diff --git a/.gitignore b/.gitignore index 2d4bc05..4de923e 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,6 @@ +.gitignore +.gitconfig + # Byte-compiled / optimized / DLL files __pycache__/ *.py[cod] diff --git a/Exam.pdf b/Exam.pdf deleted file mode 100644 index cf700d2..0000000 Binary files a/Exam.pdf and /dev/null differ diff --git a/Exam2021.pdf b/Exam2021.pdf new file mode 100644 index 0000000..5a4b588 Binary files /dev/null and b/Exam2021.pdf differ diff --git a/README.md b/README.md index f87a2e3..64b2755 100644 --- a/README.md +++ b/README.md @@ -1 +1,60 @@ -# DeepGenerativeModels \ No newline at end of file +# Deep Generative Models + +Course for the students of HSE University AMI program [Moscow](https://www.hse.ru/en/ba/ami/) and [Saint-Petersburg](https://spb.hse.ru/en/ba/appmath/) campuses, and [Yandex School of Data Analysis](https://yandexdataschool.com/). + +Lecture: Denis Derkach + +Seminars: Maksim Artemev, Artem Ryzhikov + +Assistents: Aleksander Markovich, Sergey Chervontsev + +Notion: https://www.notion.so/mrartemevstudents/Generative-models-HSE-4ba9fa3db4f341d98cfa2bfe2c04ad1f + +# Results: + +
+ HW1 Autoencoders + + ## Report (in Russian) + [CLick here](https://wandb.ai/arinaruck/gen%20models%20hw1/reports/-1-AE--Vmlldzo0OTA1OTU) + ## Results: + Omniglot reconstruction + + ![image](https://user-images.githubusercontent.com/22507422/116169116-a84d0c80-a70c-11eb-9ba5-d6502b66fe9f.png) + +
+ +
+ HW2 StarGAN + + ## Report(in Russian): + [CLick here](https://wandb.ai/arinaruck/gen%20models%20hw2/reports/-2--Vmlldzo1MjIxOTU) + ## Results: + Data example: + + ![image](https://user-images.githubusercontent.com/22507422/116218664-6c896580-a753-11eb-8a7e-5420e066f6b3.png) + + + CelebA feature translation + + ![image](https://user-images.githubusercontent.com/22507422/116219337-2c76b280-a754-11eb-86fb-14f3568109ed.png) + + +
+ +
+ HW3 VAE + Glow + + ## Report (in Russian) + [CLick here](https://wandb.ai/arinaruck/gen%20models%20hw3/reports/HW3--Vmlldzo1NDYzNDQ) + ## Results: + Data example: + + ![image](https://user-images.githubusercontent.com/22507422/116218664-6c896580-a753-11eb-8a7e-5420e066f6b3.png) + + VAE Generation + ![image](https://user-images.githubusercontent.com/22507422/116169679-eeef3680-a70d-11eb-8819-57820207d793.png) + Glow: + ![image](https://user-images.githubusercontent.com/22507422/116169635-d848df80-a70d-11eb-987c-045b63decbc3.png) + +
diff --git a/homework/1-AE/.DS_Store b/homework/1-AE/.DS_Store new file mode 100644 index 0000000..5b3ccfc Binary files /dev/null and b/homework/1-AE/.DS_Store differ diff --git a/homework/1-AE/.gitkeep b/homework/1-AE/.gitkeep new file mode 100644 index 0000000..8b13789 --- /dev/null +++ b/homework/1-AE/.gitkeep @@ -0,0 +1 @@ + diff --git a/homework/1-AE/.idea/1-AE.iml b/homework/1-AE/.idea/1-AE.iml new file mode 100644 index 0000000..8a05c6e --- /dev/null +++ b/homework/1-AE/.idea/1-AE.iml @@ -0,0 +1,12 @@ + + + + + + + + + + \ No newline at end of file diff --git a/homework/1-AE/.idea/inspectionProfiles/profiles_settings.xml b/homework/1-AE/.idea/inspectionProfiles/profiles_settings.xml new file mode 100644 index 0000000..0eefe32 --- /dev/null +++ b/homework/1-AE/.idea/inspectionProfiles/profiles_settings.xml @@ -0,0 +1,5 @@ + + + + \ No newline at end of file diff --git a/homework/1-AE/.idea/misc.xml b/homework/1-AE/.idea/misc.xml new file mode 100644 index 0000000..c5591c9 --- /dev/null +++ b/homework/1-AE/.idea/misc.xml @@ -0,0 +1,4 @@ + + + + \ No newline at end of file diff --git a/homework/1-AE/.idea/modules.xml b/homework/1-AE/.idea/modules.xml new file mode 100644 index 0000000..a89fa85 --- /dev/null +++ b/homework/1-AE/.idea/modules.xml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/homework/1-AE/.idea/vcs.xml b/homework/1-AE/.idea/vcs.xml new file mode 100644 index 0000000..b2bdec2 --- /dev/null +++ b/homework/1-AE/.idea/vcs.xml @@ -0,0 +1,6 @@ + + + + + + \ No newline at end of file diff --git a/homework/1-AE/autoencoder.py b/homework/1-AE/autoencoder.py new file mode 100644 index 0000000..fad4d48 --- /dev/null +++ b/homework/1-AE/autoencoder.py @@ -0,0 +1,38 @@ +import torch +import torch.nn as nn +import torch.nn.functional as F +from base import DownsampleBlock, UpsampleBlock + + +class AutoEncoder(nn.Module): + def __init__(self, hidden_size): + super().__init__() + self.hidden_size = hidden_size + self.encoder = nn.Sequential( + DownsampleBlock(1, 32), # 64 x 64 x 1 -> 32 x 32 x 16 + DownsampleBlock(32, 64), # 32 x 32 x 16 -> 16 x 16 x 32 + DownsampleBlock(64, 128), # 16 x 16 x 32 -> 8 x 8 x 64 + DownsampleBlock(128, 256), # 8 x 8 x 64 -> 4 x 4 x 256 + DownsampleBlock(256, 128), # 4 x 4 x 256 -> 2 x 2 x 128 + DownsampleBlock(128, hidden_size) # 2 x 2 x 128 -> 1 x 1 x hidden + ) + + self.decoder = nn.Sequential( + UpsampleBlock(self.hidden_size, 16), # 1 x 1 x hidden -> 2 x 2 x 4 + UpsampleBlock(16, 32), # 2 x 2 x 4 -> 4 x 4 x 8 + UpsampleBlock(32, 64), # 4 x 4 x 8 -> 8 x 8 x 16 + UpsampleBlock(64, 128), # 8 x 8 x 16 -> 16 x 16 x 32 + UpsampleBlock(128, 256), # 16 x 16 x 32 -> 32 x 32 x 64 + UpsampleBlock(256, 256), # 32 x 32 x 64 -> 64 x 64 x 128 + nn.Conv2d(256, 1, kernel_size=1), + nn.Tanh() + ) + + def forward(self, x): + z = self.encoder(x) + x = self.decoder(z) + return x + + def get_latent_features(self, x): + z = self.encoder(x) + return z \ No newline at end of file diff --git a/homework/1-AE/base.py b/homework/1-AE/base.py new file mode 100644 index 0000000..f27f935 --- /dev/null +++ b/homework/1-AE/base.py @@ -0,0 +1,35 @@ +import torch +import torch.nn as nn + + +class DownsampleBlock(nn.Module): + def __init__(self, channels_in, channels_out): + super().__init__() + self.net = nn.Sequential( + nn.Conv2d(channels_in, channels_out, kernel_size=3, padding=1, stride=2), + nn.BatchNorm2d(channels_out), + nn.LeakyReLU(0.2), + nn.Conv2d(channels_out, channels_out, kernel_size=3, padding=1), + nn.BatchNorm2d(channels_out), + nn.LeakyReLU(0.2) + ) + + def forward(self, x): + return self.net(x) + + +class UpsampleBlock(nn.Module): + def __init__(self, channels_in, channels_out): + super().__init__() + self.net = nn.Sequential( + nn.Upsample(scale_factor=2, mode='bilinear', align_corners=False), + nn.Conv2d(channels_in, channels_out, kernel_size=3, padding=1), + nn.BatchNorm2d(channels_out), + nn.LeakyReLU(0.2), + nn.Conv2d(channels_out, channels_out, kernel_size=3, padding=1), + nn.BatchNorm2d(channels_out), + nn.LeakyReLU(0.2) + ) + + def forward(self, x): + return self.net(x) diff --git a/homework/1-AE/calculate_fid.py b/homework/1-AE/calculate_fid.py new file mode 100644 index 0000000..0155c20 --- /dev/null +++ b/homework/1-AE/calculate_fid.py @@ -0,0 +1,93 @@ +import numpy as np +import torch +from scipy import linalg +import numpy as np +from torch.nn.functional import adaptive_avg_pool2d +from tqdm import tqdm + + +def calculate_frechet_distance(mu1, sigma1, mu2, sigma2, eps=1e-6): + """Numpy implementation of the Frechet Distance. + The Frechet distance between two multivariate Gaussians X_1 ~ N(mu_1, C_1) + and X_2 ~ N(mu_2, C_2) is + d^2 = ||mu_1 - mu_2||^2 + Tr(C_1 + C_2 - 2*sqrt(C_1*C_2)). + + Stable version by Dougal J. Sutherland. + + Params: + -- mu1 : Numpy array containing the activations of a layer of the + inception net (like returned by the function 'get_predictions') + for generated samples. + -- mu2 : The sample mean over activations, precalculated on an + representative data set. + -- sigma1: The covariance matrix over activations for generated samples. + -- sigma2: The covariance matrix over activations, precalculated on an + representative data set. + + Returns: + -- : The Frechet Distance. + """ + + mu1 = np.atleast_1d(mu1) + mu2 = np.atleast_1d(mu2) + + sigma1 = np.atleast_2d(sigma1) + sigma2 = np.atleast_2d(sigma2) + + assert mu1.shape == mu2.shape, \ + 'Training and test mean vectors have different lengths' + assert sigma1.shape == sigma2.shape, \ + 'Training and test covariances have different dimensions' + + diff = mu1 - mu2 + + # Product might be almost singular + covmean, _ = linalg.sqrtm(sigma1.dot(sigma2), disp=False) + if not np.isfinite(covmean).all(): + msg = ('fid calculation produces singular product; ' + 'adding %s to diagonal of cov estimates') % eps + print(msg) + offset = np.eye(sigma1.shape[0]) * eps + covmean = linalg.sqrtm((sigma1 + offset).dot(sigma2 + offset)) + + # Numerical error might give slight imaginary component + if np.iscomplexobj(covmean): + if not np.allclose(np.diagonal(covmean).imag, 0, atol=1e-3): + m = np.max(np.abs(covmean.imag)) + raise ValueError('Imaginary component {}'.format(m)) + covmean = covmean.real + + tr_covmean = np.trace(covmean) + + return (diff.dot(diff) + np.trace(sigma1) + + np.trace(sigma2) - 2 * tr_covmean) + + +@torch.no_grad() +def calculate_activation_statistics(dataloader, model, classifier): + classifier.eval() + model.eval() + device = next(model.parameters()).device + batch_size = dataloader.batch_size + examples = len(dataloader) * batch_size + input_acts = np.zeros((examples, classifier.hidden)) + output_acts = np.zeros((examples, classifier.hidden)) + + for i, (image, _) in enumerate(dataloader): + input_img = image.to(device) + output_img = model(input_img) + input_act = classifier.get_activations(input_img) + output_act = classifier.get_activations(output_img) + input_acts[i * batch_size: (i + 1) * batch_size] = input_act.cpu().numpy() + output_acts[i * batch_size: (i + 1) * batch_size] = output_act.cpu().numpy() + mu1, sigma1 = input_acts.mean(axis=0), np.cov(input_acts, rowvar=False) + mu2, sigma2 = output_acts.mean(axis=0), np.cov(output_acts, rowvar=False) + return mu1, sigma1, mu2, sigma2 + + +@torch.no_grad() +def calculate_fid(dataloader, model, classifier): + m1, s1, m2, s2 = calculate_activation_statistics(dataloader, model, classifier) + fid_value = calculate_frechet_distance(m1, s1, m2, s2) + + return fid_value.item() diff --git a/homework/1-AE/classifier.py b/homework/1-AE/classifier.py new file mode 100644 index 0000000..aaf8b7c --- /dev/null +++ b/homework/1-AE/classifier.py @@ -0,0 +1,46 @@ +import torch +import torch.nn as nn +from base import DownsampleBlock + + +class Classifier(nn.Module): + def __init__(self, n_classes=10, mode='mnist'): + super().__init__() + self.n_classes = n_classes + self.hidden = 2 * 2 * 32 + if mode == 'mnist': + self.encode = nn.Sequential( + DownsampleBlock(1, 16), # 64 x 64 x 1 -> 32 x 32 x 16 + DownsampleBlock(16, 32), # 32 x 32 x 16 -> 16 x 16 x 32 + DownsampleBlock(32, 64), # 16 x 16 x 32 -> 8 x 8 x 64 + DownsampleBlock(64, 32), # 8 x 8 x 64 -> 4 x 4 x 32 + DownsampleBlock(32, 32), # 4 x 4 x 32 -> 2 x 2 x 32 + nn.Flatten() + ) + self.classify = nn.Sequential( + nn.Linear(2 * 2 * 32, 64), + nn.LeakyReLU(0.2), + nn.Linear(64, self.n_classes) + ) + else: + self.encode = nn.Sequential( + DownsampleBlock(1, 32), # 64 x 64 x 1 -> 32 x 32 x 32 + DownsampleBlock(32, 64), # 32 x 32 x 32 -> 16 x 16 x 64 + DownsampleBlock(64, 128), # 16 x 16 x 64 -> 8 x 8 x 128 + DownsampleBlock(128, 256), # 8 x 8 x 128 -> 4 x 4 x 256 + nn.Conv2d(256, 256, kernel_size=3, padding=1), + nn.Flatten() + ) + self.classify = nn.Sequential( + nn.Linear(4 * 4 * 256, 1024), + nn.LeakyReLU(0.2), + nn.Linear(1024, self.n_classes) + ) + + def forward(self, x): + x = self.encode(x) + x = self.classify(x) + return x + + def get_activations(self, x): + return self.encode(x) \ No newline at end of file diff --git a/homework/1-AE/hw_1.ipynb b/homework/1-AE/hw_1.ipynb new file mode 100644 index 0000000..a89c7f8 --- /dev/null +++ b/homework/1-AE/hw_1.ipynb @@ -0,0 +1,3641 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "accelerator": "GPU", + "colab": { + "name": "hw-1.ipynb", + "provenance": [], + "collapsed_sections": [], + "toc_visible": true + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "6ee6c1fab1114533b4467974842cf4d5": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_view_name": "HBoxView", + "_dom_classes": [], + "_model_name": "HBoxModel", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.5.0", + "box_style": "", + "layout": "IPY_MODEL_6234cab3105d46038d5e24d8251d4363", + "_model_module": "@jupyter-widgets/controls", + "children": [ + "IPY_MODEL_7d74b6726faf4e05934a5f4207c00033", + "IPY_MODEL_ab13efac9e0f4b748dfc3f4268da8e75" + ] + } + }, + "6234cab3105d46038d5e24d8251d4363": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "7d74b6726faf4e05934a5f4207c00033": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_view_name": "ProgressView", + "style": "IPY_MODEL_d85d8bf03ca34bef9fb857d946053d21", + "_dom_classes": [], + "description": "", + "_model_name": "FloatProgressModel", + "bar_style": "success", + "max": 1, + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": 1, + "_view_count": null, + "_view_module_version": "1.5.0", + "orientation": "horizontal", + "min": 0, + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_d657e6c02e094111beaad8b6b9d4f043" + } + }, + "ab13efac9e0f4b748dfc3f4268da8e75": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_view_name": "HTMLView", + "style": "IPY_MODEL_5699453b19624da383d1be633bf29c5f", + "_dom_classes": [], + "description": "", + "_model_name": "HTMLModel", + "placeholder": "​", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": " 9469952/? [00:03<00:00, 2409589.13it/s]", + "_view_count": null, + "_view_module_version": "1.5.0", + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_4da59c610c204f2988eeeaca348281d6" + } + }, + "d85d8bf03ca34bef9fb857d946053d21": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "ProgressStyleModel", + "description_width": "initial", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "bar_color": null, + "_model_module": "@jupyter-widgets/controls" + } + }, + "d657e6c02e094111beaad8b6b9d4f043": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "5699453b19624da383d1be633bf29c5f": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "DescriptionStyleModel", + "description_width": "", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "_model_module": "@jupyter-widgets/controls" + } + }, + "4da59c610c204f2988eeeaca348281d6": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "4b9025e3232046e19cf9f696756e134a": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_view_name": "HBoxView", + "_dom_classes": [], + "_model_name": "HBoxModel", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.5.0", + "box_style": "", + "layout": "IPY_MODEL_0704a6499d5f4bba89b9966b4f82bd03", + "_model_module": "@jupyter-widgets/controls", + "children": [ + "IPY_MODEL_b93596952f99406bb3dff031e8af041f", + "IPY_MODEL_65123d2ee7c94d00916c48d9d9588795" + ] + } + }, + "0704a6499d5f4bba89b9966b4f82bd03": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "b93596952f99406bb3dff031e8af041f": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_view_name": "ProgressView", + "style": "IPY_MODEL_e57f631e2e1d49c69e246d12ffe9afa7", + "_dom_classes": [], + "description": "", + "_model_name": "FloatProgressModel", + "bar_style": "success", + "max": 1, + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": 1, + "_view_count": null, + "_view_module_version": "1.5.0", + "orientation": "horizontal", + "min": 0, + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_4b47502551db4cd7b8c6e374e1f126a6" + } + }, + "65123d2ee7c94d00916c48d9d9588795": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_view_name": "HTMLView", + "style": "IPY_MODEL_81a92a01152e4676810053157654d377", + "_dom_classes": [], + "description": "", + "_model_name": "HTMLModel", + "placeholder": "​", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": " 6463488/? [00:01<00:00, 4805757.15it/s]", + "_view_count": null, + "_view_module_version": "1.5.0", + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_f413e7eac80149a4984751dc19f41e47" + } + }, + "e57f631e2e1d49c69e246d12ffe9afa7": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "ProgressStyleModel", + "description_width": "initial", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "bar_color": null, + "_model_module": "@jupyter-widgets/controls" + } + }, + "4b47502551db4cd7b8c6e374e1f126a6": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "81a92a01152e4676810053157654d377": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "DescriptionStyleModel", + "description_width": "", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "_model_module": "@jupyter-widgets/controls" + } + }, + "f413e7eac80149a4984751dc19f41e47": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "f597074cab264f21919b20bd461e4b49": { + "model_module": "@jupyter-widgets/controls", + "model_name": "VBoxModel", + "state": { + "_view_name": "VBoxView", + "_dom_classes": [], + "_model_name": "VBoxModel", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.5.0", + "box_style": "", + "layout": "IPY_MODEL_31a70f88b8314fcbbdd75f66633ba44e", + "_model_module": "@jupyter-widgets/controls", + "children": [ + "IPY_MODEL_876e7cb5f5ee423599a3e449794f3a4d", + "IPY_MODEL_04b3822d855b44ac840e65b9cc9b95b8" + ] + } + }, + "31a70f88b8314fcbbdd75f66633ba44e": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "876e7cb5f5ee423599a3e449794f3a4d": { + "model_module": "@jupyter-widgets/controls", + "model_name": "LabelModel", + "state": { + "_view_name": "LabelView", + "style": "IPY_MODEL_fb613d6b260b48b9970d68e5fab24a8d", + "_dom_classes": [], + "description": "", + "_model_name": "LabelModel", + "placeholder": "​", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": " 0.22MB of 0.22MB uploaded (0.00MB deduped)\r", + "_view_count": null, + "_view_module_version": "1.5.0", + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_dde2a415c9994741b400c97904f00486" + } + }, + "04b3822d855b44ac840e65b9cc9b95b8": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_view_name": "ProgressView", + "style": "IPY_MODEL_a1e7b02e3a4e4b95ac95554378f67544", + "_dom_classes": [], + "description": "", + "_model_name": "FloatProgressModel", + "bar_style": "", + "max": 1, + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": 1, + "_view_count": null, + "_view_module_version": "1.5.0", + "orientation": "horizontal", + "min": 0, + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_93ecf170549f42378e73f62bd87a447a" + } + }, + "fb613d6b260b48b9970d68e5fab24a8d": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "DescriptionStyleModel", + "description_width": "", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "_model_module": "@jupyter-widgets/controls" + } + }, + "dde2a415c9994741b400c97904f00486": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "a1e7b02e3a4e4b95ac95554378f67544": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "ProgressStyleModel", + "description_width": "", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "bar_color": null, + "_model_module": "@jupyter-widgets/controls" + } + }, + "93ecf170549f42378e73f62bd87a447a": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "2ae03c826a8540c99b33947eb86d49c3": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_view_name": "HBoxView", + "_dom_classes": [], + "_model_name": "HBoxModel", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.5.0", + "box_style": "", + "layout": "IPY_MODEL_0c49528298ff48e48ca000a8f15578b2", + "_model_module": "@jupyter-widgets/controls", + "children": [ + "IPY_MODEL_d561aa94db994fe98826f83fb34be855", + "IPY_MODEL_a26b4dfb3f0e4504abe46ea0d7256ba7" + ] + } + }, + "0c49528298ff48e48ca000a8f15578b2": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "d561aa94db994fe98826f83fb34be855": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_view_name": "ProgressView", + "style": "IPY_MODEL_439b2e2c8d8d4838b74504f81f1daca9", + "_dom_classes": [], + "description": "100%", + "_model_name": "FloatProgressModel", + "bar_style": "success", + "max": 50, + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": 50, + "_view_count": null, + "_view_module_version": "1.5.0", + "orientation": "horizontal", + "min": 0, + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_f1f06f6d0aa3451091f71728d689764b" + } + }, + "a26b4dfb3f0e4504abe46ea0d7256ba7": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_view_name": "HTMLView", + "style": "IPY_MODEL_6acdbc5f70664bb5ab330189f1850c10", + "_dom_classes": [], + "description": "", + "_model_name": "HTMLModel", + "placeholder": "​", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": " 50/50 [2:34:34<00:00, 185.50s/it]", + "_view_count": null, + "_view_module_version": "1.5.0", + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_c0cff9a9aaeb4f10b1f9e7a4eb8d8bce" + } + }, + "439b2e2c8d8d4838b74504f81f1daca9": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "ProgressStyleModel", + "description_width": "initial", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "bar_color": null, + "_model_module": "@jupyter-widgets/controls" + } + }, + "f1f06f6d0aa3451091f71728d689764b": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "6acdbc5f70664bb5ab330189f1850c10": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "DescriptionStyleModel", + "description_width": "", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "_model_module": "@jupyter-widgets/controls" + } + }, + "c0cff9a9aaeb4f10b1f9e7a4eb8d8bce": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "e0032efe1062475b8b64bf34c56b12c4": { + "model_module": "@jupyter-widgets/controls", + "model_name": "VBoxModel", + "state": { + "_view_name": "VBoxView", + "_dom_classes": [], + "_model_name": "VBoxModel", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.5.0", + "box_style": "", + "layout": "IPY_MODEL_165af41ade7847c8b0a8f203c74c0082", + "_model_module": "@jupyter-widgets/controls", + "children": [ + "IPY_MODEL_b39c9747b5e1425da80dd7f7b037cad1", + "IPY_MODEL_08e699873324475bb8bf3aa3b789b9f2" + ] + } + }, + "165af41ade7847c8b0a8f203c74c0082": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "b39c9747b5e1425da80dd7f7b037cad1": { + "model_module": "@jupyter-widgets/controls", + "model_name": "LabelModel", + "state": { + "_view_name": "LabelView", + "style": "IPY_MODEL_84690b08c3f6440296b61ce4bf623b37", + "_dom_classes": [], + "description": "", + "_model_name": "LabelModel", + "placeholder": "​", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": " 0.08MB of 0.08MB uploaded (0.00MB deduped)\r", + "_view_count": null, + "_view_module_version": "1.5.0", + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_df52847b0bb14705ab96bd1fc3fb009b" + } + }, + "08e699873324475bb8bf3aa3b789b9f2": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_view_name": "ProgressView", + "style": "IPY_MODEL_2d71570cb2934ad2a89d6108b36a469b", + "_dom_classes": [], + "description": "", + "_model_name": "FloatProgressModel", + "bar_style": "", + "max": 1, + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": 1, + "_view_count": null, + "_view_module_version": "1.5.0", + "orientation": "horizontal", + "min": 0, + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_65f9a687d4aa45a788728056e26aa00b" + } + }, + "84690b08c3f6440296b61ce4bf623b37": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "DescriptionStyleModel", + "description_width": "", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "_model_module": "@jupyter-widgets/controls" + } + }, + "df52847b0bb14705ab96bd1fc3fb009b": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "2d71570cb2934ad2a89d6108b36a469b": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "ProgressStyleModel", + "description_width": "", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "bar_color": null, + "_model_module": "@jupyter-widgets/controls" + } + }, + "65f9a687d4aa45a788728056e26aa00b": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "7a3840daa49b45829fef6c74e1483196": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_view_name": "HBoxView", + "_dom_classes": [], + "_model_name": "HBoxModel", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.5.0", + "box_style": "", + "layout": "IPY_MODEL_3b4291d9b3344f0b9223cfc3d92b53d7", + "_model_module": "@jupyter-widgets/controls", + "children": [ + "IPY_MODEL_d45968f85b9b48a79f913b80c9b01bdd", + "IPY_MODEL_c504bcbb3ac54576ab6426f10936eba1" + ] + } + }, + "3b4291d9b3344f0b9223cfc3d92b53d7": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "d45968f85b9b48a79f913b80c9b01bdd": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_view_name": "ProgressView", + "style": "IPY_MODEL_4fb396d83ea049eda2de97c45c0370c6", + "_dom_classes": [], + "description": "100%", + "_model_name": "FloatProgressModel", + "bar_style": "success", + "max": 10, + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": 10, + "_view_count": null, + "_view_module_version": "1.5.0", + "orientation": "horizontal", + "min": 0, + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_951da278b8554ada91b0de591805bb85" + } + }, + "c504bcbb3ac54576ab6426f10936eba1": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_view_name": "HTMLView", + "style": "IPY_MODEL_3bf602951c9740958e7d383d0781b305", + "_dom_classes": [], + "description": "", + "_model_name": "HTMLModel", + "placeholder": "​", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": " 10/10 [08:20<00:00, 50.08s/it]", + "_view_count": null, + "_view_module_version": "1.5.0", + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_4b45371b41784b1393c26b0d97413203" + } + }, + "4fb396d83ea049eda2de97c45c0370c6": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "ProgressStyleModel", + "description_width": "initial", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "bar_color": null, + "_model_module": "@jupyter-widgets/controls" + } + }, + "951da278b8554ada91b0de591805bb85": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "3bf602951c9740958e7d383d0781b305": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "DescriptionStyleModel", + "description_width": "", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "_model_module": "@jupyter-widgets/controls" + } + }, + "4b45371b41784b1393c26b0d97413203": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "4e715e54238f48978751359888dcf677": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_view_name": "HBoxView", + "_dom_classes": [], + "_model_name": "HBoxModel", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.5.0", + "box_style": "", + "layout": "IPY_MODEL_64972384f8004cf9b5fa14125a5a6207", + "_model_module": "@jupyter-widgets/controls", + "children": [ + "IPY_MODEL_2ce716064c24449280c6a3cc4ff3dfd7", + "IPY_MODEL_be3fdfd233524b63b01a7af930b1fcd6" + ] + } + }, + "64972384f8004cf9b5fa14125a5a6207": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "2ce716064c24449280c6a3cc4ff3dfd7": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_view_name": "ProgressView", + "style": "IPY_MODEL_6b29b5b0e7f24945b55211097a142dee", + "_dom_classes": [], + "description": "100%", + "_model_name": "FloatProgressModel", + "bar_style": "success", + "max": 25, + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": 25, + "_view_count": null, + "_view_module_version": "1.5.0", + "orientation": "horizontal", + "min": 0, + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_0b606ad701f14027b6aa7c2e33440bcb" + } + }, + "be3fdfd233524b63b01a7af930b1fcd6": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_view_name": "HTMLView", + "style": "IPY_MODEL_7975d27ea7ee4fe98245d40a926287ef", + "_dom_classes": [], + "description": "", + "_model_name": "HTMLModel", + "placeholder": "​", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": " 25/25 [15:14<00:00, 36.57s/it]", + "_view_count": null, + "_view_module_version": "1.5.0", + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_de5ca813d21d4511b7981a170f731da4" + } + }, + "6b29b5b0e7f24945b55211097a142dee": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "ProgressStyleModel", + "description_width": "initial", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "bar_color": null, + "_model_module": "@jupyter-widgets/controls" + } + }, + "0b606ad701f14027b6aa7c2e33440bcb": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "7975d27ea7ee4fe98245d40a926287ef": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "DescriptionStyleModel", + "description_width": "", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "_model_module": "@jupyter-widgets/controls" + } + }, + "de5ca813d21d4511b7981a170f731da4": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + } + } + } + }, + "cells": [ + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "CYInxsNgq57k", + "outputId": "9ffef908-ac89-4983-a673-ab3a376127b5" + }, + "source": [ + "!apt install subversion\n", + "!svn checkout https://github.com/HSE-LAMBDA/DeepGenerativeModels/trunk/homework/1-AE" + ], + "execution_count": 2, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Reading package lists... Done\n", + "Building dependency tree \n", + "Reading state information... Done\n", + "The following additional packages will be installed:\n", + " libapr1 libaprutil1 libserf-1-1 libsvn1\n", + "Suggested packages:\n", + " db5.3-util libapache2-mod-svn subversion-tools\n", + "The following NEW packages will be installed:\n", + " libapr1 libaprutil1 libserf-1-1 libsvn1 subversion\n", + "0 upgraded, 5 newly installed, 0 to remove and 13 not upgraded.\n", + "Need to get 2,237 kB of archives.\n", + "After this operation, 9,910 kB of additional disk space will be used.\n", + "Get:1 http://archive.ubuntu.com/ubuntu bionic/main amd64 libapr1 amd64 1.6.3-2 [90.9 kB]\n", + "Get:2 http://archive.ubuntu.com/ubuntu bionic/main amd64 libaprutil1 amd64 1.6.1-2 [84.4 kB]\n", + "Get:3 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libserf-1-1 amd64 1.3.9-6 [44.4 kB]\n", + "Get:4 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libsvn1 amd64 1.9.7-4ubuntu1 [1,183 kB]\n", + "Get:5 http://archive.ubuntu.com/ubuntu bionic/universe amd64 subversion amd64 1.9.7-4ubuntu1 [834 kB]\n", + "Fetched 2,237 kB in 3s (768 kB/s)\n", + "Selecting previously unselected package libapr1:amd64.\n", + "(Reading database ... 149406 files and directories currently installed.)\n", + "Preparing to unpack .../libapr1_1.6.3-2_amd64.deb ...\n", + "Unpacking libapr1:amd64 (1.6.3-2) ...\n", + "Selecting previously unselected package libaprutil1:amd64.\n", + "Preparing to unpack .../libaprutil1_1.6.1-2_amd64.deb ...\n", + "Unpacking libaprutil1:amd64 (1.6.1-2) ...\n", + "Selecting previously unselected package libserf-1-1:amd64.\n", + "Preparing to unpack .../libserf-1-1_1.3.9-6_amd64.deb ...\n", + "Unpacking libserf-1-1:amd64 (1.3.9-6) ...\n", + "Selecting previously unselected package libsvn1:amd64.\n", + "Preparing to unpack .../libsvn1_1.9.7-4ubuntu1_amd64.deb ...\n", + "Unpacking libsvn1:amd64 (1.9.7-4ubuntu1) ...\n", + "Selecting previously unselected package subversion.\n", + "Preparing to unpack .../subversion_1.9.7-4ubuntu1_amd64.deb ...\n", + "Unpacking subversion (1.9.7-4ubuntu1) ...\n", + "Setting up libapr1:amd64 (1.6.3-2) ...\n", + "Setting up libaprutil1:amd64 (1.6.1-2) ...\n", + "Setting up libserf-1-1:amd64 (1.3.9-6) ...\n", + "Setting up libsvn1:amd64 (1.9.7-4ubuntu1) ...\n", + "Setting up subversion (1.9.7-4ubuntu1) ...\n", + "Processing triggers for libc-bin (2.27-3ubuntu1.4) ...\n", + "/sbin/ldconfig.real: /usr/local/lib/python3.7/dist-packages/ideep4py/lib/libmkldnn.so.0 is not a symbolic link\n", + "\n", + "Processing triggers for man-db (2.8.3-2ubuntu0.1) ...\n", + "A 1-AE/.gitkeep\n", + "A 1-AE/autoencoder.py\n", + "A 1-AE/calculate_fid.py\n", + "A 1-AE/classifier.py\n", + "A 1-AE/hw-1.ipynb\n", + "A 1-AE/omniglot.py\n", + "Checked out revision 82.\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "b0F8SRosrBSz", + "outputId": "aeaeff85-623d-407c-e3b1-af53ee759d70" + }, + "source": [ + "%cd /content/1-AE\n", + "!ls" + ], + "execution_count": 3, + "outputs": [ + { + "output_type": "stream", + "text": [ + "/content/1-AE\n", + "autoencoder.py\tcalculate_fid.py classifier.py hw-1.ipynb omniglot.py\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "_9hr4VoGq2R4" + }, + "source": [ + "## Важно:\n", + "\n", + "Пожалуйста, поддерживайте ваш код в хорошем состоянии, пишите комментарии, убирайте бесполезные ячейки, пишите модели в специально отведенных модулях. Проверяющие могут **НА СВОЕ УСМОТРЕНИЕ** снижать баллы за:\n", + "\n", + "1. Говнокод\n", + "2. Неэффективные решения\n", + "3. Вермишель из ячеек в тетрадке\n", + "4. Все остальное что им не понравилось" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "UhFDR3IZq2SP" + }, + "source": [ + "## Важно 2 (0 - 0.3 балла):\n", + "\n", + "За использование логгеров типа wandb/comet/neptune и красивую сборку этой домашки в виде графиков/картинок в этих логгерах мы будем выдавать бонусные баллы. " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ySTh1f67q2SQ" + }, + "source": [ + "## Важно 3:\n", + "\n", + "Решением домашки является архив с использованными тетрадками/модулями, а так же **.pdf файл** с отчетом по проделанной работе по каждому пункту задачи. В нем необходимо описать какие эксперименты вы производили чтобы получить результат который вы получили, а так же обосновать почему вы решили использовать модели которые вы использовали (например denoising AE или sparce AE в пункте 1)\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "PnfwvLRm764K", + "outputId": "3003950e-c025-4526-8d9c-7994f4f2cc06" + }, + "source": [ + "!pip install omniglot\n", + "!pip install wandb\n", + "!wandb login ee9416edde558c322450d0ec80266d2c0db81f45" + ], + "execution_count": 4, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Collecting omniglot\n", + " Downloading https://files.pythonhosted.org/packages/aa/af/21dc8e5132ae3cc424872b76d20dd2b3ff8d50c9cc340cf5815fc64c0fef/omniglot-0.1.0.tar.gz\n", + "Requirement already satisfied: click in /usr/local/lib/python3.7/dist-packages (from omniglot) (7.1.2)\n", + "Building wheels for collected packages: omniglot\n", + " Building wheel for omniglot (setup.py) ... \u001b[?25l\u001b[?25hdone\n", + " Created wheel for omniglot: filename=omniglot-0.1.0-cp37-none-any.whl size=4043 sha256=632d73337fca295a4994814af623293b9b06fadc0973535052ca04a6d51e81c0\n", + " Stored in directory: /root/.cache/pip/wheels/0f/a4/8f/812bef3525d94ffc71fb9740e007f89e48b9c904f1335243a6\n", + "Successfully built omniglot\n", + "Installing collected packages: omniglot\n", + "Successfully installed omniglot-0.1.0\n", + "Collecting wandb\n", + "\u001b[?25l Downloading https://files.pythonhosted.org/packages/6f/6b/4aacb6a29a52c2b2c27afe8ece383d0235a2ac8ec96b7257486f4e4328ea/wandb-0.10.20-py2.py3-none-any.whl (2.0MB)\n", + "\u001b[K |████████████████████████████████| 2.0MB 5.6MB/s \n", + "\u001b[?25hRequirement already satisfied: promise<3,>=2.0 in /usr/local/lib/python3.7/dist-packages (from wandb) (2.3)\n", + "Requirement already satisfied: protobuf>=3.12.0 in /usr/local/lib/python3.7/dist-packages (from wandb) (3.12.4)\n", + "Collecting GitPython>=1.0.0\n", + "\u001b[?25l Downloading https://files.pythonhosted.org/packages/fb/67/47a04d8a9d7f94645676fe683f1ee3fe9be01fe407686c180768a92abaac/GitPython-3.1.13-py3-none-any.whl (159kB)\n", + "\u001b[K |████████████████████████████████| 163kB 50.2MB/s \n", + "\u001b[?25hRequirement already satisfied: psutil>=5.0.0 in /usr/local/lib/python3.7/dist-packages (from wandb) (5.4.8)\n", + "Collecting subprocess32>=3.5.3\n", + "\u001b[?25l Downloading https://files.pythonhosted.org/packages/32/c8/564be4d12629b912ea431f1a50eb8b3b9d00f1a0b1ceff17f266be190007/subprocess32-3.5.4.tar.gz (97kB)\n", + "\u001b[K |████████████████████████████████| 102kB 13.5MB/s \n", + "\u001b[?25hCollecting pathtools\n", + " Downloading https://files.pythonhosted.org/packages/e7/7f/470d6fcdf23f9f3518f6b0b76be9df16dcc8630ad409947f8be2eb0ed13a/pathtools-0.1.2.tar.gz\n", + "Collecting sentry-sdk>=0.4.0\n", + "\u001b[?25l Downloading https://files.pythonhosted.org/packages/15/74/59016eecaefa52443cd69cbb50e01851fa8bf3d9526771e2fae60ac6270c/sentry_sdk-0.20.3-py2.py3-none-any.whl (131kB)\n", + "\u001b[K |████████████████████████████████| 133kB 34.8MB/s \n", + "\u001b[?25hCollecting configparser>=3.8.1\n", + " Downloading https://files.pythonhosted.org/packages/08/b2/ef713e0e67f6e7ec7d59aea3ee78d05b39c15930057e724cc6d362a8c3bb/configparser-5.0.1-py3-none-any.whl\n", + "Collecting docker-pycreds>=0.4.0\n", + " Downloading https://files.pythonhosted.org/packages/f5/e8/f6bd1eee09314e7e6dee49cbe2c5e22314ccdb38db16c9fc72d2fa80d054/docker_pycreds-0.4.0-py2.py3-none-any.whl\n", + "Requirement already satisfied: python-dateutil>=2.6.1 in /usr/local/lib/python3.7/dist-packages (from wandb) (2.8.1)\n", + "Requirement already satisfied: PyYAML in /usr/local/lib/python3.7/dist-packages (from wandb) (3.13)\n", + "Requirement already satisfied: Click>=7.0 in /usr/local/lib/python3.7/dist-packages (from wandb) (7.1.2)\n", + "Requirement already satisfied: requests<3,>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from wandb) (2.23.0)\n", + "Collecting shortuuid>=0.5.0\n", + " Downloading https://files.pythonhosted.org/packages/25/a6/2ecc1daa6a304e7f1b216f0896b26156b78e7c38e1211e9b798b4716c53d/shortuuid-1.0.1-py3-none-any.whl\n", + "Requirement already satisfied: six>=1.13.0 in /usr/local/lib/python3.7/dist-packages (from wandb) (1.15.0)\n", + "Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from protobuf>=3.12.0->wandb) (53.0.0)\n", + "Collecting gitdb<5,>=4.0.1\n", + "\u001b[?25l Downloading https://files.pythonhosted.org/packages/48/11/d1800bca0a3bae820b84b7d813ad1eff15a48a64caea9c823fc8c1b119e8/gitdb-4.0.5-py3-none-any.whl (63kB)\n", + "\u001b[K |████████████████████████████████| 71kB 11.5MB/s \n", + "\u001b[?25hRequirement already satisfied: certifi in /usr/local/lib/python3.7/dist-packages (from sentry-sdk>=0.4.0->wandb) (2020.12.5)\n", + "Requirement already satisfied: urllib3>=1.10.0 in /usr/local/lib/python3.7/dist-packages (from sentry-sdk>=0.4.0->wandb) (1.24.3)\n", + "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.0.0->wandb) (2.10)\n", + "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.0.0->wandb) (3.0.4)\n", + "Collecting smmap<4,>=3.0.1\n", + " Downloading https://files.pythonhosted.org/packages/d5/1e/6130925131f639b2acde0f7f18b73e33ce082ff2d90783c436b52040af5a/smmap-3.0.5-py2.py3-none-any.whl\n", + "Building wheels for collected packages: subprocess32, pathtools\n", + " Building wheel for subprocess32 (setup.py) ... \u001b[?25l\u001b[?25hdone\n", + " Created wheel for subprocess32: filename=subprocess32-3.5.4-cp37-none-any.whl size=6489 sha256=e02a3ff6b55c3e6105fb694fb1b3aca5b770d06d2d0145e96b70bc4dcabf4996\n", + " Stored in directory: /root/.cache/pip/wheels/68/39/1a/5e402bdfdf004af1786c8b853fd92f8c4a04f22aad179654d1\n", + " Building wheel for pathtools (setup.py) ... \u001b[?25l\u001b[?25hdone\n", + " Created wheel for pathtools: filename=pathtools-0.1.2-cp37-none-any.whl size=8786 sha256=c6535b9dd14ad910aa80d16b74fe780566e84a95b569e110b9786c2b889b3551\n", + " Stored in directory: /root/.cache/pip/wheels/0b/04/79/c3b0c3a0266a3cb4376da31e5bfe8bba0c489246968a68e843\n", + "Successfully built subprocess32 pathtools\n", + "Installing collected packages: smmap, gitdb, GitPython, subprocess32, pathtools, sentry-sdk, configparser, docker-pycreds, shortuuid, wandb\n", + "Successfully installed GitPython-3.1.13 configparser-5.0.1 docker-pycreds-0.4.0 gitdb-4.0.5 pathtools-0.1.2 sentry-sdk-0.20.3 shortuuid-1.0.1 smmap-3.0.5 subprocess32-3.5.4 wandb-0.10.20\n", + "\u001b[34m\u001b[1mwandb\u001b[0m: Appending key for api.wandb.ai to your netrc file: /root/.netrc\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "VDOK660Qq2SR" + }, + "source": [ + "import torch\n", + "from torch import nn\n", + "from torch.nn import functional as F\n", + "import numpy as np\n", + "from tqdm.notebook import tqdm\n", + "import wandb \n", + "import random\n", + "import os\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.svm import LinearSVC\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "\n", + "\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "OMNIGLOT_CLASSES = 1623\n", + "SEED = 1992" + ], + "execution_count": 39, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "fN-Fplk0q2SR" + }, + "source": [ + "В этом домашнем задании мы будем автоэнкодить Omniglot. Omniglot - это датасет в основном для few-shot learning'а, состоящий из рукописных символов из разных существующих и несуществующих (эльфийский, клингонский) языков.\n", + "\n", + "В этом датасете очень много классов, для для каждого класса представлено только 10-20 картинок. Если учить честную классификацию, мы быстро столкнемся с тем, что модель не сможет нормально выучиться.\n", + "\n", + "В этой тетрадке вам предлагается попробовать решить эту проблему - выучить автоэнкодер (любой формы) и, используя латентное его представление, делать классификацию более сложными методами на меньше размерности." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "vaX-5X1eq2SS" + }, + "source": [ + "Omniglot очень странно построен, в нем background - это единицы, а не нули. Чтобы перевести это в удобный для нас формат - инвертируем каждый пиксель через нашу кастомную трансформацию - InvertImage\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Dr5iLtXXWLU_" + }, + "source": [ + "def seed_all(seed=1):\n", + " \"\"\"\n", + " fixes seeds everywhere\n", + " :param seed: random seed\n", + " \"\"\"\n", + " random.seed(seed)\n", + " os.environ['PYTHONHASHSEED'] = str(seed)\n", + " np.random.seed(seed)\n", + " torch.manual_seed(seed)\n", + " torch.cuda.manual_seed(seed)\n", + " torch.backends.cudnn.deterministic = True\n", + " n_gpu = torch.cuda.device_count()\n", + " if n_gpu > 0:\n", + " torch.cuda.manual_seed_all(seed)\n", + "\n", + "seed_all(SEED)" + ], + "execution_count": 6, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "3Q804hwxq2SS" + }, + "source": [ + "class InvertImage:\n", + " def __call__(self, pic):\n", + " return 1 - pic\n", + "\n", + " def __repr__(self):\n", + " return self.__class__.__name__ + '()'\n" + ], + "execution_count": 7, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "tRXgPwPzq2ST" + }, + "source": [ + "from omniglot import FullOmniglot\n", + "from torchvision import transforms\n", + "\n", + "from torch.utils.data import DataLoader, Subset\n", + "\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "data_transforms = transforms.Compose([\n", + " transforms.Resize((64, 64)),\n", + " transforms.ToTensor(),\n", + " InvertImage(),\n", + " transforms.Normalize([0.5], [0.5])\n", + "])\n", + "\n", + "cuda_num = 0\n", + "device = f'cuda:{cuda_num}' if torch.cuda.is_available() else 'cpu'\n", + "batch_size = 64\n" + ], + "execution_count": 8, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "uqz_6AUiq2SU" + }, + "source": [ + "Мы используем кастомный датасет FullOmniglot потому что изначально train/val части омниглота используют разные классы. Мы обьединяем их и делаем свое разбиение" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 203, + "referenced_widgets": [ + "6ee6c1fab1114533b4467974842cf4d5", + "6234cab3105d46038d5e24d8251d4363", + "7d74b6726faf4e05934a5f4207c00033", + "ab13efac9e0f4b748dfc3f4268da8e75", + "d85d8bf03ca34bef9fb857d946053d21", + "d657e6c02e094111beaad8b6b9d4f043", + "5699453b19624da383d1be633bf29c5f", + "4da59c610c204f2988eeeaca348281d6", + "4b9025e3232046e19cf9f696756e134a", + "0704a6499d5f4bba89b9966b4f82bd03", + "b93596952f99406bb3dff031e8af041f", + "65123d2ee7c94d00916c48d9d9588795", + "e57f631e2e1d49c69e246d12ffe9afa7", + "4b47502551db4cd7b8c6e374e1f126a6", + "81a92a01152e4676810053157654d377", + "f413e7eac80149a4984751dc19f41e47" + ] + }, + "id": "BXO_CooZq2SU", + "outputId": "acc123f1-39f2-45f3-a061-d912e6164e6d" + }, + "source": [ + "full_dataset = FullOmniglot('./Omniglot', transform=data_transforms, download=True)\n", + "\n", + "labels = []\n", + "for _, label in full_dataset:\n", + " labels.append(label)\n", + " \n", + "# делаем так, чтобы сплит был сбалансированным по классам\n", + "indices_train, indices_test, _, _ = train_test_split(list(range(len(labels))), labels, test_size=0.1, stratify=labels)\n", + "\n", + "train_dataset = Subset(full_dataset, indices=indices_train)\n", + "test_dataset = Subset(full_dataset, indices=indices_test)\n", + "\n", + "train_loader = DataLoader(train_dataset, batch_size=batch_size, drop_last=True)\n", + "test_loader = DataLoader(test_dataset, batch_size=batch_size, drop_last=True)\n" + ], + "execution_count": 10, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Downloading https://github.com/brendenlake/omniglot/raw/master/python/images_background.zip to ./Omniglot/omniglot-py/images_background.zip\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "6ee6c1fab1114533b4467974842cf4d5", + "version_minor": 0, + "version_major": 2 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=1.0, bar_style='info', max=1.0), HTML(value='')))" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "stream", + "text": [ + "Extracting ./Omniglot/omniglot-py/images_background.zip to ./Omniglot/omniglot-py\n", + "\n", + "Downloading https://github.com/brendenlake/omniglot/raw/master/python/images_evaluation.zip to ./Omniglot/omniglot-py/images_evaluation.zip\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "4b9025e3232046e19cf9f696756e134a", + "version_minor": 0, + "version_major": 2 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=1.0, bar_style='info', max=1.0), HTML(value='')))" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "stream", + "text": [ + "Extracting ./Omniglot/omniglot-py/images_evaluation.zip to ./Omniglot/omniglot-py\n", + "\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "OpLUG88sq2SW" + }, + "source": [ + "def process_image(image):\n", + " return (image.squeeze().detach().to('cpu') + 1) / 2" + ], + "execution_count": 11, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 879 + }, + "id": "V08XkluEq2SW", + "outputId": "b5b6d2f9-cc49-4d45-f4ed-f8236d6b85a5" + }, + "source": [ + "test_batch = next(iter(train_loader))\n", + "\n", + "\n", + "plt.figure(figsize=(15, 15))\n", + "for ind, (image, label) in enumerate(zip(*test_batch)):\n", + " if ind >= 25: break\n", + " plt.subplot(5, 5, ind+1)\n", + " plt.imshow(process_image(image))\n", + " plt.title(label.item())\n", + "plt.show()\n", + " " + ], + "execution_count": 12, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Qfjj_0_Cq2SX" + }, + "source": [ + "### Задача 1 (0.3 балла):\n", + "\n", + "Написать свой автоэнкодер, доучить его до приличного качества" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jpUcKOBmq2SY" + }, + "source": [ + "Для того чтобы писать красивый код и не делать тетрадку слишком длинной предлагается писать свои модели в отдельном модуле, см `./autoencoder.py`" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "aPs-twJbKGib", + "outputId": "bd10c305-92f6-49e6-8305-6fac5654a0a3" + }, + "source": [ + "!ls" + ], + "execution_count": 13, + "outputs": [ + { + "output_type": "stream", + "text": [ + "autoencoder.py\t classifier.py Omniglot __pycache__\n", + "calculate_fid.py hw-1.ipynb\t omniglot.py\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "TTqle6II7Us7" + }, + "source": [ + "%load_ext autoreload\n", + "%autoreload 2" + ], + "execution_count": 14, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 736, + "referenced_widgets": [ + "f597074cab264f21919b20bd461e4b49", + "31a70f88b8314fcbbdd75f66633ba44e", + "876e7cb5f5ee423599a3e449794f3a4d", + "04b3822d855b44ac840e65b9cc9b95b8", + "fb613d6b260b48b9970d68e5fab24a8d", + "dde2a415c9994741b400c97904f00486", + "a1e7b02e3a4e4b95ac95554378f67544", + "93ecf170549f42378e73f62bd87a447a" + ] + }, + "id": "EvnCpRySq2SY", + "outputId": "0f1a1dac-474d-437f-b88d-d5ad4b71f253" + }, + "source": [ + "from autoencoder import AutoEncoder\n", + "\n", + "hidden = 64\n", + " \n", + "wandb.init(project='gen models hw1', name=f'AE MSE big, hidden={hidden}')\n", + "ae = AutoEncoder(hidden).to(device)\n", + "wandb.watch(ae)\n", + "optim = torch.optim.Adam(ae.parameters(), lr=5e-3)" + ], + "execution_count": 21, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "Finishing last run (ID:2xgy8x5j) before initializing another..." + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "text/html": [ + "
Waiting for W&B process to finish, PID 444
Program ended successfully." + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "f597074cab264f21919b20bd461e4b49", + "version_minor": 0, + "version_major": 2 + }, + "text/plain": [ + "VBox(children=(Label(value=' 0.03MB of 0.03MB uploaded (0.00MB deduped)\\r'), FloatProgress(value=1.0, max=1.0)…" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "text/html": [ + "Find user logs for this run at: /content/1-AE/wandb/run-20210225_170550-2xgy8x5j/logs/debug.log" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "text/html": [ + "Find internal logs for this run at: /content/1-AE/wandb/run-20210225_170550-2xgy8x5j/logs/debug-internal.log" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "text/html": [ + "

Run summary:


\n", + "
train/loss0.15246
step56
_runtime616
_timestamp1614273366
_step1427
test/loss0.17969
epoch2
" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "text/html": [ + "

Run history:


\n", + "
train/loss█▅▅▄▄▄▄▃▄▄▂▄▃▃▂▃▂▂▂▂▂▂▂▂▃▃▂▂▁▂▂▂▂▁▂▃▂▂▂▁
step▁▂▂▃▃▄▄▅▆▆▇▇█▁▂▂▃▃▄▅▅▆▆▇▇█▁▂▃▃▄▄▅▅▆▆▇█▁▂
_runtime▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███
_timestamp▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███
_step▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇███
test/loss█▃▁
epoch▁▅█

" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "text/html": [ + "Synced 5 W&B file(s), 25 media file(s), 0 artifact file(s) and 1 other file(s)" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + "
Synced AE MSE big, hidden=64: https://wandb.ai/arinaruck/gen%20models%20hw1/runs/2xgy8x5j
\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "text/html": [ + "...Successfully finished last run (ID:2xgy8x5j). Initializing new run:

" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + " Tracking run with wandb version 0.10.20
\n", + " Syncing run AE MSE big, hidden=64 to Weights & Biases (Documentation).
\n", + " Project page: https://wandb.ai/arinaruck/gen%20models%20hw1
\n", + " Run page: https://wandb.ai/arinaruck/gen%20models%20hw1/runs/355etz6s
\n", + " Run data is saved locally in /content/1-AE/wandb/run-20210225_171619-355etz6s

\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "bInicYxITUZ8" + }, + "source": [ + "#checkpoint = torch.load('checkpoint.pt')\n", + "#ae.load_state_dict(checkpoint['model_state_dict'])" + ], + "execution_count": 23, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "fUmGW8YFq2SY" + }, + "source": [ + "Классический трейнлуп:\n", + "\n", + "Note: я буду уважать вас сильнее если вместо вывода графика в тетрадку вы будете логгировать все (лоссы + картинки) в wandb/comet/neptune. И так далее по ходу тетрадки тоже" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "JODGwMV6ISmf", + "outputId": "d732eccc-83e5-480f-f3ee-c8fdc3fe9de1" + }, + "source": [ + " sum(p.numel() for p in ae.parameters())" + ], + "execution_count": 24, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "4098689" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 24 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 66, + "referenced_widgets": [ + "2ae03c826a8540c99b33947eb86d49c3", + "0c49528298ff48e48ca000a8f15578b2", + "d561aa94db994fe98826f83fb34be855", + "a26b4dfb3f0e4504abe46ea0d7256ba7", + "439b2e2c8d8d4838b74504f81f1daca9", + "f1f06f6d0aa3451091f71728d689764b", + "6acdbc5f70664bb5ab330189f1850c10", + "c0cff9a9aaeb4f10b1f9e7a4eb8d8bce" + ] + }, + "id": "VOArNdcPq2SZ", + "outputId": "8e8ee271-2992-42f7-e143-d8d7a693b97f" + }, + "source": [ + "criterion = torch.nn.MSELoss()\n", + "epochs = 50\n", + "\n", + "for epoch in tqdm(range(epochs)):\n", + " ae.train()\n", + " for step, (image, _) in enumerate(train_loader):\n", + " input_img = image.to(device)\n", + " output_img = ae(input_img)\n", + " mse_loss = criterion(output_img, input_img)\n", + " wandb.log({'train/loss': mse_loss.item(), 'step': step})\n", + " mse_loss.backward()\n", + " optim.step()\n", + " optim.zero_grad()\n", + " ae.eval()\n", + " test_loss = 0\n", + " for step, (image, _) in enumerate(test_loader):\n", + " input_img = image.to(device)\n", + " with torch.no_grad():\n", + " output_img = ae(input_img)\n", + " mse_loss = criterion(output_img, input_img)\n", + " test_loss += mse_loss.item()\n", + " num_images = 4\n", + " wandb.log({'test/loss': test_loss / len(test_loader), 'epoch': epoch,\n", + " \"test/input\": [wandb.Image(input_img[i].detach().cpu().numpy(), \n", + " caption=f\"epoch {epoch}\") for i in range(num_images)],\n", + " \"test/output\": [wandb.Image(output_img[i].detach().cpu().numpy(), \n", + " caption=f\"epoch {epoch}\") for i in range(num_images) ]})\n", + " \n", + "checkpoint = f'checkpoint_{hidden}.pt'\n", + "torch.save({\n", + " 'model_state_dict': ae.state_dict(),\n", + " 'optimizer_state_dict': optim.state_dict(),\n", + " }, checkpoint)" + ], + "execution_count": 25, + "outputs": [ + { + "output_type": "display_data", + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "2ae03c826a8540c99b33947eb86d49c3", + "version_minor": 0, + "version_major": 2 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, max=50.0), HTML(value='')))" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "stream", + "text": [ + "\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 964 + }, + "id": "FQdAlDuFPbeP", + "outputId": "eb241bf1-5622-4279-81c1-0babe56939a5" + }, + "source": [ + "test_batch = next(iter(test_loader))\n", + "print(len(test_batch[0]))\n", + "ae.eval()\n", + "\n", + "for image in test_batch[0][:5]:\n", + " plt.subplot(1, 2, 1)\n", + " plt.imshow(image.squeeze())\n", + " plt.subplot(1, 2, 2)\n", + " plt.imshow(ae(image.unsqueeze(0).to(device)).squeeze().detach().to('cpu'))\n", + " plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "64\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "aKxVbhkSq2Sa" + }, + "source": [ + "Мало посмотреть на результаты глазами, надо еще посчитать метрики качества.\n", + "\n", + "Для этой задачи не очень хочется использовать FID с Inception обученными на ImageNet'е, поэтому предлагается обучить свою модель классификации на MNIST\n", + "\n", + "Это можно сделать здесь (только красиво) или вынести в отдельную тетрадку/файлы" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "379EaNbkq2Sa" + }, + "source": [ + "### Задача 2 (0.3 балла):\n", + "\n", + "Научить внешний классификатор классифицировать MNIST, использовать его в подсчете FID между реальным Omniglot и выходами автоэнкодера" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "NlgPZuHFq2Sb" + }, + "source": [ + "from torchvision.datasets import MNIST\n", + "\n", + "mnist_transforms = transforms.Compose([\n", + " transforms.Resize((64, 64)),\n", + " transforms.ToTensor(),\n", + " transforms.Normalize([0.5], [0.5])\n", + "])\n", + "\n", + "mnist_train_dataset = MNIST('./MNIST', train=True, transform=mnist_transforms, download=True)\n", + "mnist_train_loader = DataLoader(mnist_train_dataset, batch_size=batch_size, drop_last=True, shuffle=True)\n", + "mnist_test_dataset = MNIST('./MNIST', train=False, transform=mnist_transforms, download=True)\n", + "mnist_test_loader = DataLoader(mnist_test_dataset, batch_size=batch_size, drop_last=True, shuffle=True)" + ], + "execution_count": 14, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000, + "referenced_widgets": [ + "e0032efe1062475b8b64bf34c56b12c4", + "165af41ade7847c8b0a8f203c74c0082", + "b39c9747b5e1425da80dd7f7b037cad1", + "08e699873324475bb8bf3aa3b789b9f2", + "84690b08c3f6440296b61ce4bf623b37", + "df52847b0bb14705ab96bd1fc3fb009b", + "2d71570cb2934ad2a89d6108b36a469b", + "65f9a687d4aa45a788728056e26aa00b" + ] + }, + "id": "9aFAoMpcH29i", + "outputId": "25345612-55f4-46be-d2af-7a6b62450dbb" + }, + "source": [ + "from classifier import Classifier\n", + "\n", + "clf = Classifier().to(device)\n", + "optim = torch.optim.Adam(clf.parameters(), lr=0.001)\n", + "criterion = torch.nn.CrossEntropyLoss()\n", + "wandb.init(project='gen models hw1', name=f'MNIST classifier')" + ], + "execution_count": 23, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "Finishing last run (ID:1xwguuzp) before initializing another..." + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "text/html": [ + "
Waiting for W&B process to finish, PID 2773
Program ended successfully." + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "e0032efe1062475b8b64bf34c56b12c4", + "version_minor": 0, + "version_major": 2 + }, + "text/plain": [ + "VBox(children=(Label(value=' 0.06MB of 0.06MB uploaded (0.00MB deduped)\\r'), FloatProgress(value=1.0, max=1.0)…" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "text/html": [ + "Find user logs for this run at: /content/1-AE/wandb/run-20210225_130943-1xwguuzp/logs/debug.log" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "text/html": [ + "Find internal logs for this run at: /content/1-AE/wandb/run-20210225_130943-1xwguuzp/logs/debug-internal.log" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "text/html": [ + "

Run summary:


\n", + "
train/loss0.00437
step936
_runtime450
_timestamp1614259033
_step15006
test/loss0.02789
epoch14
" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "text/html": [ + "

Run history:


\n", + "
train/loss█▃▃▂▆▄▁▂▁▂▅▄▂▃▁▄▃▁▃▂▁▂▄▁▁▁▁▂▁▃▃▂▁▁▁▁▁▁▁▁
step▂▄▇▃▆▁▄▇▃▆▂▅█▃▆▂▅█▄▇▂▅▁▄▇▃▆▁▄▇▃▆▂▅█▃▆▂▅█
_runtime▁▁▁▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇▇███
_timestamp▁▁▁▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇▇███
_step▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▇▇▇▇▇▇███
test/loss▄█▂▂▃▄▂▃▂▁▂▁▃▂▃
epoch▁▁▂▃▃▃▄▅▅▅▆▇▇▇█

" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "text/html": [ + "Synced 5 W&B file(s), 60 media file(s), 0 artifact file(s) and 1 other file(s)" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + "
Synced MNIST classifier: https://wandb.ai/arinaruck/gen%20models%20hw1/runs/1xwguuzp
\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "text/html": [ + "...Successfully finished last run (ID:1xwguuzp). Initializing new run:

" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + " Tracking run with wandb version 0.10.20
\n", + " Syncing run MNIST classifier to Weights & Biases (Documentation).
\n", + " Project page: https://wandb.ai/arinaruck/gen%20models%20hw1
\n", + " Run page: https://wandb.ai/arinaruck/gen%20models%20hw1/runs/vuvyewtt
\n", + " Run data is saved locally in /content/1-AE/wandb/run-20210225_132109-vuvyewtt

\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "

Run(vuvyewtt)

" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 23 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 66, + "referenced_widgets": [ + "7a3840daa49b45829fef6c74e1483196", + "3b4291d9b3344f0b9223cfc3d92b53d7", + "d45968f85b9b48a79f913b80c9b01bdd", + "c504bcbb3ac54576ab6426f10936eba1", + "4fb396d83ea049eda2de97c45c0370c6", + "951da278b8554ada91b0de591805bb85", + "3bf602951c9740958e7d383d0781b305", + "4b45371b41784b1393c26b0d97413203" + ] + }, + "id": "xV1UIr7nq2Sb", + "outputId": "248c484d-f97d-41f6-aac7-af7674034ac4" + }, + "source": [ + "epochs = 10\n", + "\n", + "for epoch in tqdm(range(epochs)):\n", + " clf.train()\n", + " for step, (image, lbl) in enumerate(mnist_train_loader):\n", + " input_img = image.to(device)\n", + " lbl = lbl.to(device, non_blocking=True)\n", + " pred = clf(input_img)\n", + " ce_loss = criterion(pred, lbl)\n", + " wandb.log({'train/mnist_cls_loss': ce_loss.item(), 'step': step})\n", + " ce_loss.backward()\n", + " optim.step()\n", + " optim.zero_grad()\n", + " clf.eval()\n", + " test_loss = 0\n", + " for step, (image, lbl) in enumerate(mnist_test_loader):\n", + " input_img = image.to(device)\n", + " lbl = lbl.to(device, non_blocking=True)\n", + " with torch.no_grad():\n", + " pred = clf(input_img)\n", + " ce_loss = criterion(pred, lbl)\n", + " test_loss += ce_loss.item()\n", + " num_images = 4\n", + " wandb.log({'test/mnist_cls_loss': test_loss / len(mnist_test_loader), 'epoch': epoch,\n", + " \"test/input\": [wandb.Image(input_img[i].detach().cpu().numpy(), \n", + " caption=f\"label {lbl[i]}\") for i in range(num_images)]})\n", + " \n", + "checkpoint = 'clf.pt'\n", + "torch.save({\n", + " 'model_state_dict': clf.state_dict(),\n", + " 'optimizer_state_dict': optim.state_dict(),\n", + " }, checkpoint)" + ], + "execution_count": 24, + "outputs": [ + { + "output_type": "display_data", + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "7a3840daa49b45829fef6c74e1483196", + "version_minor": 0, + "version_major": 2 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, max=10.0), HTML(value='')))" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "stream", + "text": [ + "\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ImSOU8k6qbUa", + "outputId": "23dc9a00-1679-4999-c601-18587c404d26" + }, + "source": [ + "from classifier import Classifier\n", + "clf = Classifier().to(device)\n", + "checkpoint = torch.load('clf.pt')\n", + "clf.load_state_dict(checkpoint['model_state_dict'])" + ], + "execution_count": 28, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 28 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "oQcnQ56vq2Sc", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "f9da4ae0-5487-42d4-ffaf-33b3c80ef043" + }, + "source": [ + "from calculate_fid import calculate_fid\n", + "\n", + "print(f\"FID for AE: {calculate_fid(test_loader, ae, clf)}\")" + ], + "execution_count": 29, + "outputs": [ + { + "output_type": "stream", + "text": [ + "FID for AE: 0.060711067663993035\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "RhDmGAEoq2Sc" + }, + "source": [ + "class NoiseRecoModel(nn.Module):\n", + " def __init__(self, intensivity=0.1):\n", + " super().__init__()\n", + " # self.placeholder_layer\n", + " # ненужный слой, который позвоняет в calculate_fid смотреть на каком девайсе расположена сетка\n", + " self.placeholder_layer = nn.Linear(1, 1)\n", + " self.intensivity = intensivity\n", + " \n", + " def forward(self, x):\n", + " return x + torch.rand_like(x) * self.intensivity" + ], + "execution_count": 30, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "IzrMt8dFq2Sd" + }, + "source": [ + "Проверим насколько наша метрика стабильна: чем больше шум, тем больше она должна становиться" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "xUqUPmCjXShJ", + "outputId": "941fdcd9-7697-4375-a39a-be8a06b54c0d" + }, + "source": [ + "for noise_level in [0.001, 0.01, 0.05, 0.1, 0.5, 0.7, 1.]:\n", + " noise_model = NoiseRecoModel(noise_level).to(device)\n", + " print(f\"FID for noise {noise_level}: {calculate_fid(test_loader, noise_model, clf)}\")" + ], + "execution_count": 31, + "outputs": [ + { + "output_type": "stream", + "text": [ + "FID for noise 0.001: 6.39373983757352e-07\n", + "FID for noise 0.01: 7.388097999094789e-05\n", + "FID for noise 0.05: 0.0020159928466061405\n", + "FID for noise 0.1: 0.01113855739427505\n", + "FID for noise 0.5: 0.33442287264566906\n", + "FID for noise 0.7: 0.4387127508662392\n", + "FID for noise 1.0: 0.5883663218387643\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "lTKS6ea5q2Sd" + }, + "source": [ + "Понятно что сам по себе автоэнкодер - такая себе генеративная модель, хоть ее и можно использовать в таком качестве" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 323 + }, + "id": "94XVk0uNXYzY", + "outputId": "4298d4b5-5c16-48e5-ed78-73b76bc14836" + }, + "source": [ + "ae.eval()\n", + "\n", + "test_images = next(iter(test_loader))[0].to(device)\n", + "images_latent = ae.get_latent_features(test_images).to('cpu')\n", + "\n", + "test_noise = torch.randn_like(images_latent) * 0.9\n", + "sampled_mnist = ae.decoder(test_noise.to(device)).to('cpu')\n", + " \n", + "plt.figure(figsize=(15, 5))\n", + "for ind in range(10):\n", + " plt.subplot(2, 5, ind+1)\n", + " plt.imshow(sampled_mnist[ind].squeeze().detach())\n" + ], + "execution_count": 32, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "fC3B7UyDq2Se", + "outputId": "bd4ffec6-7916-49b7-942b-c36568c23122" + }, + "source": [ + "ae.eval()\n", + "\n", + "test_images = next(iter(test_loader))[0].to(device)\n", + "images_latent = ae.get_latent_features(test_images).to('cpu')\n", + "\n", + "test_noise = torch.randn_like(images_latent) * 0.9\n", + "sampled_mnist = ae.decoder(test_noise.to(device)).to('cpu')\n", + " \n", + "plt.figure(figsize=(15, 5))\n", + "for ind in range(10):\n", + " plt.subplot(2, 5, ind+1)\n", + " plt.imshow(sampled_mnist[ind].squeeze().detach())\n" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "1m_l_YJxq2Se" + }, + "source": [ + "Мы предлагаем использовать латентные фичи из AE для классификации.\n", + "\n", + "Главная проблема классификации на Omniglot в том, что классов очень много и обычные классификаторы не могут справиться:" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "RhPyQ47Tq2Sf" + }, + "source": [ + "### Задача 3 (0.2 балла):\n", + "\n", + "Попробовать честную классификацию на Omniglot, довести ее до приличного качества." + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 119 + }, + "id": "KGPqy8Brq2Sg", + "outputId": "ba4bedd3-c666-461a-c072-d40dd40b2a4a" + }, + "source": [ + "from classifier import Classifier\n", + "OMNIGLOT_CLASSES = 1623\n", + "\n", + "wandb.init(project='gen models hw1', name=f'MNIST classifier')\n", + "clf = Classifier(n_classes=OMNIGLOT_CLASSES, mode='omniglot').to(device)\n", + "wandb.watch(clf)\n", + "optim = torch.optim.Adam(clf.parameters(), lr=0.001)\n", + "criterion = torch.nn.CrossEntropyLoss()" + ], + "execution_count": 20, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + " Tracking run with wandb version 0.10.20
\n", + " Syncing run MNIST classifier to Weights & Biases (Documentation).
\n", + " Project page: https://wandb.ai/arinaruck/gen%20models%20hw1
\n", + " Run page: https://wandb.ai/arinaruck/gen%20models%20hw1/runs/24uyymxz
\n", + " Run data is saved locally in /content/1-AE/wandb/run-20210225_143032-24uyymxz

\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 100, + "referenced_widgets": [ + "4e715e54238f48978751359888dcf677", + "64972384f8004cf9b5fa14125a5a6207", + "2ce716064c24449280c6a3cc4ff3dfd7", + "be3fdfd233524b63b01a7af930b1fcd6", + "6b29b5b0e7f24945b55211097a142dee", + "0b606ad701f14027b6aa7c2e33440bcb", + "7975d27ea7ee4fe98245d40a926287ef", + "de5ca813d21d4511b7981a170f731da4" + ] + }, + "id": "4kdjaJuRdUpG", + "outputId": "50c454c9-a90c-40ac-806d-3bbb08c7b925" + }, + "source": [ + "epochs = 25\n", + "\n", + "b_sz = batch_size\n", + "train_examples = len(train_loader) * b_sz\n", + "test_examples = len(test_loader) * b_sz\n", + "train_pred_lbls, train_lbls = torch.zeros(train_examples), torch.zeros(train_examples)\n", + "test_pred_lbls, test_lbls = torch.zeros(test_examples), torch.zeros(test_examples)\n", + "for epoch in tqdm(range(epochs)):\n", + " clf.train()\n", + " for step, (image, lbl) in enumerate(train_loader):\n", + " input_img = image.to(device)\n", + " lbl = lbl.to(device, non_blocking=True)\n", + " pred = clf(input_img)\n", + " train_pred_lbls[step * b_sz: (step + 1) * b_sz] = pred.argmax(dim=-1).detach().cpu()\n", + " train_lbls[step * b_sz: (step + 1) * b_sz] = lbl.cpu()\n", + " ce_loss = criterion(pred, lbl)\n", + " wandb.log({'train/omniglot_cls_loss': ce_loss.item()})\n", + " ce_loss.backward()\n", + " optim.step()\n", + " optim.zero_grad()\n", + " wandb.log({'train/accuracy': (train_pred_lbls == train_lbls).float().mean()})\n", + " clf.eval()\n", + " test_loss = 0\n", + " for step, (image, lbl) in enumerate(test_loader):\n", + " input_img = image.to(device)\n", + " lbl = lbl.to(device, non_blocking=True)\n", + " with torch.no_grad():\n", + " pred = clf(input_img)\n", + " test_pred_lbls[step * b_sz: (step + 1) * b_sz] = pred.argmax(dim=-1).cpu()\n", + " test_lbls[step * b_sz: (step + 1) * b_sz] = lbl.cpu()\n", + " ce_loss = criterion(pred, lbl)\n", + " test_loss += ce_loss.item()\n", + " \n", + " num_images = 4\n", + " wandb.log({'test/omniglot_cls_loss': test_loss / len(test_loader), 'epoch': epoch,\n", + " \"test/input\": [wandb.Image(input_img[i].detach().cpu().numpy(), \n", + " caption=f\"label {lbl[i]}\") for i in range(num_images)],\n", + " 'test/accuracy': (test_pred_lbls == test_lbls).float().mean()})\n", + "print(f\"random accuracy: {1/OMNIGLOT_CLASSES}\")\n", + "print(f\"CNN accuracy: {(test_pred_lbls == test_lbls).float().mean()}\")\n", + "checkpoint = 'omniglot_clf.pt'\n", + "torch.save({\n", + " 'model_state_dict': clf.state_dict(),\n", + " 'optimizer_state_dict': optim.state_dict(),\n", + " }, checkpoint)" + ], + "execution_count": 21, + "outputs": [ + { + "output_type": "display_data", + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "4e715e54238f48978751359888dcf677", + "version_minor": 0, + "version_major": 2 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, max=25.0), HTML(value='')))" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "stream", + "text": [ + "\n", + "random accuracy: 0.0006161429451632779\n", + "CNN accuracy: 0.7106249928474426\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "2C8LI_eWq2Si" + }, + "source": [ + "Возможное решение проблемы с классификацией - обработка данный автоэнкодером и использование преобразованных латентных фичей вместо картинок.\n", + "\n", + "Латентные фичи можно представить в виде табличных 1D данных, на которых можно учить даже разные бустинги.\n", + "\n", + "\n", + "### Задача 4 (0.2 балла):\n", + "\n", + "Получить латентные представления от картинок в Omniglot, выучить любую (хорошую) модель классификации на них до адекватного качества.\n", + "\n", + "note: не забывайте учить на трейне, а считать аккураси на тесте" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "9cwiNutWq2Si" + }, + "source": [ + "from lightgbm import LGBMClassifier\n", + "\n", + "b_sz = batch_size\n", + "train_examples = len(train_loader) * b_sz\n", + "test_examples = len(test_loader) * b_sz\n", + "X_train, y_train = np.zeros((train_examples, ae.hidden_size)), np.zeros(train_examples)\n", + "X_test, y_test = np.zeros((train_examples, ae.hidden_size)), np.zeros(train_examples)\n", + "\n", + "ae.eval()\n", + "for i, (image, lbl) in enumerate(train_loader):\n", + " input_img = image.to(device)\n", + " with torch.no_grad():\n", + " hidden = ae.get_latent_features(input_img).view(b_sz, -1)\n", + " X_train[i * b_sz: (i + 1) * b_sz] = hidden.cpu().numpy()\n", + " y_train[i * b_sz: (i + 1) * b_sz] = lbl.numpy()\n", + "\n", + "for i, (image, lbl) in enumerate(test_loader):\n", + " input_img = image.to(device)\n", + " with torch.no_grad():\n", + " hidden = ae.get_latent_features(input_img).view(b_sz, -1)\n", + " X_test[i * b_sz: (i + 1) * b_sz] = hidden.cpu().numpy()\n", + " y_test[i * b_sz: (i + 1) * b_sz] = lbl.numpy()" + ], + "execution_count": 33, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "FQ6F6fXvsVDF" + }, + "source": [ + "clf = LGBMClassifier(n_estimators=500)\n", + "clf.fit(X_train, y_train);" + ], + "execution_count": 21, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "Qo1m7Bmmq2Si" + }, + "source": [ + "pred = clf.predict(X_test)" + ], + "execution_count": 22, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "IB3bLIpO0M4i", + "outputId": "e33a4657-e84f-4409-9040-6f6614740f54" + }, + "source": [ + "print(f\"random accuracy: {1/OMNIGLOT_CLASSES:.4f}\")\n", + "print(f\"xgboost + AE accuracy: {accuracy_score(y_test, pred):.4f}\")" + ], + "execution_count": 23, + "outputs": [ + { + "output_type": "stream", + "text": [ + "random accuracy: 0.0006\n", + "xgboost + AE accuracy: 0.0110\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "IsA3VTUIbkY-", + "outputId": "39cfe2b3-c466-4dfb-a27e-1c37756a6c2b" + }, + "source": [ + "clf = LinearSVC(max_iter=5000)\n", + "clf.fit(X_train, y_train) \n", + "pred = clf.predict(X_test)\n", + "print(f\"random accuracy: {1/OMNIGLOT_CLASSES:.4f}\")\n", + "print(f\"SVC + AE accuracy: {accuracy_score(y_test, pred):.4f}\")" + ], + "execution_count": 40, + "outputs": [ + { + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.7/dist-packages/sklearn/svm/_base.py:947: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + " \"the number of iterations.\", ConvergenceWarning)\n" + ], + "name": "stderr" + }, + { + "output_type": "stream", + "text": [ + "random accuracy: 0.0006\n", + "SVC + AE accuracy: 0.0438\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "nyjLk7YicfIp", + "outputId": "7fab8a4f-1257-4260-fcfd-971ec91a9611" + }, + "source": [ + "clf = LogisticRegression(max_iter=5000)\n", + "clf.fit(X_train, y_train) \n", + "pred = clf.predict(X_test)\n", + "print(f\"random accuracy: {1/OMNIGLOT_CLASSES:.4f}\")\n", + "print(f\"log reg + AE accuracy: {accuracy_score(y_test, pred):.4f}\")" + ], + "execution_count": 43, + "outputs": [ + { + "output_type": "stream", + "text": [ + "random accuracy: 0.0006\n", + "log reg + AE accuracy: 0.0493\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "eFGcZD1Zrwv8", + "outputId": "5c9ac9cf-857b-4f54-f566-8e9e7b9f64ba" + }, + "source": [ + "clf = KNeighborsClassifier()\n", + "clf.fit(X_train, y_train) \n", + "pred = clf.predict(X_test)\n", + "print(f\"random accuracy: {1/OMNIGLOT_CLASSES:.4f}\")\n", + "print(f\"knn + AE accuracy: {accuracy_score(y_test, pred):.4f}\")" + ], + "execution_count": 42, + "outputs": [ + { + "output_type": "stream", + "text": [ + "random accuracy: 0.0006\n", + "knn + AE accuracy: 0.0365\n" + ], + "name": "stdout" + } + ] + } + ] +} \ No newline at end of file diff --git a/homework/1-AE/omniglot.py b/homework/1-AE/omniglot.py new file mode 100644 index 0000000..fa0a5bb --- /dev/null +++ b/homework/1-AE/omniglot.py @@ -0,0 +1,78 @@ +# from https://github.com/learnables/learn2learn/blob/master/learn2learn/vision/datasets/full_omniglot.py + +#!/usr/bin/env python3 + +import os +from torch.utils.data import Dataset, ConcatDataset +from torchvision.datasets.omniglot import Omniglot + + +class FullOmniglot(Dataset): + """ + + [[Source]]() + + **Description** + + This class provides an interface to the Omniglot dataset. + + The Omniglot dataset was introduced by Lake et al., 2015. + Omniglot consists of 1623 character classes from 50 different alphabets, each containing 20 samples. + While the original dataset is separated in background and evaluation sets, + this class concatenates both sets and leaves to the user the choice of classes splitting + as was done in Ravi and Larochelle, 2017. + The background and evaluation splits are available in the `torchvision` package. + + **References** + + 1. Lake et al. 2015. “Human-Level Concept Learning through Probabilistic Program Induction.” Science. + 2. Ravi and Larochelle. 2017. “Optimization as a Model for Few-Shot Learning.” ICLR. + + **Arguments** + + * **root** (str) - Path to download the data. + * **transform** (Transform, *optional*, default=None) - Input pre-processing. + * **target_transform** (Transform, *optional*, default=None) - Target pre-processing. + * **download** (bool, *optional*, default=False) - Whether to download the dataset. + + **Example** + ~~~python + omniglot = FullOmniglot(root='./data', + transform=transforms.Compose([ + transforms.Resize(28, interpolation=LANCZOS), + transforms.ToTensor(), + lambda x: 1.0 - x]), + download=True) + ~~~ + + """ + + def __init__(self, root, transform=None, target_transform=None, download=False): + self.root = os.path.expanduser(root) + self.transform = transform + self.target_transform = target_transform + + # Set up both the background and eval dataset + omni_background = Omniglot(self.root, background=True, download=download) + # Eval labels also start from 0. + # It's important to add 964 to label values in eval so they don't overwrite background dataset. + omni_evaluation = Omniglot(self.root, + background=False, + download=download, + target_transform=lambda x: x + len(omni_background._characters)) + + self.dataset = ConcatDataset((omni_background, omni_evaluation)) + self._bookkeeping_path = os.path.join(self.root, 'omniglot-bookkeeping.pkl') + + def __len__(self): + return len(self.dataset) + + def __getitem__(self, item): + image, character_class = self.dataset[item] + if self.transform: + image = self.transform(image) + + if self.target_transform: + character_class = self.target_transform(character_class) + + return image, character_class \ No newline at end of file diff --git a/homework/2-GAN/.DS_Store b/homework/2-GAN/.DS_Store new file mode 100644 index 0000000..9802e07 Binary files /dev/null and b/homework/2-GAN/.DS_Store differ diff --git a/homework/2-GAN/.gitkeep b/homework/2-GAN/.gitkeep new file mode 100644 index 0000000..8b13789 --- /dev/null +++ b/homework/2-GAN/.gitkeep @@ -0,0 +1 @@ + diff --git a/homework/2-GAN/.idea/2-GAN.iml b/homework/2-GAN/.idea/2-GAN.iml new file mode 100644 index 0000000..d0876a7 --- /dev/null +++ b/homework/2-GAN/.idea/2-GAN.iml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/homework/2-GAN/.idea/inspectionProfiles/Project_Default.xml b/homework/2-GAN/.idea/inspectionProfiles/Project_Default.xml new file mode 100644 index 0000000..b2e9d66 --- /dev/null +++ b/homework/2-GAN/.idea/inspectionProfiles/Project_Default.xml @@ -0,0 +1,12 @@ + + + + \ No newline at end of file diff --git a/homework/2-GAN/.idea/inspectionProfiles/profiles_settings.xml b/homework/2-GAN/.idea/inspectionProfiles/profiles_settings.xml new file mode 100644 index 0000000..0eefe32 --- /dev/null +++ b/homework/2-GAN/.idea/inspectionProfiles/profiles_settings.xml @@ -0,0 +1,5 @@ + + + + \ No newline at end of file diff --git a/homework/2-GAN/.idea/misc.xml b/homework/2-GAN/.idea/misc.xml new file mode 100644 index 0000000..c5591c9 --- /dev/null +++ b/homework/2-GAN/.idea/misc.xml @@ -0,0 +1,4 @@ + + + + \ No newline at end of file diff --git a/homework/2-GAN/.idea/modules.xml b/homework/2-GAN/.idea/modules.xml new file mode 100644 index 0000000..05c829e --- /dev/null +++ b/homework/2-GAN/.idea/modules.xml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/homework/2-GAN/.idea/vcs.xml b/homework/2-GAN/.idea/vcs.xml new file mode 100644 index 0000000..b2bdec2 --- /dev/null +++ b/homework/2-GAN/.idea/vcs.xml @@ -0,0 +1,6 @@ + + + + + + \ No newline at end of file diff --git a/homework/2-GAN/config.py b/homework/2-GAN/config.py new file mode 100644 index 0000000..dade6c2 --- /dev/null +++ b/homework/2-GAN/config.py @@ -0,0 +1,55 @@ +from easydict import EasyDict as edict +import torch + +N_CLS = 5 +IN_CH = 3 + N_CLS +H, W = 128, 128 + + +def make_config(): + config = { + 'generator': + { + 'downsampling': + [ + # (in_ch, out_ch, k_sz, strd, pad) + (IN_CH, 64, 7, 1, 3), + (64, 128, 4, 2, 1), + (128, 256, 4, 2, 1), + + ], + 'residual': + [ + (256, ) + ] * 6, + 'upsampling': + [ + # (in_ch, out_ch, k_sz, strd, pad) + (256, 128, 3, 1, 1), + (128, 64, 3, 1, 1), + ], + 'final': + (64, 3, 7, 1, 3), + }, + 'critic': + { + 'downsampling': + [ + (3, 64, 4, 2, 1, 0.01), + (64, 128, 4, 2, 1, 0.01), + (128, 256, 4, 2, 1, 0.01), + (256, 512, 4, 2, 1, 0.01), + (512, 1024, 4, 2, 1, 0.01), + (1024, 2048, 4, 2, 1, 0.01), + ], + 'src_out': + (2048, 1, 3, 1, 1), + 'cls_out': + (2048, N_CLS, (H // 64, W // 64), 1, 0) + }, + 'device': torch.device('cuda:0' if torch.cuda.is_available() else 'cpu'), + 'lr_D': 5e-4, + 'lr_G': 1e-4 + } + config = edict(config) + return config \ No newline at end of file diff --git a/homework/2-GAN/ex1.jpg b/homework/2-GAN/ex1.jpg new file mode 100644 index 0000000..1ec6440 Binary files /dev/null and b/homework/2-GAN/ex1.jpg differ diff --git a/homework/2-GAN/fid.py b/homework/2-GAN/fid.py new file mode 100644 index 0000000..fb0ae1f --- /dev/null +++ b/homework/2-GAN/fid.py @@ -0,0 +1,84 @@ +import torch +import torch.nn as nn +from scipy import linalg +import numpy as np +from tqdm import tqdm +from utils import permute_labels + +CLF_HIDDEN = 2048 + + +def make_inception_feature_extractor(device): + classifier = torch.hub.load('pytorch/vision:v0.6.0', 'inception_v3', pretrained=True) + classifier.dropout = nn.Identity() + classifier.fc = nn.Identity() + classifier.eval() + classifier.to(device) + return classifier + + +def calculate_frechet_distance(mu1, sigma1, mu2, sigma2, eps=1e-6): + mu1 = np.atleast_1d(mu1) + mu2 = np.atleast_1d(mu2) + + sigma1 = np.atleast_2d(sigma1) + sigma2 = np.atleast_2d(sigma2) + + assert mu1.shape == mu2.shape, \ + 'Training and test mean vectors have different lengths' + assert sigma1.shape == sigma2.shape, \ + 'Training and test covariances have different dimensions' + + diff = mu1 - mu2 + + # Product might be almost singular + covmean, _ = linalg.sqrtm(sigma1.dot(sigma2), disp=False) + if not np.isfinite(covmean).all(): + msg = ('fid calculation produces singular product; ' + 'adding %s to diagonal of cov estimates') % eps + print(msg) + offset = np.eye(sigma1.shape[0]) * eps + covmean = linalg.sqrtm((sigma1 + offset).dot(sigma2 + offset)) + + # Numerical error might give slight imaginary component + if np.iscomplexobj(covmean): + if not np.allclose(np.diagonal(covmean).imag, 0, atol=1e-3): + m = np.max(np.abs(covmean.imag)) + raise ValueError('Imaginary component {}'.format(m)) + covmean = covmean.real + + tr_covmean = np.trace(covmean) + + return (diff.dot(diff) + np.trace(sigma1) + + np.trace(sigma2) - 2 * tr_covmean) + + +@torch.no_grad() +def calculate_activation_statistics(dataloader, model, classifier, device, ATTRIBUTE_IDX): + classifier.eval() + batch_size = dataloader.batch_size + examples = len(dataloader) * batch_size + input_acts = np.zeros((examples, CLF_HIDDEN)) + output_acts = np.zeros((examples, CLF_HIDDEN)) + + for i, (image, label) in enumerate(tqdm(dataloader, leave=False, desc="fid")): + input_img = image.to(device) + label = label[:, ATTRIBUTE_IDX].to(device) + new_label = permute_labels(label) + output_img = model.generate(input_img, new_label) + input_act = classifier(input_img) + output_act = classifier(output_img) + input_acts[i * batch_size: (i + 1) * batch_size] = input_act.cpu().numpy() + output_acts[i * batch_size: (i + 1) * batch_size] = output_act.cpu().numpy() + + mu1, sigma1 = input_acts.mean(axis=0), np.cov(input_acts, rowvar=False) + mu2, sigma2 = output_acts.mean(axis=0), np.cov(output_acts, rowvar=False) + return mu1, sigma1, mu2, sigma2 + + +@torch.no_grad() +def calculate_fid(dataloader, model, classifier, device, ATTRIBUTE_IDX): + m1, s1, m2, s2 = calculate_activation_statistics(dataloader, model, classifier, device, ATTRIBUTE_IDX) + fid_value = calculate_frechet_distance(m1, s1, m2, s2) + + return fid_value.item() \ No newline at end of file diff --git a/homework/2-GAN/hw2_GAN.ipynb b/homework/2-GAN/hw2_GAN.ipynb new file mode 100644 index 0000000..dbfc2b4 --- /dev/null +++ b/homework/2-GAN/hw2_GAN.ipynb @@ -0,0 +1,9905 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "accelerator": "GPU", + "colab": { + "name": "hw2-GAN.ipynb", + "provenance": [], + "collapsed_sections": [], + "toc_visible": true + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "610ef4ceef27489aa992bbbf11764cca": { + "model_module": "@jupyter-widgets/controls", + "model_name": "VBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "VBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "VBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_ae51554ee51f4b2abba00e9b11ffa9e7", + "IPY_MODEL_60045fb184a542ef81f05f76c0e77b08" + ], + "layout": "IPY_MODEL_2954aa0062cf4b008b339e7b2a141ee2" + } + }, + "ae51554ee51f4b2abba00e9b11ffa9e7": { + "model_module": "@jupyter-widgets/controls", + "model_name": "LabelModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "LabelModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "LabelView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_7a0baba523e748beb7c5c780e93f4d6c", + "placeholder": "​", + "style": "IPY_MODEL_371658fc67a749b197c0050227bcf3e4", + "value": " 0.01MB of 0.01MB uploaded (0.00MB deduped)\r" + } + }, + "60045fb184a542ef81f05f76c0e77b08": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_b281de32f1fc40528104868ae00101f9", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_8ed3114319904cb79b8ef22c2d68def3", + "value": 1 + } + }, + "2954aa0062cf4b008b339e7b2a141ee2": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "7a0baba523e748beb7c5c780e93f4d6c": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "371658fc67a749b197c0050227bcf3e4": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "b281de32f1fc40528104868ae00101f9": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "8ed3114319904cb79b8ef22c2d68def3": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "32875d4fd06247699ecc12b33574dfaf": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_view_name": "HBoxView", + "_dom_classes": [], + "_model_name": "HBoxModel", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.5.0", + "box_style": "", + "layout": "IPY_MODEL_8cab1b5268b447aeaa74c9472c3d4b7e", + "_model_module": "@jupyter-widgets/controls", + "children": [ + "IPY_MODEL_48c1410445554274bda74d38d0bc54b3", + "IPY_MODEL_c882d8d0443a4f23b22010519c1447ee" + ] + } + }, + "8cab1b5268b447aeaa74c9472c3d4b7e": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "48c1410445554274bda74d38d0bc54b3": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_view_name": "ProgressView", + "style": "IPY_MODEL_a4908b52db544e3b8d69316d6fa14e09", + "_dom_classes": [], + "description": "trainloop: 1: 100%", + "_model_name": "FloatProgressModel", + "bar_style": "", + "max": 2952, + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": 2952, + "_view_count": null, + "_view_module_version": "1.5.0", + "orientation": "horizontal", + "min": 0, + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_1b21869e2e504d3e90344adb61e4363f" + } + }, + "c882d8d0443a4f23b22010519c1447ee": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_view_name": "HTMLView", + "style": "IPY_MODEL_8bc9883894724b978513dab2b0259dbc", + "_dom_classes": [], + "description": "", + "_model_name": "HTMLModel", + "placeholder": "​", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": " 2952/2952 [31:33<00:00, 1.61it/s]", + "_view_count": null, + "_view_module_version": "1.5.0", + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_1d84a27bc0584d759a849e89973cab54" + } + }, + "a4908b52db544e3b8d69316d6fa14e09": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "ProgressStyleModel", + "description_width": "initial", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "bar_color": null, + "_model_module": "@jupyter-widgets/controls" + } + }, + "1b21869e2e504d3e90344adb61e4363f": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "8bc9883894724b978513dab2b0259dbc": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "DescriptionStyleModel", + "description_width": "", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "_model_module": "@jupyter-widgets/controls" + } + }, + "1d84a27bc0584d759a849e89973cab54": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "039157b097934031a61a29759d71ae40": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_view_name": "HBoxView", + "_dom_classes": [], + "_model_name": "HBoxModel", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.5.0", + "box_style": "", + "layout": "IPY_MODEL_e28303c8fa554012afcc8ae19ec4ae40", + "_model_module": "@jupyter-widgets/controls", + "children": [ + "IPY_MODEL_3978f1239f7242f0b836f52d9d67b6af", + "IPY_MODEL_c452f4cc0b3a479ab97c669fc50a326c" + ] + } + }, + "e28303c8fa554012afcc8ae19ec4ae40": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "3978f1239f7242f0b836f52d9d67b6af": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_view_name": "ProgressView", + "style": "IPY_MODEL_067c392e3b5e47f281da1f8b5734f1c1", + "_dom_classes": [], + "description": "trainloop: 2: 100%", + "_model_name": "FloatProgressModel", + "bar_style": "", + "max": 2952, + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": 2952, + "_view_count": null, + "_view_module_version": "1.5.0", + "orientation": "horizontal", + "min": 0, + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_db870893b0fc4a88bafdcdc20d6b9fc1" + } + }, + "c452f4cc0b3a479ab97c669fc50a326c": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_view_name": "HTMLView", + "style": "IPY_MODEL_6bcabf3c4a264928a83cad76050341db", + "_dom_classes": [], + "description": "", + "_model_name": "HTMLModel", + "placeholder": "​", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": " 2952/2952 [31:43<00:00, 1.60it/s]", + "_view_count": null, + "_view_module_version": "1.5.0", + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_b0e32fb03be34c68a635a18a20150c9b" + } + }, + "067c392e3b5e47f281da1f8b5734f1c1": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "ProgressStyleModel", + "description_width": "initial", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "bar_color": null, + "_model_module": "@jupyter-widgets/controls" + } + }, + "db870893b0fc4a88bafdcdc20d6b9fc1": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "6bcabf3c4a264928a83cad76050341db": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "DescriptionStyleModel", + "description_width": "", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "_model_module": "@jupyter-widgets/controls" + } + }, + "b0e32fb03be34c68a635a18a20150c9b": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "b4f048a56ae941cfbc47e62c44d082f1": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_view_name": "HBoxView", + "_dom_classes": [], + "_model_name": "HBoxModel", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.5.0", + "box_style": "", + "layout": "IPY_MODEL_1541f3070a32434b91983d7ecd0c5111", + "_model_module": "@jupyter-widgets/controls", + "children": [ + "IPY_MODEL_c0c82dc8d11e4219a4970410632eb2f3", + "IPY_MODEL_71b6ea4a26fa43d68987b2784310c62a" + ] + } + }, + "1541f3070a32434b91983d7ecd0c5111": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "c0c82dc8d11e4219a4970410632eb2f3": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_view_name": "ProgressView", + "style": "IPY_MODEL_a2782b1f8d424f38a32353e5ec2edfd9", + "_dom_classes": [], + "description": "trainloop: 3: 100%", + "_model_name": "FloatProgressModel", + "bar_style": "", + "max": 2952, + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": 2952, + "_view_count": null, + "_view_module_version": "1.5.0", + "orientation": "horizontal", + "min": 0, + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_f255b3f3be9a4e0fb9730b3951f76601" + } + }, + "71b6ea4a26fa43d68987b2784310c62a": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_view_name": "HTMLView", + "style": "IPY_MODEL_650e533e83914faf95554d1b5e403539", + "_dom_classes": [], + "description": "", + "_model_name": "HTMLModel", + "placeholder": "​", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": " 2952/2952 [31:50<00:00, 1.61it/s]", + "_view_count": null, + "_view_module_version": "1.5.0", + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_c85a61ee2d424c0ca917da24234ebccd" + } + }, + "a2782b1f8d424f38a32353e5ec2edfd9": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "ProgressStyleModel", + "description_width": "initial", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "bar_color": null, + "_model_module": "@jupyter-widgets/controls" + } + }, + "f255b3f3be9a4e0fb9730b3951f76601": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "650e533e83914faf95554d1b5e403539": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "DescriptionStyleModel", + "description_width": "", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "_model_module": "@jupyter-widgets/controls" + } + }, + "c85a61ee2d424c0ca917da24234ebccd": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "8782f65c37ad4cff9bfe19ae93618e29": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_view_name": "HBoxView", + "_dom_classes": [], + "_model_name": "HBoxModel", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.5.0", + "box_style": "", + "layout": "IPY_MODEL_56e1cdb288bb4552a16e180786695981", + "_model_module": "@jupyter-widgets/controls", + "children": [ + "IPY_MODEL_d60d1bef9a454251921effa08e64de35", + "IPY_MODEL_f3a99bd478a842efb4e1659fa68470ed" + ] + } + }, + "56e1cdb288bb4552a16e180786695981": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "d60d1bef9a454251921effa08e64de35": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_view_name": "ProgressView", + "style": "IPY_MODEL_2988edbc1f994587844159d403332b6e", + "_dom_classes": [], + "description": "trainloop: 4: 100%", + "_model_name": "FloatProgressModel", + "bar_style": "", + "max": 2952, + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": 2952, + "_view_count": null, + "_view_module_version": "1.5.0", + "orientation": "horizontal", + "min": 0, + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_f38f496361624f2cbba7a208a301cbe5" + } + }, + "f3a99bd478a842efb4e1659fa68470ed": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_view_name": "HTMLView", + "style": "IPY_MODEL_6b467a967feb49aca3f5f8071188dc36", + "_dom_classes": [], + "description": "", + "_model_name": "HTMLModel", + "placeholder": "​", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": " 2952/2952 [31:53<00:00, 1.60it/s]", + "_view_count": null, + "_view_module_version": "1.5.0", + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_96fefb84d6ee453bb5cac8294fc23af4" + } + }, + "2988edbc1f994587844159d403332b6e": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "ProgressStyleModel", + "description_width": "initial", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "bar_color": null, + "_model_module": "@jupyter-widgets/controls" + } + }, + "f38f496361624f2cbba7a208a301cbe5": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "6b467a967feb49aca3f5f8071188dc36": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "DescriptionStyleModel", + "description_width": "", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "_model_module": "@jupyter-widgets/controls" + } + }, + "96fefb84d6ee453bb5cac8294fc23af4": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "88f475381cbc4f5d8b2024b0feac2c26": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_view_name": "HBoxView", + "_dom_classes": [], + "_model_name": "HBoxModel", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.5.0", + "box_style": "", + "layout": "IPY_MODEL_68950c3508ca4c30a1075040ac420183", + "_model_module": "@jupyter-widgets/controls", + "children": [ + "IPY_MODEL_054742feb5b94adda3ee25e6edfb5c81", + "IPY_MODEL_59486cfe9bc34486a2a5b79a72ed7479" + ] + } + }, + "68950c3508ca4c30a1075040ac420183": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "054742feb5b94adda3ee25e6edfb5c81": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_view_name": "ProgressView", + "style": "IPY_MODEL_7097557b5d53430dac6d2d255c4aa8aa", + "_dom_classes": [], + "description": "trainloop: 5: 82%", + "_model_name": "FloatProgressModel", + "bar_style": "", + "max": 2952, + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": 2433, + "_view_count": null, + "_view_module_version": "1.5.0", + "orientation": "horizontal", + "min": 0, + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_2501c1618ce24e098446b34dfd1842fc" + } + }, + "59486cfe9bc34486a2a5b79a72ed7479": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_view_name": "HTMLView", + "style": "IPY_MODEL_5e15cbe9270e469eb2e7b2a22e266fb0", + "_dom_classes": [], + "description": "", + "_model_name": "HTMLModel", + "placeholder": "​", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": " 2433/2952 [26:20<05:20, 1.62it/s]", + "_view_count": null, + "_view_module_version": "1.5.0", + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_93d828601200423b92cfcfab7ecdd60d" + } + }, + "7097557b5d53430dac6d2d255c4aa8aa": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "ProgressStyleModel", + "description_width": "initial", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "bar_color": null, + "_model_module": "@jupyter-widgets/controls" + } + }, + "2501c1618ce24e098446b34dfd1842fc": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "5e15cbe9270e469eb2e7b2a22e266fb0": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "DescriptionStyleModel", + "description_width": "", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "_model_module": "@jupyter-widgets/controls" + } + }, + "93d828601200423b92cfcfab7ecdd60d": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + } + } + } + }, + "cells": [ + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "9V4FfvEoNoAG", + "outputId": "4b2b8cd2-08e0-4894-9293-47b2a41ce685" + }, + "source": [ + "%%bash\n", + "\n", + "pip install gdown\n", + "apt install subversion\n", + "svn checkout https://github.com/HSE-LAMBDA/DeepGenerativeModels/trunk/homework/2-GAN\n", + "pip install edict\n", + "pip install wandb\n", + "wandb login ee9416edde558c322450d0ec80266d2c0db81f45" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Requirement already satisfied: gdown in /usr/local/lib/python3.7/dist-packages (3.6.4)\n", + "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from gdown) (2.23.0)\n", + "Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from gdown) (1.15.0)\n", + "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from gdown) (4.41.1)\n", + "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->gdown) (2.10)\n", + "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->gdown) (1.24.3)\n", + "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->gdown) (2020.12.5)\n", + "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->gdown) (3.0.4)\n", + "Reading package lists...\n", + "Building dependency tree...\n", + "Reading state information...\n", + "The following additional packages will be installed:\n", + " libapr1 libaprutil1 libserf-1-1 libsvn1\n", + "Suggested packages:\n", + " db5.3-util libapache2-mod-svn subversion-tools\n", + "The following NEW packages will be installed:\n", + " libapr1 libaprutil1 libserf-1-1 libsvn1 subversion\n", + "0 upgraded, 5 newly installed, 0 to remove and 29 not upgraded.\n", + "Need to get 2,237 kB of archives.\n", + "After this operation, 9,910 kB of additional disk space will be used.\n", + "Get:1 http://archive.ubuntu.com/ubuntu bionic/main amd64 libapr1 amd64 1.6.3-2 [90.9 kB]\n", + "Get:2 http://archive.ubuntu.com/ubuntu bionic/main amd64 libaprutil1 amd64 1.6.1-2 [84.4 kB]\n", + "Get:3 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libserf-1-1 amd64 1.3.9-6 [44.4 kB]\n", + "Get:4 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libsvn1 amd64 1.9.7-4ubuntu1 [1,183 kB]\n", + "Get:5 http://archive.ubuntu.com/ubuntu bionic/universe amd64 subversion amd64 1.9.7-4ubuntu1 [834 kB]\n", + "Fetched 2,237 kB in 0s (17.2 MB/s)\n", + "Selecting previously unselected package libapr1:amd64.\r\n", + "(Reading database ... \r(Reading database ... 5%\r(Reading database ... 10%\r(Reading database ... 15%\r(Reading database ... 20%\r(Reading database ... 25%\r(Reading database ... 30%\r(Reading database ... 35%\r(Reading database ... 40%\r(Reading database ... 45%\r(Reading database ... 50%\r(Reading database ... 55%\r(Reading database ... 60%\r(Reading database ... 65%\r(Reading database ... 70%\r(Reading database ... 75%\r(Reading database ... 80%\r(Reading database ... 85%\r(Reading database ... 90%\r(Reading database ... 95%\r(Reading database ... 100%\r(Reading database ... 160975 files and directories currently installed.)\r\n", + "Preparing to unpack .../libapr1_1.6.3-2_amd64.deb ...\r\n", + "Unpacking libapr1:amd64 (1.6.3-2) ...\r\n", + "Selecting previously unselected package libaprutil1:amd64.\r\n", + "Preparing to unpack .../libaprutil1_1.6.1-2_amd64.deb ...\r\n", + "Unpacking libaprutil1:amd64 (1.6.1-2) ...\r\n", + "Selecting previously unselected package libserf-1-1:amd64.\r\n", + "Preparing to unpack .../libserf-1-1_1.3.9-6_amd64.deb ...\r\n", + "Unpacking libserf-1-1:amd64 (1.3.9-6) ...\r\n", + "Selecting previously unselected package libsvn1:amd64.\r\n", + "Preparing to unpack .../libsvn1_1.9.7-4ubuntu1_amd64.deb ...\r\n", + "Unpacking libsvn1:amd64 (1.9.7-4ubuntu1) ...\r\n", + "Selecting previously unselected package subversion.\r\n", + "Preparing to unpack .../subversion_1.9.7-4ubuntu1_amd64.deb ...\r\n", + "Unpacking subversion (1.9.7-4ubuntu1) ...\r\n", + "Setting up libapr1:amd64 (1.6.3-2) ...\r\n", + "Setting up libaprutil1:amd64 (1.6.1-2) ...\r\n", + "Setting up libserf-1-1:amd64 (1.3.9-6) ...\r\n", + "Setting up libsvn1:amd64 (1.9.7-4ubuntu1) ...\r\n", + "Setting up subversion (1.9.7-4ubuntu1) ...\r\n", + "Processing triggers for libc-bin (2.27-3ubuntu1.2) ...\r\n", + "/sbin/ldconfig.real: /usr/local/lib/python3.7/dist-packages/ideep4py/lib/libmkldnn.so.0 is not a symbolic link\r\n", + "\r\n", + "Processing triggers for man-db (2.8.3-2ubuntu0.1) ...\r\n", + "A 2-GAN/.gitkeep\n", + "A 2-GAN/hw2-GAN.ipynb\n", + "A 2-GAN/model.py\n", + "A 2-GAN/utils.py\n", + "Checked out revision 92.\n", + "Collecting edict\n", + " Downloading https://files.pythonhosted.org/packages/ee/f1/43e2069b04826c94cf319e9f28c0fa35f364a7859690b6672e6d7b31af3d/edict-0.51.tar.gz\n", + "Building wheels for collected packages: edict\n", + " Building wheel for edict (setup.py): started\n", + " Building wheel for edict (setup.py): finished with status 'done'\n", + " Created wheel for edict: filename=edict-0.51-cp37-none-any.whl size=15006 sha256=793c2b3decbc48968fd6363c0b8ae6dde67f3b3d253e222cbaf2d9a174f6e0b0\n", + " Stored in directory: /root/.cache/pip/wheels/11/a7/72/d6c77637a5a290475a7b1cbbfd54e9217eebb4b83e290a6b13\n", + "Successfully built edict\n", + "Installing collected packages: edict\n", + "Successfully installed edict-0.51\n", + "Collecting wandb\n", + " Downloading https://files.pythonhosted.org/packages/33/ae/79374d2b875e638090600eaa2a423479865b7590c53fb78e8ccf6a64acb1/wandb-0.10.22-py2.py3-none-any.whl (2.0MB)\n", + "Requirement already satisfied: PyYAML in /usr/local/lib/python3.7/dist-packages (from wandb) (3.13)\n", + "Collecting GitPython>=1.0.0\n", + " Downloading https://files.pythonhosted.org/packages/a6/99/98019716955ba243657daedd1de8f3a88ca1f5b75057c38e959db22fb87b/GitPython-3.1.14-py3-none-any.whl (159kB)\n", + "Requirement already satisfied: protobuf>=3.12.0 in /usr/local/lib/python3.7/dist-packages (from wandb) (3.12.4)\n", + "Collecting subprocess32>=3.5.3\n", + " Downloading https://files.pythonhosted.org/packages/32/c8/564be4d12629b912ea431f1a50eb8b3b9d00f1a0b1ceff17f266be190007/subprocess32-3.5.4.tar.gz (97kB)\n", + "Collecting docker-pycreds>=0.4.0\n", + " Downloading https://files.pythonhosted.org/packages/f5/e8/f6bd1eee09314e7e6dee49cbe2c5e22314ccdb38db16c9fc72d2fa80d054/docker_pycreds-0.4.0-py2.py3-none-any.whl\n", + "Collecting pathtools\n", + " Downloading https://files.pythonhosted.org/packages/e7/7f/470d6fcdf23f9f3518f6b0b76be9df16dcc8630ad409947f8be2eb0ed13a/pathtools-0.1.2.tar.gz\n", + "Requirement already satisfied: promise<3,>=2.0 in /usr/local/lib/python3.7/dist-packages (from wandb) (2.3)\n", + "Collecting shortuuid>=0.5.0\n", + " Downloading https://files.pythonhosted.org/packages/25/a6/2ecc1daa6a304e7f1b216f0896b26156b78e7c38e1211e9b798b4716c53d/shortuuid-1.0.1-py3-none-any.whl\n", + "Requirement already satisfied: six>=1.13.0 in /usr/local/lib/python3.7/dist-packages (from wandb) (1.15.0)\n", + "Collecting configparser>=3.8.1\n", + " Downloading https://files.pythonhosted.org/packages/fd/01/ff260a18caaf4457eb028c96eeb405c4a230ca06c8ec9c1379f813caa52e/configparser-5.0.2-py3-none-any.whl\n", + "Requirement already satisfied: python-dateutil>=2.6.1 in /usr/local/lib/python3.7/dist-packages (from wandb) (2.8.1)\n", + "Collecting sentry-sdk>=0.4.0\n", + " Downloading https://files.pythonhosted.org/packages/f3/92/5a33be64990ba815364a8f2dd9e6f51de60d23dfddafb4f1fc5577d4dc64/sentry_sdk-1.0.0-py2.py3-none-any.whl (131kB)\n", + "Requirement already satisfied: requests<3,>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from wandb) (2.23.0)\n", + "Requirement already satisfied: Click>=7.0 in /usr/local/lib/python3.7/dist-packages (from wandb) (7.1.2)\n", + "Requirement already satisfied: psutil>=5.0.0 in /usr/local/lib/python3.7/dist-packages (from wandb) (5.4.8)\n", + "Collecting gitdb<5,>=4.0.1\n", + " Downloading https://files.pythonhosted.org/packages/48/11/d1800bca0a3bae820b84b7d813ad1eff15a48a64caea9c823fc8c1b119e8/gitdb-4.0.5-py3-none-any.whl (63kB)\n", + "Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from protobuf>=3.12.0->wandb) (54.0.0)\n", + "Requirement already satisfied: urllib3>=1.10.0 in /usr/local/lib/python3.7/dist-packages (from sentry-sdk>=0.4.0->wandb) (1.24.3)\n", + "Requirement already satisfied: certifi in /usr/local/lib/python3.7/dist-packages (from sentry-sdk>=0.4.0->wandb) (2020.12.5)\n", + "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.0.0->wandb) (2.10)\n", + "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.0.0->wandb) (3.0.4)\n", + "Collecting smmap<4,>=3.0.1\n", + " Downloading https://files.pythonhosted.org/packages/d5/1e/6130925131f639b2acde0f7f18b73e33ce082ff2d90783c436b52040af5a/smmap-3.0.5-py2.py3-none-any.whl\n", + "Building wheels for collected packages: subprocess32, pathtools\n", + " Building wheel for subprocess32 (setup.py): started\n", + " Building wheel for subprocess32 (setup.py): finished with status 'done'\n", + " Created wheel for subprocess32: filename=subprocess32-3.5.4-cp37-none-any.whl size=6489 sha256=c62d1e1d016010b86021b7d1b7177a36a5b1b4f3858140ab51f644de7c731773\n", + " Stored in directory: /root/.cache/pip/wheels/68/39/1a/5e402bdfdf004af1786c8b853fd92f8c4a04f22aad179654d1\n", + " Building wheel for pathtools (setup.py): started\n", + " Building wheel for pathtools (setup.py): finished with status 'done'\n", + " Created wheel for pathtools: filename=pathtools-0.1.2-cp37-none-any.whl size=8786 sha256=05b25c3cf3886f7445e259408ce70485edc471bc57e774546d115479297873dc\n", + " Stored in directory: /root/.cache/pip/wheels/0b/04/79/c3b0c3a0266a3cb4376da31e5bfe8bba0c489246968a68e843\n", + "Successfully built subprocess32 pathtools\n", + "Installing collected packages: smmap, gitdb, GitPython, subprocess32, docker-pycreds, pathtools, shortuuid, configparser, sentry-sdk, wandb\n", + "Successfully installed GitPython-3.1.14 configparser-5.0.2 docker-pycreds-0.4.0 gitdb-4.0.5 pathtools-0.1.2 sentry-sdk-1.0.0 shortuuid-1.0.1 smmap-3.0.5 subprocess32-3.5.4 wandb-0.10.22\n" + ], + "name": "stdout" + }, + { + "output_type": "stream", + "text": [ + "\n", + "WARNING: apt does not have a stable CLI interface. Use with caution in scripts.\n", + "\n", + "wandb: Appending key for api.wandb.ai to your netrc file: /root/.netrc\n" + ], + "name": "stderr" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "XhxkJTs6Spym", + "outputId": "6424e374-87ea-4083-f5e3-9b0d67c49346" + }, + "source": [ + "%load_ext autoreload\n", + "%autoreload 2" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "cOfRJkzvNQyH" + }, + "source": [ + "## Важно:\n", + "\n", + "Пожалуйста, поддерживайте ваш код в хорошем состоянии, пишите комментарии, убирайте бесполезные ячейки, пишите модели в специально отведенных модулях. Проверяющие могут **НА СВОЕ УСМОТРЕНИЕ** снижать баллы за:\n", + "\n", + "1. Говнокод\n", + "2. Неэффективные решения\n", + "3. Вермишель из ячеек в тетрадке\n", + "4. Все остальное что им не понравилось\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "sg1KIiCzNQyR" + }, + "source": [ + "## Важно 2 (0 - 0.15 балла):\n", + "\n", + "За использование логгеров типа wandb/comet/neptune и красивую сборку этой домашки в виде графиков/картинок в этих логгерах мы будем выдавать бонусные баллы.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "wa9zTZo3NQyT" + }, + "source": [ + "## Важно 3:\n", + "\n", + "Решением домашки является архив с использованными тетрадками/модулями, а так же **.pdf файл** с отчетом по проделанной работе по каждому пункту задачи. \n", + "В нем необходимо описать какие эксперименты вы производили чтобы получить результат который вы получили, а так же обосновать почему вы решили использовать штуки которые вы использовали (например дополнительные лоссы для стабилизации, WGAN-GP, а не GAN/WGAN+clip)\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "sobI_5TZNQyU" + }, + "source": [ + "import wandb\n", + "import numpy as np\n", + "import torchvision\n", + "\n", + "import torch\n", + "from torch import nn\n", + "from torch.nn import functional as F\n", + "from easydict import EasyDict as edict\n", + "\n", + "from tqdm.notebook import tqdm\n", + "from IPython.display import clear_output\n", + "from torch.utils.data import Subset\n", + "\n", + "\n", + "import matplotlib.pyplot as plt\n", + "from utils import filter_idx, permute_labels, seed_all\n", + "\n", + "SEED = 1992" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "6uGm0PbLNQyV" + }, + "source": [ + "В этом домашнем задании мы будем работать с Celeba. Celeba - это уже известный вам датасет состоящий из фотографий селеб в их привычной местности:" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "zCzYf_GRNQyW" + }, + "source": [ + "transforms = torchvision.transforms.Compose([\n", + " torchvision.transforms.Resize((128, 128)),\n", + " torchvision.transforms.ToTensor(),\n", + " torchvision.transforms.RandomHorizontalFlip(),\n", + " torchvision.transforms.Normalize([0.5, 0.5, 0.5], [0.5, 0.5, 0.5])\n", + "])" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 103 + }, + "id": "qYuF20AdPyOM", + "outputId": "9c9028ab-4d34-4af2-ec78-c89df751f974" + }, + "source": [ + "import gdown\n", + "url = 'https://drive.google.com/uc?id=1p8YKs8uczGWj8lmHVhak-bNTNxdXbKBb'\n", + "output = 'celeba.zip'\n", + "gdown.download(url, output, quiet=False)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Downloading...\n", + "From: https://drive.google.com/uc?id=1p8YKs8uczGWj8lmHVhak-bNTNxdXbKBb\n", + "To: /content/celeba.zip\n", + "2.73GB [00:35, 76.0MB/s]\n" + ], + "name": "stderr" + }, + { + "output_type": "execute_result", + "data": { + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "string" + }, + "text/plain": [ + "'celeba.zip'" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 12 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "JDrmN7zGac0G", + "outputId": "a0ede25f-d42b-4e19-d81d-b276b08ed502" + }, + "source": [ + "!rm -r /content/celeba" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "rm: cannot remove '/content/celeba': No such file or directory\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "5gaLvT4KQoli" + }, + "source": [ + "%%bash\n", + "\n", + "unzip -q /content/celeba.zip\n", + "rm -r /content/celeba/celeba/img_align_celeba\n", + "unzip -q /content/celeba/celeba/img_align_celeba.zip\n", + "mv /content/img_align_celeba /content/celeba/celeba/img_align_celeba" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "xAZlPdh7NQyX" + }, + "source": [ + "b_sz = 32\n", + "celeba_train = torchvision.datasets.CelebA('./celeba', target_type='attr', transform=transforms, split=\"train\", download=False)\n", + "celeba_val = torchvision.datasets.CelebA('./celeba', target_type='attr', transform=transforms, split=\"valid\", download=False)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "eNZPO0EzNQyZ" + }, + "source": [ + "index2attr = {i:j for i, j in enumerate(celeba_train.attr_names)}" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "omeKr2mgPa1t", + "outputId": "7aab4cc5-a663-4d0b-f93a-8cb3765a98a6" + }, + "source": [ + "ATTRIBUTES = ['Black_Hair', 'Blond_Hair', 'Brown_Hair', 'Male', 'Young']\n", + "ATTRIBUTE_IDX = [k for k, v in index2attr.items() if v in ATTRIBUTES]\n", + "print(ATTRIBUTE_IDX)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "[8, 9, 11, 20, 39]\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "AKfoh4PGw1sj" + }, + "source": [ + "train_filtered = filter_idx(celeba_train, ATTRIBUTE_IDX[:3])\n", + "val_filtered = filter_idx(celeba_val, ATTRIBUTE_IDX[:3])\n", + "celeba_train = Subset(celeba_train, indices=train_filtered)\n", + "celeba_val = Subset(celeba_val, indices=val_filtered)\n", + "celeba_train_dataloader = torch.utils.data.DataLoader(celeba_train, b_sz, shuffle=True)\n", + "celeba_val_dataloader = torch.utils.data.DataLoader(celeba_val, b_sz, shuffle=False, drop_last=True)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "monvQdIMNQya", + "outputId": "6da56922-0813-41dc-aeab-8753efaccb5b" + }, + "source": [ + "n_img = 4\n", + "plt.figure(figsize=(30, 30))\n", + "for index, (image, attr) in enumerate(celeba_val):\n", + " if index >= n_img: break\n", + " plt.subplot(n_img, 1, index+1)\n", + " plt.imshow((image.squeeze().permute(1, 2, 0) + 1) / 2)\n", + " plt.title(', '.join([index2attr[att_i] for att_i, att_val in enumerate(attr.view(-1)) if att_val == 1]))\n", + " plt.axis('off')\n", + "\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "cMPgRKgFIMtb", + "outputId": "e8e03a18-57d8-400a-c362-fcbb7dbc8aac" + }, + "source": [ + "print(len(celeba_train_dataloader) * b_sz, len(celeba_val_dataloader))" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "94464 365\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "dsrgAYoekqYy" + }, + "source": [ + "# Training" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "QIsk9yP3NQyb" + }, + "source": [ + "В этой домашней работе вам предлагается повторить результаты статьи StarGAN (https://arxiv.org/abs/1711.09020). \n", + "\n", + "Основная часть домашнего задания - чтение статьи и улучшение результатов, поэтому обязательно прочитайте не только StarGAN, но и другие Image-to-Image GAN подходы того времени (17-18 год) \n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "VRcXPfKZNQyb" + }, + "source": [ + "## Задача 1 (0.4 балла):\n", + "\n", + "Повторить результаты StarGAN используя только CelebA\n", + "\n", + "что это значит: в статье предлагается способ использовать несколько датасетов и выучивание аттрибутов уникальных для какого-то одного датасета. Мы не просим вас это делать, вам достаточно просто обучить StarGAN на CelebA" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "dIguNUgNi7dC" + }, + "source": [ + "def get_text_label(label):\n", + " text_label = \" \".join(index2attr[i] for i, lbl in zip(ATTRIBUTE_IDX, label) if lbl)\n", + " return text_label\n", + "\n", + "def log_images(n_img, dataloader):\n", + " image, label = next(iter(dataloader))\n", + " b_sz = image.size(0)\n", + " label = label[:, ATTRIBUTE_IDX] \n", + " new_label = permute_labels(label)\n", + " real_image = (image + 1) / 2\n", + " real_image = real_image.numpy()\n", + " fake_image = model.generate(image.to(device), new_label.to(device)).cpu().numpy()\n", + " fake_image = (fake_image + 1) / 2\n", + " wandb.log({'epoch': epoch,\n", + " 'real images': [\n", + " wandb.Image(real_image[i].transpose(1, 2, 0), caption=f\"real {get_text_label(label[i])}\") \n", + " for i in range(b_sz)],\n", + " 'fake images': [\n", + " wandb.Image(fake_image[i].transpose(1, 2, 0), caption=f\"fake {get_text_label(new_label[i])}\") \n", + " for i in range(b_sz)]})" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 784, + "referenced_widgets": [ + "610ef4ceef27489aa992bbbf11764cca", + "ae51554ee51f4b2abba00e9b11ffa9e7", + "60045fb184a542ef81f05f76c0e77b08", + "2954aa0062cf4b008b339e7b2a141ee2", + "7a0baba523e748beb7c5c780e93f4d6c", + "371658fc67a749b197c0050227bcf3e4", + "b281de32f1fc40528104868ae00101f9", + "8ed3114319904cb79b8ef22c2d68def3" + ] + }, + "id": "vyTxI2ZXNQyc", + "outputId": "cdf7939d-d3da-4379-e78b-33cba2d785c8" + }, + "source": [ + "import sys\n", + "from fid import calculate_fid, make_inception_feature_extractor\n", + "sys.path.append('/content/2-GAN')\n", + "from model import StarGAN\n", + "from config import make_config\n", + "\n", + "seed_all(SEED)\n", + "config = make_config()\n", + "device = config.device\n", + "model = StarGAN(config)\n", + "model.to(device)\n", + "classifier = make_inception_feature_extractor(device)\n", + "wandb.init(project='gen models hw2', name=f'StarGAN high lr')" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Using cache found in /root/.cache/torch/hub/pytorch_vision_v0.6.0\n" + ], + "name": "stderr" + }, + { + "output_type": "display_data", + "data": { + "text/html": [ + "Finishing last run (ID:2adq6a80) before initializing another..." + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "text/html": [ + "
Waiting for W&B process to finish, PID 17242
Program ended successfully." + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "610ef4ceef27489aa992bbbf11764cca", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "VBox(children=(Label(value=' 0.00MB of 0.00MB uploaded (0.00MB deduped)\\r'), FloatProgress(value=1.0, max=1.0)…" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "text/html": [ + "Find user logs for this run at: /content/wandb/run-20210312_125033-2adq6a80/logs/debug.log" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "text/html": [ + "Find internal logs for this run at: /content/wandb/run-20210312_125033-2adq6a80/logs/debug-internal.log" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "text/html": [ + "Synced 5 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + "
Synced StarGAN grad clip: https://wandb.ai/arinaruck/gen%20models%20hw2/runs/2adq6a80
\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "text/html": [ + "...Successfully finished last run (ID:2adq6a80). Initializing new run:

" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "text/html": [ + "\n", + " Tracking run with wandb version 0.10.22
\n", + " Syncing run StarGAN grad clip to Weights & Biases (Documentation).
\n", + " Project page: https://wandb.ai/arinaruck/gen%20models%20hw2
\n", + " Run page: https://wandb.ai/arinaruck/gen%20models%20hw2/runs/27zth03w
\n", + " Run data is saved locally in /content/wandb/run-20210312_125127-27zth03w

\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "execute_result", + "data": { + "text/html": [ + "

Run(27zth03w)

" + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 21 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000, + "referenced_widgets": [ + "be511672a76843a29aac19358fa4a9c6", + "32875d4fd06247699ecc12b33574dfaf", + "8cab1b5268b447aeaa74c9472c3d4b7e", + "48c1410445554274bda74d38d0bc54b3", + "c882d8d0443a4f23b22010519c1447ee", + "a4908b52db544e3b8d69316d6fa14e09", + "1b21869e2e504d3e90344adb61e4363f", + "8bc9883894724b978513dab2b0259dbc", + "1d84a27bc0584d759a849e89973cab54", + "039157b097934031a61a29759d71ae40", + "e28303c8fa554012afcc8ae19ec4ae40", + "3978f1239f7242f0b836f52d9d67b6af", + "c452f4cc0b3a479ab97c669fc50a326c", + "067c392e3b5e47f281da1f8b5734f1c1", + "db870893b0fc4a88bafdcdc20d6b9fc1", + "6bcabf3c4a264928a83cad76050341db", + "b0e32fb03be34c68a635a18a20150c9b", + "b4f048a56ae941cfbc47e62c44d082f1", + "1541f3070a32434b91983d7ecd0c5111", + "c0c82dc8d11e4219a4970410632eb2f3", + "71b6ea4a26fa43d68987b2784310c62a", + "a2782b1f8d424f38a32353e5ec2edfd9", + "f255b3f3be9a4e0fb9730b3951f76601", + "650e533e83914faf95554d1b5e403539", + "c85a61ee2d424c0ca917da24234ebccd", + "8782f65c37ad4cff9bfe19ae93618e29", + "56e1cdb288bb4552a16e180786695981", + "d60d1bef9a454251921effa08e64de35", + "f3a99bd478a842efb4e1659fa68470ed", + "2988edbc1f994587844159d403332b6e", + "f38f496361624f2cbba7a208a301cbe5", + "6b467a967feb49aca3f5f8071188dc36", + "96fefb84d6ee453bb5cac8294fc23af4", + "88f475381cbc4f5d8b2024b0feac2c26", + "68950c3508ca4c30a1075040ac420183", + "054742feb5b94adda3ee25e6edfb5c81", + "59486cfe9bc34486a2a5b79a72ed7479", + "7097557b5d53430dac6d2d255c4aa8aa", + "2501c1618ce24e098446b34dfd1842fc", + "5e15cbe9270e469eb2e7b2a22e266fb0", + "93d828601200423b92cfcfab7ecdd60d" + ] + }, + "id": "KZAQS1KrNQyc", + "outputId": "e737840b-4c0e-477f-a4f0-edcbec4a8362" + }, + "source": [ + "epochs = 15\n", + "log_step, gen_step = 100, 5\n", + "for epoch in range(epochs):\n", + " model.train()\n", + " for step, (image, label) in enumerate(tqdm(celeba_train_dataloader, leave=False, desc=f\"trainloop: {epoch}\")):\n", + " label = label[:, ATTRIBUTE_IDX]\n", + " image = image.to(device)\n", + " label = label.to(device)\n", + "\n", + " model.trainD(image, label)\n", + " model.trainG(image, label) \n", + "\n", + " if step % log_step == 0: \n", + " log_images(n_img, celeba_val_dataloader)\n", + " log_images(n_img, celeba_val_dataloader)\n", + " wandb.log({'fid': calculate_fid(celeba_val_dataloader, model, classifier, device, ATTRIBUTE_IDX)})\n", + " torch.save({'G_state_dict': model.G.state_dict(), 'D_state_dict': model.D.state_dict() \n", + " }, 'checkpoint.pt')" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "be511672a76843a29aac19358fa4a9c6", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='trainloop: 0', max=2952.0, style=ProgressStyle(descriptio…" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "stream", + "text": [ + "\n", + "\n", + "\n", + "\n", + "fid: 0%| | 0/365 [00:00 0: + torch.cuda.manual_seed_all(seed) + + +def filter_idx(dataset, idx): + subset_idx = [] + for i, (_, lbl) in enumerate(dataset): + if sum(lbl[idx]) > 0: + subset_idx.append(i) + return subset_idx \ No newline at end of file diff --git a/homework/3-NF_VAE/.DS_Store b/homework/3-NF_VAE/.DS_Store new file mode 100644 index 0000000..fd61bf1 Binary files /dev/null and b/homework/3-NF_VAE/.DS_Store differ diff --git a/homework/3-NF_VAE/.gitkeep b/homework/3-NF_VAE/.gitkeep new file mode 100644 index 0000000..8b13789 --- /dev/null +++ b/homework/3-NF_VAE/.gitkeep @@ -0,0 +1 @@ + diff --git a/homework/3-NF_VAE/.idea/3-NF_VAE.iml b/homework/3-NF_VAE/.idea/3-NF_VAE.iml new file mode 100644 index 0000000..d0876a7 --- /dev/null +++ b/homework/3-NF_VAE/.idea/3-NF_VAE.iml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/homework/3-NF_VAE/.idea/inspectionProfiles/profiles_settings.xml b/homework/3-NF_VAE/.idea/inspectionProfiles/profiles_settings.xml new file mode 100644 index 0000000..0eefe32 --- /dev/null +++ b/homework/3-NF_VAE/.idea/inspectionProfiles/profiles_settings.xml @@ -0,0 +1,5 @@ + + + + \ No newline at end of file diff --git a/homework/3-NF_VAE/.idea/misc.xml b/homework/3-NF_VAE/.idea/misc.xml new file mode 100644 index 0000000..c5591c9 --- /dev/null +++ b/homework/3-NF_VAE/.idea/misc.xml @@ -0,0 +1,4 @@ + + + + \ No newline at end of file diff --git a/homework/3-NF_VAE/.idea/modules.xml b/homework/3-NF_VAE/.idea/modules.xml new file mode 100644 index 0000000..133c678 --- /dev/null +++ b/homework/3-NF_VAE/.idea/modules.xml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/homework/3-NF_VAE/.idea/vcs.xml b/homework/3-NF_VAE/.idea/vcs.xml new file mode 100644 index 0000000..b2bdec2 --- /dev/null +++ b/homework/3-NF_VAE/.idea/vcs.xml @@ -0,0 +1,6 @@ + + + + + + \ No newline at end of file diff --git a/homework/3-NF_VAE/GlowLatest.ipynb b/homework/3-NF_VAE/GlowLatest.ipynb new file mode 100644 index 0000000..7b3b39e --- /dev/null +++ b/homework/3-NF_VAE/GlowLatest.ipynb @@ -0,0 +1,4927 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "pJbYXou6chZf", + "outputId": "e967202d-8ec0-46a8-f009-a6f3cf7b0481" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fri Mar 26 19:46:03 2021 \r\n", + "+-----------------------------------------------------------------------------+\r\n", + "| NVIDIA-SMI 460.32.03 Driver Version: 460.32.03 CUDA Version: 11.2 |\r\n", + "|-------------------------------+----------------------+----------------------+\r\n", + "| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |\r\n", + "| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |\r\n", + "| | | MIG M. |\r\n", + "|===============================+======================+======================|\r\n", + "| 0 GeForce RTX 3090 On | 00000000:19:00.0 Off | N/A |\r\n", + "| 0% 55C P5 142W / 350W | 1MiB / 24268MiB | 0% Default |\r\n", + "| | | N/A |\r\n", + "+-------------------------------+----------------------+----------------------+\r\n", + " \r\n", + "+-----------------------------------------------------------------------------+\r\n", + "| Processes: |\r\n", + "| GPU GI CI PID Type Process name GPU Memory |\r\n", + "| ID ID Usage |\r\n", + "|=============================================================================|\r\n", + "| No running processes found |\r\n", + "+-----------------------------------------------------------------------------+\r\n" + ] + } + ], + "source": [ + "!nvidia-smi" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "VckxKZrdWlZV", + "outputId": "4ecb62cd-9077-40ab-d7c9-12e57298fe9c" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: wandb in /opt/conda/lib/python3.8/site-packages (0.10.23)\n", + "Requirement already satisfied: python-dateutil>=2.6.1 in /opt/conda/lib/python3.8/site-packages (from wandb) (2.8.1)\n", + "Requirement already satisfied: docker-pycreds>=0.4.0 in /opt/conda/lib/python3.8/site-packages (from wandb) (0.4.0)\n", + "Requirement already satisfied: configparser>=3.8.1 in /opt/conda/lib/python3.8/site-packages (from wandb) (5.0.2)\n", + "Requirement already satisfied: PyYAML in /opt/conda/lib/python3.8/site-packages (from wandb) (5.4.1)\n", + "Requirement already satisfied: psutil>=5.0.0 in /opt/conda/lib/python3.8/site-packages (from wandb) (5.8.0)\n", + "Requirement already satisfied: sentry-sdk>=0.4.0 in /opt/conda/lib/python3.8/site-packages (from wandb) (1.0.0)\n", + "Requirement already satisfied: shortuuid>=0.5.0 in /opt/conda/lib/python3.8/site-packages (from wandb) (1.0.1)\n", + "Requirement already satisfied: Click>=7.0 in /opt/conda/lib/python3.8/site-packages (from wandb) (7.1.2)\n", + "Requirement already satisfied: requests<3,>=2.0.0 in /opt/conda/lib/python3.8/site-packages (from wandb) (2.24.0)\n", + "Requirement already satisfied: subprocess32>=3.5.3 in /opt/conda/lib/python3.8/site-packages (from wandb) (3.5.4)\n", + "Requirement already satisfied: promise<3,>=2.0 in /opt/conda/lib/python3.8/site-packages (from wandb) (2.3)\n", + "Requirement already satisfied: six>=1.13.0 in /opt/conda/lib/python3.8/site-packages (from wandb) (1.15.0)\n", + "Requirement already satisfied: protobuf>=3.12.0 in /opt/conda/lib/python3.8/site-packages (from wandb) (3.15.6)\n", + "Requirement already satisfied: pathtools in /opt/conda/lib/python3.8/site-packages (from wandb) (0.1.2)\n", + "Requirement already satisfied: GitPython>=1.0.0 in /opt/conda/lib/python3.8/site-packages (from wandb) (3.1.14)\n", + "Requirement already satisfied: urllib3>=1.10.0 in /opt/conda/lib/python3.8/site-packages (from sentry-sdk>=0.4.0->wandb) (1.25.11)\n", + "Requirement already satisfied: certifi in /opt/conda/lib/python3.8/site-packages (from sentry-sdk>=0.4.0->wandb) (2020.12.5)\n", + "Requirement already satisfied: chardet<4,>=3.0.2 in /opt/conda/lib/python3.8/site-packages (from requests<3,>=2.0.0->wandb) (3.0.4)\n", + "Requirement already satisfied: idna<3,>=2.5 in /opt/conda/lib/python3.8/site-packages (from requests<3,>=2.0.0->wandb) (2.10)\n", + "Requirement already satisfied: gitdb<5,>=4.0.1 in /opt/conda/lib/python3.8/site-packages (from GitPython>=1.0.0->wandb) (4.0.6)\n", + "Requirement already satisfied: smmap<4,>=3.0.1 in /opt/conda/lib/python3.8/site-packages (from gitdb<5,>=4.0.1->GitPython>=1.0.0->wandb) (3.0.5)\n", + "\u001b[34m\u001b[1mwandb\u001b[0m: Appending key for api.wandb.ai to your netrc file: /root/.netrc\n" + ] + } + ], + "source": [ + "!pip install wandb\n", + "!wandb login ee9416edde558c322450d0ec80266d2c0db81f45" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "1do4ariMW-Z9", + "outputId": "3da2e4b9-69a4-491e-bd22-ac2423cf8271" + }, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "id": "-BOcYnRNXPm3" + }, + "outputs": [], + "source": [ + "import os\n", + "\n", + "import torch\n", + "import torch.nn as nn\n", + "\n", + "import torchvision\n", + "import torchvision.transforms as transforms\n", + "from torchvision.utils import make_grid\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "from PIL import Image\n", + "\n", + "from tqdm import tqdm_notebook as tqdm" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 103 + }, + "id": "7mNJiRvnXRHY", + "outputId": "27b29970-e35a-4e18-c264-cc5b1133a023" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Downloading...\n", + "From: https://drive.google.com/uc?id=1p8YKs8uczGWj8lmHVhak-bNTNxdXbKBb\n", + "To: /workspace/celeba.zip\n", + "2.73GB [00:28, 95.5MB/s]\n" + ] + }, + { + "data": { + "text/plain": [ + "'celeba.zip'" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "'''\n", + "import gdown\n", + "url = 'https://drive.google.com/uc?id=1p8YKs8uczGWj8lmHVhak-bNTNxdXbKBb'\n", + "output = 'celeba.zip'\n", + "gdown.download(url, output, quiet=False)\n", + "'''" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "id": "7Z8vGf0GXSkq" + }, + "outputs": [], + "source": [ + "%%bash\n", + "\n", + "unzip -q ./celeba.zip\n", + "rm -r ./celeba/celeba/img_align_celeba\n", + "unzip -q ./celeba/celeba/img_align_celeba.zip\n", + "mv ./img_align_celeba ./celeba/celeba/img_align_celeba" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "id": "HHIdzISU5ljl" + }, + "outputs": [], + "source": [ + "class AddGaussianNoise(object):\n", + " def __init__(self, mean=0., std=1./255.):\n", + " self.std = std\n", + " self.mean = mean\n", + " \n", + " def __call__(self, tensor):\n", + " return torch.clip(tensor + torch.rand_like(tensor) * self.std + self.mean, -1., 1.)\n", + " \n", + " def __repr__(self):\n", + " return self.__class__.__name__ + '(mean={0}, std={1})'.format(self.mean, self.std)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 866 + }, + "id": "zOI-jhIpXUEt", + "outputId": "e020f78c-3819-45d3-aa85-7da8a8efabdb" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n", + "\n", + "transforms = torchvision.transforms.Compose([\n", + " torchvision.transforms.Resize((64, 64)),\n", + " torchvision.transforms.ToTensor(),\n", + " torchvision.transforms.RandomHorizontalFlip()\n", + "])\n", + " \n", + "celeba_train = torchvision.datasets.CelebA('./celeba', target_type='attr', \n", + " transform=transforms, split=\"train\", download=False)\n", + "celeba_val = torchvision.datasets.CelebA('./celeba', target_type='attr', \n", + " transform=transforms, split=\"valid\", download=False)\n", + "\n", + "plt.figure(figsize=(15,15))\n", + "plt.imshow(make_grid([celeba_train[i][0] for i in range(25)], nrow=5).permute(1,2,0)) #* 0.5 + 0.5)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "id": "12vYc9_hXVUG" + }, + "outputs": [], + "source": [ + "import sys\n", + "from fid import calculate_fid, make_inception_feature_extractor\n", + "from vae import VAE\n", + "from glow import Glow\n", + "from vapnev import VAPNEV\n", + "from loss import VAELoss\n", + "from config import make_config\n", + "from utils import *" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "id": "xzYQrlAVugyV" + }, + "outputs": [], + "source": [ + "from math import log\n", + "\n", + "def calc_loss(log_p, logdet, image_size, n_bins):\n", + " n_pixel = image_size * image_size * 3\n", + " loss = -log(n_bins) * n_pixel\n", + " loss = loss + logdet + log_p\n", + " log2 = log(2)\n", + " return (\n", + " (-loss / (log2 * n_pixel)).mean(),\n", + " (log_p / (log2 * n_pixel)).mean(),\n", + " (logdet / (log2 * n_pixel)).mean(),\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "boIU1f9WXa9m" + }, + "source": [ + "\n", + "### Задача 1 (0.1 балла, но если не сделаете, за всю домашку ноль):\n", + "\n", + "Для начала предлагаю попробовать обучить обычный VAE на Celeba до нормального качества, померить FID и запомнить для будущего сравнения\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "61gJzX1AXXHJ" + }, + "outputs": [], + "source": [ + "SEED = 1992\n", + "\n", + "seed_all(SEED)\n", + "config = make_config()\n", + "device = config.device\n", + "model = VAE(config)\n", + "model.to(device)\n", + "optimizer = torch.optim.Adam(model.parameters(), lr=config.lr)\n", + "criterion = VAELoss(config.device)\n", + "classifier = make_inception_feature_extractor(device)\n", + "wandb.init(project='gen models hw3', name=f'VAE grad clip')\n", + "wandb.config.update(config)\n", + "torch.backends.cudnn.benchmark = True\n", + "\n", + "celeba_train_dataloader = torch.utils.data.DataLoader(celeba_train, \n", + " config.batch_size, \n", + " shuffle=True, pin_memory=True, \n", + " num_workers=2)\n", + "celeba_val_dataloader = torch.utils.data.DataLoader(celeba_val, \n", + " config.batch_size, \n", + " shuffle=False, drop_last=True,\n", + " pin_memory=True, num_workers=2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "R8eftNQhXdiM" + }, + "outputs": [], + "source": [ + "epochs = 15\n", + "log_step = 100\n", + "\n", + "normalize = torchvision.transforms.Normalize([0.5, 0.5, 0.5], [0.5, 0.5, 0.5])\n", + "for epoch in range(epochs):\n", + " model.train()\n", + " for step, (image, label) in enumerate(tqdm(celeba_train_dataloader, leave=False, desc=f\"trainloop: {epoch}\")):\n", + " image = normalize(image)\n", + " real_image = image.to(device)\n", + "\n", + " gen_image, mean, logvar = model(real_image)\n", + " loss_dict, loss = criterion(gen_image, real_image, mean, logvar)\n", + " wandb.log(loss_dict)\n", + " optimizer.zero_grad()\n", + " loss.backward()\n", + " torch.nn.utils.clip_grad_norm_(model.parameters(), 10.0)\n", + " optimizer.step()\n", + "\n", + " if step % log_step == 0: \n", + " log_images(model, epoch, celeba_val_dataloader, device)\n", + "\n", + " log_images(model, epoch, celeba_val_dataloader, device)\n", + " wandb.log({'fid': calculate_fid(celeba_val_dataloader, model, classifier, device)})\n", + " torch.save({'E_state_dict': model.encoder.state_dict(), \n", + " 'D_state_dict': model.decoder.state_dict(), \n", + " 'optimizer': optimizer.state_dict()\n", + " }, 'checkpoint.pt')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "M1VT4fxYXexx" + }, + "source": [ + "### Задача 2 (0.3 балла, но если не сделаете, за всю домашку max 0.1 за прошлый пункт):\n", + "\n", + "После этого попробуем обучить обычный NF на Celeba до нормального качества, померить FID и запомнить для будущего сравнения\n", + "\n", + "В качестве потока можно использовать все что вы хотите, Coupling/Autoregressive/Linear слои, любые трансформации. \n", + "\n", + "Можно использовать как и сверточные потоки, так и линейные (развернув селебу в один вектор)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 306, + "referenced_widgets": [ + "99c2d047215e4b29b3d5828d31fffb7f", + "f154efa259e94a249f510ebbaa0a845c", + "32ba97b7307b44c5a768efcafe458a41", + "6c232931664f440eb444e881fe4023db", + "97dd51411c484e58b02a64f608e7108e", + "17148f383fb243b388065073ce0ee3b7", + "5e9eef35af1247619df0f0abb189cf7d", + "cba18237dc554f058d26b76af82d609a" + ] + }, + "id": "7Ls-aDvlmaon", + "outputId": "45a9ada6-263a-4f03-836d-2088c0c85b67" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Downloading: \"https://github.com/pytorch/vision/archive/v0.6.0.zip\" to /root/.cache/torch/hub/v0.6.0.zip\n", + "Downloading: \"https://download.pytorch.org/models/inception_v3_google-1a9a5a14.pth\" to /root/.cache/torch/hub/checkpoints/inception_v3_google-1a9a5a14.pth\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "f0496f8c6ad842b0814dfb51bed2830d", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(HTML(value=''), FloatProgress(value=0.0, max=108857766.0), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[34m\u001b[1mwandb\u001b[0m: Currently logged in as: \u001b[33marinaruck\u001b[0m (use `wandb login --relogin` to force relogin)\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + " Tracking run with wandb version 0.10.23
\n", + " Syncing run Glow, repo, affine=True to Weights & Biases (Documentation).
\n", + " Project page: https://wandb.ai/arinaruck/gen%20models%20hw3
\n", + " Run page: https://wandb.ai/arinaruck/gen%20models%20hw3/runs/1f3p514p
\n", + " Run data is saved locally in /workspace/wandb/run-20210326_085807-1f3p514p

\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import sys\n", + "import wandb\n", + "\n", + "import torch\n", + "from torch import nn, optim\n", + "from glow import Glow\n", + "\n", + "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", + "\n", + "config = make_config('Glow')\n", + "\n", + "model = Glow(config)\n", + "model = model.to(device)\n", + "optimizer = optim.Adam(model.parameters(), lr=config.lr)\n", + "classifier = make_inception_feature_extractor(device)\n", + "\n", + "wandb.init(project='gen models hw3', name=f'Glow, repo, affine=True')\n", + "wandb.watch(model)\n", + "wandb.config.update(config)\n", + "torch.backends.cudnn.benchmark = True\n", + "\n", + "celeba_train_dataloader = torch.utils.data.DataLoader(celeba_train, \n", + " config.batch, \n", + " shuffle=True, pin_memory=True, \n", + " num_workers=4)\n", + "celeba_val_dataloader = torch.utils.data.DataLoader(celeba_val, \n", + " config.batch, \n", + " shuffle=False, drop_last=True,\n", + " pin_memory=True, num_workers=4)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "n_bins = 2.0 ** config.n_bits\n", + "epochs = 8\n", + "\n", + "CHECKPOINT = '/glow_{}.pt'\n", + "\n", + "with torch.no_grad():\n", + " image, label = next(iter(celeba_train_dataloader))\n", + " model.init_with_data(image)\n", + " image = image.to(device)\n", + " log_p, logdet, _ = model(image + torch.rand_like(image) / n_bins)\n", + "\n", + "for epoch in range(epochs):\n", + " for step, (image, label) in enumerate(tqdm(celeba_train_dataloader, \n", + " leave=False, desc=f\"trainloop: {epoch}\")):\n", + " real_image = image\n", + " image = image.to(device)\n", + " image = image * 255\n", + "\n", + " if config.n_bits < 8:\n", + " image = torch.floor(image / 2 ** (8 - config.n_bits))\n", + "\n", + " image = image / n_bins - 0.5\n", + " log_p, logdet, z_outs = model(image + torch.rand_like(image) / n_bins)\n", + " logdet = logdet.mean()\n", + " loss, log_p, log_det = calc_loss(log_p, logdet, config.img_size, n_bins)\n", + "\n", + " optimizer.zero_grad()\n", + " loss.backward()\n", + " optimizer.step()\n", + "\n", + " wandb.log({'loss': loss.item(), 'log_p': log_p.item(), 'log_det': log_det.item()})\n", + "\n", + " if step % 100 == 0:\n", + " with torch.no_grad():\n", + " real_image = real_image.numpy()\n", + " fake_image = model.reverse(z_outs, reconstruct=True).cpu().numpy()\n", + " sampled_image = model.sample(config.n_sample).cpu().numpy()\n", + " total_steps = step + epoch * len(celeba_train_dataloader)\n", + " wandb.log({'step': step,\n", + " 'real images': [\n", + " wandb.Image(real_image[i].transpose(1, 2, 0), \n", + " caption=f\"real, step: {total_steps}\") \n", + " for i in range(config.batch)],\n", + " 'fake images': [\n", + " wandb.Image(fake_image[i].transpose(1, 2, 0), \n", + " caption=f\"fake, step: {total_steps}\") \n", + " for i in range(config.batch)],\n", + " 'sampled images': [\n", + " wandb.Image(sampled_image[i].transpose(1, 2, 0), \n", + " caption=f\"sampled, step: {total_steps}\") \n", + " for i in range(config.n_sample)]})\n", + " \n", + " torch.save({'model_state_dict': model.state_dict(), \n", + " 'optimizer': optimizer.state_dict()\n", + " }, CHECKPOINT.format(epoch))\n", + " wandb.log({'fid': calculate_fid(celeba_val_dataloader, model, classifier, device)})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Задача 3 (0.6 балла):\n", + "Попробуйте повторить архитектуру VAPNEV из https://arxiv.org/pdf/1611.05209.pdf. Сравните качество (FID) между тремя разными моделями\n", + "\n", + "Здесь вы можете использовать VAE и NF из предыдущих пунктов, необходимо только понять как они совмещаются в оригинальной статье\n", + "\n", + "В отчете напишите, почему по вашему мнению такой подход будет лучше (или может быть хуже) чем обычный VAE?" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "def count_parameters(model):\n", + " return sum(p.numel() for p in model.parameters() if p.requires_grad)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using cache found in /root/.cache/torch/hub/pytorch_vision_v0.6.0\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "full model: 99621539 encoder: 1945520 decoder: 77218371 glow: 20457648\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[34m\u001b[1mwandb\u001b[0m: Currently logged in as: \u001b[33marinaruck\u001b[0m (use `wandb login --relogin` to force relogin)\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + " Tracking run with wandb version 0.10.23
\n", + " Syncing run ~VAPNEV to Weights & Biases (Documentation).
\n", + " Project page: https://wandb.ai/arinaruck/gen%20models%20hw3
\n", + " Run page: https://wandb.ai/arinaruck/gen%20models%20hw3/runs/jqh2fy23
\n", + " Run data is saved locally in /workspace/wandb/run-20210326_194625-jqh2fy23

\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import sys\n", + "import wandb\n", + "\n", + "import torch\n", + "from torch import nn, optim\n", + "from vapnev import VAPNEV\n", + "\n", + "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", + "\n", + "config = make_config('vapnev')\n", + "\n", + "model = VAPNEV(config)\n", + "model = model.to(device)\n", + "optimizer = optim.Adam(model.parameters(), lr=config.lr, weight_decay=1e-4)\n", + "classifier = make_inception_feature_extractor(device)\n", + "\n", + "print('full model:', count_parameters(model), 'encoder:', count_parameters(model.encoder), 'decoder:', \n", + " count_parameters(model.decoder), 'glow:', count_parameters(model.cond_glow))\n", + "wandb.init(project='gen models hw3', name=f'~VAPNEV')\n", + "wandb.watch(model)\n", + "wandb.config.update(config)\n", + "torch.backends.cudnn.benchmark = True\n", + "\n", + "celeba_train_dataloader = torch.utils.data.DataLoader(celeba_train, \n", + " config.batch_size, \n", + " shuffle=True, pin_memory=True, \n", + " num_workers=4)\n", + "celeba_val_dataloader = torch.utils.data.DataLoader(celeba_val, \n", + " config.batch_size, \n", + " shuffle=False, drop_last=True,\n", + " pin_memory=True, num_workers=4)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "n_bins = 2.0 ** config.n_bits\n", + "epochs = 8\n", + "\n", + "CHECKPOINT = '/vapnev_{}.pt'\n", + "\n", + "for epoch in range(epochs):\n", + " for step, (image, label) in enumerate(tqdm(celeba_train_dataloader, \n", + " leave=False, desc=f\"trainloop: {epoch}\")):\n", + " real_image = image\n", + " image = image.to(device)\n", + " image = image * 255\n", + "\n", + " if config.n_bits < 8:\n", + " image = torch.floor(image / 2 ** (8 - config.n_bits))\n", + "\n", + " image = image / n_bins - 0.5\n", + " y, log_p, log_det = model(image + torch.rand_like(image) / n_bins)\n", + " log_det = log_det.mean()\n", + " loss, log_p, log_det = calc_loss(log_p, log_det, config.in_side, n_bins)\n", + "\n", + " optimizer.zero_grad()\n", + " loss.backward()\n", + " optimizer.step()\n", + "\n", + " wandb.log({'loss': loss.item(), 'log_p': log_p.item(), 'log_det': log_det.item()})\n", + "\n", + " if step % 100 == 0:\n", + " with torch.no_grad():\n", + " real_image = real_image.numpy()\n", + " fake_image = model.reverse(image).cpu().numpy()\n", + " print('fake', fake_image.min(), fake_image.max())\n", + " sampled_image = model.sample(config.n_sample).cpu().numpy()\n", + " print('sampled', sampled_image.min(), sampled_image.max())\n", + " total_steps = step + epoch * len(celeba_train_dataloader)\n", + " wandb.log({'step': step,\n", + " 'real images': [\n", + " wandb.Image(real_image[i].transpose(1, 2, 0), \n", + " caption=f\"real, step: {total_steps}\") \n", + " for i in range(config.batch_size)],\n", + " 'fake images': [\n", + " wandb.Image(fake_image[i].transpose(1, 2, 0), \n", + " caption=f\"fake, step: {total_steps}\") \n", + " for i in range(config.batch_size)],\n", + " 'sampled images': [\n", + " wandb.Image(sampled_image[i].transpose(1, 2, 0), \n", + " caption=f\"sampled, step: {total_steps}\") \n", + " for i in range(config.n_sample)]})\n", + " \n", + " torch.save({'model_state_dict': model.state_dict(), \n", + " 'optimizer': optimizer.state_dict()\n", + " }, CHECKPOINT.format(epoch))\n", + " wandb.log({'fid': calculate_fid(celeba_val_dataloader, model, classifier, device)})" + ] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "collapsed_sections": [ + "boIU1f9WXa9m" + ], + "machine_shape": "hm", + "name": "P100.ipynb", + "provenance": [], + "toc_visible": true + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "009966485abf452cbd7cedb257afd420": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "trainloop: 11: 100%", + "description_tooltip": null, + "layout": "IPY_MODEL_37f6544af82d4e70ac2710afa0bcaf02", + "max": 2544, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_7e9d6506e8084e7285c94abf2494c5ba", + "value": 2544 + } + }, + "0367033d21484d458cbc4fb0992206b5": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "03d7e3c1cbec46c8833122f72e4adb85": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "052be6edec984acd9e1854f7bee247d4": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "0bedd0aa2a3147bc8e014c4facd38743": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "0da70d68f7c448529419d19d8e30d0dc": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_c7c622cc0c7d4aa29f96d373b4653357", + "IPY_MODEL_9abdffd01fc74b808a0ba8492bc9b646" + ], + "layout": "IPY_MODEL_664a5b8904bc47cda5ce7733c653e092" + } + }, + "0df30dea4f9440bbbcf7487efc252c27": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "0fd7b176b4c94daa9ed71293576587ae": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_4d12a5435a874ef2bdbb658f09495a0d", + "IPY_MODEL_2b81ed45c548478b8a1ab4e928705780" + ], + "layout": "IPY_MODEL_f70a12a0751e49ca831f4207464a6d60" + } + }, + "106dadefd16e464e8636c8412ad5f3f8": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "17148f383fb243b388065073ce0ee3b7": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "177d0a3d37b04fae8d5d4571a0feb22c": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "184a46cf2ded4721b6ad820fe1081046": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "18f62420ce864467a1d3c26dfe382c66": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "100%", + "description_tooltip": null, + "layout": "IPY_MODEL_60b0386b3fc24e2fabbb1652dc772412", + "max": 108857766, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_a06895db7a5443dd9c24360ecc50be14", + "value": 108857766 + } + }, + "1a6e3488be6f4fa8a5d922c3f24432d9": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_486f11c18acb4264bc9a121a0dbc437d", + "IPY_MODEL_43108ad75ae24642b769e07ff203d1e6" + ], + "layout": "IPY_MODEL_c67142fdf86c438bbca6b47a27a1117c" + } + }, + "1de884939cb04161b9f7a50af97eb12f": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "1e77198f32fd4bbb9ff2eb7fd79af379": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "1fa1f5b75da047e688543870a1f24785": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "trainloop: 12: 100%", + "description_tooltip": null, + "layout": "IPY_MODEL_0bedd0aa2a3147bc8e014c4facd38743", + "max": 2544, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_8556f84747314f27950f4b0df0f1e108", + "value": 2544 + } + }, + "22cfa9e64df346eaa9c0ad9daf9851be": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "initial" + } + }, + "26a1380f9fdf498c94c6a6a1743576c2": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "272ff9b3c48d410e9c7c831740844962": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "275403ad9d8a411ea8bc2cdacd4ee5f5": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "trainloop: 4: 100%", + "description_tooltip": null, + "layout": "IPY_MODEL_384d3847cca84ed0adce5f6184c39e1b", + "max": 2544, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_9547300cecaa4b34abfe972a4a102f06", + "value": 2544 + } + }, + "27cf76288c314ea2a3f64fc1b86b3f3b": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_d69bd6a4fa1a4d2a9eb6dc53ea5891c1", + "placeholder": "​", + "style": "IPY_MODEL_052be6edec984acd9e1854f7bee247d4", + "value": " 2544/2544 [18:17<00:00, 2.85it/s]" + } + }, + "28919c3502804a1686e37cdaf6b5ab4c": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "initial" + } + }, + "296bc17d8ce34580b4064b11f9d9e666": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_26a1380f9fdf498c94c6a6a1743576c2", + "placeholder": "​", + "style": "IPY_MODEL_6d5a0fa3b4ad49749cb17260bc271caa", + "value": " 2544/2544 [18:12<00:00, 2.81it/s]" + } + }, + "29eb79421f7643ee8f8e2911b3d76e2e": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_93836ed6488e4fa08c07d0a9b0caf98a", + "placeholder": "​", + "style": "IPY_MODEL_4aa1800b6c1e4ed186d1095486f415a7", + "value": " 2544/2544 [18:41<00:00, 2.85it/s]" + } + }, + "2b81ed45c548478b8a1ab4e928705780": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_177d0a3d37b04fae8d5d4571a0feb22c", + "placeholder": "​", + "style": "IPY_MODEL_bcc94b64ab2846f5a2c3027c4f07fbc6", + "value": " 2544/2544 [18:23<00:00, 2.82it/s]" + } + }, + "2c701e42d54e4c32b8176b9c20ce2408": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "2e086b4967de4448b4f2be470408711d": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_703a2b25bde14a60a177e535cee05a81", + "IPY_MODEL_296bc17d8ce34580b4064b11f9d9e666" + ], + "layout": "IPY_MODEL_32fe1144941f4b1187e44ed029b37c8b" + } + }, + "32596dcc8c204825b5243e69813e927d": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "trainloop: 5: 100%", + "description_tooltip": null, + "layout": "IPY_MODEL_f152b7044320487eb78e01416e74dcb3", + "max": 2544, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_5d132a15fdef4a30b4a31b7d34f42b1a", + "value": 2544 + } + }, + "32ba97b7307b44c5a768efcafe458a41": { + "model_module": "@jupyter-widgets/controls", + "model_name": "LabelModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "LabelModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "LabelView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_17148f383fb243b388065073ce0ee3b7", + "placeholder": "​", + "style": "IPY_MODEL_97dd51411c484e58b02a64f608e7108e", + "value": " 0.13MB of 0.13MB uploaded (0.00MB deduped)\r" + } + }, + "32fe1144941f4b1187e44ed029b37c8b": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "37f6544af82d4e70ac2710afa0bcaf02": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "384d3847cca84ed0adce5f6184c39e1b": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "3997e32a088245c388dc9beb8a5182de": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "39f7fd9d27944805842c3d264e767a20": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_ce9ee0beca0c45f3a99e7a6b4baf6d4e", + "placeholder": "​", + "style": "IPY_MODEL_8d0749c4d9af47b984a9a2352c1a5013", + "value": " 104M/104M [00:01<00:00, 86.0MB/s]" + } + }, + "3a4623c75b43484abe37f16f90adfb08": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_32596dcc8c204825b5243e69813e927d", + "IPY_MODEL_c3a20ba9f69248c985f9a2b292e7d8d2" + ], + "layout": "IPY_MODEL_1e77198f32fd4bbb9ff2eb7fd79af379" + } + }, + "3b4ab67f24aa4adfb6a76a4e729db76a": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "initial" + } + }, + "41a28b136f52440493300162689e5e65": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "422281fd87844968b10807993bc42f4f": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "43108ad75ae24642b769e07ff203d1e6": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_184a46cf2ded4721b6ad820fe1081046", + "placeholder": "​", + "style": "IPY_MODEL_5aed20c66a8b40daa5f5617b776de52e", + "value": " 2544/2544 [18:42<00:00, 2.86it/s]" + } + }, + "44cc45e0d2384d1993344687e65d869c": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_ac17648fe4424bad8709ea531edb6566", + "IPY_MODEL_a1457ba28d9f45ab93c7329a4ab86d10" + ], + "layout": "IPY_MODEL_ee75809a5e444f118881fb58ddac95fa" + } + }, + "476360e01d8a4540989317bbdbddec55": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_f9de180aadc24d3ab1b1297afe1373ff", + "placeholder": "​", + "style": "IPY_MODEL_70d0b8e066ad483e8fe9017f715d9e2c", + "value": " 2544/2544 [18:43<00:00, 2.82it/s]" + } + }, + "47a9497891d4448b8f67338d4819e59f": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "initial" + } + }, + "486f11c18acb4264bc9a121a0dbc437d": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "trainloop: 10: 100%", + "description_tooltip": null, + "layout": "IPY_MODEL_f39bf9d403ef43d68b28822db7c888a1", + "max": 2544, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_28919c3502804a1686e37cdaf6b5ab4c", + "value": 2544 + } + }, + "4aa1800b6c1e4ed186d1095486f415a7": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "4d12a5435a874ef2bdbb658f09495a0d": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "trainloop: 3: 100%", + "description_tooltip": null, + "layout": "IPY_MODEL_e72738768d454005b96514c19e3df8b6", + "max": 2544, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_22cfa9e64df346eaa9c0ad9daf9851be", + "value": 2544 + } + }, + "4daf24c3f7b34ec09bc240866c0fbf09": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_b37f54141db545d79e7217e38db17a9c", + "IPY_MODEL_27cf76288c314ea2a3f64fc1b86b3f3b" + ], + "layout": "IPY_MODEL_68a3d4d1188041a584c099198c60dae6" + } + }, + "51f5a7aafadc4515b1a4ebacd303d31b": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "trainloop: 0: 100%", + "description_tooltip": null, + "layout": "IPY_MODEL_584281f196c842419f82f266bca42d2a", + "max": 2544, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_cd144186679f435fb6bcc5488210e993", + "value": 2544 + } + }, + "538846b98fe34674a8eaa04fa42d9410": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_51f5a7aafadc4515b1a4ebacd303d31b", + "IPY_MODEL_fb85ea01b41241e8be116d04ed81a7a6" + ], + "layout": "IPY_MODEL_1de884939cb04161b9f7a50af97eb12f" + } + }, + "584281f196c842419f82f266bca42d2a": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "5a3570f1fc374046a66f3c1904f41739": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "5aa40a3a2cf54ac298e1ff89197d2ced": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "initial" + } + }, + "5aed20c66a8b40daa5f5617b776de52e": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "5d132a15fdef4a30b4a31b7d34f42b1a": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "initial" + } + }, + "5e9eef35af1247619df0f0abb189cf7d": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "608944de0add4cf6a59762a0466628a4": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_75ac3e16b10947e68e11375d6c9260fb", + "placeholder": "​", + "style": "IPY_MODEL_9e9fbcd17a814c6690e8bb1703b89683", + "value": " 2544/2544 [18:41<00:00, 2.85it/s]" + } + }, + "60b0386b3fc24e2fabbb1652dc772412": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "664a5b8904bc47cda5ce7733c653e092": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "68a3d4d1188041a584c099198c60dae6": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "68c0815247534f42ab8a9c8c82e7e4cf": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_ff1f41af2ada435180b8ead6d8fe5cb5", + "placeholder": "​", + "style": "IPY_MODEL_e56aa682483b4670ac9478f5246f6233", + "value": " 2544/2544 [18:43<00:00, 2.84it/s]" + } + }, + "6c0335416d7f4fc59548eb76567cf0b7": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "6c232931664f440eb444e881fe4023db": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_cba18237dc554f058d26b76af82d609a", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_5e9eef35af1247619df0f0abb189cf7d", + "value": 1 + } + }, + "6cf162b54cc74a70b530661c422bdaf8": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "6d5a0fa3b4ad49749cb17260bc271caa": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "703a2b25bde14a60a177e535cee05a81": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "trainloop: 1: 100%", + "description_tooltip": null, + "layout": "IPY_MODEL_a0b631ac6dd3444f88c486a8d224682a", + "max": 2544, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_adc3e84a4ad34c68bb4153ed3f0d3e2c", + "value": 2544 + } + }, + "70d0b8e066ad483e8fe9017f715d9e2c": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "71caeb6483f6433aac5a93b644ca8f24": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_275403ad9d8a411ea8bc2cdacd4ee5f5", + "IPY_MODEL_29eb79421f7643ee8f8e2911b3d76e2e" + ], + "layout": "IPY_MODEL_ca9c080295974cd185ca2c44405bec8f" + } + }, + "75ac3e16b10947e68e11375d6c9260fb": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "7696759fbf184ec49aa94d640e6d2f02": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "initial" + } + }, + "786fba40b98d4a539d30b306ff4af385": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "7e9d6506e8084e7285c94abf2494c5ba": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "initial" + } + }, + "7fd6e5983634451a9144fec0f961bf04": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_d37b4149af1943bcbddf1392f7b180b3", + "IPY_MODEL_c65b2bfd726348e7ba108d5f0b36e8eb" + ], + "layout": "IPY_MODEL_dbdd12b3f01145659787bc078cfdd526" + } + }, + "8024a673b625430c913cc767c69ee2b2": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "82bb8b60f0b5496580954729a2f2051e": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "8556f84747314f27950f4b0df0f1e108": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "initial" + } + }, + "8d0749c4d9af47b984a9a2352c1a5013": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "93836ed6488e4fa08c07d0a9b0caf98a": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "94cf1e0daa754187b7b462c6262d4e08": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "initial" + } + }, + "9547300cecaa4b34abfe972a4a102f06": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "initial" + } + }, + "96c18466efae4a019999d979a5ef2952": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "97dd51411c484e58b02a64f608e7108e": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "99c2d047215e4b29b3d5828d31fffb7f": { + "model_module": "@jupyter-widgets/controls", + "model_name": "VBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "VBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "VBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_32ba97b7307b44c5a768efcafe458a41", + "IPY_MODEL_6c232931664f440eb444e881fe4023db" + ], + "layout": "IPY_MODEL_f154efa259e94a249f510ebbaa0a845c" + } + }, + "9abdffd01fc74b808a0ba8492bc9b646": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_ecae916b75d747ff8d8b478c1809e485", + "placeholder": "​", + "style": "IPY_MODEL_6c0335416d7f4fc59548eb76567cf0b7", + "value": " 2544/2544 [18:43<00:00, 2.78it/s]" + } + }, + "9e9fbcd17a814c6690e8bb1703b89683": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "9f5533873fa847a6b3e1219b1cbbef8c": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "a06895db7a5443dd9c24360ecc50be14": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "initial" + } + }, + "a0b631ac6dd3444f88c486a8d224682a": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "a1457ba28d9f45ab93c7329a4ab86d10": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_e4ac7620522042edaed061e609bac102", + "placeholder": "​", + "style": "IPY_MODEL_0df30dea4f9440bbbcf7487efc252c27", + "value": " 2544/2544 [18:43<00:00, 2.85it/s]" + } + }, + "a1510fdf879a433e9a3718263dedf427": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_1fa1f5b75da047e688543870a1f24785", + "IPY_MODEL_b212ec361eae4054bd0a93f050291edf" + ], + "layout": "IPY_MODEL_ed5eb19a0796487eac4bffdb3f1403dc" + } + }, + "a3a88cc6543846ca81bf581e775a8573": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "ac17648fe4424bad8709ea531edb6566": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "trainloop: 9: 100%", + "description_tooltip": null, + "layout": "IPY_MODEL_3997e32a088245c388dc9beb8a5182de", + "max": 2544, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_5aa40a3a2cf54ac298e1ff89197d2ced", + "value": 2544 + } + }, + "adc3e84a4ad34c68bb4153ed3f0d3e2c": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "initial" + } + }, + "b0d97ef4d7ea41b59302be620d5a736a": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_fd19727719294c31b9898e0824969928", + "IPY_MODEL_608944de0add4cf6a59762a0466628a4" + ], + "layout": "IPY_MODEL_272ff9b3c48d410e9c7c831740844962" + } + }, + "b212ec361eae4054bd0a93f050291edf": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_03d7e3c1cbec46c8833122f72e4adb85", + "placeholder": "​", + "style": "IPY_MODEL_0367033d21484d458cbc4fb0992206b5", + "value": " 2544/2544 [18:43<00:00, 2.84it/s]" + } + }, + "b37f54141db545d79e7217e38db17a9c": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "trainloop: 2: 100%", + "description_tooltip": null, + "layout": "IPY_MODEL_e6319ada92c84bc4ab5ee8d8e494678a", + "max": 2544, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_cbf5b3b45a6e4ba8a79dab379f52be22", + "value": 2544 + } + }, + "bcc94b64ab2846f5a2c3027c4f07fbc6": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "be6c81282512452e93e728d82b7fca44": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "initial" + } + }, + "c371914bdea643e89aac63b28ee699dd": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "c3a20ba9f69248c985f9a2b292e7d8d2": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_c63a1eef01fc4dbb8b39ec5fdd05d5d3", + "placeholder": "​", + "style": "IPY_MODEL_a3a88cc6543846ca81bf581e775a8573", + "value": " 2544/2544 [18:43<00:00, 2.83it/s]" + } + }, + "c63a1eef01fc4dbb8b39ec5fdd05d5d3": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "c65b2bfd726348e7ba108d5f0b36e8eb": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_ccd0d47bb0dc46779a0da401334f6ea4", + "placeholder": "​", + "style": "IPY_MODEL_422281fd87844968b10807993bc42f4f", + "value": " 2544/2544 [18:43<00:00, 2.86it/s]" + } + }, + "c67142fdf86c438bbca6b47a27a1117c": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "c7c622cc0c7d4aa29f96d373b4653357": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "trainloop: 13: 100%", + "description_tooltip": null, + "layout": "IPY_MODEL_2c701e42d54e4c32b8176b9c20ce2408", + "max": 2544, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_94cf1e0daa754187b7b462c6262d4e08", + "value": 2544 + } + }, + "c96dbd45cd2445a1a328b2b50f298300": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_dff70a395b9d4de2ab6439cff85a1e70", + "IPY_MODEL_e1d3de8f5ae746a1a148e3a839237660" + ], + "layout": "IPY_MODEL_fe78a2d1ce054662aac5ca8087960340" + } + }, + "ca9c080295974cd185ca2c44405bec8f": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "cba18237dc554f058d26b76af82d609a": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "cbf5b3b45a6e4ba8a79dab379f52be22": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "initial" + } + }, + "ccd0d47bb0dc46779a0da401334f6ea4": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "cd144186679f435fb6bcc5488210e993": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "initial" + } + }, + "ce9ee0beca0c45f3a99e7a6b4baf6d4e": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "d37b4149af1943bcbddf1392f7b180b3": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "trainloop: 7: 100%", + "description_tooltip": null, + "layout": "IPY_MODEL_41a28b136f52440493300162689e5e65", + "max": 2544, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_be6c81282512452e93e728d82b7fca44", + "value": 2544 + } + }, + "d6161c0332ee41a2a84ed62212db2424": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "trainloop: 8: 100%", + "description_tooltip": null, + "layout": "IPY_MODEL_96c18466efae4a019999d979a5ef2952", + "max": 2544, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_47a9497891d4448b8f67338d4819e59f", + "value": 2544 + } + }, + "d69bd6a4fa1a4d2a9eb6dc53ea5891c1": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "dbdd12b3f01145659787bc078cfdd526": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "dc12847a76c84f37a743a5955499797e": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "dff70a395b9d4de2ab6439cff85a1e70": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "trainloop: 14: 100%", + "description_tooltip": null, + "layout": "IPY_MODEL_c371914bdea643e89aac63b28ee699dd", + "max": 2544, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_3b4ab67f24aa4adfb6a76a4e729db76a", + "value": 2544 + } + }, + "e19b76ef54144bad9818970f520e01d5": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_18f62420ce864467a1d3c26dfe382c66", + "IPY_MODEL_39f7fd9d27944805842c3d264e767a20" + ], + "layout": "IPY_MODEL_5a3570f1fc374046a66f3c1904f41739" + } + }, + "e1d3de8f5ae746a1a148e3a839237660": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_6cf162b54cc74a70b530661c422bdaf8", + "placeholder": "​", + "style": "IPY_MODEL_8024a673b625430c913cc767c69ee2b2", + "value": " 2544/2544 [18:45<00:00, 2.84it/s]" + } + }, + "e2652d06a0bd44dc8f710f1d84624047": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_d6161c0332ee41a2a84ed62212db2424", + "IPY_MODEL_68c0815247534f42ab8a9c8c82e7e4cf" + ], + "layout": "IPY_MODEL_dc12847a76c84f37a743a5955499797e" + } + }, + "e4ac7620522042edaed061e609bac102": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "e56aa682483b4670ac9478f5246f6233": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "e6319ada92c84bc4ab5ee8d8e494678a": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "e72738768d454005b96514c19e3df8b6": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "e8553778a8244fce892fbaba9307bd69": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_009966485abf452cbd7cedb257afd420", + "IPY_MODEL_476360e01d8a4540989317bbdbddec55" + ], + "layout": "IPY_MODEL_106dadefd16e464e8636c8412ad5f3f8" + } + }, + "ecae916b75d747ff8d8b478c1809e485": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "ed5eb19a0796487eac4bffdb3f1403dc": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "ee75809a5e444f118881fb58ddac95fa": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "f152b7044320487eb78e01416e74dcb3": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "f154efa259e94a249f510ebbaa0a845c": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "f39bf9d403ef43d68b28822db7c888a1": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "f70a12a0751e49ca831f4207464a6d60": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "f9de180aadc24d3ab1b1297afe1373ff": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "fb85ea01b41241e8be116d04ed81a7a6": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_786fba40b98d4a539d30b306ff4af385", + "placeholder": "​", + "style": "IPY_MODEL_9f5533873fa847a6b3e1219b1cbbef8c", + "value": " 2544/2544 [18:08<00:00, 2.17it/s]" + } + }, + "fd19727719294c31b9898e0824969928": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "trainloop: 6: 100%", + "description_tooltip": null, + "layout": "IPY_MODEL_82bb8b60f0b5496580954729a2f2051e", + "max": 2544, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_7696759fbf184ec49aa94d640e6d2f02", + "value": 2544 + } + }, + "fe78a2d1ce054662aac5ca8087960340": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "ff1f41af2ada435180b8ead6d8fe5cb5": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + } + } + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/homework/3-NF_VAE/blocks.py b/homework/3-NF_VAE/blocks.py new file mode 100644 index 0000000..a43580a --- /dev/null +++ b/homework/3-NF_VAE/blocks.py @@ -0,0 +1,137 @@ +import torch +import torch.nn as nn +from torch.nn import functional as F +from math import log, pi, exp + +logabs = lambda x: torch.log(torch.abs(x)) + + +def gaussian_log_p(x, mean, log_sd): + return -0.5 * log(2 * pi) - log_sd - 0.5 * (x - mean) ** 2 / torch.exp(2 * log_sd) + + +def gaussian_sample(eps, mean, log_sd): + return mean + torch.exp(log_sd) * eps + + +class DownBlock(nn.Module): + def __init__(self, in_ch, out_ch, k, s, p): + super().__init__() + self.block = nn.Sequential( + nn.Conv2d(in_ch, in_ch, kernel_size=3, stride=1, padding=1), + nn.BatchNorm2d(in_ch, affine=True, track_running_stats=True), + nn.LeakyReLU(0.2, True), + nn.Conv2d(in_ch, out_ch, kernel_size=k, stride=s, padding=p), + nn.BatchNorm2d(out_ch, affine=True, track_running_stats=True), + nn.LeakyReLU(0.2, True) + ) + + def forward(self, x): + x = self.block(x) + return x + + +class UpBlock(nn.Module): + def __init__(self, in_ch, out_ch, k, s, p): + super().__init__() + self.block = nn.Sequential( + nn.Conv2d(in_ch, in_ch, kernel_size=k, stride=s, padding=p), + nn.BatchNorm2d(in_ch, affine=True, track_running_stats=True), + nn.LeakyReLU(0.2, True), + nn.Upsample(scale_factor=2, mode='bilinear', align_corners=False), + nn.Conv2d(in_ch, out_ch, kernel_size=k, stride=s, padding=p), + nn.BatchNorm2d(out_ch, affine=True, track_running_stats=True), + nn.LeakyReLU(0.2, True) + ) + + def forward(self, x): + x = self.block(x) + return x + + +class ResBlock(nn.Module): + def __init__(self, in_ch, hidden_ch): + super().__init__() + self.block = nn.Sequential( + nn.Conv2d(in_ch, hidden_ch, kernel_size=3, stride=1, padding=1), + nn.BatchNorm2d(hidden_ch, affine=True, track_running_stats=True), + nn.ReLU(inplace=True), + nn.Conv2d(hidden_ch, in_ch, kernel_size=3, stride=1, padding=1), + nn.BatchNorm2d(in_ch, affine=True, track_running_stats=True)) + + self.block[0].weight.data.normal_(0, 0.05) + self.block[0].bias.data.zero_() + self.block[3].weight.data.normal_(0, 0.05) + self.block[3].bias.data.zero_() + + def forward(self, x): + x = x + self.block(x) + return x + + +def add_dims(x): + return x.unsqueeze(2).unsqueeze(3) + + +class InvConv2dLU(nn.Module): + def __init__(self, in_channels): + super().__init__() + + weight = torch.randn(in_channels, in_channels) + q, _ = torch.qr(weight) + q_LU, pivots = q.lu() + w_p, w_l, w_u = torch.lu_unpack(q_LU, pivots) + + w_s = torch.diag(w_u) + w_u = torch.triu(w_u, 1) + u_mask = torch.triu(torch.ones_like(w_u), 1) + l_mask = u_mask.T + + self.register_buffer("w_p", w_p) + self.register_buffer("u_mask", u_mask) + self.register_buffer("l_mask", l_mask) + self.register_buffer("s_sign", torch.sign(w_s)) + self.register_buffer("l_eye", torch.eye(l_mask.shape[0])) + self.w_l = nn.Parameter(w_l) + self.w_s = nn.Parameter(logabs(w_s)) + self.w_u = nn.Parameter(w_u) + + def forward(self, input): + _, _, height, width = input.shape + + weight = self.calc_weight() + + out = F.conv2d(input, weight) + logdet = height * width * torch.sum(self.w_s) + + return out, logdet + + def calc_weight(self): + weight = ( + self.w_p + @ (self.w_l * self.l_mask + self.l_eye) + @ ((self.w_u * self.u_mask) + torch.diag(self.s_sign * torch.exp(self.w_s))) + ) + + return add_dims(weight) + + def reverse(self, output): + weight = self.calc_weight() + + return F.conv2d(output, add_dims(weight.squeeze().inverse())) + + +class ZeroInitedConv2d(nn.Module): + def __init__(self, in_channels, out_channels, padding=1): + super().__init__() + + self.conv = nn.Conv2d(in_channels, out_channels, 3, padding=0) + self.conv.weight.data.zero_() + self.conv.bias.data.zero_() + self.scale = nn.Parameter(torch.zeros(1, out_channels, 1, 1)) + + def forward(self, input): + out = F.pad(input, [1, 1, 1, 1], value=1) + out = self.conv(out) + out = out * torch.exp(self.scale * 3) + return out \ No newline at end of file diff --git a/homework/3-NF_VAE/config.py b/homework/3-NF_VAE/config.py new file mode 100644 index 0000000..2f84f50 --- /dev/null +++ b/homework/3-NF_VAE/config.py @@ -0,0 +1,98 @@ +from easydict import EasyDict as edict +import torch + +IN_CH = 3 +H, W = 128, 128 + + +def make_config(model): + if model == 'VAE': + config = { + 'downsampling': + [ + # (in_ch, out_ch, k_sz, strd, pad) + (32, 64, 4, 2, 1), + (64, 128, 4, 2, 1), + (128, 256, 4, 2, 1), + (256, 512, 4, 2, 1), + + ], + 'upsampling': + [ + (512, 256, 3, 1, 1), + (256, 128, 3, 1, 1), + (128, 64, 3, 1, 1), + (64, 32, 3, 1, 1), + ], + 'initial': (IN_CH, 32, 7, 1, 3), + 'final': (32, IN_CH, 7, 1, 3), + 'out_ch': 512, + 'out_side': H // 2 ** 4, + 'hidden': 256, + 'device': torch.device('cuda:0' if torch.cuda.is_available() else 'cpu'), + 'lr': 3e-4, + 'batch_size': 32 + } + elif model == 'Glow': + config = { + 'in_channels': 3, + 'n_flows': 8, + 'n_blocks': 3, + 'lu': True, + 'device': torch.device('cuda:0' if torch.cuda.is_available() else 'cpu'), + 'lr': 2e-4, + 'batch': 64, + 'n_flow': 16, + 'n_block': 3, + 'conv_lu': True, + 'affine': True, + 'n_bits': 5, + 'img_size': 64, + 'temp': 0.7, + 'n_sample': 64 + + } + elif model == 'vapnev': + config = { + 'downsampling': + [ + # (in_ch, out_ch, k_sz, strd, pad) + (16, 32, 4, 2, 1), + (32, 64, 4, 2, 1), + (64, 128, 4, 2, 1), + (128, 256, 4, 2, 1), + + ], + 'upsampling': + [ + (256, 128, 3, 1, 1), + (128, 64, 3, 1, 1), + (64, 32, 3, 1, 1), + ], + 'upsampling_cond': + [ + (256, 128, 3, 1, 1), + (128, 64, 3, 1, 1), + (64, 32, 3, 1, 1), + ], + 'initial': (IN_CH, 16, 7, 1, 3), + 'final': (32, IN_CH, 7, 1, 3), + 'final_cond': (32, 2 * IN_CH, 7, 1, 3), + 'in_channels': 3, + 'out_channels': 256, + 'out_side': 64 // 2 ** 4, + 'in_side': 64, + 'z_dim': 128, + 'device': torch.device('cuda:0' if torch.cuda.is_available() else 'cpu'), + 'lr': 3e-4, + 'batch_size': 16, + 'n_flows': 3, + 'n_blocks': 2, + 'n_bits': 5, + 'temp': 0.7, + 'n_sample': 64 + } + else: + print(f'There is no config for model: {model}') + return + return edict(config) \ No newline at end of file diff --git a/homework/3-NF_VAE/fid.py b/homework/3-NF_VAE/fid.py new file mode 100644 index 0000000..3422dbe --- /dev/null +++ b/homework/3-NF_VAE/fid.py @@ -0,0 +1,83 @@ +import torch +import torch.nn as nn +from scipy import linalg +import numpy as np +from tqdm import tqdm + +CLF_HIDDEN = 2048 + + +def make_inception_feature_extractor(device): + classifier = torch.hub.load('pytorch/vision:v0.6.0', 'inception_v3', pretrained=True) + classifier.dropout = nn.Identity() + classifier.fc = nn.Identity() + classifier.eval() + classifier.to(device) + return classifier + + +def calculate_frechet_distance(mu1, sigma1, mu2, sigma2, eps=1e-6): + mu1 = np.atleast_1d(mu1) + mu2 = np.atleast_1d(mu2) + + sigma1 = np.atleast_2d(sigma1) + sigma2 = np.atleast_2d(sigma2) + + assert mu1.shape == mu2.shape, \ + 'Training and test mean vectors have different lengths' + assert sigma1.shape == sigma2.shape, \ + 'Training and test covariances have different dimensions' + + diff = mu1 - mu2 + + # Product might be almost singular + covmean, _ = linalg.sqrtm(sigma1.dot(sigma2), disp=False) + if not np.isfinite(covmean).all(): + msg = ('fid calculation produces singular product; ' + 'adding %s to diagonal of cov estimates') % eps + print(msg) + offset = np.eye(sigma1.shape[0]) * eps + covmean = linalg.sqrtm((sigma1 + offset).dot(sigma2 + offset)) + + # Numerical error might give slight imaginary component + if np.iscomplexobj(covmean): + if not np.allclose(np.diagonal(covmean).imag, 0, atol=1e-3): + m = np.max(np.abs(covmean.imag)) + raise ValueError('Imaginary component {}'.format(m)) + covmean = covmean.real + + tr_covmean = np.trace(covmean) + + return (diff.dot(diff) + np.trace(sigma1) + + np.trace(sigma2) - 2 * tr_covmean) + + +@torch.no_grad() +def calculate_activation_statistics(dataloader, model, classifier, device): + classifier.eval() + upsample = nn.UpsamplingNearest2d(size=(128, 128)).to(device) + batch_size = dataloader.batch_size + examples = len(dataloader) * batch_size + input_acts = np.zeros((examples, CLF_HIDDEN)) + output_acts = np.zeros((examples, CLF_HIDDEN)) + + for i, (image, label) in enumerate(dataloader): + b_sz = image.size(0) + input_img = image.to(device) + output_img = model.sample(b_sz) + input_act = classifier(upsample(input_img)) + output_act = classifier(upsample(output_img)) + input_acts[i * batch_size: (i + 1) * batch_size] = input_act.cpu().numpy() + output_acts[i * batch_size: (i + 1) * batch_size] = output_act.cpu().numpy() + + mu1, sigma1 = input_acts.mean(axis=0), np.cov(input_acts, rowvar=False) + mu2, sigma2 = output_acts.mean(axis=0), np.cov(output_acts, rowvar=False) + return mu1, sigma1, mu2, sigma2 + + +@torch.no_grad() +def calculate_fid(dataloader, model, classifier, device): + m1, s1, m2, s2 = calculate_activation_statistics(dataloader, model, classifier, device) + fid_value = calculate_frechet_distance(m1, s1, m2, s2) + + return fid_value.item() \ No newline at end of file diff --git a/homework/3-NF_VAE/glow.py b/homework/3-NF_VAE/glow.py new file mode 100644 index 0000000..6e7e03c --- /dev/null +++ b/homework/3-NF_VAE/glow.py @@ -0,0 +1,257 @@ +import torch +from torch import nn +from torch.nn import functional as F +import numpy as np +from scipy import linalg as la +from blocks import InvConv2dLU, ZeroInitedConv2d, gaussian_log_p, gaussian_sample, logabs + + +# based on https://github.com/rosinality/glow-pytorch/blob/master/model.py +class ActNorm(nn.Module): + def __init__(self, in_channels): + super().__init__() + self.loc = nn.Parameter(torch.zeros(1, in_channels, 1, 1)) + self.scale = nn.Parameter(torch.ones(1, in_channels, 1, 1)) + self.initialized = False + + def initialize(self, input): + with torch.no_grad(): + channels = input.size(1) + flatten = input.permute(1, 0, 2, 3).contiguous().view(input.shape[1], -1) + mean = flatten.mean(1).view(1, channels, 1, 1) + std = flatten.std(1).view(1, channels, 1, 1) + self.loc.data.copy_(-mean) + self.scale.data.copy_(1 / (std + 1e-6)) + + def forward(self, input): + _, _, height, width = input.shape + if not self.initialized: + self.initialize(input) + self.initialized = True + log_abs = logabs(self.scale) + logdet = height * width * torch.sum(log_abs) + return self.scale * (input + self.loc), logdet + + def reverse(self, output): + return output / self.scale - self.loc + + +class AffineCoupling(nn.Module): + def __init__(self, in_channel, filter_size=512, affine=True): + super().__init__() + + self.affine = affine + + self.net = nn.Sequential( + nn.Conv2d(in_channel // 2, filter_size, 3, padding=1), + nn.ReLU(inplace=True), + nn.Conv2d(filter_size, filter_size, 1), + nn.ReLU(inplace=True), + ZeroInitedConv2d(filter_size, in_channel if self.affine else in_channel // 2), + ) + + self.net[0].weight.data.normal_(0, 0.05) + self.net[0].bias.data.zero_() + + self.net[2].weight.data.normal_(0, 0.05) + self.net[2].bias.data.zero_() + + def forward(self, input): + in_a, in_b = input.chunk(2, 1) + + if self.affine: + log_s, t = self.net(in_a).chunk(2, 1) + s = F.sigmoid(log_s + 2) + out_b = (in_b + t) * s + + logdet = torch.sum(torch.log(s).view(input.shape[0], -1), 1) + + else: + net_out = self.net(in_a) + out_b = in_b + net_out + logdet = None + + return torch.cat([in_a, out_b], 1), logdet + + def reverse(self, output): + out_a, out_b = output.chunk(2, 1) + + if self.affine: + log_s, t = self.net(out_a).chunk(2, 1) + s = F.sigmoid(log_s + 2) + in_b = out_b / s - t + + else: + net_out = self.net(out_a) + in_b = out_b - net_out + + return torch.cat([out_a, in_b], 1) + + +class Flow(nn.Module): + def __init__(self, in_channels, affine=True): + super().__init__() + self.actnorm = ActNorm(in_channels) + self.invconv = InvConv2dLU(in_channels) + self.coupling = AffineCoupling(in_channels, affine=affine) + + def forward(self, input): + out, logdet = self.actnorm(input) + out, det1 = self.invconv(out) + out, det2 = self.coupling(out) + + logdet = logdet + det1 + if det2 is not None: + logdet = logdet + det2 + + return out, logdet + + def reverse(self, output): + input = self.coupling.reverse(output) + input = self.invconv.reverse(input) + input = self.actnorm.reverse(input) + + return input + + +class Block(nn.Module): + def __init__(self, in_channel, n_flow, split=True, affine=True): + super().__init__() + + squeeze_dim = in_channel * 4 + + self.flows = nn.ModuleList() + for i in range(n_flow): + self.flows.append(Flow(squeeze_dim, affine=affine)) + + self.split = split + + if split: + self.prior = ZeroInitedConv2d(in_channel * 2, in_channel * 4) + + else: + self.prior = ZeroInitedConv2d(in_channel * 4, in_channel * 8) + + def forward(self, input): + b_size, n_channel, height, width = input.shape + squeezed = input.view(b_size, n_channel, height // 2, 2, width // 2, 2) + squeezed = squeezed.permute(0, 1, 3, 5, 2, 4) + out = squeezed.contiguous().view(b_size, n_channel * 4, height // 2, width // 2) + + logdet = 0 + + for flow in self.flows: + out, curr_logdet = flow(out) + logdet += curr_logdet + + if self.split: + out, z_new = out.chunk(2, 1) + mean, log_sd = self.prior(out).chunk(2, 1) + log_p = gaussian_log_p(z_new, mean, log_sd) + log_p = log_p.view(b_size, -1).sum(1) + + else: + zero = torch.zeros_like(out) + mean, log_sd = self.prior(zero).chunk(2, 1) + log_p = gaussian_log_p(out, mean, log_sd) + log_p = log_p.view(b_size, -1).sum(1) + z_new = out + + return out, logdet, log_p, z_new + + def reverse(self, output, eps=None, reconstruct=False): + input = output + + if reconstruct: + if self.split: + input = torch.cat([output, eps], 1) + + else: + input = eps + + else: + if self.split: + mean, log_sd = self.prior(input).chunk(2, 1) + z = gaussian_sample(eps, mean, log_sd) + input = torch.cat([output, z], 1) + + else: + zero = torch.zeros_like(input) + mean, log_sd = self.prior(zero).chunk(2, 1) + z = gaussian_sample(eps, mean, log_sd) + input = z + + for flow in self.flows[::-1]: + input = flow.reverse(input) + + b_size, n_channel, height, width = input.shape + + unsqueezed = input.view(b_size, n_channel // 4, 2, 2, height, width) + unsqueezed = unsqueezed.permute(0, 1, 4, 2, 5, 3) + unsqueezed = unsqueezed.contiguous().view( + b_size, n_channel // 4, height * 2, width * 2 + ) + + return unsqueezed + + +class Glow(nn.Module): + def __init__(self, config): + super().__init__() + self.block = nn.ModuleList() + n_channel = config.in_channels + self.n_block = config.n_blocks + self.n_flow = config.n_flows + self.blocks = nn.ModuleList() + for i in range(self.n_block - 1): + self.blocks.append(Block(n_channel, config.n_flow, + affine=config.affine)) + n_channel *= 2 + self.blocks.append(Block(n_channel, config.n_flow, + split=False, affine=config.affine)) + self.device = config.device + + def init_with_data(self, batch): + b_sz, n_channels, input_size, _ = batch.size() + self.z_shapes = self.calc_z_shapes(n_channels, input_size, + self.n_flow, self.n_block) + + def calc_z_shapes(self, n_channels, input_size, n_flows, n_blocks): + z_shapes = [] + for i in range(n_blocks - 1): + input_size //= 2 + n_channels *= 2 + z_shapes.append((n_channels, input_size, input_size)) + input_size //= 2 + z_shapes.append((n_channels * 4, input_size, input_size)) + return z_shapes + + def forward(self, input): + log_p_sum = 0 + logdet = 0 + out = input + z_outs = [] + + for block in self.blocks: + out, det, log_p, z_new = block(out) + z_outs.append(z_new) + logdet = logdet + det + + if log_p is not None: + log_p_sum = log_p_sum + log_p + + return log_p_sum, logdet, z_outs + + def reverse(self, z_list, reconstruct=False): + input = z_list[-1] + for i, block in enumerate(self.blocks[::-1]): + input = block.reverse(input, z_list[-(i + 1)], reconstruct=reconstruct) + return input + + @torch.no_grad() + def sample(self, n, t=0.5): + z_sample = [] + for z in self.z_shapes: + z_new = torch.randn(n, *z) * t + z_sample.append(z_new.to(self.device)) + return self.reverse(z_sample) \ No newline at end of file diff --git a/homework/3-NF_VAE/loss.py b/homework/3-NF_VAE/loss.py new file mode 100644 index 0000000..d50628a --- /dev/null +++ b/homework/3-NF_VAE/loss.py @@ -0,0 +1,17 @@ +import torch.nn as nn +import torch + + +class VAELoss(): + def __init__(self, device, lmbd_kl=1): + self.MSE = nn.MSELoss(reduction='sum').to(device) + self.lmbd_kl = lmbd_kl + + def __call__(self, x_gen, x_real, mu, logvar): + b_sz = x_gen.shape[0] + mse = self.MSE(x_gen.view(b_sz, -1), x_real.view(b_sz, -1)) + kl = -0.5 * torch.sum(1 + logvar - mu.pow(2) - logvar.exp()) + total_loss = mse + self.lmbd_kl * kl + loss_dict = {'total_loss': total_loss.item(), + 'reconstruction_loss': mse.item(), 'kl': kl.item()} + return loss_dict, total_loss \ No newline at end of file diff --git a/homework/3-NF_VAE/utils.py b/homework/3-NF_VAE/utils.py new file mode 100644 index 0000000..973d8ff --- /dev/null +++ b/homework/3-NF_VAE/utils.py @@ -0,0 +1,56 @@ +import wandb +import random +import os +import numpy as np +import torch + + +@torch.no_grad() +def log_images(model, epoch, dataloader, device, model_type='VAE', mode='reconstruct'): + model.eval() + image, label = next(iter(dataloader)) + b_sz = image.size(0) + real_image = (image + 1) / 2 + real_image = real_image.numpy() + image = image.to(device) + if model_type == 'VAE': + fake_image, _, _ = model(image) + elif model_type == 'Glow': + log_p, logdet, z_out = model(image) + fake_image = model.reverse(z_out, reconstruct=True) + fake_image = fake_image.cpu().numpy() + fake_image = (fake_image + 1) / 2 + + sampled_image = model.sample(b_sz) + sampled_image = sampled_image.cpu().numpy() + sampled_image = (sampled_image + 1) / 2 + wandb.log({'epoch': epoch, + 'real images': [ + wandb.Image(real_image[i].transpose(1, 2, 0), + caption=f"real, epoch: {epoch}") + for i in range(b_sz)], + 'fake images': [ + wandb.Image(fake_image[i].transpose(1, 2, 0), + caption=f"fake, epoch: {epoch}") + for i in range(b_sz)], + 'sampled images': [ + wandb.Image(sampled_image[i].transpose(1, 2, 0), + caption=f"sampled, epoch: {epoch}") + for i in range(b_sz)]}) + model.train() + + +def seed_all(seed=1): + """ + fixes seeds everywhere + :param seed: random seed + """ + random.seed(seed) + os.environ['PYTHONHASHSEED'] = str(seed) + np.random.seed(seed) + torch.manual_seed(seed) + torch.cuda.manual_seed(seed) + torch.backends.cudnn.deterministic = True + n_gpu = torch.cuda.device_count() + if n_gpu > 0: + torch.cuda.manual_seed_all(seed) \ No newline at end of file diff --git a/homework/3-NF_VAE/vae.py b/homework/3-NF_VAE/vae.py new file mode 100644 index 0000000..cfef9f8 --- /dev/null +++ b/homework/3-NF_VAE/vae.py @@ -0,0 +1,84 @@ +import torch +from torch import nn +import torch.nn.functional as F +from blocks import UpBlock, DownBlock + + +class Encoder(nn.Module): + def __init__(self, config): + super().__init__() + + layers = [nn.Conv2d(*config.initial)] + layers += [DownBlock(*params) for params in config.downsampling] + layers += [nn.Flatten()] + + self.encode = nn.Sequential(*layers) + out_side = config.out_side + out_ch = config.out_ch + hidden = config.hidden + self.mean = nn.Linear(out_side ** 2 * out_ch, hidden) + self.logvar = nn.Linear(out_side ** 2 * out_ch, hidden) + + @staticmethod + def reparametrize(mu, logvar): + std = torch.exp(0.5 * logvar) + eps = torch.randn_like(std) + return mu + eps * std + + def forward(self, inputs): + batch_size = inputs.size(0) + hidden = self.encode(inputs) + mean, logvar = self.mean(hidden), self.logvar(hidden) + z = self.reparametrize(mean, logvar) + return z, mean, logvar + + +class Decoder(nn.Module): + def __init__(self, config): + super().__init__() + self.out_side = config.out_side + self.out_ch = config.out_ch + hidden = config.hidden + self.dense = nn.Sequential( + nn.Linear(hidden, self.out_side ** 2 * self.out_ch), + nn.LeakyReLU(0.2, True), + ) + + layers = [UpBlock(*params) for params in config.upsampling] + layers += [nn.Conv2d(*config.final), nn.Tanh()] + self.decode = nn.Sequential(*layers) + + def forward(self, hidden): + b_sz = hidden.size(0) + x = self.dense(hidden) + x = x.view(b_sz, self.out_ch, self.out_side, self.out_side) + x = self.decode(x) + return x + + +class VAE(nn.Module): + def __init__(self, config): + super().__init__() + self.encoder = Encoder(config) + self.decoder = Decoder(config) + + self.hidden = config.hidden + self.device = config.device + self.to(config.device) + + def forward(self, x): + z, mean, logvar = self.encoder(x) + x = self.decoder(z) + return x, mean, logvar + + def encode(self, x): + z, _, _ = self.encoder(x) + return z + + def decode(self, z): + return self.decoder(z) + + @torch.no_grad() + def sample(self, n): + sample = torch.randn(n, self.hidden).to(self.device) + return self.decode(sample) \ No newline at end of file diff --git a/homework/3-NF_VAE/vapnev.py b/homework/3-NF_VAE/vapnev.py new file mode 100644 index 0000000..a12a7f9 --- /dev/null +++ b/homework/3-NF_VAE/vapnev.py @@ -0,0 +1,285 @@ +import torch +from torch import nn +from torch.nn import functional as F +from blocks import InvConv2dLU, UpBlock, DownBlock, ResBlock, gaussian_log_p, gaussian_sample, logabs + + +class Encoder(nn.Module): + def __init__(self, config): + super().__init__() + + layers = [nn.Conv2d(*config.initial)] + layers += [DownBlock(*params) for params in config.downsampling] + layers += [nn.Flatten()] + + self.encode = nn.Sequential(*layers) + out_side = config.out_side + out_channels = config.out_channels + hidden = config.z_dim + self.mean = nn.Linear(out_side ** 2 * out_channels, hidden) + self.log_sd = nn.Linear(out_side ** 2 * out_channels, hidden) + + @staticmethod + def reparametrize(mu, log_sd): + std = torch.exp(log_sd) + eps = torch.randn_like(std) + return mu + eps * std + + def forward(self, inputs): + batch_size = inputs.size(0) + hidden = self.encode(inputs) + mean, log_sd = self.mean(hidden), self.log_sd(hidden) + z = self.reparametrize(mean, log_sd) + return z, mean, log_sd + + +class Decoder(nn.Module): + def __init__(self, config): + super().__init__() + self.out_side = config.out_side + self.in_side = config.in_side + self.out_channels = config.out_channels + self.in_channels = config.in_channels + hidden = config.z_dim + self.dense = nn.Sequential( + nn.Linear(hidden, self.out_side ** 2 * self.out_channels), + nn.LeakyReLU(0.2, True), + ) + + layers = [UpBlock(*params) for params in config.upsampling] + layers += [nn.Conv2d(*config.final), nn.Tanh()] + self.decode = nn.Sequential(*layers) + self.mean = nn.Linear(self.in_side ** 2 * self.in_channels // 4, self.in_side ** 2 * self.in_channels) + self.log_sd = nn.Linear(self.in_side ** 2 * self.in_channels // 4, self.in_side ** 2 * self.in_channels) + + def forward(self, hidden): + b_sz = hidden.size(0) + x = self.dense(hidden) + x = x.view(b_sz, self.out_channels, self.out_side, self.out_side) + x = self.decode(x).view(b_sz, -1) + mean = self.mean(x).view(b_sz, self.in_channels, self.in_side, self.in_side) + log_sd = self.log_sd(x).view(b_sz, self.in_channels, self.in_side, self.in_side) + return mean, log_sd + + +class VAPNEV(nn.Module): + def __init__(self, config): + super().__init__() + self.encoder = Encoder(config) + self.decoder = Decoder(config) + self.cond_glow = GlowSimple(config) + self.hidden = config.z_dim + self.device = config.device + self.to(config.device) + + def forward(self, x): + b_sz = x.size(0) + z, _, _ = self.encoder(x) + mean, log_sd = self.decoder(z) + y, log_det = self.cond_glow(x, z) + log_p = gaussian_log_p(y, mean, log_sd) + return y, log_p, log_det + + @torch.no_grad() + def reverse(self, x, t=0.5): + z, _, _ = self.encoder(x) + print('z:', torch.isfinite(z).all()) + mean, log_sd = self.decoder(z) + print('mean:', torch.isfinite(mean).all(), 'log sd:', torch.isfinite(log_sd).all()) + y = gaussian_sample(torch.randn_like(mean), mean, log_sd) + print('y:', torch.isfinite(y).all()) + result = self.cond_glow.reverse(y, z) + print('result:', torch.isfinite(result).all()) + return result + + @torch.no_grad() + def sample(self, n, t=0.5): + z = torch.randn(n, self.hidden).to(self.device) * t + mean, log_sd = self.decoder(z) + y = gaussian_sample(torch.randn_like(mean), mean, log_sd) + return self.cond_glow.reverse(y, z) + + +class ConditionalProj(nn.Module): + def __init__(self, config, in_channels, out_channels, hidden_channels): + super().__init__() + self.out_channels = out_channels + self.out_side = config.out_side + self.x_net = nn.Sequential( + ResBlock(in_channels, hidden_channels), + nn.LeakyReLU(0.2), + ResBlock(in_channels, hidden_channels), + nn.LeakyReLU(0.2) + ) + + self.dense = nn.Sequential( + nn.Linear(config.z_dim, self.out_side ** 2 * self.out_channels), + nn.LeakyReLU(0.2, True), + ) + + layers = [UpBlock(*params) for params in config.upsampling_cond] + layers += [nn.Conv2d(*config.final_cond)] + self.z_net = nn.Sequential(*layers) + + param_d = (1, in_channels, 1, 1) + self.alpha = nn.Parameter(torch.zeros(*param_d)) + self.beta1 = nn.Parameter(torch.zeros(*param_d)) + self.beta2 = nn.Parameter(torch.zeros(*param_d)) + self.bias = nn.Parameter(torch.zeros(*param_d)) + + def forward(self, x, z): + b_sz, ch, _, _ = x.size() + z = self.dense(z) + z = z.view(b_sz, self.out_channels, self.out_side, self.out_side) + x_x = self.x_net(x) + x_z = self.z_net(z) + x = self.alpha * x_x * x_z + self.beta1 * x_x + self.beta2 * x_z + self.bias + return x + + +class ConditionalCoupling(nn.Module): + def __init__(self, config, in_channels, out_channels, hidden_channels=16): + super().__init__() + self.m = ConditionalProj(config, in_channels // 2, out_channels, hidden_channels) + self.log_s = ConditionalProj(config, in_channels // 2, out_channels, hidden_channels) + + def forward(self, x, z): + assert torch.isfinite(x).all(), 'coupling input x nan' + assert torch.isfinite(z).all(), 'coupling input z nan' + in_a, in_b = x.chunk(2, 1) + m, log_s = self.m(in_a, z), self.log_s(in_a, z) + assert torch.isfinite(log_s).all() and torch.isfinite(m).all(), 'log_s or m nan' + s = F.sigmoid(log_s + 2) + out_b = in_b * s + m + logdet = torch.sum(torch.log(s).view(x.shape[0], -1), 1) + return torch.cat([in_a, out_b], 1), logdet + + def reverse(self, x, z): + assert torch.isfinite(x).all() and torch.isfinite(z).all(), 'coupling reverse input nan' + out_a, out_b = x.chunk(2, 1) + m, log_s = self.m(out_a, z), self.log_s(out_a, z) + assert torch.isfinite(log_s).all() and torch.isfinite(m).all(), 'log_s or m nan' + s = F.sigmoid(log_s + 2) + assert torch.isfinite(s).all(), 's nan' + in_b = out_b / (s + 1e-6) - m + assert torch.isfinite(in_b).all(), f'in_b nan, s_min={s.min()}, s_max={s.max()}' + return torch.cat([out_a, in_b], 1) + + +class ActNorm(nn.Module): + def __init__(self, in_channels): + super().__init__() + self.loc = nn.Parameter(torch.zeros(1, in_channels, 1, 1)) + self.scale = nn.Parameter(torch.ones(1, in_channels, 1, 1)) + self.initialized = False + + def initialize(self, input): + with torch.no_grad(): + channels = input.size(1) + flatten = input.permute(1, 0, 2, 3).contiguous().view(input.shape[1], -1) + mean = flatten.mean(1).view(1, channels, 1, 1) + std = flatten.std(1).view(1, channels, 1, 1) + self.loc.data.copy_(-mean) + self.scale.data.copy_(1 / (std + 1e-6)) + + def forward(self, input): + _, _, height, width = input.shape + if not self.initialized: + self.initialize(input) + self.initialized = True + log_abs = logabs(self.scale) + logdet = height * width * torch.sum(log_abs) + return self.scale * (input + self.loc), logdet + + def reverse(self, output): + return output / self.scale - self.loc + + +class Flow(nn.Module): + def __init__(self, config, in_channels, out_channels): + super().__init__() + self.actnorm = ActNorm(in_channels) + self.invconv = InvConv2dLU(in_channels) + self.coupling = ConditionalCoupling(config, in_channels, out_channels) + + def forward(self, x, z): + out, norm_logdet = self.actnorm(x) + out, conv_logdet = self.invconv(out) + out, coupling_logdet = self.coupling(out, z) + logdet = norm_logdet + conv_logdet + coupling_logdet + return out, logdet + + def reverse(self, output, z): + assert torch.isfinite(output).all(), 'flow reverse input nan' + input = self.coupling.reverse(output, z) + assert torch.isfinite(input).all(), 'coupling reverse output nan' + input = self.invconv.reverse(input) + assert torch.isfinite(input).all(), 'invconv reverse output nan' + input = self.actnorm.reverse(input) + assert torch.isfinite(input).all(), 'actnorm reverse output nan' + return input + + +class Block(nn.Module): + def __init__(self, config, in_channels, out_channels, n_flows): + super().__init__() + squeeze_dim = in_channels * 4 + self.flows = nn.ModuleList() + for i in range(n_flows): + self.flows.append(Flow(config, squeeze_dim, out_channels)) + + def forward(self, x, z): + b_size, n_channel, height, width = x.shape + squeezed = x.view(b_size, n_channel, height // 2, 2, width // 2, 2) + squeezed = squeezed.permute(0, 1, 3, 5, 2, 4) + out = squeezed.contiguous().view(b_size, n_channel * 4, height // 2, width // 2) + logdet = 0 + + for flow in self.flows: + out, curr_logdet = flow(out, z) + logdet += curr_logdet + + unsqueezed = out.view(b_size, n_channel, 2, 2, height // 2, width // 2) + unsqueezed = unsqueezed.permute(0, 1, 4, 2, 5, 3) + out = unsqueezed.contiguous().view(b_size, n_channel, height, width) + return out, logdet + + def reverse(self, output, z): + b_size, n_channel, height, width = output.shape + squeezed = output.view(b_size, n_channel, height // 2, 2, width // 2, 2) + squeezed = squeezed.permute(0, 1, 3, 5, 2, 4) + input = squeezed.contiguous().view(b_size, n_channel * 4, height // 2, width // 2) + + for flow in self.flows[::-1]: + input = flow.reverse(input, z) + + unsqueezed = input.view(b_size, n_channel, 2, 2, height // 2, width // 2) + unsqueezed = unsqueezed.permute(0, 1, 4, 2, 5, 3) + unsqueezed = unsqueezed.contiguous().view(b_size, n_channel, height, width) + return unsqueezed + + +class GlowSimple(nn.Module): + def __init__(self, config): + super().__init__() + self.block = nn.ModuleList() + self.in_channels = config.in_channels + self.n_blocks = config.n_blocks + self.blocks = nn.ModuleList() + n_channels = config.in_channels + for i in range(self.n_blocks): + self.blocks.append(Block(config, n_channels, config.out_channels, config.n_flows)) + self.device = config.device + + def forward(self, x, z): + out, logdet = x, 0 + for block in self.blocks: + out, curr_logdet = block(out, z) + logdet += curr_logdet + return out, logdet + + def reverse(self, x, z): + input = x + for i, block in enumerate(self.blocks[::-1]): + input = block.reverse(input, z) + return input \ No newline at end of file diff --git a/homework/4-Glow/.DS_Store b/homework/4-Glow/.DS_Store new file mode 100644 index 0000000..a690073 Binary files /dev/null and b/homework/4-Glow/.DS_Store differ diff --git a/homework/4-Glow/.idea/4-Glow.iml b/homework/4-Glow/.idea/4-Glow.iml new file mode 100644 index 0000000..d0876a7 --- /dev/null +++ b/homework/4-Glow/.idea/4-Glow.iml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/homework/4-Glow/.idea/inspectionProfiles/profiles_settings.xml b/homework/4-Glow/.idea/inspectionProfiles/profiles_settings.xml new file mode 100644 index 0000000..0eefe32 --- /dev/null +++ b/homework/4-Glow/.idea/inspectionProfiles/profiles_settings.xml @@ -0,0 +1,5 @@ + + + + \ No newline at end of file diff --git a/homework/4-Glow/.idea/misc.xml b/homework/4-Glow/.idea/misc.xml new file mode 100644 index 0000000..c5591c9 --- /dev/null +++ b/homework/4-Glow/.idea/misc.xml @@ -0,0 +1,4 @@ + + + + \ No newline at end of file diff --git a/homework/4-Glow/.idea/modules.xml b/homework/4-Glow/.idea/modules.xml new file mode 100644 index 0000000..405e2f4 --- /dev/null +++ b/homework/4-Glow/.idea/modules.xml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/homework/4-Glow/.idea/vcs.xml b/homework/4-Glow/.idea/vcs.xml new file mode 100644 index 0000000..b2bdec2 --- /dev/null +++ b/homework/4-Glow/.idea/vcs.xml @@ -0,0 +1,6 @@ + + + + + + \ No newline at end of file diff --git a/homework/4-Glow/config.py b/homework/4-Glow/config.py new file mode 100644 index 0000000..678d980 --- /dev/null +++ b/homework/4-Glow/config.py @@ -0,0 +1,29 @@ +from easydict import EasyDict as edict +import torch + +IN_CH = 3 +H, W = 128, 128 + + +def make_config(): + config = { + 'in_channels': 3, + 'n_flows': 8, + 'n_blocks': 3, + 'lu': True, + 'device': torch.device('cuda:0' if torch.cuda.is_available() else 'cpu'), + 'lr': 2e-4, + 'batch': 64, + 'iter': 200000, + 'n_flow': 16, + 'n_block': 3, + 'conv_lu': True, + 'affine': True, #False, + 'n_bits': 5, + 'img_size': 64, + 'temp': 0.7, + 'n_sample': 64, + 'path': '/content/dataset' + } + config = edict(config) + return config \ No newline at end of file diff --git a/homework/4-Glow/fid.py b/homework/4-Glow/fid.py new file mode 100644 index 0000000..3422dbe --- /dev/null +++ b/homework/4-Glow/fid.py @@ -0,0 +1,83 @@ +import torch +import torch.nn as nn +from scipy import linalg +import numpy as np +from tqdm import tqdm + +CLF_HIDDEN = 2048 + + +def make_inception_feature_extractor(device): + classifier = torch.hub.load('pytorch/vision:v0.6.0', 'inception_v3', pretrained=True) + classifier.dropout = nn.Identity() + classifier.fc = nn.Identity() + classifier.eval() + classifier.to(device) + return classifier + + +def calculate_frechet_distance(mu1, sigma1, mu2, sigma2, eps=1e-6): + mu1 = np.atleast_1d(mu1) + mu2 = np.atleast_1d(mu2) + + sigma1 = np.atleast_2d(sigma1) + sigma2 = np.atleast_2d(sigma2) + + assert mu1.shape == mu2.shape, \ + 'Training and test mean vectors have different lengths' + assert sigma1.shape == sigma2.shape, \ + 'Training and test covariances have different dimensions' + + diff = mu1 - mu2 + + # Product might be almost singular + covmean, _ = linalg.sqrtm(sigma1.dot(sigma2), disp=False) + if not np.isfinite(covmean).all(): + msg = ('fid calculation produces singular product; ' + 'adding %s to diagonal of cov estimates') % eps + print(msg) + offset = np.eye(sigma1.shape[0]) * eps + covmean = linalg.sqrtm((sigma1 + offset).dot(sigma2 + offset)) + + # Numerical error might give slight imaginary component + if np.iscomplexobj(covmean): + if not np.allclose(np.diagonal(covmean).imag, 0, atol=1e-3): + m = np.max(np.abs(covmean.imag)) + raise ValueError('Imaginary component {}'.format(m)) + covmean = covmean.real + + tr_covmean = np.trace(covmean) + + return (diff.dot(diff) + np.trace(sigma1) + + np.trace(sigma2) - 2 * tr_covmean) + + +@torch.no_grad() +def calculate_activation_statistics(dataloader, model, classifier, device): + classifier.eval() + upsample = nn.UpsamplingNearest2d(size=(128, 128)).to(device) + batch_size = dataloader.batch_size + examples = len(dataloader) * batch_size + input_acts = np.zeros((examples, CLF_HIDDEN)) + output_acts = np.zeros((examples, CLF_HIDDEN)) + + for i, (image, label) in enumerate(dataloader): + b_sz = image.size(0) + input_img = image.to(device) + output_img = model.sample(b_sz) + input_act = classifier(upsample(input_img)) + output_act = classifier(upsample(output_img)) + input_acts[i * batch_size: (i + 1) * batch_size] = input_act.cpu().numpy() + output_acts[i * batch_size: (i + 1) * batch_size] = output_act.cpu().numpy() + + mu1, sigma1 = input_acts.mean(axis=0), np.cov(input_acts, rowvar=False) + mu2, sigma2 = output_acts.mean(axis=0), np.cov(output_acts, rowvar=False) + return mu1, sigma1, mu2, sigma2 + + +@torch.no_grad() +def calculate_fid(dataloader, model, classifier, device): + m1, s1, m2, s2 = calculate_activation_statistics(dataloader, model, classifier, device) + fid_value = calculate_frechet_distance(m1, s1, m2, s2) + + return fid_value.item() \ No newline at end of file diff --git a/homework/4-Glow/glow.py b/homework/4-Glow/glow.py new file mode 100644 index 0000000..83db7fc --- /dev/null +++ b/homework/4-Glow/glow.py @@ -0,0 +1,344 @@ +import torch +from torch import nn +from torch.nn import functional as F +from math import log, pi, exp +import numpy as np +from scipy import linalg as la + +logabs = lambda x: torch.log(torch.abs(x)) + + +# based on https://github.com/rosinality/glow-pytorch/blob/master/model.py +class ActNorm(nn.Module): + def __init__(self, in_channels): + super().__init__() + self.loc = nn.Parameter(torch.zeros(1, in_channels, 1, 1)) + self.scale = nn.Parameter(torch.ones(1, in_channels, 1, 1)) + self.initialized = False + + def initialize(self, input): + with torch.no_grad(): + channels = input.size(1) + flatten = input.permute(1, 0, 2, 3).contiguous().view(input.shape[1], -1) + mean = flatten.mean(1).view(1, channels, 1, 1) + std = flatten.std(1).view(1, channels, 1, 1) + self.loc.data.copy_(-mean) + self.scale.data.copy_(1 / (std + 1e-6)) + + def forward(self, input): + _, _, height, width = input.shape + if not self.initialized: + self.initialize(input) + self.initialized = True + log_abs = logabs(self.scale) + logdet = height * width * torch.sum(log_abs) + return self.scale * (input + self.loc), logdet + + def reverse(self, output): + return output / self.scale - self.loc + + +def add_dims(x): + return x.unsqueeze(2).unsqueeze(3) + + +class InvConv2dLU(nn.Module): + def __init__(self, in_channels): + super().__init__() + + weight = torch.randn(in_channels, in_channels) + q, _ = torch.qr(weight) + q_LU, pivots = q.lu() + w_p, w_l, w_u = torch.lu_unpack(q_LU, pivots) + + w_s = torch.diag(w_u) + w_u = torch.triu(w_u, 1) + u_mask = torch.triu(torch.ones_like(w_u), 1) + l_mask = u_mask.T + + self.register_buffer("w_p", w_p) + self.register_buffer("u_mask", u_mask) + self.register_buffer("l_mask", l_mask) + self.register_buffer("s_sign", torch.sign(w_s)) + self.register_buffer("l_eye", torch.eye(l_mask.shape[0])) + self.w_l = nn.Parameter(w_l) + self.w_s = nn.Parameter(logabs(w_s)) + self.w_u = nn.Parameter(w_u) + + def forward(self, input): + _, _, height, width = input.shape + + weight = self.calc_weight() + + out = F.conv2d(input, weight) + logdet = height * width * torch.sum(self.w_s) + + return out, logdet + + def calc_weight(self): + weight = ( + self.w_p + @ (self.w_l * self.l_mask + self.l_eye) + @ ((self.w_u * self.u_mask) + torch.diag(self.s_sign * torch.exp(self.w_s))) + ) + + return add_dims(weight) + + def reverse(self, output): + weight = self.calc_weight() + + return F.conv2d(output, add_dims(weight.squeeze().inverse())) + + +class ZeroInitedConv2d(nn.Module): + def __init__(self, in_channels, out_channels, padding=1): + super().__init__() + + self.conv = nn.Conv2d(in_channels, out_channels, 3, padding=0) + self.conv.weight.data.zero_() + self.conv.bias.data.zero_() + self.scale = nn.Parameter(torch.zeros(1, out_channels, 1, 1)) + + def forward(self, input): + out = F.pad(input, [1, 1, 1, 1], value=1) + out = self.conv(out) + out = out * torch.exp(self.scale * 3) + return out + + +class AffineCoupling(nn.Module): + def __init__(self, in_channel, filter_size=512, affine=True): + super().__init__() + + self.affine = affine + + self.net = nn.Sequential( + nn.Conv2d(in_channel // 2, filter_size, 3, padding=1), + nn.ReLU(inplace=True), + nn.Conv2d(filter_size, filter_size, 1), + nn.ReLU(inplace=True), + ZeroInitedConv2d(filter_size, in_channel if self.affine else in_channel // 2), + ) + + self.net[0].weight.data.normal_(0, 0.05) + self.net[0].bias.data.zero_() + + self.net[2].weight.data.normal_(0, 0.05) + self.net[2].bias.data.zero_() + + def forward(self, input): + in_a, in_b = input.chunk(2, 1) + + if self.affine: + log_s, t = self.net(in_a).chunk(2, 1) + # s = torch.exp(log_s) + s = F.sigmoid(log_s + 2) + # out_a = s * in_a + t + out_b = (in_b + t) * s + + logdet = torch.sum(torch.log(s).view(input.shape[0], -1), 1) + + else: + net_out = self.net(in_a) + out_b = in_b + net_out + logdet = None + + return torch.cat([in_a, out_b], 1), logdet + + def reverse(self, output): + out_a, out_b = output.chunk(2, 1) + + if self.affine: + log_s, t = self.net(out_a).chunk(2, 1) + # s = torch.exp(log_s) + s = F.sigmoid(log_s + 2) + # in_a = (out_a - t) / s + in_b = out_b / s - t + + else: + net_out = self.net(out_a) + in_b = out_b - net_out + + return torch.cat([out_a, in_b], 1) + + +class Flow(nn.Module): + def __init__(self, in_channel, affine=True): + super().__init__() + self.actnorm = ActNorm(in_channel) + self.invconv = InvConv2dLU(in_channel) + self.coupling = AffineCoupling(in_channel, affine=affine) + + def forward(self, input): + out, logdet = self.actnorm(input) + out, det1 = self.invconv(out) + out, det2 = self.coupling(out) + + logdet = logdet + det1 + if det2 is not None: + logdet = logdet + det2 + + return out, logdet + + def reverse(self, output): + input = self.coupling.reverse(output) + input = self.invconv.reverse(input) + input = self.actnorm.reverse(input) + + return input + + +def gaussian_log_p(x, mean, log_sd): + return -0.5 * log(2 * pi) - log_sd - 0.5 * (x - mean) ** 2 / torch.exp(2 * log_sd) + + +def gaussian_sample(eps, mean, log_sd): + return mean + torch.exp(log_sd) * eps + + +class Block(nn.Module): + def __init__(self, in_channel, n_flow, split=True, affine=True): + super().__init__() + + squeeze_dim = in_channel * 4 + + self.flows = nn.ModuleList() + for i in range(n_flow): + self.flows.append(Flow(squeeze_dim, affine=affine)) + + self.split = split + + if split: + self.prior = ZeroInitedConv2d(in_channel * 2, in_channel * 4) + + else: + self.prior = ZeroInitedConv2d(in_channel * 4, in_channel * 8) + + def forward(self, input): + b_size, n_channel, height, width = input.shape + squeezed = input.view(b_size, n_channel, height // 2, 2, width // 2, 2) + squeezed = squeezed.permute(0, 1, 3, 5, 2, 4) + out = squeezed.contiguous().view(b_size, n_channel * 4, height // 2, width // 2) + + logdet = 0 + + for flow in self.flows: + out, det = flow(out) + logdet = logdet + det + + if self.split: + out, z_new = out.chunk(2, 1) + mean, log_sd = self.prior(out).chunk(2, 1) + log_p = gaussian_log_p(z_new, mean, log_sd) + log_p = log_p.view(b_size, -1).sum(1) + + else: + zero = torch.zeros_like(out) + mean, log_sd = self.prior(zero).chunk(2, 1) + log_p = gaussian_log_p(out, mean, log_sd) + log_p = log_p.view(b_size, -1).sum(1) + z_new = out + + return out, logdet, log_p, z_new + + def reverse(self, output, eps=None, reconstruct=False): + input = output + + if reconstruct: + if self.split: + input = torch.cat([output, eps], 1) + + else: + input = eps + + else: + if self.split: + mean, log_sd = self.prior(input).chunk(2, 1) + z = gaussian_sample(eps, mean, log_sd) + input = torch.cat([output, z], 1) + + else: + zero = torch.zeros_like(input) + # zero = F.pad(zero, [1, 1, 1, 1], value=1) + mean, log_sd = self.prior(zero).chunk(2, 1) + z = gaussian_sample(eps, mean, log_sd) + input = z + + for flow in self.flows[::-1]: + input = flow.reverse(input) + + b_size, n_channel, height, width = input.shape + + unsqueezed = input.view(b_size, n_channel // 4, 2, 2, height, width) + unsqueezed = unsqueezed.permute(0, 1, 4, 2, 5, 3) + unsqueezed = unsqueezed.contiguous().view( + b_size, n_channel // 4, height * 2, width * 2 + ) + + return unsqueezed + + +class Glow(nn.Module): + def __init__(self, config): + super().__init__() + self.block = nn.ModuleList() + n_channel = config.in_channels + self.n_block = config.n_blocks + self.n_flow = config.n_flows + self.blocks = nn.ModuleList() + for i in range(self.n_block - 1): + self.blocks.append(Block(n_channel, config.n_flow, + affine=config.affine)) + n_channel *= 2 + self.blocks.append(Block(n_channel, config.n_flow, + split=False, affine=config.affine)) + self.device = config.device + + def init_with_data(self, batch): + b_sz, n_channels, input_size, _ = batch.size() + self.z_shapes = self.calc_z_shapes(n_channels, input_size, + self.n_flow, self.n_block) + + def calc_z_shapes(self, n_channels, input_size, n_flows, n_blocks): + z_shapes = [] + for i in range(n_blocks - 1): + input_size //= 2 + n_channels *= 2 + z_shapes.append((n_channels, input_size, input_size)) + input_size //= 2 + z_shapes.append((n_channels * 4, input_size, input_size)) + return z_shapes + + def forward(self, input): + log_p_sum = 0 + logdet = 0 + out = input + z_outs = [] + + for block in self.blocks: + out, curr_logdet, log_p, z_new = block(out) + z_outs.append(z_new) + logdet += curr_logdet + + if log_p is not None: + log_p_sum = log_p_sum + log_p + + return log_p_sum, logdet, z_outs + + def reverse(self, z_list, reconstruct=False): + for i, block in enumerate(self.blocks[::-1]): + if i == 0: + input = block.reverse(z_list[-1], z_list[-1], reconstruct=reconstruct) + + else: + input = block.reverse(input, z_list[-(i + 1)], reconstruct=reconstruct) + + return input + + @torch.no_grad() + def sample(self, n, t=0.5): + z_sample = [] + for z in self.z_shapes: + z_new = torch.randn(n, *z) * t + z_sample.append(z_new.to(self.device)) + return self.reverse(z_sample) \ No newline at end of file diff --git a/homework/4-Glow/hw4.ipynb b/homework/4-Glow/hw4.ipynb new file mode 100644 index 0000000..18f4847 --- /dev/null +++ b/homework/4-Glow/hw4.ipynb @@ -0,0 +1,2040 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "_5Z4HF0PxMtI" + }, + "source": [ + "В данной домашке предлагается воспроизвести результаты статьи [ArXiv:2006.08545](https://arxiv.org/abs/2006.08545), изучающей поведение NF на Out-Of-Distribution (OOD) данных (т.е. тех данных, которые поток никогда не видел и которые находятся за пределом распределения обучающей выборки)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "tteyvHv666PO", + "outputId": "e33d7f34-b339-4f5d-88f5-ec0dfcf8573f" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: wandb in /usr/local/lib/python3.7/dist-packages (0.10.23)\n", + "Requirement already satisfied: requests<3,>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from wandb) (2.23.0)\n", + "Requirement already satisfied: python-dateutil>=2.6.1 in /usr/local/lib/python3.7/dist-packages (from wandb) (2.8.1)\n", + "Requirement already satisfied: promise<3,>=2.0 in /usr/local/lib/python3.7/dist-packages (from wandb) (2.3)\n", + "Requirement already satisfied: GitPython>=1.0.0 in /usr/local/lib/python3.7/dist-packages (from wandb) (3.1.14)\n", + "Requirement already satisfied: Click>=7.0 in /usr/local/lib/python3.7/dist-packages (from wandb) (7.1.2)\n", + "Requirement already satisfied: six>=1.13.0 in /usr/local/lib/python3.7/dist-packages (from wandb) (1.15.0)\n", + "Requirement already satisfied: sentry-sdk>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from wandb) (1.0.0)\n", + "Requirement already satisfied: protobuf>=3.12.0 in /usr/local/lib/python3.7/dist-packages (from wandb) (3.12.4)\n", + "Requirement already satisfied: psutil>=5.0.0 in /usr/local/lib/python3.7/dist-packages (from wandb) (5.4.8)\n", + "Requirement already satisfied: subprocess32>=3.5.3 in /usr/local/lib/python3.7/dist-packages (from wandb) (3.5.4)\n", + "Requirement already satisfied: PyYAML in /usr/local/lib/python3.7/dist-packages (from wandb) (3.13)\n", + "Requirement already satisfied: pathtools in /usr/local/lib/python3.7/dist-packages (from wandb) (0.1.2)\n", + "Requirement already satisfied: docker-pycreds>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from wandb) (0.4.0)\n", + "Requirement already satisfied: shortuuid>=0.5.0 in /usr/local/lib/python3.7/dist-packages (from wandb) (1.0.1)\n", + "Requirement already satisfied: configparser>=3.8.1 in /usr/local/lib/python3.7/dist-packages (from wandb) (5.0.2)\n", + "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.0.0->wandb) (1.24.3)\n", + "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.0.0->wandb) (2020.12.5)\n", + "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.0.0->wandb) (3.0.4)\n", + "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.0.0->wandb) (2.10)\n", + "Requirement already satisfied: gitdb<5,>=4.0.1 in /usr/local/lib/python3.7/dist-packages (from GitPython>=1.0.0->wandb) (4.0.6)\n", + "Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from protobuf>=3.12.0->wandb) (54.1.2)\n", + "Requirement already satisfied: smmap<4,>=3.0.1 in /usr/local/lib/python3.7/dist-packages (from gitdb<5,>=4.0.1->GitPython>=1.0.0->wandb) (3.0.5)\n" + ] + } + ], + "source": [ + "!pip install wandb" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "KWOtmfv2xMtX" + }, + "source": [ + "## (0.3 балла) Обучить Glow на CelebA, добиться нормального качества генерируемых картинок\n", + "\n", + "При невыполнении этого пункта все остальные пункты зануляются" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": true, + "id": "tjzfzQG4yZWi" + }, + "outputs": [], + "source": [ + "import os\n", + "\n", + "import torch\n", + "import torch.nn as nn\n", + "\n", + "import torchvision\n", + "import torchvision.transforms as transforms\n", + "from torchvision.utils import make_grid\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "from PIL import Image\n", + "\n", + "from tqdm import tqdm_notebook as tqdm" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 103 + }, + "id": "ZFz0rbVqyaFS", + "outputId": "e5705225-51eb-4db4-f6e5-1d37e62528ac" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Downloading...\n", + "From: https://drive.google.com/uc?id=1p8YKs8uczGWj8lmHVhak-bNTNxdXbKBb\n", + "To: /content/celeba.zip\n", + "2.73GB [00:38, 71.5MB/s]\n" + ] + }, + { + "data": { + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "string" + }, + "text/plain": [ + "'celeba.zip'" + ] + }, + "execution_count": 6, + "metadata": { + "tags": [] + }, + "output_type": "execute_result" + } + ], + "source": [ + "import gdown\n", + "url = 'https://drive.google.com/uc?id=1p8YKs8uczGWj8lmHVhak-bNTNxdXbKBb'\n", + "output = 'celeba.zip'\n", + "gdown.download(url, output, quiet=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": true, + "id": "dKW9LJ4oycqP" + }, + "outputs": [], + "source": [ + "%%bash\n", + "\n", + "unzip -q ./celeba.zip\n", + "rm -r ./celeba/celeba/img_align_celeba\n", + "unzip -q ./celeba/celeba/img_align_celeba.zip\n", + "mv ./img_align_celeba ./celeba/celeba/img_align_celeba" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 866 + }, + "id": "aSAavro-yf1J", + "outputId": "be466bbd-81e7-4353-a0e6-5884219f9bfc" + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1cAAANRCAYAAAAPm0btAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy9zY8kS3In9jNz98jMqur33gznDUecJXdnKXL5F+gonRaQTroREk+CDnsSoJMAnXTTkYDOXEAHncR/YIEFdNKVugiCtKK0XOxqR+SQfF/dXR8Z4e5mOpi5h0dWVnV1v/c4PaO0RnVmRmZEeLibm9vPvpxUFRe60IUudKELXehCF7rQhS50oW9H/MtuwIUudKELXehCF7rQhS50oQv9OtAFXF3oQhe60IUudKELXehCF7rQd0AXcHWhC13oQhe60IUudKELXehC3wFdwNWFLnShC13oQhe60IUudKELfQd0AVcXutCFLnShC13oQhe60IUu9B3QBVxd6EIXutCFLnShC13oQhe60HdA3xu4IqL/kIj+nIj+JRH919/XfS50oQtd6EIXutCFLnShC13oYyD6Pva5IqIA4P8C8I8B/BzAnwH4T1X1//jOb3ahC13oQhe60IUudKELXehCHwHF7+m6/x6Af6mq/woAiOh/BPAfAzgLrojospPxhS50oQtd6EIXutCFLnShXxX6QlU/Pz34fYUF/hTAvx0+/9yPXehCF7rQhS50oQtd6EIXutCvOv2bcwe/L8/VO4mI/gmAf/LLuv+FLnShC13oQhe60IUudKELfZf0fYGr/xfAbw+f/54f66SqfwLgT4BLWOCFLnShC13oQhe60IUudKFfffq+wNWfAfg9IvoZDFT9JwD+6KUnf/rJJ/j9f/dnuDocoJqhUlHyjOPDLWqtmO8zylJRa8GyHAEA+/0OMQWokv8BtVaoKqZpwm63AxEQQIACeZmx5AUiiiIVCkXkiBAYBAIjAABEBKL2m7ksUFUQM4gYtQhK9u9rhagihIAQAwiwPwKYGMwegakKBVBKQSkVgEIAEBGmGJBiwNX1AT/80W8gTQk8RVC7npJdgwAle0+qAAgrOqXh3YBZX1S45Pxv6PTN9wSFdXi3wu3TmxHO07dr3Lws+L//1c/xxVev+zFmxs3NNaYUoWpdaN1OILIxI7KRDoE3n4lai8japK1lrX3+LROY7dwQgl0DdPI42o8R4PxHQL8foM4bOpymuv1sbfAjOnzjPKm6vocq9PS9n7O+jtf1z6p2j+FeK+upv9/ep//Sf7jh5sbyjd+HZx7fj9Tuod5AUVmfTaS3hfwa7K+B2eYrM5htHJh9PJl8bNa26HBDPelDGfpMRPx1fC/D77e8/zBnzDn3IyEE/O7v/i5+67d+69Gzfig9N0uemmGPzn00rv5JtfcVhvny/BXfddcL/V3TX/7lX+Iv/uIvUGvtx/a7CYf9DjZLbdBDiIgxIoSAaZrARKi1QqSg1oq8ZKgK2hhzYKRoqof9rqKUimVZbE74vUSkz9ct/9Dm/TleFlGI2rmrxG3zdpVlBJvXm8JeTURu5NBwT9XNPckbGJgRYzKZwmz9IIJSCkTFdAnRM8/zQurLP22PPTOZ9eTLdi6tk3P9jmh7jmIj87cqxOnnZ5r9zMOefve4wBp5f2+P33z2GX7827+DmNL6zUm3EAAGgX1NjcxgWsdLVVFVILA1QtTXBCgYhCkETMH0QH4kn1aZ9tJ+EOfVuZh8VwAyjsP2xZ6ryc+Te3SeJiD4K4OsnQTIwOON09sHHS6gj/4f5t/Q64p1vrSrtXctt6jpPNbXvn4S+Vo6tmHlHSW7dm1rpY+JAhCsOsZ3oXKOfXhu2qz9feY4gOX4gL/9N/8Pjre3L7rf9wKuVLUQ0X8B4J/Dxv6/V9X//aXn//7v/gP8N//Vf4l/+Pf/HnJ+g1Ju8fabv8Vf/uv/Ew939/jrf/01Xn9xj9vb1/jqy78CMfDv/PTHePXJDUQCagmoIri7v0cuBZ//6HP85Ce/iciMPRisii+/+AJffvEFlpLxdr5DFcHN4RpXuytECphoB1LCMWcsteDt8Q5//fYLVKkIaQ8KCce7jLdfHbGUitcPD5hzwdXVHjevrsBEiAwwEXYpYb/bmaInChXFm9dv8fbtLYSAQgpiwuef3uDT6z1+9ns/w3/wj/99fPLDT7H7/FOkT67AQkhirCuRoWxCh/okYVcXgTYFCApSBakAvtBAB+7pCnCbXCuC6BOF7Bt6JExOlcLvgHzRIqi1V2FtX29nz9Ybsk7x9VWgrVO87S+hv/nbr/Hf/nf/A/6n//l/6cd2uwm/+7PfwQ9/8BlEFLXKBgSFEBDYwPR+v7f3IYCDLayBDKirSn82GSUxEWKKmHY7hBBwOFwhpWhgfNPZCobxEjFjmhKIGRwSOEQogAqGqgtwBUSB4n1W/XNT6q0zqws5gYoZIWopUFGIVNRqIMAMFIJa2zHxY0AVQMSuXWt7rajteg1I+ACKX1thJ7R7i3hb/NUMEu3V+om5KSyMEKP1r/f1qG5IAzci3biSlwVVKiQXlGX2xdNmS2JGCowYGFe7hBgCdlPELiUEZjNwMLnyGDfjP4Kn6saVWgtExJTFnFFFMB9nFFcyZ2/LPC+oYgpXlXVxExH8/G++xF99+U1nk8PhgD/6oz/CH/7hHz6rqJzS6WK5/XJUV9p8aUvgaKB5dNoAxu1cdbnWxhiqblCiPnZuCxiuM7bKwRj9crddfGnl3Kd+9xTY/1UkVcWf/umf4o//+I9xOygTv/GDz/A7P/0JiAhVjA9ubl7h5uYGh8MBP/78c6SUcLx/i+PDHR7uH/DVF1+glAIwA0Q47Hf49JNXIAD3d7eYlxlv3r7FF19+ZXPCldAlL1iWGYCaskZuEtGmIdssNl50Y5N/Ps4Lsiuw47pBRD5fC4AVBIkbP/zhuwZq61EzgJl8aYCv8UGTS7vdDp+++hQxRux2O6SU8PDwgNdv36CUgof5iJzLFtj0Fx10zxGAjYYkfw7/shl+1OXs1timwxxfjRfNONeNRt34MfJum9PSjUG11NV41teSE+B2en88PSfa8fG7cV5Z++070TZeK/327/8j/Ef/2X+OVz/4IaSpAYM6EF3pn4ixp4DIAa+mCVMIYAICEbIKbmtGUcFcM5aSwVAkVUQi/Pj6Gj/YHxBAmMgMmtr7cXhWa/CjZzSy9UkAZBAKgF988w1+8eY1KoClsTOz/Q1anDCgZMCKu/HUeN/4WhEAXAVCJPJnZZs7qKhtHB01qNrVVXTVB0agA1urKxnfZAgqBEqAuE7Fzn+shAAGt74mew0AIjOuU0Rixi5G73MC+9m1uqEBQGUDcceasdSKWSruc0ZVxQJFgbW1djDmgzwgoYGDzvJS+w3pwCaKoR/d4IIG9lYaAdcXP/85/vmf/FP8/F/8iyfGekvfW86Vqv4zAP/sQ849HA742d//bfyj3/uHWJavUfIbfPPlhJS/wN3bt+Dbil1m7GmB3EcwE370ao/PPruC1IBaE0oVvA3AkjN+/NkNfvqjz5CYcaCAoMC+LkjLPea8YIoFVQSfXB9ws79CpIgd7UFKeMgLllKwj4IlJ2RlxGkChYT7CuhUsRBjmReABfsQcJ1MIUtsk3i/2+FwAq7k4YgaAgSKzAAx4SZFfLqb8Pmra/yD3/oxPvv8h7j66W9g+uwGQQipOrhKDq6AwQLB2NQnUV96BnDVgZiO7OispVv7QFOGVoC1VbSeV0RWYf6Sw5vrtXaotb2BrJWabYQ2n9vl+3TZAKxHN3tkOnx1fYWb66vNMSbG4bDHq5sb1CobcMXMBq5CQIwRV1dX/XMIAUyM5N7KvtA1YTa0K00Tdvs9Yoy4vr5GcqWem6KpslrhCKt1OARwTKAQoSAHV2RCE0BVQnas3MCVeWHFlYfioM/BVbOwuuAzi/L2dXtMV3AlhFztOUspHTQUB1mCtihrB16oxe9rFm47VmHwcOW/wNh4k5itv5m5v54u0A0UtvbmZbFnyxklBjRTBANIgbELjBgCbg4TUgw4TAn7KSGEgN1usnul1Mc9utW98WytFaWU9fn983ExAHWcEnKpmOcZxzmgVkEKjFIqqqxeLACoIt2q3yiEgJ/85Cf4gz/4gxcp79vF4fE83XgST757Dli1c1sfj+9F/LMrY8zsnkBCiPwIXJ1rLRG/6Pm+D3oJsHrJb35dAJaq4jd/8zfXiAunFAOuDnsQEUo1vr2+PuDVqxtcX13hN374A+ymCff7iPlhwt2UUOZ75GUFV1eHA37wySsQAZEV85FRy4LbKaKIoKp7o7RCqvVnZIB5VRABuGppCqdo84JYe3Nh1Mobq/cYWSDmMnDgz2AdAVOza1M39jRww1AIbe3eq6xiTCkhxYi9gyuRivgQoFBw5m4s2vBI0/Ta05zwzykQaa9tbJR4A2bsOQBTqLeLbrvOKDefAjrtuUQEyoTu9B+e+yk69wzPPdMTV7FR6EbUtc/3V9f4/Ke/jU8//xzKWG3G3uYIAwI7CjiQeaA+3e0wcUBgQiAgq+BNXZBFcCwLZgdXkwoiEX766hP86HDdgUszWWMApM9SW+iVIESYQSiqmL76CvT1V6gA5gagmEGBNtqMEkHIwb00Jax/azxFhFeBMTFhR4wrDhCs4EoauFJf9ZTcq7sC5BFcCBTVXxdUFIgdI7F2uO4VsIKrRHY8AYhESMx4NSUkZuxTxD4mO8f7sBbTpYSAwgqB4r4smGvFsRbc5gVVFUcVFJj+0sHViKDPqnjDmnYir9l5abhC95zJwF0NZJ0Oo4hg2u+fH/OBfmkFLd5NzSoUwHGHmPbY7a5Rs2C3v8XuMCMdgyuhipIr5mMGMyG4EDaFjCG14ng8QmLE1eEKkQPSlDBNEyoU9DAsnGxWrFKqMUSI2IeIh3I0a6y4F0IFTIRpigC5kIYdL6VYiEBimyAqKLWatZ0D1AUxMxsruMKbc8bDwxF3d3d4/c1rcAqYfvQJDs7U3WqxxUEfIT0hdD4WneOlyo8L0c1s/K7oBGhuw+6+h/u9k6hb41628P3qkU2bU8PCesws4KM1q4EJfMB8a2iiWSkIIO4Wi3WRGEMv7Nh3ObW3Ksl67H2peQFrdRAuJiObdbt5Og1cASlGMxQExrSbXN6RexpPla1fCsNf6AOolILjw4OBK1fMQghmxCkFn37yCrUa+Lq6uoJIda9+7h4pZjJPlipKzs5PYqADgHqIlv022Mo3GMssGgCAW+YdVkDV8JvqKrpPmb8ZBRowWaMgViNYN1h2eewefm0X1JNrunLqXuweEgztHjFtLn6nRyF4L6RT+Tx60J8KsXtkxR+8Sw1kPeVdav0kpGBWs3890eanPFdP0fibR14rjPL5vABuxt8uPTZG4BWsCizUrKgZ1drJFg6I/qr9K/NmrsaeEwXgJeJq0NRJ4ekbbmSt1f4cVCmtyrxd2uGOVj+HAGlmLx6eUxGZseOEfQy4iQmfpB0AD4UHVmMu4IYJuDdLh9c1LL8CqLAwvbuSsUjBXArulhkKsflIhECE6P20CwGBzJmQyEICdzEgMmEKjCkYLItk6S2VCMLsXilbV5q5PBAhcgCpInpcIHnb1i5tx853+3ZVPSE6B6IeCwrCOiYdt7+nPvTRgquGpokDgk6IcYdp2qNMBdOUkKaAGAOIGApBLRUlF8QYkSIhqA08E0GkYl5mQ67MCDEgJlv8s4cHtMFrzFelgpQQpwkcIlJIHrvrk18UxEBMAaJqRjmY5dZi1BXqE0HcYg8OiMHQPge2PA4X5qpAyQVzIDw8HHH79hbTfsIPcgGrhzuMEuS5jrvoKQN9uw75vruyL+jbo6sA+SXRryO4AraCdWsnfAyoBj3r/akD82Fh7vN3BFFbQKXj77/FrfWZz4+aOZCeOd6VRhHkXLAsC2pVfxX31NUOrgBgmibsPdyVmYFotmRQCwF8rhUfJz3KzTnz/a871VotVI8ItTYAxOY5AvDw8AAAuNpP2E075JwxTRMAdCs6EaPU5i2vlq8sDg7Iwqirhy+bcq8g8tyrYS6JjFCnyflmDGvyazVYjWN3qjRr/xH899txtvYNdxu/b7qDrIKj51L6nDAPwTrjh5Pfq//PGb+eA0etrY/zZfXRdZ4630J8BY5/BxDyuJ/Gcz8kzHZjYHwnURexp6oxtTYA3TNRoWZM918IGrAadL9+7uqp2kbJvJCc9TqXDQuLikKreQO3BjfvA7RgV0/n6CjAL6ot+NWiWSZm7EPEVZrwye5gvtt2P4wgdf1r6QlrbrDxrwDmLRLBRISHTLiHYClmNOAYQO7AiGTeqIkDYiAkj9aKRBZqz+srk/3ePFgG1kkFS6mQYSW2dBoGqSKodpDI6+M8qdGNwOq5Na/3xQBox1WyAatz6+j70EcLrgA40wWAAygkxLRHmgrilJAmRkwBHAJUzNWZl4LA4hYX7XkaooolZ8QW4sAMDsFCfUpGIEKBCQPpuT4eIUqMwB4OxAGVxZMFKwhADIQaqQMvAB4+ZozbEgtFFaxrEn2zCpkuYvcUUYjnZtze3mI67FCW7F87i60GmUfUI8T1MWvRyXs9eX9OGKrixU6ebTu+hbrkkrLHoCuZZDp5Xh3u8vy9xg77gFaRj9fJ4ZcuHJvVaGjR2bOboGsL3ulC2H6GVQ94ryfqgw0T0ERr05pe8swi/UE0PscpT9LWOqTrfxhVpu9G+e4PuCpQaHHWW8BzXgXaKgAv6xNXbprnCuMfTJGEbu75Yr56jlQ3vHKe284KkOEMX6ZcQczuYci54OHhCBHBsuTuvWp5eBgWaigQo4XJ1ipIKSIinliFT5t+qgB/XPQxtunvmhSuBCXLQYxxDZntMpnWPKUxdLSKwtKFA0BAShFEO8zzYpEmqiBWV6YUgBXTaJ6qdUFygO54xkDbYK5oXh04Lw5EDswezYFh0pyuh6NBoM3/TcEAtbAhK5JlCmEuGfPx6OBxCG/vbdNB3rVHWwHRU3QaHvhU3lL7/JQH66nrjucSkecwr3mTp/3w1Pnv8lo91+53gs4uRlsfDOf5GtrW0ua5ytVC4Qubwl9UkaVaKKp7HIPLJiY+8Vw9T0+CTBAaJu8gu+WyEQ8ysxnPDVg1nlJ4vpXSkOnQ+EXXqg+ioOaCay1WAINBYJXq6zJIrfNc2RMAAYpKhESE3ECGhwCva2fLwxJUrUAlL6hhwFRbCK8KgOZOHufT+nwr/5vu2nQdc46we7bWX64z5nGfP8k1NK7wW33u9Frb9X/9Nuj7aSIfL7hqOhBHEBPidIX99acAAg7XexyuI3Z3ESlNqKUiLxZpGsMOkQEhy6OwQgQVd3d3gKq5t2NA9FyXIhUxRLOkqWCpC4JGQC2kj5mRYsLkf6qKRSuKZDAFTLtoHqnICF5kopQCRcCkAoK5P1nFQI8rsMHBnZYKqhXq7Vyy4Pb2Dn/zi79BrgW/dfszoHjMc7COsdjRtZ/W6TZ2Hz0+Omj1I07vaP89rE3vGLqX0xmE0BeZJhy2M+r8Sd9tq86cty564+I6/j06rS1+XVzS09a+c9c5A8yGE5757pmnaYBqlLIdcNjB0wXzJVZO//W6yvXrPtFGv39ThJrI24KY936854kIbgMDWpkNv7dQg3QWfmtLwgi2Wpte2qimiZjCqf5Zx7/hXiuw+y7DAnX4O3mQd95lTfKXKrh/eMDxeMQ8L7h9e2dV4HLp4YLSEjLcwjpNE3bTjBgjahXEGLHf77Hf76yyJidPqve7DaxywS8fOal5lHaHA0KwQi8cIkKMq2LE1HNPWzGgXApKFUAjpmRgbH84gOmAXCrSmzcAEYoCaEoVjUZP7VU7AbjyC88T1U2oXzOsWpiqhayOhWja/JfTUL1u22mAxPjR0sVcPXtC5pdScHd3b0rh/T2IrVrgkjNa6NXqEdnKu21I3Ta56Vz43hiydxoe2M455xFq75/KgRo/t2IW3lh7YU9ReCFgO3f/dv3TtfSZs88cW5Fe01+Gb9C8iRWCAoZoxV02YG8VBI0DZkiPLKqqCCAwBS8q5QALG1zwzmc7+dJapAJxL3/1vFyBQjTCZK1AtAnBVblTMFgIXLFpB0O7LkHV+bMqqMpW9yPBGlIrWPP7yI1+xkNBt9m2RRVzBmoBHlQgpaAqQGlCIPL10sIslyqW/ShkrjQmVE5gMFTZ5h/UaqoRQdXXRG3hti2v3Hg6OOoKCqj7F0VsrnigZIuUXMf7Ub9j8yXBrtf67rnSSafXa8O7e8d5p/TRgquu68HT6CiAQ0KICSEyQrTy1yGwuVlVUctQ6hQtWdUGsXiC+7qArzlZROTV2czDRCqbqUqgPtmY2RLv1RM+2QX5Rjh67gGMAbswHq/p1yJuJWpXi2+tFcd5xvE4W5Ue0a4E0iOGel4ZWw08q+Vj9RYMyuxTig2dHDwjSJ6DOu+EQV0Xb8mrevqVT8inL/FSZfRDIFlr2wdjs3aNR0vA2pWjBfRRmGB/P7T+W6KObpPZANYT/Pptrv8sKBzuv3LncG777nGXf7jXgB4xdu9VXXWp5qVpc/UUPJ8Lrdlcc/xNAzXDvO/jffa9B4N8wAA8ubhvjuvJoeelhnrbWxGUVqSj5Iyc8xPgqslq6nmngCmdpqzVoS9XJW8dme2K+JK8jW9D/38P8fsQamMHbQo597mlA7+s39OZWd65sQOkvtUBUZeVZ04AMK4Vz3HxeK2Tc5/yMnQjkw7yYmtYeo5nVC3yxPKstYOrrgs8ee4KmN7XuHkKuFo7Tq/3oddWBwcm0qmpZM/OzXf10Wiwe9fv393IduHNXTYfxa14VQWipv+Tukerqe9t2aWhT7vXaoyTWdemp8DrtiXU14AG8jfrSXvf+3pc/8d1qN/I+J6s4JcCgFSoMLQWSMnjnQESe0JCB1eEFopoenV7Tgb8OBC0mf5aG4e+pbVXFM1rjF4UQrANubR8SvZQwKYTr+dv/jb6zuPBfrxWPP7dqb7b1Lfg54+l3+jceeNRG2ioAokeF+R/jj5ScDV2mHUFxx32h09AYOyv9thfBRyuEg6HAxYuKCVjmRcc9hlQCw2MIUASoahgmR8QAmMpGVmqWd52O5RaMHlVH1HFnGckmpB4ELBqccf7aQIRkLWgqBgCjoAoIcWAKSazlNQCpYCqAgZbMqUQiKRbwkIISNMEJQbPGULqwErx8HDEl198CYHg7s0t8sMM3SXAwzC46yDGNXTaZY/oabX5yW8+FImcuf63+q0r6tt2fljDPgxYfdCtnr/mBtQ+VtSfHEof6HMLNXVGeO4C43Ve8LsPohX9f6dd10H4h4+JCX57Y2E6bg1XgQbGvBBqKxvLBOEWX85dcWTmR4rBWPa9VSgsxfKQrACE5ZXYnxV/qCIodf2zZtFmL5wXPdOTFuS2XMEt4aea6Mhvp+daiWsDUBb6dzwe8eDeq/v7O/NE5OyFLFalqVl9pZrXK8XqVdMUMUZMk4d5ucGoKWunz/TLBjcfQxs+RhIRlJxt3oSIEGpX1FQq3r59g5L3uNrtPP85YdpZkn1IaQ0L9BBBoQqCzZtmDBUR3xZCfK5TN7CNAGydJtQVKKhv/TAo/8H3KhrD8e0nbd+5Jld8PdV1bne+Hs55LHtXZbPUam2u6wxseSPdewUCCW0vgNE4+xi0jPP8OVBy6sUa232OTkMfT69l5wtEGMxr6e6tp00fnXfufueMUefab6+Pj51cbZRw/dgq8+y1NBVegTqsSTZehOJ4mlqZXfh+ZaHVwiNYxYkW6fDCZ/GPohUqhCKCpRTMtSLXYluD0GqEF/Frm4W9XdSec0R/0qr9WukJEKHKPWoIOBLhLTGgYhV4IVAtkObvIQNZHCKIIwJHxOkKzAG7NCHFyaoWpglVFTkfbeuQmkEeZdCK0pAbIBQWvteKtNVga2ZpRn9f+5gYU0wgsBnZxMqsW+sUcy1YSkFWxawVokAWK6zR5jkNSqBzXp97BIB1fW8hfJa/FciiypJvu5DI8r6IqFe0da7rTpL2uUNrVej1Dfbh5ZDp4wRXG7RgwoE5IU57aK2YpoRpF5CmiGmaoEJY5gV5KailOrhiLwdMyL7nTC4ZRaolyzIhpYQYI2KICByQYYoOc4Wu4eMuTBgpJIgKOBtzEWmvThiClR42pF5BQl2YmttZEHhVY9g3HKxi1jug7SukWDznKk7RYraXDAoBTQA/lknNsjT035nftINNsDzz4/fSjJ/66fvis2d/36wlQ83Vx79X6PBk3cL0rdr43SpYj0Lf+n/AmYF9lrQZuTbrNPUF4AnjzweDqneHBfYfrhteYxyD9+tLOvn7YKL1TbeYtf2YUFHculg4AAqUwCiBgQCE2sAUAKyhRWM/jPvBSIvflxVEtfdtE+G2t5WVYV/L4QKtpPm3Rb0Df42L9cn3ZxUgeyIAXuW0VM+1WrAsC5Z58UIWFctSUOt4bUJkBbPJKr+J7+1DvQ+Ym9UWTw7sBdx8nNQMCCAC59L3aAOs0tfDwxEAIFL7vn8pRkitIAUiPOek+vYLauH4IoKW49L20gMaD5hUN+wz5FLBPSAwBa8pe81T0NbF03LyDTSsQGk02625Vaeen9N+eNw5MEV2SK86tc63c1fvyON7ngrpp3KhTtvyVP7Tu3577rqjd8mie8a9tB73z7voXWGJj2nQV8789Dyw6jfwI6OHfPWwjNcQX6eaYg54AQ+yYmnY6BuPZdaTINIbaOylbkxzA5uvEUoEiO0j1U4xJpIOrAAHftWP1eIJgxWqi4XHYYGw7dt1FIFqRa6z7ylZIFqcCw1chTiBQ0KME/b7V2BO4MMVaNqDYwIH37NSMkrJVoyNtrpFyw8Dke8zRhBiKDOEDLRCFYsKigKBFKAAInXDm2VTVrZCI0UEWSqyCIp7GMcS7E2/JVpHuo8XYHuB+Tj2vbdAmLxKYSTGPprhdApW7bCB6GasoT72I8Baeer1bt+313kJfZzgyi1VzV1pgpUR4gRJGXGarKjFLmHaJago7gh9b5sq0t1+a4l07bul52Ib0oVoO8unFFFqQimLbQIK6b5DUTHmUkWKCQpFIDbuC9pHNQZGShE1i1llPUHSlAlfINqmqWi5XNEsdoRjW4wAACAASURBVGT7ILSyoCVXPNzP2O2OON4dsTwcwYERcYBt02Yz8dRb0ZnhdL53ObUFWF1g4FTpHwXVS7Tx89+/ryr9SB1vM6lr53Tm98Ns64uUq/I0PutTdx3ev0eDNxbM5toXseDn4RhhVXBVe6aPKeJN+GMbijauxF1ZaAJYFapeXcvjlVsVtn6Gs+UIn9tMGpWJcxiMWn86fxFWhWbtp8FSDAx7OesWzQ4CqvXDs9xE7WJ+ORq/INDQojYGL6F1mNo4+ebIUqGkkAIUJpCKVSpy+1wIZvSwwjMRNQYEly895IjgGy+b8tGS10dZ1PcHG4BVq9K0KYULGt4//zC6OfQ4ZFF8kTVlOLs8kl4q3Yw56AorgHVBIcs3raX2ohV5WVDyglqyhT6JGbHMgtrO584HptSS5964ocvDuE/3Jnvn+L34l0+fMAZPn3792PLuZ+jT8+SlwuJ80PavMmgk34TWC0JFz2sWAQW2kP1goUbGy00hJ5S8IJfiosF4JAZTZG2TbkaQIfxexUxlZNZwqPbNVldZSF2BBWBrLGx4mNA3YQUGOdCfBF7woIkr5+NBXkBbbotgs0INAup5o5FJvJGHRk/YZgk/4wF6PE9o3QPxPeg0FO/c/DsHwuz90J7RNEiDRvHMJH1XmOB47y3wWnOUN8bj9Ww/9lRl3XW1WYHtcDa19dh+EYbnbAXKaLhPH/ITGX0uPLDLZCFAzXOVi3utakv1EANNgMnShsZq8dcM1AqpBTIvgAgkz9BaQFrAMiNAERh4IEWsFVO1yK0ii/EseyggAxyMn9J0QEw7lDBBdvfgEFH3N5imveVUHa4hIMz3C/JcrEqkOwHanqlj/fjmhK1QFH/uRRUFBnIiAGECi41j8dwzoaEUPlzHYUKt6N+NaWhNrTDV3PqZCYjECLDS8Mnnx84jKKYQkDiA2UCVVSNET+UJzBsdp8mBHhzYWEgVe/Z96l5IHym4wgquXHMjjojTHoBgOhywu7rC4WrB1fXeOuFrRS4Z2StahWDbnIXmzqxWrv24LEjzjB0xdrsJpe5w2O0BFRyr7eoeKfqOrYQqFYvYLvFXuz1SYLy+C/CMdxMwbFWP9hNQpEBmg+UtNEYhEOZukWMFAhP202TgKwSQx2YXAY5zxZuv34KUcPvNG9x+8wY7BqK8WpV3AIB2D0FL09+ikdM+BUZLTHttIvP8WVvV+++OTgEWDU0YnkGHj6Pk3MyMF9ztBcrSKfRsYEgcWBlAtqqQChjYckss/HdNmFvNScAh1gqs2pVPFngVQLkVGCAQK0gKSBxY9fmyPv5YusE+26d+zd5VGwjUQYyBIeOOJnyYWo4iULm1U30otqjuNI+OfbVqbRp6f3v/LuTQ79U2LzzHg09ZQreWaTduuLGklIxaCyAVkIJAjDJFBGaUPCEvO8Rg70NgTMmMMIEZKaWu+HTrraqvi7ZnT64VS7YNlfMmLNABl4iHPEgvi4sGfk+1iHasoaFzpI0Xmwe8IOcMkYplefCcqYziyfUNDAZmr5Ble/CZPYu7p2kpBhLn+zss7kWXmq2IgJfTNhDNsOTpVq0VHUzFGDZ/VlmOVvvZhg+2St337bw6F+O/ve8ZvnrHNX+VodO7yMY2IMSI/WGPlBLmZYHmjBBt/8g0WREq8UR2YtPC5+WIu/t7pBiwm2yz9LjbI8WIaVkQYzT5GRhcDMQ1r07jTfNWmZxF2w9LWzlt9RLuNgYxmLxo9qrRK6ygbjekFn7YBq6OPKFduTJRt5bybkwygotxObL+Qj/SPB+t2Md6bGsY8TPNoMy8WRt4kDvvM2ZNRrZQwXMhgO+6Btqj0LhLH87mvr3Eq/Uub1Yfk6dEnm4jVc7PzBUOnl2//Qrk7wHzwAaipt452D5B6P0aaz5Sz6lCC/dTq2RdGblWHJeM2fVTqdXuXIoDMActtQJlsXXpeAcsR9RlRr59CykFy/1b1DwDkkFyBEvFbTkiSAHnBZyPvhYVAII0BaQprPsNBsZ0uMG0vwbzhJjMcxX3N4jTAbw7IL36DMIBt1lxFCBTBIcdiIODK9dH3HChZCGXWRWQClZFEdNzE1updlZCZTNQWBRZgdtNoGRATAO5oca9VrTZGg6A9nyp6H9MhEOIiMzYc8I+JERmXEfbW3HiiMS2v1Zgj0DpuWfkYGlrHnmkIbsYuAkB8T3m3ccLrjDMLFeuzWoVvDJRMs+TL+DtmZviYKar0IWz9VTbBLNiirahZbeo+m+7rCObJALpACYwQ9grybQJ6WYuE5heGGNQjJt1rU3dthmhAT/uSgZ84YDvoF2LoOSCPC/I84yYiwv2EUI1oeA9puplpR+JOmwO63q8feiCsh8ZTTzAegHqv+9fvwy/PElncVDvj1HTodMfDMBqvJCJ1C0Q+zBax9AXA1oXhQaobC81Uypb2BeIYLiHTAF1odtCu7X90/UPw70Gid0Ftl3WAD9DQbWCqJqgCBbC0Ie4YQo43tEGnLzrFGtC7KZ3z/VX+6aBcFOWyC8+7O+5TtsBxBvIOrsC97Htw08nAGsQdQR61LpzITLn4uG3np2h30WgpUJZkDMgzMjBwgVUGbEwRNdKXRLcgscNaI79fcYjdfqHx92w6edneHYEAtq7c63o1zYwF237UVloyDzfo9a1GIV45So0cMUNXLkyy1YlS1RRi4HBPB9RlhklF4gDSJV1fyIrC2yWTRs78e0w3E7llsIu7wCcX6fOHByVsCf77lyHrVc8d4WhNzdHumGBTs5Q9MJC54Ueddb/dQZYK62yyfhbVh5v67B6SeVWOKrVv/C5PxpAmuhoITvm3bLjtrZaRFQzzDSvawvP7yJzULjbOmkndLhk4+RtbZ54P2jTULGZq+2VyQohrONrwrQXiWoVgdce2vTYKc9vRCW2bLWJGNB2rS3asL6jJ+bSY2D1nOdqPP6UN7eNyUaeU2vgd8317wBnm/fjmNPJr5pONi5U67dKKx+3r/tfN2w9lhPrWtu+X9eaZuSybYIwRDM4sFLfVLoWRydm6NNaIMvRy/TdGriaj6j3Bq7q/VuUPIMkg2SGakUpR6gUcMmgPMOiZIq1UAJIIjQGRFaQRqAW0x3MA4CWLylSgJpR8wLhACkwh1oAiCOgAEkFNKBV8xxTEFTXLQ6q2BrFUFTv39o8VyooIh5wY71o3qu1EMYpbG66QPS5lZiQyNavffSwvxCw52AbK4eAQIzE9kcEMLXCHty55ByoevTeP/CjM56njxRcEZrzzwslm4s/JrBWTIdX2F39ALurgv11hCgjTgwOVhHm7pgRo2J/FREjIRTue1w9PBwBBdLNDfhwhZgm7KcdUCsmCggeblUhIKrQqmApiMw4pAMSJ+x4QkJCVbb4UAKmiUGImLOnQQpQigIk4AlIMZjVvGQQVaRoXrDs4I7FS9YqUAphvq84hoI3X77GV7/4W/wgMj6rP0YIrXyzhzv4hnLdwaOrJeZxn47vz6nVowerr1QD8npCIJ9c7X1HevvBNf++IJ5Tts6c/Ohnz0yCc9cc9mjpt1H1fJO8KTwgbK+BPUzM43ZDCEi1QqLt5VNdWW0eEwFQ24Le3DhECDGa8PEKa6JA9V5tuQlVK1rMNGdTVGIqiLGghcwSMYSpK4BriBn7TKIeXlMbwMK6oDeo3nuhjUdThgDfhNvbiwpWi8dm55jgzwSyfTxkVC/Y+Up9IfZXcmEHz8WhJvjarWGeEer+q3cLuHMgy0Cbl3bVCpHqgGMGAcgOlJe8w3HOiDFgLhkhWDGbKUWEEDAlS76PvrfPqARpdQ+WrDnIDUiv/egARpt3ceB1kZ48vLbaclhqLf5szTvVNvbNOD48oJSCt7e3WJYFD8cH3N3dotaCh+M9Si3Iy4KcFzMKFDPWdEUWrXmEycOlmVYLe/FCG6KKUlt+GdzTEBCClVZXngAEBFJMIWKKjP0O2E2EKQHRi1PxBwCQptI8Cr3xksnbH5q2s0q29Qpd1wK6cWxVpQd+1Tau7QQHA7QaMRo9K4p+jUjhOmEVPBxnhJAx5wXzsoBYMS8zYgyW31wKRK2Qiari1c21bV2CBl5sI+p5PuJ4fIDWClLFPgVENkAenVHIld9apfMiqb0GYlRdR08BqM+NNv5Qt4SLSxe/f3ZFuBnjOohQxer7b9xDnibQ+K+xBfXPbfBH0SOrgB36cPWwjetRvz9gHsIQXEx6GK+vGyPAf5cx/bQYxznP13OeqxZBYNfyZxKghXbWus6d9+H+czlt571y57WL535FZ39Fmx8qFMLtnb0yFBFAgmd9iDrAcpV/wJTijyzaivp4KDYUVbJ9rgSphLkUzPe3OOaMerwDzXfGb8XuK8d71OUBZT5ifvMNJGcDV/MRkjPq8R5aK8p8DykZgQSRrHhKDEAkgCFgj0wpxcLAm/hiIvPixAlXuytcXb8Cpx3i/jNQiOC4B4UJQgwpswGjKghVISEi1hkaoiEGKqghQZEAItdVTO8QIutDW8470CQGFs0AEXKtKB5WTmIFjiozBLYNQ9eR/C+QgapAhEOKSMzYR8IhWmTaVZxsM2MwEtYQQSu5r2C2sTMbwKlR4Dwz6cmHdVOWl2u6Hym4AtaudWWfCBQYLAEcd4jTFeI0IaWAmNgsYmzhArnUQRlc4ytJbWM/XrjvixHcSp1CtPAY7z/1wC2FVS4JmBA5gpQQKSIgrLGiMMsaonvRfKTapoljaJJ4lRjqio0pvMTkUxuoQqhZUZaK4/0R929vcX38FCwVrBE6DHXjieaetZ47L2aefq/D0RVgjd++S2R+G4D1+GLP3K0hgne25rnLn4GeTZM/IfFEVMuT8Yyp6r9XtRKoqsjM3XtF8ATrvqhJrxhV2v3EgVUNkFotpFAEWqttLigmEKSX8q1Qrd7WtjARVOAFBFouAtnO7xiXOwfc5Nv80cq3TWl81H026exmXTmw9y0ZnF24j11HHk7RNual4ZLtVu113XKjKQvNArvO+xVcbYMCTwHWUyEo/biOwlG7Zd1CBA1oCBpvmBU81dBzhqDGCzHa/GMHwYG1b3YIoG9Y2mT4qLJ3mU7j35B/AUCfyEcaPQM9v8v3S5nnGff3d8g545tvvsbDwwPu7+/w5u0blFJwf7xHKRk5L8hLA1cZELHwF6Khr9GBZAwB05S6J6ut1Oqj0/avhEYD18qAEIgFjIRIFZEFKQApEmJwUEWmmI3zvE/r00VuZdJ2ZBg/Vxb5RGYNIkL7woiTa6zycmORHryDIB5u7fOgeVtoON7ffWcS8KMmVQMMpRRUISx5QS4LckmotXTrfHU+5RAQVTHtJnDkXg1QRDAvM0rOKNk2eCUoIhMCWShTCm1eWf5g8f6uMN5tydU0qj+u0G3KLStZ+W3fz9RsO6YMrp6twajTPerUGdOMJtyNQC3cuvfLcP+NR3tsh3vm1T28LTqjteEUZPS9vORkWXxiUR7l4EsB1KOCGWe+b4VFtrLrnNx93LDnQgSfbtOjy5z/3Zl3GwPJ6bd6evRx0GALPSNVKyaBIbIEg2x3cdHkkFXnc0Nqrb1SoFRCLQUlLyjLAskLqGQA6uBCoA9voMc71Ps7LF99AVkW4P4WWGZIyZBlhkpFXY7Qmq1/AgAm8M7yFW0dsieqre1VgSogN0IEtqrW07RDSHvEwx4cEsATwBFFtBveqFSwCFirX7cCskDF+YGD6aLie2b5wr6GWdoxFdNYK5n+lKWiwgGrWuEa0WA6kK8r0DX/iQEkB0yHEDDFgEMKuJks+usQJkRiRAWiAqTUqwXawMs6d4bx76qBKydnHa868tL7yfePF1w1pWsUThxAISLtdtjtrzDtDki7HdKSkSar/Acolnk2t6teecXAtSpIXjKgVvyiKTYxRpQUEaKH6oEsbAYVQbgPEgezz4dgCbiVxFy56smCOlQNJEDF8rwkuiKMlqi3WrKJCBNblRWQIgOAtuIbFbe3t/j6669x9aNPUYsgJO2VDFXXEAmh9djYhU/2rTaxcgLEmsbbytHSGkq2iZPpk0mHcXp/5aJVgdoeeyk9tdp8N0qOeQdM+Ta3/tZZ3SrL1MqgBjpEIL6ZZmyeq6YQUkv+tJBUIkYtGctMkBIwE0FLssIp064vaHBlobqVpz+lMFRg16me2xBWDdaSwcnmDXshlFEppLaI+fLCw6Lhx3V1r/RlqFnqWltIqXuuGobRftqaZ0a+cIFWsNGAh91r7fuVDWnV+ptm3po/WDmfCmdZL4j+uw3XKPrCWTx808CGQiQiBrLQY/IEebVQBPWyrjac5jW3t83PpggwmRNbfoUANZhSFWorKWaLjK1LBG6b8W7aqLi/v8PXX3/pVfqsWt/xeMSyZMzHI25vb5FLxtu3bzHPM+Z5xvH4YDmj84wqLSxwsWRqT5pmrF6k9ldzwhJDzzVblTx2vnCF1xXOEAJCTGBm1CUhxgDkI6gsKPs9rnYTqGZEJkiKxo+0MxEyalHO7v7UYw/0d9U9eKKCvNh+WxwSYrA8OPO4rWD1DLxfr6iA+D4wKgKR3AUoQUEcEDg6b7W53LTK1uw1R/GF+uCvOK05Py3c77A/4HDY4/rqCtdX17g67Lt3GwACRyAAk+4R2PhOkye15wLJ1XIZY4CKJaGbnDX+NLAEkyRsvFjF8jdaHqvAFPg2hzVG1wGoyySC9qJrXVYlM0it0AgeRq19TTMwOYCK1g9N6X7UQyunEQYlry+kWL1I7fPApxbiaB4mq5q4rusr8NvOj/X7xxz4rpDA09Dq06v3fqHtsR7C/h3S2p+trY8a82HXRV/m+me/4Sp+VD2awGIk4AYtM6K2cVj5wb5ajV0tGsLyepvnyj3+OQP5HlQWTDLjiooBi5otT2m+Rb5/CzreQ5c7SM5mvIyw6nuOQxay8uUBXuFQARFGBcAecWAPZwbQmBgxBcQ4IcQdQtyB4gSKCRQjQkqgkACOAEckAJx8/S4F+ypYlGwjYSlY5gcrkBR3CFqtlkCYTH8FW8VAHz+CV8oGgVqROTLPVDPutt+2MVFtZdQVE1u4344DrkNEZMJ1SkiBMQXGrpVWh5V5MxPzwD6P5sS7GOkJi4V/975Rrx8luLJOP7EDUttIOGK3v4LcvMLh+gbTwXZ3n3Y77HYJAHB8eOhM3ksuOtPN84zsZdmJyaxqU8IkFSmmXmpZfPPePnRkCjEApJSQUkKRDK22aVvgCJoseZubpbsqIBWSQgdCohaS1coYMAFTCCBRCIt5NhxcLSXj62++wS9+MeH6889QloI02YZsIEvIlWZNHbwVrgmfp47ST34zCH/7yRoSYdNg9cit1xhu9YQQfCc/Ej3R1KeU5KeuOEyg70rgq5rFf1l6RSw7bMp491IxQ3IBM6PkjNTBVSvbbc0jNu+rgVELKStSgZJROIBrRYkR07SzEBlmT/7nDvLs/taOWhSFi1XvCtnuFQPgPMzBYqNDmmyxIANip93WQgWb0tEXjgbYGyjz9y2Xwg7TGsC7sfKgJ5uzC1PGulh2wAmB0AaNdaHrOi0A42/1z20/nP4IT/LEyaPS9k2bK626Zy1WVQ8eNpdiRCBFjMGkkZrnKrRxaeCKtXucWsEPz6VHZe7VBZvFv9ZqIAsAwUrV9vbQY8+VquLN29f467/5BZZlwe3bW5SS8fr167731Nu3bzvgyu4FaNZ+qbZnUK3FvXTS8wANHG/DMKcUEIOFXMTU9v4wvrV8s20ILTODQwQzIe+SFQI5XKE8XGO/v8LVFKHlGjEQpin5PivBPK5KHaytyUqNN04BlpoxYplRa8Xd3R2WJWNKE3bpYGNyOIBjhIGAHgy7EUTN82ThO2ZhlpqR8xHQNi5ADBGUdg4sY5e7aHPaeWkEpk3x/nUlanKMyQ2XAfvDHofDHofDAZ9+8gr73Q5TB1eEGJNVF+TUvTpMQKkFy8OMjAWRA3YpgYBuha+l9P2uigIqhBA9LF7F9rFs3gQQpFYsbX+sEExeiYUSqthcYy8k1BLlE0X7XfdsA03c1dr2r1sVaWKygkUKjy4YAcG6DK6v1Av5NKaxAkhd+vg17Gz7SSsoU3sfng/lw6P72/HzAOucXHnXea1t5qU6Pf7dg6uxXbQ59j7nP/3dqKaMuc4Y5KGFk63RCuoRJUDzlqPv0wbFsJF6RW3gqmaoWrEkFSskhOUNOGfsZUGgDGiB5gfLl3p4Db79GnE+Ijy8BqQihoC4Y5RCWNSq6N1nQS7m4WUFSMhysdj2kZqS7SkX4wSogiODI3uFbYv2CtMOlCZwmhCmCRwiEBI0RBAx9r4lyVUu0CI45orb44JcC24fbjETgN0ewAIJEUo3UEq+eTYAom5QZV3Xl5ZC0GS7AqhulmVY1BirIopF/twwYx8ibqYJP9jtLb8qBMRmwHSx3kqxt1paox1jy9PvQupn+H9sL70fs3+U4OpJagtbiAjR/0L7s/jkljzYErYBE3Ctctm4H02bxKYcmBIbyMFVQ9rjBggDEg4cwGpBCm3BaPJz3EOjofGuuNLjIQ5EEG6LtAMa3/sjL4tZqOfFFxvpIZAYr9NB93MM4IK8S/5zaGh82IHZCJvPfWkYPFh6Yv06bc050d3F6OaEx8L1vejcSjA04tw3Tx1rZbZNyPokk7V9LTywUguVG8ICg1ekaaGfHvZGzsfGD63ylSmODLX44xINNEEhYgmndLLokIpXGvIl2pnQhqqFcqmXUXWrr/+2Wel0YE5jiyGryZVIVtpwAztCUmN2y7shC7lhMR5mZnA0wBXagqRWJREK97ApRMjBmoe9wTxj0jw4Azi1TWffH1Q9Radgq+tWPnfFwzlFaFugAieKSet3Gqz6IAizhVUQmaeLm8WfN7/dAsXHZYVVFfM84+72LeZlwdu3b5Gzeakejg+YjzPu7+97iGCtFc1cr6qmGHil0uohHy3stC18Nq42xrZHiUCCAZ8GroharphXFWwWR/WlUhiVARJGCQuye5GOxwcQEdK0R5z2CDFBwGB2L9ZQFW4dCB3+R7cgL3kxj1wpeLi/R84LpNi+gjEGxOBzpf0jq25H/aouh33BLJJRpaDWjDzfAyq9H2pKgMLDxz38dq3I0MXt6s2AHx9ny68X0GrhmCzrfGBfD6ODLdu6QJFzhspanY5caQMAJjNOhRAQOPRCUUTwfSeN7wJZgSdCWSsDAmA1payBK4BQ3UNjUSDW8+IFd4TU9jRyWcZ+TkM+vRiHan/O0Uv02Pg9AKrmEfLzNvKEHnPA4/m9XrPt47gtQgFv4wrbRtnR2j5e712icXzO8TlOAdeTkQDbX63zq6/fp0Dw6QadA3mnz/PSc59por/o+nHQxQhtTVwNTk1PhK8FUHUM1ooItd9U1xOsKIQZtvy1FkCsWEWA6V4ULCfVNgc2L60wW46yG+6UrAJ1CAGBAK3BoiGYUdsaw+gh6U02M7f8b+tvDgyKjJgmxDRZhEFMCCGakctlmRU5Kggc3GBEvb2JgIkJrMCsbZPuapsLw0IbTddgT7RqHLHqu6toX6Ww+vWbLGXYfE8Ba4GKELDjgMkj0BIRwqAF2Fid3GPDagMvnuOVEx7Q9fCzmvRL6OMEV3TyB5twQgRwsJLshxvsDjfYX91AKnB1dY3jVcbx4Yi74z0IVulKqy20KSSz7JYZKop5WTDnDJWKtJtATNjv9zjsdqiqWHJGASHuk4dwAUWs9HBKCYf9HmURK30JgL3MY0yM3ZSQq+CYBVXFJ6Gh+doRuxfNYGCfIiIR5pBxBKAQFFFQAb55/RohKn70xVe4//otqBIOnzgIbH3VrP7YMsqTfQsMwOpESezvw/a7zqCjgDoFW9h83jL7c9J+bAOw9b9+IIt/FzqNqu3NMs8GsHQAV12pMvCEaoUIpAQU92oEXj1IBuAZQaNXlJQBhJsCPpeMGgIwLYjFPGEIDrLYirJQvy68Qlz153UFP5pnIISABHiFTQNVYPPKaFuoB6G0+UzrJpssDCVFIBeqpOYlVUAmK7xRa8WRbDFBBUiAFCIOabJ5uMyQmq0SUlmsvXsGmFG1lSS3kB5RwZwz5mXe5DQ2w4qbzj9wfLeApoW7GTDkjslbOCgBaz5WjRAJKxgd+mn1ZK17OJEySATCxjfcrJtVUIkQS1jzO3UU6o8tzCIVf/3Xv8Cf//mf4zjPePPGcqke7h96iGD2EuvVK1G1cYSDaIJaHoB7sxq4wvA8zcJeCiME8/iXFHphC3aAGIJlm3AH8wSt5lmcK6EwoeYFeX5ATJNVZ93tcPP1N7j+5CuktMPVJ58hxgnTbo+Ydm6UagCrm24cZJsHWaTi/v4er1+/RikZd7d3yHnB9eEan968QowR+/0BIcauRAcOmHZ7MAdTgDqvVee1ByxlRs0zloc3UBEEr3C431/h5tVniDHh5tUPsdsdQCGAHXStxgxXLH5NAdVIpVYc5xmxGj9otLrJkWyzzokjEgUsxyPui3kVX928slB6tvLrBu4rcsm4v72F5IKwGChmIhwOO/P+o1UIVMzz0j1JRXy7g5J7ZVZymVZPclVrrVjy4rnYBbb/Ma+VhD2fsPjWCSKCZSnds9WNCMNmWZYDa+8J6MZd8fmNtk64LKH+eTBseX+erm42ZVdg1d4bpm/H0DdnJqK+f95z1A1Dg+waPwNrqsTTQMjlJTcAtxZ5WO/TnuNZLeTJNp6759nDg9x68fVxojT7NQi2ZrHv5+QbO0FEUYh80+tVfouYDlDLdh9BldJDi1UzgBVckSquU4LGiODFWlAL5DhBasHDknEsCplmFE5QrYhTAEfGvMy4vYtWWGvJkFItH7GHbBv/p2mPtDsghEEOshn24pRw9ckrhCnh8OoT7K5vPCfcDCHH4z3mUjDFiKv9HkyMWG3vrxgYV9c7FAVSzniogntZ8PZ+QQ0RqgyOO2jYQSOgxKgUvPDPamrixhvoZjnXowiJGImtrPon0w6JGZ+kCftgwOrgBSqCzye3Nge3mgAAIABJREFUZp4f54YZtI35eT7pfgH4Wtkx2MjQ9tI2KH4f+jjB1UhNcGLtUA4RIU0IKTkiT4geqrfMiykRlZ3h3SXpBQekto08zYVLWBNuY7BwGG1KCFZBB6BbiFqeViihI+f2hplciQYA3yxOh5ArF9Kt3CRgJd7BzRpljy2+UMzzgvv7e1OkjjN2uwVSBFRNu1cf8dEJRcP/jfT0R+vRzVnt7eYaOr44uw5SSp8QpFuA9YSg1TPn9uvZa1f+30mDtet9vRpnft6V4VLck7GCq8YX1javTKNslW5EwMTQ4NZZBdSNtsxiG+rVBmh8t3Z4hcBaUYkgZio3D6qDLI4GtLx8hQP3uj51A3v+fRNEzXOlsgLiJiik9bAvMtyssNQWNfJorSG/yYtiVFqLIYRQIcI99G+XAm72ExhmSJBWcbYV5UgJCNw3HhRVLFK9spb6Zt6+KeE4sh1jPT2+L+KVbrRBH8d2uFkshWmzf9mpggIHVw38mvXQQ0pEbPESm99NbhhoNSAh0jxCg7J15tlUFfd39/j6669xPB7x2sFVC3E2sNTaJt2b0MNW4QtN30RYe8ggugLnVka31IsC4kYlbl5yVehYlh606pzeeVV97vk8KKWCg+WBiTKqAGm3h1JATBNqFUw78Q2HBzFBq+VYVZGzhwLe3uLtm29Qcsbd3R3ysoBqwc73DlIpCCG63kQezVARQjRrsxemWaop0sflDnM+oi5HzPevoVJtk0kCal6s2FHa4bC/hsRkAFTDajBqD47Vw7D2CHUZPwqYX2XoJWIbZZtxxwrxQNVDqVZFrzp/MrPtfxUTpjghhmRln2sxpSomxGiGz8ARzMCUpr6nXODghYICahXksoALdTAhvrlvBwsOYsQ37i5MsE3XBVB2j5lZ+OFeTfi6K1VQAWfCAYQMnpmu0A8yhpvHQBWQ1ZNGBK9YqE2P3Bg/V8XufF8/5UVq8qHJHDWB8ggsPXWd02Nn88YeNWrL4xs7rD/LY5ClZ65znk7bs82hPS/P3x9aneCxdVC9IiB6eFkzIlcv+drkUKvQ2jeiV0HNBSIVUAsBtLB9r2Pu+ygSYNVlKSC1Qi01WBhhyaC0A6edVczb2blhF8DJjH85L77OeoRViIgxbfrXjKo2n3b7K6SUbA1jQkjRgNeUEKcdYpqgsEp/ql4VeT6CdIJEiyaAmHwPkZFSQFXgKOYeyKWCPQSXUwbAULI8RzPCmrGpQX7v5keyzwyR6BX+phBwlRJSCLhOCXtmRBAmDGPTrqirPrMWJxolsM/b8b4n/EjAmtfdzh08p4ohj+vXAVwZc7fyiePiZEkZHCMgE+K0x7Tfo+SC3X6P3W6H+Thbp4uVtq65QEEbqzIAlOIWOCIk9zSkNGFKye4qSy+1CaJu+YIag++mHVKe0WtnkYLYNkCcUgKogubq+wdYuVJ1N67CvGC5JZV7Hk5MEZwsv4Pc1zk/zLhlxS/+7V/hf/uz/xXXr27ww5/8GIebG+yv9ri+uUZIEYebK8RkXrbg8ebPi7X35JQ+OLSdKdrgz5NQ7fmGjNcbTmj2jjb+50IWvkt66sptfyDplkf1KiJuUaSWVG2KOLzYgXoeCRODw1oGtBTL0RNXJFm9hCoRii+SHAMOAYhM2KXgeYDBXf4Wlww176vk2XYdTxHMjIlsE70QCKnlRgS2XC8O0BCd/9xjBPMId0ELggYzQtj+RDY3pFpyri1AVtBC3OtUq2DZWaGESAEMxj5F3OwPpnBJBokgLw843t/aeMbJcsNCAGJEFcFDXlBqxTd3t/jm7VvkWnF7fEBxJa4LTucXpcfAewRAbWFuXrnT3IimlG1CbGjl5W4JJ+qLaw/7cWDV/4a9r5jYRZVbttni9ytLf2+/U1P2XEk3EHteEXr79hZ/+zdfYslLDwFs1QJNXA7PCpsv7BMvjgYqYx0H2sCokNljKYKaN5bdCGVhJlbdlENAqm40IOrAq3sZHJhkAUJRcBBkvUUIEffHjNdv7xBCxHT4CiFGTNMeaZrcwzvkJ66j4OBqsRydxUIgRQTFy8qzZES1kJb7W8sbaAboEAL2h2uEEKw8voOrXG2/r1Jn1JohZYbMt7BwSLMsU5lBtSClCaTAcvWAtD9gf30DYkZMyfPPBq5a0eETEuVXm9om3Cy2yTST9DzFMi9489XXCDF0Y2PggP1+j2mawGyyoRTbh61qxf7qADBBpKCUT8HEq+fKFXkRwXycvZjLjMWB9jzPVuRnUMAbL9diFn6RhDJFN47VbiSpHt5ViinQAT5PaN22pdZBqXaFWqR5U1djk30ufS0cLeJghtaxeqB2A5aiFbc618/bdW8EHO1487yDhhSIARi+eyxPjEW9yXz299aWp6/vOPvRPV4CsM6HJD4NPM/TqFq/65c68I3JxVYgwqqXWMRBVXg+rm+Jkms30tdiQKqWBSoF0ALo4rprhqLi/+Pu3ZokR5LszE/tAsDdIzKzLj29HFIosvv//8/uy4osZzjkdHdVZWVGuAOw6z6oGQCPiMzK6uGlSIh4eoZfADhgpqbnqOpRJ6b1aDOqlmrQyHgTjzLOUMViBo+ZRoy32EFDg2bQ+v3qJiYsNgZOSyaLZxw0e0rMTmpM04nzSf3Ay+UR572Sl1Ss94yXB6x3DOMZ70Y9fhvPkjJ1XYkh8DTfVOJ8PDG6oWWXaGsV7yzinPoRJhOB5xg20S8lES34iSIWjKM0oLV58s11tGIYRBWzH8eRs3ecrOWd9zgRRlFJfLPBJHmd1HSYay8B1puWeIt6sa25HOZgXxNhb6HQVtiWdfbtPugfElx1UCXdAwD6zaliMXZAhoIfJ8bTmZwK03TidFqYr7NerKyMQoqxsf4WU/bFL6XEPM+M3jGdThinssODH1Q+/ZBTC7oox42BUFWWa7g1NN1SbKTinBZtg0FqgKLCFjlr82Bj9IbGnAkmYhAGZzG1Yr3FegcUuoLYPC/ktPLP/99/JsbCdD7x7/7jf+Ddh3d8+PF7/vyPf2acJn7485+YzqeW4nhIGXzj2t4/79d3f/oNA3VHu73aw+/fvmCvd3f62wDWvwV67cvz4bXO6MSgi3M/j/bBLrcuooynEfUuO7gShGqaPKgItdQmSlFJmnCtOcai3405aW3ONHCxgreG8+Cb2pyB2pR42oJYwkq8XTHOMpoJh+UklcFqzrVr4Mpaswld4BRchSaVXMRsoKoYR6VFfHPBWsvD+YyzjtokXTlEO3JKlBYByFFB4+A8zjoG77hME9aIno+B23zl6fMvumi2ju9+HPGnE7lUPs+amvC3jx+xxrCEQGyS4RnIdCDfreprU/eypnKP6BwciRdjaHNUjNmaRva8+q7WpZHuom0+pOe8my0t0FizAStl40RBKApQqeCMIbX/my3qpyCoq3Lu+mHH31T5/PmJf/3Xv24pgFuTyi/Mh73mCHIDyPpb9eeXRhD0NLn+HrA1/jUC0WhatTEKspzNDE7FK9wWsWOLYKZOGkhBTEYkYtbcQMjTxmhiLNqfTVVeRQTjusPI3TPUzaHu0TkAZ3VhrvGGyTOCbAXnufUMVMGFC8Y6JbkKlKopaYWCQRtxS0ltH1pr5oyQnCfcnpXlLZX1fOX08A4RsM4jgkrzS22aHD309gJw/W+0dUEWg6YDWxElXXIhlpWP64KIcHm8MJ0nrDWcLmfGYdyiqrlGYlHFx9PDhemyq/oaYxiHAWfNVutaSmFdFwVUy8y6Lm391v5tSmDubSqolRzi5hBT1T0SqyAnpswaIjllrreVGgraScUgFJw1zbwUUssw6OlgHZwhbKqU/RxFBCctIkYnHYqmRx2Awktn747d5x6QbAz6i6iVzo02/8r+2htH2LbjPutm43ZRjpfg7e19vAZQv/X+twKsL23fxqn+TmAF21qqwKoLRNQtdT73eqtcNvCQYqYkVc7LKejalFWUQohIXYFCbc92GPFuxBjQLL0uxNDggrcUA3YaMGnCUDH1pDbUWsQaZA1kMxBi4LQWih2YxpHHh4tmUbW1ZxgGpkmVOi8Pj1jniSUTSsE6x/TwgHVuE2SrtWJTJteMSZk6L8ScmOOq5Np3P2Aul61mTIzFnx+Z/IiNGWMyMRfSPLO0EpxSK9V6MJbSiraOIZK6/aNkxsVYvLX8ME48ThOjES5WM2BsLa050a60Xbd51aNOb3u0/f1NMuHuzX2fCrD21NaeurvNkTZeqqBZNL/DyfyDgqs++HYMuv+mNlEbi7oJW7RHl7jubHNKSZvxdYdI2HoKpaTNgWmOlTbDdBiT9lGwhQd31lqk1c8YlW7vOv59whjbohUtZajSIldV++JQhSyK+q1osbQgDKPn0QiqWOURKoMtOFNxVNK6EKUyf/6EIWNNZRot4zThnLAuZ8bTiely0lTHxqz21CV4aYD7iDqYpRcjtLZnHaBy+NDLeNULVuFbt36d74xvv+aH4vDajKK87VTf/abfOo/fcZ6bmEUDV23t1ueWiqEne5iItW7KMgKt/qo5fu3XaSRaWqNMHZ+TH/DWMlqPE4sT7TJuMZQqWyS1GwuDOrjOGAaj7QYm75iGYZsbW82VdLauNONRWixD+18gQjGqLlhQ59SJ5kI7MRhvlFGDVnNWiWElBqHmRGopEqYWJCtrF2smG4Mdldygs8xV2SgltxW0CdpfyTnH7XTi3fmMM4arHzC1kooC0n6NO9vYOa3tpta6KeEdwdQGqrb/vz0mNidgM7Ld0PaXXwMzGkii39e+r3ajpX1uF23YxRbu59DL/+9bzppip1LkDVh9I51Q7+bLQdWx3jPRh6G8OXy0/jqlbPQWgjqSxXZhgh0Mdcl6BZ/6ZZMBaT3Y2jlIc0Kd82q3jUau2EDVvk9qJaawNVHeiEdnyEYIRlidbVkBekWbv0+1hRADtmRSrg1gaR1OrQVrC1YKUhMmB4SiJJwRFW0oGrVdb1fAINYxnM44n7BNRdJYv7c6OFzH3XD+r7R9iXzTbRvLso+HLZolaq9li/Rq2nJY17ZL3WfaVPA0JX9LJ5Rd3l1aXWVtA7DbspQTto0DPwyYbDdw1UE+QHVeU6ZbCqL2GsxUMtWIirYcSIQs24/bHsdVff/NXcBUDm0l9KdpSnT3Wfa19XjtXl1ZYasN2V56tRbupOJeE/XWwNrT9e6i9C+A2pe2DoK+BLTqixPfXn/9q97c9+/Z9nP5yof6mrZ/63h2d6+/PMc93fAwZ9u6UIuu36VUVXsuZUsHzKn1sGriQLVmSorUEpVMryuaAxJBCmShZqvEggil2cReD6teRQFrMN5h0IbAgAIrYzAV3HSiGst4upAKTNPIeFJSwlvtx+i9xw+D+sLDiHOekhImp6bmep+9RSOq+hzpWTphWZTsfQjkNG4iFWILNqeNvPet/8hoDVBIos2Ti2jKsKpeahaHpsbqca2IpvoZy+Qcg7WM1uJFcNLLGvo97Kv9fj/rcX71+9t/ErxR/bIDKWjRYqktMqnrqIpXNcLhxXOf47d13RSjv2X7w4KrPWTbzZk6RgK68KES6tPDmVoL0+XCdFsZpklBBbCsgULlJIZhOlEtreO5pmc9P1+p58J3795jrccPE+PpRMylDf6uPJjVABZU+KIh/3EYGN2AzYksKi5grWEYLAXBDh5ThVwM85K1BCNXjIEkK4uAd44ynXDO8uMPj5wvJ5xUBqO/P87P5LhqmtntibBc+Vu48ot3/Pxw5m//9IAfR777hx+Zzife/fADH/70I8M08e6HPzFMI2484ccJTe9pYJJeGPhanezFjWj/bssK0E37ceX4moP4lSP8hvOxTQo5HnUHvPuh9sXnS+fxOiZw/97Ld3WcZELQaFNHVf2z1TagIEImb+lgfWEwjQH3zjA4S8md/WhOhRFG67kMI95avj8/cPIDFz/wYLSodGDAYIhZDbvQCv8RJjsyTLr/y6ipNN89vuPh8RERTQWs0IQitC12KVqjM2RN6RPrVbLdGGQYEOMIIbBmraM4VcFheHh45PLwTp0OUQN1/fQrt+fP5LCylJWSMnG5ElJkTolf1gUjhu++/8DpdNJmo+vSrrb2hgqLpvc47/nu++/xw8BlHPlwPnO93Rhr5TbPzOvKEgKpFuaSmghGbuma+50uuWz1ilsqR06a1liUXdM8+Ay1xey6I99UxjTNSYdbafdd6zTvo0XdD1OHsEezehF+d9B6zVJ/z2jj4a6suDmpmxv1atxSlW2f17Cx6IfKDn0+pOcdBjXURuw0p0/kvoatz+vjEXPRveQNKO7g1EjBiErq7k5xdyx3sNUJhU6OQbelfQ7pIu+91giIAeM6WL23L7VWUg6tp5W2uxDRFhbWCGkcyOsz1lj8MGKsbQqPek9TU7MKSZnnlBPrOlNLYRqE0QlSM6ZomncyChK1r6LHGEdYI348cXn/PTGu+GHk3Xc/Mk4nhtOZ0ViNxvXG2//roarDdu94HjcjgjdaM2LbWM85sYZFHT2nhFDOiRgit+uVn/76V5x3OOswbf0tTUVzHEcG70lpbzXRSaSUNX1QRPDjpOlqRmmZWgrDNO2RzCYK5BrI9lYdtRRX1tuVlCJPT59YlhsilSLqDDotfSG35usVKMZSUCGfKh3cGU3Hpqms0kkctiGutqRsv6E77F3l9UjEdfqiT5Hj1ZYG8noUFmoDjwfl2QYsjrboS9se7Xqd+fHytWPU/84R34DbTtIaacL2h7TEv3d7G3xtC//rd4R2f+5f3wFs1bl4vLLH+3BwqqVqhoMmDGVyKkrOpIgkJbNizFpv2HrrlRwo6UatmZqeoQRqWijpiqEyOLXxOY+kGhFjyNZr2r9tNX+HnyijY3APWDH41luviEZrxpQxJ420ynjhMi9Mw8D5pHPCe9v2ubduGcaTHiOslLC2cpEBa1pLnaLqgCkspBQJ68yy3FhuM58+fsSIwQ+jCqe1zBdpNdLWDVh/5mF8JNeKtYVYLHMs3NZnivWsWLIdqHIiOQuosIYAJ3FcjOXiHH86nxis4eS0f5Vl73O1382dlKuH1/brdySE2pjoqpt9Jan7nAylEFvd7S0Ecs0sUaXmc87E5jfUlsGGQDXCP//tb8whfGUU329/XHAFB/LnngkSGrNojaJ077F+l2bvSme56KQYSxMfMDtDVlqKVk4t2agVpdq2AKhPsTNzuqkVPKqEOWOo1VBFC/k2B8vIFrkqQEmqQpWN3uUkrb8PlVQ8UoVhdDw+nPAGJgvUwiyRsBRSLqwhUoC5BMSITow448eBSmY6nTTU6x3T6cxwvqgRMk77GhhBhSyPJuslC/DGDWifa+7Z/rW7z3WPqG7X6dXeRO7fP37+rSPX4377G3VzWo/7eJlOtTGIb5zHWyBLDv8eD3VMnegLaxsEG8Ola2jdZMZNa+DX8eDmaNa+mOrf3RkZhoHBOs7jmcswMhmLE1UVNNUgtStsHc5W2Dque2MZ2vPkHOdhaJyEnkdIldRBR4vClFKa0IUqGArNWTbKGeWqaRK2Vmyt7fxGXfRbFC56T7Ra/OqoZFotS1hIYWW+XhERTiePNRCT9lkSMdisvdgzTdoZ8MYwDQNpmig5Y2vlYRgxuSClIDkTqhBbV/cj29j/ViauampHi2J1B6z2Bl5vKOXpmOn4eY/C9mP0e/xFBrYDtDZcO2A7jswDKb6/dhhs23R4sVV6imJ33HY0WamtT1k77+OAPnym3L/E8VDHn1Tvnvf5s4u4HJa33j6isY0buEKFfewmhKE7LFkZ4P77RbRux7vcwJVsLa+Eo/NYSSmQS8Y6S8muNcxWB99JYTUFa/V1W12L9La5E9UOh5CIURnndVmUDMNiq0FqxpaIVFVw7c2SxWTEWsQoALBuYDk/UHImXhaVSvbaU2ZzdO8t0esb+t99+7c5ul/bpNuuQ4SxNpl/aqVas9nMUjIpRZZlxiWH98PWR1JEWiNus4mN9IhqaYCkExq9VYq1+/qMMdja+6PpfDZGtDedEUZnGZwhrg5bMzFalvmZKNJSuHuEdX8cJ2+FDSSLiApO1e7e7cz2Yaa8uvZ3tqK+NfPa9w6RhG5H+nuddtlw2d0X2UmWA7p6K2p1/PtLNuxboktbCnXzIrov0UVsjj/nft9f3ufXj/v1c9qU4Q6f3kV2jhftBbDq924D5/tyUEuhIC38ncm5kpJGrlLOqhJYUusfmKgpQFkpcaXEBUPF0UpAnKFmB0XIFC0bwKHVzrsnJrapzorF2i5UUds6XtQfyJkxFcQMjINjHEf1IQanqf+bj2twg/bnM6Vgcm7kX2t5wb6Wdfn4nLWnXIyRZVkREeKqtVRSRdO8q0VSoALGTZoWDozVYlsQIpZERjRdF1XMlQ54UD/cGWEwhtFazi1y5a0KV+gVOcyhw1+vR8I+Q6S+BNq7X9nvaylqW2IuhJpZU+YWA7kUbmElpEg6KO/WXhbUwNXz8r9L5Kqj0O5c1y51KyAOasXakeF8ptTKcBrwJ8swOYbJk9Ne8D0lZS6NqGILVRmLJaz4wSsLLoI4ix0cbnD4wTVDB7VqzYBxKkVcyMQcMNbwcHkg1bKDpVtmzRFbwDowSSVOtbkcuCSajuB0wY9V+GUOmJBg+MyaM4MTLoOmnIQ1klvjuHltDQ2b8ffLyngrOL/yfCsM48CvH2d++ekT4zTx/V9/Zjyd+PD9D7z//nv8OPD43XuN7DUxgc2u96suR9fgOFrNNjnv79F+r/YB/TWD+BY4+8rnvvrywaTWPUHgNVB6eT6yvfr2b92/l3tRP8rS7kxIB955cxJ7uF9EcFnZfWct0+ABz+gsD/6CEa3Ls9ZxPp15//CO0Xn+9O47LsOJsq7keaHWSsyVmjWlKTewF3OEln5HjiRrMDnhneU8eEaprclnE08JKzEnUi6EpqJ1WyMpZYpYsrEgFhkuiPVbhEGMYRgmrHUsz09cP3/S/aFGarl+Zp1v5LgSr0/aiHVdSDEQ1pXb9bldxsLTOBJTYo0Krk7nR5wbyG3BGoaBkjLTaVJ2T4ShVn44X3j0Hj68BzHMKfLT/MyaE5+en7jOs9ZihKjOTu49R7p8bqGk2Ho8RXJU+eaSEjXnrRh/b6Qre4PtA2urT3K4x2+Nmf17u6+2j4lNAOXgmHIAENu/X3VE3nBUOrjk4Ji9wVm8TCPcHY393a3Gg8NYp4HWO+Z9vzw93VGETWnPGkNpTdfZesNoIbgIrZ8gW82XVMEcE+hFoJbWbqCQUmmS01oLawTwmpZNqU2e2BJTVQliDPT6FxtBhGUJLCG0VDWtzZU0wOS1V0vRYnQp2hdM77WSB35OOD+wpkwxGkmJJTNMJ95//yPGe4z1DKNT8Zj/KaDqa9vvAVw7aHi5WSOqquv0YY2hlMy6Lvq3FcCyrDMxaerl4+MDQm9m3RuutvTBnPHOsSwL1+sVRJjGsdXhNTBnLYO3SFUZ69M4AI2oqpBzJOekbLu1iNF0U+d1rc/jhLGWaTptzdlT1hRBTVfN5MrWFkJqwaFCU27wwGFN6XO1lRXUJpDS5dl7/7SuTKltL15AsFeA53C57wic+wSoPoeUEAZrYpOSfy1Ccezj+bVo1UvC6Pj3V2uljiBQtFZNL8/b4+aAve62LwOrunGrX9q+VIagUavtj2ZTD7auk20NXFALtYjybmSSSSrUEiM1RnIntkshhaDjOK+UdNU1b/6ZHGekBExesAZcdmBVsTdXJaK0FlvUVrQ0V+dGVQB2Hmc9RizODs2mVq0zKhU/6JhzdiLHpDXV1qpPO5hNWIgmkGQaieGKxZfm55WkY1KUJMspktYbKUXW5cY837jernx+egaET5+esNYzjp7zw4TYQlpmsAEjjjRc1L4KOGOZbEWGSqoG4qp1rRaKreprep2H74aBD/7EySrAckYjVkeA/NaN34nIDQm0n3zwydoSUpqvtMZEioWYMs/LSsqZa4osORNrYamRXCuJvSVMsQJNH2E7ZEs9L18LEb/Y/rDgajNI2xWUdhEFPe2KcZp3WktRcDU5/OQYRkcSWFedGA+tf0Pv19KN1JozY4xb7ylpdUr6cFQqxlS0lB4VxTCiudtZ5YMvl4v2TTHqNMVywy7P2FzRTBGVrk05tmbBBqlCtRYxjlgKT3NQaXZjWGJk8pbHSdn+3JzFEDPzmg9F2YKVgpWItcKnTzPeWS4Pn3j4r39lnEY+/vUnptPE//GP/0j+x3/H+eHC5CxymjAtTbDRzRtgg92pOrLrWqL7UkWom35hr9L4FoB1+Nib2xtO61vvyfE/b3mdL8/za0d5fTIVdvZUuvTAvqfc00df7ViwKVEpOOd4zGeEyuAc70dlfKbphPeeh8sj3333A+Mw8g/vf+Aynnj+9ROf0s8qt51W7e9SKxkVN8ixdX9PAUmRZASTLMkaFm9ZRZkqZzWdNq4LKQVCStzWQMqFp9vMGhKxwtJqYvBnsAr6nPUaYXIDxhhuz595/vwrBVh7FCyuqpSUI2W5UUsiR118wroyX58ptbIuM2IsMWWWoDWQD48LwzA2wZCE954cAtM08fDwyOPjI0OpfH8+UerE+XLhdD7zHFbOn35hDiuWSo2RUCGWlZqLAqbWhLg08KTCG5kc78FVKaU12N3Hzjbi78bW4bmboA1g9ZHyehTt4OrA+G7M7z3b3e3d12qpvjS8e03YBnZeRXaPH95B1l6Ttv9/P4c2/tuBu+jFS+dr+53tN/kmMmEtGxPZa/Q0NbPNGatpp6Up+BnR+q/eaBugNkW6WmtL1WnCJqY0Z6FirVHholUjwSmpyIQYqxEOaBFcuM0L87JQSyaFAFQsJwyTpolmBQN9DHd2TdPSVox1hJzACn4YCSnhpwms5fT4Hu8Lbpi4dxX+Z2+/B1T99ud7tF3blmgqUqmFNazkosXyUElZHVhrzVYDmVvaX1e6BIhB5dqv1yufPn1CRDifVUZ6HIcNaOVRZfCtCG4cWgRN7XFtHJeSAAAgAElEQVRYhRBoPdhsSw9sUtUVyhgx1jCNEzUnKrCESK4CqCqwphI30FerRh+MIK3RqrRjUdnIm2jMVrut1n6v89xrNtjY96OVUG7mtd3QKVU4jh9dc/SzJeeNTEkt+0HHu9ytRW+Bpjfv9qu5/KVx+xZB2cFV880E5CAO8Fvbt9ZhvWkPBe6M6IuP7F5IB1VHgNUzGUq7ntrMXmtCM6mlopYQqFFJyDUE9QXC0sDVQolXSl65fv5IXJ5wkhlE6/h98YhT+XKVJteMjyogyW9kjDWqbuqcZxhOGLFYO+rZSyW3TAGjag5MY2nIoTRiF6zX5VsBo0bETPNVrDMM1WmEqqkbak2YilDloGTouswsy8ztduPz8xUqfP78hDOOh4cTp0ll1nPNVBENbEyr9v2z2tLAOBgqKnKxrJhSyU5rc8V77DhgjeVx8Hw3nfECo+GVV/mlbcsaYl8/99TPft+VOCjoZVqi+jy3NfDTp8+sKfMUA3OKZE1qUP/XW2jRv57ib+liU7rv5X8PcFXZmg1QD2oemm8tWERKW0A91nmsMzhvcE5z8mspSLh3jDoL1l/RwefIraFhyqkNnooflDmz1mIsyhR4excSN87gitslO6uyOLalTgzeUEoDJbVDE/0tKRdqzC33U/muOShQism0Xkm7oEJMhbU1N5SqJX/eGKxTFTlNHRNKzMQlQKncPn0mLQtP48jkHXGemU4T4/nE6fGR6XIGqzKgCrCOjKui9z0N8CuW7I1X3jKb8vKPo0f41rc3Su8rLAYHp/OtXfXj3Lmybx3x7WPsEYceuXv5IaXktnnfTqiaqhGvDCkFUlypRhitZXCeh9OJaZwYp0lrR0SIMTJXYVlX1hg2J6SUTKpNDrgWUlIJaslJGfcqJKlINazrynzT2rppVEcnx0iKkXVdeb5eiSlzXSNrzqQqhCpUsVgcUurmDInoOBRjWW7XDUJ3cFVbY+BaEjWsWvybU1NSyqTWZLEiGFO3ugpjVEbbiKhIQ9S+HvPtSkkJ7xznU6un6OCnaF2FM8Lj6czgPdfblRgi87KwLitS6ya3Lb1Qty2gHWBtAiX9d97d78aAbdzZERixzf1diKJ9BtnkZXVNPIyH33Qg7ijW3/z8W2z0S4eoM3jSWPMix3TW/VC7o3EAWNyDq6+dzc6AH2xEA3a17lK2Pdm9FwibdoyCjmnJopZdtE6qp5z1mhMdjl18o4lrCJsDXwVNEzdgY9L3bUFaGmW3MTHGFm3ITQWyknPdVMG6zUtF04Aq6kiLCBmDsYVhDazroo2hlxupFpZlJqwLFRhbc+IuOnDfSuT3bL8XFH3t+38PwHr77tfS7plAykZ76dFajNTSREfslvYMVRU/UVDVwcjaRC6c0zR+7dnW0t2TB6kKgmNQ8EDBO7+dlzHaQkVEe2rlnFRtcNAWD9BSnHvdXKUV9VnqJq6iqVLWWmwVnIVqKoOR5oi/XjO2ZvIHtU49o+bU1T722RoRd4B1BAN3U7buxqPb2MNLbR1+TYps0eBaNvb+LRn1l7bi5d8vGxB/Kaq1vfeGHPtxvy+X9OMu3tzfi/3cf+DVz/nCVu+eup/F4Tccn0sXPSodrOjcrxhVvRNRKf+UNWUux7aOBEqO5LiQ12dyCsT1RgoLYqq2McFQi2mp3JEcNWJVmn3U4K7ZhCG6AJCmn3bFUWky6+oK9xRsRWftt5WClj/0vhqFroxZmgtdi4pt1JzVBykZo41j2m+KDSw2kY6s4LJWNNI/rwyDU3sptDmF2rVa2th0gGAaKWARXBPq8DmQosFKZagFJzCK1rTaLcPjLeD+9it9hX5Z2iFV9IjNPt1SIpXC07xwW1eWmJhbrVU2QnVOh7Ftw9loqrEOg6ZRePB5K+3132HG/6DgCtTEFKrkBrQstTYmsqnfW3timJqgxXlkOnt9nAaMwLqkbWb3fNRhGjSN0Dm8c3jvWIKGMJf1xhoWKpmHx9Mu51wr3jmmSdn8rvxnisF6T86VdUnkmBEM3in4ef9gOY2FECrrquzrumiB5JoquSrjdSNTBGItfJ4XzRk3Xea1G1BIVet5JjvijeVhdExu2hTlHEJZEvPyzGpg+eUjxgrz337i07/8C5fHB26//Mzp4cwP//4f+fCnP+FOE9N3H1rvAmlpgXr+dxValTumDbqxOjx+r//wRRbgaLwPn7lbcd7YVZXDVDg8fxPbcASP+06ds3hnFVzxIi1S+mnVzVkrtRVCUsBkcjbcrk/YEjm/+44PP/6Zh+nEn3/8B949viNXCGgN08dffyWlQrjdmD9/3mqEtKA/kXIDWk3pzFGxtJTWpKppkgPLk2MaPR8ezxgjrMtMjIGPnz7xT//6Xwk5E4wlYSjWkZva2TQVnPN46/DON9igv3l+/swnY7XZb1P7sm2hkFqRet9vZo0ry7KqE+o0FadLIGu9oiXF0PqFaNplmG/qHOTEpaX+pBipQPaO4iyT9/zHP/0DReDkPR/OF3799Im8LCwrGrmiNRENWqcTF5VuLimRQmiRkLzJmW93vw0XTXLZhRm6glmXijYNYPVY7pFE7el4Ug+Ke3fba6e1R562d95wKGp97Ygcv39UBOuOTm9Yvjfs0533Y2xRsg0MHt7bzvTFItadgMOxjtG4vpUOjGGLXPX9lubcCFoDGFPSqJOvW0RCMwQqHfeUYrdr0Gtgc2o9uKRijTogIWlKYlfJ3K85KqgSE10hSwTWNOKSCiAZLLUKtwhhVUAegjbvHMaAtY4kghksbhi4xYAdBtw4cX73nul0YZwelPQzu5DJf5vt7wFI/fnfCtT2TcVAVpJR0Qor2mPPOwepsqwr1hgulxPTOCIIz89PiAjLshBDYFlXnp+fKKXgvd8K8Z3t0caCdyqsExbd37uHC945co6kHHHWcj6NOGuxRr87DCP28Z02KJ9OYD0GgxeDxAT+SjaBTCIWIVdNx/IYMBlrdEyOTdBEnc1CbpkjuVTW0ur2alOQq3XLKsgVTePuJA/3wKJTc+ao3lpK62+njmutGjnb7EHz+5WQODh7rWa8C8Dofs1GHsNrcPQyev6l7SjPvtuWvthx/3zYvrbPt7ZvjVy9/WV2Qqsv89u53RNGG4m0NQTWthqUQokJSqXW3otJBW1qFXJYlZjMgbDelDRcr+S4EpYn5s8/KbiaP1LizDRY/OQRa0gmQ7GQIzXMuu92HaeHB4ZWY+U70DCayodoKxdQG9ajsxulb7Oeb9FWA0paxcZAqXohVdfUWislJU2HT5H5+Zmc0gZsSsnkGMgpkdaFtAbCvHKbF0qu/PrxMzlq2uu7xwt+rAwtam2lQg1QPFI9iCodWgFD4lIjqSTMErHhynB+4PHxPV4qDwIT3MX3/y1WshMLJWnUbI6Bv3z6lTkGfl1mPq0rRYTknKZm+qGVHiiW3aKKWxb7fjblMESzsW+S8F/a/sDgCo7Rq/01XQbV0TaaE98aeEqT8zWm96CxGFP33jMiWCdYwLcFwRpLqRmy1taUqrnDzrUwaHvNuq5SpZ5TKXp8PTtVCdJCbu07UKthcM39KkLJGjpfac54KcQMSSCJsrhB1LBZEbJ0lraxt9BY3YpFu83nsjPntkXMRKXcWrQrIVTmweGtUEvm+uuvlBS5vHtkvZwpUnHp0oQWWoc7tAaiN257ESfSf980jL9lLCuvp9H9a6/Y8G237bUNcx2+09+T/XP1rWP9xum9xZ908RJzSIvcF5FDnVdj7PeoRbtvrdhbDWHBG+1CfvIDl2FibQWypRZiiKxRU+p6UWUvoNaCU+1vtEkLy36ORTR6EiPYUlVFLWWtiWjpWMoYa3rgYh1ZDMUWsgNjCy4nEGlGUn+jFHO8GgquUqLUim+CLroUlP3ayC5eoLKnWaNKW+2hgkUjem6l1RDkFNFC2nVPIeqKf22BMM4yOgfWchkn1ulEWFYG58gpaX+iPgKaOmA5PF4JXMC9FPKGx7eY1CGNr6fzyPb//fmNgVTr20Pujsk9vPhVP/jbHRF1iNozbAAK9hG7sbq8lT50X1L8paXvlTN18L/6XNj2efQWpcvB10a6aoTNmD3iU9v3Oqmuf7f6lQ0zNuvbFDpNNSTJFFMRU+7mKWjktJMgPT2xtDouUCe2Vo2Ipaz1jiHq2MQkbNHoV4gqLIRbcVRC0Oabzg2Ukhv4O1xnXrKzv9eV+IpH+03f+2+3ddZf0ExKjBbN9zS4kvNmhrfIVeuBt64rIayafnS9UqqSOaqwOyDTBNAarVfWZWG+3rDW4ESVdVMKpBxw1iIl4pxj8APVebUnJVOrpVMmWjNXW/md1pbqQ89NRaz0s5AxwGQrtq3LWpZfyR0M0cD9q/557GN2m8ovXEdhtyWtNqYFItSHkZaerwv7PvWqRv/lhZF5GYl5M4LNPfkCXwdBX6q/2jd5Nay+JpJxv1/5ps9+63YkxF4N9W5rju8d71cDV5v4EaB9JBVMmNpq5beITs/ICOS0ksJCWG6UHMhhVfVA67V1gxhKsVrCUSvSjVi/x1l9ATnW+rJbhR7l3KLfx/VGKphyt27Upnxba4KSGqjSFMDSU+JTJDUgpdEZVdzU2uO0r5GbWmIhxMi6BGJTSLTZbNd9k8/eKEQ9155G51pwxJWCK+BSZCgZXwuuKil8R0huv/8tL+x4U19v3T3MpTaFUVXWncPKdQ3cwkq16jPQSDjT+n3u4kW8IuHriz/q3V367e2PDa44/pSK2bwgVRorORHXlbCszM8z18835lskZcA43n//PYLl3Yd3nB4ecM4ynSbtep3zVp9Rs8psOmsx00mjA84eFsmK955pOmkaQqt3DqGwLAkxlcvZMI6VcRROk6Z4fXoqhGD5TNUBig6AUCohQyiQKU0zrVIwlC7V6T3WCN55rLUNLGl0wESV/aw2UVLB2IEP73/g4TLhbMUbXQBSqyFA0FqB+cZf/vW/4MeB63Llb3/7C6d37/j+3/97/DTx8N33TA+PGOtwfkKkdRz4TUaqrwT9Tv323Xzrtb1A9jf6W7za1/3xf9fh21YPDODxfCZvOY+eniKpxaJmWyR0MS3kJBs7VmtVnOo1PfTkLJMxDAi2qffEeWExz8wp8RQiKRfmNRGTvrcuqw6y0hunNuMJONF0AGnpb8aoYpk1ButHjPfgLLlqYf/p8k7rr4YT0Qzcwso//fIrn24zMUSWEhvRMHCqQiwVcjclPZ9ejbwa3aBqmzRFQdlTdMSqiMAaIvOqn7NNKlbTGlU+PcWAtOLsnuPumtLnusw8P30i58zz0zM5J07nszYKv1z4MUbcMOBT5rvphHlILD/8yLwu/PXXX3m6Xakl8zkqu5fDqpGrrAIJHFjMDoSPrlCjlbeIlZG9p51tPcl637x9AHXwso/Gl+k1tackHnpqdMdIgbiSLuWNwb+lsnxlew2SOnjc6yH3NXk/3687O9+2mGy/hdp4jm6rd+S6g9G6MYLSWkPbBro0M+DgKErdnaLtOBwwX9XsFFMxLRfL1IKU3ZGrrb9aj4QpAeBAhJAqLGG7JLVW5jUTgo6VmNt5Z/ACa8jcbivOF7AThcKyBJ6vNwqWECLOa2qcMXcn+s3X8gtXmP8eYOnt7cvnex/5UDudU2YtBWcd3qpLoUq9kRhhWVYqlRRVeCKskRBTSz8WSrE4V5s8tfD8fKWUQlhWltuMNYYc1EZBRkTrnUsOOGu4XB4wp0vr05MQDCkkoteIOKKp/ePprPV91mr9Xs5cWhP03suolkxZb9SUCIq0WzRVSV1n9ZGkbNlYhb2+SvsSNVGB2sFUJ+XafGw+mpGDxHybHTkXltZPp2xzp4sp7fenA1iN0r9uBNybnx8B4DHifMzKOX6u3+Pj5+7GQjuf43tfsx99Tr0cQ8cI+9vbWyTs63fl5Vv1xSdfAKpaW0PonDVylRLkQsW2jxdyUw9MIRCjgqmwXsk5sjz9TJyfCbcnbp/+BiUz2ay1QykRl0wxhkClOMuSkgpQGKsNfq1jGEbqGnTFiQEQxCekpkY4GfX6pSLY7Qep66vALKeFGK7NB36mpKDvlUgpmbiuCpZaymzNSt4qoNL+b6BjsJTCMi8sy8q6RmKTn79dF2qEcXR8/vTENA24wWKdaJ11Xpv/MXZYpcCligrbVBgacLOLIf/6EzJMULqatkPcuPkWr271V82lrge5NiXkUvn4/MzH5ytLivyyzIScWa2B81kzGYZBAa6xjSDV5tEN9r+ysMexJZUtS+Vbtz88uKKxrtpDohuCljLYemnENbDcVubrQlgiOVdELI/vPzAME6fLSaXJR8+HD+8ZBs8631jnmRQjy+1KKVmjToOj1KwNLWmywdLA1UkBR0laiC0mkhJIqZytI9fKNAqXk9F0khJYnBDWiOqvtMFQIJZKKPpbtExbmdyiIv9bce75NDIOAyklwqpKVzEsykykAqlixsK7R893Hy6Mg2MaFYwtQbvaX283rvONtMzEn7WA+Pn2zOmnMw8fPpByZrpcMBgG6xA/tv4u7aQ5Ri9ebq+BzTdBnaPP8dZeZSeevnzs3/P+y4O/ccA3XhqcY/KaU1yr9vboEcwt/74UkpE9KlK0JsA5ab2sLIOIpgA0JiuvK6sYlhBVZKIU1qjpJHENxBBa5KWxXKIPVbw0zf/PLe9a1Om3FjtMGD8iVkgIUg3T6cz5NCLDRLIjz/PCPz8tzOnGHBPXkBi84/F0YbCuJWy3/XbOrBnA1MQAytYzqmCNhUFlYSkFrGWNiSUkZaep2Gp2sqJFoqQUUtQ5LCLIOAKWEBZu12dCCPzyyy+EELQ+bRx5eHxk9APT6YSfRsZhRM6F8N0H5nXVqEJOrOtCTZHSRCxyU/aqTbmucgRW90Nii061lEAFUw1kHQDXlgh3ZEn7wHkJrF4+yg7Ed5C1Oz2vRuwLdvpLLPX93/1R7ufkEYS9ngn7NfiGOfUS0GlDivpy8upCdogAwt7/B3oUSiPz/fep7b2fmuqstcj0BhDbfZUKWaW7ezPb2tXVNsdR/zFtDsdcySE1cKv2eImZmFSVsGQ9F1d0gQ0xM88rPlfcmMEU1jUy3xaM8a2uK2NMOTi0r5bsv2P7HwmsvnaO0ki3PVKfcyGnqtn67TxL61HVa6x2tclKjIkUcxvPBltpNlNrpefbrBH2dWWdF42+t1pM1wloAzktWGs0ZX8cW3Q/YySTUsGljJjeTF0YxpMOA2O2+i9l/Lvd1gyD26+ZiKa15ka69bYCKtbS4vStv1OtffXeU+haYAxpdkO3XsvKtq9TE+zo46/X2faoevmGsVOK1mx3sPMlYYv+fARWLx/9c31924HW4f4jr75z/N63RKa+DWDtR3wrB+Bl3c0eodo4md0217qt1dsja03VFh6HlmWk9ymGQEqRFFfCupDTyvz8ifX6awNXHzEUpocJP1gohbQquHIGSraEeWG5zVo3WGsTbjpRY9Q6n5S0x2TR+mkEikmAaeD8+LuqEqy1UHIghpmSIsvzZ3JcoURo/QDX222TV+9ZINLUWEPQaJSK03hqhXVZCSESQyInVWed55USK6fTwPXpSsmZh/dnxuK11jqHtrwkkKZlYFBw1fChT6rWS4Xy+SPJD9TxhEyTAivjWgN2NlLz7n5+wRTprdX1Zi2ZmAu/3G78l48fiaVwJasM3TTAoMqM0lVk23Vo9ND2/8PwuR9n9f75W7c/LLjaFuGekAz0Rj85rZQcma9PfPz5J+bnJ54/Xbk9r+QsjNMFYxzDdGIYJ06XCw/vHjU3fPBNUailBYgwONdU/DT1q2K12S4VMRoxs1Z7aAGklm9dK8q2SUUoOCDUSq4ZqcoQ5Khh1pRVjaiKoZrdgahVVERATTO1ijrYqVALxJgxkhBg9F5VBlMii6Eay5wLEhKfnmcwhtPkicm3tAMFh9M44JymTvpBpYWHSZvOSincfv1EWhZGP1JjYrxcuJSi+ejjiHFOZ0pXy3s1+rZ/+o36aurB/p2vv7Hd9t/67qvIcZ+VX5gNXzw3efGX4F2TUq+7U2ub3C8HVm5zZtshVbFKnfN3znGylmkY9KxKYW2M1doW01wqJaoEeomJmjK1ZrYwqRRAlXp6NFKjr6okGNYVa6zWjZQK1jDiKNa0glVNrXk4jSBwmUbO00iuledZc5I1fbG03l26sDbuV5seW7M1I861pSrGuEWc9nz/SmzN+EotrWKXNk/0OpWSW8+tsvWF64+UoopVxMiyLqQYt/fCurJcr9SW4uVzpsSAE8EZ0xae1NIdWuPgvphu/ng9jJP7YdIXbC1tlq3315Gtp4OzF8DISN0Kl/U63bPEvdaoF6FvEs5HR2XzCO63u88IW575q+F7T9u+evklq/vqtbc+dzgHeA3soL5hE/aj3sl/HMFhB6EHkLSJQbQpvEtC1O223TtadRtbuma2fSCbg6WXtB27tkaxWb+TaoJWmtvle0NU51yPt3Gy7TNCaWnepQi1aAo4LW24p3cdr0v/mdt12Fbp3wu0/l6Q9i0g+eXfb9vOrSZO9jS1/v/ewwpkA1SlRbC2VNyqaYLas622dVRY18j1+UotlWUJ+pmk79XKVqguGuikogpqFdTWxEQlYK83rI2EaplDwnnPNE0bWDDGMHjP+XxukTNtEK/tI4qukd5rn60q2lA7F0zRZqNsjv7+ENn7F7Yb3VwV2d7TyLzfVFy9b81ehwFjLWuILEvc/Ir7a9721e/Ny3vUptoxm+J4H98SrHhZV/XW94yYrQJjm/vsjVzfikj15/29N2zDi+/+3lqt7XscfIQjsOJgIzYya7e1u6hR2QjC0n5XKW3JrXUTQkopEcKiDannG8t8I68q4CSg4KyopH+piWKEtSn4hjU0GffKugYFMuvKsCyUCm5acLVg/YT1Q2uNUgADRZumb7+yAjUDRYUoUiTHQJhn4npTgamkEat1vum5x9QacYNpACiERIpRiQ2nc7Mra5fDmNJesJkYEsuyIIK2XFitCmD5iLEgLqIZPdrepyKqskmFlLd5kdYFSYn1+hnnB9x4ZrCjRoTMoQJrO4d7hl36eGrjJ1MJKfN5nllj4imuLBSSgWIc1Qi0PpxdrG2D6cK2n35pX3uc7YjCHRH4rdsfFlwZjPY96VeBAqJhzbQ8EdYrv/zlX/h//+//h9vzE3/7p79w/fjENJ15//7PalTfXXCj57vvv+NPf/pBi0JzgpKJy4ypWiM1TicEmhynTnbjjC7uRiMGuqmBvl1nljlAVRlUqBiXEJO51UKaI5ICeVmJt0CcI2HJypJiqFYQq3U8WlSpg6inF5QMZY6th4sQfeJyGvnw7gEBbtYRQySlyC9L4ClV5F//xuXTZ95dRj48TIze8t27M8PgeHz/yOmsIGk4DdrnIyWtQUiZX/7TfwKE699+5vTwyOOPP/Dn/+v/ZDhNPHz/PePljA4VvxlWvRrH57cN5FuM0x0h8UV24nCcV+DtK1sDBtvu35gU32rKrREu48j78/nApHcVrCZyYGVjgHqjvi6CMBh1zEZUovQ8jIhALpnn2zPPciNXIRajBcpry3cOKyVozx1KVINQM9phCrIOTXrfoCSGMAdEDOu04odB+13VE+IteYFMYvCef/jwjscQ+PP3H4hFZf5/+uWT5iqviWCVZZLGnJrm4PrR40ftSxWL1k7N68I6z1poTlHj6gbEOuaw8rzM1Fo5SaXgWv8jvZ8xarzWGovzCs6c1wLeZb0xrzMpJa7XZ2Vzu6pRyfxiHMMwcH54ZDyfVIXRWbAOSYk0L6R1bcW6ccsr7+SFDoxXw4aGWujxlS68YVthcXcq1TtXprtko+w9bLnsgmai5wawtNasSTbnvKkmppRIZe+B1+t/3hqzqjyV93F9AIb3gGUf43tq3ZfH+OsFhjfYk/uX7us3tv9tzH2/lGxXUu6+1+vYgE2xUUtFNTuhl3ADFOntD+4d2jvPSlAnkL2Rt7K0phEgGjnodZO1qtNQaiGWSCyRWiFvjnzZ1Fpd65VVsJq2XQwpWUQsOemjFo/gEfEY4zDGHZj5HWDdn/T/qO33HVMd6dZPrLweB9YK3rvm9yhy9d6p9LnVOmcRYV6UFCklEzq4avXDHWgBmjEihbBGPn96VtKip1ajY6VUjTAWlJBxtTbBE4MxhdsSMHZBboHPnxbA4MdPWD9wPp/5/vvvcN4xDh7vPKNzvLtMUCtSE0Lh+ekzn/KqqpDnC3k44YaA9YE1Rub0pPyWpMO1UmfdGJoYBU2OvY3XpmppjdbAPlwmtVvniffvLi0TQMf9zx8/8/nzVVWEewRqe4hGN2hiMG3/ev33ea/362Aj2qT9bXAFdyCof0/qcXftnNoZvRFBfyl2s5Mxd7v9IrD6lojX/Q/58utb2nfp7Tn2VhCl1TmTEiVGyJqCWaQosR0LplRCVAXLZbnx9PkTKcw8ffyZ5ekXbMm4oqCFaKmiZGNMEUSV9hDRzKqw4qwDLIOPVAylwDAuVDH4YUT7iKq9y0ZTlq1zKmjRCD69/vq7cryR1htxXXj6+BPz87M2MV7nBq7mJsgTWYP6BtZrC4OUio6ztsdCZY6ZkDViRbO5Sm4krteZj7/8ynwamR4ctSampMDPuAFvPMZFjJnAnZSMrCOSHZIrErXf7HL7tc3/xDp/Ynr4gQ/ujB1OWDcg9h5M7czU65ueS2atmdsa+M+//MTTvPBUCs+imTMyTa2Pa2c+9m8XORAY2xrS6pPv3IN7yKX/+fYx+ocEV/uP6RdWNgpS5VlX4jqzzDduz8/Mzzfimsi5AgbvR20EPA74cWAY9EGt5MYY77nj4NpynkUoVQtxjeuDOoPs6V4bTXRgcdXcaB0YVYsCtUBQnd8uStEdNlO1D4Ftg7gY2wylpju2khdA80mtUaUiYWcIi2u/JQq5at8OoeINTE6g+pb2wFYwbJ1lGEfEGmRt4f2UqVGLIMPthlTw08h6fabWwvhwwVcpQd4AACAASURBVA6+9exy9/em36smzSrNOd3ZvTuuYL+/L8fnNwCs/vfXSK67Y94xbd+yvd6xiOCdYxyGQ4pST4vR+2CtRmzGYWjOtyrKWbRGwyD4og6Bb9dvY88olF5EW9giURQtdq21NMaktLqZNuWb+lvNOiYLmtoiLZ+4Ak4qMVoES4gWb8GJaD2AtH4xxqgsbJNU7bVAOgDLdmsQMLl1Yd+iLursxyaCkXJW19VoY87UAEWtyjjbonVo205rv1tNtaddX4TWF05Zw9hqpboYRkqJGIKKdwwB5yw4p/02kCbmkjc5efXDdyDypTveC8s3qkB6OuS9AwAHtrc5gaU1oVSpXY2GvxW52vP++6O9dji5t8iIfvI7CKov3zr8R5rZ7HPyfqF49dV63O9b+zx+ljtWeicW21E6lru7XF+jXvqHN6+ODaTRLUpnKsvhM4f72ha8njm/R5KlzZ2951elgzitfS21bmNNy7VaXLU5ZnIclO3RJeEVpBtABZWscQ1YmG1deW3Y2rzdoo7fYpne+sx/I4BW78dGW2LbenVfk3M8dreD3fkRY7BW1c1ooKvk0iLyLc3tAK7u91ZUAKBFuTiMLXOIAnYQ0CPAtYDkQq1G2fWoqVS0dbJgsFn7bIWg9auDs4BG4L2zyphXjXZ771tmSsZlwUghlYp1RetkzV5rtmP6Hsd5SWp0k6oqlm5bI1rvrsEzDh4QamxpabU1HW4R9m54O0ki7aLIwZ4dZ84277s/+uLe7SmqR5DDdk3314924qUHehg47LbgJdC6HzNysBNvj/ffkyL4anv18fvf3NeA/v89JftQe1sKVXQs9R5mlFab1dqLpBiJMZBaWxMoSjW3H1cbGVEaaClF7X+KSds61D5GhRAiodVcjetKBYYY8DFQm8iUApysrQRE7rJCAM3OyF0BN5LCSl5X0rpQUiYsKgq1hsi6Bp2jqbaU2JZFxS6+kkqvg62HMVw3Qa4QEsYaPfcQcUNTK8QocdmyRrZ1wJgmId9qnPKubZDWleAsdjhreYD1Ssw2NfD6wm5u/zuslaUWUs6EnFhiZI6BIEJq4na2RdGgre191fzSkGYHVm+OqL/D5P4hwVVF++4gVi9JVYYrrysprPz0T/+ZX3/+Kz//9S/8+pePqtTkBx4+DJwuF8Z3F4bB890P3zOdJqZxUFanZlJSBtxYw3Q+tUI1veK26PgQI4qiheYgqsMX10DJGu2axlENaFIn8/n5MyHMXK8zn59uhBC5zgtL0KaF4+CxVZDqKAgJQ26y7kscKFXVWWJOGwjMFUiJkDOpDQrXHPlxOikLNp00T32euV0XYtBQ8Pk0cDqNFBGGlBhzVBWXXNThtx5vPKMbOA8jtRQ9znLl6adCSAE3Tnz/6TPn9+85vfvA449/xliraWBAN/53U6GyAaw+0Y61KfeOoRy+0hmxbXr/HSOnf++gkkafWPuCtJ/oq1O526x1/OnHH/kP/+4fmhN8/x1nrUq1G8tlHHHWMBqLN0ZT0lYt2pZcINfuimnq/VafpcC5VlpUtWJIeKNAW3p6CRY21j1u+KcUSCUzryulVLyfdYw4y+fPA94YHs8T0+hxg8efJmIp/O3jz1xvV3IOTEMrMLWVKloD2FXPcgPeY4nEOmxS7LlkbmHhOs8MQ0acx9mClIoxmRBbzVjV+qpQi6amYhuwAyeqEOdau4VStUn2bZl5vs0arYlaj+h9xvuClawF31nTVg2CeI2KpZaKGJP2+vBeC1hTyhoEbI515X4ctpG3GdfNeTK7g6cYQBfl3HpvBSONuRZN1xXZUoA0EqKLeWz1HTEEYuo9wBKxXcetZgJli99yLzqIuxu7cph/sj9zR3Lcz8162J86+kdnqy9AdT/GdqjdMbsHm4K0Y93ZgO0/O3DaQYWCFtkAbW0AW/eln9K06JT7eTSns/uxG9nR/l90P+WA4HcioztXLUJYC6mN71SS2ng6ebYXLptqcWKwWCwDFoeRCZEJMQN+uDBMZx4u7/nw4XvO5zOjG3HS6LrWO2dLId7u1n5X3iaLdvD1OhXz2+zivQPd73Ore6qtxq0TA/W+3i8lZZpvt/nVfkurk7Stea1pokvee6jo3KuVNURCeAGutprL/ZdUY1Wyvh7mXXtYafVVzU7o8fdrEoNex5yFZck457mcHtQRrRlThRJuXD9VgvN4+YA3F4ztDVsFGIDKWSy4QcU5bjM5Zez1pv3TrGG43Si1MBRPqWBzoRQV+Gmlz9SuPFZVjpqSuZwmvnv3wOA9373/wOk0sYbIbV6IKfHp6cayRm69XcThOtkWCTzezy5sUasSOBUlPY3VteFlI+OKOslbaqFoXWMnb7do4nHsbYPnMCK3Jfy1dfpaWt9+3L206Z6g+fuJgs26HAZ7n8O94dgdkGqRq5qyPrJGryhZgZBAzRWJSm6GMBPjzLI8MV9/JYaZdbkRQlBVaq9jV9PnCiEWllhIpXALiViaGmEtWFNZ8w1nLU9L4vQ0M4wD7+eFYRz4sCw8zleMc/hxbKnoOg+0wfC4tZYQIC0Lab4Sl5Vwu7FeZ5brldvTk/a0SlrvGGJhDZmKkMkNKHSRMi17UVPV2vCUwugMWTRoWUsl5Mjn240lR8afB9YQeB+0WbLz2rLFDkMrn9FiK2s91Qh+hFodxgZyLFoDtizcloUSYBj/gp/OnN9/z3h5oCKUXoPVLEKTVWu3WG3U07zwt9uVOQaeQmAuhTKMOD9sPcTqHZu7UxHHf18M1P3Pwyf+3hH6hwRXfdXsFRpIM+rrQlxmPv/0Ez//y3/h4y+/cP31mVwK54cHhvPIeDrhTyPDOPL47pHz+USfhqoIpGjfiDCMY1t9dpa7Mz/9bnbxilIKIUQtvBWH9ZaaNMRca2G5Xrlen7jOK8/XuQ3qSIi6oDunC64VT8XQW7nF8v9z92bNjWPJtua3RwCkpIjIoeoM99xr3Wb9//9OP7ZdO0PXkBkRGkgAe+oH9w2AkiJrPpbWSFOGRFEkCOzB1/Lly8UGuzMHRTd/kaQ3lizFtbVJcB6CY4gDMYgUxSLWtT+/PDPPMzS1jq2Vec344FmzBHFGG9sZw9YfxAaw40CtlS9fv7IuC2tOPD6/4KJogO/mlYdmGT59J9kPJ5UIQOft9NBB/BpgbfcVtXi/udkHbvsvCyDeDJvt3for3mbQjoHeW97v7eGc4+Hhge+/+07lGLdmA95ZgnNE53kYR4JzTFacAUsqrM9XyboktVvXwOSoAa+1yqLf2qb/NlSxpW6S7TGHa1NrZW3iKlWabJJLrjzPC7kU/LJIRsoanl9E0nZ+GQTcB0cYB0qrfL08qStVIvju3iPSCJHfiMvPui5yjqZKOh2tOdS6sTklKoYwZEoD2yQQOhaxd/trYxzNCZXhDAQrwbRV2W3VAHpeV55eLhtlZDCMuVJKI1tlABtCqliHbU36zdWsNrISyDvnJBCyjkKXnx2D29cj8dV4MhIYbwGAZpy6pEb6c0ntRzdQ6OBK93bJ8KUk7mRaXFxKIde6yQUrr0VvbwMYkQHVm5Pc5o0CstcywEbP/dx+1E4U7JIgtmDsPWDVf7hlpndwsK2Z21ze/7AdX+/VbDwCMgObmcX2/D4/jgiwf2QjY7Zvirud7q2JRM9S7bUWnfXM+5ym7wF1A9pGswQWzUbjsSr9wwSMjXg/EMLIOJ64O98zjqNYi/fgoPbL9N7qolv8G7B6+7v9OrJlzP/UccxGCGhiX3NeAaneGqHbTrcm+1wpRWtEbsdiq1InZTCb6ZJ8edlfVwnqUi6kLCSNNGSuekHattfun9XeXPdeHWF7/zIDps/f1rbPUIooM0qBZSmM48gwnJSxrpiWqamyvGSK9+S7CeqAQeSBxtntDAbrsSFKOwcXyOtKaUIyVhohOHJxBO17JU2NG7ZIn6pWm9Sn6i2yiKPrNAa++3DHOAx89+kj0zTx85dHvjw+MS8rX7488jIvlNq2cdqvudTtyliqukd0NqHSMFWDT+3rJgTBQRLPPg5a64YynXCRmvLWSYub45hB2sfmcZgewdExe3XzKsYc1oa+VvztoOr4+Q4n9GYt2/vr7fvtBrCKFldV+dIKdahChplaSXklp5m0XlmXC2mRfpGlZKp1WBtUngo5V1KprKmxlsrjy8KiTpPiNttIteGs5bpmhuvMMERyLcQYVNZcCDEwlZOUhOi5lxCxp9PuKmkMZZmp6yJOuMtKmlfmlyvPX593o63WWDOsSV2qi8SYUhtlpem605pBp9LDVvFaztBqUwM2kd+lWnh6EvM3r6RtjZEQI4ZC9YEaR4z1ODeBc7gAvjpoDu9nTDOs1xfSOgOe69NnSl4ZTjI3sdK98zj2jj2r+556TYnPLy/MOTPnIg7HRpuIqx/BPkZex36vHjuosI5j6v0R+ueP218nuGrHSSESn3WeefnyheV64enLV54eH1mXVRyEgBgjIQbGceB8PskNN737uMC01po0eHRI0NSqygxlgzFqt72nd8XxqFQBVTF4SZUmCYRLWpkvMymtpCVRUqVmoErvn+gDxjiMA+skEE5NJ2OTgStF1QK1qmuo4RW9SXxvvmIMlFZx1dK0/HKMgfM4SO+VyxOuFabgic4yBMdpHDifJu7OJ+7uzlLf4q0EtJvTnMgGnYHTacB5Q2qwVMBa5pcnYddp2CgGFw8fPjIMA855jA9bnclhGWYLnPQz6o39xg03N99vP/25C/AWC+5B39tpsgfUN/m2X3gL5yx3d/d8+u47CRx0LHUmzFmzGSlMPuCNUecrsXhNKVGz9nsqIlfL2mspaf1NOwY6+rOhip00Alb6R9g3RpEmtrpL77o8JzcJbJwx5CoW50tJ+KvDeosfAo3GS1pJJbOqkxDG9Lbdcj/V0KVZ2SBzq5C1oa+C/aJMaWlVzSsaoixnN2xojVLV/cjuYLfLJoSMs9vnr/TaJJEbehe2wurtvWqGAmtOuOSwpuGzJ6lksdGLzKUmw9BNCZrefx0tGth+a5i9rgeo+iWZDskYUlAGvIOrXQbTDRK6RDIro3gDrFSehsab/fu358LGXN4EvFvgcnuu2/e0bfoJyLoFVnvwdQRX27Nv9p/b7Em7eWz/t/923w33rnP7fGsKOpr+TQUxD9jO/1B4rq/T37rLpJqyu9ubmj2Lhro5NlB5S9vmcP+cRr8EVG1UnjT0NNoz0anMN4jrXBwHprsz4zjx4dMnzvf33D08MEwjQR0z39y+Q4B7DFpNv27bOe+AufW7t13/t+0pjsFk/7dLwSUjWrai9G1+KZtetA6l6HOqjsnWdM8rRRw330TeuylNHzNFbctrrSxKxhzrAyXbYjaQJ6YOkun1zmkd422WbgO4h/m0v6d8RivMk0qzBdXkvNIoUAzZSG8sMw5gGusyM8+eUqXZqjFWG7seP560tgghqgGFx9qMdR7nCtZVrOty7WOoZvBWGiobAyYL+HEY8ppYWuPp8ZFlXnh8fObycmFV0mVrhksnDWTt7ZL0Wiu5rbuqxvQ9UuvC1T6xtIqtRmsXd9XNls3pc68dpcp6bW95mZvvvnV8y7n0fekw7z63n88vvccv/b69/ukVQXRc19qRZClFpR8FU5Q4NH2NkMekLjapY6D8u82hJrWYzUhZhigUGkuurKUy58aS6jZ+nbU0bSNakFrPtTSwVmoYnSfnyjgM1FRxztGauvF6x3y5yDrkpT45r4l1lv56ubtylqpEehW30wZrhiR9h0lVYk/TtI2LbbgiBK5vFucauRgxXTNGgo8mFF0qsqa/XEU1431gHF8YhhXjA7EUmvFYH+XLDVpjbSAEDI0ynihqoNGMwVjHMs+UBtN8IQwjxgdMlOyXUgwb6VhbY1Gp8XVdua4ra600LcdoTkwxtpm5jbV2nKjH0fV6sO2PvL8N/0XHrxNcgTLE0vyslsz16ZHf/+d/cH164nf/+V/89LvfYY1lHEesc4znE36I3H144NP336kjoLgWSagvt8gpajfNYZpOoFUszp3xOKwUy62JWgo5z5ScCN4xaaZrTldSSazXZx4/fyalzPX5KjKI1DDF4rCcx0AF1lxZtTHlnDK5NpIyHSISXCk0vIfRySS4ZkmjS5G10He5VbHrbBlD5n46868/fkdKCTM/82QbQ3CM0XE3RD493PPh4z3ff3fPd9890FqhrAutFapeV+M90Y/qIHhHM4Y5ZZ6uK6lUvv78B+Y1c/78R56+/Mx4PvE//o//k/uPH4nThPFnYcGsyNZMky+QaSGDVRxufvm4hWd/0bHNoT/n71/zE98+vPf8+Jvf8G//9j81EO4FsWmri7LqGBSrLFhlXqhppawr8/WqDYKNyNJq1SJv6WXSm2v2gLKDK2dA/VQ0YDRbrykArMCFWgSElFax3tGq4bIk5rRKsKgBSckC6HqjbWMNNnqM01lhDM0aCpVMlQLt6KR2OwmYX2tmWfP2/q0JuCg0qIXrukhdARVvJIApTbJ0ZGmKbR00giyUVbI3Ht14aKy1khvMaWFO8npB3bSahdIKucJSxLnLLIZSM64MRCfAMhe1nTXiataawxlL0RBfWuXtgKOz5B28Ho+D2brU51QhVWzOEkQ32aSNNeSyywd7INyD6aSNHJeUmNdVeoXltGUfa+11RV329M6o3YKuPWB4L7g5Btqvj5v6KgUtx8f2wvf9b3sQeSxWfy+YOryLAir5vuMeeR7Kl3MAEm0LLpv2Mex1abV1U4Uj+NDzMApq+9fm6Kg9TIzdTAbyRl7sBEl3nnW1bN9bPZGgdtveOXyQrEwYB2IcOD3c8/GHHzidzvzL//w3Pnz4wPc//MD9wwecd1jvwLziSTW4FWv3Iyg1WIvW89yCT/nj4319717KGxxBY19f1qSOe6WwrqusPVls4rs9eu31iZqNPcoCa608PT29GUd9LzWHjEBvKl4VkNVaRarWDWCcPRClsgeP4yDSQivgNeeitSxdHmpUFifXQOoae2AsNVAheG154bU9RmNeL5gE1ywNVadxwtoPNAIvlydqyxhj+fK528nL64/jyDSd5NzCgAuW65xw/oorleADJYjCRIJpA4j7W9+5vHNM0yifOTtaSQRrWa5X1tlweXoBY3i5LHx5umySwg1S6+12VtadaYicp4lSMpciDeSDStG7LNNogN+MIdXKVe/FUoysV7VRioIoBVtHc5zt/h4A1p9zfGstOP7+dc3XX3r8UnZrI1yOhNDhLXbZc9sUIn3sVDXyomRMzgKurKEYi8mVmjKUwpq0WfAysywzWfsl5iJ18VgBIWsR9HJJlee1sObC01xYUlEqosrYwOMd2CVjKHhneHpZcM7w9HTl7jRwPp347Q/f4b2j1SQAC5QvsozjhA+B3sqjpMK6LJRcWFOWXpml8rzIWM3VkquM82KkpYwYpxWV8Qm4GgIE32tJA80CTgx5Sm2sq7Q4aO3Ck7csayHlyjgGSm1Mp5GcRC4f4kjwYt4VfYAQKEEy+rVkrA9wjVQsz8+P2PlCPJ2wzhHGE2MIGOO1QZHMtYohN3hZF5aU+Hq58uVykVYJw4R3juo9RdeOdjtSbgfHOzHg673//Wf9ZcevFlxtxGcplCSOK/P1wnzV1Gwu4MGZIE5j3hNCkEyWcxv7s61+yD+954TpV87uDdsEHWuAczCh2IqU6S9ZaVULCrWrtZyvxZqGMRYJF+VvnDW42mhWWDxnoErtrWSqnMHW2zXCaiSiRKRkDFrDaZBQS5HBGwLWiN16Xge8k9cX62rd3OguWGjDtboF3E0Ld61pwtI6h2vgnAipLA3TCi0nyjJTnCEvV9IyYL0l1IFmpJCbTXJ1YGB7oHXjYvFLK/lfCbC+9WrbjX5/qvwp1izEwDCOO7NbxUSk1YIpBSkXalhtykerm5HJ1uFdC+DrYZEvWki/MyVqS1zrFoH24NH2YLEbTrQ9KO7pf4EMPaPUB40MqqzjVLJb8hWs1JR0N4kOOoT1tAp4ENBG22zTbzIPOsa2QnbaQZ512Bw3XGi6quVtsIhmu9Q9axtJ/fk0NQAxQrog7HwpsknmksmvZJv9zbaAXDPTt+/6ywzsBgEO+3jVyVStobSGrbJl0cEVx8u/ZwzK4f6/7nF1OJ0963N7Nq8YYXNzvu8Xk9/+fAOuXv/8VwQ/x9fdpZP99XvNUycJ+udr+9rLTnptJyUjQQBaaxoKsK29R7DGlpsyt3/f2FjXWyZ79zrdgF3/2ewgp2dCnNdA1nniEBmGkXGamE4npvOJaZoYTyclALo0i+MZb1I8EAWS1L+Y7b0Ol0yu2kED08H52/HQg0Y2Jr6PrbS+BleZZVlUqpcoKhHv8uQjqKrqWinrhQCw14dRUNtBD7ABK1nv1Iin20mDri06lXVd6ADKKLiy2ldvl74dr80hw8I+9o+ZU3mOSIcN0HKCWgglkUvGZiO1MtbqmqoEoMhY8N7LnoqhONFzHq9rr1/i8DmslebCrcp486pksN2hB+mLZ2DrB1Y7eFUTFWkRgKpm5Oh/Lv312AB/bYboLbHbuCu4yrpugyFZuxFB1VRVHvS9QsbWcZk77orv77x/Ier65mv8/Y/DynGYRK8B3b623NSi7bptAf59ngkK1RivGzg1JXtu22bIKOk5bxW+tne+aDTTCKUpsaeQq0ptnreWq1+lh6Jx0kfPO6RNgDodor3HSsMHT6/nLEXkt7l04C99VHOVjFWujdRkpVMVqZ6nGlt1csvKJ9j3yn5p1JxJa5ZTluuxrJnrLOTCPC9CdkTpz4np7V8yxjishWYNToknFwI+R7JeIOlFKKYc1nkhgikcNwoxERLJ5tpddpucscw3mde3Ud5hTGzBe//dWzjV96vbQfbXj91fKbhqyo5Vlpdnrs+PfPnDH/jdf/4n15cXlnnGOrGrrIiO9f7DA3cfHmTgGWSg9M1cJUnGSOreGDZgZKwhDJPUl8yJeem2sQZwnKY7YrDSSO7yQsmZ68sTy3WWRsG24b1lmk7EaFiWBdPmg1RK6rxMLrjWCGihrjdE72h4TkQa8LxmrrlgchXnk9pISSaOaY2URGL09eVKWhMfHz4Qx5GRgX/5l39mXRYuL8+8PD9CMyxr4TpnyudnHq/SXO6qzHnf3GNo3CWP95bT5BgGR8MxDgNDE+lhrRXjHK4V7Drz8vv/Ynn8mbsfvsfYgvUBP0qhcCP0cJbW+ne6zba/LYj7heFy+Oa9jeA1wHoLtN47K2sdp9MdDx8+Sm1dEeegdJHO6G1ZNANYKFexQE2zaKDnedEi5bItUq0Dr1p4uV5krJh9MdudokQHbo0hhiAuhFbcJVtrWozfyGWllESuwk6XWiVbZJvK0PK2adReu6A3IueMKWKn6ryjYKRnVEmcphPT+Y7WKn4cNvZ7TateTgHrk7X4IdJ15cZIjxjvHdabLcB1quGOweO83V26kEW3GAEpa8msVVwUrbcK9sE4qC2TcgPrWG2TekEjbLipCWuqdmvPu/WgfhkFgH4jPdhMJAx7kLuBKdPvv7h8SW2PNg5tQlAYBXxFLZKtfQvbZJ9uEtTWypqyZhEaqeRNGql4eWOV3xuMe0Bp3jz2GiD9qTn2BtQdXgt24LF//z4AfcMsN7YNUSmdV+5m7dVjTdsWyPuIh5DIUrAazPZxIm+oga28bw+UxQBJA4ie6VIAbJDm3Q0huZqen21y763T7KW1+KBStSHitIj8dL4nxoHf/PZfubt/4OOn7/nNb/+FYRz58cffcDqdiMOgLoTaMLNfOSPSrA5unPFY3Ja56aRXl7rt9UR7P56eYahKlPRA7yjty7lIBrtUqZEsVW2kE7XmrW6yG1XsjX1fOVke3r+2yvX68mYseecZx2FzRcVATjuo64O51Uol662Qx4OTzJ51dpNkbvVVusbtRBECRuqRTJD56ILK4ZSwKyVTuy12J/HUdKYB1j3hneP5epF+ldbhvfStfLh/YBgGcSZdE8lkLi8zrcHXr1/4/OULa1p5eXkh5bSZ01jTuJsGATJJ1nVnDbEmTBPLeuelp2YM0iT4+XJlWRMGkSvaJplMOUm9DgZp4WEN0VRcWQmmcXeWfkCncRBzIucYgoRvj9eZ67KyNoN3nqyMhik6N4LKrnNv3Gw0c922gHu/z10u/Xpib7Oe18e31p398Td/8uY5f/HRF8ybc9tB01Hy2AnIbm6xmVyU2tl0mVNGHO1MEcMLcXwuWqcFrSJ1v0UkgGuuOCs1vcZ56ZdnC80ajA0YK7XRq9ZwZbLu42hzepjXKq0IElwumel5ZZ2L9te0hNABlLYhqtpTUZtjAxtR97Jkrs2RaPJvayxFa61oamhhND7uF1HKD8Ii9Y3OSB82ARo9LpEyGQykIg2C17pwWRtDdKSSOI2Rj59m5mVhnE44FxmmM8N0xzAKmRKixzXpAh5OJ3LOzPOV1mC9PPNlXTg/fCQOA84HCBPGBWqzZBprLXx+ufB0vfCUEzV4AVVeZJXGun2P4PgZ3wJvOW7H8uuh+LfGqr9ScKVHa+R12QDW09cvXF+u5JSVJTbbpjtMI+e7883fbkdny6w2OusBSZWUqNPaqNoya5aNwPaFLg5MY2BujWv+Sl5X1mUmLbOAJtNUohClgL426X5dtU9EFRttU7Msunre1hgaVuQs3tOAhEESxgVbxZgC9eQvfZC3xnVJUAqpFHyQ/iIf+CDWmK1yfXkGDFkXgPWywrySa+NlSdIrJDi1h7UUVwgebGhY3wtpRTt+skHBaJPatJxZnr6yXB1+8Jw+3uHagI1RezGIJ9524TkyAv8YBqvPkdvwdmc0958FWO21We3b8w4ZM3GIDOMoC3AROaVNIuMsxmitSNVsqkhMxbZVvzZwpdNcA6YlrczLIpmfjcJGAqia5X10fHsnDntVZWG9CF2YZsmcliIBfG1SYF1p5J7p6qtND3KNuFx10NusxVlxUDNVZLNhHOT5zkoQzt8p6gAAIABJREFU5wzlkH1sTdhUG/zNtXPe4bzDWGhqrep1vHegIuBK3r1Zs9lj56a22GgWtWfVrJAlUkhfyUUkedn2QvhKW8yWzdIPyTFr1WsVuttWOYCS7encgpfdKbAH8QqomgTt1KrW9pJ53o9bmV/KEvh2J8O6sdg3t327sO8t6p2l/xa4eh3g/ClZzhu51waetkdeZXneB1adGJAf9g+0X309n3bIErV9U7dG3aCMwXdce8gY9utzc679s4umTq6zfqZCB2U6x80G82Q+GTlNKe5vOLTg3Fmpl3GWMERckIz1+e7EMEx8+v47Pn76jk/f/cBv/+mfiDHyoIFAvwRdgrSdr5EWBfM8U2ol2Ii3GhBpALuDq0MdlAbwb0FQ3SzLu/qgPycpcFqXRYKxtAioL5mUFFyVvEmjdge/gwulnktn6Nf01tBCevr5W2B9OPc9C9t2cwUd6M70voB7PW4n346geQuMleUHozVVBmudmjyItOmmpUFT44y+2AImSyNyay1mmTHI3hbDQAiB0zhJXZMqDWprLLNIv55fLrxcruS8sqyrurTKCwvxJfeyGJGZWRq+iRohWFHQOK2bKq1xuS5aU6sS39awVQxtOsFgjSE4q/W8YGsmOMspigvt3SlyGsWZdoxSP9vKClm4rGotqcLixG24GYu4Lst87GPLqrRbmgS3wzrCm+M1h3I8frEe6mb92V7tF5/35xtddBLlG785zKvOteyga6/D6l+NXsun4/agMBAlUwdqEouVKtlBdK8yVkwUmtYBYhyihmoq/RRwY2xTwykh+lKtQjzXRF4zaRU1TPCW+3NkHBxZs8+lFK7XhTVnkcJqzBV8wFjLnCoJS6KRgLXB2iqzZklLB9Nmv1K9rYvXddhbQ/SHXoP9uulULlX6uuUqsXIMjugby+glUeEdtVSW60XGcojQRq2JEuI9OodnIK2rxDq6Xq3LFR8CdV1kT3ARrAeqmr9VLuvK0zyzGKTGylmxFHU7sGoa6xxJwr809vx7JAF+neBKA8eSE5fnR77+9EdeHh8pKUkRf5FszhhH7h/uiEPEWhmEeyDQgyNlCbzfwmvZQHYnqTWrpMEA3uGd5RSjgCZH/yu6NMA6hwuiX23VSOO5IjUhxhriGGjV4YMEgWMVpqO2xlxEsz2nwpLEeWhR4HO5rlxWKXRcU5a0ZxLmxOoi4Y1BckuNmlZenh8ZvGfwjhAd5yGwTANeiyBrTlQrPXhylWZxpekiZgzOGX7y0q/pw/2J0xiJwXEaBLSdpig9QYws+MaYPTe1ruSnJ1pYMKVRfMT5CRdOYCzGBk2VVG5lgf0why+99byz/L774N9w/LmvZ4zUW4QojWhbA2MFZKVEnq+k52dKSiyXF7HYTvLVAx+RFjRKhWNtQ8qFrD00eq2L914WISTyagYNkIpo7NVkopu01Fpo6koVvMOq/NDUqoulShoUGFjd7Hv9jjWaHfIe5xyn+zt8jJzv7zk/3NGAqJtxuF4J87xfP9iY8B7YQHehNLRSqVnsmXtGwjuVsgChVSUPZGMyRQwzqBUXPINuQEOQRooOsK0JUEOIB2cNwTkZ2wok17QyrwvXZeWyzAJkSxIJ5ibXUdt182rcaRakAxn1gNbiXv0eWTOkOexuYLHvV7JW9Hqh2hqpFxxnNTTRDVo29Vujgr91TX8tDzy6eb0nKXwPrO0b0/vT5M3f6sK61651OMNuGkE3apHL7tRwwnuraoIDuHrnvdvrxw+AeWOnORTxt6ZVngdw3HZ6pdd5eXWks94RBqnvG04nfIyM05n7Dx+Jw8TD/ZnzaRKXVg3A0rrSsyNNmwVvtvq1ai+tqv1tGjZKU+pSCrMG+rtUWFwwW+sZJq051vklQKLta0gTI4lW22aUUqs4/MlrrSTNqqe8COt9AG39dfv53xwabNaDKcX+Kzmv/dylzquppPA4brpy0DjZL5w1uI5Eq0ilSs405/asFx0b9axyH1D6u1rUnv/41ceI2dj2HjSX0lhTwdq2EVnNNIyTSTjnglkTTs0IamvM80rJlct8IZWV1gpD9MRgCSFIHQnQneXTIoSat4YxiAzKWYexTlQFSQgwo3Uu1jS8tP7BWwlE+idxBqKVmtuTt0zBMQTHx/NA9I7zGDlp30VvtRZ0cNjqmZvBVEtqElhXivRNUnAFvKnb7IYxkv1QIlfLHNoGXt4HXb903BI+/dE9n/CaFPpHHkfZ/PazLgZbBNJPo0vV+mKhRIy4YXqNZ8TEYs2F6hqh9xANnnGIeCf1SN5Z7KqSwQZFP7/U2cp7ui4HzdJ2IrUCJhG8JQNjchoLi2R+ToacDUtpmKxJBicOaOJQnSnVsGRDqRLzdaOqvJEWel3kYsj3RrLIFWhZspsOu5NnO2dCqQLUMlIj/eV54bomqvU04zjNmTCeOakLJoBxHhtH1E1OstC2MUZPrZZWF2ou1LSwXp4pORFdwDtPbZZUpQXMXApzrqRgQTNXbStL+BaEOjCfir7eq7H6ex+/SnAlKexESgtff/6J3//Hv3N5eSGrDCulTFoz9w+RH3/zW0IMGC+a6s5OGyMNYNEA0msKtWiQXHSw59qYV9WiA0RxhPr48SPeWdLlibLOaiIrt8/5IDfIFiBhSuW6ZlIrWA9TGLbNxQBYh7GeXBvPq7Binx8vlOcLeU08PQsb8XRdeVkTuTWuWRj8omkPCT4svhmCqQRryMuFrz//kdM4cPf9d5zGgXYeaeuJUivPj48SyPeMWIOliIY2ZdGTC8spUoWHu4lpGribBr7/dMcQPT98euB8GpmGyN1JGIioWnI3L6SffiJ7T75csN4znD9gzhnrAsRpa+T2Omza61mO2/E3hvxfOQ++iaH+zNczyrwMwyA9yQBypqVEWRaW52eun3+m5MTychFnwGYoGDE3yVKDkPXf3viu10QsWTq6X5cZYwzT6UQIQYGDfIBZAzjv7CFdrwG8jkdrIUaB3L4WYi2Ualk0qVSNgGsfAnEcxQ0rRnF7NFZsWZ1jursjxMD9hwc+fPp4yNbAfL1uVv9Gg5dNZtSNJJqYcYiNaxXNdWubMYT0txIwYjcQou6YOcO60KrM22glWzeqMY0t4uBkLXgjbF+whhgcCUjqxHidrzxfXrgsK4+Xq4zxJCDXNItFmgz2DPaWKVKyQearfn8AVf2rHhh5Y+o+gjfGXvQjon1vmyywqoVzbzK5j30dpduft2/tEDfj8vjvLz3nCKxusnLW3jzvaJhxZPxuAM6r19hlhGZ7bq9NNcrGgzpT0bBUbFO5q5fMZAxOyRsI/fob8+a99zNCxiCoscsxkGuavWVb28CIZGQ7b73mTR3ZnMU7ycDGacQ5z/n+nmGamM73fPj0I2EY+fTdJ6bzPUMcMDRaKSzzldTluLUbcPT5nVQ2bvA+iPzWOIILpCotDlpDrZ0FHC3av60/VmtRZzsBV3RwtQGHvTVAz0h0eXB3ORMTnfWQ8eq1SWW7n8es7UYsALkkXg/G7oRKa2LZXgUg1ZI1IyNz55iJcerqKMSIAt9SwEh/KFMO2eaeWUDiWMHFZrPpF7lz2pQo+zkDzaicv4MFCRQx4prqnBOmH0tzjWIqz0siGQttoXER1r3LuUui5hVrDacp4p3l4/09H+7u5TyT1OAulwtpWRii4+E84pylqp3T1+cX/usPP4lzq+pSvG1UJ/Kq2hSEatTrLJx8I1jDw+h4GAOnIfLP3z8wxcDkHYMXp9iaV0o1uOKZHFybwRfHWkUF01yhYinG0ZoaB7W21RS21jYjlCPY6iC/jxV6T61DZH4kao7rQ//3W5LA2+zkPxJY3b7/hqd6PKXrxWZopOR5T021LhlsYLB4H5BaQrEKzxXmVYzOzmfwwTHo58u5YrCsSbKOxshecM1iYFKUDAJ5bQMspeBaJaTKnCWDdJozQ7DbukqDNRlKsQJuatL+XE0dfIXoB4NpHhCgnelugUXv494loq/dRZGmrY1Vtz1vvZBgbaueFG8yA61ASxVnC0ta8E5kic/XhfNppAHn00ReF2hZyKr7B6wL4gjoAsHBcIq0UinrQmqJul64PP6MjyN+mCBKWcJcDHNaeUmJ55RoYaCp7XrtpMlh59I7ytb+YTt0vfvHY/pfK7jSzSGt5HVhXWZx9FNbdmcthCCp0eBx3kmxeylbQGRvAo+3tQl9Q9rtkJXZt7s8xFgJLrdeK/RV/Db4Ms3ivMU3raeyt7UGvSYA2sG5pmz6X6MBqzDxokfvUqnaFwFjCBqcnqNnDI4hWGFeqZgmzJg3TZrANZFT1dYI1lGMpTbD2HZwJYxnYbbdeMJIE8U18fJyJa1qBdsMpYjLky8F6w2tOYxdMc5gfZFB7j3ORayLWJ/VrctjrdvqI24BlNmuz/5T/+1x9P/yTHgbBt7Ctr/22IJF0xkcle/kTEmJvK6kdaGkTElapGxkUesBYAciNzawB+lQPSy0pYkFOz0gaU2yLfU227AxwsrCNtSQCzAFbNUGtuqzUp3UsfgQiMOAdY4YB5F+Wiv1dM4zniZ8jAzTRBxHeW8FWAJI5E02cFWy1jtIsXzftETmUGnFS1Dddibb9cBZreaLjv3mDGGINGW1rHUiUzDmIKWtIh9zks0KQUxs5NqJJGZjZtFC+9a2PlIdKvashcZjt6OrEyIGdeHa79PmkAbbbi0ys30H79KS0rTfVt0zWFs2ZUcJ/Sz2H3l/tP+te8F7AOv4u3f/5pvPe12n9g2ApR9tC7QxOGO18azTfz3ROw2+9w3/mBSD20vWGegbMwPN5oqUtlHEjRsw2E3G1m+ugCuDyG+cs7ggphVWzStiCITgZY9xYgxk9P6WXKhWa1M0E5UP1uYiqUskdZWU/lRN5XurgguV3q1ps3zutVnrum6kRS1Zme+yM/CaYag9q1WPGXEFVEdwVbq0sBzAlbYoOYDr/b51gPLW4bVn5TYQ1G5fpxMUe9bpF1bhvjb2H/v+TA++6YkTbfehn18zKrv5h9nmZJ+KEkMrCK1ts9aXcxIyyVq3ZbIre61Zn6vGIMSsM8QYid4yDpFpCJp5s7Ra8XUgWYjeMUVxMExVzAQM3RxB/Ep7Iq6v4U6QlQBTZH+fYhAp4BAkUzUETn3Pd4bBdQtwQzWWMXgtGzAM1kIRIGV6rqRflz4f1Yiok0pHYGWM0XEieYxazXa9ZQvsNVnm5p5tt/Tw8+3v3n/+myHxjTXqLz76/T+unAfeqsGWrer7tOlj6/A3tzFAn8tGMzhqfa97uwFVl8i6QnOs3m4Aa60qP6x9DZPXkSVJv69s/ahcljih16XSJLtVFKBlBUlJiVbBgnLtuim5RUtRLDiM7LXb/rdncPYaWDg2hd/X8eOCvF+pUuWcWmssqTAvCWstL5cr0Hi5XDhdngl5wMaA81nazLQqpTdbrCTELK1S8opRUwxqoVZDLuL6WpuQxRitn1Vy5dWd3k61HX843vN3xtjfG+z/KsFVTomnLz/z5afI489/5PnLz6zLyqrFbw8PHxjGE+e7MzFGjBUjiZRXLUIXG90hxr0gXY9+E9Zl5eVyPWw0hru7O073ZwkcayYlteNMq9SjOC83x0rj1GqMeOxbeIiDMHboUq0MWCmF67xwva4sqfDlWRoMX+aVeUnUqul/XUwLyMBxfaOTgecRCYu3hg/ngTF6Pt6d+OFBGLWYn+HywmQKw53Hec90fy8B9XQmns6S/dI6laJM+rwmvj5fWVPm9z995uvTM9dl5f/5378HDPd/vDBMEx/uIr/5eGKInk8fToxDYJoi51PEODU28Jb59BV/PuNiZPzwCRciw3RHHM9grWS0jN04IzkOgc970dTrox2et/39P+bopgaVRs2JvMy8PH7l+vTI808/8fLTHxRIiEOfCyMuDAoMpFo+lUZNSXXaYmSAEbbctkLLcv5rzZTcmGIkjKMEo1p7t10x0/vwCODBaSCqEWxRJ6rcxNq8ASYGcA4fI/F0xnnPOE34ILUlPgrgGs5nXAyczmdO93ciq/Vyn3JKu1WyAqxctF1B2Yvma07SDLk1lbK2vXC4C9c76dClVDRyqQz3D+RcDjZLFdYkMkfANwkKohNb17u7B6bxTDGGxVrmnPnDPPN1XViKOGXVps6cyFyq6ohEq7JIb8F621jE1pn3vhNRqQW18d5JE93B939br1dRuVRRiVhvEt2Ow/r4Gv1Bs2UlXh+9qHjLNBzAtrzcK2S2BQ69xvAXQNSrx49B7us/+aac4giMMLtRRSd/MARrCU7koachqEzUEbxcd3cIPI8Sw+3j6L263QT7tS96C9oWnNemNULDeEvu6NwxRoqsvZos+EFqF4I2Aw7DQHQGB+TlylwraVlZ54TRzEQzRsFRV0RooKVsqnNCEjRnec5fuTw/HeqfGmldpV4q561HVO8z1bprWWu0QwPeDiS6ecdWsK/ETzsQHyIbPDQuPwTSx4X0jVS0Nf1Mt7c558K8LDv4tSLxtGo80sfIsfn2Zvt/cw+6PI393DuYM7fDuLulCtFTNbAzO/2uf3SssSlb4b+8rnXgo8d7qaG9u3+QdfB0wocgMu2UaMbghyA1ySYIWRk833+4YwiBuyFyjiINtVnYK3s/KfAutCok8OfnF67zwny5SAPaXACpbTZlr2+yXkLgwXuGGBiC58cPd0wx8GGKfJwGgjPcR4u34FrBtYzxYAcxwhqmgbnCU2owi/T/5+sKqpSYcztcxz7uw83k3TOgYtZTihhxSZJSP9sRp7TjPDyQHL8YoL7ZuN8cfwuwaq+++oMyf3bg1HQr2pqE09ct/ZO+lmnq1FqPDwMAzgWsC9SWmZeVnC3zsuAsBOc5jZFWG9EYci5Eb/C2kUrFzIlUGtfc1G+lkZtK9hECJyNeLLY2llLxVpQf/ghmG/TOfJVGNm5zE0TX3gDaa1XrmoGM39bHul2k2z1Q1hZtU6GvYY5gusOwtueE5uowrVEvhSVfGC8LpWSm6Hl5fuLxy0+Mp4kffvMjYYiEQWIk7zxjmGS/aIXRQ60r89MXXIiMDx/xw8CSDS+r4ZozyRiqF1OMpmN5p4CO40v3vONY0OO/QxIIv1JwVatILubLhXW+kmYxsaglAZYYA3d3Z4ZJelwB2pMqa6Go3S7fjWHA4cjqgMb2PGHOT+cTJSWuF+l9lVVuVJXlMZt1u9m+jDHEKA4+IOx9LZmSRa9da2ZZZ5Y1M1+vLKmwroWSCgZLdFK/FbUZoLEGp85VTjXajkZAumc/3I2M0XM3Re5G2bxNXSE3grW4aAkx8OnjHXEYOT185HT/gLeGwVssXS8P1yXx0+OF67KS15VlnrlcZ74+vlCqTJxwyazrgDeVMXq8NRTtBeFrwTpDTSvGWSmgLit+GLHB4+OAd4EaBkxzYMM2p+UwG9t5M+bNHuSZmwBUj5ueVu1NFPgWm70TsL555NVx2IxoTQ0tpGh8uV5Zrhfmy0VAFTJprYv0rJXt4boy1bWJ3KB/LtvlZp1tb+pKhNSAOOy2SBrNahnDxqRbZ6Sewcq/ANVZcS9sDV+rAIUYMXov4vmE9Z7pfCbEiA+RME6SzTqfcSEwniam8xljxUnQGLmvJWfdkOQzSdaqS5quwuCvKzXnLYNlWqNmaYYoPcK0v4qmj3pWqdSK8UGkTrnQshqIGEMrhYghGKkTiz7irGcaJ06nE8VI7ZVLiahyx+5k1gO1nqHqxgqVvdfV7Yi4MQff4jdhtPUeb+v3ztxv4OrAft9Kbt4bm8cTMPvrfOO4KfzmnSnxCmB1YHUEWNvf/xnMndFTfD/e6Zv98fcH8NJ/Mgq2kHEbvGSthtjBldXxzEa3SGnce2/abjIS+8PlzaXr99BaxzAKeXCcz8bJvhCHIEoFa3BRMlwuRKlD9F6ttGU9z81QC9Qin67oe2aV93a5OYDzkvWSuS9kQ255k+f156/r3o9qWRZaa9vPPVhtCvC3e9jBbx9bh3vXs1ldVnisrzrWRlatTTuOh5652q7he5krlQB3g5qenTL9ousculk3t/Pdx2wfk00Du97kGdiIotrAqM25Gqxvf9Nh1n5J9rHfWs8WCymxp6qtNAP2QdY+73EhSGazIXJHa7HeYZolWIjOMIbA3fnMGAMnZxmdxbaeHdK+aMZQSmJepN6m1UxaZyFmtaedMZo1am0zwLHqtT5Gz2kITEPg0/2J0xAVXEW8gcEUHOJwZzQTF7yMabxIHetamWqhan00CqhzLjQQEoFdiXEE1K1ZzVwVSnHbY9bujo234+Dmp3d///dIQP1Vx2FM7HNG/vd67TgSQv1n2MOLfq1EfSN1dMZaIduy9MgTcsURrCM4K86PwVOsEeIxCcEfs/T7XCuYrRZq359qU3K+7qPdGbFL99vc7L8D7A50WgdWahjljJBCxhqMl5q7YNr2/M1Mqctob0ga+Z1tbQNWRi9I0avU5/sG1IAlN/FEyIXBVtZgpa+XKZzWE9MUGdJAzokQV6qPuKrtXDB4C6kU8prUeXWl5kTJhpQNqVSqQYwsetzU79Ph5h+g/v67Pxns/f2PXyW4SuvK4x9+xxdfSNcXvAWcZRjEHeV0mpjOE9Za1nXdAoigQZVoikWOZoy6SWkfjqs2dk3LQssZ5z2naRL5B4a8rJSUKIswfyVJ7www+Dhs9r7DMAj4SkkXsQxNmzWWosG02FfGIfJgDLlUpmlSXb30J5Bml17CcO8xzmGdw8cgE1KDD4c0HLbWMA1eApTgOY2DDh51ObRGpY2Rh48fCcPAdD4znUZpuOh2iWSr4EaPDZY1JVr7kU8PA7///ATWCvC6ZL5+fSLnFUeRAsTSRKowBV7OAz447u5HQvREY4jGQC4sGHLwlKvUJ7kwMN59kAaTccJ4sfHGvR6Gx/D2HWC1PWdfEHsY8D7Eev3vMcB9L0ztv2ubS2BZFtaXZ+anR77+/DNPXz6zPD2zrEn6U3gxVaEhAKpI7U0vfu89ZJruONYKEI8hcGoT0LBeFsdpjALWreUUorgLIT3Omi46rWpX+VakAYWCCePFAtj2LKUxuGGUQHEYtsxVPJ/xUVik4SSAazjdbXVZ4ySNpZ0GpbXKmDZwaE6ct0bGwxKlRiTlrSajy+hq79+l0iW5UVXvQ5dKiIlLLXK9UUDGmqA2orF4LM56gp8kaB5OhBDJrTGXivWJHz99TzGW8PkzXxT4FnvYTXQ71RBQ+ZEOBfpTDL1weQMRh2c0HRs9sKUHcexJt1Z3drC9HX77qWzDu///NQw6jMUDU9zDzRuYdQAe+1u+P7bfq5l485zDW3fA1K9Da+9z0MY0TJPmuD0T5czRiUoMg3qtk7eyqYpkUN5n8x3h9XtozxXt8bLPYbZoaLtCRogLHwLn+wcJpNW4ZSPGQFoDKKFlvNQGVX1XS6OWhGmFslqaLRSbWdeshIAEIqWKwZL8Ua8wrIAQa7UVrLWbEYWAKwFa67JsTn9pXdXaO6tZzf6JzPF6mMM9bPs93gwKOpnTXUVLt3G/ra85Do12CLT7oNyzW/vRpbbW2a3Bd99b5b26pG4bKfRgLLcmUtsmE6Ov8ls2rY/oY/NkGrUYqhJLsm/1zyvXvJvKbKBO74PcX88YxRJ9HCJjDAzO4mrFlExLsmc7YIpB0TKYWpmGIPvcMPD9x09MQ4S0QFpptZDyCrWSdJ1PeeXl8kIqmaeXKy/zwlKyEGXWQjPSQ9JWHGLd/nB3IgbPw93Ex3v5/oeHE0PwTN5y8gJDfRM3Qm2WJsSdVfFXbtjSWFohusKaZd8SK3F1uwNqLjS7Z2TMYWB1uehRYrp/7UH3a17jW8ct4fIPOo6LEodvN2B0yEeZ/Xe7nMzicDjT5L40NvMH6U1lacaDDTgnYyOGQI6BtFZSkr5Tjy8L85qZhsyylo18FAKyqw3M1h/OWiHMW79Ojf08D9NS5gpS5qJqlaBW7q7XYBuDU3IohLDFDefg8NbiY8DHoHHWbW2SvJ3RtWHPaJecRCmh+3HVuvFaG0tO5FJZcuaaVlE/lUJWg6puVz+vhVIa4ekKrfFyWakFQgyM40CIgeAj03jCW894GokxktRYxoWB+fKIi5G5OK7JM1ddm50ai3TOpH/D4Tqyk6ftuGj+mePxW7LXv+T4dYKreebn//p3TuWFfBFwZYPFugHrPOf7ibv7M2tKXK4zrTVlQeNWG+KcU0mgaDpLzqSUuDy/iKY9Z5paWj6cz8QQKVTyZRYmYtZC4ySDxBpHGCT9OcRBGrqWTMmJmhPz82dhqnJhXfceNhjDOA2cTpL+7AFHzUV7B1jt2WVxQVh35z3DOOKsYzqJVEBkYeIM53QzsVbMOoBNx9sDBe880/kO7z3jODGMIlvsGY4+xk618uFhoNXKdw+Bef6O//jDF/COn58u/L//97/zXz994XodKOvKEBzzNcnGMwXu7iLDEPixfRCZYJP+ZMUa6uVF7sf4FTtMxOlM+6FINuvc8KPBOCemF99gqt88+poxeydjtYdZt1HttyeK4TYTdni9Umgpk69XlsevXL584eff/44vP/9MW1fquhJ9YAjjO+BKouzu+tW1wlvzXQODs4QgQMuJkQ7DEBlGaYj9cHfPEAIBCEBJiZenL+QsNu+pJJo1QF9oI8aLbM7HQWR0g0oAe+bKecL5jI2ROJ0Y7+5wPjDd3UsmKwRi71/Vi0Vvghr5t+Sk/eKykBX9c2qhfb8G3dJ2Z7FF0AB75mevQ6miiygF0xq+CEgLRphBayPB32N6bZsxrCnjrldCzvzzD4XT6Q5rHP/5h9/TSiXbsjFuffMSoCuBRs9+t9bHnLYUeGdIdOa8b0j97+rhsS0I2WLTdwD8AVgdAVAXPb1530MGQP6811DdPOnPBlfH172RF37zidziz3Z4qNErnlW6etD6G9lkrIHgBFwFZxm82k07tZzWgGEDY2Z3G9yuF8LuVp2rlV5rYyXoBJGegQIpTxgGPn36JHVF4OgYAAAgAElEQVRUw0CIUV9HTrwqu2121oAlJW2g26hlleKt0qjGkZslo41ayx50Vsy27hprqc1TqgS/LMr6duDTwVWtLEvPbBRSzlurhk5CdPB//Ooy99fLWVMA1YFR24CWALUOtl4Dq+2ebgGFyPiqSp1fD4NCFXOOUezM13WlLWrskevNWtFrr4wGt2Ubn20jA3bKQD5wH1dVQXND11SAtq8lvaF6N2i4yaapeYWPQYyCnOM8DYxBFCauZgyWtkK1CR8HxnGU1zUNSuF+mvh4d+Y0Tfz2hx85jZHnL5+5fF0ptbCus8QASdbBZV35+vxMykV6T60rqYHxfpM1A5RUKC0zxMD/+u0nHu7O/PDpjt/88IHoLXeDFxK0ZEyV9ipdar1NQW1lUSuYNeFTZgWGC6y2YWqhpiyKbL2NuRVMaUrousM8OADcw/g7gqu6rf3fCk6P1Mt/w/ENUqgbP/Txhjk81bDFZJhusuLxTVRBTvekZJS4tA5sxLiK98NGqrcqiqR8FQXQ+nTBANOwcBlXvJU6OGet9kQ06osk4FrcJIEq69xeh7vvT50AVB4J62Q9PUVHdJZB6/u8dZymkRAkSXC+OxG8GKsE7xinkXGcRPYcgsaHUvd6Q27oHl1yJi8rtVTmy0xa0xZn51J4fLmIscT1yteLtPr5sjSW3CjVUIqQKJe54KzEApfLQgyOp6/Sb24aAkN0BB+YxokQPN/9+D33D3fS/LgKuLo+fY91jmsNXOrIgiW7AbxXr4NjrHcYea+GhpA1rx98f0i9XlP/FpnqrxJcSdGwLlq9bkT9/K02C9tDEEUryj7LQBb5UI+iqrI4vXA45wy1benIWirFqjV2K5vLm3SKZmv85pywSKag9LRo7qVpnDZ6dQKsbW2YKsyDPRTo63YrPRFqxTovEjprcVGap3nviVoHM42eENwOrtiLYo1RmSKdKGmqdRc5VxiiFP8Hv8litsKdfumUOmm1EEOg1co0DtyfJ1JpnIYozQoNYrdZG/OSVSMsC0XOlWG6smiPIgkypNDFOUuzmWpWjHHMz0+4uDJIIyRsiKIn7j1rOpUD+2jf2B227//ECPrG96+PY7T4zgRsIuOrpZJTEimgOoTlJLVAxnTTkyZ9oIyAgb5oVQ3gRCqmdXoGurTU6j00Bkmhq3Y7OLd9STAgdvwihRFmkj4WFGgbJyyWCxpYxqg1JxHvAy4GcSP0Hh8Crhfth7DJmLYvt1u2b+DK7LNOCnilb0YxRrNzDmML1Sq4cnUHm603SO4Bm8ieJNBSEGa1aN8VKFms16vUeDnELdMar3byoghvGLFx1zvd58S+iajV+zGgNBvfdZPFkBM0r1j8PWRo/ae2P76BmQ20dctvzS29N17N9lYb0HtvSL4Zrb+UZeov8gqE/Tmv++0i8lcn9prYePW73tTV6P/7jDquV3vdh/7MATxs37dNUvb6tOS1ju+gj/d1UO9nb7LpvRfjkyiun3EYkJokAQFF65rkRdp2LYyxOq9FGNpawZhGaVbqJNpe14OywaZJQ+w+/+srqqdnAHpvKglkJWtVesPSthtPbJ/3FbjaXnO7BQeQX3ubhrqZ6Nx+1T7tvnH0jOw3c6jb33f5Xe+/eDTt6WdlUIlnEzqlu7Rt78VxJO1jrM+h/jqtP7sdnqv/9HluD+tV74HmrVj9O9ulTA2aml+1ttXiGaPuwgCtYpxjjJFpHCTzZVXeagXA0cQcqBVPsoaSDKm7HrZ+73aTiobEARiw3mO1GfCnD3d8uD/x4eHE/Vn6V03eSvBd6E490p9IFw0hVqDWTrJKZnT/UvKhiuX3JpE03VSjKao6VI8exsgRUB1Jndsx89568d8ErA7vZrbgoLe02AOFo8x1C3kOC8pWG2olADftdq0yGpd0Iwu5trK3WnXaxbSNtEi5MqesroxSGy3ulpW8/XuQrLb+GfZVwhojxhNAcFYccb3lPEgm6mGMambmOY8R7xyn00TwntM0cj6f8N5xd5IWOsM4MgxCsvYMVt8TtznFvkfXXMhR4sAhOPKaWVNiGAI5F3xwLCkxjgEfLGsp8LKw5MKaEsuagIqjqGpHSNMMLEum2KqlAo7kK61ACJ7pfMF7qaOq2pstpySxFlCapxon6UVj3oy04259+9vbZ270RGvvAHTz5qH/32WuKJVyncmXK7kUSoVhHLn/+J1InnxkSYVawYWgC73YHzsjIMxZ8TndamTmmZQSL0/PpJQ5jSPTNGGN4fL8DMZslrr0TQgIzomUxRpisNAqabmq3rZRTQELPg4Y6/ANxibBaFFR/qbpbU0Cwdak2apzxHHiww8/iNnANBH662z9iITxMFTsxvb3oPQACHRD72PDWksMUfoYOQF3snfp33SGsFaMlf5Ccaw4Az98eOD/+h+GL89X/vD5gmnweJn5/eOTStQcaag8PTWcrVhv+N8/f8ZFxz/98Il/+v4jpxj57cMDQ7C0tMJauD698PWPf8RYy4fvv+f88MBwvuPu+99iQqTFCVzUvkLCrJl97cQeMJec/L759qqSg1jozfFLwenregO5pE0K2C9Xvv78md//53/x/PTI8+Mj8/XC4ByD81hjWNaVZBJxmIjRU5rIRUqtpJpZSxa2WzdIr1IV5ywhRG1Kqc5Uw8A4ilT1FAPBeeq6UNeFklayavmNkwXYeUecBqx3jOcTcZpw3hPiiLEOGyTj62IkTGdhUqcTNgTCOBFP8vxpOuFDxAdPDFECga3wvCmu2P/dGc5C8nFnyfv4PLiKbSy1PiZ0qga2TfM1pbO0mVYSDhis1q3lQisFi8dZRy+3bRhMTqQimemsPesaCKAsUqsm9vA9QBCQK7VADqx61vdCCCNF5sfxtIXIbS9G76/XAdLxX7BSV7b98fvj8k09lrgwfHPsvjEeePVa/6hjF1Lum9e7W5h+0zmc7hBpDZKlUjmgM1Yf31tnGGWT9wDnCE3YzmCvxzLbRishCeo2aUTyGtW84O5O/73ndD6Tc+b5et2yRbnL5/oNNSLn7m0UxFsl07TNQmkKvJqA6f2kDbaI7Xfv5XJcc/daoA6u2pa1OtZG9eB2GzNGAcoh8Nuvyn7fNwYaHVObO1nb5uEGmF4NFXMITlsHWAdX05ujGVppzNcZZ2XO7Z8na0bX7OuHQdbqboN9+AzHMdMZ/O5G2Ekpg9mcS7f/DFvfxXEQOdRRCo0ST4N33AXNktZMS4WUDXkVABanEz5IScHd3T3eGEJNOCofH+759OED3op9SU4rzjmm8xlrIPpPGGC+vrAuM4+Pj7xcL7RWiT7QqtRCRR2TQ/Q4Z/j4cOI3P3xgGiP/+s/fc3+eGIKTHlk0bC2ijEmJlt0WoMr9kay6WOxXSquEZqjGEbIhhIzPcv9zqaxJ2sTUtitfjjNaxk3/RsbQnmHVDOoGxv++4OlNjeeR0Dr87r11TfBTXyAORIzRsMB04ttu64o1uiYr8HamETCE1vAUdatrSkRDcx6axbQKfqAayzCesRZKM4RhhpxZ6kKpmbwWLumq+8phjjbByGvRFh0NctV1oaFZfu2HC5sr9McxcA6O8zTy3cc7YvR8//GB8zRwOo083J/x3nM+nQkhEGJg0P6sMQrI9n7vbWkO69QWNm7XU2X8taFuGxTtsVpyIa2JUivzupJz5jrPPL28sKTM7z4/cZlXvnx94vOXR1JOvDw/iQdCESlxMoWnRchor5lmb2EM8vO8Ltw9PIpHwN09PjaeHx/JzfHiTqzBkFwAP4gz8n8vjv+rjl8luGqtiRyrFGHDMBjriMOEC4HSjGrc+yaGBm0AUnNklflstW6SwP6VU6YNwhK1BilpMXLdpT7d2Mgar4PB4LyBZslJZvBh+oudNfL+YsWNbJZVwVWPvJCBGzSIHU8Tdx/uiVoPE4eRLlWSxUYzFOJPKO/WC+VhG2U3C5Cyr9773dDD9oBoa++pX0XZxCKSCu8ZhsrDeQIMH84jH04j13VlTlLIPK+ZaLz+bQYnLi8EwxAHzuNEzYZPo2jZsYVmhC1M6yybXrD8f9y9WZMjSZLn91M73B1AHJlZVX3szM6K8IEipAj5wu//OfjAFZkhR5rT1dVVeUQEAD/MjA+qZu6OiKyu3ukdVq+nIIHA4Ye5mpr+9fhrFG2qWB4edTx9VENX/OphYDXsiinOV3q+ecw3q8QbMnVrjO69WG/JoRatplnT3s7nF66XM8s8a1qpOCToL1NOZISQK/23miktcoUaCjUHu2TtKi5AMG9j57UepfOBLgSC99bNXY+x1FSflCzqKRYtrUrU03WRYehaSpQ4Z30lgjEDRgVXXcBFLeYPFunaRq1qes0af7j1Ypqp6zKSFeTknHHOr9+rc/LG+MPmd3Ni1AapThRcCdrUUNS54VD6VZ3xjv1dM8M1b8gkrBamehurh3F/k1cnQ7Na64Jo74mUtgBW0x42aX+sBuEOYNUDydqM4euGyV5Wi+Sd7H9t+5qj4DZ9cOuo+0u/1a+/YU6XzYtquG52fwuyxP5rd2cTqbp93t6Gdd0XtuPN7vDrPapHEKFFwGpE2Fu9YPDeoleRrusYhoFpngnzDIi1AliBjGpVIy2qczdjkS5aH7tSpNUI1fTUGuFlcx5Nvqg+hRVcVeKJLajaPreLLsp4qU75/b1rZ23fb78tmzUhr+m4e0NVXu2pjsEOiN0cUG3QQl4yxRVreLyJeGxMNrDWDDZBSi7rPa7T7gbv1V5ypdT1WNPy1ymqo1DXtnqftU2DrxoBQftFaTsHk+2idSGaYeHbcWrkKjjHUIQghUPfa02zAGmhZO3RJkEZJo9DZ5FYvaZuvKoj1JnzwBkLnNNzG2IkRs/jnYKr46Hju28euDsNqLvIZHGZKFnW2p9cSJaJYwm3VlO3ULLgXNLonZVBaNRV2j1ZFpMvqTaE7PRBuXlxS8SzFcUmOW+okH+vc+eX1IHebvWbq8TVzJD187aOrepGnTrQiHSUaMScbk7QPqbOpnEFaNqypITOWAMDziLXmZq90RaBzRg7CgqqcsEsOdmcv8qnF02Rjs4o+aPnro/cHTre3R8Yuo5v399zdzxwPB14fLxXcHW6I25aE2l0tWJIbbXSxqkp7o2ml+qmRMk06rpt0e+cstZS55Vs53K9cjr2GqkSz8tlxJdCnibGSVguHjFHD9kqUC1gsTgDWQ7ynAle6F86bR2UoRsOiFuYpwk3jswxkrw2xFanSdmf/79zexO8bxyY7fO/EtD9KsGVONGc+RhqT05NYeq0D8l4uXKdlE+/RnhCTa1y6mkoGcZppBSlRL9etZYqz0oVPY1XntHB825lhPHeaQ+dG0IJnQ5pdyM0eulaL6JC0AVmsYaO40hOWQ1g57SGyhpVHu/uONydiMPA6f07QoyE4aA1M+I0ctNWnrUJJ/bWeha26tYtazRAbBx1SanGg6xgrHJzWfoLoka4y5kuFo79TEmR37w7MV4nrtaIclkKn55emC4TXecZOqX3nC4zeYQ/5J94+XLhbhiYnkZOQ8/d+wOnhx6RQrBaisvnj0wvnzk8a6PjMAx0j98RDvcKBrphYxzXjg17j740N1Udp+3z+nILCG69Y+3vNxR6zonL8xNfPiqBxfPnT1zPZ0parBmmGknabVzlcM5aM5SypgKkolHKvoukUnCWwlYpmj2aQuoAX8r6yNrTCZPXMk2UecalxBCDNqGMDt8ZqDoM+OA5DD299evxfdTc+thph/TYE/oe8VaPFSKx6+m73sBVxLuAd2FjzKyGYft7swhKsYiD8zhxZMlG+oKGGku9RdXgM0+opQCWnChFi7RzokWMMcmtfyXz+lMScxpRJiuPiGdOM6kosJrmmcs4at1Mtl5TttrWRbMawgIUcauRLMb22UwzYQuP1DhdDRO1YRWA6esVDJSGMvYSu31ad7zRKbm0eohfur0CVLsP+Xd4+d4yrk2PVMN4C4DK5ifWfFS/UaOErJEqMJ1W21fUxxZQbUDPZi63d7fOEVnHVkTvSyUXul6tLjdo+uu8JO0vlZKyUzWiCTMoxZgFvccVZ8xei2U1YEzFVSIEqCmvKLmMmAOrgXQ9t2zXUaMCLU2vOl5ypUwvO6kT6jFZ/97dkhU47WRhg/h3YG33u/W26tReUwK/ZnRYK26NamTZpCBuxLmCetQptAVR6j25cSrUc4cd4KEy27nq7DEmVrd1HroW6VssSt1ZLV+gIFZfFc1htSRl9JOsKUquZJbrleefPtEFRzcEJDh8XvBFCQrEa6FMfzrQd7HJb8mZL09PPJ+vXMcZnFej22t2szhvVN6B3/7mPfd3R96/O/C77x7oYuDYe1sTzRqvfcNYgUGRauRB5dRs8mVAqoIgMVa7egNyMfBbCk60rGB3329elCoX5eZ+/gdt/54al91+2Oh5A0zOOU0r86ItBIqmmsdikSP7rV+0nrekRfWJD4jvcOLwQRvkxj4zHK74MGuqH6MSmeWFLNT+w1TtV6uM9R1a6p83sHC0vqWHruPD/Yk+Bn7/7oEPpwPH48CHDw/EGLh/ONH3Hd3QcTge8N7T90NLVfReSzhWp7prKdPrurPq7/3aUCh+XaNrpLnkjMSMy4WwLLicoT/ghiPLshCGO6Zp5sO7R37z4T2XceRPP/zA5XrlfL5wvlxJSaNe1fFZzBbIKMPq9TLZvXf0w1GbY5/PJInMx4AMGnV1TksRqOvr30hefm5bAdZfd6xfJ7gSrR0JMZKtKaoPHTF2iPfMT8+cz2fNkR4GjVQFpfb1IroY5sR4fmGZZ6Zp4moNGpNFqcbLhWXSMP8wDJqi51UBxxg4HJWNMAbN185JqVXVaDJt4wQXNGzvg6Y/LNNkPUYS03VU4QuBGAKuE/rDgb7veffNNzx8+IDrIuHuhASPMzICDWn7mwW2Rq+g9vwQA0dsvkdKylxIaWkh6oGorbV1bxpdcxRnlQGScUFpxLsMp27C5cxv391Byvz4pP1Zpnnh0/TCiwh3pyP4O3KGyzyzlMzz5zN/zFoMvFwW7o8Hfp/eIf6RLgj9oKkP508/MY1nDk+P5LwQhyP3GYaUcN2gSsd5HQ8zNkubTBujaic5XwdW7e03Ilhf2Rk5Jc5PX3j66Ue+fPyJL58+skyTpqeJRksWknlSAk6MEStZzxArCPbGdJmL9rsoZYWJDjRtrQi+OHyBUAqhFFxKMOt1l3mCecJROASN7oU+KLiKoYGrYRjo+l7BVN9ZEVcHIeJijx8UaFVw1XU9factDWKImlPuvHb/uBmPGjlch8sYCinm6LcmrpWJauvwaYaVSXWNSudkKVdZ5b5Y8T1oaowZobWrfU6JebxSivYc8S6wLAr8U8mM88TlemWcJhbr5VaJ8RHX6ttWoKPNtZunai9FDWDtAdX6DLUwuP7SwOg2FNMGsnrD3hY//WF+My3wl2xvGcO3xu4v3NPu+fVPN4hNNl/dDl4ddweCbwyAyhwo7e86RK0W683z3xuDq8FXYPObmvZSi9qzZS1cLQUwxKg9jVJimqe1DsIM+9R8V96cBRmPJ+dscr80CsimmwsUauPZDUFAA1fVYKwF6jU9cI3MKJCp1Ol747cCxZ8zcF/VVNXf7gasDdoOqO7BFjtgtd1X3SpAFozwgmaDrY8Gk82gvCG3qIbV9ly2qZD1+r33mgIsAua80vQljZCHqOn/zshzEiswFReUWa1kxOqrur6j6wLTXLRmlmK6t7BcrjzPiT56Ht7f4YaISws+J0utVyD38PjAw8MDOaVWarCUwtP5wjjNmobmA94rQZH3nhgCQ9/zD7/9lu++fc/dXeTD+wHvIVTAk2vtX1k1ioGqpkJEoKxOUX0Y+Uip1+0UCJpnX4lX1PGkaYFwc9s3krFusrk3/39vu+jBX/zy6zcqwPJGbibOUbwQCkS0lEPBlc5ZBSjZ2i6gvwk9JI+Li5ae9IXDYSSEiXGeWErWlOFFdcFCZTA29tC6FhqIqz2kIhkncN857obA493AP/7uA6eh57/89ju+e3xkOPQ8Pt7hgycMERectoqIWvflQ2frmlcHoQgY4dOaCrgZnM1ytKYYb63NzWJXQX8uRjCleiukRG8ZNO8etW3R9Xzh/HLmfLnwr3dHXs5nfvjzT/z5p49M06J9Po3PIGer1zYQN16UtRPxDMcrMRfc+cyCp4QeR6ZItihxaQvHf5SIbp13v3T7VYKrUoql8C04H+mipinlkpFkvTxyohRvfWtU4UpRyujZCvPG61Wbny5KD12a8afpA1r3pKlQ3ntC8ITgtH+QKTn1ykFOs/YmyVrrVUQgi3myNT81zxo+TbP2xQpB62p6K6aOXcfxdKLrtUmsj1GjNCEgwZuHJJhh5nfzQYU8N4YzwFJjbsCVQG3AUsRSsOr7q0VIJeMgSytubMansRD64Dj0kdOh59B1DCHAYp6wVAhpplsmECw3Xhe5OSVGP/N0uZAp3L30nF46ls7TuQ7vlfUL58m5MI0jBWG+nJXUIyeLCHpyVqAgLiCuM7IB88y9blS0s/X+mu3NOVMK83hlvLywjFeyNegtpZJWaK8w50S9MEWBvVSjqUZ46qOoqi2yAVdV75rBldFGwMs8K6jHwGDO7TeqSItFQzVtsNavVD0q1HoHh63y1qcjWIQ24EJUdkqLAElVxsVAKNKU7tbeXj3jW6Ov7EHUdlxvjLu2atuJrnWA9mYzRs1DW7B5JqtnvajCqzWFlSU0BE3/ilH72Cyl4BFlf6oRBWrhajXGK0is7rzt+ZZm7kA1PuvJr5+ZabOPhDrZXY++vZG0t/R13jpMvr695TT4a7e/6CUusF2+9F5uZpiI6t9NRKF+hNSo3zYVUB8NVEH7bPfThgj2oGJ7ietplA1oNu+0uMYYuxL+1EiW0Qtbim0quRFTpFzBkhqwNZpV6ccLFcjkBiJqrVb9vLGqYcQoQJ3tRTa/MdKHNRVwTd2jyff22r9+f9do1VcimG+B7urkuAVYbADWHpnZ1pIx2WrbtQ7YDifrobczpn6hpR2W9pbpwX0qrTjXCKE0Ul4TrvegEooBdmcg3jViq/rYyWfJgLFMpqRRCalGdmm05znNiAS807XcbcDxVMsMUtmAHY+4QoiArMBq6DuOh4HDodfaK6dOxuZsKqLMf4rATbvUaNVeUeQim7uzRq10rjmaHrpxRJb1Bv9F4HQz6/+7bm/poa/VX/3yna7AdKt/nFMCMpzgi+C16hZfNCriLHNAS7NU7nIpiFNT2flIKRnvIzFqE2cfAn4x0imvtf4CSGNYXNd/0GUhCHgpDF4JVx4Okcdjz+PdwIe7geMwcH8cOB57sx0jPnhcDLreBWVZlko9WOWPVQ7b2rMFItuhtqhofXurBfS7Gx0stexGo72YvVGs74gSZyX6rOvs4+M9sYvWGFy4ThPOO+Z5YRx13gha6+YEKJrGmlJmmRfEeZZlRpbZasBWx4NsSnL+VpHOX7L9tUf6VYKrZVl4fnrmqfe8++Y77h/ucT6wTCO5wGKF/dq8r1Oq37wgJJZxZLpcdB9fnpjG0QCDpv11vbLwVWreEGpY1RGjFtqpLGp3+vE6W6fymfF6hVKMmUiJO3MupDnz/OmF6TxiSIwYPI+P93R95P7hgft3D4QYGY5HZbEaDvheaSVlOKgBHHuoLDQutNW1NDdSWf8GVoN0NUgqGYBS1ibzOqy04KTF5osAznK7QVzGpwBo+Df2HYjwzbsHYoj825+/8JvjHU9y4YfnJy5p4npNnMtEdI67EIkizDZWTynzLz/8mdgFpjIyzxdOh570raZD9H2gO9xTRHj69AkXAjjPMj4ThwPD+IDzgdKfSKHDxwHfnxRkheHN1Km/9TRLy8Lzpz/z6fue508/MV+vWmuVFsiJgpCk9hHRRTW72Hq9tBojSxXcdlpvxmbRz7MU5jlpSsEykaarprj2vTbIJRNskfBBIwE+BnynyjZ49ViGIrgEzoumKgaPxB6JHRJ6pFNyi64/Ebqe2PXEeECqAWP1gtUrDRVCrB6uWtORS24F9DXdRLardwNhrM/VAGtVaQWkmnIVUOniUIqQGlj1ZGpz3hmKRrf7YSAjxG4mi3D/cI/0PeecOX38iJsm8jwjSYkJ2mUZuJKb53aiZTWkdauVJEKutY/GeFluFizMAVIaE9lak7NGyORNgc1Zmcput70x/DcwPn7BJm+83vkKqxFtQLcaEDoEKjO1DkaJLPTZG3ubF3MK2AGKWSFttxtwt16iRcQ2AF3sGOK0v5+z+pPaM7A6j+ZlYRxH9aBaY/h5SUxLIuXCPFt6n9T+iOZAMe9/JTxK1rOuUoGnFomqva+KAfkGqdvIVVCQ8jZys40Ulc29vr23b9/nfX3Mft7a9Kp/bX6zHrcZ+PZZbQeQ34hc6dVYmqfJdbGxrLsyG0zTdygtmldp4gsViK3gqka12k1FwAd86Cz9X2mk8zKTK2HDnMiSrFeaArE+BrzVr0bnrHG1sv1pHbbWeErWhq5MumZHJ9yFgT44elfoyDCPzOdnpO8Z7k/EvtfsBMuE+enTZ8Zp4jIvFN8pO2o4IJI49hqAPg097x9ODH3P73/3gfeP96q7MQdddqrXLNtFsJSxor29UtW75hROtl5Xr38umxQ0kVZ7Ja4C0qQTsjqnqky8eWfXO/z3uVVIaoDCgSuu2U5aRwwStK6ow9GLJyKIaOoo4ogpWe2wo5BwSdfFYkBBXKQX/aybJ8bxBcrSnKypFGTRpvNLKiiJpN5vbSsCg8AQHN8cI330/OffPPLbD/c83B/5p99/x9D3PDx+4Hi61yjVoNEporPwv9bH69oS0fRQT2XRBe3rsmb70Nam3XJcPyrVYcLG7qyCYrYjqL1SQHLWzJpSIHrICd9HhtOBJSVOj3csy8LT0xNPTy+cL2f+9P2fuF5HPn78xNOXZ2URnDRrJaNBiXmcuZwvTEsi98/EIoTDiZhnrVO3TlQCAsIAACAASURBVGSVzfXXvP0qwVUpxWjTFwSIMaIFmpY2UUGDCavUm18gpaVRZU/jyDxNGqEK2kvKObcpcq6RK6u18oL3FcMbVW9eWNLczgd00LQYVhumpZSZp4V5nHFiXi/v6WJk6AeOxyN3d3favPVwUDaa2CEhKGe/RRbE+dYgTVxoDWcrLTHNqNuYgc07WhfCghIE2HXcRhlavvvGTHJCycas4xy1D5P3jr4LHPqOQxc5xMA0BTVUsjZhlEXIznGqvTNq08KUeRlHQp55uQycz9rseJwWQIidR1wkl8Qyax7vMl5YrtrTK3cBfCQ7r/dZHC70eg0+o+kRdWEuO6WxkaS/IGlvmowbOcws08g0nknzaKlsae/2a5EUrTGptMTVO7uOfTEsrIaD2xnH2cCKWkJSlOFOvKMEbwBEWvqUFyvAbfTDNylVpUCpkSwrxnVe6wFq9Mr71mi7eYU3g7hGrDaRz82wliZPO1XNTubYfL7dbzP2StXq+pnUU6+muYGtsqb2FZKtlSvIWJ0nTokLciEavbxPCZ+zpnzcFtu3tWSVA6lGfjth8+7deNSLMasU2aAB3Zk9KpGGGJ2vrEDLvveWCSNsvnOz7VNaV8N0+7ld2eb97TdujvkzoGwXsXr1ve05aEH/9hPZHElYHQlVTp3J2mun41422nVsRGh7D5pZbgCrUnHXR6XorpumCSZNH7P52SJTudammDzIeh6alrpptNnmtwGbvIKrtW6rnqtsHBM1hW4f2d5e3U5nbD+7Gast2Nzvg81+t2NYXn97cx3rHrZRq9ebEzGgsumVlPcgrB29OVK4AYD1Wtfva5D3Rj7b3K6RSQNzIu2+rPKhv3WuElrViJdFraqwNQRo0YWihraTQnRKfd14SEsip4WSQ7tuipKQLMvCNE1M46SswFYnrVEPIUQheBiGjtNpaNGr3hoV13VEo6COtZZzGyXfgPIadZf6nfrZRp+1mbfKXLvs+q3NmL+tgerQv/5sX6P3tzNtf45Q4C/+tn2fJgeFVU/WejWRomtEqbrI4RG887o2pIK8GblS54C4AiRbOzMuB4Ix5AbrqedTwlvkSvtYaTS1tgNXt6H2KY0CnRMO0XHoPPeHyLtTz8Op5/HY0w89x4P2EMUHtRWdUHwFV85Y1/ZRq1rFWmoavNAImkwZvx693Xvb70J1fNYsBWy9a/HrkqF4jQSKqB1tEbycNKU2xshw7hivF/ouanBkmkhLZizWKyxnckmNcRTn1P5f1DEajFH4VhfuRWdd/9YXsv/e7vJXG+Jtwfr3yfivFFxhnkEQ73DBk1JivF6Ukawkeg9RMi5NqJNJ0wGv5zMvT09kIwnoO+1HMRwV1HSDFe9HBVxKNqH1TGlOLLPx/ee0G9pam1Vy5vpy5TKfuZ6vvHx5oqSETAtSMqfjkceHO7qu48O37xmGnv5woOuiNcyVtfggOG1uZFEb/GqM4TVXt2yMsY1ubVszbFaeacC8YpYvrCHdWmBeo1irQalUSjpZi7NFwjskKxFDToV3d0d+9+6RLgS+f3kiX2FOhTwnFikMeSbJgguOvosUQRsql8zTy8iP8cychYf3kJ0jLA6X9NrE6m3yOJHcC0taWKQohWhecLEnzVfmedQGuIdHXOhwIeJitAGpRlRrLWpXtzcuGwqTdeHSkHktq98L4jKNzNczaZ7UsLeICw3wqBKrBkS2yKDU6yqVxW7vWW4tUbJGGgUIop3be691VLkomxVO2YayKYFcPVBG3MKSkVFD8xiICqVo3ZWPEHsk9rg44Puj0bIPuKgplxoJUK+b1PlXjfemgGiKdfWsJz2HCpJgLYItBSx9qpniza29pgXVWoOS10fOaaVsr4aTCzpfykTOF6uHK0znM0sGSUWNIjOanDleHGjqpIieYl6VbU3l24lH+9AeW6hSLLWwpntsOuk2Q7qCK7dGn52vC90KqsVZLv6NyLmU3o7KbiJf+7WgVOt1Pc921lvewZuF5ytbgwFtf9XgF94cK1aosweZK870DqNfrzVXNvPaPLydp3W/ZWcM1h1vjUI9rtbiUVAHCKurKZdCEYdzCsqXJZl+1Xvjnad3gbEspLxof0MpagaVNeUvpUWde0X73hUDByrDNXqt7Tc2I7cDhu0q6+92F1ba+/tBla3luBud9mpzr9aHjWCVjXrMN3dTdndgTfzbS4sAv3l35H//p2+QIoxTJqXCT09nPj5fmHJmni3lEtH1mxvJMT1SRapJpdO6Jr0e05vAlBZcVionsShZSWooe++1/sUL0Wj+o9PeVkPfMcRYoQk5Z8bLYjquNGbWh5OCnvu7A+8fDwSnkStntTBe1MUzTyOgNbMpFa7TxNOXL8zzQloS3ke6Tri7V2fQEAvRw8Np4JsPD/RdpO890tw7znSmt/HPOAm7e4cUlcXqwKE6mnTIsqpta3ZrKeVZmDPMSclclsrY9ne2/WXwtpH1umjZs2wEzokju0p3rg7kGDxRhIjQu8hKT6L6OaVMcs4G2Gm7nQwlO61nl0JgoJSE85G7u2+I8cDL+YVSvlj7oJGSE54E5nDvvN7td73nsfOchsg/fjhx7CP/6cM9v3l34ngcOPTRHP9uvRZz2LGNTCldC9IquMwB0daVYmUUsGviZduqVcpmju6VeN6CVqnDXczBb8/eBFEckjVaGJ0026Xre453Wg4zzzPvv/nA09MT43Xmy+cz8zzz6elHzudnfHSN4TvNMzJNyDThphlcIBmFvcHUG1m4Pf+viM0vw+3/7u1XCa5gLZIVJ7jgWNLCNF3IS0ZKpnNaDChpgqLKL6eFy8sLL1++IOI4HJT//3AYON6dtK7KwqtbL6qz3NIlzaRltsZvSnwRu47gNSUh+kBKiefpmfPTmefPT/z0w49IKTwcO4YYlF712w/0fce79+/o+g4Jfu0Qa5Ghyj6kfK0audrR91avRBX7GlVqgmFKpBpQ5gmrE0lD2EVT0qRq4QquDGhZ2jnFIZJbT4hi5+m8UnuTC/fHgW8f7gHtCUIRllS0l5MULlmN/qPv6GIklcyUlR3m5TLxyV/ARS4TSBC65AjJ4YAgTtNIxolExuWFJIUSvE7gbqRMV8p0VdINEXw34OWoY1tzjam56hVgfU1Bb1WJKVZ5bd5pLd3IMl5IaTJgZeMqq8GLrEdTT2ejUAAzviistRvNcEfTXOYJoZCd1Q3EQCe1GHytm2vF8uIoTj10Oa3Uy+JEe1qFpODCaR0fIULocF2vDat9wEcltND0JxOqVmS+SWu0Y9ZrbcCKmsZk47EBTXVfpaY+bcaTBs4qQKvymK2eMa/Rv1ya3GqGndcUpLSQ5oXlOulY+4gLhxvWubpcFq2/KQWpJC5ljTC0e12HQE+KnbOiFA2U1hvg6jhsZYg2d0VEDR5rxCxmyK8NdGtt0OvoTXFZI9s3WwuI3QKr9vzaaq4Aq+3jZ4ys/W5tf2ULU76+h51XcGPYaKRV+xEFZxHXprfqD/ar3W3a4ZaBcXe+be5h6VVqtBbL+W8i5gqFGXGOlDNuXpS8ZTi06K13gSXRGn6qOZob42cxcKVOt9oQez2nbbPV1OosDGSVbRToBqD+pW03NG/97g2wdAOwtk6S1wartP/LG++9OqbAt48H/pd/+gYyPD1NjFPClcT1Omqe2rJtnK46MNTr3lz+CvvtSN5rajg050oG5pRwovfEGVezZHU0OadtUqJ3dE60j5ooY3AXI8PQk1NimSdKzkyjru9dVMM2Rs/9oeN4sFqXhwMC5GnUVhcU7aVVCmmaKDlxvk5cxolpXnh5OrOkpPrHBWKn0QwEDiHT+czj/YH37++JwdPFCqRszWhR8azpXJJblLg5rNxGDkyeycXSBM1XZEZ3ESVlSUlbByxWW/i2fvj72b5G1LM6OjfvVqBlmzhltyygdk0pRO8ZxBHF0ftIqKC1aGR2SRmfHDmJlU04cihKe5+D3Rs9nvcdp1OiiwPgGccZkZkwLWQytcbUCfQUgsBDr+mAD4ee//T+jtPQ8Zt3J755ONL1HYcu4KPXSOkWXCHUikAxcFXfo1kcdaFgA7BUX96QLev4wAaYbgFWnaPu5tv7NVNKoThNY0U0giWgEbxSCDFSDurcuH+4I6XM44d3vLycOb9c+eGHz5qq/ceFJc+INWUmoeAqzMg8I/MCIVkKrEV6G+lWutFUW337xvbfDLD+ujn0qwRXzjn6vqcflMWsWBg9zUooUHF6yYU8m5dr0dooJ9D3PeKEro9KKhE9Lmjq0NZIEQNVtdlvNvYTAbwLth54chHynDhPV9K88OXTE+enZ+brqIWJ3nN/OnAceu6OB/peSTicNwPA8sHbLKsV3W41EG4fTcgtb1ZalKS+vzVM6t8bH0S7SLd+NaOgzWzH6hCrBo1iMLf7vROMkt5zPHQcps7o7jFAol7FBTWclqL1BIrbPE4KaUm8XCa6buJynRCnRBmp14MWq28YJyUe6RYN6/igqYGhFIhoKiawTJfmHa2pGM535vG3NFG5GaavTD9gk8LzxtaiGLUSYV2qNA3J1yOuSqodwwAUNOWtbM66zway7DeaxoIWOxsBhXojM8UbgFMEx7asHGpaoKZoFh8slSAqgAodRI30VdKUXZpNvfodqLLlyw66FkjXk4CMGZpAbZi7phq9NuaaF72Nhz3yHnQ241Uw+nQQUfpnnwI+eCiJ6zQxXSerw0ukIlwuVy6TMoSuQq0xnNKM9Xopa5HvzswXTdWp976Oce2zob9fve/S9iPUBnlSU4ScWM+6TeTKwNUrBqJSjLnw7bTAdeHbCtlqOK12+N6c5+Z3Urb7KO2Lsn2vRhZ3yEknlJgz4bbn3HZhds1xVclWLJVVVir2/fntX+sZ7u7K+h1Zv1UbhsruCyY3lhboQ7A6FO0D5Iy9VQ16nRcpF7zzZGf1VUlTASu4WunGN2mBdg6lgReaHqhRrTac27HeXsPPrNdrKtvbo7M1Ird1WutzWY+929e6vxo91ZGWm0+ahda206Hjt9/c43A8HBamOWvdcOz4ch0Zf/rMeV6Ylqx05whKlKN6FremRrZjmpOhrUMGLGoKlTjovDlEs67j0Tl6r1Gq3jv64IjBcerV4z90nuC1Hi5ZhL0LDnzkeOh4vD/Sx8CHd/ccDh3HoaeLaGZK0hKAMAWm8YpbPFnQgvxkzrKcqPkOGLhXR4qmanedpw9a0hCc13Yvdm2ljbXVqlYToOnYQo0EYK1LSqk2c17vTjWapd5fWXUqm7TJelNN//0Su/K/Vx3n33xrKsJkx/QBTdxtHam61zmNWHkIOILzBITsPcVlcIXgHKlYxoNXne+Ss95olqJalJ1P+aJ6iEIXJ4b+iHMT4zhp7TVQivb7PHhHdHDqPHdD4NR7hqiyG5ot6KzBvWvp09jfW9KU9sDkhDWLpsmDyURzQq2GpY7Nhs1CA1tlr4+qXq31TW0pMLulHrtU8p6ql2jH1haAVtYB4DPxcKTHUVzkfoZuHHm+fGZJEznPpDTaGmk6rpYCJbX1JZdaFbLqRtmeIDd/v9Zj9VT3s2GvY8vme/8t268SXIUYeXz3jvcfPtB1kZxnlmViuryQUuIQtFaEJTMla8a4zOSsdLvv3z8qI5r1xQp9JHRBwZUvIKtHIefEMk5Gt2uGgQ90wxFEmOfCshRens788Mc/MV1Hfvrjn7g8PXHqe97dKaj6x999x/t39xyOA6fTEWfsgyrvYhEqR/He6GJq5EosV0bMIGAnGDrfLK2oerQbGKje9UJjdtkwxYhT+iGpUatmSOfqyzHq2uqdtslZ2eNEPXfRw+nY8+23j2TvOHSRACw4Eo6EcKEwA5Izfl4UIIeICFwvC8/PV+al8PjuM3fXiT5GDn0PXgii/cG+vDyzzCN9rxHA0EXeL0n7ORyOaA/niesyU8QTTg90acaFSH98xBEbbm151ztD8u1ZouDgK5+UBHmhNVzbeMsqHXAupVGw1iGkrEZEMi9uyWXTK0cjja5oPZATR4ye4ISui/R9rykKRdkxaw0BOSOzLRhBjQ3nHdEFbYLoI/QDMhxwh5NGq073uOGAhA7XHXRx8EHl0cAMpUDK7XVt3lmNxp1RWyrAXL3yK+y0r7zlKa+RsBppyIWWgludG9avSku5NeqjrICB4ALiCt2hY3GFjz995NOPHyk4ikRSgY/XmfO88HS+mEHiWlqmxjPrgrJGjdbaxmoc6w2UTSRPtgGcshr/xQZGKsA10KqECkaVa2C21snV774OWxWyfzstkDa+zUriLarsuu33vN6l/f5u/pTtHzUtc/PLJgQV9qyGX0VaNftEG0BLe3RetDmmN0PHbauyfm67ARVy8/fmWXX6pubKa+r3wUiEamaAD4Gur2niR0KvrTieXl5ACpdJoxOpwFIjUW04MqWk/fE3Nskt8UgFX6/PuQrf143Y9ZasMrv9cD1mfRRuQdZu24J2Y8+rNPGrmSEN1N3KoSD8/tsH/o//9T8TfWCePGmBP/z0zB8+vvDHj1+Y/8//yk/PZ768zLxcF1wRgrGQFqcCklnnU2vYTUHQ1E5fEkLGSyF4NXIPvdZKe4RQtK5qCJ4gwrH3HDvH0EU+PJ4IwZOypnFOJTGXEUfh7jTQd5H3jw/8w++/Zeg63r87chg60jKRlol5SnwZz1wvI2mZWOYrCC0luz+e6IcD5EKUjHcwJ00p9THQDQeCd9ydIqc+cBoCfey0nnsDq5Dc1nklOlCHDGUjQ6C6rei6qvpMcJp7ZfWE2Rw1Ki05K6mK6jttQ3zredinC/8db9tpUVVDvbDqlKv9Q6QQikey4+ADjz7gEfpiwcDKGOpEW6m43HrLLU60HihBzlbPhPZgFZcZBkfOC0osoYB8mROuvCBZEEl0Ht73jt7D7x4GfvcwcOwj70+RIQaGaP3JxLFIwKyC5pyoBO5ix9BIZdg73atzD5WT1mhd5Kv3exWNvFleiv3GvCFbcFJtqvZWTX+q9oDKm2QLTrT1EXzpEQrH4UBvrIB3769M00QcHPcPR66XF56//KT1sd4pCU5OlHkBvyjAaubqHizWrbz99htf5Oe/WH7h976y/SrBlRMhdkqp7ERzMHPSPiAlpcbCpfnXyQy11LxHMUbEOe0D0KIA0m7GmsQlZuhZjYesRk8VrJQX5jlxvc68vFwYL1cu5yvXy8jgvaYgBM8wdEaz2hmoctWJrftzrlGAtg/aY6MYbifC9nvti5ZaU9w6Kdh4z9v5C+y8EXZ9O+krzV7T3VcFvElhEi1U7LpI1wUtGN4sxmaKkcC8vdosuI5ntjGc5pnrOBGCZ16074GrHjcszXBJq3GWM/M4ErzWpfll0dzyDFkcbtYFEDQdT2q63GYMCz9jxMnbb++21XLZ35OyXt+bu7CvbPjzdk1E6z7rPdumi9Vi/BohKPU8tgaxLciu2nei+eRKjmKRK2ssWGuvKg17Sz/dXubu/y2w2nzyymB7G1h9dSg3zzsP+/aN3RhW2XdtHherR6u57ymnloKUcmGaZqZ5YV6W3Vm9AnqykQrZR7Da+daGw2aONJp6qVNmNUSr4bpGBA0Mb4gV6kMPufltHcMiRm3+9cGT7f1oA1iv4/WPVht/A3zf2P3PFZCX2xf7QWrGTdUfdUleo1f1etkv15v32nls/9qd0naFW3/0Jm5p11TtDdco2ivxia9RLe+NxXBtIA/FiqvX9HRtu6EHaXP4rYNuxvxrAGt1+tx+7+b8t4Ow+8lmwN+amLe7q7Je6utm9QCbCGo9YpXlW4ES6LrIw92BLkSW2ZOTcM5wLY4xJe6OPdd55jplrpNFrkqVedqtW0uJ9c2a2I3omiBFowbRK5DqzVkZxRFEaygHY548dtqMd+gjp6HDB8c4Zuay4ETrqQXooufQdxwPHafDgaFXsqahi0ws5Fl7ROa0aM3HonTQsJIShK6j5E4N66bHsWW0tAhtJc3y1h9rtQPLJspvN0u2E0tXLHVY1J58G9nfRSS2b7e9s9n5V7YqP3/f205vVM+YgYOqD/UtHXwlNskE54k+KFzJRddQK4UoubR+WE1nF4tKunWdbnoeNAIuaC2/D+QQNqQqSoQSHfReGIK0aFUXjEDFq8zYhVDbONTnZreJaU9bX2r79ZrZtMoGqy27m+vrVtc7wEjhpI0dO31gx2+fb59XYpVdloGtkfXYO8IoNDNHgtLbl6y1k4fjgevlAGVhvASrfbX0+1woSZuO1VY3K4dSWZ/+ki33le0tC+5vMTt+leAqhMDD3R3v7u8ZpwvXpyeW61VzLy2PeBbHti7Cu7VvFea1dDHigik5y3fWJqWa+lEZBn3weHxLHVlS4ek8siyJ77//xOdPLzx9eeKHf/ueNC90zHgR+kPHh28fOB0GjoeeziZVvfnK0rYavOIdJUZaY9doDXKlsrxsJkMDYNvn6qGoK1OVYlPQJa+/V22yhn7VQrCJxGqssXrzV4GyKFpW4yiLEDvH4Rg4TpHDITAM6rkZk7L/afRAGJdEXhZt8OwDwdLmgncs88Kf/vQDXyyvuAuB47HncLhT+txS8F3PMl756eMTTuD6MtF3kfsP73j/W61HCscTIQYYLywCOUSEhAsdsT8Q+8GWqEoacDt5ysYaXXnoXm02sUlJGaVsvMR5EC2Q/SquECUyKAVrlgvOrZEbNUg1XcCLsgvFLhCDErhk1/QXiJArlbATXND747tAiMGaC/bKjnf3iLt7jz/dEe/eEboeP2gEC2MKFJENOC7rQ2jK0i6BRuH3VYu/GgPrQPwl9icdNq/9QEQUEBe1ZEvJOtZZGQydjxrVCx0xREJwRLeQ5onHaaZ4zzQnzudZqeyvkxp388xlnJlzZiqatloNm+aZt7GtgGDbwom64K4rRfOYrex563ysKZYrS51XYOuEYAZW7R/XjGZbzKojsJTSyF1ejR8qo3t8U0/0a/fm9tVfu8nGUGmWS4voKXlIsRYD5hRzEJzQR88QVZ674LWI3FurC1hbgLUjydsi1i5iaxCuV1/tAQVBWfunJK2rkpQIORGmSMjaQNj7qM2p00wpiTwHkhMcmbvjgRgDz9cLctWxzammxtoJl20Ny8a50Nb4zevbKJbpnJoS14Da61G334k5ooVS1nrb/TjV+arRi5ats5OVjcFV9WGLXDWttpkXur44H15Jlu96unslNvJjIqfC+5IhCKGD/+38D3x8uvDP//aJP/zwxDRnXi6z9RDTyJSIAiYRlRUnmvZ3sCL+uz4Qrf9PNDA8xB7vPMeh5zgMBCcMQcHVw6nn7tARvDKvlVL4tz/+iR/PV0JeOAYF0b99/8jj4wOnQ88xehxweX7m+lw4vzzz9OUTS0pczjPLUgjBQVa7YOg76wdYyOOFlArjdda6stDTh6h9kkrCFehi4HgY6KNFsYU14rkV480AlwZ+q7ivRnarvapC78pq6FcnxXY+yU1S5xbc8/e/VdD+2hmz6ilKBezgvJJXBBHuQsdd6FR/LQtirRmSOedzUqbeaEESEW3LklAyLgx8VWZwyfXY2hctpxlJM5IXehKDz/TB8f7gOUTPfScMvhCdZsKUSppjF5GMrCFJAAk4FyzTxGrzKxD0rl6cAiy3mcP7/250TNn9XR3Qr50pLTqwH+OCZlsVM1LK6uCnRkpNVmsLAVWhGyvL0vu8sh1xPB5I8z3RF/J0Zl4WXkbtm1rmK8v5CSmZOJ5xXYRYwHtzgJY3r2m9+qoP/2Ml/1cJrrz3nI4H7k4H5vGF+XxmmSY1cpNGsdgMnmaydbgKrmrTVOti7YPSrBdQRGyMZDXdqvbQ0JoUzzIuXMYzl8vE99//xPd//MjL0zM/fv8D5Mx37wbuj5Gui9w/njgNPX3fEYNFyJryNJBUJ4X3SIhGn6Xgg20kYeN12AGrtiDK/ntNkTRmis3nqyC1yIIpmxX1V3CxpjeVdng16GudWgiOYQj0g6frA12nRm1ZMhVcAUzWRLjL0Pf11HUxTcvCp4+fiDHw7YdH7u9POrlcwAVPFPCpY5oWvjxdICfG5yvRO1JCCUp6bRDrnFCmK7kkSojMDmUPdGhz5kZPujHqX72of7aqqdeb9aGieUvUE9WMFLOO3jKHxWkj6Jy0QWHOCoKbUVOs4N/SL32wVFLvtJesWaHVK5VFPVxSI6Oxw/fR+qYN+BDxhzvc4Q5/uCMc7rXvTzdos+rqva9DsPGsa+6/yUON0DQMKq8ucM0MqNS37Dz6b0VCau53w2o2jq1BsGRKsSivAS/v9V6GqPWTEgTiPTnN3F1HMnC5jCzlmexmEoV5WZjmhXFemEthxpHs2Gt94cYa0Ruyv0Spi4bNiUomYxHD6hEttq/WxNb79uy8gi4frOfMJnK1DiRrhNAMqq8C2bKhGC7GCAob2d3qhfV3vxRcNaO/LZSlXWMbFlZ511JvGgGwEqAawYB39NFbnyEDVm7fQHiz09sXr7e6YL963yLnlrq5pEVTcbKC9EJhmWegGLALCMrqKVnUGFocTgrHg0Y9YvDtXitDIKzxtrLRF7eR3dfOhZ2jobT/9Nfl7XtTZQuM5nwTZaqDIc1wMqIWKe3+le0eGmBasxlqbcf+Pbcx1A1cOf9KFl2MxOOdOoHcSE6JOzpcEHwQ/qfLd3x+uXKd4PmSebnOPI+63laA7EQIFs2JXp1Uxz7wOHR00fPN/YGhCwSBKBpxiD7inefx/o7He3XGDVFl6t39kYe7Qe9LWVjmhS8//ZmflolQCs7u6fuHE99+eFRyiaDO2ev5wjxPPD195qcff9T75VTn5BQgZ3xNhQ+BeUnM80RatJwgFRi8J/qIuIKUhBRRp0IXiUG09hoaA+rOiVNxQB1n0wM166HlmNdnJyoH5oSpTokdsOJ2Jq1S9h9rXv733l5faVNgVUfZuASEPkSicxxCxzF01MyRkjMEjyRdr1MIWt4QCsH0c41meac1UY2Fz8yMml5focM/SwAAIABJREFU2X/JCVcWoiQOrnDwhfvOc+w8h+CIzrJ7LHXTEjiRjVZNonVdOE+xGt6VFK062408yalW2oPq19qlNKHbf/4KeDQbcqus9ysBNcCR60CUqtj02xvdUTNrmkuqKDhyFnwYho68HJAyMx4GwjQzziPzsiifwvVF147liksHcAHCSl5UdtHfr0nLfyzA+lWCq63xV1IiLyas9R5m1MO9WQzWCFUkdp02VA1q4EBpdR2Vuc05j6vNIl0gIZyvM+Ny5eVl5PvvP3G9THz/w0d+/PiZNE4a4g2afnAYOiWtENRjaM0l5VXK3+bhBPGe4q1+qgGrNTq1FiV+ZT/bBbLUyWkLvxUXrpNi82zGArCbXvXvOvAiNimcgBUPi3f4oKCq76J5ogM+FZwki3BsanOclt1e55klJSKZIJtFRTIv5wufvzzhnPDh8kDqonoxfSB2A3d3Dwqijb3xfL7y5z/9qHSeOdMdeuLpRLyztJZ5hgJ5msh+RFzARzWIa+5xsxkx00OqCVJhwhuyuAERTipxhbR9aOqeGTOyOherulrVkQmu1PuXESP88GZg6O3T6Eq2v8Xo+X1tHRAc/UGbXndDT+w7ZcPrOrwPxGGgGwZC168kKm3hrqKwiRI0r7qNR2s0WSzthQa4t/vRp+oxKnb/Xz901/uRbcDGFLGSTZiBiNViOSuCdUYGUQkiALw2FvVdT+h7QgIfrviUESds6fK155D1KhEDgZvD7z2ft7NCvyiCpoWtkrObMCI17UydEc7Sz5on0ebyNhWwwdqyVq617NNXkb965K2xXt/bzObd775iuH8lqriPrpTdOlqlva6zq6kvjXQgOEt/sVSuaAQDwSIQtXGwq3Nus2ZvawO+uhVW/WHns/qQqq5cAYtrMqk1UkqjrH3qimgev4gwT9pHLtk4eCcNEOZSYL4FTFXn1td1jmye7V5ULLW/E8J2fFs13Ha8t06OVs+g/++lT8esHntNaS/rWMo6/yqAggqgqjHmbHlZ31u/s9/MnNd0/aBR8NgV+gLHJfN4HJAiPB573h07vMDLNTDNwrJozWklOPEixvIHxy7wcOwZusBvPzxwd+iJTujMaRFdwInjMPQch14j/UbvPwTwZNIyc72cNTX4ciVNCzEGTscjsYtEH6wdQ6GkaoB7vAQcAUGp0MXW5a7vOZ1OhBAYetW583xhtkbUItrwt5RESrNG2oLWzsbgiTHgG7lMdV7JXibekPlisq6EvtV9UtZUMXudUaKNJQvjUrguics4c75O2oS16uByKzv/g9RcvYIRa7zC2fxRTj0F86cY6Zxn8IHgHORMNlBSnD28w3l9z5ljufaSLKUC2RXQloK1cJiZl4lpujDPIyUvSLGMFAfRorCx6kF7tFTDVgqwWet2XqhKZOLN5hCzJ5zqs60O5I21jaqjZH39FgR39VXR9RLTfbXlimWLbWu1xWrShYJrimxjezq3uUvVHatSreOo98rZ91o7lrRQlpkyj+TxouBsusA0aAZOSQiu1UMCu/6CWylZX78GWH+RvOW/cbL8KsGVTpKMkMnLxHK9IBSiA8Qp+09WwdJaDEfsO0Lf0Q0D/fGkXuKgxmVKM8s8rjnOQIgDIfaUAkt2pJT5/tMzf/r4mU8fn/jnf/4D55crn3/4zMuXM6cu8uE4MHSBh7sT7x8G7o4DwYEja23WoqAp1LoqZ4wuN5Gr1jw4BMC+hxgw23gndgwxm0hMe7bJIgXEUg52odx1gcXW6ZK3+ao3W50IXok3hKIeneLp+sj96cB1WjgOPYcuMqZCdIsZhFrw6Z32K8ml8OXlDMApBo4xoAQZWpP1w4+ftAbrOvLwcMfxMPBwd+TQ9RzvNA0kLTOf/vxnrucXfvzxC3/64Ue6LvLb//Qdx9OR97/9jg8xIsmUjJ9IxTElwYeIO1YQa/Tyahas17oFVmUf5WpDgoIMVdLWb8o+qf9UEQMW2s+Ww5ybntmk9Nj3vNXkRQddMKPTKSjIAsXT6gbxDmeyHbvI3eO9NssdBrqh07M0BX18fMfw8EjseiRG9fCYxhXAWc50M5uqom7GquwMw2YFVmCw9cpvAYzRrucNuxqo4lqNu23agmvnVQFazl4VdlO+gpgDxFeWQ9GIdMmJ7n5kSIXiznTnkUTNXc8UUutRlNHUVgctP716Hnflh80gNeO2pjq2Z7dFz6p/bN5WcOW9t4XSN5ZAV9+z+WUD08a5QtTKR/nW9KyL0x5grXfiFmC9RWHRvv0zi8kakaxDIfvn9ijKxYMaDp2BqEPUqMChD5z6oMxtRitcuXv2Y+2a0fmmyXeTUrcdkNakeTMK7epLtkJ1IaUFEUhJSIsCydz6zc24SfvlhcMRido4feijzvPrxMoEaHJR80OrrG7myZ5Q4haY/fw9qO+55hBZo2VNgd/chTqUN34PWwZknbc2XpWtUo00YJM6XY1GXShEs0BuNkFwRQGJ79RUcUGdbjEExkvi3TDy+dOZ8Tzy6TwypcR1Wng+F8YxWw2KskgeorL9fXPq+Ydv7rk79vzP//R7Pjzc0QdNLXUG5gRBCYYSoGyCUo3AMjNfz/z0/fdcLyPPHz+zXK4cu0d+/+132mun62FRooJcVHN7tC7by4hjUNPLos539w98+91v8E7BtgDn5zOXlxcQde7ghZIXpjHjvUbg+kHp3Q9Dp0ZpnjcpfysYRmhj33SBiGY4FDWns6wpVRr1Ut2VxZFcYCnCJc28zIUvl4Ufv7zw5eXK5ToxL4lUGdYKbzQD/3veqr6oc6LOEWN7NoDVi+fgPJ0PfHM40ftIjzoDSk4sWbNECB6KRxYhJWV59UsiJAfZtXKP2RxEtdckFOZlYp6vXC7PPD99Ji0TJU14FjrJHLzoIygJSxc0PdqZrSVmGxK0WbCrLL/eGWbKCAvKIOiobJoqC7nJiJ6Ns7HZDMlmzOrbt7pUAXszEoCC5IRYixTSTI3kK/mU0fwXkJRaT0nHBiyKBhOEYLalbNYvq52yu+hFGqNmth5XabqSx4kFYRaHWyby8ydKUDvZ9ydNNfR+Iw9vI6Hbd/8jZsKvFFxBWyobS1tF4lavUpm3vEZWtGeJkVd4nRzrilM2i9k2pcKRS2GcE/OSeHoZ+fjlzOenM5++nLmcr5yvI9M003uNJDTPpjUhrMXaja0PNqudPa/WGzUdQ63sm7S/ushV80W2+1p3oaNji241eHfH24Cq+pW6Rhso05+sllRV/tXwVLadvWfFb4q+fUvz2S8WevkKLJJFChevgMq1MSpM88L1OnEdlbbUe68pm0UNbx/Mi2gRvpwS86yVM+NlxDlhvIzM44hPWetaCpRlocyzMsOlpY2h1HSLJkebR4v2/fxWTautfSjVU7yV2p1RzsYwW433NVipaSOu+nIkt6gKgvaQcE6VbgxqBHY9oYvqUOj6VVacjlttjr2VPdnen1uluzWgZRMLaTKzykaTt1eDI6+A1FvP3I7/VrR3gLdsvOqbqE8jptEopzNK7ZbiJPUurFPhDeew3heR3SVSr7md4zo2LbrCRtTtfGU7Nttz3cx/eeNEVOz2ZAc/A3t2f+0NJb2KtsBuAVa7keyiibs9b+7bfpPdLarporvZI2sUohZve79GqqqOcFK9vZvji7QeLK8W/HrJPzMt9774zY8KGoFtqTo1Fbymp5nXFch5QZJY/cIKbrQgfb34Qo3Mb+Hvdo6v79WXX2cM3F5g/e5XLlK2adusskQVp42uB8sOl82cYZ0votGoOq+q7O5kuO2EV/LaTjkXjf60r0kbsy54lhA4dIFjFxiXRB8duWhEc7bveadgvPNqbHbBM1id3rGPHIfIEAKHLmJQENA0zrRU/ao1XNlKBZZ5Yh4n5kn7Bgbv6WJgGHr6vlc2VqN0967ur+5Lxw1B06ujJ3YdnbG2OspKxZ/SxocpRqijTqXgNVrrnWzkenOnv6I/18R0WwdYo9nb31e+2lxgToUlFcZ54TLOXOtjmrXHVdnKXanitB7za4rx72Zb1wrV2DpXlFhE8EUI4uicb4/ee4L1MMsm9451LafaC01f3ejAOlfs70IhZaXu18dMXhZl9a3wT6oONHB0szBVmyFn662XEg6hzDMeyFbcJc5pGyLvzWkKzY5cvaXteePf2bz/elNbY6urzGlk6Y2khTxPUJl9s51rMnBlTNvqBNHx8bX9SFkJQ7Y2uVjGhg03mwFtGWYlZyOtW8jzDHEiLzNlmddo2cb+2r7aXt1tYnv7/y/I/5qVxE7r/9LtVwmuiiHknBNiaVMlF5ZlQRC6vidUal2nwKo/HYl9j49BiQQoLNOoi6l5M5w4fOxwzjMlx8s18/Ry4V/+9U88nS/813/9I//Pv/2Z62Xk40+fyEviKNBbPnkMhRgLfRSGTj2yh6hNc7UexEPQKIk4oQZD1MNq9OaNVtMmxRYQ3TxEam6tkV5Y9GUlqdhKZTUOtqYPNGTV9mcuManeWFr/EU1BA5EMBEiCzAEpWWlmQ6CPkWPfcdf3jHOmc3NrrKkRGQWfWQopa2PDMWVSmvHOxtIVnl6uLPOCE+EPp4HTcUDSd5R03+znUgrd6YTve9I8kcYrpWSevrzw9OWZy2Xmy5cXhuOBb3/3e/rjgTBCGBI+dkjKuBAIhyN+GKhN7hQIbLqZFwclwBsKqC6clOphgRY5tJqEbAvuUgoLWet7EKhZ1KV6kwwogRqgXpSR35vRmdf+TlSnQRdxIdAdDxzu7ohdx+Hhnhg7Yt8TOq0/80EJU7rjYHn+IGVRxYctFNUcFWmVurtFfwMO2qpc2e1YjbptqsnK8qArUMkV2GyNNTav96quRr00cmWOlI0BuZK2CBhBjASv0cR4IHYz3s+kJbMsS+s/E73j1HfEoqQEpZYlymZ38ErtNoBmYyC1p4eA1obVE1c5aEasyYKzdI6aKrgCr/20rMOnpp1F7uqi8koK17H+etqgrDtcj7DO8Tf3+fNbHY+6ENVhcQUjsdDoVXRCZymAhy7QmZHcWcQq1mlXL7/+Z7qxRRNZqb9LG/Otdbk3VVvN0vazysSGLvYpwTxPSpVcEjlNja5dRFqBeMkLeZnIRQ3vrotMy2LnbLqyGQSbFhisgHV/W9aI1teA03Ztr0CpGnT1oQBv1VUrOFpf04D/KmDV8ah6So/RDDtM4dv9bWvQxvCoTq7bLU8zy/OZeQkkr2tcToWUMstSiAiDc3w4dvzj+yOHKLxcA+ex4HPAU+iisvRF73g4RIboeH/qeTj2nIbI4KGTQu/h4A0gWtH8nGZS1qbAy6ItVJ6fzrw8nxmvE18+n0kp8+7xkW+++477+zt+97tvrMHvyhIZg2dZEn/+4SPX65lxGZnTROg6Pnz3Hcf7O755/453Hz6wzDNPH39iGq+M48yyZFxwBNH0rbwszCkhHIygaVAyDAPfZVOjCQZqSp35Nq425qWs0f+UC6m2xsgqR/OykJbEeZz58fOZ6zTzr//vj/z5xy/89HTh//7+Iy/jzKfnM+OcWp+26hig3eH/AbYbq1zQxE7nhKN4OnHch453sSc6x13oiOJAEpTFHMOa1bCN8ja/WD0MtLno2nfVLljSzPPzEy8vT5yfPnM+P0NOdHkmkNWJ4AMheHzorOeeqM4Rx5QKwsJ8viBzQfwFvlysvkoP7r0jml3bDwctfel7+uMJ5yPd3SM+9oiPiO9sXbesqFdjtsrh5i1AU6lLmknLmZIWrk+fma8XluuF8eVJgc5iDb6Nuh6kZR44sT6CztP1nbYj6tRG8TEy3J2aM9R7zVJJVfXYutbsgZxYxivj9cK8LFyXBb9M9M+fcNHjuwMhzQqRNe0HGlx7fW3r9lfOge16WifoL9x+leAK1gGGgnOijWmteaqPnq7vqSkl4j2h74hDbyk5AnnTWHiT36rkFZ4xFca58PQy8a9//JGPn5/4v/7lj/zzH34gLQvT5YIAv70bGIZo9KoaPY5Bmret84FohXk1BQ3L363GavWnrIvaFljd1FbBDchaP6++GbU64Gb60xbJ9rY0u0uNxrIal22k179XIfVI9vr94CEpgA3eE5ynD4E+BjqvfUayaD+mUq/MLClJuuNl0W7xSgThCA6uV/XwdDHw6eNn5vHKu7sjh17JRUJUIzX0WldT5kgOnmWe+fzTM9M4Mi+J6zhxvLvjdHrA4aipW2VJWlcXNeXH526T+6v3oZSVzrQx37wSxU3tUBvWm/si0jxPmswKpfEPavpLS72pedtOSVZq9mhlcqTeD5MhCR4X/z/u3vVJciS78vv5E4iIfFRVd88Ml5KRWmm/6P//Q2S2kkniklzOcB493V1VmRkPAP7Uh+sOILOquZzdNVNzMROV2ZmREQGHw/2ec88912K8x42jsKnjAec91smiZYzBjVKHJGALsSCucv+oUkDn5mrUg1C129rVm69sIKud79sla1vGNFA208oOwNTbbEh/LVZyoGdSSsskiJRwvzz2wJ7dWGuUdjLXjMfaAaVty0pIIKKRDLN3FkrF1kSk7vTYP3Ost9Du/tstqKrugv1dQNpdQTuDr97e07uxfAUs37x9D96/ymy/eu+vHT+/8Pesy19+dEC1vyIteUg3Y9ln83UzC5BshDNbNuv1/Km7a7rdT2q9Z+p6T4HaCIc9696fuWpvG9ip8rJ941cKcpYW51FVapUAu7frWJURrd1Hbefl7Nb4VV6+rwMNYNUOdr92repXv//a+L76rzfASrUx2r7u6qSUegWWVJfN9Uyv6Uwx6xi/zgz3jeAr935/xqvgVY6SMnlZhETyUvNTmudPzhvYvvOW96eBUhKPo9inz7MhJQFXd4cBZwz3R8fBW04HyXaNzkg/NFVxquI73i4y7pmCqtLDKqdISonr5cLT5zMxZKYpAIrHDwce3z9yujvy7t2p2aI39YkxWGMJIaI+FmIKpBzJJWMV3D088PDhA/f39xzu7gnTxFMuLEsgxSRucnq7JqVWchZZ/uAd4yDOhV1x85oSaKOrttu1LzEdrpcGpnrNVAdatYrLccqFOSSerjO3OfD9x2e+/+EzT9eZHz6/MMfEbQ7Enr3q7/6KePlXBpe/2EO9+naNrKpY1gzGMmjDyXkehgNWKQ5KMj9FSRdF4RfVq8e6JvXXfRNSobb4piJ7zrzMXG9XqfdbFlTNeF1lrtEzteaVgyxKuo1KH71CWALESlGBrBbJt9REpaC1NKXWWnM4nfDeMxyOUufnPMY7TK+V6uUkmJ+5xF/e030phio9PeNCTYFwfma5nlmuF25Pn2R9jIma275dZLeuRhIdvVbMGMPhcMBYqQF3wyj14V6IeoVfFU9Fvfaq3metcoqkGEilEIuUY+RloiwTOi5Qk/Qxe70x/OzUfvPMv+D4r/urXyS4kqbAgRxDmy8W7QzWeJTSOD9irG/yNb0WA9YqDVdzFl2o0lq04cZiraVUmOZMKok//XTm+49nPj1f+Id//jPPlxufni8sIa7stwF0lSI9pxSj8xy99Mi4Ox05HEZhxFyXYolJRi/17tHc6+lc10W3B2dVNVcmvctQ9QJ5pei+xbXdAPXVgtmD8oQ0/uzLhizVajemQJuMqrmrVMREoH/t1qDipFhS5nadCdPE56cz3//wiaeXG7lEvNM4KxbMuQFciYEUOUn2wTlpNhxJpJJQSj5ZrvIoFWLK3KaFWitP5yvaGA6HgXt31zqUt4+ptWShlOL+8ZGckmQHcyHOM59++IHLywt3jw8cH+6xwwC6YrJHe4dyFmUKWrt1IRHs2WrQukTy7bFffPUGNmRxFJ+fXDOpZFLOxAqpNughhVMo2wLMlglRShwCJVBVTXppUGYAKmbw6HEU85TTHdY5DscT4+GAdR7rBoyVbKmxzdBCN7tvVCva3mKnYiQ1X9TWc+gtS0ebZyupur8fX92bCPFRoVZp+tsbAUNdWdd1kawbOOsJhgprF4VSe1BbWnahsjbbbXWTCmHibWO9tHUAYrkfE9Z5CkqY3hYkGxQnbxkqYC2HAksuTHmra1rvkHY9u49iz5zumIm22TWQ3ImNdUN+LV3cZ6vWLKAMxDqfV2e3XQC1RlhfOapCWL6voLM99OlAqm6/5rXkaHch+t8qXl10oUC2z7+/LdrqATR6SNUdyJLe6LbV0/Q+L+t4rNkeGbONPNLrZ6zrR9mPC6/GqNbdHINXwLzL/YQnkvsupyAZNGfFiMcamWdGS6YqF2qM5BgpVbGERIqFkhK99rdjV7XWBNbd+fDqum1rboenb37R50UfbdW/ypxa66KaoYt83/YVJdlROUezPk+pDgS3OsC+Xm0qvwbG9qnb/ssdsSRD/vUoRTsrDd0HKwY8QFwCOUSICXJC5SRW1CngVOHd6BmMJgZx2jRG41VrEqwMVhW8UQx+q91yjchb9wAt912xBvCklEXJ0sBNzAmM5v7dPcZY3n145PH9g7j4Oqn9A9n/linyslxYQuDz0wsvLxdqhbt3D4yHI6e7e47HE8YYQghM88LL5cLtcmGJSWo/tREr8KrWh0ZjtcH0ZsCttUTz8mfb+2XzU9CatdOkVh1IiYw15kxqdVPTEsm5sCzignq5Lfz0+cx1Dvz0fOXHlyuXOXIJiSVlQm7GQCsR8HoS1raOvc2Tf10e/Ms7jIKD0hy0Xg1SnFIMWje7dcegDCfrpL6PTTS2R7Nqv1juLxP9+8IXT6mSXUwxEqOUNcxzIMREKgKo5P+1batyj5d2bZdQSald97a3FB2oyso+pkzbZxO1ivGOaWTJcDhjrGM8Hjg9nPHDwDchCeg6nBhPdyhtwRxQ2lJb3X5t6ql+bNe5EUYlC2kRI2mayXEhXq8s5wtxupFuc9uz5H/GOrQbpLbYH9aemto4tNH4wYs0sEv3rSFlTWnXznRyp6mpNBpdRMqpayv7UkhNWS3N3CKjgzxUzJCSzGPjX6PhKvuS/GRbo+tuAX7No//L4Om/Dlr9UsFVzqR5Is43VK1YKylG54YWdBlWW+leX6UtFSTAjeLsN3iHMR5rPd6PLCHx4/ML12nh//y73/Ef/+63PF0m/uEPP3GbAzkncs5YKgMVq8CWiskVrwwP44H708iHxwe+ff/A6TQwHCTVa50UIepWdL8VI/evPbDqUW9tAa2Wz94kgLWbYfQeBmYnr2pXuSCBrLxWA5I1NVCVYOVlOljqwAo2OUh55d5HLfS8S86JFBIpBJ6eLlxfLnz/44/8wz/9juu8EOPEOGgGq/Bagr6CpSrVxj9ijGU8yc13qRNLFsAVG6hyBWyBeUk8PV+ZpoDznmlZ+PDhPaf7B3GkqvKZlDYYP6AVPDzcoRVczi+cX56ZLoHLyzNKwXe/+Y5vfvUtw/GIUhk7jlRryEZj/YhzB8lwqR5a1xbgFb52G63FmUZhrAD4bntaSiWWRCyZmCMxZ5aYCTnLOCuLQmNGhfG6da+oqzDU0FLpbQ4bJzbsbhzxpyPWWU53Yl5xOJ44nk4YaxnGoxAGTnr3rMCjByJrhqo250HBeVpOSBbrXaZFt8CjO1TRgNF2QzYTjxYwlNxlK4lSEqsFbS1rXUL7s20MUW1Tkh/m1MwmSiLn1MCYEAS9ftIY2yyOW0NR51DGSiE5ino8YZTmcrmQUcQiDHJOEWc9wzBQleYOTULxPC38eJ2afFMAcC8O32cLZKNmhzykv0npLpHree0zCWb92VZfteWrXyHWtqnX/vPeqXb/4NXTyUBSO6Kmbt/X3ddXIKX9pmyz+dUc72HWBtI64G8BOpVd7kb2rirvsC5TCqyuOFNxBgmSjXoVHHewsJKM+/HZmVJ0aVRhB6RKl0WVldHsdVM55zVrkHJaQX6tUt8py6vCO2F9vbdij+0c9S7LPaMTShtShaX1tYlYktLkGNd6AlaAJRbv/cqodSTfBKXrML8BVx2wrkTNTtrX59MqJ219Ets6IeCq2/l3kKW257J/jQ3g9wm7yqBXgAWbgmI37VbQ+KWsSA8D7vEB5yy2JLkecyDMMzUliAFSQsUFFWcOFH5zfyDkgq2ak13IpRBSQqMYtMFrsVW/OwwcBs9h8AzOr01W1fo5K9p4kWzGyBKCZHJqYU6Bw+HIt7/6jmEc+e6797x7dyeBYHM9zKmSc+V6mfj++x+Yl4Xvf/iJy/XKh28+8Ku/+g3H04n3337D3f0DaVm43WYulws//vSJy/kFY2wjtBwaMXvS1aBqRitpTiuuhEL89fki61tmqx9vk6QRUL3eplLJOUkteAjMIRJC4tPzVfr5TZFpjlymhT/8+Mx1Dvz2z5/408cX5ph5XhKpVGLO5HYPvSZfdiD6i6v7yzy2LPZ2OBT3SvNOG1HQaM1oDCfrxRnQWpw2WMDWFmSXLuft9VAdYCH3Q1HseGm2VbT0MkO6xDOnTFhm5nnier1xvlwpIZA6b47CaNr+KrdcrpWYC/OSKClRSiHERCmVVBuNUyupk0kpNSKzrmu5bvLA8Thy/3BiPI4sf3vm8fGex/fvGL77BmU8enwE40B7qnagDNUoJKPVY8qOJCtkMa0oy0J4OZOWhenTM9PLE2mZCZerjPt4QFmLH44cH9+jnWe4+4BxrRWM8xLLWAGDsSU7ShGlWI1VYj8nhKlp6kVTDa4YbNbYrIgt4KhaSoRyBKUDeo64W0LNAcIip2Cht3XpNVh6T3ytZ9ruup9bqv87H79IcAWsQUZn6mRRa+z8mumRHb5PlM7CrJtVS1MKG5m5zZHn842X68Tn5wtPLxfOt4VpCZKxql3U1aUvCmtEAjg4w2GUxX/wXrIythlodAvNNzIK2de2gKmWCrndfTmDzkgTtLIFtr12qtls7gv/6DdZr01p4KpnrKhV0q57ZmYdz1eDK5+vs8G94DtGas7EOTBfrsQQuFxuXC5XpmkmtYyg955jNQx+kcLgIlx36f/u3leCtbbZt/fe8m5ifJFKRefCEqUgdwmREBMrwZ9xAAAgAElEQVQV05qTso2tlmJJ0+qMjJGgNqUgDGZYWKYbaIjLJPg0LNgYKcpCzlRUqy9rI6ve8ndfO9oZqXVZlsxVff3IVTZJeW5ujJVssj3zuAbdChmXBt5k4TRY3+qprMX1ueZck7a0DGmrHegZnjVo2n3e1cyjZwj0PnBTm2yoX49ad5mp2tbdztL332/gquzAVc86vco29FHrmYm6Y2dbv7lccgNXhVpTYwr73K6kFKm1YmLEmCCNH7OjZ4HWLJd5XeO0xpVIJkXkqJJphb6H7hfg9dP2y0wPOvvV7/uRXkFXW2fo9z67rNXrFbyzfm9+2OLY+up5Xz9ey3u+vK/VV/7mC5z25fvT2b23L/N6PF69WJsz3cxiBemK1ba4s7Xs52Dta9wmk92/Rc+YrEYU7Sst+FzBVVuHuhS01+euLpW1SE841daYLMihZi0ZeWPWuahVgaolwEkSRCUFWelVAfEFdf2VQ735bhs99cUT1zm6A1KytjXbhv4zJXvdZkChX+018nf69es1IPG25pH9uMsTdr9QLcu2zbKfO5To6kQC331Tu+mRUi0RqaQmyRqK1oxao3PhMERCyqRcBPxqxeBsy1hZvHV4a1v2R28gf3caumVAFdLsNbf91BqxPh/GgXEcpA7aWLYMeiWGREoiwYohEoMErwrVyFtRuAiYF5JwWWaWRfrtpJzlmmh5TkxSE56y1KDkLKDRxLjWdrGSoDSioLRp30Z7vwa0+Z5TJtdCDIm4SHP0nIqsu91JsGwSwZAyIWViLqRSxUiq31DsKBX1xpHzX1wcftmHVorBmPUh4Mq27xVOCzCX+tC+HwnZ+Jp8akfft+iX4u1e1rPkTbJZCilFUoykRsp3pYZY5m/C+S59zzkLEV26TLuRJrpi2n9TK6YUei1Y9yYtLQtZkvR61SYwTbKOTZcrrmV+w+mAcQmjPcqWxuKqrplEmvzu4tR2bn3+ldxUSzlJtqidVydmdZM4SlsYuwIq6z26KWm6SZfSEkNXFOgqSYFGrr1eTluWXplV6qz63tsfHQ+UVuZQ6qZH7uvzui/30f9yD6tfrInrh/j68ap/1tf32J87fpngqgWd2iis92AkI+QH33rIyMIlnIJcolwTKVbRex4PKKUxTvzwf/p85s8//sTn5zP/x//193z8/ML3H5/488cnYsqtyWRp2QRhrcdmvvDNw4FfPZ74d9++53/5299wdxj49psH7k4jw+BaVq1ZampaOrJb9Wa5iVJcLVRTjCL7swvVOjAW5Y9SwNhMCdBGZGxKgckb49iD8hxXYKVqapOrsE3ZVrvSF8+O3GptIKxAipCaE8y8UFLi5fMzt8uN5+cXvv/Dn5mXhc8fn7jdJqyxHIc7jqPm3fsDRRmc+R2fP91kcc8y37XWqGpRKGqIFJ0wVA5e6l9Uiu0jSQ1MBpZcKarwdF2YcyUhDZ2HwfHh8Y7DMKw9dKqCog1Kgz8eeLSKnBLTdCHnxDxf+f6PF8bjkZwSfjzwmCo6AYcjBYt2HjUewA0tc2FIquwY/u3oqfxSoSgjrFUb5VAKS8rEVAi7jW6JqU3igtIZEw1VIY1UbasTtEZ6V3mHPYxoaxjujhjvOB6PnO7vsdZyPBwFZA3ieKW0wTnfsjkWpWWe1AZg1lotbdBWnqecl4WwZbv24IMiXeVrLeQQW3PtsgaWufeH6w9oWa0qDZzXvhf51Ua0zdcWQKJaACKLdYpRFvEiPWIqtQG12gCjnMPkriglWWvrpDj29PAgem4UTsFgNXfHEXLkeByZbiOpQoxy32GlAemoKw9eEYviWgqxIk2Ga21kjSw+WunWALjp69mANOxjkibdfbUL9OB6B1lqH4/9Zr79bgOtbWP7WtBTikitqlrva1W7SIMVbJZdcL+90X95F9n/RtwDBQm93p7qOm+0AmsUzkg9gPdWaq28xTvbCJAtA/MWSPVM3zYMZbPOz7mBqR2QSruf9cxVd29rIGujbFqtV3NzFTKigbm2PPZeam2zodZMiplcKlOOhNwaokdpItwtjjegU5vEup3PzmHvrfRuDRRaOcQq7VMi7eu9EdXakqMHF7vMVTc67lmqHbDag1Wt9p+DdUz6p9wgXwNV633aA/I3geXbeaIVxRqqNWjxuseOAy5FdMoUo1A5c6/ewXEg5MJhicSUsYPn4Tq3zFVGacX96cTgPY+nA9+9e2SwhrvDyMHZ1g+oX6IGsoqAjJQLT09nbtOE1YZfffctp9Mdv/nuW4ZhwHsLFXLMLNNMSln2suvEEiLzJJ/j7njgcBh4fDhxPA4Yq3h5/sTl8sLlfOby8kIIC1NcSEqIQBUTeYmEl6vcH7qBzecLv/vD9wyDFzmitZuNu2K9b7vbrlIiD9cKkWUVkeJfX26EkLhcZy7XWWa0tngM1hvu/IBG8YO9sOhELpU5JEKpIrd/c8X713+rUOpr8/DgHH/1cM+vHh9X2Z9VCt/ksVb1O1IArdiMb1kgWc97ecKOIG3zq+baHoW6A88xJWKMTLcbL09PTPPMNM2EGIUwV6IbSkgGKpTSYqOCuVWs1hyHgcN4wFrDYRxbLCsxUWlZx1IrOQmoijGvstA5BFLOlFi4PF2Z7YypmU8Hz8s375hennF+4PT+W6l1Oj3iT49idjGC0k52JmPXuLGrAGqMxBiJy0JapEE4peCMYThJeyN3OGG8xx5O2HGUWGoYwHl5TScKsqyaMZXTWC9Xwu2IHNkSy0pwOufRhyPTMEoZkN7KeVKSe0eXis4ZnbL0NV0CVA1jUzfQpPOslfQ7Gf1fDo7+W49fJrii7cVKtXqSZrXeMledoRY9sQCY3FxMlDUiH1IGrAdtuS2ZHz6d+fHTE3//uz/x40+fOd9mLtO8BssbNyhyrd747Tg4Hk4jj/dHPry753QcOB5HhsG3zJV9xdzJ9Wu8SBWAU0uRFK9S5Nz6EqRCNRllHLpY6VZdxHpcmTYjtBa1mtbrJgi1gavcusE3cNXZh/b+r4jzlRVhywqUAiXL5wqREhPT+cr58wufP37mD7//E9M88/x8YZoX3j088Otvv8M6z3j3HuMGvv/zE95aaoHcpE1GaapuG3XJlCqBjjOaokprUbJnjyRdTtsgMmDdzPFy5RA9d8cD3os8Sbp8y6MoxMzBKnKKlBJISTFPF+b5SkqR4+FIjoHj6ZEy3okY4LDIODVgizatduortHRfeFsxZW3yhA5fcxGL+VSKZKyqfJ+KuASiFLpWUsmYnNDKyHXswYIRhtc4sVm344AbBvzhwOEooGocD1jbJYCtea6x9F5KK/Pcv7YaFrQ0q0YZlG29lqxBO7NbZhrT1mrschSQnddUflm/1h242K5fyzKBbGAr+Ki8ZtWFfS9FWNlSCikEckot6yCZKwFyZQs2lSaGhFIGYxaMcfhxwFgt49HZMg3ebZIv56wE41HuuV63YhQMRqFVZaltc10htW73j1oD5J6RWe8ptlutrVKshSevFm+1lVmwvewXQcIr4vRN7dXuUD3q7fOq7t6pvbhqn6EHyVsw1b579ZKvoFR7/msQ1vGgqtub7QO1DjyNEWMWayRglK9mtaL+okh8e4Xde3VWuAGpmlfL3y4ZFVDeQNSauWr34goE6kZe7rKzezOHNQnVl8wGxGR4JRMSQ2ZJlVQrJbdgtWeT1nHhzTl1EPVWFtrOvYH3boSwukq2LLQM6OY0uWaz1qxUd5rdn8+WMV2JjJ3MEmhk3z432XNXAgDV+rvX4ffPZVB7m44uMVJKCXHjnagKqoOsGcqBbA02JnCh1Q5lrKaBq4LWmrvTkWEYuD+MnA4j3ohhkjNmoykUbYzkIyolQec0z9xuE8fjkeNh5O505O50xHu/zquSCyFEYoicXy6cX87NLEJO2XupERmHAWctaMU83ygVXl6eeX56IucsAS+qzTlp3XKZROLohxHrHNdl4enlzOAdh3GU9aj1ANN6C/iMNVhsqwsUIqPWLMRnTsQ5sCyR6TpzfZkwxjAepW7MGSF+JidNi7VSQlaVsgKrruje6hz7nfZv5/iXjWCEqHwYBx7HcfXF63J71eIuGpCqzfF16yP4Onu1JqfraxORniXcZz9Lllq/GAWgL8sk2auUm2RarU3r5VrI/k9VhFDJWjF6j7WWwXvu7+6wrptPiANhTEky6ElRimIJEX1dBFRVqDWSUiDESNKRF52ZrwZdW+3iOKK0YTgcUFoc+3QVYCL26JvZCusYlLVeOacm1S/dAVpaD2ljcMMgJmHNxVgb2/p0SQxbe7YWQNVdo+QeryBrQa/bbldBG4N2XmKbFsP0LJlWXZrdM1dVFGAts7bFI3U1rVrDcF6v0X85wHr7/H/93/8iwZW44kjfgGo82sjCYmzvTt10sE1WBLRNXsBOLlL78+mnj0wh8Y+/+57/5x9+z/PLlc8vN65LJma5BGJa2dBzlW7eR2v4cDdyHBx//ZsP/M1vPvDd+3se7h3jYPFe+j1p03NdamX5ValkJdKzMi/UqhqTockVCeqQOo/SAmRtPWvRoZZNVjtHdzc0phcpy8bom8ucUWLlrbRaa2+UbSyaUlvdVo/XKtK3oBRKCNQlsNxmXn76TJgDv//dH/n402eezxd++OmZEBNLrmTlCFiWrEiqslxuVLVwvt2aHEEsX3OpssE6S0UkcorWbFRLMWPczc0CpFrE1QgIqYCW4t2X88QSEsPgCTFyGDyn4yCuZE6aPHZGqQDKWan/yI6heKxWxGmClLn5T5ii8Mc7VNXYYcQBVkG1lqqH9QZ9NQ95K/uTjSs0ZmmJae0pssS0yjRyT+G3PgwmNeZSFXLbBjIFjcYoqEaumx0GcdcZR6z3WGMxzu0KRVs2s9UbdiBQ14AMIRWaM5FtC5WuoEqmhkyIS8sEJEot5BBIy0zJmXC7UVJjr6K4Z8UYV3AFMp3Whrlt4dRq667eMzkd/CmaTbwSSVZsOvIwT+TWF0SssgtzDALsWrZQMicyXtYIkzWMI+9ennDe8/7unrvjkel6wVrD4B3eicFMKIWYkwD3nCVrXDIqJzTgqpxDl13Udl6qnYs2Vu4xIz971eC3tj/oAXCFzQFRfq1rFQXwCrA298R9VqBnXrav5Uu1jgKv4GgasGroYA1AukkNHSxIBqsHpz0DtZ/Z67/bP3IqbWdamb8dsJK4WmoJxCHQYK3GWclW2d5rsGcZdkTT9ir7u1+t5yxy2rQGMKs0FQk+tRbiQCkhVqqgqpXAKqWuYEepth9Y6WlkrdkBQb3KapU2eDfghxFUxAYx85Exk7pJpbu5h1kbT69wZB/ENsD4JfDZMlHqi8xVA1kduO0yVxsw69/rNz+D7SqtV6iht/4jQSNfrmvbtVjFpm2No/Y2KDviZH8kUTrUUta3lvvyII55WpNzISsN1nGolft7yDnjjObyogkxMU0LKKnP8wq8Vni9NRfWfb71zHGVIHiaBFBNzc3XWcPpMHL/cC+Z/ZIpMTKHQEgSAD8/vaxEzjD45tomgV4ssg5Km7MMuVBiCzSXhbIs1FIxVXonVa2pylByJUWRChoj5kIlJZbblRoNpIXUiJ46Sq24b86uptKCRtUvuZi05cKSCpe5MM8Vbe95/PCNgKuDvEbKCzkFlJ6bPC2va7JI4Nr0LeqrCfP/UQ5ZwyueslW3V1aacTvpXfDT1stNjSJ7da93KzuL8f3vhQxozpTTldt043y7MM23VTJaSllLMrKuUiNbKyFXlgS0/X1wluPpxOn+Dqul1rvkSqmJUnO7hVsmzh9RZuBQFHfvBdjPcyCmRFhmpulKrRlDlNgiFp4/PWGtZZkXnPc8/mrhMYMdDxztgO0ZJd32i4KoBlqvuFLKSigLyVrEPbsBM52yGIvFjENjXOLg73DKrvu/SFsXxIyjmXhpLe2K1GZpv81NRbUGnMMMA+5wwFNwk8fGGZsVVlesUmIolBOWijNSSz/XKiZ0a6/Cum7RGlYTt3Va/KX4qh/qL/vDXya4KoUQIyEGnBnEbtJoKfgHYpa+Jbkx4SjFOI5Y68jVkKvmNi/8w2//yI+fzvzdf/49//H//SfmkDhPiZha9kaJxMY0EDBUhUNz7wy/fnfPw2nkP/zNr/kPf/Nr7g6eD48jzhpck7wI+yjOZaW2Jms5NQZAChdzkgVzjplUKlMspCq66FK3fBRIQ8DcslfaSiH/4FuGrLtwac3pOOKdw3nHOAwYYznci6ucHgfp6aQ1VNeyXo3TrUigWRJpmUnXmfPnF/70T3/kdr7xn/7Tb/njn35gionP80IB/N09ZhhZcMxZQylM5xdSLnw+X1hSJGRxKMq14u2AG5xIfFKg1rr2c0q0wIgGXJDMz5ISpmi0zRSlqVOg1LNYadfC+TDw7uEOZTSDtxzUQDWWXBM5V8lOOOloPtQR2+q+4uVCQmNSJb9cGO/uUSnjxiOnFmjVYQBn2cR+r4/SslO5yIKZG6hKuXBbIlMrqp6W1LJWIgcoLbhXSIAg/Rg8qcotJz430hesOllY7OGAPx7Fan08iGWwH1ZzB2NdjziAnqXas+V6l1I3eCuWp6VlTnNKhLAIkJkmYhIJQLjdyDmyXC6kGFiWhXmZyTkzz5OQBi1q1Tsg7wfJFEmzzmHtcdEDV2Mlw+asQxuzmp2UnFluV1IMhLAwzzMxZ16uN0JKItsJQcY+9uacVqR948g3335gHAZ+86tf8c2795RcGJxBHQaGccAPnikmlhRJOTfGT0wOjBJSYjADRhmgmXVoVjmlWbPkCuu2LPm6Xe87usKqrujzpW9OvV5yD7D619Lq8l4Dq9475PU8VMCg4U4+7hor5FzXoLN0AKXUKg3sMCC/yhS9ZYU3oLVmYwSPyfNU3Rz/YG0SbJv7nncCaodBCslNa9K6Fkwr6EBqO5ueqdoIslKbPLT9rNdadW3barpSKyo3g4KyY5iLnHUnoEyr+dHtc/bGsWtPuEZAjOOB4/EepWcuc6KQUKqBLCXMaW3gSpqOrjBmA54dTMEq41sd/FST6qmtHulr4KpnqFaA1F+8vvn6FkzV3c/UzoKkA/mf+bcfZQ04yzoHa6thK7V88fwaI/V6oyZPWc10HM57Sslo5yiloL3HxYg10sS3lsJgFJ+tYpoWnmumFulj5TQMWjEYjdNa6mzp3FGbwy3ou1xvfP70iRgTiop3jvu7E9++fy/jV8Tc5Px84XybuF6v/PTTR2qtvLt/4HA8SmbpMFJq5Xy9sIRFArdeSzovApyuV9LtBog72koYGU+OUhO1xIhzQs7lEJjOiWgUyUtNtveOfBAJmLo7oQePAqx2wpE1HjSlypQKUyg8XzPTVPjw4QMfPvwGYw3DYFEKLucfuV4+09tPSM1ZI4SqECvUKuuB6vPm3za6+loWy9TKUAvjV+YonXyCzd2zLZpi3tjirw6iGrjKrV/b9mgyvZQJMbDEwPPlhZfzM9fzM+frmRgiIQgpKHefxAqxCKhYcmEOBa00fpQM6/3jA4+P99SSyWFqiYSFlBaMMwzjgLaO8e6IHx+xbmAY70ApchIL9Nv1yvn5iRgXrs8fCctEWC78+PwZpSrOyVr869tELTDe3zOc7rC6tmJUvQPhZXWHzknKAqSmTMjQHCNpnoSbv11BG/zdwlgqfjxij49o41YiveZEnC6UnKAkak1SGz8OaGPwo8d1h982T5V1oKwAq9MdWSv8dcAvjmwSThfpMVoSNUcclZO1ZGPItTS3w56/FBn/fubvCaX/puMveIlfJLgC6JrwjnR7int1M+sItNVz5ObxvYTAbZm53Gaens48P71wvUzEIM33aMV5fdD75VBI0CWW65aH44HHuwPHcWAcGiNu9KtGcisTTQ+OZHKmJO4oOYmGXyQIDSA5sf7WO6aQXtdSIikm6SVAQClFsrZ1fJcaB2M0OgWydxQ/oFKSzc1ZSUsbTXUOqoC0NbDr/1bREseQCHNgui2cWxPG823mOgVChaqt3MxoSoEpJJ6vNxQwN3Axh0DudRL9sYahWwG/qmwBkOofYx9gNnlKo/1LLsRmMLKEiDWaJTTTESohpqZT35jVNZ3fZo+cbqP5S6aWSMmRFGZQijhP6PkGVPQwiF76zSIua3RttSCsncnXGo9a6P10nLMiJ0WC25wzc1iotTT2tbIv0pdaI9UMHQq65LUnSW0ZqZ6leuVA1+VNjUXvX/vv1jC6VDEoUaqxttJkN4RFPts0EWMUx6PbjZwi0/VGCoFlmZnnmVwyyzKRc0a3oFkbjS8i6aGK5LU0dyytdGuSaNBG2CrNGkqv1zyXQoyxvVdgmmdiylynSbKBS2BawnoP1cpqcRxTxnlHGAL3xzsOw4hWGqf2wE5vzNzuOgLCorWZ2U1r1qLbfl/vXmMvQf4XwRWdFCviRaNYfyLnvptXO5D1Nov1c7Uu3hqOg28boryeSK1qs6LuxdR9ReqCr34XbnP658Kt/uwVEKot+6U6sFCs65/0b5Fx7wX829rIhtbWV//KGLDZqq8DuR5bPRk0Jh6F1E7sP/cOINI/9+5+eXPvyGttr7dJ8bqleQdLTWbXvm729Htw1YFnnz/97zbSQ2SxDVi12i+1ygLlPfvfymnvpX17kLSNy4rZ12vU+ymycvdf/m3dSLbdb3odylZX2UmBr8ySngnOmap1Iy1ANfvo/p4rQ90yUVUprBY3vWQSVhsqAtz3e/D6idU2d7sBTs6ZHBMpSmbTtZYMRjeSpJGtuRSWGJq8qmKshDnWCyGprVkJvv2eoVRf02qLEzTOuHZJRC3Q1wbTZH66ssqmrBGxiFGtf2EjQ601rx49gyrzoV/OLEqnAqlIbVcsVdx1c6U2MDmFKA6CUbLy27rW5sHatHIdvfWyvbmQX17bf2OHoq5ysa86wK2Zfbp5Lis7tVtr16VnJarqmt1KTRK6JAFXIScBQ41E71L2FbyxYrvt0d+6LRy5NOlfTsRloZRMyoGSIxYwvmKK3KtViyO28VLqog1SMp8SznsAMfbKBh30GlvFEMka6QcaFmwcqV12vxpGqW182oiq5lotSirV1Dq1yRHFbbPWgkoZHSNVt7jMxFWdsRph5FbPnQMYQ1LiiVC0avJBjeoQRCuoSs7VOWxyrTeYxiiN1Y20a3GUVuCNgCtvTCvv0CRB1OssEJkm23r5s7vfv2a+/WXHLxJcKSX9qax2OOPwxlGRvgJNECgbqZa+JbXCbcmktPCn7z/yj//0J67Xmf/8z3/m+Xzlegu40rZLo8hKtKyrqRuyEJ2c5d5a/urdPf/7v/+fef9w4q+/fcfjYWRw4j7TmVtJa7Z0bimENJOKaLvnJQC6dcs2uOHAOLReAOMRZayAEAU5RsJ0JcXIp58+k+KFZV54eT4LGMyRWjLeiF2tMZq740GaFR4OnO7ucIOnhl8xHI8MD3cMWnTwWiuUNS1YRxjJRWpRnj9dePrxMz/9+In/+x//wOV8408/PvP5EvDHE8cPH6hac55n5iXy0/Nn4u33Atqa/v35emWpmawKscpio5PUYCjEsQdo8q9EpfEKWq3aZWs0FEs1BcqAoZKXwPmasFbjlSKFKJtmygzekuPCYXSM3jAOhlIqYRErfWJGZQnqnelW46B1oqQr1+cf0M4RVMJdnxgf3nGvQE1XVE6vJ2IVqWdKqS20IhOIUYpKU5IsoPMD7999kAa/hyN+GJnnmY+fPonj1HQjLVLrlXKkVk1VFZMiSUGxFpcSwxxQbsD7Io5Uze0SY3Z6ZlbZUF0Z8Z5FbZUZzfnxdpaFe2lAKqVEiJGcM9dpJoTENM+cr1dSSpwvZ2IIzPPMdLuJLCIFai147xi8ayYbY8tWzRJUWMPoB6kJGAZcY7J1kwX2RbtWGbMYAy/nM9PtyuV64/ks/WM+ni8sIXFbAtd5abyD7FCuBfCDd/z06UnkokGaSN+dTvzq2+8wqjWNthZlpY5NqeYWpbomv6KQBRtlMMpgsCL3MTLe1trmzNiaWXdwvBIDu4V6v4m2ILBrwnVhdZbqFvTdVng1sdiB9ZzzaiCyP7RWfPdwz7//zbcgL00tlbkZBcwhrvUfUxKJrqKuDRkkm7VO6Vdk9iv3MKVfbTvq1UNyIlpJfZU1ci1G74R88m41IFgxTHsH+dIB6hbA1MomQWtCRtXW/24g0YHslo2rKzDKJdPbCJXSVAB9rWvg5hUh0eBmqZL1Q0mwkIuMgzEOWxTaJLSucu9pt83fXQYKtYHNzS2ygys2YIVaDV06UJeM1Q5QdSJF9Yw0uzHbjWOtr67XJoDqIwerffq+b5Xaxq6N4DrH1oxpLSJLqrXVu/2MsUouECJVQYhJzsU7lPOSrW+y35KL1BCnTG6qDqs0oxuoCY4+ULL0uTJIJkKVvEtZsY5HyYXby40QAtfzjWVacM7yzYf3rb4abtOVJQReXs6knAlZEavCWcev//qvxejKe7y1hCVwu13JrXVGSlCrwZiD3DV5hghHf+T4fkRspIXsUdahrCPHxKANmMLDYeT9wz3OVI6DSAyHUfprjePI/cODmBccD7iW0XJeJFLdhirPhVtcmGLlViq3Cswzy/MTtRZiWCg5Md2eWeYz59vEHAupqmZuZMiF1qS1kyT/Yxxfs2JnBVZ76ep2zht/oFZ0o7IolZRo9kRW3AwrcpP0iymVrMXXJTBNE+fblT9//sgSAufpzJwWprSwxIXUXCRLKStpX5UQxKVWqqurn1iPIZ5ezlwvF3JKzLcLueRV6e8Hz311OK+pJ2QdNI7BH8SlrzZziFrxIaCtJSwHlKpQEiUt5BS53c7knLg7X7mcL6AtJQbJ/JSEKmK6pYoAMqU1xjqy8xh3aNjLktAUDEVJbXpCU4oizJFzvWB9ZLGf8OPM8TByOhzQtaDTAiWRpitxvqKVYrEabRT3Dw/o0x3KevRwJ8BIS5xqxwOHx0eUs4yfjyzTDVUMtSjxJyBTS2Cwmg+nI8WPDD5oWPQAACAASURBVMM90ThecuIlZaqq5GaY1iX/NIJnT/f9pWDpLz1+keAKmqWv0q0XUEPQbRNejZiUbjVWEFOSnkkvN/70/U9crhM//fSZy3UiF9VFGzilMKo2u932Zg25e60YreE0ej483PHh8Y67cWQwdtOC7xi5VuZPrWU1AQgxEUIEpbHKoY0AHTccMM7j7x7Q1q4XPsUFrSopBIw9S9CQMvNtFlARZkqMeKvI3kgWK0ays9QYMRVKHAj3s8jIwkBNiaJoDIXekHzLWpVUWObI9TJxPt/49HThfLnxcgtcY0FhsIc70c+HxJIj0xw4f3qm1oLz0mthCgFp/1pbBqu0YnRJg/emtuKdsdn2ykdpTCNgtJh8UCWrJ0XlgZI1yxLWQnlnNTlZjqOFmjFqYPCGXvCeU2oFjz0A6swxTeqTiOGGKhZuZ3lva6khoGJkRdu7Y7N6/pr1swQmWitOpwPDeOB4d8/hdMf1epNeLMtMTYEcFqBleqD16CmoKIAHrUk5r86ErzJXWm8Lg2oM9Sv6vLPhDXzVKqn5eRYHxeuVsEhBrICrwu02E2LiOs28XC7ElHi5XAkxME+TgKtSqEWyheMwkHPB2YzRhmzFWCAbqblRVRjkztxrYxpz2IPelq5vAGQJgXleuE0zl+vEEiMvlxtziFznwHUWSWnfO60W9sovlpwzg/d88/4iBcHWgdKtB7dZ2eV1TFqWrcf8/R4uPfhdM4VboLta3bcaotoWiQ6k2u2EAIDatOs9Q9XlfS27WHeZmq9kqV49ypeZK4XiMDgej4cGKgRMWG2IMaNRhCBAPeS8Sm8LAiwrjRjsO0tVHRd+SeI1xvt1CK/WqdYzMHtW3phmz6uhN8nev956vrv3e33eW++fLV8hb/j1LKFuAEGtIK0D3n0V0vZ3HWBtLPI21tt17EXXuj1KswauSiyTBVyxyz6xgqru0rcCrV0marUXXntUsdVZrc/bgcEO3tstvmX59lfl9QD3cdtnj7YXoDWN349MXces7Jsy1y3D/lWGtzYjpKyF5FSNXVc7k5H2wgokgKW1CUGJA5hJWG0plFZf1SmYSm+yW1covDHxYRFlR04ZZwW4DINnCQshLIQgoCmmTDGeoix+GMR51Wz9kHKTCqedsqSya/HSwLs1YqzRHU4zuRFeshZZpchK461l9B5nKt5lAVfO47xlGAYpWWhyL9f6FFm7vZf0z9OStarSqTLVypwTNYg8e7pdySmxTFfiMnFbllbb2+afVquhwr+Wme+Z11/isW8j8PPmFl8CrhVgVZCm723e9+lc2OwU3xhWdJKm11rFLLLPOYoaagmBJUVizaSSSbWQV5fcLWsln/kNCceu1itllpxJTS2SS8ZaqRHNSuNjoejKmKWUwqKo2lCNkd5qKDHzco5as2SurGkP21QxhRTTqhBJqRtUNPfEKrvD+gl3ig3dmv/WZsBV6W7EIjfNKFIuxGXBFNC3Cd/2FKkpLLiS0CWTQiDOM0pB0SLvTr5JilEoX/sFl1jHGpwfyDlJ/1htyKYIUd/MMmrt95ilOkd2DqsdS6m4KqYf6A3o7r+u8+vn5tq/PC3/ouMXCa4UavW8TzGS81XQKFLwZ5tTSUyF62VmCZHf/vOf+fx05scfn/j0+YUYEt4YHo5HctrkAnNJZAqR1khUKZm0SvF4f+TX90e++3DH+7uRx+PAaG3zaVK7juz9kwq4QldpSGk01g4cjvcoZTDDAa0d1XiwAxnF8/lKqvByvYghRAhcLqLd/fjjZ16ezpSUSUsS6/KoUcWg3YA7HBmc5d37e47jwDB6DqcR41xrXAjkQm2MouxwtU1cmTg5FuJSePp85U/ff+KHj8/8eJ64TYFZGepwYHz/nr/6m7+Vm+zP3zO8vLAMA0etJdWr5Ny5XGXDq9KnQVVQqQAJrQ1OOwk6tLjJyNomm7rphd1KQbNRrjFRjTTudC3rMd0WYpR6IQ1Eb/EGlskSZ0+YXZN3VcAIY5QymUqitOydQnkpxPfagcostxeWZaHmjLee66czaZ5ezcMeeHR2t6/QtS1Ozhqc9xxOd3z74T2H4xE3HnB+lL4tzhBD5EdnebENbFQxYCnN+S2mjGpgPISID7HZoEswtbUe6EXYOxDVNnqtlJi9oEgxiNwvLFxvZ3JK3G43YlgEuNykX9lzu28u08Lz5Srg6nYlxEQMC3FZ6BpqraCoTFEZnxXGZmyG6rYI3dm2DGuLdQN+OHA43oll+iANBjMKHSLEzBIL1zkyBbHxXzIsCeZUiUWRamvK22popNO7oSjV6hYT1yVzWzJjrGIPorXcC95jzNw2g+Z6WFpBOpqCplQtgbvqsqxeT2FWd0ZpXGxZ+4F1oFRa+NdbbNRKUS0TVUFRmsQsr2BrCxDq+jd9Hrytu/pyPRTn0oMxskG3xtA4g1Og8BSEFdXWsGQx7FmKbDSq7uKJFnD3Gq1XIbTaglzFZrsOld7HyhnN6BzOSuZqcA7fAZaidburG3h7c1RYi6VXUiSXLZtSN9a3KYklw0WX8rVMUwtUaqmgWlPQNXu0ZYFgA721g931/RXzPKOUJaMYhgHrYCkajCeVrbGwauBqk/Z1XmOTFa4ArZMdNDBGN5vZNwDeg74+0PvMYe3cxB5m7P596wC4uf6pddZ8CcJoYLu7o3b7++4Wtl/fvhrUai1tQpzdCAzv5AF4RJKeQhDTpO4QmgulKKgapSzWenH3rd2FszbzHI21AjZiruRUCEvk5emJeQ4orXi4u8M6sZLu2fg5BCpw//4dAGa8Q/uDgKu7eyH72mRKFextAptRtrUQsSNLlEz5lCFmUEVsn5VSmHFEK8VtnpmuF25zkGDRaZEbjgPjYHn3cMBazTAOWGdx3jEcD0LSDK71CNMoa0E1e+oK41g4DhGq4jgYAbBMhCU1s4EgNW0qYgx4ZzgdR3EeNFoMYEoHt1+5dq8w13/PEPL/v2Ot31b7e0JtU70RMHQSpVn41Z6xKluNlQCpwBICT5cLIUaeX565XK9MYWGphaRqk7RB1pDKa6VBJ++gxULtAbJW3RrZmZPIW6WmWTKibnC4opioLHrGuMxFPzHOheNp4pYUznmOw4i3XlRCzmJw2MFTaiQnJ/cFlWE8YqxnGE/44Yjzw+YuvA7Y5q5qtMxJ70c43eOcZ7p7oKREnBfmAqplpFOpnKeJz9NM1Qb9ckU7z2EcOI4jlspIxlIxJWKKlHYcvBUQ6ZzM2wpqaK2GjBEzNO8YTkdQlcGPOOspBaIp4hKdJTtXUoScMLVw7zzVjVjj8HYg1sw1zaRaWIAFBPx+QTC9Pv6Ld4X6+b/92vHLBFeNOTZKE0MgpRl6kGxUa7DqmcPC+TJxvkz83d//lj/88QemW+BymVBojsOB02DJIYorWkqYUEk1EyjENs9y03a+fzzx77575DffPPDh4cDDaZB+GyhM1egqRaPrSqVAjBAQa2gU1nmcl/5a2h9Q2m5BY4x8erkwLYF//v57/vjDj8whSHAbE8+fL1zPN7z13I8nYeqrxlbLeDjgD+85jgMfvvnA490R6zR+aDpwu4GrEpNs3rWs+7dgLTEIiHPm46cz//yHH/n4fOHPLzfmkFDDiDp4Dh++5X/6X/83rLVUaxnGj8Tjidl5yYS0Xgs5Fa7nMzR2JVWFTgVyRNmKc+IohrZgNlvSoqow3YhBBr0BX0zUBha6Jv92ncRJLCWsVnhrUDninWEeLdNBnMoe7g44a0gZUnP9yjmgVEUPGpU13oAzMibL9YUQC2Wecblyfb6SptvridizayWz3ZZb8OEHARH3D3f8+rsPHE930rfMWGo98e2H9+SUsRQsEMPC9XppgK2xxClRl0hFt+JYsXXtkpw9sNrXaQAtq9LkgEbqCNIUWKYry7JwvrwIOzZNUos4LXx+uRBi4vN55rYIuHq63Ig5c75NhBSbXjpilObonbC9CEsXrcLYgssKVQu9qirlZplsnIDL8cjxdC/6aS+On6mCnhaqScwxc5kCU8gsGUJWzKkypyqulJ2h6zozJ3KcUjK3EDApcV0SlyVzTJWMQSmDdR4/jBh7g52jqICrJj9AU6tuRd89IG9uo9a2GkaxaHbNtbMH1H2TrjQQ0K5jLlsmBJAeQE06/LqWatP5yxTb5IFdnvW1wMhrzcFqxEm1UDQYDMmolfVMpYGrlJljghCbW6L0v6lKbc5JqtmSt3PqG4eEtR2srOEKWomZhbOG0bv21TN6h7eSWRYVfd2RT+0cd9/0zEhu9TCd9FqBRK3Sbyq31ga5NHCl6XLAbjWdm7Oi0VWUs42w2eqmGlRcWeSW7aK2FgNIbWEG60eG0yNoTcRhXGKOiTxHIbv1Hlz1Iewga8t6rCCrvfda+0V3o9w1yZTNbmO7Xw3W9rNa96vPmzF99d+7jNX6c/XFs/agurQ5V4rc3zLArZ9YLV+8jzIa5RqYMg1cDfLfa5sIBeE2kYwoH0KYKLlK8ToGpSzOiskFqwIAQogYo3BO6tSWObDcFpY58PnjZ+Z54f37dzx+826V6qaUWEJgWhb84Hn3/j3WOw4PH/DHe8mU+RGA2Po5plqxlysqF1y1MkcwzBFyqkwJQhHJas0J5x3v7k44a3maJz5dzsSUqbpKq5jB4Q4Dh7sT73/9Hd47/OCb06tCtyyVtkbYdymgXitONHCYC3eHBY3i7iA6m9sycZte2GpdKkoXrAW04V4dcI3cEHlIU0asmfS3F+8rE+ffwPE1WWCfv1n9zD2haGudEDZ7YNWaW4nbcANXISXJUM0zn8/PzCHw+flJJPO1sFQhlbOGYhRZVWLNzYyn7N9WQNV6h8vik3PmNk8sQbMsYtpUSiVEmftDsbii0LFg4ozSkTF8wh0m7u5v3JKQP988vuM4FgxSe6x0xY0eiJTkibOYXg2HEzYXhsMdw+GI9wfpqYde3WY7qSPkpcQSRkm/sBwC8/2FmguTlr5rYtMeSCXxfL7y+x9+INTKbB1Za2mH4ixWK+6NuH8+DJb7Qebo42lkcBbnvWRy0bhTEtMgCxiNaWS11go/jmJ8UcHGRFGKkCMlIm6EOWJq5uQ9djxycIVTrswp8PFWWJpBUqpiWtWTAnsQvJ9Pr75/g8P+Mlglxy8SXJUms0spCatZpU5CN9lRLlXY7zlwvd64XW8iI0sJrcQ5TCvF6MXZL9ZMzOLv70z3+W+sglJgDcZq7kbP/XHkOIqVt4Zmr6la3wT2NK/8u7KXMnGNcWhtZbNtDGsMiWmOXOeFTx8/c51mfvrpMz99fCKkxGWSbMIcEwnNwY88fvOtNCGMCzon3OjJQCyl2Z4XdN3V3XSquILKTVe8CzBk088ra6619AoahoH7uzt8SmAHsJbBGUqcKcVga2LUlWGwHB/uKDlzaU3zbhfXJFbNormTRrXXU0hzYJGDNCDVHHyl/4GmZrW6JvaaFd1kR7RArOwWwaQUMYmufNGSjSq5SqG0zQLQek+KIgFiiJl5FgAzJgnEam3iohyJy5W43KjN1v/t0deiishTUy7EVLBF2HJx37sJuHAeZb0srs1+XCtwzlBKyz6V3aawkyuJDK815u2zTG0GKnqVEcn11ko3yVFfEOrap6K0XhWrBKbZoC8xiXQ1ZVIqooRUepVzdSYLJU28e6+WsWUpbGt+Se3godd82WYZ37q2WwFVtnVw18ZiXcQ6j7WxWcub9vyMrTB4L9kFnVFKstSm9cgavce3+grNAWsMj+/e8+7de+7uhGnTfS8trVF27aFlG2P1+hZe746dFFCtRetm/br16mgSQMW6JilVNrZY1/W11gLzPne6dKQFrLWy/ff6u/qViGj7nAZaJqox/s3lVKs2p2lufor1oYDSJEMyf1vPvJ65qlDU69BcMsENKKkdsGp9drw1zTVVNQfTPZTZmGO1Zl/a+PcMUm3vVus6l9c5jEI1yrf37uoB0tu7sv+d1puBQAc6qt8b7fq+upl3Bc+91k21htYK9f9x925bjmNJmt5n+wSApHtEZETVdE/1mjUHvYFutPT+D6Braa3RjObQVdVdmRkR7iQB7IMuzDYAekTWZM+FOlusYtLDnQcQ2NvMfrPffiP4oHRj8cxFFUKLKOTctCZENorzXv1UP9C//V7B6t9L9mPZNtr+FfdD3Oml/RHenILtNd+6/dYjA/vTt83+b+mo9WEd7mvxm7cm58p9XvW7jGnvJ2MzG3ZNFGgRUJVTs4etnxl7srKJxPZtpaKz7VqtzPeF2+2us+6c0z7IoGM4RJ2O5l1SYhSIQyKNoyY4h4GYkla8o36+rw3E4eNASBHJSoGnOea1cr+rH55z0fEgfd6fOJZcqVKZVx0SX0rdwHQIwebrxc32+ZjwVt1zYaco9+HoGxjvq8NFnAScaFopNBi8Q5LXHsGekDEQtWTt925VVdS6sIM5KtvbfeUd4Mf/TJT4z3j7fr+V3h5/+2aPb8kr/YUmEhR45qYiFWtRQLWWwm2eeZ3v3JY797wyl0xGGQLat+rMfxzEcPo5xxhM3QpubRjb5dDPNfGhpTaWqiJsc7G4J1eiK4hTFpDzlfV2I9RKFcd4Urrr0+nMNIxH56X71WKRGANOhDKoXxqGQStAcdC4FA/ikeYOvZgHm23CUPhASIk4jORcCGmAXIhNIAemceJ8OpNqI3hHFk28dWG1klfmVrma+MWQAsk7+lDkWvY5hZuLEJRybvNjnY+IV6ZRM9uhFM5q9wy14JqOSoiiox3Aa1HEa4IEaz9Z+k7odu6Q2Kr2+2N4v8cJj4mtX3v7TYKrUgovr1/58qIcUuVpe9J4BnFcbwvz1xf+8uNP/Of/8t+43u7Mr1+JkplGRzxNOOeZ0kRwnuur8JVKzoKrA7kESitUCj44ptNAioF/97cf+Pd/+4nnaWL04FvGWXM6okYY2M6yiMOFAOIIfkD6VGkftJR5z5Sy8NNPX/jTj5/58fNX/o//8z/y49cX/vTTz/z58xdVc/P6HtN0ZkgTH/71H/hf/7f/ndM0cfvpL6yvL6yvn3n58c/cy8q7lxGhMZ0n3JRweGLTrLSsDT+rDChVW/ix2UdNNJiutXE6n/j4ux84v3vH+YcfVEa8qETpOESuf/zPOGC8v5D8wuXjiR/+zb+ilMaf/vKZl9tMW2b+/Me/R4ASVFa4FRXeozbmZSW7ShgcU4qsWVV2atPhjSlFSi4s9y72ULnXhRj9BoBqUVWdvCbmudgQ9MzsPfO9cntVgPXlpxveCecxcB616lXNsH75cufldeZ8ORPDSWVKxZGCQL7z+pf/zuvnK3l+pAUeo4XahKy93Hy5ZlPIGUhj43a78l//03/EB8d4ecdwvuBE5dM1aMicpxHnhOUgDU5rNB+ozmlWrKzk1UretUDTJIHODnJbn4b0obiWbWoGqmoprPc781V7p9ZlJufCbV64zwtfbzM/v9xY1sLrvbKsUAgM4xlfMkueEbEqYnGMKfH733/kNI2MMSrHOetnNFMM9DERUiSdzsQYGU4XhtOF6fLE+emDDfsdcMEjIbE2QXxiPD+RbjPNr+ASY1UDnkvhfp+5zfO2x0SEaRwZ7f7Dh0+M08R/+Pf/C3/4w98RveMUPXlZoFbW25W6zDhUyQyr9DXEBPc7RUCTAsEAVfARiUprdHHUXr9kg5vlCPiPlStNdGRTZOyDJ6vUHaxan0ptu0LmpkxVi2ZQTU5WB+R+2/vnG8Sm1ZpcsgGsgqMRpDEGyK6xriYkUBvV6R4ITpQKiacRqE1Yi4lCGAVPiXdKC1NQpecuGLA6JwXYp2Hgh/NEDI5TCqSgSqa+9V6rb/OCW89QVRlhbauxoFxUWXJzsg1ayzQcSMW1vAOybnd1YRBtP3in/Zhddt3bTKvg1S12VqfJRdjR6TkuedHETW3gEi4kzuf3vBtPvNxnqn8l18K96igNVZvUg9h7pRSIqbP2Fqv0/9lnbrZkP/7NlTRosq+rfmzHoPKxAvV9UPaQNrDL8DDiZVu7SpfVimveBSyKJiWUMqVr8m1K9/V15s9/+szlMvHhdx9Io1NBCoXuCAVpSmEKLlFCwTGQc+Z2XeF2BwcuGJWtiPW+NMraKK2QzR+8vLzy+csXnHOczxfOTxdO50mBkRNcVCrR8HRBgs4EHM9nTdhMEz6NyiQIEyDIcMKXyiCe0/1GzYVg3dh//POP/Pc//0kTUU2vwLqu5HUlxMzqVYjiH79c+fHLFeccQxoIMXI6XXj/7gPjaWQ4nQkp2KxCFa14UHkRjIkQNlsuIriUceFG8I2xOqjwbhyIw1krNO5w9Vvjel/5019eePGNkxd8rbiiPdV7pfabBfKbvvXEw6/rt9p39PabDfAcHrfO+MrSMqUVXvPMy3xnXld+/PKZeV346etXPr8oq+PldtNkJJWaovrDXIBCLZ6yQs1drMh6Cil2vvcL1Q+ndNGdtYI0blm4Fk8ujeuqw59dXpHbqjYsKHuHz19AhKfLha+3O5fTWQdlX87q25wmJ0ouuk59YHh6prXGyQTEPn36HR9/+D1xPDHGJ4IbqQQqfrc7/ahFk+4uJprzXJ4/EEIiDS+0pr2HoxU8xsszzx8+UlrlXpQh4bxHQuB+u/P3/+3veb3NvH65QV6Zhsjt/YVpSFxO73j/1AiDglfxbLLdElQArjaj9o5PtCKUdqfQTHY9U/JMnW+0EPHrTAwJCZHBR3ITxvREboXXJXPLmaVWXhetWs+tsFqCqdgyKXKkzu+7Zk9r/dMFYn6T4EqpL5k1r6aEY/kuk1TJpeoE89vM6+uV+/1OKwUvkLxjTBHvHGPyBBcoS+DuPdIgB49Iw9vJjTFwGVUJ7WlKXKaBaYjWP6BWSqoJQ+hqtINky1ypRGbAuWjVNf2MVlZqLqzzzO31ysvXF3788Sf+8vkrP37WzYzzMAy4EEjDGQmBYTrx4dMnLqczX6UxR89LW3n5sUFtmnXJhdSaIvpuuDGAVRpiMim9GXHPReuhhxiYphGfGjKMpoKnyjeORpuvVBqpZSQ0nsfIp3dPlNq4zxknnilGPFBEs9eI9VPQgZHKfUbcVo3qAac3hSOsitaD1tIavvZsVaNXIJo1mVI0A6QRrDoTJ+p8vNOZKWN07F0FUNZCW1EnuWqA5IMFy7VQ1oW83Kn1jVrgcU1iDMbaWLMqCmXLvJRSuF5nGx8RwAd0iG+0GKqpDG8xmXIRpBhv4+h4e1bmUHVxmPS1ZYePGfA9E94paSa2UfJhIOBhjoepFWULcmuzzKvX9wnBa2WjNBrabzSNA5OBqzFG7YFcZjv0LvqwV6uO95CSgquYtDk1rsSYiMkqWDEZK7Tiq9IaS61bEKxfVwxcJcYxcT6d+PDhPafTmY8fP/LDx0/aG1FWk+bXAcl9unyvpuzKam37mZ5lFxBMet2AFlvVym8S435rqNUARih7Rdg1HqqJh+C6v+ZYFdiycLa2/0cVg74WKm2T0u2PquIHvs/xclq1CpvDUPGOqi6ZWmWT2dX4qxzO0t5v5aRpRUhQQRnvGYJniF6rWM4RDnt6C+W+Of5D9rlpRn2r5gBdpbBXBHVdWf2li5HUh3dTUGXVgH0wsDxKwiMbGNItdqiU2fu0WmkUxNmoDgree4Y0sFZIcUGqY81ClWJns23HrYDKbT8LbzLCmMjAEXO+qR60hxN2pJBup0wft/c9+KHvxc/HrPbhPY559keaaq9avRW2aN+8ec6F620hhKCsEotEtJLKpr7vxKm6qXfUoJC9q8zqvpMtcdWz71XnXWz7936fud3uxBh5evaklLS32UZCKFVaCMNAMB8ah1GVcmPCxaCU9BBoBuTFN00IxUhzDt9kGxcxz3etWHmFimvRAfdNKnNW6fM5a+U/hMAoXhUmYyQlnd3jQ59JqHf9foc10Y7VVdHjs0dxAZHehgCD90wpqrquo+vQbPcxOpZlZ4xIXxoPgORfhmrg94BV//dfq1y19ku/aNu5qCa2VUyIYi3ZZnOuXNeZ+7LwOt95nXXe4lxWHXEh0LyjHaSBehywjdfqe+RQDd83eNufIiqvjwhrhbUJa2vMTTSuoSJF515Ws7+9ouy953q94cWpQrE6n81/df/vnNjogKYUVGAYB+0lTQPORUSseoW341PAtx21MTgajZASqRTymnVflYJ4VU5uXvukSq2MWVWJ8Rr7+GYCQBXyWilrQXDMS8G7uk290dj0YBjNZnVGi/iglSsXNPXX2P2lUYopBdcK0qr2eDnB46k+UIyh5oG5VIqzmE061fxx2WwmdUt8HRbXG5v9a26/SXAlIhaMBS2tx8jaKvfPn6kVXq537ktmWRaGEPEjpA+OUjKOrurnSGFUrXwCnsC6LrhaWNdGSomUPCkF3r3TwYIfn8+chsSQgvH3NcDYso8WAPUm3M6t7SDL+HGWKa86dRpwUZsOx2nk/btnxHuG08SH+3vwHpeUInU6XRjGE+/HwP3nf4TbF8rrV2S9MQX4/Q/vCALP7585TwOn5wvTu2el+JnD9zYIoRllqAeYTXpmF2QQPn28MEQs1+hoDdZVm2el6dwlQTPHrlXG8cTl8kzOldwql5eBf/jTiXcpsEgji1BoLL4yr71Erpu31ULLILWSvFFDaqXY3Kph0Cboumr2VDP8Orh2GiKCysov9zshBCbj99eqnyU0llZx0qhl5X6/EYJjHOMG6BC431Z+/MtnUgy8e5o4jQqig1E6upJXvx3iYZY1c71n7kvm5b4wL5nTqlnOII4YdND1+XLh+cN7DbSNepWXmbJmnHfaR1IL91xYalV6S++bcRYgY5Qsdqqe60D+MHtJNkBmdMBaER8IwwghcvJe6SthYFhWHfiXJpWbXQUd+9aUZppXXs6OZZ1tPkUhxsA7k/1PQQU6mneM7h20xjRNjONASonz5YkYAtPpzDBOpEGHeocQt+pzjAPjeKI1+PjDDzhhk30vWTnpORdOKbJOo64e7k3CLgAAIABJREFUq/TEmIgxch4Tz5cTp9OJ02lkHBJUld9vVcFOqdoD1cct9Pkxmw0XrH9GK88hKn3Ih4CY6lLojzHo/rIeUF0X6lBL8aqMaeumzxKrtSp16UgDs793IYcNYL0RtPhuz1XTitXS9BqvRm/pgzA7tUqaEJyjeWhBEw+Ftgla1NY2dc9aO+Co6JhhrTyA0gwVUHnGQefsPZ9PnMeBKUWmIeGdELzYjCO0Us7bw26H4Kdt517FHPzhmWor6v403d+t4oPOT9pnrfTzv++DDqrEKlbOkj3eKbjq23ozzezqsX1RtFLJ80zNlfU+4/2Ma8Lz07M65NsVWVdT/ComDNKDZpNpf5O5PoZYG1Oog6Eea3cs3frcwx0E9Z8Pp+XNO/cIa/9dVyjcegk5xptqL+hYviqubtaLUm2GTes9sG/UUxvw8/XG//0Pf+HpeuVK4zSNPD+feH464b1nnBTk9qG/uj7NRxrwrbLPjevV+G1OYlF6XrHM+/msFfHz6cQ4jsTkicEU94ZBQdYw4FOy6lVATO1MJ/TqwGjBbRFx8J4Ugu4FU1EdAnz68MSaM6+zDoY/p4T3kwkGKQQbvDBEz/l04g9/9wdOpxO/+90nTpezDkcdB531F9WWPMChQ4KB2iyZo720MWrVq9VmyaioaoUh6ktds7VTdU4mqiiYW2NFRW4KJqxzvOZ7KulfBMjqt6Pd7L7+eKutkbPeq9njrujbBWtq03mK66zD5F9uV9ac+TovfJ1n/fl2Y82FW2tkr4PCCdrb1pZMpVBbX5+9RaGzCx53Z09he4HgNLkVnfaPI3YlWkNKRaytYGyqfq20d+1ZukyDxS0K2s6nMz/88IHTNPEUHbFm7dUTjUtP00iUhpQV8gKiM6DEOaZpIE0JnyIkRwtiohydFv64OlSsQ6A6/DRovBY8zWnlar7flSa4LoTxTq06WqW2QreD5zQQ/kNgWdZt9SfveJ4SKXh+/7uPnJ7ekU4nfBg2AIXYQHXf8L4yDGem6Yn7bWa1qnYTZXnpNen+QDajKU39VxKoIrgYGL0n18YpDpTWuJXCUgqlNVXXpWm7TVOl5oz6mnKAVw2YRHiMEP/67TcMriywiUrVyfPKz19flOZ0X1nXwrqsJGvoDKcJL2LKgBlBA14nWr1KLrLc7+TblYXC03nicp4Yx8CHDxeGFPhwUXCVgteZLdLzPtZzdaCFdNe1VRB607uTTZ4Wb8IDMRBSZDBwFWLkqeqQQKVWaQAXB1X+uwye+ed/pISALyvSCmOAdz+8Izjh+enMlNIOrkSQrCp7zqo58tDRatlaJ8TQ8AN8/Hjmw7tRq24hISIUA1fUou/XGq4HXiEorWut1NI4j4mPTyeeQ2ChUb32blxdwTsdiLh0Z121jN43Wa9QlFpt+rwOarxXzWqoeIKCljFFonesuXGf583hizilSGWTFtVhJSxz5dVXhiHyQS7KAbag6n7P/Fy/6JwRb+IYwSkIiHELTI43pdC0Tbb8vmRe7wvzWnjOlVwF8Q4ftQ/lfL7w/v37nUpQK6sTsl/wQXnbuVT8uhKLCmVUmq5365fpgL63xh97rnQGXB9sy+aoO0VNnMcPI641XBo00I8Dw7oynjLT6aLVxaqz3nLJOnCwZF5OgXWdN4qhOGEw0BlDIASjKU4jIm4DVjFGTqczIejstWEcScOgFSyvwMp5ne0yjiMiwocP74necb2+8pqiDkV8caYYNhjoaOS8WjVDK0iXceD5PHE6nzhNg66d6qE4rTz2QK1TMWqXLmfL9KmApoDRc1yK2tAbVC3QewNWphzoTcL5EVyBc2UDVx0ceZNu7lW9RxpgewBXwCOwOgCtxzWoPRdrLZp9bV1oZacACeAaRHEquOA9RAVgVKM6tYZrVZuyBYro6kO6aptSGbtCZAqO85iIIfB8PnGZRlLQbLpWhnZlwP1I932z/dR2U9SDJu+VlvgQRNl5UpCk2cVoVcIefJsZRsGVvvY41L0XR/ZKeQeA7eF531AYayPPC+IUXAW/4IeRp/OTViyqUlNyrWTp+7bTTd3je7FL4OunvK1NcQBO+387cGzt8VWPLdhvgJWeVKAD+c0zPQbTbb9vwKqxNfrXojakMw66MMLjrfH5euc//eNPPF1vLA3O48DfrB8IzessPDdAsETCARz2kRLdT/bD6dcEERUuqoX7rNLqQ0ycTidSTJynE8Mw4IKY+GwgDUln2qWoIhs+WLVK9zEGXMSpaIW3WWsKWgKuFe5lJS8zycPHDxcdi/FT1uTZaeJ8Pqv9n5VinbwwBM/T+cTf/eFveXp+5vn9M6fLyVQDE877DeTtKBooB6Bde7LB41zAp4E0nbWKH5NWxLyqACPoHEjaJsrgRFMhmUYRttEyVcw+yfHk99v/RPr9/4Pb22rV/+j3oGu3lMaadxGgYoye2irLsm5r6Xa7sebM55evzOvKV7uXpmyd2rSiUWwQrQSQ2mjZ/CpsiYLaxV5q7XUpPVZ6EnTXLInWEx7MThU7blcKbs1IgxFAHO+GxNNpYhwSH57PBO9tPidM48Tzu3ekIXEJjlAz3s6PUJUyHz3r/cp6XXEiNpPSq4+eEhIDJKF6A1ZifWNvyDq1Bx7e4RlxKeGGgZBGVR42fYO4LqRlUKbMuthcvL0i9fH9JxpCSgMpRRwQzAafx8Q4RPyYcGHQfeICKnajn+99YxhOTNOFL/6rzh6rFR9AmvW9VW3XaAfbRlNae3R6HCnq3q8Iz9VTgVvOWpWuhfu6UlvlnjNrUd+6mq/JPeEjGqMN0pNyv+72mwRX20YpSnFyokpYev5km3ANivjVvTXLHJQtKA1e5dxXlKIHlTEFgjSmFJiSJwXP4IRkFJc+MX6jjlhmdBNuwILe9h2Xpy/QRtumswjwjeF84ilXJCZ+f1+53O/k2shmJH1U/nWI6izGYeDpPGpAR8AbSzZJxTvhdD4xxEicRg0Me0BeK7IWHRBnRnYHWRZUeHU8bgtQHN4ybIIZ8T4nqjWbq1BNTl0dVIyeIYXtLtIoTkc7lwhVnDZvzgqyANO7VWfas7e1ta0fAoxmZr0TWya2XwvLQAtNhxJbOjqEoHK/Rat1vUUul8a86oYPwW/c+rxqH8E6Z+Z5gRrIQTbhlLe3zqvOfYZZLtu1W6tmPFx1W+XDBW9l9aqZj9YoJW9zJrwNBj7FyIA22eZW8d4xDgMp6qDevTrVr2PPen4b8ChO0KgypoTzmvUP1k8jzhPXTFwzzgWqCXKU0pQmWQsFxxA8rgWKaG9S72dRoLD/HIMCrpSMchCjVaqC9loErcTuc3w6FUanzTvvtQE8JYaiMvu9v8E7nUPTaY3eKS1EQZpnHAaGlNR5GMUSp8bWbZQCvzXaIw7v+qwi60XsFYfWLYqutJ5Zd/7waD8rwPLbGtnkdy0A2OYXyWFYLN0BykZv+d69A6pfomJh66QYoKq10xLlEFg7hEaovXqhgWSpRqNt1YYPK2hxNmQRMXAlO90tepXDTrErAwaiST77rRL8ZurSsYlbegXmkPfrFRszkR1YHeOn1g6VWmdOs1q1x8BxjxvplVvp9gE7fjmwzboN79ZNDsd8CHq3FaD7rK4r63xX+1tVijt4VcNqWSkozY5hW0Fv53Ed9mrbrsbhs2UHWf2p3wCw7wGpN4Bqfz85PPbfHhvvDbhtqpadgnx83CmC7SE5d7g5Bz5SxPF61wpP9AEpjZQi85KJQal4eOsHbcpEuM8z67puSpFY4kpoRlnWPS/BETBqsVW+j7ZkE5jZTuLjiZN+AnfEiqC2vFUVQwreQ/WH/avXGALn00iMfutvyTnzJa+0Whhj4DyNnE4jp9PE6TTq/KqkYhty+PBdQL/TXy2x0/+2CYnoMbme2DFbh6hYkn5NU/6tbUumzasKFK3WM1jamw3WV9FxbclhI/5Gbrrv5eHno339nl9eSuHn2414fbWky76GWlX1P2W2LCpOUTOzwOKEYiMttOevaqAuTQfJNwVTre2J1d6neMxQbLvvmFg6xIhBtHqVTAAITJQEqMniMURVpZ3j+TxxnkaGGDmliPdee8O9ME4jT6dJx76kxBBUrCF69Xs5m/Jt1fmRzuxzqYE1r+Sq1DnXlKWA+UVp1RaHfa8+o7DbEGeRcAOXGvhAqk3ZHll7rXVg+LL5lWp2sYqCmhATMUR6K44DQgr46Lekps7xNJ+5ZaQ06Z2SVoK7/a4WC23X5LjO7T+dPqs+ymy7GVuHkMxHe8AFa0URIXu/VYNr08qwca+owOeYNqD8a26/SXBVauVmA0YlVwhZea7iwKFKddcbp3Hkw/t3SitYVGa1Bp1zBJg6ijC/Ftb7K0Ljh+cJL5OBq6BGNKr+/ujEyriacfBOaTbR6xyXaEa91zf2RuVmjYH276BqVekUaeL4+PTM0+8ray787b/9tyq1XTRYEkzVa4sCdlCBCENwmwJYdCBOSEmzY26MyHnUCtN8R0qB+6IqKqJNy5SCC13ZzCMx6fGHgqtlE14Qka3zUqeYW39Bq2DLq1IRL1zOiegc759OfHg6sywLc9XS8Dh6npzjvmb+8WcVTxA0gFSJdc2sW9+/ZmeMqJ/MQfmmAb+OEFOGcHNCCw6kcb9dmZdZGzwvqmB4K6hISYOlVMpSaV9ueO+4nCZO40ATpR56B1/iKzVnpinh5MR9Xo37vN9agzUX5mXlel/4fL0x58p1LSzWjPoyV5oDl0bilAgp4aOnrCrGoYMfb9xvN1yIDJPOPBmfnonjqPzvdUZEttko5+mkSpHOZmMV5XwbItbqnQ00BaXADilZVDpp0NcD9YbNiqssy8LtejvMvlqYZ+FGpjiHH5JW2UomW9W1z7KJRlEJITCdTvo4nRgnpf9NpxPeB8bTiTQkUlKBF80eBwNVkRBUsfJ0PiMCwxAZh0TOmSFF1mVlXWaWeYHWh/GiFbIQOT898cO7Z8bpxJSSgS9NebjgiUMkjQPhvmjPVBNSGIjOq+OsmYaQYVOpdDTd70EzziEGQvIEH0jm6JKPSu9gB1adAtgfSymEEKya5bfK1dsG7Qfp9UO1qlhw+W0woX2Wt7wo5cWqYSqdq9fHOe1Zi17tUC6FJQd1rHNjKbDmytwq3invXNkfjdABjZmgadSkyTgMvHtSCeqtoi9ilFU9ru6Ud0U629hHgNXjuYNf+p6P6lOe1McqMLCWK6rbK1aP4g47rtvfQw7fRzZFzSMc2Xtn3fZ8xZqV5fWFPK8MJRMnFUc6Ja3cvswLd0vRqvriAWAd3r9TMftxwG7zDIEeru6GAfqr94etEeCxeb9/2+2E8fbe33lfc620XWnLMvw1Zx1V0BNA1jDe+zcfbwJxQM5PrMDf//iVVjJ//ONfmEQYh8QPH96RUuTy4T3T80X3R9HxDuX1C/V+3Y+w6TqlqW26zzcESOOoSRzviV6TKNJZIE42xUD7cpsgBl0IpjVrjFGqkji9EjVrD7S0yjgmioM1eOoCMXimUaBFns4q3f50ufD89MT1duf/We681hX/fObpPPH+hw/8q7/5yOXpiTgOxHEAlJYnqNhMV7t0vVvWFoO0hisFXKNlraAISn2ulrCqw4hQWOZVT5bXfeRRn7guhS9fb/z0cuPlvnAvhbV+Z28cAs8HcP8vBGC97T/st6+3G//Xn/7IP+SVTj/WvqreT9MsuWSAC8je0Vxk8YEakybwTNG3L6FaVXBL6fJGLz+URqzDcqNB97Xc2Ao+RAdTECYvPI2Rd1MC2EZOPA0DtWpi+DSpLz0NA2NKeOdI0atmwGkkDZFpmnj3QcWhzucTaRg0xxFEY586s0rma174+fPPgKoEhhCI795zmm94GrHNW9e9mN3u/24Wx/b+PqXxBqQ5XISU1HgNlydNCtRKK1lfW/N+DfpZsV7CPphYL6wmtjvtvPdOCkJ15lXshDrXmE4XpMBPP/+syoEWCrVsyfSjr9wMfg+hmzGvtCcZq3aBjjXp/XQ1BjrkrHQ6oF7PYokhO0O0yxOj//WQ6TcJrvaMazXDWNhbrXv2TYMW7ZWRTYGtghkrYRvYKCBocD8NKic9eEf0qjjlzWg9OF+7iVWyHMdJ8myVhG9ihE5zcA6C8r1T0DlZqVZiGpWPXpTb3oO7/kYN690oWR1NtIyxKOATJ/igM3haCmDDaaWoiEbvbu2ofm++Z1vszXu2kGBb4Oi3dEDtSmc9CHC0pjxjcRCCo1pfSgwqMV6y9hNJUAneCgQvphx4SEjY/vFWtj1KVjsR8E77verj2dXrqa8ptWePq8mTq4iADnK17pHaWHLFV5V3r7WfkwpOyGthWVZC0CbR71eumlHoNAjIuWyCEMUyHGvVeTxiwg5bxUkeA+laila3nMOHwDiODKcTa8n4RQPklIyCZpnax8nh3cnIHryyZ/5db6gPGoh0YNWazhRTcOtopVK8p6yrnkMDUq55FXtpDTkuajuO4FW5U2dApS2rlNKwVaz6sXca4KGEsFeuzNjqewVajSpX75wmDcQITbUHhroKUkqkmLRyFRMpRAWf9Bi003Odzf/aA03nHM2ppLEc3EtvU+77Tpwg3irVh8qVd/3xEVzt9EC3UQPfio28bdT+perV4/3tKoR9mPUehGvmc+/tEtD9v60YhxQVo2hUahO8Fqo0oeGsH9P6r1QYQ5QyGz0peoaoSq1Ki9yp0kIHTu1wnO1wxMdH/XlfVx2ItC3NqJWs7UpsAUu1n9QKGUn7iB020NYO7/tol7cK1uGEPlpvdb59ZdSSqU2IeaWZHe6KhD67jZK1AzTZvmo/ig6YDt9eQejD8X73LD3GvnI4xoeNeTyX8vg8owYcYsLtgB5EVI6Vq7pXUX5pHerba+WqVh0dUpaFtVZutSqLRERHKqQB0kBthVxU/bStK+T8IA7TVVO3XkNRKebgvfZLm1KqVgnb5jN22NBPXNsA237yO+iy/WqJDNgFN4500mA2K5j9OE0j0zTSaiV4o2zHQEpOqVhDIg1RM/HeBA+qdutv/dkANo5kB977YtFEWU+WHOyX197pWm2P9ctsV7zUxpKVTbH5tzfX6/tSFn1x/fYA1i/dvgeucq28rDNhme1yW4XBqg39FQ8BspiQzzHeMru9BSZbZGR/P/y0eZRDawjsP6gNZRtdEZxsoysEKM3ZNdJXx5h4Oiu4GlNijGmroDonTOPAMA6M08Q0KTMk2YxB55Qeq+IXegDF+p/6Z+RSmdeVdV1pPhBKofmyH7AGmzsylMMX6Y+WmNJKF0Z1RZPu1bR3W9nAVT/Pm1BLvzcUlNFZOLuWQU8ONTm4E+m6C3FP/n8vHjqCq7frWfats1+mZmCuX2tTXLTrXjmoBr4BV1NQmftfe/ttgqvmqC1Sa1TKlahK0X1WFRfvPOfzmWmaSIPJnZaV6iq16FBJJ8IQk9Kw8gnWJ2IM/P7jB4YUuX75wuvXL7RWrM+jMM93vHcMMTAEc+WW2bSuX2hO6XciiEke6zHbwVuAp6kFr4IVlr3XPpguda2yy4DNq9k3ci9HI+CDBnci4KzE5XxUJxcdNXpb6KuuJBtw00RV7FrOSNxzqOIi4lD556qBw+N8HtgaC2mbA6Y2pAquOVTaXVRGPESjLmiPVhoCPiVCdMxLYl4897kyz9ViEHU0MajKV2tsdIbglS9P9rSqx1KrsJamkrcpUltjXrQvaL698sVAQ3KRNESW3FiKGtola2bm9bpSs3Kgp6QVoNvrTFm1nD1NiXnJ3zTNtqac7HlWAYs5a8UqN8gItyXz5XpXoOsCLkRwOsuhlGqDlrOKiZh6XhwnYhp4fv+B8/OzToZfZraqpwjDOCk9pFPbun9te2DbVbk65cx1BZZeXsf+3YQWtO/NEfGiYCb4SF4X7vcbKSZyycRp3GbLlVLYpIKdbEAqhsA0nfHBK4Wx92SZZHmMgwGsaNUbvwEqFzy+RBoQ06j9feJUdjUUnl3QZuGidA0EVYQTIQXt7Upp5Pn8Xo2ueKV5mkksTVWS4piQ4ClYVr4rvWm6bBsoWOlUVG2Ej0mvUbKgKYbAMCS8C6Te/8AOkJxRGHuFKudsKmplk8/v9yPQ+qXK1S9laUGDsN5LqlVo0Uq0zVXaYnYraAavQ7pra7ikCYk524yeWrktWqmtRQeUOtH5Tk6E0zQxDdprNZr9CdKzgGxr0rSPH+J3Odiww9G//TZsLs8qXLL9/vBcC1bUSR6escXPx0/pcGkPHrcA6DundCNBbkN/sWqD9ZHVlfUG159EBYmenpmGgewb9ySsBa5LMVByrCodkoD2m/rwmd8eTNted7i9jdy+AVfy+LeHO4er0Ghap6W2dVMTLXnRTH9edB5ezZSyGgCz9ci3Q4R18K0CiVz1PNxXBU5yX/jT6yvee/6Nj/zNeCYGx5hG7fW7vlAMXBWnCT1nCo5pVHpdp2A657bAqIkjSwdLRdVwmyMUpz619Ox4BV91DziNrPQ9ggZLy0JZV8gz2LB0rYQFnASii3Q5f+ccKUT6TCOH9lyen56YLmfOT0+MYyQGgVaopuImVu1rdWWjH9sac32Ftk5CcFphKV6p+M3hpTHGAIP2N+e60qx5n6b9upTK63Xhy+crX76+ss4ZaSqg5JsCfzlspZ6ekM177Cvkt3I7JhK/pxj49la9o4wjeZp0Tx1sgr7IHmpXVe09hVgvdHn0q01jOdcqzqqgXS1Vh8Yre2cHVkdamt6caH9VdMIUHafoeD4NfHx3Iji/UfZjHJQuFxOn8wUfAkMadFajVzqcc440KJMlxMhg1VzfZ7zVvFWYb7dXbq9feX194Xq/qeLhZy00LHGg+Mh0vvB7HGkcbVaqJY6zzpM8XS6Mp1H7FUmIscQ2Nb8tsei2mYliIaIS/rr1fgvQdlu0gdftlPUETtvzUxaDihPiEJEyMEyJYUywQvGN6tRu1DxTykzTzkMbh1GVlr59/CGtYcitSu+X2+u6PXGn3TBHG7pb0aG1Bxmm/9HtNwmuQKjNU1tQapiolv/9OlNq1SAvJoYhmRBBo2VPphjFTI3zadQAqa0jdVFls3/9t79jmkb++F8L15fPtFYpWZXFlkUzUEKilrRJA2NBLa2ZLHvbslPdiIkdtz7I1tnYTLlIgjX1dbBi4Eq27IHu8mZIvjk1KmKAqotl6MpTxZRmesutVsjm4A+6rH3CfK1t67HCecQ1GosKTXQDccgMiOzfpSnCUVDZxMQAvB2Pp3pPDV6DehoxeYYp4LxwnhMhqOO+r23LbiDNehi8UvEWdeLeBAZa036gLbNZICbHMKpAw7reKS2zzI2yrKSQmJ7fk0KkWEZWaVpatnb3lbZWhuhILiFemO8LeW1471iWrI2t36MFlsyyOlYbLLkWHfBeGsy58HqfGcekWdAQrVFUVd+yKfghos3WIRHTQBxGzpcnnt9/2MFV6zNnqlaBbGD25lYsqhQRqy7tRkMzr35fd6DGkV496ktDA4haqw7+y6sOvvSOXDIuJdaSbR5RQ0QrTDrTZWSwvqppVKqU83t1xluPlY+Rve9pB1Y96eBDoKGKWKVk7dMrBUIjpRFaw4t2+mkVRfsmOyXR+0BKE+I8Fb9RgHG6VnozuQtCbYXSMrk4o+t4vUaYLp5VmCV4A1iRkDQTHZPSIGNU1S6lBYbD2mj0/ipQigfwDahyvYn/TeXqe6Bqqza+DXyaVrNrLmjexhuodlvI1h2AmghTzQvWwJ8U/A05M2cdt+CDVvuLgSsvjujVqZ+ngTENVuE3iXNRG+i6LZSj82F3kttvjgv3YNllf+7BA7KXWbrLM5gk6rB9T37Sza8poz1gsR1gPcCQ9ohLjLjV0xTbZ7lOK7PEQpkrt68FnxLPp0SSyOCbAk6pzEshV50PtotauO3c7AKVHfD1o/xlgPV4vo6Bijz+7g2Y+gZYbdURpcd1ul+tBqTqar2qy2F8w7p9frMA85vrh1UQ+9y/CvOq9LWcM7f7VZMxH3/H9ClzIjJMCRFNq+lQXsF15onN9AkpMgzp8A3b1hMDQhUVb6CaZDXgurhRV62hqhJbQ0GOM/8sNm9wXahrhryq/zV1Uee7dLvatWGIBu6MJWMJLO8c5/OJj58+kqaRYQgEL+SmdF6qDkzVNWSiVh3Ai45D6H0l1mVFzQ3EK2SVoPStGGgpUsvKaiIcvcBQVg2Ib/eV15cbry938lJwBsCcgbfH29u189u6/TVg9Uu35j0lJYqtmV/CitIq0iuz62EWIT2xvcdxrifN2q6a6h0U12HDbjX0M/edvPlBE7AYgmOMnssYeX8eiTFyuVyIMTJOJ8bTmRAj0/lJKzRJAZfzwWTTHc7HbdxAp9a1qr3bNQtlUXA1329cX1+43a7c5pl5Xfnp5c6SK248EdLI8/ON58sTbs3cl4X7ulBqZSnZ/FglRsGFiPNB44huokUT6ptdaQdgYnHlbr+2k0P3SkfbtwXL7THZ1MFOpyZKQ5McQ9KWgBR0dqSrRnZolLJSy6rAV7oHPCaEDkwz+9AmqBT7ccG0DsH2vfOG60AD0vHa/4rbbxJc9d6IWlccYaN19ODDiU6DVhRvlJEuwxscYVCK0sVkXEtVox9TxEVvz4kMY9LJ1s1Kha2Rc2Z1jmVdaU2lw4MAeIJrCnosYG61Wm8SOjlXHDjtc2pgWvx165UB2Htl7AK2nS7TTK1LvyQWLDs2iXdvxtp5+yx7jmy7wN64GwMDgYfFLS7YORNTP7TMTu0RSA9t+sXY5y69iW42RZVcG2vTYCKKM8ECmFIgICwJ5qzvLFJsI2gjqUMpSIJR2py3zFswAKt83traBpZSVGonVbQfX7SvqFVdC8kaLdd1D1hz1vld87xSvMCgGRLtRVpZl/XbyhXNgEZXztqDHwEDepllLWSbvyXiNNCuzao5HsHjfCGNE8N4Ig6DghCn/WUhRD3HGb0e0ml9+tk6T0l7i3oj597pofnITpNVyyP0CqG6ePHGAAAgAElEQVRGentkKmgPiveRzmvv8tISE7lWa/zW7+lsyGWMSstzB6rOgyk9RtrdnImwVVpw5qw8zTVijNQ6KLCyvddKn+GhFa0mzgRQLDstSk8VVjWyPYJ1TWd814rzgTgMDNPE+XImLJl7ka0fobRuYLW6LF6zgV0hcG8oD/az0ZOc/ky3Q3b9+6O35n3v++DzjPeOWt9Wr9je45fu3wQK0gH0LnLST/pGUTwAHl0GO0BxBmyDd1QbTF0MYH9buTLZ+W5e2I9Hjv9pO0zoIOhhITx8j04jPLzPpkn+y0CsP3v/HNmA1f5Rh89DjoZrP0ebKsab7yD7cu09CLCDSJVUXGhroyw3cvS0qvO9WjOSAFXnqfQgQR7P14ExePiaB1B5OCffBijHc9D/9vjaI7jUTLoFEQaO2sO90AcGN0vkVOu3qrVsFSs5vvebg29N58jRmiYuzUaVUhU0ZaUG5qpD5L3JsndQ3QM0haM7RbgL4OzruwdwFvQclFxbY2MHtAZSGs76CFvZaU7a+C4gq1rMksFmALY102rRxE2MiDe1Qedsrzvqqj2zfX9r5VzvIXhr5s+WxNEg3nUFp+bofNututwTLIhWYsV69kyoSofDb052S9D1Tp8msOTCel+Z7yvrbaHeF5X0FiGbra/Stv6+/f7bBFbH2y+BrF+s5ots5/Ttt9v0dXpCuHvD1u97XLStt4fP2R3asRat9rRfpkcgq1NVFGBpQqoLoelYiBgcMXodARQ9PnpC0JjV26N4h3jZ1KbbPhPIvo9VlMBYGZm8LqzLDLUSg45fqUWZFOu8sNzuLDFR5oXqA3m+sy4LS175en2lAXFIJjI14H3SsyUa9zXTFDiCdNnWMDTcQTRFHs5rryr2c7kBtH6+rQ9rs2f9fW3+lnjBedFzVB25ZmsLssKBSe5Xoxw+LgQzBGiP1SFtc/Bc/Rs9rJ79rxse/P4a/Gu33yy4KuVGLgHfTjgGaJjctA5kHYdEjB5v4IrocE6bsM+nEzFGPnx4p7SewTHnGzEE0ikShsh0mXh6/0zJhXVWepgKady1Md2hWfNWoQ4MMRBNWlVK2XnTIlC8Ap7Wub3ab9WCSozjnIEsZxKxovLRvlNQFDT0gFkXiQE4rw6oOWezO8TKn3a5t9KZOwA3pfD4VmhVaYwdPPmQaOJx9xtiSlid5nhsmt5a1ovRIWuBHnRvgb/2Nd1L41aVtzq4oEMdQ8EXrOy80lwml5V5vdHQmQWlNpIPnOKoPVMu6pEHTw7VwEu1GU5aqQre8XyZCN6zzJl5XqHC9XYDhPPTiefzyWYyKG0rzwv3JZMdlGUheOH5KSGTzmK4vr5yvfUhoseFqKBsWbqaYAcNeu3XNfPKnXEcuC2ZKVfEBa3w+AhNX5dzJZfGOE08f/iBmBLjeCKEqKILXsHVIjOlFjyip7wpFaw5Cy2N0vZNEb41Wsl7INKd8RZwduU8nauCgEvqyNNwYjo/UWk65+EAKGkmYY4Ndn1TSSu1WM+AmU23HZaqZaKUWIfeEU0QOPGM0xkfojoCrqoAOq/UkjcRGSdKPXWis5tqVvC6Ok1kuJhwIaoBHrQxOQ4Dp+dnnkvjd/eZ+7zw84tK6N/WwjyrXLuYVLIPqloYkmXIBqU/DmnUeThxIHhPdGEXtOjnQEQb0w2siHPENGhDdKksUfd/sOpulw7vNk4DWn3H3gfTvlMtAAwQ+4Pr0gBT7YoFI337yv4ZIl0KWHCiM6taawzBWx+Xvo+CbpPad37L6YjN1dHM6R7gPqAlM0MPWcoNZD2CsOPm2hxt97+HSOWYENL/ypax1JcdQsftZwXz2+dbJeptbNbE2ZyXg8sUEKc04lCVAdFKpt5XWggsXwOl3GnpxDg+4aVxlUph/4ydaqhHU7eTtIcdv+TOgUfW3ze3jVR2fMV+GZpV8TrwrAXtky2a3W2VUlbL9mZyVvnknGcDVyZg0TSh8s0F7ucuZ8p8x3vPNI4MgwrXVPFILqwGJOYCn1+u1Np4d55oDqop3tVWdfi7a5zCSQUsBOvD6uQL0cJ73x+biIgmsVyrNLL1Y2nyplUQsql+ivpdUapBA1gWWi6UZWa53gBN1Pk00lyg+Wh7OOKd475k7vOiEuzjoHMMz2fO5zPiTSCjrkar1K4Nb+e/J1Q0+bnbjdZ6iK7rpXqjMyUIMdDnzjUKOa/c5gXE49NAE+F6y7x8vfLl51fuP31lebkyLpWPLjA3+NoaBZgrrLZGKoe1+f+X24Ed9GBcNkzU/aPZvgZSZQdWG8iik4Y2m/Gtaqs+SZomXTRkF2PydPCPxYyq4pe8s7uYfL9jGqMKOJ0S00mVoeNkYk8pbEOvW9AZVdWpRLlYcq0nyqXpClmXlXlZuL28cv3ylZpXTinp8N6cud9mrl9e+DL8hMuV5fNXhlJZblfu9xtfr1f+y5//aBoAGXLmfHlmjCMuQhNdmw2xsR1syQ93ECWXTRRor0O5ToZu5rEO9vrY20n9FhS1Jpr49w0XwCdHHCKVwv1aKHmlLHfKfKcMM2vNhG2Vv2EhINQtYhL2xHT/a7/CnSnRAfMRYLX9yf+ELfSbBFfdNdGnHbJ/L91TuzS6eW8r8ggh6vyLmBLDNDIM9jiNOhg0BUXBUefuOBFqLqoeYll77Z9QsYmcCyUUSlf+wmmWrFm/VTXyh5Wee7Wq1d6jZcBmjyCMz9rYNIbF+qa2780+0b1XrR5ogd8zlHJ43IOO3ljbQw+c50HKeHPIfcF1mtHhWhyrVnTj1LeRZpOzFl606uSUP56CVqFSrMSg1YildM5ts0ASmymmDrHhNslSrSzJJkahG1LpGSF4zbpnBQRrLltWW9vFxCiejSqyzf8opW6gp2dcFfyUb+a6NNilWO3a7dltrJqm/Uk565rpdDrnmnGntXIppVnpXyWGpcuc2lquKHhp8nhlN763ZWecfcfWr8Gmytav1a7Ms4V0ogGlGoqDcpUI3mNzZ/YifadONAPQWl3dq8f1QI3Va9iD7j0QxoLMt2u0/0+zw2FX1RPZ5Ma1ctBoTk14k4ZrSpEVqmahRBSENjPulkl2zhFiIln1CudJa6UgrE2QtaoB9V0W/o38ulWIega7z0rqw5v7uug9V/1xk3H/7n2nT4oBhGN/1dvM7NuQVr+uWDOtmN2Qb5+0vf5IXWHLAuvrdY0133QQo+gcD4UlbrevsDtFozLZmz0c4VHmWQ6fb1/scHg72GrH13b7I4/P39eLWi5tdn4EEL1ytx+nfoDat/7mW+rxu2d4/za789cAxkriGutSy4qsAXzexn4c+y94+/ayx3ybk95sSP/+h4N6u1fa934W+7988/fjGjoCdrb7d6pYZlNqPbAT4FC9+g64agZ0XNuq173aW5tSuytqQ5ZlZU3Wg2h71YzQ1hfRKU+b5ZB9vfdHzZ4f6T5t/1qtHR7bHrCJJTQFkKzPKQVKtiHJ1d5f93kzG6Rrv9N4995ITWyYoqiVdTtIrLVs/ctbelJPufn6Hmju10kb6ZVC3pB9TQs90kfpgA1c3fbZmivzsiqNfc20teArRFGiWwANaOWwRn4l1e6f63ZUCvxrv/v2Jg8PDxvO/q3/PPzSXOb34uRvV/vx1B1txhaN7v/a1ivbeJntsLak2QHm7qHcdqczG7qZf5Msk745bB2V2mOPvDF3vNNe7f4oIhuIpO/dttuQjZljw5F7BbtvsF3e462Vt+M92DStEj6eRbFz1x+7Tdrj0s0JHC7E4TOsZtB9KD0p2amevXf5ATS17dofD6THQzsEe3vR5c0jj/7un7iNfpPgyokj+ET0Sf1by4iDadIKVvRAy9Dc1mDtVTudYZo4vf9AGhLTxw8M48CnITJ+eEJqI1rDYs4LtazkZcV70QrWspJX7QO53mdVCUMHE09DwYsjeM/QIPi2UdLFFatOmVKQANXmfJSs18YZoPIRcBB6E27T70KDprK0mJQrYI25jw51Q/qtB0B98+zGptGQbBz6ohQIxCFp1Offr0i6IxRrvm3WG9Pf4O3is8CjVVwt+FoI0hhCYMmZ661xy5mnC6zNE53nfBJcq2TLFN9XobqVXByUQs6NQKV5ddZDVNBbaCxNh9w28eAqDlXxatKgFqTpDJ5pGFnXzJcvV5XEzjP5VR3/OQYkedYglBwoObPMV0qrXO93cnHkMuC95zpnSn6kBWLgaTWJ7H7OnWhwRavkCrdl4R9++sySCz+8f8fv1oJ3junyhIhQRWVGQ4wMw2iOullGuRkQ3+VJO+BtKF2vWkXJtz6wthog8Jbt7cGA4KrDtU3UWu99GmF39EeaAWzBczfArllc0tgETTqdqJTCMs/UVk2pzhFi1ETF1l8FiNJaaKL9D8I2iLG1qhLizjOmgcvpzDLfuX/9Qp7v5Fq4V31Osj6g6CLeBVRxUCs4zsBZSIF4mWhOSOPEk3e0NLIErUzGzy/c7wsv94X4elfKjA1STKMOJw1JBRyC73ebo9UpgT0b3s8X/UelVnaFx5ASpTVCLkSrXHnrW3J9Nk8HEptzYXcyhyB3v4nJxJt4T7d6ohWGnebQdofj6AxRa1JWx911Qp14mmADFh7BkPYWOAsWzGkd7cIxcOPoc/px2Mpqx8f+nY9Ao21rXf8lb95vd86GqO01ds6MUtJo1mS9vTFb1UrgICVg6qI9mNmDdkeFZoIOm/TaXida54UVwUnCJR3K3DbulTtEQu6wPt5Ge/3Xfb/+Wn+9O/1v+2l4iH160kVFk6pVrDRoKjlr1reoeEXvtdIql1GQ5VAb/c5nibSNuqx9cMIYI9KEZV2pq/b0zS9X/rJm6v3Cx1OipUASCMMAVe2Js71sb8xxJpwWYpVaBU3Bkl2b2rrimVKl963TVJXVXiMiNAptWai1MV+VDgXgLSkSnSeaum1Fh2m7qomGllfKugCVy+WECNYXZgPOjca8FhUF8c7ho7FLaqMH060nTLs9FjERXgEJykjxQZktTmcbKUnFQHGFtaja549fXvnTP/zI55++kOcVyYXUZLtus33KbEowW3/pN9fzewvpn/fWgeevEbR4DPj7E9m3nOz2tdF7bNpmwjbIYDMSqwjVWcxhv9vBk/W2SlPfI/tdZwTmra9T7HNrqWQR7rcbX3xhSBHvIQ2JUguI9h2LdzYPtfsXlT9vde9V5gEM6JGXnLldb9xeb3z58srnz68MQ2IaBmSK/N3vPUuufPz4iU+fPnE6nxme3uHHiffPH3gfPD8sC+/+5u8otXK+6FiVIU1QRRlLwQipBmiwNbZRLDfYerD5272vurL/3Gy8TxcHaT2W60nagx9o9lrRvviUklJ0l8x6vZPvi45eKoXcKlk7sHEUXIPQitUvup2wWBJw9cBwOC6eb5ZZ/0Wn5Lx9zV+//SbBlTYGaoADYoYYBpu2rCMuLPPUimWbNfBKKTGez8RxIF0uxGngeUpc3l90OOTXL9R1ZbxNrLeRHDx1XSmrNQqafv6StdEvOr/1n4wpUVuz4b6CSlCigWvOFsg4yNYMu+qsHlyEXLRujCjIcTZocbtoBrKsAVkqByQOB+i9BWc9RtuAVTcIFr1ILfaWBtqcg5D0OTEhIeq6z4v+/a3n7oFPvx8BVisEjDopnnnVuU9zhtw8wcMQIErjnitrbXjfeM0ecqd4VmppNBOvCF5I0VkJWigVgg3Io1ZrQrbv3hopBVIaWZaV1+uNXFHKy1xIMTKOOqMoB6HUwDzfmReorbCsRdvkRJiGgXkpJqLx+PV7dapuhp8tu1rRIGFdM19erjTgel/IueJSYJhU9a87zl4N6RmoVve5Rg0FbE0ezVU9BJANyxaL0k58q7uccB8UUI+Bni0W35DmLZDsgzPdXh1VhGWVWF1LvbkXG0DbsgZkOa/cr1dqLXgbet0FG1xXMrJlWA0suAOo6r0gff5QDAqQxaq8eV2UbrOuShX1OvujvAVX9nonjjgkJGj1KsbEmBLFR2ZxKkMbEvfbjL8t5HhVaf2qQXVIg4pW2FyxnvVzD/e9X2qnz4Lz6lFrrSbUIdarpfOu+oDrrSK2Va70pPfKrf7zO8HCcfc7Z0NKlZ7Xr7k6DqXZ6qmtNMqGR0Q6qDD1NQtiOwCoAs0q8dWORxM2BrCkZ5D3NUk7Bjy7LMQG8o7gsD0CqMefHytse2S0rVz72045kbf2aANm9reO3hpsfYei7IJdDdUU6+XwrWz9HbO2PahpRUc3NMm4kAml2NDO/vV2wLs74F8AVv17PZzDv357pAK+ubXjebKA8gAQ1adZgqaWrcpSrDG+HXqt9C3aPgT6G5C/f4F+6IL5gORxCLMPSG2stzvz7UaSxnJ/TyARBXyIahNK31PH9LxsIKtXT7dqrcp4qXkq/dz29S9b60azfuhK04p8bVvf1Hq/ss4Lzmn/lAPrL1SGQ+/Dca0i1tdRyopzjnEa8cETkwrytKYzwpS6rYAV72mhU3f3Nd7tK9Y3hQGr1jqLJVigrsG0cyo0rEW7akIgqqr7crvzl89fub1cKWuGWgmiSeYiGtBt8tw9sHxYL3/dzvxz3Y7A6tdVrX4hMdGDos0adfvQNtED+6CtZ6sZ2G2iIEvDKdkC82476OvVkops/cSHiqvFSEqzFZZl5XbNlBwZhkDOi7GrtBUg5kFtbAg07y2w0L54DkkEerLLbJ4mOVfu95nb9c71eie4QDhFvBc+vh+pTfjw6RM/fPpEGibieMINA9PTE+PpTKmV54+LVcBWWisEa2XZGAGHmK9boi60tUUYJiwk2/luZnvfgq1uMKs9t2ritTUtJrTdx+xWXfdxDIHFq4BVnjWJ0yxp1BOEG+MA8LVaVK3+sIpDmodGv2KHT/l2JR2LZ0c4+WvTYfAbBlfRhnmWqugUnPY8iJBCINj06i3w6RkFH0AC4CkVshniFjTrG04nWl6Jr1fiNAKy0ZJ0To9lHeoKDR3GuSoVTaXgK0G8Ho+3bAYNV4sJErhtFgAl62NYacWGAdbVGhI1cNFNrSBLKorkAV2IddtMmCIKoMIWPaPRsOrC/8vcmzVHkixZep/a4hEBIDNrucsMKaSQwv//a/hEITkcds/03C1XIBZ3W5QPqubugUTdrm7KdJeXRAUyEPDFVj2qR4/2bWP1dhy8YR30RNVNsWioGDq1AXWaY/DdWkZO1z1g69oprVBqoWlzupQPPYVaO7e5EHKg5wARpuPEUwiEOXAulRwbS480bRuNRHGKRCOEyHFKtBaZl4XWk4v7WHSttooUjwi4os9pSkRRkqrlhrVmsru9WW2uqLSo5KxY3Up1ikXj5Vw5uyjF62MAn87m/1rD99j0bNq4XC8Iyvly4XK90VGO7WgLQwykKTPqMBktzvpYtVFq3WwxWZew1ZgXZOfFYgVkfoP+XTcku9c9cxAwNmjja7oJLGYwbkufGQC9bR5sy6dSaiue+zZTykJvjWWZ6aqcotdAGqIQQVZva6+FxUFUibMBJd1oNrVWeuuUZabOM30pBCCHwLVUruczgtCSgasUJ3LIbnxYxGYskrmd0GMm9Iw8GRW4p8i7INRakZiZ54XpOpNOtqnM1YCtqThapfhpMqWklMbzeAFvF8tZo4RD0MDnV3Cv4/pykPmaLrivfTVe/5wE+25VZORVjppmwXPpunbzNvo3+2pwDyN5o4i+fWyOg3GO1Qu7JtjvQdnOYPNxq+tY3K7L3TcHyNrd1+vvDgrGuOzu/lR3v/M18a0kY92dW23wr/NmrI3am8kxwzan3ak1rhUVkOj5WYHWTZxEmlCL0hRqNzrvKGI9wNgQlRiUxtek2be64TsAtcdl/vP+G9tw0d0YGs4YfQWmLNpjDq3vKTW6IpPdyd8cKmolUW4zPXdy3uShQwjmkfd7kSBEMSr98/OZOs/I1JHYPSplwGnUrFyT/FCPsm9AC8YwtP0yjDYZTirv29470uyz4GIDA1xqN/ZDDEKKrkIaR7mVnQqc4iI7ds6V2us17+zz7hE023ftVtx5shvfZiwORU+xsaRmq+CF1SUdkTSZkNNOSGjcl6rl677MF5aqfH658ul8Y1kKcwzUFCndxKhvXZlVKWp5VypjBMqr+fnbPQawuo9i/fJ93wWJ//8c+0jybnMf+79F+fEUg2BsFJfat3VmixJ2zHm3NGUpwi3Yeeb5BtpZbleW6wS9Uw9HW3u8DI0ohOgRHu2WO7SLdPvNmmru0Wqmfvj5d4SYeDgeeXh4QELgQSYIkQ8//8S7n382Zsb798Qpw/FEmyZTkRavbdkKvVdCimhM5rQlWPmdvbEjWyx0dRTooMuPfWynH6CuprqzQYcjyxyqlZXK20e5Hl+vm82joKZmm2SbS6U2LvNCu904ns+UfCDVTj5CcpspAjKYOoDNilHfcn/4LNmNoRU47rYteTsd+heP3yS4CjFwOE4cTwduF1NDCSGR3bt8Ok5Mh4TrZ2JyqpZYG9IRiQdUMksTWlGj1BysOsd0mpBuxffqPBNC5PrlG1qrJbdKcnqZeftml+lurRMI5JQQIl0DORlICqGTlkJMg8o3BCwipGaKLzEg2pCWrZeyhSk1BHo0eejYAiIVmiDufaZXz+tSVmSf9gVawyo9PhbjNXfIgYZFfaop0AxVopSR6WgeuqKmdhiC73rByowPO2FdwGzTnsvMdZ4prZqSS7T8l9CtcvzLeYZjoj2dYIo8TpkHlPO1ULowz40rhRkLCTf3nDYvRpdz5PB0pDXluhRqx3JkukUEl7JQy8KUIoETU4IPjwdaSyyXmXIx47/crvQoHE6JnK39ywFqheu1sSyd2gq3+crFgdbro6sVDO6Y9HOHrVCrb6BLq3z6+oXz5czHL3/g87dvPLUHHh4fCDHwkCOnBwPyQ/RqiLO0XpnniwU4o3nELIfBgESMFhka1xvAZD3HTkHONtFI1E2FC8RzEDyB30GVFcjbjBLtpgKmqtRmKlmtd5ZiUs3X25XbfFs3aJHA8XhkSokpWV24EIMlx2qnLt2iRsoaqet9RLCUunjUrjcL7ddCBjQlnueZLx8/Ilh9qxgCUzqQYzbnhVj+w3DCTk+PlBzIxyNPP77j+OE9U+8cf/hAa50PlxulVG5z4eU601rnMs9WFFo7pZkx2SUaVTBbocbkCnvR39MQtAlmJBHEZH7pq5JgTJHYrA/DqkQ4+jTeAS2bUvqdSuWbhwij/txIlI8jYjj2q5WGOTa67mACk7Ed0a7RJzCghW+aDgpk99nwyIb9QrC/r51Nvv7v9furD/cb1BhPu883wbQNeI3aI/ts01XcYtdG6sBgGNzjW0Nwo/kmXpdyZyArrLlnJSQCplxKjCiR1iJaI1oEvXU6gblFqoKVoE/+DGF9BhFdo4X3D/YrvZ9vAKx9442+GwV417mspqzaanE6YHFwVSza0t3ru4vU3QU0dPNA3x0K87Lw7dszx8OR9+9N8TSnRMoTwwXVu3nAreZb569/+cgUA/p+Qo+Z5DLVEnY01tEkwRTTiGGLFjjYFoDeCSmuII7dcyOjzyEEG8cmW23rWpROSKY0fPD6mEKHVhhqnIpaaoA76KJHjEckWsTAV3e65bhe9Oj0UK+l64rrxQWoutr6gmSzV1IiHp4I+YCO/moW6Y9gjs9emefGX74VznPjHz9+5h8+fTPp+RiNbr8Ulta4oZxbowJlGP5j2N3PlN/0sUWufH7/G932PqIPYw11M0yMNtiCUEOwHHwJJuQiEVCaWEW5oJYioQ1C74TaKTmSE5QpmfAF0I4Hcoz0aVoNrZDauu6Il7cxtgbsDbKYDzy8/0A+nPiP/3Pjx99dtv0qJo4PH0h54uGnH3j46UeIgX6wOpwaE0uIBBWyTzwbe9UuEcwJH4iIBqufNlrEla9VlO6MgMGUWVdjVcwbruDCOjiQMubB+HezuUe38dy3xU6RlVEYOkwhbeuyRm5L5dPzC5NE+uePTK1zeHzPVDtTMJn+LIEUIUVjYYw9rnvW7Lqj6ep+2H22rTkGqndr0K88fpPgClifYhgJA8+KbIIWFtpVX7iADnOpvFxuxFwpEeKSmI6Jg1hkQ8T41CMsvEZmcO+TiyuIe/1hW7xr64hY7aLWO6EHpz6xUjFM1txXWO2u1OcvvX8NOXLdPe/aeYOa4uBo8woAXTw3J4DcU1n0/ixsuLu7V8Ze4jkvSFi/YrL0HmC1ohn2i7FprZ60ZgZ430QggpgRql1ZSqOksNYSMlswkFPnkBJ0oUalRmsj2jCIRqV5k4YmQk62eVsK2njOtvPW2mcxiisO2gIoYBur7XTmPxQL+ulIjhQx7rx2Sh31L+6P0e4bZ3vn4VoNPwvTVxGWZeF2m5myhf3Vd9ghhjDOORLJu+cx2feSiR8NUYq1r4YhvBsb40zDU+xfD8Mzo7jRMk6CjzUbbwaC7DsjStWreXhrq1ZMuDeWZVnfl3lm1NSKUdZE+N6sMnxowYsQN5e4X2xzdw/0EItRVcrS3FPb19yP5h7m7uAObEFrEqzrk2KS7hGRzecgZaJ10wSSaLlJlquQzOjqkFJDQkIlUt2RUFultE6spvnW1OghyaNwe0GKu0LAvjYEtTVkrBu976NS23NveSTba6w3+2OlxHw3CsdS4Pk09zaAz2sbo2NJ0wFOdl7gMWbeGuOjseXue3I35ldj5+3TbPejb/z6DQtpI0/ZtUb+6J1d/+at693fy1jLX11Ofe1CzSZZqXJti2aswESge76gUQmD93M0J5hYXTX1XFDPjH213sq2MQsmWCF+8X/Jrnz/JG88/rrw7PCQ3q2JayHg8d711Xd022Pu+mYYtXtkt7sbFwFqnoc6HAPrvrwTcBn7RikVujAvgSUKaKRHZ27s72U85Vjzxoa/b+EgrMr6d6xaZU/HGzbDRkV2co/gdOL7aMCA4XdjezyP7J0hrBG/tcXWe5Qx8FawKqNxfA1YKUYrvdejdL7/jn7C53ttnaU2LteZl0Qq0WgAACAASURBVLlymQu3ak7J5DZAC0JtLiglw0bdgKnuHBL6Rp/+to83QP7+t/t+4NVX3xjCr6fh352W2zTbLUe+wO7G5l7WpqvXc/PoYfWoYggW9Y1iFONaC6FGWjXaaR9CK6sQi2y24hhXu3uw0kMJzcrhdELEagFGEWLMHE4nK1TshYg1WM3V1eYVO88ocRCiAUR7FF/VZMv1urcot0V6tyPsGm03AcbPw5Z9/e/xjIN9tQOQjMfXQby2aPhWP9Lu3WiNlVIrWis9KFkiNUBWSGp5ora8iztnt3Ou7+PxX736rm//eYbJdvwmwVV3j/myzFT3Om00KFs4e++EnEiHTO/w5aVyXWauf3nhZf5HJAYe3j+SD5nf//4H/of/+DumFHiaAinA5fnG7VJYbpXSlOaGUbSiVhxOh41S0Eyh7FZmSotMhwmC0FCIYpGCZoM11gbRqH3iNXxoXrhQAE+Q1WreOUJaN3JczYhWYSkWkXLJXDPI3VDvcR1YNgjVPOjqJsoqTGENNgrpiXZGzgopQ56ssKLNNKvZ4VEi1BMYg+ViWXJvocwLz+dnnp/PPF9euC0ztVUeDlYfQVvl8+cXejlw+8MjWSLHaCIkD5r56d0jpXSS3ghioehSATqlVfq1WZSqnUgh8OP7R94/PXK7Xjm/vBiQIvu6qZzPZ1IMPB4PpJCJ3ZL2e28mWtLVHgUhugBHkk7LwcQ2qjAvjVLM2N8fr+28YTVuS87YbEetl8anj5/5h+kf+f3vfuYPf/gdo8bhGNfD6znfZkoplFK4Xq8A5Mnqs+VJiMkV+uJOwMGt5tVj29W80B1bmIEulehFnqPTaEe0yHC6jZORR9Zao3mUds1NqHUFVdfbTGuN4otXzpn3798TYqTMhfPXZ1Q7f/uT/e355YX5Nhso9QT5w2EipbR7fuW2mBR/a43aGyIwJTN+LuezUQ9759ouoJDTZOqLWD7m2MxUhacsPIm6oM2Rx3dPNIWD2uZbj4VeLVp9K4XWGtd5Mcpvbcy10rqy1EZTT1r2KNOU01oDKsYhJGG0QASkm+JXSgkEUrIoR0zRFTBdeMRfyWsD3YG1Mbzknv65H4eLFw5NOXIMTkGKY5p3hqdQaIxil+s4EXFANnKo2CJB/yKj/x5kvf2NQUXa3/89BOEV1lDdf4vNmtG98RR2v+qvTC5rM7N3vE3VIjrSheK1hzaKmBpnf7QNmOGRJgNU+YTGCZEJ4hFCpE8nNGVqmKjd5YnVaV6vDJA9wNqQ8Ftocd8G+ov/lq2R1vZRBqDa9kMTrxgOj+rr+S6C5f/WUetqjVwNo2brsV+61dbNMRKkcvOyJQimzCrKw+ORPCVqMwdkrXaNIvCpFa4vwruHIyG+Y1KPAgWPGnccbAwngbXdECAw4yeasrmaM2i0S9dustg+DizvaOcwE6PrBhEzJEdUzOfhyLVZxxAYUyZu+Z3AKrtuf2uvMLBStzQC2yOcVrWmlJlTKrhTcwWfXkKjl4W+3GjLQmtQuvAyVz6+3Pj0fOX/+C9/5et55s9fX/h8W8gp8nQ6ICLM2rm2xgI0jWbDhkAg3Cm7fte/v9Fji/QyMOKvOsz+0V98PGHvUN+M5+Gs91lwb2/uTq6o60JZmkh0W0q75c+1DsUZtleFLro6wieFdG3MBWK6EWPgWBuHaaKVYiVZJJhNFvM+6Q6CFcT2uwUHV4fDRM6JHH+m18pKTg6BNB0JMSEp0JfZwFWv5liOyVherpQJNobVNQCGL+g1oRn77fbfAFBjM1R2Y82jU70Z+0oVGZoCvW0RrbowaLb0AdtcpGYsTbUQWiNq5/F4QLTzw/sP/O6nnwkPD4QUETrnZWFuZ5BIDMUc+sGkDqIIOVo/55jX/OocEwHTVoieSzYI3mGMmmDr0bUtVk7iVx6/SXClGK2hev2N0WcDDY9xLzh6d+DzfFn4+PXMP/3tK4jw9OGR6TBRa+XxdOI4ReJDZgrCciuUpa7y2R3rADtnMLTf+6Z1omqqcf5eWrNB3BWVTlJscdduleNF1hwmi15ZzSm6hYuN7uc5WT07RPaFsHeTje0mJNBbdcPZn1vwUcdm/Y/6U+wWp2HUqAOsEeEQMeqf83xB7E9dzEPUq4ILENV2tWZF21qr3JYbl/nqYNP6KKdshvFcudxmphwoHZoIeIIuKfB4mChRud0aS1FKg4ZFbiwS5lELNRrmw/HgXOTOfL2iqiQRz282iqBoIsUTU0700tDaqRWWYjlNqpZbFsSiErZxCtoDvQ1PbP9+QV39Mpsp9xYtCb+X3jvny4VPnz5zPBxotX/nsB8e32VZKKWs78AKmGNvq0Fh4ifBI29+5b4p+I1oUPO8LQmKBouqqksAt75R/8Zz1lWKvhkNRq3ooOVXWf2M2pqpKtZq1Mix6bhHt7fGfL1RS+FyfqbWytcvX7heLgBehiTw+HDyosF2vdaVa2mUZlGz0hoxBt49nUgpsizLLidrsfy4VEgxe5HbAa5sQ5zKo7VVENKUmI5Wayphie49ZHptTFMj10LrnTwNcFW5FaNAXpdC6+bnVczQS55PEu/ofDuPpVg+Toim0mh5oLJ6u2XnJd/Ls7+VsL1FtF7/xvptqdUloG3jFR2Qw5OF8bm68xwabhkb8zAfzNi3SNlb97D/8PXN/B3DTEerbOfYgNZm5K4tOL6/c8zu59o+fwoG32pEksf82AGbV2B1OOLUQVpvbQNXzWuMBUtQVwIabD3s6QDpiEjewFU8oDHTQ6JqWP2eYxXYA6udX+seUa4f+PP9HS/om2vR3nutmxE4QNKIhG/0wO2zofZpTpmNRjiMIbm/+O4BXt2FryGtmpAPQJ4yXRsianmLIaDzYmtNt/2yoZxbp0gnBOGH9kgMgVHqwfazsN7LmGZm6O2MbfzfqiutcNyvboPFDLXdQwn4vIy8zn8khK1XdntkjNHoULso3FjDRITkAjvDH6LSqd2s67hGB3b3LI7CwnAGiN0/XhC12qu5I2wunfNc+XaZ+evnb3x6ufJ1Llxq4xACp5QIQagxUIJY5Kq7EuFAdWNy7SMJv+FjH9Xfps6vuOd1DGz//5UX/O7ab57e51/A7LAByBQXVFFr+9ZBRCm+XCURFmcn3RZj5sxLZZkXgghlXhCglYVeFluTazGGQqref5bjv92rgaGQE6jVLBxCDjZtTEnXAgDmEFA1yivBIzSRVRhqjZ56ewxLR1TuVyzZgSt9NZbu1qs9Q6ttP/v6Y+DKbeJWHVypU1HcNbIHV72Z/QZm47WJh9ORp8dHOB4pMdBRllp5rguduLoac1CSKCnAIRoj6pAmsueLH/Jkn8VsUTE8V0uGXq7h2hCU0ut35Xr+3vHbBFfdeM+lLCt9KYoQkqm/TYcDh+NkantpQmtn7sK1KB+/XfjP//XPiAR+nn/k9HDk3cMTzz+8cBV4LhekV66fP3H9/Nk6rlYE5ZiTKxIqMbIm9al7yujq+Q64Qon9hwbqbicNONdeXSTCX9K6SVxKN/XAaBLzgRkISF2Q1tBarODh4Mv3aiAoG/O1t+p8VLUCU5ghKHhS3kjs8c1GWoNSTDhjXtCqhFp9sHfj0QZ1wQw1j0IxDrvUjoia0uIys8wzl8uZ5/ML8zJjRo/1jwabkL0rpTS+nW+oKOlp4jFnJMLpIExJmR8PICbP3q6F3hWpCem2Iy3XGylnHg8H8iHRlsTtkJ3m5Xx2NdlwgtEzW7eaPURbYFKO68JXi/XPFCd6gLos9NDoSThkKO6VeutYPVxqhrep0PjnasZkxDxZvTaW28zLtxf+9N/+xPnlTIiRPB3coDGjLKUJsMLXKU0eWdJ13Wm9b/1oluPOo+cbs3jfq80Z1BJpu39nLA4DSPWutGrGV63do1WNUky0YqlmEC1lcSERZfbfpWmyKu6HAzFno96FsMZMqpqaleVMRAZ9lN7p5/MKxmotJlCppgJpFdgt0hNTJOVEPmSOp+MKPmtv9IrTcoUk6c5QqdoIOZImu6+UMyZKYGOpa4DQKb0RknlzQwjU1ki1EZOBqhCTRdPUXsJGBxxiFaMfFKwopbD+biT27/Osemu/mG/1mioYghuXryNXCqVaQVPVTormhZ8SLgLQ3Ss4Nqg9wGLoK4yhw5qL5NfaLveGUtfOXhUZg/Gf2WB2vEDDQ+4N1Q2KrKfy51sB1jCqB9jyy6lv7B0H+bAZqV5MdM09FNnoVQ7I9tRMgkeEAfLkUfwMD4+2zsYjKtnWSzmAq1ZqiHQXM2J9ih1YZKec6Mb1+gyvDP3Xx98FWuhaP2ZEq1aQqUOZbFABt1qNQ4L9TtjCSztsyeV7ILWBmF+yM0VkLfa7zDO1FlPRywkFpmkiJS9O3YwiVVunaee6VBYtpJw4Xy0y/XiIQLRncYbGSqMPYQVZ496GcIR5wnGPvO2rG2Dn1Tiyv2278iLBPx+iOLtZY9cd88DHTx97qQyhmi3qtXa6BEJMfk0DN13VnGdSbc+XgC7iFNSAZHMetlIsalUWXl6uLPONj89X/vTlzMfnC1+vC89OCWzqtf6iRcUPpxMSM7elslxulke9duv9uPoVs/ff7di2t/txuK4Lv+bG3/jOqoTJfg69/VrPoTsQoX2tj2bFaxfaMhsbyME0Dmotw0EoFkYjihoVUIRchapwXDrHuaIE5nlGtZMPR3I2Jec+LbZvetF4CcqoTboqVOuuBuWquOdzWnwlEtxxrL4e2XqZpgMxT/QY0ZyREIkpE9IoB+DlBJwaMdI7thZ81dZ3Y+3Vy9tPVrRk81t7M2e+i6nhzl8nt9vpmtNkW0F7QbSQxUr3HLVwrGd0qbRroNcDYXpPypkmkeKFzZFGk0ZFaWLZVkuvRFUrJ9RMbTzKbJGrYbfj1H4EEbMN/3w+s7Tv8/J/6fhtgivtLMvMMpvQgyKkEIl5slpBD0+cTkd6CIZatXGtwre581//9pX//f/8z4gE/qfLzPunJx7ikT88vEeXmef/9g+Uy5nr8xeu374yHTI//+4Dh2niw9OBEA8WQsyeNJ+SG/Pm7QxiYMtqqCsVQ9RBPcdIcZ0NJXRPDu9qCXvSjfoHpqoQAiLN6YMQSrHf10K/XZ3f7tXfDxMhmkxmm29orVA7ulQLf04HC/cy1NQcJCmmjDUv0AMabxAa2opd12suqEc81tywxbybwRW0Wl2Yl5nr9crXb1/4/PUrl9sZxQ3eYJhfEHrt3ObKxy8vXOeZx/SB+HQy4YtTcCelCU283AI3Ztt3lgnx3Kf55UKfMj/+8I6nY0JrZpktGjS7amMIXvg0WuFh6c2K8GYzPjN5XTSXm9UdOp1OgFAX6PW2ekGbszRfH2PD3qIE1u8gtpCaM4gUIkkCfalcX6585jP/6f/6Tzw+PXI8PfDw9H5VnRKEnI7ktBk0vTe+Pb8YHa8prTmtRTYjfDXkgofNxQlgCkNWuXtkzBYzG48jCtS6gane1SO2Fq0qpXjk5kbtlXkpZsjjNGkR3k2Zx4cTh8OBfDxYAnvvNFWqKlUNYGmMyJTpDox675TzzQQymjlMQAj5iMTE8XTi4ZBJDo5yThxPR1qv3K43nl9ezGNUjf5o9E4HPMkUt0qvhCmTDlY8eDocQC0yaZuSgbyqjdIzTTvTZM+81MZcjBZ4KJXqnvZSzdAbRvqg6+37wdTDTFQkRYPcgxaYkr16j0RPhh8Aa1CNYDMWx+cGrr4fiMuycLlcaC2bTk4MoEJOZhqGMdfVN/uxkd0N5P1Hr6xQ/2wDVvb5RnvbwMLb8GD/qe6Moe1nWQHW/vq7u3kFRvZ7t/rG3jEBHPAi8m7kBhcUubvFu2exPlw3zmhKgHJ6RA4n5HBE3r2HEKkt0buXClaT2O8xed6V+OcbHXCfzi3jeWWjY+7KD+764NXz7407dgamn3M1EO/EK6xlNnCla/5mc5aB0QIrqs1pgk4J9DzelQGxu7+/181hCOUIXK4X2yOikCcb50fP/+gdWlOqVErxaPWt0JYrKsL7pyO1ZT48ToyFyupyBaPFuwOJMHDLLvorPjhMucVyRdmUCg3Mb6NMB73JPfHRqVrin+3BlY1zdYPKC9urOu16c64OatiIahliC4iYsMkoa9F6p7mwzxiPtVvtRBAkWkH5VhqtmHLsl28v3OaF//rxmf/nr1/5cr7yl5cr53mhiTkQu8t3h5x4mCYeVHg+XznfikcvNyD+Gpf8FgHWzm+4vn83Hn/tsaLkHbDSjUJ7B6jWPDe2NhsgYnVieISlFsr1Qr1eaLcrUiuhjTxxWyur5wMuuPiVWKQrq42pHCCnShJTsj4dL7SSydNEThHtnZgzwceFRWgjIVkufB/36rnaayTII0PG1OlUp/22uVBv1W1SG+vT6YHpcEJSpJ+Opm798Eg4niBmwmTR+hahx0gXpQ2H4m4tC0MIQu8bfq+bKGyAyjzHarVfu6XbUNwptItAm0mmqOeAa5mhzkgrHEMjx84DNx6Wr3RNzN9utJSJ74V8fGcB8DTRQqKqs4LoxCGoUQtoYQ1G7MfMCgJ3408sUvlPX75wcZbRrzl+k+BqG9mbxzHIJocavCK8riHNIY3rxtJii/P1OpNC4vxy5vztGerCcr1RbzfaMoooBkppiFRqm0zGeBhQ7hUdibeB4bmSkY9qx94+2b3feT6Gpdv7pibYLZ9pfexWkdrQOjT8feMbAhuj4KIbYdrUk9yHchFIb0ZL1I5qdSN8QYkWZIpXiAXajLTFcq5aNc/fQIY742yIdLRSmeeFeSks/uq9m1qgWhuBRbmGZO2yVEIwel5teMIlhGhRpYPA0tOa19IrHv1WVhUrTz4PXsOshi0/apW/DT6dlZ1XWj35eVelQAZdi1Veu6u6eMHegz+OzQBm9afcmZC+DL/6jY4ifzdAeHk58/JyJqXE4TCtHk/LDTEjp9bG9Xbjer1y1I7GSO6Jw3FPgRo/7O9w8xCtXuw26D/2maldtpUC2dXBVTNwtYpWlNmBhecVuBEqElwtK5NSJnrxXsvV64QYbU5qt+hTt03CCh775jY2rGBs5jGPkytxWX2oRIiJOK6T6lqoGKc4mScPEwtQ7xOx6FdIVpdq1M4ZIFScrx4UgtjuF526m9S9jd2pvWPOYcZrc9EZVi/2/egQ+f4Vxs87efa7n2WLduGqg5tIDxv9c3+tfZRrHX0bAtF1cAgjbX4/Ju/2v1en30er3vj1d9f6e8d21c2qG5vy8L6u3xz78p0Cxti97Zq6emLvseJo/L1oyN3Djs7ZAzx8LotFjCVE4uFIOD3AdIDpaOqti/jYdoBlpsQ46dq2jMdZbYJfMmF3N7Z/iDejVaOt9e6T8f1hAI7ffGco6j3tbzUWVb9rRIFVrl52z7WNpO8Po8qaoExrYd2jxvltPd7or2uUR2WVqK5Occ01mGd95O+vBg5bv+0beueQsB/MoRGCWHR6GHGj27cF+a7J9+v23WV8Hx9riuwBujB2kbUUwhh/d3uAj7kxHu1rfXcvA9RZv/RWoIkplxajWs6lMJfKUs3JU1pfo+kKG93R7Z+xHuel2jrYrZzMiAHs+/LfD1S9deWx54624+59tJ+K3M2mV2fYtb/efe/76bXGrvbfWr/8feBlm1e9VlqptLLQlsUVKLtDqA3A2Zq1woo1rcTsU7u/0oyFUWq3fg+BVg0sidNDQeit2v4L0JwA7irDuqYC6Eqz6716vapOGXmWc6XdzA6Mw5FQO71UU6usxdQ3HWiE3BCJEH3MijIYInfb0jA7xqzYJtbaHnt7aFvsv0Mzq8Ptbo9a/9TPJV7/zVXJgna0LkbTCzNoR1olaqPhdrWPLcX22RHN+15F8/6+tuXAr61CwJzI/5L589sEV9hWFkVcuSsyTYmje8ynw4l0PMEwjAIsXbnUyrU2bs4J//Of/8rX/Jnp9sLh5TPHKPyUOlNQ0iFySu/oYoX5mGemaeJ0Cpi0rkm15hRIUdZBLGI1uGIwwzCksBr44sBAgmIqfnWtQSMtgqhLsWOCFsEXBgdvLBWKycCX2SrJh9ORPGU4HAgPj7baHCYTbDhfTPCjdcr1YrTFWgi1mDHaXDwjWcFiiZlw/GQ5TLVa9KwVcIntlJNLSvuiod0Wk9Z4eXnhT5+/cL5d+fjpC1+en6kVHh4ypSrLs8nI5qw8Plqx5S9fzoQAP5weeP/YOObAhwchBXg8ZB5l4nhJgAHcl29nK/YqSsRocdfLjdY60+HIH37+PaUU/lT+RqtXUspMk+V6NTEPUcrZ852KSQ9jRZ+zRyNTtgXmeMiIKKVaHaxFIEa5G4MDkFneDATZjJvBi3cHpVvVwb8bKHPhL3/+myVF5yMfPz/z/v0Tf/wPf2SaMtNxIuXEUgrX643rfOP//c//yJevX/nw0w/87o+/5+F0Ik4TIUVTxndgKKt65qjP4t613mhtoZbi+UoGgG+3mVKqDWEdgMtzv0rhNs+03riV2cQlggH5lDMP796R88T7H37k/Q8/kXPmcHoy54Z7p9I0IdG43fkSWeaJZb4BFnkldEIzg4xg7XmYjsSYmQ4HjscTMUVODw9WjFcsH1DSgcO3C0rkdr3Sl+LPP/ju0cB4MmrM8eGRPB3IIbPmxChG9eqWUCsq7m03YJ1qI3lUL3nuVSmV0iKtqUW1VF0pdr+0midSRAlialBRlRSVniFnYZpsLclToHUh5UDKVhfpkCLSo0n89q2gsqA8v+KnCnA8JN4/HUkpcshOP5Rh6o8UXNYdQ6QToxsHwmpobXf/xrECrM0AXIGP7AzI/TleGesb+BsAa8vr2pWq2m1lG6hbYyj7XTyq28x9VeISp1TFkFYwbdvf/tn82mIGtwIS7W9jzjw8vifmiaef/8jpw08UIreQqR2+PM/Ua7UNeUiry0YCvANX+wa5a9ltY16jWbqZ9Xc5s6/+9j6LazPc1qjMMPz6zvhro5yC0//G+jdye3Xk5Y1+Ct761sc2irwvdhHau0PgcJx4/+EdIsr1GmmtkXNaRXMsUTwy5UydGiGI5XU24XIJzArnUvl8vjLXyo/vLS/6mCMpmPRz72KS5g2jRAWn74mrhUnYgAvQQoBoXvEVVDh42aGpdRx2tbEkvseZ72U7oeWi+AMPq8/BW1x/h4PW0U3q67NTlqMZjSGyFmZdI1elIItRts7LzSm/hct1oZTO1+eZ21J5vs3M1UpFGDVrD6yCRzQy757ecTyeCDHz5esLISywLOZAQzcfw3fj7d/4kN2bLTB3TpH7qJXTssLembA/1S+5A4Zq5BaRvVPG9E1bB412p6LJqDM2FJqtUCptnpm/PVOXmcvnzyznFytm21wUB0utCGJ5VwBdTFqoAjOWi5WasTvOSyNJp3Z4uFhJkHy4EmMg12rjPSUajdCL2ZrOWlqusxU0rxbpxKOq9M4837jdrtRaOF/OXlJI6a6lJt1ZM9mYIjFFpmMmpsj7n3/i8f178umBhx9/stqPDydCPiApEtJkFNwQVwXi1d3ct/QEA1qbp8T6rr96beDLHDwb0Nlcg27TqInlHI+ZFoWEifVI75w/f6PHSDudICXi4Qemd+bQDlNj1A0TTQTpa13KHsJY+cYwHAPlbk8bWNBqnAntcDCxuF95/DbB1Wo0bCofedSKSclf2aIXXUEiTZXSLKG0dkvYv1wuFBG+JuVT7DwdEj/8+ECckgkb5MjSGueb10VqndatfgyuvRK9SKp4bpUAyWvYbAWMfSEYq70X5hiqVuKJfTbo+ha1al60Euea14IWo3D1Wk3GXCzXjJSRPPnij/Fsl4UWxLip1TjdoRajF2qjV0P0VmdLkJiItdoJ/PtWQM7U2oiDG2fRMFt8LJK2LIWXy5Xz9cr1NnO7LXRxmXRMol5plhpGotTK5WpelMutci0GOrsoGmHK5gFVhcfrkSU05rRQYiPgBXFFKKWBLhymE4+nE0vcKTjFUctJ3YukJsWdot1TsE16FHY1YQI7b0qBrglFSS0Q69siA3uv2hozWD3IO0PxVWSht84yX7iFyMe/faYTKEvh6d0TtR1srxa4zTPPlzOX65W/fvrEx4+fKCj54WRj2ml8Ix/Ojp3XZ4w33BPqeRXVKXitNeb5xryU9Vm6stZuW8rC9Xaj9c6tLjRtpJxJTnnJ08R0ODIdjxwOR48oTSsIH8pevU/0Fiz66v2Rknu4ezIQFAMhmfF1nI6kmNxZYudLebJoVu7krqYqmTOxVETmzfsedEBKhqJiylZXJ+6M7b1VoUERjUS1aG/ENgUVMfA3VBT7KAoKVWwtoVsFeNuvdesChqqZRatUXCdGLGfT8rCsDtz4OQarlxKjkILV3DCWrJCDe+Jfj0MxGuCUt4LNQe4gFfcGxjBUdB0bey+dbk69N4b7BnYAj2aPzZL7OfKm0bPHRrLe0rimbqdijWayi/msF743mAbR5H6ujZIZG+zZA6thUav4ZPX1eeTt5sOBx3dPPH34wKKC1EBpSrx0F0tYn+iupcMvtJ2++mmHR/2Z76l/dzke351yf7adAbj77V2uiLJFrXb5V/vXiPQaltj6Zkf8ZKCWPbzbDnN2Hg4TwqAemuLYuLcwoilhrO/qDIFgOSlA6Z3bUggiFp1pnRyHwSPb2rotc4ifezPEN4Gf0R9dRh7Z9lwGrLcxvULWYUCp0vE6OHhbGEVla2cHdvheP65r0X0dg9KtxN0+Ih7vHLbB7tqxFrt2q5S6MJeF6zyzVBPWmRdj4dQRsRJWmimw5tBYSsDE6XTicr2RczJ1VxlA49/7uB/csluINmr0/WdjDdma8e8/hbz6l44+WQfRZijfDarXUd39d3Z/r7VRl5k63yi3G+V6XUXOdDigfI0aCqRdjbbcFS9dK1S18VgaLNVyZ5diOT+lFAPdQahlMedyzYRogCZg61Gdb5S5oLWbeJdu9Lnb9cLlcqaUwrfnb1ZnsgnabHaHbjtGSl4PKwUOx2TskShEOtoqh+MBzduOqgAAIABJREFUpomY3JlLNjXVbvWvzJE1IkL7bt6zKvaNvrYOOx4OY2LL7m/3EJl12fZouSrkhHrdz3Jb0BjpEiA3QllIvVJ1xAtH+SFB1Mpq2DU3FsJudNwf+v1vdCg4/srjNwmuhp2fgi3mKQXyFDmcJlKeiDmZoSZONQvNBErcezcmxlABNI+TKY38+MMHPjwc3HvVuCyFl1IpzaSaz9cbbcpWjwmnmol18Mj1iGlQHiKShqEvq6K6Os/Ucss9z6ZHz/wvnpzsGyGd6hGu7h4JQkBOk13jNCGHBFMAcWMwBiQK8eHEAbHEwNti1L5SkGUxZb/b2Sh/6vK7qugyA4JUSyiMbCqJ2pt5XrQj0WRLm5hR83Kb+dvfvnC+zVwuC7U04377CpKz56TUDrUjEslLpPfA9Vb42+cX3j9m3j89IQhtWRBVWgs8nI5MuXO+bCBADctuIfVmEYWu8OH9O07Ho+cLVURMAtvUAE08QLvnvAhbzaIo5r1GyFNyD7iJBZiU8FujcZh/btCthoyPVd84B7AWpyWqq5spytevX7mWhS/fvvHt8ux5g0fSlLnOM8/nC/O88F/+6U88P7/wUitVhB9++MB//ON/4Hg6miKiuF/Hc6rUx/Aognp3130UAzap8+55Khv9y8GYdi/ezFpiYEST8jTx+PTINB04HiZyjqakGcXFP9wkC4kcJzqRnkypMGhEnsxr/dA9b9BD+oJ40U2M6qoGCstSkNBYlmJ5Gq1joh9hlTEXsbksEohTRnIyAHg8MB2Pa+7N3WISPL6jCmrKShqx/vdcyAGuYu+rRzyETlNTW6Tagj1ovjrmzAqwnO4nQy3Qx1p3cOWU5pgCvZtwh2q3TVIwFcRk3vEg3z9C8sKn0dfE1bN7N07lu58HNPn7h7x630MKO99q4AyQwj3+GVe7py3enfLuGnuxie8xmqwn1X6/HQ+ny50iqso6d3X9++1Uglh+lXqkV2yNHjXaWq00Da4QvDO0xA3mu2Pcjbzx2e6511/dg6TtefX+1yPSMp6Rrd9WA3C021ALdWGK3tqqQtqaF0cesuueM4s/99aKgQ1471RkYS04fqfYtjaJU1uxsd5Xh5Kt2WUphGAAL8aAamSajAqdUnY6ZsK4CcJcO9e5EoPwoOadry4ggIA0K3UQoo2VEKI5V9TzjtjquA2Hmy3R3p7uhMBt4FUYwN3sKqONLd9LwKNa98++0rNGa3r0y5GqfSfYnB9Ona3qlv3VOkfYnDIpJCav+TjlgGL8+R4rc1debjOXUszRGqOLuSitds4vF+pSOR0fOExHK0Dsgjr7vWzt1zcMxv++x3e70i/8+xU8+n45+oVzDyN+Z8y/esb7iO9Q2XWBpxG56m4rDsXgceoR4erdIsLV1abWvvUBtV5+DyF0Ne/t3UByAEpXlqbE0rjMxi45XmdSjuTeIUZitf0+9kYMViZCe+f87YXlOrtAmjVScrs0SeQwncjpSJoeTaQpZIJMdl/d1rOYbIygna4FEaVw4OXWKDLDtxdiTkxdiUshHA4mDhWjVT+OySfS6yjODri+Ojb3zR41+8/Crh3FjWhdhWVSnjg9PYEqKfzkAY0IEukhMOdEi5Hzh594mSZ6TFbeIWxzvrOJ2Hy3fL95fL+X/kuAFfxGwZUJBAg5WMJ2zoHpkDieDqTpQJ6y5XgEIXchRRvwrQ71EaAPRT/r7BiMCvb73/3Iz++fWOrCUgr5cuHz+ew5J4Xn84XWDjwcTM3uoL4shkDK0ZR7Y/Q8iuC1KzDVs4B5PF3ygD7qXAVCd1pgXRg6/1QDVaUt9t7VZKIPB46Pj4SUCA8HZMoekm3usTIEnXImP76zRaBUA1lLQeeZXhb0OUNZ6LcLfTaBDHUKYKjdlABjJEwTprDVXEjBDEKVQBUrTvh8mflvf/7EdZ45325WO8aEnlC1SFTMgiwdgkXCcspGfbgu/Omv3yj1xB//8EQgUOcbbZmZ8gNPj+/pHb6+XLjMswszqAMr4wJX758QAj/9+AMigc+fv/Dx4ydC8NoF0T0wwRaClDMarLheEAjJQGkQYYqZPAFBmZfZDNZ/ZvIMSW31IsarMSkDWMv6Cphh3bvy8fMn5r82Yor83/9goDkeD8ScuC6Fl6tRQ769XJiXwufrlVut/O7lzP/2v/4vPD09Eo/KFN2ocXWg5qCpa0dF7+zAwbuudSS2j9os0aaH2OxoOupMCcfTIylnTg8PPD4+mVrjoynwnE5HpsloWCnas46FSjQh8WAe4Cw0MlM8MKXj5tkT9euKG7XFxlv3PLDWmdXELkqplKXSSjMz0Cm4PSfctwBBiFMmHAxYHU8PHE8nYrxf0sTBFWDeKwXVADLy9gLilDPECiMPr3jsSie4PHula2UVElA3kNRNVQ9fxWAOiRCFkITQDWxLCoRk4ErV1NUERYMpIQYJ5r1XdVXC+4fIKXI8Zo+n7yCVj8PNI3tn720Ro18c1a8tme/BhLw+g+6EL2Qz3mQYsuMXe9Qk43/i0Uy/ufXc+w1sQ0ob9co/C1tRV3lzo5RXP1onhbW/3Kh2cNJa81IDwby8/c6d8guttDeaX4Os1z/vwNqAV3fRq/G+eWz2oGq8rz974reNw+rrgOVaGLhazBjsBe2WF7IaPA40RbbxYgnpugPqZvCs0ZpXh80/X4eCKXKGFVwpy7wwpJ3HmtodGKQ0ubHnhpFGbkvjfFtIMVAfzfirbuSOVgrRmAVDBdbGt0e4RO7aU3ay6oq6Cq5Tgff2+NqmFrXarmfr9qhtM+iIwXNOdAW2Lvajuu4BhIDkETHfGd1ea0uG8T9ALZBDQoLQUqLmbOAqKa0J19b5ersy12YgNkZTAuyWq/P8/MItJR4fnzidTrTW1lzifUkF8Y7Ttd//PY5fuu7+c7/nN0D9m3+2A1N351rB1B5YDRC1y0fsOzGYoVY37McBxjyHuZdqNlbtzpba+nG/PA4354iXbmQ4s2cqBq7mavPyfFuoLTBdEyEKU7FyGzFFkjZimckxonmit87L589cXy4EIkkiQSKnw9FyokMgHh8gJOLhCUmZPD2SDw90FWpzQRdn8ZQy8/L8hdoKpVy4nWemCo0vJk5TO/m0kE8nDgTL0RqRWZHv/U7sluPderY5qey1Luf71379X1+GjqbDgaf3Hwgx8u7de/LhgMYJ0oGGcBEoQIsHntORHjI1QhX1anN46Z6xev9LQNK6MG7//pXHbxJcgRvDY5DlTEzJwEaMXljVF0HfrE2xzx7dba8dj5PNCJbNE57Vin8mp/7htX5qjZTmfHHtWMWl9USbDKsn666fmUD+ZhusO6cr8Lmim2Djrgd15SYz2taNb5cwu4WtbVF19ziDFDT+bUXnAqOgsKCEyWiEcRRt692jWGrSotiAa12dircpIVntl87SuhVfdQW5eS5uXLIuQmYA2ywZzMIejMopGEXOxDAyS+mkpG7E2ERrzq3NOXI6HailMM/uZQ7Wnr0rpRanj+VV+jrntPUt7NZqscK1ItAbXdt237KNh+hUQQ9i/cJxb0qtRrVs48+6SFc+//DMDzGU7oCxzcMj05ElMpfK2QvazqWyNFNDvFxvXK83a/OlcEgRnexeNg/496/vNrF13PuYjZaHFLvlqIRqili4Mpa4YT+EMUotviAv5kiIgdZdNdMv11unLV4ja55ppazURNRoWZspY/dZy0xvRk2sLsbS3MPUavMEb6NKtGb1dMLwyPoYjSmRJotmj3zBje50b3WvJvyKCWSdOkNZLPicG4n4UbspgqkpU8YQDMhuiQ93BvguIeL+ozHewu7cMaAt0KMa6PM5pLqBlft+HEvLBjzGNvEd1eKNcfuvOvabHrCPWg0RjD2wWv9sTAjZ6H7CDqbp9r0VHPL9/Pvu7te+hSHUML4p34liDMNyfL7rG7V8F6kWJQ23mUpkUats0UfR4TfuZjOL1c++LoS7ZnrdF/u/1bUp138NO0S5P8+rc2x7wTAQR86IrW/qlODxfie5vmuabWpso3e3ba0A9+1hOMDUNvpX+0itBpaIrvvXVpjdQYqvG6U0gkKpjVq7Ufprg6ikYOIzfX1GjyY5jVfXSSyrRL398/sb1vG9YemOT3eLgcKu0DZrQxh4s5YXj/x31dUQ9z90ypG9033fbt5Xo36Pbriql44WoIEuilboc6fOJmhxnQvX28LSDFQRLKotarmyg666gYUdYNiPlv0Y2/ftvzXAemscrV0ob76z//2vqHO12Vq6/vsu2rtbL+7ptPdAbHtte/rAT+O27oIsbPN0bXsVj6puGUYDXK3i0bqJXMSmlGo0UEIgl0pSRZfF9o8WiWpR9aG6C07Ri9uVJZi4icREPEyElL18ikWuYre5F5MLUJVIEyv3U0ui1Rs5R/Ihr6JxQxzqLm9tXcD72lFjNfxuvLHrT9mtFp7zORpxzSd8tY+IRTMI0Wz/kLOnyRzQfHSaoq9kYvLrutL+9O4e7iyCu3+8vd+Ot3/tbPlNgqsgVtJpSsLp4cjx6Ynp9MT0eCKmyWUqI+KFq6MEMsLkr+zNvW4CXn/CQomeS5ISOZmx9P7xQE4wl8bL5YXWC9OUOEwZS3fycH/0OgA+OIcqkgSI2QqIsm5+bF6uVtBqkacAqEQzJLvVBurNIl3x4YF0PBA8qb8jppaHcXGleZZFTPYcIVk+FYLGZJGkECBFpGWmKFCrRavmJ3rt1OtighlcaO1KQ7mVYtGfYyTl6OHfTC+VT9cbXz9940+fvvLx4zOlVNIhW1h5gEoRDjHYptdNmjQi8HCgdeV8mXl5uRCk8/nrD5SqnKbENCWjHF6fQYR3P5z48NN7vn174a9/+WhRhGQAdumF/vLsynIBkYnjIfPzDx8YRXm1N2fZWt8/PDyCKpeXZ26XmZ6Fw2Qbf3ZArTVxTJFD9Hys18feLvFFNkpAB9oWsRpfvdNQSq3MbkzHaBujVXc0jv71VunAcr7S1LxYt9bs52qSxV/PN8JfPtEa/PVvnzgejoT+A4+Ho4tqmME0pNWtMK9HsXaTSGIgoCuNduSjAcQcrX0DFDV1opiM9ldr4eXlhRACl+tM8AT1PE1mM3kEzUSKzAPYihkdy2KCGhvStdyMATpHvZ3b9eqOjLbmf13n2Y2zIU9uIiQhCCkK0yE7GFc0BI7v3/P44Qfe/fgDx8dHDl6tfXgNLU9yvzFunTm87SY+I4SuaFTjb2ORxxo6TYUWzFMtGM2xuEdTMabvsK1tztsu0dWk+k3B0tSWYkzknI1OdZioIdBLsfpwYvQO7f3NcTiceath6INzb7Zvn9zTkf61x87O3M62j1qt97YDWfsb1s1H+Poufq2NNwyd3Seb0YSts0F2htPqdNrdzb5YFkKryu06I0vlpl8Il0qXTE0nOpFbt8LQG5DanuD7/4+f3gJU233CEL/ZwLHevQ8D8P5ZV0jm0fI1f8rLdFgUY7H6cb1R6+wGd1vXiXFV2TXLGGJ3IEn2M2VTr9wfUQJTtOKlKZiDIPjfm0DObXUsDe+zhGSRIwJRInWpfLlcyDHwdMjuDYdDsrzC8HhEsqnbhgaqnVCdc+8KQhKsyO99lGMbh8NYGzkwhmz6mJDeDt4QO5vPAFYwA83XWPCIhEc7tA3a4Mh6TAQio/yDKrS50l2cqi/VnZ5umPdRwL1Tzp1SLHr3+XLleVn4x6+f+DLPfL7OtGkiIDyFDCqcz1eu19sK61f9Bd0isUOO/7Wh+zrv69/62AOqPZj6JaAVfF00kYh7M3edM6/edV2IR3+9ikz5/OmuPtuGI6KNn70+XBvO6O3eNqeC2wLDcSBbOxvcUN/yh/PEqIHJtM1YFFIXaMKlKKV34nWhAVMu1G4sl8PiVMGYqGlCuzJfz7RlgZDcIWyMKALkQ+JwOhFyZnp6JOSJlI/k6YhKQMXsypgnYs4oyk/6u81GbSbpLq2imOS/ApLS5tzQjqizYMZTu+jP673IG4dtvvl8EVA/hwYfwGHE97b1kRhNtGXYAzFCPsF0QKdHOD6BBKxosFCrgdQqVhIoMlayPcj6l4/7fy3A+k2CKxAPb4sVFZ1sMFj0Kq60g1WdT1iXuhG1uotcrZ44X3jVKQ1ON8opUptFESyPJ1KqAY7avWgfunmh/QJ3754HZWIV1h2rV9ONMUFsAIuuwSyLIvlg9Q3IPAWsi4M5bzxnZDyp+BUGd3yEXjTYoATEC71a9DrQQ0NLQGjUsKAEG+RqSf6J7dkIwfisvvBfbwu3m0VYQk4Ep2gMDvuI4EWn4UkQpiTUZs84z8VeSyXnxMGL12lv1GZUksfTA4fDkXlZjDvv9yO+SVoURb2ORyd4cnWtlVqWlWqkXSGafLgNAKN2DcUxk+Teolbj9Qa0Gj6hnSU4DHevks7AEWYE2oLdvB5LGvjLne5KbY2mytyU0u21+OZYnZK0lMb1unC9zv66UZ6GMhHb2PB++0522e95bGLBxSnWWkp+dDW6zR4oI6xUCRFbsESEmjNpWdxesiu0pvSmo8SG0YKWmVotDy5E83iZ4WebWHNwdb1cKaWsFMDaGufLlVqbR5Jtbj69e/CEW1M1GsWijaabmU4n8vFo0cwUNwVO2Dz0r1bG0X+KU2BhzXtCuoNnJSpeMLX7WLENu4lRne5c+7trjCiE7q64Rq48MTiGCMEKRXbtDtpN//EtjL+/yHis1xfegNX3W8EWJdr/zf1Z5NX33/rZnm+LWr31vTEf1sjVLjq13dovb1nff+qNOc6pevc9HQ4H9uvu60bcwQi1yBUKdS6gMz10eo5oiDQmA2mvu1d1d43x/tad70HRq9/sjNrNJtw9z+7n/RMMYMUqTtE9YuW0YFcLHQWDhxEpu/uRV6Bzi4R6f+7aafz+9TH+Zt1zRzTRLf3W2kqxtYiREmWsOfb91pVlLvQYWErbvUwMp/VOV3MMdU++1d49KBQQcS5JuB/He/C4AiWwNUEx8MPIPZP1D+77cD8nNiBvimgGrAxchZUmbsnBYet1hT4rben00umzsUXE0ju3/mzQb0ovnXptLBdjiDxfZp5nowMOBdqcrMBsvBVbpxhAYVv793vB/UO9dlD8Wx3bHN+A0+63Dqx+Mfq97mFvn/0eYN1/bv2gr2bkFpUyDPaK9fFG9Gp7kv1/brQrLpbDasCrP+SIHCoDMgjNx6NFrqygcHWAttROLsbQWEr13F9FuylhRqcrWr1Hi4OpGIti7PsShJitJEnKgeDqtDELiAljIIF4SMQ8GdZxdpG6yJq2SptntHdKN/VcDRtLZTTKKAo8csze6JltJq0RK9tLbV0Inu8Y7DnG93b7w5rHrhGJJlZGTGhIFuhIkz0XVotQe0OlWWvr1kdbbcVhvcFbg+rtyPf2LL+4Lf/C8ZsEVzEnHt6/590PP3J4es90fCIeXBYyJs+nYvVI0CtRK0krU1COORG006t57mpr3OaZ6y1ZLaEpcjwkcormPXs4kJJQa2WeQXvjerlSS+HxmOx8KHWyqE7sBi6AVTHQEnXNOCOYh0zUIhqEaAonq6dsdDA2EcXoBi/PF27fzkjKcDohMZIPRweWJkcfJBCSIiFa3ozUzXrHIl20ZtTAskDrhNaQqvQu1J5pPfL5pfD88Rs5B949REumj5mQD3QRShduS+evn7/xT3/6K5++Plvejnbw+lkCJuoRbAkBIQXlkAK1G0UEUXIUEwjp8PzlSl0ah/SOh+O0quCpNsoyQ4cUAn/4+Wdaa1yvL9SyrAIiQYTr7cqyzOSUOeSJhIWyY4tuWJjnrnpujCLWXgjzUmixcczZivZNiXbIXJslYN8fstJRpVerP+ZxfqMbuUHSh1KVeORKV1W3AcaNUgYp2CabZMuTatrdS9zpauNvWRau1xufPn/leDjweDzyux8/mKABzbxjayJ7u0/QxY2zEDxSaovnEFRAhJCCgT2dOJRsG4EYcJ3nwu1qhZpv14XeTKY/p0TOkYfHoyl3en2rIJGYMxAgTcRu4g05m8f6djMghUbQPXBrXC83arlgwup2T6fpwOlksuOn08EScLO9UKB1JCbe//QTf/wf/0d++v3vyZ7DBmwb5Vis5e2FcXwW/AujRo8qRFvtSR5Jy7G7913pLaz8+VGvfb9xD/htRRZNCCeFSA/RpGNV0eTvDLUyCzz3YbB+dwzzQDYDcgeWNk/1KwD1CxhmGCZ2rvsN586r/Krl/rm8xN0XubNOVtAgWzvdWy+8JvHv6TkGys3wrk7bi772phiZcnL73t0dIXqNNNYcrRwDUzSaCXkCidR0osYDTRIlRLa6VpthZLc34FTf/Wu9cXjd7mtfbPOx6wCbrIbXGq1yR9ovgTXL29HN+96dTtut3k1xKm6py6oWOHhwwzDQsOWNWm1AVm+8ddluX/qFo5bKcr0aWB9FPrtacfK9Eb86MnUtJq6tuRFqtXoqjcttNjEilGMOlJw4ThkQDgniFNbzD0MWtci17T+bEa7jGURWL+uqoKg4PU/vkeuKwLZe195ArF2bq/q14lHCuVHnZmueHBEMWEm3+9SilgM9V7Q0tHYrbKQQnP47jMvWleu1sdTGy1z4cp35utz4+OWZT/OFWzeZe21Kud28HZZN/dLB5+VyJsbA9Xql1brmFQFGHfzvhKz+P+beZleWLMvz+q29t5m5+7n3RkRGVmZVQ3fzBkwQIwYgJKbMesoAqV+BHjPqV6BmTJBg0oIRAiEx5wWQEHSjqsrMysqIuPeec9ztY++9GKy1t5mfc25kRmYXKgudcL/+YW62P9Za//XxXy+JMr7woQ48dn/UDprectC8jFw1I/stOfaHHPfAyf7dx8jXwxFg9UhXc0oEIY0DogVxB55Fa0p3TrR93TZ3SzOtNF+7Utw7v6lFVVRhKZYeOGclbJWi2Vhloxh4KYEaKjLYqWuxQSheVymlUJ6fCEsiLTPp+mRtVD5+Z/X0ISFhAG9vggSG09n15cDp4UyI3sMyes6XiLFLJ6vxNXY5l6fJWg1oOKTn3uHbY6y/zaUDq4ClzqqgYgEFelo8Zru2ee5Kzh0q3peQNEAcLFNLgrEwa2TVQFbf4uIlRQenXmMk5PDw9338gwRXKSUePnzFu2++IZ3eE8cLYZyIwwQhUrYmQAxYUTKhZmItDALnMSIaWWumFMi5MC8r85KsjmWIDPFEPCXGFHl3nhhT4HqdjT6zZK63K2kNzA8T62kkiJK3AVQZhmFH8F7DJTEZslYFLUZs0TytwVPmGrDyxWnaDTPOq/L582d+eLzaJpguSIic371jmE5M48DlciaEQBogxErRjVybcvGIVzVwRVVC2eyRajm7Gig1kbXyw1Pmt7975N1lYJjecUoB0kAYJ2pRo4TdKn/3/Wf++jd/x/OnRyugRtFGLiqtSz20/NsUgCTEAlkAUcYgjIMV437+9Mwyr3z94QKSQHYhti0rZa2M44lf/PznlJL5279dedoWIy9xY/12u6JVeffwwOk0EUNg1NFqfjZjMlR17zQcwBXM60YKga8eYEgJqQN6GjgXr685HgIhDsRhQIpakXi3o1oqDV3oqSg5KKtUlMioqae3Racajp5HlqoxVmlQTx87eMNLZVmt7ur7Hz4ypMjPvvrAsmWGIBDMX2QNOHdg1R/VQFvwtJmWImOECtEjvqawimZO22gNuDcDa/M88/mzMRh+/7tPLPNqaYGD9Zr7+c+/ZhpHpsvEdJosgjRMxoinQsWY/abTaCbmY4VZ98LSqsQwUHKlFuX6NCNe2ZhQTuPEV+/fW03dKZmSTRj6UFtrMgx8+PZb/vwf/2Pef/0Nw+lEGAYQ6ZEg0eb54k6gHrjvzJMoBrCiBCrauhEgQImRUC3CZODKXivshmnDOXcOYwdWgWDpfu45rDFaBDolB1cWFZcG3FDiG8K/GQX32Eb3N9mNgxff7FGr++jVfoaXdSv3UYy3AdWXQJbcfwhRS6lsTs97EPrCXnqBU9o9q7a1boyhy2o9AJMXZuswmNzB5t7iCkaEErA+iSEEztPIeRotpWY8oSEyM7CQyGpKujWbVDleyv0zuzZ9cdH7u4bpPdLB4d61gcv7e2vn6wDqiDnl+B534Krk4qmAW08L3PLWI1tenOOkDNAaVu9z7Kv30Ddqn0CvY7s7rOZjud0IIViz8lop1ZoDI2L9FA9gvVS1hvPFaouDr/WqFQrc5tWjx8ppiGxj5XKaTK86wKpi4Fo71br2Wgs9NmTnaJy7QdfGTrXn0DUML33K7l+wKCCUvLAui/UMnBdqrszXjfW6IQwk2RAiugp1A7YKV08B3BTJ5kgL2QRQFG8TESIxDWStzEthKZnHbePjuvBxufG7j5/5frkSTyPjaSRrZpktql9q8+619Dbh+XrtKda5HBxtamtlr3v7Cc6RlzPf7Z2X43z//sujyZHGkOjL4hWwenne/a85ef5IbKWHHXzYc29FrdA9GlgPsjR4loRo7dkRNgUeCT38Vs8u8XYhFXfAifW4qljJRFCTA0s1cDVkNXbaan0TUxRCrZADNZpzXMTRmpozvpQNgFt2oNKICvaGU4BgBE5iGU0iTA8PjOcz4/nMV99+QxpHzpevmE4X6z05XMymbSUYcQdVRxu2jes+OfcztOuQ5lBw+8Y9vhJcRh6Up2iHqt2mFYwFVKKzJsZkDrJgPSO3EllrsHpZv4RYa9/Wd46wg3z7+z7+QYIrkUAaJ9JwIkRH3WLGKWo1F6U0WsydDak39BRP8+pjqT3HOZfMlnNPnQD1fhyVcUiMDpwsIma/k7eNEoOnNsmeNnVnjN+HMQ1YeU64k1/QCAV600tfOBIICuNaOBGpBLLYfecMlWIe2bARYmKK5q2tEqjRG9cGLz6s1ai4VAneRyuoEYJKgbpWtGYker+iNJCS09uHCARyyVyvC9fnmefrzPV5YV03kLZMLQ3Fmmz65nHOesEBl1pDVcHYaZILyLxlggjZqbYu9mMCAAAgAElEQVRVtaeWaDX2uiKZHG2OhpQ4O3Njs1TELeZaK+uydKtAjp4u2n5XWuNQqtGpVqpTk5vAb4Qmb9WSxGS9mOJmqX5a9Si3mnXaDSILHKqnv3jYvEUIXHgc/0JVpwhXon261zDgXt95XliW1aI/MZhcEXpK0JFEo9IKwff7ONoPigsx3x8hWK0V1X45ROV8Bq2BacyUFdZp6wpuSANosGW2VdaQLR0zzEgIFAcLaciec24poeua3ZnsrGLrRtmqA2FLhz1PJxjhcj5bnVkUQrJ5qNLSjQLjyVhDT5cz58uF8TQd5tzGstmS6P7Y9im7a6ztXBoI8ZVk1yn3j0Y9fW8YvAE7aMokHP6iOIugr1VTuLIX5Iql/d7Zt3fH0eI+/lNfv6/aL4MX6+AtlfICe75+X1/XWb083iS0uLtM7Q/9nTt8cjz/i/V7BCAHZVwceJQQyNkYL9VlbgzBnCdyYBc8GHAxJtSb1tral35Jd0Dw1Uj1W/Hv3I+qtEbjfiZ98fndwHvb0ONgXIDLGV58vh698I0zQXsj31p3cNWGVtXvvzbiFAcewdLs1PtQybGj5xtHcEr11i+wqkIuFiMTuRsvkd2obmQuKZrOSp4l0ABzLgYU+j1VV2VFrWRRdnIn09vh7nn7vbvlVu/TvTq5RHNwyr5XTXc7jbu65OqZGrWzgaYQMeLfSNBgsrAomhWyGjtohajWasJ0phvp7rUPISBEAsbIWyWy1cptWZnzZvWZyTMF0kCoys0HxUiebD7VlUqpxniZD1kMR+D+1vFWqu+X3nv5mS85W+7PAXS52p6/kJ1vguL79y1T/cdkT3vv9xvLX5at7QxfOodT/DcytRitz2gzPdud3m12F74HA98ILRT1GqxGbCFYuw8DVvbcXqtWMYIRH5nDKLjTTojJ1qwMw8G+jH6jZoseyZeaI2I4nRmmE+M4kdJEjEPnJJAQIZrzX1rN+JFgrT1yYAt0uXw3tnKcl10ftFkQPwfHOXf7qn1HPPvAQl7mlLDUQMsEqxgv96bKqmo94UT2WreDc2sHVr4mD0DrjvjkR9bGT4Vj/yDBVUgj07tvOX31C/fqCyqJQkBVWLeNbVsJVUmlukesECkMASNXiJFNPJ/TmebWdeV6u3GKwmkKvDsbtfP5NDDVyLxmigrbunF9vlp61m3mGaAUHqYRqpJTdgM4wNCTgIDodRVemK5QazHUn2wDyDiB+CLxiFc6TUQJ/OxnP+fdBvOc+fhxJufC821lfV4IKZOuhTgMfD18YJouhDgShokYItN0YYiDpbS6QjbBZN5xpZLnlfLdJzIL6fINDx9mHi6Jh/cXxjGS0glIXG8zv/r193z69MivfvUdv/71dyQpjLH6OZ1Gu2TY3KMhBsxiGhiT9RkQIqUq21rJi9ECX59uLHHl+enG9flCSpVpiAjKshTKmimhUG7G0PbufOHDuwu328zT8xWqkpL91rIt3OYbKQ28f//BGOMO7EnG+qUM48gwDGzrwnWdLb2oZIo3Tz5NI6esr9ICQ4hMl3c8fHigEliWFSmVUIvVYGovr+seqw2LxpSqpLgSgwHQVjPXskbtPJVYlcFTEKoXprbMJq2Fz58eCcDHn3/L4+MT45DglKwZbclGE+t1XlWPPTxcsDRUB+7FzCbIogm4NCTOl5NHF+yHv/k6QbXI0tPjSl4L1+crt+erg5dC3ZRbyXDL3u/sCcVZkUQtynU5gcA6z+Qte3sFM0ZuTzfykr3bvDKkxDc/+5ppnDhdRs7nCaWy1pWqhXkrbNtKOl/45s/+jNPDA7/4i7/gF//ozy1/PIbORLinQ0nDvn4cxH9TQP2fTZFj+9JfT9FSUWtLr1Er6qelWLHX8aB0I82aqCZElTEkQrSO8RCMNMOBmoorPRSpgSKV+EUgc1RQh3+3dKmeLvTjx+/7xA6m9jTEHwNYx1qrY9TCrkVo87HXBR4v88vmzp7SdTAUD6+VYkmZtRS0ZEKMjNOFGKwW83J55++3lM6AVmPLmqYzxMS8mNPN2LuMiKQaBjko5gaU9H7w7sbantfjdb54TdXSPlVNPhgQegEAjuCzm5Xu7DsCq6rk7AX42RxVtRaLZukOChzS+XR4f8YqoDtdt6oQgo+PsDt3Xq0UYRpHPrx/RwzBnJSqzOvKvG5UVVYnU+jGcQwkAloFPQ2kaA22tW6eaWCMoKdxoGqgqtU/5xJZN2HwvnaW2SSWmk71yJmBRPNXWli73VN3YR/XUC4H483uR3q9qaf2oVS16F/JGc0bojDFiITEdBZKEGoJlDlRizBvG+W2kSpMavJiGgYSEc2uj+ru9AoyENOJzR1BNWw8PhZ+/ekjNzLDNPHhPDBNI6dp5Hq98awfyduKjImYks37Zve1bZuzyLVekNoZL6GlTv64aLh3juyvGWj6ccPz9bmO59sBVn9FpNf+HgFVcGd1fxRzAJbyU83aL10YDUvfA/GD6Xzc7+0I0Zz9IkKaJuI0otuGFmd5blEXp8k3les/FDCw4o5PRNhUkSLUAKlACTAUJWZzMKSg5CAkwRwEyV6LEYZptBS+YbSSkZgYHx6Iw0gYRuJo6c4SPE2/zd3BWRQGZ94eEtP5hKRo9zUOFh3yDBCN0UpapIEsEHdedcDi9uVxvJTj+AaXQ7seuJ+IiHkjnOlXbK+ICHE08jrL+LB2QTLYNeYY2EJmroGnKjyXwDOwBKiilNB4EuJ+rbrXzPESDP7IcQ+r/vC1+A8SXCFCSEa5aAXztU+oOaTMiGzNeM1Dp904siaee365KafGpnNMpTJzMsVg1OHJGAJR7d21azF69pKNUaaGagx+cadjbd5Ypf1m8JxvM5o68nfvgiWEOsBKiTCNaIiMKRJLQMPKcFWMc2Yz4gCxwtdIZatiglsiBPc6pImQRsvO81qg0Ix0LVRsF6s8o2RiGBjSyJASMVlNF2Kxk5wr1+tszETXhXlemQZlHNv5PHVC6RGso6Haakaip+o0wohSPHe+Knkzuu0giox7pKaWimglq9Gun85W57OtmT1f3ce7Kuu2mVdIW1Gkb+xm16kLawHJwQ0cbxqo3kQ5hF6/8XIdpjRYFDUlq5uqYLQDbcu2glI7alWQSqziKRzSc4oPjiz7vqertJUdbf/vol0h541lWVlXi1wFsR4oQoukupH20gv+hq/FjNrd6GgepBCD8/l4wWuYSOFEyRAlk7dKlAQq1FKMRt3ZCRvZy5ozqlAalK9Kb9K8ZDNUQkAi3TAo2fZQEEvdOk0nTqcT0zQwjgNVrcGrUfWZl1xCYDqfOV0uTOezNw5OB4Hve1L2iOErE7HNcx+D+8805dvrU7oXdX+sDVi96cXdv6/SiE8sz77B9/ao7QuKRT3kx/20bWG8EvHHG33rBB3svPXW4QtqY61tbPy3jqmFd+d8+RsvLlX7UOuLtQc7eHhxez/y77v3tAEU32uyU9obWZGpt9L60jVDETybICI9BL2/d3eJfVXp8YffuMCjcaGHj+3PLfLC/T49pG01z/fxTB1GN7IeVcNNDWhV9VKie+CFn9uctbrPXa0QDEQG1EBPoMsMK9JvS+j16FvkynrqKAYSrf6yNIV59zXx76i480oTMRdvm2AF+tb2odLIDffIlZphrVCTObPux9GKr1VCX693l92cDYe/DmRdQYTmZOn7x+yNqqWx9PQ1FbDMkzBEp0iPpl+EnokVxHp/xRBIEtFqEet2LRXFUgOtHYe6LNlq5batrKESTsaaOA6JMUa2EHp2g/igitunqNee06KXtc+ljcHuHPnS8TpjY3+9pebVjtW+HFXevyt35zkKJ+nv3gOrN9MC2+fl/hzHs/7YIXJvl7z+wFvPX2kLwMG322wSE+IMz/0rbX50f+0oS7rN4v+uaGeUFaU3q7fIlX3P6qp8XtX5WyQYTfqQGKfJ+lFdLkQvm0nTycGVOfGbQ8auw9aJeL+ckCJpHHuaaojRjLYgZrOG9lz6ROyy4SVEaUDr9bx0hweHR2EXNA56ui50B6UEq+nWYPTyzW4mmBOosEeuNq0U3DHWxllcVrQrOij6t+yCt3fIj2mgHz/+QYKrUgvX+Znn25Mt5ubxrUbeEIMYws7FPTZKEGMUSzGRJJJCtPoUsQB8S8UzvnyvzagVSWLRAIGHhwkVYRkjUi2ykSQYdfmycXteyEMhhIRqQNkIyQr74yCIFIIkJNk2sobCgDS6B4FWeSLRi/QSLWIQkjVNjjIQ5YGSK+8fRpYloyrU6sxBWyE+3pCUYaxojOQMmla82qCZyibQ15WyrdR5IfzuM2ldeJ8rl3FkiIGQKyqwbZVNIt//cOX//te/4tPHz3z/wyO324pUYXKQBOoFgxXxjWGNgxXdMsUT3HBQYYaOGcvZ68Gebysfn648nCPTaehU20MUalZrIlszPBfiYpvj/fsHai3c5plSsnmohwkQPn98QiQwDYlpME0cwiGVBCUMgeE0gFbWsvF4vTLFSBwHn4P7I4TI6f3XvPvmW5RA8b44qz6j294nTLvwMGOlVNhQ1rV4WpgBiFK058LXDoDqDgxfgFSthWWeGaLw/PzE4+fPbNPIIA+MQ6vv2xtuvjTc9sPVlIIWjNyqNGUdGMJonwoJQYi+jzQJY5zQKrx/uPDzb79lLwaGql7kXTLzcqOUwrIsrNtmY+Ge9bQKORut+hStifI3X71HNPTzxRg4P5yN7WgIaDIK3lyELEKNCRlPnD98xT/6p/+Ud199xYeffUNMaXdidA9ZE9Y2lu3VhnBNAb4A07J/0/6tLmuCj4k2LExyL1uKRtldi3sZBaJY1COJMoRKCMrmmfe1ZmLJSMkkb6B8XAeFStbSSRReHs1Y3yHJXotg9+dG3MEAEjkAA/0RVfEG+FIOvkY3zhvQ6gbrIWrVPt+MubYG6+F379flPl99El6ovTZH0VtftF4utv7sGqKzYKaYeHj3nmEcOZ8fOJ8vdpKTXeoyz8zLQmIjLgshVSqRmBKlmny16JXdvfqaOoJE9P5q25gdbKr+2FJyah+Htt8bcynuIGmgoY3RPXlwQxvSaKS9l1VxZsBSG7GNNzxVy+bYGwgbyLJU9r11hAikaFEgS+U2wBPVHQ719WpRgRogS2XZjD12a43KO4uhN9qmEFPifH5ARMjjibIVtuFG1Gp97pYbWjJJN+bnz9Rt5DoOqAp5C6xDJQUhVyElOI3ClCydzurfmwexAeVie9lTxI300WVfj+Bor8e1RuImLWKfc3V269jPk8KA4OM0+p6fhFogjZHpUggZ4q0iFTRn1qqoVCrGAte6GNegFFEWKh955hMr3+kz35UrEgLffPiG6Tz2NMYcrVY2pkhG0OLOwbJHgtv8NgM+SOi/p0p3Nt0vLB8b2eVHA8MiwjAMpGGg5Mxtnrvcbydpz/fXDpvkYGK3PezcI3fOrSZLxD/XAdUbf8ejy/M7cWH/OMYnmgPszlHW847C7izrCkDoDMsh2hyEAUkjgcB4fkBVWa6RdV1MPjrjMsK9HFDby3IYElWrF2y1WNmF5logYo6SiBFfRTGZUQjEklGBc1BCFIYxcXo4kYaR04d3xOlEnM6k0wWRiEQDWSafrQSl53PEvUdrTKbLLAXQxqBlzuypc/sMtPrc+9hVX0l9HqRrjv2ze9NlF3iWHIlI7al8lm7YWh6NSBrRGJ3AwqJpGoQNYa7CrcJNCzcVFglk2Vk77yNVfVaOC6Yvmx/xPfzRx58ErkTk3wCPtHWi+h+IyM+A/x7494B/A/wzVf3hp5y31sJtvXFdnhmnEymMNkhq7CxBLFRbS2UrHu2QaEZhSO41sj9C6Ok7iDPO+URZ5MIon0MULnWCIAyDUMtmdUFLtv5Qa2a+LZStMowTIRhbSUyZmipDEYIzit0ZaGFXzH0RtvzRkAxktf+iIB5BO50GtML784ltLZRN2WbbfFuulG22mPJa0ZjYaqAOAyLRGPyarVmVcr1Rrjd0WQgfHwnbxqTV06nUQs+5kjfrbfDx88xf/dVv+fjxE58+PbEsG0kiZUy7pyqAaPWgQiBE35hSKGRatM68fubtzMW8MpXKdVl5fJ6RMPA1AypibIhDYJk35ttqSrBuSIDz5cz7dxfrM7StFlVx9kDrVn+l5MrXX73j7M2TcSCY1aJlkoQ0JUv3rAW93dBx5DKOvFXtIiFweveBh6+/tcLx5UaaFx7nleyKpv2ZCDF6AvPyKevqzWfFHELFU8taLdKesNl2dkvIEfc4VbZ1YY5wuz7z9PRELRMPpwFhMD3g3vhmwPZzvwWy/HOi2tMZzXAwARu8SDTFRGr1KqfJ1JAMiJH1I2Jio5aMVmN5fH56JG8bz4+PzNcb27Zye76aN24TYhHGEDnpSEqJ9+cPTMPk92/gXpMxKNZQqcE72oux8mlMBJ+PX/w7/y5f/ewbHr76YOxNZlqwK4FwABLdiqAV+O/et3D4hOweW6X3+GlGSgzRPPwRYjRjKcVIdpAfHFgZuDIDKgVFpJLEGCyjlg6uYvGiEiwqbVGA2mvWXh59LqUVUR/XqoFyaQp+xzwHj/4BFXQD6+Axtg/vIMsffwyMHa/g8Cv9e9quu/93/PRbz1+YULI/Cd4qIcaEDs1ItvMHd5ylYeB8ecc0TUzTiWk67esajAxje6ZIYFhX721mzJdCY23tpiNHUohWk9SGsUWbj7Zdj0HvWNacYn6dzYRovXesKH3fu1aTtWdo9ClTRaqZR3vPnmJ1Sof2Bvtfq7spHCGyaDXCGRGLarnBHb3thk2rHETnbiD12RLQYHJszauloXn9cm/6i4NGhBgSp8uZGBN5yJS1ssWI5IWaVwobdS1EzSzXJ+o2Ml8ekGDsjctmxf0IpmOTMIZAxWqiDVwlGz0B9dYs0dM2pBnM9Jsysoo2Jg6uAgcCj2bsI0Z+IqE3VBWPjqLSS76HMZDPERYj3dAMecnUVamhGLgSiOKEOB1cFT5z4wdd+KFe+VivTDLxTx7OfHj/wDLPrPPMEo0QKUQz+rXsUUvVRi+1A3TFwGVoeknbPjSXwTEy1aWfR6hayl4IgdPJ9tG6rt5HcpdMb9ep6OG82se/nbfb6W3zNmD1AmyFF7Lly8frT7VY+1GMHTMN6GDLoqnd/N4vFGl9LGXvIUUczbF9ModNqRUeW2SouBzYZaw2R2mfkP3RXQCIGrhSYCvWCkdVSWK1QyF43ycpTKUYw6eARCGNkdNlIo4T0/sH0nQmni6kk+2dMDi4CsnAiog12HV7TBrbpjRp5+mrpom6k+Guju5O0t3PwlHX7rDWv3NwPvc/Mbkkd7/radMSEYkQB0ijZcB4H9UaA1Vgq8KiwlxhrsqsyiZC6XPwcg211f/60Pub+D3HH7Yy4d9O5Oo/UdXfHf79L4D/TVX/pYj8C//3f/VTTihiaR0xJnt0fv4mPMQ/U7GFbUrEi41EXVD2GNFeVB6MHjtG80BZL6LQN1tKiUlBVNimjRwLmY0ixTz5RSliBBdbCIgoebNaq7wlj1xFaotc+RoyY7d2Ag7VgmhLLduN4Jbm2JRbFYuCahI7T1RX8Erw9DPzuRSSFiumFTuPVCWUasojr4SSzZvpRT9SC0Lex1JgXhbmZePz0xOfn555er6y5nK3LRDpZAjQDIn7VemmT1/KlrJpIe/oTDvbVrhdF6ZByNleVznk6XuT21wyWiphXjwX21aAMQfuwnIcItmNhnmZiSkwTlbnFtSMglBNqChWr6G1WoO+Wo257aVDIwSG6cJ0ec+2LmzzjTDcOF0XFGHZjJ5997rs2ceq3uy2YlT1Wjt/mKJupLj9dvjNbvf6884C6DVuJUdyzsRgBmfr4fLK8yLHs+yi5s7YwIFxA1fR9pkcGLg6GaS02o1dSwQ1s80K1SOixvQnFcZoNQe1VrbJaN2HYWA8eY3geDJwUnP3IosvfHFGxD1vPTCNlhP+7sMHTuezpUT0nl1NazXjqHp6XehrsMmNeyF6X2zdLqKRErTn5tDxdDNt0VvrkWYF+kLyNJ8WuWpl9hXx6C5ur7eU1GYcVU+vdHB1oFH+gw5hT0U5RuLaPXds6ZF6/9zL32hpY3owevafkP18h9F6WQR/TMN8O4J6/PfLlX583O/rpaHm0qSfwt8xUiCx+qtt29wItrWc0tCNxsvlTBxGpmmy1PPhzJAmdK2EbH2WGhGC+kbe97Z0Ga1+JcIu5fDP2NjscqC276h28plOQKMWPdlpD9Qp26Ub+aZLqhfDH79bd6B2rLV0kFNrl0Z2jgbeOoASymHflFK6IWrOR31lcOScuc1L96rjj6Ucf1uRFD3dOnZd2yFpj9yptxaJDMPA6TSRYqKWzLrMRuYgIwXlNhfWoFZjMgwECQwhGvtob++A9e7Brin0SLYb957ad0xvlcN62x0GHX3sK74vfJ95aZY7SBKjjEepl2AWs2ClA7E6MYaBUhUoUVmjstTCTWeuZWap5rBL1SKBW/beWG4LTdNIVsvo0K3c76s27m3hHfZkX5k9cqX7/mLvgXgEQO17VsNl9Vz3+3bf50dR0c5xGEGaft51SANy+x/s0bK9ZnM/x4+asy/Fx/GNpuvaPL743bYmREOPUHbgodrBNEGtjygRGQZCHa3GaRysK021Orfm3+v2j6d5qwM77fLLdbtPVyO3yE5ksVVTfblYvWGO4U437EB5n8c2bupOQb0bh0ZE4dkarTSlf8T2uZ3DrBnRllDXdOpbVkr7l9yNf5PJ7X6lO/j2D2kXSy1s72U2Evv1tSCEMZyGw0KwdMqt2lYrPn61K7yX4E+Od9Jmh1fHmwvtDwdTL4+/j7TA/xz4j/35fwv87/xEcBUkMo4nTuOFNAzENFARb7K6s6aAUspKyQuqG8hGkEIU9T9bbEMQxhQYh8A4Wl3VMCSS9+qJHu26TAOnCbYpM8aRkgvLdWGbN68TMQKB25OQ1428jQhKTskLbAekBpI3j8Vs3975W0JFU0JIVnOl0deVe0AEWg2AiBXqMkKKQglK0ooWGMRSAsRzY60YfkFyNoNCxUDVuiGl2uO2oXWDtKFhI28LOd8sr3WYUJTvP37kd08zf/WrX/NXv/4Nz0/PsCwA5u30aJSNmViaSi2mYPQgnJu5oVZwHkNmiIWSqoGgqtycgVCq8otvvyYQGaZASIFBE5eLUeh//Dhzm1eu15lPnx9JKfLhwzvO5zMAqmKF7areAHrlh0/PnE4nvr18yzBaj6pQTXBIikhW5mWhriuIcMlnlmIG7t06jAOXb/6MD7/8J4yX95wv77ldn1grPD898vz0mafHz2ZcuJAsAkqgAEsxb+gIJMyDbYFw737urE9VpAtKGzcTDr1YPWe2dWNdzKiZ5xmtxZvrxh0wtZMEQWqT8k25HBSfe+dELJ1qGAb7d4wdbO3925p+8sQC2RMoq1QoSkrCaRypMTGFAT17LVhuysDuL8RISKnv26qF2/zMvK0QIMaBmEJnJAJBPQf865//Gd/8/Od8/fOf87Nvv+X87h0xDQeZ34S29nFonuhjDd5uUu3e6eBGk7Q7cwUleC8l1NM7LKFEh2jF9GPyNgeVMkTzSG+CFJM7UXZDFgUttfcmy04tXjy9q6iyOpNpORSj/9jR7+WF/O+K9m5k7L6agf4a+LwAWEczs62vw3lefu+lJ/v4eP/aS6V2tIx2w49mu7YGsAcDqad0HrzRzYhblpl1XVjmmWu6Wi3f6UyMkWma+PDhHSENDKcLISXq6QN1ujA8zfywfiKvBbTsURgvNilixEriZpEA0tPu9iQZbXv5CK6qR6kPrRKyp3SVXjN1+GMHV35Wk6XumNNqfzlnI7VpaXmeHqhanOjGIldt3JvxG0TQ0nqEVUoQYinUaGlwWiMhiK/De5PkNs98/8MPDCl6xNv0m9W+euqjCEMYSePIOA4MyRrGb2T2XmUFLZUpRYZh4t3lzDcf3gPYHN6eOZ0vBHlg08rj52dUMzlfCHJhiIl3p4TE4CmRqztlzFB29gCOkctIREMDhDvJii3pAwhoTSwP4F0Pe6qvfm9iHE+BOCYjuTg7gcpzpS4FXQvlvJpMjwbGVlWeauVp3fjdp+/47XLj0/qZdbN7uN5mA6Zi6bDjOPDhwwfG08r28TNP82rA2xfMsa8V2vas79+w981rPRD75YtY8/UQ+trQqubQrMq2LCzeUFZ9LXXzWOhOnS5ej4CogSa3gcABVHs8Pu9AZycSemkgv7RxG0lxf++lf6bp0sO5G1GGxmqORCAmc4rXkqzPEqanBNBkN1iL13RrIFwupDGRqAzLE7KurHUja+5M6G3PCfQ2PHsDbNlzLFTJKEFhdadOMRJPa8ch7pxFWEcjoupU+16HDMbshzunm+ZoIlzaXIhFfxrzNsGIHrqZ4JaJOXTcKemM2bao6n5ibY7zJvtk/zG1666EnkJ4n4lxBDlq/VgPTiKJVlMmMTnvQur2QIXuBN8KPGdlrrBWYWNPYb9fLrseO/7u/x/HnwquFPhfxKyY/0ZV/xL4par+2t//DfDLt74oIv8c+OdvnlXwyFX0xrHGEvjKoasWubKaFVcEsket2h5r1OyNuCB4f5T21zZg9EgWKoxDpYRiTQEL1pxvs+a5rXFjzZGyGYAouRBioCQrzpUg3YvWtaa0XHePtLELyOYCMgPHh9YF056OZAs1Bo9OieWrAog39kVLB1chr7Z4S0bqBpohWApH8e9K6/YOLMvK0/OV5+uNeV6Yl5Wh1i4cd/PHhNUhn+WwHI5zbJuvCdjYaiRVjBxEK9tW2DZlSIqOdG9SjNE9vs6uVTxPvo2RG1rBUz1SMs/Stpl3tdUA7F61FpEx4aLs9Ke5VE/ze3n94kWiZ8ZtpV5mKjCdL+ScWZcbKZgXpVbtoAjxFEFXdFVbr59Dyo/4v0Xvh3DfAr50Dh7vQ9pPqcb6pY2N8JUBDM0Te+8NfMN718ameYsO1NUN54gc0qgzGNAAACAASURBVGa6enCBLJ7OEQTxfl6hmhvE7sFTjrwo2FLgti6kLYHocA/tr5EOAMM0cXp4YDqfral2TAcgcDi6QcTr+WQ3AkwB2n29Imq4G0P2tiH+3UbLHLrMMPmi9Ui/7mPdJvdgbJsBrYe5hVan0lge/9jjCKyOtobdzsF0OQCp4/23vWWpNa/H5AjQX57ncPL+3vH3vnwod0VNNHFod9DTl2QHUXRjeAdX9jv7nlc1Q2rbEqqVaRq98XUgJStOD0NCh4GYsp/3MDd+3TZ9h7Qqf277/X6+unHTbusw17X/7fta+/P22MCZ9jNpP9E9MN7Xz846eH/t+9g3vSKimAfb+6o5CGlzGhCqhL5/Xs5aKVZ3ilpj0yChyyWgg5Aud3SPmJbSKMPNqUCtXhYivek4qqzLaiBSSwe4OWdqzWxbIedq5t9hfEULgWBEHYcxvbPKfUPcRUjaW11Gyr2deFylcv/vfvbg+jC4UVmwvkR+otBMk6iWsVwqORe2kFl1Yykrm0c/jHTLQLLEQHRdOwzWFy+G2KMKr47DS8c0vw4qOtD2+Ql7Bk+7fQ0gpekv9fo+/94BpB8H507GyP166v866CLBE7Jf6KHgNtBxsrqf7Y3jTm++BFj+W9ouqkUafU52B+MbulD2LJpmj1hY3EkWkrPtpcF6UcU9qiK+UKQxuN5d416f3a69ug6ycgEntnDhUaqljxYHU7bHd1mq+0/sj7pHndp8NctDDtexH8fqqbbwd41xSIvY5+Ywx22P3cOn/R7x8XhpvNt1QpNvTY41GypgOVkeOjjcn1OwK+S69w67u0N9C1DdvbXfRhu8N9fYF9/4g44/FVz9R6r6NyLyC+B/FZH/8+7SVFVedyJs7/0l8JcALz8TJDKmiWk4OaNTMOOyFDeIzItS8sq2zeRtQeuGkAlSLdITxXK1K0xD5HIe7e8y8XCZOJ0Sw5ic6WggxNDBXA2VIQzUUlnSiXzObNvGfJsdYWevh1l5fqrEaBGoNI3UrRjddvQaIu8I2o2ssKLlwBaIEryWxcBi9QXgaloEiUJUJUy2uDRVy7tWi6QZaFvMGPEdqrWi22beh2ydvNGCymqem5CtIDdApjDnwt/85m/5v/76N/zNr37L0/XGuq5IgCSQa7VUBQ1MY6u9cQPYwQSuCFWK11kZfSbVG8gKLGNly5UlK9uqPD0t/OY3HzmfR4Z/9A2X89k7fRVCCjy8e/Ci2o0tb4jA89Mz1+uNy+XMw8MFkcDpPFJLoejGViKVysePH4kxMJ1PliKIpVhIBB0mAoGC8MPjE5/mzLLluzUqITCc3zG++4Y4TIynC6fbM7UU5udHvvvbydgbt43H52e2UjqQVMWFBQaA2JWBvtyvL6RAU4pNQdqG4WBIGYDPas05u7Eg4uNsJqA1LoagoYsJCWaQNoKAFJP1OBNrC9D7AjmRwzEF1ApRncgCpeheUJ91tRTAdTU6/Vw94tvqSuyaLBVCqWzGYGnNvsy7HIWQGrgz4XQ5XdAQefezX/D+219yevdA1cCWi/X70h0A7sKlDadVI6gDt5Zhr+qvSkvZasQs6ntpV2J7zxjvi6e7GE/BwW0M5BiJqmwe3S0EolN7U0GL9fbODdDXXZHmqhRVeyzaCRB+3/EWgDouqeOL9pn9hZeA6B5gfvnMb4KpF+/7k4MR8BpsvX03TT0240y7Y+cIrtyCOULFVzdbi5o8yELeVoIE1mXm9vzMeDrzIUTSeEJLhuJruFQHAEa8o40YAqwNSB8Tu49WOr0bOLuC73tdj5GrQ0rfYY118NbH7Hgv/q6n+GndCS3umoc7uUUtOyBpEatuF/vpVLzWD6EGl80hUKPViJIsYvsqgqqwLAsfP39iSJExWdTDRb8Z614gX4uyLRvrknl8ulFVeX6aWeYVyobkG0ErcRADHFWJ0Rp5jx/OUCeTR8nbWgyJUox05HZT6qCcLYcfrVafayng9vvjkEgxeeTTzccDqOqA4+Bc2FOh5eB4OKw/7B6D7N9t74lAUBsTVSUNULJCzui8olrJZbXUrnVjmQu3TXlcFz7PV67rylYKMRdrFr9uDCm5AS2cz2fSOHF+vjKN3uIkl844X8ECEg4O0jAc0qZt8iwVXo3AxBvMN2DVdEp10hT74drXX3Nf9BVxBDGH/zk2vdNfjQq+s60eokih6a3mKJEWHWbf519AV30nHoCMT3T/Ll6GsKcAWiRTU7XfLd4XrxS02HjV1gi7OY8FQk0oFWJFJTCOF95dPpCHBeaFNVekVkLdHfDty9UJxmobkw56cCfBLllCtTFu/BKqSohGeCEBtqpkxWVVRnKgbGvPOlHvVRVVLAKrrnwk9EcJCW8gadlIPprqhfrKIZT+8nhpq9AiU26/OmBqenL3gBwAemc1debtWrluhSVXNForCYmBaaykoJYZJYEKLJ7l8bkInwusGlgJ5C6fj0mAdl1Hmfzm8UX89McDK/gTwZWq/o0//lZE/hXwHwJ/KyJ/oaq/FpG/AH77U88bRBjiaLnwHFR9tWhExZjprAZlo+QN1QwYtbczTfa0wJQMEJzGxGkanOo5kZzpL3gBZwoGtghgZGzKEDPbmJ0G21IQltuzKeAtk/PmXawjQ6kEhRQSKQVSsEQi6Dgf9SaBlAy1GOFGR+8V6u7daB4WCIRkhh+qXsyh1GwF8L5ezQtZbMFSK5TVu9rmHtZXKWhQQrCcYgUylTVvfPfDD/z13/ya3333kXlZyFtmGKxGrWolF+mXYDflnh5bBHaHtZryFiEFE6SanM2tKqOvuCWbITnfNn744Yl5nvjln30FYp5lCUIogfPZanTWLaCzbcTbzZiLhhQJ7y9ujBuD47wmYrJan+fnJwC+CsI4GriyFBEhDUaSUnLm8TbzdNvI5R5cIYE4nknnd6RhhOnMdH5A88x6fUdZbyzPn5jnmet885oFOo1/M5zuKx9873Tb9T4lsP/0K4/dvcFfPUVU3Cvc6qSSX4Ac56bfzm5ARHdahGTrv9deef3V67x4v3pRN+CUqtmaPmsm14VaK8t2Y1s3tjUzP9tr21Yt8lgr2Q1NQoWgjKeR82XyolWBGLpyDtH6EUlKnD98xfnD14yniapCLlb4a2xDHik6DNjR5O1eOe1D3l83Q0L6PuNgUN2Dq30GhZbuYsZgCvZHsD1fEBJC0EBQi2i11K+WG17YwZXR8O6R1D8QW90ddyb5C+/cvl1/XFm8DbB+3+c4jM/+b3/yewDVqzPTlGNP0pTda2k3cbw2ffXd9ny3DRtzHWzbyjLfOOeN84evrP+gy8pS93qoXt/g9bwGrlokdl8Hh6CPAymXgQfVbr9Pd4x0QHV4bCfYh+qAhNqjmn64i2T7vb2quTpE4V8Cq/6oFom25S8O9qrVQBHQYGvx5bFuG8/XZ1KMjGn0estkupM9Cq5VqVthzZnn20Iuhefn2bIhgnKKkAJMEkjJNGAMMMTAlBJRzCu9mSpxMBCoNbAuNsKlQAgtupK92DH26AjaQNRu1B/B1auUwIPxb8vLZcYdiPJIBv7+YQ2EHiUyUiytmFPzlNBauS7Cuq1AYd2URSrXvPK8LCx5c/lY2XJh9abYDZCM00SqyjQOjCmSSyHn3Ukk/vvRs3LGIfVWBB1AAhqMOr+911dcbf24Wl14M5DbLepRkn5RZ7XHO0DlY9wZ+9p5XuqZfg65l2E/IrZeywbDWu0i2+/0GjnxFEEHnv2x0X6rErzfZY2VoKavJDRWyoSomG16eqCExDp8osbBnP7NodH+3zKupEVijulrO5lV9n0abckRBQanZl+rshWIUU1cqaXHlVIIDrJCyUjeIG5GhCFxz4rS2muspIMpDHBJW+ZNXrjkanvjy0N/964eBJm+AFZHsXZMDd/ll7LmypyttUuWimhhy0pKNp/uw2Eu5oS8Vrh6OmAmUCS8uKLDj/a7+9PA0k89/mhwJSIPQFDVR3/+nwH/NfA/Af8F8C/98X/8qeeuqmx5ZVuXHi7Nhx4ORXMPn9faPC0vPLP9z1RiIwCwP9v8MbXakrB7TXzBtTzlpALeKdq88A7s8ureQqOHL6Wgy0IMViNl9TCK1tRpLyGYJaVq9ShbtpU9WMGrRGvY1nqN9IJ+MYW97wtLXZSgXnxJFyRaFC3mRbH+bBXJASkZW/gNyrn3Mheut5Wn28LTdebp6cq8rH08LU+7UFPsaS3m5TWK8UZBvQtI28xahZoNyEUJxCEChUtWUq5sdSPXAhRuNzPCnx5vPF4mxiFyOSWiGHGFTWih1sHnvNWtFK7Xm81lDK6ETbHUUlnN7WdU+vNCS3kKBE9Es/o0WgH5W5tPbBwsHWBAdOJ0eU+MgXdff8t8fWa8XVmy0ZCzrLBYxCZ4XYWl2ls4uxvvPaXyWBx8TMXbV/DhQtxBeLhOdfbBbCK7RktRM4IWA5LhALba8+iAqqVJteL/Npet0Ll5FluKSw/nO6GKhWkDGl2JRDEu2YhJl2LeQglK0EByxec9pxmnkWEaiSkxDBNxSARPCa4SycMIMVE0Mm9GxrI6DT5Y6wIEp1nWuyls8v5eOe9F9Uah66K+p2NxV5hvDWjpxqu6DFBVtm2vn2pKojpNcimV2pq7tvfVDW9x35oEqvOW+VLooPzNQ+SNFXr8rPj/D0qv4437c74ER/evtWjl6/Spl985nu9lauBPAlZCTxNpd/AmvFN1wKWvbl38Ne2/fwB+qpRiLQLisnC9PrGWAjpAEW63lS1nq4lzmvweAQKvqdwNg90Q5PAqtFRGZTeiPGPOSxgORswRYHWj5kfGhzdS4w/Dcv/x+9RO7d6c3WDWJoKasVMB8doHl/3H67Ftb8a/Xb/TWEdjxwyxuJ4KvfZs3TLzPDtl+0aphYig0a6p7cVG+CRRGGJkiIFYFamQC8wSUArrlqm52H76yhyEJufsfrJHB7dsddLBI3Ah7Cx4sK/XvkaPcqPrMxA9youmjx0ING7xNuZNTvq1dDmp6ux+ds+1BkqJ5BJY1sq8ZLLLb62V2zzbrEwn5OQETykRo0XkTuPAmoOxBgsGAJT+uWOK3V2qqAPvKuIZL22l7AtI+r22VW2G8t6I+JDarjvgul+ntlqOaYFHMBU8O6J/dseufRz3f78pBfp6bIJi/5QDqf1kbtc1YByM0MuJLCzyqu7QbfXG3r8sBrQGi+wW03ctsqze/1IEhuliMn7bqO6gI3gf1mC90ez+db/wWvrT9tfkRYu9rAqhKqkKi+fBzWtmmFfiYHWlpVbifAKUUCtJQEMkqFLbvUSvWworSLB+qGk0cBW92XDLfb+7kna992uhK0oHj13fNBB/XD+NcbVF0Jrzp5iMXbOSa+U5K8+bORdWTBakNRPYPNJqgYCtWquSJ40saplHWRoJz/2yuUvZlv2y2/p8KUrf1HV9Kf0EXebHnxK5+iXwr/yCEvDfqer/LCL/B/A/iMh/Cfy/wD/7qSeupTDfrlyfn8hN0QVrJgaQs6UWbMtidNCl0s1jz7kWNaET1SiRU4QhwZCEIQWGMTKMVsgfxL1dDqJEDp6NAQY1coU4jZYvvU7UktnWheV2NY/9upjHc1vIy41hGAj6zozHYWAYJzNEa7Hc7LCBBmRQM9qT1bG0aJLSvAqNUUAhugB0ZSIK0fdBcCtKWxGiViQnK7ouxZreNQIKbQZfYXua+f7xyqfHK3/33Ud++7uPzPNKrQ1ceQFlhKIBqWrGrSpDFEK8b66qPn9alU1NmF0uD5xPZ04lE4bAmm2DVDVmpI8fV1KK/O2HC7Uq33z9wLuHr400A2XMgWERL7K21NAtZ9Zl47vle4Yh8eHDO4YhMaTEw/lsNXBqxdZl2XheMylFTtPkY2ypg9ZdIjjofOuwTRtSYhgH0jiQglK3BQmR8XTm+vyIDAO36zPjp48Mj4+UUpiXeuflV8U85c2AduW7N6B0Ye9oucmLA7zaFbud0ZwNxQvKtbrnUkgpcQonT8HYo7Ox92gyGntxIEOL3CD9OwayYgd6Ip7ipE5jW5tpptTkxBxDgGo8nZKDpUqYxCeaS9PA3Ti4h3XozH/T+WIkFWlEh4kigaskigTWOvDpWllrZjytjLl2wR4am5ChvzeE4XFum+efHtUwAGXjqHUnoOnpW7D3lFF6ZKBmS8PKOZuhk6059rYW8lrYlmLtHLZC2aqdA1t76lTAlWBJsGokB6XsNUN3q/AtYPVlu+OLRzd4Dorkdf0J/BRgdffaTwFUx9/E0lmPhS3N7aB3wEbup/ZosNw9NsW+R3LqkllVrH4nRsI4wXWD88yzG7lbsXSrXM0Y0GJAPrf+V32f7MZ0w0Y7UHmRBqyHR39yN14vvMQvH5sRrIffPJg0hxvfz9XAWPuH2drHerQ+ur3uo5HrBKnUYPvg5WzmXLgti7c7sWyOGDaSG3LjaCnhxpIGy7ry+fGJXCtVLS04pEDV6KyaVnHZUjBF4TyOnMfEVpWlwporz0tBs/J8XVhvCx/eX/jln/0MCZFhDAzDwJYL2/NCKdY6RavRzA+DEU4Nw0By8qkmB1utWBAv4nfhaja5yUFbStrHHweQncK/D7/2NIVaLXWfUs2RWltD2MBWIsuWmJfI03Pm0+PCbbWsiVIrnz4/cr1e2d4ZwccwmowMIXA5TXx4d2FeNqvb8rIAgJQS42ip+Nu6UY6ZGKpdl6s/P6ZJHlPTOKQGNieChNjFq63nPZq/Owf29bqvPO1r9Y6d+chWd1zrSgdeeAZMCyS+XO27nNgfXzrScOY/vN43SEUN2SMINSUneKl3wFPcWWcprl5jXJUqoY9dRKl5Ii8rcZjY5pn5+RnVnfQpRCEmowWu24Kq9aPR2iuWO2zxlUXWYE1ZarWIeQ4MS2EtcHq2DJmi1WzacYAI43pimE5onk3fj7NF4tymMGeep0COF+J4gpggncDZuLud6frzHuMeCC04SjivizqAeVSRWg4y2P9qBlUn4SmsJfO4WD+4382Fz2thjYVrLtQoKAsM2p0GB9TEGgKL2P1lSVQJrklb3dbuLj/K4lfr7fcd8urJH3z80eBKVf8f4N9/4/XvgP/0jz0vuMDveeStWFaaTts9iseUHWUPPbf/DlGAVmh+pJQ+1qrcqSL/Tvfc4474mtBQEQZqsQ1TskVTQs2e/mERtRDEeuBkW9yxFAdurrBKQS2vwR4FpCXcduv5IOnBmcf0IEHeSFFoeUfq1LRaPYfJgCdF0d2dTVGY143bsrKsG+tqzZP7L3TbxY2c5qGv1QRNY/PqV0QXrrq74t14shRNFWUYAkMKvUdLKUaocbstPFxGi/z4/EUHcTFaKkdwit9SqnslzXCtwYBKDAENtXulenqXuDf2aIO3q+6Rohdr0YtJY2yerwjDSBCxGqzLO6oqp/MDqLLOM3mZyVn6+m1bXcs+UM1Lv091S23j/jr62vyCV6XNjtp12voSwmHf3M3PCy+ehBf3/uL32z7o+ylYA+mqanneWCpsjFaHF5MB64oQh0qoFYnVaZv35oVpGFxoDu6VTcRkRBWarL+FAlrMqN2KIlshxUDOtr9aE17pNqW2hXc/fC+GTJvx44CqZGOHy1txNrPSQU6rlzm0PHJDS9FcDoyOrVbnULeTs5OrtLQtp95G7xVr9y7f2dpfOOTu6Vv4St9QI68B1MGoegWivqxI/qBo1N16e/mmvPHa/p2DaNuN1gazXv60cPdb++fZPfXd69rcAPTUPy0FzRnNG7m06OR95LKn9vqatgF3A0PdGOnACg50Fwdg5b+v+/jp/kK/Ffq37gHWl0b81evd4nwNlk3eST/hS2C2j+3x3t/+zVqtetKYURXUotONubUTEYkRPRlBQzU6a48Y7XT0oe/dpoqjWPS9YvW+pXrGiRg9fG57zf+G0VPXqzVYVRVLaTzKflViDJSyG83HaKtWNSZBT+HsLJ9t/Pq/95HTtvnaWCnutfeR6vu6XYf51nKprFtl9fS/nGtPXVVVcmO/LZmtFKurae0qsPYPlqmxZxbYde6g5bjHjmvJwJJ2Z83+fbvuIvgYyW5TCJ4Wd1yylppqEf+jxNF+LXuqX3t+nwL4ap2+uNb9Rn5EHr24SdueB12mu73U9Gwjq1DP4mgMk6abvO5QrfebuE1hAKWlBzpYSwlFicNIKqY74nakrTfbJUYBLVCz6ZBaellAXyoHI77JmaLSiRu2aq111q2wxsy6bizriqJs67JTyTt3QJGAltgdHWB9rhwp233Xgkh0h390unnQA2nuPqqHiz2+xmGtHBVYrxG1tkO9Hl8V9eyjXCprVdairBVWtd5VC1ar7BmqlgxTm3ywi8oq7pyRA3Pk29LyLfl5nKOjLnz52p9y/H1Qsf/JRzN6cvFSOTfKgocGdXMBXSp53ShbJkhkiBNDGhnGE6qBvG4EVaaUOA2RMQakFqMk1+FAM20pYjuIwYvorMEqEqhDIg3WRLdsI1oy+TwxnidqLUzLbAx17U8rt+uNdV4Yx4lx2ggxMUwn8yxUQbIShkwUzKtyMtIKQkSG0TWNexUsGOALxdK9RBLW0NWMfhXrtWOApkBeQAuaV3teC6w3qzHwTfu0Zv76t9/z/cdHfvj87NSryiAYa58rTqopSkJgDSZINCpSLVqSglhzu2Q9j/aUqsp8u7IuGyEFpktiHAO5VNIQeb5u5O1KrfDDx0eut4Utb3x4NzFNifMQGCIk915YmoelZm1rQFZLuVtuC9uy9WaLQQLTMFBjZFtXM3K1slQDna2cQESM+SfWVxtKa2VdZubrE0wTw8miXnG6wFi5qBKGkfPtmRiF9fbM1x/e8fzxwrquPD4+knPmeVlZtmIFyKvTL2PKNpqGM3CFpYSa8b0DxeQUyb45uvwSmvMgIBIR8b5gm9G3l2JzczqdUd1BjMnaXeH1+31hhNpekH3/SSQgpMEA26hnp5Ku5M3bFazWF6Xkwrasd0X3OKBD6BE2a1Ds/YhG2xs1TdQ0sa0bnz5+4rZlxlUZ5sK7y8g4wmkaaPUPKQZ3vB0A6kFZNXvYxtyMv2W1GodlWZnnlZwL19tMyZZ6tG2Z5hs4Gq27A4fuOLAott330+fPLPPM7Tbz9PnZ5v/pyrqtLMvKsq0WaWzAzOvQSqnkaqmujSb65XGsJblbpzS1Ys9+n1owI6yB7tAjGi+BUwMWTWUdIPfv+YW3zKYf/+4ekdmP3qVMDuDZLoyGvvQ4IP4Zu5dWN9LObw6AECNpnJjOZ2QYuYkwrxtzVk9R8WLx2vSQR4ebWD2MhhxBlP9QbRkE7V7lMF0tIn2YwFcjI9w5XvBfaFUcZtS+AH+q3PtqX4+xiTYzDM3p1q6h3ttLeISuvl4PYMAqF3c2eHJ1jRUNBQn+iux3uGWjX28ONvDMlHkjBeESR9SJdFJK1gtviEwpEBWSWlr1ZUwIQpkTC4ltU/7u7z7y9HTlz//iKx4ePhCCktJgWRPrZs4SjyxrVdalAqutAU+f23v6BYL3+Uo69Oh/crugOb3aTJRayHnb16VHQkKbpmqzUDVjbYQLT3njum789vMT//o33/Px6cYPT888rS4nfa1sxSKn4Xql1MowRNZtNqM5Z6ZkZFtD9IiIeiKXViNowcsghtjXlWIsw7VaNkLyTIYWEcNlSymF2zx3oqw+701G+PrqPSgP4LWlHSKegin3EuNYVyWyv9YwPzQZrg6CXu+Ru+NLXofjl7pz0AGiKiEq6sQnmiq1CqkOoFgzbddpQQIlZKsbDsFYK6NQa0RSoEYIZWBEids7hm1lcJr85lRJKEkqNW8sT58oeSXfYMubNZRWW1XdHtEmI8wRvInJI2plCAJaeb4FrsvMui2MY2JeV6bTxHQ+cb5crP3EODlplWcUiRfIiDCcHhhOZ0IaiKcHcxjHAYnJgFcM+7g1+XXIENh1zf1gt5rSPWKlBuDUCXhc5y1rZl0z1wq/W5VV4ZMmrjGwDRPzeKGGRBlPaBoOZR/SiRmrDJbN1nnB75fFj5FY6EEW9X//WwBTL49/kOAK3SMkzVpqLGZgxeAoTonutKWE3ng4pUQplRSNvzzFwOAAACw1rheCNnAlTREeQ+F4Lm60MpLk4CoGaknEYqQYtRbCEMjZUhWXm7GpretqC8GL1GMqSEjWGBjr8aRq3P6SIhIHS31MYox2gX7vljMLthVNGRkX7mQX6tTUTdBTC8RoaYDBO46XDer6/zH3bkuS5MiZ5qcAzMw9DplZ1U2ySc7MHoQi8wL7/g+wN3uzF7srM8shp8kuVndVZRz8YGYAdC9UATOPyKzuJocrZSmR7uHh7mYGKBT66+FXi15l63R9zZWfXk78+PTK+XK1qICqgSWFUNyMqLh3rVKKEVRkKtGthzoqEatlGwYraF6cxnVZFqqujIeRQxwIKXB3HIy2uypjCqxr5Xy+cjrPHA8D57P115jiiKRwU1fV0jwaJT4o61IQKYxj69vhIC8EyrKAR3LWxq7nNUfN4JewgetNDNUaRi+zb2STUXBHy7WeVAkxMkwHKFfy9Z6RzF0oXK9XZxJc3MNiXqaQvRZCDQg0ZiBo/Zb83Gr6rKUKNoOlGcGbQ27nDRRLYSjuRVP3uKW0jYl9tnkRTTF1D+zuvi1FpjHtiYG3RoIRo8uhp4FWpQxOcjFZmq6B38U337IpY190hrF05wATYpogRGoYKXFE1srlsvB6nRlIDCbEXK4ToBymkTFnIJJqS3/w0+x37HZPDpZKrd6os3C5zpzOF9Y18/JyYl1zj+A2bzO7sQohMHgfFME2Q62VvCyUUqyNweXC9XLlfDqTc+E6X1nXzLKuBrCdQKFT7DZPfk9H/CP68QsOum0K30zm176ie7uhGd1vj30hP9pm8M3Jd9SXbfm0DVn6++1R3n7mnfH19o7oTvWtnmoPsN5cSoM5u01e+726Vzcl4jCQRqs7qFVYS2Y10kCfF5xYRPuj1fxu96PNA7e729kvjAAAIABJREFUAMUrWbsrVbsVaZfg275sMOhmiNpb5BaA9bAIu1Qs1/Pa58W+qPsC9M2Y+7U4ybqNiaptMlvod3M+f8VybVuLdfBoqUMWwbC2T7lfB0CubxreYnK15pUahFIH23G9/jPFRhDjkRXXT2MKlGotWoRAyZXnlzPzMvPNt/fmsBSYvEZ3DoHsHn4DQbWnlIdi9PEiQkxW44mYozA4MY3tNU78BD1y026sanXQVvuLQbvb0/ZMtbTHgvVQnEvhsmaeLxd+//mJp/OV07ywZE/fa155r3m7LsYyOKwRtJBiZEjWnzN5r8kibT+x+Wgpa6E5srp4KaKWaRJDdEdb5HiYNnILkU7KVHbgqkXTtvVvWQNhle4g2meHAB283QgV7LSBfX0Imy7qUtzWyv7NXzv0zeN+YbU90vfO1v/MWPVsrW69ryIxOahJBalexy9bNLaqNSqnWtqsUCAGktwTSiaWQjzu9g1VEoWkhbLM1Dwji1CWmcacK24LvL2ftoIKtkSjVlKAJIW8Qq2ZQGEcIiHAYZlY1wUtmRgCdZx6D8wtO8VsnJpXal4s4laLEVqlCYnWj07c8dDYDduYtmt6D6u2F7uTbgeucHBV1ubkWLkuhXOBl2xsf5cYWMLAGkbWOFFjpMQBjUN3BooIQ2h8CFa03Vs/uNJ7rwtvYNTNs58DWH9WvfBXjl8muBKxPNCQbjxL3fOGM0kplitbqqecmVB0ticqjc53kEAScYrLJtqtzmmbhk7KgAtI43gR62njdiBaE6VYN+mghRqUWCLRQ/bmTioeUrZITsmF+Xo1AzUlY2pLkaFm86ZVIeaKpNF6trUGsUndm+B1WEGtP1JQSyUU9UZyASktxzU7mLJIndbVcl49HfFyXTldMj8+nfnnP3zmhx+feL1cKdWUawpO8qHBNxChFMwwGiJIdKMDEC/WdrAIFQKkATQJdVVqVnJduVwuhCgIkUMK5DFxfxxYUuE0W5rE+XLl+9//xPE4kvhAuJ8MnAYzDZLbAzUINYVOMkC1HldVfYPBhER3c40b2VpBpLo3unbDbH+oKkteucwzKQ2spRIJVkMU7AajTqgWxsMdMUB9eCSW2XLf1cCVSiTJmWs06vRcBaR2Cm4vw/Kx24r1W23UMAx2702BeJ2QxJYzb0XCjbIULH1mWZYOutZ1ZRxHcECotZJi2jVXlA4wxUG8ORCNfr/hoCDVjUUziCzyhAFl9VQ3T60w+83S7LbC8WbUewygqqdqegPEqmQtrNWiRy31h3mlyJUUlMtlBirHw8g0JZe/ZGs6bgyJXVlqk9HqEXEDVcu68vJ65vnllWXJPD2fWJaVdS0sa+kqwO57S8NJ7kUTtaJla/I8U0vh9PLCMs8s14XL6Uwpleu8GLuXp/nUWr0GZWOm6xG+Zji/04ncGA03z9++783zBocaGO9/FgEsFU6kES+8SQfTVu+0/8r3xkB72qJN4nO9bVrt1Z3FpPtr0q/gwj2I0u1zu2/cr9werWrGnAghWm3tMFldQhwPpMMdxAG9Vquzqtbvbq3GUNciVbWYkdxA1hbhu92ot6jvdmUdwIS2lpTuAX4DqKQZL7K3K7fzbLEprynYAS46INpuXfiZIW17XIsw+Ztsdnbp8l+waqNEhjQZ61nJtP5atRYkVJLugIiD7GEYTAu3MawGxlDIa2GWlXlZuS4LUZSiI4iBh+T77jePkbsMulSWixGTrKutpeslc71kUhSmwcYySjVG0kFAh41kprb7tnGtvh5bdL4RZIUQKKn0Vheh11dtMlBLYVss5rTqlWzVdNu6Zi7XhXnN/O7HZz6frvzL5xeez1dO82osw9PkIMX0ZHEwIrWCZ1xEdy7mnEkxsqzZHD0pIaVQPI2++fGbPd2i+Ugw4CnCkBLDYD3fDtPB2XXVUy6NgTlLkyWLqgRnvSt+79rXVtylDPo+DD1y1WQDkU2ut8DIbasPGujaZL7Tgr8V4d3j/s/yTuClv9gd6D0q445VbP8K1evsa7Kx93vEUwKrezxrEaoolWFj5hTxzCHZ5s73j1qx6GyazAERB9TtJ1vLu8XKTpeop70piIr1NxXlWmDWQmZlSJWrnhnHlcO0cPc6E0NkGt1maLiK7Z7H44lxOhDTwHi869H8mAZCjNZYOWykVxtAa/bx9tynE8H7fTaZcYeq5hUt2QjGFtMXlyzMGa5h5Dw8kEMkp8nAVBrM8d362+L9JN0tFLSxyLraajZRd0j5unbH0nur7lZ+/pzjPbT8+eMXCq4CkgYkjW7U+Gr0/N7gCyWoUrMVx8UQGQfLnV1rZq3ZjFWxKMwUA1MUBlGitNqU4os5mbEX2gZoxczgaXZYH57QenjoAEAuBcl2njgFas3o6s2GPUVKi0VX8lqomrleFzNCPH0txsh0mQgxMl5X0uGOOE2kUs2DoIqOgz0Pg0ehTEvVUKkxgwQ0mRKRmgm1QMlIviIlo3WGal4NzSs1Z55fr/zwNPPb7z/zf/3DP/PDT0+cn19Yy0pKkWmIBGDVYN4TIGeM5UnsWqoW1lbwXY3gYFAf1yCMgyndVbLVVpVMfpkJIjw8PPJ4vCNUmB8n5qUw5wvnpfD0/Mrf/8PK3WHiEK24cxwS0zRYx/O8EFQhCUEtSjlnIz5Z55WCGffjkFz5FlfYtW8MWopREKtRZ9cbE9KOWpXLdeb1fCGkkemukEQ6m12QiZCC9WbKH6nLxKiZnMw79ThN5HVhSgNPKfF6vVDKav2wUmFxWtHFc+6NUMFjp2LKYRwGpnE0IARQMTISsXzpDq5CxCjFba2UUlhmY0icl8UU7jSRV9uc6/HOSFfCxjAlsaXKKBoNfIIpUY1K0Grpe65sA8nph8V7tlnBNmpAJjmrXvH+KTdL3D1bBnjUZcgM+aVkrrVwvc4s88o6Z9ZyQWdzGDw/Dqx5ZJpGxtGiyYcxYdHrbRPpnlf/r5bKuqwsa+b19cRlnvnhp2f+8ONn5mXlx58MZOWslMwWMIB+n0Es5cZwiZHDlHVhcSr+6/lEXi1VuaVFLrk41benTmCAs6ruIo2VrJXS+mm904n8/I7w1qiQ28fmOHr7BototohIi5ptAGvPbmdG+97wfnNBHSRsG1Ezfvq5Bd/2GvCVhsTwqibeb2DbRFiDzA3i6e7t23xtnw8hkKaREBPH+0cOd4/IMBEfPlAlUdczc5mZc2Ves63HGsg1eDTRt+xiTgCze2u/vy2A1kCTX5uTrIiYYWSAxSIhG87cG5YtmqXd2Wffb4+tMahVZNhPJ+zws+8dxh1g7eZ7NwU3cuF/7TJiUY9bo7cdMY4cxjtQ5VIulGrOLPWoTxrpURMJBowO0wjAcr2yLtnuxcSNeVnRUjidr5zOF6QWcjmgMjBGYRotLf7hfqJoIGRlvvgaPl1QVV5fFl6fV6ZRGO/NL5soxGikS9NgzrmcPQ23WGpSAwO10oms9oelKZpObDqyjZZ2gdtG0ZyRDhqzOXLO14WfXi6c54X/+7e/5/dPL/zh9cr3TyeWqkgaON4n5mUhz5atUVofwWzAP4ZArYUoYlE9d2wNwaJ8QYxoRII5j8V1VNdZTs9+PB4ZUmIcJw5enjCOIyFGi+SvK+u62h61Bq89NQdx1UBLky3NcRHNRmhkSabLy07GjByiRVk75vblbz70ltq+W7ctGttaD3zJoFU6K93e0fLukD4zW/aPClSXUU9Pp8l+NbnVWgkxUnMllmyZRNVArrEVB7K/T5HutI7uSKcxahYxBw0QJnPoyPlKlcHtTEUa0Yzfa9O5ogYpAjBLIIhyzoUkynQt/HgpxCDcPc/uWEgcR+vtNiZzTnR92ICRwOEwMY6jkV4dDwayDxPjaL3RWvZPGlIHWKHV+EUnfGs1aliqXhCrg8puo6/Fm2KvM2WZyaVyuazkCrMcWTmQ7x6Zv/2WGifqeKSmkRoT4pk2wUtyzGlg4KqBLFR6SrjqxrzYQNdb9mf1VftVOfkTjz8dWv1SwRVtE28C0bZcW0yqm6e3N7zbHZ2xRFqNBL0vjew3tOZK2XtO5M2U7Ba99A3RDVosOGkMfMk99c6eUqql37nBEpyCfSu0NRIGQcmrNbOTOKPYps4wIaWYcKsbtpZ3Z5cWd5Zf8wyLGG9tztZHa81otR5XWgt1LeQ5k9fMy+nKT89nnl7PnC4zl+vSmxLu94w2B22j121P9/two7GRXKgxPxm1t302xkBMCtXSFhSBDlphHBKK1WvFYEvguqwEEc7XhfN1ARGmaQAsEqnBepkVeW+MmPETev635dg2hb2NWTfk3KP6JQ9Ziy70vjJuG2kzICQitdG0F+owwjgiKNM0EYNwmCbWw0rRyjiYa3VRCFo8lWbbXJqCMIeZjV1qirJdr7b73HnTd56vt1ZRdS9aLeaJLUAu2efG8/Kb11OCX5PfnxOxQOkbWhFBtDE6mdyFnmLYZMLrrNp86FaQrTTvtXZSkoqDKxWWYk0Tl3XtVOYq9rMRR2yU2bXV13zlaBt02/xLMUNiWVaWZeE6L8yz/75mSvYoLdBYac1Qseuv7oTRWsyJslpxcS2FdbXvrn6NLW3GCBE2T2RjK9zwgMvfV29jZwbvRKGhly/gplsw1Yz+L1nMXx612/G7ARE7c0a37Uq6N1H3COvm7VuDNzd5OkPgBuL6mXZj8faW+/OfGbKu/90bm4aRYZqQYSKMoxV4h2jzoq3NhKcFNr3mE7SBllYfId0IbD9Nn0jb4R0OtQh6B7ENYL5DQLp7bCfeXruhOO5j2OSmvX/7mhsGON7Pff9NNrh7s8d9UVZ0E1WXi605shHYaNtztXHF+T4QTGlbw9q2tZquKNWYY9cStzW9twGC9d8aR3ey+TDVYgQX65o9s6TVI9v1W9DC1lwIPju1bZm7EoDduFa/weK/BzEjeovWv9Gv2mwOQavpwGXJZAdXL6cL52XhMs9clxUFDocDCUgIRYXX89n1he3TnUjFdW4utTOyGTEQxBS6s6OlTd2IkrwRjZt5axFHxVL9nXhkl5bc1NHN79oA/yY7Xzr2WmLTHbeq4P3hdkaTM5o++Lpu339ye76zFzH5UXZpXy4byrYmGjW7PbfHYPUbKJFQgmGyaiURQY3FroogoZiN5myCeO9FmuyJr4NefhBoHIpNjvdj3Fxr/k2A6yNAqkXNEJACURXWSipCrplSvTQjVWPnbeMnLYIpLEWYViWmzOLgfVkzo4Op0QFaa0TdbDhkF80KjUm4AXnIOLhSZa0Grspypa4LuVSuS6VUoQwjZcCc2iE4E7iV8OBpuV3/uK29kaDsZ1vZLAppWyE9fPkFIZPdf3/KTnhrV/xxOdwfv0hwJSghVEJQgscVFNxzWJmvJ9briev1bI2EdaM5RQuBShIlDJZ+Nw3RGOeaF8d7+2xovIGuXSFf2C1AbKG258FJJgTLhTUGlIBWi1qVdTWjKw7QPNOTF0Y6Zfa6WvPjsmbW68m++/UVidY/YXp4JqSB8eHeUlmmgfHuaCHTwwgp9VqtDfCBrIWwGN0n82KRMy+UvywL3//0wuU683/+l9/yX/7xO777/Y989/vPnE4XWFc8jZiVQAIkQhLzWOXcyAAKVYVAIYp5dC31yQyZISWSRA6DFVUSYZwg55X5ckGrksvC5QrIwLff3JMLrLUSI8xr5vV64bou/MPvfs+Pz6/85i8+cZh+ZVHIAUhwrYXitUyIN0k2Lm1nrHOjs5SW8+QpjpBSJMRk9L3LSl1WS0/bHRZhaN5Oow7VGJikNaRMBLwe7OEDlANBM2tQ0jIzpoTmlTRMfPp45fPLC4VoufQvL9T5ilKQ4umJ0RSn1QgmDseRh/sjHx7uOEyD5f9Lpdbs7FFGK9sMvr2XrwGnlialzYBZjchBEHJcuwEqYo2VQ3BD1L1HMSVaykyPlLnHykgupD+HZmS0Xk9l8/TvjUpwNj71hplGHpGJVBVerpmXa2ZeC5fzzJKreQazMKfI9TqDVJZ5YV1XUhQvCBdUPTGmGTtoz5mfl5nL+cJ1Xvj8+YnX84Uffnzihz989vqr4uNq1Px7W7eiSNkZtKhFgmshLwvXy4VaC8t8pWRLg6h+X6UZn7IlLrRKjU5OgBl+7QzvdSLbBrMHLewMdXbGwr8JWG0roBvxza67uYAt1RYaQYbHuZvVIMJWYxWwfOe9R0s6Kuuj8AUQ0GDCrQG5188773S7VxHCMDAd70njxP033/D46VfIMBKOH8kIw6lQny6mLnNhLUb/nZ3FrjZQVR1M3RBW7B79SfOBtMaXoB2UB62W2uNvFLHhkMDu/tu4vgVN5tUSLf5TCVpQCsFfs0hq7rquf2NzTqq8H9vQwE+rZXB2M3dCvpWYJZtuFtRTsFvk1dLnVI1RLVaPImulxkAMgYfDSLqbWJaF0/nsTji752WdeXp9oZSF03xkmiISYNJIEGswnET4+HhHqYmX1zMvL6+sOXO5Xvj8/MzDw8THjx+NeZSMiDfFzZmKEkRRMdugBpOVZAWvrq/8fpycZ945FQQ3MkMiBCcF8hYP87yyrIW1VM6zg6rzhXlZOV8XPr+eWEvldcmspfKrb37F3/313yJxoMSRIoF/+O0/8f/8v/+NeVl4enl2O0HJ3bYxIqaEkKSSUuQuJkKAIVmtWkvBpu9b4kZ4daNaEQlOGjI7KDObZ83ZSIl0S+PuTV5VWbOzq9bGSit9vrPXjO1BW1+itbHW6kaE7P1GBZw2e5PBPYBrzsx6szb+9GMv64KRVcjeIeLXaanLgRCsRtzAtFJDocZimUDRADZptchVLuhsrLyqSsgOtFTRalGm1magtjWYogGBaEyEaN3WV2MdlXa/UN3nJBhwERUyTuBV4ZrNvkkFL+VQUswI0msWmwNDaKmiQgrZHN5iKaIiMCYhRQhBGaLNb6uba44RA1Kxy010cCXJ/lbEmvmas8QjV3mm5sXCyfGIxIGHv3rg+OEBPT7A8Q4ZJjMQ0+CU+claEDWw5QAV2JgBb8ThrZb6c/e5P+34Gf/tF49fJLiy/dY6wrzdyrQWSllZlpmS1x69UmfNUbXPBVFSFKKGjqybcMkOPIn/oUe0ZNuY98V89OvQzcAUwWJX7lmvxrQvakpFVKz+JEY0Rt+A8ML1TMnGNLbMV7sPWYBIGg/GJJeS1UwdFoZ1ImklpAiakZQgBcQZgZoxI6u7/Yuisz3WlgpxXXh6vvJ8vvJP//Ijf//b7/jx8wsvrxfmeSFqJbR6A7zazMGn0YrbOUqpBCne9dzGJLun34rCbdxbP5FRhJiEdYG8zFbiWwvrujBOkeNhpKhwPA7M60qumSVbfcpPr9ag9+F+soZ5wcPQwBoUS+ozc1W7EeLGb6O3bcZGN1bMkIhiecKtbu/d6nF5quq1UVoJWndsksFBthLHCWqgTAfqejD5qBnKQEA4jhNV4eHulRAiw/VCXI2av8mXuga0VL3IkCLTmJjGgeQKzLwzThPuLI5KMwI9dat57Lsx795mJ1EAyLLejIuldViuvMmubUb9+4KxEW4W/QbK9tFldhtsA1ANXG21k7iXVllyZl6zEU1Ioqpwvqy8nBarhVmtOFg9Dap0inMhO5lNbemUYZs/bdeCG07V+1GtHq26XLmcL1zOF87nC6VU1uwG6Bvt3aOaPV3PUxqz19A5WUUtBhStz9vGoNWjnb55dpC1E7fNQSu8kcI3h9w65Xaeug5X9kbF3lv7tW+UjZL6Z898e1J/0W+qXbU26PjmvdIi2k2hyvaFN55wdteyzYRsLkf/yO6+1P2XAi1OtDnJInEYiePIeDhyuL+3mtbjHVGFEC1qXhVzIBUlq9VgqdeZtFvaWli8B1ftlwZABVtvIuJF9FZbYS0m2j23N95+yW08bCd7vQa4pQfq1tOlsyN6fal2cXKM24wTl5Xd6buhu1/Lwo0ctaNU66kXfB9rWSTFIztSLV3frjFYWqWvmzENHMeBgHK9GtUy0nRFZl5mUjQAt9ZCrrEb5F5SzGFKPD6k3hi4kWNc55lxilSCse2KGcnVhKOPUxAzWkMXQ3HjVW0fcMa9UnJnLLaBNKdNigPRi+xt74fzZeY6r1zXzPPFMkBeXs9crzPn68zT6WR1tWmAGLk/HviPf/1XxGGkDkeqRC7XmX/67nskBI9iNepqKNgeLi4d1WVb3XnRQLHNg4sLDTi0paQ9WyHnak2LO+g2wooGksx5/Abk1Ja5sQGSdmztcnj3t16T1K4HI/7YR2osorvJ2J4Ns3/o33q4fWe6xA2IqsjuYswPVEGjrZO2bor4vVdjMvRU4VAiWowgRIJ5U6IEswXfWK47DwbNab/p+v2+pVQBbnSN9GfOAEBWyNVTjV2niCghG1iN7ZS708d2CRRL5xQhyWIALVSCVGKopJANSMmWAhhdL1jduzlLGoMfgxNlBKFKoLI5KrQsaF0taHAsxHEiVWUaRhgHZBjQIUGKO2Zsp4z3KBZtOERux/Pd2L374x85dvvYv8PxiwRXRv6QKXmxvUJ36VnVjBn1VK42NLn1jFhXajYih0MKjEE4DJHBGXasn8GWb2vC0zbErSHutv9L36jVd6ObKRGztCUNJtLB0LbWCsEiRzVn2/irOICpqI7GypMjQcxAXLMpuXW+sMwLhMD4+kIaBsbDxPH+jpiikSc4zbhG24Cu3vgyz9a8tJbKfF3JufK6rLwuCy+Xmf/2/Y+8Xq78/X//Hb/97vecL7OxHmljuLH0rDlXShAO0YFpDUZX7p6Yoh4VEjNAci4ekYrUKtbPI1egUDVYumDdVUuodsUroiQRHu6MhU+CcLpaStj1urDMmd9PiQ93A8dp4C8+HTiMkZAS4+FAyIU5z2aAV9DiBJ1u6HQjToTYGAJN0AhBOIwDc2WXercdVQul5v4TnV1LgjAMA9OYiFRGPRC0kO9G6vXR6O+vr1AzZVmoeWX6/Jn5MHI6nXjRwjmvJCCumSDCYTogwTbfDw/3HKaRbz594P544G4aGRxYttoY9d4y7d4stc9SU0Iwz89+oxvSwOh1VjFsBcctPWRdFlYHQCE48YoXLIdgRabNKH4fIbHz1Fp7hLkUp2eorV7EvZ3gxoMZCiqBOIw8fPrAMB4YL5npsjIvBXm6Mq+FebW6OnNGzIRQyXn1VJbWD88MjLCbx1ZcW4pF7a7XC5fLzMvLK88vJ15fz1zOVwOqMmzr3u+p97SqZtw2sGjgapf2h20sSHRWT0ulFFp6lK8VZ2wEqOI1Vq2vzB9R9H3M3xkbPcHkBkR9LVJ1Y/zoGyrlN4bN/iu2yNX+e+QGYHki9DZ+Kt0j3bFU+88BN3sZ6rchHYA0kLO/33ZxW9rXHhLrzdv2YH9dV4s2l0zxFOYG/ku1VO2i3melOTD69W6QxxHdmxtyOKjqtRK2WTRvq2KU5QoWCRMznAxwb7CqAacN2d1ao520o52PBoyaJMjtBZuyozHumuFk494cjz21DKGVHrUi9v1RamHJBq6a0Vy1GumCRGKwjJDOapcCY0qkGLi/P/J4PBBj4Hq9kLNQykKumXkJXK4rUQLXeeVyXUkijDFYvamMhCDUYgAySGEYhGkU0MwyX1iWyJoLqURi2hqgN+dByObQCaH2psFteM3otL0LGah166Oo6sFAr2kVaevGsx3qitSVROUYrY0Jx8gYB6ZRScnSntN4IKTEp7vAlF9JYWI8joQh8T//5SfKf/5feTmd+K//GHl5PfF6PvNyurTJoGlRFYsPL7kQau3zZ28zg9cyD6I74Zrzxebc6q4GVNWcQrX1/Cs+x/UGXClb7aV8Qfc3YHWrN7brcbRn0q1K77Pk5yjVpVb266s5oP41MauvHG193OTii/ero78WlP6eWt3GFyNhCc3GUCXkhEolJM+aqdrX99Zj06I5zRjZ0dL0MdtUSUvx90vpkd0tp6ETlrTL92veNEfbSXbOth08a2nUykY+IWLRsiCC1EAMQ3e2hPbomVpNf1jtsV24Bq9fF6FK9fuwMTFWy8iQ7rj78Jekwx3jh78kPfyaejhShgOkBHGgNTPeZ5C1fbN3Zd4f/2bB+PcDVvBLBVdex5CXxQyYYl6TJVuxd/F0N4tM2M60rCvXuRprV14QVY7DgbshcjdZ74wheSpgK2RM0amuZQNW7PLNmxT5z36f3YOr5tlHQFIh1MFqi2IwtqHV+jFRq9FuayVGQcdEyStDqJSSOZ9myrqyzCvPLydqVaOKjZFpGrl/uCPFxN3xgTFNqNNWr1X58TpzKZXzNfN6WVly5elshdp/OJ34w+nM8+nC33/3e07XmdPrK+fzxTwaYgqmheGXolxyYQjClBJxCJb7vZqEt9oEs2FtAay5kqVyyKYsQ4F1Le7sN4XaWAeFpoiNFj+KIhE+PR64vxsJIfD8emVecn8UzUhdebw/cJz+mmEwwpNDSKzrymV2ApNsMayg23o0j1RruOivmYVDCkI6jKy61R91OUQpWsh1pdTFfjRAsGaV03Hi8f6eIQoPY7AeDPkbJF/RslLWU0/VUS18+OEn9MMDz0/PfP/6wk+nV7JClBkJgQ8PD0zTgW8+PfIXv/6GcUh8fLgzMo9hYEzOUueRE630BoEtH8mIJkJveqmq7oFyMDhNm4caI3nI7rFd80prdluKe6JDy7VOhLj1htlblvvoVCNn2NOK7wkapINxizSn6cB4PHIXEh9/9S2PHz/xOBfOc+V8WWD4ifN15vPTK/M8U7MyXwNKZnH689aOIQTxc4ZuzdfmqHGCj9P5zOl84fPnz3x+euXp5cLr6wWRyHBIllsOtPoYK9Z39qPaKIct3bEWo2I2/SQoAUICPCLp7vH9ZtHWgQIUA4uWXrRPl/uC0m/GSvtvt7FI00O7T74FVm8BVQd4+wjbzkhqc7s79Rcvqb/XhM3n2s1AN+rRRuzQ7HylFRz3a955t7frf5sXLzfPBTxatTcltAeF+jXi0WevtRMV0pAjpptDAAAgAElEQVQt4dwZ31oz6FwqxQuzq4pFQnaXpn53+znoxos2bSh9kzCj0fROpSAUS/fpYMieV7896bToDVztUgTpDzd2xW0EuRlQ+/F047ptad3rbKywrV5nK+y3T33J2ZRL4bosnULbZMBTo0SJyWi+x8EcOSmI772RDw8PfPvxgRgDp9MryyKcTldriBrgHG0fOp0XDuPi1OZWPxLCREpiabtqXvbDKNQSUM1cLmfGKbKsK3Gw1HSJgYAyeH/K7gwphRw9ZbfY+o7VailVA2kIW3uE1uds9X5SRXuaXi6rgb2yIJoZRAmDreQxRvJRWHLg/s705fHugWE0Ep7j8plBDnwaHzncHbj/j7/mN3/5LT89vyJU/vDjZ/75+z9wOl/NEHYihurrPCtcVuuV1Esegt13CJHj8Y5hHE2X59t1NQwDh8Nouvr1laValKw0AqIdqGq1Si09rBF/fCk6vtchrVanyR24rnGQ315s9W03a/9LhvRbpfevOFrtVd8vFYRASws0Z42nbzdvUBWz2wJeT4h1WkaM5KZUo263m4EcqSJEr8OqGqyWSy3dvGmLdse6/Xd7h6odXEn71E7XiW8EIs0ubZF7f85+N7F73QMzcz5rzzFodm8D4A3smc5uLRzYdBZtCitFdANrmAKKYlG+u7uJ43EkDB+5//Y/MN0/cvzmb0kff0MZEmU6WPPiuAdW0W8k9HM2fb6Nz783NPq3H79IcIUbRBaFMhBV1I0Y739lURALydZgSm9drWaizYV1et82j0142Fkh+41uK8zvoKl5ajY0ZZe4+4rO7iZ4jqjNvLR+OLVavm2xheoNFswT1qiw1WncPbd1M9oqki31bEiBkhKDJEiVKpESCnOu/PBy5nVZeblknh1cPV8W5lL58Xzmp8uF18uVp9OFy2LRoJydgSh6LnC/nw08bXU82msDNoN6V5BpCMYNc9toS/b0FZGtrqBu3sKeElKre3kt4pSc6U+r9pSVnCuni3UiP10WhnFgjOYVDdFqqLRWNFaqf6YpCd3nwPhrFqH0OaAVBN+KYRBhGkeOxwOH48Q0DYxj2vUaCZt8OetaiIkgA0RTsGihrrMVcItYd3Lf0Knqvaxk+3ESiyElxqH9DOYYaPe1Xypd+bZ7s41Qa+055p1GvLc12JmizWi7WX7mjTaNaeq3lIqEsoGE/VbQ378xA2rdXuv1L+KshljKa0CYponpeMfhePSfA5IgTkoaV85L5XBdjJo1RuIoHA6RNMYOhNo47HPo95Np+/eO0MIL4BuBxbpmJJhnG8QJU2xDrG5wNMpmrVtfF60NeDUQyTYbDqRgM0ja6xXcQPFN3eeue1L5ucPGvb+rpa/8zCf6ut6Nz9ciVbfpgZZ28uVr6PjVDf4deNtdZzOubuRrr4B1k+GmTG7TFO17VLfv286ye75dyM06tnkyJ04theKRq7KuBq6qszPuIli3KUn96lzPuT58c8/7m2+mzU3RevsubUaUX3+le8m3r9wAlfR5aZBVt4AWu7XY5M3JDrSt3fYnH5i+13WnoNzujzeC9GWpsgbn7/Vlu/wbsB4iKQ0Mg0VLBmcp6/fUcKRnPdaqGNmtknNlXTJa4ZpWYlaWVVlXy2AZhsShjsTB6sRaqqKt2bgbGzdnPQWs1ZCiSlBLYwp4rSXWtDg0cCXmxBIv1C9igKuI1WuZ7R1ADZCFuqVsqwhJLcUbhBghip0raEFqRvIMayLVwCEG7gfh2w/3qBZez2d+fHq2puNr6Xy2bfusigeM3dFGRUolqpBLIZTiWfKuI6TpjkbkYQ7FoTtF2OQL61FWqrek6BKxRa7YzfXX0oobCABuPsduFbyXuD3M+CPa8Gueny8c/VyygzJtL5T2Ov01I7nwTKcqvRSkNeWVYDbPrZ0o2/b4Bbvx3QXtcOUXR3Cv5m5et3N1Hdwuvqkqvf244OQo/mp7vc2AOWVcPnSbhfYY/MnWSUJ7FMyaXzedp701iwikNDBNB0b/GaYDYRghJvsRT/3rgHvbA1W2+b1Nln8/KDtovknPflz/2Ab5p4vRn3z8IsFVzoXT0ysvh6ELX2VX2JiLGaZEDtM9Ipnr9ZWnpxPzdfHeGMJhCBxH6/aeoilgCdsiaP0OQjRQFSQSJb4zjNrkS0vUbgtxJ31qsWNEIpBAKyEGi1ysCZZonupZ7FEsgSYAwzhRS2EqIJKw+tNXVJX5ciXnzDwOrOuVFCP5cGFKAwuRqyaeriv/+9//C989n/nhtPL960KuyiVbL6W5riyaWXPlcl0pRYk5E6o1sE3BFkRxWvJS4bJWcoG7ZGBHsXGCZqgWSghGjytKwFhk1hVeX1eGwTarlALTODEOkVogrwYacaridSlcTxcDmD6+U4BfPdwxj5m8VKIG5rnw2++eOBwuaBj58Hjmb/7qW/7jbz6SUuYhV8q4cA1XrthGWN0v01ifdKcAh2FiiANalJorad0Zun4MQ+Jv/uYv+bu/+08cj0fu7+9IKXG8eyClgcM0Mo2RgFKq0ecOEet8TmQSq5k7f85c5wvz84kf//l7np6emZ9eYV6JpXJM1m+qpfylIBzGxGEaeXy44zCNCNXo59nYrGTTdFuEqakWNyqBDq72jR1boXHVrctXo6Ut7rFtNVG1Wo5+bp7N+qVtYGcE7gz1EITD4cgwDFZIPR1IKXF//8gwTNw/PvLw6ROHuzv+6m9/w/HhwWpi0kQuyv9yMbn9/PmF5+dXlrzwPD9RqdzfH3Ze0a0u4O3RQJWlBV45Xy48P7/w9PTM8+vC6+uMhEQugRgH9757w+ViEdG8ZiOqUO0e3n7ffs/a7t/Tr0KwnS/5/DbFUb0WreRALSuyBjPmGuD/o5r+jZHyBcq8m+jUG1DVxuTta7DbzL5yCbrbqTYj3+dcnEy9b1bN6NjuvRn5N85qbRu4mzz7sb0xD6Qbhdvfm1vI6ef2NPZOuVyXGWplSa/WxiONsBQKwnJ5taLrktGymje6k1bIVj2mbZ6tvvb2+rZ72LCof0fbZwB1mv26w0RF7JI9MIHVBTkY0JtT9/EuLVUeYzAjJifQsFoKS2E1hthuTAu9B2MMgcHbiqS4OW1a5KrJxD69tg8DDq7cEdQFxeWiFGtPoLWyLgvp4YHHD4/cHQ58/OYbPn585DKv5GpkNjbWEeunKGgW8qysF+W0rqxX6+cUnxdzGnX5Er795mEbVwrTNFDWmUUqeYpUxp29pjvZrRbdV0VCIfT+W7ZTpLqB2+Y4aPXGORdK9ob0k6W65xwoJTpzYTbn4lyR1ejpNQ4u74WcK0NQYo3EVVl/+o76kiBN3A1Hxhj43/7zf+Ja4f+4O5Dzyvk684fPLyyL9YeobPIgWNYIDuWjFIIIi7fciBJM7+OOZjHSJE1GaPB4d+hrFZ/T5Iy2r6cTp9OJdV15PZ3NCRoDISbfE1o5QXUioJ2c7J1qjeHYo0VNhro+2ElXl/O2fv8HWb7av30DUCAQqgMkvdUf2kggpPe8ajWNBVe5OVoNVAxo9TKTaBkMGjz9uzbHWjWgW7AazD6Jmw59iyd737SbIdhFpdr275fc/EuC9SPbgFSLQNnv3Y/HLl2wpb12d9DmPJHdMvehuRnV4OdvjNwhBA6HkSFFvvnmE99++5Hx4QMff/Vr0vEeHh/hcLTMrpTcDveIqBkzuyvb5u12kP604096958oXn+uFP4iwZUp5pX1um4vinRaSov+qEWmYiRGK0ae55WSq5MVGChIoeWV7zxzTVp2z6W9J1gQlN7pLmzvZfNK9GjI7vq2zn3QlHgr8EUrGgTJ1gCRGJDi3rPgzIMpkZxUAAcIJVv6E1RCFEoMDAJSM9caOGvi5TTz3Q+f+e8/vvD9aeV3LzNZ1XgtUKpUU6hqWA+FqVYGBZw4JGjL15VuQNsirZQafPNuRtEucuVGZbv3UmBdTWGto3m9hqgmaR5xrB51VLE+PznnXaqKFU8ehkRQS0tcYuGyFE7XhaUoP71cyCp8+lTQYL2W0jBYA8qUyXF1AGIL09RFM3bMOAsxkoZkOcKKR3Vu5TAEqxP4+PGRw2HieDwQo3lgQ0wMTpEuGJCpWtGoHTimIIiPna6FPK9cX89cX0+UZUGz9RCJ3hPGRKsZQhbBatErnA1MFTMA+7VqlznpMtq0rL3pbeQKvlA03KxD/yL192Sn6G1RnkaO8iWD/EuH9csYjZxFglNiDxzu7jhMRx4+fODjp09MxwN3d3dMxwPD4Y50uEMVHrNQinJ3d8fDwz3n+QKflbWs1tdu5x3cbZ2bLoHNAGgpQTmzLivzvDgdeyYEJQ7ZyTMUM/gUrWZA5GwsoG1MuvFAW+u7QzxVw6Oaxk4ad5sSRhAS3Iu+c/Tcejt37//qCLc5a/JO3/3a87eRqS9FrOyyN2DVvNxfO3MDIG2TbqdV6Cmp25VvaKIbC+xsJxrvWrvmmzO9udVb2d7/3Ywmt1acKVI9kiEi1HWlLIvpIUkUAjVnW1ctglWb6dfSeDbwhAPIDRnuTbbtrdKNeH/0fJ2WPru77T5uVfAWCOp7yzamOMhr4KqfWbzm0iMxWkG85kOs8yvQyC/YdEC4TfPaCC34o4eivUZss7r2OqMilkrS194wjIzTyDhNjONEjMnuuTYgaxkEVLuf6sSHuUXPxYBKM9RN3ycejnekFMlloZRsDpFaKHm3L7GlTSG6kRG1+QSsrULtUaA+dX0dbWunbfNWixOptRKjOQ5LqUSp5KCkLMRi85a8vYpFUIFqDI9UpcwndA2EMZMCpDQxffxEiSP/+OmRh7sDoKQQyJ5d1mSgZdy3PVlQ56ezNZIlMMRopAEi3j5D0BLRWpBoKZyNFTa6npoOU1//tRi5QbgYAclbAqN3e8iNXG8RMpsBocWBG2i9TYbz57o9/2Nx/K/K6VciaV0W/Hq3OIdn19RNls2ZbsAwaEsfNBmsjY7cI0g3dqXXKm53tdN77xbxBpLQW53YgNR2xVumUH9Hdxq819WtJtJEelNOTWXvo0HSZWifBNjOsV3f7entPqLS5yn4GLQecYeD7evj3R3j4UA8HCjDQInRaKlDq4H36FXfL7ZzbVvMjdZ8d79vjy9LwJ/1Fbe2zZ8pir9IcAV4p+stPUTV27yqIprN2AzJaSC3u44Ch2ig6pCCkVoki6DE6BTSapuPFGP0k+gCH1xIurflzebx1pYKinZ5aEb8zsjtPakiQc24DGMFT4OrgOZsTHylEFOleJ1VGpOlVc2edxoCQxpIKXqxarJUhdbh13ZbzxH2YsqWgteub28b9I9tWb1hZxSp04MvOZACDEEYoxmcuTihSMW8jYIzGFkJv8NHrjPkokioSKheQ2akIk3H1KrktSDBrjXECCjjYIL9+DCQBogXYaUiEvjp5cLpujJNE4dx5DBGvr2LjNORo1jH+1IK87r2HirFG12WWmj+GZuaQJTImHXzsLXpDYG7uzs+PH5gHAemg1GVD8PBUtREEAo1r+TLC1oy1/WC5CtRK2NZoGR++O47nn/6ie+++xe+/+0/mUfw5cS6Fqpa81hCQJaFqpXr5czp5QXNK/nDPQzWtFo8t7KlwKkbgoKQosnfvt9JSynqedSyrafS0mfYlFD3GLJtom2irCYlU6paH6edAW9Tv53DxH9LO5oOBx7u73l4fOTbb3/FOI48fvjIOB0IKVI1s+aZ0+mJtcyM68yUF4wcYkIIHA+JGB95KEfuHydKLU5NDymG3ptjGKxGsacJanGjzwyinJWc1fpRLSvLfGW+nEEipRZiTAzDQBqHDezCRq+ulZo3quJWk9BAUqen3xmCoXWbdwM7iDUDlRjQIVLLQC3BdJpsqZPvdOLPmRo+kXtDEG2e4C+n/70FVjd1O9LOtttK1V5vc96JOdu7BNTTrPprfbVJlxFEeuqJU7xujrNNGm/vvW2uas6zfkLZSr5pc777bPOwV4WwrrAsxqDKQEEMYK+WIt37NXXQtFUkdECle7dzuyZ/D9t4bLVXm5HfGIOaqm4fM1tsS9Wp0urV2hm2VC3VlhboNX4CiAF1YwcdkGDMtarB5ddGt0WuY9jIHrrTEek08kr163pf/KLVIv0SjPijNVz15l+spZKdqU8QXuaF3z+98DovpPGIhoHTbC0gYoqMDNRkpFKrVgZPZQxRuL8/8PHD0dbUmLxpqUlUjIGD148uy5VlMWpxLYXCxlbW9mLA2W3ZHKiqvb5GxYiAtAHzHZDeUnAhRE/tDNLXPl1e8Dovi/DEEJx8wuaseNsSBZZSCF6HExu4rQWNgzm0JHGoZ/76w8hTLLw+Gb39Wi1yuZ2xrVXbNxv5rM26snrvKmk6RwJZoHpj4VSM4GgYK8MwEqqxZYJwmRfm1ejjrf7Q5trYfltN7T6u4GMhm9leW30p0NrX3L5/J1u6OQFgM9g7A+jb41+BuzYohSux3feoZ68EvF4KWlM0KyHwiKdxQrsNt11lx/D9ZHpzjX3tupP5pvXLF9TJXhM2cNYwHPqG40HotPagHbBtwGv35dIHoL8edHu531Ur4tL923c1YC7/SYSIWm34mDiMA3/x6Z7jOPLthwc+PTwQ7u8Ixwk5DOgQ0ShoELbgxRdAzM/Or9wM27vP/inHv0J+/pzjlwmuOn2SdFZAa7qbAe/1QUVTy9U0Y0RVSQKHFBgauBo2cJVi2FjkihotXmobJ7TNOoQGrnZI2rdL7bDfPXh7qaRhsfaLLdTQGrUGL1qv1anOoYZILgWRQBwqUZU0JoZxoHYlDiKRYZgs1B+tuVtoBpR/WQvt2sa61YLAtnn7Xb5XimIpZYLXZZYKVViyOxcG4S7ZhpRnL+ov2ElDC4VboW1V2wAkKDEbuAqhIKKWf+7pgMXpZte19LGxBAYDVykKnz6MHFejnT8XS0/78enkdV1mvH56OPDhf/pL7qYD4zQR1DqEn8/X3pyyOL3uMs+gXofkm3QaE1PRmxoeMHD1cP/Ap4+fiCkwDLbBp2SkG5pXSxvLM8vrM3m+sjz/yPr6hOSVcD1R14V/+e0/8dMf/sAfPj/xu3/8Jy7zwul8ZV2t/0rGU/zCSiyF6/nM68szlExZvzVqdDGArThgaIZ0q1dzsTPjqXUxv11W3QxotUfFaoze5tDj31Mblb02On/7zLws26bpH22GWPAaQosOBqIGDocDjx8+8O233/I3f/u3jNPE3eMjwzhyvpx5PZ+ouXB6+cx8TRyWB2peCXFgPD4SYuLuOPHweO+Rql8DkMvqPayqAX60M5ypszwaCDKvq/Vqo9dyLLP1XbucXkGEZZkJITKOE+M0Ejyl5ksgs7MEau1sihalcyCM3PQECU5rr5hDJkVLQ6YkdBip0fsTiSDxvTHRHCNvowsdcyg3YOnnANX+tf3ct+htA8jNaLg5FzvDqQuZ+6S19Xah/9yAq53TKrSWFS7DKB45d3DTHQPbTbbtdJfMYg4mcCOZDQS5kUetaM4WyVkWahzQUKkaKQTmxaKXVsfjpAVsDowv3LVFuN4tMLn5VfeL482cQLtXA1Kd8NPPc2NrSL+bPtfg9yqCbTBqAEst1csAQrZUJazGR1CLoEqrQ27Pd4C6ndLlvRES3NxDVepavGa4dDp08NTczAbSg6DzjPz0xDRODIcHiBOv1xUJ4nvyAJrQUljzylotRzJG4fHxyG9+8ytiisTjZOuirQO8KTFwPiWul+AR9tnYHmumavFaqQbs3VzY6zwnrFAJVNlqKfdEIvt9M7DZGqrV9/+tzjpXZ2P0FEx0izpKyyARYSmWli/e24+SkflClcByfqEQONYrf/tp5C4WfjhYzfY1C3MxaczayCM8RbM53FStv6UqazVCMIEOqFeU7HKQciGEwKTKoRm6i7lHz9eZqzseijpgKwaku3NpMzDYP9kcAdr1mtXF7Q2lhgAc4PqiaMx0PRpC2QDu7jT/2qjWzef2aE/a95r9FLrTJ3ivsODgyn6cm5fmhmo/FtW9WbW0QbmpR1SvqdQvXI5uOmIPAvd47S2w6FaqbmmAPV0dvT2B7L9D/I5wfYFFxNod7RwMwW2V1u4oCoyYo/luCtzdDdwfJv7qm0ceDgceP33g4fGBenfP9W6iThMMEY0YuIr7kWsPe8S7u9kvvHQzBnI7nX/0+MJ3/o88fpngCiuG33pY2TAGT0xvaXQ3lMtVPddcncNfvSfSvmDX39sWveK0mnRPr/0dH/j3o98Wz7u0QN+QbwySpgBaFGD/GIJ3APc+WAIhR0K0PO0QrWC/Ga3dSIvW/DbEiNRqtLItxYO2+Dbqzs3eem9Mtb83o8/SJwPi4K8tztpTEfwcPc3S71rb+4QQ3EErFrWqWllzYV6FGNVSoeDGgLB5C9RQsdoJ7copBANZKQqDd0yPIaL+vafThYjycrLGlocxcRgjopE0DEh1YOtGozo9eHTPXehUxF+TRFdNtZLX1byniuVUlwx5pa4z+XI2cHV6ZXl5gbzA+ZWyLpxPr1wuF+Z59pz8YnVNal7NUquNqTP05VxYl4UlJebrzHUYnNY49pqffVPamKxOQBEj2pEbKXxzQ7eqpwEyxW0036BF3Ou7N8idSbCvn12Uai9bDaC1TWTN1lsqOyhpDTFbihIuQ9bEslhUNpgTQQmEOJDGSqzaU1gQ82dqCF6p24zbHSyQlsYTCSGR0sg0HZiWzPF4x/39zLoWLtfFhiW0dFwDUNo85TdgY1uLbRNsHev30Z+Ngc3rrzr1s8+bp5xEn9dSoMRMqIW3tX99rvx/8V+0zdfuur5WXP5zhedvU33M+NyfsxmHb8XHdQx68/1GBAAtAc5LLQxsOuNklIQglNVaHGx1Y0pn1trprl154fu6ugasuL0+bXZvMzhzpawFDVBYKSrMS2bNxXXVLYS7BUy6Pe6vlU3i3uGtvdGmO13yZvz3cNHOqjdr1z71NkXIr1XA2Cm3/ctCinEDa/6Zlh68RSXdhH2zfi06d+t0ub1e6XdyW3755sq19bIvqK48v55IMTGfL5Rqdx0d8BUsolzZemepy07wfVycTdDWnLfVgK7LWySl6ywbdHo6WlsrOwN1W9RfvNXtfvqDRTEUc6pQLdoRWuaF64UYIjFU8LpmBa/5bXJi12JG9mYSamtcSGAS5XEcyFPh092BgPB0yeRr8aTV5njdayeToE7Y0eZE6bV/paqldoP3JGsOUZ9Vj7D05ud2kluZkNt4Ujtfd+S8Gcebkoz9dbquqaX93v/Uz/NzFvCXZPRrKYFfT1+XzdbzeWmp2j0y2ZSf9Ku8WfdvrKr+9/b7rWOrX+jbC99rGd/SmmyIX6Juuri/Ud8PeLPL2nlu3s/t+9uyb5/cq71m9UnTIbb6o1h7qyjCFANJAsfDwP3dxP1h4v44cZxGpnFgSAM5JSQmaw8Tgteiui55Oy/vFOnthertr9t44dr15+yf91/373b8IsFVrZV1nVmXS+/bEMSMbCvCTe4Bcayt2pmgqIUklUGEKQUOQ2RMobMJaaloLlCKeSNwg7vl6LthX6VujEjd2NHbx+5Obq+54GMKflPgG6CSaIQZIZmHOzijm9bSN/dxyhwOEwKWRifitT6T0dxOFsEagpK0kBZr+Gb049p/tnLsbUG3Lfp24VfUvfRTiuRcoFhDwVpgQRkjtIYtQ0yew42nCYhFzsQayRkAsS7dEiBr5roK0xj4+DgYsUiEJNa4Nq9WkFyqFxgHa9atwBitdu5uSjwcRpZsWexrqVyvK//9n//A/WGEuvJwN/EffvNr/vqvvkVi4ng/Asq6zGa410IZR5sb2cLaUZwJ9AuLrXqNTs2rMY2JeApaIFYzhpfzidP3v2M5nzj/8D3Xzz9Qlpnry2fKuvLT8zOv5zNPpyvnZWFeC0tVVgyAzmvpG48qzJcrr0+Q54XfHw+czyfujkfu7qwOKdeyeaQEUkrEEElJLQXViUdkV6DeHhvpQ5PkECzvHtnyuUWyeaHdk1vL1ry39ZqrVS1fP7Yi1G3wBJOL7M10n5+eKbkQU+LTp08cS+Huw6MZS36NtRbOpxnVyiWdSMNIiInx+EBMifFwxzjdkYaB4/HBnAx+39qitWauYQajEiUiVIZk7GEP95B/HTkcP/D8cuXh4QMPDz8xHQ7ktXC+LtZnLhfm69WMvmQNQ1NKRkwhRmWsQNQdgYZvxCl56lVMnr5rn7WeYtUbRCoBo4eOHsUqxZphG1vk+7TAnlbXt3Zfu22834vu9q6vACqb/41a+cZJ49e5Uxz+dNMlLYWu9yBUdSpzS6grskuXlEBME/FwJMbEYTwSJHB6OTHXs8vL6npz07O6IxeQ7vW6RVIqoevoNkaN/MhKFd2QrCuyXqkEVjFw9dNp4fm6slYhqxWo72rN+9iJRzJElLjRXGzj6e9rO8WNKukEGepkRW9sR//Ajd3ZEcD+ze0OTb4bbLB0ucgGTNUUtxoddNAM2sobWm2xp8hLA1ibTEh36MV39kdzDFRpOh93tnna6479UhGWXFleLwSZeT0vjOlfmKLyOFSGGDgeJ6YxcjnBPJ8902BhzTO1rIARNKRUiWmbY0tjtP0/DV4/q6ZzmgOqGataW65ckxs64LidRHtoBD/7v/dV16LRNVhqk4eTpUbLvpBAqZW8mmWbixmiVZU1Q6FFx2ye1mq9pXqEB+mkI9+mA99+c8evjwdCjTxfV/7r735gXn6iqEDwJssdgNTeUy15JL3W2gk7SjH9vdRCXWZrrzGMIIG1KuQdPb2qpcu600EcBJtD7Nb500BtIw5Cd1GtHRhrtpyjtQ74wYBiFWcmVKtNC3FzJP25x8/VAe+PBl5aOt1+ce5rYdu/VtARdq/dnqvZV5uO2qJVxVlnLdui6bNbLPEGYL0R0hsnl+xe5Facb+q42G7NdMNOteyv3ZdE6UOgXdcEMd02erRqiAaqhhj4dDgwpsSnbz/yza8/chxH/vrDJ47jRLp7IB7vmA93XKJgCqEAACAASURBVKYDdZqoXnNVZQNW+q+Y423E9uP1yzl+keDKDu+JgHbFHzys3JRP9eLXbUFW8N4ApgjYyCyQLlymyHQzHqrSaMG1be5vhXcvhN0l8Maw+bJ719+4eT6aotEQkag9ciUxOBuPebRjirc0uWFr5ioxEUrFyAwDoZsV7l1oRsFusQLd+7H3MTbvRhAjV6hSPX/fDCkfVjo1RMtZ72mHm6dQ1MCi9dqrRoSR8UhFpGryyKL/1yMhYglFVSGJpwhsNQEWvTLImCL2/py5zAto5fnlQimFX31jTFSpEQmIeJqHotW9bd5fqyk215/vDYlmYjkld16sm3no6TCFVAt1vrJez6yXM+v5xHJ6ZZ2vnF9eyHnlcjkzzzPL6n2ZGkufGqtPy4lvjHclF9ZlJQbher1aN/QQGYYRMJIR1cYaZQBRnSa8K/c92GkKTG9lQV2A+6bXRXiTOVsiDsDbhrn7kn1dhshO2uoG5tZ1tfufZ9Z1Zcgr2jW8C21VT7crDuYyISYUsce2VMvImEZQj155U96ezy4gDVzSItyR2CNXR0qB+/t7ci7My8rlcmVZM0UheIPyrBnFDIcQtnP0BuSAsSvtxrTpqRYRDfu6K3MkBO8JEtz7bX0E3DD3gvKfMwze/qVFq/b1dF86vg6wbiNuHVixe7K5WvujNvDSo1WNgtrbZTTZCdq6lbi+GwhpIE0GruSyorJQpVBoRCGt6L12I3jH8UCzGLoBHNof27y3nn3mHS3FnWatqTnK4mvvuhobZXZ3lDbDe3/fTdfr/iJux3PPWH+Dhd5A3xujfWckdefz/kb7m105vaE/lzZH7uSTtr/sr0mrGf6y7aPdGN899pFrnvob6+32aH/Z7qpVmEn/e3tTVesvhVr7gwA8HBLHB2sKTNgalSv+/l3WSouR+Vt3Z2wpZlvaLbgO3emq5uFv6aNbLYq+u7vd1W/rRfUL61F2+7jpmXZpjYyq2SioUoPVQlXfaDpDq25VfVorWtxoF0tJG0ZjrEWFT/d3xLhyNz6R/Hsyvp/5ONha8Zl0EBRcPtQdILj+KVVBancktN6V7X0t7Vn9+8U28L5X3ES6/bGBspZSt6UM7gDWm7FsUdQajBZf0Y3w8/8Ha/nm691G67p0d38ivCfqaYbD2+OdvrTn2/5pP2Yv+d/eIf32Olt9qjTZ/JKZ+QaEvRk42X1u/5HupOkGkHaQtd8GjBHa2aXFolZjtCbfhzFxGAbujiMPdweO48jdceIwjMgwICmRUzQPdoi94XDPEnir1L4471/TRW/v+/9j7k2bJMdyc83nbCTdPXKppUutK8luz9iMzf//L2Pz+Zo00rRaVZUZmzvJs2A+AIekR2Z1V2uzopmnZ0T4wuUQwAu8ePFXLJn/4vX1mwRXMQbevX/g4zfvCD5YPwNb42fvtVlXHbzbWkNqRWrBiZBCIPUZRK6X4m1BVzViOk9DM0Vakm5a2m9qDLGAV+2WAYm+gw4UxzcN4JzdHn0F313v/eq9Recd/vRMUAgJSaI9KeczIQSmaWKeF5OGbjRR2pzzCjaDCXWk5BlTYIiFwYLLaIMNDOvsgZPTPGewo0CUquR9n8khtBq2wN2hfPp1rVrlQRui9eY2eW4066TDStwGILdsiAh4nSqPCwR0HxB0lplgY1o061xElWfCoCISp+j4cA6suVHWmwbvMSBhInjP02tmXipD+om8Zs6nkb/53UeGpMIEMUXrJ9fsHN5pA6i7r4q+vXJeGkEatazIekOaMF8rThqhFUIt5Nsr+fET5XplffrM/PRZB9Y+P5NL5uU68zqvXJeswVwVDeiqUFuX9e6ZLe0LyqtamcfPT8y3mWVdbR6TJ8R7hTkRWFO2alLSChbcCXR8Ub06NCRvx3vnNO+jxY3G2oNmIIZIiIEtuSG7bVQnqU4jrysex+vLC58/fWJdMx+++45xOhN85OHyjlK0UlpyppTMMmuD+u02471nmJ4Zhok4TCzLTIiJMJwIaaCKIzfL8VkVI4bAMAx28Mkqe46UGqeT54cffs+7dx/5/ne/5w9/WMil8Pz8yroWXl5eeH5+Yc2Z55cXVRcsmVwyTpR13x3r5pPsvIUUiCGaWlKyZJBlkWvdgqpqWeqdRuiJMSIG5n7N9ucA1cGH3xWg+gX1fg9M74A0hyDTQDVyry7Zg7DS9rmD1ZQse6a7OU9zQZMsTh3r6E+E8T3DOPHu2+8JIbHwI9eaKOvCbXmi1mLnU9ik3QR6FV6swfQO91hfzX7waPLFgFIloP0i0FYVRsoo+LpmYW06gkI/eV/Bd9ZgyzLviavDHuwAjMN6sD90Ws0x5DrEm9gh2PvuPm7/hbE0+uc7Axwa4wn7DMK2f39zuC4S8JVwS8QZ9dVt9/j2Gvc1UKEAoTqtXm00QzotU/CHPs09e6OAo4OL12UFWYnecVtmxhRwZbVqm6NUYS2N3ByVSHARdo+xncVmUbhzRjnF6cgEGx1Rq1ZEtr7JTnvraxu2nheRTkcUjSX6/Qlbdep4XZzbK8xegiV3BV8roTZKVjZMLQ3ntNLvxMZIS6fgobRm53DRko44Jq89LCmORB8Zhkj5duCaKy+3maVkXpfKn14Wcm16fp2niSVsxPIIrW3y2M47TmHEYbTdptd3nmeWZWEYhm3AfN9SSmqTZB8/0YfE9+PXpGDbEjxHavLGrrgDWb1K2ldhr8jrnbLPKdN73Is7iMz892zyxmhuibtjcvKrxvXLY1Z7oToB0gqtFUSsp+8uWdM/4d6O3f14AEf3f5Kv/K8Dw/231o68VaH0vjF74vtrdwAZ7LXBKZAKDi4pkrzjNCQeTgNDTHz38T2nceTdt+95//0Hhhh5GCZSiLQ0UIeIGyIteH14b+DKf0kJ3Hf9v377L/6e3y64enfhw4d3SgEMwdCzLZiNFDrz+rLuQKlWPNpPowNeLXsMHIOFniVScOVt5otDgpiCi6iR6gGsP2QcnFN57e5ojRYoTvZKDNw7ph6BvcVdYE5NHUMwQ5YG4XQ+b7Kow6izd5pUbX51djMEpTvGqNTHIXqGoGIeAsS6Hcnm7PsNpsBK9gyIdEqSBwm0FDa1QQHEhjQ377bgXufaVAtw1NG1Thl3bqNQiOjU9+AduTbL/gesB3eXqBVATEihChI8KSpt6pQCAiyh8vq6UEuFGMEFRITnV23Clda4vrzy8cMDD5cJzjAOChpblV38w+yaGpre2P3lWgwiBKm4WpB1QUqhLjekFkJZCWWlzDfy02fK7cb6/Mjy9Miyrry+vJBL4eW28LpkbrmyrpXcGrkKpck2kFbPnc4/KwVy1qrJ09OTyg2XolK/MTCOozq2TtEwcCXC5vyOsutvgdXxuWd3e1a7Oz/6PWPZsqMz7VYpBJXvVeqghS0WZDmLJqUJec3QhOvrlcfPj5RSmeeVS2kEH0nnkVIyOa9IE5Zl4Xa90p0VwDAOpDQQxxNLzoQ0EMczYZgQPNUlwFHFI6LDiS/nYDSWpMmZADFVnE98/32w86nS8CVXBVRr5uefP/Hp0ydeXl/4f//5X7jNNx6fH5nXGeca4owaZGCz91FqP1iwOVn6uV1AYO/bMnDrdlGCXhkLISAmjfzXbH+pavXm1faetxnog6s2p7/ZSgvG+nOx3+Va92qrVbFrM2DjQJy3pmUPBMRNhPSOdLpw+eb3pGHkaQE/N4QrN7mqkA7QZ7jttBitvsgWVB/oM7LLUpsx0qqVgIinGlE6ZxUBEKCgzeqlgckkqezDPaLagWavMQi7Pzm87hjsOMtodZDTQ6G7uYj2p+197v4Tv7hmb4aGdiZGT5axBawdANq93MHVnUBD/5wdquk6vpdgtrLM3SZA9daPYpTgtjkJ68ES9ccqxOOtlbEngzylVuYl451wu3mG4DhHeJ/0G0ptrKVRxNFcoBENoHUEafbMgITD2RgPpZiXWgxcWaXZ7lfcsSfL2AzSq6QdELRt34+ViyPA6s/+DX1XRAil0UIHV1C9jttorUH1FAM8rl9IpZ5o72XQpOPFBSIqnBR95BQD8TSwCHy+XnldZz69Lny+LtTaPyfY+dfqTxf6icERklbSxxQJ3lNK3cZqzPO8Jdp6BbDbeR1zE+5A1bIsX4Crbn+6zzn6m93X7OvHbzZn35RWeuzlEwMgnrbV9762bXD3z7zmr9hs/X7Zn9oPQI4/ffHe4/vEjsGh1B8dOl92wRRpuwrqr929vgyl25AvgVW3nP2nt9Q+TZBr7BMNVB2nCHWTEtHXpwBTgOg978bIGD2X04kPD2fGYeCH77/jdJo4ffPA+bt3BOeZXCDgWWPSOXwp6FwrrzL27WvA6i9ewjdo8y+et6+9/r8Luf1GwZWga681KDT2mY22aDUlybxoNr8U5bJKVaqXd7us+B4nmlFt+w3frHFfK1fqEJxvOsgdDFi5XZHKPqpPYVehwGYr04Q5jSYl9x3Y1lS9B/V70uLgkt0uWhFiINbIMA6M00Q0eekeWGAVlxAVOIzDoIPbbln3Q7Q0/zZM6+fEe5XQ3I6h/83ZIEEfECdUkygWJzooUBwteEIPe3bcuBvQbjA6aBDBVQUStTSqc5ACPigF0Vng0a+L3wQtdHaISgtrA3P0MEZPrZ7atP/oeB5L0V6s67Dw9PRKKYV3lxF/1l6rGILSG6QqhREDV1+jY4lS1UrOtFJM0EGl16VkFa3ICy2v+NY6schArH5ms6A5hIavO5DpGcU+E6tnovtnbEbeKgOl6BDc1kT7jJrgY9D6aadxVFVg7AMd+6BYPRT5xUezIKhTh7aBvG3PBvRejc7NEeFO9v24kjXc2Rvp9TiU6rcuCykl1mVhmReGcSAOAyEIKY2AI5dCGrRHrpRszr2BKzS/4pYFXwXfHD5r5lZCRc9eoHccOhc2wOO92yS3a23bM87jg95Pg1VJHy4XWq2klHTw8LIQkwJJFejQKlunCNoJOgAou8fsvB1R++4AD8FcV4z5FVvPEP/a136RXO37xNvH8XU9ADVQZbaxZ7xL0yx96QyAnvEHanW7oIUZBtc8zgfwCRdH8ANVgtpVH3Wob8yID8gmQy8H4LonqxxGOYL7tdcDjn4umw27FkdrqtTYLLvfK1Stg0DZz0EXBPIWuMsdwNoTUq6fpjcOfiPYGQDakJPtahc1uNvv7SUGwrbv+/I6bYmQbY/BHT6zf4aePn/4EpWS7vtzBKZ9Xlb//90d/WZZ7m5L7ZYZDHqlSsx29Uqn2jKTdu7lNYcCb2Sr5DTZRRWWXLkthetSeF0a1QmjBLxLHOuL/Zo7ryIw3pn8eQtsSsMNlF3ST5qwNYttB7Uf5NFecTxW3wHofbWZ7dzr9zUarjVCisRm89VqozZHLBUnOnQeE1rqQ6a7LnH3C951WrExK5wmSS9D5JvLRGvCeVBAlUUrx3t8YWvU0Lz6Ab8lTXzwjH7cQFKtqhjYAdS+pvYBwB1MDcOwVbPeApDjzxvostihxwh6jF3IaH+PM7Audt/3pdfX05/fjp/+79j627+y9XaHzR/TQdP+uAc1bLazg61WNT6tJVPzusWpW1S5v5H7O/ur5L43+3f40/G/RvfrmtfeQbK1FW09eefsdx3wWmyC2q7BY/1VnlPSgsWH08Q4JB5OJz68e2AYB949PDCdRobTSX2o80RrVHFe51k578GSMvtgdXe/73/hEn5B5L2zVV/b3v71Pwqs/tL33W+/TXDVdBBtXptJaFvvhs1XamYE6lpZ55X5tpCXlZozMUCKjtRFLLy5EutJ6WXnWiola+M+rtisK816O+8IEs0A7Hz0djCiOKVUmOY4LmFZKGEbGLJ5YHMw5vSRo3KR0+9FcD4SoiMJjNNECIF379/jvKfkzLLMmJ4SOIgpcEqJLPDNx3csAo9zVrpaE6LdiCoXYYbNbNfoAyka3bEot707aZUnT0qBK5VWtE9ornpOU4h7L5hXpy0WSR2SmNrU0M+9F4qHZc5IbYwhEUKkhaazQ2qjNA1490yKgFupueJiYowDITnenyJjdLxcV56WFUGrE7jAbS7keWGeM7TCaUr8/d9+j/vdB4YUuJxGrVK1uk1ed+KYVtmkffvWWlOp7udXal6oVUFVuV1pecGvM3W5QS0kKQQvJKf01RgC0zQSa2IRR3WegiPcVpo4UtQBhLKF4UJ0eh2CBSQibgNK87wgqDhCrY0YA2kYSYMDdMhvrY2Ulk0U4W0g3p3nEYypU22WAdPv0ipSoZSyOYlgMuM94AZzoLhDJeY+SOmVZmk61X6ZZ54eHyml8PjzJ0KIfPj4DQ8PH4hxAKdjCXwYwSVKWXl5eaKVzFoKkjPkwkv12sztEuIiPiTCcNZqaBzwPuH9jeBf8d5zOk3EGMk1M+eVVjVjW2vVWWlNKZSX88Wez3z/3XeUWvnDH/4nOWf+8Z/+kf/vj3/k9Xrlxx//jVxU+n1zrD0YMQOm4hR7xerOvnGgZtZmlJu9SvS1KpT2Ne3u5W2G+Guv38dYyOaEO7A6ZkChxwla1WndVkrfNwW3zSqtXa0y164eaWARR7FBsEWn4ahwTUoEmZD4QJi+gWFkbhFfAjWe8Of3uOaQYaQn4sECOxMU8T7uwbytu61X0CICEaHlbOMddL3UJtRVxXJKc1SjHWfFXVtVX+2Anggv9bCO+1o/rOvtmrPFRjvgOJznvv4Pv9vB1w7C9gUid9+5f6PD2UBFZyDM9YDozT6Zhqaeqy1WC2y1NfM73mz1zgJha3R3NqbiCDrv1palTlwIVgnRXknBVN8Oa8/RCG0HgM4QhISBBhQKjkYWdaVrEX5+mZkzpHczl88rl0tg+DDiwkRwOqgXBO8USIcitKICO0Ma8U4l2EtWqr9zfc6czudiu76yNRQLRiO1gcKt98aaAonOZ/SEFHW+YfCEpII1zio+0qy/z0SeQgyqMOvUv0WEWjy1BIpX+5zR7nKPsSScjQfxwaTq9bxNvhEE/vb9xBC+4V/HxOfPzzx5+HTNvMxFr5tXFc5eWRTRUSTead+yQ5imE+fLA63JZgeXZWGeZ5xTwZ5j9bxXs7z3XC4XUkrM88znz59tnMe+nrvP2anQDVfsbMv+eV3CP9v7vVXJXHH4ddlERTrw/uXNvXn+pe3Xg68vgONm36ya30FWf8i9nRXZE5QKqBbKMrO8vrDON8o6a+yx03Xu93NLJP0Z1PcLZwHY4yfY2j90/qs+j8ExeK90P6toBeesmmVJdwdTCiTvGYbAZRpIMfLNhw+cpomHdzqiJg6Jhw8fSOOInAJySur7qvaTFTfgSJAisikFGuR7Y/f+w9jn37v9yqXhDv/+mu23Ca7QrGMpnTutw19zLtp4aVWEmqs+StVeqqa6p94WxyaxbedjpwTIHnw4DRa92wMejzc1F1W9oysJ2mLvoEiDCg+ubcqDm4ww0JtHeyO0GKjaEUg/3r6ZI3U2hyQ0UkoMw4BIg9W+vccTTo1wSpFxTEzjQIr3ErzeMl5O7qsJKm+rjrgPAN73Qv/Wp707O3faEOt3eVbDkXfSGM715OTerGtxuwJjoflOhTt+aT/H+2drVVF56sG3bRZDCur4g4e9+1W3VoXcGsEXrteFVutW4QwenEu76lHfV2HrH3izEHXtmXw6W6VBM1GUrI9acK2ao5Ytc+idDsfcBEq839alp2dv+jhpZ50hcsDmu8FuTUxRTjONzjlCD8abbFnIXercbc93ghaHgHx3Bg0RvwWG7StBOTgTOWFPHtha+Vp+6Gv2qotb5KzS7OuyqjJlX3MhgQ+kYSANIzh1unpMxXordW6ReE0YNBScB0y+vTlTfnQ4V7RnM6iqVqnVhsXazK5SCaFSQiXFnQaj61+Dn3EcFAw+fuD1esV7z+vLM8EGVB+drAOtJnpv0vnxzZrScQXH38nhGst2s/zCtiEi7q7j2+e932V/2w6m9mBEDkMie0JE2KulvVLVm917NbNLNLcqe+8IHTQ6mxWlA8WddwQC4iL4iAsJfFSqXoOG11kCPuw0QjNw4gMStJ9EvFLDXK+YWHDvjLqmg8kbEJBWCX1+UBN8LYgTGxPhtDrVEwT9bPRT5thmBfW/31WaOAQ98uaP/TUdANr9sr9kB1xfgqtf8vD3Lt0d32vvfxtefuUdh2veqeA7EJQjM+OwC38+rNvpsNtOyGE9cwBxd6BRj1O2gehuq1o1tOK1lob3hdtSeZ0LLlaWIgwV8++ertKrCbid4qr92Ebz3y6j2/a3+51u+/tFEHc8l7amLZGgSUSj1W/rwm2Va29AQnGqIE6r5a1pL1Yw+xNsTqQTwFgNzXj0nl75vq+O2ahMrck7neF5GROXMXIeIqVUXuasldZ+zP047H7v6rDSGmJJUbV1UG2IcO951fVwpPPdV6NijAzDQKl1S+C93Y6v996S0IcF5UzoRxkt1e6Rg092+7V6Y8r+A9vX7q09Xrn73RfHcojZeAumDvb3bUVLOmND50PWsjNg9u/5haM72Iyjt3i7+28Pq6/hbht65SpYxSo4SM4xeO2hGm19Rac/e+dIJgJ3ipqAH4fEZRwYUuThNHE+nbicT1wuXb33RBwG6uCp6dAjK4LODDtWqnYb+J+xfY3F8esp8v1D/pN25s32mwRXJVeePl/5lAZ6zNqkbf0ptRYNunMm30yFbNWMpSeQoj6C16GKvc9BmtOMlHcmLV210OSN7uYbzVXEixlb43TboOAOTYROZXNItkA2tl1NJ3RqILqW6PQIgapZbakNau//MlEDC84FDSojMJ1OWzWplKwGPmhZfRgG4vQOPxb+9veZ4fzATy8zp3/+EZcLS9Um80DfD7c1Mg4xcpoGDVa3oaXCumZSCIwpQvOU4BHv1fk1dYBr1v0dgiOmCAY4RCwDlVTsQkX6hIgj0HDNsc4FKY4lZqLz1CKsZZ/b5IL2wK2lWnBSCLURu7FyMEZIIZCzZ16UHjiXTG2dT+yp1XG7ZWqp/PzTI64VHi4TgfeMQ+Q8DCTTe3cCIeQvblRBWEvhljNO2sYL16pPoSwL7fWFllfy8yMtZ66vr6xW6VPn1NR4ea2mnsaBVBtzq5SmlMEUkxrFlkHapg7ovAb53tlsrap1y1L6uY6EqOdJf+cURIZMjDuHHtjA1pdOodMI9991ANSHBn/NydqSogcqx3lL/TXb8Gx7fQdX823m088/W8XMc3l4R0iJMI5Enzi/C8TpTM4rYZzI68L19srtdkN8pMURXKA1p30ZuZKXVwSHj7eth9E7BbUfaZzaRKmVNWddX2tWW1Ary7wwWkN3n6EmzeahOYePgb/7H7/nu+++YZlnPv/hf5rIRaE2vdY5Z5Uit98Nw8h0Out5t3N3fX3l5eWZvK5Iqayt6XDOA63qP7K9pXr2qucGro6ObQNSbNe+bfa1bUCqVP1d6b8ToRoTV/s72L6jgYoQCDSfED8S44nTwzek04Xp/JE4XvAx0iyVUEV0nUnTpIvxo5wzyl6z/SymJGgS0845fO2KaBZIuED0ER8cp8mbuuie/c61sVq1bbHntRQdQG2MCETV7cR46b2xfq8qov1cuD0RdNwsqtmDxEMMz5vgmSO4sovC8f8HgNTukxidHtm/kg0s9mDQhh1b8qUHez24dw4bNeI2aaZt9+3x1SUp/busz7kDGAMoDfb5NdsRGaBoFY8OcO4BdbRMXBHIltR5vK68zI0aP3GVxOUy8VIK7x5OfPvhzLcfzqToeZgC0TtUjlZBeD8G3xOUPtJ7rvagy+1PmnHQ6+UdXkzlzzXtjV1XsESWCzoY3aVBr21XDg0BF5Xm6pp+T3MNFz1h1XEQrVaKd9RYqaURvbJmoq3DTg/3Xu2NeE+Ljhr6StDk4imCJE+7TPyfv/+e53llSp/5U3xlqfCUtb8ZdHYYXgU3um/POaNU6HgYGaGP8/msVf1l3irqrVUDX3svaGuNFCP/8A//AMDL8/MmjPHy+npnS8Zh4N3DOwBNgnfb1CxhbmDDe630CWL+UMVAauv03F+//RJt+sug+y9E1R0ktS4tv/v0o3ruW/+ob9XXzrcbL58/kdeF+fpKWVewOO4X9h7Z7sWvHbVlMeim3G2tkRuYco7kVCs3eaX+RQ+X6HSsTXScoic6GL1Y75X+rOJo2pt3nhRQjdPIw8OFOCQ+fPyG6XRmPJ85P7wnxMg4XQghUpLDDajugKt63graW15lay9xXo5u6BdP/RdHfm8A/1u2u2t6SBT9mu23Ca5q4+V15nm8Gd3M38uXGo0mL5n1etsGlCpS5qAWaMM8scUufqe8WEZBe4i6amCjOp0N0jM8uHpY5LvrcTjrxbLqThXjlSq4cn2lWzZLHcwOoAwxasBSqq0mc9nCZsjGaUQVXRu3m14ulWNX6t7pcsYPje+/rcTxxMd/+ZEpWa9Prlib1LZtN1+MjClBaDSPOd9GKYXoTGHJ67yManX90tTQFNvf6AMhRLtGzvZN6RLSTDK8iek8OVxrlEXB1TpkUgzU2hvkUQltr9m33Ey3S6yKoDlOvPeklHDeMSXPlDxrEa5LsQZmVZesFZZFqxOPj6/QMiWfef8wQBs4xYHgY0+5E3zkfiwi234stRKdkJwavh641nWl3G6UZeH6+ERZF0rJWzNxszlIrmeEgmdKkRIaLQtQGZJnGgfNwFZgGyKrzjY4z9bH15qCO6NSVNsP53ogrbOocjaaoXHjezD3dScgG8++K78VCziPNMK3julId9uM3tdec3h0cIVzPD8+UWvjdH7gdruRmnCeVP0vDBOTd+S8gg+s60J1nqU0U55LaA+BZbpr5eW2aBO03Rs9w59iYphGXPDWt6YVsJILrVZWuxfrNOl9mDqlSc+JtlMGfvjuewarYt1mlf1f15VsIGueZ0qtXG831rwyDCPj6QzObTS6x8+fcSgV5/ryTM57VXjLfP47treZ1LYFA8fM79aNQ89wa2Asdu2/pABqf9kBeFl5KQAAIABJREFUcEmvZpml6lU09pi7NCg2gwc/QBwZzu+YzipkEYYJ5wPibCC2qJJolaaULC9WicCAkR5D7+9S0N7py7tgkbefh6jV+9Np5HI+0Xs5cI4lF5ZcqE2Yiz3PqsQpTe/nTi1stajPsHNSilXdUfAoopU5kZ0NILg9ynH7//s591jVzO0jJr6IA48DavodJtsXHO6tY9LO7r1dZ9zWr2wjGu6SIyg9HNeB0Q6O1dvuH/nlYsN6oGXrMRLRa4Yz+9QTLQZclEWv/s81Bc0VPfbiNflUm5ivauQ546gsPPGUHefzRAue9+/OrPVb4jhwGgKnMVnCq9/zfutp1uSKJaY2KbSd7rktMDuvzrEp1Xpna7sJxexVk4arnmEYt3O4DQ8PNr8S3QdEiFStOnkQKUjVRG71heYbRbz6xlI36qE4o9kHfUhw1pqlC86LMAZwycNp4O+//8B1KSxroeTCa27MdSU3awUQt+2niA5zVyATiDGRUiKlYaMBeu/Ja6aUwlrXja6sla62J8ycCgb9ze9/T/CeP/3pTzw9PgLwer1uPsU5Fem6PDzgsCHxVXtW15xVSWa7HH6rhIWoDQ2tln3x/znTeMxD/JntS+GfX/dGkQMdsI9B6b2mHYDJfu/1n0VUAOTl+YmaV9b5RsuZ0NrWY/dnv/fPvGb3ve4LFcDgHINz+uxh8JC845JU7Owhec5RK1lj0NenoKJeMQYVUAuBy+XEMCSm84mH9++Iw8DDN98yTCfSdGI4PeB9JMYJ7wMEgWA+SDLilGlSLa7Qm0vt1b00zV+5/TcBq7fbX+uef5PgqtXKfLtxvaZN4U2pKeb8jeNdc1YOq8k3awYKM6S+p9AsCGumtlepzVFbIbRomWWtqqiaiwUMpSrAQqB5euXK4QxOGcQSa2oV47l7b2qC7ET4Lc/JXp3qFCfpIE+2TClbNatRllVpkEXH14lgJXyHT3oe8HC5jEgIvHs4cZ5GBMfLUrfBfH0/eiQgpl7jEKKNkK/FsshGWdAqGaTklV5j7nebidFARA9SpXB16xlzvLcMKZs6kipVOUoR1qVakGcBSI8PuoOz+1HM+Tjf0KH3OmcK5xnHARcaad3noolU3beqAUPJhXVxzLeV15cbLVemOJBCVOBjFMhNhGTbZFP4UbCx0taFeb5S5xt5vpFvN+q6sKyr9ntIV8pzW5DbaZbRB4agmfa16ToKpmLncESf8ERdWU7rjH0GTKdSOO+UHilivG0DA00D02YqmNXVLVjugVynKdwF4tJlwZVS2ZvKNbjeDYouz2b7ZrGcvwdP3vu/aCyVOtZY8oqfb7y8PvP4+RPDONJoxGHUKlZK1KbXOcao0utxQPDUZkRKp30JjcpQdL9zrZQ1b30CHVx673FoJrbWpgmZWjTLJg0XPHNe8UnXRBzSnshBg/9i/x+HYRMqSaVQaiXFSG2NNCRyyVZVHHQtWIbRixCkqZS8VObbzPX6yuvrq1XQZrLI3eyw7bwdsZfrlYV7kHz3GqMtH8973xc5pIJ7oHD/3HYwZYkPpWwdQZVV7ulze4wK6Jz2d/qICxFixNmjV9w1d9CDkLYN1qxWSXROdqleO65aHbU5vGs0Ocw26uqpCDRHLQVaJRjtOYTAdDrpnLjLxPsQdJ0YeLzOdu/WSl1XBd7rqr0S1QRVLOHQqlabc1VbUw6Ac7tPDsUmtXf735zZNVyf0bRjsH0zg9lTem/md/REnSYSO1iyeVAdMQO9cqX3eLsL+Pa+L/sW6UOkLfj0ao+27zrunbPKgLP5fKIJsV5BDGIUuU5Pxhm1XtdOhzdOlOLtmvqk5oTcep+m9cLWilsXxMNPn5+Z14yyCTLnaeD6zQNjCoSiIzGW28rNkiZV2ACL0HGnM4i7n4ONjWL2uoNNusplVBZGroKrjbxWhqhJ2Tg0EwPRxC/b5+59RzQdzdDwEAUvTuMYb3lwp+q55gbpw+1prSMzC7KdJek80QtDEM5JBY2+vUzk/MDjkrkJLEUpJq51oRBR1g7B7iVhWVZqbZaIrIzDQJwmYgyczxpU53XVBFev0llib11V5Ofl6ZkYI9MwMnz7Hc/DQLFe3WVdKFWvRc4rDmf30E5b7z5NRPtTgw9IkI1OXWuDA13xF7fjLfIrgdb2xjsj2W3oASB1ivDBd/YZbOp3O8BirxA3jeFca1APYmub/T5Uoe+YBIeDkcP9SV+7e9yJ05YP53RIgXP7DCrvYHJ7f9UYnIGqQAqOSwqck4qDDYblUwzEoH3V02kixMD54YFxVKGK8ztll4zn96RxIgwjYZg0gRESKh7VCM6q/s78QS4sc2aJQo4LJQptmpBQLRn15mJt92m3df3w7T7YTxz3oPtN5PFrgNCWFP7zL/l3AUB+o+Cq5MLj588MdaWsZet5WS3DWEo2BZaioEqs+mMqQEoDMLapSXvXVnFVyHVFXMUVZ4MLG7EOupgz2+wja9DBBw/O37mZPWvv7EZx4FS4shsN3bocr/3UM7Syi3KIVa5ERHtJis3YKCrXWWtFWqWWQmgKeubrSnMrEgbGdysuJL7//gPfuMD/+pd/5XffvGd8nXm9FSRrP1kRpdRVJ9ZnlilFlWDGQYHRS15ZcsZ7R7YAJQ5WxaqVvFowZk27NTqoEeeEFAVEqzxLznjnSVEzi751J6qZQZpwm/U6xhAY06CGxIb9eoHgFMrlqsFLbBo8O9cI2aoxceD9+xNLLsyl4FfrwytKtyrOIdUxX63volQGD9OYrCKksv/jFHWA6ZvbSI1rQUpmuT6zvjxS14X18WfqsrA8fmJ+/ETLmXp9hVoZYmIIkYr2DFbRHr4hepw42mj9PhRwlRgdMWrW6BITKQTT2bHqi9ccl2wtvtZb0vR8SSkatFjPX8lFW6JapFgA6k2tZwNVYP1CXWLX6oKG8buMcS/lt8YG2jZHi+PYA3MnoHGsaGzOSNdfE6G0ysvrM/M6Q3A0KQzjyMenbxnGkdPlwunygAsBP0wMY2SYLqQstNLIVx34O0wj4zgSS8X7hVIqnx+fWK43ddCTJhw69bLkolTiXHh5fVF7ghrxtVXeXV/ICO8eLrw7P1Br4Xp9VRphzVT0+j5czpsQiFLl2jYYeq3F6C6NdVXK5mkciSGwfvzA8v235HXl8+++Y1kWfvrxJ3788Sfmeeann37mJqrU+Xaz3ItRP2SfqcexagV9fIoq/dp18Lqu77QLNkBtlcmm1SmlACrYUWVAA1wYcHYBfLQKhYaptal9qcDqAxWHjyNhHGnDiJtGwjTgx4gferVG4Vir1vC9rloJzMsWvGsiRjn7pfbjjziXNWNqyYYuLirAUjIAec2s88I4TpxOZ4Y08N133/PNt99a0K33w/U2My+apc/rSmuV2/XKuqzkklnmWWmfBsCWnJnXhdoaa85bP3Cn1vatHa5LT3LsuRvXGWx8kc9RB7PdP9vnmZfv99SRau6sw80iPAN0bQPL3ed0MOtgEw5p3m+jAnYp7b1n82v7pvMLFeQIMI4jKUULkk0SvCv4StvGNDTr7fIC2nWHCU7oaph7SOX1XC7rwiwQ5hsv840YAufzyPk8cjlN/M//8Tsup5GP08D7MVGWmfl1wSE81GaKhI7Oz/ddwcypSm7vt1Y7r8klBZcOFz0MEepIK5X5daHVRiARayKNmkhxQEmdjuh31b/gcc5mV1XUX7aAuEIh46upE7farxzi7AbXzBFSnVX9dJC6czqaRKtxge9FR5t4PvLd+zN/ernR4meuufLzXHm1WV9rMTue1c7npZLXF7z32gaQIh8/fORyPpPGkfM0IQgvT0+8vDxbklP9Rila/S2lUtfCOIz873/4Az/87nd8/vSJKQ7c5pl//bd/5eVVwdn1dgWgFpsFZj3IXva+1BQjKSodTSaxHqVCXvXm/qLC+0vbv6OqoWZUtkSb9P8bSOoCJ9Kq9f4aHbzWzX6qDa1IqToSqNj/c6YtiyZ9atsSLN7m0PT7ecskHw5hr051KOG2fm3vUGK1U4DknSgF0GsbyMnEK07BMdmYno/nkSF4LmPgPOjs2BS0/34YEzFFhnHi/O49MSXO779hOJ1J44nx8g4fIul0xsdkycO0xdsAnkKUVeM2dOzFOs88fn5liQPX7ClpwH2T8OOAVh8SG1DajrpH152GZ4+D/9pAZr+G2z9/efulJfJLb+8A669dWr9JcNVEM8vL4qlr1oC5FlbLLNYOrpo6ZxBrCN0vTa8e7Jl32Wkt0ifAV1rzlknpPVkGjixD1xCcu8/haVLSvml7VuOKU951B1VHoH0MNPcb0n7XxIYb6w1NF1BouyJXLxm01rRXoRRyzkq7G8FHzzhETtPImqvS9pyKgGzCFn1/zNEiEFykM32PFQ0nfXCzKttpQ7gdi8USIuZMvBF/e2XkcL62DIWeOOtbUvDh8EjsmdL9X+eN4lHbZtyrSZljzj9GoyF67a+o0SO19slbFowI0rwJUzTyqspJva8IJ8TmtuvydlPDWqglk9eFti4aaGV1HDlnxLLa/djtqzdBAOd7D0AjOG3w9a43kPYz5LZj8SgdEDq46rbXMkJ2Lrs4yl2mbVszbQuODsmx/Rh7hs4drnnThv9OD3xLN9toRV0m7XAvdJ679xsXRjN6/V60Hen7UGsF51jXhXm+aVA7jTpE1nt8jPgYSSEZMMSSHDs1DTqwQ3n69PPHtj/bgR/WdufD9+GUvXq3lkLMK62d1AbYYOK2BciN4Px25KGrhIng+/rxjioB0Fk7zgYaxxAgJVwdiM5RzmeGGFluM/NtJobA7XoD0czt25xZ9789g7f9I3tlpL9eDlnQnjDYqroWoffnvka/pBbClrTdrIYNCtgqAgp8mlN62FZtwhktUIcHO5Wj2rLfhwVoNq73xO5Z7X5XbMmADVw5nCuGIywRdchgdZqOZswdIRSbW2TSwyFoT57Rm8ARQtQqVUqbaEwMkXVdQdiFZHoiQ5qKyQDeV0Lz1LADEccBXLVGcW6zp5vBPFzXvjbvt6MNO75F9nO3Wdm2/X+jA8oeKPa+sY68Zftit/mivo6P+/TL4cae4e/3R19vm0LoMQG5rcX9Z6VHHiiVohRQ59y2fl1r5Fa1h2jJBF8pIiylspbGu6cr81qRrIq2bV3IS8EjzGtlyRVxnrgWrWRKX8H77dOr9c1oiT2vqX15wtKEUoVbrrTSGEJl8AXxjrE0tc9VBYFUvr97MCzw3H2ZeI/4gO/S8d6Ak8UZx3tVT2xj6yOT/b53qN9IQZNw0xDJIlxK4TQkxHmm5qmuUawVrVahLpXmjMGz0V2N8m8J7GBjYLp4RYxR76meeDHfUK2C1SejBaPrn6YTAOkwr68zbZr58l3Wfvcdx0cfi9Jjir82qP2aH/9yBb/5afOj2D0im48Uy1bd+cHDvbX7Xg42rd091GHt693tt8W+C+7+V1jsCTt9eKtgYiDNqdBJF6xIFlcMTusDQ3CMwTOGwBQDQwxMQ2R8A67SqPTQYRq1cpUGxtOZ4XQmjifSdLZ++kmBfjAbeoyBpdInwPatVaXgF/G0XGgEQrNCyJ2Pc3fX+VfipK++4Vevlzdf8rX39eH0/w7M/tsEV3ld+Pzjn/CvaaPObX0QffFi8qWuc4LVSA3R5Nedvr5W8NXhq7q8WvosrIJ3gVbBuwUfCjUEHaK7ZfHYs4gCvQ/jqGjjjc/teuXKayPt/jq213bApn/zhOCRAD5GPaZU1YjVSgtZg8C8WjO3ZeIctJaprfL6/MiaZ8Iw8u77H4jTmY/ngf/rf/t7fvr0zKfPV9qaWZqwtp22Iw58bbBmXIokNPhP3pOcJwCtFBXNsJJxE9EGccdGhRQR1nUlBM/5nAjRsd5mZC3aoJ6LZqWckCwYjUkHQudSWJbM0LAhr44YVNHLhcAYo1EaMpK1OTLXokGOZViby5adhPfvzrQmPD+/8lJv7DQZFIzh6bOWioeXlxeQwjAmznng+XU1aum+SWus1xduT4+sL0/MT8qdXp6eqevC/PLKcr2CiDpu5yga9ZEty11FGIdgc8pgSJXQKpMk6y9RcRW8UHzFN8cQ/ZbR8wb0pScEYFNfckGNk8OyZg5a0UZmJyi903t1/F2x6QBwdFeFJupoc1bHua5ZBR9atec+Q6va3Kioht3Or3cq3wtsNMZWrVlZ9iB+mwvlbfBoUwngl5dnQogs66pqVKcz4/lCTAPTuw/4mJiLDhZdSmNdtXKVbLZLionz+YKIUvXO54s6/6rrb11XFRpZ1006eBxHQoxUqzrhHI+Pj1yvVzzau7NT1RrX6411XRjTwDzPpBC5XM6Mw6g22s5rbVqZ1OO64oC6rsQYkJJpeQWEy/nMw/nMeTrxN9//wJozj0/PXK9X/vjP/8j/838fglzpFT81J7tATf/znij5WlyhoyNMgKAHcIYF+vFJ2wdaqxogCpRCTx6Zah82lFccGWxOkVAJCq68vs4nVXxMaVBH3CuwPYBvdet7raXScqMujbpaQGGgv0qv/ogldrNVrgIzUOPCYH163jkFTpbhzEbT/enHn3S22pp5fXklDQOXd9qMnYaB8+m02XdpwjSOumauV5uJlsmrCpbgHDEqZTTamu8BtPe7jHUPFGutzPNCF8Hpme5S8tbf2HvyqvUN9365LQHCcXSH8Z0RRDRIEan0obgdaO1Jsh0Edd9p+RxLPIF4TajYsqLTBKV9uZh65Rm0+rmdZ5TaNYRo/U/18H1mp0xRr9fijwFLwyZ3cICMTUGB9yqeEiSQq2dZHdeWuf7Tj0TvOUXHFDyuVUJeid7x4xr54dPKkCKXaSLFwIfLhfM0bgEpouJYIsowaAJrFX58XrnlzPM883i7Uktlud6QWvn+XPjutPJwHvm7EDhNkaEMJANyzYc9KasnjIDaPGKk02jDYGIRrSjBplaoe6VR77mmTYzOIb7cnTXtL9WPPY8BFzThsRTHUhvfZcetQvWJEgaWNfO//umf+fz4rLTqojHUuq7kdcUh5HVhGAa++fjBVIoTHz98oJTC6+2mdsJj02a0srnmzB//+Eden5+ZpokffviBXDJrXgkhMK8rt9uta6AgwMmdGEZdY9F8CigIc84xjSMiwu123ajw/xnb3WreEgl7kmcDSQd6n9S2CR9tEv2HRx/r0/+vr9ECQMkrrRSoVdem3bvRq+AEiPUgCZU+4qTbOTSR5izx2pk2TmmAsQMo5zgF/f3gHVNQcHU2KuB5HLhMA2NKfPv+wpAi05gMXDlCVLs1nCfiOJCmE+cPHxVcXd4TxzM+DoTxpP3MIWny1Pk9DumIsTVoBawXTav7hWVeyBFaLIgEXNEYSBw035NcQGdH/Fa3+7zYX9x+k+CqlsL1+Ylh3XsPHGwZad+pSba4nGVxQtC5EL3Bb8/CmgSy98oTb1CbNv9LgFAK3srAte5c4OPWs5C6M/d9JjqAteJ6Y60ZWDZRDGeA7X6q+Qa6+haClqNLoWAGt/UKllYEevVL+9Iy19sLcRgZzmecg/MQ+dvffUtwgcuYeAlu65dodv4ElZSVor0mAWeZD6dUG4FWGr6fUw8xeKu6oMcl3gLyAgR8GIkp4Je8ZR51WJ42oHtTQ3LWc5TXos3yrhGrghM8RJzJy2tfy7JWnLMG+2IiAya1Tam4UPDBc55GrYQsK1d/27PEW4CqRqwHdMs846iUmnC+MM95C7z3a97Iy8J6e2W9Xa2/amW93SirqlSu62r0FnVu1aKC0hRgNREGrMImoplzp6IrRYJWIO0a19os460iHj1poIGm22g1x2F8PfBCtPKqxl2rW7VW7c06WoStKsAWfO1CFs2CyWKza9r2fFQN9N4MqzmoI6Wog6vq3KaY6HpGuycb7NyKOHLJzPOsFJW8qoz5bSZdb8Rh5FyEkAaai4gL5KrgpRkwFNHB0JfLRW1HbRtQq6+vOJzOiPMqN9wHkMcY8SFQmjo+deY35nnm4XxRyqDsFeZ5Xnh9fWFJOv9Nm8HT1uDes3C9KpdzYZlnvV6tEYO38kshes/5fCKFyMP5AdBr9Xqdud5ufPz48QubqMGn9mwY9rCKxjEQ3xKvbyOJTRUQW1+98nBUBqxblbiH6A5ctGHqNmdKOh1Qg+HS/+/s9T6aPHUipAEfk9HIjmiw2+RD9b4KNSt1aUuESqO2sgE+XW4mwO8D2QWoVcHmoDSTvg634Kc1np+ft8pMyZnpdALnGUYFf0MaNpusAN3b9YeXF1U/wxkAscy62iG/9fbFqEOmJ+tb8V6H2up1vdqayJrcKYVlUcC1mBhTPVS+pfZe1B6R7qCpD9FVMF3s+Qiu6g6mdrN3j7oPoF3QqgtgVcAugb1Xqu9WkhwEcOzvXcAnxqjgqhucu3W4JxcdX4Ir/bx9rev1t9YjAPE0AqU6VoBc+fzyDNIIotqTEZg8DCHQ/MRtEcYYuYwjQ4qs3zk+vPOmjuZs37WSo2fYMRf458+Z53nlcV74fJ2ptZBvN2iVeYV1ET6Wxsf3Z+1Fdo4ooiIUUXYb6/oQV2cAydOC4KNXdcGmyahO85YOilvvOrP71Sn9Vu+hfi+5TaZ9SFpFEPGs7xxrhVMNzM0jaaJOZ17nhT/9/DNP11eovV2iUSwBIaLU19M0cTmfVDgqRk005MyyZl1n/TY2W1Nr5fPnz1xfXvjhhx/4u7//O01ofPqJxeizj5ag65L5TfZK6TEeqrVu1TL1fdHWy38cXG3L8LCm3wKr7e8HkNWft8p6B1DNFJL7/+t9pUqTRipk4nrlSvocSwVDW8kWYxY52QSweh2z5/e3/iqrTB3B1WSCFaNXGmD0bgNXD0PkYRoZh4EPlwvDkBjHSEqmFhk1JhsuJ+I0kk5nTh8/4uNAOj0Q0qSAKo269nxPsulN6hy2JiyAM/bWVg0ulbIWikSlSfqKqw3fmo3daFYm2a/S1wHWXuX6z4Hav267r639ddtvElypmp3XQBQAa0qnL7S9pBy2505IscyeCCLeMnfasNrZExaLbo6iZ68UgB3KgG/OZr/NQwhssuuwzbHCKgugwMq7uJXA4f4RYlL6j4Ew9SYN14TWKnFNquyzJO1Nyhm/RFqtqnyWM7VlSs14J8wvplZ3ayQaYxAepoHb5YSfZ9piU6sMXHWH5AUbpquM9Oj1udVCFQcpWROtZxrSpvDVbCpxp1XlWqA0Go0Q9Lyr0hgUU1FyrVHF2dxkv1Fzcqk07zfQ5FoXL7FMvddr1zObqhpmdJ2c8S2okTB64Pk0aYCSlTLaL7pDQWKKgXEcOZ8nvFfp/22g9HETBbpaPcxQCmJNumJGtgcyteM4Aw1FrM9NereUZaC7gQyORKBZk684RykNLxXvCsuqQCMRNnpEnzO1m6AeWFerNDaqA9+rCJZZluZVrMMdD+2Q3a7HYFfuAtOjYuBxYGQXFLhLFrBXZu0Hek8WsleuOvXDh8CQEtM46v/HUX+fRsIwgtc5LqWtZCkUvDZjF83srlnvi5iS9o0YNWUYVB6995L0IZ99f5tYRvhoxoVNcXS+3Xh5fdnmVXnviTExjlodWXOmtsbz6yulte07mjRu80wuhevtxrws9tk7uPJVK+RjSrYe1Q54H7ic/aaGebcM0X7DUts2eProcO+C2D2KuLvGGrj1NboDsT4YWH+2VboNeVQaE3QhaE8FqgGsCkYF1LBfQZjfHs6U2jqQK0X7ZjdbjiYRYohEH/DijYq59w1t91jrNFOxpH6j+hWaguuSCyHs4Gq/PzD77lmWmddXTy4ZZ/PUlrVwOt+0Ly+lw3t1jZ5OJ2KMlFJUkroWVV3rJ9qSbn32YvaOWmymnc1o67YnRe0TG9LANGpfiwb3GrRlC0KXZbEER2ZZl/s+Y2naB4ro8xFcbeCrh2XmXnqZU45+Tf/ucXeeqQeW6ie+DHO86wPK0erjVgHgUP1kS8S8DUzuw6fdj3P4tr6cHYIzVaKaV1otSklq0b6zf7fRzNEEUfSNP75cmb0m6sYYiTHw41q4PD5tiVrYK1fNVl0ujR+fr8xr4XVdec7ah1fzarY2UFogx4F/cCeGcGIuDbkJ3ldiLGbfrM8VuyfsXhO7KC4GfAUfg1YoUL/fz5kTMVaG306KbCBb1f+a74AMq5AJJ++JIihBp5GlUGvGS+V0Gnn34YHlNnOt2vMWTLwK2Pran5+fWZaF82niNE0q1GM0Pyltq7B0gJWNFv96vfLp8+eNyfDx40dKqQT/+b4yfkjU6enYfYaz9+qzAq0S6r1f+cr2NhHw1cRAX6jHvx/BVReG2oBVtz9t68HqSXbpSaHettEOPrRW1nVhvc1b9VwBlN4H0UHyeo1ddGDxlCao1DUJ2mcpZuOdARjv96G/0UN0whA8g4MpeCaTWz8Nnugd0ykxnQaGcSCdBuKQiKM+++C1b9B7hsuZOI3EcSJMZ3xI+GHCxRFCREIyY6Ix254iAeesH9zmaFSB27KyLAurqbOWXJivN8paWMbPGucMI+n8DhciPg54H/si0ELY22t4/PFXIp0/RxH9S2uqf2lPJvy1228WXE0pcB7idg47qNK/y5YI7c/eFl+gQasITfupnNCa134qr70E/q6vpJFZN2fSs0d9aOxWoXKeZLMhhmEg2rDeYBTAPhenqzQ5AsEnnVmB3dPOb49hmJhOkwYhxnHuwXerlWayqXlZrcSs84FaLYyviZJXcp5Z5yu1VV5+/hOlNrK7MHLhEuB3788EgX97cqrcgyP35l4p+KZT3ymaHozOM8SENFVcE+9gDAR07lUYI7UKt1YookqDCiwqS14oTQPMNERKacxL0UZvsYGJzhOb9sQQPN4lWoM5ax8UIWgw1xreuOB9BkNzuzHuqnUNpUeG4AlWZZuGRApRb+bXF3XITik0zkWGmBjHxLuHBz58eGBZbry8PjHflk3ivG8iQs0LdbnRlgXJK+SMZFMGtDXSgNpULKSilf61VbIqB95zAAAgAElEQVTxsqtR+kAIQdfTQEC8SkyXqupTK0UVDq3/LgQPjMQY7PiMerYFdgaeaqOIgR5p0CIaOCQ1fgYA1LHbOez71rqAwS5k0Xv5unR6B1e9H+aYrU8HapRm99tmh5wF232Q6BHoJMtQnqYT7x7eaQPtw0VleH1EXCQ34XlZyVWYS2MuSgYWE6yJVnFIKRGTgpRpyro2RIi3G7rUNMgPQc1dbQ1ns43UeDqaVFarJjw9P+Gdyg1/8/EDIUStSKRAXjPX61WrWetKDIEQI0PSc3273bQat2SutxmAJUUN/K1KNsTIGCNORuIpMXQp5IfEeVk4T6etimIXmlIbc1aRmWS0rRi2uG0LjI9rtwcDPajpfQHdHgk2JLvteXLQxMdGA3RJQZU4k013rKJnrWA6dd56reweVnnqqIGw3xXK1jXjrzMheE7DaDY1MQ0TS5zxEnE1WzVNqdCVfTZOM7qUoNdzbeD9qvNcYrKZPdYHsIGrtg2qbq1yu6nYydPzKyFEzpcHxtOJYRh4eHggxsjlcmGaRoYh8f79+w1YqWz7wu12tXtjtXk9jWJ+qxqdOvigvsG5zXf1NRpCYBxGyxxrkqEWVVWrpfL0/MQ8z9yuV56eHiklc7sVTda0SmtGGa+rBn6o+JH6j06r1EDH92oHxwqA9upsF130NwoC3QawvhZQ6L2rtEgpO5ujr7NSKt61LbGzrU3XfeD9x3qn9KRGVzW0nlJs/ddCQ3uuHQ4XEj4mrYJ4S05uIi5CzRlE+Lk9El+uG2RzzvFwmhhTYpstiSXxkC3YlybI0pAK2cEKSl8y9Pnp1vjm2njxJ/4P95EhPVDmZ27LK9EXxrTgvTAMg9KnvUeigcEOLZ3Dp4gET5RGK3vlUCm8luxwnmZjaKT2e1i9bnMmVIL1nzZhwPMxeooDSiWIcKuZNXt8a7z/cIEp8vjpkWWeaVVtdhClpK7ruikvhxD45uMH5OMHvPeMo1boZc40U20UlP41r4tWaIKu52EYeP/+wSiFlX/905+UQrhkWyOFPpy5V7C6revfFUJgGifGYaSWu27xv7j9uarr9rwZQXtdazu46q0o2xzStidTa6cKanWq0wQ1ZuvqiJnryyu311fW+YY0rV5pAQCSFx3eaxUohyqh9r6/tSqptFifvCYh1H9G3wcBi6oAOrgEGL3jFB3nFIjBcZ4iKXouDxMPD2fSODB9uJCGxDBNJKPFD5MlNs8X4jji00g6Pyj7Kp0gJOsVTPeV0+3OFkQKXXVUJJCb8PR65Xq98jovlCosOfN0+8zqPPV2pf48Mj284+Pf/C1pHBlOFxM76qThe5sBb1aAvP3Ff8N2TGL+iu03Ca6qCLcivIa2uwPLcCmQMoPZf8/+t9QcS1Mp5lmcViqKJ1mwOjUIMRBjJYaq1Q4z0sIehGhGyz7XQXCaYfXeMQxFA16bF+Fwe3XMm2CB98RT0bI/bJ/lnX7GtFSmW9YZGbHzTq0k3JpO8pYuC1yU2jQvtFpYr7Opni3kZaHUysttVhqahxY8T7eFW6ksrZFFyBhf3sQINilcacy14Zuw2mv1JtdK4FwFX1X+uFqGcG2NYgbKQh2kgDfeems6E2tpKrzRmlZUakX5tqaUsxszPXwpjuwgNsfQgVRR55GLDgBVp6OezjWHrw0fA3XNllG1rHpt3GqzwbuQRZDcmNbC6BzDrdCSBsEvryufr5m13KtjtdZ4vV55fHrWeVbXKzVnbrdFwe2yGi2yg/u9gbmUwtWGLbu1qDaWaIqqiXCrjWznfikW5LtG9pUkYgOGPdV7Yms2g0JhSpVeYXCbIpZYk3SqQgyVWCqrOGtQjrvgCN2vtLvgujVYsw1WzXkDGjkXzaxbti5WgbgQQ2GoQirtkH3We7dLeBfrudooDs4ot84z1KbXywdcTMSYWEWIMdFcoBkF8Pm2kmvjZv1W2mig1LNSdeZUyZlhHIgx8vp6ZVlWrrcbjzZ7peTMMKQtq1hbY7b7pqFrtNbKfL1pVbJkyrIwjiM1L8T/n703W5IkSa7FjpqZu8eSWVlLV2+DGWBwMYCQIhSKEJf8EYqQ7/gnfAW+A3yh8IGL3Ete3MEMBuju6lozMxbfbOGDqpqbe0YuVd09XQMpa6mOyAgPd9tNjy5HnUMITLk+DiMOhz1ijFlQttairmokJHRdLzEHHm3XA8QJu40hmBhhItO2x3HAqq6xXm+wXm/YOuxqjvVpjzPhICXg2A+43Ld5HhBxYkhj+AISq6u6PXISUF4vmsIiB11DyCpkjs/BlcR3kOSioiDgin+TwVUiBAFXugskIk5Ibghj4Bixqh5A1qGuO7RNi7pm5sRV08AQYXd1hcN+j91uh8PxyOx8YRQK/IiY2EqTc8pACQMM7OhhjOW2EJNQhOBhnWXadKE/1r7UsTLWom5bGGNxaA9oGqaePh4ZXJ2dnWG1WjHJhSTT3u/3rIkderRdy2tjGBAk7k+FAbXk2jLZsay9uqrgrIN1Fk29grEmz6HsNhgCDvtdBleHww7ee3TtHt6z4DuOQwZXDKrY5QgKrKDKDgFVObnuZKPK7zO40u/zZpZdY8vCVim1tJSWUTm7Q+B5IIKpntMMmnQsOMYkEcETr+lMMgXRFS/UxZJ8gT0tRFFpxJVlssAHhJH3nKFnRZNaQImYWa92bnLvShJviknRigjQmDjciQjesAtUlBQCe2I3+stDh9fXB8REsO0etj/AGo/G9czcJgpYZsZzi713cjMLRRoA3/dICTnvo4KrlFJ2MVdKhEgJQSwGKYDPuWAQR05Vcd0FHMeI1jjsHcsBmg80x/kFjWVPkjORiVsSAGM8un5A23WwxiJW3NfDyGdebkNKmWDMti12+z0rnyvOVcUpLwK8F5bcwAo7tWDz9Cr3JkI/DLDGYhx9jgldlrHvcf3mzc35KYtRz53ii+klKw7S9F4szJz4Vtz0xaskBA8vFuRxGPnvMWDoJHVD1zOhyjgg9h38MKA9HtG1Lca+xziOnI4ATLZiASYII2iWH0l/gilNRFJlrTJOS+SixHaCABsJnoAqGgRDbEwQL4lgElww8G7A6AZUIaF3LdzgUY8RbmDyknpgGbUaI2w9wLgervUgYwHXMrhSD4ZiT9F1zctUCCpCD/gOfdfhxZtLtMcWr697vLvu0UXgKhgMIPihQzhWWHU9yFZwdY16fURVr0SmYVjCChfInjbJ/Egqb9yPrm7MAxT73PuUlLB795bz3j2w0F1msz9WIT0RpKwt4fONQ72Ie1LAvOwaKj40RKKphvi9a2yUgCTJtWLIZOCkhw8wX5wlPM6xXjTFl2RCC2Tj4VRRkmzu2T81txWEyS1KY7PmJWWtupqgo7gLcnyCl89CdiXwSqlNovX3EVf7FuMY0PsRvYCAmNlPEiC+z86yc4gm7FQfbAL7czsJRE6CiYK4BsysinaKWVAw6SUBaTkGVhKATpubAE9MSUH5WtGLJD3Qhf0ugytMmw4hMxxBtOqcP4zdvLI53hk0dQVrOT9WVQlLmB8w+Ih/vexw2U55NerK4evnz3G2WTPJiLj+BLEqMmOll7pMk5MtIZqUFWzdsGa2oYfEDGs+RIyiWedcYZSpWrlPbJ67E4tams85miIY8pwXrThhydKmM4w7Vw/7SWjC5EMuGl3uU75G807xGHHdyu0qu5YV2u+8udHEoqX1dJVj0oN8X3GlIRJ3Uw2OlfopsCbKgqmrKqw3GyYU8VOw8SAboVMNctZoTklxs7tcknWVEipJsKlWaiN1YYEiiPsgZnm+NEZTyQk0VxSPSWEzkPVQ15XkYXLMJEgsBMcY8dvf/hN+//vf5bEyhvDV00d4+mjLB5rcT91FyrWkgzsJK3Pht7wM5Tih+Fy0kwW3FVS8UVDGY1wwwOncFG2XkQTjxhhUdS1zhV3ldI8GCH4csqX0uD+wlU0FHXlSPh4zuBJ4IPewzsIJq6STPXUm9Ev7pvFi0iGN6zDZ9dPJ/OY9QuN12aVxsqiFLJgXDKNJu2E6LyjPVR1HPY8kPQImN1kUwuo4skVerVmq7IviosSWewEDqRh0nmAyIovzSMcpv6PZz2ZFrt/vd7i8vJwJsE4AIRSQYJo7BN23xOq0lC2KKqmIxoxnE+jQ5y+rRQq4yOR+BbFbft7LkvYJOHG0mfbLvJfqGZFi/g7lsxMkfCBJrJPWm59fWQ5X2DQNvnjyGE3lQH4ERdbeWxNk/pscZzoJglOrZl4YKfH5UlgBs6JD6hTLNSx30ryMKqqkBI67TcjKjUCEUdKatN7DJwYIfddLn0kvKLiEWjuBuq5Ri4te3t8iezfk2uR+Z/fcuq5n3j3HY4vdbpeVOCkl3vNdNc2HYk8yxvAzDaGXHHQhBPT9HOhffPYcX//mN6iaet4p+e1iBp2a5+X8TGVfplm7FLgDcwsne+UIUZC6EIpVlC2DXqxZIoeIKsoSM/kB6p46x3pRzySaV5v3fJruAQmhIXbvtYbdBdl1l/KZ6hwrI13lZO8pFD/KzGitJFs3MFYswqSAqjgLZC3MpQk5HdjtBjF4tG3Lse1jQD9GTtMh8bnRWiTLoTH1as2yijAQaksXu9ppOHQfRvqRoU13OOCbf/ovOIjStij/R0rpPy4//CjB1afyqXwqn8qn8ql8Kp/Kp/KpfCqfykdcToIrc+rKT+VT+VQ+lU/lU/lUPpVP5VP5VD6VT+X9yidw9al8Kp/Kp/KpfCqfyqfyqXwqn8qn8iOUj5LQYrVa4dmzZzcoie8qD6NVfP/yY9/3p6rn3Q8t3t/jgJnjehbuordW+06n2Ac8twyY+xmL9x6vXr3C4XDInzln8fjxE6xWDbwf4CX+YUpmDVAkgNIUAyN00EzVXwmrXZWZ6uaF/fBznhGhG46R2SKn4BaOuzESVE3qJ+1qWKs5euyNu9/wO7+jaFwJP9sjKIWs+JiTQY6ds5IIOgSlak/C6MTJqJXVcx7XsYy/KMb8g52CxfdfcoQATG1M1uR4Ao5DSJJEZ3Jip3QirJXAYyn+6kofjpRAMKB0Yp5qwKCQKJmKxz8G9clncokcTnJPWxOAdhjRez/7XPPpaTVPFSJCZR2sMagrh0ZzxY1MvOCjMFPipi//LDbu1L3ltXKVMP1NsaeDH9ENPceaJaVMx8lxlVHI92uqKtM8V7JG+mHA4Dlprw+hiLya/1brNW/LicDc26tz66eztp/Y/G7bx5e00vp62/VKDLC8Rxk3dt+zb3vmQ8uMRa34rRIPlKVyBnU1xUbM6rG87+Ld1JS7+/xUe8pbvc++dro+Dyu39yDdfh4+4H436pHSybi401ffcpjfmOPp5hq/57ba1xpzRUU7qajfrUd2OTa3vddH3wiJutkWLT5EdIO/EcL3Q+UGuvWPD7s/3Xgz/2P2rrj41Oc3Tqcyzry49sanNypxl/BHnBiYOP7JSEoQVzmO23KUYyKV/sAUz7xlRzv56elyz1wnIMeVF3uHhsVp/lZODZIkRyfLL3174Dg5yUV2qpb3ibTLWvJePZ7ck0+VjxJc/frXv8bf/d3f4euvv77zYFpuwnddd+eGfcd9P+T6u577Pgf1fWWeUwgownOLzzBJJAmgZIqvb7bzLnCVH5f3zCkSlW7suIvw28X9ygDJklDk5wJar1+/xt///d/jH//xH/Nnjx8/wf/6v/zP+Ju//mu8efOv+P7FPyP4AWN7QPQepjewAyelrF2AtUBzsUV9voatz1Gffw1Xb/DZ51/h0eOnIn1zGzXTT4oBMYwYhw7ffftb7Hbv0F29xeHt90yR3xMoENYbi83WwtYO9eMtbFPj4tlf4tHTP4cxNapqyww/FLMEPzvQUprNl7lAlTAOA169/Bbt4YDrN9/j6uW3iMMAf9gjeY+6dqhri2ZV4eLzc9jK4up6h93+gO444PLVHmFMOKvXWFUNLAwcLChhCm4X8AIQU71CktlKAPmyzGaCAk0AEHL3aHpEGuGNR191gCNsPrtAc7ZB8AnDEBFDwrAbEfoAEwjGG1AycMnBJCPLhgFaqiNgEupHFepHFYZ+wLu3l/CDRxVquFjBwMBGzVvDTIpUJdA6wdYGF1+cYXXe4Hg94Op1jzAGtNcDfB9yEL92Ay2alcAB4//3v73A//vdy6kfiLDenKFZbTg3Su6blDvJIKG2FX7x5DM8Wm/xZ198gb/65a8w+BH/5Zvf43K/w+vDDi931xwcL8QhJnKuO6YeDhnELHYSVMRJxH/x7HP8d3/xG6zqBpvVCpVz+MOrF/hPf/gdunHAbujQ+wASEju9CWdgimDuQaAiTrHw6y+/xi+eP8fZeo0vnzwDEeH/+/3v8G/fv8B+6PHysOOE3OAceoYITtpvZReZ7SXyvmSTSgKKI0qwMr0u6RNKkJEFzoLEaAmayoB/vc5K0LjmLdP3yzXYdd0s3QHARALKIJgZN6VOZW65ZZ2UlEPfa53upaUGMrsnMDEevnjxAr///e9nydU/f7rFr768yOkNZoUmwVuJAZT4A0mIcgriiXKGUSHMW2czKY+2gS+lfM97SyGTaZ5BJScpHnv6p9IIQzTlCMvfzcd/9tmJe1Jxnf6dkuYA0/MzgXPCaRoBrsQpshlNeYE8l1nK1LQo2taQCWGmHzM7cO6U2b5jLcFZgrGEpnbMZGmtEMQYWCOJfYUMTBWKZd8kJd2CpJNJTMgVhBwpqE6yUMDMSDykL5bj++aqxX/+3Wu0falwIpCRVD0l8LhDlqLZ+7nsdAoqKOHZbXebxr+4+wyUUiag4PeSF9XwWPPckITkhvsZpCRp07rOxDcAn5u63pWUTfcByGegaS5l6vQESpHzp2kTbA00ZzCuxuMvf4nt0+c4Oz/D86+eo2kqPHncYLtxWFXAdsU5ZTmPlhBo5JYtZL0Hl2mP1pOwnO1KXgUAOQWBJJNvY8IxAH0EXncGnU94++YK795cYff2FX73f/7vOF69hT/sEboj7xvKqKvrjoq1mTA9/5TiAQTvB+x332Mc2we17qMEVxcXF/jbv/1b/OY3v3kQIFkeesvvy2tOfXfbvW+730PA3vKZt9Xzvns+5Ps8P2ZCddITa344xIUGPp04JDA/kMtNRBfS/RpV3dgL8XH2Mh0iEwNU8fkfuXzzzTf4h3/4h9lnq1WDv/mbv8b/9D/+R3z7zTn+5RGDoH53hTiOsK2FbQ2cSVjVDK42zy+wenKGav0Eq6e/QbU6wy/+/D/g2fOvOKG00Y3cAjCclNh36LoD/vm/bvH27Qsc3rzA9XeENEbQwYA84eyRw6MLB7uqsfn8Am7d4LNf/Pd49uV/C2tXaFaPJe9LBCgWTFKnN7u5Vjyh61r827/8FrvrS7z95l/w6swi9B3Gy0ukccRqVWHVOKzPGjz/1RNUjcPL12/x7vIah+sOL8nBjxGPV+fYVms4WNTgRLmab0kRBRFgTAWCkQSM4M0PkITcAFAcbDKFppYIc5U5IlKPwQ04VkdQTXj0i8+wevIIfozou4gwRnTvevhjgPEGZjAwyaCONWwqcv2YiNQEwCasP2uwelajPXb4fmMwdAOasEYdGthk4KIDEhDigBg9qEmgswS3MvjsL57g7Mka1297vN4eMXYe+zcdxm5k+l1wNyxz0usqGUPEH95cZuClRZMYEziPGimwkjVJAFauwmePn+Czswv81S9+hf/hN/8N2rGHTx4vL98Alw5HyU0TIIc640lmefIjOJXqdNQlHgrUZOFA+OLpZ/ibX/4FztYbnG+3aKoazWqFV/trHPoOaA+oxpGBVQALxHK/gCTgKqEGUFuLr55/jr/6s1/i8dk5fv0lK9PGYYQfPd61RxwBDMFj4IxXkuOFm+5kJiRAEh8DhIlNToHWpOks2QPn//JUW+x7JXBZgpnl9wqqiGhG0980Tf69ggUizgl3OBzQS9oD7zkB7Wq1yomLlQ59SSdfAriyfsrWpt8t27T8W4VbZWwEkMHg4XC4ce5sVhU+f7Jl1t2FtbwURvURMWrOsiSpAaJYNxdJvKH7gvbd1F8qnk6seA8U4IjHXIFGlDxS9/1aAZHBxBA8te8msJ6DpzmQWvYLVJGhTJMZyFvuz5lAqf2kP50zv+o9KKa8f6p6xCMWFmRhSwQxuIqq0JIRIIJzgHOc5mG9rmEt5yKs1JphK04XIVTgivHK6aGJ5tni72fJ52Ni9kIVjif21Ylxs2TnK0sCs1TOB0nAyj2y2qmxXY7VfXLeQ5Tnt8l5eScikjGmDKQYbN38zAiQnQEoMvm6ac3b+WcKrsjAwE3AiniXNGmexxO2AdaPYeo1nv/Z3+DJl7/ExbMn+OWvf4n1psFXn69x8ajGpgYutkBlCJuKUFsGVy7vsDJKadHBDyrlIT+dhHxsKNP2tIdr2ph9SNgF4OiBbw4G+xF48e0rvPjuFd59+294+90LEFUYTQNPVWZ4nFjAb473qXlXrmY7djgeXj+4ZR8luALuAxM/jwD+cz/7/crD6vnQ9vzJNPtHLTQXVHRDVA00qfAmmlg5OCF0yTFwUsEUJ0EiUwqn8imidTKG8+NQeX8Acv8oeZI0548eXsbIIQtkAPPeLRVhjRMW2+kQJ+T2xZimQxGJN21xgQyGE3YHcP4jg4kePuUGS9uLLTnTNoMmgJVbPfXXpOUlTCK14X/JAskIDbHk/YKRDPfgayiCQLCRc+UYBTip2NCzxBHFQpTkCfKbKDVP2iL+j1LkRM2SE46tQQnWJM5jYgKAwHVJNFHsarO1vYxEGSCfGiOcHlrtswQgeKag5xxeXJy1nLTZWOk5Knv/znmR752YmjrEiFFyfgGSR80Y+UegGzVcnrjTIZpShA8s1HvJj2Qk2bOVpMBZcwsDzaqlCiFDrE0lY5jGN3GemDyf9LllB91bTl9YClElQCpfof0ka1Pp/xXAnFK+OecmAVSuy1TvC8FTX08ButIqtnTvK61qy7prGccRXcdJrzebDSf4Xq8XwGE5/5YdO/U78XKWLawEsrMemHYIMwGZ02eS3vPhwGr5Z7ELnbh+mrlLobgst3kA3BjbLLgvv5NOSby/q7AXo1pWY57DpWfI0iM5xSQpIZLkaJK8QOC1pe9zmwA4MmLZ4DxLyHMIbN0l2U+z1kb3a87BmLdesu91xmhKjsk7YVKval+X/RhRXvtBx9mfdJnGbAnYJpFgWienwf+DnmMIJMqayjlUdYWqsnDOwLkCREtWAzJJnl+CKiBP0vcdqHvBGF+gU4dfSU9dSWcjuTUj57Mc2g5Dz3lgNf+aKjEeunVooQ8Ci1P5aMEVcLtm4Ocuyw32Y7zvD5kXp6xWf9QKfCSFSDTFznKck+F/hgySaIrywleNm+a6iAEheJgwIsWQD5jcn3LS8/7ImilDdtJCGRbCJ6SRJK+ZkVfJcxY8olHw9p67x9RSFtIc+1tbJ3FDkkAzAZJrKs5ce2AI5CyStYiGExcGIgTwGRxBmKKEKLclZYGZ8relFjflS8t8F6VoJP+S5YM+RSBZ0YgaJMmnoQALCowTwUYWLDhHSAmsGFQlTcqKmMGVBWATYBKDJoMk7o4swlCKQPCgYDO4skhwBog2gSgA5HM7SJ6QcSamsU5psjrOR+hmmZaYAvyEMXgM4wAffE6666yTBLY25+w65QZzmwgsPSTa54Bx9BgrtnIYAVZOXief/Om3WIxiVhYkIPipviA+7I2r4FwNawcBVWYa9QRoGmFrLawAFFdXSDGhl0S8SVBrkvn0vgfrzTLNu7v2xBg5Ya2CI32/1Mrr2cY5ozAldi3c83IfntDmLy1qas1altJipta0Epjpa9d1+fw5Pz/HarXCZrM5eU+CulLOhWWt4iQALvbG2T14PauwZkiFuUX/Ls8REpXAHWdUml/Oq0MUM0RpQirFzzKIL+bvqTWSn3EbqFJ5JYOr00BRt7PEGwl8Yqt1jBH9wFYflNVURZ7uwSGwVVOscaqYivKbWDyLIPmQnGPlhaxXIoO64lhedp0VcEXyT3uTEkARZOTAomUP315K74gJZE1A18hMIpqP2+wJH5Hs91MXWrwCJbCi4r1+d+oeD+uvSaHKwKquK9SVg6sMnCMYK4BKp4QqCgRwA7g3hviukoq1dkpczLfOylfknUdP6ZDY3dSHiGEY0bUt+raF73vEgWUvPeXfu/zAafdRg6u7yk+14B5iZv5jAKsPAlo6g2aTNuWZ+5BFd9rd7/2qoXWY75YnNmSa6z8+xjKZ5M1UXxUAZlVfiKZJrFlRnZFuauIK/V2xcS5jOyaNNQvzU1QMVGi5Yc5+v61Er9fnz900J6Vjmj9dfjMl4551Q9lQ/SPPw+lrvVvR0mLXLbdccRVIU4xMgradXylRjingTX+KTzJSx6R6XRL3N5K/TUIsXSrlACNLIGcASc6pfQEAKRK72DoGmeQMkoJiYwBngGBh6ord7wDYnMS72GdkLiUCECNsdXpbvhtgKQiOAoJV+82uVmwRFY1j1haX46Bv9K/iy/wJ3zPEgFBYY0hITLK/P4opIAJ2XumLfSGmmJUFej9rDJwQc1i9txysOfksCM5YVM7CuQp1VSNECWimebJx7iTuKTq1D5WfZCC2WFO37MfL8+LUNUtwpYBLr58lpTcmW67K70t3P42rUvc9dRUEJjc/TR5qrZ1dV1qxpvHjezVNk397G1jLnTS93Apc89TO16c8F7iHFcws3Cxv6UddOQl3n43lN6UCQtNPF1qN4mwrn7283wK8FXPhtPs8LX4n18rzORaJ6+YDg6PBRww+IMSEfuCE1bO+03uINTOECD96VgYVbtU5zHHabjNoTBE5gXeQ/SClyAm9yYIMt6cOjscKi/29EOwJN/vl5FjQ1Ae8tgRQK6K6IVYnWaqF/HXqvnc88zbgy98Vv6Xp+rvG85Ri49Qzb7VynpzLP0TuuX0fKi/h3i1lrMJTodhvSMiyOMm7uOLK5xOYS4X4kyS05OEg+x5m1FMAACAASURBVL5W3Pbr5d5SSlnMU0WTq2kICOPIiZuFyGKp2DkF4h5W0/f/1UcLrh5ijr8LAJ0q9wGWhwCrh9b3fU20993v/W9w86PZxnKi/OgWueX6W35Xvn6EhTU7Dq6qYV3FAbRivdKA1AlLlWAnIiWxKkVZ6NmeM8X56Oan/vbWViLYOGEc5CD+ydWIJH5B7p8CQgwwKWByCPlwVZKxFtY5ttTJBptINUUpxy+o5YqMaL6MgYVhwgHZ9YjYwmNOHQQJ03e5H1L+/+lJMwn8UdoKGgEEUAqwgnxsTLCBA1+tuPdFkwCbQCYimoCYCKAgonpCIg48ii6wh6GLoAqgSLCbCtERUmUQvMoEAgYTBw1TlWDWzBQYmwqjtQg1kLYEU0c0poYdIwcBCwBRdxx2aRPgbg1GH9D8y8tb187S6zNfQqy1HrxHN/YY/IggwL5yFVZ1jdo6WCUDwf0HTYmTlX5gjAHdOKAeaySwZbeyFo2rMXgPI4uCgEzeohLfJJRN4mbwI/q+gx9HcOC8xapeYbveoB0GNGTBzqYJPumcSnDG4NF6i/WqQV1z3Nc4jgherLrEIV9QoDSTA6iIO725ZqhY2LysxdooQF4FjYfu+aUVS69TMFRar9RyFUJACCGDrqqq8MUXX+Ds7GwG0BQsVRXvGyEE7Pd7hBCwWq3QNNw35+fnsNZmN8NTLodqqUopZfCmdVy2UQUxFRzZYK99UvYhv7JlBEAyICPPl2fb0lplJnBDwOSW8wPOJV4vIsqSuhNPFSQBWlRW+gFmztssZ6UYO31CWRhMiV1XvecxaLse3gccuh77Y4cQIvphzPMlM6/q47IyqWijKjQSxPKubaFcAxa2JzDLhCGE2lkYa9A0FVarGk1dwRiLuuFzCI3lcbEibBsmtgHKNTTvl5TSLN6P3WMBC1kDWv2U5gor1ZWZon0JsqfcLB8qqkzTag6q7pM5H/p5Ce7yHqsAtaz/h1VfnnV3+08C0hmoZeBsnUNVVagqtlxVlYOrODzAWQNrDaxJ7P1PBVtgaQH+iUsxFXIor4/AkIAxAqNPGMeIvu3Q7q7R7fcIfYcw9kjBA9B5Vq7Jm2u8HLvby8Pb/NGCK+B+gLW87q4N+L7f3vf8h2zu73v/D7nu9PUL4QB0Q2DIQsY95SdxeVw89iPGUzeKMlZRVtsoGw9hol7CdDCoJUlBVmQDdo6JKksqN17RJFGhMSp0vJN7TcwnUbZm5QN1qstdnXzbBkLEh+dMCl78rjwU8yGtGt+ivritCnoqJK5v3u9nnaJ9SzOSliS/mYBY4nsshPbpH68EFQiTgdwvIRIxzCC+RzICwgyQTMoChaksTEogWMwDhLW9BlQBpkmgygLOIhmL5AhUEcgkuGgZgBFbYtQ6QyTPUHDlLIwPsHWNkwfALct3gqQJQSxXIUWJ4QAsGY63UsYplS9vzoATD5lGRwWnEKNYrpLMAW6XpZJ9cRL4eLhLwVkXi7ibBo4jJPB6s9ailmB6ZwwcGYnx4/g2A3ZrqqsKq1rAVd2AIP1azIHSJTAL0LlJOk9PiiInNZ6TJrTUxN8OspbWqjIWa2atES3y7JmFkLZer3F+fp6Bl4IfIkJd16jrOlOne++5T5oGTdNgu93CWjtzPVTrWCkML59/2zmg41hKd+Wl+f1iOimQmf7PAp4x+hkJCChBSvncE+faA4r+rgRQp872fP9i7O4q5bhSMa9KgJVm1+scYIAVQsI4BlaI9AMObYcQ2b0pRl1bOlWnu+W9TWIcjZxHk2KP19Ht/YGsHIjBwlq1YrJdePQBxhoBg3ruFXPV0IRRMe/HUhYr/0H3YRRrqahPqcih8oLTR9HUwx8oq7wfwNJanrjPwkp2t/y0PNd/glIeprcirOktn9/qOjy5GXPaF8rzZHk/aW3e1z+4jvdcduqzlJSGXeKuYpJ0MGEea1UokJb1v3XXv3M+vV9LP2pw9an8BCWpc8KfEsT5uUpBaGEdjGXLFRSAANBjQeMQmO5USS0my1WMIR8yS5EBusFZB2ur7MKlbk3qjBejaibFSiVxXVb8ih/cqkJDkw81IrFcsSZT3QIUubDmlYXDkNgqBAK7zVkCOQIFINmEaCICRYyGSSRSFHoqApIaaUj87S0yMA0K3tQ8I1KAUrKmqQEAQYg/KhgbsarWQGVgVxeAWzO7VGWQQgLFFt56pMojVqOAWqW7lQ3VgCnVDUDrDZLbwNqEx188RkpAbRo4qlmwp4XLlElAxfmxmrMGrnaozoDmnGPNo8fkkqOsT+p2VWiFYS2GccTZ43968FjquKsbkI8hE04EoVZ31qKpalTGCtPgJOIqMFXhSaWa8kzieCt+1Bg8+qHHUNVirSA4a7GqG4zBs6Y9/7hwJwKvEul16XeezzFxjCIhwiLh4myD8bNncJXFsW/RjyNGBEQkWEOohMns2ePHWK9W6PsBx64HxcR08oEtV5EWc0a6i+NukHvhtpUzt0hI36Ri7aRpLZ12p74JsvT98hklwCp/pxYmdQcchgH7/R4As/rp5+o2uF6v4b2fWa7UwuW9R9/3ADCzLABsNVNCC73+NhdxY1joh2b1iPPvZ5HghWQ8gZjp/LG6z5TfZ/1OOX/KXz285PGReanDnud8rpFWdwJwS7ew29zD5q8FUAQAif+MMaLrR4zeox9GtG0PHwPajsFwP3qMQruf7zXpIPK6UeIYJn6R+Dl5FFuRlTKd5xGDcY8YE3zwbM0u5uIUQztg9AFtZ+FHD1dZXDza4Px8jaap8PjxFlXlYCuOQs3uYov+LpUJpcIg/8saRe6lWMSL6b8lMDSz8/YDywMF+tPlT09WEj1kPrsZSMopmuf1pBCOQpkfQkTwESEkxFBcs+iDaSncAjr1maeueGB3lgA83zfyWeQTW6185FyU4+gxdB26/R7D8YjkPbgBMd9M43BvkjglpHTTsvhDyydw9ROVH2LF+inLfXvMx1DHj6WwIGHFTW8itAAZoX4OcjCkcqfiBa2EE3FiDIwmAMlhFgVKLOgbySVibcVUrBncTAd7SinHcLHAqyxjGqNR6v/evxjLbgLGCCUwmQngiICtNMqcK0kC5p2BcYAJkNilVIArIKlro0lzcJWDpvX+csjKM9l/UMCdnuRkZAwAZypYSrCOUDUG5CzcagtyKxjj4GyDGCJiOAB24MTMzQBA4rPAoFbvZ5yArNUasWI67O1mDWct1ustVs1GwBVnWiLJHJyQWPQnANLGFA3Ok5PNnN0HrQSTc9dyH5M1gJV+tgb9MGD7+H87fbKcKOW5F8VyNcYAHz18DCACKuvQuApOcotRSkxsIa3IB64Kh4U/feLJx25cCRhDQDcMWFUDW5uICTPWdY3Rj+LGtABXUkGTT3vKMXEJStXNSglLCY/PtnDWoKosuoFdHD14XtXOYlXXqCqHJxcXWDUNXr95i759CQqRgVUIiIYYXM0EXv7f3CVw3tFz8X0uPGt/xCgADVNyzbvjPBYWDr374n1p0Sp/W4Irdf0DgKZp4JzD2dlZfq/WKQVW6jJIRPDeo21btgzW9Qw8KPBKKaFpmuxGuCw6TahkLpl12VKsKvakDGpMdtebSCymftBtYfp8MYbvWbIyqRwDuh2qJej1i9/r98UYzS00E3DU2vJ8YStV2/Xo+gHHtsP1bg8vLoA+8N6RyrkjXae5eZRN0YkbrjUGlatyfxEl1FWN7XrN5CWGrxnGAX3HFrG27zPA8kKPHiTB+TiGbGXe746whtAez9C2Z9hu11ivNyAQamtBjvNLKd3RqflazuUJYEXWsRXXG8R8dEZh+aHEd1aPCGvtB437rDz0Bu8Bwn4SL5/3KnccEEm2cSh4LdahDrR8ltT6o+Aq8HzVNCnqLJNFHFmTd3XVqa3hQ5tW7iIxASHyvzEBY0wYfYAXcNUeDujbFsmPQAiKKMsjCcXSzh/+FMP4UYOrh7goPLTc9/ufepHc5rr4sOfefc1MoTbJDTdVB2n5g7mbxe0+p5QFk5Tvwzef+Rff8tu7NoHcsnRiqX4EOK90hZiS9RVMgfk/YKZqFIA1JYxkRrupTIs+C33GzPJYkG6OOfeQuuWxgMpMUT67Hp7YNW4V9sp6cO4XTmTJQa0KJA1gLCeczW51BiERQiT4CIwpISRCsg5wBBiHZCwiWUTSZLvyTLFwMWp1WTJVd6DsMiIp4dWyIyiXwYixsI4FQ2f4keQMTGNB1sCdb2HXK5BxMLZBjAnOrDH2A2LwCJ7BlcGUbDFrRhnxoVk3aDY1rHNYrVYwzmLdrNHUKxAMrIAldaNhcCUzwMjwJOI/QCLMK3U4STvkmUbbBsAapMgg++ag3fwjLS5g66ZoISO771lDnBDUObaIZjhVWLDloFUrQYoqzKZiz9B/mRIkg2AjwnrtR9SOWQnZwgOUpxY/a870Z62DsRYRCceuRUoJbdei63vJ+yRrUBUWARjHATEyyBj6HvvDAce2Rdd3hbtbIdYXAE+NVlS0rfh6KgurxszqUihH7hOwSqvH0sp1CmypMLqkcS+F1rquATDxhFqkDodDBkkppVkCYn1G3/cYhgHW2hv1GYYh57lSUo0yeXA5hjn3k/RRzPvUfLz5fCg+Ls+k3Ls069v8qmCFZp+CZvdc9vvc4nqbq5aCK33+/A4AsitY8VlR9dvO8nx9mlaoDxHDGOBDQNcP6PoBwzDC+yhWpKke2S0y92/i9UKESuPvNPcU8bomILP4yXY06UmQZHvh88JZzquk45dSgqfJrSpqktXIXgTD4NG2PYgI19cH9M2IGCJSrNmCXNlsNSv7FKKyKEEndJxz+3Bzf6C8I938/QfIAh8kP77nc25TnJy+pc6KlGfznVXJ8790r5zm3vTd8mEsBxAYsKsVFKmQ97KyNiDFgOhHeD+wW904IjhC8AbBE4IjxChQWuIn1Zo1SW2nz6Ry38XyCjqdCGT5mRw7xZ6uil7IvA2y3wX4cUQoLMDa1rKWHy5W3gFmT5SPFlzdH1j2/uXntsrcdwif/l4PCL3HezwwC/qYBPlU/IHp0NZnlZo4/V5/f+MoK2SvSRtyavLeDbA+3iLB23Zi5IpixUrGIpBn1jlSa5L0V6Zj9yAhtQghgkzpPwM5xAWcGoJzFVzdwLqKBU4htUiGcyQxJUYUzSohhoBx7GFdjRQ9gAoT097DJkqSzSnFJMxiNRN41A28D0iuRnCR3f6cgbc1hugQg8HREw4D0CWDtN4AVUQyNYJxSDCIUHDF8T+2cqhWHDBNdZ2TIJJYyIxja46tHKxo28naLMCTNXC2xmp1DmMdKmWTswa2ZiHdbTawdQNjKzi3QooJ7X6PsR+Q4BHTKDjGMZgUCnwS4EbElPS2cjBGGdnYOuOsA8c+CIISMYDHXdaLChmJQTF/yEdCCTN0QakRRbGYpR6VW2UAVIwUysM5/7YUbEWoHmEweo8xeIAs6rqBsRZNXcMZg5ASEANiwqQ0SAQDk113UpQDsdxD5CUkttRFIiRLqJsaF48uQM7i/HKL3nPeqtGH6WAU8GbArmCNq1AZg3q9gluvMKaIb19+j8patP2AfvToxgFAgKGE6PnQHFPEIXikBLwSi+2+7XC1O8DHgG7sJe6MEAT8ZabPNB3ydx4vuslSYYMoBV4shO+FELd0J1NygvK7m4+c8mep1ajMf6X/mqbB06dPM/BKKeFwOOD6+jq7BVprEZSqW+ZESgl932McR57jmayCAYn3I/p+yFYyYwzatr1xDrMbGsEZYus9AUQRKZlZn+b4TOmrxbGThWYiTdcwHVPZCbDok7x6Iu+Js3HiB+YH8FEkgjxO9/lyjPS9Xlm2WhkmU1FX/mJ+z3KFqua/70fsDkeM3uPy+sAEFoGZARVkGrKZsY2I89JpPBVBmDEljUJdsTUyC8bg/gdFGJsA8uJVkQAYGEqoxIpL5BCjzS7EKQHDyMyiw+gxjLyuQuDPdrsOh0OHuq5wfd2irh0+f36Bx4/PsF7VeHxxhsoZOI3NgaocBdAVLZAtEKkgg0kpIdKkRJjIOyjfg8T98YeIxD9FORWrdTL+Mr/e3HDyPC3bRuU/TSosHhZEkrx7ySgsP50eNlPUwHC6khTCbGKnFBHCAHiDod2j212hdkC7P0cKDbpNQm0jLCzGugIsoc5rYFoLEfOleLP1t/aiVGeSG6dkHfw+QRgBBUyFxKRaPib4AIw+ou9H9N2A9tjiIG6BUa1WKebnpLzDPKTcdu3D5diPFlyV5WNwsbs92PGH1kOmVykk4W4XEn324oNJd5B0Mk3+prqRz62kSczxQoMMypoOfZ7J2oWb7cxgQhuQUrG9TkU1VzfnZXGUFa46N064nwsUZ+FMN7diY4OyZWXVYwE05X+ibskAdboU8w94IavlKrMRZooecHwDEUAGGmQcU5oCNzO8m55wb/OIZ8LEHKYCJFPzwjDAS8YwSYNs1JGsRMc4JPKAqWBcLax7FUCO073KmAbDQMHWFcxqxZp5EfgncMWgigzBVRVcpS4v/J1xAp5cg/XmAtYI2YH0ma05Hq5ar+fgKiUQVfANg6sEn8FVzmZPU6Z7QFjYLB9qzgngEjebbDVcICONupu0EIU1cQaypqIuaYlvgUiAM7Fwl1yUlCZXD/2oVHqkSVmSErtvpsSCsoPLVlGT3b2KA6Q440vhR3EiFYKxkovExMQZSYR1BqAWTiwjnmJRZ11OhXXGcvxiAlNSH9ojHBl0o8fgPcYQhJxDNJMSP+L9iJQD/wOO3YCuF1Al6QpmQgRNAnJu9mwh5P+dLHNBZlIizYdm7ipWxp6U15y6/tRzjDEztzwFV0RT4mH9XN39nDB/6f31N+M45uvUGsWkGDolOW5B82tp3U5briQIXjXmskfOHAhTutHFszsUUqDOiUmbr5dMwJZBrlxPixB6bQSVLG2Lx+SaY/YMpGmstP/z+9kpiflviz9In1dcmxI4HUJgl6V+4FirYRh5ziZkK1HuS0hcFU2ukvqdEaHaEK8ZYy1SjAhgNlRdu7wu2f0uagsKxQ4zBEqF1VUPJieHZ0AYEaRx3vMeFiNbTIfBYbtt0DS8N3uZQ4Y0afwSiE9zelJIzC2S2Volg1boaIu+eD9odcpiNR/XxfU6nHRirE+ILVk8ebD8d1NQPyW6nwJmpfWu7M/551T0WcprMx/lpsAZC4VdigGIAcEP8GMPP/TwfQdvEsbeYWiA2jr4kUDRwBvx+iCOadX5P3X5Yg7c0nezK2m+zvSPaeZO60pBFoOuJHmulGHVI8gep7nfTlTpRq1u97gq/3w4qNLy0YKrU6b3uz67714/FAT9GADvrsVYbirvc2/dPDUT9ehH+HEQrScfqs5ZCX4V4R2adHS6R0rIVMYs+LDLyWq1Et9uITngXwAAm2OjBwizpJQqpBatmTavNPtk2Rp5ec/d9CcqBLBG0RKqusFm+wiDcfD7I5InpCoiNRyIHw2BTEK0DSJVIKow5f9RwGSyi5hsD7mZxgDNaoMYE9rtY1TbJ6CqQ0wWcRxRVQauJlDdINpz+NSgG4B4aBGpxiMfYFxkcoRbenfWNhEkQogYhwHejzgeDhiHHv0QEEwDTwEdavQUsWnWqDdruO0aZ8++QNPUWPvAMTjdgO35HuPo0R07jAPPv9Fz++qmhnUWZ+fnePrsGVuGTAUyBjGw/78xBs2KYz3qpkGzYpe+cRwRU0Ql8SPWVlivNjzPRABRcGXIwNQVJ3yWhMwpAW4LxNUaSgQCKBkGj8UkxJnpQFMmLivCjwg8tykaVM9WiM/A7KieC4DTPUTwAPNiKOHEzdsz/T5Q6CGydAtYEcKQOC6PY68SLIC6akBEOFtvcbE5RzsO8O0BQ/AFWOM4rElYnd0+x3nUdYXkDAaKeHH5Fkc/YH844N3uCl3fw4Cwdg0oEbxXxkK2tmbcCUKIfNq/ud6h6wc4MmiMgwELbcp4OEhsyDiOCGKpUhYojmlM8CFgAJN35KQEhRA+wV5xR2Kp88b4TesyS6sZVZbuTZPMvwDLBbC9DVQtrz9VysS/CrKurq4yOFJ3vxmQFgFDrVKq7dZ+4vqWLlr8LI13Y+DG/aDXT7GcU2FFA5MqaDwkIU36g9zj3MeTZn4SJ3mNTakI+B4TwCKZh2pVlQfLbwkU0+wzzO6uFV0KfZj/hqYxSMvfTVAu312p47MKU0BpBEDZdVNBcMLh2KMbmAVwt28RQkA7ePg4CY3lUww0TxyAkETZwq2KpKAjwseIbhj4/BbGzuw5TQGD9RDVXwaImb9F2lDXFVYVE6CcibX+2PU4tGxVa7sBPscMs/Kk60cMo8f3ry5xtT9gu13j2HVomgrPLs5xtlmBIAnWST0yJCWHLiWr1k2ajY0q9ibrp+zRKlO8L7oqyp0yF6bpsBQ57lJT5h1iIY+Wcub8mQrep9NDLarTP5WfCM7x385aWHHPd6KItNZJ/J2ybGrFVcbicbc2gShm+SXFiGDVFVBdjHuYdA2EFsPO4ZD28MctQvcaVVPh+uUW602Ds22Np0+2qGuHzy7OsVnX2K7WuDjbcuxfxftN2VmTnDitoht9eWPRFgoKqITEHjujvPZgCvYuAP2Y0A8e7f6Iw+6I426Hdr+Db49IIbDiQaMlfgx58j0B1kcLroCHA6v73C1+zPKh1qr7fHM/pJoKrFKciA2GrkV3PCLGgL7vEWPgzNt1zaQJjskSNFcRZLOLMaJtW/T9AGMsu4ZZCYBfkQAzV2jpEmuRwwAA+UCHdfngLFdO1ksuPr+lZfOd72csaj2pqhrr9RkoEY5uBW8iyHmYemRwJVrBaCpEqmDICZ2pWLv4+Jzv4vnUYxBXN2skGDSbR6g2F6CqYXdAP8A51lgaVyGaLQIqdAPBUwfj1vAxwKUIm8x7dVuMDK7GcUB37NB3LYYhIlKNYAJ6qtEioKk3MNsLVGdn2Dz+Guv1mtsDg67rUTeXGIYBb968wfX1NRACQhr4QFhzwP2jp8/wxde/4Lw+ZAEYDMOIfhhgjMF2u4FzDuv1Guv1Ct4HHI8HhBAzrbS1Bk1Vzw5cYy2cWL3UxRCYtF2Nq8QKU6CFoswtCuXY65tC4CIRsLIJmIpNd7L0FHefvyO6oUmbCZa4+T3/VsGVJCkuRDMWzhhgaXtiTPApIgBwVQ1nLDarDc7XW1hjcRg6zpMGyd9EyG45rO5Mk3sRganRrUPtKiRrMCLh1e4Sl+0eQz+gb1uMngW7xlWcp0nup/aPsudD5KTNl4cDrg4HPvC9WFCz5X0SameJdW+c4kmwUMrU/fyV9mkSoaOAxlSM+0zrupwf888ozzsRHAohXV+XFqq7Snku6P1L65V+t9vt0HUdvPc5Nkqv06S/CsQmRZeCGi51XQu5xdToLECnyX1PwdZthBaclJpyyr4Si+o/A1YdTRbDsl8LS2CxjvMVZMTCYor+1iOBMrtg7kMU8G2p/S8B1gJYzebArG6zS+T/RV4wQOboNOYgVhiMY4KPEdfHFodjj34YsT90CFHjAAXw6LMS11lOh9ygDPoWWv2Y40mmeluSWM6yLWoZMyYzByogcNVEdHK2apgko2K5YPQBISWQD/CBhJgpoh/5ue3QgwxwdsZnznrVoHYOdc3kQrXVruazzeS5wV4xKd0EHmV6AgVaAOZz5AeUW2U2BX3l/Cq+Oy2mnNgPlrfNcunyd6loj+z2BbDS3yoVunM8dsbYWe45VboohX5KOgen5xun8XYRRpJDU5hicpOEKVCK7BZ4CIjjFfp9g273GtY5XJ2vUa9qbM82ePfsEVZNg/7L5zg/2+Lp4ws0VYXKWZDlhO7IIGZywJv8mG4bw3TrX6oKnYGrxOBqiAmjTxiGgLZt0R4O6I5H9O0RsWvZBVKsV7Mzudi7T+/3P175qMHV+5b7QM+PAbR+bLB2SpAqJ2c+WDIQUuEOCFHNoB773TUHd19f4/rqHcdeDB1SjFitGqyaGsY61Ku1EBawvVgFsRQTuq7DOIzinuZYYEVCDGeoXIW6XgEEhMCZ4bu+RdvuQURiVWAQUtUNuyI5fiUzaVnK5s5cCOdywAktyM9RBFSSxWq1waNHT9G4FfyhR12tMNoag3HMcmYiiBLseg1qGph6g2q1RdVsMlDNRBWLxuVDT0DAanOG7cVnCH7AuNoghpGT+VkjY3gGYxxsfQZbbdBszkC2Qo5oBs00gKdKFpyycAe0bYfj4Yjd7oDd9R5d32MYvbiLENT9LTK3AFP8hoS27XA4HND3A3a7HXa7HQv33mdLZggRdb3D27dvYYzlgO6U0PcDuq6DtRbn5+eo6gpn2zOcn5/zod73Gfhz3JvBqqoZZK1WTDWtAmUq3F4WIH6mlClASPndKQ3X7cudTrxQFlKnM4Wm1TyZbac6ZIF/EuPu2mMmsUrBotxbBJGqqlDbCjCEfhj4wIuJmcOGQSx9Bs46VCly7FWMxXPVFclIPOHkXhRiRDf0uNxdo7IOh4oZCMdxxNgP8CHg2DHI6seRFT4ohNBFu5YgJOqVBQCdFFIsrk9wUmMyGNwaEZT9KWvL7I+8oU6Sd/ERS7bSrzS3AJfVp2KQ526D7w+wynss76efqbVKLVQActwUa6GnfHz6mwkczckrymtKVrdlvW8THFUgnIQ5AFA3Qyrmf/msJPuH3gM6bWd9mcENzd3HVCeVSoVUUb8lSNXvZ8oSnFjg0j9yAVTiTsAUn1feIZVWrOJ78QLoR8/U0MOIcfTwPk5zWhpCxY8TITNxpoxlC3d+6Q+1/Crw0luqlUotVRk/WhXUKbPtaeLyqjLCD5QQJI0HW4v5X4xF7kRMY6SjlCLn5zoeOgQfcHW9hyGgqRzON9VEclH2r9R1GrNb3DFPKRp+TAngvlstvi/BFwrgd+NnJ+cVFdNtOpezToE0zxRgLeXzra5ZVqgdu1pzLDR7wrAiRVzlifKeoPMySbCstRDvi5jXF1GAMQmEiEQJh9hyegAAIABJREFUxhpUVYIxCdZ4GAygGBG6hGgNjumAobUY2wa+v0JdVwjdDtvNBrvHj9HvrlHXNS6enEsi9xrNqslpAsp0Mrd3t6w3mvYq9jxg5UxIhBGEUQi0ek8YAtANCV3v0bUD2t0Ox6sdxsMeqW+Rxh4UA3QdxWLYpv2gCKOZvf545d8VuPpjlR8n1uruku+uAXl5U005N8XQdWiPB7TtEX/43T/j+uoKL779N3zzr/+CGDxTT6eIs+0GZ9s1qmaF7eOncFWNZr1B1TQIPqLvB/HJ142VD+a6rvGXf/kf8OzZZ9huznBx8RgA0PZHeD/i7dvXePXqBYgI2+0GVVVhvd5gs96gqhucXzxFVdUwrgYcxwKoJrKcymnRaML9e+Afo6gZ3rkajx8/x2q9Rd912DSP0B0POFxd4nB1Cd24CAm2tjCVRdVssH38HHWzxmpzjsrVcriV6t6pncYQVqsNmmYFEMGutgKeB6QUwYzdAvasuBzaFYxtUFU1bL1BMq7QzNwspXZdA+VZMLNIEXj75hJv37zBq1ev8OK77yTORYLifUJKFjEY+DFhMAFt26HvO+z3B3z77Xdo2xavXr3C1dXVTLt2PB5R1zWurq7w6tVr1sTvj+iHAce2xeFwgHMOT58+xWq1wmfPPsPz58/z4ZqSspkNnFOpaVA5hy+/+gpPnz5FVdesLTcGxtlswVoKm/fNqvdZ0vNrTwgHM/xMM+HvFNCb7nu6EpNVQIV/lPJoFp7W2w3OVmvAGlzuruGMxWUEKCXs9nt2u6wqrBtWfGDo4EefNaZ64Ceys7gNLzFP/trj+nAoplnK+c+gCiCRSFLBgqgdloV4zKAvEqa8VKWQaPV2mKwrKnAxWx7BEuCM5hLq4SW/V8wC/Ynxz8CKyhO36O1S4D9dsmvbbI7JHQqgsrRqLUHOEuiU7oD6meag0vtoPxpjhHRlIt1Rtr8Y9ezg5+t3+r7UhC9dDGOM+ZpimOQ3Jgt4upfrmBpWFjMRaGTxxijDGCZLTSZsKEGUPIuD9uW7RfjhXV4q+v38b+203HlTPy7+FhiXP+JlrC70PB84Xkr7guMFowi2/eBxvTtgHD32hx5tNyAmdpabFCo0nemydghMIpHiJPKVdSKQKO/mcVjqGl3BoJK+tEatmWYiY3LyWcWuvc5ZVA4ARQy+QwLQDT36oZd1zvTwGejCMCdCSgLAErrjgO/7t7DWYGh7vDlb4fGjM3z95VNUlUVTGThL2fo2AasJZOh4LffGU0qGj6M8vB7zeivZFYq28RqxjhVZdc3Ww6pyWK1rJv2pamaHrBxWzYpZWSW3ne65SWIqQ2R34dEHECUYlzhMIU1ugA6seCI35e9crRyzTaYOSAPCGNAfPFJMuJax5spyHPJ6tUVVVXj65Ak+f/45Ntst/vwvf4XzR4/w2fPP8PyLz1FVDpvNFs45JJmjlOe/dgnPCeWmiQaZGCxSRATQJwMPQh8Njt5gDISrHuhHwrtdwJvLDvvLPV796ze4evMG+5ffIly/BnwP4xlgcfwgx6mrgmJp+S3H7Mcs/27B1U8JgH7ofcu6LTf4m4e6iFTF4ccuMpFduboW7fGAq6tLXL57i7dvXuPN61eIwQNCOz12G4ztGtVqDZ8AVzdYDQOa9Rres5DMCxWSpI2fUdcNDvs91qs1DBFWqwYA0LdHjH5Ae9zjsL8WYScyi5FQezZ+RN2sEWNElQB18eC4rQJFJcqy4o1+/kG9/OMUdbpyrkKDDQgGm80ZDBlEzwn31DOYNzUDcgZVs0a9WqOuV5I7am7617uXhSmSDaq6wWq9FUptthKaDK44hgtkYEwNYypYV2WaeD7IJoEHxau+LzXgIQTJbxEw9AO6rkfXdjge2W1Mk/+OoyTqG0Z0XY8YgbZt0XUdDocjDocDuq5jE322MtkMKNWdSYPrr3Z79P2Atm2xF3BFRFitVllTpxnjAULXtej7nnNOrVaonMPZ+TnWa5ljcuhwcmILY5ab580+v28dP8TiUN7roRaKhz7/Rn1E6E9qtUoF25LILSSWYs1rY8mAQgTFhG7o4SWWSZWwSU99eUKmIKQpXoZomjdjCBiF+EDBOQvOEjcmOnRjlCZaNSnTvKQS2IjQZcBU/wAmLTzEVTEB0cS8b2q8nHOWtaSUYIn3rMGMMDEyE2JKk8XjdqXzLQDrRP8vDB8ZFOS/bwKs5d9L69Cp3+lnS8vMqfvp6829ZarzbZap2+owAe0T9SrrJuAq/60WH+lwosktkHSOltp8nWr5PvO26yOyjfaEdeMhhR+7BFWLTlq2VSbMDZfhrOTU9kx9HGKaErHKHMzzfaYyNFAX3yx4g5nQpjU9/YK39STkFQbFkpo1Q+ejIRIQNZHyGKVOF4WXswyofZ6TRdoQnSeEqc5U2taFTGAMCIHQtT2sAZq6Qj+MABKcqXLOO921itE4PU6LOfjxgKp5OVWrO+XNxfiXa8gIIHaWx8tZg0rYiavKSML0wppVWVhn5fxOSJGBAwVZf2I5ZnDFSZoVyuv+a4WZ0jqDyrGig4/6gAQPCuwtEkYv+dAIAaxM8N3AcV8xwhKha484v9jChxFV7bDZriVxOZPuOGs5FAUT82fZS3lbTkrsxEqxAF4PPnGi4CECY0gYfMLggWEI6LsRfdejPx7RHw/wXQv4ASmMWYFRzjx9oFqsFmoY3K5M+7B5+CcPrm6b0H+shfmhz8kHY0xCGzkh6qzE41kHiLUqeI+YIicF9B5vXr/Gt99+g93VFf7T//N/4c3r19hfvcP15RsgRlD0ICQc6gpXDdN8r96+gatrbM8vsN6eYeh7XO/2iCGirhthouJDwjkH+AEvHz3C2dkZnjx9CgA4HncCrg44HK5BhrAToRiiuaybFZ48fY5mtcaTZ1/g4slncFWF9WbD15FaYUzOW1TGkmC2lf+cRTSFhv2LLVV49rlBGEcMTzv0fQsgAWLWJksga2BthdWK27pZnxckHzS79+w5IgA09RrWOCREBjjlnMg1IhAJSQkxqKCCICPGcIMlLAP6xLTMIQQGUocDjscj3r59h6urHV6/eYsX379ASilrkQ+HI16+fIW6rvD73/8e1jqM4wDvPbquw7t37zAMg8Tt9Tc0kGVhLS+7kSlLmbUGu901qqrCd999i7Ptdib8j+MI70dUrsJ2vUFd1/j+5Us8f/4c548e4auvv8KqWeHx0yfYbLc5DuXfS8kxGMUrCoIZVrow4573I/qhx9Xumo+MwEJT70f0fkRIEV0YOZlojAhRiBAo5QOfQIBhsASA4yUiZ5RUITC7/IkEmDDJsEpJz59lNXXe0hRQqXbWWYdVxS4llbFwYnmsJYaTBUQrCasrgCYXwGHoMfQthnFAfBvRApws1c9MEPmt9icwg9p5faWFtkeVEVngN5MWWgXah5wDeh9gctnTXFWl0kOtVvfdd+YSVOTDUnDEFqNJS0tEsziqJeAqLWj8euLZOj+ySybBsnmC7xPVKmeQkraBY/g0cbcCatbez4GUPGL2j9s1b/fyddmGW3osv6RUzI38SosrU/4qiVCmCUwBcLA8kHNWeQ8QORhLqGsCKGTXJoAppZGIiaD8yDcN/BwdpQQICUwBrhKzD7LyYrICWcPnQrSE0QAWBo2wmm5rh3XtsKornK8bWENYVU7YVfmM8jHiqh/Q+wBfefRW3NZSAiThb8z14DZYY3OqAC9130tsmR9Z6ds0FZ4/fYSzzQrOMkFDXvuUpv4s5u+NkSpB7T0W5D9mWc6uU4qSm/NxssCpR4UzRpLUr8SCVKGpHawzaDKQIlQWqCrCqgLIJFjrYSQ9hbEcY5pigEXAqq5gbcOMuzUDau/ZTTWjceI9xykxhuEz0o9MauVHwMEjRsK6BkKwQoHOmzkz0A7odu/woj3AVg6vXn+Hqqnx9NlTPPvsObbbLf7sV7/CdrvFxcVjnF9cwLkKm82WFaBOiDpYsgIABDKIiPAw6MHA6hCAMQLtELHvGFi9vR7R9QGvXr7Bd9++xOHyHV7/4bfYvX2N9t33wHgExSCZQac1xWMn8vXs01sG9kRJ7zkT/+TBFfDjAan3tXb9UGAFQECTUEfqoFPOmZo/C4E1/zEEdO0B4zDg3dvX+PZf/4Cry0v87rf/Fa9ffg8/9gh9C6QEC3ZVay0vZltXqA8H2KrC+cUB27NzdF2Pd+/eIcaI7fYMq9VatCIR1lgkP+Bys8HZ2Rl2V28BTOCK2QiZtOAorim9WD/qZoWry3doVmsM4wgQoVmtYC0yoQEZA5scjHUisUwCWe7jD+rhH7PwwWDA8U7JAlXVsHApJCIsYIqWXKibDBneQIigqVtn97zlWcYAtalQC6UyNBJF5kKGnmnBN5Xmm4m6C2jcktIs6+bfti3GccTxeMTu6hpt22K323PM1fUO795dIqWEuuZx3e12WZCsJAeUHozDMOBwOMxcDUvBZ5T4G7VepSyYI9eJyGAvbmvWWjjHmz7fU/uaLVTn2zPUdYO2bXF5eckMhNZic7ZFvV6hEbr3uUZ/LqDdVx6qGX9fLfoPKVmbrNq3GEHGQJk/Y0w5+e7h2OINLnmeClU/56fifs95gvXQN0bcAHm+MlVJoW2UvuScIymPYakLIUgqB0zW6FJ3jSxwABolUlmHVd2gqWo8Xp/BWYfGOlTGorIOTVXDGotmxYofWznYpkFEQjd0GIPHoT1gt79G27W42u0wjCNC1IrpipjG6e7RomKuzF2W9LcUy735bvCztD4paDrlGqjfnawVLa0oN934ymsyk9iixSUQW95fX/OYn0gJQLLHGaKcBFyTcMeYkFKQvDfSb/IbpJvKlqWFKlteTBmrclqnfJsV8OQZTlgsfp4Tpy2Bc+VeBjwKBlISi1SCJsr2PsGHhBAAkM2Mb+pay66SvHZSAiiQMF7GzHxZinz6rLy767pJLCAq2Almmi8BgCMj6c0TnCM0tcXZqsLT7QqVMdhUDlVOWk4YYsQge0Nl2YKiSjqoJ4vsNWot5hQVBoGCsHdKnqFeWCYpYtXU2DSsNEkVx3fOBjLh5NgtyynPi5+zPEQWubHmocB0WuclYUXTVKicw3ot4ErAqDGE2hk4C1QOqFySNa3Mn0wWEhHhDLOy1rXFes1nX9VwGMI43iTAqaoKVeWkvuAx7IDRcPoMmwgxEgOryC6xQeKs+yFwnrZjj+thREKC/45Ft0ePH+Pxkyd49OgRuq7FxcVjfP7lV/AxomlWnCqlqlChRhJGRNWnj4ljrIYEdIngE3AYgCEAxz5h1yYMY8TVrkfbebx7c423L17icPkWVy9f4PDuFcL+EuQ7ni9pglE8DmmxopcDe9devlDEPLD8SYCrj9EK9b7uPcvrdQIAkPFO8MEjxiCHjIIsgiHWxPpxgA8eXXtE33UY+w6UIggRTsz/0RO8aJ5CiiCwyT8QwaSEYI4wzgFEGMcBwzDgeNgLg0zA0HWihWN67BhGHA8rHA/X6I47AEDXH+HDiMkdjjJV6DCMGMYRlavhxxF13SAB6PsO27MzBP8V6qaBdTWMZZIMQ8KEJ1rqGyfrz1h4WywEK0z/483OlBdOwqoAsuIL3Jwmpz7joqkzJ5cYFP2ScqAoZTQ63zpUiPLeY7/f43g85sSiMUYmLxlHdF2H4/6Arm3x5s1r7K53uN5dSwLRiL6nLPBMh4LNwqCCp2N7RAyxYB6bhCnvfRYAy/gPBVVUCIIaJ6J00CHw3yFEyemVcMARQz/g9Zs3nKx2HHH+6Bxn7RnOzs44uFZiimZEImSypu7ecb8DNP0s7ioyt24cDOn/J+89uyS5kWzBawDcPUTKqiLZgj3zesWZPef9/78yO296mkM2ZalUoVxA7AczA+CRkVVZJF8Pe9bPiRQRHu5wCINdE9eKosgAKoKibOfiPYoG2XAh7M7Qt/ICS0monTk8LxnOJ1FCC9V+Zx7JrCBRNftOAKvjJgOQbBwQmO2scw2uzs7RNS3Ol0ssmo6p320jBbYdjDUYg8fej5iCx93mHoehx74/YLPfYhwH7Iceg2cZxEYdgKLJ9z3eWk1+Hl2LlD1XRJFDcLUvwd5lFlF83lMek1OheKfmzSnL9/HrQ+FwNcACSsFiXa88bObRPY6/T8dj+0GjQVE2UnUNlkuPzxZsxddXyKBzRN8XcHVsg/qYUeS4nY+85el4xOWaMk9n+3D1FYKGU81fGtXBqlqcKZ45LDBGTOKVD4kQEl9TwVWUUGyklJtXPUFZb9D1yp2QiBVd7aIIZLppTwSXONPQGaDbjwgBCCHBEoeXhUWLzlpYx16TECOHd8UEl4BGAHPrHAgGk4/wQXOwWVUl1eohxD1ESJHHwIeEfpiQErDbD3DOYbVo0VqnODwz1z03PPZD7//dj5la8tw2FblpxNjaNg0WXYe2bbBeLQVcOXSdgyEwjToAQ1LeI3r4Se9ZIheYEFJyqpBAcAK+E6DEPjEwIyAoE41oQeGsfsr6N9bCpAYUWpgYEBN/N4l+ymOe2GtmEpwthoAEIIwDDpstECK+/+Zb3KxvcHf3gDdv3mKxWOL65Su0XYeLy0ucnZ/DuhbNYgUYi0AGAYQpJRwCBFwlDD7hMARsdh7j6HF3c4/9YcD9uzd4ePsjDps7TPt7xGGH6MdstE1U+6cUWB0blcr6Y0PQBwRNXYf1mcdvHlz9mgvrUz1Tf5cj8eKIMWEcBozjwOsRnOvSiqvYS36Vnybc377HYb/DfnsPihMcArrGYtk2iFOPQS1idT2YENhT1PcgQ7h/uIO1VuocsQWicRwry0r4BCLCzYpDsDipsgErvhNSihwj3NhKiRKqz5BA1qJtOxjr8MOPf8PF9TVevHiFf/l//idW6zN0izM07QKr9QUMWWYZ7BZwrlUT3Rxk/ZcdotjoAq0Mm0lAIVAUmLnyQI+uU44ngJU8usn/Cryjx6Lh8XdFwUEpLjoMA968eYP3799jt9vh9vY2v++9h58mjOPI5/34E3bbLe7u7nB/f4sYA7yfEFNC2zhhLCJYy22KKYqyETD0w8xrVRiOaPZ+0JpWTQvXcEiUsVzIkkMVPaapEKvoBpypoROw22xBINw/PKDrOrz67DOEGHBxeYm245pOq/Va2mrhXFN5xJ4OV/xtH1SQvSol+RcXDAYALyERhrjoKFS5FlyW53G2Chf9k+tRAWTlTTIgq16M4g0xUbxlMkYk2iEBzGiQJUI6am9iZYwIkQBtliODs8UCf/r8c5yvVvjs6gUuz86hIYr1c725vcHdT99je9jjux++w+3DAw7TiP3Yw4eAg4RMT57z+0CUayXVoZV66LzgZyxkMxx6ZWBMHZ6nYYFJwAu3Tb2kfI3nzakPKZengI6CiJkXTX4HMTDw/HZIKeW1Z4TAoG6X5lvqeiyArFC/1890fCiQ1kK42VL8COQIaDMApXkelxqs6jJW5ZVEIS2fndJp6j6p+6+0EQWdUfVetZbUq1sfpRpebazicGYfuTBwEqKKlBjAhMgerGkK8DFgGEaM3vP74gGKEZnAAlEle8wOnQyoUCz6alUPQiudASGQ5/EQCBS4T+3oYUHop4CFPeBs0WHXT+gaixdnSyy7Bsu2wXrBz25CQBMCupSwIoPJAKHr4F3CfpzQD57BovdQxx4JQDKGRzEkNjSMU8T9Q4/GTVi2G4yjx/XFGZZNB+sIjmbNzmN2yjBRj+c/lpw+dbAs0XC41WqFs7M1Fl2LF1fnaBuH5cJh0TlwrKnnyJNhQPATovfoxx5IYnxMTGgWZN12WjYnOnD8QYKUH+XoBgnPNTqv/AQfvMhr8T5bi8YawFp4ADFEmDQgJQ9KAUgBFBMMIkARySSg4TlNPiFFwO/2uN/tcU8Gr3/4EWQMutUa7XKN5WqFz774PRarFf75z/8Hfv/HP6Jdn+Pss9/BNB2iaRGNwxQI+4lDb3dDxDhFHA4DNps9hn7A6x++x26zwftv/xNvv/p3TIctDu9/gO93SIEBYYSBNxYJBiYFfiHBCL1FlF7io8iwj82zTw1P/c2DKz2OH/znLLhfco1P3TyzFTf7Hh5/nFJJBteNjsO3eAHxHhAQo8E49Djst5jGEbvtBvvdFvvdFkO/xzgMkreVqroi85Yogo9q2Q6e/69oV4u3QGLCieD9CKIki4y/Eypw1QalA2bFLEVeaGSMFCS2aLoWZDgEaPtwhxiYorZtJxAMhjXX5eLCxa7E8yfx0HzEHfsERnl83s8U0hlPqdn/0Y1VGdO/TzXu1Bw4da2ieDz6Tnr8Fr+twG8evqQKnPcThmHAfr/H3d0dpmkq4MqzR3QcR2y3Wxz2e/RDz17UEDD5SQSPtMgQYmStOAr5SVRiDFVUxBI0C4HKfShWPEnazWFISv17ZInXNZK9XgreQZhGZjLsDwfs9ntY57DdbLB5eECIkXN5mgaLxQLONUx6YWxRuEXZf0J3+9nHsWdA3/tF4S1UFFa9TC6iLEDKEMFSXYDWCiiSsNQT85NJU7hvQzV+SBBLuQCiJxp1/EkGL7kPKoClaxoAqCTShxiQYuS6LGLZXS66vKZSSkiTzLPocRgOOPQH7A4H7Ps9ej/hMA6sBGqeoRQi5lvVIODpLZJIaOBkPRtZ7/wo6gWCzFEDZyMkFaF4+PSJT4Cg+b2eniPP9yDNvQBzj8Ac6BxHThwDt+O2fDBsayaDCgyho49UhtfIprJNlfeo/i7JXC/XSKn6LBu7Sj9/qHnH8/Pxs1ao6/hxUzE+ZNa1yAalhNJXamSKkdeQevD5xQqoen9KDlNpa6oEe71O9SQ1YOS9sLKy83rjKxpZuwkJo4+glOAmj8PI+ZWLtpGlzSy4MUWJCIgl/x8iV0zx6hIoG7pUV5l1FiHLiBASDEWMU8A4sqHMB46jtTbl9cJjcTxaupcdzdVHM6s++0PH0fjOvnG0XuW9xztvaXA+j+qHkGvN0fC8/aQ5chzu3jQOXddK/dEGbePQNhIKn4AYVDVIOXw0St5s/l/qVZExSI6jALRp/FX2rqrME4FePQfPJyP/GWJ2V5MSE1ZQRMzpKoAJ7Dk1ci1LJcPbGmISiiDtSgF+nJBAGKcA148Y+h7WtVjs9zi/uEC3XKAbJvhmCdt2SM0KcB2maNEHixCBQ+8FXI047Hv0/QH77Qb77QP63QbjYQvf75gVW4i/NHux1nm55to8SPDxziU9U411NYrIwuATjt8kuPqYEvxUCMbPvcevbxmRhFQqAKs2NtUgJEUmLQgpYH/YYbu5R4oBMYxASjAUQIi4u7vBTz98j77v8f7dW+x3O/SHPXabLcZpxO3NDRNdhAmNY0tSCCwULRwAUWQdWw8Xiw5t1yJFplkuk4oQvMfQsJVjsWhnVL8pRXjxMKSYEJgciBdzfkYRiIbzsWLw6Ldb9A8PIO+xWC6xPLtEt1zj7PwSd7fvsViu8fs//jOurl8y/XnDiZkGR2GCOBJfJ4fu1xvPmfX0A3fJ1vtTYOpJUPTUlkE5IVPPe3zHApoJlUtbNmAiSAFCgp8m9P0e79+9wb//+7+hPxywP+wxjhMXgp58JrcIk8c4sSdLN9IECGtQKnVTiK1bQTykUayqxCwIAJF4U0ookHUOnRATMOBxYlCYMpU3gTchQ5zD4b0X65vuYwaUqYWZpjYEj5v377Hf7eCnCf/51VdYrla4ur7Colvgyz/9CZcXlzg/P8f19TWcc+JVtdX++1jYzhXbnweMPhbW9dzDSqHPFBMisQVu6Vo01sEZi86wF7BpGxjH3jrXNrDGYOm4HlXjHNqWyWOUnXF72GPX9+j7Hu9ubzF6z1Z5pcid+Ut5LmhODgBw/TNkAw3rqxqmEpnE4NGCLUBut2fjkIkRr9+d47A+w9X5GqBz6HwPMeD97TvcbTf425sf8a9f/QW74YA3d3fYDT3XFZIip17AVQilHpSGR2ZlKhUlq/amsBIrOT9gece1/or3VfvBGIO0WsIJVTL79Mscstbm/JQasDwFanLvqPHhRN2q4+PYq0tE+ZlLe9Psusfhhsc07Hrdp8BVDQro6D3w0HO/ahtVLwGgWX319wuUPf6f8rgBQKC5Iv2k7NQ2UzmTKtmY9WK9QKUoM2CCFPxNCCHBezYgjaMXQ4Sw+lX7ej9wCKr3AYeBmXdH7+EFiCkBRk6rniHLEhGhhdHVS6qNigmcPZ0SIpGEg9V7BJ8fs/Kc0AdgiglDHLH3AdYQ3u16NNZgtWhxvlrCAnApwYC9cWOICDHBByatIQDOSSFxQ7zfx4joU2knETh/mpXPkJh/f3fgSAZrLBZti7Z1uLhYoSUuYs1OYuIJM5tmhdiqgG1zeqyfmAPlUyDHQc835+r72mePTeDVN0+ALR2fI6/20fgZ4pSJxjU4P1+jbVu8vLrE9dUlutbh8mwJZw0sRRhK8FPCNIysg/UHTNMgepUYGati6kiAEdBgAFiC5MyV9a+GTxDBWJYROVReqPpBxKkizsHFBLdY8N7bcTtiCAgTz/9xZKPsFDxompBigp2UcbgwZcIHBu/DAX4cMO63GHZbWOdw8/Yn/Pu/XqBdr3H22e/guiXWr/4Ji/OXoPYctHyJBIv9YeR6aptbbN6/xrDf4s23f8X+4RaH27fo739CmkakMACIsu8oQOc6V0Ri2aCig9fzg6q/n97if54O8JsEV8CHN59Tf3/qtY///iUA65S+RLoZHH0o3n1JFmVPUgT/HqcBh8Oea1RNPVIKQBiR4oT3b17j26//iv6wx7u3DK6UnS1GpmWPubik5g2I1U83VEMwlgRctVgsFrKJaPigeDosZWDYtqw88DUMOCUmIYWAAM7rEtOedEZJueW62gREAWTjCEeEtuuwurjCYnWG/cUWIKY3v7y6xtnZGYAE6xwQmRuplnq6F9aG8dzDWSh/WOx+6kF0+u/5URd1LQ0q+2htNTp5F/mZ7S35WvNCfI+/nXTjSMViQ4AknksAXp8sAAAgAElEQVTYkHim3rz+Cbvdjov+jswY6EUxRTy2TiJvouqhMonzyIiAGYEF5ueDqhCYPP8MmrbNtXmUdUotvUilF4gsQOyNrZU8re9SbxIxRl4Pw8B07c5htVrh4vICq9UKbcvxC4bALIQpoXENYLmKEkk5AG1r7tdUjynl59PPHo3giclxHMr1c+WM0itzEVVWUhvnsHAtGmOxtAykmkUH6xxc26BddHDG4rzp0FqHRddhuVjAWMMgyxjcPjzgbrvBxnHh6Ogjb0sqo46CUal6Bq3zlGZWUekrtSJlvYYUvTB4g9QGCgNGAJ21eNg+gFLE6Ed+Tv16Ctjut7i5u8G7m3f48d1r7Mce9/0B/TQhhYToRSGW/L4U58QNRHPlSedrmI03/2bvHyFGl6eDXlfH1BiDxklxViJJ2i+9RYZ4Xh2BlllfZlD3GHQde5dOHfXcOibKKK/5/bKn+Oi+dU7knJTmFMDSdumQFuWD+FfGLSqasrophh8FUZqVCpRzDKpnF/mfwNQ+Fd76wKGbQr3Pl38JCvrK2tYnVcAUI3LOUggR0+TFIFA4xyB2fx+8gCuPSeaJGqN4T63HvtrAqDSIqldmaVTDT+R7RpnD3O+pXKsMTC6zPSb2Mowxop8CDAGbfoQ1hFXfYTdFNIZw5iwake9BwVPi9QNpC5M08fVDSkCQsFhLyEWRibPUElh2jBOHne37EfvDiBATVquIphFgVo056rIZWgoC9YCd2vOOFOP6eHS6AqtjgKWaQr0313K+aBL1vq2XOpqx8yaQrjeOKtD6jIuuxXq9xMX5Cm1jsV4xk2MKExd0R0KcPIKf4Kcxk1HoEasw3hItU9ZYNnvJGLKnNeQTOGqEAK3Rp+VdnINxrmgxKcEaJ/mBAUGMVjAEmibAW9kjeN+OKrOkLT5waGMIHl7WwGG3BUC4v72BaRq06zVWr96gWazw4kuPs5cDmtULdNdLgCwOhwHj6HG4v8PD2zcY9hvcv/ke+/v38LsH+MMDUgxAkmivPAS6QhMUdEGMvywadG8psmU2seZ/ZHFS+8Oec/xmwdWvefxSz9THPWOlw2P0DI6kDlWMTCIwDmPBINXCTDEiBvYgvH39I25vbhD9iLHfI8UAP+4R/Ij721u8e/Ma4zBgt91gHAZM3rMHSXz6ZUEzuOJNNGVaaiJiqnCiHJPP/YPZbyvKFwA0jRMaZLbkxhDhRwekwMpXSPnLvDFR8WDJM/qQgCkAhwG3t3fswdgf0CwWON9s4GPEanWG9dkZkAKWq3NcXL3IHiwmuqBKoFCWdqdG5biCwa93fOJ1q9M13OHkFejE37VRcvbPU4ubAY4W2+37A+7v7nAQoorb2xtstxuxbCeucZEaaGhWjBz2osIniSJsYMr/QA5NABXGK1DJjeF5gKypamw+gy2O3dfK8oaohNFI+EICpD0xFz+s+yOJC0vDDpWkY7fbwVqLfuhhjcU0jVzoNCUcdnsc1nssug77/Q6txKgjpUykchr21tvqp1mtfu5xyqhkjMGL8wv8/vMv0A897jcPQAKuzs6x6pZYNi0uFis01mK1Zuuoa1t0ixaWLFaugSPL4SdtAwKTVsSUsNlsMBwOGIcBIcWcb6Jke8c9ctwbGSBU1o6IYl5JM32mnJOK2OBntAZt06IR0BeShLP2PfphwI/v3uKnt2/w7u4Wh2FgZXZiqypipWhYpqLOYTNERfbJ5h8T5yPW4aozT02eypS9CUk0XzYGMOgfhwHBB/hmymycUdZN07RoWjYgtGJQqL1Ep8a8DgtUA0JNy/7U92fj8whcxRnIPM6l0vGrPXgKtLTG3KlDwTIRMaCUgVajXAlPLz7hWqHOhUVVb6fSFhV5RYmVZ04SmseovzJDUZmUszEsDGE8LEWZUuwvl50BoWny4jWP8BMbAQChMDfMchsTmOwhxgLKtAlyXTVWHmtvVD87lXZpm0sYtiqrScojpPzcRgDWTOmXfj3u6ySgPyQgRWDwAbt+hCWCNwQrHa19rGHCEWoMjrmtakiLUTdfyou4GHLF2ybEWIMQy0zTBOekwLEmXD7zOJ7xoj3hORf52BkJlX53ai+uGzC72Pxknccc3cHzZblYYLVcYbHo8OLFFZaLDpcXZ1itFnBGQo9TYrIy2bu9sOsCmBlP1BOlMsLKWvYT0/o75zAOo6xlloMgA2OtGPJTnu88LYXEwvA5ZC0SAAuRQy0Qg2VDusihBMC5Fm4ahfAsYqAB0QcQ+aw3NM5J4esACoHng4Y2+gkxBUyI2BvANi1SarG9f0C7fonVwx4grpnmfcDh4T22777HNOwxbW+Qhg3ge5ACJ+50YVAuoJtXLWbOS/59BISr4dV/KtFTzYHjtfzh4/8X4OqXHk9ZpKv/oII8+BHj2MP7CQ/3dxjHEff3d7i/u5MwQB5+a6xM+ogYGVy9/ulH3N68wzQMOGweEPyEw+4B49Bj7A/Ybx8QQ8isgozLa+sse604QVspbQlt26Hr2gyugIogAEcWGQDOWVbCiDIws+LaZitGA4OIOEEquRflyiNBjBllaxsDgo/o+xEPDxskAocnWoOz80vc3t5gtT6DMQn77R2uX34OoiTFdM9hRRm2llkOVWgcy9b/PZCKjn4/92tzafzkt5/64OT7TwMrgDfBw2GP3W6LzWaDn378AbvdDt999y1+/PEH3NzcIEgcp9bXidFjH30mInlk6bYJSEXA831UhSCZcwb2mLyCT+TrSM4PhxWMAIC43wMpSRy6K9dNbCn2YrHTmO9Z14hGFiNT4YfgMY7DzEN0cXEBABiHAff3d1gsmH1u0XXouo5DXBcRTduhtVqD7MQAKEL4LzysMfjjy8/xP//5/8Ttwz2+Dt8ixIjPr1/i8vwcF6s1vri4Rte0eHl1jeVyiaZp0S5aZgqDgUXJowgxYj8yq97rN6+x22xxkALDkQCpR8nHE4/O9qHSZ0Rq0S9jn3R3OmKrq/GyGky41gt71mAMphSx6w94+/4ddvs9/vK3r/Htj99j0++x3e0wRfEWhABrHBw5AJQp/BVcGGMyc6S20weuzRYEKOXcrMpbBrAC6+yM5ix7cGPw2HNhI05UlzmsoVqLxRKL5SKvsxnAo7lHqz5qEKWAjG9virz+gKFP12kt3609XUvo2Dum7VKyi5N14gQMUG4Hg5uooIVkDhAJfT/Ehpxm/WpNfY357/x0FbBKSQluorBaVs8sbZiBxpmVKuXzuI+kTQqqkrIAct8Nw8Sg2TPAIjKwDQNk1zRwTcM5fX2flUmd+zGVVyiW1Eq6kOqCAlhMWUYZLKkXn317TEoreU8CFHnvz3RHDKyUIVKfUc/T9SbeqDBOGCYOLbaikFpDcIJ3LMRQK/MvJmaIgwHvEZHzb4pCyg+j48n7AIcXDtOE/aFHjAH90MEaAMnBWSk1QsfzMkFh02wa/Mzjk3btopk/btGj7UGFJHun+LeydBLatoG1BhcX57i+usZqtcAffvc5VssFVssWy0XD6R/jASkEDMMBhy2XMxkHIYciXoM+ePEEydqMkaM2iJAiR6UEMVpaMrDOYbk8Y7lopai8kP1ozmCICWQB5xoGVs4JuOIcXgBIjidRDFxjNcWIpmllH5/QDD0TVBFhmiYuRowkhn2eA9ZM8J6B1eDFmzuOSCliOgCHh3cAGdy8fovUnGF58Qrnn/0ZxjbwQaIbtnfY3b5G9CPC4R7JD5zXr2yKlsv4GLZo8PDUQEiNACCxAODRpJrh6GOANfv5/OO/Lbg63oB+qffq1FEUTjEJpch5ULsNxnHA7c179H2Ph/s73Am44l1IQpoUXCX2dt3f3uDh/g5+GHDYbhC8x2G/wTT0mMYRQz/kHK2koy8Tx6jZhPhNVkBF6FElggWQaPJtqhLac+y+IZhkJQTLgihxwUK5nUGpc8LeAZRq9JHFPkBZuCeI4o6U207JgAJhGHocDnsQETYPd1itVrCuwdX1S7TdEmQbtOIVUw9JJGLWmkoaslXt6fyEX3Y8Zc76wGnPOD2fQsfXny/j40ucUpTUi7Pf73B3d4eHh3u8e/cOu90Od3e32Gw22O/3uaBwFKrWOgTolPBQz8Op8KacU5iOvzN/o1YKa+t4qkKZZt9LxZKowKvuq5rVTL+nL72X957DBJ3DbrfD5uEBjXNYr9fwIWC1PhN6b3eiP496nB6PyXGbHvfbx0Xxx8Ke66NzDdbdEgd3gAGJQhgwBY9pYqChOTcpRJgWaG0DawgtWQ51k0cJMWCK/NzWWFhRyrIbARomObeM52c70d6kfVTtTDlsjTvkkVVQvdBGrKsa5jn5Cbv9Hpv9DvfbDbb7PXb9AYdxxOhD+a607Zhnpm5XIfconhmTTFHiK1CRv2sMrGElxTUNCCWHwWTlvzxXjBEU1NjF1/GByWJ0TLQt6hH62Pw4Dg889mzxrefXmK/RYgSpwwc/Fs46B1wn2gWZIxWwqq9PKHMh96sAMmTLcuXpxhProH4u+fGcNfXUkdUjDV9N9StlT6cSvIRYgofU+q8WfmMM73O6r6ZC7lPLokdyvOrX8sw6eU+tNfHGpuLpMlHmmK4jHY6jV+7ESsfUc5XCm8CAq9xdl38CJS6RkJ+DUPJepR/LeKR8v9L+VPVtLBEKofSPziVK5f55P5+16AOy98lPSm8+Lb+O99mnziyfaP9q28raNDCWPVbWGLRtA+ccFosFVqsllssFFgs27DWNhbUGCVGMEtp/JXy+RIYmmCj7HVXJArrfoeyvGl5vooJtBlbKaJxrP1ZPk59Q7w2S9cthnjpAUfRJMgYmsUHVSVi9zU6CwAySySAazgOrPfbGGKEXLB7RFAOzx449YiBMrsO4u4OxDZc4SIA/bBHHA2KYkIKHJgTz/Dmt51NK1cBXc5WolDeoRp679PGMI8FjP+f4bwuu6uPXVLhrEMIWcw79C9MBMXh8//3f8J9f/Qd22y2++/YbbDcb9PsDDrud4q8CrgxPzoiAhIj+cMAw9OydGgcJQfG5WK2Go7Djhhdyzoeyjj0ERLkYKIGrYPc+YQxaSI4Tyb33nEeQpIhxShinEcEXd7QxBmfrNdquw7Jt4OT5LQGNMTBdC1p0nPArSY0RTNuZUsIkycBJ4rgJjPdAgIvssh2HEQ93NzjsNoh+xLdf/xWf/e4PuLu7wersHH/6H/83Lq5eous6LJYrZh90HYM+o32oilqFL/PY/2pD/7/lOD03i/r5HHtJCAF932MYBvzrv/4r/v1//S+8f/8ef/3rf2C/3+Pm5ga73ZYBxzhW1+QwQq80u1XseE1aAJR5/5QiFkKYea70O/Xv2hKvmk2t8KnFvM7JWq1WOTdLz9FaXUGSdY8BV0pM6357e4vddosQAtarFT777HN8+eWfcH7OZAnX19dYn0W23BmtgUXV36fG5HlHrQh/TKH92GGIcLlY4ffnV/CHAxAixqHHD69/QnpnsHQtztsFFm2HLz/7AhfrM3zx6jN8+Yc/onMNum7JFPTgLBEig4VrYY3BxfoM11dXMIcD3o89plE2JlGOTrGPPvW8AMFQfNRLGjpVhwKpYtU0DbqmxXKxxGKxQtO0+P71T/j6++9wt93guzc/oR8HvL+7xXbqEZHQdZ2Ac8AnX2L/uSFZSVGwNq91VuZ3Dca5ofwcXdeha1uslktcXV4ipYT7u3v0fZ9BQQmzkbkr8z4osYfUkWukGLhzDl3XoW3Z8qtGg7pdtXetBoX6Xh0mmJv8hIGBPT0lj/apAsV1Xbo6FFHbdmqcbVaYxMNCxQhDxHI9ypv1/FevilWjXNXu5x6EGqQ816gxB/7qqUqpkFdweYoJMSp5RYK1DdpFA2sduuWS5VCSkhiSIB+TkEGIF3WafA4x1DZqvbEMlo7aPh8bVtSJmJDdyrrSL1IIoMC5zpruzAW/+Sm1EsKMxVIBVtVdicT4KV0TY4KPvEdbGcMGkWtfJSa9gEH2xiUkjsIhAuVMr9JOHYUspz3BTx6TszAGcEbAiDN1ohBUrddriPnuJIj6sAQ9Daz0vTmUq2BGZbzIZpQjAAtIfxseq6ZxHIEhYddt4/Di5RUWiwVevrjGZ69eoW0cLi/WrK8hwFBkkhJwGLVtGixWS6SY0Eou/OSZOMxMhnPzQ4AHuAh1SlwuB0AU73jTNAghwpoEZx2X1mnYq87eLyH5sWp0N4iBTULGETM1kwFJ0ecwea51BfZCs4eYW2wNoW0cnCVQWiAE9tQRYUaqA3JSaiXCGMvlDCamgo8p5jIFFHpQmBA3I/ppDxgLkEMiw1Esw8Ce8BSRxJur0VK1DDzebzOQp8oI/GlbeRZwn6pK/sOCq2Ml75eeV1sEP3YouGKWKg7pmwbOjbp5/xbf/e1rbB4e8NVf/4KH+3tM/YCxH9gtHwCAPUJsLQaSAJ6ZRyH4bAmUBub7O2ckj4XgsgHNQN3TBX+LWAqAT5xro1U8pmmCF5ptvi8rpHUCpdYIAhk0hhCDy4LOCrhjxZdDAT0IRoK7FVDlJNnIcdtWrCMxAZQIMQQM/QF+GhDDhPs7hxADVufnOD9c4erl52gXCwCaO+ZgyMmmwuri3ArIz35qKIvH5fnLpFbIfq3jwx6L8gzc3tOSoBYgTGjC9Opv377DN998g7dv3+Ivf/kL9vs9DocDpmk8UqD4u75K1NfN8Vh5OfZalT6hWXvmVtvSRgVAtaDL307l+6ro5TDUpsFyucy1e7R2l27YObH3SDHVz/u+ZyCWEu7bFiFEtG2HYRzx5W7HZBddx6EN0tdERvJfU/WMnwaO6nn2oTn33HlFIHS2wVm7wMIyOUfwgQvmJo+WHDa2waJp0ZDBcOixaDt88epzWBDQsiXaEK85Cw53S8Thv4vFAn0MHLpmA3JcLz/M0+2qAKScnL1K+XtJ3qMj66F8w0hYqGuchNBZPGx3uNvc4267wfdvX2OYJvTTCB8DLDF5RKKIyZisdvnq2hCAXs/32d/mw2vaSZ5U13VYrlZA4ry9aRyRBKgldlew5TlV819zcMRDDHCuic7r2pJbe40/Nj+OPVfH8+qxF+ux0nHq71Pr9YMshVTJxFR8mzSzB5X83/p+ed1X61UNKsf3ehJwHbXrY3t/Ei9NTUPNXrDy/FoY2PuQwwN5vJiy3DqHRkLTNc8KxHnNCrCUmCfEUnNOmpvD8x+37bjvpR9JwwHFYCgGH4AJJUxiYCM8fjmvhL9aeWxIGAXrewvIKzsL/wyCZJiiW0I3qzlEOq75e7Laq2FKp8YiFWN0Ji9SAiOUmolFyhZIVVr69PEoqnD24Yk/UwFsM0MPIN6OYhSov1d2O+kD0nlM2YvTOIeubdB2Lc7OzrBaLXF5eYGrywspFNzAWYMYJ6Q4Za9VQoKxHHKaUoKVqAIQ60wl/xEwgcMFU0yZwCyvJSUjAdj7brmultVcKmsld1T7molMxFoA9igXw2KkMBvfmvaFCBlMNY2DMYQQHKZJvWRssOW5b6GsslFyJhP4viYZDm+NXI8KI5d/ISLAtgBZXsOhGsnZ2MwjD06xn6ocoJqZ8gQI++A0qhH2M49/WHClxy9VfD8FVNWWwbo+FFLCcDhg6HfY3N/h9j2HY8VpgiVgjAFhYkILxTi8gRmAEqLUleYckiQWfY2X5+RPK/TKxhAaV1FpStsnzx4jH5ipKCVJYIUsRNlVWPjyBpBSko2Gn2uauP6UPqMxATA9+omtecEHiesFiCyQDCgZhBThY5KXAir5W5MYk2yuxkloDQPB4IERGj6T4KzB7fsbfPfN11itz2Fdh7vbG1xfv8TnX/wOzrUcT+waGNMI2YWR2gzMoMbKOKDWxQ9ZOv/ex6e3oQAUBRRay0cFApNWvMd2u8V3332H77//Hvf399jt9hjHAVq/TK/HllqeB0G8oUk29mNgcKx46d+pUqCAHOo8V6SO/p5ZxYlyHZVjBbPuo2OPWN0PtcIcxaJ6rLAScT2sEAK2220uovzdd99hv9/j+voFXrwa0LYtzs8vJaeC4HJR6HoU/usOYw1s42DkRZNFSBPY0RzYgIKE1/e32PQHTJTgDXC2WOHPv/sDLlZrdE2DRcueFEMERxZX5xf44+e/w2K7wc3hgOZwwG4Y0IuHMxmIPPp4D6i/XEN4cTRnIIpiqgCXMUypP0wjvv3xBzgyeHt/i4fdBv00YvAeIbFl16DhcCWoUk45vHkSRUM33mNCiDo0MEreASt3Niuu6rlSmvoYOZqArchTCZuu5qmB6u1i7JLcL809I6LKO1zXMkQ2GgDIOVmPxv3Ic3UMWI7XZcmLjE+u3/p6dciunlMzD54eaFGG9Xd1nioiRMXAlT8X5XXezmesrCeb8RiwPHEmIB6rhJJflRLnBamh1PtQ9ikquTQpITMFTt5jlAiA3WGPaZrQDwNGoaqu5WctA2vsf7q9orkRgdnMY45uMcSFoEEE8l4U2YCUpA6R3rO6JunlQMXCr4AiJ/STrG8Cs8spvxr3lUkJFJMYVNPMA0aAsKzS/KFOHrrnsGfPGkJoIntQEnvoCrCSi2erm4bvfuQWp287u5w2swZMx5eevyeAN6XqEYth0Ep+VWNZ51gtFzg7X2PRdbi+usR6vcLF+RmWyw7OWXQde3E0995aAlLI5VCiRBAlJZeilMEVGzO4JIqfJmHiY6+SVfmlEzxxlACRYQIWMgCkBlUIABlhRIGAKfF7JrCuKKHXKZNoxJzrFZWNVXIfVQ/gYuVcv0udBMaQrCvdq1kmuCT1F6MBLHvAvQ/Z0BLDKPsHQMYhwiBB86JPI5xj49GxAauA93pyPDFtjg1VT5754eMfElz92srycwGWbla1gmeIEFLEYbfFbnOH23dv8eanHzEOPcI0wCIB0cNPQ65txQtdvUwJIfkMgmpLERHBmhbGEtq2xXq1gpF4XraiBcmhiRh7rvfSjyP6YeQEQqGPVbBDYnEACZuNFnEVRVILxwaxjBMRxmjQNhOWrUPfj2icxcXZCl3TgAUPgckAkwC7xExfkZnhQpQgRQIAC2saXvTgfggxwk+syI0jL8BhnLDZ7dAtluiHAVfXL/HHL/8JlhLaboHpfOQ6RaaBsUrtLXWLug7KToe8oRWl5FSoy2/90LAVVdJ2u12efzFGbDYbfPPNN3h4eMBf//of+Oqrr9D3PTabjSiWRdlRSy6TolTkE3icm3FKOZt7zNSShfxbrfP6N3BaQXSmKJPHOVm1oMysbqmE7+S1JwJdN+654aOs6WEYkFLCvQDv3W6Lpmnx9u07fP7FFzj0A1brNQN3ohyjfrzp/lwh+0FF9VkXANeu6lrYtmFw1ViESBhjgk8RYwwwYcLh/QBLhPe7B7x5uMPV+Tmctfji+gUu12domrLmjQVeXl6j6RY4u7/D+80WXbMFPTzkUOFYGV9mIXSnnhFVPL/MqyR/61FmG/J6bJoG/TDiL19/jeg9brYP2O73MK2DW/K6bpqWQ+lCRApcZTMlTrD3WuwaNfAvIGuappO5V0QEYx2cAn8Jx9K6fpzDuEeSBO5jLwupgiL5aiTzkQxJvRc+v+97AFISYZrgnIP3PoO4GgAez5VjowROPGP9Xs6/kKK2RHG2ruvrav+cWu/FYHE8FVXZ1VAhvZYoojLehjhvLxEJXXPKc4EBzhxcPeVdq+fMc47jPineK+T5rLWc2KA4Zap1Br0Ea2WPEs9oAhM3mZgwTBOGcUQ/DNhstxjHCf04YlQCHhQL+nyv0eect7H8Xbyw2u+NJVjjYK1B1zY5F9AFw5Tv3iMQA8KcoZQxWqUjmQIVEjQXCoqE+f/IQCmB4CWPnAKHgBkAjpC9PSTfU4UfwCN1t85fYkU9wU8eIwjWEPxogcaCUlPOpfl3is3i9PifyrV8dFQAS88/pv8/bv/8kiLF8nPyt60Bs/0Zg7ZxaJoG6/UKL66vsVwu8Nmrlzg7W2O9WuLsbCl6G0ccpUhAsojBwTk2cPjJI0wSnp/LSEQQsfFI5avqAUqzTlTYUONs/VrJl5eg0URCTBE5FV/qURrD3i1KBGg+nxoyo5S0CKwPxqjEFgoCZd82TKTWtk4AFROuabqBhnAzkEoAMUlaSAkUtUYmh3zHEOE9OyLIJsAEgBqQcbIWdZ2oQeGx0QiYs6Jyna/8lQ9Pl1+yTx8d/5Dg6vj4xcrLiesdH6c2g3wkroPiR7YoOGeRgkNqWwTZcI1hSutYKx3ISzdbhAASIgkSxcOhcQ0aZ7MXi++vtVx0QYnUS4QoiYAhlNoVoQJtfN/ERR0rC2PQsAYFYyQeMQlRaCzXLGjHgAQDawBvRDgEfiXwxLaJLbMkcdxZCRGrWQRAWuuriuM2hgDjQYceMSZs7h9AZLBen+Hm3Tt0iwViANpuwZSgQtXetj4Xt2V3dZWkfzSu9dD9Svj8k47nAnn+Xf6Popxtt1uM44C+HzBq/ao3b7DZbLDZbHN4Z1GWFLBIPx8rU6ky68luVOZ3mrXhuH0fe66Tz5rm6yhV4Aoo3io1YtSKY/2efkeT0T8ECNU6PY4jrLXY7XcgY3B5eclgra7ZpdegvCT5XrXC8Iny5hd72LNXjg0zbKBgP5GgCiQAAXxOP43Y9ntYa3C/3aB1zBy1XnawxqIVpb2xlnOe2g7nqzViStj3A/Z9z3S5oci9Y8X1Q8+qIH4mm0UJ1Hwr3cAn7xGmCeNwQPAB/Thg9BOsAUxgT1sMgfN41LMPZWSLmZ0NmMvp4qWKR22T+Z4SFyk3CrRMtuSqYuzVYhvnnqCTzw3MAJyJJkcI1PMXAKaRPWHjOEoh4iaDrWPl+/hVP8fx+frs/IpIz6y19bMO0jWRkJR0IfetdnFFcqFtmMPwokijBkTPW18fmpPH10lqKIj1eJRXjHMPhS6tKCxtgZgVjV8cyaEh9fk2VIc+Ur7nx9v+uC/yX3IN9aCo119LrYTEa6Du74JMZA4B2cOa25QE/AKInMRSjRUKFTt/CwVDU42BdfYAACAASURBVKW01O0+aj1biPn+RvzapP5tys+V2E2WZ0SuOXiin4565klslarP1SCQw/9Q0rxo1ttUfh8P2dEN83MQSQ4hsykrG23btrymGyvheXwe1wxTxb8Ye42xSI47PGk5g6re2WMDSHrUtIwDj+RUkREFZGfjV3XNGDVIUf8XQBUlnz4dycIYZ+1IOj9Fd+Xw/gDvBdFWe7ZMXSRwikgwBjGDL32cBK7pKEAz+zhPQeHH+9OxrHx06Lp4rqz5KJKfH/8twBXwy5WXDx0fst4bIiBFHLY7bO7u4ED43ctXmPzEuUR+giGS2gUxJ8uytUiuJQqDYc8/x+cuFnDWYrno0DZsDVX2nmHseUNImmAKkLFwZEE2ItHEdS1ACIkQhFsPKLSsUyDOjWLRCqAqCgshdSFgPHhYimicx673cNZgP0a0jYUltmhx//NCc02LtmuRAE7QTECYgljCgRj4uUMIkkysMeyJq7wbwIwBh/0Aax2mwaNbLPDux5/w+rvvsVgu8cXv/oDlao3l+gyrs3M412C5WqNpGlxdv8LV9Us41zABhlULTgFWnzJVTgmqv8ehGyVEOQveY5omPDw84N/+7f/F3d0dfvjhB/z002v0fY+7O6b9/+nHH7DdbDl3T4AtUREwtWCcURqnxKa9pMqSKKtJARlmnXfsPdZ7KKil6roJlYBLarlmKmANOaivpTlXSmRhjJl5rOrzVYFWz5UCa1WciArZwDD0uL+/x+FwAMhgubzDar3GH/74pShYbG2z1iLInLFSKPa/8kgJmLxnuvTgGRBZhxaEUcKMiYsNIRpezZvhgMOdx91+C2sMLldr/F9f/hPIEBZti+v1OVrXYOFaOKmD9S9/Ctj2PZz5GsF7jH7Cpt8jSBFKrh/+4Y0orw8DUNLN8jEjpF5lv99zbbZxZPIR7zFOTD3cpAgIWPGjF2+bgbOOZamfMIQp53Tm+VXPU0MwYV4fqlZOSBSepmFlyBoLZ9mQNU0ThkNfQnGFEVDbr/kDrPDyfHGOS0ZYa2GcRfAe+8Mhz639fg9DBgd7YK/aOGGxXGC5XOL6+przz6T8hfZnTcrhvZ9ZZY8NHhpCFAKH5QAVm1iVo6jXrr36p8honhxnHWsClKW1HtsEtlZz1FmGYHngU5r7o1ThO3XMZwxmbX/i5Nw2fm6WX8pa533CNLEsGfpRCv+yLCIyiIap0kNKSGIw7MdJDA89Dn2PcZpw6AemZJc9k70IbIi0TuutibX/qX6s9qUYU+7XDDTUMCRsoEQEZ1kmpY7JUfpxRPCSXKDpBML2SyA4AfvW8HtMjlDmREqAj1IuI6W8zgNKmwKp3wA51ytT1yR5Dl1W1bAwAVUD5yS30lg48ZYYUi8HE1uYhgGAYgoFZ4ZwUgYfv1f/P6/3xb2p71nM6x8RAGVkVGRXXyup4ZofCBADjOaddx0T8lxdnOOzz15hsehwdXmBxbLDomuwXLYchu30HgaARh15IAY0ZOCi4/73sscRiQGdz9V8Y14mlNNCynzhc9UA6b1HK/IoxCiEZ4Z1spBARtM2CDF5UND8QzFeRfZScdjigJSicAFoSGDIRi4gZSIoLX+hbdW9OEbO5XVWiI1SQidg0JHFaIHRACFYMZzxGrUGsMReOEsOnEpDkoY1R70qh9iZASHBqCXICVBafe8pIM9dTjg9E08f/y3A1VOd8ouuB0DNPaeRb9lmE4AwTZiGEQRguVig8Q4GCZO36LoWrmkACjCBLRMpJKFVkmoVsn45QZITzZ3lGNaudaI0lLjZyXteFJCGGifCSN2mknBbW9uBfH6KleUCKsQ1ZIAti0isXBMC52/JwjB2xOQVXLG3yVlpe4MSbqjWX3h4cKhM9OpqrgrjqbKTEigCAQEeCYaYDeew2/EmFxMWyyUMGazPzrDumajBNS2Cn9C0LbpugeVqhRgj2q4rfZLEGnQ0TZ5ns/g1jrlVBdAFrXJblZp5y46t3qOw4L17+xbffvstvvnmb5imCbvdDt57bDcP2Wv11L1nHiv9nOb3LW2pz8MRwJJti+bgivTDGskeKdVIWjOogKXSJ6WN6gnwnovG6lxFSjlXhgt++twma+xM0dTms3FjREoJ+/2OlSup1ZHpgmNJuC5KbGXd/ICY+ZBC+jFP38dkmOYVaSiyIcNsYulYqeX2jsFjjB4hBry7u8XQ93h1dYX90DOoXXKoljWsDC67DlfnF2jbFmfLJRZNK/1PiKka1w88Jx3/VwyvM6ufthFAVk7HccB+6DmUJKbc/9EHwLCSy+DFwZDJ4c7+2KtUgwPZFefW2ZKTxK1MIFR1pSy/VFlUhSaKh2w2pvokciteB0bCVS3XQyKCk5CxSYqDBgSQZ/l4sAfEFHP4IiCJ55WMAEqYSx3WeGrOFHBU5jB7ZB6H/un1NSyxvu5HD33gpGsfiBwHKGNA2cGRFReeedzrJwxWOitqcCwNyooR4Yl18ow2K4DRvgkxSmh9CTPFDAAih1pNMg/GccQwMiDzIfCeJh2SDUtUQkwzkC0P++E2VteqnysJ9TtZBkHGcGh1IPFwkMJXab/Mfwb+GootdasCEE2ZP4nY6Cop4Ch09aoHiLwV3fLUE8zGLA9F6RPNHTsmS0mR2fKMzB29hEbUPAmi8x2OQLfe9+hv9VLoK4cGJlRjVNo/k8354nmjy31qiAl2nHNouw6r5RJd1wprYMM54FkfyqlOQAKM1bI3BkkQH4WIZCCAgGZyqzZ+oG6Tzpc8v9VrnfKz1K+YZQRyzTLO9Y+yl2qIvUdKXNOPo0UEVEX5W1ihlSHVAlzMl0p6gP7O7Z7pCtznKQEucmRXiBo6Kc8RIxJZUAqy9qWOm0RunNJziCgba0j/105/NGPqrnw8zyoN6ZONrP+Q4KoOHfjgwqs+e955JxTS/Ks+R5B9mOCnAUO/xXZzi4e7txj7HRwFJEyY+i0rb+MBFgGgiGB5kXkihMjKixXl31omi2icResM/29UT9UFE3M+KhfyY+HHVlUWsLqY29ZBk7c1HFGJLTR2NQHwAqom8Q7UipT+Zu8AT/p+mOB9ROMIrTVwIHSLLlun2HOhi0fdxCw8veE7G1PCI00y2qOyOYjFhsC5Dj5i87BBikDTtmztXSxxdnGO84tLtG2Li0v+vbm7xc3b1zg7v8CX//RnLFcrtN0Kru1EmIpF42dg8efOtTxj6LgXT33v8Xss0DgptD8c4L3Hw8M97u64dtX3332Ld2/f4e3r17i7eS+5HGLVkqJ+QLEsJkTEOjxIrDmqf8q+zD/y36XlqX7vSDDqOaxglpCvTOGdWCDmm4jAV8W0Fo4aO25sCcuapgkgIHop9lorh5LQCxQFolYQQ4jZWEFEaNomGzrYO2Cw3Wzw7bd/k/pXHuv1GpeXV7i6vIJrHBbLBSsGdh5a8WsfH5pbKSXc7Xf44fY9bnYbTGopTyXcJSvjiZUlShLu4yM2+z3GacK3r1+jaVpcrs9grMX56gxt06BtWjhjcLlYYukcvnzxCskH3O83iG89+mnCMI0YAwPYqENZ5dzVaRFJxj+pwYTqfKyiSKeUxEtkQd5nJjEtHK3x/kmUxYQSuhzEGgq5YqbmTQWMGGtFETWV0ZFBROPUGMVXcIaAyJZYX4XuZWtxVloUHDKQImK2LNeo3EtIIXAxZnA/rBcdYmyBEBHGSQxKrNxPwygeZuLw76bB+fkZusXi0fyovVjZsxznBBt5DCBrTJQg3gMIJs0VDZ3Tmp9RA7Cn5mRZBylfh3uxhNUZ0ck1/Cqp0YQn9JMCuFZmqhuCNFkZRbbI0GVcRSlpCRyuCUQErb+TUrGETz5gEHnpfUJQMh4YAcdS4kPlaBIiEq0rFzy8rEEYggboGmMkl5TXQ44OkP7OuXmzQSoyV2nUDZUx1RlujZVnFS+AjlFiq76zRRnlLstcuhnoGcNhr2QJxsQaR8LGBCe6AglhUohK/MJRMFmmV/tF2QHkLVlTSYwa7LFp0FjLub8QncdIqCApPhDIQxAPi15LweOpmRJRf6CFRBQ8cctE7lSKttF9T5quoWZPSWCT9zriOQLDNP3dEm3b4cX1C5xfXODF9RXWZ0u0LedSGRMAEGIU4jHrZMLKnE0ESw5kwgwUjUPPaSbTyHpd5HqE0UT+LVFCWton+AhEwDs2FFjL3qYQvcw7grOcq0+G8wd9jFDG6QQgxQCAc6vGYRQP1shRC7KGinGjBnFl/YUUESPvESpjjOizhoDgSWS27uFlz7aGyxw4E+EMcdQDBQQkmMjlNogMXAMQWVhYJNhsGCgT8ym4/Ui1eXTOx45aL37O8ZsFV8/1RD3Ha/V8pbgoC/O0Rzk3f8oxoCFOGMcD+n6HzeYG93dvQQhwFBDShOmwQb/fISq4MuAExkTivQJiMlxDAgnOcB5T4wyaxsJZwx4hSojENJtRaSwrCc1KR8jx0c5ZmMhXZYtrcclGVW5F4Q1JChPGwqI0s1LLoooBmFJAiAQMgDEBXWuB1gHGwDadeNvUqlNErtKVAuVZGFzN7QJcNC6KRYWfbBwmEHGh1P1uD2stHu7u4JoG5+fnuLi8QNe1ePHiBbvn1z9hsT7Dq1ef4/LiHJSuYcjCuoY3eFPG8Tkz7JTi8uE5pO/Vs+ZTDt4gg2eq/O12g3EY8O7dW7x58wZv377Dd3/7G969e4fXr1/j9uad3EUsOiHAAqUQoFqss0CrlN6UZKvgBisAf/Qs2jIqz1YCV4rgygArW6/lkALUmijL26Jaz1RRLaCqTuwfp1GUBgVmRZrrLZTYgkyp06WhpymZnM/Stq0YAVwu5LjZPOCbr/8Tq9UK0zRivT7D73//Bzhj0HYd0+w6ByKuYP9fccQUcbfb4vubt9gdDphizGqFUWBVLC5zM1CIeNjvZBMz6McRr66ucXX1AsFYXBgmcHDW4Gq5RIwdhlefoXMOr+9ucLd5gMGBQ1NiEGCVxEGRstKSleiMqUWWZlGlhXv5P7V2krHC/DkxuNI6eyCkwOCKcjmHBGNZgYhiUMrXJ2mDEAW5huu8cD8kAeVscTXGSvK1EUUnwSq4SiXvVPNr8hwFZUMVEXKOVNM06LpOBos1nugTECOss1gvlyAiTP2AngxCCkiSNzgAEnLIIbxN20px62L5rY0GCqyOmQsfHWrxTpwrgZQQIxdgJ6rxTSnhoZdSNrCTda6ykkmozTe1EqO/M5OirOWQijafUBFYnH6Co+vpWan8rQqaXra6Pu9x2k9qiQ9CZqHgKmEKESFI1IUATE3yTyAx9yUGVt5jCgGjhs/LxLPEXhlrTA7ZC4EBCmLMoERBDjc1ZYMBUjFOkABSEkNAVOOUAI5sgEjSO4nrhjVgQ2pQmSheFUOmgCsqRiuk4kEiIoRUDBYpRWYh1X0DyNetx6WiWKlGqho1UYiZTc9Ke7iOltJ4a74jZX2L5HlRQJV5Yo4r2K7uamUeGwFVRd0WyZPS7HzIJx9SIQ0qAA0LgkFjWyy7FbrlAi9fvsLV9TUur9Y4P19J/VGASOo9BQaM7J5SAhEwuDJWrqw5TQlj32OaRmG55TA8QxwOzSBLwZikDEgIrp8C/BRgrYTQBw8gwloO6Gzbho2Ek0fyHsbqXNBrAX6aMPYczTFOXGeLCDnE2Fr2LM2inGQSs/5Qh+xzHzfOgpBgJZ5UjRy81hhwGmPhQAg2wpEBkXqEExA9UvJANgw4AAmWuKZrSijnZukwG13MNZvn62SUf6Ayxj3v+M2CK+DDCu0pUHVayX1mb1BtNVNzCtQcg2yvzGPEwnqaBkzTgOBHxDjxSopehGtJkidiy09WROVlCbCOFeNF69A2Dl3jsFpykU+l+/SBxMJGaBwLIGY+EssaRVAslhoNCFSFJoeVxEoPK48uRiLZzFHikyOlzEpjqBRD5AuUJ5nrvZo0nrLyomOWPRYo8eH8GXJfKcUnwEJIa3eosJq85/FKKW9ozlmuf5MipmHAMPToD3vOpehW6GJEUnNqNd7PsUV8uge0fm/23+yzeWhMOSfH2XuP3XaL/X6H9+/f4/Xr17i5ucF2u8F+z3V3FDRnMtvcp6n80sdOxdYoMams+GQYTI9FUG0NP7XmZqq8zIdawQEyq1jVqtIXGenWc6nMlwxuJZ5CFeV8sSThgUpekl/lkmqJD9KnKXEBxpQAa/uswE7jBN/x58aYI28YPZoHzwqf+hWOlIB+HLDZ75j22U+YQhCSGn7WdMSoVfd3SDyyg5+w6w/o9h1uN/ds0STCspGcAOJnXjQN1ssVzoYe56s1yBhMYrUPSfzLiT1Y7KUCynjO28GKvCovZSMufaekDJitSZURUdqew/IigSxLESNrn2v86ZxQhdOKt1wMSgQu12DY07Rer2GtycpqFmnq6c9EQQUkPgpBIQIZlsNeQKHOTZNIPBFsrSVTwnFK38ylTwn/9ZlVUOX28dyrPVlPz8OU+7oOLzrFYqfXTUm9T7oejw4qn+iy1THVb4EIRIUAIas51Zp5FC5XtaQOLVbJxHOoeNvrL6vkyTMqlXurxEuJmSWZhKIQWGSwrHJSPCUackwg8fLPw6mpaqe1JrOfmvzQ0jFUlDKiqg9OjJnuwxrp0RiDRgxOjYIgeSWUiJO8XxNl2nUFVnmeVL+zBzE/g+Q5SX0jrYsUk6aDR2idIqAa73ogjqZKDWC0nxTcZA+b9HXxBJc5RwqNnpiG+aj3CGTRrzsJVKgcq9yAyK6831ReNMjzVWfLDpCJRBrnsFh0WHQLdG3LERFWgVI1XyIhmZhZVyE1qjK1eYzZw5nnFiEbqLUlKgtrkFDPezakVPXWvOZeaTSAePOThTEM1mrzaG2wCVlvrQmeyl2VJEdli+ZWqU5XZEDR6Yqcr82y82Wgn9XATCNsiqeey45EQ0im0LNrungtA0p753pWNkzUg/us49knAviNg6u//yFLslL09GBrgwACeU1Dj83DLfabe/T9FuN4QPAjwshsbdM4IAYPSoyyYQhWLPCWlwusJXQdW45fXF3g/GyNxhks2wYEYJqYfnv0BAJ7pxrHhBE+RExewmMC52QkFMyTkzrJZsteFGperyE3oDzZmJGQLUxW6Fz8RGDygVJTy4iwZAHOlhymsw0gWLZQgHLYUF6wwmp0zPqWE45TtRCyII+iBLNybG1ghSZyHZCLiwssFgtcXV6h7Tr0fY9+94Cts3j947fYbR5grMNyuYZxCTY1ssLwqWvl73YwsJqw3+3w9df/iZv37/HVV1/hL3/5C3a7Hb7//nscDgccDgeueQEUpU4UZBW2gAgdAjTsgucIIZF6QLIKgxlIUsVARLh91F/1RigKW7bMouT15c1T2pC/ygoTSANaxXsWedxZ0bBsNVSmpZR1piz4icp9829jJLyEeO75iBA9pmmAMQbjNMFZh/1+j+12i/PzC3z22edo2xaExDHzLYdpzWoh1U//EYD1a4GvmCLe3d2yvzxGph2PEVPwUoiS2HCADAXm7ZBOe9jvMA4DNvs9WudweXaOf/kff+bCl9bhrF3AGsLV+QVWqzWWiwUG77Hd7/DVD98hTB5TDDlOP6SEaNIcT6XSN6g2OECs7tHnjZhb3MJaUWbFm64ECEEAIW/SPNYWCRR5bjZdgzY5OGfQNOyFmiap/UMlQZ9r9wHr1RKr9RLLxQIvX72Aaxz6Q49xGIUU5j6zv0VRAMUEkcOreR6qh8PBGgMfIsaxl+cGgFJc1HqLKF67adLC8FW9t4qZUOXi4dAjxJi9YXWeFTCviZXzweKcJl/XHIfHBllPomiSkfMJxtQzRg0IRsDR3KAwG2AFLahwhKxDVa6KrNGrV+BL71itW33PVPfNa8yUta66UbkGoIajoMqdgrgEUCRQTPCjxzBMGCaPoZ+YEErDJE2p+UOOCwcncCFdETZsZBRPFAFoxaCzaFvek1Opf5lDDYmJGjLIIPF+1m3XPgRgibBsmNlz1TRYNY3kQfE4TWQwGd7rJ+85X4+E/IcIXmSiM8Xz2YgsdOIN1XIruX8MGBwagxBZVwghYvATzMTh6UnCWaFFavOIVr9qYMPqTlkHFcmREntxSoSVvKMy/1S5NgK+DD2OIuK28xwVv2v+W5+Lr1gJp1TJRp28eQ6eUghS3tnUe8VeuAbnqzU+e/UKi+USL64vcX5xhra1IEShnZ9AFJFsAyCxZ8Zy7rx6pVJKQhDBhvokXlb2iHPuOgR8+uBzfioHL7ORi+d6RCKCD4FLAhDhcOiREoRgbAEQwdkG1jrEJIZ6IiAJwYWPUtLCc00/qZcaRXZwughyeLwyAiKlimijNpjnAQAEdGl4tq4PNXjW0DcbAKjMl5QJWCJi6kFkQS4CDcA6DRvYxBI/A2NzYFVSiX7+1vx8pfE3Da4+Hvf9y65xdEU+H7ruilJZFmU1YIkT/qZxxDSx+zZGZn+ZJKQrauIfeFPQxGcjQsAQF6JrnUHjLJaLFmcrDkVaOCv39qwkRMm/SiywUk46Zc+FZlDVsLBspqf6rd4ky0avIMoafvYUTbmuFlbNQlQ2wWpCF6vAzCRxqqtn1tTyv55SKel6Dt8qKyEAKxqZiciy+zmECdM0oN/vmXFwHBkgStLkjM7zxCL8ucfz59qpY+6xSdlztcP9/T1ubm7w9u1b9H2P3W7HDGsV3Xq2CBsgYQ4EVD9QQJN3PzplwZaRzdZAyopPXgNyweNwiuNnL1akSgEz+apPgFzKFjNuR5UvIBZVHaoois7pYEZ9FLFMZ/rlIExPFtEqm1FC27aZcIAJAOjoNX/G2gL/1Nw5ttT/7DmWEoaJi5bqvRU8p0oxUIv07C5U/p+Cl5w8g7vNA2II2B44H4uggNYybXvToB9HXKzWIFUgDZuErBQOn4UPSzvzXDnxrKp85v6r5kv+K3c0XzOKfCshrbqGCzNb4wy61glwYUOPKtuIMV/SOYtF12G5XOBsveY8KbDVPgTOTyisg/xUqrDNVIBqXoA4fFHztLIHAcoOwEyWqlSXx6T5taQPU2JFyvhSw632Nj363kkApP09D93Jc2YGehW0VGNR4+LTV87jxGOt81u/q2tXPsuqE47uQ7PfKpvqZ8reC1W+keppk4EVnlpfKet3ufBq9lwlJnh+5LGnIvO03dKB5X8gG2+s4f07RoJPERHVd6nMiROzPd9PjQ1cM8hwWLK1WDaO2x6C3F7ZfLnlSElqwvI1jcj4EhZYFFZ9pVkHQgAEy1oY9voCgI0W1vIcYZZBkTOVaaRauI+6/hhs1fs+ywHDhYqP+wNl3Guv9uxIdfoCgWbjJaN5cg5/aH+eoy9uf9LWgERfs4ZL5Cy6Douuk7xVx0WBZT0hRiQERLI5fDemCNJ6U1pipIrWiZJTrP2mj6CG55wSgrLnqbxXmZu9T2HuuSJDICtGISqhwKU7dX8s4cQ632OqdLS855fQ/UK2URt5VFaW25DqH9peebbHIXvVGIkszvI/MLO0MRYUA7J1IKUijKpnKi3Ry6tO/HP1tOcfv1lwdUpQPhbGv/I9UYOqMglEMoMkVj6MB0xjj3778P+x995NkiRJdufPmLsHycyq6ukBZnGA4PD9v9AdiABYwe40q6okQdyN3R+qZu6RlV3NZld2gfOWqMzOYE7U1VSfPn3K6fEj59MTOc6YWsgxcr1ciDFxuc7EJRJTJkZpbgxOZ5mMQXtFLId9wHvLbjDYukCCJa3GZGrBu8o0ekqpzItIFZeYSUsU6cwsjYe1mi7x3pPAui7cuc+JMX0oYfADGNN7DQxVNdNlUF5B0CO34eYbo8qBRmoRTj9rGAamacRacURGAxdJPmWQYClFEONl0dlDURd4uy5sehO0IcnNoQjKImjP0+Nn/vEfA7vdRCmZaRzJOZJzYpkvnF4eqbXw/PSJw/GBYdpx5weMCX1R+eMp1R/fXttzSonL5cLpdOLx8TOfPn3i+fmZy+XC9XrtvSBvzt6pgmmBqvdo6nybYEG1Vpq+9fubnZuNgzKaZG9pF4KENwR+21BsVkfYk/F+gGozW7rNzQv6/xtjwDoNNGwXZ2mBjFTcpJ8wxkhO2k9S18Zx2U9BshrKtgUVjDGU3AbYRpYlAobvvvsrl8uF/f7A4XBgfzjggteZaq4PF27n5rcmS2/Rot56zVtJqoTpm8XCQHWyqKyLND3BWk/y+nuTr73mxI+Pn3i5nLn7h6MMBt8fcX/5O3bDhHUeZxz7ceQv33zLu1kSelvh+Xrmh+fP0nuCytxT2eLZsC70tVYFmkROuklKBy8DJ3P0JGcoecE5qNXcUql131vbhXeFwVWctxwPB1XlcowhSLL4cpGBnKVQsiZjg4gM3B/33B127Pc7Hu72BO+pcSbNFW8KjkI1RfqdjAF8B5QajSyVorO/DNbIPeCMSOAbY1UowzYDxxijlMHakWdjpF+LFvyqbPCyLL3aAAJ2DcPwRe/VW1TAL2ymVIppYA1CT2ox5yZYaj+Nqdy0FHYJxK9tbT1eAZT2d2ul/cw2FkM1CnKU/p6ecLxKpJpQSP/b9vjeADpaBGe7iMUmGCtFUfnCEjPLkoip9e1BMZJc+bYu2x72SYUpC8hVUqSkSDBgh6AJi1TTh2EgeE/KScDzUoUF0oa367yrkoW9YUFV/1oiB9KEUwjOcj8GphD45nDkT8djT65KKTxeLrzMV2ZnqBQdxSLQajEyGqVC3zdvDd7bHmtY68ib+8l1leH1GrRxFlF9aw/4Wyb7Re7SyHBNXVj2iarVK30Y3aeKIeaKrQWyxVFwdfV9jThmW5L4RfrFmjCydmvdLOabfTSvnvoiL3z1HrXYvh/OiNKic479NDFOO+4Oe+6Oe8ZpJHgwVVROc1RPXSOQMVVUHUutLPWKMVbYSDGKfbZ1S8XKYpSRFDFGXk7PnE4nFXWqrbC/PvpBSkK/namXcyan1B/GWgEYdQ1a56U2bML03uVBZdTjMksSmCtiCjISBio2W5x30cmkvwAAIABJREFU/fsr2zl+K/3bqfpqu2byPQ5rdU5hLrfXRt/TXn/zTKUzH2xVF2UcJhiMcZssfgsoteuqvqW213y5fn8NpNIXvPn8z23/YpOr19sfSax+W/Vq7UExdU2IaQtDSeTlSryemM/PnJ4/cT2/kOMCVRzx9Sq0wHledPJ7VuUyxxTkJm1ynSFIcuWckaG+NVK1eRaqUFCweAs2yLyCuCzUIg4/LUufHdWm/tUmKFBXZECoLbUrbKFNss4HhmnCWKv7maklU6JQDJ2qITlr8daz8cOSXEEfeuycI4TANE0aGEjfQ8lxU/6Wm/DFey6ahFZFe5zzHVVpAURLwNqsB9RxlFJ4en4il8x+P2GtYbfbMQSLd5Y4e84vT5SSeXl65OXukV0p7O8esNVhqtt419r/+9ttvw8AkGA0cblcOZ/PPD498fnzZ56fn7ler8zzrOdkLcVvv7HCpoF6E+y2f5tz0USl85vNVsJFrocFTW4aBVRpabUNfpZguAUjLYHvlBdrbhxSs5MtNrUG0Gug5EyT712Dyv68tVTnZTEpKwJYupx7Q9sKtazBaJObbucrRakmeB8JIVJK5fvvf+B0OnN/f8/9/T0PDw+8e/9exQXMTXL1e7ffCwzdJDB6e3eIs0pKKYtPu8bt+/o3UxEFu6Ukfnp6xFvLfpqwBr59/4Fv37/HOMdkLR7Hbhj4N+8/sMTI0/MzlMKPT595PkuiVWoR0YAvohc6ul6yqE/lrFX+ZZbgbRxlnlhcNLmSocFVuac591VRAi0N7ryreF8ZguHd/Y79fs/gPeMQSDFha2WexWekmME0WWDD/WHH3WGS5Oqwx3vP5eWZi6mqPVWoFAadU+WcJ4QBY0xPruYlcrpe1a8KmGVNFYUrYxiCgGalocDQ+/xan4VxtlNNO71PfZ3YpO/73eZawZf0wG2i/jrhkoRK6/QFGa2zntKeVDUGgGh7bPsh6u0b3tzWCy8JlmnmubG9lgxtemM2YEv/JA143gIX9BkUcmZl6JrNY01UepWuCCiXc5UEK4owUlTbKAjIhJFqed8nwxosJglSS4rUFPFOEnmj1W9rDT4EnHcssRAX2Z3gHFV9Z7tWjVIrx2j7eejnu8LoDHfTwH4Y+PP9HX/37r08m2TNC4+fMDUTrCEjqm+5GEqRPpRstn1zskYHv85gk17SrTuVPiEJHeRaygwqqVatfeKSPtXNNW935w3LpEF7de39di3B0nNdqoFcKFhsKaCzlwxrYtUYNBa+sId25Z2+5q3Eagv13MA+24/afq4snN3SDC14X8Fjbx27aWJ/2HM87LnbT4RxwFuADDmLWE0t1BIBUferYRDBEL3XkiY8DQiU/Rc6a1oWzqcXlmXhdHrhfD73Yb3G0PR6+prdKz91jWJkjllW25WYzpRCH6Ra5NpWWvJRNeYS0KfZfqVQI6LUaUCETiTusM7iFLxsq+J2Pd76BWNv7+u2HtdSKTV10KcBI01o6MvrXnVeqhQMTEWAQOsUSTaslV16cWETGdEAnfrm57+9/d41+19FcvU1lPe3vudXbXVt+0dvlpIW4uVESgtPn3/i/PLE06efuDw/cb2cmC8X5uvMfL1yuVxJKYsT12FwXvuZplEG6oXgCMHiWym5aPi0kZyFRiURFaCkan5J+6xk9tTqGFsDailSoerUh6o8XX2u0ryGKMY1RLFz9zUZtQZR8jIBr8MAZb1sbrWq04SSE5FKXByztzhvcW6AKrRC7wxUQ7GVUmAIjpI91lRyEmSnN+CijoM1gcsZ+lQv05yfJLslJQnSvMUbD9ZTi0iZxtkTl5llmQnjKIljLVgsazf+3zqx+s0gx837ttWWktcBgm2Q7vraL7/E6jUxmF45vBVnWHueKquja1RQofqpApwGizKBXtC7UjLLMmuiInTVXAqzDsfuA12h91q0lcB5md9mzDrYcrt4tiV7i1a35EqSNlncE4p6qbRWqYZkTUer9PA6KFJL6YOEu6iAOnHhkidSiizLQgiBRSW4ZY6NKi/9iirVW9WsfmxfqcT/2m2tL779Xe01td+f5lVkQb/uBZlPcp6vfH55wnvPx6dHUim8O9zjd55awRkJKo67Pe/uH4glc3zccY2OPMt9k+ua+smxsqFgyTksmlg0xEfmlyDASzTUnCRJMXShjeaDDHT0fQie3TiKZPl+ZL8fCc4RnCNbQ9qNDM725MoYHVBqLff7ieN+YrcbGNX37gbHPAZMGYkPR3LK2ndq8SEwDiKJnnT22eVyhZr0Gqht0vrEDFbllpeU+niEXJI65tzXlk4FbNSVzbWU0QqREEKnFLUEilfveaunoG0rZZj+gNsKFoqe19qSo19hk3qsXQWCFqxAG8La9ucmqdJgmJZcNTT55uctxQvUT+l5vu0sWxOrZtjNh3QEv4j0uvSStDW5dGXUtmdN7U8SCj20vh4ilS0EbGpJ1e3oCEPRSpGlCexYej8NUjlGfbCz9ua+dMZpv1Xgbho5jBOHaWQ3DvKyIPtyXHYsKeJjIlaposZcyUZigES7zi1Rar1WSqNVVkA7+t7PpOerndEOKq/G9Oq891Pe/7Z1943J4qyosko1Vj69IreDLbVXWDtQoHbT44D+jtvtdQJ0Yyy82vfXx/HaxtvBKlC42gQYlN3jAj54hhAYh0HkxS0Ypf5SMsVkUHpxt+8N8Fd0/7roA6t/k7gt9/jPwEo3zcI4sECxFpyjUGjV5XZpmghGozqLiVWkJ8vK3bMBQ9u1aiCIxZEzlOrUb3o9PYUY7Ro39uMQp9KOptS68TkNvKEng01xEFAAKq+fwy1Y1AYkC2iU37h0elxFigH6BW/GcX01bLte18R0u721Hv+RdpF/FcnVP9+mRtecU62QRQFwOT/z+NP3XC8n/v6//798+vgDl/MTz59/YllmPv3wI+fTmafnZz5++iyLqhrabhrZTSJV/v7+QAgeZ6SHSqpJqsKlJSijjhtkUc+lsKTMdRG6y3WRSlhKEKtM9Y5FKAIxFZYoKOuSmnx74+vq1HldzLAy+8S4hNBXIiVnmU2g+3C3nxjHwBhCd/RFE5QUFx3KWliWC9L4eGVeTgxDgCrHuh8809BMTQIAVwdGBzE6gm283VYRWb12sK3vwJKz0QVT0AtHpsaZYivz+Rnygj/sGNxEXq6cnz8Tl5nT82dOz5+l+TzFPuTYuFWp6G+bWv2xTcrzgoAvS+x0wOv12lHwbbBFQ2mryJ16A87C4KTiOAVP0HlCIosqgVGlimS1Uo+CD7oYGh0D4DjuBeGfBqkOCOXyqoOspcJwvsz88ONnFp2HlJLYc9KgwigvZJp2HO+OeOfYDUEDFbtRdctaucukKIqQjb4QW4JZCudZ7oPgKqlCsrCgt2tZe48afzyX9T7Ieu68EyW2lNqMsMrz8zM5F87nM9frlUkrhd7LkEiG4c0q+Gu63+91yF9731sdGz2GasGgRPzy/9v3vkqwioEIZFP5/ukTL5cXPj4/Mk4jD8c7/tPf/QfGMOCMI1ihLP/dn/7Mu/sHjvsDl+uV0/UCjx/hciLVqiCUgDrSgJ25zrNWrkTYp4NWtVByhGKIFMhCCx4o4MB424VZmn3sRqH/TePIYb9nGAJ/+uYdh/2un52cC4dgO5U4p4qxItRjneV4PHA47gnBc9wHoSjd7xhNIt/v+Dfv7sSvJQlkx2FkfzhgMCzLQs5SLf/pJ7lO4zThnMeHgTCM5FI5X2dSyjy/nHg5LVopuXZ6Tbt+7f5tw2nVeACY55l5EeGV3W7X2QDee5qK6JZ2uUWFt7bZPvatJKvZWu+tqFXUZreVo3qbyjQ7bEIDrfKyJm50RKWUKtWwTeAks5Xsm/vbAqo1DVtttvXJVkxX7tveCZLM15t5fHKeMvMSebnMLDHxclk4XxdKEWlxgyE4i7Oe4Dyj+gRbkWGuOZOz0LcOu0mSK61gSCVbjqXUTKFgq6UMQt33fsA6r0yWqzxvLRlNPDaBa62VnbccguMwjfz7bz5wt9vz/u7Ih+Ox09+olTA4jtPA6ToTPksSf46FWSurTdSqrZFh8EzTgNGeVYwhZ4vP2qXdBA02Vf3WOtCvy4rI9K2aleGzuRQSViD33DR4pjEwDaJ83OW71S+bCiZVXC294i6goM7EMnVNdN/YbFWVw7/F4r0FKdT+bGt18IHjfkcIA/fHA8fjgd1uxFtwpkCJ1CxS6qVGoYrqqA+KzK2S9UjOsXeuJ7yidgrzNepcq6SVMtgNA85ATln6xnPBFkgmk03qapFt14MRUMpb8M7oWJxCLQmDpZo2K632odStGt4q6Sk7UJaH8QKmWmdJJWFT6sJkFYnDDKJYbRDaq0j5ayyL0AlNVMDMr9Rb6yxG+7Sa8FXbVtDC4VxRu1lndtUqlNiaFrCOYp0A7RZwCnYVs66P3TJfJ0//tFHfv5rk6g9Von7V9upE1zaoLYMOdJsvJ67nE+eXJ05Pn7leXrieT8RlkarVvLDMUYK1hoaoMfngtGLlGYIIL6hGlFBgeiN1lTlBm4VDuN9asSry+lTkoUKBN4+udtUXVEWL9fNqi75eLbQdCW3IolYbgveEIMG1MVCKlYRKUZvcEX5ZLErJlCwqg6UYwHVaT0NOvbNkb6FarWKJ2k3WS9FuN6sc7WKkdF21kldLVRpb1WAtUbKl5CDVqSzVCGMdSTnOOW9UbVi/45e2fyrbWwOT17bXmkslkIox9qrV2iPxij7TSu4GnNKUgqo0jcEzelGgGkLj2MsZ8CEwjAMy+2fAWafS9jKf5O4ovSnTEJjGoMFyIJdMjJWUYPSe6/nKsjiCgyVKNWvJGu874drvpsBxN+KdYz+NDH6dDwNV7UXnC/nGu5afS4RoISrVISHJscPiMlBk8RbqotIGkHgg62Ii13219aL9L7Wi8tep97O1c96bdfU9LXnanv/t39u1+bV87t/8muYXWmizubdvPueNBKtXEvUsFAxLipAT4zDydHrBGMN1vhKzzOULNmCNYRwGcJbDtGM/7Si1EtrclZKxraqwmlY/d+2xji03HS1ucgLWSFLVKq5WkUuvAMF+Ghi0ify4E6DquBvZT6P6NwkQyZmUnPSPZpmlEoImV/uR/U7mSI1BAs1p8ORpoJTKFAKlFmJM5FQYxpHDbgKDVMNyIi0Dl9FTMewmGUgdhpFh3InkOlWqJItjvlpqMVJNrqWj1O0qduRXq1O0Cq0mNVv7442kvvnr1/S6beViYyJfJFdGjX99/c+hvjcG2APuFfXevFizIvn7WkluR/0lFbD5sjXpXM8QfZ2i//2NHdpA0T3H02MsVRL9tBGy6Aq5rUJiXs2EevU9jappgGBFbMJYWRsN9LXYWanIV7MOx6YUnDGyplsrswWtxevxqCwFg3NMwbMLgf0wStVqEJu3Rj+3wm4cu+rkLgQsyPy5KmAJaN+TzvhySq22Ki+/9Vm10qsOvVrU/IneU2arb72ekI1tKF1Qr72GPCut267jZGpp1Q35aWvbj1v1tmZXb4XD/TV6yU39uVds/d3tIZiNvWyPB27FNVrLQ6vAea2QB++VedH8mfa611adNxhc989SkaIrNFZrN/fQavt9/VAlPuccoXo5T1ZGPhRrqbZKAtSowHpPN5/Z6PfWrvchGifJ/fIKlDEr7bqpABojasLG0OdPFrsFRtp6SpdLX9kdm+pV9wMyu8radUTA7cWq3Z6AzbnZUmebrbZzpce0cWxrbNcu78/5jTfs5Svg5u8BTP/VJFf/HNt6M8tU+5ozp6dPzOdnPn/8kX/4H/+Vy/nEd//w9zx9/sjp9MTjpx+JS+Tx6cw8R5YYKVkQ02kacd5zd9xxd3eQ5lIHVKF6lRyhCX0apxUV9IaUAHGJUrWSIdxSpbosV5alcF0Sp+uiAanQ7QR0Wp2fMYbBS09XqdJzUfVnqeJwWwnX2TYQsd2ogkakGPEWSlFq4zRineXe3eGcFVnouGggIMdljSHYiq0JUx2mWqmea+O9M0iw7jW5KqWLNbR5JLC50auh4uS7kiRusoAptTItZFOYbcXUiB9GqrEMMXI5n7heTky7vcwjSx7rPfDLPTT/lEn9lzmVuIXz+cz333/H9999J4ODv/+Bp6dnTdqFo2765ExxNuLsYRcso5dZRfe7ieAcD4eJ/TDI/LRpUBRJKgLOe/wQNLkasU6SMO+lcnXYCWI+eMcYdIBpbj0kksxfLgv/7ttvWJbI08sz58uFJSUuitj5QeTMp93E3d0d3gtCG7xfA5LaaBHr8NbteZkXqZIuMfH8cpEG9ZSI2qw+RxkQGhV4iKlwXiI5F07zzKJVL4pSNGrV3jRZHDGGp6cn5nnm+++/4/7+jpQi//H//o9wONwimz9jE3+rCtab2+tkSf+mX7YGpv1vzT5WO+lvqVCtpFhRg5un65n//o//i/20Y3ADVMPd7sBfPnxLcFL5tM7x4f6B//R//XteLmdSyVhjOMeZp+UiVataKFaDPKUn3/YFVryzHHcjwTse7o/cHfc4Yxl8U/9zWtU0OufHsBsHEa4Yhm6TD/cyQBwFbUopzPOi6GkTVJCBwtYaxlHm0VhrCAoyfDhOkkwpFU8+I2qvkxNJ7ipiEzllJleZnAQJx7s7hmFYK1e5yJDnmPnxY+CnwXGdZ4IR2uw5Fq5REvWUEqCBcUNuVRxEehFk1MTj46PM0RkGUcv8mSQLVruU4GPb17SCWi3oKbVAWRViG5pdzfr5beD8duvBZhtAuknYJUJs+1B7znNrtJtAfhM8vQaLjIata461PldvPs5s9sFgbIWiEvy5sMTEaRa/MTcfoPUVa0VYZQgDUwiMOlcsaG+S0+Z+awyD0tMdyDgAI4ApwBwX5rhQnGNwXo9bpBY8FZOCSvvf3gsS1MqRfTjs+PZuz3E38ZdvvuF42HHYTex301q5Aoxz7HYTp/MFKlyXSDhdeL7OUrFSe1iyVBn8EMTWrdBcjbXEGLlSqQVianS1NThNMUovV9JkQRNCaDPu5Fq3ylVRp1JAlLGNZQiBaRr6fQZ0ZkqjW7fqlLBS8goyNIv9hSTr9d9/ydt+7fnt51jEDw0+CLAYRnbDSBgGBu8FtHRK6TNFYopqQHs2LYaSDKZaac/QPjvr5Do0utvW/kMQ4HpVPM7EcSAn6VW9WkfOCVeVdQB9rI9cDMM4jkw7qbAdj3vGcWQYB7yXum+uSRNcAaephoJQp7EGoUDKaKBSwWZpSyg5EUIQ6mtJGCtgZOuBL00krf2smyR6MwYiZVkvvPc476QSZywYobfmIkq2rbfZOUvVan3rYzXqw1wHXaDRMjFFky25v2+y698Qxn1hJy1h+43L+f+fXOn2armS6keJXM5PvHz+yKcfv+Ov/+t/cjmf+PTjd5xPTzw9PfLTD98TY+J8ScRY+odZJ8HqMAb2+x13x70gtEWEL0petIHZ4b0IQFhn1ICLqurJBPmYCrlYavWUWlgiXJbM6RJ5PF0liEl0p26tzqrSwMR7xxBkbkdS40wt8DEqfY0ICRhNqlovTM2FbBLZC0fWYhjG0FUB9/s9Tf681sLlIolMzVlFPjKmZkx1EjQkaWBsSBDewSjVJlMTtiayqUQVTPA6MLmtu7VWvJUmXtf6hSzUnCgUoilQIz4nrJOehfl6Zr5eZO5YSp1++S9pW/sfqszc+fSJTx8/8unTJz59+iRDgzUgW/nrtd/xDbUagmc3OPbjwLu7A6P3/On+wHEa2I2Bu/0k1azRCxfee1zQoGLYaSleKlfOWfajjAYYvAy0lMWuBc+WUgzXOfKndw8sS+SnT594fnlhjgvP5zMVGKdRqIW7iePx0JO2wTttFG6KbI0WKNXfFQGTc3KdF0ngxiCUn5gFeMiVqyZXc5IE67Ik3HkWOmHRAbTG9OCgdIcpx1IjnM8nofh+/MiPP3zPqIvbb9n+qROs7qhuYzTpZdk+T0MXNy/WWHlbwcpVkqzTfOUff/yRMQTeHx/YjzviQ+JPD+9V3MHhjeH+cKCaP3O6XPjx80cu1wvVwDktgA7L1AC2lLbg3h6GU5rfOAQ+PNzxzfsHgnPsx9ArrV5tY/AWZwzTGAhexAR204jzjsN+TwhBmwvkXC9L0pkocpDWWnzwnR7YlNBW/v9BgYKsiVnmem1jDlYZ4kXphoMrDE4qAu/ePTCOIz4EfBgkubpKsuZMwZTE+eKI88zVL9RLppBJRYL+RlNtOUyzx0bpul6vWGNI48j9wwNjedtnve67kp9vG1ApOtBYml56gNyrWS3RevW5289vvqZbltnYurqlFhj/nPmvfWRr5WT7E7amrGG03sMNWNg+b4wE+aZIz2Gp2m+VM9eYWGLqg7flfpH3B+cZQ9CgWf2RJlnOSDXWWsPkpSfKFhEHsC25MpIgCCALBD2XWamRxVFUUr9Dt31uD31I8MN+x7f39xz3O755uOd42DOMgXEc2PagWSfU2DEMpDlynRcBlLLO+LGyzyFFYk64IIGssZYwBAFw0aoolWQqlE2vVRHRgpTajKPVl1lVvG62ulqVAFXiV+RaeL1XmyBSq8xklSGPKSu4JwZTlNZo7ao0+6pg8eVWb597wzXevPTm960tbbZGe5WquWPwQR5hkGRLQR9n23UXCia1rjaPEXXHKpXSmGQ25zC5Hle1ammzd6fqqU6vTymF6D05RaJzmFzI0UFMmCJ2LGALNFn0aRjYTxNhCOymiXES0SBnFWzQ4cCd1QTYohKEVcBmax3WBTkXUXr5vPrjdl2bNkAfMlzKjVH0qmjvwRZA0+TVT9zalaVW9duWrp4qMbEcp7EGo01rLf1ubkEhKdRh/0wNXq/8Vyqdb9pOr6i9+exXt381ydVrdO5v/vm0m7PRsRZyWrheTpxeHrlcXohpJqaZ8/XC08uJ0+XKNRZSEnpeBQ1Yhf632wlSGryjzQBYFunhqtXgfOt1EXSnIq+RYW5Re6iS0gFrd6Kiui7ZubNBqxgS2EjPjNxQQxAEbjcOTKPcMK1yFXPpQWdqBqS2o3l/XxwbJfG6FFxOYK/4OfXgVqbJawXFWY77nTSsJw+1CH3IObIiO0WDmZKyoNPq/Mch4CzEJW249bJwSRXLaGK2Nng7HYzofatiObyThbE1PKYUicuVZbkS44KPAT9M6Hy/1QB+yUZ+RfXi6899/UvatPbz+cxPP/3Ex0+fOJ9OWtFbVXVkXZBFSQIFi/eSHIuD9RzGgeM0MgTPfgwcxoFx8OyCuwlgrXcafDrCIM5VGpBl0Q9O+N9N8amjzLDOTBkcd/uROHggs58Cc4wcLzsqgso5bxnU6TtnmYawilrosRRtAE84gg67bhxuvMVmi6+OOgaSl8A7JkvMheBE0S1YqVo5HKUEYrYsJYGFJWVKVHBBqxuwjirIpWBK5nI98/j4mbv7O07nF/Znkdx9fY1f+6S3kqqfS7B+V9L1RhWg/9IC2/4FEvRw+6fb/zHrr7UaUimYnPn88sJfP/1EqZU/vfvAYdpxmHbah2WYfKAOhfd39ywxYl+eeI4zJidyiSvVqD10FfTOyOyeMXB/3LEbB94ddzzspYq1HwdN/HVujLWagBsJ1LxViqrQV6dRqp9Yg9EZXKMPm3OrfkITKq+ywH2fJOITVDcZbK3kIkF0Co6svljuSxmkXgdPLSPOOtnPwavfETS1DEKnfThOpHjHbhooFa5zxDyeyS+XLnRUiyKxemVq+70FP6UoQmyZ55kQAt57SShZbevrvqglWnX9//5TEO+1wrTWAuS3tz+3+YAKm36YDTXWbK+9fvZ6SfqjDTcXEZael/X3r6558+a2JvTAeE0OzeYdKWfmGFliG76a17dqtdw15TzWipx165rShplag/TXIOubDL3WnleDzrgKsp+NpWR06DSOXFpytQqS1CIVg0kTkPvjgbu7I4fdxLgTFbowBJwPN8mVHwwYR6qV3WGP8Z7dPHNNSasTbbiswzuDcUKJNQpiWWcpqiCYcyFGWZXbANveC7WaQt9qt9HbZbMJUbY1ucU0IQTpbW3WpM+Tm1qlAru12Q+vHlKJ/C0h38951dcm2O3n5sNXYKLR9mQEjfQydbqybdXWtiAX6alrAX+Vig/VUFLRMTmVEmX4u9WT20ArUcczQhvFUEOQWVgp9niNIlUZi/gZYwxGq8fWBaxx7PZ7DscjQxg4HA7KRJHrkUuhLlAU9Mna/9nX9CprXwsyKgbTgIRapFJkhPparaFaRESqaPzYJNUVpCmlEdf7IJjul9fe+vWco/6uQB/XgDF6fjLGOiyN1qtCaqaq4rEcQzHtE00nbnS/tvFTDWT8OXu5+Vt7q+Zlv2XV/hebXP3aJOqXFpffsjUnnktimc8s84XPH7/nx+/+npfnR67zM9f5zI+fPvLTjx+5zpHzJa39P8bih4H9fmAcAx/e3TFNoyRWOZFi4uXpRM6Z40Fm6ThrCEEqApfrRYbDpsTlKvSWOUJMlZhgnoWGFWOhFIs1gWGQXpNkZbEOQTnBznLcDXjnuDtM3O13/bzWCnOKLCkTc+a8LJrIiZIS0JtXa4WUoFBY8gLWYF8WjIFhcIyjUMY+3O0ZB8+7ux3v7++EclUSqJJcjBlMpsZCJnO5iqT4OAbu7/Y4azne7XEGrpcrz1ZRHxXvMKrSVCuY4KjVrs5Jpe2dlYqL9wbjgJqo2TJrgjzudlzOL1KGHydCHZGVvE3S+NKOtv1of+vtFtktMpMiJz7+9CP/9T//Z3748Ud++OEHHh8fpdcoNyGLNfixRmhW+yHgneX9cc/DfuIwDfz5/sAQPB/2E8cxMHjLYQx4a3Q+hyRXbgiyiATfla8afcF5ldF1FWc1cFLETYgElt3guNuNVCD+6b6DAperTKF3mnhLP1hb3NZMsSFZRWdplCADOUunmxp2xhKdJyfDvZdEaM6JJUvjutwvlfMlscTCJTt2U2DJBYLhtAyc50g9z8Jg9vhQAAAgAElEQVR9j6n35aA9VSknSs18+vSRmheshR++/w5nDdNux939Q7+Hfvna/r4K1hbVu/3AnzGgmzevv2y6y3qjf339ulXOUedfZZZS+B8//JWPz4/85ds/M+13PByO/F8f/szoPIN1jNOeYxiY//LveP/ugf/5w195jGeuy0LKVWjBbHsK5LEbA8edVE///b/5huN+5NuHO97fHQheVACds+z2I+Mw4J0MB25Uwa7iZ2WWlFBV5P533nXbXNMC088G0BU49UTrvaczWnIhjr7TyURlLjHPs9BZSMxLZhxGDnsBxaZpEFDHgFUq5G4M1Aq74R3vHw7Mc+Lbby5cl8R/+1/fwfcfOV9nljRTU+3Uu3a9+vWvhZQi11mAqOfnJ1JKHA4HpRD9vHrgtk+hJVY3waCeoU4ZrM0WtvNlzJf2pZ/XgJZSrcSEm3C7J0J6PiiqI2lq7581xlCd9p1t3G7dfMf2DtgG8+0P0u9ie9DcIDj053WJPJ8vnK4L1yXqOI82/88waLIRjMGjQhVBRX+UJm2sxVqPpeBrxNbKFGScCkDuicGA90HAvCzZVclJq0CGwVulzrVhFxWjtM/7w54xBL59/8Bfvv3ANAw8vHuQ/le16+3aZFU10I0jxVjp81bxgKwJZa2VHLwEm8ZQnY43CXKv2OKhDsSUmecENVOLyIO34cRtT5sFNJqXnGsd+0CzLRWfsKLMGYLvrJYxeKxpNC/E70dIOWKrERVg66hqH871QjTWyT3r7Jd2+Nb2Sx7WvP75RmLFxl85a/Gqljp46bfy2obgLKA9SQVZNwzSQ16rCJGZquJfrapYiohGxIjzUdg/4w7rfB91Un3GOy/qy3FhqbMC84laEq5mAREcVCP+cNgdcGHgeP/Aw/tvCMPA8e6BMAwdjIgpYs9Ge7grUUcP2N4guyi1zlKzx1SDKQlbCq4kBp3lV53cP6bIPZyBVBKlzY0rYh+tlxD0gtZKKcJBtaZCTQqON2GXVZSr1BbnOIyCXD556e0vURhUxmCdAjzW9MHYea1ryb83qM2XwMBr23mdWG3f8wtFry+2f7HJFazG/7UE6o8kVv3zX0UetSn45URKiwx9SwtZFctiTCwxKiJW1dlrBt0lT9vDkLMs3ln59aUrtTgZPdAkM9EZBVpOzSpkUZVKShWTcUZgtIIhIEiAFGpkeOEQxBFMQ+iI8H4cVsSxgo+G4BJLFvnKNtyyNTn32TWtB7LSjzWrpHIrD5fgmEeP0AMHQJA9Z/VvxWiwTB9mB/RjFSECbfR1QmP0jb5gtKSsiO4W1WrNl132VVFFp0hdkyattWwG6sU+q+GWs/LzsMQvBcZbBPktesvX39u+Qxxx1rlAp9OJy/ksg3I3QhZqov297Tw4RSPb9R/a707ofN4ZgrWiAmkNwapscGs4bshc+8y2wOg5tH1fm5zyOuTRIJUDkGSsVAjJY630iFjUtvR3OYR14GHjbLdgxWK1ximDMY2ho9zWSbDgDBICmIrFkL0lm0JyBlS6dqhI3513LLXgU1bxjIZM3kK0lapgQpL+rmXW/q90e/6/YgdyLb9Mqrb28DV7+prdrEjcarrd9hTub8fQ39My+M3Hmv5haxoCdKrkHBcscLpceLmccdaKCmTOqnLq8Fo5OlDYjTumYRS/YmdSswka+ivhmnOOwYuccVMRG4fQq6iDBrdj8IyDv0muvPdaabA447US1WgsbR4avWm/J1d1TTT7/dkTmIZKauBgnYpJqER1rWQnyKt3luysvl78m3euN7Y705BgFSgITvwdlv2uYm1iGgeGwRNz0rWhCNVFVdHevOYqaJFT7gIXb9nL1qYaBe3nTOnLv2/D6PX3N/P5L35qsmA2EQztXG+oUht7vakafIFp1WaaP/Pt9eZtN9/bklSteCetEDYqFHVNKtfRFCvyfdNobxp41VTpBMhyViqgrQom4JHF1bpGX1U6bxpNrlTtGW6Jf5XE0DsnrJJhYDeNTOOoPXxB6NpWqxp6H8khys46LyqvFRhU+CIZ6YUpGo/U9tDyROvvsurXi1mlwOWxGRPQXm9F1U28pV6ZGwoF/fpvH21dNv3ib/wfq4hLu17tut7YDzfu+YutvmUtb//6piV97dkGHt4e0zoipYEWDVJo8EhV/1F1Lk6b9bcamQXjMLasVd52rKgPbiJAGrOUlCVpL606Jq0SWIkhhZo8ME0T027Ch0H+5gONvgdCgTW1UotT+XKl2Bn1GTXLGA9lYVGyZEs5Y5UCKAoBCrhqyNR9V6Ur/0mVR43rxms0MJV+3W8v6vq8bfPsNtdgvXBtXZXvarGJXBa9z16hNvWLf8326fX2fdskfjF5f739i06u/im3myBmm1ghidX1emG5nskpQi0s88zjZ+l9WZZZA5rW/4JMbjdoo68kMKtMucxZMsiQtmEY2O0mdruRUhMpnmVw8BJJi0gI12RFLzZlSJXROQ53A8Y0SU3DEjPXRQagCjJXGQbpZRiCyL6PQ+CwGzlOg9zIugDFLFWqJWde5oWUC6frIlWmVLjO2hOQNNk0hozQtqLyiVOKXC4FZw3z+URwlvP5yOl8ZjcN/PnDA+MwsDsM7PaVJUaMN9pPkxXfgOtZArhwPDD4gRDgeDTknKj1hDGLIsrS/2KtzmFwQr/c/hwGp+pgAT8dpGRuLUuMXK5XHp+eWHJhmI6EcYe18r7ffOd8zZ5+x1aUDni5Xvnp00f++t13fP78metVZZyr2Je+mlq1l86LAuDdfscQhJ53vxvYDZ7Jw+Aqgy0ECsEYgpHmUEcWJ1kFhTK2YovBVIczVdApI2p8stA6+uBLK87LbhYg61oQYCkIHcW0Bvw2u6MWjHpuCXZaciULgDW2J8LavIMpMoPNlIrV9wQraHjRBnyrw2ezMVRvcNVArixVVLP2owwZrK2KmiAalD6z9htsOfCS7MpA55jir0qufsv2NbDot9rSm4lbS/JZTXv7qa8pg9stRkHdf/z0kf/nv/4Xjvs9LlfIhf048XC8w1jL3e7AOE6knFnSwsv5zH+Jf8+nVLgai1UwJAwea+D+eODDw4HjfuT+7shhGkSowsvg7/YzOEtwRgV2UKBGQSvj8GqLVudMScIl6LwEdHZNoLYHbVoqIEGQgGrrwu/UfkFVS62FMFBchmnHqL2OtQepepprwSgw0IJ4Vyq+ymccxoHBeT483HNNhaeXE5d55jpHLkvCxCw9sDpY9GZ/BXnrCf92FMNb1/114t4ELERyu72Gn31ts6devXq11c2j5yGb/TCKUkvIW1f/YIX2bvSNpjmzXzT1bRjUvsv2+/X1h7SZVpfrwsvpKuNLsqxhTRjCbQA5bxuVfO3HyzGSY5TZVk56YYbgdICwMDUqCLWzquy5+hHpIau9t3eoMGmw2qiGEpxWBu/55v079tOkQ8vfCe11v8M734PKljRSwUrjCmEYOBwPjGnkOs8Ya7hcr5THRwFKrczaKghdqge8tSrN0VIdBO3FbhlrLhVjrfT0pIzLQo2tZhFqWdK+ynqbFMmxoxRZq6rIAWeaLDdy3bSnPC6R7Azj6FVJUP351ibN5pdXdiK4b7ONnwcS3trW+HwDSGgyjQGj4LhxVmiV3mIby8M7XHBKyWsJu45WLplU5WIbyV0EnFsWSYhDwDjH4egZdyL93yqnaZmJKTJfLzw/fibFyMvjI9fzCXKhpoiposzrRxHRGcYJFwLHh/cM08T+7p7jwzuNgyZh+hQRZ8spMXqno1QuMqsypz6zMkUZXyFUZAEjYpaRJ7kWahulkTOuFFwqsiYUGKzFOYi1ybQjYAJ6nxuLseCtU0BCQA9XK9ZK/NxoubmULmZlrPj1dt9bu/qkVh0zGKzV2abVUapdX/M6b7tJrLj5/fXP17//nu3/qOTqaxz1tQ1OnEFc5KaQoa3SZH8+nzmfz6Qk4g2YprakjsWsKjBUiFE4zPN15nq9SCP//qAJViAMnpQKyzWRcySnQslCjyJbac6TqW74YDlMQlfwoc1ASlyudk2uatVSsyDC37w/ag/OwF57rhopPBfhZ88ps79GUi48hyuXJTIviRd1posV6fdcYala9q2tMTWR8oKhslyFLtKaHO+Oez68f8foAsFJT5ZfHDElnLPEZSYnT06JZV4E8d3vBdHzIv8sM0JmUo7ULMfYy8UNHXslwOBVNt75gTCOWCcUmqSqO5fLGYzrFSGwOPdHb6M/vjVFvMvlwsvLC4+PTzw/P4uCWV0XEfHiEjSuTbdernmQfpZpcIzeEiwEW/FUHCIJ7EzFGuFu2+aiqiDoRhuKbW0EllWiuKlfyUK2rQ6IEzSKsNr2Gmt75QodjijVR+F127Iu0DKLo2AclGLArGmP9IpXrXrpuUJiAWdkphcGgpOQKzsDxZArBFOptjJ6SzGweEdwVhO5LVL7ZaDY9q0Nwm3y2O25P7L9Fprgr/6MdjHql6956/u2FavXWyrSo/JyPvGP33/Hftrxl/d/4uFwB8Dd4YCzQuMbgSXec33/Jx7DC//43Q+c7EmGAOv5FaVBw24aOR72HHcy968pALZqgHdW1SPXIZitv0HoQW3+leuLrTGW9p9B1E5bNWOlRr46XlPJHZ5VoEATAYsEBrTEwDmKMdRB6LTt0xqy21Dhrghc6Pbt9H6dgsfZynE3cX88UGplGgepkuo4jbIZlNmCXUNDtQ25fFm5+rmqVT/+uj63vkZR9q+wQX7VZuiUm4YabwFq29KrKskxZZ1R017z6peb7Sb5v8mRjZ6btbG970PWfuksIMp1Fup7U6jtPUFGmQ12lQtvc9VgFdaxLYHwUqkVWpiAcXJujVauDF4V0byXYDFbKwNO1caMkT4va8W3eoMCoEcO+x2Hw4H9fo9znjCMnfIJ6u6bfDaaVBrDZAw5Zw6HPUV7uF5OJ0zOGO1jrqwKgkkDZYvOcKpV1k8FAkqtmFKlolWqBsVyXIsOwk19oJ5emIblsDIZ2r3qnZX9boIGZlWmTDnhsHptWuJ/W3X/uoW0O/wPJFabNawnsDRwQROsRpF3rx52I+Ciq1WpUm1qyRWl6pieqwCVpYgS3r4QrFS9XfM5KZHmK/P5zMvnTyzLwvnxieVyEXtRUMCHgTGMDNPE7nhHGAYePnxg3O2ZDgcOd/cY65Q1ZBDKp6gzOiPqfbMVWmyMC8RIpmqPfBRQQJWfhYZXlDiN+jVds3MRG6mIr7dGx+iUzZk2UIVdAqt4TdZ7stnCttqZ9XsBVQl8DfisV7FqICCKgw50DagYXnP4fjGxMm88Z1694Tdu/0clV/CVCkNt/zREXQUo5ivn04n5eiWnKFKUiGSmJBLiiAuNgqaLuwY0jQIoCYAMgwyaHOWShEtLMz6htdUiCL/FcNhNWGOZppG7+73S30TNKC6Rq85oaVPnx0FKwkMIvLuTnptp8EzB0/L91tCfiggBWIQjbKmM3jGHhDeWlEXuPabMkiukSjGFnGVeh6mWWh0gDbrZwHVJPJ+uVAyPz2dSLuxHz36QeTjBi9R7HAd5T7TYKjdaUdTCqcKXtZZhDJSaWRRZgVXOXZoi27XKSE/BGniJkELoQ4MFUWnUy5WW9uVt9+tt6LU9/Vww+zXba/uxLAtXHVy7xKUnVi3Ua0FEU+tyOijQO0Nog39VXMTbijdVEn5TcNqYbU2r0DT3p5LkZm0/ldlTTisGOnDZWszmd9qi1p5zTTnLURuy3Bas3ijdpNBrGyMn1yE3xMtgjPQOWu1dkEqwzItBlc6whlplgbNVkqxsDFjw2nC7GLAUqZ7U3KtmTl8jyK29EelwXqsf2mTcrmOjkG0pIu26/XNuv+Z7f46a+LrK8Vqc5SZA15+pZC5xpprKD58+MobA9d0H9vs9QxCZZWstUxh4t7/DVsO7w5F5FjApOKEceye2OuisvCH4nkhJwi8VKmdEPGW1Uw3aTFs2dVlV/2pa0t+SffNqhWwpVfunrsff7bfdXTrjqCI+zlT6/QA66sC5FYKrVftoJGEobSWu20fpAIWzqNqhVD6CtUTbwAtNJPWmlArD5nsUTTYm9WR/G3y/3n6OFtj93avH1l5+aesJX3MgNFrd1n4arap2f1Nti7s0qO0X8zbxbbRWwwZ5NrA2Z62V5u3xSdWwsMTIomtWTEXdTbOdle7WqHGtagWVuEQqIkVeSsGEgB+k3zglSRScuBmZh5ay/hT13VVeu+13o1zbDgYZg4Bhyi7Z7/fsdhPDuCOMkwgKBek9FOGLJm6iinSgEvproDmOowxYz5lpGmUw9SY9tQoGGCP+UnrDcu83befTNh+Ko1gRCxBIrOKjVCSdLbS27NpipooG0Ks/bZR9W9r6pfaHUuW0DaHPwatfJlYtUdsCeaudaOVKv7vT8Tcv+GK1fQU83fgKs/HvChauSZXDeq8P7e+067FLFTzrOZXrVKPInacUKTlLX6hWSU2t5Ci9ck8lYYzh8vLM9XJiuV45PT2SY6TGBU/FO88UBpzzHI/3TOPEdDhwvH/ADwN37z4wTBNhmhinqfsyg6EWS81a0VeKoqUQrCGHQLBWZlcOV1KUfv/r9UIuGTfL8O2kFMVaBeyvpVJTokbRG9ABpxKz6sUWin8DQrYneU2mKgJkYDag0GYt6jMma1VFwXadWywnzlJhMPm9bgAcGpV1gwBs9+WtbWMWtwnWb1/r/9UnV3+UjgVtYdEFkdWZ5Rw5n154/PyR0/OTVFtixBq62k5VlEsoSjAMvpf/W/APFu8HhnHgeHdkHAZKjdqsn9qBiJoVFlMSsQoS9XB/z343cdhPvH9/kORKjTPFxDJHlZ2V3R/GUaSvncwS8t5pMKkmWSW4XZLIraZSOQ6eXCrHcWBOmSVmXqaZmAvP5yvXGLnMGXuRQcE4S6QSdVCeUASlr+z5NDMvkfM1Mk2y3x/uJ8xxVOXCAARsLYzeEufIGZU8zpnr9cq0G9lPR2otxLzDeYs9z6SoPWu5UmtSFUZJrnJJcmMi8xi890zThPcD2fm12bk5c31YKaH86lvna4nVrT19/TWvtzbn6+XlhdPpxPly4TrPOjTZ9HvcGLoUbHCGoKp5Y3CMwTI5GCyMFgZb8aYQjFSuvCm3yn804E16Plqg26gyxliZzWGUImE1gdKfbSU11srcMGMxVn6252sFmgpRySJygh6MqiqV1khtrhSlflIKxUDJUsW0tSrvW6oMpRZ8tRrUWkIWpaHiDaYaYgFPFqQ2J6EzkKX6oBQ0YxylGnybzaNJuMzhkPu4BQPtWr6+/n/rBOvXfN6vsa/tvv3Sfr5+rhixuDknyuWF0+z4L//wP/jp8RP/4e/+HXcP9xx2ex7sgckOHMeJ3fvA/bjnrx9+ACrzfObHT55aCyEYlfUfOO537MfAqFXEXtXWh9hn1XlCmySr2esmwZW+Sk2EW/rVD0Wv6ZpdbcJNScxksZa/SAIkdmWzUa8t77IGrHdUJ7NWSlXF06py80YWd5EClz5SSum9KkFHY0yDzJmbZzn+7C1XZ4gWSm3qc/L5re+g6OywqEIFbbj1FgDowcrNdaxsoddt0t0HE3ObaP8qWzYGo2p5faaVvT3PpiVIBlHVcxoImYKIxK0JyE0you9u4JkEUO0ohB7ZsGn5DAXbdOnOpXC+CN3yeo0sy1rtQZF/8XFW1QIdQwiM49hp2bUWkiL3ZhwJiJjSYivFCc2qBBFZumoSVqpce+ed9IW2pED7gAevEtwK8Bx2I+/u7hmGgXcPDwK4TgeG6SgjXIIMdZeh6jJrKscolQNjqaZJfxusrewPe3yQ6vD5cmKJkes8i5IvpgemPR4ppSvXKRVFWhqsMg+cJsg5Y1zBRiOCCAbtBVexhhY39QpW1b40XaNUtETnPVBrlj5a7S2GqvPkmnrgaqtrP3UTbrn1cxVh0xQjc8ca+LIx05+Nhw2r3koLoHs4bowkU05ogE0sxw8BPwbcGHCjp0rKTRMrk/meclw1F5KOhChJKHnGyKDo4AOmZNL1ylIyn69Xck68PH7m/PJMyZE8X6FW9mFgcIHJe+6P94Rh4P2Hb9kdjuzv7nj45k/4ENjf3+PHQdQGG4NEb6BasiZEheykUljGgZLk+ue0ULWIkKK0r5xOz6SUeH42XO3MdV5IOVFzoSzC+MkpSwLI6jdsFR+eq4iuUas2ZjUFLoU4jMYSVYQ2QAFd57C6rxWpcLXKb5uz1plhet+biohvIEBA8wVle1HftIDbrfdbtZ+roXU3Wm+f+cXtX31yBX+bBKtvN8ijUARTm43EinLD5obUJ0x3rPamUiI0KaeznaR5O+WkC1BDYOkZfEvejC7Iu3FQutegC4QEP8lIn4As+KYnV8MoydU4DEKVM2L03VI2FAOTK7UYsq2krOhehRg81mbm4HReQ9UqlyEqvaNUgy26yKrNlVyIVJaYuM6LUACTp9ShT6cHkbQtzlF9wXu3qUYV5QmrspP2U0Wf9L0avLSbqBQNlIReQK9G3TbndhvZABn/UrYtBS2llfvcaAdW6R2m1s5N7otPW4jMtiK19hIJwLkedLPcTSx0AwGvtt0QQ02gtELQkimFJzdIn1fn7tfnlS9dSxuQYtcGgHUtFUlqkM/BYZIih1XRw2opVgO6FpzVbWC5KlY1VLqhnR3n0gTSUldktbRn2zG2oL1JCqtgwsahv97e7Hd69fxblaPfs72VJH2N3vVbEqybfdPIpFbISARzWWaCO/NyuXC6XsAY9uPI6IMkEG6dE+TMWpGROUGrvXp9TQuq12vUfOvmmvGWeEGrlJhuo+3asX2wXpvmn5tvkL9KIrO9D0wRYuCN3Tdw3JiOgxpoTJf1Hmq23DKCur3f6Pdi6x3zKsLRZvW5iqhxakLWE8K6VsK3jzZYs1+zX7G9pg9uH796DTW3v29PQXexdZMI33z2bVLV3nPz3Tevrzc/0MSq0R77teuJ2CpkkUulMyiN2exjq17ZtfpXqwaaQvMUsaOV51mrJHzZQMryHhnXIoqj3dtmoX5Va7W6xFp5aj4HJ9T1QcUrhhE/jMKw8CICZHTY7HpuDcaquIDad7NJQFkxmgR4mYVpo8Oaov5a1muj4lAUpYE1UaeNvULdXJuV5ncDaui9tM1fejyxuS/btRVJe72/bkx1sxhvvr8b1y9s23fUV+8z0OX9BXTZAFKYm33vf++28UrwZFPBMg2V1C+udT2XtdvLKmTRaW+b7yk5C1CfM8v1Qs6JqMmNJELaD22NjJ8IMu8sDCPjbmLa7Zh2e6ZphwuBYRxxg/TUi4ARIhpWm8iG1m+aTemgYkrBmtaTqcwfAyktOOdYlqggh2FJmWyzsofk+JzRBKffgKvv7sfb7WuzVqldVNbKrHHtqnDjq1sM1Hw/zee369cq2hqDNlBmax83yXP/+xv2tX2RHlMXhPod2/8WydUf3WTxgh71NXk+RYziPFNyZggBUytnM4ujo6pMaGt4NQzj0KVyiw4tDKp+NY5C2RvHgMuGUhw5ZWwVrmmaz8R4ZfCeh2+PeO95f//AYSczZg77nfTZWM3UlV8udi0BrQ+DcrZlNoxUOaRaIQFTgloIMfVAPuoA1uASS8rM0eKtUAWdKczBcvEOjyGlgjOVmAyXBWrOolJk5JSllFkW4dT++NMjp9OZfXC8Px5wxuKsNLczDASjQxQRJOSiZegY4XwBZy273cjxuMNZz7LI66iRjPSFzPMs/VZ+wNraexOcVkNKKVS7uZ3UYcqC5IUD/RuS820g8of7FliDnFa5Op/PwoVWtCb40AO2WoUmtxtFdn0XLKMXZNQbcBSE5CmKRdsgVL5LHKVU0xXlsipUofzyJgvYfVZLapzD+KBVKp294rzQAa2Tv1mLcWFT4WrBS9HkpmAajVZFE1KMFDtjc5Y+jZKQiUUFUwy+JkqxfZEoippWU6BYKDrY2Ap6KQwfi8tZqFYqjIEOjrZUHEJVMzhSNTLYHdOV5sZhYLffsz/sOR6PHJXb/nu3P2ojXwQ2rHbTfv813/26etG2L96vwaDKkFAofL6cucQFvGP8bxP3hyP8x/+Efe8IxjFZJ6CM9g3kuGCqzGRpypXTEBgHL75SK1St788aqzTWijNFKJ2YriLqtI+jU3YU/Wy9fVZnBW6rOW+d+045eRXMlZLBGqk81byZU2TWZQE0eBIBg0Y5WW2zVYVWilPVN1dTcQ6GYJkGz/Gwwzmxv2ocMRew2uNQLqrIql+98RE5Z6FOu7XvdJtAf5GY8Lav2n7e9ry0PqSvbStD73UYs0mIFaxulDR5yuh5XxPrFYhsfR1yDeomoRSH1bpAW7VRep47qbtKT+75MnO+LLoGKVDSvssIOOi1OuScFTBwXljiIsIQBqYxKPUeqbaUypLAZMtlXuSatLW3VqVLy3zLrOi608TdW0OOUiV7uDuKwubdAw/ffMswDBzu30lw7Ef8MGnSp9IqTkDdzo5RChVqh6XozB/nCASmaeR4PLBEUextPYlYPc4YISdKkpgm19pY2hQF9ipGkkOMqnQKO8RZS7G1gyatQkdFaOVqf74lenrevXMEZTBY7YX1zmvMvfFp/Xq3eLyy0rvesEFahV38e6ntOrf/Xt/7pgf9W0Cgbb3/zsncR++8jCbxHjcEwm4UiX7vBCMsAryXKhWcnKPeD1XXtYWcsoBOIeCsg1zINXJ5keqitEUs2u+04GvBWvBTwBnL3fHANO04Hu/507d/YRwn3n/7b9kf7xh3B3b3DwI+TxNWk+qugpwkGVcJKVnHUfXAbGWMQqmiHFgrdgiULLTj8XCg5Mz+4UpcovR/XS6klHh6emS+zpwvZ56fX0g58zxfKVlF0Ksk0KL3YbrwmfgUr/ejwXqv0v9Skbd2HaXhVAhLetjEvp1r/t1h7ZbSbHsFS/U1bvHzm4utiR2NSkgHy5onaUk5HUp75eJ+RdLftv8tkqs3g9y3AJBfDYpUujS6NgO2wN4UqNgAACAASURBVLaoRPgNMmm030WRI+c91CpIWJFSvvdBh0CKAAPGCxCFpaSKtp1ScsIGz+Egs17uDhOH3URwgSnIPCKvBppL7fLJTdPd+YAPModl8OowTKtgtOZRQbScteRcsMReDXJGw/NSVFHQS2JWKjE4kjHEJLzhZA2OZqBqrE14AjifBZVZltSl5FvlBe+QdK2QkydZw7zMQCGXSIxQveMQJsZxZJ4jIXj5pkV4ylXV3DCWWuW5Ngxx5XKXm+uk983KCTeNcvDPkGCtd3IPOLb84hY4td4yEIqC3/SHOWe1Z8XhvcE7ugCAQRe6jiJuj+p2oVkjIPPG47VzMtoU4mSYX0NWXeiqgMYP/W+2KV0pUtYWna4WWArJLML/rmByFmpVcZhcVaHJQa76k95IXEHlgdH9t3o4Mt3dWku1Bbu51ujIgFbRk0GM0pvlOtK1Hr9USwNhaGDI2FVB+2l5Faj+qsv/OxGw9n1vJQy/ulfmlY2+rmrd7Gf7x7TUAa5pYUmR4fTMd59+5LrM/Id/+xeWnJT+Iz2dJWWhVelia7pv1IfOiun2qg3ycl2akIoETEJSon+ObTTUmz6rbcJlen/l63PW0FA5Z+uC2i09C1gl4lYWU6zYVEcz6/r+/4+7N+2S3MiRRQ2+kIwls6okzfTcO+f9/3/23vRtTauWjAiSvuB9AODuEZlVqupRz7kj6oQyKzIWku4OhwEGQ3vfQ2QYA5UP7UvAqO0UTLxjnqLUyG4Je64AVQH6pd5lSh/tywiI/HCt4zhSn/hfPUZg3mSx2ZQ7e3bo28fX/j7MKzLJZstC6jmij481h7d7aGNl7A/0d8BcI7RIdnuXKo1JqxTLKHVb2DMqJgTknBNHmIVuuW+b1HjOUZUpoWDaakMEUOVi7VIUkHoZswAWOrGKABBYnNpK4CA2U2zKAcvxhDhNiIcT4jTD+wgf5rtgmN0fMXVObbsDnET87fIFRInvMc0TQIQYNz1nsfPaAlsc+VKUyqYrj4f6FhtBIoD8XeaqMSMs0PNqZDAIhKBnX+DBIKnVqq9BzxuTs02tb80wmytVQRNYqbwEe+bhHMeccJ+L9rvZE2nt0AUtnApl+SjgoFkBloxV1fvZvk9FPGotgBcxFOdUoIyL1FVdr5I5LBlAbYGl4IA5eG1SLqrSx9MRT09PmBfptXh8ekacF8zHE8gLZZGca3RLoXtqgMcJAOEKsPOQlgBmzqrGPRkuODBH1FIQojRiD9Ms2bV9x7wsAs5rxc17gCv2dRXXYOvRJxr+k9pEDQxBavQdy55tc6iDJPVjNWAkDCazr92GN4aCrm2Zv/f24zWwGhwh6jOhganRMRtnWNszCHcT5zuPPwW4en08OBKgu4X06lWGZjW1SBrJ4ZJBLKlTx1WK+HJWehYQSHoLQQ0ONLqUU9KxYJBjhOBVwU+yWjEGUGYUSOHfviXkJA3Wog9YJqlNmKcJp6OoagUXMIXQ6AyOxDFs0MHAVYwIYRJBh+D19Rg2igJGBbmIEqSHApHQ8io0S0GEwhWhSLGjJ6XHFJFhZxTMQYQUfCDkUhF3h1QKbis0xQxsu3DSL7cVL5cVfJzx7umEED0CTdpIsmIliV4LXUbuZ84i/dnqC8jhcDgg+Iy0Z42AWgpe+3QVErlYlgxWyjuYCCGU1gsnxhkxzCB4MSxN/egu3vHHzcK31i26W2AGRuR+o/Y7kblSS0Ha1qYUBeaudqXmS+a1GyKItq2MtMi+ucDOadhuWuRQ7ijcuFvePeyD1EB6y1gFuDgDpFkty1wZIDGKTRXKg0ipiUNHtcAVAVDkvCh0aRDDgVtGopQgryVxQAlQhS+ReYXzmo3R2isI79oipHIaqnKp1y+0tSEbZMbbQC8D1qT2LSf2R44/sjarOV1D3czvvf5bz33t/W3zMTtDwLrv+PvnT0g54/98/A3TNON5PsAfnrDtCTklkRRnUSKTvn9BHs7BkZGoZM0DSjcdnr2LWA9iBON8NbqOCa04i2z6LrrSpHvd6+tvV2xrSxt4cxnvRd85qtUXvXUfDYQytB7LXOv+XdXslAoPGUj0ISJGAK6iugqfC67+NpyBnaZkc2R/kftb9ZpHR8XRqKn5+vhaJu/7QTo6bcruEemmOTwHqoPKqT6lTh30MzDsN933kUwp8UBjJUiaAjpLqDtigANnVbQtjD1JzbBldRq2xhBQs5oaErW9rPtMA5eVm61IahUrso4jYFPETi9qPQjXgpw2tcgaMJgmhOWAKU44ns44Pz3hcH7CvJyUZXKAj5MERYMAI8sEcSHUoqtiBFcswaOqN9WEWLyTmh7UTr+3PQCORPFQ+8WZc10KI7POy1pkVarTapEnU09kc54b0FKGAxuIbXqyqnRcRdZcpetFVQ5dzMb1Ol/pv2QNPdEGrTvTb0/GgYAGk+awZ2RU5JxA6IEaA2F66jqpVXrdNYGmEKMwkaaIMAX19TR4W0ThWRQhy13ghesQ0IVM+soV27YCANK+oeYE7wjzPAldGJKtD17qp0PweHp+xun8jPPTM47PT5imGXGeRA4++KZaCANJQ30VGrW1UxYtYXBfYa57Ove7xiRibeQCHBNCYMxzRfAe5encgrsO0hOxcEXcd9xSRtmTzgPXNg9mgCtJ1rQ6IAQQqeImJENU1X8hoLVEYLZ+pJoQ0KhYowg6AOTv7GxzVkbnXncym0Yj8Na/3N+ThgcsiGMAa/zc3z/+x4Or15kDevj5+PvrV5nxZ6gjVlllKROICwIxdhSRqEwJrkofIEnpmPWWiVtLRtq3FrF1jjBNAcfjgmmKWOZJ6GggJHZInLFeN6R9R3CMWR3s988nLNOM8/GIZZrRmmeiiwzI9+qgO6FqdXBlqmdmDKEGUgxBiBmsjZK931RtzyHmhOAzHEkfDw/GHjxm76QfQykIjrHngmMOOOcJqRR8XgP2XPCJWBsZVqy3FZsjfP5ywafPL3Ka3kv3+UBwHEBc8EUdreAdOEbkKt3JaynY99QA5fl8RtqlX1XWZom1inxszmLQRCK+wOWMfV9F0GA5i5peCJjnBfN8EEBZZNx8c8f/SccdwHrL0VUK5Dzj6XjE6XDAshzAtSKtIv5hHyRjqQ6kxvobdUl9HKhT0ZTI2k80n2t0UK12itvH6O5ju5FSBQ1YkdUi+QgXZpAP8HGRzFYIUndFpCALzYHlklHz3g0liwKXU0qWy14iXDXA+QwmgucCdg6uquIfFVAWYOY1q1fV0IqRLFqDaNmEfm9qlWxykW7Eci8hG73G3tpw2QbZ6KO/Q5X6oenwB2WwANxlHf6RLNbvvcf2FyVq4rKtyP/5Kz5dLviXn/4DDOBfzu+wIOC2rdKLaU8aKIogT4hxQpy8RoOl6J0ksqG2lwBy91FIRlOUlNepaEXLWlkGVSiBPohNdMGEWOT7zHEC9c0VQ3agmjOyb8C+i/esc0acMAXeGOEKtfvYwAn0Hmm2vGpWmAGUKg55qT3rITRujxgnLPAIleEyI+WMLy+X9i3iDLLsSZAecGnfwTUghCCXZ2vYHI727q7M9Thv7sd4rL16fbV3cwekYhCu18/YFkj9H3IXS/NJJBAsQExsw8N5DQDLzqknC+luLpo/DDK6sACAnIBty1i3jFx61tHuo3OuBdl8EAbKmjahJhcTWfDNGZWxEruxaR9JsZUSPOqqrRXeE2rN2NcdgGTHwUI/nqZnLMuCp+f3eP/hA07ndzic3ku9zHKGD9I0OERtl6ITv6Z+seT8oNArTdalBlVsOFdRlZvjBIKIdojp7kAoeg+EgNUpWVMpW3spjVJVGcj6O3EAHGs/L27zSdQfFRizwRkNFrA8UBicpfDM6TpkJhCTZrCt3xg1tgwU2I5z7esOreS6bUuzGuv+N633bDOZWg2WiIs00wKQ1EFS8KChp1WcI+ZlwbxIKUeIHpVX1JykDU1e5ZxZsk9Sf8VKJ4Zm07td2NcNNatgSkqIU8T5sEh9fZVyjeAdlkWUWD/89DOe3v+E0+mMdx8+SKPg4yK0xSjtZ4hIBXBE0a9qYMsU/Fjp8MYeebWum0+ga4yc3hcH51VF1UkSodaC6B1y2nE6LDjOE9Zt0wD6DbhcsG6bBiVtBI11Qyip2yPnPLTPsth87VkJUiVuJ34k9NpYM8hmUKSXoSQUWhAV/e+vL7J7/GNGfIBOaPVd9hyNAAsA/ZgP8D8eXI3H29kpfdZyocCds8vtfaxAX6gtad9brRWUylRLV5mThWSfYBuH/oSqXJkBab0R+uAUK4jNIonKleG8QwxSHB58uGtu6NAzFs51cQGjdomIgGtd3S1KR87kUTU6xDKJHDq5xXlR2vNB1G8CM3yWrIP3DqFqY8AgxmKOvtFn4Cp8ddhrhXOENUZMIUiPLE7Nqc3atLjow5Fx80X5rpCD9GSwIkc5uapgidn622hsrGUYuskQcKxpaI1CuvZ5GqHuLkufAM3w/ANz7neyGO2vbc7R/R/ZKA09smR/Gh9jZEUiPYMyThWlRmmxo+9QR6k/ukNozskdjejuRMefaPenuU1v2ukxtzCAAJJzeogNiRHj8cuNajJm0/oG27MUfLfWnK6BSrVdT6dpDaeo/5D5wmY978dEaTHNEWvCFl8XtHjr+Edoe997PAaTHul9owDCj54r0OfZXTygbVzc1nLKGbdtw+V2w1NckLXhpHdKqYwRIQi48iF0dbv26Q3ld1vWzwp31RFtMIfnzOlsoKFvus15N2EV7wYQhzbP7H6aIidwP6XtjNpG/HhLbbNnm3OdJgiwOioGXEZb1c/3boUPANnu1CvfktEEf+5AUfMQ8PCGASB/15z4HXum986N62b8Yb/b2oW6uiOwGmzDa9A3zG9Ci3hYk1fSzCcILWvS2QtW96bjQDZrB2eKLFIuI1FK1Tq32sbK9g4mIXS2jGNlAfpOmvS6YQ5JhF4yBWR1gkrhnucFy7xgmmfEOCOESddE0LpB3+Zqm6cM8VBHu/3gFI7z0+zmnRgDd8eea70TQ2rzyuYQ0OZpZc0C1Qqg3NUQtnPRtWj2otte8aFQ0dbB/exSgGb21c53vCZbLMN8+/rRJ32XcdJv5ZbwBEHb5Qzvaq8bz5KsJplB3sFHry069GqHcUY1ujlgaO0ehMonG32wFKUKgu8aWXsD7Azt0xmVlj5jmmYp81D7afNN/CSh05uM/b1ISQWZcEmzFV3ApIHYwYHqw2W/2Hy0e9bLOryWwcTiMcWAlMRf9RpJuc/b6zq07Hu9t3V6l2BsEWOB9Tmu9rQNkbIbaPjrEOSS15rteTxGj/9hJtn6apODm59pW86PHH8qcPV4uFdLaXB62r+lmS4YouW/b7heXvDrX/8/XL58xO3yGSiSxcrbLs2F1x37Lr0kCgTdz/MCH3zr5eK8w7IId/twnKRINvgWZbu8XPHy6Ys0Kt53UK04nc54Oh3wdDrgOB0wx4g5TKrIJQvQslOSHXAaItAsAUgjtlpga7Ux5sAMaKTWBA4FvmThEZcC5wk5BYSUIFQsWYzJGt45AYXLLDL0qTL2ykil4nSbseeCOUoT3z1lfPry0jau67Yj3m74/PIZKU04zw4UBfgti9S0XK8btnXTCAaBK7DvO2otCH5WSsO4GZsio9B2anXIRZQKuUnZZqS8A9uGlPbWqFkKpAVAVjU8/Gq5vX2MQOXHjjsU0w81eCUnlH1XmVSNqHOBNd6tGourmnI3KkXNjFgKigPytADTBApCe/HaHFOC2/LTpNy9I8D3yPFwQrJpMMBcNGIqtAVi6ZcBkITkc5F7GVRNU9UbTdnQnCANCjVbO/qBBpKcRfuJwCTRWefkp3da1MpA9Q5ELOp0rJRQZpQi31dhctl9Y7GNr1SlC6qAIZwEJArXRikl5zCp+MyiNM0Q/D8w3j9+vPUdo/iAOSb22ses1Sgb/xbl6y0HewSl9987AizWe1uxKwj9j1//hn3dwf+a8cvxGbUUvHt+Fqfk84LdyTyNBw8fCCEG4MHFIZLiZqfCKK2OzlKn1suExR7IFBmyWPoeHkQunHOtJw05ahL7LYOlToI5lqISJzQmVKGkOVUTlDBUbYXS8jehzRSW2oZW3G5Bt8GSWBBZGrgSWIWj7RrNDcmlYt025CzrKGjdLlfpByRXDP0+DfSVikomXsM9aMA2N7qzZ0G1xzF+K7M1grbHQ+qVHIIbaxANKA//dGjUPqmKEZemKii2TBu5R+dZrqWdsxavg8SfHU2ViF4AuTBuN20anCpykhYMMm4qkT8A9lyqKF4yY1ulUL+prXJFytJ70uppGNCxg5yb67WD5gjWnDUbK/vp+fSM0/GA9+9/wv/+3/+OZTng559/wen8jGU5YTmc4HxojrMFR0FQaicrTU+u01RTS1vv3XZaQM1Bmmh7Kq05bc5SgyZzyiPGBdd1bYITJuDFtYrABQOpKsCiIvOfu21wjuBZRASE6aDrE6LOaPTMagCrovWjqvr53hMO8yS0uBgRgzRo9iQ1lgISNEht6/pN03sHyaBXM85IVavUuYv+0w/vsZnhSNRRC0S0azrMOL9/wjJJBq+igGtCrUkk01XEQlRq7TpZJMm9VwYnY9uFhbNtNxGKmGYclwOi9iAN3oPgQcSY5glPT0+YpgnP7z7g+d0HxDi1fpO16NzkispZzt7WrdoGMECauWp2CdyAl+2LBsKgINz8EDLJfnud1ul1qqHULE9qo56OJ0QvAfVt25BqRdmljt+xeFmFpV0Pw0QpvIIsOXcJXJS7gLD3BLGRWhOoc06UZhxQDVArOFOPHGzQzgAWNRuik6IbEeqvMsdk9EvEzuinDMGO7zn+tODqNZzqC47vnu3GyuQz877jer3ger0gp10d3dL1/YvKtuqCsrY/3vmG6g3ZB1XK8kEiFGaE0p6writKkv4BBHEWD9OMOU4te+Wd1BuNBdzGGQd1wNUyWPo667MxZrnMuRVuvsxUAlA5S3F/zbBpGnIBUREqgWZ+SvVNlacyI1VGrOIYFCbEXLClgnWX2phL8OAs32fR7n1P8A7IIUI1KMQQaTSjFBGoIC8RJHN8HEUN9JLN/Ptx1WZyVZ1t3yI2tYmS1KJROMuSD97At6K6v1ez8sOHgTMeyQx8J8ZhTlqP4mnECV2mvlSCY0KhiswZzjFqiRr1eZ25Gm/dSM2x/Wks8bR50JQHzfASK9jqETByo6QvetSJ2pW1z+yP4XZA1qScxn32avxdxCqkyJhYwCGJpBcqCVXFjKNFs5j7PeynJ0adx4wHd5BilEOvWWMLVvyXx70N/z/2GSNYesxePT7/mMH6kQwav/qlnYBE83Xzvt5u8HC4PL3DrnWm0zTjxBWHtGG+LmBihEhwXm2SfShzz1xaDR/Mc7ZgUPOi0d9mm6KOG/X32L9bQMky9943YGWvcTDETwP47oDSNadVv45tdvb5KntHH5sRWPU5SAr0dRnbubZrNR9HKasqBGJiC4MPgM6wqP0xACFzIkijx8yv59prGr3dzsfn3p4vdm96E1t7dnyn1n65Tlu1KLDrBgignmV5fX6qLDjcTHLcnCHLZInjJRS+or0Wm6CIDaYW8QNokf6sIlWpFORcRD207c8VpVDvWwRoQEuBn9Y8wYaTLRNQW3BpigHHZcHpcMD5dMayHLAsR8zzIgIWIfZ6Ttuj9V6SqTLcjQ+aE2132fgA1C6VmiKi/cdVmiITEWKUDLKBQmo2v2dcJWtnymuy33T4oecHBe42H+0es2VUWPlew/ZFPXvbBUWoZW6cBQEfAj32XY/3o827r9hSHn/ycK/afO2/247Xa3XlfvjgEacIH5XeDstClZ4lAg/nx+2znNLrCnLzP8wHcTRjigExhE6xJcEMMUjftahCSvO83NX8Vq4wRX0kPEQb0G1ZNXA1ZK6avbBzx51/0feIYeDu9s8BgKFnsaYo/Qzlmjw4dzYODMdUiH9jfnatGPckm3vWVkbUKAF2pJnU2sbbKJ3dVWFY7ZZ5GzK0DAP+1My9vqnZ4nFq0fjrm9PtR44/Lbjqy8tGgO6eZUXBIw1g31aky2dcLp9xeZHH7XbDtktUbN0z9pSx54pcWUMgOuBOjKIpzXjvWg8TaIStlIK831CZcbtesd5WOACzLrLDNGGOIlxhkSfh20PS1Hd8eu3V4bUYXDck68/TKFO6G905YwAauqceOexUDftcIIQIsBk4WWDRZ5GnLVKAnYhwiBWeCKc5Ih0XRE+43SI2InCtWNcNSwytYDjtO24VyClh21akZClzoNbcaqhqkeyf9EoKUk9FDjHIghZleVEorMwtI5NzlqwXAzVsKLThtq64XC5gCninjSLhLH/1xx1fc2BevU5eLBEnlcrdtg0pp5Z5KVxRbMOvBVJnUAGNlgmoF4DjSZQDpyB00qC91ZwV6TqnWaH787A52mWs0Y1qVbUsygB5lbUPoCry2Q4al96dClgwHCIqK52WqPG+uWRwGZsXFtSUJGOszRdFzaq2LIJ5peZcuhbFZZEMdrXPZe72j4AGAJtyZCnyAMFqJN9yIr3WBcYpikqUDw/O5D/v+FZdzFv//hoF8JEi+L1UwebA33+b/l8pWACoSqbFg3BbpeG100yVD76BFpEHFrtSi0POUq/K3B22ThMbQBFZTUunMclrH+4V9Z5Fj5FFc3hrgfCDBkek6qacBxEOgtZoDM7/CMDvYg8G0l5RdbjTX8iou+bAoEVQnZM+REXXfWqtI4QJ4b2/W6uOjJpqNLg+p4ks2ysZNyZutbbjXGmUaXWsTJXrtZz7w42+nyD41p/buNiKNcaEglmrYRiDFYNviEbD0e+QW0ctvgQFBGxjUqGAqKiQyOuj1ZLqFwklX5xPAU8MwLXsUSpVKYa2JxHIy8XrLguwNI/NWsjDBMxRmr1OMeBfPvyCD+/f4en5A949PWOaFizTjOBDWyds2UYwoJRJaPDCAE+zUa8uTAfC4NEQ3CIScaRlWVRBUcDV8XTCNE1S/3U6iwhBLmDeta4swwLNcq/98D12M7u40iPVu0IytLlIxpDhUCpj25POUfFVHDlMqnwcgzjkUfcs7waFQlC7/D/isI+pwwSzpV6I4VhyHyZu4QNJragDuGZUqm0vsyAomOHgWwaWhvtFBKS9IK0ruFZ4sIIRr3L/ktF3Do02PS0LjucnoZDOcwuASi2yURAVMNVhLbW1grZv4269d3B0Rw/U3xu4hoAg+RgNTpciwQgtZaklI5ckVPAipSTQa5tjBIgQUm5AXXC2BWQBLtJY2TJwigZ1Ves+gN6mIevnyCpVU84Y6qp7gKAOozwCq3s0Zra044JvHT0k+GM+wJ8YXKHdksdn7GHRRONq39Yr1peP+PLlI16+fMLl5ROutxvWbcdtS7huolS354JcpJzShZ4hcirb6YMfimdd6weRS8XtekNJGS8vF1yvVywh4t3piDkGHKdJAFYIUuSp4RSu6hwBrXCfdONySs+w9OhYI0LOXNIer2n/k1AYLCswymNKREl6bcQYtH+QZt64ohQBNlvK8EQIpaJERnAVpc4ACJMnXC6TAJdScbuuOEwRVSkD255Qdum1ta2r1J5VSQuXXHBbRVlHBDc8aiGAA5ilJ0KMkxbaih3JuYBqRVAVIiLCtu/ItSK4FZ4j4nzFl5cXVPbYtl16yVgT5D9y3o2O2O8cnX5Sse8b1nVFSh1cZa5CKapFe98wmCW751BBVBE84IL2xfIOk/eYWr2epODJJCMf9itzEEmjUERKnzC6QC2y4ZcMwCkNyYPI62YJgCWLS8Wp8yHAR1QjCVagLSIxAqqy1jNyKUAWw81Z1QRLBUqPyqNKdNaZM+2cOPilyOZTqd3LFn2yiJaqVlkUuii4ck4izHcxGHW+fBBwNU0TQhA6b48s//OP3wNYjxmqx/d+rQbrkUL49e+Tjac923w72bzEiSq4bjfUnHG5XnHdV0SV4Peqalq1SLmqbHQpFTkRAhyYff8qGqlpPYJtUsimKDeeH6GDMhptngE1NhpML0q2YJL9jZmxbxvStoOtT4uCtUokTpbSEls4Vc95/H5A6x7ZKDcKKsnqC9CcFzt7i9iXUjSgorWlVYBRCB5cCRpvGlpG9GyQASyqpd1DOTcVD3gY1jHLZQ/rKXM/D+jux+PM6NjzWwbOgCAAKHjTPlfjfbvLWo1v1V8sEm97NbWgiIJzxW5F66EbKGG75rsTBoiERbHtspcwt9nuVN005azvFcBGRAjOxkBXBzNyVpvkBLgdpgnvnt/juCz4yy9/wS8//YTj+Qkfnj/Ax6j9iCKc7wpnFVUDoZ2+NtbTDaOHFmQis+Ny5o80TiKHaZ7BANZtw77vbY1M04zj4Yjnp4S4bXhZN3BVKn3KQ58g6tneYXxkPMQhN5FIO4/CEnANXkWGyMnepa1Tgo96rQ5zlF6cUzBaoGRynO+ZLLIB/EPAFbf/t/2PWOq4neiWFgVXZnN89IiT7LOVRYa81twyV1VVa03/vbEthr2fS8J+u4EgPT29d5hjwKK0SBM9EwXAKH2tnt9hnmdM86xiIGj1VSgC9itpqwhAavbG4BlDQROGeTEGeDrwMgNjLWuq3gMJFsl1Wu9QLgU5JwFXOemjg6vgHeZ5AhxhWjfpFUh2X9EYL7UUZMo2y3QOC2gldk1AK2jrFVQJMjsA1UHbsNyvDbOvlmmV437ujrwDy2p9zca9Rg40vP/7jj8luKJXv4xLS39adIhlYLkWlLxj325I+4qUpEZn26W54JYScq7IpaPxu9vc7FCfzGOthIlX7NuOnDJqqS3iKsDFN4n1Roe6D9M252P4svY3OYW3Br6vdMY4J7uj1gUf3rqXCrjI+pFo1I4NhBEqq6xqlUSef6jrYWhBsFE2NHrbHRMBVvL8+Dd1zFBVECMPNuJ+ordN2OoRvFFnNHKjWYs756KqzOcPRiS+6+hIdnxCp91wo9UAVpZ7JJGhuAGwsAAAIABJREFUch/tbrGZ8VqrZpEYXmkoc3SYQkBUOmmjflCfL/2zzBjdn+IYdb47VT1PkMx9p+dRlQZjNAOhYVqETSPver53FIXRIbDfdV32c/rKrkrUT5F65PbeIRmAFuw7hmiXqq+RM/Z9X29BGz+aSuD3Clq8lR36Vuboj6AY/sh3fS3b9cq5ZrMZX1kZ+mStjEKy8dUqUuK2MVeL7qKCszixORNKIRTnFYS4rw7xeN739vAuVPTmPTRH3gr6WwRcr61RZJrYjc3Dx/ulb+lPtn3jzYON+qSbPWr/d7U5apTfvifZfiFUOoarTrU7Oog2NgK5DpA7uHJCzcVIZexj+LXjLbBlt6oFKF4NCNr2M2adXn/2awBFsPgO3dmk8YzvPmPYu+x75LNcfz3zt89l9AFG0YtmX/sLLAgAG59XJ6T1Neg92RyAKUShAR4OOB1POC4LDssB8zQjhkmzlCPNVT+8TbABDD7ciOYXv3Fp/U33tpyAQS3Y9cCI2WtHmKYJlVnECHJovZiYx5ob4J6D9XpHk1gFt+ygMCy4iWIoi1JLw0n7YKkCK6GDqLZGh3ty930/gLAEhb91p9BsGg0T+eGqzCeTuSr+B0zWXO1a6yVl74EbsiYPX6w22TsnNECCgumeOWvNi2NovVLv9p22IDugbvWrXNu6bwG4Ovh3D+CqASubM8zDex9tgmXJeg2zsY/qQ526XaPXuReqyPx7qVaTazV/p5b7NdvWg3yvjVGz/e3q76Uq+tLp7x1HXGNp3R/RNdx80HFvsI+15/XfXYDo9fB+6/hTgisAclN0cfRNDLJIoD+ZJRqRdpSccX35Oz799ld8/vQ3vLx8xOXlM/7+97/j86dPWNeEy7oPBZsAWHs0EEBG2yMBa5KOZ5QiDkTJFWlP+PTbZ6SUEZ3HMi1YNIoxhdA40d5p7x5CoyqQc6AQm3T2I8Dq2+joNJk/oItyMOilVK0jy5ryFYBjioi2uKSJnhRbEry4DI6174s6946wlwICY/fA7hjFMZbggOJwyxlbEln1rDVrzjvE6FFyRjZaDIuSjnNSfGvS2alm1CKCFdQK3s3RkpqbooXoKWdY88+chUZX9h3EG1JKzYBYwz3yDBXO/eOmnjkN3Ssb/nq/obOCqpIztm3DeruJ1LLR5OyhGxyzZA3AhDkA3ot6409PJ5zmgPfnE56OR4kGKsXCwIhF56R+TmkGlYdTknvLCuK7+pJkUZkhUaPKqMTwpYKpgpDBxYHYAylJY2BnwheQcdVIWFUaQTHKzcBfb5sAzMlpHlWvN1AHk6BUKMh5lVoVwJeeASArUkfjfJecJXNFIm0sG2kAQWomQcDhcMDz8zPOp7Nw7rVf04+MvY2tPfd71LwxG/W9x++93j5zzHKNAPRr50JtR6JXHqYFPRhAUl7/ljN2bQRdlC6zJ2mZUGoGvPQ2C9VjYgfMEeUQULVe7n51DJs1BnCljD9TPh1pb+P+aFkdBwHS5Oy16CpVtSInyZZWrXlVgy5Tr30sNZPJ3aeX+ryH+2yUPrEr2muNhBWRcxXtl5zV/mmTcwOlRdtgaGNhEICsjbUViEzaGN4yVoBQqltQgjq9t2fwuIGcu6zeMPajUEpVG8pege9X5obR3p2JKb2ahuJISU09t/OQjDjkHHX/egMad/DJJOJGbGNBzfGpunfLNJVMX6NoAneziEkyEymXHnxT59OYJRXAnssQAuNGQRanUKyhZyASw8FhIonW//zuHd6/e4d3T0/4f/7Xv+OwLPj5/QecT2eEGBG8UOBQAS4MJhUIYAY7r5kO19eaOZl1dHLRx3q4xh6Y67W6AGS+KL3ZQFNKO9ZVqHcf3r3Duu+43FYR9CkV2y6y7HvNypst7bu6r8nw+py19rBapVwr1lJApWCvQIZkfq22eNE+W25RWXhmOBT1LdCDEKXKnvwKYH3n8VW7yHYRstWRMI2sTh0Qxs4yTVjmWerwUECcARaRqZw2zd5UlGy2RtvkNF9LQQlECMpDSg8OSn2cg0NwDKLaGE/zYcbheMbxfMasDaa9qq3egWsLHIGbL9sCmximUPt9yGg+gCjZk9UfUgEYC4wxM6r28cpKAxRaYGo9vqqpH6piYvAOcwggEE6z+LhEGSIy0cFGqRmlFmV6qWCBzWiuclkEeKdNm1mC9VStHTsUIFpACU24Rq7YvH6yWL1Spu293Vu+298e582Aa/XTvjKv3j7+XOBKo06j0W44lvukl3+L+omkd0X9Je8r9u0q2au0izHapFZn3wpSYaG1sQ3gfQCENLpgEXgzdpkyCIR9T9i2HSll+HmBi2PR/CCRSnYx6qQTdYDVJNhfD/R9lMecILIb0AGYegx2fl1a/t6Qd6vK3all1onaM1fMBE9AUefHkWWvZFHYvTDqBleWWI85Cy1C0rdFi2rY+8hJ7yprvPlIJ7EotdQvqRwv17YJQzef8U2P0eo/4uhRWnME7r7yEVsNG2QHBsblbo4G25sUTLSCbSsqJcxTwDJFUV/yUsPXHaphHbSH9YIyIzNM4ja/+hwcjcuQzG/3UCgG91nB7siNBbWdsy9/w3CNjzcTY9SgO9Hidff34wE46L1rNA078+ag6D1Unr19tt0rowXGGLta1TcM6yPI+VqG6K3X/t7zP3p87+f8HthrAOthEo/ZBGalCSptw3PP1JjTXmoRSg1V5FSRixexALay8buzap89ZjssjKJ/+LrvNFxbdyjGyc8dyNdui9CnzOvPGp60WTXuM/qxd/NP5mQd+rhwt3G16u/q3Az336Tqcy4iTsPcmAyyR4R7UMYSIDHQWFnFZgwAv7Knr+fpq8wV2lveNI0jsH1N7+tr2l4nl0kYpxPQs5BvvRfou1ffZ/tGS0SgwZQ/nkv/LJsr8t7KLP2XdIzaDNP3SX8iblOeaZDEV3viFHR5kqa4wUl/wvPphPPpjPP5jGVesGjmSpoVazDQ+vmMdmp83I3N8Lv+n/s/7sfpzu7J4bxDsHYsus6lrUlG9EJ5ZgBzjEgxtubCnlucfoBx1D677QA07g7yqgoJJpRGkdX7xralaBmDY7igjnQZ92TZ05r/8Ycerz+PaFwXsktI3zIBQQIejULXszZVg3cteAWtdQTd37fhXoowb89ckYF3nX7Bi3hGiLHJ9Lexsx132Afts9ukGDZ4WzNt3jz6fne2of/+lj24Z5u8/tnnnArWOAfvGMF71Cr14J6kHt9pwAcq8ENwYO9lD26AT++5Bm1cG5nR5R3phOaH9Ht+P+ajTJdOxOYf6DyzDx5+b9817EPjz+85/lzgCgCIhsktT1lH7VoK0r6i6M+0b6hVmv7mnPHx1/8Xn/7+V3z++Cu+fPkN18sFt/WGbU9IReW+FRWzfhcsuqURCGZGzgkAoD+w0QZPHjkXbLtEPTBTS/+S9yAvNTFG8a8KUuA84L28xhplet8kh72XolMzfcatHjcNO0aDbpF+ab4oijY57+LcF5WjrRUlSaSPuUCa5RlAtYipZOxCkELqKTtMxaFUj3kKqMwIpcJpVLDkgpQy6hzFKLXoGmFLa3c69HuEKlfAnDRzRXBeIr1JiyYbnKH7mjNm9PR9FRMlTWHjkH63fhv/fTU1D4PSnKWUdmzbhpKzUE4Y7acACzUyakDmEHBeIp6WCU/Lgqcl9no9czhAXT0LAFWZK6VUAAXOeZQqipfeSSrMeQ8XDMSr2IWf4HwEUYAPC8h5oS6o3L8LQRpGhijCFmQCF4A1C2ZHqipf4aI6hqTUwaqRs0LSLBgFrhIqTKnJItekzS57jYsVF1vWwqtUcgwBDMKyzKjkcS0OcS2STeAKLgBcabxzuVyHKU44HA5YlgXBx9Yx/v+Gwza8t53b++Nrzz1mrr6WyfraFVtCUfj5FbkWUQskYJoiootaJ1m0VlCabKZUse8Vk6MmLmLBrjddeQMvQHMwRkfSALKNvV2DAUPSiD3DlPRqD7qog2T2kB4ATwt4cA/StA3cbk577X3/Q0BpUfp9RQUSGtgsGUXrFYikRo0hdRQMyaaIQ8StRil4UZ7NBahZ6i6K1pySc3BFnBR6cA7GTNdbGSy7Z1WL1Z1zKEX7c43BKL1o55z24gldRp3EAbKoPRhwzu4Jt8zJY6DIzmm4obLGH4AWM1Cg9lxrrohMAn8cm0HQSbOqHfjK2FlFxpjBq9XAkxzm9HoNXHkiLMHBE0m9TPCY5xk/v/+AeZ7xl7/8L/z80884HU/46cNPiHHCPElzdTjXIupScwJB3EUls71Qu4ilkTyAllWT86v9/M33ZPNtHpxgdBEAsLj787LgdDr10oRLwYkIh8MBMQQ8nU4IXlqnXG4rXEq47hkFRTJUam9LEznoa+TxYJbWNLkUXG43fPIewQNTAGIIfXxCEF+nVpSam/PfwI3VsNOP5gq+cTRgb866ZdXk9xhESGyOE5Yg+2gggpNUGlhrrdK2Yl1XhBAxxwVORaNkTTlVCZT1Lr3FgFkVGmdV0wtKORQhC/FJlsOC89MT5uWo8vxBslZtrdrga6Cpo6cR37R/3IMrPLz4HtxbkGwMjDbwZCGlVq4BWKDdq+iZ8w4eQPQVJUq97WGqCK7A+nGCCDFl9T2UrWLg9Q7ADOE77sA0OIfCDEcV1frX2RqoVewnY6gZtPpIm0MGoKinXO1DRlBlT+ON/fMHJ+OfD1zp0ZY+SzF+2jeUnHC7fEZOCbfrF6yXLwK40opaEj7++h/49Nvf8Pnj3/Hy5ROu1ytu64otZZTiUNjjbuoOWSRnhddckbNF6rXGRzkitTLSLpQuEImTH8SRdULEbcDKaCXsnYCrEBq4Ih80SuBV0KI7IXfZrbsto9+PTmMRWmDKkuLNOWnRv9JmmHuTYy4Acru7RLJViVANw3tRAwrRYSoepVZM0aMwI+5FKFcQFb+cPGoNAMmGYuDK3TYYaLOF3uheNUOCXA5EUsDd1KEIQ/PELj/fN3TlTAMSFVJgFYI2aCYtnP+nzMQ7u/7G37jJx6eUsO8bSslKQ0EruG6CDmpkiVnA1WHB02HC02HGeY6Yg2/gqvWZUkcUAIjlvmQrgq8VXu1LcB7kI5zeI0Gruu35SQCWC/DxIJuK9icip0CKSIIBztQJxbyQyscTq1qhUiVMwIQJatCLOu4eQJC/q/oZWIMPVruC7mhX1kagXBvA9k6ijwzCYV4AV7AkRgw7UKoICNQC+CrCGBokcUSIMeJ4PGJeFhWn+e/pcfWtw67VwBEzNxqUHeM5PtK/xufuHcv66nXfPA/bo2BzV2iqW97hvMMxHBqVslj2ChmMipQc9r1i99QztA3gjBdyf91Nw0C/uer87xlRbtQ2uz6jgQhurx1UmvPQslYG2tpFtfklNSo9K9ROg4bX6WuKtXloPos+30BVrzstudfgAlJvYXmRyhYg0oCIk9pci6Zb4bllIpgBVxycNlqX2ivzFQhEHXiO8+URYI3zwMBV5UdwJZ8RtZchHuaTjQ+z1I09MiOs52EDVg9WUTJNr61l74XTdgeIqh633nR2zU5rPnK7np6RKjBnTQATCE2Zz3ZKi5Rb3z3LTpmDfJwiDlPE+XTGv//l33A8HvFvf/k3/PTTL5jmBeen5x7w1MliJUzO/EhLaYJBperId8EMNh4zbI4NAhdDIMTmbAP13IEsqf89zzNOpxNSSnh5eUFKCdM8SelBIDydTpjjhOu24XC5AETwtxWuyA1l/aDMQ8ZVb2yjXPW8gIgw1YLL9QbPjGUK4CWiZyCdtmVwUruUXROGaABLx/DBLf6vHbpmW9Bh/D4QogvaU3TS/qIBgQDHui/VAi4Zu1L3DwdCPMQmGCVrzel1mZ0pUjYSglLmfJNfd6r2672DD66BqxBVpt97PdcxeNwB1t1h02IE3e1Pfb7YuD0CrOYnwSiB9ywiAG2fJhWUkOoUuYMGskLwmGqEo4qlMIKvyBXIVa4i+B2VGZvSc6kZ3jE9IM8JJVqek2wigCr27C7kxpDgFowe2O/YOOise4Z9J6lfhMawsdcxmmUa7VoDlt812+R+fP9L/3uP0Zmw42u/j+/p7xX1tVoK1tsV6/UFpWTstxeUnJC2K/b1KhmbtKKUjPV2wbpese2bRB4UcZPzcCy9Wtg6ooLhvKkEdjBT1dhh2Ji5QDbCKmlzsFA/tiQR3XUjlOARQhJQQA5TqQBp1Mv6wJBvWTJpIKyNNyGvkaCCSsoO96kbxZ7eLlyQa0EqFXuWTX/bO8BKe261CT1zNUT4qX9mZTTHwoMQnUPxDocpwgFIS0VmxjJ5GFe41oJcpG+WDxEAYZpm5AJQysiZFTSpKg5ZM0jGKMczmpHRsIidkfEqRYy+NUW2++JMybGHeb9rbv6eE9vOB/fAioY/NYnnZuKpYRnNLUGkzM2IybygKtEbQCiXvU+GUmDM6VN6ZENmYLCXeycqQ+r0EMMXaQpY2aFou1JPmjEi68Ehm4j1WCPnBYSFgJalGsAVrMErAFi+txYxUkoncDqmVVNz1UmTbXa+C02Q1xhGgTWJJeoKmVXLZWorVO9bgjlLgYDoCJN3mHQjWLXugriioipvXiLVMQZM04wYBUwSWXPbb80Pfvj5xx5v0boA3AGu8bXfA5bsM9/6DGCcu8NnM9QBhmyCgGY9Ckos4nwHqR3tc1mdVw2CEBy4GlC+OyGVHjYbp2tTgYK+SP+v3qM6FJ3+2deTrDN0u6CvbV9Jdm1qU9pr27Yu90XXRMuyjZ9jYAqPwtRqY2j4KZ4wjB7IXJszWUc6lC1btVHBO5wOE5Zpxm13rc9gaSIZdg5jpqY7UO1z8X37ZpVUTgvI3F8T2h4Ey1zZ5+r7iUjb94r4kY2FaysSeEuh9W1g1b9XGrX2IbPsdamyn1V1mtpSZaNt2YwZ5rGzmcLt871eR/AO3pHUQ08R0TuclxkxeJyXRfpXHY949/wOh8MBh8NR7YU620qJ6t68PoZ9pq1nq5Nr181Nslq8RfUYFZDVCtQi9j23umljd9j+DpV5V/ug31G5qny2qCCCtFk1gEmpganU1nheUyuSVYO0v8jQQKs628y2RAmBCLMTpdroCdGLCqLVuZUsMu3e5uUAjMelQ2YHhnn2X4JYzG0I+gwzO6H7BNl+qo8maNHlyFutZBXD4oNmrbSYUGrHjK4n4+hI6gEtG9d6S0L8Oe+jsiPk0fabVuAp69rIgY/2uN80uTILDAHDurZn7iNI5il1O9hvU/uWdr9svpptbns0aSCowlWpAWeqCKECVBFCFgBZTAUWzQe0CcREeDXC7fz08ogaIH0Uj2U9dx7e095rNl2/10CW2V40gHf3wrb+7Np5/MzvPP6vBVffOr7lZFSloaR9x69/+ytu1yt++89f8evf/g+4FlBNUmRIFY4EMJS8oZSEX3/9D3z8+99wu92QkjTGdX5CmB1qgaizqYNPAGJw0iBYiyIZAp5SErqG7cU5CVgBSNA3CC+3DbkSpuiRUkbwHre94rhkHA8F5CZMExAXQiQP5yJcXDRL4DqI8l4dc5GLtgg82nRgoKZWaJ6z9Hfa8o4t7dj3hJd1l1T+RfrV5JSwrWujqgmFR4w5Aa27e/By/a4ZI0IkhxADFiL4Z0bKBcdlx9OWMUWP6BhcM/bd4UoM7zzm5SwLgyYsS8L1ekPJn5BRkIMswsJALga4ZAM1io9OAAAk8sVVO8hzQOGIbavY64Z1TRqNZelhEc1xt9jh78+1b4H90Tm9dxMqjPnrdPZU9h1gKUj2jhAd4CkD2ADa4YNQ46SDe1Dp8iKZK+9wiB6TUhsZpD1cAEdd/bGVuxJATjJWIUrT4fkQUR0QKkCLR/QRhIBAKptrMu1hhle6gp8XOB8kyhYn7QsitA8eBDGsMVtjgCu9ArWC3Q7UguoSKnkpnGWg+gJyDtU5oZSxiAR4Joj7k+BcAVeHWjekAuwF2LJSSGttoh0OBZ4YhyBr6BYDnqYJay74kjISNGBQZf1NYcI8BZyPZ7x7/glP5/cI0wEUJgWKIyC2Ubaf9eHn4Ej+AYfU3SiofARBQ0T5e4NRY5bnkSL2uIUM+Fxnr21c8jOnjNt2g/cOcZpwOp0wzxOCE+lc+cwKTxHBTQgUwIVQcheZANBbVwRtku49mDyqOXuqz0bNs4PEH7wKlGi2weoUGvjRn8OP7lAQQwIZ3YsXgRuv/rBEYsXMaC+lWoEqFNdqDm8FahXl1KqAyouRQmDJUDiuQEngnFTIR3Ip3seW0aqaZXdUERwwTR5zjPj3f32Pp9MJXy43/Pblgj0V/Pblii1luFql71uF0pikuXhztE2ZcRj7xzEHLANCADJccchluC82D7yDiwFuCk0CmvoHNbYGKqkTQyBh6AnNt+ra4Pvvvh+dvr56oF1pRFUb3DKQsgQG95Kxlx0ZWVn0BJf7CnTQIIJ6Tc4RyHeKNUGCS9EJqDpOHtF7vD8f8eHpjGWahAI4TXj39Ix3T0+Y5wXv3ysF8HjEtCzwPiDMi3yXUZ8aqCKR0rU9WzP+zgcVzHGN7i0iQxryTxUoFTVphjaVJoqybUn8nXVH2Xc0xgdE4p0hTZLJe8A7bDnhst1wyCfkmuGdx/G4AABe1hueL2c4f8P05UX2+jCBpkmCpiqjv+4bdjnJ5tT6ynAMHIPHT8uMOXi8P0ScZy/gN2dkALd1g9RnM4I6+KI9peu5avbQe7jg4aOHnwJc8H1K/COHRR3boTqPZKUEQPSEJTosk8Nh8jhMDpOv8MioJWFfN6ScpfY+MUAO8zLDeyclJ7WAuMC7ClImBUqVtigxtqCdBOMDQBHkJ8zLM+I0Y16eMcUTXAhwLmqQfShxsX2F7Cda82h7VBWaknVlu37PTKGp+/FwP+6tfQ9QoQdANLAPR3A+wLLsHiJaFaiACoN8hvMFoRbABWl5wIzEEsSNV+n955mFLQJS9kC1lDGATnuv1au/4uA1eRC0N5yHAC3WAIRkrVQFFFpqQP1qbEcgBaBUNQJTh8AH2Vyx/DV6VAfUb/R3Hv/jwNW3HAajbxSV7V7XFdfrBZfLC16+fAbXCk8FDozogRggTl3ehDqYduz7jpyzLjwPchVOJa+dpntNPvQucwVdAnXIWKkDYEWeMmwWRdJsSnXYszgfey7wKSOEjJS1HoY1bqFRXIse9BCda+f6ELaDOPUDzDKVtlKQinxHKgV7qUi5YNNH1p+iDqOUq8La2JcR1ChZYNMbP9paFDgHeMYSBTAcKiNDijYtqlOrRLFADhNJCjyECK6E4BO8k4a1znl4D83C1L4A9BwsKIU2Av031gK2osCwmOqeOj8mDyuT6fvm3I88p8u8/11/p/EFFkcjNflkDmyVB6HVNjjNLrUid+py9xZxYUhEsDonvH6iRmkCiVMIcpKtcQCFipjF+KXMgGe4ItksZ1EzJxu+Y6k7NICo3IAWyWrzDzY+frhubtEgaFRSolYamCDW98pz4uCKalRF1XpHGVPjcRd7VEauGsG2tYdeTOyJwI4RHCF6hzSoK2mlFxjq92igIEbrbzU4R69HfBzI4f/jxvVf8Qr0Wx6c4cds6R2oH0DWmPl/iwXw+Fr9B4YPQzMgeJi31IGYRMRFIZVUfVHoMkqXLvoWBT8g6kF5Ayb20UN0H2r3+vb4NlFI/mrZX2rP9mvqp/34vpaxsoeuyRaDJgLYdn6dn+ij3ALv3AEdK6/fIvBORX+I0Hq9WObKsmOk2z8Ge+ad9MaZgsdxnnA+ziil4LbtcsXqjHT6s10A3TlVI/i+u/43AJb9bmIfj28j9IyCZRfbrdPIOJm94apUnj6mTgWO7CJ7Wdf9WrGaWfubZK06RQpstE1ttK6MDKsBVnMIwOjUau9B8J50LxKbBuZWW2VsgOikvuq4zDjMM55ORyzzgndPT3j3/A5xmnA8HoXaP00iQGAgiahf2J3poFdzsM/NnnUSqW/u2ZKsj1raPiatSWQvLxpYanMBrDaz95gDIPdJywHGgEZr5hsDYgotc2X0+koEDwHLrVH3aEt0XQYStbg5iCLeFLQhc5aAhJ23hW9IneRGyxrG3oLEfY79V+3ovZdgZ9CW/tA6Jnj5KZeoTJ+7Vi6QueydZimz+ib9uhrN1BFi6IEfp3tk8wadgSllR8ANQdGerbL9rK2SYSLxw+Puee7r0mzCt8DV67tl/okEnSRzpcI5mrkSv09YI86LDXdeavZM/Vrq2rvNsu82Cqt+yWCzefg7d7fPzmjcpmB2mGGZMED3PJCWFejds+83SUK4nkRntYk8vu4rN/07jv9x4Or3jm294cuXT9i3DS8vn7FeLwjB4+df/kWKC6PIUwfPCJ6R047L5SPSvuHTp09wbsI8B/z8k3Q3//T5BZfriqIABAxMUSYMuEjhLKC1SiK1m5V+1uoBq0TGpjjh3bv3mGLEYTlgmRd1qm3TEMELAAjukxSHz1GkOmuR3hDeI0CEB5o6FDuQh9bTlJapYJYu2CltSHnHnhI+f35BShmfv1xxua7IpWJL1leJwDRjOhzx9PyL3idZFKVklCS1WfsmNMqaE0qSOqmSEipYu62HRrerlQEfEFSdiCH3ZtsSUi6IQWsFiJCzLNAQIp5OZ5RSEeOGlDKSnSe6I1bJo0IjT4FavUyYJpCPKAygVOyJsaaClIs6O675y7Zg/1mHLu/27w6wtDaiZriS4EpCqAmx7jhQxTlIKj0ZYCKJ+rBz8FMAccU0BcQpwAcPFqVf7KxgITMYkkFNxRoQk9JIqYlOxNuG6bLC+YD42xd4r00dozjHFm2bD0fMhwNCnHB4eocQIk6nE5bDAd57xGlqkVg4zaKaT9okYzNYO72nTQVmUkLaNJu6bSp4siElEfZY1xtKztj3TQRoSkVJIlV/u26ivrntuF62XihrNA4t6bFxdk4cK1ct0yzGVbSeCNEDkwe8SwAuYF6Q6wW5OHi3gDC3UcQwoqPjjTZDvwbIvn18q7bra9lFyLRYAAAgAElEQVSn0Xl+C3B9K2sF3Nfb3L8QhooaiuiONNSJY6SUcL3dZN0DmHzAYZrwdDxi3R2+rDu4VJALcGEGnMdWCLwzXtYMuq6YcwSCR6gVlTwKiex11U0ZziEMY+XIITivfVWkHgkwJxVNjEKodV4zf05rUkQ4hXmA1lXaS7CTZqgFqjtAUstXmBoYLLKHo4BQyKOSZNlQSWS+ucKxqb96uOhRA2NdCnKWQAAsA8YGDTt0c06eWYLDaXI4LgG/PC348O6EQLLXXNYN//mRdT2FViDO7Ido9tcB1mO93nh8qw6PvBd58RCUITFQldjAsYrV1NIbjauMstU0tM9zMpmac/SVg5xk46yHUqmMbS9YU8Zt3XG9rbhtCVkFLmx+h+BxmGd4VfWbQsQ8BZyWWc5C25Dkfce+ryD0/f14UOrfsuD9+w9YlgXn4xnLchAhqsZWqeCSRfWsBQ+6+24CU9XU8WyAiJBTkn2SWGqtS2k2b71csL5cwKWgpF0Bb8+eZm1rwSlJI3ZmlFoaUKvM2PYN2yp7v2W8sgpWAYToI+AIy7Lgw/t38CHg8PePck3egZ2sOOeD7CU5Izkhj3vH2vKiwoHxvMz4Xx+ecZgifnk+4TzP+HK74bfPFzCAbV2RUoIDI5AED46TR3CSJU05A56G9eNUdMq/OSf+0eNO2EWDHzGIANc8BUxTUD8RQrvUNik5F3gfcDwGLPOCEEVhsRYTIVGnnYVIDCLEEDHrXLPGvrVWcC5wXts3cMV6u+Hzx4+yd3qrZ6S2d3ll2BhrqAWqAHB1hitawJtbBmug/1mNOjofu9Homo1Ag4biX0mAi701AhdxKskoZVBlEHZQrRJEcnLPUJy0HAgkj+JQvWb7HVCVQik0ZLWVOj4VFaRZbgNyRsaS67Z6WqP92vVRsyN21dV6gakPJfhKglpiica9WkRWyDkFbL12scPT7z/+VOCKmbFvGz5/+oh933C7vGDbVkxxwocPH+C9w3FZtGkvw7mKfVsBB2zrFXE6wDkROpjnWSN4wocvpSKoItYyT4jBo6SEtK2otWBPQrsztT2W3VdPTBy7aYr46cN7HJWnfVgOKApWainY1yv2tEthPhdMMeB0PmGaIkCEednhEVQC3SKMABHDaQ+QvkikqzhzRUob9rThtm747dNnrFvCbx+/4NOXqywiiLN5WA6Y4oS4HPH+3TtEjdxNMaDmHXlfUXLGl08fsW0bbtcXXL7kZoBQK6JFgCDODANgH+CjRK2u+yriDZVRE5AjA07BGIu7633E8SiNab33ko7PBX7PIgpiPT3UNSICojcwEBHiBCaPUgkVjD1VbDsjZWl4a9xnAG2f/+8AWN2tMA611PxQzaCSFVwlzKg4eqGuXKmTlgRcAQgCXmL0jZYqqk6MBKXNaNZRqBxJI4bUN3+NQjm/wYdVI1IRII/grXO8wzxHOO9wOp9xOJ0xzQued0acphZFjZIClkLkOMMFtCheWwBgocrkrHRTyS5vW8a6Sh3AuoqC2r5vWLcVOWfcrjdkBVnbugIsAhRgxrbuSHtC2hNuNwH+ojQoZvUOApEm2jzBV4u8CsWMVNJe6rIATwnADcw3lHJFLqLyBER0ENWd4p4jA0ZD/c84HoERYHZgqF8Yjq9lst76zLe/EK8AFoCenQCQSsa6bTjMM4gJ0Yvq1vFwABFw3S/IJQvQCBNADnuRFXDZM3DbkRgIe0ZkgHwFe4lqo6pqm2ZMHVyLAAcVehB7ro6uKhCa1Do5UlES0td6sY0EtZESWCpUpQ6MWfsgAcVB1g1Jzx5hG1AHV+RQicEysQZQY3BbHDgX5W+HKWNfKtZ9FwpYLbBKJI2hggmIJNe6BIdT9NK/7jjj5/MCrgXrniTq7xhSC1tboO0eWPU5MD6+Rgsc/217yOMh4hq91tKmSPsyVcwFWY+kCq4O7KSu0Sg/Q8rmLiDwVu2gXA81z5EVXO25CMDaE27bLsJTGlyCOs7ee8yz1BN9OD/hOC84zTM+nM9wAErawKXg5fqCT5/l+0VwgXBYZjydzzgsBzwpyFqmBdM0d1U+qLNcpOYLWjNoXrGowqkKoNrj1tgePVCYqvSXyjnj5eULUtpx+/KC25cXmcs59QAH2T2TwXa1gljo01lBlvVZSjlh33fsWktt4is5F1W2E+s1zxOenp5QQVjmCXtK0uwbGtDzAQxoVlpU35wyDqIj+Fpxmib88vyE4zzhX9+dcVomeEe4Xm/IhaUGHipnD5YaWLfARd2vSpEG2qpu29fuH6jWSvd22uqAQnCYFFhNUYOLlLVWO2PbdpRaEacDoo+Y5kmbzAO0UxsLWPZWwU8IofmSad9VlQ+ACocxA1wZ67pKcKdFfDWrptlea9Uj9aydMSWUSqsJtb0IgMMgPjTAA379uzC+9FnuRQxM+pnGMmEGglcRiAKCBHWIGVSLACAHcIYUOoOEChsckAnsJVhWSQk00HYTd56Rzm0yMOoUEOkejqGqlqBUWh7iMmYvWMe6+12swy5/krHi1myhzw3mXjfHtu/ZbfuB408FrgC5MVZ46IPHxJMUm06zKrOIs5jTirJtWNcbXl4uWNcbUkriBteKfd1QmcVYqawmNG1fcgKqyelKRKnkLgfNRTEu98iVV0egRX0ViDG4q8OgIqrkawgScc2l4LauYJBESrzHsiyieheCdjqX7uBSGN3lhktJqFykZ5fRHVkc+xgDDssMEQyQKOQyHzBNEw7zIk30gscUgqpUCU/cgQXsgVHLhJJm1JKl0LWUO2U1c0ONamFCH6xS2EZ59CrkAf27Vu0Om5CCLsUGZgCqEdSIWjd67yN8mFBByEo5gjoTzvt238giqm9E+v+QeQjADMbbxagCrJgLak7gvINKhisZh+Dx8/kJ17DhtlYQ79jZYVcg6YLXDSE0h5HU+phBtqbWVFmlidWJtjoJL7xuHyJCnOV+uNA/Q78r5wwqhNv1JkBqklq8GCOo7EDeRe2Ri8zHUuGD1E1xk2JXykotUm9SK7bbDXtKuF6u+PLygpQzLpeLgKu0Y1Mxmm2Xmr9t27Dtu8xfpSztmzRczmnHtkrDQ2KpR/OOEIOYYqNXMFmh9NBJnhwiESIRZk+YAynP/oacLrheP4JRBLEugKOAECadP05BqoyyGHDLCDw6A6/n1z/iMIziE6OT/BZF+q33Pf4+vs+UxnS0FHjKubd5pf82sMUQepY0mtQm4CAs04Sn0xnOOXy6fkLKCYBQdMEFt61glypyZK647TsqKkLwuC4J8zQhhgmHuSA4j8NcVSpZGt2K6EDoK4x6tJFhtDaJSt5JvrNEinPewbVi23fklFqtbK1SJ2qUq6zBgJxzq60oOSkIk0xpKrXVAclDnQZzCuQUpSZNM/sxBqRasWcVO+Kq0W4BV54Ihyng+bTgdFxwOsw4zBMmv6ogTCNStrl1N+ItWP06ezWCLJsDb1NMX88/q8N0SgOm0cYpECJzMh0rs4DArHvU8J42F3mgRA5CF/KcBt0qACfZeKPZp1ywp4w9yc+k7IRiVHbu2asYA5ZpwmlZcJoXnJcFDoQaAlDFZuQsNblMWr8Nh+u2o4Lw6csLti3hsCQc5gTvA5ZlFpGfGOG4aoZUFBud0Z0BqZOF0P2qerFt3eQs9jDtWNOOXDIulxfknJA3sW2y96kfocEEG4tmq7nL6bMKRnGVDFWIEdO+43K9aDBsRggqoOCD1n0FxBAwx4jTsqCWip0JSddWcTK3HfU6tgAHEGNxhBiA4zThNE84LTPOhwXnw4zbtmOOE4gKtl1shNdFUV2vjWm7ogZyRprvHwasZFI1yq6II2h7AecQBpl0steaqigYxCIpH1XsKLR9d5yxciXOWCa6VkToxYG4KHjyUmMaxCch53Sqa91Q7fRQsbOq+Kn3y2kmXsoFgmYXVXTKOfgpam0+WQwEROMa7/WYgIlBWVmN/C2X3OjB5ruVYllTaaljjZVlbhfUmlFKxvW2SmnObZV6tX3XrK0qQ94hnh4IasCpzYdu3yxe2/ybFknSwWLuiJLsMy2wTS35YJnlth8a/DJQ1Z5XW/YPzr8/HbgqVWhFpWQsyww6zIhxwTwf1AmXS365XPDp40fcLi/463/8Fdt6w/5yg4NDTgkXVRdc100obxo9YhaKGXHVfiU7mBlZGlVjmAtaXwUEHzD//9y9u69tWZbm9ZvPtdZ+nMe9NyIqs7K6q4UKCx8XCQuE1F5LWICQ2gGf9nDbRUJCagNBOzw8MPCQEBYWfwEtutRFVWVmxH2cc/bea635whhjrr3PjRuREZnZbfSS9j3n7rOfa83HGN/4xvfFgSEOgPiOCEUtCbI2jrJh7XdsilJV0MnLkljTE0O8MF/OeO84HA/EGIkxiFy0tTCII7ugrkIDW5dFzseaWNNKypK0OAyHaWIcdzjniXGHdY4hjgRVDZqGYUPzxSBY0N1aHNQ9OUaiM0RrhMLgLCVnfDfcVlSoIVQrFIVupVJzYc2ZVQPxVGXTbUWzoVYxtWD6ZmzAUQl9gcfSXKNWQ6ldPjtinSWMO8I4kUrlfMnk2mh4rLf4EBnGUc7ZjThAQ87ZF6OJP+jok/RKGZNwTxdrGpSVspwp8xmznPFp5u04MP3yl5wuMzXBR3PiORWeVkla4jDgnWWaBoYhErzZePJOvTaknC39gqXJYt4V/Ix1DOOE84EQI8MwgjbQYsyWjNdSBG2sldPpRaRlrRPUzjle3r3l9PjAbrejffWVGO8OO3wcpLrgxLWe7jlTRdCi5MynpyfmeeG79+/529/8hmVd+fjpE8si4ipJA5K+sKVS1OJAhANaa+Skc7NkyjLTWsE2SbDGIXK3mzahj4YgcMY7bEPoGtUwOM9gHZNzHKNjP1iCWcjrBy6nxG9/E4nDjoe7b7jbvyXGicPxQdYR4z+71r13xun1vg2Af/+jB8OfS2rfBsdb3+cPBNLbp7zZKG4Dly1pA4z2sdwmVjdPum42CnXmWrgsC9O6aqXJcrc/8qtvfsmnlyfeP39gSYlaDUuSqvw5r7RW+Xg64xQp3u8izjvGYSSGyDiM3B3uCd5zN01MMXIYR+qhELyXhu4QIGdMFnpVV25tmkRRjUr0G5xTH6damJeZUguXWZL2To+WRFGNUKuop4pq6irjrGSyUqG7D0/Jmazqk0UFLqzRurq1m2jOGAT9TzmznwYwhvm0knPCIIqWFsPkDNFY3h0m/s43b9hPI9883HF/d+DldJYxXrMkWaZJIGFejzEZLxrsZbbAvANR/fcfG3NfOoy1aiEi4AzmGvQI4FbovQ4yvq40OKsUwD6OvjdO+5i6nS8dhUZ9s0wmVekJPl0S58vKy2nh5bSwpsJlTpRyreBhDcMQmWLk8e7I4/7IYRh5tz9Kr6oGjZ92O+IQxVagZkqrZGP59ukFby88nxa88xx3Ow7TxDBE7u/uCEFoX2EQsR8xT7f4bgJrLaYqnV0TqZwy6yqeki8vJ1JaeTmf+HR61gr+hVqKxgyR4D273UH25WliHAalzHWgTBT1RBSlq/yqvUpJpFXAqpQzznn2hwNx3GmSP+KdY2zI/tDgqzeP7KaR85o5J9lD5wK5NgGi6MpvsmbcDYEpeL46Hvnm7o79NPAnbx447CdaMzw9XzgvK8/zJ5Z1xTsr7QaNbc/BmI3O2ROeDkrbP2ZyBUpplEqQ95bgLMPg2Y0iaOScKOBRu2WDJlgGxnFifziy241bRWqj57UOwosRvUWYNDGKYE3uvpxK/XMhEoaROHRPNKEXpiQMneUyC101rZzPJ2qtrGtS2wlNdI1lCBFvPeM4spt2+BjY3d/hY5B4LvjXy/aripVW7kv3Oi0CbNbCPAsgL2qUwoxISX1QU2ZVOn9OAoQ2FYiqClrVUphzYkmZtRRqSlCqUAgb2IqsXdu6oKC8xi/086njsseUzigVsHH1jauN66RHe7j7FdcKVlVMkJu9bkusbn9cAfDtzlug7Cce/9olV33QQG/WlM3EOC2d6unJRQbquibWZWVdZLHraF9OSTL3kiUhULU9ueAiod6RTKlEdTDR3GTP+sN0qoDws3MpmJylGuWlcuXkgUJvMRKQNyq5XtVTglup1ZFWQbOsQehKzomyipZSm6JWRWVXrz+vKAzbAqm8Y01i+gwUOV6lwBi0ubajwfLduuN6cxXrLDSZFB2p7QPxeubNtllWFSBoxWCyeh4osiEk5iwBh5bD6VUb2ITCmrnSLsR0sHt8qU+LBjsYs6FzndKyobXdO2LDnP7lHNdW7Lb93pGbXhW1iB7e4B0MA602phhZYmKuK4ayScZapUJ1ukA/7xvtURej2hq+SqK1SZlb2fyd93gnN4wRk19EpacoFWCrUCj1s9mCpdKcI80X1nkgWEteF0E0XZAKiOkJJZpc6bgsQv1Ly0xaZpb5wnwW+wP5uYrin4pxWC+frWgvS+u0LL22pV0l2AWXkAVWAGJNrHS8bHQLo1QLY1WhUSmBXsQDLFUV3VbScgEgrRfWMGOMkco1qjpm+3y/Gfh6xW+guVfVgW1M/Mxk/vOq1e3xQwIVn7/vj1WwrsIDbHW4Po6uS4NuP58FyZuHkaJ/wXmmYWRNK8F5kfbX59V6rfo0K8BJbVWU3rKlVMOaKrmAtQPRexzih+Mw7GKU5DoHNV5VlFvFEoztIi6K+m5IdKNaSy4S3HZWwLws5CKgWW1N11xZA6v2teSUFRhIm0l8T65qzlu/X9FgrBrpo+n0SQN0480+b7tpbKtXU2hrhOIcXWMMnv0Y2Y2RGIRBYI3ZJKy/t2IZtnOxzb3+4wuJ9o+Nvx9KvDahAWNvkvzr61nb30d6M6zpVcUeoZjbF7sRfjC63lw/8/adNEnqfRL92nQQJpeqFOW2VbVuTogmltfePK8CTFIplM9mjdpMaNLQKVqpSAXMr4niRP0taANISivQJJDWvqDqnCTW1tKakSq7foXWe6a0f7mvg+u6sswXlstFbFAWYQc4YwnO0+yVeNwTj95raIzBeFEDtE6o2WJea6i5yBqle26MkWEYCP7qz9Qpd/01BQiOAtA2Q2oNUxprrSKFzY1/opEqz+BFsn4M0s82BM8QA0MIMneVVSLAmFByq7WbRcy2PvdxoHPhKlDzx02u+sjo8Y/tTAalg95KffdEpM8H5+zGGDHGYtQu5dVra9JjMVtcgopnbQJJZusUkr1Lx0kplVUTmmWVfuJ1XTjP0oO8rCspZxW/ks9bYiE4AfScspdCSqDrTWvu1WfrMfItnbwbvuectDhRWBbpkStZqsS1vk6uluUKPLWq1jEKgqzaI5hK1qr/FWSRvKdHQRpg3iRGt0vEBrrcXLdesf3i0deQ793Xgy0du7pP9T6sqxiJ+eyp8txt6/sZx792yZVwrGVxQNXWRAmt0FrefJvOL8/M5xfWywnSjMkz5IWWF0qaWeYTKWXmNZFy1oHXaXXlWn3Q+LwrZKILtiCEImddmuOSKnNeeVne69/7YxxDECRqiIIyBOcYB5Hv3A+BIXhqgtYSzsrEC96x209AFQTKW5xF6XSiLpQXmYiSRAq6ui7y8+W8cJ6TWmjIUBdncKGtDDFo03j3JuA6GXoloqzUPrFq/95tKz9bHY2uNXxruCaVqVbkeswpY2xl1UDaI6pQOa2k5YwFpjFIUKGbiZxzWRBEtlkpftbRrCVpYjwvmaeXM6k0Dvd77g+P3N0/cLy747A/4L2XidMaxlwNRW+PP5yOsJ2xa8j96heDsY7gIzUOHPdH2vGBxb7gU8Iz8nd/+Sd8tSb+8jfvOf/6WzlPqmwVnCU6z+C4UttCUH8mQZgxhjUXSmmbXQoYEbboFa6iusWqZBm8xbuR1hrTKIFsb/y2RhF2A5M3sF7IrnF+jqQYEWnznSSw6PhXOf+0LqzzmZQSTx/eS4Pzy4lQZ4ytPOwiefSbNL2xFhcHVNaRhhg05ixVgmW+iMhFTmTtfUzLhZJWhuCJQ8QYQ65CJeoiCN7CYKG6xt3guB8HdmPgTx/u2U+RvfGkpxmTLct4oubCC99S1pUQRubLCe8Dh+MbxumIsQ7rolatzM2178kQN7//fin8D/XFfG/EmWtA2f/eK163z/sSpXDbtKzdKBftln62xettW+oAcmssObEkRTpTYYoj37z7mnEYePPrB1qrONOgFAxV1LisJcRAGDSBrpJYLetCbSvOzXz34Yyzlv0QGbznzXHPy9tHpiHyJ1+95bATkZUQRwVRbqmg18/Z9DwUFU55//49y7ry/uMTT6cTqVQuuSgIaqlIYOK1+ipm3gKs1SLJdU+8RNhHqk/eyHncjVGEFDZfOFVUs+CdWHCs2UmVMCURg/GOYB1fPxx53I989XjHr75+yxAj0zCBcayl8TIvnJZVdiHraNtcVq82cwuWcQVg9doXVaG7bez/fOzc/rw9rK5Xgob3xHbL4KjVKppvKEYC/e4RdpsQbj9vJOL7PPl8XNfaqBSRJG+w5MxlybycF15OM6fLyryokp4qT3aKpTWWYB3eOKkKKQ30fD7TWmPVSvmSE+e8yhsGuV7eWu3ldZg4YJ0jtcbLZWbNWR7qHbu0MCWhik1N7EVMA+O1X9b0SvuqydPCcjkLBfoilStSYkCSjjhMNMCpb1bDcF5WbMqc14SzL0IxDUHm0Bhx0SvFWXpIruCK0MVCiDy+ecu03xOHgWHcbcp1fU9wGoO8e7wnpR1Pl5lpXpjXTHk6s+bCGDxo20HTRPUX7x55POz5+n7Pu/s7piGwmyaGQQxxm7EUDEvJXFIiVEtoQikU1UMrbQc6Fp2zW3V16y36o+RXOr6N9EPJ9/VE77TPyhKC1cqaVT8x6RUchxG0ErVJ5/e4/CZp6uqmMUS8dcIy8Z5S6ta3lpvY82RW6odPWOdZSmOtcj4uizCl0pIoKkLSk5VlEVaWt+Lb6K2lNVFp7GIyPgWInlgisNt6tLy3imdcVSPXdZWfy4WUVhHW+PSRlBPPL2fmZWVNhXmRfsaU6gZgFM0rtXNZVDgVeOiWDEmrXrmJEpCtbYsHhfsowXOrhlZUwKKDf7VX/7vnZT/XfWFodC++V8PjJpd6DXIa/Ww3CdgNCLk9Gd2zNyzoNoL76cfvTK6MMf8t8B8Av2mt/Vt63xvgfwL+HPjnwD9orX0w8gn/K+DfB87Af9xa+79/9qf6A47uIF+K0TKl9gWo2d4yz5sKWZpn8rpov0uCkqAmak6kdREls1VU7Yry76HRzcwM0gcEZvOB2dBDI8aqxjhRNypVFY4uSh0R6kKXQXXWMk0Tg6JL98e9oj4B5y2tSGBiNRj2Tnin0+ChBlodRIZFS2jChU3klMmr3kolr0U9rc58ej6TSmFetVytcrLeO4YYNy5yR/m9E+EJr4IaVr2ELA1Pl7yVYwsz2+YaQzeelw2+Ck3RiB+EMYbo5LXXtHK5nAXgsSNDDHgjzuYdZTA08V2wUqlCqyW1NmoSg+bzPJNL4/jGsdsf2O0PTNNO1J5c50GzTaQvHb9/gmVe/X7FXzSAlawfY53y3QPTMFGmPS4nqnM4Y/n6zcBa4dO8Er59TzOoZCy6+VsJ2Ax4Y7QvRegA47TDGEFfc5Fm6lQkeOnUJ0FUi66SbduMnQuaUA9b871pogoVEBQTkAR7heVyouSkm48FAr3lKidRAVzmM+eXT9qs/ZH5cqasCdeSVO0G2SCsj9juqTVOm2kxxgl6tgpAcrmcRbkyJ9IsqO/lZFkXEfrwQT5AyUATSqUk6Y1gRbBgFyx3U+AwDbw97JWu5SjnlYwjzzO0xgVLyQnvB9K64v2ADxEf4ta70LpZx7aw9wTrmrf/rgTrp/7tSxWsz3+/TaS+1FNze7wKsrGCvm/iA+1mflzbo/WJ0sNUpZ+i5EIrlRgicRR1xcPuwLzM1LxQi1DqnL5fCE5oMw1yQgVYsoJhQDthMJuf23w54qnsppHDbsA7Q+hUGyMed+jn6+lVV6lLSYCy0/nMb3/7LZd55te//Y4Pn56ERpyLBsOeZhwhBCalXQddC2kZWt7oMKKaKsqp1hjGGFQMxgiAY0QC2zYBnq5yzxLAQROhl9YwzuIM3O93fPV45KuHO766v8cFT+1BahWBmiVl0UuyN9LY5qp+tvWNaAB4i1TLebqplt0IBtwmXN9b+wwbE0Sq3fazoKavp9cevariM61pP9+t/84NFPH5OH811q1UEw2SOIm/ldCWLsvKsmbWXDclwV6t7p/BG6GXVe1BWnLhKSVKqZwuZ5Key2LAOMvAoIIdBmcc1XqM9kULTUp6owyN4K3sYS1Th0IMEVygWk+1IvdekKpVUfAhrwtZBXvKKtQvSsWj1zG6bU9D+7aWlLfrSGsa5wgVfiwTMYvIlglREuvWAVEVVnCe4+HIOOl62mnxWYBFgyTleMfdYU+tRTyXvMdfFp7OC7U2onO00ETUwFaCc7w57vnq4Z63x4m7/SRVqxg3deOKJHCpVNZSZEYaiysd+HKyqtyMx83mZqMF/lGyK3ovlzVGK3VOhaGsCjmZrYLVuK6fIQT5zM5rhdm8ek35xVzPt/dEHzZDdZDY1FQFCEslt8TycgZjOa2ZS5J2ifMs4hk1SyLQe6FarUonzURnGIMYNg8hy3xdVywVXzNhGalIb/QVXJPzKN9Lev6T0uqX+cK6zJxOL3x8/x3ruvLx+YWLJtenOamITBPmSO+8s5boB2kX0B59YxRYb1XjXmU1VClG2KbE+aYJlEESJdu4ZfNtLKmmcu2tVzTbVo3tTImbZ7HF419KsHQ/25aX1q5rllYTPy+wX6/zzzt+SuXqvwP+a+Cf3tz3j4D/vbX2j40x/0j//18A/x7wF3r7t4H/Rn/+Kzm28rYi9sITFclSKU0WRbplUSvrTF7OrOcX0nIhzSfyPEvzXe1NVNcmPKdUKSkbt625E64eGsb5TSzAeJmQa65i/leamJ3WisHR/W3fH1sAACAASURBVA5MMdJHMmeW1Ng3y+HgqMZj3YALA6ZmSlmUgiNZSsnizO6sKOyYhioLZWoWGldJmaoLaCmNJUlSc14KL3NmSYmn04VSq1SBnCglHo6ihEOVPjMj+rdKA3DacG3ZRS+O5tGIZwMVh5hjGp0cvbonZXKhTdCM9gQgSQ6I8aWVpnedIpuhYNBKRN+gSxE1IeM0uTKaXGGEXYglxBHfDA8Pj3z99dc8Pj4yTRNREeUNqe+xyY+Mq9/ruAE8zM3klsWtI11Wk9pIHHdM+wMtrawxYkolqkpWp1pU3Vg3SoMi1d5JJSsEUTJyXvrMwAiPxojy2byuSjlI6jN2FQNYVXUsDiPjOBFC4P7ujhgCdV2paREDborSnWSO1CZy/1VFVFoTJSHvtCdjbVI1ziuXy0UqkypsUQFjndK8NEBKlTKvknguGeOcUGd9kD6CeVYOuxhe08Rw1RmDGSODl83Ra/Wm6Ge0GmR5K0pVzRv2Y+TxsGM3BAbnCcaSMqyXQq4r5f0TbojsD4VpnwkhYfAUn3l6+kBKhTiM7A73WOtxfhA5etPBhX79+6/t9j+vx0p/5E8obnWmQ7vZCH6ILthvX0qsbpOuV8mZPJmt/NF7Z3qlwly/T6N7jGlfTKlY63DWEZxnNwzsp4m0VvKaZA2JAWvBR/ETa1iK81TABw0+cmFeRMSkcVWIu6wrWMPT6QQ0dtOOTlEOQQSLbs9r9/WZ55nL5cL5cuZ8Pks/bc7QwHnPbhipGOZUSQo+nC8L1hgGFfaxrWDICmDJmus77dywJVbyeVVSuFe9emBs5DnB2e0WQ2A/jUwxcLffcX/Ys59GqRBZy5wrqVXOc+I8r1x0/paG+s+1K82qSdrSL6fRxe11j13/Wx8D5osBxeeHUOy89hxuA09/3vx/G/cyUPq63etcHWza3vLmzZtSpPp1r6UiBs6NnAtrUjp/yiQVSdi8JblWE3oiGHwQc3QjVLSlZM6zCPRc1pVUCmEYGHaTrK3ay5RqpcwL0Wdhj/jAYA1hGCQRMaIguaaEmaE1wzgmWpOezi59LVVgsYe4thLIfHJWwFXrwAVJDpOKccw5seSioJj6VqmthrWWoBTsaTcQh8AYI3fTDm8tg3P4Ts3Wz2GtJdiwzeubyyTXVitZ3or4iIxRpyIsTqoVwSO7q8M1Sa6m6BmjYwgCzFprKE0SqTllzuvKeU1yPvWz9/F6O277gOjXTpIsp5L/f/ixia/cAAob/XBT5JN5bI2o874amgrQGLtgLYw5SGVFA/xeme09PVfwQgRdnHOiZKk98aUW5pcTpRme55XTkpUF0MUmDK0ZaSXpKpBV/2YtwXipDlsPzmODx8UgVgn91kXPbLekAFNlA6pV4uGcE6fThcvlxOV84XRZlbVVmVNjzoa5WEprzEWUnrWmhKHic8aaSnCZYJPExhu7S5gKHWtstBsWvQaGcnLVVuiauFY1Qt8mtZ5na65J1nY9DdcCR4fU2g0Nswdjra8PNylX08/RE7W+Jvaqlq5rP7dx5HcmV621/9MY8+ef3f33gX9Hf//vgf8DSa7+PvBPm8yU/8sY82CM+UVr7W9+1qf6Aw7nPMM4itpOSdQm8uzn8yKJxyqNycv5mfX0ieX0xOnDb4WupChSLnXrqzKtQCsbfxauXN2u0mOMJF7GWFyIuDiBsVQrQUO6zKRFBBxOSyblSoieECIGUJEt8mWmlMLjg+Xh0ePNiI0H4rSnrBcRwWjSr+WprGshLUk087q3Vi7C514z67ywrplaDK0acmqc5sKcCh9eEt8+L5wuF3793Qdxcg+Czh2OB955QWxFRXElX2bW5xMW2EVPdJa3Dwe+eXvPGD27aUcIDtcyTqBiTUyhKNLgEJnmUg20RXytaBSdPdUZvJUehtokZ3LBi+jCOLDbTYI+1kxZG8bL4otxVCMy2bVodcZYdvsD1kV++ae/4t/4i3+Tr7/5BXf39+x2e1HaUVqcMXVrhP+jHubVD7guB5rQGJGh9wM+Vg53j8TWsLWQT5/E6bwKMr/fjex3gyzKGgh7a/BGkqrBe6IXkYtxPwmlzos3CVWQ9iUvPJ2eSCnzfDqzLKuAAd5TauPTy8ySM8fjPfePb7g7HvnFr95ydzwyn55ZTi9QM7asmFaoZZVbK5zPLzjn2O13TNOIIRCjLC8LlVpXlvnE06cPwuvWxtyGwXpp+F3WiyB3S+K8rEINDMMmwBGHkZZXyumJVrOoR9II3jMOUmm1w14XTPUnKt1gFLxrBCey2Ltg8cbx7jjxq68fGbznEIXKsSyV80ui+EQ6XcAbHt/ec3zYMww7Sml4Hzhfzlgb2R/veffNLwlhYNo/ENx03cgBrlf9R5Zn3XE2w9rXxxa/3gTFt3/7sQTrVuzic4og8KqKcQ3AtXdH47NXwtGtB239+U39/bLQXVJm8I7oAlMcuD8caS0znxsXkwjecncc8V6COJGwDhi3pxlHw1GN5XQ68937D+SSKU24/peU+HQ+s+SV4OH5NPBwvAeMeq/tCCYoCg6NSlEZ6uenT3z4+IHLZebjexHZWBbpn4ohMt4/gLG8fz5TLgvrmricTxhgN4wE7/FUvBEGgbdCf4shMAy6lTZZzBuwZqk2lNb9rGSds0YMakttTENgjIHdNPL27shuHPjm3Rt+8fae3RgZx4HSGufnlZcl8/7lzHfPJy5rZs6V3IxKIVdNoNUoXREj03/aKxX9p4BFP0Q7tc6JcE3wbKNbS/+tNaxo3Iv6WXVb/09Dkqtr+NnH8U0l/2ZAb5U2TajakoQSmDIvpwsv5wun88z5MgvlXZOrDaM3VtUZPbs4MChVugDndeXXT5/IpbDqevrmuOfNV19hjKGsq6xH5xPz6UT0HmsdYyyE44HxcBBqel7JrXK+zMzzmbTLDMNADINUsFrU76I2LXklr8KMoQoLIHqh1jXnad6TS+XTRZSLP55mvn16IuXM83xRLyhh0PQKiTWWwxgYg+cw7fjq4YHBBx72B3bq7xW8JA1hjETvbsyEu/BH2+Ibqfg5ajWMIYgSZm2MMWic0xiC7DuDMQTneNgPHKfIbgwqCGFFdGStPM0z71/OvMwzlyQJlqngK0rjlF6fqgGuMdorr9RA78PWW/aTj9sF8eYQjKGzF9TcVteJ3ksVvPReOdtlw80rgGC+XFhWARDHSdgd1wqLAgP2uo72Xj+DqD1jDaRGqkKR/O3ThSVn3p8Wni6LUHz9gIhPDWA9OSeWRYD14KXyfbSOwSpjIgwQPXYciNOgIiuT0j9H8dkyBudlDSpC5RBVv9OJZV14//4Dz0/PzMvK0/NMzoXnubJkWIrhVBy5Nl7WxlqkepW1Cm1UldVRFXxqeCNJ1RCsKPCqaIi1hqrN5QauFVaNFy1W+nPNa5Cl2zD0fj+j90uyJT1tuV43SamQq4m9UcZTf2K72YdVW0ACTkn8LF35oidk+v69rPUTj9+35+qbm4Tpb4Fv9Pc/Bf7FzeP+Su/7XnJljPmHwD/8uW/8peDhs9fVRk2ltGgM0IUeSklULc2nZZbMPS0bCp5zViTlarR2VQ+Ri9MnZPcx6ZPo6gEiSVWvTDkrpWZXpRRd3TUZM1tZs9M2dFPrk3qzS0MlOrUBtKMAfRPUm8iw3ijc1KqUjGtwVZS7DkYNGeU+Y8VyrTY5h91otmEpFdakIhNWp5Jei61h2DtcaTI4+8Sgh2kd9RbK0fb9dAOFJpYGzbx+niLSna5YyhWJldNz9RTp50lQOicqOmFgt9uz34v546biZDoVpt0g9D885n7s+NJ4/Pwe0xEb+rW7IqxG+0+ME9S0V+tckYpUa0hFKniRu85lQ136+3RzZNuVwGw3TEWd7s1W9u60AOmnqTfj7ypYcksnCSGQfSA7Bxas0R47shhXI+aVtS+ItW7zpwd83aagi6vIZxZqgWuGStmC+q6miWlY4zEOQmsbopRzEvNUrR470xBhYHetHDR7VVW6QSl70O2s9BMG76TxWqlOrvcskFVbRfC5lET4xuBFQbFUbG5YmwjBs8wv1JpxcYRubmv8tp6bm2veB/h1VP20wKG1m+qCIpv01/4swfqh41q5+D5d8HXlSqFA5VcZg/YT3KyHrT//+oVuQ+dOvwneE0OgBE9OVqmAMp9zKeQqxo0uiAKjcQFjPa02TuOZUpxSkCvjMGgfg6xN0iOlHjlbn9kV0aTKmKyKFJciJqwdqQ5B6G1hGNhNE81YplQpOv5zksrWhgJT8A2MaTgdf947YghyvqokEt51GeZORNLr3NpGSZLAV8xLxyjWGLtxYFQl2NBpVYr4r7kH10Lt7l/1WoH4PHnXVeKz9anvBX1M9TH0U47rmmw/q35p3LIJRDRB/nVdavqArYpH/2iayHfImL6Pyb5wTRrZ6PVJfZqK+uxtBq7bZ+xL+i39SyhgTumYTqsnFvlMTm06rDG0XHRbMPQR3feIXkVHQVe6N1rfW2sHc/rnuX6ureesCQ2vadJrjQitNMQ3qrdvC/hmqUbUUtecSSmTNLnyRgQ4ZiM9Ls5YzpeZEiq7QfwpZd0RBoHt16KKYbGccz13RgWnuNLmtgqSUfNapbOa5iS5clapYELZDVvlR+irqYk4w5Iza85X9cp2vU43BYKbDa3dXkQ2LfEvHD+41n12/7a2me/fbzRJtX0fvt1Y+3VrInIjtBhRDa3K5KF14Z/ba95uKsfIvmkttrUtebRF+8oqWJtFHMw6mum0UKe90VWvoYAW8nyP86Kuap0Xg3bnscrwcD7gVGbfWqcsUxnPm8dn0/7LLFoEKWftZ0YVhq2ux9L+0mrDFAsU2RtVGbF/5Vrb5jNZtF3E6vduphFvzrvtWNMN8Ghu1pP+s9/Xq+u3C1x79Rrm1TXb9iIFn/qL9ti6J2absbC52RO5DsPPj98RCr46/mBBi9ZaM8b8jLfcnvdPgH8C8Ps8/4cOoYYMGCzOBIopBGsZrBFa1OWJdbnw4du/4bd//Zes85mXD++vDuitqRKZXohaubL4ZdEVZEMW6xgkWI8x4qyjuUB1Ql9LWRrpD6NnFyZKqdxPg9JbDCkDGBHDoDG4QKmewxSZglQialm5XCCvoiZkqcSdF+pCTywatNLEpDAV6ip9AIaKMSLAIcCAJJetFsbouD/ucA6pTuWMVV75m4c7/s433+C85/nlxLIsPPuPfHtZMDT2+5Exeh4e7vnq3RvG4Hk8DAzBQVpoqxgzpioIgkOqU86ILH1pluAiwVcoiXmZ5fw6jzUOqXF5vLEMLjL6gTEIVS3ljHFnms2CchupXEnXl8Nq39Yw7Xj31S+Ydnv+/O/+Pf7sT/+M/VEobs7aLeEAZAb/kStX5uZnD0alWN2pMTqjHdjgBeV1hmIaJnrifodvMPhINYZ3pzPfPL9wWWY+fPxATlmuqyni2+EdJkg1dIyjJmtOFwhL8BGaYV0TOWS8FXNm8bkSuuFx2pFy4Xj3wP3DW/b7PccxMnmHiQE3jdAKtjmxIsiWlj0pJ+bLWYwR08I6X/DWUlZpEE/Lut3yKtXkYdrhQjfltaSUydXgZ5FUtvWCcaLg54Ln7rjj7v6ey8sLv/30rUjF55WaE9M0iNx/COyGHeMY1e9NfeKWhVwtNslVscYwREmoduOOaTqof0mUeb0uuHXBOUOcAs0a8lp4/9snQpy5nBPeeQ77yDh6yvody+U3uDBwePsrht0j++nIw/Et1goyLbtJT+ZvEy1z3RN+dBUURKU/pxlwN0naBrTx/YrDq+Syv9UWMNRXj+0otuAXRj+3AgK2ITYJN8FEA98MvonSpTGVZiRpF7qm5WG/J9jKKWbO44r3luNBfAcvl5VlSfgQ2O13OD9wON4xTjvmZeGXXz3KeAli7j4NkeNhJ72neYFaCNaw5lXek92ruKxQWNeZNSUaGT9Y9nFifxDRAFGeM/hhYrp7BOs4rYUlV87zwqdPLzQaY5TG9LaeqZcXEbZIF1rN7KaB3X6i++aYm6jRGKMJu6GkQmkFb7ya2Xu+edPYjwN3+z2/ePeOaYi8e3PH4bAnxIDfjeSUefn1J94/P/N0OnOeF9ZcqTiZP12pxqJr2c340rvku1ZyVplprhVKASNuV6sbJa/PDmvtpjD6OpXrVZDuh2M3QKWbE/aeTbgNoG6DIk1mOu2oVLSzjJxhXRunS+Lp+czLadZm+6zJlWJtOm5F2AMGbzlMnv0QudvvmeLAy27kfoyknHlaV5ZSxCTdiqJl8IFqLH4cCBRiDBzu7xiGgfHuHn+8kyAyLQIipgstLeDCZrHSDJhgN/uR7UsbMF7UM60yTcRUXaiKuVYxfa+V6bDnF8cjL5cz55Qp9UKxErB65xjjqOqRmTlVapvJ9YOARdNAmEast4RplKQyCOjTfdIE3c9Uau8W3a5pa1do11kYggCjzXla8LLnjyMxeL66P3C3n9iNA8M0UBs8f3zm6bLwm0/P/PbTE7NSwUH7xWwUoBOp6lgLznWstMlcNgbM1az680PJr1/82/ceq5UxOYQvI6C4x/tAjAPjOBKDkc9hxIOylCJ9evNCqQ3jRXApBsc6X3DG0HIWEKDWTf2yqWBEQwzRTYMweGy1HF0gDDsKljdfBwqGT3PieZHewRcVjyjNU5sjp8SySO9v1KracTfy5m5P8JZ9lFgxTiNxvyPGwHi8YxgiwxTx44C1EJyAQlWVfw1GxVUW0pLIqwhLOD+AM0yDI2IhRMy0p9TGd08nzsvKvK6cZ1G1LCrJXlOiJJF3z9rGbbLOdWOESqoLsze6bHWVPiOVpg2IMgJuqdsDtfQXUlBc7SeqKnt2iNhYsyV+TathVE2a7c3C0+H+bR+79l5tRZVrDnodQz/j+H2Tq193up8x5hfAb/T+/w/4s5vH/Urv+9nHl+gLP1S1eo3GWpwNNCc9FkYlx72FShV63Xzi/PKJTx+/I62i3FNLZlvlm7mie627FF23K2eaCAp4QxwkWBdlHE/BUYwEq6VKkBGtwwVBysYgvQMvl8y5SbK2UW+sUJYGf22w7F4rKa2klKTRHK8IyzV03/i4Vbjdrahz9s3n7j4ErRWCt+yMGADvhkByRpMrz3Eaeby7E6TWWC4hUuZVeOQ0Fd0QKsthv2cIjmkK0sdiZHIVA1U538Z0KqVK3hpwVjZooWDq+W1XFKmJLR5e+zaCl0WwIZUejCB/TfutwNGaVmwwDMPEmzfvOByPvH37joeHB8ZpJ0hRRyFvygrmR9CxnzNmX/3/5nZ7X+vIHE0SIye3ZmWxMc7hYsRhcONIs47DYS9BpYXnTwZpvVeajUF2QCeVU++CIlyOBoQKxhRSyAyaQGAMsRShQsRIbU0om6VyOB64P+wZpx1j8ARrqd7RggfdDmmVZivNyQhcNKjvtNSSJcHHmA0ZK/latfIhEsdpWzCtzwznC602RUdl3nlFS6chst/vaKn7yonqVkkLzjZKGbUhGYbgZMFtFpvFy0RQSeg8hKBV2egjISjlS6mFzlSsyRhn8WMEa3l5OXO5zPglU3PDe4s3Aw5PXi3z/BHnB4qLjEWW+uN0j3GI19EGh+mM7Kjbhvr3tecHBle7Pk5D41eVg+1h7fvJ1Y+O0R8AFMznf+v9G7VtHPS+EbomcEhP9jBXsQJrDOMQgQnsCDbivWWcIs4ZqcKkQnCWcRDD98e7A4fjHWtKHKeBBkzTKFLSMbLbTbRWOT19Ii0zlJWcZ00SmsawV0GdXMTsvVGxXuhG0zCq+qiElS5OjMdHjPUszZCr4XSZ2e9fhI4TI845yuWZ9GypObFeoOaV3W7keJhkn9G+hqpG9q02KXJUDQaarIFRVU6Pu0r0jvvDga8f7xhj5LATHyUXI3YQb8SlFM7LwmUV9a5UKtXa1/D/NiBuhpK53lW1V1cClLqxDq7j5Sb5/oGBaIzBKZNgo4n25zRBinvvU89w+/5kO510+5PZfr++BlSjIGcDW2XPLxVyaZuX1bwkVZorVE0EhNLD9prS22Zkfxocd9PAcdoxekswsJaCv1y45EwcIkH3gGoszSI0eQIhDgzTSBxGwjThxkmSK++gFipaqbdW/LFKkeSqAyq1B5jywYyKmkgrrAUVmlo0qcqlUFoTL6rdDpzDq9GsMBKk0haV6rgulVwFVC05s8TIkjPZiPqgjX6rlHbnCLvVxqQifJ3RfRy01+fRQnNGhGMQO4S7/Y7Be47jIKrGQyD4QKqVOWWeL7PcOnir6s0Wg7cOZ5Tu13pvEhjbwFT1Kerp3Zep0tcSw089rskVKqEuLCe1JQlefDptVYhBrmtVw9xuAI2tKhaWaOqVJv1CGsyLQoO8nzacGyPUQ2Mtg7W4YMBF7HikWcd+KZxS5bIk3j+fSaWSiqVU8V1dQ6C1RpRtnsNu5Hg84q3dhMD8MOLGPT4EwrgnDBEfHdZ7jVcluXLObTYQsv4mSq6ijtgM1gnoGX2kuYCfdgz3j+TayPYT7jLj5gvFiLdpbuL1l2qhZWWN6DoQKuQqAJyML6sJlkQv+WadMa0hEB3b3tEQYKZbA3ELiG9A5VXIps+zTo9usFWo22cxniydmlPommXMdf/8nA3ycytAv29y9b8C/xHwj/Xn/3Jz/39ujPkfESGLT/8q+62uh2w0PXMtKbHMFy6nZ7799jecn5/49PED8+UiNMFXJ04D706BUdRN1J+kWTOGoBQDd+WeG208xJK3SSnI3RAcu+Bl6ZpEWnU/ZE5z1oqSblJWvBP2+z3HnScGx24UlKT6SPI7DFXEhLovkpUm/c6buCo1oYu4KPE0GkMMPBwduTTOS+ayZoJp1HxHzkVpgI5D9LT5THEOm1diKzyMAff1W5w1vHnYC8J6v+e4Gwk6ua1BcUZZEKWUXbeKjTR6NilRq2S7gPoyiYwmw8aId5dXqpZ3sqB3CeEuBep1sYdOwxS3cmM947Tj4fGR4/0D+8ORYZwIqoDYr++ruvPvcfyU5P/7YUu/s0lyWAplXSnLyrqurClRaZuc+rDbY3zg3Zs3vCyJ5+dnlsuZ89kxxriZLF7jK6H3daNEjIEIrgpFrRlU2lUa4juVsLVGDLKBjNNOVP+sJa0Jg6h+OSuUOafQeGpNTXyL4gNmC/Jap5r2sruer96sKr5ZCe8DITgssJ8mvHW0KnLGGIsdRAJ5cE56DY3hbn9g9J48BEpamMbIftoRg2cYJAjv/VZCy1VPFyNJjreOaSfmmXeHI/tJDMarKoLWlLG54J1lN3hscDg3MOyMKj2t1AKnc6Ik4eqPYwSfWT99S0sJu8zYVPFh4Hh8IMRR1bekH6gv/OrERTPq9WYzWsr+0oh7NdZaz9Bu6IKfV6euj22vpLVvwatevdoe36sQtFegg0EMgq3Kig/B4TAcxx2PuyP3hwPjbpJKrDWsJZNKkTDDoH2AAR+k0u+9pWaDMwHnoiivtkJKM8ssdDinpuRi5dO2W2sQg8MSaKlS6w21Z6sesY1F6f2xRC/0vjEOQpfBQhOaja0VWtHxbRgMHEKXFpcm7eoMcRxo1VOCjONhCExT2ChofSyVUqilkddMo5Ep6mmnYkhGBDCqF+GAPpdrReg5VpgI85p5Oc88nUQa+YrK3qwwHW29QXCduVESvBkT/Xp/LnTSKcqOm/Xx8xFolP7tPD2AvH6MtlWRwCC9rOKvd0uJQxOr21Tu5iXUakMeWpDf15SZl5V5XpjnhWUVQZzb1fsGr9gEEbqoSnCewQcG77GqAJlKAW+5pIRxUfcksIMqpdoI9ogPkbuHt4Q4COA0ThJEJyeqvC1TkPWim7QLddLTWt6COus8UjQ0NCNm5jVLxSM0iDlja6VlEQ+w1uFaY7CON8c7phjFUqNqPGIlfKtDoJUs/WWDUEq/fvuGN/d3jEE8qJw1QkmjiSqbKu6aPj8UaKwqs76Joyj1S6S8IbqAd579MHA8HIjBM6qghvNeenFK5TzPPJ9OXOZZKZwF666+mp2mbnjd67mpBZobUQv7/XH4xziulSu/zdteSG2gImBloxOX0pMrK3v1vEhF8EY9Wm59M74KonVYrAP9xjpc8IyHHcYFwg72BeaUGXY7MTVfKzmjEulOVR2l+jtNg1TznWUaggiLTBPTTvbuMI6EEKRa6UVEzFi95taDkXHak0s/DMQKOM8ujFJCDBP4gIsDbjrIfGuN/W7gfA7soiRX68VTSiYtgXUNMp60r2sKTsAMa9hHjRFrElplBxtvW0FuQSI9a7cqfrrd6Xg1Gur3AoK5ed5rgKjHRYIs9KSd7dps1dHWNMFCotYGpmnV9o9duTLG/A+IeMU7Y8xfAf8lklT9z8aY/xT4S+Af6MP/N0SG/f9BpNj/k5/1af5YR0+sahV62jpzfnni6dMH/uov/zmfPrzncvrI5eUZdc/RoX/NrrtfinFyLWII7HdSXh8HkT1t+l61Nc6rKEzlVshNjB5LzrRSiIPnfhpk8ZsmnHW8zInLkoWbnKUJOsQBHyMhBPZ7SeCmSXptqBaqOMDnWWSvBdkXD4++SFKv38JZIcs2A9iGj47pMNAwPL9IQ/A6Re4GLxPHGK0MOerpiYoRfyrg7jDyZ48HQvB89fae3TQQvWH0BkOFvIrHllaTjG7s3Qy5IXQhY1UExPZ+GZEWlyKOw+CwrmFNlFJ39MQo3PGUMmvK5NwoBWwQigo4aBIouRCxfmR/vOPrX/ySh4dH3rx9y/5wUA6y2xb2ayXhxyfNT22m/VJi9fkzP5cIzTmL4Ml84Xy5sMwzoTbpD/Oe4/0jfhjABcbDHR8/fmA+PfP0FHTRsluyU2vb+u1wXblJvIQahmka2e0Pqu6XtW/jqtbUG5yNDRgnjcTrPJPXRAjCrxfKjaxwqRWh55XeYK1zr1RVq9Q+Kh2TFkH2a2vUlCkNonWMIdCcxx4aeSgcph1vHoQOthZRFLTeY1JisIZ3j4/UksnrTMkrMTj200DwjsN+JyIAF4dNsAAAIABJREFUtUqPYG+KdmmTKHbO8e7hkf048dXjG+6PR3IufHz+KL4fJeFyZoiOh30gTIEDjtUMnE4zv/7tRxFu+FRxtbIbB+xhh/eec8q48Bsu4z0f378nDnu++eXfY394YJj2jC7qmOtHBSP9ZYYCbpX/vx41XxhJgs4pdHfzd/MqJr6tZL0KovVBnTLYg+7+eJEakbl9Gwg7Y6X6Yy33444xRB6Pd/zJm3fspx2HuyN+HKi1cclixF5oVCOedMEMxOAkCPCO4EbyWOiqWNTEOr/Qyor3XhgBzjL4LkjS8FZR9zFQgyHNlTU7VfvqhqUS3PRKfi1F0PLgCC6w13XYNIdplmqMVNGpeCNJo7ONOAZa07W8VfE82Av10Lq9/pTkT86nnKtaqnjU5MKlzRRTNOGT9U+q90Jbs8YzqKyygAuQUgMKxmZOl5UPTy989+ETz+fLBi61jt5qwnZNXOQ8dAnoHrzcjoXuc9WT7v7TYkDlpr9EuZLeVxG06PIRPdFriI9NQ4LHbnZsbdH18Drqe1GnxyuvxqkmTa1BMpVaDZfLyul0ETGL05llzaoG/CoW22aKqKgK82EIkTEM7GPkMAwwDryxB3ItTKfIZV1IubKsBWNkf/fOM+53TMc93kem4x3OBxEAspJU1XWh1sJiCslUTe4txnqcDTjjxTCXIj03QV4XazEuyNkrgroXY8Uuo1ZCFgGiotWtyXt+8fadqE/2nqZSWBeRR/dG9uhpGnm8F+r7uzf3HPY7tUmRcVLzKhXUCqVL+G4gdNtQ/qL7yEbrpG1ek8f9gd04sRsG3hyPRO/ZDY7BSy2sNFhz4dPzie8+fOT55UXW1FaJPtDNio0mTbdy61vfsL32WXevq59XofpphzEisR6jqusasUvoh9j3SDUwJfEXbVmqksHCeRBP0t3ocd5iaArzNhVCs2y9eT2JpGGdJ1jHMA7cP97h40gynmQcqVReFgE+L+dFbAaWhdNpkB7DnGm1EoJnGCRGPB72xBiZxonDfk/wN+urt/igFE+rFTYbsTZgXZSbLwyToYVIGEemuwesD4RxhwuD9FFaYbUcdwPrunI5n3l5Gcg5czmfVKRKAOK+xhlg9DI2qAWTFlrNLCWzFiH8mmaQVjZJ6IURegVg+nW/JlB2W0VMp3xplft6yNi+7YOTvm99zSr9aw2DqV3ERcC/hgiuGCMicFrykh7z7TP8tOOnqAX+hz/wp3/3C49twH/2k9/9Jx5X+sCXZ1ivGNwGAYqPA1CycFbXeWZdZtZ1vm6WsJUajWbRRhVGjGFzcw/BE4JXczurcqL1JjBVc7UmMqSboETToFIlTqMT8YcpegzCS89BErU4DFvj9BjlfaIzBMdmYl1vEKfbkKtp43aHxPsG0zoVoEozpPFSORuCpw5R0DY0wO4JptFSvLmezeg94yAmx2KQGfBWFnZ0glw32Y5GXEmJffPs9EoBRgWBC174+4I6y4TrCy/b67atErhJuHa/MP38mIZ3njiODIPexhGni/pV0vVmHH351985Fn/qoa3LX5iSMvlrLizLQlKZ6Pl8ZrRN0C31ZmkqX9s9rMZhYI0Doft93Z77LUi+Vj828Q5jiSoCYK3Dq2JUVaT4mlx5UTFUgZbud+ac5bonv0bOrw3QdqtSbUie3t8DedsUoVI6RV+/eoVSqDPSFI1KEXcarLUOYqBVRzaiMBm89D76m824i61wMwaNEQGD4AP73Y7jbsc4DPq5pGq1pkSumVaqUGuVS++8GIb2hNXYSisi/lJLo6QqG4hdaaXRCDR3gtZYLs/i/WWQAM1IE/K27igt4YY79IWBdzv2XiNycj1eJ1XXa/+6atED6i+tqdvvN8nYbWWjf46OKnvv1desG8rCZVkIlxM1q1Jj6X5zq/ZiCY23K515B9ZbEdHRLnsRHGDzgxLFLW2qNwiYA6hpnpyPz5DvWsuVxtMfgkJn22M1kNO+Dw2LlJZstupSa5ViUXuOLnXVVJinbVV4Y65rcrtF429n/e0aeD2l18c0VKQDSiqkOnM6z1zmhcuyqP9Xuz7482NDctkQ354ofU4Z3dbkV7f+/C+vc50RYazd3r6L9ZjWqFbXg37at2qo/Ntf+XYsd5Bye3+tdHWT4gbqyfNayKInYP27Xj8PeqV17eFmbCDqYlaFb8YgVHdniyDUxjIGoawPITD4iAtSGXBaRjVGKOlFxUrs7djTcX29Ftdbf64owUkiK35Asi5snkTGSNWERtH51gb1S9Oko+TMbMWcuXscTqNYHsQgPlPBC+hqm3qNmX4lbnvqtHrV0FhG4ohbWX/0nBmj8uwhKE3fq6VJv05tE8fKer1K6fIc1yoENxWr24F1q2Z5e/u5mdWXKgy3QgXts/utuVXSvM6X/lpb8qnVj4bZwBNLozWr1Q1uKl/62BvQQweBkByNiJwFFVgxWkGytgrNTvcfAQkqrQxaPZOKvneOGGWcxihjJ2hfat8Dr33lPWm8UsrRPtCtUugcHqQVJARcCMQY8DFo+cFSrKFEj6NhSoA8kLMoRJfiSN6yeqtAqnzlwUnM20qmmEorluoXqvaD29pXhpsoqXWKnlGAXq/pj8Ve20XtcYdR8On2j5qEmWuM3B/TrTK2VpH+LFmQ+hX9kVH3/eMPFrT4l338rsTq86PT91qVpIFaOD0/8Zu//itenj9xevrIcnqmlnQNCBWRN7rQWRWrsNayG9XE1numMQiWW/LmnbUmMVc7Z1gr5FrIxUFruFJF5aqJm/ZgLTtn8d6wCwPtIAuTUaTQBfEmstbiwtWHyRjDumTOy0lMGXPC1v7aYFsTBUQaRRtkaeK14ZCeiHIzkcAwPexpba8KTH0wS+AjC43ycXRx6xUmqeJZnJNgo6mvUe+nqUVUdWozmmhacmskGrmJYletBUPBmYofHNPuDjBkled2zjA4MeMUM+RVuLzWsubCuhbW1KimkElgRKnOWMf9V0e++pNf8fbdVzy8/Yq7O6kY9FI4GD6fp9c08I95XDeFnmBtk751jnDjfDrxN3/911xenvjbf/bPeHn/G97sJr4+HogxkDHEOLDWIg3aIfDu8YEpBpbzC8vlDHTEsXu6rRgHtWUMHqecctnU9Rzote7BVEN6ASW5EvNrYyzeBwkYlJtf8sJynqk5YVrFG0NTSpMxSpnVzTcECbqHGDGtsYZI9EFQc3Vsp2ZMzVhjxcAXQ1LJ4VLaletu+hlstGmQhDqvtCK+ScEbRSI9zjqlz8h3KuoSPwwD795O7MaJv/jzP+fx7l7NwRNrSXx4/sjL+aTN8BZnMstHT50D/nFiNw3UsbE/HEmp0i6VtsrrP3+sOFMZx4z3Br9bCHWhXCJ/m55xceJw9477x18Q4sjdw1eEYZLrYaViK9FYhea+v65pIgCqWsU18KkqIwtstDi4rpm3lateseh/v+27eVXBUurY54IXRvn6wXnGcWQ37rDOcZovXJaZp5dPWGNIKbMsCWMgBIN18HAfeHiIgIwvax1hiLgo1XKrSVoHsIR2LfTYEKTqbK0R4nWt4k24rjT9TkZ9rmIMpLVtAJrRBPQ2melJjouBEAahwVhtnjd2U0bs16SW9Aowa62Sc9IkLlPVDxD11GILyKqKq8jal1tWek1VUENoQ71yLLL2sja8P73wNx/e83Q68//+i7/hb7/7wHlZpJ9huyJ9XbkNADWEstckFmO2SsRtMrVRDGGjYHVQ60rxuxmH1m7B1wbg3CDHtl2TJVoPMvU89vvNZ4F1f1wHyvQz5QrMiVLh5bzw6fnE6Sympil1YOizYBlNoOn6HrK229Zv3Wxd6OT2bk9uk6w1WRgszoonlo0DRisaspdnqXBYTSQQYmSqDXLFqvqkVwuMlDO1iArbNalGrovvQg2CxFtjiS5sjJd+Dqo+q9uVGOewzm7jqQHBiIBHDI5pFPn1IUpVpdUMpWwBaqNu56K1Jv6VWqnqRvNrEUGFXPIWcA4hAIb9NHG3229G9d5aahMBmFwrqVRO88rpsnC6zKxJetmtMSKvrsH/ppas26TrSVsImkBewThjv1xF/dmHjs2+DnaT9C777rzHu4YPRiTFb+dMlWSn6n6ZFljOhhYcLYq6bxeTsYKa0nKjFU8rYRv6YHA+EoNUdEY1Lq7eUp0jVQGSaqtM3pBTJZfIuh8F5FFTYWevwOcwim+n9KTK9ff+Rmpe+5bk/auMe5QO6KWfvTnxLfPjxDgNWO8Zp4EQB1C/rdYak6nUIZBHT95Fqdyu+y2uq6VgkF5pq+uBa/8/d2/aJDtyYwse+EIyMvNuVaWS9F53P5ux+f9/aWxsTK2WquouuUSQvgDvAwAnI27W1j1jJjWvxc3MWBhc3OHAwcGBoNWKy9MTWq34HAhPpBlOKeo/U/AljEbmCu5+uvW4An4IoAi6CqA0MFKhRdLa4NGaQsc+4BkoY2lZ8MRHew8FKxUncnUgB6d++3D7hw6ufkm84hc+NJBVv1i1bHh5esT5+Ql1W9GrKkvt6Ih1ARfjXB8ayk1zxrIsJturKFexvkGdGbVWdAFqJ1Qr3jMVaVDnYRIi6aRJAZgCaZFhyqBo6oZB6TYhWQo82tFbtqaDIV3rW8BacGlz2dZ/BlvhtK82IQSMTIAdSbRzTilrECo7znDFF/diU+ftC4PAVnSoTkuHOsBHfraMgasi31Y6Oh5HCfBAotm5ZYEAuJijooZYlf/UECpvXetd+uCdN6OfgQQSOggBaZrw8PYt7h/eYLm7x3w6IVkzZ3fQCTuK5W7KL42q19D/X33f16+OVwbKxYJaKp6fn/Hy+IhPnz7h8aefENtbvMlK1Zwuq1GAdinc07IAIuC6oVxwhZDquGyIHIcDpTKsGljFNNmCkpXeAkeYLbjSkaP1KBSQYra5oUFQRcdmmVmlN+k1DRE7CmY/oyG00ShKPqeOnddh7QKC9RmhoBK1IShIEAzF9YVJYTGdh9IjhLM6T1Yv4Qux32OnPbrc8t284OHuHh/ev8d37z/g6eUZj08VLIzLtuK8XjDHhClE9Aq0dVOFzj4jWVAx5QkAqzJSB6RWlG3VAFQEknRixhngllB7A0xBNOUF83KP+4d3Oi4tkzMgVYmvj8ZD5so54cex5r2qvA7rtXrA2zH8atbKfpfbjNXhqGiMRc1cEVSqnpnxeTtrsFoq1rUixoD7+1mbgC9v8FaUluxIdQoROUQVuLFAKsSdHpRSMntlRdgEtUXC4FbRatkR40DmlHmhvDg4r+/x393JArT9Qdbm6SHlHWCy+sJgaL+0qLbLSiiYGdtG1lpAC8M1YPLFe785TmlxJNsbj/rBiWXg/HC7KHXrfNnw48cveHx5wefHZzw+v2g/J+y5h6ND4FNq/3oLnuN1sO6O+zEruddihTGWXrNiIGsZEQJcxt3rfP3n8ZCu9nC4LrcZiduAj4URLNhl2YN1B12URnR7hPs1oatn7He795GA5EpkYQIHB2HExopSzDkmsGc0vN5FGNHaT3hrjb1OxBu8G03bmRZs93w/eQVVyKj7MLqylRNwbWa3bJz4QCTSax8DjnvMpA3TYwhah0gKhmoyT9XTRDSM6+L8lJugnA9S8tYbkJ3iCWjdKhGmlDEZeKZZK60vFNH12NsF1NoHlU6PA4P2d5uV8myRZ1z2uknP/P5/EFgdtp1FcwSY7NisplMTPQfPXvbrJKKMk14V0Na6HTnept2pV6dMd+NEKYgKUISAFEwsJBDEwGsWHfMRQI+CztqgWZfLHQgfNtL6k2rD4P0ahqug1M/Fr7kzQaynmB2Z12jFpHoCk/fKtLGZcoZEbSckUdtg1DnqWDXQiABMUYMrGPujbgWZG2pJ2M4vKKsG66l2gBhMKoRhhmQc8dEKCa4BGxrz/bB2AYM1YJ8YuxxzyYItr6Mie4PgoGxK48bb9/6OqMq2f+jg6vdsw+mV3VFQHqiqAZ6fn7CeX8C9Yii5wB2FaNQnmFx4wDJNCFYsOGV1VGtTB2LdClqrZoRIMzPMqAyUqotu0J3r4sAE5d+GMbhj8FqQgGx9iSiSKeFBA2zAJq8MrjRZDypX3FGnQTQIg3Vwb031+4NAoJLc2jR3L7hOWScjxHE+N/hhD64MBhhOmwRAnIeN8bnjQx18QxRHBiugsys+qfFOIao62Dzj7s29fq5X9F4QIyElzZTRQRWGQtBMXUwIxlVvtSnynwQxAnnWeqs7E7GYZqUFUtgzgcCt++qOzq9vvxTc3wZevserBd6ed8CFW8dqlMDHp0d8/vIZpxhwebjX+8+MJCo5qlRLRkxqBBVBxeib5eXlanxkBLHufI4FxGoyPLjyENN8AqMnaM+XGFWIRZqAucH0e1yuRGs0xsK0gxRsGSEizT7qtyjoIRTQ2dFcdq9Hneq49/sSVgXDIa3KeuHE1Oi8L5ouZH04qCyWraodrXkvHEYyal+MAa1VrOsFTy9P+PHLJzydX/BpfcHzdsab+YSYoo7hTWV7cemgCyM2bfxJFCEhg5ekDU5pArij46wgyFoheEGIEfkExFzRwk94BrBNJ0grmJY73N2/w+n+vWZx0qwNtG+yRT629mBnpwAeHdpb2tevgQBsdFP/+5jBcsf7ql7L/vZavc/PT7iUTUEeUeCk1lXVtVpHLR0xEAoX5BRx/xDxblXhAGEdD14XE6P2y6Hg/aF0PCV3xvQgzLlhzTjWglaK1heFHZ3dfSE95qOF0omimX4YIKROkQaLFDzYVQclWkMWiQEwFLubCEHsmm0U6UZFBFzS5xgkaH837edVuWsGH11r0bxuSflqECJcagNXwafnF/zHT5/wdL7gZSuovNtWkAeJvpbt8trMNAAFiJhE/u7Y6rFeZ7COWaze4xgfNyNHQRNTbvX9+2W9HrD7L/LVc4fgagRI+zjrgwq9ava5M9at4bJVlNpGVnpvY7CHU0652u+3gK1upnOzprVhuF1k2VCKhGhy48Ek7iVliIFRV41se9N1dr3ofrcNUhoCKVCQkiLqrjbnjaV9C+J1UDR8hJiSWmoRSM4Gku7BlavnUdAAS5/TXeSQRpYiOfO9N7hy3SH2U2BPoHUlLAP1ZKvnYQvqnFatdXvKvAkhYrYebJMJQQQiNFGludYFl63gvBZctg3rVixrZ6eJnUbp9VSaxdqpbCOLZA+lHv7Xaq5u1+Qx3sUEK7pmNPT7gJwDCDyCxxEEQtc7X7+5dZ23vCszk9Vckjo/kN4VAIartBOItUdZAul96AJyqVUKWJJS91tIVk4pV+Itx+DK75Fm+MIuOkW7lsAAc20gBLG6T1EpsHgI1KMwIndEDoistkODNQsVUtJx2TvQFWSvrVpw1S2YFATR8celgll7UiYrsp9zwjxNEBDiVhXYNckziAVHfsOHO2xr0qFkB+Rcln2zuOmwPgKH1uL6xIHGupMRjRL4ii/o/tPv3f7bBFcABhroRrXVgrJdcDk/4/nxM7b1rN3Rj/UoIHXWY8CUCHPS+qJ77w1hvZ9KbbisK3rX/ielVrhx7EwovaOwYN0YL2dt6BfTBEQCd43KxfuSSDApVVVk00JPUtA6yFWT4H5UnDFjmGK2Gq5o9SuwjJYiqc17AkRNVceUVKnMM3JEyJMukGbu9FoYbU6Dq2TPafaLJWA0OLZGcyOnfwyuQJ6M0HoU1uvTmNAM4W29I6WI+ylhubvDuw/vIBCs6wu2jZASKZVIeR0WJJi6jUmFhkioHdh6BUVBsl4S03LCO1MJPN09YF7ukNI0anYUMf//Z/z9nDM70JPDlYL97K3hcrng5eUFnz59wk8//ohTinh59xZCpBK7EOyKloKcI5h1zLKZDgZp8fRYHBkjS2jIYCDrFh804N6pn1bbZguHBv3TKAonAioaWt+FcdUX3BG/lCczetaksndVGiTlp0P0/kQKEGJD5601gAVYIZEGjkZLFQbQDVVtXZFgnxMQCAeIRLBTR0UbjHYWtKbIaa1tL5Yl0t5BMaCUDZdLxKfHL/jrxx/wtJ7xw/kRL9sFIQfchVnR29XkZe87aDZqZkpIOQDhDUAn9EtBoQu4VdRLQ68V6VLB5xelu7xlhHlGLRvq+QtCmvDy9BFxOuGb7/8nvvnDvyKlGVjeore+Z/auBtEe6OgwO441ObyNb157fdszXTICqmONowdae+8/HrVAtTVUAKV+ukYFRSCi9pU7VHSGCMuakELA/UPC+3fac0Udrl3NTYMrpbmMmgFSe4XDd4g3vewddSso26bIbZ68McEeFLp6qgGWjtMIq5RyYHUICIxIUBprCIA18VR6eLDEvToNvTY0auaUVTu2DmYNSDqOGdNDJoBVLruKBlldbA44WEBQRJgI561hawU/fH7C//u3H/Cybng6byj9kMG1CJLsnmstiAVypOIgzDyckttMpQdO7RDM+5horUEkmtN5vYUQkK033ms0mdds4B6gj3e9OkZ9PPauWcAQz2DZnfaX84p1awrQscBTR6PKgg7BlTllLkbSW0Vr1vzVgqtByU/qPMaombKIpLYxJsDUPZ0h0uqGViqkVtSXZ71+6wqUCkrZRASSjvHR+oSPJ48gjDSOU9ckSQmSsl+wPRsmjp7v9eEU/TPOQpkQQ7I6Vv2+vmnfS3HUzVooaGBlTr3ZVxf+aq2puICHnua4q68yjxYGyzSN2iuCZW2hgl4vlw0v5xXn84rzZUUp1QCgMAKrGK4DqBjTYDV4oJUseBt1Xf/J6GrP9l+vw6Ppc1fRCoL24MwJmGYCSdcaYAd3DMX0WkINrho6qU2CqTd7xoSszY70DjZqpAdXQYApJG0C3UWFJgxjjEGv+dAFpDDAIoxMHkYwdTxHb5ZOXg8KQRjO5O4XE2t1aQSP4ArW6ywyI3b1X7MIMlQ0LU+z+RBuS/UcFWxrRpluGnBxR9/OkN5QuKM2Rd+mSCAJmKeM06IMhhQ3iACh004LxNFCeGbTzj9Ymx4CnB8FW5cOHz9sx2DpaKzc57muPxzR2dUguvrxm7f/FsHVawWMwLUJdwPnyLsGr863dcREG7Qp+0QNW7eeE1pf1cZCaWNddxSMqmHiADrAfQI7tkj7wmiw0/j3aup7R6n9J9l3RVOVcs6tiwg4SqjRumazQALibvK2wXzpPS3s/zxQ8uOBv3akRQSLmvw1T5kcDvcKCRU7d7FAy9cLpwBk5QkvywQBMJuMbI4WFx6QieDHYhS3GLTbOfGOsEUrsM/TbIX20TI0fk5Xl/M3bger/Fved/hz3Dd7gW5eJuvvEU0mXKBFy53V8WJhU1XSglSGDClzv+S+9HqqfDiXh+deO679PrvQh6LmMLBhoGG767Lv44BYfzVq3RFnbaIYyJXbHJlTYzlopLwfrxtPoohAUdFaX8lscSNxFxqHMYsRfLhiolNcHBBQwMq46Kb06ZmE0ju6AHlZsMSA6XSHvMyWGbb72hgoDZSUokZG7aWY0YUQ7wm9VoAXAA2hV0g3FbzKCGhwqFmY0bYzhDu28xPOz5+Q0mwBoTa9vTXw7rDfBlZjYb0KsHTAHv3cX3J6j3/f1muNDANB5//hM+y/H7Ikfq9HPkVUCYoAK3Q3MYLDuHRkcKdzHzMP++ledU0QGWPHoXF/v18rfQ0DNffPqfqTolIu0y6OPB++YowuuZnFw+bRzTv3ueLrgVNlXIjnODd9R8e+fR3AWgvOW8N50/qirTY0+/zV4n9rc8dYd5qXimx4n5djgHVUCLwdD7e1WMfNa9tc0OK2k8XtMNPpK2MaD//lZ4Ir/+k1HipeoaqLXidzPXZeD9TGt8ueiZHD9R/HdrCBFJUOGEjrrCTaQgQLdvTiWP2NZiS4NZPINgEU7Nd4v37XZ2xWYIhS+Xp6JXFCVg9lQRV72wWfCz6maZcsB6vir6/LYs7AoKMOgRc5xm32Xr82Y+fDmd4V/PY2DGSvuzkSgcmHV6ylGsh1GLNO2z4AnGMfvsiPO0PjtXBcu3/jdmvrbuv7xq/iAhx9t2U+HkiMieHLjM6lMdfJbdYebADiGkXuhI1rr04QjWM4+nw+R3w+BRMTI4pg8tGyr9n7NRxfpv8fpsLR59jrTfUY/W3DfQ1AZ5jqKOsfZOUnrArP5i5bDaeeH42xZDkgEQgZyOPnaSAXjrb6uN2sAzLGNXzZOcxTF1zzm3I4e7ddPhgP5/iKFdv3f2uwiK6Gmusw7Ff5t2//LYIr4GZhgCKBI8UctHFZCkAOWh8Sk/WvSQn5NCGEiCkwMmnkX3sBOlCaWPPChvNls9qNNFKwMSVd1NZii4BSEEABlSIoQhvCCSFKAItz1U1hRgIIRse7cpcZeyiuVMCUVcb5tKgi0MkCCXUqzOk03j93RukbBIIJgomAlBPCvPfoGupHcMlep/lZvw5o+p4o6ORgAYhBTfu2aIAFQ11kyMFrHQKjiaCxoDCwdUKVoI0vhXD3cI/T/Qn3D/f49vtvIQKUbUUKQREQLjrRLb0cvLidBctkMsJVa9Fizri/f4NpucPbdx/w/v03eHh4Yz2PrDj5F3tl/NIC7S/9snW/fdUDJ33Nl86DxbDfc55xf/eAuq4IKYMpogmwtorMM6Zpwv3d3Ui7B3OUHBHVTI6gWdDbRFWmHJnjwGDpYOkg0bqR4zIfYkS0mrRg4zpYg2d4gC7Wg8kdaHMahxETdSQBrfcSaG+bWqou+kdgg7R41HtKtda0FUFQRybkvKPIDEgUgIFAzZqLdqBXG+d9z5IavaM1lbEtpWIrFaVpuwNA2ym8uX9AzhmdgLU3vNSGx61CYsKf/u3/QMwZDyniPkek0pAfLwidgedNxSDuM+7uH4ApIt+fEJc3oB4RvpvQa8WPP2S8PH8GLhfw0xOEGetTw4aKNEXkJYBTAtUCzhkfL0/49ONfgJiB6Q6lMX786S83a5CDFV3nJMLN+qILsb9vvN/AbnptEfE92zg5Ot7jd9H2CIA6IWT3fHdE9D+BB1Zs2cRX7thmAAAgAElEQVRD3AFY3z/BVhsua8Wcs4roGJK+U0y1hSThupZUj8kz6FaD50F0Z0iCOvtBM7md90xRFzaxDDu+7sGYIZ5bQQ2r0o3nO4QUTNXQxrXPXjfNbGPd7WF3h0iR5gCrx+mCVrV5dq0VtTUVOxKr77EggaL1X0tJm3Ky4K8fP+PHT4/4yw8/4sfHZ5TaULrOcz0uMTNiFM7eEZquJ93ojs1obMI8MgXJMoN+j491V8xsGSsFEgFYBunapaAYEfOka9Fr3oY7RGMcHtbmQ5HU1X7p4GP5NYZmRNbLhvWyYr2s2C4ramk7TP2K5zSoPkaHY9EMY+sR3fpRqX9Ag2JHLmaQ1A/IcUYIyepgVJGvl2rjRwOqXgq2y0UzoALkEJEpaWuUEAcu7s4sLPACdLxL74bLphFgwahXakv1QpCJTY3rxnZxXNVY3Em3nIr78aItCMQokVqT7T95zCF3/rUlDCvtavKGxQRY7WweAgkY5+QBnkDJsOdtw98/fsTz+YKnlzNWs78sWsuna431XTJAW5PEBIagVkaa3O8JVodrKrWvDLVf2l6tJz2MQyYFztdtRQhAsWa4GdbzDvuxxkgIQZUwFWxREYopEXKMKknCXRv1GlahWUPt98S16l1nu08CA33NVg5bwiDoOYOiZjOtNs/X7AGkWxAgUNqrCGtg4hmrY3DlDxtW7qsFMqXmntC3TccJCEwXUMrAvJnYWjDxtDgo2+N6imZER9ZcTHW42jypmjXuraLXilbbEGxh7tqY+BDUk83LETza3xJMhMsbv1uGZKhojySGtTEZQSZZsLpDHN4maA9Q9+e+hsjMyBwRnd+4/VMHV68hr8dnCC4RvRuCQLDMCY2MVfLMFQkcx2PuEIEiyfZYi9JAphCRDohXcN78QA6t2Ja1t5PTaRzNlavVxA0jjUmjgdV1/OxKb1ovlZGz9mbQgljj8xqC62BB70oPi12VXFRBEYZI0VCRupmChyCABrThSJtGUxaEyT5hbxEwRwvV+T9krnSVQcraw2ZeZizLDABY5hnzPIE7oVe9/twdrXDlK20wm6IgMhC7KQ1Nk+5vmjFN86AxjOJ2XIEdN9svBFe3wMbP7eK1j9ncHHv3/+y+633QoDHnPJT82IIlNmQ5poTA2ow1kk36AwLupBHGNTor/tzB6T5CRYMuZIY+poS9sWAcjrTwDVIknhGzxdwCL0evutgC3o1gcvAOdrBtR9ePBfYUgomZJMhAb2G6Dx3sgZaPU9u3zz1mb/zIgxrldiKEoGqGKUFAI/ivXRBTwP3DO0x3C05BsJAgxILwvIFMpUZWBk0BiQBEwjRFpDkjyoS03KG3jufzZ9ReNHgIGyC6uEg3+lkghN7BOQC9oPaOVlZIiOB8wtYF2/ryyogSjPqqkS6gqx/X3qZl675C0a8dj51q+MrIHqgyQdsmWE3WiNr0v2HGxGszaZg1Hyse9GgN3AE5HxbxtsjeF7X9OHYnCVe2Zhw/eX2J7FRas4l7NoSvHHg2URzpPJwO/xIa75PxvbfTSCyS3HFoH5fX43vQK+HCPh4I2MIOMpBE8LKu+PJyxstlxVYUfOjYRbR8yb8a+yzgsNdRjT5FpPaEDvPgSBM8Mg18u20qfT0kaLcPX425MWxGUHzMIEqQcc2GGRjjaN98b6NWrTlouWeuRnw/xu0+XuQwSHwtGhkEf218zLPlewNgX1eZjGrNlm13++rXtmn2ymv+fE0Nvo6Oe7wf4R5JmmMKHOqzyYf7fmGIxvv80IVkjDenUulHDlfVwQ65zs6On+Nh88VBE3GGiPk2cRcoGmIUh7HgV1rpm11bBqybgQk7c8BPfdDshotB+61z4M6vFGngRb8AjP7cGH3t99vPqcJu1158xkbS63/IXPn3W+Ay/KfRk8uB013QAmbvxn0w4FHY9mtr/zFHonZVLG6wseBppf1iGbBG+wSA2rexTNr373bUx5KPPxm/u38crE5L+6RqUE5EWj/FHcQ82qeEg6XzgRo8yLExbwNC76UF8rsd7AbC8bCBbheHXRs/zUZhD7ScXYNxxXcbM64IjUjqZm/wQABHP/cKBL9dUver/Lu3f+rgyrdbxyEYzUpV/FQFiLsMBy6YIgh3LTQtRQ1sJ9GeAqzvZxFsRVCbNdazgR2sQes0ZSzLhNYYjy8rSmjIMWCZkgVymibt3LC1hkBA79myN3thoR35GKxkyLQN1/1EzdjkecayLKrcM80QEdRS0LkrbzcR0BuodxADvTZscobMC+7vHqDUB18gwwiWZCjJ7PU4NJATK8wVoxmypY+bFTaa7GxvTbMHzGjSUUWzS51EU9ze2DIkcEionfB8LmBmnNeKdWsQ0foaeyMIQGsMoEAATCkgRq2zyAthvnvAn/7lX3H/5j3++P2f8ObhLZbldFDJOk7b2+04nV97z8E6Xb3/1zavYBruJ+CBDkGNphCmZcbb9+8gXHH35gHz/R06AV+eHyEieH5+xhSTyYMD0ljrVKx3F6DjX+XNRdFx403XViEQtFZH7xXNTh2QrSFucR1cxdEE1MQoLOgBEXpn1GZiEa2DSCDemO+ItJHnI3hcyeHoIpizq/V8ggiKE2KeEdOEnKeRuVLHsaFTA7iB0EBspQRmuB0BdHWu1jtqayhWUA0QUsw4zYv2iTEhGg4JcbrD6f4B//I//0+8efcWvbyA6wv45Yz+vFoNpErxojbQZQNYUMMLWos4nd7j7t0bPddIePftH3D+8hmPy9/Qy4b1yyfwtqJKg2wVgTqEV13UZkaeGYgRMilSHVv9ejQ5aHMANW6zTf7Tz3f/7C8BC/v+jxkssky696/Snx4aXO9MTZXRkUBjcRNb5Z0aVHvH5hnF0lBzQ48ESaYgKaxjgtWRGUgmYDLs2oD6iGyOQu4DvTvEvb7y6JioGEUfDt5wgo0Wy9xBnYDomUDeA8XDuQ66rN0HFciwwL5pDYdnrRS57dbIWAv/1enQ67K1Da0zvjyu+PcfnlAb4//+9x/w05dnPL5c0Ey4x5eJPZA9/rEHnTstUJ2kDqDVCj6otHldm/9+ZH3cBlq3m/doCykfxsHx/RY0kGZ89p54hwdcpdDR5p3+zbw7gb03lG1FLZuuKU3bfgTy8CnY7g5BtzmUuwumYiueFdWfpgdIXlOqym3ZKPZW+mw39zoQ8MwNIAM8jCliyirOpDVCaZ+Pg6Jn2TIdQHBVSreRHtDg6Gg6uGnOPABV3AoWpKQIhGDruCsNVnBv4FqAViG1QJq2EWD7qXVnO3V6qMRSGJlJlRbX845BlZJjCJiXCfOi9TfKkGBcasHLtuJpPePx/IKXywWVO0AqiR1TsN51Hqzg6HaAglKHS2maubInBz3sd7q2RxDhmJ313RgjWOcrK6DBIAhFgJTqHUhUUXlKyDUhz1GTJqLU0Skn3C1Z225EExY7BIshwkr79bprwJZB45pEhOTZwUOWxg6QTKBGXf5g42Uf04JDoGx1TgJvWOzXwf5zIMkMiQMVnj0XE41ReiTQmRBTQisbOE9Kj+UKQoR0UgbM4UvEa67MDxQTfBG3eQZCaFN1FQRyH6J0VjG4pgFusp6VdAxqLWtFRC7PNejmbSiH8gDvf3a0EGFwJ4fpOvh/boSGPT3ald89DP/5g6uvaAtECEGdRJfrdrUwYdmzNTYoGlvgQIQWNPJnFtSqKHmpQO0YyFYk7S+QUsI8ZdyfFrTeMX2JWEn7Z9AMQAihC4COxh1brYgEnciWyhqc6xvH3o04Hx0ZghkkwrRMWO7vMKUJU5otWxDQW0OQoFKxVBFqAYOVmlKa2SlFHwIFREq2MGkBJSgYShCAkHYHBQRbJWHSbYpo9G7BlaaA2SiRtTerZ2lGU2MwCThoUAUCJGQIJZQOPL1s4N7xcim4bA2AOuy6fBKCBG3U2qsGl1PS5nQh4RQy7t98wP/6t/+Ft++/wx+//xPevnmnvViCB6mvb7/mcO4ezC2u8ts2upmVAhm0a2VxEOZlxvv37wFpuHvzgOXhDl0Yn5+ewMx4enzCHBLmlDDnBGkdkSJyzKOeSaAUHoiO98aM0DtqV/pmrnXUavVUrReNeTEH+eoYszmxJkxBKkgi1tTZG0a2ztogsnb06vWF1msoKdXDxxPMybILcu3weoDFGmCFlBHTjDwtyPOi6JcFV50KgAr0AOICpf7swZWrqDF7v6+O0iqq9SYhUhn1u+UEhICnrWDrXYOrfI+7+w/4t3/5v/Dtd9/h8enveHz+ATU/4vnjZzXctYBbQygNdClAZ1S8oFfCPD3g7s0bpDzj/u07MDM+/vR39BRRLmdsYPBLhFzO4JeiTT1XtQfTqSOfBIgBNDdQZ6RacWvJ9xYGZLU0O4XBkVC/yNdorY7dr5H+69+/Dq52OzQCCiIrubx2wEn2Qe3iOK7qqL6uWrLaNfvvwVWZGnoO2ismeHbBbLMHjpZ5dql+FgYVDxTCqEkMt8GVI76H8cYmdBKCWEDlzrMes55/Hz149BZc02jJpy4wKNGKOwm486C9aHClIgrs9TkeWBm1kLvgfF5xWQvOW8VPTyu22vG3j894PG9oAlQ+xCTjKMaRq5U5xi32cOcZUNEKD6RGfaoBT0ea4HEc7HLs15u2DMk3wZWPM8ApwBA2GhR2YRGIe5wj4NJaUh+DvksFEnpvKGVDKRtaLeitqADJwcm8cpTsu/wakfqt1m9nD7AiCIksuLL5kygge/sJv7ICeK3roBEejtXZATElzMuCaZpUzCLGIUhF+ykfjpNGZgijvkZLFwACk7I2CDRe014X0LqwqE45JQWyxv1nUTvVmwZVHljdBFe7RDwPe8lCkBBBISFNE0JKllVgY4aoENB0mrGcFmtDo1TXc93wvF3wdDnjy8uzZq64a9CAgCRxn5tGNyRt0Kk/SR3lrXTkpjZASyWGt/vV0is2hn4uM3X1XpGr+TOyVqIMEWWJQIOrEBHChBBEGUJTQmsaXFEESCIg2qLn7m5BioScvK+aB98wGpv6lr1XBIoqvBO835e13bFgeQROlmWGABQV3AnACKDpcA7dZN61B591XTO685gF3eyNCNCNAjp6kvKYrtwZrek+KHTEltBKAc9FG/72NoyQuMy8gyTH4KpXC7D6TYDF6i80zUS31lF7R7Ga59pVpGgOwGytOA6Lj/ojNld9nW8sVwyVUdN/vPkDgNTH/jt+ObACHVw++t2BFfDfILg6buPCWco2TzPmecE8z5jmRbMom2Vp2OQnA1Qxx2IsseCqj0F5yB3Z6uXOhje3BGnz0py9qRmZQVXUgIVRakUOpDSHGEywQODyvgTl9XrNJBGsbud4hmrOW9fmxX58woJLKVrDUosqp3EfTqWODHd89oHmTsfVmLoK9ASjO7UXZ/ujs8nadmsgdzDYYgHkQLp3QqS+Bjy9rLhUHn0amBmfH19wuaxq2JJiFNGxiLEYk9bTcURYlAq4LAtOpxNOp5PS6xwBEjkY4D04et0g/8JztP/+e+bY7gDtfwEH6ioBFAPSlJXWuCyYTyfwesF6OSOFgM+PXxAEWKYJp2lC7Q0vlwtK1Z4vu3PlNJBXGoWKpuO9eBfWy4alK93Q6rWUMuVy3H7/MK6ZC4PsqXwbQ2GnrFLUBTpap3dFxhXGS2lCShnCnkFjgOKxMQIcqbUvPQxX85QY5rhbsOr004NT6GNw1LbY/jszaqkqd72uWJsqC07LrLL9/qgnTO0E2QpozkDLKq+uXitC0donyh2UOrhWrGVFBpDjjJwmnO4e8ObtB2zTgna5IMaEHqJRmzrYpJJ7F7TS4G0GpDOk7ejj1Xi6QWRf216jAb62n1tU95ecFN/TkU52/fqeeXAbfJU9o33uOFq899PZ1S3Z6DMUgtnBMBq9+zwa8sncx0xyBbJwfP/B5z5YvHG8YpS53ndn80iTIpsLGj3RDmJyP9CsdOQ63cVrwFxIhcf8c2GfAx3rEDTp2NS63lKb0ZS6ihjILjjxc9vP3hf/fuYhv35Uibz97G3N3avBlQFz4ThPx90VWH8EzT6aKiSCLqyKxu+1QU433UEosgJ6tzW2X7E1xCrzh1mQ8Z8+KX6ETrejw08yoI5GtpGMn+nKfNpUVsEA8ih6KDKx0QE1M8nSzVxpkBNStEySHrvTTx1Wg9lnnRs6TkgIFLqNzD4oXfBAlA4BlmdbUwLluGeuAA3c2XKAxzX6sFaLS4Mb9cvFhFSF1vwaur73ntkiAmoP5nt0C0g6ijnEXRhM2AUVAoYycRcZQjWwsei0SmE60MVs/WIBTHV291N+dQr86mZfb7/vGXG2DG+z4KJzHM58SAk5T2gTY14WpNYBDhAJyFNCzFnrsZIqG4cADRahMugCgFh9wdET7TBbgINNYGU56TXRa07cgQ5I2NdasXnTe7NMLqOzgQ52DDoo3GDpIBzTxI/BjY/7dT4HoEE6EaN1rReNMVtmDEpV9OM30Rm4Tez9YAv7uM9HH1HVGY/+4m4fAYz5s2eu/KHFNx4oDrE4P+4dmRlr0fC4Duc+ttvnBDf2bIycq/v2e7Z/+uDqdkFwalueJrz/8AGnecKnH77H+2//gPXlCXV9seZ2NtFBQCPT1oeisixKQxMAISJStEGtgz5AAYdpyri/v0fvHW8ezgAErRmNsDO2cwE3Rm0Fjy/P4D7jfD8DBMy1IueEKICEihC7Gv+oi0A0CeC9ZkwHEfeOx+dnnLeCGDNynpVS93w2tLSglYoYCffLpNkIUiJEiBOACEYAmxAnADjafBSl9KJgiNU+tTpQsVpW9Ko9xErd0HvDVgpqVxpWs5QzsxZaghgU1XBulVEa46e//QceXzZ4jY6C1B2BGKcl4e2DSoEnWNzblXpDRMizypB/szzgw4dv8eb9d/jDH/6It++/xf39w0BoWQTS++CL/1ak62aE/afG5bGKhMZ1tYyR71aAlDPu3rxBl4YP3/8Bz5dH/PjXv+CHf/+IzxSAreJhOeH+dIeH0x0YglV0QdvKCra7pwE6hvHq3NVgBy9QFyQLtntkhDwbrEugFrVYNaozGYw4M+g8EFC02q8YlUrR1Skgy3aladEAISvqOd/d4fTw1vpk2TmHqBncXLBVAZNKHTcmRHYdT0WoRmwQzFmPAYia6WLSXAijo0tH44baK3pXFKz0PhzV2q1tAAK2reLjp0d0Fvz9+RGXUjC//QYfvvsOH779Du+++RZvP3wDZAYmwjlmPH/6ES1HNKlo5YJcG/KXVRUVZQWQseUn/P3j35CXO/yP7/8NDw/vMC8nvHn/AWXb8Ld3H3B+fsTTjz/g81//AqkF5fkJaAW9ddT1jABgIkJrHfyy/mIUfwycRPZaKODaHu4Lzp5pOs6Bnw+w6Gr/t/s90lGP+9VPGqWOVLkM1tNKgxBB7Q21NaylYM4RWw0ok2ZJc++IIppNCJZZGJlUPZ7eGtZ11f45NuZjCNr4OSXkEJACjdpEt+lXSSwR1GpZwnWz+kLgtGiTWAFbTMNjHLLNA5duVopftZqggq1u6K1jLQXd6KhKjVaEvIuBeeZIaXZVC8A7AkpjnC8r1uqqtF2lmK/sz/77MeD0ezKU1ex+HOsNjzVWLm/t9EB/3X93QYvXAiwKESFNiHm68UyAkbEChvLYPkbEPaOr8Xg8KyGtR+xmrxSs75DDgwIjJAVZlOa0Z28dhNG8h4qLJIlIiMiISBIQhRAZCE2pV9Q6lLHR0Kkq/SioEykO6jCj1wrmjrJuuFwumg2MATEQ8jJheli0tUmyoLN7oHOQYmdbY0kFDihoLz0KXeW3u9LLAjmtNQAmBx6ysnHy3YK0LHqeFlzV8zP6dkEPAmHNHiiTpCpNsNbh/MKDLQvIOmuAJCCrdd17ILbasJWKEIDaqvaSywmcgs3hFa0zVmnoEZCkxxm5I0/Z5r8HCwRpDR2CBkEjgDqjxgjqSZvqRu0VF0Ky3pQJoGjrwn89wnJqZYzWxoYItapw1nq54Hy5IEcCKCHmgOV0D2kFeT4hxUnBoCroDMwp4jRlbawcgUQAESPAsj/WExRVJfFJ9ppiGEDpgZ26ltbCJEQtFyFCQEbgpA3dQwUEaEbp1EbtpiqrKAFSTpimrJEcB6OkDi6B6g1Ae6cGYVA3GmlpSnln91B0fl7OLyNAX06LSuYLI4S4A0PCkF4BZrS6odYNbCB/bw2lFpRStKl82VCrJgZKVbGTwirXLhAgqghdyuaLuAUPSteECHpl1MaopaFar9nRpoawi4SMYNGDIzf+r2+/OLrk8Pgd2z9FcPVrDvEt6qY0poApT8DSMS8nzMuC3gq8Ua6iqIYoOBqu4bguTN1RUUOn/Abu/6nznxSxn1Ky5qK6r0CMFttAh2prqC0q0mOp6M5Gi2ClaBGbKoqhlW7bdwqQOui1d3QpiEm1UbgztlqM41/RakUWzfkQhZFdDda/xYeSZ1YOp2QB/MBVRgpYTK1OUfc+0ImREZEdjdiLmA/OOam0QrfA9fllw8dPT2BRFIwIOJ2CNvALglOLiEEnVwDQmwwKmhBU1QuElCdMk/Ld53lBSkbqEEVg9qJ6uXI8fvPYO/x/NQUFX89Iuf3TMz2vvOjvCISYk57HcsJ8ugOFgK1UNABfnp5Q1g1lK6i1AQRUEiu0bjbn7Z8cHN6jv3PM6ojWzjEf71dXtqeoIpxAOc4yUE0fi666I4fTd3qWd4aPVhiuC2S0XmsEKJ0oJoTIRm9JOyIFD0ixI747oH11Bf18XfR1SF3zjmZp5urIxQZq61jXDY0Z5/MFl1qQ34hmt5cFeZqRJqUlTvOCOi8I8wSqGRLjsBlUWVHFxkqJrRXrdgGTorvqGATEnDBNBc8vT0AIKJcV8XSPHiNkWyGiAg/orCqQJsYx6g1vx+Jh/B6zD8fx/VrwdPv778lc3b52dNK/+g59wt840GI62BtHqocsO+8o5KAF+p2m/fsAGohlc8rJ4XsDWQ0VHa3bcTDtY0kBWxmsARdAuUKRfWaNeeSCAG7/fO541o13dNZfA/as1eGQNOPq89XODRjZPPYAZczun1n/6HZt1H3d2jn/eZXZPWSw/P23TaRf/cqRRQn+dYcT02s97qD4c0attL+VLne0Ifu+GRhKdV6/Qq89tMTzcNY4DhvYMgw6/vOslcDoV3JA7i2jQlDLYjsRouFgcneBjbav2USj6XlIYRyzHK4Hxn3AAG8dDCNmEDqGG0KkSzRu7sGQi9d6Nwq0y8Q7tVN29oLT93fxAGefCAZ/yp4ftMfDXCObb83qtkUYIRBKU6e49YbitVt2z5RiboF+JEQOCN3k1OHiKYeMmgVee+ZK7BrZmnIluPX7t1tbOMYvbAwBI7vSXDjFWBxEpiBpCs19VjXaGhihK1UyxLxnrAgg9HGvg/UM9QbC6vwPdGc8NKMYIIH3MeF0eguIdZ6qH9ZrAXPXGsSqatDB6teECcKmt9rVthxCC7ONO8ixr5t9HyMwMQ6BtR8qmI3a7HZ2TGv3N0aW6ugb7n872NtHFosPa7PZWjtAb7UTQtj9U79uQmp/+WCn3S8fM3+/xHJYi8arr9i1/ZmvnTodQ7fv+23bP2xwdTspfu19vg17hoCYZ2QA795/g//xL/+Kpy+fcHn6CBBjuwDc2zCGOuz2G+W7jcF7X5kkKFk9lIlhOAL48HBCTITWBKWqjCwJqXRsa7isF5Awni4XsMiQbM1RJ18IQbtid1IuLlltEltzt6DUQx4BoMtO6+djDIhhQro7IQeV3F0mRWdEVAggT/OOitkk0935NeRx/fRi6nk6l7tvK3rvqOWC1ipq3VCaStDX3vYJA9lRP/N2RFRs4bwVrFvTZoNrMSEF7Rukk5bQGuO8FnWYfMGUgMC6ryYFVAnndcO6Fpxq1yzeNAMg1FpBIVjQRpimSYOuAzr72zcPa3cnaPe4fm7C7e+/jamuyi0FiBSBuGCaKt68/Q4fvr3g848/gVJCqxWfnp/wBMLnxydM6TOEgB4ACcDdacbdaVbUz4J8vWem1uco8dHRHOazQ0QbarYeNHPVlL7HIYCtaarK9+pPtnus6HVCr82ykzAJ6ojazdjGinRedX6YbTyvWlNXq/aVEhh/2nvZVJVrdT65O0QA0HpF54rWC2or6L2is8r8dns06ZbRUqZvF0HtjJe1oNSOp5cNf//xCxjAWRoagLd//hd88/33ePfhG+TlhBAnTMsD7kkABk5vP4BCQHlZUc/ryGoHBngrkHxBDwH9y0/o24rt3R+xxXtt8TDNiDnh22//hIe3H3A63eP08AZlveDTf/wF2/kF7fkRl6cnEHestaBVwha/poLdOry32St3lo99i67H4/VAfA1g2J973SnxzZ3w4z6cWjqcC+c4jQBdA6itVqyl4LJtyClg3QLWicBJMKUECTIcK7FCexYBN22MXrYN27rqwl/M9kwNrWm91LYWcBdcLgXnVbNJl7XoIt86Ou+BPIFQO4NKQ4iaMVKfU4aCltNgXT64Oy2MGbUWc7a9QW3faVNiNQECMMgK5vd76MFlSAk5TkhbB0LW4iAKNkeP9+01S0PDpmk2KoxmrLdjw++bb7Vq1m3vB7gLXtxmta6+MUTENCPk6Xb0QNclvecU3IHz4Eod9CFuI4OMNs5NABB3pNxBFLCctFXHum24O804zRN613rozgBMgdbN2r7m7JbOFRibOdC9dfTYzHYxQglGk1O6utLOm44/WGDMgtIqOjPW9YJ1vex3xWtWY1Sp8agAq3T9boLsCm52fLr8ar1LqwUAoceotS3YV5wQkoJRISCJaFsUEyIBKQUbEPC2QsoGqQXUGqg1oKvoFJkKJkYgKWZvvZ+iAW7WvHfU3IJQbe60XnFelZnzUla8Xd9o/dWSEVLE/TQDFHFZV5xOmlUrTbO7KaqMO2CqiOyqnLD1hdGpG1BhTI+gohIxTUh5tizpfy3AGoHWARRyoEVEUGrFy/mC0xRhO6MAACAASURBVJJBUdveLHcPSAHYttXafHQ0XsFdAW6IBRsm2BFAWq9HASkkFV6JARJVZM0jOhar/RQCYrOgGAjEIImW5TIb0COc/i4i2Mqmwb2oyiEFsnYzUbNCm9qh8+MFrXZMOWHKCSEQsoH/68sz1vWMl+dnPH35gm3bcF4vWOumkWJUf6wzI60XMHdMU0JKGafTHXLOO2bFgt5UkKxuK+p2MXbBGb1VrOsZ63pRJkkplmQwOunwUYCcEmLSc4nZBFxM+URZVgkAo7Jgq0rjHCCv1fYNb+fow97E5l+HTzfPKRp4DRjeOnG/cfuHDa6AXw+sXtvcQQcIMU0gCnjz7j3++Oc/Y1km/PDX/we1bui9omxXcf0BYXTTjNG7IKVgctmOeKjz6cpUD/cLphxQm6BUQSkdtSglbX1uWLcVBMF53QAAc8qYUkJPbAFcULnypIIUFETHlujyE4Oq0ogIlDRhKJqJdMx5QYoJd8sdHu7uQQQEqwnQPgPFjt/O1hCHgSrvp2yogBU/VuuNUSv6toHZaIG9odaCYhOrOSIxREjl6to6MrtuG85rw3nTIu6UE045XyE6rQvWzQU49JEoIoesZ94aQIJ1LdqwsHaEmJDyDJD2ehEioO3j6D9LDTwGVgAduoh/PeHoatoeZ/UB2b0KdFSKnVJAzifcP3zA2/crlru3QIzoteLx5QXSmnKoWQcfRwIC4Q/fvUeI7zCnCCQPpE3Z8jaDOO4JQ4UkOkQ6mCt6t14uTVPvRAEcNGj3DIErALGN+RCjLja2+2QUptYFXToQKtJls8VajeWlVKy17Z+ja8ReVYzqoEsAGCqHvTV0bqhcjQJY0bg7OXAEWE4RYIiJWTLO64bLVrGtFedzUSrk3YyQEyRGfPj2W7x5+x55WkAxY5rvEGKAdMbp4a0GtJ+fUKdnSO3opSh6ViqwaePXLUVwLdhenlHmM+blHmnOoDwjvp/AJDjdv8Hp3XtcXp6xAZCnL6gpYuOuapskqBCU+Aq6dnDMbwOjY3AFHEUKvt7HL2Wv9mzUzmH3zPlxH8d9OS1xHJc5MAEECo5GmxPIYv3HMrZSsOaAtSZsRWl5LU9ABGK8rhkEoP3TBPr5bbOGy0XR5NrQm1JySqngLti2gtV6D66l7GCDXzorOG9dQK0jtT7ocCxsohZWKwJRxT0LrI7UHA+uvLefo7LdAysDEbxmwkEkFZ4RUMrIISPmYplcxt4Q5GA7XnEJ/N54IHSUy/4q8IWJ3vjpHz5zHDdHAOo2UCdgF7SIkx3F0Z7BmtU7rM1jrVEb1CEjuNoDq5GZE4EERsoNgQjzvODu7oTL5YTTMuM0Z9TSsYYKggrYEDv9GrBGP+NoRqaT9Vq7uFVvHb02BI6QWEFmN5y6xdDgatRyitJZmRnbdsG2rdCG5AmEOAIsD24JwMhXiN1NUidw3D3LHPReICCEHkZw5aIcMSTE6Nl/GgEcOU02av0ab9sQsECrQFOlYGFrAjsyVZ412+ucHAwl2hU5vd6pNca6FVy2C3789KMqsErD1ivu7hZ8O79HihoE52nG0/MzltMCFkG+rKhVqX7dM2wQU9hku2OexfbroReKKGlgmbKqx8Z8s7b++nbLVBmB1S0YDw12aq24rBeUelIAIWcscgInQogJZSuqbrYWZUxYXb6WbWQwiRZZWLuYFFR2PUSCRMtGGRPH1WwDCMRNwwKBCnwIm1IlKZMkxCEXz9yxlnWoAIMM6DJ16lor1rWgbAUff/iIbd1wt8w4nRakFLDMSmNczy/Y1jNenl/w/PSkwdW2YqtFg/dJ/cTamtpBCE6z9txMgUbrIUCzuq0qeNXKimLBVVkVgF+3Feu2qjJgrabi2421wMO/TSkiT1Fr2ZIHV8a0kghmVSpsXVBaN4VHn/LhsNYcM1mHjX45sBKD29z//7nx8nu2f+jg6rj9mkM8FhORYbidrpTyNKiB8zJjWma0OqPXaaBrYkg3WIBASEggAqYUkYb0uj7nGRqIolpkgQ+mDEE3RSpcyUkqmq6IR60qk11bA0HQWoSM/LIAJKCm59wtPleqkKHClmkLKSBbcfGcJ6SYME9JsxhwBEyphyGoZOyQkjWaH8b7sDsfbNmHo1Pdm9YYGI9cHe0+FjCd7HYP7PiOYhoiASzQmoteIeigoMflp64Fx9CmdMYkcZltWOEzmUFR+x92KpjRO4i0Ngiw9LadlzfE/Mph+BmH1QYTRCqEy+Fq7mNsD5oOTsZwXmFIHABr+KtH1GxCJ0B0ISNEcC9IKWCeJ+Q5q8hHq+CR0cOgGjWjO9ZR2+ZNZQ9OivgC6tSLjiDx4LAOXHY8BvXTaHyw74SIKW7qNdSmrPFKkY3tCun6qH+X1rRHhh1WKW3QwMZYDtrIMEdrom10G7ff3tBVg0DNlHnfmtF63rPPtC+WPpT9eqnsqz6IIu6mCfm0YDndYbm7w7ychmMRKCKFjJQmzMsduHeU5QQsCzg0bE2dA2V+MJg0NwFRxO7p5REcAhZ5M4JzApBjxjLdgRh4//4bzHlCBpQOWAvWEMBh1QaOV/E7qTrpPA9a0nHMvkYTJBoTcfx+VedykwXzbLYjufuYeP0zt8853QbuGByWLVXqcJqcBi9eQO40aX8EcyqYGeRUGaJ9jouyBXROR4gownq5bChJRSBijEr7XItlmwAWpz3ZBRkCAZoNQAhDeifYGAqwunCxGr9BAex2PE6n8WBwDwqPjrnPia+uHQgxZYTphGkuyNOMxkCI6x5wjLt4/MU+TdcPD45UvMIoR4ftGIR7wOW0yON4Ou7z64Pe+0FdOyseQKlT6cGV7XgP1odVdpq7yU6YDSVmxDiBAEzzgru7e1wuGx7u73G+P6NVYF2tZtoCg86aqQZhKOczNMBpwii9Y+sNlTsqd0SOaKwCEqHb8UKzEKCgOiYQE82xczP7cswOdwObmlHxIeZUg1CKC0tZTQowglkh1xsg7GqBuyy+2LxTtTUGm9R38Ga63PUzUa8grxdwXcGlqBhO1/5E4F015UgXd+u/55S9ttspvxjnV63u6nzZ0HrDZd1wWletj2oNnQgbLqilYr2cFYQwZTkXsgimzBlMSDsEy7QOMOBaaIuM5+bjzNU8f+92BaTeOMru8+2UagcbbE2mYOqJFsyGiBhZFQQ9SG02Oihomx5oDSVYM9Mgv4fqD6bDGB20Y9b2GhR4zFeRDkgYvoaCOnXYHhGl1XumMaVJKfhMSElvfUoTetL3gZQJsm26bp0vL7icX3A+n3FeLyhbQakFtSvQEKMqNEvUzFHnjlK0Pn6bVkBUIMfVinurGly1YgqpFbWVK8VUp1z2QaV2AEHHdorqZ8dwsGkxgEKCsNVfBQUynZWyB1MywJQ9I77bmKsxga8DrF8fSDc/f+P2TxNcvbbdOgj68IZqASFouvR094B333wLIsG7b96DpWLKgnlSulNdVzCzau53vdHzNCEEQiJtEJhTxrIsEBE8ny/YajfkSRerZZlAyAhhQ21dG9xG5SCDgC6M2jvO6wZm1qAtBMwpIoqmzyfJyBKhCud7UOYN2mCdWXLUga0KcyfEEDHlxZCuaCICwF47lSAyqU9BtsD1CuaqSKUbN8vGiRkEYS3k7Y3BraEWzSq0UtC4KVor2vOeHZMMVvsgAHFwd9vQ2g2X9aLXABV5FqQkyEk0Mxc0rR5sZWQAhbUYPEHpAzEG3N3NyFmLHGtVWfBmGZHpFLGcTlC+eBsOxbZtSCldOSC/HrAzWM7o/Ljz9YFRk7HXibg4ipjy2GFxFDE1H0Wemi20kAmEhJQXzLOKosxzxNt3D3jz5h6nhxOIBO28gskk7Y3esrYCgeDhzR3eloLoi36ksX4obakOHjdgTtU0XQV7+rwZda5W7zGkAMYC5B3WOzPSpM5/tT5nbD3lSAAJySiZhKeX1a6jzZVaUBoPuhcRMOWE+7tFxV3AQNdib+/X0c0pr7VaAWtF4wqWDiYNMskUZgiEToImPDDyLsBWNVN6KRUvtWCKM759/w5v3r/Dhz9+j2/+8D1Op3vkvIAQkcIMogiZO96//x6n5R7lvOK5NtRtxXMkSG/IEyOFhhgqElUEDvj4+e/4ct7wh95w//4bJFssAgJO0x3mtKDfvcOb5QG1Fnz86W/46ce/4XJ5wQ9/+3fg5RnxdI9jdEUELMsJ7969w7ZteH5+HmDB0f75fd+dY30txkMA9IvZL7UZzvDzz9/SDX+OKgjAa6st+2V2mQAXMG/MKK3jsm2IEbhsCZdZg6W7lAETWxjSu0EDSc86CDPyNCHEBEDbApTK+OGnLyAiFRUgGoXUIRCmadbMQvB90wC+4jwhTRlhmtAtwCRbggUMl6jq3NGlWcZe50mz+aA1OHv2tMsuWMEiVpC+q+sp1ZCAQDjdP2B5eIciAW+/nBGnFV/OKwBlODiqers5yOR1ji6vHmMyYQs231quxob/3lq7yuY78HTsgfXaRhS01iROEIR9mHpgBletMxdHAFNygFUIA+SrgonYXCkIMiIFCFe8ffcB33//J+Q041///GcsMWOKP0GaoNQOuhTUztiaXnMiGXevQYP4c2/4sq3oEHwoBcs0qXiK0ScDOqgFUEqg3gycy+pgpwRKGsA7uBZTRM4JrTVsZYUIcD5PiDEgpwSuFQRgu1xQt80Aqz0Tl1IaNFGQli5or0FVp4MIatfPlVLA1kajhTQoYClrvyQHbsWkuKU3cNnU3tYK+DquyNwh4LcxChn1LGTqfgiqPszEWLeKp/MFTy9n/PDpEbUpAEjSIa3im4cT0BoeP31BbR0fP33G+vyCcgg0YW05RAQk2otxyupLRdol8YOrzQZ1qHWMZQ20Y9qN0W/YruaL+Hy7AR9NjdMqDRBCxDQtmCbtsxhSBjiBRTNoydg1dw+EaVlQi1KQIQCHgGbnKCxopAFRBIO3Ct4qUkxI82kwMZzq13tHkN3lJwpGJyVIVzvRuaNacKUBPWOKE073DwgxYV7uFaSJDUQFMRbcPVQbJwwx5b+Xl2f03vD4+TOeHh+xXi74+NMnpQhDa+9iSsjERjWOoKR98p6fHpFigvQ6Wg7MWZlEGlAbZfb8gtYaLucX9KbB+LoVs9NttEnpXVlTp6zzcZ4T8hQta6Vge5ozQpogDZBCYG4oIrhYb6y9tvoAaO23XX/SdTDl5ur3BVgOFsmwc79l+4cOrm5Tu8DPZ7CuU4LuFQRDfCJyzkhmmFJOSCad3kmUZkVAEM2cxKj1TTEEpKDaaSlFpKgLUTA085gdSJEG3512EAZE+9rjRfatWwFlb4gErS8hAXMAm4SmmEIrk4PBB4QLapBSiJism7z+VMc2GJI/aqsQxoAiGyhiixkRGVIHRZfZi2F3eU05SGuKZe0GYovDgLOvIyLleRNZl3oVGRGB1Sx0wFLmMXi3c2v3INf318czQ6+fNxf1BXo0QzQ+PUQQgomamKz4rTT5b63nAwTMBdzXV4Orfd96XhqE6PkJ79ky7gXM1QpRi92LGUCCcEcM0QppGTFCi4Ktl4mfp6P+itgfArmD83S4w+Pa0MgE0P5eQ4mPaxD5HLJaD5Y9Y4bDfevCYxweG2EOVR5Hfw9zsh9kWeX4teROotGlbOEPLjRzRKYsQBtZFV8nyQtebb8HNPJ4HXaqloBByNOM5XTCPC/a/DNPQ+5YswLR+rvMulDOC8K8AAB4uoB7QMoNoiiKObSq5tRKURqHzY9RtWfNmWOIwMKY8ox1vWg9ZoiY7x5RWQUxjtst9ev4/J6xx75i+P0d7/naNzlmqo5j4Hb8vzZDRpbK3+XHIRboynE8AS5SEYi1rgDeBPJIUbruveOZIM2w0N6rEObgB72eQYDWtIYBROhWN9OMehIRVT7YUeiYzDG1bG9MIwvrmQoRQCw4JJ/n/lMO4gd8EAvAAUl1VPzm+h5ujl1DQspZxXiWBfNy0vsf4zG23j857qPebPJ7MWz9Lkiw/34dSI/M2iFz5VLtx0DsZzcKULrObUbBZ5vlr4MZboIGTwPoCwNY0UkbxyKpGS/SpqUkyHnCPC9YlhPu7u5xf3/B3ekFyzSBqOFSVMm2koxgHj6uB7giey8d5tHXqDFrU3bLrBN3BQMJIBZlVdi12Nvh7Bmm4/VyaqgGFIrEj2wWjAUSaF+H/ErR9f3z+j4PBgAe90nFrzQTh64CUCH6/e22dmszWTAPoQ5fQIeziSOy7+fl183XDxlrWmvWjL1WFMtibab+VksDGNjWFetWsa2b1WjzaHIeAiEwqZNrvk0IAdHU+vyrxyW2RcHXl5/NoP7G7ejnHJ/zeGa4LkR75srrfazmR+1NRIgKBmuDbEKtej9HWQmrb0CWN+3g0UD32PBajg4ifE0238Tujo5ftd1D2tz9Nqj9CjEqGylGE5QSxJjAUZBztjWzDQfKx2mpFVstRtMzZdKA8c3DCLr/KqY4LEqfJEAzXGbrXT21e+2pPbwOVaXXZQhYeNaKoJkrsbKY0WTagn3vX0is9tjBUt0HrsbxcTxfmTC/5rhd327H1K+MMflq1vzq9g8dXAHXAdZrr93+PuyEbQRCjBNSvkdKF4Q4G188WC8RVklVApKhSadlwTfvPyClpMEVkQk5lL2TdVdZ1ufHZ+QpI7+7R5wSlKvtgZTSXmqv2FqBFuRVRAZKK9iqIvRbBlgiEEXReILJ0GJYHk2lA4QwCkIDAjIlpTFB++SQKRACAIIbUh7OAiw17w2MBYBw0zV/BFCHrIvXEnRthqwTpO/ULONPx2C12ERG0SAEVlU7YVX74yagLogiuJ8ylmlGiglT/t/cvXmTJEeS5fezy93jyKMuFNBA707PjszMfv9vQX4AUoRDUmZ2ZrYbV1VlZkS4u138Q9XcPbISaABNoUDokEBmZVx+mJupPn36nji+16hNsMaJHxJQmMVUL2dininFMI6GnB3jODKOI09PT/zl2//JnBJfOsNwPIhQhnLYt8jsL0+soOSZy6f/weP3/7s04haJbmyr9FkHTsyq5yieSdNpZD5PgtzGqgpNSZFDkaeXaxPAenzfc9kdyFQ+nR8Y54nz5Uei9hTJOZdr6p2cV6eLgqmVmgrVVwlgqu6XkUkyK3U1F4ctFqd0hmorzZhERCO07F7E8FmSEAlyZy3nx3leKB8pJjF1dh7TD6KM5GXs+xAUPRd6Zq0wThddoKGkpN9jqRTmDJeY8LXCOOKz8LxbY3jrYQDpOwSLCwGjfVklS5dfm7SbN4ckNxK8t4b2agy2C3T7HW/ffckX77/kzesvOAw3hNCL1LBOIrVWjPPs9nf4buDm9USsnhRnxrt31JLxNkmyYAXNxzoIt2AF/WzopF16QWQhthiCDzjruL97zdD1zHHi/v41p9OJ/+V//d8+m+dyyYuL/fMp3mwCaVlF6pJkYpRhqQGc1aZRs7xv8xnK37SsJr1NAMerSM4idGA2ktHLfsg1WvbnKuAHbwreFIbgCLbDFkdOMM8FWzNTJ15irnTYBkQlDaCTKgsWKMZTbMWosmgIBj+045KDa3ILzjmG3SABCMuJWNTovPcYJ8lXrs3UejEEWMCorBXpVMrSf9MCk6SPnMvyU8CIVtVmAV7SnCgFQteBC7x685b791/R372C3Q2PTyc+ns58ejprX5cIJ63kl/UYFwNlpVZtKV3rHCfA1WfjSef3lNIV6NSSd+fcEthvL7AxDuM6rO81aW6DDk2q2++bYGRZmxvYsD6FnuVFxQyhU9WaGQ733L4uuO7An/7hiTdv33Jzc8thN/B0vvDv//kt58uEOUtPXTGGVNekmFqJOfLpciHmwus4M5RMLgafLQ6LTxVXrRq1elV+s1jnpdrIqlJZS8F7x243qJiAVMdyinx6+IC3jtFLVUnkrbNUFb1UWY3rsEFEpdBr5rt+CeitAod2CFADufPkXmj5aZyESTJFzEXos6F5gZl2z1dNtDbAXql6TpoqoCaLVkAP60W0vgkvVE3gcq08TRMfTycezxeexsicIj8+TRTjOY2FGMFbyzzN5Ch0ZVscAUu1CUchm4qzTa1QonGhf0ki6xRkWCXKAeXBtJ4l28Dfv2Grev2qMZJ4WgFfvQFjDX3fczzesNsfxL7GOlV/NRjrCcMOVwohSIIQpog1o4AsKUOpXKaJp09PskbOk7BVUqHGzG63wx/fYeyO6nbYsFuASDluBYurRD1gNM5qlUZRsHQhCOjfdxjvwToFGEVBuaPDeYvhjpwOpCQG3HGeiPMkwGK/ox8SxgaOmnQtcaaz+M4LMyp4vApSlZKINXM6F0ZrpfoYhb5b1fZFgMIzOScu80hOmTm2/qqqAC+iRGzlHtv1PVhL0OXTeYP3kjh2vaj3xpJEyCoX5pSYUiJlTbDqusY0oL+ttDKY5B5e1qS6TdbbzfN5cr88+Oylv3j73SZXzxOnv1ax2m7rSxtS4vF+wPseazvhcSqiX9FKBwaPoHF913NzvFka+JwxjOPIx2miyUvWIoak5/OFPmfK7V4nyYbaS7+QyK5LgmUtKvxgSSUyJ4s1hZhFGcZkRXiMwSgCa2yTMmWF0CoapFnExcNK1U0rRYs6E8hCtSCoik0sCEnDqVTZKSstsAki6P4vyH+T7lwQ3Kpmm81DwTQwRr9bHpJoyvmQhs3KELRh1YlRX60wqoIW1uK8hEfC0U0iWpAjtRrm6Ci1ME2RaZq5XC58+PAjBbh99ZqSExaPC35B97fJ1c/1jlyNrZKYTn/h8ulfF48QSdbFHNeEDuM7coHLnMmpcPr4xOXhArlipio0qaK0mCqy5wAEUSUyfYfb7yjAaT4z5plxflQaUl4SBNNyOcRjrejllORNJ5lql4m2Gln4TYEtHWR7v0ivg5pL13YvybWOWg08TzMpZ1H6iVGSxpwV3RdfK6OeLSj6F7woC/V9r/eCJAS5ZKrVRnGEEpSqJnAVmCO+lKUx3FlLh9ekSoRbqq1CCbMZ5qYQ1JbjVc2tVQ8bSp9L1QXIEfqeu7vXvHnzntubVwz9Tv3gWo+gonbO0e0OuNxzuJ2YiyXnRH8zKTqbhCKj90zFgO/Beqz3y/lk8ZOTi2aMNKtbUzkebjnsD5RSuL97w/ly5u7u1XVVCpYm6EUy/GrwrmP4OnDVKoo+b9H5RRM8Y9qysyLn2/+szjEGqZK3pLcpbzYxn/Y+saYQ6wdr3ZJ8WSsN186o7pMFbwXdLhliLDgjtGkMpFLwtVHyxAcmJqV/AODkmJzDGkmCrfXLMQMbmpwmV3Y10UWDuaveImsoii5XKra0sF+TK73GLVEv2mSeNZnaVt6aJPsSlGvAX3Ihx0w1Fu8DNvQc7+549fYt4XBD7Q88PD5y+Jf/C+v/ombSeUWUYUHc5XqzIr1X81p7kUE8vq6rUttq/nactV62K4GS55u1GBfAhs/GGptf23m73p79bQuI6l1MLQpuZLrdgUOt+NDz1dcn7u5utcoU+fTpkceHR2wtTDFzmdISWC2fbQqpJJ6mmVQNp5Q4F2Fl9CXhMXQWWUGNw5W6iBG0oLUdWZPcd1ql9lmqa6UUzpcz42XEGcPsnAoVCNgoFMNGefNY12kFVWIFEZla5x1jEEqaBsuu86Q5Ms+TKAPPE8QoM0pjqTjpT1lrD+tcnxvKXxsJfJNggcjICypCsVJziYgAyCXOPF0unMaR85yIKfN4nik4zmMijglnDCUmyIXgHbuuxxuoVkigUvtR5cUiqKAE7OuYtduxa1YooVG+zba09TdsRcdHRuZTr59rjPii7oYdQ99LW0VLrCXjwHeDVAKDrLnOzlBE8CmZKMBJLjw8XURY4ixeaCVLHHWTLF8Ux2B6quuxvmcdXSyJVasUQV162nMVoTAQBpX1sr4IKLRmnuJRBr5YOidiE/M0Mk0XRmvxoSOXigsdoR/AOnZ1I4ZktKro7VJNbPtYqiSQOc8YIHWBWtsxSPw4zSPTfBG/yabkmptp/LXAD1aMt8PQyX4baU9wzgpl1zu6EPChw7m1JUISrNIKsjof2s1c0vrc27/aYN8AfY0ruHAGnyVRm1+Nuf7brxmHv9vk6tds2wViORkrmAbGygJv/dqMW4XHX0umJhkcKddF6nWOCYzFBDGszUW9qqJMMjElzDzjLhftb0kLj7TrOkoTZKgr9aXJeUZrZYHW6kJWhZhc1TayVkyRhdEqjaJQyaZijCYbueKcqPU562BZFOu6tirdcZ1MW9aj39GmsdqSqqxUghZob08yDfRdFnUxdNUEFv2eLWBJUbWmzKyy8ctCbo30pJm2sFZQ9TqqKO7IulGpKvJRVSTEO6vS4yxocXsURXhkB+qSaf90D8FP3y05Zz59fOC7b7+HUpTCZxm6Hc57hsMN/bGXc2IdOEPFkauh5kIeZzGTTBmaIIkmvsaLXLztZ1xMWuGL2JoJubILAeMTk7NkLVXVIotWFWo+yRSmkui036NRl1D0vWjfg8jdXnuJrBezBW7rPdS43bmsVdrmj2KQwLmNMTnFduHMB+8I3i3XtoEX3lmSs3jnpJk7e/0Io/tZFjUh7yW5ag2uVKELWNNSAQ0W2n5uH6V5J7EEFWiDcgiB0HUcjjfc3t5xd3fPMOxEsfHZAl51bFht3N/tDvK5WVTiai3aQ6DqmC3wtwLBHfbHlcb3whC7Zr8Kbcp6v1T9nm+lrv5JL43fJTaxUumTBmFNblw7FpXqNgZnnN7L9irQaXdzQ/paYLjINOvvLO9huR4a52nlXOkftWq11pApOLKg2bWSLeySJxUWNTdjzXIvY+oCVrUFWhZIu1wfbKvqO32unQep0i30knZO6+ZkXZ3fqv2zOm+ZVcuOKgpz4unXqvdr4tSuTRM6uqYHXif4KRdsF9gdjoRhx83dLbf399h+YkaC7t1+T98PzGZSoYQ1ddnS0rYJ5HUPqWHtt5WjsJbPxo5ct7Y25as+LHj59Yo6YMRp92eCDZmzN/+SMrkj4gAAIABJREFU5GfhVnP1vARoZgmUTDVY1+M76Y053t7jvedyOhMvF3zouPnzd5RceBwT1kyboGpN7oqu2844ogra9EHUVcWcN2i/k6N5RsScabqKxiCKaCkulPkGmljlJvU+4IyAoE1Mqq2D3gdcP+B8wO96/DCw9BYhSZEEfLo2VFWJg0X4ojoDncdYtMc5aaCahcFSDLY2euE6ntt/0lpgVAlL73tlulij81ajxipg1+bWmJPavciJnVPCTjM1ZzojBt6dsfg2by05UptPrqnFtdareceaNX5rKrENrGhztvNumfd/yfbzr62buU3mMuc9XRAw0HvpI2r+pKVswGMr67pUCcVEvOQmDKZnW6tQsQgglHIhxYzrMuc50cfEXBCxDGMEnKaugRVKG6wggljrnCdrdUsqKjXrAmcbMKG7tp179Iitc/TDHuuEYdL3AzFGhstOaXtbQY3Wg90MsKV/U58UACaJ2InRXvlGZV32T6+E/GjHJ3+1zuGM+HuGEESYpUoFXZQ3W++orDmY1trQACIFq1rYuM6OyzhdJ6YGFerfWmz8WWL1PItaP3eJOZb//bLt/xfJFWyC5LbYNxpcBWMc1nXaqCiPVOEyR7lZtFcnpbbAR06XiZibiownJlGkmmLkMo6Mc2ROhTFlhqHn/vUNXS8o1GF/xJgRzEddtKQ8SjWM80ylsB8CqRZchVjEGd4WJ0lV+88YvGZGtXGokcVfEjeRCfXWkTspFzdXeDGnVf8oK42qQgFrw6zqjZIpOeqiUZYAulUz9OSuwacmVvK8lPqrEaEMMVxsaO/qPzTFmdN4YZwnik4mzkLnWxApjc6lzOQ8QbUEpz0BqsRmTUVaJ1pTbwfGMsVEN6sTeJyld6mdpSrqU1sq4K/hcMc58u//9h/c9hmqKDAFH7i7u6PvBt5+ZRiOt5K8O0kIix1J1RHnxPnhLPSQKVKjKEM6TWDaOuQ6j9t1cp06h7eGXaq8GnacC1yCX4QkkhXqYUbK65PJPKUZmx1zKfhS6IomVkgib00lqay690GaZassFA2tbLLBrW8m5qziEUKFTapaRZHr3LWFYZNxW22C70MgOJFydVauQfDigVWqJ5VAyU6C6yRgQM5CP51SpBqxPfBeGsQlYfN0QYJIslLDitCsYozLo6nPNYNuUREzVOEbsNsf2N+/4vXrt3z11Tf84Q/fcH/3Cq9IZdV5YzOp4EzAVc+rV2+4u329jKtlclkWkjZry2+LMADX4619x1KJaNO+8wRrSVkrc8+2lZZ8LWQBm+VBgx1rLfth4Ljf46ylVwEcr8qnTUbatnHbRF4WpH6zyOv1vbqH9PuW5GLpp6vUKolnziIWVCssip8lQck4U0kevIO+9yIGZKsgkoCLUWgj1olPKirxnwXEsAopNjNb7716vRi5lsYsPYLbBESoYyuiD2sgIiBEC0U2D5Wlb14ui3pqq1DVovLCaZNgrSqBrUcyl0JMgrrud0FEVI43fPn1N7z/5hvO48zu7sTNx0+8fvOG480N5yfLdBFxgxZmSVVXqochBOkl9h7vX17KJYBc5dlfSvq2j9ZL5JxbKIPXH2gRD8awGXnPv3Q72p9vz8duA50kQKxUUPqYM57O9/h+xjlHjhP73Y5Xt0e++/Y7fvj+R4L3PI2JD48Xapa1ouocB1JZuEwzuVTOMXJOkb4GTCe0Kq/N+RhLNY6C9EuVmORaaw9TiXHpz2pVX+8szhp2ww4XvCALQdbDZKTm6HxH6HZCfz/e0nU7ubsa9SBrwpYrNTcbE1XWdIbsDcU6MAOmFJIvTGMS64ZxhlroksFXoem6Rn/dVN3KsnaLd6ZRY19ABCWQYL9aL+NaTYKnGLlME3OMC1DVvCX74EjzTOccb27v2PVDw3LlHjJS9RbmTFkqZ4Jt2KV6ZRXEqLXqPC7CWXFOWnXe0XU9Wxn7v3lrcYwTUbCh79nv99wcj+yGXvqT0moWbqgi9lGVAVEzlEiKowKPrEC0cSIGkirjXJnmxGWcmU3gh6eR4gfu31Zq6HXFkMRswYM3d4gW7oXC2IQwKgoCFbIT4TTILO2PDSBtlXMQJlDouL17RTOZFkpw5Hw5iV3FZRR6Z0rMkwq8TSMpRUptfpatXaR9dsVZy34nlPpqWJhNa1VJAROpHsiaGiRW8F3HsB8w1jLPZ1LMUs3tuoXRJJXfaQFPl+o7VUHZzUWt8nMZ/3U7FbX8YJtErT+XnEv/VddPUkCgvjyd/cz2u02ufmkA/Px1mtde/VteuHmNZvdZG5IlWlOJ9VLVOyVjjPSXJOekUT03I8q6vN+oP0qM8qjGifHfS4GVopxLE7dOo2Wz2C173xYHRU6MMVRtCG3pQ5pVwc9K5au46+SqVukHURfkJWnS2IS2qC3frWiXpE7rOfx8PK6o9dI0vYXN9DWVrYiH9A+1Y1wmFMOKaLQqtyIxQjWq0mNkVnCn7U8L3ISnvAaBZrsvPzFOfslWamWeEuN5UlQxk0Nh6CIUS4pZK5RGGuYB6ztc6MmhCn3GQTWZxgHO2uzbktDGfzdNitxZXK4Ea+mUYhecEyXAKkiXM0rHtOYaRV/GNisQauvVhFQ3c8RnP/UDGi20IYklSXJVSxW+dH0m2iInS34pVSOHjU5kUb+Vujr4yFubwpIEVakFV1gBRIxZJvK2eC14bN0E988e8jeWiT2Ejn6AYX/geHPD4XgUMYthJypQz1Crzcin9a14Z6UyuQk2nweePy8G8IzKt/2LItc/18BtNIEty4lo84QsWMs79HpYY5beBm9btcpqr4PFGSt9iapUxrPkqrVpl+UCb45R9/fzYL3RhuVnWlQzdQzmLH0IVivSVUx8JRkWlSy3Cfjl/Gv/gfYtCfW17dI1rcg21TWt4FcFVrZnc8U2nyXGVYJA+UO5Sq5aBWRNINv1W5OzRqNua8v6PFf3J0ZU4YZht1Souq4jFui6tAQWYjdh2e59GxbPFU9/jjK/Clz89Bz4nC7YpNk/r1y1z2q9nZaXPvE52LCe9+u/Xb9jO57VF6n18XoI3SCsgf2Bw/HI6XSm73sB2tRipFW2l2VI58FW8V2Al1pXlTzX0HFJriooSi/701oAUkuudA6zxgirxYoAhxZrZU4zRpr9DSpgowBGu5ptrV3uCRGOKtpfV4zRQNVSnFn6vdpcX1vcoOcto8ULU5WA92zEt/VyHUC09bfd88WsK367f0u5rmi0m6eaqnFSJplnc+Lme9u9t8QIL1x5uV7Xc+oaC5lFCv0nE/lfsW2H/3XlqtntiIiZrC/tftZYRfdxBaXLUtlZcLa6RvOt8SJXSBVirkwxMcZIzIVaRUisqag+v2rLvbKdexFqcVXDCGsSxRZctYtlidF5JmvLS0l58fgzeu9K5VSOzasypnMJZzNVBYfa8TQ/r7V/VMaDKRar7QoVlnmmeVdiGjhXtUKn5782ASsnoM9GRAqNJ621Spvd+K4tAIFZP4hNUrtJhxaJkavA9Rdsesq3s9RKnW4v+OXb7za5+lu2q/NgZLJIRfyV5jQyxwtTnJjjTE2FElVdpwrVbZoiHz99wjvH+emR4EU84eHppBl0pSmk5SI0wg8fPzHNE4fjHTe3O7zr6EJPFxLBdzirEsHaoD2lzJwL1jY6IHKDCIwjQVSBOSZBtYoEGFSjAaphCpHxw0VK84vMOMuEJv0P2rSqrtvGy8/Qe3wQ3rhxaw/W55HIOqksfVqmxXTSeNhSpYpOvOr3MKfMmDKnaeThfGKaJqY8U0rGF4/NijqHTu+Znt3OS5NrEW5vcJVgDXO05Co32RwzpiSyjSSX6FOl3x04HO/ohz0hiHm0te5qXFzTR3/BTVcMafLESwcUoYBFx6lmZh853GSOdwXXBfzNLcF5rH/NzetKvMyc3jyQ55nLpwfm85k8TUxPT9SUyfNITQmboY4ZTMZcEhiwl8QtgcFVzN09024PwVM7z5wTP5yemHOCVFZ1wqxBrBbZKppcLRdSrmAxgqhGpbXZYqlWpCmbupSIQohHxeXpJNLTc6bMCYuh08SnBQ4LzcUYsg9LdcR5GRtznFf5VfW+Is6gipkiM1tJakE97Hqc7SlWAiFbpW+RLBLSSSm4SQGNpIBHrpVUINZKNpbqO0Jw/PHtl5jQc/fqDW++/JKb4y1/+OaP3L96w2532EzcLw2CX5akv9QX+vPJ1i/fjDHc3NzwxRfvOJ1O/BgjaYEGn++ILMwLpaVUppoUv2gVM7M0kG+Qlk1gsCYGm1xO94WFevjZV9dKYfW+a8hiG4emCEBhDVxsxTtD2HX4viOVymHwUMGHjLUJYwpGx6a0PFa87/G9X5MqZD50Vfplglm9dVo1tQWwmukAUtFuCeHSa7hYN0jQJL1jcmK2AbuxVo9JJLUbZbwFIqs8sAT20yyVZ3ygO3YcX7/lD//1Txxv7zje3AEOg9IaWRHqJYGGBblvVattRe55f167FrAGh/C5/cRLlSxBtFeVr883i8EjocNfm0N/evyvR9ZEZCqt30rkwSrGirpkrVlEEkrikAoOw5wM969eE2Pi8MMDfeexuZCNeqKJgB6ASlkbnsYL/eMjnXfMFQEWup7Q9araOMh8laQiOV0ujOdCHCeePj0wTxN5milzlDW3Ewn2bieKoyF49odhacbfeY91BTeLp2O9PDG7CyXJ3FWrVEKb8mQpzdVSV1prRWWwyviqKohkSsJTrxJw8dxr3kRmUZqF9fZuSa+pFlfcco8vtmRVqiLTZeQyz8RppqZEzaKsaJyh73pZr6lYbSeYY+TiRrGWuaIiW32dMCkUZxPwOmehhqmFhgMFgAxoHGasx/lBBch+W3J1LWLV/ia2JV3w3Bz2HPZ7Doc9u11PcJYUZ3IS78GSos4DrcKaoCZqiZQsAmfqYCNG50YmDRsCroIplRILU6n8+cMHHqeJ129f81WcCc6x6zbeo5ttqaVUS8lCwculcD6PxDlKj6D1WCydERaCqS1Z1TjPWBHF0Lkup6hFgbwAYTGJXcs4jsRJ+qrPlws5JxWimslZmEGVqlk8DDuEUmusAsoe52eMcSq02Jy/2iyJAvyV0He4rpPxXcpS0URtHnwvoOewP+D7HbuxsBsulOrw7oQzs35im+Ouz5z8/XNq/S/aGni43Ikvga6/bPvdJ1e/peLwfKvIpFRKUoOz1disapOxoE7SfplS4ny+YK1hGgXxTWlmHEdZgKzwVgFVKCucTtLA6MOeOysD37uAd0H8VazDIK+FyioJa8QlqqJ9d2tGXkslzpkcxcU8i7IrDqk/ZZtIblKut5ryteDCCNpurVnlOp3F9fKzlp5ag8ihb8BIroYTa4K1AVEW3ECD6mVwt0AMK7Q0bcKfYuQySzKbiki755LJJYlik1fk2QZKcTIDJ/GDaqaMuRhsEhJJyhVqpkZ55AI+9PS9JFauGf8tpfTfFuTWCiVa8uxQOQDIhqlWsstM58I8FoIxdG7A9QNh14PpSFOkG25J84zrf2B8emQ6naXBM0ZFKssiEGHkgkuQPhd21RFcgN2e1PeYXY/ZDYwpkoJjjDPT45lpHlcuckPOCyqPDWvDnTxaTSlXbdLf0nLqKmLSejDiNAldYIyUKSnOJk3bwTnK1p/EGIp3JA1sfSeS4jHGpaQvFawCSdS0So7EOEsAoZbZ3jtKH9aADzX41p6qkluvVVl8xVqPlRyXVlycw/mO1+/es7+549Xbd7z/wzfsdnvuX73hcDyKcIrZTpwtGG3j3MBPUAIWRHZBt+pnz7/03K8dj8YYdsPAzc0NtVQ+2g/PBuq6e62y1FBGMNLzV6rec3k5wkV6nM37N2GvVDDXa9D2ZUsj3NIFMaxzWfvMq7mhgshGEI14291Mkcuc8NYQU8FZIxLqOUvVqui41QCmCVc0ANMaoxYO8nDLflmtgCP9kpvzbqpGeVXnkdrGuwYfqgZojNhyLD1nmuAYtHKL0aBK1QSrUlbrWiEuVYzTcy64MOB8x3A48urtO463d4Tdgdb2b9okXFnPuVnP7do3t/ZZtWtxPaaux1qLF7bXrm3PaYHAklS9lFw19Bvjrlumrl7z/H663rbPSQjZMvfWmK7Gvhp0mlq0ip0Z9jOuJA6nC/vDkf3+ia7vxCYFgy/idUer8tSW7BbGeeY8TUxRe5aMxTiP6zo1LN5TEVpqVgpoHC2Ryni5SL/X6UK8jEK3HVo1bUfoe4ahJxREZa04+s5hXcEU6R+sjCQEIJonMWUt2sslgORzqwq73MvNs7EphFsnAKmxZjU7tqLC1gRaGoPj6nzrONE2bWxGEtmi56yIP+I8z0IJy5KlSq5m6bvA0Peyhs/KOCiJOVqqbwG/gAR2A/RS1p6cBvwIu6b1gJnW6bkkegaHtWHtif2V2yKYselh1dxnqewPQ89u6Bn6ni4EnKlkbZMomviifd9iFN9aBNJS2WvAT7OKoAHapWJcploBwz49nRlj4vFyYUpZ/J2M13nl2b2gd5pRk/Tmp3c+nxkvk7JYpNfO43C1MZPkeEMv3n5tE+XRealMN+uYBi7N47hc9/E8ClVwHiVWzpEpqu+eN9py4slyhaTC5PwiamWUFUEtCxgHRcZuNfjgCH2gVPExbfMlRs2aQ4cLHV6BD3l0hFRWMPcZSNSubbvuta7n8Ndvmtheff7LMcDPbb/r5OqlG+o5Qvx5JaIukFXrIYrzyOX8yOX8yDSemKcz1EQfnCA9JtD4WUazCAF2K5RMqRIIOi3XSxOqctg0uBSFFHh8fMLYHwTBLBB8R9f19P1ALZlCIubKnDNzyjgLuQSylSDYWCeNirRj0J6FAlX7sXy/E05qF+iHHmutVgvUL8AI0qqphVIihP5YzhNQiSXRxYDrHMOhkyTL28U7YykNly0nfl2sVhqQ0ieQHrDWtB03D6laJKgiZVudFa8xL2IhLVJqPkA1C0ojaEdr/DSQNQF2HVjPsL/heP+au1evub295/b2lr4fPlMCW2kGn28/F+gaDB2egdDqcthq6LLBVajnifHjIzVVdvcJvDqXq0LUrlrx3rKWsN/Tny9CGZxnpsdPpMuFmiJ5apKuYgZpaqArPS4HMGIZgA9UI/uxwwOFmI1UlFwWM2WrvS4eKFUarqmLQk/VoG0JdDdodbvWjQrRFkXnPN4XCuJdUSqQpYKF8+BECU6QdUNui3prEofF+HChG9bClGZiySKtmmewBtv7RSWo6zpCUNUmra4Y6cqnTXS1iEhMTnntt8qFmIW+6Lqe0O949fYL7t+85fb+Na9ev6Xre7p+0AXBamTOOp/W7QjQibahvy9WCLiag37uNb8l0a+1Mk4jj49PXMaLqkpJ+bg+mwuLJg0xRs7jKLud5W9NcEF3dis+yraKtZ11W1q11ryQYAw2wUCjO7GucHo+ml/ZAtLopzd/soIVmYtqRdgiV0WtbdvNpZok1BRknjQOr5LJ3opYirWWHCPO2atkwbTjrRuRDR3/zVaiVDUDXu6Hqv1NfjkWQeLbvLyCEFd9BvpdrdogIjtQjeVwe8fN/Wtef/Gew80dw/5INo6YCuM48enTA58+fuJ8vjBPs1Q3Sushkk6A7bz2U0HGOsaq9lCJz902yHzul/ZTY/fntmqWs/v8mc3vPxXebAKYuknHFDVuiJ0eNdUE0LnfhgHXDfR9Tz/0dMHjlT63qBS2eKiu9PQ5RlW+mxhjwrrEXApdKTiEjie9IFJ1EOP0mVoLw26nmXIijbP2/qlKqvMY76nGytxDYTSJkg3WFWw2Mo8j90MT3mkKhBUxPk+ywKGZNDVH6QNcgJJKP3SEPkjFTJOrJljRxABaDNNO62LesAGrZGloIAPaa5VJMTNNM/M4UXJZqklee1KDE/PYnA1Vvb1ykUqUMZWk6saUikOBY4Rqvk6yDfgDAfQ09ml93svldxjjkbLcr9tepsvKeXDO0wXPbjdwf3fHzc2R3W5QimRZEkpTVb1xWRdkv4sKr9gmjFZX6p1UzYWi7Fpl0ToyhvM0E3Pm48MTP3z4yH4Y6P0tBK9CQHLtTdtX3X9rnRgCW8fxeEPf7yS5KlKtshkp9pYKSajQ3ko1a5kHcyGPcTNn5c2yJuqotoCtWj000r8KqkLoZR12nYDzu/2O3WEvvXPObeKLdpZbcq/rhlGQH1GZtc5oXCsX3Dm5n0Lf0/U7QtfR7/aEfkc3zHRdzxzLRqH282veQKR1CtuOufaaNV9oz77EOmkf2Pb9t2y/6+Tqp7aXFoDlBFVBGGqt6lxemC6PPHz8jodP3/P0+CPnpw9QIrshYKrFDyInXVsQWjJZ6Wt5FnoUBrwFjMUFp03n0ixfgRjFaG+cMh8+nLA20A9Hhm7HbjhwOMzEFDmdHyklM8bEeZbqTExV5bUVEbTi8SAxcG3tPtQExjrC7pZut2c47tnf3YjqkQ661mOxPf7L04nL04k8T4wPT9QcGc6BbnAMhx4T7vDBY7zKK2+DpSSpU6UZuK5c7IX+AiKyAItU5pwyU0xMs1C3Wkm664QC2PWdVpnsAie1fpCcrCqDIaafVoIaUyTZMG4AGzjev+HLP3zD23df8MUXX/L27TsOh+OmF6EFaCuyu/35124ai2FH4IZePgdBvV0Sl6b86cyT/Z58H7l5+17K4714lwTrGG4CtRp296+Y54l4uXB685E0z5x+/J7p6ZHpfOb86SMlR9LlTI4Raw07JxW8wywSsBlIiLfJyfQ4YEyGfElEk5jGhMPTh0IIKv6tFKVUwddVPW9NsNr4KorAF6pWgloPS/AeUyEyklUAJs2iUlVdR7VBE3k51yJiIsF0aUiS/r9q43aphXMaJbkqialEXPDcDvd0oWMYpMG4KdRh1VDZmcWIkio0yJwyMWWmORJTYYqFKVVM5wi7A7vjDV//1z/x5Tf/hcPhhpu7+6VZttFGtxXjz4PBaxz++Zzza7bfXkGtPD2dcN9/T05pEbYRdFATTf3srDSLMo5M07QAH5UWWMmS0u7ztvYYI/0nEkyov1W9brQGlNMvC2JDSuUFZkFNl4qW0gcX82cjaKbQU+U12Xhy9aRqiUmofdLn5VjkuRHUNcYEdeZSR4xx9H7QRVmq79Yagqq/XQEq+nNJnAwb4RIJ/kRwIgFVVREdoRPq9Fadr2pSLxUpEbKIOS/zYNVu1ZQL86x9ukWu1esv3vPNn/6B21evuX/7BaEfeDiNTGPk8fHEt3/5lh9//MCnj584nZSOq/vcPASBZX+2VajrXpU2HhQo0eu7fc9zVL/JMbcE/WWlQHgerPz27efus/rsGQFLqqmYMOOGRBgO7I9HDucjw9ARvJV5q6IsgPU7hKpeOY2CyB/3ex6niWItx5TxueBKJRsRDOlDp+NYjK+dd5xvbwnWUabE7CbtCwmSzPgAXU8xhikWUqqUecTbKHYjg4z9SF0858SDUudeCjOZiSRBrXUYU4nTTLpM8nLkvhwOA8N+h/OWbhAhJLm/16omponItKqdMAJMG6NVzlMpFXJUC4sqMcwcuZzPnC8jOSWRpa+VTiuDQxfYDT0xGkk8Wy91LJQqPmG2CmiyWMiYdVy2KqyMTZZeXVNX/05hDxvAYWyH+TnxlOej6BnocAW66xa8Z7/fcXtzw1dffsn93R13NzdqKl11js14V9W3T/cXKNVqQuxwPshcVrTfPlecsRSV8y/aM4T15CIy7ZjKX777gf/xH3/m/vbIzWEnSZqV+LIR0Vo1T6pgls46qIb9/gaQddAUERArU6SkIrHqOEt1yEgPeCyRGAs5FuJpkv1sDBkroiwGsKniCvhqCEZN2kNH9mJ7UZ0o+fldhwuOftezO+wkmVySdlWQXga5Zoyq+ho01pP4Wfv6dV9cJ6qQw+7A/nhH6Dr2N3eEfsd+zAz7R2KuAsjblxLn7dYy9782ZlpV36yZ2bNP+elZ6a9vv+vk6iVU+K+9fi11irlfKZl5vjBeTkzjea0OIEontlq8UjJqQya02bo1p7b6tjRoNtoJy0QFK70i6d+cyxjb47QJ3lonvF3NmEWksMkrrxx9OY4WttQ1GGYtt1pV0hKpyrAqfqknl8ikK9rVkLAlqH7OsW+xR12Qa9kH+VtlbWKstS6VjdbsKH0WrXKlAhbLc+saZ0BRnLaoN/lrWRykIddqA6uU06lVqA7GSNAiDQ+4Tkxad/sDN7d3HI439MOgHPiXUa7n1JktZeunNoMYS3sVAZFFoOJqFgJPLpRZOPg1RkpKuLyq/1jrxNMmCGfcVMj7meQ9aTwsyEiMEzl6QZOswaiMOarQJ5UHHVdY9TeTvg+R95dk1sdEyt0iUWqrBCZF6V3l6vqpOtjigcMyNvQE0YyAqQjt1Hsq0vTa9l12rKlRgjEO1+od5vpcloy8f0Et16ZqZ0XO13s1LmwJVbuvacFCowI+8xbKq9x1KVVq0E7EA4Sys9O+iO66SZbn03CryqwQWN08t/z2/1Fi1batIp+xksougTTXyXKrnCwJ19VctSYc7ZiXY6/bM7FSAbcrzOKHvLzq2W+6K9f3lVkCfKOI7tB1eCdI7PHmVvoLW++fziOGuqLGBppyn4xbTdqKVh6tUdWutfJk6uYY2vEt12F77sr6QAl69vNkZP0YDVI3c+F6FuReat6AYPAhYJ0XMYabG4bdThgKtEp/Zp4jp9OZ8/ksSdUy52729rO5++XxeHWdWYGkl9633bYB6c8JZVyd0pc/6Re/8vpd5tkYXD+uIhU41FahNbs3QK7Nz1eftRm4suauyo7THPEuEDcKo42qBpqMOpn/mtiBV1lwq434tPuqJQzWirGrsQK6GkcNHkJYIHWpPspYbuurLL1FQU2zACbtpzEijGGtXffD2aWPWo5Px+yy/gn42SxXqFVosu2e2CThtYoKXEqZvOm3M7WqwAP4IhYni6+anuGq4yoDTqmYtPtXL+VyWYx5eWjQYhOWGKNosP5Tyfzz691l1+EyAAAgAElEQVSu+XbMPp+DpKIEIQR6VQnc7QZ2u2E1zS5luX/M9jM2w1eo4jrujN3EaCwtGca0ESj/rxWdDyrjNPN0Oknv3zwTvKcPlqo9am3YLneCQce8eAZatUEwxSjdG1FVroi/ZkWJ+20dKNTqVWZ+FYmS8WKX62iyxKYuC8hWi1YSXaU4pFc/eFwQ+fr23pJEsGqVSm+nyywXy1ihSmKu59Stabl8prZ0WKvxoAAGIXSELm5sJ67BnwYi1U3gsb38L/VDG356PG4u9m/Gkn7XydUv3mqbpMRTpWThCz99+pF5vPDn//xX/v3f/oXL6YE4PeFIOAvVO7XhDZpcrYt30psG12Oq334VSfsXlKZMrkiFphTmuTBNCYyjCydJfqz0fhQMLvSCYuXC42mk5sKlG6AIcqv2LrIYWgPaL+ZMkEZAK5LNAQi10mUJ9L2WVWtR2Ww1HKy5YKcJHyO2FKEvWMPQd/RDIHRho9rSON5lUVJMcSbHRE5FaSp1oc/kiva3QCxGz4NUrGIWOpxzjj507LXs7kLQkqwmVhXmKBP/vu/x/YDNGdvtKKUq77swkZkqhNDz7ouvOBxv+W//8I/84z/9szT7v/tCVOD6QSafdl8/m2x/TZBrDewN3NLWBbmpXWvVnCbqQ6IA048/UOMMxmG8x/oB73qpJoYd1e8o3Z5jv6fkxO3xhnm8MJ6fePz0gRQjp4ePxHkkXs7E0yM1JurTmRoTPldcqpRi8HhsScS58HSeSdnQdZ8Y+h4TLGEIuCrjx2HwcQZkcew66WWapxmqwYWC72QSXYN3gzcenKNznporvQvs+4E0RS6fnigpiel2lf6Prhuw1skYDWKCuSy8WWgT8zQyns/YnElzxWRL5w0Hb/Fd4O7+nn7X43qxFQBRQ6RAiRmTIM0z5/OZFBOXy4VxlB6KcRaPrDEWxljoeuhCh+8GhsOR/c2t7KPvVrSf3zZv/q2J0m/ZmkeV0wBLDCInUkq0HottwASbfMusCk5tuW9PGtp8o9VOg4Abz6WPzTZB+vystTSmBVVWMVijC6v0a3T0fc/NzZG//7s/cXM48NX793zx5jXT00d+/Pf/kzxfiMVwGWe8M/SdzEleJaZLFnl9oawKHdpbI8aTm8rVS+i1+OdsPGmo5CL9Va6W5X3d0Ku/jqfr+4VCIlTAKkGoqscmpSo2o96sVaw5CZOh6we+ePuOYbfnj3/3d3zzp78H45hyIacLT6cLp8vId99/z7/8H//Chw8feXh4WMCp5fzq2pRSYhzHRdSijY2XvNGWK1OvVQCttRq0X/dgPa9ovfyZa+L2W+8CDTc3//r5bRVLcmA8uCC9Ugr4SIKlbcNm82jjT/8eNXH4+PjE//z2ew57MY1tCVIXgvRLadJinaXrOyiVw4341s2j9KCKf2NlVZYEN/T0r9/ggseHDuvlZ7fbYzCrF2aRPqxaCnm8UHKiz5G9Mk3SNFNyISQoRihhh+MRHzw3r2/Z3x2pppKMVF2bzZG1ZqGxNrPxUooEzbXFLI2p0PqrEnOUHvPHpyfGeWYeR9I8453lsN9RamXQXk3rnFosFBWMYfFCNAbmknEq51kxOGsICpCaqkp0y3ykQbdGxSkLS2ieZqZxJqWC2I6/rBa4TV9gM35Zk5vWe+asZRh6vHe8ef2Kd29fc39/x1dffsXd7Q2OyjReMIihucxbLLTaWq0CyZ6CxdiC8wO1RowZBcw0lhCE0eTNTDabJF8rOqVWvv3uR8iJd69fcXvYc3975NXtkdvjnjaVr2Nf5hanFhM+dEJn156rWpG+4Vykh3ufV2C1KgU1CdPo8OqO5qFmdBFoifY0npnjzDSNhKdPImgRJ1JJVIskV87SHwZc8BhnFuA9jmdKTIzzeGVyX41REMSqL+geYx2xFrEhsp596GV+73us93TDQKlCD2/ehn0/8O7dW/phx/E//sLpdBE2gElrzF6vmRS/ABf6a5NOG2QKWG7/+Mu2321ydR3AGK7jmau8uL2BJo9ZciLHmfH8xHg58fjwgY8/fsc8nShpxiK0O5xUAdbKlfoxNINEBAmyuGV/Sq3UOa6VG+W6ppSUOx85nSbA4nzBWs9+f2B/7IV/bR3FCcI+zYnOCuc+2Lr0aVnWSWJZxjTAWAzYAFfBVpEv9sjiUnSBrzlDTCKWkDKuCIdYml6lNC5VAlWa2aBKAtwIHzwXUXRrstyt16CUbcXKiFxnRUQ6shyf9OJIANTUDH0nwW1qIgRZJe2pYD3W90L+dbIIxQKpJDJiuOytZ39zy+39a968e8dXf/ia/W63JFbN7+WnWhl/DX/WAAEYNp9oaLpeiCF0TdCN5POZ5Cx5GmWMGbdIjxvnscZRfYBOvES8s6T9nm7owVnSPFMtzNOI8ZZctRoWo36r9A86m7HVYqql5Cr+aSbxeBmJpTLGRCyVasApzz3lgjUJn714ZFiZcJNNkgA3CpBOVM181aBqThVMrrhqiF4Us/JshZpQpSnc972g84c9oe9XlLKKWmDrPZtjlKSveDAVGxyu94S+Yz8MhGFQ+Xp5/1qBkUfzQUnqiZJav1XKS39fygVfkYndCwWw6we87xZBhKWn8fk8splb6gt/f5mS/IuH1G/ejFHlK2Q01FqFrry8QP+nlatt1e2F2XI98OdJlv5cPke/fFmQ9bHeX5uKu/7X9s9oFaIFPSEEhmHg9uaWr7/+hlf393z9/j1fvH3Lx+//zOn7/2QsiVKTjGssnYpHWKUnmSp0U6MVeuda1dMuvadWfb2eV2CyzZSi83zzQzJCBzNakjMaZHd9j3WOEESURXqn1kRlqQZrE3ujlqyVVBmHvbUcbm44Hm+5vX/F3avXzDHzcLoInTXOTNPM6XTm++9/4OPHj4zjxFJNXq6XXJyije2wVjNp3//CtkXVFzYDinQ/S5S3SZYg2z+juLUEH79u8K+wxvZ38xOveOkDFNE2bmFxLMdgluGJ3iVLggXaI1elcvBwOon31TgxDDN91zEnof/nmkUgwBhJ3kIm9B0lZ6l+951UwOZIoSL1fAFr3XFP6DrsIMGi63rC7iD7NEXcsibLz1gKNTYhE+ktJImEtpwaR7CewzAQ+p79bs+w25HVF7Iq+CS46KavzpjlWjfaVkEFhdo5bmBAFr/AaZqYZ/E6KjlhjaHvAqVWXPVqKcACUFgr9D/pkc5ip1CK9NtWEaNZGCpo8mM/BzyN1blDe9Gasqy0g8m5eXk8bACU9lmbxMrohGW1ChmC9PEeDntub2+5u73l9ubI8XgkjmfSNIv1i5d5Ye3tMZpC6/4Yg1AWPdZW0JYSSeIcxVVVMm3zaTvfQsU8nc98X0Qc6vHxSZLYodeKvKAEy+3VhrZtVRyt7hgdM0WSupplvwlSZGhCJW7TR93XAahr4gnaC11wncOPF5wzxDiSspU5IkOxUB0YZwidxwUvVgEIkyTGSJrnxRdvoQjqomHRPjedU4uqMRrT+tMlLnRa4a9VWxh0jnXec9gfyLku1gtuqRxvxkZlqQw/3+oy56xzxecvamvnC88vk/Evn+9+t8kVsAzYz59gU60SFCbGSYxILydOTw/EeeTTj39mupy4PP6AKRdsmSBFakpQqgSHTiRVrcrnGEQtap6av0O5urWrVmswhVyT8FxzYZoKUyrMsZCKXMwYI5BJwJib9KUOQAEzmGNljBLwTklELrw19F7Q3tAJLYtiSTlhsygMFWPJk6GcrLirzzPWOnKOMjkWkfsuOZHniZKkeuGD3Fxdb+kHj+udClloD0bVSSBLeb4ZYNaiHjUVDU7kPMQqpee5NNNWoSJaa+j7gK+ep0szg9sEWsrhtkZohM4H3rz7A6/fvpOFK0qP2vfffUc9n/BEfJkZdjvevn3Luy/e8+7dW+7uRMSiC0IJNFeL7d8GX5iq1cG6LkhNWtZgsEUELtyUyR8fIWa6ww315kChktIeWxPe7XRCk7vWGksNO7zpsASs6UgpYlzPNF3wXU91FWKUSt8cmR/OzJ/OOIui9dIXYo2DKop8BjF5fLpMdN5geq/BJ1CliTRMHp+lATvXgitF2uoUXaM2b5Zm8qhBRnB0Q49zVhbBlChR0DKDJSIS63Uy+BKX61xRU86SiWmkmgiu0O08tVp8H/B9UClXt4yHHKUVOtWW0MsCnqaZ8+lJK1cj4zSr5L+Ip5zHyClm7D7jfMD7sCi9tSBrmzi9OMe2G30dCetv5v+9ytW2kvpzNFVjDIf9gdevXpGiVC6yBtgLvWGzg00EoFGsTF2bd68C0M0iogRgajVL/1xbbITeswYxqx8WDfehQdFLQKNVax8Ct/e39H3H+/fv+fL9e+7u7vjnf/pHbo433B6PHPd7cp64ffsF4bRjfPpAHJ+oqWCnKHm6gkOlGpo8YCbrmG2JvqGYii1NzdDqvsj+lpIXIKeNBepKTTUqa94sLdp7KpBUZEdANKlc5dZ7WqRBvOTMPI1StTeWfrdjf3PL2y//wPH2nuF4S8GSSmKc4kIFfHo68fDwwMPDJx4fH0h6L7dK4XKuWWl9OWemaboySpZq3moiuyLUep3kCikYuyZcZr2Ay3u3SpBX22bofw5A/Pz2E3DX5/984UPXXbmmNYupelVxFEkaSxvL6FpECxnkvWOc+PDwyDRHvvvwQRVIM513DF1HH7yo5+lcgc5/vg90h57dtCPOUcZAzrh5xmobAd0H6DrsbofrAjZ0lF1UKq9Z6OQ2Kgh8mcjzTJlH8nRW9dgklLwQcF2QJv/jjtB32N6LkFYFhxMg2CqQ0Up2rGt03YyZRpfNOTHPk6oWXsQkOE2YmrBknCnS/6MxSCyFOIvVQNJ7KKsKcF2A1ta3mMmNfmjleIsySbY+hxWBt7Sle7E9aGM75STtBbXVBV8aN2sabVCTALO5h63BB6/sHMfhsCeEwKv7V7x/947jYS/+hYtuf1mAHNHZUqXA7Zhv86cxyl+RGMZaCd8djc0v6o8imKN9TkZAwzkXTnPiw+nCv/7Pb/n4dJKYrAsEb9n3XuZYo5L0BjlJFRnTLZIwDqy2sdhKrTIHyQtVIbZZtdQVHNcPAlbvvmk8E+PElCZmIplMcTKmrDUYrzT9AjWJNUrMoiaZpokSZ2pOtDSmWrlu1nusl97Eaj3FWDHWtk7233cCwHedtCBYEeEgJabxIswAI1ZDuz7w+tWdVH/dJ07jDDRZ+eu5ZKHKXwGBz9b9n1z8N79UBS5aYPwrJrzfdXIF7fyY6z8s3FgN+EtiPGtC9eEDP3z7Z+b5wuPHvzCPJ+bxEy6fyHmkxok6z4iDm8VYr70YQb0WJBi8UFSuMlNpKJ8YzBVjsa4QM6Q0McfCZUxc5qJKgEYl2ifpfxknjD1hjSF48QbIxpANeFM5z5lqLJc50cdIHxyD6wQ52kHwgXnKXE4RSybFCVcruQpib62latlY6CrSV5bSRRf+RC0J6w1hkGSq3zmGvccGadpey/NQs1bRlkpAlhunuXRXmVRShbnKZDLmonRJGX3WWXZdRwUeLhf8pWPFoVgCgjlBqpXQ7/j6j3/ij3/6B3WGP3O5XJgKRAzZToRq2R8PfP3N13zzzR/5+uuvefv2Dd55gu9ovh9LBPk3bgboamVXq06+emz6XEmKZp0z+duP5OFMf3ukvN5DTdR+wNZODVtVLAADxuL7jtpZhqFyPBZSToTdHZfpQnjck4eKSZH97R6fEg//+R0PpzMhQXCOzgW89RjjqAWmURDHp9OZfggMwWNNT3AGiyhXVcRvxXlPtoaQE87PuJRUxMAvYzT4qqaz0nfou0BwnlI6us4LVXOciONMSplpjKICOM6YsXkNiRmoSNpmcokUM2MsDH2n/VCBbugl+Oh0sUiZOc2qKhjJRRD+GGfSPDM+nsgpc5kjc0zMuXKeEzEXHi4Tj+NMd5PxoafrBqVQ6SLxch3nxXnn89HQftYXX/Fbkq7nCdbLr7Hc3tzy5RfvOZ1OfP/994uoRetHu65CyIJcdcFpxYXtEcgv6wIkaKHMc6VWbFW/HH1DC/Sv6HYLHrh+p23JlXLoh93AH776Aze3N/zzP/8T//2//zPH45E/fvMNw26gpETJGevh08dvOD098u2/Rx7PJ3wpWgWGzgnFqApyQzWIL1oVqmxRwCOWROuFMGqYabVntmqwY43Bt6boTXJl1Wzdu1bJX8UAYhY7gZiiBKM5qR+UrD81J034T8wx0R1u2R1vuH3zhq/+7u+5ffWG4XhPrjLnnS8j4zjx8PDAp08PfPjwIz/+8D0PD4/M87RcpybOYVbNtyUgGsdxTWKVJihA4baiYxbaZwtCBZPU/l/9/PZ9W6qg/Ynx+DzB+vXbX3nXC/mWJEjN/1HQ+GZnkmulGBYPv2K0L9Rs+piAqD1B53FkjlkSqb7jfLkQ54neWfZDzy54TM5KOxSegusD3lZ2cUetielyIV7OpFJx44i5zJhphgh4jzscCEMPoSPvThjn6fZ7ActyweZMjpF0ulAuF8rlxHx+lGC2l36WcOjpb/eEoWe4P+C7Dhu8KoRanAnYWsGWqzuxtgCXZqze+qXLUvGeLmIdM12emOdInidsnbEkgi3gpDLlvcfGxHkUQC2mSNSYYJxnWj+5MVa8CGNTC3RkBWbCsvZVTXZbMmyIpZKNIThhiVQKKQszIZeqaqI/VUGV66qwMF6rfNZIn6Ozln43sDvucN6x3+8IIfD+7Tv+y9ff0AVPcKJOTBW1Q2PVH1R7iKXH2LCtyi/GCdVgKyp8UmkBpCtyzlMWf1UBBsviiDImUcud6xPm//43DruB0AWOhz27PtD7QRSpcQtytVzRmteEy0rFrNiiyW0mmQg1q5iZ2EvEOVJrWdVHNSFulfZaK3McSSmKrH6dKKZKcuWa0bLEl1Ktz8R54jKOUrWcztQUJdZVtK0Y6TcPw55ut5f5d+mv8ngD1TrwIlLmgyRXrXJZSiWdThh7od/t2R9vMbuO91+8YRg6coUfPjwARtkDjX2zvQvW39t4MWtOvsUW122lYayvVVEAU37d+v47T67k8JeToBWrkosq+kVykorVeLkwzyPTdCHGSQIxfeQcpRdrQRobYlmxuchiWUSxzxrIKqFba1maCNevF+5sXvyAVlGKrSfM+lAUJxehQ+WiTeGy4Iu6XsY66cNKpeCLbUCwVJUw1GJIoUrAYCuouWIuUWtrsq/Nz6tRXzBFPC1Uat0Hh/UOF5ygEW7tpahV461n1Je6EadQt4eFIpBbQ6XU8EX7wynKYVdudZOPbg2x1klDsu8sex/ohj2H4w374w0hRTHmDR3HmztijIRuwvqem5s7jscbDgelATovfORNMCFfqbfN35hkWWi+ebQPtJvnWt6VU5YeqXmmzDMYj0lRJmbfCJQtTFCcbVGGFD66BLGq4mONjL0qVA5X0Yf4rjljrxDrVdSkoSxiimqqJVp1HtHqTqEQUsbYKMGqk0qos4IyioysKFZVpWwYY7DeYDIQAsWpwAIVoiXpflYFAcWeSBMAK0iWqQ7vRD44DFJp9F3AB6/QZfNsaai0eG2lIpXMaZ7Jc9TKgdAAY6lEtTWIuRCTLGoVo83ffgkWl+TiZ8bElka1XPHNG9bnth/yt1Wy/novoNCOG22nmbwuPXILWr0mWXVTdWprXssLl0LUklhtPoMNrW+B9z5fhjQv2Zybut7XxrHb7TjsDxwOB969e8vt3R1v3rzh7u6O/X4vEtpdRzKQDGIaeThQa6UbdvjQYUqkZJF7broVskBKtrcmfHocoOOnafbpEbXXwPpepVhiNfmwZhHcWV5cNwFqE09Rj7VVVKWqqExeqYOA7/r/h7k3a5LkSK50P9t8iYjcasHSPQ0M2bwPd14oMvf//5Q7FCEpbOxVmRkRvtg2D6rmEVlVQAPNJgUOSWRlZmzubovq0aPnsNsfGHcH+mFH1w+AYY1JPYvkLdZ1FRBpnrf7Wq+AnO1av4QYt0pEU/m79qbaBD2cgBv8kt+fvs5voUu/GAd/07P++ot8cnbpQN4qV3ov2p770eO3TPLlGzQFvZgT07IQponD1HM8nyglM82iOBtqpVMTXxl6Ut10ncenQNd3WAMuqRy2MVrBNAIaRDXqdRbjMtl7oGJzVeuNfLknVsR3jAXXBYyzhL6Tqr7+bDTpvz5XxUOvIJ+6JVJtfbj+efM5SklV8baOtm130qUYp5XflrxXDLEI0Fq2xE2p5Chlt1YokM0FqCm1qkgMDaXReEJD4lo34bCq8V2rCjdK26eHzWVdaqvXtTWEVKGkgu2dZxxG+kFELPquw3tdA+qVoqaC6G19LLXNtcvA2tbO+nKObtGHaTqnddtP6vWTdQ3ORVRunbVCrctCWy5FKlGYy73Zvtr+pPFrO09j0B4xEf9SuoqsaU7aXGyt1GJEqKIURdSUAlw9FlEMtATxlrtaGwS0viToJUvlteZ8iQ/1Okl8K0DVdTW19UU18Kfa1k+n55waWNYSWRHpKK3NpRZ67xh78SYbhwHn4oVKW1u8fb0SNB7HyzXgk4nV9se6fWZz/YTfePzOkytoZyVBrNzcZZlJcWGeTjw9viOllfPpkXWdiMvMOp3JcWGZ5ee4zCzqQL0skbhEqA6qZSbydDzKxa7ajG3N1jy+vzkw9v1GCcm5cFoy07QwzSunOZJyMweWY0MAm5pKG8elMucVqppdYkg545xh6DzDGAi98FlvEARyGHuCsaRY2A262OQCZSGykJUOY6sT9RgDOOEM275uKE7wHdY7wtCJwWsf8F3QYEJDkVK2RCGv0meVVVq2FkOtIkUclY6xpMy8psvSbAx919FpxSoiPVg1Z5Z1JYTAftzjvKNx5ve7G25ffcG4u+Gr//kPfPk//qRiGYVlWRl3e54e37PMK+dp4uZwwz/+4//D27efcXt7R+iGraoo2cnfb+TJpZSevG1t5OO3yKVSpoWaEunxieWHDrc70Pke+oFie4oNGNO8qgzi3SG9VbmupLqyxifm5QmTT+xMkUrh85F8nnCnmb32OO1NoHrY9SO7/QFjIfRWuduBg4dKYj6vGGNIqccHT1cM0Ua8K2RzpouREFa6FKU/yfUY6yidLD3eOW3ulj6W4LwMZBXF6HaDoMcpE5aFnKVyFVeRkI5KURAjbYN3hqCoYBfE+LMt/rVW1ka9KlmaaXPiOE2knDhPk3g85UqcBdmaYxJK4Jp4f5qIuXBcIlOUSvDh9o6b21sJgmzDNy/L6n8mqPzvPEop/PDD91vwPc/zFiS14PqjqtKWLEGLDFpAs52xJk/X2KgBDe4N16P9Ul27JF2Nbtf+5pxjv9vTdR1/+tNX/Pkf/8zd/R3/63/9v9w/3POgX845er0nVOm9298e+OP//FrW7DRJ39V05PRuhSwUyGDBeamsGmPwyte3tjWBX8CLrWZhW0XKqBlp3QxErV4gU9BIDE3aVJ68NnPgwrrGDQVeFvEASlG8t+Zp5Xw+SWBgxATz9dsv+cM//BN3D6959eZzhv2B908nnh5/opSslV3Lu3fv+dd//Ve++/575mURAZ9mQ9ESZQzWFD5cebb+Kd2brAZprW8sBKlmGRURstdVqg/HvQYULXD7uXVUEtj/7jlzBVVWoWE2sGGeZ6HaX8JXPt4HGrXr0sCfcqHUyLc//sC7p/ccT8+czicOu5FYMrc3B24PB+5ub6GKCnCxFj/07Bx0fY+zlhKTGqxHHIZoCplISRMrEaKHdZFG/nkWsR9QU+RCNpnaW3y/o7sbRERjN2C9w+9H/G4UwKLvwNlfuPZ1C3qb8EkTmki6TiwqgDOdzxyfj1QV1vBGrBHUboqgiY5zjmoDPlTwvez7j49MWdRZl6w9Ma5iLTjKNu8ohaxJWu/F3Nhp37VUG6omH+onFQQwTCmzLgt+nknLIpRybaW4PkwLvrewWZMWrUBZ4zY5fWdg6AJ/+uMfubu75bM3r7i9PUCt5LiIoI0VNonTypUxlbRGUpYWkipStxvAI/RKAfkaWiXrjQUnPXipiPhZKqqi2JZTHc6lZM6nEyWuTOcz6zITbKWkjoLDSoggL1/EhFfYWhr7F1kTnHqLORsoVvQBig9QKz4lwhXgIrjrJWlt42VNy1a56vMi90dNlEvOWqTImyWGKBwv+neJG9VmS2l+IjpjrdtELlIRAGjcjfi+J1dDKpaSYZkWoq5hzVbId7KnRBbm+kwFbseesQukmMi5cj5P/MdfvhGRq6yxqqnUank5Yv4Tx2Vj/E1P+30nV1dpowAF6q2UEzFG5nnhdDwS48r5/My6ztQUxZg1S1Om0OSSGo2271pu0AG+pIVSRHqUIlr6wzDgvGeHwbgAajaZa2VNhSVK03XUhebFdVeU3BpDqUYqAIp05JxF/UwfYyxM2hg7x8SaM30urciJ8xLUOltxRnyI1kUEAiqVVOXO2yrmgdZo06g1OC//9p0l9NII6QcJalzwGN/4+e0qt4mnVavcvsvJFe3daCqBSWWEAaG9IRWXLjgVq8iyYGuQ4n2VJl/vJYAxlr4fub9/YHe45fZWqlLNYDSuK/N0pu96lmVlmmb2+wN3d/fc3NwyDINSzzZY+u8+BC2SYH14XJAynXMq81jmhXyeMdYLBdVJw+8FjRbJ1RYEyjpbKDWRy0LOM5RIUD+xtK6UecGmRCgQMHhj8UaqQCEEhLosyVXwluAMORdW7cuxTrjOuIJLhVyhi4mGgYrstKNUkcH3TkQ3ykaHkAWzgQW0/sTgcVRsymQnwhmJShKZIqHmAASnssaOrpcNtleJ47ZXiUeNbFSFJqSSWVNU6eSVeV0puZKS7Cvip1a2JL9VsHKRDu+u76SJ1tpPUpw+XZH6exxtB335Xn/re9RamaaJpkjXEOnrv3/yU2zzum7/5+qTbenXVWXn49f4NMb3ohKkh7WWrhPRivuHe/7wxz/w8HDPV19/xcPDPcMwMAz99RIWj2YAACAASURBVJlpdVaazfc3t3R9z+5woN/tKFkqq0UR5Fykcms0UWqWFGi1V9bYq6SwoabNAkLB1EZZtbSqFds4bF9Vr2tDUnO+GFU39a2swWVMmXmJYAy2C1gXGHd77u9fcbi9px92hDCQy4l5nrdrZYxhWWaen585n8/ax9Xurbncm4bGX92GrYfm6v63ykRD4LdeM+9x5iLF/kuJ1VYZuYbqP3XjL7fwtx0fJD2/+WhVK63Mt8Sh1o9mHC8i2Rfvqj1ZpXKeJ5ZVvCGH4FhT5PXphHEWHwI79T6T1xc5aWM6qe7uRkrKRGYSRnoCs9A3U8nUjPR217pVD0vOW5UUdLg6K/t8EDZCt5fYw409TinT0gTU9oy6nWG7VxtDpl6C5tKujQbIOSUVAhLaHVWsDtputH1pUmSspSow0VmDzUXUCI3d5mWuV2BNBVOEIpc1AWjV3baOtMpxs1rIWXk3FcQKp33WvAlz/Zzn2la52b4KrW/4Mv2FaRKc5+aw5/7+jv1eAKCasyQIVemAzum5X2C4ogbsF+qO2bz+pCJ4AStqOz8udhKbCE5Lrq6qKrUigI15mQyXq/toSrnMuVq38V+r2UCQxsqo9sJaMEY8sLAW02I0uQPCotJq5lbpTgabRYWYJF5ejbKd4krKUSqSpQgTrFWuNjsKjQ9riynUXFg/TwOqWqnNOOmTrdpCs8bEsqzap+s1yZLkuZhMWiPGGjrnCN5z2I3c3R5w1tIFx+rU506v8aVa9en961PHL4Ktf8Pe/btOri4qYaLMts6SPU+nI+sys6wzmCqVn6EnBEucJxY1AD6dTkynJ0qeKSkRYybGIqZqpYisb8mscaHUoguNoRhLUCbvaYrEcmZdoxjr5cw0r6ypElUhr6DVLsC6IEhQleAv18tCXmlVrKudIBVOaySWwvvjGecMKSUOYyB3ns46gga2wxAwwLDrZZLbRhVQFRn1EJDM/1KVtQ5RtbEG67ZV58WcpYpfQcmZGDPrLF4rMRZVAlQEplQWLWEDBC8VqK7vlT7g8F5MgNdySR9aobcaC9YT+pHQ9dzcv+LVm8/YHW65ubtntz/oGmbJfeLtZ19yc3OvwU2i73tu7+4ZhnHzbbiMl79vfmUwOPWU4uqdhGWiSlR68UJREZDTxPrje2rMdDc31JLIfk+0AecqrtvplBdK3RpPzOcfSXEmn36C6ZlyOpIf31GXFZ7O2GnBrAVjPN4YrOtk8+8HwrjDuErXGbw3jEPHvvfU6slDT6mw5Mq6SoNwrlU8Umold17kbouoWLpOjDGN0gJLqXRBKI1e0ThdG2l3FmQTlmbUQjcO2BC2Rn9go9sGJwHE1t/SuBTIRhSLetDEyLSurDFyOk+sKTLNM/O8kjOkVZKx1nO1aAUrl4p1nuAMw7jj5uaWw+FmU3z7m8bArxhQLza0bRG+Xtjri8d9eHwYJH/quG5K/7nHvfzbFRFCz6FJ/F4ky43O1ysxBIN+vxhxXyPh7TystfR9j/eS4HddxziOfP31P3B/d8+fvvqKf/rzP7Hb77i9PdD3nYih1BYoybyR9clijMfYARccd69fs6wzz13g/PxIWmZKSaSasRi6asWmovn+OTHaNFisFeBG1kI9Ly9BU9M3lfqWglvCJXlRvWvBTc6ZVcWB1kXG4zovzNNZq7SzBIGl4HyH73vu33xOP+75/A9f8eaLPxK6gTUV4nkWJTalBNZaWZaFx8dHfvjhe56eHknXNDG9by8rkfXqT+aTQWf73RplD3TOUVT0omusgqsg4nrc/qoq7rYnv0zRf/VRafD/b3ySBOOtcpWzAC7LIr0iOTca3FV2DNu1vt5yrwhVqlpbOM4z5v0j4zTjvfS/fP7mDTFlvHP0ncNZg6OIZYFzhHGAUvA+UHb5qm4K3gcFoxzO6prqBc03zmK87ClZ5dSdkT5Aa0Xkx1qL7Tx47bEyLcWu6rpYtwJdk1dvqn+lFhXcEGGIuAp16jxNpCgBc99JZaPRarK1OKMaqrVAyaQYxQw7V54WoWAvOUv/2OC407HUrj2lSjJU2ewfClKxqFSsJg5WgQ5qxWQB+XqtRss9y9IvtK4iarAuH615zsCgghlt2DZRDGuh85YQHK8f7vjiyz9wOBz47O1b7u5u6bzdXlPaGAzBO4IXWuc8Sa96TjJfpdK9Xewted2YA87ha2AtQkuPOas9iO5NV3ThalCGVMXi6LvA2HWMfSc9gNrb7FvveLu3UcAbKuJl1tYtY7a1Gq3jGWPAeXBgS9W2hMu0k0qTzhcja7KtWWdFFaBcK1FFrSfiVrlfiesqHrJZRE5yaglk8yw1WmE10qO3roBRlVdLLBVfmterfF/WwrQkMBnmVavv0nvYBy892pv4nKWz8HAY6R2cX92z7zueT2eej2cxxE68mPPbSlIve/Ev/e7nVqHfcvyukyvQhRHxO5qmEyklTqcjyzxRi6BK1hlGP2BMz5nCOgl3+ng88vz4Hmsy3mTimllXUfSLUb6XmljiQq2yiDrlgo5YcrUcpxWmlXlZeX4+6YCUxa4lV7VeFKasD1jvhSo2R2rOSjuRRTRXLmaXIKos84r3lv7pRClSbbs/DOTcMYZAH0SEYuyCKLl1InvtfMB1gmx1vpcAWftwZM+Taol4uYg/fC4iI59V3YpSqTo5csrkKBNpmVdBKZQHG4tUCHIpzMusiU4nSa33HA47fAgbspJMwaZLaFk24Eccy/vdgd3uwN3DG958/iW7ww139w8cbm62za+WyqC+UA31cs6x2+2lYvPfQE9xm1R/g+qRsvOLLdqIBQCV9flMzBGTEvXVDdRIDnswntpZbACMIddEpbAsR54fvxF/n+cfqcuJ8v6R+P07zBqxT2fMkrDF44wsusYVjLe4fqDb7bCuErpKcIb92HEzBIx1VNeRC3z/+Mw8z5iUmGOU5IpCToEQpLJrrSNki/WCFjnrKZ5N+SyVKvLm5iJy0A7jLK562TS8/4D7XKFkTC04A8Fdq5hpUqHI5ZozS4pMMXJeV5Zl4fl8Zo2ReVmZ10jJEFeppp7nRfytSmXRPivbB5wPjPs9N3f33NzeXiVXv228/JxyH3ycCP2tCdaHidXPJU6b7PfV3z+1QUii3ExVr681m2Ki945xHPBe6HldJ8FcUMTQueah1FDYyvF4ZFmWrXJmrWW/3zMMA/v9nvt7qSb/7//9//HFF1/w9u1bvvzySzWA9FsVhYb41kui5qwFbwkmEErm4c0bMOCs5afvvwPryNOZmAquNjKQvcgTe4/fzkHXQdt6MYXibUDXwaQBi5iUG2kgvVRraqWmtCmfSUKUmWfpd5unifPxRE6J0+lMSoluGOl3O4bdLZ//8Wtu7h74w5/+gc+//BOpVJ7nSEwT8yLiL43SOU0T7979xLfffsv5PCkl8GIcbFCBEHMBNK7vdaP5XY+d9u91zUR9TFLvr/acZsR5/fxfv5bqBva3VJ2uX+M3Pn6TFGjJVYos68y8zCLIkLOAW1sFxGwFh7IlV+0ctzqHUjAr6TxxnmeCcyLP3vccp5lSRXzn4fZAHzy9t3Req/DeyyvuJEnf+vaMSri75qPpFbDS++AdphP6fzJZFC6r9PZK1ZENAG2IyIs1o60lFmjVHk0411VoblHHbZNYz1mSqxgjnZroQqWsovgnAlsismVKluSqFKZqmGPhp9Oq4hNgfKD3jpte1tXzeRLabBSxi1qrsk9QYS+JIUxMFOekguyQ+ZcSthZK5xRrq9qekIjrzHw+sS7LJuDTDgeM9uLN125rNRVnoQ+O0AfevH7FP/35H9nvd/zhi8/Y7XYs85llPgt90IIzji54+s6zzBNP57Mqdkri6b0luIAxoobcEpNWNXXWYULHukbWHFliZloT0xqZFfyrer+MMSJTX6uKfgX2gyRXY98zBE2unJX+vSoJa8p5S65cKVR36bd1zimSLsJZGIMzbqukbbGLVtlaYmhKoRq5/0aTK1GzTJrXVW2HkbaOnCLruhDXRSpXSdSjY+t3MoZWXW2LVlwS52UBJ3Rp6wwxI8lVRmLoXJnXzHm+KLICeG+1ZSawG9V0fjcQgqczhte3Ow6dI80PnPcD3/5giMtC0p5GUW28RBmXuc+LOfXhPvrxWnhhnv2Wtet3m1y1BUQyYqVIKc3PIOhqoUjZuqKqgSpYUS/N3i0YSDRaRyGl5sVUZLwZwZw2ZEtRS5CsupZKXEUNqlRpEmzNl6DUO9uobg6sU5S0vf9FIGJzH7/yPsi1YrJ4+MyLZZ5XpmnB1MoydKzeY7EU9TBwxmwLuQgZqP+VikRYJ30MBiuJQNbW0e1c6xZICO0lbwhFiokUM1GDgNS8J0pRnnrdArEuBIauw3lN6qxRIOySdlQUjVO/oWHc0feDfB/VE8k6mn8J22IgErPee4q9IDJynlcCBZeY7bLpmOup9LcnYNuavSUCLUj+AF1uaGIFmysmZuqayPMMzmKGGcKCsasCApDzQimRHCfqKl8sE0wzZo7YJUHM0ijdRFQqih4W5pzJGDHUtBVnC8LgUPEKY0W4pArfPGWRhk01U7OMZwvbeLYOTM5YkzeRFltkvhiT1Ry1vLimrfBUt3F1pTC23ZcK2UiChTbEwmV+oJK8KasKlQS1MWZBAZP+nIpW2SolyZwSZUMv6LGiZaHrcN3A0EvTcgidKjV+ahxU+MT4+PCxfw3l+jjR+sQ7fWJN/ltogr9U/XqR+BlN+q8qRJfP1jyiLH3fsdvt8N4xjAPOuvZOpJxZ1ND0mo54LZ6QcxZ544cHbm9vub295XA40Pf9VWW8vFjv2rrYPo/0OF2oTc7JWhH6ntAPsnbGVRSpkPWSIqwAo2tYpQXW6PKmjfRFwZC2KLx4jF6rhiprb0Tz2UlJ6OfNuHddVjFujiulVLz2NA27kfFww+7mhv3NLfubG7phEFpMzVLxitI34pwjZ2FVnE4npmnW97jqi+CKnodWyP/KMvZiTLRki0sFrlUfY4xbcnxd+dqCtHZhtvf/6J0UHWyS0L88hq+WZ7YF+zp7/JnHf/iW7ea1REISLFVsLFn31XK5t7R96EKKFeZEuz4X0lA7hVIqmcKyRqhwPJ15//TE0PcEZ0l9gKHDWwX2nFDxhfF36e8zxooXkRM1V4P2BnoBvYyXqpSsfRZM2ZIruRe8+Ee7j+36bHGKCnPlrFUmpf3lUrZxey18IyCG36wpqNKe8PJCX65zroacZb41aW3nhULpvWPsO3lWlh7CbK0kO7XiqlrYGKF9UZuScBGrBysVnBaDoI+VpzfK3eVef3g4YxitxBxNhMZYB058mO7ubhnGkbu7W1HhG0c1pr8WgTCbMmitdaNMtipNaDGVuYoidB3cFBj1cxukj0xMmePmt9j8QFsZpdKqVpLY9cELwBUkoXJKYW/9lratTW1Ol0xuQ5jL40yt2zikJTkbtle3NbEBS7WUi+q28q5Nu+ZZVLhzTNJ3liI5JhVBUTGfLHFCrc3sV9oPhJEijLCa0RhblPZE/bGwxoxZEmLM7C7zU5O5VamYuRas0gZrLQTvcM6InYaTDN1QCK261UmFK6aWjFaoRsFe82J1+bWA0m8Dnl4ev8vkauOz1qJoo6iFzfNEzhnvLV03kpMnrdKDdTqeWdeJeRZZ1ZxWUDfqlDJpFYTreFpYl7QNCKz0AVnbpEJlEEznGWMsa8zkXIkpibkjVWgmmtQ5DfZv9rd0odt6QJZVGpNTFDriEmUDSIquGSMJRS1QYyXbzOPzpMIbkd4adkOHq2LDsBsKxnqCB9PJprj1DlxVrGxDbA2oG6gsCLlcAhBN9nLOIns9C4f2fBb3+RgT52mVJtgYSaWpuBSss9we9nQhsBsHDntxFW80gIiY/zW59oql6wcONzfc3N7zh//xFeO4Y9jdEIYdw3gg41gzikg7KZ2reajrnaRoV6agTtGvNlramAG2IP+/YlSq/s+2BV1aaQ2hOiqVsoiUeDUT5+++x4w9fXWEmulyIfR3YB3T9J4YT8Tjj+THv1CWmfr9T3A6Y48r3eOCKQUbwRTHqRiOufI+Zb6ZZx7XyLFazLDHmkrvC53VxBvwzrMfBzDin7GmzPPpxPc/vSOVwmOSUn0/DOz24L1nV2ZCEN66tY7ks9DstBKbatuY5Ly91UovBqxItbrgNVnWe1ErJS6iBBQXCdaLSNRKFViuZUqJ59PMskaejjNPx5llXXk6rdJfua6sa5QNISZMhWEYOex3cm5LBGO5ef2a4XDLZ599xv3DKw43N4SuF9Djozjwv2Kc/PXjb+m/asEAfJyUXVcuNuNQY0VxSv6icYugio0OGELg1asH3n72GbvdyNu3bwghcDqeOU8TT0/P/Nu//vsmHDBN04vKlTGGdV35+uuv+ed//mfu7u74+uuvubu7k7VzXTDGUorbKicNkN9U/hDEulTIUdb6EDoOh1visvDw9nPm04mfsmzKETivUVSxjHi+dVRVnwJLpnm/GFUsEwGdltDnbT2EuiWOQqsSb8N5WYgxsq4r59OJNUbe/fSO8/kMav8RfODV69cM48jh/hW3r94yHm74H3/+M7ubO8bbewiBFCPvn94zzyt937Pf75mmiX/5l3/h/fv3fPfdd5xOJ6Ht5ktl0mhyLMI3G+70ySrVtZlwY0Tobd8oW0YfN88z3nsJNp2jbzYkqjoqPTFF+iE+GqMtsVqhNJnoF6P0F3+k2uvM4cMh/jO/0/fV9y45yl6+TJzPJ86nk1hCxEjKW7woQKYmWfkC1dKUAxteZtoCpNctlcLTUWxT1pR49/TEfhj46svPOIwjn72+x93fErynU969gH5GFf9kX7eh17jCC43bWKwyTqxz2CD7Rc1C4zO1ijLslnfWLahsAXDrDRIVvqI2AFmqO/MklOp53jzQUko0Cq+xlt1uxFonYEcRaptggvKfJAyZrF9rKpxiIeIwfY83jnHo6PpA7y03o7QpnKeeZdF4R1sLTs/PQgerQic0JUsAbiwhGIIVpgOtglLVeNdIAiFtHEL7jHH9aCyOzvHFONBbEfuw3uP6Drfb0Q8jX379FTf3d7x6/Ya3X3y5MYtSXKlVRMS8tYxDj7WG8+nI6Xxinifev3tPyZlXD/eM+1Gl1i/AUlpXFVRQZU9jwDqWmHj3+Mx5jpynRWiBSSqAlYotsn86I3TEPjheP9xyt99zd9gz9j29AjZOKY8Yoz6j8iUq1myGwsZaoXgrsG5UFr+pEDe9QRREpwpDqSRZ6zbvq7hAStS4kJQhNh2PLPPMusxMp6PQpNdlU5pMSYSrlixA1zDu6LpABeZl3gQuSuHS32UKUzxjjlHW+f0e0P49YFVRqramVQoO0RsIzvL6/iBVviGwGzoolUPv6H1PSgcA5iVRzVltWkQbQPG4T4Kcn1xxrkBUxZraMvGrj99lctWOhiy2Db3Jc1pFX6iZYt2GbghaE1XIIr/YfFLKUrHSqlWrBBi0udgaJB1QKl3OgDw+57I1Mdcq/UtVVbOs8qRbqb2aRCzqbt9Qju1LTTA/uEHCmYaYBMGafWSaV0yVgbLGhHdeqgi2bD0BH0eLZgte9KeX+9XV9WzKiyUXmSy5KHIj75c2akySxUFRGkF7PJ16hAy9KgNmEfxo1aqGFEow5wg+0HU9u/2ecbenG/b4bsB3nSZml1LypSJl9PpeKlfGNKTqepzUlz/z91SBu6DJVZPvC74nm3OrBhjAFkXkYibNC8YU/DJj40KJi0pLF3I8E9cTeTlR1zN1XajTDNOCmRN2FXEHW6TpvgCxVtZamXNhyoWIAeeV3pC1WV+aRq2iclarrCF4YlyFPVAqMYniI87jo/DkQ8oYkzZvM4zZSvTOeVLOW3IllUN7Acra/bFOJKDbQNQNtDggSS9eq5LmeklWY8qsUb6kUpW3CtYaL/PWlILVYNFbSx8CGINPBbQPaBxHhmGg08qVbQmgInk/h8lv93s7Pp3MfPy4v37858UzLs//pdfaqIkK37+cBnV7nXZ7Qtex240cDkLt6zoJBCswTbP4tbQKQaP86FeMbWw47u/vubu743A4MI7j9hxjxIdKPtclsXLO8sEkVtBHfHO8D4TQ0Q+jUG98wDgnn6dI71VS8YbGDAAja9qLczQ6RmV9F1PQy1cDjaruL7VcKjzrKvL/Ip40i6+UqThTqd7TadVvfzhwuL1ld7hhf3PDeHMQI3DQZu3IGle6vhNJ6yo0y6enJ1G70z4Yat2u04eJxvW6/tHIaEnR1c/buGjnigAYrYrhvYjWNH+s7TkGrTLWnxniUrWqTTzg5Se5/P+6xNJOoD1nK2m+GJFcQWSfOFpFpSoFTm0aklICS1W6/bZcb+f9cqe8yDIbLo/d3r9WUpVxfTpPQomPkYebPZTC3X4kaaVGC2C6/rFVDIz2AooirlRTsBajLQPSc+UUepRrYrRyYK7uWxPdquh7VWG8VE2ys16HmLTiol+tkhVT2iigBgHQvPci6lXTdh/a7rbtcbrPNbn1asF4r9Ypgb7v6L1l7EXEqhbpV2+JbU6ZdZ7JMVKrJIIGoBSKAVuFYl5lgqhAxDYQNmC9qN1OyR/0IqKVK+cZGt0sePww0h0O9OPIq4cH7l49cHN3y24cAaS3vkh81wRfrLMi9lIKq/YTJQV5QEBKKNtAuUjcX8DqxhLIRVRF1xhF6EyrNqXdUi5xijUi/jV0HcPQ0Xnx5WqVK9uqrC24v1qv6jZOpLJVFLiioglZy9CvhLiq0Atbv9h2TYu2hqi9UW10v5TIq/hKpjVu16RslSuNHbXalPUeNuXfvEr8mHFSPdL1uiJ0x5qgVksZ6yYopMNhY5WlLOuVqRlTEp237AZpPXGmMHiZG94ZjJH+taHvqFV66EqpW5/5Nve32PjjleZT/activ1btuzfZ3K1JQGXX0kC01Fs3qhHtRRSXFjXhcf3P/H8/Mg6n1lOz6zztNEuSkpb1tqUlKpU41XCUsrkwVW8lYnijJT8hyFgrVfeqWTUa1zJRWQjnXdCpalKK0iS5MkESxutrrxYQNrmpZiRIho4WZwl2fNgHKdpwQLzsFByogueVDLj0NP30rRsrSU6NY90Xj6PBtgAMYnfV6mZqMqIsohIMjWfJnIuTNPCsgqtYI1ZBrwVhaQuBEYNDu5uDwxdR/By3Zp/AXBZANBN34lq27jbcXN7w5u3nzHuDkxrZokF2xlCN9D1g4pytM1XdiyrZf9tG9fk5vKb+sH37SL/PYYhqVai7AJsW5AGBYopi3w/gLG4KpLReYX1uEBMpJsTZuipxVBsB8Yyz+9J8Ux+ekd89w7miHmcMKeIXQsuKepqhAs/lcr7XHgusHhPqiLBOliDrwmXZyxZN3VVYTMiMjV6SUCcFVn+NSV+fDxymhdKNTw+n8RnLRW6EIhRghXvA7VCCGHrmWtAgjWGosBC1WBCKCBygbZgA9So1FGco7hAMVmbYYt6U0lCfzzPzGvk6TTx+Cy9VqfTRIwSpHsMfei4uzngnRVKpBN6jXMJrKMfBsb9nmHcEboeH4SS89EQ+dk7/uHPH8HvP/NCnxqHf7/j5ypXv0aM4PInpUinKH2rixcJ4HUlrt1WzX58fOTbb7/n8f0j7989siziG5iVrtE861riva6i3DqOUWhyQ0/KnqzBfEzK69ep7bwjhFESLP38AvZod3MBMHT9yMPrt+wPN+QYCV3HMh05P70TQYm4krNu1iVjjZVqq6K3Vss9zjUwQFTLKpcgpdGmGriUc+b5WXoUl3nmeDxSsvit7Mcd+13P7Y0gtPev3tCPIzevX3P35i3D/sDu5o5+t2eKhafHJ+Z5AQzOeektmBeen49885dv+PHHnzgeT0ozavfUvLhnm6DFVrmS+3idPKDA1LZntn1lS0haVevSoD7Pi1IDK+saCSEwDGocq713n1RpE6oFFA8fmrt+kjVw/fNVP0YDZi4v/MFjr3+WcxCkXahvKa6sy8qyrOodVkgFcr6sQbVqgnB1lZQXKMHVC5Ts+vPKD7kU5nWFWvnm+x947DuckRhhPwx0Cu4Yqz1steKqBMauWlHwrQ6rnobWeenJVnXWWiveVGrNVDKoWmrzEmr0rVrVW6oW4pq3OXWepPdvPp+IyyQ5kQJPu2GQ3lrnRP5d741BzLdFja+wqLfmSmU1huwcdugJ2XOz83R4sgvEcBA5dTKOTDAFl1dMrYQi/cPWB3wYSClzfn5mQe0MkgobWTC2YnPCqZCF04Q0F4ixgBUarbGO4+N73n33LcfHdx9RA70Vf8xdCPT7PX7o2d/fc/fF53TjyOvP3jIeDoR+2Pq1vHW6V8k4KKVwenqi5Mzx+ZnT8RljDA/3D1hr2O/2Om+jAhPCoGp9bd4HcilM80xMkefjzPNpYVoS8xqF9VSqrEM65kytdMGz6zyH/Z5X93c83N6w3w0E7zZA1DawowpoWJyTymYuNMvokpJQ6tcVjACgzquJsvOXfQ+u6H4XAZItUSxFeqlSlCrV8UmsDk7S77bGlTjPMl7WZaODp5xlOrWeWue2KElaeYoC507iy1XmaKqJhGXoRdzHOVlr+q4jFaFL5iKgxprEoD3niLOGXDJ98Ly+GbF1r+qCHcFaBm/Z92L7sqSRNWZOS+a8ylhf16QU1Q+WKBqb7JIjvKTWt7Xjt+3tv8/kioZAtQthtM9HdPxNFf+cbbAvM0+P73n37nvSsrBOJ+K6cD6dmadZK1JsSG5D2kVZpvUsGUKwdF6bwCtYLONuT9+Nola4Cpf26emRac7arB108ogKS8pFfABSEuQ9Z3GQb3e0NfzpJlkV2Zd8y2sFQOh9GMd5WsjryrJ0lJzpOo916IQXN26raoHGXPqvDGxGmTGuWsItxCS0rHURP6K4Rk7HEzll5lWSrYIkFcYYumHAOWmAf3UndIj9bqQLfvv89sodu6G1MjjF8Dh0HeNoOBxueP3mLeXOtgAAIABJREFULeP+wDc/vOd5PtFhCV1P1w14dQFvcq2fqlK93Lv/awPaiqAeUVErQ9n24m0TNhVbtbJWjWwWALGSjwt1taTTGTv25JhZc5VG5nik5Jn89Eh69x6zJMJjwp7FMDhU7UVyl+TqKVWeC6wukIzDBs8QHC6tuDkK7UANpgVEEI+PrpNFdxwHbu/vWGIi8z3FHDmeZ56eTxhjyKnQeS/0JJqinCWEJPiNkR4nr2Ii1ViKFaS2aiOtDGu9QtdJlrUU6ynei0qnsWQMayqivrkmjtPCvKwcTzPPp5m4rpyOEyklca4PnrELfPZwR+c9c8obJaEJ0XT9IHN2GAldh/fdi03ml+72z//+ulL0S8/99Gu0hfs/c1xXJ34drfBlsN42ENDeyrRirWWazqIApYmFtZbHxye+/eZbnp+PPD4+incSF5lfAU7QPiFJrhal0olIRo8vmZwcMUXmZZIGcYMYSBOwTuh6zShUDPYah0TW564beHj9RhWqFnwIPP5keH6SYMvGTLZGDCbzy+SqqQXCRcjDGFQ1UAm+tfVXCTOhNf6/e/ee0+nEMs88Pz1hjeHV/QO7ceTVwx1/+PK1mh7f4ELg5tUDd6/f0I17xptbQj/y9NMj7x+fNQFVq4NcWMrK8/ORb7/9jh9++IHz6aSJ5QVMvE6YL9X69rc2oDQvaHPNmBd9xhsPBmj9bk2quFY5Z2stORecF8qiJKLaEO/qVcJ3PawKlCQJFlc2GNuQ0wvdBsllBOu3pntfrn734Zi9/rmNdVF6LFmqVTFGVQsUGrug3ZCL3Soish+9rIaZ7W0qXLNIXkwXGS8pVzISWNe0EpxjCI4xeOJ+z91uxALey7maWvHVYLGSXDVxcyP/luRKVX2NJnmmtlRv6+NplRGhAwpw0MCoZV20orrw9PSoAfFEigvBWEYX8M4JQ2QcpeLUCUi2LOsGiOQsFLOlFGIpxArJGjIWN/RQK4dux6EfqTaQ+huqsaTpiTyf8bXgs9D+go6TLljG/Y6UEj95z1HHZ8yFltJKxTnjctrUmY0x5ApryuBEUMsYw+npkccfvuP4KDS966MlV4cg1eNuN/Lw5jVffPUVYRgYH+4JwyCKdFo6clYSq/a+y7Lw/lmob+fTiel8ZrcbefPZW1GlczIOSml2PkmAqLhgcDgfIGeWNXGeF47nhefTIiIWSxK1aKD1lBqt4AUf2A09h92OV3e3PNzdsh8HgpN+tq3napsfQmFs8bD0LwnjqNSy9VE25VZrDZ2TStilV6uKaXR92f+fNYFfFtlvl2Vmftbk6jxJkSBG4rJe6KZZWCe5VFUtdmLt46yKmHDpS1MAJpfKNCfWXFmSYS2GoZf41XtHP+7ouo41Ze1xq6wpqgiQXHdjYJlnEcXKN+y9peukbcEbyxAsefB4Z0hF1LpxkWKi9mGJldGWTL2Y9HX73hKs63Xo5yDVXzp+t8mVVkRlkFU2l+2CaN6XHFnnmbMqBy7zWVVM0pYwiXKKUzRIAkTvJYERycxyWf91YxBVH0HnnRHfFuckkC7ZAkUMhrXRsZZKMeoFVdUbql743i8TA7NhfRutCsnut/NtaKN+997TBfEwQjmy87RQs8itpqgVNFUi2pKrrXJllDqRtNdFUOQY09YQXPWDto0VxNfCGEPoO5zz9F3Ae+kva8HKxmBoX9umVrV6IRxyZyxBDQSbaIZ3gXHcSf/VsKMfBk0QLwHF5fK9rFJdqlZtg7ou8l4tSv/JowILhalK5QQuNA0Q7rSvshh6feeiZfxUFSHKyGaxLFIRzRPVGNJ6JsaZssykNWHWjCkV166pEenziUrU73OtrCDcfgyWiikJSqLmSK0JZT5tC/klUZVxjc6Jm8N+M3ZMjc9f0eb9Raic2ovRdWG73CEEMQn0Hl8qvhR9faGZNJUoCQh1tCvlKUWhXZQs6GTWxfM8LSq7PjMvC+dpZplFkUg2nMBh7NkPA7s+qEeWFYXAqj5E2iw7LQvuPHGeJvXNEPVA96tQp5ePqdsErh885lOv9eFjLofMlV9+/19XgbokVR/++/KZPzyH9piXn61J+Dr1ShOhhQIkVvWUW9d187qzH8x3aMG6UGFOp4lxnK7k2pEEqkrzO9cN4Pq5PvxqlYy2jnlfqbXHGAG5coqs84mu68gJao7klIhW6aJGkgVjrVYL2lrS1tu6xf0NAIopabIpohU5ZU04F6Cy341457i9ObDf7djvRkLo8F3A9z2+6+mGHf24x/cDpYqKbFQwrtRmol2VSTHx9PSkyWjrs7rc3w/v94uv7Q+XRLlRv0stSF/qBegSP6J2zvVy7+rl/uVSqAmsTaxrxLmMMaIomT+Uht+SEg38t9LTh2u1ftWqzMHr9Vufd7VGv1zjr9/s6nm1QM1axVE/oFwUha+bF1pLw8zPzdP6wQ8Nrb56x7ZmovO2Ir1YBjjPC4/HEwCnaaZWsL0E69UZvC1ieaIVAawo74nfY6IWI5V8pG2glsS1SEerztUqwXPKQhld1kmDWxFWiUmqdyWLCbBTlbkhdAL69p1UrJQS3Sp4BSjWUrwA1cVAKYEajfRolqLecwWCExNbW3EliihMSRgSrkqv1AaKpEp1iRLFg5NSNpGnFgtZmp9VVaqggG6tNyhXowmygNTrPDMpC+lDtUCsxfUB1/f0+x3D4UC3G7Hq34mRBg+sUfBTBfVoIPhKXiNk+Zx96HF7K+IlPigbSSuHJUtQrvRHZy2lIPR59Vg8z5F5lYQqxkKqzdvKbGMqWLGEOIwDdzd7bvc77bMK6rHVgGW2tRCEgdJ62q0RoS8qVGsxRdgtFSg5sWZJTLP6+G0jvVbpBdf98lq+v5a69bYty8I6L6TcEkkB3JtQSmlVL9A5YrWv0NM8R0XkRaCF3GZircQswlRrMizZUCl4J6qAxVgRE0oRZ6TKaanqfamiGBVibjYsmfMcyQX6MStTwdAHAdS8i+RS8Sqzb4AUAsUJzb2kfEFaGhD0IQqq4MzHLKlfd/x+kyujspBGRRs82KEn58Tj+Znz6ZnH9z/yzX/8G/N85t1P33M+PdKFjrEfMRi873Euk5P2umDY7QaolWleYJq18lC1d8ZinFCLXr96IHhHXqOa2gnNJCXP3AVZ2EslxQpGFkRrKkvMxCRoTUEnhWVz9rZFJpC3zUS16O2reFeRtj6hCBhj2Y09t/sBW0W9rayZH7+fqEWUp5yXypn3QQMSJw3cXBKU5jkkQYxU/VqGLrRIoXWNfbcJY4ROqF/OOzFvC4FB/Tecej5UpG9NkIqLKmILpm0BV6VxM/uAd5bT+Uwqhn68ZXf3lsPhlrdvP6freoZ+lKCISzBxwRYuG/LL5OnTW/Pf48i18lRXfqgSaFXlMhtFgj2OYOQTB1WkM7pRp1KZVlmI8vHE6gthNzB0iWrg9PSO6XyiPK/kpzM2QU6ezliKKRRTSMAjlaXCdwV+LBCrwTpP7yo1L7AskBbq8kypieodeAfFbJUjq+Pa+UDfD1QM3W5HKpV3j098+/1PzMvKt9/+wOk8M00L794/EYLn6Xik6wI3hwOHg5gv3tzeCErWdQQf2PoMuFIPu0LeWn9g3tTKMnE+k5P4WD0+nVjWle9+fMc0L0ynM+fTmeCdeFkEz+ev7nh7fyt+WRoYT6uoF8WUmVIm1UL68R0/niPj7QM//vSONWZ8CITQlrqfGyk/t3B+ghp1/azraPUXX+f6OZ9+zK/tE7xOxD58revfXf5Wr/aNphToNmGDm5tbQuhYF1HBe//+iR9//Il1jUSltrT2mpaoSMFdqk7H5yPf/OUvAvzME5UsQYjShnfjQOqCUmoicFEcRIMtqvRBVHeRhC/0dHWk5Iw1lbvbW4IzTE8/sExnju9/ZJ0nVgzzVSix9dTUS+xvMNv7VCQZr6Uyrwtxlf6q0/G00Y8M8n5f/PFLhr7n7evX7Hc7fOcJQ8CGwHj3QOhHbl5/xt1nX1JxTMmQ1pWn48zj04kuBO7v7jHG8O//9u/8n//zL/zlm7/w7t0Tx+OZGBu4dUmmru9l+7k15F/G0GVetWjM1EItKpRgrxJXRc5LaeeviTGVUiUYE2ZGUj/FHu8dkxoeXx9SRVmpxUFzvjPXyZJ5+WXgUnYrl99dTvLjf28XpP2vQk0ifBCj9oGsLGtkaQFt6/dRdTZZ+7QKugGnV2uSztPGRbjeZ1qFo32MUitLykST+fbde6Z54eH2hq4fuNnteH1z4G5XCa5gcDhXwDqcATEbypjqyLECQar8zskcKpGaJX4oKsWf1KNsXRYWHZ/Pz4+kKFYAy6JG1EaYHTf7HeOw33qarXN4BUyimsnnWlioRCpr8ETvSRVJaCrkdSIvZ2rN2DRjNaiVXp+IjSKH7tOqYF6G1sO3JGospFSZo4p2rUnqmhobVCoIw41ULDYn+cF7jHNk41iqJC1BPRkf3/1ISQtPP35HzunFOLQh4O9u6Xc77v74JbcPD3T7PXY/gvckK71e3oqqsUE8n6AwnRbOz++lUp8KoVpu7x4YhlFosVqxmpcTKS6ktIhaaS0E6/BdzzSL6Ne8Rn54f+LpeOanx5nHUySmwpIKqUri5owlWMOh7+m8449vX/PVF2+5O+x5c3/LfjcwDhJ7WQXyq95fa0TxWdYvaEInxRSckXOsOWFqYZ7OnE/PqgQovVQXEP8KHCsXUDImMQJe1mUzl54mTeTnRcCnnFlVKTtVVT90VqqiXjxLfddtSpnYgg+q3J1F6TiWzHlZmNfMKcIUpQvm/TM4a7i/ndnvBoypIszlDCcyaxGvtSY8FCNQDcEu+HpkHERVto7QdY79ODCtkWmZMDWTekM1gVxEJyCXKgWZemXWDGxiO1eYToPyNzj9VwG0l+N3mlzpJlCv5Gm3SkglqzHZMs9M5/NWtUox4a2ektks0TaGhDGojLfcUHu9/nOFFFhL6MIm81xL2Tjvm4O3tZvKDVWRUKNNjKVc3QezfZMEThZ4a1W22jTqgKAixrTER30MrHxmW8BqE2VOwplONmOjIJbeF5U8l6BJLsEluL1sxBdkuaHXRhOsRvnyXqoVrfHcGFEXc+qN8iK5aVW6azpKu18a3Fhj8MpLb+Vi7wPDuGMYRrpukEqhbUlh21c/rkFdmpH/K9Kpl0c1EE1lNVXlnBuyqVPOSLOvNWzfrW7m2UoVq2DItYjMeUlQxZut0TqF7iGXrBhLto5iIRnZCKcMC5UFWCsk2NC4Wis1J8hSvRK6jsFUe2mM3q6j2TxusIZd8BQMMSXO5xmn1SihFzUZ2UyYAjlnXfgtKWdc8Hgf6HIhBQmwjI6LD/uBoAHedWtCLyUTl4WcoiRTsygDTvMifkJRAA2jEqtj37Efeg6j0FVQpSbDdVIvHnLLGolm1p6ZRfoSc9kagCXa+rVj568vptcV3N+KbP22w7yYz5+qdL2sZL1MrNquIeuL2XyOnJN72SpXzRtnXZsnU/0I3NvOu1SKQdRFzxPTPKma1YXSZk2riEPO9io5q9vauX1u/X8TIDGAxVGspe8HTC1qFt9RUtS+hKLLzUXNoILKPOtnbUHFVZUsKx1xXtbtfOf5TC1Vex+k/2G/GxmHnv1uZL8bNahw0l/S9fh+kO+hl0A1JrUPUBls5/VaG5Zl5fHxkdPxtNEwS+t252Vi9eLOf1DNb/f18rw2Hi7Uzcs4aOd+iR3aTazIPbxEFAlbLMm1ZOylr9rlxZS21t7/avcUvPkq4ZNZSpt7rep/iWHMNrYuAhnX/dYtuVIhDTWYbf0irV+t1la5avf96v5f7RkvwIdW3foQqzOXOVT1NVtVbImRozGELnCaZN3cdR1DkEb6zkuybF2SDcEUTBZKWE4OTKU6B0hjfslRxQGS7gVC2S2lEKPQYddmlqzef+si/XLBe6xxeOvofUfoAl3fqQy8qsbVBqUqsdKI/HrGinxXtQqOJkoOMobwso+UhMmSZNkauaZnVloSq3NN1SxqlirPBurRqMRNkEGqrPKlibmxVGO26mMuIsEd14VlssRl0XF6dZucxfcdfujpxpFut8MPvUp0mwvjU+M1uc3KPCmFokmFJNNGQPlx1DVEKoci9KCy5XqO25jVqndcE8uamJfIonO/Wda0ce2tiEsNQajt+0GS8v040mmc6TZRtWvw4QIct6lsjFRJ5QJrwqrrrGgQRAFA4ipxq66icJ1c1S25SkmSplalSim98EhLKnaWU9Z7rswU3fMbU0oqV1f3R3vbtkJ6FXn2VDIxQUwa46QiveOLMMSCs/RdI9RKW4MxKpFW1RqpVtZUmGPGOake5izARvCWlC3OSozvjNxfg6F4gylFrrWRq5Kv9m5ZI69ilu2ivdxPf+3xu0yucoocH3/i6adbXXQkKFvmmRQj33/3Lc9Pjzw9veP7777VRWilFJiXVUyC15V3j0+cT2dRG6lJLrYNesEdXec1MZGFyFnEPyUllnkhO0VokP6C0/lMUgdujDhOp5ZMkDEUdeYW+fJ2s8R5HVmwMrSm2loL3ln6XhATaRYtOCyn5xNpnrnpPIHKYRi4u7vFGbvx8xtSJ6IYctudel8ZDWpEFceqVCd4L5/FXTVOOn9FobGtjN2CMbMlpS3RahuYKDgqf/cqcIG2kclC0LuAdR03447X9w+MuxtuX3/O7u41IfQM426TEoWGHvzXJ09/9bCGcjuQ3uxlwbYtYJTrkIzQ4MQYMmxceqtjw3qVvb7p8WOH7T2lG4GKGzPBdNRQqEORRSgFSrHEUlhzYo6JH949cZpXnitM5jK1rQExkpDkyqSEqwlXnHimIB0RrlaRMqXK2DKSjOM81Trub28IPrCsK0PXcz7PPD8/8/7xSaRXpxPzuTKdjvz0o/RuDSrjLIm4B6NjDrPdtxZYt6OCzmMJjtZpkuRqmjmdRVBlXiM5F/bjwOcPd4x9xx/e3Ety1Ul/WcmFGGXOXQdXbSPKKZPMyvF45NvvvmVZFh7u77g57P/bhs2vOT4VtP4SdbAlJSBVjE899mXVCi5Batleo83pruvoOlW72+8376V1XTmfTyzLcqXC9zJQv/6sTfnuL998Q0WqWMu8EEKg68Nm8muK1URCA9wihpwvwC0r9A2s06BQ15RiyV2HrYndOHJ7c2D1FhMnls6RlpV1XihZeqga3UUU+IQG1JL7ljA0AKz1t/TOcnh1K8qHt7fsdgP7w57Xrx+kR2IMhAB0HQw7fD9y8+YL+sMNYXfLoijw0/HIvEaWZUb6aTLLcqaWwvfff8e//du/8fT0RIzxr9zvy73+ub99eD8u5/XpsfFLxybuUQvLUqWXZ10/8bhMKSulKEp9BU3WLZmCNh8rAvYAQiuTD7MF/Nvn+iBvvGwBl71SgM6kn6FRtsoGgIqQoSZr7Q0+evHLPPmw8tvsBdq+eEETLi8WU6HWFZ6O/P//+h8Mfcdn9w883N4ydh0Phz1BPaD6EMRgvZM+mND3mwBWcBJ6CVWrKXLGzey3GQKvi1RMhBZXGfuOgxqAD30vyd04MvSdJFRWzGNTkepGMpUUnCT+xlFyJaYqiUCpPC2wZMhxIcdVzN5rxpDxtRCQ/t2+C3JNG+CcK1mFj7AL1icJsEOPL5XbUgljT3184ul80gqLSPy3y1l9U9K7jJ9cKstyUaebpzNPz0/kDwQtht2O13/4I/c3B25evWI4HLCd0NOMKgAKAJSIqwo5rKuq4WW6bgQjZs9GwXQbrAD38yxxZ5wxccWVTF8tuVbOZ7ELeX888+3375iXyI8/vuP5PHGcJBEuCI3aWMPdrud+P7LrO/745hW7ceCzV/e8fbhj6HvGPqjHldvG35U82DZ+NyaPFUBxM2U3l97o3PfkcSSlyLxGSspM8yoWQqVoj6yCUeVSwZbe06QUW6Hs11o3w/MLOIdaYIjoTRh6nA8MGgc0Kf8KGCcRR1JDnmphzYklRmKxpPYZitCQ61PmeLYMfcfdYZC4OXTsrcMuK7nKfhSVBmysqCcvpXBeI1iJY/u+A+MY+h3GJs7LTFoWMA5nZT52XZA5lzNlaTL/DfwpGFrZ2r5YOv56n/PL43eaXCXOxyeOT+/IcaVoQ9v5JIjf999+w9PTI8fjE+/e/aTIulSZ45L4v9y9WXMkx5Kl+akt7rEByEySSd5bNb1IyYjM+/z/PzEjMiL11H27S+5CJjMTS0T4Yss8qJq7A4nkJauquyntFBBIIMLD3dxMTZej56Skk/zh8czlciE4iBYVl8gScHSWqY9BdZOU4lT7mqZxpISARytcKWeuw6DU7GbAC6xUmzVTq1YC5nkmWbZjyeBa0NBstdiGIeLY9TtliakJKRlXM9fLleSF62HHPjiOfc/N8USMAe+0KXZO2kxZSllU6rcbRIPXxBi1ryI4djvtm2r9U/paG/cmwlwyOc3PYnTvxRa0TsJWLWi0qdvAqh2t5ysaJO3Q77g73XC4ueXtu2+4efudZq2IL6pUv4PACqjekU895c1Os43GboaxGhZzEpzzSLf2vHktb1rfn+D7iIteNVBCpFLxu0KQCL3ASXTy5UCuQkqFacoM14HPD1ceysRQYTBHNGK5qFqhZKRkJGd8zUpqUVsFzWCB1UQLLcASESQoVDDGA4fDgZQy+27HOEz8+ONP1DQzjCPnp0eGaVooTcW5hYHPx6ibk4j1+VkltM15yxC1eVHKKmkwXS7aIDyq8W/ncM6xv7vh+2/fcdzv+ON3b9n3HZInJM9kqlbvqAt1dy2b4CpnConL+cLHjx+NvGVsT5Tfy9x6eXwJ5Xt+bKsXWxa3r8ECn1fUYFsNENuQ+76n73t2u91CNX65XIwefF6orf/eNV+vVz58+ECMgcvlwjTNFhR0luQJiBRC0PHfJmJav6QzaCkiC6ccLdtdMjEGpER2fc/peGTyQp1O9F4Y5EKZFGOfSlZNNRNUrZs5lzd08qpzhYmwO7pdz7vbI13f8cP377m7u1Wq9ePBGDht3vQBDkfi/sjh7bfsb+4oEphLZUiZp8tF2cPm2aBlmWkayCnx+dNH/vrXvzIMg/W6PreZr/VcvXz2L/+2nTcvE1wv58TLubR97fI8qjDVgiQ2/bjbZ54pdVZYYHMGq1WpBLb9VNL2PHOcFxr2xWdsGjLy6jyri+NdWXr2aqJY79VSzdLSi+2tDl4512vj99qYtKSQ24w9aI8QtZIsoZhSYZ5+IvjA5TrzcJk47jqGcaSLntMusjPNomh7Q2dQPe8c0UinWo/ylBJjmk3v72wVBGXp9N6zN2Kpw27HYb8jxsDRklxd0J6dIkISI0JCIVxZIAVnupOO7BypJKaSGFPlfC0MqVLSRMkJoRDJJumhrRnBYVUyq0RYq1XyTVDXgZuMsKOj1MoRISSFglVWHTYxw9QcWv3mWEg9SmWatcUizRODq5zPl2c2DyD2O9589x1vb2853J6IfYeVK3ReOnBSqUbcUXJmugzao+Y8MfSaKDyq2HfBAo9SlVE5zdR5gjTr/lm1pSONietl5On+zMefP3OdJu7vHzgPI9c5kdJEFVQuyAmnXeT93YGb44H//I/fc3s8cDocuDnuicF62f2aEN8mlbfTuJEyibTEt7LqSRWK9ap3XUfqe7wIE0ppPl6vPLREqWlM1rrZC2xtLmQqVdkj1/XXrkOvTZwsPdd912mrgck5pFwX8hAxtIKv2p5QRUg5KYN2ceSqKCYlWKnM84ijcDrsCEEUORAiseuo4hitOoUYpNkJCQ2whjkhTtjnXquhePquR1zAMZKnGfFV/TBRv7jWAjNMU7tB8w2qBVgiy+9W0PD/BsFVKVp5msZRVzENypEX4bxSMiLCbrcj5zXrM00zl8vFRN6SLWQtNQuVcZrI3mnDvyhRxK5XGvOMOpBOhGlUvQNv1YjZNu9SNbjS/sa6BFdrBkB7QHJtGPfCEgHXTaFXWO5rmmdycfReAxFXhSBaLl10UsaJ6zCQS+SwU32GEEQzVdVZQslvgisj75AWXKl6dt95E6BzpjWDUZPSCv2ANd2a84NstcBkwyL1yxv6tqncCbiSSdNIGkfFCbOWzlm+b1LZL45f25Py73U47zncvePmuz9o5N6CpSbUZ9UE55XxsGU8ndGSiwVjIYSl/8RHVSR3YWSXkvkHBl/NjlqFer5yzU9kl8nVkYo0dmrL8Gt/icQApUNcgdRB9eAj1QWqiVRjz6+BZKnVFOJZsmRiVadd1+ERbk5H3r65U8HfWhnG0USEjbzCmAHF+ZW0YuPsNQhqzaUVaa26qutBaiV4r5U1MTpj0axTCIF3b265uzkpQ2AXjMxFqEubToPr6L9ETG+uQrZ1lXLicrnQd+rwjOOovQgh/F0b+UsZqq/97de+57dmv/RYg9Ut5OslLLCdf3VWW5D15fpsCZdgRDOACQUP1gdUN8P0Qvvjxf3MaeZ6uerXVc/hvWe32ZPWPspm+9bKTHNotW9vqbPp7i5Fxd31w9pfcCLs+o4ghSBCEDHGv06rl8+Cq6S2OmejhV6di5Zk2vUdd7cqjn487On7SIjBoC8ODGbl+j3heEvc7fFdj4SONBeGedQEV2mwSIyNL/P50yfGceTx6cnglulXVa2+hAJ+/XgZJG3P8ypU95W5s56MBZ3w2h8bPTilkTHJEig1463Lvp1/YyO2zXvbwKpNC7a+zppwa44vqO3yrjlg6sSKsPTCLvfapo28vu6+vpYLBWcw/XYH2vuiwb7a0ylpP+Lj5YqIZxgjlEwXPOc+KpOr93SW5OxiVOF17+haMsoSYLkW1f0z++yd4PuOvlPHddf39j3SNWIpaa6f+SUIGh5pH1URTBomkUtivJyZ0sQ4ZaZhJhVgdEg21IzNW4/CCXPJTEUZOV22pLQl7koupDEtSQssCVLSvNiepgHqrb+sYFUHsXMUhc9qV5BSaCN63W3tN3mIl3PRO8eu6+i7DqmVMidqUvsvIkjfaUK0FNOUxzxaAAAgAElEQVRwKosor3MeMb0xjf/NNpSZPE/kpGRLZdYAK6dMGhUmff/5gafzlaezsqzmOdl81J712Kug7+F0oIuR929O/PD2hkOvvfOHPtJ3Cjn2XkmmvKF2VqF1WSZupQGkF89RIYA0PT+zT1RNeDpPNZIiqZXdbjbysowgpoum/6Zaz6HZjGJ2cQkrmglufoJoYIVdcwgRF/wCezaiYkveqo8QnVAC9KnofpOUDVlsHrQPK6adN+fMME2LOHzwJllg6yVb3xx2TQpt1a9cGmxQEFHykHZtFUhzWvyREILOKwtWn5uC5pnWjc8O9eUk/DvH7zK4yjnz9PTE48Mju14xqbVm5nlkmkfVbcozIXrevLkjpcTnz5+ZxpnHxzMffvpRM5MWgeecyakwU0nTiBM47DoOfUfXd9zd3hBjYJgTkzHoPT4+UUrBO800qbCkNlpOqSpBTlb18VIxA1a5jjPXcVYDXVvwUGkQCifPd5GUE0/ni8HHDuz7HUEqvUS8VHLWUnTnPZ8+3atx/dbR956u1yoCYAK+rE6KtH4pZ859MGMXbPFurgMz6tkr1DBXqIqd14WrAYUKNxvMplUOsjUGluebuoiY3payKBWpSJ4ZHu+hFNI3gzramt6gOZB6gs1kWPbi//kVhxB7vv0P/yf/8H/930uPymKcWxbHKi7d0tDZ7sMyaKw9CULLOjXaXawCqsHT3Coxf/2RT9f/TnLCVDxTUiYlETS4i2o4xO9wPdQ5kH2Gkii7QAmqJ1WNGXC5gqpVLCkVj2G3nUdcpPpKvHWUnNl1kdvjgXGaeffujRIbWNKgVEg2t1VsuCybZC1FEwWGu89lpT1th9jn9l2nRCBRG45jjNzdnui6jjc3J97cnghO6KNVjuvMnPQmnvcQ6twIwRrERYUBxnHk48efVbfp82dub27o+x2H43EJiv+1x28JkP7tgRWLo+69X6CQr8GaYIWRKQNZq06sn9/et9vtOB6PSptuwrYPDw88PDxwvV41U1y/kuXYnKvWynAd+PjxI13X8fHjJz5//oxzjtPpZrU1gNCITyyhg1a1fJOOaJ9lCStl91PGzea8UYsSBQTP7uaEM8KLYsx74zBosm1O5HnWXrxkjGxZ4Uy6jjQ50vcdMQZi8Bz3nTLF7jpC9JqgMAFYF3dICOzu3nF4/0d8tyMe3+D7PdP1gU+fHjSxZpAaJypb8HS98F//y3/h8fGBv/71L5zPT8/gieszli9+fvn95fj/0jP5pWMbtL2smC7zpcLL01Qw5rSJkmWNmbbO33KtslSqZDXi62vb54vw8vae+zn2Ouu1kJrxhkTZ7yKHfUcXg8LlZQ2oZHuS2mzuL4/L1q4IGbE+U1uAINoekK0SM80Km7yOmQ+fHuhj4G/7nuAd+y7QBaXW7nzAiyh8ynv9XfA2R7wlQj0x6l59ujnSd4F937PbKfSvj2vvXuvX1kurNJbB2TkGcYqoEIUHTsPA5dNn0jjx8FGJYMaUGVIi48AfiBLwXST0UZ+xeCqO8TpzHrW3cQgKtYsCASHPE9PlQq0FH/S6cs7MdVKn10XT2PLErgen1PmpZNtDHSkXLtcrk5uoZaeBnaFjtIcoUUtayBS2R4yB29OJu+OB6zhq8JP1teKEsjdpF6z3W9TWBKf36rp+RSuRmeeBabyQp4npqqiKebiQppHxOvLw8YFpmvnpwycen84MKXEeZ7LZo30X6fY9++OB3a7nH/74A6fTgW9vDnx/d1QiJtFA2ocOH8JSmVFiMoU0Ql0Cbq38NqIFW19OFDJtvdW1FqpVrkKIhNApCuB4Ivez9rbv9szzvMCRL+cr13xdBdSrcQa0lbckNdraVNkVEUF8RIJTArKdVv1icDiv15SdLP1w4j3Bd+xdpPiO/fFeq01k5qIEVC1MbAioYZr4/Fjx3nHcay8+wK7vtE+2qt/tnKeIJ+NIVZiLkBKkWVevlwg+EHwk+MCcC9frhQp0fW/kFhu2cKktklwtUG1BnFm3+pUe1K8cv8vgSo9WpncGOVrxjyLtS6spANQWRKUFr+ttI6+VxWim3NTE6/I5jSHPm/ZHBRNSzVRfqU4b+ctm81oa6Vvlqq7/3jo0z+9ozYStVchqMAdnrDr6SmeZqWrXmrIac+cafE+NVAgWJFWriLhVJ6FlhUNw2leFLBCX9jkr3nTddJtALI2AQ+QZNGYz/ZZ7qawbdCtvN9y6JjR1Y0zWpJsbDMFr9o6lx+vFgLXz8eXP/6MPcY5ud2R/umPba7VUppwsme2u65YxWsr7FlBLbcZRG5thTeAqykKrgSXNVu3xKrZn+YHNVGVZF85gdCjMsMYOKc60JlTzqVqj8LJgYMnEyPLfivMO3lNFA59kkJNxPhDDxGSabaVU5pKNNjWbvkzWKmvRTSGJEg3knF9kwNf5E8Sr1EFUVfUYA6f9nr7vOOx6rSYL2iPGWkF9lpl4EWStD04WqOw0TQzjyPV61Uxa1y2B8q9xYv+9jr8H1fp7h9Km+1987+vX//o9LRp9FoxpA/2s9OFLf0N99v6Xn9lsYWt+VjbAyfR0nvdItOt7WZVZkhbonKxYVpN10j8PBPT3qi/k8SjDID4YmqGSUyCHRA5hgZ60/pyadQG0Snzfd6qV4j27Xh1YH9Wp1nWkFWsXIhIiPvbEfo+PPeK8ZUy1MTzlptnVAhRdI0/nJx4fHy3wez2wellJem1O/tbg/GvnfPlMXr5+uye8claaoO8qVbUNwl8EV3W1PQ2C9MxZZHVe6vIJ65m2BBjUxn6KkTepxo036ZHlil+eiDXrXF8Zhy+qebURb9ietAkG255Z6+pDSG3kCJUxOHJ2CkmrjiwevFaiXIXqC9WQM0r4UG3Phhr0Hr2orpHKsEQTfw+2rzc/QpagsVatIGpQ9eKrVMqUFTY7jOTrYDT2iSpWwXEF5wWXvfobzdFsVR+nqAElaDJSjKS+lpImeAjqv2SrZlZRRI2Yf6WJtu1cw2yHNos3IjBBqFUZLxXy3SCFL+wnLH4OpSy9+SVnJXvKeenxE9AEydaPaWCiojtwSbOO0dyqV0rsMI8T4zByHUZFU02TSgFV1VYUHERHJ8L+sOd0c2K373l7d8PN6cibY8/NcY9QqWnWOWxQZPUfVj9Nn2nz7zf+ULVAS2Bh1VoOZ3u4JvCdc1Ctz5VKjFHJHmzvAyGEeYFqtypjI4zQj9l+RqtaYUGxLJ/jLPnQksziFEHSfBPxHgkRohYx+q5jmjNDmgmp+eNqCxqvTqkK7QaF4PpSbH24heVW/WNFzTjxyxgovJF2E5bDWfePshQ8WrvOC4MhbK3EMlG/8Hd/5fG7DK66fsf7H/6BH/7hPy1ZkXh+ZMgZFwf2w0C23qg0axP8+Xzh86fPTMNIHzy1CKUkjTZRw6BlUFmoVd04gTgVrxNHStr0N0/aaJ9z1qyYlSYbm02yxropFYYpG8ONliarOBWXq4rdXOENVs2x6kbL+Fe0lJkpPA0DKSeOu8ihP2pQZK0+cy18eniki4Gu98xp5OZ0YNffqkMQNlA1WpXDjJtzixJ6I41YIBu2CVTqwojnvMJsANu4Gj26s2p9VSX4Zuw3a3GLXQ92r8VVqmTqPPDw8Uf80yP727dI19Ptj5zefKvOi1Seq2X+rz28C5xu3vHm7Q96T6DPsl1bW7wWDLcsfXtdu5fW0A3bRarbfc6ZMqtR//TjR57OZ/7y5z/zL//9X7heB6W2bnA8nJGRhIXdL8hB+672J6RkQh3ITOQYyF6d52KZSBFvkEaPqx6pHodHJKjDGbSRc2eyBHPfg2Ci2ComqJnNrcOj31sGbHEeqTxnIjPjZpSqddYmY29MlSGollDXaV/NLgZLjGi1ooo3uGM1zQ+x3ofEnCrTlJkR6LSvodTCcL0iIvzpT3/i6fGR4+nE3d2bhYK89R3tdrvFWftfFcj/0iEiHI8H3r59yziO3N/fA3zhpL9411eDxhgjNzc33N7eEkJgmqZFf+nh4Z5xnJZzvOZkt/6H9vnzPDMMA+fzmZ9++sBf/vIX+r7nhx9+WDQCQXsTY3T2s1XyG2yjbYq1Iq4au6N+r4tDa439NVMxzRkRxAd8p+fourhAlTTJpgxaS79fo4A3KFnXKfwveLdAXKQ18LpA9T0uRPq7b4m7I/s333K8+4YqnmFMpMvEcB20mp+LsaeJQSyvfPjpI3/6r//Cp0+f+PT5weDjz4On1yB6vxRcfS3I/bXB1y/19T37/gqZhsK0ZnLaGv61OrVeryWW2n6ArBDCxfNhef82wKq2Z7d9rP29zY0YHbt9x7u3b0jzxI+fznTxM4hqV+YGCWjfZHWZXt7ra+OxCXtVV2izDLQivDYjCrDb7TiYXtHtYUcMnrvjnkPfE5ywM/TLvuvogicGgwqKEOKmctXp67pOBWCD9wqJrVV7z0XZzxrMqV12UYQm9bTHv7lBvFcB26xQQZkzMmdCLuRcyRScaCKCfNX+uToqmyGQjeJtR+HQKWNb79RjKFOmpEKdEgyDohXGuugyzhWqOHLMVBcpBfb7G0KcmbO+pooyFGIkMFkcwzjhsESw6yxZZ8QZjapxc6Q8c74+EH1ekjnOe/Z7rdxoJUjXszf4euiiQtot0Kk5MV+vkBPz4yPp/MQ4Djzcf2aeZ+7PZ56GKyllxkFlKoIPvLm7w+96uuMJHwO705HYd+z3O25OB2Lw3B53+oxrIqDkZslg3d4HXOgNUdRrhW/R+GRhJRRRW9L2/jZvFfa2rnnnPRS167XsqDnhaqZk64sMgS5nfKfMv4fTketF+0IvF6NdN7bARiLU5v+6VhSJo/bRAn9LVErQwCr6iOuUWj/sVMA67I743QHf7fmPI1yuIx8+PXL/eGaYJu6fHq3iqNxcrfe2ijDnQiUTgyWxveN0s7fgzuOdIg5Oh54u6hg2817E2CeBjGrRNjugbMiq/Vo31aiFcKeV7eX5/ve/BSwwxo7bN9/w9pv3GKKYIo749EARodvt6ebRYB/qeI7DyPnpjNRCMDHcVGeDyymhRBXFZYIGN+OUCD6RcsX7uoikJROATIYlDqEsznK1LEsqxWglkz3EsDgILRjbKsALK7QHWYkwqk2AWlGWwXkmOBSSELxqvrpKrpmn60icPadzh0ih67SMrBABv/RQwfMgp4n+tkogG00Ym25ApeFUtQ9HX7E6nHovtaDVwiUj+WVcv8ICZRGTq6hw3/XxHuKVx4dP9Dd3HGplf/tGS9xLYKITWTYT+3/FIc6x3584nt5ufvtKxeC19zaD9MxB3QQlNrNrmTXzNk08fXrk06dPfPzpZ37+6YP22pnB04xW1RyNQTSD90TvjKjiqExP0wMlnSlBad2dqEDfCjRwljE1oVUcDt1UsY2nixYcp0YNnJjniZSCvcwvVYdGQrDc2wsnb+vErFTshfmq2cFmyIL3nI577UsI3mB+CovVJetAPFWatg4LrCFnDbIygkTLvhftr0SEH3/8kev1ys3NDdfroBDEuzv6vud0OhnmfWXY/L0EVe0QkeVaRYTHx8cvGry/dM7h+ea4Ht579vs9x+MR59xCRX69Xrler9Zk/Pq5t458uwbtdZ0YhoGH+wc+fvzE+/fft3cvdnFNxnw5zmsiXu2JiBkbVhvTmP2qERmIrDp9TX6CTiGOre+q5Mw8+aWC1SiF24eGLhiDmwVXIpjRpfoIoYfQEw937E537E5v2R1utdfm/JnroKKu1apWGlypcPjlfOXh4ZEff/yZjx8/cj5fLWP/5fN92Sf12nPbjv/Xjq+d69ceLz//pXWvtZBLohTfXsTLeSYt3U5DQmygTa3BF3Ucm+A4tMBqnVdLlUlW2yJS8cHRdYHT6chwvWG/034kX2zuWHDVsvLAyvL+d45qwfyapFwzh4vdbtS8dn1d9Oz3Pbsucjzu6ULgze0Np/2O6Bw7I7E49hpcdTHQd0YEFJskgiNG/2y3oFVqqyJiBAt4TRS3QfHzXCm5Ivsev+uREKjDRK5JLzMXJBVcrvha8BScmKRwgYrTAG3WcSoocUDfBXad6nXtnPbKDsV6eOYMsyItZvOzMsIsmmBOWZOqpWqyXHzAX684sy3F7k+RRJV5Towi1BooXUBwG8KsL91aFVS+MEQhGWuh97L0t2EBlfNaddaKtLKX1qYpNk3kpyfqPJPv78mPT8zDlcunj4zTxKfzE/fX65JUFxFubm7Y9TsOtze8+e5bur7n7bfv2B8PHHYdN8c9TiCQkVoYhwvXy5M6+S356oy6fPnyK+pl4y82E94kfMyLXMZAA6yiiBWpOOu1Kk6opaMkS6I7JY+IXdQAMXZ0/cA4jhrEzLMKTNdV3mC9ClgQOLJW2rwFWOIE6zFQ8V8R8AHfd6rHud/THU443/H+O7iOE4hKCFyGC3MemGYBMvOSYlmZIytFEyriEOfZ7Q6KuBCPE/V/+j7SBa3+5mzr1VuVFSwhWxe/stSycDesaIitR2z/3nx7th5/5fG7DK6WzbtWjTBLZpxGxmFkGAaezk88PDwwXK883d8zDkofPQwjXipBNLPUNutaVRBWM+u2OeWqfSo4Hp4uSs9YymI4+xgJTplFvFeiAW0JtH6rVEwsuDXXF60A2ca29j5tjDRrr002p1ADrCUtthZszJh6J8TgVBCu6vmmScVXT6cjFeurcX5xjvVomUVZHNMm9vo8Iq8ow1LFLRWWapWOFbZTazVujpUB0d5tX3Xzs92/lb81e6hNrC4naobh4SP3MTJfz8qe1PfsjjfEbmfl5rgJaC3Q2jgObO5Af9hmtzY7qXxtMcizZfIL7oqN14tszuuvfOVfNjpVg4FsFctxHJjTzHAdOD8+MgwDf/3rX3m4v+fh/oFpTotmELAmiZvXYNluZ6rvXrBs/17pWr3C80REK1fOmZiobL5YskArlBHL2mvpPeVM8AnvHLNRZS+9Zm59vtvg6uXRss65OWu5QMgWeto8954udgvxinN+yRIvjep1e8bNrBMMImkMhp1i2lsANk4T/nJZxiuEwDAMhBAWKvIQAsfjUSnEu46+75dkyBa28a/tm/q3HFq5OvLNN+/wwfHwcK/3vjjam37HZwH8+ow1YFmJbvqdVuwArsOVYRiYpslYR9VGrfHZmvlfnZ02DvYsROHKD48PfPz4kaenp4UYI2/mca11mW8vacbr5qfaopBizizN2V9htwtBy9aBX0dNs+PikFwQyUipZr/WBJDzQTPJTitgGrEFauuz6k/4rqc73tIdb3DdjlwV9z8MI1fL/Oq9qExASonz+cLHnz/y+fM9l+tVSWFSXgKrbQD0S/C955DI149fSmj82uPV97zi1NomqhIlzVnUEyzBkG675pmImGPTnKayzFE277OT62wqK3Tn2TO1wFUroB2nmxPTNHE8Hdnve8TNXEdlOFxkuFp4uPWfeDGuFtm36xeDISmLne6NqWkD4RQeaiQTwXvu7m65PR0JztGHoKQVMercMo2j4JzqHTnwUk0v0yyxzfXSKhZ2rzStJRFSMFbNWnG14ErBpaxkDlmoRQgFIp4qAVdn9S28R3Y9IhW5BqQGDZZE/at51p4twZl/IPRRZVuOu8Chb8k7vZ6chDlpH/WM7jFFAgW17wpFd1SnPb+CIwR1jE/HI30XKSlR8qzPOWuiJOfMlHRA5lIX4gEdii/nZstdigMfHb4oo7GQV7tRRMcmaSV+vuh7yzhSp4Eyz8wPj9R5Zj5fSNcrc5pxtRCd4+ZwJO40MAy9Vphubm7Z73f0hz2nt3eEGDjdnOj6ji44ordnmWYwArYGI3XiTbol2L6izM/eaaAgBhOFloCwOdr2/lphWT/NBjfYvH05TZeGELS1QxziNFBNSeH8fRUQj4891QVySsTuzDgOxuA7surHGUTWWnAaFBCBnJMFfsrQGbqO0HfqP1ivKjZvnMC+17k3nva4UrjuIyEKc04moZTsWbcqnZFi+EAfowqcdzuTGHJ4cYuPHpxCccUCqIXVM2dt6Sl1SRblrMyDs2l8rTZgYzPWze9fneL/nQZXWDY6M0xKYvF0PvP49MT1cubDhw98/PAjD/ef+duf/8w8Tjw9PjGPE9ELfWwMVADO+kM0szjNutGPVePa66AkFV0M7HulT6VWjjvVI2qZq9woSHMhzZVhykxzYZxaEKfVHyc6NZyxGTXGHOcUxnQdRnLJJjS5RurAsg9I1d4cqYXoA130kCsVFU49X64M14HT6VYrZhK10dBbcLWc1pzpFnjZQtt46vqRm43ebR0ZQZ0YEcU+owtu/dvq5hp1wep0OcEFI8Ew50tyZU4TZZ54+Nt/4/Hjjxxu3jA8fabfHXj3h3/kePeW0O3o9ye9fqc6Sts8/QoX2QQcNFx2W5wvQ6f64jeObRboS1T3y0NeecXLZVe//F1d+/BSSoto6c8/fzDSlgd+/uknDa7+/Beenh4Z08x1GrUy88pVtU9wTinunRiERIDsqWVPIjPKTJbCToTOgqzVITI4o3i814yeBHV6fcnEYvh1M77zNJGMt9Q1LTS3gUhuRmC9UHVasvW75JyJlkVzpZCXBm23VFOCBUUiKmas4oDbKqZ6WO2/oiqKOHNqut2OsD/gfQCEkjPnpyemcVygWiCLw98Cqb7v+fbbb9ntdrx9+5Y3b94QY+RwOKw9mdbz9D/7ECd8881b/uN/+j/Y/a3n488f0EZ2zcAt41LbLG9jJctaqVSrCDp2+53CAu9umOekcMDHR87G9pdzqxy03idjT6qtx3Tbk4U9L53ff/vb36i18sc//tG0ssIy1m1TawyFIbxYUxuHV5M5Vau6pTQTojaqzQiLAAWn+jYWsAnC7Dy4oOQWpVCzzVkT3G1w5xACIehm7YxdtZHB+N2J/vZbQr9j/+49+9MbKo6UYZgSD4+6fvtO5w9kUhqYppmPP3/kT3/6b3z89In7+3uens6bAJPlPtdbfz24asffC+p/Cyzw33I0AdYy+yXY3ZJSrNAa2yBEKBsNPGkzqjarvE1CoXPMvq9JPGF71tak/+3774h9xzd//pG7uyP+MvB4GTSRCtSyHcfXx6a2wMq+I6p91Bze1gs9plmlKGJAdp5+v+Ob797R9z3fvLnl7vYIc4FhwlVF3/gQCQ766AgCXYDOGbW5OYLLci3qV7QQVCxAkFxJ3nGOnbIczxOkRMiJfhhwpSDSA4FQKnvpqRI414mSZwgRuTvipgDpHsJM5xy9c5RcuJxHI+mICArLuzn2xOi4PThuD2KMm0piMufMNeuYDOK02hDUka7iyBZcFYlUVGC2kwhUDrsOamK8XBguT6SUNDlRMilVppxJpbLbG1sjwota3no0tyYIQbTirAzl87qZV0ilUAwOPF8v5DlRL2fq+YkyJ4anM8Uq2ipc73F9T+89x7tb/OFAv99z+uYbYtdxc3fHbr8ndJ5uH9H2B3VVap4pswrwDvOVZEyDpdi88hGsbSSESPCRGLoF5q8Yn9X2YmLNsLY3yuIJVfu5auKoFpyDGjTQ8a6n1krsVi3S2Sp8od/THzMlF07GT3B9emK8XhmHK0/3n0k5KQFJ611TbntCH8xOwjyP6jdUZV7sQ+R4uqGKMNYGfwZqIZrmV+kjOy98c9oz5czj9JZUKsOUmFKmVCFVLYikrPuNw9hkwYIorZB5NInfeeunq7pfqVaXXvtoJHW1YtdamcZJq6+tNWfZWzZ264t599tt6+80uKrWS5EUGmWNhNo0PTOOI8OouizjMDBP86JbotlV/UknpJhY2SqwWBoej2oRrDoL0TuKd4thXy9IFohSzhoVp1xIpVrpUpYMvGbt9Ieml9EcyLLNMr94Vs8eqU0SAYP8CVSnjduW4arwvHwra8+PZvNb1q/9bdVR2PYMPbsGJ1Bks6mxBJcLMcJXN/BNYNVO385ju4jC2sxYpEkx17FjPD9SS2a4POG7SGdOvbI11Q3ltwWLm6rZdvzWK/ny2p79q25/L6+95CvHL+cwnmXYamNxYoHCTfNsVNcz5/OZp6cnzucz58uFcRgYR60epLKpWFkWpWVdvvC7ZC3X644TLPhQ7YoiKmisEtdCxS3X2Rxvt5kXLfPVnGnvtCG7eq/UtkDjkGlw068On8jqKLuV2r85wdVV3DM62pXcoGWOvhxxI5WX7Zdb5/srwV4uBZcbvFGDkfZMGtVvzpnLRfVUWrCVUtLNM4Tla4VDPl8nv+V4rcfmlw5Bdal2ux27nTIdpZTwfvqimmbu+zpym3HUIDYQ/Ho/jfRjnmdtCN/ooKzPdmuvVid4vb71b6ORh2gfhI5fMrY+FUrVz2h9bospEmmWa/kMkecVssXBlvVytsxaOp9b1tPRsAbLVbZ1tBCarN/Vxlj22AdwARc7Qt8Tuh0+drgQVcvFenObblbZsEq1+TQazFI1rfIXMM5nz/fvBFbL6L5ie/89IKy/6RwW9NZaFMottuO09Pp24ph9laL7h8IAhS1Gr34xn1qS4NmHsp1lWnH0S2JEm+Uj45ye2yRhA1yQ5f9bqyKb17UgcZu8W6BAotCr2HWEfc9uv+NwOmnP5lEd8OITJRUkr8QYLcnbGP5aXvPZiC+Bpo6Gaz1nzW9xyoKazM41Hye01zcbTqXkBALZ6LdrLVRnfk0MSBcWnyK7go8ayCARkY4YPf2+J0ZPt6uErkkYGPKiigkSOwjB8p9a1SiisPNWfVAWXCNVqkYiUw3S7hx4lcKRWknmNNWqPpUzghDtrHhld6kVo2xGu2rMDjbfzh5bk1+oOZOvV0pK1HFUSKNV/gSU2t4JEiJht8OFQHc6EQ4H+sOB080Nses42rP2QQh9I1LR/rVUoMGWlUBn7a9sVOYs+4db7FAj5mj9VCzzb7u5btbHMmlWP/b5FzpfKdaWoWPrFN6iJEA4iqvg/JIwad7jNPT4ZP6q7bEF1us1u12bTatFWU4q203DEhxFyUrAzYMAACAASURBVEWK9u6JMX2W4EAqfQmEFuCII5ueWEWD51KtWGFrJzSfGmhcbt58o6Z5V6oVZ8w2L9PBbEwpTZ+tbLexZ6ZrWZ/bEupvPH6XwdU0T/z080f2hyPDcGGaBy7nR+4/feZ6VbjFh59+ZrhcFlaq3a5H2KG0Nk313L7PhXlu2dNW/lfDV4BpVr0KZ4GYw7CjWBN+qUypcB5n5lR4OA9cpkQqwmw9XMGyct5K1U1LKnivTDxeqykVNVLihCDOdI4Uqx+ATmzSFGW96UKvIqo1Q3HUUhiuCilLJS96FuIdPobFmV37qxp1eKMPdy+c9HXj0sZyc2KeBTDVUB7bjXOdsGus2HoqjLXQBxXOBVvUhRiqLjgKtUzUyz33f024EDk/fCIejuyPt9y+e0/sek5vvqHfKTtX6LWZEaOZpWVBYfn3eqyL4svOge3xfOP+Nx3VmBxzYU4zFxODfHh85HK5Mg4D9w+PpDQvlNfJkgVpnplyVuIVcTi3VnDWO2pMhTz7qlJ1Dgj2Pk+tmbl6CoWrOalFPEGa1oqJSDvBOaW8Xhg5BWoLsrpIKV4bqcX6ZxaHYxtcvRxfmzmVNaHBmgzwIS4QvcZaF2KnEFwzfHruBnnQdxaECc8ohRQ6arfXJW8bdJkSUkf6ri7Vq5wUEqYVvmlp1Pfek0ygfBxHcs6EEHh4UGib956diXcej0f2+z1d1y0wwq7riEYV+1sCrd/qEIsIh+OBt2/fkFPiD3/4gfP5zF/+8lcNiooF8uuwL+O87tFC1/Ucj3uOpxPH44H9fs/9/T0///wz958fmKa0QALb+9uxhSDqs7fzCwsOv5TC/f09OWc95/09IYRlbC8X7ek6HA6AsN/vbAxDu1Hr+dSgqRaxeb2u7sWR3Eb1FbYCtWJZzCYy21IKwWQMxBrelYFR4VviHBI7xHm63QnX9exObzh98wM+9nT7GyT0TOOFh/sHxnFknGaFd28gKMOkFdJPnz7xl7/8hfPl8koPG4vT9feOLZzyZS/V13rhfsvxW+diLYUyJ4rf9sjKMh+eRcDmUJalwm0sq189+XM70ipjtO+gAQuOGCK3t3f4EPju23e8//4b4qcHfv50b2uhklMLnNbASp3FzWViwZRjqcR7UfgdVeVVxHuOpz0uBL794w988/339Lueu3dviF00OJhjPl+4jDOQkKy80E4CXd8TPPqlvACLykFLoxarCutea1psSahJiRAucU/qAqk40iz0zkN0BKqyXEbH7GY+/+3PZISH68R5TuAFiY4qgXp3izt0RKkKC8wV2SXmVHD9Adkf6brAu3c7us4h8yMyPzGdL/z445nhOvPzE9xfAxIC+/cHnBN6NxNFmQNL1h70S/bMxfE0VT5fFRrny6wVlqrXXIuj92o3rqkwJGWGG6eJOc30HjqnCfAvZvUwIT9+hoeB6zAYsVkmz7PagObHVCXfQlYysRAD7nDEOc/deyVl8F2vkPIYiYcDzgfCfo/vVWy4M0r82AWDOVZwWjlKSRlWp2lkuGqCLhWFkOId3rW10WyOJbiMKtx7bwGCLPPzWbLB2Bsr1ZhLbC9twr/FEoU1L2QrmlRo0Ged31gPnM+VEM0nsIb/fb+jpJlpGDgeDqQ083Q5MxjF/TjPiziy85oiLzmpRmetIIlxGAjnDkTIZsenlEjDQGO7dRVcGnBpxKWMG1TYmDkrPXIVFaUWR9ftcCHi/eojRAuCgyjEllJJ02StFhNTGhlT5uFyZZxnxrlYANlgkcWKNqsG7mJv2MSH/w5u4e8yuEop8/R05uHxkXG4MI1XhuuZ6+XKcL1yOV94enxSBp2ijZYxqEaJapwUahXra1K6aO1fYcFiN8RcrZBKplCZk1sgfdEcsGR6PeOcuVwn5csfk7IEImSamKxiqZWhVh1W1xb0Ag3Uc+q8N2eVajSuVuoUwYuWfKWqQ9AFjzaxKsxpuNYl694Kx+KcBU7bTbjBI9fK1dJUbmO9xZ6/ttGWNgG3f5MVJ98ybvr75QXr9Wz6KsRBcFZBsd62NF8ZppEqjmEccF3P4e6tQrZ2e2NOsv07dob4axUsXQG1PvvwzSHGNmY/Lz8tT2H51y+uo9cSZ195qdLmZ+uLuzBNEx8/fuLx8ZHL5cLnz5+NpUf/1p5VziY8DbTsFqy6RcsdbZz4BRzXDLKgOHfRMWoBzSwFkYrHk8zAVyvzi7BglbfdtA3uE7xXil8fqMH6Dl6lxt1WGbYjuoa/sO4ZGiQ61fqI3QINFBH1wUptF/Ls3qsISYSEo7gAoUMJbxRSoBXspGKKFgjqOrEsptmLVoVSynat3OSc8d4v7HfesuPee25vbzmdTgt0sZSyQAX/R/djiSir3eGw53g6cHt7i3Oen3/+aP2QDTSyfv7zvUGvL4SgVbmuo+s6ui6SU+b8dOZ61d6huimwtCTU+q+XvT3rfGzzVGGXcD7rOUMIXK8DKSWFwT4+Mk0T33zzzTJ+wWAmzcQoX46sWlesa7Y5ww0mshmlxUbqS9fMbutJ8Obgy+JoKfOVWCJIfEBcIHQ7wu5Atz+yO94o7XrswXlyLlyvA9M4kpZ+inVdJENbXK5XHh4fGAYNLLfmc8lmb4KlrzEBtt+9/P2/pWL18r1fhSHKl2mp1idTG1Lkxb7wInNngW5DTRiW5GvXvgmuxBI5Yq+vDcJte5Fznt1+R6VyPB25OR0Yx2lh2G28Ny2D3hAAS9KwrnN7TRBYVlxY9tFaCuKFrguE3Y63797xx3/4I3HXc7q7xQevdH1VK1aD99SkmoM1Z8R0+treLpvKmt6OiaBiIq6bikS1vqG5CrOPpNAxusRMoopjH3QPrL1DOmVHvjzek4tqbw1zxu07pNtDcNT9DukCHk3illxJZFwGf7zB39zS94HTd3u6TkiPnnTOpCHzOFQul8LD6HiaHX3suD3dEqLjyIWOEXKizlXhk7MwZOGaKrP5Kr4UXM10QDQa5OgV0VDGREIT5SmrGrBHoV9lqdBsptqc4fFKHTPT46Oux3lmHkew2bIkZFCRX3fQANndHAldT+g6jre3hBjpDgcVBo+R/njS3qKu19eL0LopdK/UHpFK60vK5DyTjFFXAx0WdsyFMt6axLxoT593TUjYr/5YVWhgXbNiFli16dyc2GrBVfvKrGQ/dq4lMWFyK+YyidP+98UbqkBUAeyp63AOUpoVGh0HxmmiuCu1Vk2W277ZkDmNcCrPiTTN6h96q1LnTEZ7on3XqT0oM67MloCYlHBlzkiumnWoSkgSROHbsYt0uz3OCZ2JhgcnRKdIgUEUHcE8k2pV6OqksiIpK1FbJS90/w0OuJlNNsabPUVgrbDL89f+yuN3GVwN1wv/7b/+F4bzE8N4ZZpGxuHCw/3PTOPIzx9+5vx0ViXtcQAge9W1KiVrs+SmguOdg7DJoLcqDApvyFk3twmtXIkIo1lADa6Uuv0yZVJR4eBcm0YRuoEbjbl4bVwVESMwyAQT7pXGbOWcqUob7C96HLDvPfvo6LtgRfW8NMQ2Q1FE9V1yXrV6WkWjKXXrRrxmDlsVqzlDzbpLazqm/WrZidbfL470xnF7kU197nC5pSG4QXWa1L0XqwyWVQ/GVVFdChGEBEWowxPD5x9JXc+nmrjsDvSHG/Y3b/Ex0h1ulfnH69d6A7IxLM/v48tDXvzty7bZWjEo2fzqPW+dqpadb1CgaZp4enpkntPiaDZYa2uAjzEu72/Ob2skbZyif88Rep7RxqjNbdxLR6Uyy4rddlmIFVzEqNILEW1odlj1ahke/a2IkH1GsjryjcVp2fCqdj9t58b2+lrPzRYWqEG3EGIkxLgmImzTXwsRGoynClOpTEUYamTEUXtHlD1hSvgy6NoNvTrI0TKCDXbB80CgfW8BVDsao2F7Tu1ZlVK4Xq/0fc/lciHGyPF4ZLfbLZTuTe9sCx/8NccvOdbLc7e13HU9b96+oes6Pnz4wNPTWZm2xtGC6bpWn5f36qHXrBUr55z2oE4Tl8uZYRh+Ebr2moPfbE6DGHZdx9u3b5VRa7db1gSwVAFFlPlwnmeu1+uitwUK9VpsU61WxbK+L0MkaHO0VrQa6VHr9wS0H6yi2dw8q3NcN1ppS+KnQQDVhrgQiTvNWMfdEd/vCXGPuAjiVVi9KO3z5XIhWYa8UcqrTlji/v6Bx8dHHh8fuV5H5nn66nP9NQH5awHYy+fxr61atfP+lt9XY9rK2bW289XOLiZ1DWQ0uCrLz01g6NX6VV2N9xoQWXgtzfXRfiQRbM5Fbk4H3r17Q0qZ435HToVcZnXSW3i+1dsS1r5Ref4F2qcDaG/MPhL7nrv337Lb77l9c8vu0NN1kX10BC+kMZHnETcPyHilTBMl10X3qSBkESYcvlowVZQyfkyzJuydycVI66WBUD2hKFQqVYNM+UjsKoGMqx6kMEpizjNlhvlayBmuU2XKxmw8Z6oTq7YIhxipsaN6GEsi54p3kTBXap05f5yZXGF8/Mj49JHrZSJJpERlShLnKSFwnWd8hspAV0eqOculwpALc1UJkBg9pQg1Fa10UCkqYbz4NkcX8J06vuM8L9BTbcX4UjOvALNUkgN/3NHvIrEU+qxVv6VYZLbQeWdwvkA4HYmnowVSR3yI2qvbaZVKme6UrVm8txmkVqaUGamZXDK5WMVk0kSLIqUERHvNsOSumD/WCBp8UJsXDL3hrFy/uCvSFkBLbWySRjRo7Uo4wWIHXi6lNUHS1rROsU3KyvZ71TJzGgDHDi+OuEtU55AYwdh7Kyjtfs5ISvZvTdZKLaRx1PXbegdawsV7itlgVxPBKT16TyFQwKk49VwqNWVKygyP98qw6LwJJSt5hXOezjv6oCyw0zgpn8F10LaLlLgMJiqdlN8g5bJo1/7SPtfGu5pPv2RoWL/92uN3GVw9Pjzw//2//w//cnPiOo5M88w8DVye7sl5Zrg8MU9XLZGmGYDg/II7bjS9ISoLlPdijH+ro9dEgGtV+EARoaTK6PKa9GRtqptS4Top+cWUWJruStv8pZqxWJ2EbIGJ857Y2E18gAq5KETRe6EPGpDd7DuOvSd6cFKQmgkeutg0rCola2k6l6zaVvDMUYSts6bj+axqZZPetUmvr/jqsxBQB+UrTv2itWNZxq24XAt4xKmRUv0Gp+KEZWV07Gjtm6o9Uc8jT9cHxHkun37EhY7D7Vtu331P3O158/6PdPsjoTvgezUQRfwC92jLwS1r43kG4jW/4bURqLUyTVrF2N7rtkG/VT4+f/7MNE18sgb2lNLisL4MxIAlY996NEopC8RMM93ybJxfQoFeBngtcFZa6sbDF6nAYNWaicI0JzoHvresfi30ZK2WLvOkjYgG5bWCL55csvq4YGtnfY7q1L4eJGzHoAX6wXfK+hUCsYtrVpBKolKro7hVHHOuMGS4FuGpdoxSqftAf/TM14GQHyAX7Y3xns6ahlvjq66TdR20ACvGqPS1FiA3Md2XgdHDwwPAUv0JIXB3d8fhoMHK3d0dMUZub28XKGGM8VdXGF6Df21nZ7vm/X7P9++/53q98tNPHzifL0vgDoV133gRlAO7vufu7o6bmxPeeuCG4cr9/T1Dg2c8v6iXCeP1fJYMaPcZY9Rr+/57vvvuO06nE+fzZQk8G7Sy0cmP48g0TTaeWh30MbD2u6hN9S1TW7I6b9a4TRVoc7Fq1l+qVlUEZesq80Q1YiCHwkLFaVZU+6q8VsNDh+t29Kc7DbL2t/i4J+yOON9rcJUquSSGy8DjwyOlZNUp2lRAx3Hkw08fVE7hZ2VMfE5t/Hz82nr4WlD0tWrVy7W/ZWP8Lccv9Xqt8HCeORW5KOQ5zKzVw+17nzlV+uVcs11rPeGX1sVzZ7A5geastlydE7o+Iq7y9u0df/jhPbXC7c3RKoiFeUqmc9Pgzg0NIMYsp8kosUC9WmJizuq47g9H4t0dh9OB9//hHzmeTrx9e8fpdKCLnpve4x2Mw8g0PpHGR7g+wjRRqifjyDkYDZVTlAuOMRWuKTHnwv35yjhnaghKPiEgXhMLR99z9EHhsVWo1RFiT+8iUTKOGchcxgfSNDIPmfFhpGSYc6AUx7XCU4HqHP50QLrI8bQn9bcAJJeU5CAXwlSZhxnuH/Bl4vzwE9enDyQCk+wpO6/XmAO5JJ7GEamZoZyJZdDkR1JC7Vl3FQo9fa96VxMY7FjpsJ2r9FGTgT2OI55pnvn88MhsAsWTJbhezu8slUEyO1/pDgd8WHt2lykjzY9ToeZuv8OHQDwe6Y5H3Sf6vcrYxLAEOyF2tlcYjLU2IbFCSSM1zcxpZpyuhmpS8gQNngz6F3R/qzlRc1oTiiJ0MdL1vcIDTZ9UncmqZbayWUPNHhqjczVyn1oxdmvzY18kwJ/nyVuQpedzLbEkonYQyNlTsvZo+zRDSuzE4fuZLie6aadrI82LvqRzysJY7TpVYuViv9vcghOq94SatVpnNty5SpVCkULnheyFqwX4U8p8frxwHifGXLkmg3YadHsXI7vYA8qBUEthMAH7Wk3bqtYluNI+2Jkm5/HyWFxFC0qXyrk8f81vOX6XwVUpmev1jHcwjCPjPJPmkWG4GuxvUjFIcxpBM2proz76IJwzcVf9bXNCdUOCdUjbpqVBT622lrDKVVXh4NSCsk3w9SybaEQCyGqwVydUz6uwA63LCtVKnE4rDhYcrA18my/7fbX3O9MwWpS+l41orUa1Q16ca5vB+6XAyt69bup86fytk3B1/rfXbGfQvztnC8r+XdYNzZ6QZbXUWZdSKfMEtZLHK9P1iVoSw9MDJWfirhAr2vkYOpBGodvuk3WVb4flC5XzF4bJjlIKl8tl0RV6GVy1wKgRVDStoJaxb6QJr47qZpyaI++9X8hKXHmOM38ZXG0drfa9OQjrm1oVSkc2o0kBqTDlypgK3julGbbn5Jc5YQa/jZNplkkLkIz8pJ1bXlsPL+bJet9rY6zz64a4MiFpZaJUsbUHU4ExV6aizlIRVHg6RHwqmmGsslRNt43C6zWs476tCLz82gbB22P7nlalbPNk2zuWUlqCim0gt4V0vnx+v3xsg2gNCFNKiwByq649y7a1zCXr5/rgrbIWl3mcTA9qqS6uH/l8Y3kWHD//agHnbrdbAqgWYG6/nsk6bOZtzhlxa7Chm9ty51a5KlaFes4i15ynZRyrwXXKArKyGdWcfes/dRpcKRxQK1cuKGmF+GjEMN6cmGoN0nUZq1KyZralJe3KklC5XC5MFti9THQ1O/NaMP3a2nnt+2tf7XgtSHrt+KXA6mu/a15drdYT+cyDQm1FcwwbwU6VlTxa1uewyI+8dm2ba1iDK3MMzey0vdy5RvbS61ffs+tHYhg1cKqirXdsCCXafrn5sHVvA4xx0nUdYbcn9Nrz663/Y/EpcqLmSplHynSlziO0JJPT3uAijqkqQUOthSqaqL0kbVcYC0xVEDziolKLeygODfp9Rw1hhV+W1mtTyGRKzcy5aMLX7GMp6sdoAhlqrlQPUt1C+V3NoU/Z+qSmzDwlQp0hXfB1Yp5H9bMMvoY4XAapurZ0j3XQGItbAAw4tOLriycUrAenGtrH5kDzV2rV+xZDXnhHrd5EX+vKcLw5nPfE3Y542GtPm4kyqwYjNIh7sfkqIrgYEa9w+AY1zCWplcg6j529tiEr1E9pImCFMs/UPG3swIrCQZ77bbSK02af1++GqHCb19hcrHVTbWpzv6pvtCwO2coX6Oxtc/fZeq9tHGSzl8u6D25aVUp+sR7b3y1hH2KbvzZG9kwaeqBWaJT6y4dbYKXaf1UTZPZ7vYZGcFYXjoPgKtFBdULnhMme1SQWPhZdXwlhMqK5RlwxTjPjNFk1Tc/XntE2wft88OTF9+fHc/v593zl58fvMriap4nPH39kPPcMY2KcE6Ukchp0oZQJSkaolu1mDUCMEct7x+GwVwV07/BeIWlzUqjIPKelGTwZXWau2uRZqupXlQpzrgsr4GSaVs1wAcv2XcS47JwsFaWUZ6vWyJJJCM7ho+kTOS05h1o0oLLFKxLoQqSPwSpyjXxYPyPGjorCa7qup7OelbagndXE27xoatZgDnKLwfRly7Hxx+yaLZC0QHPp81qysdVgV5W86RFSUTyvDrgomYcPWrGrosLHTduDxTlQ7PICL1vMiVLPpsfEw/UR8YGHD3/DxY7dzVsOt98Qup793TeEriN2O2KngZZS02/R16wBx+Z4PbSCcRz453/+Z7que5aB3i7UlwFXM7rLWLjGXvbcaX/ZU9XOE2NUcb/2Ge0aN479ts+nvXeeZw0qmoF3DZrgLL6s5Jy45sxYCuU8c+8qt/ueWTxdcNwER9cords42XWIVYEkZxWaLI0FSIW3c2K5v5eByfZ6V7He3mjgHaGRnqC48eKEOQtThYdUGefCxyHz+ZqYq2OQSHGe3emGbn8khwfi44XqkqrEm8CyM4rehlFv1Nvb8V7XDQtME2CapiVw2F63VjOn5TUNFtd6sxrpxeGgvVEhBE6n00J+sdXP+vVVLd0k5mkChN1+h/eB9+/fI+L48OFngwfOpi1VWCoOYnh37zkejrx7987m2MQ4TZwvZ2sIT9ZQv/3cqo7ZJiBo86/dt/eem5sb/vCHP3B3d8c//dM/8cMPP/Dtt9/y7t27TTZZliCrrRM9Z2EYR2IpBKvcuuZU1YIjU2uipomS1HmNwZNRDcRml+Y06SovWt0qeZPYMNtXXUe1QCrsDqpfszvgux2h2xGPt4gLSNyBj2QC42QN+tfRIL5PDMMVaiX4PSJiLIgjj48P/OWvf+Zvf/uR+/v7taq/juirwVK7ztcCo20i5+X6auf4ZZjLevz6IGr54xe/KiWT54nssERie+02gKV5T+Yfiv3dHNb2hq8cbb4tdkgERCU5RHR+1LpKn5xOe95/+46SC//4x/ecjjtqgTQncoYp6V7ojXJ/G1CVkhfSqpwL4jzxeMLHyPGb77n9/gdNkuxvKLHDxR1d7JA0cbn/CPPI8OknxvuPzFOmlkmDt8Me6U8MIgyjBvzXaWZOmalUxqwBmO/2uD7SH47sjrc4L4RecB5uQuRt7EgOzk51hepwIY0DpSZyGailcJkKY4JcPFPtl1YFpU2DPoMTxzHuiLsDIf7/7L1JjyRJlib2PVlU1czcPTwysiJ7me6a6mZj2MuBJHggCAyGBAjwQF4GPJD/kYcB+ANIngkMhg2C4BDdwLBnycqqzIhIX8xMVWXj4b0nKmpu7uERmVkV1R0SsDBzM1VRVVnf95bvdXAybqe3bzAfDjjuDzjsD7CI2Jo9HEVc9gUXPa99F9Ygw2A6TtgfAoz3sFt2L+78BZwhAOKCW7h/qQDH4wRzP2KOGfc5YQqZWeCcByEjxhEFqXq3WAAX254T98oc3icSr6SlbC4u8Ad/8qd4dXUJ33kGf3U8SoqOUhBi5PQvOWOeJ4ScMU9HYD4wgJacSc55Xs8Mk6VUdmVwfHhJUZTkEUUIRxTAGWMkUbGDsZ2cQ3WMqlw69D27HXc9vMQfqVW3YicBXwpOigIjNQaoAlAAVhELTT5VVKuuSeUsbRohctNcklbcF5MwupaicfwcX+UNoXgPjw3Pf5FjmcsgIqeMaTyKK/0EpInXLfFosd6KJw2QQkAmwHonc5E5JcEJhWDB495vPFIp6DuHKTHRyT4wTf9hZItvTBnT4YiYE/bjETElhJgQUmQlgJPnSsuayTnVGoVxA2yp/a7+0Wrk8big+Ej5JMFVzgnT8QCkwOAqcsAeMru+sIE9Lw1CjOx1sFrLwovzjhOMOQPrWMNogmxGVeDMS16XwoGIKZfqDsjgStz4Mhakvoi9S3vrJiIa/pRZjcSxG4smxBh2D7TWgUqBzZFjDEqubDDWNNrexeQCTfrqbBGzsqtJ1RatOKAaCgZbDaGFujud7G11GDVKSBBJzJUsMk3G9Jp7ptEoAmi0M8vmWoktdFyXJki9LKw3igYXQMF9UlAQ54h5OrLG7XgEjEOYA0oG/LCB63pQGdjy4pSykWSVUYAl/sXn9nVa9SQAJlZ5+/YNvv7665WW+KHQdB5AqGC+DI/159O/1fJR3QKJlp4/sRxUchQVsBJrRXN2yLnUHG8qkJQCZMpImRcUyhkzMqxLGGJBQsFQSHJKmAWE6iptDAynkqzPqhoiAlCyqbFjp65OrYCtY3FJoqjPUpCFlaPGWYHEYgUcY8E+iPXNsmuX8T26YQM/TcxMmZltil19xK1DO5cbubb5KdBt27SNtTp1yWwFXo3F03ONMdVl8PLyEikldLKJ6jltUuIW2L2vqJXUWsubPwjb7Q5XVxwDZK2t40atyfzkauk28F2HYdiwtVKsLyEEUQjkOv/Qvq3WOqyeVT/3fY/Ly0u8ePECL1++XMVdtc+na9XKCgOIi4nkPzNiCVWAJa8igAmF3fuKqSuICBfsDghxHSxZI7FkTJFhzbrxgPEgx3TLttvAi2XC+AHGOBTbAcaBc1qx4BJmBqNhnpEqMNTnyIiRWT+VtGOapgdrRG3eM1ao0zlz+nvVkjfjtq3rsXI6vp4LsB6rl6/PY2e9WaCuWdzkEltVgRU14+iJMV/HHis+CmWuy4iCkVAtGpC/Oy9kL7sNLi93SClh6Dt4Z0Gk+/YSj6pnq6CoTH0pFxgDWNfBdQO6zQ79xQt470CuRyFWGlpjkQHE8Yg8HzHv7zDvb9kbhql7OU5lGJjcKHCs9v04YwoRQSzxZB0uOgvvOhS/gRl2MM7ADgRrWdnTew9bEsYkLuYxIE8TcgmIiZXN42wxRYsIQiCDQsw4SKXAFcBlgiuEwTh01rOnB8CyyfGIcH+Pw909bm5vYShhdkd4mzDYHnbDhFK95RhxlyMozqKwtpxfsO+qgoxXbsCWLDIQ4A9HJMpC5c7ZOgtxug8mJEssaBcGgZ1zLHJbql4Bp0Dfwp8HSAAAIABJREFUdR0urq9xef1C1hWzUgLlwlYSO8+gWZLjpoRcAlIMnAMMIl4TwVdwZZEkD5+O01KY4p7nRJJxJyx8ZKoCnK1R3A48FipikphiTYFhm7W/VTXI/1X/K275mV3iCnQenUyXk3VFFfmkv3GeAR4XogBRC5s+J8sIZbXmExErqEnGNAtzAFGlOk8CsIgMckqIYE8jElmRpS5Zp0UxW8NZmvW97tSGmDsBBFhgUwjHmOFmttCWdGTPyRhZqZUiu+XGwCmSRAaxhVkLs6QzKFVmWxQ3TStjDarWv59si88unya4EouRScyaYo08mEj/joy41xWmLScSBhaNPWKTq+ZXycXCk202KX4Vic3quk42efHVTpkRsJQiGoOqOagbjwoACiCoxtKgZE7oCtSgOzKqOSfxPY48CFMAocBasObKWPS+x9B5JsOAsiAGgIChH0Abjr+w4lb1cL9ao26iRqB/ZMNtBw9hvcGeuqDoxLTEnVMduswC4upVigxgAirXcpH6GxDBC53Wr8fwYuJy5nwIABJYe1TGGxzfJcy+QxzvmTJ5u0O33cG6Dv32Qmg8N+xHbSysuA/CUDUds8vcuamjrhWLpriU04m3dpVqhWe2pi5CxWn76bsKnGpJiTHCNVaU03NPhXIF/FQXExZASkogWggosgTdQliODIByzEiY0fmEbD02scBZA68xSTU/C8f8wRSm/SeON9Q4cR0vp1a99n4fgisrXCck84Tn/pwyDnPCcY64OUYc54Dvx4SbideDbALIJMTv3+Fur0x3QUD7QtKfBWxUoAmwCwct96Tum0SErutWoFXZ31rgq332mDCsYEVjcJxzePfuXc1TpUmJt9stvPc1V48SnCjb1Gm9d3d3+PW332K72eD6+gsAhN1uC4AZ+i4vLyU2cI9pmutmSYbgPbssDn2PzWaDnDNu777nfIHj9FBZIHNP50Y7XtXqpgQV3nt88cUX+PnPf46rqytcX19ju90+aEstSqShY95ay3GoRJVEpPMGxgl5SowsDKlAVJIEwVtkaxCLKg9UQZPlVerqXMgCZOE2F/CbKzjfYdi9YCYw37MFq2O6dWMdilEBlIWJFCNiDpimI2KcAXUzkvE8jhPevXuHd+/e4e6Oc9dxDNy6qJKjbZOn3P50/D2m0Gn75X0gqz32OYC+us2dlJwSs7LRScxVVegpuFqUa4tSoxVgzmj3mj8KWGFTBTrLYpoymxIyIAxphgjeOWyHHq++uIZ3Dre3e0mxEHF/N0k+SlTtfqrKU2ZpNYbdzFzX4eLqCt0wYLcZMBjAG2bX8wTkEHE8jsjzhDglpDljnIEpEFLm2FCCkApZ1Bx8lDMcehTv4MliQ5y70XkPYwHKE9LhBtkUpJHzJhkAEYRYCvZIiKVwEuEQGHx1DmQJ6AdQ5zEYg8vOwRDQG05UnOcZ+XgACHB2D4QRORTEu4IwB4S77xGPExwBF7sLOJNxMWzgbcbQc1xUKQXTtEfKxEoZ8DxLKaNQgskzukygnECZyShSiByfd5g4F2kCOHech+8M+t7CImHIgEOsOUGZ/MPxPp+ZqbnrwxklgYGxHtZ24ilDQmJBMvfF46KzsGSRfIIlTiqe4owUw0qhy0RcoigsVPdMQN3tZMySyDVGziESOSUzeCgBSt1LhQEYW7QWZbl6BbGEtlhSWI6kmpcKACsXAFEeCemJzk8SZagx7BIPzm1ZtQdVVlFm1DZxupc6hAQtM/sfMgNdmIb0whh2o4Z4AxETszhZDww5pBjgfQ9vPVKKmMcRKfNaXa3FqmgxC5M0E4bQosNV2UzkxVQIFgYWhJgyzHaDEDPu7AQUYA5s1TWkGTyZHYbzvRGYQVYeo1E6qnz8tOVqaeuiMuwHlE8UXBXMKQOJG8yq15AEn3pjYY3moyqymGmMhQQIAggxIESgKw4gD4CDcZnxjDUbZAyGjjWsc0gIIYFCxBQScipNq5c6ceteAhWu2ffbGHZ/895D/BJYWxM5S7QKlFYoJHPMoMzZzw0K+oEnobcem36Doecs3gSDnArG4wRjDF6+usBmu8FuuxMLmArbukFrS6p/LaDzRH2JcTJJl9LUUZbnP+ffb2RiALKJcIXNOy2bZuHFCGT561KqoEtgS6I1FuperW4AJAxoOXEGdd4QZ37fTzjcvWMtmGOqZL+7Qre7hB82uHzJubK2F9fYbC85nkK0oCxwmboOPSQX1/5t3dzWmo1qHTgBV+p6VpuzLELqUu9i8dDjGRyxhWJuGAr1+FOhWwX8CthA7NZq+cIWUUALu+9FARKlFEyyYRxSwu00ovcW2XjsNhmdtegcJ3rc9R7OEpzMMRBgs0ExAFFBSWDthwTG1nEiG6N+p/e7gCsn/v+ywRRUq/EUM/ZzxH6KeLsPOMwBbw8Jb48Zhgqs5TkX7u44r1hRN11atGClIGUOISfn2NpRePMhLFYjjZM5R0Ch7gSttQZAtWi1roIq/Copxn6/X7mHAsBms6nA4/r6Gn3f4+rqCldXV5V9UAFGWzR/1Ndff42XL7/AxQUff3l5ic1mi3GcKqHGNM2YZxHsDV+bk6x2vGbsdhinEfv7Pe7u73A8HuU5S7NuLIP3FNDr+HbOYbPZYBgGvH79Gn/2Z3+Gi4sLfPnll9jtdhUw6v2v5okhOEmB6qxnOmsA0zQBRLDUwVvPYyixpjnFmROPlwznOHYkOQt1vSmaeFt88hdwSMjkAOPhNy+wffkavhuwvXwJ65zQYIOJAnYXMEp0YYyMq4RggBRnjOM9wiyu6cqKagyOxyN+/etf482bt7i5ueEYzZTPAvDTeXu6rrZWKgX+58rDdbvpteaa57Sxz7WWnirhAF5L5nkSz5EWXEndprmGvE6VEq1Q89T9Z1LFoewjZJBJrfKSD6pkJkTwDhfbLb762Svsthvs7w/IMWC/H4FUEEPCJBaknDMzCpZS3f77zYBue4Fu6HF1fY3NdovNdoON5KbqDacRSSFgfx+Rw4w4RqSQcZyBcTZCnsFt4CzBesnZk9kq03knOYY8vO8BsEI35wyTRuT9HrlkxHJEKQnjFHAzRyQQJkmJYWHgyMAPHS5eXcE4j2IuYewGG+/wctejswYvdhabzmA83uL+5lvEOGPa3yHOE+JxwnR/RIgF4T4hxgLfbzFcXsE7wtUO8A7oyz1MPiDHiHG8Z8Vz8ChwSIWVdxaAiwGDKUCcmS0xJ+yPAXNImMaM4z4hwAKWGfn84DBsPRwSdjBwhZXLpnBC40QOmYjDL0pBd/+QYIj3kA7WdWuvER2Hou71NiG7AaVkbLot74NxRowTJ5xVcqq8EGfkvHbFrXOBODYOohAUzn5eN3NBKglqX7JGiC3IwXfMcMcWK3UHZxBQJCKRRFbTBM91LkCHvpH8oIvanFP5mKqookKobjlZZQxhbTaSd9QYeOeqC3YRYjYGhwFFrIj8fCwjwbDFn8jAuI5dpyVuNZeMvtsgp4jpsMfoe8QwY49bxBjE0CVynjVVsQni0AVyDkQsB6OU6nkGsMU1FaA3Br0BUgE2rkPITOWfcsFoCm4NEFHAyZFYVZ6S7FukYTVYXCklfquKqiocr5a85btFjm4E/2eUTxJcARqIKLpH0iBDNidam4X8ocAIFw8gA7Fo2OQi2MeUYeLCEqiDTq0+zluwdaggmbJYXxrAAogQeFIYkAsphTVCTiHWHGNBVgRN8CCOKUv+Fv5nCvuaAqqNsYvAljLCHGAKJ6rT9nDWovOeXRxKRs4kmg3RDHBl9d4Xc2irhV40i6ebLa8nVTp5ICCosFkgZmuoWEvN6GwQXQMwSMCwKoJOKpYzF8GBDJ9sFOwVDg4GeAxk4v5OmbXaORwRRmLaZN8j+R6UWeNonUfczKwt8R2gyUONRToBM1guJ98v7blMSv2D24HzpJglXkkOSjmdRW6nVqxWeDfGVm18C8ROGqx5L8v4L8s7CLyJ5MUKV8riEkOZ2fmMIUxzgDVAspyA21lT6XJ7C3QWlQa5XleapagGD0Xybqk1tWm76qrZWlCrPhnq852UQCBmjlEI/J3WtjQgauoEVTAsRBbNLcpG2AqXD8d8qW51bb+0MXW2ankelnP1nQrOGqOlyYrVdUyZItXq9dClrGCcJtzf79H3g8R88bhjKnl2iyqF83e1pBFEBCfUvzXOqxTMIWCeZwZyRdeBRrHCu9HqmU4p7JW84vLysrIm8vXtag4s7S5gVDqGsCil2EWIx5eu0znnqlQpolXVBKtVr6r9JS/2BmzaThJoEwpgVIvsOGG188hgdyfrfRU+VMNTPRRK059NeygAmqYR9/f3OBz2VXnR7hqnk/8U/DxmvXqsPOXap33+2PEfZL06812Rfkk5n1iuxLUor8EVEedwAtSSj/r57BUbRZQh1Lx/RBkQIS0TWMmJhXFW987Oewxdh+2mw3bTI6eCoe8QKEqsNFsASnue4f7vNhv4rofxPbPiOSU6cfKy1WXLWINh2KA4h+n2FqkYpMw5ncgy7bMPqiQRl/icYHIBJbEYsEAA9lvMKDlJzNIMIIOEtMsQe+sU4oB/RwWWMkqYWeC2ntfc4lA8UJxBnhmMxemIaTwghhnjYS+sggHzOAupl4QeWANr2S2SwPGOReZejELmUrhTrLNM3Z0Ts73lzOkzQkCZJ+TE9O+c/JfEC8PCC4Mwgwee81MmhGLgkeGKiMaU2O0ycTJenVNnRmOV90gdy+q4Yk8LA3ZrK4Wd2hmgyHmGlSSs5GWlH689qjxTcEWVBdMoGYpBBUGVIFMtVhBGPjTpclRBUCReMBEg7LiFeEVTGapkmUuq8hXgUV91BeX/jchgfBKz+8Lw+F68TjTOdyF7WuQErV/qM1KfgitRRNcUO6SWJ4IpBnCWCai6DjmyUi2EGTZYcevNkr4qV3BljEEWq1y7ErAbO8lz8TMVAB4EW5gMxWZg8Bbb3sFQxsWmgzMFY4wYQxTPN5E8VNbVVaXKmFjeaWnL1RBq1qSPKZ8kuGJhhgU8azKsyTCGaTOJCI4SLApKCezcWjJTL4LN1kHim5QZx8YIN0YQMVU6EdMS90O3shwAhJxn5FzgDLv2WYocHKkCIBS8qUabNfrbzqFzDrveY+s9CzA5IyeHYyGEyELsNM4oIHj1vwUwGAsYwHVyT85ingNrjPZ3oJLQeY/NwDl0dkOPq90WnbOI84ScDJAdkl1Y2FjyULcKgDWIgBE/LiPaWQB1dVgmWQHTH5f6YqGahXDnnCxqDG8LgFzpQxdNo9pZSmb3K0MGxtKJ4CLCdQGKMZIzQS2Q1ZkLxWR22ckZoIhcMmwucLJJhhx5rzoETIfvMZPD8c23AFnYbgPretjOo7+4gHUO/dU1/GYL5zfoN1c43t4gCVHBaizmgpxU8FyhKpYpwP3fCQW4sxok2szItFhB2jGupQrtxGDbp4Q+pspEWEqugGs5VwV3bp9KtlE0Jmgxx4fEQmpMGSHmRXgGCfAvSDHhbSm4cwtIdNbgYujgrMH1rseLbQdLBYO4CpYFN1ewVnQhU4AFiIArFh+19ohbQMkRyEy7m+NciRuOU8RhDLjfT9hPATFmWBjR7DlpN76e5qqqAlvVNkqbOonDdGal5QTWpCPH41HAiKv07O3G3lqxWhdQrUetWavx0wCseZ4rGcbbt28BQEhpZF7vOF7kV7/61aqOnAvefPcGhgyOhxHXL15iu11Y+V68eIE//MM/xP39Hvf395jnSUgWEqwFLi622O122AyqLU+4vbnDu++/x3icRMBfANbiErMI4WqxUtr17XaLP/mTP8Hv//7v44/+6I/w1Vdfoe97bLe7CuSKKJHW7SUusGJptNah73pm7QqqRRZ//hAxH0fkMKLMI0xkuueSg5BdAJZYqC3y0lhZEkUOC+ShAjHjPVy/QX/xAk6IbwC2ppFxvJeqnIFSBUxlXoMI5ABb2kII+PWvv8Xf/u3f4v5+j+PxUBUYT5Vz1qVT0ooWKJ32x2Plqd+fUi6c3tNjJYnlipCrixO3HdXPtb4GQOueIHdSBZgWhC7QS+O1THUToiwx1s2JJGtfyQRDHp3v8eLqEkPnsf/ZSxhE3N4eYYrBOAa8eXcjzI+83hUYuH6Asw4X169w/dXvw3oPbHYIziFvL2EuX8B6A7/z8I5g0wzEGdthg9evfwZbgP/3MOPNr28wh4D7I1tfYfeIkTXsG+9YSRUCililswi2OXC8I4kSGQA6mS/OGHhrYZyB3zJLobMMTmIMOLz7FiEXRGyQ0GHuHY4XGwRrkAfC3gN39zd48+bXiGHG4fYecZoBWJjCrJju6ksMfoDxBaaLsEgo85GZCOcRIcyIBThGYir5rsd2u2FCgbBHiRmhFIyhIIwjxttb5FwQ4ZFhQf4CV9fXSCC4kMXqYIDiMGXgzWgRU8YVFVwRUJAQ8oHzFs0Bxzni+9vjmVxXCTnPKGVCKRaZLAz7OS3yDbF7sRWFklqmTOhgHAPTJOu7F7mnYAEwpTSxR0YYbc0iU62U7QqcoGovUzGZMaJQTkks2oljQIFlH4aE68lJi7BPLIsJAOe8QUli9OVKStiDRuaSlxVAZEiI1kjJ1IxYxudFeQX2HqJuI1OyiV0XoGWtWq2WvKqeBqAU9N5jOwxIKfIYiRExzQhxZqmZEluNhNG12CotLKsAEazxFcCWAnhLGMTDYMMObehdj4sNIcQer7YWUwi4PRxxsz9ijhk3+5nDewq7jmtfchFQV5o1cVmG6ufSfldqbzy7fJLgCkAdrKqlNI0wYwvBIAFZ3LqIO4gDJgkhJwAcD1TpvYVbn2BrEL13Xlz5WGg1Nla3JR6Qbabv5V602Q2YLc8agjcW3lp402Qdt4zoTdUYN5YrMqAsAbpiXlbqSyLD1o4M5MB5FWhTsB061mJZzg9kiCTI2yCJBrRYFSxZ21eImAbWZJQi7hl1mMim14ysusGWRYhvtSUAx3GoX7H6tBZq/VJNHZC1rlxQxH+7Xu6BpUhc7YpoWwAsySPlPg3BmMzzwzAIrAIJNzCybJy5zLw42D1gPFzvEcIBxnskZPQpwPcRhjwzMOWHyQrbW11ZbLQlSa1WVtwal0BVXtPXMVnrOteLCvucC7ujAC51C2otV4tmu+2Xpc5cGAyzkMltqi4Wqq1SK6f+jVIwzgExLvfqLK9u3lnRFHnWiDUxkEXqaA0G9bFUK08KkXm8aRyCbkSL1YoX+SRsQEnAYIhZSDqqAwWPb7B7mDVO5rLGMi5Jk3lDZCXIOmXBUtR60JJOtEKtWiiAdbzbOYvu6as9rs1ppqDtcDhUNzt10VOK97ZPx3HC3d09Li8POB5HWMtgzBhOXLzb7VBKQSfMWazsYGUIsxR2ss4VaG62adQkv4v7cJFNROepPqGCULVaaU6vV69e4cWLF9hsNpIYk4PCSWIxVUjWebL4uFMFo6wp1RjNIspattznFJlAIkdx+VPtfmlmoU6FhpiAlmBpSK4rANXP33gP63ssFtR6dVaenViRWstVO16Ykv+A29tbHA5HSSSK5s6WRfDUIvUcMKPXeswa9WwXv5PzTj+fXqPoQDgpLfjTwpRLMuZzW4de49x3TZ1Y9iSuh78xRgTOwptJaQRRQqPZUSGTDDrvgMJWq912QIoFm6EHgd2hLFUbBwDOQWl8B98P6Lc7drPzPYqxIN/D9gMrZTpWDBIiKHNQ/sVuBweCdx1yMYgJmAPb6cIcEKcA64vsxYBJERCGVWjuphBBia1yVJnc2AXL+cUTZhBSLmfZYjLljMM8IgemY8/FI0WPaCJgDaYIRAcc729xuLtFmAMOt/cIU4C1HdfjORbdeg9yAcZEkDJzlgiEgDxHiftynNDVWrjOo4QZNPOczIldssI8Y5xYOV0sW4CdsfDdAAugKzMoJaHdZpfJYyLMkdARYWsgbv8BuSRM84xxig9c5Ov4ROI9Q7R8/NaAFgVFqvAitejLvKYsMsdiCV/kHRX6G6+RWt9a/C55WSv03EVoz8KIB94kST0KFlFf9Q76XjSQuYj0qcpufeUmrop4/vG+yntinRKAyKem7uft3sS6CdkvdT0l5i/gNXGpV4GWEQ8dIlWQMONiKeyumw3zA5SS4VLEHIwYbgVcgenvc05VxmtXAwZVsrdD57y2g1qzC0CcqzAkApUBc2QW6pwSxjlinNgjI2dCKqwI5nQxy2pTr1n3JJwUWn38wKX20wRXxhCGwWHoPLYd0DuIFrwZ1EUFQxIzYEYswByZlpTdxnhieMMvDfprfSzVFgWoICa5dyx3rjEGZDJsETaaavpl9zzvLZw12G169N5ht+1xselQSsFkJKge7MIQIrPVRDHzan6XKAxGhzADx4TZEigxDebWW3SbARfbLV5cXKDrPJAS5sMRaZ4QJw7mdF4T4LGgRoYqUMtdhPeduFN6HqR1tBRmqkZZ6L9z4izZOSHMHPPANM+6yKnQWMUXSXII0Ritxf6SRcjPPJFJFgF1u9SFM5XC5mUiZAEVRvqlZM6tUjLHzWX9WxaGpFrfpEIYcXAtVOtikWeDKdyArEE8vIXtBli/ge+v8O2b7zHe3zwYh73k7tFyKpxXIOI4YbUCVNV26UaeKD2I0WnZ9fRlAHjnUIZBrA8R1Xf6idmtlhMV3JMhYcUkYU6DjFfWCqmiIkbOG1dKxhwDZslhYYyBy5zfIqPgfgwwVDB4A7d18FbiXQotVLBVAD2nj5a5pT7nAuoLGAgWqLtRQspM85pyFqp2x4I2ayVkU2DXHDJMRLHZbFgpkXThVjAl2jhRSihobanYu66rgnIb66JAS9s2hFAtONqGbeLu9wnLbf/rPQCo9P36Po7j6jy1eh2PnPD3m2++qfTumqBXY65evnyJEAIOhz1ub5OAoEu8uH4B6ywOhwMOByYBGccRISwxPbq5Ntt+tX4qCNput3j9+jWurq7wx3/8x/jFL36Bi4uLRSllDFoFA4jraIFtI4OIvoTnaNf52if63O24EtTF60jzSinWtakqELAI9qpIyDkhhhkuhsp8yiBd2lmuGSXuLYRQrVNr0ATElPD9zQ3mecZ3332H29tbzPMsY08EJCyA9bQ/T11G27FzqkRpX4+Bo/eVc2vWud/XFrKH9XO7zBL7KPtLziuL1bruhW767PSgBli1/YUmzpGo2a9U8ETNs8WJVXkcFInRHQa2YnnrgQiMU4BBwqa3uDtMgGUr+nB9DT9ssX15jcvrHXw3YHf9BVw/MAPm1RVKjkjTDUoKcIXlChdn7N+9ZdbV/R0ozDAhwE0c7zjMCbtYsLHAlWGFrvcelqSNNUZznpFSRs4RpchcJE6h0Q89+qGHcYAfADIFOQVOmxAjLCXAFiZ9kTXi5uYA9jBhMqNxHHF/f0CKCccxIYaCYbC8bngP2JnzcceAFGZQTjhOIygnIGRQAOAsMGwB69A5TgORMsfmZgJymHGYEqa54FAcYAh+2ML6DsVbJMtuzNtNQSkEayyc8ZiiwSE5kMkw84h4PIAowdsIUAb1DhvvEEKuY6iWonHYonw0hhXIBrLWmHqO0o2rQ4mzDtl73rfUjbfx2lHrVdU7V3CFRSm4kruXubMopJe9jUpeSZynqgVqrkXN/Gnlp5zYuyOGwLnH9AAiOC8KIzKco48g7Jpo3OQXRucKChchGs5YFOdZnqPFlICi0m4rNWP1WSYjs3gSK99d52GygfEGLnne38HyWozs/m7gkLZRLGeluvgXcXNUhS3pGiEAyQBwMOjIwRkDsyUej87hcrPBHBKuLmaEmHE/cex2SAn7cWJGwZQ4zODs8tm2fbNgFeB9+/tp+STBlTUGm8FhO3jsBotNbxBjwXHiToBuuBlAllimwHmo5lQwBW4ES0Jp7TgDt/pyqltHKYWtK6qlI2F3SQquAGMTjPjgWmls9XLoPANAZw0uFFxtelxse5RS4I3GcfBQnQMTW5RA4DghACBEqfkQJsRYWEuVDTprcTlcYbcdcLHb4vrigjN6p4T5wAxAo8SIOWEz812Hru8qM6ExBiX13GauwLqBmZeEOrSUUvMa6ALD5usgvtMzs0PFgLgCVy2RprKOKsDCIgQDTHogYXAmNzlv1EXoRKvLOhPV/IgGvairTMYclkzbam2qWbdzBErkfk0CbWQTTlQQDokFLetZO2k6kN3hzc0e4933q3FIZLA5AVfAIvy0pRWYcy41lqS6EORFU695qZbrrC0dzjGxicbfpJRXFpPT67bntqAtyfjXc51zGIahAgprLaZpxPHAxA7341gBhHUOLgM+Mv25GZmtbds7XPROxo4BilDsNiyBrYBGhLq4L+4V7dIsbrbSlzkzvWuMCalkdrV0hCT/dMFngZ9Bk/dMMc5gMSClWKmCGZjzPbVU4C2ToQJOjXVSoKVtBrAL2DzPTFYjz6ZAS8/R79v303HTxkMpEFZgoGD6HI13CKGCq1/+8pe4uLjAF198gRcvXlRw1fc9Xr58WRkOD4cDuq7D5dUlXr68BsFgvz/g/v6Aw+GI43GUNBSs5BBdx3oOCChSILnb7fDVV1/h5cuXFVzV56OW+EPnr4w/o7nTGpcwWTNItKXGdFgpeUqpMT6VAVBiU0ouolwpyDEhzpLzihrhQMeJrNdMPc/gKpclSbeoeOSeMufGERfOw+FQ+4UVQQCI3ZzfvHmDu7s7fPstgysG5/rUsuyUh43ajr9zG/Y5opRzZDaPlXO/vQ9cnZaVh0H9cmlDYwpyWTNoPnbNBVQ/BJL1XmgZH5Bxoa7QZAhU1GIgx5cFhilhD1ueWau/GQZWBnU9OuMwTzOQI/rOYrg/IpYCWIsXr1+i312hv7zCcH2BfrPF6z/8A2x3l7jYXuBid4F5OuDN13vM8whfCjoqnOfqsEcKEWF/z+BqZnBFADYh4SJmbD1wbSy8s9gOHVvWpOSccZwmpmuPE6YwMSmGKHA32x6b3ZbBh+M4rDEFzOELudV9AAAgAElEQVSAlAorjw0wIwKFkwDvDyNKSUhpBucG5fCKlAqmqSBGwA0Wph9gvAHZAFBCDBPGeUJJGekwo6QMigQkgustNtsdnPPonMdgOd1Hsg4JwLux4DBHTLngCM+yxbCBGwaeK2aGIcJWSJIUXI2BcBtZ8WnGiHDcw9mCYcuxX0PXg6zHYYwrkgcdQznHSpFOxiALIVYdN7L36mdVsvG60iiSFahlJceRvUEBCS3urpyGZz2H2vFd57W69QqQBrDk9sT6vRSlIm/jmVF/K1ncWDOvc6kyWQuItE68Ziyc7GVKoW7a+xSLvM6XqgEvrICE43UziXIqq6WnUUC1bLxVwqMsYLSADFuwnHEoxcJTV5VWWcin5nmSvJwLuNJkzLwnNus/N38lKjHcLHBCjAZr0csefbnZIGYgxIwvxog5Znx/f8DtfsRhmvFdSZhjwhEZc6lLmppWTre++otgZYjN7NnlkwRXRIAloTMlxrAqSOfEzCJGY4IKybtZNt+qFqWqCXhAX10ptsWiVTdBqoNhpVmsLVxEUKj6Cv5VrCpZuP/5XjgejJBhSJjOjIGznP9BOfljFsYqFCTSPFqibZCYLnVlNKLFW2kRyjJxi8QqcF6pUnPccDJVgo+Rn9kY5Gyg1oMq1GROtsaWgrQElcck2ttcNc/L9FqmmpXYKAAN1TlE4UjI4rtcckGxTaLcRpCoz1SfcdEolcJ+0rn29eJlXNuDqLZfW2r8FgBTBKjDAAhACsDJ1OGxYx6AqVNhoY6pRnhQwNieswYd9OA8vSoRKsUq58bIK83yqZCiC3BR4Q9qOXsoUKlblwrBmgDXWIshJVgf2CfbShZ561krKHlKciHkwqb2xV1TaNrPtFE791qiGLZeElAMKGs+m9WMqpo5yLlGvkocsACDtasaAxfeIK01cCLIKLiq7rlNf7R/t/FXmntJfwMWoVfBq55/Og7qBn7mpWVNXmKeFLbbcaKWLWstxnHEOI41ObHSo2+3W4zjsSYu7iROKoSIME8IYa5ze7lea7ESK4mhVbsoQ6DmslI6+eomJhrGaoFYbeyPtbu2ryptmllYsKyrmqskqzVr+V7zDi6qGZ63LFstjt28cYdqIUzCdlasrc+QRTusrI0PLHFABcXH4xH39/cVDJ/OY90v9OvTY8719blxqePk9PyPBVjnwNW5MXyusHWQvQZMyUxC8sQceLhuLWsUmjWayFRXpmW0gOd+FuuX8lTVPYJ430iJgYTmIiLI/PfIqaDrOefN9mKHUIBgHLZzRiGLbrOFHwZ0mw2G7Rb9ZothYBZM5yzHerG/HzDPoBJAiCghYjwckOaANE8wJaOzBLsZYMjgYuix7Tw23qF3HIvrDDEJkxCCZIn5iSkixIA5zigFyIXjjje0ge8dC6yWuQjnWVQBhZPCpwwUcoBlqcDCyPwQEdgadmME4DyBLMH6HrAOxXCMOoFZkuMsCeEDK66dcczm2fWwnYPxjl0jTQGQEDPPowxCJmZ+67wBWQPfcZoGjQSyBHjPMWQkfuVVzkKps98Yg773cJ4475zrMdyxC9l6gC3yTx2/dXwtyqtq8V2fCggFOW8qQpi1UrPocVjNfZ0W1QOK1nNFgT90DRR5kcfrIkMu95pF1mncEuVdCS3aU5a9hL/kuKTGYqZzplLLqzJLZOXlyer9GjLIpsAUs8AHbTN5jkKNz5fKpyvZWEhZWOvRkGy0/QyYUmCMg7UFxWX0/UYUqqog4Zj6tv80TKcAFRRSFtp2tNZ8Ufc75UAoyHkDayyGvkMxhDkm3I0jjnNAShlzFLbhsrT80j6rL5fvnlk+WXDlHeBdgRE2mpgSxpH9ea3MCSoFJqtLGgf1oSzmdXZDItbCi0leF/2YIqaJhbCO/FqzBtbEp5Qk10KqmwoPNY3nApv3wfkkUk4IlDESk2dU4b8EEAKsKdh0zJpzmNiKlQuQSuJ4MEcgA3R20fI751g4cg7OSJCrac3U/DLCtJVzxBzFbCxjpJ8GxL6H6wKIPJxnt0Uni0MRwThGNjmXlJDFOhSmEWEOmMOE8XhkqtgooKsUJAVBhjUl1lgGV3L/oEYjoII2IJpwsxI8ND+QJn1DfTxdxLQinfjLd9YoEx37elNRDSfxxGexXCosyCQLQQlAGuHTCFNOYq4aMLJ8tRYS9d41XmfRuPNCcSqjtOe3LmqLQMoPxi4NTjZ5hyDsbno9fW8tIK3lj4jAsb1ULTYqhKu1RgXmfhhQSsHFi+uqmRMpRpKycjvFHBAyYU4C+sFpBags6RLOAciWZU4BjmoTyWSA0rJJCdjPpQhTmAFZjmk0Hpz0e57ZhaCJ/2FwYRCCQUoW3jv0lcCBx5VprbUNsFCLorZJS8+u+ZrU2gdgycckf7d90QKwdnNvX61FTNuoTVz8mIUSYAvad999h/1+j2+//RbDMFRiC+89fvaznwlrH7sAbjYDLi4vcbG7wNu3movpbmEKrCNG9/sFDBCYcMJag2EYMAwDvvrqK/zVX/0Vrq+v8fr1a2y3W8knNFVAv2LIWgnQa+GeVAggvZpKLgKSC6exiIFz/MUQUVJEiUxoE0MSIZV9/EsF8DLeSMYPDFAI8zwj7vcoxmOaRsAYeN/DSvuzlThhv99jmqZV/7dzVa2I33zzDX71q1/h3bt3zfxvwYS+C0OngsIHQOzh2qB1nAPqLbX96Vw7B74eU+q8t5w5NotVJEUAhefxuec4Z8FVbwMuKk63z9AqM7humyU3D7DEzkAVSuJmFIK4NhfxZCjwXc8vPwPGok8Z2OzwYk7Y3eyRd2+RYNBdvoTpN7h4+QVe/Owr9MMGX/zsSwybLWicgOMeZX8H3NwA+1sYk2BNwng84O23v8Y8TZjujvApYtP3ePnFK3TO4/rqArvNgM5bDL0Xbw4OD4gp4DiNiCnhbn/AHCKmOGEMoyiWOE7oxatLvLi+AJkMsg6lJIR4xDgW5BJxGA+IqYCGS9i+gy0ELwqJNBFy4lQ0xhWUYtCZDUAeru9A/QYZCdPxFjnPmKeEeWTLa5z5Hq6vL7B58QKudxiuOfbM5QAqMxIm7KcDYkwY0SH6Lfxmi8ura5apbIY1BRRHUNzDWouLXQ/fdThODodjQSwZISWEmOABGOfQbzp8+eUXGDYdfL+D6zfYp2/g3L8HMC1jrBlnVRGXMzLxnsvzEbDKNmqEPVCYChl4FEDi0LNJMFk9KGTv44G2RnEKMBrApUOZVNlMTAEOoCrul9VNFEkKrmqc9+IeXyRsBMQWSTYuoK4hKaWqvDXFIOWOFZRl8WIxSrbUILM69zS0hQys9TCUgUhI4Hgujk9t0asCSVUYAUBGTgpGdf3lZyJjYH1XFSYFkjdsYtdG7y2s6dB1G2y2W64hzNU1vmXRXZT5rEiLkj/NpFxblONrmTk6U0ZxhMvBA0T46togw2BKGTdzwBwTfvn9Ld7d77E/jnjz7hYhJkm9tPYOaIHu+v155ZMEVyjLJpRzQoLk6EkRKfEGZsDMakWSAzLAklfVcJ1oQUk2OAJIBN9cisRuGA6iL6wZTSUjiYYuNxubDjCRQ5Azd2xKGRFAsAQXGm0BlrwlVWgR7ZtqezMRTAEiESKIs5gXNs/GDKYjTaUyvRUA1pRmbxJt0krzv+hgUgZiKvARoG6EixkevBADqIQgKbLQWMFVyhinGVFcZI7TLCQDYQFXWa0ktk5qawRcSR4svR/GPuoW2FiEZOEIka/JORfW4KpquEnTS5AQ2Yilpwrr4DhM5v5kLYf6U1PiBQtFXIcIauoN8/zA9UYB3zzPK017u9rquNA+rm55huAk/mLp8yXWpwLJsghKi3CxCOgtAUJoAntXwlbK9beqmyJaWahU8G8tMhWg1/5ZXG5UMExJ3bAiUg4wKDhOM3K2wgeVFhDWFukv7qfGApKUcU8AZQogsSaMIWCeA6Y5YprZrB+EBriQJJjMEg+VZd7SAkzauaaaYWAhkiiUUfISP9UCoLatFci27dQKjNqG8zzDitWjUnCXUo/RPtGXuiRq/wDLvbexXqfjsB1rCgKICMfjEfv9Hs65CrxbMK2MWZC+DCFgHEdM01Svswjg6zGlGmVdQfX5reV4jb7vocQY8zxjHMcad5VcWgEnnZvtWFQBgS+vyg9+z4mtUtPxiMPhiDQfMR0nhHECUkRJrGSbQmS65iRxg2QkXMXCkriSkOF8wCYDZgLKAcV02O/3iLnAdxHO+QqoFVyN48jJ5WVsTNMkSZfH+trvmZ2xTcRcwVVu21TB1RIjeg5gPQRcjTb6kfGg68v6VJb2Fm+L9peyPky/LasvRCZ7eO2UMsYpsOBqCUSLQqpdG89ax8QtaH3xBYCvAZmAK018mouMHb3fUt1DQ5gR5hnaXoypec6mzLmnEgByjhVCXYDret74rAMkyTQZC6iFMGekEJCOR8zHI8LxiHAcYU2CsRnzOOGwP2CaRsxTqO7pnffovYeztok1k3Qp4DE/hYBxntn6Oc2YQ8AUZ4xhFuGc51FI7AgtuKy6XwfRuI8zy0PWJ5jSkjLwTMplcY8tRJJ6xKGQRRTZZQqcpHueMsLElsgYxXpf2NUuGyNGw4JYEkqKmFPEFAJCTAjGcVJpWJDrRak6MzAogMQ/QK0XKbPr7Rwjnx85/1gqTLVN1sFYpsG3roOx7sFYSnLvUwhQrxkiy/uKIbjM604Soj3OM5Ub7wmzjMECMJmSzE9Zm9DO0VMlaaPZbefgopoUwb8QNC1wpVIRYLUAnrL6LlfFUpC4soAwB5ScWEEUgyggOVygWA+XCxIZZEkv4wpV76Var4C2oh5JmROCM8uqWPNzQcipypmNuhYKyKDAknQuBhQI3brIeE7o2nVUZunzrLnFlMRFSLMyGWRktoKC0zeoBJjL4qEQhPCq5MKuq5AoF2pDIiyMKYsC2ziYnBGthU8Jm+OIwxwwh1hlk2UgtCtTA7Bl/H4IvqKn3FB+U4VOfIr6zuHl1RbeSUZ2U5BixjRzp1eP/rK8x8KLiS4+vKmz9tJZK0wpKpjLb8IgprEZKaHm2JnmINarh8lQl4TF7L5IxPSiVkCDcy3NZhEBgDfYmLieOfJ9Aqi5MzpDcAbwxmDbsX/yxabH4D0657DpOxFSlmR5jTS9atO2Qa2T7ODWwfcDb1qSt6M9XkkjUHjgslYwVrOt5tpaBAmGJrrQLIL0QqV7ei/LxvnQNa7V9C8b+6LvqfOZdHFr/qbFTF8BZwGWmAd9Jd6p6tQxACyOU8C/+pt/j6+/W0gtttst/uIv/hKvXn25vpNmLupymsVcvYBwoSAGNYvvMklbQgVOmtceSxWAx5iQi1hRY5J71npQN4CVS6WMBxYuSTZ6Cyv5jkzV8D8cM3VB1WdJDJ4ICaZkJm/pPZxhXiJNw7xopE96re0rtVaIMMUrYgJlfsZp5vgyTiCcEHPBMZTqAw6wQBDknhQ8aiwZA1Kh29WYK6DGg5HeC1Sz+dAioIK/xly1zIGnFgWlUG+tCdoHFdA1fX7OKtUCPAU8v/rVr/Ddd9+tjlMmPr0n5xy+/PJLXF5eCgX6FgAwjiPHz93f4+bmBs5ZvHr1CsMw4HA4YL/fY54Dbm9vJO6vnYNrgEXELskkVjvnHF69eoWf//zn1WLW930FhQzsfLVO85qAZj1YwHuW8eKdg6vrkI4lXltSmDAf7lBSRBrvmZJd2LIKeJ3OBdXFEYCQ1yzuMCQAC0SA6wHLzHC7q5d8rzI3WoCsVr02pu5wOFTQrZa6b775RtpzFm0rVm2pj7RSiNQN/NxGXc58tbgFKQiq59Yt4HRNWnXr6rsTGXF9vZOLhzhjnqfVd3/2i9f48z/9/QreT2vUfj+9BX26UxC3Xt/1cwPQjDARWoOaG0prUNCaEnJjAdBzAZ77UYS6kNj95zgF3N6PzMwqLnLdMGDY7mCtw2azhXVO8jax29948w4pzLCSZyqEgMP+nteKkJBjhnceu37Dlhvv2QXOEINQLL0bcxIFJQMt9Y6JqqAiAmDw4voSVy+u5E8em8fjAdM4clLkMbBbpu9AbnHBQ2EBFpnnR0oCOY2H0miTEBKlNIJjl4AUZU+XuMHNdkA/DDCW4Ht+FpMjqCTEEDEdRrYmkEMijvfxw5afGZJQNwdQmoV4aICxFiES5sDMybcjx5z5OPOrc7i63MJ5ywDLery9ucf/82++xnFa4pT/0c9e4T/9J3+KTd81kHLZV1SxxK7trip3Tq3py17agKlmnq7G6mpAPzbG1+XUZrU+qFWwLIJ8XSMU7OUssWVK2pIENJfVmmucg3W+eX46mS/LM/JzNspFUShkiBLo5Cnq+2r/0lGtyjEBV42yHcRjrwj7K99CI6uItatVTLN7r65zrbIPNelzaeiJeY9pZC9RzKCu/ZwQfhKAdndkt8A5BOyPMoaVMKvpnmoWqF2TEYT866T8y1LKf3765ScJrj6XpZyZzz+otg+tojzx1w8r5+7kh9b/vqd7rH5ZJM78/EFuNP8Ay4/ZOs/t/WXNIvxU3aMb12+yfMxa/Ng9nnMP+9hrPHbN30z7PK4t/CFP8qH3fq7dPoW987dRfvfXxGatbwHqM8576uPZGh6r9jlDp2poTw7+wGF37vAztT5+C6sPDytdK08fuYFHvn/s3k6VA2ePe+Y4/F0frcAH9tVPVP9vvjxxV8+94TNKpp/gWc+Cq0/TLfBzqeUpzeLH1PbpTKKf4k4+ts7Hz/uHKkA9t/x2W+c8IP7Rav8d6Pvn3OOP/RytJeZ3tfwu3/tvu/y9arsqcP3wZzpbww+p9oGV78crz1ZkfeAJjw6ND3iM5z72c8fh36PR+mT5h/KcH1R+i43ykFP6c/lcPpfP5XP5XD6Xz+Vz+Vw+l8/lc/ng8klarqy12AwbGPuQiehzeaT8CFatVXmWjfljfR5+w4b6Z2nBMo7jUfLZfC6fy6dVOufg7CO6MHq/U9NTDrGnnx49q3HPUZ//Gq8mP9bcKE+VGvtDj97bo+5IzQnqcU8oD2OOmpPV9/8ci11p/qtkC+Lfv3bJftjG59ySPnZlqzERtR6JGZP4tfp+5prtuedd1GjlB6ZMY0ATX3HGXMBxnuv1sHMWvbcr160Pcod77u9PFQ7FYHIq/Xv56anTnlk+JUeypxr5PeVH1do340vmeMlLq/+UBgIlVmoLM3n2q3Qj65OerPHMNR5+v1joT39r4jlx6nbNx2rc6Id0wunhNaxe4sjaONbVAfi0RuzHlLatznlGnHdFbyIZHzTeOnbzxyhKbPQY4dRp+STB1c9//gv8D//8f8Tr17/36DHn4nX1j6em+poI4f2NvggBTa1nJs0qaPG03vLwjqg554eWulmeu8hyEB5OQV0w11tTfYb33N7T0GoJM31ovVdig7aWpy9W77G09T9OLbw+fmmbUzYffbu5ucG/+F/+Z/xf//dfP7jXT608uVj8pGbwcuav34bd/afvk3PU1h9fnlfHY9fsnMV/8ed/ir/44z988OgqeFth5tTcJnrVIqBhYTxdrkXQIG9bGbQ0MFhWlZqwHQmczDIzGU9KCd8fjziGgP084eZ4wJwybsYZkySATrkAVGA4iQzaxNrGcJC5MpoBBoWEjII4ISWTEUlcnZDD5CKkQEAzkzllB0CSrxAigPP1un6AdQ7b3Q6b7RZG6PtJ8otxYvIZ9/t7TqcRA1JOQt0vbHXWwZCFNcT3BGXLI1gNlgcTHNV+eWoYyHFZcsPkxG2KwnUYELabDa6vrtB5jxeXlxj6Hs45pvEn1KBvJdqogengpKBWmVmF0EPTG3Ag9wEhRtzc3+E4SvJsScCrN/rLv/s7/Jt//a8rwCIC/sv/+B/hv/1PfgHvDCRPKawkDoUktQXADNeSTL7uJW2jaCLDyuVTmmN0/DXCYzHMmBf4NU0Jb78bMc8ZUzSYk0FCQQCTLBUwY54CsXZ7bHn1Sv172afK+d5b7uXRX7C653O/ag1EzTe0/lUb0RhODsvpDVwlhik1RnhRBiznl0f3vHOC+/sYK08F3RACYkyYw4z9ft8wISupwalM0ZaF2GNZh86107rc3R/xH375BnNYgP7P//E/xj/9p/8Vdrvd4yeePoveX2ESBiUiyoWT9KbIZAlJ1rwQouQhS3V+KYlS5z2GzQbWGHSSYzBXRmtmHI0hIpeGbKcFD9I99XPTZ9p23jshoXLo+wHGGgzDBl4JLHTNfwA43l8+egdtAZ0QZnz8DikPjoXlN4aIcZx4HZ6Zvdo6x89sDfp+A2eZSIcvnxHiLGRsTGyjjLnGELzv4JwkVpb9pZkaj9zWeXn97ds3+N//t/8VX3/9H571dJ8kuPrq9e/hv//v/jn+7D/6J2d/P6u9aybSUwLRudwgT5VzweArRL0SVnTsPXF/J8f/WGWdEHS5xnL9+q1+U9/XuUdkL3xMI7Sqv61vKWsmmGVz46O1/dvEnM9ridP2f18frli6zpy7PAfhl998jX/5r/6PZ4Cr5y4lPw0AeOp5V93xk2AeWm2aQoD7pDLjd6/Qg7HxwwAWt9H7OuSpfnXW4s//+A/w3/xnf3n2HM31tWbEWkSdkCRRoiRO1+MABmVWBDcrm1aB5udr6HtDQYmcDuI4RUwx4uubG9wcj3h72OOXt9/jGCLo7oD7KSDmjFlyDllbYAyDK07BYGEd50HRpNQgi2KE6YoKiDKcJXgvrJuGhfSYgTkycMoglAJYKrC05CBEAUrm35z12F5cwnUeL794hRdfvOTcbpstjDGyqSccxgO+e/cd5jBjmieEGGCNhXcdDBn0voc1Dt4Z9I7ZYp1jRk5lozVEcLoPAKByKmqTDIdFcZWEoTWlhDDNQGG2WAPCF9fX+IPXX2EzDPiD169xuduh6zv0fV/BUkHB8XjE8XhELgVR+ss7L4DQwIkQFlGQSsFhHPHm+3eY5hnffPctvr+7Q2rOJRVAc8bf/c3fLOAKhL/8oy/xP/3Tv8S2t3COc8w4y31MBJBlQF0cLeBKLK5FyQUJkqgSTJ1PRUhbZY02KqjrCkMCrgjpCMSxYH8X8e/+vzvsDwn72WI/G0QCjjx6kQBRKKDS4ut44WxTAtaxpArJgnQKDB6b8k/LDPTelVCJcmo9MiQ0HQo3Cs9N57wwwVk4yRsEUmDY0vk/3N/O7XnyxwrQFPnu9Nz2fvU954JxGjFNM47HI968fSMJuWPNL6av1jp62m4tG+lzyrdvbvGrb79fgauvXv8e/tk/+6/xxRdfnD3nPAGNJuVNKIWBlDJJzhOnAakMvTljHGfM04wQAvaHPUop8N6zZ9Vmg6urKzjnsNvt4L1HjKzkCCHg7du3nNohJyROCre0TUG1+nHuu6V923sfNj18x/kaLy4u4L3H5eUV+n6AtQ7eewCaE1Nez9iqfogl57y17mP3R52cTNOeIgOruztm4TwcjgghoOs69D3n+7y8uIL3ncwhZoqd5iMn1E4BMc3M1tl1sNZiGLbo+wGa00vn6FO3/FBW5O//3b/9t/jrv/4/f7fB1ceUVgj6qdmM9FrnrlLKQ23MbyMAeGkDnQzt/Sy/L59LPfZhHW15eJyaqtftvz6urUpdXur3pT2gPU822Kbec4synTlXj3vuuc8fMx82tn6qsXi23jOayR+jrDbJqvH9bQOqn3aOr650dmw+Vc5rbeuvH7UePAR9j30mouVOVZgDjwml518s+G2OoYUqXZ+CRDNSNxz5t/68vFfhXD/LhVluNSgkBP5VUORcKPUYoNL5ct4UFoAJpj5XQeE8dYWfQRNVqoChboALkCGwZUyv16Q+qO2E1Y5bUwW0Xdeuqau2O9MHJxtB5cM9FWxpmVOr3iY6/wKt6n1wHrjNQM296Tkne9bSkx9aiiqcV/dSsPT38kyyXqyUiWuFw1IFoUhC0KLrshxee1fGsFpBreTL47ZZgANp85d6lQf1lnobyx7ZWnafKo+5ZzZ3vf7tnGzS3Gw9j5b3B5fQOQod7+vxem7PO7mJk0rXtTxWx0rIrGtDna3NtVQoRfPdw/L4/r26WeDkGdcn6dT+kH1ARpEoJUpOiGKFZwXFuMp3N00z5plzmAUFdrQBUYdcksB4pg43BghhxjyPbPFKbLUCCpaULAKoUobmKdZ2065pwbeOcR7ntuYRXLs383OtPXGe1yYfK5s8r//eX5Y9hcGmKv/0pXWr4s9aTiPAisHm3GZ/WtqOjzPN2rm+Z+C0nd4nK36oyPHpgqtnIEtg6dgPFVgeO/60QZ+i4C2lgQFPXP/sb+XjB+W5+j/k+X/YZc8IAj+kugfyKj3y+TnlNydwfy7/EMtvb3wt1qb1d/p+uoFUsaQKnmxlyK3ALYCl/msFWgBqci5VkubvWKSQHCxgy0vJkvwS8ipqEwCDGSJkWACWgRUsCAbLUUZAQfN8IGQsST8JCrg4X1GhJamskXqMcDQVlaMU0BGhwCLDIMOAk83Tss/oc+Zmb2kaQ70NFzTWSr8KXp8GPk+Wqthe721VSGgSWS8wpckBo+4B1AARvSfJFU7Ns7IA82H7Rr1NBSwLhq5AhZ219YD2Tj6iPaj5Q2VHA3aTswTrjFhC25QM5eT9ifKE7P67Xs6CrOa7BnV+UFFXupLZ44WF0B+btbXt/KfGzhNKhjPzkGS9KGKVTQmYxoAQAt69u8H337/DOI549/07hBDEBTLWvGXWOoCuQbRDlyznB8sFIRJysRjHEYf9nt0m57Ge65xZ3VMsCryWdWNpy2UtNwIonGX3QE4Ob9Dm6/p0ZZ5nKiJlMdFciTEmsYYyMCWCtKGT52eQqUmQi4Kxoqoi3iuMYY8MYyyM5jl8rm70RyqfLrjC04DlY0DVKSg750b3bHpP0QKuANYTday1/1AFym+gtBfRNjv324PDnqzxRxujDyp6fu3vcwt8zvnPPe7vFf3w5/JJlee4IZ4DUPr9SvB+7BgAmUhDl6qA3lqRF/UpmjSzUkEAACAASURBVEVCJWgRrMBCFcdxLRubAqwq5K/vAApGioCDlQ1l+Xl5VhGiSROmt5YYARAq0KsVrq2QsACs5SLNxZpHJb3f5rar9aups5zRdipw/TFKu0O0ArE2zMP16j1rUlVmL+eVstgbK0o6AXXPust6OCOUumoXtQ4RdwCdnn2yD2Lpx7Ul5uzOhaoQ0NcKWJ3cY1seA1K/MwDr/ChrrW0Pf1v3+2ktpxar03NPlbY8VEodQ0vdz36IZ5b3z6glvOB5s68sZkoBWOwimiTWMcaIEGKNX2RgFSQRPMcvgsAxWJF/44SyDmydspimCdM0SX1BEtFbsVw191L/W+5/tfY1ShRdhx5asZ/12L/5UufyyTM/MkhayxO/8qOWKFWwtbI/j8XW6oTlPLP2ytDrPbiH5wzgj2jvTxJcrbRxZ8qjZrt1LQAIZ9bteo22vtPvTn8793spvDEXrOt4H/Ar6/9+kvJ8n+Yzz/yeM54JSWrd7QZw6i7ysbU/WaqS/f3g/PTzw+OWYz4DrM/lxy7nxuGDsUYE7x2GYQCA1cYDYAWu2pgr1VSbZj1Vv35mHEDdsABIHIDEYKpmWmICUslIheO3jiFgjBGHeebXNOE4TZhE65hTWgluxAFXEMQkliv9vYgLV4G17OLlnYWzHJ/lvRMBg7WPIbHtKZeCmJjAgcB2MIBgjawxsvBby99ZEhqDLC/514KLh3vO4ppYmkPPK4x/DGlnWS+JCIbYrcUQnV2jWkyoQsYidJ5USw2wEs19fmKPfdQC1DSECqilyFpfOP6Sypnj5R4fNFP9rnmY02MESRNEOWDYZco5A+csyNROxOJi19w6EUhBX+3Ax8pPI7WeWpKqjPCM82g13haQ8GPf06lL4IPSCsEfZPX8IerYp/fw5+7L7XGlcKxTSlnAFJN0lMLrD8frGBD19folM2HO/f4eh+Med3c9bm9vV5akaZpwPB55zTXsetz3HbMaEklMK4BmfaJKXqIkDYsiqZL/kDnjEti054+q7f6B5QPuYwFTuQLSJYav1Daz1jZWq0W2VvfBIoQqdd006ka49M3TRDM/3jO15ZMEV8Baw/XoMe+dVKX5/8PrOTdxTzVAdal7BFSdBWyNtu/HLOctc4+NjGWh0eNPW+q54OTctSu4rfU357aa1Cfu8JELv//45lHOgeh1dVRPef+lzx/1PlD+ufzulN9Evz01Ds8eD958nXu4XJ+6Bq7AFVAtM7yRAcWo5lZqLstKVo+RA0q1bBTkjEqYMKeEECPmGDGFgFk+h8jkELmukSIEEAsGII6vWqxCpVqdLBU4wWCdIzjLRAxK1CGSCAgJJQNJNmbKC9ZR4ds0lixjKheGkNDxs5HK4lA9V0HTMKjmsVbj+cCadabogqZ98MEKGYFIK2vd0sdab4U+2lfyN+l9PjQZLR/fo7x8745ZztUvDazWKgFV5bS9zi74Os6AFpktVDmtAgKVHMVYA2OZ/ERBlbaOjgfobT2m1Htm9zxfWbku55SuH3D2yXu9G6n7I4YXNR9OwNRjAGs1TgpWY+d5AOvp5/5YpeVqXnxg3Qqw1A0t51TBv3O2gndjiMlmQhAqbo7Hcm7EOB5lveU655mJPoioEjBkAWUKFDgOqLHCGAAg1j1Rk3qoVajQsr7/JixXq7WkKQ/a+THh7T1CXe2TZp8pJa/irXIuK5fo1jW6reeBSzRprNp6L/xQdcRynY+X0j9ZcAXgJ0TkIvi/p/pTDfGpiVw364L1wnR6/kmlrRPFj1pOAd4aMAmgW91SOTl3+fZD7u4cAH188tODvz7keu1xvwlB2Bj7oP9PN57TDepz+Vx+7EIisKsih7873XDPuAQCaqPhXFQnGs+ia4IIGyw85fq9WidCzggpY4wJ+2nGGALuxhn344z9NOMYIkLKiKLRVsKK1m2OSIFOgaMMQ4Sh8+i9g/cOu+0A5yw2fY+u83DGVmYopcmYY8JxDkgp4/44IoRULXLGcH1WmPuMEWBnPIgsNr1FRwWO/n/23ms7kiRJ0/yUmJkTAIFI1l3Vc2bm/R9lL/du9szuTHdXdVVmRiAAODGibC9E1UydAIGIzOzKni6N4wEnRtVUReUX8gs0+Vp87qFiHdZaKL/ncJPyL+UwyKRn8CgWfIoTcO7UGlp+7bNWlcfq2nOtHuD1Y1y5gkQBY+XaL0O8lr1fVipSdepT0a/OrqkCB3mnt8v6GmQtn8+vVqZFQWbn13x5thOVKdXbsXjgXrjC16JSTq/2ZSD1NpC19OEcFkYNpr5UVfzlrdxvzB6DEr4lv/EbX88vO3ZRwAvd9zAM9P2Ac45xFAKKrutomm+EDjx4UhL5pLTCOUd/PBJiYJocwYdMkd5AEiKLECPeBRlDqfaMebQaAXJOKpJDZSQfqG2FBfLEM1Uzvub+LvU3QxDwobVhTsE9GU6/XP948xFe2vAtwAp5qjETWYjnKiwgF66Cq/o4Zd9iFNQw9+MSzfHWm/n12+8bXL3QvtaKtDRV/X963C+6jsoeVivZL1p+TgZW+url97XrvA6wLk4PFCNoOvm94LGylJ1u/9uM1N8rHKnd0kXIwZnFpNr272GDf2+/ZVtAyqnCfb7wlCY6j3DjJURZL9bZkgAsTLgZPITI7KyaXwImxuAZXGA3Oj4de/rJ8bA/8ng8shsGdr3Qr7sYpb6QQpSE7DYSsEAO0UNAjoZvb1rub7Zs1iu+//YdXdtwe3PDerXGaEPbSEhNiBCTkhpN44hzng+fnkRJCoHJicJzd7ulayX5uWkMISb6wRFCQukGdMLoRJdzukgaksZqjTWaGDUqFnV++RdJqJQIOREenUMFtWZGpy96Gr7kGZ/mE2mtT5St+sjFy/ia2DldYxZQGKOEBp7mQL3BWpuAUpss3/Ls8Ev1Mc6AlcrgJZMffJnB+xI0Fei71EIpm32pDM6G1gr8vbr1C+v7bMKsvIYvRXfM+15dTy+/U9lrO+/zNwRYQgSRazelci+/73WvrN0lH2q3e+b5+SkzAkqNt/v7e969u0NrIU9QillxH4aBp6cnvPdM0yS5VFphtCHGwNPTM+M4MI2emKsIeB+JURHDiHdSN28YBmKMtI2EClpr2Wxu5oLIczkNpU/C34KXOlsxxhwy10gkAC8ZXb6kc/ibKWApswMWYFVqqNXgyhg7k1noHEK5hAQGyfWdjY1CcDN7CCvD+JdfHL+4X37f4OqNCPiLDnmlsz93rBfDBlnESrEon8T2ys6nxygDoQp6+Hw7XUBfC+lYXOXlLPnqyuI2b1eBqfm7fB51voi/jdb8FNi9dj+XgE9d4yp+7Qj/LiYJNcf71uDqHGQV7+X8FyhegbLd/PXfAdh/4HZN4v77rE5lIVqayixp56C+UpDTtc9FEV7GZvFixOLVoLzUXIDYhyggxgdG5+XlPZMPTNljFWZvD8X9wom6rRRGy6trpDbUdtVxt12z2ax4d7OhaxtuthvWuZZLm+thhVyraPQWazTOe/w00Rqdr8lhjOF2s6JtLG1raduGEBNd4wkhEWmIWLRpaNoGyeMStrPGGhpjiSmiwxzQmHsuz/EMZGKKqKiIWi0hl7DQr1+Z4m+Z9S8BjlquLPLl8ogXEvTVYVlk1pde5WfaC9Ph5LpfuK5LH1M6WWQrKo6zA8uoqyJcX7mw+gLFxFl7YGRqSCjXEspRvDXVgdXp2np6B3m9hJyrUw6TljWyvpTE6bWr5Wjq5L1atn0NUFchTZfD5JeBsjln78Lj+RXHfHWXdPVt/eVSvHjppMUEkbJnRJR3Ce2bZoDknICVlMdYqRVYwBWoGUSWmlLFiLXUChRwNQyjgKbWs+okL7ZpWrTRi7c+aLSesnHr1ABx6mFZ5Hq5rcQpRbl4ruq1oByqZhJ9Y/uCzReHwK+hw+Q5m0ou8Kk3FE6NiCUketGp8+tkTp7vU27wFSPGS4aKX2FJ/32Dq1/YPpdv80uPu8hBVf84f56Fz2xdrPIYuEyxS5UCVN4U5b3UAEjZejoX/r1AQ8ug0rOCs3xfLGu6YlIpVpIyIJVSVaz8ch11H54DrNoq92V9/Tc0nXymGaO5vRUresxWu5SKEprm9yklUqgqvmehHavtFyU25kU3zc/7Ggj7e/s9trdZmn/tllJiGEd2u8NiNMkKgSgDDV2nT+dvte6kOdwv06UnCS+RUJmY5clS0JIchhdSZPIib56PA/t+4vFw4OenvXiudj1Pfc8QPUNKpKTEkwPZa5VDA7V4rTqrWbWWdWv57m7Lum34b//0B/7pH75nver49v5OgFHT0BiLNZauaVEooV5PZIDn8SGy++49k/f0k+MwTCilWHVCV7xer1iv1xI+YzuU0gxTYJwyMUfUhJjYDz3HaWQ9KBIjo5tQj4EUHSDKmUIRkifqJPeSNCEr11ZLOVqd7/WUFvyFpk7fnkrADHRVtugGjw9WFMQY0bno8HKAbDib9+bEk1LSo5RSqCLU5yUhnV3LYiS6RHPV8YkstcLOfny1fQnEXJBH4cQoq2oZDDFGQoos/jf5v0RfXJw2r5WpgCoWwBOivFKCkNTMyF/W22mcKuU2oLWh69pc4NdijcmAS8ZF8HE+eVn7y7qh5rybZdyoooUXBbaay6ruaiWPbfEEVvd2TUecjai/LLKiVoKFgrwowrM55fLkv1q7PK4PgWE80g8r8e6iFpkjFwwJIZkYBtzkeHz6xDSOjNPIOPZSDHizwVpL2zXYHObns2wchpFpmgBo2o4WJeHK1kjomZEi5N1qxdD3OOcZxxGlFG3bobUhREfwjslNfHp4YJymXLNKjLZFRhljK3kuJD7KLGPZO0+KiWmcxIOTwNp2ue9ZE33VwvBKj36+fX2g8/lZC7CqZJwXpsayLhXwKkQWdg7zW3TgQIiBUhgaBUabXHjb5LDJ2nNVg6wrAvg3aP8hwNXLgiGbcVR+z8sC5LNK/2wBO+v4K8eZj0fJ2yqx5Etll+Ww1fui8Mzg7HLlWq4/bxMXpb0MPB/8YsVeXD/5zzLJlFazoC6/lfCh0wTB5buXOucamHrpuchv5dNlJy6gs1xvqrxqvzTk8+3tc+dRStG1LavVagFHlRWztvoLZesS1x2z4JgXpAysInmh0rI41sBqvp50Pory9bz1vl757XoYUPnt9wpz/3O3BLl2ylR5phXWpjnGvOQcyZysVPXijZplD3ONmrpoo4zTxeQjVt+EDwEfIsPk6ceJ4yhApp8cx1H+TiT8PKxUDgXUs7Wx5A5ZrWmNZtVY7jYrtquO7+/v+Mfv3rPuOt6/u6WxFptZ8poCrjJYjAlCFA9ajJGb9QoXAsfRsesHUNBYATibzYbtdouxDev1DdoYDseJ4+BwIXIcAz5GlI6ZbS5wXHdYo3i2BqsKoCvzM0KUgsYBSFoRYkShc4hdIs5ApioKu3TLPPPO59g1I1sxyhRZUsJf6qiFc/kwA6PiNSGL/jOjWDnp5eznygp23q6ilnyyl+6waurakevt62Ocw87l3dw/afE+XF506fSsJ1CeZ7VxqoFDICbwcXn2MQq4GnJIWaHtttaCUsJwWcI3q+us2fRiKsqkvHRKJJ3m+VEM7Kqsh8XqPj+qxSNRtp1v6eXuyvefTgAWqSQzfKVGOXut4nxP5fvLbU8v5foGX7fipBSFDt07TFaiddJozHzolBLOO4ZhYJom9vs9w9ATgicER9M0GC1MrMYKsEkpEZ3IF8nJmmavljGa9WZD17aiP2Vw5b14zWOU0GqlhNBCa4P3I9M0zDTtxlp5mrkwrrWNFMdV5/lFMkELsarUfYKQgYi1zdx9MsWrOf5yh8/r/0u9/qX4+3r01WsAr5oLpFmuxRiy7rQMaK3VzBC4hMEXWbi8yhnneaiW16Wl6wxgzXr/+TX+8va7B1e1MnGpyNcrxOctM5/3qrxgiSvCrFKE5ecaYF0HS2X7eTAVi09VeNN7T4qS/Bi8n2NrJRQokKIAKjdJ7YTD8cA0udkTkjto+ZMtaIvnSvpJK43JVpemaXIsq2G1WmGMZrVaZRpSSbQsjEwyUD8XBpgn7QwQ1Px4TmXs2YI5A7Hl+3khqI57fo63eMheGw/nXrjr5ubM8qM0SS1ex6T0idWTlIhG6l0sympOYE1pZjYrQEzGQQXOUrw43rxd+VyB+qJELXJhCeecO/Ar2t+B1e+zpZQ4DiMPz4dsfxPlSwpbGtarhNYNRhuaRhb9MgYUaR6HJbQwpSh06QVcBRl/MYny5ZOQX0w+sBsmJh942O95PvQ8HgYejwOj8/Qh4FIiEFEqkZQUd1VaYXPCtzWa7brDGs3NuuVm1bBddfzh23s26473d1tuVkJg0RiLyYQSxEjE40nZOZNHZ4yUGMFGRbRJ0Gq06sR6mYvKdm3Lyhq00TSZMfBm1bBqLDHBFCIhJe5vG3o3MUyOH77ZMDrH+5s1j7sdw+TYHUcBdD57NvLzUDGJrFZSQ0zCHTVWK1TS6HlpulRk66lawsPrHLoYEyGJRdd5j81FNX0IaCv5n8VjNRvPZsWZBUWXc+RtRfkkPxtLjAFr5FrLOJuVrwvwVTVVH39ZdxYRWv1WC6YzvebiO1V6JD9qBUkVucdsxU8F+KRIiFJQupSvPu/ocqUyvmUbAegy9vtxwnkJ7dofB2JKuKjkWLk/Y8j5OjEQvDyHxlq2223O7cs5ITkPR2mFNSZ7LiSXJKUoZAjBY0uYmTFs1isaK5/bthUFESWUiOn0ZmbjbaUQFrBV+ied7XMCulIOnZwtLa+vkRedSVnHAmSPQfED1u2qap2W8bEMz69fcZybeNo9okwmiNBGiu5aKzLMi6J+PB7Z7/b4zPiXgG61omluaJqG23fvsi7USOigd+z3B0IITOOE856maWga0ZtKPzg/EUYBOsfjkWHoMdpibIM1hvV6jbUN3kuIcte1xBiZpmnufmMMq9U6hxoGQojChJnDCedQuBISnsC7gFYOa5o5CkZpU4Hvoolef66vebYS18YQL+hGvI6hrrRaf14cBj4/q8UTugDN2gOlT/Yt4zDl9aHot8v2hkxxwSJczoVNmR9feCNvbL9TcPUC89UZwPoau8e5Uv4m4XIFWNXfL/KryqOqNqutjouHQ/j8g/f0fU8IgePhyDhIZe8pJz/6DLbcNIl72zk+fPjA8Xgk5gJ40jlLH9WJ7vnL2WvVZKvLer2m6zq6ruPdu3e0TcP9/T2b7ZbVasXtzQ3GCsgyOcGzBlkvsiYVjxYJlfQLePV8nzJ/F5h6OhkuQdZbAda1dgGslk+n2wEasaKfA/n5bs7x9BXLcizCLi33UcZBETJADs9KVdXxM+9X5cWsvWYvnbd8//f2H6fVz7H+7vkw8OPH53lWaKVYdS2NtdxsE43tsBaMbud5P/svUiaqiJEUJAk4ej+PtVLLKqJJKYfexUg/TTzsDozO89Pjjk+7nudh5MPuwBQCh+CYUhQFOCvXAq40bWvZrFrapuH7+xtWbcPduuVu3bJdr/gvP3zLZrXiu/fveLdZYWxDm5OWUzY2xRjwXpi2TA4tTDFBDtVrlKZRirYz3KxakXM5zKqxEuajtc4U74lt10roj1KQdVcfg7xC5OgCk/P8+dt7Pj3teNzt+cvPD0zOsTsMjJNnDIGjc9kqLnNTkdAKoY43OTyT2vtQyZUr07F4JrQq4ZwRn8B5zzhNaJ1zzILHBCPkGuWwirnYckpIeDILoCgPRimFNtKPtrF0bUMinYCreU9V5Ea6XGAF+SIc+Gp+7hf6y7lmXf6eb39+eFX+k99nvaeAA/LfJOGsIUZCEm9iLPedWHZMcxThDK6KJ9Z7z6enPf0w8vS848PDJ0JMTBFi9fxiTLjJkTKTnPeBpm24u7mVsCUrRWaN0TRWDASbzYa2a2d6bh8Ch8OeaZpoG4mGaJuGb97fs1p1bDcboZZPohDqa4baAozqLrnSf9ds0LLInu7wJWtDAbSJIEptCqgCaT/ntcqXUO7hy1XZy4EyTiMPnz7gg/SnEE9ZbNOQEoyD5FcdDkd2ux1AzpsyrNcb3t0LqLq9vcVaI4QK3tMPA58eP2UQJOvrer1ms1kvYzAl3DRxOOzw3nE47BjHkdVqk1kHG7bbLV23wvsJ70dC8KxW6+zpknXdGMt6vUFrRd/3jOMgvaLKSBbDdvCByU0ZXHlSBGsaYggn64FMGOkvVQXLvrVP658++2zO1abP7LAE7lYRQEH0Wym4XKKx6jpVVjx72i6ysRAwRRmDkOZiwVprAbjaoJVBUbELzhd6DrIWSflrt98puHpbe4taXQuQ1wDB8uG141aLRDr7ijJw8kCqlGDJawjEsLC+ODfhctG0/ngk+MDxKOAqeM80SpJk8D7TfIp72znH8/Mz/fE4U1jWHbIs6gsAmsNztJ4TM8dxpG1buq4jek/TiuWmHwbWqxXeOSlcut7QtE12jUsscIkNrvu07uMSMlmYoV5rS1hgvoETyHz9OdXA6sJjxhnQuPL8v6TNFqTLXy7QfbmmksxcXdEFuKqv88Q7i+R56BhP7rEGVPP7E+/XFZB1fi7qMI7T6369D/7OhPhbtLeOx5RgckKBLoB/GSs+RpqmZfKBpCRUzcQqLLd67rPFr4ybuLyPiRx+Bs4HphAkFHCaGFwuGOwmBu9wMeCz1ZAMLFRm32uzt2jdWDatpWss265l1TVsVy2brmWd6dfbJnt6VEKlQAqeiCJ6RwwehXhwlFKoxqK0EQullnpZwkUs1kq0XcAVzHkwsuDqvGALI2ABVyCHMFFhdASlabTmbrMmhYgG3OiYnKPRhnF0HKYJpcQQMnlPiKCIxBTmPgxJwn7qUK7XFMoS9KWy5ll7r4tRJVTGlZQVZTHmLbJDnRkerww4Chuh1mbuF60VKXyZbLzAXK/uvgTMz0bA+gjXgFZJLKoW2lk9KzaDLE8FPJXQ0extShByeF8pDzD5gA+J0XmOg3gldocj/TCxPw4ch4kQEy4DMdQi+7wrESUCxiOK4zhhfZiLlWqtZfxrTQRa75mcm42nfc7hkeLX4JynaVtcCGIQyJ7otjMY8lzOY8HADGKuyeIaVJ14iC7a6Xr4dtlfOp2r68vVfV8//Wf0t9d/DSEwDgND2wg1elHGvRd5mSnTQ/B5TdYCwqyl7Tratp1zm0DIK4ToohSyDXPon87HNrnQb9G7yvbjMDCMIwqNNTYzA/ZZ93OEMJ0YR0WHsjMTnuRZOUKwpMr/qpSh0LPLvD/VYUMOQbzUcUpM1dvb+Wx7XQdepNnsUJh3fhvqOg8LrHWhhQug5CZehroXWSBnOSO+KNL0K/S9k0v/he0/NLj6knY+AE8BVa1wni4CVy1ws7zPwmb+fqGWLNSbwQtg6Y890zTy8EmsIvvDnsPhgHOO4/Eg1olxxE1OLLbOzbkRKcd9C6VnlP0mCTWI2Sy3jL1qUp0NELFe6gUgGYM1ltWqwxgj1pbViu1mw/tvvqHrOr777ju2Nzdst1vu399n+tBNVTH7tLDbAi5Sthyc9tk1Uoy6f4sAKZPpNS/jNc/VNZDx2vafb68w8LyyOKn8OyxFTetrewnon197ISA4+S4TZtTg6hpNfM1uWCeC1sc73+78mv4Oqv72LabEh0PP//74jCKhSWgNN11H11iOPqLbjq5rMNZKIV0lXgp5vl6AU06uTikRnHiHAmQFFEYX8DHx1I/sx4ndMPKXp2f6yfHTbs/jsWcMgX10xJRQOmJ1kjwqa2is4Xa7omst61XHdr2i61p++PYd61XLurNsuoautdxvDW2jaLVHhYEYYBj3kBJ+miTkLnvYtNa8u3/ParNBm4a27bLVw4LSaGMxRjxSJYy5JInLdwZyorgxxQsvfZtSJGkJv12ZRGwSm3/4numb94zTxP6P/4DznsenZ/ph5OPTjj9/eGB0jg+7PcM04fG44AkYVAKbDG1qaJVFJ4Vwj6mristsTsrKxDxXc9TCOI5opXDThGtbbGMz+KqVEJPzNkQhv6pVZzCmlcj8rm1JMIe0JTwpXDECpfPDnCoyxdGk5l/PQJTK5EhVp89va8/U1VZbMBfZGWORaQJSQkh4Dz4lXBS6DR9VfiWGSTyTj7sDx37g0I98etozec/j7sAwOsbJ0w8TsSh8FEUvz8FYyd6UUMqzzyQqZTutJDRUK0XTtFhrpNZRmXMhkGJEqeMMxjYPj9jG8t233/DDDyNd1/H+/j1d2xG1ISmPMQmtpS5SQZaneuzbZbQ6/e+0t88Mlue/xZzGUMbo37KNw8hPP/3M/nCUUDAlIMjaZjFVKGiaju12S9O0vH//nq7rZk9UeSbFYP38/IzLRuyUEjc3N6zXa1arNTc3t0K9HiLeJY7HkYeHR8Zx4NOnB/rhSNt2rLoVtmn49PAp17CS51VkktKarl3RdSuapqHrOozR4oWZw22jXLvtMNYSguh+MaaZ9GGhll/ytmrPjPqCMVG3yzDPc/+XPtla2kIqcWkQvzxHySUNQfTcAmaFmVEvwNO0NFaIQcDmfSAEiQ6PebxqU4xn5qpO+rdq/0eBq8+F+50LjxPANS8mNQo/xVvVN/Nm4hYvxyqJeRJyUEL8jocDh/2Bvu95+PCBfhh43j3xvNsJuDocCZktRUCVeKxSAW/plIpzGEYpKnfutXilb+bFQmfRo2US1hSk6/Watm3ZbrcMw8BqJbSiY67t0HbtbPGp+/waaLkEsJfbXn9Grxxj3iZdnPs1EHDNu/XWpl7Y7/waXjp+UtfB7luu5UUP1JXXOUA6DyMsLxXU1f1SSnNC7+euR27l86nvf2+/Xhuc53kYZ3BlsqXahUDbjfRuAg0+eEK0uYZTEWSnCcC1Ai906wt5hQuRYZo4DiOHYWTXD/TOsx9HDm7EpYhL4i23GcRZrVgZRWM0N61h1TWsO8vNytK1lrt1w3rVsmotq84KI6DVNEahVYSUgZ4T9ic3TVmZkKR1bQzbcENK+2WPpgAAIABJREFUEaUlV0GSEyxKGXQOH1EZSKkq9h6ADDxM9tLMoIBEQujYU8p9qhOtEQIb51bcrVd479lYTd8PGBLHY89x1ByHnhiUXHMufhlSABSGuITvZS/3i0av+n12QZS5WUgUivJRDCq1l6oAs5ReoyqoiBNUscaXnAZ9VSa/NLMrP9vcl3IdSbxjlfJe27mvKfSy6dtlSHGi1J74lFTOvRJrfkzgEjm0MjL6gPOBfT+wP/TsDj0fn56ZnOdp3zOMXmq0+RLAncEVnNxL3T8JwIeTO9KwkLfYaX4mEto9H2H+XyvF6BzWaGzTsrnZ4mNiu/ViMAgRE2Q8xSglA+YOUKdr5eshYBc9nnWc6yVWPtv/VV8Uw8DpNr98TfjcMXyOspHxZmYjgzWWQhZRmFSbRiJ0thtJeeg6+VzPqxK+Wb4rBui2FZ2naVqMNkxxIkSPd5KnN44Dx/5I3x9xzuGcE/0oZTp2rfJL07Qr0bfsUji4AILCFlhmjABDyQWLJqKVnknNBFylubDw4vWRvjkfs6/08vw8Z2PTbEq+1v/zRhQQl6/26uk+P5YWsL5sqypSjyybMNnYLkZ3sR+dyr9Zt529V/V5Lm/h6m+/cvudgqs0LzDwyqQ/ldxfdoYaTJHBR0FSIjFOfict4qv2IJBzA/pjL8mQux1PT09MbuLx0yPjOHI4HDns90xu4unpGecmjn1PPwySXOsm8U55L4nmKeWciMqBlhZPRfBhZhE8pfQm91d9pyUPTLxb8zoWZRLFKFWxtVLE4BmsZRwHxnGgaRqed8+s1mK5ef+NWH6+/fZb1us1Nzc33N3dzZSii6Awcu1n3r8aCL02Ccq+rz3/l0ID3wIO6vOfAsOvtPZcA4uvjMsvDbOrj3+e71ZeJUzz3HP3FhD20rbnv1/sW1z6iIe1Pu95f1x7fvVvb1+gi3XuP0+LKbGfHB/6AQVoIkbBECNdY4nWsjkc2fjAdr1GK0NnDaqRxbosRsJmlcPNgjBYTiEwxYq8IgQeDj1P/chuGHg8HhmcZ/ATkYDWsDKiMGy7hs4a1tZw0zZYrVg3CqsCTRxhDJAmYt8Sk0ObNZ0yWBXRMaBCwg2BMPUixwobqptm41IpduuL4QlN0g6lDbYxKKNmJUoIeOzChFqoeFWhhC/kPJVakNIseCSHRBFTEOXXKGxjCBrYrtk2GqMEhA2T4/ZmxWEceTjs+Xm/y1I2oqIHNEkZCXPEzD78RYU4bXKZWkyyLAa1QlG8UBWXXE2yYpmVEWOyznOqdV9TunUmHAnRYG0GWSGcOopO31QXSgZo5aKrz69Auxebqv6eTO066HH5nJLwmXgvHqnj4Pn4NPHT08QUIrthwsfI6JPUXwuJwWXP1fOe4zAyTo59P0rulZP8toAm6gJsocpAm88OYixbDK/pRAURJlhhDUwhoUvI7QtOnqQE/IWYeNztSX8VIpbDUTxYXdPStS1NI/ldjbWsVitWXTeTxtRKJXydAfHzrVoTKj0Ezsfx0hu/aij5lcM0tuH25o7NZpM9aimHkOkchXMz51Td3UlO+Wa7pW0aUMwhfU9PTxWT4IDWQuxlM2HJzc3NDKwAJjcxDiPDIAyA0+QkHDQbnW0OC11oxeWltabtpky+Yem6dQZyIue8dzPxSQhO5lOSHNi6HyUP1c+fxfvjRe/KBGRf02bDS/2heHArELYQRMg2CslPvPagzvWW+QhKkZSQvzTZ0xh8JCU1g0xjzEK0Q6i81V7k86zzURnTCgO25jeZBl/Yfqfg6vQxvThJ62f6mc68aplLi/hUqRal1dv8/aL4L27TGAMp5009P32iPx756aef+POf/8QwDPz440/0fc/hcGC/388VwUOMmeJYYq2LHTAVVq+0KBq6Hig5hqKuwVEm3ymSXzqohOgVgHXNSujzDsOw1N749CDxyE3XCavRZsPt3R2r1Yo//vGP3N7e8v333/PHP/6Rruv4JocRlr4uoX3nIXXXFOmzJzX39+dC576mvbzfL18ILgDCZ7b90nu4Dkgvgcxr7Xz7zwGqa4QaMylLXFh+isC7Btau3cdbvnuhF/J1v3Hz/wNaAnaTIx0GUThVxCjFwXtW1hCNZrPfs/Weu+0Woy0pNVitUVTMlIUyPNf0iUGs+kfnGbzn4dAzes+HQ8/jcWA/jjzs9wLA8ERiLgAsuUvf3q4kj6qx3HUtOiXwk8RtBAfhSIoNqbeE1KFXilavsChM9CgUbpKEZmAWbN5JzpWs9hodjeSouomAImiLNgZtW3SxWFubw4LsYvXMoTJJLcpAWSqKdXa20qqEjqIw62J00QrdGlLSrNQaHxpuupb77ZrRed7vthzGkX/9+WdcHMXrl+uGgSGqgEBhvQCR6pmqk0EshBaxmgcxBtw0YbKytoTPiBejeI6KBfya8eWkFcu2VhhrsSlmhdDic3J8bQh7SYAJYF3C4VS9Y31/13e/8uviVSuvAlvUvD4DSeWyF+BCYhgzuHrc86efpPbax/0R5wOH0TM4LzlUXp7J4TgyTE4YA1POb0Xy9yISvphUygwYzEbLk/vOf7NWMBtdZdXK612SKaCIV+RfOYZ0Q/DyLN3TnufDAWstD487YQ+0ltZaWV9zSNs39/e8e/cus/wKeY3Nyuj5dX5te0lu179d//30vK9FfHzhFV180zQNd7d3bG9uMgtjyMdXWCvkXOv1htvbO+7v72cvlNGacRwYxp5hGHh8fGQYBo7HI33fs1qtZrIvAWZ3AtiUycRijuPxyLHvJYIoZCr4zLJconqmaSQlZrp4AW0bCcnt1tzcLBFOxki4n8tskpMbs7gQ+VW8cgLCwkxyFoLM3+ItU1ZTDYNrj+RKV+Yvqrk8522lYjQtBtSyT83AV5tULkHW1bVea3RKub9ykfggs2iW5Vrn+m7pRP8I0YveneJ8rUX+nXvhZTxcnP7frf1uwVVx/b/U5gWEc0/NC4ervBv154vjVqJy/jsrovJfUSrdODL2R9w08vDxA4fDgYePH3nKE/aQrSFD32eCCokxFRa4pRjkPBjiAuQKxXrKYYfyYalfQq6RdHIbKVHCBWZX7QwaU/X5St8oBUmS4ueFtSyi2cWujcE5x+PjI8652XXedR0xxlkwSWE8nd3f6mTAvw4qJLl9UaBfnxlfHtLwsqL/pZPwcwtYqsTNufWzXMvnwljfski+FJZ59Zpe2e68L+uY+rLfHHqUj6GjngVwiGIxu+bpeg0AvrRQv76POvFs/jbtDRabf8cWkZwSIX+QwCUXIyrA6AOD8xjtGJ1ndJ5Ga0KTqimvRGbkVymaOuV9B+85OscYAmOMeCVU2LoxWA1GS/icMYrWKqzRrBtDpxWtAkMOW1IJdFYzlRE2Op3LQmTvPCnhdCamSHGZF9kroLWGZDL0UVJCIhNTFAVG52Rwa8yc51LAhqqBzGyNPSeZYflUvD16MbIVBUNlenplTKYxDzRWk9Bs2galErfrFfebDaPzpGHCBSmxSw67TFr8IDVHwywXlv/ypcxoZVEqcujSHBqYZlPZYnGewc7ZmK2NhEWBykBOV6FJ83nVyeV8QTvN85g9W3M/nwLJqvevT7P6u5r5r9Re8xEXIlOI9C5wGB3HybHvpXRAP3nGTMddaNeF0CKSlFqYBcsaulTmrbqtUhvL+MqWcTEoVS6pMsfO7+2lDq0LAJNrYYUEBMZxEiXaWpw1OB8w1tAMwogpJDaWzbqbab9L7SVzoV1/XTtNnyiv2oP1+r4Xt/sVhsTX9jFWWP8k/1u8RHlPrG1Yrzes18LeV7za5PkkeVVjDusbZ5Kx8/lTPMcKJaalEOaoHu/Fu6SzAVppMi1/CwhoTikxTiNqHHI+3qL8n7/qwSDr5hIWvDzTU8NJCV8soYwSBp2NEsWIfjKPqs/VsJSUkSJDshwnAysViiWomA6WaTKriRWomq0kzNd5EXlD1gl10SkW8p9C9qayF8qHwmorc8Q5SVFROqJ1zPd6easvtfPuuOiXX7H9bsHVNaXrc6FEb2nniZhXDzEDkuUPSSxaMUaG/sA0TTw+PPDjX/7M8XjkX//5n3l6emK/2/H49JhzrsZMNSkvsfYLLXJIkZBHZ6rPcTEnqgUvFZU9Ww6uyZ5qxBSlYj5WqpMVl0Ukzf+VPlFE5UWQew9aMw4Du/0erTUPDw+z2/zu7o71es0f//hHttst33//PT/88ANd23H//j1t0+Y6Ec1Vr8upQJP4+WI1OW/noQ/XJu5bW628FzDxWynr15bXXzVs4ivatTCS8+tJKc2WuGvhfml+TpesPy95sc6JN2qP2GtetPPrE13xPw+LoSMxgCj6CMAK3tNEhe4HVrs928lxt74hRU0I0JgOo8EqATqlNkiIiWGKQtRwHPjUDxy956deCCtGEqOBtLLc6DWAhAA2BqsSjZK8r1YnjAatEiZNolzrCEpqKbWN1O9ZdS1t2xBi4LA/orViyAab9WpF13V5cS/FzC3RZItpTBhr6doVq25Nu9qwvrkTcNWt0UZYBBcDzqKIk/uLi+Lo1Xa6FJqUfhUnVpz7mfzeoCEEmgTrMNFaMHqNCy2tgq1tOAwj//zXj+z7kTEkxuBQOuIbqbuiC8CC2WtVVHHRzTOQy1cZY2JyTnJzxpGpbXHZaq2rdUznUCjSad5kURhjkpyNct9K56TxJHkhbdvivFu67mwOvrnNSO90LVkILb5QwUaJ4pUgRQHnbvIcDxOHo+O59zz3ng+7gT8/HjgMEz8+7YTFMZRyaEt0h4BTqNc+ZBU+a0ugUwGdJZfKZEA/l0lJaS6HIdesz+R9MYDW26j5b/lHjMQgBWwfx50o7qXOpFb89ePPQoCx2bBZr+jalvubG9q24Z/+8Q98+817mqZhs9nM4VFf267J1VleZx0mpoop7jdq83VcWdfXqzX/+I9/4N39O5yT1IaFyMZwe3NL23a5flhHSkIA4b3n6fmZh4ePjOPI09MTzrkcWmxP8uQKsUWMkeCkJtPDwwOHw0HAlYbOtty/v2e9FpKK9XoDKIKTvKj9/pnn3ePsaQJo22YOxzU5jLmEwoXgl7pozZivp8kAkXlbYSscZ4bn0to261mlPMZsXWLW8RY5WafeLKCKUthAeZGFupByKRQGRSaUCHKUuEyWl5/hfN585qRIseiFGqVGUsrAd5R+LwazSJprehV9oxCTSH7bep6fVw1Mf6P2+wVXVybtS9b+t07vq4vF+VeVIJy3L8AmSX6VVO4eOR4PPD4+ctzv+fjxI0+Pnzgepa5CjHGmbz1RIPNx65CCsgCU85TBr0o/VHjoXFC/2NS8UnJa9LHuh+X+zsHGbHlMiBdNKfBCa1q8VsMwMAwD6/Wapmnojz02x4WLB2sjhuzKOvqi0FfLHS/XWd/OaY7VSwDrS1p9vFe3+/yRrn6rYA5JOrGYVMLmXPDUv//a7XNCR66n/nxtzCwtVfMkpjC/nxfiEGcAdv5dTbZREr5jDCfb1uf+Gq/kL2u/vYB+s9zKr3hmGNHZMzKGwOCchLxkz1XJ5QCF0TX9yEJP7UJiDIHei+dq8F68VhpS5ldvWmEf3K6EQt0SaZJkEqnkKT4ANVvxUyad0FgrOT06A6mUk7DFmCEhz12bZoVU5eo+ShmhB08JVBSlSWmMyoV6TQ4B1DrXtUJkafmbWIBRMbMWWYb8NhPNzB6WDLBk0spvKcLsubJoVCaCkHp/XWOxWnOz6hg3awyKtbV4LayuYwnzzv0ioruqiziL9nTy/fzcK+PDPE/miIbKEJct6PFMuTgxiJRbJSv1Srx92hTZrBcd7AXjVumuV9vSqSdf1SP3GhWOQp1umQrgrc+qCEHC/JyPTC4w+kDvPMfsuTqMTsoSpFIUu3RvtcZenH250Bou1H1Z3utqDVMq5+yVNWm2op8Fw6fS+9dOWdbphWgoxFK/h0w8Bf0o55u8ox97Vm1L8p5V1/H+3T137uYEWBfj08V9XrP0vamV51I9yReO9Utk8fla/tKaJTWi1qw3W1rvcwHehaRFdJJ2/k4Y5gQgTdPEMAxM08Q0Obx3tNnzp7KcKB4upSB4eR+8UKwLzXqWe1rRde3MKrjd3gIK7wQsh+gZp4EYSxkeKPTq5W/tzZJ7X+Z8DIGUPVezjWJW7ZZtQgxzsXjZsBBcpPmeinFDnUy15Ts5bK5hl2V8UiGP62xkoBCrZNFINeXngy/tqs6u6igDjVKLwbWAxlLsnhnUR2bvmZKcX3lm5tVxct6ujszXdv0FasXvFlyd5+p8TXsttOhi23NPUE5qJj9k5xz98YgbJ/7tL//G89MzDx9+5t/+9K8MQ8/jx585Hg+M40TIRSZTDDnPIS55D6ksXjnZkQowzXJLFJv8bfV9ystNVhqYd6beDJABfCrh8/+V5646RFmsCwCcf5itkQszTCou9ATRB4ZjTwyBru349PDAj3/5K5vNhj/84Y+s12u+/fZb3r8Xy9p6sxYFpXaR67LkL0pQNuV+9rnJZX6dF7Pe9+oYUXyGKvjsWG/c7nPhjF/qkfntPDg189cpQJdv9SKUlZ2vpVg0T0gzYonbXnK5Yip0ynFe0GbFrrI4J9JCO4/kDM3HrcDYS96v656v3wbAXrYXNJCXxqu6nNdldmhVwoL1bDH0wBAiu3EiJHjs+znfaLtaSVFbK/WkRp8YfWT0kcfJMTrH0+TYeYeLERqNTYquNehGYxW0ZoNW0CmFVRC9J44TKUW8n4hZEUx5EW9bKaKqjcE2rbB3oUlJMU2BEBwm53BiDBFL0g0+eMahFwUoF5U0OhdlNYHd8zPBe+xeyIG0trSrtVDPW4u2YgE1xmTPTEmKFia2ImNSHp/KGHmvLcrYqu8XRYLi7UniKVRao1ljFKgQMENPUp7WODbGoFrLP96uuWs0j4PjaZgIaJxOxJlVdlFITsbgrPmLEoFKRAI+KFzQTN4zhYALgRAjKofhykjQWVYZjNKkrITkaSTJ/uUelBTIMEoRtaY1DV3TMlopsKoLQdIr0kyIJtI8Lq+O9Qpf1Uebj6piJVuYn8sCvUA8SHkeR02Kin5SfDrAz0+e//2XJz489vz5pyc+Ph0YfGD0CR9FNi3yKxuKYjy5q5OctwxQBdGQ18/Tws5k41DAz/mL8wKe18riKSjKshSDP7v35aHn48r5ldaQckgpKddYqkIQU2KavADM0RPGQNe2vLt7z3q9YRthvb1F/AulaxdFdn5CFSHFS0/5HOScG8mKbP6tWr2eX1vbbWNZbzfc3GwJmaRHlG4x4pbCwgJq+pzO8JFx7Hl6emS/fyLFRNsY2sbQ5AgbgMNhDwlCFNAWvJdQwOA57A+M4yCFuFfi9e3HG2wjMrf1DsXCaFeIx2SolLGhAYNSFq3aXB6hpTGOYCYMAQio5CAZNIpGe1Cw6RKNAh8SzoLWkc4MWCI2ST00jRYZpUselczL4mEtOamcPMtSJkBAFTqhVEAh3soYBE1Zk1C6IWKRSocKzzLH6xcs8mE2BlWgLiE5VD44jsc9z8/PHA8HHh4+5ZDHfJQshsVzbNBGQmO1sRIqGAImpjnU96UxcyqFznWaCwn1i9vvFlz9Umz1xRO/wjbzw0+JlDykiJt6Ds+P9H3PX/71X/j5p595/PSRv/7lz7hp4niUmlU+xMx8Uli6mAXxMslKGNVLCa/lYmrEX1+cDI5rAjKdv1H1n2owVUpwyv1VzpFONICYz7WcI4a8cOTaXEqprPBofv7pJzabLTfbLU+fHtne3PBf/+t/hZToVitxvzeW1DRYlSvAZOKLEtd+vra/Ja/olwKsl9vnj/k10/HfA2CVR/j17RqBxnK+4orXWuLJayucbCsbi8X9dJF2uSJ7CTUp2y/AKgOo+bdsoChAi3SSg1KTbZyDrvPQwmuA+tdVFM4B1dnn18bxK0fUkPNFJLY+ILlXY0zsRoeP8NQPaG1om4bj5GiNoVENJJhC4hgSgw88TY5+mnh2jr13EtphFUZpNuuGVWfprOF2LZ6rNHmS90xjoB9zMnYmWUhJrkNCawzWarS2WCsKDkpIIaZJch2atqXtxGsSsURlcSFwOI5453DTSPCOtrFs1kJffHje48apIq0wrDcbbNNg2w7bddlDLkQ81lqaTHLRdat8HWIpTUqjSgFR2zFnYyktSr6xFIMSs/EAiHE5hw/oAJqJ1g5sjMY2hh9u14ydpbE9SiWmCPsQ8UllEgWVjWRwSqIk77P5APIa4aPHRI0Lnsl7fAZXJqYc+aOkiDMCqmaAlM8Ra0NDPp3sI0n6jbG0thFvYPYQRuKrMm0BV4u/6WSkVl8ktbzKPMgze54LS4xGhcbmY0jeW0yKWIGrD0+ef/nrEz8+7PnLw56H5wMeGJNAMqMkgClBZh1TlOT4a01Xsqt4Q5cCpgmfc2hSjIRKTs2vClQqRUX5Lzdfe5TqVq8B5yFNRhfm3YTzkqvtp4AjMAK9Gmmt5bvvdtzc3qFMk/ULfSH7C6guz6QUW77WLiIqZpXk1ED2S0Tml6xv16SlMYbNdsPmZksKBdsq5tDi3I/iqRoZx57n5weOxwPPzzuOh1028txgjRU5Yhqcc+z2O7z37PfP9H0v7M7HAzEGxklCCzebDe/u3+FDxzD2tF2DsY2UjlBaKvQUgEV5zuVONEpZFAKujDJYLaF/1hm0CkhIXgZXSWO1ePxpE43OnEFWyI1aM2LxWBIGGfd2zmnK+a5kAw9JGAuNzeNZri14R8BLDUUVUAqMkbkTQmDyHpSmUcLiF3UiKJmXKumKIIblb3XLcwipCD4ZTylmUg/p393zM89Pz/z4l7/ig9Q3RAlrq27kftquFUZEZWjbtYC7UObklfXzZOk9NaakE/n7tSPx5fb7BVe8hD6/rL0p5GuRi8xwRWYE3juCcxwPB54eH+n7I/vdjuPhwDSOpCDMJWX/yyu+VLIU4vWZr60IsmLZOEf7nGx25d5ObY3zZvmG1Mm+eQnTy7aX4CxV/VKNzurAouTKdFVKCY281kzjJIsS8OlRqOgLi+B6s8a5ibbr2Gyl5oSxhrZb6j4sF5L76gVg9UvAyBeDjs9urC4fjlzU2cdT0HHtt/r31+5pPpbscHX7t99jAUmSWFoKTOtiKVJLcVOlVA6Lygm6RlO8KqhsFasTvhMz4Cktxkg/Djjvs3AVG1hhQUvZyp6S5POQFSZJYIWock6MUifgCgpJwlko4hm9dd3Hn/Nw1e3a9y/vI8rc9VaU+Rd+utJUtqxHyrBaLG8pQYgJHyNTCIzezy9ITEFyV1xKeBIeCAqiuDAwVmO0om0MaGiNwqSIionoJIcqOAFX3gmFcQnhBPE8S2HjyiONIoVIiDDEAaUU4zAxjhMxRKb1tMzt7GlqmmYuCRG8FCp2Oa9lnEYideiPJqYoOTDtSOtX2UvVLEQN2UI7tv3CKFVyHJpWPFGNQ5kc969tVq6ljpZSCmWKZ2WRrsWgIOeC2K0Ia/GijV5okTchsg0BG5IoxBHGTBl9Ik7rBag8VqVmj3kkEZI82wKsxBsSF0NHVXBdZ+AUU6wME5fjU+c5W0hCZlKQi4iHs3GYx1wlrcpFXw5eVf+e3598J39TteYtXZJlWsq5Z1PEO3h8Hvjx446fPu15PAzs+onRhVmZU2nxf12T8yef1TUjyNJOZcS5iF/6SmRKvKqvLEtmCSE8/+HyfNcOIGuqIs0AsYQQRvp+ZLffY6zheOxp20DXWppC1f6al/wta2YBVjOgKuvNtd2XL15bj98iY0/WuItrZzaW5FJ1MMP9JarBuZG+PzAOA31/ZOglpK/UkNqsxUDT2AZjGlyu6emcF/IE72fv/MJYJ3PReY9ymuOxR2mN94EYMkGPDAl2hz273U4M6XlEiiftiCLgp5ZkDG484IY90fVYFUg6sm4V606xWim2K5mvTiuCVcSoidGK0U0JIGqUQ4dBeiFodNYzyzDXuW+18mgloD367AEIHhUC6FSQqhzbKKGL9xOgCcmQtEfpjsYaYmbwVEllw58Y4rOji0LCVtZwRWboVJEc91q9xLBhGzsDKWMMpjE0XYPSmqZt0EZze3PHerOhy3l1JWJhiTqok0zSPGguv6vH1LXvXhqAn2+/a3D1S9tblO16k1oYq5xfddzv6Y97Pn74wP/6n/8v/eHIT3/9kd3zjmkaiD5AFFe+0TrnEhTivxocqTmEKs2ghaxELspxLQZTdQ8pzTuegqHZwj9DouV3vRgKSBXbC6CSLlEw86sGZxUWW9bD+SuxmkYSRJky0QutvJ8kfPLZWnbPz1hr+dOf/sTt7Q03t7f803/5L2zWa/7wT//Et999x3qz5v379xi7JHcu1/llTHhzT39m+6s67UuWvFcOdbJ4n680L13DySbXwdPnvFrnl3eiHrwBkNXXMucSaE3XdlhjWW/WbLc3WGNYrVcYbTIpizAXrbM3oW1bGmtl4Q1F0xMRNrObpSX3sPzuvefjpwf6vqcfevaHowh6lUkMsiaTUvFcJXS1qJfQ1vO7vBYO+JbXec2vsoiWY9S/1d/Vf0+Jcl4U32fbvDS4LvfUiDX+JDZfpdlKOHrJeXvuB0iJzlru1mtaa0WZMJoxRYYUGUlMRuGiRnWG1liaxnKzXWGMxg0H/DigQmQcRbHwk8/x8EJFnFLCmlYIJZQALGMMbdPRWItKCjfKcx/7QfZ1Djd5Vuu1WHk3gZu7d2jT0HYC8KL3pBhwbsKHiOt7FDBMo+RvZWCDYl5M265jtVrPzKVFDqdQjF7SZ6u11Agy1rJabyQ8uWklrFBbbLNCaZ2D0RDg1gnTmG0btNVoDFY1YA3tZgspsWpaNl2Hc4521TFNE81qR9dZhsnT7A+MzvMYEn4qz6x69pWATSB5mlrnorgBtGd0E800MTqH814MGDGK4FcKjUaTsDkHwSWAsMyhCEmnuT+0Ei9l0zSs2o62Ee9VjFHCfF6x6i6eq/NBEHlWAAAgAElEQVQxXEmjZaGpvsvvZ+PA8irFS2WLbP9OiRTAucTjJ0ffB/6f//WB/+v//jMPzwP/898+8XQc6UMiZymhU/bQxAQpVl6zcj2nYXKFma3czWwoS4rEAmCvGfNMpvqPMZzN/4VMJKW0ACtd5bXNB66ByyLzyzblONZakas52iUGKbDtYuDnjw+M08T+cKRtWtbrFd/cv2O7WQt4tubLjIlX2nJ9tZZwrclTfM0Q9SXnzG+unEUUcWX0bMxNiTlCqLDKPT8/8fHDT4zjwMcPPzMMPev1hrtbKSvz3bf/IDLDNBhtcW7i9rDHuYmubXhuG3b7Hfv9s6xlud6cNppj3zM6R4g/0j40WGvpbCN9EBLExDBOHOf6WVZYH22iawJd02FCj9WGw+GR/viMVoGVHbFG8cMdvLu1rFaGu1uD0uAnTQgarQxadZlgbSB4j1ITuAM6gI3C0lrM7no2ioKJGh10LvXgIEV0kBBVlWUPCnRrMFHhx5GwPwposs8o1bC5ued2q0kYeq/xEaIyJDQxKfmcvc0x5oiApEi54l/EoJSEGCodUcairKXpWra3GwDe378XJsz1ms3tjXjlM+lI13Qiy43NjJES0aDOcrBE1JwatctYUepc53sBSX0lwPpdg6vPWfh/zeMLWM9BckkGWqGFHIae/njksNvRH48MQ8+U3cMlFrvYy5YE2HzcV6w8i+2OeZuFVGABZrMSV3/H+W+n76nPVwGzkxsuV1EPnos+T6SZCrcanMvP+VyLIKyTr+ewBjcxOcdms2HcbLi5u2W1XoGCm5stiebUypYWC2oNsD4noF8KsTu99S+cKS+Mufnb2YR8ud3FeD2bqFetnemyOPLrl3cmPF7Z/jyWvQArrTVtI4UQV92K9UoA1CqHVBVwZXO+jDGGrm1pm1ZKC/hw0q+FTSulhNFmVj6UUnjjaZtWFirvsdaeAp5CACMHkv4oVm5Roa7ikpM5cAawQBbe11gNay/pnN+UTsMI5+OlNJOV1GP/yuwpvT1vc/L5/PlweYx689lHkBXUMpyExUtoql0ITL6EcsAYDAmDQ5TQKOZOUUzQmKQxRtPk3KxIwkeRbUuRS8k/8L4UsgWjl/E21xjJHhCxu4QMyKaslGSAbu3MoFqTNJhMd24yk1bMFuIEUjtK7DfoxX0394t4qnLIijFSJLmMyVSEVIAYZBFWSRjzgsdYizENxLSAK6VI0QJBcl90QmGk37URgJKV5WQtqZXCrt3YohSsxoZV25BSojOKFBVW1aQV1f/VIlDU11ISI87PNhKieK5S9oAVT4KiGH6XULRZiS+Ku1osyAVciDdUL8U352K01cW8OBRT9f5zrVqI1Pn4z+hH1aer1uEoIVDD6Dn2gef9yMPzkU+7kcPo6CePYwlbLzg1VWtefRvXZePyXfHGnlzNi3qIOvn76rpydt4FeMks/pwnR5PJDxCvpKrk0+Qmjn3PJtde0lrN87WEx50u2FxXSF5snwNUbzjCl665V85+0rKuVAwny0SSc4UY8N7N5BXjOMy14iQ3tKVtO1YrYfkzWgws2gj9dzHUlOLASunqlT1muW9DCEwoKZngvIy/EGdwNQxTliEtNhm8G/B+wKhI8C0ojZ+O+OmItQnTRKzWtBZWDXQWGpPrOumATiFHjkgI74QjRDereUmBSjrP+VIvVYEVoiCVGVJjDEQ3ZW9c9qrne1NKETAoq4luJIUxhwAq0J4U12gcScWZbEjAisl5isWIkfNBkyROCQnGrC1z4rVSmWAnG9G6Vcdms2K12XBzcyvlMIw8i8ZKOPOcW6uFlAcqYKVO53WtJ5XhfykOruljV7/+bPv9gquvn4tvO3y6FJ4pBUiR6B3TcMBNI3/905/48POPPD488uHHnxjHkf5wxLuloON5/LKIZhlss0WlVsyqG9TZFQrMgzolctL+aXxzulgslrhnuYby+7nSV50v/6YTSBBJQqU5GrvuoHq3E0F87iW6BmbKdz54EhLW0+d6X23X8enxE/f397x//w3/7b//N9brDd999x03NzdoY2ls++o5ztvpxPmFYOoL25fmR731eF+cd/Xq92r2MGilpOp8BkirlbA93r+7Z9V2kMFFCIHjoScEPxcbJSXcOBG0lrAvJwDpeDwSQuBwODCOI7D0e3HbF7rbMqattby7u+P+3b14B2yD0orj4cjhsMf7QN/3cx0PKRS5AKTzG19sVYUmuIyLPJZNQiexnBUDRplbpDR7yVKVs1KMHHGeu/l3ucG8oC1gcAZe5dicU9JnYoOTayg3UgBkeV+1ckyq6VyN85CEAbCfHApomyOrfUtrLb13tNZgVy3NqsM0mrvujkikP+7ohwQxMO4eGZJ464f+KNdZPHZZ/vgQcJNHgUTox8R6tWK73sgzRJFCYhpHpmEgBSEDKgDKKtApEt2EGzRPDx/xfsqJ+TcYo7m7v+fm9pYQPKMb5367kJ3Fc9W2YsXUhtVKav9QnkOM+MlnA4Bnv3tGa8VhL3+7bjWzThnbobWh6VbYpiUQ6bMi261aTGMxtsW2a5QyNM0KtEGnRNNIaPNqHTDWMU6OcRpoVCKFlslpoVn2Hp8SQ8nhUTo/T5XBegIl+WECKgM6RKbMUDtNI5ObJHyyMgoUg4A2BgO4Eq6eljDZc7BRQoDL3LZWPFdqmsiP/LosyUrt2xWOotBnxi+lKQVSl3pPSX6ft0+MY2I4RvZ7x//4/z7x6dPI//jfH/lff3lkP3qeJ8eQJN8vASqpPL/PjCrl2l8xfqWU5kK054VIr4XWyfb+4lhvNQK+ZgCsveXn61r9W2njOJFipLGWDx8+sMkeawWsuk5qzalimCp98+rlnV0rYqwIC4tdfc1vWaOu3d8va0r0F6XnB1w8Md57Hh8/MQwDnx4+8PHjB2KMktNkW969+5bvvvuerl1xdyflYsQoZHJRX4v3bmb5iylxe3vLyq149+4dCcV6vebu3X3OAc1hyiEI4U8IjMcD3jkxwrsRFRKjPhKcwg2JOHpCaJjUM0ZpxsMz42GPWjW06w2dbehsoG0i3u35+ccPxChshd5NeCesh8FHjscB7zyFir44n1AC/Lz3YhTNESdda2laoX2fxj7TnAvACSEyTTKuV6uWpjG0bcNqvZIxlEv0jMfIXjuUNiQj/Wd1g9KWhMYqQ1KagCUg37n81ydNSJpgUg4jb9DWoqxBN4ZmZdFasb7p2Nxu2G5uubt/nw14JexbYYyaPci1kfja2LsWDXRNv7pqSOHE/vXm9rsFVy/Yb7/6aJfWqfp9XniSZCEG7xj7I2Pf8/Hnn/m3f/0T++cdnx4e8M4RguSHnFBHUy9GZ+6JxR5JUeggF24rFlC1WMHEmn750OP5QKgsNfFkIamVsMt9VHZrqRwFq4v5czlZddnLOa727BmYqYvxFQtbCCFT1x/Z7/cYY3h6emK73fLDDz9gjeH29pau7SQ0zYI1FrgkR3jJK3NpmfgKU8MvaL9XgFUHmtaFQ1ddN9dFubu9o2s7vv/uezbrDdM4zjT7j4MsUpvthsZaiBE/CRV/yjSwQ64XMk0TDw8P7Pd7OV8WdtvtNhdztHP+HUkSa9frNdvtFmvlvTGGh4cHPn40TJMoDc45XN6n5HGdtDOclar3uTMX4HXN43XV0HI5/656w/L7OVxnLrmwGEZCTd5R/y1K4Xy+SgG6uMUMzFCQF8Kyc0oSBRViYvQCfPbDyFN/xFrLRKCxltvGcJfZlm7aDqUTRntUGnGj59Dv8W7iuD/Q93028lRjJysQwQe5ChWk1AKKddeJwu8dMQTcOHHc7QVUZfGijeToaSB4j1cju+cnhrHn5mbLdrvC2Jab2xuaRpLD+7GEFIr3q342ZVHtmoaubTFGZ/KKTDOOyKNJyTFK1IHIeUna3qzXrFYdShm0EZB1c3uHWa2l5sokNWT8qsU2lrZbodZbtGmIq4CxLco0GCPgqm0j2jR0w5F1Y2lUQgWLs7AfIvtGM/nIRCDkMV2A1BxsV6y9SN5USGkOR3LO453Ha3uxHognSpG0XoZHWsbobKBTS2jcUmNH6jeFHOpWYbHTVqZQXruK9+Dllijsh0u6ex7D1IpQnH8v1nbnEodj4vHZ8y9/3vHjTwf++d+e+POHHWOMHKKwZarqiGIsXMoWpAthcHY7VwDLObACZqWtnvf19vVrvvNX1sy3tHM5U1vk62O4aSJ4R2MNj4+PTOPIu7sbVl2L1oqYVifexnl5/4J1pegk1+TjF69RXwDKXjlKNi4V41kuEOyFEGe/37Hf73l6euLx6QmjNXd372jbltvbO+7vv6VtWrbbW2E0Ld6aKJ5q7z3bo4QHOu/Zbrc45+lWUpR4u73h/ptvcm6yzFc3joz9Ee+c5DBlWR68QxFwOJJNhFETXSJEi1d7IgrX73D9kVav+f+pe3dfS7Ytzes35pwRsdbae2eeV91b3VDqouluAzCwsPsPQEJ4WBggGgOEgwUOSLg8HCSkRkIIAxAmQkhIWDi0EBigpsEoVd2+dR/n5D2ZuR/rFTFfGGPMiFhr78yTee4t+lYod66914oVjxlzjjG+8fhGkEDnhN4XOl+Yzkfev/vNwlgdJ07HE09Pe1IqnI6TpewHdVACLUKsdPMTXRd4dXdHFwK7Xc9m06mdOx4oRWtZxXmmKXLYn6kVdjcDfd/x+vUrfvqHP8F7R0Udp9M54WTEeU/XWFvp8K5HG2P11OrIrqdIR64eak+pDggIntQIeJy9eofrPL7XTIph17PZDWxvt9ze3llmQqeg2jWZcjkPX5pnH/q7vffSGrt23n5miz7g9xhcvbR9qsH8krEk8jGD1Yyhkik5KbPM/T2n44Gnxwfz5J7MK6EpUNnAVSvWT8lem4fnA/BwBnOzN4+5dmDhXqo4p+l4zWPbnJq0l7p41mu7g2ZsmcVVL0/MfMIG8GQRTJoPuz5BM/rsDNfHu7qnFyeuGYsN/EnVXHGA8TziRHh8eOC7b79l//RE3/XEaeLm5pbXX35lHc+7Zwx0H1sknyu4PweEfWzfHwJ0P8bzcX1P7TwfvDaLdc+NSs2IasWeDdx459judvRdxzBsZuDTenscTyf2+z3jeOZ4OjKOI6Wq93yep6K9Rrx3xJQ4nU5Lmldtee9xNuBap/k5qmXXXYyBLZin1Yeg+zpPFxT85aS9L6Ypkosa2nOPj3pZ69A82J+2zQM1z+81IHs2xjCvsTkhrz0jM0Ybmcc6ctV6NtWyAlVX1PRU5r9bytxHrnhZv80vVNU0jbkgkjnHxH6c6HKmOuhygpNTRkDv2GSPczCez8RpIpoSTlO0wmyVJ7nR3gNaw6PX3mp2vFH6pmlCBG1DUTQ9Rg14RzDSEx+81hx0HZ1zc/+tmjPJDIecojZH7joFAc4p+6D3s4y7bkRdEaaYkCTW78bY4uzZ1KRRHOeEvgtAnWtOg/d2ncqM5QRNRc0KIDuv+1MKOUYSwlQd4idKrjjfge/A9/OzyzlrAXhOSMl0loK57T03A3iXiaWQSlUWQXNzrVd2sxs1qGMU4DmT7fgtnVLXT5ur0hTdPJPXc2yWHTpRUT2z0Nb7EPA5G0vXx4gQeBa5ahHi9pXaFswSN28riAaF1lVW+qOQqGSt1Xh8OvHLb0+8uz/xi+8e+O77A+/3I7EIqco8H+Ta8lnpShG5xHAf2T5mjL3o0V6BnY/t9zFddA3kPibf16nJF9+V5sQpTNM0N5ltpoY+BpNxH7iPl2ym9d9zr87yw8f4UDbLp4zHZ23WaElTZQvjNHI87pnGkaf9E4f9nilOBO+VvGJ3w3a7Zbe9MSduZ5ETb/NWr1HvNc2Rp2zMdaHz7LY7ho3WJL+6+8J0qz6bGEfiZiDFSHCVaVRHTk5nhEzXebwr7Dae3gtdEDpzBHXeMRkV/+k8knPh3f0TYyocDgfevXvSaFWcyDlxOkWejomcMsejyuwuGCmRQK1KEhWnxBQzIUIqZ0Lw7M+Rvlea+pzOVAqdMYbGmDiPanOmMuJ9JBWHC4PWNXUaNRqipig77+itvUboerquR9kxgzmLeio9hQCyRfA46UECQSC4SvGJLkDfOWpxJLP52rNpNXXNmdPIs9TQ+TQAdTFt6nNH/Mec8/N8/UwD7i8VuGrbpyzO+gOCZHltxysabp3OPN2/589/9mccnh759s9/wds3b5Q95jSSS2FKmZw1r3emSDVwVeoSNl8UXXupOunrooRmFivnZmF46RXX/ZRJbVVUzwwJZ/BS7YNVQtPz+2c5tquN2cbSD2pTgiul3jyeP/Ac1opm/jFyilI0StaMSElCzY+cjgcO+z2P7+8ZNgPv3r7jm6+/4Sd/+If89b/5txiGgbu7O/q+n430l87VruUlMPLbbrPZ8gPH/CHv3Y+9ok9NiZzD4WXJsW6Ro8GiVNvtltdffEEIgZ01fhYTYoB6/WLk/bv3/Ob73zBNE4+Pj8QYn4ENqWjdjl7AfP4GCmJciA/GcbxIBwTUSyWO27s74jgRuo7RIlg5a6SlC4HbmxsAjqcT5/OZGCf2xz3ZPPkppRWQ+XEephfH9OrvmR+tKeHFfl0cELrj8iJrL+/KyGUZhzkFcV5rlcPx8EFwtRy9zQtdt40t7ZQyUylkIFII3rGbekLw7KYTt+c9XXDcbjuCF+LpoD/jyHF/NCr0pNTTpZJaC4mUZkM+OI94T3CeTdcjpXLc76FW8jRRi5L8BHRebIfBlG8wtidP3ytNeq2FmiamU+H9W2aqde89u9sbvv7mG0LXs9lsCH1HKa3+SAu5Y4rEceR0OipNdowogYen88oYuO177ZnlPZtua0DK5uEcxWnRLkFKoaZE8Lp2dA6fSDmSzyOTHDWNKAxaQO07cB04TcsDKKcDMln/mSAU7/lyJ1RXOY5azzblwjkLUxElZKj6n9nBLY4FVam4HTBOE+OojqmUEqXLlOJwjbxIxGjAl6mygNEyg/IZ+IZAAa1BGQYq4PwRaT2+nq0Lq8lo9VkXOm4x9ufImSHXOhtCjouolVjESjJIoRaIkydF4Re/OvB//J+/4jfvj/y9v/9L3rw78DRWjsmREbLkZcE1FCHqlNT+ATLTUbd1+BJwmO/tIxGoNRvp9T4vRXOuI9vrc1yMlW1rB+I1OUb7vH3WPvc212pR50GME09PT3OU83e1KXBbHMnPwPoL2w8Bxd8aYDWHUsUa/Cb2T0+8ffuG8+nMt9/+iv3+iS6oA3G73fKTn/yU29tb7m5fc3d7h3OeEPqZYRYqkis5R40OnQ887R+ZplGdQi7w1dff8PrVl9zc3vHV138wM+uKCCVP5HgmxYmnhzum8cTruw032wo1EuSEk8yXdz13G0fnHds+aAp+35H6jlIK797fI+J4+3DChYHj8cj7+3tKafWfjtN5ZL8/k1LmeBxJsTAMle1W7cicJyOTyqSY0STuaA5MozeXgvMZJ8LNZsN26LTxcUwKVuNETpntbs9v3h3ousDrV1s2m47NpuNm1+O9KBmRFzZ9x2boAZn7YokfcH5AfI8fXuF8h/NbqhvAeTa+w9fC7VDJ20DneqhbnHN03YBzHeIMwDrBOfMLyUonvzC/PrZdOwI+Nicv7MrPtOL+UoKr3/2mK7WUZEWQI6fjQenWzbObDTzVVlBcLnOQ558GrmT9KJpnrv21dJqG1QNe7bV81qIS9fJocnHI+X2u3r7whrKOoKgSkrX3nfZ6PTQfBmsvRwLb+ZZoWtN9LYLVIhxSYY8QY+Tx4ZHOd2x3NxwPGq7ebDZWUPphT2rzOn3sWp5/51MXyuV59fiXWOOZJ3H13rPtd2T8v7Qtxk6d2duciPbxsJqKzl69NXIGU+YVpUQvhdP5xPGkjRcny++u63uaPTl6v3PkSaxpZlmRmlSNYK29nyJajCvOMY0j4zjOka1W10VdKLrb/kpyEOZow+xNrZVS848as9X0XDy8L+1EffkzWDz5tIM0sNXWrXmNWUdbbE3JkrLljD7bycuu9gXAXUqW9Y1kszhSKUwpUarDJ0ehEpIwRqFUzxCgFpkjLblF3LP251tHxPSQ+vwcpuhYUkwBS/+rc08/hxg1u86NYM+2M2PEi0aOSgOdFjV1ZsB55+n6npwyzmUz1BVE4BxSlIa91Ep2mhxWEbI1bZdaoQjFeTrnwDszgpZIlb4uMrj1NWrIWdB2A5Vq3lNn42INZSVp3mSpyrKhoTCVp1kjeELFeZRaOHi2vY7n0AWQTELm9MCFcHNp0js/+aZffsDIlXkyP/fW1trk9TJRm2Nmoa5fF+2/MN9lDbkayHhhJ9q6qhfvzSEtWe0xp/coO1+KwjQKh0Pk3cOJ9w8nHg8jT8eJc3GU6i71nzSnYauzVMNuXpIrEPSxzIeXfucDjsUfs73kFPzQfi8Bsh/aihHaZCOzULbW5qB9QT+vnEMfMy7ba6MT/2j2xOo7P87JuVgoP7SX6pQ61xVNUckrzqP2poox0nnNfmkEFsOw0Rrg4JVxb+WIaOsj59YiRO3B5lRq7SKGQcsX+n5Y2pY4oSQhO/DeMZ0HqJm+Dwy9h1oI4vGCRuxLoaI1ywUhpUxOhUIhVUtqnQRc4nQ6sz+ctW6sU6fUOCbOUb8zToUYlb5dgsqmlAu1ZlIspGSp9KbnnbcfqYRQUPGYEKuhLVYPeh6Vkr5IxIUzXRcIwVnWVsFJwXtlA/ReIGekKg9qa7DtfMb5hAtRo/xV+2WJCFI9HiFLJXjog6OWQOx7xDX26Ba5ag4hVo6bHwZRL86dF2TAxyJY6/c+Z0b/JQFXn7bgnlm9Vx9d/t2ERDHFlTnsn3i8f8e7N2948+tfc3h64vD0RJmipmXEpAIsZZKxNyVjpJqBVlWvqjmUdbsQ7hd9pOf352usKwNsdc0Kxuy3ZqiZh7N+SDB+dLAaxFoR6taXNMlzb9yzPa4mq95GG18lEXBYalHOCEKqGl2puVCzkiT86he/5P7de+4fHzmOI7d3d/yNv/E3+OqrrxiGgd12q+e5Klr8yGN/ftcfWDi1WZGfdIxPO9fLX+Z3DrDUCFx5VJ0astvNBue0j1hnjVfPxyMiwsleU9J+HTllnvYHpjhxOp04Ho8WJcjzGD3ztppxrVFQHT9tLJtXrHJ6szlrmkKbbMUp8Ds87a03muANoDlLGdNUDK0b0L4k2tD2ZndDqWqMt0a25/PZ1t8Lyn/tUX7hcbQx/MDsth3kk+fHcuRLp0QDb7I6VvXr9a/Mmi8V5a5lQjNGW7PQ2ZhB08wKAjlBBJ8deCHVgg/QBaHWzOQrxTvSGEljIsdCLQuNrbI8aW0StRJ8B07B0dB3lrbp8RYp8dJSUDW9s/OeLgS8c2ysHkpa3p0AXi5FeimkcUTEUUIme08tlZiU3e/m7k7JJ4aB7W6HiGPTb9gOW9Jmy81uq7WdFvVLcSSNI7VE9nFEgD4E+q4Rq3hLExwIoUd8wHe6XkK3wQc1wLq+BxFCt6HVAjWSj9IIjUqmTJP248oWlRpPpFH733SbHvGeL1/d8EW/5TAmNjdHxph5d4zsx8QYE4/HaU7DbMy1DnVA5ZyJVZT9bBxxzjHFSG8pNLV6WuaB1la25qEGBllSzJl7QTFTNIcuMAwbqihLV8rK6vjbCbs262X1O7TqKF0ZGmOtloo1TZXvfp14fCz8yZ+95R/8yW94OI68PUX2QLaGwgChIclFgZHnCNmS6l6NqOKHAcvKyv7QRy+hrdmvspKRtsbXWQXrxPrmjFkcl8txLyJg9v6FgfdBG6co2YkT9oc9j4+PiFRud+qg9G5hQf2crdZCMjKWnMtz+fo73T4RSObCNE6cT2ce7u85n468f/+Wb7/91awXui7w6tUrfvIHP2Wz0ZYvu+2Ovt/QBU07bmtkZjaNZ/aHR87nE/vDA8fjo2V/9HShY7vZshm2dH0/OyKa8e+ch+ApRUhpYhpP5HSCesBR2PaVIEIeR+73iRgzh6eJnCpjUobX6qAGfUbjCDGKXZcyv4bO470zZthKzpXDScHVmCbOU3NUaIv5kqEkM+0yUIUQNNW6ktHa08o0Tgzd4rxTcCXE6HDnxLvHJ7wX3t6f2Aye3SZwd9sRvON229MFz7YPbAedZ0NwKuqNCdB3PZvbEz70dLtXhM0NVI9PA30VvtgJu/6GVB1T9oAn9Dt8UMZGN6dfVpBsa+DD+b4/NnvpwmezDjpg6+8zDvuXBFx94I7WVvUL3rrFG/PhEZk9MsbEsn965OnxgYf7e45PT0ynEzVnStI8/FJUqbbUlOveONq8sTyXz9LUZZv862tqXkVW4IoLRbh8pzIXeNhxX1IGHxV/15OkjdH1lxrYqotaeDFCdQ1SMGO1qje3rr5fsPBqtiJuqcYo5ijlHU9PT4wxgnO8ev2ab775hq2Bqs0wqKK6OFf7/dL79ilei8+JdP2+by0XuaU5dUap3rxtjdp6mqbZ41drZYqR83kkxsj3799zMpCScwZhTlm9JF0BELwhZsEikmDAKs1Oh5ZScpHqIjaFEXLKnM/nCw+8XzEwdZ0qsbu7O25vb3BeFR0iBO9JITCO45IGU7Sx9aVnYj0v19N89dd8Tc9GFloU4aW5Yt+Dy+82x/y8apuxtbqmZT9ZlqA5Ha63SqPKxdbjUiO5rE2NXFXQHlWiqW191jz8mBwpazQlZQeWzpxTIedKrY15SxApFlOxdCjRGi2NfipY8m5pPtsMt8He64ORTDjH0HVzz5WqKp9MXslDNeBKmgfB+vhkTqMWTceY2Wy37G5uCKEndB3D0FutYE8ZenJKeBFSnDgdCvF8pmSt16MWchfIKViPtk4ja37AiwMX8KEzOmZlvfK+M5ILhwtGEmEgoBQ9frZG2FpjlUnTWVkBo5IMuBCopUO8cLvdMNy9YjcmigTOMZHlBE4bKh/Pk2GFFbCyuVdyIddMTNovrAtBa3/zooNqm4+zl/eyWLtWXaduNVa/+ikAACAASURBVIfFCVKaVz6Qq7Gqtcacz2bij9majl4Bj/kjTVmqtVBqJsbC/f2Jd28T33635xffPbAfE08xM64itkqk0g6tC7dRYrS3q9R5TV/fx+eAq2t/WL1a6bLecf2rudll9b0L+bFS6fNx179fn+8FNbXWd60vWkyJ8azsvJtBW14I6Fz0z0bi2YGvdWJzHufGQPl7sFVLeYtT5Hg4st8/8vDwwPv37yil0PcdwXu22y1ffPElm82Gm90tm81GIyLerZ+cyVd1Co7jkfP5yDgeGacTfTew3ew0+tX16uhrjcfnqEpLl3UkEXsOkZInqCPOVUtVFk6nyOnpxPE48ebbB8YpUcQpkU1wyKBOs/1T4nzK5pBT51ToAj4YoZFoP79xKsRUiSUxJaVsd84cCkXmn6I95SlVe1DVKuRcAW25MYaFyVPBnZCyGPCMOAfH88TQO262nuOxowue8WbL0AVOnWfXewNcnuAEayZB6DRk77verq8CAVcj4LkZdmw3A1UGstxQcWR6KkvTeMVTF67KF7dPjWhdO1vWKdMX9vW808fPe7393oKri/zGGThd3ZgsYuuZYJvdScZ8RL38rBatTymZOI2kOHF4fOT+7TueHh6ZTmfiGFWBpaUzdylqHFQsnaGdxok1dgQpCn4WULFUMknrWN1UYMEasJryawXkq9c18LocHf1svvWVFnkuMldbtZRAaYrckHldvrdWGEZerQa0NNp3uBx0M/bEjmseRI2y6RKT2vJWLTFSbPFVkGL0wQKn84mHh3tyTrz59luoha+/+lo94FYQ33o12O0YxlwDp/U8WY/b2nO3Fq5/MduPBW7zzL6c2rMXZf23cwo0RDTdQMxhoI0Ulz42rQlsKYXROtFPMTGOysQ2TtOqdjBDmxdZzGvUPEX6qoQGCrp81BqhlJJ1tS+aomaAQtoaNeMv16KNACpcj36hkqvWX5AjrjrO0xk5WaPa0lv+taOzerwG4sax9Z9b6iSe+Tle+GsxTFdbM0xXDgx5yfMrFy/LM28HbeDsA4L5wi/0gekyH4q14fVMqoExV2E56q3mRKnuHX3QWqTeO4LTnlK5CxQn+DIYOU+ZjfYualpc16nS7LxnGHq80xz7zmuPE++0Xql3Do8oWUqLOoaAOGd9mjJUNxORePEzhbjrBqtlCog5A6JFXaI2O9LHUJSIYrSUYSea5lJrhZzxiJ775pZaMjn21Fo0tdQt0V1pfMXKEI6IKnEfOi127zpCr42FfdD9NTVKU8N9t7F+WhN50kJzdzqQckLihIsTLni63Q4fAt2wwfuOrhN2xjqWqqcfErvTCBWmlNkfjoyxUsUh4s0g0ohZylnTdbuOlBMpZ0JZogmz60OWdKdZl7S0rhnUyryvRvM6+loZhp6cNWL48a3O/jcRrat6Ri6BOcDgQl9aQihSVGaXWJmmwukQefP9E99+d+btw5HTVBhTpdn0KkdMGUqThwvL5nL/KLGNOSOWbU0cdb2ttealk655rRciD1m9d3mMGVhda+FZUbVdK0rBv5IXcq0zFmNyXvd22PbEqx2zIqRSkJR4POw19c07vvjy9ezgmKNoa0NRVkN0MQRL2mmLel6noL4Y5Pugw3K2Wl64v6s9V2+/9KRSihwOjzhXeXh4z9PTI6fjEaoQXODu5o7NZsOru9fsdkpgsW4JIquoR9MdMUbGaeJ4PFvbmKi2n18i1uN44njYKwtfnBCL4DvnqHmi5DPjeOLd92847B847d9xfDoQXMXnQHDC+XjmfJ6YYlL5gFBd0MbhVKI58XPK6gwTB1KRoronF+0NJU5tstI0bIWcG/mZrv+SzYYslZx00jgv+OrNrhTAEZPKB2R5rmPKll5YqUVHLGZBkhCicJ60/UfnEjFWYsjEyWktb/QEr5EmcZWuq2R3JHQRwoCEDvG9ERdVJiaomSIF7wJVAkIP4tXhJVYaQjEZ06Lf69mxnjQfqJBa2RuzrWj/iSx/tB6WzVptzvvP2X5vwdXFwDVBUFe/X+y5WCYyv66y1uUyxW7WCKVQYuS03zONJ77/9jt++Q9/zuHxicPDnjiO5JipqZAaE6Cl/eXGB2hI2rUquww1FWoV895fGU7FekuJIIpaKEW9DGWOKMBCJNFM05UiW92/mJSdve6r863mynL+ZRBmR2JZ7b+u9ZqPr1Aex6pHz/ypXVsrgJbVd1tItRFnrDZnyseJdTyRSkkTqXjK4yMxRbabDUPX8e7tb/hrf/zH3N0ppbdz4Fyw89sgtqbDda3U5Nl8uQZW7e8PsTv+o9jmmf8S2GU2VeZnFZw21XMiVOuzUXLidDoosPL6MxkTYEqJh8cnzuOoaYFTIhsbYC5aJD6PhnEdX849pWtuBADtqvRlGclmX7hlJTKD67LUmMw2gxm+tejqEslI1b4aqWaO00mpZLc7Qgjc3d0pm2DODJsNOSUeHh85nU6WslV+d890LVg/GzB/XChffnr9tNt79kxMsbQI+BJt04WnckUsr16fu/dC8MLQeXabjs4J287RiVCGQHUqd1JvjHexkJMZ8zEhApvtQNcHQvBshg4nQu+F4AQv1r8KoUPwVQFV13VLWpTAGBNTBKmFnDQCHTrtcdL1G7avv8CFDgkenGOME4fzkVwyY8yczxOH/YHH79/ixLHpOiXV2A3sbnZ47+j7Tl83W/zNDZU6N0LOORm4q0g2k6Q6bU4cBO+C0hn3A32/wXc93Wan4KrT1BSd/iYjrTitpgRJU5H2+0dSnBjiyDlq1K3fbbUBZjfguh7xha+kI5fCq1shFng4nNj0Pedx4letX454RAIVSLVAyZxj5DiOiPeMU6Tv49KfSsR4HCyCLQoGm355XqNleohK8N6oux03uxuc0yaq1wZF00aNaKOpZRW7Nj8vvqJkRu33ZT+b11n/zKfK6THx8DDyJ3/6G/70zx/42Xd77k+RyWTFLLElm65qh5X5yhpx4pxGP+vQ1UprkeIXVp+uI723pR5n0SMzQBFteNqE46yfS7X9Ws9KAyb2+fXybiacftfGqC35ZWXPvy+jat9DNTOilP05ZVKpvHn7lsfDnlQzr794xW6jtUZd6PjgrV+JtareXmu5UbQx7sU+8vxL7ZOrrKFL6K/vPJd76z1Wv71wimk88/7tG8bTnm9//Use7u91XVclZ/nmm5/y+tVrvvjiS778QpmHN5st3gdmDVuZs4xiTJxOI8fDkfv7B625P56JUyY4q7PPhf3TE9NoBE9Ws9X3ndYixZE0HRnPR379iz9lv3+gTE/k8YHghHHb4Z1jGiPTOUJ1+L4n9KLRch8UtO3VQZOiRqo1HmvyPRVNrxaHGKFJLlDFG4gycjJjIcy5KEC0SF+tFfEO74OCseKBSszqNEIKOI2cTVHBlcIvcFVBVbaefBUIvpKmSOcSwenf3gmbQR1ZnaWih+C5GRNdp72uHNBvd9xtd4iHGo+UkvDswDuQHvG3IAOIB3oFmG7JpnhOaPGStXS9PSemmE3E2bmxHKEyD/2z7/3Q9nsMri5vpsml2RB7AbE2w02Qpeb7mpZ59iqrAC05M53PnM8nzscTp+OR8XSeUy5afv1FzQMtKtWs33opZ1YundlDeOEZktV7Kz90WZ1jPtf1mNgckIV8Yn3oyxFZ3+/6Q/OWPTv4emY1sQ/radwKiWV15fVyKi5GeF3d/wWsmTkLjU1V/1KyCw1Rx0nrcA6HPX0XOOz3nI5HSi2zAdW8N+1y50huu5em0K49Ds/W318csPoh1qRnW33+h6yfRTNKWBGirH6QFTsWzAo/52xeb82dn2JSMJUKMaWZsKCWZsCv5m9d1p9RsaAGgdX3LKtz2Uvkaow/fJuzN1hWn7X0Ng15kixNURDz5slFuqHTnLWZuCMBkvN8nGdz4NkFvfCM1ql7824/PFPWhsWni+O6+v+lg64uRBaxg6zfri0TaQWynLU0sGaxPhA8ViulpCHVK1GEGuNa6Jy9KmrtAQObTQNXjsEYrnoDVo5KM1kCgq8QvFGwaw4IwEyYQFHnSrGxcjaXndUvOOeR4I2EIyBFC61z0WyDkgpVCgkBV0jRk5Oml5TiZ8eVprhUcH6W11XQaAkOqVhqo1H+Omev2vNlfvUe54MyAzpBDFw5b/NePNWpPArWhDugytUZRbHzHgkd+ECg0IWKKxW84IsCz6FTkOT9mpHOomWmE2bnnqWma0rguvlui5wwz4V5DdeV3lrJwHYuZa7VerQuaJuFD03Fy3m7RI7aX9f7Nl25kkzz12sRUoTzOXM6ZQ7HiafjyGlK5LL0WpP1AV/UjKt7X3/SZMnqgyYO1stZmmxt60pWTlOTPesU6aWWyr5WmT3eTmSOdJZGGV7dRVpdnXWkjk9ZXfTLJmKdz7PcSNOui54ptRJTwk1aoxdjJPowp48ii/5dH/tFkqyVEdLS8C9G/QW5OsvIi8/Wwv35/V2bu0sU4eU4Y85axuEcTJYWHiwFvjUV32w2DH1vBE5LL6tmf1UbTHW8FGNZTMRJWXOXJs4yr58UoyY9VQWzIsIwaApiSSM5HpnGE9N4Jk0jNSUFZkBOheoqKRnJBJpu3e5VaiU3NtSsv6/7l86ZPxVwzWkhi56vdU7Pb4752ZYs2PNfEUG11Vq1CX0p1ZJS1CmpxBVWGy/qUin2k4uCOqgkqeCq1osVKK4qSYZf1g6i9y1S5tIBnxIlRV2feaLmBBKQmhDxGvUyR8waSLXskefa9SOzapV58ny+2efNpl5lp8jy0UftmZe231NwJcukXq/G1VabAffCd9ujWJJxrHDRcko0hzhR4sjh6Ylf/Pzn7B8f+PnPfsYvf/4L8hQZrdaqZjUycjX2HVqSW0t3s8nfBBvWUBSNCNXarnZl9KALpd1XS5Fpk7miebFNuNQmbFxTIIvRXZu5uxqLtaJ7tjXAY4vuul5qDUwEEFcXb6BztJhGqYsalXb/q5SHWYGrVKDNTJ24+ll7JDnn+fobsUSt2jPmV7/6Fe/fvSOmhIhwd3fLP/FP/nVevXpN6Dq63rzjqxhKu/mm6JbV0UZm9d7a+/rSeP3I7br+67et6xIWI2h9jhbtSSlbvwyll7UdADT1LyaOpxP3D0/EnDieR8sJVwdDc526WYE2i2Z+iG1GzOruAnS02pyWdqXaYoliNjlrFMlzYpLlkgMzC10zItXwsrlcCjlrE1vvHMnSxk6nE13XcXNzg/eem5sbNpsNp9OJx8fHheGTTwNGv6vtk5/5MyvqAzLN8vsvLcwlIn8BqJwSFKhxEfjqy9fsNj2vtj1f7AZcLfh0RkrGdwEXPIpGGoGBeuSd9bESJwbOHF6gcw1I6XypKVHjhFQIpp+D90uqqr22thO5FHzyF7Kupkw8HnEhsH11xxAGuqCRqFKLpnvGSEmZMqpCbtwYpRamFPEWdXXe4aOxYcqybrz3SgAhjuACThxDN9CFDh86bYbpPV2/JfQDoesJvZJcOANIVQS8zn2NDgFdhpxxfWLAEVKE8QzTGR8825sbHWPlQCaXQpgiuVQmo7vPCLenCecDfdcTfCBlEGdeWiNrSTkzTqOmRU4j57HTMWosnA342XivHYO5ZHxpDYYXN4lDo9+9Rb9vNlu6RrP/AafEApKEFybx1QS/lBYVB5aWlGKlJMe7+zN/9ucHvr8/8rNf7/n5mz1vj4XJ+oCZqbg64kpei8zHf369dUm7k0bMs7b7F8nf3nPeIVIVeBvQ1dpCCAbGpa25qzuf5V2LXLEA2pSUva8xCuszMWBlRB3VDGwwo5jFaG44p7kC56qhtg5oKaCVaZooJbE/HHh//8C0i7y6u2XTopFeTAcvT/JDj0+N86aXP7Tjx7cFfq8OLbL0JHwpPNV2fwHjHw8HfvHnP2e73TGOZ0rJ7O7u+Mkf/ITNdstP/uCn3N3dsdluLdulMc+2ZtA6p9RJkTkdDzw+PujPk2U/lKp04L6jVkdKlcPhkRQTp/OJp6dHKpXtoCnTnownUWuiTEdCiSqPhy1C1VqnBOepWi+pMtuKlQmq9ow8niM5F05jZoqrKI2BFGnI334aaYRmPVkEm4BzQsqQcmuwbOA6JgpWw2VR2OZ0RUDMqZIb82vw+C4oaZEBj1IqMRaKCGOpZOdIWjJm9bWaMVGrA/EgnpQ7EM/pXPBPI+M5M40T4oQklUSl27xicAPiM86dlGGQCr6jVaCupc7zCfPSBK3zp7Cs28s9moxZOYpm3SorPfLC4T+w/SC4EpH/AvjngTe11n/G3vv3gX8N+I3t9u/WWv9H++zfAf5VlAbo36q1/k+ffjkXZ756/diqvh7U5yMgmMPCGsJUo7WN08jD+3c8vH/P/bv3Gl4uBWJp7gD1PNQGmlYRK7usZijOQpAmAJvhvuDgZhDI+rtNAa7qq67vtgUzxaRpA0LzZGigpb23loLX2mj90ZW0VCy4KBtn1yKWIiEodWaLCK5V66z6GsBqw1RX11gbKH4uqFudTAaIkZIzjw8PHA8HNtstr794zfn8mp/+lb/CdrtT4VDbFG4AqgE9LgCWei/tvBegyy78tzC8P+S9+xSCjY8e9+oca3B1/XctlUylD5156VTwVrRz/BQjp/PI4XRSAy1GrWNZKc5gTgNpAMvSYy4NEU3DXN9OrQsY08jDMhvmGowGruz3FnXBqTV+ARwL85qgrNZW0TXQaqpqVSNit9txc3NjXsRBD1HKYlwaiP6LIC/5FOKUlz5bDnD9y8vX1xTqZTGucF3j0gCWd9pXqu86drstt9sNN0PHbtNBSZQyAQWPN6Xp8EFrnsSFOZLTGytW8Gq4Owre5ogvGSmFEqc53c4buFLCC/Xeazqd1YaIwxnYLUXTrauls7QeVa4WgtPaic47o6cXUgjkKRILhsgKTepp6p9DkuCro0ghS14ZVVqXGCz1b+jU4Bq6DSF0OB+MNdAboUVnPVmU+KJFrhbGQwOyAC6AL5ATXcqI7wgIHdoUe9hscUGBFeL0nkWdA5ILvlT6KTH0HSm3aKFb1ZW29C9tmNqaTMeUSHlp3H053dShmFkb53VeF032NSnewCcoq6JUPqHm6mJW/+Aei8bQqDcVcnbkBMdT5e39yNv3I+8eR94/TRySsQNeHX/2k14ff/ZKr4Ecy9KSVURdmq68Xj8aaBXnjH5bXztra9E5T3DW1LTpYGlp7pdODjH509oNRIcxsJrhWiHmSq2ikQPU6FczRd9vzgfyYlesoez6mTeYVCuknKg4xknZX71zVk9b1dY1YPVReXhhL3y+3FxPx+aeWwNizIyY54W8/DxesminOHF/f6893yya2HUdr1+/ZrvdcXt7y83NDV3XX7VyaeexLgpmByqN+8l+ztab0SmpjfNq1Bc4nc6cT2ee9o+8/f43lJrZDV5T31xl8BXvKpugXRm8Q2uIKiTLtEgZplTNWWLRpKqRoJwL46TPKaZCWuXOq91S1gPDXF4iMutEJ2DEr5SyOO2zAfqUMkiy+jOvNl3Ra0GYHf9rMOxsPbS3StVrRYQk1qKiQNWuF0SnzgLvHaE4XHHk6nDVEWNlHJPVZ58RJ9QgFCeI6xjyBOJxNSE1qnyVOjsQFmt6tc7r8u6LM1GWT+XyrZXsXIIVS6xgFaKR+duftH2K9Pwvgf8U+K+u3v9Paq3/4cUtiPxTwL8E/NPAXwX+ZxH5W7V+fhOa60X/cUHwHMsuIGFtjLQZkJnORw5PDzy8f8e777/n4f49x+OBkpUQwDld/CWvgNUV0HCVWdSVueCzNfmri2fLPGCw1BrVnCGXlk27euoXvy4T6eqZXoQ3RZBaZiBUG9BYM7TNNq6YcfvDwlIXvSmhslBEi4HE5k2bheZ6fq8FcxOQq2iRmYaLlwC0V45z+gycPu8Wnn98fOBXv/oV+/2BL7/6itPpxJdffcXX33ytaRohWCavjU29THOoLwjo5fo+khb4+Zjod7ddTmlgBTpYGk+uU1XUo6TgI1lh7HkamVK0GqtEKtmipVfKbm7saWBJoJk2s3HPKi1w9dVqHkGx/lVtJl7exDKzZ94Fqw+yu7N/xdZpvRSaVVasVXWpM3GO/X6v9PPWHLn1I1ESj+mCFv53tX0MMP9QOujHPntRPbRIBKz9CLakFBy1fRqg0Z5m3dyQ2V8whenzcT6oNz4E+o3W2ngDG2qwWNTJgIzUjMsZoaiBptRTKidm13pVC9Xea8vfi2gtgEUqS6340lpXKFCUUkjnE2eKrmmjQu+c4LtAEUcnfj623gOEoHJZWw5oeqGXJWImInSuo3Md3gW60BobD9ZI1Gu9l3Oa/mcAQFN6KpJX99c0cwOMLT1HHNV5cEWBmAEyZWEURDQ1MJRCwUg9SsUXGKIyaoVUEL806W2Guj7rxqKYiFbjFaO2PCi5AE6bI8ti5Lvm4V6BqxY10ZRbmZ9NcJoqOYQOhzWL/kwBuBjK12Bv+RQros+p8Pbdkf3TyJ/9+Tv+3z/7nnePZ97tE6fkiBkafG7r4pOcVauP5vunRRpNgtnzW0CRzJFI59Rg7Sz66kUYjLp/EwKDRfg6EYvxtmtqySXtAZgONXCVspL8zExytRLNvsgFUtXoxmQgKFu/ulIh4my/JfVrTUAFyzNvAqJWbbD7tN9TSuVwPCqxQx/ohk7l7wfGcW14snIA/xiQdfVIFq2zMnBnshmWBt/NfhqMqXO9NRKKWiu3t7dst0q1/urVazabjfXH7GbHyrUiVzFVbB1NnE7KOHg6HclZucs3w1b1Sd+z290AQuh6zqcz/dBRS6LkiJQJqRkhanqyQEajctkc8rkUzueRlIv2qJoSpWBN2qFUp+l2uTBFI07LbdyZo5jtXurqnhq4mgdaWsKgGDOggvpi9pw2Sc9GUKZ6O6asaXuuzWmZnZ7YWJWi6YO1qJ7P3kFzGBjNWy4F7wQtbRNSMQcChdO5MnmHD6rzu9Ai7AIE8B7JBVcKrmTIZ6pBFBFvNoZfrmk9vz7HcXo95Z9PrtUCWFnin2kL/iC4qrX+LyLyx594vH8B+G9rrSPwZyLyJ8A/B/yvn3VVpjivvb8fFqgvLZzm3VoZaAasKJnj/ol337/h+zdv+PUvf8nD/XvtaZXznC8tVbQIulozPhbB7kUotHzqqoWfs/JSLOmceUyt3kGFhSBVeQJyUTqGssjDGWgpUFrCsMudXUYvZhdeqYuHz1DFjyVNXRc851wpUo1li9nAnu0LW/yfHPlpAGu+m9WreaN1PPQ+p0lpit9+/5bj8cTt7S39MPD1N+/4a3/817i5vVEWIOfmWojLVbf+pfJ8hawMwhcUxz9KbDVfQJu+KwOp1rqiKJX59xLz7Nk+nUdNeRjPTCmSSma0qE9ujQrbOURD+TIbRsXuXUHYhWHCUmswp4MaLmtzHiwSu1w8aoY0A4bZkHFeP29kLi2zG5ac85YnX6y54zrlqdVe9X3PMGhfjJwzu91uBuczc+BvCbA+JwL5Q/t+8Fpe+Joa2X42MBdDR4FMS0NqoCiEjq4fGHqlRFdmv2YILudVWvKe0A3cvnqt6XF9j+86Y/FTF0iZJu2dlRLUUaOLqrUhF60fqnX2empj3bp491FSDS+q8L33lsZUZia8nDK1JqbDE+NxTxgGNre3uBDo+wHXB+ihbheFr8NVQDJOrHWANHBl6Y02a3s/0PseHwKbfqfgqteeViIO8UFrqiQAjlqFUkCq0gk7Dcnp43FQXTPc1VNQpFKdp/qqwDB3GrVDqEXwrsN3g+q1oIZhh0YtxlLphz1TLppC6ETTD93ldGjOguA84zgydB1xinMfOecWB0gD2s2nUUrRlSVKTlCdmw0zL47OB7wUpIfOefoQfpwAND134QW42kGKI0+FX/36iV9/98D/86dv+Hv/1y/YnxK/PlQO0RNrq/5YjrfOfrhIhX/mjNXXxfHERdZIw0AhaDRyYT5ldp72XscgOGHbacTqpu/ZDR2dc+wsVYqSoZZZnkGTmirPtEm0tkkoFWKKnEftizYZ4IqlMmUzwqdEyoUpZcakBq0T3S8Z4KKi4Hjt3KSByWUczueRd+/uOZ9H/uDrrwmhY7fb4DuNxNWP0u1XG9tF5nyy/dqe09WxrvaaAWEIXnvQUelkXTsK294/A4GtjrjWyhdffMHXX3/Nl198xTfffEPX9ex2O7o5rfXlqEMuhXE8M00jT08PvH//lvP5rHVVtbC7ueWrL79mGAZubl8hItze7pnGM/unW/ogpOnM8fEtcTySYyFNZ6pUMgHJwpSsfUJKPD4dmGIiFwUdpULKFoQ38FBKZYqWBSDgEZWN7ZnboKgUb5NcoZTzbta/paqdmatGxDQyVucU7JTVfihVo7BTzMSYlVW2esQxMwEj6vguYnOYiniPByhCcpauVxKUhA+O0Ok9SVLHWcyQijZQdqEgrtAFLefwTvB10D7sqRBKwZVEyUeV8UZqhQTwG6RV+F6t/487LT/0x8vzdpnoi/z53Oyj36bm6t8UkX8Z+N+Bf7vW+h74x4C/t9rnF/bes01E/g7wdz508OshukyHud65Xn2nXn+0eMGtBiOlyHQ+a+FhnKxQcVVsal8s9bm3bJ7gdVYh82nVm7R4A51T+uKuC8sFVahZqM6Udzsua0G5HHuFnVdnuwqgi6z2qzPQflGkXY3lp0yaZpJJXV9Ru5Lrzz4AYgyR1av9mrOtXtxbG38FoMmMivM4sj/s6fqOw/4wM8N1rQFtowtv99T0u4EAxdurkZT5tw9uPyal70dvsnppPc6eOVbqs5/2PjAD8lKysebpT2007WjqwDzP7CRenIGopZ5lNlJkSQtt5urcsFdR9izvxLym1bXrbfcgs7AWWUV223WvvKTz1V1N4ooJ+tV4NPCkBcmLN/9zgNSnPuOXjvm58+Nj666+uHawgVgPhsxvN+mxHK/NfUtiNodPbcX5qOJEPN6HmXo8WO2RD8E8vuZFbgZcUzoNVLUfRLUHiAAAIABJREFUi8DoIq6rNTYnTKOFycayJhiQb8QS9h1vYNm+J9Yug5ypJZsXysAMXEQd2o+XpbGna9E8GvDUNBi/Iq9Qh0HrG7OOy9r4laIAxVoDiIiCEktdfZEFwJ5B6zlXC6u6H71mdQ4sa9B7P/9czIurRwqrnopl6T10aRBga+wydVhvqT1H5oXZyiqdLWBn9/ihqMaHtzYT1/d6rZuZlUmtkFJhmgrnKXMaM6cpa2+deqXfVn9dO1xfXJOz4a4GHazB1Sqa6qyNgBMlYGn7CfReGLxG9DbBG8hybDtv4MrrsQs0tlpvC7KYPisNVGGpgIDHI8VTaiU4dTbEUum8gitXK8kvzIcNlGk9rHaKXFJeLu2PWc7aW6XWue9gjIlp0ua6KSWrp2wkD+snuByz1Yvpe58uT5fnVGcVW2mafTmLrreKd2h0WoTOFVowRgQ633TUxcHnJvbaFzEo9by7Tp1e7qalUNdZfDWdMRHjxDRN5rjTKHNv2Q/DoJEwzQzJCkpy5Ga3IwYhngI5Oquxb+l+WYlaciHmQkra9DdljLSigSsDPGLzpSzOUyWS4GJt19VYIja6swOS1X0vmqTp7bZTqzdrgQBNg7NzVFn8zM0hWiqlMXTa0ysilKzOGXVcigm6gqsN/OmzbuC8qQjtEZtxxZEy1OqUEAMj3koRh1CYwAvOdTgpmhHQ5uLV3L8sOfnQfHz5j4s5v7ahroM7n+lp+rHg6j8D/gO7nv8A+I+Af+VzDlBr/bvA3wWQ580xfvS2FrSXv+mDL1lDt4fHB75/8x33798RxxMlRahVjY62OECJLKhaBB0sf2kFhmrW9JhaVKIKWvwqzmkTTe/YbrfsdltNA4gTpRTOThjRiaZCuCz1YPPk1Gu/AARt8l9NsoXRRb3Fc25qXY6ymA48U7rrbVFYgkiev19KSxUzQ8QUckUFfxt6uZr4K2R2ZRua8i0Gppxdr9MUG1qURgTiZExZmX/4s5/x5s0bVUTBc3d7yx/90R+x26k32ls6i5hHeenp1S5mpbgNHNSLC/5Hu8321EoorhVGsj5S6+eXskZztAhbLPUvk4vO9xInEAi21Bo9djNANX3KW0NYY0MVpVYVMSrWNqoGYNesQ7m0Gbe2Bt0sWGeFUJvQrcwsaC3ClXVfqSvjwFJRS7MHqcQUEXFztG49Ju/fv+dwOFwAz4sGxr8n28eMwpe2ZoQvcgFbPrYWzSJsHFKpaLNZR1VK/jLhNx2DdAQRhu0GL8Jus2UzbAjdwO7mRmuLZlatDCmp02mcqFOEFKnnUb31cYKSlNDCUmlmp4hAyXLRCHeuQ0F7reh9LWkvxaJfyaJZIo46TRQRYk4k7cGgzHuiDTWdsz5bVhPjfWeOAG9z2xFcZ/J40For7wndxtIHVaZLFU1xFLB8OSDpeIqA134zEoI6AZyjSLXIkMkQm2cts6FabU5JiZoFP1Q8Fh2RFgFTMNMPG3Y3N2TUA93SzFkBJDXuijoQLHLVh7C0UBDo7Pw6LmqYtzVCZSF4KUUBrhbf4JpzBUECZFd+uybCsvpl7uNk41stolkqKcEY4RyF/QSHCaasEZoq4N3LJv063XNmwZs/W9LMZtAkqqMacBbUeN0E1evBe/oumLMnI7Wy7T3bPmhT1EF7ut1tem6Hns4LN11QOVmcfseeOyxpW7Fkxpjm1L9SK7HzjH1n4NocYSigTKVwGCMxF45T4jAlplx4Out755g4x6SgLdWLiMQKb813mXPlNEWQM/ePT4g4pjRRKXRdx93NDa7rXhpg86NoBkLrlXQps9by/kPTYAHYTes6tDeTAB4FUrsArzbae2/rBS/6fJzAfuNsXJfNe89mu2FrhBXBUjWVHCsyTZ6cy1JXJIJz6oBVZsDCeD7x9PTA6XTg/v499/fvECcMllL4xRdf8fXXP2EYNtzcvcI5x+s4Ukri+PSKV7ue0/FAmY7kOJKTJ2XVa2NUeViqMuulXBmTN4IJ7SOYS9UUUAMei89j0dFaHqFjrS82itKcTDOEMtAkqzkMXilRyVSSrT1qNueGaIsH0LTilRyWClkKxezmadJG1J3J2+oCeI2U16pss04qzumN5LrUSBVDeI26o83jXARBdXjIHd4XUh1J3GsGxuaE6zp2d3/Aze0d4t3c1j5bneJaOKx16qemDT//7HIFLf4KmVO1P3X7UeCq1vrdci3ynwP/g/35S+CPVrv+4/beX+h2YSjPv14LAVDvY6HmzDSNnI4HzqcTOSX1jJq3oNRVAbB5VassNS7tVE1E6GQWQ+wC5jVV5jbPpu/YDtqg06HexuQd0Sv7njhBitUcrJ98Xf/6XMXMgGD2ukJTZlI/RqjwcQy+IHabWuZ6mnO9Z2/2+jvt7zojvkWsrv9n5SlrQMfOZ2MtLdVSliJNBO0nA9rL6Hzm/fv33N/fU2tlipEhZ23kvCJRuPRKXI5lXV/kXxCw+lFRr9XYtGO0n5yX8sV13dE8TlaMrdi01VeodxuaV1YB1JxS6DR9SpmxVMGFoIBU86IbuGIGV4KlzBah1mIF2rKAKD2bXmdZDOi2LLM961I13WXJLVfh6UD79ZihIqUdVYGcsNQAArOBNRotb4sCfF7t5v+/24uRqw9e21zZofu1tTMDcJn3ETtO8xCmGEmukjuBqoyAXegITuj7nr4x43VaezRfRxXtbVMyNWXr59QAlzLkkbPts2pka0BDwbMuMHPoL3MZLuoga61WZleVbr0xPOaytGuYSQIUVOHF1ribI1aNnKMBK+c0OqekHJ3Vky3U62LF2DaoTdRZvapQJc+g1VgAsDxWpYi32kTtpbg28BeG2mo1Zc0TzOr+nYFiHzyh6widGoCzrFwe+Tx3izGc5ZznlNiZqGK5ABoT5+xIm9dgs+QWj8faUVZFayk+P3L1wtxtNzBHDQxOzI4PnUYpQ8zKI9UY9JZbX6UXrw/9weuz/okWfQtuvUKWlaLMl0LnnTJTBq9ypajDdOMd2+DovOOm8/Tecdt7bnt7r3cGrjSNX8Dm4ULeMiVl1SylkCqUKkRXCdIctW6eXxUh5UoQbZrdGl5P1hZmcmJRaKeMgg6kVHWq1rbGFudWk7la45UYx5HT+UzXeabtoMb/dsuSvmejY0b4allcyO6rh/vh5/IROTs7XOw1OBiC0DkFWt7aPHgRNmGJ4rXNicxtN1rqJ2DR3GJ6chkLXQOqWUouZEudn6Yz46iNf8+jMs9uNlv6vmMzbNhutgybLdvtjTophp5aM14qJZ60IXvf2fnFiB5aqrq6tEt1Filrvy+kJsmatc9ZIDSZ1qJWy5pWsLKSMVSToasndbG2yxyd1f7AjQVvWYsz1Xtdzxk9ltZnofZDjgjgvOoPV4VsqdMpNep1vci6cu6vo1fryFXKGXD4rK07KlpnViXB6aw1w1JxJbDZ3eF9QZqjxWyEdtsfsnN/CGC9ODvXdvOz73+ePPxR4EpE/kqt9df2578I/H37/b8H/msR+Y9RQou/CfxvP+Ycv81WL16tDsCaKY7nE2lSCvZHq7OK06T5/iVfePYw75bzS00DssiMWmWmL3Ggk04C3qtnZbcZ6EJgOwzsrOu9lEQSIfpEdBpdKdlRBbLA0kRYz1GsoLXKMumb2pEXJki1BSYXk+2HcqUvJ42s7pH2fV3uZhBffkOwyFkTDvOVXE1G+3gW5qsTLcaEWCQDqljBpZiBLtqPYhxHcs68ffs9P//5z/nyyy/5+suvqDlzc3PDbrtbCuoBVqD1cm60a2pi4PdjW+RlnaMIvZE0lFLou27uKB8tYpOyhu21b4+zDvKj1bEUBUjODA4nDJ32sQlOPbdK4650w2poKADb9Eqp6s0r22isFeglTTer1QCcDXltoLkZdO1Ha/hqrZxLIhftRj8m/X2c9DVVsGbyKsARslu8e/MaKXk1Zmp4y6oeax3tm71PqFF7UQ/2l2Gry8v1HFa9KDZx2jxfgHnfdWyGnu2w0QbMThiC0wbABjZkZZinOKnDKSXqeFLgNJ6pMWrN1TRBLdQ0qczM+tOuSDA63roY0Q1gSG3EJ8v1zddt0SxfmlOrzm0qZoAlzOmCJVbIjuQcNSqgogHEoMaX4GbvtfNBG2/OdMz6n86NVaSootHzZmDafEGc+bJ0rmnvVjWOxaLubnVPrdFmzRYBS4mckhKOhAaidB/vApthQ0xaO9iFoAb0BSjV59PSAWfGwJTIueCcGiitTqsBPK0frrNOaxkAbTzn9bICxy2t7qVtmWWftrU524y5eBo5Phw5nBIPDycOx8h5KhTxKvNdRjKzXFajcuWEs3tbovcWXbfsEhFRD7ulmQWrofKYk0iU0c2JrQOB3mkUywsMzhMEdpuB201PFzyvtj19cNz0gV3vdb+gERYpDmeO1hbrqwaaooeuNeku2gw5ZUcMGtUXt06xhuQKvjiiB1cLrjgmBzl7okWCgwipVM5S5pRCPXYhlmz2Q3MOt7mSORyPqk8peC9sNoMx6nWzbLx4bmYzqYxvzpIfIzOff6dZCl4U5G6DcLfx9A7u+kowceBFuO3dM3AVU2K/fwIqb94MnI5Hdrsdj09PBK8Ng4M1Mu+MGbS9ai+rxPl85De/+Q2n05Gn/V57ZYWO7XbHZrNls92y2Wzo+p7OouTKbKoOxcNhz2H/xOPjnsfHPefzidOYlGpfDRij1xdKrqSyRLFSKgsJEM1+VCDUmW7eDQN939HqfSrVarYaucRCstawgDroK8otYOu5app/5x1ZGri6zIjCwNx6Zdc51duiWliESwQpGSnmHKpqU4SgUaxahdO5EGNl8sqaKKJZMM7BNBaO/YQPjqF35viKeOnoh4HdmPBdYFsi3aYjDE/sn+7xYYPrAuKFWj21+vl6L3T9DzmFPvbxCljVdtM/cvsUKvb/BvjbwDci8gvg3wP+toj8s+ipfwb86wC11v9bRP474B+gnA3/Rv0RTIEf2j7lPi8Nj1bEXpBaKDkxnk+MpyNPj/e8f/eW8/Fo4MoobVvOawNXzcPpln48DeS0eUcFVzVLtPOevg8E77nbbOi6wHa7YTsMykKTG7jyTN6rh9635p2iRdEr4ZhRr72tVVtM6xS8tW9P5pqapnD0s2atP0djsjLIVu+yBnGLwXbxn30is2OyGQrznFz1t7p+QHV1VfMZ592NdluE6sqsfChqxJ/PZ5xzvPnuDdM08c033/BXf/qHatyIYzNsDPCZIdciXwvcXg1DXa73s7cX7u93tdlhnXmQ+77nZrej1hWD4tMT53G0HhZKVKFM0aJeuXE0o6lYjxahD2p03AwdXfD0wTP0Wpg9ePMgdo5Nr/Tbt1tNi+mcemud8wxBC4VLTuSSbCishLs2obzygjVK4WyMWaXyFDXd5TQlDueJmAv708iUMlOpjFmL7xNq0M6Aq1RqSWh+9uKdXRuQImLseGbqXCgwnRNZ8gVg+X3fmgKdDdXVZ7qG1XO6gCxmIDAMPdvNhpvdjtvdDd4Jg9OIZAhhZqdrayROE9PppODqdIRSkDghKUHJuKQF3yVFBVd1ReKDnr4Up04qkfm1NVVVh4lbDH+LMjWWPrsrBRFF02uyRV9V9llaS0mWJuLImPd6MFILPBKsV5c39kMfjNbXUmhmcFWNL0XHrtSKK1YHoINIadEf1BuMpdXOY4eb198Mdp2zmkdLnU0JiREXAr7T/nxNOXrv2W625FLZ9AN9p7TszeRtad9Uo1U2xjmtMUyknA3QGh+yE3OoKFFDrZUs9qyqpg076jJX5uhFXUgRXjBSrp1qPwS0Zm1UW+1Q5XA4892vHzkcI+/fH3h8mjiPWcGVq4jkxUhcyWwFADKfsEXhxGRe8I6h0yhCEGtwbUa6k5bSpCnPvdXxdKKAeOOFm6CNr++GoFGq7YZXNxv64Hl9M9AHxyZoHZZIJZjrx9kc0l6qC7iqIqTsGIKxuGZNl8qlEpOtF3OeNRbU7KGrjlggVE+olTELtQSmXDSl1zmmoilYuVaCOaRizhAtKyBbulkpJDJI5Gl/IKZMLgknlRh3fPXll5TNZnEKrJ9dvazvayzIH3vaa+fqy6+XvzkpBIFtJ7zeeIYAXwyV4JTMwQOvNn6um2tbjBOPj4/EqKyZ740h8Pb2Du/DDBqHQVMHnfMMwxbvA3GKTDFxOh349ttvZ6bAcRzZbLbW2uPOeiZuCV2n/fGcOeWqyrSn/RNPD4/cPzzy/uGRGCfGKeooGGNTLRo1KlmISQPiKVej4C9zJNfZfO+DcLtV+vhXr27ZbTe0tgy1Vg6nM9OkDpUxKuNkNh3YIv8OzTZo9OWI4Knai8s127LMzo5aFcRerLiqdnNredGUT7aavypYRrpG4pw4SvHUKmiHl2zkOhkhm67RdXjoRr2WAN3GwJWccNKx3Qy8GidCF3hF/P+4e7MlSXIlS+yoAjAz94jIpZbpbuHwgTMyHzUfNJ/BvyIfyRYKZ2S6L28tmRkR7mYGQPmgqgDMIzIrs6qacy8txdM9fLENCoUuR49iLhMozkjLA2I64XR/RpwihhX9EBj8rU1eU1bUn9yylSbLcpDqb9m+hi3wP7/y9v/6he//FwD/5Xecy2G71euHWqrPRE8O7/qdksH7rhVl35C3DWXfm0Pl0UsvriRTxnoeXpCpBc2A1XCLBQY8fURQaCBpAWyKjClFTJNitYPh8qNp+ykylhRRg8KwquGaez8SFfpSPb0sBp8a60+oXWL7DjwCObgQHpEYblATHXntXveAhlB3SXSfxy+/EDqb6Hq4Lq5y86vB3QMwwJnsy2QRllam5VFk9EU154z1uuJ6ueDx8RHLsuDufIfyUKylzGA9t2yKH6BfzW8FOj679SYdh6sBXi5Uh599IfrnkViH4DmEiiAGtZJhoetRZ2dcE0hjYev7VEx0YLZeP6ROVQpIMWCJQbNUQQ2S0xRwnlWG7xftNZSCwmKYGVNMpkw166p2jwUyap9y9ea51IqSK4oAcQ/YimBJO6bACoMhpYS95opLLigAVtPvVAGqon17vIZEbybUGbcoNishv9If9+AKpLbxvr375s+bhL8cmz+b0ORlwfU3bnKcK8Bo5Jomo/FhjGleNSc9K+MPrQnJIBBK3pD3TbNURS0CKsWilVrLB2+A2VpQ2MyyExuzVi17JR2WQi+u3ZY16tfgeH6BgN1IbxLevqzXh05W0R8DPJC6cU7SHcmuX6jXfEJQSWtB5HbhduU4XJvdwOFLfTVxtIMbK9UivorT6VTnbGx1gQNSVGNu28swrv3eeT1WsQxWN347/FZ16CvGsjlXGjXXMaQ2aH760o732vYF+wSvzyA5fEvrULwGqdcJaibNs4VyOFCXi5cbW4aOvc6KSINScAdThzawZrFiIEwGNYsQBBIsKWCZQiOvSEEzWXNkTJExBcIUFLYWfX82eoHIQkDmXAk0qEBqgU7B6vNsDS/U7y2bjFRoIDWTogaoMOZA2KJKwBT0OQdCrfrrlRW2VUjryTyw4RBFlxvPHOeq2U4AmtGJyWDA47fH8ZLD3P7tbZCC0fQY9zqK2uDDRxJMAZjM8U3mXDG0DcOLMWe2VhNqwjqS43K5GBy8IsaEdV2xrSs4BEzTtTlX+55xvardsF4vWNfVHNyBLCZn5Ky1yjlvGryRDKCglN32sxskHfCap37lXQ90WGzXuU0fESEFtQ2XKeHh7oSUIt7cnXA+nVqmvIpyAmyTZqynbYf3ylI4YkHJug5Ga0PR9DypVSFCFgyzQEzD12nASyzbBjs/VSRa20XU666DkwaZTdFsixAd6arjUlX22FJzY/Y9CABv/2e13RXHnny1VuRdIa1FrEF7yBa8iG4oDmvB65I5aqAmhy++49eLvpAdlNDr+/7c9kfYAv/ttsEwGLcRK/r6725eigCoIClaeL2vuHz8gKfHT7h8+oj9+YKyrZY2VY+KwIoBJVcs1ZoIG8c/gCJsFOyAgtNFgeIQpBhwXhLmKeG7N3c4zTNMZFC5AolQQsDMC94sUxMiV4C1doUmNmFqrShSW6H3VjRaUUrFbj0xtl3pWzMqdhE74hG57o5gs0vtfxo/s/vmsKlKvlz6npyWu8XKb7ZuyPqkbgrGjzM+q2XezqdBDx17KDqx2ZQXD8bher22fmH//H/8n/j1p59BFa154MlIDwS1RaB1UuLF+Xy5Cu24tSlH499/3AB3edd6Ad1jtHlQS8Z2vSgZyrahFpWZeVmw7TtkXbU5qdXDaG2Us1Wq4TZF1oxVILw7z1imiMmMiMCEU9SF7OGc8PZOYTDv7jSKO1mWi5mReDKYQgGkKG1rSzroeY99OnLuc6gaO9K1an3Fdc94XjO2XPDhccWaMz5dd3y67lhzxYfrjq1UPO8Z11xQKmGlzrSULdNctg0gUlr+EEC1aqYYQMm7Es+QAnd81Jrct3e+zoj4s52tdnz5PFSRLNBAkJv5qwadL+Vssq3GutYbpRiRQkKgABStSdSmpQLhisrF7peS+lw+fcL6+KywpKLF/ZR3oBbrc2XF2iWbQ991ijNcShEIqyM0QkmkGqTOz1jM8CAnV0ALKGi9gc5/qcEyV2qGAjC2M0Kg2Jp9TvNihBUzYjTyipC0ObBRrDcdKDAnQ++mxgdIgzJEYO4wP2XxY4usGeSmapUSSwAL0DP1uo4odb60jF2tGbJdAJmAKQEQMCeAAhIDc5yQp4o39/f47t07CD7g148fUTw4IMr4KblgJ8a6rgjM2sdu39Q4MYp1k5rmoxAURrSXrGyMgcDCmK3kjARD81D7T3qA5iCL5PA6gG7k9XOulT4cjhmQa9L6KgqoIaAyoXJF4YpqEGBqo+/3FIOs9SxWtMBPYHWCNH7pjpU6VEzAyeqmpqTwvkDAxIIAwfm04M35pAYuA5GA+yXi4RSRmHAfBTFUTERIZmhqfRUaZNrnab9mQmXGbMiU3WjXvYfVOIlrZW2oXCsmBnKtmIJCD9dcwVDa9pmBOQDXXefVDs1SibGjJhLUlnGFUpZbpn/dFMkQ4/f47vsfcFoWzPN8JC4ZAgfOJtcggV+pH2/lgdxgNWmppAY8U0UgPedTFLyZgCUS3i2szhXpen83B0cMt22eJnz//XdYlhNy3lFLxeVywdPTE8bTVDZBqyVOCUwBORdjT9TsV847YtQa3XXecH2+gonx6dOvCFZTlfPZarss+/L0CZ8+fcLj4xNyFmj/Jc3EAbCaO6fmJzeEuqPDvs5rH7V39wseTjPuzwv+6fv3mKcJD/d3OC2L/p40vHTditH0a6+sUisu1w17rli3DderoVU0eqTQ4eLtV6I9W0BGKnL2Fg4RREED9Vna9HdGbKLYZN3rtCNHtRvmyTJRESlFs1F3Q9Ts2NasDp/Bc6MHOSZgYUEMgnBS54xCUAQDMUoR7FvB09MFW/0JaTqj0lsshcDpTiGC1O3RUd98foV+vZxm/Pzgig3oq8/2Sv3M9rfpXAEAjs7VlxwrGV+4zdzeEDhFpHhx97qi7HszDtwoEYt4Se0D4ClUiNd6KJSjSo86kLiD4OxElhGYEpY5aeF/2VWwrK4lEpnxgRYBbaxHIm3R967epSqeuorgakZlzgUBmhGoWSeziHNcOflEvy89mjSqSYfy9XdkfJij5jd1jM3c3PI2Es1BI11g9BQ+E12g4z5EjuLtUQnfc4Vi50WAkgv2KljTFZ8+fgSD8Pz8jH1TNrlWhNusBRjZxU3B+Cuvv7Tdfu/PMLXHWgILsg+Gsg5eKbkV45ZSNUtjtYBNVmttjgSHqL93utrACgUMjDlFLCliClDGLAJOiZGYcDdFPCwJc2S8WRKmyJgt08XOvkZkxlLQrFhyBafzolqWyp0rZ5uqlonahJCFcN0yTlPGnhXysu4F0ZjfrnvBXitC9mhbRYagBm5d59UIH9iJrH7Is7+e8au1wht4+6A1U5iO8vAlE+IPZ50+s/VMXPvvtS/pOaDPK/+7X5lnS17LXPmqQlYDBcuEW+6gqBGl2f0VDCCKM7tpgIq8V2DLoBjxAwCFf3pBMNr8u81ewTNXdHO3SYZMLczBMQw8w4Iqdgx4/SAjsDlX5kgpY2g0yvXOGtiv39SK6wez5P2U9JLsXler+WRfS3wcxOCD0gJxfv9buIXUKGpwNhGtv7LIOlmPGQCNOj5a5mqeZsQQ+skOD4UCWSbCyC3G5sCaGaT+Gzstsd9BSFlqDSJUpTZHpsvg61JIw4u2vpB//7W1eZxZPvfYdIc5oMF6FLK0+95+b1lGl/mX59PJK5wEoWWrBgcr2NobI2MKAbNl6ycW033KDBiYsKBaTRUbFbtlrEgzLJpRMT6VdmxucuFDBihTmhqt+kYQdX5qYwa270FQoDUxJRK4MpbKKFVlZLFGunthCyjpeQsBAZrZ9buq8qRZhkIWKLU6u1KLMuLNC6Zpbsy6r41gD/JacNL1z28YmV033jrewxj6WkFQiCUDKUAdykBIgVrmMXpKbthCCFiWBafTgstFsNcdUgr2bYOTeDh6w0sfotU55qwZnpwznp6fUErBYo5myVbLvO3YthXrekGVjBCV8CmYE+8tP/K+ayAYXdeKna5r6yG0PMxHFerAhBAI85RwPs24P5/w9uEOy5zwcD4350pIHfRlLsgGK/V+aCmu2PeMS9QykyrQGLcomx92QBpFuoArmc7odUVO8uNN00UUbq2QP2q93zRjBbMngjmfESmqcxVjsmSANdQQbZSsJGhmq1QL2jMQi8756vdkWM3MbEfeCyqvqBKQ865BUy6gKHafj4iq16SzSfhB/I7f7HJ742CNkvwNxt7fsHP1NdsrPmpzJJzIQpRxas8o+4591d5WgQh3pwVbYORtRwZAVI0avadGqzlVxR4iPkBsB1OlF5MyVr25v8O/+/4tljnhh+/e4TRPyAazcU9eF2LW/ivszQt7JI7agEpTakWUHr4KsNaqBa3risvzFdv1lUyeAAAgAElEQVS+4+dfPujf64andVWCAPtdxdB3g0bH6XjrxjilGwxHlLU7KLAUrm59kSVjfOnHcCcLg/iLvUdwg6aP40GsBx1d3ciDNV/m6slCXK8r/mpNht9/9x0e3rzB3f090qSYa4JGRPyeQowo40aC/pC5/Ioo/t7N6weUZCKAfck0WdRC9tLGZs8awWq1R4BlqtRJOU8RKejz21PCFBjvTwHnKWAKmrGKgfFgjtTDecLb+wkpMN6cIlLUAvEYLCPSssoBoACQpfYJ/b4KUIMuyjkWy7R1g3uumgk+RcJdCsil4hwYe654syS8XSase8b9HLHuBR+vKz5dN2xF8HGtlvWqSttcKtZsGRSDESgDrd4LhyrmonWXICAYy1RzQjCaxb+9/V7Y5+/dGsTsN7/XTqI7pMWID0LQ2igbLwC60BUNPJVtVQNlXa1mo887rsWIJDRKrnrVe4kRyOSAgOYgap2kQVgLAGZjfbS6oGrG9MERqG2RVUIGA8j2C4PAaK+DQ1MiAk/w5slaJxvB5GawKyuBG5Ctt9bIgQx4r2o0c75A55TGMtSxrJbdqgxheL33zXmqjDCr0SFSUQM3dq9qbGbMFYQAjT2pHI6stM4I2B65oOxKi7xeryAA1+sV1+sVEG9TQAqzEbKxVYbcUjLyPgQUmZHJejs1/dzXnhcLxB/YNMKsTuzdQ8A//fs7rHsFvz/hH58L5FTwf/3yF3x6Fvw/v2iwRVozG2s07vLV/vd6Fc30a82VZgKiOUUhaGCImXGaDNoMDRBIUX3l8Kmc1fGg5O0oyB7mrBwenQren3X8+ioqgEJAzYAl4lbjIrYeO715ZUa1hChR1DYjrCySW1bh24ogxQ1py9YPDNhKbUZ6FkEUrbmiPSuUFzrHB9dWjz044n2cewDBdXV1kq/WS20cVdeW37r4aUaVCUgQTABmBs4BOAfCQ6RWE0cATmFw/G27f3iD//Af/hMeHh6wXtfW43C1GuRt2xrpy2YOl0P41k2hgiBBTNowV1Cx7xuenh/xl7/8K6Z5wuPTI+7u7jDPM968eYMYtX4+pYiffvoJHz58wPPTszHUKrlTGTL5AjHecJ3HGgjRxSgQkFLA2/sT5hTwD9+/w4/vHnC3zPju7QOmGHFeFswpWYBGFfZJrDGwaFPeWgWXVWsuny9XPD4/owXQ0HVDqQXbvqFWrdXMRbOZThjEpC04YCRtKiNZg0AWrCCbV4G16XNKCTEw7uYJMWoAN8SIUgoerwl7KfgQAaC0IKuYzSymk3lTW3aKGYwMpoB9z01OPTicQkCKUUttUgKnCI6hBQ5flbIDKsUl7w/aed+w/Z07V5+Z0L5QCpQEweBS6lyt2NcVgYC704LAhOvlqqKYzfhj1r5VsGifO1dmwFlKwY5fQVbDEgPjzcMZP37/Hss84cf3D1jmCft2xb5dzTBW5yrFSaOsHDBPk2UXoqWwuyHlr6udhzpXBUUET0/P+PDxE67XK2YGHp+e8PGRQGVHrgIuRdlpoA+B2LMZvwDQMjmeYdJoRq/39goHj1op25JHoLy3hsFydW66rXQzUoco5hi51ln0mbGkPiPMcStUIUaDLARc1w1//etfMU0T3r1/j7uHe7z/7jt898P32hCVCcFqNzys1Arr/X780Sn3JzlWAECW/XRcudY3KbQOReuS9n1HrtUKpCuqGbqasVJZnOzaT1PAEgl3c8T7U8QUGe9PEeekNQXnpNDBt/czlhRxd0p4uJsQg0IyYugRYYecAaRj7iugOdfssitohoT3oIJ0x6OWYW5lrb94MyXkKnh7nfB42nHdM+4mxrpn/PpE+BAFz1lArE5VZMGaK7ZSIWLsgwZ3IChciIBWD5OztmAgYswgIDrMwYeQmqHxR6ThtYz7H97oxqEbztMzRf34HpjRxTOXon2iii58YNIeTBaEkiooe8Z6edaeTOsO5NJ711n0moZWFhB1EKQKiIPzO7RzVb9KDT936KhWUK1gsP3OAiZDIGy8Xgb1HjXeXNfrgYiarmRS50p7n0VbcBXmQgYDBKD6A7Wbg0M2qM1/6TexQvUSSe11BAJTcgKxrELLkLeMofuHFuU150r3aaqsqIFPQdBYuW0s2Z1K8Z48pSEYcsnIeQegwTUAuFyvuKxXgAi7sWXqv6CsgEbQVLIiN2rhZrQUgyXBI+yemcWfGSTQ/bDR9Z0fAs5396gCPKyEyw48yzP+t39OSLHg148CGI1/FW76n1uQrocfCcYqZ87VFCNiUBbAKcAQJBMCM5YUlDFt37CvF3MJrGlyVcIRDgxOWnsVrb4qODmIO1Wk2TA2qnd/VifVhUufmDy7rjVEcnNvHd5dK1AZECEjHWDEKJiKYK+CkCL2IsrwGjZMoWDPYkElJVLJAIJ402KXaTEky8G9QitD8CDDrfzDnatjRvS4TtLN8+dGnw7PvguGIEJJRRYCzky4i59xrm4O8XD/gP/4H/4T3r9/j23breZKYXGlFFwuz5rNMahgzhmfHpUAg5hQawZIkJLC3TTwXVCfC/61ZDAH/PzzT5jnGcvphPfv3iNNE968eYPTsuCnn37Ghw8fcb1ecL2uyNnLN6ycwi6y5qpQ+KE+EqTjNaeAdw93OC0z/vHH7/GP37/HkiLenmYkDphiQjIkBnEE4GUNDKEAcEAFsO1KEvV0ueDx6Ul1kTkcz8/P7fqfL0/IJWMzGLEjAwAcAlEsHiDV2loigIM0JuEQlNFwnhNCYNzPk8IqWXsQ5lLw4TlizRkiWre254Jcd+MGUPbPWgXYC0IlXIM6V4ED9r30NY20viuGiBR7PSrFCDhU+yuMry75/safaLB9Zvubdq6+pNxffjagv70PU8tcFYVS5YxqD9Taevd4o0uf/h3OYu8QA1S1VsCdBnMIXOGm5MxrSnu8zCoEahzPiMGjYxMAIAZ1rjgETGkyVqsADsaAMjhXfjinJw61R0CkZEyB8fzmDpMZwTC4SNwy9lqxe22KaL2WGl2NRb499D0n8BAPYoylBC0yLU5vToPCJHQ2lqMe7V+w1wTvzUGHT1+PMBwngt8LNyIbFXnOeH5+wocPvyLGiMvlGSEGzGacAT0N7tSm/vp3mdPfErD7hu+6kaMLd+hsX0ZuUmqPghXpTXLV0KAWcU0WZZqtruoUCaektVfnxDilgCUy7iaFsd5NEfMUsUxBWQWDGixhqGNQA9Di3EwdUmfXxv6eKMoHIpAwFNdaLR/ZvWeQ4jxJECKAAkyJMFeN1p3niBiAvUQUSeC94rkURGNbcqOnlKB1DEXlnSGN/nuE2qraMAKMqnAHljDYCd3B+jO33zJU/f68zt75+X3drhHuVIlopjsXPvZDEiNxEI2EOANYrZoVqbkogYVFYB1aSQNk2XP2EIegmQaRrg86pMiaA1MFj9Fyc3TEnVvfj/3N1qOJzathY8xSwgOvl/P2GC8jlwKx7JRZrVSb/joYk65HD4Nh/wnQitSlWqN40gweABjEzmXG9yECdRwdWmjneKPF+pdNJv3eeRR+3zuLrQdQWrF9y0iGBlGKIWLfdw3UCYNFDJKu+8j7jm3bWsNlDgE1JtTgDI40BL0+v9GLv4bgGL323ebO9vetLigFbQi6JA3+XKdo2fpi7WU1QNKCNsP+lAxijO8MrH2oVp8rYNG+VahQeZDaarKCG29MQ6bKg0nUnamm+4AG3fazIWpspY5kGS+bITfy0WH/jZGykawA3l8sMBDta07qMEfGHgNqBZakenXNjBxsvEVA1Yk7tBl1YHP6D6MyvieHUfKtO1TH7VsJLjr32hF+rePqlOtAZEEkfwDOGBnILZS+aX3ljHlZEIJm+tKufexqKYgpIeeMeZ4xzTNy3pHmhLzvuFxPOD+f1OF4fkYuahvmUg6ZyBidWVRLL8hIMwIHrNumj3VTVEDR2rTiJEp2zd4z1ftJgWDQQmBOCedlxvk0Y5kmTEllPzK12q6R2Mq8HNV3HABW1jyizi7tbWzcG/X7nPMOJlHnKgZse7SMlOlXhLauc6tLNrI31tYFRNr/0jNX06TJgLs5mZ0QEGJQR0oqYt7xvEx4nrWM4LpavafJdBBBESurcWCrkNl3VoZTxMZCyTL03hGE+1rzGlT/BV9D+//rjDBfj4/7+zaH7G/auRq3AyPVK5Pbp68v3BCtIUCtip+9PGO9PGO7XLBdniH7higVUbSxL1tkFlZHUMwZASshKLMgkPWQMPph7WqvRuzD3YzzMuP923u8f/egrC/3d5hSNMy318UAACHEGRzmIdrquFYaHLjxygB3h0R2QAq29YTrw4J92/DuHHG9XvDLrx/w159+wbbt+PXTM9YtY83aJT7XiudtN6PcJj6o9RTKgvZ+rg6fcSKPrhj93AZbqhPnCbWJPSrmUan637dLrorv7aQYDiDm6IlRFDdjS4s5c8n4l3/9F+x5w8ePH/DDjz9gXVe8//47pFkjP5CgvxFX9s64+FKB/+b2LXPtK77bCC1Yay9CCJhSQmBW8pJSrJB1M9hDtYa6urgzKQtlClrYrc0uCe+XgLtJKYZ/vIuYI+O784TzFHGaIt6cEmIIeHM3YUoBMRFi0t4VUwo9SmvyyQYi8kaZ5kO1azjoNRFQ8BqonmFTam0BB7VvQwVgfAEUGTFF5EJI04y9JJxPhDcXxtNWEdKOda/4dC143gq2LFhSwV4Eny47LpafrcaM5YaMOxiKu99RakGC9UUitGjf/6itBVS+8J3XDZsuu46Z3/cMSAFLwWVdMUfCFiNy1eaN1cgbtEFkRd42rNZQPRZBKF6PVOF9U0RqY0UjO5aUonOIKkBdRgC0XkqUs1Kbu5HArEEbHhwO4ZbJCqQRUKaAEJJmoqLVBMAMGBoXUIZDyNx5Rq0oooXU3lDdIWD9nvkPBkA0AYc6KYOKVdY1haiCiqIb0CBfYjVZStmOFgPW/9ggydUYa0eHw6FX0gI+wPPzBR9+/RWPnz7h+fLc+lhVEWMw21Gl4tnG6+n5CZ8eH5Fzwfl0Qi7FmmgzSi24bityyXh6fMSnx0fEGFFOJ9UvFrwhFktN63kRcFv+NNwjzx0Nmtvq5WR0tPoNtVf+QQU4g0W0VxQT3p8J/9P7O0xg/Ne04SNVZAqoYqQl0eqhDeqqBfJWv8xKNc1SQTWrsSisVN4i4Kq+dbFC/WjkPUwaYEohYE4Rp9SzXrOzA4bOMOjEFd7c13tftroxv2e2FvLhHvQ1prG9ihhtdTUCqk46abFbELQ+Gylo7UpNSERYosrMmguIqmbxtYkSMglKtKwaKhSBaqgC/9fm6Y2rPBiVzkjZ2gm8yFz99ub5vEGqFB5qQZrEgokFS6g4hYpTEJyCYNYoMUCCifMLnZhSwsObt3j77n3rF+XZoV5zpUihbdtQalHGuZyxbto0OOeMy/Mzcim4Xi9Yryt2e6+UgnXbNFgRAvaiMPynp2ds244PHz7il18/YL1ecXm+IO+baWG7Pzb4pWpvR0AgrGvnPAecpoC3D2f804/vcX8+4Yc3d3hzmpCIMLFC7yNZ3JFghDqk/fHMsaKYAFgmC4z7c8G7N96/zmGBF1wveq1PT4/qXK0rtm2z3lS2X/LaVGVa1SCXBoi8L5zGUyuIRAMQUc9zSdz6c6UpYssF959mXPcdzufx9HzF03XHXqr1ZauIFSBWRtgqEcAEIBoLMWld3F5wAuHudMa0nDBbD8DKAdWzVoOT9WXH/xjqefkxHQKrtw4auUL/yu3vwrkab9iXCS2On7VCalMQpRQlsSgKlYDUDksxM3sswlZlQk1ZkmPfBrPcI1vuySsmVFlTYgzmceuj0UwQgcPSnCuHvnjU1o/v12Buo7sBVqxctHGhZKRAyHcLpgjkfcV2WbDGgLztSGTYc9I+GLUULZq1qEExJe42BkHLIzRrZSx9B8fQb7h0z8oNBcBDe/DMV988RtaLD48Olv8vQ4TLv3f04NRW1v4iiltHi8Cv6xWPj59wd3+Hy+UZy2lBth5QusuBYkP6fPpGt+oPbV+qnfHaO+8674WjRFsrZK9WmFyMXZKIEM3lafUHlrlKRjs8B7bsFVsbAH2cUsApaUHqkoI6U5bxosGp4mCGMwZYILgpcZcNjbL5tei9ZagBAaARKVDthhxDzdtgUJBodLBEbIobyCWg1ghBwTkVMBH2YqQVJFjtOTIhksKvqkcpBgZOoEeOyeBSjV3Jtn8LWXhN8b8mB+JW1YsPbvTg8OJF9qpljJSFzDMdDi2t1PVcteyOGibm/Brmvme4bJ6NxpW4KSGD3h3PT9o5OwRpzFyKiNZfGSHEeA2Enqnwh5NS6H073JauvzDcoyFYQgYxMyV+c651iAzY20YbDIuiolLv1WVMpWS1Wg73wwBf0+CNBYPcESGA5GXdXL9/fd5Ui5Bnz1qVYvW+nfRIx1Qzk7tlulKM2HM2KmqBiDpXnv3aLXMlIto4VjQiL1Zn/KKw5Ws3NzrIM6+vzSBq99TTSESanQGUFe88R5ynZPWmbA2ae82d6pOhRpIwvB6A7YIDuybEHVqTO2ZlmDQ9OWasInuzdGpwQCI03UqffXC7zHZu9kaLrNebCmYRzeaCWqCS4XFEalkdkJE6AKrPjdBnChrqcCewghCK/r4jGKQz1mGcj+NcfKlDYGd6DJB+vWakg6Ha7YRefACzn3odmzcU1mebv1QVWnnj6ROzNQme2nm1HqWQVsuWS8actR7K67D2fcW6nlBKxuWkGazL5YLL5WpOBytlvd0Ur891REYpBrXetZZV56gRBLkMiArBaFu4HGirHg2cnuYJp3nCnKK17MEgc/ZMLocEpz9XEhjD2Vo2K4SAGGs7B1Vlur5m60lY8t6Oz5YRUoSMwakt2A8oW6oeXxCC2Z5UdNyY7KFzNxIhTloPFWLGdZ9ArNTy85Sw7bk585oJ1IbC3mTZmWHFcWQy2MHUSWMOc3BwrEBHJFST4c84W2S/Gb8zvvdnbH+zztVoDP2+rd+kUjK26xXb9Yp91fqn/XrBdr1g3zbUvEFybthYhV5pAb6qQxUKhU4Igi3WiQlzYkwp4G6ZcH+asUypGcYcIigkcJoQpkmNUY7QCG8Cc+++PQ5qX0TRnECdMN4NxISUtO4lMLDMSo1J5YSZCvKe8f48az+HLWNdM/ZS8Hi5IteKbS/YitK7P2ddvNdcsddqBAEFRYBnUsrsKspCOBp1xvfUIwEyKGD6fIRAv2tmkf3QjaQeve8OWB9PSxnbu7kKhJQFjooaNNfrFcTA9MuE//bf/isenx4Rp4TT3RkhBqRphlWwjp6dGUrfLmX/Fts8TXjz8IAUtRlijBoN2n79Fdu+Y2+Fs3rCTKosAzPOE2NJGk16t0TMgfD9OeFhCniYE767nzHHgO/vTzhPCXMKOE9RGYuS1ldxDKDI4MCI86QRWmuWSm3MgCYBZogD3dhRvWdusWV6NUVllNplN4NVx5BInWSGZQFYo3Y1MhIBmAKCRCRmlAKsWWmJHwNwzbqA7EUgJSKyFvtuRZ2H3bLQo3w1B8TmGjEbnfafO5ajU/XbkbXft8kwKXWBwSGTYyaUMo7mHbUy2HryVWSIFGNPddgZgd3xsgBU30uryrQGvq6vSoPuObulQPUXlaK6yohG2IlGuJMpeNREDeLbChE9jjrhzhjon+g5si3CYkY71YEhMXBf2KkHVvT+uCdpDhBIiTeYQJUgRixTrOhdqCIUASgoNEWCyn5wxyH0MbHHkeWOuuXdLrAboYTjeCl5TW6QVneUBcC27ZAquFyveHp+RqkVy/IR6zpbD6BgEXjNXH388BG/fvyAaZpQckZKCed5hkwTHFpJ7f/XuPl+72Z7GqEO9uROwPu7O/wv//gPOE/P+N//+Qk/fdiAStgH5t4eLFUZJyE0QgsCAksz0NmcLQaas5SMnGIKGmSKbJkr62e1JIUHnowAaIodLugwrcBe6zfU93mD6sHJcgdLX3ugwWStGjGMjSNqMX/e9INlX8RgI8ya1WISZDaq9SA4J60LW1OA1ICwA2vWnlsbEwrEmA6DkiDsGXkv+PTxI/7yl7/g7nzCMmsmwAMAwOBU3WSt/qgMeEja+6op0yIMfm6U3EG0vocBX1iYX7YEIILVInmwD5Cgzb89eAMRBAlINUFE25Z4dquU7nDVogQYmwU0LpeLzpv1in3bwUYzDgDbuloW6MnGnC3jONo9pIgnUkedPAtXMwiC8/mE9w8L3j6c8fb+jLvTrGtxUEBeMschmAPTYKhkfxvRSZx8bdbsfjWnZQx6OTNwKQWnKWlgthRr19Jh/Brg13MmYzsiC3oRBA7RJBosYvs8sfQ6xKBz4JRmBDDulhMeThtqBqaYkEPFZmyNBEIJeq2lav82Ec2eMSsMMKUEArBvK0AB+7YihA2YJlBss8vO9/UAptja/2dI8Ldsf5vO1SuO1ddO7rYseMhAgJoL9m21hzYR3rcV+/WqDDI5K0Vu8SyI42RtXy3w4il1ZbrSAlp1sE6z4menFA02oEWIHBI4zQjTyRTxZBECLbh+ee1+raZgpXRDADZJ3fHwCAcDy8SozJgw45y0kPJ6WlBLxfW6Y1137Lng0+WKXAou647rlrGVgk/r3iCDay7YCxBQkKvi4UEw+vnjOJAMwU77jOy8WvgE4/Nrl+sWSDdu2hFunE47zBAot5oa8j4jhHVdIShIKeJf//IvuFwv+P7HH/DD9iMSJsSUDpPk6BT+j/WuPCKTUsL9+R7TlPDw5gExRvz84QP2oj0rSiko3vzTIluK1Q5YEuE8AecU8GYJmCPj3cmcq2XCu9OkhbTnBed5aoYFEZCiKdvAoBDBISCkGRRYhcxhcy0cZ+xCILT1rweSbOjEHBeD3VbWpoIQVCrqVBFBSBCsJkKdK4Xd1mBQKwkIECTW7MuWFQYUUXHJmqXZimAvGqXW2kIldCm612aIHbJYQy1R97T//HH9t3SwxmBFzwxLd7Ds4ca6MKlzxUCVMjhXVXUg1InxmlVq7o0+F5snpUW1zSFjxdFTc17097UUgFkpdEWMKp213oQYQsUarsKO130PTeRJV+eiLQDGLJpTRWumrUc2pbKxXAV4hrXV/rXIaO2JKzdkRLMmGihgC2KZUiNnEKzg0uFOrWaJ1F10B87Py45gxsogY6/Kgjv+Ol455wZcrNaOA7Wq01UrrusVz9cLqlQ8Pi7Yp92axMbBudrx+OkTPn38iHmaQCKYpxn5jTpoQi2E2M71z91u3TZ9FWxNfXNe8O9//A6RFzyc/zvmSMiVwOV4T0Y97efLONbuNL4pkyWF72vGPlrmZ4mapToZmc+c9L3Aqg+TEVR1psDeN1Af2kOOmMEhKTSQNXh6dKV9ffO6xQomX7csC2nnqLLZM/zBjFquarwzCfZAKAazPkXNdJxTQCmarZxMRUer11LnUO2Vfc/IVfD4+Iiffv4J23aPH3/8AWc5tbkBu2/6ZEFezwahz7mvH3M5/E1Do1037kMQhID2zFw1RuF977i+FEdzNLgFTuzU+Ta7flzrRdzRVXlyGGHOXpdqDletLXvsx6q14tdff8Hz8xN++utPCvc1inR3rjyb4oEmrWMyxFPR4OFymvHwcIc3d2fcnxbcnWZFlLB+M8LtOoef+humo8y5miaVO46TtR9xJAKcMUp5AFLUuvQ5WUuS7pKQ3SM24gzzWsc7Nuh/qx/0uWgZ4WDZLBhehEBYUgKDcJ5m3C0Ltq0ghYjAGRAj+YC2HSAi1EKWxerOVYhR5xiAfd9AHJD3DTlt4Fh6b7kusl90sG7l55u3b/zJ36ZzZdvtRG72+u19evHZ8AVN//RITD1S23YssUdrpNETVzHmO1sUvdBU5U8nXEtXMh3kUicHN1pgsigXLNoBJwUYr851QesLMBo1BkExCI8/K5VmN9y8XqcGwjQlY6XSnhExFmMPq9aPi7HmgkratJBIiy23XRu4BapYzTiVKh2yIEOmaRyc4RJgEWKSdnY3o0uvvO7gQJiDfLB5x/EdBlxgsLTau3uXUnG9XBFjwtPTI54eP2FeTkjT9CLC+PmJ9nWz6UvG8qHGQ76wv8O16VjXWrVvR9X+HSVnhW35LSEj9DcZjBZtnSMp6988YY5KlXo3B5xn7bs2xYCYtCajR66Ge+xGoj2I2KL5oZ1fd648C0j9Olq0a3iLNDLlEcfAVQ1XaPBArHZOiOBd4Bne8pcQRA33CGAiBnHFEgPypNbrOleELFh2pXYFKXkLUUUuplyJesHxYEB05wotONCV9ThAXSK+3sSQfn9udvrqPmg8yrgXaf8348d/0hiTxmvq8Iucs2Y8OWAPAYUIUnw+Wzbc2K4gtfXwQ6sR6rDpFmuy+ddFVqPwRWqnn7ZrHe+xG70NklQrRNRY7P2m+vVRu+Zqkc3hyl0/urFkt9blDay1WCqLLsvU1cdgZJENvAbmYOdCZuARpCp7IJFAiukmLqgmp40Kz0fLdNbRWekjftD8Ig167borG9RoNGel7xSAkQ+JGERJiSy2fTs4p7Uq41cbDttXg8nXMZDpmveVRXY4cfJUdZPVPtdH5IIfjF7sqx/Pf1GMrU3bShTroYbjtdONTeAqijuM1J0gpWNXvei9ibT/pGawktVQKSsg9UcYemY51TrRYf/kfdM4tGcOUbMVlsHSQCxMV1rrgloUTkqlaRM271FFztws4/1nW3fJ4Fmqhqk9lAVXryGFgFQrpshAAVIVZIE5h9qCxe9jsXVlH7LVFEyH3OjFP4YgGnTq8M6oUpvjyh0Op3FSaTL02WVzeL8Z0Ic5d/Ml6Gdi+qAFrd3BYEatwdYqUaKMkpveqLVgNnKMmGLLKLnK6KpbhsdgN4YAJsGUlPRsMghsJ0/pSKCux26fqWfk6ZjVAqH1smpNi0nluhKDJEAqteBDk087t77mc5+75HpbHURq9onYOvGypAbQNZ6tDmueJizzjtM8o/owjKkAACAASURBVBTBZatgziCC1WED255xWXfEQNj2CSBg3ytSqsi5mk6sjdI+VSc10pvvsTnYOt8k8GbNfU2zfalM449sf5POlbz4/2bzO3R7T2T8vgAWKZJaNdVeMvZtw7auWNcV121rFLfqUFlzuSLYsjpXBUCBKtoUAog0KkRECImRpoA0BcSoDQoVp62Ri5gmpGlGnGaEtOgCHCaLiHZBHWZ5W/W5VghXcCkAskWRFJiX66avyw6pGailmaMhBPCUIBWYgj7nKSMvymhzXiaNdm4b1n3HljPuLyv2UvG47rhuBc/rjgCN/mcpoCxaGCsFVYyiGAa7cKfKeoARGXSHult4yEa9GMgbRSiuljyCZ5+QxyiH4RZpNlCGKppo57HtO3759Res6xX/+i//Hcsy483btzidT6Y/LFLjx//cAvKHJ54L6uv7ae82RUVGC1wB2fFcVAldnh4Vxpqz0ZlqKj+yUpQuUeEt93PEmyXgYUn4hzd3WFLAD+eE+zngPAe8vdNu6qdJnSyH5YCgmQQLA5Mz8ljGijmCYjiukkL9wceL8gUBgCp1UUeHyIgsEBQuWDJqzaikxcsCQrVGnQRCAiOgtmJvAlCD9ufBQphjwrUI0iRYi0LViAhx1z5Ne2VjqwNkNwpxM1oApUKuRWnHEcNw0v0ygS+IwdfYHU1f0eflrO3u9bkiUlGl2PwYjVPdN5mz41a9VEGBRmSfLitIKlKpmM1Z4pqVSS1Yn5BaQVkNcTX0bBEt+n0hQiWFavr1aMaRG1unG7Xg2owAiLT9CWm2SverclCJjBxdHT4fm9bIl6p9loFS3PLSq/egmcgQZHL4ClnWiiE1HIzigwFm0ZtWk+WWEgx2Xc2wkqyWak2AVNUfQqBgjFqkDpayb3HfTz0O+TgvbOgAOLmQtiZY9x3XdcWW99ZjqF0zdVhlqQWVlMzn6XJBLgVzTNhSQlkWnObZjqFOs0PknOQJoOZgVcDo+W+QA+PmhiMZsUdzWPvndGMMHxyxFpyUJufqPFasecOn5ws+PV9w3TbsZYeCqDS8or1GVT8Su5Hp2SRqLGIxqLOUYsRsOnFJCYG1pmuKjImBxZh1NXNFAyyQDR4djMxCYaEhqK7kEHWNZW1YTRzAaQLHCQgBmBb39vRe1KqoGBFQ3nWtLhm0c4v8szV0hRmoOo3F4IOKyWepkKq13Uk06JuyOgKnKarDwMAm2poiIwOkJCgXPpoY+7bj6ekZISjTZCnlEDx2g7RWdfRrPRhWv2NzKLHtHz1LqrXBQGIghYrIpDqigyJeXTrd0fAH8IqRfPM33cxxARA4QACk5NctLeBwgEOSMW9mJWk4LQtC9PnujoyrRgvYmJ7Q7JrC/QIDD3dnvH/zFvdLarVWkbVJNcGaU4OcKrAHDzxjylGD9hj6rHldncuOKR6G6miIAGECYO27qSMTAKASmT4Hql1TYMDBnBhtVZFW9w2zwXryQkc7BgYh4nxalBGQAr7/7hnzPGErguu262/3jD0TPpGSr+W8IKWAZY5Y5mBrT0ScNwgFrPsK7Ct4zpht7GUMVo7BAR9qD+o12ek67lsCB///gAXadrhsv65Di+Xb79+6ZbaQQzMBPmHGR4MFwWAcXmtlWZACj1gC2qHFz4dM8KnDSdpEpyb0bBF/ahSatvhaFupwpQJ4H5f+MKpg+34T4sZsKJba1ZtCUANCdCXVxIJHjS36UiqhiDJvgQRTjmAu2IpOlFwqYgiooixETLVlE1odDWxRHYxtb8zZca7DQv1iMG8U3zhBRgnwW2OG6bCO9+9LT/t6pLfWqtTDISijz+UZy7JYwb4ymzn18ysn+CduLwX19p0XMQIfYwDZZNOzVtVx+lBj0XushBaBtWLZGDEnNTDmFMzQcHIVxUaPvYk8CtTWn1dPuq0ewyJlBtYXL3I8CjfDTAwyMRaodlfU/3Vp6fAfPY/EjBzUMJyiQKgiBTWW9spgrghi0V4zkkG6yA75ABzgRp+lSLNvu7y0RfeLX0drhGop3Pb7z//gCx91GfcbRbe/seBM68tbxaJ9bP2SskIyizlXEhCCOirsDpWYsW2kDSSCyl7z1IHJHgtqdVewSCRZGOQminjQc8NCPUJ1SBxO52PhOkCPqgbSCE+1R5sX5mQxoVaN2qtjSA3VSkJtGTlCzUy4K8GJb5yKXYQ0AcQFIkF1TjV4lzHM0qEZMvR3o45056Q9DnelnYvXAo5kAu4QyrAbsfWtSj2gMQpzNwwJLeMSjCDHm24ebq+fgwX+bt9/sbkt98p8oRcv5PCetA871KzUim3P2KwhusObDl0WmzgNSqoRWbQlWXUFobH0dnKK4Zk8qzM4aDcOWzfaj8Z8j+47W6C1CeAACVGz/O27yqZJXm8FL7zXjBWz1wgNx2vXM2YmxsP2bJoHNDQzp+iFCqeT90yb37dueDrBTasVuhlGt4le/fB3b+N+ekaZre8TuTzZsuKy8nmd2e+Zy9MXDWDCYD/254OGEifPEOul6XalQUxDz2bSsJtxiXN58cP4GARz/KM1w40x9qyoyXRb7wb5bvsf9t2DQxj0jYyfQKDzQMjvlb7fECHuYEFQLHgmesIA9bnRToNM59lvvRfquJ52nWXB7qB2h2awEvZcWn241Go1YkYSwgXZMlQ51/a6GityMD4Et+XdOmg6wdYbR6k0kaf2dLhLrxFgfHH7hq8Cf8PO1VdP5xe28bBo1wqpBdXoa/d904zV9Yota02RZmK8KLE06sxclK68kGdiFDPNBOv7Y5GEoJAAhf9pVCHFhBgTYtDnEK3glRkSgkYIfPESaVRrLQ2PiqqcfagoqKKdsmvJEFRI3YGqrIewrJv3CvCVhaoaRBAMxdYZXINGwEQpPBECThKRK6Ma4wzAuK4FgSue9x25Kg1prLUxCR5u/o1BOC6e7Q15+Y32e6JXBlwOwkzymkR0w9WXb20Uu4NI668Igl9+/gkxBuR9x4//7t9BpGI+ncE8vTyl37H9kToaV6aAmLEjqLlgXTelMRUlfrhenlH2zeCZ6jx7weccGadZKdbfnGa8O094u0z47nzCkgLenBh3EyMlQkpmVDiO3YIBupixrwadqtdY0qSUm4XLZKqFF49ZRdg1AV2ua+1RQRNvhd4aO2Al0gbeRNpQE34IM7StgDZY9iFxb/S6iDIYnaaANQdk0eL2StIgk7UCMarhyor3VYOTXtGb9PJKvlG39v34NHhhaL/ydRoyAYfj+zLfYTotk9uMp+H7lrnaAVyuCi2dpeIuaM8fzupcxTRBIoZ+QGJQMs2SUbXgDev4BEDlwwavBdgt8JHNqI/s/YnYV2ZTzZb3Fm7GHYvCsEtWSCI46/3m0Igq/CI1wMN94XTnuGWu7LmSRr9FjQaFA2qzYz2+z7raFtnB3oJnZLQ8hlARQUGj3JUCiAXFagnb2GnBiJouzAAFtP5YZMeyijXhYqlYrwfTegORCo6MNCXEFBFiGPQp4JlA2D0TwFpnFKSqDiiTMqlN09Tolj3AOM9zs8dCCIgpmaFkDuhBkF4RxJZNdBf71rp85c9mIJpzAcDr5rIUVCn4+HzBf/vLL/jLLxc8XQq2wsgEVDN0SXy0tF5QqtcsERA1SMNmzGk2RGtYEhMmywpMDCTSLEk0cosUAqZAmELobVOcJXC8ukE2msPDun5SUFpsiQmYZohRs4NZbYZqY71dgZKBXWugpJFaqJGrvb+M2dPGyA1kN5LVkXISCO3dOMWAIhUCxjkFJKbWXDhXQmLNBqueUz2ZYkS0FjDHrTv/LRjdAhDuEn3LWvdi8T84EImBiZV2PAINBq7OvWUl5LW1ZQy9jXv++u3Vb9Pgpo0ZP+hasq8rLs9PuK5XlJqtLQBsvUTLqKYYwCEgpkmRS6y9JmMg3J/PuDudrKm1Nd8dp5ErN3emmiwO+V5DfZAHgqpl5MnOvtZmB9OhXgrGx9f36VfYIZM21qNf15xtJ7TQNh8aVDNb1bJZYo2HtX484CQzKgg//vAd7i4rnq47nq3x8rrqGsI2jyoIW64AV1zXjMgAx4R5K6DQaeZ7IGL4n3pd7UgwMpqhfl3+vW+z274td/U361x91faFK9UFpA51Vrk1Z1RWmGKGnU1ikDUus94EVZpzJQSgQlPz9l3XeA4v8+JFL3QNBh8IIYI5tuLH0vCytjwZ5EPEjEiPXup0hoiW42vhebZryg0OiJayt8h/M5DFFBT0dbAzD6zUmuKdvgXTFBCKFhALGKVqgzugYAoFW67YSRccgUY+GlClGXpHldtUqrzwvW6+BbxMl7xUxi0ifLCAXlqq1Qp3A7Nmrgj49OkTQmDM84T1+qyRlGkG0quHe7F9zST8o0QFo26tVWsoCIKaV0jN2NdVIXQCAAnedFojQwplWaISq9zNE+6XCffLjCUF3E3AKQExGfKNoX1tPEIHT6/rIjFqdBFT1EQQlJtI4ehYDe5Ht3x7wGBwsNy6cyhpX85VrsSO746V+296SmYAkhpIWqsFTEGPN0UlmUnZMey9XQIHBlfNWLqj8yICeTsY/kIOV/jNgysvRfWz3319U33gr3VzDj2bg3bfZZh4FRXrpn3x1gBsk0J5OZfW9BQIrVBZvaXSCqLJfXDpchFkHOIhwyKaJYPpuECk5CQ+bX3MWaxPoBFT+HtVJaAY/I+CQFoGoTtXjIpDZLIpGVv8TW5dSamKVZirwq90QMaslaAbzq0vcHsPEHZ5JEg1Y6IY20IloGiNDNUM576A1a51R075FaUWDYx57yxfV0TPm5kRYmiwI+LBOrDrFqsrhHTGyzpkqgIHxKhr0Gw9/kQEKU3aM2/PWvtoPbjcwVIZv/EsbuTwYDC3yXOc/+2vRqk97sMygbCWILXied3w06+f8POHFZetIFdCseAIjKnMs6FtvfZstNT2ecviE1ljWkIia1JLCjKM7W+vswqW9eHBuaI2n8bMWL8EW/81JaGPGCFpMvi/OdgiRuRjTv9uFvueVTa4WKQ9AFwUVkXUnGhPhrpz1RgLrSbMIVhTZVTRdhuBtNlwrhUrd6IPwpDRC+EFGYQPr8vhbT1qH71vdbBG2Rn3A6t707EIpqubYwW9aHldEF/s66vOiIAv1T6rzNLR1mjOiPbNWtcr9n3rkF1bN30qEJHRogfr/ZSUmXLStfq0zFjmGXNkBA6WtZMXJ9KcHDsHf3J7qFrTY7BY24LuiEEwBKTb3WyrtV8Po/2htsewdncD0o+t+llDHBXa6Ft1mAe4qnQoJREQQ8A8MyoIb9/cY5pm3P/8AcsyYdt27dlX0eDUQoy9Cigbo3UkpL0g54KQqyd/df/jEA3Oln/Fa+mIunT47/3zb7HbqA/GV21/F87Vwaih4c3bbZxhg5IoVQtlc96VgrO4QtOdeQdt0VlihqQvvtTeZwpWgnJsrOq9B0YIoDZ6MzYZOsLjtNWHLepiCyW81sDhfrWnYDFWYohhz/W1Q0OaEvR9YFgGZTCA7D6NUZbAOuUiq/EdDWJQqjaLi0Q9qiRAcWjgoP0H06bVWt0O1EsZ7otWMwj9Gm0sP5e2/VxKV+DRdGXaYibkfVdHa13x/PQM5oC0nJHmRRWGR6i+MMd+K338zSlmfH6eNqgJRJ0dGaLq5lyIjZ0XbXtBtve20r/NoLAF1pUqu8FA1YxVakaZn1ezraTLFzUZul3K6uH3dkcOMnAIGFgNCG6UcV+d+rW6ddsgff0iOoKWpPXziESGYdcGh5VVrt01SVb/VYtCHILNYzIH7OXVfWaUvnKsP6fEPyvXv2EiHOdQH7dbWLKui93BreLU3kr7HEqxmquqLGbQxZGkWkY8A6L2P0EzfNX2X9yQMD0kfqHo4+QGtusdPweyVBcToxrzY3OsqvVQqQViRCkH2ehmrt0H/3u4KU1x4HAegDGuuRwe2J37/BLTOSK+FHgW1wsg+vU1uW6GBYGtD50HAtq5CiBSUKSAuaJgCMxBoGemma4QGCklRAvSHfsL2j21XmUwXe+GHlsD5pg0cxWdVYz0bEOI2mR43QGi1sD+z95u99jVa4f7qWNdrP9ORt71ASEwBWiopTTqbsDGA90wd+ibM6BZl5zGHuh/N8OS0DJcgf2ZwdRNTj9jgs9T14G9kW4rJfB/hFaDCA6WvQpN3jVKEaAdjaMRoAAjvLDdt9F/tcWUhNpcJFHiguBj2nSfZvMB7WuYY8QUgTnqqhwZ2EkwpYjz+YTT6YTkPZzMUWwr+U1QTM/NPm+ybXfqq4OKNn/cGSZ3FC3RS8NebZ869J/f/3geXy3FX/wiHfS12yaNrOGwVFFrJN118Y0+dkc4UOt7GoLXgA5U69wzRmIZ3mbM01EgtFZP58agaI+X1XRGd4zaejDeAnKbAujxsx4sU3sTzf6sUgy67Wt4D1D5gcllhMjL5xACY0oJRQjzPGGeFTW0rruu30GDSSF4GyNurzsTK1vNY4L3hm0wXT8DGzDy19A5QqaHu54fx/jP13/A34lz9eql3755Y++RGQtKqZlxvV6xrquyZuXdFiKFQtQqChEEAzypshelHJZminpGSidJimyKOVgGISp1ZIpDgWsEOAJgw+t3yk5VmBii+RVSzLBxx8ocLTJlx1435tGwFlUSgwf2B6ShDc2glaYYIV6vQwiwhnJVMCVdHEqpmJOKxsyMnYCdgGjHCuONxmEN0Dohe/c1ldjnev9U+1jcGuyvw6OO+5LDokSAOpfQCPq2rkAtWC8XXKeEp0+P+OWnn7FtO+blDstytvINp3b+/dtvRkC+Yud6DaowQjSPzyKSRK3qTal1SQlWlGqVMEd9LJFwToRTAuYomKMgsWh6naD0vqbwtDFmaI0q3blpysaVqjntHin3L3uKXjXpy/vnEXBlpFM5rC37arVvVY6y6YsTGzsRG/zDoYpQuEZvFCqG2VcYoNIsR6xBXxMEGaT+X6jgqLWEedf6NWdaBFEzsP6YJLwyrnS7YH9esF9CXQYnRY7zo0kMGXmEOzfN5VCzsogWpu8GmW3OFQDhDKGoxdc1m3OlsGOC1ZbTSNVrhh46u1dbSA8OXndoq69qZmgKEYjUaA5cVL5rBrIuprX1VItAqCYPoWWT3PQYl/Nb0gQ0Q2W4j6IkRRAorAywmkUDzLhoWzCDMFA9U0v5KtELWWkW3OjOCqGsOxgVzGLwE/2iQPst5ppBxKhZM0dcKzhlVFKyI9SsBDXzjHmeld3UqLSBrjelKryz2vU6MQUHhQQu82I98gLmWeGBy+lsTVQzni9XiIg6XvbvGK3/czcPq7iZrktXRS07St6wr1dcny/YLjtICJETiuSmf2hYH4hUd7UGwKSBvwDtQamsotofL5KSMQWl0NHMFTNmI7mYUmxQQqsAHZyx5h5bnz5YWwmGQ/fdNfaMewkRMJggYtB1uwpQCyRkSNWMLMVJSbY4670oOh+aAS+ix6sGPHEYszCC6L0MBICVYGuyFMRJAqIwtkIgrihCeNoFgSs+hR1bBs7LjPfv3+Hu7g7LrD3RRp3kweZqqJ/boNCtfvxW1IZyVqhl5U3uU6BGew8MOq/d3f/vtlt9DYz6V+wajOTEdRUNqofQgu2xsVQqcmaKCj8NrfbZGXvFdI45tu7suMZra2iB2it2KkQgoz8/+jjDjXSnyqDTCrdEX+vdyWO0+93W5DauYnrTYH9VIAYd79Gf2gOUbQ0wG2BinM+MkAru7+9wf3+PEK64XjOoVsSUFEKZItIUlSAuJcSUwCFCEAAKiHHGNJ0Q4wTmTkBlt8KeX9dhHeNx3P4I4uhL29+FczVuXxP9bYa9/edOVqNdb5kcaf6JpxDbAj3a+h6tOETJOgQhNE87WFarwwQd4nQ413ZQ3DyGBXQw9skFfbi+4cTb4zbS1A9167QM+GCPoJAV/pNfV8eeM6kxRaT1Eb7gvOLR2qUcDQH76NVx0u/pfo7D6fu/+cWXxl/UwBJBo9Mv3Iu9933Huq1I66S9Y2o1GuXj+fzebTyfFxP21nd8fQ9tP8Sk9mHLXPXl3pd8L7zuRdkO+0CDxJHdV1fe/SjD+JksHFYI+47YHFIjchwTNcS8aL7tcrgXTWb9c2oqe5haMrx+7XYNzvMha+DHMXmUDh06RLRZg8XsCx5VUGUI1+bI0mCUu1FN49l8iUIfL+XwS8r6j0TJxvvfh6vvT19SNw58pE0HiDdHtzdZvA6umnNlWfNaAK+xI52flTuUS2CIu/FSRuGyx2szWNxwMEO+ZQEGHXYIGvle2o4GvL30eyGDnIzydvtbAN24gGWkiPu1+BRoetvJCbjNkZZRPVzXYBh5VBcVI6ypOhzQWNxIGFS075gwIFTgV3LMRpoQH0SS2rxthuioG5namhRjaPrDnfC4K4Md0w00zMbnN6X0Zh62P+i31NwYPxfAovBMUGhe5KbT6HZng9Pr2lADRDA9p+9r4Mgam6ITCpCvZW3NsyBj03suQ9QgR4NGb5+P9/qoy4YbQzruTR7HPmhE9nc9vjfe1Fd0juq5vgo4wQzfXFuAIU7MNtGHdAr3EDBNE1JKGjRxHdgu9ehIfE2w6dbB6tmuw60brkXsnP38RwdF2m+aKnj9qL95Xr91zrdbh7SNDtYwLuRjOsxPX0fQdfDNXgH0rCkdBIturv14fYNYjifZnS7bf0cVdqvRZagHKMbftF9iBF5q1slRKmKlKvpN8c/xmkzIeEntqatSR3hJb49g0FQGevaUXaf3nXT9OyDDnC7e1wIMDpatLa7tAWoxYQJeOM5fWpP/iOP1d+VcvRjOIQos5qy4EaGd7LVXSM4FOWvzVcCKrAGrx1IO/VIqRIIZYGJVCNIMCcVoa+SLzHNPIeHutGBZZjzc3+P+7gHnu3uk5YSUJo1EcmrwQJ+AKqu6cJCQsUw5LKFfq1NlWqxBF2yxeoiiD6lGalG0CF0am0oX9zaliLTQVgBGAJGyxMSq2PYU9P6VFLBMEUTAnBjbRtiqXj+gC5dzc7ltrdh3vTo3yEc4gSuKrxHW41r/dWlbnzwKXwPEMlcl77g8z5ptnGb8/Nefsa0b3n33A+4f3lgEJH1Bgf+JG+FQJHo4/+G9EANOywwCUCOjloyUPoHISAJYG+1pfxODARqNbQwVgSqYCggG/cIQFFAveVCz4+I+LO/Vo2fKrFhRjZYagEf6fe6RmTTkYz3IxHDtsMaKKjTVDERWuQV6vMEtJAzZqsCgqtkLtknJNYOrAapEDdZEwESEOWivLy4Vu9RmhASKEBFkJiPXcGXcB8ANNx2XP7aAf+t2dD37u0cTjl75jm6+2OsYKVxTIYHAnjPWTSm5o4iVZe5ahyQVUjYrOt2AmhU+5WyUkkBRqdPJCrBJBjYpuAvuugagYIaEOw8wflTRWhuuygYFygiIiOYc+14I6AYwx7aoMhju5Ohi6XTlKld6Qn0fDiuxfJsGVGwfDRLWpgC1Ni/MjBD0gw7fidbLiFsdrdcpiii1ucNnGxmHen/I+4p9X+G6kIiRSkYoMyQkyAxI2RUiZ6x5YkY4DXHXRsABc04NAp2twXitus45qkKJLXqT0X3frb64tnvj+63NUHN6+xv5aoYktTnSBOB1ge463wx2Xde0pi+hIFDF9w8L/uP//CPe/Lrh//71ZzxeL6hFcM0eQe/H92a+MTCSwdYTKVnFZPpwCmyvGacUrDlwwGS/Udomlwh0NlxRx0oDitTe710pCdIeXkLgjiBBe1RCo/mm6lw0ey0pd93HDBFWIh/L1kvDPKsmEnH2Yj0+E/dgEdAcKIEgEoFEyTxKEMwBmKJCVqcUsVXgdFrw8PCA0+mEeJO1ajbUbbC2DaF8k09zSHw0/Wo6mxTGOIfBtoLLoc1r0qzwa3bDV5gFf2gboYFq+KtDEKISzXgbi84W3R0JtSuhtdO6kENOU7PjpBYIB7vfgDvfRG3p647aCFkdboPXC7MYpNAdYunybHuA1y3qdQ1GCDmPAKyu1uuwhqBngwm6nWc6FWjoEQ9GBAYgNBzLfjfOGurMpWmawVUQBke/SkWpaJluDhHTdMI0n5HSgpQWhJiGgNitnUEvPfLmWL0+1l/lRH2jvP39OFfS1qjj201xv1QKHpUdHwAOi0nLag2OQI9W6o4buwr1lDaJKodpUorJeV6wLAvSNCPECRzToe6qhSBa5gf29xgnHxasps+GSeNNU1TbqkHhz9Jp5Rs+uMmYtOP7pFAKWIXDBauhUFY10UUrMmq12hW2rBYDXG2S+H6BY2QHg4PlYzMIv9cz3I5hV/AvDcfXFetr7kl/0pqrHVIZ27ZjWzes1yuenp5ApEyCed9BFI5B8t+5jc7R6+fXv9Su9LUJ7YZDTGAyBRPYOpV7xJWbwadZGlVqgRUap9T5XW7cWTgGSd0xQjvzBukSmEPv914MFugOUT2MqYqCXpzHt1yJkl3T4IXrjxrIexTUIfreTtZf81CHZsra56PNURYrWGeF/iQmiFjUVgSw+io9FdIeV2M2p111dxbaufjwfFYCvrx9Mas5bp9V/uM86dJ2G/Gk4UUzv0UNM20oXFvtnYBApUCQVX/k3aCaGajZCCm0di0zgwtAzFb0TA0S1fb1/5L3pl1uY0ma5nM3AKS7S4rIpbqqv8yZ//+rpqerKrMyMkJyJwngLjYfzC4AulwKxdJ9MnsQh0GKzg24dm197bWjft4ytBpY9QrLFj5KhwzqcGDvt2lX+wl3t9X2hDd2NEfYg0gwONV+XWRL43ZZ6oktc6Od00RF/9ytKnUQO/v9vgeI/TljAdyyqf6g2/vaGvSxvVqgWjK15LuMaYe/kgTSoPCxVm1kRD+PXWn09e1ObncA+1iRo53b5j8FdQZ3IXEM2YYId1vBa7mUz2TxLdm/63l4QyX3tegokf0PWi0NxtX7MEb+9N0T4hbO4yeSh9C6PNz/kB5gBVu/4FzvWFPWOdf7TXVcQ7K+1GS9qeENZ3g/w70qZRXaFwAAIABJREFUdvdfl2cLdrqr6ExotpXqdk/YoZzb/zoc6/h1O7pFAy+3+9CbXKkuV+6EXnETjsiT4JVxNdh3BOes31Y2G64wNiENidPpxDiOBHNo7/Ym975Utwebu/3a2B1lgdfB9GH1DoFZDyKiZ4N2bmNetu9rh8TJ6++6/87f63h9DneIEbcHWHuP/WGUyEF/dP+z1krJmpyntS1h3quD3e/rbzyiivbzdIcb3D/j7v0xu1bH5MdBO5lI7TZWkH3970z0K33e339ndywoMxH17vCP4+cd3t9/w0Y8E6PCqUOwJBXWh70jX5zzBGPfDnbrEP6+/NJ9je2Lj77I/Tm8Ft7PijSH416+7s/m545/kuCqBwff+OouwHvsvRmqTl+dF38IwpRLv2eSNngRmr3XypUQUYU9JR1G+O7xkT989z3TNPHu3TseHh6ZTmfSOKoAhGhG/L4q1Y+9lNsrWofWW7OnltOnE1x0yE6vVrWNjl17tTgGNfTMP5bQNWMu0MTb7BdlOHQIMWiuoM8maE0I0RoLqznCju3aykbF3c/F7WQbXYds63dYjn5yX3Eku4L6tqqVuXhHYy5sQ0k7mcWyLKzrwroOrMvCuiwaXI3tN1eufhcVvynUPXuupyVmVK3i2g2q63DOHlxZAGz46f6jOgxKuiNgj5Wtkm04b59z1B3zbmlFRBmJ+tpvwZJjTxx0bKXbNXSfR9T/Kc4ItBriZZP3ZoGZE29QF/0dzokFVNxlB/eclp6d3u2Zsf5rgldmu97crgViNQgR3eulNih2Pfr1Pxil3ygWv/txvPz931+N1ey12lcqlGrEJtIx6EXpz1tDigZZtIJrReXMRkfofCzMIQ4mg7ZutuTWHaoOu++Z2EOyajOGTnvo2AMwPZddf+ka7gMyvduDIm/05X1GmiaZjjiD42P7vk0qdGN4H80p7YNAd1+2Owm+B1ewVadcsLEaW+XKEla92aBf980fFHoWuAdNdNILHDUoOZI4j5RMKwVEtt+00dxvc5Ls+jhHiglESCGQfCSlwZrA3aY/t20K9KHpMQopJUIIOkemNR0pYnvtwFX8C6XzLQHk6F2zB1Y6QVKHVjdOg+f792dK8zxMgWlwzAI+t63a2V2lDf5nOjAGryyhSftZtI9H+1Fj2FlDj0ZJs+3uzk5tzq5iNFUC72Ch4Fw0hzps1dSNKkhEobVUu57OgqJOUmU22uZLbiKJg2ZKHNTRZNfB25p42US6j4FRGx6VEKGBUO+VlrAlP50P+IiOiYlxq1rJ/kLUV+ozQTsL5e6wfwtE8O1jd0z1tHsFY++d69LWe31q/w31C5/4OwdWrz/7dVuD947TNJEfH3n39I53794TfFCETO1rq+9p0pCq0FTx7sBaXQ+zVdkSPB3Gu8NWD3bI+S0Z5FxPMPnt/7094MjSs5n/7bP2czlWEFXe92ALLITaLu0x+W/vMRu86WrR5GZrmthVw9kDr8O+O96bT+99sDmybrMX3vrYWmvkkqk2YgJDMOwohu4ru/6V2y/u98de+h5I6ikf1vaw1q/X/U4m3nz2y8c/SXDVF/3t47OE213WxWCCJngpJdo4Mt+uW9NmLVWDq6BQOS9CNCNrfaQGOxCSdzxOI6cp8cfvPvDf/+3fmKaJ7777A9N0IqSJOJyUKCAOqnzd/vs1k8wuCRwyDD1z5b1RBpsbuREAlG2+gdRCK4Wasxorowe2D9LP7LLXAyx6b4EHKohBWiIKJ8Rr73RzTIMa/5QCIVlw1RseiymHDc74yn2xPdR14ueN+F9eR3cIjn4uwLrDePerK7b5mypnEccyzzgHaRi43W6EELher1yvVyBwOre7Tfi/7Th4yT1w8K5jjztEpPs56gg6AbGM+UZj229hp+ntcK0e/6rIqRPnnDrC/QXaXIw6dT047oq32fWX/Xrvw5e7C9zTERyeN2nozjRKXCKdXTI4xDUaSnCh4tqd5v4dGIMcNu6gK1F1WLd6rzmfGjBoBjs4bKCm0jGXJmrkjL1D4bGOUFTOm0ARtnlN/5ABll0TEbeJzpf8i2O+rjbFzpfSWEXZAi1exlfRqlEnspCGk4xrOs4AI/2IDg3AvMcZGRAExAgfgjVlNzOSXWb7oOvuENOf9wa06g2sDnNAwZl0OqfVdNdpo22WoA8JMEY5o/qUrUqgevCY8d4D0J7t9AQfcc4TDd6zBVewQwCdPgZ2YosQcCFpFfQ4MNaC9k4A0ANaEMsA6/w6qZnWKiWvei3MAac1JCRKtr4r20d97qIzdMJWUXOONCSCs6HhITKNI9FmLgLbfKLNgesDhJ1jmtjInmprm7OusqO/239JuI4iyTc4Hd0sbQGS4KXDljOOzLvTyH//85mURr57HHgaHXNVMgoQJZvqUHp6f5EnOM8QI9MYdRTFkBiCY0qBMZmONO20JY8OTuj2FB12Z8GIeJwEPJGOFtj631zA+4QPySCiCu9yDSgF58UqoiAWSGtAXcACLNfnhQX9TGleiTBchdYDuKIyWZ0FVs16cQ0aiFMkSbXKRXOwEQaZWInbxs2EmIgukgYlSxlSMjuzL1NnFT0Opf7tDf9HjcpmLYJD55HFzhioe6UZkqBUoRS9ff4bjtXE3/849uX0vRiC5/HpkZQiz58+8ec//5nn08TtdlVK8VqolhxpWwsKVO+oxVFzpnolthEbSdIrYJ0c4zjAegel7kGVsmhq0B+sgh9dH0/Sh+R0Hdr7rftVB8z/bD2QNjvvNyV86MDa3uwMMmhbWR0DoFlgBTiVaTno422v90/dN5vtYZQl0GkyTuyC6exYhViva6PUuqVMfUiEOOK9jpc4GkCHOwRY7OdgNl2hpp/bzG/pwfqlcFj4Rw+uXpfoeNvR6c/rvQVUFlXfR8zsjXR+D3gUstCxo7oQwYISb4YxuL0hUadNjwYFPBkccCCmAR/NuFnpof+eZkIl0qenmsAes5Kd2tIGwIk97lWpjWGtOw4bXft+jjtsaBei7qgcLhK7YO4B2aEQtTn1TQ706tvlNIegZ8S6O64+74Gy+/CV9mDzte3tbntdb63cQ2mxT98/7XWJt28M/U1Cdz7tbxacqcHQAXd90J1S/yo1/95E/4ZwffE4XszfoODd8Zy6Q79nZ/s5wg5N7RmeLY6x5zf1uOvE7Ze27bMP62HBbDUmy75NjuGRE7eFUN2gbcG7ydAR1nL8+w5tsBU9GkPnNfYSg1Y1wOYXbTUo6SQK/d6b02wz6TY3UM/sXup6kLRXtPbfslc9qmubE9n3/t012k3NfqG/+fg5gfpGgdtedr/fDj/q7qVdKvv+6qqwobP7BCEcN7hVEDqhRd/o0vvu5Hjb4Syb3nT9e2099mhm+/G7PO9O0fF2t4e+SiCyX4O9h1Ufqw7pPX1m2mV/1+YYuG5k5dVv5dX6HmS+93kdoYC+N1m7zUnVPSNb9ZV+PQ6SevjTZ0lARHRUREw2I9GoiM1ueKfsY35jvAskr8NIlVb7vhr42ZV789offpTTx0dCg68sQ3/n4fH+nuMjJ13H39vj/kLnNBkS/HGchLfEiNvk7a2fsBP6WGKpk/ywnc4mq5tNs8A3196P6QjiNFi15XUGs1N2zP5kH6/iLVGllXepDUfFlaLz2VrQapS8std9raUdRhk404emaQ1dsrFEera/9eJuE7DaH1WgNA1G1toorbFWWK1aXUVvdMfdH9b/brFkUxZvElq8sS2/Gni57ezubLjeHWDdtmbu+ErZh8733ti3v+JruuJX2GaTkWNgtfVdiSOGSEuJYRw5nc/kUpTRzluAbKe4/96DD3pnl7rJfMN2+vtOP4cH17v+7GbMkh0xtPtGBp3vNnrbpzvgXfbU6naV9uvkNhvcq7bHRpbtkqqi296zn4clhbfe191HuvscO4d+eZoN0+7V0uqckmVbs27Xu0diobvDHCC3fecum5vuZ/cmD1pv+/u9LB20jfTP/GWy9I8bXH1Bt7tX/9iWt/vG2lygk9BLQUrWbFIrBCeczxMpOl4un6j0IYZCESGagxGd8DCELSDAic4LCYEhJT68/54PH97zhz/9C9/98V8ZB91oOu3eI17fW1qBJtpsnAvSGjXnLXjqza/eNtNGRSqa0UMqJc9IWZSyNs9aXi6rQgJLptWMBlXd+e6GoDdUH5xF1w2MZrK1KudUkFEK9YywiDCXxlwa1ypcC8zVkWugNKdl+g08fi+QvVkVUArsw1Iey8vHvSrdyLi7rWd/33G+d/7XUTjEbX0gwDbgWJyW5ddWkAxTXlnWmbhGLpdnnj/9iHeO+v47u46/hPJ1Vxq/x6HOoj72PpDCANLI7YaUZk6XXUWL3X1QCnJF3+lZBycMjo1evXnIrleDwJfd4RNRJEr0zSphWGPqzqQVUQruRCR6JTkJGz3VAfrVWae6M8iu/47NrdaCj/hBr1+JNBe1IttWxaiLo1ShNUetiSaNXCEXKK0xN8u6i8pscY7sdQ9XtxPJOpvJ4VrFtWaJj0GdjE673qB5TXBUuybONH7fT98YAn3l+PZP+GyYpF3BDaZ0MGSaxTTYxsES3LHw0oNQYRXHDfXVWmt4gdgyoVV7VTYTaGGr0941aR5pzirXh08WDcx6pl/howZd7dlbg29sswDNOMZg5BT2Nw1ObGwFgdY8rjlateB4q1Q2nDMihs3o9fvdae9VenVELT/biQWkUVvWpEAolknrVQmHHGf/eIPhuE5eoVULrfhbhcFHfIz96gNiPVOF1iotL1oRdZqVFYAc7Gw8dXM0dA8/PTzxhxq4LMI0fMS7hVo0ufZwGnl6eCCFyNPpgRQj5oUQQ+Q0DQxJZzjJ9t+9BDqnc3dUdylJkjSorW72osPl3xLF7mj0/iCNcAAnVlXuMmLrIdXeWrFOO6QPOhEPkjRoKAu+rTwEx/shsRThsgpra1yWTG4KIdRBu4JzEe8xWGC0AeJBab0d9EposXN2Iaq9a0LOFajIooNDetI1es/7U2CMjoSOIvHeM5DwKCQ1+EDzEe8iDs+6rqyl4n0gxlUrmvKAZ9Krb+QdlAK10nKhLlrhiF5lVXxA4qAU+82hJCYZpIBryOCR1lhLYa2VVYSXCrkKn+bG7Va4LSufLjO5Ni6lsTThkhvPq+pUfCIFGy5t57VrCtkeKxGYVli7Lu3m7j7Z+fNH9wCcrbrKX8H5ohXxlEgJQnBWxdXL1ZqwLo15LSxr/WJw9S3f/sv+cvA9jolAhOAcnE4M48D3f/oT//3/+r95/PgTf/vx71xuV/Iyq14xKtU9lLKkCTYywO/z1dzhhs298zFYSBWN9r/3lB5zkA7ftM/OO+2N7S0CuifbfbwEWzDk7/rYDoGz7W0xtJXzka2/oBuVPpNVqoVoohBvUdKdXrlS31xtsI4hEt274oCAw4ilciNbQqBKo6wOsiZXxqeJSEJwpGFU8guF52zB1M8dRy/N96S/JQ+62joGWIcrsh1y/JBfcPzjBlffsoHl/qJsOsLm53CYFUXTJv+UAg7Fm/d+qtazsVY96s12PVh1TmEh0ehNx+nE+eGJ8/mR0+lRaU3HiRCjZdR71anqTJ2SyetKq5Vq973q1EvC3eEI3qNwCYUQtFJoJSPVbgd4YL9tWQnntghlC3vsGnX0SWVXpOpG9XnbYsGm3nJrdoO1QWmO2rwNmt+FU4970bwPt95azVdra0Hehufd9vsenH1NrtWAuc2ZEnr+BsvsqYNdetWqFnJeWOaZfF63iuA3wR8sA7if9+90WHC4w358P7m9cuUMoq+JLJPPvpZW3je2n84X0a9BsZd6w76oPyYKG7GgOLSuX3d6dzEl7vEE63WRrb3K4FTHxl6/V4X79eoZSXyv1mqAKIIGipZ9a65YdcVRmmZpi9h985Tmqfa4CRSaBmJov5Qc1n/77r3cqtfFgj9vMMZgDr5IzwvKvV45OvC/6vhcpr72cV8WwW7gLBCwX/u6n/MtQ9EfVyADQSCIrXfVZJQGMBa4mKzpVt+s7vYb9s+WTd/cQSvs/r7iegiwDIK2zW7bspEayIhlZfs9R1bH7YRsbTfNweF3yvbY9Yu6xYP6WNDkUgfS6NgMOwfvaWg/T4cSirN+LRc2iKoOhbXEQojgDsba5a1XpNlvcCg8rzWFz+zneC+4Qxo4nxzT8EyKgwY5TX9nSoHzNDGkxNPDA2OMtFpppeK9QgR19g58JnsmeIdkua5iL4ccZAZA3gquts+y1712cjad1PfdAVmxYSDUZXcmP/vAaLV5yTum4JlC1AG4pXLzZf/Y1pAN6t6b4w9VK4OodjnpybY+qg+gVIOeGQtf8J4QIQUYh6bBTkOrVuIMIhiIBHAKBayWtFprZVkXgo+05gi+ME4DUiNyuA59BmVvRXBAM+a/PnwYHM4321dNE6LOgdf71iq5CRm1y2uDOTcua+W2Vp6XQqmVS22sTbiWxlIMrhsGhZ/1pAa7vutLpxXUfVjynWD0WIMv96XsoubuldlWQu57VhQ+GUT7Gs2emQumwX5plNIo5dXv+J2ON9Vwr3rc/d1smIPoI4HI6Xzm3YcPNAfDpL5fKWFXk/2Bgy1Rx8G2bnJ6qCBvlStLmklAeS33S7jxBMjeK92sd8X1xmI7OzE9fn+yewXrbuEtGOpV2U0fm07enCtnhQEHd/vYVKWSFjb9hzT2JGw7eIZWjROrVFWF/pVWcQIrIMFTz4NVmG2mWAx7IMqBTOP18UrudAnkYAvMZ5Ldb97tphyvTL9ku777Bcc/cHB1PL4hbDzAUFS/i2ZeqjZpBwvrY4wqB8E4AE2gBR22KbXaEMbBsll6a6IC0BuJhy2SHnUgoNNBZ02aOvG1ssw3xS2vmZpXVVqGya0lU1uh1ca6FoMNKjTEOx3652j4uuBaxlHxopnlgNEo9woY3Y4IEuhe914J6o6FXaYmmvFacyXXym3JlNa4zErVfLkt/PjxyrwWfrrceJkzs2HzN0rYrpO7gT4EQq+FcFsZOTQUvv4jYk7jcUntOZGNDaa//LMNwL5ZnHMbpbBDe05cEx0mfZvxzjPfbttg6ZJXY/H6hsrVb3K0v3KYIyDoutZSEVH4Yi1a9dwyT1at6s2iWk3y5mBEQhhwzlPFQ3Nc14rLfTBktay0IU582BrzxQc6xKpDEqKPeKcDEMchEYK3e8c4RO3JC4FhEOvNcZtB6BlOMThMqzoSoYkwr1oxnpfMbV4opXK5XCilKLvjuirbUikb61KtbduHItYb0HofSlRWuiFq7xkrfhEcFVCMe7VAwntHSNq/IwK1Cr5Vhc6AXSe5W+7f37T/smODwVmFpcv5MSDvVcR+yN2923WE6RnpzeJVZcnZ4Nutudwdv9PspGNjKOvf1Allmu1hNXr7TBIfks1bisb05IzsZ4f3+WOQ1XWJUYw75zdZra4QfAbXSSks02A9iq4zqm7OPDTFQm55NrBB7AjNK2LgWIn1Nem+iIEoupd8U8NeJeBFK1a+FQiemJrtR4+LwZIS2r/rnNBqhGaBogTEV0L1+huCoh0c4FoliGMKgYcET6eJ756eWHKi5EZtA+8ennj/9EgKkYdpJIVIzYVCMRi7swBE7vpmelVZ2TJ32d6YBpGdndCUa+99+YpQ7vfbsh2l7i1LsD+/h8b6W0KAFB3n0fM4RT7lRqAT9+iIlP6+hrNEoMF8LLnTgwbd+W6P8ZyjFq1Q9/cDKodeHcqKpzT425zxayH4leBnnPOkOBCc34ggQvSMo/UsWWUqhsppEEIIEAOl9kqgnqk3tjgpxTL94IpBoVtVf6CpP1BbY14rt7WQS+XTPLOWyss8c11XchFe1kqpjettZlmzytM4EgTGqsOL65KJ62ykNbpGvqmfI96D9OHce4L5yKC8w4B/Dw2o+9B5MWbbTsS0t14KapdKgyWbT5IrX4vzf+mxa5ivv8Z+sUloh/3qtUhx5On8QF0zY0gEFwhotR3R2gw4IgZvDZFxGJiGkSGNpDRov2ef2WShbhNYs1V6bfi0EjtU8910XWLw1l/pmWIk+ECMWsF1HmLsAavp7m0jsAdD0s8QS0wK+GZy4jdkzA6whw7TV7RUVB+kV6uoOBuwrWq44Zuexza7zu2EHSCUqskAbdlQwqXiut+m0FcXEmE8EYYTxIR46zuTowL6xrXfDLrs0fyrtT6ipXqAuuXUf4H7908SXP18YCXd25cd1y21UPOqwVXwOAJOEtU5QohbUKWzRNTZq6LB1ek0kWJkmhIpReZl4fnlgseR0sA0nUjDiZBO+JiQEGjOU2RlzeoUXy5Xcl41oKrFmv80S5jzzJpXlmXhx5+eybmwLpmcC8GjTZ4OBt9IvpE8TEnZ1k4xkLqR3KJw9Hzugp4t1bTZOa3UwVoat7Uy58xPLzfWUvnpZeFyy1znlb9/vJBL5adrZl6r4rrrUdne7U22HocvLdG2VG9kBo6rLK8+441NoC++l4kNSbv9KOlzyzW4qo01F67XGyJweblyPr1wPj2QVw2wvpqp/d9xdOe+dhr5SimZkrOxi6HGcatc7e5JcJ02PxHDgPOOIp5S0eBeKjkXbotClGw8mjXoK0RpqYrN7yxa6vSqs3gaB07TQEqRp4czMQbeP048nhWG5A06i+2znuQQjOrcHOU1Z0pt/PRSmXPj5TLz8eXKmjMfP35iXVcWu6my3cckdAnw5jz3ysgwjDw8TEo6MAaS80Rm/FxxFISF1kR7ikqF6Iw1dDAnUqg1UGz9NWD7pe7ENySAfu2xKXULpjgEWdt9h0ocfkNPghwixK0SZHu5NlHonbORE87yis51IdurTj3j2g0k++f2ZMY2v8cpC6n3kRATIer1Timxza3aAjR36HdVy6pBb0PWVYOPUvffsZ2/Vb9CwBnVuHe7/t8Zrew3GtyoZ+cRg9Vu3r0FV0nZqEKKxDZqhrl0yI7HV3XIQxtxPiBSDaYbib1y6z0Soo4jbBpcOYLCl0vFN6Ug7kQZHoevFcRxjgEZA989nPnzd+9Z8ok1e1pbeDo/8OHpHdEHxjAQfCD7THbrJizOzq9aMkOdfIMkvtKjnXCh2euBrQKpDGg/swveFHl59Vh2G21Yif78MbhKQe3e4xR5f078NFciCi8PTsmW+nDTBhQRgijaYRuQa8G/1V/N3llgm4Gi+qSK4LxnOg9Enzbb2UT4+3WhSKNVIxPBEVzEo85rCgqrG5P2uJ2ngWmMjDHw7lSIIVCkMS8L3imhjnMw2OgMmrYfHB1eqYqoKE14WQtrbTzPmU9LZl4zf/3pwpwLH1+uvFxu5Na4lawzgWqhSWMaR949viN6dfKHBlUuRFlpIuroOoitabUzBDa9Zb7Txp5sOnsHlv624+gd9BlXShPfiZh2WaoNSnXc1sbLNXOb62YDfs/jdb/WmyNftv/vfokDxjjy3cM7XK6c4kgiUMTjmzcfR9c8Ou2HHGLiNJ44n0ZO08Q4jKQYjJSnN1Non1FtRWUxV6RCroV5WW3+kyYYgw/b+8/DoMFbSloU8I5htAq26+dp2SWMVdie6ufcur1zIMFeF5r1l+4VMLHUhRAORGlHEo2KGLmUSCM0IdS2sRj3ap3fdEwh10KpCstHIJsNqKKwaeJAPD0QT2dcHBAfLbD6dfZ26wXH7NU3ydYvl79/kuDqy8c+U+H15ugwP6GXBkEzesfMLbA5Jb3sWi0rHgwDv0FZbE5O8Du85Vj52pwfa3LW1wYIZg5EoKpxqa1SaiaXwppX1lyY54VlWQnesQZtBRiD9oAN0SFVsyBpGvCRXShcj7i3S7H9T0yIBXUac9EKwG1eebnN3NbM89WyYreVy1y4LZk5V3Jt6nxhOWBz8BQD3I1jP7orfVTHhyz6G1Wrn2VnYTf0r9lc3mYgPGZkDnumi4H1v+VcNGh5NXjz17Iife19385mtDvnPXt4Z+hE3sgQO1uNDotRJ7sr6Zy1ryGXQm1Vh8jmXvUxOJJBjjS4qtTWkxT66YG6OcHqFwhDUqOecyAXzSjXGixLH5COnUfhXFp9auSsFalcGrc5c1s063q53si5cL3NrGtmySvLqvOASt+v9DBy32l9fzcKYSiEFolDMkahSkwDVdxemRPNxrtDRl6Z44LF8PcVmW3lvmkJ/xcFVsdveFWZ6s996bB8y3Z4y6T28Lezp93pje3x4Y12wffrswdF2+vt+u2xzJHoRIMt6VUmZ7N9OMIx3A7zM5INh9BsBEQfyKuDXTWL7J1VLVvAySG4cnCkRe701a3KDmuurf9K/RVK62UpU61I+RIIragzEKPq9BgJFlxFozBvVg3Rfqpm2ei+X7R6gVe74J3CzHxsSO+5dU5zU1VptF1xUBS6mWJARHsUam2kGC2JskO7eka42y8RKFX3uw+BWqvBEQ+6hP7a+1mQx+OtIcK/7ZC7Rx2LIPZbep+ad93p1mHAVUQr88dEIj0YYk8o2tF14v4N97/B97XwXq9n2qFPTRQejzgLsDTg7NW9tVi/ove0VswnUEgtLTB7IUVPiCqjMThcUOhfM5p8nZBa75IStepA7Vwb85pZa+W2Zm5L5rYW5lXRI7mojt5QGmg7gdi9Ms5pJaHnC4L1Y4egv6vLzpc0xyZHv2mtv/zhth22W+hqAq0aNLHWhCIsq16TX2Oav6Qbv+SWf+n1Xaf1f+2/34jONj2ypxT3ar/bKedjfEVU4zYUibRMMdnKpRpqA1rR4e+3dbGZjBq8dN8yeE8eJlIInKaR1ioxesQNxG0sw16H0YDem43eIcHqlaqOVZ1bKRWVa6cWo3t86ov0FMe+fsHLFiR7g7h6Y3r1FSOc6QgbZ73b3Qr0275jvQ86o88GN/cqc9+rfX+/uWavkvh3iI7uT+o/tsc72cWhr3D/gF9s4v+pg6s9sHoVSFn2Umox2ksVAmli1aGVvGRaabQidKaeatAgVwsvtyspR4YxcQrjBhWMKenQ4BSJnYbVBXQqlsP4CtP/AAAgAElEQVSHRHIQayQ8QauFVjOtrNRSuF6eaaVxywsv1wu3eeHj5cK6Zj59fOZyuSlkoFUcwhiE6IUpBZ6mxJgC//L9e55OmqkPQfG52CZqgFSxbEN31q1alQsfP72w5MJ//NcP/NdPn7jlwt8vC7k2rquwFKFUYc6q0KpAc2FvVLYnu+O8BVK2L/om3V2bXVB/Pnh5O8g6BljA5gTszubhc82j1GDKfpPti5wrL5cbpTaeX144nc48PDwyz1eWZVZH6KsCd/8TX/3zFx2v33enWsTGA7TCui7kPFNb2da0Z5gQNczROaY0ckqR4CKtedZSuC03Wq0sZSHXsnG9CCBOqUx1+roGXLlmm8/RjP3K2LKcI4+JdVa5d7UwpEhsGVcX6hAZXaGGgCsFUtTvMCdgXldyqcxr5uV6Y82Vv/5w5XLLVrnS4Or5eiGXor1+tVpPpKneft59QcF6AxopZs5LI6XEn/7lgafzO05h4smNDOvKx1shFGXKW9dMsCA7eFX80+mkgWcxaI1GYb9hdX/90Y3yZ88ffss2+6u/8IBX2Bxn9l3RJ/GMzvPkI56Gd1oJzerH08MZfX2HVu2fFIw4IHpH6v11FmjJ4f3VXI3kAhIGJAQkRFqINB+o3kzOYctqrmD3lFs1LL9zEMp2rg6MjXRLY+l7vcdZlrb3Om9X4HAhpIr5tHKAVOutgRH8CFma9qY67b/CO0JKqm9TIo0DPniGYSTY3MRhGPEhMEwnfAjEIZGGAR8Co+lqHwecT7jYGLzutVALoVWdcXWZkdqo10LNQsgr706RPDhyPtOqQosGC9KC630zSm5SW2VZFUYr/kppjVPODMPAUMomX8egqpRCKZpgyjlvAbkAxd7zbcfXdLt89nez0JujW8vKfLmyXDOJzDkJ7wbP9+fENQdWaQQHuapuQBQSqGx4bD0oPdLqnDsNrQkIWM+fsv1OpxMhBKbzRDQCE+8VqjlnhcnflpXrrBX0tWjwWerKvBiKgIZzcFtGTsPAEAPzOBBD4Ol2YhoHpiHyeBqJVvXUKKsakoUN2rRkhQDOpfCX52dueeXjvPJxXsil8mw2WoqQcAwhcB4ieEeMzuab6WgBBBYplNYYXGFKeqXPjwNxnHh8GPfevNcrZQmoYxD+246jwVRtEZyOthm8YwyOMeqsK+dBmmNpMFfhx2vhLx9XfnwpmvT77JO/rJ+/Pan5beeg9qdX1xteCqktpDYTWsa3aokqTRwpYbQjJE9KgXEcePf0wNPDA+fTiRgTDjG4X+N2vTLPMzkXLreb0ZBXSmkaXFnlqlStMnfdFZzn8fTAECPvn574/sN7hpR4//SgNjoqHNs7t1G9K6Qw0HkB1KWrVhUTJY4R9gQsbusRLbVYokFHCzjvGJLun4fzxOPjRIqeh8cTITrE6cgjXGNaBYfnNA2cTwNryaToqE1HpWwOm+3TcRo5n8+cz2dOpzPTOO0U7Ox28mtycDy+lsx35s9+now5vuaXydQ/dXDVj80JkA4Jsedlb860JxSDbtWbPbm5N9xVFEaWzbA0my3iLfOgfQO9etWd+54rU43uXYAALiVtzCtadu3QiL2KsG63NWduy8LlelUhK+ryjEFIHsoQCVKoJelsklFr/DbShN5z0QOeY/TdfcVaG8uauS0rz5cbP3164bpWfryt5CrMBdZqmGcxs70JojOvxu1sze6YNVTh7ONd+ypscM2fOT7rxeKNAOSVst//3bNF+nijh5Y9uBRrntTKlSdnC7Lzuvc1/ZwxcV/95y8+vpZ1adKbn/uskfbZG7sPqb1RfmNga8a2tyyZUgtLzuRaMLOg77TePKFnKQ2C1ypSG60oRCmaA5edpQ9EyOuKk0ZePTlBdELJESeNFhzVmskVcqSvX0tlmVfm28yyKmT25bLycl24vFzJpXKbZ3IpFFHmP3GOZtmt7vgLTmmOhY2IpDQHbjUYjMPHRGgwTEJzOt3dex2YWlvD1T1Tr8M+g7G57fOY3mYJ/LYV/7yy+tuOu2+9C6j2oAPYgwhkhwKyZ2qjcwzO41yfSuYsiNAX7MmQQwBvEU2HCu6EK6pvjtdJAyxQ9s4dcq08Uh2mte/Jnk7oOZueJGudsto5NkbVfh1E4U3Hn4dRoTtnlYK+MY57RlAWsspdZVjMCDSgGpvq0tQx1ef0WmtwpUHTkEd88IzDSgiBlAaGtGhwta6EGBmmiVILaRgUaWD9ZyFEmmsEAdea9s9ifaw5Q6nIWmhrxTchBVsvCTQXST5sVYeDZu7mT/sXaiPkgg+Z4AMlF4XKHapTe3/NXrmqte7rzjf0XN0db7glX/RUjn8wmF9TKHQrhYDavCE6phhowBC8kk802VhotzEhcoyTN0t8YALT7+pkPzF4pkH7AKcUieYchtD1gKI8pDZKKFTXtKjotGe1VO3PlVZxTqwy1Gg1EKURQyAZg5qXgZoUUtpMN/fgCgFnZB65VNZcWXLhuixc15XLvHCZF0ppLOtKbUIQJRbyzhGjQrPSoP02O6RWKE5oVILT/iacDVkeIin6jY69y8JBknRNerL6dznu3VIH22ib4HtP3f6aKo7aYCnCdW0s5fPKVc8nfS2I+rkA61vt9+7PGHJCxNa26Lw2afjOnWc+SGeV6uMBYvCklBiHYQvmkUYzmzsvC5eLwuOfXy6UWlkWrVRq5Wq14L5ukM3WKsF7lnlhiMqqG2NgHAZS9NSqLS1D0z7jJPHAEIkmssw/7n1PtTXWqj1uxSr9W31fIJds/Xia/HXOMY5GlBIc45Q2hJdWUq3y1DojpxCjt6Cvs8XuZs1caDrBW0ppG3odbOj1/RrudnA/rc8T8sfHx/Onv04/5DO73REBv8bX+z8iuLo/zMSLYZitZ6WsK+uycL1cWeaZddEemz5gT/A0V5VRS4Qla6bfec8wDIzjyLunJ1JKvHt84DQOGrH3THO/+tYs2mphnmdqybw8f+LT808s88zf/vZX5mXm5eWZl+uFvBZeLjO1VG43gwU6R/JKUjCeBk5D5Dwlnh5HxhSZHh9Ip9EMQg+CbOsb6cQ2UwNt2K9VLKhamJeVl1vmslTm0liqNpCuDbLp1Npkzx7T7ZYFh2JYbJG9H2YLbO44ZPT4Wjqgr1oXaovhvuW1+2bpQaTbHEE5fHnPvtQq5LUAjpeXC+OQmKaJjz/9yMv1hZzz17/4C8fnRupXHnY6nbK/tbI1pDcbtIvfs+3OOWOw1Ezm4JWuN+eVUtataptSJA1GGx20nySliRC1/8XZAD9p6jTUXCkGy5OsVP/Jo7NngmeQQqwNMtSlUiiUxeFqoDohUncSita4XmbmNXOZV+uvqiy3hZoLnso0RMYUmCZl2yQa+5p3uKi9kR2qWxvkRaEx6zxrT6MFWiWvXK8XYkrEYeL77//ImjM/Pl9Za8MtK2ud1ZmrbYNLKWGNZviaCFkEav3MIfglq+tc902+/Z13iYw3ZOPILHV8hXz2//7I4ZwQ0cDqHOB9sqbrFpQAxIHVaQwO1Z0qM1rB4BxR5yhFk7lOkIBzWx+MCCylIlSlgV6z0lhfrjpeICVSTHRWSbaElH6vVNVZ1XqAVMrNMRbzV+gBvyOFTu/u8EEdmSH5Q1+YLkSHEdbSqEUdijWvd/Pvqghr1ftbzqy16HNNk24uBPCeELUXK/jdQR9jZEqJGALT6aQ9u48PnJ4eOT084KNnmk54P+Ci9Q7FgG+OiA7RnC+Fy99/JK+FOYvOKRLIzVGlUWtGWjF6FhWIQgFxXOeF621RZII5Zo+PDzw86Byed0+PeO8opZBS+iyoev14Z10+psnuZdsyEF+S5F2JO2fVmVfy2Z1QY+kM3jHGQB3h+/ePBFdpIbO2leuq531ZM89L5nk2OChWgXRoI6rvbKAG2TIe3I4LdT0zXlfqOiPBs7pKzYEO+xGBUuw6lEoQrZ2noGM9/OBIXmvBHpWxadCBxdEfBuJ2ivtaaDlTvdeEpVfyilbV1oh4RBy3tXBdtHpeclHd2ITRKg4yRO0bFbueHbHRhLI2dCLLTli0WK9dqZU0KKTq/Dgxns6kIRnc0RIkG8mJJhv6EOFOaPGbj+NHGHV49KhN8RA7H43TlVoF5gaflsrfLpmPc9nIhr71+GrQxS9zlp2YLEnDrVdcWQgvP+B++k/cx49M9caDF7JvNppMbGaoEFPifB45n0cezhMP55FxCAQvVp2aqbUwzzdu820b6B2cY/SJJI7aGmPVinQumVIr67Iw3240ES63GzcUeVPWlWFILLcXpjHxYJWflCKPDw/EbY6LwqRz0aBtWVeF7efCy+2mifilkIvumT5gp0nd5EzRNI7gNch/ejzz7t0Dp9PAun7HdBoQp5DeGGGaBkKoPJwnnh5O5Fo5n7Sn1YdALpUUHFPyTMPAu9PEh/OJ96eRd0aeNXi2UT9fWsUvtZLAKx/NbFcvSmi2w20Jmm59ui3//2XlSo/d6exD+2rNlLxS8kpelTzi8nJhvt1Yl5VWrffKVHBFZz4hYk4COB8YxpFxGHg8nxiGgXePjxpcxdgJptiMR9OsfymF23VmXRf++rcf+M///Hcu1wv/8z/+J9fbdSsDtyZkg+CpfnMMMeCnpMHV+cTDw4nH08D7dyeGFJgeT6Qh7Ynlw+krtaVtgKL3Wlpu3OaFl5eZ6yG4WprcBVfFfsc2wbtnw3umk0MPTL/v3+96HrLff5ng4m7l+kY4VLnc4f+vX/v68THI6gFWN9waXHmrXCk0UkR4eX7GO2EcR3766UeuNyUf+S3H7wJFcGz0/X3iuzYsC3IPN96gQdF7Da5CgNbI60ouWatxCOMwEgfN/KRxxPvA+fxISgMhRGIaTIaU1j+vmbystFJYr1dqLfimN+eEKBlfgbVSXaZIIg8OUqR6oZEUZmQG/vp85TIvvNxWfnxWWOZ8K5QieDynQTO7cVRoVRpH0nRSGNaobG25KrNlzpXLRdkFn5+fuV2v5Jy5Xm/KePnyQhP4/k//wh/+8EdKbfzl7z8xr5nKBXdbAJ3pU0qxmS8BCbIFV76WXUGzZy1/6UI612X05wOsn82yHoIq1/+9/dX26fEzBEs0aP/K4OAheD6kgGuVZsFVQ8iiEKt25H+w96vh00zjFlz177detiJi7KyNuRaFdFoTPaBQDucYUiKlQQfhxrTh5/vVaQYjLdYj2LOzoP1hTiB5z2i9BtOQSIbhj0GzpdOkyIIOfdEEhEJJylrIWR3OqzkyS9Gqbq6N22qsqevKXPQ8blmdzF6Jcwe671PS/qdTDDwYquHh4USKkafvPvD44T3vv/vAuw/vCd6ThvM210tbHjyRRnQwl8Llhx9Zl4WbRFY8q/esPpqTq3MPaw/+UfY7Efj0cuXjy5VlXfnbTx/JpfJhfc97g7kuq1bYOvxva2J/I7hqsuvv1gXiXhD3G10Yd5nXv+0yv0vka5f2/u9KEKGDd//4fuQ0OAgLuc5c10yRysvsCU4ZxpoIzWasCWIzyWx9nFbZA1ZRcG2rbIkABWp2tOqRljc4YOt71RjfmnMGkRWa12pL8h6JGmglg2eOKVqF0W+JB+/EKlSOlrMSDDXtdelzpNRZVRjtbS1cV3Vu85qppeJFGLwnIoTU5aDb551gqhQjJLEEk0K7VFbEe+KgOv78cOL0+EAao+4vNHncyQV6cNWswr+1U/wuAVYPpA0WGJwl7PQWtoDe6OUb/LQ0/nrJfJzrL4IFvg37evvxtxwOIUjVVo35Gbe84D/9DX78d9zzM1O58egbNy8YNxr4hniIg+f8MPDwMPL4oMRLyYLJWjS4yjlzm29c56smO0M0IgyFEWu5QKu267pQauXl5UVJn4rCCFsuzLcbL5+eGYfEcn3mNA18eP+OD+UD0zQyTQM+mJ/ltF6fi86WvN1uzMvCbZ75+8dP5Fy5XmaWJUOfXwVW8WTjDBBbM4CHhxNPj2ceHiZwWf3WpzMPD2dwntPkSbHxeJ64PZ7ItfBwGg2yaMGVd0xRCbQ+nCe+fzjx4TTybtTeSCXxavt8wC+t2RsB1lE2jtUqttcdcj6v7Pau7r5dev6hg6s9f3p88msb/fA300Cd9agP8lU4WKFY4CE9IDkqLtchB7JldkIMjOOoM60My9oxy+7V93aIxTIvzMtNIVDXG7ebEkfUKuA8ISSggXsFSbMsNc5Ra1NHuQUz7IEQEzGl3cEyCZd2GPwoss3UyLmyrJVlySyr3qo1iTrnGYZEEJBSoXajahnb7aqa8ZG7MHY7c+nf2ZfI7QHSHv2/vXY/51j+UuVuyYjtvX1ddX6GQUtK3QgWlkUp2Wv9+Qbubw2gjkQrR7k8Bo2vXff+rAeCU0chmGMbyr0zrZUrNua2zuTmbI2805k4AMMQiCkSYtibXKUiNWuVoJRDsCyUVSu9rTajga90LKhnV7D993aZb9u8MMv8dvkrep3XrNkxhR9+LkM6/6fhSkXW1eiuFf6qgwYrtTSb+6aQqhgc0jzJRitor6UOD442F+N8OvH48MhaKjFctnM99hV02FtvNLbFvlMpvyR4vg/87zXZ5/L8bZ/7FqGF9CybY9ONlqPZ83tmSJw0XEUpv22dojM2M0uoNDhANQ4Oayfxsb93w3Tshep7XXv7tCoEaOOm0+Gta2kq1z6bjrOZJbLr4B5ctdYJBZQVzgGDD6w2q6eUQgo6NDb1Rv0gRAk4l4yOOCgZhdPKdWeLyxb8z3llqQq/uS4rpQnXXFibEvosRdENzSn7aA+slJiiUL0j1Ebs+nccEKsgO7F5B+aobutAN9tHu4HpbIOeSSPjyV7rijpQtukwTtF1z7lRq2auX64XhXzPM7lUTsvEuk7KzlnK5oC3V72EG8zT1tdJ75d9A0bzpsQeg6xXcr2Xbzc/xbHlvLbz7noshkCNQoyOGGCInlPyiATOKSKtcVk9Q1Aa9mLe0DHO60kNR4cF+m0uX3cCBZ1zRROyzdHpDIJNnPWaaCW32uurfUFnIwxGZgCi/ciA82LXwAgrLIAWq36Kf42oEOtzweDqulbS2mbPpdrIiqwBRmliqBLHxj3U/ZgqZKu6bckAp+MPQhgIcdR7nwym6u/WeLeVewL1+Ldffhzl52gD3WGkA1ZhZutr6r10a23MWed0vRVawdd18rcEWdvnfuX8nBiNfq2025V2+Uh7+YhcnvG3C2cPT2PiWuG0NIo08BXnhTElztPIaUzE6HVYssFIt+ZRxNpOwpaQVoKXBk19w2r6MWdLkFhPdCdkcoFD20rYevC0L3+v7GuyzKqhoomzjorpNlHbZnayL6FterozteIg2OD0PgurJ2u9D+Zf6agh0OTJNA3UBg8PN65zYc6VcRgO/rfonh8Sp2nQ+xQZHLi86miPVtV34W7Tf3H934ID7s8dkpKvEvz98R0K6hdG5f/QwdW3nst9v073pG3OVSksy8LLs1asnp8v3G4zt1lZy0pTAodiG7qiF786Gz4YAiElptOJ7z58YBwGnh4fmKaJNESC7625qkBbVUjVfJv523/9jefnF/7jr3/h3//yF6PUrFTxDOMjp1NgzZn26UVn95jxczZ7yHnHbb5S8pUU3uP8O0IKjA9nTuczzjmCC1qlW1brk4G6ZGWLWzK1Vl4uC8/Xmeuc+fvHF+a1cFsLFU8aRs5P78F5Xm43ZiP8uN1mVbBemzlLgdKOI4jZhPIuyJLD/SG7ribswMLyxhq7N577tYccojxxYlkOHUgoIlxvN6Axjid++OEHbotWGf9XHvemZj9bR3cSek+A45SUwY7TSE6O0jKX5dAPI5o9jUEDiyF6huDxTTNscfCcTyoj46SY5R6sicC6XlhqZcmVec7UBmtTp6UV3TfeQfLaczUEvaWglVUX3EbFKtIoeQUJ1CFCU4ei1UotmevlwsdPL1znwst1UWpkNyAubLIjrbEsq2XpZqNhtTk2skNQPQZLQx2dxyFQAiQ3Wuap0daZIJXTMOBC4N/+27/y+PSe9B//yfOLNgtLa+SWGUet2nlrzHUO5ux3y/srhfHb+65+WWD1xQDrGMtvP94CbW+9PbnhSsNLIzR11k/eI1MgN8FlDTx6P2k0lqaNtCENBBFiT7sY619AKF57Dirat7q0ZrN3rHdHuvHuuSDzDM1oN7R63gRqLVvmvBWFT0VLOgw+MBlj3sM4kkJgSoFT8qQUeV8fGAZt7j4Pj4QQmaazVie4sFahlMzzPDOvK59uV65LnyGU1YG1rGjBkUWd2Gq/OXivVTInlLUQnVCDp4WVaUg8TpPOZRFHdF4nvpWC5IKr2mul7kZD+3wrWjFu6rgILPPKJTeeRfhJhOaEaNWSHpDW2rhcF3Ip/P2nT/zw4ydyKbzcZr22ni0ofnm5gqDJwXE0h0yve/CBGKKup2CWTBOLwSC5r6W19xm/CQt8rcT7a1+Junv1IKbA6WEiROE0KqHH0xT448PAbfC0OnJZPSKFNS+sTbgUhY6GvifcPkMneE/sn+1UZ+amSZ0qwm1R6PKctUJZGiobTXiujlWgtEZpCkEcolZL300j76aBiCYPIpAmD0kgVGTQ5IHQEAk6FN2o+XWmmuk80w9rWSnWb3q53BTCv1ZjthWWAnOu/PVlZs6VSylcS8WbX+K8Z0haqa0Z8qzh4GkYSTGR4sA4nUnDyDR94DQ9EqaJOEx735VzBic036epc73BRH9VYPW58uySEB2MRmZxhAWK03225Mq8Vn66Ff56zfy0FL4h7/mrji3AOiYCXh1ehKFkWGeu//n/svzlf7B++gH56/9DyIV/TYGHP37P6dPMKolcK6vMNAp/ePfAv/7LHzhPIw/nxJDQkSCimjL4hkSYpoTzJ3JpSqJSxRIjGoCvRWc19p6rWovCUn0gTRNO4DQOPJxGhhR5ejoxDomH84nTeWQcR8YpMQyJcYgMKaJAl0Qojuus8PDSbH+tRXvSS2HjQnSe5KL2lg4D4zTqjMvxTPCRYQgKeQxKHCVSOZ1GDZrGgXcf/oALkTCcOD8+M51/4Iefnrlcrnx6fuHqhKfTxB/fveM8Dfzr+3f8+emBR9fg49+Q8USKSkSzOqjmP3ztuOsxs0O2lpkdnXKfBNVP9fZ3TDT+j4IFfjlfcf94CyxdryGpY7E5ZZalzNluGzyiJxZ3yFuTPWHdN53znhCisi4Ng8JjQrBhm92J2aOKjkld18yyLDYUNavDgGZTYxpIMQGeEGf9LXYemnHQLENr5Y4S1jkdwOljMidIoWBSLXzpwiRifS+NnMtWtVpzYS2dfUc35zSO4AO5NmNcaqzeMmNeHSh37CLfF+heKcnx+T2bfVzPYy3sqH8/y4T29d8X94uysMnJ4TVODlulZ+OaZihdE6plVnJemZeFdV0+oyL+1uOLFbn7F90/49gqLT3AcvQmXw2wRDwpaqdJOGQZZbvAlvW1puBgARpuDxa89xtrkDPnTBtiFdufl8ztulAbzNVRxW09g8ErbiMYBryZTHCA4PTKRa9UbSQCYnvQrnXJykrWatWm7rjvV4WaOuvlM0awUrcKwzZgG+3NmGxQax9gjGjlQveQIKKVq2CV3tPpRHOe06Sz6xDZSUJEDtfebTTF+xr1ldzy4t8sE18OsF45HXey/Y2OjNuD7P17jvJhn2bQQNdLt+i18dZLEh2koFiWYBHtNsfKaWbU+X7v8aK06A51EHvvy+5sG7OWaPWqiRKliOmianPL6kaWoLjqJo7cVAdujFRVg3zQvjHvYPCeasEVAkMItKpU7LU1TnlQvSno7zUn1IeAj4v1FzqTMSV7ua2ZtVRuy6oZYp+UfABPMYR/6fpZNHuLdGZUJcppzggm6WQK2uvlcQfWBTon0N06Sw80TTZ0ZIayZq6tKUpNdMgu9umlahP8mjPX+cbldtUm+HVVaNWaTb/tlas+BN77/bt71UpECF6DgW79Xvf23cufSdu2NXapO872dLtYHt9qsrurbO+dUS4LwTdiaKTgGaNVroYICKcUGIISUM1Vg/L7ypU+0UmowGyYrYmgvX3VoG/zqv7A2mAtCpH9VJ32H7fCWivBOaZhIHrPGAeKWIWvVl3aws64YrrqCJdQZ+4YdepeEdPFCrHSgKZW0W3aQKRXt2DNjSVXrrnykgs+QvIRL4JE1WBF0EqcCANe+2tsqPzx5n3axlPYih2u3pHs5dcEVfYpfYE/X/4D4mKvXm3vwyCPTVirMBchV+EtX/C3Hvv8v4P/ILsHuf1e05dSC3K7Ul8+0S7PcLvgm3AKj0gceFgap1QIvkDNVIQxRU7TwDgmYtB+vG4rnbFNOgchqPyrX2a9b7VRSr/XimZn9JMmZqccwchMhiGpj5qsv3VDWIWtmhUs4XKsXHk5VDC7rySHlpDt6u+r4LwnpmR+8UiMiRSdklR4q76bzhHMH5n0defzmTU3Xi43pnGg5EyKQccMxchpHDmPA+cUdaYrAusMzuNa0eqVj7sOenV8RnrxqjoLO2R/r1D1F6gc3CFP3tBh33L8wwZX8urxm+fW98Th/2rcTdOZcluWzCerWH28rcxLVmXV9nKr3nqA4yleefYlRFxIqpB83FifnHH+iuXa+/Lo7IzEaTrz5z/+maeHJx4fHvnjd9+RS+F6e6HWqiwoaeB2u3EaBm3MbxWRyhADjyej6rw+U9eZqF4nEipSoDWPDwM+TbrRWoRQYMmI95oBMjjWyzLz6XbjthaWrE2K3nmm5DhNE3949w4fI6chcVsW5mVhTEE3tWgmc54XWtFhhRs7kzMD4JzRbu/rspW3D0vTjepbOntb4zcSSIK8YaS/sLM+kxxF6G6Y76ZgkbVUfC7Wh/bMsi6fEVoccq6/7ujyKcfuMzPweKRzqLlG8I6n0TNGx58eE//6bkRa5ZNLLGujLIFLCtpkL3pNglNlFgNEr5T9MXidCh+DYqy9N4XnKUUdslIqL88vWr2t6lQoO5M6uLSKSCG5yHmaVFiQYzgAACAASURBVEkHdcpCCgxnpfJ9GCPToA35OghS5wARbJqSOLxodXQcV3wcSOMJwdFcQvCspTJnLfNHr/WJNi/MVRt3b/Nic2XU4a8oRMs5SEMyHLbBFbZkB7i8cPv4d9Iw8f7hgXfv3nG9XHl6emJZFm7XC6VkvFR8zXjgHDS7fAte53WY07uL3rdLg7O98VZC9PM8wVspozdec6zQf75J+v+2PSc2GLKIQZhCVCOIMBEINGL0TNGzVu1/K02oneEvBJRT2JqgnQGtbOt150TXuuJxDCHinMdb431tjUUyVdQpaJueUP2Z0kgaBkrD9JrQsvYSiFSaM8IMO5eKY2mOAvgqFITmFLoyifDOsF8hRqbT2SrzHwgxIT7h4kANAX74gYo7wMA83qnBHsYJHwfEBwgJcVrRFYQhRU5DJIXA+/PIFCODd0xeex/PYyLFwPnxHefzE9P0wBBHkk94iVAD4iotWM9Qqwr9cQ2JgRo9zzXzwzLzqVp1xrERdTQMHlQqH19eWHPm5XplyYslTXSERy0r6zKzLhO3eSWERM4KSRereqssBrxXqKCzTG2npI8hfCaFPRlyFxntmp7eu9ODjdcQQHuRNZJ3B75BcMQp0JyQpsZQHNMK5wmtKMfAWhvFOZZmvXAvWsFKIeDdkchCoa7J+vB6IFGNtl1n/anuC0ARJanwU2LA410i47jMN56vV2IMPD48MgyJP37/gT9/9wGXV3j5hCtF+2dse8ToDXZlSSljFu59gCkGghissVrwWZshxKynxILfMQ3EMDCUShlPLKWSLlfSbSalxMP5gRACMWpCLi+Bm6wgwsMYGKInDoGUAjF5fApIClYq6vpEwPrWmrG7at922/TfXS7A3S/lzx7b+6RnW5W8xHsGuy4+egie6lW/r6Wx5sbaHAuRvLm/rxXpl7/2V/c/v5EQa06oUkAKrS5IWYheeHw4UcSxpHcEP/JdOPHfZGLOmZ9uwlpXHqaR82lkTEkvO40mBWkrtIJrWXtgc6YsK1IaoSldShgiMnQWSCPlsUJALpllmXEoeuX/4+59uxs3ki7PX+QfACSlKtvdT/funj1z9vt/qD1n5tVOz3S7XCWJBJCZsS8iEgAlVdnl9rPHs7BVoigKBJGZkRE3btwIIlxOEw+Xk0mhj5kcA5fzmZNrBkzDyDBkC7hCgGh1tEKvh82czid+/OEnz6Za/1ULdrfpYKMQMmuFqg1uM0FWUrKG0DkJ4cGA3VoNwM6DCVfEnHj8+Eg+naja+I+/PjKNguoNYebxMvLhwwcuQ+ZBIg9rJbYnZHlGpgvy8W/IeEbItnh9zL41D+7b9XzlsfY9rfu29yq4qtai5Htm1Z82uILfGGCBo8+b4CqbW+x3ZVkWvjy98HKb+XJbmRdH8np2xwOGHlzZvQ1ECdYNOmRXWfOv6MYpgO75JnOmQjCBAIn85ae/Ukvhp48/MP/tbyzLzKdP/2JdF2K2nllPz0+EVpmXGaOHVF8cCVrjS525rrMFV0tFY6NVqzNRBiRdEJSgwXpnpBdaEKrAXFfmsvA83/hyvTKvjWWtlKrWfyVFLtPATx8eSHlg9ODqeruRRAwJ9e7Zoo15Fpr3JGjuwalH9s2djw22VNl46tvgHQZU7x7oNplfY/h3mInuRrMDCl9zfY0nfDyPOVIGDFmgsYTA7bbw9PTMsho9483xe430XWC15xT8WRduFf/fULyHMXIZAn+5ZP7+MFhDwJq4hcr1mviUAqvTWJsqwTNcJmfr/dCiORU5J84eXAX3hq+1mGrmsvL09Mzzyw2VRJOBqnBb1IxorzaIgTAm0jQQQiNII+ZIvowMKXE6ZS6jSbBTV1sSKTrEHqAFD64GxmFklMDFmxzXZuPxfLPariYBUoYQvSbQsl3z7UYp1WRZUwRtrNV6fg11IDXLIp8HE0qI2B4e1pn58yf0dOEvP/6F88cf+PTpFx4vDyZPvVzRhlHk6mr0mmhBxC+96Sd9Q3G067smwB5YdZTs+Ltv/d33hvTvIcxd9c2JZxQBciLlTKZxRkjSyCkwJWFuloVZG8wqLGpZPySiPbjCMwLs60/pFtfm8BATUdQa5XqGpRVFWmWlmogQQLCtKg8T0+nM2mBdrIYoaETaAlo8qDJZdEFNcKd5L67m9O1ibTVULJhTVVLKjNOJYZw4PX4kZQuWJCVuTSFErw0TWgtYaV80la5hIo+TsQOGEUS2feE0Zh5OmTFn/vbTD1ymiSRClgCtUVdzbqfzA6fzA9N0IceRJANBI1oDGhoaccl5A9QUteAqRp5q4eflxrNLUatAXU2oo7TGqsbE+Pz0zLwuvNyuLOviGTCrxWh1ZZ1nltkUaFPKZvtLI0Whhe54GPsheJPnXZAIFwJ5Oz0dp6LTmTcEYvvLA+q51ZW8/pUhdCrutUUhjIEkSh4ieYBphPNoNns6nwzka4WXdebLvPK0VsJaSZ7V34UsPCMbICaji4qYzW0KUVaWtZqdcD8hxWTAT0gMaaIFA4jmm927y+WB6TTy41//g7//7T+otysvAm2ZkbLQWkGDOI3W6H+9hrPXunT5aVVMit+zwFotZSviwZVdGMM0Ec8PjLWhp5WlNkim+joNIz98+OiiLWav5wipvEBrnEfL8Em24CWmiHT1iBRdnq8Pi0PE2gOsXeikJ+P+kMPnTRSjBVpwZdkTDSYmVhCWovbVhEUjReu7wdz3CFr81sPcmntEzALPiupKqwtaZqIow/lElcBteiCkEz+Elf+oE9dlpnLjumAZmGm0QDcoAQMuaab+SStQLbiq80JrEJvtAWlwwamUGYbJ5rBnlG7zjafnZ0AZBstKPVxOfHg4W/Aqpkp6miYmZ1xNgwVQMXqmSiPZKcFGIc0GtshAbY3Jg6vSLHvYabSlVpBAqQJNqWW2OvHQSNGuZzpdSFlMEXFdGVpBoqnOPnwYuUhkLQt/+emBITXm20BZAw9nE4y7pMyDCOdSYZ6hXuF8ReYrUgumqMWvBtivFXjFUXrLWu2Dvu3VPv59T3WoFuX/Z8HV+4ccHh1vwH5sJl516w0wr8WUeEplLc0oK05b6RzzHqEeHYdtsUnY0quyobiyf/nmIrBRLbI3b0Orof5RWOaJNZk6kVZDzlNQWvDmmWr9TahmfIcUkWnkNA7WQDLn7RrkgCZLiFawHvx52Og33VAEMQpQEEVSRLwfh67WoE6XG7ouUBZCW93xrNAaWZUpBBomVd+CbsGKx1mWxeJuD90fHVDL40gdU/O/VqfyntHUr/zt61ceaVrqm0gXOpnnmaUsfK2J8L9lrGUD7O7P6d/D5ggI55x4nBKXFBmlotI4R4hZeBgCj2Niro3iHPRBIIuQvY9GCoGUhCEZTW7Ice/QLkLN1tclCDxeToZMh4zGgabCuVhwBZYJGHLkw2ViHBKRSpLKkJKh9SmaUpvPP5zesdcFsWWbkiNkRoUxuKltCo6+DhFIGQ2RVicE60w/5WiS6WKUBm2VWhZAiUO0YC9FzmMmSiCSEDXggFaRVgzNDkJOkXEaaFqZrxnRQo5Y1qVZJhCsvic5GNAbkH4zHHo1P16rE+1z79t/9/pvX/1m/1e/LTawARJ+4Vas701XgSQBQkLEAnRrRluRBrRGkEhyqqn5xzvFWmEDVOjCJg1SCBtNLnpWAixDUnIiBruhffMymdXANNhcig1UIyUqSRurCK1GivcH7DTGIFjwJmI9imIkixI9+3ukNHbnNnoNa0rZsqge7K/DwjRUSlFaNCoawOC0Q+vV4nKw/nUaEpfBahc6Kj1EWxM4VQxVHj48crpcTJo9J0KKaBCa/2ccQqWVQp0XdN2lsdfWuJXCXJWlZ+L8/rVOM3O7LgpRwkZ3NbqREMURb7WeTa02V5FtNN07QPW9qtNuoaO3psD328AlXyxy+HkLqo7n6Ptl2D0Zl2kXD8REIGdhGCJzUlPdE6PrdoR9HAeW5oh9dQjOnc4dHBUXnrC5aXVQ9tVa4zQkUgw8FOtLRRys+blEaopoCJQpUx/OpJR4nAx8HFBYF6QW2ztTYIgDmUQeApdzIgYLngKQ3WdIXcEyJaurVqv56vYyRms2GxoWeCOEIVl5gATOzfbqecxoGckpMcnBWcf2i1O24qUxuciP139B87G3msv3bIbq/dcxRt5f9x3H3X68ewYiZnP6ehU5xN9qgh3FfTR1/+wr0dU37eBv3rfveIn69jkHkU0cJaEh+QWVDZyIwaX4Y6DGwBgjLSVSTB5oG1HYsqvBVBxjYMiZIIHTyWr7WhNqtffu/RljTF4eIJvfmpOra6JePxXIPs+ir5foVNsUo2erotPefT2omn1Utb93ur3ZDLvWISfr++rvO1ZXbnTf05atrTrxStWcw6ZFgGfntRVaXWlttR6wYsIe/VqnYeDhdPKvM+eYyKEQvU1Ia2YzpfU+YwfcvtuZXx37t/vy8fGdkuAd2C+bX/89YPv/gsFVP/Tdn2w4LVgqzeSbrb/TM9fbwtNtZl6tgLjXWVWnqmw9m8yD8DPaTQ4xMowTw5CN+vQqwOrAnYg5uhoCSSbbtE4Dra2sy8IQTU7z6fMnnp++ENYb51DJUVnKSikLoYI2M7qP00A8DTw+PPLxwweGYWQYjLYiMUPIgBJidSOdTT1GwhY8qDZrdBiFcDJpz5gyIUVigvryC1WE9XajLAu6rsRltsLLYkXAQSs5W6+NRaoJgFRlaeaKL37f6z3ocximjoi+spLdAxTuJvivjv6vBGHvO8S9Hs44zKhyvb7w+bOhKL+3z9VXr7F/F15N172dakaZRDnHwN8fzvz1ceLHMfBDWFFpDCdYcyTUgaBnXpZCrM/MpfIQhXOMnFNkSplpiFzGwGkwZ+t8ssxVByGGaMXErSkfHh+oTQlpIOQRkE3MxbE62wSDugNtXOccIw+niRy6iIa4U+NOoHidSQC11BrTOFBLMWPcVYfc+XuYMrfTgBJoMZtz83ixGpfW9lrFVmm1UerK7Xa1AmxpqNjm8jBN5gyTCUTLgtUZijnfYwpcziM//fjIdUpIfWG+Krk1Up0tCGRARBi1chaYg8kC+8x5d0a9Hu/3XiESNqTs99YxqHK3GRy/w9vzHrGM0izYmRtcEQjCx3G0YNUiKlIFKTektq2WLUigC6A15/2HEKhel9YVLXOA4MXFg7/3WlbmJVBbY0imelrqwFq8R1Ew+mBMmRAzTYXFsxRlGkzdrhbWZTSnsJpqpWsDEMQc7RgiQQtSC2OO5mCEQA6BFCIpJHLKpDTASU2SfC38+OEjWSJJMqdg77HVBzh41QP3EIIFSDEwnQZOl5FhHPjbT4+czyfOpzMPlwc2dUWEPE4M40jKmfHBhDU0wqyzyWCLBf7l+Ub98sz6MiPeyet5Xfl5vnKt8KV4nao2Bm923bBsR1BDU6c0kMUcLQuuYEzDlpUpa2FZ163u2OaFtfIIwQEY3WdND65M6OK3H+KBlG6FZXpwSARvQ47Q3Cb23RoPrBoxCqezBffr0ojJWlCHGFFJXM4nfvzwgZBuTL+YAETA1PaKBKoGKsH3YeuFNmVXQvQm4VMKjMmcxofTxFqVooFVbU9vcUAl8MP4yP/24WQsj9NETJEThfb0idAaD0mIceBhypxH68NzOickQJ0X6roSxTLi0bNNwzh4kKPEsJBSJARTdA1dQCRkE8CQiAarw5mi9at8kDPXU95avqg2SluoujJK4+GSAUghEySyINy0IDVQy4KUBYnRRWmO9kW3OjR9LWTx+7HFV4eNdwxWS5yjicN0+XpV+4zzXLkthWVtJnLT3lZcHYG8774G3aO51zb7XYVBCSa+FBKaJhge0LagxYKuGDM5Jk6p8ZAiWRO3aSJH4ZInchycumeeYkyJFBstRVe7Vc6XE7V2tUrunAerfTSBq2Up1FJJEkliYkzDYAqB45htrovN7yjCNA5M0+iCRNYwu9fRBnGwMginMaM1GxBXu69m9qPXwNnoBQ9owtYfrXkfzrLeWNcrIkpKjcCKtplaE6Uk1vWJkBpJTsSoxFAswEyJnx4/8JhHfnz8C//nX//GGAKP15/J69V6E5aKlIrURqgQEq9sy68F02/33ePr3wP2d6xIbBzC9821P3Vw9e1MxhuPFTi48E7566IO1lDPG+TpPnvNaWFDZe/PxcZxP06orpKlr1+s+1K1jdYKXwnRUcbGkDOijVsMBKy7ezY4luaKOVHwihw8XRu3rFXKmRCTUQhCdPRAXW6nZ7N2Y9XvXxD7J4kpocVkmTgJmGwsIL2fkbZDA0ajFYlgsp2OJMdmn6c22y6L10S8qY3SfVR61LVT/dg24XdDoe9wRN9DHt6+Zj+nNqVJ8+LxdQtCv3bu7z42KG7/nDt619PLtsElMUWrKSfOQ2bKMASfw1FICKccOGcTLxmC0KT/nVOkgnh2J+woqcuxbhneZmhXU4jqdTUpE9NIT76a07PlcUGtV5YYHkEK1k8ruRqX503NaRL7ZCKyFe73TII1u97nZ5SDcISfo0p0apI5Fk0bY4q+hgutFkoJRKzxa6PSpFkT18Eau0ZNBKLx99UbPzoi3pHCWlaGFGgxELVZ3RVhc/2Sr8Hon2FX4vu2cf1NGP+/kQXd0uqvzvdm7iN3a0xxFT6MVlfB64mkM5AMQVYMGfSfPUbe5m1XbPTuNzsBW3bxANnYRtELsAVtiRoaMSgpmLS+9b4KpowaAk1t/ja1GrEqQg2Q1DbuJurUPasv2RXcIjQDK7oYSb8uDtfXEeaULNgaPHu1DIW67s2L/aYCQgpxa1ScvTB8TNGaXm9fmWkaOJ2mrb5HRIh5IOZMTKauJdEpd7pnrrQ1dC0wL9YGQy2rU9Wl4r3/oHTEmr15+10LgWDOl2Wf7JOHw3wwdbFO9dpBxX3NmqDJbpUwIZRXc+0ryYPtUZ9ze6LqaNvd7onQm7q/PZnB0TEGNInJVgfbb9y/ccfcEXp3EHmdWfUL6/M4blnMXfCpZTA2XiA1pTQhtp6dcKdZvH9VzyrFSBLfJ7F9O4kwDYnTOJByYBwyIjZ+0trde/dMvtXbdpaJrx9M1AAxCh+hd+ky6mLzeiTNkeAO7dp69suyURKcweJjKhKsC0Lrd6VnpDqAdhiDHlzr6/nVx/b18X17orJXYbsrsrd72OaqfVkTYz34Zl87671z3O3jt/druZt6X7PGd3NfwOU3zav3FjoqyTH4LmJjrIcikINRfFOMBPGMEDuzSTzrg1qLgeA05S24wnyUbRvWHsgINEGjZU1B3DZZ5izKPs9C2AUseosR2db8fYAaXZ49qGWLu7+LA4O1t05x3/cYXHX13SVWQihAQ6QQgjpzxq2DNqNCujqqMREsczWmRMzKNAxMOTO6L3P0EFS3wWCfmdIH7P2xe3N0OuBXslXv+Y5uwr4p8PPO8ecNrg7obOf+fvPl9HughnK3wrLcuN2uLKs1XqutcpivHg8dDc5+NsWCk+v1xi+fv3CZTjYdxIwergW1/ZkqW4piC7Q8iHP5H+PAmhxnaBdOsbEsE5chUspqBcjLcmd8xtHUCc/nM48//EBMA+n0QBwmQh4JadgCNyUgIRGCB1+eKcgxMg3D9rlExNET2/RjMof3FEdKTc6TTbZwil1+qW2jU77MVof1vBae5tX4uKupWyneE+RwO/XwXV89txn578havTv+7yFO33h904Y0qKWwLKs17W3vGOXfmWnYrmC7CN3mZ58jgmV/HobEh2ng7x/O/O8/PvAhNX4cKtoqt9nkVwUrfP+SlOcn4UWFS4BRlEHUg4Tm9ARHbVOnXhhqNqTAMFiGoaoHMX5l5oSVzflr6kpGrkoeo5BkMAS2B23aXFZWLcNBV0mzdRDdhYuy9Xen14SkYMhaTMIYEw1T6Gpq4EdtK6pG99LgMEdQNAUuwxlQJBluEYMwxmgKkSWgDVaEW1Bz6MWuZcyJjw8P5AAv/wpUlKCVWFdSTDwMkRATT0viFBNII9W60d2+hxLwhx++G76H1r6HwPWQWvDaK4WrwqeyUiTyYzAZ3aCB1CpZlMlrjiQkSCbuoF2u2RXsNASk1S34SmIBxZAcDY19Q86082RN0os5gcVV2rTthdlNPfPpToUFV5YBbyKm1qdCi4q24D2y7JpyzjYPWyKoFXCP0T6D1spyuyFE1mUF6bUFI6fTmb/85a9cLhfODy+8XG/WQqOsd7QoE4OxDN4wDqQYmc4jlw8n8jDw8fLAdJo4nU6M02AUnpxNgStlojdKDtGcaG0rWlZMuWNBy8rtf/yL9X9+QiWS4kiO6s3OHbWvNqarFA8MzB61tmeugjvrR9tbawV6H7+ZEALLbPWWG2jpCMjupuwO9ftwF0c08v4VbwC1bUJuy0bFFB7pYjFdaGj7I6cFJhPCSVkJCWppvNxeKFVYloWgbaNTRzEbflMltsQyTQRxZ9BN7dZsPZqAQg5CDhbIDwmnzJqwRVOhqtnFotb4V0IgZrEaV//bFIRziiQRLqeB02hBlSkxKvhaEEzK2xRqC6V/UmFTAN4AcbeNg/clUnclmihjM0n+U4JVoUWhhohqoIjSurUVs7mrlfKACqsYg2DImTiOJrHfszcbW0cPTaSPlXd/xOHnEbV7FNmyVh1IRo0pW2pjXhu3xco3eunGN8/bj/8s+ywBTRltE3L+AXm80uZn5qpUtXYmy3ql3Gb0diWq8jhNnGTiPF2IYfCslQOVEu0zRzXVUzpACSBO28V6nall7moxxdUogZIa2jKtjr5egqttBg/mZKM1C5jqahDKuqKtGUUwxU1R1+i2CR3zxupR2HplWXuMo46oBfQ9aaTZ6nK1CbUNRsNPhvdfHi9cHs4M08g0JFIU0EIrV0RXzikQckKHEYg8xMTUGklsQlT1CvCQCDGZEJa3cfltcOabwaTPm1/zN/fM7W+Ixt85/rTB1fEzbKjEdrxn+rvTag6ctt4kdqYUK5Bvjsgfwh4HbHxDlV5j4GdUmOeF55crt3lxB6uj6+Kxt/Tygm2tW9+Zvgm17d1CgGFMaBOSnpiSUpaBKQq1FubbyLIs25uLCOM0klJiOp04Xx4JKSPjCdKA5NGogdqgJXPYwx5UdaQixcg4ZL+v5ph0iU6jvHgdTMpoS16nFs3gbsGVN61sjadUrCHrbUGrMkvjVqv1EJF9+trm8G3MSzti9gcHVvvv9ve82/99zGttlHVldfnn19f5+7eXI8LyJpRExKCgHALnIfEwJn68nPjrw5nHVPiYVwuuUqEWodTEuiYSjX8mIRQ4BRhQMtZkNWBKWSYEZHSL/j14Cn1yQoihoiZasnaZV11pWve6EGUrzM4pM8REkECWiGCOXwcmdlEDQ2ERcdS1B13QyYOiEF1ePosgYqhd2PrOWcZJ1YIi0C0jIiEgcTA62uBOj39+mrLOSlkN/iiwBXZCY0iRy2lCWmEIgQXPWrVCjsIpRVLOTDkxxEhFiGJObP88v3c+/Fo94e8533v0wO33bFvI5qDNqjzVikRhEQtEhmoOaqIySDQnwBuMqmmSOBrcnK7SCM3Q0NRcGU2sBkCCzZOjTL9iTp6q11FUU6xbltUbVjaKy08XzB6U6H2lBCqO2AbbvLuMsNkwK+4PmAObo/fmEkFro8wLIWTqWoixbjWz4zDx8YePTLMJV0w3C66WZbZ1UCvNA8iOAI/jaMIpl4mHhzM5Zx5OE+M0eYsOk7dO4+SZqmQ0Lw4GqBUoFa0F1hssK8vPn3n5nz+TThfGH86kkE00qHZKlGeuQqUcg59mCnPB0VyV4PVYpiiorVF0pXij9BjjlqFPKW5ZnuAnND/pPpPxtRrX77eLB1vYPbLt6/7MNq62ZlNWYrRi+nlZTTW1OOLtti5iQUqtjSywViUFC5Y6kNqByuyBuQYhRwvoc/PX4oJH2DksUwhV7ZqdJLLVtuYYeRiN7nUerXeQ0qht8bjTaUS+EQpeX4fHkyIbhVO2AEMJ0kyII/ho+GcowaznEKFg2Yvm2VBrHWDBVcWCkZdbZVZre5HE1PhSSk7DjfstZ98L7eueEni0W7/Xet2BiuJ1k1G8X5x9fgVr19DUlALXZs3mVfmq2Xz9/FcRgX/rws3fixlNDaYLcv5o4j8vL9S6sq4zS6uUeYb5RgjC+fIAQ+Y0TMSQ3A8xX9CyitGCkBh9Sfh6EAPu+/v3FhbrUmhVERViqObH+RpNrqrfVVzFs0HirCZtFa1i1HzVrd0LuPKr1yNrzrQts6Tk3IMrpXYKoI+HEVCc4u0XYL6nqQLmbGIl54cz54czMaetBrxiLVlEK2MykaGYFGnCOUSGZoAszQVWcCAhWE2kStrv0e867n0yOCRx3mSyjq/5vnf50wZXbw6RnXKm739KA2IatSzUdTEO6HKj1bIZWBf5c5vncXiHuNwo9t+p13y8XK9cbzPzshBTYkjWnNT8ygMdrn9vTrrozcq0oerSwl470AdPQiAmUzPSAaPL9NStBIbJkKY8joRhMtXClL3eqqt4QZc23rfJw38d8WZ3yvY+E2zqXwGBaIhx6E4NOGJiubraDGGOMbDWxpAKKpBWoXTufjvcz3fH6Z5Cch9sfd2EHw3+92S5tmnTQxvPMu4BVhcT+c2nfPe4q4F59f79Ub8Oc14aEiHnQB4iQzYRihSt9kCDkKsZ4ZyiiVREceTV1LBy7Eg+nmkylbe74su+0W/3TbxGZqeraGvUaGjRDkHgxt8oUnErYJW9oLTPe3bxA9tDd5XEIE416Ju2CKrWKBNHaQ2xjSRM5KK243j0c5lVNzqsEKJTYbRBWf11HfLwr36RHiiOeaSmxZA9ZCuoTaEXnlumot+711PiaHx/7/z4tXrB96b23Tp+lan62lrYfA01J6yoclMTp1lQViCLofAtNpOjjhBSIuZswU3scUGlVFNEC8HoI6UFpFoAjzZEg491L5o22xTFRiYF3Xpf5ez8/rKPda2euSrFL6HPcAAAIABJREFUBBhatQyM22JV3eld7PNbnP4Zg9FrO1WsOfUO+jw0cYuUMtM0WY+0IKScTDJ4yRuC398reqA5Dp65Oo1cHk4GeE1n8jCQ8mhsgc0e7/bWIHnfJ2qlldX65RTbB2LOjOcTMo5oSobUihg1Uq0GRRBWUcsi4v2ajpmGw/0xdoY5sUqwHk49uPKeV7Umb28QPIHxav78ISBAP2d3qu3xRms82n/d17ce/6a/zgU8mvelC+CZKKuJW0uzHo3e9Ldo8BYr3NPKxLL4Ho9u7RuiugPtoOmgvS2LWRMRy0QiTr1yWvSYzSZGBxbsY+oWTAW3PfcUO1/LnlmILrhi87zttlOtXUoIXvOdLIObxAItNGzgVhGlicm7o4eUnb+pbJS26GUNcj88fWS2AItt+/5jAKHjtXTnvgNxFihvAW4Hcqt6+4OvnFHZlA3vxAm+I7r6VR/iiDWIoCERxjPp8oFVK/o8oWugVhMECwLjYHVyOo0wDOScHeg2n+Pou/bhMlMme2lHsKxMCBFJQvA+FRoVdEVCdWV7r4eWV3veq1vf7UMHjGyOhMNHdJ8wCLr1vJL9eQSJr+bDYS8S1yCwipkuYrXTlbViAmirqaSq+yKhNZKLrOi6oLeFSmJNV5oIqVW77zkTh0Q4XdA80mKihbjdw1dD9SuDuf/FBrz/5jn+fWvhf5ngSvo/evj57lCg0crCOj+z3J64vXzm9vwLdb2SglKC+ubfg6K2GfC7DIsaBaVSeXp+Rlrj8fzAL1+eqQqPORGyEaCqK36H1mVLdQsues+R1lZam6140PuRoFZAEFNinM5oa4yj+tOB4KhsHMetCWYcBkPu0wCSbBGLIWZ9YdIdw8Pk79xb8c1FHLmwTcrqdnqhuBmqgMa0ZXasaZ1z1BuMOVGq0S1KbVy9saHVCnQqZB+rA1/7YNM7qn0cPdzx/tW58F0Qgt49VC/caGqKM73JcnHe8H/W0Tf0fQJ7ZijBdE6czonzKXE5J6Zgji4KIQy0FrkshYdroq2Fc4IW4ZSEKUfG5JK2glOSvM7DB1VcLStsFCVxtbiwNdG2+TqaY+BRd5874igr3v+kLsXvo38UDuG8YpNEe2WBbvOsop7uAhWlYfUFKduGchqmLXDqxm9Tk9o9JKPlKqz1Sq1GryrVFA6rywgHCQ4I0P00csw8nh8JVRljImNB45ATOSemnK1WxjcLK8zvn+KPg0R/ff6+/b3IfSB1DLTu6xZ2xC14dKWO/Nwo5tjXwHODrMIpREaJhBYoeaaFShpH0vlEc0euauPL0xPLYvSy6r17wmpgVowKarTMhNerRWu8bhfuyKZLulu9qmfU1Ghwpmxqjl0pZSvWb6W6w8kW0IsHF8uyOM2wmPIqyhCq1cW0Rl1WaiqW4XG115Sz1yT8QK2Fx3JhLSaasi7rnnXAmrXnmLeMXAiRYchM40CIgWEaLAsQo6G3vaZnc05wlR9znHWZafON6oqXWhvT+cQUMmtMXIeJdRaWGJjxZtqLqwpW7zMnVq9o0agHIM2dJ1XW6tReV3INIfD0/EytjZeXF263q/XLqnUH0UJvsns47qKS7z3k7qE6tUPFGgPo1vNIt8CqbxhmIpuDlV2aqlFboZaGqNU5DSFwHjKtwVOduZbCmgJzbYTSWKuyNshtD7Issx4c2Re/tuAgU/IAqm+Ofd46EyRZe5VdGMOzTZjYk2BNr/fmB40ubN82x38P8iUkNAo5JkpMSMPRfEVqRYCUDEiTYD2qBKODtuoCP0Vo2lia9XtbqlqRHjvhGwSJ0XoPpmxCP8eqRN3nUK393B0U3kPd33/o9r2DXTHAEIUh7n5IzzQaLbB6c+e2t8d5dRFWf2RZ5tc28fXj+2uRr/74ladQCVS3ZfHjT8Q80XKmvbxQlitleWathRiFD+fBwO8fPiDjhA7JZf33gEbb3vy6Z58kdDXBiDAiEsjDREoDrTXyUGhNiWmmrsXXiNuVtljG0fukbp8f3IZ6RrMWo1t7Xz/6ZxWrZWzRwoEQTBxHPIvWbfnmg/thP4t9XjHfYqPCegAfNFJX0KYssiLe10xiINTK1Aqxrdyev7D+8sQyLrws5heMY7MebtOJ4eEBmR7QyyNrPtPimzDyV473Rva3/p0/+k57+KcOru4G846b/d6C78ba0MFaVkvD1+Lywr1wG0T0II+t92fbHHzLcpTi9MLVuOs5Z06lUFtDxHiwODK7bUjaN4pDqr21bQPUji5ZqsGaFXtxiwZXcHK+fsyDPY4BOTgrhgrbxiAbXrFnJvYvf7Rlro6OWTf2bD93/vcm2BHEutEfxiQGc95i2DMfW+bk9aio3jnh9mBX89sQzOP9/9rxXUHVfrotJr+7vl4wq84kfY/A+McfxyXe67r3rNM+FpZetawO0htT+ldwql9wznr/XP7Pjt7tn3bPWLrgSXcSFEfV1JwJ1S0Ys+zQzglv2jeyfc1sZdEHf/KInO5zzuoO0OZqZD3l7pkFcen26NcV7ISbEvY2jsZJt3eIoCbusc+l/r56/Phb0NGR59jFP3RHj0MMm3R9P5P2i7sbwdcj+q3Rfu/4YwK194Krd6/g6OerCUYUbVYj6b29gmfvquJiJSawQxSTaKevlUYLgngmoal4A/Gj3et2xeauRHccYrR6LsQdenHn02MFP08p1sCc9ja4csjaM0EN8bYBTa3yKIR2mIb7tfTrCRIguLMQzPGXYCCLBW2wia6ESEq9Ebc1kLdAfHB6otVXaQwdmeIuY2yI0Qa4dQdozy5gtQ9joEr0/oQmXFDVG9w3yyOLuEogvhiAfuMMlfb2Ep656h04SjHF2FJ61qq6JPuepej3aYcvvv/4Vdsp/VXH/fa9v9K7tXxPWdusjTvpJtojB7vT/L5Vf3yfvdr/tu+D6mMdYtiy9CZ/aY5uB6GCM0U63d7OZieWDqh2UZfDPby/p3vGdW8ZEDbl1OPNPIIJPdNj+6sHxKLUJgTtKq+2F8h2Xf7mwTeWTejqGFgdr1APd509g/UHHttalB3I3a6XbWlbs+f27fe3LG3bqPxHILn/fOcMd8DueI7tn1fnfu/CcVuWMjKMSB4hD0gtm8hDcNqoxGCtblIyOt3hRKruGer+8/am23Pi88zspdCc3dGIsRoAr9WjTt8PdTPS+/fukvrPZod22uf2sbar6/foHvjudP+3rAqfy2HfQ2I4BG1+Gc0VOlp1ZkmQrZY7iQeatUIpaFgoy4y2RBoMzLBSmAkZJtSLubYWPu9Yqzd2THnjO27mSI7P7bnzrz73HWviTxtc9YWoxyf8JnVale0zZoUMWa8styvPnz9xffrC8vxMud6gVAbf0Ae3rIu44RXj9m8rTdnqbFWV27JAa/zPf33i//6v/43L5cL/UVY+/viR83Ti40OXlXYvsGelnAqIOmJQDe3fO5+bQZUAIe+IgTjtKWajIRCNZ0oQa4LpCHBHFYKjwHva3wUtQtrEBQQ8hbxTxnZFmZ6dYEP6u0N5DEiOMdseyt0r/3T+9HFzAdskutZHn+N7gHEggxys3RvDKt0wyptF8bVjD+D6YtqNRjc6rUHxWp8/ejN5e+xbSdd0W2vjZZ4ZEtzKyq0WRJShj3FSpDVSzgzjwFga59NIQ5zDfOBaazeNtgWjgmjnXruaYPLzutx0U7bCWfOmO131uAFbdqv3yjHlPqMZ7PQe8aE5OlDmFHa1PqUZ2IFCaI4iB0KYTQEzJwhKkC7IwiZtHUIXynBMWNUQuCbuCNm9beI1Jz2AjGLvj2fQgskzX6aJejqRWya3wRo1jiOSMhoD1jmmY+dfs6m/J7D69u82ivJX/uLIC5dt7foGB153Y5Nb273T3FRYFeaqfLou1NK4nCM/jCZeMZ4ntFYkBdBKJBJTomojedNfxdDlJsJaDGlfg1AWm1OanNISuziGkFJGYiTEbBulBEIeHETwbBY9EaPUYjVPWtXoc6posdR5LYX1NlvmJa7QqjXEVWMkmFCKNYVNwXrMZKeP5ZzIQ6JVaC16PZMSA9TQjG7nm4ICUaI3qLVCcesTE3flN1cHtMZGnnGNstsqxSWzF69jXSha6NRYiYHhw4UUBpa18OXlxmetPNfCtVRqaSzV9pC1VkSsljDilOZSHcGvFH9cfU128GJtjeHLxLIufHn6wsOzScb32l67zuB2XQ7PfUtIwA+5f/j1V79jrDd0U+9e1R1P8wNdHrzuwgYW0Ntrz9OAhMi8Fq7zCgjLqqCNW9ZN0GYp9h61qs0VdrsSHcyJyXrmSQiQs2XQjSNr+2q0Bqs9QNlzrwo1eEYYpFlNtXrdltnSrpAp1g7FEf6IklOm5WaOp+xiI1Yfzla72L8Hj7xU6PpARLW10/c4VKgq1s6CaEyXlO9YAXbyfYfcaKYHKfbv8iTfOe4cdPcPrKej9YPKcWcXqKo3qzUmzHVtrH1feucySik8Pz/z5ekLfeamnBh6M3lvofA6oPp9nyO4kGeA8YTETFwX8scfkXFkmH+h6UKMlRQqkqJlGrP5bXWLdwQ0UNUalwtWCwsbNmMuX1TElfZ6DZZIhqg+RytaV1qZLWvvxaqtFOo6A0LrrXmCZdarmPCL1f5FWuz7hq953X2IDSzr4IGYLRQfxA4gbcrUbtM71VWbburLWgz8iikwYMyaAaMQJomcp4lcjaa+zDPLqsxzI+SBcPk7YbqQHn8k/uXvMJwpw9lE5d5rHvrOyN1Fj6+PzRc9lKn446899z3HnzK46sZ9e8wW1O8OsFvzrV+Go4J1XZlfnpmvL6zLQl1WqJUk1uIsiyHd1Rd7N9T3KIaduKGUtXCrjS/Pz/zjn//kcr1y+fBAGjIB4WE6eZ0SBBUPrBydbE5taXXLXKk2lw4WF9DwmhMRo3MFUywL2dL3tafwe7TejfsW7fjN2NCpcIew7U63O95b1sKRsO6cyU4WONrfJjitptttvR+fQ7B0F4S9MopHifa7wAvfUA/IGccxef164dWzb6Kwd37Wu6Htl6/gm4rRbv4dfvnrzMG9s/HqE4s7v2K1AXMpLGtkrZWi1ZBr6Ui81xelRHIHcRgSY23mGNydvWet9hDr7jmvOWFzamXv9anK+xvRPXLcWqfeVUfL3o7SsZ7ieB68X9H2oyilFmIpVpjeKkGNhofsMsWWyPPgSvYANRbPgBwjfzxgPzgk9qRJsgcvah9z4jQMZI1ktTWXcrJMTgibStGu4uQX/dV59+qz/u7jK3+r94EVsCG1csgwmsq3o7mhB2v7GqgqrE15WVZCayynMy2aelUaMjQTsrD3UnMEdVfo22p8xB1fMWW6WkyeWjdwSTeJ95TcpqVMTINTnEcDeqIBQYpLxGP0KG0NrY22enC1rLRSWecFKY2C1crVPuzuNJvs8C4/3JtpmriLi2EQ/H4pEN32WcGXimWym+4UPAnWLNsEgA7ZQqfc0h3xzT4DB+ekNcsWNW8foLA5Kel8YhjOyMuV2/XKizbm1lhqpTYr6rfwvlhtmX9cWqMWu0+1FHdmlKq9VrHPk8D1ekVVud5u3G43xmFwYZG6yR2Lg1wbXftrmYv7pXb/+N3jnbBre/3rAEvcNOoWXHWH3x7vvwNlSBHFZfK9Hq1Uq8FZi7ImpVSjs1s2hC1w6/Yxyh7spOTBVcoWLIe0Za6Ig7NFui3ttEAvKRBMBCgYGVCczqdO/+8B0j4/LUMRPWPWRVq6bbu799KDQTYHt6llShSQttOf7XZ21UPbY/B11usB92E52GzlEFixb5D/znEwlcpuw/c61942wV5gWSujdC5VXZL8ffpXbZXbfON2m+2tBAbtGWVTQe1v/r5b/L0hlxuYPNicmM7E8wMaII4DaU5Wo4k69c0C6dqvovtD7lSpGVm85IrWZMvooXg2XZDq2U2X2DcMpxrgVwsdpOjU4FoK3VG2eWvBUWji4L5s1NKwUZj39cDhOvdrdj/V/ctOfd7YLzFva8N6gjWaVquhbY2mhdgCkiOxKTkrNKPHDjkTciEqUApVG/OtEMaRC39nHEZ0uiCPP0Ka0DxQw2FivXv0Pe+9MX6dlzs+++0A63uPP2VwBb5PoXcL660pVnqWqBRrfjtfn3n+8pnb0zPrdaYuBUojKiRVkhq9oqCvbr8evslG9yteG3O93fjXp0+8XK8M08DzyzP/8dNPTCkx5Mx5NLEJtHqtlTsZB9zb7GJAgx6yDByCa6sDa1poxVaYesmnaCDErj7VnebDB9gczEDnive+R4DxcUXRGr33VqcJ9LBmp+r1jdWyGbDd5qqe6amsRY1yUg9UFNidr/6pj/5ov2ZHQ/ov5LCme8Csuv/ZFnDJ4Xy6n3M/dDM2+yR5G37sf2cRo+pd+PVdxzfpWO89Kbap9msoDeeYV55uhS/XFdHAlAzZ7AMRgsmlDrkyDplSbbu6s4SdV3GYdp1eEg5ouhzmjHS6APvY311y8xNVrylwp1nEs0TuvG8Ux2BZi04hMzu/U5DEBVhSMOXBQNg2BvU6EBGMly5dedDrn3BU99DvZ8u6+QWYU+EF6a0rh7qITCtoKwjVxA+ikAgkjSZQEwx4sSqPfR7vg30c9+Ot+paR///gkG49/DaETtXD14o7gW7bKnCtVg/6XAsvWskC5yETNDnSrmgIVLUxF3e8BbaMRsPphdpYmtFVSquEZv3D9oo7OxyDNSvV56Waw9V7pwCu2lZRFZr3OapimRuTGm9boN6cEdADzxCzCx2M9hUHQ13VOpl1waCYRyRW2oLXlcoOsDSfV1STTg9iwaQWy+6qq2hRCE7/EadxizrNzG26tQWp3ubAAAnBqWA9Ox2CtbZ4ufF8vVJLJfhlsA2fOSx9jWuXTHZ1w1osY9XcDvTdLdaVpayENbCsC8tizdJrqbRYLbDeEDLZ6UIHu3A31fgKvOAojR5f6Xv4weD0CfnOJN6v27Ju4g7/rvpnLQWM8mcBjMW0KYr39BNrmF0aS23MtZFrZfHC6OLBqjX1PuwneqSPijuPTslyIYsenGx27M7utg0QqA4KWGBsoj0muhBcgKG6fQu7bfU11fy8pdp8zqpbEN4zbYrb98DGulHpMj7WRNlov2pqk+K12kPeGCq7A63bvqcuDnFUVP63j8NWLAgRSFjNXApHGqMF0qsLWSzNxq9tBuztUWvler3y/PJsFkUsMIvRGm33fnP966iAuNlG2H7vP91fuAfRCrRgtGGL9yzKCcNIaMXq8dJgmUdViMHWalutPthrJG1pus/RPJxxOp+BA8F/b2PTaqWVvQVD912CszMMtCkst4W63mh1pa3VRFpipitHb1ngZoCZffbgX9E/dsExAgI+H9fVAK+mpBDRGEmjJQB6LXePCNVtdzefxUGRjboZ9g1T+1pvJia2NsvML7WgIRNzJA6ZOJ0I0wNMF1o6QxpsLbJt9/fD9mquvJ7Db7zAwwu6v6n+g9Bt4UZa7UHJbz7+vMEVb6f6nT+tfdGawVrnK2W+8vTLJ37+7/9geXnh9uWJ9XqDpZDdQo9qHOmisHztzTfUzlLVVRr1yzPzPJNi5JfPP3M+Tfxf/+W/cB4HzqcT8ccfiNNknPpOl9LqQ9N8AQfb3Luzsq1hHz6ptqE30A7JignOhpjMqQ3O7/f70Me7mmcLXaoyJGK0zt1BjJrYG7QigsaIboGXWuPE/vF7DZLujro2q8uutbEshdtamdeVpRaWWlnbkefe0a8ewPi1Hpz4Y1C5jfM9cELfR7bRP06Ar01yvXvLV8e2fSJ+bUoPCN/EFb96/HZhjYMV2KJGe/+1KM/XQtDAv55unMcMmrmMA8nprgHrX3WaRpoKD+cTIpFlrSxrvb/wXlgjistH7fTQLYvzziV2pNIN+9FxUFUoxokWNQlkRCgd5e5OVd90UvLsiZpksLI1hewUxRwHU2ITgWqob13WLRtmSYDeXBZXa+rO1WqOpItj2NTwTcRWkDsXlVgLra5onT04LKArOcKYTQo+i62FNQpVTH2r+HneDOHd+H9rzvxe92Sb/W+f3zzC+4vqS00Pz3UoW4/jiW3RpcHndeVWhR/KyodauMTAw3liDEKkErGarJe6eG2T9URBTc1L1Wq3VCG2yrVYF5epFaQJqRWaq/jdKUcCorIFV5FO9/R6LBGaeOZKqtUTtMoaiimi4eqQrdrmPy8ulNBMgCKNDHlgHB44jY+M+UQkE9UCq5hGRBs5JppWUyVbVmsj4cX80pqDDhYUiUBtCxKsmWuJNvhxGaxPYB4J4+g1shZkpd4/sBVTE6smP4yrm+VgTop4ve2tFP71y2d+/vLEOq/b/VH/r4sY1Fq3oGpZ1y3bsInSdMPZHQgRXuYrjcbL9YWX6wvTaC0/QjBBFz2It3Q7fXRG3xxO9d06hW9zqzsgBxvXf0Z99E2UYj/z7oE3cKfLdG9adSXXZmp4KlaLtqoF2TGZvHrOgXGIRnstjSLwstRNDOJhLVSNjNkzdSK0ZPtvrxXstFJjcyQkZqMmpcEcyZgB2TJ+Ah71tc3JbdX6P7baWLzWzZxkyxLUWhzTVEKVjcnSg+KizTLPHUyjIXGvCRMRmwd0h9+Cq1a9BktgbZG1KXMzZdAYE/l0RvLgtY+7Xdgl1nujaZO038f999mwu0CG3S4lCQzSGEQYgineRq9/r02tv1WpvKyVl1JZPXP1SmoFgHVZ+fz58xZEAVwuF1JKpFq3+jlTXLQ1VDuN1p16gS3zf6ylO6oS+4PN59IOKuZMuFysBno8E4ZnQo3WG0CE6gB5DQnCcAiuoDXrxWjzrt8lF55q0qMbqvfdCyFazzzZGQSimILruvLy9MxyeyG4vmWMkWG0mtA+TaXZHgzeW5DovmCXiV/toypbW4B5ninrShsnApGUE3k8kXxN9ILo5qIwnbpbm7KUTuetFmhGF9jRvm6sZm6pylyUaym8rAt5jExTJp0n8uMPxA9/RS4/UaaPlkmWg7CGyHfP0O4B3k/YPbCS7mYqG5ix/e57Iiv+xMEVb83vqyirbyaKqvcqWhbW+WbNeOeZWgpaLTLocXpArakferfp320RXiCkgkmxqnHZl9Ucuuv1hmrjer2yzDM5xq1IePf2/GyvHda76XB8rW0qHTPqaJ2QQCxIU2+U+k64uSEsFmyFjbbSecf9WqxAWtzhxjatN8ZwR652P1s9w9ALSW0RVd0bDx57Uhw/raEEss3cnrg55MruPse23/Z9+Xi7vhEffOt4d1n8O+f7rYHV9iH2D2aPesZsp62sxZSS1hq33/X50beYXtwcoyBl38i64db9wdsP5vOw93ODV9NyC7B0C6o6utrlqTuqY/933jXsEtS7mhYdtWOv0tuoKY7c9wyUNDHUt9iG15oh6r0p5nZZuq95fD5u2dX+u4arETbEazY2Q1/LTtNV9UsUy1r1jaefZxvr1w9sFC1b8l6A9fuckm8dm+XQe2rg/cz6emjGNp+EJhZ8SlOWWplrIUsyemWwehILgto2F+BIB7Z3VbeVTc3pDe64tAPQErpt2eaobnL9h0kL9PfC0xUeNPRa1VKo/tVqRbu65zEYp9s+s3tdEr5bml0K2Wg2aKdVRqDuNs6DoGDcL7vfWp0GaJfa5720iIoJpWx06xBoBGt30Kp/7XRJAw4ONMtmDZqv88xtnqnNFb84BvB7wNPX4lYj44DWNtS6OwS98L/WtgUG1sfLgoDONPCoarcRuq+7fhwwoYNB1XeM690LXv3m2ypfR7vY58sxc7XN835zOtU3hp7QpNMji5o0+9qU0PY2APdg2mGt66ur3zc/m5MiPi99r/cmkLWUTTzLqJr1rnap29H7HlIHG90tvX/opmqgVAc4xe7ZDkJ2W2rz2VbPTgXcZM0xOqtEy8zLcXN99b3PFT3e/O8+7vfzgwXdRj0gmzLxVivsb9cd83tBi/fnSg8IuxQ7cKCQ7l8ENqC4z/tajdLca5JsLXprgsPnvguufN3iQZiCZYa8p51EE54QjOJ8f9lH3+r+86jfnT4deq0/gs01h/i0eSDjYGOtu0hNKav5umLxzp79PeyJCLF6kOkMpI71Kp6s71lilW0+NLX+hMuy0FQZaiW2tlPu7/bE3Ua93kP7bd3wXV+A3f5IjIScCUM2muVgwIakAWJGPVu23TVf/7853Hnrah6eeO0rHdfJ/tz3rog/bXC1MZv8pmyLHsDRUCsiXajLwtPP/+Ll8y/8/I9/8Okf/6DMM/XlSlsLoVUGV1xIYpLQSRvRJZW6AyCbn+bqeApq4RU0R8ya8OX5iXmOfPr0M//61z9Z1xs/fniAaYSjGez2c3MudrUoM7RdOapuv+ubZd9gvS0seTwReLTC1NxVZPpk3T3kXn8RYyLmkTSsSJxpRG/Qt9Kbwq0hMORECkarwJERo1LZNVd3lkptLN5P5Faqf1kGa6nNM1eWQdNNpLbjZHtAcUiy2vPaRZb2DVlk/+vuMnzvxJbDv/fP7efzEJrNyvzhh7yzoI+bmlHYlqrcSuOX68L0dOMyCLWORvvHauSLVrQuSFtJQclBmOnoerAsjX8vrZi0b2vuD1hzUaMQian2gaXzm2zWVUuvDdz7C9UOGrjipYjsva+wwls/mYkXxImUJnM02gotojKiUiB4JkME4ggher3IClJZmlEaxqkxaSCGBjlYw8Pgn6HTwdTqcayIt1DXSquNsjbKWlkQbqyEGrg+XyG+cFsWXm4zy+3KdX7hutzADXkjsLiC3toOvb66w/l9oNXvPu5rKb9+9KB0U4CCw2a5BzR7EkGo0gWaG1dVFoV/3m7kX4Qfp4m/TCeCZKsdpdpY1YbUSqjWbDloJ/opqIlo1KYs1UCb22poq4RISoXaIKRCVCFpoDVMqU+ioc66OgUPrKxZbTxrsQa41yu1Vm7Pz1ZDu66st8UC5bJ6xqGrHTrVVL2uysUyWlVqadS1UhZrohyHwQQFhjOtwYowPxslb35+ocw3dlI2JG9RoSb8AAAgAElEQVSAKTFAtjYHaRwJ7hSk4WZ1O4PVlLVsX13QQj1gNG2DTj0LPC8L81L477984r/9j/+HT8/PPK+3bWcOzeZg81LF+zqkPbja5oXq4btlWtZ1QYDbPHO9XrlNE/M8Y83BE73B+FHtDg+U/xicoFv79w7Zv3v05NpU1lC8eWNxrMl0FWdmdmcUSENiOk8spbK8LGiDuQrPq1EHp2VhbJHBx02BnCJJZau969RkJNibi0Ax+2qovL1XLauLh1jAr9qYby+ucFZpdaGLjPQ9FCwgqqUSJbgQbDgIB+yBhWpDV6s+HIeBda206OIGrrDZ98q+z1aCCdW0xovXKy0SqUlIeSSNE5IyVbzc4TAu/RpatRq+VneRou8/vhZQ25e1fVFSVHJSUrK1oGLEiNsC86LMpTKXQml718K3IKyL5vSGyP5cl2Zf3Q4BGxBxvd6cQmufVSSQcz5kr+7fo9dt9vo529+szUlozajFqqTzI7kshDoTynUDnWwFei1mRwfQg2qYj4Iac0O2gAPLYKn12tMaoBrPqgf21+cnnj5/oqwLL09PlGVmGkfSaQJJzCssTk+ttRJCZVwhxEjVTGUlxsQ4WuZqWWBdoVWhVkFboGqiKTxfF/756QsxJf6GcHmsDNPIGOPmo/XgtTeKb92XPSAWvY2BfY62s5wCnH78wezneGZ4+IE4nskffySeH2CYaHLo6fp79uLdJX/3FK8hh9fP/Z4V8acMrtT/0bsn+mPPOHVxiNrQWliuV16evnB9euL6/ERbFmQtUL3BpLhstZsk6UhrP5/ev//xvfsEqY54LWuj1cD1duXl+kxOlvLngB7um8WrIdoCK+uEbTTCshnrVr0wuRbfPLwPhyg6jlZsTkdr38Gsha3QOrhClwRrGGsohDeZDKb4FcQKyCuYsEZ3tvvl+iZbt43OeOtrraz9Z1dw2hDGQ1B1H2Apd8jNIa65t2vOde4Izv7t3Tmh9L9/J5hRR4beWZDaA+H/lMDq/ngd2PVnVa2Qv1TlthauS2EpbXMexOdsp0LRXDEs+P3saLajtVXNoEa1ACFoz/ocEFTpHorBV9KzNb3uaZNrbhvaZxeum7qWOYju/PnmZxkDU6s0Odk+YhHF6EcSeuYroRJoVFNqRN2pwehduUJ05SR2ZS4LrnwN9b4stVk9YO29TxoVm5eByrIU4uz1JvONdZlZy0qphaYm7doQajUa8F43uG8MXzv+SBGU33q+nQu+I9vd0/S7ZHbSXk1feSBbj6lVDWS6lsKX240hRIoKFefP9+vwoICN4nfnDm/vUN0mr7URxWxEdTEGQ4ltLnXZnI44exWVx/f2ecqyGCK7LNxenqm18vL8xHKbbVPuIhe1ORqOCU54DZ+XX28U1J6R6oqXQaLVYQVIKVPz4JRUo6Kt88L8ciWgRDUK2NCDqxRhSC5WoNZw2bNoIdqaijEiGhFNfp1m34/TSVy+eSmF56p8uV359PyFX55fWNqKRgP0juCw+sb4WmDm7QTZH3Snp4ZKWQvrurKWQqn2Vd0Jso1AdsxWcUf8P982vl5ghhcYut77H9lM0q2m0MRH7E9DiuTBAVGx/bFoY6kw18BcbI4t1Wp5Umxef2JzLsIO3nYIP3hm3CnuPctXPEPVDjVv8/XKuhibxbJZ7wSl0mmAugddfc1uDztlzUDX4qImvW9d29b4HnDYvi7eYkFYmrI0pUowtD9aSYHEZIFKn0P9XsPdXNL3rv3th3kzgl+rz9vmvLgn4zF87AGjn6qpM8+rAblmh99/L3u2qx3fUwb75zBbs3+2Uiq3283rDRu1dKpmfTe46mJBPbgKyTNWWYnaSCgpWr1lGEbieEKKEILtTUYtBtFDlbcc7uTReHrd+za+vWRBm5XXqddwAaWstFqZby9cX56p6+osrZWcB6wsJFCqrd9Sqn9GRamEqORcSbmRUiP4OKwV1mKsD+uD1VueRJb1xucvT8QUefzhI2kcCCky9OAVPazZHfDpfqr5BnL4frBfvqbzebIM9HAiXz4QxhPxdCIM1ly9i1Qd752f8TfNxe1WHx7fP7PHvvvvuy+rd8/91uNPGVzB0ZHuHjgHK+SF6qWw3q4uv/4Ln3/+mecvX1huM60UYm2E1iXXZSvCkxiM0167sIJudLRtPet716Ob7a2YcV3mG8uYra9Wp5IcBkz8svt1aw+k2oK21R3aFVN/st5cm+FWCNHkZrVVuqS0erbLuoIHpyoUaBVpFfGmhr0vzHGubdQXnK/d9P62Br/W2jfmY3DlcqnaWNULEVVZFYoHCVuQ5RFPp1j2f2WLYnfD2m/Pt5h294FV9/B+PVW7vdv9Orp7QXdG/3hH4msh1SEAleB8+8DLXPn8MvM8j9x8j85dBM4pTDFGUw1sEOPqVAXLdNZqyF2p1Yq7qyGgtQVi9+16nUTBUH13olQVdTDiLvjDvLt1WVnXFUQIwRSaaueuixhFIkTWJkyrUmrlNi+sZeVfn194erJGpqUYsjhlEx4wKs2CiDCOpprVupEHarG+WC1ACGrz3oGVWqrxzot95lIaa7E6tFnhWhVJwnSbIc/My8J8my3IKhbUtRAJw4Q0pZSVxYuqSz1QUw5T9s9wdNn7bSPoC1zemcHCJp7T+tirmJwtjbkpT2slzwv/eH7hZV35MQceo22sIY2kkMipkr0tQCtGVYlqPmgUU6MKCK00ilaWWLj9v9y925LjSJKm+amZASA9PDKzqlt6Z1ZW9v2faS72ZmVmekaqqyoj3EkCdtC9UDUDSHePjMiubklZhHg4nQRxMFOo6eHXX7dMikpMmdYsUm0xAquV2xuy2jPQHflt3Sg5U3LmdrmYPtyytbFwWLPJsumX6oRGuRVkDaQ6EU8zSzuhTdnKFQ0V3RQNlVAiVVcQoeTNe2kpU3ByCizbW/JG2W5WZ5icfj0lwmINhZdajMI7JdJmPa9KvlnNw2lGT7PNgWeEemPfrWW+5q8UFf71cuPva+a///Wv/LptvNRC8e+IM8uhcudgHZ2r9wXkKBtWS1akkJ3Qov+kGCmlMqVmlsWBltnO847j9u/Y+mXt+q87CBzOKwcDzx2tsS4/QnZNEmIQUgrUGkhRvP7Ysh5F4VZNXq+lkLxP4FYLTY09EgGtAamWmW3ZmDQNdiTDQd2dq0pvq9K0WTZ1y16a4yynzu43YNpeD20Z/kRMs9XfhYxI25nXgvU+Q4PXE+2MbuABCIfddh21VWWtjVtpXEsjN9BpNtthWgYDaodR9sX0GJjrZBa9du/b23euk4fdOkIlBUwnhOZMlSbftULOylZwYotG1eCZq7dbTJHz+cz5fB7PQUpph7y2dtfzqtbKtq2UXAwW6M7VkXEVuHuuUkqDITTqTjVuWRhBQ4KkpPMnW5fWQLta3bDURlBD82h1B+QYleqvexZrTLHB2YPuUFB1Zl4LPFm5S8mbZxlhOT+Z/ppnWki0Bq+Xiwe4KrVVYoiczidijBQN3EpjSonzVhARSl6pxWpDa17BExJCd7Ks/vn1crUsrCrJ60zVoddHyHF30nvPztH+51CmIoJlzhXmnxN8bjCd4fQZmU7E0ydkOkGcLTCL0BuSD3bDd7Y3Pc7eEUsZE8EI8MPBwTokLgab9Xvr6ze2P6xztfPoHHIfvTi6WRRV80a+vHC7vPLrX/7CX//Xv/L1b3/lerlCq0yI9wRhcImbYxWNvjTsMA1U7zzX+zAD4F62YFFaFLa8cb2+skyBkjdznCQ6hp/dIxiOVRusUbWs3qeg0vIG2qjrRi2ZWht5Mz7DaXkiTTNa6jigsZ5FhxeIe3ubMU5oRhzSc7yBHYPLiDIge4RwUK13J8sLW2ttox5oKwaZWqvRBa/a2FTZdGcnKmMx9JjycIJ2QRU38u59WH3XwXr7jOzOtgn8xxbvW39K3n44MjvtnXP9Y7bHSH9/3Q2MKpBV+HIx8oB//vzEazba7ORFy+owpxhhmScUp7h2g6jWShbYSmYqtojOJaIamYrRURvswAzzzr7XvIZOm8FRtFnkPXq/IjNoArct8/ry6vAVk41cGrk0u67JCCpuWTmfK7lUrttG3jL/+pcvfPn6lZIr62aO1HmemGIEzy6lGPnlp0/M80SdQYs1sc3q/X1CQ8Q6TwmWJS4OCSy5krM5V+tauK2VS618zQFJyvRypcjMtq2s65WSN7ZcyLWhYSIsT0htbJfKrVbWYgW5xY29Li6PAvLvyVr97s0X5mME0K7usehb9939QevLkREYgGrgUhtaMlWFp1+/8DRNlOcneDqRiCzzE6E1ltkgpVvJ1LKCKrF5/UQTUjWSipotY2A9e1ZSrJaJjFYsX6PBcUq2Rb3XyLTWLKrcGrfrjbxa9mq93VBVpjhZfQQ9Win0xuu5Zba6EiRQaKSYiOfEUhdqKaQcqcxUWantaoGAdbbskWfSpMGcJoIryFYKt9uNr1/+hrZKb5Qep4nptBBj5LydmaZETJE0OTRxSYQYOH96otUzIUYmN0KMBt+gk3+7vHDNlf/nb3/nf3195X+/vvKX65U1FzIY2VBwmLcc5/Q+c/VNOVEz1ay/DazrZrDA6431djOSnOVEnabhdPfT9Nraf/S22y6PtVe9zkMGLLA5jXp3rvqKdjR5RIwtcCaizejZC+YoFmBryiVbIOW85fGULMn6LIUkNIkGmcsBCZWEECTuUW5tRorTLGjUodLN19G8rmzrRkyReZ53ynUJDsX2eq3emzImpnkxAzxsIA1rGGsMv+J1jzFN5mCFnqHqwUtzqnK1DPHN+0JdcuVlaxQC8cmM03B6QuPk9Sr3mUl0zzSMHz0G175ve5TDN3Lpy7T1uMJg7akRI4wedxXWDbZNWd3WKGo14U0OKALfUko8Pz/z008/3V1/b0nQDfzo0MHmeqWU4vKld87Ve3WM8zy7gxWYWhxZLBUlyEzz3mHT88+keWJ7iazVbDqJ5qhL8TIQr6fvRrovrUOgh6yJozOG62BQzoZdV75dLft8s3sRCXx6/sw0T2Z/NWXNmb/8/QuX2zrmNMU0CD9ebpl5uTCliafzk9WaVWPUrSVTtisCPD+dWeaJSgRJtKZ8+frK5XajqDKfT8SYCMnaFfS6zu4Igou9GPW+OaphIFpCEOZ5QmNkfvpEmmdqXMjxCY0z8vwTLE/Q0Vci7A079l/vbd/jYN39LeO/g6Em+976zdO9u/1hnatjWqMj8vc1RqEZ/WneNsq2sW0r27qSDwxKQXeFbckYvWsKqsih1YMbK+zQNT3q/jHmOi6h97DqkXRj/jl2jPfrV4YRNPYbhc6GT+33M7DamCq01HQ69NjAipd7vyDBNa7TTdeCOnNRZ6iyhq/tkKXSPcXKfn33RZAcfvROqVc3sMfr47gemKDuBLYri5FCksMU98/3LNsdn9RIPx/k4h3H6luZr29tP/K17yGyuHsIZb//LsNjdjucC4dqVWUrdVCziwbKBCk4iXUwKJP1QrOIrXVO97OOSGTbo5EiHpFsO/RBBRWDBPZid4OqmFIM44mD/bnomUmjTW3NHKtSrO4qYqxM6bbRCOZcrRtbzlxvG9fVahVyrm4wmmMXxX5C2J3N7vwLHj12WAxi74lLW3UYQodCHmGrpQm1gbTGfUF/8WieOmWsGSlbqT72xamQe2H9jwvV+zLy1tU/7v97HLX7I+rhKRsP0a7EpEf7xlnH74ploC9eFP2SC6dcmAXUqdCzMhore2zJDdVHPcKQPWNVs1oT6cEW9flsJn+DJKdWtmyBpfV2Y9sM/lKcmc3g0HY/ptMd8tIauRZuxZy1ihBjZbmtnK43ploJ08SUM3OtlGoGCcHY39QNXmoDpygfkUuPr1XFssDaiBgrW4zWdFa1GZW/M05KVFQDpWzUmlBRoiYPygmlCWupfL3euObCy/XG19vKNWcLUElfl4Ib3TKegfd+ftOA6Pq82Vp1JLU4Rvk5Ii4O69Y/artbE+/ilofz9hX2sPYMYRtf0P09/9ugZu7oizOq3ekSqN6XrVSD2xVvRVBaJDRBHN4eGkhtTvpz0Kk+/81bUvSM/iCOOjRl7wED6/djyI/QY6D9ehp3ztJOtLG3ujhuhq6QXa83J2ZwnZcdSlfV6tJiiNaw+9B/7a1FeX/8kWX7znl/r9bvzaFNITDQIWr9Bu2SdiO5Ozy9xrtX6+j95I8tSCBNieTMtN2xek/3imdgJOwwQuHIFNjlTu9+P9wtx9oRQ+4Fix+nCdF5jLc9d51sZ9e/iI1xv/9hUx6yJPcjeCykkOEIxhAsWz5Z8944Wf/AVn19jA5XjhUJlpAwJz0OJ6UpjkaqI6DEWO+iP6PeBkjsfP0aj/A/pEIzm3fAAe8NIFctB711GON+/yFG4jRBnGjTgoYZjYkOcwRjSLRx9xcyrMr7kRuO3XF1vP/93vTaUvl4PD189mPbH9e5utMFh8JsgFbRUtiuF7789a9cXr7y61//jV//9lduL6+sxRyKWy3uqJiirU25eXFsRigWA6e6gbE7XY7fHmLt13NYGBSHjpRs8BFnbpmSgExGuDEu35V0605VoRXvTVAqeb15w8xqdQQSmdIZCZHl/LPRXy5nVGaqBvJ6o8nNisudgSoUa5a8Xb6wvn5hvV29mfKV9Xrhdr16pK0XWu4p2tas8kFUUSe0oHViDWvmV6ox2W21ct0yl1K5lsLNadi3quS+eOzqYB88/9ULGnd9r2MR7S7UoxO7/9VfPRiqwttn4jvka7+mnbnoH7HtbpTcvXN36m7HiGHmi8LLmskZ/vevF/7fv7zweUlMfz7BkkghMoVIoDKdFI2V+ZaZ5+xBScNU11bI1RTamgO1VVLEDMPgxbGuXBVxOF09LOq+JqgtEkb3K7QQaCEYPfe2eQQXb8wptLUCwt9ebxhNfOb1upJL5e9fvnC9rT7YgSBGQT/FwmlKPC2TZ3ytXqtV2NbshcRWXN4dfGtsa4aRPS+VLRcu60YujdfbxsutcG2BS00EDdxyJZTKtmaurzeD/23Wq+3lstHSK7dc+N9//crrmvl6zdQWdx0g7ux/V1f4fbtfpD92rPpvW3h/vyC+u9D0Uzv2P/mCfQx6VAlcGvyP64W0Br7mjX+9zJxi4E/TbIQqW/GaNuOvEpTFdWHE+1ZhTkhodh1NIUZrapliIsVoTawBOkFA7vTilcv1ZgZwNta1GCPTPBNCJBGIksx5zoVaGy+XiznvZeOy3QCI0TJI//Zy5ee/f2GaJ35+fmaaEqdlZpknI7AozeHR5vAt88xPn5+JYqQwaZmth81yQks2EqO8IlergUwx8tP6xDxPnM8TT08LIQpTs8yVhoJKIc4zJEE0cSmBawn829cX/tv/+Fdebiv//bLyb1vmtTauEikxeLNgC1oEic4CFlCPwPci/jsHa+jJe5mzaHylCqybZa569ipIYD2tJGMWGB6QuCHeYUf/0O09O9J1pYPwDo6DesmfyWtnf++GYPA6tqBmyLQgnKZIDUJV+1EV6wnY4LpmpFpd1CTKlKznZG6JSRuTuNFesMyV1xlqD2b2oJWqZZ+Ws7dGSaTFZPi6rhzZSMXHM0hAotWCNgpVNiNZWLMF09bM9bYiwDIdgqme4TMa7f5sFHIpXG4rpTZerhtftsJrhVuDFgPzciZ9+kyYZlTiWFuBnW4adwKdwGoYzN856/fH2A1aPbzXcrF6xqi0ydj7RCMxGizQsmf2PN7Wxm0zcixzFDvtvL7RiSlZJub5+dmzUZb5PmaheubK3tvrDxlcyff6tx+nv2cQ/ESMwpTMiY5RrDY9BjRa0GR6+kxoC9oK+fYVSqasHvwT651oIuu2i8eZRMVbwuiQ/f54qB4Qg0F8rCLxyWo9T6VyenpGJRDnk7EWVkVKQ5bKnyTxnMvIXIUQmFKXq/7YBbbaCKLmjMdIDNbOQsThqUGYlsDnNKHaqLrRUT7rttkYqQV8LYDpM9blwRtmx87eGoI5ZHR/0zkPUkKWhbQ8E5/+CQ0Tm3yispie83HybiD/MFutb/quXnr47AdP+sd1rsb2GLnwSEgzrPN2u5oDcTOoQ87ZCuSbFS1a0z53ItR6s9zTlR5iI4/u7cEARnt91sHJUh2ZJ+3QKt1j3dL3HWewyI06RFC9uaQRWeyF+SFGgiRCTKQ0k6YTIU4WSVChNetk3aiEDpEsxeoh8krNKzVv9lOy/5TeBYHdGxEfFxNwY6npUYxj0XSvu2o7g1OtO5NT0xGFO7oQd/I4PAo5rOOHwvw3c/7m14fbMSh6f/bjpx9/9/4a327D6OX9qNb397t6/wo6xfBWFKRxWXszYWO9OqnROptvIsYEqeKQB8f49wjLMbLZzAmxgnYBDQMW0+fL6qAsC6rBKfrVIoewR3N6QalijWKt2FpozYlSqme3aqYprFvm5XKj1MrLxeqdQrAeWEECydn/ptgHfq+/Ub8uaUJH2PZsaQgQHfKq1YIRPSKdmzn/WylkjZQWCJ0xyWU2u+HegwZbqcht45Yrr7eNy5rJuXkvEOjw1aELdqnYM2rvbspvZRYe5WY4WN8hNYfTHB6A986lu4Pl7pfcheECDctctVI8yGDZyaeUELWmn1J7gf++8E/gbYJ3DlBPulshvkN0SrYgV6uNGKqrQR2flVzIpfJ6udoCXUx+p2kmptmDMDs0qhe937bCumUueeNl3czRc3x/wyKz85RotTKlyNMyc5ony46txQ0u0wBPT0/MKZKiZaOMDChCsr+zKrdSB14txUCaAq0VQmjMsxA0EGLzzFUil4gG7DkMgdxgrcolZ/728sqX642/b4UvubEKFGSQDFkjZ68F6e0NDpH2u6i7G26KPihLHdTONv7VqZv3n57B2pWyjKbC1oT7t8Xve8X0cZM3/0NXhjv0kbvls9umXd/RjVCxrFVyPdcao3bM+mRZgDCjbBG2UlACuSbEmfjE9WVvfSJOTAC7czXuI6ijSgwSSkw0Ntr15r2u6jDUzai084eqlk1ww7cTv4z+WQKq3Rny1Umd7GA4ntV1XnW4vgWYsgaK18cQE3GakZgOKBUdOmLYkod1vjfXfTNXj/bQ4a0jRPWo744kGbUUQ7dYHBjBDPr7zNVeQ1bdRjO99Wgb+PAHY/qb59med7e9SimGivDr6KQUISjV4Wsi3ibh4dqPP8CelTzUDIn/4M8lglGINyFMi2ex1Gqp5Z16sWGo79b80Rrrz3LnVVbft9fjSXSnMDajKEcgWU1SECWIkkLldG5Mcx3O1VFn7E60k8T4MyQOu+61Vr1rSohCTMGCDLlRW/G13pykEJvPuc/73X0dxrQPWx8Ed666A0mMSJoIy8ng+nWiOiOtJav2sPX7QZq325v19x1jT49vDZF8+73v1XV9+0M7V/dGczf6G7VltG5s243L61cur1/Nsdoy62aRIKNldsfHC3ObQm6MBbrVXal0b7tnrXohZYcXhIMZborXhDBJIImxROkhYmU7qk9KP0/r+W+nbfXCWExwZJoJUyClmfn8mRAT8fRkBfcxmdJUEA1EVbQ0ar4Zw9vtgpbM7eWFfH2lrJtRxdZKQLxpJtCce60pVRRq5ZaLRRc6pMKdLVVjkGlNuTm2e62VW67ccjNsdG2UkbEaok9XwUqHrclhPPbtDoc8BHv/49HfteMcXt55R8ej7q/Hzn0BOFikx3X73a1f08HB+p5N7q7iuDrJ4XP/zMeu+Ce/XjP//d++8PW88Hxe2Krw0xyQZaZpJUpjCoUlzixpwoVi2EcBTB5rtcJnJ5FoYQcZjJ4vDiux7J1xvzd6KwCL/CqQUuR8OjFPk5FOtOaFrhYZ3jZzfm63jW0rMEFbTHZO82wQwBSd+lY4pUgKwpwCyxRN7iYoGOFLLcUWlWKZNnUDozNN2UJkMrqp0RDnqsZgSXcOG0qj1myEB7UYWUVT1ipsVbjdCpQrt1L5+6tBtW6l7j11vjHl3/CbDjP8vuu/i9LjCd4V6MNJ3znc43XI8YPHHR+u5/A8Gg0OXNwgurbGrRqbWnL4yKSVkypJlLlZ0bMtqh6oad0h9/FXZZXVoCzBqZM9YKOqrGtm27IV5jfXF2my5sIpQYgQojcQtueEYJHMlBJVGxPK1Doc1lgyL1sm6wspRlYnb/h0Wji7MRaw+pZ5WZjmmeV0Ik0TKUUUg8CcRPmM14LRmJaZbb2xXl5RrOZWWyHNgdYmN0Ki0bYL9NYarVmB+1aVWxVeS+HXLfNly7wW5aZWq6qHFhQWbxA0GYwnpEQUc3hibUirxFqhWi6kMye+MQr8uKqNXDLrtnLbVi7bCjFwul0PZAduVLmK3XJ+R7h4sAb7e/tat9/DPaypB1F2zX44gFuSCh4Y2mWkPdxVh+z2L3Ypt2i71aq1bFkmER2NX4vCpoFYG1evw0qpjNopWxmD0WLT+72Z3SGOx7ij53YZj6PH2QISrQ4rF0cFFCNoqcqvr1fC1Z6FlCwDkddsjI2lcZ4Xa0WxTJZxiU4t7o6eqrJumS0bIc/rmsm18bJlvuZCjgvh9AmmmTidkGgNrd2L8vF1OK72rKZDHUe2p415sFnzOfGoSu9f14OusAdKcMO5z6Hd38Z2u1Ej1KcAURCdCEGRwLC3clWzL3IjV4PPNu9LN9TJUdzEgowpmgnbycSChN3AV3WnxOyd6NkV8TrLY21Wn9cOLwQ8yH1wpBCXC2cqFG88Haz2OZ2fOP38T5S8kUOkrSuy3aDdgIobYC5n/TkRDxgcEDs9wDbsoThYXvueVQz+afexP0LiztA0Jct2dWtHTDcZQcuhJsrtqRR8DYYRfu+BNnNGsWtPYjbIvFigXiNpXNe9W9UPIlEMaWh8Lqbj1ZoPF0m2fhQhrEoMSiwCwYlpYAR1j3bbD3s6fRuHeNA/3zrme2vud2x/WOdqsDjDYeo67tmKqtf1wsvLFy4vX7ldr2yrGXa3zZyqbSterO+KGvEUuRmEo77v7vgAACAASURBVEmfp8IVj/QhThDMWHCQ4M2H9yUiIkwhkIIgzSPp8X4pGE1QDxkrA1w7PLC1cd6YLFI7zSeWp58IaSLOn5C0uIFpD0vwRh8lN8rlRisb69e/UbfV2BOvV0outJLRWokIc5zu8MxNjV62qkX1eh1MEPFmteaMFG84d8vWOX2t3kE9W6+rtTSngT04pHcOlDIsSbHx6AoYH3Xze+4lV49O1J1gHByUDxyrj/86RoUO0aF3TrN/+3AnP+xgvX2Ae5cgGxa9i5RkzEn969Vgpp/PJz5/+sRaI+154TQtCI0YlKCRJc2cphnVRlFfEMDktBm1PyGQo7P5RKU5LLN43VFfUINYDziCjU2pvZjdvpti4tOTRfueP51dZq3Ley6N6zVTSuPXX1+gXY0a2xeiaZ7csUosp4kgwuxkHL2GSrVRqjVQLc3hvCqIevjMf5tzJXvgUKxo/eYMU5s2Co0CjtWulLqR841cMltr5ArXFthaYL0WbjWzlspfX25spbgse8Djg4jVtx2rXQLuHWt/dSdD9/LxoXzpQf66WB1/07ml9i+MwIU/Yz1U9GjTgkE/OxCl1MalGttoZCMoLEBSeA7KnxPMAU7amLqhqyZXoxC7dZgqVv8qMmCB5ig3WoPr7cbttqESAashmKeJlJzAInXKfqOOb6LOkyOkKaECVYRZLUO0FuuB9bpu1GsliPAlmuHw+XTm07IwpYnP50+kKXF+mjg/feLkTlaM0YwAgTBFwpQotUASTrcbL1+/sK1Gu71uG1mU5ZyoeiJKI02RaU4QnG7ea16FxlbgUqym7e/rxq9r5kUDV/as8AiUgKXhUgJpBCedaAqpKbUGYrEACFpG1qE7WIf4kzsozSCU643reuVyu4LAdF0MEi7dcGQw3a3b9lbOj45VZ5+UfuU6PlMZIrfXLx1IV4S63+/4bWtObTtzZI+sH+uAHwNj45jBSH6k6chWi3SYurB5CYwUSJv1dkweKNIpEppnMNSgrL2OS8QYMUWEyQMEEiL9yMn/nqeZ03miqbBuRnn/erlyuf2dUgvbehm1XqE7a27qz/PM03KyXj9ng5aGYCgVT78Z7fu2cd1WtlJ5WTe22viyZr5sFc4nwtMnwnwizGdCnDliAFuvjO4c9iOjeXCwmh7mxR0r1NvQqCNWnNDD0QpHWOqAcHuN93bbuF2utAR1m4wusM3eRNiD2Wo0+ddcuZXG1oz4pTW5swPvxND1SUppNP9taWKe5l0W2fW0NmWaJrtf7Q66ZXMN5hmt+XdrAzoX/b3Rn0mE4P8i5oZ3qJtIYDo/E2Kk5I2bRmq6Iny1iL5UI2JrRtAk2kyM2/3jZPNVd6bnPhOulKqjl6qIo1Fcb7hDKQGCCvOU0KR3GSsbq/fRFN4G1uqz+tz7Axek94ODyGxPagg0tUbszRtg7I/mbu91kkyJu5NFM1u2SaRIogls2fRICjBn278l8QAN+7HvKBd/5/aOX/XuPo+v///iXEE3BXxou7CpwZ2MjjKTnVa2Op9/PUS9qt53ZYc9znU0Pe7U9NE51uN86ngjCCPLk6IVGFrGcj9Hl7GeFoW9mO8Qth6wAZXe/DcafMoxqqMIXXeFMaB71R21WtFSPVPVRubJaRDoy6Y5Prr3NfJhLbVnLjwuI/gyi1Gxqzd0dPjV6KKurqj8jvUQ8erb0bRUn9OHOOQOJXhXBu7Hq7/ZIy7uA+7HeucYbyb2zTva7dNvbr/lWL1XQPmtg8o7Sk6x2sCtWN+rrxeLdM6inKIQtBFrhmYNnM0J8pEd8sYYs26QGPSzO7FeczVS+K7EFHo7nu587j6uSZC4sWQ34L2raNQJojTOywy+YNfJrJlpMsalmAJTigNDboq+X8deJ9ELZkHoODOhY7a9VnB4PTIortsYw37/MmoAmhqcdauVXK1J5ZYrt2pZ2eyBhp6BfV/57s7StyGB3O334fy/89nHx/zgA9XDWBxfH74j9wb3fgHHF/dOYGdGxccjqRmBxtW0G7pHPXI8Uv+RMb993/7aDq5+fIFBCiAhDiiJOg3547n6YtuL1I1SWwka0AChKlWtb1rz9aPPb8INfukWxcMi3kfhCBVyWQoSSCkZg2CPXntdQY+SdxKKfYpssIw8RUePwNyaN12X3THxc4+v92s8NDKVEEzHBwv4NQ8i7LBSOczkfkfN187ixB7ZYbJ5ymOVAA+sCda78V3L9viH6255fB8PpPXXB6PIb1C0j/1+rPFvX/K7JO376PGq7mHlvf9eDxbu+5hu7XrijkyiNVpz2NNweY5WwS4jyH5dDngZQVdkP2+IgUgy6NqyEKoFFaRkBuQQvDebMHlAQeIOS7P2BO3gXO1OY21q7U/6jx8rpomQ9sa4+7j6q4OhOBA1qvtrt3M+UkN3pQLaDfB7cVD2UoIjyYHACOD2YdUxHzrsCjvkntt5VxkfxKbfZ/Aarrs77nIkSmzRmP4Uz4opVWxNbS0NpxC35XZbrBOLycHZ2jO8/YURmyTL8M+L2aDb6tlDzxgOi64/o/scjYsd1+/34rV+YEES1TDGF9QJVPoS4PNYfSEXQYNn8GTnLhhlDv2q9P5RHHanOBSyQyAJ9lx3mHKQuzEY09P/Ho/O/twjDMIe0gwVJM2QZiRObleYM9mhgPdT/3122DdJog4q5TgHb9axY1rwB7c/rHMlD0OotMGGt91ubJdXXl++8uXvf+f15YXL5cK6rQYLrFbDtJXmTRK7c+U4UqzWysID7SDGfi5lhwU9OGWiyhSEJQjnKfJpWXhaZmIQO1YvgJV9kZUQiTHZMUJ0eJPFPqKATAlBSPOJmBbLYAUzNAJGWqEqiD9EOG2mbAW2jOZMva3U9Qa1EpuAChPGLrdJJUkEacYE5w9gVW++aoG6w8gzavdVDPr1umVePVLW4YG5Fx3Tl8X7bU907598m93q7WdjDO2PvuPDPt8ySvsXhKOJub+zP0Rvz78bSf++uqrv25pf2FpNOa515b/9j//FeYr88+cz//PzE1OAT9FgWWW9UrdMjEZtHn3hinJvXvWFS2W3CGqHKzn7EGJlBRWlswYKwWu67ms8hvESZTRTPU8WBf3pvJCzM661e1NbW6Wp4bWz32+pQi6B2uBaIqXCtjW2zSldnfZ4TpEpReYUiensxAzdcZK9jlIChIgQiUQrPMZk/Zozf71e2XLh7y9XblthawYrrM2ghb9dzr3LgcndR3v/Xnl5/3u7cbQHI2Q4Vnp4NvThgdABNzvK9/vyfG+OqxhUUNQYKwNCEyvKr+iIcivaE1fmBIjs5xSHaKo5wdEN+I4Q6M9jCJHTciZ0x4ru8Jjx0MS1jNfTomoGrEASZYmGz9difa+kBNR9g+bXWYORHrQQkCma3nXZV1FvsdGMPa47/vYhnjojxcTT+QnVRgwFEeV0PjHNE9OcRq2WDvk0qCQ0bmvm69UYAl+3zCUXtuARaJ/POxulNwZqQmgTiNXHRX9ua6nWLFZ1h3W1e8NsyI9aPcq6bdzWldfrdUTsS/VMjVtD9r9ydRr8dzfpknJwIvv7R3v4YGRZ5qrTku+69SB6HjPUUc97dIK6c9SdG4MsH+5WBIkGmTf6bZy0zZlR1TIPRQPZFAe5VCMoCVBbd54PzKpuVFoxn/X0qT6eFCWIVTFHAQlq9PnAPCcSQpoT8/lEq5XL5ULOm2UtvDn1JMn0dQiIRJTGpptldos5wT2QqqrcsmXZ19I8y6OsCJlAmGZOz5+J84k4zXeD+q5WUUat+KAg72UNb6bdjXvtjeWdqv/grI31UrEehJ6BrLWgUZijcE6ROfV1JfhyZK0vrrmw5p31UN/z2N8Rw24jqKpD4Xa9rO6w2GdxBBd76UFv3DsvxhTadKdzFzk4US4PaUqj1jkdPkMwOHMIyLTwTORUjPp/u7zQEKqsLruu3x6c0n692nqBRR9zrBUAli1SgjW8L0465i1UnAIQFCO30P26rYeL2vMRLdg5xofd/unkqYiMbJ4EX+tFegrXHl1vTyFRdoKO4VB5kD5CSCAxDoi3Ys8S8wRPZytzefqJsDwR5jMynUESLRxIpeiudn/9G+vr73CG7s/Evob29fYHj/UHdq4Ov/0BHFGT6gW5OVtD0G2zbvOeuRpZK90jIRYAV88WuEIW/dgo9/lTGN/pj2Sne00hWGo67EQBd95v94z7wy+yP7DsBkQ0Sd2LL3slYV9FeiFDs2tRb6bZM1fq9LCtNqR16KIX0tJG9mr/p+BRGsUM6j2H1w1zHwDzapwwwH5KO2QEYRik+30fXZfdwRpH/rYn9CAIcv8b3pXy73ew3r7zW5dzNES/18l6fy/5js9tXLMqqpUvlxu3KAZDFWWOQpmESYBSoFTr8aJ75BnkbrhUe+ZKD/rClamyNzlt+HNmRol45NmRhIPGNnQzTHqTUzNwVY1ta05mzIhHB82p8tqn3AbMpEeRq0JpkCvmXBXltnmg4hA9F2EsnneZOd9jGF5dwx+cY7OFGlsprKVwy4VbzmQVNjUHrdHhcR/MzcHwPbJj/f7tvUXiGwvH0Yk6XIe852B9eMa97vBOrt8EQo5wDHcUJDjMeb/S955l9eMdoTn3Dl6fHx36RSQ401/cjTs3ihqWHRgU111f+fSGKN5MHSLRfmsgariPPB50iXidzFE+mjaXWZAOJT/U/piRKs7WF5w8wyPccSec6OfYj233U5vJXx5kQI0m6rVBPuLH4RTx/kTNnL0YkBruMlfS2lhT3Id9MHj7HO6GcfVaoFwKOWeDP/XnlaEOjJb+ve24OLvv+c3tzkY+/CE+F3LMGvoar/uYH3XWm03vX96RESAYIYIMPdGJapQ9Y2IQVZcVpyQUHwSL0ndnkNELsuFOu4C0Rmgmk2EQkXREiyAS3XmpxIAp12bkFbOksd5b9r5CcTlvxoZqzpUHROvOpHjXBsVlJaaJOHnm6mAqfmjm3I3z0R7SfY7unID7TNe+q+14h4oZgSDbL4qMJs7d+HZTxB2xAxrm7oLfCtgQwXfW5iN8v9eCHa+jKw5VQ/f0fXrNVYcZ3h1/ZMcOqKIuFt3BIpijIY1pXqxmfrKG4yodwttVW4fK9t9+deO/Y7DXAz+0HaXRTBZUleq19XhQVpoilQfnSmmhIC0RtdedMSbA5rOhwZwlPdzbnpY2WRanVrbYQ38+7lTeHogdy3D/UNygMCZCmQQlEqYTcTpZJksSBAvqDyF5d/Y/3vRIicn7q+p7K29/f38MdN/3KELfsf1hnSvtk3FYKLRWWi7cXi+8/PqFr1++8PXrV66vr6zrZjCHalSerVlj293gssMcBVlF95/DoMndjxmYVubcSCI8LxPPy8RPn048Py18Oi+kGLxJq1um7p2L9HsxuIs1XLP6qqku++6AFqXUTKGyXjIW9bTojj3UyQXYZrlsV7a80kq2iH0yZixVpQZBfUEm9vTtng3szFGKZyvc4OjR4h5Rqg4QupZq3d+rRcuy3tdZ6XHwhlr/9kPwXg3TD9U0Pe772x7WB8eBjxS43O337zGkv3+z+otAQbk2WFHqdeWlVZLAc2wk4CzKicbTPDNPFvXvzoUKA/I0jAvdDRSfXqpaw19VI3nRBqU0cjYFHONEkB7tShbI7Q1VozB8HV819Mj25Tj+6hS3tRZK2WiqXN1JX4vT75bG68UKtfOW2XImReHTp4kpJdI8c/60sKTE6bQQQ7Ci8VJpza7d7BAzfHuPDghUdwIzwlWVtSk3baxq0JpCL01/f37H+nJ87yALPxQseHPk793zsHJ953mHzfNDV7TXQ8p+5n1h7FpRPSOKEppB3gzv3+3Q7kbJ3YIbvHbBoshGMW2IGeG2rSgrJXfmNKewFiFNXoMlHaCK1+WZAZdGzZGxdC0p0KIVS+P1g+c0s4TEjHgvo0LeVm4BcrE6RxGhti6vlW1dnajlQs4O6RJjrVzmmZSEZXYCAun1Jjqiv30FaQqXNfPry4WX62q1rG6IDmu9oyjGPA/vEaJnU1ok1OQkFxklWh2HO2GD93mXALpp0e8pl8y6Gu33lKYxy4/OVS7596jTb29DhLpXJnfrhMGiHY7eDgGT4zHcU3pEGlg2QO+M9W6ECpDEiEaqEzCJr2FRvYdfNxCdbnsEc1XJxcewbgOG1fHDU5qMstuDrSLB1vnQKe4D2pSwraRSRr01CkU3UCGrratVK7d6o2o1I9kd/m7c3WplbcpalVu1rLummZQicTkbc100Vrz7Ab8b/MNQ7uyyAyL4ji0bfE1JKY2sbg/ODvvFFU53ZFoFjQFNRlx0miPnOXq9bc9cGbNjcebWrXgdOL0dzjdE6YP1+L33zdD3e/P1fqBY3AmJMQwHtkvcPXwOC6Ic4eljXP0c4OulMe+FEAdhTM/CBngjuXcvxfawhs4eAO2wQtcZ25a5vFyppbJdblRnwW3ZMoY9q9WdwRgjy2khhsiyLEzTNJwfVSxBkXsDZtO9p/Ni9dJTZDoZkdXp+cw0J68tdd3RGRRVRxvT4Blfg23bPRkxR0LiCQkzcUrM84ISkOnJHKswoSEdAqS/bzsG9x5G+D9t+8M6V2+2pmixIv3b5cLLly+8fPnKy9evXC9X1m3z5qEWFRz1VsdjyL7k97iAI+hGZKtvPWnapzjRSDRmCTwvEz8/nfj8dOb56cT5tBipBY6ef4iSWNNKr4ByatSUJqiLswX2qJQazXpt5M0ycOtWKLmSpsmiISEQZmcSKpa101bRYH0XmkILXnfmyoIYkOgmiQUZrCYmF4962XWGSQiRUWNl0X4bww5DyO3RuTosfndOyjFu9nYbRv4hQvQt5+VHySTe3T78ejcA39nhEAn9z9tkzMnFIVAv1w253YgoJy0kUf6UEr9MkZ9a4M/PwpSiEzHgznKPCnfn4Q6gCeDNW00h37JSGqxrYb1lQAgyecPG2WoCXGHawmHNf+10OhaTIIFWK9UbeuctG5SkN/FtjddSyK2xZuWyNkppfPm6sW2VVq2Xy+k0GclAiqR54enTmTlGTqeFIG6Ya7XeSwVqhab9yXUHSwJNzMEqwK0pa2tmoPSo78GhsFF/Mx1Dlh/l4E2U9D9qk4+fkcfz7oyYPxRoO5zq4BrJIcveL0RNxnrmuqpa3YnaGa0K7z4CeKw7DR5hFxErim+Qa+N1vVFaY71Z82nb12CC87wQ3YCNMZkxpHatoTWSnyj1moCQRvYBhy91ZtcogdAaFMh5Q6Uhq3C7XlFV1s2a0Xemt97WQLWxzJHzyZqFLvPEMieWOZG8v5Y2pUkbdWMG5TPD6rpmvrxceb2ud5A3m0MLRJixs2fUeoBOkmXmpEWkmpMgKSIowbNZpoPr/cCz69nRbDWXg3M1j7kdNVfYClnyBzVXv2vTexu//x7ifID49mBJr7/Rt+tzTwF00e+33INGBuzwxsHFaFamaKQsHUYsvr5FhYI1h5YAWO9Sc6I8Y9SKEbDkrZA3N2A3C0rNMTHFRArCEoPVY88LMRpMNCUjWQi1WgC2OtmUWtP41pRrLbwWa7FybStVK0mE6HXXUawZ8KbN2FGrk/iooMtMnBbifLJ6q5Qe9MQRJv6+Y3WsjxojLYdvu0cwpUjs5DUuvCOziz9qatC2CgZrjYElBU5z4DwnphStLEKEpoGqxha4lb32tddyf7xoy50+/Ej3Pma2LEu154z6FmMnDGM4mMchHHLWIbzSIYHHK/IgRTCn0uIivZ3CHpCSd+nlu44VsxU9m9S5AqTXIAMQyNuN169fKTlz+fsred0ouZKdxO2Sjf7eIIz2s8wzIUZOpxPLsnhtoLG33l6ubNfVoMZrRgSef35mOc/My8Tp+USaEr/QOD0tLMxMs8tZd644ZOOk63ofqxBp3ssyphOSnogyM8szSqTKRPMabitFeat5fsQC+w9cib97+0M7VwqHpoGK0UsbJjZveTSbbAfK20GqYJaQhyXgoCkOJuajdu4qyD16F5YgZjBMITDHwHmZeT6feFo8qh6DF2keVoJBc7MXZooLjog6fWe0aHmr7HgOg6LUkq0fy/XGthameUb9YTnNJzcwEiEsBrsqYr9zpuZITKb4qxfuh7AZS0vrmGlnLhR3/qTDyiwCauSzlv2rTa2xn/Yi2h2OsBee8qCQ3irGb9ZbfeA8fS/86njk43nuYSIfbI+L/uPHDwr6/qzf+vuj97699W8ojAhOlyG0UTCFWFTIamRE3dnt/UE64WtfQo6EFiMjEO1JiA0kGOU2De/zZPuWZk7WSaIbxNatPQSL9HXmvl4EH7xAu9YCIVoftjh5BNl6GoXWmPOG1EalkErxaJk5adMUWebE+Tzx+fmJ82ni6XximSemXlgMtFZHr57dCPPoXndQ9Vi8jtdfHgyxPk4HI68HVd7MyQcR0R+FCP4eJ0y4l+WPjnu8nveaHn90jD1CO7SVndXrAwbMim5R2DhW9bo9VYIeDQi6H+YGb4+KW0F2cCcrpcjcJgiN1BSqUJ0F8FhDlEu2BsUxkqIZyx34FMTpg2UnOznWaorD3gjd2RZyM+KfulpDbGQvtLc2BAZBXRbTu925mpLRaBvz4U5mtN/fPYSw338nUajaCVh2qJrVN/qaoQxIyxhDX8ukU3o5S1iHNo7Cct3ve5cxl+eDEdpbHeQQySUTs9NMP8ICa3lrpNzpyl2n6vGzIVP3f+tRJqWfzwNAsuu4HVa2y8+9W3B/PTKoCferHeBRdyBQCyQVsbx2bdH1ojlzzXihbC4deDJowIVd58SEJgsKtIDXAFrGSQSaN2mXFiApGqqlxsDqR5tCK+ZgNaUWCwbnVsm1OCOmA/W9zgsss4YquWEOVlO2Zk6hButpFXoz6GHisg+gj7kiu03FLrf7TocZf2/pEjehx3ptbHL9CJ1TIkaDjocUCcvEMgvLlJgnY2iUw3X2UqFebnB0pL9XVQ59NozG922PDkF9I5v6uM4/Hv9+DbDH7J39+3l8Tdkhpfu9umi93bR/s9+LPefHW1FPmYpADIJ6VkpjMiUTjYXxTKA2a3YePVM4RYOgTirEZvPXO6pNYj2mmkSqw/4tYOAwSEw/9uewQwG7rj1Ce+XuhsKQOwt4+m8nrTDG4cig/u3jeRwS3orht97tn/T5+mi9fbQT39v3fj3lrWB8Y/vDOlfqjop2o7A1Wi60nFlfr1y+GBxwW1e2daXkPJrr9XRK6D0OUKchvT+DLTqdv8VpWD1612UnukgsSXieJs5z4r/8+TP/8qef+Oc//cRPTyemaWaKYWS7VK2nQRMZ9bCEaNeUJmiBWBejjK2VWi162pfhWhu365WcM3/9y994fXnlfD7z+eefmZeZ8+d/YTlNxLhYXxZVg1v1bMFmr7fbzZsHB25rpqj1bMlbpm6ZlisSrXEmwWCLhEhrFnkuNK6lslXltVSuRSnaWBtszRR+5UFRHIZZOwXN9875N7JT34pMmTOtfcd39/FX+/EOf9kC+g3n68PtnZXnt/b5Tl+rM9Y1caifP6pNFFFbhK8KqUHSwKtbb4sKS4MkQnIYae3Gnhu+QQzeEWIg1UaM1fVypGqg6AvtavCsy+tKrY1ffo7M5ydimvn0/EyaEvOykKbZMhFTckVkNQIlZ263q8FhxIzpkivbas/pcruSS2a63JDwSlozt+sKDZ6fn/j8+ROfnhb+r//6zzydZ84zLLNbPp4FyzlzuVzZslIy1OYwE7UeGdkHMXlhoDG1eXsBddy3mQAPU9ZV83EWhfcl8L3txx3q/dTywVe/7Vj1rTeHlL4QfPN5eO8sctwRkbgv932h98hibZmsFSQQomWvdBDzmgwHLIOgGEgzo8xJPCg1EcPEMhuLo6ZEbY15KVbjmTOX60qtlcvlag1CO7QahzEjg/48xsgpnYgpjiCXSGDyYEANtoiX2riumwWXLmZZixvQIQjn88I0Gfz06dPZIuwOFTQygkIMBgeckvWAaV4b05rJSYzdRZfB5pZVyBrIGu6ZMWkE8WAXbk9LYETuBQb+NkXLXgUIxRqLt9qIqSLivRNdWrS1O6ccPGBSKtfb1WnBDRL06FwJcLut78vP+Pf2k05Hdqdyu4cibX+vR7qDP4cdWobBe3MxQ3vASj46l2LQI8TTgIWDa0XVypY3d3YbuUTqlEhhpnqwVIFYYMrKrMpp1kG9HlzGjHpdmKLQJiilEtR0Y71tbNuKYlmwgNBi9qzA7iGrpdYRrYgafP+aK0UbF2280tAIeopoFHs+psmoyosxxr3WxrUZy+nX0qgEnqYTy6efSKcn1AO24cFX2v2pDkVlZKtGsFXfgQSyB1z61PX5VdevlvCx5u/4McIU0KSEWUhn4adF+OXziV+eJ86LkS+hMmpt19y4bpU1VwvoHq/9O4zjNxf4ja07So/v9S2Et9/fw21y9+6bs/nSIUGgdYZb0zutOYuux7AFg1EfgwcyDiL7WY+ech9fgWWZSSHCWSlxQrdGjUYmJe5E96wV0oNkfp3Z7jkmcyo+LWdYPplc+H2FSSAIcTaG1OS2YgpxbzQMFpyPzojYjpiJQ8CETt2eQGZUFlRmWphRt7KHrhtD+Y7D/zvX1e/dujP1WL9nAbAf2/6wzhXHaIorA4tkerSnWNaq9qzVIUJlm5tD0oXUB8sF1hJaeoi43S8ZHULXczlRGGxlp2Xm6bRwmiemGD0S0x/QQwHuuA/37lXcQ9fhyEiDwRggTgTg39NmPb1K3ihTopZMSybEQfBmhJPfhVJDQNSMaZFASsXX5b3QujMD9XqFHmE9Pt62DIE6fKI49WunMh5FtD6yY8h1/PcbU/vxPu85WG8i8t/47jf3ePN07M7ff+wj+61r+Phzd/85zguo5xWt3qVqrxvyLKPu5Az793d1NxKrHqlXz0AJYnhoLBIWQ6RKj/x6kAOLnseUSGkipdkLdw022J0r1QYhkFzOkkMFJRSaRqRWpmaF31OqpJioqZFioKbApBdUrgAAIABJREFUaUl88lrGT08L59PMnJQpNqsJq44Nr81bMOz3tWeuzNbqDmU73MceGd2Xs/sgwPtBgaOkfFsWf2tx//jzbynxjzOo/t2H18Ym+M1LuTvvm3M8LPn+5t05DBro8GvtNMddy3YZ1LFvZyPrkVBjqrQ+VlOKSLW5C8HgsDHkoausgNtlWsRaUgjWoFItyNSC13XR3AgRc0zGj1FiD8Y3b2UhAjqgQUZakdzBEhFq9X5IraCl068HN777dfW6r66R6fbQaAL69sfGbTyhw5fY567bi6rdVrd1xOiQdcB/d3YzX4x6pFl8dTtkJ2tthGBsdKF4DtAzNc1tnNY+ILQ4ysKdvNwHFe6cujfOFvs1ytGM6vWh9xmMO6E76LT98XVni7ffsWypEYoIUKOxrQleOtDkyA81oG1j3WYnmZLojpwbrnRZap7tb51Ao6Ktr7nszpVaHVVQZzH2etRGo0pnBQ6HFgHewwlDJVhtltWVl2Y9KgmBkKbhAI4xuDNE+gzda4kP66yO4/3gV0iXc9nXkn0/26k7KFEjc0zMk/U2nGIYhBa9fkjVs1dVB/Jitym+dWHfv73NzMN7mf2h5R/03PtWgjwMzf3o7iQOfhxfh3qGf9xFv2E9XNvbk49jmD3k5E7R6+CaGGFKM1syeoirt/fBnS0w4h4dmSuzeWOc3Ans+hU0GB9BiJ6p97rSI1nFMRho5dbd4tjDkfeO6TFztUP3j6tef3V0z+z4H63J99tdlvLBnvzWun3c//1j/FgA/g/rXHV5GxOkVnNVS6VsG9ttdZxpL2p3+mix9Kct5qZUG20UBzatY/F69IePPz14scRACvDTeeG//OmZT6eZf/nTL/zzLz/x/OkTs1NzhrBHBUaC9Lho+qJg6eIwsKUtKOpKMfW07Twzz7PVncwL1z9d6EWUMUTK65XXUklTMrggSs6WrdJSLMNXC9v1Si2F9esr+XqjbtmUu8ihX1AY2b6qRmFfmrI2azJ7y5VbbdxqG5TV1Z2vY6/x40NwfDje2z5ylO6iBIfIwfGzb8nLj2z/ac7U79q6W3Tk9DHDz6j5rdaiaaNoJStcPar+qcA1CDOQUiQEY2myhdAypdqgubwGhLnDScIEBE4//8Qv85lcKq9fb+RcmaeFKRltcNw2pFa7PpHRyV488h+iMGkkLcmMjWoGTtNGqNaLLVQlNDjFiJ5nPi2R5+XPNK08fzrx+fMT8xR5mhtTyEQ1BqSaM9fXC6UUbrcb21bITaiesdpKZa2wIWyIQW7XQsQajLfcaKUhjQGj2gMv3BsSPypU/SD/AcJ1NJo7xPVu8Va9v+Q7v6gv2g+O0nuXr3eHvHt9uBgAZ1mzTHup1QyqJqMxav8d/XqGQyyWddSGtakIkSlEziFZ1DQajXSZK5+nJ1prrM/WpLqpZR5Vre9eUyWlaLozRE46EdULR1WRJkw1EdTI+ZNE07cnK8aeJ4/IpsjpPBNisFq/KRKTME1WbJLzRm2Fsm2U1ZwxI3TpTkvrcTRwHdbUKVVighCZ5oXpVIi50UR2B88DgOrrxGBb1fGu6QHBHKloNVchmTEUpwS1jeyZ0TJ7v0ORHaLlQY5lngecsWcu+vk6igMwZ/Y75fNRrIYZIg/7+PiIs4xK8Frg4Cuys6FVHVP4AOPlIThyPHDflBQF5miMjixmHxRjLN025VUtmBM5UafkchvIsTEHQYtBVqcohm7pPbsGKgam6BH8eSKoktT6wUWEaVqs55QEglgmVUvF+lVVqFaP2taVWJ1NlYpGoaVokEBgc2bJ1y2TW+PXdeNrzjRJtHiGNCHTQhg9gsYQ+G/dH97DZ10+qz+/PeP9LaV31C/9dZfcu9kYzrIwBWEOkWUS5ikwT4HJM40NRpZyy9biZSvVGhYfXKzfCJn+w7dHM6M7C4/vHP963HrdmepOFFLVepR1a6nDA3uWaW8cvAv+CDTgzICjLg7mZYIJJpnQYpTsdbUGxMHXtXTIXIXjjfk60hktU0yDNXQ4SwFzrqZAWKzOf35aiJPpSxnrgCKteU11dcfVoL5RvV/VcKiSEVaEhLLXBr4nT/v8//7t0db8rSD9tzJXP7qu/yGdK334MfvAiy9rpWyZvG5WdOwTas4VCIEU3LlygbSCYmuiSPVGbIfz7Z62jEUMXIEG68/wfFr4p19+5vm88Oeff+KXz8+cTicrzox7pOleWPTYIN3e9yyViuFlVXWwySTHuMq8IOczWpXTvJgjuW2sXnBdrlfq7UacEsVrsXLefAGpBpsqhe1ysZqr1yvlZsWKQ8+KUQk3xHsgNbIqVSwDklujqLLVxlb3SFmHuDyyBB6pRb/ncfgtIf+W8/VmnxGV+vHtt83Nf+T2g5b3aMIpTnEbjI0NU1eqve5KWbURW+PW4OS20tLUOslHU+DDuRKhNuvnE6L1jzJ5SIhEnqcFeU7U0nh5ulFypWQrDAch5oKUikSjTJUpIck6108xEoPQUiCpOVebFmqx/jyhWU+O0Ixlbg6BeJoQSaRfZkJQns4zT08TQYQkiuCF4A2DBXuvqnXdyKVQNOyF0aWxFiUjZI+oylasv81WaaVBMaNbMFiG25V3wqB0sTKD7/vn7Pt3vd9+QzaOjtXh5/h5z3q9fXZ+LOL2oVO1H+5AuWwLvjRv+eAZydqstkXFemR1g66qEqRSstWZTlMk4k3YQ7Jmn8EcpaZQFyfW8eblOReuqxmm65YppY5MawiBmURoYVjhASG2QNBAkkgUZ89arAfap0/PnM4n5mXi8+cnYgqkSYgRmhaabn4uoZRAloZWg4D3Rtg2e8OzsrkAvMGVkXLE5JneQpw207scdJYH/I4T1WuGOESEEYtGN3BCC4gpwWS1b72ARcAayTuDXQg782KHSXZZGf2KjqfXRyTINza3x3TcvtyL8qOSFUB6U3JHcki/z7020tZu3R2qozAeowhywJu4MxFDQJLVpQjmRN7qjVJN/2itpBiZQwI1/RolUKLwlDx71IQ4W821DkVxILlKwbJTU4Km1tfKe2nNpzPJ+1VOaQIV1CmztRZa3qwGTAUpmYoFylqAGiMt2hpbamNrlWspbLXydd34dd0IE6Q5mVOVZiRN1ksI+WDKdierOy4dCXTHFPjbU/3WwdK3YtIDQDEa9HJ2xsDJe1wFn1MjL8HsDGcLbD2TNvTZb1zUP3B7P34r32vV+O9DRrDtr3u/VXG4awcygevc7lxp8/Vur5O2mk/73VSJkphnk6s5mqzWrVKmMpz/gBBT3AmA3GE/9qzsr6eYnOlyt4Gt5EttbZ+jeYNJIDwSdTTP/HrvTB/IIOJzKXBXZ5VQSeyw/OPo9SDh7lh939h/Y1Z+w8F6XEs/qr360aX9D+lcQZ/Y8ddYaHoEoHhfJx0UvA5zQgalci90lQMmQQ+/e2SsLw49aW69G61Q8+fzzNMy8efnJ355/sSn08JpOVlkKk4QE+oZoOFQuWvXnx45nHmo5k4iEYIpRVUD6nttFs0ipnGarWakC2rryscuvPXFIrviLsWgBqXStkzzXkjh8PCiFm0oarCCgo1hxnoBmXOl47e97k6V3cOdvanHkT08LvKRou8f/zbU73H/b/1999nxtztlog6BlH6tsluSH12G3jt178GnPt4eDebv+c7bONkxkjMK/S2WZbDApjvbUoIchBAssq+qxo4W8OO6fDZTiGHMQWNw6gqINCQ0UmT0/sGHqrcHMgZNowwORQhNoEVrAdArxJvCln0Fzei2mfFXNmPPohL8iZ3FFP8kOBOcyariTY+rsnp0cyt1sIFWxclWLCiw1UYJgSpmOBWF0Biwyb2vm9/QwRZ86+K8P38/KrsfbXa+73C6heFgvfk5yGQnqdkv97Fa4B1ZH1G5/r3DPof+VE0BbYey5J1ZzmiZA0FNtiQYUQoiVifYj+lF60b/L0AFjc7I586IW/mCczf030FJKbCQTK6T1TFECeZcSfAMlriisvMmp31OKVqtYQhmmAaDoM5zZJqCqd+gRM/AooI2JyCSsOtslxl1com+5gSP1uqdlwBOymzjZl1tqWI/ggwHv8vDMH6HnPa5kHH+gTyIQGyoG0bSJoiNoN6QQCx6bQQiOy1z8oDKjrh4MB4eHaK7z/pisps9x/VA6Xr28Xu7PPW1QZ0NEToYfWcK22Hne27EdJ+vsG13vhCsxkydubLrSsFo1SUgc2Lyx8WgppVcM2zqjkCkqnAr7vaGQKiB4AVMQQ4QemGUakoKRE2IZ+mbKrlVWs1EbTtzZrXMVa2GLKmtsWkjo05M4TLl49a0UYBcK7dSzAFpSiFYFjZMBIdzGZFQOFxWtxGOsjQmaOiubkvcO/nHTQcL6NGp6r7acLDuvrvvaWrLg0FBrFZQrI69O9HW881ImaoehalD4f9x28jLfgMSCIfaJLp6fc/B6mMS3q4ZJmSMMLTujT6af1MPYyiKoym6ncZgYWq623zdZjUV10en+f+VJgXw9joKsSWiNHeazCEKGgaUuNdO2bFNH8UOgQ3dkcKbB0NvMWGXZ9enxW6iVevlJsioEbUSBcMwdCr2rkf7bR4Vxd1q9bi+frjc6vEQY6056s7dXuuQ1h+Tq+8JPDxuf0znyntPNWkjotXEMk5VG7kUtpzJpdCKolWJRKejDdT+AA1GJhm9ItSdFIscHo0lJ29WZQoWvZpT4P/80zP/9PNnfvn8mf/7v/4fnOaZX376zHk5EaYI04xKgBjHQmExyY5x7ar1SO5u+H9JEWm2uKpimQAnMHCuYyaENC/UUphOJ1prbJtFvVrOlHVFa6XervZ722jrZvC+dTWoyJaJDWOIaT3j0Vi1UVXYPIO1NaEgVFXrudGUa++n0SAjPg+26bi/XbY7HMjmbF+wj4L5vWna9x6AbzpUh6zh4zXtarq7t9166Pjn/VEf18khgvKQNfu+7fctDPdqvBsv7Y3hldXS8ak0LrdCq8pTEGYJVGCKhSkKCWdoQgnidM+1GPkD0JztsoEbYYngDFfLorQEKQrV8V0GtRFSKMRmfVhCW11JC6Uvjr6+6LZZ1Hbd4HoFbcRarIdL6JTuwhKTQ3XE+hbhjpDCmvPIVn29rORcuRUlE8hq/V9yg9dSuJRGC4nqxbq12GK0VnO+6tEo63Jx9Ed4T4+/L4vfWw/48Vy/f+zHzQIablzH2C/gAMEBVG2f4/P1/zH3bl2O5Eia2GcGwJ2MiMysruoeaVdnH/T/f4j0pjN60O5KRyPNTM+ZvlZeIoJ0dwBm+2AGwMlg5KU6e055FZMM0km/ALDrZ5/hykTpY+PXr2PPnnHo1lIzgL0Brd81VrG+f2SBzKqKrVZzHKrRK1tbFnNUAqy2j13+SBHQsoFJME+MEu2gAqMRp2DNz0GNItlCCSSCGBmH+9nP15R2UEZ0+Am362iwQMDorD1jk2ICR8Z057WCc7DWFsyI0Zr1hmCPKq1fGgAKZv2EAES7/xoY4ucnCM5G6OxXQmbAB8XsxkVSNVisFqyhYAkVBwkWlNgZ1t2ddZ1HbayB0YtQnKFRBP51u+aQQGrMn0HNuUq+vg2+7lnqFqV2SuxmQPqRYWyENxykvdPX58hwcNqjwZ0awUW3GhmwmkjLLrJPQiKBmWGesVGDnyu3Gix7FphMMHhodcigY/VEjGJftRNREQOYbLxyIohMWNaMp9PZeo8tC0CMtQhWZUyBwFxxSIR7z5xFZmiDRDtLpMLHSw32SVMAiqAuGRBFKQt0AwIbZJXgek+NwTdvln1dJFvGKhBKYLs/fr+yVCxacc4VH5YVa6k4ScCKiIlnHKc7p3yfEL0ZcdQGczb39MJF3zWkasaxqNlUVjbxYqjHi26/0i74MkzjfaZhfNmc3BasCJEQJkJkIHl5RhHFWgVnETwLsAgZEYRnPLpTfX1u37i9qON+fc9X3mtX798kdRKyNj957NWcUa2AVpAWsEoPRlV3InfLxToouHPF1WRXq08VHx87/rj/JB4staI+VCqolCEweWzOUgRLgwV6PVYIBhUmIPg6T0iIMMRAjI4acahgiAAlLy3YX6R5wo6IatlPC+4F2HxkBUgCVBMSzSCaoYhorVKGy7m/7y6HGnvqxcDtXPyh1HYjqv3j1wb5SkX6z75u3426xG9zsH6dztVua6nJdvsU8BSrjP4KL+7nWJKvC4zd2LgiCFBEtjTrIQXMMeD+YLTrD8cDjvOMeZqQojWNBDcvvDGd0H51oc8M2o/0EBi9CLlTxnjRddNUrKAQPTUMhFA8AsSG3VZ45qp2uIEWi4qJY/Cl0b/qmKitQLY9qpoYru5YNfr1Ru3dCQFwNV/7ZfUrGveh3V/agQX3WR8dI7X/u2eSvrBdwAOvTunW8+3f2H/7y8vmlzlYnzv+S4H/uhpx40Rhgt3/s/oEj/5VMwiLKqJatoeJjMGMr6LgLghbdPNSNbpipEFBbD1fHEpHsGg+xOcVAa6cRcgLud2sF/Vsqs9PKZZdUTPGGRY9Y4L3dSELkrX54fOuVuuBUqp4D5wBH6lA72tX/bpb4b86FawN9jDQdrYkrO/IpUt76WPcEPz7bNHVvPgeGa1bW18r7Zyas7X7fL9+RjDhMivRDem9orp+pc0Pa3KjKZchWxnmjFvfWnX71iBeJlsUJJaEbw3WGd7gvQoCVavVcqtCGwzWj9NG5CJRx+hRV3ZSh6CMUPnyOs1KB4F6Lzb2eRaIEFt9INt7ts+AfI2bsftVwpDZjQmVdt+iUYPajFHzJ+w7Friw898jM1rk+PaI91k4xqhlWz06bOgHdpVB7lx4UovQW4UEr0uzjJVDg3x9kLZRHXqz9wl7ZbOv6AXCZG/0dCjjra3v41kC4t3RhxRsr01vNUPHXovrJssM6M5Zs2tvviH39RAgwaDRIbCx9boRW8SaqRMIW7XvTNHqjwHPqjrdfTOjm4/B3GSLEaqYHPTwjWIgZ/wianNooE69DiemwJg0fv+qiGd2rMdkVXcbydh9ycez1Y7uEzJd3hMu9Svaeh1GY9u1S4SdXn+hkvrPjnlLPmtedWF2C8scApun3bZQJxNRG/NvsmK/ZevT80t6fEjVW3vq9at9tr/LVtej6iuLhq3T1GYbr4Ys2rceGgQp6P3wmNq93lm3pK4vtdufStIb6ux1H/n3af8aZIkLtHowm5OWSbUHmryi3bxyvWDcBsO5ImIoK8T1aiOusACV2cu6C+hcYyv2Y3AxDfRKFl78abpiL0Zvm2rjPnyznm5j85Xbr9i5Gkrc/mwOlTEclVpQpcBie8ZXZQbA6NHT4XPaGHoUyfdrMR3ioWiPU8IhJdwdJvzuh7c4TAn/008/4oe3D7g7HPH27TukGL2hZQICWXE0wbJX7bR98cDTsWM00QUuiEE8gUkRfIUxBVN2uwVG4hEltQhlVTX2wHVD3VaUdYHWgrqdoaUYo2DNboxu1iurZCw5G6SgO0kWCReQNVAEkEUsNS+K1Tulb6UazGrvuZMpFtbGXIcXj2ENXZpuuouQtbXxYpL7/brOcMH3HZ3R269+vSzutml7UMPbvlyJt9/9+223z+D6raEMLYprDVhPy4YSGPchYEKApoCZCVIZEykYbHDpQB3v3ozvXqxplkh/kAIxBXOs3HBGM3BgfatQdOgRWJmJSDNHraawOCNW1QJhgToTHGDxiRCtjiROhsdHb5/gBdeiWLcN52XFulUsWYy+tyq2qlir4rRZ5motFbkqQiKk2ZpqzvcPCNOM53W7ZC3bCedbc+g/cuy/fNBmDEnfae9MmOPVlMb3OHfdOVjDiB3kAlavF9nXpMOzcynI1UiACpuzrFQRhNzgJ5BW5LqAQJhFUFIBs9VfEY+6GbjyBxoahbwp7NLlEOCohFZn5UGnLj/h/VkIVtMa7XGoM0IMmOsB08EaVU+UQMom1z1b1/5r64NjxHycASgCq7H1qdNQE0GrBf0abM9YBxM4JRzv7vAmK+6giPPkjZfJmxi1Ed05eOpF6N3ibc8Or2otNHaGGQf7fgSsBogZc3IoZIxWf4GW9duZjjpeN+MpTtM3zqNbe+8cN+XuBPXN4crKalkqbmc/uY40dlxBtnKAUpCz1Z3UYgBf6zdGIFKEYHcvanP+4cRNPj0AzJP1zStV8HQymaJScD49IQdCxIw1GURQybL+omYnzH76DW5JBFBwaFWMkGBzoTrJVj8ozFAGAASDaEIFsZiTp0wQrwjIbLJvrQXP64ZzqTjngrUqamRwmK1cYJq8yXrsDpaJtMugctO4LTTSiWjEmmNXz3KMEPb32xTezFmMdr2I9XprmchSrc4ql+qBs1bn92Xn59urYMY5ff32Fce4cKzQA3vmL7fgjZFHCLPXODbH1k5IxQJRUPQMVg+KXzipvINY2j2IHhxhtvUuUESN3m8wgKixBbosDWwPMsgfEYysioMzUFvgKkTq8f52Di3I3sxYhTn+PVCrJhNVCaSMSBEpWF0gxxkhziBOQOttNVJhv3zrXtSXRpYud/87b79a58p97f73cJy8N4PUHv3ZxfH75/tUHgGeZtY+qUMz7gBMTg/65jDh/jjjzf0d/vM//ITjPOOn3/yAN/f3mKcJd8c7m3xhMqHPjrHfe89toXgEoZ37iyIlEEDRFEKjjemhKzQ+WIOhQKG1RfCMvrXkDTVvKHmDSkHNG6Rky1qJ4bmzZMN114ytFmQZUSKxtIQpKR11K416vVTrN1HqqG3RfubaDbjm5txaIi+yPNTukV44Vl/jHH2p1umz6+UqMLIvYLwIfNx0Zv6GlXgVaLnxxme23UlfwTDabzW9XUWxbAUSCMumWINlCHJigBU5AIlghiu7Y91G0h3+BjdosCO7dAIFAhio1VgAVQ2Ga8W13sBXtE9XGX4TnAIM4sW4ItWcq2aeE0CRwMlgWJwsyNHmmUpzrgwKvG4ZW7a+a6Uqtmo4/a0KllJRxN6valS0MU0IKWE+HBCnGTElM4DbffzeQrYt66vAwLdsrxkMPSqo+8DCmE/7NbT/hdsO+xdXm/87IoGKYXq14AwTI5BlDAnGVJeruGNiJEKBCVSryU0iRJjhkMvWo7aqghgDQpzBymhZshb8ANCLoyGCnLcLM1D9pFQtk3+h/TGCKA3mkmJEQUaMERrMsE+aEFIw2I5nKUR3usWzahwYzMkjxQWAR2q1+XNGp23LyO9RsKLyeZ5xvFPM22pMcrGACmBoyLHe239XQ3w1jBaQMMc2gKKdQIfs+r2OIWBydsCUUneuemhF9+t1d08BCyB+F0ukOcH7Y40Ck25feWrSYEPe0ZcAoEI1G4RNKkrJ3jPIvFKKoffSi+QMlWRVHq3Zec8yEqDEuDuyZcKLQKpgyxXrsqIEI10oohY8SAlJgMjV4JVM3nTdapwM8ua1q4FQo1H9c+EuG2txe8Qp3pVgzpCg93tSj2lZtZfN/yKCpRSsxUmlqpELUIjgkBBi9IbuI3O1H0NgOMpj/fqzy5NmSzXY2ffe2vwyO2OgYew9OArB5XZtaCS6nJSvbb9gan5f13FsO9MG/cRacNl1Qmvd0LNM3XdSp+vHcLD8/ZGRar/lThVxDxxxn/PwjJAiIrjJ2Thbmw1hcoPavG31024DB7b5Tx7AGb197Xxb242uo9XHbT9/XBazAkoB4AQKyclXEsBhhJGuHNP/yO26jv57b79O50rh5APw6N6YbJBqRlothrGGp/0DAcrgAEQj/+3ChmjQULJ39W2TMgTGYZ4QA+Ph7oD744zj4YCffvMbTNOE+/t7HA5H8+xjssXhqfhm51ht7zAIAFxkA3oRJS4H0uZV38kNXI/ueatzZQYpg0NwZQekaQKpopCCpBhcSzKErQEjCoBgdREQRSJG4ghURdxM4FMpBhuE97FS7UWlRQRZvbcV9vUpw5QzE+3KgEHXYTcF3yWE0+FUuIQTqI8Xbkz8z1Kx33C+btskdPG6Pz4jqb8GCnjT+Xvxta/QBnYD2ovdPW53frCGQb2YXuHwFWAtgiXb/V2yoLJiZoBVMEVGIKcn9gQIaSMqwBg4Gq/ZhXiMzUBQq71Rg3HY6V3GSpuCGY6raR0KVkwLAK3XQYyMmLyVgRtB0vqqicMAxSCBWxHLVHkEdHGjYy32mbFZ2j3hGHE4HhDSZEalR+ZeCPJrxxvXu7x0VfZz8kIw74f+Fxqlrwv6br03jYyOfduf83Wkc2dE43LPL53Jzm3bKdOmwP0zAoNZkJQN2gOHEkuDFze5K5jYKKaNKtjrD8jmE4N32TGTOewOhEH7zJEgJpNHulPyim6QVebePNdsksaIBe/NFg19cDwa1fY8e/Q/gILV7fYAg68x8iyUxGCQsHaPPUum4v2LAC9rMbkWQnBWLQBMmI8HPIQJbyB49+OPwPmM+v4ZUtZh+/j1jLXThkyHbLwYWq+NCp6569BhN6BCREjJotLThBgihrRu9+7Sg2vmOLfavquNLnfsDuAeLkSXe/pFaT9Hc1btGewOOXCBQjFHylqtlGxoFXE6c3Oc7KcTwdAn5CgUclggPJrvcmXAmgxWF5jw7uGIwzThvGyIZBlRKRWriCNajO0u0mRZI7/VADBBzOaAmR9mV5ijHchqWVUUEszaFA9KtXYExt9imSshgrA7IdUQJGsVnJ39tCihkvcbitFZ4AK4z9mhM/tIaFu3l7DvhuppTYQ7NHAM5Vdtr8nB/WsRsVpZJjyfCU+hYJ0miEy9t1hzsKTDAtvc+bKs+mY5+1I0/vKtrb+mO3fr9tLBBaAuz5jB1ZBUqtTrqjpThdu79ltul5BlZYEme/3h8Lpm3xK7RwOrh7W6x+FckZevWIDIoM3s9MPRmU8tGBQ9sBpGjafXGVI3Fvx0Mc6nr3oKIE4WBIgz4nRESAcQR8AJLZSGwzdqPv1+fZOzc2E5Xt75G5OZCBdvfhOkv9tFX7f9Kp0rgnEGBWkdzw0Oh1qhxYkctg1aizeiJMc9LXW/AAAgAElEQVSSA8SjWHdqzFAhIoWIwIw5WS+TKSZTsini4d4UbWtYmlLC8Xhnxage7Wu/Y5AKv8EeMlVoj8Ji58Grd6R30sLu6TdDtuPdg8EBidlTuGOhiVoEgqFIKog1gktFjRElMTY29qHMFbUySgmgEizNP0UEVchsXtNWBNu5gKrgvCyQ1TrMN9r1pTEDVsFaqzMKtmjazlkd2nQ4XbR7JqCHKfeRif3zhU06nIn9Eez3LmtavpVE4NLPG79x8/HK97+0fdfIx86qukR7X8Iv2zsKq7FaiiCQ4mlRsBByUkSy+kGSihwJh2RrJDBDA1s8QkxgBsdHmyC3AITRtwYPSBgMTKRaMXY1MpQKWIJKGvkBujPYk7Vqc72xEwEONWCLmKUUe5BaAdSs2KRYsbPDRc7ZCrvXonjOilyB0yZYNmPROq3FMrCcoGxG85u3bw3alGaAgxnQFzf69riNT146Vvvt7xXxurmZFe8ip7qxqLuF12z+5nyhO+m6l1mvbK9+7pZ+gxALAZUcyebQsujjayQDXktSBZt6DUux488p4oBkaAGyAFdwqn2AkGCQoKpipBnEnd2vyddSDdomqk52oj3A0KKoHTrpx4jJYFPTZLI9xoi7wxEhRBzmCWlK1mzTYYkUDRpoQT1jfWUEv04xGa2CuhnjpqUk0IMPgB/XYXhgBgXC3bu3+CkecH64x39Wxd3phL+W3+PxedsJznbffVD9UvRSYF4GQlrPGY94qKpFhzmCU0Q82rVOabLsrXsZF/qo//AwBuM0f8GYeN0Ubw6iNmOxp61cP3oNqLAR2wi3eVW9H5AxSq7bhq1ULMuCUoplb0Wd0ded5mAkCcxkrVF4QFCZCTG2JumtPozMwAPh4XCAgvH4dML79IhtK3j/eMKWDX64bBlzilAo5hThBJiQqDgKA8Gy5JOvkR7q1zhukTsvkj1TVCrytqGKkQdVIVQmZLYWGdu5YhHBUxZ8XKyP4aYMASPFhDQbHDClhJRSh4eOrPy+Zs1cVbhDBTgs0NvXtFKL4WB9nUx7NcB0tRncL4Oq4ucPK3gj/JQekH+YkCvMJimCXEx2GMHsYIz8Nnfv4gx/4fe+brsw0q8cq90nNvaNBbWzmqpDmdUI2Xyfdv97HRZoJAP8Ry8dKyeqiLETB7Weluzsfr3jIDFiSCBiKw1gtmNxI8rQ3tuVW2CJbV618gPZrWPVFgKxeeln7seKQDgAMSEeHjDfv0NIEygejV2bLPTR9FI3E7+LOt05Wy+G/+WcuHasXqNhx4tvfnn7VTpXALwQuLGhaC+ItklgEZwUEw7zjCrRovEOAQjRmEqmGB3GlxxTOhooTjFhSgkphu5cHY8TDvNkEI7pYFGGEB2f6hmrdoLN6JCLmJD//7IIsn/ecNdKXdCTMhQO+dnRhKsbuA0uQZ7N4hgAjVCxbBoRQVLqTEMmTNnh7Ap29h2CGD+yokefG513deG7f22wGIyr6U97oTLOd1j/2vfpE/XKNhiulO7ehSuIS9P3luH3RcOWrhfRrX1eef3ip75dSA/h+21CflzV1fm3T/Xy01bwLWo5wIZrt75kAJE5IpGAwEbZrhAEp3llUSchGMLtpSFnhosGF56O9bZ5FWzKesJV3GEbkJ5uxsHDVAC0wxFC6xMHjIACsKPp1Q73y/5o7/W/64C2NsOJ2ORAM25bhA/duGpZ08tL1ZuCdC+A2/PXaYJfNHdvba7QGkykG6+v7ecfKnBTYXz+WDZml+29qMsMu82+gumyN2Ag6tHn6rKw+jysTrscyJhalUzWBOwL2y+L3Dvpg0OfAiy6z26EeOWsER6rGQv9+mFZnZQiiLkbpDFExGmyLIA3gadg6IAWoCOHarf+cuSvvbpmBBLQpu2Anfc75vOt3TNiBsdgUNW7I2ZVxDSBQvB9ah+z9vt76ajNCtm9tzuYnUsLEhG5PvD14Iy2zKGHaQjoBfP7XyS/KGvwe3vbmTCvbiMoNkx9UpiT09aqP6yhbYOICXKt3sNSOimTyggwMTyoSpa1aox07Bms4I9W69JifMO5sntEXmS/pYjDlEAgpBBQq2WbSqlgArZSQATkwsiRbQ6rlRe0zNC1vb2X/+3YjQDG9iFPkI7yAoHJbusvac8FBEFjI+aREd31K2rHvbJGdnd+jAmaXle9OW+/Zfuck9WP5UiEUoFc4M2/nQBEDNbe17uf9GeoUL779j1Iqmj3rBfvAOgzBBfzt6FSWu2V6JBpr23sso6bk4UWhB3ZdstYt4CxZa6Ihl3cMvHkkDCiZuUNu204VzTO8ZpYDi214OPm85hpQFc5JHBMVme1QwRcUgdRP+Tn9NSXx4l83V1IzS/+3tfrxm+r8vtVOlekiiiKWLU3G61i700g/PjwBuWn36G+e4f/9NsfQVBM82R4+hSRpskoaGPyRo9sz2S4e8t2sff/sULqBh9ozdE4JJ+oAa3xb/PstRaoNoEvO4F1WRK8F3o9cteEcWdqIwhHWGZgNmfOHTnT7y0tC1BUKAvoTqG1IMwJ8ZAgUjEtk2Wwtg3btlpjz3UzaEWoyCwgKhAuqGSwv7VWf1g91lItc1VVsemo6Rm6yCZvAO/6I+2E+M6QuNh098J37JmKker4yiXxDfPo6kU7puvVq52+xxFvHf3vpyQGk5aZfAJgVcJJCCoBhxKQFECtWEhwmCqKCGJg3AmQkmISRQEhBkWMxce3KXxrcSAQUAAiB0g06K2qYpK5K0RxOF4jvyDAIvYAWn2FqpHQNCMLGOOgag1imxLeKrBVxdNqPa0+njM+njasVfHxbPUH5y1jzUbHvHk03mpZEsLkcK+UIGQG5UWW0pXY95pr323bW2gXm69GhbExkt1zW5s746oxqNKY9K/pjn3tYfvbju6qT/s/6AB9hjNB2TkRGRIlsRlHxIKiwFoAZKuB3Zx4QESRiyAw4eDRVnWOqgqAa0ZQhjIZ9JSAVBNCAI7JAmQRwNQi8E0pe5YGe5m0c66C1+TEKXWm1zlNQy94cXhIDcIHgEffF1Xz3A2ODki1DEr1Zu2SMyRvAMj1DHcnV9QcSqmCU8l4BKNExg//8FuEdcP5r49YnxbkvOC8GuStz0k3aFo6eBgO9vdF0IvRHUBVgjChwIyx2gJzIQJp6kbXxdTqIw/XU0be8bduF/n3durCqMom+yUBAmznDaePC07PBX/+6yN+/usJT88V52cjw6Gq1lKCDZYXGEjRa6Ciw+PIoMVEhDkEJG7NnlvgBK6j3Lkj1+kExIcZ9/OEXCru5hnnNePpfMLj8zNqJogUhMjI+Q613uGQAiIx5gDo7DqF4ZnYsQ5V4eyo3geoikMdi7dBIwgHbFCcBDhlwR8fFzwuGX85rfjLcwaFiHR0uTYfMM0zpmm2QEGKndXxstfY0KqN0KIZwqJ6lbmSnYz4nETsLuQXt7YOxWvONihOq+BAwJIVRYyVcc2jltbggc2x+lsl89/bORuO8/6tHn4JFtQA2T0wO9F6kjJMl9ogVagApRhjpc0ZwwpZYsF7VDlDatLWRNwKoioxggaoWk2rgqze2FsGhBAROQHEju4aDn0jqyAaDp3ND7scITuLKhVZbL5utXaSqdohpeLBGAJxBMUZx4cfkOYjDg+/QTy+BXGA8uTMge3+Eb7XOF36XU3nDVk5xuw/bvt1OlcAWAwWaL1RxP6GpfqP84x3Dw+wEPkbMBGOxwPSZGnyeZ4HOxJ34lSLfLI1VBymr3Zq6baZGdO8bK/qwwirqFQXXjqMGZ9gfRgJDn1oP9pCMr6fVFtstvrcsDGFZ8aC42RbXQUHsIpH4CeoBHA0RheRCg6AlAyKERoYXCuKG9ZcizVsrerwntF0tVG8ZrGaldFo1RaW9Pk4FmVrPNejpWj1Dzsn6Tpk5q+vpze51ruuu7LPXl8MXxtteg3ud7l9SYj/LYvzlyqInWOuF+/aW3p5TuKzvKj1JAtC2JSglcAoKNoaCsMKs2OAOGabg7gQ9Q7yapHFRi7QsqcEh9pQhMLYyEyQWYeaxgDVzpe4NQgVgAQiBaVu7o21yCZ2cK5iyliBotZ3eC1WU3XOFSeHBZ6y0bEv2SAlBlczTRG8KTfHYHCJEFtMA52uGE2hjDt4OUqX9/aWSfFt0c7LX/jsvFZ6fZqpupPqRn8LVuwupjsXF/Pj8+d6Xac4/totYnfEes3VPnNFNhcsuhkMiiyMzdOh6jWdooQixYunzUAIoiAyuuAs1kkrOFFBCBXFYXkIBI6Ddtomlj0zR4Q49fd1f3/ZoK3EhOiQwIZc2LOOMgMcW/RFod7gFzCYYUWwOiGt0KqDcc3bXUipICLE3usQPSvQWGuzVCy1oIaA45sHyKFgvr9DOhxQSaBba6O7H3M/H+zn6ZXR0B3yNk7oWRCj+XYYEQcgtHvIuCUZu5pSBXH44tz5+s2djgZJ1GDBgUpQIWxbxXlRnM4VT08rHh9PWFbFtto1ttrqSEBiIDBhcgggx9DrNZu1GKM7V9SCRdond2cRBsBsTusUEu4OEaUIalEcpoxcNnyoBaUCRavVX8WIKSWoAutkgmWKihK8zquxH+qwDdqzVLEaLHeyBDCGRLIs76YW4Py0FHw6b/i0ZDxugpgUD9QyAYPxstfOXFHmqweOLlVvyzq04O4I8IrokPOfieJ/Lpt0WXM7ZFDLSJYqyEWwZlwgDdr7jcxCZCeYL473qlB89Zxu7/Ud5vMeXbR/e/cPE1u9vMvpa4K1wAQRhzs7eqQ2udIilG4vMpsuZlPAiOK2rOvc2rJT2phRDZrHga0HWpeNLdNp52tkL/CAQw/f9fWv8IwiqbfkQR9LkcYSuHeVvFExR6T5DtPxHnG2eitQ6wG4m2K7GODF7d0FyTB2vRi51y0yk4PXztat139vWP+v0rnSWlGWM/LpGagVJIK8rkCtCAS8vb9HkAryElgig35YwzODC7Z6kb1BBfIeFRfOFfpi6VtzqtoefbAruqXWslDdWWocWvYVt4Mwmhl068f3EyuEBiBqNQe1iuHkOaJGx8e2c/djtAnfFqz4T3YWwD28ohMBVCzZ6NjP24YlF4sYlYy1VGy1upNlRq3BegZ+u9+G8deLydtSyrVb19T7R+4F2yB+2I23/8J+UPTGovvmbfcbPWu1dxYvXn3hgG7kvFzi38v4uHnAi3fa3GoFtHsntjnBBe6YuNBlstcEoy4PW8HmlMepCOYpoqoixYApBoiItxuwZsGgisCKEBjRjdEO4/NCWYU7YrulMeCswD5MbPtpl7DizJS1QfyKYt0qzmvBmiseTwvWXPF0XvG8bBbt3Br80ZqBgwzSBSLUWlF1w7ZtKDnbmo8JzKEb2ftsjr7y734M6BePc/vet3339t5uGnndlSp1RTkICUa0nLoggjkvVyuxKTkmZz3FyGJZa8dB4Ay1gmq7d9oZo1oj9naFRGTtIQmogVFjQBFC8QCZoBFdCFaqCNxqlczQYs4eDPNgS2GkvKFKwJRdpns01oJl3AM2JmvogoyizUF2kgqjGg79b3KntJlIIxPf2nVIN3aqt/8o24bszdnzuppTJWrzi1qTWYPfWbTZasgggq1WLJqxEUFCBFHA3bu3ePe7HxEeGaflE4zBrRmYCqLaKZS7COoKhsZg9snT9m0wTie9AQyW6PXDLYqN9ntXU01VrZfj1UfuGo150Wem/dYweq5/k7yeRvHpVPCH94/YsuB8EmybID+vWD+esS0F7z+uOK+KWqz3HblTxQTE6E2Rg2WuLDMZwSkM47DdBoLPGRp/75wLtDnUMrakQAAejhPmGFDqPapk5FpxWlYUEZyXFaTAMiVEJcwpGSmD2HHmJBf0+SoK9Tq45lzlUj0opFjJKg4/bBl/XTOe1g1//HAy5yoXPG4VqQJh3swhKd58HeIECWOeX0+F3WDa9e2cHptnO0jgPip2/f1XPrkIvuxe7b9hsE1FCtbq5v5AmLwGEmpBslzsWcTJlXbBg+Ekfl9DeE/X83XS3Y9P+yv0e+7ZYqh2IrYYork8cQKHCRQAYEHvsuhBTA9LWgCqFrffqi9/tymFrE7LA0c1WC0+wQkyUFCZjcxH2fq11mCBFS2oQl02EuCwQF9X6hT+bhNYpt2mQxFz9kqt2LLJwVykB2Fr9Voy95JSjJgOd5iOd5jv7jEd7xDShN4HFkMuuAnzcqPdhzvn55Zj1X/nxRh+u64ejtZr6+Dbf/ZX6VxJLdiePmH59B5aqgmnWkG1IAH46Yd3+PHNPZqTYlub/C4w+zZM6LZu90NG+5vZrVf7jQ4aUgConRWq9R9QESPZUEHPSBFGml52xk8fGBdkUgHNUDFctwXzLb3LHBDTDCJGCi3CSj19KyKdMas9al8I47EVa4x43jbrl7FmPC0rllzwtK143lasVbDk4lBAg5I0ooQWBR13sTlG2s/nuiCQ0fR+E9h0Mfn73d77bf2+jyG75J/7Gze6fN5ns8aS/4IRfPOj7+xYfUbKX5yv38hWl9e+KmRsjyTWeT03liC1OphaBCVnMFlGKMaAeY64zxUpBgQCtiniMM8QeF8Of57QjLLBvtaw3MZ6ZGtO9+vLz006EYNH23yuQszYKsUgIWs24f28VjyeMs5bxs+fTjhvGZ9OC57OG7IAp0JeXGv1EsRGdQ0Aa84odcVyPmNdFygBx2m2GpsYBxtc60EDfVWc7tTA1fPXbt8+P17Lau2hxyK7NYOdIdf2w87B9feoGeRXV1DZP9s5I9oUfjNCXQ40v6UCqFAYi7gVUjc/eiJzyjgEBKBnxKmS1Y94hsfq/Ag1WYYyBiusD67grdGq9n5CIQQYZXvETABR623kDpI7m4E8M+NRfdBwuCJbJtOYYhtEZvQOUHHWOmp08hVVq5O4bMglY1sXLM9PkFpR1g1SBXOMOE7GyDel5L1iQj9+VcvanhV4QsUSAiRNIDDe/u4nzIHxlz8G/Pzzn5wW2wJcrIogjZLcCtNtHekwPppjAJPbo92iBRCE0B1hhNCZA1NKuIAGYidIfM7ElG7M4FEHPQI8BKshphsybMzPnK3m5k9/esY//l9/wOPzhj/95YzHpw1UKrAaPf+kFlScOGBik0tzNAKexi5KBIRk1xumZPBfGAIDPm8AZwtM0dEqLWQ4HI5m+DVdH5gwvTlAFJhmxvGY8Hxe8a9//BPykvH49IxPjyfM04S8KaaUcM6CN1mRIuN+dkINzwyqqDEcKnp2phQLblYFzmqkUX98OuHfPj7jcdnwT3/8iMfzhhXACmCeBJTOONSKH/IdSKoRvgRYC4thu76wcXT/ov3h7S1EqkMW3djHbWn4url5KU8unNt2V0kRGTgE4M1xwg/3tlbIG8tuRbBmIy2yc+J+Dt/RArg666HrFcPWeDnX9++IX9TVFaplXu3ZHOjAsPYHAQjTETzdWR8+OkG1uh9rjlUPCUhBzRlVFVmkO5mtfpRg8rwIEIIgRXNEmRgSjbwqBUYNAVEYHCqSKjYoGMUcMZd57LTrFBhRozXBjsYQWIWwVQvQGVSzokhBzsXsS6ftV58/BCCxEROlNOHh7RtMx3vcv3mHdLwHhYReD3blYO1H5MVtv+FgvT6e3+Jgvfy9y7rB1/f71u1X6VypCOq2om4LtIg3WNPeRMeMu4jhXGlPY2K/cF4Zs/GXKyR8/laq/1jPUnVnSq5ee5G8jl/di6xx1Pa6CXzfQ8xRExUUmAEBqTtDwL5d1Zonayn2qEZZK6WiFGsKWEpBLtWbelZspdijeqbKGwNXHQQCt+8BvVgM3Xm6cLn86hxz3qKa7fMOY7q+sdc+De1fvD4qr6Z0r4xT3ZFrfHbrHt9rx9pfzaURfNsgvv6tLy1W6v7lWN/DiUU7gz6RhlG1PzfTk3sykqFMBI1kwOj2tVo/ljWbwF+2Yr/ERvsfAkAOGQwtqugO9O3r7TmAi6vdF+y2aGl1HHqDhRTvNZNd2S6bPdZc+/tFBFXcaNTm3PtReypKbS2KF8LXihAYU4qIyeA0ogop3s9ob4j0kdDdNVAfh1t7jqHXV/TA63PvW8kuFK26bjcfuxLuP3DDDWyUc+Ni99faAim9/QPtI8bjKtrpGgkOvKn5DjrcjACHpzATglpta2Bjsey/oQDpyLADxpYmSii1IrM57rlaFDfXglDsPEOtFskFeb21QMk7BInVhfVk3YU+MLRAozCGf5f8moWcAhzVXmu1xtdSkXNBLhllyyjZ3uuRfxCIBtyu9x1q8rr1aoMgE3nrC4sUU4wI84Q4GWSx5oJKA8RFuwFr0K0LI+J6kNoLRYdHvjCOfTBfZq6aANrLuOs5Sv1xGyY2nClqDp5TbJ+XgtNZ8P7jgj//fMLj84Y/v1/w+JxBpYJLRgDhPkYkZlA0BwvkJBUMr5Vu9SJeK8duLCpDPLq3R6s0eHLPbqIB2enC6GtXp2y1alNkHKaEKmLPu4BlrcYkWEXxnBKIA6bIUARjbiOrvdNqBjfUYV8tc5UrqipOosiqeFoznpcNpzVjKRVrFWRiCBkapHofqOI9LktKBkfl6miXrpn6aF8E49v1NRmwy1i9hBLvnSy9+olLjTM+H2Fqm1dWZxsZSJFwSIy7KeBujkgxdJ3cCS06sYpe/e7n9Oawnl75eGxXcq99b2+UX/7Kfm3svzXsOhULwNdKvb9jI4sWdZSU1yBRFIAjlCsgCsv5W9bH2KAtyyeKASfFGBuTJwoWq0WlWpGLy1UAwgMRUpkRC0OUDU6IBt82qHMQRg0MFqdXd9IKVGN83arp+lyq9ZOVka0SGTDnBmEmcubXELzdhTFYMnuj4L39cuN+m5xqA+QSr7dtuLLnLuTh7je1JR/2o3xjArQj39Cz+8Dki+2VoOfntl+lc1XzhtP7P+HpbkKgaBCLFm3cmcoXIrENBi6FxYjg+mJuFExd8erFGAxXyGnUpRlrFVqz9Tap2UgtaobWxZ2pZpARIG2CWBpWG0ylKS8AQHDKy4rAFqXMNQO1uKGZfbEQoG3iThdCTYsVUkutyMsZtRYsW8ayrsi14nFZkEvF++cFH04rzlvFz6cFa6l42jJORQxepc621e+AoWcBgJUujUAdhbEEb564Gzv7pu/fQmq7HT5rPO7txa/cLgvYses5Yb1Dhnmxy00phtOl5ijSq0fdC/tvW2DjG99yRZeCZ8z1Kwl14zt2JDPkqhKqFId9wR11dZpbxTlXUBasWXDeKmJgrLlgigH3dwUPD4oUIx7ugRQFRwGyQ2wmwHHgRsQKUG9u24SunYutiVqrQ6sqskfntm1DKYJtK1jWglwEH55WrFvFp+cFH58XrLngw9OCrRQsuWDJAkEr5m0NFAFoRd0yoF4TBoBqxnZ+RiDg/jjj7W9+wIfHR/z4m9/gvK748OkJmjfUvXFxoURfOlLXN38EGPbje0uwf2H74tRyZSBiJCE86mUII3vdDKVhEjWnwtereaX2SVPaTlRhBpEZssKAssmqBp9j9t49qlhEUAE875b35AZChDVvjWxwQ2bBQSNCZYCqQwMb5MQc+i1XhADkasfJIphywRwzchXEEFCq4JAS5pRwN83WnzDNXri9ofJmBBWenQxelwIisNh1aSWUza4nMl/Y1qKCoka8sdUNRYvXVZkjdT6fkPOGmleU5QwCIcbJ4X8JIc6IzEgxODFSRAhs92nbkEvFJ0R8REDmhHNWSGRgnpDe3mE+3ePh4S1imPD8uGKrBYwM1myj3KE1Q25di4RhLjaDxeR6VYNlNieP9qkOuqFRaSdHX8xEhiBBKA5huv92c6zUVmJ1hrg1C/7b//sJ//aHR/x///Yz/vf/81/weMr4uABLNv0XRZCY8Nv7iLsU8LuHA1KKmJgQE2OKjBgYMXqWMppzFXdZypmcdc8JG1rtJRP1npkt+GL3aczhtnLYrYz7OSLFO9wfTO8uW8ZfPzzi54+PEFH8+eMnQAk/P50wz5Nlrg7OUMwBgdjjruQBJVs/Fuw0KP5Ttjn+82nFn58WLKXi01axKEx/xgRhRi4VBMWnT58Q64a7hzPSdMB8OODw8BaTF880Lafa5Aa6idMYl82GaUgcy2v2LrYAuu1zcVeu9byCte3n+cCO9gEYFayKN4eA384HvD0w/td/eMA/vEl4d5i8bx2Z/llrN+j3tdtjVG7rz86Sd/PznfXd5Tv1Z22DT1fz92IbMr/JU/V1IRJR6wSpwOlUkbOA2FhwQyTwbAECmX5AfFcg0zP0WSB6guLZ6uzVHM9QgUMiqJoOXmrpNU3Sgjcuh3PVTsSzxupEbF57CGupEphxf462VogRexsU7k5Qh0Y7AYy0h1pZwf6GNB9THVHQGwYTIzJhSgFzYNwfD3h4uEeY7xCmCYitp57PIG1/hd1Y7O+1XrRyeRHF7dNi7KfXn3e7/uU2AlVDQ/avXjhWu/m39w2+0cH6VTpXKgV5ecZ2ekSKM0Kwrs4cHb95EW26jCy05xGYUYxRMqN7f/8GumLv89JwX10Qqxhu3hhfLh/Y1yeAfNGSG/E7RegDby8H1I/JWvUSBJAKqRnbcjIWH7E6hRgTUpwd3uDxk51zta4LailYc8a6GU58WTdsteK8ZZzWjHMuOJeC1SNj5lj1I3eBMyaRH2vH6HflK/XeGdh94+I+7u7xboRf7HOxkK+2vUN2M9q/v/WAR6Kpv3ltu17YBDun/MvbbSv4tczVtfj4nA194b/q9fnSbr/XFzhpc250PDucwWj8LeqlCmh1x0eBIqUTv6RYIRxAsWBKijglo36NglDNuWFVsDRSNc8g+Dnsi8XbqijOSGUUy2bgLdmag1qWygzs5yVj3SqezhmPpw1bKThvloHdqphxArXm3TSgaKoKrcVkYaupETEWt1KQYsTxYM3Bj8cDFEAIZ1BpinmvwHfz4MWUcEVH1++99vrrxg1jqr6++X3t0Xfar62dY9Xv/1izAunfhRikq8+xndNmBFS8I4FjP8UAACAASURBVITY16qgZzqq2tzOCmwAJqKWB+j7MczRVbZeZgogiil++xFvRK0yaPTJsxFUPCsEBM6IVZCIXQ6r9XMJZrxCBcpi7H5EaDW4BIG0OgWIG0QuC4i82BxeR2bO1aYWBFjLilyzowiMsOJ8PiNvG7RskG11WGIyhixiMEen/bbMRTOGlIBcK1YxiNdKxgyWBVC1eqEwJ4RpQppmSBGc2dhou/xEg2eiG8vt9eW02uvEFuBrs3vXXkPH/rdClW3Ar6djNzARoM2oNavdjqZN1jaPxZyLXKxO8q/vV/z+D4/41z98wj//+yc8nTOeS8QqARFqTJDRIEZ5FtzPCcXfp+BwpjBo14OTOQSybJZZtiaJctPzNMbCmaeBBtf387eM4LhOdp2Qoo8PM7aHOxy2itN5RWTGKhXnZUMRxVIrwrphSgFLtv0TR5+f1AO6pcGgxZh6iwge19XYUJeMT+cVmyhWMcZN9nNXYqujroJtWXFCBXPAti5gJkzVm1jvMpX2Yqe327xpssLXkhkpOx11ke7a63zFy0LovW7j3fywacGkmAPh7SHi3THgh7sJv7mfcIihwzart9SoMmy25l7dlMn7OXpz7rb9m0ExbAD7hF7b86YI3mfG+vWpkVFIDagV2LaKdRVwNELOCCCLBRw1zODDG5AwNB2hWwV4hZFLiJGpNfbLQCgV3fk1cifLD1lLQ/KUvyCE4OhgQozaZR6psbGqVEQmJA5ITmQR/Tk4kyCIQN4ovGL0M61+nZ2B08sBAAuKqSrAA3dl7Y7Y+8ZOYM/kDt4CG4dxb5uU2GWp2jheGT8XZSfuTe3E14vxe82M68e6tDr91LSd4hjrF3YtXk6OL2y/SudKnMBiWxbQPIwAg8eJpxupL0FzprzMWrV71p2NbNBCQK/SI0qtLgqmUIgcPeOetDel1FpQSwa0QopnrsSf25IlReuC3Yy/7mhh/7twQe9GsPfw0KqeIasgqaAqBkEpFRULVjz7SbuArBVaLMK6bRnV66fO2eB/H84muD+cN3w8b8a6tlXkKshCqMq7AtKhyu1PfuEUNnHXxc1uZvcJvpPVezid7h64eN2EdlOGF8PzYpLrTom07WLi0zA+u7HX1T0NLP4LKfrKqvyO2+uO1dX1vHBGv35r97U6vSsrQZMdnb1HSod+NcWj5sCvzsKntEHUGnIWJ7i4Oyac1wkxEObJaLSdo8j7yoR+labDh0GXS7Y1nQu2vKFWwfOavUloxXnxzNXjii1XPJ03PK2WwV0LoYg1Sq7t5nTvWFyJe3E7NYUQMEcCSQFLQWJgCgHv3r7Bf/kv/wuenk9Yc4aoIKhh3I2x0GC5e5Pzb5sWzQH6Cqn82V3MgA9kZAkpRHcafN0qoK2RbasH7YqoycYmX7RDg8y5aIxjao6NWr0UNdbF2evUQoRyQCXLLCkUi1SQihkFDv/oBi3g2QJGctY566EXjMJXdEBN1OrIliIgtv02Dr2BdOSAKopDTFhyxVoqIgcsW0GKwQwIZ8FrPa2sF5DV5nRn0eeOOUZucDu0rEJRtHpmYTWSFTEIlqqgbCtqrQgQJHcCp2ANahNTdzeaaakACghrFXxYF5yVcD7eo84REkfTVwoJhAPS4Q73b98ghoDnpw2kqzO7NhW9k8c3JmVj2KILvdj6R1ndVqkFuRaAgCDW8oMvZvuFyWG1FVfWimWuogVZeoVuJ9OHaoAAOJ8Fa1F8fFzxL//+CY+nDf/4f/8R//+/fcCf3z/jeSWsNaCKOSDNsNMKvF8Ep6JQ3qB8xv2cQDHhgRj3kZGSEfUkVjCpQaPYHeU4Wqiw09qXYjUnqTnk7DWbGGtop6rQPnG/EYGB45QQA+PHdw8ACMuWEeMzcrFm51UrShE8LdUhWCYd1Y1xBXw/C05snpXYajEDOiru7iKiKLa1YhP1xq0FKoxSFVDGabM1qmHFw6dH5K0gxgNSMIPWAtC0ixm2RdlsD3Z532jYB5T8y+xpOyO4P1+7JNodqwBgSoyHO8bDMeB4CJgnq50zaLF0Ntgi8EpP6itpYGRub6+LzKtAwc5FGpbGy+BnO/sRIG5BigDRABFzfqoQ8kZYFkEpgk+fVqxrxjQHHO4DkgSkTJBAyDRBpntAI+bf/M/g4xnl6YDyFIGy+pwvCMqYKEOJcV+sNvV53SDFaptKluEbA5YxD8l7uyZHM1iInAlYlsXXSEBsbYgcARaCs2gzI0S3pVvLHzJvjwCE4CU4XEdQzAk9glqGPjEhBYN6pg4JTIaY6fdR3QYe7s3nsELfsn2tv3PpYl/P2l0Q4mqm/C3br9O5qoJtOWM9n1p/aWgQKxJ1hijmUfhoisAx91rRmzE26IuxTFzqpDZT946QY/HbBG4TX1UgtaCW1SI+eXXnyqCB8MljvyHdwTL9OVLJeuU9WE8SgVR3sqpAq5FkUK1AqZDljLxlq6FasxsiZgSg908AchWIAKdSccoWGXt/WrGWik9rweNqvayes3Sq6+qgrj6ttD1fhA52N20IneFgjWk7MK/oArvdanuvxVB30KVrL+1qiG5t1w5Wf+2O1T6rQf2/S+eqO8NjMnzmiH+/7TXD2xysrxQdu9unDvGsAuRiNNYSzYRiZgQjzYaS0wKr494BnMW439a84LRsiCHgtG5IKeDuOOHumAyO5c5VIKNeZbJIba8zcUOvek3ium1WR5MzltWcq6e1YCuCZas4L1ZT9enJggHrJliyRe42MSivaBh9jagZPwatiEw4BFccjveOkcFSQFKQiDDHgN/++APi8YiPj0/464cPWPOGXAXs1LKbBzqoYYX85v6yWfENjhVeWwFjY4d1RA6YnA21GUSWga7dubrG7DdqX23yBbAaVsAZFI02mMlY2EKKCBxAKYKPB5D3VREwtBDUs4/nukFqRlJGCQbZ1uY0uIEZ1ZgoWUZNRhHLaBQR5FIhEFQ1Wn2FYvFMRHOgAlvh+xwTphBwiBsCM+68EfAUGLNDY9KUvFfhcDhaHx9i6hDZ4M4YB4PGKBTFadeLQwFL3rAuZ1jxuY3PcWIc5mhBhhiQImMKQIRY/z/fr8Jk7KlU/OVxxbMonqYj6pQgDlcEMThZb8PpbsHbH37AEhM+/PkTyCnoK002XlrdPvmCY9UdrOFYFxl1a1vZoFCEmpxpzKWjYudk2YysIi+OJQiosGw2objkr2BkN4ptbB+fKt4/KX7/x0f8b//HP+PnT2f893/9Gb//yxNyEZwWgmi02jO4zIL3uDtXECmeK/C4Cd7dzTjc36NECzA8pACGYqLsMChzssDGzqYcEILVNJWSsSxnkCrC4YAQ3NnxFP6FQ9F0UdeDNpaRgLtDgqixjt7d3eF8XhEDYVkzHk8nPC8rcgGetgZva4Y5OuQ+K3qbk9rGzjVwiIz7OWEWRYmErQjORbHkYlT1GagkIFHkraIo4zh9xPGw4DgfcEwJnKyMgpi7jm7ZRPWmvUZmYeQatbYeV/v7cFva3TI13bp64Z4A1u8rQHGcIt4+THh7DLi/i7g7BtRiva+yWH3teTNYYFVu4TI7ovosvnlKn9PX15J06HztZr3ckLdjD/TzsNqlIhFVCOcF2DLhvFQ8fsrIueDjxzOWZcX9mxnv6IhpVqQM1EhYeUaZExArDjxjyhvOP8+oYOh2NvutbIgUEMNmxEyq5rTX7DT1GeuyOvrD7wdHsDfmpTB5pqhdqoB1A0E6RJXJ2gi0AGt0aGBMRlRFoTGcOhsrEWIQ+5uAGMymiuwQcWZMTJi8rcWULGs1pRkUk9Ouj7lBwK7sY9DQ7abM33lriYHPzZnv62D9Kp0ruFJQZ7NREYAaYYQvql36cC8WTJC0aJQrVaJeY4ArGeJ5jN0tdHPbnS/tsMDqhBrjnLQRWmDEwAitN1A7SLd6/cneGz2Fd9fTH22d+DJvjQlV0fHiOwhQKzQc/SSqU7DbI1czwKoXFjfyiosUuc+j/s713GqO0/794WF1z6rfNzTnYJ/cv0ZTX475OO6l2PscLPCyR487VldmAu0eAHXj/NsXz+fM3y+Zxzd+7YaDuFckt+3yG8ehyz+6+mgQoL4GnIJVDa6k7A56h8S27wG1mgLastHDNlrpEMhqGZisvsaN6MQVvZcGyGisPTq7bqtFzXNxR0txWgu2quZIeTZ1a+QWvYC2LYnmqFhXeXsY7Cy5wE/BC9ujNw13+FBgIARGCIx5mvAQIooIpskcxUbmQjD4mhC8TmLUHYxZ8q3ju389/rgVIf7SL1vdE/dHd65gPQGZ2ZqtgtG6zrVFRnvK5bZ56pa9fUWIEfPxaK8PEWEKoBRAUwCYkIUNi8+GzQcRiipYtffMY3i1hi+2FuBgAErkDpNB+YJ3b61M7ni1aPuYu42mX1Wx5gLAWAah6JTtMQhKYJTgc1Ib4VG7556RBBxR7lnAMCAyHEx6V4+UV4d711ogtQBwo4IsU9tgaEQteAO0bKH4fd6qYOOKpQhOIjgJsLnRLe4kkesCZmv6OU8BmAOmqEhU0WjU2y0d5BkjwLQveN+/Z6QkuyyyZ7CqVLCwZ2kVLU+7Czn1+X4N+bbPmitEYz75dRUBTmtGroQ/v9/wxw8F//6XR/z5wxkfnhY8na3pd61tPjaHrskfvLiH51wRt4LHJSOGgLuJUCSCWT3aru7MX5KIsJOziAcNQPtjwAJA7Yp2jsXQfy5n2/31exzYWdlSwGEyNsVcJ1TvxVlK6+20I4lqurFrwHGfuf2uZ0FJFIdkRm7V6rVWANTrTdWh3FWxlYKQGTlbU+LIweTVdRpup3S1zdWdQ/W1/X52EuzmrBi2gr1gMqc3MiFawtBIG9BaxxihVpf1u/nezYHPntstB2tvnFzuqlef95aCih35CwFO9AB3/EsFtmLneVoM4rqcK05n02nnpWJZK8JcccgVCLYWopDVOJPBoylOJnvmO8TjAyQEaD5DOHpLHQUJwCEhqFGbzzGCVSGpQIQRyXSjTRyF9cCzQMyodzYUFzlE2nNeVl/sRhqpQJUQYOMRmsC+um9XQF8fQ0Ig7+tG3jidg0PyA+COVZO/7Z7vrS0d0+Sz29fOzS99p13VfvW9tD9fc7B+2fbrdK5UICVDygopCZWDQehCskaI7qWPIQMalkqhPRrTFMjeuO7ZGRo3uRd0t9SowntKGS28iMECpa6ACKSuXuNRoVJ8cfrvciuutbQrkxm4Ath+VXxikX/Ja7fUHDd4/y4GAC/WhQSQKGogo3cHe7G184CJMVKVqli2ajSuRfC4ZKxFcKqKVawXR/FsleX3hsKxk+/SF+2DoYB21+hUwBdCfOcAdp3bDDqi3aLaZa32x74Y/9cX1C1YoI3nUFhdELTP2oOu4YKNcaxhlm8tpFZj81LwXO93ayn+bcuzHfdzf1+dAwGkhscuRTw7GgF4pIrZQgnuudTq0TAoajPGAOTeJ20BCEjPjJQ8O5C8MJb2zlWDqtkm6tS6KljW1ViunMWyKnDOsL5qRV1xAdsmqFUNPlNtnjRjvdHAG7WvRR3vImF2x+qYop1PjNaEe4rgOeAwRxwPCXfHGffzAb873uPn9x/wX//bAz5+eI81VxAVqAakZFHDbV1QNjfyZBi13yLmvzJhdWsIcWuMOUTEaUaMEWmePYPvphobSYiIQJGB6kyJUoxBuKr3mfL9icDJMlbz/R0Od3c4HI/48Xe/xTQlMG0gziYPgtXufVgUz5uiEqHU0Fv+xSpGGlKAmRlTsEhnM6QY1rQ6iALRlHFhi+VbbyBgC0BRhlaDBIpTVmdUSDEDYcvVIJGeuWMmfw7OFmf1ASGORpkt09NYXptzZXAZb34czPADPNjQXBI1Wu7oGdo0T0gh4BgjDo3OnNga1HovI1FgYbsxH4taHY0A/7YJTmCb70RghTV2JzLHnyOOdxPufjpgOxR8vC8o8zO2GnEqCRCy+jGXJiI7BwLDmNg7FyBY0ETRyTnWsgEbIddiTF88mMT27K5t/m15u5jzBIA1I8kzogSQ369cAwoFfDpl/NO/f8Kn5w3/+P/8Bf/9X97j41PGP//hCctWcVo3bM5M2voBtbBmIzJoTp0ScPJ6y6fV7tXDIWH7T7/B8TDhGAMOh+CMpg4BZYM8ExTs0EtDuHh9ERNqo9QOrfbPlZw7ey3g2ZzSHoj0zyMDhxQQeQL/9A6lVLw9HfG8rFiy4MO5oIhg2Yylt6qxAaoCVMUNXDT31OGpimmKmA4JAuBwIGRRvH9aAF0chWAEHZkDECJCUXx6OmPbMt68fcbhMGMSRTzcg8POMBzKeBeMlQ4LvG28fsmhuXaI998w5y6Q5TgnjjhE4BCBKZjsLjAo9lYVpyI4FTH7hHjHWrwLxd44HWP3rBAqfnlt9u4tANx4DcAJ0HeGD9psFCWUYvZOrcYEuG6Cj08rclZ8+JhxPluN1fMpoxbB0+kZOWecsqIw4XicML+9AyIhk7GgggL4aI7SIQTMb96iLmec7x5QtwXrx5+xPn0A4oagAVQLfmDGm8NsPfby4tD6DKnV5kQjBSrF6NKrIZbUDmcmMUeQZ8orAUIKeONsYgJFg5rHaH1iGV7LSLZErE+Zy0sma4kQGCkwEjNSCEjzhGmekeYDwnwA3E63cpyRv+padOc/v+ZgveZU/RJny441Aidm9d1yytvza2vi25T6r9K5smj7NXFEaJIPt6MVbmDriBC1DuTdCGkOP4aj0PHJClcWfCGIWtaqZa5U/bkx7bQIUHfaWgRxVyRL6EXk+4JzUuqRhHFtdnkt8toiA+KRU2mQG/cu92xHFjGz6H+u7dmzVmoRDPHnC+dmJ4N37uoYj+YQ9VAP/J66e+vzceio9kfz1drNuRLEf5vX0bdR3O9R2J2BOobgpfM1SiqvSQpeHOHFsT6/1+ff++yRLr5wrRSALy9y8rndIH/D2W1QLYYLWJ+T7FGszvLn81lUUarBbWsl5FIsO5DdkCXsnKtyAUdqc1HEnKtWd1VqRVVgKYQiDl+scIpi9EaSQ8nanLPMTcscaDeQJ695maM5fBy9j5XDvWIIiNEeaZ4xPdxjzRumKSHGgCIKLuR0uGasSgmoRIOHil6Ow83o2E2n/8YIuZy6NYwXkNzdxmyNknkH32inUMXrUEEgquZEOM28TwWXKdSVKscACgFhnpCOB8z3R9y/e4NpnkByAusCJQHIakKeSgVXhVRAyLD5BTZOWRWbWhZrsH25UCB0WRWJ4aSSPXMlwdtoitUHQty9admWppgVIFSUEK3hMBFyBZir3w8zmjm3rFVLzg3ninfve0IOiQ32RR6NITKDnwhIISCmCDAjwLJuoT/IQUNwo9zlulgkeVHFkwDPSngWwsllknqgip0giYPP28CYDhGhBhwnxSEKBAIq2tfzft7ts1a35leTwQMWCqsLqgUgq7+y5qQNGLh3rex1g5Ne/DYEjALu6srqlzIY51Xx148r3j8u+Nc/fsI//f5nPC8Vf/6YvUmskT81uN1+prd8q212zCLqrRcKPpxW5FLxuGYs1Qy/SqYX4bT9bbGR3wMwe9Y6QNnmgagOx9sESw8KtmM3w7vrqp3z1YxNAuM4J9QU/TcJIVSslTtEHzDCH/UMftjN79Yq2wxYy4YZlbudd1LgvGakYPvlZo/AYNJFga0YLHPLGTlnhFSHY3hhI+2u7YUdsv98XPf+O+2edhC97rIQ7T7RxR5olVPsdOyBhu3VdFPLWllLmPatnYXwBTt6ZAL3Z7s3nHdWfP/SOMPLq7O+W0YNb9TqpQDVm9afzhXbJnh6znh+Ltg2wflspEynxTJYcS5Y1goK1rexCCDsdUzcKH6AcLgDxYAaEsp6AsUJ27IA6wKAwHEDEYMlAySQypAAawnBZM6WWFuAKq2liKJSBWmjozDvioicEdCv0xaHnxP1oGVjIGR4OShoBMgIPWAWPEBr2XtY43R2Rs5ozN7KxhTaoakYjtUgS1K3O2+HtG+O9y90rPr3MZy5C0QALjT75bv9S99urP4qnauRubKHxmQ9BcShEiIdymSsJQCRpcSDGw/aIDI7pr+haIEmOk0wVFdItHNU7OfFi9xVCkScil3/B3Nv1uW4kex5/szdAZCMiFykUumup2fuw8z3/xrzNGdOv810n5le6taikjIzIkgCvtg8mDkARkSqbqn69hEkJhkkCAIOc3P72/I3i1ptfa50AxXsyEEdZHVlZr/vnju/VHEiDpGGOd4EC6sO1tNAwbrRJTSkrQGrKsULH3OpMF+o3vF88bTANTWh6yvt/C5vbDedx3evpReZrnqpB6NYp8xeN+utEeAHX8X13wtYBQ9p71N19o/tEvXmt3tKRqMroP/R27oMvXnev+x4b297ZdYUSq0ElZsUu+CAXbSnj/Tv2g6WnrAZTurWsLgirNWU+WbvefQvbIuVDbMXxKvlj/deJp0VqjZZQVS/ruBWl+BrEUYcgFiEI3ia3xgtSnU3CMcUPHJlRqq6x3q8O3D89hsOdw+8//COu3d3hHEiDkaXfZgGDtPI+XLl8fELIoHD4WgNvNNAPMlKwtGbc/calL9Vyf+F2/h6VxHSMDIej0Y9Po7eRyoaUFos977WhgaxAv5k0TuwQD9BiEMiDQMxRabTkTgk7k53nE531pz3eDDQM1fIZ6ZRuL8zD+QlZy5LQSPgRdA1DrTYuKI85kaOjfvULNIjjdFT95yQz5GIO4k0UruzRqzpdXDPdZVGjT37wMk4vHaktso1m94JobL2lXL2v+A/ZulWJo2rX9oN2eQWchAIKaysc8kzGAZvsjnEyCElUhCmaJGqRLD2FF63o82yABSLts2tUgT+pMIfG1zSyOXuPTkOtDiguZLIxOsFiRmRAzGOnCbl4zcJ7g8c/7ffcP4W/vCp8p//UFiKeruCusrfKzart8CWGFNkb+JdqjlAmnrZ/uqM2lemduG0efvWpphxf1kCpcHvfjzzrz898+fPF/7jf/4jn55m/usfvnC+Ws3IEBtB7F7WZsyNqpuBw9oKZG8qbwZNacrTtbDkxu/+/MQUA+9PE8Pff+DhMHAXAid3OMY1JVZcRqyha2uNeZnJ3vi0G5BRurNDrFZxZ5q3FYR4gEt3JCzO6EYzSvIoyhCtJm+oEEMiV8sSKZg+tTVZbQ1371FvAxKS0WariPXiQ8iH0RlVG7Vkr7exjIJQ4BoMtJ2XzPOSYSycMCKJG6i42igGbvHG2LqC57fXqP17q2Wwrgtf+Yrf1ShKEjUHWOwRbXdYqaU1lqrMVZlLI6vSdv3dVqj1lR9SDVQGqo43crRFsLwNjsuB7gyY3qvJHJH2eVWcsEK5XC11dVnM4TfPhS+PCzk3Hp8WLpdCXhrXqxHuXK8GbtMZhi9QW2Ge33E4KkQlpL1RjzGVDpZ9MH38nrEsxOHIdP8Neb5w+fRnWlng/AnmM0Ilaja72LOmcrUU+6bwXq1rVlHLBrGkKFs3U7L+jv23BczBKgaSDuPof+NRbFZ93R8xCIOTYoyuG1P0qNWQONzdcTgdGY4nZJpAErqD0uxeiULr68GKgaUbHK/Sm//Hbxu4kxfvrH/d+BVezo9/+8L9qwRXtqgWWrGCaa2FJsE9X4I0AyOdDrJ7qcRX8KAWfQrYd7RWY93RthZ7syoWXUHDFtExwVTw+qbmfa36MQpo2aJiujVHvfWSGI3mCuS012mZEtl8KLY8h77oNwEZTAkTICbC0JBhNGzgFmnOhWXOyJJRmY0hrjZvHGwLgfcvfAU2VtAhLxc0e28PGE0v7T0961yAF4rv62kGu0Ds3wBi9qkvNxGr1Wv5Gljt39sWEz9eEK+9iX8D4OGl++PlWbMfp7/pd37+h+hsR9bvSil0OfC+X65Io2AAy6MZ1nS47iKs/bwjquabaCswMhluXhDdpWRbFvu52Ktu3DVtu3q/233NQXLL4tjTprrjLwRIIXAcIjHA/Rg5JiFF4ZgM4NUY0SDcPRz5+NtvOdw/8P7jA/fv7tCQaDEyDJFpGjkcJlqrfPn8mRgTKSbG0ShlhzRRa2UOVkh8zRnNeQWO/3M3IY0D0+m01udICAzDYLS6Y4ZodTQVRZfFIgFe5J9OAzJEDscjx7sTwzDy8P6BYRg4HU6cpqM1Ir86Uc+10PKZwzjw2/sjBOHP58anc6bFCENCg1BTgtq4tsJjKeQmfEiNQcTOz6P3jqnsHgcDUi1ZCg6iSFC0Wf+0plCD6dPSGosUZ/CzlKpSjXDCxLO3s5AduOoj1muDLMohsNbhpRAQNdA0kAyQOxtjCIHDMJjhEANH75F0CJEkgUE2cGWlDlYHVrzx+xetLCh/avCvKuRjstSf6UhNkZYroy6M4WKe3ikQiZxG+P44MGjjn8bv4HLg//7vZ571C8+Xwo8/XT0S3eccqxHyc3JjdS1OhFBs3GKPasq+2sp0w7op5JJfmbUqZhwVFZ7mwDUr/+m/P/Ef/9Mf+eHzmf/r//kdj+eZuSq5mVYYohKjkq3axqpBtAOsjWPx1pTvq5LVr3y5ZIvw/PDEsmS+e3/Ptx8/0oYBUSGJkMS4DPsV4c2sO7i65plci8mkukHpRDgoRvainbXO7YEdqMJBVdN9RovVtkSBMQqnIVCTMA5Wk6giVtzvgKI1RUujFo8ydXsgssq0eLS0eirgZbHoiJEEGUhFLbW6qHJeCs9LJpRK0b7arBCRnnQJ3f7Y1Y3fSMs26q+B1Wou2T+631P2uyOYkzt6OtkUA2OMJAfAfSx6XfhcLBW8ryRC9ZPRF2ewF89A1fEGXGkvtVgJiTp5iR2qt2eyVPhm+4iVmORilPBLVh4fi5VYXBtLVpalcH5eKLVxfl6Y50LOjXk2UpDLdSGXDLEiQ6VpZZ4LpRjojr5kr5HZENEwEoaJw3RCtDHefaBer1zPT7R4oi5XJE6QvjCExhSNUkjajGgm54XLfLHxTwkNAQ0JQrI77XNP3PHkFqhHHcVZMIUxdaBOggAAIABJREFUJNMBrdDDraE72m2xM4eUbI4nc1AZuBrTwOF04vhwz3g6EcbJbNYavISl6+JtC7qLYHVctQNT//4Ay3/4re0tkVtNrr/ObvvVgqtSCjlXpn2zO63unai05gure6C2dJpbIzZIsFx6c1VZgaE2WyFuoiw97O7vdTCxo2LvtVGrx6d7EPdKsueW2AmsSmL9vJnC3K+JuosaWQ8WvCmrEmJEVSxlUUwDqy+OpSpNsxMQdO/6lgaG4ClC7FIxbmvQ2L3Wfi4dY8mtKX9TAPrmjfvaHZUt6tX/6cL66rZ9fTK9RQDxMp2lgyn7f4XKu+92QLa9H0J43Sz5q9tXzu/V5Ouphl/3eLz1e/rqL3n1Li+U1Xpsuf20S5Wlg9qy1cFUwJSmuZEsuqAq1B5p7exu6tchHmUS83wpuha1rd7R3fl1QG9fsVedWMYIL+zD/f0K+3VRWUFVN5qjP5LXwgzdgxYs+hiCEIYEKXE4Hrl7eOBwd08ajU1J3XgUILnXLYi40waWZTHQmBLaEq3Z4tmj3RKCnf+u1uUl25ju7/cLmfvFm2CRpWlc0wNFhGEYjUrXqcRDrYw0GNNmYwQhHQfCEJkOB4aDkVZojDQRllpgvqKlUJ7PUDNjuTKEQhS5zRZwwB2dFKXGiMZExejZA3BVSNXGIEarL7LGwh2q24u4izj38Vw9psFSlzeSFyVItZ58TY0AY9VBPtd7Eb2/1duZijgZBZbSEqMZCFMyiuJpSGb4uaFgXlr7LHnTTTtH1w9uJHXyDnWjsGJsk09amVEuIbHERAmRGgI1eHRGzfCptRgArlZnizYCZrQcTolhHPj4NPHNhxPjWLjkQA3ZvO7V5LX1qF7PZtjEcPdKVn9ST9cVjyq7qcumRduNtumF8PujlSbMVdDS+NNPV54uhR9+fObT44Xn82z3PQQOQRlX8bVZkWOgNEuXmqunlFZxNtCur3bel90v93TKuVae58Lhmvnp+QoiDDJyTNbUeIisa7K0ZmFbtSsMEokhsf6SWvqXly/e9HezAfPxXc9iRxDCTQLbOtWNR0O8x5XawYM1zE3iUS+x+drUakubmhru1FjdHIhijJStKlOM0GBRYelp3OoZCq2TAO0r115KwxYFMkfXrb3TR/m1DPFqvd9sgv1KIzcfCjYH19SxndGhDvi706+27dzWdVS39My3NgMQgdriqgd6dMqeHVB49g66cw5WczoD5thBDETlxrIYOUUpjXnp0avmrH0bw6I9ite6F0rJ5Ny4XiopCctiTIIEa4C9reS360JPZw1pRCZlbJXjwzvqMqEsaBJredBmlGb9JdXqTEdvp1LFSHJM3/uhe1PpaGQTNved4M3nh4Emm/tN+yzb7CZbs9WzJHw9dnspxsQwTPaYjgzTiZAGz3Tq7Yiwefjqzr0EVr6fdPtQ12DWy/dWkXghF68tpNtttRNFvypTN9/0c9re+9kvvbn9KsFVrY3n5ytP05lxGDmOg11sTahGarDmk6glAvQi5V6j1EkLYvCKvBbMW6CN6imDrRZa6Yakhctbs3B5B039sy21sDgwa/SO5tL6AufGR3CJ2D3sc4ug1Xwxz6MY8hE3gGSdHNFqw9zbNQSIQ18ATdKqR9CKPpGfLta/as6cL7Oxu7lHKkSIalGKKqaJo6oDLd35s26fwc8FcSPIFZV/uBc5XryWHfPiTX7ti39v4d3+KC/AxAqiXn9r09cOrncAxwyrntK2+531S3ZvYooMw2D1Ft3t/XLfv2L7m4JSu+2lgQQ/dyr7fbZlrzd2rL4AN0cw4l7eBFiQ10gLYlOrzWudOc3TLNSmUPPxVA8vVd164dRm/d7WlAvdcv/VvWhB1ZnSsDRfzEBYmxeKWNqZf9MibLoSD1hKoHA/RoYQuJsih8EN5mQ9ruLdHXE68M3ffc8//8u/MB7vGN69h2G031Uz3o/HA/d3dwwxUpfFaJKz1e+M48g4jA463XgPYhEjX1zAUobbRmno+sKdKLL5627nyV9W0i/vcxDh7u7Et998tPvnK10cBkJK5FpJ1Rb6oWSrk/PwpIRAmkbEiRNSHFx3zORWePx8IV8yulypX34k1IV/ep/55j4zhMKcLeVkzpVcTa7GGFGB63ggM7CUwqNGrjRSLnwulfdj4JsoDAgPrp+TJ381xBqjivW9Kq4jg+cz7eLMq7wUJ0epzVKht5q+bujqKvWIVTeYIbDV4w0pGahOkbtpJIXIcRyYkjFHjslIWXohdye0sLpXS8HUIJRgRkdPj50rXLJyVuW/lcIzytO7kce7O9rhSEkRjX5VCrVWlsszLQaOx0QdAioFadav7R9+O/FxagynI0t8z6fnCv/tzJ8+Z3MCNaHVyvVypZTCPM9cZ28TUstqsXT7oClOeqR4F11ya5aSJrtq1J2D0vRGfWVTnLPwx+fI+Tzzf/yf/x8//PjEv/74xO9/fKIqHIfEYUyMcSMNGfw3FusuwqVUPl2sNcina+WaG7n16NDtDNjXzzTg8VqYc+VpaaThj7w7Tfzv//gNw/CBY4RR/Lpq3WwiMUNzGg7EMJB9zBSLrlU8whoiPTR3q/q7PaD05d/9mzenK8EcCtYewo1bd4asikChlkpZLI33PKsRXyDkvk81Z+wxBOI0cpBAPlauqfJ5hpIraCB7S4NrqVyWzKEW2hqp2m2rbrJH9ehvVXcWv6jC/rn1fbtY0+dKB8+6M0ZNbw/B7JcpWk+44M2+C5W5+iMbgKl1sz46yDTQbXXiL+WwtcicR+Y80oG37k6hZ+zUYiRJVtNbt/uIV74Fk7DzOXO5Zpal8vg0G1V8EWqx8cpLpdbGvGRKzuRcWbK1GLlcn1mWhTkrT2flcj3y6advGYbEw/uJ6TCZG2MP3pXVeygCw+lE5Mj0cM/p/Tu0FubHj+TLE+X6zPLlR6iFUC/QCqNmDm2mtcr5+kQpizGESiaEyDQeiCFZE+xkBFe1WRYA1SOuPSVF1e2DrZ2HACGYPt2o2IWUIkESh8M9d3fvGU8n7t//Hcd3D+Q4kCVZtND1tlkhdbMFMJ1epZtXb0jbKmI7+Xq5m8Ctx36T1Ftewm2XdT6/Ak67bf9ZB2LrF/86kPWrBFcWubJaouaCoM6kZw6likrwFKZdtEKxfFZujWrDB1YAriGY2dh6pMJve9c+N2BJvVO2a6VWt/1Ub5WKu1JX1XQTmuq/4QCuVitI97Qd8cZ++EQ3Yy64cLpHV6yIUD0k0FqFXqPgqQK1bikj/RSsvqat0QezFTs3DjegaV1aZYf0+5dW3PNSGHeKb91tY85T/+DGo+/P0n+M3bh1pbPbdc8EuP6sH+ElFbvs9r/5rrw4Qgfh0tMCv15ztb3/tYklN/vdHuffgLZuJvBbX9VXu+1ff70kVLY9ZR2x1RlhTJZmVPU0Afup/n5n63s58g6gnSGyecRWtTkxxE4k1INjikdot3hi113df36zhrqc7kkIurGbgqUC2sMKcmO0nkXDOJKmicPxxOnunuF4gmH0qFVffc1YHjzlq/eay2qFxP1kxMG3kXfE1XHTn2mKSLNF092jTfq1bDxJN6r+hQjt/1z12BtbGhLjNNoc63Vow4CkSGuBWE0ftpoI2pDohcwhWI2WFxkb02ghZ0t3nPPC9XI1cPX8RKwLem8RgCCVVosxjDY1ljovTjcigQjR0+LcML16TenkXnZkY0pF+71Wj5RCbxGwimiX0j7GPp7RaY1rax5Ra5QKTdpK7bx3LXSPefCajygWsUrJGg5PDrSmNDANnX0wrfqxR3bXe22KZTUOTHfZReWqXItyVeW5NJ5QLirktfGy3dmtp5T1ZWzY+rJlZpicHw+Bh7vIu2fh/buAxsbpTplKImogrlTqQsiZYtSgnkZja9gN9f/uec8YZyvPvg3J/tWLqKx/XBpcs/J8rfz50zN//POjRa0uMyEGpoNFV49JGJOQBEZvSrp4A9bkQH2uymWXEha0n6PcTJq9UdRBWAiFT89XarOG5Euxvkot6XqdNg6+joo5LFMMtOp6SG2/irea8NTSrf76Vsu+OJubWYt0ue3rtawpWSH6ne+GP0pokSKQyha5W5dXNcUbxWS3xcCUbO1P2TtoueHZ1//evqIbsH0evNI3upeDHpnr68v+/m83QPfv+Toquu31khGuj8qeEKHr8W5im3NkX4erOPcxa28ul4V9Hdz+OixytTl+9w8DV9Y3rWRvZp/3EV619cv/XLIyz5Vlqcyz1VwZsBJatWbBrbU1Fb6pNRlv3rKhFHNuhVoZxrhGrkoZ6MpN+ojpti70cL2R8lhUakjRMwYWOod9ni9oyUhRpGWCRpIKrRVivlhGlv9nJCJG5BKTMQH2sejXr4JnQLk+xgE4u3IV9ebc0klgvKwgRGIaGMYDw3ggjQfieHAm6n7vbla9zQKU7dGjVuI2bf8Yl89uA6wRrL4/22tWILeTvDcJKHb2JZ2ETW8/2072FmD9wu1XCa5qszzW58vMu3kh5wVQ6jgQ1IkdRMCjVh1EgN2UJltKiN3izozWEbBg+XI9TajnN8lqBKh7pNXdPdrBlX2IqhMC9Oad/dhqwKyJFV8r5qmspVBroZZMrdUMkxCQ5hxlIbigGPORRDOGIt0ockO2NpZlNk/J9crl+cw8L7RqRNpRhCEFRGFQy2+tIhT3B1VYvZVdOb9MfbBB8SjFmubY9zFhXoVbZB3TVcnh47Aec+d58E3Wf7a/e18sdp+tRtYuvPy6EHsPomQ99kq7vpu4XUl0dpxxGrm7vyOXTEq/dDootyDur9z+iu98DYe9PEzv4ZNS4P7dAx8fjoxUItl5kTx4Lzhrpcl+xYzo0lsIuAew9dfgi3I/G78vLr9BNi9vqxUVWQ0B7RpVe32jF5SDU8jfKmURrI5CYEqWyjWlwP3k9TBTYhqNQS9NAzENvPvutxzff+D9d99zenhHGCcW7yOysSeqpzZEp8IWLzK3eopFF+vzJWw9kzztMEaLdHaWxA62QrImur3/ki2auygutpj1hradBrn1OlBTIsZS+FKIRKhTpNwPbjg4M160eiWj2LV7GJMx2w3TYB7TEAhxQCSwXBeul4VWC8v1Qi0zy3WmLAssV6TOBM0cx5F39wNzE76cF65VeL4OLNnGKw2W3jcMAxJNZ7VSqdo410J2gdGlMIkgKXAQYRSYVhGwa4wIqZNVoFvwpMuAM0SmGFeDW91oLLVsTrA+Jv7tuEacTB9GMWAVY1wLuWM0QDV0psmwrf37se8Kxe4h6KIolVzNq/5pafy4VOYQ+Hw8ck2Rcxg4l0aMylQ9vdVZuQQD5QSvQ/R6XmkZaYXAlSgXpnHi4W5Eg/Cbb0faCIMkBhlotfF8vlBK4YeffqT8+IN5o53VVqo9tK9lgFRfH1uzJsXiFVB79MI2vq02Xm5fHs/8l9/9ict55vl8IeeFMQY+3h+9TYON+yEKY7DMh1G8wXQyGX13gHenA7kpH6+FS7H2IX9+ulBq47IY4NJNDNbN5ESYS+OHz088nSMfTokpKB9OA4ffHDkOkUEhBau7C1LNuFUnvQiJMU00beS80FpjiIk0WCJjzZazKESvEVI3Bg2ERY1oa6QSN3IQxECiGtjva1NgA+j9dROxVFG3E1KpXEul5up6ynsQxcAYrDbs3WlgypG5ZeZaPBXXMgyWuXC5LMx3xaI0aVe72tdqLIOhk3E0L094C1jthH+9AW+V/7+GPNsn0dO2h+iMrlEQsfldWmMuxYi3ilKcJfb2t2RnU73+BXWgX+pGPNI8KqcKubT171LUCU0srbbPQ6tBK6jC+TkbUUWuLLO3KMlGuqFNvf5NKdnKL0qua3uRnO1hML1AmPnxz1/snid4+HCyhKYXmTGKXbeIw8oORAeLep7COw6nA/Xhnod392jJ6OULmq+QL+j8RKiFuxRoxezkebmCBLIa02/ECGF6HMHWJmsqTGh2zq0ZrT3V1uDOMhUTitAkkYO3vTg+WLPq999y+O57humA3N3TxgPzXHi6ZrNbg605W/6MmgLar4hdvG5xmEnQTm7765v3Vov4bfl7652e1dB1/Cux0pcvfjmwgl8xuLoumct1tqajORMEasloVLQNBk5aL8i3nNMouLJzBrPVsu6KWtkXPEoInjNh7/X/VkrdblX2iFavm/KUQEP+Dq52CqGp5ca23qjR0w2b5+a2WpHQkGjNEGnuuxc3yEKyHFwJ1k9DOg29sQa1puQlWzrIxXpdaDUygs5yJaoMzVIAY1Nv5GmGatMtutCLBjtAsmSwDjz7YtvHcQNi63s77/LqFYPVm9ypYf/i9sZOb5JX2J3bgFPfz89nWwJugdV2urKCqx7pOJ1OLGUxA+5v2H4RsPoF21sAS24+NUMupkAaIncP97z/+IDkK+H6iDQr2Q6qvuB3r1cg0g189yoKK7tVC3ZPOz122P24YGkPod/z1izNz0FxZyHsUU1Y/ZQe/PS6Lz+g1dmsjjumKByGwCFFTqP12ThMXjc1JNLhQBpH3n/7Le9+81tOH3/D4e4e4mDpbKthuQNXO1rtJqzNTXOzgmX83Nj5YmKMHKaDAfNhIHkq2eBd7UfvgSTBHCT9jnQCkOqR8Jtnb5DeHCC8il4JtDFSToPR2WebU+YN9vloyo4odh7H05GHhzsHgFb19CU/cilXaq7k65VcLuQ5U5aC5IXUZgKFaRi5Pw3US+Ppy8J5geucyMV0wujsg8MwIESLnC+JWivXFlkwyvaqlYMIk1i9zUm2+drX1qDWjLpqTwHUm+vuHu8Urcdab00Bnh7d0X9t2/ymM0va/sOuYbCB6cA4JCcH8YbC6xzS23Po8oiBf0uv8YaiuZIb/LgUfj8XlnHk+eEd+XDgHCPPRRmTMlW1fkxi5O1Belo4bC1HCuKPwEJgZkyJ+5PVtX38cKCNiTGMTHGiNeV8NXryLMLn+YK2Suj1wHOGXNCq1KWTLwG1p+bWNzMCVi3i8rofCUV5fL7wu9//yLJkzucrOWeGODCNB/OYR6u9m4IwAFEioyT3eFvtWguBjzFRVXm/FC618cOXM60uXLNHC5z1zKKeu3XIV/e5Nn58OjME+HCMTEGZ3x35/t3kUVqLzItZ2K73bW6kEGlppLbKkgulVauvc3DV6oJqNSO8G6WuPywDxvRElOi6zh4iSml17eEFbHUt4pTVIhAjrUWTI1ViLFSBUOsaTVOUKIHJewvmw8CYGk9L43kxuVuK0qqy5Mp1LixLXRmC+2+rT7TmDq2qVu/UtLNI7l2rb23y9mu5jV7d7uM94qKBq8GzDHrD26qVpRaWamx7VnemrKkM3E7BV9MRn4fOONgzs2tt5Ow98rLXdFVdwdV1tuhSTJEUZZXx1pTLpTi1eiN7v8WcrfZKm42zqkWw7JjNneaVUmy/2iqlZhDh06cnJMDd+yOlbmnKIrtx7EDGTdLWBInGYBpCIEz3FjVqFSnv0VKYH/9MuZ6plyfyk0AtDENEauZyefbekgY8lWZlIe4AGHpauwQj/nFAurkHXNa7MyZGIKKSaDKiYUCnO5gOxPcfmH7zndUzH0+0YWC5Vs5zQcTSrWPsblxlDREKWMaL7MXlrwdYciMu/4ZNVlldbcR+G24O8nPA6q8DW79KcLVPCyxuhNx0i3dL3tanbTFcjU7FWJx0N5BuPq6LTP+adrHqXUu2iEgX+o57tjZPfpz93XUQ0VqFUiw90Y341orXZ6zm5M4SF2t6GgISB2MGjIkwHLBUwESQaMfIzrbmgC8gHkJuTONgQKlUqlSCWiEmqla3gk+i3Wulg1FWZRn6ub2FFAyNwfrUgdW2SDcfm1WIffz2CnwFPutB9/ttkad1f59I/e1ul9y83s3VvXeim6rr535pZnyZcTWMAyr6yrP0P3d7CZneglC27SPV+7Hae6BTipxOE4dx4P7+noeHe+pFKPnsCrvL+SYPcf+L2skkdG14ad5cgaA9c2VLS+4Auz9W0C1W092BjZfJb7wvu7SPNV3CDmqGsUUUpiFyGBJTCgzJwFVM0XLKx5HxdGKYDhzuHzjcPzAcjuaAcW3cwX/zOp3mzpJ1aRH3rGoXxW3RW/W+Gz6156yDgcgQaLXZXC/Ve4ds4GojZnADDS8MjlaY3Avwu1c5pdcgv0ezg6cH2/1xqvMQidFYn4JHvofB9EJFKbmgTbleL+T5Ss5Xey4zdSm0UomtGNgWM4xiDO74cXBdG60ojUYNFURpsa2MIzH6/dZAq4GCMruOfGqNQjOGuGh5ApYssxGbdEOj339FoXnqtLgC9khh9EkfxZo+iyp4Y+m1l9fusTXF7E2vu97YLwQ7HbV70h3WUmHty1MaPOfKXJUzgeUwkYeRPAzkGMlYJCOWhuZm7T5C8ho+V2hdSaka+m9XZ+0q9NhuxbINmgjNiUuyG+EhJVKIjNPENB1AG0nNnBmOgQGh5ML5+ULtDbydDKM7xGR3nfsLf6PMBYCSM5fLmZItUyKtfXJ6fZWDYbFaq07SIRiwktDTxCoVOCZzii5T5Hw3cfWUQREx9rbSbqKZutMXTa3p9HkufHq6MMbA53M2OZtsHgRRklSXHZPbnpUifR56ycCSrV6t7eb3Ovd366Hbh+sYRmfwVBqx9w/cRVRb6+nEuxRM1zd9HepjqOqpaq5/LVImjENEBKYhMA0CBWJxJ2atloJW6wr8JZrDyJSYy7f2xLGehvfGHX7xna9uupsk+4Xe9aaXfJouCRuw6HW21sPM2sVUff1z3Y7bVpTXP9/BUycFqU480Zql+bVmIChnA5KldOBpFkhrVr/WwVgp6twyGznGaqU4EFnr7XT3evd+a0Ityvl5Jg2Ry3km54JqMrZETz3dXeB6PQbatybhEtwewzgDJEEcj9B1GBWKMcVSMrEoIS62rtUNOHdHZbdwo9s/1ljbZDIl06UGOF3fpgOEhKSRcDDCiuHuPePhQDzewTjCMKDmOaI0axkRghKkEZvVtMXQ1zNx8fDI/c46f2nzQXfMrqvxDcBitTs2GdyiWq+3l3GuW+AmX58Pf8P2qwRXRm858zxemedszfJiXAdgvSUezZF1geq1HyuNmT/vBrYrmubWoQpGiqHeNBOUaq9VV7ZBVSUoZlQ0xayODdStqVCtUbLlv5fFiqDtZFnroaS7wcUmTUgjEhJxOhKHiZAG0nhcPZ0gZgwtRhFaa0VzIQncHUamFBlCpDiT0rBkltrQubDUZg1gHVQ1cSIL6QZtT290KnhfUm55gHaGwI2YmsFj+/kEcIYClT6x/fULwZddXmx/b13Qd4cPvt8KsGRjHuvAyvaTV8df3/P99vU7KVia0DRO3N3dM+T5F6cF/m3U6utRfvbvvfzKbtzkxefdKXA4HPjtb3/D3fHAP/7j9/zdtx84//QDn+ZHWoFYldCUiPR+9ZbSJ54LHzY2K6Mili1HvhogsDST2zNcs/iDRSPA0gyNNKNtHmnpy+buOl2/BQRRiygdRnu+O44cp4EhBR5Gj0AcJuIwMN7d8/Db7xmPJ775h3/i3XffQ5ogOIWCWu5Iq3VnZGZKMWKYEAOhNQMTfEXFOkCrpXKtV0SEmW6sb4tmcO908EhJj5hICKSUGNJgDWPH0dnrDBj1Iay18q9/OryWjpiIw4SIMHV2Pf/9w3Tg4XRvoM7H83q98nx+IufCp0+PzMvCcp6Zz1dKufL0/CMlX5ECFBDNRCopKGMKTOPAMDuwKkqdK+Va0CiQizkijhEGsQznY0JroFKpAtfWmFsltcaSFwZR3qXAgwZGCTzExNBXuOYGZe3j3I20nu7XjZ1mC/xo4HVMBk5DU8JK/9WBtJMQ+XtgBkWIfm9c8noa3WqIgjNeeX1Y9bnmFmCuVnO0NOX3S+a5Nc7v7nn++I6SEk93J0qKXBaLJqCZ8jwTshLCQJj6WoOx2BoxOdKuUH6CkL2nYqVoYxaYRViCkIOQS0VyJYbI8XTPGBP31zMfrxcCykGMNvmbd+/58PDA8/nC7/7wB67zzJfHR86Xs6U5OXFTz8YyXd3TCC3/t75USQrn85kf/vQDouaMOY7m/AvOyNhJLCYRo613+nqRgEZ1p0rFahXhGI1F8WEYeXccOC+VEJ74dF54umZqndeoywaHxftHWS3gH79cuFwvPF4W7h9OvD9N/OOHA7+R0eTZjUuLH4g7i8yZmFJCfO18fHy2o/t6kZw1sivarnXFc5hDZxmMiaBClEbTTG2NxaPS4k4cEUvV9xDmGhGPnu46tsQQzcHRtFEdmAzRwVccKDVyqeaoOM+NuVhqal4yqhcul5klV2IylsTY81O6XqdStXgmza59zC/c1Bfr1Sz1NTqIEQ8dhuA07JYW2CNXpSpzLlxzZalOZqIbjOolHC/Xtv3WmrIsjets4KkWi2Iti6cFOrjKuTAv2aMdNugxBmsUXyvXS7H2NUslZ3XCj7BzvLeVNdaCoNbrsRTDNaVAKYFaArXaY1blT3/4xOOXJx7e3/H3//xbpqlxDIe1YbllErG1AfIIKO6ECM17RzoBlVHlKsP7xKAV8gzLR7Rk6pdPtHmmyI+kWaBmcntCNbt+rbb+dMeZ1y0rgRpBg0XvBx1pKuQGjUCLd6iMxMMd4/03xGHg/tuPTKcjh7sDnE5O32tU8Ndc+fR4RiQxn0ZSEnRKxCkiFO9BZ5TyXqCCdWV7+x53VoOdi2MDU9vTGgBZq0rk9igbSHd58oP8+1K9/0rBFWqpgbXUjRFKt5op6dGnjv598Dx2tM103X32wrjfUuG2d3tBqhXUmldfO0X3Dh2v4cR1Qd7utuJeqy4FnTgj9BtpWroXaxtbTERCJASPWsVEjIP1J+jUok5moev1mrGQoqVA1MHA0dKUoVpyXwoW6doYFHW9Rrtg2VIYurbfeTS/4gK4/aMPjUu2gZ792OrNsW68B/uZIPv3Xt6XDWD1d19GrNi9vvkN2V3z7jvSU4zYwEDVAAAgAElEQVRiYBiSpXL+gsjVXwJW/9bJu0/RWc2IV/J5+689tt9fx8MN+sPhwPF44HA4cDhMlHFwSum+7yYT4CQDu8EVcMeCT6XufZTuQf7KNXelGMTnkjsVQk+7hZU3Yn9NK7iy4nYzLraGrkOKW8QqOHPRMJCmifF4YjzdMRyOpOmIhkSV8Mojum+78FrhdhnaDLl+RdsrX/j11tBb55hUeu1V83SkltIKviylzZxCDiM3RsJV6b8c0V4jaH2YYidecJ/HkIy6O3QDzo/RaqWUbDWa80xeFkpeKGWh5kwtmVAEaYGV/dTPo3uahU0WrSWFG6eR1YUbwKO+2ouLvCGojc+MFd2PTRmCxS4PrguDj8KaQryGskwgbGxxnRrcGWTnFb0RpiWfyHp/DNCbI2k92note/2gN2tvdzj1874RHfci5Aq5KnNTrk25qLKEQB1HakrUGCySSV0L4LU2z9PZH7Gfaf/FhmgGzZ6G60QFar2MKh3sGBhVCWgQY4FMiWEcCWr050kCx8OBu7t7VAKHuztIkWvJLNXYZKlO6NCJWFRx6lBo3av9Wre12sjLQpCIkMzwd0/66hUXS2mz16yyZLplI0HAP0egROFujIgEjmPimpsBBZ8Tdpq63rxt1GCplfNsxBZP10yMgWseyM3Wwej6atWc0uP1rEFRK/g3wBlWHenzANZ7d1vf7vpTejsPc+ipbFpZu+xILynwqtK948/Hx5pr+9+61Y1bGwEBgqXaJSEVi+BWAVqzeu5dls9q+uzPo8+xnZTb219fo1abZT8GL/dZVxFd59nmdNocUP17DVZHXdNOiMSGNPZ6+U0jxE6lR61KMXCVi3paIJ4KaH/nbNFaCV6jj9V31mL79VS/2kuC1qFZhZa+XOj+0XbPbXu/NmWeC0plno3YIsZuv/m6KrtxlM2uW48XtvNQkW1tCAnjGjDbhjjAOJuzYzgSkjETSoiI1nW/Xg7RncudpCdI8EsMBElUhapimjkcaGEiTCfidEcaB9J0Ik1HwjBYwCP2QIHQms1ZCULq0cLB4FRQYwde7aUX9vj2eq/H9/bQrRzs2wK92HF3QO3G6ZsyBPxFgNUP+0u2XyW4quo1V8vCdVmYl4UQLUdZVL2HiXnapLkXsBNPdGsfuGEk7UrC9bN2ZQ2rYeGhrC3qIcGNQUGDhf3B88HVvfGCK0L/7s5j2pzdkBAQT1EKIZnx6/UaMQ4mrDGRpiNxOBCCgyuEUrP12qrFPBCtWY7tYfLQuxVfjteFUioyJCRG5tooBFJpxsq0FEA8ErQNTVd8qtCbGSj7iMROtF6AF90J7WrGuIaxbJ5bsZT1nzfeZyfIcju51joK3zPQjf89UODGq7F+l33EylMUgtEuT5PVW71/957rMhsl+1+xvcVK+O+13RqFG7DqCqknWg5DIqaBh/s7vvvuNzzcHXl4uGeaBi4xrIXMPU0lipL63Vtlo7MH6TpXuuGkYnUyN5Gr7cZuU0rdMYBuPbM6oQPQgq5Kszsvwsr8qQRthCgcxkSMwvE0cDyMpBiYRuvvNL3/wHD3wOnDRz7+8//KcDwxfPgWnU6WMtTEC4UDMTQ3Ts17tsrL+qyrkbVX86sU9v3YdHWPEu4/VLfUq/fEs/QTG++SF+brBZHA+TmtKRMxWiw2RPPEX86X23svwsN45LvTe4Zx4HQ6gQjLslDcWD4/P9vz5UzOmet84fn8ZJG280zJleVyZX66UOvCcrHnJAORYAt4SEhUXysrKTaOgxkph9iYxOpHc3Gm0hDRpgwpMI0J0UgEwpCopaA5OEGIUJwUaM6NAeUalIQwKqRuM3eLonXQbw1vBWuOHoJlNYh6nzIxFkBFvOZMV8PSmuf2u+eGixg4sP5ueCTfUg2bCCXYypJFKJiO78foqUBLg2tVsghf7u6YUyC/f0d590ARoRHMQKmNumQqgVozNQRibz5PRYORI+VamZdCS41xgnEQlqo8XuCnZ+X3T5WnLHxujWfxe5OMLl60kqpQY2A6HNGcWR6fyLVxno4cDieIke/++R8p2jh8+sTT46PT2ec108L6ZHlGhD+31rj8/vdb5gV9XitaFaT7nI3cxNgVlSSNIJ1p0dLyJGxzzMBVs9qwPrdUmAjcReuJ9vfvDjxMA38eBGmWffE0V3K1sHfrc80B8OLMcD9eZv7z73/k7jAQ9D3oPVMSHoZoQI+e9WA6RxGK21/FWXyVTW5qEIozHfYsiOCkGOCZLLqBkyCBISaLYMUGjbV9gOm80Cc0dPuhNafFhuA1r6KWRq1VKUtZ1UtEOQ6Bd4dEEuWahaUo11LIcyZfz1zOFn0L4USM42agN3f6ruzLm8P6a9v22d5qXRX8utSqdmN3SzMfojAlo2Dfaq4sIlyqcs3VUkCbUpr3V+yHd4dNV9IhvIZYpSjn58Ywlo2IYqlcLl6TXrpTvlHV5vzgrKnaFrRtteu9fcgeIKEb6ZC17tE1nbx5DVbpLILVUwIr1GLfe3qaCdfGTz898uOPnzndHZlOE3FI22j2ObEb2YY5VbRC2WbImk689aYzMiGRynAn6FQ4MtFkpCxX0tNEzVeCViLVookuRw6DYTAiKAkBOYzIMNBioqQRlUgTj1wNB9L4YGRAxwlJyfkKkhHEpEDEiGAu5wtVI0/nSIgj+s0Dw3AgBZjCQFhp/9t6bW9tfYb31y+ldF17ZWdz7GX3zde+DuwcC/+e268SXKmHc5elsGR7DGO9iWB1H6M6jbS24n/vJ2k/4O3z1nCY1dO7Htc/svxnDHB4saqlHFqutH3ZFu6tCXAHFV6g3n8wRCtUDJEwWIpQTANxGIlpII0GqNJwIKbJaTnTOtO1OQ19qwjNolVDcg+hhaxjEEopnpcvxFK5FiBUhtm623d64W4s+wh6DwZWZbZejd4GZnd3iDWytx/anWdLXwhvP/wbd3u3x+2ksuVzq8/aA60bggt508mK7L4f2LyoQSzqMaTEYZq4u78nzNYT4t+6/Ryw+lvDzT/nLdmAqOxeb8+9Oe7xdODDh/c83B05HieGlCwdQp2uPzhVteyIKfyXxTNhespQZzLSgEctzLPuJTmv7/QKUBxcuQFiDgkrcO2RDfNo2n/BbC93nlj/qnEy8HGcEocpEWNinCZCShwe3jG9/8jdN7/h3ff/wHA4ItMdOky+GDonoWwAe5VuD3+I/+gWsepXsfN275DtiqV2438zObSnpbH+dmt1lYkuF5sn0ZmrPNqoqlzn66t7fkwjH6Y7DscD796/BxGeLs9cl5nz9cLz8zNLWfjp8ycu85V5uXKdL+boyWaoLfN1BVV5WWgtWx2XhZ4sZSmqRzcbUZQpWbrNEJUUzLufl4UmwRZhAoSBMY0OikFjpfXWF9rI1ZxOtWautTIAC40kwkECkwSiE1uYwSprL77kJnSrTsvfLDKjsdHGEY0ml53Qo1Xz3PfG2esYCpayvItimCfVVHwRYSFQRZgVsliwaelNXr3we27KVaFG4XqcKNNIuz/RTker+1iKnUNtaKm0YEZ7jRVVeyDGLGagsZKl0rQxJBgGi46dZ+HLFf58bjzXxlNTrmafdgZ8QjM2sBYCwzRRm3KZM7pk5uvCPC+kuyPvf/stkgLhdGD4cnIPs4OrHu1ojeLgqtNKT/d3r51GioGraOBqbevgDhnrS2fP0oFV8LnmHvpeNSV9ooiRXxwkkCJ8exq5m0Br5Xy+cs0GQA36GJPe1kdOrEedAtfM7378wnFMfLxL3E2R0xCQKZHEjJ1eV9prixvO3qe6Rk8tfV9XZl2LHHm6L1tUy1ryyZrNspJlSGAIFQ2dVMHBVdsTmWwOp07K0s3mtTWFs9St/bPEiH3uxgTauJ+UOSi5zMwlU/LMMl9NXx6n9X7dAKyV8eLn16f9+qW7f7d47ou1f6erRLasA+tP2Ptl2j2rzdj8cjV68HqzjjiwUh/jtTb3dqtVuV4r46Xy/Gz9qa7XzPPTTO9p1bTLH772RWKEmo2evRNa7E9+i1Bt69YaVe/Mri4jreoGujrA8hrVpcxIKDw+PvPly7ODyo3UYT+m6yv//Z46X9uudn0FmB1URHeGK/E4IK3RiDQidbkgVOp8RrQQtCDaiGotH/raFOJAnE7m2H+4JxyP6DDSDidn5D6ijJbOHDoHwBb5kubg150WrVau80ypgaUlVAp3xxMf3tlaMIRkCpzSJeVnBJAbSoObPUVuhE5kVSP2Vd1sKHUtcSutt7L/l2y1n7PHfm77dYIr3CtQK7kU7xdQV+Hu4e29L8XCqr2Ir20f3DzL7gtuxit0FK1a7bs+w2QNK4LRhAcPsXrVjygS1BZt57W2rJYexergKnj0SqzvRYjGaBQjIpFVA3QE3hqKMTxpKWhZ0JqhZWiFDtsU7SuFH8LS3FIy72kvkjXp0DckZC+6L0xk3fa4Td/Tdf8OvboSQrdjioO5fVZBf7/f437Y1Uzd3Z79W+a52SJWPYK1Fq+zCzf7b24/2dM29mFxS9saUrI6mGGgtEqQv5wW+FaEykC53Py9f/5F28sVa3269eJ1oBmd7CA4kUr0ZrjTNK61P601cs7UvHBIkRqkZ3Hdgoa2A6xq3lpjfzQjCjWPdNPO8vRyTG5G3wGHKcStz8YeXLl3WEE8z70Xe49DIkQhDZE4RNIwMJ7uSMPI6f03HL/5DdO7D4TxiKaDMRpJ9PpJk7F9Y3E757bSERvL116edD3vVaK6jO6ngH3B5fNW/vq03EJcAm8MUVf4vedQ783yUm4U5bzMfDo/MeSF55IBuMwXlrJwnWeeL8/WUDbP5JItau7R/FoKWhs1G/NqU1vcRIKlIKeREJpFrZJlAjSthNC4O5jOOgwwREuHbDVSCbRgER7EIvt24cX15Ub53db7GkAiBasjKhgwyK4rRjEdZhFMM7Kij2XCvPmlVdpizJ56jYy1EqNTtbOle2qvNHcZY2cAyx54eXOlHJQrxnB5BmagYFGsBrTghniK1BBpKZKPB9o00NJG9R+aNeNOGCteFKH1epdWaU5WYRfmRnQvnBeDKOdL5Url81Pl8dK4NMuQWFOtoo2ltU2ozLUw10wuC8/LlTovpPMT8jhwkMbYPpCITOPI/d09tVWmYg1FtbZ1PvTIVXbAdTgcXs3tDkx6NTD0qJVlRYg/3EvijU33Bk5fu7YojrgsdqKW0wApwvtj4vnhwGUuPC92vkuDtUm5r8PdXCpqDXUV+HKe+enxQj2OPIzDShaxgQQM0AibgxWT/SA3K966r2WqeOxgXdh0i3T0NdDTPjrt+ptrQ5/Z/TsqPkdg33plffZjpBgZvd/bYTTigGsWY6STRskzZYkrUzEdxOLntYtYbWv27XYDrNbX2zW8TI20Ce/2UJcRYddrbhOjplbykZ1hrzP9KbI78K1t95YJnpfCp0/PlPbE+XlmXgrLXLlcFiOy8KjTOCam4+DkFhblb0WodW//bQ75FVyrrn1Da63Wl66zLHYa+5VBemN7tTlUaWLO8Ot15suXRyTgzc/tMiX0tWEbR1szZD2Xzu4Ye+8b3ewXUbMvW21czmcjmnl85PnzF2qeWR5n2lKIUq15u0eaA2JO/SEhw0S8f09MiXS6I0wTGhM6HKy9hkw0SUBy4gtZQXBQrDZLzPmGKjlnlnlhKYFrvaJUzpfM+VqZkloEk+DpmZY+j76ISurty9f3/tZW3JmR65ySF9/dsMJLl//Xtxs7df/bP4MHX26/SnDVmrLkzHXO3u/qShoGi9DERmidhAG6m6PTohvwKD5R/IC+uHctrHhUak9VBQ7K2k6ZdY92RzB7w10hGJ01QQnNOl43kZUAo0fRLD/e6qpSGqy+Ko1OZDFYOo43+TRs16g5G1hcLlBnK2AssxU7q3ViV1HUczMkmXcoaWRS0FBJl0hs7j13j8XKgNM96KttvHkSbsHJNjq3Ei021l05uqfn5kgiO6YnbmRT1z9eRgA20EZXJB0Q9f1lAxUh7JSk4hezKfkVmPXcbwcU45CYpoHjceJ0d+e1C7+civ3fszASXiz0u9eC1Z4cRmveGZKlmw1j4u7+jvv7E2MsiFhe/vn8TF1mDofJ2fYCYaVodSUlxkym6iQX6l45v88x9tSrtmvKyAbOXp2o/7EOke6+EnyxcHC1XphFUNIUjQDiODIcRsbDHffffMcwnfjmn/4XHr7/RxiPcP8BYlobGSLVjLzQCNqptpXWrN9cztl73NQ1eiShK+Hb0e6y/PKybkD+y2vts0ZAvJmX9PpJNmfEGhdWYG3dsM9nNn3449Mj/+8Pf6IbZKqNXBZqMzry6g3Oa8lmCNSCtmo1MvOFlgvXi7VuQJrpi2iNIMfpnhQaMY6E2Gghk9tCSspvPkSWDH98FD6fGzkIQUYKgRKMCqWFiKbBrjlnvw7r32SC0hc/Jw8QiwwhHXfawj8Fo/KPePqVGgYJCkkbUZWYK0NeCCIc82K1eDE6m5qBrF4DFF13xB4hpJvisoKrEpQqFgF4CuZT/UzjDNQQyWlARahicjUcJqa7I5IiPJyMLSsl04FNCUWRYr8RYyREoYj1e4ttIeSIJCUMXuNI51WyOomqjc+fK9fLwn97HvnXT4VMYLgXxjGuzjkF5mre+XOeeZovLPOZH58/U64zz1L5tJz5WL7l3d9/zzBO3N/dc39/vxqanUac7nDwqF/xVLYf3n9Y0+H2Mp8wI8k7uq3p6RJ0M6SDrgRRrRtS3mJUEScNsWvuQH8IgQEYR5sVYzxymAa+XBaeF0+Syo2aix1pNYCESkAbfLkWUqj865+f0KXw/cd7vnm4R2I01kA/h31aosN+S3sGNPTGtN50Vm1NVp/rPS1xdUAqq5zTBJpFcANihEHe6sKyUNpKZKAKWnW1RWQFWLfAKuARN4HjEBgGYUiVosJcKrVZb6FRCsv5EdFCeXcP7biaN+LoX6s/mq799b62dt2+v9NT67W/Zfo6W2WAMcGQsOhV7I4Ei1pdroXLUow1kNsVQWivjvtyez5f+a//5U8c75Tn5yvLnClFWZbaYTIA7z7c83F4RwiNUmc3MRK0YfN5SdfHpntzWVhZYXVjl21e21Z6z9JmdW6WRmuU7MuSUSpNMyqFTz994Xe/+wPzsvAf/uWfaM3mCH34VqywrTna+/6pzyENxGZ7RH/0iGnJhT/86Ueenp/48vkLn376RCsFrleo1VIzDRsxRKv5vZ/uubt7RzjeMX73PWmcSMNIiIMrZE+PxrKgGu5E8zW/xxxaVZIqY7B2IpfLhafHJ+YsPM6VysD96R13p8JxMmbrMSlJEinsM9De3np+wdcQzR72fw1g7e37nz3Iz5zF7fn829HVrxJcKe7hcO+B9ULYiC1w1L4bwR2YssG0l2666C5Nq1OKtNv9bWurUX87hC9u31659tnpRoKEAGpAzM7Tc613aUBb/6btV7boj8WWtfVIXfE+KJ5S4onBXX3oi/NcgUR4dRHb/l+NrKh7UfuAvhiCm7d1HfOb6FUXQLn92s1h5I333vjDANRmvG5DLT2DEXnxhS2KpDfvy+60RGRtJGg01nEFGH9pe2sh+lvrrf7S928/1fW9NZ1uvedhHZcgVn+VhmRpdn6Q1ppT4DZn8dstmG6Mwi5ttH8cbIE2w2ID6j3Fti9mwW/SXrz3UR9eLMq9z1Z3dm/gykBJTBa5CikRUrJaxcOR4XC0GqvDEU0TNSaLWMEuUrL++vqTm9fW9clb9+KV3O+EWbcx2p3q7X2Sl/Nye1/Y6aL9mOzP741v51qZc1/0zTAudfEIlV0PWCRj68eH1wtYP5aeAibBWFAtku4R9CCeFmjmZ09JmZKdWopmFATFIl5wMw43uFl7hND09KpmfSxNdLpMqBvgLsPN9GVQM4BbEze3lIj1UKrN625rw8kOrU9QEAa2IvoYDKTF0I0+v4XqjgIgYwBracJFlAJcAPO72ufqBnWTgLoTRpLpDGN/6ymQrGuTwBot92Q2c3C1aoQR7HWn3a+qQmnCJSvna+MyN+alUaQRK0Rn9xB3fDQ1OmsDQ9a2JLdKroW5ZOZlYc4LOWdKyQxe52vkPTtCix6Vqbb+5WZOE2NPfb0SGtsiq3G6TxXqNPkbJX53hunNMTYFIb42bvIUgznlphQ5jkYgMg2RMUWWqjdzbnPe2Th3ub1m67lzXSqlucvU9WNQc4aCvKopszkoK1Za5bU7StkiQV2uV3CFL/t9BvsCJrvjvJws/dgvx7jr91drpRhYi0FJUWi6a00hUEux6HStVp+IcSSup7h6Ife/t0vwf32Sr9/7Chjr+ttkhNXJIbtQV597pRNa3NgxL+ysl4Oy20qpPD9fqXrm/HxlWbLVQRW334IxWGrttg7rPAsEL92w+y+r7dVT/vqc7E3f96mBus71fergFgncOdXVqN6vl5n5ungjYv/dfn9f3If9ttpVL4ZDgVYLtSzM88zj4yOfv3zm8csTn788orXCvCCtMSerfdvAlSCHTDhWZIQWBogjxNFaAQE9Jn2ztqnu2Pi2e6aug4KXp5RSKEXIpdA0WC1cbqQYKNV1s1ptquys2FuQ9WJ9fPnH+vG2UoqwBgX09TfWr72SrDdE7a2P35qLf2n7dYIrhaUKc4HnpfJ4yQxjZsnFGj8OBamWYkLwS9Boy6dJHqCenbcJPbAxNfT37Y8VMChunHf3gkuRqikyT2ayz0JzxWFedlQtDzW44PgkiziDkDMriVtf5hQzb0gQSxvR4sxdbiTV5UKrlspVvZt8Kwa2DHj249jqFIJ5KmpVoFqUS9vGyOPbWla4U5TrYs/G4LOK/hu6dlUybIvPXv66gd4XF3vqRvju3W5k7e5H/3Crldnqc7ZUkq13yN4k7WHgFYD13xJMmUaxdMBxYBgHxnGk1PKL2AL/1u3NNEO4tdRffgcv9o+B5OAwBdnVNzTGMfLu3QMf3t0T85lQM5IGikKujeu8QAnQBkZvpNv7kcBmtOwjgz2Fo0dB10aUdON+izSu0SDZ0vJursaF66Z2qQO1aPU/EgPxeCCkyHA6ko4HDvcfePcP/4HpeMfh429Jd++okqhhMDl1r6yoe8W1mTGrBixN+dedo2Yb5rdq5V6mrHYd+xJUrZLzlqJWT4v043WDG/TV7l+Th1wLFwdX2ixCX0tGtfq52JHsukCrU6gvjfn5Sr7O1Nzo/bXG48Eil4cJxmg5/hLJQXgqhR+fhIdJ+ea+0QblOAVkADT4vQ+EsTIkIUpBqwO/vKBLoSyZmvPaPkHYUnP3o+tWmHFZeHqqASt1fWoZAUEbwYFLcJKLUXq0XhmLN51WXZ0N3nqrt+Ja71cDspMf5SgUFYrArJZ5cA2BEgQNCdJgPQtjghCp48AcEiFEjAoksna77TpTXIZJBr7UQG5dClkWZIyklNAoNC5ounBZMj88VaIqv/+z8vmL8vtL4dPjxcgR4kLTgTgIOiUalr5Xa6HMM/U605Zlrd/JJXNeLoTHz/z33/1XTqcT3//d93z85hsigUGHVe2uSryaTFY3GO+mwyt5TCIcg7N2rinInqooG7X4VoC/zfAbeOVGmq1EnqLqrGbBmz5zHIhj4DBlPl8Ld8eZ33964lqejDQEuib0aWbHaxW+PDfavPz/7L3bq2xbmif0+8aYM2Kttfc+J8/JrKwquwr6QUVEhRbLCwleEB+8QIOC+CIqQr8oKPhgI/UH9JMPvigNPtigiKJgPwjSiIpC2zTVdldVdlV3ZlZX5cnKk+e6L2utiJhzjjE+H77vG5cZM2JFrL322Wuf2uOctSNiXsZ9fOP7fbcB3wW82DGiA548W+HJpVhzdArSoKaFCQkBakon7tt6pllCZMaQQmYko5rxet2L5FgXZax1HiSOeY07p6tTN7LCmCrDD+ED4ERL5pRpJ0cC3Kns0yIsILBzuOw6dJQQLy+w8l7m7qsXGLcrXFw+Q+QOq1WPi4tLIMmh3lHD/GcwiNq71LigPEoNDQLKFl3TLdKh9AB6MHowVp6w7oG+Y3g3yUHIGgFzHIHtQNiOGkgEIdNHWZ8aMmQu6KrSzfUt/t5Pfop+9RLTuEWME5zz2cz/o49/CZeXV1j1HZDkzC9h+FPWUoIILjllzHUUdHzZwF/1J8dHkf45xORyxMNsgkkEBwdOPQCH7W3EV59fw1GP2+stnj7ZwV31WHWd9JuW3+yDpGBDNVgpiebIQQQ0jhNePv8Sn3/6Ca5fvcLv/Pbv4IvPv8A0Bgy7CRozHuBU+T+qd4p3+PiXvo/vfPe7+N73fwX/yOWHePqMcPWkx9qb+MmqYatLmVWIJQuB4QnoHOCQMIYJUwrYbHe43ewwToRp6pHgcHsT8PLFhGHt4bnHakV4etXj8qKDcwmdEwsTZ0dSWNthe7NxkEZDrH62iqp5aABrRrNqE7+Gjz0gJJinWpd8TnqU4Cqx2E9PiTAEiXQ3TKJ2jZ1EvKEYke2YIAtSqJVDFrcb0QMqJJDyQgDmsMoeLYxQPagy1jWzRSA78U+pZR12PW9e+jjpZpStpEzKkQISOUiAUJnUSHIGT4ojUgxIcQKr+jmpuY+F7OWKG3ckZxh4B22rSmBg0tpWq1enLEeogFWqZAplLhYmtN6b7bf1msDQakLmPqsY09mcNemDPS4S8rJFS9+56poanFBVwVwOtyZbUEmVbuDOCzHuOglmMTeBedPpILAqT2DvJ5dlbqHkvS++UxbPvOscri4vcHl5KZHJJoC8R2RzKI5wKWGlEepkKZUDDm0FmP8BQzZPYaw10hXr/OByyHeO7KgHNBvzZdrG3KqUcbY2nLJ5FLwHug7UdfCXFyC1Ce8ur7B6+iEuP/oe1ldPsHr6gfhawUEiGwDgWK05YX7kTC2RksZUpJH1OFAz6xb6PfdI/TcDjLMxAmhP6pixGlEz1+vVuDQrYkoYg3J9bOaDMYMrX9EUYwQ4spoFjpi2A8w5k5yX4DmrHraqamgAACAASURBVK6Xs6pkm3SIDhiiw+3gcNFFXPayqfZdgusACgVkO2J0nkEUwSw3YohIQU1logI/8nCkGsU8wdo/VrpZ9z7lSBKcfQwM5RNLsAvPjI4T+hgEXKmvnoXFFk1F26cRjAEKskjDMpPy1CRR4hjliAxyLocejr5TIZmDh4MzgZ6qOmyesSOI8E+Z18RIISKQ1NMFkRInP2oExoTrnZw99+UN4/krxvNBnPXROVw+jeh68dUiItVaibYqxQieJrCeksqQQBnDNMLvtnj+/Cvsdht85+PvqFZPNPbGFIPls9nKAKy71d5c9CCsiNCbZtDZgdOkPr9K1+Yv5j1CBXUkVhIizBR4Y+PVOycWIOThVj2c9/jO00uQ93i1G+BdCTBSMz1m4sYAtkNCGBgfbBNuJ0YfCdT3WF106BLQZ1s0p3MiwkHNWImByAieQexAKWGMUaMqCkCQkis/P+ZWC6i7Kat5c53slxm/mdbZmGoiVNHy5IXEZW14AJ0jrJS+Xq16eOewnSI22w0wTtjebuFWOyQG+vWllMepAn2oN/SqZtz8W+4Un7U9lpTLXu3B6FjOO+s7kkOVnQb0SU7CpEdgmAhjBBISEqXsP1fERNraA/hq2A344vOv4LsRKW7BPGHVd3rsyAU8fRcXqx69F7NT1rOqovpWs0YJnROHOtpo86d8lsQDcboHuup51XNSNUpMGMeEm+sdrq52GLYjxmHCem3GtQqqqrEtC9KGiCreDdkE/PrmGp9++jO8eP41fvx3fg+f/vGnapJqgvCY+V0DRnCyL3/veoePrrcYosOf/gd36FZX6C8YvR07hDL0pCZeXse+HK+gew5rdNEYME4TxnHEODnEIEF7xiFis4lIEbhZdVgHMd3uOoL3FrW4RA50WWTChYnMPHq9Oxi/0U7juYB0n8cyDtX6d/bsHl9MuZy5ZvGu9CjBFYMQ2SGwwzAlbIeA7SCHwXnncLEK4E4OBCQnUo8cWUQ5/TwEJLt6rbKFEYmZ5ioPIZGEjyZGPrK2RhANo2XcUom/Z4x9bg9XrynAQUoAaUQbtJOAmQE1/YkhKLiK2dHSGGtxli1SHiIHJgsYX50vUXO1B8E6N98qhStyZKP53bpLZowmY3ky1nO9fK8neNE6ST9SA6TqMixwA4P1sNG2PRlYGZ3WBWIL0BxQQwjSzwuSjHOW08OGY6/aWg2fnUHkIOcbrfoezIxxGAECLp9cYn2xxsVqrcDRIwUPjg7ed/CdR/QeidWMKESJHJYIvetUgixaVilbmI+y4XFeCqa1Smq+VetnjOnKkm0i1PM8B9is1g87MQ7vL6/QPXkC1/VwV1cKsi7h1xdYXT4FO4eYRDrP4whWJtZmXNmopAzOG2QBVSbhtGAfMj9s3RYi3qydfGdWjo1YXjKU10rZH3hvfjQRJzWnhNQuEks8+8wrUuubpbycJbFF4iqA0psZrFMzWFXpZKGKFitO5wLQnDas6zz63mMa9fxBJKTUgZMTAY76i+UxZmSfDoCRoEw4+UI3RZWcQdXcHMWOBrCodhkE6BqOSCrvZCTnlSmlzOg563frUu2fBEJQ7WFIkgc7ICpjl522lYZA14PTv3rMiI0h00higAblMDBJYmXACS4S4AEXBTj6RAjJISRgOxFebCR896vR4zZ67JJHVKYzKhODJJLrxrk+2l8JsW3zMMSIm80tphhxu91gO40yBzoudDULRMpEZwbiHJVCJN9932HlXT4cWwQ8TjVX2l8lq7zn1WZVJvNMurfUpt9sGkoSsLxywAcX4iPz9UWPq77DkIApGDCpJe46rnpW5c044fPnr7Ab1/jeU4dnlx1WENO6IlCqoFJiEZg6Fg0VR6ULTklM2fsiWE3KUuF+C1ea50j+WaSqmcWjiu4QAZSlMZUup+IHzaQZDBFeOTnUHZyQksPaExIlbG5eYjdFPHn2TK0HAJ5GsYiphUutKD+XMU8LkKpJpIDZQeaR94SuK/MCRpOUtoirh55fVvMaNv/u2HlTCpjGW1HQ8ADmCc6tkZJDSkoLHIn//iiRMaP6FIISyKXMTFfEIftWFY1V0iiA8ltM32L+M7+s3A9UTO2FjWOMAzDsEjabEZvbERcXPURVX1t0FOFjHmuUTyk/4vbF1xi3G3zy05/ixz/+Ea5fvsTLF88x7LYQcY/4vjKb9ZZYQSnTCOccNpsN3MuXuHzyNX7xi8+wG0Z473F5eQFkgFWOPBIyLdc7i1Tq1EeRgQiPREn8X52XIEV6FMs0Jmx3Eu5+tXIYJ6+m/gKwABHMdE4P4SZnIgstm9G4qizNPdoHWPN0sk98I4wv+WbYcEZ6tOBq4g4De9wOCY5GrFcDbjYDwIzLVY9150Ce1fRDJzRIUTopwLKFmjJBYTUZNIAFtJPYPsmpEy4BpFGMWtbemKy8JWQeZz4J6g2PoQOlEQGl7jEzBASIz5WFxZ1Uc2URaioJiSMH7yASQI5aVspBG8z3gKoqnjoCua6zvxZQVT1xCq7girludo76k/JmUEzLpAFcjanQihK+2myiTUpItmVSU1hmKIRQRolwM44Yp2kvkEAu6BGkTHepOO2vVitcrFYYxxG3N9dgTnj27Ak+ePYMT59cYb1eYdX3SLFH4oiu79D3K6R+RBoCphgxTiN2jhG9Q6+mPdT5bPKTmctmjClvlgaygprNmHTTaT2JoEy9MXCVlE4WmmykzoPWVyDf4el3fwnPvvfLoL6He/IM6DRGddeDyCGRxxijmP3wFuR7+LUBw1y9LEiJecPUA12ZsVqtcHl5iX61ysxTlpk6AlUB6ksysw9JjVa2YRJsuRmjuj+vDpmgljABC8lCTc1Yj6woMIylgDKq8CAG8bvyrkfXd/C9amq7HskJk04qPWSoZjNqKGASJnfVd1hfrDAMI6Ywypm4Fz2YnUik45SJBCn9NWFQju4GCYlNzqHXPs8REKiipiZVTgkM8UGNQfwEHSysswX05RIMCIU+SD0WGMjcacJUSWjlKMyOq83L5B2vwMp7D9/3ikBmlF+j2mZgqevGa14xBukal+AowLsExEskchhjB0fAqyGCguxPX+563EzAJnUYde0EjbDGMaovWsrawRiCBHnQqJAc1ScShHGa8OWL5+j6Ht+9+RU8227g+w49XWQNnAEsr3NSeCvG5LBH6zvvsV6vsO68gitCl8EV6ZltrXzA6EIJdc45LHU0wSfZOFGeRw4JK0qgDvjeszWeXvZ4dbvBly9X2E4JO90jBRD7Zs1NkDOsvt4M+PHPv8AHlyt8/ztrfPD0Ck+8w7rrIKtc2u/hBNg4BvsAEMNHINi5XHZoc7J1ImeZaSNEm4qWTtun7f3ZPMn2KkiERaaUBaFs0RatlMz8y28RNMgaueglSiWxHM7tCJgiYQwJX335OW7Hz/Hhxx+DOaHvPNYuoKOEpEFwmrE9CqwOp5pTyHsyAX3vsVp5dL2DHvGplgOMKSaMIQoN5xzbGQVc3b3pxjBit/kazu8AGsGIcO4KcUVISUxMvZeoitN2yCIeW4ecQtnfmm4wiwBkP/9kGnkNBDNNEdMkUayj+rblMSUT3hI4AdMoIH1zM+HV8x0u1xs8uVoDXNadzI2qC+Z9nM0pJ/z8j3+Or7/4DD/+uz/Eb/21v4rdZoPd9S3CGNB3K6y6SxEvsAXjEAEMAYCu0ZcvX2AzjIgJ+OhHP8J3PvoIV1eX+Ojj72Q6IHuKmgB6Oa/MOcK6l+AkTgEWp4SBOoQJuOh7XHQ9kBwGdkiJMAwRr65HrPqIyEDfOzn6AB7rFQHUo/MAOolW6ziqoiCBoAFoGvA05xf301J0zgdLZ2T3SMFVjumDmOTQuSmIv8QUvIa0FSc6mOSKTcCzyP3vF7D/tX2gCXNXEX39bszMHOnmZ+1XRRuLtEhusALBCg/qc6lIQmttmxZKdjx1Ll/LXJCMF+a4qRWs+keFAtreUq/q1hHVq20cbVb7kvtcqPVRTWAqomMmVPaGEI+F+lJdn3YcqspmyX7e9NXp/1Cmp2qkTg12cazvljBw3S0GKL3672mOqA8H7r0G6VBJFRNlqbuAVWFom/YTZQ1U4qKtKppD5E+bT2wmT2wxokTKBzZnfnsfzfv1b+EBhcmWoBUr9OsLrK6egPoedHEFdB24k6hsYBZzN4ZoHDHC9wC6AHLVKfDNUtM2Vip/pwyzgffcrryw0TA17UjMxi3fLsCfF+jQnMk6T8J2J9HKdSzV5ryGrV55Q68YiwIlchYlL2tWRV6yI3cFXharZHTL6mGSJct9aV3VdSON0EpVUAGqoGXVvCYrI5XHNmBjCznl4BqOS+Ah2Fqp142aoVtdMPvL66WtSiV0cJlxztpUdhrIgjHAC0PGHQIlRDvLxlGTj8xj2T9S3ivm5q7SS4kZMYjqLkwS6YwJoC6IyRs5mLY6UdnbCMIUzjotM18WNKmlK5SFBrXwTI53ErCcoMu9Oh+qHXvk/pGuEh+Z3hGSF1O4decREuBIdI15369abtQ/pITdOKH3hN0QsBsD+p7AnvJZWbZqKecyW9smMEA9j/fXuK0v6P5yTFMtWRdN7x5tnD2ZP6qtzawBvBOLMO/EXDA6ACkghogwDhh2W6S+Q9eL/GBRa4WW9rR0aLaaFrdWrjqBNGAUlX2gdJuatKpWXfuQ9d2SddXfC0nm/IREI0ATQKLD7joH35XY79lMGhBNOEH4KotWNwNYS0Eq5oKBet/ce665BqhsCDEig7IYUtOHRXtV+rFmPxMnpJAwjSOur6/x4vlzvHr5Crc3Nxh3OzlqQ48Vgfnw5TqkLLywLA0kjuOI29tbdH2PYRgQQhQ/bq/CFn2n03nl9NPOHnOE5ogICbTiVCssBzZwAkJIIOcwBWF0p8CYIsNHQlSlWnIahVMFDdCz7Ao1rde38fl36VPLmJ57bX+ttnU4JT1KcAU4JOoR0GMXE9wQcLsb8epmgxQDnl70uOgdPEcVfJZYUHamBlDMl2z/u6tvGpbcJDn1Dj73t8r/1oNhjP9yYWUR6mIgNe+zDYGQDxZkNfuwQXfOwey5wardcTIR4QykWX0cvPPwnZgDkaPsdN009o6Ut2o+zPgdNCPg2TPqFmfSPKlqYVwzM4466lwx48s236qlzNqIvCVSwwQWRFaZfSrRS6lorXa7HYZhQFzQXJ0Gq+6fFjfh6rvJycXcgtB3HT549gx91yFMk4QUHyeEcQLA6H2HJ1dPcLW+QO97dCpxT0jo+xX6VY8w9uBxB4ZIxESKzBgmNfEiMf9xTv1KCCUaIYrWpZxuwPBJ5maMYnYi7TBfGWGShbF3eXxFmqlEtO+xevIM3foKVx9/H0+//6uA7xFXl0jOI3k54JVjQNpukWLE5vYGw/QS/foCl08DfNdhtb6A71aQiIbCfI5hwjSOmEKQoDEA1us1rq6usF7JOWApMSioGcKR8TJmqLmm3INFCqu5kHleWYO9MO6a2eFJV/N8s4yL+WJhVsxfgCtQY+spn/1VMxZVXsIwc15LGaBmJ8+qMhWg4IroUv4t18ykz1kkx7oNymkzM5xXc1+n9DGJ31jSCG92NlVmHDAjzShjkusEowvGtMk8SBC64lcdVp34hvXrNfr1GtR1cOuVaNpWPVzXSXS+KCAhBPHRMdNu6/4iaRWznBgCGIze9+gvV4D3YkUWGWOQEACBkoRs54Rb12PoJwRPoI5A5DWoQcoBjWISc2ahAUHmtgqIyOphQTZCQAoJu5sNbl68gl/16MZJhBGmiTNtIZkOkLHZ7fZouzezwL4V4Jjmqo1SK3OPnMyBbC6ZRBsklgZcWdTN5j6Lb7Vj4ILEf+fDyw7f+/AKq+2E57uAEBVootAjgkSPZACblPD1JmAXIn725St0zuH7HzzB019aY+XzQOmcdXKcivqURiYovyp7axUuXQ741QAUEO0mULTZtZaqTPGy9lNKStOFbrrEGpxJoKHLQG62t7ExtpTBfnQAXAJ7IK47rHzCq13AzjGm3S2++OxT9F0HfPQUV5drRPPdrJbgYWBl1xYuNLHoATmbUFxm+95jte7R9eLfrLMBkQXwjiHoeWoFdGW2KZ9H2nBkszQB6ToDKybGev0UH3/vQ1ysn8D3Xszeo2jhAeQTpE3rUo8TGeNQA6VYTAFjKNHwpsnCscccJMncC8ZxbEAWqX/jNALXr3ZYrzf43i99aLD6QNvKVQYwDgNuXrzCzatX+L3f/SH+8Cc/wtdf/hw3L18ihoBOBQNQ+gCoD1hFH4kcuq6DHVifUsLt7S3+6I9+iqdfP8ev/fqv45d/5VdwebnG5fopus5h7ZHNAHtvh2mXvgNkv+x1Lq67DpcrMS3cDGswesTosN1FTJEAz+h7xmoHuLWMiydC74G0goRp904isRLJuYskdD5zGtWUO7RN1nvr3Gqsnq/NvQO8bf3eedDqkYIrhoS9TeRlIXLEMAXsxgmdI0xhko2NAE4aCpdUDmQIBVAQUml/5szOXHJTlU/6dB3usRbO1IzIvO5GEMrALf2JyQujBA0wYGHgq617LrDUIBfdBrLMAEudl82sbvbU4mSpJZ9ZlpIlBK3GaEljVWpEDaOZmS4UYFUAVnmr+aDqRy4DBSxZ/0jNZgyrjUOxka8rn/2tojAoIYQMCu6bliQfcyZ6voktmY1YQ7MUXBkTAtTncIXVaoVNFNMKI/JghncOKw25bGahrEEMvB5e7bwT/xLWzYMTKDmEKJJg730Oo101KINfM+1jIj2vReaiMdLZDIyh61J9E2qOmnQ+kuTjiOD7Nfz6QgJXXD2TAw07MV9iLZunEUw7JAC7ccBms8MqRFC3Qtev4DU4SQlHrptiVOd/3fSck83GfK5Mw1Z1f6krKsA+B0S6TGyqEjcUoyHkp8yXU8B8qRvneZLzqWota4Mxb8d+SW3dau0W20rmWiq70J6CKBY+K4FVs1MZSCrvZ1pltNA7YTShZoZEoOT0N+drXAMna6etQdTrsNRNJNJ6Vpsv4+a9HFZNnYWpt4PfXZZgw0LcV4NS1qv8I+uhCIDIEVwvzvSJWRj05ECpE/pFwmhPlBC8Q3IsEfwsImqqNFQxZZOkxufK2q/0jlICBxHkhWHEuBvgohyWTM4hqWbbNIVkfceMMUx7e4SY/vkGUHlfNFfkq1GwLUQxMUnUIVVIOq2f6ZnyyGl3cnXfIvMBF53D1XqFMUrkwsKels2ZIfMhAgicsBnFZPnl7YDnr7a46leY9Lwhz8hAxs6hs4AtOszQYcxLzuasjCEAJyagtjcTqvVc0ffMvFtFtfICmHTOG1BnGUS2PVOfq5etxcnwYEQwvIMARjj1YWGkMOL2OqLve3z4ZIV17yvz98Kf5D7Pv2u60j6XF3Q9Obj0P0iEc947OIuAwNDjCFqfK+nnBapX04mWhOn1BPAAKL1lZngPXF1dYLVawxHpkSOMGK1q2ueOcpn1OFE992B8mK7T6kBh+7O1mK+HkM+PM17JMSEl0dAMw4TtdkCYogS/aZpd0cxKQMYEhDBhs7nF9fU1Pv/sM/zsk0+wuxE/KySG63o5S63mcw1YVbTaNMwJQkvHccSLFy8wTgHXNzfYDQO6TiP8OrHGX3nKkQFJ55rxxjJFTRhgQMkjqHDMkWiYw5SQENEF8akaJsYwSX7DyEieJF8d56jnfDiCxKdjhoV/KVpXm2zH0xK4km5peev5XtzsbzYWRwDYUnqU4GqKA766/gzX3Qoriugp4atdjxfjc6x7j48+u8LVpUicu65TzZVGDqLS5bnjdFOSaxVhOdpZ9eLTHPciBRZea5FVqQa1HkRjeswsoJb8GijJ9S3hAIFqQpiqumz2sqhtk51iwovbEUOIeHG7w4vbXY50ZAqsQrdYiV8mo8XhGGaSsk/fDrNnKAxV1RWyf1cmlTkfebiYZxmNJn3eJIgtkZdNXvwk8mG21ZjUEmuCaF/ED8hhfbtC13X48uYFvnz1HGOY8PWL500TYox48fIFdsMwb91CWppLNofax3jv+f0+qTBI3qzNj+nFq1fovMc4DBinCTFM2G628sIf/CG+ePkSf+9nP8PPfvEZ1usVEEZwCvjq88/w05/8AaZhQNptkcIkUZ00DPuq8/COxDdLwZnX80KsfJH8qaaV6vmi81KdgfP6sudtfI0h0nYxSZQ66nqsnnwG169x9Z2f4MlHH4OdR3SdPiMmCBwj4rADx4jdMGIYJ3Rdj/XlFZzvsFqt4ftOixfT2mEU04lxmjAMA6ZpwsuX1xh2A37+6S/wiy+fC9CeoraDZoNRfs7vGFBp2JB6revVuVDCuVlO1h8MbGfzjWPC7aefFVClnB5r1ECRZKt0WM1WYpBw6ClETNfXcih5twN3N6Cuw/DiJcg7jdQloc13lCRs7yrgxSri5+uEz5+JEOvHX3l8eu2x20ZsX04StXuzBVadHoqufT4mICbEaUQYhsKlAkjeI+j6850vMdJzNDXpBO/E7NUYA+aEcTcghADxU5Hnk4q97VDWeiSMrto4NH08HyNmpM4jvbiB8w7jxXN0qxXgnIArknPWyDuRVEfxx+30wO488JRZaxj7wcyYVFOwebJGf9mD4cHUA+TR+RW860Tqr9R4jJOG/BZJPxHhpuvRk4dbdXCrXvtkhxQjps0W4+1WInZtB3CKGPoefefVv0n8Sz758jleffQjkPfwq16YTLJ9szCXpNz9p3/zh0hTqCYi8NPnG/xfP/4C3quPVqMFRdEY5rnfMu01OM8AxUB2Hrmyj5smOYIQGfh6M+Kr2wnbMeB6O2CYEiS8imqObN8ilDP5IJqHP/r8Ja5vR/zxVzf45AvRYnWoAp/AGGo9kDslCRXOEpLdzhWLamIc1X/TBJjCfLY8iE2N6p9qD4fkBUaILGc/sQCPZECqZv6pBEiWI0WEfQthkkNtWbQBIQHPNxM2o/ivRAggDjHhYrVCYgEdNV1qdi8dO6oWTLu72S/dc1lUQh0xLjxj3RFub1f4+KnHswvgu08FtG5HxhQYf/jZDX788w02Y8IXtxG7wHJYrQZvoersRYAxKV2uU4obDNufgVwv84cYL758hU/wNbpuhX71AbxfIyZoW1EC59QC5xndKKVWwYDYLDJYNcQqmJ0mNbGT9ZpUe8XVWJNzou7ZrvEHv/238dnTCzz/5CP85G99J/vG26yXLxWQ0IvjbsDt9Q22mw3+8Pd/F89/8SmmYYNh81L6x3nxv6cOTudE5nN1rjnn4PtOzX/FfN53HfoXl1it1/jr/3fEZ3/0+1ivezx7doXOiQ+2d1VkQKggoiJ5osENSCnh00+f42d//CXGQLjdrRGiQ6QVElZw3mF1IZ9PrnpcXHboPeGqlzJWHaNzgPeM3ksIeeciSjTu4uuYif6RZPzUXBBotL/dlwt9mstO5a7M3y+/+BxffPH50XKbOpyLxt5Eojq0niZHvgEuWRU+kzLPF8WhtEwcTqrdGVdPqcOZ/b34OO9/m30xQGeTK83yObU/+OAPTXTk3lJamL1Fo3afXj0j5U2v+NaYCRRD7JDnQS3MFO6udKxrllATn/hcw9VbnSqJfCYUM+kUKZCsNQoSjjZkiVbNzgBFijf/Xq4tNHJe4yPzYA9Azu/WEvQ5+KjLOSBtqse1rpURUK7fTUmZGxFGlCesDQtlnzo99xflQl6HMytR9qrHLbrfckH7edSbhoHdun+afmrngZhsCrPpdRhCsvDXeZ8reSxM27l5pL1A9XuHEs1rBmUS9t86Rnbojvv7ZVLzWXI5Vt0lerZIoYFq36pW3V5OvPB2C3yoPCeTupGW5ydmnSjnR7lZlWf1r36mKSCOY3O708heR/1Qz+j4c7mPxOVcoWSS+TvesaqKnyqyoKj2zTxUo8LMHb57r32Ll3NauLVYxNJOUfdFNgee7xtZ8rhYqeN1PppsfirdcBUYtCI1e9FcyY/YjOGhfuSFPtF9ouIeHJEIWwkwA83jLTqytg9sZofMJ/nA87kkKue3yblwywGNZhXIeZsmV3iUmH/PCjlIHxepVEXrzIrDhCV771D7teULdSxTQoq2z5ans19j5rnQCI3rJ+fbyVJ/vIm0zI+191JKGHaDWJW16beY+Z+YX3y04Op9ep/ep/fpfXqf3qf36X16n96n9+mRpkVwdRd8BhH9OhH9H0T0t4noh0T0H+n1j4norxDRj/TzI71ORPRfENGPiei3iegff/i2vE/v0/v0Pr1P79P79D69T+/T+/Q+Pa50is9VAPCfMPPfIKJnAH6LiP4KgH8XwP/OzH+BiP48gD8P4D8F8C8D+Af0758C8F/q5/v0Pr1zSaJovb3y36t0/+SlJZOPeWS/9+l9etNpL5gSyjx8+3PxkEkg3/W1SXtWmvs/zkrn98u+veFxmn+y/f3hq4et707Mff7U6W1eNtW7y7xzySzwfXqfHne6E1wx86cAPtXv10T0ewD+FIA/C+Cf18f+GwD/JwRc/VkAf4mFKv+/RPQdIvpVzeek5DuPq8uLE+xS64rOfSaqr020EDb3AxRL9tdPxUp1ZjHf2D3zzOdDfaLUISr7jTixHZafh3w/Fh0dGrvbvXqckO7chJrnTs/3cHm1PXvJ7NjIzP1RHiKxnuSeD4YE8OTZB/jH/ul/Ft//+35NntnzIanr1KbWannRAwOW6XJrlvvlrnTuJsR3jOG+D1NzdylDHK3xXfdPSMvr6/hKfogZc5dd/fzOMdeJ5RlBiDHgD37nb+Cnv/+7+Wrfr/BnfuOfwd//D/3DKH5Tba61L09j3w5kGpL/ndu10/F2zSvfvnvsvQNj0hrs3+E3VQo9TBNqunFeWi5dfZoq54Fm6BsnEp75Ut23Juek1ollb49r9jsUUrK09g75lgD40e/9EP/fX/+rmCbxuyIi/MZv/AZ+8IMfoOvuFwtrHrG2qUb11LLfWsVkc4moO447Odh6GnB7+woxBkzTDiFMTftSP5G1JgAAIABJREFU0rMjIcCRQOj6Hs45rPoV1ut1tffqHFgcVwld730P5zxWqwv0/QrkJECJRdrc2wVsvqD+4DyPLEBNTAES5VSCFaUUME47pBTkWppk3+Ck/jgOdhQN9Oyy9foSne/R9yus1hdwGoo7RxDO/ps21zUKZUoIYdKzH0OOihfClH12U6yCnAAgV52XpgFgvO+0j/TAckfovIQCTylq8IcJ1zevME0jttsNNtuNRLWMAXVXff38Ff7uT36K3a71/3snUk17q7mU/Udn1/SbvZzpnqtpznx963dyMi8BzjzlUnooV6DH4FL0mNNZFJKI/jSAPwPgrwH45Qow/QLAL+v3PwXgk+q1n+m1k8FV33X44MNn6PvTq2dApUhBdALahlLfL+0p319zM6zBldWn3hSMgbFwxhY+lxPKeRl2aKX36Ptez7GoPEJLQWg375ZBq0MON20+shb2l+vhVrZtvDsdPUOgko4uhaY+N7/7phJqtYCrpx9+hH/uX/s38I/+kz8oZVZzq1RoiUkr0fWOvbskHa4e1ihJd7e34jmquf/647M8DjbbCwNRV+RY+Uf78Viiuo1tHm0Agv3UBJ86K1HDmBbhDedrh2DSYplUMY01o2ue5wRM44D/7S/9V/jk7/wwt3O1XuMH/8K/hH/1X/+3mpDBdXCKfE2ja+bIbcoIlmANWhWLa9D020IvUfvZvJOB1f57i3NjVlQrWDlQtLatPrfq8HPnj7KtvxqQSrVIxjlJPZtlmBmdKkLpLABLDWofJOWmUXMtR9pjjU5oEVXzPliqmYV5Tb/zYuczGH/5f/zv8Lt/67cacPWDH/wAv/mbv4mLi4uzm6BxZ2cNKu0pwThKX5a4XlUsW2Y9P2xEihG3ty+xuX2FzeYVvvj8EwzDFpvbl9jtbpp2R430ZscKEDlcXl6h73s8efIUH374Ibxz6FcrDXJUgyurDwFwcL7DevUUruvx7OlHuLr6AF23wvriqYal9/md+sBqzPY6u8YckFJA4ohp2iLGgHG8xThsMIUBNzdfI4RBrk0bAUNxknZxj5gs7mEP7zw+ePYxLi+e4PLyKT784CN43+Hi4kKOqvAevuuAqp9jtLObAnbbW8QQMI07TMOAGPRajBiHLcI4aE8wQATnBGS6rssgs19dwPseq/UaFxeX8N7jYn2BzncICoS3uw1+/vNPcHt7gy+/+gJfffUFYowYhkH5JBnyH/3BJ/jZzz9fBFdvX4N6R1K6tVdPXjjnkGdrQu87cugMDDeRr5H3RYYGrPFe1n20SLJtGXW06dObsJ/Hu5pOrfuheXVO209GL0T0FMD/BOA/ZuZXs7N7+NygFET05wD8uSP382Gld6XS4MKklA1Dr+19L+XUn8sF7L22X197bu/Bqk4o+60xP0zVAsh1KfersCqL9QaqNZnv1fWoKr/PB5dL89BCRxMtLtyl9DrPLb03f25e63Na0ZaFvTeJKEv+DkUJWvpdv3/suRZUWs3bck5ZzA1TX2nCTnr3hGfa87eaO1jq7aOg6oxym+fz5zJwO0gMUS3LMydHxnBcXzsOXGtKdEe02HZOVWU6b4xZud91Hdbriz16NY/wWJtsldD3buG5mcyGck/t1QnNc9Q+f5DsK7A7Mj8OChUW1uFhUzSuntur7tFU1lddj4q22BlHWTA3f6Y+/mG5fg/C/C0MRJmbFeBYYJxM0F234a45bPe6vpvNEQk/f3FxkcHV6e0r/bx33uJi384Pjo+Q8Nh61hcxOAJyOHkCUZJIdcRw+klkwJHzn81bOYRXTgPI0TGZm2drVsJCWzMTGEnbnUBI8J7Q9x593+HioodznWoQRItgKCHFCM7HKGi7knDHiQlJI3LGyAASnGP5I4Z3DPaA94SOHTgBCV7oYVTNqZ7T5UzQwFI/cNSVaCGugc6b4EU+nRyFDAdCcAB5yBlDXpZ418mzHEnOKMvtgghqtI7OycHQdd0P/0mU8q4j9J3DauURApCSR0o6/kkOrr7fnv7NAa+ltXSs/EO04mzgwkDRnDeLtaykhXwfom8ePbCtkrX/EE95KM1wzlllngSuiKiHAKv/lpn/Z738mZn7EdGvArAA8H8M4Ner139NrzWJmf8igL+o+T9uKHwAL82+vnPpHvzmN5pquHGojvPrD96WjHuXD/s1sPf6xOvY86eP0rkSl3sR9CPpHMnQWdIzWC/MDuk98b384w2nXE+aQ5VT09v1L8gz7a0Rhocv9DHTuL30TlX23FRT80OTvBKjsJwnxBwRwgjmiHEcMI6mTbmRA1ZvXmKzucZud4uXL77ENO6w2bzCbrfRA2AFCEQ9t0jC0Ts58yckeN9hGidMwwTnHPqVaGIEHxFSYkxmFpckn75f4enTj9CvVmoGR4jxCqvVCvAR5Do48kgckaKY+U3joNqmhMRi0phSADghpgkxjogpYreTdg3DFrvdBjFO2O1u5CyrOCGlSc8TDAADIYyIUQ7GTcmB4BCHEX23xu3FFTbXL9F1Pa6uREu3Xq9xcSmmgmYCGaYJ0zQixgnbzUZMK8cdpmlESlHORkwyDiFMqiVNqtUVUEfOizmg8+j7NZwXTdZ6fQHvPdb9BbzvEOOEEEaMw4Cb2xfY7bYIYQuiAOcivIsgiBUJIwEcjsyXb3FiVolRpV2vpXeW5tLlBQugh97n36e7053gimR0/msAv8fM/3l16y8D+HcA/AX9/F+q6/8hEf33kEAWL8/xt3onEi1+fZisv2FpwGPex2n2eXd6s5zJIRB1qnbulPwOPNn8mrcy6ygr++456DsGul5vzp0GBpYkQKeWa9lbu04po6rdaWUs5nue5LGpp729kMViWaZNuKOeD5P2S8kmWecvujvLMlB89KkzJb8nlTybZ6eaHR/Or9X2AadRnLOo0tJ8qSvwBulbNrE9IZ1iVdBez2+iAVjap5w1TFYX0RbJmT7q65MCpmnAOG4Rpgnb7W3+3O02GHYbBQQDpnHENI4ZXIkpoB6oSg7kPNg5TFNASqznA3r1CUpiNeMI5AkpJYzjqAdIyyHC/SrAd2vEJIBvmkYFDnJgswOJ5idFpBTAKSKGQcFRBHPQOgUFbRNiGhBjwDBsFFxtMAxmIijghlM558j8tmMAUmTRfkXRP03kkUI55LjrOhAYcdWDU1QNloPXQ73DNAq4CgFh3CKEgCkMGVyFOKrPlfiACUBMuV9TEnAVUwCRA3OC8x2YA0QL58AxwrlOfblGjOOIaRoUOAeQmhqa9jFlbXp79uS3Ii0RkwPPsapQyw5RhBNzqmkgTPaeb57mftvS6wDSUzRXPwDwbwP4HSL6m3rtP4OAqv+BiP59AH8E4N/Ue/8rgH8FwI8BbAD8e/eu3T3T3OzhXBvTbyrVmyZzvW3m5XF2+pO9OB5X2+dM3UNJjx6ylWf7th0TOr+htKd9uqP8tp9fp8IilT017ZV0j4Eik1DOa6ISSdGK3W1+1poHLlfp1P39ddMbK6IimvfBhOabys3kmhWxMHesz05dyg/b/gKwHnp/e22/4wOTqfYBXii0AlbSjqjgYRpHBTUBw+4GMU64vb3G7e01wjTi9volQpgwDrcYxy2mccB2c6NakR3COILZzOyQTSThCJ2zIhM4EaZxUqAnWhznHJhkfiVOmDTIg9YSzAHbziOEHq9erUAUsV5fIoQRvuvR+ZWAixQR44jECePuVrQ+HMBV0IqUomhz4oCYYgZUok0STVcIAsLyH4uZISCmc0ispn0OQEIKIzhGUApADHDeIwy38F2H1WqFzXoN5wjedSAQYgqIekDtOO7E/zhNeuh8zOWHGPL4JK58f1jMBZkFrIEjnPMIk8O4uwWI4CDmkjEGxDAhxIDN9hWmMCGEHYgivGf0PYGTg/NAjEDXu2+GUH3TaYEAH+IRyqpfWEtv39zgfVpIp0QL/H9weMT+xYXnGcB/8Jr1eu10il35wXfx5qdo1u7y/rbzzi0PBpiWWZNvsg53ddw3SXrmPi6HANaSVP2xpIN1I+BOh6K3lBozCOAIB3z3bChM3/kAKzPgJ78J4y8P1vmumiz5/ZhPBTB7VzMr+/s9519dqaaCNbh9Q2nGtN9THIVDPVuCKSwPyZ7UGADN8jqrF2y+2bo7+N6+/9T8++ukt0OJJCBHyoAjYRx32O62iGHCdvMS0zTg+tVzvHr5HNM44Pr6BcI0IkX5i2HCsFOTtmGHOE1IDKRUQ281K9a+luiBjJAmxCBap2kcRYMFBlMSkz417SNHcJ6Q0gTngGnq0fceKU0CruKEruvQ92t432tkvAmJI3a7W4RpAHMEJwNNQ9YMhWkQEDaKtiglDVCi4AUAWLVwnBhJgy+Jtkc+nV5JYRRN1jQijAOICGMv0fq6rsNq1Ys5I3kxtW40UVI38XNL2TwzsUQyjBpsIulMMZ9OYkJKYmaYkofTvU40hgKUOAExRcQgoG2KQy7H/Ob6Tn3HkoP3QN+93eNQHjzV6/QMDVaTiroXmfIw1KeQ9jDYY+Qvvu3pfvFU32p68yzy4e328aS6fueYV72RNi0CK73xTW3VJzTsIdt+HwfW42ZKlu89K3Sn1Pg+ZlBtfcsNVBLn89MxDd4h0748k+5R5vIsPE1iuPTcobT4dh7X4xVvNC+vOVEPa7Zk4JYCCiw364R5Qwe+f2NpUc938Oll07WHqTgtdNdZOc8G/23tPw9NtbO/iP1uvrNqZC20uDLyKSLECWESH59pGhGmCWESECR/Fqp8Aus7nCwKCRaEFbJRUf5rJSDMDBCDySEhgUnrBBZUAGsHA0hIHEAJmKYddoNHShHOS/hxAVddBimJI6ZhixinGbgyc8OxfFctWS4WAlygTeHEDV8tEUJr4Yo9P48cnJCYkSIQJnk+ISq4YoO34sul3639iUvEZc45FqrFqvXLIWzsWTNfTAIMUwI4RflDkpAfNiAKDZlErOHUjLPr/KMHV2/cYkhpgwlvlgJEZb4Cy9YPwOMW5r6t9KbG7h0EV6/REWfwmEsb5T2y+QbS6bU5uc5nNvDg4+/X74F0xpidYkp4J3F44Nmq+7UJzxoh2qlZ3NNEcimgxVFQC2OJ7i5rv07f8CovSqb9W7SsmTq/gId9/vSZbE8+FFG4PxV+fT/DA2kBGR+ljacIrF+7Ug+Xy30TzQkEyzxgIPsPJZbAFaaxCiFgu93gdnONGCZsbsQUcLe5xbjbiu/VsEGYRoADkPRMJj2XSVRWUBykUMCJT5kjgrdzmYyiMBRIEIAASqRmgQIyCAkg0RA51fSGwIjR4fpmwm73Cs53ePFqDec8uq4XfyYHeH2eWVQ3BrjABUjFGPV8J1ZgxYCa+UksP9MwAUhCAzkZdXPw3qKCSqRRR6Kxq2lG4gBEIMUJ0yjXKOr5WATkyJ9O4ROxjpICLUDNpH09utWn1NT6nCHatahhwYOBK/WlI2KpN3n1d7O8TGNMAAOXFxJ8451OrwFmFCZnAJ2zVA1szpkZB0yI3qe3kN4hcPUAkOac1488+xjmbi2HfiOZP8Tjd/BSr7Pl17PhPjPjTQPkfU3UvLWnt/4uRvCNsE58oFyT8i4CrNO0eecGtLCRKizZae+S1RN3r5PWbFPfya/sy92P7ZXNtLd8sT9Oh5fHm5iZd1T4zHx478pd2dRM2H1nLDcLd19CW8+Tx5GO0sYT37+PCKK89dCg1nJtdReof91RlGiglWlX3x0DFeUv6qG5Qfx8QkAIE0KMiDHqYbZRDxKOUJUIsmOVaW6qyghzap/lOAJZ88kqVtExVsBhba0Dc4hWC2BEjWTookdMUXyZFFw5B3hH2WzP1FGsoNJMIKO2i1E0U7mugPgxAZBw6zMBULW0smaial9+hCGAKXHuJkTpq/ycPUg6RgawFmlhKVjqWt2zYcjjUUwc6+MPnNbTq7llm6RS3jmcul7emXRs/yI6fbm2XQ6ARWuZ53W7X77XWH1z6R0CV9+O1UUHPu+d12ughLetgXudLX+JxN/3/TeflljR+vcBFvtE7c4bYSZP6aBFgFXdPpBHDWDadEIrCItHKzU+blVOhBP7p3qoqffsRd5/fLHcY0XM69fW9RAMrEx+CNWnMYozNrcWYB6zV7trIc2unU4zHmKFLfRWle0J1V1Mj28nOQ2eHn7vrln3sIn3yj2zDPPvSRIoImpEQOaIEiGQM8iKIWAYBozDDsN2h2E3iMYnJg3mAMUsqgUhB29h1JEAJ75JFg3Qd51Ez8v+iFQCWADlQGgycCXAiK3JYpuXAZyAOw0dj4REBOYJKTo4R0iqkSmKmaSH5LIEjEhJI+7ZYdVFcyMR9BJASShDLrPqzihdQBAfMYOUVnOn60bIhmrk2NYWwWBfMTqzZwHkw8ZLnSRjqwuqkqx/kINuIBEkbKJEAGSpAhITnAP6jkCOFFxpblwOEGbIIbpvRIj8ttKZWnMzy9ThyNeOPU94xzV934L0DoGrt5Pq7X2+JF4XnDwIU/waFTjp1VMa+bZR2qNOx4DVfloKePGopU0HANZd+8eyKeFsRRzCBAeCgry2Yf4JiKlmJ4493rIdy/fnrCnhtH6rgVV7j1pQhQPL8p7Ayn5L/e+CmQ+V7kdcmjdqRcQD1Ojh031qdQqwepPp/uXKYcBiAjgF0U4JPEgKrsx0Tg8MjhHjMGLYjRgGiSAoZz4xOHKRTzGB4EEkB9iyE2jBiACgYccJ3nv4zjh5o1cELmruxSHJWh0FQMQKeEzpRQnMQYmbA3uHREBS4YfTz1RF/DOTOVbFW1WaEsgE1giAWbhSVdBMBUXxZocnV3loxYtmiQvAAoBsblcAlv2mRnWWr+o6qkEetxoq1iir+VPfUf8vGyNyMibeE5wTsAUUU1H7e+cjINck7FSLi9n7zEnGDdjrDwLyMSy2+ZbiHjn/8C1O7xi4epNc/HLeNR8yf2LvaX2I6xdm79t3o9OENu+aoJmU53gN75/uzO/UAucc57csLUX7u9NUL4s57Tc3n/vPHyaAd5sFsn3JV05GzufS3dkmC6gAk7kBWvZsGzyBSjV53q6FkNj5o+pHe2Jvg9nfcOR5lcceOKc855crNX+A5GaD+cwcbYka8MJzbf33rzFqPmYp1T5Xua1kdviFbpBtrPmzYgpRwJlVmaoC5oEuSrOOTJJM7JYqf3wSHoqi2VRxESXNSylO9NamRoO6kEMZLePM70K1h4o/n+idf77MgXHJGo764qFyDjbgNRI3ZTdLbM4dovS1MM0tgJLDYg1osIIXG1uazX276sAkgInYNsykTL3UKXGEY9NciYbKeQfnFTwwGYVoTbjJMJvVPcdul/WqYE5uUtVe+S6XCpDJSh4zy0vt2VtZAwc0zHHpPzMVzCENkCkJQ/pMJVa12w25inZZ/zHX5DpXW/7a3DOdb8gbWVNK2tOcS+xC56Q+rJEwzCSQAYm8SOpXRqLZYwYcGEyirQGnQ6T7zvS659o9WKoJ2iydaiLfCBAXTPy+hWzXO5/eMXD1JqfQaRIFAHvErVxD9kXJL9Sb/Ox7edtsnmsoh2x6uwTsHiIdzI+tgqeWqLU75XF99F2RpVAei8Ph1JfTacDq4aVKZ+b3OjxXfpdPnKTVAwvlynw/kAGXz3lQi32TkZK5rMkjwLXJqbxdCivMSVnWNHu2fqPUTmNfLcJLnn23e9Xe2daJRLprTKVdK74SWpNsxlPyl8ep6fplPLT/65j5yXI6wESgHpW2XQ2DwUXyXvfDnN4u5V7xhotPFupKmZMuw3t88rYz6m0mXvi28BS3nw+Wsqmc/QHVTCt73F65DNHCmHYqqmmgHbKbkGKAReZjFt8RTx06F+DJ5yAUYAfAgajPJoCOdI6oH5RzI0IMSGayB6DrvAab8OhXHRwRnJNAEXkhQTUnSJC4GAbUBFyllPL5TrAQ76adsbUIZJDDYNUqiP5MMLFG0AMEXAESdENN9RxVi9OKsA6lJKASyAKV7C4GCTwBUlM6cgrwBO2REReWw3o57/N59NoRVQBJ1tYDe0WBp5o/IdtACoCWeiQz37TxJYJ3YsbpCPBEpb+YIUaWjG+ZUWBORwWqs+9ZuKB/nFIey713D5CyeXnvtVpvNr1j4OpxJJm8+7O3kQK1+w4O3Tq+vGol/TeYKu7rNFB3eu1YN0Gq8n9X0pKDaJtqQGWf31wLDYwDp46Itue+k2vGMZ+GxVXqC0ItbSj1Xu4vrh/CPqA6FF6bba4d0lxxM93bt6tX9kQpB9b/HGMudW957h7suoEomMM6VZeLJgvgtoo0f3/2fSHVGrp9Kem8/+ui9nNs6Fj1cNYCN1FE2rrXvGZVucMXLKtc74WBbOZSDbCsXntNuLf0+8EEYzRrB3BgteQXZrU4Nd2PZh2E1VlbUYVcR6W5Uk1Wytx35sLzLuhmzCWRk3OUnDDmEmlOnfmRQN7Daf6m73LOqfaKihbLOZhmDOR0wRrwcEByOoeqWRLrKWw1nK0Kbud407OsQMMAzhyrakaFA6h6NiPY9hqjMhXmas5ZvvnebE4QmvblfZkF5Cgua+nhkemxb5LoINonocE1xcuh26n0nrzvABJfM6r69t1OOnf4VDoymwx3PZXpaPt4fcD4+QLi5US0PLcfc3obAT3eEXB1bHv6BjprXvx91vq7MQf30kOTtePs3LuWXp9tqs0Mjy/8U2HumfU5jvCPphIx8BRiO78+k6Llf+5Kyw8d3bCOaa4W+r3wBwV8EmqG+/Q+fijpYNZc1aZRVPota7FQAa0slSb9n3LVT4u22MDJgzOQZoO3x2AtpCUhRWG9ln3KZpU7O9Ua5PpMGL1Yzcg24Eppn0LijPRPG9f7QZxzaMuDwTdNx4nCslih/gSKSlAADsBISTRJSbVUiRNSGsFJogFO4yBjo32bUoCjBO+Bi7WHox5IKyCtkWLA4EpIbxHYST8wO8AxvAciUzYLlOh9doiuB5FD5zsJ822aHpYgE4kZnDwSdwqANLR4MpNGaLtKoIwi2MAMNLZzJfsTVV1GVIDePuBraY+VYQEyCgArIgzRbus1tt6hvbWaz/HSQhgEyocui3kekQDT8pLOD2tAFvAUC5wCmIqIJmVzSJIADQqKTUiUIZYTLSFBxsZ7vzjr3rU0X1Gn7g0S0EIAqo3D6wKjdwUUvcvpHQFXxxbWa3CHD1H8OXm8n8/fsvQwBP8owMp80/Gy7ju9jOG+35lT0HeraycR7yW1wN6XxbJyDgtlLr6XzX3OA1hL90TBUhiYu5IZCD4EwMoMCO2DjzqstD1rX8o1ap4/o2RkBooXjDbrfBe+Hcx13icVM/Ym2KilQzeXCirAaSZNy2phBVj3rMfp63RfCn0819dP50O0esS5XFJ1jEyZBCCoKdykB8imbArIKYBTQNIDg4FUmPKU4IjhidH3HoQOMfTyFyUiX4xACRdYQB5RQhKMBeIIgHNAi65zejAtoes8vBPmXczoAArQoBoOzB7mB8bMYKdQhCUoByDAg8gVYQeAFMW0MCZpR+ljbnCJdZpo4nw2lStrVOlzaudcXRYMiGXRZfUuU6OdnwuIrC1WO7CAHwu8IQEyCt3JrWDUmcGCVRjNca74fjZjojSUKppat6WYaLJEbSQ5u+ueSuPHkXimMLxPFpVg6Jjf9jsf/ONblN4RcHV+uouh+eYmYesovlQjs4ohmATnDadTdtGHFob+iUu6QdxhSngoUEaeuyeMQWXxfmaqTBWOvF1Xm6svPLt/HEBUbKVtxAuVptpUsMmuaBMOFbPYv8asL6135XAOt/80w726Psf8u+TZO1jrJdyZkWUxoynXC4OSrxmzUt/PmUkhTWCMOypjhzCfTJmYl/t7lor2CFUntm07JVnP1HlKltysq0XBBcSvRn6W9dDkXtWtMDc1TW/zPcU5/SSwXQHjuWlaM562lPaY58NlLAbVuLtGZQlDgZNqcJJqp3hm2sf5TCc5MDfGgJQSQgrgxBpSPWKaRoRpK/ViPbA2RsQUkWJEDDvEOIHTBKIEoqTR5RRAoO4fDaZADMDBJw+AVUvipD9tPrMETihaIANLBE6MpAf2RhjQAEwz432laXJqUqhzI+phxvlQ4KzxlP6KCrhYDzh2zqmflPlL6awm5Dwk+zJurplnLkMrNEBIBq0FUbUQoQCrVojUDrsALaofr96l/Gf5MheBBFF51tpT7z3moZrjFta0iVrgOE+nBoR4G+m1xGmzQWj8fGc8xUNGVXzM/fmupW8tuDqUTrd3fYjJtbDBZQFbzQ0hE2378Ubn9iGPx+aZ07O7P2P/bV/A+wBr74kFQmnf5+lUB9iz0h07wDzf+Yw+bwOZvX3mHAMOA6tTSj58Zz/T+xRjUul5YXdFilzMYyGZQ/pcQ7UHsmqwVd0v+czB1vFkTFsZg0Nrl8u/JwIsy98gQ3tQ61JaROT57SXN6aH1x7CABdwApFqQv/fODFjZc6zMaWM+dSQdqtOh/akwpa2p6pHp8lqpNj9trgOidWAGkpiUxTgq8ElIaVDQZaHVWQJVMGMaB4QQkFJE0GtJNVnTNGLcbeW8p2yWl/L9OA36fQTRBOcSuk6rwSWMeo6m7j04iSmcrwCxTEvKY5aY4TghKRgT0CRBLqQu8kxKE5iThg736LseV0+uxNRQF56FjZc2RwUkpe+sDjEmhBAAZkQFYOZXVvq+dD0zI0TT+CXVmBUTPzlg2MCYvVSWoAmYkoWOb+qzn8ocrwGTHWLczgXA/N3kCifSMXDZ5K+scNvbWOeGxPGQohhQUOntcC0yU0u/WM93Pd29H7RCrdrnsM5jbu58qmbrfUCLN5seNbi6Lxp/fa1VTREx318W06HH8rWl+tQqqzPn+DFm/e5ULU6c1LwTc3vDb70pOnAXwDiZCNWEq0j1DhG9Jan6Xdqt5frft2Mob7xHn6pi++b5QuX76UxixRyeULf8Tt6X70ELctHL9Vma/7UMHNgTIh4qAWYGuJTu6qMxOxG6AAAgAElEQVT2/uFnMxszA1Z1mLy9e7Pv5doS0K0frBg1FAa/GVve/2pO8GcBrMXy236ozZcOrYXF8Wwk9rM6cQV+F94xzQJyKG4sfC6XNddGz9P8+iHTzUXtdjUm5Tl7V+rGVejaY+a65whyGv8cDRiRYkAME5gjQhjAHAu4MhNAZozTgDCp5ioKuEim1ZomhDAgpXKwroEJKUNMCpPlzSnP37IybGw1HLkjWKj1un8Y+1OTiNT3Sj8raOkqH6vOdwKu+h6rfq2mhvJ+SgmJFDQ6h5Q43yt9KuDKO180UqkCy1ZB+0KiNfJcgsIjRwutWp+1O3PBQx7QavyqYjLonAsNtB95tv8dEDhIrQjJQttz0vlX5iBX66ZZcywQogQfgvZ/G7Tn1PSYtS5n1+1MBm2urT9Wjz+JwOpcofXrpMcLrmZo/A0VgvnMLQwjshR4URo9u3TgsfIwkNsk0hj7LCzZnK24T6vP7a+3Qobu27h7gNCT873j3lHzooMv7jNFc6B0fr5LRRUb9vu8eyc4o/YrL3w/sTAtku4sEigmMQDnap5S3eW0POlmR1jlWsrTymAAB8q39lSM7RGA9bqJGpUTyvd8IGjxj7B62Xs0e2WexaHfQNtzXPXJ0jPHxuYMrIXDwGr5d36HWw3boo+CMarchtYmlcBL0AJhakOwc5PK3C19zO3aqCTLFonOrtf3l9L8+v5slX7Pz9kknUd/W8j3Lrpyap0MVKUUEdOIadwhpYDdcIthuEWME4bhWjVVAdDgFTFI8IpxGBHCJGOiWi8BSmJGF6axaLoscESKAmyimCDKeNUAVs9HUoaclUV3RKIVSQREMQuUsO8sLlougZ1D5z0cdeh8j9VqBSIH7zuNTuharQkhgyvvPdbrNZyjclYVJ3CMOl+kr/KYNyBYfbhg5n5ctF4pqXYv5YOWmVOr6bMgFBnvVMErKA+T/pUybF7nqVJkJ7mBqoRrxlzaZt/thSqjSKZoytoq511ZCwYuMyifCSFybl7H1Ok7FhjD2vftSi1obSQjmloeeE7PTuUX3oOst5MeLbiqh/shBn95gi0wW/n52cWWwzABWcNhHgVWs6ysTsIUn2AGeEofHJFOLl0/XN9KqgRU0qRDdVvI8ADvMyviznRfHPZQmS7ZOp9jWroodZ6XcQhgVWC8/bJU1D189RYJesmy2UDr+u5dOZz22su5umgPhatzXy6raE5OLPxIvlYXuUPt3LRyZ+azNcBqsjHQdZ9q1YUeScb07PXnQrNaDUgR4uTHF8pbpHs8v2sX2981sMpkkVG0V3Uu3Oa0X/f9q6czE+18OgiuDt1vwmcnBVdBGWVpSg7fTaVBZX1S9tcpl8raPkg3GoCWa5DrQ/s3mzk3ewpc7SmnaMbPEcZJCPWIlJyaAwaM4xa73Q1CGLHbvsy+USmpCaD24TgMmKapah/nT05JNFYZXBmoFa0RIlogSQTyXj6JqpFX8O9I5mDWnsh3Tgx20Ah+kqcjD+86dN0Kjhy6rtdx9jkSoP0ZsHLOoe87EBFiVA1bSoDW29pFzjVjP9dIZuATI6L6nw3DgBijgFj1USOIWR870jGoIg4qsCpCBasCNwE/SuRCe5By/1UdW8anHvcMGMtvA16WnAXPIAvkI9/TElHh8jXzLTauqE0dAZwxP0vdloHDY9Nq0VxaeEAC1azj6p1jNNH6s72wRPwP7f/LuX4DUQG+FenRgquHSIdMK+6X2cL3O7I6IA9UUlhMsvKBfkZxss16JY06pcBqYbYkkrG0Bms26RjDzLrRW9dJXiYiO5Bhzm/huXkl6vya2h+Cv68Jthe78Zh0p8Uh52D9Qz5Vd1Vt8bkDoPB1SN1dePjYe2VvtKAQbTjrQ8ukMNkthJMfyqFnDYmCKea8XhrQv9SQvdIOtXJ/LjX5L8znxdlXzYna9CULkvmUeSM5zxnl5gkDWCjMM5SBoXy/6nftx7oHrGuLpq3cPNSFJkgyUJyHqHopkx7m9kaVFvf2Zmi4qRfrmBuTDaj0PYlfi4XMtvtGV4vE3BWpe66g3vfCvDEKz85RNFhJzdFiTAhTAVdggJ0DqylY9imxfIES9T/Z7EVFwrn4p9QfXL+oV5t+2md4a6Bvq6ilmjXILPtezbsd4ONKHrN7zEAYd9jdPkccPXbbG4Q4Yru9xmZ7jRhGbHemuZokCmBKmIKApWmcEIIdpSuZO6u9+VfZWNfMO0NMk7NDlTRaAlvoDkpGL3Soks0dVH+c/ySABKHveqz6FdYXF7i6vBLQ1K1KBMAmLHoJPAECUlTQo+AqcUJSIJnUt8z7Dn3f5xDwYnLYDmvWcvkOyUmI+KK5KnOdmREVsCYFZAwgqjavCAq078CAi7JewEgQjVcGXwQQu0IniJq5koWqjNyXGdDltVoH6uCcr+OU53oRROiKq8Yx9wcxyEHCOzrOgYFs3dwnPSqNzKG11gArHCHC808hAAZkM3HWeXqYChd7jBJq7dyd/306JX2rwRVQCMU3Xu7er3blqHymndx21DqjBVeHuJ89RqXacWeP1WYEVD9fvz7HQLMfe945c83DjAfIdxc1FPWj+/1zPL3umJ6DjvSjZkjvZJRnWZwMsApjfk4LH3KGZ5xb1aadNzV8qh+o43VpYIIZVKDq8YXzUHPZzNDNtTZCK+ff5NlChOILMz9+uO6V2l9m3tpjAGsuo5vnUcG9PCfmi8xMGunEeXMHsKKybC12giOaRQ6zaIBtG+onDmnhjlWrciOsixIGc+8FO9A1PyYM2fypegi4gCph5PSQWbCE7GbRboRpQkoRw7BFiEGl/gEA4JUZ7nyHvusAUDmTlmSOOO/Rrdcg5+B8B/JegheoFiHmKHUJMUTUAM00F0SEvvMlXLSjilGtGM3MVeksVv/FbFqY+df5ml8ataY398ewGohyj5CxiqHkusMPJOHR9suehhvcvPgUXedwu3mBMI3YbG+w3d4gxEnMAzW8OqtZYJjEFDBMCTEwirmdHg6c+0vNM42xrjWAPAvaQGosZs/o2NaMvn7JTbVw6mCJTeedx3q1xsXFJa6urvDs2TN459D3azhn5oBqjpVSnsOAmoxOZqqXMtiZJtM+7TCNE9brNa6urtB1Hbqu0zObpG8558Vw3gFaJq0vtOrlrKyogTJCCDLnU8QUJnBijGEUs8GUpO9ZtVycAI7FD0z/K5otgKoogzXIkm+tFhaoImsyQ4dLy9I5o9ecM1plxL7Mb4vYKEKOXrRURsod9Gwt3VOY7ozA+i6kRTI7B1b5c9bePWBV3zCwyhW7aMIGeabed239z3e9U0zZ38Oq89K3FlzNHXjPMn04V+JxGDuU/ax+iGAa+T3mpoJSdYX2GJql76YyJhaHXq6uJ2ZQtahob2euykJZbKUryiKdM9254vu85yyP+S1jori5rjT+MCO6QJNOT/cn1HOAdcfTUtoCqFpyLt/je86t2/mvNGVxfQ0oFjgKdHL1jEBXU6eAn/KOCtBg0rVciJqlcOJM7PM8rcumeTdwMyGUzYKpl/K/C4ErDkGnMqCaz6E1bG2HbPRUFUM2h21zWyixycsmN9r5PYeGh9Ms4tOsnlZI6R+7vk9A6jm8SB/zHKjoVql9u69TebS8lld5VezsGrTvGFnbgyhjzRyVqbSgCAKiJo0ct9ttc3jvqOZm1u6u69D7XgvQq84DzsF3nfSL9/DMcBD6GKOCqxCzv4v5/xTzLYeoWg+OXsCcc3o2kQNzJ8yimQeqACBr/7gIHcqaWzo/zObj/M4SKKI92rSnLc3jdMBEcJblIWYrhAnD7haxIwy7DUIYMQ5bjKOESrexAatvUD4wWCPvJT3ONvdNMV8s9UK+ltfLAtOZNYrWt6gfmxM2FI2mapG6rkPf9ei7Hp3v0JkJIArgM42QRQG0cjn7knF+LsWY/aakrUnN+xQcJV7Yc1uCT1WfyLwxfz8LEmE+oE5Akis+g5HkbK3ESS0Bq8VIdWfUliypfgAVh6739qNfNvs1V5ow1NdzSZCzy3K4CvltZn9Vse10bMs4RFMfm5lfnZZqtiRUPEr655lUlgkNj1T1w3wvL0PPWMKpZeur97C24Pse9vIupFPn0Lm44FsLrl4n3cvJb393bJgSzTgzlyWJOyoTiwTaiYOuQ7vhmkOqZGendCNLVI3Ii71KzTWVcMOAnqEBc7huuKUKUNVOk3Z9Cfad1kdzwtv84v1Jy4RG6r2Q41mao1NSlu6e9RLuSW+WXtSNht/MIarLyco0KqxjTva9mBxUv0CsWiRmmElg1kpkIl5F6TIglcThm5mRJmVCoH4AJL7nwvQ6+SM7kb6Y5RT/BVLppq4FYwLMTMjap3fvGtq9++dseIsM77nJINCR0a8P9Kx5sophK7wKLbBFpbYPkgrqLLV2NuZWNS6me4XC5DrU5kwcI5AYcRgQw4QwTdjttuK3M+0ERMUJ07hDTBG77S3CNGKcRozDTsCQMryePDoFPJ3v4ZzH+vIKq8sr9H2Pq2fP0PU9VpdX6NYXYAZitOAKIfsAhWlEignTOAgznSTIAoHQ9T6bkfX9Cs536C8u4XyHrl+h61cg5+H7FeDERBEJKpnXsXZqDgWgWIzV+wa315q5RtW1ipPax14ZAJs2a2ksG9AlHPzsIcbm5jk+/8VP4L3DdnuLEAPGYYdxHJBYNCfCPItG1bSNzEAK4pJUGGyZyCbom7eU6nmVhQrlKaMXSymDN+1zgpgAAoSL9QWePnmKvu/xnQ8/wsXFJVZ9j/VqLfMgBKQ0YZwCxmks53HZPM60zrSRtd+eXDdzvhACtpsNfNflg4udc/BODSKNNmaQUsZX1rqefeVlcjjXoTdAl8TQbxUGhDghhAm73Ua0upOFbBfz1cQoa5O5BHEpsdArumoh0B2IUrlWdX/D1FcAq8jRLAx9BCNqfkK75NBmbZcjeOVFSM1sExKISwCHxPHhaNY7nBbZDSKACj9U1rCOm/yC7Mn7vOf8hLhaUDYr6CGa8CcqfevB1V2odGnCHgNWh/Pj/Z/Noxq8wjBXvTGoNNzMe2xTIcuIUKRedVlKF02ylphz+NkCmCriT4VJFWpIaDbjGdDhhuDLA/clcneB1UaLk5f8/fM7N90rvzvozZFZJP82orrqad3FTiZnr0H3uJmnhNr2qx2DOXNnky+VeVox+wVaATBznJTApgkIwrSm6kDNJHY+cJ2HY2FEoCZYcCZPJohJkclBzXy2GFZlLRDVbOj+aHBmIDN6bCT9uf689wXLo1szxbNLtWTxAPNb/9xLBTUtb34NwKpNAXV0GnnLmROG9r+2WpJq7db0zchUamFVQ0+M0UvipyK+OQPiOGIcB2w3N4gxYhq3CGHM4CrFiO32BtM0YBwHBWEJ0ziCU4TD/8/eezY5kiRZgk+NuDsQJEl1d93tzq7Miqzc//9Dc3fDenqKZRAATozofVA1AgQiK7PYZVWPp0QiAnA4MVNX06fkqYWBkBIMwwhrLPa399jFAD+OsM4gRQ9YU4FPTiVKEcFKJpC2FTklbMsJMZQomaQgeudgjMEwjEjjBGMdGAxjHQCt6wGD2QGsGQUqtzJGGhGuERqdm7Pp6R1JL42jS4BVnoRXp/IVgFUK5tt+16VkCwuOhwc4R5jnBTFFbQCsLICCZGBMVweV+1S0olfkmeOLjN2z9adEYKn/THWjArfr90hXnxNDhYjCY5p2+jphN06S7mmcyFCSSFPcNmzrqnVjQZsBdwasDmj7u6XUVedkR4qSYkJ2Sf1Z3X4v1lkZq76mr5rJ1tSHr6ztoiYFEAWrUdmI5oRRtd6D0woOOTWtyQXolkHP9b1Sj6U4EFVBMtBT/ldHKnObZ0hKpUK2brr12AqsitFTdERNm/ylPan/f20XNmGLYL9+f/0ndOW9Fx8COvbUskzOPn5t3brIPHn1itrB/iCz8qttf3hw9bHtqifgI9tnhaCpePflTFQklrl+xmBYA0lTAYSFSD1UZIpHXv/vjZjqFoYsVsWLlbPk/ZtSndJ71srCLUZY1tSWFh3QQ9aIVedRrgZnZ+F9xvapwKU/98fG+tcoVP1Y6sFP3S5s5k/8EuE3jV4R4TxyJRGh9myU37k2D6WcUIAVoNTDqdTGSN8WAlC8vGKUqrEyz0gpYTkdEUIQz3cIEIZkOZdxFsY5GCuGq7EGfhjh/SA9ZoZRmbs8jHEw1sK6QWTZ+srQVZZzLbm5futlAepBgb51rh/44rU/ULEcr52kfOXSEAYuVsTu5+VBipf3GutciYIUY6+9/+tL0aVBCDQDrMBuGFJPdJmJQrHN2Dah504xYJtnATLHI+K6IISteuJTDDU1kJNQe1NcYTnCIcFTRqYERkTiBE4BMQmQydsCIoOUArb1BD+OSHGBHwZMYcW4v1FxlvqWsK5IcZNrWmbkHLHOJ2VzE3Al8yHAX6JUI4xzGHa3sM5j3N1g3N3A+QG723tY5+CHHZyXWi9nBxCMRC4Mmo8A3WsxjHrQ/xN11LW0wdc/V6G9Ij85R4Q4g2ERU6gpb4UqnDXNzBoDNq0esoK/Dp1fHv7FnXWRoeaQMjWzpAcy5wC/sTYSEZzxIEOYhgnee+x2e9zd3ME6B0sOOTG2dUEMAuTn06kCItZxMCQRFlso9ruoegPAChj12hLFWnOWohw3xQjnHIZhAECNil3XcKBQpnPNLhF6eFOvo2ceJB1rIgd4ibqmbFVWM5gAg4wSx6BSf1rQLjfjvo1rfadzpsgRCsBqcyH1VbmLVJ97YLjisEY00zJnenbNl3qtXM8LMfyDb9dhVJGTF+N0ZW+q89B92qe+F1u0zE/35d6t8uPa5idZOX8X298luCqq+rVn9npNzEee8AtPI6DCXRVLZzgVQ0yLNo0heCdeeaue0LagiKLN6hliDf/mohSLByl3HeGZQWyqR7h5mmTLvWLWn1KgXd7vQVWlwgXVPjBXbvoX2S6jZr/ldgYiP//b+GXGo3ll9aJ+gWN+whnp7C+Ieu3BhNZJQFksOar1HAGWaEPW/jU5JgFaLJTNnDOWkxrKpxOenx4Qwoanxwes64JlXTHPCzKLxziDxehxHtY57G9u9PUOu/0NvB+wv7kVwoJxgtf0q2m3h7VOiArIw0DYvsq8VEP/YuE4MzT7deJsxfoE4P2xNeYqwKoHv/L7lUNUg7H93Uc7LvXZb12LUPWF/p1RIhfFw82SnsUCYHIUUoptPmJZTtjWFcenB8QQsD4/YZvFEA3borpAmtIaAqwpLvMECwZzBBtpMJshMhlCwLZuOnUiB8v8DOdH+HHAthzghgE3ywnT7Z3ehACs5fSMsC6IYcF6OiCniG05IcVNZDvFsjsAgnFefqzHsL+BcR67mzeYbu4xTBPevP8z/Dhif3OP3e4W1g4AOfHY9yUv/SReAiz8dHXQolXnAOv6vu0Cru2ScsQWTsjskFJGSmLQFzBS0s2ytbCGVW7lxs5kkrjzrF+m8YrGwZlOll/ED9gAFoAKUK7dB5GkbVprcXt7j2mcsN/tcH/3BsYYiSaljNNxxtPjE0IIODw/I4SAcRowTdIoeJomOOswDB5+GARsaZSoOGI4N+IJQ4RoDNZtxTK33l4FWO12u7O1NueMlKUuK+n9GB07Yyz84GGoUMGbum6DCM5YgKyS2kgaZtg2xJgk8sRZ9TdAmnJX7Qcu+h1gZNH8dKGluNkj/Tz1usiYAjLz2f7iSJYDVpujo7ZvqY/XHbfXnEl/L9u1x/2jWVXdd64nxnPdsUXI+Qqwuj7eH1c//wWwLrc/FLj61FqpT31UP/+hVgVWhLcDVZVuvXxmRN0ZXXRMNWjbMbgeS+uyUPpHNLgmHdHPvUJUPIZ8DpSA9nDKYluYm3IX+m8LVtm/Og4LyPoVdF0ftSrbtfH/tUDXzzvspw3ItVSc/vXyKNdA/mvH+knbhSOrOAOa3ApIImagNK/MCTlsQM7IcUVOAZy1AWjWlKpUetQouJoXqZ+Zj9hOB4SwYZsP2NYV27Ji1ZSuTVNbjXUwyqyVY4B1DmkLCMsC5z22ZYa1DsMwSdRgGLDb38Bah2l/Az+MsM5hGCRKwMYAWmt4GX19gav6ca2WaPmwk826f3u7eXyvbBXF/tyGyOeWz7kcUPf/+XsfW/xek6Vrcvfa89feb9fQ7GKx5Dgn5CSpdWGdkVPEOh+xzEeEbcU6HxVQzUih9PoJkEhuc1a140oElXOSWr6ctD+S/mg6Ws5ZdGFJbeKMZRjgUoTxg5qU5VIz1tMBYV0Rw4qwyHWGdUFOQVz0WstS5qJlCGSkzYFzwqYR1JwjhnFEDBMsWVgycC7BmgFssxjKmcCazs3QesVeTLmtBf0Yn8vQmVC09aa+xT8qc1Sf/Yrar0x0hkSnNHpNJVrVeinpbhItUeO5XC/KKZAVQKlR3p+svFeN9O6jeg/nHvxr6wZptMl7D2ctBu8xKC16zkI+sa0bUkrY1rU277XWggAM3sN7f9bbiqikd1LXf4oreEra7yolIWNJsfX5IgApJRARBi/y0a+3uRKqFHY/mQNDBiklAXSu77PlNVrfsk8MGbCxQgHvhNAlGQtkBVhEZ9PLvXxx+btNVIlituFtNkgvJGVO2u/t0+6U3XPWRfsunUxdDvPfA7C6tFup/MfnI3PtewCqbHVThOpyI2rGpGkTwy9mpHemNIDVlj5u1/XiXJ3O+I2d4l/y9ocCV8CnA6xf9Jzq1SdIKN8puMlZhbmzO4qiEThl5fOyTqlhIApTlGUiScdiA9jiiWehu4gxI4SMTIC3DmzE6++8U+Aly35V9DkjbLFSp4ryNMjZ6jPYAFZLtdCHrKRDAHWx/KW333reLs6Oz/G+9IvRL6X+i4lRlOVvsRGEPKWoXC6gCoXpa6uRqRwkVWo+PMvr8RnrckCKUVK61MhFkWNlt4rbJgbqtmKdhT778PyEdVuxrhvmZUHKGcsWpf6KxJ1ARtP8SF6tlRRA7ydJC/SDpluN2N3ewvkB7//0Z9zc3uPm9hZfffUnWO8x7naw3gu5gBocrDKcmTSRqZESX5hz8mnt5YXmvyVdpMozimJ6XBtloG+cVRatasucrY5X5qlbJ6l/8/qZPnn7mPHyY7r0qkOk+0W1oNbZJWzLEdtyQthWHJ8+IIQNx+cHzKdnpBCwzidhW4tBokNqhJelvjiaChNaYWaLQeqzcs7IQSKpHBOQJEU1hiSpVusqDi3ncJpnGOswPjzCj5Ner8h/WGYkvYYcN20OG4CsBq4RU8RaTddEgqEEyhaJE5KxCPMRx0cP6wYcHr6DcwPevv8z7t+8w7i7xZv3Cc6PGIYRznvR6dSa4tbB1J8mHg1dNpBe+hP1PoBzIH8xc6/NuB6XX9+PMkABTBkw0CzzCCCCwZq6yWC2oCw9oTLL+tKMZmq/U19LabrPChBu91pk7SXgevmeMQbOOkzThLf393De42Z/g2EYEUPE89MTYox4enzCuq4oHIHWWvzp/Xs47+G8hfeunqO8CqtkqgyCQo+eKsBiZmyaCr2uG06no5JRyTFubm5AQANskF5VhX0whFAbWAswU+AFwHtlN/QO+/0e1lmM06C9tAjeCvNh3mcMg8e6rgCk0THnDeAEJkYiMToymhM1ZXEzUCHOqYH/AvapswkaWC+2A7PpSLdKXaEer3dg5IyklPAp2TrPRZYLFc+PRVF/b9un6Noz8HvhPOjTXfvPC7g/I3vSqKY8Tm3N0S9Uu9R0zvYXq0f5Xv8gVtXQ5LkQoAAQKv0z+/Hvd/vDgKveEPgp3o7X0go6TH6x38X+KIZqIeWhqph6FwSpoir9PcAkizfUaOs8PvW4RYHV2igDZhK2pGJ8UEnxM7WXRkZ7KJqwN4+gPJAtaiXnuf5gEDdl+l9bm9ofG45Pj74V5fX5Cumn1qeR5mB3KrwW3Zc0LOQkUau4IYVVDNn5hBA2zIcnzKdnxLA1wzgLuJL0VGVfi5v2IgpazxKxLUeEbZOfdUVKQkaQUhY3RXHVk1VbUZqgGCP1VcYYrcty8MOA3e0d/DCAACmuzxE3+x18GmCd0UNxo8iWu5Vnp3huryEcuvDI4txLWMaQqwcPF3NIaqxW0+IcTBUZ+pRpbw7FZm5Ui7qfV2reaFzu/8qhX5HT1wDWNWDVX2gZYSlOT2KMRiGjCNui0aoFy+kZy+FJolnLXCNPpDUepr/vfmFnFvCjVN+FyS/3Rq7W/0nKNCMxkJhhUkLKDLIWKSW4bQPA4tgFI23CVoicwFlSYA1HAAxnCIZrEx/tb5WlDpEYnAjICQkRCRuMFRY964SNbtDeWzGsICJkZ8HZKMi21bmCrmdWmbcqJwQwFwMLVS8zNxkrc1pqVto09fPV11YWMNZOek1UZEa7ArFyUVSi1UpZn/XZMKz1drrzmRFXnjgFVvUiXyLC8v2yPvVyea0WxZCplOvDOAjluvfw3ml0dEMIAct8wjwv8G7AOAwgchjHEeM4SpTImQqgmFv6fQE/OWepHS01WvoTYpRatBgQQ6zfYc4YvK/7O03J749bnKEhBGzbdtYrzHsBUn6QiJpLDtYWx6fcL4HgnQORNDh21gGcZEwq0KmtyM/cQdzZDJWA5Uy2VD6pAZ5LIpR+6qpsFXCM8vi2dMjeoVv2Oqsr+4PbHJc1hPqmvAAvPrsEV2dRxAKuSHWUEoUUuxPQOc7FpXjhvUCnIaqN2sBY23L15PTHrvN8eT9Xtj86+PrDgKtfa/tR4xkCqDxJSp6zFs4Km1liWYi4LSGVDbAs/IAUpPYn6yNXAAPaZFA8nMAWJP2gdHAHSIta+/OjrmWkhbjiCUsKqIx6lTog2bN6FSNb5T8zgzIrgHNd9/XP03z/BdA+Z7uE9r/Mdm6zSZ8fVFllbQAaEWPAfHhCDBuOT484PZffHzTN74B1EVAVtTbGaPqJAWBLT6gcARYDYV0WMTrmkxAZbAG8SUqhUcNYFnxpfqg8VOsAACAASURBVJo5tqHQ1K5sNmQyIGtBxiI4h22eYazFejphmHa4ubnFN3/9d/hhwP3b9xh3e9ze3uHNu3dwzmF3cydU2STedVAxHC8XmTP0WY2RcxjG3c8njP9L27HbXvmgPKto0KUtru39ZvBcfv/Hr+tzpe0yFas34KX+RlKcluOzytIj5sMjwrbg+Pi9pN3NB3A4ATnDcihwTK/lwltKJB58TVENm0YHNo1+pox1kTSvGKI0ec1AjEL3z2TEi0sRZIVOzfkFzin7ZEHZenwC1BgFvDVS70MWZK20y7ASxTLWwVon0X3nATJgMsiQHljECRQZ6+EBD2nDNB8BMvDjDnf377C/ERIMT5DoKrlq0Hb+/jaPfC5Dl8bvJ85ePVz7my5eX34lp4gQZjA7pCggKuaAzNrzCUlnz6ocaKsFKBhioFT/FCOQtD6SYDsHB3X7lvkX8Ep0fm1lHIwhDIPUV725f4ObmxuMg8de65uW+YjD8xPCFrDMCzgzdrsJu2mCd07o9LWuMaWAGDcAqABKXgWUpZQr8Ck90dq1lFppkf8CjHIW/brMCx4fHuCsw243wbnODGOl4SGDTAbOWmSi6izIKWFNSWqqtgBjDW7WG0y7Cd47TNOgzbFRmyQDhJgSAAO7BRAgtWacJbsGVJtoAwRTqb0ZxlxzqhYwVNgEWw1cIeWowLeTMUYBbOW8rfygAgKgtSagrgLoD2gz1Lo5aFqotiQ5t6m6h52o9tW7zDJCZnnfWrH3hkn6+HkndiNQM4/CuiFum7D4agq/9R7GWjVo5bhRG2JzkhYX0POAhXkT6rgpTaIBaB9ItSf/zqNX/wWurm4vzYzzd9rCVIwaZwiOAGcMvLUSZje6qKPVVwllKiGmjJjEm+SchnPVSiJq5BHi9QW8tRiHAcxACAtYGxbmJJ6fQobhrK1Ai4wYjdYYxAK+toCk+5cHm9UzIQsIV2AlHuDygGR9qIvn33bRrtc138uI4M+cmp+0/Tog5Rfdrl7iz7/ma+Nd32IxHk2pXWExjDht4LQhbSuOjz9gXWZ8+PYbfPjuG0npen5C1ChEDCuYM5AiiAVQGQjpwGCoGqgGwgy3zQKuSgQrhYi8SQqYqSSYRppgZ9a+WBClnsVsK+TBbKzU0RAhQwznH779FjAWwzRif3MLP4z46i9fY39zhz/9+c/47//wPzBOO3jj4IkA42CsLvRAbb5dTIM6LRfjeCbXF2yBPybjP2W9IRRjo3g0O08murrLbv+rB/mRc/ycrXpGGWJ4pYgUN8zHZwFUTx9wev5QwVUKGziu4LRBokNKhgBCJvWtN2c2xAgUYzXnjHURGVrWDadFamaOhxkhRKSYkILITtYedmQdyEokVBxfgLMNQEG99MY0RjOnUQEzjjDGArAgI+DHWnEMW3VoGWPhtKYHZMVAZhYmPQDL8wNOhyeM+wMSGQzjTs8HuGECWQ9jIcc3BLABav1VB97Fnd0BLDob+9c3vni99vkrwEq3lCO2bQGzRYpieKekhjqXqFY5lkGumRlU15LSFFcMedcAlsG5fOu9VYCl4yC33ww3okKOYDCOo/SvevsGb968gbUG3jrknPD0+IDnpyfklBFjgjUW796+xW7aCQup82BmbKuwV8YYETTqtCol+zzPWLU+a1nWCibkOrpnUiMIDYSUdRVY8owYApxzYM4Yh7HWdYm+pGpIs3XISNIsGIRNI24AcDweYEicptu2YRg8UtzBOov9zQQ/uMqumlJCToChFZwZq5K9MJf0y9JHk6sj56PGMWvVHAGl2XAfudMqxLPeStVlolkNzAxjrOKGDGOyWkl8Zlv8kequzqKrxlQyMYlkiqP88n77J9IYA9MRkIl+YzBlGGuVWMfB7/YwzmPcTRinCTAk4AnAfDhiOc1CzhMCwMCwm+DHQRWazNF8PCGsK3KIIhtqB6I42aFeveJQUQcl+GJ95Gup8n/87b/A1ZXtesVLUaDNOwWUJUI89KJnJMQv3iutbdIfhrCpAQBrMey1U0n6QamXEoAj6QJaoJ3EgwXOtdmwMAKphysloT+mskiVVBuuzE3OCL2r5JBzWcfqVpRabejXfEjCVpizMhuSLvSXSqF5vD7FmPx1a+V+unIud16M7c+KOrwWhAC66EczmEQeSJv0toMU44q57SNSWiyqduALn26VsQaoGk16lZtc+rBswuC2LcrgtuDw+IB1mXF4fsLxICmA8+koKX6aJkhKHkBgWBL97I2BdeLhJ6OPQG4tA4pn93KMJHiQwVkNk5T0y/2+urBIxbwALI0QM2cwGQRkLADituLJD1iXFQQpUp92O1hjsC43GKY9ht2NOA7cACkk6eWlzH7nf/3ovPZ/n0Odojb62eMrY/Ax4/Z8n8uUmZcI/VMk/7Xnrsrppcxf3b/zVgLIKSFsK+K2ImwztnWWXlVKVsFxAysZiugmdEPLdUHu2YN7A7WeUp1I1oqRZr2HwPsohmNmoWYv91LaWFykNUk9g8xZSbOy1sA7qYsZxxHOOXhnMQxeZNxJ5MoWI8mYmrIqDjWjlMgZ4pRWHckZcZ1BzFjnA2bvMeYMP0xgsBhPWfU3CxjsgbOMv6Z1UQGz9cMKQnQ3mV/qv6v7Xc5g0StnUchu2iHPcEoJxkDWDW5e9xqZ4gYu6j13ZzyPyumPAqzOVdD9cL30a9CvAJNhGLCbdhiGAeMwCqEDl3RjcUaWuiprGjFEibiU6NSqacrbtgnQypKil1PGppGrrPVJhkxtftvfZHms67NOyqhHzcAuzstyLNLJ7NkPS3+qQlZlqqy3VMicEmKQiFRw2qvLi+6FRjoMDAbngUGezdV7pBRr5Kr96ARdvncmPlWw2q/UAGRzBPDZ987nToyDM5Bc/0P9m15ewu97u1DRbThbBJC0Z1lJ0ZThybpP+wGJfrHewzDghhF+nGCcx3R3DzuM8MMAPw6otVwsTg9jvTgs1R4dpglu8LKWGs1UMh5h3JC2gOgkZVtqWqXZe2HE7uec9ByGSfVvrrd81q+MuvXvD7p9seDqp3grPuU7H613+dETyH6GlHmHhcjCMEBJlrsMU+nOU7/gMYQtKwrTmnPNU9XbawSIYg+hsRAxkBIhpU09a6ukvABwxbuTI8AJnAkpisFhBkkRQIxAjDDMGC2BrYXzDt57xJSwZKkLqOrUEMjYs+HJDKQsf+QkBanW2np+e2Xs5UFTL9hHx7/s/9uTkXRnx2uG6TnAurC9Lzbu//uEe7l6qOK1b0cEwDAlHYYboUgNwROdL1zdwUn7qom8MmqUgBmUAyhtSCliPTxj2zY8Pn7AD99/h3Wd8f2332BZZhyeH3F4ktqYddbeQ9uGpKkzBeQ7I7IwDA7YTcLW5SysIelpFaN4jlNGShKlIDK6vmi9RkpCI5xL8Ti3qGk3cqRGsw4AADX0GIgAZjXavvvmG5D1uL27wz//01vs9nv8z3/8X7i/v8efvv4/8fV/+we4YcR09wbWK8BSuue+eqiM7HnUCs2xcjafvTyRzlUTCaMp6+K4AIrz5TXRIgDmBXYqRnZJpZT35HnrwEM56VXV9/o5ub8hKgaSeOLLR32KF0MW0MyMZZkxP0mU6unDN9iWE9bjA9bjI1IKSOsROUUF+Hofynyac0a6dl2MLkICkLEwDvBkAOeREoP8hBhzZaKMKSGcpLcaoLWARNX7a42t4GgYJeo0eKljKdTb1hrsd9IjSai0hTxgsKUPUQMQBVSknNVB1lpn9NGd9el7bMYCacPp8ICb+7cgJ/3cmDIcJlj2IGoZAkUvUC+LdVrVyGkFhGhSW3bSvauR1W0lawKdfrsyATFFieIki5QasBNnCDXdxEavHV26l1IIgmAUSBmyup8FwUPAlXzGncxpUxF9BXrgNg0TdrsJN/s9vv7LXzAMI/a7HcZxxOl0xOOHBwRNE7XGYhxH3OxvKjAR4okFm6aZzqcZMUQcjyccn08yb9rHzxpbAc44jrWuyzor5CmxkFzIcUu0hogwjgOcc7UWy8DIWhoisklIqYydzFRJmZPMGAvWFObsh1ZfCO0jGAKcd0ghCPiKEXEaMAyDOJPI4O3tLZiB58HDQGyM9ByRUlbDXgBP6d8mpQOF+EcvLbc5QVZZVBuAoR+CGxlGAdtVTlUuCTAsTeRln6ZTDKFGdK0pNey/702c3FTZGQGJqFNS0KQMj4UREqDaC1BSa2V8jLEK6CUlHmTg/QAyFru7e9y8eQc/Tbj789fwu33VTZyzkPRwRgoBOUQYIviiB5UcKjIjKGtvXBaJ4C4LluMBOUbJQljFqRqWVaJtaQWxOskgzKwGYvSxMbXcJBangfaJO0srwB8PaH2x4Ar4ecb2xwq0y+/d3q8c5dzAFc/KuTlRDBcqXjukanCUZbCaZ9wYrqwxkjlSjl93bLnLuXotoPnWuXq7wFzrt0BdagtzNVKoAKaiEfU7DEnbMoZg8rkJWBfxfvyKAVkWUrR8a+ZCs6vjQO1YQLV5xfjj1wvk66l+BCD/WikCl3n89f1ijODHHWgtsoRuJXl53Bc28nWE9QJgFSBeaQpfLFrlr+7dLh+6epcE6TeK9RSEbGCdsa0rluMzjs+PFVSty4L5cMAyn6Tnz7qIUaLsgXVBBMDWIJMsijknNcYJDPG2ivGd6+99JKLJOteaRC601/UmqbuX3gUowsmpFNSrMgchbRHZSBPZlCL28x53d3dIMWDa7fHm3TsMOWPY3cBYSTVER4jZQMT5XPaOEXpNOpROshIQdPfZY+CPAatP2QrAakNzPj70MxYu7uTv8ijlvfJ+ZtaFPEp9yrYirguippCmuApdvzqDgN7z0l1/AVC9vu683HX6SVKorVotwheRa6Q/A0o60ckNtZYVpnj2rYVzAq6cd1K7qj2JrDUYNN2sgiuS/oTmUldC55eEEKZOBQDKCaR6PYQNMAbbOgPWwI+jkFwYgksJ2SZNQ+zARP8M1FNek8ySicD1gwrHigD2otLtURQ4Ea7Ko6xhGZmo2kUCqso8NpBZUt0JBbiVg7bolBj1pe5K30NhDWwgsjjoSK+BQCADTau3GPyAYRgxjZOkBjontZQZCFuoqXSlzkWa+AJrFua/GCPWbUWKCcu6IIaIZV5wmk9dajyqDJQ+TSVq5qxDpqzgg4XllxjQzA+CgJYSdWrPqqz1Bqb2COsFqch98fQbI8QfrU5aar4SZxABYdvAziIEcQBYY7UeR0oBiAijUtIDXJsip8x1rs6iIxdzL9kB3fVRm5O6vuiaQ/VDvBAm5vK499qjbNTJX1d39Znbl5NOSK/83quxpo8KuM2ka2FJoyXAWCMOCWMlzdkY2GEEWYdht8d0c4dht8P+zVsMu30x2JRVVdJY2UdwSuJIcgLopFefQ8yMLUkaYHSD2AVe+rrFKFFcMoJ4hYGStLegnIcKCtduQJQBNiSRMOp0DHW2MV0h9PgNt18L1H2x4OrXzrW9NPKprlC9UdseBUOSiy+pAGqMs6lGXVaPVfHcAly9PShN/EqRtJGiUeIk73HSsL+yoZkEY/VYWQCWKMoEEGFnPQDfwBDaQpZZMmCJCMadL8JCSqG3mSPSJsQYxdAuEZqsjQzlvlualNVCR85am6PeECIDWHvRcf3l3PWsOH80LwVwzfj85e6RzrzOLQ2FCm1xMVag3rECqnSBl8WuAe0cNnBKmI+POD58i3Vd8O03/4nT8YSnpwc8PHwQ8orDcyWiWBeJAASlvS69heSS5JosCGz1esgCxgr5BAiJoREraRicUq59YHIXpUqpMGsBFeXUCN31cTck6YEOosiz0gnLDChr4bbg9JQR5hP+NWeM04QP33/Ad99+j/3dHf7hH/839rf32N/dY397L0afK1TRLf2hLPoNdLSZP9Mclaf/V3IIdK+XZ1An9Nl+P+c8zOU/VNu+3jEzoDpjnU8IIeL4+AHPH75D3Facjk+I24K0LpWq36hrmhvpVJ1zoTt3AoKEwg8xRiROoMzIUTzeOUgUNCVGUNlBAiwDo3VwO4M8DBg1WiCqWg1N6zQFx9W0wmGQSMRQalW8MM1ZY+AHL9kGxgBG67Yya2P3YiBKSiFICImM1YbwWeBOziTtCpgBK7OW4ob5pIDPjxjGHd7+ibCHjLc1YshDj/tinlGg1AVi/0Tdc1U2XjGIAcHDKTaTVxx5FiikFBqysMbB1Ga3uq/tjO6aAqjROVgATk+pkSvm6rHPphjupq4zox/grMWb+3vc3d5hGkbsdntYY3A6nrAsi6QExgQDwqCpnYYI27qCmbHMM2KMOByPeHx8lCiWkqLkmGXNN6aSOBUmQUnzE/KLQpmOMtdcdJJpeJM0VZa5EmAYQxpRla2vgS73XhoKF4r3frPFyM2AyZICezqdUGp4vNK1c+ZK3e69wzQOeP/unWTHkMG8rjidTjgeT+dz3UUUyrODku6Fio60Vk7usZLCMFUHT4v/F0cTBJhlqsQWJfJZgQQbMJv63u/dWiiOogImSl19iaA77yv4rTVVmq1hTEtVHrxEPxu4snCTNC6/uX+Du3fv4ccR9++/gp8mlMyEnCViVdlYc4sUElDJoWoHOwZyDOAkPSy35R1iDDg9P4sDdj7hdDhoJssTUtwQ11WavicGa0sM0vpV4gykLtOkAEegyvofzSb8MsEVdYbBTwRYnzJRvZFfvWrcjKVitgKi7h2V3Od2fSxWAWIUQoCU0fLPdQ+hpk4wAAarNLFgUM5KKCDHc9YpGUCGsXKMCAFYlkSZGjIYB6+kFc27U9LCEjNiFo9SLc6vyhqq3BgpR0nr0ChYVzYMsKQmAgBbqqkvxlBxoqlNJaldwj5YRkkWiVfW5r8vgPUSbf2EraUBlUOirFugbpCLd0vfq6DqyrE4I0aJVh2fHvDtf/4V8+mEf//Xf8Hz8zNOxyMOh6dGAawsWYU9KGybLrS5pcSpjGRjqjEFI+BKCCeAyFBQxYhaNxhiRNiETSvGXBfythVKajqLAvTCVbytDIgy78BVZjH6GYy8rVi2FQsRTodnGGPx8OEB33//A968fQ/n93j7bgXBYj/dAhZKu93yy+WKym8ErnT2V1gEy2T9RmL+AmTx9Wfwc44HtZVKHy+Ar9yr6L6sKaPrsuB0eMTh6QExrFiOB6S4AmkDsjqUtGluic5nltpPAJJmpelXpSaGU0bmJM6hpMxpMTWAHoqRKmkz1lqMXggKJn0txmqJXhSnEJOVyJWyxV2Cq0IUZEyrmwGEybIZBtrSwvgaFbPK+FrWAwFXalyqMbHGIM8VA5kchmnCtL/FoAZ8diPABsZ4lJqofn6uO3OuCdxnCuErgpNZ0s6N6ntJHXMgyHhKmp/p5o9gnekOqVEbLuDKyXEUXPVSzMpmJ+l4ULBtlHzC4WZ/A+8c3r99hzf393DWYhzEoPzhNOPDhx/qfRtjMA4DpmkSZ9EqTaqXZRFw9fyMDx8+qCwJiYWz0lOqRLqstdjtdtjtdkrFHs6o0wFJc6yrMgmIFJK25jQqhmTOqFTkBawBqJ+X45bfyzHLTwFjREAmQggblnkGa2TUOSfEHXr94zBg8E7GYb/DFiMCM4Z1BTOwLGsHpJrMVLKLDsO3zwmFmb8tRb2MdjV0vS1XgFvWVakAq5JaSkaBHPD5TJhf4lYN2sb2V6JUhuCcsPpRxwZoNCJVALG1FtMo6cmSEu1AxmHY38K4ATf397h7+x7ee9y+uZf99OyiLwXwqOuiZhicpeoZA7La263IXozCkBkjjncHhG3D6XiUXnFhw+F5QNgWzMeDkBGlhJQJ0DY/Aq4YZFID7BASjpLF8lHylN/p9kWCq5Yy8PkPVUtPe2m898fr92tvqm3KOE/3gxgDUmRMnf4vi4AogcSXBZryao0uHwSMzsASwVsSel9SympCZfzLbJC0v0bKotiM0moaMhi91zqB1tMqqe6LOSNkSYfJLNxNxfGZMxASgzMQotRNZZJC7sySWmgzIyY1lvQOiweiJMELJ0a7VwFwGTk3uk9AoxltaKtC7QFWPxdf6vaqFF4gyGb3N7aka1/+qFRfGwrqXvhM9Grk6hxs9AcrK6UYpCkE5BRxPDxhW2Y8PvyAhx++xzLPOB0PEnnYZmFyU4Wcy2uKQt1aLMTMZ/MoqEPkqwAOIolESDqDKNqsDoeccmW9lH5Ehba5mGCioAt0aVFa1H0q0qSuGqUzAqSuRuS21HDIlyWFZ1tXnJ6fQTD49m9/wzKvAIwYVuOA/d0NrHNtiLvhbr4/4LzuqdsRZf+eJOC6vHf47dXt0qAmnJ2pygedi0R1GP3Y9uJZpO6cfH7mUnCdY5Qc/BCwzgcs84xtOQp5hfaLKuC0jFGdc0al6rZOqLidscoixkIZnTO2tVBgJwUjjJSiHCMmJREqIJslXUsnzGhrDIYtLuQaYc+ktSyFrU2bz0q6l6sRC6vEFtW5Bmjb2WIYqHFdI/ct6lIl2gCWLDJzBegGDJPVQRdWEAHrcsJymoAJGIcdGE4LNLpJf02xsK5pFQyrA/AX2uSptCByMOQAMjDkYIwDwehri9wZaux3pV23RN51jRd3oo6mqWdhdR5VMGFl0J2V+ibvPMZhqL2rnJO5XZdZCB02YZK0yrJrrLQjgWaWSN2T1I9t64pQvPrgCnT6H1lrjQIXqV0pDX4BKJCmoqmqLhPwFTViqndX1KUx1YlZziOfn9su5xGk1hsqpXTmhC6siVn3iWoUb9tar9s5sSM8HKwStYAI627Fsuw0MyFUwqHq7OILOaIuHkXl/IWam7r32n3ph2JQ6zyjAitUIFV/BzTp4Lr8fjlpfx/b2oJRsovkbQXU1iircyOoqXpoGGC91M3d7CcB99MkRC0aQScycOMI47ymwqpmDluroydxonMMKN5xUVEMi4yS5SJODwlNMwMxBnFkxaSZLhkICxADDEd4wzCWsJ9GRGcro3WKEetpbvTtzFqPGFDqx0oKrES6ez35+aP7pW5fJLgCmocG+Dzj+ywa9ZHoyFXwVX+EOlpqUqIy44mCL8YBA8rEIyxVkUnBFamBw3BGjjM6wmgdrCHsBgNnCLvBYxqsFP87NRP14RNQJdeUValJ81Snuf6uMljtdxMYhC1K3vUWpQ9Gzow1ZaTMWEPQjvGMbZPPli1i26IsBGTBIIQk591iAi2bdI3PLTWRsyhPJysmYkqIUYxfabfFXc4wXoztmWn2xUWu6MU1t+0CRZV36LVP9H57qrPPuI4fucq6T/MUolPa5TIYFeWwFPOnsCLMR4R1wd/+7V/w9PCAD9/+FX/71/8bYVtxOj5XD1UMm6TqlZQ9pU0Xiu1c+12AFXNbQi22MsJiZIhgSQu+lXnNkiYpBulxFUNE1MU8FnClDYN7RNODhdKmQJj9FGTpflyMtrK4A3BkYKmltjBD07My5qdHzIcZD8MPODzNGHd7/K///X/h9HzA7f0d/vs//g9M+522LnAoy1A/2+eulGvz2Obr4+JQQPm1eb+wrXWEevx+CbLKsDRg9WkAq7+eZqFfQjoBBJwT4jZjPj5jWxc8fPcfmE8HrKdnLIdHSApKgCmp0YYQI7Cu2kOFWvPTaRIWR6Pr/ab9iGKMOB4PNdpQyHxKRD3FXCMHVusVDA0YIF5h4yTqY50ToNxtkQkJdFbD4L3XBrIOgx8EXPmW5lZqXQd1Wkn9adboa9SIvvQgrAYUoUZzMgNUmPYoah1WxHJ8Qlg8nsY94rrh/s177MY94DKyJZDSu9d18YWMyIRzSS8oc/YJU37N8fhSP0ukyZoJjjysG0BkYa3XNEvT0jmLAUcA1YJdbUwOqk4hIq8GlkSvmpEt0NNaWROtE1a+0gx48APu728x+AE3N3tM44h1WfDw4Qds24bD4YBtXbDf3+D+7g7WWiWBEAKJbdsQtoDHhwccj0eZtyyReK8y0kC2kJ1Ya4X2/LjqHEvGxjRJnRczlOSDtc4rVgAnbG8yil7JpMr4pkSqI+3ZPKQrDYu3baspiAVcFf0q0dZB91uxplUjqiyRq3EAgzFBaLedc3hzf4/EDOc8rHFY1xWPD49So5YyUiWcaFC9aICSFtlsNZnnkuVS0jet9k8qEShWOZB5Fj0vlP0Cv2stnzrUcuLPU1tf0taDX9UfZa0mQ120SpyO1hgM0wjrHKbbewzTHrv9Du/e3ouO1HpCZumjChDIjSAjkS9HGSYH5GNE1FMZ1QXSE1XZSI1QyhgFxYbVNZmkcXrOGek0I27hLJrLawBSgk8Je4rggXC7e4fiOWAAIWx4enjQZ2xFWCXNdpu1rCBsqsMj2CZl8qfWl/jl8P0uty8WXPXb53goLlPOXvvutQI6qYu6NFJ0UWACcfE36qe5ecPVkQ+wsrKReCWtETAyOANnCZO3Cq4spsHDGmBw6vSn7pTFdtXXAq7IELxVr9PkcTONYABOwZWLCSZGKVAN+qpU7IkYyEKhm2wGW6UMpsL1pjKeWdj/SpShjksb094JAy4RjJeh3UtAVca+/H1e9/b6XH1s+2U8WB87x8vjXxq6l79XgoIrl3b9fjpwxP0vdZDRwAZeRKzKuXp/NUrUSmU4pYiwLdjWBfPpiNNB6NVPx4PkVa+L0PPGpKQDjYCl1FcpMpHD5+4SCTVyVchdSqppiVgZouafrvu1H66tC7hdvy7apXyJiNAc4BmFfonr4t4KADon4YuRZkDGJMZa23h4esS6rnh6fMDT4wNAwLYuElEhTSXjMs4FtMgRL6FH+6PI/JUpLzENvvbu9a0Bal2g+eU5r8pmh8RfOgRef8boI5+VOpCUBIzHsCFuC8K2IIUVOQWAMwwLsUnRE4WUJ2cWfGyah5tKGF3lIQTtN7SF2jS41ql0VNpFVKooqlFRjDtDJEQVztf7ZchzZAABLVbSkaphWKIm5QctxanIYo2mQttWUKkbKfOq8l3mi9p3Aa7PhZC3RGQAYVuVun5FSlHuMWewdZfd8wAAIABJREFUUUY3NOBUTF2ifp7Ks0BXBe/n6Mva7LdEq8jCGgdrnM6hu1gfFFjp6yUFe4tgNafImbwVA7HWPimBhEavvHM1RZ5Z0pe3bdVIptbvKTlJoVDPudV6hhDq+6KzShp8i1gVUF0igrVuDlyntgx1aZrcpwv2kSsiahFNLkxw7b0qIxdrYx/VKpuAlHOHibQBkH/lGkIIICIE7d1V6riKw8FAiDqGYQCzRH2TOmj1TFcEodx3ez7K+1VOSuRKdXIuTiaVi/LsiDz30Ss0x2UNYb0mj1+W+f3q9bwYp1J31eQLJFF2P3hY5zEMUt83DhK9ck5Slb11UhOfhTyN1IFBkPeAQqVTMQtEVovcJbApDYNLVDGBoA3ao9Rjp3VWRmBltCxU7JqWLRwCBsYMtWaL9Nnc1lUcVFrKEmNETgmmOAxSRtZeqcUh+klI6lcA2R+ToZ8TAPhdgKvP2S5Tzn5sv7P3oA9+VpSfM5A2cIpaOCqCYvwAYxwiQyhXM2NTdG4pw1OGJ8L9aDFYg/udx/3ew1uDu90Abw0Gb7WHihBFyAPSyCMK2KmgR9msyJi6oDjv1Rsl6X45M9YQsWwBIWYc5gUhJixg+CzgastAtsBkDJL3yCBE1V9rFKIBR4QcpQbCICNBWb2q/hSlbglCXlCAYNZaiJJHfiWC9Xezna955x9dtXk6k7f77sWadfU7mojSRSiKlzgBSIjbCSlsODx+wHf/8W9YTif8xz//v3h6+AGn5w9Yjw9iIK8rchYvVQxaTxI7konac0pPX2oLSdN4DEmGDzEoOlAIIDCcl+cgEWFnCS4bZGewZYJjA5sNcpYaxJRypayWO2wesawGYwXpRSn3v3eMRFQXjua4qLVDBeBr6gSnDfPpEet6wr/9yz/hdHzG26/eISPg7v4ef/n6a7z76n2LcJAY5dVg6EDw56jjGlzgjhms3vH51kAT1b8vgVQ1W4lekZlPW8P6fc/THRVTa5pRihtOh2c8PXwnwH1+Ql5PQJxhWVNLg/SzilEaAMsmLG9+muDHEQWKJwbCsiAuAaf5hA8fHhBjkNqYEBpYMvJ9Yyyc1TQu0giAMTU6IDVUUjflvYfTiEFSRqzEJaWaNIoGGCveXHAChw2JCDlFlfOWCjtYWQ+K8Y9ibMLA2QHOyXwm1rYCnLWnINUfYwiOSNssMICE5fiIbV1gyOD29g38OOGmpBuyPhFn3q0fncCmXj7BUK1r45XDG2Phh0mNvVEBj+/AlRpMNTqRkTkA6GrTUNIBATGyWZ1RJZpRxrh83tL0hsFjt9thHAbc7HfwXvr1zKcT5tMJp9MJcdvgncM03GEcJ3EUKljPKWGZF3z4QSJc82lG2EJXV2fgVV6ck5qrMo45JxhLGMjV9FEASCnieDoihIjTcdE6QJ1rbgrTlrRS09L5hbo9wzmJGpX6qLJfATuFZbBEz6QfYUtPLNGs4gTyzlegejwesa4rxnEQ2vacamTWjROMNdhNE/AGQrMfE9Z1w/F0wuk0q0bL6uQtxCWNvOVc2No11H5x2taFNGtACtiLPJV6swbIP77m/T63qpMLO6kxEhmfpIH0pK0Ddrsd3n/1laS7DoPYfGAgbsiBcTo8AZylVjkEMAhukMiVRCel/cmgLVFyiaADNYIeSvsIdA6QHEGckEJAWE/SkmBesIWoAF3o2VNsLNaSZGJgxhsY5+DHHfxuBwvC+3dvAAAxJaQotdvHwxExRDw/PenvK+ZTBqWIlBPyJfO0/vQyxqXR9a8Asn5s+9xsqz8cuAJeH4QXkap+P10wizMlsyg95ATkiMwEwwbZGDgIqxQlMTqTFgbGGGEMw1iGM4S9c9gNBm/3Du/vRozO4s1+kvQoKyxKJZ+8eHla2Li9MgBrHZwXpSt9VtSLpykMJVNrWQPmVVISkBI2IpiYQDYhEcNq+v5orNQ7AAhZQsyGIqxGtzYrvYI4ZwQVaDFAdIXWRd5qjncpRq854cbgdVqLT5uvT/38i90+G2Cdf7c3ol8/mIxx8Vc2X7aAK+aEHFakdcbp6QHf/+dfMR+P+P6bv+Lw+ICwHLAtR/FUxaAU6xFxU3ClTaxLtKFejxpBRc8xA5QJcEaY0FIEUgQR4JjhAAwABl1IoyFlSyLAGiRkRGr3VCMLemxZ3vXEdVWQZ6RcVU3XK8+QdpLvVpHqsigXTpBG3DlnbIs0IE7fJDw9PeL9859w9+Yep3fvsN9NeHN/B2NZPLHmnL2tQasfsWDLfnx9/rn+d32j7qd/7+yzX9Cj0R+7v6ySAhe2Desy43QQRsC4npDDDOQNFhGZE2KUdL5t3bAuG4y1GKcdjLEYxhHTfi8NWjdZZNctYJ1nHA7C4FYiVykleO8xTWO9W2PESTX48x5VQo8tRumoBoz3UqOTlaAla9pzysW0751aGoVI2pw6ASDpX5WSAIRoBMgZrccxhuC9NhNWIiBhNcy1DqY+QcaptxmwJM+CpF8nbMsRGQumaYdlPoJzxjTt4ZyXHopcouLX5vml/Gll2Gsfy9sdsCqv1+C5MRbODfXHlP48GrEypjDeJTDrPWXxmpfUSXmu9UnpnAmsz2T1sKM9r8IgKY7FcZQmwdMkjYKXWVpIrMuCTQkqRu115b2voJT1WrZ1xfOTpEBvq7AJkiNYrymASrfuNAUxMyNsm9JJE4wT6vXCGvj8/Ix1XbEsK56eniVVXhkRhelNI9/oojnq+Alhq/VfUckFvPfdeDeSqPJaolEhRCXFkEha6bkFsPTdQq5pidYGnE4nAWjeYXezF708jCAQBj/AGiEKWZcV1nqEELHQovpXpMGorBqV+14fVGlTcCXAylSZQM7IkOtsqvoiotNJ8fU/fsdbAVbVOSRkFc573Nze4ObmBre3t/j6678IgYquL9sqKfspRqzzUbJMlMEXRHDjDtY6pHEC7W9kzJ0Dk9CnR41cOm/r2BfgXdZapADkiLCtWE7P2vttRYzSczKEdLZm9XrMhgjjPMDCSum8x/72FtY50asMhBAxjgetVxSWyHUx2NYTAK4kHv1W/+rf7/v4/YomYXGg/Rzb84sEVxIFacbc5z5cF1kF9ZcXaRN87meWFA2IYjSaAmgMhK3JwFn12lSHjUQIiDO8FRrqvTe4GQ0mZ/Dufof9YPH+dsL7uwmDM7jbTXDWwDlTlS45OaDVQu4q/aqIoYuWUY+5FDwWb55AGMmkIXgXMfiAEBMIBiEmTH7B5AeklLFsUYtVi6eYETRSsMaELWUs2wZrCTFlLOuGEFONjTALaUbOQn+8pVz7X9VGgyXNSx+Cj03ftUjjpwDjL2t7KafXWO3OvsEfcTx37EhUB5ArqHnt/HJOMRE5J3AW8orT8yNOhyc8ffgOzx9+wHI6Yj0dEJYT4rZIsao6EggZzhCMd3rMzsi6CKqUupLyJhFhGjwG77AbPPaDGCf7QYrPXc6wKSLGhNEQYgjYYsIWhPXtOG+ISf5e1VMWFdxFVhbMfniujF8flQJUJonqhJCitdLwUiqBJC02k+iDGDdgMzgdn/HtN3/DPJ9wd3sjHvNpwu3bd7BwYE1VqsQaF5d0CaDEYC9et86o7P/+MXRV7uHC9KWzzwr0aJDvk1ejS9R/cbnM0qdMwNKCdTlhXWeEsCLFDTlt0jctbEjbpuyS0j+IWdKPrHWYpgnWOXjnpTEqNI0qRizrhnmesW6hNgwW4gKPYRyw3+1hncVu2sG7xqYlkSth9bNqxEj69KiRqwHeOeScYS0poYbWlKKVEfYMhrG+p+4lKkMhgKFFJ0qtiJITKbiSPaVeqqZGFhlkoBWTi6OKWZu1s5AyHJ6fEELAdHMndM0EYThEcbt183plistb1C78VZ1UZecjjp+aHFmix1XGi3NNshoasVM70HlgthEhlSen9RqUV6OOGGsFNDslsRAiC6fgLAt72emIsG2w1oAghf3F0VeuZVlmzPOCZVlqPRN0bJyzNcJZmAGtteLtZwZrxLPcU+aMZVnAYCxKiJFz1h5YXKnFS1RTavVMvSej41dINoxG+4R+vPSQbFHS3tgrUaxhGJCzAK2YlHE1xTrFzjkw55p2tm3S8N2PA5Z5gU8J1nt4buMtjIsCuNZlxDqOkoarz2IBVSXaVOaV1IFVZKM4f0uKaLEFyrXJfhoJg5AOWa096mWgnuD3sPU2TP2/dFMmdRygRkfHccDt3S2GYcDd3R1ubm8EsIOlv1QI4BSxrSvm47Oksm6auq/OS0BXfGMRcsLKWRqjDx5sjIIrcXIi6XyYrkZOwZXobknvXjULa10DQpQm0wKu1BHFaPdkImwGyDokZqSc4P0AIMN5D2M9jHr0rbUAM8Zpwm4LIMpYlwEUgBAjSLuSV/uP+tH8uP13+Zz8/KmkF79/Lsj6IsEVuLD5mKtjemZWfGQcz9Yaunj3CgIjo8xiIFhWhA8HWHnfO2FCgjE63VLLZJCx9wTrDe73Hu/vRuwGh3/46ga3k8e72wnvbyd4a3AzjZLS55ThyBiQ9wBJGkLtv2KEOcs4VwFUWU7F+9eWV1nM5PcYhdI6xoTj7YIQEuZ5xaIpgsd5lX5CWkSckbHlJN6FnBA5Y1lXPJ12coxFQsMZhMwWKTOOeqx5C8BSDCDWlCt5wAxYwOAnTPe12qvfZaTqM7brBky3+vD16MQ1gafeAuYERgJSQAozwrbg+//8d/zw7d/w4dtv8R///E9Sc/X0gLAsSHFFCtLfpLCgDdbV1JiheKeNrcZfYZHawoagwCwnST3YjQNG77Hf7/D+5gbeO9zt9xjHAWkcEG8mcM7Y1jvxwMaMEBNiyjieVmwx4nha8Hw6ifypvC4xYYtJWTDVUKuYr5mZlWcjc13gMpkWca0LikamqXCYEbIRYpe0ZmxxRQgL1rBhmnaS1pYi3r57j/+522GcdkI1fzEvBfhUw7Kf41JLJA+xXnwxSotO+pjct6qfesaGGwVDNlP1TGa6OOBHjl92b9YQo6uTgtBExyTpfc/Pjzgdn7AcH7GcDshxQ1hOyHFFWhfE5YSUIk6nBSkmTLsbTNMefhhwd/8Gzot3lXXxkrqqDc/PBzw/SMQqapRot99jGDymacLd3S2cc9jtdvDOYxo9dpOmUqFnLNN+SEqnbq00BxYjNOl85Lqgy/QwQkpIOSOqA0lAfpY2F5EBI/IVYlTD0sIUBiKdDKnbEha5aRo0bbGNZdIoVmFYM5CICDMjbhJRW44HfPuff8W022N/ewc/eHG0KcUyn83xJ03nq9PfA6v+9dqOJTWsyHyVDwWWcr6SFnh+QtYxloeOAY4qmcq2R1TT5KE6x1mL/W6HcRywv9nj9mav4wlwTjgdj/jw/Q8gErIIGkiZ+KJEDzVV/eHhEY+PD9L/SiOXMlcCqPb7/RntOtQQBSBjzzir0zocDuJkCEIyQWQwThOAErHTsclCfOGc3Is3QmoFAHAO2RrtISkNjaVGq+M35xaVr/WfToBfzhmn4wF5TcqSKGm3w+Bq2mJUSu3jacZpnsEAnNZYwRgMY5QmzOMEAnB/d4MYRU9nBa8HJfCQdEKr49bNaQeqDEkj7mJMM1fLRV6NdDQrkc7S7NiVurKio4vMnLnAv/yNu/9lE5uyvOMGj93NDjf7Pb7++i+q0+5we3Ojdc4Ccg4PHzAfD4jbiuV0lJ6SrLXK1BhH43KS7CE/IGjvN4w7eGsl3T9GdfiYzimvLUbU0bOsq9bkJSzbJhkEy4agOjgEqcFLuTD6Ekp9szHSW82Pj/DDCD8MWJb38MOI3c0tpv0tAGkhxN4jJ4azHqeTx7aesG0OMSdJDcxCvlWWzh6ufswkvIy8XwNZPxd4fe53v0hwxepNrEWeL+6pW1R+BFy9/KN7t0PIApoulitqRkopPCaiaoVaQ3CWQGwwGiORq9HhZvLyuhvl92nAfvJw1mIafQVXhXITXhiTLsEVSAwCstrzQS85d+kVNY1FFbCBdHs3ZBB9hiWtHcsZ1mpfmAKuSLrCm6y53ZkQldUrpojoIpgTnBE2n8RWjI4krIUxZzgbtYlhl5TWGZCluJvqfz9/+zKA1+U18PnvHU568U0lYbj2rNZb6w2h6in62DX0AEupeJVkYJlPOB0PWE5HbMuMsC5SB5MiiHMtCHda+D84j9ELqBq9OAOsAixmKJUqY90MNmfAWSIOAGMapZfKNHhMg9Akj4PH5D2ylVorzhmDFSrhmDJCzIgpw5DRiKt6pDVNJsRYrT1xAuQKrsoynNGh1XPc0i3OvRdd2QNR0l0bgGBOUq5GAfMs+eeHwzOen57ghxFhC3DOSypUD7Aup+jMo9/mpu7O5/VfH9/o4i9ZeirA6pYioupXvLJIXbIadsisDY4Anu66ilMnKzFKShEpCriWdFKl6s9J6fUjUgyiay4K6J2y9lnnWtN1FkM5lx5WuoCXpq8tFWzCpM1gp3FQSm6JaEgqmxpwHbgq7KrWFhnWlDTDIDYgzmdOA6CwaGkDW70+YgYbhqWMbCCMfzo6Z9Eb+VIFTzmjRmVa/Vpx8uk3qMwl1fnLWaJ+1lqplYkBVtNvmFqyn6gHPp/K9kG9DjCEwRSdTn5dxD6y9Z7c4jAod6VplFccBVzZn9R0Zq3NYoKw6TWCeoAqKYnV6JU1Bk5TzYhMBXRZ5bE0pq6pwND1Msu6F2OobHt1nk2psxPSC2NbTR+641CnIyopRhKHy2VKnDgHUZ9L8dM2BsVGkKJRrUw1E6ZQVZeJLDLB3FLwStSoRIZKmhl383DmOy66MydlZU21fjHFiGwt2Lr6JUMG1rDWbllwdnr83GXtvJSXcm8o+9Q1jNtPJ3/1O907KllNh3f/f9HbmVdCF6eqh1qdFWmPtmEYMIwDxlHSWwcv9mFiAUMpRiW2WRC3FWEV5kejussYkR0GhGCCGWyoZlwZ7asKZEB6TYutSpKKb7VZa9Eh2ZKsecqACtbnDzpl3OyKpLq5aD9j8tkzBzDCuoIARD8g+yB9uTQry1qtiXXKmpmztr2wVe+dGT/ny+YnTsdLZfZbZz99keAqpYzTaa55xnUrIKj82eXAXANS5++dV7DIpt10VCm4wcF4K3VWMaF2smbWBsAtr16uzYFohAGwcwneML663+Mv7+8wjQ5fv9tjNzrsB4cbBVWDNqq0ZGvxbwuzNwGk+krFedUZlEpBTc2jVVJSkjVwYCQDmMkhZsJgR0xe0vym0dbQLjOQOCMoM9CWhEkoDA53gwCpeTcKpWxmbFEerPvJY0sZT6cF3hqJKJxWbFHCuokBZDGwKBcWMLoY+24Weu/9xXu/3QPxmmfk2nXzld8vX8t3f9q1lP+pe+eFn1q9Tv0CJGkwCfN8xIfv/gPz6Yi//ts/45u//ivmpyccH35AjgEmRviUMO0m3Ny+gfcOb+/vMY0jdsOIm3ESr7/2VCvpHoUWOHHGvCyY1wUpSuoCmDE4YTPa7Sa8f/NGmn1OEnUgSAotwMhJSA6SRgdSzpjXTSJY84zjvGALAY9PB2wh4Om44HCSKOrT8YSYMraYEXNGYiBmnEW1RCFrTyUSAIWy+IO1eJZr3SEYKP3jWbiy1cHzjNXN+Jd//n9wmk/4P/7bf8fd27e4vX+D+3dfYXcrjU+LDVGZmWp4rZOJGp3C+SvrUlW8khdbkcASFei9eZdyQygOocu4Bp39dk1ae4O0RLqSGgiJpRHzti04HB6Fuv/5A5bDE+J6RN5m5BgQtxU5rljnGcvzAQDB+hHOW0z7G+xubsVrPo1SJ6DU/xQT4rwgrhscmSozN/udRC72O4zeYxg89jsB/OPgNcVaDJYSNawRvM4INVRqXTTdSnsWmYZCKriKSeUqcyUK2mKSHoIxYbNGIktWnANcI6OtZ40cS2RzXjYYAoZB2e2I63UkNdL7PkfOEOAARkBcn7Ei4PD4HYCE2zfv4ccRBHG+nYHiIht8Np21lTjXiefz751JUMe2Sy9lEay+Om0eDwUcViMtuXrRuOknNug8IfKe1vGWmqxS4yW095Om6XkF0haepN2wJ8JgDHLKWE4noUZfFgH0RAgMkDHYTVL7kVLG0/MTQhDSiWVdpJG0kTQ9P4inf7fbY3ezrzVFDSiJMyjEgJwyjscjDoeDOHRYW6QoyElaN1jqU5mhdWLKVmnFcPWWMShWstzqmClLPcq2JpQIYYkSOqe9JuEACNObdQaGCdNuhHMGq0Ycck6ISVMFIf0zmRkcJGKfYpTUyJwxTqMSUXF19nASh+w4Wtzd7bGsK5a0IATVn1S7EKpIKHd6LZkwAEWgk4/6Wlc1/WE6/1sVEFdFxMg5fr51/VtuPTIswFkVtbUjnJWaz3EvTqF379/g3ft77Pc7fP2XdxgGL72k1iO2ecbjDx+wbRsen55wmqVfVFxXfc5EZwlAKWl+Mi/eWOw8Y/TAV7cWk6bPDurI32nWlKTYOkAzTljX8m3bsGwbDqcZIUY8Ph9xWlYsW8TTaZW1eWFsLJH9oM6lpPqv9CzMKcPbRyTvgS0A6/r/sfdmS44kSbbYUVt8ARARuVV29TZzL8krFP7/z/CBlCsynJGZ7loyMwIB+GJmygdVNTcgkFVZ1dXV1RRaChIIwOFwt0VNjy5H4UJEP+yFTRCEXR/heYf88AbruiKGgGkasCwTTqcnJdBKTa21Bm3f2rR+hfb/ibDA0lDwbs2ssi/B1Q+FMtw6/vrvSofrSI1nRQLfa10OQfCSe08YglOAReiCh3fAPhR0Hnj3ao+v391h6ALePowY+oDOO/TBKbOVhogoKbXEYKMKclEK3MuNEwawRGng5qYZwuUjRXztWgmIDqEAHozoId4BJ0nZpvtJaJYoAzEJsM3BYQxSF2T0TsIgNF8rMyOGgFVB57Su8AvhOC1CgAEWXiGWTalqhbgdD3sNrF6GkfwyMbQ/v12Dq1sLzKxy14e1auz1h7fu6fp9U3Hp899SBcaOZmXoWtcZT48StvXhw7f48P23WJ+PmE9H2TghOYJDDHh1d4dh6PH1+6+w3+2w7wfcjVJzqAtB5pK2XDIWzS84nk44z8Lidj6fwaXUMgG7fsCr+zuEELAfRjEqEEvBbDBQxCsqcdqiZM7rilQKTtOMkwr7wxgxryvGT0cMncd5mlHygnVNAtYSgwpXBVJK6phyC7WiozLBbT3bsFzqw5jlDZ2xWnnd6vD9d99iXoSM4dOnj4BzGA53GJjVG2B64waqzHsLNM/6mvRYG9n29bVvyYb5BVRqp1dzzCX4ehk6ZrCL6daMMqVYfBBFFW0BrgUpr5jPz8IMOD1jnZ5RVsnbK3lFyVonbVkwTzOc8xj7EUHZr2LfI4Qonj/vheIfkGT3ZUVZV3gi9F2H3W7EuzevJW9v6NF3ETEIqJL6gBuRxFa8l5p9wcLMXPUU1Ls0hZaaMdAxWbXeWiqMkE2JFuNUIAk9zKUI8HTSn5bbR17qPCFnIRlS2m+AEXwABblGpwx5WRXxQgXOQtEdwUPkdU4riBjT+QgfAvphrEXdLadnG/9t5rSq7+aEbGXUDwOsz+ks0kdGm63U8wByI6dfymv15CjJQ80LZa5eze3CvUaEqIU/Sn2pQK6WGw5EWFms4+sqCfs1NLEAzsnJnPNIKaviuGJeZvGCg2t4VNdJeFw/9JWlrxY4hezJUnupKNnKjOfTSfNmYiUmcM4BawJrvkq7LoXwQ0L/PG16BGHLlWZSQEZA0jxW8Uj5apx0kGdi8S4JGBeCK+81CkXnRc5Z/3Y1R8v24VwKlmUFQFiXpZKFpIagAswI3mEYezAxwsmjIDdiTGVHlXEqQYkUVMn6YmqBFRpjUyutnMrMcvH7VZY2NPW/lVbDz+obqJavjRWQlLRCQNU4jIhdwN39Aa9eP2Ace9zd7dEFj/PxKMWspxNOj5+wzDOej884zVJWoKwCML0a+mOQ3EKp/SZlJDwxYhBwdRgcdr3HblRilxBw2O0kpy5KXjRrKRIuBafzSdgz5xkfO9H5AmcMHjg6QloTFgIWT8jZ9M1S983qvND5sJ49eF3hQXBcEGKHoOWEfOgQfAS6iP3ugKSRD96Jt2xdznCUsDKBsxl5ms36CwHVLb3x14x6+k2CK0AQsOZ6avuxhLUWRG3vtsffIk6wzaGwUOUmlo0RJQFc4KjAQm6cK3AOCL4g+iKbADECEfZ9xBA97sYed+OALnoMMaL3HtETopJhGANMraGCy/3u4o9WHkkPwJQAqLDcrMzQ0A9VGAj1YREOcu1isbMCwXBAcYArEHBpBAbEyAQEkrAGLrIhoMg5QA59FySHzDuM0wKAsaQmVlqtt1wVgW3zbeP0LywT9XuXbC23GIX+4e1zGOmi/ZRrvjqWqHoyfuwsrLkjeV2R0oTT8Yjvvv0Gz8dPOH76iPPzEbQuYrUC8PpwwK7r8PDqDu++eo2+7/Du9WuMfY8hRoxRCAKiKqZ2/lIKOu9RuMA7YOiDeK56rZGi3oE+dtiPfQ2Fjd5fgisGCH4rVM2MEDwyF8Tg0XcB65oQg8e6Jgxdj/1uxPks3tJ5TTieJpzmFUsueJ60phsKlqwKs7qkmAuKbvy23s04UapBXecmM2oYoSrMDGEYc/4Zj58+4q9/+S/M84xxf8Buf5DcK1Wat2AJrsLrc4aDn9To4unLptWX/lyjJwGq51TALg8xdgkl+jxJLl+atZ7VMqMkAVdpWZDXBQwgdB28D+iGEaHrEPoePkap12ch0QT1lkhOQPQew76HJ49xHPBw2Ili0neIwSN4h05JK4ISA1hdqg1YqWx1TehVdevIDbKi09YTaKGIRd8XoamyyQcEx0gqw1MpKEQIRcJal1TEsKGU7SbjmYCkdQbXZQY4q/U41rA3I5swMgLzCxCxEiwVTOcTQB7D7oB1XeA5iIeL2xisnz8F2rbJ2R+eZNf76uciEDbCj9zIewtt54vzXYQXqbzxRl2tRE4SmpcxzxPmeQEzK3kDxKAHVNDuFh88AAAgAElEQVQzTROOT0cJB1wTjFjCCCt2ux36vhfgqz9rZBM5F5SStIj1cy1R4Y3YSq9x0WuQ/JYVXJT4gWjzXDmH6GXudJ2EshKAUpTAAtCwQ5kvbPiWpURFWVeRWaWAFXD5ICkErIZO8eZ2yDkraUfZZB2jhk2CIQxyQI04sPnqSMIM614Nyxvs4YNXVkMBf8TYvKFqzLLC2TIMNlYiRSy81qA/gYBc1IDjwOwVo+i80vsq3IaJ/babXaUZfEIM6PuI2EXc3e3R9xH3dwfcH/boYoDjAs5AmmdMp5N4/M9nKcC7SgFf6QfRQ/vo0TnCbtfj4W5EjAEP9zv0XcR+N+D+MKKPAe/uDhi7iKHrMPTiORu7QchhvITkWWkCZsY8j1jTKvvqq3uklPHVm2ecpgXH84zvH0+YlxXffHzC6bzgeJ7w6ekkxtDESMXSUTRuQo1GYmgTIJ/XRdJT4OCCg0NB9ASCx24cxLPrCSUvSDnhfD5hXdVQkHPjef/naL9JcGVxzcaYY+3aIglo0bxqhPvpAMveA8RitGSWKtXrAigLYPAi6cTzxOhjQd8JhbOHKJsPux3uxgFv7w94e3dADB77QRgGg9Wysk2/PvRatysRJa9aglpwCVVEdIaRbly4nG9miSXHICcuZEms1j4LQp2eUkFiRnEMcqJkEqQ2Qs4AZSmCXNSJBqXPdiRuYMeMHUdkAvol4jyv8I5wXjKwKEFG1lyGQrXmUDsONs5WFLT9zOLOr6vW/6ba3+GyLi3R+kar9d5srJtbxrKcMZ+P+PjhW/z7v/1PHB8/4ru//BeOH7/HLng8dB3GvsO//umPePPwCq9f3+Pr92/RKfFEFyM04FW8QDoORcNNJJRJc6H2vYShZLWA6SZNLBtyp0xwXYzwTtjSPCRUxCGAdMMVKmxG1ltMRcKtci6YlwfkkvH4fMLxdMbz6YyH/YhpXvD94xGPz2ec54TvH89YUkHBgsxJjaCWk6G1OUjDaIkEEFk4F6EWKWYDRWZFJQIXwnQ6YllnhBDwP//v/wv3D69wePUKd69ewYcOUc93PVa/pKXs8+vgMyj/SzejC1l5eVYhsmFM84J5OuF8POL5SWjX59MT1vMRnOYaFrhOJ6zrAoJDN+7gY8Rwd0DsevTjXuqgKFVwnd96b9GLMvLq/gGHcYcuSi2jyhanyqlZ/V2Tx0RmMTYLaq3lolbk2hWsngKRs868eOqpEwu/Q4EWgNflF52EkOZQkHJEZoZfFyw543QWDwoKpKYVhJwihoAMQmJZO9O0Yjqz5I/Fe/FKKFjLnCsZgQ9RCY1UIeaC5+MjzucZ3bjDq/mEWDp4o1bGZhzYRu7ntXZv/Sli99pIdgmqSn3m6p1o9nVs+XFbbrPMxZwFjPrga90yq+30/PyMaZqFRbDvUXJRsIVKTJFzxvfff49lniXvhQgxRvRdjxgjHu4fMI5jpTcHc2WwW7MYE5ZlwccPEqrl1aMm1w2AGfP5jFnDtozUw8dOjyX0Su7QRcn5G7oOu7FXYLQBzsKlesulvIl4y5iBwhLiV5wUa/XeA10nbKVqCAjeY7/bIeWMdVmw2P6rc9yTeHpRCuZZClTHZy2urOyJwXth8vRe1QxC8AGH/QG5ZJzO5wpozetYisjNwgUlmZxSL5qtKRbPtwiYza9qrwxAExG8FYJXz1Xm9QKE/+Zas0WbALVwUfHADxiGHu/evcI4DHj77gFv37yCFP1NKOuC+fSM4+MnnI7PeH56Eqr1VQifiAscJ3gHHHrJ53/7eo8//e4NduOAf/nTe9zf7XC3H/Hqbo8YPO56qacafdC8VYdAkr/qSeSOTiwB20pekkvBnCTs73laMK8Zx9OE7z494TzN+Lf/+As+PR3x7Xcf8R8omNaEvx5nnIvx7hIcQ7zxKAKsGCi5IPiodbvUg8uMPorRoQ8HFN7hdO7hHQuzJQOECStW5MSbUexqT/3HRzfdbr9JcAXcVkpugaQ2N8cEm3y+fe/2cdt5rJUiAk0TmKo1xg6pCX4QC7cj3YCdCNChi+hjQPReFQHZOI3i3TaRarlprEPA9QZ5de/tfyTKwMWXUb3Sen0vgZy9dvrbTs9j7zlCZe8i0vut31NvGG+1YoMThSh7hxgcuuCwZoZ36kHL3Oiav2Hh+APNwMLLD25orj9yi7dCHl+etp0DNj94+836Hb58YiECSOtaa75MpxPm0xmck4QSeI/9OGAcehz2e9zd7XHY77AbB6kf00VEH+CY4dUaqZNt8yICgNMwHwgDWiEJY2pzhiwMZkviNsLzRhnWO3QVk1jyvfSDMHdG5OIwpq5aMg+7UarAJwHxzq2YloKwZsxZcv4oFQmvYVjov6zn2vfSefyiX7VTzXTMAEgUiZIS1nXB+fSMECOWeZaiuOQQNETqc/PgF/Fe3WoEtNT9lx/R1f3aB5dzp56naRu5ByqDVdZE66IPyc0wAgsD36IgOi9Mpz4EOG8PC3HyGwjSjRfMCM6BA9AFjz4GKbSuNaRC46nyOnFcXR/burECu9WQZbdW16s+20Szz3mTvjZHHW15mDVgiiR8HEUUwqAeAwFIumdASBrYwIR5aUpWa7HfCq0TlNGO9LIsRFTMZnbVJWcwVvFMrwuICJ3tU3qfLVzBtdntSlx9LkT+57Zb4d2XgGvzVl0DKwlDtP3s5XVV4KVAUggljJwpa+iczNftGK7EAFaDUsCZ1yLTsYbz1UiK6mGR306r5JIaG2DOucqmeq+8EVzI/bDOncYTpEZJ75zWYFOQA9qMpFzgWPNDmYVkpWjpXlZ2SV2LRCLrZS1JSBjcNtdd018knaF7ehNGWgq4iFfAZVf7iiC/wW5TfAjigQNBy8VIyH+52KpYxab2oXquzMDFgKyHOqepfg0EkPa9eJwZNcm8AWe/pVbleGMcskts56sPHrEL6DrZX/s+Sp1TjQYqlfxH5arJ0VK0jqiAzc5JSPT93Q53Y4c3Dwe8fXWH3djjzcMB93c7HHYD7g87BO+wi1GMVc6rV5bgSUv5aFIKdD4BQFCSqqzEZ1LTzaGPRQ3uBUOMON6fpDjxmqRw97zilAFakrDyOrrQk0V4yf4pcy6Di+wbtsGYDCSWwtwxCjNnDBGrTxrFpnU3y7aHbyy5vz1gBfyGwdXn2jVIsmabVXuMtetwNHt9ffy8FOQVcFzgsghJD5KJWAI8JNYfGSgo6DqPXRex6yO+en2P13d7HHYDDqMUgIuawOo1bKVu5YQmksMEnlnVxRNXhY9Z29v7MjO73V89YaMoEKu3wIG9GCiIpNKwCCsnloYiG7ltFKSKQXASHpOcAztGdqzFLjVkk4AhiK0ikMer/SAWurACtCJZSIW59nV8ttyIbWxsQ7w1rv/oRnytd25Q+HPvfcnV/5L3KOxqwib2+PE7fP/Nf+Gv//nv+PY//wPT8xEDZbw5jHj/5jX+1z/+EYfdiD///vd4dX+PcYg4jAM8keaTQPINreZEFmIXGHBiSV5nLiBmeEhcPQfaHD46/xwXmU+ZRXk0izQEoLeQigBVmgmFRJlmdui8eFq74HAYOyzriMPYYV0zPj0J8cXxtOAvH54wLSv++vGIT6cJp3nBh+MJKWfMi3hqMwOrWVmLsJqhIVrZeNz0utkiC42pM2M6HfHNX/8Lp/MJ33/7V7x99w7j/oCu60FBlQLQZwHP58b/0ujz8rsG8q/3ERUdGs6LRg6Y/LgCVtrtP3R51eOQM9ZVmNjm0zOm5yfMz49Ynh81HPAMpAV5mbCcT1KAOqnHOXbodwf4GNEN4sGK/YDYDwqQZCLkNWE+nYGScRgHOAD3Y4+7QXJtohcjViSGUPxs3qYKhgyoqzKL6sGqH8iQmLJHJDl4DJ3TdsgGZqQfNpBALJ78rAqfI2B0DpEI3El4zZoznk4TSsooaZWSHSzkLSiMpMyKVDLOmlQeuiBkLwnImZQdXnIRQVrTCEDO4l2YTlKvrh936IdB6bZpQ383xcq2591qP0U5aaMv2vnyOVC1RaFw9XzbmAGo+XCmWAOoYMU5h77r0XcdhqGvIW+n0wnn86ShU6J8rWuC9wH9IPPrfD7jeDzi8dMnLPOCkjJ8L6xsu3HE/f09nJeNcTqdkXLCukr+idXA+vTpIz58/FCVe4aWK6G1KnoGfAxMBR/gHKGLATF4xOBquFPfS65LFyO6LtT7biZbpVPPuWDmgpLEm5CWRcmExKsQfECnHqbYDwhd3PZwZoxdh+gIy7LiPE0A8+b5M8CTMubpjLQulcQixg5diAAYiUudhzEEyQPspDB4yQUpmd5ltyBkStUgTRu4QpW5ZuDQ+cRb6K7NBe98I7gYa06/bc+VtgpqvUfsImKIOBx2ePvmHsPQ4+2rA4axxxAdsM7gJHI1pxXL6RnL+YQ0T0DJcCjY92KQOux6vH9zh/3Q43/8y9f46s09Xt/v8IevHtDHgFf3OwydGAu6GGrYK5FTz7gSUsHV9CUq0r+snqvNg1rQ6+shBKRScD90eKUe0fcPd5jnFR8+PeLb777H03nC//n//AUfjmd8PJ7w/dNJjRwMaBqAh3ipkHTdOCehr40ibPK7jwEPhweklFAyEEKHeZ5B5FFKxrJIvjfUiAf8HQyWv1D7pwNX1lrP1W1Q9fkOvz7ehFJWy6FjRoCm3hZS07oWAYQTjYtkk++8CMvd0ONuP2LsouQEkISUGIp3aDYkVQBs7wfUW9SAJLmDTVH63ASi5r9qEyIzzJrXwFXLHqvVyTkHr2CqqNXFqdeqKj8Xljf1dEGVYGYEAqKXfKqhCwABS2LEYHHvIjwZarlQZeN6HK7BVjum1xv5389KQfjcqQntBz8EqujiXXnv5bj9YsLA9mWzCpeM6XzC8ekRz4+fcHp6xHx+xm7fYxw63O93eP/uDQ67Hd69fY2Huzt1yauFMyltvymVSgtmeQwwizobg+Zm2QeRGhsl1E9EZtG5mwWg0OYVbS6/zmHLdbB5yGCt/8LwLqKLDmsSwoyUioSNnUeMw4TMhPO8YE6l/sZpmeESI2enQNGIJLTPAKXMbj1pjEptYfLBFlRmpGXB6SgseKfnZ0znE0KMco9FVzptsPHmsP0gsPr8WF/Drm1b2jrRNqnrOXJ1qpcA6+o4U4yr5X9ZsM4T8jwjLxNKWoC8AjmBte4Vq+cKUGrrroOPES5G+BA371W9aisZsMIDGIKM7RBDZWYNBDEUQeSOjVELHre+aHKY2l666DhV2qpia2GBG7AiqOxvDAraKRXDEMTTBmZ0mgeG6nFQBdN4DSxfUYskJ+fE4wlG7KS+T9FyCASjfs8gFypzHRchKFjXBfNZ6sqUnFDnKddJ0FjVXw5sK6GuvU1fJFvp8rhb+VXXYGsDV+XCY/e5eX8RXqd1lYJS+GetM5WU5r+oR4eoQFj1xBt1Pk8VhGXNK3GkdaaC1EsjIszzXL1SOSUFN0JKcXp+xtPjoyh9yp5q8lyiXLZwdsvx894pyJKUAF+9VkBQCuoQPHzYSFbqVGQWWu0shZUTUZW3QjcvoaMpZWSlrc5B11RDRkHM6h0h8XjqdVb5rQ9b35LX5hG0tqaxV7IyhMI5ZTaGet2ExZmKRcGgOad+52LabWGPxep3QYG6PgvBkJTjuJoM2ArV/3rt1lq4GWly9R2jXA9e5m3fR4xjj3EY9LmHpyJyM63Ii0Q/5GVBSVt5FAeRK7ELuN8P+N2bB9wdRvy3P3+N379/g9d3I75+c4cYHMY+ak6/5SwSoGyi1P4zxk7laRNWXAuFJpVTpPwiQmgiodCMoRNjwn4YsKaMV4cR97sej89nPE4ruvgEFGH5Lo2NUXZEI7EqAGVwSmK0FD55vWYxdnnnMfQDkk8Y+kE8VQws64qcnUSWQS4VVG7Kj99K+6cEV9chgZfKOHDLUvdDQMyURwNZzkGTTyVhvw8OXedtLkgxwCC1V/aHHfZDh3Hs0PdBmFtc3b50z2tqZth1OgLp+1tBxk11KGzXqeKHqIYroDm+sgZWUSVqowNQiOAcwxUFRiReKCaH6vUnB6/sao4FIDgALohy7ZKEKzgvjFlg3fwh9V4CCpgYfXAAAqZY0EcRvsF5MBesygbnmn6/BZjaPLoaZvEZkPVbbLZH/tpNwgEXLPOETx8/4K9/+U88ffoID8YQA969foW39wf8/v07/O6rtxiHAfvdqFYuCWPiwkLiklU5zKlu6jBlSTdOWS/6vbqOZK6XrF4tEmNEM61VrlNNhN4MA/UUL94zsCDlC2w+EHJmOPIYYo++E+7DaVkB77F/PuPj8RlMBfOa8JFOmOYVLgOcuNaOzQr8K5iEha2oB9cAN2swC3GtPTTPAafnJzw9fhKq45wADXcz2new5Y7cDmFu29/bY1sNwaiX9mK+VioOVYJzWpEWYYNcz0d5TEek+YSiikFZNVQtJYAB56UwqY8DQuylrpXX+n0gcCo1jFR2bmFm9U4SrYOTUBbvnBqzLMQP9eJJ59UW9reFW9dHVTLsjvUebS6yTDYyoepQQ0dJcwCFmU0Vj4uwr1IBmIRHO/SaQzbECEeEJSWsWRLxLRyOoFZ+BUnMBb0VPybLr+IK/MU7XOwO5TLSgvP5GSAIeUi3goIpVWju15Tov1/70lDXW6DrwtAoL158h5yECQUv1ngiCV87n89YlhVEWxhgC8gA4HQ+4ePHjyg5Y1Qgtd/vMQwD+r4Xpb0xHljSfEoJT4+PmJcF03SG1fqVGm5UKdxJDT8Aal0sI61wROK10jIBXQgKEBVseYkA2ULuSYvDCpV9KA7OASl7hCxGS78a2CmVZn1aZhA57NcF/TiKN6vrRKeAetKU8dXkd0mlymIQCZOlKygha/hvEeIPAKSglgk1HMtCBK3UxGWYp85crpKkgioxXtvxMlertx2AZyeGX2UaJGxroRT+u8rGn9Va/UUBQtf3GMYBIUTcPzygH3q8ff2AN68fMPQd7g879F1AmiekeUZeF2FZXcWb7QmSq78bQCC8f/eA+7sd3r2+x3//l99hPw748x/e4s39AYexwzh0SpgSa55g1Q2pSsYGytoFS7QJuU0OAtDEe3MeQGWe5u6zADEjZ8njgJLv0HUd/vsfZrmmPiI6KVvxPGekzECIIC+Gta7vRbdjoKyrWhzCJruUJEbCaj2GYQSRh/MeBSxzlUhDWFeZp9zUw70Yntvg+NeMjPqnBFfAS4HeKnnWqBFebTjaC2ubkSco9bqD1PcJ3mE3BPSdRx8cvCchBoseXXQYdwPu7++wHzvs9wN2Owkb9Ebvy80V2QSSpACQpwqwPEnAi0WqMsRjJhus5be0YYUWIEOouVcwTkOxFDCEua1AQJErBHYF7OWeHSQ0hpjB5IWRCASmDJ8dskhU+FBQIG5d72wyiwD1KIhUAMcYO7HUzalgWjMIhFOQ5O5U0kVSs41F+7jl0WrbPwpY/dRf3RRWG42/fyulYJknTNMJ33/3V/zHv/8b0vkIT4yhi/j9V+/w56/f43dv3+BPf/i9xH4HIQgoOaEkSVAueRXLacpiWWMGp1U30VKVxLqh8nanG7jKKsQc4C2nRK+TATjdok3Rt32A1UrbuCJM0IIYQZP/AaDrZE3s+hEpFUzzit2ww5ISxt2IT6cTvvv0CFDGeZ7FSECEOTEKiYc6JwmJ2PIlCgpnWVVKHwyIAiDXpLSzacU8nQECnj59xIfvvkWMUUBoCHWDsHsQ3fylYefXFPJUr8MMKp83BJiHIaeEtC5YpxPSOmM5PWI+fsR6OmI9HdXqegYrQ+C6JhA59MMOPnaI/YgQh0q9673EApSkRhYFLJQyKGW4SOh9QBc8OqXeppqzd6UikNYF1MlT/xEkskCPBFBZAdl+syqWNgEZKKLY2oARWX1DIe5hZskvMYCk4EorEaJ3BMSI4ByWISGoIrwuiyiHnA0uaZ5rwTxPyNljX4YmP0cuobDtUVqAmSSkxxEhrTNOx0/gkrFME7pugEeoir6OYn00UvUL58qXy6zP78Evj3vp0dqu6iIXqGlGdx6i5euR1Kt6ftb8J6G6Tmkj27H7PB6P+OabbzAOA17dPyDGiPu7u+qxAgBWMLUuS53367Lgw4cPOJ2eVXbJsUnlYIgRzuMi/DRGIw0QMFPDAtVT1XWhFuQNwSF4qgRTrnosjQiAAATx6JYoeaMO8ItDYYkCWNOMdU04nScwM+Zlwm4U4OgfHpq6boTiJX/RyttIja+K7IREA0AOXWWPW5cFXAp6P6KLEZkLZqN2Jwl9tPw05moKgO0JFl5m4dcbKYdFOmyGj2oSZqn5JcRarPYM2W/yb4SK/ebasDF0DsMw4OHhAX3f491XX2EcR7x+dYe3b+4l3O1uRPQexzRhXs7Iy4o8Tw24IvgY0Ps9YvT43/7ld/jj12/w/t0r/I//5U8Yhw6vDgN2nRQc7i30z0UQedUHL2vDih6q+qjFBDqViLaFM6NaEQygMWB1KYXlV4zstm95L9FKDylh6COmecHrXYfRF5ymBf/5/RHnZQX7Dhx6OB8QhwEgh/P5jHWZQV4ivGp4FyByDuLF2I179P2IOAlxy5pWwAHrsmKZaSueXA0r9Plx0vZrgvR/KnB17QL88VC5Talojxfrsk4uFQ2kCqMRO5iXyomOCJNH5uL3Xl3/UQSmcxbqgEZzMc8VGnSOKpRNQaj1rWChfaT1ti6te3TxtykRxha1nX7rCAs7kLDAUqBeMgmhIPVamPesDW+4+ZqoIcrQEBy9AlEOeLPGOQvRsctvrFvV2vX5RfBjm/yvuUgIL39rgxX84t3P/63n+wIFhm70zbVCvHldClJasa4L1mWR6ug5Y+w6dMFhP4447EaMQy+KgPebR8bAsoIMo32FGh2Y9TPemL62xPRLMGlD0q6563YxbETbDaniz3UFNDOkvtiEp1hQxc5QQsDQSa7D2Eespcd57pWRCxj6DmvKKCjwUqQDRtDyoptVWaimivp53YkkRKuoYrYuUqejhsQ13633aH83N4svk2W1q1505OWbF/PlxqlqfxrYaO7L9teaI8MyF0qW3KG82kNyhliTruUYC83Q5HothL6RVtC2TAqDqdQ/LeROZAhtuakmN67uWnutvmtJ+puKtiltKqBAIGEr17HU2tHYlMGmH1WemXzerLr2/jYfqyjHJYGBt5AgaokStlpOFq0AUuNYI7VrSM+V8U++x3VNirclI2uoGJUCj2aO2X5X/6MfnBP22hQxxjYXXjSGFsg1kHQNsLazsyrT2zy/XHB09fzi+pp9x34r67ozxduOM/IGqzFl8xIghBpW6BGCR2Gu7KeaJIqckyptM1IST6xRrgMbUYqRQRGgVP8baU/VGwjKaukuQuqbkW7uUc9nxg/a7tvovJ2dx16TecQl4mBdVsxuhnNSn4gLSzilArcQPHIm5Jw0+kXnio4P27kUFEnfUJVn7chVLzE1BjfdH0pjfCsGriwUkE3G3B5rkz+AheNux//Q9/4e7Yf2500+2LOQo/jg0fUduq6Ten4x6iNU8G0eeUDJbkqROn/KtOdJwqljEEB+f3/Aq4c73N0dsN+NGPpOCqdHlS8mY7UuajUEbgv/8rndoGvbwqGFic/kp96fmupVYZAw5cJwjuF9QGFCHyPAjP3Q4W4U48UQJ9kfHCFTg5+oXdfy++IU09x/qFcNm0MkxoCul/qw8yKsnDkFjXASY9jVCG2v62Zh1hz6SZPpb5l2/1Tg6id5L5pe4QJkNOi9PU2zci1PKnigC1zrWQWvVdWjWJ2GwWPoAna7gP2uw64PiFGUvRpf2o4hodZ0cV42VwslIIjniqBJ1hBvVNb4WNuAZQLKyRhOE7KvtEO2m81VQQCJRQwgkCu1wK+TixLrMVthRWH5YioILJajkNTqVBjeS50Qs/Azi0Bg7Td2QFD2xOwIPkihWp/NyqvKu9s2XVOoL8fuV5Sk24/+yM/+GIjim5/8lPY5QHX9XPtLla11mfH4+Amn4yOOHz/g/PgRd0OHP339OxzGHv/tz3/An75+j/04oO+jWLlT0TyDFesslsqyriLoUwZlCROp4YGl2TyrYtqGGtglbaPZAnZRJltl7lLNILNqEsPCpKpsbEEEiW0LBPggmkwggqOxWnn3u1FzABmnaQbY4WPf4dNpRnk8YU0FazGaYFKvBBm6s64VBaJR7EDKUrYuSN7hfDrieHzE3fkec5pBWaiWRSHbtHa+eq6ag77bQgZT5m7Pj0v1lJrYyh9TVC9wItCAK7mUAmFX5FKwpoSUFqzzGfPzR6zLhPPxA85PH4S8YpnAWZjUclrBIITYg7xHFweloY6AWlNLNhmDqtFnJbqhnBGd07ylUHNFKlZSBbGhLq25e5v3wOpFKNQhSIim843s1fFWRbKUrCC6IWvRjdcUJ4mCls+KymMqruaeGtg2ZRrOCZGAl3pAy7JgTVp8vWSEGCQ80jmQ1vpicsgACjk4F2SO8SrMWpzBnFUDjyBilGXBXDwcPE7HI5wLGMkjDqPcfwusZEJ9XigpWGgbM9RgoNTkV182r6Zr1sbFzGvWD2vRYCIpuyD0+AUVVloOiD7q/Faw5JWa3wevxoyCZZlxOj8DTHAuqHIb4JwHM3B8OiLngpQKYujQdx3GcUDXRYw7yT2dpgnH87OUaChSjPz8/IzvvvuAdV1xOp6EntwTODgJWR2GS6BD4sEhkjA/BzHCRg0b7KMoySH4rR5b1VvNoLCRINQ+cCxEG0QIMaArLGGmsYMDYY0RKUYQMyYiZBQ8Px3x9HjEbrcHFyDGiP1+h14V0t1uFLZBZGA16c2V7r0AknuVV2QUrMuEUjxiH8ClA6DRB7zdJ60soVkpYU1Lre9l68pAlXmuRJfZQtaI3UVfwNYXuQ1oar7Nr5ly9Tkd0941j6D3HqETUHV3f49ukJDA/eGAGCOG3YiuH9API8Zhp+QmUeYCSIhKUkJaZuSU4FGwi9+w7KwAACAASURBVA77/Q7v33+F3W7E//G//yv+/Mf3OOwHvHv7gBg8OiVJI1ZADoKo8b6mCqsFBLWciBmz+WJxKni+AiYEcI2k0ncZmj4ASRtwDEcJDgHRJezHhD54/O71K1DOeHo+Iy9C7nPOwJQL2MlvMcsayTXcVOUbXPWeSSS0hDuS8wgxYhhHrOsKIsJ5OsOTAytb6LxIOKve3O3Ra0HWTwRY1n6Eo+pF+02Dq7/FO1EtprpBqi5Y+97UHXvN4GrNNg+M19dERS1HgFfmH8m7cohR4qrF4srblOTtV+xHyFGNzzWLg1NlccvVkJhUVyyfSqxjhVFzorSaQD2xqWZMDGTaJo8+S2iDAxdRNFhDAwiKNYk2i5m93zzXCvFOfsvV47cN0XSf1ltV9SGg8WRwY8XaxncDDO0EuOzCv7X9/PnUXGflZb8BqKj9+1rLedluhj/eYBm4PmoDWJulcZlnzPOEZZmRlgVuiLjb73C/H3F/OODusEffBbHGQoLcWD0PRa1npQgw51IkF6W1TL4AV1CAjRcKXPUGN8BKg/4u7oyweZDR3JP4VnUN0/V3LpUwEADv0EfAF8LYS87Pmlfc7Xfw3mO/67GkhDllBC/5jM4BrqBajq9u4PJa7YeZFWhKTlpOK9ZVLN25ZOSSlUHxegQvB6+Cosb6slkHb414c89sIEzfb+ZLDYu4+GZj4cHLl6ZoyX1yternrJ6RdUFeZkm8XjRPIAtlcM6i8DrvQD7AO6Fc916U3eoaZGULxTY3SpbQO2LeylWYrKnz5uruDei2t2DCpvFiAVQ9aSASoV3HmCuQJrb8jqu+JtKkbvVg6e/InNOQzlYpBGBlLILGwJrXgoi0ll+BEPu11yZ11ortFU3OAel4mGuBdLJyKWClFk/riqQ1imTFbFEMLwb6Bw0322eMUmsPlvJi9m6eTW5h2Y31swlFELltf2V+cVW38g/r/thQpQuJhNw7QIjVeOMQQqyANqWkhXyl1lAIHjFKWJ54o1AJIiy8LaUV55OAqrQmmZ8KVg3Im8ffIk68a8L6mv3POwHbwW+eJiPruVjhVfZsc52YG8+VAMxSBOCx99UzmvW8BVIQeFkzHHnM04SSC4a+Q9H6WiEEuFLgvVNGSq4e0S2sysK+IYAzs4L7sl1bc58ybkWZA3MlDTEPWAuuhCWwmQ8SGNzMGllPwkIsodvV/nQxl35++6lpBRfHNzqjeSqlSLVHiEEYAMcR/dCj7zsELZTuvNecwahzwVcxJF6rbS9xBDhP6LuIV/cHHPY7vHn9gDdvXmEcOoyj1PvzkDA9SVyCyh8Pcc83Gxe3HSg3YflwmxHRvEVyd2JA3CgobK9i0rdZPVeseqOTcZLyLQW7ocfDfgdiYN/LeiyLGu1gGc1KVOMkZaVU76jIhnqN4BoJ4MghOMnb7boOuUjoqgtB9QzTGHRW2XjZIquj10ykL54PfPPll7TfLLj6uSwgtgBunvPihQ5o8z1gU7baXCAD+B5Sc6APQSpfR8ld6YOvNNbUnAsajuKqENZkWJKEPWfgysICdbO10DspbCnP6o2FsRZu4STNRgxz4horX2kcc6IOOGU/vFBUi5Pl5KjWsboGSHadIEY2ZUh/uw2L2NQfDYfR0AtTrTcVe1PrLoz4Lwbrxjj+HTxbl4m5F5/ceH0DFF4Aq1+uXSoil2e30K15mvDhw/d4+vQRaZ7ReY993+PtwwMeDjvsd4OQVzgJDQEAXqVOUVYwxRoaWCeMJSyXJl9CE/0FCMjNkgnlq/64TDDfFIuqGF8s0UvBX5yaC/T71CzOQhtjm/y+rAQvExF99GAC9uOA1/cHDH2H5/Mk1m3vcF5WTEvCnCZI6Q1LtL6+KFXCDYA1+xY5Fnr5VFCWgrIyOJOwBfK2Li8VCD17u/lhe22bXPV832raeQKytsv9PCS78eWtt3XtWcK4hYMWlLxKntV0wun4Eet0wjI9I6+z5GFpPZZkNcXIC3mF98II6ARelpwlQb1kNeAQgjr1KFs8P0TxjcKg5ryDU1rAGh5I0PBkbEAKDZg0o5Aq2oDU2CIfVIgJuLI8EAt3Yh1fI6u4hO+2/2y/teX0cAVAUnJA8ZoqvuRIiocOI5zzOE0zzHAmMh2AGtRygSR+Q4gRmAk5KZ0KM7gIkCDyqCwkajSbpjPIB4RhxC5nsb55kcpXcOVatbgJrOwdYztrS2TUWcQFOScj0N3OoQYUspxDM7jQJq8vcnMaOUHNwiAnYUCxi4hdQIiSP5RLQmZWJd5YSDV6wjnEEJBWYfgTWnaP+/t77EZReGMMqthqCJYXI+N5OmNZFpyOz5hOZ61zKbl7XQjoh6BkOiS1LZ1Thc/q+WylAQI5dF4AnISGUgVWwsB7ud8T3DamOjiSF2jGzALvCtgzuhjhQOhjhxyFPGbseqzOIycgZwlXfj4+I8QZPjgULuJFoR7Qe44xiGd6zeqFlJpGy7LgfJY0BxdE4C3rDDd5MQQEX/MkzetRGhKQtKa6tgQoSZSMAXWbdG1KgS25Gn7rJGqGLG2hztSfrgf+kq01Wlmoc993ePXqAaGLuH+4Rz8MIO9qGkWMEV3XwWmphJwYp/UMYil0XcqW21pyRuwjhi7i/u6A9+/f4+7uDq/efo39q/fouoCw72W+lRXgLERAKelevfWl/Nd4oxg6Jqg1KE3pYtUnLwCshkiJOiO7kYNmmZLmUoM1BFa8zxw6ODiMQ0I6FBAFvHl4hRA6lI9PeD6dUUj2i0JO9gvvkblUNkAxdDllStzAN6CGKpUD4ziCiLDOyzYrTL5cbZtc35QF1kbV/BrtNwuuPtduKdaXIOzzwGrrWkXQ2tleTtIYQTeLOxjgLFYCqXLt0ceIXddh7DqhDTbXf/Pr7XlcXXRmiTOLlj6M6cVtVgNiAVXEYmmvIKQm2JtFUH7RGHnIpqaChQ1cyXHJOZCSSogyJ4nDTAxXXJNAbfJus9J59YA5svAbUusZX3itpNMEWBWtk+Saad2qeC+BFf3yCOUXadcX2symm1WG//Z2e1Zz/VtqsiRM04Tvvv0Wjx+/xzpP6L3HYRjw1etXeLjb4263Q9cFAGL55cLglIS5LaeaGAot5lproZUGXNnzBbDUfmjBlQm66iloEABvumFrOWqtpwCk6K/bNgI7leQ4aH8TCRGBntqr4a4PfgsDI4dpXYXoYhRWtufzhNO04OksJAy5ghkGLJxPKWkJ2JiT2rvOCq6WjLxk5LUA2YGL03AXqnPcTi2bm3bFFbBqpdO2om/Ph/bRgq0vaxvM24BVacCV3HtJK9JyxjwdcXr8gGU6YT49IS1nrClhWVdNuBfmRU8BXsGVWWwBaDiQgFeCDJLzTuRUFiXXOUboJC/BB7HUG5CSaD+TM9hksslWIwdqIgIktI7gQgSFqODKJLNZ562wr4AUtlBxDRVV7CLnJmpWHNX/WcGXTUXLJ4jBw7PD0PdSW9A5xOeTMqy66pElknpuuTBSLspQG2BMmzJcQtksyrZ4psjC8UrB+XxCZsZwOKDkFQQPcvHKRrD9cbUibwArW0seFKjmh7StKLgi13iwFdRKuJQVMcEGsIDNeGJ7rwoDsWdbXof0fewC+qFD1wuZBZiFqjpLzTXovm3GHu8cuthhOs94Pj5jWRbc3T8IO2AfMQy9eA4I2r/CBswZmKYTno8nPB+PmE5CEBF8hHcSxjX2fRVVxIygHikbc8mVkfkZlcjCK2ugV09s+2yPLc/65QiQE1p/A1bEQBcEXKWuQ0lZQgT7HsF5rEtBWgXsPD09yjr0DqVkjOOAEF3VQ6ILyCWjlIScWclAGIub4agg5oCuDyBiLMsEaJhioAFtKRXmUvPfsnpRxTth4IoryDJCCtOJnK5rBgBjiSdUTzHB6oY1Xux/QNtA1fZsOs4wDHjz5jW6vsP+/oCu70U2pgTnCLGL6PoeIUSAPXJJmM5nlLRgOs8ouWj4akLJCSEM2I0DHu7v8PXXX+P+4QGv3/8BhzfvJUKq97JmViERQloBTLpXZw1rtvyjxghq+3MLLKrXEtbxlzpX/du8jKJVyluyYskpAQscYujBFLAbAAePEDq8e31C33V4PkktxMKEFVJo2PU7xC6CCovKobq4GD4cLGfZ9uXgHGLsEHzAftjDO4/z6QyTyRfOuLZtN3yh+/9a7Z8OXN1qX+blutJwFK0YQNiqqduiIsBqNMGEglpW6ZLFyl3/NptGeKvder+5JtsBPzcHLjZO+Z1rNqYLb8PVw2ZiVYhbi8Wt1+1P2z2bcoNN5bhQJje1+8WNfHaURGuury/wypUi/uu3l7958yroxw64dRZ68fKHTmtAo1WOJRl7xrrMAIuCJ4m0UfMRVAN/MUeKaZH1mXkDG1yBsl3g7ZvarPqo52hfX4AJFYaVGdAAh332A/Olsuzp9dLFDJN7dE5ovoN3iMGDwRj7Dikn7IYeu6EHg9DHM5Y1IReGS1Uc6DVV+AILL+bmnW3Wu8tnbp/bi9/6YFNst89e2NN+gi7x42al7XdaUFXfqoAPFXQIrf8Z6zxh1eec1lozxwCZgA+vocMKak0SMGtoFWstMQbDS8HpKn809KPmn259brK1jsQtJcvE7OX0ujiOtjer8mYU+eAGe7D2y4YBfrDDzRdEdDHMtQnxkSjSQqIQJVfM8sbM+q8eAIKya6KqDPKvWY8ml+3vkjca8Vyy9CXb/QuEubhububfD+yX10QS142vXsl6FMuzgCRTkuzToqBwuxcDV8ZgRsQ19Nx5J4QMVr+JGRmsZDv6NbJwfC1/wFYCQq4/KA160FwXMQyqpyaJYptTwTwtOJ0mLPNa8zac5lkJKUmz123YHhaRIoDSwTtfSSSMPc41D2pIKdr+tXle+5RsfM0YS2DVOzwLLbX0izxLLrQYJYxZT7yLWlNNH3INUNIZV8fPSDHMw2QePVm/cg7U+ydkcB2Dmi9mZ2OuZVos9LAU3lJ/yNaLGjSaBEGq976t+n8UsLr9m/KeU+AaY0CIUrgXsGLKwl5ppFFWD8xo/tdllYLBy6L1ylLdfkOI6PoR3bBDPx7QjweEbgeKw8aohgKmFWJ9LJJ3r4CqrvYrubUZ17H184Wqd6UH2tq0Pd8MGc0u1e6AmxVMQLgPATFE7MYdCgO7ccQ4DHC5YFnE4E4wYzy2iCywyhBCPS0u5YV5nGOQ2rK9UrvbPJfUBb64rxeEO/gB1fxW+xvUzX9qcHUrVvtmb6hmJPqlWlHUmuoBqUNBhOgJwUuCKoNqGB4gRBRdF9F3WgTQb96cWp9EY5Zt7DbmK93iL/a6bVe3StOyaGwq+U3h0+dGD6j3LwmkQFH3PpuliIVZicHgzDVnRo6zcEHdsAqjFv+x1xIzVcMACFBBKpZCMCObF45t8ss2QRXImcJqG7YVjKPaGZeK0A10QnQxonb8zwFZP6ZQ/CSt9h/WNi0pF2Grm6Yznj59wtOnj+jAOOz3OOx3OBx22O938NGjbqTqubKaVqSsRcQMi4y36GVsdsgKY16M1meAb8s2ZhvPNsIs1tnmjqpQ3V7qkaZY1jPDDqxiXwU8AQgkYIe8KGlrzij8gMNugHMeay44niacplVzKhex+jKQtOxBy5pUQT7Z3XuI2AwgivDUwaODLxG+BLgS1Mon/SYhFm2NpO0umrtvlKvbc3ADHD+n2bhylSm5mNdYcsQKF3BaUPKK0+P3+PDdXzA9fsTTh2+QllnqseSMNWWsSwIDcKETK3nXI/S9KIJEyFzAJdUaaVAPlo8BvkicvNNb9bHDEEINQzOjlRVdr2HUVV03cH21nqtBSx+Xwla7luSXzd1Uwb0BHVUmTKFojVKXgwFgYy822dzy/zlV/nuOOBz2WFPCmguSKqCJi3gO1hULAR17IHbiESHRpwy0FGaQgicgi2LFGcsyIZeC+XzCMk3wsROPXY2huHHd1/0G66pNHjv1UJhy+KKRyIbqdqjqluVPWD8rAHXSh85v+RUmZUgBFnkPHyUsrVdygH7s0fcDSs5Ynk9ISeqGiWcmYDfu4EMAmLAsC0rJCEFk3TB02I8DhqHDYb8HEfD8dMQ0zcKuNyWcTwu++cv3+O6771ESI61FigzvJaQrxo28wooD2xr06qVyTtjihIjFa/ihKNneOVE2Y4TzUuDYgJG7LvpKzTwyUht9g8ihywXZpRqSywR0Qw/nPYYkZTPWlFDmpCRHE84kXg3nCCF67PbiMVjXBDMa1dzJtcAhg1BQ8oiSCWkR/aLjgt1hDx88kIDEkrMdtabWNM3QqSoEGdyAKwVYMtjity2OJIza1jeg8tuiejZZYOD0t7A3k3MyL/sO+8MdDocDfPBI6pXqhxF3hwNCjBj7AZ2y6J2nM3JacXp6RFpmTE+fMD9JOYWSCog8xv0rvP7qa7x5/0e8+d2/4O7+AcPD1/C71wKedM2zF4lNxYEoA5TBWh6i6oiNgUgdQhCwWu8EIvNQa4hRNdzoWmYCc4KRkBQzIKrBwaug4uKQyQMOCKED4OB9h6/JS/4jEzIIj88nnP7rGykY3w/oSAwq2ZnKqdEzjuCc3EilKNIoKGJgHDp0XUDWPOd1XXF8esKaEuZ5VjlgxcW55gL+I9pvGlz9UKfc/uwSXcs71y+2P8wasy3izStjSlarBF1SoTbWrOaa6OLXb29k7XsVPG0nubQ41null/dg+1QDlLjGRG+PmlhaAaCFC9rq26wXLzxdek2ttWL7Z4qxvd9YQXi7OOvnrcOqtrPdKVM9jylKdSxvKPDX3pKf0j5nmfoc9rIwoJft8t32cr5sK3ipAP7wYc0OzAauxfJtye09gKjWo2D1V5wp+5feSwPBF2qYSWf9KQvXuaWn/ZgJqPUot79jRpCaN0QNQQC2ddW+h3Zu1eu5cveTjKGoV04KFhMwdBEMEcz7sUcpBX0M6GNA9Jo/UuRYW2tMuPSeApVgZlsJEsYLiLeKWHMp9Ms1bKpdB3WSNKDKhrQq+39b45sTkfWz7TfbQ6iC76z5Vmcs8wlJiSy45ubpxkXG1qeUwG5TpmXTFoAl4aYStlKceG5YgaqQ40AUV+cux//Go+Jqmze4GqNNYPzcjrsEVp85jJr5WEWayUiVfZKToKFYQUAKUwZnMVhxFuAteSsOxW/yc9O3db3Wm9/GC5DvgiRULqek4WTboTeh+I23Ki7FJhvbfLero1EnbP0bN/4udR81zxXUc9XOz9bWJtNJPVf+0nMl17kpgAZegw9IlVBBiKcs50m8VkLoQDCcL96rtGakNWGeFpxPkyj27MBOgLHMSd3nFAQ4d+nBMn0gKHAyPaJGuZi3yl95sRqvFeyZcTk2LMq8YwZ7yfUyQgvzWnkvtPJbGKBtDKhep5yCzA09txkr2sEX7xWpLdVXHaIUMcaVEque1M6T9n5MypXS6h2besHtmoWGlhE2K0udnpdePZtbvza0atdBe10+CHtd3Vu9Q8pJDYhQhsgoY2JGaB2LddWagMuKZVkBSO0oAb8d+nGPftijGw/oxj18NwKhByGDWXIvmQIYEiqMGkIn8vS6j1hlUe16BmwvNZ3mwghej7H3dA9rN6nG4+iIUOo8Fo+oGWTGYUAIAbvdDvvdDmsuwjJZJT9v4EllShvl0nrrSTYUgEhDaiWnbRgGeO+FRVBBldW/+5ye2MruL50HP1fP/E2Dq8+1L77ZRlFsvl0/IggC77wUVHUoGlPOWFiYa4LmMFX2rCyDUydGaWs42ETbhE/11twETHZFG4gRxaNUBqnCTjYFUPOe3IU4mFSZyblaiywWvZISGCMc84XwA0OO1TAfS1AVBjmrdVMqJaqlJghbYBNK2SzIegzU2lwFZbOD3xoo0S71T6qA7odG+m+Z+F/abl2yjVf9n9HkXVE95pL575dvG0A2a7dQAO8DMKqFLXZR49stTCNLnQr1Vkk/a8iOU6MCJAcPToGC0WwWu0PajP5oAdPVvNYN+kV4h4I2Uk1FygK0CqutWdmGLxpd9n6FKFSq0gVA2d5kHo5R4tXvhg4Pux6OGQ+7QTe8jOfTgkS6NmgLBd4gEaR8gEx+AZ7EYBLl1iHB04JAEX0h+CwWYFJLvlM6e1kXct1F50aBkBwwCJkc3Loi5Kt7rvd7rYF9QeOtz6pRBdA1RvWacs5Ynp+wLBOeP32H44e/Yjk9S0jguko4VSlILClngHq/SJWHvMp6LQnMRTyjRT1XOatsK1JnikhzpDbrtDcvPxpQ8EKHN8VdJ181NDQKgMk2ramFC9lrm7jJtAtovsmaxqhk66v+Rl3mjcmlapBQAKHKN5GwxjkPeAghQ2GkkjGdn0Xmpg7rGoEyAGO3KfDNY4OiDFQrdUbJKwoY0/mMp+MT+j5J8eYmV+WWdLR12RrRnCpGtm/90HTaZuK2112GjG/dTk72UftdwJLlbUzk4Pa8IUTErkeM8khYFTBYmJn0dXBSY/J8esbx+IxSCnZjBwJhN/YY+oDgCTktOj4ii6Zpwjd//Qan0xnHpyOWaUYXO3RdRAgiK7hkOAqImkhvUShBGfy88+i7COccuhg1RNEh+FD70ikQaoFVGzJIoM39ebHZSb86m4MAXAxSdqKLiOq56tcefvWS78SSt7eui+oBWmZjJcyzQ84RXd+p4gAM/YDVJfE6Jdb8aAZrjrQQ20heYkihAi7nHAIRYgnour56mlQoiixj2mRN2TxXdemoDKm1j7TuRq0B18w126P+vrv8ZbO9qgXKXllQD3fisdrtxzqFu65DRIdxGDH0Wjhdx9eMUTlnLLPUoJymM6bpjBC85kP3ePP2d/j6D/+KN1/9DuP9O3T7A1zYg9GhtIlpTeQEyKtNWkMGIXqT9TmX7TUBTQ6lAceNYr2CKLLfEPhjexNDywWUbd3a++QCDCgatWDHgPcB7968AYhw/+kRz+cJx9MZSwGW5byNL0wHhRKqecDKazAjcUbKq8hcL5TtXRfx8HCPnDOGYUBKCafTCafTqb7OWTxb67oq2M91Xt7SLD+nT9r7VUX9wsn4TweuvhxY3dxW5KPm4UCIXthLuKzi2laLjSOgcw6BXI2blaR1UQydoBPdFTbXdbvZXLq0r0xTtodXdVGSlku1+mzJ1MzyKbOFK0IZZ/hqs6wdtVWwNouzAS1sxxlT3EbLvbEAGVCrSK72mwErt22oaLwMvClJRhovDJ63Nvutb6iduAqwbg7tD1gmfslGF/9feq9evK56r74wAPFTlWE05/iSI/UyHESR67uIXR8wDr0WNAxw3pQbTea/AlYgNUgZuCKJ85c9lsSro3lIW5m4Cmtqu/Ywvox3tv5QwGbKdJ1DNgHaieCa9WEsguVyfVcjCmvolJ7XS2WCITo48tj3EfdjD2LG3dhhXXuczyv64ECJsZBsYwyqXqqqBzpWye/ktWOAMoAMohWBVgQsiEyIpcCzPIgZlBdlQWIlmxEVWfQchwKPAkKCB9YEX26Bq5/XbG5qkKLWuZN+FfmncztnzOdnzGchsTh+/BZ5npHmGSUnLKvkqRTSMBCiOodyEcssgZHTpCEcEmYEZiDJc3EE9g7sHEChMpN6d2nRvxjWOrx8KRMu1hrXz8UIxDrPZRw3q7l5TkozP5u1ZmCj9t3Wh+1UJjP+EGDFLw1c2awRHL6FlAEMXySMnEvBdD4j5QwuK3KKkMjdO1hEgPzQhuZkOjYAi4GcpS7dPJ/xfJT6Tvv7V/Ah1vw36852JVq4TBs+Y8Dqx/KtLloDqAx82LPdhL28DhOX27tUpIv2vQ+iuMfYIcQOUoqMtO6ePChoXqX3WJcZT48fEWPEYX9ACBG7sUPfCUOg9JOMOwGYpxnf/PU7nM9nIcCYFwQfal0qKdhc4IgQgxXDlnEPVovNe3RdrNToEtbqa6SAM6CqHiZ7XXOxajHpbTor9LzoX+e99omwUPoYESwssJewwH5dhJUXBSE4KalRWT+BZXYSWjn1sDyZvuuVUAswb6KA1wZcsdHfx5qH5dQwUkJEFzsAVNlB2QCWjpfNtRdkSAxZa5pWQayawgsjHDfe/F8TXm06nAErKwx8uLvDw8O9hp+KFz5GqSc2DAOGvpcSAOR1votulVPGui6Y5xmzAqxxGNB1A3b7PV69eY+vvv4zXr15h/HwFt0o+VaMKFJL5y5xACFJLSqSucpGjmJh7TpuKKZH2qJrDU3QPlcZU/kFHIC2jIalyNjf9mS7B8t1OCsOJPtzBCGEgjevX2Hcjdjtdvjw+IjHp2d8++kR8/FZxtbYTTPDWNklr2wrn1GykiIRwfcdXPDoYkA/jmBm7Pcrci44Ho/o+x7LsgBArYtl+a0pyS7Y6r821tevb6Uc/dQZ+JsGV7dAYs2r4ssDpU82Rd80RrITKey0ZD1zqrZkFoklZthRufnb1iy0ygZts9TwFjpUx4svvncLNb9U2jfLQr1VQq2PQwWbl+rq0YKBa5e2bRCOhdJa0DiZVH/Rz9sE24TiNY65uE0VmnZQDR0oTXgYrqADNd9v3weuilR+vv3dk15/8ulvg6Mvv87PHfdywZMmSUeN7TcFwQdfw1GkhLb+Y96AVTOPARMocpyxT15eFVdAtF1N8/fFeW4IqFaTuL7bL8CTdQa1+2/jKbB1Z/4up2vHVw8CIXph8uqCRxc8YnAIzgn9e024JkjdEDTzupiWCGKhEffIiEgIvCLkCSE7xPOKSASfC2JOcmyaQZp35JQWl5UXsJCv4Kqwg1tW0HT+4Y74THsBZm0c6Godm8JCpPl3YuWeTyecz89YpjPWZUZJSxNOzFtpFe1q28jFMLOKkpaTJi2Ld0WQpHn3je7dQq1uKfI6q2qB5Isb2jZ9bPOplXXApbepzmhWJRLNnDd5bFZ20zPMIHUhW8tWisC+c3UM6mewE20qTV03aphzDk4V+Dp3sV2EYimY4tNeoA2fMbtarSY7S9MrFzuLtVKKFMmt9ayEsvs6dO12u1QyKfLYHgAAIABJREFUZEio7lN1f2O7AeuXZpPRWzFjCUPKnEhdqoAQOoTQwfmIWpzADH1oFKAGHNr7VtPKyCxYw1NzzliXGfO8SD3AecK6LPU78hAiDTuHbwhGai6g21IINiZdV0NbW++feamouebLtgk9BtQqfvXelbyrYZNFfovBlUQh54QQPHJGBUYtFfoyz2BmhNih6/t6nTI3TZcRb6+xANugisE1gbQItnMCNAuj1rVzdR5vc2PTd1qUbyaES2V/+55ct9MlUfjnGZt+Tn72tWHcOZkTfd8rQZSQWITo4ZUsKsaopCJmoEBdq6z9bwaonCVUWkIMI/aHAw6HO+wPd9jt79ANO8AFmKfIjEWVAt9SP3KBU8N4Sxhl4Nm62oCWMGXyhVJ9YaA2/RkeVs6CiwOcFnUuajIyrGuyFKwADah5lNjMpFYmYeg73N8d4MjhvCw4zzNWlggxK60gRntdaw1TLCDz2RQFVlZBM2iZAyOoDsQsa4J13lrEjshpArJkk1sftOkLf8vcuW6/aXAFXCrh22v3ckk2Sh9th22fuWaDYqlN4QEEp65+IiylYFkl0V08k7L4hep3AygyybO40ktGyUApDqXoxLi88tpkjWiYVAMEbfw2Fp8mlJBIJ1K7PW7Kq0yedqEARBLW5eErcCOQMqlkoQguRTD8S73mUiFoFdmm/+S4RnlgVsVpe/bOoTCheAaThMWU5vv/f5P2BbjiRTPhH0NA33XY73egvGI/OOyiw9CL18pHD3AWl3iRnJqNwAQ6KQ16bTVKslk/VZ02lcqB0dYgKbgthEzxIWgpAlVta36B3YfpXISXHdEqZGiP4csvi/ajT8oAKo4LpUiW9TwGh30fgVJwP/ZIa8JzP2PsAsgV+ERa88qB+TJ/BSWBOWmYU4YvhJ4n7HDCLh+xWz5gh2f8v9y96Y4kSbKl94mq2uLuEbnU1svtvnPn/iBAECSHAPn+T8AnIDAkyMHMsLurcolwdzPTjT9EVM0iM6u7urv6ToFW8IrICA93NzNdRI4cOed03Ri2zLRtnO4rUhJ1VfncmhM1bjqn/QDiKS5QZSBWoSSIW8L98Q9/4e7/5RHTEyuOqLH0daWJHpQcKXFjuV750x/+K7fnD7z//g/cPv6gwWzScZIKpKIc++xErSks0cw5sq2aXLm8IjWbCIMFRY0WlDwleDyW8Pqj15+wh9uH86z7vT7+5kV41hK0w2JVaumkgraRtsRbIzYLVrKu4ztQZoFkS5za5tx6zuqB5mTj85h8VlvjNB7U3zunVKlWJWhiCF11zHu80I2WW1Km518suciK8JvBvXoINRGj3Hu+upJtv06HGWQJTYqR6/OzKslZv9LpdHpBZ+v9Ul9aqsVW/har2Vxrwc8+RltAtAfHLe5sdPaWPA6DYxhmxvHM+fzIw8Nro50NQKKYbLiaA+v6k0zIoZSMiPbunU5asT+dJqZ5JMWV+3UhxsjHj+94frrx7ofv+fDhHTEmgheGy5nTaWY+jYQQuFwmvS/B7cIrJmgRWj+XqZb5g6CFc9qP06tUVp06Bon9ytQ2nqtdz+OV+zR8pW3sKose1DtpmjMhB8iJ4LV62EyU78tqZsv6p0kcMSacOF69fs08zyreETw5eHKOpBQZstEgvdc11KhU27ZQamE8nRmGAcLA6eQIITNPM/dhpdYN2bJV/vazbVhHjxtqg7ZFY7kDYNKp633U1J6Q/K3HXwu+tvHf+trmeeb1m9eM48jl8YHpfGYYPNOk93+aJhM5C516V4sKTaSo/VXburJZUl9yxjnP+XTmn373e968/Zrf/u5f+PbXv2eYL+BPZAKuCC7tlcRaMnlL1BiRkpCYkJrxuRqjRPreLFgVq1RjHDSmUeuH1b3ZW8zpnKcJNumcs6ppo3kWBbxMG8PuZYv3oi0CgNjPRCuSg1VyeXzFv//977kvCwiktHHbIrfbjVoKTgYTodKHWFLrfFAT4mRsldKk5h3VTCiDD0q7nueeWG3bRoxRe7OSCsE4Z1TBFMnWJ/ePbCv5xSZXbaM4ru7H6tQxuGhzp3+1RavTE3pyJbQd1wOuHpo0RZOvTr9r4WR7iU83/bYE9h2oIZjtKfsGLK1KJIdffbrrfZKSyYv/7YGErcV9Mn3emSQ7kthP/1i5Mi2znuC9vI7SvzHaT7s2nx71sIDW2jcCDtdAE4ADo+pwXfrpfTq2hX3TffnMf+jxxVN88X1Dvb/wDPnCH3zxVb78o5d3vr74V/vJEWTgcH11I2+VK+0x8F52vyCnC2P3rmpIO/R71W7lXt1qXkC131swAQw5jtCGjn9yQra4ckTK+tivP3o7+5kfF7w2FsQ+aDdrts90fK19jz7MWzot1VvlqtGJGh04eIcvLTGDncwKTTxDczrpNDCH6nkGCqEmfFrxVPz9hr9H/LYx3O5IzpT1qslV0kQGBAkjiMO5geJGcgFihZhgXX5kLB1P9Cce/d62a9IXSctdFFlNKbKtC4tVrXKMdtldy7+NlnxI3Nr4KMWSiWYarsF+bclVGwa9GnoUyKk92KxtDe6fbw+4pB5Sr8M6/3JdPg4A+jjsANPLLKOv1y0IafSlhvjXsveqNsGEvYdkv0FdHQ1LGo4Xvp2rvPx0rW+1VfD6fNk3kH4KfQzWlxWgWsrLoLVdhfZ6/VK0MdySwNYnZ2i6oetfovL++cMS4r4MHva/Nura56ftV/tpvnirHswGfBh6NQQ0uGtiTMfz3JPRtte8FMJoFhS1Foopi23bSozbbt4aRqs8qYl1ODy62i97lfXYf/XyZ01q3QJcaayB4yfmxYl3lkr/9/6UfgWP+6y9klaOSveT88Hjk++S7KU6WxernbtGNLno/NGkq62f+tm1LXK//y/ooVVtFYrXSrSeMyaoQe8rE/EvzvX43YsoRfbr2ve+F5focH3+6jH59x39vJ2zSqq3isjIMIzaT2UU0HbezTbAO7efSl9bSgdrsgGOiCZwYRg4nR+4XB6YT2fG6YQfRnbwws69FFVcLbm3bLiScV28jL7G2lsfriVWudqZSG1dU6+qYwx4BKmOuyefB0htfe7x4eHvDpT9ts4NwXM+qaLsPI2MIbDlpkFoa1bvR9SYvBt120OZiYc5U/d9BBGzvQhmKeAteWostF39VH3exCp05dOT+uQafh5f/4XNuR+/yOTKC5xH/XrImEyed7/YIiYJCR0V1CbJpkTTnhwQr2aE5GSDFczlEaop5VRH84fuAVTVi+QPj2Yb1N/jgPK1hdyJ0zK60+DE2R/UYhPwuDh3WdZdAKOhOfXoAV/9HiRVwFdwJjlp6OtRybBl+YpGFEOaa5f2zaWAZHwBKYVsk56SKU76oqy9Jfp6tV+6ag7bpQciWq3I1KLGQd5hAgF6wXKtukb0oOd4HDYYjcToN/6/4aHVnEbl2hf9zxKKzz7nlyfgF8+mB2GfpFSy/8UePu3BV0O+T/PEV29ecw7CxMZAJAweF9QfpfOuq1EKSiUlFW5pG4C+qlauqplMYupxGkBXxOidvaLZN8gDfcrk+4Xjc/dKszueH5UiWg1B9jPbe1gqUrP9rSFXfYE9BKwi1gSrkrEdtQOt4NrnmIPnMo8I8ObVBZxw3RI/XBdkTTytq1XsTAWwVhVFOCSlzZcpDPpar84zl1oY/vAnAoL85+/hww2JGywr1ExNV0q15CopFUm8NoMXCWQGYi7c7pHnlNi+/+OPjp/jGPpLiOyxf6hvlu1vbL24L0/cPr7n4/s/8eH999yePxCXZk5pohU2OhHUfDQWW/sGzIJd54NUnfvYuEl53zgRyEnVx5Cu6rTGSLXgNZgSK85UqJzDV5W2drXaxgu+dYpZAEQL7ETYufo9vH8xa3owVwWqKqzlBClntkXv/7atJPP1akpgMW49AWlBvWt9Is7t1QnXDKy1qqsVCvV22VvAdR12tVriL934vQMbtKBKN//i1Di2pET1UU05I+Qq2u9WnUUf2oSuth4tELETP2TIbf/xVmEJPuCdJzjfK19fGl170CO6PvRgxCZcttHQQBlbXxB64HQEqUQ8gjCEkfP5gfPpwmk+M88nZXI4MdGUREwbKi0O1MK6rD2ZOZ8uzKeZcT4xDgPim5WJrkklZW7XJ96/+4F1uTFOwaoPKkAwTxPn86QJyuAQqwTtogbe/t2EKtz+1e8UQL1AGla0IKGBvHvwW6m52q2x6yf7rtKuZVfbK9rvWG3fFOeQEPAlI94R0kgthZRLF5lY3YaI7sMqYQ/JKp3DMnK+P1twWgjekZN0gEC81wfWmVmFuKyUlJmnk9GoQXA4r4ICp9OZWhfcfaWJazRgoC9TtrmrmmMwamG7rvq7Wvdr0ppwfowW+Pe1A7z4UN24vCU93nseHh44nVRw4nR+0ArleCIMOk5aZbL1wWs1Xne4knXfSEk9A7f1Tk4rOUfmaWK6PPD2m1/x3W//la++/pbL62+RMOu9zQtShJJMGj9tlO1GKYl0/0iOC4HMINHqN9q562rFk02N1JKxLZPXTHUGTTmI641tu6nh93TWNVQGhGB7pl6Z0im5kMvxavESqNKboT3b3qvyZNZWhB57iCopllp4uJx4++YRf195ToVYCoMllqVCNgqieiImggDB1vwQUGaWKnsqYKTsrSE4vJ8IHu73Aa3yVxJaeR5MXfN6u7FuKzlltk2sBeJLO26LM2zdakDiT8z1f5HJlXMwB+2RaHvDMaEKsiPRwdazhpl4+z0CBNFmv+AhjLqYRHTQJQ30U3Hcsg6eWlum3sMJ3fzqy+SqJVYtY35JrbPFXHbRizZgG12v9crUnlh5O7k9sdo9XdrDmwyn7E2eBcQZyprU3+JI5XNiTaiU7jWCbepkh3okCC7oJu7MGb02SdciUIxaWCqtoqWTpqG8paNj1b5vwbpzDt/8ghzqyF3rXl7mk4D6eAg/eRD/PMeXFup62PSOidXP9w6d4WavzuHry8C4/cbuTdUNYRgC0zTy6uHC5AoSrxAL3hIr8aLULktYqq5emkR0QZT2brsSWZfRLjuNUAtHtrkju4quVXSOwaErgpgcs/iXZyEtEO+Pdl77+XZJ66IBQK9ctR7a48Yq0qOZXcezzeLag8XRe87jAMDDZSYLXJ4XTvNEwRF8Un8hObyG2OaQ2QUYjBo0jwOXeWQuhfD+PS5m3P/9n5HvP6Kd5BtKybxSSdQcIa/6Gf0I4qnVUwiklFme79xTIj2//8tj6ScHFvVwbY9/o/d5Xa88Pb/j6fk91+cP3J4/ktYVsWZopUla/wVKT8tp00JLqKYUdZwd1leVM6RIBbyzhMdMiKs4SsnkLF3JyYmjeAvszTRTimoriuyi9+CUNiJykIBv6lKW3HSYoo2CnloeroPKGJu+CylW7qsaey7LnRg3UlYfuVwy67aScnpBd/USTBK8Gdo6BlOQa0lWfzfzdRH7WG2E7ob0dk9sfvcqglWntL+qJa1JfdliVapmVl6e2gG0fUPlS2ywcJgQO0ZhaK9SFd0uLMLLeuDnY6+95A46QEtkDkCLBVbFEkQ/VJVWt4ui+7YmRyEE5unEPJ8Yp4lhnHRFsiQtl0TKUZMru1YxbjT2xTTNTNPMMI5KzTsopGpVMrPcbjw/fWTbEsOgI2o+j4QwME0j82lU0QgvdvukV6DatenJljjkILHeDJB7kt0Sqo5pHK5ntT6iQ9ZRbe7sAWl7yAvhKg2QvQ71EKBkfAiUYSCkrJQ9tKrUK4VFVZDXtJFLYVnvLOuN1msVnBDlAMY4Ay7qvi6nLXblYC+tUqfzbxxHxnFii2aGzV5pEKouzbaYCgZOteTKuz6eXlwLAwNhNyb+eY5Px7XY+2vi4c182vvA6Xzh8fEVYRiZT6cubOHCgPN7QKoyZPrSzcy5lEIlk8vGti3EqDTNkhPD+czD4yse33zF22//ia+++RXz5Q3iR0QKlNUGiY73vK1s92dKjsT7EzmuSnUPIEYJqjYnpK2/DexOhbwWBeKDtpekbWG9PxHC2FUQVbl192dsoHhFx18+BGNiQXlfJZpapHNQvSXIKoLRug9ACMFRCZxPE48PZ7I4TjdVx50vD4zTRMqFdY3kWom5kGu1fkzd451X5EKjAl3lkiXfg/fGCKmMY0B7fhtbQnDTdIhZK0mUFk2RLnjzMum29dvWAAXK0k+OAH+RyZWuR42Hrw9NpnQQD0HHiXco11ggOEOVpbYk17Iw23uDKXdFvds56WNNlWXJSFZDts8wTjE51V5VOhhdWiNrQ1zbxtk2m9IUipyForVAVVUf3eGs4TXXvtE5aTQEQ0VAgzGHDuJ2TWxTdIYIAt2dutMzLOgtqEIV8rmYASaRXu29LPYm24Kee5DVpu6Ov7Z/N9HpjAZjqVRy1dfQPivRhO04IQ0R00W13efDIvoXxu/PL2Lx4294DB2/9NxPSA9/8dj3kdr/GkN3fsona097UXI/nwhkypIokvDB94rmuq6k5U5eN+L1piqSmzbF1sN4FWlaeab0BmZlbcOkYuNYefXVKbrbF7BexcwUzab1PuWy33ebJwVBXCVTyJItgLLUNWcoSdF9k/MWQ+LFgVhw3SpzqtJVbW4G+4yKKFp0DoYyhyEwApfLieo8r15tvH5e8MPGu+dIqZUtw9YUNA2d905wLjBfZr767g2Xy4nf/ua3/PpXv+FNhpDA54gE7UfQuaSIWiyeQtZwt2BQidbYGEb8MDHkwskLKWVCvMH1Lw0e++cn8+AnUWhqoRStzGzrndv1WYUstpVkQgca3EgXcdi9xTM1J52+xVMs6dzTAlshsiKoTYBIDC1plJScYntBSlKj02KBaxbP6sxbyCor3hrphzAyFg3QZjeoaXSrDvQ+DmHvB23ftVWmJQQt8K9Gi0xsmyZXKakAwi6goEh7v9at8sPewC4WnOaUyIIGwN73T4F9OofDiz4QutpcsxA4zsceZH56+1o/md2jXWZrn6v698chI32Z9d4xjZP1bOnrjOP4ot/qx9azvVr82ZDqe9+eGBwSLUCyBm46HfV+Kc1qYJxmTucL8+lECAPOeUOUG/Vpr+gpxQkTahCtNAQTGuiKf3pfaqlsa2RdIikV9bMuQlP3TbFYlV5f0xlgpf1VgRDAuYo47Yvz4pQF431P7msP9qQxOA3zb9JaO0Ngn8Avv+r6UA4JpX5ObX2txJjMJiYZralYL1IhbomcMjnrOytIqwlCqYVUSl+ia9VetfttwXvH6NWrSQ4iJi1hFeeMyq9/44yZ0j61cw4PTNPE+ZxJqVjPWaZzIQxM1aReB2CPc/rcEZr42LGq+VOOvzoO+MJmWrFqrHe4EPDDpIbPYcSFEfGBKl5BIbunmlDpxFcRFquiV6BWSlIBkBwTOUVKVj/FEDyn84lXr1/x8PjIME0HdU9LKEsEMiUt1LyR40ZOV2ORbAgRaqN5Vmo064+acUbJJilDa1sK26rm2mVU4CquK/fbHR8SqTQp/QkMvG93+KiY22KfHpuzAyMuTOaxV3ulVZci6WOgtpgUBdtCCIxBFTqRomMCI+Q7p72VUvvfltKS9NrXWxHVTXC9YuzAe7LXPnR980aLNAGYCvN8AhHWbTNT7kJWlYv9PEV6BfllvPbTj19ociV4UQl0sQ3To43p3sE0wjDA4GEaKs7BGCreVbyvBG+I+SCmrlNxTqkZzmhOMTpSEp6XyvX7hVQOqieHgN95M4ULA84Hk1YNvRlUjUg93pI8wJA6LbMLluCJolDZvCNKVW50FUfxAUQOKOYxufJUHGGcGOYB5+iNtM6JUicr+DD0rLyVOUtXmLFAp2oDutIBDsFG1kGXihCzIgaL+drErPSxXCBXlYnPeDKVjCPhSBVSFVIV9TDIhVRgy9VYLbsPhk7JFvTsd9yunH75uUCqn+H4NLH6cdTir0uw2t/I/u0RLDm8/5c/lSKCurid5omvv3pLukwsT7DdNFgqORO3zNOHj9yePrDdFm4fPlJSocSs1BToi4azBGYMjnFQ76EpqNywF9HFFEeWrHPSj3iPjSlFiXZDU6NyNbCg9aI0cCApcrvlzJozuRZtNK2FmiI1msmiyXprFUznepMlHg2l9iEwTifEeUKY8KYy1q6uF4cE7Hw8Phe+9QOPKZPDQHaBD083nm4bwcF1TbAmCkqfpFamcWAMge9+9Sv+p//1f+bNm9f8j//dv/LPv/01/t1Hwn/6f5GyINMFOSVq3tiyUGvillZSKeQt9g3Rk3FSOV9Gzq/e4IC3JTOmzHm7wg/f/5Vj6c+PsX0cVes/Wcgp8vTxHd//8b9wfdKq1Xa/IyXibP0wdov25dRKSZEcVy1EBfAEjeazBVwmcSJZAStF85X6Qynac5YzGyhgxQ6iNZWqxhHolDsLYLxTGtflUghh4LWbmETwOILzfaxp8C974GWJTPf9q3outWgytG2RZV25Pl9J2RKrmu2aqVz1PFgy5FWJs8/cqt5CMa6UolS1Wqv2DIVBzymMCvzhGZxQfGH0gSyF0YKM4HfGREdXiykutjdCA/SSs4Jdtpe09d0g40/u/uH/xpgYhxH/4HsgW9Hz0kBHjm/3hdG0s0g6++CwjLTkqlXENQlqdLdsbgYamnkvDOPMNJ54eHzD26++0crVfMKFQM0Rsf62kiMlKQ3KB0fOhXXV6vo4TcynWelpZl6q9PRCTpWnDzfutzvLLZOiUPIuk32/J2qNOLf2Pq1xGk1qfWKatEFe3EgQx+AG3DBrQhIGpS06JX42AEHA+lNbwiufJJ30xL3dm0Qm1WTJlQWldltzyizLSs6l94zpODGLg1xoct/F9tcQBoZQiDlR02a+R9p/e7+vlPKecRz45u0bk5ZvPbqt6urwQeOuFBPr7Q5UclSwy4nggicQeP3qFdM445zn6emqSpT1KPSiSXDzTHwh6CX7lgAG1PRK1TEe+8ce4r0m6OPEeH5Qo+DTA266qPS80Y+zCAkNnNt+No4j8zT0+KqWQl71PsX7je2ulL7BC+IDX331lt/98+/56utfc354YDjNuOAVQCBCulJrJC8fqPFKTpG0LpZ4ZTy636aoCVRc75SclL2UIlIrPivrI20Q18o0jpyGCsFze37i/Q/fK6vLfQAciYFCIAOxVo1HO915v08BK3SIMDiHc4Hx9MpigcH2XrrATrG1oFVeqTAMgfM8E4twOUW2VHA+0IoKupYrMO8MHMi5IKXgbZ334vCaWeGGEZxTsSWLobeHB6aYeJYrtao4xziMiAjDOBKbF1ZqwNrWBWDasSsJQqvQ/zUR3i8yuWrHDuYrsnEA5764+B8zWnH7BqsVHuO5iyYU2VlwatBM0/vvyFz7Txq31jKkA3WvN7PKcf4faBKt8l+aW70hUVWssoOp6Cnu20rLDTnS9ytUHIN4GLI5eh/pf/rm7fuj8o6I9AWgXbLPHnVvyM6lkHImJX3kUogpq9pMbrK9lZSLPX+n8XfL1MoB5a4mFGYISw/0DqhdRzi+kFn0cfAl9PbfLgP724mAf/747GwPPzi+Y/3yU/ZAxxSrXB0pw0A1znipBcmKOjYzvRgTJWVyLOaDhsHOGGZVycGRs1ZkZVKzzuqc0VHKQZnIkh7N5HWjL81Ly1EoOn+yBYmy1xPa+FtT5L5pUrWlTYEB682RqkmI1IpzFSel032aBH2r7opPOFeBQK3q36FzpHaGVq82izCOgPecponzaWKLiWkMDIMjJK2AY3+rambal/HwcOHrr77i7ds3vH7zlsdXryBW6vxRC9LnE7JGXA247Cg14WJESkAGoRldVevvZJ5w55N6lKHKTr6hbn/j8aW50QHe2oLVZjK6miz1auIG6rPV0MdqaF7p3lD6VWzc1Nr69No8MTp13YP9Q+zU160mMrKPhv1z934dwRJrpbnVAj5kUs6I89YgrmOj1oPC3nGmyOHc5bh/tETrUxpbe36T0Nanq/Q2vcFdX6taMJzJ2dgDcngTO48jZqf9VdKrzl4O0ucVOpWtb+ZtXdwTr9oaX80G5BCxH87/07VC9othFYfj1eqfoe0Vf259lc++2cGn4x79hX9T2scQq0gOBPOzGsaJYJLwLyJujud3yP+q3n8R6aICLUFqlT0FmCKx09owCtCe5PRKEUXtELLux5IzkjKlCltKFCDETBgSpZqAhPW6VWcwsPWXuh6YHYQEju9Z9p8BpJLYqiaL2RK/nDTByjmz3FczRV2JMdL21PYirY9rz69tXOVDel019ii5mnKgJYOHeKb3a7/42Q7Ulq4yS481QvDqqTho1VDX8L3iqFVCDn2Bbf84JFf6BB3tbQrJMVr4eTKsI6RbD6+79046A9GDUp6dt74/19k99FhrN4R2zivt2dbOnDPFKuClKJ24iZ6M08DpNHefsibXr2WWTCkRqRs53inbTc3utz256l9LpJZMXO7klLpoklQYiraz5CiUKNr/XrLdf43vFGQq6rFYAomgdDy7xc43uitm8q6+r16E4D14j/MFl5rvltLEjuN/F8863IO2D7eH7EyCtgDr2muU0R5Ty/4cu5eCfTYvZKtiNPn3WlH66aEir0CdMsCCiZN0Be/DXP30+FvizV9kcpVL5bYmvWg0mhx4p8nPsO2UQDMuZ/BGG/SiaLqIsuhcxUvFS+6bvlQFznOBNTlSdNSM5u2SdfDITtnww8vKlTOeqndONSUqiG0amqjoJpAbile1SU+5mxOI0kWUJqTy77lURaW2aImLoj36vorYnh/U1ft8ujCGgeA9YwgHlFY4BgqlahKUciKlbLQCbcqOKZJyJsbE9X4n5cT7jx+53u7EFLmviyJlMZrZJergXqtKSlclMRRDgWMRUvVaycKTamHLinz3Xi6UcKbHJ5CV4hyHUfBvlzz9t3m/Hz/2bVMOG0D95Le1Ly7BO07nmToIo7wiTY7gKtu6QclKG8kVRCugxReq5E5dSFF9ONblTkpR+61KInh19AkyAAAgAElEQVTP4+nEEDyvzhdenc9Wim9N3kV597SKRe0qXDohNKESl1GetD5KqVyXhRgTH6/PvPv4XgMcUWuAeRyYzaBznvTr5LzRhUyqFc3nYkykVFi3bHN+RZxujn6c8E44z44hCHjBB+1LufiBqQhvX2eWmBmC5+2rE9REqZklFjxON0AX+PWvf8U333zFP//Lv+M//G//gbdv3/Cbb7/m7atHePMWHl/BuiG//z1yuyM1InWh1sxW7pQaSfc76XalxMzydCfHTLi8Ri6vGIeBy8OFrRYe3n1E/o//+LMACMeRAyZokyL354+sy43n9z/w9OF71tuVuN7ImwZxUjSoTGZk3pSumuw3ggYPTezFDG53e6qKtySyfY5xCJxPJ4Yw8PjwoCIKjetfsaAScnHk2mhyLYDUx+C9Jm45kbeVSKUmD10CWzdY8doTgyj7oAWI1SryJUWa2Wqjgp0v58NGu18/3egPvRmGwOWq/PtxDJzmUQNio1WmpMAUzeATTWgKxfzWvKpXmt+aiJCzisiomt1GLtE+h9EpzUYjG+065UKuQkorMS4MaeqCNaagBK1i0M7B1t1PPQRfVPoOY+fzAXUIuo/Nxn2svgTKNJfTVM7ZSPRuYBomwjDy+vVXXB5e8/rN15zOj72nZZforlYRMHC0BeVYIkohDJ7T6cQ4DmbmK2xpY11Wbk8feffDH7VydX8mp5WUCzHq/upCYHBB/a1GHUOY6tttTXy4an+hf/cB59SkfRoD4zjw6uHcBYXmSWmJp1nVB6dxONATLfEuB++ppEBljGqAel0XnpY7MSeut4WUMtuqa3cpWjHqglXWGzRaf99gTJrWY6NUXkHVSAPBV7JkMEAtVfWlc1UUKLXAfxpHFQOxz9t6ozQpzaYqqcwEnBBQ0GGeJ8ZBWJeNh/OZdYvao5gyXTK76gjg4Akq8AL4QirV7AZUBEEnvfPyI4Px7zuk/U+suu6VChhGHZuEkSJBr6P3JhUeEO91vTjNBO8YhwEvjpg3ttudFCO3pyfiuuqeuq344Hh4ODGNA2/evOb1mzc8PD5oFVyglEiOkNIz99sfqGlh+/hH0v0D27Zyu96Mzmn9oFHVXWvJ5HWl5Exw2gnjRTiHQHCOKcxMw8Q5nXnz+qyAVnUEGbmtC3/6/k9sMbGkypYglcqaLMn1OtaC9yoA4z2vHy7M08h5nhkv5z5HKxBzJpZNE+9soGine6KJdRW8eAY/4F1Uu46S2bZELBXxATfOBpgExENNEWehoYIS5p9YBe8LYRx0XXCigjwIeT4xDllVLk2Ofts2nUOmKNqAslpr/52+h77ZZ2DfZ0jRnz9+kclVqZU15a4ECLZIWzzuo07KllSJiCVX0kvbIpZsOeg2nWLaVtWSICzJMpqAr1rB0rKnDlLXlHOMY42Y/KYzjxbovOR2E5rcbavwpKwPEc8wBpWFF2Xt5gIxqtLP8/XOsiyW9Ggz+Dip98Y8r7aRDCqSMU6UEJA60mgzIu5Qlao9ucqlqFJQKbv6laEqa4ws5gnwfL3zfL2yxch1uSv1YtuUytj6AhWr3dEtp1zz1pOl1EHRTd96t7xtgs14rDZI+DOj0E9X0H+7hOffsBD2I0dbpFpUt/eKHH/fKg9ilVjdoAQ/DuBhqCf1FUsbaXumpNj9YSqixpxScTlaL1wh2Vi9Lqsl+Cvbeid4z3bZGIeAwzEPSm8qYsIDUhHJfb60ikiXiMZwR+svbIS4lApPT1fuy8oP79/xh+//oGcedDw9Plx4fLgo/TUo1320XoeGpIHNt1y0clCi/tBnxKmc81CVQjiOA8FU5JxxuwmBoQoP55lXjypa8HAeWLeB58XhXQVHB1a++uYNv/ndb/inf/4n/uVf/4U3b9/w+uHMeZ6Q8wWmExIz8s0V1g1IwAq1kNgoNZHvd9LzlbhG6h/eE5cNP19gfiDME6+++YpEZX77v/9NI+jTZKwjcfIyOa85sy43lttzf2z3m3H7Y+frFwNDaqX3Yam0rVZj1Det2zF2rESBlLah7p/He880jkzjyOPlQYMStydXyfbMLUtPtLq3VNaNMjjZ6TcpUgRy8aYQK5SilFGpHochll57/jBvwmqGqNXUULWxXo1CldLXKIaHxOqza11IaC8d1UNV/7Rsym1KvdroBOx6rFyZcXVFPRad08AyNwAsGsjRKlF7QFpypoj1wOWia21O5tuSNLGiVRdc/7y9j+aA1L9Y9L6QbP3o0csN0i6GfcZD/FF7ekWzVGmv6cUR/MgYJs7nBx4fX3M6PzBOJ8IQcC6w/7W9pSVXiJ0LWslqwdI4DgxDMIRdldbStrIsd67XJ+63m3o1lWRVWwV+dH6rP9U0TQAk27+3tPJ0Xft1h8oQHINXOen17WvGMfD4cOFynpnGQUHfoPYOTW2wTYJS9kAvWZK/mB/V0+3KD0/PbDHy7sNHTVDukeVuQZ8Fl5Od5zAMnM8z3qrvZbD7kGuvzIH0WMUQkF65K1JJvvSEr7EfwoEa2vpU1K/SfNWyenu6GnpSNARtgp/nkcnMiRsts9UXWjWtxUktgN2TqzYGNS6qHWht1/AfdDSgoDEzjB7ow4i4oDRL53oFi0ZTDoFxmnT+eqUO11yIRgdc7+pptUVVCPR+YJ4nTqeJ8+XM+XJmPs0GBkGtmZIreVvYrh8p243lw/fE63uWZeHj0zMxRt6//8jtvrBtG8vtpvcjbtRSmIJjHtRe5HGaGIPn8fzA4+UB71DgMwSo4CSQY+Hjh4/cl4XbmlhiIabKEpW10IpRw+A1gR4DvmbIZ0YnyMl6rWzotXhT0ThNrtRH9giioyqw3itd36pwKSa2VPAjjKMg4jWpBmsv0HhYxw4oEbdtbYVWi9dqopDGEZ8L6xjZpsy6baS7xryTm/T17XM0QA17/eM+WmuLpv9/QgvU8P3wbzkgiFWFEyRrNStVHdixHFSXuqxm7tLs3l7RSVu0tUk++IGvXp20eRXBiyjycH2mUhmcNae+kH9uWOTO8e9gXW18870F0HnH4BziAsOoSHhGlcJcUW6sc1URk1I1m3cacHhrKpVqaGst5OBJJSODDnYnAr0p0hReWnJXivl7aHUsJquSRW3e3mLifl+IOenz0QUkhBHnVQ1M5anbplnJyVRsSlEFHDSZanQGrHyuPRvVKDWOpi+wh15fSqZehOX6rD9Trv25jh+NJf6at/3SKf2U3+2fwuKwPbHaSRG2aB3HHECTw4+RmqPKOztHeVH1bXSVYpRNFR1JpbLZI5VKRIg4ojiSNbfeYiHWzGmJzONKcJ5poHOem0SpfvSXVIB26UpVQ8VShVyyKgJtG1vcqLUoekTFDUZD8AHEU8WT8QjeqqJeq8Rt/pkCm6/Y/FRERay6pe0D+pyKCd44TfI8Dmcmh9Mw6mOamKeNV6+ghpFxPvPVd79iPp34/b/7Pb/5za/59rtvGWaosrFshVzusEaIN80OygJEKolKBKkUE+yQcYDLhToVRjczpMowXRjnC8M4EF49quLnfPorBt1fGlJ7z5UmKokUN+63K7fnJ9b7lbTeyXGzTcosFkwsoN3HFlTphmaz2AQRTJtAx0HLrCyQ12oDdu29VZE8KVeQJtmv/OiuToUJnohSU6gqKFJDtXFnwUxN5FSBYMI+ohXUIuwKk0Kx35Wc7KHIfWniGtaz0sx+Gz2uGgBHb9DWwDhbEhTrRqnZ7DkOfawVcCq4Uut+DeUFMNKA+aqvL5WMMQLsWnMAKXoy0a5PqSZuAOt643b9COK43a5UcYQ54F3oa4A0jOOYD/U1RIVKuopWyiZ2svFpONGo8HtFpu6VBvukPzIQO7VyGEbm+cQ0zZxOF06nB6bpjPODBWt6JTWpMcPTeuhlsvcKQ8AbZTcMKmbhbPxt68Lz0xPL/UrJEWpmCA7HQAwB55WzH8YRF/Tvfdh9mkqFsQhz0eArWU8d6P3fohqgxuhxUqEmcpqYBk8tgclU+2wK9uvdqYpRQa/b/UbcIs/XK8/PV2JMLPeNGDMxNpGK1p4gJqwQKOIV5HIefFCUH1MQrAXvKjk77cuhxS2aWPWc2ER72vVsyodtv27Bp4gK25RcuzeaC4EuqGVjYQiBeZ5woiqgxeweSrP6qPue0CvDvSKsgXyt0sVOOs34Uwz27zna++5pe79BChbp+Yk4o6ZrK0YQrTSPQVkVQxjU4gOI20auhWUxcLyZ1NpePA6j9uyOE+M4MVjV1jsNv0upxC3qGrDc2G438nZjvd+I9zvrsrLcFraYuF4XrreFdV25Xe86Z6Oa+C5OuHsFitIpMw6eMM48Bg/BI8HjQmCaz1xiIcbCNIzklFi3hKuJgDAJKhRdjWrqhBQzVHi+rpjLBrl6whA51RN+LNpn6gcTomq9/VrhVjq5Xu9Gi/ai9hvtOlYDH1LWuZkwq4kCGENGiyxKE89FwdWcC0g2arA+6TQEcoCSZ5zAffWkbVUBi1JYFjUWbxTF9vi0amXD9m86frHJVbLhX2Vf3qUFl2YHv5t9Sm+O1h6ltnEntCfkMDmtd2pymdFXvnqY+OdfveHVeeb1+cLjPPPuw0f+4//5f7GsG5PXvg+tfNU+F3vgiiHhNBEJo8+x85/DMOCHCecGhumMuEDMQipCzWh/R6mMVZOknDN+08BTilJ0JGfqcqM4R6wJgqeOAxInVUsbR+uJceBUJWiNyRp/N5bVZFi3ZHKskS1GbexblAK4JpVmFz8wTiMVmDpCqQFBKZnlfiWlyH25a2WrQpRAFte5sVR6IDIMKp/c5DN7Fvpi2NpC+sl2/m+XYP0M2dUnL/Ein/oJu8MxoXrRl9ZfyypVtCBOG1tLjizrQk0bs6tKFbUeJ0Q9oLwEFSEpGylX1lyJubKmwt08r+5ViHgSA9EpUpyWjJOMyB2qZxwCr89KFRiqJ3hLqhr4YJWNBrbWelCPzJUtKWp7W26s60aumXEaQDQwECeEMFJdoEggMVCrxzNADbpgVa2UORO46QgW9HK184ILKnCz91OauTIqLlBxnMaRh/lM3AoPlwe2DNPjG96K4+3XX/M//C//gVdv3vDr337H1999pUDJKGTufLyvlJiUarZupoSnXjzqPlJ0vXAmwBEm5ssDXgIP//RAcAPDdGGYLh05rtuKe3z9MiL7mY5aMiltrMudD+++5/nDO54+vGO5PlFSRGrCoX2XOUYw64ha0abqnM2I2fjpyfTNnKgvUBuvAlRTV8USK1P8C0HXqTVps30ppqDoTBFQGjqsCZE32WnvLKivNg8qpni4UUtQdclGJXEOVzy1JIpr6paiVKyoiUvaNqvkZ0v0dKNHzCbCQLx0SDiyUbiXdbHvF3JJjMGrUIpzSmf1DrwQxiYUBFRLEEqvB9qbZGoWCplcjVIYtXIlRrUUUey0gRctEUrbRiqV69MHXPgj6xa5vP6WdUs8vH7kHB76dWw7ZgcC7WtbU3NMrKtSQu/3O3GLXJ+fv1gNVa8nbcDvlbIOrLTXPyDVov9uht2n6cyrh9fM85k3r7/h1duvOZ0u+GE2aXjtK6nZgLxk/ZcNuLE+vGmawHnm08w0T72Ho+TC9fmZH/74B54+fiDHBUrkNI+IBLKJLeleN1qfjccNWrXRtUEgzLhRk9j77ZmcEmm7s22qKFnSindCXO8st5mHy4lp0OrsPE9Mh2sGOyoeU2JZFrYYef/+Pff7wofnGz98eCblwn1NSv00ixjntMImJn6VnRosFz9QnEfCgB9GpYENDqmVHD05RbZtw92EuFkFsQsL0RNXtXChU6X8C/PcoaP72vO1sa4rEtwLawrnPPM08urxwjoOxBSptZBLtvarJm61j4kmsGJT3saJQ9w+nqBYD97ft/Z9MojRhFUMiG+JvCr7pW3RfXWcIAeN29xA8I7LNHE+z2pG7zyUwnK7k+PK/Xrl9vSkPU2bJpdDCIRJaaPn84XTaWI+nZnGM2GYVBEyFZZ4p8aVvLwnvv+Bst1YP7wn3j5yXzaePtzYYuKH7594ui7c7wtPzze9d0bVViBLfcseHyamMTBdHvluDMg04EelPF4ePNNwATzn03+mlMy2LKQSCXhGHyhVWHMiGsCzlsjmMqk8E8LCPG/88LwxjBOvt8A0r5xOZy7ns673xcx7SxMosS0NumhF8J7RO7LXAoIKDJnYllRiMds8QNxAZ6OJkHIkJhVeclsk5MqE9oB57zmNE4gwj4FXDyeebzdy2ljXjXcfnni+3XvF6qVK6ufVq781vfpFJlft2LtLDqjYYeGu9TDnDL3WhKb2Pf5FiCq7vGQQJfR573g4jby+TLw+TTyeZtK6MAVPSU2sYg/OdtTuwFGvL77Q+p+aEOsuiqGbtdTEFmGLOoDuWzF6YCJlbQ5Hmjt9tj6EQkqV6hw5aRXCOShBmfy1eKPZt0SvKgXGeNIpRVIuVsFqlYNETInVmn2jBRo9uBc5SNDvQaz3XlFu97LpuwWDDc1qndyNdlPYxS706Z9s3FTqZwP5L6+qf47B8vcen32av+LN/paP9ZIWuL+SfHatWoKF3uvDgtB40KUJkZgiToyx0zzXLbKlzLpFli0aRTR3AZOU7ZNY5SGmwpYU8kjJfH6co7raF02x997Pu/b/NypIzi890frnPSDqqRQk6qaMj3ingEkuBe+geFXJrMEayW3Rba+jsb1ogFYx1Ez61W3VvGqgTAsk5nnmHAt1mKjDyNuvv+Krr97w6vVrHh51Y6xGQaw1k+JKjhs1KZWLUvvvKoUsRX3BqNrMLQ7PoCI2Jt1bgj6qWTwkpJFuf6ZjHzelFu2xS4m0bSpiEVuPnfqZ1T06PtCcDyg3QnW+B/q1VS2qYJfYwJAdItgJdvq7XCslJkBIWRFxcY4QFLFspureOUqoVpn34Nt6bHOj2LgwEMqJQ4p2dVYn1Kr2F2pDIV19r5Tc5axbtab58zQKpFZ3dU0spbKl2GnSt2XRyo4lV2kIFOuxCaHRfLCFaZ8fO6Bkj0OyUOxR+9xoe86eCbV78eLvrIIV46ZUoWXB+ZHpPKv/lXP4BgY2pKqdKPRr0BSzslWsYoxKnftSXNEBRnrv1rE37nNMoFWatQfIh8AwjAyDqn0G62dupqz769Ruh7Bvsntzuw9G47LgyNmaWWshpagWFDFabKBJoXeeKnT10mLVsYLgRKu16hoiltzULpyi1DgzkXao+h46rhpFsX1MTRj2JvrPZmU7t/bIO0WvVYl07VKvICmV6qraZ0gGJ2xJ7R22mAgiVO/w4q14XK11QvBOyG6PXdqH3D/XCxhwv2vHCmW/ttUofw0M3Q/n5JCgNeNVvZ77+xy/fvlouNKL8foXjiYe8udfV3/f+g6Pf9srV6UYeOF0Taytjm4iPE5BGLFJXk0hN8aove1ZqcfNXltErA/QAnjncOI7EN5aSIpVzHJMWgnbdD7HdWNbN7Ytsm6JbVO20RYzW0zUUvENuMHo0gipmi6z85pUDQa+O63uVC8MYdCq2jAwhMAQPLU6PfcK0VCmY7vLlhKpQpaNLJ4QKzJdGaPGsG3dnpwzqXbp7Z8d4DlUixogIu0+YLRW0WQ8t3FgAE1/FdlVLWuBIqXPp1YJcyIM3oFoJXketS+2GT3bzX8RN+1j5Lhm/23HLzS50qGsJcXPp34PO5tSWf/9YRuv0KpatS2YVahVey+mYeDNZeTXbx7473/zFd++OjGHkSkETnnij+eBZxIbip75OjAEbWRU/4vQ1XZq/4CN+uLb6kqVRpkrxCXy8fk9W8y8f1r4eF1ZUuHdXaV151ndwOdp4s3jK5wTLTGvyu4fycqd3QLj4CmnkSBZKRFTYAgORDfUWLP23aTEcrvy9Hxji5EPzzfiIZDeYuZ6X5SqFTNbysY91mbZ0/msktcmY+2c43w6UetI8zhKpVBjhlwZvGM0j6XRa23x4Tzx+uGBmAtPiwX3SVGt481taR2Hu/oCP/iHVq7+ka99eIsvrv9fGuE/tlHUzx6C0kerdziXEVF+9fX6zLYsvPvjH7k+feR+X3j/4YmUM9fFkquUNLkqVukszZNKy/Ynr5YIwUWod+Yh4cQxhcDlbLLoIr0xN1iyU0pFcrbeBQ3aUi7mIaSULfHgiiLrpVTud60IxHw1pXbz0DBZYOd1sbyMioA/ToHz4BmC4zKrwEyYBsLg8UNgKCPOe5KbkRqUvnUUgBHHNIzMk+OVDPzLvx+4x8zrb77l1dffMJ1nvv7uLcM4UCRxf/7e0OCrbqAxauWhBYIo+lmr9sVUUTnvmjV5CjWw1BFH4Pm64CUwzg8M04P24eDY1pXr7fqlCPVvHnMNsNjWldvzR56f3vP04Qee3v/Adn9Ww+OUyGnTgLyq2WupWn3u/RY2NkqT1kbvbwjWrwDUbIGwV868o3aKUcpwXzMxbXx8Xogxs6waNIhzis63qqMT7SuZZ4L3vHl8xWmeGYfAaRwRUWW+WiouV1za8OKYsc3TPNE6LRDpFSGVtl70PEwJtlBMOQ6uy51l017Up/tN58t9YUuR+7pyNdQzxo1SsvbtXc7M08h3X79hnkbrzfGWfBTrF8pAotZEySbLnyrgyWRS0bGTUyTnqLGDPwJ1aNKede3UPrTMtq64242c4b/8p//EOF/YUgTvta/tfEJ860mQDnSUUrher6zLwrKsPD0/ddpXzkpZ+2zNFaxnWPc3sSSlHhKPakDnHgiBOBWHOU0Tj5dH3rz+imk+cT4/Mk1nhnHSnsoGd2OWAdtK2lb1VivZBBUyfhhVUGAcmU9qHlxLJq4KGjx9+Mi777+nxERwA0EGfJhxPlC2TEmb7ke3Z9YYLUbQemK2q52K+q/XWvT9q/r/uapGut47Bq9WGA+XE+fzifNpZpxG5knV4FpyUqv5+ElWRcP2cM6ETQZO40yMmW0p1h+oyUnOhWVdlAkg2i8Vgud0mlRQwlUGqUxD4OE0MgTP43liHgeq0SHBM0+DzWMVzApePgMmj2NDxFkSPPSkqQkDhHHcQTJRO1cRYTST9mkayHlkiytpaf2a1URla18zRaNgGzMNnWngQ0uq//Ja+OcSqx4wt3X/CIZrAw8lqfKeE8jrHSmJOk0QvYqilYlQHYMIowvKAliV/ne73lmXO9u6sGwJIzWrSMY4MZkoVMVTsoB4vB9BAnFTNkFZV+q2sF6vPL97T1yeub77E8vTe25r5P3zyhYz755u3NfIum7c1hVqZXLSqddOPPiB4fya6TLz+M2v+Pa3v+M8zYznC94PukbnzPn8wK+++47l/sBpCjw/DaRcWFbdq7frxrom8AMlqGTVfduIZSM/3UjlHSKO6f/5r3jvefv4yNvXrzlPE7/+5htO08RlnjnPUwfYAYZhIJfMPCUupxnnHO9vai9QciFHbTXZrHe/xzkiyDyAd7gwMo8TWGJaSoa6UlKy2BzwGhMP46BetC7YXFfWyv1+591N1RgB7TdEY6eqk+HlyPsrt+RfaHLVEPBdaar/vJ9hw3drf8ILbLpfiIZINlqaUgmDHziPI4/zzHevzvz6zZkgyv9cZg3aUvDK0S9K4+jSkf4gn9tRXnqpu5nymWyhKvQkFZH4+PGJ+7Lxx3fPfP/hyj0W/nhTNOD167c8XB54fIDzo2cQx5YhpYor6vbtBQbJUByDr5TZU02m2u98MbJY5cpQzXW5s2wbz9dnRT6sOrHFxNNtsUmlTYXiPX5Q9243qIlevxcihCEgePWIGUckZ3zWBVvRK4cvumnUKkyjunKvMbHEpHcpV2j4zn4LG97z4k5/KcE6rqX/0JzrJxx/LumTT2dkffnb49eG9X9KCfzkArU3PaCkSq9oHiIamBTWdWVbFq7Pzzx9/MDzdeGH9x+JKXNdN9akyfQSlR8es/ZkeefxTtWGZBwYXGXZMiORWmAd1cRwLkNHkaVx9b0iezmbjtyBw7w3ROum2TbWJrXdKqn3NXNftbJRXVPw0ssxBsfjPDB4x3YeWcfAPAYkj4TgmJgoxRPqgPMVqqdkT/XSBQIaqoVRAoYgzG7g669PxCr86ne/57vf/U6TuUnAVZ5u77ktN1JcWe4f1dAx544UNmS31ESjBFbJWqXCUasj10AqCVc9GwVHYMiVMSuUFIpjWzfWbfvxdbz94q8sbqm0s1K/1nVhud9Yl6v2WpnQQxONqHY/yZUmvV46ult7taJ0Cqi0ZYdm9IrThODYk1GKVkCXNfHuwzPrFrneVu5rfJlcmbDJPI48XFQZ1Q8T1amZ5zjq2mt1KwUEcsa7wpCtH8uCU5wi0BXp4y+nRIrJKhCDyfvrapRrZVlWrsvCbVl49/xMTJEP1yvLtrGsK8+3ezcerqWwPJzJKXM+TTw8nExUSStZgCV5doHMo6ZVqUoBso2YYj1XTXhDxCquboecDC1vCHtjJsRtU8TZfSDcNx5ev+LVuupaUOcuvd5i1RZEr+vK7Xbjfr/z9PHJ1GT1nsftCz1XDca0+9oEA/dey7YftsC99r8KPmjfyTQzz2em+cQ4TAy210hXqrH10M6tieS0KmTOGRcqw2CiAgfriZgTKUbW5c79dkMqeGlG1OrDE2WjFCGnyv22cltWVV9El1UNj3ebEVDFYREYPQwGxTtD4IegSew0NLGJZmZswhyW0DqvlVVxO/OlVZM0UQvUYqBw0T5EqgJP65bItZBqJlPw3hFLxIlwKxu+ZOYxkC4KQIz+NWPQgee8aGIQHOPgtaclaYK4VwX2/aSNjU6ZOtCmlCLbTLZbtW4PfoP3lFAI5p3lUkuYdsP6/id2vZV90Wj/fYAeV6+/G/t8UUF8sZdW+3jKpCjJqaS5oH6LOUIJqnhM1Q5gcWQOjJBt61XSlJXI5g0gcl6rtOpj5yhFAI84jalyLlASNSaKVa3utztxufH8rDTD+5b5+LwRc+a2rgqCx0jM6jkW0Hizxw7O46aZMJ2ZL49cXr1hHtTyQIUiCnjHMEw8Xu8eWlsAACAASURBVB6YBk9ONxyRLSZEVraU8StItIqpF0oVlpRYklJXb0vUSlBRmvbz61fcrzcez2cepllbXXygjGPfA0TANcppCIzDYIyUfU9JOVNwqhpL21O0J7aUwa6tqnjXUojJKH7VwM5SKVNSo+Og1947h3j1t/rhwzPPt7tW6pPGHECvfvfSKQelQ45j5qcdv9jkSgNK0zevh5+9+PrZX3zh+yOpsFqMVhj9zHkauUwjl/nEeT53KcvzaeA0BWL0pE3pSU4jJ5oRpS2/SgGq0s0unfG3ga4WuG3q5RNjJgSVl371eEK84x4LcoqkKjw+PnK+PHI5nbnMs/YZTDOpFiQ7fMx4Z4pFwRGCmKhANUQtGaVFZbZT3IhbYrOeqy0mSq5QxeRbNZsv1emAriu5xl0d0Xv1IBknKGpkKIbeCZWYNpzUXtUSEeZUmIeAF8jzSC6FV6eBV6fAM4X3Vf0fWmP5C+Jnz5gaNepQuocXC27/7q8MMn/s6CZ3P8uxj9NjTap9v//sZcXq0/zp00OLo/LZbBdUohoCg8BAJQr4WnA146TgKHgpOKfNzsE7DRzEUSzwFcmq7mj0GTXN9EaDMCnhrIufT6JILBrAOttMvdekGqeiKhhNoDWvpiZ4YBtoTpl1TSoPLOqn4IZCIFAqShuDTrmRXFiiUhdvVIiJFD0BlVNXUGbQz1ADUrUHwdVicvHZrqSqUoXgmU8Tg/PM44XqA5c3j4QBak3clzu5JJb1yrbdDipz2kupAZb2ErXxqwaIhVLViHhNWhksyYQIaiamBaqjrhv1wxOuCiEJcdVel5/zUOGJwrreuD6/4/asyGhab+S4UnO2xmCtPkjrPZJKqiZ0QO3np2Bv7QG7lKoPC6KEotfdNlQfRvwwsabK89Od+7Lyp/fP1geq1A9LQ5oNGK4ldM34N2VqzGSniVETL3KiymL6VKXykTW588rxs+RXEUmlXmdThNP3dWgAG422mlKx5v0mYFH7o+IIgwovxFzIaK/qdVlBhHVNDD6rUa9Tq1Glj5WusFiqetnkUpBSVZTAemsrapYp7dwt6NAAQ3YamTVzl6Tn66pAQa08iuN2u/H08SP5cubx4YKvCio6gZgit7vaLnz4+MHMkxUIcMEzjie8d8yn02cVgSq1xfya3EpLqGrfXyt0pTznnKqvOZVLP51OnE9nTqcz4zwrUGd0qZ0HpjYOpWhfU05rD+Sr0eZEhGHQRE0tGjypbNzud5bbjevtzu1+Z/SBYZzxzjOOLeHR+7pGx20JquSJIzZQzwWqSBf9cYKKYYgwOAgOBi9Mk0rqn84XLg+PnE4z06xVtGGadd+0YK2WSqpaKQ0544dAoDDOI5VCKrBFraJMUwOUBsSNpFKYoiZXuWYyGR8c06zsGZdWJG/M48jj44kxBC7nB07zrKqfOZFdZpoGpUzmRHSVcXR6PlLJKF1XfZSq4SPaB+l9IFi1gaqmxiWpCX3NFfwOeLog+Kogmw+CROx+mriB3ePjVturWD1TP/yCnuH+TUeLyfRlW0Z3/L4ldI7d1FzHbQiq7qwPpbC2eC6mjXVZFNjIxdSSnd4zUYNl5xxVgvV0VnJRISWtXP1/7L1Zk+RGsqX5qS0A3D0iMkneui3TI90iLTIvMzL//8/0S/fcvnuxyMwIXwCYmc6DqgGIZJJF1q2S4cOA9IzNV8AW1aNHz7EeuloeaIPrj3/k9vlP3D79O3/8x39ifbzxePvE8nhYb3RVmgbG08gwKXrOtEsiAIOIU/AShMx0mvhP/+kPPL088/Hbj2ZT4H2Sor3v0hgFOU8APD+9kKKtDdPpTimVOAZeHgukAcYzjcDbqixVWYryWLxK3ez8XsYTT9OJcTCwZFOt9NaSGBMhQE4ZbZUhJ6+uqqvILgQitVlUGBxcar4+N3B/LmWUwJDF/MdiNOqpGjNGVbnejO4/KQxuASMSiSJcpgsfngutNP6U/mS9Xtse55pMQbxy/AW41POuX3H8vpOr/vUnAfQvfbp9qX9//17TstrVKQc+nEZezmdenl54eXoihUIKjbfbxNMpUUtkbYFSbPBSTXp4K1drpan5RYhku3jRzMlqU8rDvB7u9wdv9zsgDCmZR9WQeXm58CiN832lKlyevmU6PTMOE8/nMwHhUVZWAcoDsGRmHCLjIOQsxKjE6AmPrmjBuOJrZX3MLEvhfp+5XmeTY6+GMuQ8kFJmbEpKo3sUGFeXENHoctbTxHg6s9yuXK83p2csaKtbkidBmHIiR2Vt1kdWaiCJ8Zi/exr55jIgrfDPdaWW1fw4qg1o8d4bg3h9Mkl4d+20B+R/o6M5IvwfPfbJuG84X0uw7Ph6ZvgTtGT7rXzxCH+NYONKAoyqZG0UESK1u44RpRKDJecalZwDkgKhCkQL+oNY8h3E5HtTEHJIRvXDS/ahshZDhWprW4IWB0OIcrIES9bi1EBrsNVoaGwN2ALvgdK6Vq6PhaZCSxmNkSjKkKBUa7Q1dTab2VUVdLWeqwVmgdMQkXVgyBHTElDrwWoZaeJJpiJaES1+TQqIkIeJ83QhjSee/vC/kaaJVRpraDzmhde371nWmbXMlLZ6JGC0jzyMDGkg54lpejZhmZgIEqitsNaV2gpv91eWdeHOg9ty3zztWlFubwu3twWpkGahzCuffvjh6+Niz2/ejYBfwhcMhTap7sftM59++Ddurz/yePuR5faZOt8NNa2NuprwSMgWHLTWWJqJLESCV0e9Rwq1Xh4r7CHVBH9EnRajHvjFaCqow4nPnx98//nG9f7gf/3bDyYYNBl9KrswkIog3t9S6x5Qt7VSw2IiE8HMYgevWFSqB4aYSIZaQKXNmAO9oXpdjU7TVTJ7XCXqYivL6h5IZTdSL5ZsFVdv62NGWkWXhbXCbS20643SlNtjJcaB8yTEkK2yJwVtXRHLqmelGj06VEXF9hSpxXwYa7WxClZ9Ew96gyVXtbjK4VppxYzCowa0Kst9hlD5/OkTacqU+oFvv/2GmA19VwKPdeHHz5+Y55k//vF7Xl9fydmCspQSzx9erP/w6fL1fiFLZ436qi5m41iYBacmeBNjJKbEOE3EmHh6euLp8sTT8zNPz8/kYSKPI5Ki+ZIFbF2gGrW2zpTlTl0fLjXfqYeWhk/TidPpwjCYGWttyufXN65vr3z+/Mrr6xuX04nn05mcEqcpW6Us2T69rIXHMoI0qkRWoqH+eUJCZKmNZa2b357J5lsyEkQZopKi8PTygQ8fPzBOI6fLEyknxvOZ8XTeFHKbKkmAVEjayOuMRDidJ6JXBUq1itSyNuuBGUzspqoy+3paKVQth+RKaYuJIZzGkY/PF4ac+fD0xHmaaHWlLCb3fjnPxAClCGtqpCSMCYagLM3U12jJEqYuz54yOWdypwEC62LeiK00s/3wiRSikrLt3zFjt6Xv6IpIRJD3e3nf6JqNq16dfVet+gu2/T5u3wkVNO8dOjBm2Ieuf78b3KYhMU6ZcRoYJ5sbtTbu94et5/fb1qtcGjS62Wog5NHNahtrbYf2kICETM6j9XLeb5R15Y//+g/88V/+gdcfvuef/8d/Z5nvXr1UY0ANttY9PU0MQ2SgMlEIKKl5+4wMaBiZLhf+y3/7rzx//GBJ1tMTUYW4dhDMPm8MkXE8k1JmyPDycqKUmWW5Umvh4/3MY1mJeSSfnlCJLJjSdWnCqtGSn5YMVmkC1W0jvIewV95DSK6QKEa/pNFK5TJNBBEup4nbWnlUczJR7RYOphbbRVGWZTWKYTKPRICQMk2jSd8vC4jNbQmBpxY4tUxMQhqsJeDl8oEQBrQq/5L/lVaVpss2zkJ4byvR0+/fCuT/TpOrPgB+PnQ4MPJ+8siOVMIXwYfuEzpgPlZdhapzQnMUBqexraVwWwoxFJPa1eY3r4DJ+/covrnYf/sg7mpZiCDJsFJCMCWzqDxppCqchoEhJXKIFgzitqt94wq7W3ZvGN0EN7SizZr7tLp08iY9XLcmVGtDEP/sAVULfgUzb62tgXhyFRM5mKFyE1No0yCdpmw3MbQ5BgsCUojE6Mh+jGhwZRhfsAzcPgow6CbWsGGg8mWS8rdPrn49t1D5qT9Xf4qff44/FwTv9+rfelDlRz/X/X1qvwDKJm169Obp4yQHo4JMQ6K2zGnMJlYRYW1KquLldiViSlvi9NgogSGFzVQ7BfVxF7xSGzZK4vY7L603v5+qvpM6DSGYXLyPQeOJBx/fwXtgMFpZEMaWqS3SR0gUYXRBi1GUUWAYogUAOZKTebWkmLwCZ4hkkL5Yv78aptLnjfWDIbRrM2+SWgulWv9L011aNng/Yh4mhjw5gn4iiCVXIoHQKlLNP2toBfHgb04FqKgWU9IqRtuVorQZ4/E7TeHXHH8usYLuEVUpZbUelnXZfJHaoSJgz+fVKad47fPckWVPLsETq23M6SaXbedVdrPGZKIFMRViSgbq5AFVYXJ54pSTI57BKvEC0zBwGqeNPpKymaX2XpUQZRtzXczk2M+xUY772/Zq2FZPFgzQkWD9fzESsY07qzK0xjiOhBRZakFicOAHajOQIcbIEE0t8DRODN4cHqP5IPb1YhN+8H/3JvFGa12q2EVeNlPB/erapdzXzU7TPAKHx+euLvddSzEKYn8MRusyeqgF3Z0CZnMoMwyD9dnGxK9ZtTbhA9tUbU3qVSunAKVk6P8wDBsNMMTodOLwBWhg1St1AZZOJe79XD4gt/HV6Wq12WdenTJV/XHi+3sMgZQCquaLJWJ+VbVVVg1EzNhHcrIkq7TtcZZcRU+ubH0dkiVXwzhtlY2YTLAj+Ofb7EfU/LhC6yamZl6asyH3w9gYl0IIlWVRUmqkPJKGbCCVBK9cWSIWUmDM1g+EDKh7b03TZADuYP6YFUWjofnW0mBCL9XX/c6C6uuFonscI7Jdn04PhF0Epfdc7eOwF+oOgl9fDp+exWyj1StZ4P31e1Kl7+/6i8fXBC2OP/e0atuj5d0Xp2j2ipXtA8mvYR9nppCpm5myzZ1qfYq1bW/VQLAeBXaPQNsvg/ujmpJqdYXZulGWRWAcR1PD1Wo2QCkivjY+XwbGITLQmKS4Aim2xoSRFiamy8WVCS/kYdxA670EuAWU9plQYEBC2zxYa61MGghxJbixMhLIIbt2tlmjKELTAQhW9KxGvy+LURYHF/rZhU5kG/8xRasOVhPTyCmw6vvmCHE6bgjbIDWApVTKarVmVev5M+sMKx5UVytcSyWtq8u51+1cWEU2k9NAyZW1izodJ4RYDCb9nP3G8PN3mVz1zTp8+YG2hEl+IVrtPHW7Z/+3bz5BrewXpKvpmCKToCaXeUqUWvk//tv/zue3G/I//4lSF8bQkDojayVzYhR3KFe7RVweWpwhLzD4Zh1OJqCBG6GCN4sDtQnfVaFpgDCA2GJa7jfrTZlvhHUmSiWPtrifJ+s7GLL1XQVptHU2tZpVWVY1NZm7ycbWxWS6BatEiNO9opghYpKAJuUyDFsBv/eRpByJFNYM58tIa4VlabQqm2FzQyBHGoFZI5NGaq0IlryN48Q4TKS40qpSXPq7djUaX5a211Y5LANdgvh98mLj/zdCCb9wbDLCf/b4emL11zt6kKuHn44v7wujGocbbNClFAgtkKuSWmVM8HIZKKkx8JH5knnMK999eGatjdvcWEpjLbDMhogvS9mrBb7IJf+4Q8AohymaFG2KjKM1O+eUPakJzm82IRPJjRoibahmWeBmsakamhejgQrFgFKKuACARJfjFkSeQdg29yjCmFxsQ2AQZUyBpymZ2MVlYBwTKUeGk8liT8NoAa+PfejOlYHhdCI/fSAMI2kcIAUer3d+fPuBpczM880qVr4q5WHi+ekDOQ88P33DaboQw0BOJzr9AcSrKZaUncpHai28vn4i/fg9j/vM4+3fqWuhrgttfaBLY36bTalteXztyv+60dOTb+2N6ZVlfrCuM9fXH/n0w78z395YZzMNLutq/Udq51gUC+LKitZGNmMxr9i7epY3fg8xk2MkilPZpPdYBYZh5PT0zDCeeHp5IY8nSCeGaWVZCi+XF9ZSfdxEYoqMk4nkjNNAzpExZy6nMykEJk9auiKZcfcNYJJFUcxAt/kmWWP0YGXfD0xUxWihKVkg3dXqokI8jajCUM6uFFj4bjWVwKtLZ5fqBuytcn88KLUwpmS3IfPdhxemITMOiZRMrry4TYdK9/Dy9abZeab3WlXr16taaRjIEfAEx4tX1YMKU920/igRxb08Ny+tdZ65vl0Zh4GyrFS3+Gi18frpM//+r/9mPQetkWLkcj7z93/4A8Mw8PT0zDBkzufzVytXmyWEL0MxWkJiIjjRUXGTC89D5nx5Ig8DHz5+w4cPHxmnM3kciV0sIRldyDkLpl5ZC3WxXuH5cec+z8zLYsGRy6YP08hwGkHM8Pcx3/n89om311eu9yv3dWZso/cQZ6ssTRPTpJydAjpO2Qx7S+O+VCcketAIWxV0HEer5ieTkE4pcp5szXt5ufB0OZnP02nyat2JPJ42K5nu/ReTmaHWWsmlEkOilsL5vPDytFBq4/bN6h6V1nfS1Pbzpo3SVqoWA8+SJbRDvJBDMCn0y8Ul2RM5BNZl5iGWWA1DorWMiY2kLeANIUBpLs2u7xRUe7I9jpNRb5v55JVlZp0fCErMnuSinoj1hLmDHg58+DxA2gYc9tC19T477f90oOeXxJ0OY/Ir47Svg8c1cR/D4lu5Pc6AhYHT6cyHD98wjCOX5w9M08US1nEihMgyz9TV+lZv16sl5svs/ebWq2wipbZutlqprH5NBs7TyYGLSGmNUhbKOiNYD+HfffcN/+UPT0RpjO1ObgshBkvagzBli9mCFqJa0vyowWiJ+Yk6vDCczvzdf/6vnC5PnE6JilFhe9yrIZnyqkIYTraea0YpZLWKmGrjtDxsH5A9HiRl85yKCUkZJCJxNEBeAzSPbVcbSyllBzoDowMaEoTiz7OsK8O88OE2s66FwMr1fre13CJ2xNlgTZV1mWm1cqsr6/1qDIZxcMGkuivtqkJtvL5dud5mUh45nRshJgpCCCPjeOHDx+8Y5jvlx++Za7XPlhKiVpl3ao4lyk2NsfArgfjfZXIFHspsIINs6M/Xigb65ffbHTrSL+9Q2D2Aff96MZqPz+k08fHDMzFFLv82MEQhBUVaAZVdLQhhY0R0FN6fK2ABIF1W2FFAcWS7dYENFSZNqAZKCzQNLGtX7qrQjeykkaMZt6bU6VdeuXLxCqOMQCtqfU1l3fqbtFVMet77IMQ8rdUHO2DUkRi9f2HfEMDEMkIOtJaQFk0wQ/zxFv1ai35KpGQokgXqbasi9OC6V666n2HzZLRp92UX9k654+K4XztrmP7rVbJ+qTL2t1UpfPdK7Mu9JXtfzyEPOLWI0ezEqprSbDzEAGOKJE3IaWSMyjisxGgNzflu4iXrAks0dG1J3rNXTSTAqoq2XKVgjdwpBmva9oDYKghd+So60ivuNWURX4wRjRbsm2KQkGJCFXIy7rWNBWvKlUMTdc75gCYmT66smjaJJX1DFM5DJEVhmhLDYEp1OdtzJO8hCx3Bk/0WYmKYJtsoohldl1p4zHdKXSh1pWm1QFfseabpzJBHzudnLucXRBIxTODvX0VIlM0UNrVkQYl7CLXqa1prLjpjVeZ1fZgMbyv/oSLtu4DCA/iyLqzz7KpWd6todCGLZlL11pMjVK0uQ6y9ELFVWXppfKd/9XW6bVWi4OtdzoP1n3jF4tQiSqYMlRgGqifYXSQoj5YMn86jJe4pcZ5MTSr3yncf/uIgJDilLADmjYTuQhxfPS/Se2RtjEqK/nmc69+st6K2xuQI/ThPlFJ3O4PWuEwTtVVLrLKpyb54kN0F9cADv4OZsB6/c4VCq2AVR1/tvxB3tVu0XwOXDu8Vg179P0jfK165WhZWF+6wvaFuVavb7cayLJsSXM6Z8+nMOFoCkj2Z/cnS4299fy2vXkY7hymkTbUshEhKebv+03RiOp3Jw0RIaZvjMXZsWH0c2a01k6aupWwy111JcuvzTNEqwF5lXpaZeZlZy2qKitq2622fcw95mlMw1lK5L4U0Lya60vc/sUp6CIFxGCxZzHkDBC6XiZQCl/PENBkNLOVhq9ZGN0dXrFE/RFMsTamQUjbquyqaMzEkcszUquRcjKa6NtbV183Ukyuhti4MoEgQTqPJaY/DwNP5bBU6MbCXVikxoq3ZGuiVuLoxCXahh62vVbrhc7/PXn1cl7KJqZjYSNxtNXrFpletON62VYTdQbsPKPt7T7COa1+fO7/1+Emv4Lu1QPZ/PcHaqqw5Gxg8TbvZb8rElLcKaSlmbbOupoK7FrMySQmCxENB2UFjr0SnGM33yqutwHYuRQykOE0Df//hI0OAU3tjbA9b/2IkiDAGJQXM10+tneRaA6sKdXihTt+QxxNPzx8ZTxdSsj5OZV95QBCJENT9o6wfUyU7U8r2/hiHjd1Qm9HoQ8q2PyfzzZJOoxWnBhJNQn3tgLhdvyDuQSjQ1BQlc62MwwAKY04GCCxGjQ6qiFg0GMRpw62xqu2ZpRXKoqZSHEytuHazamRb60tdaW0lVyXEiZB0SxBjzAzTZN3XMeG8ZGPQqBpdy2ljXzZk/Jrjd5lcda380Ee/9sl3DCvtOBawehr1/q+HhOqQdC1r4e1643afNs+fWhvarJHzNE5og+fzxMtlckqBkKM1syYPInv5d/tP9sUqpUTwikjrPC7pfQD2O/u9IWVBLbkKwTbnpo06KtoSURpJDLHKoxJTN1DVPbjBelnQHhTvTcZdR6C0AtKskhBskqe+IHqypijBaUKtL5qhEZI1+SWM41rVZGsbwiqRCqRYycHMlTWlrSI0L9U2i6omcdt2vysBK/dKL1xbb4Al2L6Jd/Lr/gBPPr4y6P+CytKvr1z9bY9jWmlj/adQwjaqe2IVjNIStRGa9ayE3ncUBVIgN6Oa6lCpVQkaWEqjRihOC1xTX0irNy/7LqG6qR+lGDmNFkCMw+A0qLxTPx38MKNAE81IMUHsgaEt3qfREy0JEKJXcg0t7qIwRlWK28KcHL0bklWwphgYojDEwGmwitkwmNdQCE5N68l/j0VbP7MRJDnlYUJDYF4LhXXrsap1daW5Rk4DOY+cTheeLh+MEjg8IWFCSCgDIBs44HI3qAQkjMSQGIYz58sLopGURmKYPcmq7j+1UMpssrI/GRfv1xb4ebR2GylOlZrvNx6PK4/bK8vtjdVVD+tGD3SxBJcjaK3StBIwaX0U1mZCNGgzg2pMOMQSMt36wXrAnPLAMJ2NMuXo5WlI5GD9fU+Tr7WHIC+7uME47RTAYTAFwU6DxpM8i10sgTIWgvPkewLS/YjEG9rfnbfD+TyMtW6h0XytsblgiUmOwek/A+s6WqC7mlFoPAQ/U0xO0e2wVJ+rJlcfvKIjDsypeiqlJuCgeC+T44Lq+1/zfpFSmifGvXLVzU8XmiiNbBWyVqnFaKfNv95vNx4PQ9zXZaGWyjSOO5UxxM1epLlq4E/GoXTaGE5JFzRscohb2Jq8EjCdTnz4+JE8jJyenhimE3kwsQejzgV/jCdVXrVqZaWu1i9kSWJlKY0pR4bJerViNGroY5653+887leqVy7tffY54+/dqcbinyOEwGnMDNnG2ek0mSiKbzUN8flrymohRF8HjHo8nUZSjEzTwDDmbdyHGAgpgwuaGEgVCMkUIGOu5GHysWMV1hQzQzaZ9HG0r2tR1uKea9WudVWT60cgREts+/XLMXLKg8VNbixbY9gA2O29SDcM7krKfc6Yp1in9G5S8TEyDIPFI6WbpVfqslAEWjnZOqlOm6b7B3oV33vlqtYNsN12uQMFaw/PfOfrCVrvi/gNR6cJ/jSp0q2a1gEiU0DODOPIMA4+vibSMLl8/2BxG1DWwjLPzI8H8+NBa0a3bm6oLYpRPgejytlrGMhw9n7D06nb2wR4eaaWiUturN+cGaLyPDQTaJohFnGg3hLqQYxNoppAB5oILZzIkmjTR+r5O1IeGc/fkIeRJDMiM9K8Zt7Pi1iCJSFDi+adhgMR0c7UEAfQ4pTF1Zcxp/D7egdYrCnV115PVmPArI+CUyIN1LfHZlPHHRrj+UxIiafLxT28GrGZTdCqhUVNOCqFCXCFyxC2PaqVxv1xQ0KwSmBz8Exc3EoiIhFdV/R6NcuQNFjVbJnJeUCB0/lsSpy1UFbbg2uwdRRVI20Ycv2rx+DvM7nC+kVCn1QdoGudrrTlW7B/2RZ9fffb98/b5+i8LLy+3Xi9nrjPhXmpm0pUIHCZTkQJfHg68/Z89kXBmkCHJF7N6v0c4cCjDfvGHeXwysEDAlvQqpr7evNsX30hRwJZA8Po2bNGVCuCIRUijRxcoMBqX64s5a/jExxtrpDWA22hqlJqQREiyapxUQ4qa/28KU7kdV61kkIz01YNjHm0RE3NaM7FcCgKOVZydEnL3BEE4bEUHku1DaOqJ2ZsKKjCFlSwJYveLP/l5dTjt1/JiH7DBNiep+89P/nDb36qnz7+V76d/tG/lG8/8tJ5l2MGh+9tA4yqhLI/IkVPhpMpCSYRYjO/lSyVtSqahBrDhsiZKaIhQyi0Hh6G3icYNrR7GkfGwShcOTplqyPoToFVadRUPZMWi5+iIcZDboZs58HpODsS3vsBUgz+NW1VjiFbAHsaEkOyPskpR290lS0IBw+ut65yXCBAQBISMiEP5PFEQVnmO3MpzPPdqB5qfUkq6ibDZ87nJ56fv2UYJkI4I2EEDagmhzK0v5RXZNWDe2WcGk9VEU0MeSLFO4JYoFJXSnmwlgetfaXnSt4nU79Eg+lf1YPk++2N+/Uz97fPLNfPrMuddXkYJbG4pDKmaGcJqPWESbBKhIhSWkXLTK+/WFJVDVVkl7ePfp2GYWI6P21S2zkmNFRBtwAAIABJREFUxpj8/oHgNf7Q+/bE6X6OQgYXyglOAbTqlJjZrtPh+nrdA/1uVrr3MjWrUNkJsbnlAdsmhR0DEnfUegPLxCqLzdWn2pDd7+uQ1Ph86WsYHQBSQ6tNAH7X0AshWkLh1Z0GruRYaFoNHUZpxlcHxc9TMCVHbRSv5NTm9DlVWlspZXElvxGVQCtlMyXtX29vV15fX7ler6zzQtPm/USWYCXvE1MXqmnt64ufeIC+pVRd2YT9IphAxonL0xMfv/uOcZw4P31gnC6kNJCmyc+H91tpg2ZgRisLbV2oy8w6220phbVUphDJ04k8jqQcCQHW5cH17UfutzdaWVDt0srOyugxelcwFBO9ASWnwcaMBFSst7N6km79dc70SCZjnfNIdrGCYZq2aljKlpibUav58ByTK2iENoBU0gBDNVpoi6v1LdVmypaqLtin7gtoVYeu2LmR58UU+Ywck+xzAaknx8tiY8A/796brQfBEdnWiqYGqqnqVuXrxrcpRcZxBJTlcQOnsK6L0QJLWch18B2pV7zs8Yh4C4DRXfekym94wN3XOGxgdbXRL9e9X3v8PNvEYjEhbOcwiPUbjuPIOE4M08kqV+OJOJy84pKgNcqyMt+Nqvq43+iG5KoNTW1fa2qFmBzcSaQ88vT0wocPHzmfL4zDiOTMlAS0kb89kfgDoS7E8orUFb02ePh88z73jKm09lW4hYiMH6lpop2/RZ/+3kzEh4v5sdY3QjOhIdXVJ6zPCwVC3sanomgMSDIj6hRMYdhoumbroH2XFtn7vrthQWceHdpfVCNNd5l4BUIUCBaPnCjkIfPydENL4/EwWwEpi1WUW2PQk/lTYjH3Bva1QgUet5VGF1NriERiGkwNMWVSMjujx+zq4zEjIdFEGYaRmBKXyxMEYVlmHt4msa6exJVGo/7G9P53mlzFlHh6ebYSvm9WtVaWZaE70lf3E3i/AXS9Gd/kOmcPD0j30WBKLaWylmY8+mpSmZb8GMIYY2McRs6nkyEUdTW0rGdxxyBYDJ1ky9B7KdFuSvCGTdneWq/Mbc7yvsoIbFS9/T0HUAsUovQUrr+Fw4d0pG5zAw+6K+ZsPLOefh4b1g/rXUeLXFTB8kHvXRBPdjlUxARCO/SdoT1D3oxI11LNpNbpgO2QJPwkWeqfSQ/J069Ocg5Z9284/hrUv79gDzi+A3sOHyOmMgaODX/13to3o3fjTLa+VeOVex+QeDN2dIWpbGPDuhyCJ9CuRhYDqXqi0M+LKWT4Zpv3JmcHGPbPL1ucFcQAg+CVaHVBDBEhqxJaM0AhBPeU6QGwU42EzehyUx8L5isTg5lVD8lUDfu83Kamn4FtL/cY530S7W+0j2nd2p63IGa71wagmGeOiFfd/Jx7+6Dz0/vM6tfK5+rh8bg87H4/cTQ5HYQ39mO7168YZJvnkCcDZTUhi7outGpUYa2G/L0DJ3qvgzjm2lF/z+q76WdPfvun6/iBHsabHBu3dVvB9ltPbuwJN6R7pyT1JId9TTxu0aouWd4rHsfG+sOn6tS5IzKOVeSlWXUqNkuC+3s83m9zDhBjBVgSZ9e4OnixJVUIm8+Xvcj2+v3X2/K7ndMu1OC2Hn61+zwQB9ysH673m70XZ2neYI8ENJqp67vx4FW8UgrLsmxyxaj9rdZKWQuPx8MV0SxYL+v6fnz4sVeD9tWH4Ncr2PjudNDsAhZdLt03J59DYT8h/Tp1jy+vQGkPXH1dDE5hTCnuYgDVEkjt9CoxVklfE0y+3ZVppY9Z3ZLojnTj70/8en+ZXAWJbqo7+PuwKmTvMTp+tn1t6Z9P+gX1+eFrplcx8bmDzzFUITQkdDGSTnnaB1Kn9PV5FoDQwZUvL1ov2zvNuz9Wfd3DQeuezByrfp0+G+Ne2bQx7UBDteugwVgImyVN6GudnwK8krQVkg+V+D6QfK72z2jX5z++N/eXOO6V/d8OuOhhtB9lFXoMwyZeYTTV7sHWvCL0TpSmv6bT5mPK5NF6t5KPn6AGcos2BjVp/hCsP9kUUzLo6GudvetOvrOw2OdbHCxJkgxkjJpnPoClVCgroRYoK1IblIC0sFX+TfGzP6du1cV+1vp6vq+ruscefdC4ZHroD/Rxbrq6FrdWP+eq3r8QgtP9bE6PeTAl7WgsGNykvqmpBNvn75RutvW+1xZqrayuWlubvX73t+3J9BZXhmYhtYNoWwy8Lavv4853YcOvPH6XydXz8xP/5//9f/H8fPHyn/K43fnTn/7Euiy8fvpsqEE1OUfjR3aOZzvkG30ouBio6NbrNK+V1+uD19vM50fleW58KJHSRpSEmTUPfPftH4g5sywPrtfPICZjjeOSvcdC++IcMxIdAZVEb6hWH72tSwCHwxQX3gVj29uHg5KSD0xcwtxgz23S9Q05ROsxadLIo9KkElNBwkrAqlmdBGSLbcdWO+Ikvq7ZZGrVK2ihgfgG5VLJnZYqCoMY4pdFGKTZZjuaIti//PDKH3+88uk2cy+VpVmVoufFoQe+fexbmdLO1/Gk/JrR/ZcuxH2T+Y2P+eKy/VWOXsmzp25fBOp7sN5Jn3ZLKFBbsBJ2DaDJ7hFGW+BFyTLQFKbBKKmtQCs4Er9uG2arvczvlZgQjSIj4n2DYhxplzXuwXAIFtx0npg970AkkEIlilVwqycyTW3cgAkpWGW6S/cav9yQ1mT9HMF6vkTEX9v7D3qDtHaflj3F2dZUH/KI2MBVTyxDsAAVNaoB1QNU3YIQa2LPZnbq/PIulKDqHjF0KhKHRO5QwdaEklHNNBJNTXWpYRz20/ls4iDD8JdiBNvRg+l1Wbi9fuL10/fcXn9kub1R1pnizco0TxL72ukU0BTSlmzoFoQ3Qo5OgbKkqPr2qQSiREIYjI8fB1IYSJI2qfYg1lodQiP1wDDKroIad/XJbcR7ZcijM4I2qJYchFKQUqnrarQPbd7/4eNZ90CkK3gFT+TXxURKJFiQIznZ+w4dzPCAqdl1bT31F0WDrX0FozJT976KTdGu7ZUI45kpumIOtS51TTNj51oXGpXaVg+aB4SExEgeRk9UR0QMzKjFgL7SFhu368zjfkVCIYyTjTc1YQJBNuXA2/XG50+fKWXv6Vvm2RK8YglWl7gPIfDpx0+biiS+HoWeuISw+RKJjxSjvp6IIfL0/MEb6i9cLs8WUOYRDdEEKRyg2c91hbIYJXB+UJc7dfbq6urvV4RxHHl5eWEYswkLtJXldqXcrugyMwRBc+Q0jlxOJzPNLQtrwOm2e2VZcBEXR9pDGizpSQkJBgxpsCAtpZHuC5Tz6FTluI9XX2h0oyP1ddkB395nJCBRzRS7NYLELQmXLUm3c563pHvfD9+T6t5HfuY35/1qAp1qaV6czf3sqgf79j6tCmsxltFv484SiO5PlIylEES4RgsZtTbqsiCqlPnBmiIhDYQxoRLIaWAclJzuDkThFVEPtXsyLj258c8lHpuArUsC8q5H65ePr6kG7kdfh/uPsifGuOBNM0ZHqEpsEFrwhMP8AI1+euNxv3G/3bz662uYCNWptVZRdHrsODBeXnj59u/5+O23XJ4/2jyRxqCRQCU3u0kNbjYdIT4jp+ldYN9rQNpcvl8DlInaEqoTWkaL2daKUJHHFbn/iaiVU53dliQTNZuYVPW4OXj85fuGgRT73h5y3uLPfgrb4TwCiAraDMiVkBCJNIkmEKMbLOBef2LCGk63vVyeSS1xvS08n84G0lVb52gVXYv5booJtdQyoy7o0VwAbV5X3tzYuDiT6zydmMbJ2hmGiSBGH2xNzcsqWRJKXYlgQhbF6OC1WBtDt4D4rfHh7zK5Sjnz4eMHPn58tqbU1riOmXl5sMyR5XGnrGYcZk73jkW1nn3DMTJpsNHNOl5Rm7LWylKMy73U5lr6ncKRCBGmaeJSz6QolHJHnZN8XAw2JZWtYd7Qxo7c2GZvgWaXHbftyIMzeY+0blUk2akM9io9MA2GltRdSadXOXBVtuAu1iGySRVvSJTuSHBHrPrGGY5letTirubvL/TFy/u72HGg4At+FCM5drRVEWpr3OaFx7JSmqEQG77bg9B+3fYT0f//9cevhRe+tvb+1tf6uef5Dccv5WbH2PrnX0Y2JR/VsAX86olDrxN0CVhBkWjj0cxXhWYCPxZgBadC1YI6VbAnt03MbLj3SMlhYzpWWvp34hUJaVatYpPxtXHixVC7ZBK2KotVLnsnH+Rg88FMr9MmbiEe3Biv34IP89fYfY3e9Uz3C3wYb/1PevhJv/iLbEjuEW3vo35/lP7kah1fZK9Mb8mw91v231kAZypFfbP/6vElMv2VwbHPJ3V6g4lZlHVxkZvVxSwaqCWnG4KNyeSHGHYjW3bgQeh9UrJdP/uDjUUbG3bbKH/KJrQiYgbDwV/HwX67nuE9at77jpD9Q6l2GrQpFOrh615BOpwIr0p2hFVE4CDr3WXqidH6O3VbUX1ttE01+HP09+N5M4L3PW/X5ItA2U1v+8a0FbY6AOA0x4ZVEvFUtY+7TiWMIRu9KCVi9D4GbA23/qrVKJSHylmflyZSo1vlynrs7JW60MUiK/f73ZK3XAghsCzLuxnB9qjd+sF+YzSrGDsNJzEMRrHK4+Ay/MkvtN26oIjZEigb8tFFVvy6GJC4U+G6+EaKkeaek0fRpl4lT9HobEHCQcZ9B1z0MCbolZYuDZ8ssVUXzrC5mQ+Vq24e3tFw3QDSXR0vbPL7fTHXHiP0ypXY+ujNd/40+6IV1KoL9OTqMA93KX/dxpgEG5Tag52+oW5jTelm1Bv7RndZ/11Sf/9svTIWY9yEGMTnVpdi32TEY9vjiBAciOriDR3h6pUEO0/Hnrj+ufeh1vujfv3O/Ocr+3uCtdWuxODM5mCK0X/NT82xFYpW1OXXiwusdJsDSZGAbOdXtVdCHLyJiZgGhnFimM7eb2h9w8kMAMg1kDtA2fy8YOIRbb/6FgGqtVpQ7b7UhBLRFmnN2RQ+n/SxwP1h7lRtJmIwrC1NZqvTVwMDtx3cFNDm/ZTCgZ2yQ79hH6r+te/aPY4MvtZ7BRgft9ua7Iu/GnDJ0BjywJATubjFAmziQiICqe/Fsimj9uW0tmaKgc5KU8XtWKKN11SRYJRNAxUMQGm+/nQGcZ+LVvE+zrnfFiP+LpOrWgu322didKUTVZb5QQyFnBpPp8Agg2WYa3RFLJOZ7c3Mx9PQLIe3QF8tQZkEH2SVT7crp9fEd88Xlg6jiy0OT88vjOeR++NKzLaRRXH/gdBRlr6IysG3I7iCUvBBJR4f9KqTTeIeAh+PzbcIDj0s0AeSSKCKKZtV7UO9L2DWqC/SnPdsDZYpGWc4NHu+JKbAldynxVDEI2IMYMZ3NnpDD2F38Z6eqBl0D6hJdY8jIWXy2Yznwvdv3NbGXNv2fvdD3wW7/18cv+3ldY+qjk/wGxOtLWb8hYceE6yfe7xvD/Y79QXR0QTTs2yHvpjDvBAXUQnqRpAYN1qw3oMKvbKk4IxjX/S9wmAqfF3Ypfe29PfXe/9svAZRVNQpsLq9k+Bzxh7cZ0IErVtvhPG/00aZ69SodxWOw3nZz0U/keqbhZqanGhvKdwCDxG1AIIOnsj2RNaPtvJYHsQ8sZTZGtO7l5EIxkXHv8eyCX8D1V/rfrvz458+cX175fp243F/UEu1JJVo/WW1Czf8muM9fWO7umIo/bo8WJcbj7v1XC33G2UxEQurMkZEI2hEZA+8coqkwfp21nU2WwWxylJHtLsQBdvIiogkiAOkESRb74iwNVeGyOZt1unDFm9a5cp6SIROq7LERX2Qe8KgsgU8G1LfGnLox93C/S0h7sHKYc44Eqel0CSYLUZK4F4snUatPRHpU74DDCg0B/fE1sXmmVb/uQe9rXYk1OS/azF6kZkUd48c9SZzIcZMymZcerpcLOh3us+wDF65VdIijhxaP5wSQAtCNSuCyShIreFKh4V1NVQ6JQMqLpcL4zhaQjSO23lS2KnphyMGTzCM2uHjKHnVMpGi0f9SHrw3KVOaVU1SDq4SGDzOVtwcB+qKrjOtLJTlYca3y8K6LC4c0sVLbHwGEcoyAwYGBbF+jCElpCmnceI8nUHhdn+wrtUMpGvzdQVwq5Beq+wXOkSTmjZH8uCCBKMBO+7/aHc9JE+e/NFFemL0ZBI/m56oiykK97HVmprNQa+UIoex1ndk33N6MqUdVPagz7OA1irqPZS1FO/lPHiE9fXCk3YE66V0ymLoXm9xV4L1HIgYI837H1Xb1vtYW6CUQlhXCNGMA0Tcv0sYR1OKFFkpS0GbT+VN4OunY2wPL+T9ef6rHL5zilWja7P9KKjd1lq5325GA4wjEgYE60drtTC7Ua3ZV3RanflY9QpxX3MMCBgYpzPT6czp/Mz5YubZKtHEKAi2FgWnjBMJ1cCKjgD0rk3bq6z6uq6Fx2NlLfB6DTxWgVGRU2CtlU+fPrEsMzy+h8f3RK2cWUkop+HMmE/UBve1mQ1H6qqYkedzNhp/cpXgaL+XIMScnforSOg+eAbUBsV7Lg2AVSJKcB5K35t9XQW6YnSzQICQhGFMPD2daVGY5gdDcbpzU1T8fIvt0XkwwbilWB95twFQtQptbY15vtNqtZ5SH8fbO/HYVjBV3OhrSI4JoVqMTTMP96+Bd3/m+N0mV9frZ0RWW4Cx5uEoKyE24inS0mCb1mINuOtSzLm+mV/DIczyzdMGQHEUOatx7RuFT7c38hD4z/M3rL74BqdgPJ+eCemZ230ipGaSxo8rZZ0dGew7PQfkJ3q1YOdf9+RKrVvT+gVa28u8aoEDGE0uSac7OeVJwLdsEAuGqkCl02b6pm/JlfG1qykApkTMGS2FKIWmahtRiHty5WiC2inrMaeVev1Mtk5zkD2sC+JrQAVUydGSqziMTM8vaIiE9O/cS+Xhykdte0ZPCtgX1P7bvyTf+o/kaF/rLfj6Hb9IrOBXJVa/dJdfTrB+2nH1/v49sRKvhliCJU0IREuySV1OhY47WXIV0NAIYgm/9V7R2aKgJjxiG/oOIETv54vREOKjBcFeNtnfX3CEaqNs6H6H6BWwI73GKKvBqQmGc3Y5/039DTwX21Gld+dI99/VtidXXTkjeHDeKTeCklKg+bx/90TA6sFfWh+sq/ntSMgEsaZ13XxbDqPaz2GrVrG73R788MMnbtc3rtcb95snV8EqOUl7MPdrgom9Xvb+o9tjW62U9cEy33ncXrldPzM/LLnSZh50W++YdrNnW4dyNs+mReFRb9RSDLZxOlFPKvegxzdSiRAHJI+oJFo1xNJFqCzm9MsW8crVVgwVa7DfAsrg59KT4e0z48GlXT+a7l/pfTTslcbjfz5OG/u111JprIYOryvUSkgRifHdIApeat2lqxUJOyWlqdLE2ARtq1zZ+2q1J1V2K6VZYlULpbj3lihE6w2IMZna4jhxfjoTQnJ6trDM2RQUMWqliqBaaHU22i6FIM18wk4TKZu8NzRLrpaV5J5cKSculwvn89no5MmoxUdj4S9XJpPlNoPaDuykmElx8HOet/sMrghYfE9OQTa7j468qFZEC60utPKgrStlnR0YWFhn82EznzV10ZoI2tzzpnhsYCj0kDJBhWmYOI0nlmXl7fVGjIV5WSmlupHpnqy8k+jfqg3ud5PiphIYxHsiu6mYdkij/3BIrixT2aoBfWaKWOeJKJuQRdO+5tZtrPV2gT3VZQN6tFlVq9Ue8LW9/8yp3aYCWl0y3atL2qmt4pYrXjn1ID56H210E+wtufZEocXdsFldAEOqJ1dlNZlutThoSGY505MrBMKy4LJre3L1xfjaEqstnuq//2skWH113nf7qmbiHR14Xkvhfr+z1kbKZ3Ka0GZ9S62sphI4z6yHhL+1PpYqrbH1FsaUSMPAMJ4Ypwun8zOns1Fku3iK1YmcSieRoH3/2anadpZsHbSKC5Sycru+Ma/K6yflPkM8KXGO3OeZ/+d//QOv1yssPyLzJyKVs6wkgZfLC0+nJ0pVrg/rgx8GU2d9vkxEfSYnoYjZBQ9Dgja67PnZFGQlmqQ5gndCWZLe7N1WjRaPbODb8RrYV6tIeeU0GH1+GDNPTyc0CNPrG/kx0wjUpt7WY4yDEGEYbG0J3nvbE1oDEwxceDwasyxMw2DWNCmapVHwDcm36SgmBpNC2CwoiuyJYZ97vyXK/F0mV62afHCUrkxiCJeUBbQRWiFgjYRBmqskbefKMeQd/2hi6lRK7yEQkkIMRlOZ15nH8mCtK02Ln0yDWLR6tcaNM/cmUvEk3DbRd4FlnzYbMGOBY6/w96b3fcHosuPGYw8btQC6J0RPSWy/3nueenk9hoR47w0SqS7RLdLY/SqcitBL/k7v6fSJTY5cvSUFNt+YppYQGtq4B44/nTR+zlVZS6WJ+YiU2myCeOCx3buXXA9X7LcN4b/98S6Z+Q1r/NdTx/1XnaLy1Xv97A/67lfSM+KNArL/edu6DgnPLmmvvmB0Tr4hqUfvJQX3KrMKaVE2Dyrb+I8Bthz2rk788CBU3lcCjHbhr+mbvIgHTcFQxS7Y0oPl95+o/66H31+Olneh+D5O+3lSowYQKlpXUyeT7tsUnEqQnDLhlJHqPUzryuNxt+DTRWqMhdkviO7iFq60Oc9Wpbi9vXJ9feVxu1HmxXjkCEPKRCJTCtSUGFJHBH95Fuwgh3wxkjD1ubLabV2MEui9SrvABodrxpZU7uqnso2rEKwSGrfkhy0R2urvEqynxquizdeqLwE/CzKlPwWbQl/oyZUFG3CgUYsFGaa0G6zSBui2Fvaqvn+kHigfqlfh3a2/F93HxLZ+d9oS9OZYOaz70iXhzQwJQq9IyPbZ+ufrdKPu4dcDquPX1tRAMH+siSR0JT3ZElO7Rk4Vj1YxbsH7/dqKaEaoiFiVaJxG8uD8jEMFAyAmo+KM08TpfDLU1z2genJlFYcvL9wxce2/dH86dpW4GBMxZWvcT24A7oCMhD4nFVpBXSXQ+uXqRjfr80dRUnbKbAyHxOxIx4VOfw5Bna2RWZbips+NZTWJZ2Igh7gl7b0yIOy0UB/RWyVvm1t9nGj/DLDJ0/dJ1X/oII30eMDFqw7ndF8le+XY6Gg2D/dE/vgW7OsesuphXfMRxyat7omWSbn7w+U4DrvIRHD59biZC3cxCoEtfui0R6XHIW2v4NBpl1ZFSFiVccjZkoRNpOsnq/lPzsc+4PAr89c63p9LS6r7efE566CItoY63VTLSqvlXYzXk/LqVZJ4aAPp8VXsHmEODkbvRTKYCZTk9GcDqBoRIfk26up+WPKg2qzS3grrPPO43VnWxvJQlgVaEeq9cXvM/On7f+X17UqsV2K9kaTRQrPqTRgIkihVuT9Wqirr4jGiFh6nRMvRMPqo1KIscyMUA1UVtb8FS6BN7MLh1eAiTW2/ujtGdQAzOudyK11ZnCvBe36jkIOQRZz44JTIVpxF07a9wxddu3w+L6J0wLP3Kna5LLy1IDijzUNsHFzwNoeudbBVkbcY69cfv8vkapkffP8v/8Rb9iqPKDnAOZuPzhSE7IGFBqNj5KSUYAtTbX1RE99sgyGo9Kmlm49djCufbj/SWHi7f8tSvyGgLovb0FUhQK2refjEQPNm7oBuQSjNdNdETenI1IA60s5mzhu8gVAq1Orvya+iqJWFjwuOUiyNVGhtpSkUL/eLQiB6OfdMjJnaglEfpRBjIVTcaT2BCGG1jYZkjcUxZ6bzZH4bfTNT6KBY8V606gH3NhGatXg3ra4AqP6zF7FK4/52Z23C6+3BbS67SlW/Eo5CsP/md3n8fD71lcTpJ4/5yt+P+Yh+5U/HZOIXaRP9bfjG3DpOtC1rB9pmX8x6r4mLu2il6Qqq5sbuSHvr3GUfL2tTSmsW5AgkTSbbSvJFzVch/yqwUQCDOFChulF8lsUMGLtccgyB6TRtPSUSPVQNe/ijviFt9MHOMfFNcq+w9aDDvm9+jsTpY9Boy4I0Zb1fmd9+RIbMcDkzxIHTODINJ2pZmOtiSqHrYrTjpmZjkAY+PH3gNF2QGAhDdoEHW8JNbKexlsKP37/xuM/88d/+yL/84z9T5oXH5x9p68rTeeTl6YkhBj4MgVYLH54uXx1Re9jhqZQcqlc+FPv1r2VheXxmvn/ifv2R+/VH1seD7vMlXhnvCYoEyI5Mp5x2yqM3xRsVK250Zbu+e7VcJWPmexlNmSqRtamtc7BduW3sCpsqYE9YQkxOEU0GTWpXP9MtCQpO4cOfd9VG2dB3DklU9wsU49yLVT/JEIJ5djWvaPbdf3tvYTfA7m+206R647pqI9SAtmpWFLVaBSsEZNv47fyutbHWZvYTElxtsKuQ2S0IhJyQYHLfo/uD9TalILYuxyzkHBAiYwqEtpvO2540E0Pmchn49u8+IkQPsBvLaonGMA5MpzPTNPHtd9/y8eNHJIpTZtiC5ZePLwfwpJ+KSBDr/9r/EmnVaPAxjpa0jWdOp4uBMVM2oYzRbBtsgpgASV3uaF2gLFBnWu1ggFWsLCkQzpcTIUWmU0akV2FcqMFHVvBzFyQzjWemaeX+KHy+zgC83R483WZOY2KM3ktkxCwLa9X8H72mv41Rq3jaOLRexT7h9mDNZM1dRdN7TCUmT3VcqCeEbb41r+T35d8YNytoczNUNdp1TAcAYh+rO2Bm+6irGFmVxftma7Ueu/vjwVpWijYDQLwfzBIkoTaf8+NgXk+T3aL33VrlKqEZ60cLERUxOewKQ6uktifFEoTB443z6cTz84X8SLxdr5iMjG4ArYS9utzn2r6v9Y96mIt/8aFf+dfhAQ3el9+TzebVqhmWu/VaLUaP1lo2woQ2o/sui7GBch6YJFBbI7gA0jiOnMczp/HEkE6kOBJCRsm4VTiY3TxBxfrsWBAMcKCuSKtINcZBedypZeX642e+/9fvWdYMwiqcAAAgAElEQVTGj3flUeDTrfCn68Lt9uB//MM/cr3emHLglIUcAk9jIsfA7VG4Pa/U2rg/FlpV6rrSSuXbD0/kWjlNmW8/jKRTYl5Wbq93Qgxc1o/mXThdyOdGCJkw+JjAk0btFXU6i9FmQd19+cycuHhMaaIqSCVEZRyEtQjnKDzHwNpgQUELbZ1ZacQkxLT394UOimgl0BhiI9EoqjbuiVsRJg8D52lgLY37YgIYKQRrooiNIVkbRQxQxfliW+/jrz9+l8mVtsY6z0gVEJNWJAZT1QqCOD+0U9REjSIXHWGEHb0E2bjsbH/ZwCQQZVlX5nVm9YsOinTPkd4o7zKvO0K1PdW7hbZjQttxfIyI9wyoV6l6RORZMtb/cHxude6t5+COFhnaucsleyARk0tLBiSoP69vDl7F6tSHLSXv3h8ezFrpFUdTHI8U3XoICM1QCY8cHJBw5K1vFhY4rKWyVPtqPhfHxOp4vv5Kx89nQX+j48+/4J+9xy/d4Wt/63vQu9OnvCtbdzBHbSPbqoUH1NX2ZGVTkuqS0G2n1lZXDmpVqWo/S5Dt/vs1PCCSPbfplYkv3v6GqHrDenPKmIZAza5QJ8maycEXansm1QPo0PPa7XNtr/BuCmofm3RVSjUU0Ht1zA9ocZVDPNGzJljdZJL3912K8e5baax5JAdD5rvGeO+9qaVSV6NimbLUg8f1yuN6s41stY0lKgwxMsbAlBMtmNrnnz22U75lVYfPrN53sVLLQimLmcy2ut2nUzA7orhJoG8CJTslB2wt3U3T+8uLJ1dOfw69z8SS3w649DVhC2b6+GS/nkchC8K+PsmmatFbuo/QwV7B76BN4Esq4KFy5eh7aG1L/GVfwA7LeAc22M7D0di6V9pogSbt3e+On20bjj5G98rVT3cLPb7n3sN43Gh6BasnpX6za2JRjGxCMI0YxROZQFu7imFXnrNEKiXrCRlGN77tprK+ZqScDgn9+7GwV67gaBeyC3C4T1Lst6P4jSPXHsS2WpBW7Wc9VNDVQEUEUorEnIixV6r3SgmyD6ogEQ29d8gqwN2Ady2eXCZhv+Ab5r4DUu9u/VruA6RLbfevIYBq4LAI7XvsIWl/t+W92wux4K01izi6jxpCCIa8HxOznWGyP8cGWh7W+e7JVty6Rrd1+TBCtY/xsFWsek9lpwACG6iwC/qw0V/3fWU/R50KbmMsOx0z7K+8vd/thOHv5N1p2cfXX+v4Mt44AFTv/trHYd1ubkC2/91BzVqNIhlj2q9DB4zEWi96VUt8o9AtXXd6oPtBocFjQ6Po432lobrQS1lp62L9iI/Z7IQWKBUejwdvr1dutwe3t09crzd0zIQx02IkS6OlyLIWFgc5TVre7DrKsrIsI+tayDE4FRdL6tbFKKDrYrFiycRW7HNunxmOFEDdfufJ7GGcbAJE7TB2sEJKCK60GMQMk8W1BUS3dQL1faaP6cOCK1iftgSPk3UbXoj03uFE1fIFULjbgBwFe35x+PzC8btMrkQCKY6k5MipWFBXrVOYuZrKCSoeIApr063aUruSZz9zqoeT739U21jXtfF2m2kNrvcHj3lmiIHTaGIQtRWqWvXoywl27OyyltTDBqr6LuHYrolLkJoIrXdcdRqNl1I7f9qetQAVtGxyv3pYEIMYauCygCaiET0ojBEN5iWkTtsJwV+rWlNkDIF1tYW30wcFPIi25BIxRC+oQmNr+A/KFpx0LxVLzIRSG9f5zqM0HvO8UU1+a/b//x9/7vCFyxehXiZXwb18nNpQV7SqWxfgnm44L98qVuuyeK9OYV3sei2rX7doClqhWT9gCtEotp4dbQuqi0yoB9aoesXHGkNzjFabTSbivawLyzIjIpRlMf+qITOO5gUyjmbYKcY2M7ZBl0CnQG+u7hLsdBqCorXPwd2AU8SoiKElaMr6eOP6KZGmCZlG0jgypsyH5w8sy4PWVtayWEXcA5Z1ftBk5bU2lrernZecUYEijSbmL7KsK2WtvP5wZX6s3N8+0eYblEKo1t9THw/uWikCGi0hetyuP3+pt9jjS6rMMZtszPcbn/70PdfXH3hcryyPB6Wsdg4OCY0VK2zem1BCpw/b35MnFanz1NV7llQ8kQnkYWQ4PbkU92gVIpe8je2wGHvi1Cv177IQhc6HOgJYfYOuxdbfUlaWeabVyrpUD2zU6YLigJJXUdJ7dUmPVQitN1KrvaYqooU1LrSYiC7QYAEStktLV0H01zme/B3TeP+RevClpnZl62PbA7Dts+5zRptS10JZVmJaKPNCSJGUzU4hp0jKJh4yTQPVgGITaoiALmidaeuNNr+hRFrNPgdLP9E7QHL8IF8AIj+XWB0pYpZQGpVpHEdePn5gGEam88n685KZM4cQSGKgpdZKWw2Jb+uM1hVaMfTZE65aC0pz1kfgdDLPrBSDId498NVqSVV0gadq61FwVobESKlmI/D6dmPMn2hPZ85jJifIx49/vG4Ovhgzpb1T48X7p03dEZomUjJhgobFL6E2q1z5GFDVzYurlkJdFtvn19WBrJVS7XOVaoFvS67CJ1bZ7/O7UyV7gNrtXVrzHpbaWNaVZVl4zAuPeabWZnFVztutNUWKRS55GDidz0zns53nbJX4d+NVDuN1A1n8/Tgg11r1gNtUQXNKXM4XQoicTidKtWTP5L5l6+3bFEIPc6N/Xw+g0H/0eD+mO7wjW49kr1pps4oSvmek2BXvnEbfvdiq9/e0rhLY6cORgFNhHaRbl4X5/iBlJWXrJ26urFSK7dGhLoR5RtqCLDek3JBWkDKjrfK4Xe15HjdKnS15iG7IO0VenkfGUWjtW+b5QgpCDpBC4Owqm998uPDy/Oyq0tY31Vaz+Hk+n/i7b79hHBLPLwOXU2JdbgbgYMyTWquJYMRoj9dMSBXz2hrt2jWfJ9X24dYrVrq3BNB8H2kWz6v/nILtN0kgiQkhuX4O0cGzKmJtCopdg7KDMoIyJHv9QawXM+fMaTCK5jSOnE9n4rpswEvMg9GXH0KphRCE2/3gjfUXHL/b5CrGgRQjau4ziPhmiLJWrMSnmDqTKqXu9E39yoK5Zdd9J1SbVmtVro+FpnB/zMzzTByz+c3EwFIKUmwRaR3x9uc6Jk0dod0AHNkTrOaJXA9YwJEg8LKwKeuo9M3YqH9oQyiIVPpEPyZXPVkKjhhbv0OyhKvhSHJlk4jvstxiSWkplRKsHwRgyF0swJK/BkQ1FnVQR1Sx7F6VwwKLqwc541qE+v9y925NciNJluanZgbA3SNIZlb1tPTIrMjuw4rs/v9fNLedru6qzOQlwh2AXXQeVM2AYDLrMpu9m12gOIP0iHB3AHZRPXr0HG3ct43Hbo3ENiH111oj/z6PU/D81/38txA33iKLrSGteoLVRnLVugBGN0NsjbLtJsu872zr7jLeTnlYLqQleN99IHkS/ia5Elcq9MS8zxVt3b8K82BDICaqQt6UvG6oKpvH25fLQr1eTHJZApKMMqG+u1dvalItKL2XpPip2xhvp8VAmwVqRiO2DZKWkQZlf1BfhKlmlg8fzBw0Jp5vz6wxcl/vKEIuxYKtpuR9oyCwZnaCKT1Fa17PoVFF2Utm3e16rl82yl5ZX19p+2qiCbUgTanbxpZ3ilZKsyrT9nh8fUe/vsFfPXFKtRwBz9vKl08/8frlI9v6IG8btZQBNL0JksQqGdZj0xvWdaB8gh6GrGqU0t5jYwHbzNPTk1XPgzX+izCq1X1sWNJvb6692nA+QV88zx1kvbqmbuCZc2HfdlfbK9R6BJf9F7pia3AV1JjMdzC6X0nvI2wN+6sJVSslFjQqbZ7R1LMl26SlSwuLfPWxHdk/wFd/2qsHavtG9cfol+3Z2HnC69HDUUoh5kLJmahGOYpBiCmQpmi9xoslV7lWUspWmtWMtg0tD1q+oyR772pV6h4kjfnwzRX5K3bD+TsdkQ+uNolgfo6RaZ55fvfOJdgXutH4FJMpQYLR5mum5nX0smgrXnVzMEarJVDahtjJsswsTlVrnoQ0p6KJJ1cNHZl58F4XCXHsp6/3B1MKpAi5PPt4/mrRVQYy3kHOLgmtjlqpBruntR7zT05qvD7WQk+ufP2r2cQmSs5k9xfrQh21FZoWunVC68ldr7I6YKpd5bLHIJ5swdGL3ZrRkY2RYwmWqpLm6RCsSJPRyENB/HvX65XLxURQonsJmsrgadmRQ9RFxvU6EiytzTwCXWI+xcT1ekVEuFwW9ryjm7Lv+3j9r60n3oiMYBTrXztyOCKXE9m6X3OtqHaTXZszNn6PKrH1Bjo9ddhaOAOAQ600SCSKGTyX3YChvp5IgBZsvSu5odmMfsO2I20j7g9CuUMr4MnVtlpyte8ParO4NTjb4bIEnpm5LIEpfTA/u1qhFqIELskqyu+fb7x/vjFNM7fbe6vIN4EmXKaJ97crKUWenxKXxfokW9uprZDLakImwX0m04zEiy1+QZHosWaLR3LVk+9OHR2V367aKyOICZySq2DCR6nrtIkliUGUtdplMfC4A7h9/4AUI0F02CukNLE42HNZZi6XC4iw7RtNleVigIKirNsKvLVE+V8Zfb/J5CqmiecP33O9zLbQqqHvbV/d96qwtzYWFlXxqlXfZL2c3xtNxwQ674BdWEHY9opQeH1sfH5dLVngyaRFkxlm2jjdASUGofQA1iPirsUfwiF5eq5g9Z4A+w0PbMEDXaf9eS9Vp0qgjRh10HS6h4V6NcAMVqqhe5MLewQdQYyJD3j/Qr8CjnA1EUdw/XM3sSAl6NsNdQRiXz+OBsJ+H5o2wCtpYq+ba/Xn//6OvzUX+ouHfPWaqifElJGgvHn/0yak599zzxjb8KslWL7AodC8ctUDOduQjXdtQWsdVVfAF6jkvSenknm//zjNyibPaaNSq/j6pn/m1/d/DeEEn7u1VrIjuyklkxWeG5MH/ENQQKsnWIaGQZ/zPs89CTPvH4PGpFVHAyrO36OVTNk3Hi+v7LmiKaEpESRyuVxNaTPv5nDfHK9Qf0mvFHVQpWLJ1fDsQuk9EaKVoDavk9Mf5ijMIZjXiVpF4s/6XP3S4QFXLRnNRl1cHw+29UHJu/VMuonq+Zc6Heho4D3RPtEhriNfrR8IRA+sY0xM3YDVEz/lFOxxgE/ncdrXR+nrh1c3lWK05r42qlKyjclWejKt45qPBwYY1dYsgNwzMYRR1dq3nT3v5JxH32rooiyCn7cM2iqhJwSNWg4aenA/uP7o45yv5uEbOgxHsqU+n4ZMvE/85pSLWqolVSlRduuHbLWh7iMUPZmfZjM9nnNlzo4cBxPrqHljff1iUtLJPNVGshzMPLYOaq5Xf4hjXp8rCOejV1FszHS/OzONnr3aPJJbVxXtBuOi1QyXq1GbVKuh8toOdUW1a1+bdS9KcKap+Nw+Vd20z2tk7Edj3/UqpgE/RpbMpbJuO5uLXIQgpqQXrRez9USmNhqWVBG6BiUYxBp8mXLlU2yt7f3EpT5AQbzZv+fQo9/U5br31QK48coBJPa518dNHzv42slA/O197WtzQKX5ORid296nlDrmkCm8JhcbSVCbjcPWLAmeZ++pldPecwIKusJmX6sHntNppwfQ0I/g6mt1mpjnmWVZqLWynda4rxOsN4nj+f1+peO4m+dzcKp6rIwyivb9rFen6viKelJ/fOiRrvGmsmeyCaqZVldqmSnBlFkRE1VrNGJ+0PJKqBtaVqtclYyUDFro/m99PIRoVUhRQWWmEqmxUWKl1IQGk+PXWtASh7cpKHvL3LcHqRVap+9qNG8qGpc6oaJUEhoCkiam5UqomaZ13IpWCyLBYnPJCBGR4ompxeWmPnxQKOFYC8fl79ukv7BV/gLdsHyoCAtMwRSGS20Ebcae8ugjYMCviFXrghi1OaZEiDPTnAb1NThldZknVOGyzKR5orTKssx2jd/sw3J8+SvH4m8yubrcbvzH/+P/5P37dyZb2yr3lxf++Ic/kPeNx/ZiyI9PaltoLFgMoqMhNUk3BtMxCc4VLFUl5EbO8Jgqf/jhC//t3Q9sv/vAP/2H37OkhUuYiKGxbyvipfuck6OROhKV2hpSChKiVXu0K7w4zY/C+ZM0dQ8AT26aYoh4zhY0lmzl6JRMRa0prRo614qSs3NPqYSYaOlComJKNEILkTgtJBIhbjbgW6AzG5sYQaiWRt6teTL0DSyc6IFiG5yoKbn0YDgEEJdfx9HgUhsyCWGa0aqsuXDfdvbTAv/3dPyqiRU9Wepz9ys66fiZ45m+4YXxc2KVgtagNrRkKDshZyS703mxRKc064sr2Y1Fa2N9PKxXqBg10CIuC5CmKbn62OyLVbT55+ht74ipaslMq42aLTB0lpkFhjif2XduEVPosSKCJSn7trNtGykGcs6kGLlcLlwuFw/mer+QVbVRp/xxClqPrQ7RYptcdXSNYF4ikqhZqTRy3njNDeLE7bvfcXv/HTEmvvv+H1GBL+sr9321Hq11Q2sj5AbF4JVWCk2gtEbBetQGpZlC0EzQndhWgirXlEgELskQxSDmPZdLZJ46GHK6+x0wGSNlPD1Gilanjawrnz/+yE8//JH1/pnH45W8P6yKSU/QG2CqSdOU6B4hhib3ZFVJTrfqfGdLwq0xfrokQpqZ5yu36xMiwrabAIq60ETUSqE5/6CHwqfAUc9JFbaD5mwBcdOR5DcHb2xseoLlcZBRNm2d3fJq47va5zQ1VOvl2/ZtVL22fUebMk8zk0uD9wS9lkzuSLX3f7VavG+oU7TUhBjUTYhbFwM6FO4s/7YaUVXjYFQ1ECzGiGhi7yCdUwZDFfbHas3fzdbi7hkVPNmb54VuQqOteiAfaRKpDmztr5/4+C//nbQ8sbxTJE7E2FguiZTEzjELe97Y9400zUajk/PI+vkRQxhGuia2ELhcn7hcnpimhemyEJNVPpJLekfvz2qloG2n7Svl8RltJpQSQ7C9zKXDc9mNkqvZG9fFQMagQDUF30ELdB+/0L1wHPAMAWJCQ6RJoKjwsm7UZp43r4+VWhvLlCxZlgA1GpAbzFC60xR7da7TQ7tvXvSxUVsh18a2rnz+9MkpXoaoBzEvSVW1sefMgMfjgYgwz0ZHut6u3J6fRmVwAJe1mUCUHO0M577Zntw1dVAqGzj2WDfu95V128nFEsUQuzT4wnK5UGvlsW80lPmy8PTumeVyOfq7BmSm1FYd2G4HiK1qlgbNGRE+j89JS4qR69X6uN69e0eXsd/czPqcQH3d49LVDrvC5a9++DkAo6oYUFq9uliTiSM0LZS8unXCRi0b2op5pQWLNfu6FiQMn1KLoSqwoi2y7z+xbpnaLtR6IaK0YE5Qcf9MLK9IfRC3T4S2Q35B6sPAO6/kmsAIxHni9u6ZijCFhSaRucGlmXfZbb3Y5912qjMo9seDVhtfthdetjshJuaXLyYEExdSmHi+Xq1SPM/cdGEJE2ERbstEqxn9AmwPBMj7w9fFi0nZR4WEFzuOVpfWrPgw1sU3ybONs0E04dAP6EJsZjhvj0uy3mgtjb2aKFFUJSouoz4Rg3KdJ2K0aumyzCAJ4gURY2iYz58weUXscruS5olpskr//bHyxx9+GkNFRA5F4L/y+E0mV0jwBXqmSSPWhoSNRqRoINfA7i0Wvh+ODDj6+Tc5Ao/QQ0/tC8aBCNFsIxZprFvm5bHxbssU5+Uj1mtwNEOfSuLI2IMMlXzLp++fa6Ca0t9XxiDrlSsLEprzi53rS5+w4iJsB8rZF1ebbC656mpwIoZe9WDmQHZhEIhOTaJG6ZMjAdJjaT1d3fHvr8dYP8eBXDmNojR3zP67qlwpv35a9be/3Zun9fhy3qy0jwd1JG5QHgYwd0KwvTG3HhsoPuY6bHQg/D2xa4OS0jep/l7NK2Koqe50usSZdqauPHnm8EOfD6agVHzTSymZn0rodLRTcjXCWEcSvdonrl/dndyhXwsMedRTU72aSqlKJV035lwIJKLMEIQpTkypWBUkFsOcK25H0jODLrcMaDDTZIXma0cRMy4PApM/5hiYo1EdUjCk889Vrn6xt9sBHQuaN/MI2jejGDntM5xApnEIx/X/amIfa4/QpLME6EJfGM24S293ZdTaW6eOzbOvcSfYQNFj/VK7N10oZwiSqlJLHf9+uz71+xy8Wtn63R/UqOpKc2Dn2D2lehI/zv0koDFsL5r12Yiv95Zrdgqor+CD9tqrt0c1YYxxTmvv2BuMutgtMc7BRgs29lsNVsEplSCGlhvtxSu9WPUKEQfgEodrIkPhjDAxNzPitL66yaw3ohziT2N+HJf2l46DFnhUp2K0vqre4zYEL0ZfllczOoXKVdfswoh7KZ7XrTbWINdL8Xvl+1K3juhiU8c2/M1x3bHtWq2i0x81HmtdF/NB5PgqwpCUDrZoHobnvJEWt3HXKCUbEyAXWqmmbinmmbZtuyv4mV+SjTtTXq11HhWcQck8HTom1TGOznRA5aj+dlDCxIiOvffr+6aqw3LBBE7SmMdj9+8xix5j/PhQ3/o60MFRxYliIkFTmnz8HdX5g1p5nh/H/89xxf+741StAgP3Tpf4W+9lQHI/NR3z5Cy9f1ZP7T9pr3eaV0PJsVjVNkRXFTXqtNKgZqiZUAriPYjairM+fD3qKa/PrxAtgQnBFCBDML2x2IzGDQGN/tA2st7qIEZojaZGXWwJajSwYysZCSYEU1pzL+1o+0dITge2WKJ536O2ikqvrgV0sKzktGm9TayOQPZ8fe2iC+GwBHGRHlv1cAN6N4BQfWufIG5S73LuKZqgSFfIlNETbj+fHFBMMTKlOKwDcimH/2avvH91p//S8ZtMrh73B//lP/83Lter082UbV359OkTtRjSXsvbjbZPAgGjvIGhUd1jwr85giuxm94wdT0t8IefXpjkX1lz4z/9x39iLcp318jTHKhVxw2X85v514YhXcefHgDrm1n6dWDRGibz3JRSTIo2BmGeLKmbU3DFlOCu3lDCBFbMMpNXER7bjuZq5WHu1kv2upNz5fPLK491teQLIYTkiil2LtV53yWbG5iEgKpt3Ef51rjUer6eR4Y3guVSKy1nHnvmy+uDz68r217+4qb97+P4/zix+tZ7nwCCcQj0CKMHllqLUUtrRUsxekGtaDb6Si5WDdhy5rH5+PNGahExWegukCJWMd1KJjeTNxUJnrzp+AgWBZ+Sq30HdeUeLNiJ0mmtnd5VD+pQNMWt2mo3q2PLTo0AtHYVtOSiKocP3vB8Ce2Q95Vefe2Vq5OKpprhZWiRoJPJ0t4LuQmPrfDxpzvzZeH97763hvykPLmoR3zy3y0mGGL2A5bmZRFqD0iaI8/pFd0zr0x83irSGhc1efLrPHN1P6GQlL0UbvP0V4wHOYZjsyQk7zufPv7Ey6dPfPrpRx73F7aHcfRrycQUXbRCRhA3RGyCuGKoWUT0wCHGLoBThhFurwiFODEvF5bLldvT80i4SsyUqj5WrIE9F6NSZxGiim2QIlYdGLwvS6TqmfbX1JfrQ6UspmR0kCEY0NfUTs9q/rNuql08sBAT3wC4XOwqDmU0vBqPoFKpug9kqo9dAevlidE/io0/SxaqB9fev+j02lIqxQGMM6Vnnhc0BtZ78OTcRFlErZrcQThCoEwzy+3J5I5d1dMS9IREmGflehUTM9idgl4Kmjc0JlrJxBD53fcfmJarU8AWUko8P90O+4PzanOgcW9HXbBKTEyJKU1W1Z5noyimdHhauVpfEEZfUdt3alnRvCFqyVVoHuxU82UreSfn3URktBIiXqm2faa6pHgHhkbyGsZS9Ca5s77jBFLJVUEzj23j/nigrXJbJoIIqYGEaD0cCNIioUWiushLdEGoaB5hIoHosHdzqmKMRn2spbA/Vsq+U3Jhu5svXt6sgR6Ey2UmhMjl6UaaJy6Xi1WxwmGq3kOHnlD1BAoHB5rvvVXNFqXkzLYb7fX1/uDl9U7TZq0N0ZQhjfpnVUpCYFoWJAaWy4XL9WpCFr6PRMGTMGiavSJ9HhA65tCUklcgj/2pzxskMk3w/PREmhK1VtZ1JZfCuq5jbnx99P2hCxL9eod89fVIxGMMLPPEsvRHogZFWqIGqJeZKEopmRCNwpu7ZUAzKl7J1lu1rRv5YolzrZlaNlqZcBtpB4sKQSupPIhlJdSVtG2IZmLdkLrTeZaK0iSgQdDorSUN1lrJWtly5bEXaqk8Xl6pudByHgwSajWgsVRaaUaVJQOBhydNj8crOW8s80wh82F95jIn3t1mgiikiSnc0GbWCYi46Ev2pGrwxlB1ZETD2yvv47Y1s3fRZklcbeal2SSiIRGnhXm5UveV/bESRbmoIFGYtHILioRm4lDZ+rJj8KQqdWVRSxIb2JouEZE7pShTEpYpWPIoth8v88T75ydiSjw/PbPuhXXbvDIslLL/1SPxN5lc7fvOv/7Ln5imI8goxU9yTLhTYsXBy7Yc93TI+MsCMD1NLLE0ofkg/fjlQaiVaZ756csDCZElzEySjOFzCtiOl/Zl5Gfo5AkN5JjGYzPwxbI1UxGqrdHqbs29EgddIgULRFSMumB0hETz+nuXIt5yoWolN9galNJ4ve+U0ng8VrY9+yeIh+Sy91m0Ztl/rYXqFEB3UByVr54W8ubBOCt1ZLp6tWrLhfu687puRmEcr/Pv+fj/K7H6xnv34MdBgq5Y3VHYPk96Q2vwABBX7Km5WgDsqlKm5mObZ5ciH8lVMGpYLiaukpvZ+J3lMo/kqnoQVI7kilNh4DgB+71T9WDAD9U3ktZMQUvVVIKaklL06o4w+qvoiKJdl6CWEIg/F0Ll6MNSRKIFd7bFEdQoPNsjsxaFR0XDw5SzZGK5LCxPM8t1IsVg/kJiCKE0S6p6N1ORQPXAyFi7FWSCPfNlzSyfvkCtTLUSUa5T4jZPhmJPwlYKi9bg8MYAACAASURBVNPYfnm6dGTZqxROzyw58/rywuePH3l9+XISsrBeD9JRYbJrL2P5EjnkZ8+S6L1nyYacqZGV2ux+hGiUtXnhsli2UkpBUBom4d9aM380r8rXZvhjreL9LL7eeLVbvVplTex9ZHn/qPtVBe8h7XTYYwk+zHI7ct8ZBeBy6r72mYIgA3zrY9Kmk0uAN2/M7+PGX4OYfMz6OHZkubbeL9SGsWht1VXUjEmAB/5pSrSA96l15LZ5DOTIgmRki7Sm5D2TpvlYgw12tcQgKctilhcxG93RgJQdTfMQjHj3fOP997+3SqMnRstyGQnmz5aYb408v/4xBO+/jNbXMFkvT++zknhQy3GaaJeR1prd6gREg7dDmkJgK8XpV6ZsaRU2fJ6flARVj30+BOuL6RttX086RdiVdGvL0EwBddt2ArDnzJSM8pd68BmK+6v1tUkRqe43ZtTIEAMxJVPVdb+5kVzVwirKHpS1Ve5ltyQ779TaiGlini/EFFmuRrWevd8peIAvPq8tsWqjatvNVweIpkY5bRiwmXMh58K2m0pgH+vdNDolS4K7TL35X5r3z7wshJROoKpfw3ZUxb6VBAUJLr0f3lQgOutBvKf0cr0QUuSxriyXC8H3nnP1aoy9UyWpdUD8VznO5arjmV6JMtqrgVDTlMzfj0bL5n00TxPd6kBRcnA2hfh98j7Gbjhfau/Vsj76VrPRd8V83qjZehHLhtadUHbIO6FlSitELW8+YMM9pII9Gkouma001j1zf+zUXHh8eaVsDqjWgoj7GIK3DBQD9mse6xIS2PNKbcXG4xwprfJ0XYjxHSkKczQgphWlNQc9W0Wl0IhABukV9FNK/IZyoeMedxPq0vv/FUvOxMQyUlqoe6bmYvMsWgKfVFkC1KFA2iAkovcsG8Bj71mq0qiUZkWCIBvaBDRymRavkNllnmLkdr2CmO/m8rhQmxKjicL8LRHgbzK56o3ZZ7Fho7WYLGY4mkx8AvfgTYhi7sy26QQvIapTdfRYOJRxw/v/t5x5XZUfP7/yn//wRz6+3Nn/4R3/8O5KJDOxgxZyMTQFekBiLzeEKfz1utRvEEcnvbA4KgzVaVmlvEGFDFwwE1e0UYJLznvgkBWKJ5FNwrhKItYUbfQX71MYvP3J0T71hFL9Pe0N3c+YWptJ/rbJA6xOXfF7w6lR3Te4qpBVybXxsm+8FhMG+fLYeF138htk6m1SJsI3F+x+d3/bxzlt/vVe8e2/5c2T0j1l1L4nYwzLyLf6o3lSPJBPR4laU7J7n9RaD7CCjjT2LvIwJP47N0fVUGaLKdugq7ypXPX3qSd1OnoAH0YwDIyqlf12G3HjQD3937VVcsHQfWne+wIh9KDXgBJVp5XhyZd9auO2d8VBGOP+wGjMZHYCNE60MCME9vuG7pX902cChRRgmWzeX2JkclRHu7FmjFQz2ECLoqVQfvqIriv3P/2J7Z//Ba2F3EylqywL+bJYMDhH1lrZX1//yljC15nWyDmT826I6bZ5tco29h5gJa8sCN0riNFT141ze/AsUlEJzoV3TjwYwBMEcV68SDwl43CZJpLY2HNNRQs2RChBqL45VrF7Jap0GnEPlkcicjrEg8k3PlPnZND5oKYWH2nVaE52r49gryfzndFlmLiLEHXVQYGGjXHpHEXfWK03qvRYxNYvH/NN1U3XLaGstVfg2vj94KICk1zRVkiTVTBaUzp7Wl1YqIMLhEAumZj3EQSqBDRGE7CIpoYFgRi8D8kupFWw80oNeI9YIbg0sdE5JyQkIPhcHigN4wO9GXJ+PvSg2gLrIZQQDQEPHYTUZjYQrdLKTs3Wr9Kvh8md2ZpSc6HmbPthreP9Zdy7gGqlVrsnQxwExZXz/b7IePSqSkkJ8b6gVpVcKilW82IsBYmR6l/FKXM2mOIwsg5Y31zw8RBU6R5fXX57SjNRAm2+uEw0XC6WQEyTUf9imphc+nm+XIiTVQF7M77oQZH+2d44ttFT8uH9ULVkE2zZd/O2atWFDyy5kthjJaeSgVeqPAFz9ceubkiyOKrJkfwfwVaXEWAkUAdQ0ymbVqPp1i3WewbzNHFZLgQJbNM61vdu1XLEM2fg46v1oLOHfuE42EUyvhxMhr5+YGwJEaZlHnL0t6cnrsvC89ON56cn8r4hWikl0lr2c4MUMjrEXVxFGVtTbG81xk6IiRCSracet0X6Pu1piHZwxdaPDtbkHrO6sMqmZs6zlsbLXs3y5r6xlcq67jzuGzUX9teNlg0kCKrEEFgcFJljoEqi1MaGVdqtfb4baZvQzL49eA1CqztBKikGLjOkIASKqyIGY8yqaR2IX5tOAu9iMpZo9V6+Q6ioA8G1uY2AiitoC1EiczRRjYwQVUkISQQNNhdTUxOFSh0sNEZWFFuDDrVWyE6tlJz9/RIxGIWytGZVVQkUiZSmzJcLt3fvUAnstRL2yLY9oJY/O/b68ZtMrlqt5O1By3GopRmQ2pHo7jPZzXdHrDn6CoLAMkVTG8EWYPRokNbeU6UK1Tbzl7WwrbDVRkV4vl34v/73/8j/9o/fc5uU75dKlIa0DTSbYlNMAzU9JxzgQhWitmiGng36xPYm0Foq2Stywc0jmyrbbjdwlVPnkw/IWr19X6znwWJo2xRr29m24vxyG7QhJuZLHEHYENEohrfvanzW1a9rSolltoXZGpcj1d2tFQYiW7RRxSd7bdxL5V8+vvLPH+/c150//PSFdc+Ueipx+LWRLqU/Eqx/q9H0b3n8ryZWfz4pO7aUzvM9AHYD28+9RIA7zKO9cmuP4vFRUPe7atWEF5o1VRttyYx0FSHINDZK9aQqxIlByXKlylqLSxF7RUR10G2lN3OdnsOBDwviI9plnB1dDsHogF2NqgfMfS43VUrZKcU2iVZtM5tjIEUZlEIRGaau3dut9zX0BK7/rR7NDwCCwDxfEA20eKXFC1Lh9ccXpDa2f/0D+acfSaGxJEMuv3t64mlZLDhaLmiI7ClRQkBLo+VC3XYe/88/U15eWH/6icef/ujo5g7aSNeF6bpYUHeZ2RVe/vTDL0yI87g5xk+thXV98LjfeXl94eXlC/f7q/tBFdKUIKlRgpYZwHsx1KiAHemb7F7HWomtWcDra0VVqHj1PJmCVIgzIc3ENDNPE1GEWZRWZ1TN2kLU6Eq05n1mgRhsjJjRKPS+o9pTPokjeeqnLdU6SM1KwsZICnFQQJMHSdGrSt12ol81+lrfAxivfpRWfZ64bLwC52SoX+ejkQz19bIrfvUJ25q6YbqyZwvci/czamteITLQ7+maUK18+fyJ++sLZQetJs/dUkOaUTFLgYKy7isaxRMaD1Rn275TmpjibIbVmynfGv0no/tGWT9B22j5e6jviZPJY4c0odYFaPPP+9uCK2tSv1aX7HuQXZ8UrRoypYkpLUM1MoQuYqHQCq08rAdsfWXfXr053eapI360XCjryr5t7NtK3jakq6oB1rEZaa1QS6/cWMUjLM2kmhFCFBALmFIKzFPitixIU/ZWxpq3bla5vm/ZKlsYBTZWkwKVEGnB/LKC4CJZXUXOzL+76IWJGLjYyWJJaiSQ08wUZ4IGhnqoQkjJlN5CIMyzrV1qdifA6EUdzIDx+Pm9aM2Eg0q1Pq77/Qs5Z7Z9JdfMtEzMt9mS3hRsvkWxqqMGLu1KnRqX+WIVPExVUQHmNqoyTauJsQS818/BLLxKmeyruPmlyQSZJ2LwCu1lXkip8Xx7Yn+3s+1WVd+8NzTnfCQZ2HwaF+Eb2+XPEiw5PX+uzjtAHEclk9FnGZzi+fT0xPV25fn2xD/8wz9wXRa+f/+e909PbNvK58nElZzCZIB5LQQR5ilSazI7AFf/y8WALlXMoy4tqCQqkagd4NdTkuxV2VZpNSMte0+U0oJQHei6N9gb3Hflyz2Tc+Hzpxe2bWN/bGyvD7Q09J6hKkuMTDEyp8C7yVhYYTHgYS87n19fyM3sHIo2kgZSy0htvHz5icfjhWlKfHxZSDHwdFuYp8R1nni6zmbJopCamuiKVKswSekzxu9gTzzlBMq3YXCda6MUyBWaGq1wjhM3B4EqTtsTYfF7SLSiwPUSqEFJBLJXUec0IyGy5sxeLHHbmtFnt93Mj+cU2fNsDLFpsurrvBCvT1SF67sPyOWJdPlCDYFtfXB//cxfl1r9RpMrgBH9qC2WgnhjPCQf3Famlzfgvsm6Gn++00C6mKqqIr5J9n7GnpThiVFRZcuFz68PSmt8fHnl6TpTFuECTEFJoZmv9ldlwiGSwYEqHXKtb4Ugzs276u8t2svLOqoOp3XCXxlXLfHgQSzLHwlkx/l8Ueul2SQMqgqtI7XHhbPLbQkU1UREgkIIhla1IK4W4sQUP1ebPOpIQGPLplT02IoHF43uT/b1cU6qRhz17zLJ+luPn+8UIwCUr5+EQxP3eFL6wD1XYwaSyNk6gt7U35GyoxzfEUZ/o87f89caSciYKLyhh2hXlTvNKzkFpocyp5zf/Ztp5enU+HqsjKb/jkJZCcVEFjoHvQsX9PHp+k02z7o07PE+za+hvawHCcGMH4kJ4gRaqTWje2F/ubP/+IkSGhorKcC+7syXhZYm5HpFvT+mxGhqYbnRto3y8TPlyxfapy/w5RVTbTQp6uZ9Jma+s7Ar1EHh/QvHV+sJPdiqJz8lVUNV6XLrfp0cTR5VqxC8YnV454n3W5yTfU7ByhmB9Bvlzc5dNasvrUcVvXv+dQpXFxkaPSV+/7XTAfra0YfoQMc7wmleSK2JMxr8MzqKaWCWH62hbwLWo3Kpnhz166ja5TH6wGcgzANdH+CGDag3FX3V8fHP8XEfz5LMW0ZCHLQ1+1n3EhsAhQNq3reFmDlrw6toIQyhmB5ANqfxDqphpyOVTCs7rV0G06P1zzf6JxXV3kT/C4uxHucRTgBJ6MFrrxCc97hWab3xPdAXMLsn4oq63rei3XRcTm92em/DbA5w7htby1Gh9MpCDGeZeQ6kvOlAzrU1mq81xzrixTW/p7U1xAHaEFwxVYydYjfO1S1rT9TlDQjcA/NR5unzR3v+3pOqczWj35vT830sjnvchpXLuYfJqG7x6OOS476pWpIl7eg7PF9KG4LnuWmTtlNZ315wTuuRfabmHqQWAtl7RoKrwE201kgpUqtVmquY4uoomI65/u1h2Mfgzz7H6XtDVKVX5julMxq4F1w1brkspix3WZwSODG7elxrkyWearT0FCMagympNqve9lhzzPQ+fwWv6EboBtQ+x7tCao+q9KsFw/WSzKdNlYqwlcbWlHUvPLbsgMrOvu6ULVP3ArVBaUb/86HTJBg9WZoDFQzKszQTXgo+zqUDHk6rVq2ucGoxZa2mLL0sE3Ao/TX0qz/ntb1P06/WxTGs/bqM8rOpccbgIEmy/WTy697ErkdUY6WFoERcbyF0bYQuiBFBGoqJeVXsAxcxIKEGoxSH0IgSSVOl4V55kyVe0zxTa/n22P+F4zeZXIUA0ySk5IsB5pC9TDaAlykyOeIa07EF2tpWqbnSRc9lLBAe/HnTfBBfnA6gfcyJtWT+9Pkz6R7Z88p//R//g3/8cOH//k8fuC2R3z1PPC1H8AC+GQp0fnSQM4Ii4z3EN5VaK7kUb7azAVfaIWUafPObpnj0CvhC0uhrrZ1lA8RpgJeLoGLl96q2YedSydl6odZt9wDMvYzageJWNaQ6K+y7KcZM2lwNKrGkCSG43K0nVWrz+JELr1vh8+vKj59e2Ip5XNVzVPH3dvSV8dc6TjmU9v/7eDiu4duEuH+E1qkkIUKa0WglbnWKX5CABnuA9gFmXj7RF30PyLqvnIiV/JEewAWG4pfqoBOqVzngqByb9K9RxaIHuAcY4HOycQQPqKuvtRHkqvaGah3CBmD9RdqDBlF71+CJpnj6JuKqyVbFs+4qBq2yNbsujUSViRYmJD4Tw4SkC2G6Uh4r26dXyvZg/eMPrP/5vzPVHS13IsoUEy0GQkrE+QIpkp+fqMtMDIkpzui+U/7LfyV/+kxaN+bH40jaaLQU0MnUo7ZlZgfqp5c/P0DGKLEjuEBBLZUQes+EBZCoNekmF7Hp3k0xJFtf5oVlWdzs8+bCFpE4GQXt/vmT9Tz0oMwpFxIij22jIlwvV+5bNrUlD15Cmgjp2HzpDcueVbV4pNw2boNT9cyzcFCm66HIh9oY6oFyDCYxPcR5ghCnzrmfiKnXnTyo9nFqe0Qe/WBFrT8x+zrY1f+MLdFZEw7UeXUMQMX2mT5ee4N28z68JoEmhpaOnhk1+liLCwRF5yvMN7QJRR5eXVZEK1GEycG5vG1OMbfQKEWz/KhOKZumGVAubpewl8ZeFdVCKytQef38E4jw9L5wffqeOClbCZTeWKv9WhdQk+n+Guzq1ZKeXJjHlVMBw4kW6GSg1holr57Yuc3I2GuF3DZosK8beV1N3dLNT20eW+LXnQ20dWr7eU6cI/BjwxGBlAK3y0JQpe4ParbX7FL9e6lMpZGS9X1EaaT+4q50pg2yW1PoVlAeXjm1Sn/LJhCgXZEVNT89zJKiuUBJa+1IuscH9DgmJKYw+eeWAUqcyLIjFkIssdZmDIKSsxnLbjvbw4QiUJP7n6aJZVmsstTnfgzM0wwipGlBsZ4rtQDFEwGbL/u2nXwPm5uNL676+LVQlfp8b7R9p5M6p9ksNFJKJISn2w1VM2vd99UEYoI44Ge0z+aJjCUnb8VW/uLhAbb0xNpFVpblQkyJy9MT16cnM5S9zMQYWebEPE0sU+LpaWFOkdtt4t3zwjwBeiXnBHUjBchrIGkjJ6u8SbCKS8Eqx4nKJJXbPPHh+T3zshBDootQNF/8gs+D1gStFo+K9n0qoESKwrrbWvWnL6+8bpmXlzs/fvxMyYX8ulJzYQImFaMye3KV98reGjEEHvd1JILmddfI1YC8qVNTWyQWQKw1p5HRAPr6igTh5ctEjIHvPnwAMWW9Kc7IZF5anTKrWCWrOk2/s2k6bX+AmhptTYwQCcQGIWaSBi5XE8C6pYkPyxMB5ZKEFOBeIRRoeyZGCLmRIoRk4OAyWeVK4sQ0N/ZaadvudO3qVTPlsRWPTaqN/b0RM0hMyPXGvEzcfD2fpokf01+fMv0mkysRiMmSq56MTAkucyBG4bokpnRMHOhgjyne5eBId+3eI4ZsjhcHK4+rLVaiMpChnuR8WVeCCPt2508B9vU9//gukG8zT5cnrst8QubtNw/NMn8lD0jUP9tRqTkQsy5IMao7PZgW7wvo6FsILq8pJ7aAB44epIKSEiwafGMyFuy+F2I05SrrsW9ICUjwnhs8KWwegOAmmhWKQFTlEgPLqGpYYtVLvlWt32rPlXXPJmJRFbdUYmx252vz93D8momVHz+/Mp6co2+SrPPQ6/0wgpjpX4wQoqGwdHGCQJe6PqNDHfF+W+nSI6DuDvWd5uOoz9skyMYy2Ms2PCh1QKDL1Y4gt1ei/IzH3NS3vid9s+/zoYfjTd0XqYmJAiioBgc3Or4aHc3AF/sOTMgRNHnFqkmiSULSgsSZMF3R6QK5meJdzmxfXtn/9BMtb8T1M6kVNrX3DikR5hliIn/3nna7Mk8L4XJD90z9lx9oHz8x1cq1WFWgtmxN6EEpATQE2jxRRWiP7a8cLX5VvWciuO+Qh2BOd3R/m3QaroJ5A4kQUxqN7tM8E0IwBF0CZdtOY018zTwkwHMpNHbW3bzsLDAz03VCPLzQ/EUOX0APMOXoVx3Jt49xW7P1UM7zpvoQIi0YI6AGqxjUegRTqQkhKjFFmzOnOapV0WrCLWU3kCC3RlWnOXfKuI/nTomywBAU23/ofYNe9VXeVq1MYIAx1xzDGwBbQ9CQ7BrE2cCQkGlEW1eb+5H5/QPz3jpLDreYyFMaPkwxGpUyTYmoUDA5ZzCgRIF9fUViIk0XSskQIjlDLidU+dQjZfSwn69IfeoOWW85Vaw6Wjz2M0PAW7XECro4gc/l0rxP2BQtW8l003E8Ge0okp4ffSBLXxuOz+bLhldtAvOcaNXEaHqvUW1Gr69V31SxXPBuzK2+MJpktiVl1vMlRLHANK87ZS+jQgfgOIb3pdhRunCVukqa/6AEYYozdXKl1j4PujKv95mfsFqGkXJrdDuNWoz2WIvd0G72nBxw6A0LwcVITGjCKJHJAQMDXryPVI3SW90GwBJqW2tatb7wr7HTvtL2nvE61RH7WNJm3l5X759cloVuYL9HE89oniBYJejbYit/6RjVVBceiTExLwtpmnh6fse7778npcjT09WrURa0p2BVkikGljmyzBEhkfeJGGBfTCAmakP3jSiwzInSEqUptVhUFsVm85wi18uFNM1jbcYTrPOe2Jmg4qwM+xNAIrlZcrCXystj5fPrgy9fXvnxx49mFPzIUBvXODFPsyVX1R5dWAMRNgfMh7S4z5sQMCGIGAgtEKrNq+xU0EojqxmNrymOHs/nd+9RDZSrMvk5DFGZMRcdrNUwigi279rXzg8QsdcNsVpVNcA0MVRh47wQaMZaA1qGvMPW1AEwE5SJ0e65JewJgtEJKYVYrHpVmyV/Vq2u/oHdyqUJUSNxalyvz8Q4MS+Ni7rpvAMPf83xm0yu7MobhUPcPMzo7Y2gYVD/jF6jbyfeycm6GzFaf5XTAUc90ktWPU05gPzxD0W8/KhkbexN2ZuO/gORTsk6kLMj0OyUJB1oU69c9YRD/e+KoZuD6y9Hr03NYiVaMGoeRh+wDR0vvUNxdK9VQyxQMdQAoy+t224NjOtujZK9aqaN2gyBUtFxKgeFSAadp1+65iXcqjIqV1uurLmQi9G2BqOkw9N/8/FvkLn8uz1OKfsZ7rcValQQrcrUaW320FSgRGgBNBFSQpoY519Mhl8xk+etGOd72yuPzYIEEethmaeFZZ7peJpgC9Nwja+2YFli1SlWPpZgUENGSqV9Iz6osObrcTQD9+DIAF4LbG1q2nMhRu8Z6kFWn1uAU3WG2IEHYT2xNCGYSCPZQxKFRFOXkG1mv9DWjfZwedy9MJfMu1xIrfKkyuITsSEwuaFzCNajUQqaMykXtFSm2phrM3EGv3dZoajRPlpWVCB9Q0fg6/Fgt9/DwGDVlGmeuD0/8279wHb/yHy9QsukZAaPgnt79SQXT649EYreX7lIIE4zZd+tAlXrCJZaJ3+ocl9XlJ3L9cqPX76wzDPPtytTSqzF1Jmg06AAMa8RnKITvOLUzVgHbasVR/wr6+vDlf+sihVj9L4eM7ONJ+U6U4SMSMRQcK9ZjjFXTD2ztUbdLTDN3vhfa2Uv++hLrdXV4Vww4unpxjzPiMv8dlodKC1Uith9jZ7Uh+JzA7u3uVbujwePXFguCxu2zn/8cufj60rZMquDgVG9l6cdYX7s887HDWTy+qDlnVayJV8SIM1AGD11jH3FKaj7yr7e2e4vJhyhMz0M6Lvh0Sfx7WM0jodEipM37Hdhmg7BWM+lejWim1J3ql+th6poK5Wad1rdLQmrxSrnhK5UM5KON0qXvjb0BK96pecszhOiMKVAnQLLMtHqTIqRUipBhOK9ycV77sQTOkXsWrceENraUvbMtmdbv6rtufu2U7bi1MZeNTLUHVWjOaorWXqw2ZOrDlKmOJHSPOwPgqvWpckofcuSfCx2Sp/t24cyZrNqXLaxbI39NlanNBFisCRJ20i6QoioK4EET7ZExMATYMv7UJItLjgRxIyBi4suNBG6R5iqHmOgusdl7QirR0qenHVD+Hfv3jFNppaq2O/ILp4wRlqrZh/xN8YD6jGT9S6a96fl9Lb3XS5XprlbEQQDESkuylBAhX175R5cLGh/UEpF1dRQzfPJ7nGKgTlFpDRaqMxBmALMEaRVyr7ZSrFcHGxqdK3T6FcmEBAxOnqcLgaMNKFppjSL37ac2R4P9vVB2Va0WG+UXfHAdbnw4ekdESG5Tchj33ls25jXKjLYGzFEFu81ev/8xO1iBsJxMgG2l/WVNW92Ds39MavNk5wr+55NNMKBfLM9iL4G9ASqx6sWHRglMozE6+vU3PZ3G4Px8gTzRNQrSa9Iq6Y22iov+cF9fdhcFExNNiVkmgnB1VzplGo9wAffS0rtvlm+Q/Q9qhk6rFXZ90yTQM47xdfYzoD7a47fZHKlOEUoYImUqJmjqRK0EVqzDN9bsgAPmjDN/VZtcufDRO/cF+BP2H9RV5hygbT+M77hFw8mdm08WmNqjYwnVwSjPA1UnbGIgiPH0vnRPeE6zhE5kqvaAx/1RNIrXlQrNHezNMBUyFStvFw7ctqphx2Vh1ysuvC4P3i9Pyi1se6F0ppRBashkybrLqTZg6wUR/CttDeIbA+gqydvuQVvsCy8rjtrLr5R9anytx1Hde+3d5xAmW888+t/aDm/5Lgu2ks19D/956wvMVnzbJrRabb7VyeE4px3o64IghbriyNkcm3k7cGWM58+v/LDTy+eHFkfzrvnd7x7fmfea9EkoJ27ZQleF7TwsCwGGQvYWJBOmVVHQy34s82w+OJViqmGhWCeIzFGnm4XbnE5qQRinjqTUUe6HLJ2Hrn4fD4ZPiIyqJFVJppMVJmoMqNM7DrTdEJaQlqg7o3ycqd8fmF6fXBdNy5l5/vHztQqV1VmlBIje2tonWyjc1Us3Xd020l7RvbM0pRb9aqED/LSIItSBKRaF9Fcfmks6Tf+bVWbaZ5B4bvvvydKIG9f+OmHd7S6McdsKnK1OOXL1x8FxGmN08S8XC0YWxwkKpU0L9bDtT8MqRahBaMQv9wfbLlATEy3Z5Zl4fsKl8vCvld2RxWTRJcOjkZLDYE4TaQYmWeznegCFqpq6nb7Ttkznz9+sr6CdSPnzJRM9j3GxO32ZAmWG6Ba1S3aHl8aobQRGAOm8tQ9qfbq1Zlixsul8Ngskbs/XtnzNoLZNCWSm6CGYJQq6+VtIOb9FaJXckMlh1BQugAAIABJREFUNCXrjlbrC8i1subMH3/6yA+fPrFcr3y3ZyQEfvjhE18+vVhP1G5jYw5qKla9l1+FiJiSpVoArxXWvIPAlibiNBNSYro+ISF5P5obcGpFmlL2Bwpsaebl0w9M85VweY9MVwcSvaqD7W8/F8hmIOpBXMximpniZOtOiGN+jwqgi4e05kFp6HPdgqS8bpbk7YWSTelMS0ZzRtU8qiSoyVl4Ater7SlFBxY8MejsCwcoY7DEarlY9aHcLkR//91podteSMmogaWpsUA6YNrEjSSt2tm0sd1XXh8Paqms941WG/uayXtBa6XsGVADg0KglkLe9wG66thLmwNahaqNbsYdQmD2Ne/5+cbzuxvTnHj/4ZlpSqQkxNhBXEvWTH69kvfCvhtYsCzWJzTPC8vlggSxALFV6yGZzPuKkMAb+oPT82Iyr6vPLy98/PjRqlVT8rBImKfJVWdtgHZhrmlqI7mqtZL3TL1UBgTtVZNlnlmWC8uygCj7vtvrB0wV8y4uYW5KcvM8//W9Lj7Vu/IgWCw1Sn4SmJcLz8/vWZaJ7z88MU2Rsr1Q893onDWjVXncC3X7Qq1WQTf/yJ2ACZsl70NfUqS1RKCANpYI16hcYyO0nbzeQRvz5UYMkabivYbW92Okx0QMs49nRbRQs9CKsLXMl/uDfd94/fKF++sr22ODfYOmJLW17/3tiX/6h39kCoELQkT59Ljz+X4nN+VRq/UrN0GbsEwzH27vmdPE7z584P3TM0hDgiXu4ac/IvfPbHljz/upTxv2LXO/b6CBpgHC5GPJRFFUu9Is43e6uYZVsqxadNy0417FEJCQuFw/MAVhchEprYXXT5/I+0Z7+SNfXn7gUUw4I6aJNC/E5ULvbbO4wtqESi7kPZNrJRelVFsjTGRW3PIh0Jog1VUP15VYq4mTFKMs/2If6jeO32RyNQ6n9ZysbGwT9pS4x5qAJQgwmmHbaYG3l/rGRdHzTWV8VTk9Yfmv9zkdzXt6ovv5jx3I63hf/wyjavWNc+wlM3n7+Ua61l9Le09KR8z6g5FU2eexiaNqSG1raohtqUaTrNXQuOqBMcqZhWBKizKqDer8SVs0dWwOTa1A1vsoSvUeK69YHEnk122yf/k4rtNxwb55/37FY4gmfOM4P//zn/j5fXv73b/xc1t2fz5z25p6Hnd6uY4Q231xxLBvJCEcD68YaAcNcNQ3RkfIozWzxkCoR0O6gstfd4oe3udofiyiYUhVa6e5qCGVwRXN7IOeRDM6nFVM2c/m6hEEH9Ks7atzZARVfkouxtCRp7c3YOAd4+HgCzLc2tV7wKxv0etxKm56agFfW3d03Qi5kFpjasqkprEWwZto/fVj8IQv0apSs477Yx9Nx0f8xkcj6tGf9ovDwxe9N7YhXv0zWe5ETN4HEy2olO7zNRY5B2H6G/sF62qOAUCNMhjTRIjmXWLrHuNedSrdXjLrvqMi3NfVFAZdjTKKJ+OE01U4PkcXHbBzkEE9iuHUKN4rAF10oBqDv6+BQyFjvKzfazkNCP36yvcL0beB4/VRPXpfT5TsN58p9FkajJra1KXZg6HkPVH0qlXxHttcCuJmrxLCWDObCwKJHoLFrZ9fMBz4bE3Q12Kamqy9uCpompGo1ncbou0Pzfp6Y6vgFgmGpgemqRDMQXeAjNqV1OR8rfowkSEI0Ksfo+Lx1dg974Njr5X+2eug0RkgWrwKfgA2+Pl1StoQHOmLoI+fr951XKMezAeRodLYpkTJRp8zY1CrlnS63mBo6LHuAKMfMHrlRRCmVKnS0MlFWsJJltop0dr0sGJxMNXAMVu3ovq/JXqC1T0o5aBwvYkr+qXpioltjB2jObqAlPTqsPfARaFq9eb/3ndz7BFnutjZb62UMuh1fTz0vr9+eY7E0ebE15ZG45b1PUy6+IoBFgDzMrMsZkmx5x0JMjzrYvdn+jPHt3bZ8+/0CmeMkRQDKRmoMzkFUGJAqlN4PXHMrVoho9l17SbBzY3Cv0aBgycGKZpK5TJPBhzJedXRAW71Pw2Lu0zEx6iAdkZ9T8Lpn72yg9MWE6JCYiYSuV6vXK9Xphi5Wt5HjUKLgdKUVLtwiwEHc1p4vr1jThO3p2eu15sHgZXaCrftRqMS90jFKIK5FavwYu0ltXbp9Tdn6PPIYufj+0fM/ob6fwyk050Ur4wHA5qCUlugaaRUMY/Ofj7OvhhtOYp7dorbYZyq2XSqt/1PT2/drUEMfAZytp7caqbmJf8dVK6AYzPsKmAaEY1WKq3d3LYHdS4tDsPAUR1t6ui4+sR+sxD3BO3Ntu8bGxaMKAx/glyVvTRDHghow1BLEUfQnafsKivT1D25bEG1G+jdMWLBZ3dCtwFiEy8iJKdDqEtnU427jgKlK7pYvxX0viurZBXfrEs2JI99N75pa8RmnD1zRcGJ4baQpxQtcPbm8iBCml3pJlh5vbZGzs18FXLlvlde18yX+86X+24O4acEFL+y317+fimpOW8of+7n/u2PvzU5OudAf2tS+YsvyLE3nZ/soXvHgEx9KNJCosUZ8TJ/K3daDUQ9jKPTNLmniz3i1GhElqWiTpWrtbKuhvBerxeebjfmaeLD87M1J0sg9szc6ThWQi+kFJnnCVMk82ZvZfgV5W2nVkN1t22lFqcXFkFCG+pOaZpcXWo2OliEKfl4nQNx6sGAzY2RPwSI0Z4QM7vzqpUHnXGGtKBhtv4XSTQ1mdj9fmdfd+qPP5L/+x/g40fmj194vxcWrVwEkpgTPEHQaaLernBZWH73gfn3v2d7fbB/erHNOQotBUpRcmvDd08wYQeNtp5EIkmFIN8Qe+1R1Vi+3o6tLnAToyF4ab4wLTdaCSYuoCA4PUZ9wPj6aoCIEOJM9N4AkcBye8ft/feEtPC6VfZHNuqx2qa2l8JeMi/rgx8+fyLGxJ8+fTa5cIGEsMwT//T733EN0aohYr2kRZ2CJSaoEnqSpcrlNntPiJLLB/KeiTGy3leCRCJCVKNPTg2nYAX3GZoI04RMEzLPOCJgF6lkKEbRNNEWowmK63IljHoWlgttnpmWievzhWlKfPfdB663C2lKzFNX47DgISAWVDdFxSiixfsk1n3n08sL93XldX2wl0zbQD5/JIj5V5EipWRe1x1a5TLBFOy8bluyzf4yk4LQtb5srbekKW8r9dEsMV43m8/zxfoUQiTkydf0RJRIXV+4f/wTab7wISXSFJFkPYeEgEQTarhcpp8BgtM0c7s9c7s+cVluLMuFNC3ENHMqEXviVCxZOiVVVuWu1LLTWqWUlVKymQe7mIVW7xcrRnuvmtkfmwtLZO+HOxI65UgyukBOiMJEcrUvAyGfni5clpnX1wfrYyO3woszOsQV46rCXCsSA1MwYMmEUvya3K58j4sSFIsvajFbE63NKm/eK9iNvbfHSpdi732kRK8SqpOlurLlQO6FeZ6YFzcWTg6g6KEGavRp5bHtvN537uvG67YDytOH91yen1iebkzXiyHzNVrl6roQ5uQN/2agHN0LqzVlXVer4L6+8rjfDWQJwcAjBEmJEiId8C25UPZMW6qrN/cEjPEzTaxdQdTGr7HIArenJ1qr43y3fWeaErnkIaRxvV7/JpW2YxfGQSOLa27XC9fblXfXhQ+XyDIH3s3ClCCrUDSyt8znx4OSM5/XzYRM9PS6I7gxHNH8F81bNASzWHi+3fin//B7/sP33/P++/e8u85m1xEhiI9/j1ettu2Jhq9VKVh0VncTmykO+giN2yUxhQvx3RMpmH/WdX7HlGa+e/7A7z/8jikIT8n8oHKrJuagQtFgoJp2lcPEJV0tyZ1npjR58m/r43f/+DtKWXlsd17un9jzzp9++oHXx4OQEvu2DoZKbV1t0EC4UpoLV7iqq4/zTtNrza5d1a5I6HF6aybMJEKQhZRM26DUxr5v/Pip8fKy8ePnzJdHJivUNKHBzm/fTS9g36oBnGpzrCpm+h2BCsF7Lc2zFlPqVmilG5gr+YsJxliFuJC33eX4/7rjt5tcgQdLHXn0RMsd3U2y8yi1F29M7v1VPfEaiZW/3s/f4yRk/bPARUeFyhI39XnlyRWOKIQwmlY7imOGh6cgeHyILvXa5eLlTXnS6wpDYr72Dam1w1PIOHeWXKlzaJ1Cot4g3JqaFHRTqHWYyQVHTeLY8BzhC8IUDtUtO0OYYyROyXjXekbJjOO9F1Nd2kphy8Wdtj0Z+IXc4iyf+nXC9FZaVU4sTv3qe7/u8YuJ2zeeNnTk59+Q0/dHgvWNj/zN9xq//I3U7BuVs1ETEVxd6H9S9+4+tmzLmtcvxhiZOWdVrbX3Pufevt3QV8LCAAsHhz8CFwsDRFsIIWGBhdQuCGEhXTwkJBywEBICH5AAFwcJIfXte157PapqznyMR2BEjMystdY+Z59LI07nPvNUrao5szJHjhEj4osvvjAD0aSj6QGrwk/e4LZL8foM84xAxIAKWmMYQULkMjWu1+r8fUPtunzu6I0Wx2FgCEaXOq7MFKByzqQUmaYREdnXY5cJ0tZY40wppkhYa2822R2mt/K5+ytYfU6vO+ipfDunX4MHLV3tWJwh0Gm+uisonjji4o2Sfd6WLbPdZ9rrjfb8Cs+vxGVjbI1RG4NY1kqiOUkMEZ0GmEbC9UJ6vJrRFqvZbJ41bK4pslsCwbIEtvgPx+MP4rQ/dfiYnZq6okZxFMQcZ8IhQQ87Mnr+bA+40zAyTBfrUxeTKT55QNGpTb1+c15XJGQr9m/KmBKXlKh1IpfGNHLYBZ/braOJ4uInnlVNLlJUy8DlOhFjYJ1XWq44E2+3T+E0bhagWUZF/GWQ9XmO+nIKRt0MJ0cw4I6hq39Ml5GnhwfSkLheJi7T4EXXHfiRfY+yYvXeONPutXrWatk25m0zCmJrUAvbutraaAYkNJTN67Si2NwqxYDCFmTfp4LPGavdUHe2izmBEozSEiKDO2otVKIqLcY9aGk5k5e7BUBlJWi28QtqFDxXsBvi1w5tiNGAjmHcG1P3GiEDI/t88rW+I8b7FMX2ZHdamsvE17ILaaDVAm9TWEKLOVwSiiPS3fod+8XBFHEMQk52wpf7MERSTKzrZmPXTAVQJLDlQq6N4Eh3pzKZXyDEZMBUHKyvm2/O9veqg7xVLbiqyrau5C1TcmZJwx5c2SDKPjd3e9AzcNKRdfubsbc/UauXMp/D7rdWB6pKY8vF7qFUK6dwBdE0jK6gKWhQRL0+0cU9iC5C0jNZWncRhP4CoyB2xeLoYjh7BqID2k33ALELJkhfcE3RcMwJ9Wc3DAOQjAaojRgT67oQciTG7EDd8Lfe+w+2Q2DwbNI0RKYkTEkYIwwRV0kVKuq1iSv3+8yyrP7IOiHWkzsSCESvR28OkgvDkBjHkafHq9UxXS+MQ9+/+vS3rEpXgxRVooMyzVKLHozIiQlk2dExBtKYGIeR6+WBFAcerz8wDBeeHp549/iOIQaeBmEQ6E2LzV9N5rtqRJtTe8O0g2m2aaqnFhoPOqJamJcbl1ti3RaWbfGaQaxHVWdHYaUpvVaz+8rmx3S7e9yL+e29JvO8dj1TLSBE672pnSVRmJfG7V6Zl8pWGgVBk2X7qmeqSm2sm+1FXd69ydEmxKMCv8+zKIsHXM0AnHmbKTXvz6lk7+v5M48/4eCqnW7a1cwkeIOy/rOGije8Ew88RPcMVPdTjZZ3NvLdYPl3J+e1pwvFHVxxT7k1yNkKRlEvrlUzxNIUjZ0K0tw4tr3YNDiFaY/Qe2G/2oY+xkgNwdWgrOnwGJNd25DovT9aKU7pc2PV3NC6Ooz479Sj8pjt2lopaK6IGsIS9ZAH7lkrEUxOM3iDNhcJ6PLcVSs5n+q1SmNeM6+3lZd55T5v3JfNjPs/geMIqnuQ8v915uqns2s/950nvOzN9z/r2D9wCqxOzkl3Guz7g0an2hPy9l8vb8UVdjQAw0jNLotdsmcsmzmqcup5IgENVjPzvURKaUzjhVorl2kyIKFUtmU1pHYwpbNwcoy7TLXRhlyirvUAy7j5fTO2vmvVjaswjhMpDVgxpXohtznXo6sUhdAdHdnjIpo7JipeA4nLhcv+ECwQFac8BXp/p9bnP3hdYyXfb9x+/IB8/Eh6vZHuC0MtTCLWBFec5OaUmjCMjJdHwvXK9frEZXqkxkyoQBVGSWgcmFS8u70i1FOfE9u2JUb7QfhDM+dtNaMxGSwI3rbMuq4s68q8rGjdkGDZg+AbdF9PYFOl21mRThGK+31ND+9okgjDR5pYpr3TqDobIJfMy8uz2xGTXsibsEmg5Mx9vhPEHANl9HNYfVFxylzUA0hp/h9BSSmARq7XiSiCFhP+EAwYkNZI2hhVCa2RSj61A/BsQLSF03KGnGm5wOaS39kEFESt3YcSbX5FYbyMTNNASlbHpXvVgAdQLvRT/R5KV+eqjTVvzMvCsq5sXtOVUnJhjIF3754IIfD8emOeF7LPbxXdAzgJJlPcVHZ1WauJiZg6pjm2IQRnQVgNn7ZKWRZqrvY8k9fXEKkNUi40iaR14WNK3O83E8Bx+eLhciHExMvnj1/YXKNyjaOpriEmqxz6RHozKz1QcLGRJg2tcsii+R5tAZZRFe3Vdnr6abrvPZyaU8V6YArG9BCPnztYqV533OlfaKNi+/g4Dlwvl53S3taN+7zyep/JtXC5jgebY4gEnGYpuDNmsuzmBFuz505nziVbNqdlGtaQOI3pCP78/71ayeYRauqdTgfs0uRGZRN6zyjB2xS4/VzXTCmV233m5b5wn2de7jMhBopivdSSgwxRfP034jgQx8F7hdp6LbW4kIs1JDcBmbJvSa02o4h5X6hdAVbZxQJaM5tm7QoskBUJ/pwqQa1I3mTHq+Me9qRTGrher8QUqa2Qi9mxnDcul8vehubnHv3dwzDw+PDI5Xrh+/fveXp65Ok6MUUlUdBttlLMdaFuCy1vVu/QQJ0lBYc32vtAiURiOIKIAzg6TVrMplxGY4m0oCCVimCikjb/re6/mp1ujez197kUSjb1R9+2GKYEagJT18tIDAPTZbBG8UFZ62ZzOps4h3bgUQVtJjYRJBHEmvMOw9Wy2sOEOEXT+pk6VRVllJEHuZK2wLv3T2iAZd14vS+oVtZt5b4sjEMXrGCnOhv6FNyOWbBTSvPfW8arM660mYjEPN8RgWmIqJqKaF5X1nXldf7EbX1lKatlGxE2e1xsrbK5AmguLogXAyEkZ5SZMnbpCqGdMmij4qCmr9ADsXYqtdUs/2TG4BvHn2ZwtTuVnkoHN27BA6ruXjQLqlCsO7TduC1XfeNYdWD7QC+VL972Zns48gb201aVbStsyRHPEE3Wt1ivlZrqITUoAF3xzJw+obkTRPdk6Dz3aRjocqWdtzumweta/Hpbs9opN2atqVEAfYKweU8YF/oITWnb25qrsKc4ffLgSJPvZLYGT+MjoMHeW1tl2zZPzxa20rjPK59ebrzOKy+3hdf7ylZ9gfEGs/ijHv8b7P4cyfz/RA38Y44jqPpbXKd/+BxQtZMQyo7s7MqXjoaqO5MItWPwMREvVygBnS60sgJKy+shBBPsm+CS5DEY4PB4HXl6HKi1MS/Z0v6lUnOhUFjus1FFL4pM4r1PDF1Me72POVUIJiTQOn2g7T3eanHkqxogMV2uhCDGhR+MDhO8x0nQirRKSMaXD8GcZgntQH3pdTGeyXAHr4j32BB3iGKvN+g95Mz4i5pQzvbyzMuvfkX69Jn3n56JtztjLlyDkMRlXlFv1hqIw8T18T3h+sDjw3dcHr6jfF6JWZAMgwxInBg0MPrfsUKtHiSDBqPHCQG2n0OBOW3jatnkUn2jm2fud3vRNtJYCfGE9nMguv3zisAuX2uZvDhM1qU+TcTpN2hI1FKtuLkZQCNB2LaV+zJDCAzjxRDCZhn29XrlF9+9R4DrNND0wSjL1SRwSzGkXGNAojmUJu9T0NhIoxU3P7270qaRulW2u1F1kmLBVWuMzSQc0pYJpRpFpQdX1eZI3TJtXQmlUJcFqRUpG1QTWxh8vk5Xc1aGKXG5TpYBibBjno68W50O5FrZSrHg1kVilmXlNs/cl4V128g1k8aRy3jl4Xrhz3/5C3qD+1YzJZuQUKuYtH8KLoxi0vi9rnUIgWE0+k4XZ6ApOkItldt82OhS7zbfh8GLtS34S+OFVpWQBgt800iTQPWM5eXxiTiOfP7wW2d/HEdMiXG6MIwTEPb622PGuuX2vbBLYQdRU69t57ep1YO5Elet2YMr9SJ/z4I1pZYKUqjqIkwn+r9Iz7rgaxlwi2iiDskCeTENnnEaeXh6JOfKfL+zbJmQAnGMXPLIw8PFaMVJGDWiRIJEI81INaaImJOKQKNQWjkUJ6srFWtDIgwnmXPo8yWzi1KgTv0zuzZO1ktId3Q/WLYDC7JrMbW2eTba2vPrnY8vd+7znY+vN1KKFBQZB2RI4KBpdAplHAfSNFjGyqXY7/c799uNVivrtu294HrmqRXrWTnEZFkbOZ54rdUCM/dPeh82HawRrDFuQGLzYKsD4eIxqol4DOPA1CbSEI2WeL+zLAsPDw9el/lHHG7fxnHk3bt3PDxc+bNf/MC7d088XSOX2Ag0dF1MUGzbqNtGWze0NKiKVmjVQPHmrW5o1kojhEYKuJJiD5YPD7ID/EMKPFwHNERrEO/0+b03XrUsrURz3JpU2+vUstHZn0XEgPBpGElBGYeR6XKx/mhXy6Zqg7nMiFbu+e7UWkWz15BWQ9KGdCGmkZQGpuuD1enKEyFeLKAKgwVyMdpeOihpfCLnkXlbSGPi0+cX7vNM02qshXinThZIgQXQfW8xOMFZDyq7sqXlBOzntRiNdlkXbrcXG7vYqHVkXWfutxe2beXT7Xfc5plb3tia7e1bM9XqOVfm7NT17PcaR0Ic0GoUdutt6KCYs7AUa0Ys4Mkb9fnZ682rNV8v9Y/yP/80g6t+9PhHODmXvb5A3/ysUxHe4GfiIVh/wJ6V+hJfOA5P1cj5t/Yzi8ZxjXws9b4rh+ie6uyO3lFs6u3TumBFR44VevDYUbzesNKKcHv85Q303EGkO0Kevt1PG+ppfJzfKk5DEnyz653i1cFxfRNRdqe9F/aC2OQTc4xbPeiApTa2bOqDy1beFGafoqHT6c9j/jUK1eNNv9WeONvRcUOGelnk22qmXnz+9fOEN3/q966LHhb9xJuOqOlnH996++HefquaS/1//Tn7T/d0+ulz/vuefe3ZUFP9MmlXQoLYkDgicYLY0DBg+pTZaIRqCLyKWuF840TRCq4q1ch+TcHprs2Le3PYaNWCjU4BBCVU43UDe0Bfc96bt3bHQcSbRIptyMFr/1KKRxCAB9z9+742+mI6AyTSszJfv0QOwY89sKCrGalTio07PmCvEVNpS+zMQssG7hdiTrAMI3EcrYBcEgFvwKxWHyRAF6lFdLcHby9Vvk4A/NRxBhycMlxrYds2ts2UjWotSHPhANml5/ax6DRkPSAsy/zvLRnkRMm0r+KF3dqaAZzROPbsBfEK2nYbIzRazVYQ7AGIcChJVQ8MEUgdVOjX09e8eM+bGNAEaVQDkDRYa44oO7X5MAa2KZ6VowzK9DEI/iV6X6EdqTQn17JX4Xg+nE7T7b3XnjXtLS3anonLJbNt9gxijCQ1SmEPyuZlIQShNkPwU4pcrxdaNadNxGg2m+vZd2AiOi0TtewdTqlEQSMuItMbshoQ2dHZvG1ImO0ZiNXbhK0gcUSD1WpKTIQ0MID10PnCSu37i9re0gGM80S2pWXghXrApjS0RHpdyU5Fwgd1d0rxZ9l/Z+c2W6c7uKR9c9Bu9djn7Nm9NXXRYLRITy+kITFOIyEW1i2aPL+a6l6IgS1n0hYZBgMnEd3/ttndhmjACp2PPWO/Rlx+3ilEb7Sq1EsYesPqbsDeFMrrV79Td8rfCMnkbEj/unFfFuZ1Y902qg4mS+8baafd4hn3nX4NLswAJWe2daU3kD/A3r4v9znHbjv6hr0HC70WSTlqKJ3N01SIb4ZB96/q0bm4SEx0xblhGGlNjc3wU5mrk993CGnIm9/7FDHfpVRyVrZota9WCWrgYW/X0+dLDJEQ6j5GfUj7+f2p+F88fJ193wp9/jnzqpXeFcEYRo62q6o1GxdTqauhIm5LenYFDr/QWBt+fd7fDvAaxmYBYM5Qi9UFFqt1k+rZT4SkVuZBioRWGQYL6ENKblcdyO5rU4x6tzcK7/XaEvZxLalLnIv7Khgw4BLsTU91hs1pkD6utVpmacuFZdtAG+keyDWzrTPz/WZzfTNJ+lyrq5p6zzo5ylXMRonvvbrXfr3dXH1RdnvRkw2KC+i0nX6rvo//fv/x6+NPNLiyQdA++EBoQq7eW6l1+XTdaQbd0UxiWc0gukejxdP/5ki5c95tonBMBFcNg4Z1bMaMqEKtsGzKmOxBSrILc8DMUpe1GArgUqm2uVaTrD1vhjg3tXHaIECIrkalSC8XcJRIVazGQ42CiHrndza0iRWVAmurrM6DLdU3QhHbXIA4nBboTjlwQ99Vk5rxWRtAbqhkaq7UtZBbY54Lc6l8fJ351ccX7mvmZcncc93dNOhaN2/n5FlJSD2i2imbbsyTwHgUsaHqktW6l5adTFqfMcff2oOS3xPefHvO/Z7V8zMDq+N6DtoE31iXx6zd94fT1bXdsXS7Tg/wwRc/faMH3Fn1lYISIQzo8ICEEbkWIhc0vVKr0FpGy42gG02syxpN3QgrMTSiqKkqjSOKkLe6tzZoS6bmwj1n5ptviPFtWr1vKns4uIMNHf0xPsCQhGm4mniKI7ddTGWvm1R3+o2tdgRWzXYqy7v55sNRt3Q4n6aapTEiKUDojT2VrcEmhmKtNVMrXELg70xXhnHlMY2kmLmG1WthoI7i5zA1vvBwIX7/PfHhkTg9EuJEYmAJPlWxAAAgAElEQVTaAroJqUCo2FYcsyPzRuBsvhY14NGXfMGJOs+YxjkwN3EJyFsxlPd+5/PH3/Lxx9/y+vlHyvyKaLX1n/AgxQv0PXsngvcDLIi6CLdYnUqMahmcOnC5Xnh4eODeXnndTJZ3GidTTvMeWVUb93kml40pRq5TZEiNbXnhtW08jAO36wPjkIzGJoFUGyFXkioxifdI6/3TDP1vNCQ51WhMTNfxGA7t9amuABmxOrdQQTOouCOMUcijF2wRQQOJgFBPdXmcaKeBGmyv2ftcq9FOVJWlmrT15jUvpVTu88KWC5+fP/Phwwc0BN6/f0JFeJnv3NaF+3LnV7/9DahyGRJDCrx/uvKLH36gqfL58zPzvLKWjfV1ZkjCMCULlFBitCkSEXozaKNiKTEONIUlZ6uBrY1ly9RSePm80j5i6yFNFmANF2ucnUbC9GgZqSo8PL2jrPkrw1VqY14LcagMTmWNwSXT8aoU6XYwOOCSkZrR2hvSCjEW0IjIDYiWRZCAhkO8oWmgNqOq9uxsr9NCI/Smu1iGpM8F8wXMwRti4jpNDCGyhWqqadPA5enRsudB4SZUVT693hjXlZQS14tloMY0MCQ1qXIRlELvn4a47DQKEaR6HUerbNtMXi3r0AWuusJc36NErOdSCNYeoteflJqtTlI9m9G6nH1jzSurB1M/fvrMsm789W9+5LcfX9jyyn2+cblMrKVaJtprpmM0hcsgMKaBRES1Mc8zJRdePn/k48cPhBC4Xi+mehcaOjjg67YnBAgOPBDseZl4lveiK1Y/m1xNUgVKywQaYzDKa/OAyvymShMXKInB1mQcbS6Hgev0yNPjO5tjX5hDUdn3HKs9Pvseti9pVfKamQl8+vDCOmduk/AyiVOVrY/qNJhyICFyfXxgalZXVNWyvfOafV/rwmVYjb9q33FJKAPKIJBSII2RcQxMo4PTt9nqmAu0esxTsMCP0Cg0imbQQp5X6rwiWvaArfcGTHFkHK4W4NgJ2BZjK7RWaZtnaYplwCxo9cbxIXorhcg1X0gx8lAXLtnW/4V3EKw3HAEHYCMNiMOVYRKGqTCMN/B6xcbi7JC478NmdI2kbWFjQtWE4Xr1SHN/5jZvrOvM58+v/Oq3H6m1kH5nCqwlb+TtTvFegbkUVg3MBGqDtRUqsOTGmi0j1qqrANfqGSeQMBJEEawlh4iSorqL5vOo1V12v+RGqaBVUN3J5t/anL95/IkGV0fMYfKUznbrAI/YBvrGkz7tAj3rEW1uWCQr/Xzmmoj2AKvvBN09706ZO3DdAfbourqzq9413WsPTexBBZFmVDpHmOx6rLDYkIdoAUgPlE9pRjl1ZMdViqSj42pF05apqAQNhnp4vUwTj+IdGfMyrCMYcdRePEsQT80IKRapiyMkSucS6zHu3sSzuuR6LtYj5L5k5s36JJU397IP65dYwZvvtb8ZCz47IBblbbjTHKl8U9iqe+zC+d39bN8+fiKI+j1x1R9KBZ/rw759grff9Fl1Pu0+Hif0/shO2V32+EnP7zuhBP2+Gz5XxFSHJF0Ig9WGaJqs9kEX477bfmbn6ACV9ESnIWQqHrJIoObCxoZq8/opn+N0xPpAPHv90zGOhyRqiDZuUQ6a3+Bf98XRXNBFuoTMqUjaTshR43gghv5U9q9Hsa57F+G4LlunPYNiwWxEGIPVDFxCJIVA6vcSMHU/Ubw4EUmJOF0I40RIA0i0wvFm8V9UC3kbhlD2NW7X29eJ7kmW33fs7oPbQlXjq5ecyXljXWaW+c62LtSSiTS0evPe6DV62pHVsD+XIwOwzyB7jh5kpBgZXElUndaTgjAmC6zSOFkD6nWm0kgiDDGSglLKhmBKkrkYVbqqiet0akbwWhKCnDIUJypj8HA5elZWZUfKDydLenrQiudpx5ip2L/3/dGoVp066BPMg3G7b0Rc/Q96tmq3R2p1qKUZINWzVtnFALZ1Y1kW4jjyODwRUuR1XYy6uW48vzyjTfnld49Mw5VxSDy9e6Ip3OeNZav+TE3pK1ejs/RahX1foLMc/N/B7ETd797rZlqjbBtbLnajstj70wXCQByvDFelTIW8rtTpamqKXxi15kFOVXVWhBsNBzLoNryHf9EyZIJaJsubjUqIBOnah9Ktv9sgE4jSJvt5dV/vPYN0wGznvcZAmS6YYs8xhQjR925ppioZB2IpDNNA3JKJ2GSj6s3LBiqsD9e92fDe+kQc1BFBd7Cjj/+xSq0JrlHlNu9zddAYe1bDHGUz3MZiEXA1xE7/VgdAvfi/Vq+PKiyrKwTOCy+3O8VbIhDCzjjB17mEYEG5Z5SCWP1WderZtq6s80xMkctk/YqMVdB3V+eLCPv1S18jO3DmY6RG9SPYOj/6GvlS24vh9fDnsCAH2H2kkCIa9ScFLeTkux0lCH3K9to7U3OsobKsG+Bq09X8w5q8b6Lfq1HbrUbHGBTB/To8c2X2sJdl9MxV9zn7q4uV7WAhipaNlov//Y6ghf3+LePvyrf1CFaDNHPUBd/DvGVGSFbLz8FeyNl6r3UgNJfClrP7fK4E3SwAHloEUVKMpjCbktmPWlCsjUPbvWBrJyAhuby/fVWwhtKlkEplqO7nnmqYzG4GnEjuDLD+qCw4z6WyboVlzdzm1frgaQEatW6UvFBbYy3ZMmUhUcSEgEqzHqy1S7OreE/W5vuL+0dnZWPa7pt227Hb+C5qU+0Zm88lf3hz/uL4kwyurPhMzbj63Yem5Fb9n8cjN6rHMbkvyQClFKyvxRCE0FWAVNmqOReVvjjNpHVhgG5G3hLP/Jocherd5kMwTq82XC2nvTGi4cQDD61aAWlXQuvGeFeNgU55aP6zpqeNY9+8zNGgmWiANd+rpJKMvqdKqAZpN6z40tLzlgoTp43sYZe6+AfG/63FeoCs3pldvQ9QKSbmsZbKh5c7r+vGx5cbL/PiKoFHsbfHwyeG5VuH131wCwm0O3QuPywwpcBDbw7reeNYGm3rcp7uOBxxhT8kODgYB4VwP07UzK8OD97ePPNvvO2POb78vJ5fev7+eP79p/1nvUahB1j+yPxn/bznRW+BkBJpRFsX6YJMYmtle0TrALKhxZ3OZoXOEorPh7jPte6MhmQBRggCdTKKaN6oXZm0ecdzD35MVYo9GLJAwuhXXcnL5NLD3sfEyjTcKdbmAIahGT2bZZtcd5rNhTyCFDkGfXfwxKhUXYJWA6LRaw2i0R92ioaJyqRzoOcUH5M6cAPbDLXRYEIVXK6E794RLg+UlFCUgtMu9MTG92u08Tjq5LqRayFQveHuV3NJul065k3vn3S73/n04SP3+yufP33g+dMH7rdnk+imscaINqFGYYhCiIoky9k0zN6UcfO6F+tub8qC/qxCYJgmLtcHci6Ml6s5gGmAEG0D2zYXubBNrDSYtwJUXmdXhdRE0cDD9UqKkctlIoZE9DmWaiM0cUW4tyyDsAcSwcRKcPutPbtvIxujUVXwbMpOV7MUnc2rZgEnqta/xdvl7tCSb7Tnp9DpzroDTs1bBwq5KGsurGvm8/ML87LycntlWRcSjTEvBA3cXj/x6cMHG7vabP8IcEnCNESul8EFF0yFj2GgDSNpiDy8e8+791eGoIRoV1pr8yD1yBCflXID+DgbvSrGyJCKKWLlijpls4tiaL2gJVDWO9ucKNv6lREbp4mn99/z+PTA9fpASgMpJl8r7AEQJyq8NRdWa1Zdk63bYmsxJHuhQiuAGvDXAlga0oNfdF/3u5LoqV+TeEpbMFGYWjuIAWkwYKUZWuN/c2CogffvHgkhcHu9e51a4/n5xj0tO0B0uVix/zSNDCMMwYQaDPw0AShViGGwLGdt1pg2P1jQncsbv6CDBvt8DcH70/keLcc6Ry2gzQ5uvtw3Xm4zL683/uZ3n7jPK7/7dOPTbTXwisCggSYWIIU02DNKgSGZTbY6KGuq+vz8mfk+M883aquEjkKjJgnvm/lOkfLgHmAcR0IIJl9dTcI6l2zKw2ky57tVk7aWLnsiO/jW9759r/Ob7p5EDyjrN2pdepBja7tTnt0F8H2nr5HNfZnX11e2bePpcSTFgTBEpmmyXlepuwBtrwPWVgnSQSRTTA77mFhl6E5Xd/C6NFP9fH69M4zPxDSYtHyu/PjhM+uaqep7c4xcLldbH8FARG0FrSvaCtuyUtaNGApjrESFQaP3VrRs5x5kSWBohUu7mBT5LNTS9jHpm+JeX4uARIZ0IaXEND5wuTwwDAPD4DZUG9YW1WulWzWGzKk/ZG3Kfd5Ast+TzYnklMHWnIlAMKoyQmlCPdVktda4zTdut1de7q+8zHdyydRW7Hm0LqCk5Gb0wlyUVTeawtZMal1dKRYEG6XgCqFWplN8HjU/rwE5fh3dfJlVpGn1OV3MCXPhnX/qa66aQs5KC4aO7TFWLpxW+h5gCUfdRhthdDWbISUugxBrJWT2ruidInh+QRdhOB/HQPZi4FICXf49hMAlJou819UiZPVi1tasN0QPrkJFA+bY7Ii+zXzrVeUBjqrXwjSXTfdD9v9z56ERCCQSEoXk0s+pNmKq7uyq1xVYUbE4RQqE6sV9Hlp6/yEzhF1xrKk5kITIlitzrixb4ceXG5/vMx9e7jzfZ2vo1oOrUxzVx7U7kOcYqEdXwgEmD2JB8SUFni4maNCLX1lh86JaQ3l8w5UvzvtVM+afGzDpN3/5Zc3Bzz2+9alzMNUx+d7smhNK/0ZWuH1xjiN25Ms77aN5tCF16tWgZoAVyBtaVqqudERfqqkThWibxt5YYD+lBVWSApqs4bDWSg6QxS6yFQ+CupiEdJabKfgFvL7F0cEwOHrbAzZwKpii1B21tRog48H3Rtbs9QdGm9Hu5Ii8GRRzUiy71FN03pVoD66kBZdeFhOPUethNaVo0CaV3oskugPfHb4SBloaPbh6j1weqCST4FZrDSHdiIuz/ZTduejlQeILpwZTDW2nYvG3j7jnlQ6Ha8uZ++3Gxw8fuN9e+PzRgqvl5ZltnQkoS4y0Ghj9+SWNJIPxfdNUyjZ6g8xsgZV680tHqMdx4vLwwJYL0+WBWk05TEKwXi/rustXS4heE2Lo6bKYUEGuwlbgu3fveP/OqCcpQkqCVkjF6riaZ6Saeo0cgkh0sZ9oGzcH/bM397VA0GlyMVm/JqAr9qgHV7RmyLEqpWWqOu3M12LzzP8OZoAjmF1+Xn0fsYAsl8a2VeZl49PnZ1Nvu72yrDODVKY8EVrk9eUTH373a4aUeLpcGcLAFC24uoyRh2mkqQkcpZSgDdRhJE2Jh/ff8f6HJ6jZnK9aXSbYFNpM5fqg3XYXKsVASBdUIcVEGUyyW+vsSO9maoQhQF3RCnm9sUah5PUr+zdOF9599z0PD1eXyY9OjxV/Zj3PdwALIUZElJgS6sGVpohqNQpmsvpM8ax1cKZGwHpbmp10W+woxd7w2mXg90DHs2iGVjcPrux3DVt4cYgM00CtkffvHklpQKvy8vlGLY3n5dUzvBYAPT5euT48oBgdbhh8Trr92p1rF+KhQXu4GgLumT7LoNS9Drv6vnb4aqdseq/D6XOvYS1PcuXlvvLx+c7Hz6/849984j4v/PbzzOfbSkzCNAaK9zok2BpIw8CQAtMQXARFPbhaef70mZfXl0O1MRxA8y6C0Qwo2teG19WM40iMkdkB2VIKJWcTqLheSSnRcjtqPnU3Y7a393v1rxbcHGwNE+46aJVvTaGzcLpx9UC6OwM9gKjNRH5KNSn5YRiI4YHrFBiSBVeXaUCaUfGsN9nmYLnJQ6UgjENXfPS9tdsHgb0dCHh7msLn1xviczMFk/z/8cePrOuGyoBKYpwm6+QxDDbBBWrNlG2m1WJtTdaVIVZ0rESESa1/YHMADO/hJSEy6gQYFZAKRYqbMNmTA+5q+OhEUrowDiOX6cr18kDs6poie+uI2hrFGyvbnHQfQwJVK/Oyet3swDBcrWYtGYXU2kmYNaoa/Wugaqf9mwro7f7K8+szz7cXXu43U1jtZSqwlzw1Aiqw5sqyZVNIVbuu8XJlnDrwYcGVNSEWEyhp5cgAq4mrmIrq0fJIXcvAwDMDC2iK7HXi/5QHV2ZDu2fprrnoKZ18vFUsV+s9FpRWhVLMkbGUoKHWEgRpVoR6ZJj7OR3xQDz1+/X1AEe2QdnT+4ZkqBctG71IXeiiF9fFGE9ZKXuIwY3zKdTY/0hHc5qa9GenxPV770V2TTtdUo4NJ/qECVa4SDOes4SOl9u5mna1peZc9qMYe6d9NIviVWHNhfuaWbbCfd24r5m1GAq656zkGK495NmDwtMv97E/frPTuvaXuFMtjgo6jbEZ4n+4DyeE+fTcvsb+/bp6XPbFIezx2tef+4kF9bbHytfnO//dPm3PdVZ7UKWnOeBGep9zp++P88np++Nv7XOY4HSmQNC2ywgTE5JGu744oi2bqlsooBUJplq0904T8VqT5gb1QIN7wBWjoc5dXCJ6MCV47SOyq/f1hALSaVd9rXkYfioq7VTA83juzscpw3cMpo+MnLLQJ0ACDgO974se5XQSg3p9ZYxGFek0PeFtBll6Jiwm2jCi40gbJ8I40Eqw5pIOVohnr/rUEhGvnZUjUg7itF3vwfUNCoxPDUM3vf6uK6aVYo7S5q+ct2Mj9c81Dx6i9sJfU/DqdJ5Wuxy2q5zRRXY8CxmNvplcYr+fU6ttvKUefUvO9qkqe2H2sm7c5jsxBl7vJrc7xCvTYMFPrRYo0w77t1dS9udFR/ZP//nvdrrSmbZ0WjPWcNbX+Q4CCZ2n0PeS8/jrHjSo1Rt6gNWR0KqNdc3c5oV5nrktC/dlZst5B06kgwQ+nikG738zMCYDkWjNlMH8mRzXd8xhuwdzHNQR8po92+yZtYPK7nZFrNcasIOCAl5/oQ44iDdHtuyJrdvODnl7iARvs2DI9Bna0h34AKM3udqvz/Pgn22tt0Cwmq0Qo6lFet0U2qmCERGba7m1fb1E6Sqffo5TgCNfZHhF8My4UppLx4tT0IL1vppqYkjRFfo8H67KumVebzNNlefXO6U50JOsrtp6VTno4uhJxKjWImKZhaZQD8Q7NKPsecmp+wonn0b19K3u63tZN7atcLsvvLzO3OaVZS1GH63mdJq4iGUV9rYKp7YTRkXE17+pteaykbfsa+x8HX1Plv0ZdnU7Y+80zxLYIPdWAd0Z7/4R5xnZDZKvxaC+o3gQu9vDL/fT3+fPnkzleS/sfzsEA5ZTTIzjZL0ap4lxsobgRlNrJrHuoHvvW2e0TQFMSdfWc7c6ze1np+oqxe8nrJnn19seNBobqPLp0ws5ZyRNhDhyqY3p8Z0BoCmQJFAJFFfQswbCBnAV37yaiGWt9lcPsswuSDTwU2IkNKsFGxBnQRmIZGBIJKXB6H0hoWJ12+I0bTA2VnG/cPNAa92KUQ1L8wyU+dkmSG0S6Kb43ghNd2VA1UClB1lGtdRm9f7N10eMYW+gbXRtb2+EMc3sq+29RQ1otz0x+j4VDoXYs11S3X2Xw9ew3+/32q1XX5cebHW/+0xR/7nHHwyuROQvgf8C+Au/sr9S1f9URP5D4N8Cfutv/Q9U9b/zz/z7wL/pY/LvqOp//8dclLmHFql3xa2Ooh7v4e2i9SL/TYVbFXISrslQBkPHE0ojiA1jYK+H3nfbHtG/cVj7z3xwz1kHcVlcFC4qhNjYcmatloZu2+YnYV+seLScPEUPuPTjsT2hCrUQWkD2xm9ht8G1NUOTWrP6qqamyoSQxpEpWHO7UOuuytVVWZorAeWS9273vVh23jYz4qWy5GKOkZqqy+f7ym8/3Zm3zF9/eLG+GrmwNafwfPkQ+862P623DqO46pWZLn+pv7CmeofikImSXLKllLWaZLZiYh0/d8p/22U9nrMe4Nrb+/jJz3xRA/YTHzt86WOBdsfLaEa6X0P/gJ6+6pur/zLkOP9eaRgFp1NbG4qIcddlEMJVoG40KpJGJMxWPB0qQTenlFrm02RJO7JY8USRARRBSWMkxdEHL3lw5c9SjqAq7VmnhnYKllTfzJ3q45u7+Ve6Ywk99goebJmKT6fd+vwR9ZYFsg+8BLG6RA8QTTnTdBKRZg5REDREQhjtOomgyjRFpgE0KTU0xAU+gju66pmrdrlS37+nfPcd5YfvkWGifL7TNgMetrIRyubZ1+a0x7C7G6qddmu1KBoTzRs+f3m0rmCkJjvbWrPanm1lnm88f/7E/fbCy+fPvDw/07bF0HuxTQ8xhzf4uQKb1YKq2ZKcEtv9TlCTJJdxtEAgCJoC0zRyvV7Z1sx4vSJb5n6/uyy7KRXawHsG3qdRKWpqormgfOK+LDw/PTGMkafHR/7+3/lzYvyFoaX0DKU/6+bAEeJBZ+8F5BRB7UG37LWCYlxUUxDszX59nTTtksqNrg7VHcgAFtjpsZaUQ1Cp5J5N0F3h8L6slFr48Okzv/vwkXme+ce//rXL0gMRIokuJDKmwGWIvH964C//3l8wjRPB+//UvPHp449WoL0Z19bmrNfT+nMPwdZcbvDxZWa+z2htaK3EELiMgwUdnZIqTpw9+a5gvexsnAYkRNJ05fL4REiJcQrE0AjylVU3ZHu8MAy2Ztw4HHujZ2SaSaK5wTDHJqZElIkqjVwHrAfUgNYRQal58/E31DnEEUmTZTKddtpjTbuOcWdlxBg9qIjucNkqCylwfRi8wN3qz0JSUjARk6eHkcs0sC4Ll2lkk2KiA9r4+PmVT59fuFwm7mvmer3y9/7un/MXWEPaJxcFEHEWKpaFEwR1ULfVRvE9NzqjxYKb6ABJ9XqubtfYwQXr9ZS5Lxu/+d0n5mXlH/36R379u0/c5pXffZpZS2Upgor35kouVhIHpxqmPXOVksn3l7yxLDPzfOf2euP2+koaomVnYnszUbr9bdX8jEUXtpwJ0bI+rTVurzeXYy+sy+o2Ul1oxtYdjvxbM+LkQXajFKwAJ+JBtR8dIOvX8MVx7Isc33lws4s2hMB0uXB9eGIcR77/4Qcu04Xvv3vkh++fCDRKW6lrJlKJYrLoMZqwWKu2p5i6pgUfJmYDmeq9kpTNxTxaq1bnGmbu62otRWJiiMlsbDFfaXp4Ynp45P3799TpkcdHeHi4ch0mShOWZsJKa43kKgwiqH99IDHEkRIGSkjEkEi+hmUwMJ5QGSYIsTKc/YxS/LkMBEmkNDJdHokhoUS2YgFRVdvzt3II4tzmmVIbt2Ull2LqlJtSqjBvFmCltZIWy1ym2Agi5GwKhmYFPHPVDHTTVql5cTvVeHiYWLeRyzRaQLl52yEVNvcxcxP/2ti81dE4jFjPrpEhDR4kHWCAiicQKEYxj8aEyLUyez1kc1Cm1GrAqO8AOwrSM/E/AbR/6/g5masC/Huq+r+LyDvgfxOR/8F/95+o6n90frOI/AvAvwb8i8A/A/yPIvLPq+ni/uzjkJfo//b9sNPAfLPoJaV7OrlZi7/gTkWu1shtlw998zfkq4Wr/e+8+clPXKN44aYKMTYSQvWCPlR3CdzqqU84DE3TnoHxv7KjRmen29OXX2Y4mu7Oec9eefSJBLXsQHDj5pNM9mJTe3X0ei9Qbl1i3dCK6jzW3BpVhSVXbquJV9w3+7rVg7pwPKX+nPYb+9o66ttv3vza0a0d5QrhcIBEdserz4FeZNuNreyn/X2h1Lef5R5Zf/tiv3l8K8Cy6zghkF+c5W3B/vEz+9o/I9/47NeBFSeU9ghigwfqNsOaWKAlMiBxtHFLo1EhYoHgwhdREeo+iNqvQE6Bv4/VLooQjRLRM8AWWOGqjy6e0oOrHUDYz9xvfr/jPpRnGOXIauoBJnnkeY5DpP+ccMyBnpnuTn8/v7DbBJPI7kIJakGh97vQXZa8X5zu59aY0GHwzNWIDIP1C+rZjdZ2KEw6SsPbcxw36wFEl0P8xtGXRHdkmweaViuZKd4EdOeJ7zle2W2lAeVW/KtdYrpZc+harObSehv1jIsXe4ewK4CFEJFQTzz2Tpd4W1tm8+ZAtbdsQUOKkdv9jgDz+t5EFhRK8ky/F5jvQLcPUp/jO9FY5M2c6RNFumhJ6Jn6Y8/o432e27vd6s9G2IGWjnfWnuHrwZU7k1vOLMtqfcUWe82r9YJJMdmYiOxgQ/KG2Jdp4jJNtLzSihWjb7XtgbNyrJT+zC3rAlbvYDTpZcumhlXqnk2KIRCoiFZ6zZrKQWELIXhQEAiDOeFpGhin5I6v0Om4X1qcna3RW4R0G9YXZp8LnsXs8wgMcCFGtIZdIa9L/feg2da2U3ejUZ6qGlCop3W7I9znmitfqOdn3RvaGrvE1e6k042FIZmK3uDtH6r3RAPYsomTlNp4frmRS+P9d+9Z1uKOWPNM3jFAPatq1FrPorvROWoZ2fd0UcHNzvGk1YCUehIkWJaV+7xyuy+83hbmNbNmE5Zq2pGFI1MVTlmrsGd0QXzN13qqk8rZhLm8h+eb573bnv45W/cJCNPEUeLA8fsvhVD0dI6mu+T622wV33Rcv/bQzseZVqkHgNCNgs+vNBg1cpouTJcL03RhnC7QCmVdac3mQ/ALjU7z63MrKIRgBlTFWD2d5WQtdw5/qpRKcVp7CMLRflWcYRS4Vrg2kDQwb5k4FoYGA4GiYa9JKs0yVqGJNYVWceH44yX9qwcHyLGPSDh8pZ1mGqA3EY4xIWKgRNPeZkihmr3J5ZD8X7ZMqZVlM/B9zZXswhSlmZp2z1x1kbcgwlZsTMyz0AMcVIymVyxr2jPHyb9GpwmLBtM08P2rYp/v5zCb5q1CfM7bXKq7bTpnXrWvQ59WzX1xywL2+XOe+acJ/EcefzC4UtW/Af7Gv38Rkf8D+Gd/z0f+VeC/UtUV+L9E5P8E/mXgf/q5FxUEBueq9sUliDtSciwez6qAR6q+uVeEtcGnuZGyMqXGlGzjbFVAO2/WJ6/U+S8AACAASURBVKQ6/4cvB5X9353P3zn99rNg9AqEYQAJbX+fpVCt2WYtlXubrYARCDEycjwydxGcgmcqJVW9XwCR6Ck2VeeHtp6NMt6/qjj9EeezutERK7zHOc8NZatWrGmG2STbs3e9n3NjKcpaGrfcKFV5XTNrbnx8nfn1xxtrLtyWwlosDf6lPbSN4xvRVM/O7bZ0J5GYuAhemAi0zTbSXo8jYpzzNXsw6fd6djy+DGD+uNDqm3b9/9WhX3zfnbkdBIC3C/+LazjvOXZ85eaczn/+twdUWKq7gxSAy303kIRM7wgxIcEyr1ILwmwNVesGwUM0tcJ3WnfTe43cyfmS3Vulq+CFUzZhT02qV8qoei2FBR7mzMv+2R4g+q6wD0gPG80ZEctcdUd+H6huNS2gIng3EhE0NPA2B55EJqVg9VV4PyqFUFb09gLzjVgyoRYCigTL/VSgSaQ+PNK+/4767h31eoU4UPSVlqvJ2rdGUKecqKO/eJd3D7r2OqsYLVCLCf1SdvjNE3d0kuaSJcqYIk+PVwKNd+/eW3a6ZjRvCI0UslOhKuLZCG1WXKwdTd821vkO2rg8XGj14hlia948eOYl0MjbwraaAAbauE4jj48Xpw+a/c5VyRlTqqKxrtsuQEBofH7+zLLMpBDIa/bGur9kHBKTFyGbaKo994I6YOR06R5IIS4I4A56GtzZTq5St0fG3TPfM5+0XuBtGd4urVxa3RWocs8iOOCUXexny5kff/yReZ55eX3l4/MLW95YtpVcC0O0Jp/X64XHx0fLdDy9Z55XUhr5/HLndl8J2BwpCnMxQGspWGPManL0TYWcrX9ZwbKoy7KybJklV2qulM1UxZbVnJsUrKVFiIE0DkgwFbQUA8M48vj04NL2k6mIDQNxuvqekVDCIVLxrbmoe9jODvydsspW31CttrDbgZ5ZioOJoQDDePXnLLZuVEEtcxWHiThcnD4W9jol0KM5cbA6qA6QgCvqxojERpCEyEBrgWGw/jnWs81MhvVcE949XfjlL98zL5vR3bXSsvUZq5r51W8/MqQXttx4fr7z+HDl7/7Fn3GZRh4fJ65XK+QfXJxHm9mkc82Q1fEc9DmrYfIi+9pcpr6xrZnaGs/Pr3x+uXGfV/7m1x+Yl43n5xvLmtlyxRT4ggFZWK35dUj2GgceppFpSKTkdSfuX2zbyuvtlfvtzrqs5G0juoiPatvVN3eqpdtfbY1cLdi8XC5M16vbJdujW6us6wriAl/7hn9kEWoollVyKnDvMdcDrw6iKBx0m5849kCqf0LZqf19X5UQdirg9eGR68MD6TLRgjdRHh9ACwF7wZF9NdaGBdsWq1mmqgPnxQOHZctsDkpVz9gFxBoMqKLFgLbNM1crkVWtxvb9h4+8rhtrU75TMTXe1ahyVSMqExsFqZWCcNvUMzEVkUwMlXk1sbSSN7a8WH3rvJmwSgoMDoC2kn2tFtCNEAaWbPLyUxm9Hs1aIagqr/eVdbPA6vluan3zWsiezbovq0uWF2NDpEIaimeu7Pmuq7UOaGCsI4SQLLAbU+D9+/cuPmfgUykbj9NAFCVXE57Irn5Y1eyiEzJ2QRVTsY0IYRdeqR40eVX2HgTbou9zMhDTZCULg2kLlLLBGgnV+r5Z83JBpJnIjvTJ+YePP6rmSkT+OeBfAv4X4F8B/m0R+deB/xXLbn3EAq//+fSxf8TvD8a+8XdgCMIQethxijbfZKB2gg2ty58rZGcilMXqqy4JHobgfQ3sXF0atDt8HUv56lqOez/UieQwPv3fA+bsxRhJKVlfg+bIU6ls60pMCZwDjPNlu7IKdHTBUCt2QxNJ0ZxJdlqQUw48mlcPOCzg8k7YuNN9ihlbn6jFVP9y8YxVsRT3Ujy4ysqcG7k0Pr4u3NfMh+eZ33x8tYWVqwV43xqr7mRrf1yH4evH28DoeL+qpUnL1sjF8i6GNAqtp5L7PffzyOk80jfMc+D6Rxz/BAKsL09xvsf9nvVLVPoYk/NJjn3lpwOrtz+HIx8qRglEqT1rJGKikaEiZCQN5vnUitRsbKligZUEE2NQF3sIcoAX5vr0OhIf7Tcwd6/L8suK/j2GRIHXiHQhl6704OeSLr+ldt69pk2PTIr5ynL8rS8GXmGvfewbpLU3wBC9oK5WaHLiAqRm19XKRru/IvOdWDLiwRXBqQMKLUTqw5X23Xvq0xP1cgWJtgZzQ4vVW0lruyImrdOl1GnMmGBPD67SCG4jvvV47RbMicWDtoAFPY9XC66e3r2zBqWt+mZaod7RVgiaQTfbYKvTDGs1cYQts86zBRLbRq3ZNqNmtLUkMEbTobT6ro1WC2hjmgZ+8cN3npWxTXLNjXUz+eO8rczJsqlNTZLj+fXZHKumLPPK+3fvGKcr18tEbQPTEDuzzmSjpZm6oSi6l3qYHQ4SPJsWCPEIruhAWLevPpQmhVz3jI7Sa9J6cGVtJXJt1jPQg6ymyrws3OaZZVn4m9/8iteXF+Z15T4vlNZYshV3i1OSpsuVh+uDBVePTyzzQq3w/DqDwjQExmi9X2anz6zNXL1WrbGpOXIbeUs2p7BxXXMxkGxrbKsF60GNij4NBhqkIXJJA9GBQGIiTRce333HMHhRfbKxwik1xesofmIaHhaoB1Vd3XMPrprV77XitZm9Ibg90RASIY0GSk6TmYYGZSu+Zq2vYxwm0nih02db61nS6kFV3L9K6HVadtE9mxUkEsJAaIFxHBAcAHVbFYPtl0+PIz/84h3jfeXD51eWbUMFtqpoybzeVgDmOfPp4yvv3z1BM7GLbXuklAdicFvijBH0qJnagyvtsuVHU+DuDJZqYhHLulBK5ccPn/jxw2fu88pvfvuRZcm8LIV1s725NZu73byOQbgMkcuQuIwDl3Gw4CqakAUueJLzxv1+436f2daVvGWGFGltcKCLXX2T/VnbvpXXjWXb2GtbnbYPlgXYthXpwZWe+A4eSLZa0aR74BakV3c6s2aHIdkBtW/tdt/gP3gwhwvgugcUrJfYMI5cHh64PjySxsEaZhOJQRFtRDZEDSzCAyWVCk5ft2yMz3UMzC+1kl24Z8294ba6mNMh+FCKMQXm1aitmwQ2hSKBx48feVg3NA5IGmmlUVb7+6FFRCYbn7KRFObVrqG1gkj2OiPrY5XzyrYuxt5azX5fp8RlNLq7ujhDdUKFSCb24KoWhsEoxUOyoPDTswX2y1Z4mTdKM4C7NKtHvK+brVefM3GoDKOBPDHa7LnPK/M8G1DlwhbT5cGyh2ni/dOTtfNw/ah1ufMwDYg25i1QqnkyNee9Bq1i6o2j94hLKbkSt/g8073FR1FT7n3rcPqMk0B0HyhOF1PQzSuqgpRICDe6GihAaL3Y4ucdPzu4EpEn4L8G/l1VfRaR/wz4h365/xD4j4F/44843z8A/sFP/PYEd50d1COo2p1JYd+0+9Tf9Yq8kLyo1eyEYLLMEeOhq3vkX4EjPe7a/2mGIHkDN0sXwwHseSPLYI8tqBW2DoNt9CrZa1/E6pvcaWyOojVX8rMU5RGyiAhSLf9w1Fx5p+vey4OD8tOdhC+zI536Z189ilent6hloKo7E5sHXvNqQeFt3rgtG/Nq/Nsu0vFmyPRw7XfKzpvn1c2nj6acUSd/x+mc+mb83fh2ROrkSO8G1iX1j58fj/Fnx0s/pWbxtzoOCl2fXOcA66t3nSagvrn53xMafjF2b3/RKwrDPkbNI5DmNT8SkjkacYTB+ohIWv1zZZ9vdBQz2DMQ4RCoQL+m0HYaHbwVFxC7pn1uOI3l3Ctmf8A9sPKb+9IKvB0C2Wmo2i/hzfuPmdhjPUFM30whtkasxb4v1dbbssKywLYhtVqmqK8pscCqpQTThFwfkHHycTUKXG/L0LMucgzL7rAc2I4ptWmMMCSIAwfP6Dy0Drqw3wQxnmySS9pfpgvl4cGcXHdw85JpRa0dRPV54Jmz5vU6tVjzxBAzZdsoebMYrlaaKy2hlUBjiIGWAoGR1hopBmrO0AJRAmgwJ611nrqJI8QYCSkSJDAkRx3HEaOgZD4/P7PMI/nxwnUad2c1uMHQYFZuiJZ2jKJvgLZ9hHvfJSf6yFfL+rBQnSpptBhDnjcHxHJtzN5Qcsllb2L5cntlW1fmZSYX640Uk8ndJ00Ep8Nt20ZKkXleKGUgxoF3779nXTc+v9ytFm9rFLF1uat8dke0K6lhYh+lVKzHoTfGPHGyd8UyR9usIN42htpsEFT7mvPMv57Ga+fXeojizu/XR6eXHcuxC/PIabAPKu9p/KXv657Klri/QrQaEAs2BFSsZsjFoAYGWou0VqhN3lACe4AFTr1SHD23OtDQTOAnebasZ7tVoRW79hgC0zhQa+NyGdlyYdsqKVkzYdseTMJ+nleCBH734ydut5l125jnhZQilzF55sLWfhed+TKoal6rrOeA3vfXZV4otfB6m62Z9LpRXUzl6Bd1NEx2b4cUhWkcuE4D4xB3qlXw59W8tqvWuivxvRVj6s/OA5MOYO28PxOn2bbMMJoghgarOTNxC1NUtnqqnoWEPXvVeqau00VN2EjVeuediOe+d+u+F3w9E8/rvsN++N4j+zrax716jWrOezeNKCZOEnrvMq8rbh5INl8jO+h9EhCqzgDqa7SPnQG+HXiP1lx6EEQqMfvvuyrzunB/faXVyuP1ymXw+mUPzKVa7XOgkYLd5VaVmI0UmELxQN44zDmv5G31NikGVNQaKcVAGS3ZgI8eXIVESs60UmVsRmXcivXxus0Lt3llzZXbslGbshbzIZetN1buABje58+y1VaCq2yrqU+r+/QhCJdx5OHhgcfrxMNlIsVggGY2ga1pGCzrFq39SxIhOYOJGGmYEnjyvaT3bes8HcUfZ1fD9YokcXsXOvIr0TLprroo3lw5+FcT7HGw+mv34w8ePyu4EpEBC6z+S1X9b2wS6a9Pv//Pgf/W//nXwF+ePv73/WdvDlX9K+Cv/PNfXHYAsYiys8/hdG/u5R3ON/v7CrC5IVStcEJDohgio+GIPndn9vwXvPcV3bhg9IppHLhMI2OKpyJ9W94xRSKB4KhlUmuC11RJ60pYVmqtzMtCa81VkgIpDVwuJl95XKk7pHjjv2DEOfEOmcZ4jr5RmiNWmrqDwN7ouAdcperOfc3Naqq2VlmrZaxyNeN+y5XbWrjNGz8+31m2wm8+vPJyX1hK477VI1u2Z0j6FR+O8xt083QYetl5r2/85330d5PZkbPdUepfevB4zAo9f/g0k/6YtfBVgP23Pr4+0THXTvP4+OE33vhz/oZ88ZP+714ULHvY0svKTfhoQIhEuRI0uQtasYZVFXKErBCyZS16QUCz+qoQhEFCb8txah1m0YPuG/OxfvomLXih/XmdWdU+O62ob5R9Uz6NRc/HfsVW2qehHmMc9MSl73Ovh1WBpB62lwxlRlpjWDYkV/j4ifrhI/J6J+VMrFboXIEaIuUyoZcL8v0PpD/7c+T9d7Rgcs6lVOq6Qa6E5mhX11AQiNKVHB0BjZEaI3UY4PqIDCMyjF/dYHPUeUd8g20wgjIOg1F6xpFf/OIHHh8uFtS0Qskrn35XWBeQ0kAzrZqTuCsEOif+frtRSub6MDGM0ZebOyh5QctGlMLjJTKl0WilEqg1M99ezFG6jKQUPSADSoZWoFWuj1cen94xjAPvnt4TY2JbMmUrvN5nnp//b4IIf/7LHyyTNSQeHy6kGLiOA2OKXMfR6r9CJEpwRPlUodsd947nawfPPHDvNCSM4tmauNJVY94KpVVe7jPLZpmh22qSwM+vr8zrysvLMx8/frDAyGk2cRi4XCejK+aw19u9vr7sSP44jvw/1L07tyVptp71zO8SEeuyd14qq7r7HEA6CGHj8yswMbAx+Af4cvUPcDEwMfDwwGFgMACJIcYZEjqnW91dXZWVmXuvtSLiu2HM+UWsnZV1ulrSQE2MsWtXrr0usSK+y3znfOf7vnrzlq9+8St++OEj3z39C22mTiutZIZh4HA+gwhlXcm5U+BUHCClrNTKVpCWWddsJt5a6fXBWS+uBqm5QS1QpOFSJVSIgxAJ1ObJRWm7A16rfLKr7HlnCcIv0AJdT64I9F1XttXYVqE+361fds+kid4XCeBGaB7cqsIfUZiO9h2MBu+CVrhAiPYJKS+kpNSzbusQhoEQBwsmNYgfouBdheq0Ots0CbF5ZWHqj5crpSTGwfH68cg4RD69nRmGAZpjngslV6QZyL4l5qtWr7777gMheF6/OnM+nxiHwMN5JDhH9OrX1edPB1K6RvHisdbUs673uFyuN3LOXK4L18tMLpVlVc8hmvaGOml4r72cPfExRcfbVydevXrg4TRxmCLj4K2K0MglU7JWkpdF6YAqN673sMN7J3QBOlNZ3uOteU48PV0Ax/w4q/EswjBoKHm7qZBOWjM1K/PB9TXMRG9aV1EVs9BxotS5/Hny7EuE//sn7HO+j7u+DbZ2V11KCXGOp+dn1pyJ48SQJ8YhcDgctWq39P6bpB6rxUynUdZMzrpeLotW7Zdl1R5XE+q434p0bAb1uPIRPzTt3csLQqHmhTknSlr4fa3EYaAuC+l6JfrIYTqo2JABUS+Z4BvBNbyoCMi8riyzjq28zAr60qqVq9bUGqU2hugYojcWijINFHg0vI8M4w3vA9M0MQwjoEmLUivvPz5zuS2sqXJZzB+vqrffmhRcOYHjEBQILSvBzzrGs1IFlRa4EELgcDoRQ+Tt61e8+/odpyHy9cMBR+P9d9/ydHlGSubV8cgYArdloaRMDpVTVFDVVKnD1hb/4qYX88BSGXWncW4prCVZv76xzEzsxblA84MxHgacj2hxP9Oa9aahVNn7osXPPX6OWqAA/w3wf7XW/vHd47+yfiyA/wz4P+3//3vgvxWRf4wKWvxD4H/5E84J4A6FvqzC7JE524YAd5Ub9pisWRa8gw5lociPle3Y3rh/yv4vm7WbBK2Bql42b3YegmbRKuAs+PeWwQo5E4JmdmjdhK/LxDeCD0oL6kBFHNJU4r2Jw20ZRtiqEts1cNtColnY+yqeyVhWk1WvXTbUpNabBm35TtAi5bKpBS4pM6/6s9pr+xba7oBl31T79vwlcPWlQblnP4V76e17rvc9PWGDFPeSsZ/fwruz+vH//13HT0+cn3pcfuLvP84F/sTr7yfrjjdegq+fPO5Rh3z2cEeu++NKlbDAvIk1cHrt77HGe3ywQNhD1iBUS+07/74rAf74Hts93KIrtv/vmeIvgcLtUbmrILcdJPWs0U50/ezCbABd3/ul6MX+GVpY3r2RHFiFueFbRnLFrQlZE7KusCYkJaX13a0JzQktBGoM+GFAxhFC3K55F2/Y6IB3X6OfB/372r3rMuyEoD9fqhjYfHV391tc7zdSWpz36rPT6gA1m1hbtkz63eVqbFn0nn3tvaHFawUrrautcxYIVqUaimXIweGDZvmWRZvjXRVK6ebf9rMJHOja4EwYYxgGQojaX5qLJZ5uSIPLYVJPpjFqAspr8KSBhiNFlZEvzmsF0lkfmgWtnRLUaad9kHQFqZ1+va+H2cQDUtGeqnlZmFPmOqus/eV24zbPXG8qWtFaJUqHcUY3bYIPHqlia6p+r2VZaQ3EOabpQBxnSxyaUEYuuNA0SOxsjbqRn/f13QI518VS7ta7nszo67LWMqwqVztt/i5n0Vpv++sz5LMZ+tNB7bYz94m2TbiXk27r1+nv1xkGtp+2XsUSpXE6X2hOkxHNKlfO+RcTp7SMFPcicbNLjzekWo+Ma3jztavN6bpq1idd+Eak7PuMJStybAwmSx+iqRA2wTkFQaUq2MqiFQxnXlelNqZB10/vHWNwBG98jfsEVF/zN3Cl162zRnJW36CcFUynpEGtilHZ+cteXbxf57zTytU4xK1qtQNhtsqLjiP9ve259/epr+N317iPG63E1b1y47T1wjm3Ve23z7gbF5qo6V5B9jfbI16si/06bWPmj2yE0kfkj9+nv0VtvUcq41IGn3E5m8x6T7iIVanEKju9WrW/Xn9efj8VtOr7V9tOqnuuedEgW31PhSL63qUVJAvLMlNrYb7dmG83aiwMPtKcJWlapYrtQU17Wb1V2qRmqFodKjlZX+aq9HPLsNfqVGStVbTXyryqasOHRpOopuTOWSeKrkGlNm7Lym1ZWXNlXouxm7T9ZE1Kh/ROKEGro7vFR7PET936DEGI3jMEpawexpFpCAzBqM6t0nJGWiV6ZYYE5zZrl+A0fd+8VpmUOmYMD2NxOcwvTwREq1WbbckWO9wn4nqQcvdz9+8eed5zZ/6U4+dUrv5T4L8A/g8R+d/ssf8a+M9F5D+xz/x/gP9Sv0z7JyLy3wH/FG2h+a/+VKXA2hpLzRTc3UTcohKbC7ItTg1rFm9qFJy3RshOEMQCGJW17eBKeZd7qb1f0PugxxOAoBWmYeRglatoNx10Qm4UBdFG4gZ0VcBpVLPFUirBB0opKmW5LErDm1cQMe64qTiFboaW98csw4hE9s4Xt1WSwYCUZcO6sMWaE8loLbeUKMWaMFMi58p1Wcm58vH5yqfLzPNt5f3H65a5nXM31dyWMHbqmf6r8767IlbDPAnYqYo6PrbbuL22D/dgQWD0joP35gnjtdGxQWpm9LlWUrWs3Y+G/P2G/nOBVX/dj9/t75pQ7Wc96w5A/NSb3O0l/fdPv+OX/lK3BeCe+iYmbbv53IgYwHKEGtTtIowgGakB3zIMEW6NVhYVt8grHcxv3hBdsVEn1r70tH1tuvcwc22ngjaLuu/pIfcKYz35sGUDbYPuvjv3z3tJabGrLB0+YWIoDi8BJwHfIqEq115jtkoraqrMkuD7j3BbkB/e45+fccuiUtmaxqc5oUwj+fUj7XjAvXoFp0dkPOCaGFBQ4QGfEjFV5SRXnS+98XtPIihAqi7QfIRhgqGDtZd3PNdKypqBFaNsVoTmHGEYOT8+sMyB2/MP1HRjvj5ze/pASSvzp+/J62wGtImSC/M8b/TFVhtNhGVNNBqfPn4k55XgHeMYEUE38JSRlhgHIRRnayomS570HrtAKHqzW62sa1KKVc58/PTE0/XG4aD9adM4MsaB09tHrlc955Qzv/vDH/jdd98zjiq8EILnNI0MMfBwmHh7fmAIgXfnR47DSAyBYbQMZEqI87Tm0Aq/7QMNINOaBkZpXamlMC8zy7owLzM/PH1QoYpPH3m+XVUhde69BgqyfBDOr884EQJa4ZnnmY+fPuG9V6GIMGoloqjowNPliswLD+8Sr0Wbp48PJwiO25NjbQthmDiMB0RgWWYK6o2TkhruzreRIKoC6FF5Y0GUhmnRb72bS53Cq9VhzVbnlEluxSHMt6TS3D4qnTGosa4I5GIG8zn/ePUpmbIsFGl0U+a2SRTvYUinxG5gpgM7oOFULtwFilsQ0eBOgq0ZrgdInToom4pmlqbSZC9iIv2bIBsDRJrS7ptYVhXRPi+vAlQeR8mZedYKi2vdg6sxxsAaVRDi4TiRU0Z6Vdp5ijfA27T+/Hxdua2FGByfni8KcqLfmvpf7HV7GGO/9X826n5trEtWGmDRnVVfV+/ivqpqmHZZejvC4TTx9t0bXr9+4Hg+MAwqZqHJjsq6zMzzlXWZVdGvam9MDF4rwKhstY6kinMB8Y5WHLk21moCYhJoTUhJld58EHwYWJbEvMwgwrqupCVRasa1Ak2oZUVqoeZIrSv0HdcoEOINbHbgYmsTLyiDL9fFF7uqdH8kU4h01mfY1G5mvl3JOTG2rNewDdyukRqD7nVVrSPWJav66rKQbZ1IaTFRirz7WTnlQQSv17gr7jkDtV60ehmc0VKHoMI5qVCTCeQknT+Xy43gPjKNE2JjsTTt9/SukaIyT1ptzF6IzjF4pV8vt4v2JCWtSlrwB43Nm7C1SjFaoMaVWtmNC4jzhMusiSFR77laGx+eblyXlZQrt7VsnlYKPtUc2DshuqwG2q6xOJ17XUb6OE4M5wcOh4lffvOOaRp58+aRh/NAaBXWiwowrTdIMwONx8PEEgIfxol1yaQKTlShs/cZ4gMiJsE+TTjnLZHiSbnQLjdSzrBEZNVkWDXvR7UoUSm15rSnrmUdm2mdWW43vVal/EkR5OfHz1EL/J9ejuDt+B/+jtf8I+Af/eueVEXVmeom8WtHr2hY5ahXaHpDqF44cz9X2GFB3Yu8zJaHbp890jn69mH6VzHdFxf2rJDzWpWyrP6GgHvp0em5eUBaw8WobuW1Ebw3bmrmer2avKUaToY44IN6Frigajb4ouDKOZwv+pg0RLwKV7Q7cQ52X5ba2sbTTt09vRQWK2X3voI1qSlwSoXn68LzdeHTdeHTZWbNhduarRGxf0RjJ1r1Ppq2EXGiQxsi7dJq9kev08tguG82+7t50a1kcI4paNYimtJRAnzTIHMu2oS6Vb46YHsxTP+0afGTz/43mV1/5O1eAK6e3Wz7Yz83U9KJsf2VGlPteRfFQPppVcRk1DUji4uIG3DVAxmKh7LAYgH+BlZEOUG1UaVnf/f2zr7v00HVPbjSt1HajmUuazUVwp7xbneBYduzgnvQphSkThjvtJr7q7BREa1MI5aFcxLwEgkEhqoGin2Ahpxpa6bNC+XDD9TLDXn6hJuvuJRV0to1WoAaHPUQKa+O1OOJcDrB4Yj47vmjXiI5rUo33Aw99khwE8mX/rBVEb2HOCq4+kLPVamVZPREeuAqGoj6IXI4HrW3gkZJC8vliU/vv6XmRJmfVT3Q/MtyLqzrSsn7+ipuD5bkciGnRatgpwnnxHxcKkJmiEJxihu759O8Jr0HoRBxllnV9aVz8W9LIuXC6bRwPp9prXE8TDw8HKEVkEouiU/PT1xviWEcOD2cFFwdJ8Yh8ng4MC8rUxzwzVEOlSFGpqZ0bHLRPteqP3b1bDYpvRPsFQAAIABJREFUQbb3X9RauVwuzMvC5Xbh2/ffsawLv//wnk+Xi4ErMwO2Af3q1ZnHN6+VmmgVkXlduVwuDEPk9esH7dnJBV8qS8p8er7SEJaUdf55z3icaE5IqwpS+DAyDiNIIzpYW4GSyesKRauD0asXTxBVlBV0v7EWJWNZ9AVxV13rgWopmZRU5EEVySCGhEO/x2CejeRCLRpcfL4Kqez/Sk16Xft87ZNRh/R93y3be+jQ1RXB+YEmRdVKJasvmU4HpbuaeMyWTfeaWHQ5g1/vFho28NSTF/eM9YZKviPgxwkXBhX3wFNSIsRPJLco/RlH9ZUY1FR4GgKnKbI6IS3mkSVqMK6Bsart3pZMuS04B8NF44JxCJt3W1e27BYVCoo6vbdXKy0BVpvNNV3fVCq7C0C0ux9b6+yiCcIwRR5fPfL46oHDNKpKoPVcFSoprSzzjbyuem+bVlOCydH3jnUFpNXaUgzUNm0dqIgmLxByyYjDhFNEY4ycASGnbEIexdZuNLkjNrZqgj520Q1D23LbpprctiRa+eJm+HnCUtlDKijirV/P9V7EUkjLTMlJgUXwOBrrskAt+KaCOaVAWrUHdZ1X8rpYn9VqgmDF4s623cd7cKWedm7rBfJe8MFRUVsBXytStK5cm7ZsNKr28XEh58oYB3zw5KYKz8ELtWnM2WpldUJwMHr993y9UfJKXrVf1ko1GlOZdYaqRKqnk4queUQqIbFVJ7WI7BAfqa3x6TIraylX5rVuMeWWIEdF51JUY+LkhbQaM8SMwKfTicfzmYfzib/8xdccDhNHo6u2vJKvN2pKtDRDTnjnieNI8J5DjFxDIKaCM7GoZoJtggMZEB8YDmd8GJSJgyekTGoBl9ImOFlKppabVewN0FsyClCxD1e033hddkuS/tR/jeNPUgv8/+oQVDnEW0auvZhGFlg3pfXs2bBOm+m0EF6UnDeq2V36SDPh+8K2h4JNf4sAARFTU+r1mY2+cbeFfEaLeKGG0/kYVHwIiHMcpmnzsRA3W6kY639o1KTBcjP37K6EpRWuotkjrBm0fzxbL+SLTNgGrqoaBZdSmZdFmw2N2526h0FSB+5cijlrt+36N2DzrWpGTTBgFQwYHYbI4TBSauOaMtmoOHkDwvuV3pqf+5U3cLo1U9/9bMVcYSsTl04Fur+nbXv3Hm38rEP7YL5Uu9rf7sXz7yP7nzH57kfZz33dzz17Ha09J9yB1f63XrEVejKg9V1Z72DzNAPsXbpY2ywbNK+Bb61qVqrIXRedKurjARt1pMd3270WzXQ5yyRXk+jtSmgbsEKz3dBMobD2aEypF9xlyPumi35on2sdYHV/lx68eBEzp+5jzTLrzeSBU6KsC+nyTHm+QF7M5NsR/aA03+D15zTSHk5wPFEOIzJEnZ/NejhyUbPG0l1IZFugW78hwgYOle5j19X7L6oFttZYbheePrzHhaDS2tIb1YWcFmpNtFbwXg1ONWDSJEfKmWL9Fc1oOylrdtzRq4o7XS6lvCl7Ra/9XUojVmGFahnMJWVSbaylgguAVphbbkqHEfUQizEq9E/a2xXM9NU7NRJdk6poDYN21qTKxqtPJVOqroWr9XFQG1OMjM6xrjPTOHIsB6D7wKjpb1q7kEDPfFsSoqnPT0OrL7VVlrQo5dMrPUYDSc2mO4QQg/bdToOev1hluEEcBw7nE9451lJoy6LKVsa4OJ3POO85no6M48CyDgwhUnzBSzed1eDXO+F0PHAYA5frDZoKMTlUgU9co4rROI26lLPSuTt9SZkeDk9nd5gXUtvHU7bqz7KutncOuGiUTtpePfpsnSlFlW/VpsGkq21O9l5ArSAZcGAXfupTV0TXKBoWgAbz1jGCi3Ma1KNzGZT+CrIJt9zxThU45qwVeTEQZvtApSI1KrgKAz6OOiubKHXX9bVCE6iharbfB6WujtOEuMQwa/O+COSs18hZ46kyEpXG36OVavYoG/ixOKbC1qvdD7FMSQ/Y9Tqa6MAGpHQsvayC6Z4cghnmjgOn04HT6cA4jgwxmsen3rwuxlBr3eOTOwXkuw2DDladAdNOi3v5Gt2rffDE6Akhbz5F3eRcpG7LmVYSFSzt4jyyfS8LKyw26GOXnz6aXVHb5ytVxf2cUKuOvZIzOSV8CMQ7QOSNZVRLpUhhswERFbkA8NHUE0WUxldFVW7RaqiyCDpV21l/fzWKtvnNObd9XgzBmERKSe3XhJIV+DpLJOeVRlClTdHvWbJWo10zU3EnNC+0WpjXrFLlKZPWbMk3Y280jaVra+SirCZXQXJVkJnKPm+dAmfnda3XlhAV9lHp/33fchZPNOlzvH9HXdfHMOCd59XjidcPZ47HA9Oo8utOql7CpmJI0rQvbBi631aimQx7Xw/wEZqDcAAJxOnMeHjFMI68+fod4zRq7+Uwsi4r799/ZF1XrpcLNwOf63yhmJhILl3avRqYFyhs++jWqb41lu/MnZ97/FmCK+cgejGvE9kCrNqDaUzuxFI3mu3XzVDz4TojnU1UL32x7708+0Xag94OrLa0t2W+B5AR3EiTSJOIUhWMttcXBfadY+Oae3NhtySbcw3no2UPIqfjA2tKPD89kSzDeZlvKsu7ZjVoa45i2SKsmuXjhPPqRVLZwVVXuKk2AbJxg7sfQ6mV2SpXt9usMskpcbnNlFx4XjLLWrjNiWVVP4vS2Vl6RWm2MWmMruDKS2N0jujgzWnizetH1lz4/vnKahnvpQeXdmwZc2wZN2DVFySt1ul96M90on1sg9NzKE29nLr4iE2Bngr7WaBnPx+Vea5fes3nKbI/s0OMNqcApVNbDTgJJvctd9Us609oAJ7SgoJlNxFawLsV704ggVJutGz9OHlXuKJhgg12zW3Mq9T2S3Un246orVCrVgJKTgag9qZ46c82wAH9szRAljv6UYeU27gx/rxubAFvv51zaFuqU6XQptfLqxQeLa3U24X69Mztu9+SPj5xzIXjBMEFxjDinHBzjsUJ5fEV7S/fUY9n0psHyumAz402N1qu5CWRrwtxLbimPV7OAKm4PRBtvUfSTDcbDcYBmSYFWPfXr1Y+fP8H/tW//GuGaeJ4fsB5TzSQUnOirDOtrAyD53g8sN5UWKJk4TbPLLcrNSndpWfHW2sKxLynNO27lFIUxNTMEAMlrzonfUCcZ01FPaxy5dNlMREIII60BnMBSuEQnNKSEI7HA0MZmNeMXzPTdGAYRuIQtXH/cqGUwunhyFRG4lH7PW+3lR8+PFNK4+l5BoToHd9GxxgDz88feThNnE9HHh8eaBUut4WcC8+XC89Pz1ql7xLfd4Fcb9h//frE+TxpcBQDuEASmLMGgj5qT9vD+cQ4RaZx4jCOIEK3XTo8PCAxUkpWUZBr2q7XOB345uuvGaeJr959xcPDA7U2TtOElMbFqeR8TZn5ciXGwC9/8ZaHhwPv37/nN+i67aRS8rJlCIo16+dSmZeV681EHixQDqboqUFVxRuVCXGUBktaSdmRcsZ5xzSN5FZU8W5SpoX43jC+H+u68vT0zLoEak3s3c6asR+C3/qXQrAe5U2e3Cq5zrofWyP6gI+NIpBL1nsUAgSlyCuQYkvohBAYh4FaCjktChRTIjdVA4yHASdeFybr9dAkjxCnM2E8gClk1iaIj+CU9h+HCVxSs9lUKScB8SyzMju8TyyrynNLbSZs2nBOfcRKqSRjoZSqNCVvRl8iBkBpm+1ID/S7n1hPhLmmvT5qQ6KUMufuwRcWCCvwH8fIMDhePZ559+4tb14/8vioAa2TooJFzWTUr7OqgopsFQyw5NgGZnSPkO7riShIyUr9jTFaP5ozoa+BaRoouTEMCyKOnDK3640QhWHU71eq+lcq7TQbYA7b54sDVxU87Hv45wwFWxMNVPf4T/fBSqsWBNdGtaoV6DlPk67lwcapd46ctaLfvC0KCHGaCLXYOXkkJ4X9tVg8qqbneE3yq1UOKmaWiyWUBl1bnViPqjBNB0IopALzquCqlERBuF4baVmoJXE6DgrsR30Plc9XkYVkgMvb92i1cLvcyEkFNtK62jrQW0mq9Qs2vf6t6Wfm8qLo0JNdvf2kwWZSnUslrVmBvCVMvBMLl70lu3VNPk4K6l8/PjIOA1+/ec3b16+U0n2cdJ8uGfKKSMOPnhbhdIpIG5iXlafLlZLztr40F1Aj2YDER5wfOb76mrdf/YrT+czf/wd/xcPjmcfXZx7enLndbvzmN7/ndp15/nTj8rSQ14Xr8w/ktPD++9/w9PQ91/nG/PEjuRQK3W8u0+qqCQADWP069RaInxtW/lmCK6U79J4mWyCBnhX68RfcqxrSNni0P8b9T4dWYkDt88hZtmCxyzViMrmlYU3AW/5bfxvQaJZF3z99//z+mOsf7fdzGKJ6fgQb4GqWCJv/heHIVgDn8M0jrrJ1orResWq9ImwBbLHMpmarOx2wlGbu89n+VnfRi7Y3e3eg8aXB9JL2pWXqaPztMeqC7eUzekhr+/vtt3a/WvcVq+3O7p+/3UNha+bdaQV75u3ze/Bzjvp3TZl/J8DKNtzPdpafzp60u3tyP2c68Gz9f7fnOf0ABVkVxKzPxUBTs4qTmlSzBTi9z7EHCZq9lu08aO3FPesdYZu8tDXkt7uKgr7fZ43ydMoRW4Z6+67cDZMtaO4JkfvfvX501xu2fe+GSqqpWmJNKyWpT5D3lqEdwiYc0ZyjDQOME4wjLUaq90i5+04WuHVKAW0/39azIPtZbE9RtpSJi2yy2P1UG2m5cbs87bQW76mxK/MpFbFk9Z5q5qW1JX7ablyqlSercPRrLfvnVKNullJxTjf16rQKon1l1qPVeqN3ozXNYjexYsKW3BIw3z9xjmKUjl69B9ENf9UKiDc1yqFp4LqueTt3VcJTWmV24H0l1UKqmTUnFqP53ZaZlDLX+cp1uVBKY1lUuapDeOdgiKqwl9tkwquiQYUokHTeg1MzXq1YmVJsVPBAE3LTvoMm6qWDCC54PE3fIwR8vKMn0f1/6rbH9WRQs3XaO63ODIMCHJWqRgG57T/Oid2Dvk6bwIVtgP2et7Ynne6Gnt13nZe5qF9aytkCuMYwhk0Y4/Ojm4Z6p4Gh9nDcVQREx4N3slVe+o68CQC0ui3cPbG2MUGkrxo92vb2PA0QdwaKzee2iw243uDewQe24zbrJXGmENbKBrb7Hi5OK2LOVxOIUUqd91rFCt5TgvpL3ZMqgM3EGCC7XsHY92XP3Xfqh33PHrjpK8SqDgqytvjlRXhi18quRZ83MaiYzThoYB68t4qnbbTtM7o1HdxpAG7B0F2iuZ9m31H21zm3B+W9grWxBLwmqDWIV6DR2uc+ni/X+D4qt3v3Mzfcvmds/27bo/pdqyamainqJVh3QY2OJNVMHfVR2xJ8VjHt1ameiemIeLspjk5J2CuOzpLEWsnZK41itgJsCeQusEO/VpiiY8mU4hCC+ZNhLJ229Ry1KqaIayqTpjSZiylLe6ORNmN4tb2qnXOh5MxWMRQhNNTzS/xWSVX1Sl3jSrW9WXZBKy/KCgkmOhSDyv8PMTCNA9Mw6O8xEr2qVnoRozCbH5jX5IEPCvRddlu80iu9ze6PJos9lbC3M/iROBwYxhOH8wOPr14Rh5Gn55kwjNBGQMGVd5DTQkrPQALveLrdkJw0gdwtAjbQyZZ0UGz1pwWCf5bgygGjcwxOR1bfGDrdr1dm+uO6ENUX2R69SPr84MQGwn2gDx1I7dMzoDKxDjF6Tm0jjYGlep5mVQe6lcbalAbX+qYA24TtAfAm444qndwrouki5HGjSkPXWojDgYclMa+Zj5eZlAtPt5nbmllT4XadTbHlYtkxNVWrGCWp9QCif0X9/B5MKce3moKUPl/EcTgc9DmygsssBZrMLwZ3P7YAVborvHKuv3qcOAxeKQlD1F6M7qzdqSr372XAqn2Obe3+5loQ25xcB1CIZjutElnFqIHC9r3l7t7+7BQDmlBdiyqw/P/xuNPA2f7bLHjYNkUasTZcq4w5E2vB5QWXbkhJyOWJmlbqcqXdblASsihHXHLTjG+r5G4Q2QTf2R19w+4qZx283AOl2hWLenBf7279S1rgRgnY7ryFxqLB5z2vXpU8g/1NKwbSxWGco1oJuzkoXtcFL8WCypU8X8nLjZoWWlmQYcQPUYO1OOqCHiLNBzi/wb3+GjmcKYdX1HCkras25i6FPC+Ueaaui2bniiogCQ2kmQ2E2Nwy5cEQIU74w5lwPOPisK/qQKuFD9/+hn/1f//v+GEkHpVmNg4TIQS6eWuthdvzJ/I6k+Yr0ipOGsF5gg8qFW+1/c2sXMAF9e1LOZsfnslDp8KlzAp4xkqIlbWY2WmFcRhxYWTNakBea2NtSh/xwTNOEwDDOCpAzJU1V137mvpArfOVdb4xTQNvXr8y4AWxOFrOPAXtt6xVQf6rxxNff/2WcYh89fbA8RChwloKuWRu65W0JlysPL6dKAXmuZJLY54zy1IIQ+ThqzPjFPnVv/eOr795TStCyp6cCnNx+OFMHITDUYOC4yEwREdaMuucWNLKH/7wkctt4Xg4cDodGQ9Hvv7ma2JU8OicZ14W/vDDB/KHD6SU+PTpozW0J+Uc1Kb3pRVutWj163pjHDy36435quIDNYZNaZEY7hQO1U6j+zDlrPPGeb/tTz0QLlWTahGHjBoE1lbJqVCaCqbEGPBRtuDv82NdVj49PTEugVJWA1foOAueetB+iVozsXR6qs7bkquZE9/1FG7BsUYyFd3TpJgv5QaunNk4CM1cULugTl4zKS20CodjM89JhwTBtYhnAHH48YwfD+R1Ia9XUlUaa24weE+c1K9umEZG60eGgpPGdBjxwes1XJPFFnqtQ3DEIVJDUEZJ0+ekrLTP7pbTq1TOWfJGwDv1cavcKeg5wdVG9ZbcEnBFuzW9UxGKJg5vQkPHw8T5PPD69QPvvnrNq1cPHKbBBBBUJa/kbH04Cuo1QaDVZe9VUS5Xrcio6h/Etieptt46W4+DdxymA3EwRUW0WjJNEzRNmizLAnhLPJiceVND7FKT3lMDub1/nIbRNBu16H7wJbAltufc96vpvtPBpN6bYpWpklctikbtK4whajDfJrxz4B3F2ZrbtB8tNyjiKOJVcMgYH1vDrNf5W6v5Gop6m3pTQ40x6rpsEvTDMBKjekQNiwmLLasmBqjQHOvquN2eaGXg9SnwOI7k4phF5+OSiq2/XfmxsNxmck7WD6mfVcnbnOr3b/db054+oV9rIbii10FhoL7HBv5Qw3oRRqdV8cMYOJvI0DePJw7jwKuHE28ez4zDwNvXZ8Yh8nCMHKICt0GqjX+HMG7zQPvBzjQRcrghudJkZXZXLm3hUoVbgdwqc1lVTCc809wHbqlw+u4j1wTD+cTbMBAn4fW7txzWFZELlVljn6+/wdH4B//w7yPtxnfvv+Ov//lfc7le+M1vf8OHjx+UNu+1WphzpuKQqv6XUrIlPn+ePt+fJbgSEaJos9y9DGKvzryQG7fHECsndwDVEyHS/a0MSvXAe8tgb+lvEOurEg8ugnO0FmkEUhNuqRKNFlMMMPXNq704U3s7819RCWtdPDpPWqkAluWYNNPjwsh0UCfvKlGdv0sjFVjXwrqoYtV1SSrbWs31uilFpH62UYnrvlj2VRsbzU86Z9p7hjjQEJYCuQne5z3b+cU7ZKQzaQQRBi+cjwOnaWAYB+XdJlV67IpkfOm9vgCsetai1LYXo+6yP9BN63TT8ciXz/WzhNgfO7qi3b/zo3/X9rNPfXvZ56ffkBdtZ1rVbfjWiLUwmDStm1fIifp8oy0zLc20dUWqSpRT0U2wWqavKM2qm/JpnPGyH0o1bC1gqL0xWTcuBXt1P68+ZzfjyZ0WuP3dvqAzKgw2dp1R/5zr4KpnqU2euWfKHBRrvOqBUcUoElaxUtGHrBmxqD0YhAGcp8VRN9jxhDu8oh1PlHikukEbwHOjJu3fqutKS0npD0Zn3Lv5REGWrR3NeQVtIeCHET9M2rx/fx9b4/rxB3743d8iccCNJ52340SMA32k1FpI842a103eVoM6ZzSRso2SLXts2WtENqPx/n65NkpK1pBvTexVg54GhBBVCEC0gqQUCr3XzjliULpUn1i5NqZqn219MtfrlevzE7We+OrtaxMBaHgvLEH9gqiaSGnNcThMvH37hnGKPL4eGUfPclu4Pd/ItbDmlZRXxoNnPET1BvKqApaKUNeGi4HD+cTxNPH63Rve/fItOQnzTZvZH58TuTqmyfPwGAgBpgjBNy5PNz4s6k319PTED5+utLfC8XQiDgNff/0Np9NxG9QfPnzk17/9HZfrldYa8zwTnGcIg4GDZoGPCm1ooJFYlpV1SaQlKSUWbUQXFDiVXmHcElc6woot8L1wumfhO0Ww4EPd5khNymgoa2ZNShN9TGfKWL8ArtQkdr7N1LKDq36LoynktaAmpxrgBkrRKkrvAYa29cTs4Go/39p6FV5olkkX663pVRvLVSgYKEUBtQEbtTPr1ihWtRaPhBEJI+RKsWp8abYSOQUBpUEc4tZjB1XB/qDrzO222Pnsa5hzqrZYvb5PrdpLXSzBVA0gyB240iTwDnw1AWsVfIvdt96rdlcwseDUUXXPMvn1wzRyOkyczyfOp6MCfNtLO/W4p1u3ar6YdYDFLxpA2RJeO1C5q1z1O2RrRoyRIYatqNMf0+VfvZ18aNSqohy1Zqt2F1URFG8eWo7Wdr7R3j9b94rmj447Ncpt7Nh96Vl36UCiUMwj0K/q6ZSWhVYjgw9ICKoAeHdftzizWwYYyG/O91IQ2uC1P9db9TOEsP3ktM/PGL39VmC3UcSbJh1ohVK0j9RLxVOYgpBFaObHp35nWqma15VayybF3kzqvife72dv7eDqLtENu6BKcFXF2BBo+QWgdQJRFJQHcQweDtHxMKnA2+NRVbQfTxOPZ02uP55VgGgaPNGr4qF3Wq0K1ofmnIl9tMYwjuRW8bVBXGgFsjjmKqwV1tJIrbG0RKbhbzMuXCni+fh0o8rAN6kgLuAH4fhwYsgjt6twuzmGEHg4HInB8XBqTFPld7//LWtOfPz0kafnJy6XC9WqjaWYxsHWO21j40+IEf8swVVrbfNhuocsW7UKgDsp9k2J7q6CxL4s7EvE/aFZkvu8uHKMo3YAukBzKu1Yq2etjcua8L7yPC883wJuEs7DBCIvdAbvP0LPR4GULnbuTn1EGyOxSptz4LwQ48Dx2BhKoYpjOiTO68rheFRRCjO27JlgnTjZVFB2QCcWNN1X+WppL65ja0JGG7j9jd2HAl2Yd4TTF549k+SdEKNjGDzDEBlHbUif11Wl3rM2Q5b2hWtj12c3m9wnet9c7AwMg+2O9L5XZOhy7BjL5L5u89k9+COHlr3vl+l/82PzrOnj0TJILz0xfurFXz6VL72uQ/smTWW66VIjdj1sk3etEkvB1QzPz9RlJn/6QPnuW2paWT/9QF0XpiAcg+BdI4aqjduWzaM1pFP7CkpPaA26sphtGC+qVveAyXj3nZqxAacGm8GwBZy6ie+BgDOqXqeZdfrWvYCFyN5sfX916h3oExq1aUa5ZaWlSar4ptXkgCeISTZnre5ErIpb+o/gi9KqSAlZZ2qa8XnBlQXXEk60V+a+WboKKokvolnREKhxQOJIjSM1DrqBv7zptJqpaTX6segmUDLVAspqgGVdVEbWSyOIUoMdQvCRJHmr+otlrrc1AqWsId1s0dlnKjffx6JBfbEqOfo9Gg6aZl7FgRt1SzkdJo5HlRbvCqaRnqFuqsbUKuPwjvbmNYNRmlSEQwVBBoHj4Cle8HHEucC7rx745utXDEPkeI6E6HHVsV5WqqgctlThMAWO54G0Fq6XGzlpYOFE6deHw8TxODGMmmme55Uf3l+5zSt/+MN73n//kfM54GRkGByHx4FhCLQpII8nhhA5n55Zs+BdIK2ZFI1+WBulmjrrPFOscrAui1YB46CKYF5FXpJdi1oyaxLev//Eui5cLxdby01avm3h8Z5tsAruMGhQD9mCq8KyrtTgiT6yyZFbdlorx2yUQhW9UJruPC/44Ekp/Wi9cc4Tgl4zFQOxIMkYI7Wq6EnxDl/blv2uBqorRu3zxhqp+/eQTcjFQRPdz7KCty5GU2sHCyoe00x4pdO/1rRSgTBNW1XbYVVsHxEfabJiDGjrUUbHvQ/40PAWGDvXFYmVeieIBc1ee6xsXIvDQKZjGD21eda8kktSAZIerEqnGO90rD2I7XtXp9tZtaizcYw+5arGCSoYo5X50/nImzePPD6qSuAwRNK6UPOsqnxl1X4phBgiNZfts2IIqlmE0sVE3E42ABOY0oqp914TVPRbpvcu50QjU4oCrFYxpcCMD41S1KusmIhRrd0SgY0uq3RkEFTNUmysNtf7CH+8F+7Z2Zc9vhobvkwOSFOwV0rh8nzBeb3H6zxrpSkGA6Ri5tRsQKQ2ZRlU0T21WnJPzG/Jt4arlRD0PZxRELN9XhcCadVZMkuMcaCy7fdRrr5uJUmj2V7im3CInuwbKZlqnq1lTcTGpjf6nl2R2plMfQtpJkhlILlZ6NlHXtv+o96BfZ6KEL0wekdwjsfDwBg9D8eRN+eJMQZeH5X+93iInMfAMAQOUYhBGIL+7tVSZ/Pc3cWmmqkbcYPD10B8DIRhxZ9Xwuqpn25c12dSblzThVSFUpL1cC8s819ymCbm68zl6YoPogIZUTgdI8sp4MXjvK4zqTYkCS4c+OrrX3E4PXJbE6eHVyosYqbM83wz5lWm5pX5duW3//KvuT6nLw3GHx1/nuAK9atKd83y/XGNvXqZ+u7/e3ZlR19bUNOdx1+E3vcAw5QBxUdcHGleg57mhJwjWQLXkvjhupCL4/vnK6+fGoLjzflBB6nogOygYO8GqoJUAAAgAElEQVQ2Elt9e8lVtuyUrrCd9thwoSnKD404TtQGD680O5lyYVmVtnNLmZzVdLDLuOe8g6ue/VEZ1X2xbK3phtQwBUE1C/50UU+rT09X7YP5ktS1NdjcA9UYAocpcBgj59PI6TDydF34dL1ynRO3NTHnoqpZnx/S75GYXKyZoYrr4TBb1YG+yMvda+/5uO2uDsIWyN79+qNHZjdb/Ld9/Eh1648Bqz/x0FzbPtakmQeRGqAgVJXJL5UxJVxa4PvvKU8fuf36b3n+Z/+MvNx4fvpASguv377izddvGMbA49sTMgaV7q32U9SMsKRKzW0LbHR8GEGzta2n60cAq+20QLeFF7ptYeDTGepSDrhsvQ/Oe6IF4c5kZjsw1+BxB1sbR9pAlS7GWcdY00pIXTPtlmDOxObxEhkkMkhQBkgyUFkroQKrQBJagnWtZJ+py0K+PVFuT4TlmZIuhDITJRNctc23UZwKi1SB7IKCqzhSxyOMR9rhSDkcaZ8LWgAlreTliqwOcTcQR/YBEb8ZgNeqXjalZIbgGINmSh2OMY4sy6oZzYYmkqQpyHI6JpNVPYKPeK+Z/WVRGqfzGdg/qwFVqo2xRhCthozTgRACj+czrx8faLAp2TkfcSFuinOtNd68fuDVw5m0LDx//EBJCdqClMLBwZujWgKcHh8YDwe++cU7/v5f/YoQIxJ03XbF8fzDheYKh+gpzvPqYeDV2yOXy8Ifvv3AOq/UqmqYwxB59erMw8OR43EiDoH1hwu//s3vePp049d/8zvef/+RN28GpBw5HiNfnd5yiEeOYeCr0wPP15VvPyw0GWm1crsueBeoWenp823hdr3w/PxMmhfykrjVC2mZOZ1OvHp8QO00qooH5cy8LAiNebkyRLd52Thb03XZeAmsBCEOOl5zKVSZoRTtrV0WtQ8x/5qNzSBqciyt2bhpJtO+4rPj6fmZXDO3eeZlhkfn4ThOxOBppQFFey5Cz/gqoPKuUqyhXvv3nCZMsYRJr5hUBedYdVU/zem+XqCsZQMXXd0tp6wUKJMULylTs1avLrcbIWdOw0CIES8BcaOO93gAP1JlJVVIFa1gIeA8cYg0hHEc1CDVO2pVelWMgRaEYYwMY9QKoXNboqK1gguO8TCAQCozpclWoW1W/RVv/eQGsO73qS2xaD1LG/VMjH7tGqFhdhqOVrXy9NXbN/zlX3zDN998zavHM+MY+fThE7fb85Zk6Qbc0zCaX51+XhyighggpbqBKwUmL83JSy2UVMkqsaX3UWCeF9Z0w/tI9AeaaIV2XRPiKtOk/Yu5qIhRLolSEs7uuzhtV8i54cQz2Lz2zuOiN/W+L1evvnSIgZSXr1DKLUBKmefnJ7zXKlYIgcPxwOFwIATPeBgVAMhOqesJyw6wsN5M0IoVTau+Q1SV3WLqzHsSUXugaFp5HqcRcUJYFvsqZr5bEvN8hRooywVZA2Mc8dNJ2zqyJb5rYUnoGAme5sQSzVoxrWWvau+xstK9tx7HijI5wBKn+ngQraoGs8EZg+c4BIbgefd44DRGHk8TXz2cGWLgzcOJcYicTgcezqP5EjqCAawY5G6P7iwTZSj0hIsbz/hBiGNlnCppWRmfhUFOlOW3fLz8lnlZeb5cSClzeH7F5fID86t3/MVf/gdMw8jTxyfef/eR42ngl3/xwDB48pKRmqlFKEloFZakLC0/vObv/dWJUjJv3v2S5+dP3OYrn54/6TpTlD5Z8kJONz68/46nH77l+vzpi+Pu8+PPElxBzyjdZyQ+r2BpxmJH5nu2pSc0Pu+o2t/rrjepV46kNy763rEJpraGBfilqv/WvGYuc+Y8FfLW52XCFnfB4oupLy8rZdw97+UJGn1A9O/ROctWaZaq1AbOk2PFJ80m11YpObwAVwoWdSPdGtBro/iewdWnllq3jMLn1/Hltsp2LcW+p2aBLXNilQPl7quB5lZ9/BFQu3vPnsHr1+7zNbT1qlSDz5bL+7Hh9tv+hb//8ePLmTE7hX/LYOjuU/lTK2VfrFzJ/i79HfXfdr+a5dtKgZRgXSmXZ9qnT6SPH8kfPpCXmXx9ouSFcojU9aCUtzpphcPg6wauDaxvTdK2kG+9UffnumU89qpUnww/ptPuVJle1ewS/T3j1Sl/vR/gPqFgA2m/Xti43RcOTcJo+k/7yHKB0lS0QbRXxYFSIYvSIp3PeFchZVhWmg+EaYUhKj2qJCgJXzOuFlzrxOEKmATxdld65Uqo3iuYCkGl3v2Ppdh1E1IAK66p+qA4a8ovO+BpahRZS6E0RzZ5bKU77/OtrzH9erXWP8POz57Y18hON8t9TlejZIsmQfr9F1Oycta7kLNWKTVjDeK0GumdU5WyhqnKBWpOG+jWYdADeQ1WxyEyRG2Y9l42eeFmVfuc9HurBHLU9/XeAh+ASgwjIUxM42jv46gmeDHPict15nK9MS9mSZGcNYu7DYSIjfkukKHjzZqwG0bpW/R8qvUGyf36atnpnBHR7+qDp3ZDXlR2OVFwISiLgh8naLYdRPbAxTcN9FprSLn7rFqQcl+tYqPebaIYVatdFE3Uaca28Plyo/LbHpUu91uwhq3A2xhqe8pk21NE9s2lj3HLvr9AGvbdtnUFoTk7dxNbaVa92oxm7drmZGajrQcBXXlWqwzyo8WhZ9L7d6rcy5P3U+5zZRdyUMGC2jp9fV/jGtoXGoZgtgxYErXHHXu7w/0N1TWzhwEajOsa2EVMbKhVs6nxgRAVGJzPZw7TuIGBtCaW24z30LwlfmH7Xn2v7N+1P+7kpbVLf8y5ria3f9e2zT/1hRI8zbVtPekXuTYVSereVbtx+T64ND6p4O56p2VPUf/U8ZN/u6vavPgQEUrJyCpUb6C/FHxQEFmbitA4D807EwTRT2rb/XC7m4m9p7RmFf/+XRTg9GslDRWLkn3O7dfXxoNtU32MV0uYuarJURFtlRm8o3jH4D3FCV5MJbF6WtGkRXbWn1h7ZbYbQLNVTMUJoY9nu5absrZVrIJXgbLDqODqOEb9GaI9FpgGzzh4xuCIJm7hLSm0SbzbddSCRwN6q0Cx62WCRwjVBaVe+ggh0iyBqEIfSoHMaSatV9ZVe3bXeSYti1Ync+/JdoxD4HiM1OxIzuuW38VxbB+qtXB+eFT7hXnEW09rB6e1JGqZ8dIY4vB3jMaXx58luKoNUt1D5c513GhW9p9qi2hrvfeq/1UHcx8kfhs8fQEUVf6yhdeFCZxHwgH8tHNqm+BbQ9CNb2kgqfGb72dVVyojb181pkF4GLT3aFsMGlZbURWaLY/SucXmE9Xaflbb0SdA66plgnPqyVGb0hZqVSpfzyLfA7dd1UR/547CS2WZV6X/1ELLjdSDbqMV5o2Hvk94YJNdF8y/RuAweM5HLQ1XYCmVy5z44enKkgprqUqd+HyVa0bzEO2f2e5R32O376NXUMGBo9hVvGNnb9d6/3W3qP4J7m/K8f/x8/9t4qoNZN7f8N398+7Bz7aMH+PK7f3637ciDXUbu71yFFvGt4y/XmjvvyVdnvjwT/8J82//Fe3bb+Fv/oaWE16lA3Cjoz1EWpsgj6oe2CoBNjqYiFZgqt0l01zSkX6XFLnbmuieMLI1L3dQ3Td6/Ye/2/CVquFwMeDMz8UFs0HYZI7ZwEDd4jT7PKNKuqZgSWpFcLhUdMO/rtSnGVkTR4m4AJN4fKm0lCnPV/WsSoU4ZJo0yt9G5HBg/NUvGOsryuVCWj+Q12fSeoH1xpAXTIrBRCTUJqKgVdLZOVYXWKeR8uoEr06UhzPpeKLE+KP7X83I0ok1bKCVpR4o5869qxWpjTUn5mumN1mrmWZhGoLOEGtYESCnrhzV6bmaLa6tUYOnFuF5TZAyXXUNlNLWELJVSlQ1baQ1z/v5ie//8AnEclVOOD+ceXg4E7znfByVPpMTn354z7IsPD0/UUrWdXsaOfgjr959jQjkov0Fpaxcnz8iov0vORf+8Pvv+P1vf0sMnr/45VtOxxE/OFsfiqmYed59/Y63735FHD3H04g4+O67J377+0/84Q8f+Jtff8vtsnC9zTSBVBrXWU1VPzxVkMq6XFiuH7gumfcfL1yuq8qzHx5A4G9//Tu8g4eHA+fzRAiO43FUCWJLCpTS+P3vvqUBwQu/+uY118uF93Wh1kzw3T+wlxlNic+8c/r88k73sV7BdSJM40itlWtrRkesfHq+anVCHM0HYgMJAWeBpoI9lXHOTriaFPJyW+7WpD6R9f57HxkmZ4m7rNS3pn24glaafIzatyS9imyT3ZvgDFgyU1FDM+UixTEmHV0LVSBVh5PGMs/MN52T2tOowbrgyKlw+/iEBM9wfuTwYOcaD4gEnJjsd9OkiTQYhwlXC8N4wMeBilLlBlMI9J221mMM18Bpc/9kMvG5mtpuyTxfbyDCdDhwfnhgvl749MMPCl6bkCr6PcVbTFJsX9VrZ5fYlnxvcUAjN4GqFhKuaV/Y4XxkOoz8h3/17/Mf/0d/xTRFlvnGfC384dtv+fjD90xj5Hya8N4xTWpOi1MhqC4AFLwnxsIwjuo5hpjggVaPQogcD0e88yzXhWbJjGVZKNkz3xbmZSHGhiozWtXDq2phLRWkG9AqEMs5o3buHpFAayspm6mxrzRTOtyTaT/e//61jgatVHJNiFH2nHNkE5cYxoHqRKX5R1Vj1ZFrVf3oCcEESnrgZQ1OpWSyKZN2C5p9wxeaLNDUdHxZVcgihIB3jmJy7w1Ys5oKXebM0zVxnALHqRGd8GYMnKNjnRy3k9eYzSosy7ww37Sqermpd6laqJQXs/hFr5+zPk4bg16UAuid43QcGYfIeRp5+3BkiJ6354njEDkdBl6dJqL3PB6PDCEwjCPjGHHeE7z+FqcicXYFFFBVrdDXkinrTK6NpwWeMtxk5OLP3FIltwj+oFLsxj6RmnB1Jc/PXGtBauH3v/0XzLcLx4fAm3ev8P4MVYWcvnn3yC++eqAWyKsSby6XldusfXhrSlQav/jFXygArYlcV+CulzQIw+D4m3/xz/lf/+f/kV//y5831P4swVVDOdrF/gV9wYX7WWaJ6C1f1CtdW7AGG7C6j1A301lxNOdxYdDMlo8qhawzUD8XVJWHZqZjjY/XhKPy+iFzSxowHoOoV8LdOffvssfSdmatAwPZ/vI5wBJQzwtMlKA357eGOJ1UAe58me6RyZ3IQ2OX6sxZJSdFSM6RRScV7Z5bbMCq3UPR/Zy0K0U539Grt0EMmsHMpmZzW5ICq9rl3LfI3+7lHSgAMzL9rGpll6Y33fdz25sLd+i9vS97fatZCf7nY6MvPfPLr/4c6/wE9nnx+nuQto2F9vlzf2IH+buAFQYnbUzZRUPvlAYQvhZiLbAutMsz5dMnbr//Pc+//jXh/Xvi999DK0hQMC/zDdYFBoGaoQYEFUdQKVa2OAkDMu0uG3U/puElYNZspNFmZf96Ilj/1J4Vds7hgwIDCRqQ6WYb7qpUsl3KvflZtmrn/XgBq/q0hhRbYFKhLRnJhQGn1BYB1yV8l4WWC14iHke7OurH9zBP+McRf3Tk9Qb5hpSFWFZKTria6ZWrattmsXFQBRKOJEKJgTZG2jTAOFCGgRY+67kCq5YUEO2dAzaJ3K1vZAPsUHNmWWbu5ZqhEoLbKod9zazmz+fvjFu7FHGzhI5aNjS8DyY6IZuwUC5VaVTVa79Nqcy3ldtl1s0pKt89hMDxMOIdDFF7V5brTQ3N14VlXSilMB5GXAzEYeTh/IgIPD9/ZFlu1FZI6wwNrk9XliXx/Okjz58+Wr/JLzidTwr4W6V3EIgTzo8nfvHLr3S8Sqa2yuWy8HRZeP/+mY8fL9xui0rpo9d1zQ2fGvOiQOt2XXn6eGVe1YdrTYVhdIQ4Ukvm48cfqGXF+7ecz5PKqsdgV1tpMSklni8XWms8HB84nA5QE5co5KzKe5pn2FfgDq7uKwfduLNnv8WpUanS8hbEAPC8ZMQJh5QZSjEGRKWJMg16w38uBVdVEVArj/nHlSssoeE8QXQs5dyge7X1YXgvY303J7dK333laksICj2xuK1sVsmsVJqo+ltakwZaRkX+f7l70x5JliNr7/EtIjKzlu6+C9cZ8gU0EPRdgv7/T5AgQZCgwftSw0vy3t5qyYzNN30w84isupfDJocCqAmguqqrcon0CHe3Y3bsHKmYS2VuTgtEq/Qpo9Uo2d9bwlKWKlknnfPQ9bLOOI/NVas0Vql7jap3tUfrsuO1slKT7MupSA+0sZbT6Sj3YRFwX2tRJUSh4rpNnj6/SHRsy6L2srUKtbWt8iQiF95bTqeB4+nAu3dv+Oabr6CKKl5cFy7nC0+PT+TTgHdCa+z6IN5IRsQzLK1H1akvoNsk5du1ESVWJ71aWfrK2lqUk1CGY5RrYrAkn2jG0M1AdxMpapUArcwYKcEjVMQG6CrNVYD91tlW8L/H0dgWbIrJ2nNaRORo0OqnDeHFKRgjKs/NlN61c7JaiSuFrKqpoox53azQFFrFpD2rz6Br16NkoXrqfWSytH0sa6bzAqhdhYM3DDjWYug6FalRFc7FGnzdwZZPiWQN6WrorgVU0Kqkzk4RuzLQeemvOvWBw9Bxe+x5dyfg6u1p4NB5jn3g9tgTnOM0BDovVVS/7dPa56hCSG3/bbF1LZmaInmdyDmzTDAulSVU1u5IzJWCoxoPKF24IsnRmilJwOliPc9PnwHL5fzMuizEtYcqrSSng+fQe+kDXEWMyVmHtbJ25yKr8uHUEzqPsQVjpc/YOyEODEPgdOqwNXE8HL74PvuHBFeg69919KkLqGS2TPvVlSfTddG9reHC590gqIXayv3OY1wHVr8bR9UbYSvZUlUeWt6vGOGNn5cKNfHheeVPn0duDoHOHnHWU23FXXlYgfRhFbY4dPuE2hWzBYDUXWyiffZrVcRGx6kbYHm18/1U1K9PkMmvqjGlqFN12nxvdurgDlqv38O0H41R3w+79cBUY7jM4g80zitLKso3/jPQpu6L1RaM1+v3vdps2kMMW0WuXAMJPfbt+BpifTm42qgrX3C8Xub/0rK/FZgaWPzJ8/qJ6/mlRxvPNmbVYJBeH1MrYVlwcSV+fmD5/Xekp0fS+4/Uh0fMZcRvGTY5AwkBBYjswKSdpbmiijSPFIt10j9hKGpW/NLnzBj2ilbdL/ZWuTJmA1euKWJtWfmd2mO2TOYVdfBqBDfKg86RNnfEx0uAvSmVOknThVkSLhdcgc55nC2YGklJaX4mgS14k3Akalmwy4VaI/byiDkY6jTj5zMsE11aqSUTKNLkD6Kq2KhL7So5B95j+g5/M1CPHbl3mK6h1+tBN/iupz/e4IxSgoCgw5hLkWByA0GFmtg296oga1fu2wZ9Gx8JTgFTWZaVGBNrSkzTonQyA9WI3PmUNBi5EscxIlghPXE9l3HlWZXVDnT46phj5DIvzDGyrAvOWQ79wHA4gLW4ZYGccF2H60T6fk5SmTiPC9M04kLgPklQfT5fGC8TORfu7u8Yhp5uOOC6nnlZGOeVea3YMNAVRy5wHkcBTgjt7fPjM49PF56fL5QSMSZTyNoLtfL0VFgWydyXarmcLzw8PLHGzPOYmNdCKYYURawlrSPUxDRNTNOFUgrH48BQemEFZDE0tc5RS8EbQ8krXbB889W9SGfHdZNLztokZ02nVZTm+4VKjmvFtqmEtfW88cvqzkCYlxVjRrouaPBhpKeoSl9QzgJgUsoiTpELr4/W/2utCkkoOG+U4KwMB2ADVs0jx6gxsdgmKOFKgVajW7Xguy1qzsq6WFLc+5e0X6wFiG2rddtk1+b9XMC1BIvOqdqqRGqIOvTUYOn6fq/cmp0yuyf9Gvelat+mCInIGBpK1V7hrH0t1uNdoOt6jscbUk7E1KoSInJjDWoPY+S79l9rfwFbT8KeM6IJ1w1D4Kuv3nBze+J0GgjBsi4L5/MT6yLVvXVd8d6yrquMYZXxlkRowRnpbXcVrPf0w7BRJBuwstbirKMLgSbGJGp1SYRPnFQMS0EFUEacc9zd3TEM3X6/thikaj9QyrJ3tMWjeYdWsysfey8iBNvO9Pc/2jzZEoGg1TpP8EHUWHUuotYVoHFZFr+0HOWejDERFdikK2XMRgNMSRI66xqJ6qeoG+IeKxkksV0Nc8yc55UQOkoVMO+UqeGCpVOz31wMpcISFjrniMpEWGMirpHYvPI0ztr35HavS/uJs2zUv+Adb25vOB56bg4DX93fELzbBC36IL32zjl812Gtx/pWrRI1S7OBIW3PUaXgkiI1J5Zl4en5zBIzfzwXPs+FNCzEkydiSaVivSd0HYfhgKmVdRJj+3YNUoo8P38ml8rT42eenp9wHh4+nyUZUI903lGSmMnnVFjWRfuPJQBpYWgpKtLm1A7Esxkk74H3l9+H/5jgqsoaaWvLr9bt97DfGHujnmYj2kMMsMmeSlBRGw/NSE+V9Z00uBoPfgDj1OQSZRRdMaM1M1+MJVL5PCbOU6HrJ97cPXJ/7LkdxNfggKGzZTvddk3EzV3Lr+092ANis32yRnPcv7fMdNmGZw8nm1Lc9di1OL0F8xuvvqqRaKlbJUucsNU3odRNRWn79BsA2itoPghtIoQO6wOlFM6XiZgSj+PMFBNle539+CkQ0uSIQc9VT75BI8VzCjhfQ5Ar8Hf18f+WLNcuVPv3WsRf9Zld/+XPori/7f0NbEDIKoCxtRKKLG5+nHDTyPL9e57+r38lPT0Qv/sDfPiAiytdkuypqaKA5WrZRGBsmwfttKpkhKoVpSNbVQGpWKopGJzSg8wGrtxVVXIzfdTM8XUw0/yrGnATqeCgyRAndCKlMmD2PpZ2r8g8svt80o27GJn/NhtZ8FKFyyIVq3HFrwVPZfAebyAtK3GZsTkRTMK6SjARz0rNhTJW6urh0VGtUAoZF+w0M8QFWxKuFkR511wlVLT/BCsqfyHgjj3u/kS5O1CODnrzo1XZGOiGA8e7eyzSoG7YDTxjSrJZ5MI0TdIXtkJS0+a8yqYWQqDrOm0iV3vR2npiWlKpsmRRuYopMS0LpVZ8EMrQsqycz7PKakvQ5EOgH3owUmns+oFYnvn0PGKtIVsxBvbzigkTtWTSOmGA3/zzP/P2q68xYSIsMyYn3DDg+kDJhssiGfLPTxcuz89437F+LWqCDw8PPD08czgeeffVO4ahZ7g54YcDcYo8niMxVVx/oveVWODh+Vma6lXN74f3H/n06ZF1jeSygsmIkllmmlbmWRrVfRhYIjw9PfHp40diLozRkIrhcll4MM9YUwku4WzlePYcDiIYcHd3I2O3FtZVxu14OEil5XImLhOHvuNnb7/BAJfzhXVZmKaZx6czYPFGmAItsAUxPbbWEnNVD6G6CZuUqpkLdA5UGMeZeV7p+46SxW9MbAJUwjmJj2OMWYB0Kj9ajnIpLJrZF++kinGqKErFKI1P1m2BWUkDrBAc3nebip9sJ3ZDDMZaKHJtaikqpCAgb1kXchSRjpqFVWL1HlbeKVnBVSmZkjIlFayr25piqqzytla8NVTvGMIJQyX4Jo6z93baloww8lnQOZJS0t4Sr71/Qv3PGzAEZz0h9ByGQr0Tz6xPj2fmuIjQhfF4C8EZqVTqqrVV9Pf8oBzC8cY6CbJPp55f/vJb7u5ueXN/ousN87Ty+PiReZo4n5+ZpglrK1MnPSS30vioBftMMa3yXfE+iOkqUFTduHkSee8Y+gGD3XqU4royjheh1KmYVoorU5nwwfP27T3H44EYI8s6b4qUzZ4lxSRVjUZnFogpwC+lbV/wWvX7/wha0fZpqVRrBd8Hgu8IoaPvenKOOieg9UmWUsR2oxTWeRX6XS7bPGzj2qpkpWSWedH5q8k7s4uC7Kwduf4Zw7gkPtuZLvTKDhb1PW/BBIfpxbgc66hY5mlh7PtNjGVeI+u8sHil7zarEwWKUvmWWPqgMd2hD7y5PdIFz1dv7jkdDxyHnvvbI8FJ75V30lvVKU3f+15oyWqNYoywvUyVCpwIVWWxOqmZtCzEuPI8znz3/pFpzfzbY+TDmLGnt9h3geoCqez7yenmFmst4/MD0VhNmBbSuvD543vO5ws/+/ArPn38SMmJ9z+8YZ4inbOcDj05ZuZpJqWiia+osvoBoyqnKakhd3A4a+hCS/TWjZTzpQl4+EcFVxpAWTUYawDrusek1ka3u0JcVTPXesNsFISWOre7fCZG/ayktMWG53WuG62EYWBnscljkmZa5lQ4TyvOGsY1scSMw9C7q7rKv5d4efEAs1WHWnC4ATPNOlx9fCRQa+DyKvI15kd/q6VlO6VxuQVFm1/Yj0BQG7e6+S01ipUMkdk2zTUmNafM4r2Vr2hKXDWn/tQgtPfdwNVLqLgBqwZOt2vfHnDVGLo94fVbfRnQKj91ff7q4/WL7P//0aR8ce2vH/tTv/vyd1YYvAF3WwtGRSzqPFPGkTJOsK7YlLCl7Jlm2KhG3mp/x3Vaj7b9t4CjmVE26WC7GTtao32OCqzsa+DYwNZ1Bap92f17e589yJGfW/XaKPI2Vy/74py3+0YfkYUSWNdEXZL0EeWslTVt2BajF6hNRl36bUCMrW2OIlARF1gDZk0QZ0xcMDliS0b6NFtKQM+zjZ4xIkXtrGySncN0FuclK72pyF8NlvWB0A8YKq7mLTA1RiwfXS4Yk3HeSxJHRWa4Ss6YonRI+c+Lm2cbd8zWSN3oVnJPODVtrvjgMbmZWNZNybGZA5eiQawTGk3fi1Rv1wW8c2SKUs5UrjjFzeCyAt57uq4nrpl1WjVggUaNNm1NV2BoraPre3wnfn1Zex6WNRJT2Wgza0yYedVAOG8yydaKKWrfe3IWyk82jc6kVCiVGC9KHWreVClrV62pmvkV+p53Ir7RhDOcM+IJZAypZKHkZclkxxjp9HEiEmTJm98ND8cAACAASURBVJALm4hGLUrHys2vTOZUyW1dZ6t47UJC12uQUrP0c8grqAdbq0K27bQlRF4tn02MwxqjVSRZY6yTnqGmBVXbWmTafrJXo42xvJ6x2x6tleftrFtiUA1Sa0se6TmKkFS7L3aV0U1Z9vomfz0f2zmZXRK8nXdTiGtJiFaN11GQOWnQpv0N30nSV/dfAVoquw17/1CjSxpodNHGu3m5W5otKdsWOecdFkPXd/T6VSmsUfzdUkqk3MRI8pY4lfks4y1ZelkDci5km/FB6H8VWkfEi2sk1hc7Y6DCNn92ERMBnsaqjP42onJpX1ZyrpTs2ic3rTJYdN9vzl9/v+OqcWD7Lkmma8piIiWnQh1J5lRu1G6Z6yUrO0dp0Cm3xHURVb/Nd7TqmlhefUk/cL2aZD8CWGUXB0u5kL3cK7JWC41TkIwHYwmp0HUCEIMPUsH2iZwk8bn10BswVf2tlOZ46DxD5zn0HTdDRxc8hy7I74PTHkSJC7bYwLRo4FqmpbwoTIi9St76OkvJTPPMvMw8nmc+PV+kf/U58TAVvDnQnxbwUMMB7wPD4cDd/T3eO54/96zLJEmUXHWcEiZHoZYvM+s6iCBPyrKHLEnNz0dRirysjHPEuKBDJ2bq1iUMrdfSkKNQtNXIk/PTRE4/rub/ueMfElw55ziejoQgTu9FlbJiihtQkGZBdt+Mq8W1XXi8rnrOCiXBWmzoMGoSXE0HWGpRVb2r6L3RHNpiW7DkFvVUiBQ+XBLuj5+5O3TcH3piLLy76bB3A06zUma7zXjx08vA2WoACqgKVilS5WrKJte0wEYVbCpPL5YfDT62x1WIKbKukaRjmFLepNgb937PHjr1gAhUY0W+VDdzDTPFuJhCukxc5kWaKaPIxK+5IAlPs4t4tEG7/tzbf+u2CDXT5TZC1w8rTfWG9ng2gHj9BFONmtu++PVfPHL5GwDWC+T4l4HVX1lV/qtOY9vKrCqsliJBeE5wfqJ+/kx5/wPpD38kn58I5zM2RfqS8U323jqKtQxdx83xhBs6EVAogN2DWqvBg7beUK1kwbhaVK9TFlugo8GqnKfMsdYrYmg9Jfs83iRj2/4jq/X2ubfF3bTgR4HWFbCuBkqrdCWDzQXWRPl8oV5mzPOImWZV5/QYZyBFalqhZoyNGuotstZki80Jkyz5EWoeKWukTjN1iZjpCZsm8QLLLYC1WsmTHs/qHb731N4RbgPh3UC+C5hjofiE9y8XcGMsh9u33H37T5AjNU1QCzVrsOkTxjtqLtjQSdBjDOMaqSlRqlErh0yepSqQtF+i9bc5a+m6sCmHNl7+oROq0HA40XUD6VS4vZP1d1pmAQadpx86oQjlhXFMWLPy5r5nGAZ++5tfc7o5SSXUFMbxwvnhI+u68Pz0mc+9J+bEsoxgLDenG959/Q2fPj7w/k+/Jy4rGMfhdMNwvKEfTpSc8f2A7xYON7fcvfsa6yxTroyXiQ+PZ/708YGUCsuqPQjnRSqhVkAfBnywfPX1jQCXeKTkynSJxFkNT7P0yHTeUVWNcDj0LGtiOT8zTpHgAp0PDF3g5nTL8RD4+uu3/Pzn72R+VAmyT8cTXXdkXlY+PT2zLAvzMvPx82dKuePdm1uR6pYtC2+ha0BunlnWlZgjS4pybyP+VbkpbbVG+lpZUyJu95/ZvlOh5kpaM9UKddVY+Z3QAK36ZnUqbvBypVnWlafnJ4IPZDUTV7FLnLccDx6LZJZzkXH2Xgx5ve/xvtO14hpQSLLTOA+mYGtr7RefthwjyzgRl5USE17FO0SopfX+gfMirV2NpfNBqE7G0KyEKUnjBrmOOOkvcapuKYQ9oc0nyVDQhV6MsxNinE6BmrBIT4Z3qvppDd4UXJIk4RIT5/MogiY3J3IpPC+JiHjOha4XSJVXMprIqVcAz1ylGZs4D5Wb05HhOPDVV+94++4Np9ORaRn54/cXlnFinC/EVYFWTsSUJKng3MZIybmyrgkDTH4i58SN95wOB2oV9Uzp7TZqyGzE+6tWQtcRug5DZRwnqap3Uo0spWxCDcsysywLtRZVsNQ9vAhQjjGCdWImXJSGFQTQzMtCLVV7OwN//03zCvgpBW8D7gaePj8QQmBdFobDgVrF9BiFwRgkQZGKmiUrSNWqVCkCdkvJOCP3YCmFVccm5SSKhcZgNVZpLCvprRTT7TlGSkkcho7neSbXSuiOYkDuHcZ3Ihzjm4hER/CD+nlVlmVhNOCKJLLIcp87o33zzjKEgHeWtzdHbo49h04qV0G9ALsQCEEAllDm1EYAEbkyVM3TJd3zjWodiPF5YzisKfM4LSwx8cf3n3n/8MTHp4n/87uPjEvk4wznFU7vVr7mhv5ww7e/uufu/i2n04Gf/+Ibnh8fyHGiIvfZNC9goJSVlAzn58+8//47yCvLb/6JdDjw8HAmxcjT05nf/T+/Z14WcnVkDH03cHNzqxVrmV/eiW8rtZLTSsmZZY6MY+SPf/gdj4+XL77L/iHBlbUiY9qFIHzSksnWkEsWVTKNPfYG2rpl0a1mYIUOqODKug04GBcw1lHx1CbP0NTLrlPg7fVrW+zQx4OQIgxTLDycpeT9NC7cDB2HzhGLZBicbY2DcF3DeaFKV9kydS3LZ5CsxvXRsootu3tNG7zOHF0r6+wArGxNpFt2pdRtU2qPbRnGRhuyVVTKqmaqaItzraBqhcsqRpMxF1k8aUqDr4/XgPIaQGm33BX+auPRfm6fDxDttatx2J9jdtple/UvrOOW+vrsvuB4gR3Ni8B/+/VPvehP/bL+6Ie/7kSMPFeSkw2sSvMn60qdJuo4US5n6jjiYsTnjGtCFTShCqPqUV5V+fZsn9wflSZ8b63FiaaZSiddZZWvvm859lokqGrVxh9VrOwVoGqBhWkTg1dodv/s7WFbefN6XFWcRasc5CoGN3OkTitmiZiYBFQVTTJcVa6gChXEZGqNmOqwBSgOs07auxVhnqlrhLRialQaQfucu1DEJinvDNZbfOcIg8P2Dh8q3rVG75cf0XcD3fGWmhbKKhSPkqzIjwPUQrFV+p6yw4UgimxV3MQKhZileiPBzSo9P64ZhCqX317/f29M77xQZHyt+B61hJBMegiOYRD6Zq2JGEVmfOg9x0PH/f0Nd7e3YvyYIjkuUDMlR+K6sCyTrO05CwUzBI7HE89PIykm1hjpgsN7aax33isY92r8GuiGA9XAFGdSTozLymVaxA8wytrkovh1WScqlM4ZjkfDMARJDDSPpipKjqVIs7iMi7AoTKseZOlbjSliQMUdZN70fbeZFNdaWVfx9Oq7jsPxANbgx5EYpb9kmmduTgeZW1f7l/TkiCiFqLmKeWaOK62qAZZcLaVKP3BrZi+NAtRmrjGbtxEVAZOa1HObb2TVSuB+3V8fOectgM5ZVHRLFXPogKNWL4kahIooim9u+3LG6ZQ128baKjbGmC2JY+11ta5sIKuWqrRho95XKvJUK7bKPYH2CW2JF64qJlpVlTyRvoY1uzw4krBttErrZIUzmxJG3dcFq0FxFS85W8DaKuORRYnMuQ7fBTGZDQHn43bfiphUlqUG9kqHrqS19WDp2idAxnM8Hjgc1FIgBFI6sywiRd2qVq068rpy1a5LVuAdU94qUc45SXhZrVpfrcGt2madVLiaeimgxsoi2pKVBdDoq7ZZPlyt261FQe5R9YIyUm0Xhk3WvsHCjxf0v/X4iddpAQYyHzJCSVwWoe/J/iePKQr4TduH5NJRiyi1ltJUmWWso1a8qvYU7jHYXu3bqqOmUbMFmLf9LhXp6VqT9L8G74WyaZ1qBQiVVkSfHASr7AtL3wVJonlHdFbjTLm/vBFqqXeWYy8iFLfHnvvTQcDVcVCQEfAqUd/pdXTKlHgZmInyLgZMQYBKFXBFEUn5mDLTsjCtiU/nke8/P/P+ceT3Hx+5zInHaBij4U24oR9nsu0wztEPA4eh480bsRo4nU50fU8qBesiKoFCKYl1nZnGC8t8sxmLL7OI8zw8nvn+/UemecH6DpzncEhY73HWbfu9c5YwCxV1nWZSioyXyNOT+CUuS/riO+4fElx577m/f8Nh6LfydoyRcRzJOTONE2sUl2SJByWL5Zyk0ttmsjm0OwvOCxWDoBUSq43cLSvEC98FgA1RgOa0RJyieR/EXBnXgjGJPz1MqtMPh6Gj85ab3knTrLvih2/s6qrUw1Yf04mlxw64VPXNbH8Qf4/aeqh2YFVBe1qUF1wlME4xEWOU0nIDWAqsBKDJ9ybtXkoVgFURQMo287cMlL7pFcjRzeD1GnaNWRV/GHNNqTAb/az18Qs1YEd9e55p2yZpnXjl6n02esFG4fjSulVb8P8DC/kXvlV9/b0NLXuy4PrvX/reDdoYHWxrCoWErStlOlOeHyiXJ9w6Y9YZVyJOZYA3WqBzELwIJpRGJxUBiA10a4bHmEqpdvP2MOpv0uT6BVy9JLoYpb/sjdstmNz7L140lMMGtF4Ob91esR2F1tdlru4ZvV9ylWz9kklTgnklnc/U80iIEU/GlkpZEtlUiAs+ZYzJVKt9iEU45DZXTKxgMsVZUd9MibRMlJgwJQuotK0PzojSNOyC9QZMKNgu098Ybr8K5BtH/7YymMyhf9n9Z4ylP91y+/Zb4jIyPkNNKzlDqkV8kRah1o3jQoyJx+eR54tYRpzH9arHUlTdTJUgNoSOoZMG5tPQCzWNBrTF08haR+ek7wcQGWeKVCMQFbLD4SDUnyxZ0uP9wM/6QN/33J86hs6QVkgFBu+4Ox4YvOXrN7d8++5e7y+Rhv7m63fc3tyQv8r882/+mbhGnCtYU7m9OdD1Hckl+uPAsEZiKfzw4SOpZB7PzyzrysPDMw8Pz8oCkABeAnzLMAzcv7kTmeGT5TCIJPw6T9Rc8CdD6qTxfJpmqQgtkVwr07LwPE6sMW0+Xi8P2aTTOjNdznjvOR162ZusIaeV8XLhT9//wOUy8vj0LIa/teCDF1W32UI2uGPHYG4xSFXIGMOaI3OM5FKZl0LKlXktTGuUhVyFTdC+SdMSTkjw7FS9cBg6rSjkNnv0fhDWyM3NiWEY9gBbp11MiWmaSeoPU2ul7x0Yj/NWKhzB40OQL+dxvlOpeI+oSumcbMGkRNZYNbs1CjjimonLIr1gRuh1xWSpIFu7WTPkLMDceM/gJXnqg2cXu5Hm+lISpURqydtOovkkqVjlrKAgC+iwjuFwZI2JOY6ULAqg4v/TPB4N3lhKdZhcRZm3iOJgqeLj5rysqXf39/jhgHMB73sBhKsYZsdlJM6Xq2VN93UjkQfKhO2HjpubI9YZPnx4jw8eiEjlwOBcJwG29Xuqa2uD0J+vkp+1FgU6u7qdCxIWilhVuzwWVz19P3A6nZjniXG8UEuh73vNgRml81UulxFjDMPQczodaeIYLRgorR80Z2zOYOTerKU9LitIiaScvjhJ+tcdV/tt1XskJdZ5IjlHrYU4z2z8JdOonUasCEK/Dy0Fskh5iwqgAu6r+bMBqi3psZ+HJDSaSqvMi1gysRTGJfJ0WSjF8ObeYdwgfWFBzY5V9ImasV76JYeuw9ZKXQOl81CKUM5rofeOXsHT/ekoQhWngVPf0XlH78HZijeSuHNVYgBrLKYUSYDU67ynFgOqoTiJgWelRz6OC4/jwtO08t9+eOAyR37/4ZEfPp95nle+vyTWVJiLI1ZDNmLh0A0979695Rc//5a0rjI/loXheGI4nGS9cCpA5was9dzeDNzcdNzeDXz17pa37245n898/PTEp88PfPz4kXleON7eMRyP5GiI85niRIzGUCnRbJTwpHL6zhtu7w6MY6+Kul92/EOCq9B1vHn3jpubkyzgpbAsCyE8EWOkVEOuo1arJPM09AMhCM80Z53oVlSJGim6Iop/oGBAgx5rNCOxJWr2DPguW2xUwU8a5A2GtRTqkoml8t2nM+c5gbXc3h45BKEi9V6a6L1prfaNw91g1VXVZjt2aNA2PQmaJcV1XY0q6rrdQE57fqtqlapSqTFuDZetctXASfueNcOQS8Wom7z4AjVEpS7ipQGzBjxfBrPoRNs+wwaw9ubNvQyuzcPbs2XTzbnswENB4obpNhB29XNbqfR99lH8suM/DK6+4FDm3AYsXn6+q3PZnvDlL9yeU1R8RcBVhLKSxify4yfK+RE3j9g448uKI+Fgk8L33mE6oQk0FL2ZdLprWqC8h7NaidLFtlat7Sq94gW40kxwm0/tc76g9L5WAbwCWZjrwbh6Pi1EauBbfzYthQFV6RtmXFifRgFXT4/Uy4Qz4I1sOmVeqbVgSyTUBKZSPGANJVcqGZ/AzlkSNKVSlyjgKs4SfOWkDeoia08D+kXOsNSs4Cpje8vhznD/TaDeeOK7wtHAYahbUgIdo8Ppnruvf8F0fmJeV7KZSXMiFhFtmOa40R9EhWnk4XkipcxlWokp67UU0/Dey7zru57TcaALnttDL5SPWnS+GwyyjgVntXpThe9lqnjmOEM/DBxPRwDiMlFy5qu3d/z823d47+hCh7GGWA1rAYLlzc2BnALfvr3nF9+8w3tPfzzgfGC4+4pwuKXzHcH1WiFJVDLOVYIvmNUwHI8iLDGtfPrhPcu68v37D4zzzLokzTKazbtnF0lx3JxOnG6O3J08p4NjnSfOtVBy4ug9FBhHqEmA1PkyMS2Ry7zyeJlJuUqT++ujSl/TusxcznA6Hrn9+g1d3zFOmWlZuZzPfPfdH3h+vjCNZ9Y1Ukol9IE+eHLnMNngw0B/OigFTpTT1pSY1khMic+Pk1C40sQUF1lHmlqdafN6n4edVuy6PnAceqw1pLSSsyTTSoXQeW5uj9zf3zEcX4KriijCXcaRENxWBcL0WAuhc/gQlDrWEzoBlT5ow7v1AvVqq6y1pJyYdwtdsBnNGtZ5Zpmn7Z61IYisdBUxHROE6t/6dKxz9P1BFSuD7jWNyieBb8lCtZI1qspehQZTOSt1Xr6s8wzHG8yyUJ8vQuWiirS5gqvgDbk6AVer+L3FJGA158Iw9FKxcp77tz3HAtYGnO8FDC8zpMzzwyemyyRBvmvL3Z5K3Ly1Dh13d0Iz/OGH7xGhGiuUzGHg3f091RaMDZo2095yXemhSbHL6lg0lsgqx2+txQephFivPVhG+kMtMBwGbm5vKCWzaoXn5uZ0tVZLhfdyORPjyps399vfRe1S4gkBV0KPsznhvCTBa5X+RDAUTaonpez9/Y6feK0qe0SuhbkWjLHEZdGEPVt22IWAsZbD4UQIp03RtlLA5i1R7YzQTve3eqkb8HJW7XRAc7VvxSyJu/O88nCeyMXwiyJ+rC50hP4gsaFSRDwZEKXPQ9/jqdS1o65Bkn5FWCc3XeDYS3/V12/vpL8qOLrgVEVT5o2zLflq5bnGYIsQ/1pRw1CxJQq7w4mwRipwSYZYKv/2+cJ3n858fBr5X//bn3i8LPzwNPPpvKh1gSaorCSfknG40NEPA998/TW/+tUvGc9nnh4+E9eV4/GGw+kG1wVCH+SDW0mo3N0N3N12vLkf+ObbO96+vePp+RPvP/zAx0+f+f6HH1jXyDfW0HWOZDJxLtrfKuqdW/GgQjUyZ0LoOJ4GxssB7/9/Dq6ATbEH2LOOzutF3hub29eu9KMMJQxmE6x42XIHV0Gtqdp0p4HQVYloo1BoQGhaZaZlyFFgUirTmvEucpkT45KgwqnzOFtFUanUDQBsdKnaXucKpOyx5xVoab/fm5Q3MKX/yJ/rq9fbX3cf2P3Htl7taoIK2rZgfw96a9uxeRnn/qjh1MBuDmtAvzdBA2lE1kyNVR+yLcNYr6oO+zlej8OLD2Re/6GN6cvg+0uOvzes+knm36tz2+mcr87DcHVtr59/BZ9fBT3XbyJleaUFFjGIZl0xKWGLGEiLp4VQaczVgm80OMwpieBCqZs+v2nnur11myP1x2P96hdGUwmtuiTASgG33avNL0DVa3BlXmEsGojazp7rJvAGYkvO1FSwMVFixKS4JTdsm4gaWJuScWRcraIwWqVfwFYrNKqKVKKqoSR5rsmFK/ftl4CyoopYRSmzUKsqEHmwoWJDgZCobsFjsOY19cCohHXYNlWMYZ1GzCr05pyFwrauiWWJKuaQNZlytalrYmhLbGzzT86xmZs3iqg1jaaFZif3hnTxR2oN4JJ4WddEyYlVjTJTdkqts5SUyamQSqVRNZP2f6QsPmDWR+hOVNeLobCTbHdKdW/SV1pjzJLVXuPKPM/My8o8LyzzSkoq2mC0Km7tVrlxzlJKIsWVeU6YYknrQk4ZSt2at6GQ0oEYE0uqVGNZU8UgwYS1jTK2b7hW18vgPUPf02mQT2VTSRNfIOmHEfDntuyzVfGL4gwBQzByjYKXa1aKBPZUS2iPc5bgJQCqCJ17t/9QpTwjxq7eO+2Z0LpG+8caghFQYm1bWH+8iNUq18Fq/8a2U9i2R4sBtduMjfc9eJ+nr9Yx4wQAGdmDSy0ic92oaVeTvlWsjJ4zG3VPK3Peb3LQ2xSskqxo9+xGRUPnpnlFn9P1psK+Jypt1QDeOTXJ1etVLa6qT5TVudJEKzCbeISIE8j7mSj0dZ/F9NtaJ9TWkik1SbBu2FKKtq2TOhQlZ+Z5FqGPvhM6agDnOwGf6g+EsZIoVaWRtu+82J+MURl/CXSd39VadwaBXKtGC2xf7TbZBHD0/ETREtZ1JcYo1Eukj6vdR7vQVtn2hi1o10Rco9H9R4/66qdq9g1qS01WTdSVSjWFYlSU6IpFYaxTry/YV3qrt6IKQDXRCY1/qFUTCIa69Z811kb7vHYb67ZWt9aPnCvLmuh8Ev+nIpGUMQHrzF4YKMi9hfT3FisJMa8VQ4cQ+oM3dM7SeUvnDMFKH5XbptoWGNIS+rSRqrywJ6pUUpWdLeciXrC58nnKLKnyx0/P/PHzhc/nmYfLyvMcGdfMopXr1hUqfZkdx+OJd2/f8uaNMNc65xhLYZ6k5/JwPPLmzVtyjqS8ahbJY63nm2++4uuv33F/f4uhCoU6R1KOGAOn04GuC9ycDpwOvVLiheWzuZQg1wgMxgYwjr6X3uHD8T9B5aoBJ6zcDsY0W5hVvHR04TDG4XwQw1HXiQxkbTepeE+0HqEi1dJtyzCKrswGnASMWYRaaJUWV3WCSaAqm+E2EapUnVKBD08TD5eFEDx3p4GbQSoAsRq6nOlKwhlL76zw0KvB1ZZlh2tUUa+/aluIhLtatkVpJ8dtG8j27JccehnS1tNS2woGyCTPpUjWTjN2Yq3SlLh2JaYXPUVGRSBerXtWP0+rThkMznoFv83Xo+3n6vWh513yXjYvWw+cXLQWnFP37Vk+yssA4IpZeTUa1/fWn7nn/t7o6vqlr0BU++Lqd69P4WUV8i8fpm4tTxtq97ngY8TElTSe4fkJO57p1wVipKsFyTOpDHADYsWSloXpcsHkiD/1svBYNfLd7h2zgwiuQqbtA16dHzuQatenUQFbAL/fYwroNWBtghZm+9nswaxRIKXcjMoOXqRPQ4O0cYIlUscJc75gY6I3BddZPAlI1JTIyxliorOOXlQPyKajak9LweJzJSQwpZKzoSwVVyomKXUigsl79adWyEmq5NHCagG8uD/cGLpTpjstcCiEIBx7b8+8HkDne3x/4qC9JHFdKLGQE9R5ZVoy6xx5eLpwuVy4TCvPF+2NUTDj7P7VBa+bi5XKRsmkZaQYwxA8XZOj7UQ0IRnEDLlmShXZ4XmeWWJUZSbJ/M7jhZSiAJ510f4YOee+6+k7abieoyFny+enicpncs3EvGKs5ZtfTNy/+wprPd4NWFeZns+Mk/iL5byQUuLh8ZFxXHh8PPPh4yPLGvn88MyyRKz16ldj6LsO7x2HQ6+VBMd4fmQen/mU5NoHbzh2lhAsX/3sDW/vTlrJf8caMzffP/H4POM+PPE0AjnT20SoKpagSQ0fHF0fePP2Db/85ddbT09OK/M48vw0cX565nKZmaZI3wf6QXqxQi/N46X3uCL34MnZbb00ZrdHiEDsLMFYyB5KR66VRdVacxU6awsIjRHVxhCC7l2RWozuq46uCxyOA957nDekvEqF59VKlHNm1T5ba3dab+g6ur7ncDgyHHr6/kAIvQL3l12YtRoosn54FRipJUFZRYxjWUir0AG9Un+S2Ajjgsf3nbycUpB870XkworUu9GqS6EqxVAEQEpapUk9acClCSZTHSlGlnUV8QcrcUWeEvO8Ms8ryyxG184ZTqeBznuGvlPFtg5LYMmGflixUfrrvJPK2rKsVAOfn0fGeRWnhCj9jW+PJwYf6LsD3/78RM6R8/mRmFZynkklS+XAOu1fEp+taR55/8MPxJg43dwxDEf67obj8S3WGkL3CWPPONfjw4D3vSRhShXzcQWKVdfblBPjNNJ1PYfjDaHr8EH67kTkryDtFx3D4UBcI6fTDUnbM6SKlTaT4XEcBRQZ6BT8HY7SwwOVnCLGWHKKJOvEI8mwJX2aQmSK4gn196xc7THCdXTQgq+imktGEkcNgLUkk/HylGygSIwqRsDgrfTTUVsvs9liM4ulhKL9bIVapffQqWpkA7NFpeoliSHgY1oTnx4vrGvlfImMt+D6gA8nVXCUtpHCIkJotuCdA+fpvad4j6kGX4QqfNsHbg9CBz8Fo8Is0msnIyH7halV5qmVSrKA8ySxoe5LpcKcC6nC58vCp/PMeY786/ePPE8rf3wY+f5xZI6Fz1OUvt9SSU2ASqnap9s7jscTv/3tb/mf/6f/kfv7e3727TccQ+CHaeT3v/sd67ryq1/+il/8/Of4YPDBalJHEiq/+vVv+PU//TPOB0pZeXj4yPnyxLKM9IPjv/+X32Kt5f72htPhQE4Ly3wWtoptyQOP8z3GOkJ/o4Bv4PbmhOWi3m1fdvxjgiuuJ0ALpFoGprDJp2tPgNG/JpdzgAAAIABJREFUtd+LBLEs5pI8VqNDrsEVGqi3Th6hwGzxKUggt/1VwZhhy/S3o1SYY8amwmWOnOeIMYYlFbpcMbZic6Fag2/ymxW25Mk1qLr6uf3U5Eob8LiWML0uceynVbfXus5Yb1nG7ROa7fxblk5ee4csGyXRlk2Fb/vb1RhsWRcaj/2lf5HbwFWjqkgPhWCBa4RxlVWr+8LWZKE1jmE/k9doavvjT/31z/zyxyDt5Uv+7Qv7tdjI69P4qR6rv/xOPwZlBrP5pqH3qa0VUwq2FExKEFvlqmCKGAy77fl7pkoqV1k2v2RxapS4g6aX/U87qNrn1HYNKhuIf3G2G9rS17Ity7dTS+AaWO39VNurNfpEu+9Mm8l1qxCJ8EqlpgQxUmKSvqiUsabinJFG3CoKYiUnyBFTVcDAAEWpNWgFpKBjq0mNrD1pWd6L8mocKipzrapmOt7Wg/MG5yvWJ8kwmIo3BUv8ietuZL2zHt8NgME2cZ5qNkrvuiY1qUybhHm9eo2dSn2Vnda1pWQJhkywOONEsU4l3WUo98b+ilKJlGq8LmLyOi8LKUZC5+guXquSQncpxWBMkCpUFUrYGjPjvJJyZFpGMHC4vacbBkI34A9iRBpTZFlmSomkNJOSCCvEFFniyrwsrGsirokUE94L1QyaYp0AiGZsmuJKpRKnlbREDr2nuxuU6uUZDt12y69r5uE5siZD1y2ymdeWKCp6/QvXYhQ+iCkrVGqOavQct0x+6381xm9qX20Ntdbg25dTOXadFcVAtlBVjbYWyUAPwanCXdXWK/FdQpOGxhqCcwS3S4BLhUPEVXxw9AoWhLaVNAh8eRe2ypUrckZNen2rDHpRmt3MvzHbXIXX65tWY6z8LBl5kbjPqVH32vnqc43Feg+mUjTZZ30T35H3l8SsudojRYa6+ZdJq0HWzyMm0NdiA/I2QjdM2oeV9XneqHKe91sV1BlLZq/oiLy/3T6/yHOLets0L6yxMs2Z4Dwn3+GNY+hEcjrlyLyM0gdV7bbnbp6des45JZZ5Zl0j3g9Y25Ez6iNm1W9oV/+1VpLGMo8lOdt6nHlRJcpXwb7d1ugtsbVdZ0fwftuIsu4TmnMmJ1UqXFfWRejWw6EJJCHVqtqENpp4ULuXmjFzqxr+dcnGv+6oLzOyptLk/vc9W/YWo2z5Jpy0KdRufcdKbUX6raQXadsGNiaWEkHks24KuVenU3Zj7lpFPGhZE8FF1lTU7sZgjNfrVBQop22+WbMr1ArV2yClg7L5VAUn1Spv6xaLXcclLXauaj3UEiNNgKUie+ycIJbK07zy4TzzdFn47sMTj+PC948TPzzPpAJTVlKo0TGDjRkRQs8wHLi9veWbr7/m7u6O4zDIPqw6C6Vkbm9PdH0gdJ5+kP3FapX8Zz/7hm+++YpcKpdxJUahnVYyne+4u7kh+MDt8cCh71iWSk1GASkqmC1ietZ5ukOP8z2n04Hb2wPH/wyVq9aYrREHphpSSqy5kAtY39H1R1nAvNzQGSPqLVUoK6KKIzdGvgJXP3W0G0qoVCilQmkFpuxqeddhZQVt694mogEezwu///4zd8eBu+OBguemuq1fYakJpzDO6uSz5vW5qOx6vSqb57KZwFWdnVWDNRoYegHS9kpQ80DZRNDq/l02SIe14ENH6DIlVWnwRyt2IAu1l1ev+mbVGFzJbNQuI3zrogZ13nussWJQ6ALARgE0JWJqEgBQ03ZSuRa56noP2wZwNX4FuBb+2AHjFVAxen7//m324igV4tV7vH79v/7Y++i2TR5oEL8pQW1BA68/l7wG7ODyz55X3TcIV+W+CqXQl4zJmbUkKAlTM07T4C5bvPpSyY5bxHwWcGvCrRnrslazErW2GlfbOOQcWtVs+xxX4Li0xMU1RWLPe8gmblpGDN2OGh7Tz942sDamupkJsHJUo9XpRnlpICdl3BIhJco4UacFv0YORaDSwVi8reRYSMsCKeFTxRaj9AmlBmTZTKxmNE2uIhrQKse1Qk24lLE1qyN9Uy9rm6jYEkRnoAMOjnDX4d/0+KFi6iw6CGsVCmeeXlzfkgs//OH3/N//+/8iI1AyOScePv6J6fzI5fmRebqwLiIfL3YUogZV695XKRXIlqCQtSXFyFIz3oILbMGu9QbnLb6T65PXzJoL1TqG44EO6A9HMZWdFi7nkZwy4zSTUuJwPOBdUOqh3e7TqBLFraJjg8cGB1X6VWqtPD89Yih03UA8iaDExx++5+npSVQWnZE94iKmuBS4PZ6InWT5ZVMV4Ne5yrEX4HA6yka5rAufPz+KJ48mBZwfePfV1xyGjv54AtepylVizZU1Z2KOVBIuFIyF3rW+HrlfQnCsufI8rfzuuw88ni94bzl0HmvgclmYppVxWhTAi1ptqY7zeeF3//UPDMHypqscXSUYkQq3ZqdZGysqk10uKuZQuDn1IrNfd9XWNUlfVsqwRLX2cAWLVBea7YEPIkThvaczBkrh/PhETJnz8/lH607KWe6zUgleQIzF0IeOvuvEyLnvN+U5TAMFZgd1bQrr/kKulLiS5kkTHBl7rfKJIRehR5kg+wlWTImxBu8DLnjdG6+CQjK1GGoWIF3jIhYLSZIoAHktVGNJ60rSxECKiRwTy7Rwfr6Q0ooz0AcRdgk2CKgKPUJ3dYhwoiE4D7UoOJO+mXEWee7xMjOOEylDilUowdbiu0B/PHC4vyXFyBxnkaWfCzmtWFs3VxlTq5gpx0yKlbhWpnEl5Yn5bdwa/Z2XeeU7EQdw3rMskZQr4yWyzOLLVpIBbzSBJlXpUiIpO3zoMNbv6KDutD/vHIfhQHBeVECLJKy8N5RsmGsm58gyTzw9PdL3HV2wmNJvNNRiLHmdSRQ677Glp9aKVxBXjZNklPnygPYvH40G/zpFqEfVfepF4lPOV+aex3YB1wVsELGSLsj97mwhrWfZJ0raxw0Bsp131Oo2AZEt8tSxbclz2R51z69CAZ3WBWMtD5cLx+czdhh4qwDPG6fRqvbWVbcxoxwiuGKB4ArOGBnfpsSZE0lqo1jMlpiUPUJ/V8ymKRxVDO2yrjyuM0sqfH+OjGvh09PE+8eJaU18/zAyrYnzklmz9vgZWSuaSApqTWJCx7uf/4Kf/fxX/OzXv+Xu3TfcHI94UzA18fbuwP/wL/9EpXJ7f0PoAsu6MC2TehpKIunpMmJ++CTrhdIO7+9uuTmdGLrAm9uTKOEakaMfx4qp0pecq8Rj1gWxeHCe4yC2AzenXqiEx+E/A7gqXMZZ0DmSQRETMsliWNcR+paF3asvpe48VQlo5SpKFuhVcNqy5majqr6o9DThi2rEe0Om41W1SDMwDVw1ftzjZYEceXNz4Gdfv8P5HmsrQ2fEub6IH4AzWsUB/CZXqudTrsBVbqIC2pC+IaN2vlfBuf4j4Mxsr1OUOlzkhPdo6xpcOaPNyJlkishT1xYcVy2Jt5BazsNZgyka1PuWnZZMn7OG0AllM2zgqn3OiokZEhgj4Grr+ULnnQYtQSWJRcSEbbO9rl5pToX2y6oBfd1HZTvqj3+13T/TT/en/03HDqwMjTcvoF/hVQNXZr+OO/KQY8sYbt93YHv1afbHVmgmA10pdAqMbElQRenK6ibhs8UjfSUS2UPVvhm7JnxMYnCbExQHCq6U+KnvefX++iF2oChzReaY2eii28XVjLeyDTYAbbYHyRNeVFmNjhFOExuSosjGSKO7Drwpcv+6JYpM+jRTx4mQK0MBX2GwFg9MuTBPCzYXQgZX7LbVgMUmvVZZ6Lga5Wk1SnvRSsZn8UVqMs2uVJzOMYOI4FgP9GAGR7jt6O57fF+xTJALeV0E4Kb5xT1aSub9n77jX/+P/w3vHH0XoBYuz59Z5wvzdGGexCCxURyca+BKeplqVZquzquiiaSYhO5cnCG0zKsB6y0uWHyQC1ViJpaE9Y7+cFBfFalOfPjhA5/ef2CNiVHFM+7vC16D0F0xq6p8swoSGFEmM95TUyRGAY3nx0fKOtP3A3kRauOn9z/w+eFRqGfHA7lUxsvCPC8467g5Hsm5EKwlpcw0jlzGC8F6joNnGAI3Cq5KjlzOZ+Z5pu86utDhvOPNu3ecjgf6waqISSRmAVcxpw1ceV+pDoZOqIdCJZGtNOZKnFeex5HffRcZ+sBXb24J3gmtOxfxZwEFnRJwnc8L/3YRcNX//I6b+wNeAzJ7tT84b/FZgEvfeQXJu3hR0v1iXhaWZWFZCw/nREpV1Sp1fVBwGzonSTAvvSQpZ84Pz5zHkcvT5UfgqkmxS5XbgZPndaGjDx1DP9D3/bZXmSYvrxUoXSxEtEGyIVALNa6kSalkuejfDKLqK3LXqVQRCmi+PoduAyfOe5E/n5dt7akU6V9qSde8QFqpOWGyyIiXLAIPaVlJ60JaE1lVNZd55Xy5QMk4U8VyoLP0nTJkjCjy1Sg5kVoM3jpwdkvIplKYlrQlA8bLtIHGYgzGWXzX0R0OHG5vSSkyzRPGOgFWanbhrYAhSiHHSE6ZFAspFiZWlhXmJWpPmgArGxyuD4Shx1krfm9zYhpX1rngvSSkJTCp1JqoxanIRJQwx7ot6IcqIMOAs45DP5CsZ5pFCtsY8NaqVYqAq3mecNYS147TYZBA3xkVgYjkdZZAvx8wNWtFWMBVbvsDrZfp73W0Gs2PX1NwVWVDkXq/YhAKZXDYLshXCHgfOJ6OdF1HLQvjxVNSvdrT61bBamtEA1e1VvHXom7xntgKSHDZqP41F+a8UrE8jCP9+czh7lZ85KrEDLKlNuESh60qDoLs89ZAZ51IqRvdrzVJJ6JU8qWyZRpHCp3RVENrvT6vkSUX3l/O/P75icuS+K8fRh7nxMPTwucnEftZ1LhdAFTLpNpt+5dxNRTnMF3H229/wa/+y7/ws1/9hru333DsO8r0QIkrb+6OnP67X2Od4XR/S+gDHz5+4vv371ljJl5WSqo8XybG+Fl6Xl3AWcc3X7/lq7f3DJ3n3a1UwuIykePCUyisy8AaE0uWiqDznQrQBEm09R03x4Hbm1a5cnzp8Q8JrlqJOqWktDSrsuO7F0W7QtfNfy2+Lht9ze4L7R7tynelxEg8XjVg3x9XrwK8rbYLryZ5ex+djBp7rSkzr4nny0TwQtu4Ow44wwYGt54vgwhesAfStbbPU7f/X4fTGwj8EbgyG7h68Zm3DDvbZ9yCX9OavQ3H45F702Onlct6IeUsH+hHFRXp3ap1p3i1PjQRq6jszZ2Gl7WH/XtrqnYNqArncqdNGlGucVYylw15ldquf92uiGkLYrtsMshcL6C1DeZPrNO5Gl57i/2Hj6uX+0kBkn/3yX9pM3kJsGRIWnCfwRQNbGRTdioWVRuNx7TiUQMuZjunpiu1g9cdNDUQh3l5hi8km7ffXf1NOc11eztzhZleAyidc7KjbZ+v/sSYbNdUmq0wuQjtL2bMskJMmCVS10hNIoxAraQsZro5po3St4mHVQRI0egq1wi4rT+8oG+0sdkTHFeVy+Zz5QAPxhtcZ3GdxdhCKVH6s3LapMxffMZaWaaJ56cHvLOs3gOVZXomrTNpnVVeWr6kO0z6SVoyqCCbdROvsKZJrsvoC4VE6CTeOe3JEmGHSuuBM9rXEpSOIvdbCI7b2xPrGnVDlWshwMdu4KDR5hq1zABW7TOawWbVc3TajG2NNMH3XeB4GMAY0iqVAEslOEvf9xwP0iPlnRNF2Sx9KSDN9U11rPUzNOEJqiTzlnXl6elMXCNzb+jCLn7U1FPFXFekpWupBKeMBNgSKK0XNqeVnFcshXXpILstPq2lbOMh51TBVw6dzAXnnL62Co5cTSYDW0+K03vDGKEBFx27UqXvRXpYCjFbEQwp8njx+RJg3HVC8bJegvGU4TB4SukIwf1oxm0rets3mnjH0BO6sN2v16JLL2hPbIOggCdTiwCaxtKQCp3d/JpqrSLoYsTTx/kg4N8FjLogbwlVrcheV0uLZhcbFe0q86UiKc2uRO6TZZqZ54W4LpAzhoL3VqnETWhL+jypRvoFk/h9OR/A1Y2O28RKqu5Z0qum9F71ayv/L3tv0itJsqWHfcfM3CPiDpmVVW/oZjfRzaYgSmiA0EKAAC0ELaQF1/oV0lb/QP9Bf0FLCtBaa+0ISaAGUCS7H/s9vpor8+a9cSPc3cyOFuccM3MPjztkZr3Kep1WFRlxfbB5ON8Zc8Ywjbi73yNN4v5/HAbElPRchTpOmdMfjozxzMgs6rDjOFXGZNepDZ3YPMY0lnYmVWNN5lSCfTk/q/aPAuMyZrrPEZq9XSRqzvZ4B6ELGodkxb39OGIM4ia/I7OLTSAXG0cjzVxrvAm/b6r91p5kWPn9UFJ3/TEixoioMe5MZbTOraJYJ/+W6aaM1XZ9GA23oM1Kd6uQIENA2XEYsL+/x+F4xDRJiIK+D1WFU/dbrzgreEIOstcHUxP0NWCxsUg5swRGBhcpzpAUVCUR9Mac8fYw4RgTvj8c8PXdgMOUcHOI2A8JxymJh0M26Rcpbbg823VEfEC3vcD24hLXLz7Dq1dfYHd5BYCKsAQsEn7qe5ATxymm9i5OgTIsnAO5AO/FmU7fbxC8x3a7wWbTiSdEL85mWJlQSRmPQnd6jVQQ4HxX9pkQurrGcjOYT0gfJbhKOeN4FOO8Uy8qXPSizbnDyWQ10t0IIyO4m+ecsHIBGGHIwpFm9VDk7R4gu4YRrkBdPLZ8KmduyBFZDff+9vff4Ps3G+T8p7i+ukIfxH7Bk0wSaLwNp+7OZ66ntdKmbyyLr3G7ziqVyqZoNlddLN542NQCG49IqSEIVTWEOod/cPUL/DLs8NV3r3F7/B2GYUBkeR5MSiTW5BxDphAVWyrSeCVCwCvPiQnlTV0wLovalAPQaZO9J+Ri3yEE0KZzCM4hZpbgzKx6u1w3TCH4dQxNYkXr4MUInGWKDPiz4GoO0p6X5sh4vXha+TySZ/nWjxHSmACOcDSJK9WQ0feEvPFIG4cxAJSAkIGOpd+cGtdm3aBFdUBL0J1fvpQQN/rZQJBzElOjAfFyixvwLdfYJoK655H/NKYa2TfBbC1Zif/sRPJbkGGLolmkScgMP4iKHu2PoNe34CmC39wBxwFpSjiOExyLLYVnURXCJIQ+qZG9BJSMikQVtBdbKpm0nBkJIqUVKZD2U1autIkkQWDvhWHQE/wOCJcd+usOmxcdqEuY4h0ABh+TxKGKcxEq54wfvv8Gv/2NcHU7b+MQFVBleMpwOcHnEZkndMjYqGvgmLKCKwJlIYh7BTCdY3QO6Byh9wGdd7jcbnF9caEOITokBoLLqvazwe5CXCuPxz1SHHF1ucP1X/05hmHEb//917i92yOniO+//UGAkvcaG0YI+ZiSGLxzxtX1NS6vLmUfZJV4B4+LTYe+D9h2Aup+8dkLXF9s8fbtHb797nvkzOi7DtvdFp9//gV+9es/Qc6M12/e4jgM+PL3hP3dLQiMw/1enBGo+luMUwECKWZMQ8Sb12/xr//13wiw7AkhkOj///KXsibCBtsd4ZXfYLu7ln03Cqg9DoPGwxIHKjlnTMNRbMS6gD0SRrVF8j6AY1Lg6LDfHzCME15e9Hj1xSX6ELDre1xst+i9xgC0ea9rwYJMe6U+SiB5OxsAXGw7cGZMiXF1FcWRgYbhkCUrZ03fb4T49h1cJ04xvEs4DFt8/fZe1Ejb6UjmNtqh78QBx9X1NT7//HN0vaiQmZMDEITzrURyVt105qyqxhnT8YA8jUjTgDgNIIjKmaNOA0BHMEjcTjvC9vICu8sLkHfwfQdyhJTEtiJrLDfOWW2vRN00RZGOpSSgGyznLXPGMEgMuONxxP29SEK///Y73O3vcbw/guMI7wm7LiAE87goUvyEDikTxpRwe5xALmCrxGHMUW2vZA1FJ+qYYKALHS4urtB1HUASO+zNmxvcvH2DFCPub24Qxwkbz9j4AK9rzxvcZ4AgQDMkYJgkmPX9/R5vb99iO23gvMPl1SUuLnbYbDbImXF8/Rb3+wP2+3schxFdEhXaMXh0W5SgtDFnkLr0d86ZMF6YV1TD31jMQ1GV8oXzZsBOAgoTBg01cHt7p+60d3BXl2CguHOPu1EZS5UQF9VVkZCv8O7+cMlADquzFY0F6sij63r0vdA8MU7V42TDGIfSajFOep2UX8/l2TawcGunLctaGChTSvjhzRuMU8TuYovb/R4pbbEJF+i8qYN60ejoCYkkIHrvAhxnBBaTgU2QM8R70zUlAVYpI+aEYxoRM+P1kHEfM+4OEd/fDBimhO/eDrgfIu5iwptJYrodJvEAO02x0Gh2RgsTzs/pHpL1s9lc4MUXf4Kr65f4y3/0T/Af/sf/FC8ur5CyxzBmuCi0Shd69LsOKSfc3t9hmCa8eX2Lmzd7JCawkzhXfbfD7vIaXdfhxdUFui7g1asrfPbiQmzLvDIqU8T+OOB+nDBmQmSHTCJx9v0O/U7W5mZ3ic1GwkhMY8Y0ynn61PRRgiuw2BmIK91TwnYOpng2OQsSN24BeMbtmU9cRnGWoN9ZY2qY/UvLkT+xfWmYIFUFkWSixYz74wBixmGYMCmnqA+uFbBUV9ew85NRDfiNIW9qDm2h1jpb+3MbI1uUtkBRvheVV26YI8Jmu0G/ucRuf0TXBcSUkKepcHCLpAoGbGoehRsByAZbe60pzuAfl1dUwUIFf1THI4s6YCBCUJ2yrKp0Tcm1H+2iFWdckqZXKvjk+ctAiXm2np6xsy8X30N47SR/WvyevzBnmhiHjEufywMZRIIEnOPigcl7AjsxQBeip0qvHCrhxqByrdXQO6llGQADtQ13UL9MSmsYzITA5T0itAGfhYZsCjWmiq7pTM2TlhFzoxOcQSmBYgJNERgjaJxAU4KLSeyvJlFBldhJKumaTWMrswImGGBsh80OxxVbTlZ35oXJQ+re1QMUCBQIrnNwnQOcqONIKJ5G9Xc+8pjGAYf7PTwBUVVzOlUVCg6gAPEkZx7liBGc2p1mlUQqs8OkVCKpQpFgGTfTpBHOAn9y5ZJ75xF8UPUg6avQeWzUdme76TCOAUhAnCJEVZjVSF09k8aI43EQxwiq4uWd7Y22x5padBJw4516ugOmUbzKiU2n2HbutluklLHZ9GDmwrWv87dK6wEg+AAODE4RiSPilLC/u4f3hK4j5e4GvPxMvMdl5dh4H7DZOLFX8FXaGL3Y/WV17S3eZc2uISGT2QhmtZmVOqUksXxyDiKt804lhuJQpEh9iAqjwRUJiK6GGVFmDRbmhEsZGaTEnZP+hPE2xOOWgCuZjykzdpsAIkYfwoN7okiuxLFB3/fwQSz+c84lvALKmpZ93zQyzHaYVTWpJUhNMmbLGyQSzmJL5INyoQW0p5iqB90CNJWxY1KY8p2LAyVmsWcpkgiNBzkOgxDRMarNsSs2jF4lKRKWQcoXbWFWTQtdJ2RAxBf7M3OH7pxThxgBzFAGTURWCd4wjMjThG4j6n3mrtsOOGPCijOvDHHUIR5/p2lCUCZu14m6pEg6s5pWRHHSkTN8VslVI6Wykzvrnl6kWahnb5FCKwgqLsZVfY6YimTYmMEpC/CdHCHGXtU/SdzbqxRLzB0qw9sk3dQy094zrQke1oDbbA9uzpqcEziSeDmM4rgsRQX3ZhNf8pAxs33HGNyViT4HUw/XU8HdNOI4HMUxjo4lsx2nVEIUeA/x9BcILoltdWAHh1wkV3bWshbIWZwUjaOApP0QcTdl3NyLo4rjlPDd7RH7Y8J9ZtwlFOc5jMLf1C6z+WHjh3qG6r0QOmy3F9hdXOHi4hqXl9fo+41oPzDD56zhJai48k9ZgvvGmMWuCqRMAVXP9iIR7voOm64TDYwg4FcPWaScMaWkjkHUoRsZg0DyEQ+r4iwvMzBNUiY/A119nOAKC2DQTMK1z/y9ujDM/qoFSK3Epv3bAJYc7vVQmAGKVrLR/tRdR2CRuOucWOyvhmHC19+/wfXlDpfbDf7BL19i23eF+18OIF4EsZ21wRboguC1g5cNZjXcDm4Om4abklk47azSjpwyhjEik8PmmhC2Pa6vr/CrX/0Sh8MR33/7Dfa3kzbQuEp0Us+iPdVEzuMsHPOYk6pXkExasHirIzGu3HgPYobPqqGVgaQREAIYnXQQkhGyjBUOgpLgtrgZGsuiJlqMWwvGqhrch02tJFLqLhsL150GVZxTB7cAFevf8q8dc+13BkOC3oJENcyHjL6X+CtpF+B3HYbeI6numxl1msEriJCcADDvJSglvOi9c/EQp4BY48FlMmDh4ERHqdTTNns9f8v0YZUEtZ4AnXnEKiui9oNJx5IT77dymGtvZZWopgQaJ3BKSLf3yIcBbn+Ef3MLlxIuEuCpk3mrRuE9BTjWqPNw8JwROEOiRtU6m81Iy5jIaNeSzHFTV2YJjoWiHUekhDWA3iNcBoTLHuEiIFx40JbgOui+7tHlakdaEgPgBORJpABwCI7w8mqH3baHowwPicXTUcYYSIzmkxzwbIQ2iVclGA4X6hLEEYE8+hCw6VRy0vV6YnvkDGw3W1yiw/byCtfXL0GO0AdCnI4Qc+cM5zr88hef4fpqh3FIGI+y5r0PABHu9nvc3NyJakcUQuT27ojDkNAFj92uR/AOMU747ofXKHEMnUMXengf8MPrN/jym9dgMC6vIvq+x8QSuJKZcX8vtmddH/AXf/kP4X3A7vJCvAVutug3G4zjiH6zwTROuL25w/3dEWDhTE4EpCSqM69v9oj5S4CA+/sB4xQRQicBcoPDZy8usdmEom6WYsL9fi9OCQ5HsTchJ/s9EYYxYlTifb/fY5jE6H3TB1xdbPHLL17hatfjcrfRoM0ojn2K6NdYRGdY+e15SCSAYNcrf6B34Oyr5ApQwoQE5LsE9gS66nGZO1xedCfl5JQxTRP6rsNms8FuKzZWXdcVAgjFa/KZAAAgAElEQVTM8C6IK29yBSybZzhOE1IcFFhNYE4SkqPryj6TldtF6vlue3kpNsEbCU7M4BKeJI4jxmFQ4ARUFXWRGKQo3uo4RlG/5QxkAe7jMIoXv/sBd3cHjZN2xDQMcCxOLIIGDA5UVeCcD+i7CyR4+JuIjAkpZtyPe4AIFxdbYVb2IumNU8TNzS1iSjKXg9hu7Pd7WZvOmFGMLnQgH3B1ucHLiw1yHjENryGqng7BB+Gsb9S9OqOAovv7exAxdrsdXr64VKaGeKqMCiIFmIt35SlmDGPCNjEyxPOh7M8y+cRtfwWhUGdV3jv0fVCAH8FJ1Ra9g3MJXdcLAZxZwzRAQGNKurEyQtcB3qFjVtBnUlXZqzMApHrO/XTJNkyU+GtxdBgOe6RpxK0njMMB4yBBoCth4dRBiEquisCAGvt1wGgqYwZYrE4WHbbC34MTNeLjMOD+cMDd/k4YFtcXIBJpZXABCAkd91LXTQImYfS4OIBYnFp4QPcUAQ/Ho4QiuD0O+PrtLY4x4ffHEW/GiPsx4/W9SKeOAxCTSnsgLuid0zEKeqZTExCZqrAjiT0Hum6LEHq8evVL/KN/9E9w/fIV+s0V9vsJ0zFhOgxwYPTpDj4P6Dvg0EM8noYtum4H5h7AFgwH6naAC6BOwjCIXXKPzaYTd+3e3PqPiCni7f6Am9t7DFPGlMV2m6gDuQCmgCkJU/LN23t4d1RnNyN++9svi73sU9JHCa4qUJC/ABRXqe3h0QKj5mL5Ki4jF4CqfX8NeMlBULknLbFzzi4nGzFIDpkCIjLujiOOlPHdzS2uvtvi5fUFPv9MRI4iISA41MWztIdirou6JqVWCxiU+pK+b/tAVk5dbuxCquhZNgAigDljGgck8tgS0PcdLi93+OKLz3F/f8DdzRvsrdzicGFJ/M2lZoZici7awkCS+npX6QRHQtj3To0+E4qXQiQ5LgIJXMsQtQgx3F7WYH1Mzmn5rZEl7kfdvOXQNG4OM8M02QussyBs5flmXjZ143LFDhzhyKj2MIgiiDI8sYIrh9R70CaAO4fBMdjAFUQy2MODVRrCpLGQAoE9gR1UHQ/q4EQMYq2epqrndP4pP07XzawZRXpVOKJQqSVXSDVvt27OpC6oqa5h0nVDmcEpqSOIiHx3D+wPwP4If7sHZWAbAnryyI7FWQvJxmcSOpeh4CrCc1Yul2Kxio2lTlw5veaepK5fwNRaTNrGUHtxR6DOI+w6hIsOYRfgtx7UMyChpATUphrja5YsXo+GnxAnDhu8uL4AsQCkHBMoTRiIJS5XljXrXFCpkwRbzDnjeBzF5fU0IscMTw59CAKwQsC2E2P9zAKwt51HBGO3vcDl5ZWoZfmMOAVwmsDxAO8CPn91jRgvcL+fClPGeTlm7vb3uLu7l33KidH/cD+AMaDrOySIfv3t3QDwpESh2J28fPkZdrsLvH59g29+uAEADBHYbLeYknhlI2ZM0wDOGZ+9eoVf/fqX6Pse19cvEEIoS2ycJoQuYBwnIDtwBKZxwmE8qFqPhw8O43SP/f6AzGI/NsWIi4sLvLh+AdptcHX1OV5cX4h6Yt8hThNu3rzBNI443B9wPByrB1pmvL65xfEgwYsPhwOGScBhHwIud1t8/vIFrnY9dhtxw25uzsta0InYrrFzZ1iVbsh6BljnFes1eb5ofBGEWUIS24zJ4WLbnXD1M2exV+QsMY+2AlhDEDfbmS0Glis2RQKE5KyBBvKNcRQnTaamR9AYSCiSFSYq0qrtboew2UqA4iCAdhqPktcYMQ0jiES1vFWvF9A7FTV8WPy5LFKIaRoxDCOOhyPu9/cYhhGTeg3svdeA0lRsf+3M9d6j2+6QKcB392DymGLE3eEAAmF7sUXXS0yoFy9eIMaIy+srHIYBFlw5Z8bhcI8YE7pO7By9c9h1HYLzuNjtcH19gWk64O34Rs5TcsKd9xld3yMziZ2LchuPxyO8d/jss8/x4sUlpnHEcBRPnkndysvyE+I3KqMjZmPeKoIsNtMy+8yFPYAi3Q6djHnKHomjSBO9L3UUyVwWBxcZGEdxFCITlNH1PbrtFnDiSMUknt6TlJ/buBY/YWo4a6z2exETRndAjBOcA8bxKPOr1FXWmoXgSCq1N3CVlbFIjQQJqOvd4q8auMp69saUgHFUVeQDgrr+J5K9M1CQ8wCdeAjus8RgTAk0GjNNmc9MiAok7seMu33ED3cD/t13t9iPE357GPD9OGHIhH0UBxmOO5g/XQmxoQxIMEzKKWqhvjAll07muk68fb94+Qp/9ud/iesXr9D3lzgeE0aecECEQ8aW79FhQhcYQwd0XcDLL36hIS42INoJ41B0WjGkhFFVcbu+E4dqQVzVZyQMcUScJuyPR7y9PyJlwpSFCvAugFyHTB5JJbrH4wGcGYe7PfZvb/Hll99hGMYnT5uPElzllHE4HDCZ7naRxJjkoiE3Z5z9ikUYRdsOJ+S0EvZLF5+k7GoiFLWGqpZRudm1BPtl9kgkHFwWTu6ICEeMr78XYuDyzQaHYRJuM2dx3cxc3DcXlQlUiZ38b2VJ4WY0nTOXiWtSL1MDMhEqs+jaR7UNGSf5jnFEjBFDTLg9qicafI3N7Yj9YcT3N3vh6B326uHLPMWh2Qy4MGlkcaF0lEiRdDNWA3sCwTlVA0DCSAmBGIPGaRAVBShRJeBvRFaHFmI/IAaXzXiXnmk4tnh+Six2V20aDkf82//nX4oaz0oy/tSs0MVZUMFQVo6sPFCIcQVW5oxEXjCo0WZmIAowksgAltiriDfAnjICZew44bMc4acRw7/9W8RvvsH47fe4P47AGLGJCUHdkgcNDJghXibd/gj/wy24D0hTBPcB6Dtg0+sYylzPYPV2aBLkuhaVaYW6cACoWqdtwHKJJNaUtrp2qp0ycuAnaiRXGqGLxMoXSBk8TfL9dg8cB7jjhHB3gGNg5zw6EpWoNEUB7VDVqBhBKcIxo+MkjiCgwUWb9W+x30RVTbyPxkncfbc8EHOmAxtb0tFKAN8BuWOEMePq/3uD8PUGdMXANWu8DsIYGb/5/XFGTjAY++OE17cHUZ/T4L9TBi5uD5BYS0L8HO5l35RAyjIIEviSiuQqZ8aoTiFyisgxouscbuOILni8nRK+envQ9gpn825iHBPQv9nj8vYIOMI03otUIEdwEocU0yjG8sMx4XgQcEVOxuv1mxvc7A86B6RuZvgfhhFjTMLIYrEb5KzBTsnhGAmbfsDd3R1u70cwgEj36I8R+2PE/jgBzCIJyYy3x4gf7o4IIeBi91pUs3Rophhxf3+PGCPevrkrbuQHlX5InCCLXSNjO44TYkpaVsRm0yNywsXFVuy0QkBKEfs7DaI8jJgG8YxoGrt3+3vcHwbsjwP2xwlTSpgywfuM727u8LdffoddH/DdlnARSMG9LAiFTDNGSzkZCuHCRW2lBRgF5lNl25iPAMst2xlGor4IIvzum7eFaLen37y5xd/87b/HxW6L1z/cYrvd4vdff4d/87e/1ScknEPf98WmqKwHcduHXCRXGRwlPpojdWyk+z8zl6D23nvsrq/hu76oB3IWN+Vi4C7OJ4wRSoSiwpdTRFTAzeJWsXBCckq4u91jHCccjwP29+Ik4M3NLcZhRPAenTpW6XuRZpJTG7LQw2/eguHx5bdv8e3rO/FSOUwAEW4PR7F36je4uPwOOWV8+eVXePv2FqQMEmbGMIxIKYkqaFB7SC8g6/tdj+uLDWIccb//HjlHXN5M2F3e4ThEvH6zxxQTjoPE9NlHYKIO290Gf/fVd7i82Opc1KDbP9zgcDhiOA64vz/CO8Ll9x26zuPqmx2uX75GCAGb7Q4+BFxevMBud4WUEo7He7GNGkakaUQaIwaNPTSOR8QkKsDkxbZuv7/HOI4aB082eInZJg4Y+o0EKb68ukXoO7x4+QbXL78RhwxepOYSC47xL//f3+BwnBO15zSX3iWdZ7JLkntmdy7ncAYQJ4JLEQMx4hjkmazsCnXFng3QZnGiZPHFTKWSzF0ujG2ii0Uq0rS1VAYxJ7x5+wb/7ve/w8V2h8PhDpe7HTwlBEognkDxBsijeMVMk4RUiZPQmmU9iqOwnIG7/RGHo0iuvro54hgjfhgn3E0RExOGpE6ZmCHeCV05hw0AszJOiICYKriy+pvkChCPrq9/+AZ/9zf/CruLK3z7ze+xu7gu9DMho8cgDE8P9IHhQ8DV9Qt0fY/jMOmcIMD3ADlMOWPKWUDYyyv0ncd267DtnUqpxb7v+x9ucXt3Lx6os9LtvldnFh7B9yCItJaZMR6POO4P+P67r3G/v33yvKIPMTnfN9FCHGRixVMyeSEheaTqD91ecskXN07vPEqxU/OLZ9/BO3Tq6tYQvUxwnr3JBlYeSYWEXXt8dm1++EqRpr4kC8LADCAxHMgF5U4Kdy/GqN6Wmpo+Gb2cAzwisTMQ1kC1Cib1VVMvm+syP7X8R1JbKQVXbdbeB1y/eoV+s33Pgvjkz/drwvLttr9Yty9RvQQzeBzBMYJjRB7EjbLTzqZ2SzdQ40WPGSTSq4KU6ITD0NTgtEVr04RnU6gCkbPp5JFFrg0TQimzQkAJ0wLNeqv1rHivIiOZh/P7sx/ctHQxT0v9VtpSnG16Kh+/kRg9sNjnVgQDr28n3NzNnVoEBVRAbU/1XKYSQxaGy4kkuXBFGwLCvK7qPmBSDuPKmxe8wtBh+ZDGFgTUYVBhFti35JkZVT9d54x42krSbwuRCEHyptKJtZ8BMawn5wqxUq4pk6xqF8iYFJuconnQtB3qFInV3mVhq1NUdNoxVAJBiHcpL5ibdFRb0TXDdM2gaBGYipBaDAAk6nt9F4pUyQHrC+hcKvPQRm119TVbOLWvzZM2/jBMuFMga2mz6bHb9iDn1PGESDBM6mQ5mpc7K63cK+umnTeLps72eiHILNhqQYjN+jObqqbqhXhFOw6Lg2PuUMB+C1GVmcs6szPIKkpakBnqx6jnpTFIoV4CnWm+eIAZU4yNWhwqKLaydJ2QEt8iIbJ5pWEyLKh3lmDLxmRloNglOiLxAEkqNdR5HaPFydT5Tyjz16mDA5GmKGOBfPHUZ3GZzIGYzWcbQ2Zum9Wsg6bftV2St3pBVGcVYnepHgvbucnAYRjw+vWdSG1+8lTPQJsT8/2lPRAqzdV+L3Kb53vmIDFYAjJ7pYBN38s+5INKp+v5pT72gbLWUGwNT6oJFE/cKTNiVkdIOp9lCKnWoZ6eK3Vt9h87uxfNNs+GwQf02506SFGV9ebUUcVQXYPVhpHUfrf2p53carpA1REQaSifur+jSEkLQ1v7tY7pvF1iVsNIccLd3VtM04n06l8w83+6vPhRgqtP6VP6lD6lT+lT+pQ+pU/pU/qUPqWPOK2Cq/cPIPApfUqf0qf0KX1Kn9Kn9Cl9Sp/Sp/QpfQJXn9Kn9Cl9Sp/Sp/QpfUqf0qf0KX1KHyJ9lA4tXrz6An/11/8JdlcSkG+p4blMS/upqv/b2BqcKtGfyY2rIf5z0sJ+p9Tj5P7Kg+1DRU+VV58AsNALtazWnm/sRJa6vNS6TGiNgFSzlmjWrydNOemeU73b9S5ca/9525uqu3vW6kauLcZX9L6bPlH99szL9sq9cTji3/2r/xNvvvmyXN5uN/irv/pLfPbZy7WGPCmdc5n8vunHyvd5aVmHx+r0FO3f5xuarKyip9fibJXaG/M5e+6V1ZX9QOXW6plyxt/93W/x+39f56F3Hv/wV3+FX77607PllStOLLDIEVDsGZwuaXXOgdYOAEVX3fafVl9erbyqud1yn0XdG2ZOeBrHOm2gzGS/k9hrtTYcZgdmtgFm72J7MgEaiwtzu6iV7RBNfa3djqg6KjJbE3LiFrlxAGF2BtqaWavN7kH+cMvC5n1qtimq71+9tjKiOiNKTXymVGPUFzsuV2wB5Faydxji4IcBLu6CxEaHoDHPIPUwW9LM6laH6yz25lqcULyAiuOJjLvbb/Hm9W/Ftk7TP37p8E9euRI0vmn1fA4043CamgGj5VrRucC27ct51I7Hykkzs4U6Kde2+/YatS/Z2lA6oR1f7X9WJz4RHgkekQn7GBCZcEgBQ/bIICQdCy75mCMoc3rlrMBZNaSa1Nxqf6+nmgPN83v4Bf0pp//PwR5juLvB6y//BmmqbrD7PuDqeltswiyVc7G1O1U7SsD2lIa+WXve8lqsa3mu/FMvrb5bKtTumCdtWzvHbQ099YxfhhVazbf5mxZ/n9T5wVTLMHvItX2gLm9arV+xN627tP7mxX5wWsmT/nzgTJ2f9ZX2PXmCT4uj5h+CxLr64fUdhiGuVOw0fZTg6k/+4q/w3/y3/z3+9C/+cdn0bJsCMOtTsl1TO72xT6+HqhrMtckOvzK8hYCfG+SVYGgrqRApNJ/MNWhcrsaqLeHSPDff8GXRW92Yoa6eebYZOGoCoNikYG5+2y3Ss6oNfsalb2DGssxoiQFY8FACwOpYRIklwM6cluBqAhGiDAqWblTN+LxUd2aQWNtiY0pAE4zS3H1aPKT6QjFaJ1J3ywTOEtFciBkUbzVTbA1ta3+9+e5r/PP/8X+YgasXL17gn/2z/wp//df/0er4NwO3sletXXv43edups+9v+4FSerwbuk8dbsW9kB/LYB+NeR+bjJodWow+/iLa+825+zCQH6xttcMk08KrXnPjPbtkD/T5nEc8T//8/8FX/7+q/JeFzb4z/76v8R//k//ayut/EvtFkJADk4C/HYd3LYHeUK36SSYpAWTZiBxblwEa284i3FTCXuva7yAEGurricBRyhryoIg58jIUcDUOE0SnHKaxEthyhiHUbwuThF5EgNjC/BMEA97TsMFEAHesXyCQ9+rIwt1BkLqGESHFgwLkit1FccLYgQeQv3tiNCHHsEFcdThxKNgzLkEhzYHBa44N3C6/xLgfCWibV/TyRVzUscIGVMSz4djjJhSxJQy9sOEmBnDEDHGjJgYwygOFYjFsUBwHp3Gi7HtfkgZB33+5sAYE8AckBHgibDtPDwROmR0yIjMuGfxsDrkhCkbqE0AAdvgEDyh84RdJ97Acjwipwm/+Zv/Dbdvv0aMR+0D4L/4s4D/7p9usA0aRqG2GgDX82p2SDcTlGGDJm/oIdI6FOEkTmnEk64CQ8i+nlHBa4F8FgmbzBlDpcC4rU/daMHmAEBjg7SOWqDOfOA84CVOAoceTA4H7HDAFrcx4Lf3O+yjx1fDJb6ftpjgcUCPTA7ZBfW+GMC0AeDA1APquVP6oNmrSMDXjPhv6IqTHbbQEuJYg+BmhGD9pz1/2/tKyL7r1v8HTN/+5v/G//W//k+4f/NtuXZ1tcVf/uWv0PWVhBU6wOiLZj4p/WRMFAl+Xfe62fNNMoc5+sAcrNnPhs5rU0s/upKHBT6oT5kzDGrGy/bSMl7N+lmnM+R6DVJsjkLmPpSpmVMzmrbMMxIaa3b2LVO73+fSBvOoyBaUSF92GnS77d+5Exfzsi1zuJ69rcOlpg2udcWjDi8seHUznvYEFuWWnMpz8zrNerY5C0GE27cH/O//x28wDHdrHXOSPkpwFfoeLz7/BV796k8KsCIi2T/b3YDXyLoluKIywOcWkuQ/BwLt+/Z7XoYdJ00mi/up8W6zHPiTJJUoeRZu54K7VLwPNRqd5gWlnRstN5nN/eyMo0jlrDOOKteOk/5SSMsaIMZuO4emX6TGmdMsf7JgCosmt+Bq3l/UYlvtkupaV58qIHvZk04PSctC3M2n6jwui1Rgihltd7QEcNfPvQJ673B9fYXPP3+Fp6S18X0uYPoxAdZ5cPX0chelNN/zgNsPlf0QOHmsHgWiPTG/h+pyzpnPQ/30kPvfVQ7dM9s6DAO22+3J87vtJT67+ryeeNwwnBoeRQ4O7Ahu08HtNLDkNsB5cSXtvKyRlLN6sZcYOQzYwi6HicShk/I9Va94Nu45ZZW6VECaW3A1CbgaJnE3PY4SqDLFhDHItTxKfK6cMtKkMY8M0IARIHtJ8AxHjNA5bHqv7rClKuQNXFGRUNh26ggCrpxDZ+DKqfdW59CHHp3r1AW0HIeTBlpvJVgOlSip4EoJZTffe0QKldQToYArCZw8YYoCplw/IeaMro8YJ9mXQifBVgkOYPHG1/ug4Er2Uh8zaEqYEjAQgyIjF3DlsOnEc1iPjB4ZE4tkLDGDcoIzL245gcDYdB6dl4DQBVxNB+Q0oet2J+v5siP8+oKwC6QeDZUglMkuAbYLUb8AWDXIHchpLLgCgkg9OBIQBbQTU3H9bKeLRk0EQAtwRQUk2dkmZVYiEFTBnIEbeAPqrpwhZNGbnQeCIHgOHuw87hFwQMAudjj4HrsUMA0b8LjFyAEBPRIcEnVI5MDUgWkLwCHTFkx1ztgcJUJxg18JSN1Ljf4pm0HdE+SEFHAFmHfGtb2F1++12/dHnPrdFZZhc5xz6PqAzaYr11oaa0nM2ztLerB9Pudc8mmftzTfy3n23vLdtj7VW+2pt8NlGaflnJ4Xy+fX2mDgqnloDhZW6grYVOD6TXRSn6U3VOds7ukKbeboGt3dMtVLwG8FV2AsnlmAK6J5WTBgddo/a3Og6Y6T9izTsq/GMQoof2L6KMHV0xLjo98V/uDpI+2Tn6JaLdhcoYXtrNfz91P6AOmd8Nmn9H6JV38q86C6n13eN6LNiOM5l/P9k9FyhZa1H83vooaF+lwNlrvkvsAeaJhJctDyKQ/nNHFVfpx1yHs1unKwWgYQIDCvEM9YrA1iwFXCwD4MaNy4ui8xU82VGNll5JCRiZG9MuCyxKsBOSSBf0hgRBLygyiDwHDI8MhgzkgcUWgUJgU+DiAGkQDZtRkhuGCdUWgtL+0ylFtAlgIgI6pQI/aJNI0rGJoxDEUnYlmbMn8acDXn9yyIrfqmSDv13gkg06eJMhxFoLiVl/7pENH7DrgERu7wagu8jQl30eGbocOQHW5Sj/scENFjRBZQ5QigLMCNnUpYs3aLAzsLP6OSM24mkFXMppwSfo3ujUo7ZhOtdHuVhGif6jDJEP18N+6WtHiq5+uWmH43puJpfk9L1ukfNpkUCJi3h5tBP9/Kh4izCqzW2jgHQO/StrUNuL22dg+Y1/f55S6H/NwcOLnO/KySfnbgqk4FOrny7jl+HOn5NTk5bprrK4cfn06sHyvVGjxc6IcHNqdcltU0O1zswt/fdO6w+UPOmfV6fKQMg48xtQwFhRKznmNTVTSCzADAhwVWlgrPvRzwDSewWXWFSCTgXFAOXv5S8GjtYKZlY0st2ktCWGlwS2rzepf2tYiv0sMFZmh7yndpsH243qhDYtnpxxCpqm4Tg50Shy4rLkqogn+RHmUiCQxcctFg43qfOGsVFFixQ1tqBUgr7S4cXS51XXZ12TRoPgur5JMqgrQua5kB3PYlzWpWrhq4Kh8DoU1lrLwHONMtyLd2yCVRRCRVT4WqMHkwvGfAT5jA6L3HiwzcjB4pJxwSYcoZkQMARoTEjgRExVDGPOt8z1pF0WtlIl0DjT1fGUdqq1iwl+yZuUgZ5Ft6yX4XCUQzbmuS9ofShwAiHzota9QCjYfSmjRmlu97tPWn6KeTc9PG+tED/EPV9T1OEAaWJiTrAMsoyrq3v08UJ5PmPjRn3mcsfxbgqohV1xIrX8s4Oc+g1tk4ju8xv6op+IJjAMw2uycNku6fjPUNbynqb79m2ejGynxap9VC33F+nm/S6YJYfaoQRyt5r1xffXK2eXC51PIYmEtc2XpgV32U0l+f0mn6Mc6Jp6zTuuGd3/SW6+y55S/fW1MBed+D8pxaxXvle66pJDeLJKdRw2AuFpGVTCv/LOqH9hgj5dhRocvqkFQVDWvi0gqnPNlIq85LrlRNjMuiBBMrsWntUMKRansIdZ624KZt0el13QNml2QvseYRqs0Vn+UA1/2/7VeDKkYaWx0N5NjH8rC/6/6UUXIxnACR+DhkdZNA8CTvZDZbNVWna/qElAixsULTV4wqFbIxlgDiLBKdkxZT/Wr6bgl+TpJ1zMmaZpi0inOTQ5O/1bEtpwVUs/ZQk2/DQGg3MqoGefM8qNZPwL5DJg+VtWnBGUQRnoENHdAhwHnGzkVckEegHsfkcNUxbqaA+5TwZsqY2OOeGWPukV1Aog4gdXzBEBuwIkGEgi+Ceqhp6i91LNJNAASRhlV6Wq62tHW5Zv1ie6CB3J9heqzaz9l7l8+uPffYOfOue/p7nwcfOL1Lv66l1raqfdfuledmZepORFgpgysOUzD2GHY8d9brXaztWMv6tuYyzxmljx5cLeHEucZRu/nYgfckDsa7E5APTa/nEHsrL2v+DeFn32uVfQBg4RHgYEDk0frSw3U4maZndXWMQGo5E+cJ6LVy1vJsiy2Xmn4Ueq0iLOMEfoJUP016GsB62sa59vup5bffa8+cu/Ze6/t9U7vYmt+zvZLFZsjNAFYhNWtWBd+croWyhzSoqpxriwqRSiiYbM+phG3dmed6/0TiKKI6hVBqEHXdCgbiZpuw+2f2DMz3IS4r3bYEI+YlX/uvSlB4JZc2P4WcTTWM7DczcSPy57S7ASi73qjf2ceMwUtuGa6R/FgJ4lyE4ZHhtT6ZRe1PwFWDZQwwNYCrDBGqDVOGAEgmAnmx0SO/Qh5oJguYegKsZr3n6tgXcGV1yCyfxEDOmCWq2/hMcmP5uAq4ZkNXrjW10HcImKsROkIzKLNPJg9QaEAqA0ggjgiI6FTF74UfQK7DhA5/uttiYo9vhxE3k8fro8fvbu9wTB7fxQF3eYPJbXF0F2B4ZN8hkwOpDZw02urgxJ4PQPFoQgZ4qcyHuY1bnUEt/Jpfq/OjZXB+TAT+o8nG7LHHFgyz554Tp/k1NEZTxpPOg5Vt5WMDVpLO73+t+uGHUqksTB8wQDab9fuEfq32nWVdPrEe5wBW+/qqHdo7MkFYZpgAACAASURBVCI+enBVE82+gPkhf44QewqX4kOltXwfGvg5iTA7FeZ5PLMebRXaw6ng7kIgPjPjtk6F4Ho4E1r9Q4++k43lIfiMWv8Z7GxoLluW3NZLCbTVxp6cxn90qV0XP+UmbgS81Olph9vqetbvgi3e87A8997aJgucr/tsPq48/6OmsgDW23+iKb7sxJX31g79hwmBxYG8tvAryqq3ScfwTK4zoHV6GbN2L4o5dyZUwpsa7urpvn0ydkUMgNLnRqoaQWDlV/K3aTZVut6TeIdzjuGduPr2jiECDCGwgxfvjkQQn+lK2IkGJGPTCTibSM3ByaEP4uGxc0AgcfpA7EQtzRFcdsgZcCSwrAsOwTv0waHzpI73VP3N0enUaICZbLmmeDjrPbmiBDC1HWCSGn2kML0sh8XhdQLYWsRqf2NZJ/m1VIwgfZ6a92oepPcagNVMWLZKUyWynAJisZvKcIiAi4iccfAA54wcEm5DwMZlDJhAyeEIB0aHTBkTU5FD1gpXP4zSBwS1nqstJZl1ourHhdisTHZjGp25Zp2lDzxEE318xP/T0mN03lKy8phqWN371wFWm+9D+f3YqW6N63s48MC5WYmpRWaPlHm6DZ+UuZaaXquFNdwfouXOX/96F6nVQ2OynAftuBsz8DnpZwSuFukpjIKGS7p2r6Lmd0stOfEu2fwYS+8hWm4GsD5kmaekDyq3+/xbwHKBtHWb1/MRMvzkgbV+eJ454h9H+njOxY+mIj9K+ulbtzxEAeInSKSfkuzkfEYjC5bWQ4mMcAUKASsewHL7xmnRK1VhlYqz5bV84Vw9Z2Lt+aFvTKgH3zWqqnwZmBLCl4rdV5UniHQKgCMEdmB1870L4g7fI2AKGSkyNj6r4E5aFbxHH8Trl3PiYj8xECFCnsMuI2ZGjIyYpNRA8nwwAAdGhJPvHBBZPDxGDarlFVAFT9gEBVcUQGD8ftetYCtWT4pnxqglTAyziFtBFBfsDA3roRJVdelPeTEetmNThbFwAiJbjc5CllEt35xeU3O+mEAI5pCDUJ1ZNKqCRKQSI/GAKsMvZRZ33kTwTsITBJfhXQQjYcsRmQgb7zEQ4d51+FXYYMgBX42E2zjiTRzw9ThhZIebLPciBcTcax3MXbuH2MLpb1LJsHoWZJtrLtc5WRorfXH2Wo1ghzqTbQh/+t3s0XSWYSrXl/GvnpJ+Cq2En0VfP5LeVftrtnczA1Ql1y1vg5pH2u/66vtL/9YkcktTo4fMFNbSzxdcrdDua2vicaT6fgup4oLnDu5DJ/n7p3lfnLbxea2ebb04RTLL55/Tr2v9QIvvWki5siLeXdbFGKIFVP39w1af0h9tMvnLeXbJ2R3mOetglslabufXuikttadkObgK0LJD7KGcKiPm0bou68zzv1u7LWqumV2X2bysMWJaSQAZh3e5NTatIDLinkDMhSBnAME7uExgz3DkEFUKUqQMIAQnEiUignce5BwygARCzkDnNSBxZMQkL5rMw5NIsBiEpJKXxE7im2WJ5cUQDGEBhHt1UidCMi5lr3RE7afZ7YYaMmBVfp+eGwZoC/GCdcK2lEE1f5N28qIOJ2AcZ6ZwMxetbrOz3CRcitqq0mcFYc7VWHC+xPdJAAPeEXYgbLuMjXcYcgaow2VghIFxSIRjdjhmlDAmic0FPKE4tMgCpmoQEnFZYr9lPjJOHFoARXIxvwZ9x563hVcJyHPEah2nlZX6EYCEp0qM1p57CFg9BWy9jzbUc4HBo2CiiirnW2Hz3qpNmT3X/H4ondRh4VRotr+eSP+avn9yGY/bWD2ez/kxWs6HpWCG6PxZu5Z+vuDqJNmUaA625divqqGtp/dBwk9bZD/VZrQCjLi9bv24+PtMk1abuoaNVh9aLuP697z7lyh6nsuyuJlWYHnl76Pc6lP6Y0nLFdmm2SpSilUCsDLguF4rBKK989CB85z9qV3L9YAV73ZGjDoY3JoBLGpWr3EKiVAils/qwsqxRvkuhvqFSKzPl3+ZgFyJYgBFYMbJrK4ychInAtkchDOD1Q7IlLIyLBgpwHAlz3JeaFBQcA2E6zgX2YAISQhwHpkYnhgxi1v1qMCL9EFPhM6LG3BTD2SQOOcBsE0iwUpZzZWYpVyucXVF0iT9kvQ3M2ARd1ypE+DV3sE7eWHrlxZ6WJ8q7TC1YGp10oqUKiee1Rc8d5TffuZ5nx7sRCgOR06qSc2Y0JlPGRhX/iblpIv9GgHsAR278oHF3qz2dAAVqTEB6DBhB4fOefyiD7hixkXvsN0xhsz4bEy4T4ybCLyeCIkJQ05IcGDyYBdklDSgnQiyzOMga/tYy23AFlUIVAn/pZMLAOYwhrDIo87DJd1U3Yusp6cS5x8yLZ1RPE2acQK93yk9xRykoWxge8sMcNAqZD2bHmtfC671hTKWbf3WmSdY7ZJz71QmxZL2rloLbZ3Xat1uFSf5Nn/LiPGsnk9R9ZuXdGpWciK5avYG+1uk3GeLOkl/ROCqpofXFC++H8rngYx0JZwzcvtJDd6bxNxOpIemNa88Q490UyXUTu6scgpOy6eVvwq5tdq19cilxae9vXZQn6v/p/RxpnflUv1RpzN9UlcvAyX4qgAs+Y2GlqDCrCYFXQ+zHtaOPrvOK79RQVUBOwSCg8Q3YiVLy+l4Suwu22fnqXkLZCOiqACtNsC8EYzUeJYQhw0AmMBO8soGrLjWhaEuznMGayB4ozdcaRuU678k0vUAVuJa6F+Bb44AD0J2ApwyM3oGEgtHNvdciGEiKcs5GZ/gSbzclaHUIMcVO4OZkVMSFTuoD8ACvACzAGPM+5kAgDMsLK852bgIFRTOB2N1iLT/bLib34tBlH6VWFY1tlXN2mC1qfZJ1vN+nkmzrDztl/kRVt8rXgKdSIgq8Ifc08C+VhPH4rq+NkSs0Sq4soD2ubH/JsU98n7HGYEyGB67rUdyjIPz+BMn4OqrQ8RdJHx5z6A7xpgINzFgzITsOmTOYDiZ96TzXeNlkc01cCFsS5zmmRqr9dva2uJKy8zpcDCotMs8Mp9NzWa9fmb//Dby56qbPSy9sj5o5noLAlkZUc+gG59EYzZSrLUDlfTe7CrVvbyVZK5J+k7ttXT/KnHkWnquyaupnsmFmyzOngOSh75rc/LsEJ1zujGnCGnZHppLrey3c40t5BPSzxtczc9zrM3N2rcfeIE/AzstdTc/ZKp5nptEWNxfAiZDIlRun+hh81rfNZ3Pzd/Lub7k4LTjtcxzMZblt9E9OE1tHoX3MwNYuqGh+dsOn0fGo90Ea71+ykPi+XP45wxQHgIRf8j03HX7fuv8kcEyakdOxQKKCnHHjTpTmb92kNszmBGlrccwrlmv1KWcnkqMzQmGlktJiwBPRDBTEVFFU3BjHuqMYK0gSCCfHWcOJasZUGRmIGeJ/QQ9AMqcr3YpGQTOCTk5JEcAOinTJEvFKxvUnsfAaS4tJwhh7TV/096qxAEByC29ilYiYx75MkRawETIBGQmhXjzA94ZDgDgvaucWx3IZDCLVfrGhBwhKl8qvWQGsmidFYmXdWGZHOWK7ZBc+vGxZIqfM1Blc+RkKjeVaFChtYe1f0qfVaqsEDzzMrSfF2Ux6jNLTvSMK01ofutnbc7PCC3LWud+6T47+6oqViEgIetB5gujd4ytT3COcd0xAhGOPWG/IRyT2KQNyWGAfEQomVH8qLFKm5zKU7ODxc1q623EJ8PO0MVZrxPVpFSFkjAiuOlLOzLbNpU3jFg+S4vQ6s/3S1qDB/bacyp+Mykc17xO82+BRfv80/Ov1/QPavbLWUtOE5XnT8t7LuirZdu0r5QTzZ5rx5Dn7zfPnXUEUtYnzZaY0GMVWFH7fAFWtX7nUj1xnt4Hc6lrU+z8oXX6crY3PFK5RfoowVWrvlIn1yOEZTPQzyVuaPbrFKUv01M80KxX8UzdnrxQqPngFCS1LaFTz7bz921zUiIHLJywkocZhFomkn87z9Ashod7/LH2nd5fLrQ2FqWBqNZE3hUA1ubljPyoHE2tbFmg3G6wa5vlI1X/g6bnn0w/V2D1x5yWXDFL5RA+O2Y8+2VhcUx1qaxuAx2chdZfSDjaA42bBd2qzi6O0+aKeVSb18w5Ie6dQ1lzBKH5PAiUCcwOxA6JGOg8siNEZiRisCMEVjU8ApC0XerkwLFIYlxWOpJZ1aEYOWeknEVykxOg9iQzlRg2xwkZ3ntstxt453HR99h0HZxzCF0AkYNz4myDAATdKwI5jStFCOQqkaDqiKdqQO3f1tco3+x1NF1VLYTXPVc9A5Jz4hLdKBRSEKbgI5u0oiJN5JSkrSkDOYEzEBMXJxY5yfuJxb6LUwvOBBhm7Us+PUAaaqnZW5yCWEOcLXixvZVZ3a0LGCYt1zZYk1IxgKzqkauAyOZeA7YqPOQaJqp5lxSYUls/A9POV7TvfG2k5puheThf39XSkK3fpE+NCJ+dsk5YBCAnRXnAuQl92INBeBk8EhP+/KLDf3Dd4z4SfnfnsZ8IXx87fH3sMaLDLXtR7yQH1oDPLussc40Uzo5tc1NPMpeZACcrcdZ3OTf7ANs8lk8hYMumMT8MW5K1yB7+QOdNy2R45zxOgJW18YQFgac0rDAJuAUllXCpv+Q6U2VgzwCQ5WOgdqX0x6RqrmUuaL6z33qvfQ7NvdL6RR+vnVvtu6adXa/ZQyzbNebzplKbD6tFzuqE86N0+gahLopmJOikMitZNGvF/n5G+ijBFYCVA+tMwxo0/miWD3bkaTlrk3d9QZ/P+BzqfzCL1dnyQOVb4KE7XF3oqKf6LJ86Xbn5+0TM+sj+dU6l6MFRMa4N1bq1AY+XY0rL91CJyVlZbM+0EKuQeQvStG6lP+558OOX8Pc9LY1ln/ve8t3H8nuMgbO8f+4QPKu7/pRE0DhNQGUNVosqA1hGwIok5vxyXmctYDZ1abGyAFrsqRWaiQqbrjxnKm5CbMITsnNwzOJJIWsA1BlRrQb7ukpbghWsAEwBU6aEzBHMGSnJt6NaB85KAMeElBKC9yAIyArI8EhwzoOQhMHkPJza6QhBok4LiODZITh1L8BNGxc9UPeduic3f1QQYOpo4rJPHvMCuMg7OO8LmDDQmnXHFUmYbXosQDo7UbVLCcgOKTN8FHDlYkJyGTlnUJI5mgFw1t+ZSq0fWkrUtqnQUNSMHVUiraWYGFK3Yh/GpU3SJ9VJRZvP7KP3ytHRHg5WO60gLT5wKv0rB4fMMzIvhpiXUbqgBWq0bFD1eEgyKRZjrXk6UmeJDOckEDGIsCWRPm0csAuE+8lhmDJ2jnCIhBvngExwnOGQRVppUjLWQMMZs/5hgtoYAgQHkYnWdTRP7fm/OFGpEvFz6VaVapGCMkVm9bfdW4zOHzIt9+FzJ3EFKqe1XHPAsLTveigtNUdkbpd/ZnUq9W1fULD1LgBrxsSzT7uOmufK72YnIyt/Jd+1a2zvN9O/7BXagJYKW8ZLrED+fFrW6SF19rr2W/qyEp8lmzNdWPoL621+LH284OqZqfBWPhoVrj9g+lDNXOuv9T3nw6UPVfdm9ymc+qrXpyDzA5X1rPT3ZA5+SrP0EEB7t32JTw4m45uY3RSB1e5IDumUxXYmpaQqeQzyWQlFdQ1nHg4MkAGF6y2Hof6nh5RzdOLmuKocVimIZ4bPQrgHT+DskJ1H8hDVPAJy8kijQwoRnDKyxgZCACi6In0Twl9AE1MC+wRGxpQG5JRwnO5xP94i5YjDcIeYIrxzokrXkAvTOGGaJnjnsOl7eB/w6volri4u4Z1H8J16f/MSqBeEAI/OB3xx/Rk2mx1677ANAY4cQlAbMmrH1DiitQ+d2sbMJScq5Qge8A7kHdCJC24KrlyjEGaAy6SVgNDPc11J7T+GSq1EOqXCLKSYkJK4Yk85icpgzAJQWSSA0HmTc8bn//ZlVZes0xBm61aJk5aKsvlpxDaXOVbXQtElKMRUBTIK1AzQFHXNOfAxatG2dfuQASuVCJJTqROhGKQTNdJCe66B75XmIh0uXVtaUSOLWSVXJnbLqNgqQTz8sQUCJqfxitV/Yxk2yW3HEwIN2HkHXHQ4JofrLuGLbcI+TfhyYBySx03scZc6JHhMCCINVtcaoharHgDNlXxTb1DCDEAxCbOjAUXVLYcpu7oKsKxvaE5vtXvdx0xzPQSs2u8lDcm2NlD38zUNpTVpTqtS2NakTmU6ee8E0Bmj4om07QlTYfn8EsCdvC91bNv7ULnGkG+BmyzDCuarFkH5Z17f5vdzmKRrzP3T5lHTJsLCmnO9LrqHtH3oXKvZ9Xj6owFXj02Y+aOLwcAnEvgkrSyC577+h+xTqy6XT7MJ/gHr8Sn9HNPzZ8iHICKefogY6WgcaLlWycEKgmreGTmp04icQInlsEhCRDjPSoihCD5geWUW4l/b6ai6nXaO4FV9bX5ec/Mt0pXE4paaI4mGoncKoByyEylGCoQ0kYCrAHF9F6iAq8wJzBljmgQYICJiROKIadoj5hFv71/jh7tvMU4DbvbfY5gGdCGg8x5EEiQXIAzHI4ZhkNhEoUPwHr/64tf4/MXncOQRXAciAVSOHAI8egRsug0+2/QI2w02nnDVBzjy6EMH36gISqfUjjTQ5ZwCMJVQiZRKf3cBFLyAq00nh3ofAK/X+iBzLZj6GkTaZyCr/cgA1G9V8+Ms1HBK4hGRmZH0O0dxgJEVUDEDKYt064tfvFIJ3mImGh43V4MGrBrCavaCSg6LFLWRWM14XgWgNQThDFRBGQPydy55NHt8S1Saup+qBda6CtiRawa0jHCiWVVmH6AyOLhRo7T+ACEbc4MquDIw50iCPjskkNnFaQ9YRLEcHF6EDRI8fjlF/FlMeDs5XN9OuJscfnfowanHyB1GXCDBw+l/DAKyFwmgcEmqOr1xTggVhRIB7MCoUjuz05PfVc1LwHQjnSjZzO1vPnaABSwlT6f3ztlSnXtuVUVultr7XK6de+9Eo8FyeLSces8YYA+OxaM08xowPC1rpjbXAiX95yQLI9bIWBoLfYgnAKx6Cq4BrFPqszJP7ORcB40tKG37sLTzGVP7owdXdsBXjpFcbciI9fdWZsXDtlJN/qsdeAYuPHMfWeVkN3WYHRQ8f+DcROfmhXLw1btNCfXgYKtL82zp61mlHmnP7AHldz3SJ08FXk967h0B9Y+RnnqwnFNBe6o62fvV0fL+4Fk/q/z3zwhnJ8ejG/NJ40832w+VnrIPrR3SyyQ0Nc32QKiRfJEulQwhkgjzyDZCnD6IizyQI7FdIomXlFp6HKSMdpWShFwcTIirPJ5tlpVWM+JNiEVicwVuTxlYAywmD9DQeJSReQJzQs4DOE9IKWKKI3JOOE4HxDSCKSG7iMwJ++EWUxxxd3yL+2GPGEdMaULmhCll5CySCjfJ+TFNE2KaQHDInBGTx93hDt57EHkEJzZXBq48E0L22HQ9ri8ukTjharNDilcIPuBqc4HOd3oQy+HrG0lWI6Rq/m5U1BwVwAXvRLJiv718y3UCQhOQSgZdpQ6oHxv8MpiEEm2XASSCywJanQIpjh7Z1CbVZ7tJrkIfsFxk1A4aNcpm1HKHUeuAxrZqBqxqbVklJtycPTPbICuz3mxWq9ZBCcUiSVRgZaCK275ffOYgrraDiGfAyua1OPxozz46+RSplQIrseFrJBZqy0xcwh1LmZzhSDyQbMjhwhHYO7zqCb3zOLJHpoRDJlAcMbFDYo/MDqI4qEwTmB2cswWGTI3jGQO2bK5UCGajTGQACwK2UAne8q1jsjy3ls+1iRfb7IdiUD2Wz3npi0hggfX6PjV/y3Pt7G73Ob0z+/uc1Ko8SS0seP9U2tMAq7U2Luv7GF1S6Jh55euePyM8uNDzJ3mVx9bH46Scst/JP9Kstl3tyysnfXN/KfFbSv5mTLQnpI8WXDnn1PWhpJnoEKeNbJ/7cQjpD7MRrC70lYNx9lwhJJ++zFbLat+eLeLm4EL70MlUfDwtsnrokYfSUwGYZPjIk+WQx/xU/wjSc7h+zxDOnk2Pv/+snn9GHspjojWA9Q5lnnn8Q679H28vqWm5Tlsj/1IPEDoibKmCKCYgOwY7UQW0NZyi5BEjI+YkQWdHcSjWdR6hC+K8IXTFxonb8wkE5zycT2BHcL0X842ORV2Ns7rqJhSGd8MSMs6+QxbONxOygjqhis0VeAY7dXnuMlIaMcS3iHHEMNxgHPc4DPd48/YHTHHC/vgWw3SE6xxC75E54W7/FsM0YIoThmkEiEXa44BhmhCniJwzpnFEzozgPUJRA5N+vY8HfPXmGwVIopYXKMCTA0cGjwmd7/DVm6/w8vIFXl29xK8//yV2/QZ/9urXuNpeIHhRHfTO43K7Q3BevR+KKlhQAl1UKgnwBAok0sHgRCoVHKhzAp46J2AqOKBXgNALWGAx/pKu1G84NHZEMpIWBkknFQDA85yhxgx1eKJAwW7pcxef7USgM5uMqmpnruGV6ODlc1qAOREBq2Qs55msqUivyuFEVVVPywIwA15lG2/OKVJw67yX/lKwWgEGinqePS+T11eAhQqMBQyzxvwCHJkvR0aVCFozxSk7wQEUpAznAZI6kBfQTkrPEDIoi5t70hhoRcoFQsgHMAjXNGDrPSYf8KK/xMAB/2Bi/BAZt+OI390ecIiEH4aAu1HUBI/okeGR/RZMvUiI4UEAkqqiSm0V7CLLmiSRWkn/68nPGk/LAAEwk2C9U/qQXL0HmeW8SgPp3eb1XAjy54C9teef+r4xYpbvLM//Ndp3mc6dTw/REu07OefVuqz9vbx3Nn9UFxJVzc76Wx2nqcqgOdRArvvBQ+Wf9FdhEyzb1wJm1mmtkihU8q9V+WslVu13+8xz5u/HCa4WqH4OPuvBuCTKZPE/zmmYi7KXYOfd6/uh0xrCfqh+D+wjT0vl/LJjhJ/2Pp2MwjMKfbw+s/SuWfOZ3z9Ses5G/XTu2PPq8G5g7EeazA/m+wEYF+/5fsvNtPo89YB617QGrM6psYqnOiPO5J+kRDWRWF0YbSQOwCSWUAYQmeUaC3HkHAPsQBZ8tFRAvihIXuwJOQkgYM5CTJIBJbPvkheNEy9/NfZhbDvCXLpGs6czco6Y0hExjTjGPcZ4i/txj9vja4zTiNvDDY7TAaHz6LPE/7k9vMUwDEicEVMCOYeOxPNfygljnJBTwjAMyDmj7zqg66yzAQATRwFkRHBKaAcX4MkjTwnpGBFcwLbrME4jEif0fcCw2eHF7hJEQBcC+tCh8wEb7pR49aVDieYuiGdSGaPxC1itoLWwfYsITLGBF7BBBrLszG+mKjV9DxjhrHeKEyGrIp2cHcwM3/lTNqaBD22DikEU8Nd1g8WnVQlsR77ld9X8Mcu7nPZ6Xs+AVSMZEDCmYNTUL2HAramvjULpf/sb5bp8rIjWJZKBEuundkYTbPCkf1zzWe4jXAfAJMG2rvR2IHF+EcCAS5hAiC6DQkZHjLsjoyfCcWJMJGqGEzsQMhL3gAEn5uIN0AEi3aoLU8s0qRVK+6iRdFVRFoqUEM+QWpX2L5iJ9t67pLaEd87jkbN3KVl631Tn1Dzfc/WY0b4LYPGUtMz3cWbuOqPzXNtneT/4jkiCm78WD0sGzwW4y7l3NlmzWvK0GYtzn9a++I9CclUOIP22/nblmt1vN0C5ZgTKUqx3UsaZibw2+R9NbKj7tIyHxL5/8NRSZkDZROf+An/eSTjxD3Gt/v6kD8kkfGbJD9/9EdaB7ZmP5f34uv5xO+2cQfTMZulkIwH8pkN/tZ0dSt5nZA0yS0o8USLkTHBDRDpOiDljP0ZMOYMmqLcyh66DuPnWPbTQnRD8ETqPwA4bD3gm+EzwBrIaD5+ynWTMQjYY7Va+rUEJjISMhDEfkFLE3eEH7PdvcH9/i2+/+S3G6YgY75HzEcfhgJv9DWKacHe4FcmVc/D3DjlnHO4PiFMEo3GZHcTOKudU7IsYopaVUsYxjZgd7eZZQAlzkEjuiAg5ZsRxEocUbxk/HG/w/eE1vrv7Dn3X4zff/B223QYX/RaX2wtcbC/wF3/657i6uMDV5hJXmwt48tiih3eMAMDLcMJPUMchVDw7iudAdUjhWfQ1WZ9jFolVMNfeSsirbRwX26gzHLalay5ACWS53wZgLtmsLAUyJFUAC+pn9j6rZ0CVVuVWcmW1bLg/RNUtfaPO50y62tSgeRuASAJMzdIHGbviqIGqc4yZrVVFtaiAStaDM8KKMqpRvgGhDJNcQb1FMsmoMjl1XuIAF5pgxQK4MqrXvaxD4tAOTS7PiRqfQ0YAk4cjRkDGCz8gUMILAq6IMCTCr3fAm5FwN0347pgxZsJNZBxSQMw9RhdFKlb6BCpp1D7RMZW9s9JUvLg2t/JUxswD4GR2fQHOPgxQmRPCD6mRza+dgpvnSq6eV8/l9yld+OD79lk8dxbInklPsSVrmQqP1W21z2xLOHmtIpoZnV3q0T4zL2MNqNf9W5zIGAVbYy9SecCYQQVUkqwvAtDaVbWSqrUxeu78+CjBVbvYC8gimnUZWMWrmD8HnBIuj5YFYNWzyVMSA8tz6ZyY1a79tET/xwqhzpzmz86GF39yvbTa7R+o3E/pWemp6+BDqEK2Zf6U6Rywmj8DLCcqgRA2HfqLbXsRyWdkk4oQZCNKTsCVmyS20ZRxnyOGSVRAchZu+KYnOO80UC3NaNsNRA2xY4YPUhhnIy4BIwJLPdnAlXLejRrmql9QdNBInFJMPIgzisMPeP32a9ze/oC/++rfYBgOcBRBlDDGEffq/e9+2GOcxgIGODPGY0SOWYhi74tqFQpxLOPtlYCOMYNzartQwCLUtXsTA4mcQ0oJ0zgBBIw8IviAzV2Hr95u4clh63t45/9/8t6sSZIcSRP7FICZe0ReVd3Vx8zIcEUosw8UUvj//wApsk/kE1d2uDPThScuwgAAIABJREFUR115R4SfZjiUD6oKwMw9IjOrq3trhiYS4e52wHAoFPrpBby4eY6vnr3Eq+cvwRuHr9NX+OZFAULA4ALIecmcaGsNazK3QiDKdeDZdYJ/4bbhrgGn4ATYEss5B5gDTsVJWM+XJTSpFUB3c88C2U6T4Y7Vs6jA51FgZcPduQXWT27WquUOIVTHrX7vXDgbDUkllu5Dru4J5r3XfbdaavhaziJpRfuT/6ZoEHfOJoDb23tgpW6BFttkHQPXJbBwEJdDdcLTIbV5ShoLJ7ZBBjHrSDIYSstwKPBgOHHFRcEzH3HjEkogfDMSMjv86ibgLhZ8PDNGjjglksQwJWBGlHlPDuw9WDMmMhuAFTdG5lL739zkxMbltAc0foW7LtH+/fx44UZofynAsrHqhd61Rex6PVod+ufW9/3ca8U1YPXZivceTKzq9zkA61Pr7KX159NA4qLPCFXx0mBNU4K0c5fACnqOF2zp031D9cVCkK2MHlhd1peYqiK2t1A9BqDqc48xu0eOXyi40skD4+ErYlwIXLQYvLrAk5XSX3xswrdr/WAA15E9L6mgMp9FHVff69t6s+yV2lzUdLX2daufuFVUl4IrRNGdXjwvUgWuOGUsCd6uVqVT638ro/mW2MT6lMC8spNx37r+WeofuXIdbTFetWCRFGTRoj6rVJMxrvXDlxyfpJHVtaeur8329syn3tmX/7c9Hn/fY3Wp7eo58aNlXL7tsZGqa/9nLAyP1enzj6dqcnmY77cJnXX+GVhgSUCR41zT/vavct7DW+Y4fbfzDCYVihxEaMsOhQUYbfIA+IwwByQklKjJChhALrIxrwrRjkg3OCXBSUUsKQX217bT0RY1vnSNWSmPlhTfCbkUnE4HHI8HxDTjcPyIGGd8vHuNh907iZ+aj4hxApAAZMQsqdNzzpJGPCmAYwjY47bg2fCJC5T64quA7CpoWYJXMRJytRqZ9cYsF5aNDgykLJkPPTmknFDIiYKPnMSoaXzP649vcYoTzucJh+MRmzDiq5sXGMKAZ+MWt8MGwXtA3RedJzjdk8ilAnYESqXLFuzE3OWK1t2JqlZT68Nr+myTMWrf92vUNYp8xMXlkXWvjjr33NV4eBOq6nJgwEqVW2216cCVlUG0nOcLvm6fmgp7wcOp3ivugK4BKB37QuYe2ICbjLPFXzQe1HCdJrLooJOQAcFSnUv9NSPgqg1sY+G6taXSp66RXIeq1kVTXKBm72OASM46lu0H+sx+njzABVuf8RwZXAjTM8I5S7zeTSQcM+MuJ2QmTMjIxenGxr5VlDQOBurySxYFJjGWRljSFktTQ3UD854VLte2peRi0q/1eeddeHHQE7+ePvsp/m+Werq49y8FWMILe7kGlQ6NT9oUXZoDbN16utwLSYatv/F4ZzxRWVqNTb92Cpju+6bWRH+vZa8253qZmjr5cFEELZ6UtrjrAP0qWKZe7l8C5h5gCf+37/KoIwLhMq6qjdMSuFfDzhf28S8SXBF0sYdpkS4JFguEeglAbAJd9Add3n0ps1+fcNd8i02ruLacPXY45xaa68WdxnxsEehruqDjjnnpTetIDar/efEcK7NmYuP0dQGp5NoXVV9lC+iaJTzS1kcmfOuaay+5YDd9BVZta4wKoN4pCc1D/nI/g76fzIefOoHrb3V8LsD693G0kahnPrHA9R9f/rZuDK+X/DMdj5XW0+un6aYG77MG98sPeVa1+rlkzOczzucz0jxfVCPcjBhf3mqSBFsligAJAlTWR2Ivwt/NgLT1OM8JRzD47JGOEXOcwQyUuWuDJV4IDs4Rbl1BdMCNA7YqiGaSbGQEYQUS/8PdULplhZ1mKuSMKe2R0ozX77/F69ff4Twd8fHuNeb5jNNph/P5gHk+Y7+/R84JJWeUkpFLRkwRhYvEO+UsILTIDPcU4J0CvyL9XCpoFR7rnIMfx7qhsHW9uDcCto8WsWZjVKHVeY+SG0CYeUYEoUCSZhARTjwBAA7xhLvTAza7DXbzETebLZ5vn+H55jme3dziH377d7jd3uD3X32DX7/8Gjd+wNfjcwzOY8BG7BRFhF0iAiWItcU7IEASVyRN1jE4IAVZdzYO8EUSYQSyTAUme18h45Za+6cfjMJF3DC50wYLkgCrKyMnSP9Vmtc0Frq8mP1wUc267hk/kcYIAK4l1Ced3u90s2WxYJlbIGCAx3m11nTBbMQaG9WxogqsnMwpxwVO6cO8dS1Bi9iRDFx5SDIMV2O92OZHB66Kgk6Rb6w3DVjZ4PW9wnCcxC0PWUGctNNBYiY9HH7lIl4xMN8M+P2rG8Ti8PYcsIse708F3z4ccM7A+4lwzITMARGjWnnFUtbHh7Ez5YSALnGr1BqRIiKolRimoKl2WTQm0Y0rIFl1KnBbi8U9IVyQ3NWjrTqXpayXn+VS2wTvizI/oRzvgfLFu3p5s1MOVNqqlO1qiItJgZdpGVblU/8DYn1xHWK3/mbWOb6q+5of9EIUaLETQVUOXGl+NXTU1lg/UZtEi6OAuagCzzX5m3lRPpl78xWvjn4c+hiout8f9/d1/W5tU55iMcZOlTB0Zc/GHjSaks1AWK+k+5zjFwmu7LhoSKfm6K0/9ZuMzgXDbAe3cuqpx1ebNbBam2I/57nF23twJidaGzpgdY3hXE68BjqW8EMIibtf+uXybrpkFNaHrcBHBMjFBLB36RtZmfBnHb2QtwZZl8AKqztanZdQ77Pe3j33cx6fn6Di8Xv+1gDr53jX55ZBV75dPa6uvHqSustV6fJEf35WzZZHK27JB5Zz4vKd16Bfnx0NKtQDAOueQiUlxHnGPM3IOa1rAucdwhgW4IpcgcUMGbhy7FFAGLlgUwLYAeMmIDJjihkuOBRmiXWvNVRxR4XIzIwMrl5pprCoQpatpfreKkAwauC88LcC5oyYJgFS5z12h484n4942H3APJ8xTUfM8wkpRaQkACoruCqlyHcWd8ZqCSk6Bl4HidHczZi7P+njYpZCbtdN0G3JF1TZwU146Me86AouoE+EBUtdXpiRS0Fmxv1hh/M8YZojzuOE03zG9naLc5qw3WwwjiNy2OAGA4oPQPDg7OBZhA+xspRKOkyalMBLKgJyBCSWthdd83SjJVqaFtHWxLZWXbdXfencb3OwltnhiIonOs8G87DQbm8lPSrI9cKnWYp4edkEoSuaZrmnE/ioPgRUUGjCoarj6qf+cbNcMaxN1OaD/tXJYO+s1Zd+qsKiNZ565tUa1AUmdK3XOrC2twqNqDUYqCBQQXAFgcTuGwGEAKTCuB8LQmIcEiEzYQYhc9Y5U7qKGO2ZDMLKGVA/K8cwOcHkCra2c7VmSVObq1mTz6h2gzStjWs712jgqeMKi0Yb1+tLgyne2+8V3aBdX6xpvXJ/XY9r9y9ro7TVPluf9t+vPWzWPqqn2v5jWnaXPn9dwQ7n1c/+tjXpLohzlS2ytaRvd1836l5vMLq9oI7Jqk5XWYCVspKFqoxMymMqqL3mctmfkzOWrbH/62Xzvoyl5erL+OQvF1wxy6LRA8ueKWPpXrfUHjwmYhMWY6+nLu65clx1JXqq/p8oY8EUusG8Kk/Cpt/6vb141HMPNPB3AXSWSSz6evWTcKk9oPZnq8zq/Ys1BUtXyUV1LxvWldlP6OvHel5WoHrRQtSF/XodCE279ihr+//F8Yu1kj222lBben9uYPx0Jagx9C94exX2NaAfzOAsm+NO5zMmtVi9ff0Gh8MB9x/vFs87Ap6/3OKb370QRq9qb+cY5sJk01P2uiG8jAmvzlvMMeP5iw1OU8LuMOFhPyGXgill5MJIBUhFgEKMGQxgCABRAVRrXfe4coALhLBx8B4YBwfv1YKhcnTOsintNE04xyOOxz3+8Kd/xm5/h9evv8WbN98ixgmH450AqjgjqetfnGcU5qpFLUWyALYkHxIL472OC2ksSxFww7BMaEDhglzE9ZGnuSqvehC24A9cJC02EVLJcD4hpYScSuMOBMxzAvNpIeQ6cvDOI/oELozgAwZ/j+Aki+CPH19jHEb89tWv8euXX+HF5hn+8avf4Xbc4ne//R2++uorbIcNXt08g3cewRVJBV8cCjLYObArQPEgyN5myFQ3FCbLTGjpxfvQIoauoWsJ6yceBNH4qqBU32Fgtdszi0sHamtP03LNs0A/i0+iBjIad+5eXusg8VUSaxXgxKdVyoPOEdsHzFLGa4yU0MLS1UduMYuoeb6o5YqWaxlXt0J109W6E/lqTaMK2qHKAFQxUz7daiS6FciITTX9sl1Zi60jpXTHEQySVP8az7j1hEIew7OCmQO+vnH41fMBpwT8cAB2M+P+XPDueEQsDvucETmgsEehoJsfD5C5JpseAwRHWce7JehgJ1Zyt6IvBtSqKX1FZK3vruMKvlyfo/7s8rAyVzderGXXl7bH73/yoNaKRSmVLNfC5fI+qqn+WywhumsXEl4nUy0UEFVeUuBLdro975Q/mfWlv97Lj5eyX4d669sb1F4oLvCUvKo9ojQDoLrnLTOayzwhnSt9WdfCImjRHvntSeEn2b0rq1VHK9InnSugWszQbxisN9bPHmBdaetjxy8YXLXPL9HiG/O6Lvg0c3S9/3ImX/UBXj6jboGPvOWTz9rb6NIYvC6zn8pyTSfIRSW5b4y+y5RLbXKZi4UVXufU4tlHWrXQSF0seavX9/azborSlf6tjWb0tV1wF14z40bqleeYSxD1bV0DrDVD7sb9eqv/3R58SRIXx18OrPoR/lsdbZb8lDn40963/v55AGuRudIsKKUg5wQuAq4O+x0O+z1+/PF77HZ77Pa7xfwmItzcDnj19W1NZECk2x11G52CIIHrAGIqeBE3iDFjs/U4Twm7w4j7/YBUCk7zjFQKpsSYkwCrw5GRs2nrxSpm+9DW9wZCGAVUjZuA4FWbrkJkmoGcC6Y5I8YTjqcH/PDmT/jw4R3ev/se799/j5wj5vkkVqAkWf1KYY2pAvzg4bxD5qKugLUjFNQs52wBI3OpI8GwWC9JRZ/LZTridmc3jOqymUuB92ZBK/VOIkLijJwFhDnnusxyGVGTYDjnqmBNIIR34lLy48uv8dXzl/jq9iUOv93j+c0zlNEBG4/nJeHZMAK+wBcGkwiuhYqCq04IIhIXwZhB7NQFDTJQdf8m5bX2+xHB79HjEUmC0IDV0g1HLZ3cQBXqR4uzqo2wPwVDNZnIYpzae3udWBV4vG/uOgasLO25ASpHatW1DmlCMKHhTgebRwznJJpKYpGa0Nc4jpXXpVrXGI4Gug1YlQauTKjT9bPT6bcVuu8bq6QqSpfx06oMgCbFIKmz9wSQF5DlgFc84KsXAedEuN0WPEwFr3cROZ5xzg5zhlixEIQ3kRcXRdK07YrZWxI26RMmiT0DtQQYstSqJaDjj3bd+qBfy21e9QNtcsKnBDHq+gbrch59hi6+r61W1+5tJx+bGk3Z8lhdjXddWlcugcxCpbCcFoujyUS8uMcpELKERXpHlZEWEhGtS+NFv8qV3lurl9AuAdZSHpTeamStc7I2XdxuhXlo/DCazN/L/teNEzLX3ZWxvDau0ieXlqtHLY8dqPqPY7nSY50N5Snzaz/C190f9NrFpSVpCAC4RM0XdZJfV8p//N2i1WFlSi24s79+3VjHlZhN48Cse6sT68RBnfyCVVaqAHBv5e2E755rd+0h2KY5S4bSxXxdTCQCWs/o1Ou7aF0le+Ni4bALrYdpcZrqM8aDC0u4rwCq0oGqJtQuV3it9LXz/0GOvz6wWh5f7sr4PwKY/dzHlbqvhXf7MIE/Z0znCTlF3N/d4eOHDzgcDvj44SMO+wOm8/niFW50GG6cghyq8qjTCWVLnDO+5AE4B+eBZ7OAIEcF3otF55wJmQvOUQBWjAXD6JATIyePkj02wSMEh+AdfHAYBo9h8NhsA4J3uNl6DIPT5AuakCPP4Byx23/Ed9//EQ+7j3j/7kfc3X/A8fiAnKMCptIURQBA4voI/V7dmp2rqcoB1cSqltFAK9k5bjFXRb+bkNjUUv2QUeUNywDxgnVOkTa0VmcGscR7Ca6R96VSOquF1K2wgysOx/kMd/JgAD8+vMPtfMT2/S0SZfz6+Ss8H0Zswwg/bOE9JMW3k7GkACBQt3mvjnkpEsCUBEhJP8jYs6OOr3VcdDVHe/5avz/GDyuft5glauyVG++tf+iVeQ04kFplLLNeE3C69dDWqQqCDSxpdkADVB2wovoOVwEWd+Ndi+b2pTZpIThTfTMvlglNONFnA3QBpHukVbNr3WHYte/UGrZYhqy7V2u1ueFW57zV4FDtE22qa4oRjwRiYEDBFiJgfz1KmJ5jhisep0wYj8AxFRxTwjEVZHaYmFFYkq7ABVlfoQoUJ+VL8ovcAH11Pa2iqNUaBsBUgwGzQF9mujPZbiWbPAayyCwjndD9mevPVYH9kwCLsMgq/US51w5eKKQvXQGXstTyWG5IYLTJMLLoCyFI4h2bUxbnX7QfC4tCqpc9ezxfgQqAhcBY36GSaL2v9WW1/EiLa1sqsKLuXf3TOo7XRno9Vs0tUAtxy/ev712PSU1iYff19V7Uv1agu36lgo8cv3hwde34PNPv0890V65+vzb51jFTFyBhgbLX19ob7Fm30g7Ud1DTaTXri+kIGqRhanqDAkCCU3Xhh4CNtURB1OYLL6ilUXzvliEuFFrpCta4L3I5WepKxYs2WCf07e97ZHmuMRLT71WdCnft57awm+Y6s8RoMIu7EFu9WYClM9cQ5Urcd9EvFGB9jgXqS4+/BFhdr4+M0E8DWE91/Jqxf0HRf4Xj87MKNpo3qxVnAVZxnrF7eMB0PuPbP3+Lb//8J5yOR7x58wbn0xkPDw/LoggYbz22vxqE9/RxTt0cp+7VJRfkRCi5YHSMlDLm6DDHgEIFiRIyCs5J/qaJ8fEuI87AYQ+cT4TgCNsgVqrtRkDV7e2AV6+2CMHh9jZgHJ1o5zVt+TTNmOcjXr/+V/xf//f/id3uAX/+87/ieNxBrN0CqkrJ8llBFME5WY6YTHAQly/rd2YREi0IWVwQC8iLBakwo8QkMWNckLiAQAiuxXlYFICVwSWpq+ZybK+Ns53LJTc+7xwYTsdYeI+NgcUZmcY67gsephM2xx0+ng/YDiM+nh/w27df4z/99u/xcrvBi+0t/LNXCH4r4xw8KDBoIxngBFTousEZnGXkuaiQC0lFTsEDwUtd3NMM5OoK+OjtJGCmy8wnYNT2s9JYHstut2CwBsgkdT5AnVtg99JOYKxrh46X85JshJyDG4ZmsdJEFuZzZGDLNhC2laguIrpG2qstsz2RzSyuLrEMwa8CtDwaqFL3OTe095uAaHtgLejIZmytTYUibF+ATqBVntr1Q69ArfuyedJ5AXiXAWTJLsgOHh4DTSie8Pz5gAyPw3OH3dcDjpHwxwfgYS54s5vx+iFhyg73aYu5BBS/RcFW66vjBbHasqaGB0iyL5oQa/ICiYDBVZbp+oUYl8k72ppU99WqZHuF53ZAe/38+vt6Xj+loO/PXUtg0CLuvvCgJufUka+As8lQC5Gw8nWuewWSAjz9gQqy2Hio9Lf3XhJIwBQgsgZYlJ2ErS7l1arb6Bq3qC8Y1W3Q7kUbd1clPlRCXbSr6c4a6KovFNBtbtu91Wo9JlYIub5A+9rGdj3ORgdeFTO1C+0eA1oXQydn3DXg9cTx7xJcPXb0hpqq+bwygT5HAKQF8LBzlxneeue3tZbDanKl9MUdCxKm9TWtjHHVZUtgRC/JsIwht7f05vla8iNN73GYzFu6cvsaWHXvq5S6qju0z7saA8v+XD96Db7Krd3KC0YppMIat8/SxVXYZ9d/VvZ6hK6TBF+ll08J2deu/3RA02l//6Jyftrz1wXNa2VcmvKvV0Du1UeaAHX1Rl6Ny09re33qyhz+9NEJNk/dtbqhGbCEhnLJSDEhxYjz6YTT6YTD4YDD/oDT+YTpPGGaJKnDRf0d4Lwyf1tTrswHk8scQ4RzJnHdYwLBw7kCJkJyjEIOLhW4xPCOMZ09Zs/IEeAkyeq8k/gq2UOIELxDCGKxGgaxbJWsCSKoIKUJ03TC8bTHbneH/X6HaTohzhOcJ3hvYfKd4OlsjyGzSOVuTlLX7y1+x/p0Dc2t3OU5KwwLBtRzxdVIqmBHFwvzIvZGx4CptaUavCqoRlVQxZxUYIekxy8Ju9MemxCwO+5xOB/hifDi5hYFG3mXQ40fIq/1cV0FVLDion4CxTWF2LXDBLJHrn+aNzRhebmCNcVes1itRwdNguuEsvpOAyZWz57nNURRAVUdn4XFilbfdYy7Mbcay+K2YKztigp8rG62qFZAL3/kQS5ofdS0SGiCHhPEYrUGSr1gCp2+vQTa+mcBuLrusPqZpa/uq2Urm46xbKJA8MgS4eU8itaPyCE4xquNzIDzWHAYMgbHmEqGAxCREZGVkWhl2DVppVZwGT+2hpN1Li+kkZUcVdcNLYOvy1vrZ54CSP1a9Jjn01PC+Pp736b+84uOCk6466hOHuFeptJ7Fos/N9LtZEWmLlkoNQeHdvQZCXuAKJ81Nqubi8unuzb3pAosnqPFiNt9nRxJ3TkDz73G4LFuW4/Nim98ClwtZJL+WlfRhSVuVZcvg1Vy/OLB1bUJtI5H6MfGrDaPHU8LvdcAzOWztYzP7G9zmeje2F209y+vU/etTTVenKMqmC6fX9aT6xpszNfkMSvNnrTQ7QpsFjTWxU9daXcPrC6uG+K3xbMzfdjcWoCuFSn3iwoza4wGmhsKJE5CTN+du9GKR9HiTzVwkKBdTz9BG/WFx986A+Bf9+jZbRu9a77Sny7nsfm6pIrLc194rJjtlxxfisd6F6mcJL34fr/Dw/0djocD/vhv/4b9wwPev3uH9+/eIcWE8+mElBJKvvRJM9onQNKBQQFuBRvaRJbeKYnBUawJTtP+Oe8xBLF88SBp3LcFiAzMM7AJQIzAbiw43nDd+JUIuNl6bDYem+2A7XZAGBzGkRAGYDpHnKc99vsd/vu//le8ff0a//Iv/w9e//hnzLpv1Tj6KnAXZtnQlxkhDAhhqLwIAGICkLOKhyKgpqxZFVktJOgs4ypkMpfGTLjrGO03Iqeuh41+vGr/zWWzH28iLK1krDZvEg5VNbWFwcj2AOSUjX/jw6lkUJwxxIDMBUMIGEPAOc3InLEZBrx69gL/+3/+X0A3A4J3GEcHGhz81oOGoOuhAwqjpCwgrhh9OjhTJEmDl1LQ5x7LKb28RFTTnRvNNTfAsrRYVahJugbIhrjiUheaQFOFHqVd29OqTn2xxBERfAjwQVPR+9D63IlbHulnjeHS5+3DgEdTDklcYUGzshhoYZCkwScCkVhunIIqIg/nR0C3KGBYunfjZ1zBFWkq+lJkA+I6NLDMZYBqTwC0PundK7vIv3o/afp59iPgAjJRjc3rB9NAVuAIIMGDMHrCcyJsXjhMt8A/bIEPzwmHCHy3m3GMhA9zxt10RoTHqWy0nQGSDp7qvnC1zxXoykD2yUmsP0126X1RloKDkO5SFuIKUj//eFSwxiMWqUdAl31vgjcvBYvV8VQ4SZO4WqxftUhxqbzbKY2WXGSeFwYnUzgJbQXvEXROOHMVZnERdkSyrYRrvIG5gCu/EAt75YdEGIYNhmGofJBXNWZrf92QW8a4gSdVuSjgtm0IpO9wIRfWc00bIGG+RJUP92NnfLiOXf2zjrw+juvx7cto1NfKaVJp33rqPj+fl/7iwdWnjjpxDG3g+rpwqVW2SdC0JLh4eik0XpTzGXLeNaHM1i77buqmnqnQ9TvbL0VJ7Wx/r73YNJRLfUUvznZLgW4PuPYE1rsa/T66Vi/Pt/pQd3FVy/ZQZ/a+dlgdC5ugxS1LGLMIP33J1H+0H6LZUXM1RFPGWGt5rrz/ZwJGf02A9T8GuPW01+bKenF79NkLgniqfFy869PvqDetfi6feaqMq3P4yfuXig5LKX4+n/Fw/4Ddbocff/gR9x8/YvfwgN3DgwhROYtQfi3gx6wAKrOyBYKgs+zYLczgxOAkizMV1S07kj2aPIARgAMGkKRuHmT3lZQAXzIGKsi5YJ4FyY2DQwgk1qrBYxgIPgDeM4CMmE44nfd48/Y7fPvdt3jz9nvc338Ac4b3Ht67OlfFiiefg3MiLFv1GaCsKebBsLTQMu8lRXuMEQDq5r0iVDcXYTBXQYW4LgviOmXWMe1Ti/3pY4XWtHUx9hVgNeKw8ozOmIsCLBNWRKgBgFQy4AhDDrg/7ZFR4Bzh2ZsbfPX8Jf6nf/xH/BrfYKSCEAguOGBwoMHXGsAByFBAWbuqAkm7rf0RHmGtV49HWYkJ0DoNW5+Zk2fphOFegFZhTIEI9SkNO/navix4ubqCklNA4Q1IucvPhfCHtpb1fQHIuBtEVxDAMKFbwQJaXBX5oBYzdQt0Hj5s5RrXsEMwDOnKRCUFnWAGpwgueSFc275Ysr+UCY5qmuzmy0JeAUDOi8ssObAPYAWruTaxKZltrfO6u5gnmf7FA9utR2GHV4PD1zce+xkgztjPALhgnmdMHDCxRHJJ+n9xmaygo0D63dz5KvF00eNKm0aj3KXDl/6HzsdlCACwdq1cEON1+rw4tZzPa4X9te/XhPNrnKDKVk+CqmX1zKu34gLu3f6MXzEoazKUXJDntFBYUCgIWph3vvI4jcKXMs3dubDEZpZcM9YyS3ZJscA6eCIMXtzyUkdv3LWH+77R+UXKe6mbZxWKPAKsWu91cqW2RZR5bW1db/Jb4yztmStC6VNjQKQJLXqoVO+nOia1MX/B8e8aXC06pvZKn2ThssOvue4IwGrCmwy6PfuIALX+3U0O0FrwWuoBzEfWFsSrbhykd9qkYXO8sKIIMC0uM7gkYVoahyCcXq04bO4IVLV9dSGCfCdY7oqjFDxlAAAgAElEQVQlyGOriy3eC0G3a3NXbyK7Rh2TrC1fMCqTZfo+qI/XUqQfLIbKgtUzFyRlIMX25jDgRM3U7YwJmEYHpjEkGPPejB7+CYR1jSFfuIj+DcHN3+Jda5DAjRi1Eko/UiFcmyu9q8fqShPK+rl3cW9frn1/egH91PHoUr0q4ym89piyprqHlYKSJZ337u4e03TGu7dv8MP3P+B42OP+7k6SV0yTuAEqqCp8XZigzKC5xfOI1ZqqBp67hhHbYlpEZHTKRxxkAasCDgPk4MgheMJ245ADkG8FpaTk4Ei0mUFjr5zzMPc92Zcq4f37d/jDv/0L7u4+4ttv/4zXr3/Efrercz8nBRW2hxW3FOviBlkqgGJTnug5q2dKCVn3BGudcvnVk8QkFVplkFI6ddpNFcBSo9+2oaQJSk3D7ZxD0YXfAFrtdPskAues/L9tPtsURzY+4raJwogp4RRn7E4nvN3d45wS/vv3f8Y5J/zqm9/gHzYBI29x+2wrcr69t3SokXQWSmqw6hNUM8917xUgqXRaeWwf29Ax3icPayMagKzodjk/mjDmwEY/BtBM+lqtKXVsVOiqroAVPFmslpS71Khb26WeVfNcpaluLbV74UFkljWxIBV4sAItZgKyJCeR9IMCE8kVtZo5rSe6dihkE4KTJCMpgzmj5Kzpsl1tg5XhfBDa02er8lCFFWmiAj4isL2/9p5adbkX1lWYZbS2KwkRCkYQnlOG98Df3xJOo1i3no0Op8x4c46YSsYxFUwlobDTpBdOmZHGuKkrcvUYJKVJZqW9BnzbUJusQAsqIKq1vqS+OvRNuUSL658GOf0TTwGsheWqW35q/Tpl4loOBHeueJZFs79X+RuxKsI6WYhzFiVyKihq6S9FkgGhMLzzojBiFp7HBYWzyD0sPMtqQ2B4UtdyNKtjBfA5gbOXvfuyyFTkqPFLyLoiiVWKboHQ+r11X5ObSS/Qor+0L1Alh3qNAHDHZ/u+X4CrOvgrN+KLcbxcwyugt7K7m7snF2XYl/84MVfaigpE0Ii5tZdap2L12S+8i/sugY/Quwn3Ohnq3nqf6E5jVp0Gc0lna4GtCaiinKUGsPp2Vy7TC7TLhY+zbD7KJSNNE0pO4JRQYpT7iwptpKZ45+HGEeQ8/DDABQ0IDs1Fo2ZG0kWIzOd81Q0XrupXxqH/vmaQdckjLCdIt+C3PrMF3EAVVwtWSjUkHgBJlhxIgPswyKfEjljAr7zZe8uKI/Q13QwIoc/TaG271HT11748fueXd3T8/upFE0bLKvCfnGn+O1eaTriqSQMuyl8DKxNme6pp916e+xIW99c/WltQ52vJGWmOmKYJb16/xsP9PX74/jv88Q9/wDSdcffhI+ZpQskZxTYNLiqsri1XDCAW0MliscxJSIQ8E+PazQBKAhUp16uqtDhC8XJf5gLOAAXRfHpHGLxkBgsEbEdxFdx7Qs5ipXKO4L0FAxecz2eUcsaf/vQH/Jf/8n/g7uMd/vm//Td8/PABeZ5hy1iMETkXpJwQU1btqHzOMQKkySiKuL6w5n+nji/mvAJWHYdRViXYURVFzA7Fy3jYZr+9G18VdNQtxhHBaQKIXgvdaFjOOTunwg+XRr+9+suck5UytJ7SJl8AlxmOGedpRmRGTAVTLtgOIyYu+NW3f8I//dN/xvDVSzznjPDVC4SgzJJFKmbHNVc2qcKMvNNMgZotsBMmRECS5y09eO/iTrZ/2BWcc63fhS+ru6YKfbZhc7tbwSi5lgzC2fdudpuiCwZJFPB5TeIR/KJ9VWiHKgp9l9CiUYUKTa6rNte4NwFW6lpIQ01QwTyA4VDYIbOXdP45i10uay0dgbxs6jxsBvgwSFr4wS9AqifL1lbApyM4zigxouRJBbxB1lgFxuQc/LiB85o0xBG4MOIchf5VlhE6lDgvZ8CEly5dC0G38iZWIVljbdSaegNg6xivRsJXYUCGw99Hh7sU8DAx/nh/xiECPx4cPpwIkQNOZSs8yImrIJNX2nSSGU/ji3Q0tc9dHXPWObkghB58KFmw8dYVHZLRvdLxNTB0lYLrff05LfMpkPXos+3HAlwZFfQynCq969qXRRFeVCnutI8IQMkyT0suSLMArZyjzLWxiP3XSaIb52XNyTnKfCgFzntJbOG9jLUCK0eqe2NGykl0NSkgK61xVtr1Ac57Afd1XQeYpAwP4ZdVJdWBnYU8S5Vs0U4u/aPcqq/tew+qgGVCi7qR8pVxaIBuSQcE9DZz4YzUo4pWQF8GWV9/ArT3xy8WXC1xiWk2gD4LHUxDsxi41fducA2nNUSr5drqvCjhUqjjWqDxAZ1Ihv+uMIhrKxVzx+y0oaaVailN683CmHUBE+uUmItzTEjzDC4Z8/mIosDKwBXr/YD6kzsPN25AziNsRvhBgdY4CmP3vmaCgrdPwPZOeUrEvfhuzWic9OLZtghR66L1BsLaR6asUOW7BHA6M0nXEkUAdN0nCZCS7/oJqkpe62/vrrTvM+bRT7EgPR33d3nfU9ceL2cJxPWiPvt5dTJrCsPi3LLMIU0YQq4JAN7KZ52VJIKXDJ4Bj1ah6ipjlSTA6UaKVIkHVWioi+iyGLvpb36YyNCmd1tApb8y5nnGfD7jdDzieDzgdDzhfD5jniakGMV6U2yTXK7A9erIMlThY8IR0C1lTay/lmCmpUHTolhf19znTFhhhiSuCIRSJAEFYFbgxgXEmhQR44Tj8YiHh3vsdg+YzifEOANFNh01Y7AJL6096u6kQn5BJxhylwEM/eKJjr6alaIXzqo2kiTCh1lHqtJQWy+M81B9F9Uy0F2r99X3wSqCRs8df++aul6LqHt5c5EUS94UZzADD4c9iAn3uwfsDjvAE17luBxja7bTetV0d6uXtiqiwryO3urFbh2qblrXDra6t/rLWC6v9b3aL8LmgmfUa0ue8YCuty601tUCqeNA3cKwGJuFkobQmZNU6Ccb0Gp1EpAVFFR5MAgZHpmFJyUmweMoKCQuV1XoKrLnlDTBt37Woco6d0uROZUL6n5yHllAsicQs1gKiiSdIc+ottZeYw+gWQG7vq7WTGqyxULpy5U/ccd7m+ssg+CwcQUZwG1gJN0d/NWGERzjFIGYCHORGJ7MjAwH2x6lsANXzbR+Gj00wauOvZFjd6mNP5Ykuj5sTq6BVb1+IYMZXXVzvPYfXTnXdXf90eTP9bLc6sGXYoy55q0t2hVclapUk3glEjmPoUpNxmLeMqo7IaFowiKuoYYO4v7pqfHu6tYHaMbAAi4ybpYOped3DmJRYwaodGs1lN9w5yXWj4otNTYNFxZ2LJ6wqQ9arvU2fu2vH5OVQaIf3Svgd13DBavpePI1u9RPEO/q8csFV8Y3sSRw+S3URSq49dfQ39+lNG0C2xrs6I73i45tAn9PUq0WVj5V95wuqriBNRVghOnworRKyGxuCV0slE08LihxAueEdD5h2u+QY8R094B0PuN4OGB3f48UIw67e8R5Qo4ROc4ivObUQBs5OOfhxy3IewzbW4Rxi7DZ4ObFK/hhwPbFS4zbWwzbLW5fvIALAcOzW7iNpbzVAEoWQqSOSLmjWDtnyS6te9vU1fOrfu/3gViOEsEVAVPMjOBloSvZsgS2YgxwORIfYmcMBlS/E5YgjQEMCr76o2f2P0es1N/GbdCo6Mq7+o56VILnSnvMBSlGcJHPNEfRjiZhuNBgbBcCNrdbdRUYQC60jWcBTdDQ9niCalhRIODYi+DggtOxc9X1yhkVteh2WDQBXczZq63Wy+t5/LnH5fJR39UDKl3ock5gLjg83OPd6zc4Hg/47o9/wN3dHT7e3eGw3yPFiCnGmryi5NwWF6gwtj40f66QkGnv7KN00Q06hp5Fy08E2xeJ1W2kKmjAupcSg4ghWc8JZeONZWCegZx1f11WK0Ah5FLw8d177Pbv8P13f8J3f/4DDocD5ukIh6Lx7E7ddSXRjAsOPslGu3lKTVhAszoBnYsvqLqmeOcAeBVMRGjzXugFpcVKeUeLRbkt6KRuxVIXA1zCb0VQ9rroeC/0Z/FvMm1UmFhYZoymWkr59jaqm3euhQPvnCZRAKiIJSvGhF06wtMZ8TRhDAOmkhDGgF/9+te4/eo5bp/fwjuSvnAMHkgsb5aUw5H4G5L2Udb2m7a3CmYSz7FY1by5pwFFwdX1hKBFXIgA8ZTg5hIoS6DEbRDUPbFaNvRTkx+IKxs0EZ0J/aaMUQHYO027TpJEoroFakIFdYuD87WNtpZWAoZTixRVfiXARdvrR4A8Cnuk4lGYEAsLACpA0viUXGwtzZKGnABfCJJbJCIlDx88Bt6AyKnwTJgLg5PMXY4JnAviFHE+nAAUeCogYoxDwLgJ8N4h3WwkTnEY4QexbDmvSTxcAHsBf0lFYg+o+2AB6vzWbQq4SOyN7PINDdgE99aTCowJhCLWNjBe+ogbD3wdgK9Hh7kAb18UfDwTHqaI7x4ypuRwPw84Ro9IAWfdCLa6KpLyDFWcoSY0US8ZtdLUcQMBJHvBSZIG4SHrwwCSDHODBE32o0ry1471fQu9ybV3mfKVO8+pyoD7tWe5NhQFoSgZOZ512wpVKjFARQQQrhuWVykQFr8nPejUrQ8SrxmAwTG8Kxi8EwN8EDdu5z02G6Uh76tF3o7CFmYh23MwgOBlpXWe4IMHWL0Fkngd5ChzPkMtkOMotOU8Ao0yn9i3PtHpxcTL5YpIgSAU5Fj/yxpk2+vY2FQcUL83ngqV3+qwUScRPCFqNazXZNMLCLA4zKLexuZzjl8suKr8EV2HwkSrDsDodZua/fOo9/X3mqC8vNWC6wABPPLJT/b6Quy66PMmeNnvps9qg0R6iwn5bO9l1oxQCSXNiOcTpt090jTh8PYd5v0Bu4d7fHj3DnGe8XD3AfN0Rk4zUpw1cDGpNksWGucD/LiFcx7DzTOEzQ3Gm1s8//obhM0GL77+NbbPX+Dm2TME8vDjADcGIBAcdAFjyFRXQZ20jaKR7BZrRhuTKgQu+9Imm/WOXbfvayOejJ3EUzAD7LjKC1agJSsScEUVRFkItdf36rILY2eero/ylwCsa+4BP//xBNdYEGEv7Jmlgxp6VxJbNseE1KIuahklR3Vxm5GmWfdP0kBbFdrDOMAHZcpksS4tHqhwrq5DJaUG0ArLvjUsApRXSxjXxUppYbW4mrBbW2igkXjR6sd65kuPK9wFDcBaHJRZYqSd83TG/uEeh73EV91//Ijj4YA4zxI/lEt1dctqvamhPFdpxwi9m0w6flIT4y/dxHOazUmtT+LfpMuEaiTNRY58NVDDe0lcUTJDck3oYl8ar+NSxGJ1f4+H+zs8PHzE6XhCShGWKMaRA3FBCQ5UQ5yEZmg2gaiNmNENsKTeBpbEvcq8Ay1uko2n23tdcyXpXYSEBiXBh/n2V4UYt/dI+nkvY6S8mKCuKwbSDZi1Uwu66Ncup+NQOWClXR2LIm6amWcRyM8TPBFub2/w3Q/fY04Rp9MRpSQQeXGlIlSvgrqXU/2uZZsbmfFWXVNYwVXls1KpClANWF2lwoUGvQuOr8udVqBmjbN9oeQcG+ipHdTImrv+EUGqT7tu+2q5Wr65QlbCbRIzWnpySZPOlrjEclR7S1QxgimAi2T9ywWInJGKWRTVupgVmJD8OdEwKm8q0m4WcETkZIsQlqydebI+l/k2TQXnsyW3SCAqSJsA8CDCsAM4SHZNEGTdHgbxLPFB/iAJOKqIAgaxKD6a0qII4CXlkayWEyiP1zFsfEVWRscFTMDGZWyIUILD843kHNwExosN48MRmKaMIxFiBBI0vIJd7WvJwehUKST1K0QK8ky0le1sobQHTTQi9Ghy2CNrnq3ZKxntqbgbWpBJT2908Wz3Gv1bSzBo87r3GKhinlo4bf+3nFBykkyuunGaYwEyZrlilJoh1f48Sbwr2TwHEBwQHMM5IBCr0kUUQ957bMdQXQJFmbOUTcRoJiDa5BpX5SZZiOackVlih5Fi080QoTiCy0GVTQFgd9k71MnZ3bJlfVYV9NTfwvVbA1XXgVVX2PK1T8hoF0JlX8RTotVPkCB+meCK2tSrrhyV9WLxee1cA1Yds9XrC7cHttS6dhFN+KzlmbDfL4hypZKBoXPlYpb4gZVJyI7YfcUYmcyaBRCLuxXFBJSMMs+Y93uUGHG8/4j5dMS032P/4R3SPOP04QPi6YTj8YDdwwNyipgOB6QUAc4yoZk7lyN9t3PANKE4jzSdUYYRZdyATwf4YcB09w7j9hbjdouHV1/BDyNuvvkVhme32D57jttXX8H7gM3NM4Rge3y41chcRH8sxukx4be/TtaVumASAHLSj0C1SFcm0cRKC6K0iVIhhZi4OzH5gl76k7/g42kGsGQBZq2tBhbwBRX3MYDmdprSjBQn5JRwPOyRUsR0PGM6ncXve9aNQlUwGsYBNy+eIQwDbl+8xPbmWU04UgrjPJ0QY5QED3EGGAgqLI3jgHG7hfMOw3YQ64YPQBi0/kE/vSzUVSO5cgX6qx28+tTvKjxUIUazpM3zGTFGPDzc4+27tzgejtjtdjie1CVQ448kDohq+A+0OIDbbz2MD1bNADq67e9ToAFA4+PbIiUaQ00DzVBjgQnJEFdPbuWQY9ViclX4ZIt5zAXzPOHu43u8ef0D7j+8x/l4QpymmqGwlKJaf0naUNTCIRk+MwhiobR5a8J3fT86uuV+wexd+0yILvWZKmgqyCcihCAWDnu/xDYQ6ua3arlyakENXrIQeudEyGVGigm5SIyVxL60OAFWq0vPk5rGtfPWsyQ6NggQS2cutg75KsQxA6fpjPf3H+HHgMPpgGmeMG5GDIMu2+xVQ64tZ4iWHEUTW6grWdBMGKoth2rTbQ4b8UkeB10PXTcA/cHi8lqgAiFrXIiWzY1iUZM1OANEct7AICqPho2akgE1i7YTxYuBSFok7TDQJtn7GO0cVcuJB9O4mBtSlgicOUu6/5gL5kQoBZgTK72aTdJc6WyeqPCrErI1RWKuzgAIWa1fKKS3EYIL8OQwnc84niYwZwARQMa2jIgMeJ9xLgzvHTbbgjExfAjYkIMPOt5cZO01C15H99KLYqmS6WT3M5g1GQIXVA1FBVdOBWR9FgrEKKt8klBAeC4sGWHrwK88puTwcgvsIrBPGW+nMyITjsVhZoeCgIJR+q84tfqRLvAyDkIrlfJbvRQkO77c969S2Wfw/3bLUkgHHv/en6Nav15M6IT0/jGzCiUx96d5RpwkdCOnGXXj76JKQ93o3BtNkViPRJkgY+idx6hWWjO4huCxGT0ckSQbcoQQPMZBrFW3tzcIwSOEoPyiWyv1M5eCOUbZI882pFYPJwBIKaPkgmmacTiekXPGaY6IWWNj5xnFexTnNP4wwPblc6r8EOskrzqJOlnMepOvjMdTY9m6vsfeFzFW/W/D77wesseV5uJ2evXSJ49fJLiySUPUMjMJH+6tVleEZKBNnn6Q+rJVQ0d686KTH0GnBu4AXNzRABZ0fet1yFJ6IROg2oQUtxCG44KQkwg+0wE0nRB3Oxx//AHxdML777/H/uMdTvsd7t69R44zpsM98jwhxhnTPEn8lbpoBO8RvPp9q88udAEkEAqJ6XbWoGfnPU7jRlwrwgAKAX4YMd7cIowjXvz+77F5+QqvfvNb/OYf/xPGmxv4b34Ld3sL1lSwqJpY6avm+r8MWlyPxfWe7jUXvQBNai1T7WMVZMztsiyAlvgLW5cbwFrSjLxD7/mrC+l//WMp/neLbiVfi2mBCggwlCrCs7oAns9HnI57zPOMuw/vMU8TDrsDjvsDSmGkWYVMiBAybEY8e/EcwzjiN7//O7z66muknDEnyZZ3f3+H0+mIlCLSfAYR4XbcYggBt89u8fzFc/gh4CbfwA8BIYzgYQSRB3sWIVxlKrY5VAfuShKSv6QDrz5ctS6rXjYNo2i1C2ecT0ecTie8f/8e3333HY7HIz58/Ijz6YzzJJsEm+Am8qhohFv8EVely+JwAAVrs7ZThdNOJOkAFbVIY3PLKC37E9jkexEWialaI0kXeBeAMIjiKJcMKD9JiTFNR7x58yP+9Mc/4M3rH3Ha75BigoNkOssxY44RpTBiTjWeyuI9QJJ5UJ2TYLE4BCjP1wB92/OrZ7SmcKuCmWvpjU3Q1du9cxiHQYCS0nkpBSE53c4htSyAagHxCq6cc/CannjyM3JKyDkjJW5AoPanpjHWJBdtjZJ99Igkfs17L4Hkyq9SnCQnhQvwfmz9QITd6Ygf3r5GIcb9/gHH8xEUCDd+q5nmqJKfWSHN7daAFXsH4tA0UoAkQpolLrcYDXGQ+DrnhNZAze21nwk9uLK9BbuN26s/UM1+55fgSgeJ3CW/AlTmDq3/q/ueBZN4/a57WzGRuh0GPSdudBQGkNMkCxQWqzerUF+YMaWMmIskFIkyJpmbCorQKfEKIyex3JeSq4dIVpcugWJSxpwzUikgeDgKcORws71FGEZM0xGn4xGFM5hnAAXbmPEsi9V1PEd4R7i5Sbi9ibL/kHMIQ4AvGT4EiZUOI9rqplyAZEaRW6aERykoSGBkmAWrZ2tVuBUUDvH1SLAYIacr6ysPPHPAr4aA39zcIBbC+wnYR8K7Y8bN3YxjYryeHPaJMPMWs/N1zlum0Qa0fV3jSYmC1MxdZUCOWFKLzvEq5i2ZdotVbnc/JTz3n/359TXq5vxayq/0ZXQSI0rKmE4nTMejKrLEFdoxwZs8qCk9LGTSe4dxkCyAfnBqjfLYhAFEhCF43dDdYQiqDNIY83EYsN2MCMHjxfMbDEPAZjNisxm0f9WzRK3BJRfMMakM1TFQ51UHI1b14+mE+7sdYkz4eL/DaZow54JpnkVBwQzyAW4Y4YJIgF7BVSGxX/ZjtABW9tr+eo+HPgPZGA9+Ou6u3WhY4skyF+NvAOyTVVkcv0hwBfRCcCdsr/5XQreztOwUudA/dR2l9p1tbzNrld1QtbpYwqwe6DXxq6cOLZuNgWmrzESfkwicOYH398DpgHm3w/wg1qm4v0c6PiAdD8jTUSbtPCHHGSVFkC6mTt+h+8cDKrQBvKCjup+Cpn0mAEgRRLnWp+Qsi38ccH64R8kFgw/YP3uO8eYWw82NCLubLbxXdXov5HL/dZmg4OK4IHLCMmkJdZBrNVG69z1K970a+dGDVp+PH08lmfhbHE+/vxNQ7P72ZAVScrTMdPYX5zNyyjgdDzjsd5jnWT6nCefTGfM8oWRumYs0O1jKCSBCGGZsb3dwLtQA/ZQydg8P4taUE1KcJNPVNiOHAEcSQxeGAT4AIQ/AyJoNS/bhYAcwcnU5klTiqt1r5pYalN3+933Uz9BHjosubZN+6dJrHxUuVKE9poRpmjBNE06nM87nCfMcETWBhcX9WP1ajRrXuVpX6v5g1vbm2NUDrNVaJq5gAEoqyEnHLsqeWh4OzB7sAbhi4S+trWTWThHSxEVKNkaO8ySuyDHWYG3ShBt9hwqvbkyUCAiOFFhWx8ql5QxUPYW0xdWFhBRUuZ7XOwNmJnipm0wnfAj5W2ylV6UUIxN1LELv965mR2RmZHNPU+DCkPTHC+GbISBLwZSsT8090Wk9iLW7gGr97VmUJXhIOeE8TTieT9gf9njY7+CDx4vnL5pl395vmcV0o1ByCrAAIJjLlnZwMbdfrrRNRVNBo0gbliFZ9agKrU65Zdr65XTTNaFpr7q/dssF9yfT2rsqPVP3LHe/We+tWQjJabynA1Go55gEhBXWuUpGe2aXKnXe8WrqlTq3RdBMmZGi7gF3FmCeYtQtBhgZ8hlLQSoSe+YowDmPzAFjAqY54jRJbKb3BHIOGQ4JDp4JMQO5MHzM8D6jMBBOZ/jo4QfZRNk5Dz9kmGskaeySJd92OrNqbHcnB/WqIiU17XtbZQ2xu1aGKuMcc01etHEZnoDnQwGRWP++vmFsEmOCbAFx4gIuEUVrJDy8V3OKe+N6QV8otFW2uXaYZNBffsp6ce37ky6BvYDX1VovtvoBdf5xUT5r2+KAFzWURBNiOBhJMhoHR3I+eGw2Ac6rRco7BO8xVnAVBFw5UdYYnyMibDYjbrYbhOBxszVwNWDcjEonsg2CU3fBUhhj7C3YOs9UyVS030MYACbMs1jZh2HAaZ7B56mugChZ4vxcEqtwsS07mrzdw/cKrLh17Lr3axKilUxPlXSs3OZ99iTAqjxK6esRgPVzyXa/THClWjjLjoUlfXdT81KTsOTvjYsveOYKSFXResHsdTrYABIu3HXkLkuL3Avoy8ExKwrZIsaMNM8ocUY6HzF/+BFlOmN69z3i/TvMxz0Ob18jxxmn/UliXeYZNJ3gcoHLM3yRcNahBivKOz3JxAEzitMVXLMLCluTRmp8uizEOQMk7jFMBMQzymmP5BweHnbgMOD+xUu8/eMfsHn+HP/wv/5vePHNN3j+zW/w8nd/p77gqjHkXgbUqdeDrSvg4IKY1WVAQJONa3e/frbEzE0ktXO1Hut5sn7VijGvj58yzx5TivwcSTE++e5rZ9j2oNGsVhCXURRGjnPNXnd/d4f5POH+/iM+fniPeZ7xcH+HOEdN1x1QMiPOGSUzphgxJwFWpEHl797f4ebZMwFX84ySM07HPeI8gUg0oME7vLy9xTgOuNlusH+2xTAMePn1KwybDZ4/fwG8fAkfBvgtw/kA9oMoJIgAtk0+W9B084ejJwZtJTl9do/2f+282adLyWrRiLi/v8fd3R3evn2H12/f4Xw643A4iFtk6VLaKiEWONWka0KAWu6y2uwJPNBiHrT2XLbXsB9zQYkJnBnzecJ0PCPnguMcRYAbR7gQ4YeA7TNIUhHvQZ4kJa8GwRMngDNySpjyjNNxh+PuAfuHe0zno2Q64zbvPBwGP4Adw5O44DFncEmywAfRWBu4KoUxq6uaBQri0ocAACAASURBVDyzE802ak8DwXsMQVJQm1Xe4g3EZU2E1iGopt85jINaQRb9JK5KkrVR4wDV/WgIoVqvvLoFDihIHijFIWfltSrc5Cz9wmAUMQWp1UsTAKnLTVE32cyAKyLc56IB+5aZFahg5TidkN5HzGXGf/1//xmxJPzT//xP+PrrXyG4AKi7WZkLyizJUeI0gUuBDx4+OLghVBe7euQsNGGZy6Dj5oOmps8CzHKLSat0pRbWQhBA18u9Zl5WfuC8pTnvrU8mHNk8kJElIqE7IlCw5BXm3gcNiiXAe7DzAqD8ACIPdqNYrJwHdGPfrMkzmByKugzWTZ1ZXPILGAkZmQrgWRKxMEvCDrWa5lI0FboArOMh43yKmKeI3cMeKSYcTydM5wmZGankCmtK5UME5z1evDhhs9kgphnTfIL3Dl99/Ryb7QjvNhjcDRIYU54BLrKv1PkIIoZ/fwdHLOOqcTXjuIFzXhRT6rEyjpISfjN6BE10EJy4+xmoVETdoXsVYJUjEXLNgGwgGradgQ0DFQxegNE2MDKP+M0t4bevCFMmfH8A7mfgw/GMH3YT5iyJL+bikBGQaACTR3FcrYvQOeog9OEZNSbomrKpKX0YZhG7tr6uZY5eYL8Wd7V4zfrctaVFsWicEqbTCVwyyjwBmg02aBlOAfAmeGxCwOA9no0DgnfYDgGbwSswGsRNfgjq8ucxKLgKIWjinyZxWkzndnuDZ7e3CIN4hIQgsXphkIRkIYxwziGMG4RBrJ6ljrrKJ47a/lWqfJ+nGcejuLt/+HCH0+mMD3d3+PHtO8wx4m6/xzRP1e3fBw/nGBS8bJHge7dgk9upKt0uRLQVaL02dqBOYdBlInsKMDeVZrduXqGNa4dzTsfv8+W3Xya4Wh29WN3hpab7uNYxKyS7LqeJJLy4tgZYi3rQWpRZClvEKw1KfxuLRtfAFWIEpgl8PCI+3COdDjh9eIP5w4+YTwecP7xFTlGsBDmDYwblKJuJliyWKgJqnILtdqFEAIJm2WHVRAi3dNqOwp0IpwRWSu6EALFsxNOEDMJ8OuF0nrB98QKv/u73cEPAcHsLziZcG6Ozjq+q3J6GW291RG2B1K2fFVjZuF4JaOWOuVhfX4qZqzMXwKr/fo2xtvo8ZZ6+1JQ9DrAeO64xkqeuXa1Pt5j3/cMwIVm0tGDVNHFByREpTpjnGafDHufTEbv7O9zffcA8z9g9PCDGiO3mBttxK25eUcHVNGOaJdA1KXBMmbE5nhRcTSilYD4fkeKM4AjBi4AcOKPEEZxmoMwYxkGSKKSIMQTcbDci6IxJxs25hdZTNE+tvdQxbxl2m92tF2o3feaYSBH94t7KqFF+pg1ncQ+a5gmn0wnH0wnH4wnn84RpnhF1I13u61l/S9G2x9xVOiWgprN8ira4+2DRonCSTXnznJCmhJQy4hSRCsNnghsIITPCMMAVDz+qO3ZRumED6AKOmGeJJZgnyVCaEpYJtgGz1EjfibtPySLgOUfi0uKafj2pa1VhSM4A7RRWXmD8ypO4xhBQrYBCVw5g3T+riCZ4VAvUUPfmqpRSs8tFMLwTF7esyT6GIOU55+C0XA4ODh6lAJkkm6Jt+ZBIUnUDJEl2IDERvsZJCLhIOSPlDKfKrVxVhJbogZpAC7FcpTxjOAR8uPuIt+/e4Xe//b20myDzoQjIKUm05nlOmiWOQaqE4FKW+gaNO7NtFpgZyL7F4XjZwPYxOjNLglnrLhWLVMGUxUlWQahqQ2390ZeY0GRJSFabhYI0G2K1alniBImrgguSoc4NCvCCgjBagSs0qztYlBpEYCqiUCilJoVgWBIUSZ2eMyPGgvM5Y5oS9oeIOEfs92ecTmdkLoi2V12XRKAA4g6KgE1kpBwxx4hhCLgtHgONyBiR3SAJYDQRFZeMjAxwBvIEcBbA5AneB2w3Aq6GcUQYBoQQwEWzxNEAhwDHXcKPK4pfyX7Xr70icsP4h9GBfjeFNpABSgB5BBIZYCSPEQPmAmRibGeRdw7HgjMTziiy8TBYaJ9ZkonoenUhPhBwFVgZ3fTZhVeKy36dXJ9/Clg9GbPT9ZEpr6ybWPlbnGXfUWj8PEE27wUAy6U3eI/NEDAGj9vtiCE43G4GbMcBQ/C4uRk1qdAgfMQ5BANXPui+abYutfrf3t7i2bNn8CFIUrIQ4BRgkXMYhi2ccxg3Nxg2Gx3szqrLMp2818RACq7iHPHsdkaMEd4FnE4nMBj7wxHn6YzdYQ8qWZVLBYQgCgpz39VxJVuX6xJIK4p8uu/7cauk0gOC1XP9Z6WDBZi6Ind2x4Uh4Mr0eer4xYKrxgqoTmgDBraI96j3os29cH55aQnYOhvI8n5j/+pygjbN1+CsdAItGT9QIMVxBuKMFCPmww4lRpzv7zDtHpCnI9L9W5T5jLx/Bz4f4OOEzUAo5IAiQbO+MIKXNLkOowTK9hu76g7uvpTqrtJ8mYURWW8QWmyzKK5o8b2wKFELywTLzECawccdckm4+9MfMT3sgGnG1g8I4wbjsxdwwyC+7oNqLH0XYL8CKJfMz67JBKAaMEJXCVra17Wh+hZ1Y1MHS87Ue9Hoqw9Uvi5MfMFs+pmOpyxcT1q/uvpL+7VTbH+NksA5gjkjns/IKeJ8OmK/e8A8zfjw9i1OxxN2u3vsd3coWYKZBw9x3QsOyeINcsYcZ5w1hihqgobIwDBNmmlLtOPIkhnLOxE4Q5A4mHEYsBkGjGHA4Dw8F3GPnU+IxwAeBkQCOAySljiMGsMxNs21BbU728DSX+mYv8ZBNQlEnBL2+z1OxxNe//gWr398g3fvPuI0zYgx6Yb3LQKxZVQzyNbPE4aJ3vVNDFAswCl2GK8Xetp99WexRAMF03FCThnH/Qn73QkpFxwmSazhxg38GBHGgHkSt5Sw8fCDR8qMac7ImTFPETFmzNMRp+MH7PZ3eP3jG7x98xaH3U6i+UTlrLySKi8kFou2GzzEW82phl0D/5mRC2H2mv7cEiVwv8DJvxACxlEDtPWaucYAABehA+dFC9ze5WqZROLuBwDRF6Qs/SiCH0Tj6yXuQbwAgDg43aRTLJREMiecI5QcUPIgQ6qgIIRQE2mYsivGjJgT5lSwm2bp38xImSVTndJGUteyXDJKyjgej/j++x/AhfGbX/8Oh/0J41AQygBiQjon5JO4pkV1NxsZGEDwVOCiAATz+Mgxo2jcpAm1hQrKLEktCCz54a/tCdCBKlKJqbnP616JRJpCXV3Ga8yVEUT7afGU5LxousmsVZa0QkFKnecB8APgPFzYiHDoN3KOAjiMIHIaD2yWKxHga0ITQGOjWAAZCpgTchZr7jwnpJxxPk04HyfEWLDfzYgxY7+fcTgKqNrtj4gx4zzNmGZJ2pI0tlCyz7dsnb4wwpSREZVdyR6TzB45O6QExFn5dJK5G0sGZUmCUOIEU5BJHJ+D9yehL+/hnUcYRCnlvcOz2y02Y8B2u8GL5zcaoyPeB6ACON2zsJoeTVkkPEjWxrKYfwSVFUhAbpMoCoCEARk3lDA64Lcb4EUgvADwkgjnBPx4LDhEYBcL7qeICI9DyYgckP0GWWW6usE0C73U+OAVHVbwd0WtWnniI0L3pywV165VvUDd2FSUPvMckVPBdJ4wnc4ASxoPB3F/HnST9u0gSXKe32zw7GaD0Tu8uNmI5WrsLFc3G7EwhaBWSofgB+VbXueMSsckQNs5h812i9ubWzgfMG62cD7AhQFuGBSEq6Vzs8UwbESR4SUeqzqKocCRrD3EWZQ0LsP7hJwTiALmeca42WDcbHA8nRDGgP1h//9x9+ZLjiRHmudPzcwdDgQis6qyimyym93TMyLz/m+wb9EiKzs9M7zryisChx927B+qZu6IiEwW2c2R2vUSVCBxOAAzczX9VD/9lNM48Xi9AolomSzX77S3qriWwapNr3XtbMf4uW/zKX+nBWksiPOpubsBZLq41b8s+ul1Ll/63KcB7GQ+9k89fpbgqgIDJ9sowy24aq/73DmePlg3hBe86OfksCcXrNz8uX11qe8XU/NBkUmMWkg6XsnXM+l65fzDn1muF07ff8v5x+8hzsh0QnLElRGfZxyZfRBVYskLuRSCgaviBOd7HIEUjY6STda5ZDwQsiZ7g/drnN/djsptKb5tOAaychGSRTNC1M70cRmZl4l0PfP+fwoP+29x08yx29Ht9/DmG7phwO/3sD8gXhszqprg82N70ajAyHZkX7rw1lGXzeTWYITlZNocyeYtJdNk21v/BXuNBeVt031hXXwCHP69j78dYNnjtnGKhmrR6Gckx5EcI+PpgXkcOZ0e+Pj+HdM08cMPP3C9qCDD+XxCROh7LZDtgoKrklWaNcXIPE9cx5FUYElZhXfnuXV1r6pavVeVoxJEQZr3Cqz6nl2vACt4p4GBuJDHK7MUcugIZErXwW5A+p1GpkNBrBdKQcNtLcpdDej/gaOunWla+PjhkdPpxJ/++C1//MMf+fDxgetVQWYVs1mrl6pa6caSbQybSHz+YXNCLssmaIMpTpX1XAVt9liwedLi++l01T5KD1c+frwouBo1c+X6Gd/3hF3HfM34PtANAb9TKfY5qkO6zAtxSTye3vPjj3/k4fE93/7xT3z3529JedZ52ChsKwNMN9KejMPRidCZCt++73DiWFJiiTpGsdMxXZIp8xUT+RAaTS94T9dZgbZ56HW/EGiKfGLDquBK6TDZsjXVSUGEGAoxra8XwFVBBVnBVS4dpVjj5NmjvYm0LouimSBxQggK5LouKB0HaVmzcV6YF1XcCo9X5pi4zJFpSaQizFnV6qJJnKclMs8zpRR+//vfc3o88Ztf/zOPpyv7HlRrxLNcI8tFKbhxWZTup0iPTMLNGeerTAHkJZPmtEbYMEfaZ8s2ZUjuEw3X6sJf127NGtdeiDhTHKv9t2rAY9NMVB0p1l5s3iOhBuUqkKqUWc1E4RziejBgIt0A4sH3FOtXhe81a+SCZrPEkV1HQbQOxrJVWWq92AKikuUxz6RUGOdIXBYePl54eH9mnCJv315atup0icSYuUwLyeosY9JzJwMCXW+q6V4IQbMBbozEDH0fGIZO6c4lkJMjRmGaMkImLwqy8hK1Z2VKpGnSVhYpkXNqGTg2Q9qFwDCsggbD0HN/f+Sbb76i7ztevzridz04C97kAmIKgitBl9rWYFt415gBrs5HBVe6XoRCR6ETlXEfBkdCmHrPP+0DYxR+/5B4nAvfnRJ/iokxO3KMuBKYSbZ/29yJSWgImgn6VPZKZcFsWVb/4GVA9anH/hIdcH1dXcOr35KzqunN06LsnsuIUDh0a83mLqj4xKu7HX3wvL4/8Oq4p/ee4173vj4o+A3BM+wHy5p7U+/T55QNEEzZT9UiXc1IGU10N+yVvWTXiAu9AiwDVc55Qj/gu50+3/UKrmrwLyfIC5CRrIIm0mXcTstGDvsjOSdevX7Fl199wflyRlzmw8ePfP/2LeN0IZVEnEaKOPoi1qOORhOuKqsNYFXj+4m52M7D7VxUiqAzMF6evfbpPK6+pglUbArUW+1cWWuotyArWhuZn3r8LMEV0CJkz8a6re3NoDVPefO66qhsKlTr0zcTWAerIlo25qQ54RugZQDkafF8/XcpQCqUlIjXKyVG5tMD8+MH5vHC49sfWK4Xxo/vmS8PSIr4NGqUQLtFrOcxMOhFyM4RnNZliNF1XBXFKLk1xA0OgrD2eTInZx2bKn9sAtLFGsNhplUsY5U1muG8s1SvXXwCLkaYJpbTifPbH+mGPSlnwm5gd7xjdzziu47ueIcLQSModcPcjq1NsI55qXvu5nU2+i/Oa/3furvUuds+bIPY1lJpY1EvpM/XXP29j5cu1uYcvnQhbwDp5sF6NhsE+8GV9pOUqpCjUrlyiszjlXka7ab0rrgspBiVHkr1c3xzbOu0aN1CNhpXVWm0z0dBVbExbk6rbKFysQxAYhbNUUbvcQI5+abSRtEaGs0OLJRU1aQ6o/M4K2ovFh13Tyb/5UDKTz3WId6cp0a8wIrZE+M48fDwyOPjI+fzlet1Yp6j+q71bSJPKFSbc282+SoycPs9CmWOlPOsD2xUQNvgG7hqlK2UVRUuZdJlIS2RNEbybIGYZZWaVtUyYbosuEXnJcyOXGCxfmTzspBiYjxfOT2eOD+qmmQyZy+XaiMKNYVWMxveKSVm6BxDCATv2BvgiTFrNrQUlqzff4mO2MCVulw+aP2UD4Gu61rwrY3ddqow0F0K4hy9gaVchJJdA1ciQnKFlGqWXCdLmxNXcGVZFwOxyQvRes70QXDtrRkRZ2IDjq7r6HorJDfqdgiBaYmI91zmhHOJaKrYkiGa8XIVKG6um7gk5mlmGmfG64RkVcJzaEYsxmIy97okYiq4VLTmLaZG8XFFZaJbrzrsknGa4RIH2ZoR55SfXT63/9w4RFIdvhoouL3dbtmlImIaFdC5Z+8pFbBV1UGp0uyWFatCFi3TpQq4qwR7FbtwZucLRXKruVLQjInyZGJMxBiZppllXhivC5fLwjRFrteZcUpcx8g4RWLKzEuyrGvRPLOI7nUC/a6j673Su4LSS3eD0r76XrOvIXirKbKAVQNVmulPy0Je1B6nxXripUy2Wrdk4Krt8UCwxtExCUvUdbAsJjgRrVF4EbT1sIGouvHa3rvqHddZrtdZBVMbj6hlj+o59L4jQRE6YHA6j686/dRlKExRGJMQXeGaMxcSMFPwNjeuOb/yQuZKzMdxlnUp3DrfbV1u1untY58+PvkK8yEEVSeOUedjWUywyMSC3CazpVl1DQrtuo5db5TALtAFC8JYX8HOm/1oWXPXan2cr2UfdrNroVKXNVO8XkM3SQm7X8dLpLLBGklam6aj1z14HXcH5KzKkySkOJzX4FTX9+yGHbkk7u+PFDKXaWR/OhFT4rpkkvmm2rDe/GsDMzUwZsP6yTH/NPDdzLWsr6vg6XPnu1GkrlNrAetVbMq21VJYwdbzbNbnjp8luHrqG69e85PHNsczKX2qyGX1pTduzRY5C5RihD+pr3t5arYfr3+rfHBZnZo5UqbIMk18/O5bpsuZj9/9iQ/f/oFlvHD64U/E+UpIEyHPeCf0nQKoEpw5ieq0UgpBHM53dCXTB9Fo8rSQlhmXk/F6ofPgg9A7R29qMrugkph1ZysWY6Kgm0LRbM9ihfSxCNqCobBYp+xokfdUIGYt0k3TqD24fve/+e27d9AF3PGIdB13X33J8asv2d3f8/W//Bf6uyP7uyPD4WgW0VL+L4zrOrDVQbOJl425L6XRM5UaWto5pM3JevZ6geT6ms3CamAOadm7/5PHJy/Uz2ZfXjJFm8cqTbQkpeOVTJyv5Dgzjxeupw/EuHD6+J5pGrlar7RlWZiuZ+ZpoqSktVHBczjszJkNZrdVvjqlhZgWjeaY89MMOubfoBtkCK4psIH21zhdRsbrov08RTvEvzru6fvA3X7gcLdjt9vRdw5SjyOSy6KZq1jUucqRknucD+bb1UZQnzEUP3Vu2r2nxkfPr5L1C+N15LvvfuDf/u3/5vHhkd///k+8e/eeJaqyUnU11lOtZbU3R9so5PlzuZDfXVh+936TiVyBVIuM2GspViuSlKY0XxfmmJmnyDzp90pLsfqhSHYZ8TOXx0kLmjtwfpNlK4UlKe3sx/ff8ds//JbT5SMfPz4yzwuZSC5qh4q3Xilmv7yDXRfYecebV3ve3B/oguew2+GdI6dCSvp950UFBJZkyooG4AW0HsyoMn0r0A4Gmkq7RVNtW2JkWRat7+o0S9YAv7hG2aNalpJN9t2ywlIdI29my1tvLHWGFVwV01lYQYbYddDvBvrdjkaVAy7jzHVeOF8nfNgxzgvdw5nH68i8ZMq0EIHkROueiodQ8M4zTxOn05n37z7y7bdvOQwjx90XBNeTFgX5rWMsjrTAIgkfYSmLqRSWFVxNahsqVdAtmRAVjLoxUJwwXecXbdS67GydmpiNUn9U9r1swVKr+bFMiBhV0gmu61SkQtb3lNrg15m4ingkaKQd3yFBacHF21/LZuE8hF7BlAuqEohmrnJB2RgkMub4ZXWMU4yM48j5dGGZZ96/fWAcJz68u/L+R81Yvf8wMi2RccqMszaXno0CKF7Ae7rec3fsCcHx6tWBw6EneMfOpLW7sNYb7jpvoChCiixLIVowYbEsVVoWUlxMfc6UWWNtbFz7gQs77+ickLLKYWc8U+yR0HGdHI/nSLcILiTmlLTmNXQ4VC3USYaykMmrImezQvWe2tYqNoNdOes+jWbAStSVUQqegiueXgIpOA7HjqU4/vEY+C9f9pyj8NtHOC2Z769XfrxOLNlxSR2p1D3FI3neRrp0yTlnILVjiULKt+DqJWD1t+4FLx1xiZzPV+KSeHg4M40zxAwxqbnvrAeV9wy7jmHX8eXrO/a7jrvDjrt9r3ZwUOpfFa9QFUijExvF2IszOyQ6HmZTnNe2F65T9Ui8I0tjZ7dZ8yjgC2arPMYCK1sPtgZJNCihF7hGfaRkRDSL5cVBSew9hM5xOOxxwTFOVw7HO5x3XK4jf/7+R8Zppiyz1td1HdJ3Jqgmt1NRbC3VnVHk+VTZFnyTubI7awZsbd30chiovsVt/r3xFTe+YQNWqL+SrK3M/+fB1bOjRnM/CbBuUejTo7719rH14hMp68CKvPCqzVQ8Dyyb029PJo08pWliOp+4Pj5yfv+Ohx9/YBnPnN5+T5pH9j6z85niPZ5OLwwXyKKgodotzVw5AxKOLJlYI/rGS3ICO+fwIuyCsPNagzAEfaxFAoFUnC0YA1cFnGjeyBUMXIFkdVpEnNVe0aJES06kXIiXM9O8gPfkywm6QEozuUQOy8zx6681ctz3mtqvBchtnMUor7cl0RV9lScpyfavAlvec52pVvPGCsbau4v9azOBFaD9R4+/C12wfs3Nd7158ukqbCmSCvRrnVUix4UUZ+Iys0yj1v5NY8teRasHzEYxpVQpdNdqRzQAoZ/duPj1syzaXiNmzoxj9au8KEWi0gEokGKiimtIydoAMXhKziZQoFnXtMwkBzk6incaUWPRz3VVahkoHaVm7DYb/mqV/8Jwf2YOb4EWLWEUY2SeFy6XkQ8fPlrm6sI4Tg2sv5ipevH+X/h+k2auitkY25FWgNXAlX7BUnsPpUyeojpnS6bUjFXEepWhRfMOSk5qKkzFuk1igSXPxJwYL1dOpxPny5llnlVNzUStMSBWpAKWhOAIDjovDH3g7rCj9567oYIrKFmsMbECvzl5Yo4W0VeFyM4iuiF4uq43qozKEicLFuWcmWM0oCZMti67LqzOVkGLu4Oq6LWfmFVeft3gaZSc6iS5NU2l4MpnY75Vp86yVCLshoF+GBq4Kga8XND6n/0wIeI4dxPdrEIZGllWRTYtN5L2+Sll4qJZlevlihRPINIHT4rFxDhW+ykZJGltkYtJz5XVodLaMZVeb+CKDC4jrmabZe0x9tLFUM0plRZYM0ay+StrsGCzV4ug9EPLTDX6oDOq2fY8do27mq1qWSpPFtcCO6U+12yCAqsijoJr31V7ylnArRR1nLJmrZZlYZ4j13FmvM5cL7NmrubIdVRK57QU5kVXvIk1qn3zDt8F+qGn6zyHu4G7O62n2fWazQoORAqdd/RBd6a8aA0rBqCKSbtXimeyBtwpWn1nLCypUIoBCnRvFi+45EjF44onFUfKQszCEgtIZo4FFy3c49UPcFjvQxG1n5RNAFLaWljzAdJsq5idLXUvtox1QW26qtPq9RGkWK85CAFCL+wX4TFC8IXrkjlLwotjKSDWN07P9ZwWqAlPpRjHuszac58GVtp8/umafh7MXJerbF5D+506T5FlicRZa/BULVX7WNXRq9RAbfAb2PWdZa28Nfn17XlvgKw2M7+5uc19+40toFHtj6z6iW1+WKt97bKrI6GvebY9bgfTrkFUTRpoQkCeAGjd7PF4R7/ruL+/5+7uQEGDpU50PKp4ztMExypps+6Ua+jxySR9YtusPtI64ttnyuoXtYTKk11XZPUNm3O5Hi1rZWydv+b42YKr0v6Dm+XwZDE8wVd2/7lDYz7C5vy3zxdZnXi5ffJmwrZAreKpUgolLuSYefzxR97/6c9Mlwvv/vA7ptMjl/c/cn3/PWmZKOMV0qyGLwnFZ5xEknN6cXaqQtV7wdXGnqIqRMt1oqRMFzOhqOpMFzq8Ew47pdvsvGPodGHvgruhzpQipKIAKZrMbMqFyWoe5qzRM81m6dgvJh2cswZmMrAU0UyWRJacyUWIl4kswpImzucPzHdH4nylO9zx1a/+kS+++QfCsOfw5RucNSvGIrp1QNVomKcoFfoIFQLV2/YCuZ3/26uuNraUm9sKv2jn+zTEeqmw8e99aK2K3rv5Lk8NTMVTzYgoBTDnREkLab6SU2Q8PxCnK8s8Ml4erEfRlbRov7RlmUkx4c3pVPqM0q8Ohz1d37PMkWVOiGhE0lMYgkcGFZXwvRaS++aE6ncSWfsNeacqbubpoLS/rCpqS6akM947Hk8Xdn2g33Wcrlf6XceXX77m9etXdF3P3cGpcU9aSE0JJGfZrJKtSFflfXWjdbcD9h84tM9TJsbIDz+85ccffuSPf/wT3/3wA5fzhes0b0pZthNWntrt2+9TNu94+sICeUrk06LP53ULbS8tm0+rhimXVrvuM/iigjelFHzRfkjZ7EExUbICTyKHOm6RicjCeDpxenjP+apNbad5wvuiFCcROu/xovS/IWi9wTfHPUMf+PrLI199caRrhfceyYJkp9fqolS1mBdSjvq7iwKZJo1eo+5ubfabSiEWjTCOSyTlzDzPTLPSKFXgpzojStPpLPvVlmPJ2iNqA4e9OW/qlAjrsKiN8iUi5pyWggkvdCBOi8b7PfiA2w1KfdstdDHihyvXn7JwbAAAIABJREFUBOM0sZjoS5gXqz+DmFRExAtkr58/LzM5Z358947/9dvfcX/8gn/89ZG7Q6+UN/Htu4so1Ttmp61gJ7WrtR1IyWIU29Xxcgn8rGqxsuhvGqf40lIkVZAiqsInlmHAMk2N5uerCqKzPVtpu2onDFSFQPHeZPdr/ZXVZviquOhaxB7vVazCeQg7/d3dXiXY0SxWsWu+4NZYSykqjZ00G6Q9/SLn04llVqnp08OVaZp59/7K5TLx4cPIu4eJuCQukzaQFufYDaLiEXd7rW96feTuuGe367h/fSB0nvv7A8Oww3uh95r9VLBhI1hUpnueRnJS2m6ctcfk6LQ+bBTHZD1gFjSTO0dhWjSQECvgCp7OZfrkSCHRdSB9JvsC80KYoMsBd+2Zc2YY9uRur1lXCp5sAGYjIrW66HbzGxe90tYr8Kj00QY5qfTsFRgJurM49pJwbmHoHPnouSbhy53nF0fPZYHvL4UpZU5L5LokBpbWv6sewQfuDgeGoSefZ9KcGqgqm43yBhvVh6tTUMrNP2/eZG+4ebwUotHmx6v2foxGo86prL31nAVlnArbdH1P33d660IL1GiT7IB4aa1MKpWvCZBVRlQBcK3/nisFV6w9r6kSSjL/yXlKdmQ82qi9mK2nCXe5uv/WSGETUtLs5A1KawPp1jUiHnEBh7DbHfCh5+uvvta+lo8nU9E8q9+aCuIdXnSd6bWu6ydTJ2az/wnrh99ODGUjzNYeNXBU7fNL22xVnSxFg2Y3dMPN5ze/saz/3gaZfwqttB4/W3C1wqvq/N7Stm4w6o0vIE/+3r6jUkPWT1mfb1tnfWtD2rdUwToVrRdERrnRy8Lj2x/587//P0znE+9//zum8yN5PJPGR0pWQQFKIidP8p6SzHR5jdh7JzgcPnQa0FNSODkV8mjgKjscjsF7DsOOEBzHfU8fHLtOb16UKuhkdRdygWS1VMovV4rBWCPGWZsfJpT/XymDyYSjUtYLdDFK4VwyPqvCUpnVWYvXB5Z3HnY7Hj5+wO33LJczZVkY7l/TDQe6gVb8XLALfesd1v5Ygm64tQGhvcCxHjXocDvX+o/yBCXXtSTPZnTrUt2e+++Jq14SyXiyfd0+wacBVu1lldNCTjNpmZjHEykuXE7vma9nBVLjhZQicbqq1P8yEZdZueJO6AhU3kDf9+wPSm+6cCUuKrntGrhydNLhQ6Dvd4h3rUfQtjfKlgMtZuBitl4zUTMWhcJ41aaE6p8V+j5wupzY7TpySgQvHIaBV7ueznUm4rJA6cgOVRBrnJZiUbY1qwDw103n81cr91qj3G/fvuX3f/gD3377Hd//8CPTOOlG++IE/cTPKU93NX2sTIl8XtpIPlutslnTImt8IhdcVrVRnwve6FC+aE2Ts3qfYgALsDr27YxlopuIbmY6nzk9fuA8PjKOF6ZlYof21/Hi6J0nOMeh73i17xh6z5vXRw67jq++uOPLL4+ELjAcBpx3hOIJxSsIXPSCKzm2nlP1t9a+R1q/YLQZi/DGgoGrwmVelAo5z0zT1KKOlNojSKWNq8iFOM2QqiiQOoItm2NgUeqglOow1lqCCbKqQaZcQBzZ9RTn8f2A3x2Q0OEPR/AelxJ9TrjdmXGZGceO6zgS44w4GKcZJ4VpVon4IhpoK0VYFpVCfvvuHb/9/R94/Xrk+Pqfkf6VApcKYOzm0ayFZFjSGqZqy82o8FVmRSK4fJsRHef0bPXqkhISJoFutU4YLanU2g/vWnbqphkwRrEMKlqQg19rpUwRUKqEfQVXG6tY6r7hVBkQFwxc7dFOVQFKzcIIkJU6X7QOWkV9ZuJ8IS6R6/mRcZy4nGceHkbGceH9h5HzeeL9x4l3D9pOIkfNlg+DsNs59vuOX/zinmHY8ctfvOHNm9f0Q8/963sVJTjsdY2JI1i0X5kBiRRnlnkk58h4OalIyjQzj9rWwBXNimsQtGgrBTTIOafMOGuAZ54U1CyhEJyjz4nUJbokdIcMfYEl4qdMlyNi4Cr5Dl/URwgmEC54VH5m3SVXG+OotMC6+6o/braqCl+UqnJa1nhWazoguouLw7HQi+fgHEPoSTjeHHb8Qww8znD4UDjPhR9OmXexMEjkafgzBM/dfs8wdFynDHMl/j8znVSTWAFW9d3WFc3ti+z+s7PlQpwjMS7aM/A6qx+1mPJmzTQbsHJe++RpmxEFVn2j/9Wb1TP7WluIBSLWL7+qJWoAsc6CL5aLreBKUEetZGtDoAqodZ5SKS27powRswvGdBERtfum7nozLm0GLCjjPA4NfOx6oSuZr77KdF3Hw+MD58dHPvYdl3HkMk1W/5hrWEr3yOqbllVkYgVWz+dS6nOyspR0WG6zkQ1Db3+DMRuAlgW8WQE294o5y5o1RbOGbrPv/NTjZwuuGq1FILuNKhYop7tGblk17KWhJ52orcP8fMDL5v92b4XNN27Rs8xG/UfWhZ1jZDo/EseR8fED4/kj8+VMWi6UOJGTKv4Uq4OgrGLLBXV6BKVKJQFfvPHPgZiQlPGlsDNlpV6CRod3PXf7Hu8dh6GjC47eW6G1QHDF1swKrgQFVxplBCGTvMOLFvsizuiGVr4hun/qBai0lVxAipByxjR98HU8i9HGUiJNV3LJnN+/591uz2EcCXf39Ps7htev6Q9Hu26fLPQ6wMbNLU8utmIOgNQIWamztAHUT1HRJoO3dbR/+qVST7P5HuXmq7/ELviLF+Oz58vq8txgp3Yrty8GqqhJMScgxVnpdBadLXExFaCofclyUh51UQqSAnoDsg4kOFzQ6P4udHTeszjHItA7YegCAYFev0IIgWEYrPGhNrSs1DSom7AOUJXDjknloZddYp67RtFRWpmqVnnvGv3icrny8eOJtCSOw6AUth6rg0nkFNWAJhWGUQOaKcUZE3W7iX52StrI3jijNvYpq4DFOI48nh75+PEj5/NZhR1qs+YXQdlP+/hPQbHGJ39p09cXtNcJKDUvawNfnwoZIeRCJ0pdW0i20dXaDQOOBXVO89aOagF3lQZPKZGSUuhcLbBmrX8ElSnvOy3iHvqeoe8YdrumPlnlzn1x+OKRVPBFDWPt4VSBoiY/1qxTFaNoUtdF16/WkIr27xJHqIpjNvjee5OtrrRAR5OdLpls4Ko6HU6EIDULK2u0xRqvpmyAAAOFGxW1G7qOjZHHkZ1eL12nAYMuaPPXznu6TimDIUQ6K3RNWblf2X5DTIlpmZnjQrReTVA/yxwPqevAVZzNGq6pc6S/y21qVrf3dG28tNJWBFd7c9W+U7fUwLpxsO7D29duWyjUZsFuO68G3qiqdOp1FgkKrFygSCBXDqvR/3JtQI8YyELBek7a0y/qbbGMQ8pCKfq+nIWUVDxkmSMl6f7mnOB3HSJwf7/neBw43O351S/fsN/v+PrrL/jii3u6vufu/qANfoddU4vUOpVCXryKUnivNVIp4nLW7+QCnThSSpptjLFlapeYcD4QUwZZEFmIMUNeWiuWZAIbXGdCTPQ7p/booFliVxwu9CrH7buao9Dso3iUwhs0C1qiKUtu65Kb1uS6RraNoIvRg2sGfksBa7t61aRTUOBwaFMFxyBC0uJb3uyFQ3A4CoOH614pldvDifa767rQapM+d2wFC6qbV/2I7cp/znqiOebFlCGXeWGJyR6z1Wn7qPYg0z55tX1JF7zJ4Fd6vGvCEjdDVA2ylPa1qkmtQke6z1uWt+5STzcqO5HOZVn33UrhrvtUyVW9rNk0FRCp9nfdt9eg31r7/nSz8s6z63uG3cDd3UEZNKjNyuLIXqm6ybiJ9lNtT9uIX21/S3tej23N1c1O2ObRsMEToFT3N0BBXmkzvvk0/X11WhyySbS8vDQ+d/wswVXJ2hQxLZnidNNYqSqaEq1bf0Y3n5bq2w7AJ/YG/ZD2abeotxmM1Rm/wWObdEaJCZlHynjlw+9/y+nDe3784//m/Z//B2maiOeP5Hkmz9EKUwtxUcWq7ITolG/sKGRXcDlRZiB49ikp/3ZJuJQZctLO3SIcDwN91zHseg6HYRWvcIITjQtoREL/5qKdKIrVW5YCyTlyUgehs6LwbknMSYt9p6RUweDEahogOj2XtkDRMci2AeEsaGK1kDEtXD68I4njT6cTf/rtb7n76g2/fjizf/WKf/jX/8ZXv/q1FmX2PThBhY7WrbQhvC3K0E/VqdiGVyy1u43st7fJ7WP/WcdzIPWfc94bx6b6cjewytylUhqnOceZkhPLeCJOF+I8Mp4+klMkz6P2S1kmyjKq05ATnkIvwj54A4ZKvel3Hf3QE0LH8XBQyte4gHMqTnB/R8mFQ78zDnnH8W6vEuu7XqmFFVwVzAFQ4BNT1B4uSSW+o9FbUs5MSyLmzDgvjPNMLInrMjHOke++fcu79x/54tWRQObuMHD/xRccgtOsQUQdheLAJ1U1IliksiBuNZQ/5Xj60jr20zTz9u1bTqczv/vd7/n3f/93LteRaZq0juXvcVgUP/TqrL240Jr/Wh1LXS8uZwZxhJRVDTSrMlpJiUjWSCYWFbdsV8pKHauLrwCpJJaiEVut25tUrGIXrJYkm5ORcSIMnef1fuAw9Hz9+p7DsOP1qzteHw9aO7VTcOOKw1mGxS3ZMvVe1VPFtQa8rtUcrFTnGlAr4rT+BjgM0jZ0raGqQENwQQvDkY0ccKny01kDDzVw06K7NvPWdFsDZBooi6W2v8gs2RwI0cCYgisTZTC6XAgeb+e6P+zpnONuP3C9jiCOJRXmmIgFnF9UEjzPpBaUEKZl4uF8wu8OTCmyoAGSChTb8rB6JN0jrYC7rGIc1Wtz0kznJoSoFYORJx4tNGn0WuuEuKo5rqCp/q09qoBsnonzwWiDnhJMWt2UGZXmZ9kTk+KWSu0TIUun6zoMlG6guEAKA9kFFbPwSo9MWaDU+jW0J99yMYXUC/OidNHz5WqUZEdhp8yNZWGehcs5cjlN5DkxOKW8vro/0O8Cv/rVN/zyl2949eqOf/mXX3M4DByPA/t9r+u679rvEdO/1yVWSEskp6oMOJNzYhrvlEmwzMR5VMrZOJJS5DpOXKeJJSbOl5EYM48nzapN48x7f2JZEpfzwjgl8pRYzjPOC6fLyLDv+MWbI4fDARd27O5ec3x9D+JZ0N0ydzutZc3ac4sSLQCcoEQc1uuIaHurQq5izqoGLyqoqnLuq9PcHPJSKYK6Do1TwM5q44JbOPpI7AJfH+6IBU6zcJnhcIX/64mnGoLn7rBjP/S8C9fPms+2dluEawUGL5rSJw9my4TnlDifr0zXiWi1VqVoktaLN+aQqv7td56+89wNHfeHnQaX+q71sqoZ9FoDVUy5VUFHZVlVYKTXr6qbZturRedLSmtRVMdWa22tj5mL5Bw1eO+sVjmqzIV4Z8FJh1i2V1D/tI2FWZCWndxQ0vXzxF4l7Pre6qU9//irX3N5debbH3/QoJ0IyQWKCGOCOTUYZPhp5RQ18LZOXANYcvNa+4YFXXBZg4AFqA3Sc7JesBWM2Zq86Z/YPmddE2s5wbpenHPcALq/cPwswRXQnLMGMAXt+EzReZYVp1IEaiFuEW5zmrfHLdrdIv2n0Tt7vI5+4dmEl5woy0KeZ5bLmen8wHI5kaYLeZ4gzUiJalSMl1zZJcUU+rJATsVq8GvkXjD5GySr5LpHWrfu/a7TXhm7jv1Oa666uqcVWxIbx8B6CJMRfNELWenv+tuC1/4qwYlG/rIYH3utkweVaQdazzbb+lAmdQUAlk7NBXLSWq5UmK+aGj59eK/G6nIhzTN0Bd91NAWZLfjdRA0atCgtmHF7fzNvWywm3J72dt5vpv+Tx9OeXE+Pz0XN/pZ6raeZ0hYkMuGVBvmb02XCFSlpzVWclcYSFzWylqmyhl4NdDtoUrGAFo2L0HeBoe+V7he0QWXnHKFmDroABY77nsNuoO8Dr6z+oO97jcBnGne5ZHVeU0rERRV3lqiZnpi1iWrK1l8mKT1WpDAnxxy1z9uyRJYU2XWBaRoJHg4x0rhs2aLkOVLwiGgfl1Kz3nX5PBFC+WuOYgBxmibG8crlcuF8uTBPs1EOmkX67DnaPP8VaLw56sjL71tDe239iG1Kzln/O5tDRElARUSVpNjQLGy3K5UBYLGknE1+P+k85qROundiegSauVIKha6TPnh67+lDYNcFOuOtO1+zT7qpOxPs0WS9RbbNgahZqhqdrjSNOn5iGRRXKcaWOfLOkSswMxEdzVzVasZq11UFq+Tc6m4lt0GgNYK3fSYXyJKtbkApOln099809+TWGWjzLay1Y961uq5a1J7R/oTe5yZ7vK4oDULMMbKY0EHNaLUaTfuM1ux1HVGwnkDVfqzfvdrMYmsUIGM45aXVWD2QdpMKqGRbZ2W1sjoIrHLpqzJgFbQQe29d54iD4qqVomAqZlL7V5kaYBNJWjNpN7t63aeztQzIyRyuKltvANCyVmoulWEirBnYw6Fn2GmA4KsvX/Hq1ZE3X73mcFBgtbNggVg/IpWAF6qAXilFa9VcJjtV5S1ZKYspeYIIUZRyLBRSDjrMDpaotLNoEvo5qf3e9R6hMFqvtVQUnCNC6DRgOh4jSyzEhNbGhk7BahX7MDEQkUTJwXwUbxbBUSlprl4PbbVVYFVtRbV/63Fj66jXkK4tigZClTGR6Yh4iXROCD6TcPQO9kF4tVMAsz1q5iqEsGaBtuymJ8fL+3bz2z992B5bZfCTyfVrC4p67Tlb2rXmykQsfM1aqYCFb9Lqq21otrYNr6wsLevlsRbI0DIx9Sbl+ZhLExTa9Gmq7JbNTafBbJxGqaj7V22yW+FP2xu43U+pry2W4PCBLnTsh4GSswKuENSPNMEal4sG4zZjr/uazQebedz4gTpn6/5369OtY/PSOFFQG7PJYtXP256jnVfW+1VqQ4QnH/r542cJrkopWig4J4tY6qBmo4HUx+zVaoSyNGR6Qw9rs7N9zwZiiW096+qxjcCvTqy+TDnDpYBRq6aH91x/+JblemF++yfKw3uG5cSbnRYip+LI0TESGU1KVcSSMSUi0TiwohPvRehE2JE5BO3sfdh19Cj3f98FzVINnhC0WLLvvTnJ5twUE8IwANdCA3UhF914pVixOIBT4JW8XmACpFRImJhF0cJ4yQqmnNnILbii9kRRDwdXCj7pxb0siVyuXFPmzy7QH+6AwnQ5c/ziC775zW8I/U43Ju+2ZZOsLqu0C2EFTDWdfAuq2jUgsn6nzVw+X3CYEf3Uk3+7U/y3HC9c71Sijk6g8dpThKRqgPP1TE6ReH0kTRdIkd4rdaP2mxAP0ntyFnzUiJyXgHc6arV4/HDYc3d3h/eeXb9T53QYYexwPXR3B7wIx/3AYaeNEQ/7QXn/fUcI4WZMkym4JcsmqLS30ipSLsSsCnZz1H9fl4FrTCwp8XG8Y0mJ6zwxLjO+FN6/fcvl0foeOXDdjjDcgRSWOJFR9S0IGj3u1/VQRQ//2jnMWVW9LpcL3377LR8/PvDx4weu14uqfH0GUm0N/t96SHC4vlszUzdPrn+30TkKuFzo7FpMKZNDIoqQokavEVU+E7SWstCqJhq2UGnzzJyjRfdHlmVEfCK4QrBaz8557vcDu9Dx6m7gbt+z3/Xsdx1D19FX0Z4a4HbVrupX9iLmk3tcUSe7SqFXYIntBQ20bJx2dbDNqXWBEsx221w/ow/Vaz6rUl7dRKvqGUWdAIoSmsiZ7DRrr+yDAtnhXaYLVdwhrLLiinIoyZQUs4L7EiPEqD0OKXROiE4DWsHBrvPN7s0mblFEr40lzjyeH+mHO6aoTWzxWl9YKdzqF62gI0urIrNlUtqyWfc+m3CKOkG5kJ1/YSE6qGJEvjNAEVoD4BU0aQ1WBeCIrFkrZ9+pgmX7blIzYkb1y1tQFfYKAvo99ANFHIlAkloPpPPsgtVoJVU+zeQGqsQ5vO8JnafPHSlmC/Yk5qlwerho3WfKBBEO9wfu7gYOhz2/+c2vubs78A+/+oZf/PINw37HV1+9ouu1wbr3thbd6jXoPKjNKRnE16bIluPJCXJHckIi4+nI2SElkbPgSk8QBVW+qKKhp7Dzwjx0DMGxLIkhXHjoRs5TZDxpBv10nrmMCw7ovUrDv/nFNxyOR4bDHfev7tXJz9UPEJxYewvJlLxAmkwkToN36vQahYzqp5btr61eeduVm5AAUMsThLXnZVXXdALOqMq+XCji6bxw5xyvuqmVHdQjhMDxcMd+3xPCRz6xeX/2eOK3r49bMLXW6CzLwvV6JcbE9aq1Vup2ml0RvYaCK3Qe+k64P+w4DB1fvjry5stX9N6xH7wFDg1AWMBRsoAXSrZgUZZmwrXiNZPqiDrXvp9z2nYCSSatjrbQqEJP4kBmQJsPO/HKkKpKmt5KT5xRiEu1E75ZiO1qvlU+KDe+5dZsBvEcD0f60PF4OvE4PLLkxGWJxJz0exqC2ZAbbT2sILOC5ebvlY1vx8bPZ+vi2VqzNgmu2YR1HyiU9nx9Z6XcQ7nxM9sXqrfP7PNPj58nuMpa6J5iIotGQnVd1UWltzbRBoxWRHtb4AZ1YGVzf4uaM9t6AfuwmwtPU+MW/V9mSo4sjx85ff8nluuF+OEHyuWBPp75oofshSU5shfcotHOZMGBhHktJWtzR7PLGs30dKIGtPfCse/Ze8/Qdxz3SgH0nUrmVilS/fkbqUtTGEqitROuLnxzaEqxfdfWikZ+C0GDhZQidnkV/X6bW82cqFNU2n02CitSNPrik3EQl0hZEtM8c5kXfD+w2++hFOL8D3z1i28I3qlqjkVWtxdQWWfl5tEVYNGu0OpCFBEDgeslJNVj3PpX9e9fYZy3mSzqKf8T8VZ58tdCLfZIVnBVMqRFe1ktM8t4UhAznsnLiCPTiTpeMRaSFLW1QWkATrS/kLOIG0AXtJfQ3WHg/u6gGSsr4sx9R+4CwTnudwPBe+6HHYddT/DeMqhacxVMBEBsbKoaYc6enLz1I1JVN40gawR+MUw0ZZiS9pHZjwtzTHw4nfh4OSMl8vjxI1evErD7/Y5+yPTDgCAsaaaUaHWFPeKCigo4U7uymoync/gX58R6Lo3jxNu37/jw4QOPj48mmlAn6/n5WsbsPwKsQPuadOHlhdYMmbSvUK8JyYWQM1mSSt17BVWLc7hcSJKJdhqHtOaqekmXJoCzpKy3JbIsMzEuSr90Kpyz6zy9DxyHnqHfGbDq2O80a7WztePK+t2qg2KutUn30pT5aobnpf41N4/VBrMiVgP1QnavgbLqGJq9qr6irI83Z0JKNYhqriuWk0KWrE6KiFENVWW1iCfXzEW1XTnTBLgESkpIjkhO1uNNCE6j8zlrRD4BqWS66BFnPZCAmCKXy4X94UqMC6lUOuZKkUSg4EjU2iV3uy7qmpJqQzchnDr/UsjyArhy2kMKb0pnzqu6X20SX3mGblUNlFDrsCybJav1Xr/3as2rHmkWT0ZVPwkD4jtKNyDdnoJKkdcqHsWEKtkvItYYW8FAKUrpFHFN+avL1Sm+kvPCMhcup5F5miFpreL93cA333zB/at7/ut//Q2vXt3zzS/e8ObrrwjB0Q/efJNaQb0GJYoFOKvJqWIH1T1VTC+UFDSYWBKuRGsordL8UjJeMtEL5EAKgitZ67WGwNB5bcBtbNYsEzwquJovKqzjSqFzhXFauFwnlpg5hI77V68oCNN10jov8SAd5MWAlVebV5JB8oVVWKECqyfHxgxtXeb62ry6yS0I5O061kfTJhMjVmPuOPq51QbWI3jPYb9XcOVfWKefOZ76E+tvWoMx26yHNpaeWiuEeY5aj1kDP1JsHy14X+iCcBg67g8Dr457vri/UwVoZzXqrebJaoRr1shXX861ManfuIIrSbrOUso4p9kf54zl5AADaCmh2SGj1+ILOXXa585Fe9xr5rpogKKKmRRWO9tQnn0Pgx/Pd7oNwHLOcdjv2fWdio7sdsiycJ1nZc6gzIlKadyqO66z8iR7VZ/SL/fC51cfSe+3uayqjJv9IiUN9m7rozUm5zbnoGVDtyPwV2Crnym4KrQUrIg2rhUnKmwhNXMltokUc6qfb7r1qI76zQbb7ttyks2CEVnlHdGMjCuZUjRjNV8eSbOKVyznD6TxgsQLIU0K1IID1yHHO8iZvRvZu6DKfGPtMaL1Bc7BrtPI190+MPSarXp93NN5z7Hr2DlzUHadRni89SNpzkIx+UwLy5e8WYBupWetqMV+Py3AWTLW10UNsrPopaZvnwCSGrTYOJTF/pctOlvlqCuoUbWmTJkmUi6c3r8j7HY4ET7+8pcMxzuOX3zJcDhQqSHrNbX5jO181ou8gpuyPlqhd713syI2F4jIBqD9jcd/KrCqA3nzJQ1UYaAqR6RkcpzIy0RaFqWgpoiQtO4FbeBK0eumWLrRB2fy/oL3WvMkTq+zvuvxToVSdruqdOWRAru+Iw47OucaoBp2HbtepWX7Lqhz45XiVP1VtV8eb5HA1ICNqh2lnC3DiYqqFHBJv3tIwtJlOgfLLpBSZwXnE5lMnBfmadIGiklrAmrWs5RIihPiEi71VjDvgKAG8ydMWtn8P6XMMi9M08T5fOZ8PrMYxXF7HfxdDvWeKX5bV/ocPLTogkhbPiVnJDoVL7H+dzmrU5Ods75KW9tHUybLpdZbKuUoZqUsh06FBFzf4zqhcyidx+a/d0aH6a3g3LtG5cOCPM4CMrK9hm0jW/u2bIDBiwBrpZbV+zT7/nw+VmvJep6q0GVGpNVaAS393wCHgCRbv87og9v3iDrw9quygdtivzOj7IUSIzmq7LYUdeSdnUe2oeAWMTXaYl4fk2aE19+2PUoDKpu1srX/1fOXah1Lc1yop31xSd9uHEUqrc+aw1tmRkUq3PpXahH+dm5rrXSNGhuFUTd5BVnSgQvaXsF3ChqtP1smozbsAAAgAElEQVTW3dnU1m5bQBTLWAE436FFwdkCBtoXbI6Z0/nK5XTlcr4Q55mSIvshwM7z+ot7vvr6S+7vj7z+8jXH+yPD3YGw6/FeVgogSb0zc9YqTapG8ptIgIca/a/iUlW3w2XN5jmjlyIqypJFlRSDUwdc21mAZKH3Kvpwtw/k1JMFjpeFaUlc54Ulqh9QilIdx+vE5XxmOByI0Rxs77RPl7Z61S/ue52PPJOTQyvbV+rdutHWdXXrcT4NKK2y1lvnw63r4GZNVd+r3hIv9blypvjZ9X1ryZCLZiT0oz5tjzcxqM/u3SvbQunsMWrNXFUGvD2KAqjg6DvXGgfXvlbeQWfzm5OqM6/jVcx3sixyLpsrt9ag6/WczP6ouXLN9rlScF6VH9VOVXuk81wKOBcpDsTFVXXQ6X7szO4/FYxoIK8aabOHK91ug7LNKdQAmdqGYTdwfzwSpolrnDXQro671vfWno119ZViYkr2G9tztRaLZrtu51hu7noTGmo1uu0s7SQboCgtLlSgCXHVMSw36/GnHz9TcFWIU2QZYwNB1cGggSvMmFe/4i+BK31NLYZ2BtjqwOrp6nsLGo0SfMlKB8yRFK+UOPP4/R8ZHz8wf/iO8fv/BXHCj2e6NNOLOqed81q07D3n80U1/2PkdLkQY0JMJSIEx37oVPHvrmcYAn3nOQ7m6Jq0cRBHVyMbaIq+GZMCrclrdQRKwYkagpySRu8oWlyMGQdThBFnzHYvBMtHBa+RW1e0rFlyMSnNYlQh0IZ8xu0pys9W2XYrnhfb5EvB5UzO2qy2iOP7//k/ePvdn3n48TtCEI6vX/PP//2/c+h/CS6A2934AtWeb+fz6d96X+1ATTlvXOSyec0zq/ofA1j/0eN59qs6vEa3RAuMKQmJE5REGk8s1zMlLZTpCjnhSwSXrFcauhaU4G/15t7OrvOcUiJa/5bDsCeEwGE4cHc4KljJBTKEdGCg0HvH/a6nc9ocsw/B6ms6o7Y6c5hom3HyYuqfullpzVWn9KqktWJqt3VhLbUtQMrsHCzZM0jmEBzX8cqP85m0ZK7nK4/dAyVljscjrisEp9H0JRfGMWpxfFBZWvH9qrj3VyDiUgrzPHO9XHh4eOCHH77n/XulBOoG85+zcj6V3SoIJTjKTrW1boAUel9uLoYVyFRFU+eEkCIlqA3pa/8kX5gNzNbdJxuQSlmYs276NZNYvGM4DIRc2B08XR+RHPFpofOOYxfY9x3HoefubtBaq97jQ6W8mOOQtD5LawEte1Uq3a867NY36SmgrEGxltXS6CQ1AvyJ8bwdIvuXVxGF7fW/Ar6CWIQzuUXpNjlSZGlOnKpw0oJx3q6rjLM1XWBJRrWKpBxJ00gcR9Iy40qm947Z1UCeNRyzjAulCmlorZBmvbJFsbDA1QpWVvfB6XdojivUpsk2OPbKLfG6Da9uI3WT3R5O1kyVN6U+p7RAwxH2utrUVzNcONGi+eqw2Xx553BeTAxEHbJcpdb9juIHcAHX34ELLBmWJWuBvK0N71XuWmw+cinkvJDzAgKhvyPnwnWZiDkyx8w4J67Xme++fcf7t+8ZT49Mp0eCF958ec8w9Pz6X37Fb/71N9wdj/zTP/+Gw90du6Gn3+3W8bSxbGDYSgdcrXHVLsM6notQnCnMeQXnVaiNrApzGSjOpKp90OwVkL3HUyhelMYfIBRHzuC/Gnh9Hzg8zswiXKfED+/OnC6zOrlFW698/PCRvoPQdXz55gtC1xF2Bw1O5ai1Vjlo4DYnXavLpCtaNECjwdZsOHxbX2qu6hNgdXP1icIETRPUbPPT67syhDBQlZE8r4jNjhACd3d37A87+t0O570qMm9et7Xxt/dXP+GlbaCeI8bIsixWYzsawFL/R0CBCtiVVui8ZqwOQ88Xr/a8Oh54fb/nuN9psNCp7YuLY4lqQ2LU75yLQ3I2E9YGkRroqTefa48spc075zSL5T1d10G/WjERq5VNSenKRUVlKrQQ5/AlG9VQSzIUnLlmV7fAA6qdWwHhDe4wurcUzep5hNf3rxCB0+XMGBfGecKXQihaSxiTUh7rPqrCQrktmVYrmut6M3aTCJt4nWF9aRMqbn2O9p0xBlaDcvYxpqrrnCkWp82JtyGq/z+Aq1xISRX2miNUwRVKuVsf0/e8RBfZbgz12i3G3S9OkKIKSxWyVLReNylpF3rW+pZlJi8Ty/XCdDmRxjNlGSHOSFqQrL14auR233f0IVhtTGSJDspCSg5iQRKE4Bj2Bq4OO3aDFj8Ouw4vQu806q8360NRQKVRtIFv0/C4CTdaFMSpg9CsiKxRguaLCKyRjvpXVgf56fyYEV0jCRtcX+pzdaHXhYmJXKgc6DxekVK4Pj5yfviACMxXFblwHUjo19/R/v9kPvnEgn/hoZfc35vf9hn/eHu6dXTXWq9tw7nPfYeXPn+7GXzCt2Yd5GzOqMmq56jAKinFCBOqaP7U5rKp9zXips5YqU65aCSw61QiOnSBELzSO835CsFDH+ic014dztH5YEX5Wqxb5cJXNTegqIhKFY2maNTWe5RKWoetjaGCeB1OpcaKKEVkCJ4ULAuGKFiLkRS1YJ2cNIItIOQmiFNyMkc1s2YxP1cltQ67hSLIKRklbjFqyGx9kf7CCf6K4+l6ePLkOpEbkNE+qfknm0VY7YEp3VRKde3zsToY63Xa9siy/k0olTnZ+b1XUYEQIsEr11gSq0CKbVQhaBazFpxXp71x5yswLa1CQ7/R9lLfbJilRVE39r1FwGV9b11KIp+4pm4zWNURoY6HnUeyOh5imariUApNzXZJVehbbUE7g9TfV4xOJboOUzKRGWMvcHt9tokr63wAK02pOiL64LMV1qLC8mlXoDkiW0e0Pcb2i7xgF+u1rWNf50eqNyNt8G+NkD0mbF7f9herl2uGy603A2mrzL0FFZ98F+dcu75rIf+6EGqYTSXXU4J5jsyz0rymaSIt2hDaucAw9NwdBu7u9tzd33G4O7DbD/TDDt91Cvhh9ThrFN9qnrd73s0gNq9eNjZa1mFs+27NYGkQONvfeh05O4eWzGi2RMQz7NRvKCi1tAahFWwWlnlhnmaWeSbFxdTPMLqi1QS4ghR1C4vVvT3bZdtP3C6WbRDzdu0+Wzub/9Z/N7drc74KVvPzMznBh4D3qxT7TwmYrfWam6/0ideWXKzWVhVClUr2/JeJiDFFTII9uNZeIThnIheYYA8mx67zWn/qS7tRMTGdZi8FJMnKHEqWdfJaq+a8x5tNodm+1Gxayantm8Wyurlk7XOY7YuImCK7tt2pTmLzE+vvv8lcPXEG6x4rqC/b9yxxoe8CMScDMKpKq3aSdVyfLDSxvzfjU8pm0rY7x8pWavNb1sz8Zoe5uX/zidvP3wDJ9lv/ij39Zwmu0jJzevcjH/dHbjpXO+vcHmpkU3Delk6lClaKCDQAthr0tXBt22egbs6Vny5tOUIoEVcS8fqR+f23pOnC4/e/ZXp4R4hndmlCcoQ4U+JCGLSBZh88+177GwS3Yz8oLeqreUfOKoHsihq20Gs0ot8FgolWdOasrnFVWrPdqr6m3IK0OqfNPzXOsMuWYrZNszoxuSB+k2alLta2lW/8m/WxekHlpMXV2aLaJevCNspvK1Avm7lpJ7SUb54mckp8/OF7/ve//Rv74z2dd8znM8cvv+LLX/8TLnQo0nqyTbV5u704tr9Hr4Xbi2EFi6uzp0NXcOsP/uxxu51sgOpffuvzc30STa3O0wqsNHNVLPJd0kKarpRlREoiSFJg7LQxocbO1YAqTS/cfGatU6lA2HsrQu16gg/0obMfq9Lp3aCSTcE57rqOINLUzpxo53hBmuLg1mFV2ky2m1IYvFe64epsFnD6WZIz3mV81g7uMQkUFd7oXGIc71hSpHfOKFaLRlil4HtVkNJNQwvZ43wml0zos0bRG9XMbUd74yCvjxZTyDufL7x//54PHz5yOp25XK6kmJttKc+yV38dsPqLR/DwtOZK2v82/97cKegFGcy5DF4zNUWdE7WrayVEpbLFIsylsGQYcyaVwhXPJB2l23M43pOyx8mCpNmEAWrUWsF2FzSr2YWnfWis6iSXW/WmDextIyibUdw45kh1xKvj56gpk89dh8+zw8+fa2vBwGWzefX7aEMbW8q1PtQk5DefX518ctGEM7qvRVurxahO23oNVVzMRkeKpJya71LpmTFl5pSYUyShYiSJujdsf4+Ff4xS3AC0W4k29Xdvv3cbRXOwnh7iHM4HXJNcd0pHasqMSh11XiPhCI0C5b2KJlR5egwAZrNWWTb1VaEHP+gNRyxCSUpXLaKqfMN+j3jfaGElFc2Mm4PpxRFLYpoiMWbGMTON8OH9iT/+4VvGceT04R1pOtGHwv2XBw77gf/6r7/h1etXfP1Pv+Kbf/5H+n7H/tWRrlN6cRPtqJ55dUxLwaQBTWCrBl/Uhpen1fvQQIFmaVXMyfuggCpnRLKWAkiwXkoJ7zNCUiVUMn1weA/3+55vvtTM1aRa1zgpzFPEITw+nAihcHfc8/H9PcN+T+h6gjcKvjEOVAHIU1xHFm2rEYvWMNeWw+vaKVvXY81cyfr77M76W6nugNVyy/pGoWg2mKLCRCU1YYnt4ZyKLQ27nTbnDY6l5NY7tFFNN9fFDaCSzd/Num9ApFjrkDkSl0iuKo2WXVfxGTEqoFjdcc+dtZ/Y91oTF1xBi+IsEyS6Ryo+j7qnF7WHeXv9URqgA1pphq51sevQ48QRU8J7b7VEWg+mPoD+TaLXLMXhfWfqrHqOUpKW3KSq2Lm+d81cmSIs69ytfkn1Ry2IZHNXstbb7/qA83e44Pjq+gX7aeJktfcijmlJuJRYKE20UOm9q31V1/U2vP4iGGUFQtv6ObF9co3TuSboVqnDycTXWgmNBSTq78o5M03Ti2vxU8fPE1ylhevpgcvDBy1IN06386qWJV0wg65dsEVk7ZdRAZJsABerEav9sJ4Cq23ErNYy6QTMuJKYzmdO734gjifOb79jOb3jIJG9N6n1pApQnsJgze364AhBVJoSLRAldUBB2yPaZmXcbRd8+z0Nj1RQZH8pRQthszTHaBWS0PETRKMRJKUB5qzRtpybzGfLdNUowNboV9Bij7cUcPsKKkTQ2CkbEGNsQy2UdLKex8CbmCR9XhZSjFyAmDPD4cCbr9/Qh0Ap8PqbX9pc+dav5cYAytYZLu3Pesmt30nWV6wGfgvYDHT9VIB0uz/WmMnfBrA+/ynqeuiga3ippLSRWp8hzeh6sk24OjVFIGkkV8GVb+dVXBHWQIR4gg8c9gd2/f/L3Js2R44kaZqPmhngTjKuPLqqenr6GJH5/39mV2Q/7OyX2a2u7KqszIwIku4AzEz3g6oa4AxmdldXl0gixIOkXwDs0PPVVw2OmRAXnIa5L9NELoUiwjkXd6rc8Q/jQISAedxEEROEJov1GgGDqNtQpzJX6RawNgI3miZKgqbZnDOdeDifWGsxyIvTz7e2kpswoZQMqXZXap1WVzM0U6Z0S7EEAfl+vFKbh47o5fW68Pj4xNPTM9er97XqVjA8DHPdP3c7j3/lIdjGKvn2uVfe+MU6FGOFUlVjTDBLzWBaIfbis+5QNIWKUBVWharKKoktFbRMnM73RkSyfhq01VuNhrQyiHZKzl70va+HoA8WBen6slzDjPpwbPnCFh1hHxGrLRBJe3xI4v3HHX97/PsO1v7Zo7Lu4Qd6AM+G1gqgzQhwKBO70WmGpzkFCmjd6NtKr9XZLHfnalDZi6La3EmIIJFdh/UV7tRu/eAig+NSIkTsjQwMWHbckNXRHlb+/pLvx6Ob9YpzFY7TgbAiDWeJ3YhOe91stCnIw6G3ABACTQKY6M5V6PlyQtKM5pOtyeYsjewG4DTPpLKbMJYEDWY7hvG4bo1aO9um1ApPj1f+9G/fsy5XtssjvS5M54l39yfevHngt7/5lq++/pr3v/07Pnz7jRFgnM52zTEu4eDDKHUOZ1p8Xu2ILDyRBNiHNp5kz1iR3CYARq80fyTJJLHWGOYnG+FXyULWxN1JeP+QmKfGT59nlrU6GcOKCFwuV05PwtPTI8+Pn8xx+bCBnu1OktjNpJ1xs4vRtEcZTLC8jT0S6xO+3HGxzg46d0cJxU7WWzpxb0a8Z3x1rzU8HEl2pMWUrSatewuPF2L9+GM3sI8/D5bE+E3ZM1aRtWrqe9xkZ9CuG+W6jN6j53lmLtbvKgtmHw4mPhuHnDPRBzIM+hjP+NmiUfHBvsq5j2BVys2zjpBLJmjYkySKZ/SMMCOReyfLBF0tOJKKBz907F1LTti8DxvYHW4d83crI8M22a/xYK9giJcyZRTl7cM9ZSq0Z6vw6wolLaBqTLZhr8W5UmysXQ7vT7wiy4e/p8MJsu84ZLIOTq4RDfkaU6vD5DAPrbURrOm9s23bLwTEvzx+lc5VXRY+/fEPzB2PsAc+1zNX0zSMyOyOiRSPiOUyotPZHbARzQ+v3CPt47nsUbeIwOFOmCqtL2TdWJ8fWZ4/0ZdnimyUCWbPLAkWdaJ7c7jsKXuHnQMujyIaoKN4+ejXRffu2PB27DAmg1F55NcX/Fg1GrHfl9JkFyLjJdnNh3g6lOswtgSPKokbEd0ZGsOYjqLqEGZHw9SuIrlzlUMBj75HbhSI0LdKuy6sIvz4pz+Ss228t3/3G05395zevKfMhgO2vjLqhdG7EWaGoY/LC9l6vKJwosZzIjeb9rXPfakwvnxeXn2vvvbkzbnHO1/dsIcTmYWyOxLbRq8r4nOSMDJis/u850/fDa7s0NKbOfJARHJjJnt/ipKKRdWb1w4YiJqShQmv/UvF4X/uhIl/H76HJO+LyA1Mq/8LJa1ECl/H36Cu1C3q69eezeAoPVE0MU/GTFiKwbQ0KVkUekO716SpYeCtbxsGn6wJyoa2zZRBwkZNzJXUl1a+hsCt1GqNPR8fn7hcrt7jJKJ14+2HlfC3OF6Bvbz4U39hyUlY3sMC36NzrXVqs0zV1mDzWqtNlUWNqW5RYdFEx+Y3STYD33vwqNdS5OLZ95xJ1gGGfTZ/Zj/5kw6e2w0uj4qGkAxYoAQWvAeEVMb3HCPlu1J9ObcvruGw/6yu1K5DnX7fZFYbNa69W/PgOM1YOuMa9ickrAAYvZb0EP3cjb7d8dBwdGN+ug5WvJQL0+nENJ+QXEwuulOtyu3F+K/D3tSQeQeZFe/xMTxmYF8TS0I4R67zZI94IyCuIwLraKLBdXRgo1IySJQIPeHU9cWzVfZTcqGRjESFHTIo7rCnkkdwp+uuV9yat5YPtbE5/G/bKp9+euTx88Lz508UrDXFdMroVHj/7p5vvnrPmzdveffN17z96mvuHt5SppPbEdmdxVccThi652aB/aIh5uvTjT09QiwDRjGYF8XGTdXkdfKm7+6Eme5rZBFOk2VyH84T68OZy2VhXTdQY1esTalOQb+tlW1ZKWWxIHYudideK6aSkTxZjysp+33R3X7uewDCFjE7PPRoSIRFIDt8OcbMefCGTlCGYX7Tq+jl6CWhZMuMz5M16FVVrmH4D8f1OOIHe+vGJtJ9LoCbLLgHgBKHuRAj78niDYQD+ich8XYyjOqNqVNKqM5j/8V92V4yZyCCKbheCefOnuq+pKyWPmVnnlSl9IZ2h/01Q4l0CaIKC6hFn0J6PyCfbKyt76nbdt1QGDZPCSSajovP/As7caz3kHNhT+3QfmQnIOlAWVaTC2JMq7aWzb59SVp0M3+vPGfnkvG7MTHuU3900g6m8u3aUr8z5fA97vD5vPSu+/z8B49fpXO1PD3yb//3/8X1u++wJn/iP80YStPs0ARraCopkWfDQss0I7NFmco0e8PKiTzN5sFPM5KMMjqXmZSFaTLBmSMjJjIozlN9JvWV5dP3PP34R6hX3qWF8z2ULkzNICJpmhAx42+avBVIUWTSfTGqZbGM0tz6a+AU2RCGcVTiiRcrexTHCQHC1g5hFqmi7vUfAckDNaxI74ajDplnfpJFSAGiZiCouhVHTelQlqLmgCYEFSVlR2J3Kzi1r9k3k/h5UjaDaCqZySm4VXVQcBv+11Kt9Xrl//1f/4s/ffcdnx+fuHv/gft37/j2v2UevMCZlPa6i4OxFgI+/t6P2436RcbycPw8mcDrjtRfewQV+C9GQqIhCkqv1s+qbyvbcqHXlUkac3EH1sc9l2ywkgZbNe1RynSjpyGixUIpM9N0JufM+XSm5EJdF2pbjcnM67hOeeKcJ7IkTjJZXZXrsAGXQkhlsoAIcqjhqLvgJwwRF8TIocGgz0NvzoZiTIFZO036yGp96PdsrbH2jaobU1a0b4ZI6JZJzqLM2bMwbbMMS8q0ciHlYgZwzk6eYjcx5toVfWuNdVtZ142Pnz7xpz/9mY8fP7Kum8EI+h7l+lseQ34cGfd+zmt/ceyI810uWN2KKY7aOmvtrA2um7J0eK7w3IRV4al3qsKzClcymULJE6oF3Tr1utIwp0ulUOaZ0/nEVCay/wtgs/p1d5/7Y67Y1LHdk605GUEYYBRZI4pm2OsA3Ggjop0eRCG9use/wO6PKPnBCTo81x3mYhC9Pp6LSG0kZWOr3th2cb4ecGpr8K3+nceriyCfNBPU3SOpW7VG21Zbm8jTifPDG073D8hkzkhPiRY2hv8cRdvq6HEbxOF7jXGNnkXICJRowMpvcJmH60zmPBsVe/J9FI7BKCzxAI5QxGFGDiVUSfTsmSv/W8oJme/sO+c7yBOtwrK5OVeK6++JMk9O02+OnclGgxRbOwGhro31urCulcvzlWVZ+cPv/5U///FHpDdOUpEJytmi9L/5zdf8wz/+dx7evOPv/+Wfefv+a/LdmXJ3R6Bg8JX2MoIeMBBJfWQkA8Z0jLEdXW5G5jxYzfrupMYcZkffqBG7CEIqnaIgqVr/LmmWGdXOnOHhlJlz4uv3d+Rp4sefhM9PV7oKW4V1g2VpXC8rIoXL8zNKYj7fMefZ1roaMoY0kec7pCZoz4ZMH4Ypo4nuuC8PXuOOiPu58d+L58IQ998PgdoRfPD91tqXsi67sX46nXi4O/Fwf0ZVeb6IMxbvgeDh2skhqzgcq/3aj2GgUcfuzlVOaThZgmULi7OvTiUbSilnCyST6LWxbSsLjcRGTkabnw6ZfO3m/EgSCwD6AHeHqPVqmRNrFu6ZGDH5lrzpuLUWMEr45o8+nAkLnma1G2rNHNnWKrlVRI1MZtSmigXJ9oCVj12YIb7+Ya8HHM5qrINjxlbsGhChlMTD/R1lnni8riS5kCUxFUuEpGqy+Odq514LRu/70DZMwPdgz1iFnLh9/76Oe9u/6+VjsEMOu3XXEf+R41fpXGlvbJcn1jShasLSHCwD01nm6uhcCWmeh3OVphVJiTLPtriKOVLmQM2IZOo8UyYT0nU2Guk8FbL3yUgeFcr9QuoLdbnQ60Zqm/UyyKaMkrrzEVEnOQRNDpt5pFSxDRowbb/j24wKB6UWmaHj37J/bv/pQv+4CA9jOiI1hy+Tl9F62L/bd8tw4obyDsl/lE5Hk0Vvv0j2tx+3zIhGdYXWaMB6vUISLg5bkCRsy5V2vkeLgJT9EvxM/RCNCFNSb27k5Y19+VoM8ZeHOsNddzvBo77/TgbhOAo32vX4kYNj9SWr2c1Ihfe4R5xcEYm3JogokCCDdjTOAQbfy9kmNF4NeEZO2YV0JjrHx7lQhxlwICpwoToyVuNIB2GcXLFZdM09A0QsC2FXokQYc8CUIjPhAlbYjYsk6QaGgUBvFW0u5DWyHX3AzqKkJ6CoqBFfqIiPY7qFpLyYJ1VvCdGaFYOv5mh9SS4gY/39TY/Ygy8M83gtHMMvPjPWoI43GsxMRxPn2qF22LrVXFVlfx57rrFH2qPeSXxzWxsHGXIPXiwPv/ZbJybIc165z3HNESs9yLrD5/dBSfvL/surBe5jKPZ9eROYOURf9fB7OFs38JTjWAtfjP1uN8bn+u3nv7C8d0PnGFXV3SIlZQsaZtddMXhjyMZ12P7ao7XqheNfyj7YRfxxqby6mofxswv1cTehEobFdYTgy3heDw+DdzgULRfLXrvSGLaM4EZoGgFIGZAhHfIwovCjLthJaJZlZbku1HWlbgsFKA7HPM0TuWTuHs7cv3ng7s090/nO2oRMEyL5y/V5nOGjLj5Mp8jP2GEjbcIYk1HznYToU3QcQwt+JqKmNiCE8Vy8VwRyUnoWppI4TVbznb0+HQLGD13NCWktantCFx3mXgSJ+ZGMtSEIW+y4B49Gg6/hm30tN2/Z9+1x/vaTjyzgz+plho2WUxr9QYNUKQLHx/rqkJkicV+HPX8wVY42zbgmXNKFjh1/MwKWUduz1+tYjVZLVjGiGVKyGspRg6qHkTgs4+NaGTVqL3pBjRCzjFG/mYX9tdh7t+MXzv9uM8ZMBgKKgzxxVX2YG03xrsMXy/69fpLxJabLo+cUh4kNnf+KXXUzFPuau4GYS9zxlyvlZqu9OG5RJ186Vqq/sPj+g8ev0rnq20r9+APbuhDESuZkOWwoHQktHH86GcY0emIYfrSMn2TLLMXP7ApKskXDzPGyupKUhDIZ69gpbUypUvTCuT8zSeN+Et6cClIbsprBqAlIShYrNhVVkhoxr6U/LWqYmpn/aRhoeGjxiNNWTy24kTtYY6zGqh+Nci8cHEWFAJKPa5d9p7x82POKWm8q53Tr4jUGAdkwmW+vEUpRLAqZvI+Wf7ppNEkG6SaMo9bLTCBrEdm6OqxH6N2owJfHR9q68uff/yv/z//xf/Lw/j1JJtpvN6aHd5zefTUieLsj62MRmnhIUL9tgaB6RnacfBymaAYK7nYdduVyMTjYPE+cz/MvCoAvjhc21O15fzlzFU4OkcqvG7peoW9MCZgS2cFCOQvzdCIl62GkGFxwmiYEdeIJBn3u01MAACAASURBVBU6CKUYZfk8n7m7v7cztj4K7utytaLdaaIkYUaZMIrhpG3MgbrQHEXe0U9KXZ0JZiB4dsiM8u6W2K6YBexzvXsNS8AxzAEqOdPVolwPZ3N4S21GI54TBeublZx6PCtMmFPYvEWAbpmWCz0b3jzH+aX4Wgq4qUW/eutcni9cr1d++ukj33//PZ8+fWLbtgEXiLn8Qnv9Vx8ehLhR/ocft8fhtd6hdcSJQyIautTOUjtPVfm0Kc9N+GkTrg0+NuGxwQY8905FWRA2hJNkTuVEko0yn6DNTDmj08RpKog22rbQarE+hdg+sm0YtXa694o5KNXR54qQF+KyUQgnS8VaPkSmKtYhOJFK3g2vl8GLV/eaesDC3jDeF9CWHgQ8/r6XCrj7Q28+u9tlloGyhtmB4e+6y+phzHq2wOppB5mgrzMzQXJK3J0f+Oqrb3n//mumckYoqKYR3ZehR8JIcnIF2943wYRhV419KIfXPIL+ysrqiAe1DgLOP6pRFF8mq4catnPoYaNc757FStPJ3pcnKCeUxNK9FxD2vpQy0+lkujkHeQ7OmMpg4+21sV5Xem0slwvLdeXjj5/43//7O2PJuz7zcIJMZ5JKmTLf/uYb7h/OfP27/8bv/vl/MJ/uOX31AU4PjukPKRHz6zVB6DDchhMu6mgRvRlOCW8r5CAY/FE6Kbfx7cZwao9OI+cJLSCSqKUS2Q7cQLdIfaNvnV47KsqczGl8e1coudC2yuPDGQUyhd4SvU8gZzozW4O0ddLUaR71t7uxDGWajHZeyxkk06saAVHcn9/bse4Wd0G+hAM3Rh0VBwIBGNndMLZt4OxH35flOEQSOc+UcuJ8vuPh4Z61tZGlQPbAg73fILpfOiC7/tmdAvYN7PMXd5TAg4170DGcPFXYtkqic1kSaKO3ZAHAlGmz9aIydt1841A2hwzHlhKsUXLUd0b4OhymlBPF98J5tr0xFaNjl5Q8SZCcs6DsnAUpE6yZFnj0bLbXtWs41OzzGt6fqezYB15XrwfVPtSOSQnAazwPiAFlwCVbbXwZcNqP5M5YOKtH1FHsuX3C9p9Hpyr4AeJ5G+4+HntN261jfLyeL/gZ/oPHr9K5ojf69cmKd2uwdiS6QwTDXZeDcs5OBmFTXdzwsw2mktGgc00ziGe/HMI0nKvZFELOiTJlcoK7qTHnzsPcub/bKAVOOXEKBq7qGFVPS0WXk2EkxIaMCMQo+LuFDXCIlGg8H5Z/d4ptPX7AnC3dtbNrS190Li1et90Pwl8A2R29sQ0OUiiWcY+zuwBVVxhRp9D3W7D7iKhzGE16iHVoOFeRAejUZUVb4+njR77/wx+4Pj/zu3/4F+7v36BpYnp458aUwxyHTvdxOt6ehMmwC3fh9m0RJXM/70tDQpVtq6zravVmOtmQvNhgvwzt+4WXbgydEABy+5nhYDW0bQZ5SwehiDlpxYMCtRqTI2IQQRPS4k0CxZv2BbTHC4Ino73f2pXerblpd6reNBWKJCNg0TCOHbbl0CuN6x7Cx6N4BNwgxiGie75+2O95vE0iOxKZuESne3rfDJ25ZHoSvAOMvYYrPVXrF4Jh4i0o4VH7vtHqYj1oWsUonnfI7O6Uy2H+rc/J5XLh6emJ6/VQczUm6dZR/C8/jrLg5YLSn/3Dn9KDpa4Dc9+8n9jSlEuDS1MuVbh24dKEa4dNhatnrFaBDaEEPTYGDaMUg2zNM5PLRMsoNjcUrblnco+js2cUj0NmMZEX5tjYHwdh5QowouPGaBcF2Z4dTelGGf+c8o7xEY57MbJFx791nPfVCOcwvPXgTDCeG3TOB1atG1FOZKsAN3q0cziH3xuJaZq5v3/D3fneKPHFAxk79u/FepDDc3u09rg8bt9/uO5fkGt6/H/onJhM8eCnGZA9DOgkroeF5kGYVCaDN6aCZqMRrxtU9aClgDqqpJTpheG018OZfKy0LdgrN7Z14/J85ccffmRdVu6zMGVrVj7RmafMu3cPvPvqHR+++Yq3X39Dmc/ku3uknPwcclgft9H6kXc49iWy6Rx6cox+eLIeYPJp20lR1Mar406KqsnfbEQFQWKRU0eznSdnz6o1q6vJqmRfBufJXrufC+d58hhFRnuENwtQaM1qS1pX14069qaIQT/RhiaraRqNoMN1cvvrxrE6OFhjQIa0N0si5q4f1vjuWByyncfxPBwWbMjk5DpsnhyBYUgniXUY75cXDhSHzFoEaQDnN/hinxydsnDS4jvDwQonyeraKluCRCOrGMOjGFW65gNs1IdkGPRhmsmR0Tr0ZFyuwZ+DJbPk4o/sQVMrhZHIOLpztbN0JiPn1R3lE67nnulyHXxMM7l8GnOp+9wcpcxRuAWM9qU83eVh3x2veIfL9yPL7Eub62W9fHz38W3HTOLPwQqP3/G6bN/P95dq91+ncwVELZCy8+J3NYk0mp31IIEQzlNmmpJD9ez9tVWLHKrQmi2eRratsRY0m8PVi9F9S5nAqS5LcZjLfUJOQu+Jci42YK1bj4EaBkQbGaZ9QmTsyBDLGkbGcGFsWerhfbt+jAk3Z6xr98i1f1LUjaS9PkAVNzb2zZiCRSfdfu8X4krwzJPnoMSjsq4PFC+wDmdk3FeIS2764wwJJdDoFpmhjzsP4TRWrOIKErbLM88//IBuG3/+7l8B4X3t5Ie3Vm+nagKDA9lHCOaIEKJDMMiYi32ThbKMyPO67dCIOGqtfP/9n/n97/+Vr7/6YBmgHNGh17HB/5njRkActYx2aBuqFdFK9lFOdGT0QXHygGTOFWLYbcuWBstirDli5MmpGC1rKq50O9u6sa0rulUiCGsm3UHoHh8ilrkU2VeTX/5AMbjxa3aFF8DzZUT8l46oeUiarAFhTjSBqRsLkTh5gui+WA0WaEEPizK6Qm+bXWKvaMuITKPfknjBomXJO612luvC9XLlerUM1rqu+3y9ooT/ZkekVw+HHv7bx//WQKarNWVsna12LlW5bsrnTblU+OiP5yb81GBp8LnBU7dM1bM7V5skmphB08tMko1UTlBORBMXcdbH1qD1RutqTaj1INv8EndngoMR9FImHSzpF8fx+26dB5OLR+z+a46VHM45Ph2yebBfvcxUvVDAL09/vGzdv3OHmajLaobMbs0aidba2NbGulW2zf5uNQwQk2nJM81vHt5xf/eGlIo5Yb7ORTF6bnUDUHZDJa7rZy75xTP7OL58pyRBskXOe95RDMEmhkfbO+FBWzZbRLxu1hkBpwlSNhKLNNFJ1Ig7hnGeC6kY2Y4x6WaX+R64C924rWzLQt0a68WavX788SOPn554/PxE6p0igJPXz6eZD+/ecjqf+Oo3v+Xthw88fPiG6e7BnL2c0OQyYRT3c+ssHQw5m8/OKFoGi/T0gxMd8s8YOCIegHgT9kFd7vXIkjpKIqkROeWmkBpdraZHpRn9fgsopJC0kfsGKJM3kL8/Zd4/zDa2oh6g64NkKiWDjat22mZNl1PoCw/EmGcW0EB/IEjyIPKAKO564tYUjc3efU/thDA3hvXu7XCE9/cvF6urH9MLZSqcTjNTsRIR6S77/Y3DKdnDZvvV+YtDx7lqM92aRm2RaS3Zr8ojIKrQW6MJ1KxsG4hmtlqM7IJE9UBQ9prj3XlksEC3Zk3C43yAk66lYcchUVPqcEivuZpnI10p08Q8GzLLEgdpEJWIZHI52TzlCUlmwyQvg5HBIOvtEoQxp2PuYp2rHsYUBuLq0I9MY+G7zAu2vXXbuF6vPD8/U7uyNTWb8wXFufqY/FzmqgcRx80q0/H6WHfj77Cnj8tt5zh4LVv1UofsUOT/2PHrdK5EMS7mRmejqaX/o2dnJhrkiW+EzMPpzP05k7UzdWOwulxXao2+IJ2usLXIVJjRoAgtFYumSaa7t5yTMZXlD3ekh5nWz0zv3zGTkab0VVHHK+OsUvRmZqPZk3toA4fy+YYUPSr88ArC5bpVcsFQpa3R23awSNwxiEGJBZU8YweD3S+rjAiyyHDP9vOH82SuLM0hfsOxEksBW68Vayraieaie5PReC7qyZRoFteo2qwo3M99SHLs19Gs0ev2+MindeP68SO/f/uBz58e+V1tnL/6hjyfyfcgxZvlaUSRXKh7ejuE74uYSlzYMHgM5NG5LtWzOvuxbRu///9+T2sb//RP/8jDw91wrIoUH/afcbD+CqNbUaxRcEPb1Uga+koRa3Rp8NBukarsxd3F2xRUm4WRzRIOTUsZAYmcJ+bpbJ+XbIxw14XlcqF0K5pOmHKw5tW7WhoGVdR8yIjl7Uakz4WNkTvUEmxowOgB80uHLxK12jD1p4pmi7rJRGoOTRXLWos7VwlxhkSLVHdRmjrpBc1o7CWBzE74Eh6hhP6g1srT8zOPj488Pj7x+PjozYP7eM8+2f81jvZrh+m0jlbrlzJ876PCOETfxith2G8NbZ3r1nhaG89r58dVedqU71f44yo8N+FPq7B04bEJl26ZqgsmJ5vYI02Fr/KZKXXSfE/WZ5MPvhRaV7Zaqc0CP8lbNuRjEJujg7VnLYfxc+OYM16N5+L9xy1mBjfW34x041S8BvGI148OWkCWgjp8h4/sEfa998mXnnUEjF76cl1fQE0ODler3ZyqpXK9rlzXyrJsrEtlq43aGkpCSkLSxPn8wIf333D/8IGUJmMJk9AIPrACQjemsLGCjj/341UxNe61f/GSJCFNfj15zyypAG6shXPVunpk3YKXWrymqhTS6YwYXR+kidaU1fuB9chqTRNlPpFzsTqzXJzsxuCmQbve1yvr8zPbWrl8vrCtG99/90e+/9MP9GYBzVmEREV14/zwwG//+++4e3jgt//0P3j7/ivK/RvKwzuDTaUdVq9DT8X6i2i64oCoUJ72+6F3m61Vt2XUBWrHolZqY5ndASYnC/b2bgHf1lEpdKnQGoVEap0uCz0VaI0uhdQdKiwFaRu92tyfp05JnXZX2N7fs9XOp+vCUg1ymx25kFP2lhadbVksW1IcYRAkRF3NoUoKMoE0cOfOnPgjecxhTx33nQe3AhoY2dtwgHZjYA+Z9jG0r8lWcTstcZonzucz82kiezC5D3vgRS2SxhXqwT64da7s1TTYm5PX+qEWuB8T7huvNdPLq3SuqdN7ZlkTQiFhMMCukFLd+1a5XguYbnO4tu2XbCiMA2lFmtKu01PyWmmD/k3TbK0vppl5dm6BMjmj5+QtjMy5Cid5BDoDzu/kKZGFE2Q43rtjrO7QqMuIW+IR+91I2uJ9FuiyMVqXheu68vz0xOfPn+kI1UtY9JBhiFUT2a19OR1kerAfHtbZjp4JaHQ41ruePCINRCz7F989VpZnxcKxi3PmdFzn//7xq3SuVPE+Sl+m/cZPheCYNay6YVZT4Ci7R6ojp6KOZw3BF8odq1ExozEbS46IKQwV6BOJ4rVTITt36kxzfnTU/Byx9IB9124X7Nr3aDj4orh5it1L14OTZuPjN3Cj/HYDT9xCMRDD/tzNstDdyXpR/jKugX2obu5r5N2Gk+JzFu8Zhri9N/JVYyZFD0xf+3kD+qi90beNXlbWyzOXp0eWy4V1WShijWNTOFGESLao4c6W6Dd80/cifg9jKa7PYBFfGEW9c7lc+Pz5kacno+Hu2jmdT68abK8dv/TaL0GVGJFZI2GIOr4gbMDn1qh5zbEIuF0UPKfoUaFth+YcnVCHeNhpHB5Sm/dY23HzN1krOThXx7/HCMtxSo8jcaNAf2aw3Ggan7BY4VifezRpQAclCqw5LNaYewc7jC12HFeTE3kQhHBjaYYhXT3aVmu9EfZ7/vVv61iN6/ECaQkHdlzuIRNC/Dw4Wp4d0dbZmsEAl9a5Nh2PS4erP9aurGpMgRuwhnNlbr0RW2gia5AO75TAtzCfPdND/C54YfZtXPvWxdlH09WjT72Mv28IEvwb4u9fBG8cXjruSze19pP+JcfNHj7KM90xyIf5OgbP9t/dqIyl6Pqkh3UpDIhYKQaPK7n4WtjVmluORHDjJdzmtZt79XYPMv21I4r3EUbE+8gOGHtyMFx4tF1S9syWZz/SkUUySumTQ5j22pS9382+yW1/Rh1hpdXN6MUXox4fNR0j46vkyep0Tucz54c3nB8emE/3xoiXZ0yG4o5NJ/V0Y7hJ6JOQJcOQCGl8nM7D+jzyj0f0nSB9MMNVfXxMfCVnnzQH1QIWhv7YWmdzQ7x6HyQjpeBmzgTIYox2J4eH52RNns0YjmbLOgiBBtlPT8O50t4NZj2+WMwoRwnnMnoh7XCF48LSIZN0/Ly1j+xdt3ohMle/TNCmpvPT7oTEPIUJcJySw+lu5MSwkW6X2LiHqLkKn3rUgx7vz52NqJs0+7Xb706cdKzpaa0N8wTYHQV8rY0WQhbESAeOgSB0EXd+xPdfoGkCpskhOxlNh8Vb2hjzNjd71pbsnoUcsESB0QE7Rb10H/OvN8Q5+9yoj9PQpa26Pq3WM0r27Ld9ztfCz0/4YeZjXcUcMEy+XS//zGcPc3H8+/j668dfpud/nc6VQ5RWEr274WxiFxjyDdwY1FR5+mzMcgllxMZ7RDOVJrqTNeAuVwxu36ckqS3WnBNFMnf5zMMs3E3CKZrVtcbaLY3bqjk5um1QG2s1AUhKNNLoBzRqhHIylrfYvZFuRyyS56no7EWFPYkrEKF5wWvbqheVyqACDoky6NyPDlYVhvWpeuNvhMLXGNTDxapArzZeTZ1CXffslT1nz1dnHduZoLxIU5RNG5s2Kp2WLHM4Gi/eTHxcn1qUDuWnP/6Rp8uV6eEt7/7+vzPdP3CniXK+HxtJBBKmQCRZD57Dlx4iFuyCEH9OQEVZlnUU9MaxbZU//OE7Pn3+DHTO54k3b95QSuHh4cF7mmX+Kw+zkSraFivYrhe0beS+gK6WJQ1ox3ziNN25cHJ1lyZKcRILV6p1Xam1glrKPzlWPecJ7bBeN6ONfV65Pq/keaKcZnLKiBQgo5Lp3iPOaJQjMxVG7f77DiyxO7oxY/11I69gt0fF16D9wYDYOBlCZLBwxSFRTYsp4HXtkCA3JXWxDHQyGFFKzYPFStIKHdp69SzWbBTKGoaOjMDOum58/PiJjx8/8vz0xOrjqHp0Af72jhWqtHVjfb6O+4XdOH+pKNB4ze9js58/Pm/88Fx5Wht/eK48bp1/u8Ifr8qlC39eE6sKl259rSrCRZLJSsmodOaUea6JSmLq5mT1XqlamZKyZsgKtZkz2KU7PLCPKKlb5QcHPx3uZr8/c6zt/dZANe1rw9+BO1vJcVbJGwveZK3GGtudcsY37NbbXtzuxd6jf4Vajz6nCh705SOYdLicMLsOMuYllPAYako5M03Wv8hK4pRa3ZhuARETTqc75vM993dvOJ8fmE93INlpp4+2bLfrVX0l4v/LRsvLuoRYS7dvwjIYGShuwOUJiaxULgfZYLCkVIyhN59OSJnQlGnF6qu2Jkb2QULV6kXm0721USmZPJVxPVutJLXMfa+V7WIMvpenR54/f+byvPDnP/3Esmxcny8koNVKu15JSfjwd9/w9sMD3/zud/z2X/4n8/meu/e/ZTq9oaFsi9K10frigdkMmvY1I96z0emrk8Ouzai3PlC7bhcQC4gdYf9WP82omVWPkpt87VANOVLVMsxPzwvbtvH0+bM1BL4uLMtCb97UtNvapEOWzpxNFidRclLu5wxvElttbG1B6GRd2S6PZBqpP1BE0VbpbTM/sHrmpy0GI6RbXzDU9GwqCJmkO0zT1kak881hBD0EuW1s9QYS7rrA93F3HRZqOByrgIu+XMuRaT6dZh4e7jifZ3JJNE0WqOA4Fy8k9sEJPf5E1WNvO7kIaoH14V1FLb0ERsiupXeozTThVjeyKCXBXKycpTWHEfaNKjWkF8BwZALmmLM1yZ6mbM5VsSCFwf/DYfJmz9mQG5qSN1J2p0uSQWsnY82ephPRN1bDvoyhGCAUGRmaYCAOu3FfxeFI+hyLwUq19eFEW2Kk+7gL27bx+dMjj5cLH3/6iZ9+/Ik0zUz3b7xFg9/LQZf9ElTvKHkjgzZsEN2zWgPyyJ7F7L2z1TpuJyCIR+c3PvvXHL9O50oZGFSbGocX+etRyB/Rgq6wbSu919HPZ4+S7w6EGQnB1OSGdRgjw/j2M6ZM0u79coTJexpEGr869LBFTYPXXDU3zAZBgkehzC5UVzzhWPldydHoMKUeRgK92+e1j+LXcBDC6Izo/h59iPv38ToEWQRuFibHCJzgmGX1nWaRoZGR0shO3Uaq94efxu/XarQMX92JDBZ7Ji7tlxHXEIYJ2tFNWJ6frPbj8ZHL8zNNEmXd0LyNCLaI4CaVp/IPaymu9RBFfulckaDW241sQ994fHpiqxs/fXzPx08fUYzkonclpdjcx3vgZq1+qRQOUv4mwqKHZ7o5WN0e9M2Ktj2ThReCJoScC4qYY+sGYfa6wSiyNeGhvjfSiCKnlJ3BzIIUdWsWrCimPIMbKWo+QoCHILzBjhP7zRag+s3L4c50LEYd80YY0L7vbF/6Io750bFCXV3GGJq6V3f8zZkI4/y4n8SZFEPZWpZb8CDFkAGHqegWwV6Wlev1yrZtg8jieNzO7y8bry+P/2j2E+xa2lbHPtxjduFghlzYvzf257pZoOlSG09b52nrPFblces8VnhslrV66kbFflVYMQr2RYUue6/BtQtb39tQmFEEzaPbvVtAqEdWfzx8rFzZDjz7IfsUa0bHMxzW2E6gstPA27uOcuCIk395HLOe+yTsWuKwMgcz1hcEM9x89FZm/Mx59/fp+Pt4TXvhtoz5O6IhBCilME0zZZopZbKCdadPcmFr5Cx+gh6b5oszvn4zAYU5CKfXMwaHbU7yCHv2PkySHCLojpVkj6B7JioXpBR6skCN6RNrbGvwcwswlmIkO+JsaKrmrAcUKLlh1+pG21YLHq0r63L1IMhG2/ZMv9YNcuJ0mnnz7i1v3r3n/v1X5sSd3yDlDqqR3Vjvt43eN5SM6k59DkYikXu0t3CGSoeQ3ep2C7DyEqY61ohnfWK8I4uXvKpWO1vrLFtlXTeerit127herg5NtgbJqupZ5MSUjOInJXBbnJIT5xlSsr5/a4KkjVZXeiu7jHaIJVjJhAhoqwZJR62WzxeASGYn7fL7Vc9kSDDexXO7c2XWwL6Qdo2X9tgv4VTpWB+v1lyxy76crW9pyWXULB1ibzdr/qh6Ryzv5ftGYMFlKkH1cNzfe9DQrtUdg27lFK11Wu43MOKuRrYUgf2bYI/3yBIRUs7enzWRSrY9VsJRcFsxpT0QHgHtWFHDrvQ16Y5YyuYYR91c2MW7ENSRERP2tSoxWEM++JpJfu8WJTgYPW53jbG00pBltZYI18UeWSGd23AE9xllODkvdeQO1TuugaPi3s87Jlw5jIn7AqHHx1q7zWbFNYRc/M84Wr9K58rm1YW1Kw8FWndQdnYsqDBw5a1FJIOD0yJjcDs+ye5dh/KPDwx5MD6+p1JtUaax8XutVhjvcCp6J1VFmhr60JFHwzxIXoiIHmzLA5Z0OIIyFi0Zi27l6BVkObku6rCB5lFDx4wSsO+I6u+bTHuy7JxmhEISpTstjrohMWrFZP85FiRKMPQdLtvG8eBcmdNiBkJvxkbWgdqsnGr0K3NY4GGvHiY+5sEV47qgktk+f+b5hx+oayU/fGA2aTOM/Ow/IzNzu0m6C+8QlvsdmKAS6rahXxjOOvoaffzpE99990eu15Xf/e7vKaVwd3dnBsMr++7WTPn548bQir96g15BK0LzATH8u6DmPJGt11vKoyC0qxr0I4WSyZhL6yxUUsgexUreALQuK09Pz2zLwuPzM9fnZ7Zl5fp8peTM090dUymcz2fOpzO5TMx3lh3MOTs8U0ZW2YIK4kLVopTpcIcRqZSEjXc2Q0RVqdgcbK2ybgbDi59bqxbQcPphc6hs3W29s2wbpMS0NXI1qvhUyo0hnxLkbiQtXSu9C9JXZER0DSpRW2XdVi7XK58/P/Lp0yPXxfe7FyEKR1Xwtz1U4bJ1Pl7d+OGFOnEFdjSqld04WTYbqx+vyg/XztOm/LB0Hjf4cTNCi0XhWc2hWlEqSsVqKVUt253VM0P9TKfRHFpStVK3R9tH9USjeH+wSks+1mpU0GZsMwz0XW7tzkTsHGHYDigmQ7VbZDVeD5FxA4eR8aQbjqGAd3NwwJwi0EJkpORAvLPD7ppKkC3Smw7Zp25XhEJvbuT0w0PBW1mwU7p7sCTTKFiz7LkkWjPYXypKlkahksvM/d0b7t+85+7unjydSHmiixyM2whG7Pca0uzgLr26vmItjyj1LoRfX48S92zjZbJgRkk0Cra/ywjEqDc6NvvLEA1WAy1sLdMQUi5M8x0pF/J8Jk0zJDfgPGuoqkhrRru+LqxPF+q68Pz0zOPzhet19ZpfcXKLFdHO+VSMxOKbb/j2d7/jzdffku8e0DKztA5tscz9dUG1UutC10prSvW0ifbmtUrJ+v3lxDxNpJQ5nc9M80zOmfkU7TqyBwGsdtyVom9SD8ZqUPwr29ZYV2Om/eH7H1iui9d6fmbbKs9PzzSHARpcVJAy275kD3Ss1ZyhlpTk/TXLnNEE8ylz1oRQWZ4eSaq0ZUWnk0Hxe3Pmb3Hno/tounMgakE7nAXS9ZHVAHv42rGtOrJUlr022XQMY8TvTiigO9Ko9T2YO+Tbl6tw2FPzPHF3OnFyxsDWO037zfo9mHrDl7ixAw77xBMdNn6DQKoh0ixr64iLAF40F1vRK1DEkKitRxDc/1n0czgNkSUC8ZZAxWoWi+2bnmRUJo++vs7AnMKmFKWoZdG6ep2rJHKpSMrMrTN3jBSGREptQHO7ROXz7kh2iVpq4zIIl3I4goeRGoEd3NELOSTeT9Ir8VVh3TYen5749PjE4/OV5+vKLJnZaAsdankbw3/n5AAAIABJREFUuNcgrRCzjEOnjYDXMPFDHxwsrhDvwaIqIMnW0SgbOrwvjpfBuZs6r79Q3/8qnSszki3yBeEFm7K2m3UOf2HgsVtXi25hRjzA6HjOHtFtB179oXwOBfvgTk2yaFx2aIJRouJwIaN8FcVqO1WR2hHDyqGD1eEQOSjO3OaGimmOo999WBgJLEUm0JOdJxkuW7EN0MV7fJXJryuoPBN0dzSiR0JP0DNoJzG5Io2LlL0mKrFfTRgk0sfVSfJl3BiRmK7GMBgCMGrQmiqbmnitFVoTWjcB28Hh+HqIju7QC5svz84sC3Rl+/iRz3/8ntN1I7//O6rMRt6RzLAvbkgld8rtxncTdETzvdByFLomgZzY1vWLrETvyuIRwx/+/CM5J56eLvzjP/4TpZiTcjqd93Vz403pFw7WHut66XaFIePXNmjXK3gRsMEBq0VMp8nZgmxd9taNrKErU05MHlFNTkmtZJomo1+frEDcnKvMVhufP39mWRY+fX7kennm0eQdpRTe3N8zTxNv377j7dvEPCfe301GhFEmgx1ghjeoNYRuHrH0kKMOlKqwMzkm3wJmEHbtbF1o0ri0xmW1/Xy5rLTa2OrG1sxw8BXk9L8GebmsG0hivt/IUyOLGUEJr1dxaueYhdo3Oh1pV3vQkGmy1+rG9brw/Hzhp58+8eOPH7leFrOHRtDkMHf/hcdrETJFed46P16M0KIN5XYwQLygvh+fOzhXtXe+v3T+dGk8bp0/XZXHqvx5FX6oVl/1pA71RV06mJMFytSU3M1x13ZGpZtbIELVjbp9QiXRirkLtTZq20hJ6X2zQJZTUNvDghrq59Ru5DzDD1KHtxydK2SQq8QwSexl2bMoEdlVT2FLGGeHARtNsj0Q4IwMI0AUcirGsx1s4ubO1finYNHjve604Q6VQBuOVThkHXqztgo0JunMWTmVTOt4k2ChSKOowXnePrzj7buvuL9/S57OyDQbdEt11yu7qzp0hBmSY1C/kDy+6NxYOThWvG5MRIbJIuU2ZpIKKZ183CyTTjKoIDmhk2W6e7L65q0pS+1OKnVCpTDnwuxsfeV8Ry6TIR60oUEIoUbqostCW64snx5ZF3NCPj09GcuiCo3Eum4sTxdOc+buYebu/o5vf/sbfveP/0x+eEu+f4tK4vpsjYZXJ/OxQM6C9sa6LqzrYq0prlfo3frpifUgujufyaXw5u077h8emE9npjwNxkSTd044od0iF7b4oG5EkFdRlmXh6enK5XLhD999x9PjE09Pzzw9PdFaZ11Wk+/TTCkG2Z7m2QxpNZRmr3C92veX1MnSmebE+ZyRIpzvjMgg6cb18RPSG/Wy0Kc7G+de6cn3XoprN3KArl4jlC2zQlOrTVNjYgWX5YMAJpwr3QO3I6riWTp26F/r3ew3tez30S56yeK7r1tzgE7zRL+/43w+MZVi9WjN5Bhw+P+1gIGt+ZARSX3qsO9OSVHpiFREutlDPrXhXKmbSSJGmCbi5RLNnQEOD5cBrTWvqzIHSUomn2Yb28kCEy3vLJI7d4PxAyQJAIkwdYMV5ioUWT375cHT2uhNLauHtzMpBYplrlr4R0bxiojQ3OFLXgYgkrxMxeWvhELnVqenCaFYOUNajQdBlaaN67bw8fGRnz4+8vnpmafLSk8T9y6/Uu/DHggHqzs6zII1AaN1J2o4e18iFfaaZJf1uusIG8tgYX1lScktg+AXS+UvOH6VzpUdHmUMZ+iQXh1C/5hmfy0jEb/rYS0czjCQ+y9cWNswQYqhHokJR8gLEnsjdTFHLIqPPXuwpxfDZXblPyRGOHu7EBkCQAE6qQbwuA/4YURCIp4k0RPFnT5LQTff0ELOZjyMz3rk3YwFYVOhqkGBjEkRaleaP2fO0K5Qg4giZiAE5/h7OFh9GBJNO729Rk4Ct5HlEYwY32c63zIVrVW2dSGtK3Wr5FrduUreZHCHAySO5zmcVyOSxHDkxNkSIhvy5aH0LtTaWJaF62Xh8nzhcrlwd3fn8MBYbod42Phx+NuNxGN0fkwg6g5tMJTZpMhYfzamcYbxiP0Qly6HLugueGz/+JpPaUT+dXgLFj88TRP0MxGiT5JMsWPORk7P1NqZ5pPBds5Knm19pxGgCAjeIVix3+1QmDHHtXcrdO2N5+uFrVWDDVyvtNZZ3OltLqjNiHSH36MYrVbqVkGEbatM2wYluUEfkTdvTJzYe4R5cKD3StCII3Y927YOavpt3b5gktyPV83V198Zwv3VdfbzhyKsHS4exoxo5tGJst/lIKd252ptFlENAoulKUtX1qZGXKFCJWC8cX1Kks4snSTKfVJOdN6Wxl2uZCojm+CyhRRy0rH2YTwMZteDgvPzRFCoN/WmkqEQceeqIZKoqqRm0JnJ4TOTQ4CTKl61ajUtAz79ZRBjl7O+r3o3+R3XghkDETBqvher9+3q3gjYMlfOfjrkIx4AY4dAj/+P/8aKOFza8Z0RlPMGpTlzmmbu5jNzOZElk8ljv42FcLjPwzeN9Ray9XgM2AsyxkYkZNRrhwyDyorjD787v6jglp9TsAdsycbY9UL3XFm2muN0pF13kh7tehCPdk+9VdpmhBW1VmqtA67bfX66s9xZc/rC6XzmdH9PmU+kaUZyGU6z9QRSylTodTYnovrcqn2fAs3hSAljH4xao2BuHU7T0DFeVxrGew/4s6257rWb1ZtKb8vKtq7UdbNzdiOamMpETgEtxMlMjAmuTJYlK6qeUOkwz9AbWTYSbUBOU4KpJKr3Q1QnA9Fe6a3SncXP0F9+r4cegDLk6L6T1O95rNzD/Q+5BAfCo1ivwwxyODMH+Bx7LTxH/fbKevTncjIIXc5OUZ6yOULD6TvutKEoD/+70e4iY4+1yE7YEqamHHbRwa4wvb07jeL2yP54fS9FuKN1Zd0qqXeq+nhnI6lQGIESc0Yj8JR9jZhcLEkozviXc7XgahPQRClWY11ywaCqZQR+VNnhRYGikoDqBamVJTqCSdBk+u5b2bCEPRdrwuRg7PutNtuvozb/MJU+juFYHct1drSXDDn5xUjuC/P1w7/rJfwvpvCXoOR/qb6O41fpXA3RpWJK1xVa9Q7WRYC8s6comMXhqeDhNIlHJg+WXQ42QPNIhkEy4nsC0rtnphp9W63Qs2fwxndbNXx3JlOkmHFRK9Ji8TS6ZifGyKOnBKr02oYzpF0PrHkW6TACj0bS6h69GYKtbmxbKHgM6idiEaSurIsZgKFwRYTiGYytNuoWtOjiBpewVXOoLoulk5dq0aMgrVCEVTM1C5VOVSMG2VA2Gpta+r11q0Hr7pi1DlWVtVbLYLVGdYhYQAOShZ0sYg1DgO7OHJbG1UpSuKzPPH7+yAqcPn1G0zToa5MINSIZEoQWe3T7WO8Qx16fYUqkXherv3m5Fl0LXC5XfvjB5uj3//oHlmUlSebd23c2x2V3aIYnFbnRIYN1J20Ygnl3cHqv1hi6V6sT0GrNbrut/7ZVek6Urg496GytDRgFMBoDK6bEDabqkTKF82SKWdvGVje0bcxJmE8zb3/zW0SNgn5dVmrd+Pzps/WleLzwPX9inmfef/iK0zzz7Tff8vWHr4wSdj7tlLVkRNShqEcQiDt7WEakoTwtFz4+PbKsC3/+8Qeuy8JajaHPtrllfOcyWR8TrOYC7WxbNYrXrfJ4vZqTNxeaNk76QL47ufGWyDkym0rrsG3u+NeVlWdSqdYHRDuXp0d++vEjP/30Ix8/fuTTp0+sy7I7MWMpHZzpf+f4a4pjVeHjJvzrxSNq8Xw8dK9LMOitHhwva8raOvxwVf587TzVzo9r57l2PlfhuXsvq6iJcGzzKTfe55U5K797ED6cYOaZu/4Jbc98WhaWraFbh03QLHRtdK2kBPNcmKeJMk2jSDtlM8RrM+jmthnLW2sWvDBHOrKeI81l1MI5U1Jmdga58zwx5cxUCidf15OqM2wZnHvEMuAmUNarQ7Vag2ZrobaKoqy9DWhR9aBLsEWqZ5DNQdjo2kaQb/SNceYuUqJpcyes7Xs/1o4LOsWyd2szMiTLHoLkzCkl7s5n/u7D13z7zW/55v4r7vWe1E/UNqNadqPeod5CtxC8kwcM9XdjZMYaCscqEBXhkx4W1fGqUxqZb82TORB5Aq8BE5mAZFngUgwCnkyub61StdO8bg+B0zyTpztOd/ec7u8NFjjNZhhuC1oDQlmRXlkuT1w/fmRbFp6eHoes2qrJgev1Qt0qy3pl3Rbezm/49h/+gYe3b7n78DXpfI/miaU2EJhOJ07nYvf6znRy9dqr9fmJ5fmJXje2MlkrlLpBraScOBUjt5iTUqSRMDhUFyFN2fsLuf3RG7qYgdzWjfXxid4al+VKrY3rsvJ8WVk326xTyswPb3n/5r2vrcIIOPv0qAcGZTD6VWhn0EavF7Svnn3pJJQ3d3ecpsLWGuu20mtmXZ5Y5qjRddurWzlGykYLbiUCgTiIxivNpXhkFTFHq0d9lX+XBPmAgcdBBnzNaoEj08VgtG0aTrUZ5rYvvxSKYcRPU0EF7k4nzucTqnBd626Ia9jme5DhFqpurzffHCkQFVMinwpdOrIlhpXoOsDqfMUo6UWsZMMdjKlk5nlinoohSRw2F1k8cVKo7nbu8nyl9avJGnc0qwchGsLqsOQaNmJQxItR0ZecOZXCeS7kJJxnc7be3p15d3/HaZr58O7KXCby/ZlyPtHFzqEoulZ6bRZk92xqbYx5aWYQEnX91u/T5PA0W6+2qUycymw2Va4gFhStvbFuG8/PV56eLWgaDrGxH4bO0jHnMb9H/Wqvpz1Y5Do1SMVGEO9VP1ypm8n3oL0/SsNjw+KxMiLw9J90sH6VzhXs+zUiioFNtmOvo4jIdKQJiZ467NvG3Q3/6CF6LIGpfwGcUHd8umfO+p7FsixAFMSLNxu0axQvuA0svvlN4d7fFitHpgkYHnx0S0cJLgnHUyeas0fZtbii7A496TuNdkSGYpGJCLV225QK1TNXa1PWbk3crtWdq82KaCGQ1lBlh5gMoopoMBwPF6c2V4xIRfNeN91prwlFEz/HfByID2Kzp3BRLAIVmStZ9gJmcobS/dqC4UbpY6qHd0VEcWMlWG2GOVaIRyhf2UC+TKitObmBY/xPZ5ZlMYdWhBxFuX6O3aP68gvHU4dfxB0Gy1h1jsQV+Bq0gtg9M2HFvodouMioE9Teh2llgbU+nJWUEq1WovF10LneTSdyyqzLSpbEsniWszbPDjXmeaXkQj3NvH14Q63mBOk0myBKR4w2HOTXzWCM5s2t8rxcuS4Ln56eeL5eLXNUN1JKnAICmTOTjA/7nvPrqputBxG2dSOvK7me6L17oTkgyUjDh7I3Rdm1WeG2JKs5kETdNpbrlXWx4vF1275gkvz3Il7/2WjXq98FLB2eD90k4vmxFiLRzcHWCSPA25xdGiNztTZlabCpBUIcyGkrRjtilVPcp8o5KV/Nwrf3kNpGqQtNVq40NlWXVYLZWZ65SpjiHAp076kS42OGU7O+WLWOLGUdxCHirFZCLpWUCyVZ9N2Kv5WuxtKWk5DV6LtRq8VV7ycUYxUDEoXnI8DmMqpFFsH78vVuv+/Olcv+ZlH+2g7OlVMnF4GkCSGPzPuByuewH3ZDeTjI3RlZCWPQaklLyZynE/enO855YnIWu66RIXZ545akRd/jmwdfGjEE+yWIf+xA5vGLWSuG7Ayq58haBeutQfl3OnWkE3fU3ZhumhicSSkbvLlY5iodHPARBPV5siDTxrZajdTIXDlleCAc9gBnJ+XE+eGB85s3lPlkWStJ3oPLHPEpG3lPwvR93awuRlqFbXNnabGZ7B1NzbMRSg717jNpWSsf8chcDRvA131rtG2j1cp2Xdhq9DZbqbWNBuhlmhx+npxxcWcyDf066tCkGclMEdBGS80Q5RqEFImpZHMcFmXV1e2YSmubzZnI6BMYMFm7dLv2o9pmaJ3+5d6K1X6TsQotH+s9sphB+uBifXzVIZv878jSlGSw45aUydkrgF9+7sWfYRMO6F2wz8Zl58ge2VocmavYZ+OnjhEZYNlk9VTWJ0vCLNu3qW/bgEWuW3OK/c5aLVC9tmaNdtX6Dxq6KOzGyF4l7uYTJWfOc+HuPFOScD8bCZv0TtFOmzfuphmdK3MRKB7k9Pnq60avdj6rh1TW2ge8sW5tlw9AKZl5LuScOFWrNzxPZ2QWUlKKdET6mEMr27H2AaoMSH8kym6MItWbOT86Uzc1UDHu8fpLpMLL6T84b/t32mS89r1/7fGrdK5676zrRunZscBevB5FfY6tTzlTJsOOdi/att15i6ccMRMXMHsMxV6N91aPVipKo5IFa9ZXN+oqXC8XzEkWpmkiSyEzQVeabG7Q4lFL3OHo9K1TK/TaWJ9Xem3OAuRF+76Zam20GpAniyiecqYEpEl1RN/HBvYF0d3xqtUw5EiiFOvW/bxWrmulduXiG+ayLCzrxlY7l2V1CJ/RoVq9mRM1ZIXsdOvNoFlVe5QqDkNgGHQ4BLA7FfNwjC1L2AerUghzHbxJOCyH6EeU8Awd1OXC8vgRbZ2nf/uO9nRFpoJM1qBydBrPhZSsoW4Z3cd3Nq4dJmFC05pgKlr7F5vRDhf8vVNr5Xq98uc//8C2VT58+MC3337L6XTibXpDmV7Sst9IjWFI2R8xYA0cgmLZqgZ1hbZBt8ypDieiWdpWvFCc6F6/3+s0zeQy2/uXlVbrcKwC0kLvLJcr67ZSV3OaBGHVRk5q6IA0MU3C+/dfmWFZ66j5mqdMRmnrlcvjJ+o8k6Rb1qwUi3ZqH7ZFGLKtGxth643n68JaK58/f+LTp0/GxteVlAvnaebeM7735xPFoWAlmbKQtqLamXKmThPJnbOmyratcDX8et2qgRlKdiHuwjxB8aBI1U6ttv7r+oykwuPjT/z4w/d8/Pgjy3Klbns93g12+5eM0L8CTvDlYQ7R5+1Q23BYT686XAdDpTbQLlx64qKFi3YudK50VoRN4v1mKGXpZDrvps6/vOk85MZv5098kAu5XCn5I7WsyNSYcuZRCmsvxs6dhTLBPGfOd2cmZ37L2ZyezYvyt3UzOunVM1c9qKVNzjTPyNYWRoyZLSVn5lIoOfH2/p7TXDjPJ+rdHSVn9O7eoFTaQctw5sa4qdWK1G0zhyqM3LqZY98bl3VhaX5N7lyNYNiIqOLQI9dHKfm2NEOsTIXiGeRbZW5Gt2UiOgG1bghrayy1sixXlutm0e+pMNO4lytveeLcfiJfvoNypp8+QD5Z3xpvXTAgVKP3zNG1ermswtNyTSj23C86WJKMcj1lSMUL7wvNKZ6lzCafstW8dZURYKvN62pSQvLs5BUn8ulszYKnyWSyWhZfW7NMftuo1yf6trAtF2pb2drGFn2fNmPO2y4rl8cn6mZNXc93E3dv7nn48BUP794x3d0jZWIqM/N8RsQ6WEpXeluNPKd1rsuVWivr0yPXz4+0deX6+Sf6ttLWhb4tZlSeZ0opvFdvOIqQtaFqc5Hl4LBKbEqlbZXr0zPbuvLp02eWdWGthhxBra5xng2+SJpowLpaVmG5LiyryfWL14hF9GQuiftTpmThbsIhhYWSTP/mJNRmWeIkINpodaHWCRFrKqwq3gIAcla0TFiJgQUzjsQpIyQzHPagWd+9MOUA89OgIu97xsoDxT2cK9W99sr3jdUuvbYed1KLYyCi5DTW/nHly3gMQO14vh8YnM1/UlK279NmcMPej2UQe5V+tHmbcmKeEqcpc5oLp9NEmdJIk416TLdna+tcroY4uiyVZbGM+FY98KSGIKpqwbXWlWVrxmyMsaeaPrZg02myDH7J8DDDlISv3pz5/ObMw/kMtXN3OvEG5aFELzU71+XpieX5ynXd+PT5mdoaz1frSVW9t5rqPrWl2D3mnDifZ0rO3N/d83D/QCmJu4dMKebw5lJY121kJnMpVh83T0M875aSHEW2y6WfkV/+2ug9eXCQjp+L90QblR5FfaKMoMJBp79cazc1XH/B8at0rrQr21JZ/3/u3qRHlmzb8/qt3ZiZe8RpMm/eyyteFeJJNWCIxIhpfQGGhZAYIdUH4AvAlBETEKhmMKpBSQwZIiGmfISSkHjdbTJPnmjczWw3i8Fa29zj5Ml786JCesJTnhEnGg93t73XXs2/aYWB3x9qaOIdIYnRfDCmDECj0asek52RFI/NFMQ6CcvohIdAOoQPrNe0O2m+qXURBCzBrYW6w3q9kGIgRZjyRJBkAhGtmbLWwJr6zh0X0pSzGq00rs9XamlcLiuXdaOUxutltQ5uaZ7ocgx4zjkzpUSOgSWbx0FOwbsieOdMDvjUtu1cLqsVV3mBEHm6bjxvO3vtPK07pXUulyvXbae2xrqZmpcVVLYZ8rQgQchzJyQLjN05FkWtiLyzaP6CsD0KrDssvHpH9WaogAynesEtjTzCDuKoAtGV4fYr+/NndK9c8t9TT6+EKROmydQjs32UmJGYXblpNk+nO8VHHKohKXlnFZMPbjcBhq/deutUOuu68oc/fM/1uvLdd9/x+fMT5/OZ0/lETMNjB94mNPrmc72156zwUSuAei3GSq474p83L66qBzkJakVCMOK4dWDD4dye8kTK89HZrPVmFnmQ3ntnXa9cLlebNrgAirRGPOwCEikn3n9YLKHsBlHsrVK3C2i34uoVapmIwQQwwjwTZQJuqkttFNnVTARra1xeX2xa9fzM0+fP1jzBEotlObG4SuG784kcA9INdktvaLXirTh5GYGnlxfUk+YGpGW2YDr2hkMGQjCBmBRsDNRbR6v5h9XtChJ5ffqRH77/HT/++MS6reylWCf7i5zzTxVQ/7YKLFVYW+d5H7DVfqyq8ej3XeHRMDrEGJpNOC49cNHERRtXDVxV2XCevZuZCmoiC3Tep8a//9j5kCrfhB94lO+JsZKixauaOzElVBLPPR/SzykLeU7Mp4WcEtm777VUm1KVyuvLq8v/27/v+VfFeTQGlypH46l382+bvIAv7x9ZpszD6YzWanLMIXoBlI5CYaAHBqyvtcbuU7JtWyllZ903nl6eKbXydL2ylp3aTaXSEkR7X8f/gydywaHpMTqP0VVWp3liXuajyTOCuj2fIfCgxlMTpSJsrbHVxrqtxnGcJ1IOTFJ5YOVRXjnVT6Tr30E+W6OKEz3MtDgdi+EovY9Orr4NR28WF2++96aw+srS1SCGGIgJiRlCQkOmSzw8dcR5sJ0BE7f9X5rdRXBvrIk4LaR5Ic6zn+VC3beDDxS8sVSur9TtSlkvlLqbomfrlG7FVd0q+7pzfXmhlsr5dGI5T3fF1Qem05mQJ9I0k5cTgqCbxceym0JqrZXXy8WmSc8vrJ+fTJHw8w/UfaPtV9q+ElPkfF5sujRPzKcFDZHcG2jEdSHu3txRbSitFNaXi4kI/fCJ6/VKI1DU4K/ndwsxTXRJthtb57pt1NZ4fn7lcnll2zaeP382ka9m6IbzMvHthwfmnJg+njktEzkJS7KJXBCoZaeU3UT8tdPrRi2RGGYGNKA1W8O9G0QQt/YQCdDLMbG5ZxberzP9Ih7ZcTcmbRxN1/sG0ICfjcm1ej5gTbmv8F2P/YQbhhgqIyVDORh8z5sf/oO34up2H7eAWoF1ZxIdo0AOXlwJBHGzZj1esmBFXRCbFM0pMmeD6s1TIiU53pOBNDEj6M62FX740dQgXy8717UYv7uPd9dUfqsqm09/LmuxBpUKTTkK3yA2gZ1zJAZ4nJQc4bt3Jy7vF96dz0wSeDyfiHNiOc2oiIntaOf15ZWXz8+8vl753e9+MI/HlwvX1eLg5pC68d5Pyf9WDJxPJiTy+PjIu/fvmabE+2/OTFPi/PjI+eFs9gjeKEspMQeTzz8aQAPpcndVvnZ+3hdM43YvPHH//S+LpoObOSa+3PGB+flm6f2E7M85z/9BFldwyz1vNe3dlhjTiDCkyPUGVbg/VPS29W+b2JLM4D/2ZuONpH/s2vtqFu94iFg3KIKqc4aOp2fPKyZbdLegYtOkulf2rdKKwQBW3yjbXmnegWvDMU8twMUuaFM0RZOAHeRW7+SHaPi5bhIXlNpY92KdlWpwuefrztO6UVrnxYurdStse3nDrwoypjmO6x6vSWAoKhrRdSQRd4f3+HmOSzTesTfv4QhM4uR3ub84elvI95A+8EKtbHYIvT4h1dTdwjx52yh50W34/xgjfZ4JMTpHwM1zs03z0oCgBCGkSF1Xhs/HH1+TJs8e48rr64Xn52dUlY/l41Hg3Pdh3j7A3VePBd4P+J+RjC2hOCCCx9Rv3OTmWXFnpjqMBQ+DQcQOMeeRBfcGGknqdd15uWxWhFULNJFo4BhfB0cxAiRRG5oRSGlCMMjdeN6tFQQ1tbjmv+vrZXAmm8N4aq20Wu25qcl7d4xL2DpstaNbpVTrLKUQkFbtjplgcpeMN8U66f7+HgV9H/wsX3O+xkHdW8OLTfX1VXc6kVJ2m+qVnWGUeCzFL25fVff7EwH4/03RZa/zDsCsetun8NOPd8VV16F+d9Dw7d+uPjpyJacje/GAefxJszuFrIVEZ45Clcjjaab1xN4qy2tCopJTJEW7R/dSG8nFmH631o4nOhoD9/0GQkVah9iZxIqr4JL8KQg5Wnc6Hhw/g4j2Hmw62hvhkKg8wjjW2LglbK03h6BWVze0BAafLgUxcrw9iDWFhieLFVc3SxARf1w1LldXm9Ld/I9uh77xSV1UZbS9fU2MJDgKTDHwOCcep8QSKlPfCOWFfv2Etg2d3hlvVQR1CfT7pO+24O7X7tv+60AP3J91P4nrb27BJ2XD+DO4MqNBA9WneENFdkABu/OhxVWAg/O2gkMCJRj8U+GA+GlzYYpWTSWwVoYCmfF79RAC2NadfSuGQOhqHJR5YprsnnJ26wixRpYb8JZWrEogAAAgAElEQVTLTt+d8+RNzstqhcy67pZcbhsvLvve95VWzKaiq5Jy4fFy5XRdmUNi6Z5bHImYA+wH/svf4967NWVHPCS6Qqc1O0MTMxPGFN+eX6+UWnl9uXC5XNn3jZfranLoI18IwlaMGlBap3YlaSBEg86mlEHNsNpDyEEn6HkkqDdpE1SPNXk3nrJ84Igl9xma3K2u23nf7/adheLbx+4bv/ebYNc4Z/HkN3x1cnHL7MT3pcEDLTYEue0AHZ+P5z9+XW7zpxCEFEaj2r5WUvOGZmCVWxY6TMRHRmoQQCF5cZdSJMbbtG/EtjGx2ovlfNteDA5YmvObwtDBtSg8lFFRD0lKDJE27AmcG0VzCoCfDzHAhtIjbKWylcZcPYeQ4NYJ6RD/0o41stbNeFGvV/atcL1srHuhts7uecQoRpLD+oJEUjQ+tInRWNytpQKduG5IiIelzcgpon8c+aW9ufe5/hdX+65R9qVc+vj+z/3O+Pw+Bt79kP/pn+s+3c7rWzb7y27/IIsri0liDMPhu6AwNDCHx07MiTRnQG0cH6BXOTbsCApdDfKnouxicpIkSxRFsA4FWFdOMSK+X/iuQnNYTZBEFMO2Timwlcq1uj9SCIScyHNmOS/kHFFRSqtc15XL60rdG9cfV2ppPL1cebms1KZsm6lTteqcpd7oxZLVfa5MKbBMkV4nYhDmbJ2UecrEeTIlpmrB6uWy8ocfX6gdtn6hqvB0XXm6WnF13YsR+V21KcRInmYrVCdTa5IwDkkLEDmO7qw4PnozQYtwTzj0osg3n8DRza1DmUjEoZ0+KUHupjigTW1oNQLqCMQ0tFyoL0KXzOvzxhomyAmZsj1uGgaWEXXS9bycXGxiIvrmz/NCCJE8z1Zg5UyaFy7Pn6jb+vNrEmtq1dJ5fnrmernyt3/7t0zTxLfffsOHDx8JYjjklJMX+PrFY4zqSrGuWrfpVN2NT1BWgwb2jdjta2bk6IR1BImRPJ+Y5vnAMotYN8juZjAKK9vgphHIeaIrPL+ulNr429//yKcfn9j2ymUtQyAQVRPFiDERQ+Q0z+QY+Xhe+PiwMMfINw/vSUFAd5tkibJdX6kxEsTI59FNQ1Fl264O/yps207rnX3bqNVU+pblzFY7Ty8ra2m0daPp7kWdC1G0SujVIA8zxIBNKlJkr0CcETEYV+vVxC5qtTWcE+hIiBO9m4dQRwnarTuugbU2Whden3/k5elH95YpPoG9Fdf/NqZRP1dgffVr4FPIaon8aDiMg8OP+ZFujN9Rb5rUHpxvGWiaqAiV6h8N4ou45RimbJWAWTqPsvMubJzrlaW/sqTEu2VCJZDTey4lcv5DZi1XVBrvzollCZzmhTybsp36Pt+LQZm0e8ITk0FMB3fHp7FD3fDglXQTGOqtEekkOlFgSaaOFcXk80HZ6mZ+PHHwRfACbBgbN2qvrMXW3+V6NZPoWlmr8XQkTUx5MrW7ZFC1PM0GY4vRmijIAc82saGd1hvX9WL80FbZykoIgSk3nyrb70vEFQ3Ndy2KwdwNGdDIQTlH+O5h4q++e8+7ZebX8cqH9j39+cJ6+QPM7yEm0G9RPtrnBNBRZHlzA25CGnK/Qt4sRj90x3pS+JkfJUbzRcoZ4gwSIU4QJzRGNGW6BFPbbM3em22zszhOxJgJeSEuD8Q8k5cH8umBELN5hHUTFuml0PaNdr1YQbNe6duVthsvqbTOVpW9Ks9PK59+/9kgnlslCJyXEx+/+ciHjx949/49y8Mj02QS5rVU1teVWiqf//CZ9bJyXQsv192Ucr358Pr8zOvnJ/brlc+//wNlvULdoO4GC5wiKSeaJEoX3n/TOX/8jdWctVmTgAZiokRHHG/d+C2lsl5XLpcrTTItmMjAj9szXQJ7M67Nthe+//GJbd+5Xi9s65VaC/t6QXtnCpEogXelEdPEMndOJ+OXxZjJy8NBi2jVDIl7D1CV7bqjKqSYkZOfysPQtavFUDU5/aCjkTBsDvzueROqDjhxOgQOb+vNi+ZbA2U0fqorI9bmUMEjnuGQstEQ/SKtvevGmIaSweNOy3JMuMXX9lDq8z6IfT2MyGn3JQWWFEkhcJ5sCn8VYZPAa2sUEXaxRrRXKfaYQZhiJCfhNGceT7NBlefEnCPikH+jYti6fXldefFz+PWyU2una0Bl8ifptj2mte4NQGsqIJns5tLtatDmUg11UwR2j4dtMrusHCNTTMTU6JIJaSbPC8tyogFBO3stvF5Wfvv9Dzz/+Mrf/vXv2Tcrymqz86F4oTIt1qRYpsQyPzDnzLcf3rPME3nJTMuE0rleL+i1c1138suFV7cyCZKsDy4QkjXHzA7OhD2GYMY4C788D4dx97jfIx4OyB+3c/TLqdPQWhjqPUM8YzSlf+42rD74ch3+kds/yOIKjnybn8rpjpHfIAta9/UgTAdX97AfPB5HuY2eTcVEicH4Pk7luuuF3PbP/QUW/G9KdO6OkzG7V+TOA4spHhM11X7As4wP1ah7peyNfW+0ppTavajCCzkzLxSUHBsBpQZxOWiDgllh4jA0fECv5mS/10ZpymvplA4v152X63aMd/uxwLxb4xPAEG4KW3ZXL0AHrNLG7fa+f1HJ+5Tr9uldl+H+oh5dsfFvvIt22wRyPLLejL+7wbeUTt1f6GQkJygJFaEmF9ywzMW6dWUzXp4XVyFletkIIaJ1oaeJkCd6b5T1+lW1wNuCHE9ZKQ5jul7MZHaeZ+MMtUbv8etJyReP5S/6rjPYD6GUoYZ3TO10kA3twgyyuCi4rtgxaRpcNjD4Rev98HpSxSelhctqa2Ldq3lOKAe/JcZE8ntXIafEaZqo3XDlIRrnpdVqfLou9Gadqt7s/RT/m3QncDvRvFTj2owRPYJ5cvRm9gBOqN2rTTXDCH5eXE1JoAspCosfjU3xyQKotoMofdg4HPvXJ3gO3Tp6r+qHV3dF2kPiud51vO47ql8vgr52+5KEe/+7f46C4ODuWB2kx9dG5Bqv8E0M07uPCjpMvFWOqdet+6zH9GTMPQKQpJNoRG3Ebr5Lk3NuzvNEyJmH08wyJ5TAlG7QnCAOxfWE64ALj78heNMm+fXLHFFFjBgt0dZ/DNGmunSSVocB9UNQQH2fDI5nH94DX7zPt59rPrnyex/2ERgnKDh/M2UkRuMEpUxKiZws2fOykVKM90sz0Q2DNzcnnndX8+zEuwKGYBOjgbiQ0bUVK7ZSDMwp8jhPPE6JWTq5FwqYsa0EqCvSjZtpzRe/ourdbg+eOjpD9/HX3pixIH9SYP3szad6xrly4QlHO9yk2U2GaJh8j+QnRI9P4Ta5Ev/ImKKquuBT98mVQZG1DenwfghCDU7emFwZ98gSXiPczza18sbTmGZoa9Rto2yV6+sr15crl7Xwci10oAYTvbhcN16uG/t14+WyUtaV0IvFogC9B1JtXK4bl8vGfC4HLw81isKYaMrgg49VeJcMtlppITrcXtko1uzpsDVh3XaeXq9s+866rqaq2QwJg3Z6UJIEptLYayNE8/4z5UlL0kWEGLPH5Xhc9pGb9DZ4KH6Z8Ulq7950vsXQuxLlzXo5KBF3Z2V3qoS9XrmLRdyutd7uI28DDisC+bqOOfcdgDFBSo4aGlLhjPxBBjppPO37NpRNirMYT+kUXdwkBiQGiqOE2lHo3B7XzhS5UU2OqX3wmlOO9Wq2I7fJlYn5+LR8xOYxtTriYADtRx4Vgj03GW7FKnd0DGzqGyBV0CgHFLd1EInH3ovJGp9NBXEu5LYV1m1nvW5maF1NWXfoQkoQQk0Mf9Kxl6MX8TEkk45XXByooRS6CmWvFt58wqgyFPqOl2HX6X6bvF1eDOTYaJZ9Cfsz6P7bpuVP+VO3x7pd/9tjfI2zdf/3/5zbP8zi6pbvHIDakSiYoa4XMT4pApN5tUQPcwQ/Eg6ffaiPp6thvmszciB+kQGqtsPXpLWKiNgi2yp9VnLIpJDQZkT4fSus1xVQHqfMFGeW88K0TM7zuJHggwTQxr4V9s1k1Vs3UmKMmRA4BC7QSAzWPZnyxDIZjjfnRIzCNEGKMM/ZOlQih+BHnhfCtNH3ytPLxro3ntedl2vxZCaSgvDweOZ0Wkg5cTotiIhJ5TpsZy8bTWAnolWYpkyWhQBMKRElUA4OiB6Ba/DbFO8yIJR2E5S4Ax0cN1vDwqGqJeIu5ULICsl7WeLeI1XRHhASIu7XULpv0IDBJiN1nZAgFDHIoMECJyREM+pMmZASaZ65Xl/ZXp//xMK8BQ5Qnp6f+e1vf0vvje+//57eOx8/fnQssR6/c1vUHAm/VdE2oazbZglSLSbDrhVxdSx1JSwJNpUaIiUmzqCOVgq3w7q1g8uy7wZtWybzt7huO0/PL1zXnb/77ff8/ofPEDMaJxShqEHIokaSJuYw8fHxI8s8E6ZED4kq5rmkmJx1q5XYTX47RhOMiQLq5sLaoewb27axrRuvrxead9maCDvCHiN7V14VXjtctsbL5uIZMSEEIwaVTtwqn56vRJQP7x54OC9edxoEdhzgvRl3hxCYdKxPh3mJwQKj2AQsRWyIWIrDchs5BoeXWJet8bb7pW9WxZ9YNX9GEfVzt6rCroMj6pHtmFzdnsUwUD9SbR08AfOwu/nw3RVf2A62YvZmntvUrlGTgJCJuhCZSfKIxMh5mpkk8l17x7/XfmVwvNwIQZnTbMUVN6hQSpl5OTFa16omj3vdV/baeFkLtSnPxZQNh79TioEPDydO50eCVkLfnD9oBT0hEJIl+w1XlfNENYwmkQgdk1YvvbJVk+9u2o9uMRJRtXOhdBM1qrpCCCynQpom5mnmtBi/Y07BRQtsOi4h8RAiqs3V7Ha7En2AfaJnETfZ65ACEWvIGZ8s8qv3D2iHf/fb9/zlt+8558j7JJy6kiUxhYUuJyoTvWdUE03jsQYUvZnAezi1T7+MvLdE8W1iPRbFTyI1EhIhL4Sc6ZLtPQuGFlCHIyvc+GqO6hDUIYATMc9M85noMVhCpHelbLsLIVkcbHW3plfZ0FKgNlrp7KVxXQuffrxwWXc+/3jl5WkjR3icM1OOPD6848OHDzw82sQqxWgCP+vGy8sr3//hE9u687u//T0vzxde1sLn140GlGBTtJfnF56fni0uXJ7RWvl4nnl/ejBBiKCoBJ6eVxrf0yXzj9bd1kLuxGg7SVw850jyYyRMEakBFaXTeV2vPG8XGoGNiSaBKokaMtd149PlwrYbHBqHU56XGVTZryuXbYfrzvT0wpITp8naxlOK7EVJSQieAIdgEv69KtfXnW3rzPlEeejEKOQcPen1c/sOrnVbLpa7WN+p+9lm8OoBj+061JObx2Vr8A0oeld19bhBrbA8KY1psVs4TGniBoEfK9cLv4NXBTklHs5nVHGRhwGvs98ZICg8mbevWYM9a2duSmqNUAoBOHVljoZIuiwza4js+8rWXS0yDqqG3XMKzJNN44NvInUblb12LtfCVuzjZS0ef40DXtWEO1rvpjWg3MXhzu4ctSE61hUkT0j35qaafURvBitWVVIUShOQjKSZ+fzI+fE9p/Mjy+nBEAutoWGHELwx37kWV452Xlfpyubc5qRK2AMbsIt5Y66tscyZ83nm8WFGghKDNU6pjd53eus2OU6JHgMaxQypszVFy95tTXghzlFo89XbsSwZ+bs1zXT8dzTXnAurN+GT+7h2UIB4W4h9WWQdFIn/X0yuOgeyajTd7E0TL66M2zQ8fVKKtBYJDURuXX+GdwtYpe7Kabt2P5wZVYF5cognwK0SgrDvjbI3eoMYMjkktJs0c9kr67pZx+S8cDpNzMtizukBei+o9lvHXKHshX01lb7ucqch5uPF2uQmECQb9CnNphiVbfPGCDlDiso8Z5bF1PKG3HKabBqjVXjdLjxfdy5r4XWrpBh4OBk05fHhkW+++UDOidNpBlGeX565rFc27bRmUI6qBhNM+GaWwBQjLURSNOiW3B/MXmAp4Siugk8Zh16EIEdWJ3e/d1wmqwKRiK3QUVxpg4YVvg1EkkOJOq0b4TKqFVdgvBAzr7zDMAcrtGJ0zpXDDrZ9o6yvX1mJtw7d2HujE/v68oKqcY8+ffpksqinBdVHf03jUPLXxV2C3k2codVCLQYBDL2aMe5x78cBIu71M2CbHK9nFFdOCG5KD64aue/UUlg8qNXLyo9PL7y8Xvn99z/y2+9/ZDq/Y3m3oBLMSwOImkg9EmQind4xn89E6TTp5ofkiXGvHa2NJtaZC0GYs3kPqSoxmBFoKWbGu64rr68vxvGbJzQlCpESArtEriq8Nngqnc9Xk2I/zXZI9qr0olAK8vpE0MbelNLNU+R0yp5AWwJgHeFGCOZ3EvzgNr6By8974ZSiea9oq/TSEIzMnKI4kZsjnhwcpftY9cVK+f/iZlO9kTyPw4Av/n3PwZIjP7ZBqB6ThHvY1yis8ILLhGlMvc4E2TEDSzKBiciJKA+EEDnPmZ4ClUdK+GhQuN08guY0IYziypowMWXmsY9cUXTfzaD6dd353acn1tL4YVeei7LME+8eTbRieXzg4XQi9IJUty7wKYHEgCSbALWR0BwH7a3FbAIL7rvSXLwIdVhTcANg8+dbS2WrjUtx6GpR8lQ5nZSOCWoEklXnBELIxGhCFgC1WnFl/l2rF1j30Bd7XiFGM0GO1h2fYuS8zOSY+M3H9/w7H9+xBOFx35maqTM2WWgys+pEHYWVxrs+ztuOvnpB9zYajeb9XXV1V4j97C1EQp4JKaOYSqGGoVYohzloVfPgE4+PQjimVSlN5MlEG2LMiERUK6UU9x2rt9i4r2jZ0VpdubdRSmdbK5+fr7y+rjw9X3l92TjPiXSamaeJ8+nM47t3nM9nS9JjZL3Y9Ofp02d+/3e/5Xq58jd//Tuen155vu58etmowBYSTQLPL688Pb0QtDNrI4l5KaX5weYLavnDy+vGZS1MywP7Vphn44rFblL0dOcWj4mENwNCskZPVxNu+fS0UTWwyUyXiOYFzcpl23m6rqz7zjxlJofLLfOEqLJtlbWuKDvxWVly5N05kwI8nBYXETGubAwYbFwjvTXWawVpPD4U6t4gR3J2bqEvqFtc0+M1WMIUPG7YojFk0E0Z9gYP7G+m580nJd3luccUBE9gBz8u5+mAuv8kp1VPpoeEtJqYzvm00Hpz/vNbqLT3cN1b1Jez3zPK1JXYuhVXqgZrThlS5N0ykSTwWTYToXLe0LgbFzRYrpa8uNKbQEcpnetaWffGZa2sW8MQNiN/qxRXe153yy+r2lCg9s7aBmcqMUy30zRZHB2S6WqT3OB7OTWl9oBKJsSJ+XRmOT8ynx6YT2eqmshUxxpLtZn8+to6W+sUAh1ha8qlmLCPNIPa72rTrJwiW28sOfFhP9H1TEqB85KJySyEbLghTDnT8cZ58uli8jOo7nQqoqMZdXfBjtU3ruaXhY/93C3fuj+lu19h9Z/hTRz8Y9ytLzlePz9B/frtH2RxdSSKo0jqmEHiXWfNOs/BDcSM6JdiQEOnBdfTGhtJ354Xh9rLfdcOo3mNkaeLFCJdCU2JHZL1Hh16UqFbZzT6ODrlTEjRYo5vYBOfUeh20MQgxCjMISHTmEAkPwC74bXVJLOjwJRMhSZF93KI1mlPiSPxu18sETyl4RbQ/HshiHdWEqc5cZoiU46cZ+tUtZIRbcSAe4cYTdomUSaGIKGjYZgOivPVhKhiG31MpjxxHf4v+CYwKNtYrANb7E82eocgiucsclx/8c46ipOj7cCSPrJE6w73kU0O2W21hMY6Y85C6ALa6T0QWqC3QimbQ9u+dvND5ouNaEIlhW3beH19ZZ5ntv2jQfvuVGg4Etpxv4lXdPcakVFE6T2PbfxtKwwO1cPxn4tUCENYpdNDM+6CE50H0CBg6ykHUzR6PC1sj2fSvFiDQgJZLZimEMkpcp4y5xw55cASYAnCZIKLpirYTYXO1pr7rzmfIOAKjOp+VEOp53hJckx0kwRyVJZporlaUmlGvF5m4xlqUDQJuiutZEK3/RAwAu8walSt4BK1w59uQIiSGk9JVY51KVGRLm/Wc06RZcrsOTPlTK2d1gu11Vv++rUVMrrT9z9zWwJ/9PbHYIYK3kG8e9y7fX07SvQosI6vqRVWquIWCiY0oDjk9q7hMUDSjUBF2dQMhucmfKPicifj79iUVDGpbFoh9MYUTOwghXSs0yCWRJon8A0K20Mw+GnOzB3O5zOpdkrqSFXmnHmYZuYps6TMHBMiStCMaCcHJagp9Q3D9PvGTe8m3dHdOP4QVnGfKiu6QaIJqkSHmMeYiCokIlFHIyNak0YNp996Y9875oVr004RISaHrWh3Qjtoz0fzYXRcJdxdRIWgkEUgBk5TZskTp8lFGAzXa9fRYXiDEzywT3at3yYiNr0aB8St2HrTBhC8oXff1f3KoXl363qnE3fD2fhzuH1dvcjrOpRDDXEid2Ingp8brSMD+lerWVG0gvSK9uqWLM1hbD69umxcLju1NDfLhZQDKUemZWI6nZxPbFBxs64w7t3eOnvrbK2x1srWGkUbKoFpzhCTre9msTm1QgQzxY6WPEfnbM+nmTxnHh4fSDkSovF8go5Wj94CwDiwgzA8skOElMTU1/z5NTqdQutCpLBkCASm5Oe/KNFH0kEbos0TUy9wvHlnvmyVHsAyGIu7R+PLJ0dlswYYJHSxLOK+jhrX95bvenFzCC/d/IxsEiVeXMkRk7o35UzYYdjl3MGDQyLE4ccViWEIyNxVQ3e342+PolXwWGBcniA3btfoHNwKRvGpVSBiKIy9NkKr1OtKUFhUCIsgvZMRWhCWGDi599WxFY+89C7++NM6/D4dCm/IIPs3As3PK1PLVbcX87iJFaODA6uIqx5Hck5Mc0ZVydKoSahFKMHO+ylwnPfBgqHD3fdDFOYo9GPkfFr48P6R3pQf319MbKMZmiXXipToHDrb+cmfh4RoUFo18YzXy2rXDzXhIedFB5/YIoHpYWFaZt8Z7oFaFC2Wu4wM6CiCv+xe3secgeLwxwI1RI+v0eDT134HIbSJbL9dL3kb6g743x1C5Y/aU/zM7U8WVyKyAP87MPvP/2tV/a9E5K+AfwX8Cvg/gf9cVXcRmYH/GfiPgO+Bf66q/9ef86QOhb1u+jlKt4WcMU4VzgeIkdM0gUDdd+v6d6UVuyJyJx7Yj8fmKJ6OGssX2i3hUEJ3yFVRUlWmBicVJoRLq7S2Qa+mEBPN0+X0cCbN2YsrP9ykH5Av6Y2cBObAaT4h82xBXyKqcHlJrOtqBV23AmsOQgbmHDhPiRCFeRZito595BZcAqbolkMgjYS76SExnmLkw+OJ0zLx3buFbx8npinx7mFBBJbYuSyJa6lM82Ldpa3YhEI713VDgjCfTj41DCxzpDZ778xZ3OshEXq2oBFrINRoBU4fEphD8c6S/mM1qgXG6BKm9vwtgJlfgVLV5PJDFcRVwcQ5N70rpXdXpDEIXes3472xQ9XTxLEJ91ZoZfvaDuDWFbGfH3tsL2Yi+vSU+e1vf8u2rXz8+I5f//pbm6ANWNQ9h8pIdbRa6G2nFVOfsg6vw0juOoTDaC/GxDxNJljhamUiN7PEVhodG+FTK23frZhHiS7qOgV4nBNZlH/y62/45uGMSkZlpmugaKY7b2bKkdMy8Ztz5nyKRvjNEESZQjceoAQa0RKi4vL8e6VKQZrSxeE++85eNkovLnc75NEdAy7mGferd4GHpXNaNs7zhoTANGWbOvWGaKVeL1y4orWwzKbaOafI4zIRgnCVzl4hhWCkcQnU0gmpE/MI2oLEABoPZTYNMBVbQ4+nmY8PjwQNfHh4IYVI76/sxYvvEVc8Ko8V5RHGI8nXE4I/dfu5ImtvyqXaXh8T4KOk0lsxdWum3P49crtrr+xaKViRpR47RrrRvVjfsC7okwZ+WyJFI7/pgRmPKyPObiZ739dXZHsmAef5PTHN5DQjapCXFC3xUan0EEy0ADPlnWdLfueTMj28p3bl/da47EoKgTlN5BT51emBd/MJmquC0olMBG2WzHqGo85t0Y57/902bNl39m2jVPO26t7hjiESaqd6uJ5lggahderu5pnBZZG7KbI2lF5XQq+YJ1MhROF0nokxMC0z8zyjJKY8+XUYBa9BpbqaoE2vEFV4SIkuwq/fP/B4OvHNw4l5nshgimAiaEzWWUvJBCQkWuukj0LrKLVuq0A5vvfFajvWr4fBN78v/adrsSuu0mdcDAUv4vAE2+LQsN8Y+6FjKo8hz6Q8k6fF5Ng7RnQsFfbd7B7WV1ND3F+RdoFWaHWl1cK6KddL5+W58P3vn3l+vpLrSgrKlIXlnDg/TDx+eM/7X/2K07v3hJhRSXQiTU0o4rI3XvfG523n87ZxrZVVKzFO/OrDO5bTie1xYbssaG3o9Qq98/HxzHmeDZ6fDEHzzXff8O7je7759iPn88I0RVJQAs2nVrYBj7cpCCRBkp3jKcN5iagGSlPiZrnPrpXSVhY6v3oQWk8EFddi6Ejd0K7EtpPU0Bx9V5tktjP0RK8rZb8QNEM6EaLZuszTBLrz+no1KfDTzOt5YjlNnB/yUTwQxYTCvJA/nBxVreht9c5+xa0/jvg3PMuMB7O7AW6rbnUj4k0Rez5TnlwAxv5+cLW8+NXCSl0Rth1omSjKPCVKyY46uMU+ZEwicLtoey0Txust1412udC3jfr5idA7v/ruG8KH90hrnINNxr6ZEmlphuDwJokjkr3gdiGZZk2Yune2vbEWm0htu3Get90tHmj2XgWbnHcxoQdxn7ooEDuEanyieTLe57LMPD6cQGG7Jlqp7NvOdt294IaA8JgTqXekFbb1leslsu3Gv0esoJ2y8JvvfoXUnU8fnkmSWLfCy2qiFlttvBZTDbxsG6VVpikbSioGGoFdlafXlXQzCckAACAASURBVNfnV+YUqe9M7OLDh3c8vJ8MWTAlQor8+i9+w7fffkurje26UUrhb+rv+H6r7LRbDBG8KXAfmwakTRiea03d6kebCWqBoZ7Ai+xA63IU96h9TUfTm9tJ/YZXNQ5QscJNB5/yF95+yeRqA/6Zqr6ISAb+DxH5X4H/EvhvVfVficj/CPwXwP/gHz+p6j8Vkf8U+G+Af/6Ln5HfrEunDKvar8lxWrfNCOr3Ern3eMzjquhI/PWnRdX4+ujiKYeP7ZiOiBrROHoRczP0dTJjdD8ll6K8/9uDohjElAlVI3GKxMV8PVQi2qHNEe3RirvWEYWsNj2K0XC95qviH0XuFoXeUnK9HZY38vyN8JlzJKfAlOyAmJIVD3M2aGVXmLISQqdURboF0N7GOI+7126dqRCEcHTNbyR+OYKaHIf4OOuP7wc/0AcR+xj1+uvo6i9gXMfuXTGQbkFa3LHx9r2BCL8Rase1ttvonNkzbq3cxtG/ZH2i7pmj1FpY15V1ndhd2MLe/3B0je87uUfnfkgOd++ky2gI3OHzR+F8wNrC0aH38gtGR8lrt+BJDkeKf5NozSmgPfKwzASEpommma6B6sWVYcfNJHBJgTmOCSpHMQK2nrq3B29CD/0gnWu/vdaBoz7Wjzg3zyEVHWHJRpYdkrUiQs5ORFdbX6VndJ7o0XD1Odpazu45VGqg9eB8L59cuTrmG66Uj/lF/R6GnL115QzeYfeSknuJGPfqTZtrrOcv1schOvGFIM8vEcL4Ggm3Ke5/cpekjZWotsrB1Y8Yq1pvyQWeFOvNCPP23OUuIcLhgEJRYW3CVYTqfd4bhLDbZBK1KWlvflgHUogHDNpqaXHkXUBcbthw8t3U90a8jeI8r0aISpRADnaNp5Tcw6qjMSJqghIBS6LEp9x9zFQ89gkMuxuGubnepB8thsVgXukxooJNcIOhICbnbo2JQxxWB94sUedGdm2mqtb7se2HLYM6X+S2H6zxNYziUdwnx2DMc4osvraPGC8Ble4wvDG58unV0Wm9XxV+/e+m58ideMndEtO7VfCTlfyVtd6VA146eH8jro899kbpy88LhnjHSJzlviC2qb1qP1RStVcOk3W3VhgCUKU088LcCpHuivYuxZ0iaUrkaSLm7MIbA97jz2FM0FIi5ERCyGoKpKfTxOk0k6UzoWitNLHguszTYZ46TQYPPZ/PPDw+spxOxBRcuINbHD+6HOPN8NjjVgL2vLHGqyi5tuP6KYoEZcnBzzuGJZ1PiJQcDZKWgol0OV3Z1Cwd7qzRm3wY53ys4+H7ZlONQq3h1gwkHvDV+5vIOMdugkHjmvf7GHuXW9nEcKgU378dN2GykT+FEI5myVhbXymvjj081vDtdd1NvMaZw+1B5Cd3Q1nU2uilUvaCOKxcm08HwRvXBt2t4/qEcQ7f/R3fJG/ek2Pvv42949+CT8IOYQuO9/4e9jZnQ5UsOXKaTDwrtkgLSiIRPbZJt+JqisYLFZTeTKSp+/lMMEGdGALzPPFwPlH2yrvHMzkXCDtpr6TWYDdOFqLs1fj/k/uupmRTRml3TQS/BzGEiYSAJCEkYU6JZcpUBJUChKMoDUduo8drP4rjt5fxdu3v/uCXZcKRX+p4LPH1ex8zv/ydP78p+rXbnyyu1J75i/8z+12Bfwb8Z/71/wn4r7Hi6j/xzwH+NfDfiYjoL5XXYiQQDXWbWrt7D8PhPjZiNZy2yC2psNuobO2ZDrUW1Cc5XjjZwvYKGI5xpEHHLNFtrnQmav4ucxJEInOKbNW6sjEl5pSYopsHNu8KNzsoUgycTmYqN8VEb4rkhLi/S1dBOywhs0+4Mp6N+SPd8L8pMs8WOPIUiWl0dOx12vjZCKJ7KQbh82AzTYmQAqdlYpmTCWRMgZyFHJUoJt6xZBAiIRqJsjZh64kaBO2B3gwnm4NJwS8p0eaZ0jqoKRTV5qpzQQhd0aBe0CUffdvBEbyzFMRMmQHz87pLEPDrYPKZhp29T5DtRz206dgUcnyvD55Dvz3uXZN1rG9fF/1nEl89ft6UaPBM0NdcU7Zt59OnHyhl58cfP/Hy8uITlwfzOxvwiW6+U70PPtRKLxt93w3WkpIdlEQm5AjKoSnJZaCHCpF4cWfGi83MhtUgsbsopaxIsClYEEuXlxz49v0DvXXenx+oVakN9mpBp4nDApPJ7+cU+fAukBNEGkGcv9SrJw42NejdZGpxSEptDQnB7A/GUeIw0ORwpiX5dDIFNEU6gdOy0FRYS+N6GMsabEVbMYjO/ICc/xGincltAnKMrlanoAXRYvCzVlBRWtmpMdBKormceQwGx71fRznZ7j+fZj68M9jA+3cnQhSuZTdp+9bppd0lEcJtvd6vGnm7Tsda+yO3P/b9a+38uJky5HjAY1oFx5Sg3x04x6P5J2vprE1d6jw4PHAc5neHvhpG/lI6f/cyc4mBf/zwyMdFeQidqRdEO+VqkCzVwtQXJAamlElTtEZIq9gkmluy5Mpy0fdSyj7xRmg+wf/QxNStCPafCMs0kWOAkLwrqQSt9sy1uhCMwetQbPLfDCIyYAtiwQmpneg8GGNoRuY0kd6Z4mHRRCMYz23UIeEGO8rJQZTtAVOZbLReLBqbejLRFerstLcAN0xSe++ocxFGMfqwnPhH330HvfMwTUwhMqkQ6lhhCZVITzN9OtHzTIuJHhM9iDOLBfEy24XdQe+KOx3r9W5R3q3S/qbA0q+uR8WFTtRh9OpFog7POZuHDhNoawaa6EVM2VUXEziUsnfr4GsvNrnvjdp2WtnoZTd59VIpRSkFXl6u/OEPV56eLlxeLmzXKw+nyHnJnE8zD49nu797x/nde+bTmZiMm7ssCzFme4VB2PfCX/zm11zd12qvzaYoy0KM0RQF1xVtZg+hXXlcFh4WE4I6n8/EnHj38T3nd4/My+T2HzZZpd21LBRTb1QhhcQyn5GmLPOZOhvqRltlilbkN4UWAs33y/Cow5EcvXWqG2x/+25mr4WIkoJ5wf3q/YnHZSInKNsF0UybAy1OBOmclmyFqyfd22Z82K6F9TIDM6c4k8LsRVq1s1bMMY8jL+tHCDS+XfCax55va41aLC6V0o8zWVxxOafBrzLxCkuGR5NznOVjRvrT1fhGCdaRDtM+kX3/qas0gxfxwiF0o0fx5/TNZqrNlmsGF44QpxpYYX4+nUh5Zu+NSyv2DgzV6FYdKm3F5CHQicW/JUejbejEFKxYPkQa3YtTca+8N7dAUCtQljmRkzX/ltnUm3syYZtWMu3R4HbiedGc7f64CEE3er3Qy5VWNtuPbjnxzbuPzAQeT48sObPvO0+vZiK81cZlMx7YXs2TNUTxYlhYpmwDBo90KUYel5mUIst5ZjktNDpbK6g2Xn/4RH+5sl83nn74TCmNp15NkENNlVAwiP5hj+TX+Bgc4GgI1BtrHDQJ4K7IGo2VW5Ovh+D5y60aHjni+Dl7DDn+jgRxe49fXnj9Is6ViEQM+vdPgf8e+DfAj6o6SCp/Dfylf/6XwP8NoKpVRD5j0ME/fPGY/wL4F1/9g6Ozf2wq6/Yhg9/hY2j3frGC627zye3NHZ0TPFEd0ulH00PtKDoI4HL7ui3+7qaXSg4wR5Ofzequ3WLk1ClG69jiXA+reKAbzyrM2QqoARGR299qXuhNkigJKx4LfnAJop2UAlO2i5vc5yp4oqU6Dm49pFXH9CQEyGL2sEPJJudAStYti9GS7yCQozDUVUpt1CBI7RQwRRrD5pG9WzPFQM2ZGDq1jsVq8t/iXWHFJNxTsmIz+CHsD0UINz+s1m/B6NaVwDeXd511ZDu3TWc/eJua2b9xKOB9QXV33cev+VoYjvE/f7ttPo9eR1CupfDy/EzvldeXF/PyUeW8nLwgG3yw7hyrIWRRzMyyFgjWv0khkCSSxLuKMSEYfyOG23UXOB6vtUopO6qNJp0gBjtEuid7jsNOgTnOoMKHB+P5lWqwBQUzJ8QEHkwBKbBMQgzqMsjVO8v2MWJk9RbG/AyXXm60Hh2ffbuZ0aM3CKKYglUKrhgUOacFlehy7ErzQ7+1Rq+WqydJnNLZ4BLYLGV0aXtvbGukFrGpdzchml4LvUbr2rXG8FETCXQ3A1Vfh6qwzJl6NrL1+bTQVVlek3nXAVIcenC//n521dzW3h/9uTdduJ8+xu7WCuNAGEUV/p4fMfGuQNK3T4DdC6vSXXWKmwCIHhmS0tXgrFtL/HDN1AifzydeYieElaYGh6vrSl0rRHVjaYNIx2wTIHVSu2iwogcOpIEGi7kRgz1b29Y8muSQiLUgeTMat+YPURyKFkDdfLq14+dsyokhDo6Op7pYQkd6vxVhXl6llDnNZwgRlUzHeTrDa2ZQr0SP/SQYxNeUuoxTWPtuCYK9WH+9bpnRO9KDQd+6T2PFGg6neSZ9+GDnhcfJRDCBJkCJVkSFiZ4mWprQmOjBoER3ZfYXpbJd+1u24Wcp3OB8xzK5FVY/v059j49CXuxaSO8uHuTn5rBaILi9RzgkoEP0NcBQklOgGg9CusHNaqHXitbmVg5KrcrluvP09MLz85X1ulK2nbAszDmb8MlpYTmfWE5nltPZ1HNjdIjxRIydEC0Jb63xm19/Zw1U5wENIZzeO23faftm1hG7mQ4v08ScJ/I08fj+PSknlncPTKeT84VsbKm1cIxM7zesikOxJnSqzHlmTzM9FWo049eUg8HwYkRT9Emb7Q1t1iButbGvpsLWZbGCwYCPBOA8BaYo5AC1bgiNVid6MouDaYrUGjFOoqlbrusVCZ1tXwlRWU7psDqwYvg2tUKssBpFPUcccbyIDmVdYa8uRe5+TMET1SDRFXDNOy4ObyrTZr1bdV+xSBl53fgcyzdSSqaqnKwR2YIevz/QK/e75SiwPH/qI66INfS7F4r4PGWZTPAjtUorVgjt7aYybXdv6HJ7jiIYjNSfQQrBBT3seQwuojU5hgCDfYgSmYLB3ufZbFBMWdTxKzn7xkye84Cdjtwaq5OAFnrb6G2n1+LUCZscPpwfmCRwmieWDKXsfH5+5rKakut1Lc41tUJyxNUQghdXbh4f4q2hHwIhRyQHM2q/FFrrrM/PlPrC9eXC97/7wfLV9w/002LnxUA5SXgjPgLWPJO7pSFe/HjA5SiGuP17vP8DoXFP8RiPotyk3O/v3Bdmb1Bpf/r2i4orVW3AfygiH4H/BfgPfvmf+NnH/JfAvwQQuX+73t7sjbtT7cK8Gfa9EFJgvW5IwHyGnPA6AtBRSB2TK+4Scz0Kk5GF3BIWPyAwwudWCnt1HyM1TgohQ2nsvR6TBBOtkGMEGbxbr0GtpA+exNwlZR1PAkcn1RUEzQgWonPMogta2EX2x8dEPQ7xDroHA0u0RCAekt3uPG6MV1x94K6CN5iNitKDmeo1UWRK5BDsgKl2AaKPebVHes7UYGo4gpgcsyj9WITqSYkcPGxV7hAto/s0gtH9or9fy/dMArlLRi3gW9/1dnmREQ5v13Y8nzFqPuAMP/1jX1uJdz/wZnejqi5skdzl/IIA7d0770bZEx3qSL2Z31MpO9LbIff95h5ccVGCFV4H5PUWPFot7nnSqMXUHaPY+0831TsHJiF0Xy83yApq3aE4Odk7yDFViL7fsojLHODiFa64qEobcNHjpDoy6GPfAgY9iPFQ6kQdLiADZqgQ9PYRg8J2CWRN9C70CN3NB6fgkwP0DWlc1MVlgqnc1W6ZaWsVqcUStlYJOt7ToSvp68T3RhAjmGdvaEzZOoVztnBpeHk9MNx3MdrX5J8RgX/BTRX2rlzrLZE5Gg6+HruOj0c76nY5/GNpdq9q6YYJE9zlfb55RjyoGrm0jCB8Xyf+vhZabHxLcoI1uNoQosEKnzvp297No09boPsEaxyEB9PL4a4ghx7Dfap2YOyO3+CoASyBsSB+wOz88JXR+RA4JHqbQRmN9+mvVP3hrcNiXwvdD1JLIrnbdybr3v1pjDhgHXsJoJoI+O+E8WJv78l4x0ciPyBYQWB275koDelKcsEHGaoHmIJcz2d6PtFDNlU5CUdZdH+2DKj4T+qlu6R0fHJftL/9sS+OZhF7LhI9+QlHDDzgX+Ng9fMv5smUY8PwsxIvQG+wXYYAw4AuNbOTqHuhFvOE3Evneik8P1+5XDbUi2STwR7d/JnTspCnbBOreHvvxeNNisKUI+oKjdYM0kPprruxbZsjvST7vJqHVs6ZKWViziwPi00oJxOyErFp3vioIwcY5G9skhlSJk0LrXem05mlFLqulGJee6IDcnkrV6Kf/ZLsgXvr1GQJ+iGEoM24qShTMP51CiDabTLm4knQiSkQk12L5k3ZUhqp+Pue4wEhC7iQwrFCPAF2pM5oio64czSlu/lu1oEKcTMjg5JZMTWahsca8rPKiqVwQH6/jKhjVd4gYR4WPAmO0SZXtR9toyOvuAO4+Df0gGlGVxAWt71orR/Kl11xjrAQI8wuciPNjJJzCgcs8fa3/Pmoe0TaCUoUe0+O4srhsiqeI/qetAImkoMVK/MUzUcwiE/Qx0a1YUMfZ4THrBRtMn4+TW5snOz91tvkXsSEhcgTqo15WQgpclYlTJm9VEJ2BUNvPAylUZvImcjLgG8bb84mkxoFjaCuftxbpVx2+qVQtmLNLo9RGm7F7hFukNu14kaFEb+Q6rHfIl1nTIpv/lfHkn2zet4OoNTX5e19G+nLyGPk/mn8wtufpRaoqj+KyP8G/MfARxFJPr36x8Df+I/9DfBPgL8Ww918wIQt/rybd7FkKL/EUUlaIaVXU2xqrsw2Xnkt5oXReqcX0/23Recb8FC2EJ8F49CzuyRjFBkKr+tG1MrrdXUDVJMzn+dM2syFXoISqUg3ImLAgs4hPJDVuhKeK4wzVrt3+KoRX+Nh22KmlSIDAmjBeUjMay9ob6Rgqly9K1vBO4cchphRAilaV14DpCCg1YtPd2nv8dhkWYxPkyKkKdE77DGZsWpr7Huxd8hXXZbAFBOldbQHttroulFqw2TmbRpkwciSjOgdrRD0GP8Pc9RbwXRXUoXgh40H8O7fVyMottGpERuimpHzSEjgPooOqU59s+PstXyRQvxZt9Y713Wl9c7np898+vSJ3jvffPMNKcVjYmbv4U5rhW29sq8XpqDk6EVBtGuUHHqp0umpE5pzCe5UkARlW1een340qFEzT50YuuHuvQiJEojaCF2IEpmjhWyfDaApoJhHjnryMxoDqEFGjB/myoASSHFCgK2tZnw5OnWHhKonlD7eT8mMVY9pKla05WAm1in62o4Nr5AspdBAn6YjUdc+cZPfHc0M51S1TgOmKOzJNlmp5rNTtxXVTkmJtq9ojEbGFQOeRekGierWNU8BlilS5sh5SWhPPJ5ntnIirjvrutt1hzulnGOV3ZLaP3EbvMT729dgB4pyKZ0fN/9jB4z5llSMjzc4oMtV3BW93ZHKDdhVMOA1dwIZ+OMaHG/rgR+a8Noa/2bd2SL8VRD+QndO7N7O6AgJ0ckKLJdKNRuH7mqQQAg2pRxJmq8N3JAYbgla0H4o3ekhZxiO4Dli9OgWHz4UakRuwV6UOkSHkTSXivqaCN6RMqiWvwm1QuiGDMCw+beC0M4Y9ertKJMEKxwR1D8OaMshIzauTTcZEdV+M6l2XlEOgfk02/7Y7UJlMS0zkQDpAcJEn7+hnr6lpRM1nWhhovtkbLwzP51c/WRB3YqwozngxRC3r98XarcF6hNGt4QYUGlTIDNe3+BjDfuIaT6bjUSavDAzXx4Ua9B0k19X76jXbadsG+W6sr1cqaXz+trZ9s4Pny78/d9/opZKL52IMEcTe3o4TXx4/46H948s5wfSshBC9gbIjXcaQiSn2c8cO4gtSbP9NYQ8Dn4e40wSUzgM0eT/82QJcbQ17LM423vB1keI7tukdpbhDYdJO6TMwzffEnJG4mcTWWmNWk3sBbFCIwZhyZb4p2SJrK0nK2KbX3vt3SZmXdG6GYyajvRqFiZ1o+32mNOc2IsrvTVlK5W0bhDgel3h/2HubZYkS5J0oU/V7JzjHhFZVd3T3TPDzIJXYMMb8AYgwo6X4TXuAmGDsANhDUuWiLBgdeWKgAjD0NNV3ZUZ4e7nmJkqC1U1sxOZWZPNRZDyFE+P8HA/P2Zqavrz6aekuD6vaM1qYjLorJuIjKacGe1ozkIKJw5QPIrB8arXxxG8Hsq/t22rQWxX62MHFXf8FFD//BJNgb9k2QYKRTt7sKpBKlNOBg/cNlRRgI6Twd2DYDFusPWaPXhG2wbyQMF+GEX6oxYogG1bkTOwZUbOm9W8VUKRiqv3WBsMh+Y0JWSD/W82Nj3wr662pmsyR88z3b4ezVHcDPGxJCPrcOSHcQM4JNf7W3Y5JcZlTcYMfVnx/csVl8tmyQFnmozej7xcsFBGzglIZlevL0/WE3CveLvvZr88Dgs0eCsMg2xnZM9gPW3ZdP5iJTyHGgsn0AAxoq2PP/6Et3/5iEQJS7LASyWCJHeshE6xbMLIJGWvyYv3VRWoLgPw9XwSllkHv/eyxu8ckReEI2XBsZOT9ld6V9/CFvh7AMUdqyuA/wRGUvE/AfhPYYyB/wWA/86/8t/77/+z//1//Gvqreyk40fuWasRDQjsenNaS9WRGuz1NVFTpWMRxsHVA2vDxh67SLwVeZAmXkDrtUylWvOlgGglhkWj7Mj21JNsoKcuAcs4azfroTIICqzA39K0yenOjSgjcgexGYSHje5wztfeb8f/Tj2KNl8TevSh/44uX1gIDkNxL17FMhsxhmRNWDMblMrGQ0dB4rtk5MC9xu+wzzg2MuB+c+YqClKVom5qns8xvzYufmWsQx503DDRyHYRDT434F9fOF8ygicf0+TEqVaLN+8tpXzxWkUM5iLNI9c0ZLyTsfTLGUqF+/tuDJI5PnYeg+wB6lFKhbCzFZL2uWZChyWYcxWD7Q6mF8mTf67PdVyRBwuSR+IZAdmiM0Su38CY7J5mn2XC5YD7xj1VKpEFCwZclyFkc9vC6mMX7MCth1whnGjxDcwM8IBkhlwRxpiSC4IdQ3udUERXs9N9p+QF1xKAmM9Vm/6SMM33P43HUOJfkDWY7V/E7zJkHrFhTA6WhsEw/hYOlhERDNCNRbvP3x/3YPdR1YIbN0n42BLeWkLRjAUC9roJCaKCiWChRxR5rFt0fUPT2E/n9FtjDINfQ0f03/0YoWNDiXeFHkdHf890xyBZmURskm6/YzV4ledXRl1r7C8Yr3E2dqUlgGfhYg7jLmQaYPW5CIYrdSPH5I1BsKazPI0SA2RNvJUXCK9QXo0IydkCT0bEt+62Lu+h/8hlZxrtz7/TF9l4Dr0cUWSbA3ZG0OhvFS05TByH3j7D9p0Qp6mjJYx63UgsjIL92GuH6kcRvGWsGUvOWLxP0vCM43za9aGnGQGn2tegpAWmaAOb9eu6D8DI2jFbFNIJRtQJVeb9t/88DWPMqXoAijmDORv9vwcetLUOQwV5exXywCdbBsQuzw7cs8/NnXexNiMS1x8X4esAMFkj37vNKbLax9bEs07Sfw4HOngAusXgWTmFQ+HcsTZoeJBXdC3UjdVOyDVleExfh9aJIY8emZ9nrkI+Q6UE5K/vlxNBxvu9P4z1+LLG+6HHEoPc3qi1oYrJIGjUcVuQ0Vo3VDC0JavJwXtTYiQFDMmEHsxWOBteV3Hq4+Oi5qQvnIzEwhorM5KPX84mcwZEMmZU6g6Cja2RrfGo1fYFfyKc8fsJWvaUDCKykILE9EsVy+JBCS15MEsMkr8s5lwtS+4EVDkyub6mB+qGuv5jP2dQLarbAKFuxwjGvAGzHTGjH8zReucMhZxMurfvl7EHxIlo7MGnV7+k+P5f8/iWzNXfA/ivvO6KAfy3qvo/ENH/BuC/IaL/EsD/AuDf+Of/DYD/moj+LYCfAPznf9UVwe4neTozr16YGPheN1BbgzXp82+oa7ITS1n83PTkdAH+GhvtO4ivQtGY0Ai4HQbj+vHnV/wf/9cf8f3zBev2O1yvL+CUcLlYEeZlNejrwrY5E/z4GOclmNNEIE+BAmDB6kQAWu1amS1Na0FCS41bqt0Z4Pq+5sbnpCA7E4+G0W7RM2LGkhgLD1xs8sxG9s0pxkUIyA43JAYaWZ2Gep1RCOQUmMXKDCRg8bQ54+z8RDIjJRv6uAfVCTYQuwR0MG0BPucWAbOu7kNxW+RnitMShTWJlEKa7JimrE1msr9KM+inRbK/YCi7sXt+nZUSTOG06gXXr/jpp5/AzNiPw4u37XpKrXg8jFL4OHbUY8f1uhiMJRiffBMda36wBBp1PYzZsCru9ze8fvrZ7tVrQczOUqtt2DYkTcjKWCx+BhZ3HnwhGOEF4JhVey+sAlhNCoigibwmxvWNqkfNTOA6NfzsHbo2T9nqr1JK5piRRbhLU3B2vDmF0yAOqx3zSbA+FUKpE6LMM3Uy0GNJixliQoLKO7g1g/I8Hsh5wZJzz4qyD1tiMvpXUmOKy8DzdQFB8HpbcXsYze39suKoCfdHQZM6Gf///o+vFcyeYIHDPzg5tCejFZNx3A1ZV3sAqpn8PfsyfaxvKI0USAohwj+XFW934JIZPx1AzQXfP1VszwzWBEiCMkEpe68yi1iyKBbPOCWXFyIDEBKx1+v4+WmMAbkjpV2HhgWi3TiA1g53InGGTjjEqMPu1Gp3erao9cxKN2gCMgvvlyTF6lCRvD0CQTX1IEEwhLHrXnX9bMZlmrURoicWVKDFaolasXrL1qq3ZDBSB8aCzjpGsIACEkALJF0h+YK2fEDdfgNJF1R+gtAG8R2nBzoAjOz/5+Zet/rfvdcNVYyg0OlBsIBHMkhdONJVjGku9iGAwGnBljOW7YLtYpkrzhtAC6KRLIARwfe6JikVtQhaEZRHw36r2PeGv/z5wO3R8PHnB95eUiyfZwAAIABJREFUDxAUFzZCqTUbwdRlW/Hy8oyXlxcs2+YZUYJVNdApEDKCsX5j4WzBNrhe50epz4WJF3eHijIPB86PpcGYZmk8I4s4PBPjtcj1vmN/faAeO8pu9aSJM56vV0hrONhgfzLVJ6dWwer1SgwE22rMrwJQJutxSEYOE1VRzfc2aQ2tmp5PeQGngkMIj6rAIdBkrRLeHgeECZfHgfV+mMG8ZOvr5YEAUQZ4BSCO8jF9/tgPNFEcpaI2MZvH+xxFvdC6ZKxr6PwJHgvPdC9GkGD07AuWZbPAzfuHDl3QnSu2rM26brhcLjhKPRnLc/YqAgsENQdmsYa+5CyBt/uOUl7RVHGo1+PgikRGG399vtj+VtjoydmIWkavwYC4uWZiAgSGRHIET0gkd8fTGH2N4t3qE1PKyD4G2ZvvmpyanJWjerLhQPNUWPP9fUmMtTIKNzweB0SB7bFj2XcILbiIAk6iYjIl4LYB2qwNBimWDdiulm0rpUA8sBH2bXZbbmFgZYfeOppbKwEVaMuKl6dnLGkB/U6w5BVe2AIhwr4tlu1Vw9Uo0J3xL9VBdTUGt29jPHXYnbMe02mw+89f2Gqnw59FDcOW/dbHt7AF/q8A/qMvvP/vAPzHX3j/AeA/+6uu4t2DaEQ2glo1qDzjJsOBQsA6gM8Hd/pcZwOJTSMMeVFoWBlxDz7JALDXBm2CT/cdP/3lI1o98I/lB4gbvasvhCWTsarxyF7F6pl0tkdS+BT51KweEdFeC5KzOW2O2ALEYE99y+SzgPWIkWr3GcmjJWGcR0q1N+eLqB8Nem0QHBfshlgoISJkN0giYhB+qZAXaCq8VmdkrkbE0LcBpgmtZwugieHZSSODMEUPdBiN1Q2jNqfVY77dKBFRL2TXHpGNQYvo8IhuESpZCvxri2p+BG4/HEyaxqJ5dsRYl97w/Pzs8I5RjNu8jqDV4kZVA+mC1VkCM1vPL/ePMEegos0AgN5bpBy7FSETTjTpFkR1OCpZHV8Ce48U7RnLMGKjQB/9vCGc2p2bLiAKZ0QK4dNOtx07lrq8hPc9aM7P9Mtm5HrEcHgHoO5gUb/nPl9eTNsdhvdz5E8Rq7kSEKRWMAxOXEvxTVX8XJMviLnuzSBE65LQJHdq9pob1sWKy3eu7oeYoM0x//ePb2UZ+ipDm5N8xLHjY9Pefbr/8fOkHGkaH2DUasTxaHw5HI/mP3+UjPsB/H0BXptg4YLvrhfkbGu3VXJWMzYIqVqRN0AWpQT1TK2yxW1DFkmnbF3XQ3axoaYJGpawP5ypTJvDCGUaZ18nAZcRo/KOYuw5GBP1iN2wAMBoYB01XLOEGGig5zr7OHu+Co0wkSIBpA1BAQ9vkiutOi1y8/oegbLdKZHXnnEHsgGc0HhB4w0tXSHpGZI2CK9oWCanyF2IyWjr5BUnIRlrPT7X5XgyQL5sTIysS8iOqHhj5thGCSmv4JwNxrZsnbHP8+XOqGsXrjqQKFIbpBqMvxVF2S1TdbsVvN0bbreCfa9IBFwvGZnInmxO1mW74HK5dKZGm4ZBBPMlGK5rIffdp79TSJIpex1RTZsfV7Z93U97mjlYli1t4XABYAXq4fCqUiBVIc1IC7Z1NcNVGhpVh2JbDRV5vSoLe9Nzy0bQdLFKo70FkbVTgBJaNHpvbmd4ywRiYyUsDcasWRu4NOylIZWKvVQch8HMmijI67/t9ghBjamw4FkT4PCanNJM7tkzipwYy2oZGCOwcGfJ12TXTKRInAYEMq9Wf/5efX5mSMcoUK/pigzmF50rn6/QBcQEztnWe8pQtf3i7e1mgUCYEf90zWgrgcjYn8GExgqu7Fnu2e4ZNh55Ib7ZDCOj2h2vyEYlxroGK/TiyKXsZSLsjHVAwCEt0wtnh06InmKxxpuXxVhNnTmaR6leR9XQ1GQSRNaeQC3LHP1GlYxgZYVlOWut1pJnGNswGKc4oYpl/bOa9moiEBYsKeOyriaXL08gsNfkObw+TaZ8BK8me6Fr9S/so2NOGbHjqZekfEYU1TfI4WC9R1X1Y3aTR+cvfvPjr6q5+v/rQUxY1xVb3rowdYAQmQGfHKZj6UfqG6kVpMZT+s/qkBqdx6g7PuHlenfoyGIQoGyMWo/S8OdPd6ureX3guw8HOAu2dXH2M3YGsziAG4YERI8eIu5YWHXSByZCFoWK9zHxZnFQb14ZhRPaHMYFBESBYf1khNQ89x6K1ndRRw0/0sYjmRLKbJkEwhSpiwzfZ089yRbR+e8zZA8RSevjqojO3v37HmWKIvIeGVAYlKjj3uGRTaC1gI4EmcC5XmSOLkSKmGlUwMzRj5y94FIBouoL69sM4AFRDSdTPeMn2PeC2+2B+/2B4yg4jtojjbVWHMfuzpU7XqTIyVL9gBcQe9G3jWcUWXuNhkYxfMN+7CjlMGdAXWF7XRapAs3XTcgFDWM6FHT0B1IYa2Q3w+K/kyDFVmRZZNWGYEjCNP9j04ux4s7YZc173RAVuGEysgIm4sOpOq3VcJxl/B4WnUPAERTAVkIjXvfQwCCHETdjL4trw3CwZrcDEDAbcyBgTlZAcsK56sYNUQ/GhHT/tYr4Fx86OUPvsmSxT+A0XLEd6Pwm5liU4jyvETSIKbc7MD5BhaIIQZHxWhv+9DBykudtwcqLQVsdMtzIqaODNYuGLpiUBaKPIVhOm+NszALa4anD0PeM6bS5n9Z9GLihi8Ypu54y+mQfV1Xn1XoPz401HoPnbKIOtVKizoA4DerIZsGZx5wkZfRpsrqa5hBVY96b9BcBvCQjNtIM1WzshfkKyU+QdEXlDULWm84c2rFMtUN0aYiFzj/7+OKMQog5t1vVvqbfP6w3UwZx6hkHETEHVrWv6bQx8rKCU0Zsp2m6hpC/3kLAM1ftKKjxWqrX7Agej4r7w343Y9XtALcFgoEuLxnZm9DGnQ5/fbag5kBIhJa64Pt40Jj+CAoF9DUc7HkBxv5ZGz79+WfcXt+6fDAxnrcVa0rY3264//wJ5Xjg459+xHG/IyfFkk1urQaGHD4+sqRRX2PNse0i+54WwQsxMg4EwQsCCh4j4e84nLQ04CgKygpuwOJBryZq+9W+g0jR6hXk5Fgxb9KCGdLab9QWvRvVIV+KnDPWZfGa4tFK5Fz3jB58yylhcQKUnBaklM1merc3j8QsvVO3JvnrknHdVrzl5IHiSUn2o7mNB8tGq3eTT9k1Ag3Iq+iA7ia3HfrR3JEwe8Qz3dTB6SNQESgPC80Pwx5+XDY7YEkJ7K85G0V74iAzM/1kQXTbdwqs9rgVsSbCwLBvxOymUhrujwOlKvLbHby9oQnj+vyKtm5YmZGJ0cRankANZqhubzLbPhitNGwdhy4nwElTLND1rupY0WvtFhAuzwCnFUdpKPcHWuwFpJMNMKb28+zVKFro80lWetuDWmZ425KMBIsv+57xDf+JzpLRZW0WmS8Gmn758at0rlJKuDxd8bRcnLGmuVqwG8yJsTiD17os5o0fh20yTY3QojmxRbWIWjhMPRI5djQviASiEWuPYBEs+sMJr4+Gf/rxIz7eVvzDT6+4Pl3w/YcV33/35JkgYy1LiChTFBWaYiUvTE55MeeKLRJkoQM2p4ErlD2SWZsbrG7skbOqAVYbo8lqHpBhneDhPTB0GJ0AInoHDap2ddp0jwwxkBTgMHgE1gwueLljnDxaMUO2QnkHPCx6iJnGCgUg1kFbzkwunUWJghsH6Aa6kLF6gboT1aqgFi+aljCi7WGXqTaHbmiDcdp4LDqFToyyLBZVJSKUUsAtjKmvPcbiOsHfgB55VbVi4I8fP+H5+Rn3+8MLkG3zP/YD9/sdrR6gegBSAEjvK4ViRb3CCcJhlw2jDGWHiGAvB1qruN/e8LjfbMNas2H/1fqncfM+PwgZc0Xjlx1oFjM1I7Imnlmcscs0RQbdsaJqUTNY81TRNoIbEhEjOCOYRcSYGCkXY0/0jcHsNwbRMmCFPlthtGjzcu3JmGZXlv4nk2sx2l9Ry4k0AfZiNQiZrTF3KcbSyF6z0Dcrr9FTbb45mlORE/D8tGFZMq6XT1gyQzThelmRUsPbfR9Bhs8e/986WE0VJeo/fiEIEBncOeugX3gdZs30blxyZ/A0J5qgOCShKOPPu+J/fy34uAIfni/YSLAkxZZMRo7GVtSO5rIDlx9xJ4lMhoQBzxR56NRYLkEw6nK7z54B7w5U9yK6sQJnnCN3BaOeIQwanZxv0VCVdr/JdQ5BRz2dk8bYOAQUk/u55vG3j5nM2RCalmtByiHBUCiQWg0SWItBFEW815gx0zayrMK6Ziyc0VpCLSuEN7T1A1r+DiV/QKEnCGVULFDlMS5KUI3obYwBeg1wn+/JwYKOQIvFX2IfkB7gmh9ECcmL60vdnQFVUKv1XCrN5vDywli3K5Cy9cRqAkrijqx2hq+oO6ul4njskKOg3HfU+wPH48C+VzweFZ/eDnx6LXjsDQZ9jBor9l6Tnq24bFgum9Vc+c0R6LQXzKEUdWMOkz6fneUYLh0DMJ6T8wVVUBNQEchR8Kd/+iP++M//bORUaUHOGX/7mx/wcr3i/pef8fMf/wXH/Y4f/+mf8Hh9xYcfnvHD33wAM2FdzJCV1oyARWNPB7SK9VRjglqUtMurNrX+aRZF7ZDnRNHrh8f6ogRFwlGA+6HQpKBFkarN4SqC/dhxuwtUr3h+eQHRgLyqBnW5wa/30lBq856X6k4RG3xuuzgZA5DYvxu9nFw2U1qwLjZOl836jC15QU7ZmOy+tDmHbTPrQzUY5XVbUJ8veH01MokI9A3Hyr4nHmCTZC0NEhHSpgA3K02IvcaZZ4kJizeRZh21aGRWPKw0y8o+iHjUncUc+vg5kLfX9maHuC4pYVsWpERYnfGSOTJWbkuSwTJVrR/prhXUGOVR8frxBmbG8/MTeCG0ChRWb43wQEoHJH9ERcK+V2yXq0EoV0PQWMPuY1qbAOeM5DDOJXsgtI/7IL3SekBqA5E4EbV2R4cpYV1WcF6wbE9oILze7vj5Tz8ZOU0wV9McYjOdGo43QIOB1c9tuotOgSITDVubqoZYGL1O0XV8tyvOIjU9YvFPe85f4WT9Kp0rYL7JoeXiPXLv86QP3cA/9bLqkEC8i0TpOPRkNvbfY6JM+0KVPOUtOKrgcVQ8HgXP14yIsp/Utmi/MJr/P03clCHwiNC8IUrz/h/kFiQDlEKop2rXcaT+zjwupOF0uKMjOkW+xhCP6PEwpPu4hkx12fJjaijK8+d6xgo6fW+Myen+MY4d55w/Zko85vf9dYyrjS92afG3+94Z5/PrOEWUvvnhR+pR7fP5LcNktR3V2ZJabT6r3DMnrTUk7W0hO1QxjtEzQGGIwOaOpHmhce2QQ6PKxaAj7ZPQh+SkFCZbwP7eB9+VVRgkJ2ElROwPik5b3BuizkYvwpgZWVqbB+3ZK0gcyzIxPbsVTmuXMXP8esF7GMK+puM9dNnQPvcSm79vEqxjs+gw0j40kwxM5yIyQpmscLZGQm3Rb0w6dFnEFflZcsf4zyP5BSPhM+jCVx6dn+X9x95PVby++xzROIYCZ2Kd0xfCWoi3CJERPITwVo3p8d4YuyQQCTaSftpOGjAvxndrfJz5fO1nt0XxxRvp70wRyS8dftZd89/mj3UjcZJhl3+l0wWNH3Vc6xwYOh99Cgh0Xfj5M77aV2fY7UyAJihnKGejXecFShlCxqb5bssakPdx+wORMN1F7HWx/5hzaRfS7+UrhsSAVnH3NYe+8q/QWP9BE9+1AwWkW7qOi6BMqw1SDTIZui328xaU3qJjryXgfR3VqMv4wtqb9sxJgY9eOrOjNc3kl+Sv3yzRKZN6nl87Kzuxgg1tQLnaF57Sa7vMkIYb/xj1zjFPiu74WxY45mFAtiKjMjuWFFQtbpB2WH1/neRVLHMm3iqm61dM+9TsPPh1gwZsMZ7Gtj4WYtxLXFcQUBiR14CQzzDfz6dgnpdhvwDRksNRHDjLyfvPqq918WAbMQNJwI6MggqyqAdmcRqj4YhPY0ihPse6H5/XXoHC01jMMjZcwCnfeMqkR7gY3e7tQVjfWyOQ1ERx1AYmQhPr8ZZuD1C+Q5Xx+ukV21ag2wZZrb44bM6+bonArZqdmkyG+rToQH5IjLOq/abjngF3alQBp2+gVHzcx57c79rX1bwWbVnT6T0ACAKz7jz3OZqDe2PsQDGCnx0KYd/ZceP6T9PzzY9fpXOlasX/B0qnqlWIFe0zYc1W65SZTCkBKEdBKQXlqKiH4UKlOJ5XAejYVMaJXMEgPqKAGrY5RYBSEgSEUoHbDigEf/zxk/XowW/w97/7gEFfbQcTL35U1slLmxQS1KGCqS98hfcNKopyFNzfbtYxHMbPnpdsVL2hMJgBcYUpZPkrYiyUsHJGI4D1sFotJStwVMIbNZTMeOxPKEdDygTK0cNiPARTpFeAoOKOui6FoqgV2hdRlCYoEvSrrZNUxD8bAGfTUlc+AqDBG9Q6KYIzBCUkqMLgIZG1qoF69FGjUFTDkYuNeDZiA54JjPouFUVhO7a0gPx8u3y6VTLuzY3R4zhwe7vj7e2Gt7cbEiesq1Gc7vuO/XGHtIItNSyEUVfIQFUxyJDCKZ3hGSKjWi9ivSYej4fTuj/QWgFpQhOL14uk7jj3PJAIWq2uKPug2BilyFqpY1rdPaLAqtsW0LShCaPJgdtjR60F+/2BY9/7eBiD0YJlWbGuF1yvz85IJd2x2fcHWm0oR/U6DQXDNtUlr0icDDLVvC9LL3yXXp+Cao1gMW0otRnbVanez6laNFwAUG5mUDS7jqaWuWieVe2ZVU9xxLmIEp4uG5oAL09XvDxfkXLBo1oUc10z1nVBrZYtH7boefPu7/5CavRLRvf4IkZB2Gwgzqei+UUjlPDuaqIGBeca076RCuZN1aTHW0ggQZXx8WD8WyV8tzB+eDKa67+5VlzTASZFJsPfKwTVIWonh19hjkFchylO9N4Azg7YjQtft1arFeNjmfyqQDVxQHNjLSiO5kbx2sw5NGY4KzqPOy1NIFqhIKyrNSXgxEY1Ps1ZRP0jC4J+B4oAPKsbM6raKcmbircMESd+qB2NIeJtDGJOw4Dy4kmhFYU+QOiKuv4GLX+Pml7QdIGC3SGc6pABjMbA4SjB6OY/Eyj/fJ8U2/ug6vpYMHii5weDyDIJVkbmATsPhHDOIErIy4a8XtFAqAjj0pu5iqAcRoBBKYOIbc97fYUcB8r9BtkN8hw9hvajYt8tO5aTtXBgeOPoyKBb4a4ZWurNor3e8+RYvXeywst850yPqCF6O5CYdgI6pB0utq2Jw70FTy8v+O0fFNtlw8uHF4NFtQIVMQjeYp0nrs8ZmVYsC6HWA6wM5tXbuJhBOpxek1zT7zTop8nzwh3WgfB6bUk5oZWRiiwWKC6C43Dm2qhNBdvKlQpthFYE9VFQOBnNN8uA+Yr2e22uV4msnIMArMuKzBlLytjyYvMvZdTNQ3tmK3HCZd2wrQYHXJe1O2fd0Xovhm40yykwBr9nsRq8ZEGgRAhS2ZML0/UPgJrIWetgdUeZ8eH7Z1wSoWrDvRWTLVY89gc4M1r1zEnTU2YcqlAKlkXtDJrS+33ZxTIZ2YoRgGUwDK4szQKy2oIkyLL9cBSJi55DNxvu+wOPR8G9HDgc5bX6fnt/FEgz5uIgu9h+esO6/guu1yv+8H//C7Z1xQ/ffcDL0xXLmnF9snKcZTEGS04JKT/AzNgul474sYCBIbUs6FnAWoa9IYraKqoavUZarGdiUW//kgqqkjW1F9PDTJPu5TnrHM52GsETjxxRRxgY4iFQRBE0CB/gVHfVgw2+07kTHuusO8UhMGfh+abHr9a5MoOnAd58zAbR92HHWht2Vxz3G5mCqbeVKCL7DHdo9GR4jNEK9Q+aNqhpzxECjgZwEbzdDvz86Ybf/ebZ8aaTtyuhONA99nEGQkBQrCcMOWTDJ1nIu68LysObFqNCtWFTWG8eDXII3yB8b7T+Wt4AltiaxfZ9UztDWCkA1JvBNbHi8qAujxGhcyRSJsURBoSobZXBUth0RIBHlGuYbfMwENHoLxPKx6OAIyPJXTG12rw3RNwujaLxPnc+HP38PudhsISicwhojRq8XmN2joP9kmyefx9yRGSFpVZrVVD8NQzEWo1VS1rBSgDlIc9EmBTCHA0cvwfzWPWaLeuT44bibJxPsFBCjEnrvxPZRsoO0XDRHNMUkU4iBCdwJwkBDP5RqnVdr95fLGhj2SLWOWeruWB2uK0YC1TOfmm1O4GmOJOxIznDV9gKMcYxdypifWgmz3+uw4t6AYMK2pglrz84Za7mMVbtzFz9PL7Ocs5ICmxrxrZmVJHR/DJZtFXULfwQwv44R92+Rba+nr0K4+/sTZ0TjHr62/x3inFEZKGAiBRGoACYRGA+rzEsQInxaIyfhFCE8Jc94fs145rFqwiChbIZ7EXJM+djc1OH783EOC6UHR7oy8U3Vh33ruqi4fegZJCz6bpPGtcjZ6bD7R4ikxowRXOGGlKzvn4WaGB06m1gRP7foyVO54u1Kpgj+VafqN0o7kXoMdc9bTJNr7NsKicINjS6oKULWr5CeIV44MnucXjJPUI7yVCgNb4oVX1IY450UvhyOvbpS1NT5I4SQdgs7H2gMpgXc/2kYkSvBIrmUCJnb2UzPMtxQLwmVZzwp+81raEG/ToRmI2IJMbgFMSLEVUBNOp16HPhjvD7vKbCmYaas/8FaGQf0DNCFFDtc7tsK55ennF9uuK7H74DASivH9H2hxnwDlFflgTaMjhZzy9Q8uu2QzLHPjmCwxLz3uK2gtwFVpIQDqHfIxE5zXgCUYKqoDV12Y8C1jlK73LcBK2SZxJ19jWdqMMZDSX2P+oEEktesCSj6M7klOWC7gwF8WeKvcLJT9I7CvWzzptnYOjyED7TZ/Z7Iq/J8zVrRH0aM3uefxgjagOQwdHrGdtlxaqCIhVU3cEhoEYLIDEZ6XEJTDGrWEv912EbxVgnMrsSRF6TSYieVSciNnb9SaFHBzKjiVgiohaU1lBVwSqoanveUSqOozh7rkFM821HYsbTZYOUgm1dUB8PHB+esV02iLwg5YTLdUPOCzg1pNYcqplMd7Nnz/s6U28DEzLRBrpF3erm5GRpCU1tPxE1GzICm6DISk82yGk/M0er12dB+mfIm04DVmc2RxCHbninI8J5gwWH1eUo9p8zquUzMfzFx6/SuSJnTUmZIY2gzQydKFzVUGK1oaFCEZhS7c+Rlu9HxbSd47xFzgbLZNEBCHKKMFWVCEeteBzFcMYCJLEJGmnesQgCZxsRRgveEYSqRS5Evdmx4vF2x3Hfse8HXm93SBNwJqMwFwJR7r0Y4qHQsH0App7KzqJYUkIV63WQnaFLUdAa8Hp74E9/YbxcVmyZrYgSIVCwjWu2HtxoEE8zNxEUBXbPWu17wd4ER1AMz5CxUPaEsRBixIl6U8TeZJBTZ5rrDIjvJVvj7mX61ZSRUKTJrcbMWp5YhNhMwMnIjpS6zjf7C7L5FSt5TiUbK2DB/X43WAE2AAvKcaDWatnWPBtVTj7qmSsCQSiYzmwcq0wR8FZ7ATliTGODEYWQjE0MnvWJ68TYr6Jew4zQ2FAjkzX5XGTzUFv1jcX7zABWQ+VKvgmQjgKlA5QzLrUiMaM2yyQf+45jP9xZbl6c3VCKUZzLsoBhEFl2mQ5jlnx8AOnGlGj0ZHGns4lnTs3xK8V0Q/J6j97vaHI8QyZPnd99HJlNJhWEdVvx9GSR+CU/0Jo4VDChyXSNAM55o19+vM9WfU2+OAF5ibUznJL+aYo3dPyI93aJOSThRBgltm/4dhZEYXashWDhq4AVT1PGK64Qqfg/bwdEG6ou+LApVm7IasyM3hd9OFVixkE8uxGrVj9qzCM07gOxntCNVulrwRnJvHYpkAKEqElgq0elbLUP3TCJJscjMwzfJ2qtuN3vSGyOy7qunXVsHt5+Xaenvvs5AiHiQae49gF1IxGDyFgTACTKSLTCWLRWKGUcdMXBHyB8ReELBOFYnZ2obhB8Vb5C4w6dgDDGO/xTPXom3mm6fcWx+PyeBWaoc0pYLlekZCxvxGwZZr++IFoYWcWhc0Uajv2AlMOExwNC4jBq9YbLiRTbkoxZ1VtZ2ffdJpie5FZvhz3Oi+G9YzVl6UdDJ78+AoaRFc7BlMGMV1bwQkBiXF8uyGvGsi7WUBUKrAsYgu3pguuHZ9SFcbytRiJAXockitossp9dnu0abN1QMyO2X43GHmhjO9Px26UxkBLIWec4Z7T9gbe3G+63OzobIY1Si2h0qzrKD/o27sGNQLZEawUjsBhG8dJJGAz1EA4bVA2alo0RcF1X702WnYTBsgjdhz/b1ichjLUUv0eQDBCknHzszXFDEzShYdadHOyu7aDJnEgmgLcMptXamYghMI5qQW/ysYdEycUgAgGitnnal1VRmw6ZV9OBBWIBcRYws+/z9plwaCEAy2ynotc6NvEAecoQIhTXNfvrG0AJj/3Avh8eh7S1uDgZ3OshOARYc8bb7cDz0wXXy4offnjBuq74u7/7Pb77fkGrDa1WZ/VVlBzB0wSa9k2V2veyc+ZeTvDg2hqOZjV64muQ04KsxlOQkhFGjWCWBV8B6mzb8Cz16G3FIIpoR3BdTzbWtFm+t/xV1Wuw4Pumf1bCTopR/5owfvnx63SuiJAXxpITila0Zg7XcK6A2gSQailZBUppFo1p5wK2WDT01YH5ymBF5FEUYE/Jeu+nR2l4ux+4Hw2lOSHEO2MgoGeWYZGeqVHvTB+KsFXBsRdIE9zfduyPA/u+4+PHN4gqtsuKvCxYNgbx0tkT47L7dmkpEHBOWJcFVYElZ+txsa5AXiBScexmhP786Y567PjhwxOerxdcFvY0+jCKOrGAYhgLTbCXgtIERxN1BfBwAAAgAElEQVQ8mkGybnvB0QT7cTicQzvd7iycTLNjaBmPZTF4UUrR3XwsIIFnMXVWLpNBEBE3n0rxiEXj0UulF0P2RQePFI0MR+vZrl+WS1vI5412BNgsJV1rxX4cuL29ur3YAF1xHA/UckC1QdcMIHXqbzPqHYsPchoBGPRCnbmpFoiK0blL60blLMIWGbfriIuTqXDexnxEhcIQAcMK75nceXHF4vtDRMisnqyiVaPoTSmjwSjmVQXYDxQBKCXUo0BSwrHvqLXicXvgcX/YtbWQ/4pymHO1bZsZArCo4zASbJ4JczYvomIBC7TIdikFRyk9e6gEpNpAKfUoO3Rm0rLopryjg49nskZxuF4u+PDhBQLGutxQm5pRkLPRFE9SPW/XX3vMdVZfz1aNR0qmE2dY2me2Yrx2h/H8nkHjCCKKfR+QaZXI6rtj6GFlOsEELdu5Y0XVhHur+HefHvjzrWIXxocL4ZoqvqMH1jAGfRhEDO5iNSV2QT3QIgSI9W4Z8LUJNuhnb9J69qJUk//9OFBbxWDRchgRMThlJF4hIiABiASkCaQWPbW+WLFPKI7D6iRtTZheXpbFo6HcG3tOKrEHfHrwfIpONw+I9Gb3Dl8NuKs5V0E3nLHQgkQbmBKqbBAsONITHsv3ULqi0jOULiZdvWbxLEtDGKYfdP77/DobeZggZQr1Pj+2eZyPbab8eIYjWVWwMGO7PiEvF+R1Q/SI6qcSo41Wz4rphF5o3gNQyoHcKtjHrdboBVag7UBixWVNSGTOVfJ5CcppaeLX7o1OIVAnCulKLcbmFBXn84Jyp6o7VpE1mMajR9Xd6aakSCuBlfG8PSHsjuTQPpYVmgmkz0D9Dsd9we3TX1DkgNTSYYGpAarW34jYIFJg3+tIPRA39EY0pO6J67B3iCyDmDMoJ+RshAK13fDx4ys+vd7QarXebgRnP6XOzGtbiGUohszDz4m+fxIcLTOxN2fvd6leI4zZ8UlGO59zwvWymaGecv8uc1diw559Z6YpRtAi7lgc7aRqLIUbLEhi/asaanG0AgUkcJKHeFWFLhZIWnjFsrFTjC9QEXx8veHxEOtMokafM+qd1BExYSsM/1w1bAxHLgE98NzgesCZU6vbLU20998Uh7uG7jTymGYOGzGQMxoRHtJQquD17UBpittecdvLCDwBWFPCmqys5s8fb8hMeF4XXJeMp+uKv/nhGU9PVzw9PeHDh+98HR4AAa3sSImwbQsul9VQZIl9rtGzaqH7qiiqD0LYNUetuB8NR62eGGAkWsCUff7TtL7Qg2VzNst0bmSuxxq2fUXdhoyVMOqrhpM1dpchWtRVAim8FuxzEfnWx6/SuQJC7j1VN3f07hAqnzDxuI1OhkoI9HwsH9Qe09Ew+r8W8+s60z8xyCZaE5Tm2QT1dDmoswz2CE/PCsQFYminoBWvglaq9yEoDreyzVhdA7CHcESNihqwvUIEII8StA7d035N0fMq8vkisX8q9tpA1LDuFXfvZUEwBsJRABgDBUSENyJW0s/rnd2jmFJiQ/br1FHwOG1r/cFEPfw4+hpQH7uOqx7+k81GzJ+++0O8pRapYRrRKrhMfTbh43K/4aH9+sbv018jUu2GfikHajXmL8O3e/o75Fd1/CzqMD8BkbwbgxG5lyn7cjpvOJthuPfBQPjzIBgEYrCMjduwcR1jfToDDecyDNjgybbIzwxV0i7P5K/RwDXGuvevmk/h8zlzQM1yo9OYaZh5aq+i81P76+QnTTc6vzkJzdecHPXsb0pInbUpHJiAT4aGmJ3vdzf4/rDzXP0rDhYzYcmmB0bvr3GO/mME38O5oulzQVPfFK3api7sdOfufNF8Gb1Hkp6COQ0MRsJdMhYs+Lk0/PhQXJOiUsJGbBv4oshwUpLQs+Hk9zk8TwchSrV9Z9MznG48ZyNmfnKPbpJnwjnZDknCcCxsz3RRMILFWgSdzmP7i9o4ie+6NAZj3EM4odO/cLYw1vEQMzdYKYN4hdKCpitEExo2CDIabRDaoLxAyWp/T32YJj3d5ccvcdKU7+RrrK3xebso6vuVDgz4u8esckPw7L4JcDbctCxQot5XbPr02Afn645xeg+ZnB4E7c/Ri26Cs+vQn6cAip+vDwkmG6DfQhjyIyyiY6gQWkjnxRHn7WtPMY3EeE/V2SLV66CMgCgzQzyDk1NC0wYVHu0AJntnXNDQmWNm3/sewxLsayKIhXxvFfF6qaBbDUNztp18LQ5m3LCiLMgcx+t7QsDC5wCkAgMpENmBaKEz4H/DrpuM29ONfUE39uvUoTNifWHSCzzraFv32g/uB5r0qQIOcYY3yvZMt1pft+xZn4Br9lU/r0UbzJNem2HoNgroKk4IJ3tNdEDcZVofMRwBi46BIk6e5Qs70aD7exUcteKo3iONtNdhkwtv83GP84IInBdbx/4EYLXqcBtPFSkRWmOoOrU+87QCpnGY3rN6O7JAaK0e/A4Z0z4/3clBpES+solO69P8hdDr2t9Hz2qdZShg/9TPNa6cwpaf9k7bT4a++ZbHr9S5GqCDvGQsmXudFZEb+DIgJqJWp1Rb1OaERANADC77RNlr9CDpdMGIz8ZCs0jQ3B9B3JF42wuIBa+PgnsRcFYsS0LiifDBi32NuEF7bx4DmAJaBajWf+B221Fbw9vrHffHjtqst4dhmFds2xMSJ5S9obEgUHN+C2iieNSK0gT30nArBfej9qc2hRaBaMPhtJe3vYLR8HYI0rrh6bLi998947unBJZBURx1EmEkiAJFB5nFowqKCPbaUFpD8YzKjCjxGbCfYwGHsIJ6Q2T4ENXacJRi49AqaqsAuPcnCox/TNxkO/YFJ6JGgiEKzkb4EQsZ7MYDzIENY+1fM3A7xKYvuNlKsJO3VlEK4f644+eff0YtxQuvG479jloP60nR4D3Yai9gbc1rqcjuHyCoW8ileGR3mhNzasyarrWaQQNzVqM+SUCIssPI/Izoj10/e+8Rcgz5yUELJZMYeVmgUFy2DY0TmhjEMaUFnFabO7Go5+Ox46ef/gLyazOHs4KUkCj1RtbLkg2mwASCAOIbvvo251HVgAWqCJrWDg+r0jxrZdnU0qIWrKFWcUij3/17o67j2kcGA3oOBog0axK+ZDw/PWE/KrJfe05sEFxvUtxl5AubwZec4a/J2PsHEeHpkvH9h9U3ERqv7xysDqnBsBf757xOqVbBKx2oVXBXBSLI322rsY0PzWiSpEhoWNCg+GP7Dn9pF7x+3PHTccfGBb9NBVdi/MN3Ff/hDwcsB1NATiIxIt9+bNfjAluW/XbUYaPFC6NLgVSb76MU08qJkVNkpeGMY9nqOJYNS95M3pMFNRqrkSsII3tWvEOhnIwAcFTEXhw+Gf1iPLPORkQUJALi9amnJu4YwaYWDK0qHSojYHecCJp/gKYP2NOCphdAExRXKC2o/APK8gOUVjTaoMhgjbq2IStdF4YgxLsROpfpve6E+SyHzItBziACVKcAb1+quRoyEs3BwQlKCZwXbM8fsGwX1MKjVYHTTQ9RHWZX8wxTLZYRl9aQ/RqJrHdVSozEikxipCbe4NveNyO3OTNrOyraUaC1gVoDNEHYr5is4kPjogBEfZ0Z30bf3hn3JuO+j7FDpgnjED3YpdbrR1UR0U5pAjmsbxB7zViqFRszUs54uVyQpaGWjHLYfrguebDsURBaaK/xMbiStZAAFCpuUFJMLyEwk5QX8LJaOwxeQMhoVfG4G0pGpTkRl1gD58wI8heiaOK7WgNo9l6FDlXklB0e6W0V2DJYgEJbQ/VaWxHrGbgt1pZk2zZs181hgfnUAiGU1iTZZue9l0EdmaswkEXH3BnSKbkjlw3q1+BrHg5HC3eRRi8wUhQS03SZkCiDWgVVgKXhsl2Q2dqdxHXEmMe6UDhRjgeyo3Qxahg5asH8HkkJ1a+PSHFURUsCqgprjwI0tJ7VIbIWQcSLkQgtbMGfvEI5o0Hxej9w2wv2pnhUF2W1pveXnFFTwmU1+UtLwnrZsG0rPvzwHf7uH/4BL89P+O3v/hYfvv8tStmR7q/W/uX+ilr2Xt6QEkOvG3JK7txF0MjtEFEjS1HFXgqaWEnKp8eBozaArU0LQ3vc6PO5jjWoHSbbJULdGeraRQCv7CIImJJltydHteshmvQSKRTN0BO9j5a6nBuEdVlyz6Z9y+NX6lz5gxSJyFOCDhUC0Dt6h9Lp3v7IcnQlM3wjxFKyR/xh9gKm2ID/OYIc4YAF1vUo8OyVpT01jNo2nLUw3Ea6B1G9B61Wa9Vq82aJDUcwIvm9GNTFCv0tXS/O7UG97UoUpna2NJHxdBhNUK+KirNjqTNCFaSc8elxoCnw4emKJwmY43QP0zhbniDY1oyxq82ZK32vCEdUaH5njnalNGBAFj2RnuKPSGZ8BzQ5Ce9mMOIcES2ScKAmyB/N1qh/W7u8fNsjoh7zdyJrYXVehlE+9h05JRzlYiQU3ZESqGSTjXDy4VmrgAX2OpJs8ufQt2FQuWPpF2IOMHWny+7JgweIrBVctv3zDtFBGLqhojQMt/iGTSAnBje2viOBC4+5Zct4tmKAodYE+2MHgD6PpINGOUU/IQ6I2HzeMPzGLI3tNhxL37jnTJVE3aV0Q1fHDaDfjE7nGot1OJU6yYm/l5h7XUDHgodypqFVZlnop/6C/Myv/9qDCMiZsa0Wd5wzV+8hgqPuYbwXWbaIdhYGjsUUSE5A8UGeQWAntTmZDeYgWTT3risOJeBQaCvYSPHIGU8seL4oDofgmakydEkcb87u2HwH4VAsC8uAGqRmMEO2gALNPVd8kw3jz6B8JpMJAAmDSup1AyQG92HPbpGOOsdet+jQNEAhTjk/R0E7OmHczbjP6f5OGTofSSGL+ipvkHSF8gLBFdZQ+2KNg+kKoYtlrpB8LU+G/ixDEfWJdRuDGBoyFkI4DWNhmMERhkcEHU4Bykl2J2mw80xPTkjLgrysKMVIbziR1/uin2s+VgQ4e6Z5hmcTndZXz17F6Wishd56JdAT4tmi9xHrvseP/cIOODI7Jvw6xrQvCOofH6MXc+uhg46NagaLrw3isOfIpJFYnY0SGaw4Z5BUqJNB5Jz83kZrCvXMS7+GuLSJjOq0aL1MwBq3ewsMdyEM9mrO6DA2dYyhxnE9KO3U2Z3oJZiKO7GAWkkCjZHtED23GBTmJBtxRcLi/ZvCsepBIZruAZ+J33kuQ5+EPE/BhnMmO/SC9GPbeUZmhEBmV5GiuaEvnIxMAgoSc8GSB3g7HnW6llh3KtTLDcK5inUa+xyRIz3jOz044z34ppIFhv1uohCvsS4IxgmjNsde21Raw1GtbKU6vo19riuZ/In6vLEFRvKyYN0ueH5+wfPLM7bLFcu6AVDUutgeIcZQmJhQKkM1WQDBm0bH8gldpL5YO1S6ORN4KQahjKxVn+jQMO/n2qfui3tm6LjZIvSZJQazOvQ95l/7Z77sK022Zd/nR3uAb338Kp2rgANa9IaQIsjU/24KLKWMdb0Y/vS4QbV1goJpD0dP+2PaU/oc0hhFn1TCUOgyRVFsoyc8ihmJ98eB+34gZcZ3L5tFDkQgNdiU/IheYwIxhwqiqIegHcbmcr8fKLVZ8eFhDs/lckXOCduSsYRTWTyyCts0ime4qgheHxVHbfjp0yt++vSGx1Hx8/2BR2kQKt4bJbirAnrFeGuCH19veDsKrhfDQa8MvLjuCChEbOoy3U5pjvud4JHvUfrdaMZwqghjY7RUq41X4KWNZtwyV6EobTzDadDp+DFP897i4+XpM4tKi++h3Oc4pOpLrDTz8X/5EddE/rOTfpSC11eL9lw2RmZFLQ8cxw6GohRCTbk3FE3QDqmUJihVQMxYvO9HjEuHPwC93xWpOaUMQksJklLvp0VqcZxwwiJaL+Lsf++c59BiZNYLNCjbJRxf6/nEACQZ85QCEIckXNTbI06Ma9azzevJagXgig6KRAyRhlYJLdchIxTGFCYFaBJohlhDkzqRfLT+c2xSHQrTHRDqxvSsJ2LmmSzyKiSd4MIYS93B8Sh6yG7iSU+luFcdWRk/xre5UF9/EIDLmvDhae1wKGA4V+Qf6r/PNqPfl12H/eEoDK2CI1nA5jgqQNrtwsDGWwR58VG3I7BWcERgLU+KKgmv2LAjgbThjRf8rjBuTllflJEAJFhWQqEgj5gzO5ZAAXGyiaAAlCZopQxj30fDGCeDUdZkVkWNDEWcEAcMkG1vprdNT1qW02oiVSfniiams2U5MZZZEMt0U0rDwBX2zKicYW3DERzOfsiltcVgNF4htCJtv0O6/B7CGzQ925pJ2QJ16QqhBaq99W532IbD5Oa9r116rwc1jI5JEOdNMAzSqLmKurBaXR+dHxa0AiTIBtyIt6xGAqcFnBY0qbaXJQIhQRm+B1GHW9ocxlolPD09QcoBut0s80RW05lT8warhKirSAwsC5ttoFaTWkpBdZZWcUYVo++PAZmDIEFwNOyCHqhwfWtlv75yHE7aIz59NwR6b83WIPsBtAbdC1CrNfU9as/CQhravqPc39BKwf7xFXV/oLZimX0iVHhbi0QWQIAag511prUaGx0O8Aha+N9gDpWx4CRrtUJO3R91aR7sWpeEy7ZYD8LuavgxyOeTTR5PjnRAAzlqvcyxlBrBCGufY+QVCxInbNuGdclYlgVLTqOtTOj7iVTgJKZf2IIVY70xha7S/vXQ9cuSsW0XgCvuxYhabKtyOwSRuaJ+/40sw3W4naSkWJBBaKhS3Cm1/UWAsecA0CDMCglRGgF/X6fZjfrur6upvKRAFTGiB1KADhRpNk7NHW9vzgxytj0BShFv3kxY84KaFddlhTYgJyCLzWr2vWvLCVtmXNcFT5eMy5rx+999j9/95jv88P33+OFvfsD1egUtGYeI9VrLq9XHb5duNh/FHKZcXKezgtJY1yZuXn+ltq4YsKbE2duseHB3jNiww6ivs2ED9AB7BE57YJOgGCyOHYkyfQd9rY+aNxG3C6NGK2RNAzY42SPf7lcB+LU6V7AC7pSN5S45Bi6USEQacl5wvTyhieLtbYfKgWCIi42kIzBdIkLAxzJ0zG4MvkeC2KU/Btg2WDMKH7tCGvD2OPD2OJAXg0WkZYW2iqEdfIK92EmboBWDLh4PQdnNCL/ddpTacH8ceOwFV864Xq9YlwWXdcHCTkpQrF/B4cWTe6m4uRPycS/Ya8Offv6EP316xX40/Pltx17FKNMBgG1MQYSUTPlIFeinG7Yl4eVpw7JmPC+My3Xp9KWz6KsCVUeW7GgBfxkLqs+jK46wMGc4U+8/MkUfm9pG1WqzFLL3nyJmiwbNG4kOwZ+md6wAxYDFNcsQEhv8zD4YeN9YWINo4zN5/MKq+jLMi3yxEspx4PXTR5TjgcvKSKQQKWhlB5NR4tckqOVAq8VEz6OtlvU6jNLcIR3qTIJhuKtaBKkVKxYmH9+as0f3rTUBEnoENOrf4GyK7DDWTvc60ltR1ACKPhsUUC5CzhnaGSvVFD0bLCAvGzgtXVYsA2HOlZRqhB7S0Kq9JmaDYyU4C5M5K5SGyrRotUdIoVC13izhXNU2CC3MwTJ5tVqDYRDMNQFBNdwdLzghAsVrOOYNBqFyFk6HhoWOSGxrKUf2VVunSP6qZfDXPohw3RK+fxnOVYh6j8ASvvpeRJS7c3UkaBHsmXEcBfesUE9DWz8Ygig7PfHq02yYe9aGJBPQlKxvSZENCQsOBVba8HdV8VYNFnZoQgaQIagwqmA0Y0tNyeFN5qHbqRwybc6VyTeDuxGVPEtaisEEtQmken1lU/s7GGDvx+Q6o4pBl2utxqDl8mf1bBnr9erwj6U7WvFoLbLoqW8KCgCMkT2dMmvvM21GKmNj2yijpicIX0DXP4Ce/xFCF9QUPRM98AFjjevEDxNT5knRztkg37NOiazuD8ze1eRcRbbKjR2tzeCYX4AFhu+bFD0qbbSaCUgZaVmR8oomdzz2w2prSKxGgxmJeDD6qSEumpjz8vz8hHZk64VXDL6cs607gw470sFtgtWdK8VhtcpHwXEcqMcBqUYcgu4gUvcxx+TZzyMv5u5XBCi0F5WCA/oXPQEnMpQge9JS0e4PI9O4PYD9MAeoWNC33h+QUnDc73i8foS0iv1xQ6sFzf+R709GXGUOD4UDC7hDY/uEVmNni5o+yyyZfCpnECcgB4TNWEKlGapAnbxkXbLJLgVLcDiwCcwZKa3glNGzVhGwiqyYc4XAszNSzany/A94SVi3FTkZtfeaM5ZsEKsuOzQcrFk6P5uqd4I4AoPnR2SsiAQ5L7hcrwAf4NsOt4Ts1CBzdEDWGgdOlkYEIkWicSUbCRiE6v0TSWGZcaATe0Td/UxIFaUUPdAOFyFPoogjDXrGqonpNRJUFXBhUGJwtvHOuSE5pT6zwR2Pw4gtoMCaF7QFuC4rIMAiwCpWPrCtC5gZlyVhXRhbTnh+Mhvzb//wG/zjf/C3eH55wW9//1ss6wp25wog8LICKSFvVygxWi3Yjx1JgMWdK07qndJGbf/MFkhOcpLCuSIBtdIj8upG3NjDbKJpeu0y0n/Q4WCpBTc16tLdqeylIG2WFPVAkR03ZTqxcAOwwL/8v3OsgF+pc6UAVFxoYR65Db70ATHWIT1tHsPn1X4g9R/OxnDUX4zN5vQ9/0yPdnUDTDtaQNSw+ftRsB+L9+4LvLIBaIJsw+h37PfajHa9VMFeBEdp2EvtkC/DmJMXfEbhvG22TMbfxcRQVk91+0bvRjL53yn+7pGlyAIwwjB0JaQBZRMcDk1cKKM2P59i4uMYinzUGIxMwdiyaSQCwzMljxgQ9XGOBWRTYdcwekgMW2DQp8/OlWI2fmZmQ1OWfavsTu68PjpsAMOBPoO7fkE+3zlWp6iIO4giilIbmKvXE1hDbGkCeJp6pMrbMAJpQFyBMyMSM/eicyXL+nAU5EvrAxaiPWelDNAEj/hMiql/eLo3u4m+5my9BBNTG46sj1mnJY7xfDc2RC59nulRsBfATgsXFu0UIjApVK1/1Jh3nJ9jMjAMRcAgRuMzQy9M0NK4dY36M6sZOG3q3dSyd9mjnRHA5ZP8OPyA1I2zsxL/930QLGu2Le78+QgTD9GbZRnhT8ZG5e9HvloVyAujiXQdw+8mTntUZNxHJwjwsVSg/27fITRlVDCKJBzCKI5fJtcB3ZClrtYneY1MgBuPUawwGV1hiCmZfmM1nyz6YYkaDLu0CipH142isB5z7ugbHwuBkxnrnLg7zXE2v2TTW33s4oqpf8Y/3f8+JHLsL/GurV0yx48XqGewhDPEAxRWf6DogxR3r1OdFGK5j70OMf869sHopXj6THwuDhJP+Jj3FOZ5RcS3e6+w+SO9VoFdlwlqK0aQhEhzvdul1TLDzVkJ05JBKjgS9/YilMhqZhfGshosmcRllqmvgRnVEE3u45Zj7Lua/uxSYsF0LTHmjaaZdKcqnFZ1ggopBVIOyH6g3u7m9NwewF5s2py8qjwOtKPgeFi9k7SKehhUXFn7+aXa/pdYoJ4p5eyGX4pJHGyL0V7A7sGdlchcsfPV6yCJInh/qZSwpISWnZwKUd/qu6H3K0M4ah0m6GtY3+8Xgl7L55DBqHnKXrfCAVGc9ozTc5Kz8ePn+3Jfa+rQ9Gl+bb2ae5OYsOSE2pyJ+LQrnKb63Wmp14g2EAoIDDZkSM7mWNFUx6vosjJfY+zDIe9AMIqarol4ZlOre1SGMYkSQRtZv0C4vSau51TtF2lQNfKK6tlIqwUmXNYMQJHdwUqJcdk2pMS4bgu21RgDnzZDR23binVdsOSogbNEhHgNNAUjpbf7EWkur5a5o9acQZG7zRF7jYhn+MN+hPY5HTvJNP50/tVEYLL15q8QJgjzUHAmC9pnu59yPlWIXHfuqf89bBoOBENAV/+Kx6/TuXIygoqKevqDPaOWgkghqy2wpIwFCYDTTrsDBkRmv4+4H8snWYFI70eU3E7FXUmYceipT0SGBXjdK/708xuqAH//BzVGOGEL8qqiwaAnWi0a2Bqw3xWtAW9vFbd7xXEc+PT6BpGGy7bgellwva64XizCkxNsgbERMygsytJguH3DrRIYB6DW4HTbVig3bEWgKXV6eibCmlxIPCPBanUyRRSvrw8sINTrBU9pQWZYDZkYUUHxFG9VJxKQiqNVNLVCcQHQiI39BgpxnS+dNhxDqbJ28oSgyN4fBftecJSGVgiiaQi7EyLovIiAviDM8IMXJFo0nFMooyFAAfmUbmwLgrrzl3yrr9fHhAPnykKssWkpFbfbDbVkvF7XPo+JGnKCZTAzoxwVt/sD2bOTCqCq0Z4zC/Jh2VhS4LKufVNXVdAqILGs3HF4jwkBQJZ1qFaRP2puZsl2pwnBuEdhWLFlmlqxDRkVIEKrB0o9xkYKRYJvuBiWstHvVz/XGbKG5GQASgBlyNRkVtBQ2wGRClXLc0QfLCPDsGxxRLcA8vmOehGb5qZm4Dc3JsynUyRY08ZwigwFpU4lmwwOBYu0KQIqoCBqAInRIqeEbWEsycl1JhnMi/WgsxYRX5ejf02evpQlJQKet4TfvqwInH2MQjhWY0OZAa+YHJrhzBzZiG1yBl7vCctipkhvyjouEqH5er2IOkVKdzzGBKsCtRmz3a3t+LlsntlpYBxgJBAb+5Q4IQQBYK8VrGp9yUxfijs/XifiTIccLIAAVjAkeXNuWJagNCM72VsB7zc7l3sAUfcIwGntE1Y3/JiNHMP0SfOWDmP8yWGvzLD6Kw4jx0YsAk/GoGpEFmacKZyXEYpm9WdEQH4C0hNafoGkFzTOqN7fJcHUI2D6jKBA9CNSvC8j6rJvjteYe5reMzU4e16+16k5DKoNJM0DgQ2Qir6BnmSR3UBWSFPUKpDGtmY1g9now0spuN1eIZcVT09WrxGNbJ4BK1MAACAASURBVC3LYQXx9dhRSkWG4vryjHYseLz9DNQEToolNYgmvHy3gllRiuKwRD8S+Z7tgVYJ2Kc0NIhBF1mh3LxkiIAUg+L6fiJR6I2VvJG5ZXRM16mGkQnA+1GhFmitaJ9eUd7eUO93PH78EXJU1NsDbT+MSj1vEFHcbneUo6A+7tjfPgEiWLRZvcySwItBAMveoKigQuCWkJYEXhZQ8satQVZ0wIxeSWBR6yUU0Z+8OqlFBpLBaKVYj6ZEhJftgoUTahGsqeBoBXsrWH0dpJTAywbansDbBZwvxiLHNmQB6ZLWjCZfKgBxOnFgWc0B2S4brk9PYGasm8EDufcf8bGOAHEPCXTFZfosPjOLvI72DDwFmZjj2womxboSXp43MMP3YPW/wgMmoRsnw9zPJQoc3qi8YbHMy+UZtKzG+IjYiy1DaqaI9ABrD246kkL81Rwxu6UIejZVJGoGBxXP2oqAm/f+LAnEhNoYKTuSSaw+/ziqt8kp2DIhcwb/P9y9a68jSY4leGgPd91HZGRlV9cMdjCLBRbY//9/9sugMT3d1VWVmRFxr+RuD3I/kDQzKSKzsrCzQO544IZ0dSWXuxmNxsPH4ccX64OltlvOGR8+vCDnhNeXJzw/XaDNNZSU4oc/fIfX11dcLjtyjggREFgTb+6jZAMpIkWlJ5KmTYCPUhFaw7Zt2KCT4c7N3hitdq1li00j9z4e5K5LTKz7lXIbmseWqQMhMSxg42DphU6u6Rw+waSJgyAGt/nNjh4AH1O+zMtIgKXKYtTvxvi/CKGF166sqYDD0IYj4vv6KjKD687jttTCrOaAb4j+/NFnNQwYe3EgYBoYD60zjrPi3CtaY09Zt69XY1VTmEwZ2r7VrVbpbNpIrRqb2uWSrbmeRq1iNCFyFRD8yoKCBycFGEyIQCSjOhUozav4BiuDcTGQp3r5KlCjvDWtv6jZwszLzbK4pwhLxGrSgotgeHqGR4fsM7TiITfxxf6f9S/dmsBq5Oqe3c1lYo1UiF3fnVFhYz/WjIfQFpHwYxSEgh5199ff+/D8fpHdmbNDdnvraKQe81YrImnonMnvWcY9I072Pjal4XUnRJrK4OlQbN+h6TER6i1corPDK4ThxWWoXTHcOGM8x43NeTHZBZMV9BK0nnFGx9yxPkZh2GwyajW8WJcw3zioVi3k7teh1++EApY6NGTrIXo1Z+Nu7qd+WNmDFhvqfpbmecy4WkkwaIyTAQAtKzGCHRq2geudQAQeRtq8nl/aKh6Pta7wW0eMAVsKC7ha9JM/0v1req/+hrkEWAQpEVInxKjfHZwGlzB0guvLbxr0D3e2alKWgMYRRQIahzG/40LIRt8vTch6ilhNqHnBmbRIfoUKo08WMJizhAWdIkB96CbpGMQXoy6QlSlV6a6ViS0a4+NjXr3cAQsbh6HHZlTrfiRmVH8YDCPy4evT9YcBTUpGtR5G/50gKyUKAHEz0JjRHgZegBGp16+Vu/e5Q/3r653X7OvPwda3o1Z+Ty6rbkQCk1ZUmbpYWCOFPd7pTGXsm2PrfZCS0ZJDIigGIOr7SDRylXPEtkWoM47tfuYqV70wx9lHfVUObtBiebyPmqzPNddNjHl1jN6wjrV+R7oSVvBxoF9vqO83cKmotxP9rFqrssWRvlVKR6sdpXZ1VAir4ycE3QMAjVyJgJPWMHmqoKYtLSstEoTn3g+ymqtg4xeNgj2QAlAbG41uRHRm5BStj2RHY61vHwZs0Oa0Gr2yGimC5ZFgOLdg9bQUPH1bHVbRm80aeUUI0dIdl3EOKjOLOE9BW+flq8PnmUf0J9Cj/lSbR1NLvbYS49rnlE4n4Ph28n1kRq4ITsMOjTJZRGbop8XGEcz9ygXUnzNDa9XMXhWo/SVk/mZvj8GCCNZMJWEENnIG8iwfjSa5/aj1ZzoQe9ZU2i6EbuDq9WnHljM+PD/h5eVJ9SIXhEDYckYy23OsK/FeoH0Q+yh2DyP6KDCyISFEu5513/N0aSEoSRBorM+v7bGHF123jQ2N7p77zN3ZA6ajH+25SQDjdguNaaM7pTC/z8tWvH6PViPiNxy/S3Alol4xJqc1v0/p8QJiuZ0wRyTKeaK3PlKo7o5FAw8Tkswj6+sbtFCJzkXhYcwYVCFRAFJWo6Rzw19//BnHeeD71xe8X2+4hI7nwEiBQRFIZIYDaX4tB81HrdxR6onOHSEHBBAuLxe8vGqtFRKhWw1tu99q9YpIdWgyxqwPH56xN0a6NOwvHUdpSPkdR20opaEYGUYwAWlGDezubFdMyoTYcCtFQRoZqaWnaGECK6/t6Qy0Pjg7tGYDBshA5mFSVdVNPnsDQuDRc0dYcDsqauloLJPG1CZj7ZfyIC1f/ToMTkzygSk7PJ67TIVAyib2jZXjqWP+/JcOWbQFGXhqvYMIKKXiOE/k6PU8wRrzBZyl4P12U3pvNJCo0nSWv9a7erdixJY3eBNhZkYMCTlZk1QzBgarzUPfCbd/PC2JhRFEPVAsGuFir6VhQKz+RgwA9dIg1Yyabh4nVllwb64alGFosVHtYJukuMMBAKPDE/FUngkkTmCihhMLawNR7kpTz3VGstjpj9cINJRyOAli7xbSn5vrGm3y9cSKNqz9gbIYeYmD5uBbbZ7rgKS566V2xHCMU1EIU4EvUvm4ifyaDI2x+sYRrF6SHqwAunvyK+deT0u6ScYErWvNQdNSiBHGvJnULAaDzkocNMYTIM1HNoBWiPDWCRsTimj7hgigU9TtMPj6i4hGgd0MVJEbwuNb4ZhshQzqJAKQYkbYVL62lM1TPI3sef1qjBEw2kAM59QADTQMo/X+YzSDwn8MOBE5sPGLnAahR9t4yL0+UiDkvEHSDklpMK2BVNMnsQJ7oeEcCrZqHMivYjSAxAKgJrAyHf/wbt/ZYAb+zKXV57TmZT+IkWnDUb/Tm/5wUzr7FipKOXGeN6RojhlYdDAlMOtaUoK9BulKuKR1bU1ptLMa4jHruv343Qv2tOHTpxuO46r7RtVofQ4diQBm79djIHxER2jUjzrRDll06h5MBZMwI3QQQbR8d+lKRiHlBjkPcDlRf/6EXgre//Yzbp8+o5aK6/Wq6VPbBfTxFXl/Rv7wPSIRns6K3Dq4nODjBq4Ftx//huM4QNxAtwqIaINrYdxYUM+K7XnH9uFZrzlo/Yh4DeBCU07mWAURYsgKZkJEDAlCgpAYjID8/ITn7z8ingXvtZotEJDE+jjliLRF5C0jbxtSSgPgOUsrmEdNm1i6eKCIbNTql6cdKWfkvCGnZOQVsz/W9HaFIVHuNJHl97uI4uOxON7I1qxHrvz9WpuXUFsa4IEtdRzAktKOuYeYPTj8ZCGAUwKJ2J4VQd3rnR+W17pOaJ5LXzPQLzIaz7tdo+nZut6TO49ISV00W8Ai5ydAoWn9aOu2ZOde6I4RYkEUQTKlkNGwtxOJOi6S8UIazQspa0ZTq5C3L2hnxq11TZPOGRSj2gie3WX31JkRUlLHVtUodOgdwUiM3DFaasNZOzoaTi5gAW4dONnYFFeldQdO17Gczu+xfwpsb1ZngQSC9+508pnh0LJ92e2bUcLgDgTcA6nZImhyAjgd+///I1eC4dWf1KyWugWN/IgIWi04bmV8hoBRqDl+/8rYYRfxMbHeaC55JACzNgHSNH0oEvKm6DXvGlVq3PHXn3/G9bbjw+WC9/crfnjZ8afvnpATkC2ELkTKlsRAJ/OEcMfZCgBBMMPv8nzBy4cXeONkTSTxix/+FU0jgOqclAJCJLymJ7AAlwY8V8FRGkARt1IHq+Fy1zhbQzXyDbGiPu+sXXrHrTTkyNhT0oaHbsgORiwNFXNXz1HjCaxk/NhrTEYyYosfgPfN6Z3RSgcz0CortbzMCOBdHcYqIHfG5AKWTNtN5bYoTxi4WrxM+h4vlv8Vkfw7RjFcXpbnvashV0rFeRZIjthy1nG2iFU5K67XmzUn1NQ15mnett4RRLBbob2myKniSjGCcga69n9gyPSyOCCEqyqaiswVzzBAbV7NfSbm2AB5lEy9qahuaET1uHUZzbC96G5xX1g6FoYic6EVEnAUbSdg7FtCoo00iYCGIWu9G7jiCuY2yAF46AXcfa96R4EQHVytjR8fSEvI88pVnkurKLUiJ3+vy7xGkAPpubYtY699nM8VcXCBmpf1DwGreVn08Ls5o9PfUexy93D34prbThZBjQwkq+9snUc92YhaLEbLXF1GsmDgQteixqyJAA4EBMFJhHcOuHRCYSPBgfabc9sKpPWh0WpVic24H8t63skAC3YbDjKJrB4lRPuIXrfPKej+s3Nop5x6+uiAHexAaI5iHJMQzCDzi7KLeZxs+0LVgbM+VWyNprwBeYNEJYchYrAlwUel78CMq6u+1D1w0XaG/TyqOy94sRTH6+trDPHGiw5mRVOMB8C6c7s/HjL36KYAS51kmqIcY0MtBed5KGGCp+yEYOx/TkUOaIpdBfcADkEjixEIKSADyIhIIaJ9YOyp4rhVI8Tp2rakM7ABlDCAlY2U3vIo93Jg5UaTs9/ZbkoO3eeHAqzRuhbsAb2hX6+Q9y/otwPnX/6GehS8/cePePvxM4oI3iGQGLA/f4f84QPi63dI//QnjbI268vUGqgUlNsN7x048DPk+g7cbgjCyMKIAFppOILgwoIPYulxmn0JNAK3pC1VXCJsfCernDE4WsYDWZ+e/PyEZwHCcSB/+YxSC6IQkhBiIqSshBMpK7iKOdueAtuYJ929DHDFIIrYNiWDuVwuyFvW+U55ODHd3rqLGK7RCNI5mHMCrJGtIYEDWLGv4pEeTg6soU6pnBNyTRpNC0EzQiYiXdbrlAC3Hfw9bIpHb8EY9Lw59LcMBwuhODAYW5XpVl1eAifYYNG6TxKNPo4ackCzeIxYQkhp7VvvKK0poLTrNvWECMEOIJIokRCpYyv3gkwdF37CCxgxBGwpaeSqFcg7o6eMo3VQiIiXHSFnWNsz3wKGTtU+Z4xalHwsdEY0Epxu/d5K0+usnXEtDU0EFVqXy4urZtUt6z5J5Bk9Zs/4mAznz6ybFtur9T1hkRH9/BQnGnpgBVUqL/M139/9tfC/BLjCOoi6OemebxuiLA3a3H6T6RXQF5ZzYEzNWECegx1IN86BYkOw/UWNS4IWPYegjw7EQtBJr7XjoIrPbzdACAmC10vCzoSnbBPkLu0AO4+CtRhVuEa/n6gbThe2fkFqwDKLNcRLZpCogdTsx6tcugiqAaQuWisSgpixqdfbZC5w/xnofDHKWbr1O7ZxCFDvn8xc1QGixNNhMFJbfE8X34S7eW+9Xgha4+EbtAgsv9fNZPsOWedd7pUeprE15pscRvh1WB8dqz8ij0SJXQHLMNYfbaMpi7/NKNbrmUDCU4SctCJGQDiBg6dBdtSu0RJmUkZEguaO+v1a2mvrjLj0uaKhHKIV44cxAGNdLIblSFOAWDoolnnTOfZ/+gFLTbHU3F60fQAYxioGUNcfozqC72yyfKevvzGWNjacRJt7Wl0EEQHZGnwmjaIosHH2KU86vSc5WJ+rIcsjUuB/DEFTjjwlhTCVqcicC/+JQaMO6/j5EUjZEmNKQ/G7wWwTc2fH3j1/kJNvHb8kay7Lv3hC+67HEVfcQOPT/r87hMl1UphGhcvu0BEEeI+saYRiGK2eMhkIyuAWgf1pQ9p3hCxaG2oi0mH1RDb1LFNORlRmADeM8XVGKeWTnATKcHoPd6iMESJofx7AoaUbNeNRZhRe8SMNGVr3EYKlUAejEoftCz7aMkbqTvetzck90sqintacEihlYNuAbUOH1t6ICGIPg01sgjYZ90F+D4tsuCPDW0JguQ6Pfq2Oj6EhTQd4zaqwp4HK8v2LHIo6U4R4gG5hjTD3VtDKqfqXmxl9oinx5jDyPTbEiMBsjXLVO9+rph47e2MwA56IsG8bIiK2bbO6LoClWe2kOfCWABxclrEIuq37Nfqp76P11/FZN9iVRr1CWkG9XlG+fEE7ThzvV7SzoljGRSdS6nNElU1zVEnt4KCP0lmBWqlAaergEO9DCTX8DYwyMZg6kgMoCggpgjY1TiVoPe4weG3v8eyIYCmabngqIaiAQwBtGYE7Qk4aJZQA6k7YY7IWNMIdSBRA2VyKKJhyoBSg6Zpa0pBM18596Z6xFWMevlLiNG4EI23rW8BllcV1fXhrEWgapH90Olkx9mbfpTQ98LcazGbvrLYP0UjTX3eomZq6XO9y3exrb1yHAFYDLALLGpFhP7WKUSfcRR23tXm5gI5nJAVXAUAzQJVIf2II6ExGKnIDs6ZE7zkhBsKelcyCYgRtRdfplhFSBCKBcjREpeOXc8JlUyZZtkF20grI7EtYuzG0stulFjOnh/FxkCzrq18DLx2/hxH9lT12zTwaj2uU6hs/K6i6+9uvyOK3jt8luBqGOWMwqumcqYIeXuvF8NYPTgNvPRdENwPo/ggErUeKaUkbAxBIu0Ur7bkWV1MkJIpISSNXWgCvgKUx4/O1Ih0Vvf4Fly3j+qc/IAbCy8X6K6Sk3gQiNWQakIJg2yP2y9I0MBJi1h47tVVcb4cuoKr1T5fLBa+vH3Tio2L+TowetejwqAW9M47acdSO1hgSKkJkxCzIQmgMSLM8WqOz1vxr7QafrbkfEVBaBUvHZYsISf2oUQidlBoU3Woc4CmAZoiTQIKYIiDLCWacRaNctSidvFkzdxaJby6awmHeKls461IMVhTroWeQrU3IKNonU6AsgLSGZj15XLFHaD66GPDrvWH20llFajGcf+V49HIQeSoja1pgJBAy2q4AudQGAiPdgM9JIwgXS4FJFJDMGOiWzslEA5gEqBczRH3OnZFyBgdl2WrdoyoGZGA0r5DRD8zJBLoIgm2cKamnn4WApiBFo4qMeusot66O5hNK2mKRK4imCI37954RwftzNWMEm3PEGZBA2r8lK3HB5XlDygGxE3p2/2XXyZUGoA2gT6KODkvmHvfUutYwNrZ0ykBIOWPfd2T3wNqmH0NEaQ2la9rmcZw4zwOEXXvMkBFXLCArxIjLvqN2vVftf4ShlNcUVBPcAfz/UUA1/u73JncW9/LXr9/vh0Ohe41oaYEWtUopIDarLWdzRKCPtTRO5GvWGOGsHRPSJth2QUyE15eELQd8vyc8P2Vs9IYS/4Ibk7K8sdZ3RVajrQujo0OIESIBiCNHXw0LJQ9otaE3NutFLyxQHMajNpoPiCmpYWnrUO/YIlHd6/i895WgtorObYCrFaGRswhGIOmAGTmSjaFF/K0tl8biTY95T61u8th7HwXmiSKen1+Q9g+Irx8Qnz6gccXJqtOoCKiLB3UMlFnh/FBw08hw+ZARtRmBZNWrXttoQBmLYUcWiaDOQNdH6ozQNbXoa1lltN7gUUsioNWK43pFIML7px+xbTu4nMhBAWgtZaQyxpggiZFzBhE0slUjej1xnldABDkG7E87eqloR0GIER8/PoMk4MuXhn1/h6CiS0PtEyTWRmhdLK3ajFYykE3R5MV6oN0xGOJ+3r0gRxiQrqDq7TP4vOHLn/8Nb3/5M/pZcf58Q68db59P3N4raNtA1ooicEJoBJwd/fM7CIR+Wv+tWkGlgGvFdjKIIyoHFNFUyVY0OtekoUkD9owOgsSMfLkgveyg48D1LOhS4cx4HrkKFJAoIkIp1IUSmBgnC26dgZwQLzvSnrB/uqCjgmNDxYmQCQgMhK69xJLtZe1UMDHqYrvV3QA5byDK2PaMy9MFMUUlr0gWPfOI4QBYDqTw8OggLMznAL4VuRqOEWbMFh0WGQaWNEaLbLhT3ECItxH4tZ196r75XnZuQnegEtBszXeIglcY4H9QoJ5U6CUVvp78O9zCccdKbZq9dVbG+7Whdcb1dqLUNoAWkfatiiF4TgEIZOUcCqpS1KyKHCMiAftfrto/NQY875umcW4btpxVjuwCJKgtF7cN28tF9/NIQAA+fv8Rf/znPyLFiG1LmiJIhCba2+8sBZ0Z76dmTXUGjs5Wk2/2DGbpgOUIj0W4isgEXd+anfn6GoFagZU/ppR0fMO9LD4CKwdV3utwpJ5+5RD49eN3Ca4AuP6fYb273yeOWlGs73tO1OA1Jr4TEZEZ7lgKmWHgajFB7COO03RMF6OJ9I/CxpZEglso6I1xPYrWO0XSRQc1gH0xKjX6jFYpWPMu4np+T8/roy8LI7L2q8JyDx6uFWZIMwpqT7UKmloRAUQWhCQInYGG4bl0YDL6+4QwvCDq0bVxNeU0SAhW8CrLDzDOu77OAyQrkBn1U+4dXUCWwAznO1G4X1jz6x9cFqsHktZplNXOhQiMNvtepr7p/vgHjnVxu2Jfo1cKajFeU3YrRmsNEEIj8xIFVYqqVPRszoSljZenR0Ws0FJrfvTNox/YKshYlPfdiD5ErGh5za6RrfEkN4Z0QS+mC21XEQdXohFWCS4zOsCtOo37lLluskqs6y5yAPeIbhFlpar1WhO/vof5udNzvsHOKIFLzhr+n15RMzhFmzP31sFmDM/Pzy+5Ayx+Pvv8HRMpGYiSOeYqG8uV/h0w9a1jzt38/bfI67yKda3IPJFd75398rh/TBGyX3Xzi5HMACNsG5AS4emSsW0B+7YhbRURG2Qwbs1WI0q3P2tavTBcHyyVRiYI8Aiz1wMq45NeFFFUWTHPmQQAln4omHvELCtSo0VJF5qCBQDOIEfRPZUCiqtugxlYS5Kle6jl6581Ks4y1zJs404pIWWNggZhSFcmTep9XC8HBU2dp36dDqd7WfB41KPd4foPYz8EYEk5X184RruRb4mXWCRHwvoaW11kQytFz2tRKZ3HJXJFmsKjDjKvESV0yGhAS5aq5GxigDpIAiLSljVNrem9epNWxYYuJ4/G2Ej2WgT67x0+2g7MTT/UilYKelHAzB5VshS8mDYEo+oOFBBEIM0a39WqxcmtaTP11hBFqwD74hn3PYmXn+GPDBEhTmp0U7K25+nYzh8DKvbIIDRYimuMQFTykBC1r2CwvYcMYGoqtBjOtEyaVVbsmjX9UCxaNamrg+cZh6lzp4FKy3QswArrcwxQ8zhjvl2vEfax1xMwiMz8HK7nhvG9yMcqKw8OsDvSJtNRIytmAUSjxtx1hV/bHcBadjL7zsU8HfujR99UrsUI0LSM4KwNpdQR6fTWHGzpgAyNjDtA8Ui2RofFnEPaEqZFTUCOIYBEe4mqe6YB0MipECO2hgYNNLD5JfZ9Ry0FkjNSTqP+1R1BzbJBmhFvzHr8RY99PaPL47rT0RivFXB99dFfOAbApnV/URkbqf0PwOyxvOLukn7j8bsEV27wNOlGaOGTBt3MZK4HX3ozjMxm8JmwQl8TKFnFtikj39PzjqfnbXyfiKCWhlb6iGzcpU11xnkqnXls6rHtzGjNIqXMqKHjp08H/v3yGd+97vjh4wVbThops83IU/pyCNjTHH4SDHbyLSa8Pj2BWXCkhlYZl+cXPL++agO2lx1h0wgTotJyXm831NZQG2uKQhccR0VvjC9fDry93XAeBeXHT5qi1zp6KYg5Y7/syCniZd/xfNlA6CBpIBGkHLFdEtAYLQBsRZYCC1x4YaLAFIJtpuJ/10hKtcaFbEQN37KV9eUloW+Z5ykbQ6/DjWkdQBoDTESgFJC2tGwaq6TQqGkAlMXxH1w3X1+3Axvm4e0IZhh5HzCvNgNogM3WGs5CaIEA6UiRsKcNKevmrIpLO8GfZ8GIdJpSjdAN1SNXnQWHGTht3wEYUCPMNbJ6EUc+sf2kYEQVtsEuUaIYzUcabYNIZFEE6wMF2OYa/WtUsWnegHpje9PNpKmwD5s9BbQWrQaLRpF/SAr+JQSNUBEwUsYwFbVHTjurYlfnBCt4C4Qw0gIx9m4iQikFn798wXmeuB031FKQU0DL0SJRGv1qtaKzvr9bJGKkkg5ZvkMg89dfUf6rEbimvz4eOp509/svSu36ncPQmCM2jS9AIz8EjwCR61DQWFJwYwuMFBVMxahRqn2PeH7K+PBdRkoBr88bthzxgd7wfSBcekN8B6R39FZRRTdoSgACoTLjkAYCELLJqQAQBvl8CRAQIUnQSkOpBdy7khh1baheu3ru866NgFNOyClhMWeGIdZ7x3meYO6o54lWK7wmhIiQ94yY1ZDf4w6iCE2FMpjq2NlSizszatconMudN7XWSKo1vTajiWLEdtmRny7Ynnakpw0shM3oz0PW6FFvQC8KTFrT2l/uovWPy/6mtUa214n3JhQDfvQgn1MORABYZFBaB7UO526m9u3IlWZTVOVBB0ZBuKb1nfjy6SdlhwPw8cOL9cTR6xcKoLQjIGq7phix7U+AMLhV1KYNoyMRRCJKYxyVkULA5RIRY8bLD9/jn2vEp0/v+MvngrPctG8kd7yfDW/vN8Qto5wV0jsoejvXed/wCLC4sIUpJ6J7gq61BoGm12NLINqx//ADkKJGQU91Nv3QgN51XrFnTR+NcJYoUD9BLEipAdRBoQOhgVMHqiBlBfQMdTBR3iAcESQhgZEvG0orCMeB+JSx9U0JCww0USQgCELQCAKNaJVSsUvKCo5iBpo2bq5ctFZGOjh0hEzIolGI/ZKw7QkxAmBtxTG3WVWgIRBizgD0+kNU+vW8b8piayQWyop5T1rxCJ4elDIG242DTbIarIfDnYj3Sth0cjAdBs8miVb/laC1vH1ZD5jXM42Lqb5t73SmUiBAYgQbM6M7ATxDROBNdDHyBAXmYMVsKj6cHlDbSUlsNKtI15qMtM+ctbb+GRdsWx7XEYhwyRkpKEX6ZhG6PRIiaVTL6+b3nBGDNg/OKSDHiOeLztfTrkyCgKfsCap0dGEU7ri2gs4d7+cVtVXkHLHvCdu+IYY/gLAZ26XWg13PE7U1XI+KaykABUjQ63adNHdxjD3dR0NMP5GtXv0zzUDH9ny7mgAAIABJREFUlCh4NNWdoo/P5xSvMoivSmGA+1TAx896aulvPX6n4ApGbMBjUbvHcRbvYhqId3dMD0vNNx2BkPajyVvC88sFrx+eIaKpRMowdVOGN1ZjTETptGV4xtTbl5KmC6lHwTGdoAXBl/eCH39+B/eOo3TUDkQom4l6ECzUGgnZ+094WF9UiFKISHsyz0RFCR1P+wWXp2fELWP7/hXhsiHmiLgldGak67umuHSt1+pdUG5KER/3z6CYEOIV8acvuoB7B7emG32M2FLGZdtw2Tdwr+ilAsAocGUiJNGaLVe24p4VNiILMUMX3u8F5n1R4gr14M7NftqA9yjKMPT47XGR6HQKHl4aYAHB2F1yUoPaHHzkCgykdQi2z8L69vzPOjRVwWTWPfTuFLDbVzCgwLNUGEV+gHBQYJ90U0mWWlGqki34og8hIFt6JIWAkLTjPbcKrg0phNHbbNza3f61RCM9ZcJqCxnQ9LChUMRqBY2FJ3hBMM0f43kPMU3iCLEi42j1UyYrOvn8UDuiaw1W24eua2SjGV0GhUG04crZjcspj054MetdPMRPw0vlgwHUWvH+/o5SCs6zoLWKvWa9lihKLCMB3BrAhFqrFfDP+jffCO5liMZ1/hLA+q3Ayk/3C788eFYfngsNgDIvhCe48sav40JtfZASLtMiMwRBSoynnZBTwPcfDFi9XvDDH56RU8Tz04acIi4MPPWKXG4IV4FIR+8BlSvECEZINH2OBCMdlqwGDyxLnysgUtRoSRcUi56c56FF/7XhVhooRGzPFTFl5JzUCAEw6vSg99Faw+121ZS924Fe1GkRg262l5cL8r5BINguWZmouJsX2O0vY6eCOpha77PH1Qrw+6znY/f2h4C0bcj7hm3PyHs2nZehvQodXOmewtxRSkDrhE5ifRZl6hZYKpJY+q+4gwoLsFoehxGq40gsg1ZcNzqZuY7rIRZBrw1BVo+vjnFvFde3zwgx4vn1A16fn8ECFAObQgEUs+phFoAC8r5rfVZMlmLL6D0Coil+pTEkCTgGYEu4fPyA73FBTzv4v/0ZFacSRYngKB3X24ltV8AsvQ8iJHfGjRsxhtRxa16rRgqudC/TolIJAuQEkGD78AFx20AAIpNloSQF4KT6nkVQ6onWCnopqG8HtP7ZepUZwOLY0Z+0xICFUFpAYIBigvSAAAVXaU9ovaGUE5f2ZKRdSnyitQYqlCFG0AKuROsfgJQVDIYEIWVkbLWh1oaODiZjNt6cJTAi56gOYen3MjTYFjHY0/Km7Ml5UxKMYPvvrD9ewpx3kQD7G9EEU2v0ar4Rj8ca6YHpqbt6nYXCT9MBtXdXjNHazCwnGt6SewfW3ffZpQkp+QyCMdRxsFoj16zu7DDbwkJZHtHxVMa+EvfAPmT7Yrc2OOtWEFNEsGvtrDaBl7EouFLQdMkRkQjPKSAFwlNOeN60l9/z5aJpfEl/copfpQUq+ZraAGfX9PrP13e0Tz+jlKIpwOcN+T3iy55xqRe8vqju1x1Ca8GOUox1ug7dnPYMTVYco4p74cLDcwwAOsTPAymYdj+bHluB1bdYw2nImYJZtwumKPx6CcivJ5F+ffwuwdU8VOHN1MC5YZhd5v8taBPDo3c3bWNcLc3EJkEFWtTzEwNijuodrH2ci1nuPMdsRfxsOdKAUosjMM6z4f39QIqE9+uJpz0hXNSTQH4fzJoPawxvDjRiCEjWMI+8sDGpEk1EkFLRmXF7C6BaEXNCvij7XD0rWte6BO8VVY6C1sw7W05w0yJjL2AMIrhsG3JMmo8bZogYliLo6ZPVge1iuA5yKczH2QNLhlfZmQVleX/A9AITLCVyrCCb9/HronCHk8sNRbLfLa97FNOu6XNTf4tdrFjUgVmLjIX5Tpn9okQ+LL719zXP38Gf5kZbD6/e0ZvOPUdTzn5DAqsp6YgUUGpCSgKRC7ynhH9Hberpl5ggMaqBZF6YThiy7Z7gDNsIzfv2LepY39R8XMdGZXTTXhPo/CzoAHcyqnaC5vhpu4IYohp/5hWnnNBDQA/NwB5DgtZtSBQlsEiWGkuLlwieQqSb2lebrLhuYGtq3dEtOsbCFrUMI1VlMv4omGCPHJ7aIJktGtUtpUEgCI1AgUdab60VtVWNJHT9PpF5bVNPfA3+BS6AD8DqNyB7V39f4bSRHvf4XYuStDRbn9PGjFrZUk14rFP/DpdJj3QStE40RsHTHvDh1eqqPmS8PGU8P0U8Z61FzWBEFvB5w+32Gb294aUUcG3WikLUQ886Tl6z6XqRBFbzZSQNpmBJJmVuzlmNin1Ho4iYMlLq0AjuBgrqqU1DXsIYFYLqXcSMTgHbLuhmCEZzNGz7jrQlZUyzlG3AqKeDjbn4vNEEUL6xy0KSwn0ArgF5yIriCbYXaY2b71gU1CFHAiCTOf4iQhd06kpKxGIpaWKplmJ6FUMOp3J2mfH90xIIXZ9bfVV0q3B6K74hh+Ys89RK1kyGnLPKmKWPeV9FcaMRngatTglNY44IKSNlTaWDNRiuzj7IYoxkhFs5UZkhYcPTd694royX775D7YR+/Yx+VNTOOA6NQJ/niVaKUpIPin/rWXVn8LtJrLrYPeT6J/+cWESILIqvZlNgIwIZZpc5c0QQupJWIRA4EdDNsecpDF3lP+2a2dKkYeMLuDNiCpbloT9pswgsd7RSUI6b1uJ2RhCLRFt0Bp4uGCOE7PcY0Dvj7csbPn150ygsN3AvEFEiCvHemdFTohw0C9ysdN0WFlIvr92Mke68/mMvGeD7ASwt0apx9iWKNSNVj0BrfdX/9vf057ynGJ3oY72zXz7Ev325HK/XCiGoI8giWFrTiQmo7ATCbnWOGPqwUSfel8kIuH65/e7lxVs2ZlVPrQUhBkEgI5AoFZ0AVK0u7DmhFY1YnWfRfok5YUsRKQa87xr1enralTQmRqRdm9WHHLGHhFcrsS+tImzAcR7Y9s1YdbWPZzkP3cNTRG0Np4Grxm6jLfab3e+4STPMxPKRZ8aZDfmdDGk2UCAnU5vnukur9PEk35cXG5OmbPr5v0V8sX4/Frn+rcfvHFxNcAP3/GORRzNgSOQegbphs3qObYD0b6zem66RAHcA5T2BYkCtTVM5oOltbFkEwdinetf6JzWeDXBBDYPPfIDPE+dZ8B9/e4VIBz5e8JwvajiYdzAKIceshqH1Q9pCwiWbZ8+87JcgkK4Ro/J2RQfh9nZFjYTtsmN/uQAENFaDsvWO1rRR4fXLFa02vH+64vbliloaEgGUEi7PCXh6vvNe7ClhiwkMRrOeEFtO2LaE4oaCpbmU2q2J3Wy+qoWcWivWmEfn8FrVGBVRTw8AeE44BTVqQLP2TdNIVm+zbYbi0zgBlXoCaaRDhC0hZmWTImtl4thk1AswZv2Q5TI3npGI9fgtZBaP8jrrfbS+rtQKkCBG4CwFwhqqZ0TTCyqXpRRAOrgJ0AnbtuH5GRYNaiAjUDhvNwgztrxhi9miWAkURPtCQZtUH+eBFiLS5aKRn6BU2AIMsOBAHlPX2LU7bbRAIpD2iJQtNe8CgAlcCdwsydLIBVJQkM7dSGFYIF3TUjprHxwlnT7BaEp+EhmIASFHBUS2sTt1cwwE6YxOXb2GyxUyFFidteKoDUc5NS0ykDaxzGok55z1J1nvDhYIGm7HiS9fvphcK9lKrQ2lFIQQwL0pCKAGQcTtVnC7HbgdBaUWS3eKuPPOquTMsRw27RKB/S1Ifk6H2Xm6sYwIynKeuVnfbzTjJZlpNI0F11NTiG9Hw3k21OL1kDD07c1JdS4uG2PLjI8fIv7zn3Zctoh//v6C16dNvabRpJgL0ATH559w/du/4tI/40N/Q5IbekxoIUJSREwCFge6WthUawMRkAWaNmb1BgCQKYEQkGNCfNIm03vawK0bVbENlTO2LDvFSjBCACQEtN0KlS/PEOgmHKIugrhpemxMmhmg62NxwJjTubPORWNBtbqqysbaWrW3YB9soAwJUZvSwuqJKCirKxcEatbXRpCipZGHgBw1QpZyB3NAK03Ts5sSN3DX+SQykiMTq2BGPh7kYHiCzXMuzQgsGoOa0bEbucW3ZJR7Ry0F4IDeKsTSoJ+fnvRv1rsREKRoXdOMKbbWiqOcFkXIIIrI+zNCCEjXKyht4FpxnNVYAxPitkFE8NPbZ3QRfP/Df8E//ef/hPD0gj/9+Q355Qt++h+Cn6/vuJWKn37+jM4NXz59xvXLGzYJSB8s4h8eDP0BHoak6KM7UxnaLBZA2i4qURc36BjEVRdmLwAXlY/K6jwVjN5btAUNlHXtSej8PCQBl3RRR9BzBF6S1nUdZdR4ce+WHsvoXHBe38DtNFuC1bi2uj3EpK05QtAeajHp2qKEUhr+x7/9B/7t3/4dKaiMpQi8fgC2pwQqqsdiCojJQZbKj9Zemac/YER4c46gQEpClLQPnzqv8EC37tIzjdsJpnQ9qAMx2J/Xgj7AayHvDp9CtwfcOLAiqQGKMB123tA4Rob3QlpPO9TGL2z5a/mUpponvfaUtJZOtJZuzaYdLYWg7U00U8l218V/0XsHDXtT1ygFDBCbko11ykpmZXsuRMCt6v5ojj9j1AEE2qs0ak1UNFCskclkPcDUznt9ecHT047npwv+8PE7bNuGP7x8j+eXZ3yIH/Cn9Cd07vj5y2cc5cB5HrjergAI5bgpS2iOQE6oteHT2xW1diBtQNwwerRRuAdWgN4DjGzI6lRXzRPCtIfnXJBXjY7TzIwVszPY03sNXGNSrNMg3voGcHfn7vpjn/lHzMHfPbga4z9+v8O00O1iLdm+h1/zff5xDx3qJIYYjLmIoITmmkM/6zrMSLYVO7wRit4WOdHF0pqgBMFZGo6z4XZWlJY1xc9PK+YBIj2zdw73nH9fUGSeLgmaaw/udg0CZgLHBi5aw8JGjyqtq8HRGrh2cOlaUMusINSVmrHphBERoGXMjM41zGuDTFKKEbFawK4DWq+NU0e0ESF4yHbVXDQ9Ek7kMX5fakSGNwHQ6MUAS9NjvxJuhOhGkuvwKS80rnmGjz3V9Jc8tX7+v/f6IzBTMGcS5B5ty6EeKYLLR9RJb6lzwcgrLJXIZc2/z9Pfeu9oCIgiiLQU8ENThVRhwzqoy2AQG9eF+X4sj/6bzy/Mu+QbZhCTHwOGBK1nJCuO9UJ2cFDGIRItljWSChayaE+ABLbmHEuE0ffj8TsNEZ2wdYlA+3hYygULI2KJVoVJ2EIWufI6Sm3m3Cy66kxYllIIa9BM1mwZHqXgkeY6DFb6tuys8jHG+h8BVnZobzSbDathg59zBfSLzIl7UGWegwXWMHlGrlr3VglY5tRkDrBot2ZG7ZnwvBMuG+FpC7hkI0S3xaURakEtJ87bFcQ3dGqWx8/j+n3j64GVXGYBAxFkdO0WCYCPMWz9B0uZFe0/44yRAiO7UPAw1uSwzexMEjCqsVxH0NQbwXoH0qDuX+o7FHeaflNw5SQKmhJkUXtf82Pt2bW4ziAvAFcWQJauZEfDzNfIlvMVeERBLB2JomhPMWNf1MvyR4MJYvTqsMcVeJsykOG4tMe7qvxvyPGQrVk7QjIbefoYuwx6+T9BBukFYkKE622LLMeEaA2gqxRwY1ASy+Awh13Xtgxq0Ec8vTyh1I73y4YQ1TCvtaKcRTM5SkWsTSMKkYd8TVBl1zqeTmMPGLdhDgayOdG6Eq3tZkCMrKrbvPq+GmyjigGSotamEnthzrDUA0WQEGKP5hQkoHetS/Q9LPh1arSyNxrsve6UDB6lMgDvhBXaWFXTJkstOI4DWyKErACfKJmx+ZA1QGsCljs+MUCWE3C54eu2ywQ7NGV9Pe7+Np/L8po+t1smfPs8y1Q9/nmZ2buvXW0sYNUJeHi2fO6XkNZqR3lq4/hOvXBfe4PEwW2gaczaPbhe0vtxduwAgmaOqBJwR5ezHnoyN8QDBt2c2AKxxqO9C1rU7BNvObRJRLOWB7UruApJ064pBry0BoqWVRWs0fyewRLx1HaEqHrrOA84P4I7VAjKDt27OqyjTIKNh7seus5fXW0zM3nGsnQbyOdyZAn5pxc7fOozt3J+YXK/NauLMD3WaP3Wc/jxuwRXY79jN93mpnB/+MoSCLqllzRA2jAS5hmVYr3Uis7dvCyED9+94r/+1/8d+2XHX//2I37++TNANwi+oEsdS2MseMCtG0PauNPPpZlX4lbx3398x5fGCCnj43cJGYxn6YhQsoOcLCEhkbL7ZajLlsgaykEpsTsjmyKWQNgvG7pt/Dg1r5xK0VSm1iG1gzpjPxpi7yCOuKQLChpiVuKN96PiKA0hRjQRxBi0EWNgpCC47Fr0SJbaUUrD29uJo2iNUOOIJg0drLUGRj7C5pnjLtYUuCswHJa6+htCUHp7DdVrKiScpS1ok1MAszeRscgRzdQFNoUyxisQlHV3MlONafNLMADjRvjouXC//v9fH8MQEygtPgTZQuYEoPcIYdt0JZjxQZAOFDT0fsPWO56PQ/dlCHJOCAS0EgDzBJ/niRAi9s2iUyJATKgA3mtDbF0JMUSwJa3RikEBmSogVqYycYCujwN42qNvhARNvdSlJ1pPRWJEItYoNACxE+KmaT7CRsnOHa1rg8HWLAITgs4ZAUgyDF03agV9NBhWauKOxpoeW3rH2Rm33vFeC47acbLWEeQU8fy8Wx3hjn3bsW8X7Bclivn8fkWpFV+uVxynFuuKpQnX1FGTRqx61/tmUu/a7aw4a7WoBA+xnoxeDv8cBBq5ANa//4qofcuOEODLteEvPxfdkjiMzdqBBFv61WCKNENZNyuyeZ2MaqVq6vDnLw3vt6YkZswOf8yQEmSz0z4+Cz68AD98BP7zR63bf86CDD3X26H5+bfyjtYr3v7yr/j0r/+CD+HEnz427FtEjh0RFUBAOQSIET0DnAOoCyKrM4AMPEEs6wba+29IYTSUvUdNYRZNTyUdbDW4Fu/FnfHlcm9zHQwYT72i+piCOm8aa0sOr731WkWdc2NgE0G1sT26pgGWWixKrb2bIGqSk1OCm3HdewWXqwGhPq6nY3EsAEDQ7Ia0qQdWGhA6oRtRDyzYlIyMprsTh0Wp5mUxWvz2AYhFU9TRoBTwzkTkAOxOFllbK0CAt/c3tN6QotZ0EAgp7woCWVDOGwAgkyAERj8/4/jM2PYnpNfv4elsFDdcnr/DD//8v+G83fAf13/BcVzxlDt2I1bauCKCUd9+ws8MiET8n//HH9HaP+H/DgekviOR4O3thlYqfvqPn/DT6we8noKn1z8gXxi0A5ShACS5MJm+EQ8pyWBdBSt4BZRS/o7YQBgsyqqmlqu1AoDXpWYtHegNfNl0b2sakeNa0cup+qZobVhkQeraK6uFonZFXEABDBxygDRjibWshZg35LyDYwbnCyhEyPYEpA2lFFxvB95LQZMChILL0wX/9N2z1kntSkbEIYJDQooZe1Z9mVIezqn0QE8dQrB6YLqPdjnIGiBGba8JZByMWKQq6ERICDP123T/BFjxK8Uo8PRUZWsMwzYz3XBX5mVRt0hmc9jepSfCuDQ3FjzaMaAVLU5xDAcwU9JrThuQAXQB9QMa1aShuz3LaQKH6bxgq0F2dcWszIAQtX0C0ahvJoJlOU1acOUFaBC2DJxm0Z+m3xOYEVnHx9uLbBVIwgiBkHvVcoJIOMGowkhbxF4z8iWBpSHvGZe+G9dLRzR7hFlTzMtZwcLopOQeLNqPEJQQYrKomxeCWL+0sQ/qI1s7FWGyunwLaJDN6a8dNpZ44GQQiNWNmkA8Jpc8yIf/jBYevn84gn+EH3/n+F2CqzFY9nzJaL5/H403TMFFB4xtxX14Bu8hogLIzKi1IdUIoogf/vhHvL6+oLSO63Gg1AIhVmPTNruhGNYLNGN9PRoDrQpwdvz45UQB8Mc/dBxdvRvejDOQ0vzqmlZwRRFaPOtAQsyPY97caLm9W8qQHMFNi4u5d/RrhdSG0BihqqGYagexpiDuKeMUoCZlarpKQWkNgbXbeOCArQWEKnjalKUuJctNZm30exwNR+narJ4nDa6mT7Jt6DBvLqzu4HGT1rzi4A0Ko6bf6F/UGCDTv4DmcztwCskUfNKB0zRFnRNNNXflyMM49/n3+xikKLwoOt9k/4HjN6ULiuqFzgxpWlPVO6OHBZQLqYEIGd731hgVDCbgqAXBClD3pMakRxRrrzhLRQgRYjnYKRi7nmhoPBJha81ocYGdtX6om7HXoTUf5Ea6Pc5+Jl6L5gxyYWbADXBlgJag80pQj3rUtAVhy2kWWANiAWrQUwYFznPefOPzjVh9f6wwXn+MxahJRxVB6YyjdRxNwRebd3vfEvY9Y0uaDphyRs4baldK2+vtwHGeI23LhdRr44iUAhtkvdwgxsjZUHuzOhpMZf7gNZtCsEQuXCRlMRcWtSLr7/NlHIXx6b0BUIKN4c0TWMRtMibdASzxVmQ0Upy11kzry65Hx1FnmwAvkXFekRiAHATPO/DhSUHW98/AloBkuqk0Ta+sveHL8QVnO/Dl00/49NPf0FPH+SToMQDUEKhCEFArQXoAhQykrKCim+PFeqmsYtYNpnpkH+ZwmTresgjckvl6GJc9hZW8wfS4OntU13iauM6R1UqJaN804dH2YMiEkFLMQwFg65YSbTKihABGWEQKjILTZArAvQE4TVGovo+W4kDB9JobdLZnhGwRlGTe8W4UyQJEk0ErZQSLpzOqXIzo/V0FvspEGHzJMgyVR4tCTF9IZxzlRK0V+7YDUKdNNoNfBKilqEGbLUuj3lBubFHOVxB5DyQg7094+e4HxPgO4F91XwODgo5dEiWD6Mcb3mvD/vSK//SnPyKmDT//5d/x1z+/gGvB8f4FrVS8f37H209fkNIFfJxqBMesBA9gkMS51tyylT5BuQAYulmBtht7GpFgEPqyf0SVpUQahQ2wMUwQVoY6rhXSG3qKaq+Y44pBCFEdnWKGnEctfR9zwisww6C3OQGCpo2nDIqbpgOGCEoXIG3olXFW1XddGkAN2wa8ftgs+aBBwAMwxRCQXF9azywngxhRKtJoo5IEeb3VTOde664cFPgancLsAEv3LrH0wBnRWnTjaAa+yKHMrAVyBuJHRUrLKQjjGnUrNGtyRNLsvQ6s3H5Y9DTRNBNIlrrJmGwfVKfnrFlUGRp8lRZhmkRIi+iZjTpsJmikyXFFUB+ykqrRtIQ1cmSpcF1ZU4Ung3OAAqwQCNn0XO+MZM+rJY6EEjVaGoDrkdG54Xq7IiVClw3q/ybNgLKL9xTGo2i9YxPtzqKsrbvZbdqsWMd51qTd2fLjZmg4AqfVP0Hq1yaXTDDt++vD87s0/LuT3Ou2FVx99S3D4bLu63//+F2Cq3V87gdtOhjEXzPvBgBDl56EsAzfsl5VuDXVQBxwlaqFgL0PMBfMWJVgURB7jUTrqwYyHl/kiTR6McyC23GCguD9/Yb3twOSgNcEwGqFtIgOVnM0m9zRWNVuRDhY0fQ+OU9IUzpYz48PjREtYuSv9dq0eL13FO4oteH9dqjHvzXzBk+vT+0NsTG2lAcRQGfGWdRT35ygQtwQmxTYLO6PWITTghrk+w9o5K06/TdMYQyAHHS0teiU1EtN0FQcOxHb5iJmBU7nxkPfLBMcBQn4BrBape43gKV/9Fh1vRnBval3cjLa2KiRpsBEBE1vE41YlvNUI/fpgrhnEJL2EDIPYoxpbFYCoFRNDw0iiCLoBBxng3RV3DlGZGYkRWEAC6J5jZqnEY5UznkTKv+rL0/TE8QVkgFUr4PCMicSBJ7KyEH7winhUliArS1mMSPUio6563rtSwpb7YTWCbfCeDsr3o6K97PibB1dtO9KTAl527BtysaWtrzQQnccx4Hr+xXlLINVEFAlK+JkCmPXQ4c6sZ35zTdAP2Y/mkVpL2+Yamp+z7fk5VsYX0RwnB1f3q1u0WuuRmTq2z/s4GvoJN/3rdEqy1jTfLcmfI61KWUkYAuEp6RUvxkqW+gNwsB5veLzT19Qe8W1vWtD3ONArQUVHWcDzgY8hQ5kUccVN4hEtFYBKtDaf9VF2is4aN2KyR6tj4JloGT8hQhqIAjNTRWLnl4MqIho2sqBj6vyCY67aF2pAorpBCUbJ417W82V0bCXWpUp0AhPCKIsiDTNBe0D04BeQLGCQrMIr5678kx/C6yfTYlGBCN4H0NDv0ysd0M6X7D5YSNc8FTtwG4oqEArGJXREJxZrM4IIwL4tSyyEeiojgmKECGsNYkhRQVSrLWjaoQGMAf0qKyMvZxo5w0hJHMu6bxvKUK2jOfnJ/TzBUm0LhpQQp4YgMKCVk/EmFDOd6Te8PpywX/5L/8Jt7c3/K0ckN7w/n7F3/72E5AS/vD5M3pveDKAgJQsnYuguVB6X+4YGZErsdcBS81yIhP/80jMGnvUSHVy5ymz1hZaCiGs1keSOkWZKrReTttqCClIVStY7ZNVU9BwcFmKc0gWObkAMSPkTRF5zkBK6O8Nb++fcbu9ISbg+XnD09OGy2UDkUewYXU9WpOU7ccJKtZenNoU2NPvvcciLXW7E0zN9MDgC88AqkWtptfA3kfL56attxrZUw4x+i+O7xv6YNWvOl6TgCMs13gv43cpgCK6t8HWDM0SEII1Ce7qpCmlaX1xZ3MWsEWsBcwBImHI1v1NzOv1a1nfocEC73fl5AxTl407FNXRISpZj25b+tcYIiIp8USK2lpEadiVKCpHJS57uuzYtowtpzF2rTec5VSnkkV4K6tj83aoY6V2RmmassukKakhRKSctaF1NPbK9U4f97kFBGvUSKHXsIUNGI+307Qp52cdhMndo99LGHJmf2OzJ8c511RYurum0a6G6FEMf/X4XYIrs27ub95Az9gol8NlDoBtlwErNp6LztJ0ZNYo9d5wHAdC0GJhr2eIISFFQwbgRQAOAAAgAElEQVTiutMXmBVarwx3Iz1Qr7J3xpfPV5zHgR8/POFvH19Q94w/fLxgSxEwpel551gUGLlHBAJJqtS5dI2oMYBSMcTJQqixKqVurwxULYStR0HtDe+l4FoLjtbw0/WG0hknA0UwOnsLMc6mqX171qaNMQUlCjgLrkdBaYzStKdLM8OsLUWEWqSp1+ugCuweaDIvhjFzpQQyT13jbgDDwrKJECkaaLLFQnP+XHGsettn2OfqzrjyiBVr7doaOnYw/f8BtPJL1O9iBS2lNpOPDSJJDWBb9zHqDXEXbfLXK67v76jlxJ4iUvoAREGkZ2MDtFSAzrgdShF+O7UgPBFhjwGRCFwPJAJK3REDKctP9nqoqORSTMhExpxoJDKAsbRpjn+AG3h6Y5E013/tPcXoaD7u5mEbhbzU0UmBY5CAJLoOpi2jTyImo1NvGoWupaOWhtKBoxJqD/j52vHzteDtOPHjlwONWQlNUsa2bXh6vuDpsuPy/KTELwhonbW31ecv+PTpM96vNzT7Dm3cbD3Iujc9VmjSicGIKKWi1jZy27X2DzPN1CN+DlIWsOXeUtsvfkFgvv6LCPDlrSH89cAw3wwkuT4a/4uvkXUzN+eFLDrQwFQtBiBEvZ3ujdJ/jISGDcBLyviwJbxEwiaCxB21nOit4P2nn/Dn//7vGs1LSu18+/KG47hh4473E7gE4DkBThvNraKjgYXQKivL5J4hIahu7V1l1wwjMu91ME+F4YtpiPljoHH/g47XjRHbHIfTBoDBZgMg1nZDfDxYgY6MLxtGnS5phWbDWdUZ1/PUKFdXMosUlKglktfraMS91AMcM0K8qYHMgHSVF+GKIH1EEygE7NDaiCTazoOCICWt/5GoaasEQYcDKq0JYvXqKKg2Mh/RvB0F3s2eG/U7sacGYpCE3B2W6qYNvhmRBOAGrqI9GENGikqs02qDxIDAnhZEkN4QBChptzorY3cEkLYNEYLvv/8Dcgg43j7h9umGEAivlx05R7TrgXJcAe64fvkRebvgjz+84p8+/l/463/8Be8//YTr+zt+/PFnlOPEUSo+/vARLx9eEWJAigSw0qojBE3NJnW2soXzVnDlTs5AaURInKVMfGdzenIiuKdybksd0fuXxQhpTTVpZ3Br4HBaAN/qVimgh4gQLIohri8mY7E2YE4IaUOICdieIJdXrWXbLkCIRmwRUVvBjz/+GedxxZaB779/xsePz/jw8Ul7z3050buos44I+75jv+y42HgHI7DI2Vps+B4dA1J2oAUjzLO6xVWPjVYP/hwDXJmX1RcnACcMWPZ3YIzpeogI2OrLiQBEI+BZQYddhzMpxhCHjeXXRzaX37QAZImvGLZxTd5bx3k2cOs4bwX9LIi9I1MASJRgovdBWiXuYX00Xoe+Nrl6vEdYhFMtCW0vIPrOYOKWU0SkYK1UlD8g2nxGJ7QIZOCKkGNEShql3DeNNG+W2hutdE8gOMsJgBFjwHHeIAQjNmMcteF6FrU9TgVZcSONoKakqb85jyi/Xb3q7hUZArbE/DUZQGrWPAF050zzt37jXLi3/VYGy+DgyhlNzThbQRUtcjHrCGnq4n/AUvx9giuYcUD3Rok+X5AUQdOKMP44vTqYUZQBYEgGc5wPIjOPupVaKnrr5i1/BHHTQ68pe6S0qua8Wux9uCrUJrGMWtW7USwCNamO53nHBNNyP67jaUbiYIttODC8nmIFOc6YYjTAzYqBtcGlR5nm/fi5ZxTKsKJ4Izul3h1qXvjOU+9A9mG44NEORkAIEzx5vyG/RVnn0zSkeyzW8/nvD/GxRWhsHhyIL16MmessEwj7HH811/8zjnvtMQMha4RjbprjUzTlk2Dz2jWVVZUJRt67p0mBtDeOb/y9a1oKG+hpokhXG5pqnUBtTdM5iNCjetyYJ6PRINFw6EmLnNJ6sTBngCs5myiS+Zo44rWPCZQVkIMBz+7DdDduKtcGzKwmpKvvALUJztpxPbWPRu0djQU7rKdJiFYLkkZ6glOvt2o/SzNgB0mm32f0xxQxk/bYmiDKN8s5r753Tt2+bATWk2jkb+ObOGoM1d1r0Bqa2hgTXMkitnL35vl3u6DhmFjXwyqLc9/3teXnIGOVU9PHaqA8FZrZQEED1wpmY1gNKyW5OWJY0MW81a75FOVpqicBLHGRAZN/c24xySAAGscCrO6Kj+3yQqC7uSBaPjO3+2/ZOwuj15rAQvAefgquMIB1H/rVa/F4+ZReHy/vLeVEDxtyaojR2lSwppR1q9NiEYzuMRxAYWYIuOachrcZXDbPAaJ9cUSMHAQzi8DneolQrTKAIQs+F+vY6N4SwvwrLSeb+syNQgEHIIgahhzC6LEIGKHDmG9jM8sJ+76jHaMwSs9nF6lGEaPVEwTClp6QLxn7vmHfN/RawSw4jxPHceC4XhFjQDtP9FpVlq1hqhNQrHuA3AmFRfrG6lk2ei/UNVDk9+CogHwQrZk83DYJARSipjw6a+7jv0cvuutSO4fl1Fu4QltyUEwgy2TQerum8tgqhBtSCsi0KVOcExaMtaGMdG6A36VJ/Z3fR1Bg3Re+9QiaBBXrB+4/jHHL623j8fg6an9nOy3S6V9Bi7H8i8fdXPvlufxN3V5bx3kW9NbRSkWvDepquTNUMDcEMSB1fx7bKs0M+doI8X34PpVQFjsBgwkwxoBsrII5ab+xnBJS1vTOnBRw5RRHy5R9U5r2UTdJjEjdcK/aaSzqAAcsc4O9zYRnPLja9rYncUR7XFZm9oCOpYPaOeXfnhMf+2lALIaEzdQkQPsHD1kfx+6/XInN5t2e8duP3y24GmGPFb3OP8KLJgcZAqahnqBN/kbYelEAauTDijEDzqPgX/7bf0eMEbfjxHEW1FJQjjKaBpOo4okp+bcjRGscaQ2IAd1fJoCwjReE61nx109v6O2C68dXZETEoKkcynBnNUWWz6wnk7HBMaAgMmn/IKW4ZrVtuhoxpeimfvaOw8K0b62g9o4bNxzSUSGgnBBFkJWYEiCCgJV9MCh9R+X/h7l3a5IcSbIzP7sB7h4RmVXVPTeSKxTu//8/K8KHFa4IR4bdVZWVmRHuDsAuug+qZoBHZvd0k/NQqIr0uPgFMJipqR49elS4bZXolZZWS2EpKP2ARpY7Sy7k2gZFUPZboxu5d0xzotU47g39WrAFWwqDAuZ6Qazf+a19ESI8OPUP7/jux7a//6iHazIQ22rFol0Zro/x90Cl/+NDdiTKmXNda1OVr/H73jdEn49AxOO9NkCVpkWqeV1Z7ndSDJxPp9EMsVbNIIY4UUrlvlSqbLjmKK6XjzSjsq5IzaQYaFLY8sQ8TbQ2q7HF01occ885R/IOZ0Yz+jgcoO5UiKGAbqzDMBDe3k2kdQpuq/imxe6xqpx2K4VasUxBd94EKT17UAwAMan1LHy+CUup/OsvX/i33z5TRGuunPecL5HzdOZyOvPydGE+TdpLJjrurwuff3tjWVbe3q7c74s1Di4411UOTV3LPl97ZomtDaN7lUotZdTjNFNl6kHz0ccQpzHIrhxlyniu53P3f/Xb70xCQevEzCHtzt/jXvydAOvhd/Kwfvqm+Kj8KYfXaSanVu2bUjZPXqEEqJvWPMrWtNlz25h8xUklN1Um8+LARSrC27YQfeWHpxnSCS8wO7WXuVVKWagtsIVmmZoELlCdOhXq7GmzzujcyDBa9dJwUM2DUpsmjd72oQdIzm7KsR5NSyTauDdqb2WngfreukD/VptovyXUOjW0vcJtXai1smwqRZ7ioXegZevLpohva1/5Rf4nbn7iD/8c+PDTZEGqBq65brhqmasQjSYm1lLWgowm+Nqs31yFWnENQmsjqFLLrvtVrw/TDL4Cg85Y5VL3L9fAN68ZqoP96hMrl8z99kYKDtcqgd3GeITgtOcOrapENGi7BueIVQixQvWkeCOEiKSqNUMGiPjW+Pj8zNM8E6Sy3q60Vrgvm46487xczrQGb18/AZ4fPv6B+SXw/JT4b//3/8VyW/jlT3/my2+f8dHx//2/iafnJ6NBF9LlwsmJ0upiGoVtHZIdINyDD2JzC2uOq50qdXRVRcme17Mvfe+pxsV1OBeNzllxMalwYIwKMBS939IsUHNepdW7Wej9L9MJphkXE26+4GJC5ifa/KQ0rHmiSeP69QvLcuP6+htS7kQKH398YU6eKXqm5MmWtW2tcjrNnE8zKSUVIHBwVAb0Qe0j5nd5q5V9+BoAG+/GrH8fDmtUa6yOwHG3Pf7o7B3rCr57SDdv+hGHc+6AWWcfxBiZpokQ1mET3wcveurvAYUdjFqWTC6F1683fvnlN1qpJFFVvA+nyNMlgXMUMoLW8Ikp6Q1Q5LCo9uB5d0R6PNGB644XOYcJj3mig+g1qDpPiRQ859PM0/msDYOfzqQUOJ1OnM/qL5zmeQRSmtEKzNNsQKQ1WC4b63pFG5ffKTUPQKWJKszWpuylXK3HXoh4D/P5wvnlWevxrCVAd7ydHPJyHVg+bnuHH+QhZb4HVMe9Sfr7HHy5zlTombv3wWqvZzyCF9qMXTODzrceJOzqtThdv97xbsP9d4/fb3BFX1Ay7oIz5KNvkt6bGIJ7twkYShGjIfxuj/RHRthQjpwLv336DDCaaZZSKKWnXw3jFOhNaXXMm1FUrL6k2fk6CxB6cCWw5sb1rtSu3KCIGudgEqgjuHB+2JAHg+NQJ9ayFSJd9atpr5PWWHOm1MrWGqs1rN1aIbeqDgyalXCWPtf2c244E92ANHEDJa/esRrCn5siZDQVQyjVpK+7o9KDA6Crb2mGxe6cs/5VI6ixDJxzo0Hj6DtgA/7tXHZjTsi+5ugLcCCyZsB2mXWspkGQQQuUx8X3dy6c9wv3GzTsGwPtHj63o0/9qfvGZHz2/hmt0irUWig5E5z1rohq0FqEUBuCJ4eq1BNMsUfjyN7ZSimJTcjBM8+BjjJPpv5XQic66akoCq4LRmsQ/TfB1TBGMcHDK+26AWcKQa0J1F60LUjVuaTZC63UEltfeu9UeKY143WXxpYb97Vxz5Uv14VPr1frKu+16BbPFBJT1MBxnlSmGa81hdfrlWXZtHFwtkCptjFPcT0TrJ9fLYPQHc1aH9sL9LnzUMfn9lXc/YIRZO8z4oCEyfEl35ttNDEVqf6kjmT+pQDr3eFwu0mlB1U76jhsTc/UuB7oalallUrNnlo8rWiBNN2pl0p0DXGmrdrQzD7a8HKtlXsuFJm0elogNl2nxeoWmmvU6s21sgCpO0rOEb2Y5Ddj3rkOELE7VdogCiBYxkC+GRUtAq82YkdaTg+AGV/idd3qyhAKUNoehAlKlekqtLlstNas+XCvW1G7VlvWHoFt4a39hksb54//zLlk/fCKbuolQy1KZRKhBU9sEVc7Li7WjLYZcGQRctNslYjVxKGBbrN5F0x8Q1XnzFnoYhbNQICejjvU9h2P3ufKJa+BlQPndC6bu6x3pHUhDbHEtANXkOaIIVO3DMHAs1rVQTOF2HmemafE7e1ETImSYVtXWq2q/JkSORfeliu1Np4vTzgq8xz4w08/sF42Pn/6xLKuvF3f+O3XX1mXO3/8p3/g+fkCHuanMw6rvUIsQNqD8bHGhniAOYeuX0sPpFSUYf++zz+bTU4tMH3e0v0DzTwdG5x3p68HJsrC6c0ag81v7WdFTAp29q8wqeR7jNAqa165Xl/Zlju0gneNy3nm+TLjpOKo+Nr3pKYUsXkeoPNg6djepO6HOcoeq7PaY6j+tZs/9/jHI/hx+N0xwGLsN/bUh5X7Pdt2sIHmEDxk1HBjTYP2Qo0xGnPmW7sw3lW6Gt/j77ra9LJk3t5ufPr0hVYql+iZguMSTng323mozVWfpB2u7zET/rA5HH+/h2IKMHUfxwKq4BwpKNA0p6jquKeZl8uFNEU+fHhimhJPT2eeni7EGDmfzxpYGUUyhshpPmmNVND7vuWFt+tncsm8vsKyaO1Va3XU2fe6+9qsuYYzFeKUmE4nHXsDW8couoMf/Z3Nrt8zXXu9ltEC3xGU2RiOVJn+3GRvqfOeJv6Q8eO4/44bu+97Tee1neQ3z/t7j99lcOWCI54S0fijPWh5QEUOwVVH5t4vmL3L+P63Ln3Z32yIW1gEXI2Gpch1G6hjf5V+vn1ZKrb5boi1SF9T/g4/eUJw1OC5i7CIsDjH6r32ttAXDLvzbtnp53o9RzxIQJX9oi3W5glOa61CE/AqN598Be+JTR+bd0jV5ZlsC8zNCsdFKJ1r7nQyblvjy+uiPF3vcCEhzWl/HGsinGul1CM1if3+iE7SkJLdLt1MaqmUdR2LIHQnyYKtJvs5SK+X6AHIoWh2D7of10BfJH1fbJ0+aTzHB7XAd8HV95yw/91jIGbjzR3akNF1td99A+jy8g5c8IfFbs6tODDlv21b0AyYFvHGqJt6CAIuEGvlNE9MU1RcVbQqILpAdI7oIAUheEfJhbsVpyNCDFpTkGIiOK8cbq8eXxBFjH2wyqtuNAcKGfAuQp/73Umhb0rabFQVr7py2X7XmgUPo09V/9k2s1ory6rS1rcsXJfCfavctpWlZHywpogxcp5mnuczl2lmjtp9fsuZIpW365W3tyvrZs1/O0XW5kgpmoX2ok0aRaw3mTlJzfd5Ig/3UJ0KC7bcmJpjDPYNZv/FCKw5PuHwu3fHw5o4bDZy/Pl7x3hqPxPbuHuAIF34Yt/M+/JqzlHE45rwtggpVgKO2zmSAgRz0lJyvDzP5Nq4F22km+OEczNNhOtSoWTuuVGaI9IzogoaNK8kvJxXqLv6mBhQJd5TpNPeQKUTulP2nq7EYZO2OfqdQLSPfwffOoLdLEjR8bAeVphMvSg9ZjPaeLbfrdvGlhXh9c7qUYJXcK+fE0qx3nLhWhf+9PkTLd6YP/wL4fRRaTte60xjKwRpqn/gggZ1bbeRTbQuyueKK6K9DS2L1W2dZqZkiFOoPdkpSV3koiuvN40jtBSpObrK2fsjhMA0z8xJ6znH1uxEm4cbIOTtea2ZjH1T1L+2zLo1qgRSTDw9PzPPswGFxU5O1T2id7w8P5G3jdeSyTWDON2bmxC9Zpu29caXz7/gXWA+n0hT4OMPL9yuPxCD4+16I5fCLz//gvOe52XBxUicEtP5QugiED4Of1cnh4bQ6iQbLXsEP32l6CJU+97owkJjB+hS/Eoz0TVcmwkM9S/ToMJTCUiYNNizNhl4jw9avxJPZ8J8wsdEuLzgQyKcLrjpRKuFt9c3Sl75+ulXXr98om13a/TtuJw0aK0FylaMDm1iFikyz5Mqu6GlAFivwJ1MIzu7ZOzFsvtmfTJ8E1j1DIaJgrhOIz8Gkv3x8NIxWb9T/GeAlirdNhD1fZrrdtmP29PPwx1thX3WX/KZj456B2Nqrby+Xvn6euft9cr9viFNmIjG+lBfTQVyrNeZrVvYM+QjFsSyyX3K93PpgdnYZzrkcxgzzwhKiyGpW1FVyAZsm7IcUoxMURtczykZuKIjUoAtb5oxpRGJCEKcEi54zvWMD55aCzlPlFapt4WWC1LUF8QFpvOMj4k0zSNbdeBvPIzrvu/1AFLs949BEYcx2kPN3XZhturR0eo27tuvUbrAnpF1hw8Zz5FOMzTm05jffgex/sbjdxlc+eBJl8Qc55HZ6cGMs+idQVfqaJO+ttPBpBs2C5y6U20CbdbQlUEV2+sP1OEsVWtT9DN2RxH2G60ogqpaVTQr4l1UxDI4wpwIyVOC560KcxNueCbLAiSjuqjt2Tn+mh3oKJcagopHYsU1rR3Be3wTvGWwKuBrM0GChq9KA/TW5yq0qkFO0gzDUipb0WByLdb4sqrc8H1tLOsbIXh+/OGF8zTTSmYteci6rrmQpdJF7x82JacBVZgmfTR+77ZtLNuKIEaF83SKy6hvse9rT/H2gsQHRSIzoFZkfgTHxIrFRppYrAC9yh5osQdeOuHYDfn/4bHzc9+5vLJ/hDSGofcdCbRgcz8VQcRRRDMHpWzcb1ew+ekdhBgIcUJE+5WU0ni6vHG5aV8VVwtOYAqByUeCg9nryWzrynqvbOvGtm7EmGgNpmlWRcGgXGzBepx4LUz3Hiu8HggDzgWcnwzsmAgxPqynlh1N1OhX66Ul4gaO1/NWpXXKgdZQKc1qo9RqlN2V+9b48pq558rb/c51W5nnmSkE0pR4Pl/48fLM8+nMeZpxAW7ryrYUvnz9ym+/faaUwmbOhRhltDmh5EJ1ncIQGFLcCBLeB+W2gYaAkzp+P9Dn7nQdN5D+zwHRew+Q/aVAScUICodVttujf2fe9vYPByhhvKYdgqo27JsFAwIbgVaFL7dKzRWq8GGO2udqKkyxMs+eP/x4IdfG11tVG5FOOHehNuHrtbL6hbf7hVwVFEshEnGWBYQiSqlrQIpOWwr4gFiGNoRmSmuNYOcYjUZ9RNn9YZMese5o0qk2fzhwGHW8j3p3oKva8obJXQjKBrD61VzUTi7WWzDnlW1b8A7mSWl8KQWmpMCfR0GVUrUI/vM18z9+/kphIj39M6QXppS4nFRw5uSF5IXoVeABJ2prqyM0DV5dFdxWcLnhtqaPDVxXmLfvnQjDSI8giyGjXJoJmYygDLxJkNdvMleqKHc6nzklpTzqdJbx5r1ZekqJyZ+opbK0TcGN1xu3+8I0LyxrZZoSwQeS9yYmYeNvhnIKjp9+/IF1WVmvKzWj2W4DMqbgaN6x3L5wff3M0/MH/tO//FdCSPzxH3+iSeP2duXTzz/jgOl04na98tM//pGYAvNp5vmHqmh7iLg46do8FOF3FXBn/RTHypUOqhi0K3tGZnfaRIOqWtSvKEV9kqrBcCvNapqFKgpkNAekGURM68HhfNC9NATi6UI8nfFxIp6fVQxkOuPTzPX1K7/9+ol1ufHLv/0rr59/4fk88YePF1IMvFxOTFPkfhfWeleKvIEB05Q4X044p9nJalxm34EOs9TOe3w0G+dlOPqHKHuMwx5YhT2Ywpn0unv4nesZXsC5w0S1VgbvzaKIqgzX1nC2H7bmqG5nJ2nQ0O8XdHZMd67NUPy7AdZeJ5n59OkLf/75M+uaebsuOBwn54n4UTqM+W/iHL25uvo0dQBzIy4w29zGnqgzqPdUGzk96cFVGOI62BjmpuUZfiv4sDHVxpQirTaicyQPrSbKNOnAhQ7QVlqrBgafEF38zKdZ/x5gPp+opagyYKmsFbKsNDJbqfjgeT4/MZ8uuEnr/sb4cQDrYAQ0w2azA3vf4jjOgGQ5rLfe7H6oKXAM0I737UgVHPV4IzA9MMQG4+zg/xnQJlrnYyCXlSt8f6p89/hdBlegTvWxZooDSqzG77CO7RiX/lDAffx+j3qlc83lqCDX5dllX8zvHoeD1d97RMMgVjcVvFf6nakA9toUCQE/T4TTCWe0HGel0/re+80WZxPosMF10+6dR7xelWG3BK8y8lF6qxfZFaqcGjRn8uo4lQ+2TiL2ObrZ1oG0aHahSzWrBHbROjNDbOXhzBiIi1Jz9oxgv1G9L9AYz+6D9jFtHY2SA1i1Lzzpw+11oYmY7QZcMCN5QGdp+/3un6M+78G6dc/qb1w133Nkv4e67BNT3v3M7mAPBMWZY+g7S0XnYROa3T/HLm5Rq1I1fUgqh44qOklAi5ZjGHuSqgpZfzCvWQGHUFuXoj4U2WeV+m4h0qKYjKunHWpHIjLqUJwpOvb5MyTCRZ2Oh12k38oRZMpQJdR518bcyqWwmdjEkLa2wP+hoH/s370Y276ini8237aysdbMtuUh8tLFFuRwbq21sZm29mi4j0HVw70ft3Ongmgz5/0JeyblaKz2QObdr76z0fTxenyF2Itk/+Hb19mbjet4eNphrbx7ldiJiCgroFTYnLBuwn1Tikj0Fed0YyeYffKdMeBxLgKBXMFVpTXmWlVe3cal20sR0WgOtBbPehU6a+BUW7OefF4/DzlYTsY6EFtL3TTbNrn/22leAwQxK/ouyGz9UWQUbmsh966QWq3+YPQw69dj9SmDPmt/bo1RI7muhYxjXTeWZQOBOUUwB3usEbtHraE2zwA1VwVXG65qdsObw+H7/R1Izn6f4fizjM/okv3DTupZj7E9Hu5QsxF8z1wJncrTXLGxD0ZpM4Gk2q9dcLmyLKpSt64rU0raeLwnG1rXiRcr1veklKhFA7BOFHLO4UWbOLdatH6zqHR7jJ7z+UTJmypINv2s2+3G6Xrl+vZKKZk4JUS0ZjVMKGjbKU3BjbpkjPoots67Y7ujI91O9M2q15lqXSlij03PU4oqzfVSBBGU+ocq23lEFfD8Hlz5EAjTyTJtkV7Fsm4bbJXb2xtvX7+wLXe9bmlDHTZZiYR3yo7QdhtiEuVdZl3v4Vg/sO9Rx0sd1+sOj/uDdGdgjN2YPfvPtu8NgZs+rkefrZmkuXQC7vHTd5+hiWZpZTAL3GH97G74kTLou7iY63S17zsA/X20QW8l52JqsZVaVQJ99wm/Z0v75cv+ft3u4sa6HGUDI5z63jnt67ZhvayMEeOdI5fGuhVag2XNNDEQ2ztSbcS0EGMixmKKk70eVEH+Kkr39lE/q7M6mmCiRG2IYnWBMzfmz5ESy16+Iw8z5OE7evB4zFbRM4Y9a2d7p9M3de4wxkc//eiNfmf/3Oew++bruy/4Ztz5/s39K8fvMrhy3hHnQJziCKjsL/uDUxPbWulLcXc2hhyyiU3ojqkTxagTUhytGu2j9iacfRF312KP3o48/dG00yAS7xx+iji071AMCbzDm7FmSjAn4ssLL//lP/PDjx/xr7/A2yekVsq6KPpSq2YhvSeITdR+/qICAd5pjVK/rm5gAtoLaCuVkAsFlTHOCMlrYbYLgTDPiFdqxSZKKWzmJCzLxppV5h2vFJC0FKrPvN4WPr9eWUtlySqU0ZxYoGMIsHPK5fWRXCqv14isG5kAACAASURBVIVSd0UkdVo7eiO0qnz7Xt/WZcC7Uwe2SIdDZLe+c7/NsXbO4dOORnW/ohlt0Yp5xnjpeB6Dnb8Pkfhbj771jB/6QjaapDfOvRaXai+h4JplszQNvXpV6PEIpWTW1fH6+sq6bnz8IXA6Xehht/eNl8tM+Xgmrxv3V5Xuj94RvWeKkad50vefZzrdMJeNUjKf1y+Is94YUXnYz5cLKUaez2eezmf9/nQmelWWiiEoUFGaObOe0PZ5CU3FKZpmVZv128qlUlphzZn7tlKqNvDOpbBsK/d10ayqNfgdfWY8xDmQgmM+BeYtcD4nXp5PnOeZp6eZy3kmBFiXhSqVX7/+yttyZ7llcq7WM6uOfl59c81Zs9WeRvDxcN9ADWwz499vpV6fd0IKDukBvjmafZs8Gnbv9826O+hHem2vjzkegtqtkh+3qWGp5NvnP/zU96D3anv9z31xPc5YRYdNSvi2NUq2ujm5Myf46WPl6Sw4V3G+Kj06qE3RWpITtWbeFoevwue3jd9er5SU+PAUmALMIRD8ia1lcslUadQtU0rT9ZGKrgVxlKSCGiK7+EgKjmi1Lh4UlVRfeL+4vm2IBn+tozQCIgVBFSOzBfC5Vq3xayqUUqWxlGzNgTPLpnVVtejc9E7UafGe86ziMHMMTF7THrUqsyFX4bY1rkvh9VZYRfj1t1emp088P511jaaggkcxaGuNqtTgSoXqlFJWNLDyS8GVRiwQRSmAsTnTYRDrk7Q7fxz3QvsqprwpVe0lIhaoCVm+tYtTmni6PDGlMAIgBYP7PJMx7NKgSOO2aBuFZYMte9at8OX1MyF6Wm28PL/x/Hzipx9eNANRt0HBkaZ1dj/98CPtRbjfrtxvVwM/Co1+vo1tvfPzn/+NECLTdOY//5d/5NOvievbm7ZfeP3K19cvvL595X6/Mp9m/uGf/4mnpydOlyeeXj7oHpmUFhViJE7qfHofbc8Je5bFftc1HfW69by7wmutlWKU0ZqzZq1KpW06d8qyqry2C8TTDN5xmicFQqP1DfOekJQFQkzgI7k2blsml43PP3/i7csrr58/8b/+9X8gtfDHH098fD7z4enEh6ez7uVRaxRraSzLQm2VmAIxeaWSe+gZAkEIwelrej2rA4fV+Xk3GizvqCe7g30ImkadVS8D6I54/35s7DppWs3QGjVvtJIpefvGsdUaVG3ULUAzQEN9cDf2i07rck6lyEU00IwxmnqsBv8jrtMZrY/mM25b5evXG8uy8fa2cr9nStY+bjgFDfpXEbX+falp/fneEU3obUi7pd+ZV12ndQDXfT11jMY5ctbaY+8OFaf2lLdQiGEjBM+XtxspBE5z5DxHUkq8PD8RU7R+ZuEgse+4PF04zaokeTpPGnz2ev5t43q7k3Pm50+fud7uCsqHgI/ay8qHaC5Wh2Qe9xkLxRhB07u9ph97nPMYhIn0PdSk9NuuyOoOT9fgyw2lWIdmBRVY1mvtassjacOjZPsA3t4FXn+vj/j7DK6cM+PSI+HDBfa+R91BN4rA+K3soVbrRNYR6dLp3EYJ6j8bencI01xf8P2lA7lmBG/YzXOGrnnXHWVVBRKvK80FDzHgpsT08sLp4wdavSJrGsHcQGFoeLRvyX7SPAjmBKc9isafXaOFYPQToRlqH+npZVPVMqcZy2J0RKV/drGGeFa9ShDt4RKNy7tsmzWMUzGLPquPk75TAOvx/QZKzOD19/vVbCPS4KpnDQ/3fTiE9oruOPV530QXRtgHqN/KwWMeXbyx4Pu4cLvD+u+hF3/v0QP0fvky9huwhev3Jo3eqQGIPgwUUZqnlqIv6fLMtSpSacF0p+cpSu6ZUuQ8J3yrrF6zhz07FnywmiqHF+1vtspCyeosLiVTbTx98NZI0pFS0h47UftyzTFBVIeqI2/K31enr2+40j2sA92zO3Z7YNHr9yprViWm+7ZxW1fNYmVF4HRDSBr8Ba/NbaMn2tc0RaYpkpL28FC9hUqumfvtztvtjbJ1oYr9HPoaVgpBtUdtetqDou44jShl3NTduQy+h1J7QXu3y6EDAFaM3ETR91oFxA26QZW/MAs7WNDe/Q4e1sa7h4cn9/hJxgUcPkveFw3vYVYXR8lV5U2Cq3y9FaYkzKeGC0KMwhTEwBZwXkwq2jJXBSjCslWWLTPh1HkOvbZPbVgQrzRta0ArXmsovA/ai8xVHEqDaUASreFzOCJaI7bTfb4dy456OrffT7GNW2OOXqjdrIWFPlZpoxm7Bl75kJFQkaCR2Q1aXB691iQpyqxH6wwAayOwNViWjdvtTgxes9EemoRRqtEEReXN8ZQi2py3Cr7ol5XMotvNo/T6vg773ewTp68DE74RdTLpnyny3cyV94GUJlIKqlJIG6Jgx6OULsfvKEWvuVSozVFKYVkXgne8nq9AI0WHNFX0UyGVYvNecHhOpxNOPK0U1vsd3C68079aVSVD7yM//XTm+fnCcl+Y5onaGvfbG3lbwAkpBebzzDxPtJJptWqvpxgJVbNEMiUcWvctwahFQz7dqwCHcyhXxOplbdOp9p61VvKm86UWaxxcmtattGb1aA0XIz5qo/N0OuNjIKRowZUFfM5rQ2bnFYCoK9uW+frlC7/9+Re+fv7EL3/6E57KTy//zGk6M09JM4PBD7BHpGkPMhoh6vrrTVKP8MveeNd8MkuLal1KDxd2e/Gw0GBkhcYTDoHWcFyP4PmhR0CfAzqO5VubJurf1dZUnRKsD2m/RjvPw8TskuUaLO52Yhh1M3qOHsvp+5UqrGtmXTe2XMjZQEJreTJKTmzt9O2in/PYKux9j1njfUMZVnqAw8DDdau7o79p7OBdb6egStgqTlJLJQbHaQ0sUyCmyFYaMWp9cora8ytNyvLIrbJlbSQszpQr7fTWNXNfNrZt43ZfuN3vhDThp9MONDhnNkoeL3jcr4PjdrjWfafhYe7puPWslWU5Rf1MR6P1+zqyWoy9Wu/7Pvje3qv7Vd5KTJw5kY/MuEOUdpibf29gBb/T4Aowh3hfAHsq8HChAjT3cLtcn7QjQ8GQflJadw9W9E17XxCHDB+8B1bOjcTMIY0I3ke9B15lMTW4ikbr6gp5jAApxsh0OjM/PXP56Q9c/vgTEgU5R+r1yvpnoW2bSTrvPXTUCVCqiErkuhFkqU2QwaMfwZd5YVo3oganYL1ZauV+W2jAddm4b4WtNu5boVRhyVqsrR6Nptq/vN3U2V02RcqqNtZssvPMvfPMaRqN65xz+FJ3Jat+E12vMXL7xm8B4EguCXSq43idPXZUtF+veHOMG7TCDprZMGDUrv4aHdb3C9/vNVf/bnr42+MblcCH42Ah+1Q2ymj/LO8DU0zE4Ji8qq7FFJhSoomi4rVUSsmUDHhHzgURuN/vvL29EWPicnkiRsd5TtSitRr5PlFLwddj3Znen+SDyrnOM7NXhch7Lho4s6s6LtvKVrJJs26kGNmWhRQC5/mZ03TG+0iMGeeUkudD2B0NBLGag1YLZduorfK2XMll476tXJcbpVauy92CLUUkHdrUUmsbNWh3tXFvmeAcL88nahTm+cTT08ScIuIqa1vV0TR0s5Q66htK002x02LaCPaqOhytUjzU0IUJotKKekDiUMVGrzUfJQIuILPZAaNQitmTMQHEgk8UDbw7pZUsqAR9GzHp9+fTAHfE5uw+uw5z+lFfa598bV8Ug27sH57y7Su7TVTDUsTRxOtC3SDVBlfhrTbOk+NZAq0Jt9tGXgtL3mh+o/lGcReExueb419/2bhfhH84b3ivCl7BgJlTnClN8LHia6WKkA1IaOIIuZDShKDZVW8UQXVo1DmMnUmAKWy5PaBo/arEpNZRcYwiKk6xjAaZdQj33C1zei8rxeZlyRkQIoymnNM0EYNnDiqLHB1E1wWD1AFbc+Vtydy3RhZPFs89Z273O9M0GX3Scc+eKp5QPdGIBNLFFYSxF0wtqCiSEwU6HAQLGqPNU8up0JzVa9metzW177fmKM1Rq4ociTilHTbHJnx3PonZbjfkoxkOTgc61zWzrZll2VjWQt4Kt9uqIgCI3h1x3O8LIoXghfNJgZEpmqMvqsypq0+z9zEFnp7Oms1fFUBxLuBcUAGcdcO5zP12JYRAk8yHH56YT4laF/IGOW+8vn5lWRIex9fPJ85PTzz99hshRqbzmRAj82liPs1qoyd9VPRblQU7xV7dtx5cVctM59ETqOQO2uxMio5N9p5XcToRTxerqzppUNUBZhHKtiHSuN9XlmXl9Xrlf/7bn1iWhc//62fePn9FWuaSlEL58nTm+fnM+TxZ9o1vlXIdTFMaAFWrxcZae8qNNWTnTut7rILfwanaold0ZJ8LgrJ64ECj5NFxHUevp9JBkVqpeVU7vC3UdbPM1WOor0wiDU57TSPslGRvCIOTZiUDupcGh9ZB9WM3nYcZrjTl+7JqbdXbjV9/fWVZN5Z76XjhOI9cKquDtRTWqo21eyZKSxyqASXOvkzcYgRa3fdwhwzWw5LbH97/yQASEbPVaFZrsybsyWT3Qwh8XZtJsftRIjBPqg/w9HrVPnFT5PnppJmfZmqv28b1pq0mbutKLpVz0iy9D5HlfmdbM2EOhFMw6nAwvYD3Pp18cw2HsHIHvw7HgAIdey2bQHMq+jNSjxYkqI/ex9ICz7C3D+AwH98HVke1zkFt7Gf5d7qHv9/gioPiiHSEnBFN9+9Hyd/hCa47M82QBKtM7kpKuuf2BdasOeVuH/YCaTfUnrR8yj1IvLtwCK6MuzpqexGqnWiKkfnyxPn5A5c//gPP//QP8JTgemH97TP59Yo0R9tWLX5tTjfTgfwEfANf3UBpvXMjUOwiDaNBZNPVfwzCmgg5V96WlSLC25q5bZVcG9c1U6o6FWuXe/YOqCw147wjl8pSlM+rBZQaoHpxeALzdNaAoFVaK8rt7spI/Y56jzPZ9X6I043/WFjvnNXKfmdOgNlZZ+Ps7dZbj5ah3iboOMJYYSLfFq8OcZT/jeDq+7VW48r4xkw63vGTNWiYponkHbPPRBrzPHE+T7SmdXOlVNbVs9i5b1Zcmq5XnAtczhdenl9IVhTvJROBfJrI2ZNv1hw7NKVGiWeKjsk7RUznE7U1btaM9543rttCE+G+LAjCsi68Bk8KgfusvTRezitPp2dCTJzmbM5Hb3C8B1fNkEilyKhS39e3V9Zt5bYuI7i6bwvFCmyd10zZ0/lEitZfCwelEGohVPj4cuH0ciLGyHyalfbhC0u96xxqToO1XKilUYrSQHpWdRe0UMpv2TZaraTgyNERCUxzMhTP9elG9IJ4mJPOMR8CMWkPkdM0ax8xNLYX9L01212g6VrzFHLpFMk+ZdxAPb+dTgpUyDGre5hp3w+ssDlo6JIJirtDMDYaoX53ggs4tWI6ozy5Oe6rI/jG4gqnRXi5eIqP0Apvb4W8rKzrqsFVaBT/RHWRX69Xkly5f2j8159WUmqcwkTwiYDnFM7aUiTf8bWx5sp9zTSBrTTwkfl0QpxSPJwPKsiQdlrQJCoME9CeS+6wDrv516BKR2MV2Cy4upUy7GAuWluwrAoGLNudPHq+FLxzzDGSnGeOkXmaiT5wTkoPDFS8VIrdIGmwbpXX+8Z1c2RxZDz3NfN6vZHmE2sBvGYn1mr1N3ZvmqHzEaVBBvu9UiIbPjSCOW3Oga8wmW1MVs+REApKe11aU3+2Bq2na46lGjrcmgVX307GHlh1YHLfjHv2V/cazcgtLEvhvmidyvW6cr0uGrjM2ufper2zLA0kM03CNEV+eHlmnjTbpM5zG0qlUwqk8KS96byzHnUaXK3rynW9qWJumujO2o8/vrDlwtvbZ65vQt5Wvn7OeO+4X68Gfp44Xc7EFLm8PBNT4nw583Q5m4z1kzZajZEQk9koFSxx1ghZ2TIaSG0lqxJm0/YNuj5V3dW7LtMfmKYTIUTCdGI6PWtQdZ5xUUFaF6DlTLndqDnz+edf+fLbb/zy6RP/z3//71yvN9Yvb5TrysvHC//yn/7A5XLi44eLyXEH4qy1b2VVEY3OvAkO5nlimiPROVordpZG9XSNrsNcu19Q1Vx4MSBV/L5ZN/PZnNmVkcE6xFXvbJPmYAApg5lR86JA3LKQ15WyrSMjtc9DsRq7qn6ImcXieia1KZXRuwFFBSfgZbQP0Eb3uwl0aDDY+1Pe7htfv155/XrjTz9/YVsz21ZpzSGjJhey1dQtW+Geq4rxmG/aBAuunDIiDKRq5rdpr8Rub4/jcoz23tl68296G5xq/nGTNoI+Z8ymEDRL550nhnUAT6ru6TjNCgaez4l5jswp8nyZNIhpARFPzpX7qqBITKJCFxfHfD4hArfrlVIa55cTZ38evWdV8bLvTnZeh6zWuKMiI7zi4XnjJ/3faN0i2nfSiRk4Vw/zw+x9n29G1e+ql93fU8CKIZjG8evdDP1rP/+143cZXO0OMXua9xBRdQMv33vR4xh/8z4PzzkcA13pN7JTeYIWKHeq1EMBnwFWu48i4zykv6kDHyMxTcRp0nRqmrUBYMvUJRPmM1KaKQllRfak2iJ3I1BolrkSNCPVA0hpohzg2si5shnyuppk+iKVtTWyCEutlCZspVmBudZ8lGaLFBuD7ntZyrs2Q/o7GoAVSwYdF6VtRaODdESmj3sPkg+3YNxHvjGcf+scOdbEPc6HQxDVP+Pxbh9X+6DN/S2h1V/PVL177rvvPUa1GEF7F0E4PHeAe4q+aUNHZ5Qh/3Bder8zOWX7uxs0vpQKofPKXTG0eKfNdjprn8J4TzLltCqBItqwtIhKrsROferS1QilZta8EGzz6AWy3rv9JC3I6mpJNXdRiWKiBW0gpSE4RYRtfcWoSmLRuwGIHL9CMOXNEEaGeQR1ovVZI3CyAuTaOrWio2ptn9sGxtSqlEXv/JArBu3AFDwkUyg9z6p25oOub+90DL3X/l1t1I0Uq9NUCtDeI+t7CN37mWMjKX2f6ujN+9l1MD+PrwQnh8bc9rvjmjsa3KFv2+tP3f4Ux2H+7ApMSp0pSCvUVqiSwRdiLNpoNqiYT5XIfYvcNs/rWklJN7cU1aXzaNPU6CMSKq1BtEcdT23erOqWjc0aRToU3Gq+ab2D0ejEaEwdSFPEWG1DNlu21cbWGlux+qraWEu22obCljNNqip9NQ3NvLOskKnF7l/7mu7GTee9ilhk69NWqqNJQvCUKmy5sm6NJTeaa+QmhM7t6/fMULs5BOagk715v4sH2Gd2IDAECI0D2Kd4TgCK07YMhe5LKDWyWIDkzOOs35tPPchv2B61g2cP4h/m+Ko4xeBn6zmafHYv2fV27rUUqodSitJni9ZGqkOofcvomRcYIEwIQeujWiWmaOq/jVw2DXx8HLTmmKKpEWrGpLVKrVBKZtsCtVWl5BUNv5FKjAlEiCERUyLFNDJOzjJXWuOzlyl0cR6RnuVQ2+bMoX9w5jqvctj+DpXIsB81r5R1I683tvuNvNwp60LZFmMGaKZinjXbllIiJr1uZyh+Fw1qMMTChnFxXZzE9oXxp738Yjc3Tq9Ddrt0TGLuZmbfWx/23MOs0jXVa9S60EdRgZLaGzB/OxF1XI166tQettYD/DbOuyepxnna+CrLSPeeEQT29zX7v67byBQOEYvhA8m41tqUjpdrY8uVFiA57SUqtpaOY7WLUvTLe7/KDuBXP7OueGprpQPFu0WXPuTHG2BiH6gSILqWenayBY8rEHzDbc5EMtqe+WnKmur0fefQLGt0VpMdLDNbWLeMBK0tjSki4oixC2p0Aaz9so7e2jdkIr4dk84m25X/9pYwvcauZ/H2BGmnEsrw57vfQ3/9ASD/i2D58X7/HcfvMriib6S1Hpxm2S9yzKpea8Lhd9gqcQOq7Oj0oAY+TGjdkLqxxuvNC+bUpkmNlA+elDTr4oJmsMQJ1TdT45M9i9Z0wfqgDeum84WXH37k6cMPnJ4+MD19IM4n/Mc/4KdfuX++4t++kj/9ido2LXAtmxmQgkjQ4KqYk9l0wbgGvuj15VWDq+u2cd1Wtlr5vC1srXKvmaUWKpBFG0muRcgV7U2T1WiU5lChY0bGS9Wwugyxqaw5BwFC8kyniSlNnJ+fmKeJ69sby7qaApLeE3XiDT8yRbBqdTity6xKD5bgbw917OiLtd/Tg8y3/ii7rfKPr3PBepWJfLuo/oOO7vgH75hiYI6RKXqm4E1tqBmiJVSjYXWJ6Eu4mAOJOiti6pb0xppKGzyfzto0d468vLzgfeB+W1lDIC8bslbd+qXQJCil1dSwoq2p4BNNhDORZ5kRIKObsfYeMqTI1uWSb9yXu94t0eLuwWk2A/2wofaND6HWrLRHXznNilCcRHseqNqaZsAmy3TWopmvUAtkLXg+TSfcKY1g31GhFVoF7wK4gLTGct+4vt2ozVOacf6x3mu5sq1FG8BmnZOr19xGnSCmQosq0BCDh+j4cJk0PA3JetoFQkiICMt9oeTMfc3cl5VaK/d1HZtTd7iLBXqaidon5UOg/XAcne368Bf3zb88fC+t63N/8xddIwP72DW7R18V8YfaiYZzjeQLMcB59lzmhPcrt/ud1jJbfaWyktIrl/hG2RqskRwD2+b5+TWRW+G//3znh1vjv/7xhJ9mojsxyzOOQEiOFgJTqfgQKbXxet/I20bNmeV2x4fA+vRMmiZO88wlX/DBM8dk80frK/Rq9+BK7LGYfPG1ZO5Vg6i3251aKutyJ2+ZWoo6r4j2EzSQYYoKuJ3naVACpzlajQp0CWF1Zhu3u/Zl+3Jd+fy28FYmmlxoJN7uQnUbxW1ML5k47UIJGqyo/UxRayE/nDw/XTxzcJyjCuE4V4muEqSSXCM0YXZw9hpgnaqivlt1lOqYmrCYonO0e19w3Ju3GliQ5rkfqaN9ZrRKySu+OVrZEFPf1DYe2ny+ibCulbwpqOGk4F0l+coUKt5VXC14cZzipL35PJTljpTA3UExKematf6jzZUQ4pjGIg01Y54UJsKcSCXhotcWDsvKl9cvTPOJ5+ePRGd0wvJCyZm8rmP+11Zp26JUZO+4LTecd1bHmTSDfnnSDPl8Yp4nvA9EC7K6vHfvu6ZeaDAHTtNP6lNgdlclq50PuBg1EvYOOWRxHB7XTF1wvXP//DPb/c7bL3/m9ddP3L5+pdy+IMuKF2FKjsvTzB//+BNPz2dePr5wfrpo8BqUPnnPG8v9TpHKfDlZoKfASHAR75OpC/rhV+W82Rip3fbWx1DBtEazQF+Ao0Q4oi069JdKTu04wIj2W9N6N2nUbaPkFSmVvC4qblWrFgSW9s5+aZZG658yIhogwO7M935dctzwpe9z3ZdrbLUO4QpQlsjtpg3mf/7lM3/+869sazFaXLfZNv/MttxLJRT4el2ZpytTDPxwTkwxah1vi3udsTQTtDAb0UVnDqJa34Ra7ngJ7RB39fnGiMd6Kf6IKp2FxeJUsOb4vq2yNAVkryUTFhW+mpPZMiIe3femFInJcz7PKiD1dOZymljXzPX1la9fr1TnqE6p/P/4T//I6XTi8nTifD5pZtG5ERyO83t37ID8LjLxOBY9AMJqWpXNIR30GZoMj/9qosTAkM4yM3Dm+Bnf9QG/E/z9LcfvM7iCMVj2wz7xpDvt6gyPxWO/0+DGovyjP9Jv2tEHH6gg41EHXL96ZiaEMB41AKP7HTaxO6WtB4D2dg7rCxFJ00ycZkKaVPY1RAKNeFkJlyfljqeEeK8It1jwYUh7q45aNXPhrOujqxZcVaFshrpuhfta2FrlljOrBVf3qnU6xZoIbxVrJKx9U3qzzF2aXVew9uBoQ5ZYbZD+zdmYxKgFkzFFy64cA+DD8HbFPvT8h6Jcv0fY+Bs9agRYbi9U/d7hunXvqM4RFTkGWOP97FV9H/QO146BwLdz8ZvP/JsCsX1VKlrmhtPXi4V3lHtHR0apoe9YPsb114J/cR111cxVjJG8bUpVmiMxJWJMii6VveGjHP7rp+ds/HRa6/kGNLhpCDpLjbMcvKo7Zl2biu5XpUi0bOd8EG+wDM8+VLKPpfUy8U6IQc8i2n3R7vFKtYmd74FmpFyHgk1m2AftR1WktzztC7yBBLrKZ84aVDa7cG+Uno7oqpIlAxEtteGr1mk5rzUtDqXSTFH7tqRpIqaEc5q9ktaQskFVSo20Yg3Ji9GXGChy/yybHSMA+GvHXqj7PamBw6yTPvf6bZaxnm2E4BBUIX19dCtmyA3+AXB26DgEL5bBc6So4E4pG00yTTaEDe8zk894EVKK0AJliyxZuG3w9V7AF/4hB4oElK7o8WimQbyWbOeo/Vi8Q50xEYqowx3iZDiWJ8aMr96a4IaRVTqev80KfQ8LBpZSWKoK9txzGf1s8rbRqhbUO1EqTPBY9lLnZbTags5sCD1r1fcBUScqj6xVZcuNXIVmFS25CG6rTFvlulZSa4jX8a/iKKZyMk9C8I0pCrmZMIrq3tu8Uol2322LCEEgOccs6N+co3jH6rX3TWyWNTLzqQ2FHdXqQqp8Z1ZaXUxzTjMMTcVoOs02F32sWeulemZiZKc7LUuqrW+IQaE3rflplJxxKGhUSx2BjO06h4muD5qF0Yk/zdMQzMglE6I1svdOa1mnpO+dt0MmGBPfyOAcpRUDdDwlq7KcA1OY0wxL8IE0TXQxK2fqd+KCAauTgqvmA3RqzKjd9n7/vTvYZ6vL1DVcQQpSM3VbKMuNstzI9ytlvSsAW8sAilIMnE4z59NJawBjsnXeEExco6jCYoi9W1wbNtmZ/+NHFpYdDBtNnEyJzTI4vouB9YzBMCvu4WsPrIYzZj6OZfNLpm6mppiLBlYi/07mqo0WDbqN9oxVGwJLPaCC3RfojnnzPVthYZL5iKWoENeyrNxud0pupu66Z5uGFRXLqoM28V0LNKHOybJLjqFU7C5giQAAIABJREFUfGD0IHvmb7/EHq4pVOjcvjvsVltGBm5fA3vAgdtN/dHuqV+kNnUcVl7vRCiAbxCd073POaJTUGlKKhQF2ltTBTEiMQSKK5q5Wja22lhq43QuPL+sgNb/zbPYvNlPVzNK/ezcGMv3x1GUZPe5LJHh1d73e932q32AD5299uHL+4ffvz8eSlf+iu/5147fZ3Blga2TfUGMRdIntvSBG5GS2QrZCzdr75nUTGb28Lw+ye1HekYqmAR50qxTz1p573bq33gbsWL3cYr75Lcb6INnPs08fXjm8vyk9KEQx80Plw9c/vFfSC8vIBuNSlsXShPNYOW+gBurBVylVr2eIsiq6Mdy2yilcc2Z67aRpfEq+ri1Sm47Ta8JbAYIlWYF1xi72nXalCErYlQPDMt2jmlOuBA4Xy48PT0rDz1pcWtpjWXLbFn55p3aOMxD3Qd9ZKjkMVOljv5R0tUeZR977Fw5fP+wRg5B1sOjbWbObB62yfnvimD/Rxzq7AQHKQYu08RpTpynyCkFoofaVBHQH/jtXfZ/ToqSprgSQ6DRTA6bsRbKlvn822dNx/MR54VcsyL4ZhjzFAjRIW7PtHYL7HsgK2p8ndUXius1HVjfNq3RYlaHRZ4cUtGBbFaBYanhHmA93hcZgXdrxrE3qte4iRhlw1tViTl4pWdRre8JYtmvYkAKzeq0NNtVq7BuG8u6cb8v3JcFfMR5lTTWzcvvfa/Mce+F0n2jWreN2jy4afQVm6yJ5hQdMZpjG6xB+TkyR0hJbUapjfNp0qbIrWm9Ym3k+2a1WLuK5B4EfW+XoZs9NOjZ7eKYad95rY7hXwjGBFv19jqvUvQhaECZPJx1WTNFRTBT0LqX4GFOjRiEZV25rl9pbaNun5G2cpru/JRWxAuXjys5w9ULb03wofLrq+O2eJ4TTL7ylDL+dNfmwkGbscfoOZ88yeTIp5S0l0vWPlt1W6k5s60r19sd57zWw3R6agg29zrJSv/bG6YLt5JZa9E2B9tiLQMyNBVQmJMqT+padQPFDd4zW1YjRnU2Bu4mOl9L9dy2xqe3yttS+Hx3vG6RRSK1RZqL5OKQTbgvha9vd2JqCvT7SiNQUZW4IhowztHxNAeEQHETLQSITmt1pOKrI0gl5EaojVCFuAlBBF+qgnTO8aEI0QsvGyy+aa0KQhXIUvX8JX87ZZpJZTsHUvGijUpDiFSn3mcTawsuTelRs9ZuJHfh5TLTaqWUTW2eE6QWKnpe2o9qoxYNctd1JXhPKVX3ma7GizmqyMg8CDKocNs205qqozUTFPDek6YI0igx7E63BRU9yOlqYtFqTIP3SmNsTc81m2OHKrFKMPVAH/Ax4QgEpwCE9yqp7pwnTipZHWJSP8ACtBBUCTVOKgLQa51aWWjlTl3vSL4jZaFsd7ZFaYF526i18Pz0gdN85sNPH/jw4wcuT2fm85k4TWpfW6aLKzTp46U2TsEBp3THZLVkZq+bFaxLB1wAMIDZQMFdIKOB9ArBB8L+cfKgvdqUIt2qZolbKeRto6xrj5qAQ61uq99aROkNqxvNVRwohdQXY08UQO9xCNINpLryToG/KhbxNK3HrUW43RZ+/vNvLIvWW61r0VrdXpt7iPOO8JUDltz4fF2Zo7WjSUZhb4EqRgvvHymPNaAjq04P3g5HFyFyh8/tl2RMl0emz2HT7S/0Pch9BCfcHvfrXbaEhThtRZBC5DQnnp+0AfWHpxNPTzPnOem6d70a2rNtmbf7yroU4E9M08SPP37g4w8vpCny8nJWID5qI+pOGz1cjt1aGY/fp+o5jnfBGaPGe38ACd+PYacFHsbqbwisjj/31/+tx+8zuIIRAA1cQVCjwGF2C4hrjxOmQcvdgbNH660DB1TlEFz1TJQPDh+11mOapxEc7Y2MZYhejDczSfPWHoMuEHt9YDqdeH554fL0REzJEC2PuIC/wPmf/hPTeqOsV3JZ4e0V7nfEkBxpquC2NaXvrdVU3bZGWRulNN6uK1uu3EvhmjMV4eYr1e3N4BCs94mwNc1cKVrZz9uNsx+OZqcCdlzFO9I8EafE5fnM84dnrY+xBoilNdYtk7diFExbPA4s4fJwfEMBdIoOv+dp93nwlzCEx/WwR9H7v+y1+/2+WUDtD3Ki/9GHQw1Q8I4pqEz6eU6cpsictH9Ia4UqDJ57NUqsN6clmfMWDKmpRwxKVFHt87aa86AiDKUUfNSmv3EKxM3jg83hTj+hI5WHbKXIXgjh3MjOuuDHWMWkTkBwEe8iHNC5Ymh2d1IAWz8Yomj1V3m14uVMzkY3tPfoUsci2sS6S7i3qtTXgXrWYoUjDMXHGDX4X5ZswdXKfVm43RdCmpR25SzLIHvzYpE2RqUqbwwBdfSq2gQxJcTJwJY5YcEVuKBrLLpErUEDEOOkL5v1TMqFmwEPb8um1JA+Prbrur84y3vg5dilavY5sK/gtj//4W/7g9u/QUnCFScNyDgnpIDS/kLjp7mSPDyddc7GlEiz0tZKV1zcNr6uX6l1Rcpv0BZOU+EPKeOS8CEUahV+boG6BaRWPn1V+OQ5CbOvfDxlnn+6Q0oEQ/1TUHU2bYYZOM+FZc283bV/3nVR5aqKo4g6BOIjeI+PiRDjQ6PX7qz1+j8VHthUWl0arW04hOSF6CFEz2lSqtRlUhXA4HtdnQZXWu+TRnZDdSc0279W4ZYrv75Vvt4rnxfHW45kIpVIcypT39weXIVYcZPDhYq4SHPqYJSmTv6cHNctgNPaqRYCpICfrT9bcwRphFzxpWpw5Suh6TVR1IH7OHlSEV6icMvC4ipeVFq+tMrWmgVXD27PCD7FeZw5wdF6P1VnUvEeU6hV2fKQ1CG/zAkEtm1juTvbk6tlrBzVaWZ+I1NC5X6/c71eVVq6NlKMTPPEZBmjfvR+dSEEVRd1kXnTwMK5MECMEDzTlEAaeYsPtTkYmOS8M2UxpZZ1SX0vWismJVOdKFVW6giufPCIsQucR+ePvVeMpgiY4qjPTPOEC4EpzdrrMCZiDHQRGZXdXyjLVYOrosFVXW9s9yvbqo2Ca23M54mPP37g408fePnxA5eLiXNMSVVmtzIytgqutuG49v5XydgOalnqCJhEKoM67B4zAGI2qVOzur/W973jox423i3TqtJut/tVey2uG2XbcM6NtdRrHau8pzUbSGwgpB8ScFDKoSYexrkpLayDdxpcBVNVlqb003VtXN/u/PLzb9xui/W2Kpbp7sC0jLHrct6m8cG9NOp1ZYqBKSTKhPby897G3+1MJOmPRv+VPbCqj+Zax9GG0R++H5lCJx0XYK8p6i88ZEcHRdKN17vQ468eSKvUP04ZVzEmTqeZ56czpyny4fnM02UiWV+/4IxtQCBvjbfXBefgelsIIXC73bkvK+fLrHvmnJhPicnH72LZf3uWqF88uAPD4vj6Y3C2j+O+HxyzVt/UeH0v6Hooc/j3j99vcPXgHLAbQfaB2KPeHh3IqK/qlLP3FDV9IfTsBYAz3nAXr3APdBJ5XNYG+Pc3GoSed5+z52qk+/IjDdp1x7xDHYFpQmik5w/MH3+i+EB7u9LCRmt3qJvRFPW9O91KolOUs0FxkBGyGDpOd6JlD18GzcOxp9rN4PYx7v91p8wmY7DNxgfPdJpJkyJd3lC7hjqH3VmtY+Pah+ubhTMmuefhBv0lzUu3BwEdgdrTuzYfuvz3MOv6vp0hvW8Sh8XiHa7+RwdWO3rXN+oQvDUwDGrmxPLyIqNE0LVDoW7njtm1xhAoKNd9gAM2Fr14OufMsq7WANCyPOzXuoebfX747qIfUMt+5o+bZA96lY/dv/qw2lgGpSuN8WWf982e07OnXQ804EZhvr7PPqecc0N5r44g3wINu48+KiocvKJtzjtt/LptrNumsvJ9JgxJzZ4xsp+P06+PkgE0tSpNULvSV5qhgK3q985EOQQMle10R7tv0UHzhKZr2JviaGpaKK71DL3B8Pfsd5ei3vqMsn2lA0ZtnMN4dBZEOUzVbYyuzYcuJKINgL1vxFTxQZgSpASzFz6GRvTaBz2GivM6Z5TDr1RkKRu+bvi2kUIhxMrl/2fuzZokR5ItvU/NDIB7LJlV1dV3hpez3RGO8P//EQpfhiKkyOxzp5fKyszY3B2wRfmgagZEVnXfHgofCi3RERXp4XDYoqZ69OjR2FiC2QSVSgmN8xJ4fAzkDd7aRK3KpQS+XgKqgee1kpugXsfW9xF0m2dy76c6WWCnQoqVolZLqmqxtmUzCrXoaPOA4mIDTh7RCgpBG3OXl05GGZuTOcdTDJwmyxjtgi7v6SW93qbv9k6R2gpct8ZlVV5X5fWm3EokM1OZLOhjpxG2Vijb1ZQIFYgbhAlCJoRAtcZy5K2xbkIS60uzJcgpUMWUBTUl39neDyko1TYPokaiDwpzDDRtnELjHCoLhagrsTVzfltFdfuVMF93EMYBgWFRmgdfh1YgeKa9U3Bxu9cd0y5+FDEFPQldYW2X2FexhqZVKmUzKkenrwkyMs+oUmOn+xq1yQ8MQBl9GP1LRPYAq5/PfS53M+Hz5LYvxNGLMPUaDqdiij8bitHaQrWgrbkYgFaEiIiLBgiEoK5E7DQ21DMcLvDQCq25wEOrQ2ynNkWNYsB8Wrh7uGO5O1l2bEqj3YfR3IqDXtbI3frq9jPdel/2Git8HrtfYPZbLFkunUq/n23DV5X95+N/D5BTzXm39WCZ4loKtRZqsVYd/U2b79Fbzmzbam0dfsXpPopmtdZcfvvIjujN5/25dLcn4TDPqkreCtfrxu1q8uvbZgqzg7491m5fE7r7U6NPnvlhUq3tQiCjUZDJ1mMXDOuf2VywAcUPemDPXHUXbQRRditTzRP2sirxAAsTIulgwe7DHj7z7rHaWexjbniqvLN1c4osc2KZIqcpskzetD3upQ17gOJ7I6VDYqOwrtbHT7Xx/PzKMifO5cTpNA+wY7envx7U/PXrmH3S4VN2G3EchPHO39jwX7zjr2bLdl/ob71+s8FVr6saAZUb7b5whMMigp0KWEDL++Bq3xD0MgJX/3PjmGRHrJLRhcSVmNTRumFQZDe03dERtfs3V2fqjqelhJshioJJnKrxqIMIkYCkSHt8ROodD0E5ff8D2+fPvOhEubyh/IlWn4yao4WmQkzG573GRqVSYmF9u3EBri4prKgrxFhPmBgjqrha2q6eSvOCXlWqUzmAsXNDsgzFtMyc7k7ElDg/3jHNhgybMgyUzbIKa964bZtx7od4yJjV8XPPagQsYLPYrM/vYb5+JSgObsEtI2KOfOjglVsLdaSx+eE7vNZua63hxU53e2eJ/v+5Ooo0xWRGZVm4P59Y5kiQRi0bTaxZsGG4FkTkUshbHj3bRLFu6/NiNU6lURDrf+WZnVobVeD15YVGHYe/PbfL0ood3E1dMKYZXbF5oC+ygwp9KDo9cxeGFqIGD7a6UccCPoSpT8QBvBjZguprjGZKgdUQyW4EDYESdxq8Vxa27zNwc2ps9SxTjEKcI8tp4fG7B2KKxJYQDWw18/PTV27rxloLLQgxqAUVYsGF/dCcKmlUOE8OoXj2oRTLBmy9f4cgrXq2r9JaHOsQMYU117NhmUHVKFtV1XpwVXu+891CmifCmpHgSlTV9q2E46IHUIJeSTy5jHrorjyIZSyCVKwmrCJi7SWCz030rGwU8Z8bKRWCKPNUmKbCPMHjB8vEnU/KPCtRhana3rxm2KqSdeJWb9QG27VRslKvX5m3r0yS+bsPN+7nzIfU+BgM+b6GG5XG9H3i4+8mXt+E//Tf7rje4A9v8PUG3981KisPy8bffxR+0ODF1dbP6jRNMCVO08TdMlu9VDbBiFwbazEV1MtmUvdryazrlabKVqxnltWeWM1Pdw5OKTEnoyAui2WpltkUDEV6oTzWUkL73pBhvyPB/z+Zc+V1ek9vjZ+fMp/fMv/158rTtfHzbeHKnWXYmMYeCdJo5crby0/GdnDKWEwTaV5oEtE4IyHx1u5I7YF8mvl6UmpbCOnMSe7QGDnNMzGYAEwuVh91mTKhNpYtMOVM2gIfm3LO8OO0wZYpcuVcnowSuV3IJVPzF76llApKcKU/er1MMyVOUwn0Po3NpJFqM8qX6rHtqTgjJFA3yzxN00xazgj4vRtVA+I1UzmbM77q1da5C4nEEAbVrYZA2zYQ8TYW/ei3Z0hO5wzCUKPLuZjM+MHRHNbP+oTYmYP12VsmU+OLQZxGt2dEbZ1kWhU/dwrEZGd+tHRwcDuaQiUEa+sQohJCIwbrH1nLzYSH8pWab9R8Y1tXttuN27Zy3TJbabSYkBT48Psf+Gf/5n/h43cfOX+8Z5onwpQgBnKtvL29UfJGvhmNNkU7G1KyTN80RRxfNufeM/lhBFQyVAdDjEPS2hMcFhyafhAhupMcPDr1PWf+2IZqZVtvrNc3o35er96rzJgVqkZLrdr4/PbE1+dnPj1/pdT3Ij49c9WDblV1cCq6c9/PFobKrmEobhODi5C0RiuVl+cXPn165vXtxvPTK+uauW2NWo9UPdlBA/f5bJlY/WRTa3WQG3x+uTIF4W6J3C/Rs0Rmr0emqvtj7AwiJ03gGI3bnD1QGgEtO9Nl6Ig4p8EC+h7p6mBXddq44EBLwEtrhTgFy2CmyHmxnn0f70/cnWYezzPfP87Mc+ThFDnNuzLwFixrJVgW9v7e2CuX6xu1Vp6enlm3lWmKfH36wpQSHz8+cv9wx/l84ocfvrcartl8VP/4//TlmTg5+C19LP7KH30T+O8BVM90vr/F/kFUdfcT/8brNxpc6UAU4Jffj5mL478ZcsYeTB2/4J3hFFeVwTcf3WCI9BZE7+891AD1G0e8vxDfgYcJeBcg9A/SsxH+FQTB6rvi+d7QxzWTzg/QICSjDwRH+0IDgqn1xOBOYhB3znVQxixyx50r643Sg0X71Do+x8hY+fex+ETs3iKkKVkBf3IFpbkrpYlRttQoVtVrSobc9Lc9GvrPuk/HGE+REYkd6Z9m1+QwhW7Ax2bpqEd/tXgFlYy3PU5Vt1I9mzMQjv9P0dVxA+5P2VPz3binuGevYghABwvMAZfulNOzVt64saOHdLqDjkB/v2/nvIsX426joTN9TkOPWd9nJ7WjaWNcDuM8RkXGWAZkBOZmu3XMRT/MuhHrmavmB1SQTmd0eWzttl8GRCeIH1b9jl4jxntuekf0QhBiCszLZGpiBaiWqSy1UKrROgaS5wjxjrA6YuyU374m+8/qB2FtLlOLUD3TUas5SNZ/o6/bPU8URWhigak0U1yM0fJL8xwR5/1bjZeSs492OM6u7+FQmMLGIV9IGKIgzYMqJYr1qgnBmlmK4NQNR6pd4n+KmRCUec7MU2GZ4cNZmCY4LRZcSRNCjmgz6fLsYFWpQm3idQrQaibUQoyZcyzcT5VTUKZQre5FTJRimSDMgVwNVNIg3BrUqqRUeVmtDcUlN+6LKZElFxwbSClmo5sqKkpqVktEEGJtlGr1i6U5Q0ANQd2BOrO5wQOkKQizZ5Tv5smod0sgpY7wmpNWFaex7TvjiNqCi6NUE6FYs3JZK5e18bYql1VZa6DKNP62n/S2TRu1rD73xep4mNBQIESaFpBE3mCbAkkqt+3GlGDNibUWkEh2jnt3Farv+dizIr7pghi+NIkyh8okmag3QstovdLqiraN91b78J8jc9WBzw5mtkPRiL2m1WIByHje4EI03UkPgxoHmBy3G6TgIEvzNgYW0FWa10IR4rtsxbC946P23IDbmWGHraaz1j1z9d78j8hsd2p93nbpfctg1Vb2soDho/hnDQLeVmVI0HcbiNme4HbJHN/esqHL2Ne9NtUzV6V65j9EoxaeZs73Z5bzQpgSwVLm7pIYk8SEh9wvwD5/6M8R40GevlPfTGBm+EQH6erj2dazDe+zD98sFgXolNzmQjEmHtN6i4MAItHVC5v3ltu4rDdu27aP67fLb8x9QzWOOehbvb9mpzEy1kj3H02cyQQstnUbsuu99Uw/Ob/dCv3RdPQnNHANVbaiNFHPgBsrITqAd9ToaO+ehZG5MjaR7H6S3zt4vCSyr83Wf9eXsNdTOw5nYiPssvTB76xN6D0+e3uYGMSaoEdrPjynaN+nyJwMXExBDutit4FW65rozbJba5RSWFcoJYA2opfdBGenlGziMSkdgxv55Rpyv+79Dh0R0jd/0//926v7i7q/9pA06dP8q5f82vv99es3GVzZAmu7TDcMJ/D48MffDan1HpT1uXDn9qhi1g+2TkerRoSlU6RE98ka1Cb2NOguESkmW+swQ1/0YTjsxm8uJbPeDH1qpRuThlDHxAYJyHwGSUgV5F8UyuXNDGMI6PUNnl1WomD1S7VSy0YtGdoNdGMOlTBbr5j788IUI9awMJFr4+m6mnrVutK2bDQrR2dTikicPICajQI4zaY6l5Ih7UGMQ98zFBVaaWzXjbxl8s1QRy3qqRiG09znzAZUR08G6aiBo0LqBsrs2ZGW6XPhWYLhJI/AGPsP1NGcSEQJLRDcSg36WUfi+trQX27Ov3wdT+L3ilqHPesBlXB3P/NwPnG+my07Io1aM1kbIURqAQ3+PKjRX2IhIOTN1KBqPSJxfQ22w+961sfoc1oLbbXsV61lrMXm01JqpYjRCNIQHYnD6ew0l16P1Qv1u2CM9U6SARWZwlx/EYdZOwRxrdnfjlo8wRqA9hPED8cDEthla0vdZZ6RaJmZ4MXYKZCWQExh2IHTGnn83YnpFth0hUtmTiYzK6ELZgTaHKk5OP1vb8KoYH2ynLJeW2HLSos+TkFoBEo1xzAlq6McMKKfnIJnrIPycBdZ7s9Gc0oGdty2zG2zA/317cq2Ff7Lf3rlcrmMNRUC/K8/ZP7+X139AOyB5W5v+s9RuhMYxrhKsLUzgpMx0446S8Bk+jNlU75c9obL29UC/dWFb7amXIuiGpjamaATet1oayWmAvpGCDemqXGeuuxwJGsk10C5mc2c76BGyOvEW55otfIfniNLUl5K5IfXxt0MP9wLUxQ+LMJpYmSdECFMtoaWqRGb1WYtd5OpaNbG5jVh2cUr+syKmIMQRJjSNGhik1NKo7GtXGxlMyfBqVjdmezSyQoWTNXGmpVPTyu3tfGHn2/84fONl5vy8yVwyYFVJ1RcvjsmzwT0fi0F2opoY4pKcruVNrOzpRh18vp2pj3f8zbNbC/fscwLjx/u+PDxjjlFPtzNTDEwlUoqjVArKW8EbdypsKhwksjHMCEKb7xR00bjCcl/hLyxvb1xzRt5feJbb2OwMWSnEwcJaOi2W2ii1kC3fxUjqcdpRmIyAYflhEjgwzRZHeM8czqdqbXw6dMn8vVCnBNzPNFqYXt5pmVvU9Jcnr02n69oQRiCiInjVO9ZFmNims+EECzTFS3XqMVqOCPRqGmuOOpu5wD03ORRqsGX1deUgTomdpVk6kgMtJ7J3/v1WTPbZnL5FK9tK+6jOLCD91LTRkeIrK60UXLlcl25XlbebhuXLdMk8vjhe9Iy8/GH3/Ph+x85n0/ENIMEcrF2Fests92M4haitQyYpsgyT5ZlcuXT1qxXIl5nBT3g7AesNRGXEJDe9zMlZwBZQ2Rrpux+QQdJXW3QHG0T4Mir+Qo9GxDEbP3WrCXC55cX1i3zx58+8enLF376fP2VzFUj18xWrP9ZlEho+9yMDi8eyRwgRCQoRuqoXN7eeH298fz0wvPz6xCwsJ5Z+0nWT7Ue1AxfhP3MG+cdVp5RFTQXCpYFnCYv7Qid9u717rpnrXotlvbv43n7/XagIMjul4Zh9/vh5Z5I62e1B9bqNj9AisJ5TsQonM+JeY7MKXJ/NrXeh1PibkncLRNLsprTFBJBIiLJgPcYXSDLBiNIIwRrWQERVChZvVbaGne3+sLb643z3Yn1tjLPM7/78TseHu8tmzpPHAZ6H+cBvPcxsX8Z2k7+Stmnh/dBVwcFDiJSR5/v8PMYeb+ned6Nozf6T12/yeBqOGQH2ZRfK3Tri1AHBNA3k70HfhCGaI6XOOcakeHAN+1pcHcaCVjHb3f+1N8DXGp3D7IUGffrSHwPrMy/MkSlVOMO57zZvVozNKu7OmI0K6YF4mw0PAL1euHt5Ynbtlqx7+ViRhlTuNFmTnqrGW0boitTgHkSlinw+8d7lmlCQoKQuOZCwbjMr+WGJbHV9QiENEfiNLEsCw+uAng6Le44yshD74XhDnZVJd821jWTVzPkvUJz+M3+tD3r2A8Wm4b2fpHrbhDHrPt8qSvZdYGRgZ6F3dHH56h/Xms6a15zsw/CyGR4zzIZaYtfrsX3/yCHL775N91jemE4/qfTzP3DiZPTAxRD5tBKqjok9ru7UkOlxkohkB3Zqd3rZ1fiE+mf7xBcYYhRo4EfltIsaOsGW5wKWpoQQifNBEP+juiyyKCLdOTOQDGn1HntYH9ywbIJhsR3NPGwhz2y6xnNgTyFPp6BvifsGDG1ytK8yXXrfX+Cj29wJ0dIcyBOMp5xfog8fDeTrvB2CZQizClwcuUuq6sMlBzIyYKrjuoPzntfXEGoWhGv80Ga9flR46ebepmN5VibwzBZxg6B8ynyeE6EKTA/LsQpcssbt2LB1fPbxHorfPma+cf/tgdXUZR/9jHzv//9zQ7p2A7Pf6DrDADI12UPAkIFaeMwQgOhLKCB5s3Jt1z5+rqx5crTc+PlVdm2wsvrZpQv6ydJqZlbuSEEHqfvOcU7uGVktRoR4UIIF1JqLEul1si23qMyQRNqFbQK86LUCCsTt3Zma5W310CSxiVXvl8aH05wqY3TZPLgjwhzhFP05wzJCCmiJJLvjRkDEhg9aYYoii/jnn0QsJ4noaPyXuflWfdSsgEVrrhWqjlmIYztgCKUholX3Cp//rrxei38959X/vunlWsRvl4jWwvUmCB4cDUlumz8DCNVAAAgAElEQVS6bYNiAJlUEhsz1eTTa7PM4a1Ri1LDmTXeIWHi65cPSJw5PZyMqp0iHx5m61OUKyFXRCuhbASUu7hwijMflxP/4vEjSxAm3khxQ+UJqT9B3si3N9bbRl5ff3HuCmrS10F250aMctuAqBBU2VRNVtu/FEiT7ZU0L0ynMylNPH74yHI6ucTzxLpufHl+QdeVOE+clpmyraxfv1K2zfofNatlst5xYpRCz3rh4Op2sz01Twtyb4BhXIy6JCq0pdFqNfApB4p6jzw1KnI35BZc6bC/nVGgMECVXot8zP50q2hAmIErkUrwLwNWA7uOZTucqyYyg6sD19q4rZnLbeW6Fm5bJS0T948fWe7OfPj4PY8fjV4VoolSlNKVNE1cqrVGijMSrXenCXbhwilK1ex9RffMWvg2uPJsQ7c3Flz1/kHRweqBttlztT0TV7ZMKZm8ZUou4ECJBDGWQatc843PT1+5XG/86dPP/PnnL3x+Kr8Irno7hdIKsQWv1Wv0prkjwPD1YLFvd0g8ANPG9XLl9fXC6+sbry9vlo2vjFqr/erz9P7kV3rAI4wiPbUsv0n+N7LX2s4aB3shxoG/jWzVLnKx+7Xa/x1994GE3Q9KYWd62JTJHgCqBROqZhDFzzXBetwts6nA3i0Ty2JZqvtTYor2/TwnzlOnTkeiJJvrXhcbPDj3MeqZ2BjNn2gKrRijqhYrr9nWTAiwnGa2dWVZZqMGTjM6wzLPh9H9C5fu37WrDg4T3wOsnlXbJ62DYyOwkm/e7J07131G7Tv0L3+eX7l+k8GVLagDTU333/UX7CnUccqN19lli7irxHSE0Hxo9boTcwDbcIT6oB9TnsENZEeDR0i0Bwna4+X3i2FH7PVAlWMsfPs8viU8WEAUYkTmGdXG8uEjD9uNECP5eqFuG7lerfmeexCiymmajPoTreB2isk6tadIUaFoowY1ZakAd/ERuT/TQqAmayo7zctQvjotJ0NEgj2zbfpO9dMRyNbShmzu5hK6PTOxhyB9vDq2cIAa+p74lX3U13m3E+LGftAPDkI4Q9GxUzr7weA/Ro1j7u2X9odhOFZ/Ibb6q5ffaGTjPBAPZlymOTLFSIpdjEQpNYNCim38qa0RD3zoKkjWYLeUYtST0iXDD4ACu6HoFdmjS4b0rFPwNWIIM/UYhHnANeakh7MjnPJ1St8aY5B2UMPv16dT9gL3Xuzerz15IO+/j/v4HvXAy4psg/fHCaSUoDVyF7tAPJNmjlLPqk5RWF2VSLVxOiXKFk3dKByQLbEeW/OUXLlPrO2A9iCu2171g3pf903UBAOwxrrq4hTiPVfEmwOLAN7bx4JVq4WaotU3pXnmLkzU2rh/nFnXwn94eEMOy0qxbGRujaDsGZTSM5cyaIk7Ta3Pn9Lk2+BKkVoQDUP9Khd4u0VyES63zOVW2bZmallNoVqQWRrUYk5WVoVQCAUCE0EbT9eFRkVzIzW7Rw0Q5krMG7G9kSQQNVrtnp5ArT9QDQuIctFGLErdQN6UJcJWlPurMkc4T32fyc4scK5qrxMZz686UN8wYmUheSAam5BwMMSps82Bq1YqNVuD6Z4JkWD9capYewwJlcumvK2V69r409PG263y9apcShxUQA2BEGdIs2fMI0fFNRyMQGz9xGjy36FZgHyaBU0QUyNNBoq18IISOYU7FikkAuREq4I08xCDNJaUCSilTryWRNM7YgpMIXJqG5NmvmpljUJOQg2VFrIF5b+weFa3F8cY7/LeNHU6mzoYGaxZ7nxCUc8aGQ3JZNO8D5aqjXOp3hTWncBayetKzZur1tK9SrdhMmxZP0M6a6U1s6NZCrfbzVTP7u+cfmgU91YqWqoJiDRx8ROzWw0X2SCM7L056Afgt5/9/RwBQl9r7I5c72kVvM4n+PyHw+/rwY8xEFK8f5xlrrZcWHMxUR0R0jzz+OGR8/09p9OZFHuzdaexeo8wbQ7GiWWYohh1yxSLexXcge4q/Vll/+xy+Bqfe7fX+4G7G/m+rrVWSjWBlJq9/YTXsIOBZ6rKdd243G68Xa88vbxxvd24rhvZaZDf+gfqc2yNfRviKpnqddbN6wKDRjfb6k10ldst83bZeHtbLSN4Xcm5orqLrtgovAc0EatVd4QUfeeLH7JjB8elgbeyEaRa77pepdQPVcXoiTtdsI/hMcA6HAa26MaP3Qc24oTXm4vvM9n/xqsgSNEaRacpWnPgZE2V56lTAJO33EjMk7ebcBpucGq5GOXBAnB3arsvrahn53EthC4iZM8RHJippXG9rpTSeHp6RULk/v6OabIenaPm7zjvfZ/324qBOX1a6J659HF08Jx9iY6gS/a/6c7o8FHV5+XgD73/JP/09ZsMrsy+ve89sz9aV4RxJ8cdxGH+Dk5nmhIxWaGkeG1/bdWbhBZyeX949MLvQRcTGTUyRwM61ETUjOjI/hyyCT0oNISlGI83Vwe2doMkBIIYpcHeA2QS5F6Q05nv//U/8Pjjjzz/+U80AtvljXz7I/laDGHZKlHhdw8PiFhPrfP5/O7QebmtXG4rOYLczyQR/u7hgenujrjMLI8fDIWL086ZdWfi7e2VbV1NqOJ6tSfzw6XkSt4K2y3z9vzG9bqyXrcuCnSgIX0DCByjKcUEBXxuRzam23r/m72IVqx49kiN8rqbo/pfN1pIL2Q9vv8ej3cnre077Z9enL8omzRDbE6RrZllTjzcn4yCsUSrHdHCulWKKOmUrEGu6kB2xR2NLEKO1oz5er1SShmHem+c2PdECOGdoTH0zAKNebHibS1Gl5MqhGyZ2apQWiOqH0SEcTj0/4niY7pnREbgRK9B8RHYIydcj7qPMEMARjkEVGG8Dx4ohWhcbDwIUH++qMoyz+MzSzHlpabmxLetkG8baOPu/pHT3QlByeuV2xLZLm8kadAC4lnCXs92miMpnqhVua6F4sqAuTr8abxfByXN4anZ1b+aek2FULy/igCEQAiTtScQcTgfL1yvpAh3szKd4OHjA/ff3VtD7hTYcuU//t8X4A/vVthaK69bQdVodSiDomQHuDu72rN3h8D9kEFUxWnP1sTVtHgNYSxlpjb4+lR4fS2UbWN9u9FaM2XQFK0PUrO6IQ2VEFaSCHO4Z9WZ7VMmysLv7ysvD5nT3PjdDxvznJmuTyzt2aTq60LNiVhPwAdaSJT5DpHAJxW+rkJcN+bnC4HGfdxYQmEOcEqNKMKUiteQychiTksYyHAKBjBM0QPaZNLIIVpmPwbhLsApGIobo2Usas7UWti2jfV6pbbG5jUiGuJQrnzOla3Bl5fMp+fMdVP+9LWYSmCJXPKJ5kGjSmQ6nUjz4j6VHehaM60WO8tKJgZrmjtNAq0hpRACnO+a9R07N+7ubtTWeLl+IpfK6fTAaXqw8+1iZ2aMIFGZU+P7s/Ww+sNX5fMrkD7yH283Qlh4TIFTCGylcDtH1hjYLplSrrTwrRS7nZFLiEwSKFQ/3wzcoCmaLfsTgHkyqmzwvlS5mqy2qEKxpvZaMi0ntpy5rqup2pVCCoGybdzyan2QSqbRPDCxTHGvxSzYOnf9BM86mljFtlXe3jbSNHH/3UfCPDOnxDQZFTUBJSSmVsjNGuyuWk1HtVmwJA7yiJgAggFeYdjkIJaRs8arHqiLHDI/9iXJRCZSNKe1UyStAbmdA3b8iYESm7JeMtdL5uXtxsvbylobmhKnh3v+5b/6l9w/PvL99z+wLGejT96ulmldV1rOtNJIIUGAaVoG/XWapz5YZhOkAxVqwkWie22aN0kX730Ue8bqUI81fC/ttRnGBip5Zd2utGq1wLVa1jEla1Ox5pXSKj9/feKnL194u1z573/8iett43LLXLfCmtsv1AINEDL6cojVHXphqoUYjN4tEg0kc4rfVoza++XrlZ8/v/DycuGnn555fb1yuWRqDV73zCHw1OFj7M/owU57FwYdHHh31MVeV90YZ3+ElLyXoDjo/w651AHAd9/X6q92f6mvkdYDD7X+VIHg/dcsCOzgYF+GMZrdmafEeUmclt1HOZ8Sp9kzV2ejAD7c3XGeF+ZpYplc3W9KpClAMEXKGAUTdupqltXtT3LAz3oSons7pNbsXF+3wuV2Q0S4bYXzT1/58ccfCGlmWWaW02ylKn1Y/bmHl6JWq9x7W3UA89iP9shoEncEhU4hFnZfrnugPUDW4ad2GGlQXv/G67cZXDEAkN22646PD6ehv07ZF3kfm44aHb4Yyct90QI7+g/DERzIzfGrv9av4zD/uoTk8Hj3v3j3sh0l0vEBsFXg3d3TciJo80DoRCgVDWHvT+WBZYrWYHGZF5ZlGbU3TZXQKqE1IsISEk0Cdx8/sDw8kJaF04cPhmqFRJBgCOK6WTHiZgdeKHIYNx//1lyOuQ6kzLi1e+h4HJaheC19qnQ88vvx2hGFPut9PvmVed3PL99IR0GAw98c37djdd/Mzv/0Jd/8sCOTMgQsDPlUrIi0Wu8oPUrvdtqCG+y2S7H3DFZfq238ew8PD3YZ8cNyX9fi1GdDsnoA2YNPnwdl9G97p9bYjdHBSg/Jccbt7Xdjwx74FEPLuBca7/v1vc8mw+Ec+4zu1MhAXqPTH4KPnykJ+nlerZ5L2Mc9pcg0WUPweY5oCR502Dg19WxSNIikf7eZMoDnmFzrNns3STqkpL/9QvWwrvoz6TDPASWoZc6WKRFSYDpNTLkyT5HjpRjQX/xZa3HZ8eIJAPU6O2XUjPXfo/27DFR/zBPuGNlwUKuprOVsBd62n/0mMRgbtCuoYZmb5lywGCJNG9c8E1DeUuZtEhqFx5aJ3VERE1eIRHdAnUYqYn2dQoASqBoIDbaaESqlViasB9U52rzN0QKk3k8oBGFuduCnaFL4QUxaPQaYK8zJmrsWte94Xd0kCskck5xt322lccu2D9eiNv5YEq8ovKxWa/V0qXx9K9w25eXWuGVlVSFrQIkYpcqpU+9UqWQEw0OQSbpoi/icCUa1kS44xzyZQt+WN4IU5jgxyeRr1pwbCVZBHERJwdQjVRtrhaYLRTanUk2s0ddQiJQYTUwjBQYnWPfPa9nX4AJJzVV1e9c9HfY0dpaHN9cF7JzwGhCt1SXWjTZYSzFFQA/ShtPYMx1BCGr0u67s1em7vxCwOKD8HdwkyBC26QIaghBDwiTTo9PjlITtp4A6A3q3S33fH+1s3+HBbVMvHYjBswv9gHIq8jGTNRgX/d17z0BMpr5WY71YBscCkxAjaZo4nU+c786kKZkPodYcu9Mxe7P1oyJaCHHcfzjyuwN18Ht+5ZwNMj7/8Rx+d3L2LEbzKpVWqCV7w1+jJ1r7FAPXcq3kUky84nrj7Xrjetu4rhtbbaMW6durnyVddKIpQ1DFzFzzvdXFoWxfl1q53QqXy8b1urGuFoDX4hnu4VR2v8FHpT/mgRmmsj/vL67h4+xnZWdD2B7w7J2PNb7PxxCyr7Hx7oe50r4vpftlWM+ufn6P1xurofuuVvJlrK7RIuYguJWi0QRTiiO47hmr8eUtADro2oVRkF4y0ofPn6+HLH1bHuauZOuJeb2uKMEA+jWD9LYq8RDS9FNU2FtAyPA3VQ9z0rcT3wrQ/cpcHSfssJaHXdFONPzWf//r128yuBI6HSiYIVbnPHoqfqjBHK6epj8KW+SSaRpIGFpjE9pGdN0LKqOrl6RkSjsh9FT+4bt5eu+mpi9w6agBh9QwDCO2LDMPDw/c3d8xTbMtGiKoqf7tZ5c7va5vqkR0Xuz9zvfI4wcU4S1Enqv1d6lxMkM+n63HwDSxhuRdQGeIge/u7vjd+Y44zcwPHwhpMhR1WUACGiOKULZMzZXr5crzlyfYVpo2tmyNNnuvjLKZsbxdV66XG9taWLdtp3QEsTn4ZiHv43M0DsegibEZB3Vbe5pZhmjFyGAFz0p6MMPh3+xv93HtlNB+HcqzxtffunF2QeF9vXaRgWUKTHOytLs0ogJ1o5VKCEqcHNUcVLHDbf1wqLWQsxmqtEUvdO4HbvMGzfouaMTRlqbay/mMrhWEeZpJMaHZ8muiQpBIdAGG4oFyCmbw20GhT+VgcMTZ+IcDpRv27skbBcBPoFHo68RDBW17XRhutDqgEX2/dGezHwIqgVSFqQlUmKo1bqQJRQXJ0G7mcLZbpU0NKcKSErIoHz/es8yR7Vq4vVnjzfVW7ACWgBCJSThLpKmQSyXn5nNhkUdgVxgaWIwfdq02Sjb6Juqd4gNQvc6zC9m3QKgBycL2Uii3Cu2VcqukKXK6twzadsnvF5zCus68vd75YeJ2YwRz7858+4zBEmYAQYOfydUoezSaFybUllBN1Fy5vV6tqfP1K7I+cdLCh+lGEOV0F5nmyCUHni6J2gK5LhQ1AYnqdZNJfiAgfFovXNsbp5R5LYXzpDzMkYc5ckrC9x8C98VoaOtFyARedabVXiwdqOlMkw8IyhsmMR+18eLZj5SrK1/5ad2pBKKIFoRCoJEkIzSm0KyhboBlsszCOUarPQrCaTKhFGVD1eo81s0oorctkItQWiBXo4++bYXc4LIqb7dIUbjWaBU1ktDY6/tc7ERN/Gd3Ejg4ZwKSUK28XZQtF6fPmY14uwkpKI8FshfkL/eRcxCSKEk2tAnzbGsjzZU4FeaoSGjs6mNCbvC6WkB7K4kUJ1cMU3QqxO8T9x9uFJTXz39ED6trnmYe7x9ZYqCWjLbuINchJNLR+qpKzoXrbaXWSs4rpWaz0VEoIUKp3KbZAQIDNKRY02MJgWmxGrrwcHL7bjaitcaW7RzC6361NvtM1cRu5nmmNKVFRVKy5sZqWc95SsTYkNNi1HhvVttUWbW4KJDXDjvIg7iEt3uKWhtNKpoqVFO/lGBI+7Exfe9HFabFBKOmEymZuIcEXyME67WogEa0iTVlvWy8XiyLc9sq0/nMD48f+OHH3/HdD99x93BPFGW7vZG3ldvlBW2NSXA6dbN+ewgpWfYihEZrGbRS8w1tBaGSvAQgefYjelPkEALRW9TsFEkZvku3jTrUOZUt32itsK43brcLe/bc+q7lLNy2zB8/feFyu/GHnz7zh0+fWXPm6W0zARmFRsSG5V2U72eIqZZ6zEkJVoelNGK1oCM3RTdl3So//fTC5brx85dnPv38xO2W+fq0sq6VbbNGwa3toHW/XfB5p0/PiPZ6MPSXHPZvz2c/DdvOJDClWAcQe51/DwzegWHvbrkHsWr72LKqerhPD9ycEoqrFoqJ+Vhbjg74NVIQVwZMnJaZFE1YYvZ6q2mK3qfT1oIKtKBMKfDDDx+RGPnHP33m09MrqryrAU7eU68DfK01Nm+XVLHis8utsuYrKs+E9EeW08KPP/7A/f2dCeCk9C7QFYlOrVZ6zx/DLgxMiM5uMoGuDmhyAG9x4KH7Ju7THcRJdhxafD/8zxEDf5PBVUfIxAdGMepSl67uC6y7fWbrPKhyZF+EobAW0j4kPSOgDvEa0h1d/aZH5zICqo4u7B4V+82xX6seN1EPKvqGse7np9OJZVksre6H7uhF0A6AlW8K7UY5WUd5lhNyvoNcuEngrfohHVz9LC3EaYIY7dCKiXB3RpaZh9//no9/93cspzPf/fh3pHnxfhWWmt+818fl9cJ6vRFT4nq5jP5XpTiK7YFpqcXrrDautyt5q1b87cIgXWziaA/HtAnDyB6jk46WjQDJx7Mdejd0NK3Pz7GWbq+/2v92BHcyhvUX6+boMP/tV0cyHDsRrw8KJmAxT4EpWq2QYCmEVhokC8J7pvrbeK7z1E2dzOoqLGB1VI1AqyY0oKp7IXV/BhwxdGnvUpWAsMSJOAfrV1yx4MorCkCdFrgHsgdi4GH83mdXB7rWDdNw9Htw1YOvfnURmR5ktfFeBqYchWLs73b0d89GqTaSiEvXi9F2Cuhq1Im2KZoNcU4xgEbu709MKXCVG3XLiMAqhUYFzECLRJNyJ5iakpjQQ+3rta/Zb4ywHbbNEXY3w1GhCeJUwehOizRD36lYYLWZzapbYZqTURxVKGv5xWrLOXG9zp5pSu/Wq/7KT8OUIOC0Y+sWlr0Ga6PRaCXQaiTXyvWymmjA9krIz0yh8pg2pqCcToH5FEi3yO02kzWQmyPHqDXPlEgND0RZyHnmNQtLuFHzxDlW/v77iQ/LzJTgIVjD4KcqLAW0BrQkqiZinCzLExOaJnwXuY03qpxoI9QVcZlva3qrFFdc0ybmHKsSmymzRikkKSObFQROMTE7cnueXVo/FiRYRj67w3VZhVyELQvrZr9bc6V6RrE0MTAszgzesulLj/qqEVy97/VxAGusPuR6y6xbezeXkyt8tQjTyXqo3T8GTrMgFaQUA8rcssRJCXM1Oqx0NN9BtAbXZqqh1xqdtQDLBBIa4SGxSGZ6+vkXhnGKifNy5pQCrSSTsa7Wb8/o9kbhKk5fvurKW77Y+ZA3Wt0O9lhormInISLJAilpjeBBkKREiMJ0WobEOMHbIFxvlg3LlZYrVYtn9ps7WNFo9q1ZP0mxdiVBughDQKbJxyYNhWKpkaoNDY0WdlsmnrUzzx7Llkvda8f8396xZWxBQQjEOBOmmZhmE55wQYAOKEqv+WmBrkd0Wwu3rbBuhbVUHu5nzo+PPH585P7xjvPdmVpWyraS1xvr7QLaiPPk7Th0AH8x9MyaYo2KiwfI2Si0sWfcOgMjvstYHM9lX7oWZMlBMAJnXJSVXDZyXtm2G+b8ioN3tmfWbeXL0zPPb1f+/PMTf/r0RGmWDVbw8Qk7Je6dUTRBoaYyRHmaCzUhgapW+12rkqtyvWb+/OmFl5cbP39+5tPnJ3KuXK9G9zURC/H1w1DqO/ocfls7Rw8f6ReiL3I4N309HE4LZxfYb5qv1RBMXKj//O0lvL8n/fON97WbvcuymAdtGeye4R/z619uf3rz4ClZIiIl64OWXJY9JWumHqOBoM3RxZiEx8c7VCI/fX1hc7rv7IJYvbRGGgZEoIcsIw7WCutq0tLKGxJMLyBNJ5SJNMGypAMQbu+ZsOSLEYNNuMvsrc1T8PnSxg6+I0NsZndk9Dis7ofa797xDL512P6J6zcaXKnTfXqdyU61Gf6Ne+rDx9M+WYeBakrzYvMjXQfYnfWeAelf7qx/G1CZ49t/9t/sEdFfvWJMLMsymh7K4b17+dVx+7VayDdDkZ9+/onLyzNPnz7xh//yn7m9vvHHTz/z8vJKqI2YGylEWliZaiPIbGpkKfHdD79jebjjw48/8vi735GS8bybmlStqh2Kq3Oh315fuV6uvL288vLyynq7sa4refSk6IbThBZMbreNw8wQ+7Yvwq5Sc5zXY1AFYw4AU+7rB1MYA88IxHxjcQx+ezZrBF+/EigdNsUxoDp+rkP498tLDi979ze+WV1wIQRDg3Y6Tu9mbopvURhf0l1GDzjADyftdVX2zFas22jVFAPVHRhDoiF6CrwfmmFkWawOLaZAnBNpjsbRdg66tL74lJGckuM46JivpnsfDIcNbAxH9tdeKdppGYfV3CNqoHPz+3yh3Vdyetp4pQetdGGOw2HgTqZivPKOItdidVA1F8+sWt+nEGFagq/7RC6JkqESiRlHPhV1BS9QH1NBW6BEtx1dPko7VXWXrO+OSD9ETRyjoi2Pwt9mcB6hBEyO39ZuXZWNQsvNauEa5PXbzJVJW+ey+uI98sT7SLsz/m2jPxWCRj9wCyoFpUJYESpSI6FFYtmY9IlIZlreiEvhFBvfzUavOz0I81mIb3AtlTVDbga00AKtuj2j0UIhCDSZKCi38oC2mS+vidgiGpQcqjn320SugaqCiDVcVy22jkRNGMSMhO/1vX9bCIK0as7zENvxvkV1Q+sCWpE6e4+hgmqhiVK84F2B3CA2WD17YwFso7VAacEDKaFUKEXI1RuGqgv9IK4sGfbASuy72SUProZM9UFdy6W3raeRC5Rg3sHYJwItBMs0VeXppkylUaMwTw1KREpENIIu5lBNkTglc5zUan3/9BT58hrIzGw0FJPP1xAgNbJGB+rOSJhpuhyMn5vC4NLbsW/CRiOgWsxpR1yNtDm9z6ivaECaaeXtvl/v2eZZkGK6XL3/UQjWr01VkFwIrQ1zWV2wQpsORd8YIvO8QDNQKYpQFFJthBSZk4k+9S+zPTZnDTVHncAsTnmV5gDM7lcEdxqD78suqKP9swWjSLbmoJeKCVSFSEgTIc0EP4dx+fh3Y9zXVGvcto3Xy4XrbTVnMQZO5xMfPjxwOs+0msnblfX6Rt5u1j9qW+3dUkCiWP1V2egoVqjJlmkQ759V0GqBefC9dQS6jr7KOCOOEsDu0DegaTX14ta8nGAjlzyyVj1Ium6Fy1Z4u9z48vzK89uVl+vKLVstbdF+Ttt5dpQk302irTFrJOwCM9ECFLB9qhGjAN42bjer3coVmljLmdAEJL8/7fz5RA4mtJvVEVT5uSn9XJN3fs4QlKDbxKFf9+41fQnhYxOGO6nvXn04QsfvjxmYXg4WPHgOPZB2cDKOOeXdl52vOt6jB11RjMhvFRaH9eC00H4oa4hIEubzHSdNhGm2s0+t1UtwCXjRvcyhNWW4HoAewxeFVhvrbUWb8vL8Cgrnu3sDJjpTCTFbIhHcPzFBLwVpSMDPE6y2LexUSBFX/e7rywMuG9QOohwG39eBsDd3/luv32RwZQCl1VD0CelB1giu+lO7s2OqJO+f3DIvEFMYWZVBBwRHlU1O1VSELHtlA99zEzuSPrqw9/vo7uiMRe9/476jRfHzzOPjI/f396TJUu10NGM4teIOAOR15fXLV66XC//P//Xv+eM//iOff/qJ//af/xPb7cbl6Ym8riwhcg4TKQTuSjWFQO5Z5omP88Lv/uEf+O73P/L48TsevvtIKY3r65VaKuu6sm1G9btdb5RS+PLzZ95eXnl9eeHTn/9M3jZeX19Y15urZdnXukjHFqoAACAASURBVG2UnNk2q8uq3vckJYFWDRkP2MHT62P0QJk8BEEj64SMzOFu1BnqSyOXIp6t6vQ/y/UORZhBsxO8aSXvdssvQ6h3EfMvr+NO6+89Aqvu8AtTckMWlEAlCZySBVdTUP8SpmhGLHIsivE17MGT7WTLKKU6oxLIW2Nb62Htg5Q6bF1KFqROh0Lj5TQTp8hynphOs9ECo0CDuAFVR6C1+34eUGGOarMJ9DENTo9xB2lkrJpREcf+wvdrPQyf00oksu8WPZzTu8MyGm2K0Z9Qaybb5WtjtAMwNXPatCnlutFKYLuspBRoodD7mZznCYikRQlTppRIPKs3jqxcr9kyHc2M/ZwiQvKsrdMXqnb2wUBEktcoeo7dAqtSLTuhDW3ZEEm1fjuNadCMo/UUYMsFvWyIwGW6Umrj+nr7ZoUqW7lxWV/GeNvvq9uixmgX27ozY+BJQJhaJKgQabbupEK8glSiF61JyZzbK0jl40Pk8S5ynuD7M0xJmB+E6RT4/AwtFi63xpatqW2tCepsNTRztmdPIPEOdOF5m4lauVyUn1QJqRHPGYnw0k7cWqJKIISGkNGSrT6ByWOUaEp73qMohGiiqtUDeg5j4o6YHurF2uapplqhmqDRrXgAVzZG52ld6ZxyW95tSDLXFhwpD7YndJzFHSFwO3RQ25EuimRKbm2sMQbyK5oRXUE3aNXXfdwz8tGCqiozTSI5K89PioTK9HohhAI5QokEEincE4hILIRg6nJrrlSFdQ3kHBCZibESZCOlQIiVOEXqaSZEIS73SAqUeo/qN/YvJNJ0srMyeD2eFEQirSkiTh0vBWolqnJKRu2qYTIxFocCFKuzU42UBrk2p6FnaqvEqEbdCzKUGovuwNMAa1SIEpEpcUoLgrBMM3OaqKpsrph3Ot2RvF4suQx6iAnRTul3MRAsc9Vqo8Xq/kgdqLaZSoHqgVSpZm+iswOcEmg2LxGDi1fMZ9J8RqaZMJ1AxOuJOjPBzoHe9Pfl7Y1Pn7+w5c2AtGniw3eP/PN//nvSPFHKG6W88fT5M5eXF2IUFs826CRIglZW1tsFRQnF7E+M1sdItKF5BS0QrAVM8CDVnGlbx3ZGe42wtHG2GpikoBXr57mZr1CLMVoG68KD5mJMmM/Pr/z09ZmXy8p//sMnXt5WXq6Zl2sZoBMiBG1IaN5j7P0B3Rk1W4lYY95AkImcPHD0djpfnzd+/vzGlhuvl8pWhIbNRWND5WaBodiZp51ajLEf+l17k+jjdQyuhq0ezIb9d+8DK2EP1THgHxBXORQR9KD8+r5WHAOW2QMk2EsSQth/nrwGtdP/gkASeQcARzFKoL3GGh6nYOI+9t1eG0MXDDLBjBaEFhOkmRDg7rsZOVfS6U+s1dWOmwGyCQvUWlNqscxyFRfjOIDoouZ3l63y+vJGinYGPj+/8MMPPzIv96RpIrlAjrZA1eRns/gas3NPZCSE6W0QjEHmZ2+o1tBZ+nj1rOqYxV98V2DNPev4t12/yeAK8CBqd9Q6/1QP6HF/3bfXLlDR0YFD5qq/JrhT5BzugdDYG4y37gBGT8P+whnXXotx+Jtv9lJwg2ZUhP0+Oj6j3aUX7263G68vL1xeX3n+8sTT56+8PD1zeb2Q15Vtsw7iIQrJ1fdjsQNUS0Fz4VQquRo1TMUUlkKo43PaYq+UXKzvRMmmCujNjnPOo8DY6JhtH8cDCjF4wdJpfTKyEr2uqqNCvFu8cgiydm7wOzpmH8D3k3tAdOUdgtOLa9+l5Q/z0OfxLwZSf+k6fm7df3kE9czYdXogv0SJhIES9XBdxsHqIbzu9ziu2UHHLN4bzbM8VltiSI00C060WbNRfDxCsKA1JheDcMqJtOqBje5LEBy52+fIAIJvBmzMz06t7TVa+2wc9tphXt5nqPYM2LgGcOFjRJ/b9wF5EB3PDY6UV3OCWqtebO/3jrbPpxqZSyJkYcsRlUZqylSjCUC4UMS4p7oDqBa4anNZhrY7WGE4eH1O3Pk4zl0zbnfvkSPs82VEGnNcVE0NUet7C273yiRuXgNnzobSG0s3ZPwuY31ymgdXMIVI/EVwZT2VxD9BC4W5WmB0nmFOdkCnFIbK1N5Ys5MrxiyOgJOmqBjP2ZxWqDqhGkxMoUGgMRXrC5SZaNbqGznYhb7upLnofmcd+JyKIS9jz3QHmbFqPdPaGqHhNFSrx8CVIzvboTkDofm4iUdAPbjCX9O01xzuaKuAOTwD0U0jsKKvd6+5Mtpu/7u2nyva7+k30zjGU3qQFiJBolOq/HllRsSEWiiRIInUJoJEpJmDX5taRqAppQRqNefZjiylBW8loNGyRxoAu1cXjD7ufvEA0kADx+TdgRGaAzW7O9njzr55xWm+FhQHmljVh2gfiy7wcTj/m3rTsi5g4JmB2O2vZ6Ho9SW9sbDVb0a1wrVRanCwUqE7tBiwgihBrRbTouDOtrD1tR8tMj4zB1ut2jP4O22r99Xrgia9x54bum/MnwVXuWRyKWzFav8kBCKY4IDXBuZtRbWxrTe29cY0Rea4MLhQvrZaK27DnBAlWIN0beD9FnFq+D6ee+AwRCuOhtE/O3QRA2uCXGr2s6pYgM1uC7dmQOx127i4gvFtM4n57DVWfU+NEORwLL6/OpBnAGDPcLWON6nZ1G1rbJs1gK8ufoGYoEmIEYmmICvGl7f7O5+s25lvj6hvr6PwwV9+kf+fR+jyzet74H7UE+gZMfu9DF/jW5ZO6KZH9gxT76HXA6yexRr0wMNXL2sY5Q3S98U+/4Mx1MUsgqOdMJwca0a9JzAMhzysm76G+rMfHOVxmqiitVJR8rYhIqyb+aNma0zl0rKCtvd6tky1V3fv79e3WojdXwANFsAGN25ix9YY777Y+sfr66/W/znX8TcdXOGGtZ873ZnXbz139oc+clZ775OmVrvSedixN8WVMAKfI5/4mMLWZgvQlsqRBz+2vztkB8vAvii7Gtk0TaQYx4xZn5yuimSG7vXpK9fXN/78P/7Av/8//k9eX575+X/8idevT5ScmQskJiQuFAyNrs3OneKp/7AV4uuFLy9v1Gnh8bsP/Nt/9+/4t/+bHba2aRKURrltrLcbz1+/sq0rXz79zMvzM+tt5Xa7OdKwI8Ktp+F7huIwXZbS7hs2GIrQbAO8y1qNebKxkhCIUxcUMcS2O++dIjLq495FMsN/GQhIH+9vYuTDXfvnOBjL/kF2C/ArC3F3MTqXF7zGqvOQnf63zJHTEr1otFnmIIg5qkEIhk+5M2WF2ZXy7s49GK3NKJshVNZb4XatiARSmgki1JZpzaSa0+S8YiYgESYZczQtE+eHE0EjUWdoSn66UW8FyQVWsxrq+q0qOnq+NOdDNHcarO7AjGnAKVrNGlH2QvZWzemiM4d60bYEgpjJ2c9nHZPRD9M9+FT65hes83tUe9bWzHGSplSt5Fqw2qSNLUdihOlkvTbCJEhUlvvA4/czORfCT8r1KpxroBWjBl7eCrUoJZuKkYihdyKBGCd31kzFSxtsa6VsJmMvmmwMJSCO3lnLbiitWoF8MApSCIFJHWEdVASz8N6e6J0VFxq/mz/zr+/+K4FG8DqQGHvmVC1zSZf4VUcxPfsnTpF02l0P8O31tnZNTeueWuHz5xtPTzdKizwxgwTefg6seeKyJb5cZnINrMXTsDoR1Bo/qg9OIBKxOR/1WHFhZXYk0ehWlTuUM0au89YYYrWjCqYmRSOpEGKz30cblaLewuKwT0X8PRLWIFiDvV4b0hJdo1678EJdqK0YYDSabmdb063SykYPVDs62lxmups0SRNxsnEiLaiYGFHDRJlCtFo5aSbvrZqhXkAFzQ3KhrYN6uqBHNAaUV3VTiDNgRAnqgZytXNE43dmv6KgS3BfwyiWuHpmP5uigIRKTG04ZSqKJmgJQrIecTEG7peZeYqsU3pnEgWQOBGXs9U/lWzjFjJBbMyCKkgdFKUohoI3B5OaK5aqGPGoyYLKBMUahdOaSeJLBQq1ZqBRsrVaCMmzLsGFYroqYQ+Y1H6qpaLF1OG21ei552lmnhdSw7IiiiHhfr43z1xVhz2CBFr0s+/g6AqMWleBsXZEo6ld0vVRDdSM02w0tDQjcUaCNeS1YLE4pVDRIOTS+PnpC5frlS8vT1zWKyJwunMZ9SmgNXO73Xh++UopmbJu1K1wd3cmnRenYVa0Zsq2cru+ISLczx+YJqNSaStoK7S8Qi206JKReNCKOAXUnOkRDw7wrcujN3K+UWpm21YulzenBWZqaS6JXymt8nR5YysbPz+/8eevL9y2yutt41qs0W6TOMZ0nA3s58PxMhZSobZIrRYub6v1pgPrl9YavF033q4GMhevD41T4BwW4iRs9UzKidv1Rl1Xd8xtDlsLDig5M+qbz/BOrMLn+xAv/NWrB7Aafsm4aq4Z0NpOPQwekEWJI0CK0YKh/t1svr3v5GUKKUT/ObC4hP55SSwuunVe9j5Xo74qRqbkfa5m63MlabJAdJ6QFAlpQec7KMqVN15K5VKsXo7WhjhKjJElWVa7AzK3Ug1EVMynAEQaqQM1Hs1eL6/cbhezfykxzQuPH75nWRZCnIlxtjOiWi3XXvO9YxcjuAomSLQHnHH4i4D7Ob1nn73H/9veu8XqtmT3Xb9RVXN+37fW3qfvadttO4nAEjIPNBFCjkAoBAFOXkykCDkPIUKWwoMjgcRL4AWQeIAHiIQEkUBYMQgwViAiQhEQBUs8kRuYOHZsp3GapLtPn8u+rbW+y5yzqgYPY9Scc62zT3e7fbr3PvvM/9E6a+3vWnNW1ahx/Y/YSoTcKLw9Cvl+OfS3xOtpXM2eKxYjS3WpnWKx+pe1vFjYa3IE3BtQSiGEQOo6wsp71AgsWj6Zupm6jlPNIeGV0n5PYddFBbfnZXm5YMpZWFI9mvLalGgT0IXL+cTdzXPef+eb/NZv/ga3z28Ybo7ky4XojYGVQAkdjbO3Mc+MxfsJTBN6PnMaJsLua1w9ueZTb32GH/yBL5FSZwtTgqVc5kIeRi7HE8MwcLo7cro7Mk0TeZosp13rfD3Wd2yJYN2LAolgxADN23rfXFiLpnluaAvfBUaKxOYNafdHLet99oWuvCn3bKIW8Zrve3v9fe/Q/T98gtcF5i/F+jqXa1h7f1otUCsKTWHJazb64mYT6qqRu/oBWxflQJY1hRuXpVRGbyRpazehEsjZPIVzDVKw5oAxGPGFZ9FaY91dIoWOPuyNsnw0AVdVqJOnpaxy6ed1qTr362he2TYHzVPWDttWb4WnwrVrmimAXdmWZXJn79NMitG8RvPkNA3W7l/1/GlEiWoP1lK97gH3mk5mSKZISBD3gZAgSCIGYRwn7s5HqhSEhGhHzhXlwjQWECNJaHVrIQQ6P2Ran6laQRnmfG/xVLHg3m+lQLb+ZS1ylUsl5uoCP8yOv7Z3wBzJD6n/gijX8cjnuidmSAUz/LpkrEgxCr031nVOG2K0VFURReKAhJZy5v3Yqs1H6gIpBZTEVHqmLJRh4OZppipcUIrCk+eB21NkLB2nfDAlX8XTgxJBu5X3vkLFoqRiFN/GmLaDcO171oygwA6R3g2ri5lKEkE6V1qt/kxD6ysEOPX3Yio2weA59LIu6rY0O1GZI7X39l9ObohYQ2BUoWSkWlqh6OCRwAnIVM1e38WcIhJTJPade3N3RinvVQsi9hiIU9mD1gEY7T5Nvla0gEcYFI8iBRA1Ypw+WtPPqSTQDmu6vEdDcieVK5yt31QrEdRFdoZg1O1KQck0Gnr1QlAjCQrsUmSXEl0I83sbJAQkWc8zW/p1rquQ4s+j9lli6Y+xHQeCR64sEqcSEEkoydOp65xlYRHCOjsyZsPXmU4bJXxYye5FKbda1VKtOfF0GUxulopR1phSF9RrS2SOdfqqkuX+E5azbuW4W/dwRM2ZEkRmGTj3sgxW7xliMnbAaLT8bW02p6WqQhCKVo7nE7d3dxwvZ8Y8EWPg0O/pu44YBTQzjRdePHti3n03KHddnGtnRNWoz8tEnkZa5NQcKZaybc6D7L3W5pDPPcewPPjxC/YfTwcsE9M0zOQVtda5ncE0GfX5lDMvbu84jwPPbk88vz0yTBZVnYrVyCCtVEKXc3vlfFtD3fFXtVA1UmpweWF783wxxtdhMsbPqsZeWUWt7UUKEJR+1yEBpjwi07IK5vUuQi3Gs3rfOby8Rlvtsit8iw55b8DLe+0DmMm/1i9rjkb/jJYF1JRJi0AFJ6BwQyq1SNWSKZOi7ZEuBDqnU+/7RAzWg7MZV12KpGRGmJ3nwSNbSzuTOcLnRGmkhHQ76PcohUnPDBXG2hwkTX9pnxMJwRNvVQnO8Dlfr+ttrS1HuwHTYH3nUtexu3nBbren63Z2fiVFO1svpse4Nq1+551BstXkh2COJ/NFBXJb0z7XpS49c4uHUFOCEJf5uQzyhqQFel51I7awVPiXbzRYbmIjaVor3uaFNxgLn21kCeLML9XO+geFmgAEi/YgrLecGVhN53ZLe21g2eHtrFWec2xhyzorrIjVaEynC9M08u43vsl733ibd77+NufbO8bzmVJaDQW0MseAHRKtDq2asxBxAZJRar3w9N0n3L6446uP/x4xJK4fP+KHvvQldjtrZLk77KlaOVxfEVLkcDwwjqM3CTQFWfOO1jhxHEdqKez7HXnK3N0eKWOlUMiU+aBpaUuzcRnEikdhFpotdN28YyGIb+BwX7DOgty9nyxsgU3YN2O7KCAy5yKb90LuKe32RNtSjQFvdVC+DHPdFwv5QzMcxLxIXYykKFh7GPViUBajStoykfm3FT4vBtW9psu1CXAzLasWEFPWq5qnZsrWxNkiGBFiayxbyBmGAVQSpY4Q9sQ+sd9Hm56xIweYAozTZOFyaf2/jBTDY1ZmAGpw1cOaTJqyEefDYV2a4av93uHSUmpaM0ZpG8c9RcKytbWxv6G+9heSBrvn7h0Wi76oBDqNts9LZRwmwg5UrdmoB4wWr1VSdnunEJ8qeZoQUXb7QNdZfVeXxNnPipMNWLpUjIG+39l+dEbAPFYup8lePyo1274sxQSEtENDJk9RCEgp1DY2v/iS69wY+CH23cRbh4sdnC7rWh68pbKZbMxDZcKMjMEPBglNq3fHVMUjN9UbrHsNXTSa5OfHyN2UyJq41EjRyN2l5zztKNqRtfc0uTZnbkgEvHGyNVadazI8tUprhnABCXPT77VbQ2uzNj3VkqVHkvEjWFqjxCYPlp42LaWuikU6ZtoCLUi9QzRba4SWONKaLlcvuEbdwKsEmZBQ3OjxiEmwflsSCiLZx2TfX8JElRGVHg0WuSpqBqsd4IUlGi++uSvSImAFT6frfK9EigaogSnb3RW1GokqhRSESmEaixVuuxwFjDELI2OxHlsmtMRTiM1ZZjtJgrhyFTnsOj711p5dl/jCZx9xfegZn+35+0sGpK+l4IZCREpLz1kO3OYwpO1WEaoEy9SI1mORFT199B5gVYRehFwL48UivSLJlChPXdNiLKmtn6JqM+bm0S0ktcawQBDh6mpPjJE+Wc+c6OcI4saln61N0TOiA88qaAX/YRW5kuYR11l2I2pOU79+K8f2aH2LAK2Mkzla5YZVrpWpFs7TyLPbG168eMHpfHLDXozVrVZOd3fUaWQYzoxno7jvu86Y3TzS0KVIrXY25HGketNjUbWIWi2UyQyvaThT80juO0rZIySXtz7WlaPUHNy+fao5sVSLk15dGKeRqUyUUjmPmSlXTqeRm9szYy48vTtzGSfuLtkIcZo9xyojYqVn6YOfNSyDwOofpyIzkUVzfDSDrbYUF7Co6mp1Rons+j0xJMZhYggWOfZCuNlx2KRRa3/RRqOuC5guuDSVlvkj7mmEDzaSn+9uYLWX23nqRp6Xq5jz1h0KztqXUqBP3ji9C7Nx1Zgek6cFdjHSRzu3dn1HDIH9rmO/60gxsNs7xfphR7fr6fpE3Nt+kf6Adjs0JnLauW7WY6ymVvc0VbU9HZbebe36AFrjaW16aq3EUInScsHcwTDrHo2Z0XQQtBI0Qx4oogx3L9DhQur39Lsr+97OyC6qLYB5rVYF2/HBda2W3kgrq6O1T2n0+3bOuGxw9tVlPa7rxb89Xk/jSrE0YLWDuRlWrRbBcqD9tdKMKvVDBm/wYhpt25TVN1XyFagzqYTleJqnvnluFs+Eqne9FpnDhEtNT0tR9EG3X81zUb0oshlXWOSnzJmhQp4mbp4/43w88dXf/Apf/c2/y+2z59w8eco0jO6bVfB+ACgkrUT1XiJuVNViZ3bJRq1eGXj+7BYVON6e+PrXv8Hv+oEvEn5/5NOf+TT7w55Hjx+RUmQqmXHwVECnlc7jaBvfvz97fVYt1t+qTJl3w/ucjxfMo+LNK1nqPxodVxDPD/GNZA49N6pi9N5igZCSdyy3TWX55yvlzOeyvXd5VChNM2+Kg7Rcfz8862IAuFk0//UtROD8nLYPB5bcZPcghcCuj3QxGGEF1YtCG/3prOOYF1bEhbHM0SUBNC6pLW1Ll2B1NbUWNNg6zTUjBIZxYjiPpGTfoTFQOjOsGDPH08BUE7k+hrin23c8/kxCVEi6Z9onTgGmy2D1/Ood6rWl8TTCAB+TQvBxz+k4fhiou6arLFtgOcaaoe2KPIK0yfAcOJujxZNba3HB21Kw6nyQRWkeWrXc6QJF6lzkPJ0KoRe07kGjNZXtmgdLUIGr6wMpRY7HE+N0hBC4ftQjBKZ9YBoK45i5eXGxFIYaQU2JuX50bYdG7Ol3E3e3Z168OJKnwniu5EkRV+MEwJs4FipFJmIRkESs3ugYYyvTUpiyXfsaIsqj/cDnH98RiKTQmeHgzaGnXBhGa6dwGUZyNgljXraAivnrS7G0BiM5MLIDrzIipEp/dYWK8O6LyNNhx3mMPDt25BqpugeuUelQsbqO4h5DqyWx6PNu1xsFdp2oZTKDrgWEGKmaraA+XHkEwg5RVSFXS61kLWdDZ2u+GLV30ujGYnAng9NgNwp2vZhRVCNoRBjo6jsEBlKYSCHb3nfD2xR88XSwDFKJcSSQjYXQ69m6NBFDoetg15kMK07/fhwDd2NA5ZoaP2UENNpRa4dIhZBtRwRn9EMRceOtKEwgRKJ483dPKawF8gBdAR6ZUUAoiBRyUcplYpyqe7ItVTCEDhBU9jOhjwRLgSMUAo2QwBT/vSvkn3604wc/94irQ8+P/shn+NRbe07vP+JXQmCdCSMhErueGAO12L2RkE3xqotm3ByYNQRqaL2/AjWqnwdmXAXxGrEuIbVjyoW7YWKshT51pC6ZMlA9dlArY7ZajJjLrKCqK6bR5VCTJVf7PZ/+1Fuk1LHvO7r55PVaFml1pcwHRCBY2rbI3CIleARhjsD5GWDOXBeaqxNpTmVoZ1y0eqv5+2rrB2b1y2MpnMvE7eXM2++/y5MnT9BxNONKxdZiKdw8ecYTf7zWjAjsuo6+79jtevaHHSkGLsc78jgwXizdjRgJpZI8uqnjQJ1Ge910YdcnyvXBz96OOfm93U8/p5ozN+di5BU1M4xHcj6TS2bIA7kUbs4jlzHz9PmJd967YZgKL062XosuzYGrkzrF2fHmZ4d6v0WYa7EensvWc84YPaWNsVqKe/VzqmgASe6UU1dJLAVUYuBq7z3TLiOXeEFLJWsGVVK0SI8G9V5bq4gwzFGmoktUvRZfRqXVwN7XLuZzsG2VsDzXoj1NvWx1g0HCnN3TpaXf1H5nmRjWs83KEpL7U1Kwuqk+GUFTDNEIrkJkv+/N0EpmaMUYOVzt6Xe2jrqrg6Xe7veQekqMlNj7fu7N7NEeLZGxQg3RolmxlXW061FCtGyxRr1epVqD9+KRxOrZHa4zRlkaEgeqORV0og4nynThOFy4hEi3v2Z3eETqevaf/gyht4iWuk5fZrXcUgCNsj/OQZHSdAmTxuTKTF5UnVwjYv1olxl8E4wrmDU0c8jez0tdp4TN3oVWh9O8LfZCV4zNU9VYaGZPjGvNK3+TvV7nt/82Brv+Z1NIfez3/vNN6Rup5MzldOZ8PHE+HjndnRidilKaMaIuDlrEZXEZz1+vVS3VrxRj9qMy1YwKnM8n7m7uuLq+5nh3R+89MPreNkyrQzMBvaPkPDO3BU+1KaVSukzJlss/EUgxrZ1xq/vwYK7WAkaWx+8TVyyOsgcWzWykLS9i9r6ubjngBavu6VtPoLbPuDenfmDeG8EHoQ+en+Ne8yG7pFDMoe221D7kU80LaIIgtO/QxU8ymyV19u/QNkXVVtzdiEUWr5mlSsisLCjVGmQWo84vmq3XUoCFcTEsSrC9bYki0VKsWhRJ5u/S1UjvTc6HXe/aRG3/a1awG7+1sRXqUgNxLwrmBxN6XwY0r2ejMVZ3K5rnzwysNtlW55dIWkljcgWOudA9xEBMSvQmwFJkZkALMXmKsY+qWc3t8PX7NI+zXf/aq43Ny6JEuIJIU9I+iFzgMnpaCOLXYb/zJFxGodTAeQjkbCLCfFGCemQpFyjeAHeYcOPK4jUhRXpX/k5TZMj2M+ZArgsD3np2Z0+tRxBXqlET3Mtamb0bZkhpLXYfgvUTWiu3TXgqLHPdBIL6npBlfzdniYinFy2nO0IlSCYykmQgymiGKV07FWa2MBEr7O9CJoo3mS7F76BHvlS9N0xjrTRjKGPK4EiLgq2cTO6gmuVVKyJunnQ3DIxQAdQJPpoSrxKdpbClTdm9aF7tdYpQCPZ8FebzImprbOuOLvNQEIJwdejZdT2PrnoeX/ccDh2HnbB3Cv6XQmReD7YU78v2+R/3BKGYEY7OXm6RpRdO0ECUOGcfqO/dGI1hMbjxVmBmVK3U+bxQtSiVhrhyrAU/2yw61xjBHkqphzJvrQC361uLnPXea6+X1YeuZdWib8jqS3Wl15hMyKUwjgPDMDIOI3EEJwAAIABJREFUI9MwQilI1bmmK1dlGo14ylIvFYmeyuV9ABuRgWWbTE5mUYElwt1qWVuGQC3+084TXSjQwyzrbfAtBWvK2Vkd7XfO2YyrKZNL5TJOnIfMeZg4DZkpF8bJmscizGUR7f61zIZ2QrT03ZdLw/mu2z6ZiWZ8bbS/m5xsJEpBZ8dhwO5/dJKxlBIpJgoFyfkDZ1twfcMine6Ub2dkbbu8bc1GQrFeYQ/H/mARtvey6EZzeyBfxyLihrrrbDE6YZU/Frx5rrSMGY90uUEWu87WSJcIXWfszJ0xSBIThISGZPJGjP6oWLTC93ugSouIByxzRe08Dcte07zoRotueP8xEbF12O6PtsjvYo5aVKm5wT34UasZ5d43DyCPg70vRDQGWjbSSzGT4dl3Vx/Dck4t47RvXVTRD1+LL8draVzNiiWLwjgreYIvJvecu8BcwgPLGe0J+HP62Rx9WqU6qCyLun1583BDu8n+1Oru3nvPWpFqigTM9M6tDqSshJiYG47zzR1f+62vcvP8Oe987eu8eP896pjZhUBNHcNlIOdsDRCDFS3PWT7VldKqTJeRKWfO48RpHG2ze7OC4+0dBEsn+81f/3Xe+tRb/Ojv+d38wA/9ELVWCwXHwGc++xkOhwPTaHVYoOz75M1Y7fqnceK9d97ndDzxrDePRKvFqmtWQR4IC2RWQoGZTn3pK8ayH9qBuRK2SJvOdq9bVYV7KjwCYml21dMMkwvFbyGiV2N8KWYdrh3MzYiyru1dsnTAhfLUDKzG0CMuXRaBbBdXWn8wFoevhcdtLNGvy5M8V4p7oUwDWoUpjxbFqoFaAyVYWlmeArGPxLQjxsDpfEKe2+GNqFHuDh2BaCHyFFGq50r7vXLB1ubdcutdsfSoYdIIRNd9m9Cc7yzttDRdaGHRgsXRoV4wprUaU7YoI5VRs0Wi1CJYFYVgSph4Yo96U0KC0HfRiVaK1Ti12oyY2B327K6T1QbkEQlweHTFru7pdjv2VwdyLpxuL+SpEHeJkHqImf5sNViX88RwOZP6ntN5JMTGribkOpE6gGDpNrW40nt/KcXY6q187FIpWtBsB6k1agyzB7ehVOEfvLcn/tZj98Y2ZcKEf62RXHs3qK5XrHb+/DyHzF7X5tlrjG1IRG53KIHjMXC59OQSGEpiYcebrI2Aa91a7VoFa/gLQsmTpejUdhAqNWeX4QKYp3goFvFKXSUlsFQxiytYPzeLSogz21mhtn3v6DUkXb8nxWAeU4moVnLxFNpiVOApZN7qznThSK8v6PTWauhiQhDG0XvxiO9DgcMu0XWB4TxxdxpQVXoNxCowFsbTREqBtz53YLdPvBWumOKeYep459nAZRREe6gdiCJhMhlQgv3U0aJ6Nc9UzBUBSZaaG3ZUSaSUiH1PCMKgiTJ53UOIaFQO18peYd/BoVvSggTIJDKBGBL7uCdIZL+zBuchCf3OFLLrqwO7ruOtt/Z88QuP6RLs+oEUT3TxxJL7sQhMdaYKCWFu3GmScZWPP6cKRZfDzRCwnxSjv8O8w0F6guxhKtY8GnOA7K96tGSkDpQA9XKZadFnpc3/iCESd2awHQ4H+r5n1/fsdjtvuWL7axZqLPthdm6AEzKtLa31YbCIt8bS1gxF8WumsTuGZLWmc+6voTW7VdQJbYTj3R1vv/sONzcvuH32gtPtkQQkVRiEF6eBgBFXlWmi6xKH6z1JIvtdx9XVnv2+N7ppYJzOnI43RnSlFkEWnYARS3XNaLV6rHEYGIaBy/lM1xdSb9FiI3fx5txqe3mYsrMYjpzOJ2u0nU/kOjFOmfM4MObCe09PHM8jN3cDT54PHvEyuRSiNbkWtR5sjQC1zgqWraEQTG+ILYfr3kwEKh21Rdk8etS6m8wMtSGQOrv37bnm5Gq6WlUzWrUqwzBwmzNlZi6os55pOohHyWDWc1oD7VKtRMLWVJjPuyVFcLWOfO091DsaIZhIoE/dbESl1BlBhRtKqYv0OyOo6Hp/LDnduIinjgtdl+jcqOp60wdi3xF6W5vsEoRATgmN0epj1foRjiWSxDKLoiZEIiHsrG1R15P6HSEWrq9GggiPrg88fnRNmSZkarWp6qyR7exf7sM6EFLdaSbSHHZm8EYR+r7zFMhA69hYpwunPEII3F5ukBjZXV2zO1wTYrKWByESqpNhrZioa12c1XnWz8ywaimYstLdGvthqS9tZ/2heC2Nq5XbfBFyzYSEuUjOdIJVoaXMJpmbvs24aqxLq+jV/KHN2+APrdb6hyrc/nL9Fnd6YZPyBoO1Lh51n0hqZRpGbp4/5/nTZxxvbhlOZ6RaeDQEGNWIJ1SE6hSUCa9ZUfe1VyM+yFMmTxPTOPn9sMNuGkfOpxNdl3jy/vuM48BnP/fZmeqy5fbuDwdiiEypmzWx60NPlyKtGmgcR25f3DKNk9dDtOtZFmi7Q+I3d/FYyFwPJ7MQuX/PZzfB+reszrS1Et+Whk9GE87SvNqqc2pM++zFk3J/bkUePvJyLM5IX1er+zc/xzLGNQOlrgZdXakKq8/DSSCCthpBK6RVr7tq69uabC5pSS3KExr7YDXfXBMmOU9cLtbo+Hzek0JiV/1AgiV6NTfMXG6R6srwc6E31wCuo1HSVJxWW+LW8QPHhX2hek0C/powG5bOx2Z9ZlTtd3Ot+L1sdM7t4wLG+lVUkVLce4kpOZ7znbrOomJlhCCmQLibKsTAOEycTyPkgsRACIlYsIapAfI0cD4PpFytDjOa4SYSqWptEWKFmZY6WAPj9YUvbFvNPRbmnHPUU+tE7jl/bO3AzSnxzWc7iirTnL7QiDUC1fPKFVNMaV5ddzzM/XTa0pdWe2qeSIu1GEnBOMA0RWoVak3tDW4gV6KvR9VMC3c2+WCGDZb2qbjzxXpLtU2rqPc7Koh0iJSZ1cku2FP9GvHQ7NCwGsVaXeHBazVCJEjnK6fzBtkVNJNCZddN9GGkq2c6vSMGYeeMsbGciWXwulz7nqu0Z9d3yDByriePnHQWWckjJQ+EPtKHyKEXtAPdRU5D4OlNYWCar99uQrY5r+IOt2xpjHOEFRpBBwQjqQgdxM77IVlqXq3uMPBaruQkJocerneW9pSkIqJMGskEUohcdXtiiFwdOva7ROoCuyvrh3R9tWPXJx4/2vGFzx6IsVLyCa0XokyzvHooAFsacPv3clauBLZY/axRkat7yFcyE2ccpRkmyTP6g5/bplRqgBwTWrPLH1dai++r5VvNiBChS4n9bjez9LYIQHOUzTK5adv3L9KHb86c5WG99/dyFrD63KaPtPrh+/enfWdzGLdbNk4jd7e3HG/vzKE6eOqjiKXQOeGElgmt3qCVPVFM4e76tETnVKllYhwvliZnsWn77e0GbN+as7d4tkvOlt7ZzhCz0k3u52J1cJdhYJgmpjxxOlla4FRGYwvMheNlYpwKN3cDt8eBu1PmeDailuiy1DJYPZImzD7XJU7gx4K07JZ1jsoyRya3rG3BQuGv915j71+VAKyennMJVM0Q3+1dsW8pUOtIBi5rwjKXbT7VdA5F59qv1mvLyKr03ve2ddDW8gcNLK+1ckKJGBNd1/Z8cuMqkLqEBGP5DNEbh/dxfm8QsQhV19l51ff+ugRdMuaj3oyrElqpTGDUaH0Yvadf0EA379MIIVl6cDLimZRsfH1vaYUmq4y0wtTclubeLN+FuKKpRG0fLs4Ouw+pRWRj8CpaX5alMBULIpTpYmNHSSmZ7O96RIPpglWhZSvO39Eisqt9CECc7/+8Xx/8fKd4PY0rPL2HZvkvQmheOC3i0WSf79B7kQ1nElgXlLYNO+t5AI3hy1M11jf2W0U0Vr/mzd88IssDQqnFQufTtPSGysZQVYaR8XRmPJ3QPFmPjVq9ELUynC9cnO0oRvPilqafYV78UlqPLFuZwQ3L2CUkBnZ9z37Xk2JgGgbOp8iL5895/933SH1if3UgSKDkTCPbiNGas46jebdqcVKLy8iTJ0+5vbnl7nhHzsU9zW1zNGWRppXTIj00xVHuk1LMh1MrRpwXvs9nK1puf/viXzMttSbRRo4RnVHO5/ql+2FlrbMyKB6giVGZ/9WSiVqhs6ViWFpGI0Nonb/tp+WVm/D3JCa/J054Nx8Cck/qrAYWMMIPFxSqOkf+YmxUuS20DpVCM2L73Y6ra1OwzucLgchUhaQdmiEm6x1hxRUV9P7dMWXA5lIB8QLp2DyzeErdyphcp3yGdsAJziIY5nvTyGZqsKhVFiWrMrnXq2idDUArlg1etyJzk/DZZmlLSC2NdRxHiFavM3M9Ra9gd9Y8nSw6ltXogqeaGS8T06DkqVptUlEIkdQZHW0uBVHPBxdjc0SMaMG8pM2LOgCrWk2M3Qr1iEyYTxary4ofWJZ2/1U4lT3Px0coQlZbhW09WdVSM6gsXN2iRLYWZjXivjLZUuhmRdnfF9XaCHgk0V5vynAzrs2g8pobyfN1NMNWq6DFFWHfm0ZBbTHZxu5UihG1hACR7AanR79rRfNkY3NDVqStJ8sIUECjHfCARRRjG0MhhsIuKfuoHETYixkV+97aGRwpXFBzNLgCc9jvLHW69si0s9o1v02lS5QSSQlSUIJO1hJhGtFscqFFtaMmUyRwUpYK6pXTZhgq2hwbzipHYxcMHTUaqYj4mg9V6LodcXdwhXNCqOyvEp9+HOm7wFtXiRSFgpFqpNhx1V2TYuTqkNjvopMa+n71My/JhcvdiGrmfHyXcTpy+/zFB5QJ9WVjkeNFRt1rHq5tEZu8jjGZ4hwD6mlrMbpxpc4iGoxJLyvz+SzR9hxV0P2OFKGUzDQatbOuGvs2FjVjxfPoUCkECZbOG4LL2bhob/dk/Erm+iaUe2kt84G20jN0ZQCEVYaMedmlRe48pWo+3Vy2WTZAptTC3c0NT997n+PxyHQeqJNVoRTBc3ytDqhLQtdFZ6RtKaGRLpnhUrIZXzmPlDIRRI0VrmvMokr05uolNDvW056naTauglr6fzO0hnGk1MrpcuEyDoxT5ng5U2rlMg1MOXMaRp7fXhinwvvPzhzPE5excjzble/7audkqxEWa6beer7V0mxyPzu8ls3KdO/TtJkx5cbVCrODVXElXtzF1LJGlklv6axmtHTs9jtqLVZPWP1dzXjy2Wtn96yLYGd+65MUxNuW5DozzrZinhYBWa7h5fqlkWLMo6NlXIUQjAE3iDP4WfRZUvKeBxFN3mfPazAldJYR0NpDeB2aVNOHczFHfSfRM1kSkvYQIqHfI6kndolutyM4mVNILSXRGr872ShXhz2f+9xnGS8D55sbSp7oRJb95U4XSyFUJ52py3Ptemm622LYMjvSnCFUQKWStTJMF4qaU6nkidTtuMqVmHq6/oouHUw2SWstseiZLePpoTHV/gZmHbOWwlpufDu8lsaVWbtKkWpFb7iXqEWivEbIXtssDVd8XXkXEVNGm5cstpDJ/cVsSrtvpGqpc/BtDKuXjHjWie5tIFtYJRfGYWCcTPBpVWv2O2by5cLleMfl7o46jgTUDpDLhTJlzscTp/OFFBNd19snVqPbjSGRYmf3KldnUNKZeW/XJ0KyAsbDbkeKkeFsVKlP3nuCSOBwdeAzn/+cW/zLwokpUUthuJwok+V5n88XhvOFd955h5sXN9y8uGHKxg5ktT4P6Up9n/uBOrNaySJAbU4faMazGmjeTpvSVWqnh21VM+pplq37dx/6Off8vjf122yKb7tnFvPLKwJWtKjBKdjFDz97TcCFqkct270AI7tQFyCt2/3MtLOYHrMnR3xOjR3P8kIlivmTkqVahAhI9ULg6K+Bw+HA48ePmcaRu+MZKvS1kLRjJzuuumsISp2c0Uf1XuGune+m7NYW7ZFADNmjBmJRnDZPzagKzbgKs/fQIhgWZwnSWtiaEpEFMp4W2KJyHsPrguVzC4GgfqDmAMVqdwKtzsyU15ILl8tIlcpUrpyGFzt0cIuMSg1mXE2azbAqmZvjhZvnZ6iRUHuLhIRI1+9QTCHSooRSLIrmJQ2CknbWWytPhXHIgNB1RvJgtW+TGRjB5mwW5kGtN1OlBZxXDhzhbjqQL9bXSOcX2AHpFUD+WOv9ZH8vyjDmpWt7XJe1jM9b9EiyJCGJWDqWDDQGrFm+lfY5hUb4INoahjoByxSoU0tbdPmYxFNK/XOw5thVJ0LwaKtHOxAvns+u/Eg0uyPMcWGq1xFqH+beveZES7YMSibFwqGrHJLyVhd4nBJdilzvdwjCC1WOnmoq7AkS6Pc9qYscIuyD1aaNeTJjvk5UTcTgtVk6UstA1Yuld1ItRThEEj3WuNiMgFIrZDN3g29zDUKNblh1O1sbcY9KTyUwaXIlf2eRnHhNOryFSEXLHZC5erzj81/Yc71PfOkLjzjskkU7ELqYuN5dk2Lg6hDZ7QNIRcWabd/dHrmcB/I0cHxxZBoHnj75OufTDc+evE+tD5RavIJsdlB6ZZkbWM7ETIs0B69vDMoD48pTvtx41NhRU09S22vqTJFd35thqQdqF83BNwxzir3JGZPBwemnTc7Uuel6zJOlDK7OBDf9XNwuj83X2ZyC8w5Z6wR6T9Y1B9scHWtGVYieFuhkFrNhVT06X7gMF3KeeP7sGe98422G88Bwd6KOU4sP23uyEUz1jw7s+57UGZV2ioG+i+z6RAwwTQNasvWeype5V1HXBVJSQrSf1q6htRKptTCMlmZVaiFosjQ3tbSu0+VCzpnb05HT5WJRqmEk18ppGBmmzM3dwLtPjwxj4fntyPmSyVWYqqX2iQi9Ql8XVrmqnqqlTRcz5Zsgc+PXlATrX7c+pIWqlhbYSLfmViA0JzcWuQgrw9i/Yzmn7PW7vrezuFZSSt5f03QLP1gWeem1UNEagmGtA1xnjZaeHsQaJpeZhA203Ccq+jCYg7sZ8d5Wo0uzcSXRe4N2yTK3enOikyK18z0gRhhD7ECcjKKRUVVrMl4JS2/SGInSobGH7sraBuyuCH1vhufBjKtdbymGdk8qOq994fGja774xd/F5XzmmVbGywXx9Ow1y3JM0diuLeMez0vxrdgMq6WOfdmnlpKeQkSCmlc6V/J4xzgZ8+Ux3NDvDtQCXb/n6lqIV531mw9OzezT3gwmZe0kuW9kLQRb1R3439EUAq+pcVW1ctHRLEtX2gUxutog1CIkZ05bb5jZq+Qnl3Wpt/eE4oqrb6jlnTqLz1YzNIta4V6uZhPcLdoyp/TMn4htcJcUki2y8OTZM772jbe5PZ/pr6949PgROmV0yrz3zrt845vvcPP8BTfPn3O8vbXeHKczJRduLxcuw0CMha742HzDh5BIwWpTztNkDfuq/YgG8gihRspFmERJeWRESX0HXeJSMvv9ntvz2eoo3KNXixsrpTBdzuRsqYbD+cIwDrz/7Bl3d3fcHo8chwslV6YpWz+IYkYeMGdRRPV5qIJ40xOjHsa9K/Y7qkec3Ktni78uh5rPQ/T0kJKLjVOtwFZVKUHJXnMVqymL1dMyVwuFOT/R/z1m8yC+FIvlbKF+n/NcK1O2uMBlhFysqfNU3IOtLvRbfVUzKmGuybI15grk1GpLAlGCe1as5kqiEpIJ8GEo1qjXNZk4CVP1/kbJmnCeNJP3I/1Jqf2Z2yEwjRPn0xl14ypqog8jh5CNafI8orl4XZ+r5+67UC+sNi+aea36bqDvOoJY40Gw9LnilMnVaw+NRjbMkRZECH03KxwVE2CX4WyF3dNgBz3LZ6RkNSgtWosKpZh3tihMnj54lyeGWujHzKFWukPiiHD19ELRTK7ZD147rC/nC5fTmXHI3Dy7MA4TtzcDdzcTosWdp4HifVtU1fLqgRCsqbMq3p9KKVOlFiXnyjRYZe9lCsRgc1lqIQZlLKP3zTL5FmNgdxGqCqfLfSGuqpTpQh5u0EYtLG0NgxP/MxtcNBnXPHx+uOsH5dVaUWz7q6Xeai0WkdE67xQzWpwJy4vlpTbyDDPgUKUWoU62txojJtoh1VJJarUomZQdEjojIij9Um8mdug2ghopPZq6tYozS27Je3K+MmdCMGoJnU7oeMeYzpx5gaYzIR3RdCbFyDjYmXJ7O3A+TkB0MhqhyxMxRaYJLhdzCJhxVVGdqHUkxIrKROqULIEpCEPOXE57xulC1hOl7n11G517HSt1UixEfAEKNR/RMqDObKghoGVEQ2Ns8yht7K23XTwxpQtQ0XpEyJz7HbddT9klDuGOXW/1gBVIMXHu90bBvI/0vTmzVKxB/N3dydLQxpHhfCLnkefP3udyvuN4PD7wtMOTmyO//ve/yS5G6mVASyGPA3m8UEtmHM5GAz5N5oRQY7VVwClWZydTi1wFglHYpwvDmPna0xtu746ca+Hs5B9luEPLxPHuzN3dYMbTOFHV0p2jBEIs9MmalfZnpesyKUb6frL62L6b5dQSF1j+NQfimsfapdP6MVilNHn2WGisbjESUoeEyO4qk3Z7o4y+OiEhWqNeT1/OrrBdLmdyznz1m894++mJcRw5302UKTPHZdSa4wrKicyhBGKn7HMgdYVzf+TRJLOhpbXw9P0Tx9uBrsvs+0zqEk+nO/b77KQYI9M48ezJwDiM7E+R/THQ7TKfGju6rqOAjbUUzpcLpRSO5zPncWDKhfM0UapyHi0l8O408eQmM06F22PlMjqzYPWEAZQuVYYKg5M5ZWcCnjLkrCCBEKs7xy29+njWD/QXmnLhzntytiTxpgSrLjPbDF6a863NsywZTgDTNDJNE+fzxZoe5zKXc6wdqyjUYE3aqzM3tLyWWltrHDsrjAlyiX61n3kzrRR58YEtWS7mHGiJcCGMdi3FG2jnSC7Z/p7M4ArJjS8Ri0RJoHMH/BwtFpkJLhrhhYjQ9701Ek49u92ZECO73YHUdXRdYr/rbQ95WqKHncg5c3NzwzgMvP/+M25vjwznC6fzxYhXSgE3KsXnYCyFqXiD76m4fm+3o0XA7SuUFI2IKRczusfOaitLyeQ6WcT0khlzdv1KGTKQ7kjdxJiF3VCM1CrtQAIqFRWPHOe8GFcwp2DauaVLxLFWXrx4QZ4mvlPIbyeH8HsFaR00HZHATmxBmPd8WXyw5KQa1sYV9/4WN5DMILr/5P2rXgTnA+cIsxj+wN/+jvn1uvKNuDbuSvP1o2uuHz+m6zquHl27UqVQK+MwcvvihXVaHyfKNN0zKloT2cW4W764pSOYdb2EnWtbLF4c3xrCmbfc8nRtM3UzVaY8+Gxt9OelsQottRPDxRToRs/evt/euuQXz7Mq67lY/fvBvZTZK63NzmNJs1wdhu7NWFjrFgHWPIj2ef4Of839RXL/y1WV83hh+jbeJVmNPbrHRkTm3kMtzd4+fRUlWN2L9mt9z2V9/fN3uDeO5UAAjwTo8rmzsiLQeiqFGEg7M1b7vVEa19qimzjdsEWggkT7rKKLoJ+VcB/JSk40QdQKb9f3pKW8sMxiU13u30hP9Vx23pLi2QhS2rzYy9eeRrMWWosDWNJBsgvDkITQO33tPhFTmNdJ+0bAaw6qp8VYVDnnQs7edcNrLlqqq967Lp+T+dDU1m7p3p5oY29rVVgOuvZpNocBVHh+O3J7vEeATegeEdJhtYbuC7zViFYr6j4+KOlXc+rX8vBdi3LBMl/z5lx7glef155a/umvC8s6aYbRylicG0yvpOjyVltrD69BaQ6w1nzc5XC1erAghV0cCFKIUkhS5miDIGTvLSazYbqcL9WNZttqD3pqCaToqX3OrFU1MOaeUi3yUlvOeuvBVZsipUAzUIt/njSBhUrrxLTsm5butmRtLA6CXRfYddYWou/jvXPCrjX6mvNakKYsqtUuNOdTLUZnP00jtWZOpzO3d3f39v4Pf+HT/OgPfM4iOu7kM4eiRZpbHdma2Gh+/yIYV8bN2lKxdL/zxei8UzJjgXk+lZIz2euPWlStySNmh5XLteYUDffndb43fHvoBxYxq4NtOdeabGp9/KxW06NYzqqrvlGaTrNOaz+fThyPJ5N9uXzAoYHLw8YK2MojRIRuZw3O7VptrONoZ3Tr7Scidt6H4CmVJmONyKGaYejp9MkZ5GaZpl7M77/Xfy8RS52b3VtLDJ0V5RaXiNHSAS2Nfrm/a+OjOb/tl93ncVJu7nR24AD0fcfV9bUb6au5+oAKt9I7HuojK1R3ihdnbWz6z8NQxXzWreZ8XivtfsGiP+my/vXh4Fjefi957oGeG3yu7b4s390ctc0pNj8u7dxeO8sWHXgdoWnva/Xj4rTvyMJWOMtLWVIiZxmtai16ajW2y8tozhVfV/ctynavl/tSGtXiPC/Mc9p0mnkvI8z9E1sttlpk1doA2dhEAqnrzUntDbzt3oX5futq/LO+/uDezK/08eVp4sWLF1ZucB9/U1X/iYcPvpbG1YYNGzZs2LBhw4YNGza8xnipcRVe9soNGzZs2LBhw4YNGzZs2PDbw2ZcbdiwYcOGDRs2bNiwYcNHgM242rBhw4YNGzZs2LBhw4aPAK8LW+D7wNF/b3jz8Xm2uf6kYJvrTw62uf7kYJvrTwa2ef7kYJvr7w6/+2UPvhaEFgAi8jdeVhS24c3DNtefHGxz/cnBNtefHGxz/cnANs+fHGxz/dFiSwvcsGHDhg0bNmzYsGHDho8Am3G1YcOGDRs2bNiwYcOGDR8BXifj6j9/1QPY8H3DNtefHGxz/cnBNtefHGxz/cnANs+fHGxz/RHitam52rBhw4YNGzZs2LBhw4aPM16nyNWGDRs2bNiwYcOGDRs2fGzxWhhXIvKTIvIbIvIVEfnTr3o8Gz5aiMhXReRXROSXReRv+GOfFZG/LCJ/139/5lWPc8NvHyLycyLyroj87dVjL51bMfwnvs//loj8vlc38g2/HXzIPP+7IvJ139e/LCJ/ePXcv+Xz/Bsi8i++mlFv+G4gIj8iIr9mgNHaAAAExUlEQVQkIr8mIr8qIv+6P77t6zcM32Kut739hkFE9iLy10Tk//G5/vf88d8rIn/V5/S/F5HeH9/5v7/iz/+eVzn+jxteuXElIhH4T4E/BPw48MdE5Mdf7ag2fA/wz6rql1dUn38a+Cuq+mPAX/F/b/j44c8BP/ngsQ+b2z8E/Jj//Engz36fxrjhd44/xwfnGeDP+L7+sqr+JQCX3z8N/KP+nv/M5fyGjwcy8G+q6o8DPwH8rM/ptq/fPHzYXMO2t980DMAfVNV/DPgy8JMi8hPAf4jN9T8MPAN+xl//M8Azf/zP+Os2fId45cYV8E8CX1HV31LVEfgF4Kde8Zg2fO/xU8DP+98/D/xLr3AsG75LqOr/ATx98PCHze1PAf+VGv5P4NMi8oPfn5Fu+J3gQ+b5w/BTwC+o6qCqfw/4CibnN3wMoKpvq+r/5X/fAn8H+BLbvn7j8C3m+sOw7e2PKXx/3vk/O/9R4A8Cf94ff7iv237/88A/JyLyfRruxx6vg3H1JeAfrP79Nb715t7w8YMC/5uI/E0R+ZP+2BdV9W3/+5vAF1/N0DZ8D/Bhc7vt9TcPf8pTwX5uldq7zfMbAk8F+seBv8q2r99oPJhr2Pb2GwcRiSLyy8C7wF8G/l/guapmf8l6Pue59udfAJ/7/o7444vXwbja8Objn1bV34elj/ysiPwz6yfVKCs32so3ENvcvtH4s8A/hKWYvA38R692OBs+SojII+B/AP4NVb1ZP7ft6zcLL5nrbW+/gVDVoqpfBn4Yizj+I694SG8sXgfj6uvAj6z+/cP+2IY3BKr6df/9LvAXsE39Tksd8d/vvroRbviI8WFzu+31Nwiq+o4f1hX4L1jSg7Z5/phDRDpM2f5vVPV/9Ie3ff0G4mVzve3tNxuq+hz4JeD3Y2m8yZ9az+c81/78p4An3+ehfmzxOhhXfx34MWcs6bFiyb/4ise04SOCiFyLyOP2N/AvAH8bm+M/4S/7E8D/9GpGuOF7gA+b278I/CvOLvYTwItVmtGGjxke1NX8EWxfg83zTzvb1O/FiA7+2vd7fBu+O3hdxX8J/B1V/Y9XT237+g3Dh831trffPIjIF0Tk0/73AfjnsRq7XwL+qL/s4b5u+/2PAv+7bo1xv2Okb/+S7y1UNYvInwL+VyACP6eqv/qKh7Xho8MXgb/gdZAJ+G9V9X8Rkb8O/KKI/Azw/wH/8isc44bvEiLy3wF/APi8iHwN+HeA/4CXz+1fAv4wVgR9Av7V7/uAN3xX+JB5/gMi8mUsPeyrwL8GoKq/KiK/CPwaxkb2s6paXsW4N3xX+KeAPw78itdnAPzbbPv6TcSHzfUf2/b2G4cfBH7e2R0D8Iuq+j+LyK8BvyAi/z7wf2PGNv77vxaRr2BkRj/9Kgb9cYVshuiGDRs2bNiwYcOGDRs2/M7xOqQFbtiwYcOGDRs2bNiwYcPHHptxtWHDhg0bNmzYsGHDhg0fATbjasOGDRs2bNiwYcOGDRs+AmzG1YYNGzZs2LBhw4YNGzZ8BNiMqw0bNmzYsGHDhg0bNmz4CLAZVxs2bNiwYcOGDRs2bNjwEWAzrjZs2LBhw4YNGzZs2LDhI8BmXG3YsGHDhg0bNmzYsGHDR4D/H7h3cihqVzd2AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light", + "tags": [] + }, + "output_type": "display_data" + } + ], + "source": [ + "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n", + "\n", + "transforms = torchvision.transforms.Compose([\n", + " torchvision.transforms.Resize((64, 64)),\n", + " torchvision.transforms.ToTensor(),\n", + " torchvision.transforms.RandomHorizontalFlip()\n", + "])\n", + " \n", + "celeba_train = torchvision.datasets.CelebA('./celeba', target_type='attr', \n", + " transform=transforms, split=\"train\", download=False)\n", + "celeba_val = torchvision.datasets.CelebA('./celeba', target_type='attr', \n", + " transform=transforms, split=\"valid\", download=False)\n", + "\n", + "plt.figure(figsize=(15,15))\n", + "plt.imshow(make_grid([celeba_train[i][0] for i in range(25)], nrow=5).permute(1,2,0))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": true, + "id": "-SsxfWvEyiSY" + }, + "outputs": [], + "source": [ + "import sys\n", + "from fid import calculate_fid, make_inception_feature_extractor\n", + "from glow import Glow\n", + "from config import make_config\n", + "from utils import *" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 290, + "referenced_widgets": [ + "ecc100b095654a38b58bc519823b82ad", + "0afedfa71f344208a9098ec64b12bbaf", + "c194ad6e526445ea8e372f0ccca39460", + "7b67c349874847238b043a33d078bd32", + "4b8be7a4d2de45eb948da2fd68263e78", + "105ff93eccd64ba98230672be832d0af", + "8fff913c883f4cfaa752fe631ba7cc0e", + "cbc427b98d2844ad881b1da2b15cd643" + ] + }, + "id": "pzFovNj7yngS", + "outputId": "feef0754-1036-490b-ed60-3ead6a2487d2" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Downloading: \"https://github.com/pytorch/vision/archive/v0.6.0.zip\" to /root/.cache/torch/hub/v0.6.0.zip\n", + "Downloading: \"https://download.pytorch.org/models/inception_v3_google-1a9a5a14.pth\" to /root/.cache/torch/hub/checkpoints/inception_v3_google-1a9a5a14.pth\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "ecc100b095654a38b58bc519823b82ad", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, max=108857766.0), HTML(value='')))" + ] + }, + "metadata": { + "tags": [] + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "application/javascript": [ + "\n", + " window._wandbApiKey = new Promise((resolve, reject) => {\n", + " function loadScript(url) {\n", + " return new Promise(function(resolve, reject) {\n", + " let newScript = document.createElement(\"script\");\n", + " newScript.onerror = reject;\n", + " newScript.onload = resolve;\n", + " document.body.appendChild(newScript);\n", + " newScript.src = url;\n", + " });\n", + " }\n", + " loadScript(\"https://cdn.jsdelivr.net/npm/postmate/build/postmate.min.js\").then(() => {\n", + " const iframe = document.createElement('iframe')\n", + " iframe.style.cssText = \"width:0;height:0;border:none\"\n", + " document.body.appendChild(iframe)\n", + " const handshake = new Postmate({\n", + " container: iframe,\n", + " url: 'https://wandb.ai/authorize'\n", + " });\n", + " const timeout = setTimeout(() => reject(\"Couldn't auto authenticate\"), 5000)\n", + " handshake.then(function(child) {\n", + " child.on('authorize', data => {\n", + " clearTimeout(timeout)\n", + " resolve(data)\n", + " });\n", + " });\n", + " })\n", + " });\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[34m\u001b[1mwandb\u001b[0m: Appending key for api.wandb.ai to your netrc file: /root/.netrc\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + " Tracking run with wandb version 0.10.23
\n", + " Syncing run Glow, repo, affine=True to Weights & Biases (Documentation).
\n", + " Project page: https://wandb.ai/arinaruck/gen%20models%20hw3
\n", + " Run page: https://wandb.ai/arinaruck/gen%20models%20hw3/runs/42amw42e
\n", + " Run data is saved locally in /content/wandb/run-20210326_100546-42amw42e

\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.7/dist-packages/torch/utils/data/dataloader.py:477: UserWarning: This DataLoader will create 4 worker processes in total. Our suggested max number of worker in current system is 2, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.\n", + " cpuset_checked))\n" + ] + } + ], + "source": [ + "import sys\n", + "import wandb\n", + "\n", + "import torch\n", + "from torch import nn, optim\n", + "from glow import Glow\n", + "\n", + "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", + "\n", + "config = make_config()\n", + "\n", + "model = Glow(config)\n", + "model = model.to(device)\n", + "optimizer = optim.Adam(model.parameters(), lr=config.lr)\n", + "classifier = make_inception_feature_extractor(device)\n", + "\n", + "wandb.init(project='gen models hw3', name=f'Glow, repo, affine=True')\n", + "wandb.watch(model)\n", + "wandb.config.update(config)\n", + "torch.backends.cudnn.benchmark = True\n", + "\n", + "celeba_train_dataloader = torch.utils.data.DataLoader(celeba_train, \n", + " config.batch, \n", + " shuffle=True, pin_memory=True, \n", + " num_workers=4)\n", + "celeba_val_dataloader = torch.utils.data.DataLoader(celeba_val, \n", + " config.batch, \n", + " shuffle=False, drop_last=True,\n", + " pin_memory=True, num_workers=4)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": true, + "id": "eWTaICSHyqy9" + }, + "outputs": [], + "source": [ + "from math import log\n", + "\n", + "def calc_loss(log_p, logdet, image_size, n_bins):\n", + " n_pixel = image_size * image_size * 3\n", + " loss = -log(n_bins) * n_pixel\n", + " loss = loss + logdet + log_p\n", + " log2 = log(2)\n", + " return (\n", + " (-loss / (log2 * n_pixel)).mean(),\n", + " (log_p / (log2 * n_pixel)).mean(),\n", + " (logdet / (log2 * n_pixel)).mean(),\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true, + "id": "2heSZfmjysIh" + }, + "outputs": [], + "source": [ + "n_bins = 2.0 ** config.n_bits\n", + "epochs = 8\n", + "\n", + "CHECKPOINT = '/glow_{}.pt'\n", + "\n", + "with torch.no_grad():\n", + " image, label = next(iter(celeba_train_dataloader))\n", + " model.init_with_data(image)\n", + " image = image.to(device)\n", + " log_p, logdet, _ = model(image + torch.rand_like(image) / n_bins)\n", + "\n", + "for epoch in range(epochs):\n", + " for step, (image, label) in enumerate(tqdm(celeba_train_dataloader, \n", + " leave=False, desc=f\"trainloop: {epoch}\")):\n", + " real_image = image\n", + " image = image.to(device)\n", + " image = image * 255\n", + "\n", + " if config.n_bits < 8:\n", + " image = torch.floor(image / 2 ** (8 - config.n_bits))\n", + "\n", + " image = image / n_bins - 0.5\n", + " log_p, logdet, z_outs = model(image + torch.rand_like(image) / n_bins)\n", + " logdet = logdet.mean()\n", + " loss, log_p, log_det = calc_loss(log_p, logdet, config.img_size, n_bins)\n", + "\n", + " model.zero_grad()\n", + " loss.backward()\n", + " warmup_lr = config.lr\n", + " optimizer.param_groups[0][\"lr\"] = warmup_lr\n", + " optimizer.step()\n", + "\n", + " wandb.log({'loss': loss.item(), 'log_p': log_p.item(), 'log_det': log_det.item()})\n", + "\n", + " if step % 100 == 0:\n", + " with torch.no_grad():\n", + " real_image = real_image.numpy()\n", + " fake_image = model.reverse(z_outs, reconstruct=True).cpu().numpy()\n", + " sampled_image = model.sample(config.n_sample).cpu().numpy()\n", + " total_steps = step + epoch * len(celeba_train_dataloader)\n", + " wandb.log({'step': step,\n", + " 'real images': [\n", + " wandb.Image(real_image[i].transpose(1, 2, 0), \n", + " caption=f\"real, step: {total_steps}\") \n", + " for i in range(config.batch)],\n", + " 'fake images': [\n", + " wandb.Image(fake_image[i].transpose(1, 2, 0), \n", + " caption=f\"fake, step: {total_steps}\") \n", + " for i in range(config.batch)],\n", + " 'sampled images': [\n", + " wandb.Image(sampled_image[i].transpose(1, 2, 0), \n", + " caption=f\"sampled, step: {total_steps}\") \n", + " for i in range(config.n_sample)]})\n", + " \n", + " torch.save({'model_state_dict': model.state_dict(), \n", + " 'optimizer': optimizer.state_dict()\n", + " }, CHECKPOINT.format(epoch))\n", + " wandb.log({'fid': calculate_fid(celeba_val_dataloader, model, classifier, device)})" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": { + "collapsed": true, + "id": "atZYdRPZytzW" + }, + "outputs": [], + "source": [ + "checkpoint = torch.load('glow_7.pt')\n", + "model.load_state_dict(checkpoint['model_state_dict'])\n", + "image, label = next(iter(celeba_train_dataloader))\n", + "model.init_with_data(image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Этот ран: \n", + "https://wandb.ai/arinaruck/gen%20models%20hw3/runs/1f3p514p/overview?workspace=user-arinaruck\n", + "\n", + "\n", + "Подробнее про подбор гиперпараметров и эксперименты в отчете за дз3: https://wandb.ai/arinaruck/gen%20models%20hw3/reports/Vmlldzo1NDYzNDQ" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 489 + }, + "id": "OU3ICHD6RtuB", + "outputId": "1e88e82a-0b8c-4324-f4c8-f942ab476eaf" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA20AAAHHCAYAAAAs6rBrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy9WbBd2X3et/Z85unO92JqNHokuzmKTYqiZMpWpEzl2ElFzkNKD0mxUnYqkeMMLperJL24XH5wnKQqFSsll+RYjkVZg6UURcqcZIlUU2w22fMANNAALoCLO55xz0MeSO7vW5s46NtAo/t09//3goVz9l577bXXsM9d3/r+RlEUShAEQRAEQRAEQVhMzHe6AIIgCIIgCIIgCMJ85EebIAiCIAiCIAjCAiM/2gRBEARBEARBEBYY+dEmCIIgCIIgCIKwwMiPNkEQBEEQBEEQhAVGfrQJgiAIgiAIgiAsMPfsR5thGD9nGMYrhmFcMAzj796r6wiCIAiCIAiCILyXMe5FnDbDMCyl1KtKqZ9RSm0rpb6tlPoviqJ48S2/mCAIgiAIgiAIwnsY+x7l+wml1IWiKC4qpZRhGP9KKfVXlVK3/NHWaDSKXq93j4oiCIIgCIIgCIKw2Ny4cWO/KIqVW313r360bSmlrtL/t5VST8w7uNfrqc997nP3qCiCIAiCIAiCIAiLza/8yq9cnvfdO2ZEYhjG5wzDeMowjKd833+niiEIgiAIgiAIgrDQ3KsfbdeUUifp/yd+8FlJURS/WhTFx4ui+Hij0bhHxRAEQRAEQRAEQXh3c69+tH1bKfWAYRj3GYbhKqX+hlLqD+7RtQRBEARBEARBEN6z3JM9bUVRpIZh/LdKqS8ppSyl1D8riuKFe3EtQRAEQRAEQRCE9zL3yohEFUXxBaXUF+4mjy998ctlOsyPtO+6zlKZTrIhPi/6ZfrAiMp006nj+ALHu4HuWjmp4btWiHMiZ1Kmi5lXpgNnXKZrSadMT9Wulq+TLuMa0Q6un7bLdGzj2rWZVaZ3HX3PXytplukwPyzTZojr+9asTHd8LKhOXNyHovtTSqmpGZRpK8HnfPU2pSkn4R3kl37pl275+T/8lV8p0xF93qJ0VjmHB4SY0h6lc0pzexjNuUY1ryalJ3TBRnrra/C1R/wfpVSf2ukEXUa1Ka8pqa8HdO7UoOMNV8t36qDEDatWpsN6WKY7NNbMXPSSetLV8spryKttogSJgz5ac5FXauPzVrJepmOXa1gpt76Ga9gYh+oFxprcxOdtdxXlzai8tv60chutpVejMUVhfKhnuI8ZjZmDHGUa1fQxuxPhOjE9bDvCOJRSPTYLPLigiXrvxtyClAroWRkZHmpKjcg2aPw398r0mcEjah6//Mu/XKYzhfJa1Eu4nbJshZrf968/5zv+nPuiNS/jH4F79rxeah7jc0F483AfYX7yMYxbvlkZB1K8c00aGMB7Ifr70JuW6VaKdh21cXzTr47Z+K6e47spvQfWZ7hGVsMbjFcdU2o4x0no/amFcWjZx9i4X2BMufnMdpn+9itPavlufxfvfkcxvUENUfbrJvXpQ0pSd7UqA8yExzr6PKM50aUBJqBjeHNS1V1i3sghvDXMe3e7HTJqC4IgCIIgCIIgLDDyo00QBEEQBEEQBGGBuWfyyLeCIoJMqF50tO9SE2u9jiLpi4tF3G6G20sdLGvbET6P+/qCcJ0USKF2DSy3Jx4+r6UOFRjXruf0uVIqp4XnFpXLpCdgGliojmySIoWFllfWoKV70oQZDj63M5Ql9CAfylENShksWlPKpp/wrBbjw0QS+e6BlBGqRmkWUbG4qnoctzpnzufcgtokN7T1JqudU7Bkg2QeJrU/k7QYGRWqVdFo5HSOSxfJSfNB3VVF/DkVvrD0vuAUyNgwUMgm1V6cI+M2iT6TyqjapEJmBfLyuJORxM8tcMNJDbIZoyLhcXKSBRpUSRaPHVwudH7XQiEtU39YDmlqgozGFAutICXJZyuk8jYxgLYTXX6dOqgvg+q3oM8dGrdyethugHoLLL28aYSGZ1LDM6muXTrHnFE9sl72NlhzpkpzjtjxR45m+dKcP5Vyf9X/nMr3ayidil741hkc43NBeOsw6P3FTnX5dVCn96cI/WfmYXxqF+hBCbV/N6b3MFfvC16K/0c0gdgFTQAklSzoHS2ztd6nrBT/L+idso5XUpVaKK8VYwx06T2wFur5kvJc2SHuMUwxzjeoi055fqMxJKh0Y/6OayXnuU/d+hiWZVdHB5FELh4ygguCIAiCIAiCICww8qNNEARBEARBEARhgZEfbYIgCIIgCIIgCAvMQu9pS2nzi2npe88aMWy1Zxl00a0Qx2UefpOaI6h4kzrtKTvS97L4tMmsHkCznJE1bcqCYg/XzmOkC92NVpkTfJfUUBZjSueTz36a0R6Mlr6Hw5ri/34NZbEntE+EpNROinsKqK7sQteEa/pl2qrBR/FtVfdDCYsFq+m5BSVzPldK36PGu3V4d9I8u+CAMtN3XymVzhHR8zUcaoC89bJN//H1LQKajXFCjbNJew9mPMrBnV4ltB3IzPShMKd9F0VK/Y16SXuG0ocWbtBL9UAKaQvf2VT5YxvHLUfYExGZZF1NnSxu6vkWAcqS0b10U8qrhQzcGAEaLBdP2oz1Ss1pC4odoiwFfe74qJO4jnGn5aOMoaf7Utep4QRt1LdLsReSNvaZUBQDldZxT9ZM32kRN2gPCW0CievIywtw75G7r94svK/GoXEzMXBtR/Psr2RQ7WhvfEHgUOepxuioXkcQFoAswGAcNGbadx2f9+xiHGgEaMxT2stbpzAeeYbJwAn1NYfUQyfzhshr1kYf9XivGtn3W2O9gyYuyu8G2Kfr0zThJnQfAcbZhMYHv9LvY/JASA3Ui5GgjDO6LZsm5HBe3BBVmS8pPS8gCM/h+Zy0UmL5v4jISpsgCIIgCIIgCMICIz/aBEEQBEEQBEEQFpiFlkc6Fi3IVtZmJ12yc2YpSQ5hVkGSSl7uViQRNBp6FXgJ2VJ3EGYgjQ+QLy3pFyktQDex9J5Huj4yq7PtPtn005p1RNa0Hp3uR/pv68wj2ShZxaY1qiSWatp0EQPr9QHXm1IqpSX3jK5v0hK9SCLfPcyTM/Bjr6qrWHXBisaZujUsp5wXLkAppUhhqEkqWe0V0wW5xXNXsittNiEdpsXSQ7oIOeOrjCV+VEGFp0uFbYMkOSzTjnGRcICLmzwONHSre47YUffY8p/klQ0clMdIJySNTg29jEUd/09p3Eq6qL2U5DgejVspjYFWUx+rCnqqeQfnJyRH0iTbNEBkNHCZFS1fSNc3clw/aqN+HWpEsYHr5dQyi7Y+Hro0phUNlNcsQvocz6cWVcW7b4zDLZ0G7ZwF47eTKs75jvuodleOujUihxTeBeR1jJNOrI8vCb9zpeijE49CZiQ437cxKJhkp69cvTOkBfp4TBGiTNLms1S9CMhy39HzMhMICFMX4zlv00kaJLUMMNbl5NlvHOmzsE2y8HQXxyWkacynSJPSXZEyVHGEF6WUoohWWlgmnjGCOZ9XFdeMSCIXD1lpEwRBEARBEARBWGDkR5sgCIIgCIIgCMICs9jyyBTL6mlbt8tZGkISc0TqPzvCOnHYhAymOSVXsy7ObfBaslIqIMdJRU5obo2kUIcoy6yNpfPahFyD6hWntyNykLPJGTKi4+q4X2OC+zBd/TGZZKSZ2iTdontULq5nTSEbMEla2a643HFVuCyJJOWARafcblldeOfh58N/nWGxSlXGOM+gij9nhSKpDRX7u7JTlVJKkcmpIsM9vVxUGC6XTcrDtCIbs0i3mVMh21SYkKSSTXIkHJKKsX6k6y79NvcTdIaEJDzdMT6PeiTx041uVdbBd/UJaj8kSUyd3WVJXllnVZ6erbITqqUuzjGGqGCbpJJmQLLHFkl4El30XNA91sgp1yA5kj0h2eaA7p0cbNOWLotqkz5nStJOJ8P5UYxW2+bnTnVoBrpoh12C7XyO+DdEwwkVNYLbQXL1xECdcBPUmiM9q6p7sDFHB2nOc5zkDlB98PO4nXulILyN5PTSUNT18cWc0nuOix7UIR35YQfjWYv6e0BbUOozvWNMabypkcN2QPLv+gjjw4zk2vVIH1MKG5NGnmBAjy2c00rJqdaEXtFmeXuiv7sVIcpskmAxpzkjp9ti2SN3aZvtIpW+fYG3H3DN23M+5+Or2yB4HpetMYuBrLQJgiAIgiAIgiAsMPKjTRAEQRAEQRAEYYFZaHmkxW6IlbXZGS2FezkWdWc9LFPnITmOLVOwRFpWDwf6sng6w5I1O0smbK04IIeyBJqYkIJ2p2FF0tiDvDIJj8q0Q3ZpGdkDJUsUgHtSkVqy7Ijc7NIm3TuVN15BWawRrpE3dXlBSsGCSSGlyOSuGtNRWGC4Bc5zi6q6Q7E0g+K7KzLyU2zgxcamNn3+I4ouPoe+LOgaZOalatTQ2D3SrGhyc5IYmqTvDUi3xqf4pAVxqezJqq5n80JyRCRZoGej8BMKetygINR+R3cntElmF5DrrWkg39iBHCi3cG2/zgIVXcyatahfm8g3485Ldx+3SOJNjo+Gp2tOLdL5pR6ubxuUF59DEu+EZKJFSDZoSqmo1UNe5A5XUP26LMjpodGYJDnKahWntwx5xeQ0ZxgY62okRWI55m2h5+OwBalJUk1+JiRJ/5H2P+/Po1QUTRF5XEkkdyxL/gYrLAYW6YHNoGJ1SLL03ESrn2kyZxrPSFtvJfh83NRF+HaOcSilMcWhc6Zd6lgpO9Lqjr/JFGOHTXL1gMaBTovGgQk+b9RQLsurTFgdfJchZrfKOuRITlL9mKYS3hZTHcIcdv7mz9WtP+fT5zlDKyWSyEVERnlBEARBEARBEIQFRn60CYIgCIIgCIIgLDALLY/0CmiZ/Fqsfded4vfmtI8l5+UR1pNHDSwId2dYhh/TmrEz1NeZXZIrOqT98m1UlXuIpf8JSSWdMQWDbejldUe00EzynoyCL5rk6NbYI5e5SvBbl5bPZxTktkNL+kddOn4P156Sq2Wv4r40Jk2OS9GQK0ZFwrsE7twcWJNbfPWvNjXSaLG4zSUVFrcHkz6/neyScegaLLft0H/YgLF2m+DubZJEjqhf98lEcMRuXJRXQt2qdaDLWA5J0VMjLUpGn7dDfJ4uoybrQ90+MibHM9cnZzGoBZUdQaSSkVSyQS65eVeXMRr0XTEgJzQf6YACwLrsuthF2p3prSDsoGJscmGLeqjI7hgVHNH4a9HzMBq6fMn0cc2MgtnabE9bJ1nSFON/6OD52HFFO0hSqGaAdEBycYNc21JdCTUfqq7AxPl1zVaVtb50qqH3ADOhuYEeo8kSZL6tY7tH3sXfXe/EoVIQjkFGg2vu6gI8h/Tulub8TWMNjbPuBH3ap75bSyqOjx6NaVNy8iYZozfFBUOaWIxQ70eWRdtv6N2xQVtgaiShD20cH2fIy7X1fI0hBsiExghjjJmN5+eUqo67a62yT4Xndz6O50sW7bNTeHvO50opxcJWeQ9cDGSlTRAEQRAEQRAEYYGRH22CIAiCIAiCIAgLzELLI+02FmfNSlTddIDFXtc4LNOzNSx/uwEWh6MeBYmdsORI/92aUMDpnJzTUrK2S/q0rM5l6lNA60h3etOcHSMEd7VIXplQsNxsiRwqZ/qiddwn6QHJbvweymibuPekj7xqOQWqdHXZZW0KWRcLGsj8TvuVfzsJnPDOM88timUSLKtQSg+czQJfiiOqBQpm9QerVYrKyMJOlMWcqOwsV2TdpEGf53oMbMUKX3aWDEhGY9I5RpdcushVzK/YUuYk20lo6LEyksTQ+JSR/NluL2t5pQW5gbEjIpU9ImdH26ay1MmNMdHL6C6hYiJyYwybXGAKds2ubRmNVR19rKqRpWdCkkyb3G39PgXzZr0rBZnNcl3ManCA7Aj16Ho4Z5rhnhwKcO5Q8Nu8oTeulMY0u0PXpzpxKIhvVVo0j4IcNr2ENbZ0bTqelZJm9e+hdI5W2/NkiW+HXFEkkcI9InVI+leJNJ/V0TcieovgPmrSGJg06Bhy7M3sSuBqGuenHZJT0zF5D73PJUlk6umdobAwM5omxjqLA2fX6D1shrHKMiHrLmJ9hjWaVBqfzqmh8CbpEDNyO6YiqVAfsrW5pOC5mqaMefJGf87ntztHeOeQlTZBEARBEARBEIQFRn60CYIgCIIgCIIgLDALLY8sbCxLe85Y+87zafnchv+N62OZOWviN2ltROvEJHs0K5EFU7LLaXEAWAqS6I6wNh3UKaAqL2t7ekDJfIJFaIOC4rqIs61icnqrTyAJGBm6vKBB10lNCrAbQayT12Af6UVYV09J0GP5uk4oodbAwRpZJsfGa7cLyii883Cr4WfIUsmqQoq/42ftzXGPVHMCajcqEjTNcZLSLKMkNZpySE5m08n2bYKKcjx7m6QkKetBR3QC3aBdacweBUpuzShwdpeCTZMkMiOHSGuiC04Skuy1prjJooWbbJJV56yDGkqOMNZYA92NMR3jXup96GiaMfKdUGBakxwUjQYqxQsr4wA5pDkkJS+6OKczwjHjNkkaST6UV1xv60M0lumApO9UXS5JH2szkq+SrWlzoguzp1SPLgW5zWqsi0W+MTcozTtNxyCpZkByLzYGtvkWuVjVP4eSnMmaF+neOsbngvAuo6huw6CtIyEFsGeFYkIWqzalYwvnOlFl9iLZZYvf0cgNt0XvSCPqvM1Qd/tOmxhP2YmyaJCzbogJxHGxhcXjIN+eLpU3Y3KJZJk1vQcaNMxb9Npr0pjiVeSRAf2fDMK1IYmnwX11a5w5nyulb52QbTLvHLLSJgiCIAiCIAiCsMDIjzZBEARBEARBEIQFRn60CYIgCIIgCIIgLDALvaetTmrZsND3HuRknW3Qbhojg3I3VaMyHQ1aZdpJsYkib+gbBjzSQk9pb0dOG77idRxjj5AXW/6rie5NnvQ6yGuKEAWTNoUi8MkKF8VVrlHJK4Su2ojJTtyDIrlOu4h82teS0t4dY0nXhI8OKkLpWyD72N49cKvhjs47rnQlv1I5O5tTc9D07NRlQtbl01YhvzKyFLRtKqftnuQir31ukVu8T9cwq3vl6JycbiamfQHc5gNs9VQu7SObDCrl5U0CtGeqSFGAgCz/bQofEDr6mOIWKFhcQ14GxUGIaD+GyRVJY5AqdAv9tImbiQLcDFtRa1uumrieWeAaSXNJy7eIcJ20Q/t/KXaCv4aGkpOtdUzHp6k+vmQUosCkvbUF7R/JDVyb67dIUYdBq2L1TTEk/CXUvUt7kg2yCm+Gx9skltD+GW0PifujxypVsdqufjnHXj+nomh/QZV9bMK7GItCqGR+JfwR9V+D9uRnGd7pLItCfDi0b5/G39TSO5VBYUH8Nt4DjRzjk+9RyBfarxu19d1cBoeD6dB4Q/vx4gHu0bhBoZto31vN1SesaRfnFDQOpS16Dzyid1u8NqqIbR14g5pSKuc5jj7nrbE873PN8ZyfvfEr4PfPOd5hwj1AVtoEQRAEQRAEQRAWGPnRJgiCIAiCIAiCsMAstDzSJjtY09ClQbUUMpyZjTXdNtmtqjrkQ40pfp+OTbLajnWti9PGNZ0pFoGPasi3dhNSnYMWZJudMUl7XF145h2RhMfAerQ9xHGTLq5dCyDtSTx9Mdom6WVqQRZl0br4EdfXFNcmZ1ltqf9uuRMLWF6if+tKIvwQrl8WabBxvGbfr5QiBZ0mreAAFhRtQ7mUtqkROBUZY0ZyL3Zc515dp89Zhtshbeas4knco3Mm1JVNytjhz0d0PN1UDYrl75eridobjHGT4y6GzPYUF8nrJGmZku5SVUJ5HCAdLaMA2SHJgdo0PuRsYa+HEemQ7Cj3YD9dRPRQOsi3OUHl+R1IEmtDfWyNlnB+iySOvgtNTmOGfG0X92T7JN2ujFve5NaSUyvAcSaFaanTeBY7JNOM9HyTFtmGU9VnTWjM7Rj3MTXnaBUrOAmOy8jyX+tMNIMaPOTPkVBWMXngO16xFgi0k3D3Wpm+OLqBQ3a1GUelJOH36JlMcrTBVgFNWG0TbW5Q3yzTnU3aP6CUUqqhhMXBzNEBQvagV0r1M3SgiPpiPUA6onZiJrSdhcI1NSra/pSk5Da9P4V1dLIabUHJKMZAe6pn5rfRBq0hTTJdjLONQ5xz1KV30Fdxf25H79SNV3HcDs1lBc0LRoPCi1D3CamJe5V9KglPDRx6ij6eN7w0aAyqbn/hHwiVKV14h5CVNkEQBEEQBEEQhAVGfrQJgiAIgiAIgiAsMAstjwxo6bxpedp3EUl12rR8HpDTjxFjQTdbxnK9FSHfpLJmbM6woBy0cY5HkqPoBNa1WySVTJaRT3GgLybPOlj+ns2wfm31cV95ConIrIb78HcOtLzCBNfcI0ugd9LR506uLZLIe4vm+EjplKSKlq5c0eQUnGYBnfbcSAZGBn/KrowsCXcHKEyUSVKOmM5hl8gpdf28oucckqmsxbJLKldIedXo2ga7Y+oGispJ8eWYLLXSDLU6ZsdHHz0gqUjjvCN00lEfBchn0P9NDQhTbJIRBl1k1qjcu9uDXsY1UBarTTKhmCTbLUjKaiQjT6lMSillk2w6Jxmjk+Bzn+Q4XkZSxwYeVpHqBU77uJeiIDnoEsprko42sshpkzzR7Iauka3TOG8OyBGOGmRu4t47caXRzyFj11I+hdppTgNfwTLcSl5zlY/vAklkuHexTD/91JNl+utf/3dl+tL2S2V6cgMa5KLQnY9Ncm72WrBs9Uj6W2+sl2mfzk8LVFbN1GeP5tJGmR70sS3iw098vEz/+CefKNPdwWkl3DusGp5Pc6K/C/ldDNo5jUMFOSgW9HxNkxxpDXS4zNF7GTUPldo8CNO7F0kMXeq8RxXZPbvVqh7Slol82XHSGKJd+2u4iPkK2T8qpQwam2u7KPBsgDIWQ3K9XcfxrSHqcaq/DiubulnE8ytJzNklsriNJJKZK4m8k/0wwluCrLQJgiAIgiAIgiAsMPKjTRAEQRAEQRAEYYFZaHlkzcY6r2np7j6dgoJdt7BWPCCXyCkZTNUDkg9RgFsn1heA4xbJLkc4Z9iFzKi7g7XlYYvc2ciBaMfUpUHJq+ReZsESKBzC7mxPvTeZ5xLJfl/8dFmslZEjVCvQn9XuW1C29zLzXCIdknpVJaqsEuEgnRzafkIP1OaA1nSMUdFV8EDjUMZcrsYcl0iXg3ZX/szUnCA94s+5vJQ251zbrkgP+V56lA5JKtlISBdCjbk11d0YAyqMtz0s0zN6EAYFTh2Tsse5gZIM13TdZXOKQh+Rjedghy64Ct3nWoZjkj6eaDPW9S3TGkvJ8eQcBw/IpAoKSdZkk7Oj29M1PNYY3xUUYNelMdu0UUabxmYOyFuEer5ugyTxRyShozpxSew7M6oh5W8NxfdVMQXy5Xi5HGh+nqvkbWHZ5dseUBsFjoN97Zvnv/jVMv07X/ntMr3/3efLdNCkIMJTNOCcggs3hroU9cCjZ3oVI/h1D+e0DLhP+iTy9qgtTht6ZWV/gXLN2jjny7//+TLdPQVJ5F967BNl+mf+xl/X8nrk8U8p4e7g15+0pmsPmyHaREyuu06K55sUOKZOLqNhjfr3VB+3AnpXaNDYMathfGkN6Xja/tKd6DNhTE7e5hTHZS1yuxzi85S28jRG5CTsVHSXE+Qb0J4BZ4IxyXFpy8wRPt+n8SWpKLy1mqA5ThMnv5X7UeZIIu9ENck1lMw9SvghstImCIIgCIIgCIKwwMiPNkEQBEEQBEEQhAVmoeWRVpPdxnTJUdHE+rCVYIF1ukoSohkFa+yznRz8coqWLjlieU+4he+aE6w5h+REaRzC2fGQgkZef+1VLd+bpNE6njjnnYVr5W7LO29VPm+QZDWkALsdEuONUHG+pwcXbkTQYPhKqMJSg/qcz6vmdT7J/GpUqeww5dKfehIOqE0ZDysjC6lNNEUYB0gN6fHaLPEg/URY0U+wBINDWnN5WbVWDSb+Q6I5nytVkS1TeRNyOLPogmHFPTKlAKlHNZIokiTSpPpi47IZ3YlxRff5Mk5Q8GfKd2rjbpzruGN7Cw57jQQPJGyx+FUpj2rV7pLLZIQHYTfxsExygLNJoqQC/WGxbM6koOEJjc0GuXYmdWoQBY4vWPuqlErIdZcdNYsE149cknnOdLfMeXDbtrilcRR5HtzsW3+s1G1MIt9mSaR/dKVMf+upPy/Tf/xb/0I77jtPfbdM5yYiz6/U+2W6Ru6ngUOuqEO007CmB702M4zn8TKc9ZwY4mbDhqukGaLm8jrJ1FIWQytVdNEo3Cm+m1HNjy+8UqY/f4B7+rPnvqHl9cRHf65M/7Wf+2yZPvupzyjheBQkJ65FeiNPaDIwTN62QuenOD+mZ5iRDDHu6Pla5AYZkWmjTU614y6NYSTTDLv6hOXQ+BR2SAZs4JxxBxOkcYTzQ5iXKlWVynuYpVx615zSu+7eTYzZ43eZxfadGEmKJPLNISttgiAIgiAIgiAIC4z8aBMEQRAEQRAEQVhgFloe6cX4TZk09aVwY4z/u7S07B2SaxBJeNwJ8oqbcOdxprqWKW5ggbfjY+F2lEH+0RjC3eqF7QtlenrxZpne/pG7eeugGN5qf+5Rb0wlPqMm4eGGMS/gMnMnDkAWBSRm4VeT5DWNPmQv9kS/+tVjXkfQJYKsLqtKX9skiTykz8mIVQX0GNqUnlKj6VbcI2f0/xX6nCWN7OxIikJlsatkpbzscPl2x/jU3AXpc7tSqXyPLdJnaq6q7AxGn3OLrwY6He2QRIxkjC5pSNMOajK+jpJ0PnCqTH+gElg8WSapGVlZZh0KmDsjmWeHHCNZclTXx2wvxihRdFHG+oTkSzUKPsvukR65s431Jx23KMh4BDlSVsMI16DIspMmt5qK1pJw6DIBPeF6Qg2dB1E63niH/xyaJ+jI3/rqn5Tp3/6df1qmX/7Kn5Xpmz5k/kopddogF+X7Vst0LUZ7mFDnN/dIkmjh5pdu6vIwi6RmgzHN7721Ml2nDrDvos1Od9H707beBjpjtOGZU3wAACAASURBVJUDklF2DzFy7TcwP9e24Vy5b3APVerCN79Wpv/JFUhIH/vih8v0B37yp8r0j38Wckr5M/j3KUI8j6Cui4MbU/w/oedoTjE+WNSvmhHyGtEWicah/qbhL+G5uxTQO62jnbbJdjGykVdrqucV0NaNgY9zshbGQHeG8W1KTpD+JfSFZ15D0HmllLr0Et4dr8c0htIxcwNaE1W59XFUlPNcvN8OqipwntdYrM4jM7+DHqdO3i/IECMIgiAIgiAIgrDAyI82QRAEQRAEQRCEBUZ+tAmCIAiCIAiCICwwC72nTfWghHWClvaVt4rvcrKUjdcpTEAMpbDbwe9TIyCL6Z4esd7OocHP69D1GzehgX9x/3KZfp32sc2zE78d8yLI8+cbutO9clqoi2gfevyJenPczub8OPpnrjn3Npva+HzWJlf3J/2QQ66Jo3lHCW/EvPY073kopdSIRgSXvgzp+br0fAPK2KbjM71bqYLO4d0zfBjvobtd22Te7n1szDz9fXWfYI/SPEZwN2HN/3H3h+5ltDOAKtWwsJ/JoWcSUEyG2XPY69b/8U9r+Z5UNOD0MRLUyaJ6tkZjM+1FSQYcn0EfOcw2HRdjbJ3Svhbex2x0aI9LhLLHA32HhEl7TgqynndsXL9IsEmmH9L5t3P/p7btpdg3F9N+G21H9Dv8J9ArN14r03/06/+8TH/py39QpuObF8u0S/X4sbNbWl6dOjY61ht071xhQ8yJBx4aWhjh8+uuPm83ae+PuYWe0W+gzTkearWV4Py9GvYKtWb6PrRkHT3Q2qW96F2aP2Y4ZttA7x1c10eR2WP4rkOhfp5/GfvbnnnuT8v0N7729TL9sz+NEAGP//TPqvcrOT32vPJilPWo16T4MmzRM6QwIke0N9ZIKbTJoPLuRnvf4h7yKii8SUGhANQMMVei/kAx6QxtLaGwFWmKtuW5yPfoGmavP3oS7eSFZ17X8t3jkDHqzcGvgXFlfrUps3n5vpPRA+Z5ISilz6PaOXdilPA+QFbaBEEQBEEQBEEQFhj50SYIgiAIgiAIgrDALLQ8sp5DQhO0htp3XgyZRuxh4bdNS/EjC7fnznCMPcDyvFPRFM5IeqhGkBBt78Pa/9LzkKHMk0RWVq+15WEWY1StW3/IfZRutHWJSX0M+ZNH9zI9xNo7i0f42vx5u3JNlqRtUprtd8lRW42p8Lw8X10KZ0dxcvtVBa3Xswjydkvpwp3B6gJ+7tW/2rAkkttpkzII6RnW6aBD+rxdkTPwQNOg9LshbAMLZ/g+TlCaJXNmRduZUvdtU5vfpsGDFH4Kop03kErO0buYlBepjFQaYXwYkdbmte88o53fHDxRplctEnd2yI7/EBlMu2gE9Qk+LzxdKOqRfMmk69cmNIY10IhsstROa2QNPqlMWy0cZ5EUKqVYEQ7JLn0qbyOumlETXHc2hTXIkRcl356/gFb0zE9/C9LH3/6/IIl85vkvlmnvCA1l+QSs9be60IpFPV0iOAjQ8nJSRPZGGKl9qpP7HHoGLfSY+q7eSJNVzOkr1DGsGhqEvYdJOejj4g81UPbLTV3O1hpjZqutUXt6fa9MDztoW90ZRsHJRJdaRpehNW48ggAl3ggNYmThQbz29JfK9D95FuEVfvZ7T2v5/vz/8Lfpf5U9D+8x7BADYlHTG22N3l/8GtpDg0J/+DRJ1AO0oXwZvcwd6W0rbKNO2zOMPUGNzqFQJUEL166N9Paf1RFYqUbhCyJ6bDcvYfb655//fJn+5pe/W6Zh8P995r3v8TjPo9spmlcCCofSHet1ukv1ZVLYHpP6bo10iFfoXH4fMCpxoAKayyhbrfUeZ1tQ9V2TX7s56ApPnZrkk3XoNK28H98VZaVNEARBEARBEARhgZEfbYIgCIIgCIIgCAvMQssjVQNL1s3Kuq3RxHqwTZq7pE9OZCHWUe0uyT0MLMKmfV2mYB9hEXhnikXcF5+EhOhQ3Rpe4q4u285zuePPWTaWLqNceaEvQO8YOCsiSWSDlsK7rEzyIF1ZI71Ud1UvS79ABm6PNZFUyoKkDbtYog8c/P6PJ/rdGlTFK/R5Qa1vl9zv2E1IF8UKbwYWj8yT2VUVdjmrxViyR/IEg9sWtTmTHpwuONLlrwdq8ehW/n+S0htnIeNaa0JStt7CWZGHm098XXKXGei/Q6pw+8K1Mn2FBhWuuztx/JonGSnoGbKEcxLtace99OTzZdr7OQhblhNIJfMB+n49ICffNjL2Ul0M5Depw1MbMvvkEknuvbFHMkRSA1nL+rTlhSy7xHcOjXWWi7zqKQtyql6fBD1GV91aB/l2/NUzDjDm/tG/+A3tuy///u+U6auXv1emmxHOaT9yukx3bZQ4qqF1ub7mg6mSGtq5G6Ie7WVUyiM2ZizvwX6ZXrq6g7Kf0WuI24TbQHsyTLT6okazhIkZILYxJ52a6H1sQv1y7WC/TG8+DlfMIIDw+OouRqTDQB+trmUo4/IYZYxJHmyS/M4j+bN/hHeGP/jC72r5XvfRz/723/8H9M17UCpJOnAv1ttWTPJkk9wYwy6er5Hh84gG55z0wUWnsgnFxzMJ62h3Cbsa1zFheSyVrDjS2gHG87GL8g+vvF6mf/U3f6tM/39fRd/jUa+iNtTe97hWeE5epS9GNE6zO2axrud71kBfNLYwZpNyXCU27r29A9fzEd1rVhnQWjS/JzDUVFMqIw3Zc98t5jlEKqVUyMM5nRTRtS26Rj5HKvl+4Y7nHMMwThqG8TXDMF40DOMFwzD++x98PjAM498ahnH+B//23ygvQRAEQRAEQRAE4dbczR8KU6XU3ymK4lGl1CeVUn/LMIxHlVJ/Vyn1laIoHlBKfeUH/xcEQRAEQRAEQRDugDuWRxZFcUP9wBynKIqJYRgvKaW2lFJ/VSn1l35w2G8opb6ulPpf7uQaAwO6g4m+wq7qE6yjBm389vSmkL7ETRzjkCVbwVY2ge7JNiPrtf3vQCZ0SJqjeYFw+RfwcWMBsrMiLycv7WMpfFbXnYK6pJZkYcdmghJkG6iwk+S21n8MDlynbd3Tp04ZZ+SmNKJ6rF2lYN4fJqmLj5rwm3p5rR2sbR9SQMzsKqQkV7so4+giJDEXqLL9iu7ruAGY36+wCIzlCfx0jIqdlUd1TM1Jk9ty2zbmSCL52tXv3kk4ljJLVz7S0KU2930Q3pA/NkCfUas4q0NaFy3YaaJrNobkaKgOURMXPgJZ1P3nIZ16dorBap9kkxBTfp83K53M5rlujfTj9m2UZf878Bmrf5Dc2WLIcXxydBuQNHSim96qAQU3PnJJIhVTcGwKWFtPSQZO8nhnoo+uqY1GXCMpd9rAGJiS/VjkktNgNM/PTWnSG5aWGnz5qk3wW8UYbeBf/tr/Uab/9Lf/tXbYtQhSwPsLFKZ1Gv7DVornthNDFtina5hb+lywSc6bSycgVzxVh1zQWkcb6Nlw25s8/miZdma67Cxo4flklzGCX5rBZy8JUa6jAOW1b+Jek6b+9+YTCo3NPgvdfyfBve8qaMrWLOTlLusR1refQk8LVlFGN0f7HVu4j8EuGodRoN6MEfvtKfWNb/zbMp39z+i9/83f/ztlutU5od4LeDPUT9DUJ+42vY/4TfTrxhQdLungufG73rCPdLMyqaQ1PEeb5qW8hxmvOcLzSXskF6w4UQYuyhxtYwz8rd+DU+gfkySShwRuTbwdRCmlOLY3v/y1qamM6aBBgPHpvkfJ+TUgV1+llHESbqq9BvSkfkGT1Bjvd0frKFl2gIsfVvSG9Qj9zPwQyU8PUF8XxuhLxQH6y5DepZ1EH2dHGb6bUeXxO12Nnm9Iw0iLmlP1vYKv8k4GE7+XvCWSfMMwziilPqKU+pZSau0HP+iUUmpHKbU25zRBEARBEARBEAThDbjrH22GYbSUUr+jlPrFoig4xJAqiqJQc37wGobxOcMwnjIM4ynf9291iCAIgiAIgiAIwvueu3KPNAzDUd//wfabRVH80CrppmEYG0VR3DAMY0MptXurc4ui+FWl1K8qpdTm5uYtf9ixe5hdcVjy21hWd8lpqOhhgdSiyKfFCrlHRlhfzZp6vjfPI3D2hYOqIOkH58xJH5c1+qns9PEfgyQF7irkKvYRgnwrpZRLRX54BdKMJZLEPNSFXGTlNBY7B2QP1Gzp9x6TPVBIItB0Cr+/wz6Eb2emKO/sDK1f7+hul+ljuM7GENcYPozPnQOSpZ7DM5zdxL0fVdbCb7xX17/fIrh62LVqRu2vVbE19ek7VlYU9HgNavQZjSDs8FdR3L2jsECrQ/f30U0IWT70sR/Tznmgh37VXoVepUsyvVYLN1+QQMYyNRGM2qX+ozZIxrKLtn3Yg9Rs7QZEIi/vw+Vr7VW9Vq9Q3e9Vgi6/GfYr/++Rm9gkhT4zT9GvgyUam02SQg1YE6mPjr5J8j3Sq6cF5DxWimsbbXKzjXFtq6nL2fIY9RWx4yRL2h1y2SXrs9y4jZCdHdLoXiwKJM197DZCyzfN7/3+/1umf/c3fg3XqOl/4DxL7abT2SjTOT3DazMMnKaFz+0VeKSe6uh+YWvn8N1qm9xT1yHfG3i4dr2OZ2ua6CNBZaNAQZKp6SrKsnEDfeboIcjmN69AdhmdQ5uZ+voc4+Yoi0Wew85JlH2DXDh3O5BQ1o7Yt1kpL0BnunLxxTL9oSc+XabNKe5xh+S2OZUrcvXXq+k+2uk3n/xamb70N18t05/7W7AA+NCnPqPerYRt9BG7Yh047eCZOBnVF73LGBE+99vUtmjCyZYqrpQhzknpPaVGDpXpEp616eN5BDV9TBkdog1+4TtPlenf/cOvl2l2RGax4qcehe7xQ6tntXwbA1xneogcrA7qq0Hvuqtn0d96dQpG39e1531y705M3HuS4PXbpLnLtjFy9VbR9+1D/YXA9+g9m0JiWzTwnSdp/yuXLpXpm0NInncj3Ufz6quvlOkdGqiHuxin2YSZt234nFVlj8z74ZXwbtwjDaXUrymlXiqK4h/TV3+glPqFH6R/QSn1b+68eIIgCIIgCIIgCO9v7mal7dNKqf9SKfWcYRg/3JH595RS/1Ap9XnDMP4rpdRlpdR/fndFFARBEARBEARBeP9yN+6Rf6bmK0L+8p3my7gNCjBt6fqfPi25xzUsB7cKkl9YkBh2A3x+2IAUw7imS46+9+y3y/TN6Vu3145dhBxSJS5FeAQWSSXrI0inNjZ0B66zzc0yvfoguUGakJJs3g/J0SpFt56SJLIR62vL0xaW3L0jlCtchaTgDEUHntp4Jsk2ZFTpiUrAcnJsurGJsp8dQc5wwcb9NikaZkbBXHcnFbkVpVmqcBdKsfcUXD8sJCHjM2XoTUvVqYon9Dk7NpGhleJuuUhxLlnsMqD04zW08Y9+4v4y/VBDb7NL5K61QrIUdxljTdtHuzZJrtKOdUvBjRX0yxmNKeEq5F7D1yGhvL4CudUjr6Ec50+SlaRS6vxLV8v0t/dwzhVSpN2JXGToo4FMLsE5bbiFIM0nawhaXFAEV3ZBi5u6fKkgV83YQz06FCg56aLuDNrrnNO45Y10gUhGz84i1ZzJMpoE+UYdHORwI69Cw2PhUUehSjXm2ZXdgVbyxjVI8//1r/8/ZdrrIeOtUHeNU8uY4+JruJnrLtpWj2KnW2fQTk9RsOqNBx7Wsj1jY45cXofscoMkkWqTKpiDc1Pw8/quLj1UXQwYDZIgq5NovycO6CE+So15H4PQXqr3hZzm8ZmHe69TdOJ8A2XZOsKMsbap6+7PUPTez+9jXrr8/AUc89gjyPc8lStH2euhLpM2yJGwiFDel2O8zPzj/+m/K9M//4u/WKb/g//sF9S7CYOdV+u6NK5HY4Tf5i0SeNZZl9wj6figjs9ru/pMn/bJiZIcZqMG+q4TkVTSwpjQmeoj5UvXMO598wtwjBzT3MkCxf/kMx8s0z//8CfL9NI53ZV1QGcVDdrWQ6K3tIc+fl+CNhutoV16sf7qvu8hrw7VfdTC+1Z7TG66Szi/VWAsLs7ocmZjTP+nvqsOMMM+tIY2/5ktjBVP+hDepxf1PvYVC/9vP4+6fm0Jz9AiJ0o+u0Pj8lDpiHukIAiCIAiCIAiC8I4iP9oEQRAEQRAEQRAWmLtyj7zXWGRHZ1WimEa0FF4jbVzYwHKykWIdNe1iibxL8p/vVrzTLry2g/PvoMxlmSr/9+kDlqeFPZTrBKlFVtcgrThj6wu9Zx6Go9DJBpbf1zcgpWrWUQ+NOjKu1fDI86YeyLMxxiJ0cZqDMqKuzTYFTPQhQ2FnuFlQsYuq4ZytBDKw8SlcY/0KKiijQK+ji1h6n63o8sgGyX4WJXjzIpHP+bygXh9VDkpJzWSTLCWi7kexkFW8QBoE7nMsyrr/FHryp5+AjOXhPiQejVO6jKVXIIdWG25gqySDzLdQke4MY1Ux0Hv/MjnmtUjOlmSQpSwv0zV20ZpHK+hjp4Z6qNbVAfIK/uQvynSdut/Lt5P/HYPzQwyuve3tMj09d6pMtzMIUGfk6mvnutTG7JDbYIGx2dhAIzKmeFZZE/dnkENwsKLLrZwAN2k28F0WonHXa8jXoCDJmbqNeyRdRpsL5k0Md2kf+W8+/y/LdDKGVLLloCDDysTS2IU73CG5sJlkAzvq4h7XSCjduQ/j/3pbfxXonoakt96mG+vQcQaJkFeoYBkdf7YSfXxGkkF27LMg51erdI2CJvdNfL4y06ILKXUC9xgfvVSmc58CMxeQJLb6qIf7D3UnvuYn0O5+IsL1v/xtbJ2Y7OA+vPshZ4suod4DW99e0Z6R3KuFa5h7mMium+gj/+f//o/K9OoSxoePf/Y/UouOQe8ZblqRM7fQPlyF+d0c0LtbgLryu3hWdojPw1Xd8dFOeVsFnUOu3Moi+R1tIAj4JVIp9dTTkMK+eHFP3YoP0zaQv/zhx8v0qYcgHV929AmyQ3NOzO+0NbSHNu85oPe4moH5Qq3r0tATMfqranL/Ia3kOXrBPGTtN/IyrMqEXqN+TX1JreIZtkIadzwEsP/oNvrkbEmfu8IGxuyU5sfwItyS0wLtZkiulrw9o/Jq/L7YGiMrbYIgCIIgCIIgCAuM/GgTBEEQBEEQBEFYYORHmyAIgiAIgiAIwgKz0HvazIx2prj63rMOaePTOkSujRh7xGY1/Ca1JxC/+gb2jDz1R1/R8p23D+huYStqi2T9g1184ZGF8mYM7fPmGdL7K6XOUrq1jDraLMjadhVa5GYMPbFPeudOru8NGa1BV22R/t7ahObYJmv/fdo/0o7w+ZGrW31bO2RFTeEHmnuo7biF9OAI97Taxn6D2aG+V27VQ91FJNHWzaDfv/BuEtZ6e/yfyj4cj7ZhhPw5bf2p7FhcGPh+n+jgfz/5CVgwf6BNY0ofewR6U31PW+cM9mltUptNm7yvBtcIB+ijtVCPo0COyqoZovYmFG9hQF3RvR/95+QByrW3rIcnyXOcP/wIxrTGy9iDERtIH9I2oKpV8jxou4E6GqFxWDN8EfVRD6sRyhSY+h7UNm0bmZG1f30X6Zj2A5oTGh8oFkVtpI/SvovKa9F+tSMKSWJSaJWieczgFFR8qmpl8en6UPem2X3llTL9nW88hWtMMaDFLdxHa6SXfZuabX+I73KaMtwh6mtpE/PKlok66bYROkYppfoR7RnncBi0V071+kgf0K7iZeqJfiVEwSqlA6q8Om+apQGqjz0y6joNTlv6fiZ1FffudmmP2nXskWkV6AutQzzco2V94+fJqxgUH/sI9iddu3y5TL+yg3wfcvEQGi7uY3yI/dtKKTWtYexp036dkUVW7j4a2t4NXOP//kf/a5k+sclvAEqtP/SoWjScDG0mtvVxwKHwS2kL7aw5xb1HHurRo8/JAV+1xnq+CTW12oj2GFNeOYe0of1a4SvXtLwubr+A72jfFM8Sj689VKY3N9BOV2K0n6ijb0KthfiutkptPqMBhttvyB2cCj+shNKgfq3F+hlQfx2xaQLly5vEisrsznkt03cjKksD+TYO8aLgDPCiu3Vd3202fAihCA4uo18O12heSfDOPxyiIDEN/++HPWxVZKVNEARBEARBEARhgZEfbYIgCIIgCIIgCAvMQssjiw6WWu1cl1mMyUa+RTKjrIEl5ybdXuFCvnH+m98r05cObrw1ha2Q3eb/Ka0yZ6tYe3dMLPY6G9BUdayKbTLJT+oJlsXHfSx59wMcc0Daq4GF47OOvsRu0TJ5sYy0OcXStH8add06ghAxqOH5tHZ1geJwFcvnzi7WtnNSAaQHkLfMXNRWI8LfFZprennrEQR8TqSECuyGyy3IoD/VVENTFKSgIJd1NWXFE9X1vZITHxdWp50lGeKP/eRjZfrhdbSbtEaSXpKH1U/ocquOg3ae99AX2iHOj6lde6wzbetjVZFCl5hRP6lNUMERWTu3YvSFuA4r596hLmfun8BDeXAX41hwBvnmHvrSeRv9ktTMt5W7siH+pYsXy/T1yYfL9NkAMphsGWkz0setjEKPuDnG46SPBllwP+6gTvME56ZL+rRl+bjHhOzpG2PkG9cwtno0zt3u3knpqfUf7iPcx479F9AEZXnmBciwxjdeRRmXMDgWBq4yauohCuJdtK3Ew/gf+xgb3S60ku0lSp89Waabrcoc0yBrcpv6Qo626U1v0vHU+aiPqLVKrXjUT+ok0YpIh0VlVAnldYKkkrOKwPccPSzOaxl5tV6ndtPBk3cO9fbknsK9L70C6daJRzfK9MWvP1umD6gsdRv3N21AYq2UUomPvKINNKJshmfaPoP+4wzRR67vvl6m/9lv/G9avn/vH/xTtWiwyz9b8SulVFhHW6nFFNKHxgfbpr7rIR3Rto0atzmlVEGSU5/GDidF/SZ0bddH+72a6uEZDi9CCsvbBEgQrDwKTdSidp3S+5ZX6P11SiGaTBqHGmvUL0heqeh9VvF2lq2KLpsn9RU636S5qEkSZtZ7u9T+ZxXpOIUb0fagNKlWbtL1BiT538e5yZo+vgz28N2pc5Agb6boS9dZtXntSpk26NbtSnG16BLv9MvJPUJW2gRBEARBEARBEBYY+dEmCIIgCIIgCIKwwCy0PLKVYyk5beoOT/UCRbdI5OUlJL9z8fn4OvRA18dYavUqy6v6Ivmbg9R+alb5joVNZLaj+nu4D+MEjuoHWIouzugygN4QV0rvh5SjQVKDeB3L4ktTfJ6vk0Pkgf6b3VlDfVnkapnXIW/oDFGuwMY1vCPU+56ju+ep65AveTXcfLSzW6ZDC+d7CaQreR9l6mzrD8shFU2hN497grbyzrdY1cIuCCygiEhq0CHZQFj5s02DFBA2jQ7GWyiJZPEgGRpq5WVJSmfO50optUHpH/sAZBYP1iArzEgSuUFyYmuD+kiuO7Q6Hv7fYbfC06hIizSj2Qrle6A3CHMD1zcn6EtpA3fWGqGC8ybJh0hOfGDpYtYeOfl5J+AQe5ryGm+hxoY+avvi4Zv33WLXrqtPPl+mT2zej3KEJM2s6RIed4L+G/bxXZ1UO34djc4LcH9GD3VqjViUqFRADnTeCPfrkztc28f1DriRB/MFkg49xhn19zZd3mD3VS5WxZWVmU4xOzz/jT/G6WRt10qQWewiHV3R751d9pIxuUc2UI+mjQe33kSb78dLZdq19TmmHdM476F+3Zxkqh4qxaZ+pZokezyqzAUdXFPNqDd3+BxqaH2Sl2U0IDUrFUwOmcomKdYRS8rQR9RlTBj1rq6tt/ZRrkHvRJleHl8q06mF/jM7gKTLWYMkspXqo9XYwvPNbsAJdlZDHU2uoDM4K7iPVoT7e/bb2N6hlFLf+r3fKdNP/LX/VC0CVoZ2Etf1emiFqIecZLitAPcY0ZaQVoHzLXp5cgP9fSAieXCHXsCGDZK3+6j3CW29GF/X3SOvxHgOWs+gptWeom0GDspen+BcY0vf0uFN0W5Cngh5PG7TuOmTjn2D+s5eZfzeonY+pb5I0n4V0UxKdaKu0wDcrszuJN3Vztmn6/N4uou23Gih5oqb+ji7b6Fe+hZtU+hi3l57FfPVjQbyPSLn4h957XuPSiIZWWkTBEEQBEEQBEFYYORHmyAIgiAIgiAIwgKz0PJIgyRztUSXBtlNSASTkLVfuKWQHMoiB8LH6Qif340cssr0mN8t8ypzD8vMH6lhOdnu496bkS4FCWgpvOdDB+APELDQi7GsfdjFUnQnJRlWWw8o7M1QG9EKBaY9wnJ0vEyBhndwV2EfS/LGDV0S43RwzZ0hpA4Tjvu4i7xiksHkAVzxkqYut6rD4Em9HeaR+bz/cLGOGbf37YAFCaSwUhyzvlbpACHJPxJSRryV9cuSzJylmnOO5yptV747QRKTrR65GK6TWyC5jMbUFwYZCpI09KGwHkF4EW6iXxokNTaWSJadU/DPDV1q6VKw4KyJc+wZBY9mJ1e6hmpSf72hjzA+aUMHF9EIgy2MA0tXkNeVHlqEewOBS+9E3vsdcjo8ewDZ2MoWClUYesbhGsYti+R/wSrq3h3Ts+phTCkKasCDitsfu232UPcuBYrNXYyhnRh1pYcr12H3SG53KQ3HWkno82qV8oj4yjOQtz1/CS6EDoWKzdoktp/ulMkDTxfeZ2N00hE5Tho56mt1FZ53rQHuxF6ldhbr7m4zDr5LeSVUj3ZI57eol6YUVLpDkkSllEqp/C4Jz+gZKnJB1iSUTZKKhRV5JLtqknOmojanSTX7uLZ1qL9bRFvUry/jnI0PwL2y8y3UyVWa3ZdIR2tW3JlzctObpOj7Js+J5HroxcjL6+B64QzbCpRS6otf/YMy/cRf+XF80d5Q7xQp7TupJbrrrdFGv87JtdH30C8tmrBiB88qJo32rBK33UogU/XbmAuaOcb5rI++EF9Bvzqy9fY0uo4097gON7M6uVXu49qHm+TWPdP7ZihPKwAAIABJREFUa9wjd3N+b3Co/xX0fFfoGXJk8OWKeyTJ0tWA5h96D1Q8LY1pRm9TvkFFztyi70a0maFNbXufrrFKskkKYD/p6CNtsovvDlL0t2DC77P03A5wv5OQ7df14rIRZvwejbwtK22CIAiCIAiCIAgLjPxoEwRBEARBEARBWGAWWh5Zp8CCvqUvX7dicl2kpfQeOcsEHKOQgjKad6n14ko77grsFqV5JX5thv80T6PsSxGWn+sNXQfQDHEDU5IW1WeQjxT91TLdP0Ap8y3UqTlh7z6lFMUC9WiFPqGg3+Y1kj2QK5+9e1Sm/UrE5ilJTCKSRbUPsKw+pErJ9kkG5kHm0J3qArqMVvLZufN2kqfjwEKhZN5BpNZySNmT0J9BrIqTEa/kvx0xIFlAwdc2SBJZlSTW6Ia5dXCd3K3qoDjGDbNIg1UdzcpxD1Pg4E4HDW8pQCkNciBt0f2ZJu6+dVQZFE6hRTVHaOfpKbRHO6UaNtF+3f1Kq1lGY7H2qMYpSLRLchHfpsZFMh2vrd/90k2cn66iRYVjOKH1enDjWt+BJJLUYWpaGQaOo/AtqA1dugo33g+dQtBte1mfXhpT3JffRbpFY2BEbnIefV60kFct0v/WOCMn4cYYjctvkoQnoUHXPd7fKiket4roVrwfPfQNCW8gsPIffRFuf8EVPOCMJLrNCcnvfDyR7KbetgraDuCyo9wS6mGVCu/aqBPzAHeS3afLI52r5B65hHbeiHB94xSdw1FtBzRfRZXOrnUzupceyxipBfZoJGAnO7cyCrFyuEPlOqRzyM1OHZHv3DK57SmlvOfRIUyq360u5tSHPnKuTF/9woUyPaZA0M1Mb2cdmqvDbZRxQja9xSGkX2kX5x/N0B66m3p5t7+LAO2/+1u/Wab/+n/9P6p3CjegDlPXPf7cCcZjn1wBmwG5pFIftalP1+vox62h3mZ5DKwfUrDrJRzXOETbmtDzGV4iubhSiow+tfnHZMdqanOzCM8tuY72E35Alwc3xmjnRo/GeVZRrrM0ml0lKT3T24Dq0Fx0k+TJSzQGjvmFmG5wTGmn0l8P2OGV6nuPbp7fzW/S8S76XutIf3+3SD7rhXhvdcg1XdFc6ZMs1qNqq85V71VJJCMrbYIgCIIgCIIgCAuM/GgTBEEQBEEQBEFYYBZaHpmRFYxbEZGFJDVoHVJQRlpun16CbKdo4fP4LtdQ7+RslwyxmrSm2zmHcp1cw0GNNUhMWpYuiRm5uN8euWglS8irTQEpZ13kVQuwFB30dblVnmCZfOxiud/bI4cnkspkO7iRoIt0sqe73AUUjda5gXIdUXnda7je4RpJX4fkjtbRvQOHdA6rC+427vU8SaRrI+cipQChHGGXnNayesXhjOQfcxWCc4L1Vjvqm22D/NcZvr9q/VSUciVvpYTzOOpklqBR/GC1WfkzU/9RyE/MAgcetckBLoBgdnoaAUpNcilNVnRNb73AhaIuHooz4c5L/YccrcKO7sBVIwevooW+aJAsRA3oJn3k625BKjPc12VGyQbKmF/Ed9kmOQQeQJbXXlsr092dm2X6NfXmYVnK7nnkEP4V3Kub6nUaLuMeU5I8ueSM55H8Tq1BilqQRDBu6/3KpjEwp0DQZope4pL0MM/mip41jDmSSA5vHVEHohjJKo70a3z3pW+X6fNPI21TIGqPAn3v99BLXr+I8depmLsVCQXrbaFkNZJE2qeh6YoL1OOQnCiXR3rGQ5Id10mqlrbwTJyUKmhAfcGg0alfsfjjEadJabbk7NMIwRHdWYaV6NI41aAnFJDUjRxIlc+BtklONqrI7k+gvs3XKQj3CsaaB08+Wqb/dAXvGTvXUaf9LV1I252QY+UKbYuYYHy6GXMQeTyrRgPPoGPqdeoNkNeLz8KZ9IE//1qZfuxTn1VvJxltWbFy3elwRv29IIli0MYztSxyzW3SWEwzWdHRJ4MiR32ZJAtMaewISb6aG+hvrx9ta3nx/GpSU2MzxWgV5/sHaCc796FP18hVUimlZlvYg2KRVXOtR++6PrXzFrV/ciZVS5WJ0KTj1uGQqXJ6M1ql9rjLwbEpr7ASrprqS01IE8/GqNR+VYue9Rhzz6ihjy/mEOU6KlCWiMaODMp+VZBcO6drFxXLdpOGpPw9KpWUlTZBEARBEARBEIQFRn60CYIgCIIgCIIgLDALLY/s1SEnmFYkLX1y4YkGWHpNXqNgzBEcDbs1skaM9YCH94JqxQ4ooOvSBpbrP+qcLNPr5LrVzsmxrkfL3UqppSlJPUkqZI5IHmbheq0Qy9czCjbaHOneOxkFoczJgeiwR9KMC6jTIblb2RewrF6VL3VmKIvRwb10Alx/myQ8J17Hsvrry3ju9sscLlopn83E+D7U3cGiUW4pfZJEjm0K/MgyIZtkX4G+Ph+Rw2CDZJS8ws/GgXx2RRWl0mP0XJY0srlbk75gqVeV213/XsDPkNUXA3rOZz56UjGdMSoiIMuv/DoFfl+GxHB6CRKPCWXsT/W/X7XWcE4/gMxvYxXjiDkluUiTpGkHFV1GmxzDUpJisXTrEDXcoAfkH0GwmsZ6y55cRT95eQ/ynuvPwT3yoo8032PeJIeyg4rG5E1y7QrGiv0X4KS3+cij2nGNFH28Rs5pBo1nBjmUOUcUnJWchLuVgPBTj5wlqXpz/jxC65pVlHVzoeFxQo2zTe2xxnlRZ9o9uqGYf/eHv1emowRjZT/CSQcJbmxtHxfk2MQFht/vf0fXbPrkzPsonu9ygHbmB6ig4grkuXt6t1L3kdNctI7n1jRJQE1SL6VICtuitF8ZOSh4tDqiXj4gGRnLw1yq+CHLLit/bx7RSF2nfsWSMofOmbLOTc8rpgbiF7j+3ut4PkUN89gDK5i3r1Pga/OmLjZPzqJfDw7xfA5XUL+DCPex40MSlm7jc8O5qOW7nKCfOR0cd+Hrf1amN84+jOPX7n3QbZYsZx39faBGzzFnGbuP+T2u4xl49Axzerdo+PrsFdN46pFTbdqlgNaHqJ/tgNyrXyabXqWUQ8PjgMabDkm2V1PIIAt8rMwj3Md0Rd+C0tmDdDfdhP7PHdOgQltQ1IQLQu10XPF93qACTKht9+n8Izq/RX2J5cFOxZVyTDdvswSZzunTtW+S469LTuXb+rtbRBaQtTHK0vBw/aU9tP86vxAMb5n8/jnU1PbUexNZaRMEQRAEQRAEQVhg5EebIAiCIAiCIAjCAiM/2gRBEARBEARBEBaYhd7TpiwUrwgqe05OQ/ua7kHov2+Stt2EbnZpHfrhJLnbXU9vTMXsXblr0LOfaaHsvcehB246uN+wDb30/uu6OveSQdbzkNCrkbqKz2lnl2Mjr9UV1OPSqU0t3yWyVPZIip3uoOwB+6/fxN6MaZ+svn39We140DPffB37KC6MofkvRrQXoAsB82gbuuYrhv7cWCU9z6r+OFS3uPgkKbdoX0vcxrPKpnxFlMulfW+FHqFAGRPax8YbuOgavPfsdj777jHsbLm2aKudZvlfbafzdnve+x6j28izsr5H+23qlb2thxZagXsDe7P8AVkob6OyLnSwf0RdQGWHZmVfyz5qIlrC3p0Pbq6X6cc/jr0k9y+RzTPtAVJKqe4M1zdWqbUd4I6nZD8dvYg9qJf3YM3/zIsvavm+fg3j3vVD7MlwltFOyQFfXY7QX/1D1FW98qe74E3Gd/Dp+OeuXCrTqyfXtOOCU9i/4trYB5T2KcRHjhbpt8gCPEP9JDXaQ6GUsqjVRmQP7lCohaSDZ1APj7eHj53KteAF9Ai5zbpUxuf/+EtaXn/+9KtluqBwC42zGBNaR7T3kfZyHWGboOrqt65m5NC9tooHsdVEm/XWUPoiQv1esrFfJX1JD8RxsYFx2rpM++saKED+TbTHlTMIpbHVRvtfe+i0lm/nkG7gNE0yM2qovA3uiMrFoTSmlcAhNo1kQ96MiOc+u3K+TO9PsRvmxRdhk6+UUq/vYy7au4H9mjH5ifdssuZfQV3br9OE3K+EvJiiPU76eFYWbUwsaI9XTnPMlNqvqbvTq0tNvB+sFhgsDw3Uw+uv4h7fjj1tDj1aM9T3nqUNtCc7Jjv+NuZ9a4L6GfVQJ46BNhsO9Jnbpj1uRzSouTPUe9BGwSZXnivTN2u61X2DJkLauqZMi+YMyms6xrWvUoij2TV9b+teG/drTTF+exQTqnOAvtDtY+/YhkWz4nollMaYxjR+R+P9muT9oGiftlqifWuH+t4z1aN+eROVktELweQSPj8Yohw36d5nud5fgymO22/gvhoZxodhE+3EwpCpLN7fVtnfnJHPQp1CgcXUHrLZWxnA6O1HVtoEQRAEQRAEQRAWGPnRJgiCIAiCIAiCsMAstDzSJg/lWs/VvrPInv5ogiVnd4b0+gnIc1xaER2Pdav7e0Gr8v8zBpZ9H/vQqTJ9nwFZiergmBvnYQ37WqFLwiY3sIS9Qx7x2Q3IqvbJDLUVYLm8tonjH/NWtHxPPgHp11mDwgz0Ic2wr5EtL0nC1A6Wv58PISlRSqnn//QlpG9iWbwgv9Y6KTU71yEJGFpYxo93dJtbXnB/sw2Z/1pRH+jfLUeQ90xruEo/xFkH9KxsCp2wT0LCpq640MrbpCbIksQ2tVNupV5FxOl7ept4I1jeyGKVqhxynnDgdqEB3ir4mVCvUBsJZCh1h+QaSilzD/qIGcmh3T20m9p9eJ5L9gmcu4rPexUH5cNH8bTyHVzj1V3Ybe/+K7TrVz9wrkz/xKmzWl7xRyBZWr2AljpxUNuT65BVPbsLieHLf/J8md5zdFnfkgXJ99JjH0bahdwkIBnXOoXrsHKSPL+g+8hfVXfO1VdfKdPb5+7TvnvQQp8xTpOcNECdxE1IeFoJJG95C8/dCnVtsEOyNZMs9Cd1zBltktcfGjw662MVU2A4VdMu6ouUbYqGBLX77Gtl+o+/9EUtL+My9D15C+W1n6dwB/ejzSaHuMcuFTckmZBSShmkmFor0Gs6y5BP1ce4hlkjPdEO2kbS12esNQd9o0UyeptkVXsUMuPGy5fL9B/ufANl/3Vdv9S/D3POw6voix/51INlevkEhYrYpHFvn/WqFX04yX3D63gOL34VErhvXsPnRxQaaLyqj63NkMLz3I858YEm+nFex+i82oWUdHgASePRNczhSikV0Xxp7uG41klMQA2W0NvQgU0OKVRJxZXdfRWN4vpJ9OUHhjhnekW3tL/nkH2/39CfVZ/6IkUpUv09CjPRRZttjvB5QJ87B3o4CauH/7eHaJtZE2N5jeq3luD4ZV+vVB4Dl2h86hYk8fbR5m6QRvwGScRrK/p8VZ9gDBw3cL5NqsSU4ogs1fEO+8DD6N8fW39Ay3f1kTP0P+rLfeozu/QW0KQxn2SEw4MdLd8X/uK7SO/gnMNrkORG/C4yw0Q6LlDvzlDfYDGz8J1Lbyedc5BTP7iGcefqIa5XQxQbNazs76jv414O6fMaSSK5JHz62/GO81YgK22CIAiCIAiCIAgLjPxoEwRBEARBEARBWGAWWh5pFVi8NAtdwpCS3tG0IDWoba4i3cHS8OEYMpjD4d14Dc6HBZwP6cpDde4TkESukxtdg8p74VlITJ7cg7Ti5Wu6hOdKANlDdIhF3bSHJf56hPX2AZnZPaA6dLy+dH9wHXpFexOStO6UZAgk7UmvYQH6pRHK+K2nIZFSSqkrEyxITwr8naDYgoQnHiKvvKCF6inuo9PWm2tAzmAVddsbwjJAN9bztRuol5ZJrn7LOKsgCWdCKlGPFGyxo0t6WyR4DD185/n4PHPQ5gty3bIcXQfQPoadI4tSWEzJ/lBV98h5vB3ukWQ4puqk8Khtoq5cUxd0Bk1UvmWiXwTkwmZO6G9TPdS1TS5+w0ZF0HwNea2dglT43z8DSdehgbLk5GD78qEuRXr0VZSlcxLnT46gv3txCEHO9fNI105hfNjMINVSSqkDal4R9d1XLEhcXHJUK8j5rJ6iLVcUp7qO902SNnCNy9uvad8Ntu4v02sknUkHePJOjn5lu+QqSQ3Qd/T+6kVo3VGbZJQJPre75MiWoGfMF0cqpWjcrJPLXeKS81oCDfQrI8iiXn3pBS0rd5mcLMnNLjpFUqgU19hdoYeLbFXOzmlKqS4d5p1EXg2yvtTmxCZJSWm+CKgtKqXU93ZxX8NXny7ThxHmzrFP7r/k9Gw5eLZWVy+wT217vA3J0/4+nB0/9TMYoc40HsfJA5Kw3dClh2qG/nfxL9DuztM8OjzEPBasQnq1e5X0VkqpvRTlal65UqafW8dxH2iiPTX7cGM8McB4lKa6E59Hg23UQ73MyLGvvoWxxjpPDpM0x8QVZeiwh+OuXEK7m/74p+niNG5mpNu3KhbHbxE5zaFepM8y+RI6lhfzPErH0TsAS4BrETmKd/SBKypwXyltXzCoX/k1tIHeFt7DNh/FuKyUUt/bxruYuYr+PlhBvjGNA9kY7ay9inF6a11/EWw8iHufTdDnXj3Ci0M8RP+JqY9tfx3j+vMNtEullPr4eUh3P/sf/zS+mFa0tD/Afxr39xfn0fe+/rUnteOe28d7WTjDnGjVIdXsLWNw3hhgm4Cb0daFtr4laX8b2wFsF8+9S7LwjbN4Zz69jW0JOyfwnB+uuEcatI1q7yK9b6lbQ8OWSquO3DzNHMOtWx3T+ftukZU2QRAEQRAEQRCEBUZ+tAmCIAiCIAiCICwwCy2PJAWP5qijlFIW6Vr6G+TqdA0LoZ6H5evZ5ZfL9HHFkSzsYKEbC6lYpMEL7A8/pDvIna7hLGcJ6aU9PILXe7jHyS7kThfGuoinlUFWON2Cu9DRNqKweh4q74NdLFkbpEBoFnrwT9PEMndI7kCnPgZHH28P8oKnJojyuf0dSEfMlh5Ud8vAPY7auPeIXBe/a9NzO8KaN8v6iom+Rs1uP/yseGV6Xhhdfp61ZT1ibecQf8uYkKtaso/yGg3ck3OE400KrJlWGlraxnE9crGaOfi8FaJ+wxruvlboTlnRMXouSxr5rzN879VV/+OoAO4VLOQYUGDapYx6XFv/O9MatYn9AWRg4UX0zBc9yBWNpyErGVGj6VQqNCEbzzNXIH/64CPo5Y+tbpVp+35kNr1EtqhKKYccz2o27jInV9grL6AvpQ6O6WeQLz2ldLnVy98g98oQ97ucoB4mChLQ2hGut/4Ayt5pVBoqOTC+WXetgsaNnYYuzZlch2NfbwB52jLlnNZQj1lI7pEUHLWb6m0goCCszRm+G9PnCT1fls7eFh89KG+gjF5K0s4QY8LFP3+2TIeZXsZeAClX6lB7oLHGP0GBlakN2ZRXoxL5vEsmvysUoLrfg7PohoF5JR1g7sgoGP35A11ueP5bkNk9PcMztRPUyaGDMftcHX3EPIW6PuPrsuOTj6Jc97fRThsDks3vkj7XpBYY0r1buobXfwV9/KCJfrLSRTu75EBnuv0NHP/UEe5PKaWMI5w/auH5Nl6APO2505gzPr2BejRIMveQh/cSpZR6JYNE0drHOdM6OendRF90TDxP20ddZ5Xm26X4zWET13jmS18t057xmTL9wefwnrD84Y+oe0ERog3krj5yZNcgC0z6GCPapNAdtWiuzHH+yEa+nUAXvR2ZJENPSSppkeMktZtWC23xXCXguEfy16UU8u2NVRy3ZpIr6/qZMr3p4vPGqm5NbexiDN5JkfavQC54KUeb+8wJvEee+/RHy/RgqssNd2c4f+cVzHHrH38EB41QrgN6C967iHb9wU88puX7+ARjx5+PIJW8/D24Gu/Tc+slGLfMHvrumqnLcI3TmEdPuOhLmx/DvJTt4xncfxrvoMa3Me8lm3qQcWuHxmPajjLPLz673QvPnO/mqibnSCKrK2N3q5yUlTZBEARBEARBEIQFRn60CYIgCIIgCIIgLDALLY8M6lgWd1Ldvy5tYdnWy7AMa6xDEpN6WD6/eVSJdHwMWJrHMqEeTG1USCY+DilBtiqmTPUNfNCkZf2CHIweDBAwMf4PcR/2N1/U8tqOkdePrZwp0+d7qK/lBmRGn3wcgXd3X0GwxKSny5dOkNQmMVBfHQ/L6vZDkLQMn4XT0B4pDCuxqlXjHMqYNnHgiweQhHXJra9OMtEjCpJZMQpSXMWsmAqPsf7s1tmlUZedhevkAEbBIoMWFsPrdEGX3A2HYxxvLFUCQVNQ4JycKGtjpJMaSaTIzqho6MG0vVR3prwVXA3cft+s0+bbBQugyQhPLQ9Qj21Ll7KqR1BfxQTSoPNd9IWjq3i+3WW4eeUx2vjFTA8wvUxB78986OEyvX0VznQOBX/+UBdSqLiuS1mDQ9KPnED5Z0eQqMwMcnacYayrn4Mc56ca1EGVUtvbKLPzCq7RPAfpibVPwU4p3GjHRtk/+FBFxvUkBjW9Z7wxLDQzD3Rx8uEY198k18W0BfmRSf3KwFCj4gB9wW9UpPIJyf9a5JqYoPSJi/Nbkf585jFmzfUMY2VsYCTauYq6uj6BTs2qWHAWNIb2LLTZfbqV/AoFrKXg1oWJnmxUmv+gheM65/AcG3yLyxiRB3XIiWZn0U5WQ71OLp3D87GfIcnTEtrjVoLCuGfgmPfoOiSJ3XV9NsgOIdeNl/Dcl008d28NfU+Nadw7Se3/UA8C7Dcp+PkR6velPoRRvTE5It+PMb7+jC7fM06j4bkR+lXQh4S0S7qq9Ydxv9FluNwly7pz5oDu5aUe2uZwD+lsE2U3SAJXLDv0uT4XBFQt3Rj9+uoUTp3+V75cpsMIbeZv3iN5pN9EHzEjfW0gWqF7jEluS/OlG6H/jElO7JE80rf0+dVIMNb5Hr4zMgoiT4/EoiF/lVx6lVLqNLmsNtdwUqjQL7w62lO/j/bkrOFzf1+fV6KIAknTC+OnPvnJMv3RGG3ukQfxsrlCEmR7Q28D2XNoj9dnGHfXhzQGL+EenVdwf/c9hnzbDns4KxW66IsPkJv7i/ejXJeu4j2OjHlVOiQXZU9/63iwhXn43Mcg4Ww7aOcvhZgvTJKSevQunYcVV8o6rsPSRbOJfG0TeVkJ2mKU6GXMuXnRy6dmZE+PwaC2WfC7W3W6uUsrbllpEwRBEARBEARBWGDkR5sgCIIgCIIgCMICs9DySNcnV76uHqCxRgETc1rKrg9xXDDDEuWN86++6esvkWBrTOugDRj1qGUySrSg/FB1U5cetm5imbp+AkvO3TG5kp3Beuy/550p0w+t64EfL78GGc3FMSRWP7EMeeWIAou71yCT6J7A8vdHT+uSgHRAAVIp4OjmMuQfNR/rxF0P9XOaAtl2H8TxSimlJpB/xCRp+KkcMo3e/SjLwUuoYFLGqdO23gZCkoOOqe4vkC6QJZQskF0JyE2uoefrHuBepnWkBxNalu9jjdshh6XYpuC+Q91+aEKBPV1SLWT/P3vvEWtZll2J7Xvfdc/bb+PHjx8uMyMtq1iGRVbTUyTEpiihJZFyrQYEaSpAA7V6pokGGkmtiQAKGhACGhDQRmx1o+mrmqxiVrLSVLrwP+J797y9977rNKjiW+s8ZjAzq4rQR+ZZkzjx3r3H7LOPef+sszZ9bs5hK4doYCVXlQyb2R+v88in8skn+Pz/b1AsY5k6RNOYoa3edZUa15yX6DvQWFZIrerWVVC3/A76Oq6AolGeqvZM1sA5umGijPwXvrpIb1Lw58yCL5YNNa+Q1LFkgo53KqhjzSel0KugsK3ayNe6orb9v/jaTy7Sbz2HiWh6CJreqQWFtO0mqGqF56DSdXFPDS5cJgfJyEG4VUzOZdpyhfiUOVelL/knoAoFY8xbhTH6YV6FTb0xUV88Do6t/q1xSgqDpTns2CbF4cqUFCrLn0y/q04jpW2h38InsNfTewhM23kdVMksVUeWGcBiYYnWqx4ovbMCxrjbhmJwTFzHlUDNt0g0o+IU7c1twF75CXqotAp/WCXqU+1X4A8iIi/denGRXlvD+hM8Bi2xTSqNV+ZoX65i0OfqPYHC8xiLr5AyLwsO1xyiVLp052BM/Z6o9LAytX26AbrXaxPQ7PZeIhrue+iD1tdVzmmdgnBbV+H11zI8V3gO7WoNkdcjG20fnqiqz6MC3neJChsQXSvah03TJqkhnmLs+OqwkhINwLhJqsZtjJ9uCqrZ9/7kXyzSf3AbytK/+p/85/LjgjtBf4SuOl69IcZfkifaZx99FdL1BZdUD9MNCug+VPdYJo13m6aOmUuKkRcYP/My3r/hqeqRa+uY/+MAc0eJ1uqyBz8tk9rxjZiuV2yr6qnuGG0flPDclod00qR1idw8LaEexVR1goMmqIjJGXxoehUZFHPYAdlV1OvKBINv9RWoNIqImCNS0i7Cdq9s7yzSvZ+l4OUn8OtBRuv2UJ1zpznMp1co0PzBBFTs1TGpiBOl3SGbnM5VGroboE+dEq2pdOXAKKGvzJiusziqnxoz1JlEicWm8nkvZRIlkoSPxV7aZD1LyfKTQp+0aWhoaGhoaGhoaGhoXGLoH20aGhoaGhoaGhoaGhqXGPpHm4aGhoaGhoaGhoaGxiXGpb7TNjLBzd2yVflcKZN8KclHJ+tgmfYe4e5BLwL3lUVNVUaselejfA23bKb7kPs9I5ryKl0zmVBw9oO+Kkm8QzKwTbp3MSyDU9v00UZnA7zb6zOVv7/exP2D14bgVQfUnaZNMsIvkTQzSQJvXuVbRCK9x7j7Nr+Juw8FIogbq+Ber6XgD/caKK+eqKzdyss7i3Rnn3jVa2jXaybuV0SrMHCObtJUK2RgEemdg6f/5xP0z2RIMv30PN8IGlPIiOlUDSZgN0l2vEce0kTbM/KcuIX6mkNw7pMV9Q6SFaC9WY1kj4ewl1NGGTOSoC0tia9btnrH7aPwrPtql+keG4OuxUhK3PZ4Bf6bm6m+lVyFHTZy8MfSl+Hn/T7e6V1BHwQURqRQUuX0Vz1czVjqAAAgAElEQVSMpbVN3MMxLb7kBc77qENy4FU1r5JPdSYp7FIO79skY5zRvTf7JuazVqZKEldfwNjfHMLX/BeeW6THQ5qHpshrkOAuVbuuzlU1aiIpIkuOPucpib3cpAmxpCqpy3wL81sYwSYTkmsXuhfglHBvIyWJ9dBbynhC3/G9MLqvYNGdOAk+/a0C4wLjupci3ycP9xfp3Tmkr625Ol7HRZSfjDFvuZu4S9Pdx8Vctwz/rU/gi05LnQONCHlNc7QWhCjPLyIUQJ0uYTjrGC838+pWYOsG7jq9RPdcBhnmvWkf0uTlPPyXpjmp1NQ7PSaVbznwFY/C4BgUrkZIAlz4Gs/S3T5jDWtZfoa7ZM2fwT6hdQ773FzBmG7vUdweEVm5Dhs3KLRKfYfWyxi2GwQY+/7buE8aR6qf1vbQVxmtP9EJfGVEg8+mPYtBa0l+oO4HjBp8JeIwF2XMm7aFvE4DzK3/7z/5PxbpjdtY80VEXv3Sr8kPi9SjMBUTta/SMjpyTv7k5WFrk2T+4yrmzIDHgrV0N5X05ud5zAO5KcZ7aKDfMvKTwlW6VCkiN9cwZngdTsewfUhhGDwDdck2UPemq+5b8zdx3/+mg/YaORonBbKXQZejRmhHf6CGEjCnsGPioY5+groXC2ijncA3py7KyMmSPv1t1LcypvVnBe80KNRO4/qNRXprCj+bV9WxMFJCmtBd3AOMkUGKNjXpTv95kfQaIjWUV9bCd4UL1HFWRD/MQ6yvaYF0Cny0Q0QkX8Ge3SYfSFyUkYYYb2ZK7aA7t66t7gNz/ie7U/0s6JM2DQ0NDQ0NDQ0NDQ2NSwz9o01DQ0NDQ0NDQ0NDQ+MS41LTIysGaEa5qkoLaSQ4ohx6dIzZB43l4hR0kxKd7K6vgyYRt3GEKyISkgxxNcAxPoti1+hk2rqB4/btcxyVBj5puotIdIwj7+AKjm3tET6f5Ok4eIxj6tIVSMCKiKxd4Oi1ewvHu2YHx66zImg3pTk+N8ton9ul2AUi0iO6lktyp04O9TVJxdhrog9qcxx/RzFkX0VEtn3QOTfuoB/zJH87vg0aS3GC8sZVkmoleomIyN2QaLHRR1Min4WAZLDTpT9dJGRfr0kSsiTLHlVxvN8iDeZTkygeXZXGMirBT0sT1Hfu4OieJX6ljGP1LCMZbBFJDbXvPgtIibU2JQnvEg1Ra1WVed4IQImx10GhuGmBbhu/jL4yQpLldSnExUSdCi2iI1US+GNgwm8mT4maUUIfWl2VDpRrklh+H2m3gLF41Yb/H4wh3+y2MScUXlFpl60QY3+6jfq6ND91akR5GoLGdTKEozVDlb5hE1OnRvMmsbelRn4aMJuNyo43VVnqwgFeMrbRLofoXjmKbuJ2KBRGHYPU9tW+ylXwnEdM54T6JAnRh4n96emR5grJ05/AjjkTc9J2AX72Tht9KCLiHsJXci0i6D9CXrFF1NkO+flVkua/UOlAc5qD01PQe8I1mk+PMTdnRF81TzFT5m6rYVoKKcZS4SbmnkZCffoKGXtAbSrThOqrlF6x6f8hU43JoXpECSO6q4zp87JKu3SonHoR66U9oneuou6NAd5fu6LuLUozjjNDUvAe+kEo3Eft7oeL9Moq6JHB3rtKvu/asFFE85tBZsjO4ZtxA/1mEkvfMNQQNeYQz3lExZodYy/kNFF2kdbNR6N7i/S/+t/+iZLvzj/C3FG58yX5NOD2pcWlcCoB1v2cDVsb5BoGrfu5GYUBofA8xpQvs4hEVdguN2ZddgrDQyy92EO/12J1b7F2C/0+uAv6+JzKd0PY1zXwfL2PZ7wX1fWqypTZIoWa4Hs6FLqAx0JmYXxHPXUOSwtE472g8DNEK5cuPs/RVY/COdoxmqrzS2VAi+8qrT8j2mXRlQ6h0E9CIUWcjkrnrBFtNCI/HRvId9ZBnwQm2rud0TjaUu3bfRv7olmI9qYxrTcV+INLtFLfVtcVj+iosUs+O4Bv8nRohmh7Sq6Zpaqf+o5Kw/y00CdtGhoaGhoaGhoaGhoalxj6R5uGhoaGhoaGhoaGhsYlxqWmR3oNHEOWcyrlaFDC/11SB5rW8Dv04d79Rbq4AopHvk90tBZoJCIiIx/UvvYMx7OsqTNZw5Fs2Mdxbkosi9pE1aU8WcPxcJmoJBdF5FwjqubkCtqRH+D4WETkgpS68kT3itZwHF3nU25idRQFHITzVFVN9Ilq1qrj3DcK6JjZwTv5HB29pzjGtxKVEjOyQRXdcJFvnihHhSHysjZBiSmN0B8HedUHhj3kO1cZIwvkPvpjUcirS2I+bgN1NCN8GZCakEe2CzZAZ7CfEG1hQ6WzuT7ROSugUuUmpPhVI/poRMfojmpTJ1MpPZ8FMKl2Mkd7BxZoBxuk+CUiMm2AwrNNinL2JuxTzxMNZYPGe44oHktKb8K2Jy9yx+jfGTHCCjREw6W+CpkuuU1KoUNSurqJzMwOxkKfaL+tiyUn38Ic0UpQx3kT/riZwn99G+WFQ4w9e02lmPSp6RGtEDENGmatEdtE7CrK2yyo+c6vEaV9Btt3DYyLClE+YxJ0c1Oaj5ZkKXM+7DUqosIJUbzzpPhlxp9+2SsmmM/fmoAu9WAXxPndHqg5TM0XEVndAP2wRXY5DeH1hRk+99doDnTRXmONqEgi4gq+6xSIFkV+c1qCfYwx1pjWBi0M0yXKaIHGDFHChFTYZEaza4UmUVZ4LS7NwCH9nZjoq3JBo7/MTkc0yHVq+0yliwtRCe02zRFEb5cZOXYDeZWW1dyepznCIcXIdfrcpzF9HZ87R6j7pKJSOK3o6SJtVshPwaiUtERUYaqWXUE7jPkS3ZDMdU6053KZrhYQbS1PiqUSYOx9Z+9NJd+b772+SP/Wp6RHmmWMbytQx1tEfiohqYaW0cYgozaSsmlCHHqjpCoo54giO7fJZ0mR1ic6Zsb7u1V1bvVoa+wR7d4cI6+kQPsEpvZfx/xbHKjU8/QKvZMjKqFHFDpWB6W1JGmjP/0limw0wPzUIaXarQnGm7uJfB0SDB6u45mkp17rqZACqXSpTIMWP1bKrVJ7SXFXiipF0DJgxxMaJmfHqNiQ1CPdLl1n2cG+anzvoZLvPVJzJFFh8Uit1QiRl0/73CRU9+y+izaGM/q9UaK1lnzbzePzjPx0nqrjVb008OnxI5+0GYaRMwzjHcMw/tUP/n/dMIw3DMN4bBjG/20YhvNxeWhoaGhoaGhoaGhoaGh8NH4c9Mj/VkTu0f//ZxH5X7IsuyUifRH5r34MZWhoaGhoaGhoaGhoaHwu8SPRIw3D2BKRXxeR/0lE/jvj+7JGvygi/+kPHvldEfkfReR//2Hyz4VEF0lUCkN1SEf/RVAlnGPQVWIKohr0cfRpU/DO1aUj9og4T/4FjqZZ1G9MwTCZCMW/gKfqqbj4pCyZbOF4NiKKyYjoguUzPBNuqt20YqD+uVWibJAaY1zBAafFylwWqbCNVBpXRMF7i3Pkm98gBbpz0Dz9AilSmfh8mlcPgL2A1DKJGlSYor1GCVQFuw2a0QnJPRl9tb6BiXKmzxDkYYIii/j0/gYBuYiomukq/KxG5+0p0VVq5DM9C33VmqoUhhwpnlVJaahfAVWnSDxPEs2SgqHSoiaRSpn9LIBJb11iKgQULD26pgaELwYYJ0YOfLrchHLbIBpWSmkKoi6dpZDjVXquR7bOo6/zUwSjP4uhAmhN1L+FRSWau0KkPaJorZxgHjpsEJWP6MF2EYFLRUSKpBonq6ivR2qXLDuXj1D3oyJocqVztb4U41ZIXEscYsQ0yTd9C3NY2UT/VNfVgLXrFPA5zhGluEv9i5jHskbKf2kR/eMsKX1OKah6mQKez2nuMFNS7809izT9bLTneD9+hDVm//GDRbr3AfwhW5r/m0SRnc/hs7kzGHtMarHXR+gTo0QUnJmq7jaiOZApskFM42IMH4q3n6EAt6Wug5KRD3Hg7Tb58jql+/RMi2j3Swp/QgqZcobg3BLzBE6URgqWKyMqr6rOhzIgSiTHM2aqJtOkmQW2Ro4tIuJTmQ1qF9GqJE/2oQDRJM4p1hNqn4ikDgXBPiclQKqvR9U1iKa/Qop5x0vXDwxSBUyoe2NWk7aRbpgY+1OLxkiXOHMi8he/968X6d/6uf8AX6xvyccho7E7K6n0sMoEfhqW8FyelLRjD587tH+ZElW33lcVCQdlGLJAe7/QQRtdH30VEVXS66u0++ZVKF6HpK6Ya6Huzhj9OyM6vkMKr8a6SuNlhW+hvYXMyEZlmtdpbk6rGK/GKdYbERGDAmpXaCzG7KddOL1tk+ryFGN/ZKna22t9GigbNC4oL7lCn5+QzxdoMJyr+cYk85tMYN/2HP0w78COQ6L8WyT0+WSk0jmFzGgJ6mXTQpaR4m5xBlvHqbquJBF8qOiSOjOt72aFxs+IfmPQFthaOhuL7R/trOxHPWn7X0XkvxfcCmqKyCDLFoTkIxG58lEvamhoaGhoaGhoaGhoaHw8fugfbYZh/F0Ruciy7K0f8v3/xjCMNw3DeHM2m338CxoaGhoaGhoaGhoaGp9D/Cj0yJ8RkX/PMIx/V0Q8EamIyD8WkZphGNYPTtu2RI1LvUCWZb8jIr8jIrK5uZl91DN2nY79DfX3ZUbBF805jiUHCY5nuwNQEDwKaF3bRbOddVLQEhFzgONW5yqOvG8JKIIzUpZrH+OYmi/2XaixVaVVxw/TDQraJ3R6Xh/jmLjgob0rS7TA8Q6ChxYowKNTATfCSEEd4FihYQf13ZupajmzHmgT/dXtRbp0gTPnwRx173aRPrNIUfNYPbp/UkJd8oegtQRrpKREdLbYBAWhfQH3OV2ihRyd4vhcJXYAJDrHLBYFy2SpQQkPNqagM0zL6MOiA0pBWIQd8tTv6aZKDfJI2ShnM6WL6Ks11KaYIV1ZUiAys89etA4mSJHLSY/YS+FUtUNICoopKeYZNQ7cSy9UqJSQKGHlJYrUmCTdiEpydrq7SB+6GHthBz5gssKeiLRKJI/VZFoX0YspSGjuAG3yHaTPlwI2yzYozNULzGkWBe1OiCoZW7BPNsDYGdXUP5pxfFQm4V4h05nbRDUj1bbaNubMqq1SWQ1Ss7OIshTVUfdSgMJnxMF0qE6+KkopEhP1MEd9mqDCWQo7WsmnHzvpCPZ60oMy5JjUGMMm2pRPVH6k34JP2B6eK+WwrsRz5Duo4PkqKRX2C6qfFkiJb0q8Vg6K3h7BeKsULHe0cxX1DSiIrojkVqh/iYIsq+S/TK9nyinLtj1VfXZMNEaDlOZKLIG4TuOlR+OwSYvlbIkW1SQKfxdemyQUWHyGz1OKZuxcLFEtN4hSdkh0ry2suzKkxYSou0MK6NulKomIXNyHD0UN2KhAJspfQdsrEVHKVslnH6vbpSFRIvmVCa19AXXVEQVQZgZbWlCpfI8Pjxbptz/81iL9xfXflo9DSl2Y99VrAuM8FeqjwtMy+VBGlEiipGcJ5tlRSx0L8ynyMkm1lIMe+6SsmKcujCtq24tHB4t0bgVzmj2DP0QtjJEoQNn9Ohqfj1VaYPEm+RBTD8ukBs2U3hL6PcStEeknSwq6pIg7IwpnzPTBFpVBFL/UwPP+mbrH6j+HdD2icb1JfTVl2jA5HamcpkWVftptwwf7pOp6dIy9YpfGaESKyg8itImnBxGRLI/FwSGFSttDn2Q0n4UOKSqL2lceqdtGtLcwq3T1iPuhhTI8op7bZXWHGQdLarWfEj/0zi/Lsn+UZdlWlmU7IvLbIvKnWZb9ZyLyDRH5D3/w2H8pIr/3I9VQQ0NDQ0NDQ0NDQ0Pjc4y/jT/X/0P5vijJY/n+Hbf/82+hDA0NDQ0NDQ0NDQ0Njc8FfizBtbMs+6aIfPMH6Sci8pUfR74yRvXMqnpsm5K0XuLi+HuyC6Usr0DBVc/xTLJJyoiRenS5sg3Fs/IhjmdTUpyxKG6q9QqUlJ6+f3eR7ooqT/j6hzhW37qDulzpgLKRESUmJrWd2TWVblXpgQwYVnFEn6PgiwEx81xS3QpcOtI/AwVARGR/TAGj38a58+4q6nK8+2iR/vYjKKclFBAyLah0iOeIYjgjATxrF+X7DVIKPYA80AkFbpweq2pRe23YdIkss4BLFAg+/FYExpbesfqwY7QFezl9GNUhCoTTo6CVLv4OUlrKOKIjepfooAFRNiqkyjTy4OM5UelWZiWSzxqY8MFkrd5TjJHxuhqwPDiCHeZ3iL5xzgF+ieJ0Ss9U6Jm+Sg+bk8rd4CnovvMG+vBKDD8/JDrQZF+lBw9W0I/Dx6CFVDfwUv+YgnZTvuMj+PxaQ6XwTPdAOUlXQRVaIW7plNTZ4jPYcZihfdkS/bpCzDiXzMLqq0ULNESDlFS3XMg/luqqImFGAUoLFkagy4pfGfq3RMpecwrOmp8tqUdS4GyLqIShC/uaVEZa+BukY5+BYYQ5KemhTwqk5JsfY+zPymrbzXOi1+yg/jUL/TaysZa0SL1xd4z5fn2uUq5NUuNlSmRI4VHTIehHZ0TnXO1Smwrq329zJ1SOQ1piTKM0yI4npIY4JvXfu4+VfDefAz3M5ijuRVIaPSeFzALRnPu0VrtLf2/uUQfHRDUmhcGxAZ+3T1DHQ1ulXF9tIxC63KAx95CDBVNdHmPPERB9bz1S6XuDAfrdOEX/mjX4Sj0hilWdVIUFVON+XfXf+An6JCKmZ0bV5V1OxDQ7mrdahpqvkxDt8xjzbOir6/BHYT4iil5VpYM1JihnkKfAzn2UEZGCbn4Ax45pb+H21AU2LZFKZI/mUFJfzZNNJmVSFxyTJKGIxFX0nTlH/UNSqvUCrNtuk/qa6MFZc4kKd0bjh9SD5YI2KiuUF801QYRnjH217SFRIjcmaHtSJC45qRt2iOrYpzIGqap4euOUdlY1qu85zcFlMmpInpaiPwdn6vraJcrq8ATfnU9QXitBedFttGn/n7+7SM+XVHpbJNsbFGF7i3Z5PqnhFjuor9FSfwvkRsgrX0T5Hu3dZqTS7pBC8IzWXS9R8x25S4q6nxKfvYsxGhoaGhoaGhoaGhoanyHoH20aGhoaGhoaGhoaGhqXGD8WeuTfFmYujhs9X61qvIajy5gDjq7hd2hAwRpHDqhEKyVQNLySSreqkKJcOMexcWhQcNdrOBZ/vgI6kGXimbvvvq/k+5DS79+FIuLOT7yILwbgLfjrkJ7aOVlWDkQdc2M68nbQlsSn4LlVUkyKYbe119QgmUevo15HIegCnW+9uUj3iGhRMKFGFDZw3O1a6lH4oIojeusQbQwzHDMP74EqGaSgT8zpSP84VfNloaNnkQX5sJ/DJz9DSFJERCjeuawmOK7PSE00JQUin2itOZLqNJqqzJ1Jap0zEtbzAqJTrKFvSzbsYIga/LkWVOSzDFaSPKKIs1Nf7bmTCgUMJZqHWwK1onWIDi1twGmSU+oPS6WzBbtPF+lwDZ21kQefaGpRgOgx6hF5pNIlIvfPQW87CkAlWXkP77cjosGEyKtEwZCj3BLdikjB3V14+nGdAoD3SP10BKueXmB8xysq7bJkwm9NIhWXK6ivuYJ6rRD9o3gN1DLTXQou79YpTd+5sG9G1MUwj89NUiKbVlROjJ1S4FSb5saYKIlllFf8a/KTH4/p+1g/ziKk4xzKntdQ98hfUvwtY15IjmHThILZNnLoq+zWC4u0QdRM2VJ9a5ZhXsjfgRKyNSWqTg10nPNTcPvfJw79i7ZKt1qh8eCRMqqYRJGawp/6I+R79HB/kS6sU7R0ERkSVbPXx1gwBx+ijiT3WhPUY3Xj5iJdNFXa2SyDHf0u6IrVbdS3EsEmXQrWO7mvXhPYvYr2bhxjjBWIAhfvwl79Dta0hw9AjX47VNer4RB59SmActOifQ4pKtvMNMthhfNSdbXr0PAlwTxFHHfO1FnaSlVYBNAj5T8RSVLsq3wH7bXGH08vtshNl9Xyzmn42jHKjGsc6BjPZB7Rn0kte+So6rRWQnQ8ovuaRCuMiOZmkGpzz1bnFMtBX1ur2It5nUO0g/Y8WQL7uAYMPB6ptspX0EFFVnaso3yfgnPHJH89O4c/jSvq3Np7gvXqwwn8qdHGFZara5hTsgxlkOCphEOVHrnfxHN3zshGDZovTmlNpXluNkR9j1VhRjmjQO7vnD9ZpOdT9K91G+q237uHZ/YNtD2NVTskLfR7jnwrKMGh3AHtL9dpbxqp/p9rIK85XTEak6q9RduRYJ32forKtar0mWdp1R8C+qRNQ0NDQ0NDQ0NDQ0PjEkP/aNPQ0NDQ0NDQ0NDQ0LjE0D/aNDQ0NDQ0NDQ0NDQ0LjEu9Z02d0KE6yXZ2DxJpJ7Tb0//DDzhNAM/1zoHL7r2IriyzZGab2rhOX8GTm6BJOlXDHCppw5MeGft+UX6rqXeaWOu+UOS3vZJnrVJkdadNjjDo7rKYQ+e0t2HOni0VQttH5Zgu1ob9umug1/rTNS7crfpft063Q15cB133wKSaR7SnZpJG23qOAipICJiHYNj3Wuh3+Iz5MVyzNJBe9sUtmF+qnKD2XlXKN2mNIlVi3pz4dnw+PpYju5U0B3JCV0pK1Efdkvwk9JUre+AuO6NEO/MiCPdHKE/h1R2MVTvM83yY/m84JwU9KcV9e6ZMQM/fWRivA6PKXzGFp5Z/YDyqsGmybF6p2fWxJipUziLqQefN+meSHMFPPVGSb0jdr0C76xM4R89E2XWh/h86MDPViIK0ZFT70lN+7gokLloS/ToZJE+onAo+QB3ErI80hupejfEczHm+AZVYxX/2zLp7s0W7nzUE+QbFdTlxW2TZDXNW14P/m9vot/SOd0VraOtlZEqoRwWkFdGd58tkoV36P7WtLB0weIT4L0LhHNJnuJOW5aSBHmA8iJDvXPaSmG7YRE+NOhgHM+aeKac0P0KCglSnql3bzZ/8tYifbt6bZGOaUJs5eCbMxODyZnBDk/78BkRkXwCH0gNZFagJePuKWZUow873Poa7s7kp/ANEZFJAT6/SVd6RlsY17eOsS50aA0//c4bi7TfUu+fvFAiqfzbWH9KHKdijfyMwmW0U1XC3v0LkkB/Ec/dOsS4jkp052kIWxl0XWX4FGFzRETGdO+uRG03KKRPg8JZjEoURucQL/QCda7KU14TKt8mJXa++lOnPvRoKM1H9IKIWAZsPG/TnUFPfe6jYPfRn0lBvSfFw29OYVfytF4GVC8vhk2mDvy/PFXtEJPMukVVzKoYl+mYQqB4+Lziq/vAs4wl21Gm0cDe0T+k/eVzmL+jkMI1Jep4Nc7gN/423bPao71Qg8JZPcZ4Pc9oLp8t3XHf3F6kVxLUfWBTSJwu/NqhcDPuGRxiuHSMM6RwEvu3UPc1CsNwXkVdihQe55AWyJNH6lh4MMJ8c3EfO7bMxhj74F2El3r9A7xv0LaqVFUr7ND136TJ99jweUrrgtsnbYyCuh/OkbS/R/cqTQonMalgTSsOYesZ35H0VIn/YP6sAFWfDPqkTUNDQ0NDQ0NDQ0ND4xJD/2jT0NDQ0NDQ0NDQ0NC4xLjU9EifGBBepB6xD4kOEQ5xJpqV8Du038Hx+dXnID1sGziuPMlUqsyYpPJDkqqvN0FhmOdBfelf4Nj2yvOgZVx5qFIEj08gC3xMR7jvdXFM/DMkiT0nCdiorEpUG1XQmcIu6DXD9AjvDHDUOyNJ7eYYEshhTpVLjUc4pj6ugtZSjmEvt4bj69wFRYwnupUbq8e/3VX0wxFJjVsm3C/yccReqKMPwy7oExeGenyd0p8cMvJkl1R2M5KAjTsqBeJZSInZVCXKxcgn2WUqz8jTcTsdqecaKjWiGqH+aYx+KEewz6yCjG3y+aSoHrFbqZr3ZxnnlO71VB+IXyYpdZI5HxfQV/EAXJl5FbSdoA3qU1RckuVN4P+DIt6pT8mfiHPkxni/5C5J+iboO69Gcvp95DXM45kKzQkzG+3t8sQhIn2SupcY33kNzFVlonJbddDv8oJB0u+rc+A5haZwy6jjags2WXl1Z5F2UpRXrKwt0v6S5HlYQV/VbdguqGEsFE3Uy3ZRj3SGsTssLUn+k5R7nujUU2KV26WYnlepdc/C3h5ktO++9d1Feka0tWYCm05GoBEagUpf9raojQ5s1J2CRt/xQV+KyR+bxHnrNtSQF4Ue5oj2dfip0YVvN7bRP1erNxbpzAB9qWSoFPyhCbqWfwL7Pp3juYsp6ls14WfHD7DWlVsUIkBEEqLujmjec3NEL6ujvs05zb/Pw9YNW7XvbA22d3g/YGEyD95Hm/YpLEDnqbq3yEpo70aPZMPvYA9hkIZ+m+bmA6J63Q3U8Zr6KL+4Ax8uWWhvn/w0N8a43POQjqZLFPENuvJwjnpFtEbxX+cTYkOHNJTKarYSxPChwwmosKViQT4OszL56RL1cF5FG5OAwrnQvipHoUaCImqfUSwYfylMi0vvhGWUaca07paJepgQJXGJds/RhVKan4w5ViPvBnx25mPP4xE93l6aB7p1fGf14Wc5F33YeQy/CXOob9yHTftq5A8pjPFc/jpCf2wmRFO9QTTyAGX7ZQprdK7uCTs0L0x276Ned55bpEe0flyUMBZ6B5gfjmbqGBtf4P8nFOJpOEVe+xTCZ0TLs1sATdOw1HU7R/NNQPtQp0LXbCLyDYpIYk5U2v28QnnT9Jggqo1YxONNa7R3S/GuEalU1vJS6J5PC33SpqGhoaGhoaGhoaGhcYmhf7RpaGhoaGhoaGhoaGhcYlxqeqQxgRLNtKpSYgp9HCEbGY4iZ0c4Ei03cUxciZHeP0JU+7VIVU6zCjje3bCJzrO1s0j7j3BEPvFAFagPcOx55QYUtEREuoc4ip8K0odPcQR8ug565OqcKIKm+tt6J0C3TUjRzSeFzL0QEeePv4to8h+QAJ07XaItlJDveoKj+Fwdn+fonPpwDjrm6VPQQvySSi9WiZ0AACAASURBVLWZkcjTEN0g11ZJZa9CypkzHNEbJuoxX6I3msTSyBEjk62V73z055yTesAuUiUKRr+Dutgd0H7ibfRVY0DH4i2kHZaxFBGnBbu4PjpiSAyi4hBUgQFRfV1fHaqRp9IEP8tgjbDjgzPlu6+SmlduBVQF24Df5Il2XE3xTLIKGw4eq/SNw/Eu3p+hzBLNQ3mipATEKsn7GBciIiFRDPMJUaFYTS6Ab5zb8IG4i7L35uTMIlIhlbDnvnJ9kX61ifSsifqOe6T2amO8Dd9X69sjtuSWC3rNc1+8s0hfL4HiNyW6Yq2HtrbLKjWuMsJ3uSrmyjyNzDmpbjXG6HmzCWqmO1MpgmNSVzSJRml5VH4MikriqXSVZ+G734Ba4fEAg7l0RnRmmj0m+1iT4ro6XvMR0ZsLpNzpgkZ/bhFdqwMfaG3gmYu//FDJd498/roHOueY5s1CiH6//su/vEhXh/D//Io6txZC6keiFl2bwHaOgLZ5//V3F+nfff/3FulfePWXlHy3v/LSIp2bwCbxGmxSacMOFq2JGx1w1tp5dT/gPoLTHnmYW+dEw/o3b//lIu3vg7Z251XiSInIzz3/1UW69crGIl1MQYcbe7RI7GN9fXAAxTvrAOuFiIhZIZofrSvGFuo+ImpcQBRZj563PHXFcnuYO4itK0WaKkc0FFj8MYJ5JZ0s7QdIWvLiEVE9cx9Pj7TaqFOgbrGkBNalzGjuKHRgh3kDdam00fY+0QitWJ0HQsE84Pj4znfQjmoPvpE0kK85U20a5THvVU/hp7ktUo/cx5zAoq52jHenS7TjcQ9+V6vB+DNSPTctvONwxnmMt1qq9lW2RVdgJrDDbA19tUk0fb+FsR+MUcbytYvqEPvTY/qqe4ix6LZg33AX4+2c1pvZkar0eZ6hf7Iz9MmkQKra9DmxpxXV5pUdrEMiIjm6FhRYqJdFc01KyqD2BPUIbZUeWaK1ZOziHadLfkP+a8/R72OLVCVtta98+WTXdJ4FfdKmoaGhoaGhoaGhoaFxiaF/tGloaGhoaGhoaGhoaFxiXGp65CSH4/J4Xw2AaWxAaWg4BG0oIbpIo4gj4wEFzgsuiE6woyqJjUhRbvVF0IFcE0eiB3kKJhgjr3sxFJZMQw2EW72JunQegVrxtIguqOyCplR9BWGhW32SQxSR/SqOySsW0SZWUMb1GOfJ9jaCZh++hSCx4bGaLwneSHEVR725CQXnJnWrrI96FK/B7uNz0E9FRDKiR2ytgL+xtg6uZEYU1z5FCx1QQN6BGrNYDGK08eE7a+EdFnEUXWLaozwbM6JNDNqoC3tKeYIcvKuoWJlobtPVJZU7H/n6TVYXgg9kq+iTZID3vbJK3zD8ZVLn5wOvn6g0i5/8Osb+CyYodFMyvTVDX9XXoJ63aoEz5D2vUqQyCozb76KMyQk4R1UPju1RteJVDukuUktQTq5AlA1Sopzk4TcmBaofkrraTkMdAOuvgQZ5bZMUZRtI+yEGyZgUGxNibu0OVJW7AU0LL/8cynjuxmv4gih+zhno4sM65p0sUWmIwQrmlJoDn2fmb4vUw+Zl9KdpEKWkpqpvmQkqHFXwnR2jUzyLqGnxJ1OP3D+kgNokAveAqPmdDvwhJtHQgqG2fWZjvA7Ih6RF6pN39xbptwekfDwBBahXV+eUjQi+fZDAb6bn6JP5kILivg965QtffmWRzplqviYp35ZZpncHPrS6Rmq6pBo3GaMeb5+BLigi8tVXfh11f+Un8IUNn037x4v0mGyVvEx1OmNNWZHoOfjHClHQHo6wJt8mVb/X/uufX6Rf3IESnoiIXKFxlpBzEnUrevx4kX5KVNSDp6j7qKba1CflzYjWJb8LqllEVzLsmGhneZRhxSq9arSGOhpdrM/zHfRbI6brFjUKOj+lsZNT6zsdYQ+zf/5gkc7a6nzxkWhRcPZQre+E9mKJSeqENK7jiPZopASZRrBJ4KnUw2xE+dI8mxE1etwgX6YA8tGS4K85pPX1GvYpFl9LaGBdCC7wfLyJMvyBOteckQK2EWKvWdzAPJBRXqczTNSn95BOLFXlsUJKmrUm5gv3Efq3U6I1guat4xH6czhV+9auYp999XnIJjo7yCsbYo90SBTvvS7G6MBQ95ozWmR6TfT77Aw2HTqwXSmhqyU7GJ+poVIarTrecUOMGZPGokF9m5DSszFTrx/49PshR+qX6RqtPwHGSGbBzzKSm4x9Vfm7oumRGhoaGhoaGhoaGhoan13oH20aGhoaGhoaGhoaGhqXGJeaHrn33YeL9MidKt/d6FxbpCdEjpuc4Mh5TseQ7hEoE4UmBbsdq0eXmy0cLecpOPcuqck5I+SbbeKotEyKVLkSgn2KiJy3EVS0QJTI8CmOo99cpaPeP8Px90tfUOWXqkMchfevIa9qBGpRtoVj3zoFhXbv3FqkR3mVxnhG9D2XFHJGdRz71kg5jYMMFk9Jue+aSjWzSSkoIurJ6hRUgQs61o4/wHF7SFQQa4nTOKRT5mfpwQXkNnwozb2+rMNYbOP4fCwfjRkpcFV30bfene1FujlTKQwRKcqt95Ae1imgKqkclcpEdUlUGsC0rOb9eUFn6f8P3wRlZPWnMS4KF7DjiPy0doQcCi+AkrJdABVPRKRO1N18AxSIXaJFlS6IGlGFSlfeULk2uSIFpJ+Qb+fh880xKZ9VoSrWdIjWQcFcRURuXyH1sSKpWI1RxjxlVVbMA2Oiq7z9rXtKvkzo+Xeu/9QifXV9a5HOTjEP3M2B1r1KUrGnOZUa1CIasHsDNvIvKMgsBeC2KMBtsoK656dqvoM62lglitTUJcUwolcmS7SqZ+HxO1BjnI4xT0dHoMoEGfJamaB94w3176HtXfids0102Q7NjaRyJz1MMGcm6v58A0qSIiJzUiazeujTY5qnU5rg/iwPyudKkaQDX1HnbCfAHBjmkUFrRrTWKvzx6vari/Sv/BbWPu//+hdKvt/9nT9YpP/OV0HRqv8mVC3NHMZl9RatfaRcKUtUYblA2/05ggA/N8Q7X/z6zy3SlZuYp6WhjiulnAKlj9BX7QH653t/CJXRMwqy7IzUObpYx//LY9i0S7TECilBDh30QZFuW0SboKyJiNQP0PZ+E/k2Sd12WoFvbU3R3oMMfp121SsdBi2Su2/Aprsnu/JxCC7Q1nlVHQs2tTGtkU0oYPmM1G1zQ7oC4sLfjaU1MbRJdZFYfgFRivPn6MMZzRuWyrqXNI8yvZiUPimweDyneYiifhtHtN+qqgqXDik1dhysV1sJ8vKu4/NN2kc+KmKv2dsjCU4RGcTURurHdA2+Uh9SgPYVzCP1DM+MNmmxFJHmCnyl8hr23HEP5d03YOwpKRG3z2kCD9QdWtYkOugB3p8QldX1aV90E1cOqnRdZ1pWKb0eXTlIUwrCTWM6sfFMheaNcUMdV0YXfRe7yMscE9WYmpVZyMv2yDeWqOej3Eh+FOiTNg0NDQ0NDQ0NDQ0NjUsM/aNNQ0NDQ0NDQ0NDQ0PjEuNS0yOHREmpV1T6UkJBbkMK+NwvkKIVKeqUnr+JZ4ZQtcnv4BkRkWiMo+WHHdDexh2oyXke6mKTklKBAnDHh3tqvqv4fWwc4ti3U0MXeCE+/06IwI3jt1RqaOlrFDCxg/PZKdFV1ok7OCPbOSnsY9/BcbeISJFUrGabsKnZA41yVgVdxY7QB6WrpKi5FKSTGDWSm4KHMGzA9t0zUI4ObWrTGfLaX2I19aiYZ4Wa5s/5gJ4JMd6SmNyRymj46DLoP2dESy1OSPF0U1W5cynoZtCkAI3MXyrhGc+kILO5pWCaE5XW+3nFO4cYJ9f2KLD5TahErk1h6yMbPt44o7G3SVQxEfHGpP60DT+/4oI+ElwjGuKYaDdLtJ35HDQwgxRFZ6Ta5d2AExpj1LeQB2Ujf0WlcQ3zmFPiAdo1IfrHhGghUw/v//m3QD0/yVTfukkBere/BGW9UoS5sbuB+aGwj/qGNcwPrq8O2EkDPpsEpKLZBF0w5QCnVTxfJFqUX1wKgkqKbGOmDUdIZzT6nVCd858Fjyhlc1LwPSOq/rwPm5zVMC97oTo+ZzXMC1YGv7O30Cd5Ckw+z8Mm/SGVd1OdU9YL9A61PX6A8vrkN/OzvUX6jQMECv7aEkXQ3SZqqQ86z5jq5Q3Qv+Eq+r2RB9Xyy//+ryj53v/DNxfpve+Bljs9wlpbfAk0XJN8Tmh9HLdV9UjHJMW+Eaio0QbWvjqrvlEwb3GWFpYc0ff6yOs8gs+/+Q5UON8d7KFexN8ub6gKvxQvWuZkL+MUa1+P2KAmySBPVqifR0v0qqvok4bAB/JXSPVwCh/qMgWNmj5eYpxmVMzFBPPL07c+kI9D2kLbs6GqHJjQOMnmdBUhz4qPRO+tE81tCn+wWurCneuTEiVRH3O0PxyTqqREmLMDb8n/x6QESKqLOQc+aLZozRjCPt0q6hj31J3JfAttKc7w3ZMa3q/H6M8MQ0GuFjFem02VzuyPSN1wTjS/KdYoXi9mPp6v3EHHtwyKwi4iuRXYcUjz+cxBvk/fwt74iYF+O6b95OoNlXbZO8O1hlmDKO0PkG/rFq4q2RUKXE2Bz8tLSox2iX2FLrfk0b+mj3eCDQoUn6j0YGcd74Rj+LBDU3tK481IyR/nRMd31TqW5+oc/mmhT9o0NDQ0NDQ0NDQ0NDQuMfSPNg0NDQ0NDQ0NDQ0NjUuMS02PTC2cQxorqoJinSKyBhmOMRtDHFHmWlDIqYyhtpMV8bwFdpWIiFxMcGy898Z7KH8V7+z4OBbvl3HEnj/GMfEbe1CUEhGZP8Wxb0TsHLuDo+HQIcUiog18t6dKG5l/DGrGF7+Io+2XJlBk667DDnlqe26FVCVDOhoWkfoGKdVdEIXzBo7bG3P8zk/W6Ri/DS7HdEXV+OuRcuejPNoyewSb7PpQHepBoE92iWESLMUkZNIF6/6wtdYofUrpdUFbD8JPpibHpCymWvpEpwx9lJ5fooXETdjbpeDYaR6+bEWkTGSiVXak0iyyyuczuPYyzqnr3nwEGmKFlL3sF6A8dZOCzE5NCmKdUcBjEamsUoBScihnE2pe7hEGco+Czjs9lWYxbVD/kk8k19C/aYJ6uc+BPlEIaU4oqRQe6xxlHhAtJTdGvYYlvH//u3uL9Dcf/iXquzSuvvhLX1yk1yjAb2LA0UtPYfhSAfNAdIa2G9vq/FIgRbesiHpVQqJCuURLGmL+j65g3ioOVFW+oIj25md4PyblPyMH20XmJxvvtQr6etoFvaxENKwLYsQ4XeqDijpeVyPQ9PpEz7EvYNOUgr2vUp+cEB0zeKIuWKWfBn01PMd8mnrwp+KIqHVVZPz0e5hoN6+qvlWbEI3+OVJGJbW1fg79sGJijjfXQd3aevkLSr6FTVDy508hB+yW4Wf1EGVMSOc3pbW5vKrSuKoDtHFMqrDlVVoZNon/Nyd6pLHEh2+jH9sRbP/4z7HuvnP3nUW6/4jbQXVSpwFxKqTYR7Rlp4Y29ttoO4tPOifot1hlcotDKnflmyijNEe/DTzMQUkPPjRz4cDmmWqHCZnIowXvD7/9p4t08eqX5KMQnGN9iprqWKgRpTiskN+d0RWSFfI5uiIRkAKndabmmxbwTqlNdHVSqHSn8DOflGpzcK3v/9+DkR1a4IvUh/4YPn9GNF7vEP5jFFQKp3MAymC8g3k+d0bjqoHK1AcUWHwVdWos+VZvE/XKOihjbMAmqxn2aObNnUW6FsFppzV1bo1HeKdDgaTbe6AnD2mMWCdYR+c2qSnOVPXIMQXxjonpbBK1//radeTbgK2CE9h9trQmxh1SvSWqfthG3W1SJrUoyHfYUv0/1yUV6BLq5U3gd76L8u0hvV+in1bzpetCy/PNp4Q+adPQ0NDQ0NDQ0NDQ0LjE0D/aNDQ0NDQ0NDQ0NDQ0LjH0jzYNDQ0NDQ0NDQ0NDY1LjEt9p60fgE9b66ik436Z7rvlwKntVcBdnRG3N6qBz+7Y4Ou3A5IFFZGLffD8exb4saUBOLnnW6TF2wc/9bvDJ4v0+Aj3C0REuRAVEx85pat6ebrHNr9K99MO1bz+oIe6PHkD/PTDa2jXT9G9idI1hDsozHC/rdFUI7W7FEG+8gruc6xFqPykiHdiku/vW3QXax92FxHp59E/7Ue4R/RGF7Kvp3ThjMWcY6Ktq7mqd8w8/vMDUYinFCnCoat2Q/KB+JNdcZHkGZfa2IOGE9hkdGtJ8p8kZSOSM3c8koeN4QNOAj9zysSvFhG796wgB58v8AR2MYTtvtNFmIoXD2i8XscdoDWKpHFWVKfClO68lOqYO/IB7B7fxj0CY4h7LYUNfC4ico3uKcbE2Td9OOTUgD/EdMfLIdn5ma+G/pgJHLd/gfnRa8Lv3vlTyKr/0b13F2l/iHdf+sqGku8Xbr20SAc0P4UU3sSnv/dFZ6jXtEXy2AP1TuegijsZNRp0QQv1tQ30Q7aGu2pZiAEXqdeZxJzTXY0ahUigiTYycFejFKvz3rNQvoYxF8/w/pAuAabkWkkFdR8bats7Htp7he5n76WYDysm/NduoB3WAex+6qhrwTWSDbfXcZcrPD1YpPMbdJcrhE12E/hs8O33lXwnr2FWu/EU/hFt0Vggv56Z6Nv8AL6Yq/GtYpGajbZn1/FOrk2+beOeSImvf7i3kA76oqBMMuAkyy4e3auc08Lr0Z3gQ9hKROSwC1/78D3c/fzm2whX8OE9zC82lkpZobAWxZLadgnQmCn58OwQvjKmcBsZrYnB0j02xryA98/7sEvrOnyoHqNeYYx6RGdYbeeqbIBMacvFS9/TN3G37+Vn3GkzKxgY2Ui9JzVyKLxJgn73VigMTob+mVbRhzHdBUwqalgNg8IZxXTP1YgwZuIC7V8mKNutqutrOKP7WCswfkqhd2o38PmcoiBc0H603FP3rWcNhGGwT2CjZGt7kb5KMZLGOYyxeoB29GvqGuP6GK/zGsbrKmkIOFuIH8DhOoIybGLO1XASkxr6qt+Gzz8eYd/Z30Ubn0awT86ATU8Tdd4adVF+h0KKNIsYALeew3h/coz3jXXYZzrBflZEJKC70rMh7GuU4CvjAOWV6qijGan3D+0rsH11BPv6FLIiF6K9ZgN5GTHfVVayFSdV73p/WuiTNg0NDQ0NDQ0NDQ0NjUsM/aNNQ0NDQ0NDQ0NDQ0PjEuNS0yOtEQ7l05wqcV4K6TubaGgnLEWN8/5VF0eSPRNHl4//4nUl37YPCsUrO6AV9kly3TnE+70SKE6TPcidRkuUO/51nJHVC0xBoFAEZhfleS2VzlPqIPNd4uadfQAC4ftPkf7lF3DU//LLO4v0TV8NJdBqUXT3Y6RzDRxZWz0cM5/GoAGMH+OY+myuUk4fP4aNXr8HOsYuqVfzoTyTCo8prR5eq7L7zB6Zkn2ZEnlEz9ifkBLJB9kGFchENR5EQQSbVruqfeM1SGEXR/DnjFgeyQDvTEuwuzdT/74yKKhUuc8r7hRhvNwaOrVIdLbDJxgLpXR/kU5WQTHZytQxFhqggdUpJERShxc2ApIOXkVYgWZAnFwRkRVythT1mgjmp+YF6jgt45ngBCNjFKk6z5NzUKHOhhhzhx9+Z5H+9j68PiHZ+i/dBIXmuQ1IK4uIFFfwXYmkkg8nGEzlCeaqaRW2szvklytEyxMR5wR5BUTdaoyIctqCfb0e7GasYizkfSZriUxcUKEKNPUEBVBXihQWZuotUdefgYjG70mXQkIQJZGp2Am1Q5YYMN45SYLf2MFjPfRhh2Sli2Oi3ZiYYYy+Og88ONxbpL+6A+pvSnNzMoMdTRv0LOMCnx8bKi3q3dd38dxP47mbHnx24mAOM8fg8mWvoPHV4VI8iQJJdPtEm6OQOpLQWMxTfJyQ2t5SKb3SIzpqjTir5POSUV32UN97BydKVg/fRtu/cwzaaHiEvqJbAlKl0AeVMqjFDUOlsB9Y8Ls8XffI8uBKuhQeZ0CMvSKFy5gvTS8OdV3IixRJ+Ft19MlmiIz9GOt2tByihtL8TTdQfeWjkNG+Jiurcu+OT+GPKKQDKdKLn0dfl8bwM6uKz3NDVTp9XkA/OBO803FQfrVLVxHqeMYdq3NrSnL11Rl8LX+bQ8Hgesf6bcyhT7717UU6bi2FPdmntq/SnvYhqIf+NubNW3lwbzsW6tSYqbRL34ND1ua8XmHebCbws/EaerfUpbXDVeeX3lP4x9EEzx09RvpgSBTMALZ2aewef8CXXkROB7DDKtEof+XXf22RjijczVTQP9k5hYhZYrrnurBLYhBVk8JmFZsV+hzvpkt023hAFMcSdqXuOdmI+sQiyr9VID8N1fVqbqn7408LfdKmoaGhoaGhoaGhoaFxiaF/tGloaGhoaGhoaGhoaFxiXG56ZBNHj06g0iyM53Fc2b8HytOFi6NHmyiNQUCUwndAedi7YAKeSBLh6D998RrSZzhHPSB1oOkRKEMDUhbKLdHvmPFBom8yJfaH6YMfkKOTWltl2cnOHRzXd3qgeXSICnifWCFH7+OZL+zjoedfvqHke72FQvM2KuZkOKbOSG0nPIetehHs/uEj9IeIyOE+jrZJMInNIFU+ccbpteRJMlIlWYis8H+IMpIQcyBy0KY5KULliE9ZWRIiY3M3arDD0UClUPwVmEZCppJuSR1e6zZRYppEUyJDFK6CfhSfo/Ep1UNExJpVREOkeZtUTm2MP7cAP53PQG07JwW3/v7eIn02VVWobo0xgGZ3Xl6kV+ixeA3Uk/ocDpyVVNqO4YMGk+TxXW6KwTAqwLuDKZ4ZkArh7pGqcrd/hveHY8xPoxjUk5KBsltfAN27RSpmsUfUNBGJSVnS+RIGyuj3QSUPNpGXE6KMCVElxxOVhug0UY47IOXCK/jcowEUrMPnK8wwbahEaSfAuEzqNFeRSmRAfGh7po6lZ2E4wXhNR+iThGhYwRRtZ1EwpnqJiKS34Sv+hJTbGqDO5Kb4vOei3+cWta+oLiwJ0YEONzEWalXMI+MS8tpcBUV7kMCfer46CY5qmDfPdvFc52WMhfkAY+SigFnw1Q6R6a4t0SNNmuhJ6VMK1KfVJj3Psz7l1Vmi6FVp4g1pAbDJdqegQf7lwd1F+r3Xv6dkNSGluFqOriy8DOpjfQrfbtO6XXepviXVz+JD1PmI9gPtc5QX0FBUWFRbRJEVlXYZ5PFdOkV7n1aRwSatatY2aOFegnc7qUqPZDPySjZfoid/FFILfZUN1HUwdPB+QiqRUR5GsVK0cVJi2iPqGDqqfROip2VELTUj9Im/hvcNUuueFNTrN1ZI+waas1eoe8u0P/yaRWVPUcaDJ+8o+cZEwes9Bb3yoIz5e32GPVp0FWXXJhjT7Za6G2qGsLGzCtsZgve7c/hAMMfeok20+3uP9pR8T/qo1+Ex6nU057UH48qqgto5O8C6mxRUn/31r/7CIv33/v5/vEhnQ7Trn/7Re4v02QD1mFI7or66xtg0j4QjfGeuwO50O0qImSnDmToHBhnakpDCZewQnXmO+uZIgToiP3WWVNqdsapU+mmhT9o0NDQ0NDQ0NDQ0NDQuMfSPNg0NDQ0NDQ0NDQ0NjUuMS02PTE5wLN5bVQM03qDv3vpL0BsqpAbTXcGx5OQ+jnYv+lCysUcq3SR/DUei3hmOOM/aOE62OzgSjYkSQywWcZeC9UZTHA8zc8akd5icUKTP7bIapHktJXpkiiPoQoIj/jExB1zK6+6YFMP+7IGS7+YNvNRKwdMoNpDOES1lmOA3f5eoH/0l5h7FSBcmIXDo0ZCaWCZKJJNgltUjTeJHetTvoxXYfn5KdAh6d5OC+B4UVKpBNiPKRoz3Oabvs/R/KAaweBPVtyIK9LphoTU+UTPMc1L8KlIQ0iVKipFTKXifF+SX/r8akapTHX113cXnQQ1BOqtEiSHxR8n1VD7bu9njRXp6jO8mr8Frr0+ISn0FY7LcUf8WNiV+s3cCv5s48Mj5OeanTkx0zg9BPTnJqTzp9Qhzlb0K6kxths8vZpgDr+RAOwtz+Dw5Ualm1a/hu4u7pCJYhP9Gh6BcF1+4vUg3SMVv4Kv5jo9JGY+ocdslBJbNGii7OKRxTLSi+mSJHlbGyMxm6KvUwftuiLE0K36yseOTOt2Y5qcCKdNxTnXqnqG6XEl2Drt0Iqw/+Q4oPKFDfVVCfd8neVnzZInCtoqKXbwPqr+1Dfs6Z/DHtW34aT+Ab8VT1aYWqRdnDdg3uAc10rAK+/ofgFr0+OtoxytFVT3PvkVKpXxngIJKCyk4i0EzLSnZSWXpzsCEF1Lyu3288433/mKRPqFxdfU2gg6LiKzm0N4uKSH7fdhkrw7/L3wIO/RoLo8OVDp9e0Br5EPYy6e12qElI6N11KUmjZcmQVagHlJw4eIe6HejwtVFessHrbVZQFsnY9Wmh5Tmdftw2JaPw2RI6siFJRXlgIIQ0waoSH4aU7D0IjHgRkQnLg3VdXtGVx6sPikoUkBt7xT2SWmfkHXUARsRPdicEaWdVGyb1CfebdCGf4GUnmsVde92/9ugS05pR1K4gL12B5gfkjbau/Ii0TR7vBsRGddBeR3QvjVroK/N/pNFuksU1RO6XvQ4gc+IiPhPYPxzptgSBTSx0Z+VEfqkuLO5SP+D3/xtJd9f/Pv/0SJdGKN//uX3oLx5sYf6ZnMKWN4B9bZnq/sip40x2s9j7sl3YDujTorTREnP5uqePTeBn8cUgLzFquku6jI/pTm0THuAvlrHwP3oazafFPqkTUNDQ0NDQ0NDQ0ND4xJD/2jT0NDQ0NDQ0NDQ0NC4xLjU9EhrDceKvae7ynf/z/jDRXr/4d4iXd7CGXluTIFpTRxvjmagPBSuLHH5YhxdHuTAO3B8HH0WnieFHAo+G9HRfbWschjGOaJZjHDMPKdTeYs4CHUKPluYqOozxatEgbjAOxplOwAAIABJREFU726faH4lVjlaxzNzH8e5wZII1MMzUnnMUTDYp6ByTFmViZgrKdhZCrVTRMQihkCD2D15MpFJdphQ3NQiWChSWVHd1aJ3hmBYidNH4zvURrbJnJTsNk01qOLBA1Bq2hPY69oKGj9uf3SAXmKdSdZcMrAF6tacqEWZCaNMmxT8k2gWpqfSN5zpUlTJzylMmiMqCfqnsELBm1MKzOmCVlIU9KF9lRTrRMQ6BUWl74OvG7wHGuPBKugT2X0oK9q2SglLiR+cz2N+skKUP43xTNAhOuU2OMA7dRpkIpLSwPIS+LMvsENEFJOQaM6TAWgwWUWdA90Ac905BdJNBrBDbn1nkY5pPu2R7G1vSAGpRSTOoZx0jHem5quLdC2igKYrmBBz9OfFmaeO1yylsUiBiiMDNrUyZFCYfLJlb5yhvQ4xvKY0rDOaU/o0RFNVjE4ejLB+OVOavwvowwmtCxbNjYMR5odCQ51TkgtQdcLbWJdGp7Bv8yUoRk6IztN4AVTfozdBexQRSa9gPKQJGjkgCud6Af3g30Q7zp48XaQ9W52n6hP4xMYq6FNClHgh1efwAmOsHWIc50RdZJwS7OIfY91+eIryejSmX/7qK4t0uaRS2Pq0B8j3Yd8BKbHO78PnHgi4+dk+qeplqnLm2TEFUqehzKJ1JaL4Fdnni0ShX1pfB3nYi70jIEXldIx6VVZBPfQy0P2ylqqgm14gXxKjVtinz0JQI5p/qI63xKG9VIzvgjrmhyRCH46q1LekAh5W1LGQRhgnrktzBM2z/TLmxhwp/LkF9fJF1oEthtfhp9tzWqtpj5dM0F77Gjr3to25TUTEW0Mbzbexhz3e3Vuk4xHa/mAG5daLN2D40rrqs9F9KKIbRAtkqvE8hb3GPuaHXBl9MOwuB+1GG8Muyi96mGfrpD557UsvLNK/8atQiPyF34BC5PcLhaM/PMc1nW/9CdbRAxoYPlF3cxton3mhKj76JaKFT9HGuIr6xrSehzlS712SJx8TRdYliuy0TqrEtD+UddjRpMDcYUE9G7PPl3XQPx30SZuGhoaGhoaGhoaGhsYlhv7RpqGhoaGhoaGhoaGhcYlxqemR6QWOqO8NT5XvKhRIekzHncWnOHo/INpOPcIxb2yDKuCFS8fiNRyX1s5BYzFWcOQd7IOy0ZviyLg8xXHqrS/gmFhE5OgD0JQmMY5HN+YoP6UAoVddqAF1AlXRxz7D0WuzjqPiap8omBXk2yI+zyyP4/2iesIuRyFslxJTwn9GIOqIPmd1qyyvUvk8Ci6ckbk5yKFN1MfCCM/HTdh0xVIVk47mqEzlBH9/GFhoxwadREfEGih38byzvUSPETR+8yooR3VSJHz6DHqkEYN6MtpXqQb2LeRldSlAJEUWb0Vo79Bieo3qp2bh86MeyS1fEuUTbwLbFSkAbZPU8Iyr6HhniHRcQ7o4Vqk23nX0o0tqXAHZPR+gNhMP9cgdqr5xYGKyskmJ0roCatK1PNLWVzB3VCmgcFhU6VaFgChpNsof7oOu1aZApDtjPHM2JLqUQQNZRMYRKEjt90HPmdXQ3jsBbP1oROOQFCqTpbjKcg67zPM0Noh2adwAp6sYgsoUFChwel9VUJwTTckjamdWAo3FJWXd2VKA6mchoTVmxrTnZww9KkKWS8gTvfKCtPg2x7AJk9PyPuzDnpnvq9SaAQ2ImNaFkLjgw3tQlYw2QJVcmRNVbInJXaEA72ObFE97oBimGy8u0i9YoCUdWXj36J2HSr77DVT4g29RW1ZILdDHiI8oiHBjgLR1leUmRVodtKVtgMxXoKG4dQeUyGaKMnpzVTmzOkMd+zbV5QDr/tN90C79E/RVTEtUcKYq0iqip3S1wCD1yALRROf0J3WmqGYqS1qqNBxSonQZFOQ816QCz+HMZgv9Zo1U32KSN28Ue/LxcIlaOVii9tcyohi6cDyH1XhdND4cgn43pnmgeqHWNyAKqTXACIxoP+IMKcA0BT3OHat9deaQCu33SEH3Vfh8aUS0QloXimeoR6+qUuVfc6C0e+Xv4h5I9x2U8fYxdDtHuxg/FzPYp3u4xJHN076V9k/zEq19RB8tkApmfkw09DV1L2Qco5zZOuaO1RzG25d/4cuL9N/7pV9dpO0XiRqaLDmtYMy8+823FunvfgjKqNnD4DUKsHWV9pqnrlrfHNGAsxR1LI/hA4GLvHK8b3WXFLrHNNHnae45Jd8itdjVLj4/o2sCWV/lypvF5YXx00GftGloaGhoaGhoaGhoaFxi6B9tGhoaGhoaGhoaGhoalxj6R5uGhoaGhoaGhoaGhsYlxqW+0xY0SLZ1X+WdH+bAXZ0Z4KuekDaz4YKzPCC54NQHiXxQVm8fGAndoWqBz352CC7/yQR3zCy6q3D9p55fpOsNSHWLiDwt4V6BPQRX9jBG2qRLDXFG8vAj9Q7HxRXkXaco7tkGeMoOydhn67jzYXYg7bx+5YaSb8sHh7izBd6tP0TbI/qZb5Pp8tdB5nfH6qWPbA31j+mOQbEBPr0bUhiEHfCfPbrTkxaXOMf3UIFRAd+ViEI/L+PzAt1/uv6TaPsH9z5Q8nXW4B8/9RN3FuluGx1UeoznWQ7ZnMLPkppaXz+EXQZ1uqNDbQwaKDsZ0DMl1abz4Se7l/NZALe8tfwlzRFmBnsbm/Atj+j/uTWMFyeDrfNLoT/KMcju8Q0KK2DC7gW6CNQK8Xnumhru4zbdYU1TpOceuO55A/cdU+L7zymuRdGnyUZEyi9Binr/Hsb1Po1XN8AcmLWQtmZoe2NDvRdwf/feIj0R3OPJC+5g9JuYGy/evrtI57Zgx3iizlv9iO7cjtEpvQhltKYow9xG280M/RwtyXMbFpVTQf/adIejaMHuxmzpAtczsHuM+yTxJ7hC+jcJOQ+5SHrw/KM/lh7JaPPtlXFBvR9kT+FD5zbmp5aJ/p1XYbvdu5DXXlnD/UMrUX32LIbtrpLtEg/vzE2syXYLd7C3XKxd+8mSJDc10t5AP+ZmKM+q446lE8Dw/gr811FdS/os/95He8svXEEZNM+O5xivdqzuLcZ0T2X2GJfMPuhg0j9rYw+QVCmUxgSrQVxT+yrr0N0huvtWoOIHFFKHruRLuYm1y5qrd2IGtE3Kzjk8BD63E9hxTmPENWgLuKnev8qeoC1qkI2PR49k/ZOpulYNimj8ZIAyyh6e87vkDxXMTzFfPbNVO0Qh3f8toYyM9n6ZR/P/kPYWZXVOmJ7hQuu9CZz2tX18vvEC9gZ2B+29KKPuNUO1qUehhnYorMHGL2FcbfeQ7/HxTyzS/Q50EUapeqctmGBjtVrAWJQKHCrN4H/tEwrxkcEm3Ymqn+BsYMW1DIzXr379K0h/7et4oaFqOSywNOU+eYg5/19+498s0g/v30fZddTdC9AH4xrpEQzVc6eBjecKdEdtbtM9vx4+T8q0Ni9tqewK+s5PaR1tYly75E8+7dkLEfI1XXV+ySY/2t5Nn7RpaGhoaGhoaGhoaGhcYugfbRoaGhoaGhoaGhoaGpcYl5oe6SQ4Mh4ZHyrfnX/v6SJtNnHcWJzhSNWv4BgzvsBxsrGCY97VkUq1yV3Fsbo5xzFqSvSCGrGU6ldwfHyncGuRHjvq7+EpRbz3iWtwp4GjbGsTx6jNKR3NbqiSoU2m91AE+DJpCiebxLMYgQZglkCtzHeZ2Ceycg3fXZ8RNTSPtiR0/GyuoOxaiGeOy5BDFhGJ9lG+vZqnd5AeURkbAUWvJ4pH2FZJGnk6mk56dMzdwPsrFLE+qxM9snl1kf7XR+8o+f7kKug58wi2P3gL9BgWdWfBdItYRqXzJYF6liRuo742y+y2iQJUBU3U6att79kq7ejzgqUoFVIhzfN6HbZrzkgiewu04XIAH8hW0B/Fmcq38muwfX2CMnIljLHSHM9MbuD91og0vEVkTNSMUkZUszL6lGXszxJMMPU2SUnvgOolIhJ1UZd2F3STs4eg8MxJqj7ZJwnlIspOzkhnXERGLsZMI8A8ULiBdHwIKt5kTpLnI6LtOGpvtR+8t0h3M/jv2d2XF+kXv/RTKHuCOo5WYDdvqHIV4xjzgEm0t6yE93Mx0rOyKu/9LByfINyBEmsi+2uPfiwcogWyp8V/7cnv41mi0OOpWrhL9XJpDgzq+GJOVJ1BAXP+bB996Kyp5M7GCD5YunENn+fgUHULfl6Ywb4OUbwLa+r6+nSEawIlHqMkPb9eJAomLWPJGcoIV1QfKNOYm9fhA6WeTe/g+RW6VtB11BAdHkn4Hx9C4P7sbdDTsgLyrfiwdWgTvf1YpbA5tDZ4NH1zMCOmf4fsc13yCDXyjVTJnSlagVCkETmhd0oH+CK9Suvmvrof4FGiErM/HhNqu5lX6WBpCB+OKO1P6UqIjT2Oe073RmowYhaovhU4dEViAG5pUiFaap9ojAYo8JtddSscRjBkj0I93N0HofnlGwghEVJYg3IXPtB6CTL5IiJyRh1EMv3lCerY+iK84Gpza5EOLLrOMlTngZjuqtRS5BvlaQ49hqf1ttfwMknVH422lXyLFHDH3sF8/sXXfhEPNXbk0+LP/u0fL9Jv/PF3FunKJjZ8qxSK5tylAdOGb4WWyrt0ffRjQDOt3aZ1n+7PWB2iSlbU2djuwR8TCsdVjGATP0G+6Rh2DGmv6U1V6vnE+7SjSYU+adPQ0NDQ0NDQ0NDQ0LjE0D/aNDQ0NDQ0NDQ0NDQ0LjEuNT1yFuH4enC4p3w3N3GsX7dwbHtm4EhzeoTj0XwDFCkvIIW/bdDkRETKJRxt//TP/vQivfIG6BsPJohY7xqkaraNetx7+3tKvvE60RKHOKaOiqB5eB44DH/nl39+kb7YI6lCEXFLRF18AArPfAvvzwPQOkwH3ZyOYZNeSSXhzAegSVl5HOmWiEpVIFWmmOgIYUDUikOVuuJcB9XToONkv4ryCz7yMtfxfJ5oY+mOehSePAR3pu+h7i8QbXNWJlprAXUfpaDELFOUBmWihJ2jr7oW6ptj5cw67Ou5sNVkS7Wvk8HvxquUVwLblVqgRkQzHKOnFZVqWZjZ8nmEuyQfGbXgp/kcxnhnFb6yluGZiOhaReoev6KqRxYsdLBD9BrHgM+VG8jL6qIMf031U1bAmxNHyg7Qv0EZ/escYoxUbqPBjqfW8f0P9hfp+w8xDwSkNJc/wfPeOnyzhulB2ku0kDypiU1pLFZpnj0IQBPKSIHOIQrn6PVvKPk+mUGZLPJh03sD1P3lx2jTtRugmycZ7OPbqiKbZcKOkybqmPeJ3mJgvWjEn2zsdLufjEb5V3gWpVFEpUR+ErAH/U35ErtM+rSa50j9sb4JCr7fx3xm1aHU6SWqTYxroGVtEXXRXMcc6pNqc7aFcZHz0D/1V9UtRrCHdLsPypNtopUjarxLqqzlbYy3aKjSOcfElCumMIp7Bf6QhURNrqOQYptkGkXkcQp65KOnWOsvaAquu7BJnhRTq2do03hD7bkx7UcMoiuWqQ9JpE4cYoQFRBMtqOxriVeJAroLezF70KQmPiQaonmBdLZEu8zoHW7JJxk9cYkoYPMlFU0ay4mD8mPac6Qk5de30BAS75Usr+4zIlKgHuRBszP7PP+iD9pHmI/iEl9yEJkk2E9cuJhPP/zgbeT1a6AIFklfc75O6o2GSo0T2iMKqwiuUwcLKZveQdn2HLRhman+H56iLUaJVIIzvN96mVQ47+8t0mMHlOXCkuLpzTs38f51qFpKcUc+DeadnvL/f/bP/xmyeh5UzZukjD4ao43uE7SvncM+ajpTqYYOrcmsBhk2yGtJTdQh9ekoU/1pvArb5Xz4zThP81CCfWRWJLVjGshxUZ1fCtHSAP6U+JFO2gzDqBmG8U8Nw7hvGMY9wzC+ZhhGwzCMPzIM49EP/q1/fE4aGhoaGhoaGhoaGhoaH4UflR75j0Xk97Mse0FEXhOReyLyP4jIn2RZdltE/uQH/9fQ0NDQ0NDQ0NDQ0ND4IfBD0yMNw6iKyM+KyD8QEcmybC4ic8MwflNEfv4Hj/2uiHxTRP7hD1PGwR6Cm3Y7qsIT/9pM53Rc2VcVm/4KhR4oQO4aji5nu13luZd/42uL9I6H4LWP6ghKujrE+4czUDiH74LGODpX1f2+3NxZpM8p2OkG8STCOY5RNwIcq7ct9bd18AC2OO6inK8YoCYlNdCqgjaeX1nHwedsT217sAqanncBe8UrqK8xoEDZRTxjdXA0XHNVGlduRMptENyTFRarqtKRPh2LT12iY56p9e33QWNpED+mVsUR+wbRIP0a6nv2PtGERMWrLag0+R7KMCioKWs5FodkK6Ixuh01Z5eoeYVdUsq6TvS9DvozqpFSJ0fhFZHAg69U5bMNJmyseSq1oMBUZ+IZlafoIWsLvnUtgbV6Ft5dXyLJjlK8v25g/E1cUtPqoTxjnfq9r47XIdGTPQqYHldQhtejsXcF1LQiqWM97ZEcnIg8vgtaYUJqZ9ednUW6/iVQ1QoUXPUsQ171tkrhma4hL28P/vjdHigu7gWpY10HbadwAqW1o3PiZorI9JxoSmSi/W+ASv77ZVBcX7r26iJt3yEVtkClnYV52Dd/Skq3pM6ZxLBDmFPVMp+F0d8YLvtvF89SlVwGe5pHL1kUwNhrU+D3PNaFpoGxtL5O1CsRebkGelmpjHcqQ7yTNkhVtY11wbmJPpSE0iJyBUKUsprCVw4iTHBVE3VPXLriQCqNuQLTyURcosBJEd+5tMYYDinzEjWtHap7hov7UKbuDzFObq9cX6S3KLB9cAbq1sMCfHOlveQ/ZGIDTZcBdWKeeLQZCfzlsQxJbim4fMLXEWh6LFGzWByxTn7CxK25yuJ6pvd/ktDAk32iPTZVunhlhJx94qjbJ5hrRnVQ+SoUNDuhINhhW6XyBRYaWZyDNhdRsGuvjcbnPaZdLlE4/z/23jTWsuw6D1tnHu747ptrru7qkd1NNklJlGwrsSQbRhBDMmI4AwIohhIhSJA4MQIkQYIozD8HgfPTsBDHFhxDia0IkmLIpuVQoyE1R1HNnrurq7prfOOdz3xOfpC837cP61VXd1HhY9f6fu137xn2sPba+779rW/ZeP96BiNyiUbss/Il2WNvgXdXrYzNTkVcWFLyFqKLS0TkNFJ+lYYGrjA3BMUQ9Q1msAd7najkU/TDwqX1KkCI0Of+HJJ5i4jIxuPyvcAf/MvfNf6+doj6n7Mxl2iKy3Ifk+TWAeZhVVGfhubuZ3iMCcB7JIvme85xEdQnlW2u20FOoVYNbGWd9qd7Xdhcj4YndTCeXkUTWUSaoLWZ+5B4mJO2yyKyLyJ/37Ksr1uW9b9ZltURke2mab6zI74jItsnPkGhUCgUCoVCoVAoFPfFw/xoc0Xk0yLyd5qmeVFEFtKiQjZN08gJWW0sy/p5y7K+YlnWV5bLh8tboFAoFAqFQqFQKBQfVzyMeuQNEbnRNM1L3/77V+RbP9ruWpa12zTNbcuydkVk7143N03ziyLyiyIiZ86cuecPuy99/UsnvpwJMgfH0xOv+w6KXZxdHt7Gj8RPv3jGuG7v8Maq/H6NI9mt8+A2eBW67a03UMd3l0gq7VsmnXP9GVBMfvjME6vy0TEof46AAzGlZKd//DugZoqIZAl4D11Sqcn6OMLN56AAjTZBfwoj0FXcyybVLFqizsU23UNKZMEGhqomcbX6IupR75l0K4eSSnt03J+ug77kkeJX2sc1yxx1ujMzf9wviFJw5VOgrmyRUtCxC9qCX+D+A6J2Uj5HERH59J8DPfLlV95ZlcMtPGub1ISaCGf6EbEZFn2TGhHk+LIkxbGYVYvWqO/mxO1ZMyk8vcWDEqh+8EECcLI5MnWNwm3QI0JSPexdBMUqpvFpSFmrP8d4WC31yE3q7pR4D/6S6I1beLdHie3zddOthgu8xyVqdrkkSuQ5ksVc0v0D0IEO3zLtv6S2P/nEU6tyUeP+7Obrq/JtSiBuUzL7642p7FW/jzm3vgXqzMCmxOI03wpKrv3NGdT2xndNGgizoQty4G8t4GePfhtJVx97Cmplf+3Sz67KzrpJjasT+LqCkpo6RKuyY4xB3JiJ6k8jyEwlJTfSVpLkv12imJ9bB500HGEuFJRYOb6I9WLrspkEePgUeIxrAv9Ub8C2AkoInJKCbo//F3zG7GurBIXf5wT211HHLqkjpxPYYl7A/qzEpNw15DczskdvSAmMiXp4ROqGd97Cui0i8vYUNL0RUS2ffAHrtpXDmmdDtN1JiOa/ba6vw2Pcc5fyJBMDX2y6JaIJUxALrEpMlbspM/uonJCr5NzEg7OorzdFn75j5ta+v2zpByAjZWgrNbVTF6Tw2pAPnHXR10taq6UDip9L9MKZb9JE7Qq2XY6wqDczvGNBNEJnjM6qXXMLapfwFxP6rruGfWDmYRxKGoSZj7p30nYm9BOCGZgXy57S4/WOHMHmWWF0DylF+zatZSHNv3XMkccpabf0Wxug7xnQh19765vGN599EjTMsg97vPrq11flV29BSTgtaU3axFrplq2fDqTCXBOVtfBh5w51b7WDa+LEVAtOG9hjuMCGoOiSmnqJe9wO2WOJ3yR1y1e5Ytrth8VHPmlrmuaOiLxvWdZ3dgs/KSKvishviMh3VtifFZFff6gaKhQKhUKhUCgUCsUjjIfN0/aficg/sizLF5GrIvLX5Vs/BP+xZVk/JyLXReSvPeQ7FAqFQqFQKBQKheKRxUP9aGua5o9F5LP3+OonH+a5K9xbCPK+4INIVj9qiBL52Hloozw7umTc/4dvfnlVtm9BfebKjz+/KgeUuPr2uziWfjJGUkUrNg8xP01JA3dfRNLYO7/3Mj7/UXTlrW9AGe7GvqmaeCXEkfnmFRyTz2+CjpQOSZluj1SVrqC8bplJao8oWeUaH+mSGqM3A88iD3C0HNwgdR7fTL/pkKJndAb9MlyAQrHokjIY0UXeIJrn8XWzH7bOgnpwMQJt4foe6C4bRIHrPANKwKv/FMfw8abZD8ubaOO7R0g8GSxRd/8MbMjbI3rWEEff1nVqiIgck4rWWQs0jc6zpNA0xhhYDiUtXphH6gfEnTFr/4MLzpu9S39cIjpBv2NSb7czUvl6BnZ6rsIcyamDRiXsbLwOqkpn36RGWANSXSxgz9MQ9uTvwadkRJGK9lrUVZqLMsb93XXiQmU0ZwY01seYV1PXVDh7qndhVT6iJKG/9zv/alV+dwrK0NMhbPamhTm5fNVksFsXMK8ud0Cdcc6BQucQ+/tPDuB39l69uioXvkkPc4n2w8Rh9tM372Au/dL/9D/j86vwh3/jP/6bxnODxzHuzhjjmPigt0RElZlY92TjnyoEBcYzotTc27ZJN9y38N1zA1Aaz1wBrfX4m9dW5R5Rd5/behbXEx1SRGS4JDW8C6S4t4++a3YxvtUR6lFswod5t1ucO1IalRuws3US0pMj2IDXp8l7C5Sjo445hiOiix+4GOseqQLOlrD5Y0rWO1uaqqybRLu/+Cn0kXsA/79cwzhsJ6CjbX0S/T67RhKRIvJaH2qqg3fRLzcolGIKMxcmQ7P3n7bYVV1iSxbUXUyJJDcp4RJ9VdC6O5iZfdpmS34YOEeofdpr+YE7sJWcqLBeAk8QxhQ6QWqIS8osbh2bISgcHtK5OqbPiZJ+A+Evbx1gnzBszK3w+edB/95Y4v6kJsr1mPqRPu+k6NPpttmnw5pokDyXa9ov2qbiKkBrxKylgEvq5A+U/rz/wZc8LF76o3+xKicHN4zv9meYG+M/wvrx8vi1VTmaY63PmXp4RHO6a1Jvt6ZEVS6JorvE3islNfThPnxC2jFp99GcFL7JPDxakytSj7QoSqsilWnXM+1/apv+5sPiYfO0KRQKhUKhUCgUCoXiTxH6o02hUCgUCoVCoVAoTjEeNqbt1OGkhJD1Fo5ad0l1rdowj9iPvoqjyz1K3vzNX8OxreWAg1AwNeEKjm3vXjOpcT/+0z+zKh/eBQfitxJQLW+89uqq/I3XkHA2MVmBUn4GZ9t3buH+/oCoDg2OfdeeAi1qg+kIu8xJEWluUCJqUkDKCxwTe0Oitxyjr4oe0cZyUzWxPI/+Cjh5Yg//MyhS0Ajeo2SWe9fxjlauaunPQV99Y3ltVe44eMmZF55clW/eBqUg3MFxeVmbVjPOUP+a6lLv0LiTgtch9Y91F3WKHjMVniY3QbV8ucL9z+5jTKI+2eaSKBCeSQvsVSZV7uOAK8+hv/qUtH60Dq7k0zsbxj3hJYzJeg/05MEOVGFLsuVpg7HqZKC31LsmJcUmCl1C5KSYx2QAg7RtzLd8aCqE+T45iQ0aR6LUCCV6bWrU680adX/jOtS0RERev4u63KDko994HdeFRNOeXcY73nz1zVU57pl0msdtzPFrpKJWvAwFsBsz2PntW6C+HFLC2X6npRzIJkxs1JOS9U5q9Ns/+D9+aVWeiakW/O//1Z9blZ/81I+tyjEl4vWJWjpIHoA+9H1AQP5t6qPu/RA0wqVj+qpNUsddexr079k12MPChg1dGYA2vP4J2PyFwFS5ix7D2B3dgm3HazTfyGZnPtEmj8DLG8YmeTu6SUqlpPjYTLH2WEOiE1Fi+5R8dnVoUnr3KYG974AydYfm2HIP9MRjBwZoj011t7OfurQqT49IvTjAQhzn6J9Lfxb09gH1451tM0VteBV2dzXGmFz/OubVmExzShODLdZtsa8XNK8casqE7GlJLohEjCU7xri1thkPBWudk1CbC3dN6s4eKWEvO5ijHrUxYWocrfluz7TZjEI3jiM84M51+Kc5qfzu3QEt733PtNN3/ghhL7ubGF/3OhKvv93AtrYjtHFBypVO0YrxsXndJv9vf8iteG/zg6/5PuOX//d/vCp/8SUzufYb72Iu9kiRMz3G3J2twZidHP04jtGHdmquHrcDGLdqnN2WAAAgAElEQVSdEd12i0J5Mjw36dF+yzF9SjRAvUpSC0+IolsLbK7pwoZsohq7rvlbYLN8uIAWPWlTKBQKhUKhUCgUilMM/dGmUCgUCoVCoVAoFKcY+qNNoVAoFAqFQqFQKE4xPnYxbSfhz16BnP6hQOr17d97y7guoy75kR3c89tv/+GqvEXxSJdJRj4aQ1c3HpgS4k/vPLEq/7e/+k9W5Rtffn9Vfv8y8cu/Bu52YiqRSnUT301DcHp3Jrhw/Qrie57tIK5r51Pg8J7zTc79mxfAkz746hur8lsF+st+H8z3hOICApbF5RgeERkdIgZvHoMDXO6Dm/x6fkifUxwCUZbjFpd/MsP/HPqvo0+2Prm7Kl+swC9/1wJneXoTHOnuZTNe7HiMeJB3b4GPnOyhvbcoyIAl6fMuxrC3NONPpiT9npJs7fUp+uQzFfVVQHF3hRlzNR+gjh35wcVTUJGXZwLEq81tDPwzQ0jbP/9pzCMRkc9e/uFVednH+PgZxj2hmEP3CGO13MW4b+amDcy6JOF8CJ+QUkxPmGAM3Rij4BTms4RSN0hDo8Wa3DXqeyiIVfutX//KqvyP/gQ+SEQkXMBWnMswyHN9xAbechD/9fbXIbM8cWGno9K0rcMl6lW8ghiOqzPEhjj7GJ/ZEPOwO6GUHhco/lVEpu9gLi05nuMEsLL5jC7/F/+3GR8xI5n/v/yvoY7rn3psVX7x/HOrsnvRjLX7foJr0nCIy5JiO0jyf0taMZ07GMfpVYzbEfnsbY/i2K5AyvxMAP+fbprjsTOFPV1PEdcbHeJ9kwj3nK1g48cpxmMg5lqwTzGam5RWpnRI4p30tbMuYsrCu3i31YpDjkme+3aBeoXHiFuaumhHd04xqztmjIm/wPvfyxHbtBNiTb3yYy+syluUTmKvRPt2x6adlc8gNmq7h3a9+hZi2nwKq2HJf56h41bgvk9bDY6e4W0DP6uhdZQiDOV7GSW9vIuxna2ZcV1rx5jZSYhxGKYUNxShHN2BP513UfnqgFslcqdCn6Y3sT7ezDHu4Rz2uE8pIHq5Kc1fryFu6WB6bVV+aQx7+Kk/gG8e/OWfWJXXyOSjYetchGxFzFBKAvVXw/GdrL/Q2hSeEnzzC7+3Kv/Gl7FedY/Nnxrr25hLIe0dDxuMQ3wIi1ySGIJDKRWskTkZ+jVsZd+FDaxN0Y9TB3tFr8D7isCcr9ECa1xJqX68Oey3JK0Bl/aqOQ1bpzbXwb3wWB4GetKmUCgUCoVCoVAoFKcY+qNNoVAoFAqFQqFQKE4xHhl65Nt3X1+VD6+DJrR9dse4rjuho9c+jk4HdJQdUPqAnT5oTd0tXL/uPmM896U3fmtVfv8NUA8PfdAC3at0hBuC85CB6SIiInsRSA3bMxyTz8+BFlKMcZS+/jOQP398B3TOzR4TkESsm3hn7wXQE4bHoI+82YDOGdxAP1Yx5Hfd1JTUXsaoyzFJ4i9T1LeZgfZwwLLFxIAw88qLVCTn7I5Q3+Xta6vyyxuoy/jq26ty0uD66jbKIiJvuJCjnRAlkg+1PToKt87jfx/xHMfodyvzGDykY/2qgwcU+0QbO4/rU5JjzkageIiIrC1+kEmRQE18nuASBnu0CaruY8+gU65sgWIkItKh9B39EhZSEGcoIBpuGuKaaE6UsJE5F7okRS0jjG84Zt4DxtpZktF2WiL2BRGPWMvaBelpvkR9f+X//Jer8t//3S/iGsskMD3+HOb18gAd+e7x1VX57gJtZKIai2WnsSmhP34Zbb/WoxQWNAP986j7Fkkrz/uUIiMz+T/dbdD03Lvwe0xMYrJLsE0007von9o207QcvAuf9I3Hvroqp1dfwTt+Gv3+VGD65u8nDM9D5tjvEe3Ggm2mnkkJWxNQZMcVSdLTs7augJ7zzBlQxwe7mDv50pSlXnqwgYjyM7xHFLTue0SL/QTop3GDcS9c0wf2ia4uDp7lcQqTPvn1KT5PBqANb5em3Pu8g5703welt6bUCdYRrqn7sLRq37TTRYj5cGYNdv7kM59YldddjE/mox3+Pvqt2TRDJC6XGId9os09f+mpVXnoYO2Jb2Du0dIs5lO/++/vgC2Fya9H7Qu/U98TPv8oiIZ4WmWbZwMFUUPdObagSQ/+xaK0QdUW5m6QYC7MA5N2Wd+Gh3M6GNNRDNrbgvYMIb277JnPOj64t8S78x7mye+/gbRMn/mLn1uVo+FFPMhuSf4/EMhTW0zZO52UyIac9j/4zV9blZ19WGBzYZdvkWofaWkmRKdmju5SaM9DXVJj2ZNoYq7bC14biGJ+zaMQnwxzt7NDtMeZSeVOe7CPkEIebLIVO8P4BH3c7xW41+maPns0e7iUM3rSplAoFAqFQqFQKBSnGPqjTaFQKBQKhUKhUChOMaym+V4ein80nDlzpvn5n//573c1FAqFQqFQKBQKheL7gs9//vNfbZrms/f6Tk/aFAqFQqFQKBQKheIUQ3+0KRQKhUKhUCgUCsUphv5oUygUCoVCoVAoFIpTDP3RplAoFAqFQqFQKBSnGPqjTaFQKBQKhUKhUChOMU51cu3Pf/7z39f3+/SbtqD0lL0QCf0SHwn1dmwkj01DMxlyX5BY095Acr7d4IlV2V3H+zbdrVU52uHUmCKjYgP1WsOzBu72qlz3kKVwx0Jy7LSDxH5Dx0zQnEZIaDmykHhVRmhjf4l6NZRAM7aRfDANOEWuyKDCe7II9e256JPSRwLCbo7rG6piVJvptTMXSTe7Dd6fUzLvToX65g7GxLPwrLo205OGFhKqJpTMti9IpLis0I7AQdJLfsewwnNERCY1krZ2A+oTSo/q2Pi8avCOjm8mk52mSBb5d//eP5V74XgfSZYdmxJXN3hW0krNatsYd8tDYly3JhuihKH9GvWdWWh7l+1HRBJ6f1hTslMbCTDjGvdkFhLLdir079QxE0EPSsy5WQ9pYwd0z8zCu9cr2NzYQqLUUW3W97ogUXE/R9uPluhTWcCGXEqWG+ecEFXky7feQFuOkPR1RkmtN0MkH72zuLEqb/eQTLzwzUStEc1r28IcDWwkMM5tjEnfQRvnHtq+5iKRuYjImOx0YCF589xH/3Yb9Pu8gA31ffRJVppJ6wMHfrOw0JaQEkSznfRt2OlRSWNl4d0iIkce6jsUfJfUZHMu3j1dwrZG20/LSfh+rz8PBf53LC8flNfVphzwNeUxFxGRlLLcOvDzNuWGZ3fMuYln975VRFrJ06mOGbnK4RHmz5iSZru0pJat+q5RvZa0q8lOyjzN9TCnvpBbEFoK5Kc+gwTKv//1L6OOR+Z69yjhF37hF+75+Q/03PlTBU1AFxOwV5M/jWDomwH2ehklfY/rHeOpVQdr9VoDf57RfmSN3pFFeFYYYo9Ui7lvHdC6WHUwyY21OsLa0xNaYwaYu1u0fxARyVzcM6D6pgF885CedUz7xi0Xa+XSNlPFDxvcM43GqFdFfeLDKcQFrm86B8az/AL9MqX1auDAPyWUwr5Pe47Uxee+tPaB/t6qPKq35cNCT9oUCoVCoVAoFAqF4hRDf7QpFAqFQqFQKBQKxSnGqaZHfj/gULmwwStxiWJSxzja7abowirGcXec4qhURKQkGmM3w29ld4Cj2oiOdt0An7u5ebS8iPHdgGiBtoejbbfGkWwRgTviV6hvHbToSwWOfZ0QdfQWoBbZETrCysGDqXugiHRzXC8iUnfxXVjiOydEvewCtIGmg3c4KT7Pey0aClW/ivCdnxGn0seYuBXqWxpjZda38fGsoEE/5Da4Pl5NNAcLFWHqXxqa3Bwvp7YIcYgs6t+GOUtsjZkwRrlJEbsXekSzyMhOU6ImOOZjxQ7R9qJAvVwa93COz0saWzchvlRojlVY4e/SwrN8mgtljDnikp02PtlvTf0mIkIUDH9C/TUk2iUxPtKQrid7WLTq2xDHqibKXp2hjUWNeyyy34UQV0tE7CXsJiNKjFdhXi/J18QufEfQ4B1NyfYgYnloS2Tju5L8EzVXMvIbbkH925ht9+hPO8CYOCVsu3TQxg4vIzRfXM+kiVYW2XaOfmxs1Lf20I7aQb97Nd5Rxua86s3xLIt8mu+QH6lQHvhtLuDHDxZNE4OhyO6FP/8uGiHdxZRIuoLZujP6nG+9H3GwoIexq5yRY/fJfnNqlFeYvEtiu4tP873l3u4J14w+4GVFfJpyRUP7Ab/lhxSKB4BlYTJ5ZM8VhZT0XdpX0cSMCvgt1yEOr4h4tP7YtC50hPdPeFZIFD/eI0WF+ZOgofXKpbWvjNEOh96dE43Ryxv6vBWGUWCdqAIKWxGi0FP4y4AcieXhWb2K9mEiUlFbbIf9PLWd9rkl0UR7TV8YtYt+5PAb28Kz/BLtqGl/6BR8Hma2fZghfEHMCKUHgp60KRQKhUKhUCgUCsUphv5oUygUCoVCoVAoFIpTDKVHtsB0jpBoE6zbFhzhSLbu4Ai3noNLkY5MitRgge+qdRzPkkieNDFRi1KUm4FJM/KZohXhSLaX05EzUQ/DOe6v1lAPa9GS9urju7xEi60uHQ2X6KEqxvX2BMfSpSlGJ/EcZpYP6Rh/hjoWpETp0PUZ0VB6pUlJyV28352h7VkPZSfBPUUf/RAtcM3CN/shTlGvPEB9OzSGKRlHl96xjNE/nsk+labB+5uMKHNE/3OIApc3ZDNOiwYQmUqC90I1xbjVpGbqpjiTn8cm5W44xTjWA7TRXpDiY4C6d1JcE3Tof0CJ2aeJje+Y8mQ5eL+XoO9yZlqCJSep2Q3iEkskjVHHcIL+GXuoS3+KB8y6pGA1NW2raEBpKEj1kBXzOnfRkGAAanM+NqkrPrMHp6hXuYn6dlM8606GPmV6TO2bfsAlCsaU1GLjKfmOEO0NqY0Lku7LE+LMiYhNfqhKUC+7S/N9Tv0Yok0bGWx56Zs+MCi5XkTDTfFcnyhDNl3veWSLE9NmZx7qP1jiucsQ1w0r1GWWY9xNXa+PD5oHEDRki29OvOrkC4kdL7QMGWSgNomQ38ObD/ZmId1VN3RHc28VSxERm15a3bcx3wLPpGx24mXMfJeU1h+7YRtsVUahOAE22XBO/jss4JNSOksJaO0qbaYxmhTvgni8GVOHaUnukt/M+rjGp/WG1xERkfUFvkv6sPNeQsrqpL4a50Rvp0f5qan8XbA/p1CEjPagIe0tFn2sN26Cz0szCkk6tIcQ6jsv5T0l0S5n8AT50HSa7pzoqyGHW6COSwrlCWgNT2it7tTmpmUak3Izqco/KPSkTaFQKBQKhUKhUChOMfRHm0KhUCgUCoVCoVCcYuiPNoVCoVAoFAqFQqE4xdCYtvsgY3ovlZlHy796lyRRGttm3MUyRlxMj2LlmhEe5th4SR4zB7hFug8pxoZiQJIOxQcRoTjpExef3hGumbxoj6Wa6Vk1ybWnFLzgUOOrHupkLc0YmaJPMXGkwZxE4P26OcUGBjBLxydOdWNK80cUuMEcbZukmcuI4xAoHo90zf3K5FuX1HaW4OfPuSYLsgcKs5O6Olny3CFZX9cmeXmXY3pIGt8x+7RJP3jq1jEZWkmS/x30VdAKx1j0cZ1NcUAZpUjwqX/zAA1uMpLqdk0tW7Zt8UnmP6V2+ehVr8C7Jz1wwp3MDBRke3QtjOkkxqB4DWR9l12SgaegnGLH5PKn71Ps5YDGaoz6LocUk0C5E+pOK97gEHV2RmTbFP9Vd0iCn7j8ZYx6WO1ApYgkoGlMqh6N4ZzSFXTJb5BDqzbN52YcTxsRH7+ieLyAYhJKjMG8B3vopGZwUeGz46PUIcT/d0gSO+uSP8xo7gQtyX6y0zSktltoe2GRn3VNP/KoouHFqz7xMjMQzbn35+ydSPn6vo+lEGyhpVNKenB5QrhYbi6v0lBWnOV9YtRW7yOXv2yFB9tk8twW36E472WrAgrFA4A9retQjLFPsccexbdRepKmpv1AK7bbprVPQtzjNHgWZdGRimvSo/i2xDzHafoUV1xRHBsHsVI6lYzioUOqb9Yx54tl4f4lBf8b+5EOpRyq4WHSCA3xSnM/UNNewaJ1oaB1rKZ7Smq71bQ0Eyi+jve0S4oTr8hBlT04Faeg9coy18EhpX6Sj7AU6UmbQqFQKBQKhUKhUJxi6I82hUKhUCgUCoVCoTjFUHrkfUDK5gZVMp7S0W4XR52DHMfBUWRSeGyiYBQxur0zI3pXH0fW7hJHuN6QNFVFJCYZ1irurcrhMZ5Vr+F4Npzi2JapUI6ZqF2smOT1pyQ3f4al8okOR9L6Hsn3l+staXKSGi9Zdn/JsrGgL7lEDxOHri9MHks2QB8HRIkpiarpEUWrINqYVxH1yjfpYdGY6kVj5WYsh0/pBuZ0M9mDlZjkIKtL76d7cjI0h6hmJVF+LMvsU/Fbg3cP2Ew5dVGviGiBaev/Nj61MScagE8q9mVAFFui0uWUPiBcmlSDKUnM+zR/LKLIhnOSi6e2hzOiWZhMVumQDSUD9G/A6SS6uKlH755GlBpiZvaD5eCdHUrxkVqYi+6EqIdruD/OiAMsIm4F224mNG4D1KsmqqRD/KxOyukkjMdKMEdbmg183jlCvXKiJluUysLpkSTxodn2nKT9I5pXCclKxxktHT0Yc5ygTWk7lQan/qDUI/aMbI6o0T6NrUsUSjs1/UAQk7Qz+c2CaDQWU5UtpL/4OOFB2Y73vKilzW9QHOk7u7r35w5dz7T5slUR9rSkli0Zsad6dA1lqzFSheSt+no0pOwpW1lXUMeMKumYlYyI62mTT6v2UHubfIrMKCeJQnEf8BxtaNJwupvGg81RVhoj/ZDfkpFvGvh2f4zPsyFmQ38Bw87WaD8wpjWmb9bXpzUmpfUynmKPVa3hmmqBdtQRrulPzT3WsoP39yl9Rk6hGz6lgqmIptmldiwjk3bpz/Aeq0thILQ3t0Lab/E2KjCdij2n/R7vQzmswSMK5wTepqJ61ZmZl2AWHK3KHyXljJ60KRQKhUKhUCgUCsUphv5oUygUCoVCoVAoFIpTDKVHtlR4mDLC9A8hVZtFj2hGJMFVE+Wo8UzZq4roYV3S2rIGdLRMx8Q1fZ6mJn0jYdXHmpTT1sGf8kjxsSDlnoaUfsrQfG5j41nVOtGq6Ig+IxpYkBP1cJ2oZi2Ru6yL53qkHGiFdA8pKxZ9GhSqot1SIJKC2khUScmIPkoUv5rU9wpWKmyRiZohqRU2OPLObKICVkQVG+H6MsN5u9s1p5dlo43BEPSapkQHN6QM6pDKkSOmemRtfbB6GavDdWlMMjrq990Wz4jUMgOibBQjuocolEwDYDpm0mq7T3Jv9RBtLAu0PaF+D4hiaHVBP2orfc6o711SckpIjdER3L8g9cgoIU5Xz6TyNUQLKUewrfDa4aq8PE9qlVO82wpNp1KzaigpUdY26lJYRGEWUg8jrpiTmXaajYh2TDTVJX0uBVE2hvAP9gIUw2y4ZjzXbmDD6ZDsLEN7E5rTTQnbqDpET8zNPi2JqlMSxcSnNlY50WtImTSv6Fld0wYaGneLVHfdEtzOmijQXt52+h8PPBAlknE/PiV3EbmehrmH5FNYCbJhV9Xqao++q1hglj5PLFojClRsSS6lLaSa07ySKXM75Z7Iae0LW0zzBbWx4+JFc1LAdVuKcArFg6DmOUeq0REp5Vqk0rigdSwi35j1TMPmeVVw6AbNn5TCWRryzRnNHTs3J9ac9mI20evnGxTuQOqPNsuyVkTH7JncfrfEe/IYjqCo8awlUeXtkij/FP5it+Rl5yG9x8GzYpLbzBPcQ4xTo99FRAqKSvJIPbIg9WKLVC0rj/dStA/0TAcT5eRgPsJSpCdtCoVCoVAoFAqFQnGKoT/aFAqFQqFQKBQKheIU45GnR4Ym60xYl4yZIBb11JCU5vhoOV6S8k1gKsixjJXTAR+oWFBiQZ9UZua439401Wf8KanarON8NR4T9XENx8T1hJRzNikB4NT8zW5v49jZP6aO2aTj9kNWqMS7u6QQWffNjIEDpuYVeJZT4f6M6CrdEsfl1QD18ObmWXJBx+ThgupFil8+8RE8ojoGpB5WdFoqj3R8XhE9JqpJSdInpcIjPLchhaWglbS1pCP6ZU30GqJJBCVTO+l9tUkJW9QfrIDX0JjM1lDHTkJJpSPTBUQl2TaNSTwnmiglOe+R2uWM+qq7aCWr5uShpAqYE40yIFXUhMYwonF3WuqR/hjKhTklt+zSHCnWYE9sJ4VFFNlZO1svvtsg5alr9H+u5pDUQCm5u3Vkjo1H6oa9u+iXvT5RtGpQKDqsygc2pizXzHm1RWqMS5Kh6i6JxkK07ID8QEbKXtGh6QRLokTGU9wzo2fFRN1dkJKZc0Q+sG/OV4eelROLJSI6m0MKtgEpZxY+KZbOWnTxAPV3Kelx2cM9TkF0cwFtsmVOH0vwTDRIffdRj/TJJIh5KxatY/wsj3w8E6za6yu7hYimSUH20KH5NiP3FBMTatn6d3M4ofGlip2kHsmMpaK1C+rTTTZRdOslfM2SEvGy52ixNhUKAyxU6hLdsCFlXovcZkS+LvVg9J3EpOcGHXxns7o4TUBvRmrFa+RPl7Tu+ubEiidYJwoK2YnntNccks8+Isr+ukOfm/XNSO04PKZOof10mGADtRywCiY6qOiYz42pLQsPNEab5GZZiTsoSH16ZDxKBgdoexajLh6pShZEifRL3oPSIJbmKlMGB3i/tCShHwB60qZQKBQKhUKhUCgUpxj6o02hUCgUCoVCoVAoTjEeeXpkep/vcjrVzFndio4+C5foUsRemmQmNahP1KaGCBXZgNTvXNSm7kLRzanMI+CEEg3GlPU75WNqUudptnEv18rdNoffaeh4d0SSbvQOaxNPaEjyqwpA4WS1PBGRLCIZHnqHUH8FdGSdRsShoayr/qBF5ySloZwUCS1SLSpIyc8mxcdkSEnNS5Mb1BA9rOTk50RhKCtSEOXc59T0ZWTWN6hpTIhe2ZAVlnSkb5Hyn0SmDXhVTz4INtETXKKDVkQ9bGqT0JMTHYgpUxUpT1WkkLn0UA+b5CoXvkk3tFJwoTJKpC4V2piQKmCTMQWZ+s0keInbI9VQi+h/65RYmRQq8z7qmxM9xe2a/dAlykbaIdsk2TqbaMNWgoFP2wnAj0HPXFhEjShI+ZX6y3bxvrmHugeWSZNe9FCXku2OaKIWKZNmpFDmZuj3dNOssFWABlZ3UPdgBjtd9IlqQyS03MF8q1p+a0mKZx2iGidraK/LKl09ojOXpP7F801EbPK1WY/eb6G+boC+CpJWBtnvFT50duvvMU7IKt2coAR5kkKkiEhBc5+mlUTkFBY0F/kdJKgmLJQmYtIrSzJnJ+PPMaednNZEUpvse6Zt5S6MwjqYrMonDUlKz3JbubFZCdOljmDacDWhEAVmOGmebcWJfGSRivaLdQOLdDz4w4qkypdrdE2GyWT1zL1bQnshv0chKA3mT0HrWEl7i5CVnluqqBktDR7585LVK4l6Xowo3MHCPqHomHshlx3BFopOQnvjDVI7pv1WyuEs7b1mDxPbsUihsk/7kYRCKjp4R1WbSpTpBmIO6pQU3wPauNLCmw1I1TLFO8rAdApBSfd/hF9getKmUCgUCoVCoVAoFKcY+qNNoVAoFAqFQqFQKE4xHnl6ZEs0yzjNdog7SafaUi3B5fA9Ujqks+SwxV7zD4lKtUN8ijEdZW/iONZdEiWx01L4m1AyRKIKOaT006zjKNwhdTaLmEH+odn6Yhu0lGaCo2WLVetIBcijzwOS82pa6pEeqWo2XU7WSO8mqkyfqFtFhL4KceIsIiIp0QA6pP5XdEkdaErUOkpKHiyIKhmZ1DimyzT0/m6KCs86aIdPKmhOl9TzWsmFF0TVjEi9rOoQLXAB23J9tCMvTLptLh+sHlmTVFsRoe5xiucuHdMGXKI6LEKipoJxJE1ESpBj9N1yBNqC30oEXQZoY1Sh8TMHYxKT8l/dB+0gnOPzpckQFH9MqnGUONsj5cEqxvzpLygJNSlr2XumzVZEu4xp/nSJxrg4xhgUlFE+OjYpGzllG15SEu2SklhHY6IY9lH3DvmUomv+jy0cYxzmpHwVkCJt0WEqB4oWJZd3Dk2SeNOFT6tZdZHm9XBJFFlKaGotSMkxNrlx0RwVWJByJttWSfMnmmLcUlI5debmfM065AcmRAcl6rlDtJ/ERt3NUX9I3IcSyR6cSTiG8uBJF51wvYipVhgQ44i1iyOm9rMaI1NqW8+1yXXxOzJaIdkaWW2SO7XfElEuaP1xpvQ+oiv6pJxcEq0poAT27qb5XFbZOyCz4z7hLnVZubK1C4rowsCmVpIibZf82fQAaqSacltxPyPwybZsyuzsU2LnhJSW4xnKFqkQd5bt9ZX2YgvM2MLjd9C7aa1siPrnEzVZxFRjXBL13KX9S0xhDbzfqrawCQ6WpocpLNpr0rz2R/jcJVVjd5uSeZNyZuab9e2QdGxKasfWMda4hhQyw2M4i6Zv7oXiFAvTsU1+iEKPagqrCOZwKqwe6WXmup35ZrLtDws9aVMoFAqFQqFQKBSKUwz90aZQKBQKhUKhUCgUpxiPPD3yfnSGjE5eSTRO6gBf5CWOOktOcFibR63JOvgffVLVafqgRDas2rYJ3mPUUviTDRy91g0lgl4HrcSqSUmPFOAoX7MkXbOOlo0j7GyI9w8dtMthxbyKlLU2UUcnNUk8+ZAkiCiptEO0pq6LihUeJQAnUkveoofxvxzqvksfE2WPkozHwkp6pNbXUrkrKLuxU3CiYpYJo+SSlBDYIk5tGpuqfC5RH0s6om+IuuVHZFs07L3KpNwF9gdP3SrGA2KiCwod6btVWy2KxpfUAu0+7MGlPikpqXRDY1s5xHcSEds7xjss0Cb8nFSziDInpEQ5pXnot+pbDUnJlRJo2qRIaGew6ympXhUJJdcemnPBt3HdLUmo/dYAACAASURBVJqvC1KLSoJ7K1ItW3Tmguh/NSUorW4jc3a2fnlVDsmnWGvggbGSnoiINSA6dkU0YKKrVJQonlX5wgzctKJvjlVDtma7sPmIPl8QRdamxOD1gNRPG5PjtxwS9YUo0Ky+ZxENeDYgSuQCz7J6JlXYcYimOmK6OtHpLIxvFLYkDb9XuI8aY3lCBuaKq0LuwqH7K1ZxtU07dTihKyfBJjZSwhxQmmLLE9QmRUTsE6iaPKLsjRf8bqJEUm54ERFxieI+XKdq0YOrNaIikZpoQiEHAc0pERGHeJg+0S5dantG9bLJ5tqU0zxAHzcpOmY8AA3SJjpmE1BnZSfwWhUKEclpAvq0XmYxJlDgEr3RpRAF2r/MBmZSZrsktWNau3x63zKCLVs2URrJfi3XdFzJBoWUpKiXR/T6mlQaZz1aL3JaEwNTsbe2ME+8EZ7lW+RINvF5yfLttHdzQnNPWBVwah6tP9YW2tEhZeglKVNXLZ70jMJWHGpL4yFGo2FFcgpFsGo4Ic82YzqsipxS2/k8APSkTaFQKBQKhUKhUChOMfRHm0KhUCgUCoVCoVCcYuiPNoVCoVAoFAqFQqE4xXjkY9ruB1LkFg5f8Wb4oopIMnSfJMfPmHEX9ZTi2HZB5vfGFMe2hdTw7hGeVXXMOAb7iOJBRuDdevsU67ZGMueUZb6huKG4pTxaRHhWZ47rki3wfjeOwcetRnhuTLLsRWCalTdHgEVAGetdkkItKJaqs+CYKbQpaEmnpsRt5qARz8I9fYr5KHy0yaaAsbxnxp75FEdhkWx5gJAGSSgeJKKUBixl25mb/TDfRjnew5jOiMPuzUimf0AxWrbZ9mX1wbKxAUmm5x3YjMeyvK04QW+Md7okay3HFB/UJ654ivZWFCvXTU1ufEb9wmkFUo/uIRnuhY9r+iXGM+u1YvtIRl4olqxDsvvLHgYrpnk4p37vN+Yc259TrOoNROYc3LmGuuzTOyLivB+aAUITG9cFM5RrSlkR3Ly5Ko/7qJdNthiOKAhIRNwK73TID8Q0vt6AZI8pRjGj2LMoacXf2hRzSOlNphHm/kaKfk8ovs3P8O7UMWPHWIq6oZQZIcUazR08tzvHNbmLucuxFSIiOckxdypct3BgQ6WgvWmBeINWBomTQU3xaXh5pAMyzZbSvVDYhxFHbdMDaiobnoOWkqgwYzrn975MSEFcYqpMzi6T6tTeCJQnhGadmJWAw1FPuF5EhEJvxKOAty6ZdneCSqZn8LT8BsWDxmY/xLyWUEdU7FOo7UPq66QV4lgsKMYYIeeSv0exk5uwJ5/i2NrjrlAwPD4ncSg2a0Gx1rQmD2lvYQ8pBntuxjcLxcJHJc0Fimtnv1mRb+zQmp8NzSAri2I3bZLEDyiWq8pQHlKoXUZ742ErQ1FG8f5dCoi1Q7yvk9C6vw5PEmeoR1K10kvRdynN3c4BaxCgHNKatGztW7vkB8bUv06GvYFHQWkdCpqdUtqGslXHLEBnuGLGkz8I9KRNoVAoFAqFQqFQKE4x9EebQqFQKBQKhUKhUJxiKD3yPuCDYmL9SEknmmEOnkVG0qXWwqTweOskj0/S3TOSqHbyMa4ZnVmVa9+kLzG1qSFCRh7hONcjetp4SDSwFL/TFxvmc12i3BUuHVkTB4el9euGj5zpCLgy215FICHZpO1sj5irg/rmJE0eEC3Q6puU05Ck8oVkmsXCmCxktCq7lIah6VEag1biB5sk0y1qS7aGe1ziBjVd9EnW4N32mvk/ESchbtA6UR1S3F+u4566IFlpz6yj/wBTNw+IrEPUraSHdwe5OVZFhHdaBaUGIJn0gqgVTYSOiLPmnteIiFjEi3K6eH+zxFzIOR8FyfVm9O66lUpj0cF3TgoabkpUSZe4XvtEw5Uprj9I7xrP/eOX/nBVvr0HOl1KtEtmVPZpqJuhOe4NUUz2iNViIwuClBcxybaJuuVtEbW5JSc+cWCn2U1c1ydpfXtOVMcByhalgFhGrfqmRA2leR3X4AcvAqSAEJJFz4jSay1NKmvZp3En80iHRHsjX5MR3daaoX1M/RYRkQLvSclW7AadHRHXvcw/guQ/UyJP+Fdnxircc/M7nxkyNC0zVn8mezJmD/2Rm0xuEbKnlOtFriaj7jJoj/S+FuvyRHxYQXurNVQxPcAmujhlm5FqHY3ySL6/cxaNz1vpL1KX1tEpra+UJoDYXVJ38UW9T7x3EWGF7gXVq/QwcBFRzUoekxZrTaFgVLRnaWjC+yGVKV2TEFXeqkkCv8Xr9iktVE2u2SPacM4UP9q7pSTrb/NEFBEhCn9F+5cF7YEdB5/XPdr/EBc73Ww5AtpQFwNKH0PONV/Hc11yVgkttkFqOtpkSPN6iftzSg1UzdDGskdpZbLWvpXew/1VW2i8XXKKJ7wjruArKs8kTccZ7WP//5b8tyzrv7Qs6xXLsr5pWdYvW5YVWpZ12bKslyzLetuyrP/Lsqw/paQ4CoVCoVAoFAqFQvHxx0f+0WZZ1lkR+c9F5LNN0zwn3/rN+O+IyN8Skf+1aZorInIsIj/3vaioQqFQKBQKhUKhUDyKeFh6pCsikWVZhYjEInJbRH5CRP69b3//SyLyP4rI33nI93xfwGQ8Fu+zSAnHjnBs65CqYzmgI24R2ZysrcrVDo7Ig0M8LF/HsWs9IcqPbyoFxpTR3RoRta64syrPhjg/v1jg+HthkQJcZh6FH4R4T5DjHbMuKRvd2F+Vmw28w+2BYmJ3+2Z9x6QWeBH1HR4SvYuoUHGG+sqQFBSzlopmDyPkJuivaojn9mY4mk7osSHTXkLzjDqaYbCTLikPjpkKS8fqx7i/O0KdvKlJD1sSPcyid/ghKTPSUDekIuW0eEmLNu/oHnBLvC/pocHxGPUqI+MWiSak2DfCSx1Sj6yIOusXqMfCg510U9P+WQW0OURdvCHu90r0dUnqkfECFIT5ukmRdUjF0HJxfzjF58cW0Uxvvr8qv3L3lVX5za/hcxGRBc3xDlNhiXpylproEJUirMy236XpcI6+Wl5GeXNB9GkLPLvgNiri7ZgSXCPiqFgjzMUwo7kbYqztO+j3eocoy2NT3Wq2ib/dBdFKSEnVpnlVECUxOEA7qpFpox2aoxMf/dU7wjVWCIMMiXZZMLWypR7ZOB26B4O19Glek9+rnYl8aFBTemQPTKwjAVFpa7vaxJAhMV8Jib5UEjWZXLFMyeRD06WYVE2yLcNTUn0N2gvTLuXhcJKq5FrLb7lE69pANIAcsjonMZUP6N7BGH7AXRMDAVGdU+rfTab2k5pcdgsj1yKEiUd9zN3dpU5qYjgCP4UM5gdr+ioeZYTEqXeZBUkqvfkA/t8uaX9H9jtamOctM5o/AamyyhrtTWhNLCk8wz7Au8sNc32NaK/pkOKvSzTghijIzj6pi2/g8+7UJNxVxFWOpkSp3KZ5dUSK5CPqN6Ix1h3mpIsEFGoiHVJWP6D9C+0bnWMKmemY65VLfqiiMAW3wLNS+pUQjDEmKdEu49rktKc+7jd7+8HwkU/amqa5KSL/i4i8J9/6sTYRka+KyLhpVgEpN0Tk7L3utyzr5y3L+oplWV9ZLttuU6FQKBQKhUKhUCgUIg9Hj1wTkZ8WkcsickZEOiLylx70/qZpfrFpms82TfPZOI4/+AaFQqFQKBQKhUKheATxMPTInxKRd5um2RcRsSzrV0Xkz4jI0LIs99unbedE5OZ9nnGqkTAlko6yQ0p23RDHpCYVnDgyKVIzTgR9CGrGjQ6pNCaQyrojOJutxaQD+UR7iymBYdyDUmIT4VlvhPg8/xpR01o/2ZcH4CmFRP84PNpblcuCqIMl2rE1urAq7+yYSYB3dndW5eEWeC3PPPHsqvz8U0+g7mdJ8ZF4gU3PPGJvqFtqot9FlJSxIjqbWxEXkP5P0P7PRUrUQ88h2uU2PrdYdZGVkWyigo5MiSdOhlySami9RD96RBtwmGYXmrXsJKZN3As5qTq5CRrcdIlq0FIvyjr4wJrTWK+RKqBNNAtSNmW1vqyVsLwiyTyP6Hc1UeaaLvrOIfrHsk91ap3K1xHRR4hSnBCx6d234YJuXX15VX7zNfBICpN5KyUrzRGHgekME1LQqih552BHDLBqnXMJ43COlMS6Z++dfHxrBzbvJqbEX28XFYiIAu1eRnl9BurJZINU9YgSM92gSSIiAasx9nF/mGJMmwE4nw6rzu6CK2NPTWWvJkDba1IHXcREAybVrZJUXEuiRNq+6QdCykqdBRghi5TQShq5kFTYHlA00eD8kZCl2DQNE6KPWoVJOMyZhkwcOqdD1HNivzKVm5Vqi/uoR1r3Fl81qJIPSoNkt/DBnsZgZhr+9LjF/1mjh9nn6EqaPzlRH0tSWL1Fz0no82+9E53KdeHXe0THZC/S9v/E+BZirou3hUEpSJ05+bCdpXhkUURkkWRb8y58Y1RT+IKNz60c+4QkJq6kiNjkEisbBulxQu118t8ViMfZEL6cFR9FRJoB7vdpb5NR8miDTryFyePTojrZMRUUo5zCMLpYfzpEBy1oz5FbmN9uhOvdFrnZpjXGKvHOdIPCWahe9YDUulvK1C6HMZXol0VIa4xF+1OP9lWkvG211CPDEnWsPsIvsIdRj3xPRD5nWVZsWZYlIj8pIq+KyG+LyF/99jU/KyK//hDvUCgUCoVCoVAoFIpHGg8T0/aSiPyKiHxNRF7+9rN+UUT+axH5m5ZlvS0i6yLy974H9VQoFAqFQqFQKBSKRxIPpR7ZNM0viMgvtD6+KiI//DDPPS1gdR8+NLYXdExMP3sHCSkAuWbX2m+DipWTHN3kNjgbC6KzDZhm0TE5Jjs26IN3PSih2VdvrMqHNs6sz9g4/s76+HynMqUDjwJwbbp3wdW5k4A2mU1RMaYWHb3/zVX5S98wHit8kM/CkBci8GDOvnhxVf6ZH/oLq/Ln/sq/tSo/PjBVKbMe+mstw3czoj6GC6LPUaJKL8Hn7SPqsMKRe+KSmh2pFmUBqGnBkhKWByAg9RLz6L4ISM3oiFQth5Rom7lXHTpWt82j+9T94DS3Lg1QQjTTYIlnFXFL4e+YaEYDTjxJykg+0USnnHwcn69NTOJZQhxBi9QrrRjt9Y84wTrR8kid8zAw69s7xnWzApTi66+BTPXmNahETm6gvqz0RgJY36oXzWub/MCcGH809SQlAcbwuvmsahPlzRo20X8G2YUvNqSueRa21V3g5WPP5F5Nj/CsWwv4l+Ft9PVeQKqWOdnZBlq8/r75v7txjHcOE0iAzShBaXeCjpgPqb5T9OrEM/0WMVwk7BKVnJKyZyFRUigpeUPDHs3MfpgQ9bzLvpkoujYpak6Jlnq/aGqD9caKj/R6pht2l0TTbD0rIgqRIXBGyaMzoj72qK/mRH3qt5I3j8mfduge1sc8iQLKJNM2bZJnGfd2cMI1TLBljdNuS+2SWPfi3yIFOTKVgqiPTHU0Aw5MnPQd14sZlSRsJ2ZqbRFiPBlKmM0hOviIKMEnCHgqFN+FLs3RMsLMcsbwp4t1zMzePqz2yIO/d1ozNhvCCqsFnNW8giewyCnxXBhRmdyRiIhsUTm6jPXqXA9laxezKTrGS4IenJO/b67bzRo8ydqc6ruOdq1xOyKU4yk8WtIx166Y/GNJ4Qvsf79FDPx2vWi9GAemc7VJttcj6rszwyAmtI75pHa8DInaX5vqzPMAHrLb2oM/CB4qubZCoVAoFAqFQqFQKP50oT/aFAqFQqFQKBQKheIU42GTa3+8QT9pM1bmIqYaU6eWLs5gg4VJStkj6ou7JNoP8XM6dOIdDkDsGLUobOkAFUjewEH3jOtF3Jex4Og9SkmdbcvMUDoo0eC8S0mLr5KCEB05z4kHw+S9oKXEl1JXLIke8DZJgF39bZTffu3tVfkn3nl3Vf6v/pv/xHju0Ht8VS7XUXeX5L/KIV7u5pT4l5I6V4lJaqkcItVQVtySFJOsihSeukQXbHCM3/RN9cg6x/F7s4N73BJ1LIir4GZ0rO6YlLBO88FpGZ0KfdIlrm9JiR+bVorEnKiaUhL1sUvUugKUi2wHhs3qhpwMU0QMlbuaVEArUnmcDXhM8O4pJTh3x5w5VOSdfSR7/9IffmVVvklJ62uyORI/FZ+Gvc1SYJpFRFyqLaJHzmhOb1O3uUSHFBFZI3OiLpXpu6Bz3iIqnz8FHfkmqYotDjjVsIgQ9TEmKuKCSGzpMebVtENJs6+i39xLTJARafbQMd4G3l8SFbYanFmVnQyOK/fwjqg2Kbw5ja+fooMrj+ZPBbvJBhj3hqgn6br5v0YnowHuw0EVpETZeERNLh4spWl1wh88LRui3VB+dGmx46X08X6L/MAx+RSbHsY0cs8ltTPXbLtLBpWcoFB5EmWPCVYtEVnpnFAmxpMM+QvqkwFxMzu7JqXdKkDAyipKkkvUrYzVWql/P5gQ/u17qMxtZI/ksqpwK9f64gQ1yL2TlCH5wQ8sR6p4FGGRsHaRwqI5qXSVYu069OEryAXKzXZK+H35yDi6z3es2Cq0Xu3HWFc2p1g/FmcR5tInlfOdTXwuIrJB61UZwEP5pJyc07rv02Jd9IjeKKaSsO2QmnWOZ1Wk+O566PepSxvwluKvtYF32kSJzChpt6SknExrtWRwXF5s7oUGc1pHP0J2bT1pUygUCoVCoVAoFIpTDP3RplAoFAqFQqFQKBSnGPqjTaFQKBQKhUKhUChOMTSm7T7geDUmxzPlnRWNe/RH1jUZ+AOKham64MR2KZ4qo1i1dQ8BA1aBtAAiIkevI66HZcsj4tO7Pp41SokzHOG5m5mpxxxeAOG6GcM0+o+Dm1ySrPW8AZ84XiAooeiYxP7964hjuNHgfu5eUuSWu7fQWb/2hV/Bc/dvG8/9G3/rv1+Vt91nVmVniMALb4E6ZpR7IKD4nDwyedEexRx6ffqOhjSjNAzeBF9wvJa1NCVkqz7+R2JN8H4rgEW5Ccnek/S6X5l1zOIPjvBIKGbEavCs7hxjkPjmcy2Keawj1Dc6wpikHXC3B0d47iyk2KQFW6ZIQTFb3WOqVx/9OKI5MiX7Td4Hs/7l668Zz/3m7yL+ka2DW8VWPiA761DI4W6rOzuP03cN6h49hc/jDPNl7qJP7Sk1REScLfRLr6A4LeLppzcRx3DswW6GJOsfDlpxgiSJn7gYtx5pO/skVby8gc+PKR6p9ydmQES9hfm+v/cnq3J5CQLQW5Qno95AfNtwjHdMRmY8kz+HX0hj9GmHYoqSdYpXoLmQhfg8bOlSL2jONTMMZBRRDOsSn1cx6ugZ4u/3AcdZUfwVhclKRLaVt1fWGfk9+o7XjDl9HlD8VOGg36ylGVjF/3Xl9AUcp3JSTBunuRi1ch9coPnQoxjCix3E3iy3US//Dhqy3KS0Dblps29P8Sx7gprVFCu3TddfpQYOOX6cwkpERC7QonyX+tEi2+JZyXFsnKJARFrBjAC/kj07p1Zpp05QPOJoBYt2yT+mHr5cO8IeL37s0qps34HV7juIKRu4HFAqMqc4rQmlE/ou274HTrLr+33X0D7w5o07q3LxHhJo2NuY1NMOJxkQSZ9FjNuVzcdWZWsErxTS/onchnTnlGJpZHo3p4AfajawLniHnJYJPqlD60IxooBDEZF9vD/nmPMU76hoH2gdo7ebDtphp+Y+e0kx3B8hpE1P2hQKhUKhUCgUCoXiNEN/tCkUCoVCoVAoFArFKYbSI+8DpjpwRyV0ZkwMNkkpa7s1NzkWSQffBURfKobgpXgZPh9nOHKeLMwjYCYfbjBtJwKtaeTh/eEOjmp3LBwZ98+YOucWSZme29pdla/ewbPuODj+Tg5x5H1EHJHJLZO/lBBFoHgA3WY+0l/So37ra//KuK7+2397Vf78//DfrcpbW59YlR3qd6dhOXF0nNPSaU4CjHaYE4WH5LmbnGTOSZrcLYle2DWph05JFjVA31sp+reM+cCcOssiTW0RCR5Attz2iZJFOuVJl2iaLVl2pilVGfolobQGNd2z7OG5TQY6QRKZ9fWXoHlkfVDSiinof3td0AgmN/dW5T9+5ZVV+e1XTIrsjMo84yz6d5RD06dHbLinSPZ71OKH9cluhiFJDzdouzdA/26R7re9az6rS/Q2pw/KYHUICmn5SaIgH4IqU1p47rwyKadz6uJ14q4kgobZGXhgzhDP6h+hTtMWNU4mJJUfopzfubEqX6vRP12SpO92QaH0M9O20hH6MZwTLXwH1wU03wqizhYkBd0MTLpJVVIKiyEGvizpuQP4tnDOuVXkgWDRK3PyZzQ8UlPZaXESmx7NOQ9fLindh0WOj6ny9RTXLEyXIjU1xSO+Y0ATg6vCs/I80YOfbTGD1nugX+10eM0AFdZaosLjJ3BNmoK+f3PPXAuiCrVZv4xxKxyMlU/UL/sW3nGd+I3DFo/L2UHLtoniPaOsNjvE0JqfIOt/P7SpY6s6PtjtikcQQcu2ukQxtw6wxgUDGGQ2eWdVDneRP6Y7xhzrOqbTTpeguLeSAXwgTrLr+33H665Fbn7cx3y1KCfUdGGGDIybm6ty8Qyu2/HOr8prQyzW3I3TdfiQYGmuBXmA/kpm8D2ddUrFlMK3FrQPbBqzjos+Fod4gV7lUA+hNc4fIf7Gp71Q45gUca+kvdtHcB7qbxQKhUKhUCgUCoXiFEN/tCkUCoVCoVAoFArFKcYjT48MWn+TMJhskgZdZREdjs6MMzr57BFVxWrRbtwFZXonmt16hePVRRfHq8EMXI60NUoXSXmtfxF0lUGCI9yyj5s2arTjiSeuoLyGo3oRkXoXveHv4Qj67A4oXddefXdVfr8PPs7dN4jO5puUmNap84cCExcPWqpx//yf/daqfGEdcn//4X/xH63Kl3aeXpVtog+5pKgpoan55TIHiVTrHOJ2OiHxCJdkNTHRFmat53bI2hLiFASoi8uMMp9a36bwOIV8EJqUKJh9UO7cCToi7ZvyVgHR1kpqYjBGBZZr+F+PR0pV6Qj17R2a1Lh8gH6Jb2Mgiw0YR/km6H/feAOqhW99E7ZlalCZ6ks85XymRJLQ1ieouRvnMd+2FmZ9bRvtPcdDdRZ8q1GD8fS28ZLBzKSuNiO8tF8QX+sKaCHuXYzn8eN4Yb6HPhm7JvElJqXEOTX+6H1oB75NwrMx0ewmRIerrhmPlWtsWkTZs87jC38f9JYxqXwNqR/krPncLlHGU6LmuRNUvuzjHRHZoh3hGmfaop5b+DtewDanMey8orlbPyA7xWDQ0YU+vd6gSpKdFC2hzx4pfWbkIvpLjMmS3EOXfOaS3tHjBUpEjqleHeIs8evZy6+Rgu5zRAHe2iS7FJH1hhq5Abrt+hEaOetgrNbIP9zxUcnd3JwLjz2NtWSD9CvvRrBzZw/vOPNJWruu4zk3l6YncHLyQ+vo4HOkWHpnF++o6fbDlsIfs2dv0edsK0w5bQ214hEHr0MvPGvusZ4P8fdrAdn8PubPsQc/712DL09dXHM4MxV/71D5WfJcR+QbbdpO3JQHA7lpOWkbx3u0nPZoDk39QWkSLSfUltf/4CurcvpZvCXYwJ7OvggftHMM2uR0ZIb49ObwA1Yf3zmk8O17cLRxhUrOI3NdGczwrKWFnogTChmgZ/ljVhGHt/ATc5WZddBJQdGTDws9aVMoFAqFQqFQKBSKUwz90aZQKBQKhUKhUCgUpxiPDj2Sfp4GdJ5bt7gNHh3pJpSwMKOzYUORcEFJmrsoN6YgoXib9KKCEvEOoXYTZri/CFGRrdis5OgS0o/WEzzLIurLhRB1vLALRZ4LpLz22Asj47mXtvFc38Zx8OzOwar83jnQW94lhb+3dvH5Y++ZfJM398HbefUaysTAZJ3EE2ko7cSlx3QU/5tf+Cer8u4W2vXv/qc/tyqPQmov0xub1v8uKGGiVKw0x2RaOu6P6XMaW+mZR/cOp0KP8F3D1AGX1IxKtN5yW7KbzgdP3SpCXZwlaGsZ8TeswqQtpD6+ZIZUNsAfdY7+StZg6C6pYFYDM/lnXYKPtFgn5cJDUEHeuoFE2W+8DduCFt13Oyymp1EVJSJex0ViIGw9CTtdJzXPwRmTKL3RBcXq7HBnVe6SiubwMihlQUoJuCNT2ctKMXb2ENfVx7jfeQGV36JE27NPkiLtwqSE1Q1saDaGSuTBGt5hfR1tfDmksSYRzsx0A1IQJ2xKTGGXGDnVWdjyJtnQ3QpEnd0SVGwRkxLZUFVsohQnNficHs0rJ8f7rK5JKXEpg/KM5oWXEbczwrzyiDZ8P+FA4ztOnE3u2OI5QsZpt/z/tEOKZ3T/MVGNY0qcnRDVuEFOXUlMlyIdelZDbmuDaJRDGt9nerCnM+uYC7ue6V+aEdaCmNpSniXbIpuzt2leHOGa3mc5VbbIOo3PkNbRC2OiiRKjLDvA2nP8HOzk4pE5X4+IfrqsYajhWVCpdg5IPXgX5WZspiBeFnj2DUqGfJ3Yye/RuJuarkDQclbZAygnK34wwTuIF56Azf/Ei88b1x3fwWo2InXm4x042sEenGN0ERN+iwytCE2y4gsBbLa/iT3ldI791gFJcQ/28W5WoG1a8UI9stmbZPM8YzhqhXcTHMGRtFiA9QRfXvNQTr/05VU5/Amsj+u3iXq4SUrsM3Pvlq1jE+xQZWpazytaF9KAQl6yluRvHwtWQ5qcaYG9TbXEeuWQP81ytCmOTUfQyUkp+iNwq/WkTaFQKBQKhUKhUChOMfRHm0KhUCgUCoVCoVCcYjwy9EgjCTZ97rRoLA3TTUi9zGGVMKJEWtSD/SV+Azc9Mwuqd4S3LtaJqkNZPlNSkvRneMeZ55HoWkRkMKF6hbjnqRjHyU/+6JOr8ucGKO9+BlTJYPiE8Vw5j2N1oSTRcYNz+e1boGj9UA5lI7kBSsq7qSnzuPc2KFNfunptVf5/f/ulVfk39/A+u5K9twAAIABJREFUPqEPh0wBM4koLKT23jugHfzyr/7Sqvz47rlV+S/9B3+FbiauVtCSD+Mza5e+y8lYfKLA5cQb8On6Zeu4Pab/kZQ4PncoObEklGw3YmNsyZFaJqXnniC1viVxnNYSPHfZoi2EKbgS/IY1ypC+8IhWmMKWD6m6YWaqWzaUfL3ZQ/nGbfD0rn8dyqSs4AbSwXcrWO1S1zNL9SzNy8tnUfdPu5BN7FxGn16pzY7oXoFaVbxAw/zLoEb05pSkcxdzr59wjUXkHFVySvZxiexhDw0ud0Dx6KWgZTQjygYuIlYCasbYAyXn7D6eO3yOVGRfu7oqf30Tzw1ZIk9E5sRs9VnFkFza/A2UnQQUtniKtnc7rD0m0qlRx6oLu7GPUZdoAy+xJ2SnfQxutDBty+7hWT6rnBLNuUPSjFl9EqHNBHtwFkEM6fU12ZnP6pGmaKKwoK7HNEryA4aqJMnBsZ/rtqqekc1vEX3PI1P5NMUArEUY3DOktNl7jrLOi8g6KY1a5zGmPil93txAg8P38HL7Mfjcp21TlXK2icYP9tEps4tofDRHvcbnUd+NY3Tq+4+b2cDD2+jHG0Jz8QA++Ogp8C6DA6Ig03wTEanv4p5bZ0Ave4PmqHUd5Vvk5tkyc6VDfqzBU/zFC1g//vqP/dSqnDq0RxKR/ddeW5Wf/eTFVfkM2WxyBYaz6cDOz9M7Is/kMVYU7hGQ82k2MZdKmqPHJeplk+Li9Yq42CIid0GBvkMK6vuvYb/1B7fglFiUmxNwD/gPMdUrWY33Lm/O38Ge0nsRa4l1HXUsL5vrtr2HfkxpQzAiPzu10Vf2AfxcuW3u2f07aHuxgWcNM/TDtAff6C3gU+KAlCtzc3+Z0ndufj+C/r2hJ20KhUKhUCgUCoVCcYqhP9oUCoVCoVAoFAqF4hTjkaFHLk/4vGn/TcezFrPZiPo1IMYHJ9ou+5Qk9tjMgtpsgP7RZZWwTRxlF2NwYs48hpdYlcmJqSMctz5/EZSPv/BnfmRV/qHHH8P9jz+Fm0dEgbxIZRGROZlDj46dSyj5SZ84PDfo3nUcH18+MBUJLz91YVV+9p3Lq/LT5ykx+Be+uCp/4VW8z85IpW5o0q0mc+JuUdXffgWH73/3V/7hqrz9/KVV+cUf/dfpSa3/XbhMPSCOC1MfWU7Op5fXdH3Usi7mUrkoW6xTx+pwJd1vtXm85lH+vdCQMpJUuD/rYAztxOTwLIiS6VPS8GkPfe+QrCSr9dkL0J0WlnnsX1Li96lLVKb3QdkjxpGw9iTlh5Z2qzdhQrJB3fvsY5DMu7BG9LBdUKF2Sd2zs2nSwzol6h+ew7Nc+ty9DGpEZNPL103lTKH5LpzE2CIfsYO+c3lMqI5W2uKYDNGW+BhUjmkH83rzDqluPQ869OzNt1blvDK944gYMjHZ4zFTX8gc7xK9srIwnvVbJo3x2R8ltUySkszXKXF2gTldb/r0OdpRrpnLVk0Kr9UQ3wUJ05lJvXEOn9vKVW3AUKulR6XkHny6KBmgvtXC1Lr1BrBBl2jWFbm0igzdgsuU/D36vMW89cgFpkSJJJFIma/Bl+826EfrHFRRdy2Tfl0/jj6qFujTlNz/bgG79p7Ds/q0WNbnTBrjuTnsPD2PtWuYwbajs8jKvk0J5b0LaPzarEUPv4Ti5bugVeVPEv1pijGZb+NZi30z1fDiEjqyP8P6E7IANEnj/T5RrO7SGLb3FoqPFz71BPzvn3/mxVU53IJtvvfSdeOe809invzF515Ylbd2scaEDtEgB3AQo5BWv65J6RVWxubQHJqj8uO0LyPVcSkx97J9UN1FRGYLOJiDm9dW5Xcv456tL31tVX7zXYTPXKPXzVsswCEtcRxMw2KKdxIsRFsFqPXJkBJXL0yaqP04/rYpxiIL0KcWhe8QY1+s3NwHHp+BH3CWaEy+i/5157QudWj/Twm4xTHrGOfou1xaPPoHgJ60KRQKhUKhUCgUCsUphv5oUygUCoVCoVAoFIpTjEeGHnkS2oeTTGpxWPyP6CYe5bhlYZia1KXsyPw9PKIkgAcxbnIPoOITkKrMZk5JSFtKlD95GUlrP/dvfHpVvvj407hol3hjNXFqdogGlrdoXD1W+uKEz8zZo3Pus5QF9ZAonDugaomIyATf9S6hjz5TQmVsnH8W1Zp8ZVX+4j6okp3SVGNsKDlrQGpnExvX3fgy1Jr++W/8P6vyi5c+hQfttiQUDf1KTpxNdC/Ows5H/w5nZ29xAijBr5ACkfE6UhOVLr+jlYXRvR+x61so6OhePNCMAkr2nHimnfYnsLUjokINiH4npEDnpBifzMGzNlrkoIMGYzJ+89qqfOt91IudEROCmbh1zmQxylMh6nKRlB0v2hjT4Trs+rKFRoW7oBH2TcFTcc5TYs8Zzb/LxEFLaOCIgiljM7m20Hw3aK2sDjrhzia64h0a517LXU/RSzbNhfVbGJMZ0bJ3p3jf4jHw76Z7JAUpIgc+KX1yglIqb5Jpz6lJS6Ly3XWJVi0iO6+/g/JToP0EYzwg24Cv6lD7Mh+2FbZMf0n/e/TJ7o6JEtml6TYLc7r+ZPCMI1ahxFTmqgyJcjRtLSxdUsJMQ9QxIjpdRfcE1I8xfd5psQJZm65DU5Rpw+fIQQ2JKnnFRzleN7N2d0jllBPjDiawwXwLqsbBDO2z1/Csy0tzjcnO4Dv/CL0/JgryxhzX1BuY8DatofUZs4PtfVRycY6URvfgs4/PoIN676Ij93aJiyoiwzEG2HbRd32iaqYO2mXnoHF9gcZnYrKDFR8zfHoAu9k5Q3uTfdhJb2Sug58cQsn7/AvY/5yrQZuUHdqvORTCQlR5CVp7N6KSy4wMz6J6cTjJGXLmB+SLz5r864DokR16/4YD9cjmRcyXnfDtVflShvn2/nUzxOePSeWXq8g7xzvvgHd/5bnHV+UoA+U6aelJ90lC1+mgLf0jUoRlf3obf+RgZYuISO8Az04HtGcf4545Kav3yMfnQ4xH05ISTimcxjZZ9A8EPWlTKBQKhUKhUCgUilMM/dGmUCgUCoVCoVAoFKcY+qNNoVAoFAqFQqFQKE4xHvmYtvtRSlkBNCBqctVFt9UUH1SSJL1XmE+eUmBOTWT3SYDrLtbg3T7//HOr8ueeNqX5f+RTn1mV+ySDLB3iOVcUdEKS2sIxTE5LNtYIzqJ7KnoucXXlDvGJSe5ajlqRIh2OzULw0OgsuMlPHyF24YXPQpr89d9BXMyNVuKGfgWecb6N+gZ7uG4vRPl3vvh7q/K/+W8j1u353R+WBwLHsXEqAIenERlK1I6YZIM6Ia1A94T/ozhl64MPlop1BrCnhmJUZh16d20GCM0j2KZDKQoWI9h2TNL+S5JfrxMEdEw7Zvzh9DqkhG9MwFwfE9WdWe88e85SqOUnts3+eeIZxAKsU+hYsA572qRQgGwHsS9egXaU2xRTICKk6C0zkvCPSc7c2aFxT2m+bLXcakV15vFd0BhuUH8t6fNdGquGgmlFRDy80z3ieAXMK/cAdakuoIMGtylW4RkzlUb5B5AkTk54/W36/AKput+ioIT3bpq2lZaQhv6RCHUffeL5Vdku0T/FGga+KGBbVt+UULYySmfh4Lm+YBAjdmdzjGF7VhmgoYopwC0lH+rkGLeUYg7rpfnkgvyj5SCepKLLXCrPKY6M4x4yU0FfKmSJkYTCLcMYdfG3uvQ5bKDZxg1di9OZiPjnMGmCQ8SvyA4+H9BYWyPcH1L/pJvmWhBRGhPrGcTEbUzJVh6j9aag2Js+nmvnZn3LTTy3s8BgZ+cohvUI9nBE0703R4oAEZHFBu4fTFBOIrT9TICOn9Rox2PJ7VX5m63pWtzX2BQ/COBIsuETiOnvlRhcbwhn8XhkBmFf+fQnVuXNiCbsGu3FQlrwhrS/C2hd6bZyf5S0enbIebgU9RrT+w5pjeGFc89ct2WAd0a0z4meR088H+AdmxuYo2ev4nO7a+oc7H/t2qpMkgdS0es5tcrkFiZT7xOIf53dMOfurRz7jCHFjk3WsYe2aX9YbKLtZWVO0GSdYs9qtKvyaQ9Aa0+ygT71afGwIjOej/1Tct+kM/eGnrQpFAqFQqFQKBQKxSmG/mhTKBQKhUKhUCgUilOMR54eeT/shjhmHoeg5xwf4Rg1CNGFIdNuQlPqNSH50AVRbS7TKfUP/8gPrco/eeniqvzUk5S2XUT6IR1z8xE7S732qHwIupNs0rF609Iktvg3PJ1TMxOFJKqlR7QqSl1gcJFERI6J1hjT0f8ED97dBdXgz5/H5688cX1VXnz1hvHYCVGAtnN06riPTt08ArfoaAgJ2Zf+2RdX5ec/+YxZX8uki90bNHVOkvxvc2+ZKVTSly7d05DdsBbud4mTt2gM98ByjD7xQpKuJnruskXHdGc4yi/6oED0Z0QpCDC+nfdR3/k26rh8EzQFEZEbB6AivvMK6FZMmmChfO7SS8SQ2toxdXnPNhirAVGxdio8rSR68OYMT/ZGmDtrpnKwlDvgZvRS6us1IsjcIRvYpUl93Er1MKJ7KKUC073kiHqiS1SZlBoftujMzEUcEIV6H9Qtq0NjNYEf8Dp41rnCpPB0Qlw3JfodM0BdYsxlZL6XyFfcajF4Ukxl+WqAtB4/FmMMe9tP4aISNmeTrwlN05J0ABu0x0Q3IYPKCqJdUjoW637TyMaYLi28IyB7YC/vTohe03KBQYI5l5MJ9ErY0IGP+7vksgvqx9DMoiBMDorIHJZEq+0uUN8BUWejBeZ6OQDFT0Rk7Qh2l6+jAhsTPPf4DHzYiGTyrR3kG4iTVqqSAa1XR0Qb2iLbnlLqnAEN4gEN1ob5XPcmPatHVPkp/E5NuRMu3kF99/ugW4mIRLfR9uMu3h/R+3eGmDPHezDIkCiyw32TbmUSuRQ/iKAthwxL+PnROezR+kT/jy4j1ENE5EmX0kvQGiNzsv8hrQs5eZiA7H/a2lxQyhchCrLUtPZktC716N0zcjaDVrqaOe3dOAURpVja3j6/KvtjPDcnl/KpQ3Mu3D2POTd+HXtHJgtWtPT9f+y9WYxkWXoe9t8b+75m5J6VWVVZVd1dU93T07OSQ1GkLVKUQEGiYFAvlheAMKAXP9kW/KAnAQb8ZsA2IMCCbMCQoRfJtE3TpCmQ9Ixmn16murq6Kqsys3KLiIx9u7HcG9cP3RPfd+50VldNTw+zu/4PaPSpyHvv2f7/PzfifOf7qz0sOFvHeFecRsz37ME+4kD5DQTaGb2/zJco1UkTcbmXMdMoRBoUs4mSH6V3hVAZnydbMI5BGfNhj8w2umka0wCF+lmgO20KhUKhUCgUCoVCcYmhX9oUCoVCoVAoFAqF4hJD6ZFB0NfYmodtY7f1EdeKSNYCTWMWwr5pt29SD0PE5iD2nuzcAA3y9W1QnEqb2G5PRALfrUu03dqmvdo8bbE7tH2+SlydOj2rYm7biku8ozApEM3pWVG6v0fb9cwbIHVBERHxqMMz2qKPoJyeoy2rm9iif626syi/W4Uyl4iI28JmepJoP5EROJxjUvqp+Cg/3N9blJtnpoJPaU2eD6ELPg8wGnm0rTD/keq3WBmPKUCBuXoG17XiGIfQGI3s0dSG/DHfIl4Jc2WPQTWYhGFDc6JQDotor3cMCvGDwQPjue/fRVsC7LYFWBuUmijZq1Bty+bNQfWW0N4Z2dAkD//LE93VKeJZtqDvo7xJiY0R9UVImW4yQStjBZLyY0ZkMkAJG5P/5GnefKKMlOhZpMIpSbKHYYDOnCXeXK+Gcg4U5MgAfDo3TWpnU1CF+zsmj3EFf5JDotx5xO+a0gT55O7hDZQLpmiWOORXp4cYk8N1+PWdNcRDK4N46HrwkXGBrUPEsxED/VXYg09tjxBdPe2CBjMMTBXDt4kSyUNPaqQe9XFGVOPQzORdDg0FXRhLnyhEUwpv0xU0LFwnCnKAdpkip+ElamWIP4yvY94TbNeb6Mi8Z/IuR2v0Nwo9LlGg4zR4Q1KRTY8xH04qoMpKkxIpYH6tAU1WmAbYofWtRNT6gakkLGmmhBGtKcJKz7C54Qr8fd4247+9DgpnjCi6IR/l8Dkp6eUxKWkKboFVUPE5QIjYg4ky4lB+Dr+IrcPmt4om9VbWKHZN6MUhT2U27SLFkTldkw7QIx2y/zGrVPP7FisX07ofpuf2ifcuIuJS/VPyE6JjTgZYx6b0rhk+QHzwgsPQwN8OiNlv0RrDIffsEYLjky3QMSMjU0W7n0e8mJIibogUPUNjWkvKGJ9414wpoyLiZiRE75QZMoIx4oBTgA2MJ1gYEoGjUpE+1vSZmO9fzwLdaVMoFAqFQqFQKBSKSwz90qZQKBQKhUKhUCgUlxhKjwyCdoPdC/Le8aBNfNwwH2OrNcAMkmXaIS1m8YTXKelqPk1Kb31QpCJrprKXNOjpq6QsyQlHV0ili7fLy0xvDEjmJYh61iPqVpYaPyX5SFLjkjMalWjArKJE9+IEkUTDituk5EeUsFs3thflO99FQmwRke+FQKnJtTAPThk00WIHJJVJApSYwTFk8fp9U5WyJKTw9Av8XeNiJhbVYahKPu3uj0/KGOrAnoYZbP2nmyi7BXPrfl6HDdgptCs2Qn2DBO4JN2AP7zUxjs09lhkVaRHz4KIcs0wMJcaRLEUo0W+UqFMiUpzSeFVAPUmMKIlwEjVmKOmxl0CN8XYgWfkG+dIQdhOjJOPSJ2rDEn0+CdgMjSPTKSRL/saqh6RaKB2aH5MVKFIn6kvxo5Vcwzn4AivsJbLkbw2TarO5gnhzvA9aCpOTp8T9GhJbJE8sTcsU45IEdTFM3Tp+613UvQsl16s+aJt+FvMe75iUkhklQbXaiANeAp+HiR485XgUYJwyONm1R2Mfo75Pqe/2AHUHzFSSpCzZiKEt2QYM3Sd6fYookWMyk3CAFci+xCxtm9Quk0T/tr8ELlKS4r9XNBOWR1vwB4uonTZliI7kMD8ZOg7gFchfrICSapwGpktGkCWHH80/+vpzUrkLxC2Di0iSoFFax2yir8ZalCw3HUjWTvMYjqKeKSm/zm2sPUlSgLPnVJ8oPm8op2DbyS5R7pYp1jRp5tcDQZAp8caLJPkJ2zYpknNie/Ho/U5EJEm+4VD9YV5LyM5TxFdk2n0lcNaD1FdlRu06QwxNRNCWOCWb7ufxealB7RORNCW1vtrCmJ4KYhLfQcKMcvbmPpr7BfPd2GoT7XmAfs1p7Ynw8RCiac6Zfi0iGRqXSRQxMEKq3PM0GhYakoIu0bVDYzO+OEl67/45ONQaVxQKhUKhUCgUCoXiEkO/tCkUCoVCoVAoFArFJYbSI58RoQvKfaJEsl5Y8NuwReyrmxXQSgrXthfl+AQ0pUYOW7N2x6QxVtbByQnXiYa2xAqOtA2/TvvBvF0eD3B4ZkQ74sS/zPWkLW/hZLLbxOGpBWiXS0QR6JNK2ArtDbcpETQlqF5tY7Rz10lmSEQyb0HpqJPAPIRmaPB4mehHHfBY2htQBuo1gxkOf9m/ZTCdga2LLSpAKvz43Noyz2B8Q5x4t4CxtqZDvkUiRIXyhhhTO0UKgx3QIO83kTG5egDpp/MAe2lM/76Ikca6kHGmhJH5pm1zbhxKEpoY48kOqXMSC1Icoh5aE3AmhhUzFC6RKqyRVJRsS8o0JiOiGMYCPMY5+VWSyi4RQFgVc0BUmRxTKwMUzhw9iyhd4qHDvd4JmkFJ70cd1NGLBCgxE4xjmhQfI8SPHNGYcv7vM2K5JQMmS2xHCdNwHTtoe6sKVdf8FhIYe31SKFsyxzdOMXhCCdNliPmNplFHaBSQYLwAnOfeJjdxeLw4/lM4HQeMfBojdbk50ZPzlBicsy+T6OKEEpz7gaYb4q/0N2IxynwdVKiQj47MMvjc7pn0ayeNPqaI0uUm0Q9/AvudUdL5BLcxHGjwjPikGaqTbE7KTKFkhVWakJYZtySO+uddzLtTQP32kIJgkZTlHJPC6dIRArcJQ/WJMh1+RKq5acQE+zGeEzwiofjsY4OSwIeXKM62sdZGNhG3fD/wLhEmW5tRPF+lz8dk/ztEe2dKYyLgVz26bofWEofebeIUt2xaLwrke93AMYwsvbsNaQEoo74QqR23mMJ5gjZaZfPdLdJEUAvTn7Kkht4kB7Kp3M/S0aGaqXqbvoWHTdPEiczReJEK5pik3EOOSbuf05EDf4hYN6FE23OXjhzQ8SZ7Tu8ZCfP4ge8wZTYQx54ButOmUCgUCoVCoVAoFJcY+qVNoVAoFAqFQqFQKC4xlB75FPA3WiYQcRreQCrCBYLstXIE27AbO8hAW6Ad2TbJleUOse3avW7yjOzH2PKeUcPWh6T8lyYaygnRQq6SQs6crhERidC2+pR6n6BKHLomTVJmHWpjxkxULDXa2x4xhZO2rG3cM3FoWzsLKtSVnLnF/l4Zox/uYIu/UcLWtN3C1vQoBnqNdYq2D60APczIgi2fDgwuLdVv1M0WGPh9xQ7wDz8Cbgc2N05hfvJdokglA+puLdiWl8Y2vtcAd6vhQCJwsIfrWe1pwlQvMbUuebS59jKV4zQ+foP6vm2OQ5wyCkc2KCnuCE/mpNuRNloZoWT08b5JZuraoHkU56C++EnYo9WlRmaoXaNAwswc2TyrRcXpc5fmM0a+NKDPJyTNKCKdI8xjY0iJ1BsY7TZlxI4Rp3GaI6Vbjg8i4obQ/hRR8zg8RIgBzTqhSZqPaVA9ki6cU9cnNFyP9sEvW0lBxTW/i4Sq6aZps11K7JwgCrRDiZWnA1hdN4wKw16AIk6IWLh/HKfYTLY1oTGxyITCgRCYo2TQ/TSpzhH9zqUx8Wjcw5zQN6AeyeSaBI1jnnx3jQVpY+Coxsl+oymTelshfmVoiamHGC+LaNbRPtl/Fn71MyK3CbJti65bojnt0bNydD3ZtaSZTC1msuA44kCKFeSiGEi7h/rGaXMdzDQxqoMIkt6nmlhvvAgl6m5h4l1qeoDMbNDCWU/u43WAFX+V4LlaWcY7iH8KG6oTvbFch1+Ni+Z6Naf4aLNY4Qm9aGxQINgn5y1QnA4F1m2m97N6ZJw46V26J071EZVPigGrbdNCbtFIeHhuiwL7jBSKux7WLk5sLyLiUlAr0XtOrEy+e4T+8oo6qSEINgLes7IPH019DXW4I0r0HSLqdxfl3pL51p49R61OBnEvNUK/ZjF8HqKjPO0MyokAVd5P0eL5czi/7rQpFAqFQqFQKBQKxSWGfmlTKBQKhUKhUCgUiksMpUc+BbxZypu7z6L3EiDcSaGCreUI0XZOiFOTIn5Zx8IWcP5hQI0xgu/aPnGQJjMo+Z39CXhYXgxcnZtLVxblr//m143HbuxcxT92WL6MeD8JUmdj5UFWReqaiRS7++D6/Pj+jxfl+/uNRfl4/96iPCKOYJRUE8MpJtCJLCexNd0pg8aS7qLvozLGcVxHeZoBNTMdC/x28WlRIhkX/VzyrHW7QQv7WQySmDe/R8nHSalw6ps0yxkpuvkdKDNZlID2/BAUhF4BHbFJXMoPsM4yZELsP6yBZdH0EpNVQpvwl/OmSeWLr4KmkT8HffCc1LHmPwbNwafP3T5s1ooQjURElvK4zs7A5jdS6NjKSzfR3j7aGI2Y1C17SHTdCCgbVh28iTMXPInOwfuL8uMHUOp8+AD+LSIypgiVjOJZhQJRukhu0IpiHKYP4QtzK5D8s4cZGtGwxOCuMmZ2Dc0Ve/4oECjzJH42ob/ZNFwHR6DarFw5XZR3+zCOxJpJk7Yo6es0RyqRDiWBT6EcH5A64FN+tvQsxJ440VicKHxvRgTfeIh8wTOpNhMSvIxSfJuv4J4xuis2OQaJTUqQFM0LeIzoqBuVj1agi/u4w1kCPbE/NXk6kxImJT6hhNHEW543EWcPSDnNqsIKEhnTr6J9rGXlAhLjRiYY00iMfQT2ME2Sct/IzEo7iRHle4S+TKcw1AkZZIuUks+bJn8pYtMY9UG39ecYE6eFOvpEMScB6KflbZcEC2d+PNNd8VeIGIXH8Aw2cBKHDRXOMIl7N+GwD+69bTzrR1Gi8FPieScGm4vT+9OMpJOZJn1nZ8d47hop6qZuXscfBhQUUqzwTe9rTMffe2I896iKoHT/rXcX5XqflLsb8OlpFPFs0gUX1E6Za+JoiDgyyiJ2pIhCH6Jxj1F4mnBe8JpJEz3YwIVfpLiVr6COBsXZcYnomB4tcCIyLFKCbHph60dQp+fR0YkKnmV3cK+XMo83Jfro2EACfPdngO60KRQKhUKhUCgUCsUlhn5pUygUCoVCoVAoFIpLDP3SplAoFAqFQqFQKBSXGHqm7SmwLihfpNLJx3iCfPaMiyek6ExblOTtXToXkKUzS7FNpAgQEdkN47xZdA26sW4TPNq3uyDuVu9BRvs7ze8tyve/923jua/+6iuL8u/+2m/gD7eWUXaJmxymHu/tL4rv/eSHxnP/8I++tSi/2QZnekpHdCab4PleT4Ib3CbJ//CeqSPfnuGglP0E/HKPzg9WavhdYkRngDITEMRD8YA2+aUB87UDZ9jCwaQSPwu7AW78NIsx8c6Jk502D9ElGvg3p6Cw6zis0Z6jXHDorBuf/DQV9A3mNh/h4DNtFXKaKfHZh++Q/vmXrxnPjXbQl4dtXJejMyejZZzpKXqwp0ESYzptUB0icnCGviTJZt9Zgz1d/wk+3/wV+OiKjbM6IiKxNUrFcYzed4YYlUEN5/HeerS3KDtHODswS5nS5Lkw7DZG6QvWIuhvchW+tMzq6QVw8WsPiOQvIsM5Br9A6QsSJGMfocNrPNUBIWoDaZK75mwWMTJlh9p48OP7i/LVK+toR9/U04+QrHZ8BMnqNqVhiPdgDzOSt3cDdsqIUxvpGIIkB+ilSwrZYY/OgwbOpsbJAbr04OQpjJ5/QU1xKhj6PJigIEzhmJXCy3T2uNii84sGc42sAAAgAElEQVRXccbM5bQNITNNxel92H+HZjhNqV36dFYjRPLYpyTrn2uYvwuni+jv1RRsNr2Fc5jrccyvX8D5xfw51phuxjwI5h6jj/tdnE05fR+2/c4QZ3QdkmUfxUyrLZH9yyYGONvC576NCe5R6g0+Imyu2iLHVO7pObbPDNL0wjeiAOUcwjNHaTif9x7sKbxieuxyCzZYp8VvcAT/aSRI54DW6vQu7K90bgau+Q28o90c0jp8k7QJ2ABndCa0jQ4+HBwYz229i3Wxb+G5mTDeO1e/gTV5J4G1r5Okc6aPKfiLyA/PscY1/xxn5aw0HGONYugpLX0hetQoyW8QIplzxIHuGOXVNmKNH0MMSrUQK8ZJ8+tQaYLY1cvgb8kBxsvJ4X0i1sQ1kzy9zIzN98thmt5j288voKA7bQqFQqFQKBQKhUJxiaFf2hQKhUKhUCgUCoXiEkPpkU+Bf0H5IvCG9Wrgb7E0aBalEJ4WK0C/dE6SxM0stk1P3oUEuIjIO7TPbb1Ff0iDEhOJo77oGrZnb4dBCUtGzW3bWBNUrINjUCq3s0TNKxI16dHDRfGth48W5bf/P1PmduChv7kQ6Dnzl1GO9zB6TFdcJcnyxEuk9SoicoI+Pkpiz9ydYOu/V8Y15SG29Ms3QF5J2Zf1t4unyfp/vOtOSMp93iJaUxycrtDIlJztEXXL64Ky0SIKUXiOuntJktQmtWAn0DyPaG8XETu7mB4JUfqA4RY/x3xwP4V/t0mee0zyu/MRbGuQgw2FZmjUPG/KyM9caA83CmhxuA5e4PtT+OHoB7g+8ppJ37vWQZ1TomZUD05QPgY9cj7GuE+2dlFH3aRw3hsgXkxJKt8mmeilHyNFwvo62lFJwceK60ShEZFCFW1sr4ISM9+Dj3ESEibWcQwMEj84sUCEKZHkfiH+nCg8B0cwrvKmGV0zM9izl0W/4tSAxDLiSMZFJQ+eQo8kxWiJENslEg/RNfCLKdFrrLlJuesSvSY8pRQFlDIj0ka7ppRZxaMsF8kAk5tcRlKbmPeVHNlgDjd5LcRDl9IQtI7N/AxPSJr/8MHRojxJEL2S0rE4DgbIrWPewmXij4pI4Qj21FzDPG6NUZ+zgdhcntE4EhXJeYS1SkSkbsH3f3APfvWjfdAjiSUqbgrGkR6ZFDaf5MGzfcx1jQY7cgTDsYieW6BhPAg6AL1EfDy5XXFZQOFUJIG57lJemtgM60KL8zkcmumafkJ0c4mSQaYRm1MOjMjLwTbTY9R3mjFT34RO8Nw4pSS5kqbAlSMqIaXlqBI9slmFr4uIPHFwz2ENtL7OBH49O8ViHQrjndDvYb1KZ804kCMi/dqrlUV5+BBj17iOmNk/Qhu9DcSdWMekdUd2EJ8sSlU12ga/Mkppg2ZlfB6zAumP6FXDHaCeeQ7BOTynBSSPFc6mxEZuzOx7ykM8/lQk/y3L+ueWZdUty7pLnxUty/pTy7Iefvj/woefW5Zl/XeWZe1ZlvWOZVmvP3eLFAqFQqFQKBQKhUKxwLNsMfwLEfntwGf/lYj8me/7uyLyZx/+W0Tkb4rI7of//YGI/I+/mGYqFAqFQqFQKBQKxYuJj+VY+b7/l5ZlbQc+/jsi8usflv9nEflzEfkvP/z8f/F93xeR71qWlbcsa9X3/TP5DILJaU9TRfspmGC1mTH/VoljG7ZQxPbq6hTb3/VNbJsm97Ht+m8DynaN/XuLciePe8J91EHibrK7BmWhreu4/puZrDBGOVLHekyp6V+ikSD1veYU0/rke6AvnUdMusmMqDN3Sa1nUIU6XCuG/l5/iH4MEpThPmu2N76DEd9toV9HpCyW7OJ3iUkW5Vc21xblld078nmE3cU4zJZByEmQ+lHHMn+3KQ0wV14S9w+PcX8yiflt34edkGaVkLDcB8+iMltHiZhuqQOUW0RFihETxI6YdAjvGP+20rhpTg/4AdF4222014OglFhk7iIiLrHLdmiIyrugsayFy7ieuH/pqaloVd6gTrYQcp8kQPEqJkEpm6bw3De/tSA4yNsjk8J2AiEy4QgRJcoFj9bGY1DFXt8FDeXvykvGc9NbUGoMPwHVLEMxjWMjU73iF3we/DeThhL0B2aUdUhk6+73MQ5rkbIwKjfQ3lKSlB1JJTI0RONHWbZUJm2aiFIvxyk8dz5Eg20aiOSI/C0g85jq4J5+imhVpB42ofAWIpvnMfVMExB7BQ1YJ75jYQ0PS1fR38kVjEl6hjgQzZEziEj2FLZ5OoA9jR6jXOVwTBKXyzfxrK+tXTeee94D1d/ro/52EX6xPMDqFVrBs2hqZbZhUpBrf4H157CPQQrFsJbkr8APj+/CY84s01IHU7TLIl7sZgQN2FnH+lE4Q7BrVtD2iCmYd+HLlnvB54rLgTgF0RStfTfp+MFxFl7aeHywKP+way4s00O853TLsLudFCm8JuFYN+LwXacHuy6OSDZWRI6J4Z45AG1/4yre/UIWaIgTH/VN2uhgtW0eydi7C8XWuwn05fQe+sGq0Ta9b3kx+FH8zFT+fu1XrizKX1xFOb+CMZm/hyMDg2VSvG6hPCmbgTbnYd33YpiTEsnsjpOIHWGK5VbgnT1K7092CHEzTu8QgyzRLulYwziDOqIzc0ydCM/dp0CPvADL9EWsKiI/tYx1EWFS7PGHn/0MLMv6A8uyfmhZ1g9Ho+dvuEKhUCgUCoVCoVC8CPjECgwf7qo9d9YR3/f/me/7b/i+/0Yymfz4GxQKhUKhUCgUCoXiBcTPqx5Z+ynt0bKsVRH5KVHnREQ26bqNDz/7TOJZKJG80ZkhJbC1irnXmt4iVTMivKSugm61SUpk/g3QQl4eEA9KRL5FEmvXI6AI2q9ga9jugHbzxje+tiiXfBCTkjmTahYeYZu7voSt+J0B8TyuYLt90gIVZFBB/5abZmrx5V95Y1H238eIfXuO8SrO0KfNL6COhz/6zqJ8ODPluHYa6Mv6TWyx907RdmuFfhCgxJiv/e2/tijHQoF98c8JJnH01+9gTBqkcud1TPm8XhhjPCS1KotYCDOS1avauGZEDpMI0MPCVE2ahe2IGzSkz5Nkmj3k3RW3HZD7q4Aqt26DVtJMk+ohWLgSIhZYNAE/HBVMitTaDHZa2UBIS7rgrdlr6GSU/ErWA/aUpeT0Kxjf3RlU8o4r8OPZ/QNcs4u675RNSti/exsKr3tP4KO7RIk5OgPFhGlYd9ZAldm+vWM8NzkB/aO9hpgSOQWlzIwcAP8KGLymKx8NJo8wcbFAwbVdBdXmj/78/zHuv9OBvOjmLmJNeRVjGkmD3jIfPltC0wnxEjk59pg+Z3HDfhj/SAS4od0M9XKI+DgjyrZL+W6JzSk2cd2bgRU7RcnlBUKjkmzB3ydbmMMc/b7qk9rwFlGZRETCtzCmN4egtHeuwW6Wh3hWtQD7u33rlUV5+9pN47mJfwfaZWEd/nMli/KcFI5tGsfcJkg7ncewfRGRSR6Tct29uiiHbtJ6FcU1TpfUcGtmTLmyi2TBU1IwdR1MRD6FWFN4GZ6VfR+fR7I0oSKSoH/2RfFZQXYb/rOzhvVmY4MSwnuIXG+5mN2tc5NFZhXg2K4Fe5xkUF4P453wpVfgP7UHUOX2Ns2jIqsxxJFxgRZfOn4jS/Dd0MkBXU/qpyNzAyWzgr7/9eWvLMp3MyDUfe+HP0I7rmFM7ATi3MnE5ApPTxFTwncQL1aaGLszWgDCXfCvvQTeNRMTc5WJLiHOJ8aIaZEMqKxjSmQeyWB8vJEZtCd0pGlMiuSdNO4JzzB2U2qXTerTXkClPUP3XLSOPg0/707bH4rIP/yw/A9F5H+nz//DD1UkvyYi3c/qeTaFQqFQKBQKhUKhuAz42J02y7L+pXwgOlK2LOtYRP6JiPw3IvKvLMv6T0XkUET+gw8v/yMR+R0R2ZMPTtj9x59CmxUKhUKhUCgUCoXihcGzqEf+gwv+9Jsfca0vIv/okzbqsoA3NVm0ixOa8gBujrBxmY+bijHFNrZUMzewhZt1sAWcJAWg4gy1FH/nt4xnXbsCRa6Dc7BPKx6pA30BPLDVNigp+S20eDVJtC0R8Spo4+QJtneHLraZU4+x5Z2IYat/bYyt5OJtM1mvc4r7Z5v4W36KtjRsbJfLGbbCM18CVeWVOPHkRCS+ijFaj4G20KGtdJcS1qZvbS/Kr5Zels87bEqQ28tiHKJnoHLMQqbSoeXC0u0wJZn1YM9nE9jAhBPW0nPCARZjkWiJJbqwy7k/iWHI6o0hiB7KbN08PlseguYU2wUd7noPNrfye7cX5eYDkPQcoqYtzc3E7aWXQMUqUELvShG+G/ZQd7UPxa61SSCsFiiS1FB/jJRfb5DqVvH2DdwaQ7sOXZMm/fduggbWuIOy9EAxcW7i/h0bdLjrV+GHxUASd9eCL089UueMglZoE82O9ReZXBOkcfC/mTTEo8Wz6xJXklvomnmV5VvfgnLg9gOolN38Kug8u5ugosoyZa4W0/4ZSR8t7icw16wSOae8qfEJKZzFTApmZgRDJ+a6RHroJFNDS8SfS5P5TALqkcx+ytP64xQwE1fIF8bLeNhKnyjERZNutR7CrG7+NjL+1GpoWGOGWbSd7UU5TjTeUB1zIyJSeA103605Gm8XSamtjk7GKEO6NUPgCEXNhLWbFiUnvoVxKM+wZpyRDODv3/zCojx41aTzR0kYzc9BcfJaEiqrbgRj6jwCVbNAyXrX3jHpkVWivEZpfqeiuMxYp6i2XMQ7x4042dxNxJTbObxXvTU1Twe5+4j/fVp/CvS+F1uCza3aFFF/Dwa00jbVXp0MFtwEce5CWQoeHuw6THTKEB05+NKvmkraOyXQGo9dLNArMfTx1ZVv4oYG6PidMPw1v/zvG88tUrLrwgQ+vr+MNXznAPXNIkQrrcNfB1scy0U2x7h/SMd0qm9jfZ4LfDfZxMrSLwVojA7emfwEJeGe0jqYjNHnRD2PIgamxFT6HMXNePO8+MRCJAqFQqFQKBQKhUKh+PSgX9oUCoVCoVAoFAqF4hLj51WP/PwgICRmET+H8ulJkb7eLhWx9WmdYQvX3sI2aM83VYPcFPasZ0xjKVKC0xmoOvFVbMfesEwpvuu/C6XEbh3b1yMLnemTQlmmiG3frEcdyZnbtMMqtrO9Mp4VIRqNbOLzZA/PtdZosAIJIFbeANWs2MU97V3QAEZEiRy8BnpMdIK6K9dBlRQRydE2dcenJLNNJIQ89UBHuLH7Zdy8yyKnn0/U5xg7q0G8KkoQGnJMOx1SklDfh212SS2t3SIlJbrXmHaTvWSo6Y2I5Toj6mOdclAnSczOpqz1oZmp8NRdRgi74cOeU1uwhxwlhLdKoFMMGrCNccpUzUrH0YDNa1DSSxFRuknJgZNDdNg1GRsiDktnEi2lDjpdaJmoMi76mP8KbP7qsUmJ6VzB3GXH6K9HiljxMGYlnkMbc13U0fU41bXI6ATt6pDqoTXDs5jSxVGENQiDeWB45jiiETHaIJJwaDbMyWTyyZRYaKddjPXkbaiaFROwk+yc+Ll5Mq4AZhRTknOi5DBXk8Kpm0Aro44ZW/sp+JU1w1rQIhpwhOQ1WdB2OY17a2lTbyxGVNHpCm6ySS32pEyJYRuYFSeLyjO2SdJLU1LrlI0xLZYRv2enlCg4QVTLGSm4VUy/ysUpvlCm8P45LCe0BCuI9CmRbg51hF1T29kvwrqyE/QxsYV7bvVJte0a0Z18k3MaiyMQhWmCo3nUMTlFuUnqgqUqaFiOefpABMwxw56VHnm5kd4AtbqYRhyJLMGWM0QpL38Z1POtFt7VRESqG+DFtrrQ6HOJ7lvKoLyxjLrjCdh13zNfXJ0jLKTxq3SAp0j+V8bxGffRo0U5SjTN+MRcX7e+AkpwsYlA27iONWN8iLqjb6DvXgdxNlcwaejhHvpyOsCY1Pfgi+FNxGbvXRwN6CwhtpYCX2GaCbTLaRO9kuJpOokY5idAb0z0zTMdfVK3lQ7q9HNYgPwYKXHbtFZS/I1mzLVgPrmYkv8s0J02hUKhUCgUCoVCobjE0C9tCoVCoVAoFAqFQnGJoV/aFAqFQqFQKBQKheIS44U/01YOHLyY0nmFFFFRKdm5lHu4yL4B2dc0nfUZOibneDLH33pr4NqunRH//yrOGEQdEtLeDBySiYCnXHmDpL4d4uZHics8504Sb/f4WAwkcD7OaoBpH83RwYsx+LgxOp+zbtG5oQqLgItcyRC5fwvP8ro4uzC7jTMK8S4OakzyuCbmmIdZpiS5Hn0MaelCGtc1HqG/2y9v091mGz+XGMLmJkTP9kniN5wxHSBKZ52EzkaFauCnz8gv+FcfPmViB1RtQ6Son6CDcD2KQDk6n1NawpNjDbQpVDLbmzvHw/wMbCVRBa8/tQubu5aAL81fwzU25ysQkdky7Dx5Cn9vx9CW6R7OJMzKsP+lOScFEVOzvY05ScTpBFeV5NOXYL/hJM7XZF4zU16sO3QaJk4z0aATMxUa7BOalDLKyQOTy18lmXXvPp0LoCou8h7rgs9FzMWGa6ToIv0LruFTACumkrrR9Sj9bRBH22t71UXZvkNn/p7S3lQE43ju4ixZkgzdo05ZdI5tFhigOKWmmNM9fI5tStMWG+MfS3dwriV6H2dRREQex+j8FmWEcHIw6MIxpShYgc25HdictWTaVqKPvkQ3kE6lxOcxXqPFso/6JkuUDqJhWkSfkj1EjzCmp3SOJ9qj1AkstU35QdyceVaufI62tOJoy1qHznRuwi8zdKrSSZjBKtLDGE1SWFMjLVx3nMVzQ3dxzciCNQ9rfOJXhE8jmiLgisuM2BjzblHkyzfhyKEVcniLzkndQfoWEZGdOdaCnTSttaRBIOQLQvoHEqJUSO9i7RERSZZw/is0JutK0Vp0guhqUbqNXB8+2hvxCWOR4gDrZfoVnM9LVykILiMFlczpfDQLRAzNs/OzOOLxUhvPOsjQ++FRm66HfxfaGPfklTXjub1j3DNawbNuU+qEIUX9RB9z4JqZqiR7hjjSpzPviRbmZ76KdT83xPj2YrCB6dR8f58kzTPkzwvdaVMoFAqFQqFQKBSKSwz90qZQKBQKhUKhUCgUlxgvPD3SSZv/ZqnxOe1qDmlHM/oStldXIthC7ZGQr1s3KUdPyqAy5erQ/s1fx7ZrbgqaxYxSBEQ8U+ZZrtI+LmVklzh9zsqtMfpufkCUyCzpoIqI+wSd94uQfJ4T1dMmaXLZR9vDVygNwjjwW0CZuHlTbN2HiCoZcmjg17ClH6Otc8mbMs/WIbbYRymMt+djTgZraPvKclCD+fONYRh9nxHdySrBZma+SQ2ys0RBHdN2fx7Pcoj1Y84I0A/8O08mnFgH1SF7jCdMyRddnyS1yXziTVB4RUQSq6CFpLuoJPwFkhuewa8csq1sjsJfGhQwEZHIDDQL2UFbxg9A8zgiKfQ46cAPMqwJL5L2iMZIwzt8jGc5xDordinYLBO9LEE5EURElqmeNlGjl4mWMia/ymLeXaJptrKmDUxO8KzTKcahC3cT7iFTvThSmeLR5j1c5tqD93zUc08Cf8vSTT7FbGb+dgfni7K1jxZvr3zpghpFJjS/zHZ0OG3DGJX7NLd+QMfdzoEWNR/CgRxizoZoCjO7tC5YRNdbNWmMkXugMx3HwS9eJoruPAQfSzZRdpZQuVMjnqaIjFdQz5QWv2QW7bItMlqiIsWIJiQz87nWAO1tUDoKtwN7DJcwkO6U4kMedef75prYTSNITGh97a7C0hJDonjncH1ibpIVpxn4XLgPH+2HKe3DCdpbdTHZXfJdYnuLiBkrXWaNBnNjKC4V3CQmq01rYp3eJzY5zlIqAPEDPOk1egeJE8WXjnrIlGw7TnTFQ6ojcKxBWvQ3Ps4y4oWX1rspYlA/T6k0aoGVO01rTpOC2hqlSuE6ZhSAuxTQfPOrRsQDl9vNkF8eoR+RGKXEIYpqu4izFo5DOYNExIsjrcHVGB0tuAmK+byJuO6nqF0mm1m6tF7GKN3NLI/YkaYvDKMSHRFqIg4UopwIRyQ9wXVteX7oTptCoVAoFAqFQqFQXGLolzaFQqFQKBQKhUKhuMR4IemRvGG9FBByGRNjcGlCCjAZbHFmGtjODW+DVrUZwVb2WcVUzcrRPmiHdq/7+6DtdAughUxrtE2cDmxZn9G28xbxazwiGnEG+hFta1doyt80iUbdNraAo6Q8WA2DArT2JnHVVknZ6wk6OFw3VR4N/tMaUQIGpJJUoPGqkpQfbZ3LiSkbNyNKwfAxxuh0hLFL9DEO61duyYuE+QAD75GZWA1QfsapBN8iBaJRnluwlfkpKAUjoqPRDBrTHAwsxHISq4a5zsZIgcvBXNvEAkuT8NQgwApxG3DgdgXO6z6Gj4RuwkezTbKzND2sb1IYJEOB4AwUr2oTPm71MCaREhqc9gIaikx9OUFn/Ajqz/bxrCaN+9Ix0WN2A5pzYxpllkEcsewt3UMUtJmLsn1k9r07JzpoB+2aEKdxna5Pkrt75KKmvplpE8wevEhx8iIGWVDxkUN4mth4PQo13TYoPFXr8aK8fUHdIiJJCxTDQRRxmgQFZUqNSQ6JImu6lcT7iE8dpvvSs5gqmR9h3pi9Fx2av7MS21xmRG/vLqMcp8F2kpgF+xxtmq2bDfZJ9XFeAeXIZgrRNlXeptnyiTLUog6KyMkI//ZIcdKOIpL4+/AX+xZo+lFan6RMgyUi2QOsZefUrO7+AeqLQGlu1cPEDbNmtAoPUH8/hMGzaP3pzbHeuR30aRpF5RwbRUTS1C4vQJ9VXF60TkDJ90hCN9yBnQ/ymO38I8QKSQeUv9v07zUKnC7F7BgdrTkgQ/Hgr37DVHns+PCNEqmcyibHf1rPY6RaTkdQGhnTaktEJYys0nOPKOpu8DsotTdP15+YcUAipPzN1GzytxCzrGOITymiRjt9k36aTyJelG7A36Mj9CuSIzXdc8yhl8C9IiLJAdoyJKrkCq2PnoW+ZxsYq04c9Xkz0wZ6yeDhkeeD7rQpFAqFQqFQKBQKxSWGfmlTKBQKhUKhUCgUikuMF5IeybQbp2wqvYUdbNu6lCQ0TDvW5ylsqaZG2CYeb4KGFTqCgpWISDuB78eRAf52XsQUZGtQ1FnNU6LttrkFHEnR9uoBbTtvbtHnxGGLE/XlBOqRnalJi7JJo+0sinFYqWPE3GXQu8Kk6OMkMY5ezey77FK7iPYpFVIg6tG2eoTa3ic+TszkxnXraMvDIcZuVAd1JbTx8qKcLpiUms87RmQ2HjEQRgXMlTULqLCR8uGgDjub5mC/Lk1vIIc26gj8O0rVjEhx9Srl/rSImpGck9plniiUQzMLdpWyeJeroIzUb4H+VCQfbaXRkMIAvmMVTCVVITqdREndqg87HRHfqTijBKVRUzk2e4YBm7hEpWrjWS5xDIcd2HL38GhRvh4LZJUusFos/f5GapnSo4n3MSbTDuo+j5h+1W7B56oxjAPlZJcQGHOyFUHdvTh8d0DJnkVETB1BwL3g89AF1wyfct2I/uGxErBNMbP+bKmNE2XwK6MHeLBPSXFdGpMRUSVDU1NX1YvAhmPcLlqBE+Q0w3XMT3SOuh1T5FT6JAZcTeKetS4pX6agtpabwBe6RTR4UDXjgFPBnK43a/Q5Glw8hj2Ow4it/cew2cfnpoZiswaqWWkVNh8i+51kODk36u5cIfXIuUmqjWxuo40/eBf3kP3GHoKwWytgHDJxc10IsSJzCzFlbFMccIhiXoA9OUTtDMbAEAXL/kW8csWlwwOPVKpJPfLYx3vGJh3JOM3DX9eO9s2HbZJtJSgiRih4nJFT1+E/+z9+E3WIqaK8kQYV0N3E+95ylc7lpEDTs2YwwHP6GtA8ge+KiESWYdtXDvF5iI4DyBPynwK9a7bJA6ZmlB+S2vE+Hb+pn2NM9ucYa3eM+ydprNVndXNN3PgmYl2lgDaOLcSL6Tl8ehoiVV/HpJz6KfxtndaCeQzv5nNSDfWSlLTbJ/pn2tRELvq4vyrPD91pUygUCoVCoVAoFIpLDP3SplAoFAqFQqFQKBSXGC8kPXJKvU42TBrLiGg/4XPQTSa06xs6A/Vkv4xt5t0utsXdmLkl6p1iO9tdAS2wdYwt4GIB36FrR5S4Om1SQZYeEp1pE9vBco+21ZdoG75OcpUpUsNqmLyMEF92hPa3Myin9p+gvVeuoOxjG/00mCz0hNUraVzuk8pShW5iZaIsUZlaJu1sOMX2+6AGGsyAEsDeZApZijXvPv+YkDioT2yGySmoBl6AFTjrkKIc071amDeeBaamsScFUopKnwVBibFxRuawTknRC19E5eU6njYqmMpLmRZqbZVhQ+ND+NsTgT3cnoB+MbHw3HjLpHHN1qh8TmqKFDLrPwL1pbMOP5x/3wyrcaKUjY4xeo8d0LWyHaJPUwLl3Tzs/6xjUmJKpGIbWkIcClFMG6VRd/gI95+76O/o2BzToQV/TdRRR4xsxSNpyO4mxmdljPYOs6ZEnk1MFh5t/uUwekGZbS6oysfEG2KlGIqT5zX8y0oGlEIvQL68uSgfNUEbCpHqbShBfeyT6mHWjNnWEL2xKWls2KVW0hpj9fD5hChV6YmpzBtLg4MaG4P+NBqj/oiH0Yuug/Ljt0gdrWAG7VQNc3q+jf4WiVp0skTJZO8j2ByMYE9OzSSzupTIfd4j9V9ad22Spx2GUHf5nBLbl00fqxE1+iiC/ubI3yI7RMfs0HpRMiWko09Q55QSqSebuKdnUayp4f5jB0YepP2y8q2nlMjPDNyHsKHGb8AGR0RdHBFFPEtHNVp5852lOKOVcUgOT0cR5iM8t1UDge6ojvelB++YtMv9l0Bpv/4e7LFDNm91KEF1HOX+HoJ5J2GuBYkJ4l42jhiWP0d9HtGJY2f0olGhOPvYpB7WHPTl7DF85oBi0tnbB3y7LfQAACAASURBVItyk44Lzc7hh+lVMx6uriKhdiyGtkR6uGfmor1ziimzDfNlaCcBLnqcKOZWF3MdyuGeMB23mCURw+y5qUppWYEs3s8J3WlTKBQKhUKhUCgUiksM/dKmUCgUCoVCoVAoFJcYLyQ9MkG8hV5AUDBGX2M7TEskukqLdjtnPUqySWqTyam5zewSTckWbBWny9iCPTykhMBJlMMPTTXGwQa2Xpf3sNVqb6Fh8RpxHWlr2a0RNe4abWWLSOQYdJXkKyC+dUn97nBOVIH7qDucBr8lkyTKpoj0bGyFZ2hn2PexjW89xla6RYkMJx1QBdyw2d6zM9AQagWMr19F23e+ckNeVIyIfTEnoSqm6aQDEmcsykZDLy7zHYkRFmTC/hTOBZ+LiKl7RZS5DlG0Vs9hp9Y6fCQ8MenM1ho1bAB7qi+j87EWaMN7SaJb1eDssbKpQpWug2o2zIAW4nmkRJmAzTn3Hy3K+3umbKJNapLzKNoVnVO8SMFHb1Mm9AmpeRZcMwHyucCZ3Iegu6QoMbhTxTUOSR2OHVKFTJs0xhklZx2uwZeT76NfDzluEt11msa8DQO2NSYuLYsrMg1yekGZ4QX+zXRJTgA+pwspJ66kQkHy7kdjswTqzd4c94RpTmSEVvoFSuA6M/lvLlFF/T4ldyVGjsXCutvg5yaJ7m0nTI9b78JuBmWM/XgCR24S7SdOpL1mBdeE2+Zk9Sgp8KRH1H6SgY0cwhdqDtrVP4edpVdNalDIR1uqY/jc/rcfLsos3DolDcZKhej4EdM6ukNMdnOIYHd1FcrFRQcD7K/ArkctU9e0Tmqx0QbueUI2NDiGX7VjGMfTOvmOmFBG5GcTDoXdWRfG2ckT/a6Jd5xRBXFjJRAELQsPc08RT70wbGg8gj36Efh3PoN7N14j/r6ItA8QhP8yem9RDj+Cj71y+/VFORuH/SdexhGSVAuxRkQkt4GjPJ4PC+7MMQ71PVAo00X0KXmGOHk2Mr3hZA90an4fqHZx3T0LDjc+wctIeeelRbmUMymNK7evLcqZJMbroIExbbignM4SiNm3yhvGs6xljEW/hXGMZjAnkSnGxFvC9T69ZLmRwNuQ/cm+dulOm0KhUCgUCoVCoVBcYuiXNoVCoVAoFAqFQqG4xHgh6ZFMrLACHIYQ0cPsKbY4fdo19rvEuyGqZYHU79oZk3dpD7CdHM5jS9cmtRyvgOeO97FpfHzTVKLcPIWyXrWC7dnlh/gOXiehxAqpdLk5TLnVMrfufdreLbdAB8qsIwNyksaknaGEsZzEMWua1ZzUgXpboN1ku6CYNH1sIWcaqMMpYqwGfZMmeuag734fNJY4JVV8eeuavKiIEEO3RT/PFMicnADXjBXPiL0nSXoWa+/xTLNfBRX+mBrEipNtroN4EsdEs1unxKWpAtF+RSRJSYHtCp4cHZAyXgoEvEIH1Ig+seQih7BLEZHRLspuFUGhsoL6v+nuLMrNHdCwkh2TwjaNo6JsBHHBWqJ2JfHcWAX+VprAL1pRMwFymOirTpR8gRLV2zHMhEe8s0mIkn92TWpoKEpUQFLMo3zcEibBPRL3lNVzVv4zHis22RprK15Eg7wIwV8a2bai3kdfR6xuGaSeTT0ylUUcsUuYqxCpr0oMn6d66JUfSNaeofjUJ7pVaYJWRtOI6yWS8i0XQVGyn5j2Xy0Q37wKB5psk1olUfw6JVR+tY+R64VN+/cGoBP1IrAhu4s140mc1o8jlJPLRMd0TSNwiXJ6cwqKVvFvgu4VI6XP9yani3K0hSA0LJuqcbfmmKs+UVNjY9jvNAvbtFqk9JY3+24fYUzPLfQrNYSfTIjC75zCuOpkZ0+za7b/iyjmiudDitSOh+OLr3teDGlORxRIoqRyOspjFlNN2Gkvj1guIjJvgj44TMBfo0Td7WZg21lSpJ3msHa87pv2f/YGlG5f7eBZe/R+GCPau1WELccP8fnSVbO9YQr6VVozCi6pwNL7bPMJ3gOPw/CxSc2ckGEKccjrEM2alGcnDYx1h8LIOiW0Xtm8ZTx3K4KjFK0R3k5qB6BjeqswlI0oxjE6M99asiPE+Y6Pe9Iz1N8jSeXyOakHZ4h6Hjbp+BPLPDr1vNCdNoVCoVAoFAqFQqG4xNAvbQqFQqFQKBQKhUJxiaFf2hQKhUKhUCgUCoXiEuOFPNPGZyDcwAjQ0SoJgSYsSVLxnhGdeEafD+i8QNQxhM1lkEJFlTC40D06x2bZ4EX3iuADW33zu3UihnMNpS7uqa2AO+sfg8PrFCHHL4c462CFTHnXUB3nGJwEOLyhKerv2nyYBRzgSQqDEuqbZ/D6RbQrQWTzXhj3t07R3nKFzhiMkR6hbpntPe1jss5ccK+vXsGBvuLuTXlR0aGDE1GaEj7GOeVDbCJCx5nEIt+Y0f2hZzi38TR5a4/M2aLndulMAqnySiELOeXXlyD7LSIyX6WzRhP4XK8MrnmSxmGaRAfTFuyvjWNDHzyLeOtWCH5tjfCwSAH8/3wbfpHcNh+WJFH7bIEGOATfTSRJ1p3O4/VJB97rk++JSJcSK+SGaNesQn4yHtDnOBgwOsPAD8LmuaM+ydhXU2jjhCa1RzHQoiNxPToSYdExVxGhBAXPf46HI2Bw0ZpfcB3beZ6OK0SeUXu9ksFclYeYw0EWtSQnqMXeICnokSnz7C7jb8k+5sotojcZGpRBjM5TT3Guytoy0z5wtoamT/GYch/0luHk8Sni7ziPZyUDZ1sdOpdsz3DPMaWsOH70BG20cD4t28eZDbdkSv7nhxivehR1jDp05rsE3315cnVR7iZhQdkpW5NIn0w4YZNFZLGWtOeo23UwpsM6zs2JiGQyCEQFOo8ySeLcXZxSaRwlUd/pMxq2nmP7xWNonJYOJgb5GASDCq2LnEakfopz9fM7OE9lURqPyTLF+3Ag70kIPhqj855nYQSl9h78qpXDWc0MndF6P2rGgcwYDR5R+qUb67gnReemw5SqaroD++13sdaKiMwpis5quOfHtHCnKT64EdQXoTQpmQ0zXZNPLwGP6Gzt8TleqNnD4wnEzDmlVsllzXGY0sHG0wc/wR+W0a4Cza2/jnOCY8dM1ePYpD2RoHNoacSB7JTOztO559gIfQpnzPdhrxeXTwLdaVMoFAqFQqFQKBSKSwz90qZQKBQKhUKhUCgUlxgvJD2S4QfoYVOi0cTA2JNJFN9v01Vsd3IqAPsMW8tO1twCXerhnnYa1JniGJ+Pt7BdPiZZ6fmuSQXZ6GBL17uCLdxME/cceyS3evfxotwhCdlil4WHRcYVbDXnpuhYrIK+RzoYoJMk6kj2QANoBST/LQf9da8SHcjFdnJxY2VRzo/QxjqlIei9fWw897SH8Z72Uf/KKmgL+XhZXlQkiIPD8uvhC6TXRUQ8UkO36Z4Zsb14s59nml0pSABgwd/UBVRNmy6a0gOePEC5nDBzdNxIgYIRScA2Ky49IIeWhR10KnaV5NMbps02J6CCdPf2F+X2gGTDm6BjjuZE0+y8ZzwrQtQMy0edDsmJR2boR6iMOrJEu0lfM+Xe1zPgIua+fH1Rzozgr6c0JpF3QOWIUjyL9MznOnO0y62jPCJ7mhJbhBSqhYZNTLLJJwPb3NOoZcFUEwsQJXL6jKve2tLyohy7BspRZB89myURt6LnJOufNT0rT7L701XE7wxRS+11UAlTVYz7fBO2FZ+ZnpXKgQruHz9clEdEyUk2UJ+/TvZAbFsPXRURkfQA68p4CfZxvQu6oXeD6LZP0L+HXXCbhyem1PfyLsYr66At6WVKM9FHfyMltH2DfOwwZqbUSdUxkOME1rHBET5/v411MDmAEbz+5ZeNZ+2k4VcNGwbd38N6814Ifa8+Qhx4Ruat4tPA+OMpkRemWgi8BzJS9NiTAdH06ARMuIx4mhjQkzfNIx1pH9cNEvCx1PtY197qnC3K0fdgf/EriEGlrklp9+/gb4VTOLZ7DbTlWBU+OijA/icHRPUd44iMiEjnCd65GsSDz0+JavkVUB9vFxGPokW0Mdky94feHGDwpnW097SGieD5ycTh7xUX5c2rLxnPTbVxf62OOsojzMPK60gDlaCjP8Oo+W5x8CbW/VvfuLMo5zw8qxXBPfxuPCnCThI9c66suEmXfF7oTptCoVAoFAqFQqFQXGLolzaFQqFQKBQKhUKhuMR44emRQURpK3xMwldhn9TWEviu65Gs3jDBNCiTKNHdwVb4vIkt6OMMtr+XTvHc+SroItlDkxLzeBXUmUwb9QzLoHXsxsBZcsugizTfQ92Rq+bWfdkH9cWhbfy5j23xaAX9KIWxFd1Lgno1GmBbWUSkEUMbSzPcnyVFoWwM28ydJNreqEM98u4AZRGR073DRXnp6o1Fef0lbH9LOiMvKli3yiK7fgoTxNDcYuGri+hpFz1rfMHnIiYl0qibWARzesApcd7cu6YNbPwG1OU6RJdd3txalLMh1NgKEf3ivLkor5dNVcr4ADY4TMF+53VSZY2gwaUoGmnlSUJRRMIUCzIroOuGJhhVLwbq14xkF7NX0Y5c1vTXyg3I26ZmaEsTj5LaI9BbzmfoezSENlVT5m93B2cY41oGf+vA3YRJND2i+D1t3n9ReBoFjf9GOp3ik8hYhCjAT0OOVHpfovl9SJTcaB8UHHcV8TMzNqUzvR08KzEkLyvhuQkfDudsE82IpF+n+QD1vAXbdlaxTszqmPfjXRjE1RHKZ2l4cnZu6sDaS+jjrIk6qkT1XZ7ANrNfhm3udkCBfOsB1PZERGpHoE5GroDGHrPgF+Er8J9oElSo2CbatDM01TntbZTf3n8L9VePFuW0i378xt/9nUW5EmNLEZnM6cjCMfxqj9b9szY84CcNJUV+VnAhtToa+De5QygL+zjvwq/POvD9FL1n9FcQbOZ9M9ikVmHbYXqtK9/eXpRfFdzz1hBr2nwE+y1fBx1eRGRm4V2qeQ1tmU4Qa7xrROWegBI5+gKuX9o3V/TxFH6Wr+NZK1+FguLOGuouLiEmWETTr0eITy8iTxqIdd9pwkebdA0rQyaKiAOpW6CCJmOmeuRxBPOzmgI1dFpG/J1TnLVKmI/psflmMiWKYyGOeiYUj70qLGpK8TQyxTV22ozZ/viTacfqTptCoVAoFAqFQqFQXGLolzaFQqFQKBQKhUKhuMR44emRwV1xj3hgUVIHCrEIYQ/fdWMx3BDqkOrVjvnkpT6pcZWx1Rsm1cV2Gluw8TqmZpY2t6xj97GdfEKUqRglC87SFnKB6B/Tl1DH9Jh4TSJyNMf292YSW96xMqg6IZLXbFogQ02eQFEtsWIqNt52wDP1ltCvaAe0kmkZlIB4FZvk1Q5oKI33oKokIsLEg6UQxvfLd74sClMp6+fRKzKoklR+FjJQUJWSCQEXKU7OqMIQUUc84twdBSp//B7oI8V1+NzwBLSszDJ8IUwqo00fHJiUZ2odhlZgs9sOkmVHwcaU+QkoJj2iSmZHJv0hRMl6U0PU6WVxT3RKqmR51B0nCc9snmQaRSTnYFaPbdBYqu+Cwtn1UJ/dx0A24hirx3dNOvN+AzSRPrH82jQ/bBtPo9t+EjDxhUc0F7huRj89XqRM6hObbmCy4S5E3CaKYAq9zDgYlHkccxLrISL564iZIiJ5F/Pbz2IeYn1aSzYh4bg8xOdTSkKdPTXphsUyRiPZRxvbZcTvUBMj2VjCQGR7aBNTfUVEskTrmpbwt/AZ2W+ZKPx9UjxdR92/6Zs2e7ePtWt6AN89IcXUa3Osj9YaBQJKftuLmnTO8QEovYcPweOt9GA5v/L3fht1JEAVq4dNxbwmPetRHeM9OcELwftErT7+tBxA8UtDwJyYHSlT8utqCOW7b91dlNO5ryzKV+m9yM2ZK++Y1HiTFdj20gw+Gv3ia4tyagpbPngClcXygUkPTl2HL2/EcTQgdYuSa9M6JnnYcucd+ORhz1y5rSod33kNPnO1gOMEiQp8zCN15bGFsao/MY81/PAA/Xrru0/ko7CeInXNVRwF2AkjTiYCKu3RM7yfLq+gvb0nWBMbRHvPu3DeeIAmPWtgjCe8yPRgHQ7RTwt0VMqluBxxzZeWSeaTBQzdaVMoFAqFQqFQKBSKSwz90qZQKBQKhUKhUCgUlxgvPD0yuFHJG6QdyjlLjBYJLYEuEpriCQ5lYUxZZsJaawP/LriUYDFCtCgHlZznMDWJWWB7dY5/j+/9ZFGOU0LX+DFt266hV6ksaFGD6yZ1pbZ3uii/tY+MxuE9XBNJox+eC3plJAtKzFrB3LIeEu2nFMY2edWmBOIdSuIbwjbzO4/Rpie2SQloNnHPG//5v7cox4sbovj5KJFMknIvKD8LnqaP5DJzmHgoTHe12N+e0o7vnkKV6jpRCaMU2mwbVKZskSgilODzOGqOVqINcl0mCbpvlBo5v47PUw6pn4rp+5EB6u9E0OGQBT9OLqFdhQjdHwFtpjMyFbgaQ9BlGnWo8nWIgjknxchhGFTqs8e4/s1T0NRERB4RCzlaIrqMg1n9ZTDCiMUiM0oEncib1y2Tam84CmrdpAram0XdsJ9R7O/kDLTReJuSPxeJEukgziaWVxfl/KqZ/Hku+HdhjLjpb6Az4ykliK6gviXKeD8OmxQeewRHWX4V3N18DdQilxTgJm0M5EEWVKJiQI1xQoqn6QbsxkqjH9E27PqwgOdmuyiH8qbi6fUwFN2aSQSCcQNz1fQQ8/17oDX1PaLz90wLnE3gGxlSX73yq1AVLuew7rYs+P5pDUqbIiInpO58Vgcl8ycTrDePDwJ8OsXlwkUc/AswDZ6ToRjRpwWIxL7lWxHQCrN78Lf4HahX56bmK3YojXgxbONhbolo0i7en3KvwN9WXaxRzZ6pTnu2D5/rE404W4W/2WnEjv4haL/nTfjbrGYemUnfxP07JbxXeXkMWLSPumcUZw8fYV35f6v0Eikif/yXP1qUT+lzHq0KqYCvLZNq+UugZnaP6AyTiFz/MpJgT6p412zmMabuOe6Z3UbMdig2iojE01CWbHexXvpZxOy0R/F4idR7+/Q+kDaNK+9E5JNAd9oUCoVCoVAoFAqF4hJDv7QpFAqFQqFQKBQKxSXGC0+PfMquuKRptzRWwpXxGiWVLmH7ejlEe8MJk4MzPADlwqakuGlKzDmMgeqSbhIVKRkgm3WxxX7cw1bv29/BFnTmm+AWLYdAHYltYTv4ajigcFl4fVF+vYWt+I6Hrd6oh63dGeUQXvcxDo6Z71BsUkw6jWFr2T6HalBzCrpJjahbTQf9q+3jcxGR7VuvLspf37wjik8O7+Mv+cQIE7OImStMquUkzUyPDLavSRf294iefAplR/8ruOilIXw0TNS/+UNT3cq6DlpIgZJzlzeIEjmD/0wTMPqYY4bVYeblRbnooY2zMLWFpDOdNOhw8wau6fkmhXNUBZWlRTS9ziloa+MI/LXXQwx6m5IvNyhptoiIDTazJAW0FEdM6swvChkqMwE0TvHXolDlmWJ/0g/Diqwa/khsTmFW4fgZ1SPb56AZRSuwwrU+8TMpOfYS6V1Gy6aCbqKJ30ebK+iMXcOcJku45yopjuaugibkvG9S+aIVjN6tTVwnN2A3Bz94e1GuhygB7CEoVr2yabMJFz7TISqU3Qetys6A+uhVsY7111DODs3JipCq5eoYYzpeg7+NWggQozwsIt5EGyf5AJ05QhT8LayvMQ9z4o/Rp24Dc3s8MilW/ROMy+kYbXn8FvrCGp4XxS2TGCoyEsUvDc/J304F2K4k3ioUXoSteVbHbH/7HfiYPcTnV25uG8/NdUlhfA2VjB7R8ZB12HaCsk3bq1AkXI+b75e9FN6/Zg2sfY/I5jNEex/zuyYtsImvw3dERMoeHYchenFmAL/s5uABrSdYI753H0ds/vzP3jSeu0f94rfQ8u72onwrgXJuDX0vUp9qvvlGkKgj7p0O0ZYwKSK7KVJpHyGmlFJQ3RQRmQ5wz3iCuLlGScOnJcStaBPrdriAQY2NzAXHK/48B1cA3WlTKBQKhUKhUCgUiksM/dKmUCgUCoVCoVAoFJcYLzw9chL4d5jF0mjfNuZie9RexbB5E2yhelvbi7LbNJ/cDuM6uwb6RYG2vEdEV3FXUEdkYCY+tQrYXu3VwSH6/jH2v90fYNu4/yVsz75RwXZ3rLhmPDcTJz7RFinkzJGkUBJE+mBVyxnaa7WhqiQi0llFe88fg4ryLiUoffT40aI8oqTBzhBtKt0wE9b++je/jr58weyL4vLCu0A9cvwzV34AJgcnA8JLYzJBph/9W/rHVx/Qk69Aqyr/BA+LlEzFx8YT0NDmlDx00oKd716FL0QtokOsgDIhIpKz8duYlaNkyD3QN2wbzx23Qd1qR0B1qR+Y9MTHRFU7PkB7H3WhBDhoIA4RE1u6eKxYYKyJiMh2CW08GpiKlZ8GEpQtm6mPBhma7MTUTRORRvCDnwUnaA8mfr8IY1IjnQ9BqcncwLw7NKj524hBqSiTPkVsiuezBmywW0KcTqfgGMXrUIJcq0BZ9N7Q9JIM0YNe+cavL8qdFmzDmWLtOfsuYrO3ARXMed1MLt+ghN52B8/qxDEmBVImLWfxrNQ57C+UM6U+Iy2iZW2ijtAMdmpXML6pGj53r8CPUiHzyEA0Sz5HSW6nSRhO9wz+80iwbj45M5Uz97qw+R/cxT1MTOUVeXcN1LQnpxhrU4tOcZnhBN+EiRI55TXngvXmrUOip7fvLcqvnZpHOvy/8SuL8ktj+MYsBnu2qnhHcguwrRxR+WI3bhrPLUwRBEPb24tyvI/7h3eIlneO1sdiiIhD31xj4mFQH0dEFZ4miIZ4hIj8/ffuL8r/5i+hbH5vYFICw7RdVFzF++WVHOJIZBNtX4phfKtzUn59ZL5rDu7giM/4AGOyP0J82yjiiJC9gv6FWoEjTRm0OUJvIbndHTz3EfqbXsZ8hua4vrhqxkA39Mm+dulOm0KhUCgUCoVCoVBcYuiXNoVCoVAoFAqFQqG4xNAvbQqFQqFQKBQKhUJxifHCn2kLyvKyTHSIjqW5MfBdww2cPchu4uxC+gic32EmoCHbxv1OEhz61Awyz0cODnTkWjjoYeXN8zbJHhrZz4FDPzkBEftbM5xvG3e+h36MwUW+vWVy+fOr6Eu+hTpmGZKp9Yn3W6bBOgcXutY1D5lU38d5te8fHCzKZ48g+d8nHfj1CA7ZxLavLMpXtkw52soNnPuItumkyqooLjFY8p9Z5Jwpgi2TT6+kxMQG0cVJ5d84H7d/jnJSwFP3Y3Dw8pl5BjW5Bpsf1+BLpWs4CzAb4J78CkkS26bedGsM35h3qZfLaKV/zjLN6P3kDCdjjhxTmrz2EDz9PRrIMR2+OeF4xjdTM3Zj5qjGl5DLw7kX0Nf/FDCmKnje+BdFPhHxtDNpLL/OEZiObcgskEHlItgxnCWz82hk3kKcLN3AXJd8XO/lzVZuz3BPM4GYnTyFbeVXEd9yQ+pJGqvU+NA8I3P1N/7aonxzY3tRfpvOS5aiiKfFIs6PJOiMVy2geT6rw2l6tPaVu2hXI4czyREHs2Uvoa/JvrnGWAkcEIqRPLe7hDNpq3QY7CSP+rKUCmCQMV9dMiO0cUpns90zfH7Wxbi36Xzo3Sfmeb4fv48zbXyOjY9+3vkC/lWe0twuwYKtc1OOvCOKy4pAyDbiTZhi67NkEuCjx+c9M2afd7+9KPd+741F+eU0/Ce9huAcovewSBYRPNsxE0g0Y7DBnT58xt7FOdvVGZ47XEIjI6Qt0JiYz022UOckjYGo1zFCf/7uu4vyH/2b7yzK92mwMp6ZXiq7goV7PY22Ly3jffjaHHHvtIl3yvkp4sAkYQbz4R58uUdnU+fH8L7E7iuLcrKGZ/Ui5rMyQ7Sr4yMSzKq3FuXxAM8thrCOxul9IDsz+z4sfLK9Mt1pUygUCoVCoVAoFIpLDP3SplAoFAqFQqFQKBSXGC88PXIY+Ld1wd98Yo8UNrBtG5mBAtEs0N0jc6vVy2E72fWwBd3L4nPPxbMcosRUEqZcaiiFbdtUi1IOlMArGTSxN/29EWRRz1qg+Tx+w8wAf2MNdMPl9euLcpRIATmiTo33sPVf66MdJ0R7FBG5t7+P+ruQu05mIeF/fQ3PjWewpb+5sbwor79utjccwnb/hKhuMZf4DOGARrzil4PgsM8+smjiglQAfL3pCSJLV8CF9WOgmtWIZ3f9CqhMJzXYv3MIu65TVgsRkfw+GtDIgj6y9h7KpyugRhQeUMqLuEk3nITgG9MBemN9F9STbhi+P2uA1nFEvtc7MdvYI76jQ8r8lCXDoAguIfOHXL+Gwb7x2qvGc+/+BBWZgsqfDnoff4mB4C+NbGpF6uOY6DnEspN6MOhfgP4ERuSNMD/hO5VFOT5C6+PEYk+ETEpMr4K1IXOPKIaU8iUahd1MllAevQ/KT3oFcVJE5Fdvfxl1RFAHKU5LqQzKUToEWlKvCJtN90x65JDSHYzbB4vy+xOMg3UIylKb+veFOCYhXDJTH4TJgccR1JF06PiAhfGJTrEODpMYU981iWpVJlGPIEF+1kB77zfx+VuHoDt9/4FpEMSmFm79N76IOLJdQbk7RVuWxmhvo2BSQzvtZyHXKf4qkMgnjH/Px3ifcMIUaAcXrl4fiWCo+c4Z3pkO/vs/WZQ3b8GevnIb715vvAQq36aPp43jZlqZ5RjaGF/ZWJTDEUjoC8nmx4fw91EcTmmNTH/thOFXtTreW//iwcGi/K//T1Aij4kRnKRvF/l1yusiIrEExju+u70oV5bx7nccRX1eHb5rpxDxLcecj2oY75fDIdbnURn39Nrwy/Nl3N8/Zc8XiZdBd8/aiKFvHf14UZ67sJONXRzlcaN4biNpJv+ohAM5dp4TH7vTZlnWP7csq25Z1l367L+1LOu+ZVnvWJb1ry3LDcIStAAAIABJREFUytPf/rFlWXuWZb1vWdZvfaLWKRQKhUKhUCgUCsULjmehR/4LEfntwGd/KiK3fd+/IyIPROQfi4hYlvWyiPy+iLzy4T3/g2VZIVEoFAqFQqFQKBQKxc+Fj6VH+r7/l5ZlbQc++xP653dF5O9/WP47IvK/+b4/EZF9y7L2ROQrIvId+YyASY38jdYhulWqiu+hgxQoDzFSTXSyJj3GbhDNqYgtVZ8U4Ow4tnCnNWyFWxVs04qIrI6xtRxdBj2sSkpF/RzK/hnqfuxjm7n7xyiLiLyzARrjqnx/UQ4tgVLje3jWPEzqXzXws1pzU4Eo1sdWfOk62nu9srsop1Ok5Efbxyu3X0bZN8ehF8UYT85pHEkhLTIjPk6EuFOKXwg4gDD5xw6wSJjWyFqoTBywiaHFNGUieMjf+q2vGs/dJBram1HM7/IBKH4b10FbiI8fLMonU9TeA6vig3ZRpXPi742JPRI/go+51KmMKUQpPQoFUeLLzMkcLer7OQ1qmIRYuwHzdUl1kWk4rKBYITbd1zZBqbn2dSiXdZqmwtne8Zl8FJaJ9dmkCnne+Rc6UzvvF4fgL42sOFmnsWcTtKm9fP3TEEqjw1YSlKOrcVBlkiVQtr3T2qKcXQetW0Rkeg5KTpjmsdBCb17+zWuLcoQoPO93Dxfl3Y0vGM8t3/niovzk2z9Bu4jG7p/DULwcKk+cgD6U20b/RERGj0EDdrKkYNcF9f2QbNZ5E9QiJw7vfW1qGm2iAmcIUf1DCu0lmqBeGv9IDknRNaAaNyX11SM6y/DkEHHgLx6i7S1SoAvaw00q334NdMdvbOH4gFfAGhV+jL67MZTj/WeUKVX80nCRIm1qaBLvLaL1Rprwnw5zsZ+PKflBPVR2KDYfE+2+1kN57y2sVy99FVTJL5VAoRQRGV5BvHHGiN/hElGr+4jI4yj6GyWVxXqAdvz4EWLPHz+ESuR3/i/EGtZefWUZa0yGjrxEAjzR2Qoo5q+maX2uYNwbbx8syg7JvEeIKtmLm3tCze+8j7YL+pV3sCqmXsI9sTPE2WTefL8sTRC7RvRCY4+wQOeuoo/Rc/j7YB0xsNTlFVlkmPpkceEXIUTyn4jI//1heV3MYxDHH372M7As6w8sy/qhZVk/HI1GH3WJQqFQKBQKhUKhULzw+ERf2izL+q/lgx9a/9fnvdf3/X/m+/4bvu+/kUwGs6UpFAqFQqFQKBQKhULkE6hHWpb1H4nI3xaR3/R9/6f7fSciwhmQNz787DMJ1tNiulY11aHPsdXp2aSaNTU5UqEi9tU9B7SsVhnbxGGajhl9j50MzZ3I0RK2d7dtqPKEb6P+0AGur8ewBdypY8t4GFD46+6BB3aUQdkmqlm6DB5YLI4+ZighdiFvKgWt7mLbubhESmb0ZT0dxQiXb2BzNh9GfbMcE+VEQnNWHMP+u1sDDSZfwPa1O8L4RJPcxmC63qel71UwLtJDC6o8MpwLVCJdsvkQmfw3f+3Govxrr4MOJiJy3gUdqTwCl3D59TuL8uH+e4tyrYe5TVFC02jObHHzAOU2tWtIlMQYC23R5+cmM1qinFWXmBJOkz7nSExUkj79rOYHKCY2mWmFGBdFhBS5cRP+9urrUIlMxHDD+6dmfKk2MSlpihFpSoxcG340N+jTokSyZuLOpjnAK0uk5mshXnge5rRUYMWxZ/utcr0EJbOjM9jWdAlUpATxfmYpxMCzPk+uyLUtPMv+EejtiS20K+JiQidJ9MPNwji++rt/w2zkBFQhl+JxilhD3U3Q26ffwVoQuwoa+WhuKh2GruNv5QZsZZKCAffuQYHxxAI19OwHIEx1rphGu9HGGGXzmNV8C+vSY5I5TbRBXpxOMQ77LZPSy8vt2Qnqf0Cyqj3icTk0PmuBU/e3X4Vjb2fhP4UdzPuYkpc3iRrtDNDfY/9pUVDxV4GLZqTtmpQ13kaYl+hfVYqVF3Etn4IJha4Q8XLDURghiQ3Lgz4Wj/v/BxJzf7d0z3juSo4S2mfh74Uc4gu/X1oWGtzt0rGaqkmNf3iOxnQppC3hlIt8bQX0RiF644A49IOCGbMzghjoZDD2TaIzj8uINc0ncN4ZvfeFuuZ79t0w/P3sEA3e/dLtRbk3wpjOqV2psamge+pjggYTUoouo/OzLuJmfRX3x3r0vWApsCk1+StIrm1Z1m+LyH8hIr/r+z6v+H8oIr9vWVbMsqwdEdkVocNRCoVCoVAoFAqFQqF4LnzsTptlWf9SRH5dRMqWZR2LyD+RD9QiYyLyp5ZliYh81/f9/8z3/Xcty/pXInJPPvgR/h/5vv9p/fiqUCgUCoVCoVAoFJ97PIt65D/4iI//p6dc/09F5J9+kkZdRvDmuXdOiVaJt2P1sVU6M3MUSqIO6kuf/jYl5bZ4Gco77gloX72ouSF6jfgYkZvYen2lhXLmGraft+ug9hwW8XmoZlKcZqtoo00UoshN0BIrRByYZbF9vR4myk/G3A4uZkB38ZewXZ8l+bzsEpS50gmMQzSD7evw0KQwTChHYZzUOSWD+fGOQR+yijTwDnEQSmZiTZFPlvxQ8cEvOgwmHizTPyZEF7xC2YlnKczPX38NSofFLVOVr/6H1UU5lUetJQdzveeCCpsegmbhVRD+yq7Jkeqk4cs2SVwOybTTpOw4A4tKwiynJSIkXCUpUqKcEL0xQSwPVtRMEu3GDdCZ0+S+q8RQeX0L9nv1/2/v3GIsu9K7/q1zv9/qVJ26dF3affE9bttxNEysYYaQkIyAIS8oeYAIIZmHiQQSL4EXmDdeAAkJIoEYJUhAFCkzSlASEoiGTGCYZMbGGV/GHrf74u6u6rrXOVV17ucsHrrm/P/r4DLjtrvqdPX/J1levc++rL32t761d63/+r4fR/TVqQz68VqSfMrq+8F5uTcsZRDv7HZ7LCzmCeKprfZuhTKWBiWKzUegUx3G4S921vDgNnoQhyx/RCbRS8+sjMprh6M0pVZow1bSRUiRUuvw5Z3q+eBctRRa9dDh+s8VcY3sHCSUGYo2+dkv/NSoXHFh4vY2JY9eiJOksoR73/3ee9ju0JDTDdhAZwH3YWY2fYhnnZzHiofUFO49n0dfLLyK9nl7FfL0698L5ZE707ivnEcH6hdwH+nX0I93CvDr8XXs07DxEK0o3qY+6qgzsQC0Rn9Kro6FSnucpPPFc2iXmThOfIeaa+4W6tKlKIT6c/XDQ9+HPqW5R8s10uhzBwlI5lJdPGuWm/HiinEpW4EuM6QhJ9alxNdz6MeUX9r605QI+hYZvJnVaQlN8jpiAfZozIg0UF8qWoaWpsTy4TvWpTLexUovwT8tebTJMI02cbfhf1+ncNCJ3XDwapTQZyJvQxLZoiTYVZIYbu/T/dK9d6bCTjbcxvvi9DKtE6D3w++9iyiYT5dQx4PF8K0lt4t7rCdoudAafFrrIsbaS1vYP7NCkTM3w+U2q+VQOv9x+TSiRwohhBBCCCGEeEDoo00IIYQQQgghJpj7jh75KEO5rS1LEYC6pL5rh8G4zJFcZUDKjhZNISd5in4Gc+eDMVnSfhlTveconW3iPOQb8xQEqF5dGZVLdzE1W18I5ZG5KG5sSJLMfBzby3OIBJnuYto3TklbI4MwlFKSokTG4jhvkqKt5RKYWk6UoScbkuzSVcLz5iI41z6FS8t1IBWInUMSSten40kmNNwOpRGRYMp9LLSY+JEYjy0YI4lgHIoLq1GUPN9FH3n2CiIdPvsZyCM3bkPqZWZWryFaVGoH0opDUrhmVsnNLeHiniLLcXJsM7MY1MnWpaClKVJp9CkXZ49lLySVNDOjYFfWpj+TJWg7J9rOkCQmQ+cqj/2JrbqEPvPSpZVRubYMmy9mUfk+SZMzm3BcxfNhVNYXqB27BVxj/c/HwleeIHuk2tkb/zEIJHhc4tKPnwt0GEMbTeUhdzwswCcUMjDs9gzaLRsPJeJ7U3h4zy4jffOWo2tQUt3HXrwyKic7uKc7Y1Eey5z0dQGyvvYassW/tQdjHrahF9yq4tlmO2Ec2H4NHSjdxDGRKvxxrYx6Zc8h6f3uf0FnuBqHfNnMbHsLPnitTH6adjsg6WNkjbdT/SyE/Y2nHVnqmydXniH/MDsmj4+fR+TMqWlIrJaeQBTb5s3ro/J6BPJiHmLuI/eyOCXGlay+Dxvci+PFzsXwgHPz2N5fw1gSIRfUCV8tzCI0FsVgxZEqbadI2LkaBpkCydsTT4dyw0QC54o5emfq0ECWgK9KJyAjnJ+DzDkTDT8J6BXPhhRBMUodsEcOuVGk5TPr6Ih3E2FvOLyOyLN3SYKf2sWJN2js2tnCfbTiND6thWNSYQo+sEDvh3Vq6+EWHsqbHlE4YzuhjHFhEeNopItrfkAPNfYGBp/6HPz3+QSO9aWx99aNT/ZOqZk2IYQQQgghhJhg9NEmhBBCCCGEEBOMPtqEEEIIIYQQYoLRmrb7IE4yWg5ZnkR0eRuTBluMw4NT1Ob2DrS+uRKFkm5TBvnx9Tb70Mg60inPxqB/bqxg7c7yPq6xeQka/cv74eqQAwpLXYpA5T2kBQAFkib7edQxQ+H43VS4RibSwrk6BRwz66F/7lI4/jyFtW4n0JCRw1B53q3i+EwdDyVK13ebtMBhgULA1mmNS3pshQSt+7AUr3dImPjRGFvWZfEcNOEXywgdPMzhWQ120Un++s/81VF5ZgAbf+M2tPBmZkVaYLpbhCa9d219VE6m8dzimzDgzjTOW+AFM2bWLNM60jvoby0yoTz5gW2Sqc+PrWPo0FrXHkdqpuwFy3T9Nm2fS6GO5ZWwXz01dWFULj4+h2MSqGR9Dv1n2SMM8Z1Z9P2l9LngvJsr6BvfevUHqJc9WszXlkbl1VnY3ayDQ05m8OD334UfST8drpNK1GF3j13B2qjv/9Z/H5Vf+gufG5UXSkiBsn4IW3bXEB7bzGy9Ah94PkfrD3vkjzcQhrtDqS2qmyj7sdDZ2Q3Ut38O60TcHvpFNI8xptLCvbc+95OjcuR3/zg473sp9PEMrUXs0TpXR9tpSZvx6pVw9YkZDcPBX6KXaccedZ/LGTyfuYUwPcPzU/j35S88Oyqzj9hw8Al33rk2KjfG1rKLh5MhvRLEt+C0UzPoC7OG961ODD4zTe8p9bFpkQytaXMx/JhtwZ7SRUo5McDgMVXEOPZYGvuYmXlKE1BqUt/PrIzK5Sg8eCMOXxHZw4vreitMJZBso77xHKWEonw1+wlKffAOju9nsE/rWri2dZ36TwzLAS12EfdVJj/Qp/pmtnENnw49QXwH41ozhYXiiW1c/yCJY5IH8AM7PlwPPbwNX+cv4B14rgWfu0XpDjqvYk3b9Xew9v7K5ReD885evGifBM20CSGEEEIIIcQEo482IYQQQgghhJhgJI+8D1hUmCa5YJMkHsOx6NjDaXwfpw8wNZyYQbk/wJx8/DwkTtF2OGXdqlA6gB6m4iPTmErPtVGBCIWKnelD45GchrzKzKzcw83ES5TRPUfhUoe4D4p+awOSKkaioZDKDfFb0VPdK7hHyjBgbhb7u76j/UN5YoR+81XUN+bJrPN8DEneilSPRtgNIhTS23qQFlm8THup64xTKaE8PxsKJDNpSBWmV6D/a1Jo5eLSpVF58elnRuX9BuRhNiZhiBWgRYz38dsBxfcuk801M5BpRkiy3A+Vh3awi17eJ+3VkI65g8jglqdqZaphSN9sHX00e5kkvWkcNLOAk6X7dE8FtONMPgwjP/vYCs5bgjwyUYSdXqqh8r6Dm0xdxzWyYyH/0y08n3caP7BHlYVptP3tCIw7uQKpzsHmrVG5P4XnmYiFYZ7TNTzf9Ts4JkJ68zw932YffuewAaM7HIsWnfWQ5PRysIHG+zjGV+CrsnuoV4987tCHKRH2pmEDKfKbwwr6T7qJY/YK2J5roa9PPbcQnPfGt1Cv3jGumVTzQfoLciHWDbPgWJRUUmVSpsZJRVamtpt5dmVUfvKpcBx8/PMvj8qFOJ7Pa2skg1yD3Ooq+aTmeC4C8dDTL1EqjyT8QPY8JHPxBvq0z8Ie4n7MD5RJK9/EO1q8xu882CVL75QzVXonLNB5zCw2wDtim9KQpOOQPm448k9ddKyDOC23qYeh+aMz8HVxftfNoTPu3fpgVO7UMJZsbkD3+P4wPG+LOsoUvTgcbqC+zQQ6eYokp7ka9nfNcInPThP3kq3D1wwTcBDRQ2iY38+QXx9LVdXKk4zyJqXIWV4elbsttOkevQQMt3Efb17/dnDe23c2RuUSpe35UdFMmxBCCCGEEEJMMPpoE0IIIYQQQogJRhqvj4BzzvPkLser6XPQLZJODcc+h3sUHShC0SA7N3EC9wz0G6U+Hk07FU6Fp7fooiS3yg+gN+llUYHkLqZ299O4eCacDbboAkWPpAzwbaMIRlFMWddzmA5Ok4ylk4ZswMwsThG1YrM4b8KjLhHWl3VxvSFJWlK7oTSuUcM9lmiauhkhHc0hPbksmXuDpKCxMHKa7aJhPN2ja9NNpsb0dI8opIi02hzkZIuxcrDfTpxsuwH5xlob0scvfuanRuUq6Z22NhFGKtUPo0X1dkhKWMTzPReFruQwDXsa7EJOdqeI53z37XeD8w5J4UsBAi2BwJcWp2hyRVKDPp4L771ThK3NZ7FjfAV9tzJEXzggHcpsFPtMLUL+ZmY2FUX0suIM+lwls4idqE/334PkLjFAH0kfhHLmeo8kbPboUqDIvMl5PJ/YNmxuex0+ITskCfBU6AOLEej0vr/5No7Zx/NJRnG9jEE2k/Tw66l26LTrOdhHbwfPt90h6W0c+6ySbUb30BcOOqHecD6Kc8VJIpUlCX0rgbq7dciUOl2y91Y4dt2k6MF3b1DfhSlbitTQCZJKDsj9hmJOsxoNDfQYrOrgE6qzqMtz59CRX375LwbnWqZn9ydvfHdUPry1OSpv7KDP3PhgLFysOFMUWvQuNY8+WhvAOG/mMRKmV+E/0/NhFFke++JTGMtSexQ5fAbb57OI7JtLox4ZH9pcIkeSwQ5svuvwblNp4xp1kh7GdjgaOXUeMysd4JqNDHxH6hD9PR6nwW8P/eKggWskx3TDHGQ1RUuJps5DTt1cww/tPq6XqdP7bIrjxpqlurjHTgcDdHQTbdrN4h6r5E87ufD9crAOH9inyJ19iia61YEE9FwX7b5JLwe7f8YxcM3eqFwdlf/a0s/bx0UzbUIIIYQQQggxweijTQghhBBCCCEmGMkjP4LjpEEsJGFhXZtkj27s4H4KssDUAD+mqngECYpCVXkM8o3WBmQsZmaOjsnGMP2emccUeXsfU/T9RUjFEn1M5xYpGbeZWcRRJB66lzhNsR9mKbFsBFPekQSkJ5l0mGE0MlOj/ShZdp6kMwOSvQ0xFR1p4VzNKgtWzRIkoxyQhCfZpKeSIznRIUXhLHKozzF5C0dT2udIlBQdqIMp70gylK2dddL0GNJlSA1iZPTN0lgUqi7kAnsFkvR2IW945i8hYuQhRZsaFCmCVT50WYdxPMd4B6KpZo2ipJIU0D2OflU7hOzy7k4oY6ntwyZSs5AbpnvUFwewzUocf/+qPkkaSjMrUWjUTIoyZ2fRf3IJNGp8B7KQykXIRcpFyuxtZsUC+ns5T+ddIukuy7KX0a8KG5QotUbHmtnuN75lwiyVRjtmHOyjSQlV99uIErZA0U+TifDvoVHyiVs3ED2s8DiiShYLuF4ni+eWzOC5bc2EMkYO1NskrbKnH4bTFELxKvpVexrXG94Nk98250i66ND/+lO4yME2xoskJcWNvQkZYX067K/pA+w32MZ+nlx2fIbkaBRpeZ+UW6kxRXuCInrOR2Db2Tk8t9oC/M6Fl54flcvlMFHxO6uIhndwF+PoXhz38rU/+N+ou4mzRrEEY+skKWIqRXXtl5ZG5co6+ugBRZVMtMfCiM/BcDs0RLpzOH4pR4nfn4f/T0Uh/UskxiIUR9Ff+wPuPxhj0ikcw8t16jRcxJphfX0WfSbWw5g6oATgKYrgeJXHMZI2t0pjYW+pX9en0BC8ZCd7CdfwN9GnN4bwpZ2dsXCtebyfRg0+sEfvjrEunkE3j/ePfmcsMjVFaT+s491xdRptPSRZ+doU/EPjJt5FcvlQ0l4++GSfXZppE0IIIYQQQogJRh9tQgghhBBCCDHBSB55H3C8Gv7qTVI0ORfmwbWcxzRul/LpJVrYHi3gbOeimBrerISSmOwGpneL04jok63jooMSZGNVKHisX8L0cdGHyar7EUzLxziJcYHMZIeiNFIW01SH5I1pjiloZjG64Qq1XpN0dlG6RpMa0kOmkNsOZYyHi2iv6A79UKC67NP2HD2tDUqaXRirb53knRz8bA/3HklR2x1QA+f4gDENj3F7O3tYyVOC3VmDhKAfIQnwThiFqk9Sg9Y7kA5EKIJWiaJeRYskyb2Nh1tvhVKD1F38NpiFnS2SVrk/h2cSuw3JRJskb5V+GIVq+YWnRuU8ZQHejaLsb8NOkrO4p7lWKDueWYR9pRpoo60s6h65DUPNzqLvVynUbKEa1rHSJV1LleyO7NRIlh2hBKEJylRc7HMnMWvsbJkwq5DkukTJo3evUSQzEsfFKFpaIUPyazOL12Efa5T09aeXr4zKuTLJVHew/2YUfSG5NRbhbAo2MbgFn5ZOwjY23n8fB1AC72lS+m5UKFO8mZVoLEnMou8mGzRekRRqhmTO+xWMSaXNUG6VzKNeyQPIIx0F22xtsTQU2ysUMrJ0ORy7Hp+BjCxSoeh7NFrPPPn4qPzENCTtO53Q3nc+QKLkTBV9+f/87u+Pyh+EXUY85IzPXrT3qC/TUB2rwB+X6J1njuypSctZtlNjcmaK1JiboXG0BztdWXpyVF6KYp9OhqS+nXAsaJIEL3oA4+zl4edThr7XMPTjLCV7PiyHUW8TfZICkryyvwufFEngvPldvAvlaSlA9RDXMDPbJvn4bBvjY3wK97vgEJXy3RRFur2F+3NhM1iCokQOp+Ejhuu0TIDaxG9TFPFsuKQj8gHGy9YM6pi4gXG7V8J5E5v0btGCs2rfDn1gZHms0h8TzbQJIYQQQgghxASjjzYhhBBCCCGEmGAkj7wPOF4NizQ44Wd+LFhOZIqmqSkxp69SpCuOBDkLec3g/TB6ZOQ8rhqnqftuDVPZefocj5LEI9JELQdjiQnN0/QwyxWHJPOjwHgZ3r9MCRbTY4mnC/Qbn4uiBhlNX1sJmphIE/fUKYSJWqNd3HynBhnCsE5yngyi/kTa2L+fJMlc805Y3ySHYaMobDmKNFTHFH2C5aCeZJeDMNqldem3BD04jpyZpLaaIBypHWsV3G9lHhKINCX83D8IZYw7dUih2mXYdi0JW65n8QxzW2ir1SSeQWM3TFTZycBO5ygxaO4xRHysN9B/WkV0jPYWpBzVC2HEx/l5SBSbFO11ahvPZziP+/VkZ73ZsPMnUxTNq4z6pvZhT815HDNLiduTU2irfC7sr8M47jcyoDCCObK7Q7RXOwuZRnQH0s7GIJTwbG/Dw/EAMRan68zTj+CZZOJo+9s99P39Xdh5/EV+VuHfQ7/x2g9wLge7WXnxx2gvnJcCnlp/iyKZzoeRDvc6sOE9inqbcKh7dBmSrtoG7LxZgdRycRBG/LUi/GPT05iRw3mLMVSynyKp/F3y3yRJNDPL/enqqMzRlmM0FHTJnSZIDZp7Gvd+eSqUXz95AbKuZgztlZ7F/T7/2Z8YlStPXByV73zz9eBciTlI3f7Xn3xnVP76t94xcTYZjv2bPeKwCiPsUpjTdYM/bUaxT3YBY8TuXV63YTagcb+Qxdh37vKFUbk0AztvlRExeCZCkV9LoTzYjKTRfci63RBjgYvi+ATJtftTuF45Ecqv+yn0s+gm+QiO5H0X523N4PjNm+vYng+Xg+RpeUmuiut322jfN/feG5XXbtESFCIZDl3WJ5locoh77NXgnwYHGCv7JdQrHw0/h5LzFBG9iftqpEgySktg7jTQPrsbiECboiVJZmbzsbJ9EjTTJoQQQgghhBATjD7ahBBCCCGEEGKCkTzyPuCJXhaVsCjwIFRv2GwX07YtUriUDFOlxXMUZY6kJ9lSKEw6P7U8KidnMX1epkSK7SqmyFMUgWiQpOSD0fCbvRenu6HE1VYg6dUmSb+KlJB4QJqWwtjUfZ/2K1AknQ5JAWcp8fUW7j2Rp/lvCippZrZTRl0qdMxhFlKBSAv16lF0oHgL5YNIKAnIkXxpQNKg6AHaK8FZINs4l4/h/tx+KGXyGWpfSt6820I0uv7qW6j7Ep5hdeZFCznZ6JPzFCUyV0Bbv1R5YlS+moEUb+9/Xg+O3xmgHWNbsI/oS5CFHKzhubky2jR6AzbQHoQRRJcykDItP4eoW3MOvfGNPklBbqGOA5JsLMfDiI+lGuy/sA772CdJZHwV/W2/jDrOdEL7j1Bi0cQhnmmlhvNO71MfWaQomkZJXsf0iYkYbLDtcI+pW7h+L4+D/C3ssxuh8jWS7ZrZgFSYRepzoUj77BPpQPriimjHbZLukpLVrtQgubvVCFtruAl5z5W//PKovLyEY/pR+MAYRdYdlihKYzxMhF7fhD1nG7Cb2zFILasZRIYcTMF+H2thLOjNkI83s/ga9tukcSHXxg1HFshv3sDxzRSk0IsRjFVmZj2SmxdIKd+gYYUjPkZX8MPLZZKQPRlKhZemLo/KWxTG+eIi/NOFH3sOB+zg4j4bDta+jvv67a/9j1E5jH8nzhLjo2nwRnAI3xwn/1+/gz49KMGezqUgyb0RDldWSdHSAooq/EIVibr3kjhoMYa+f0jSxTkLl16se9xBMY2xqx1BHRN7eN9Kl9FH0kOMtR8Mw7Co5zoYY5qz6PvRfbwLNboY+1p3cfxhDPuUWhRB3MzqNfRr10Ldbx5CPj1cHdM+HpEh/9D0od8qNHCtbwT6AAAITElEQVSu9gzaMbeGPt7llTwePrDlwoeV2IWf36cvpcgW2iG1gHvs1DFGNEhWGtmlsd3MuooeKYQQQgghhBBnF320CSGEEEIIIcQEo482IYQQQgghhJhgtKbtPugds50k+jY1pmWOZihUMi1tSi1iTdtKAutqPK1XyR6GmvvsBew31YI+tjeNx5mO0nqqPK0R4IUxsfC8cdLyW4a+5/fITGhth0VoQUeR1vGM6ZctR+dt028cwX+bdL9lWi/WoZ3KYVjqcpdCrlcopUKTrkEhqtttHB9Po07J7pjGOAJdtGvh+v0irTWiqrg0tNeujfbpGtaqmZklOpQUguwj3cH1Nin09vU//PNR+bD37eBcs3Pn7EHDgWrnn8HasXM12GykinavHKJ9PvDhOsFCC/9O0RrNqkPbDynu97AF++sXSJueCm22MI26PDN7flTukG2kV3GuehrHl4aw33I2DMtrPQp7T+GJY11aCzOF515pIMz5cDHUsBcOYI+DKdh2YYD9OtRH4ndgJ34B18g0x/7GlqI2bZJBUhqE6BD238tTva7hPtrx0KMt0gqP9CKO3771aAX9v7ZxdVT2+9SOFFL+Qg1rzJpJrEk7+GArONfcBay5eukFrLOyGQqpvYF2P4hhrUa1SX62HPpWfxXPZLULf5OIwzaKF7FeJnGX7HdIKTYc0hWYmXWX6VzbtGYlgXuP3YXN9WmJzXAPdlafDtecDGnNSY/WJKf7qFcyj/42n8Z6vDz5oKWLSOlhZpYpoP9eimO/Jz5LKRVyGDebN7F2uLcb+qpvvoYw/9duh2t8xNnEj78Jk6vrUAIAN6D3ATomQ+mHdiPwAxxPwMwsT2u55jKIR7AbwwUztF5tP4eLzDgaY3zoi9P78Av9BMaJ6S76xbCCa3c34Xda9F4zsxP2V4vhtxyt/d92uH5rF8d06XaT1K3cSpgGZ7iKMadH73VuFeV28EYNmtb+0O1mZru0/rbSxztwZBrvGWlKO9Wjtd1+PxwHIxlKRUB1cYt4DrEI2qcfhc8vDjDO5+fCd4ukH08w8fHQTJsQQgghhBBCTDD6aBNCCCGEEEKICcb5MRnTaTA/P+9feeWV066GEEIIIYQQQpwKX/nKV1713v/4h/2mmTYhhBBCCCGEmGD00SaEEEIIIYQQE4w+2oQQQgghhBBigtFHmxBCCCGEEEJMMPpoE0IIIYQQQogJZiKiRzrnNs3spplVzWzr/7O7EJ8msjlx0sjmxGkguxMnjWxOnDRnweaWvffTH/bDRHy0/RDn3HePC3MpxINANidOGtmcOA1kd+Kkkc2Jk+as25zkkUIIIYQQQggxweijTQghhBBCCCEmmEn7aPu3p10B8cghmxMnjWxOnAayO3HSyObESXOmbW6i1rQJIYQQQgghhAiZtJk2IYQQQgghhBDERHy0Oed+1jn3rnPuqnPuV067PuLs4py74Zx7wzn3unPuu0fbKs65/+ace+/o/+XTrqd4eHHOfdU5t+Gce5O2faiNuXv8qyPf9z3n3AunV3PxsHKMzf1T59ydI1/3unPui/TbPzqyuXedc3/ldGotHmacc4vOuW845952zr3lnPv7R9vl68QD4yPs7pHwd6f+0eaci5rZvzaznzOzp8zsF51zT51urcQZ5wve+ysUFvZXzOyPvPeXzOyPjv4txP3ya2b2s2PbjrOxnzOzS0f/vWJmv3pCdRRni1+z/9fmzMz+5ZGvu+K9/z0zs6Px9RfM7OmjY/7N0TgsxMehb2b/0Hv/lJl9xsy+fGRb8nXiQXKc3Zk9Av7u1D/azOwnzOyq9/6a975rZr9hZl865TqJR4svmdmvH5V/3cz+xinWRTzkeO+/aWY7Y5uPs7Evmdl/8Pf4tpmVnHNzJ1NTcVY4xuaO40tm9hve+473/rqZXbV747AQPzLe+zXv/WtH5X0z+76ZLZh8nXiAfITdHceZ8neT8NG2YGa36N+37aMfgBCfBG9mf+ice9U598rRtpr3fu2ofNfMaqdTNXGGOc7G5P/Eg+SXj6RoXyXZt2xOfKo451bM7Hkz+1OTrxMnxJjdmT0C/m4SPtqEOEle9t6/YPekGl92zn2Of/T3wqkqpKp4YMjGxAnxq2Z2wcyumNmamf3z062OOIs453Jm9ltm9g+89w3+Tb5OPCg+xO4eCX83CR9td8xskf597mibEJ863vs7R//fMLOv271p8vUfyjSO/r9xejUUZ5TjbEz+TzwQvPfr3vuB935oZv/OIAmSzYlPBedc3O69OP9H7/3XjjbL14kHyofZ3aPi7ybho+07ZnbJOXfeOZewewsGf+eU6yTOIM65rHMu/8Oymf2Mmb1p9+ztl452+yUz++3TqaE4wxxnY79jZn/7KLLaZ8ysTtIiIe6bsfVCP2/3fJ3ZPZv7Bedc0jl33u4Fhvizk66feLhxzjkz+/dm9n3v/b+gn+TrxAPjOLt7VPxd7LQr4L3vO+d+2cz+wMyiZvZV7/1bp1wtcTapmdnX7/V5i5nZf/Le/1fn3HfM7Dedc3/XzG6a2d88xTqKhxzn3H82s8+bWdU5d9vM/omZ/TP7cBv7PTP7ot1bHN00s79z4hUWDz3H2NznnXNX7J487YaZ/T0zM+/9W8653zSzt+1eJLYve+8Hp1Fv8VDzk2b2t8zsDefc60fb/rHJ14kHy3F294uPgr9z9yTHQgghhBBCCCEmkUmQRwohhBBCCCGEOAZ9tAkhhBBCCCHEBKOPNiGEEEIIIYSYYPTRJoQQQgghhBATjD7ahBBCCCGEEGKC0UebEEIIIYQQQkww+mgTQgghhBBCiAlGH21CCCGEEEIIMcH8XwLEfzf/kc9SAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light", + "tags": [] + }, + "output_type": "display_data" + } + ], + "source": [ + "model.eval()\n", + "sampled = model.sample(8).cpu().numpy()\n", + "plt.figure(figsize=(15,15))\n", + "plt.imshow(make_grid([torch.as_tensor(sample) for sample in sampled], nrow=4).permute(1,2,0)* 2 + 0.5)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "IBTvvMXpxMtY" + }, + "source": [ + "## (0.4 балла) Построить гистограмму лайклихудов для обученного в предыдущем пункте потока для данных CelebA (train), CelebA (test) и SVHN (OOD)\n", + "Замечание: из каждого датасета достаточно взять только некоторую долю объектов, достаточную для построения гистограммы " + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "lyy6O0iozOA6", + "outputId": "8ad39565-55bd-4239-c26e-8e5eaafabace" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using downloaded and verified file: ./svhn/test_32x32.mat\n" + ] + } + ], + "source": [ + "celeba_test = torchvision.datasets.CelebA('./celeba', target_type='attr', \n", + " transform=transforms, split=\"test\", download=False)\n", + "svhn = torchvision.datasets.SVHN('./svhn', split='test', transform=transforms, download=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "collapsed": true, + "id": "BRj5lv-cHwrs" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "from torch.utils.data import Subset\n", + "sample_size = 100\n", + "subset_idx = np.random.choice(min(len(celeba_test), len(svhn)), \n", + " size=sample_size, replace=False) \n", + "celeba_train_loader = torch.utils.data.DataLoader(Subset(celeba_train, subset_idx), 1, \n", + " shuffle=False, pin_memory=True, \n", + " num_workers=2)\n", + "celeba_test_loader = torch.utils.data.DataLoader(Subset(celeba_test, subset_idx), 1, \n", + " shuffle=False, pin_memory=True, \n", + " num_workers=2)\n", + "svhn_loader = torch.utils.data.DataLoader(Subset(svhn, subset_idx), 1, \n", + " shuffle=False, pin_memory=True, \n", + " num_workers=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "collapsed": true, + "id": "yQdXBa-VFDie" + }, + "outputs": [], + "source": [ + "def get_log_likelihood(log_p, logdet, image_size, n_bins):\n", + " return -calc_loss(log_p, logdet, image_size, n_bins)[0]\n", + "\n", + "def filter_threshold(log_likelihood, threshold=-10000):\n", + " print(np.sum(log_likelihood < threshold), \"outliers\")\n", + " return log_likelihood[log_likelihood > threshold]\n", + "\n", + "def get_ll(model, loader, sample_size):\n", + " n_bins = 2.0 ** config.n_bits\n", + " ll = np.zeros(sample_size)\n", + " model.eval()\n", + " for i, (image, label) in enumerate(tqdm(loader)):\n", + " real_image = image\n", + " image = image.to(device)\n", + " image = image * 255\n", + "\n", + " if config.n_bits < 8:\n", + " image = torch.floor(image / 2 ** (8 - config.n_bits))\n", + "\n", + " image = image / n_bins - 0.5\n", + " log_p, logdet, _ = model(image + torch.rand_like(image) / n_bins)\n", + " logdet = logdet.mean()\n", + " ll[i] = get_log_likelihood(log_p, logdet, config.img_size, n_bins)\n", + " ll = filter_threshold(ll)\n", + " return ll\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 215, + "referenced_widgets": [ + "c0845f5990174df080680ad5fc7db097", + "1e6d545354764aca8eac02d1806c5e7e", + "4463f743adf545cf89ad10f432aed4b6", + "bb08caff2a3f43949e283db6c995c03d", + "8ddaeb9c37334da5b43913eaaf1ef523", + "6a56b84e18fd4ff2bf16c45483931510", + "4c02993bbc0a433588cb67b99edaa9e5", + "9e1c80915f2b4cf3a91172a133793dc3", + "b6288a7cbedb420fa411146eff6ce9e4", + "428c64d3b72e402e8e43bb6b32443cf9", + "49e535f5478346da8528b50d13e90e00", + "61cd8fcd4ac94d89aa2030d06ebaee67", + "0170d851a0194bc8ab8cd5223848afc0", + "e2f8b72588244388adfcd2814ccea2e8", + "2d27fc99e24540aab78b616a8f4fe983", + "3a9fe2e9a61147ff9c388cab1731353c", + "6421895891c54e28a7658e7f56da893d", + "5a2e4421a204487eb592bf7e441cb74f", + "ab202427451840269f6cc06b2a4b4353", + "366201bc963b40788d7b41feaf758a86", + "ea795fa77c7e4d7395a619a86d5ce5f9", + "367a37bd595344888b3a8f6fde641da2", + "4716f7fa5c2045e98ed2a655ed92acd6", + "d75a23090afb473c896ae31357ee1ca6" + ] + }, + "id": "cmUbqYhiF4_g", + "outputId": "1c8d5430-08ea-4cfa-cc79-309e3ce9d6a9" + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "c0845f5990174df080680ad5fc7db097", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" + ] + }, + "metadata": { + "tags": [] + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "0 outliers\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "b6288a7cbedb420fa411146eff6ce9e4", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" + ] + }, + "metadata": { + "tags": [] + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "0 outliers\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "6421895891c54e28a7658e7f56da893d", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0), HTML(value='')))" + ] + }, + "metadata": { + "tags": [] + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "0 outliers\n" + ] + } + ], + "source": [ + "import warnings\n", + "warnings.filterwarnings(\"ignore\")\n", + "\n", + "celeba_train_ll = get_ll(model, celeba_train_loader, sample_size)\n", + "celeba_test_ll = get_ll(model, celeba_test_loader, sample_size)\n", + "svhn_ll = get_ll(model, svhn_loader, sample_size)" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 265 + }, + "id": "u3D60eWS-i8U", + "outputId": "f2c78add-ad57-419e-dba3-5f51ed58378b" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + }, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sns\n", + "sns.set_style('whitegrid')\n", + "sns.distplot(celeba_train_ll, label=\"Celeba Train\")\n", + "sns.distplot(celeba_test_ll, label=\"Celeba Test\")\n", + "sns.distplot(svhn_ll, label=\"SVHN OOD\")\n", + "plt.xlim(-2, -0.5)\n", + "plt.legend(fontsize=16);" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "2w-wMYK0Etdn" + }, + "source": [ + "Как показано в статье, норм потоки выучивают правдоподобие на основе структуры изображений (скоррелированности пикселей), а не на основе контента изображений. Поэтому изображания из другого датасета не кажутся модели OOD, а так как они более гладкие (менее структурированные, фон однородный), чем celeba, то кажутся даже более правдоподобными." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "SsHjF_tyxMtZ" + }, + "source": [ + "## (0.3 балла) Сравнить картинки из OOD (SVHN) с наибольшим предсказанным лайклихудом с картинками обучающего датасета (CelebA) с наименьшим лайклихудом. Что можно сказать об этих картинках? Почему лайклихуд первых может быть выше?" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": { + "collapsed": true, + "id": "eSr6vbsZxMtZ" + }, + "outputs": [], + "source": [ + "k = 8\n", + "highest_ood = subset_idx[np.argsort(svhn_ll)[-k:]]\n", + "lowest_id = subset_idx[np.argsort(celeba_train_ll)[:k]]" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "metadata": { + "collapsed": true, + "id": "TqsquNFFLvpW" + }, + "outputs": [], + "source": [ + "sns.reset_orig()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "0Lk4EDz6PSHi" + }, + "source": [ + "## Высокое правдоподобие" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "InsmQVnNLUN5", + "outputId": "f2b26ecb-2ec4-4fdf-edf9-b462dd3292c7" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light", + "tags": [] + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(15,15))\n", + "plt.imshow(make_grid([svhn[i][0] for i in highest_ood], nrow=4).permute(1,2,0)) #* 0.5 + 0.5)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "7981_EHKL40I", + "outputId": "6ef3cb45-696c-4653-c59d-1c1871fb0d37" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light", + "tags": [] + }, + "output_type": "display_data" + } + ], + "source": [ + "highest_id = subset_idx[np.argsort(celeba_train_ll)[-k:]]\n", + "plt.figure(figsize=(15,15))\n", + "plt.imshow(make_grid([celeba_train[i][0] for i in highest_id], nrow=4).permute(1,2,0))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "SHMKnkhVMAfL", + "outputId": "7b7b9d7e-f2ad-4e46-86f3-7a6ad95f83cd" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light", + "tags": [] + }, + "output_type": "display_data" + } + ], + "source": [ + "highest_id = subset_idx[np.argsort(celeba_test_ll)[-k:]]\n", + "plt.figure(figsize=(15,15))\n", + "plt.imshow(make_grid([celeba_test[i][0] for i in highest_id], nrow=4).permute(1,2,0))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "lhoiWGxsPaPQ" + }, + "source": [ + "## Низкое правдоподобие" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "JJPAEj6TLOaG", + "outputId": "682bb1d0-0f4c-4daa-cadf-8748795cf7a2" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light", + "tags": [] + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(15,15))\n", + "plt.imshow(make_grid([celeba_train[i][0] for i in lowest_id], nrow=4).permute(1,2,0))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "W_1meMQhN7yU", + "outputId": "bcff20c0-1a8c-4b06-b868-3878b4871eef" + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light", + "tags": [] + }, + "output_type": "display_data" + } + ], + "source": [ + "lowest_ood = subset_idx[np.argsort(svhn_ll)[:k]]\n", + "plt.figure(figsize=(15,15))\n", + "plt.imshow(make_grid([svhn[i][0] for i in lowest_ood], nrow=4).permute(1,2,0))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "8xRFiCg7PdQu" + }, + "source": [ + "Можно заметить, что модель считает более правдоподобными однотонные светлые или темные изображения. Молее контрастные изображения, она относит как менее правдоподобным. Это связано как раз с тем, что модель опирается на корреляцию соседних пикселей для вычисления правдоподобия. " + ] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "collapsed_sections": [], + "name": "hw4.ipynb", + "provenance": [], + "toc_visible": true + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.12" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "0170d851a0194bc8ab8cd5223848afc0": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "initial" + } + }, + "0afedfa71f344208a9098ec64b12bbaf": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "105ff93eccd64ba98230672be832d0af": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "1e6d545354764aca8eac02d1806c5e7e": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "2d27fc99e24540aab78b616a8f4fe983": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "366201bc963b40788d7b41feaf758a86": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_d75a23090afb473c896ae31357ee1ca6", + "placeholder": "​", + "style": "IPY_MODEL_4716f7fa5c2045e98ed2a655ed92acd6", + "value": " 100/100 [00:13<00:00, 7.26it/s]" + } + }, + "367a37bd595344888b3a8f6fde641da2": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "3a9fe2e9a61147ff9c388cab1731353c": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "428c64d3b72e402e8e43bb6b32443cf9": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "4463f743adf545cf89ad10f432aed4b6": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "100%", + "description_tooltip": null, + "layout": "IPY_MODEL_6a56b84e18fd4ff2bf16c45483931510", + "max": 100, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_8ddaeb9c37334da5b43913eaaf1ef523", + "value": 100 + } + }, + "4716f7fa5c2045e98ed2a655ed92acd6": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "49e535f5478346da8528b50d13e90e00": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "100%", + "description_tooltip": null, + "layout": "IPY_MODEL_e2f8b72588244388adfcd2814ccea2e8", + "max": 100, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_0170d851a0194bc8ab8cd5223848afc0", + "value": 100 + } + }, + "4b8be7a4d2de45eb948da2fd68263e78": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "initial" + } + }, + "4c02993bbc0a433588cb67b99edaa9e5": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "5a2e4421a204487eb592bf7e441cb74f": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "61cd8fcd4ac94d89aa2030d06ebaee67": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_3a9fe2e9a61147ff9c388cab1731353c", + "placeholder": "​", + "style": "IPY_MODEL_2d27fc99e24540aab78b616a8f4fe983", + "value": " 100/100 [00:06<00:00, 15.19it/s]" + } + }, + "6421895891c54e28a7658e7f56da893d": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_ab202427451840269f6cc06b2a4b4353", + "IPY_MODEL_366201bc963b40788d7b41feaf758a86" + ], + "layout": "IPY_MODEL_5a2e4421a204487eb592bf7e441cb74f" + } + }, + "6a56b84e18fd4ff2bf16c45483931510": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "7b67c349874847238b043a33d078bd32": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_cbc427b98d2844ad881b1da2b15cd643", + "placeholder": "​", + "style": "IPY_MODEL_8fff913c883f4cfaa752fe631ba7cc0e", + "value": " 104M/104M [00:06<00:00, 16.9MB/s]" + } + }, + "8ddaeb9c37334da5b43913eaaf1ef523": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "initial" + } + }, + "8fff913c883f4cfaa752fe631ba7cc0e": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "9e1c80915f2b4cf3a91172a133793dc3": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "ab202427451840269f6cc06b2a4b4353": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "100%", + "description_tooltip": null, + "layout": "IPY_MODEL_367a37bd595344888b3a8f6fde641da2", + "max": 100, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_ea795fa77c7e4d7395a619a86d5ce5f9", + "value": 100 + } + }, + "b6288a7cbedb420fa411146eff6ce9e4": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_49e535f5478346da8528b50d13e90e00", + "IPY_MODEL_61cd8fcd4ac94d89aa2030d06ebaee67" + ], + "layout": "IPY_MODEL_428c64d3b72e402e8e43bb6b32443cf9" + } + }, + "bb08caff2a3f43949e283db6c995c03d": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_9e1c80915f2b4cf3a91172a133793dc3", + "placeholder": "​", + "style": "IPY_MODEL_4c02993bbc0a433588cb67b99edaa9e5", + "value": " 100/100 [00:24<00:00, 4.07it/s]" + } + }, + "c0845f5990174df080680ad5fc7db097": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_4463f743adf545cf89ad10f432aed4b6", + "IPY_MODEL_bb08caff2a3f43949e283db6c995c03d" + ], + "layout": "IPY_MODEL_1e6d545354764aca8eac02d1806c5e7e" + } + }, + "c194ad6e526445ea8e372f0ccca39460": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "100%", + "description_tooltip": null, + "layout": "IPY_MODEL_105ff93eccd64ba98230672be832d0af", + "max": 108857766, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_4b8be7a4d2de45eb948da2fd68263e78", + "value": 108857766 + } + }, + "cbc427b98d2844ad881b1da2b15cd643": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "d75a23090afb473c896ae31357ee1ca6": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "e2f8b72588244388adfcd2814ccea2e8": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "ea795fa77c7e4d7395a619a86d5ce5f9": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "initial" + } + }, + "ecc100b095654a38b58bc519823b82ad": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_c194ad6e526445ea8e372f0ccca39460", + "IPY_MODEL_7b67c349874847238b043a33d078bd32" + ], + "layout": "IPY_MODEL_0afedfa71f344208a9098ec64b12bbaf" + } + } + } + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/homework/4-Glow/utils.py b/homework/4-Glow/utils.py new file mode 100644 index 0000000..973d8ff --- /dev/null +++ b/homework/4-Glow/utils.py @@ -0,0 +1,56 @@ +import wandb +import random +import os +import numpy as np +import torch + + +@torch.no_grad() +def log_images(model, epoch, dataloader, device, model_type='VAE', mode='reconstruct'): + model.eval() + image, label = next(iter(dataloader)) + b_sz = image.size(0) + real_image = (image + 1) / 2 + real_image = real_image.numpy() + image = image.to(device) + if model_type == 'VAE': + fake_image, _, _ = model(image) + elif model_type == 'Glow': + log_p, logdet, z_out = model(image) + fake_image = model.reverse(z_out, reconstruct=True) + fake_image = fake_image.cpu().numpy() + fake_image = (fake_image + 1) / 2 + + sampled_image = model.sample(b_sz) + sampled_image = sampled_image.cpu().numpy() + sampled_image = (sampled_image + 1) / 2 + wandb.log({'epoch': epoch, + 'real images': [ + wandb.Image(real_image[i].transpose(1, 2, 0), + caption=f"real, epoch: {epoch}") + for i in range(b_sz)], + 'fake images': [ + wandb.Image(fake_image[i].transpose(1, 2, 0), + caption=f"fake, epoch: {epoch}") + for i in range(b_sz)], + 'sampled images': [ + wandb.Image(sampled_image[i].transpose(1, 2, 0), + caption=f"sampled, epoch: {epoch}") + for i in range(b_sz)]}) + model.train() + + +def seed_all(seed=1): + """ + fixes seeds everywhere + :param seed: random seed + """ + random.seed(seed) + os.environ['PYTHONHASHSEED'] = str(seed) + np.random.seed(seed) + torch.manual_seed(seed) + torch.cuda.manual_seed(seed) + torch.backends.cudnn.deterministic = True + n_gpu = torch.cuda.device_count() + if n_gpu > 0: + torch.cuda.manual_seed_all(seed) \ No newline at end of file diff --git a/homework/PixelCNN-homework.ipynb b/homework/PixelCNN-homework.ipynb deleted file mode 100755 index baa11c6..0000000 --- a/homework/PixelCNN-homework.ipynb +++ /dev/null @@ -1,464 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# collab:\n", - "# !pip3 install torch==1.2.0+cu92 torchvision==0.4.0+cu92 -f https://download.pytorch.org/whl/torch_stable.html\n", - "\n", - "# Частично идея/текст этого семинара взята с седьмого семинара про авторегрессионным моделям на курсе дл у Осокина" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Домашнее задание\n", - "\n", - "В этой домашней работе вам будет необходимо написать не PixelCNN, а [Gated PixelCNN](https://arxiv.org/pdf/1606.05328.pdf)\n", - "\n", - "Главные изменения:\n", - "\n", - "1. Gated CNN\n", - "2. Blind spots\n", - "3. Skip connections\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Gated CNN\n", - "\n", - "Авторы утверждают что в качестве генерации PixelRNN побеждает PixelCNN в том числе и из за того что там есть \"multiplicative units\"(LSTM gates), которые помогают получать более сложные зависимости. \n", - "\n", - "$$y = \\tanh(conv_1(x)) * \\sigma(conv_2(x))$$\n", - "\n", - "Здесь вам нужно переписать свою модель так, чтобы вместо ваших ReLU были вот такие Gated CNN юниты. \n", - "\n", - "_Подсказка: их можно описать как:_\n", - "1. conv -> сплит по каналам -> tanh * sigma\n", - "2. conv1 -> tanh, conv2 -> sigma, tanh * sigma\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Blind Spot\n", - "\n", - "Еще раз напомню, что наша маска выглядит как-то вот так: ![image.png](http://sergeiturukin.com/assets/2017-02-23-132528_231x241_scrot.png)\n", - "\n", - "Авторы стать заметили, что с использованием такой маски, слой $L$ будет получать \"неполную\" информацию со слоя $L-1$\n", - "\n", - "![image.png](http://sergeiturukin.com/assets/b7OpGQ.gif)\n", - "\n", - "То есть когда мы генерируем центральный пиксель, мы не используем крайние правые пиксели. Чем глубже сеть, тем сильнее это выражается\n", - "\n", - "![image.png](http://sergeiturukin.com/assets/blind_spot_missing.png)\n", - "\n", - "Решение - разбить операцию свертки на две ![image](http://sergeiturukin.com/assets/2017-02-23-133739_307x163_scrot.png)\n", - "\n", - "Подробнее про это вы можете прочитать вот [тут](http://sergeiturukin.com/2017/02/24/gated-pixelcnn.html)" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"0\"\n", - "\n", - "from tqdm import tqdm_notebook as tqdm\n", - "\n", - "import torch\n", - "import torch.nn as nn\n", - "import torchvision.transforms as transforms\n", - "import torchvision\n", - "from torchvision import datasets\n", - "\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "\n", - "from IPython.display import clear_output\n", - "\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Код снизу:\n", - "1. Клонит репозиторий с кодом для обработки постеров\n", - "2. Скачивает 40к постеров\n", - "3. Откладывает 100 постеров в валидационную папочку" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "# !git clone https://github.com/benckx/dnn-movie-posters.git\n", - "# !cd dnn-movie-posters && python3 ./get_data.py -download\n", - "\n", - "data_path = \"./dnn-movie-posters/data/images/\"\n", - "val_data_path = './dnn-movie-posters/data/val/'\n", - "\n", - "# val_files = os.listdir(data_path + '100/')[-100:]\n", - "# os.makedirs(val_data_path, exist_ok=True)\n", - "# os.makedirs(val_data_path + '100/', exist_ok=True)\n", - "# for file in val_files:\n", - "# os.rename(data_path + '100/' + file, val_data_path + '100/'+ file)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "batch_size = 32\n", - "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n", - "num_buckets = 10\n", - "\n", - "original_shape = [268, 182]\n", - "resize_n = 3\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "def bucketize(x):\n", - " # YOUR CODE\n", - " return x" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "poster_transforms = transforms.Compose([ \n", - " # YOUR CODE\n", - " transforms.ToTensor(), # PIL Image -> Tensor\n", - " transforms.Lambda(lambda x: bucketize(x)),\n", - "])\n" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "data_path = \"./dnn-movie-posters/data/images/\"\n", - "val_data_path = './dnn-movie-posters/data/val/'\n", - "\n", - "\n", - "train_dataset = datasets.ImageFolder(data_path, transform=poster_transforms)\n", - "train_loader = torch.utils.data.DataLoader(dataset=train_dataset,\n", - " batch_size=batch_size,\n", - " shuffle=True,\n", - " drop_last=True)\n", - "\n", - "val_dataset = datasets.ImageFolder(val_data_path, transform=poster_transforms)\n", - "val_loader = torch.utils.data.DataLoader(val_dataset,\n", - " batch_size=batch_size,\n", - " shuffle=True,\n", - " drop_last=True)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "torch.Size([32, 1, 89, 60])" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "image, _ = next(iter(train_loader))\n", - "image.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "def plot_image(image, cmap=None):\n", - " plt.figure(figsize=(10, 10))\n", - " plt.imshow(image.detach().cpu().permute(1, 2, 0).squeeze(), cmap=cmap)\n", - " plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_image(image[0], cmap='gray')" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "def make_mask(include_center, height, width):\n", - " mask = torch.ones(height, width).long()\n", - " # YOUR CODE\n", - " return mask" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "class MaskedCNN(nn.Conv2d):\n", - " def __init__(self, include_center, *args, **kwargs):\n", - " super(MaskedCNN, self).__init__(*args, **kwargs)\n", - " self.include_center = include_center\n", - " self.register_buffer('mask', self.weight.data.clone())\n", - "\n", - " _, depth, height, width = self.weight.size()\n", - " self.mask.fill_(1)\n", - " self.mask[:,:] = make_mask(self.include_center, height, width)\n", - "\n", - " def forward(self, x):\n", - " self.weight.data*=self.mask\n", - " return super(MaskedCNN, self).forward(x)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "class PixelCNN(nn.Module):\n", - " def __init__(self, input_channels=1, num_pixels=10):\n", - " super(PixelCNN,self).__init__()\n", - " self.layers = nn.Sequential(\n", - " # YOUR CODE\n", - " )\n", - " def forward(self, x):\n", - " x = x.float()\n", - " x = self.layers(x)\n", - " return x\n", - " \n", - " def generate_samples(self, starting_image, starting_point=(0, 0)):\n", - " self.eval()\n", - " # YOUR CODE\n", - " # hint, use torch.multinomial\n", - " return filled_image\n" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "def plot_losses(losses):\n", - " plt.figure(figsize=(10, 4))\n", - " plt.plot(losses)\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "model = PixelCNN().to(device)\n", - "optimizer = torch.optim.Adam(model.parameters())\n", - "criterion = nn.CrossEntropyLoss()" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "torch.Size([32, 10, 134, 91])" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "logits = model(image.to(device))\n", - "logits.shape" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "losses = []\n", - "starting_x, starting_y = 10, 10\n", - "\n", - "for i in range(50):\n", - " model.train()\n", - " for ind, (image, _) in tqdm(enumerate(train_loader), total=len(train_loader), leave=False):\n", - " optimizer.zero_grad()\n", - " image = image.to(device)\n", - " logits = model(image)\n", - " loss = criterion(logits,\n", - " image.long().squeeze())\n", - " loss.backward()\n", - " losses.append(loss.item())\n", - " optimizer.step()\n", - " clear_output()\n", - " model.eval()\n", - " image, _ = next(iter(val_loader))\n", - " starting_image = image.clone()\n", - " starting_image[:, :, starting_x:, starting_y:] = 0\n", - " sample = model.generate_samples(starting_image[:2].to(device), (starting_x, starting_y))\n", - " plot_image(sample[0])\n", - " plot_losses(losses)\n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:25: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument.\n" - ] - } - ], - "source": [ - "model.eval()\n", - "starting_image = image[:8].clone()\n", - "starting_image[:, :, 30:, 30:] = 0\n", - "sample = model.generate_samples(starting_image.to(device), starting_point=(30, 30))" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "for i in sample:\n", - " plot_image(i, cmap='gray')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Баллы за домашку будут выдаваться за:\n", - "1. Реализацию Gated CNN\n", - "2. Реализацию маски без blind spot\n", - "3. Хорошие сгенерированные постеры\n", - "4. Сравнение PixelCNN с PixelCNN + улучшения\n", - "\n", - "Дополнительно много баллов дадим если вы напишете PixelCNN++ и получите хорошие результаты на постерах\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Продолжение такой идеи называется PixelCNN++\n", - "\n", - "очень понятно описано вот тут:\n", - "\n", - "https://github.com/Rayhane-mamah/Tacotron-2/issues/155" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.9" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/homework/VAE_homework.ipynb b/homework/VAE_homework.ipynb deleted file mode 100644 index 8294b99..0000000 --- a/homework/VAE_homework.ipynb +++ /dev/null @@ -1,453 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "NgsHTrXYDCF8" - }, - "source": [ - "\"Open" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 627 - }, - "colab_type": "code", - "id": "1OO8tUjsDCGA", - "outputId": "0b0f9937-1e8c-4579-8039-d08f811620ef" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Collecting comet-ml\n", - "\u001b[?25l Downloading https://files.pythonhosted.org/packages/33/6c/cbd8947d666d3ea1e3b636cb80c789ce42bf9ea4735054b3efd9ef619a75/comet_ml-3.1.0-py2.py3-none-any.whl (178kB)\n", - "\u001b[K |████████████████████████████████| 184kB 3.4MB/s \n", - "\u001b[?25hRequirement already satisfied: requests>=2.18.4 in /usr/local/lib/python3.6/dist-packages (from comet-ml) (2.21.0)\n", - "Collecting websocket-client>=0.55.0\n", - "\u001b[?25l Downloading https://files.pythonhosted.org/packages/4c/5f/f61b420143ed1c8dc69f9eaec5ff1ac36109d52c80de49d66e0c36c3dfdf/websocket_client-0.57.0-py2.py3-none-any.whl (200kB)\n", - "\u001b[K |████████████████████████████████| 204kB 34.9MB/s \n", - "\u001b[?25hRequirement already satisfied: nvidia-ml-py3>=7.352.0 in /usr/local/lib/python3.6/dist-packages (from comet-ml) (7.352.0)\n", - "Collecting everett[ini]>=1.0.1; python_version >= \"3.0\"\n", - " Downloading https://files.pythonhosted.org/packages/12/34/de70a3d913411e40ce84966f085b5da0c6df741e28c86721114dd290aaa0/everett-1.0.2-py2.py3-none-any.whl\n", - "Requirement already satisfied: jsonschema<3.1.0,>=2.6.0 in /usr/local/lib/python3.6/dist-packages (from comet-ml) (2.6.0)\n", - "Collecting netifaces>=0.10.7\n", - " Downloading https://files.pythonhosted.org/packages/0c/9b/c4c7eb09189548d45939a3d3a6b3d53979c67d124459b27a094c365c347f/netifaces-0.10.9-cp36-cp36m-manylinux1_x86_64.whl\n", - "Collecting comet-git-pure>=0.19.11\n", - "\u001b[?25l Downloading https://files.pythonhosted.org/packages/56/2b/c1ca11a237e3fcbe0c1ea53134901f30f3aa657e5ea141dccaae0f46df0e/comet_git_pure-0.19.15-py3-none-any.whl (401kB)\n", - "\u001b[K |████████████████████████████████| 409kB 62.5MB/s \n", - "\u001b[?25hCollecting wurlitzer>=1.0.2\n", - " Downloading https://files.pythonhosted.org/packages/24/5e/f3bd8443bfdf96d2f5d10097d301076a9eb55637b7864e52d2d1a4d8c72a/wurlitzer-2.0.0-py2.py3-none-any.whl\n", - "Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from comet-ml) (1.12.0)\n", - "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests>=2.18.4->comet-ml) (3.0.4)\n", - "Requirement already satisfied: idna<2.9,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests>=2.18.4->comet-ml) (2.8)\n", - "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests>=2.18.4->comet-ml) (2019.11.28)\n", - "Requirement already satisfied: urllib3<1.25,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests>=2.18.4->comet-ml) (1.24.3)\n", - "Collecting configobj; extra == \"ini\"\n", - " Downloading https://files.pythonhosted.org/packages/64/61/079eb60459c44929e684fa7d9e2fdca403f67d64dd9dbac27296be2e0fab/configobj-5.0.6.tar.gz\n", - "Building wheels for collected packages: configobj\n", - " Building wheel for configobj (setup.py) ... \u001b[?25l\u001b[?25hdone\n", - " Created wheel for configobj: filename=configobj-5.0.6-cp36-none-any.whl size=34546 sha256=a16b8b70bc3c939a11efa7380eaca02b49c7b6ba5e97f6407eb29eb5023e72cf\n", - " Stored in directory: /root/.cache/pip/wheels/f1/e4/16/4981ca97c2d65106b49861e0b35e2660695be7219a2d351ee0\n", - "Successfully built configobj\n", - "Installing collected packages: websocket-client, configobj, everett, netifaces, comet-git-pure, wurlitzer, comet-ml\n", - "Successfully installed comet-git-pure-0.19.15 comet-ml-3.1.0 configobj-5.0.6 everett-1.0.2 netifaces-0.10.9 websocket-client-0.57.0 wurlitzer-2.0.0\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "COMET INFO: Experiment is live on comet.ml https://www.comet.ml/holybayes/hse-vae-hometask/6f0114f190774711b471cece7dd8896d\n", - "\n" - ] - } - ], - "source": [ - "!pip install comet-ml\n", - "# import comet_ml in the top of your file\n", - "from comet_ml import Experiment\n", - " \n", - "# Add the following code anywhere in your machine learning file\n", - "experiment = Experiment(api_key=\"lODeHEtCf7XLaV6DJrOfugNcA\",\n", - " project_name=\"hse-vae-hometask\", workspace=\"holybayes\")\n", - "\n", - "import torch\n", - "import torch.utils.data\n", - "from torch import nn, optim\n", - "from torch.nn import functional as F\n", - "from torchvision import datasets, transforms\n", - "from torchvision.utils import save_image\n", - "from torchvision.utils import make_grid\n", - "\n", - "\n", - "seed=1\n", - "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "zNWAqXSFH8d0" - }, - "source": [ - "# Cats vs. Dogs\n", - "![](https://upload.wikimedia.org/wikipedia/ru/5/57/CatDog.GIF)\n", - "Задача домашки - научиться генерить собак, кошек ~~и котопсов~~ с помощью Conditional VAE" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 35 - }, - "colab_type": "code", - "id": "ZtCiFMv-DCGI", - "outputId": "a023919a-1af1-40a1-c020-8be654dadf47" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "/bin/bash: user: No such file or directory\n" - ] - } - ], - "source": [ - "# загрузим данные. Не забудьте принять правила соревнования! https://www.kaggle.com/c/dogs-vs-cats/rules\n", - "# !pip install --upgrade --force-reinstall --no-deps kaggle\n", - "!KAGGLE_USERNAME= KAGGLE_KEY= kaggle competitions download -c dogs-vs-cats" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "5IMxF5dUDCGO" - }, - "source": [ - "# Dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 121 - }, - "colab_type": "code", - "id": "7f0duH1vDCGQ", - "outputId": "b8622583-cf20-46f4-b43d-6d4911c97247" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Archive: dogs-vs-cats.zip\n", - "replace sampleSubmission.csv? [y]es, [n]o, [A]ll, [N]one, [r]ename: A\n", - " inflating: sampleSubmission.csv \n", - " inflating: test1.zip \n", - " inflating: train.zip \n", - "replace train/cat.0.jpg? [y]es, [n]o, [A]ll, [N]one, [r]ename: A\n" - ] - } - ], - "source": [ - "!unzip dogs-vs-cats.zip\n", - "!unzip train.zip > /dev/null" - ] - }, - { - "cell_type": "code", - "execution_count": 0, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "566bSxC2PeHU" - }, - "outputs": [], - "source": [ - "from torch.utils.data import Dataset\n", - "import os\n", - "from skimage import io\n", - "import random\n", - "import numpy as np\n", - "\n", - "n_classes = 2\n", - "\n", - "class CatsVsDogsDataset(Dataset):\n", - " def __init__(self, root_dir, transform=None, soft_labels=0):\n", - " self.root_dir = root_dir\n", - " self.transform = transform\n", - " self.images = os.listdir(self.root_dir)\n", - " self.soft_labels = soft_labels # soft labeling\n", - "\n", - " def __len__(self):\n", - " return len(self.images) # число картинок в директории\n", - "\n", - " def __getitem__(self, idx):\n", - " ??? # your code here\n", - "# tips: \n", - "# 1. use one-hot encoded labels. Soft one-hot encoding means one-hot labels like [0.3, 0.7]. Parameter self.soft_labels defines maximum relaxation of labels (0.0 means hard one-hot encoding)\n", - "# 2. use skimage.io to read the images \n", - " sample = {'image': image, 'label': label_onehot, 'filename': img_name}\n", - " if self.transform:\n", - " sample['image'] = self.transform(sample['image'])\n", - " return sample" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 285 - }, - "colab_type": "code", - "id": "En6wq57gTr1K", - "outputId": "35c06704-6b3b-4d6b-ec77-61e613f7d62a" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": { - "tags": [] - }, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPsAAAD7CAYAAACscuKmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nA+lweDLdN53hAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "tags": [] - }, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "import matplotlib.pyplot as plt\n", - "import torchvision\n", - "from torch.utils.data import DataLoader\n", - "img_size = 64\n", - "transforms = ??? # define all transforms here\n", - "dataset = CatsVsDogsDataset('train/', transforms)\n", - "\n", - "batch_size=64\n", - "kwargs = {'num_workers': 1, 'pin_memory': True} if torch.cuda.is_available() else {}\n", - "dataloader = DataLoader(dataset, shuffle=True, batch_size=batch_size, **kwargs)\n", - "\n", - "plt.imshow(dataset[0]['image'].permute([1,2,0]))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "hLmvXFWNDCGW" - }, - "source": [ - "## VAE model" - ] - }, - { - "cell_type": "code", - "execution_count": 0, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "sycYyNc0DCGX" - }, - "outputs": [], - "source": [ - "class VAE(nn.Module):\n", - " def __init__(self):\n", - " super(VAE, self).__init__()\n", - "\n", - " # Encoder\n", - " ??? # write your code here\n", - " \n", - " # Decoder\n", - " ??? # write your code here\n", - " \n", - "\n", - " def encode(self, x, label):\n", - " x = x.view(-1,3*img_size**2)\n", - " x = torch.cat([x, label], 1)\n", - " ??? # write your code here\n", - " return mu, sigma\n", - "\n", - " def reparameterize(self, mu, logvar):\n", - " ??? # write your code here\n", - " \n", - "\n", - " def decode(self, z, label):\n", - " z = torch.cat([z,label], 1)\n", - " ??? # write your code here\n", - " \n", - "\n", - " def forward(self, x, label):\n", - " mu, logvar = self.encode(x, label)\n", - " z = self.reparameterize(mu, logvar)\n", - " return self.decode(z, label), mu, logvar\n", - " \n", - " def sample(self, size, label=None):\n", - " if label is None: ??? # write your code here\n", - " sample = torch.randn(size, 20).to(self.device)\n", - " return model.decode(sample, label)\n", - " \n", - " @property\n", - " def device(self): return next(self.parameters()).device\n", - "\n", - "\n", - "model = VAE().to(device)\n", - "optimizer = optim.Adam(model.parameters(), lr=1e-3)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "7HWerssLDCGc" - }, - "source": [ - "## Train VAE" - ] - }, - { - "cell_type": "code", - "execution_count": 0, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 139 - }, - "colab_type": "code", - "id": "hL0g9t-MDCGe", - "outputId": "44a11ede-e783-4503-d8a3-dfbdd8f3733c" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "====> Epoch: 1 Average loss: 463.9490\n", - "====> Epoch: 2 Average loss: 318.4449\n", - "====> Epoch: 3 Average loss: 301.9435\n", - "====> Epoch: 4 Average loss: 294.0609\n", - "====> Epoch: 5 Average loss: 289.0439\n", - "====> Epoch: 6 Average loss: 286.6501\n", - "====> Epoch: 7 Average loss: 285.0399\n" - ] - } - ], - "source": [ - "def loss_function(recon_x, x, mu, logvar):\n", - " ??? # write your code here\n", - "# tip: loss function is the same as in VAE\n", - "\n", - "\n", - "log_interval=10\n", - "epochs=10\n", - "\n", - "def train(epoch):\n", - " ??? # write your code here\n", - "\n", - "for epoch in range(1, epochs + 1):\n", - " train(epoch)\n", - " with torch.no_grad():\n", - " sample = model.sample(64).cpu()\n", - " log_img = make_grid(sample.view(-1,3,img_size,img_size)).permute((1,2,0))\n", - " experiment.log_image(log_img,name='vae/sample',step=epoch)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Баллы\n", - "* Правильно написанный датасет - 1 балл\n", - "* Правильно реализованная модель VAE - 2 балла\n", - "* Написан код для обучения, модель чему-то обучается - 2 балла\n", - "* ВАЕ семплит адекватные картинки - 2 балла\n", - "* Проверено, насколько софт-лейблинг докидывает или не докидывает к качеству модели - 2 балла\n", - "* Получился котопёс - 1 балл" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "ytWbxjrbDCGn" - }, - "source": [ - "# Links\n", - "\n", - "[C-VAE](https://wiseodd.github.io/techblog/2016/12/17/conditional-vae/)" - ] - }, - { - "cell_type": "code", - "execution_count": 0, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "pvGFUwdMDCGo" - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "accelerator": "GPU", - "colab": { - "collapsed_sections": [], - "name": "VAE-homework.ipynb", - "provenance": [] - }, - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.10" - } - }, - "nbformat": 4, - "nbformat_minor": 1 -} diff --git a/homework/WGAN_homework.ipynb b/homework/WGAN_homework.ipynb deleted file mode 100644 index 1065081..0000000 --- a/homework/WGAN_homework.ipynb +++ /dev/null @@ -1,749 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "os.environ[\"CUDA_VISIBLE_DEVICES\"]='1'\n", - "\n", - "\n", - "# %pip install comet_ml\n", - "from comet_ml import Experiment" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### This notebook:\n", - "###### 1. Super-quick intro into BaBar DIRC subdetector\n", - "###### 2. You create a WGAP-GP GAN\n", - "\n", - "###### BaBar DIRC:\n", - "![image](https://www.slac.stanford.edu/BFROOT/www/Detector/DIRC/Gifs/NewDirc.gif)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Detection of Internally Reflected Cherenkov light - a particle identification detector in other words.\n", - "We will only generate high-level observables (particle delta log-likelihoods (DLL)) that are obtained after the reconstruction.\n", - "\n", - "We want the generation to be conditional on full kinematics of event: energy, pseudorapidity and the distance between the particle track and DIRC bar side of signal particle. For the data-driven GAN this is just 11-D tabular data.\n", - "\n", - "Data was generated with FastDIRC modified to simulate two particle-events." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Эта тетрадка сделана так, чтобы быть и семинарской тетрадкой и домашкой.\n", - "\n", - "### Задача\n", - "A couple of years ago this would have been a paper in a good journal, now should be doable in 20-60 minutes*:\n", - "* after Denis Derkach formulated the problem and ёж did all the dirty work of getting training data\n", - "\n", - "Задача в общем виде выглядит как:\n", - "\n", - "Create a conditional **GAN NAME** to generate Y given X\n", - "\n", - "\n", - "### Задачи:\n", - "\n", - "1. JS-GAN, 1.5 балла\n", - "1. [Least Squares GAN](https://arxiv.org/abs/1611.04076), 1 балл\n", - "2. WGAN, 1.5 балла\n", - "3. WGAN-GP, 2 балла\n", - "4. VAE, 1.5 балла\n", - "5. Написать метрику с классфикатором, 2 балла\n", - "6. Написать обьяснения, 0.5 балла\n", - "7. Напишите любой достаточно сложный ган (например [отсюда](https://towardsdatascience.com/gan-objective-functions-gans-and-their-variations-ad77340bce3c)), получите до 5 бонусных баллов" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Данные\n", - "\n", - "Сюда можно не смотреть" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import requests\n", - "import re\n", - "\n", - "URL_RE = r\"http[s]?://(?:[a-zA-Z]|[0-9]|[$-_@.&+]|[!*\\(\\), ]|(?:%[0-9a-fA-F][0-9a-fA-F]))+\"\n", - "url_scrabber = re.compile(r'\\s*' + URL_RE + ')\" '\n", - " 'id=\"downloadURL\">')\n", - "\n", - "def get_cernbox_direct_link(url):\n", - " guard_page = requests.get(url)\n", - " for line in guard_page.text.split('\\n'):\n", - " match = url_scrabber.match(line)\n", - " if match:\n", - " return match.group('download_url')\n", - " raise RuntimeError(\"downloadURL not found. Most likely case is a change in CERNBox\")\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "File `./kaons.hdf' already there; not retrieving.\n" - ] - } - ], - "source": [ - "data_url = get_cernbox_direct_link(\"https://cernbox.cern.ch/index.php/s/hWCh4umYQ0KShjW\")\n", - "DATA_FILE_NAME = './kaons.hdf'\n", - "!wget \"$data_url\" -O \"$DATA_FILE_NAME\" -nc\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "\n", - "import matplotlib.pyplot as plt\n", - "from IPython.display import clear_output\n", - "import numpy as np\n", - "import pandas as pd\n", - "from scipy.stats import ks_2samp\n", - "from sklearn.model_selection import train_test_split\n", - "import torch\n", - "import torch.nn as nn\n", - "import torch.nn.functional as F\n", - "import torch.utils.data\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
dll_electrondll_kaondll_muondll_protondll_btparticle_one_energyparticle_two_energyparticle_one_etaparticle_two_etaparticle_one_xparticle_two_x
48609366-0.2127082.3144530.404724-8.901489-395.6254275.7616427.775553-0.101042-1.1705464.80635511.518691
85800802-0.9755867.093811-0.254272-118.109131-125.6331182.9524954.515579-1.0278121.4252838.34798212.483961
480638901.2109681.983414-0.938339-3.278305-201.8280495.6671686.8837640.2435600.6886729.7658961.966456
6662551-0.0331421.2371220.0607910.109146-196.2282416.9887724.271856-1.019691-0.69303514.18590615.605581
894929930.2391203.052887-0.522217-22.034760-268.2875985.4035068.0193100.9758981.0157186.3503324.286400
\n", - "
" - ], - "text/plain": [ - " dll_electron dll_kaon dll_muon dll_proton dll_bt \\\n", - "48609366 -0.212708 2.314453 0.404724 -8.901489 -395.625427 \n", - "85800802 -0.975586 7.093811 -0.254272 -118.109131 -125.633118 \n", - "48063890 1.210968 1.983414 -0.938339 -3.278305 -201.828049 \n", - "6662551 -0.033142 1.237122 0.060791 0.109146 -196.228241 \n", - "89492993 0.239120 3.052887 -0.522217 -22.034760 -268.287598 \n", - "\n", - " particle_one_energy particle_two_energy particle_one_eta \\\n", - "48609366 5.761642 7.775553 -0.101042 \n", - "85800802 2.952495 4.515579 -1.027812 \n", - "48063890 5.667168 6.883764 0.243560 \n", - "6662551 6.988772 4.271856 -1.019691 \n", - "89492993 5.403506 8.019310 0.975898 \n", - "\n", - " particle_two_eta particle_one_x particle_two_x \n", - "48609366 -1.170546 4.806355 11.518691 \n", - "85800802 1.425283 8.347982 12.483961 \n", - "48063890 0.688672 9.765896 1.966456 \n", - "6662551 -0.693035 14.185906 15.605581 \n", - "89492993 1.015718 6.350332 4.286400 " - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data = pd.read_hdf(DATA_FILE_NAME)\n", - "data.head()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "X_COLUMNS = [\"particle_one_energy\",\n", - " \"particle_two_energy\",\n", - " \"particle_one_eta\",\n", - " \"particle_two_eta\",\n", - " \"particle_one_x\",\n", - " \"particle_two_x\"]\n", - "Y_COLUMNS = [\"dll_electron\",\n", - " \"dll_kaon\",\n", - " \"dll_muon\",\n", - " \"dll_proton\",\n", - " \"dll_bt\"]\n", - "assert Y_COLUMNS + X_COLUMNS == list(data.columns)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Please use the sklearn.preprocessing.QuantileTransformer to transform each feature\n", - "# into a Gaussian\n", - "plt.hist(data.values[:, 0], bins=100);\n" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "data_transformed = # YOUR CODE" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Результат должен выглядеть как-то так:\n", - "![image.png](https://github.com/yandexdataschool/mlhep2019/raw/master/notebooks/day-6/gauss.png)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.hist(data_transformed[:, 0], bins=100);\n" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "train, test = train_test_split(data_transformed, test_size=0.1)\n", - "LATENT_DIM = 64 # Размерность \"шума\"\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Здесь нашим генератором и дискриминатором может быть любая полносвязная сеть.\n", - "\n", - "По желанию можно использовать шедулер :)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "gen = # YOUR CODE\n", - "gen_opt = torch.optim.RMSprop(gen.parameters(), lr=1e-2)\n", - "gen_scheduler = # YOUR CODE\n", - "\n", - "assert gen[0].in_features == LATENT_DIM + len(X_COLUMNS)\n", - "assert gen[-1].out_features == len(Y_COLUMNS)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "disc = # YOUR CODE\n", - "disc_opt = torch.optim.RMSprop(disc.parameters(), lr=1e-2)\n", - "disc_scheduler = # YOUR CODE\n", - "\n", - "\n", - "assert disc[0].in_features == data.shape[1]\n", - "assert disc[-1].out_features == 1" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "TRAIN_BATCH_SIZE = 1024\n", - "\n", - "def sample_real_data(batch_size):\n", - " \"\"\"\n", - " Inifintly repeats and shuffles the train dataset, outputs the\n", - " result in delicious batches.\n", - " \"\"\"\n", - " while True:\n", - " dataloader = torch.utils.data.DataLoader(train,\n", - " batch_size=batch_size,\n", - " shuffle=True, drop_last=True)\n", - " for batch in dataloader:\n", - " yield batch\n", - " \n", - "infinite_data = sample_real_data(TRAIN_BATCH_SIZE)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "# Эта функция семплит данные из вашего генератора\n", - "# Принимает на вход x (condition) \n", - "# Возвращает concat(gen_y, x)\n", - "\n", - "def sample_gen_data(x):\n", - " noise = # YOUR CODE\n", - " gen_input = torch.cat # YOUR CODE\n", - " return torch.cat # YOUR CODE\n" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "test_sample = sample_gen_data(torch.from_numpy(train[:3, len(Y_COLUMNS):]).cuda())\n", - "assert test_sample.shape == (3, data.shape[1])\n" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "# https://github.com/caogang/wgan-gp/blob/master/gan_mnist.py\n", - "\n", - "def calc_gradient_penalty_classic(critic:torch.nn.Module,\n", - " real_data:torch.Tensor,\n", - " fake_data:torch.Tensor):\n", - " \"\"\"\n", - " Computes Gradient Penalty in random interpolates, in its classic form:\n", - " (|∇(D(x)|^2 - 1)^2, x is interpolated between a real and a generated sample\n", - " Args:\n", - " critic: a torch model which gradient needs to be penalised\n", - " real_data[batch_size, n_features]: a sample of real data\n", - " fake_data[batch_size, n_features]: a sample of fake data\n", - " Returns:\n", - " torch.Tensor, scalar, gradient penalty evalute\n", - " \"\"\"\n", - " assert real_data.shape == fake_data.shape\n", - " alpha = torch.rand(real_data.shape[0], 1)\n", - " alpha = alpha.expand(real_data.size()).cuda()\n", - "\n", - " interpolates = (alpha * real_data + ((1 - alpha) * fake_data)).cuda()\n", - " interpolates = torch.autograd.Variable(interpolates, requires_grad=True)\n", - "\n", - " disc_interpolates = critic(interpolates)\n", - "\n", - " gradients = torch.autograd.grad(\n", - " outputs=disc_interpolates, inputs=interpolates,\n", - " grad_outputs=torch.ones(disc_interpolates.size(), device=\"cuda\"),\n", - " create_graph=True, retain_graph=True, only_inputs=True)[0]\n", - "\n", - " gradient_penalty = ((gradients.norm(2, dim=1) - 1) ** 2).mean()\n", - " return gradient_penalty\n" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "LAMBDA = 1. # for gradient-penalty\n", - "def train_disc(gan_type):\n", - " \"\"\"\n", - " Trains the discriminator for one step. Please note\n", - " this is not a pure function, it captutes the majority of variables\n", - " from the context.\n", - " \"\"\"\n", - " real_data = next(infinite_data).to(\"cuda\")\n", - " x_gen = next(infinite_data)[:, len(Y_COLUMNS):].to(\"cuda\")\n", - " gen_data = sample_gen_data(x_gen)\n", - " \n", - " if gan_type == \"JS\":\n", - " disc_loss = # YOUR CODE\n", - " elif gan_type == \"WGAN\":\n", - " disc_loss = # YOUR CODE\n", - " elif gan_type == \"LSGAN\":\n", - " disc_loss = # YOUR CODE\n", - " elif gan_type == \"WGAN-GP\":\n", - " disc_loss = # YOUR CODE\n", - " else:\n", - " raise ValueError(\"Unknown GAN type. Valid ones are: JS, WGAN-GP, WGAN, LSGAN\")\n", - " \n", - " disc_opt.zero_grad()\n", - " disc_loss.backward()\n", - " disc_opt.step()\n", - " return disc_loss\n" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "def train_gen(gan_type):\n", - " \"\"\"Trains generator for one step\"\"\"\n", - " real_data_x = next(infinite_data)[:, len(Y_COLUMNS):].to(\"cuda\")\n", - " \n", - " gen_data = sample_gen_data(real_data_x)\n", - " \n", - " if gan_type == \"JS\":\n", - " gen_loss = # YOUR CODE\n", - " elif gan_type == \"WGAN\":\n", - " gen_loss = # YOUR CODE\n", - " elif gan_type == \"LSGAN\":\n", - " gen_loss = # YOUR CODE\n", - " elif gan_type == \"WGAN-GP\":\n", - " gen_loss = # YOUR CODE\n", - " else:\n", - " raise ValueError(\"Unknown GAN type. Valid ones are: JS, WGAN-GP, WGAN, LSGAN\")\n", - " \n", - " gen_opt.zero_grad()\n", - " gen_loss.backward()\n", - " gen_opt.step()\n", - " return gen_loss" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "ename": "ValueError", - "evalue": "Comet.ml requires an API key. Please provide as the first argument to Experiment(api_key) or as an environment variable named COMET_API_KEY ", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mexperiment\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mExperiment\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;31m# YOUR INFO\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m~/.local/lib/python3.7/site-packages/comet_ml/__init__.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, api_key, project_name, workspace, log_code, log_graph, auto_param_logging, auto_metric_logging, parse_args, auto_output_logging, log_env_details, log_git_metadata, log_git_patch, disabled, log_env_gpu, log_env_host, display_summary, log_env_cpu)\u001b[0m\n\u001b[1;32m 183\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapi_key\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 184\u001b[0m raise ValueError(\n\u001b[0;32m--> 185\u001b[0;31m \u001b[0;34m\"Comet.ml requires an API key. Please provide as the \"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 186\u001b[0m \u001b[0;34m\"first argument to Experiment(api_key) or as an environment\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 187\u001b[0m \u001b[0;34m\" variable named COMET_API_KEY \"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mValueError\u001b[0m: Comet.ml requires an API key. Please provide as the first argument to Experiment(api_key) or as an environment variable named COMET_API_KEY " - ] - } - ], - "source": [ - "experiment = Experiment()# YOUR INFO" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "DISCRIMINATOR_ITERATIONS_PER_GENEREATOR = 5\n", - "VALIDATION_INTERVAL = 256\n", - "HIST_BINS=100\n", - "DATA_HIST_RANGE=[-5, 5]\n" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "data_linspace_np = np.linspace(0, 10, num=256, dtype=np.float32)\n", - "data_linspace_torch = torch.from_numpy(data_linspace_np)[:, None].cuda()\n", - "validation_data = torch.from_numpy(test).cuda()\n", - "validation_data_np = test\n", - "validation_x = validation_data[:, len(Y_COLUMNS):]" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mdisc_scheduler\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0m_\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mDISCRIMINATOR_ITERATIONS_PER_GENEREATOR\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mdisc_loss_this_iter\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrain_disc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0mgen_loss_this_iter\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrain_gen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m\u001b[0m in \u001b[0;36mtrain_disc\u001b[0;34m(gan_type)\u001b[0m\n\u001b[1;32m 35\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mthe\u001b[0m \u001b[0mcontext\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 36\u001b[0m \"\"\"\n\u001b[0;32m---> 37\u001b[0;31m \u001b[0mreal_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minfinite_data\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"cuda\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 38\u001b[0m \u001b[0mx_gen\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minfinite_data\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mY_COLUMNS\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"cuda\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 39\u001b[0m \u001b[0mgen_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msample_gen_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx_gen\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m\u001b[0m in \u001b[0;36msample_real_data\u001b[0;34m(batch_size)\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0mbatch_size\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbatch_size\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 11\u001b[0m shuffle=True, drop_last=True)\n\u001b[0;32m---> 12\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mbatch\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdataloader\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 13\u001b[0m \u001b[0;32myield\u001b[0m \u001b[0mbatch\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/datadrive/anaconda3/lib/python3.7/site-packages/torch/utils/data/dataloader.py\u001b[0m in \u001b[0;36m__next__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 343\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 344\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__next__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 345\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_next_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 346\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_num_yielded\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 347\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dataset_kind\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0m_DatasetKind\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mIterable\u001b[0m \u001b[0;32mand\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/datadrive/anaconda3/lib/python3.7/site-packages/torch/utils/data/dataloader.py\u001b[0m in \u001b[0;36m_next_data\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 383\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_next_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 384\u001b[0m \u001b[0mindex\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_next_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# may raise StopIteration\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 385\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dataset_fetcher\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfetch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# may raise StopIteration\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 386\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_pin_memory\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 387\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_utils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpin_memory\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpin_memory\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/datadrive/anaconda3/lib/python3.7/site-packages/torch/utils/data/_utils/fetch.py\u001b[0m in \u001b[0;36mfetch\u001b[0;34m(self, possibly_batched_index)\u001b[0m\n\u001b[1;32m 45\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 46\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 47\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcollate_fn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m/datadrive/anaconda3/lib/python3.7/site-packages/torch/utils/data/_utils/collate.py\u001b[0m in \u001b[0;36mdefault_collate\u001b[0;34m(batch)\u001b[0m\n\u001b[1;32m 62\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdefault_collate_err_msg_format\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0melem\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 63\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 64\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mdefault_collate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mas_tensor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mb\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mbatch\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 65\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0melem\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# scalars\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 66\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mas_tensor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbatch\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/datadrive/anaconda3/lib/python3.7/site-packages/torch/utils/data/_utils/collate.py\u001b[0m in \u001b[0;36mdefault_collate\u001b[0;34m(batch)\u001b[0m\n\u001b[1;32m 53\u001b[0m \u001b[0mstorage\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0melem\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstorage\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_new_shared\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnumel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 54\u001b[0m \u001b[0mout\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0melem\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnew\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstorage\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 55\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstack\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbatch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 56\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0melem_type\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__module__\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'numpy'\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0melem_type\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;34m'str_'\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 57\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0melem_type\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;34m'string_'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " - ] - } - ], - "source": [ - "for i in range(100000):\n", - " gen_scheduler.step()\n", - " disc_scheduler.step()\n", - " for _ in range(DISCRIMINATOR_ITERATIONS_PER_GENEREATOR):\n", - " disc_loss_this_iter = train_disc()\n", - " \n", - " gen_loss_this_iter = train_gen()\n", - " experiment.log_metric('loss/discriminator', disc_loss_this_iter.item(), step=i)\n", - " experiment.log_metric('loss/generator', gen_loss_this_iter.item(), step=i)\n", - "\n", - " if i % VALIDATION_INTERVAL == 0:\n", - " clear_output(True) \n", - " validation_generated = sample_gen_data(validation_x)\n", - " validation_generated_np = validation_generated.data.cpu().numpy()\n", - " \n", - " fig, axes_list = plt.subplots(ncols=5, figsize=[6*len(Y_COLUMNS), 6])\n", - " for index, ax in enumerate(axes_list):\n", - " ax.hist(validation_generated_np[:, index], range=DATA_HIST_RANGE,\n", - " alpha=0.5, density=True, label='Generated', bins=HIST_BINS)\n", - " ax.hist(validation_data_np[:, index], range=DATA_HIST_RANGE,\n", - " alpha=0.5, density=True, label='Real', bins=HIST_BINS)\n", - " ax.set_xlabel(data.columns[index])\n", - " ks_result = ks_2samp(validation_generated_np[:, index],\n", - " validation_data_np[:, index])\n", - " ax.set_title(\"KS stat = {:.4f}; p-value = {:.4E}\".format(*tuple(ks_result)))\n", - " fig.suptitle(\"Iteration {}\".format(i))\n", - " plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Метрика с классификатором, 2 балла\n", - "\n", - "Одним из возможных способов подсчета качества вашего гана является качество классификатора обученного на разделение реальных и сгенерированных данных.\n", - "\n", - "1. Возьмите модель, например catboost, xgboost или lightgbm\n", - "2. Сгененируйте достаточно большие выборки из реальных и сгенерированных данных (для каждой построенной вами модели)\n", - "3. Обучите модель на бинарную классификацию\n", - "4. Посчитайте ROC AUC модели, чем ближе к 0.5, тем лучше" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Обьяснения, 0.5 балла\n", - "\n", - "1. Напишите, почему для одних ганов метрика выше чем для других.\n", - "2. Напишите как можно было бы улучшить те ганы которые у вас есть. \n", - "3. Напишите, какие бы еще модели тут можно было бы попробовать" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (datadrive)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.4" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/lectures/0-Course.pdf b/lectures/0-Course.pdf new file mode 100644 index 0000000..a4e3a61 Binary files /dev/null and b/lectures/0-Course.pdf differ diff --git a/lectures/1-Intro.pdf b/lectures/1-Intro.pdf new file mode 100644 index 0000000..50a735b Binary files /dev/null and b/lectures/1-Intro.pdf differ diff --git a/lectures/2-Distances.pdf b/lectures/2-Distances.pdf new file mode 100644 index 0000000..ed87ca3 Binary files /dev/null and b/lectures/2-Distances.pdf differ diff --git a/lectures/3-GANs.pdf b/lectures/3-GANs.pdf new file mode 100644 index 0000000..efaf043 Binary files /dev/null and b/lectures/3-GANs.pdf differ diff --git a/lectures/4-WGANs.pdf b/lectures/4-WGANs.pdf new file mode 100644 index 0000000..7617e47 Binary files /dev/null and b/lectures/4-WGANs.pdf differ diff --git a/lectures/5-VAE.pdf b/lectures/5-VAE.pdf new file mode 100644 index 0000000..574e6f9 Binary files /dev/null and b/lectures/5-VAE.pdf differ diff --git a/lectures/6-VAEGAN.pdf b/lectures/6-VAEGAN.pdf new file mode 100644 index 0000000..de4c79d Binary files /dev/null and b/lectures/6-VAEGAN.pdf differ diff --git a/lectures/7-AR.pdf b/lectures/7-AR.pdf new file mode 100644 index 0000000..4b434cd Binary files /dev/null and b/lectures/7-AR.pdf differ diff --git a/lectures/8-NF.pdf b/lectures/8-NF.pdf new file mode 100644 index 0000000..f683f34 Binary files /dev/null and b/lectures/8-NF.pdf differ diff --git a/lectures/9-NF2.pdf b/lectures/9-NF2.pdf new file mode 100644 index 0000000..6cc6af9 Binary files /dev/null and b/lectures/9-NF2.pdf differ diff --git a/lectures/GM_0_CS_2020_Rules_.pdf b/lectures/GM_0_CS_2020_Rules_.pdf deleted file mode 100644 index 4a96317..0000000 Binary files a/lectures/GM_0_CS_2020_Rules_.pdf and /dev/null differ diff --git a/lectures/GM_10_CS_2020_NF_.pdf b/lectures/GM_10_CS_2020_NF_.pdf deleted file mode 100644 index ac336d8..0000000 Binary files a/lectures/GM_10_CS_2020_NF_.pdf and /dev/null differ diff --git a/lectures/GM_11_CS_2020_FFJORD_GLOW_.pdf b/lectures/GM_11_CS_2020_FFJORD_GLOW_.pdf deleted file mode 100644 index 69ccf27..0000000 Binary files a/lectures/GM_11_CS_2020_FFJORD_GLOW_.pdf and /dev/null differ diff --git a/lectures/GM_1_CS_2020_Intro_.pdf b/lectures/GM_1_CS_2020_Intro_.pdf deleted file mode 100644 index c77e4a8..0000000 Binary files a/lectures/GM_1_CS_2020_Intro_.pdf and /dev/null differ diff --git a/lectures/GM_2_CS_2020_Metrics_.pdf b/lectures/GM_2_CS_2020_Metrics_.pdf deleted file mode 100644 index 1b7593b..0000000 Binary files a/lectures/GM_2_CS_2020_Metrics_.pdf and /dev/null differ diff --git a/lectures/GM_3_CS_2020_KDE_.pdf b/lectures/GM_3_CS_2020_KDE_.pdf deleted file mode 100644 index 5d7e4b4..0000000 Binary files a/lectures/GM_3_CS_2020_KDE_.pdf and /dev/null differ diff --git a/lectures/GM_4_CS_2020_Regressive_.pdf b/lectures/GM_4_CS_2020_Regressive_.pdf deleted file mode 100644 index eb0c86d..0000000 Binary files a/lectures/GM_4_CS_2020_Regressive_.pdf and /dev/null differ diff --git a/lectures/GM_5_CS_2020_AE_.pdf b/lectures/GM_5_CS_2020_AE_.pdf deleted file mode 100644 index b5879ab..0000000 Binary files a/lectures/GM_5_CS_2020_AE_.pdf and /dev/null differ diff --git a/lectures/GM_6_CS_2020_VAE_.pdf b/lectures/GM_6_CS_2020_VAE_.pdf deleted file mode 100644 index b41a10b..0000000 Binary files a/lectures/GM_6_CS_2020_VAE_.pdf and /dev/null differ diff --git a/lectures/GM_7_CS_2020__JSGAN_.pdf b/lectures/GM_7_CS_2020__JSGAN_.pdf deleted file mode 100644 index 1d52789..0000000 Binary files a/lectures/GM_7_CS_2020__JSGAN_.pdf and /dev/null differ diff --git a/lectures/GM_8_CS_2020__WGAN_.pdf b/lectures/GM_8_CS_2020__WGAN_.pdf deleted file mode 100644 index a8a05c1..0000000 Binary files a/lectures/GM_8_CS_2020__WGAN_.pdf and /dev/null differ diff --git a/lectures/GM_9_CS_2020__VAEGAN_.pdf b/lectures/GM_9_CS_2020__VAEGAN_.pdf deleted file mode 100644 index c6213fa..0000000 Binary files a/lectures/GM_9_CS_2020__VAEGAN_.pdf and /dev/null differ diff --git a/lectures/Generative Models for Speech Synthesis.pdf b/lectures/Generative Models for Speech Synthesis.pdf new file mode 100644 index 0000000..89be8ae Binary files /dev/null and b/lectures/Generative Models for Speech Synthesis.pdf differ diff --git a/seminars/seminar-1/1.pytorch-intro.ipynb b/seminars/seminar-0-pytorch_intro/0.pytorch-intro.ipynb similarity index 98% rename from seminars/seminar-1/1.pytorch-intro.ipynb rename to seminars/seminar-0-pytorch_intro/0.pytorch-intro.ipynb index 46f5e3d..fb9ff1b 100644 --- a/seminars/seminar-1/1.pytorch-intro.ipynb +++ b/seminars/seminar-0-pytorch_intro/0.pytorch-intro.ipynb @@ -1,21 +1,5 @@ { "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\"Open" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Цель ноутбука\n", - "\n", - "В этом ноутбуке вы познакомитесь и научитесь работать с фреймворком глубинного обучения [PyTorch](https://pytorch.org)" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -27,12 +11,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Мы будем работать с pytorch версии 1.0 и выше, поэтому не забудьте это проверить" + "Мы будем работать с pytorch версии 1.4 и выше, поэтому не забудьте это проверить" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 6, "metadata": { "colab": {}, "colab_type": "code", @@ -56,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -89,7 +73,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -120,36 +104,7 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[10 11 12 13 14]\n", - " [15 16 17 18 19]\n", - " [20 21 22 23 24]\n", - " [25 26 27 28 29]\n", - " [30 31 32 33 34]]\n", - "tensor([[10, 11, 12, 13, 14],\n", - " [15, 16, 17, 18, 19],\n", - " [20, 21, 22, 23, 24],\n", - " [25, 26, 27, 28, 29],\n", - " [30, 31, 32, 33, 34]])\n" - ] - } - ], - "source": [ - "# сумма\n", - "\n", - "print(np_arr + 10)\n", - "print(torch_tensor + 10)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -180,7 +135,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -198,12 +153,12 @@ "print(np.mean(np_arr, axis=1))\n", "print(torch.mean(torch_tensor.float(), dim=1))\n", "\n", - "# Переводим во float потому что изначально torch_tensor типа Long, а по такому типу torch отказывается считать среднее\n" + "# Переводим во float потому что наш torch_tensor Long, а по такому типу torch отказывается считать среднее\n" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -265,7 +220,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "metadata": { "colab": {}, "colab_type": "code", @@ -490,6 +445,9 @@ "source": [ "# Разделим x и y на их std, чтобы было проще\n", "\n", + "# x = (x - x.mean())/x.std()\n", + "# y = (y - y.mean())/y.std()\n", + "\n", "# x = YOUR CODE\n", "# x = YOUR CODE\n", "\n", @@ -562,7 +520,7 @@ "y_pred = w * x + b\n", "\n", "def MSE(y_pred, y):\n", - " # YOUR CODE HERE\n", + " return torch.mean((y_pred - y)**2)\n", "\n", "\n", "mse = MSE(y_pred, y)\n", @@ -634,7 +592,7 @@ "\n", "for i in tqdm.tqdm(range(200)):\n", " \n", - " y_pred = ??? # YOUR CODE HERE\n", + " y_pred = w * x + b\n", " loss = MSE(y_pred, y)\n", " \n", " loss.backward()\n", @@ -836,13 +794,16 @@ " def __init__(self, input_size=64, hidden_size=32, output_size=10):\n", " super(Net, self).__init__()\n", " # Здесь надо определить все слои которые будут у модели, в каждом указать размер входа и выхода\n", - " # YOUR CODE HERE\n", + " self.fc1 = nn.Linear(input_size, hidden_size)\n", + " self.fc2 = nn.Linear(hidden_size, hidden_size)\n", + " self.fc3 = nn.Linear(hidden_size, output_size)\n", " \n", " def forward(self, x):\n", " x = x.float()\n", " # Здесь надо определить в каком порядке применяются слои к данным\n", - " # YOUR CODE HERE\n", - " x = ???\n", + " x = F.relu(self.fc1(x))\n", + " x = F.relu(self.fc2(x))\n", + " x = self.fc3(x)\n", " # Софтмакс чтобы посчитать вероятности каждого класса\n", " return F.softmax(x, dim=-1)\n" ] @@ -866,11 +827,12 @@ "class DigitSet(Dataset):\n", " def __init__(self, x, y):\n", " # Здесь просто сохраним аргументы x и y\n", - " # YOUR CODE\n", + " self.x = x\n", + " self.y = y\n", " \n", " def __len__(self):\n", " # Чтобы итератор знал какого размера наш датасет (какие индексы запрашивать)\n", - " # YOUR CODE\n", + " return len(self.x)\n", " \n", " def __getitem__(self, index):\n", " # Итерируясь по датасету, мы вызываем эту функцию с разными индексами\n", @@ -1080,7 +1042,16 @@ "metadata": {}, "outputs": [], "source": [ - "# YOUR CODE HERE" + "from sklearn.metrics import accuracy_score\n", + "\n", + "preds, labels = [], []\n", + "model.eval()\n", + "loader = DigitSet(X_val, y_val)\n", + "for x_batch, y_batch in loader:\n", + " output = model(torch.Tensor(x_batch).unsqueeze(0))\n", + " preds.append(torch.max(output, dim=1)[1].item())\n", + " labels.append(y_batch.item())\n", + "print('accuracy_score: ', accuracy_score(preds, labels))" ] }, { @@ -1114,7 +1085,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.9" + "version": "3.8.3" } }, "nbformat": 4, diff --git a/seminars/seminar-1/weights/netD_epoch_199.pth b/seminars/seminar-1-autoencoders/0.autoencoders.ipynb similarity index 56% rename from seminars/seminar-1/weights/netD_epoch_199.pth rename to seminars/seminar-1-autoencoders/0.autoencoders.ipynb index 9c6c78a..c357f33 100644 Binary files a/seminars/seminar-1/weights/netD_epoch_199.pth and b/seminars/seminar-1-autoencoders/0.autoencoders.ipynb differ diff --git a/seminars/seminar-1/2.cifar10.ipynb b/seminars/seminar-1/2.cifar10.ipynb deleted file mode 100644 index b380d1b..0000000 --- a/seminars/seminar-1/2.cifar10.ipynb +++ /dev/null @@ -1,248 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The notebook is taken from https://github.com/csinva/gan-pretrained-pytorch" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\"Open" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Goal\n", - "The **goal** of notebook is to demonstrate how generative models works\n", - "\n", - "In this notebook you run pre-trained generative (DCGAN) model to generate new images" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "ename": "SyntaxError", - "evalue": "unexpected EOF while parsing (, line 15)", - "output_type": "error", - "traceback": [ - "\u001b[0;36m File \u001b[0;32m\"\"\u001b[0;36m, line \u001b[0;32m15\u001b[0m\n\u001b[0;31m if COLAB:\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m unexpected EOF while parsing\n" - ] - } - ], - "source": [ - "import os\n", - "import torch\n", - "import torchvision\n", - "import torch.nn as nn\n", - "from torchvision import transforms\n", - "from torchvision.utils import save_image\n", - "from torch.autograd import Variable\n", - "import matplotlib.pyplot as plt\n", - "import pylab\n", - "import numpy as np\n", - "%load_ext autoreload\n", - "%autoreload 2\n", - "\n", - "COLAB = False # Change this variable if you are running the notebook on Colab\n", - "if COLAB:\n", - " !git clone https://github.com/HSE-LAMBDA/DeepGenerativeModels.git\n", - " %cd DeepGenerativeModels/seminars/seminar-1/" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## define the models" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "num_gpu = 1 if torch.cuda.is_available() else 0\n", - "\n", - "# load the models\n", - "from dcgan import Discriminator, Generator\n", - "\n", - "D = Discriminator(ngpu=num_gpu).eval()\n", - "G = Generator(ngpu=num_gpu).eval()\n", - "\n", - "map_location = None # function which specifies device location for weights storage\n", - "if num_gpu == 0: map_location=lambda storage, loc: storage\n", - "# load weights\n", - "D.load_state_dict(torch.load('weights/netD_epoch_199.pth',map_location=map_location))\n", - "G.load_state_dict(torch.load('weights/netG_epoch_199.pth',map_location=map_location))\n", - "if torch.cuda.is_available():\n", - " D = D.cuda()\n", - " G = G.cuda()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# generate some images" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "batch_size = 25\n", - "latent_size = 100\n", - "\n", - "fixed_noise = torch.randn(batch_size, latent_size, 1, 1)\n", - "if torch.cuda.is_available():\n", - " fixed_noise = fixed_noise.cuda()\n", - "fake_images = G(fixed_noise)\n", - "\n", - "\n", - "# z = torch.randn(batch_size, latent_size).cuda()\n", - "# z = Variable(z)\n", - "# fake_images = G(z)\n", - "\n", - "fake_images_np = fake_images.cpu().detach().numpy()\n", - "fake_images_np = fake_images_np.reshape(fake_images_np.shape[0], 3, 32, 32)\n", - "fake_images_np = fake_images_np.transpose((0, 2, 3, 1))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Visualize images" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# WRITE YOUR CODE HERE" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# run discriminator" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "tensor([2.8552e-02, 4.7569e-03, 3.7571e-04, 3.8305e-02, 6.6121e-03, 7.4122e-01,\n", - " 1.0099e-01, 7.4418e-02, 7.3250e-04, 1.0889e-02, 8.5472e-01, 5.4404e-04,\n", - " 3.7688e-02, 8.3672e-02, 5.5861e-03, 4.0050e-02, 2.2156e-03, 7.4308e-02,\n", - " 5.2597e-02, 1.0488e-02, 2.9860e-03, 1.7579e-02, 2.7016e-03, 1.7685e-03,\n", - " 6.8212e-02], grad_fn=)\n" - ] - } - ], - "source": [ - "outputs = D(fake_images)\n", - "print(outputs)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.9" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/seminars/seminar-1/dcgan.py b/seminars/seminar-1/dcgan.py deleted file mode 100644 index 5e5c12a..0000000 --- a/seminars/seminar-1/dcgan.py +++ /dev/null @@ -1,230 +0,0 @@ -# https://raw.githubusercontent.com/pytorch/examples/master/dcgan/main.py - -from __future__ import print_function -import argparse -import os -import random -import torch -import torch.nn as nn -import torch.nn.parallel -import torch.backends.cudnn as cudnn -import torch.optim as optim -import torch.utils.data -import torchvision.datasets as dset -import torchvision.transforms as transforms -import torchvision.utils as vutils - -# python dcgan.py --dataset cifar10 --dataroot /scratch/users/vision/yu_dl/raaz.rsk/data/cifar10 --imageSize 32 --cuda --outf out_cifar --manualSeed 13 --niter 100 - -class Generator(nn.Module): - def __init__(self, ngpu, nc=3, nz=100, ngf=64): - super(Generator, self).__init__() - self.ngpu = ngpu - self.main = nn.Sequential( - # input is Z, going into a convolution - nn.ConvTranspose2d( nz, ngf * 8, 4, 1, 0, bias=False), - nn.BatchNorm2d(ngf * 8), - nn.ReLU(True), - # state size. (ngf*8) x 4 x 4 - nn.ConvTranspose2d(ngf * 8, ngf * 4, 4, 2, 1, bias=False), - nn.BatchNorm2d(ngf * 4), - nn.ReLU(True), - # state size. (ngf*4) x 8 x 8 - nn.ConvTranspose2d(ngf * 4, ngf * 2, 4, 2, 1, bias=False), - nn.BatchNorm2d(ngf * 2), - nn.ReLU(True), - # state size. (ngf*2) x 16 x 16 - nn.ConvTranspose2d(ngf * 2, ngf, 4, 2, 1, bias=False), - nn.BatchNorm2d(ngf), - nn.ReLU(True), - nn.ConvTranspose2d( ngf, nc, kernel_size=1, stride=1, padding=0, bias=False), - nn.Tanh() - ) - - def forward(self, input): - if input.is_cuda and self.ngpu > 1: - output = nn.parallel.data_parallel(self.main, input, range(self.ngpu)) - else: - output = self.main(input) - return output - - -class Discriminator(nn.Module): - def __init__(self, ngpu, nc=3, ndf=64): - super(Discriminator, self).__init__() - self.ngpu = ngpu - self.main = nn.Sequential( - # input is (nc) x 64 x 64 - nn.Conv2d(nc, ndf, 4, 2, 1, bias=False), - nn.LeakyReLU(0.2, inplace=True), - # state size. (ndf) x 32 x 32 - nn.Conv2d(ndf, ndf * 2, 4, 2, 1, bias=False), - nn.BatchNorm2d(ndf * 2), - nn.LeakyReLU(0.2, inplace=True), - # state size. (ndf*2) x 16 x 16 - nn.Conv2d(ndf * 2, ndf * 4, 4, 2, 1, bias=False), - nn.BatchNorm2d(ndf * 4), - nn.LeakyReLU(0.2, inplace=True), - # state size. (ndf*4) x 8 x 8 - nn.Conv2d(ndf * 4, ndf * 8, 4, 2, 1, bias=False), - nn.BatchNorm2d(ndf * 8), - nn.LeakyReLU(0.2, inplace=True), - # state size. (ndf*8) x 4 x 4 - nn.Conv2d(ndf * 8, 1, 2, 2, 0, bias=False), - nn.Sigmoid() - ) - - def forward(self, input): - if input.is_cuda and self.ngpu > 1: - output = nn.parallel.data_parallel(self.main, input, range(self.ngpu)) - else: - output = self.main(input) - - return output.view(-1, 1).squeeze(1) - -if __name__ == '__main__': - - parser = argparse.ArgumentParser() - parser.add_argument('--dataset', required=True, help='cifar10 | lsun | mnist |imagenet | folder | lfw | fake') - parser.add_argument('--dataroot', required=True, help='path to dataset') - parser.add_argument('--workers', type=int, help='number of data loading workers', default=2) - parser.add_argument('--batchSize', type=int, default=64, help='input batch size') - parser.add_argument('--imageSize', type=int, default=64, help='the height / width of the input image to network') - parser.add_argument('--nz', type=int, default=100, help='size of the latent z vector') - parser.add_argument('--ngf', type=int, default=64) - parser.add_argument('--ndf', type=int, default=64) - parser.add_argument('--niter', type=int, default=25, help='number of epochs to train for') - parser.add_argument('--lr', type=float, default=0.0002, help='learning rate, default=0.0002') - parser.add_argument('--beta1', type=float, default=0.5, help='beta1 for adam. default=0.5') - parser.add_argument('--cuda', action='store_true', help='enables cuda') - parser.add_argument('--ngpu', type=int, default=1, help='number of GPUs to use') - parser.add_argument('--netG', default='', help="path to netG (to continue training)") - parser.add_argument('--netD', default='', help="path to netD (to continue training)") - parser.add_argument('--outf', default='.', help='folder to output images and model checkpoints') - parser.add_argument('--manualSeed', type=int, help='manual seed') - - opt = parser.parse_args() - print(opt) - - try: - os.makedirs(opt.outf) - except OSError: - pass - - if opt.manualSeed is None: - opt.manualSeed = random.randint(1, 10000) - print("Random Seed: ", opt.manualSeed) - random.seed(opt.manualSeed) - torch.manual_seed(opt.manualSeed) - - cudnn.benchmark = True - - if torch.cuda.is_available() and not opt.cuda: - print("WARNING: You have a CUDA device, so you should probably run with --cuda") - - - dataset = dset.CIFAR10(root=opt.dataroot, download=True, - transform=transforms.Compose([ - transforms.Resize(opt.imageSize), - transforms.ToTensor(), - transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5)), - ])) - nc=3 - - assert dataset - dataloader = torch.utils.data.DataLoader(dataset, batch_size=opt.batchSize, - shuffle=True, num_workers=int(opt.workers)) - - device = torch.device("cuda:0" if opt.cuda else "cpu") - ngpu = int(opt.ngpu) - nz = int(opt.nz) - ngf = int(opt.ngf) - ndf = int(opt.ndf) - - - # custom weights initialization called on netG and netD - def weights_init(m): - classname = m.__class__.__name__ - if classname.find('Conv') != -1: - m.weight.data.normal_(0.0, 0.02) - elif classname.find('BatchNorm') != -1: - m.weight.data.normal_(1.0, 0.02) - m.bias.data.fill_(0) - - netG = Generator(ngpu).to(device) - netG.apply(weights_init) - if opt.netG != '': - netG.load_state_dict(torch.load(opt.netG)) - print(netG) - - - - netD = Discriminator(ngpu).to(device) - netD.apply(weights_init) - if opt.netD != '': - netD.load_state_dict(torch.load(opt.netD)) - print(netD) - - criterion = nn.BCELoss() - - fixed_noise = torch.randn(opt.batchSize, nz, 1, 1, device=device) - real_label = 1 - fake_label = 0 - - # setup optimizer - optimizerD = optim.Adam(netD.parameters(), lr=opt.lr, betas=(opt.beta1, 0.999)) - optimizerG = optim.Adam(netG.parameters(), lr=opt.lr, betas=(opt.beta1, 0.999)) - - for epoch in range(opt.niter): - for i, data in enumerate(dataloader, 0): - ############################ - # (1) Update D network: maximize log(D(x)) + log(1 - D(G(z))) - ########################### - # train with real - netD.zero_grad() - real_cpu = data[0].to(device) - batch_size = real_cpu.size(0) - label = torch.full((batch_size,), real_label, device=device) - - output = netD(real_cpu) - errD_real = criterion(output, label) - errD_real.backward() - D_x = output.mean().item() - - # train with fake - noise = torch.randn(batch_size, nz, 1, 1, device=device) - fake = netG(noise) - label.fill_(fake_label) - output = netD(fake.detach()) - errD_fake = criterion(output, label) - errD_fake.backward() - D_G_z1 = output.mean().item() - errD = errD_real + errD_fake - optimizerD.step() - - ############################ - # (2) Update G network: maximize log(D(G(z))) - ########################### - netG.zero_grad() - label.fill_(real_label) # fake labels are real for generator cost - output = netD(fake) - errG = criterion(output, label) - errG.backward() - D_G_z2 = output.mean().item() - optimizerG.step() - - print('[%d/%d][%d/%d] Loss_D: %.4f Loss_G: %.4f D(x): %.4f D(G(z)): %.4f / %.4f' - % (epoch, opt.niter, i, len(dataloader), - errD.item(), errG.item(), D_x, D_G_z1, D_G_z2)) - if i % 100 == 0: - vutils.save_image(real_cpu, - '%s/real_samples.png' % opt.outf, - normalize=True) - fake = netG(fixed_noise) - vutils.save_image(fake.detach(), - '%s/fake_samples_epoch_%03d.png' % (opt.outf, epoch), - normalize=True) - - # do checkpointing - torch.save(netG.state_dict(), '%s/netG_epoch_%d.pth' % (opt.outf, epoch)) - torch.save(netD.state_dict(), '%s/netD_epoch_%d.pth' % (opt.outf, epoch)) \ No newline at end of file diff --git a/seminars/seminar-1/weights/netG_epoch_199.pth b/seminars/seminar-1/weights/netG_epoch_199.pth deleted file mode 100644 index 0a4ab38..0000000 Binary files a/seminars/seminar-1/weights/netG_epoch_199.pth and /dev/null differ diff --git a/seminars/seminar-10/10.nf-solved.ipynb b/seminars/seminar-10/10.nf-solved.ipynb deleted file mode 100644 index b613274..0000000 --- a/seminars/seminar-10/10.nf-solved.ipynb +++ /dev/null @@ -1,695 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\"Open" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Code is taken from https://github.com/karpathy/pytorch-normalizing-flows" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import itertools\n", - "\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n", - "\n", - "import torch\n", - "import torch.optim as optim\n", - "import torch.nn.functional as F\n", - "import torch.nn.init as init\n", - "from torch import nn\n", - "from torch import distributions\n", - "from torch.distributions import MultivariateNormal, Uniform, TransformedDistribution, SigmoidTransform\n", - "from torch.nn.parameter import Parameter\n", - "\n", - "from nflib.flows import (\n", - " AffineConstantFlow, ActNorm, AffineHalfFlow, \n", - " SlowMAF, MAF, IAF, Invertible1x1Conv,\n", - " NormalizingFlow, NormalizingFlowModel,\n", - ")\n", - "from nflib.spline_flows import NSF_AR, NSF_CL\n", - "\n", - "# for auto-reloading external modules\n", - "# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n", - "%load_ext autoreload\n", - "%autoreload 2" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Intro\n", - "**Problem:** how to estimate the pdf of final distribution at each point? \n", - "\n", - "**Idea:** Let's define the bijection $z_k=f(z_0)$ between simple distribution of $z_0$ with known pdf and our distribution $z_k$ with unknown pdf\n", - "![](https://2.bp.blogspot.com/-g37e2x1miRo/Wl-g8ajU11I/AAAAAAAAHkY/PbIorxOav_Y61yFJeXsQLRlcKTzlkykYwCLcBGAs/s1600/shakir_danilo_slide.png)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Problem:** ... but known pdf is changed at each point after each transformation $f$\n", - "![](https://2.bp.blogspot.com/-1vyL7LpM1io/Wl-ghB0yOiI/AAAAAAAAHkM/_U94kuVeQpk22J5Mg0lbLK-EdMDkaQWggCLcBGAs/s1600/flow1.png)\n", - "\n", - "**Solution:** The Jacobian is exactly the factor how volume is changed at each point $$J_k=|\\frac{\\partial f_k}{\\partial z_k}|$$" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### We can stack multiple transformations f\n", - "![](https://lilianweng.github.io/lil-log/assets/images/normalizing-flow.png)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Thus, the final pdf of our distribution can be evaluated as \n", - "\n", - "$$p(z_k)=\\frac{p(z_0)}{\\Pi_{i=1}^k J_i}$$\n", - "\n", - "or, \n", - "\n", - "$$log(p(z_k))=log(p(z_0))-\\Sigma_{i=1}^klog(J_i)$$" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Example of transformations\n", - "- Planar flows; $f(x) = x + u h(w^\\intercal z + b)$\n", - "- Radial flows; $f(x) = x + \\frac{\\beta}{\\alpha + |x - x_0|}(x - x_0)$\n", - "- Real NVP; affine coupling layer; $f(x^{(2)}) = t(x^{(1)}) + x^{(2)}\\odot\\exp s(x^{(1)}) $\n", - "- Masked Autoregressive Flow (MAF); $f(x_i) = (x_i - \\mu(x_{" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Lightweight datasets\n", - "import pickle\n", - "from sklearn import datasets\n", - "\n", - "class DatasetSIGGRAPH:\n", - " \"\"\" \n", - " haha, found from Eric https://blog.evjang.com/2018/01/nf2.html\n", - " https://github.com/ericjang/normalizing-flows-tutorial/blob/master/siggraph.pkl\n", - " \"\"\"\n", - " def __init__(self):\n", - " with open('siggraph.pkl', 'rb') as f:\n", - " XY = np.array(pickle.load(f), dtype=np.float32)\n", - " XY -= np.mean(XY, axis=0) # center\n", - " self.XY = torch.from_numpy(XY)\n", - " \n", - " def sample(self, n):\n", - " X = self.XY[np.random.randint(self.XY.shape[0], size=n)]\n", - " return X\n", - "\n", - "class DatasetMoons:\n", - " \"\"\" two half-moons \"\"\"\n", - " def sample(self, n):\n", - " moons = datasets.make_moons(n_samples=n, noise=0.05)[0].astype(np.float32)\n", - " return torch.from_numpy(moons)\n", - "\n", - "class DatasetMixture:\n", - " \"\"\" 4 mixture of gaussians \"\"\"\n", - " def sample(self, n):\n", - " assert n%4 == 0\n", - " r = np.r_[np.random.randn(n // 4, 2)*0.5 + np.array([0, -2]),\n", - " np.random.randn(n // 4, 2)*0.5 + np.array([0, 0]),\n", - " np.random.randn(n // 4, 2)*0.5 + np.array([2, 2]),\n", - " np.random.randn(n // 4, 2)*0.5 + np.array([-2, 2])]\n", - " return torch.from_numpy(r.astype(np.float32))\n", - "\n", - "d = DatasetMoons()\n", - "#d = DatasetMixture()\n", - "#d = DatasetSIGGRAPH()\n", - "\n", - "x = d.sample(128)\n", - "plt.figure(figsize=(4,4))\n", - "plt.scatter(x[:,0], x[:,1], s=5, alpha=0.5)\n", - "plt.axis('equal');" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# construct a model\n", - "#prior = MultivariateNormal(torch.zeros(2), torch.eye(2))\n", - "prior = TransformedDistribution(Uniform(torch.zeros(2), torch.ones(2)), SigmoidTransform().inv) # Logistic distribution\n", - "\n", - "# RealNVP\n", - "# flows = [AffineHalfFlow(dim=2, parity=i%2) for i in range(9)]\n", - "\n", - "# NICE\n", - "# flows = [AffineHalfFlow(dim=2, parity=i%2, scale=False) for i in range(4)]\n", - "# flows.append(AffineConstantFlow(dim=2, shift=False))\n", - "\n", - "# SlowMAF (MAF, but without any parameter sharing for each dimension's scale/shift)\n", - "# flows = [SlowMAF(dim=2, parity=i%2) for i in range(4)]\n", - "\n", - "# MAF (with MADE net, so we get very fast density estimation)\n", - "# flows = [MAF(dim=2, parity=i%2) for i in range(4)]\n", - "\n", - "# IAF (with MADE net, so we get very fast sampling)\n", - "# flows = [IAF(dim=2, parity=i%2) for i in range(3)]\n", - "\n", - "# insert ActNorms to any of the flows above\n", - "# norms = [ActNorm(dim=2) for _ in flows]\n", - "# flows = list(itertools.chain(*zip(norms, flows)))\n", - "\n", - "# Glow paper\n", - "# flows = [Invertible1x1Conv(dim=2) for i in range(3)]\n", - "# norms = [ActNorm(dim=2) for _ in flows]\n", - "# couplings = [AffineHalfFlow(dim=2, parity=i%2, nh=32) for i in range(len(flows))]\n", - "# flows = list(itertools.chain(*zip(norms, flows, couplings))) # append a coupling layer after each 1x1\n", - "\n", - "# Neural splines, coupling\n", - "nfs_flow = NSF_CL if True else NSF_AR\n", - "flows = [nfs_flow(dim=2, K=8, B=3, hidden_dim=16) for _ in range(3)]\n", - "convs = [Invertible1x1Conv(dim=2) for _ in flows]\n", - "norms = [ActNorm(dim=2) for _ in flows]\n", - "flows = list(itertools.chain(*zip(norms, convs, flows)))\n", - "\n", - "# construct the model\n", - "model = NormalizingFlowModel(prior, flows)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "number of params: 5844\n" - ] - } - ], - "source": [ - "# optimizer\n", - "optimizer = optim.Adam(model.parameters(), lr=1e-4, weight_decay=1e-5) # todo tune WD\n", - "print(\"number of params: \", sum(p.numel() for p in model.parameters()))" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "322.22845458984375\n", - "277.8353576660156\n", - "247.187255859375\n", - "220.86239624023438\n", - "186.47564697265625\n", - "162.81591796875\n", - "134.0161895751953\n", - "128.34288024902344\n", - "119.86354064941406\n", - "111.831298828125\n" - ] - } - ], - "source": [ - "model.train()\n", - "for k in range(1000):\n", - " x = d.sample(128)\n", - " \n", - " zs, prior_logprob, log_det = model(x)\n", - " logprob = prior_logprob + log_det\n", - " loss = -torch.sum(logprob) # NLL\n", - "\n", - " model.zero_grad()\n", - " loss.backward()\n", - " optimizer.step()\n", - "\n", - " if k % 100 == 0:\n", - " print(loss.item())\n" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'z -> x')" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "model.eval()\n", - "\n", - "x = d.sample(128)\n", - "zs, prior_logprob, log_det = model(x)\n", - "z = zs[-1]\n", - "\n", - "x = x.detach().numpy()\n", - "z = z.detach().numpy()\n", - "p = model.prior.sample([128, 2]).squeeze()\n", - "plt.figure(figsize=(10,5))\n", - "plt.subplot(121)\n", - "plt.scatter(p[:,0], p[:,1], c='g', s=5)\n", - "plt.scatter(z[:,0], z[:,1], c='r', s=5)\n", - "plt.legend(['prior', 'x->z', 'data'])\n", - "plt.axis('scaled')\n", - "plt.title('x -> z')\n", - "\n", - "zs = model.sample(128*8)\n", - "z = zs[-1]\n", - "z = z.detach().numpy()\n", - "plt.subplot(122)\n", - "plt.scatter(x[:,0], x[:,1], c='b', s=5, alpha=0.5)\n", - "plt.scatter(z[:,0], z[:,1], c='r', s=5, alpha=0.5)\n", - "plt.legend(['data', 'z->x'])\n", - "plt.axis('scaled')\n", - "plt.title('z -> x')" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Visualize the step-wise flow in the full net\n", - "from matplotlib import collections as mc\n", - "\n", - "# plot the coordinate warp\n", - "ng = 20\n", - "xx, yy = np.linspace(-3, 3, ng), np.linspace(-3, 3, ng)\n", - "xv, yv = np.meshgrid(xx, yy)\n", - "xy = np.stack([xv, yv], axis=-1)\n", - "in_circle = np.sqrt((xy**2).sum(axis=2)) <= 3 # seems appropriate since we use radial distributions as priors\n", - "xy = xy.reshape((ng*ng, 2))\n", - "xy = torch.from_numpy(xy.astype(np.float32))\n", - "\n", - "zs, log_det = model.backward(xy)\n", - "\n", - "backward_flow_names = [type(f).__name__ for f in model.flow.flows[::-1]]\n", - "nz = len(zs)\n", - "for i in range(nz - 1):\n", - " z0 = zs[i].detach().numpy()\n", - " z1 = zs[i+1].detach().numpy()\n", - " \n", - " # plot how the samples travel at this stage\n", - " figs, axs = plt.subplots(1, 2, figsize=(6, 3))\n", - " #plt.figure(figsize=(20,10))\n", - " axs[0].scatter(z0[:,0], z0[:, 1], c='r', s=3)\n", - " axs[0].scatter(z1[:,0], z1[:, 1], c='b', s=3)\n", - " axs[0].quiver(z0[:,0], z0[:,1], z1[:,0] - z0[:,0], z1[:,1] - z0[:,1], units='xy', scale=1, alpha=0.5)\n", - " axs[0].axis([-3, 3, -3, 3])\n", - " axs[0].set_title(\"layer %d -> %d (%s)\" % (i, i+1, backward_flow_names[i]))\n", - " \n", - " q = z1.reshape((ng, ng, 2))\n", - " # y coords\n", - " p1 = np.reshape(q[1:,:,:], (ng**2-ng,2))\n", - " p2 = np.reshape(q[:-1,:,:], (ng**2-ng,2))\n", - " inc = np.reshape(in_circle[1:,:] | in_circle[:-1,:], (ng**2-ng,))\n", - " p1, p2 = p1[inc], p2[inc]\n", - " lcy = mc.LineCollection(zip(p1, p2), linewidths=1, alpha=0.5, color='k')\n", - " # x coords\n", - " p1 = np.reshape(q[:,1:,:], (ng**2-ng,2))\n", - " p2 = np.reshape(q[:,:-1,:], (ng**2-ng,2))\n", - " inc = np.reshape(in_circle[:,1:] | in_circle[:,:-1], (ng**2-ng,))\n", - " p1, p2 = p1[inc], p2[inc]\n", - " lcx = mc.LineCollection(zip(p1, p2), linewidths=1, alpha=0.5, color='k')\n", - " # draw the lines\n", - " axs[1].add_collection(lcy)\n", - " axs[1].add_collection(lcx)\n", - " axs[1].axis([-3, 3, -3, 3])\n", - " axs[1].set_title(\"grid warp at the end of %d\" % (i+1,))\n", - " \n", - " # draw the data too\n", - " plt.scatter(x[:,0], x[:,1], c='r', s=5, alpha=0.5)\n", - " \n" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "# train and render\n", - "# code duplication because it's very late at night now and i'm tired\n", - "\n", - "import matplotlib.gridspec as gridspec\n", - "\n", - "ng = 20\n", - "xx, yy = np.linspace(-3, 3, ng), np.linspace(-3, 3, ng)\n", - "xv, yv = np.meshgrid(xx, yy)\n", - "xy = np.stack([xv, yv], axis=-1)\n", - "in_circle = np.sqrt((xy**2).sum(axis=2)) <= 3\n", - "xy = xy.reshape((ng*ng, 2))\n", - "xy = torch.from_numpy(xy.astype(np.float32))\n", - "\n", - "xval = d.sample(128*5)\n", - "\n", - "model.train()\n", - "for k in range(500):\n", - " \n", - " # sample\n", - " x = d.sample(128)\n", - " \n", - " # train a bit\n", - " zs, prior_logprob, log_det = model(x)\n", - " logprob = prior_logprob + log_det\n", - " loss = -torch.sum(logprob) # NLL\n", - " model.zero_grad()\n", - " loss.backward()\n", - " optimizer.step()\n", - " \n", - " if k % 10 == 0:\n", - " # vis\n", - " zs, log_det = model.backward(xy)\n", - " backward_flow_names = [type(f).__name__ for f in model.flow.flows[::-1]]\n", - " nz = len(zs)\n", - " i = nz - 1 - 1\n", - "\n", - " z0 = zs[i].detach().numpy()\n", - " z1 = zs[i+1].detach().numpy()\n", - "\n", - " # plot how the samples travel at this stage\n", - " ss = 0.1\n", - " fig = plt.figure(figsize=(10, 5))\n", - " outer = gridspec.GridSpec(1, 2, wspace=ss, hspace=ss)\n", - " inner1 = gridspec.GridSpecFromSubplotSpec(3, 3, subplot_spec=outer[0], wspace=ss, hspace=ss)\n", - " inner2 = gridspec.GridSpecFromSubplotSpec(1, 1, subplot_spec=outer[1], wspace=ss, hspace=ss)\n", - " \n", - " backward_flow_names = [type(f).__name__ for f in model.flow.flows[::-1]]\n", - " nz = len(zs)\n", - " for i in range(min(nz-1, 9)):\n", - " ax = plt.Subplot(fig, inner1[i])\n", - " z0 = zs[i].detach().numpy()\n", - " z1 = zs[i+1].detach().numpy()\n", - " ax.scatter(z0[:,0], z0[:, 1], c='r', s=1, alpha=0.5)\n", - " ax.scatter(z1[:,0], z1[:, 1], c='b', s=1, alpha=0.5)\n", - " ax.quiver(z0[:,0], z0[:,1], z1[:,0] - z0[:,0], z1[:,1] - z0[:,1], units='xy', scale=1, alpha=0.5)\n", - " ax.axis([-3, 3, -3, 3])\n", - " ax.set_yticklabels([])\n", - " ax.set_xticklabels([])\n", - " #ax.set_title(\"layer %d -> %d (%s)\" % (i, i+1, backward_flow_names[i]))\n", - " fig.add_subplot(ax)\n", - " \n", - " ax = plt.Subplot(fig, inner2[0])\n", - " q = z1.reshape((ng, ng, 2))\n", - " # y coords\n", - " p1 = np.reshape(q[1:,:,:], (ng**2-ng,2))\n", - " p2 = np.reshape(q[:-1,:,:], (ng**2-ng,2))\n", - " inc = np.reshape(in_circle[1:,:] | in_circle[:-1,:], (ng**2-ng,))\n", - " p1, p2 = p1[inc], p2[inc]\n", - " lcy = mc.LineCollection(zip(p1, p2), linewidths=1, alpha=0.5, color='k')\n", - " # x coords\n", - " p1 = np.reshape(q[:,1:,:], (ng**2-ng,2))\n", - " p2 = np.reshape(q[:,:-1,:], (ng**2-ng,2))\n", - " inc = np.reshape(in_circle[:,1:] | in_circle[:,:-1], (ng**2-ng,))\n", - " p1, p2 = p1[inc], p2[inc]\n", - " lcx = mc.LineCollection(zip(p1, p2), linewidths=1, alpha=0.5, color='k')\n", - " # draw the lines\n", - " ax.add_collection(lcy)\n", - " ax.add_collection(lcx)\n", - " ax.axis([-3, 3, -3, 3])\n", - " ax.set_yticklabels([])\n", - " ax.set_xticklabels([])\n", - " #ax.set_title(\"grid warp at the end of %d\" % (i+1,))\n", - " fig.add_subplot(ax)\n", - " \n", - " # draw the data too\n", - " plt.scatter(xval[:,0], xval[:,1], c='r', s=5, alpha=0.5)\n", - " \n", - " break\n", - " #fname = 'out/step_%04d.png' % (k,)\n", - " #plt.savefig(fname, dpi=200)\n", - " #print(\"saved\", fname, 'loss', loss.item())\n", - " #plt.close(fig)\n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "ng = 100\n", - "xx, yy = np.linspace(-3, 3, ng), np.linspace(-3, 3, ng)\n", - "xv, yv = np.meshgrid(xx, yy)\n", - "xy = np.stack([xv, yv], axis=-1)\n", - "xy = xy.reshape((ng*ng, 2))\n", - "xy = torch.from_numpy(xy).float()\n", - "zs, prior_logprob, log_det = model(xy)\n", - "plt.scatter(xy[:,0], xy[:,1], c=prior_logprob.detach().exp())" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.10" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/seminars/seminar-10/10.nf.ipynb b/seminars/seminar-10/10.nf.ipynb deleted file mode 100644 index 0dcf452..0000000 --- a/seminars/seminar-10/10.nf.ipynb +++ /dev/null @@ -1,683 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\"Open" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Code is taken from https://github.com/karpathy/pytorch-normalizing-flows" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import itertools\n", - "\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n", - "\n", - "import torch\n", - "import torch.optim as optim\n", - "import torch.nn.functional as F\n", - "import torch.nn.init as init\n", - "from torch import nn\n", - "from torch import distributions\n", - "from torch.distributions import MultivariateNormal, Uniform, TransformedDistribution, SigmoidTransform\n", - "from torch.nn.parameter import Parameter\n", - "\n", - "from nflib.flows import (\n", - " AffineConstantFlow, ActNorm, AffineHalfFlow, \n", - " SlowMAF, MAF, IAF, Invertible1x1Conv,\n", - " NormalizingFlow, NormalizingFlowModel,\n", - ")\n", - "from nflib.spline_flows import NSF_AR, NSF_CL\n", - "\n", - "# for auto-reloading external modules\n", - "# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n", - "%load_ext autoreload\n", - "%autoreload 2" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Intro\n", - "**Problem:** how to estimate the pdf of final distribution at each point? \n", - "\n", - "**Idea:** Let's define the bijection $z_k=f(z_0)$ between simple distribution of $z_0$ with known pdf and our distribution $z_k$ with unknown pdf\n", - "![](https://2.bp.blogspot.com/-g37e2x1miRo/Wl-g8ajU11I/AAAAAAAAHkY/PbIorxOav_Y61yFJeXsQLRlcKTzlkykYwCLcBGAs/s1600/shakir_danilo_slide.png)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Problem:** ... but known pdf is changed at each point after each transformation $f$\n", - "![](https://2.bp.blogspot.com/-1vyL7LpM1io/Wl-ghB0yOiI/AAAAAAAAHkM/_U94kuVeQpk22J5Mg0lbLK-EdMDkaQWggCLcBGAs/s1600/flow1.png)\n", - "\n", - "**Solution:** The Jacobian is exactly the factor how volume is changed at each point $$J_k=|\\frac{\\partial f_k}{\\partial z_k}|$$" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### We can stack multiple transformations f\n", - "![](https://lilianweng.github.io/lil-log/assets/images/normalizing-flow.png)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Thus, the final pdf of our distribution can be evaluated as \n", - "\n", - "$$p(z_k)=\\frac{p(z_0)}{\\Pi_{i=1}^k J_i}$$\n", - "\n", - "or, \n", - "\n", - "$$log(p(z_k))=log(p(z_0))-\\Sigma_{i=1}^klog(J_i)$$" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Example of transformations\n", - "- Planar flows; $f(x) = x + u h(w^\\intercal z + b)$\n", - "- Radial flows; $f(x) = x + \\frac{\\beta}{\\alpha + |x - x_0|}(x - x_0)$\n", - "- Real NVP; affine coupling layer; $f(x^{(2)}) = t(x^{(1)}) + x^{(2)}\\odot\\exp s(x^{(1)}) $\n", - "- Masked Autoregressive Flow (MAF); $f(x_i) = (x_i - \\mu(x_{" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Lightweight datasets\n", - "import pickle\n", - "from sklearn import datasets\n", - "\n", - "class DatasetSIGGRAPH:\n", - " \"\"\" \n", - " haha, found from Eric https://blog.evjang.com/2018/01/nf2.html\n", - " https://github.com/ericjang/normalizing-flows-tutorial/blob/master/siggraph.pkl\n", - " \"\"\"\n", - " def __init__(self):\n", - " with open('siggraph.pkl', 'rb') as f:\n", - " XY = np.array(pickle.load(f), dtype=np.float32)\n", - " XY -= np.mean(XY, axis=0) # center\n", - " self.XY = torch.from_numpy(XY)\n", - " \n", - " def sample(self, n):\n", - " X = self.XY[np.random.randint(self.XY.shape[0], size=n)]\n", - " return X\n", - "\n", - "class DatasetMoons:\n", - " \"\"\" two half-moons \"\"\"\n", - " def sample(self, n):\n", - " moons = datasets.make_moons(n_samples=n, noise=0.05)[0].astype(np.float32)\n", - " return torch.from_numpy(moons)\n", - "\n", - "class DatasetMixture:\n", - " \"\"\" 4 mixture of gaussians \"\"\"\n", - " def sample(self, n):\n", - " assert n%4 == 0\n", - " r = np.r_[np.random.randn(n // 4, 2)*0.5 + np.array([0, -2]),\n", - " np.random.randn(n // 4, 2)*0.5 + np.array([0, 0]),\n", - " np.random.randn(n // 4, 2)*0.5 + np.array([2, 2]),\n", - " np.random.randn(n // 4, 2)*0.5 + np.array([-2, 2])]\n", - " return torch.from_numpy(r.astype(np.float32))\n", - "\n", - "d = DatasetMoons()\n", - "#d = DatasetMixture()\n", - "#d = DatasetSIGGRAPH()\n", - "\n", - "x = d.sample(128)\n", - "plt.figure(figsize=(4,4))\n", - "plt.scatter(x[:,0], x[:,1], s=5, alpha=0.5)\n", - "plt.axis('equal');" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Model" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# construct a model\n", - "#prior = MultivariateNormal(torch.zeros(2), torch.eye(2))\n", - "prior = TransformedDistribution(Uniform(torch.zeros(2), torch.ones(2)), SigmoidTransform().inv) # Logistic distribution\n", - "\n", - "# RealNVP\n", - "# flows = [AffineHalfFlow(dim=2, parity=i%2) for i in range(9)]\n", - "\n", - "# NICE\n", - "# flows = [AffineHalfFlow(dim=2, parity=i%2, scale=False) for i in range(4)]\n", - "# flows.append(AffineConstantFlow(dim=2, shift=False))\n", - "\n", - "# SlowMAF (MAF, but without any parameter sharing for each dimension's scale/shift)\n", - "# flows = [SlowMAF(dim=2, parity=i%2) for i in range(4)]\n", - "\n", - "# MAF (with MADE net, so we get very fast density estimation)\n", - "# flows = [MAF(dim=2, parity=i%2) for i in range(4)]\n", - "\n", - "# IAF (with MADE net, so we get very fast sampling)\n", - "# flows = [IAF(dim=2, parity=i%2) for i in range(3)]\n", - "\n", - "# insert ActNorms to any of the flows above\n", - "# norms = [ActNorm(dim=2) for _ in flows]\n", - "# flows = list(itertools.chain(*zip(norms, flows)))\n", - "\n", - "# Glow paper\n", - "# flows = [Invertible1x1Conv(dim=2) for i in range(3)]\n", - "# norms = [ActNorm(dim=2) for _ in flows]\n", - "# couplings = [AffineHalfFlow(dim=2, parity=i%2, nh=32) for i in range(len(flows))]\n", - "# flows = list(itertools.chain(*zip(norms, flows, couplings))) # append a coupling layer after each 1x1\n", - "\n", - "# Neural splines, coupling\n", - "nfs_flow = NSF_CL if True else NSF_AR\n", - "flows = [nfs_flow(dim=2, K=8, B=3, hidden_dim=16) for _ in range(3)]\n", - "convs = [Invertible1x1Conv(dim=2) for _ in flows]\n", - "norms = [ActNorm(dim=2) for _ in flows]\n", - "flows = list(itertools.chain(*zip(norms, convs, flows)))\n", - "\n", - "# construct the model\n", - "model = NormalizingFlowModel(prior, flows)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "number of params: 5844\n" - ] - } - ], - "source": [ - "# optimizer\n", - "optimizer = optim.Adam(model.parameters(), lr=1e-4, weight_decay=1e-5) # todo tune WD\n", - "print(\"number of params: \", sum(p.numel() for p in model.parameters()))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Model training" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "model.train()\n", - "for k in range(1000):\n", - " x = d.sample(128)\n", - " \n", - " zs, prior_logprob, log_det = model(x)\n", - " loss = ??? # Your code here\n", - "\n", - " model.zero_grad()\n", - " loss.backward()\n", - " optimizer.step()\n", - "\n", - " if k % 100 == 0:\n", - " print(loss.item())\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Visualization" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'z -> x')" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "model.eval()\n", - "\n", - "x = d.sample(128)\n", - "zs, prior_logprob, log_det = model(x)\n", - "z = zs[-1]\n", - "\n", - "x = x.detach().numpy()\n", - "z = z.detach().numpy()\n", - "p = model.prior.sample([128, 2]).squeeze()\n", - "plt.figure(figsize=(10,5))\n", - "plt.subplot(121)\n", - "plt.scatter(p[:,0], p[:,1], c='g', s=5)\n", - "plt.scatter(z[:,0], z[:,1], c='r', s=5)\n", - "plt.legend(['prior', 'x->z', 'data'])\n", - "plt.axis('scaled')\n", - "plt.title('x -> z')\n", - "\n", - "zs = model.sample(128*8)\n", - "z = zs[-1]\n", - "z = z.detach().numpy()\n", - "plt.subplot(122)\n", - "plt.scatter(x[:,0], x[:,1], c='b', s=5, alpha=0.5)\n", - "plt.scatter(z[:,0], z[:,1], c='r', s=5, alpha=0.5)\n", - "plt.legend(['data', 'z->x'])\n", - "plt.axis('scaled')\n", - "plt.title('z -> x')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Visualize mapping after each NFs layer and priors space grid distortion" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXIAAADSCAYAAABXT0tTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOydd3gVxfrHv0PvhJCegAhcEeGiolhAEVHx4lWx4E9BRb2KXhUUsV3pTSWV0FIhlNCSEIoQCATSCQkhJCEhBJKQQHrv9Zyz398fe3JIJYUg7XyeJ092d8rOzpl595133pkVJKFFixYtWu5eOt3uAmjRokWLlptDK8i1aNGi5S5HK8i1aNGi5S5HK8i1aNGi5S5HK8i1aNGi5S5HK8i1aNGi5S7njhTkQogUIcTLt7scdwtCCH0hRLwQouftLsutQAjxhhDC7XaX41YhhHheCHHpBuFbhRCr/s4y3Qncqc8thFgmhNjRzrQThBAJQogyIcRbHVWmO1KQ3ykIIX4WQsQKIUqFEMlCiJ//pvvuEEJkCiFKhBCXhRBftJDkfwC2kqxskM9WIYRSCGHchntTCDG8zvkk9TW7BvGChRCftjbfm4HkIQCjhBBj/o77/d2QDCI54naX41bSsF01Ef6pECL47yzTbWIFgA0k+5A80DCwHX0fgFaQaxBCdGnqMoBZAAYA+BeAOUKID9qQp2E7i/MngCEk+wF4E8AqIcQTzdyjO4BPAOxocL03gHcBFAP4qJ3lqKUcwMdCiCE3mU9z9dwadgP48mbvf6dxE/Vxy7gTy3QP8QCACzcIb3Xfr8sdL8iFEE8JIU4LIYrUb6oNQohu6rCNQgjrBvH/EkL8oD42EUJ4CiFy1Rr1d3XiLRNC7FW/AUsAfNrw3iQtSJ4jqSR5CcBBABPaUPxlQog4tWZv1NpEJC+QrK49Vf8Nayb60wCKSKY1uP4ugCLIGsAndQOEEJ2FEAuEEEnq0UaEEGKQECJQHSVaPfR7X31eBGArgKVNFUAI0UkIsUgIcVUIkSOE2C6E6K8OG6LWxj4XQlwD4Fvn2mdCiFQhRKEQ4r9CiHFCiPPq33pDg9v4A/h387V25yCEGCuEiFTXrYcQwq3WRKAe4aQJIX4VQmQB2FJ7rU76x4UQ59Tp3QD0uMG9rtZ2dCHEh+p6HaU+/1wIcUB93Gw/UodTCPGtECIBQEKda98JIa4IIfKEEJZCiCZlRgv9tLl2VZt2JAAHAM+qw4vqBA8QQnip6yJMCDGsTrqHhRA+QogCIcQlIcT/3aCe+gshNqvLli6EWCWE6KwO+1TII0wrdVtMFkJMrZP2QSFEgLoMPgD0mruPOv5sIUSiulx/CSFM1NeTAAwFcEj9nN0bpm1j36+X8I77A5AC4GX18RMAngHQBcAQABcBzFOHPQUgA0An9bkegAoAhpBfUhEAlgDopq7AKwBeVcddBkAB4C113J4tlEkAiATw3zY8RycALwNwhawZ/wXgbQBdW5HWTv0sBHAOQJ9m4n0LwKuJ6ycBWKjrQgngiTphPwOIATBC/VyPAhioDiOA4XXiTgKQBsAIQAmAEerrwQA+VR//B0Ciuo77ANgHwFUdNkSd53YAvQH0rHPNAbKQmgKgCsABAAYATAHkAHihTjl01Wn63e722cLv1g3AVQDfA+gK4B0ANQBW1alPJQBzAN3V9TEJQFqD9D+o009Xt9NVzdxvO4Af1cdOAJIAfF0n7IeW+lGd391HXc8961zzU18bDOAygC+aKUdr8h9+g3r7FEBwg2tbAeRD7uddAOwEsEcd1htAKoDP1GGPA8gD8Egz+e8H4KhOZwDgDICv6txbAWA2gM4AvoYsV4Q6/DQAG/XvNRFAKYAdzdxnsrocY9Xx1wMIrBOeArVsu9m+Xy/N7W74zTxIsw8LYB6A/XXOLwJ4RX08B8AR9fHTAK41SPsbgC3q42V1K7gVZVoOIBpA93Y+U1/IAi8QspBa2Yo0nQE8B2ARmhH+ABbWNu461wYDkAA8pj4/BmBtnfBLAKY1k1+Tglx9bAHATX1cV5CfBPBNnTQj1B2jtlMTwNA64bXXTOtcywfwfp1zT9QXBF3VaQbf7vbZwm82EUB6rRCoU1d1BXkNgB7N1PFE1BEi6mshaF6Qfw7grzp94QtcF3ZXAYxtJl3DfkQAk5toC/+qc/4NgJOtrIem8m+PIN9U5/w1APHq4/cBBDWI7whgaRN5GwKoRh1lDcAMAH517p1YJ6yXurxGkPuSEkDvOuG70Lwg3wzAos55H3VfGKI+T0ELglwdr8W+X/fvbjCtPCSEOCyEyFKbQP5A/aHNNly3AX8EWfsFZFuUiXqoV6Qeri2A/KPWktrKMsyBbCv/N68PexrGcVAPl8qEEAsahpMsBXAeQBRkodTi5BZJFclgAGaQtYSmKIT8kqjLxwAukoxSn+8EMFMI0VV9Pgiy5tZWzAG8KoR4tMF1E8hCo5arkIV4S3WdXee4sonzPnXOa5+x7rD7TsQEQDrVvVFNw2fPJVnVhvRXm4kLAAEAnhfyhHZnAO4AJgh5PqM/5PbWmn7UVDkbXruqLl8jWpl/e8iqc1yB623iAQBPN+jfH0IWvg15AHKfy6wT1xGyZt7oPiQr1Id9ID9vIcnyOnFv9HvU6wskyyArKaY3SNOIVvZ9DXe8IAdgDyAewD8oTwAsgGwOqGUHgGlq4TIS8vAckBtgMkmdOn99Sb5WJ22LWz8KIf4D2SvkJTa2Q1/PiPwv5ZnoPiT/qJPeTAjxPyFEHIA9AHIBPEqyWXteE3RB83ay8wAeanBtFoCh6k6VBXlYqAdZowHkumnZ7tYAkvkAbAGsbBCUAbmz1FKrxdQVzDe7zeZIACkkS24yn1tNJgBTIUTdNjqoQZwb1UVT6Qc3F5lkImQBNxfyCLMEslD6ErKGK6mjttSPmitX3bIPhvxbN0Vr8r8RbW0fqQACGvTvPiSbEnqpkDVyvTpx+5Ec1Yr7ZEK20/euc63Z3wMN+oI63UDIo7T2cKO+r+FuEOR9Idtmy4QQD6PB20ktXMMha+KevO6CdwZAqXpSqaeQJ/hGCyHGtfbGQogPIWsWr5C80taCCyGWQZ6hHgHgv5Ab+UqS126QxkAI8YEQoo+6zK9CHgaebCbJGQA6QghTdfpnIf/wTwF4TP03GvJwcJY6zSYAK4UQ/xAyY4QQA9Vh2ZBt3c1hA2A8ZMFay24AP6gnhfpArjM3ksob5NNWXgBwtAPzu1WcBqCC7OHURQgxDfJv0Zb0SgDfCSG6CiHeaUX6AMhmxQD1uX+Dc6CFfnQDfhZCDBBCDIJs92/On7+l/FtqV9kAzESdCdgWOAzgISHEx+p66irkyfKRDSOSzARwHIC1EKKfkCfnhwkhXmjpJiSvAjgLYLkQopsQ4jkAb9wgyW4AnwkhHlNPZv4BIIxkSkv3akff13A3CPKfAMyEPMHgjKYb0jYA/8R1swpIqgC8DlmQJUOegNgEebjZWlZBfpuG1zGbOLQh/QEAJiQ/IxnYYLjcHITcCdIgm02sINuK/2oyMlkD2ZZYa176BMBBkjEks2r/AKwF8LoQQheyMHaH3LhLINv1ahcTLQOwTT0EbTRqUGt8FpAnwGpxgVz3gZDrugqyhtiRzIA8HL6jUf8e70C2XRdB/l0OQ9YI25L+UwAFkG3B+1pIFgBZkAY2cw60rh81xUHITgNRALwgt5WmaCn/ZbhBuwLgC1npyRJC5LVUKLWpcgqADyBrwVm4PoHcFLMgTyTHQe5XewG0dn3FTMhzbgWQPbe236BcJwAshjzHkwlZqWqty3Kb+n5dROtky52NEGIiZBPLA60UlvcUQgh9AEEAHmeDRUH3AkKINwB83EZz1B2DECIMgAPJLbe7LG1BCEHIo8jE210WLTfmrhfk6gm8PQCiSa643eXRokU9ZL8EeRT4IWQ3y6HqIf5dg1aQ3z3ctGlFCNFDCHFGCBEthLgghFjeEQVr5b1HQh6+GkOehNOipcO4ibY9ArKrahGAHwFMv9uEuJa7i5vWyNWz671Jlqm142AA35MM7YgCatFyu9C2bS13Cze9p4LaJl2mPu2K6ws3tGi5q9G2bS13Cx3itaJ2lYmCvGLRh2RYR+SrRcvtRtu2tdwNdMguZ2pXv8eEEDoA9gshRpOMrRtHCPEl1LvX9e7d+4mHH364I27d4SiyslCUng59AOjaFRhz+3dOraqqgio/HxU5RAb6wtC4J4yMWutue/8RERGRR1K/I/K6l9q2lruf5tp2h3utCCGWAKggadVcnCeffJJnz57t0Pt2BEVFRZhjYgKnykr06twZsLcHZs++beUhiYiICPTt2xcjRozAoEFAWhpgZgaktmpzgfsTIUQEySdvQb53bdvWcm/QXNvuCK8VfbW2AiF/oeYVyEt17yqcnYHBxrbor3wJvQYMuH1C3NkZGDQIKkdHBAYGwsTEBCNGyNuyLFkiC/ElSzruPnB27oDM7k3ulbat5d6nI7xWxkBeWdkZ8ovBvSV/7jtRazHoG4zcskMwwxykmo2/LSpvWVkZMoYPh3F2NkL19PB0UhL69evX4ffJz89H3MiReC43F+IeVO87SiO/V9q2lnuH5tp2R3itnIe8F/BdS7GtLXqX/YHO8MMSsaqDVN62UVBQgMjISAz69lu4WFvjq+XL0aODhThJREZGQqVSYcLKlRCrbs+z3i3cC21by/3Bff9JJ6WDAyb/sBZF+B8sxDrMdnzybzepZGRkIDExEYmJL+LDjYZYtGo+enzTu+WEbaCkpARnzpzBmDFjYGBgAIwbB3z1VYfeQ4sWLbeH27JE/04afm7p1QtfVT4KBU7BbEAFUgv6tJyoA0lKSkJBQQGefPJJDB4sOmwyU3J0RKdVq8DFi3Fh/HiUlJTg6aefRufOnTum4Hcwt2qyszXcSW1by73HLZvsvJuxfvcvfFFpgGn4CGYiE0vMb70Qp5MTJDMzVG7ciNjYWFRWVmLcuHEQQnTIZCZJnD17FglLlyI3LQ1+CxdCR0cH48ePvy+EuBYt9yP3rSCnkxN+2bccEn7AScxAquORW25RIYnARYtQnJ6OA0uWoLCwEKNHj9aEz54ta+LtLUdZWRlOnjyJBx54AGVffAEPHR1MWL4cZmZmHfQEWu4WJElqOZKWe4b7VpC//fUWSOgC4DuwZ69bbheXJAl+fn7454IF2NH/e8xXnUJ8/PM3lSednKA0MwOcnZGYmIjIyEhMmjQJ+/YNxBsu36KLeQG6f/NN+2+gdVG8K1GpVHByckJionbTwvuGlj7qeSv+nnjiCd5OVq9OJzCYQC47Q0Enp1t7P4VCQR8fHxYVFZEkzcxIQP7fXqqqqnhST4+ZAIP09Xn58mVNWEfkn56eznMGBjef0W0AwFnehnbNO6Btk+SRI0fo4+NDS0tLRkZG3u7iaOlAmmvb951GrlKpsOB/bwH4DQK6sP8o5NYo42ptVmFvDz8/PzzzzDPo31/+ONHN2sKzs7MRHByM3l98gRg9PTy6eDH+8Y9/aMJvJv+qqioEBgaisLAQj61c2YErkLT8HSQmJqKgoABRUVF4/PHH4e/vj6CgoNovs2u5R7nvvFbee+Jb7D2XAOAYdEQRCqUBHX4PkggxNIR+bi7CdXXxdmoqevXq1f4MnZ2BFSvAxYtx/umnoVQqceRIX9jaRmPZsn9h7ty+LefRijLHxsaiqKgI48aNQ48ePW46z9vF/eq1UlVVhZ07d6KyshIDBgxAbm4uRo0ahaSkJAwaNAhTp05Fp073ne52T6H1WgFgZZWFveeCALihM1Sw+DCmY2/g7AzJ1BQh//sfQp53wIROu3Ftot1NCXGFQoHAhQtRmZYG/4ULMXDgQDzxxBNwdByOgoL3YGFxk0Lc2Rk5JiY4OX8+9PX18fzzz9/VQvx+xtfXF0II1NTUoLS0FAMHDsSlS5cwePBg5OXlwd3dHQqF4nYXU8st4L4S5AsWfAtgGQT6yyYV14kdmv/FRYuwPyMDQ11dsTbsbeRJ78Pu7Pvtzq+oqAj+/v7grFkI1NPDM8uWaTxQli7tdNNWj+zsbGz55RfEZmbiJQ8PGBkZtSqdytFROwl6h5GSkoKUlBTk5+dj4MCBqKysRGVlJfr164fU1FT0798fXbp0wfbt21FRUXG7i6ulg7k/BLmzM+b0fgcKxTAAb6O/TqcOFeI1NTU4Pm8ewktLMb5/fxgvX46lSwXMzES7BW1SUhIuXLiAmJjHMX3bK7jwWxx6fvutJvxmXBWdnQF9/QB88MFKTPzpJ0w2M4NYurTFdKWlpfD390fKsmXyNowrtJ9IvRNQKpU4duwYunfvjn79+iE7Oxv6+vooKyuDUqlE9+7dUVhYCEmSYGpqChcXFxQVFd3uYmvpQO4LG3mxiQlMMl9FBazQufPADt3YMHX1ahxdvRqp1dX4vKoKQ9q7LLOOHTz8scfQt29fjBw5ssO3rlUoFDAxCUNenoCp6XikpYlWpYmIiIAQAmPHjkXXrVtlIb5kyW3d5rc57jcbube3NxQKBS5fvox+/fqhU6dOyM/Px6BBg5CVlQVdXV1IkoRu3bpBkiQ8+OCDCAsLw8yZM2FsbPy3llXLzXFf28g/0J0MgY8xoFfvDhXiof/7H/77mzv+V7wSgm9jsKlpu2wdCoUCUYsWITktDccWLsSQIUMwcuRIAB23da0kSTj63XcINjHB0pfLYWY2AUuX3liIk0RMTAxCQkIwevRoPP300+jatevNr1zS0qE88sgjiI+Px0MPPYTKykoolUoYGhoiNTUVJiYmKCgoQPfu3VFZWYmePXvi0qVLePHFF7Fjxw4kJSXdMO/Kysq/6Sm03Az3vCBftSoBx+L+jXK8iN66PTpE9kiShD2zZ2O9uTlO4wsUYg629HJCp7S0Ngu3kpIS+Pv7w/8FF4zrtBkRE9bKm1qp6QiZefr0adjY2MDQzQ0v5uVhTvAXLeZ59epV+Myfj/5TpuCFy5fRp0/T2xeQxMUVK6BSL0zS8vczePBgTJ06FYmJiRg0aBBIoqKiAmZmZrh69SoGDRqE7Oxs9O3bFwUFBdDX10doaChee+017Nu3D9HR0U3mq1Kp4OjoCHd3d2RkZLS7fFVVVVr3x1vMPb37oVKphK3tVZAz0LlzB7hDOzuj/KefYF5dDZ+aoUiAK/6FGgQNKG/XPi0ZGRlISEjA5MmT8dlnnZAvCThEAAtvspi1ODgosWDBHjz/fApcXb9Dv/79r5tEmiEiIgKFhYUgiS6urhiQny+naSD1SSIpKQnXrl3DIw4O6JyZ2WQ8LX8Po0ePRlFREWJiYqCrq4uKigoUFBRg6NChSE5OxvDhw5GSkoLBgwcjPT0dw4cPx4kTJzBt2jR4eXmhtLQUEyZMACDvV6+jo4MuXbrgm2++wblz5+Dm5oaBAwfiueeew4MPPgghWjbJFRYWwtvbG9euXYOxsTH+9a9/1VNStHQc97SNfPv27UhPfx52dg/evDnX2RmpX32F9zkMUXgKnfEZyvASzAaUt2nHRJKIXbYMnR0cUDV7Nh5fuRJCiFoTeYeYnSVJwtHvv8enG59HHqfAzEynVfZ1a+sc/PFHIKZPJ377bRyG+Pg0Wai0tDRcvnwZw4YNwwMPPIAOLXwHcL/ZyGshicOHD2smMrt06YKcnBw88MADuHz5MkaMGIErV65g2LBhSE1NxahRo3Du3Dm8+eab8PHxgZGREcrLy5GWloZ+/frhnXfe0XgyqVQqxMTE4NSpU+jatSuee+45PPzww036pSsUCgQHByM8PBzjx4/HU089haioKAQEBGDUqFF48cUX0bNnz7+1bu4Vmmvb96wg37ixEsuWncbvv7+IL79sWXtoiTB9fZjn5eE4PkM5FkKnpyn6DOzRetnl7AzV8uU4/s47yNqxA88XFmL4Lfg6T2RkJPz8/DBh9Wqcz52GFZ2XY4m9SYtlrNy4EQ98Z4Jc6UGYmo5BWlrjDpqTk4ML5uYw3bkT/1ixAuLLL5vMq2z9evQyN0enpUtvi2C/XwU5IAvcXbt2oU+fPsjLy4Oenh6Sk5Px0EMP4eLFi3j44YeRmJiIESNGIDExEePGjUNwcDAmTJiATZs2QV9fH0uXLkVCQgKOHTuG8ePHY/z48RqBTRKXLl1CcHAwKisrMWHCBIwZMwZdunTRhHl7e8PU1BRTpkzRrGYGgIqKCvj5+SEuLg6TJk3CE088oV2g1EbuO0FuZiYhPb1Th3h7HP/+e/ywfj8S+RFE5+/Rq58hzM3bJqNOGxhgd+5Y7BIf4ctXy7EqZmWHCjpHRxV++80Tzz4bDVfXH6Hr6dmilkwSSqUS58+fR9KUKUgseBn2ndfUE/wKhQIFBQWIj4/HgAEDIF55BQY5OTBsomLLysoQGRmJ7tOnY2xODrrcps/I3c+CHACqq6vh4uKCESNGIC4uDsOGDcOFCxcwatQoxMbGYtSoUbh06RIeeeQRXLx4EUZGRjhw4AA+/PBDkERGRgZmzJgBkjhw4ABI4u2334aOjo7mHiRx9epVBAcHIycnByNGjEBOTg4qKiowdepUDB06tNnyZWVlwdvbG5WVlZg6dSqGDBlyw+ch2SpTzv3Arfz48iAhhJ8QIk4IcUEI8f3N5tkRdMSCGaWDAw7p6uK7dZ6I41LUYBmqVYbo3bv18rd47VocHjgQKQ89BE9hj3x+CNfYr9o1Mdokzs7INDHBop+OoLBwIs6f/x26urqtmiUNDAzE1q1bkZqaiifmz8cCsxCk2ntpktjb18DQcDdWrAiFsbGxrOH99JMsxOtUbFlZGYKDg3HhwgU8/fTTeGrVKlmI3+V7tNypbbslunfvjpkzZyIqKgrjxo3DxYsX8fjjjyM2NhaPPvoo4uLiMHLkSMTGxqKmpgaHDx/G7NmzER8fj3/84x8YM2YMNm3ahLKyMsyaNQsjRoyAk5MToqKiNJOWQggMGTIEM2fOxLBhw7B3716Eh4dj9OjRLW6bbGRkhE8++QQvvPACDhw4AHd392b92q9duwZ7e3vY2dnd1ITrvU5HfHzZGIAxyXNCiL4AIgC8RTKuuTR3gtbSEiSxVkcHm0r64gK2AngJAoTOgE6t0sbp5ISrS5bAprAQL9TU4G1TU2xemtahpuTIyEgEvfgiJhUXI7T/T1jZ17LVea957xBWel7FFy8Tfx79psmPTpiaViAjIxt6eldw5sxQPPjgg/XCy8vLERkZia5du+Kxxx5D9+7db/6hOoAO/PjyXd22MzMz4erqiilTpsDHxwdPP/00QkNDMXbsWISHh6OkpATZ2dl47733cOnSJbz66qvw8vLClClT0L17dxw8eBCvvfYaRo8ejezsbHh6emLgwIF444030KtXL2RnZ+PgwYPo3r073nzzTSiVSgQEBCA5ORnPPvssnnrqKXTr1u2GZVQoFAgJCUFYWBjGjRuH5557Dl27dkVFRQVOnDiBxMREvPrqq1CpVDh27BiefPJJTJw4sdmPpGRmZqKiogLDhg27FVV62/nbTCtCiIMANpD0aS7OndTYm0Ll4IAv5v+FPdU90FVahFKMRefOaLUPOp2csO2rr7AXjyEE32JJv/OYZ/XPDjOjqFQq/PxzAFxcovDD83pYGrWw1W+HWt/wFx7zQRHfhFnn3khVmjSKV1BQgN9/j8YO5+5Y2Wk/vrR8CJg9GwqFAgqFApGRkejSpQuMjY2h3LEDQ+3tmy1DaWkpMmxtMcLJ6W+ZEL1VppW7sW0nJCTg4MGDmDJlCry9vTFhwgScPHkSBQUFqKqqwrRp05CcnIzRo0cjMjISb7zxBg4cOICJEyfCzMwMu3fvxuOPP44XXngBKpUKvr6+iI6OhpGRETIzM/HSSy9h7Nix9Uwfubm5bRboxcXF8PHxwbVr1zB48GBNmSZPnqxREEpLS/HXX3+hrKwMb731FgwNDTXpSSIiIgK+vr54/fXX8cgjj9yaCr3N/C2CXAgxBEAggNEkS5qLd6c19rpUVFTgA91XcKh6AoBfoKOjhz59Wil/nJ2Rv3QpFufno1dNDXYjARkY3mGrMgF5wvH8+fOYNetJZGbqtDpvkggLC0NycjK6dOmCVPfuWLP/SSyZkVhvu4ILFy4gPz8fPXr0gFKphHjrLTyTmwthZoaKS5ewa9cuDB48GCNHjkRiYiIMDAzwyKuvQqSnN1p+WlhYiJiYGPTs2ROPvv02ujUR51ZwKwT53dy2w8PDERYWhueffx6enp4oKChA586dMXXqVI1rYF5eHoYOHYrz58/jrbfewr59+/Dkk0/i0Ucfxe7du6Grq4s333wTRUVFcHZ2RnJyMsaPH9/Idl6Xtgr0vLw8bNmyBQkJCRg5ciQ+/PDDRu6KJBEVFQUfHx/NRKxCocChQ4eQl5eH9957DwMHDuzQ+ruTaLZtN7VJeXv+APSBPPR8p5nwLwGcBXB28ODBbdpMvUWcnOSPH9zkFyKUSiWnT7ci4EighJ2FqvVZOjnxKMCnMJQ6WEPb/t/R6aOAjigWSTLPxoZnDAwYsXAhJUlq0yM7OZF6ev58++0/GR0dTUmSmoy3alUCdXXd+OOPvgwICGBJSUm9urWyyqKBwUXOn3+S58+fp0qlun6DOoXJysqin58fIyMjqVAomoxzK0EHf1jitrbtDuLYsWP8888/OWfOHC5evJje3t7cunUrPTw86ObmRjc3N+7Zs4e+vr7csGEDMzIyuH79ep44cYLV1dV0d3fnggULuHz5coaHh7O6upr+/v5cvXo1/f39WVNT0+y9c3Jy6OHhQQsLCwYFBbG6urpeuEKhoK+vL83NzRkaGkqFQsEzZ87QwsKCR48eZWVlZaM8CwsLuXXrVlpaWvL333/noUOHmi1DeXk5S0tLmwyTJIkBAQHMyspqQ23ePppr2x2ikQshugI4DOAYSZuW4ne01pJqbIy+WVnQuQltjyQOHjyITz/NR3Hx/6Fz576tNqWoVCpM7z0J3tUD0RkfoRzvwMysU4conpIk4ciRI/CfMQO/lpVBvw3PSBKSJMHYOBy5uWkw7TQOaQ7Hm3wokjA2vozs7DQYCQNkOobWi1dQUIARI84jL68XjERXZDqebZRPamoqEhMToR8QgFDUyOQAACAASURBVEc2bbon3A9vd9vuKKKiorB27VpMmTIFnTp1Qv/+/ZGdnQ1jY2Ncu3YNDz74INLS0qCnp4cePXogISEB06dPh6enJ/T19VFRUYHY2Fj06NEDH330EYYPHw5A3qHz2LFjyMrKwquvvooRI0Y062HSlIaenp6Ow4cPw8DAAFOnTkW/fv008cvLy3Hy5EkkJCTg5ZdfxpgxYzR5k8SZM2ewc+dOdO7cGdOnT8ezzz7byJ0xIyMDO3fuREVFBSZPnoznnntOk4dCocCBAwdQXFyMDz74oNnVy3cSt8y0IuRa2QaggOS81qTpyMZOEr4//ojJ7u7yDn7tEBwqlQpHjhxBTMwjsLAYik6dRKvdCzMtLfHHsmXYVPkGqmgFnZ56bfMvvwHFxcVYujQMu3b1x+LJhZh7anabbOG1HSw8XBcHHB7CMskas828670IKisrkZeXh0uXLuHYsa7YapOD5dJRfGPmA167hujoaBQXF6NHjx7w9FRgq3U+lkkH8I3ZCSA1FcXFxUhJSUFBQQHMzMxQU1ODnEmTMCEvD93ucvfD2922O4rq6mpYWlpixowZ8PT0xPvvvw9PT09MmTIFx48fx6RJkxAYGIjnn38e4eHhGDlyJKqrq5GSkoJnnnkGNjY2MDMzw+LFi5GZmYl9+/ZhzJgxmDx5skZwJiUl4ejRo9DR0cHUqVNvaN7Izc3F8ePH4e/vj+7du2P27Nl49NFHm42fnp4OLy8vdOnSBa+99hp0dHRw8OBBFBUVYfr06ejUqRP++usv1NTU4K233oK+vj4A2Uzo5eWFN998EyYmJvDw8EDPnj3x9ttvQ6lUYs+ePdDV1cW0adPQpcvdscj9Vgry5wAEAYgBUPvp7gUkjzSXpiMbe1xcHHR0dGBi0njCri15pKSk4MsvX0F6etfWmXGdnXFx4UIsLiyESjkGvvBG5wH6bfYvb4qqqioE//Ybeu3cif9TJCC9qH+bTcurViXA2toXc+Y8jZUrH2ty9WVeXh527NiBhx9+GF27dsVDDz2EQd7ewIoVcJ60E4uO98NbbyXggw/00K1bNzz++OPotXOnJp+1Fe9hxQpvzJ49GDNm9EZhYSEefvhhGB06dFtXenagIL+tbbujIAkHBwe89NJLKCoqQmxsLF544QUcPHgQr7/+uub/oUOHMG3atHqTonFxcfjhhx+QmJio0VwBYP/+/aipqcG7776rWfSjUqkQFhaG4OBgjB07FhMnTmxkEyeJCxcuwNvbG2ZmZujUqROSk5MxduxYPPPMM+jbt+kPpUiShMjISOzbtw8lJSV45ZVX8Nprr2kEMOtMdj7zzDNQKpWIjo7GjBkz6q1OPXHiBEJDQyFJEl566SU8//zzjUYQkiRBoVDcMV5YdbnlNvK2/HXUB2pTU1N55MiRm8rDyYk0MSmnk1PbzLj7BgzgP2FGXWylDgo67BvFgYGBtLa25iVDQxKgk87PbTItK5VKhoWFUV8/lICi2TI5OZGGhpf43XdHeXbhQkqmpvVuYmpaQyCMen2OscjYuMkCyHHOUq+PF3ONjG7K/q1ycOgwGzru848v15Kdnc2EhASSZFxcHB0cHKhUKuns7Mzw8HAeO3aMe/bsYWhoKO3t7RkTE0Nra2vGxcXxs88+44oVK+jp6Ul7e3uWlpby5MmTtLW1ZW5uLiVJYlBQEC0sLHjp0qV69y0pKeG+fftobW3N8+fPa+ZkioqKuHPnTm7cuJGpqama+IWFhTxy5AhXr17NQ4cOMT8/v9GzSJLEU6dOcdWqVVy3bh3Xrl3Lq1evNoqXk5PDuXPn8rPPPqv3QfJaYmJiOH/+fM6fP58xMTGNwsvLy7lt2zaePHmybZX9N9Fc276rV3b6+vrCwMAAo0ePbncebd3vW2Fvj4MLF8JcDMfZgl0AhkNHB633bGmG0tJSzJ3yB/aHdcKCtx7Hr1ML26TVSpKEgIAAZO/ahVe8vLDvpT1Y4T+xUXJJkpCfn49Ro+KRm1uFgQOJyK6fYFBWFmBmhqvBwcjNzYWbWwW2beuNjysssazcDX3VFaRUKqFSqRAdHQ139wps29YFn1RuwB/lbu0ypWRmZuLy5csY+P77GJ2d3SFeLff7ys5a4uLiEBMTg/fffx8k4eTkhIkTJ0JXVxfbtm3D7Nmz4ebmhnHjxiElJUXjm71//35MnjwZGRkZePfdd5GRkYHY2FjMmjULSUlJOHHiBKZPn44HH3wQ165dg6enJ0aNGoWXXnqpnn/3tWvXcOTIEXTr1g1GRkaIjY3FM888gwkTJjTpB15eXo6wsDCcPXsWQ4cOxXPPPQcjIyNUVFTgwIEDKC8vx/Tp0zFgwADEx8fj8OHDGhNPly5dUFpaqjGXDBkyBH5+fvjnP/+JF198EV27doWvry9iYmI0o4o9e/ZgzJgxePHFFyGEQFZWFtzc3DBy5Ei8/PLLd+T2AfecRi5r0gVtV+AaqN1t0cKrqqr4crcn2Rc/sj/SCJCdO9+cEqm0t2e0vj6t3n2XRoiQNfvO6W3Kw8mJ1Nc/xffes2a0gQGlZoYHDg4qDhy4nx9+6MDvvz9GQ8NYOjpKmkqweMeTAwa48ocfTtLX15dpaWn1KqiiooKbN2/m4cOHGRwcTH9/f+bl5bXZI0WpVDI2NpZ+fn6Mj4+XvV860KsFWo2cJJmWlkZHR0fN+aVLl2hnZ0dJknjixAm6u7szJyeH5ubmzMjI4IIFCzh37lyuX7+e27ZtY0pKCi0sLJiUlMRTp07R1taW+fn5vHLlCi0sLBgZGUlS1mJ37txJZ2dnFhYW1itDdnY2Fy1axE8++YSbNm1qlXdIVVUVT506RSsrK65Zs4aLFy/msWPHqFQq68UrKyujm5sbN2zYwHPnztHa2poBAQGaEUB5eTn37dtHc3Nz2tjY0MXFhWVlZfXSb968mXv27GFkZCTNzc15/vz5dtf330FzbfuubexmZmyXOeOyoSEr25GwpKSE//73EgJuBKqo07PypuVOeXk5v+rVi7YAlaamsrti53Q6fRTQ6jwkSaKBQRSBIJqaVt9QIJqYFBI4TgODM9fdAutgZJRCwId6ffZR1cDUQpLm5qnU672P83v/Hwttbdv8vGVlZTx9+jQDfvqJ2c2YazoCrSCXKS0tpbm5ueZcdlt1YmxsLGtqarh27VpeunSJoaGhnDdvHletWsVFixbxypUr3LVrFz09PZmcnExzc3OmpKQwPDyc1tbWzMnJYU5ODm1tbXny5ElKkqQxfVhYWPDixYtUqVQMDg6mubk5w8LCNMLZ0tKSe/bsYWZm5g3LrlKp6Ovry++//54LFizg1q1bmZyc3CieJEncv38/P/jgA+7YsaORa21eXh6XLl3K//73vzx69Gijl0FVVRWXLFnCWbNmNTIR3Yncc4K8PQpcQUEBT/36a5sTbtxYxf79bdm79zECypvWwiVJ4uE5c/ha92eo182DG/v/0OYMJUlilpUVffT0aPXu/hs+UlpaGsPCwvjzlPU0EQn1XhSlpaW8cuUKT5w4we++O8KBA0/Sut+3mrekSqViXl4eQ0JCqKcXQCCMxjjb6hdhRUUF09PT6e/vz8DAQPr7+zPByKh9b+FWohXkMpIkceXKlfX8qxMSErhhwwaqVComJSXR3NycLi4unDt3Lv/66y8mJCTQ0tKSubm5dHZ2po+PD5OSkmhhYcHU1FRGR0fT0tKSGRkZLCsro7OzMz08PDSKQWpqKleuXMn58+fT2dmZBQUF9cpUU1PD06dP08rKirt27WJ6euPRZ2lpKbdt20YXFxcWFxdTqVQyMjKSa9eupYuLC5OSkjQvj9o5pYsXL9LJyYm7du1iRUWF5lktLCwYHh7O8vJy7tixg5s2bWJxcTFJsri4mJs3b6arqytPnjxJa2vrJstzJ3HPCfK2olQqefz48euLWFrJ1atXqau7m0ApdXRufvRfZGvLn/v04bxu3WiCpHbJs/z8fG7dupVOOjqsaSEDa+sc6uru5KJF5xigr8+rdeKvXVtMHR0nfvbZdp44ceK6lqR+S9rPPEld3T387LNtPH36NH/80Y/G/a/QSefnFivByYk0MIjk9OmWDAwMpK+vL8PCwuRO1tbVTG2sdK0gv87atWuZm5urOZckiZs2bWJ0dDQLCgr4zTffcNWqVSwtLaWNjQ0TEhJ46tQpOjg4sKioiOvWrWNYWBgvX75MCwsLZmRkMC4ujhYWFrx69Spramro7u7OTZs2saSkhMHBwVy1ahWtra1pZWXFuLi4Jheg1dTUMCwsjNbW1ty5c6dsxiOZlJREKysr+vr6NuqrKpWK0dHRXL9+Pe3t7Wlvb08HBweNYFYqlTx69ChtbGy4f/9+WllZMSUlpd6zBwUF0dLSkidOnKCVlVU9U0xcXBzNzc158eLFG9Zpcwvq/g7ua0FeXV3NPXv2sKioqNVplA4OtOs3n3p99vOtt5Jv3nzr5MQjurqcIEZSF1tp32OO7JEyoLRN+drZ1XDAgM384ovdrLGza1HImZhUEwilvn4Iq+vElySJhoYXCZygUb8LTeZjYlJGIJQD++xjbhtNISYmCgJhHNhrL6MNDGSvlDagUql4+fJl+unpsayNbzutIL/O1q1bmZiYWO9aUlISly5dSgsLC/r7+9PCwoKZmZlMTk6mlZWVxuvEw8OD+fn5tLKy4oULF3jx4kVaWloyKyuLiYmJGvu5JEnct28f//Of/3Dt2rUaLTw5OZkbNmzgzp07G2nmtdSu4rSysuKiRYu4cOFCXrly5YbPVFpayhUrVvDLL7/k7t2769m9FQoF161bx48//pghISGN0qpUKu7evZszZ86kh4dHI6GclpZGKysrhoSENAqTJInnz5/XeP/cDppr23e110prOX/+PPLy8jBp0qRWzUSThJ+BAT7KC0AmRsLMTNyUI0VRURE+NPwX/GuGozN+QCmegNmAsjZ9WQgA0szN8dhvDyCfr8DMbOANy0TK/rpbt+Zj9+6xWLasr8Z7JTg4GIWFhYiIGAo7uwJ8W7UFS0u3AGZmUKWkQJIkREdHY/v2bOzaBXxV7YZVZa4QLXiUKBQKKJVKxMTEYNu2LLi5qTC72hPLynaieyu9UYqLi3HhwgUolUoMGzYMJl5eECtXApMmgX5+rVr0pfVauc7BgwcxaNAgjB07VnMtNjYW5ubm+Oijj/Dqq68iIiICUVFR+M9//gN/f3+kpqZixowZ2Lp1Kx5++GEMHz4crq6ueP/991FaWopjx45h1qxZqKysxJ49ezB06FBcuXIFxsbGyMjIwL///W+NJ5lKpUJISAhOnz6N8ePH49lnn23ksVJUVAQPDw9kZ2eja9euMDQ0xMSJE5v8pFx+fj527tyJkSNH4oUXXoC/vz+io6MxZcoUPPjgg3Bzc8OAAQPwzDPPwMPDA0888YTGV7y0tBSenp4QQuCll17CoUOHMGjQILz22mv15EJxcTF27dpVL6y4uBheXl4oKirCtGnTYGpqegt/tea557xWWktdP/HWIEkS/f39mb9mTbs05oZELVrEGT17sn+XDQTYrknS1NRUuru700lHhxvwqTwh2kz6yspKRkVF1TeV1MHGJo/6+sGcO9eLoaGh8r4XavNF1caN3L59O/fu3UsvLy9GRETIts8WzBtOTqSxcR5nzNjA7du388iRIzx//rystbTCNKJUKhkXF0d/f39GRkbW24tDpVIxPj6e/vr6TGmlZg6tRq7Bz8+vnk90SEgIra2tNT7k5HVzy9mzZ6lSqbh582YGBQWxuLiY1tbWjI+P12jgOTk5jIqKorW1Na9evcr169fz448/pp+fH0kyMzOTtra29Pb2rqe1FhQUcMeOHdywYUM9c0etmSY4OJiSJFGlUjEqKorr16+ns7Mz4+PjNZpxcnIyLSwsGBERUe8Z09PT+eeff3L27Nn08fHRxC8pKaGDgwP379/P+Ph4Wlpa0t/fX2OyqaqqoqurK7dv395oP5fasG3btjEoKIjm5ub09/e/bZp4Lc217Xu+sbfFu6V2Zr0jNtCRJIlWVlac0HU0jRDKj3p6tFmAOzmRBn3P8ZXu4xj4888tCsWNG6uoq+vOefN8GLN0KasbeJ7U1NTQwCCMwCmamlY0Sr9kSQwHDHDjty/8wZw2mFLkhUEnqNtrF1MMDSnVcXlrjqqqKubl5TEoKIiBgYGN6jwnJ0cTlpGRQTo5UWFqytjXX2e+ickNy6YV5Nc5d+4c9+3bR0mSePToUW7YsIFFRUWsrKzkn3/+qZkYzMzMpIWFBcvKylhUVKSZ3ExNTaW5ublGgNvY2LC4uJh79+7lzJkzefDgQWZkZNDa2ppnzpwhKU9w79ixgy4uLvU2q5IkiXFxcbS2tqaHhwc9PT25Zs2aeouDalGpVLxw4YLGFu7u7s7Vq1czKSmpUdzY2Fj++eeftLOz48aNG+u5QFZWVnLBggX89NNPGR8f3+R9Dh8+3ChdbZ189913/Oyzz1o09/xd3LeCvC1zZTt27ODZs2dv+p7nFi7k692epU7PDdTpmS2/SAY0vfvajdDXP0XAgiaIb9WbyNRURSCVenonmGFsrHmDZWZmMjg4mIGBgVy3rrRefUiSxNDQUPr5+XHgwGMEjtOwU2Czvui1SJLE6OhoBgUF8YsvdlNX9xBX9f2ixbemo6NEA4OzfO89G0ZHR9dzg0xPT6fbl1/SX1+fscuWUaFQUJIkpqWlMSAggEFBQfILBmCNjk6j1ai1aAX5dZKSkrhp0ya6u7vTxcVFI7hJ0t3dvV579/b25v79+0nKmrKtrS0rKys1HiMVFRU8efIk586dSysrK3p6enLDhg0sLy9nQUEBbW1tGRgYSFJuH76+vrS2tua1a9fqlSk1NZVz5szhp59+yjNnztxw8lClUnHr1q38/PPPuWTJEnp7ezM7O1tzDz8/P9rY2DAzM5OSJGk8YtLT01lcXEwXFxdu3bqVbm5udHBwqGdPr6VuurS0NNbU1NDHx4fm5uY8c+YMAwICuGbNGnnNxG3mvhXkrWXduhIaGl66KTOKSqXinDle7I0v2AdeBKR2ebpcWLaMq/v145xJq2mqU9IqL5GioiLOn+9LQ8O4eot8bP/vMHV193LZsgv1JjvJ2mX6sfz002308vLiypWXaWoqye6JLZhSDAwi+d7Yb3hIV5eptb7KrXhrmpoqCRTS1FR2icvKyuKRI0doa2tLV1dX5qkFdbGJCUNDQ2V3xYQEqlQqSpLElD//ZIC+PoP79KGimZeGVpBfJy0tjR999BHd3d0brR2Ij4/n5s2bNedVVVW0trbWmD4OHz6smRD09vamtbU1bWxsuHDhQrq6ulKSJB4/fpzOzs6srq5mSUkJN2zYUM+8cenSJVpYWPDMmTNUqVSMiIigubk5z549y9TUVNrZ2dHV1bWRNkzKE5ceHh50dnZmWVkZc3Nz6ePjQysrK9rZ2dHa2pqOjo6NtqiNi4vjzz//zF9//VXjlVL7Ylm3bl2zE68XL17kjz/+yAULFtDDw6NevufOnaOlpaXGu6Yh+fn53LJlS5PrMzoSrSBvgfYuMKpFqVRy/fr17NfPmoCKOqKgXfb1RYui2Asz+Qteb7EwkiSxqKiIp06d4pkFC6hoQkOVn6uAenq+mv1baGZGhUJBI6NkAr40MkpstUtVSUkJ9fR8CNhRXxxpc6XVyvp33smgjo4jJ0/+XtPJa2pqGLN0Kf319Rn+r3+xTG1CycvL46lTpxgQEMDk5GS5rOqMyj/4gKUNTC1aQS6jUCjo7OzMDz/8sMnfV6lU0tzcvJ5gu3DhAjds2EClUsmamhra2dkxPDycJ06c4CeffMJt27ZRoVDQycmJQUFBlCSJBw4coKurK5VKJcvLy+no6MhDhw5p7pmfn09bW1suWLCA69atY05OTr0yBAYGavYir7Vfl5eXc/PmzXR3d2+0z3hxcTFXrlzJefPmcd26dfUWCqlUKvr5+XHhwoX89ddfGRcXVy9trctjU6Y8V1dXrly5kr/88gtjY2Mb1Vd8fDwtLCwaeQEVFBTQxsZGM7q5lcL8rhPkeTY2zQ6dm+Umlnm3N6nSwYHRBgb8brIFDQxi+OGHUrvyycnJofm773KAWCtvdtU5vcVMfH19aWdnx8jISMbVEdK1lJaW8qefAmhgEEEHh+sTj+cWLaKjoyN/n7abpp3SWlxJqlKpGBISwn1ff00HHR3+MmUDTU2rWtTcG+ZRVVXFiIgI+vv709AwnoCKZgNKed7QkHtmz2ZwcDDj4+MZFBTE4wMHMhBggL4+Y2Ji6nXm6upqnj9/ngEBATxjYMDyBs+tFeTX3ezc3d25fPnyZj+64OXlRX9/f825JEncsWMHg4KCSMrC6+OPP6aDg4PGXp6dnc2ioiJaWloyKSmJKpWKu3bt4t69eylJEquqqrhlyxbu3buXSqWS165do6WlJRcuXEhHR8cmzRu5ubl0cXGhs7MzL168yHXr1tXT7GvJysrimjVr6Ofnp7Gjr1mzhu7u7kxPT+f27du5ZcsWlpSUMD09nRYWFrxw4UK9PGJiYmhhYcGUlBRWVFTw6NGjNDc35+nTp6lUKpmVlUVLS8sml+tfvXqVFhYWmrDCwkKuWbNGMz9QUlJCW1vbJkcYHcFdJ8j99PQaCaYboVKpeEpfv/VpnJyaXIbeFioqKuimq8s1AE06xbZLo5ckiatXX2OvXrP5Rc/X6YjPb+iVUoudXTUNDC5w3jwfeRc4tZCWHB1ZWVnJU6dOXfdKaZDOyCiJf/yRzAA9PapaKLSDg4q6ugc5ZcpP3K+r22L8hsjmm3jOmrWJp0+f1izeWLeulPr6oXy521IawJvf9X6Xbm5u9PT05MmTJ3lmwQKWGhsz+a23WGNqSqWDAy9fvkx/f3+GhIRc3yGvzhu4dN060syMhkAK72NBXrtsvVZLtra2bnYNRWpqKtetW1dPYBYUFGi+/GNubs4NGzbQ09OTJHn27Fk6OjpSpVLxypUrtLS0ZGFhIWtqauji4sIjR45QkiTW1NTQ1dWVy5Yt0yyykSSp3g6KTZX70KFD/OCDD7hu3TqWl5fXC69dqdlQwNYuSpoxYwZdXFzqLSTKzMykpaVlo50OExISOHfuXP7yyy88dOhQo5dLdnY2raysGBUV1aic2dnZtLGxoY+PD21tbRkaGqoph5OTEwMCAlhaWko/P78OXzx0VwnyjIwMXly+vE0qcnh4OPNsbFqdJs7QkEk3YUvJz8/nvHk+NO6fQsf+P7Xrs25KpZLL3niD/bGCQIU8IdqKTMrLy6nf5yiBaJrqlGiul5SU0MPDg8HBwfUmtepibJxHwI8GBlFU3mDr2KtXrzI8PJw6Os4EdtPQ8Gq7hi2mpgoCyTQ2zqJSqeSlS5fo5+fHsLAwxsbGqp8jlP26n6OurhtXrIjXmFL8/f0Zoq/PAIBBffsy3di4kUdMSUmJZkIqSr1h2GOAkvepIK+1Z2/atEnzEre3t5c9f5qJv27dunq23/Lyci5evJjz5s1jdnY2q6qqaGlpyezsbEqSxG3btmkmNUNCQujo6EiFQsHKykra2dkxICCARUVF3LRpE7/77rtGwjUyMlKzmKgutZpydHQ0Dx8+THNzcwYFBWlWgVpaWjbaulaSJM1n4fz9/ZsU2rUadnR0NEnyypUrtLOz0yxCasqbhZRHCdbW1jx37lyjsKtXr/Ljjz+mnZ2dphy1iohCoaCLiwv9/PxYUlLCqqqqJvNvD3eVIF+7dq38vchWcuXKFYaFhbU6/rVr1xixcGG7bCkqlYqRkZEMCgpSe4m0711gZZXNvn0X86OeU7ixBd/wWnJzc+nr60sfHx/O6/0eTZEsT4Sy1hskgkuWRDNm6VJWNhht5Ofn09/fn4sXR9HUVHnDe61alcC+fZfz8893cs2a/Jta1Vq7S+Wvv8qC+ciRIwwKCmJAQABTU1Pp6Cibovr3KFDvbX6U7u7uPHr0KAMCAhizdCnD9PUZ0KcPq9SVXV5ezoiICAYEBDAiIoLl5eVUKpW8vHIlA/T172tBHhAQQDs7u3ov8m3btjWy69bF39+fXl5eJGVN1crKivv37+fvv/+u8ZsOCQnhrl27SMrmhFoTiyRJ9PDw4IEDByhJEktKSvjrr79y3rx5DAwMZHV1NV1dXTUukLXU+oSfPXtWs3Te2tq63tqH3Nxc7tq1i19//TV/++23RvuU19TUcN++fbSzs9N4lGRlZdHKyqqR91lOTg6XL1/O1atX09bWVrN1QFpaWpN7qteSl5dHa2vrevkVFBRwzZo1PHHiBNeuXcvQ0FCePHmSmzZtokKhoLe3N3fs2EGlUsnNmzdrzC4dwV0jyDdurKKenk+bFvCsX7++yaFaUyQkJGi0ifYQEhJCNzc3qlSqdtvV3b78kr3FfwjktVoLX7++nLq6+/j55zt5+vTpRsvz5UnNZOrpnWS62vNDMjXl+fPnNQttbrSYQaFQMCUlhYE//0z9TgcJlN3UnlbJycmae0dFRcmmoL4hnNv7XZaqh/JKpZIXL17kvn37+FHPKTREMN/t4Uw9PX/+8MMJBgQEMDw8nGVlZazcuJGRBgYM+Oknnv7f/1hiYkKlgwMTEhIYEBDA4OBgZmRkUKlU3remlTNnztDW1raREuTh4dHkRxRqKSgo4J9//slDhw7R2tpa4zO9adMmzccZFAoFbWxsNK6EdU0s1dXV3LhxI0NCQvjXX39x1apVXLBggWYUUFNTw82bN9PLy6ueMM/Ly6OtrS1///13bty4UWN2q6W6upq7du2ilZUVN2zYQGdnZ43PeUFBAe3t7bl3795G5sO8vDyuWbNGs0S/qqqKx48f5+LFizlnzhzN9ru1pKam3lCY5+fn08bGhmFhYfWOSfml9vPPP/PHH39kWVkZY2JiaGtrq3HVrPXuycnJqbcQqr3cNYJcHopLc7TAhgAAIABJREFUrRYi69aV0Ng4t1XCtLS0lOvXr2/UYFqLo6PUvj3Q1aSlpXHmTHvqwIIz4dIqLZykel+USwRO0KTTxUZCPysri/Pnn6SRUYLG9dCx/0/U7+PNr75q3NAbsn59OQcM2M2ZMzfy+MCBLa4ebYk//kimru4urlqVoCm/kdEVAv7sjys06hTMjz92ppOTE/ft28e4uDjW2NkxwciI+t3/IhBCk/5XWVBQQG9vbwYEBNDX15e+vr708/Ojn56ebG7R12d6ejoVCoVGoAcFBd2Xk521X/dpyrXOy8vrhiPWkpISfv755400+ZCQEB44cEBzfu7cOW7ZskXjzle76pGUF+XMnDmTLi4urKqqYmxsrMYPnZQX5jg4ONRbZVpdXc3Nmzfz66+/1kyU1lJaWkpHR0fu37+fSqWSkiRpVpSuX7+eq1atYmhoaLM26KKiIq5du5bOzs60tLTk/v37WVJSojGzNNwYq1aYN/VVIVJ+cSxfvpzz58+vp52npKRw2bJlXL58Ob28vDR7u9du/lVWVkalUkl7e/tGK1LbQ3Nt+477BMbSpV1gZiawZEnr4ltY9EVmph5WrGg5rrNzNVav/hJubv1ajtwEK1cKZGQMaNW9Gqe9jBEjzHHo0HgU4WcEdn4VqfZeLX78JywsDCdOnMB77yXAoFMNlknWwIoVIImEhAT4+/sj284OVm6zkLnCD19+KYDZs7GyryVyy17FIbdn0W3YMPmbnU0gSRJWrkxCYaEhfH1fxyt//olvzU60qmzNYWc3BAUFM2BnZ4DQ0FAEBQXh++87w6T/o1AhA1lSCo4cMcK0adMwZMgQ5OXl4fSoUf9P3nWHRXVm73cAaVKlCYOKBVFjwYJYAI1G0zRqjAKWaKJY1l+yaW52NRFBEQF7QYo1EUEsFEVR6V1AiiAIUkSK9M5QZuae3x8DV0bAAGI2u/s+zzyP3l4+zj3fe855D+oDArBR6gp0oIj5rTEYOzYV165Voby8HHV1deDz+ZCSkoL+zp2Yo6MDrdmzkWNoiLhduyAvLw9TU1OYmJj076L/g9HY2IiAgACsXbsWqqqqXdbLy8uDx+N1u295eTnOnj0LbW1tLFy4EHJycuy68ePHIysrC0KhEAAwZcoUNDY2Ijc3FxwOB5999hmio6MREBCAO3fuYMmSJSAiSEtL47333oO+vj78/PxARJCVlcW6deuQkZGB6OhoNDY24sKFC1BXV8ehQ4dQX18PPz8/MAwjuiZ3dxgMH45ln30GSUlJcDgcTJ48GVOmTEFGRgZ4PB6GDh3aRYulA83NzZCUlERcXBxGjhyJ5cuXQ1FREVpaWlizZg1u3bqFnJwcdntdXV1YWlrC19cXz54963K8pqYmACLHt6O5c2VlJby9vbF+/Xps3boVV69ehaysLOTk5ODj44MVK1Zg8ODBCAsLg7KyMqZOndrLN9oPdGfd+/oDcB5AOYD03mw/kF5LX+iNPueKv0U3oQ6UHTpEwerq7UE9YZ8KhBwcCklV9RJt335TxA+2X4Dr2jBSVw+kTZs8KCUlpdtsnUOHSkldPYRsFL/u9qbb2tooMTGRwsLC6NChsoFqzkMCgYBsbDJIQyOMdu9+RJWHD1OmlhZF7NxJkZGRdOhQKenqEllY8EhNLYB27PBjA5tZWVnEO3WKHmtpkbr0DQIekKJMIg0Zcpl+/TWFKioq6OnTpxQUFES//fYb3RwyhCrb743H41FKSgqFh4cPmEfe13FN/yaPvLy8nI4fP97j+ri4OJYD74wOnjo1NZV+//13tr9nZ7i5uYkFJZ88eUIuLi4sH75nzx7asWMH1dTUkFAoJFdXV5a64PP55OrqSrGxsez+dXV1ZGtjQz/9/e8UHhZGjFBI1NBArS0tdPHiRTp58iQ5HDxIqbt3E61fT3TmDFF7SqOXlxe5u7tTfX09K6v7ukphc3Mz3blzh+Xfa2tr6ejRo1048xcvXpCjo2OXZhUdyzs/i2fPnpGDgwNlZWVRVlYWHTlyhCoqKuj48eP06NEjYhiGrly5Qjdv3iRPT0/aunUrO5MpKCggJyenLkVL/UVPY3ugDLkZgGn/DkPeF/TVEJdqa9OLt8hscXAoIgXOZvoHlvapiXJbWxvV1NS0F97EdskpFwVZ80ldPUgkhN/pxsrLyykkJITS0tK6baFWXFxM/v7+FBkZ2SdZ3zdBKBRSQkKCmG5KWVkZffvtHVLm2NCP+IQEXC67fXNzM2kohBEQTJqK0VRVVUWBgYEUHBxMnp6e5O/vT/9UWEs6SCcVTjUBTcThXKHly+3Ix8eHTT9sOHGCYjU06PKcOfRQQ4PtWjSAhrxP45r+TWNbIBDQ/v37e8wVf/z4MV27dq3LMkdHR5YP/+2337o15FFRUXTr1i32/wzDkKurK/n5+ZGTkxMFBweTk5MT25ChuLiYnJycWIqmurqa1W0hInqel0d7Fi+mvxsYUOnBgyJD3W6w4+Pj6csvv6RLrq6iZb/8QrR+PVU+f06nTp0if39/sWKbmpoacnV1patXr1JzczOlpqbSoUOHyN/fXyx1sbKykpXi7YyOlnWvSwh0Nuapqaldtrl79y5t27aN7t+/T0SiYPG5c+fY4qZdu3aRvb09Sy/9kb55X9DT2B4QaoWIIgBUD8Sx3iWsrERKqr2hDAoLC5H35ZfQ5XLRa56nHUSEtLQ0HDqUg0ZyxhVJF1g56vfq3Hw+Hx4eHrh16xbWrmWgLaGAPUJrwNYWDMOgoqIC5uZh0NLiw85uAXR0dMBbuxZVKSkI09fHy5cvMW/ePEycOFEkzdnppp2dW2FomIfkZH2YmJhAWVm5T/fVHdzcCNraibh0qQyTJ0+GgoICnj59isrKSty4sRh1tAdXJd1R8s03yMjIgJeXFy5cuIA1dBpcDMcHbS8wdmw0fvstH5KSknj//fexZMkS2B+Zh3zuh/jmEx9w4AOiYXgYuhYTJkxAdXU1/Pz84CUnB56XFz7Mz8fMigqo/PhjjxRSf/CfMq4lJSUxZMgQVFZWdru+M7VCRIiKikJQUBA2bNiAkSNHvvHY48ePx9OnT8EwDACgra0NAoEAvr6+sLCwwIIFCzB37lxER0cDAHR0dDDOwAAhAQEAw0BVSgqfLVyIa97eSIiPh/f//R82ZGZio7o6bnh7QxAaCho6FOE3byL67l3Y2tiguqkJGSNHAvn5eKalhfNeXjA2NsbSpUshJSkJNDYCRFBRUcHXX38NPp+P7777DqGhoTA3N8fSpUshLy/P3oOamhrWrFmDgIAA5OXlscs7KBcvLy+8fPmSXT5s2DCYm5vj2LFjuHbtGjZs2IBhw4axz6+urg4yMjJoaWlBVlYWHj16hFWrVqGoqAgPHz7Ezz//DEtLS5w4cQItLS0wMDDox1vtG/40jpzD4WzhcDiJHA4nsaKi4s86bZ/R2tqKnJwclJeXY/bBg+AUFfXO8rfj2bNnCA0NhaqqKuzs5kFXdxD2nNHp9TGcnArx449KyM83wtGji1DiEgsr3UCUffcdzp07h8LCQmxXjUHpoAXYwjmLkycbwOVehJ1dCmY9eYLJn34KiXPnuh7Y3R3231ahosIE7u7jen0/fwRbW6C8XBtXryriyZMn0AsPx7x16zAhOhrW1pLQ1QUmf1iO9+ya4eSUCGNjY1hZWeFnayN4aczBAyigqmoKwu+sxbx588Dn8xEbG4urSko4t3s3jLdr4aBSFHSgiYnNlzBz5gMEBLRh2bJl2Lx5M2bPno3izZsRISGBYqEQ/QpgvCX+CmNbU1MT5eXl3a7rMOQMw+DOnTtIS0vDpk2boKmpKbZdd3zzkCFDoKCggMLCQrx48QIuLi7Q0dGBvr4+Bg8eDACYPn068vPzUV1dDRBhYX4+Mu3tUfL558CiRTDYvh1MaCjOf/cdvkxPxyhFRUwpKYH6e+/hXmkp/C9dwtPsbGzOyMCIwECYL1mCW7KyuPX8OfzPn4d5TAxmTJsGEAGursCWLYCrKxihEA8fPkRxcTEmTZoEWVlZaGlpdfsMtLW1sWrVKly/fh3FxcXscn19fSxZsgQeHh7s8xMKhUhNTYWGhgZkZGTEPgpBQUFoamqCnZ0dsrOzceTIEaxcuRISEhK4ceMGli1bBiUlJTQ2NmL06NEYPHgw/Pz82DjDO0N3bnp/fgD08BenVnqD27dvd8sn9gZHj1bTkCFeZG9f8Mcbv4bCwkKKj48ntcE3CKgQU0sU5Yg/oZ9+Cqfg4GCq1tFheW8dnbp2xcMQyumhFyaPx6MYDQ2yh/lbZaN0xosXL+jOnTv0449hpKX1jA4ceE5hYWGUpKlJQoB4XC7LwWtppRHQRioqDaSqeon+9jc/ysjIoMePH9NPChakgyfkqvwT/fJLEikpHaSvvvqNsrOzqbGxkZKSkihi5056qKlJOsqFBBDpSGRR4u7dFB4eTg8fPhSVQ3eikAYy/bAv45r+jWM7IiKCneq/jtraWnJwcCAPDw+6dOlStwUqb8o1DwkJoQMHDohle/j5+Yl14AkODhZRMA0NROvXU9KGDeSupkbCsWPprqoqHVdRIWttbar/4AOikSOJHByo9sUL+mrUKDoxbx616ukR7dxJZGxMratW0YEPP6TNCgpUM3Mm0ahRRCUlot/MmUQTJ1LZtGnkduIEXbx4kaqrq4lhGLpx4wZdvXr1jdWUHbrkr6crP378mA4dOkSFhYV08eJF8vDwoJaWFgoNDaWLFy+y9GFHxWlraysdOXKE9u7dS25ubuTs7EwPHjwgIhHl4+joSEVFRdTa2koXLlwgf3//N7/AXgL/KVkrAwJ3d2DYsD5Ps52dW7Fp0xgUFX3cr9MeOqSM6mpznD49vE/7HTlSicmT78PV9Rn+xvEDFzzsoVeepbV1EcrLX8LDYzQWLFgA1b17AV1d1Pz4Iywtk6CpWY39++dhtK0toKvLUkGNjY2Ijo5GSkoKDK2t8U/d6LfKRunAqVNNmD69ALGx2li9Wg5XrxbDwoLB06em+Kj5KjbLf4K0L7+EgYEB5s2bh337JkJbuxb8pijU1EyC929AdXU1FBQU8Pdfp+KqxnyMswLcjzOor/8Jly6Mxa5dfkhPT8fo0aMx9+BByD54gPeXBECF44ivmJ9hcOECzMzMMHPmTKioqIA2b0ZpQgJi3nsPQwGdt7vD/zy8ySPncDhISkqCnJwc1q5dCxkZmV4ft76+HomJiSgsLMS2bdswbpxoNjdu3DhkZWWx2xkbGyM9PR2NRMCcOTAUCMDo6cGxrAyl9fWw0tLCDAUFJAmFwLffonHbNngFBGDi1KlQ4/MhPXs2kJ+POoEAFxobYcDjwdjAADnFxYCxMeDjA3z/PYQvXyK8qQkXKyowbexYfLl+PVRVVdksmsbGRoSEhPR4PwYGBvjggw/w+++/o66ujl0+adIkGBoaYteuXVBRUYGFhQVkZGRgZmYGAPDw8EBYWBjWrl0LOTk5+Pr6YtSoUfj1118hEAgQGxsLDQ0NMAyDmzdvYvbs2eByuRg0aBCkpaUhJyfX4Ri8G3Rn3fvzw1/EI2cYhlI1Nbv1TP8I/VFAbHN2prp29b3+ZLUwDEOamo8JCCcdnSYxz/LRo0cU/MMPZKu4SSRn6ybKBCgtLaXw8HBKSkrqUuTToYjY4a0OZHmwUCgkoVBIWlrZBISRpmaCWN4xl8sjoIC0tUXeTmNjIz18+JBu3rxJv/32G/042JyGIpYsZDxITc2PLC1PUWxsLEVERFB4eDg5Km0nCbQR0Eba2m3k4+NDx44doxMnTtDdu3dFASw3N2JUVIivrEwCFxfKzc2liIgIioiIoOzsbOLz+f+THnmHAt/raG5uJldXV7KysnqjnvbFixe7lMzn5uaSk5MTPXjwgA4cOCC2rq2tjQ4cOCAWVLzl50fB3t5ENTXEy80le2tr+ru+PvEXLiQaOZJe2tjQ4QMHqLysjI4dO0ZhYWHU0txMDra2VOPkRAVLltAhQ0OK/vBDYpyd6WVRETn++ivxSkuJ1q2j4nnzyFleni4PH061K1aIZbV0oKmpiY4fP96l6Od1xMTE0MmTJ9nrT0tLIwcHB1ZWt7NX/+zZM7K0tKSQkBAiEgWA3dzciM/nsyJaWVlZdPz4cTpw4ACdO3eO3V9UDOdMLS0t5Orq2qOEbm+Bd5y14gngJQA+gCIAm960/bsc7MnJyVTs6Ngni9p08iSRrm6f9VIqKyvpvrp6F/W93iIuLo4efPcdOShuE5O8FQlNZdD27T70SEODzZxxdm4lVdXfaJvZvm4la/Pz8+nChQuUmJjYYwZDf9BRZv/ll+coODiYHD+/0a1qopubqFuQtXUaeXh4sC2/srKyxNq+aclkEBBNGgp3KTs7m/0YCVxcaL/iZlKX9iXTQT/SkMGXydFRVB3YUU4dHBxMF1VV6SZAURoaVFhY2GUq3dNg7+uvr+Oa/o2GnGEYsrOzE/twNzc3k5ubG929e5euXLnSrTRrBzobcoZhKCIiglU37Dj26+3Qrnp5UXJ0tMiQCoVUtWIFOcjLU5mKCp0eMYJ8tmwh+2XLiNatIzp6lEgoJEdHR/rHP/4hVhxzz9eXThkZkePChZT92WdEL1+yxjkgIID8/fzowbZt5CgvTykaGsQYGhJZWBD94x8iY/5aal9FRUW3qYWv48GDB+Ti4kK3bt2iY8eOsZXB7u7uFB0dTUQimuTQoUOsgFhUVBQ5OTlRbW0tNTU10ZEjR1itlpycHNq4cSO5uLiw+uyOjo5UUlJCoaGh5Onp+Qdv8Y/xTg15X3/varAnJiZ2K3DzJmRnZ1NyHz34jpZVcXFxIhGnfiRh29sX0JAh12i7/LIuHwLRzKCE1NWDqMDenj2+yOOtJg2Jm13SIs+c4ZOWVjrtWXKh7/K/fwDR9RSTtnYJlZaWUrSGBjV0On9DQwMrXBUdHU12dnmkoRFLdss8iXR1qdXZmaqrqykgIIBOnTpFX8l9TDp4Rm4qO1ltigcPHpC3tzfduHGDwtXViYtsAoSkpZVLFy5cIBcXF/L09KTo6GhWHE2wZk2XZ19ZWfk/WdlJJMr57kiTa2lpIXd3d1aNMDw8vEcOneiVIefxeOTh4UFnz54Vq4A+deqUuIY3w1Dq7t3kaWIi8opLSoj09MhFXp6+Byh6+HBizM3pgLU18crLiRiGsrKyaNu2beTW6X0JhUK65u1Na42MqOyLL7p42Lm5ubR27VpyO36cGqZOJZo4kcjIiOiLL4j09IiWLyfqRv+7YzbxpllIRUUFffPNN/Tjjz+KzSw6OO5nz57RyZMnWXXD+Ph4srS0ZHXYPTw8KDAwkH3ex48fp7S0NPL19SU3Nze6cOEChYSEUEVFBTk4OAxIum9PY/u/hiNvbm5GSkoK9PT0erU9wzDIzs4Gj8eD4f79Ytzym1BfX48rV65ARkYGxsbG4GzZ0vucxnYIBAIcOVKM6uqR8Jf+DfLt5xYKhaivr29PL6yGnd0CDP/nP4HCQrSsX49165KhofEUe80VMazT9RIRbGwKUVZWBrc7Y8EpLh7Q7I1ffhFCS6sGa9Zko7S0FDNsbKDQfv5Tp3jQ04vEtWstMDU1xZw5c+DsPAwVFSqw9xsMlaId+Oz7C/D19QWXy8XWrVtx/vgKFOu+j02fluAX1Q2w/Dwft27xMWPGDCxZsgRa334LS4U90FAMwpQpL/HTT1qoq1sCCwsLTJo0Cc/NzBDh4YHUoCCgqAiwtYWbG0FLKwnffOM1YPf9n4YOnry1tRWXL1+GtrY2PvroI3A4HOjo6KCkpKTHfYkI5eXlcHNzw5AhQ7Bx40YoKb2qgFZRURFxykSi9L/GRujn5SFfSgr80FBAXh75EyciVSjEGFlZzBk6FJx58zBk6FBUt7UhOSUF/v7+sLCwYLNA2tracPXqVTQ2NWHKF18Ajo7A1q0AhwMiQkxMDK5fv44FCxZAY9gwKGzZAkyaBKxZA0hLA3JywIMHov+3p0d2YNSoUXj//fdx5coVNDc3d7nXhw8f4vz587CwsMDIkSPFqjlVVFSwePFi7N+/H3p6ejA2Ngafz0dSUhJWrFiBuLg4uLq6orGxER988AEAIDAwEHp6epg4cSI+++wz8Pl8REVFwdjYGLdv38a8efMGJN23R3Rn3d/17114LSdONBCXy++1I3rr1i0xQf3ewNWVIQ2NGLKxyRCT5ewt6uvrKS0trb3lVL2YM8nj8ejcuXMUFhbWpejh4cOHFBkZ2UWfmWEYys7Obs8qyO9Vm7a+oKKigiIjI0W9Mjt1demMjrgCl8tQQUEBhYSE0Hff3Sd19UAaLH2XgFjSURbRI3w+n4RCIWVkZNC5c+fopLIyaeIBAUKSkIij9evd2ebXHR3VtRTTCCglDcUgioiIoKSkpFfa0Z3iCZ3jG/gf9chjYmLIz8+Pzp07J9ahh0gUr7C3t+8xo8PGxqbHzjhEor+Xh3FxIo+5gyo5dYoujhxJme+9R4937ybHgwfJ49QpCr11i6i+nqhd2vXChQt09OhRqqioYCsi6+rq6MyZM+Tr60sCgYB8fX3FmjNcunSJzp49S9XV1cTj8ejgwYNUW1MjolGEQqKDB4kUFIhGj36V1dLQIObNExHdu3ePLly4wNJ3tbW1dPHiRTp79izrrXc0nu7wmDuacuzatYsuX75MQqGQbt68yerBZGZm0vr169nWbunp6XT8+HFW06i+vp4cHBzo/PnzZG9vz4qLDQR6Gtv/NYO9L4HKY8dqSEMjhpyd+8Aju7mRrmRxv2VrT59uJlXVi7RzZ2R3h6ahQwto375sVoddVIYfSpaWp7qIfDU0NFBUVBSFhIR0qUp7WzQ1NZGPjw+FhYVRenr6G9tW8fl8Ony4gjQ0oumDD0JJVfUKbdx4gRISEqihoYG1s+vWEWkppdDHMsZ0dPVq8vPzEwV93NzITWUnSaCZgArS0ammpqYmysjIIC8vLzp16hRtkV9KmggmZ+UferwO3qlT5Kr8Extn+F815Onp6bRp0yby9/fv1mAfOXKkixQswzAUFBREX3/9NYWGhvZ47IjwcLrv5UW0di3Rxx+LjKe9PcUaGJCdpiYdGT6cynJz6datW6xB7uDWf/75Z1aRUSAQ0M6dO8nJyYmioqLY60xOTqZr165RZmYmOTk5sR2AOnDv3j26e/fuqwsSCIhWrRJdh6Ul0enT3QY/O4yyj48PJSUlkaOjI0VGRnYxrJGRkXThwgUSCoV069YtunTpErW2ttLZs2fJ2dmZnJ2dqa2tjVpaWujYsWOUkpJC3t7erIBXh547wzDk6elJwcHBVFdXR+vXrxerjH1b/McYcsbVtV+de96l5gqPx6NUTU1yw+Z+52FzuS2i1mbdnFOk+BhPGhox1MrlEgHElSggoI64EkViN3X6dDOpqd2in3+O6Xqgt4SrK0NaWhm0Z0/qG7NdnJ3bSE3NnzZtusy2YdPRaSLgJenovPJqWlpaKCgoiJSVTxBwnoYiWhSkfQ3HjtWSgsxtkoMrLRz3Bd24cYPy8/NZiQGGy6Xa1avZF9whCxoXF0cREREUr6lJgk4v9H/RkAsEAnJxcaHNmzf36HV7eXmJydkKBAK6ceMGubu70927d9k86C5gGHr8yy90be5cETc9ciTRxx8TY25Ov+vpkZWKCtVNn05UX09eXl705MkT4vP55O3tTdu3bxfT487IyKDVq1d30T4pKyujr7/+mo4ePdqtc1JfX08HDx4Un5UKhaLAaF2dWEl/5+BnRzzrq6++ot27d3fp1fnqUEI6d+4cnT59mlxcXNjxn56eTpaWlmy3n2vXrrGGWSgU0r/+9S/6/vvvWWfr8ePHdPr0aeLz+eTr60ve3t508ODBN3L1fUFPY/svx5HnWlujpB8cb1/K7/fs6TUljvLycsTExGDc3r2w0g3sdx72zrnB4EoUYs/8CHaZUChEZmYmLCyioKMzFnZ2syFtbQ3o6mKXeRY0JEKxk/mX2LOwt5dFVdV0XHbSHtBydECk7lhWNh7nz09+Y67x/v1tqKqag7t3V2DixIkYNGgQ9u6Vh67uUMyfrwh19TtYunQPzp07B2VlZTg47ICu6irYqvhCytoaAoEAaWlp8PT0xMmTJ6GgcB2DW1XQjDXIzLbHsmXLwOVykZOTgwgDA0R5eqIqPBy5RUWI3L0bUVFRqKyshKGhIUxNTWG0fz8ke/tC/wtBRPD394e8vDx0dXV73K4zT97S0oLLly+jra0NGzZsgJ6eHsrKyrrfsbERyrdvozY/H8jPB7ZsAamp4b6mJp4aGGD+uHFQ2rQJUFBAU1MTJCUlcfnyZRARxowZg5EjR4JIxHnfuXMHo0aNwnvvvcfy7VWVlbh+/ToAYOXKlWw5fGcoKipi/PjxiI+Pf7VQQgIYOhRQVARmzQIyM0U550RghEKkp6fDzc0NISEhWLduHRQUFKCoqNjtLUpISGDEiBGIjo7G4sWLISMjg/r6egQGBuKHH35AcnIyLl++jIqKCnz44YcAgPj4eIwePRrLly/HxYsXUVJSgnv37mHZsmUoKSlBbm4uli5disGDB6OhoaE3r7L/6M66v+tfT15LXV0dBf/ww4BxvG+DlpYWiomJoYcPH75V3z2BQEDx8fH08DWvMT09nVxcXMRabBER29YqKiqKeKdOdRG8+uGHENKSCCNXbOq3mBeRyFPJy8uj/AMH2HP0dlbz+nb8M2eoQlubon/+uV3oK5yGDu3q+dTX19P3C4+QMucXWjF1q9i9u60LJx2JHPr1k7NslWJOTg49evSIIiIiKPrnn6lYWZkYZeU/vED8j3nk9+/fJ3d3d2prayNHR8celfZycnLowoULVFtbS6dPn6aAgACWYqiurqbDhw93f4L6eqqdNo0OKSoSqakRc/gwBVy7Rq4uLuTn60tR9++zdIaTkxM5OjpSQEAANTY2sl2Gbt++TadkqCwkAAAgAElEQVRPn6bq6mrau3evSPXQ2ZnSP/6YHFesoIT4ePL392fT/rpDZWUlOTg4dNXXFwpF9IqeHrVNm0bxH31Ex1atorPu7vT06VP27zcgIKDHqu3Hjx/T4cOHKSgoiNzd3am1tZXc3NxYvfWsrCyytLRkZy1lpaXkYGtLVe2edkxMDFlZWbH66adPn6b09HTKzs6mkydPvrGpS1/Q09j+S3nkT58+RduiRX3OAvkjCFxcwOjq9tqDdXcHuNxgeHs3wsjIqEfN4zeBYRgUFRUhLCwMY8aMwcxOXuOZM3wsXCiBlhYLcLlcAKJKx5SUFMTGxmL8+PGYO3cu5HbsAL14gZJPP0VoaCjq6+tx6NB8lLpkY4vuvX55oC0tLUhMTERERITICzl9ms386O2spmM7Pr8VamoeWPndZaS/fIkZly/jwIEPoKtrBltbLTAMg9TUVNy+fRsnT56Et7c3roRMRx3tQ8LjPRg8eDBKSkrw8OFDjNvCgd/DGqgsXIbPP2nBuWUHUe7uDn19fUyfPh2DLS2RKy2Nprq6LrO1hoYGNDc3IyMjA5GRkX1+Jv/JiI2NRVZWFtasWYNBgwZBUVER9fX13W6rra2N7OxsnD17FoaGhvj4449FwmoQZWq0trZ2r1s+eDAUR4wAr6UFAjU13L51Cy/LyvDlhg2oqa3F0FGjAA4HdXV1ePToEaZOnYqPP/4Y5eXlUFNTg6enJ6qrq7Fp0ybIyspCWloawro63Dl+HEEpKVj3/DlmjBuHsWPHimmEvw41NTWMHDkSjx49El9RXo7m2FhEyMvjeHo6ngFYIRRik4UFDAwM2L/f+fPn48mTJ10qYLOzsxEYGIh169ZhwYIFkJKSwpEjR6CsrIy5c+eCz+cjKCgIVlZWSE1NRWpKCm5+/z0+iIvDkGvXWAEvGRkZdgavpKSEcePG4f79+1i8eDEkJSV7/1L7g+6s+7v+dee1iAJ+OeTiMjDR3Q4IBAK6r65OvD6Q4iKZWF6/Hd7q6mpyc3Oj9PT0br15NtOjvahGSyuTzM2Pd/HO4+LiyM/Pj+1A3l8IhUJ6+fIlhYeHU2xsrLjH1o9y1ObmZkpOTiY1tXsEhJGOcoHYMRiGoQMH8klZ+QwtW2b3SlKXRJ63rmQxrTAMJ1XVi/TTT+FUXV1NqampFB4eThoaUQSUkTYeUYyGBkVERFBCQoIoo+C1axVp0KTQ6tVHKTIykiorK4lhmP8Zj7zDi+ycn+zh4dFjM+HCwkJau3Ztj9la586dY2VtxVBfTzRzJh1WVKTfBg+m8xYW1NLcTAzD0MGDB6mhoYGam5vpwIED9Pe//53dLTAwkHbs2EH+/v6sR1pTU0N2dnbkduIEeY0ZQ80TJhAZGxPV11NrayvZ2dm9saNVcXExHT58mD1eXV0dBd65QwenTKGbWlpUNmUK0erVbAHS64iLi6NLly6xf0/5+fnk4ODAyuwSiQqF1q5dy7Zmu3XrFl27do0YhqHS0lLa+vXXdGT6dGLaNdOby8vpkJ0d5eflkaurK23dupWqqqooPj5e7FwDgZ7G9l/GI7e1BUpLR2P//oG7pIaGBoSFhWHWnj2Q6wOHam0tAV1duX5Rrm5uhPHji1Fd/RHGjx/frTf/889N0JC4gb8zO2HrOQZlZSMQHf0t650DwLFjNfjsM0k8ezYL48aN6/OsoPHkSTgp/Q3qijexY4cvamtrYWJiglmzZkFBQeHVhr1ww4VCIQQCATIzMxEREYHU1FSMHDkS9vaLoas7D3udhqMiKQkZc+ciMjISUVFROHECqKvbgkePdr2S1AVg9bsZCgU6iMsbiZqaCbjk0oysrCxoa2tDW1sbGzcy0FBIxnZFZ0y3sYGpqSlmzJghysF97Vr37eOgvHwKYmK+g4mJCdTU1Po1e/pPRG5uLutFds5PVlJS6tYjLyoqgqenJ+bMmSPWBagztLS0xHlyhgFKSwGGAQOgQEoKFSoqWHvyJGRkZVFXVwcpKSnIyMjA09MTgwYNwuLFiwGIOupcv34dRkZGWLJkCeuR5uTkID09HZNmzMDq77+H7HvvARs2AAoKkJaWBpfLRX5+fo/3raOjAw0NDYSHh8PPzw9nzpwBcTjYFhqKFcnJ0LSyAvLyAE9PkVIiieubzJgxAw0NDcjKykJJSQmuXbuGL774go0tPH/+HMnJydi+fTv8/PyQkpKC3NxcLFmyBBwOB62trVAbOhSN2tooffoUmDMH9/fswbh796B37x7kZGVBRGhoaEB4eDgWL17854zJ7qz7u/715JEPJDXeIYDfk3fyrvCmjBg+n08PHz6kmJgYam1vntyTLEB/dF+IiEpKSigsLIziNTVJGwkE5JOOTv96lIpmSc9o7VoXioqKorKysm63O3SolIYM8aZduxJeed6vvc/6+npKSkqiK1eu0IkTJ2iT/KekjAIaDH/asOE8RUdHU0lJCTEMI/Jmdu2i2nYNm54uzk1lp5i0QQfwX+6RFxcXk6OjIxUUdFXZDAsLo6CgILFlnftRpqamkpeXV7fHTUhIeNWjUyBgM1SE5uZ0ffNmshw+nErs7Vk+PDMzk3777Tfy9PSk69ev0/nz5yk7O5taW1vpzJkzZGVlJdYIOj8/n/71r3+JdFsYhsjZWXQOZ2f2mNHR0XT79u1ur6+lpYWSkpLIycmJLC0tKTg4WEzrhxoaRFz5xIlEkyaJyvi7iRfk5OSQnZ0dOTg4iDV9qKmpYWUJiESzm6+//pqdKbe2trKNIjKePKHDBw5QcmQkHRk+nFomTKDcKVPoqL09xcTE0E8//STW73Sg0NPY/q8d7MeP15G2dmmvPwxVR4+Kuti85Zekuw9Sa2sr3b9/n0JDQ7tt/Fx99CjVvGa0evth6yicefLkCYWGhlJmZiabtteToestRBRTMWlrV7wxWMNSRSqVXeQBmpub6Z//jCUlJXuysDhJL168EE013dyIK5FPQDVpa1dRfn4+22EoLS2NmtvTMDt/yerq6kSythERlKWl1eOX7r/ZkAsEAjpy5EiPXWeSkpLIx8eH/X9Ht5uOpsIdaXzdFagUFhaSq6uryKg6OBApKJBw1Ci6rqlJro6OtP/XX0VBynaEhITQvn376NKlS9TU1ER2dnbE4/Ho999/p3PnztGpU6fYbXNzc8nBwYGCgoLo8u+/iwp4jIyIxo8XSdO2G/yysjI6evQoS0cIhUJ69uwZXb9+nezt7cnT05MyMjLo0qVLYi3kiEh03WfOiKgaY2NRbnldHVuc1IGysjLauHGj2AettbWVnJ2d2WN2NEz+7rvvWGfw1q1bYs82MjKS1ltYUPqkSSSYOJFOjRhBmYmJVFVVRWvWrBGT+R0o9DS2pd69z//vgZOTEl6+VIKt7R8H7/Ly8lB24ABmVVSgVzv0gBcHD2LzqVOwsrZmj+HmRvjll0Rs3CgHe/vZYkGPxsZGJCUlQcHeHlPKy1+d290dVra2sNqz543X0tjYyJa+T5gwARMmTHi10soKVlbA24SMra0lYGurgz17gJ5iNa2trfj66yycOVOL9c1uaCguRrO1NYqnT0dTUxNkZGTw229jUV8/C1FRgK4ugcPhgLd2LTYV5eDMmUKsXy8BCYlhmDNnDkvBwNoaAhsbvNi+HSVRUSAiKCkpQV9fX0QN7dsnel7/YymHRAQej4cRI0Z0u75zsLOwsBBeXl5Yvnw59PX12fUKCgooLS2Fjo642q+mpiYqKirANDRA4vFjMFwufJ8/R9PkyZj70Ud4lJwMjsQr6jMsLAwcDgfm5uZ4/vw5uFwuAgMDISEhgVGjRqG1tRWAiE7x8fGBubk56uvqUHP1KhAQAOTmAkIhoKrKUiAdUrCZmZkoKipCWloalJSUMGXKFHz88cdseb+6ujouXryIyZMnv2r8wOGISvzXrhXRQhcuAIsWif791VfA9u0oefkSV65cwbJly1gZWyKCr68vtLW1YWxsDAAICQmBkpISvv32W/j4+IDP5yMnJwfbtm1j75/H40FNSwvlQ4agLjsbytOnw2DqVPj5+2Pp0qWIjY3FtGnT+iQb3G90Z93f9e/P8Mh749E2NDRQdHS0qEjiLbidpqYmCg0N7baxw+sUSYfMbHR0NMXFxYkCO53OXV9fT7EaGsS8iVdp97aHKj0mO7vcLqp07xotLS1scDIuLo6V5jz0hS+pco7StwvEU+Dc3IhUVYmUlCrpq68uUWhoKCUkJIgaQnRCTU0NGyQKDw+n27dvU+zPP/epQKy+vv6/2iMnIrp8+XKX/pMdKCsro5MnT3bbRLgDAQEBFBUV1e3+x48fp/KXL0m4ciXd0NCgS9OnUxuPRyEhIWKUTXJyMi1ZsoTt1Xn79m06evQomwZ5/vx5evbsGdskuYMGSggPJ//580VNJNTUiAwMWI+cEQopOzmZfvrpJ9q6dSsFBQX1KA3Rcc47d+50XcEwomCnnh6RkhKRigrRjBn0PD2dHB0dKTMzk/h8Ph08eJDq6uooPDyclaUlEgnpHT58mC0+unbtGllZWYmpKZaUlJCjgwOV2NuT7aRJtGfhQqosK6PS0lJycnKilpYWunnz5huFyvqDnsb2XybYOdD4oxieuzugp/cAPj4CTJw4sW8VRe2orq5GWloakpOTMWfOnC6NHQDx4iNXVwYaGv747jtfGBoawtjYGNLS0oCVFRoyMhA5bhyePn2K6TY24HQTnCUiZGdnI/vXX2Fb+w1K6yfhzJlRkJWV7dcz6guKiooQFRWFiIgIpKSkYNiwYTAzM4OxsTFUVVUBAMfilqGGvsPN7J1iAVUrK0BenlBfz8fdu+9j1qxZmDFjBmRlZfHExgbOyj9AU/Eetmw5j8jISNTV1YHD4WD06NGYevkyJLopEOvoIcnj8di0w6ioKOTm5r7zZ/HvxujRo3tM01NSUmI98RUrVmDMmDFdthk5cmSPAUUtTU28PHoUvlFRaNTSgqWBAQYJhSgpKWE9+MLCQnh7e8PMzIxdFhwcjKamJqxZswYMw+Dly5doaWmBr68vLC0tMXy4qNlKC4cD2cmTRUHUxYuBqVNBGzciu7gYZ7/8Eg+2bsVKDgcjhg/HpEmToKGh0eNzmD9/PtLS0rr2Km1qAh49AvT1gdZWQEYGuW1tuHrzJj7//HOMGzcOUlJSGD9+PAICApCQkAALCwtISUmhoaEBfn5+WLlyJevpt7S0QCgUQkVFBYBo7Pn7+2ORiQm009MhxeNhUGIi1Dw9ERwUBBMTE8jIyGDRokVISEhAY2PjG97mwOAvbcjJzQ08LnfAKxgBwMZGgKqqxfDyMuvX/idPNmD0aG9cv06YO3cua5Bf/xh0XmRr24KqKlM8ePAl5OXlWcMcFRWFp0+fwtjYGEZGRhi0fbvYcQQCAVJTUxEeHg55eXmM3bcPe1ROQle18U9hFo4dq8bUqRkICVHrYrw7Y88eiK6p8R9d3pm1NQdcrhZ27pRDamoqm/0iceYM9tbPQ0WjPMLDTTBnzhwsXLgQpqamGDduHGTaK107btTNjTB06FN89dUFREVFITMzE1paWjAxMYGJiQkMDQ3f/QP5N2P06NHIzc0FUdeOM3V1dSgoKMCCBQu6NeIAoKenh8LCwm77SGoqKeFmYKDIiDc1YZCREUheHsXFxeByuaitrcXVq1cxduxYzJgxAwCQmJiIsrIy/O1vf4O8vDwKCgrA4XBw9+5drFmzRqzatLWtDTKffw44O4N+/x1Pf/oJbhwOggMDMbe+HtsXLcKs0lJ8aGYGX19f9oPdHQYPHoy5c+fiwYMHr68A5s4FNDWBpUuROXUqbo4YAYv16zF69Gh2My0tLdy5cwfm5uZQVFRku/sYGRmx1FV6ejrq6uqwatUqxMTEAADi4uIgJyeHKcbGKKqpAaewEJCWRkZQEMqLitjnIicnB0lJSbS1tfV4DwOFv6whJyI83bMHVSUl76ShrrW1FHR1B/fbEB48KIHa2i04f35yj9sQEYodHdm2c6Iy9iGwtua0y67GwdExEdOmTYORkZHoY9AJeXl5ePjwIWJiYjBs2DDMnz9f9EdhZQWrGkcUVisMZN1Ujzh8eAgqKxfD3X18j9sQET79tAReUqOwtNYJsLUFEUEgECA3NxfjxkXC0zMKtbUl+PTTKly71oC2tjZI/t//wUY5ArqqU7F//0xoaGiIp2u99nG0tSWUlanjwYNPMGfOHEyfPv1/Ku0QEPHDAFBVVSW2nMfjwcvLC6ampmJtzF6HnJwc1NTUUFRUJLacYRikPH2KJk1NWE6ahEHffAOsXo262lpISEhAWloaV65cgYmJCZqamjB27FhUV1fDw8MDJiYm7Mc9PDwcRUVFWLdunVhKLSCKqUjLyCCzsBCubm4Ii4qCmZkZtn37LSZ88gk4L14Ac+Zg6pw5kJWVRWxs7BufhbGxMcrLy5GXlye+Yu1a4MwZPN61CwHS0lgnLY3hgYEsF9/Q0IDo6Gioqamxcr0dxWSmpqYARJLVd+/exYoVK2BiYoK0tDR2ZrpkyRKAx0NgVRU+mjwZkwFcbGrCgo8+gpSUKPSYnZ0NTU1NDBky5I33MBD4yxryvLw8pC1bBl0u950EtPrBpLyCuzv2NFlDV5XX46UVFRUhJCQEkseOdVs5uW8fBxUVs3Hv3hqxLt0A2o18Ivbvj4KBgQHMzMz+lMHQAYZhkG9vD357NWxP2jRCoRB5eXksrcHj8TBr3z74KP8A9drj2LHDF/Hx8ZCVlYWJiQlMTU1x9iwXVVVjceOGMUxNTTH2l1+wvfZwrz9Kohx/ddjYaL8KjP6PoYN26kwjCYVCeHt7Y8KECTA3N8ejR48gEAh6PMbr9ArDMPD19UUTjwejzZsx6PRpICYGMDVF8fr10NbSws2bNzFs2DCMHTsWPB4PGhoauHr1KnR0dDB9+nQAQFlZGSIiIvDFF19AW1u7y3mLiorg4+ODiPBwzC8rw9bERIx/8AAcQBSodHYGtm4FR0ICS5cuRXR0dFfqpBOkpKSwaNEi3Lt3T+S9E4nyx3fsQOKBAwgKDMQGGRlojx8vup+mJrS1teHKlSuYMWMGTExMkJOTg+fPnyMhIQGff/45JCQkQCTSrzEyMoKOjg4UFBQwYcIEnD59GnPnzsWQIUOQlpMDhs/HlLw8KAGo5PEwadIk9toSEhJgZGTU+xf7FvhL/iW4uwOzZ5fi+eg94BQVDWi5fumhQ2h4C7qmqakJIbt2YXndYRQOHi92aUSEvLw8hIaGorGxEQsWLMBQGxvWCjKurmj9A+MIdBS6zMCDB1+yvNy7BhGhqKgIkZGRiI6OhuSJE5Bq56Y7PkCbNom4z47CoNjYWEhLS7NGesyYMZDcuhX7B+9BVaMx/PzmY86cOeByuazHbGOjBl3dMbCxUe/Xdb7VB/i/CK8b8sDAQEhLS2PhwoVQV1fH0KFD8eTJkx7372zIGYaBj48P2yhBXl4ecHEBAgMBDgclSUkoyc4Gn8/HJ598gmfPnkFfXx+3b9+GlpYWZGRkMGLECLS2tsLb2xvvvfdeF08cAF68eIH09HQoKSnBas0ajMvLA6eqCjhxQvQDAAUFUfYJAFVVVcyfPx9+fn5vpFjGjx8PGRkZpKSkiPjxmBhES0ggOigIXy1fDo3584GsLGD2bDBycrh+/TqGDh3Kjtn09HTcvHkTy5cvZ0W1Hj16BB6Px3rnANgS/FmzZqGttRVBNjb4uKwMGDQImVJSUK+rQ21xMQCgsrIS5eXlGD++51nsQGJADDmHw/mIw+FkcTicHA6H88+3PZ6tLVBRMRMnT3YdDP1Fh5F97ugIhX7QNU1NTUhPT0dycjJMbW2h9ZoVdnMjaGrex4EDsSy/y+FwACsr0IsXyDIzQ/gvv4D3mnHsziD1RZ2xvyAitLW1oby8HNHR0YiMjERrayvmzp0LU1NTDLe1FQu4Oju3QFPzNn75JRjq6uowNTWFiYkJdHV1u9Aae/cqQ1eXi717u/LoXe7b3R3UBx2cPxsDPbYHCqNGjUJBQQEEAgESEhLw/PlzrFy5kp2lzJw5U1wp8DUMHz6cDUj6+PiAx+PB0tISRIRBAgGQlAQMHw6UlSFaVRUNAFavXg1JSUlkZ2ejpaUF5eXleP/991nv3N/fHyNHjsSIESO6GN7q6mp4e3tjx44dGDJkCJ48fw5Mnw48fQqMGgXExoo6D72GDq2jhISEHu+Fw+Hgww8/RGhoKFokJRGqpobkjAx8pacH1f37gfPngYQEUHg4Au/ehUAgYCs1R48ejcDAQEyYMIGNKVRXVyMkJAQrVqxg04V5PB4SExOhqakJSUlJRAUFYURNDYZNmoSnra2QkJbGTBMT5LfruCQmJmLq1KnvXmOlHW9tyDkcjiSA0wA+BjABgCWHw5nw5r3eDJEhGzRghoza80RLS0sxy86u24yQN6Gurg7u7u6QkJCAiYlJl2AkANjaMqisXIh799ayHBmPx8Pz588REhKCwYMH4/0DB6Da6dxtZ86w/HlnvGuv09m5BerqN7Ft21VUV1fD2NgYZmZmGD169Cu64rWLEMnnfob799d15bFfg5UVULjHHVa2Xe8NEHmAhYWFiImJQeTu3Sh8g2yxQCDA8+fPUXDwYLfPqjOam0Xl/gOFdzG2BwpycnJQV1dHTEwMwsLCYGlpKZavrK+vj6amJhS3e4ivQ1paGlpaWnB3dwePx4OFhQUGDRoEflsbBoWHAwUFgKwscrdtQ/r48bDasgVycnJobW1FWloa8vPzYW5ujpcvX2L48OFISEhAdXU121qucyCWx+PBw8MD8+fPh4GBAT777DPcu38fvK+/Fhnz5GQgPh64fLlLST2Hw8GyZcsQHh6OmpqaHp8Hl8uFnp4ejh0/jqyxY/GVlxeUZGVFAc+sLGDoUMRFRuJ5ejr7QQKA1NRUyMjIsEHQDorJzMxMLGPm3r17MDQ0hJycHKqrqpD46BEWffQRSEkJoQsW4P2bNzF6+3bk5eejra0NqampLN30Z2AgPPKZAHKIKI+I2gB4AVj2NgccaEN26NBLbNumi9RUoz4f3N0dGD+eD2np7eIFN6/B2loSurpS2LNHtI+OTik2bnRBfX09FixYwAYpUVgI3tq1iImJwSNra1A7f/5n4sABQnX1Yty/b86mYv0RejNLYBgGBQUFiIqKQvTu3WL3VldXh6SkJERGRiImJgYCgQAzZ86EqZ0dhnc6MMMwKC4uRmxsLCIjIxEfHw9JSUnonjrFxho60NDQgPT0dERGRiIyMhJPnjzpNpvmLTDgY3sgoaWlhd9//x0rV67sEkORkJCAkZFRj145EaGkpARVVVWsEQcAfkMDBmVmAqqqqKmowIWUFEyZMoXVCO8I+H3xxRdQVVVFQUEBZGVlERERgdWrV0NKSorlmAHRh/jq1aswMDBgszm4XC4mTpyIe7duAVJSgJaWSFM8IkJEjbwGNTU1mJiYwN/fv9tMHUAURK2rq0NmZiaWLV+OwSNHijJXKiqAceOQWVSEGE1NrN26lU3XLSgoQFxcHFavXs327IyNjYWEhARbGASIdG0KCgrwwQcfQEZaGnd++gnGnp5QcnVFRno6BsnKQt/QEKNGjxbF9tLSMHz48D+NFgUGxpBzARR2+n9R+zIxcDicLRwOJ5HD4SRWVFQMwGl7jxMndFBeboQDBwb1eV9bW+DlS3XY27+5OmvTJgaPfzwGK9thsP25ES9fSiMm5ltMnjwZHA4HAoEAtbW1iI6ORmpqKqZNm4bZPcwOao8ff6d0g7W1HHR1FbF7XhQaexEvaHF2xkYbXZGX/dr3j8fj4fHjx4iIiGDTs+bMmYNJv/yCUHV1RFpaIjIyEgUFBRg7dixLyYwcORIMw4DZtAlliYmInzIFkZGRiI2NRWtrK2bMmME2cx42bBiaf/4Zz7S0kPLVV6zhzs3NBZfLZTn6GTNmQFNTcyAf1V92bHdUP6qpqWHUqFHdbjNt2jRkZWWh6TXjSEQICAgAn8+HoaEha8QBgC8piUETJqA1KwueiooYVl8Po/YAnlAoxJUrVzBv3jy2UvTZs2dITU3FkiVL2I9oh0feETAcPHgwFi1aJHYNCxYsQEFZGXInTBAZcRkZwNRU5JF3Y6xnzZqFtrY2JCUldVlXVVWFs2fPQkNDAxs2bEBUVNSrKk8XFxRdv45bGzfC8tYtKLdfY2NjI27cuIHly5dj+vTpyMrKQmlpKaKjo7F8+XJ2xsnn83H79m18+umnkJaWRktDA54/eoQ5AJjaWoRVVWF+fT04PB6UlZUhKyuL4ODgPy3I2YE/LdhJRG5ENIOIZrwpyf9doN+cs7s7fm3Y+Yf52vn5+QgLC4PQ0REoKsIesm1PMxR5umfOtEFT8wr++c8gTJ8+HbNnzxZ5Ba/NDjr0y58fOADqR5ek3kAoFGL+/Gfw8IjAlAcWEPQQL+iQD4iMjMRjGxsI269HKBQiOjoacXFxiIyMREZGBoYPHw4zMzOYmJhgxIgRcHNjoG83C/c3+WPuwYMwNTXF5MmT2SIhd3dg6NAsrFt3GkFBQairq8PkyZNhamqKuXPnYtSoUWLG5fjxOujZDIez5e8YvXMnTE1NYWpqCkNDQ6iqqv7bUw//HWM7JiYGGhoaUFRUZEvhX4ecnBwmTJggZvyICEFBQSgpKcGKFSvA5/PF9uELBJCytISPiQmGaWpCbvx46I0bBwC4f/8+ysrKsGrVKgAiKqujU3znoF6HIQ8PD0dVVRVWrFjR5R1JS0vj0yVLcFtREW0rV4p48shIYMcOUdZJfT3Q0MAadQkJCSxbtgzBwcFiqZU5OTk4f/48jI2NsXTpUpiamqKoqAgFBQUAh4MaPh9Xr1/HsnXroNOez84wDG7cuAFDQ0OMGTOGpQovXbqERYsWiXnSYWFh4HK50NfXFxU6VVXB2MwMg2RlkSEnBxk5OYz55BNR7jpEBVnFxS+rDG4AACAASURBVMVi+ep/BgbCkBcD6NybSbd92TsB4+rapyYRQP+oGj6fj6jdu/Fx3aEu2SmA6A8iNTUVISEhYBgGCxYsgHp7hoqVo77Y+fbvb0NNzRcICPiiSxVmZWUlMjMzERYWhpaWFsybNw+G+/dDYoCinQzDoLW1Ffn5+WymiYKCgsjbtbODiq4u6NdfIRAIUFNTg/j4eERERCA7O5v1oGfu3w9ZXV24z/cAl5uDmzfbMG7cONYLfn0KaWcnhfLymfDwmN1tiqCtLVBWZoCYmG+xcOFCjB079o3VqYcOKaOqahmuX1/UY6uud4Q/dWz3FqWlpYiNjcXKlSuho6ODwsLCHrc1MjJCYmIiG3yMiorCs2fPWPnb5uZmse35fD6SU1PRPH8+PrxxA8Vjx2KEnh6ePHmChIQETJ8+naVx7ty5A3V1dbb1WQc4HA4yMzORmpoKS0tLsY9yZ+jr62OYhgbC7t0D9PREPPnQoSKNlIULRTopnaRoNTU1MWvWLNy+fRsMwyAqKgp+fn4wNzdnaZtBgwZh0aJFuHv3LpqamuDh4QFTU1MYGBiw5w0PDwcgqgztuF4ikfRs54Ky0tJSpKSk4KOPPgIAPH78GIxAgGH5+WBqahA2dCje9/EBZ9s2NtOmpaWlx/t9lxgIQ54AQJ/D4YzkcDjSACwA+A/AcbuAYRjE/PorGt6Rtwq8qqKMiIiA4a+/Ylg3BlWU5x2PM2eeiUrzO76+PXwx9u5VgK6uvNhh3N0BLa3H+Pbbq5CTk8P8+fMxZswYNtNlIIIEx4/XQl39Ir75xheSkpIsraGtrc2e5+Q/MqH+L0V8840/ioqKMHnyZJiZmWHatGmvyuzbr8c2zAxlZWPhdW4MVCZN6vFjKjYDcnfvEqTsWG9tLSkKOnWzTY/H6xW0+pfb2BV/2tjuLQQCAW7evInFixdDWVkZenp6eP78eY/ba2trQ1lZGVlZWYiPj0dycjLWr18PeXl5yMnJdTHkOTk5yMvLw2pzc5Q2NmKImhoaGxsREBCAiRMninptQqTbnZiYiMmTJ3fJzOjIhFqzZo249n03+HDZMqQqKaEkJ0fUb7OwUCRy1dwM1NYCYWFivPncuXNRU1ODw4cPIyMjA1ZWVmz5fwfee+89SEhIwMHBAfr6+pg5c6bY/SUlJYll+BQWFqKhoQHS0tLs7KajDP+DDz6AwuDBaKuqQnBAAGaOGoXmlBSkq6pCvqgIo7S0xIx4TU0NdHR03vhO3gm6E2Dp6w/AJwCyAeQC2P1H2/dXWMjPz48e/utf76ynp6srQ2pq/rRjh/8bu3pwuQwBTLeaVgzDUPa+fdT0Ji1t6hDTEr5N280/BJfbQkArcbk9d13S0WkkoJa4XF6P2/D5fMrOzqadOyNIQyOC9ilu7iIO1hkMw9DLly8pNjaWIjQ06EU32/L5fMrPz6eoqCiK+iORsD4CmNJGAySC9WeN7d7i3r175OXlxY7PvLw8Onv27Bv3SUtLI1tbWzp8+DArcEYkEik7cuQI+//i4mJatWoV2/U+PDyc/P396eTJk/T/7F1nWFTX1n5HEEQ0CjKAiAUVFY0FbFiwR6OJPTEWNCaWz9wk96bc5CYxRlAwAcWKBYgldhAFERAVQZihgxQp0mHoTTpMPev7ceDoyIBo1JR73+eZH8zZ55y992z2WWetd70rPj6e3NzcKCcnh+rr62nfvn10+/ZtunDhgtK9qqqq6IsvvqCff/6505VxEuLj6fjBgySXSlnJ2cOHWZU1DQ2iCRNYbfQWlJWVkb29PW3evFlpLE9CoVCQm5sbbdy4keLj47nva2pqaO/evUriVxKJhA4dOkSpqank5eXFVU+KiIig06dOEVNbS3T0KAWNGEGefD7dGj6cQocNo8O6upS9eLFSFaLo6Ghyd3en2NhYunjxYqfG/rzAqxTNIiJ/IhpGREOIyP5lXPNpODs3YvPmXogfuPuVcfN27VKgquptXL++uEO/686dPPTr3YAd9d9wViQRIT8/H0FBQdA8ehTdn8FVZ63MLq+UK75zpyaMjTWwc2f7P7ONjTaMjXth587HVWOam5tRX1/P+chjYmLQo0cPODhMR3m5FX50mtTGRK6vr0dCQgKXUFRfXw8LCwtY2dujv7ExFD/+CJFIxLFRYmJioKamBktLS0x7AUpoxygtfkkXei1ru7PIy8vDgwcPsHjx4/VpbGyMsrKyDvU8evTogeTkZCxevFiJ1fOkRd7Y2Ah3d3cMHDgQI1p84rm5ucjOzsbAgQNhamqKyspKGBsbw9PTExYWFjAyMlJiPEkkEly6dAmrV6+Gnp4eIiMjOzWuMWPHQltXFxFRUWxCUFMTIJUC/foBVVVARQWICPfj4nDGxQWLFi7EBx98gMDAwDbXIiL4+vpCQ0MD9vb2uHfvHoKCgiCXy+Hp6QlLS0sMGjSIa3/nzh30798fZmZmsLKyQlRUFJudGhKCxVVV4G3bhrpff0V0VRXmSaXoLpEg5Y030OPbb2Hi5QU84Tq8f/8+xo8fjzFjxqCgoACPHj3q1PhfBv6UmZ2q8Msv3VFRMRN2dq+OYM/qrzybvz5/fj5+Ux+MD2v3Abt2ISIiAv7+/pDJZJgzZw4GqFBBfBqvPEPRjeVxq2KatNePw6sD0KfLr9ho9S2ysrI4H/mUKVMeu2NaTnL5MQ/6283w2ayfEcznI3vvXgwePJhz3wQFDYGx8X38O90UgosXETV6NBiGwcSJE7lr9u/fn30tf+mTUdZ+TvdfFBKJBN7e3li8eLGSpEPXrl1haGjYRjelFc3NzfD29oaVlRVqamqUjmloaEAul0MqlcLDwwNmZmbo3bs3evToAblcjvDwcHTt2hULFy5EVlYWTExMuKLdM2fOhEKh4NwqDMPA09MTgwYNwuTJk7Fy5UoIBAKUlpY+c2w8Hg/vvvsuwsPD8aigAEhOZn3mFRXA+PGQ9u4Nr2vXELF3Lz568ADjoqIwc8YMlJSUKOUNEBHu3LmD8vJyrF69GkZGRtiyZQtyc3Oxc+dOqKurY9q0aVz7rKwsZGRkYOHChQAeF3c+duwYLMeORZ+kJGDwYNytr8eE3r3RS0cHWtraiNXQwOxVq8B7wqVUUlKC5uZmLlBvYWHRYULWy8ZfZiPfuZP3yrMdO9pPiAipqakICgqCVCrF3D17oGlsjANTjmHpUh4ePpzYxsdNmzcjw84O4vaCs8/wDb8IqIUfLNy+Hfmd4KjX1dUhNjYWAoEA9lcUeESrEJ7wPczNzdv1bzY0NGDHjnBUVOTjcmhfjK2sxLjTpznxIQCwsSlGRQUPFy+ylo65uTm6XL4MdROTP20W558ZAQEBGDJkCIYNG9bm2MCBA1X6ZKklEc7MzAyzZ89GRkaG0nEejwctLS34+PigW7duGDt2LHR1dcHj8RAdHY26ujqsW8cmuGVmZkJTUxOJiYmcf1kul3MW+d27dyGXy7nAoI6ODhYsWICrV6+2Ycaogo6ODqysrHAjKAg0dSpgbg7s2IGygwfh4uwMNZkMW9XVwR8+HAgPR1epFIsXL4afnx/EYjEAcJTUdevWcQJ02tramDhxIioqKtDU1MT5wJubm+Hj44OlS5eim6Ymm1XKMOD36IGc7GyMmzIFmDoVxcnJyB49GtPDwoDERFTZ2aHLyJEY+IRVD7Ap/ebm5pyxM3HiRCQmJrbLKHrZ+Mts5H+kxgYb3BTg4MEHmD59OsuhbenQ/ojFqKiwxMGDLH+ZiMAwDFJTU3Hv3j1oHzuGbk8FZ8ViMaKjo5G8Y0ebJJfnBcMwICJUVFSwmZICARobGzFl924MVPHkq6ysRFlZGefiyMnJ4V4r7db2hLFaA35a81jrWiKRQKFQIDc3F0KhEAKBAJmZmdi+fQyMjdfh53WDoaviPjt28GFgoANr60wIhUKkpKSg++HDv3u8/414+PAh8vLy2rBDWtFewDMqKorTTxkyZAhEIlEbF0xFRQWysrKwYsUKVFdXQ1dXFw0NDbh8+TJmz56N3r17g2EYpKSkIDk5Ge+99x60W6h2CoUC6urqSEhIQFpaGt5//32lwOeYMWNgYGCA27dvd2qckydPhkQqRcLkyaBjxxA3ezZ++/xzzAwJwdKaGnSdNo3NOJ06FdDWhomJCYYOHYq7d+8iOjoaCQkJWL9+vVJx6YqKCgQEBMDGxgYDBgzAb7/9hsbGRvj5+WHkyJEYbGLCMmM++QTNq1cjbscOLOjaFXcDA0EMg1vFxZg9aBA0+/QB9eyJ9IICDDIxwYMHD7h7SKVSpKSkwNzcnPuuV69eGDJkCOLj4zs19t8NVY7zV/15HVVUXiY6Cm66uDBk8EYUHXjjM5IeO0aenp4UGBhIpaWlbIOW6j8NR45QVVUVhYaGUnh4ODU0NPyuqkSurkRGRjW0ceMZCgwMpNTUVK7CiSq4uDBkYJBEa9ceo4SEBJJKpR1e38WFIX39GHrvvX0UGhpKIpFIZZ1HIjZwWVRURJmZmSQUCkkgEFBUVBSVlpYqB7xedoXtdoC/UYWghoYG2rt3r8pCy62QSCRkb2+v9JsWFhaSo6OjUkDw9OnTSsXIS0pK6IMPPqCkpCQiYmtQ3rx5k06fPk12dnZc0DM7O5usra3bVBUKDw+ns2fPkqOjY7uVfJqbm+nAgQOUnp7eqfGWlJSQvb09nTt3jo4dOEAV779P9OOPRNbWRJmZbA1OhmE/dXXUXF5OX331FX3//fdtKk6JxWI6cuQI3b9/n4jYIPzdu3fpu+++o3379rHzVV9PtH490Tff0HV9ffJbuZIkq1bRAVtbujVnDh0zMyOFiQnRwYOUmpJCLi4ulJ+fT05OTmx1L2LrpD4d9CVi66UeOnSo3f+bF0F7a/svY5H/kdi5kwdjnUalgglisRgPHz6Eqek9JGovg3adGAM+M0dy8ghYWlrCwMAAAOCGLTBSxGCTkEFycjKmTJmCKVOmsFbN73jN2LULKC4W49attzB16lSYmZl1mGq/ezcPZWWjERr6CcaOHftMruuuXUB5uSHCri7EtNRU9O/fXyUn3Nm5EYaGvrC1FUJbWxtTkpMxfc0aTEpMhIGBQYfa4k+CYRiUlZUhNjYWqba2nXM5qXBNsWv97wEiNjNy3LhxbSh2T0JDQwP6+vqcn1wsFsPT01Mp2xIAhg0bxrlXZDIZPD09YWpqyvHCHz16hJycHKipqUFPT49bw9evX8fAgQMxdepUpfvW1NRAKBRi2bJl7Vby6datG5YvXw4fH59OVcqRSCQoKSlBUlISNn3yCfTmzAHy8lhxrfnz2WzNujrg+HHgrbeQNWcOuiUmoqu6+mMqJRGovh7eXl4YNGgQZynzeDxMmDABNTU1oOZmdGlsBLp3B6ZORd7t28iSyTA3NhYa+flYIJPht8xMzMvLQxctLVBMDASBgayg3IABGDhwIMLCwgA8DnI+DWNjY2hpaXHp/68S//Ubee7PP0P+jASjtWsbcV59MN6v2Qu3bzNhaJiM9euPskJYs2fDwNYWu9RsUcpY4tdfR3GvnkBrin8vCIWfYcaMGZ3SNekMWNaLAWxtjZReJTtu33GMoTXdXiAQYO3aMBh2EeEnckIXO7t2z3Fw0EZV1Tvw8ZmAnJwcJP/0U6fcJxKJBDk5OQgPD4dQKERERATq6uowatQojPz113avIZfLUVhYiOjoaAi3b4dDoRX427Tx1Vd3WY2Xln+uvwMSEhJQW1uL2bNnP7PtoEGDkJ+fDyLC9evXYWpq2kZCddiwYcjMzAQRISAgAEZGRpyGCgCkpqZyGZ9VVVXQ19fHw4cPkZKSwolhtUIulyMqKorLeuwIAwcOhIWFBby9vdt90Mrlcty+fRuenp745JNPMGzYMMTGxbEbt40Ny14xMgICA9lCyqdPI6WqCgEiEf6VkYHVMhkunD+PivJywMUFYe+/j3pfX7w9bRrLS6+vB9XWwsfdHas0NdH3zBnctbQEDh+G/P33cUNNDYuWLYMmjwfMmIG6qChoqalBZm4ONDcj18QEUh6PY/TMmzcP0dHRyMzMRE1Njco54PF4sLS07DR75/fgL7+RExEq9u9/7qBhVVUVQkJCID90iNPdfhr5+fmIiopCUlISptjaorexMWzxI8rKdBER8c/H/wRbtuCn40YqN0p2A9XqkAL4IlgtPoIC9McWdG7Mqozhuro6xMXFcb71tLQ0DBgwAFZWVnB0nI6SEynYZnybG1Tra1yrImF4eDjWrBGCz4/Dl19qYsqUKRhjZ9fmicGKiBXj88/94O7ujl83bEDigAHQ9PTE5MmTMX36dEybNg2mpqbsQ6nlqUM7dqCyshKJiYkQCoUQCoWIiYmBTCbD2LFjMd3eHoe6/AeVzDi4u4/nyr39HVBTU4M7d+4oSal2hNaAZ0xMDGpqajB//vw2bfr06QN1dXUuNvLOO+9wm3NdXR0ePHiAVatWQSqVonv37hCLxbhx4wYmTpyIXr16cdchYrVahg0bBg0NjQ6rEbVi5syZEIvFiIqKanOspKQErq6uqKmpwSefsOJ07733HsLCwlBYVASYmACWlkBREUtPNDNDmkSCm01NsFZXh/6oUTDLy8P86dNx7uRJxHt7I1Imw6rUVKh/8glgbQ3MnYtYMzM02dlhhlCI5RoaSCkpQfq+fQjdsQP65uYYIZMBU6ZAXFSE0B49YL1sGaKJgH/+E4LBgzHdyoqbr169emHy5Mk4c+YMG8hvp8jJyJEjubjUK4Uqf8ur/rwsP2J5eTmFhIRQSd++1FGCypNwdSUyMEijVasOsJXe2/Hb7ttXSrq6F8jOLqvN+cbGRI4rrpL4qeruZfv2Ub6h4SvzATc0NFBsbCyFhIRQvL7+iyXRtAzgyOoA0tO7Rf/+dwjJn0i4aO+Uvn1LaOPG03Tv3j0KDw8nkUj0zPMaGhooNTWV9PQCCfiVdHTOUUFBAcn79VP5ex07JiU+X0CffupDAoGAhEIhpaWlUV1d3bOGozTl+Iv7yBUKBZ06dardSveqIBaL6T//+Q/98ssvVFVV1W67K1eu0LZt26igoICIiFxdXUkkEtHp06dp69at1NjYSKmpqXTu3Dlyc3OjsLAwOn/+vJKPOyYmho4ePUoSiYRu3rxJd+7c6VQfq6qqyMHBgYsfKRQKCgkJIUdHR0pMTGyTQJSamkoHDhygpqYmNvGmuJjo2DFKW7KEHJcvp+KHD4n27yeaNIlo8mSiI0fo7qZNtFZXlx4YGhL16UM0bx7RoEFUOXQoOXTrRhWmpmySkbk5iXr3ph2DB5PNmDFUW1jI+ssVCgq8cYO8vbxILpPRXjs7SkxIoP3797dZ701NTbRmzRpKTEzscNwhISF0/fr1Ts3Rs9De2v7LLnaGYej8+fNs5tZzBNHYwGVph9mOj9sp7zUymYxKS0vp7t27lGpgQAxA4n79qKCggIKCguiBgQEpXmKGIhEbaIqMjKR79+5RTEwM+/Aheq4xKxQKEolEJBQKKVpfnwggY7Wizj77WuYii/g9/Kn5qYdXK9gHZAZ98cUdEggEJBAI6P79+1RZWUkuLoxyV9vpu5FRLQFZ1LdvybM71QH+6ht5WFgYnTp16rmCZDKZjD7++GO6detWu20YhiEbGxv6+eefue9cXV3p6tWrdPLkSdq5cyfJ5XIKDg6mX375hS5cuEAMw9DJkycpLy+PiIgKCgrI0dGRKisriejx5vys4Hkr4uPj6ejRo1RcXEyurq509uxZqq2tbbe9v7+/UiZr+sOH5Lh7NxUVFrIN6uqIVq8m+v57au7fn5w1NOiovj656OqSZM4cIhMTUqxcSW6DBlFk377spn/sGFFNDTFOTvQfMzP6ZelSNnhKRLW1tfTLL79wfQoKCqJvv/2WIiMj2/QtKSmJdu3aRSdPnuwwi7WxsZFEIlGn5udZaG9t/2VdK8ePS/Htt0sREzPuuYKGLB/d4Jmujqd560VFRTh+/DhKS0sxe/ZsCN/yQN8uIbA2WIr6+nrMmjULb+7e/dLErgBg794STJqUisDAPpg5cyYmTJjQRv9E1ZgbGhogFouRkpLC6X8rFApYWlpiYovr46c1WR36zBsaGjit77VrhTAwaMIOtVttqJStsLGpRVlZNS5dGoDp06djfGIiRi9ejD7XrmHrVp5yV9vVpHkDxsZDYGtr+Hum7S+PxsZGLFu27LlqkoaEhEBHR4crzKwK0dHRICIlZb7q6mrcv38fS5cuhZoaq30THx+PqqoqTs5VIpFAU1MTDQ0N8PDwwJIlS9CnTx8AgK6uLvr374+kpKRO9XPMmDGoqanBjz/+iLFjx8La2lop/+BpvPXWW6ipqUFMTAyysrJw3ccHaz/6CEatpeR69ABmzgSTng7P6moM0tXFtoYGGJiawlMsBvPZZxB++ik0vvsOk9LSWB/7tm1Ar16InT4dJtu2ocvUqShtcX0EBwdjwoQJXJ8GDBgAkUiksmRbXFwcli9fDrFY3GFBk+7duyvFIl4JVO3ur/rzMqwWVqvkpRq/7cLFhSFDw1w6eLCae/I+tuwlpDhxQqWFyTAM1R0+/MKUu+cdI2sVp9CqVQcoKCiIs5o6c56RUS39618BJBAIKDQ0lOLi4tpqWXTwFnDwYA0ZGCTRN9+EkkAgoBh9fRK/rh/oKeAvbpE/L0pLS8nR0ZECAgLo9u3bKttUVFSQg4MDhYaG0pUrV4iIpS1u2rSJ7ty5Q42NjeTg4EC1tbX04YcfKrl1Dhw4QBUVFXTq1CkKCgpqc+3s7GxydnZ+prZKY2MjXbx4kY4cOUJOTk4UEBDQKT2Wqqoq+ve//03fffedasuWYcjf05POWlqSYtAgovfeI7lYTGddXensb7+Rg4MD1dTUKJ1SV1dHDg4OVFZWRuHh4XT58mVuHpubm7l2N27coF27dnEaLE/O5969e0kul1NGRgYdOXLkpdIM20N7a/sva5G/jrqWrdi9m4fS0kHYt683F+zYuZMHI6MesLaORewTTA0igkQiQWxsLEJCQtDw888vnATzvGNk5WFHIjz8C8yePZuzmp4Fm29qUVycj4unNDBlyhRYWVnBwsKibbWdFku6fOlSZGdnIzY2lgtCzpkjQnr6ADg6sin6E+zsoPm6fqD/YrSq9M2dOxcDBgxQWXG+tbjy7NmzlX7TmzdvQktLC6amppBIJFBXV4eXlxdMTEyUgpsSiQRhYWHQ0NDgpF+fhImJCXg8HnJyctrtZ05ODk6cOAE9PT188skn+OSTTzgd/2ehoKAAampq4PF4bWQGACAmNhbZJSV4/+5ddImIANzdoaapiWWrVyMoOBiGhoZK42kde2shkgkTJqCwsBCenp6YMWMGJ6nc1NSE5ORkrF+/HlFRUUrJVPfv38e4ceOgpqaGoUOHomfPnq8v+UcF/rIb+evM9PzpJ6Bf7yp8V/8l4OaGtLQ0GBn5wcsrBba24zGpxV2RvW0bPDw8cP/+fQwfPhyzZs1C3xaN8hfZ0J53jJ3d+IkIpaWlXHGIjxT/hDF6w17t5jMZEnv3FsPMLBRubuUYHh6O6WvWYHpaGkaPHq38z/K/cvevBdHR0ejatSvMzc2hp6enciMXCATQ0tLiNLuJCCkpKcjPz8fYsWPBMAykUikKCwtBRJg6dSqqqqq4tiKRCDk5OVixYoVKMblWmp0qRopCoUBgYCC8vLywdOlSvPXWW1BTU4OWlhbWr1+P1NRUCAQClWMjIggEAgQHB+Prr7/Gv/71LwQFBeH27ducvnp2djZCQkKwdu1adOvendUzb3FJBQUFYe7cuaisrMTDhw+566anp6OsrAwzZswAwOrVDBo0CElJSdwcAazrxMzMDIMGDYKJiQliY2MBPJa6trCw4Mb/1ltv4d69ex2Kl71K/GU38tcBhmHQ1NSEMWOicLmrGT6qPYhD3yRj5swqJCePwaRJk9iCt1u24Nj3WZh6eDFycy0xZcqUxwUQnnNDqz548IX1V1pvtVF+XKlUnFQqxcOHD1WrE1pZwW7/dBQYT8UWx/b5wESER48eYd++Mjx6ZIBTp+Qo2bPn5aTcvwLNmf8G1NTUIDQ0lFND1NHRQW1tLRQKBdemuLgY0dHRWLJkCXg8Hng8HhobG+Hv74+VK1dCU1MTCoUCIpEIpaWlWLFiBfh8PreRl5WVoby8HEuXLu0wX2H06NEoKirizgPYBKOTJ0+ivLwc27Zta1M1R1tbGxs2bEB8fHwbrjXDMPDz80NKSgo2bdoEPp8PAwMDbNmyBaWlpbhw4QJEIhGuXbuG999/v03N0qSkJBQUFGDVqlVYvXo1fHx8UFJSAolEAn9/f7z77rtcTgcRoby8HL169UJxMSucqVAoEB0dDUtLSwCAlZUVIiIiIJfL8fDhQxgYGCjd08jICAMHDkRERESnf7+XClX+llf9+Suk6B8/LiNd3Uu0dau7Ek3RWKeeAAUZvBFN1U9ojrf6s42MGqnAwaFTfvFW/2B1dTVFRETQvXv3KKWFDfO8vuXq6mqKiYlhJQD4fJK2XOPo0WbS0wugf/zjeoc0vqdRuX8/pRgYUNT333MslJSUFDp8uO7x0DrJnJEdP861YxiGKioqKCEhgbtuqoGBymAAwzBUWVlJDx48IME331BZ374d3kuhUFBFRQUZAHn0N/eRMwxD586do9DQUKXvDx8+zKXLS6VScnZ25lLwiVht8m3btpFAICAiovPnz1NSUhI5OjrSv/71L47h5OrqShKJhI4cOULOzs6dos8FBgaSv78/MQxD8fHx5ODgQJGRkc/0g1dXV9OBAwcoNjaWiFjf/cWLF+ns2bMkFovbtFcoFOTl5UXW1tZ08+bNNscrKyuVaI5ELJXRycmJPD09ydvbW6l9cnIynThxguLi4ujUqVPEMAwlJCTQb7/9ptTuwoULFB0dTWfOnKHk5OQ293306BE5ODiw8huvCGjHR/5y0gz/hti9lI5cLAAAIABJREFUuxGPHs2Fn18fuLh0AbZsgWjBAnzomg5X1wZ8I/FA7xbN8aZ16/D559XYty8LH36ohT6HD7PJC7t2qbTE3dwAG5t6LFrkh3XrDKGjo4Nx48axvrndu9nznuEfaWpqQnR0NNTV1UFE6N27N0aOHMlKnNrbc9f4eVc3VFYugI8PcPRox2OWSCQQiUQ4fDgD54424v9oInadPQvNPXu4NiNHAp9/3vrXljbjIyJUVlaiqKgIeXl50NDQQPUPP2BAdTV427eDN3IkJxf6xhtvsFKou3dDbmuLin/+EyX376OpqQkA+8qqq6uLfv36YdTFi+CVlHBz2tDQgLKyMlRUVEAulwNg6zrq6urCEDDqeKR/fTx48AD19fVt0ub79OmDyspK8Pl8BAUFQV9fH2+++SZ3/P79+9DW1ubO4/F4CAoKwsiRI6GtrY3S0lLuGj4+Pujfvz8WLFiAo0ePorCwEMYtdS9VYeLEiTh8+DBqamrw6NEjfPjhh1yaf0fo3bs3NmzYgDNnzkAmk+HBgwfQ09PDkiVLVLr6mpubUVRUhLfeegvJycno2rUrZs2aBTU1Ncjlcly5cgVz5sxRureZmRlSUlLg4+ODQ4cOcd8rFArcvXsX77zzDkxMTBAREYHMzExERkZizpw5Sve1srLC2bNnoa6uzmV4PgkdHR2MGTMGISEhWLRo0TPH/VKhand/1Z8/o0XefPSoknX5pLHJskEe0MaNp6mkpIXj7OpKrr2/If2eQnrvvb2UamtLTCvH+hmWKmu955GBQQab7PCcOHFCTvr6MfTNN6EdCmU9PY4nUVNTQ7W1tZSWlkahoaEUGhpK0dHRVFJS8phDr1bUoQUsl8spMTGR0tLSKPjrrylYT4+E335LtrZppKcnoA0bfqX4+HiqPnjw8dxwY1AQnx9Ja9Y4k0AgoPDwcMrKympjzbQmI/3fjF0k4PNJ8M03JBAIKD4+noqKilTyl//uFnmrkFZhK5f6Cdy6dYtCQ0MpNzeX9u3bR42NjdyxkpIS+vzzz5Wq1zg4ONAPP/xAUqmUbty4QeHh4cQwDP3jH/+gAwcOcPObkJBAJ06c6JCZ0djYSP/85z/J1ta207zyJ5GRkUHr1q3rkJfd3NxMJ06coMDAQCIiqq+vpwsXLtDx48eprKyMfH19ycPDo835EomEDh48SM7OznThwgVuHDExMUqWd2pqKu3evZsOHz6ssg/fffcdOTs7dzgHdnZ2j/M9XjLwd0sIehlgGIbKy8vZ5JWWRBlVLo32aIDshtdIRkbNFKuvTwXPkV36e0QAfw/10tWVyNAwi6ytXeju3btUXl7eZsE+q38Mw9DevaWko3Oeli/fQ9evX6cIPp8aWjrVmf6xbeRkZFTT4ebAznEhGRikdHpzaG+xv47P61jbV69epYCAAJXH4uLiyMPDgw4cOEAZGRnc9zKZjI4ePUqnT5/mkoaqqqpo8+bNdO3aNSJiE1wuX75MxcXFtGnTJo6mSERcYlBMTIzK+4rFYnJxcSFvb29ycHCg4uLi5xpTSUkJ7du3j/z8/MjBwUGl2qNYLCY3NzfOffNk3+Li4uiLL76gHTt2KNEHW+Hj40NeXl4kl8vp7Nmz5OvrS2KxmPbt20dFRUVK1/rHP/5BXl5eba4hlUpp+/btZGNj0677pKmpiezt7V/7Rv67gp08Hu99Ho+XwuPxGB6PN+HZZ7xekKtru0E0V1cCn++Hb7/1w8SJE2GuQiOkFarYIAzDYMOGGPD5cVi/Ph6m27ezr52dYKf8XkLHi1AvW+di138aUFo6BPfubcWcOXPA5/PbMBGe7B+rk1KBr78OQlhYGIRCIcLDw7FvXzWqq5ciJuZ7LFmyBJb29tBu6VRn+se2UYONTa8OE1/YxKx+2L175GutTv5nXdtZWVkQiUTtCmnp6ekhJCQEQ4YMURJyCg4ORp8+fdCvXz9oaWlBoVDg6tWrmDt3LhpbihsPGDAA2dnZ8PDwwNatWyESiZCdnQ2AdcG88847CA4O5lxfrZDJZLh48SL69euHJUuWYMGCBfD29lYKunaE3NxcnDt3DgsXLsSiRYuwYsUKuLu7o6KiQukely5dgr6+fhsBLx6Ph759+3LFJJ52x6SnpyM7OxsLFy6Empoa3n//fYhEIpw8eRIDBw6EkdFjT1xhYSG6du3KsWKeRHJyMkaOHAlLS8t2NdaFQiHefPPNZxadfulQtbt39gPADMBwAPcATOjsea/aapHL5ZSXl0d39PS4oN/TYAsT17+QVctqdUfT55/7qwzGdAqvWJtboVBQYWEhWwA5NJRiW944XHt/81y3ZecphvT1o5Us59ckLf5CwEuwyP+Ma1sikdCBAwcoKyur3TaxsbG0du1aTiubiCg/P5/27t1LDQ0N5OPjQ9HR0RQUFETnzp2jhoYG2rNnDykUCmIYhrZu3UqnTp0iIqLc3Fzau3evUgr9zZs3lQKfMpmMzp49S9euXeOsZIZh6MKFCxQcHPzMMSUnJ5OjoyPl5OQofR8fH08HDhyguro6kslkdO7cOfL09FT59lZfX0/79++n5ORkcnd3p7CwMO5YqxuqVWLgyTlZvnw5lZWVKX1/5swZCgoKor1797ax+o8fP06ZmZkkkUho//79lJ2drXRuTU0N/fLLL89FKnhetLe2f5dFTkRpRNR+buofADc3wMAgAHZ2EZhjZ4eu7ZiGbGHiHp2yasViMTLt7DjrfvduHsrLJ+LatQUof066YHV1NSIjI5HXSbnXzsDNDTA2ZvDDD9EIDQ2FQCBAREQEJBIJxo8fDysrK4xveePY4mj6XG8DO3dqol/v4bCTXkGXkye57//uNPE/49oOCgrCwIED29D4WtHc3Izg4GDo6+tzby9SqRReXl549913oa2tDbFYjJqaGsTFxWHZsmXQ1tZGr169UFJSgpiYGPD5fNTU1EAsFmPQoEGYNGkSrl69ylmos2bNQmZmJgoLC8EwDK5evQoNDQ0sXbqUs5J5PB4WL16MmJiYDmt2RkdHIyAgAOvXr4eJiYnSsXHjxmH8+PE4e/YsLl26hK5du2L58uVt3t7kcjnc3d1hbm6OUaNGYdasWQgLC4NEIgHRYz33gQMHcucQEe7evQs9PT0lHfXc3FzU1tZixowZ0NTUVOp7QUEBZDIZhgwZAg0NDbzzzjvw9fVVKmPXmt7PUY9fJ1Tt7s/7QSesFgBbAcQCiB0wYMAre2L16ycloPp3Z4YzDEOJiYkUGhpKERER1GBkRASQtF8/+vnnPOLzw+nf/3628iLDMBQbG0uRkZEUEhJCiYmJrBX/Ek1a1t8sIj4/TIly9SJgGIZqamooJSXlsfhVB/GDV4bfMT94iT7yP8vaZhiG9u/f3ybV/Elcu3aN/Pz8aM+ePZyf+MaNG0p0Ozc3N9q+fbtSpSBfX1/y9vYmR0dHqqqqIj8/P7p48SIxDEMKhYLOnj3LBReJHgc+r1y5QufOnWs34B4fH0/Hjx9voxrYWqnn8OHDbWUgnoBcLqdvvvmGdu7cqfIeDMOQl5cXubu7K1nPnp6eFBISQnFxcSrvn5ycTLa2tuT6xNpiGIbc3Nw4JcObN29SSEgId/zKlSsUERGhdB13d3e6e/cuEZHK9P5XgfbW9jMtch6PF8jj8ZJVfJY+5wPDlYgmENGE9qqJvAzs3NkVxsa9f1dmOFujMxInTmRj4sSJsLS0hLaNDY70+hcMa/ZAJIpHQYEF9u6dAcMOMjfd3IC+fbNw9mwFTExMYJmSgtGLFkHz7NnnN2k7SJph/c39YW8/tVN0rycvaWwsxldf3UVkZCRXmCE/Px+GhoaYNm0apk+f3mH84GWAYRhUVlYiNTX1sR9++3bQs95Yfmci0V9pbbcm/LRn4WZkZEAkEmHevHnQ0tJCc3MzMjMzkZWVxRVEBthiFUOGDMHw4cO57wwMDHDlyhUsWrQIurq6WLBgAcRiMUJCQtClSxesWLECiYmJyMpia7mOHj0aOTk5iImJwQcffNBusZSxY8eiZ8+eEAqF3HcMw+DGjRvIysrCxx9/3FYGogVErOY5n8+HsbGxyntERESgtLSUE/dqxaxZsxAUFISbN29ixYoVSj7z5uZmBAQEwMLCAoaGj8XZMjMzIZVKOaqmqakpN976+npkZWVh3LhxSvdfuHAhYmNjUV5ejrt378LKyopL73/tULW7P+8HfyI/4otCfuIENbVQ5NpjXTwvW6RfPwkBEjIweEAhISEUweeT7Dkt27q6OoqPj6dQPp8KX7JVzDJC0onPD3ulSQxErGHdr5+YduyIp/T0dAoPD+cs/rCwMEpLS6OqqqrHPtCnLHKGYejRo0eUkZFBERERJBQKScjnU7GKOcFrtsjpNa3tyMhIlWyKpqYmcnJyotzcXCIiOnHiBGVmZtK+ffuUfM+JiYm0Zs0aJTZLqxz0//3f/yn53uvr68nJyYmz3J/0l9+7d48OHDhATk5OFBwc3GHCT21tLTk6OlJpaSlJpVIu0edJH/7TYBiG/P396ddff+XEqZ5GRkYG7du3T+Ubikwmo82bN9PVq1fbHPP29iY/Pz/y8/PjLOxW/3dqaqrSNfbs2UNNTU0UFBREvr6+KvsaHR1NDg4OdODAgWdSgV8G2lvb//Up+iKRCHFxcRDu2AFJSxJPe6yLzrJFWIs+CYaGx8Dnx+K7GXmYsW4dLBcsgHoHF2AtZAm++OI2V7E+OzsbgwcPhpW9Pfq9ZKuYZYQMg739VKXydK8CtrYKFBXFwdkpBr1mzcKkpCSuos/UqVMxYsQIXL2qC2PjauzcmYSUqVMRdvkywkaORFhYGMLDw1FcXIw33ngDEyZMwLRp0zDN3h59/4uEuUaMGIGMjIw2jIpbt25hxIgRGDRoEABAS0sLN2/exKhRozjfc3V1NQICAjBr1iwlPZCoqCg0Njbi66+/hre3N1dXs0ePHli1ahV8fHxQWVnJ+cv37duHuLg4bN68GVu3bkVaWhoCAwNbH3pt8MYbb2DevHnw8PDAb7/9Bk1NTaxdu5ZjmDwNavFfi0QirFu3Dn369IFMJntcjxNARUUFvL29sWrVqjZiWABw+/ZtyOVyTJkyRen7nJwc5OTkcPorrZK/qamp6NKli1KSj7q6OgYOHIiMjAzExcVh0qRJKvtrYWGBpKQkjB8//qWVcXwhqNrdO/sBsBxAIQAJgDIAtzpz3p/BImeTfNJp48bTbLWUl+izNjKSE1BHffuWUmRkJAn4/E6l3bMWcgbp60cpJXL8VdBqTSsUCqqsrKTU1FQSCoUkEAjo22+FxOdHkF3Pze2+1hgZ1RFwl/j8e1RdXf3M1O72gJfDWvlTrm0XFxclKzs9PZ0OHjyoZOE6OTnRd999x/Hu5XI5ubm5UUREBPn7+3OWaGuRiFY/dWBgIJ07d05p3uPi4ujIkSMkFospPT2dNm3aRM7OzpwvuLGxkU6cONGG2/0kJBIJffbZZ7Rnz55n/qYhISF09OhRpfXv6urK8cobGxvp0KFDbEEZFXjw4AHt27ePK5LRCqlUSgcPHuQqHbVa8wqFgo4cOUKZmZltrhUdHU0HDhygM2fOtNtfgUBAK1eufHH22nOivbX9e1krXkRkTESaRGRARAt+z/VeJ1jJ12EIDNzI8r9fAg2D5VxXwcTkMvj8eGzeXILRo0djur09eJ2wHFkL2RR2dpPYVPu/CI4ebQafH4hNm85xhZTLy8uhr6+PKVOmYPr06XBwmIbycktsd5rU7muNjU1PGBvPgb39TPTu3Vul0t7rwp91bY8YMYJT8mtuboavry+WLl3KWbh1dXVITU3F5MmTOebKvXv3oKWlhcmTJ6Nnz56or69HU1MTrly5giVLlnB+6lmzZkEsFisJWFlYWMDExAQnT56El5cXfvrpJwwePBgnT55ETU0Nunfvjg8//BBFRUXw9fVtY5kTEby9vTF16lR069YNaWlp7Y4tIiICiYmJ2LBhg9L65/P5qKiogEKhwJUrVzBixIg2/moAqKyshL+/P2bMmAFjY2Ml33hwcDCMjY0xbNgwiMViSCQSvPHGG3jw4AG6d++ukgk0dOhQhIWFYeLEiSr729jYiGvXrmHu3LmseN4fiP8e18pTgbHnSaohImTb26Owb98OA2u2toSSknpkZ1uisNASu3aNYxdkJx8SSs1eoiKgWCxGdnY2wr/7DjX9+r10lcGff+6GysppuHXrXa6QspmZGfr06dM22aeDufi7UxpfBszMzJCWlgYiauNSISJcv34d5ubmXNAtNzcXCQkJHD2wR48eqK+vh5eXF958802loKeamhpWrlwJgUDAqQACwJQpUxAbGwt1dXUYGhpi4cKFmDBhAk6ePImioiJ069YN69evR2VlJby9vZVcP0FBQWhoaMD777+PDz74AL6+vigvL28zrtjYWERFRWHDhg1tkmn4fD4qKysREBAAdXV1zJs3r835MpkMHh4emDt3LuRyOfr27csdKy4uRmJiIhf0bXWrMAyDe/fuYe7cuSqNhry8PMhkMqU5ehJ37tyBtrZ2uxv968TffiNvbGzEw4cPEfTDD5A/wYLozKaRl5cHHx8fCAQCaDg7o19paYcsCtaiHoSffhqAIienTm/ErVYMwzAoKChAREQEhNu3Q/ECPPPq6mokJiYqFX1ITk5mLbLz5zmhr5cJdtxasLXtXCGL/+HFoaenh65du0IoFCI/P19pU4uNjYVYLMaMGTNQW1uLpqYmTge8dXPs2bMnYmNjIZFI2ohCAazw06JFi3D16lVIpVJIJBK4u7vjo48+wuDBg3Hq1CnU1tZi8uTJePfdd3HhwgWkpaVBU1MT1tbWaGhowNWrV6FQKJCYmIjk5GSO2WJkZIT58+fD3d0dYrGYu2diYiJCQ0OxYcMGlT5vPp+PqKgo5OXlYeXKlW2MAyKW4WJoaAgLCwsUFxdz2ZoKhQI+Pj6YP38+FweqqKgAn89HfHw8dHV1lTjmrWjNfLWyslIp3CUSiZCVlYVu3bph2LBhnfnpXin+1hv5kSP16N//Kn79tRSz7e3bDTQStVT12b4d8hYdb2fnJkyeXI4HD0ZhxowZ6L9rV4fukdTUVEyalIgLF0IxblwstI8ceWbCT2v6+5YtF7kkHoVCgYkTJ2K6vT3U2rmfTCZDXl4ewsPDkfvzz9wD48iRegwbFovz52sxatQoLpg4YcIEGBkZQW3nzldCI/yfJf36wOPxYGJigosXLyq5VKqqqhAcHIzly5dDR0cHNTU18PHxwahRozB06FDu/IaGBuTk5GDZsmXtFhF58803MWDAAPj6+uLKlSsYMICtw7ps2TKMGTMGbm5uyM/Px/Dhw2FtbY2bN28iIiIC6urqWLNmDWQyGY4ePQp/f3+sXbtWKZA+btw4DBkyBNeuXQMRW+AiMDAQGzZsaKMp3orm5mY8fPgQq1evVknvi4+PR1FREd59913weDyUlJRwG3lERAS0tbUxZswYrn1FRQV0dHQQGhqq8mEGsMlKcrlcpbXdqpU+ZswY8Pn8DmuOvi78rTdyB4fuqK7eAHf3WeBt3dpmt2F53vn4+OPf2Ko+Z85AvYW54uDQHeXlk3DiRIvvrJ3dys0NMDTMgLNzOnR1dTFjxgxMmTIF+p2oDMS6YqTw87PEuHHjYGBggMJjx6BoeVVGQQHcsAVGRhX44otbnIV9//59qKurY/LkyTA5dox7YDg69kRl5Vu4fHmG6iIA/9tx/xYoKChAjx49OJdKaym3WbNmQU9PD7169UJqaipqa2sxd+5c7rz6+noEBgZi2rRpSEhI6PAeb7/9NoKDg5GRkcFpm/B4PEydOhXLli2Dh4cH4uLiYGRkhE2bNiE+Ph7+/v7o0qUL5s+fj+TkZDQ2NqK6urrNtVt56ufOnYO/vz/WrVvXbtHompoa3L59G4MHD1apf1JaWorAwECsWrUKGhoakEgkqKur44pjhIeHcxt8KyoqKrjNvl9rEecn0NTUBIFAAAMDAwwYMKDN8aioKGhra4NhmHbdLq8bf/hGXubkBMUT1WxeJnbuVOtwL7W1VaC0VIyAgHmwtLRETxsbbvPtrA+9NWh648Zy5UrZHWyaLM1QjpEjBdDTS8f69SVITU1ldaIvXoTmE5XqbW1lKCkpxqVLelyCzuSkJBhPmQK1U6eUnP2vs46p0mD+V93ntSErKwu1tbVK9ViFQiE0NTU567G5uRklJSVYtGgRR4lrDRROnDgRGzduRGxsrJIo1dOIjIzE4MGD0adPH9y4cYPTfAfYIODHH3+MiIgI+Pv7o0ePHvj444/x6NEj/Pbbbzh//jw2b96MjRs34tatW7h48SIePXrEna+mpobp06cjICAAAwYMgL6+vso+SKVSXL58GVZWVpg0aRIn4NUKsVgMDw8PLFy4kEu1LykpgYGBAXg8Hm7cuAErK6s2SUelpaXIyMhoV3gsODgYI0aMQFNTU5uNvr6+HgKBAAsXLkRGRsafwq0C4I+VsZXJZHSkd2+VSR2vAy+Dcfgi12ATi4pIX/8+VVRUUHl5OcX88ANVGRkRWVsrXdDFhSFjYyJn5ybKzMxk6Xx8Pkn+gDljGIZqa2spKyuLIiMjSSgU0sN2qvv8kcDfVMZWLBbT/v37KTMzk+zs7EgsFlNxcTE5OjpywlYymYyOHTtGNjY2Sok/t27dovPnz3P0v+jo6HZ1v2NjY+ngwYNUX19PEomEPDw8yNXVVUk8i4jVBj9//jydPn2aGhsbSSqV0rfffktbtmyhiIgIkkqlJJPJSCAQkIODA929e5ekUinV1dWRk5MTxcbG0unTp+ns2bNt6LYMw5CHhwd5eXkRwzCUnJxM58+fVzp++fLlNok6YWFh5O/vT3FxceTq6tpGZEsqldKmTZvI3d1d5RyXlZWRo6MjpaamkpubW5vjV65cocDAQCovLycnJ6cXpsi+KNpb23+oRX70aAN+Rip8e3/zeszIp6zHl+FpeJFM+9raLPTokYAPP2xAWloaqqqqMPLMGegWFwP37gEFBTgm2wA+/y5iYz1w6ZIQkyensBHyxERMl8mgoaPT4ZwpXFx+l6V87JgY+vqh+OKLWwgLC+OScvLz89G9e3dYWFhg2rRpGL579x/wGvDficDAQAwZMgRDhw6Frq4uysvLce3aNbz99tucn/bOnTvo06cPZs6ciby8PABAWloaUlNTsXz5cs7FMGHCBDAMg/v37yvdIz09HcHBwbC2tkaPHj2goaGB9957DyNGjICbmxsKCgq4tt26dcOaNWtgbGwMNzc3eHh4YPTo0bCxsUF+fj4OHTqE6OhoTJo0Cdu2bUN1dTUOHjyI/fv3Y/z48Rg/fjw2bNiAvn37wsXFBUVFRdy1hUIhamtrObfI4MGDIRKJuDeDqKgo1NbWYsECZVZocXExevXqhcDAQCxevLhNYLSgoABVVVVKLqdWEBECAgIwY8YMlJeXt3Gr5OTkoLCwEDNmzEB6ejqGDx/+h1JklaBqd3/Vn1ar5fcUSHgelJSUUEJCAoV2JjHH1ZVkT1WzeZkwMmogIJ4MDDKUDzxl2vftW0FAPunrx7NJRS3p7DmGhtykMQxDDQ0N1NjYSFlZWRQeHs6mrguF7dbBVHUv1f2sIiCV+vb9fSJcfwTwN7TIc3NzycnJiUvEuXz5Mrm4uChVw0lPT6f9+/dTU1MT5ebmkqurK1VWVpKjo6PKakKtQk+tRRBEIhE5OjoqFVp4Eunp6eTo6EhxcXFtjl26dInWrl1L58+fp/z8fGIYhkpLS8nDw4P27t1LQqGQxGIxHT9+nD799FM6duwYpaenc31PS0sjBwcHio6OpocPH5KTk1MbOVhXV1fKycnh+qlKcOvQoUPk5uamJPL1JM6cOUP//ve/2x3fkSNHuOITaWlp3DG5XE5Hjhzhvjt58qTKJKJXjfbW9h9qkb9qny7LCinFjz8GQU1NDVbtJOYQEZKSkhAdHY3Q7dtR/oSP+mkQEeRyOerq6hAXF4eMJ+RtOwMbG20YG4/D7t2mgJvb42r3Laa9G7bA0DAT/ftfgZ5eOr78UgejRo2CsUCAyatXw2TePMDYGAennICe3iV8/vk1PHz4EN27d8eECRMwLCoK5qtWweytt0D9+nFjbW5uRl5eHqKjoyHcvh0iFYwaIkJ9fT1ycnLwf+P9YKzWC7Zz/1RKrv+VkEql8PHxwbvvvsuxNiQSCRISEvDOO++Ax+OhoaEBPj4+WLFiBbS0tGBsbIzS0lJcvHgRs2bNUhnUMzAwgLm5OQICAlBRUQF3d3csX75cqdDCkxg2bBg++ugjhIeHw9/fnyscUVBQgIKCAjg6OmLo0KHw9vaGq6sriouLsXz5cmzYsAElJSX4+uuvkZGRgV27dmHWrFkIDAzEyZMnkZ2djeHDh2PTpk0ICgqCo6Mj3nnnnTZysEOGDEFKSgo8PT2VEpla0dzcjJycHDQ1NWHmzJlt+l9dXY2MjAyVAUyFQoFbt25hwYIF4PF4KCwsVIp5RUREQFdXF8OHD0djYyPKysq4YPOfATx2k3+9mDBhAsXGxr7y+/TvzxI6jI1Z94cquLkBO3Y8xMqVGbCxmQK+t/fj4sdPMVxsbOqwaJEf5s9Xh6mpKUxNTaE9YsSzb9KCiooK8Hg8iEQiNDU1gVaswIiKCvBbznVzA7ZtawTDJENfXw1Xr7JcWw0NDRgtXQqj0lJ0MTYGiUQwMspBaaka+PxKXLvGtuvi64s+e/fiFrMOdl1WYunHzfjwQ7ZYrpaWFgwMDODjw8ee7RJsUXyB5V/2R9PChZDL5dwrYo8ePcDn86E3aRI0ioo6Na4/G3g8XhwR/SFVfV7F2r516xYaGxuxYsUKAOwmvmPHDhgZGeGLL74AEeH8+fPo16+fEp3uP//5D/h8Pr7++ut2XQAymQz79+/Ho0ePsHbtWowdO/aZ/RGLxbhp/3w1AAAgAElEQVR27RqkUinefvttXLx4Ee+++y4X+CMiZGVlISoqCiUlJbCwsICOjg58fX1hamqK/Px8mJmZYfLkyaisrMS9e/fQvXt3TJ8+HTdv3kTXrl3R0NDABTlbaZJ5eXn46aefYG1tjfnz57fpV1paGmxsbODg4KByk/Xw8ICWlhby8vLw+eMK4gDY4G52djbWrVuHkpISXL16FZ999hkAljnj6uqKLVu2QEdHBwkJCUhPT8cHH3zwzLl62Whvbf/hrJVXic5Y/CzrZAR8fJawke92nN67dgHFxRrw91+MxYsXY9y4cSw/thM3cXFRQF9fiC+/vIry8nIMHz4c06dPh5W9PbuJt5xraysDwzxAly71+OmnxzzwSZMmwXjXLnQxNobbrAvo2zcNpqbx0NevxOef9+S4xMypUzBmGDjCBhXMVPj5zWBlaM3Noauri+LiYth+F4uimho40wporl2LCRMmcNmY06ZNw9ixY2FkZASNV8Q5/x+eDwUFBXjw4IGSFO3NmzdhYWEBuVwOIkJkZCSkUilmzZrFtYmPj0f37t0hl8vblGZ7EgqFAgqFAg0NDe0KWT2Nbt26YfXq1TAyMsK3334LDQ0NJfogj8eDqakprK2t8dFHH6G8vByOjo7Q1dWFubk5Pv30U+jo6ODChQu4f/8+5s2bB3Nzczg5OXGiVh999BGys7Nx/Phxjq2Sl5eHnj17ory8XCmhqBURERHQ19dXmeCTl5eH4uJiWFlZKQlwASzdMDQ0lHs4iEQiJas9ICAAkydP5t4AWv3jfyb8rTfyp/dkIkL9kSOP3RnovHuHbdcNNjY9lJMSOhHttLNTQ0XFdISEbMPIkSMfJ0g8dS6rpW6JEyfmYfPmLsjPz0fOnj3sqwUAt58KsO2iAcrKbiEtrRf8/ABraw3o6+uj5+3bSK1fDVPEY/BQH/D5abC2zkFYWBhSU1NZXQx/f9g1nIUxeNijHorhw4e3r9j2P875Hw65XI7r169j0aJFnPbIw4cPIRKJsHz5cgDspiIQCLBixQousFdaWoo7d+7g008/xfjx4+Hj4wNVb96t1XXGjRuHH374ATdv3kR4eLjKtk+Dx+OhsbERU6ZMwYABA3Dq1CmcOHECISEhSrRGbW1tVFRU4Ouvv8a0adMQHh4OFxcXSCQSWFtbY9y4cQgJCcGlS5fQs2dPrF69Gvfu3YOHhwdGjRqF2bNnw9fXF4cPH4ZAIIC9vT10dXXh6uqqlOqfm5uLmpoajBgxog1HnoiVM5g3bx569uwJsVisNMbg4GCMHj2aozCKRCLuYZCZmYny8nJMmzaNm7OcnByleqh/BvwlNnKJRILcn39W2oA7i9YyaF9+eQd+fn7ItLMD84QPvLP71e/Z1571sHBxYWBgkIikJF9cuiSEmZkQiYmJ6NKlC/q3JPy4fZuJbdvqwTC54PEm4sMPNSAWi1FWVgaFQoHQw3XYJnZACSqQ8qg/Ll+WY8kSdhE3Njai/sIFGO/ahS3kigI1E2xxZBciwzB49OgRMjMzEfn995C9Ik7///D8CAkJgb6+PkaOHAmAlZvw9fXFsmXLoKmpib59++Ls2bNYuHAhZy22cqsXLVoEPT09zJkzB3V1dXja3UPE6rJ069YNb7/9Nvr164dNmzYhMTERfn5+KpNvnoRQKER5eTk2bdqEJUuW4KuvvsLChQvR1NSEc+fOwdnZGXfu3IGbmxtMTU3ZAufm5vj444+xceNG8Hg8nDt3DjExMaxoHdiM0pCQEOjp6WHMmDF48OABbt26hWHDhiEtLQ319fWIjIzErFmzMHPmTJw5cwYpKSlKMYSVK1ciMDAQ9fX1XF8TExOhrq6OUaNGQU1NDWpqalyJtvLycqSmpnI+dSLiLHKZTAZ/f38lPn5eXh4MDAxeuezz8+JPv5G7uChgZOSFg/b3gQ6CkO1h1y6gqKgKly4NwNSpU2FhZ9du6vurwrMeArt2NaK8XAOenm8quVP69++Pri0uDlvsAMNUokuXPjh82AL79s3E9OnTMTYuDoNmzsRPTbtBiAMgwpo1GtDQ0OCy8bRu3YLQqQgj6B4+xXwIv/oKQjMzCIVCREZGoqCgAOLz5zHKwQFdX2CO/4eXj+LiYty/fx+LFi0CwG4wN27cwLhx47jX/srKSgBsxZ7WNt7e3hg6dChX6aZVCCs4OFjJUg4MDERNTY2SJd+rVy98/PHHqKmpwcWLFyGRSFT2LS0tDTExMVizZg3njunSpQsGDhyIhQsX4ssvv8SyZcsQGxuLlJQUJCUlwcvLCw8ePEBjYyP09PQwb948fPXVV7CwsICXlxfkcjm6deuGuXPnQl9fH0lJSairq8PgwYM5VcWZM2eiqakJzs7OqK+vx+rVq3Hnzh3s3bsX/fr1w7Bhw2BoaIjx48fDz88PRASpVIq7d+9yQUwAXAWlVkt9xowZ3BtPTU0NAKB3794ICwtD3759lSQO0tPT/zxJQE/gT7+R796twKNH7+GaxulOScE+DdYa5mP37uGslsMLmNZEhEZn51eWwcjKt5ph165BbQ9u2QK3nwpQz9ThjTea8cMP6hg37j6Xrp+6axfkRUVQyHIB5KN7d0OsXduH6zcR4bpzIbbjMMpQBXftLVBr4RPzeDyIxWIUFhaiaf9+aBIBPF6bOWYYBjWHDv0vg/M1QaFQ4Pr161iwYAEndpWYmIjq6mrOD56amgq5XA5tbW3U1tYCYH3EDQ0NbbjVenp6mDt3Lq5evQq5XI6oqCikp6djzZo1nNRtK1oLP/Tu3ZsTyHoSJSUluHHjBlavXt2uxgiPx0NtbS20tLRw4MABbN26Ff3790dKSgqOHDkCV1dXBAUFQSQSITExEWvWrMGePXswYsQIpKenQyj8//bOPCzKcm3gv2dYRkxlUUSWFDEzy0oqw9Q8JS0uZbmUWxl1RG37/E7fqfOdFkVtOWJlfZUImJWa5ZZrmphopimYJiLKrsi+79swM8/3x8gIMgPIIovv77q4lJl3nvd+h3vu9577uZcjODo6MnjwYCIiIiguLmbEiBHk5uYSFxeHu7s78fHxbNmyhb59+5KYmMilS5eMefOjR48mNzeX8+fPc/ToUdzd3Y1ePxhi/BUVFcTFxVFYWMh9913ZO6z2xvPz8wkPD6/1Xkop22V8HDpA1kpwsMkkkmajCwxEtXQpYtEik/1T/PzyePrpI0yfbvjK2v/ZZ3HLyGhaFkczL8LFJZP09FP07t2TxMQ7an+tCw7mizej+Hf5GIS1Be+9dzf/9V+GFp25ublo1q7l3nfnUshvQBKvvDKQZ57pgYWFBaWlpezcWcGmtVpeLv0eX7ZT0r07hfv2Gb9aSylR7d5Nj+XLuUOvN9xM23kWS0fPWvntt99ITU1lxowZCCEoKCggODiY2bNn4+TkRGFhIUFBQcycOZOoqCj0ej2DBw9m8+bN+Pr6muwgKKVk06ZNFBUVUVRUVO+8zOrjjx07xvHjx5kxYwbOzs4UFxezevVqHnvsMe644w6zr83MzOS7775j9uzZteZiguEmlZKSQnx8PLt37yY7O5tHH32U/v37069fP1xdXdFoNJw/f57Q0FBOnjzJhAkT6NatG4mJidjY2GBlZUVubi62trb8/vvveHh48MADDxATE0P//v157LHHjO0CAF5//fVa78maNWt46KGH+Pnnnxk7dmytePeuXbtwdHQkISEBd3d3Y2wcDDexzZs38/rrr7dZIVCHzVqpz4GuCghA38iYbnV/k3/8Yz+hoaEce+89dGbCCIsX60lLy2DLln6MHDmSBx98ELclSxqdxZGenk5OTg5nz541eM7vvIOmCS1pr8jjhJvbON5///46sbmvNM/x38WTKNVYY2Njx8iRSZw8eZLo6GiklOzxz6aQc0ACXbu6Mm2aHSqVypjJsGmtJLfUha/wJkcIrN56CwcHB+NXZiEEcuVK+ur1BuW9+vqVXistSmZmJmFhYcaKxupY9gMPPICTk5OxQdbw4cNxdXVl+PDhhIeHs2HDBp5++mmTRhwMf8ehQ4dy6NAhPDw8sLOzq1eO6gZZ48aNY926dZw9e5Yff/yRe+65p14jXl5ezsaNGxk3blwdIw6GUE+/fv3o168fN998MytWrGD48OFUVFQQEhKCv78/GzduJD09ncLCQt566y369etHUlISNjY2ODg4oNPpEEJw+vRprK2tcXJyIioqChsbG4qKili5ciVZWVkIIcjOzqa0tLSWDDY2NoSHh2Nvb19n0/LSpUtoNBoKCgoYPnx4rediY2PbVzVnDdq9ITdFUJDE0TGEuf/cRVkjY7qGWHkGGzb0xtPTk1H1tLVdtEiFm9vtvP/+3VdKfBsRkjF0Qozh7bf3kZCQgJubm6HR1QcfYN2MuHx9p/7wQw16vTMqlScffDDSmEZ4zz33sG9fXxYUvQZEIXDm1VfdUKlUWFpa4urqysBTpxhVmoAgnNuIIPWVV4i++27i4uIoKSlBr9eTvm4dNsXFCCCle3eiRozg2LFjxrL9o++8Q2ozblIKV9Dr9ezYsYNHHnnEGLYICwtDq9UyYsQIAI4ePQpg9BS7detGeXk5Go3G5JSbanJycti1axf//Oc/yczMZNeuXcaCnvoYPHgwM2fO5PPPPyc+Pr5WvNiU/Fu3bmXQoEHGuL0pioqK2L59O5MnT8bR0ZFBgwbx2GOP4evry//8z//w4IMPcuTIESoqKvj111/Jy8vj8ccfx9vbGysrKwoKCqisrKS4uBh3d3c0Gg3l5eWUlJRw6dIlunbtyvbt24mJicHb25vvv/+e/fv3Gzc4hRAcP368TgiqrKyMvLw8/vzzTyZMmFCnzW97DatAMw25EGK5ECJaCHFGCLFNCFH/bb6FWLy4lJycIey3Xku3RhpIQ6zcjfffv9vwlbIVJtUYctIH8euvPnh5eV0ZV9aKqXx+fra4ud3KqlVOtZYPDoZ587RIchHiFt58awBPPSWMXl5hYSGv+Ql24IYkl/M2XlQ+9BCWlpao1Wq2bCniiSf+4IvgI2QCiUD5m2+iVqtxcHAwtMnduZOeRUW4CgE1cpg7A22h2zqdjrvvvhtPT0/AUEB2+PBhJk2ahEqlIiUlhePHj9faoDx48CADBw7ExcWF/fv3m1y3pKSE77//Hm9vbzw9PXnxxRcpLi5mw4YNJvOxryY+Ph5PT0/Gjh3L5s2bCQwM5OTJk7WGOFfLotPpePTRR82uVW3s77//fpNFO2q1mvT0dG699Vb8/f2ZN28ezs7OhIWF8dNPP6HVavHy8iIjI4PbbruN7t27o1arEUJQVVWFRqMhNzeXc+fOYW9vT0REBA4ODly8eJFVq1aRlJRERkYGKpWqTuVocnIyJSUluLu715GtqKiI/Pz82h1O2xHN9cj3A0OklHcBscC/my9Sw/j5dcPNzYVF/r0gOZlzI0fy+1tvUVzPGLPrkRbdmJx0KSX5+fnGBv9hYWEc/de/KGriCDZz17VkCUiZgkpVwuLF/fDzu8forY8cOZKoqBH8UvUocBa4mRfm9qNHjx5UVFRQUFDAN99kUVR0kXD9q1gBF7t2JeK22/jrr7+IiYkhMzOTsq++om9lJXopKQ4NJTU1lejoaMLDwzl69CjRS5Z05LDLdddtKysrvLy8EEKg0+nYtm0bY8aMwcHBgcrKSrZu3coTTzxh9NZjY2OJiIhg2rRpPPfcc8TFxfHHH3/UWlOj0bBhwwaGDh1qvEGo1WpmzJiBg4ODyQ3NmkRGRnL69Glmz57Nww8/zIIFC/D29iYuLo4VK1awe/duMjIyOHfuHJGRkUydOrXueL8ahIaGYmlpyYMPPmjy+UuXLhEWFmZcx9bWFi8vL3x8fFiwYAEDBw40TiAaPHgwQ4cOxcHBAZVKhVqtxsLCguTkZLRarXGsXXJyMklJSQCsXLmSyMhI7r33XgICAkhMTKx1rYWFhSarRmNjY7nlllvMDuNoa5o7fDlESlndqPg44Fbf8S1FtfECcHFJIygomf7r1tG9FcaYNUUuczeLL78sw9FxF//4x3bjmKh77rmHkRs20KOFZTfcVNxZtcqb994bVGfQxL/+VQxEAQ488shAJk9W06VLF3r16kVgoCPl5WlAFVBBihCUzZyJXq/nl1+qmDXrGIue8+NiaSl/YfjDX5gzh5KSEiwtLbG3t8fp0CFuW7KkwSlJ7ZW20u1qsrKycHBw4N577wXg559/xsPDg8GDBwOGNLkdO3YwdepUbrrpJmxsbHjuuecICwvjzJkzgMH73bx5M3369GH06NG11lepVIwfPx5PT09Wr15da0ZnNSkpKfzyyy/MmDHDmD0jhOCWW25h+vTpvPzyy3Tv3p3AwEA++ugj3NzcyM3NNZuDHhcXx5kzZ5g8ebLJOHNZWRlbt25l4sSJJjNiunbtSlVVFUOHDuXjjz/G3d2dCxcukJaWxuDBg43eclZWFgMGDKCqqgopJUVFRRQXF5OUlER0dDQqlYr4+HicnJzYsmULe/bsQaPRcPjwYTw9PevMDIUr8fH2SkvGyF8C9rbgeg2yZAmkp7uwdevjuC1ZQqWrK6deeIHTCxdekydYVlZGZWUlSf/5D1kuLq3mQS5b1pXc3IkcOPAiQ4cOxcXFxZD+dZUrXzOTSKvVkp2dTczSpQ0P4Kix8VjfTSUwUEdBQSSQz003DcXPz9pYZv3ZZx4cOKAC0oFBzGQXKh8fSr282Lu3gjVrcikpKeF83t8YBFQCea++SvQdd3DixAnCw8OJ+PvfEe++CzodWFh0hg3S667bzs7OTJ06FSEEZ86cIS0tzRjT1Wq1bN68mVGjRtUqJbe1teW5555j3759xMXFsXv3bgBjY62rEULwwAMPMH78eNavX09MzJUGaQUFBWzcuJGnnnoKJycnkzL26NGD+++/Hzs7O2bMmIGtrS179uwxbliePHnSmJddWFjIjh07mDJlisliGikl27Zt44477jCbp52VlcVvv/3G5MmT6d69O8OGDTMOsLCzsyMlJYWMjAwGDx6Mh4cH1tbW2NjYoNVqsbCwMDbUsra2JisrizNnzlBaWkpUVBTvvvsuarWawsJCDh48WOtmpNFoSEpKqnd/oK1pMP1QCPErUHf7Gd6RUu64fMw7wH3AZGlmQSHEXGAuQN++fe+t/qrTHGpm9Wm1GhYu/J1Zs7R8vOXvhpFtDaTKBQfDwoXxPPTQL/j4DOQ2Hx9cMzIMm6CNTLGTUho/JKVffonVf/5j6FNiZjJQfVmIAQEaFi06xvjxifj6GpTZwsICe3t7ej78MD+lj2ex6n+Z8245Pj7dKCgoqNVHw3bKFIZkZlLm4oLlhQuA4QNU/VNRUYH1nj1MXvYqKToXVKoyAgJsmDv3yodciBJgPRCPlyjkzbkWdH3qKfbv78KKFXnANqCIZ8jCmzCkpSWqr77i998Fu3dLHup3kmcigngCKAFKly6lZMIEYwEGAJMm0T87G5dWSmVsbPphe9btaqSUbNiwAW9vb2MWyJ49eyguLubZZ581aaCTk5P56KOPcHV15c0332xUD5XU1FR+/PFHRo0axdChQ1mzZg2enp51MjdqotfrWb9+PX369KkVjigpKSEhIYH4+HgSExNRq9UkJSXh7u7OsGHDUKvVWFtbo1arjT9//fUX8fHxvPjii1hbW2NhYVHr2rRaLcHBwQwfPtwYIrqa6nFzt99+O7GxsdjY2KBSqcjKyqK8vJy//voLV1dXpJSo1Wpjb3O1Ws3FixcZMGAAw4cPp6ysDEtLS6ZMmYKdnR3R0dGEhYXxwgsvNPg+tjbmdLvZeeRCCB9gHuAtpTTfnacGrdEhrlanw4XByMWLqXz7bbQ6Hd38/U1azzrdEa8h3zswUMfChX8xYcJ5XnqpPwA3TZnCoKwsujbRQBnkqcTZuZC0tKvGXwUH4zb/UVL1KfTsWUhExFDs7Ozo2rWrUeGDnz/MextUeN/3E88vfgwHBwfs7OywtbXF1taWtWvVLHk5lXv06zmheohX/OwZN67YWMG3fbuejz8+A1zAirsJ7fUGYvt2AMaMkWg0ocARrBjCclYgAdW0aYiRI3n3XUlRUSpdOM9WdnEz0MXaGovz5wHDh760tJSyH37A+bPPcNdoYNYsWLfumt+nhmipPPL2ots1nYWzZ88SGhrK3LlzTQ4iBoNB++mnn7C2tmbixImN6mgIhjav69atIzU1FS8vr1qDKEyxb98+srKymDVrltm4uJSSjRs3Eh8fz4gRI9BoNFRWVtb6yczM5Ny5c9x6661YWVkZG3lZWlpiYWGBpaUliYmJVFVVMWrUKLp168ZNN91k/Ld6fuaWLVuYM2cOzs7OaLVa4uLiiIyMJDY2lkuXLlFZWWlMXywqKqKqqgohBElJSVhZWdG/f3+6du3KTTfdxM0330xJSYlxT6KioqJd9Fcxp9tmOiY1etGxwFvA3xqr6K3FwoVXbPDnZc+wuKwLT53Q8++9/+LWzEzDk1cZ55qvAQzPN3I3dOlSyMoawN69ffj6a1eDwr///lULNuUa1CxcaGKGoa8vi4AlS9xZuBBMtJdmyaHRZOrhcNoo1j8u63wIly6FVL2GCpUboe/uxXn+a/To4Y5arSY4GD79VAfYIhiFX/eV2L/2GiWWlvz0kxaN5gIQBtgzleNYARazZtH18ccJDLSkqCgNQSxPkEEFEAloZs6Ew4dRqVQGWQ4eRP3NNxi18NChJr1P14P2pNvVf8eysjL27t3L888/b9aIx8fHc+DAARYsWGD05nNzc3n44YcbzH+2t7fH3d2d5ORk4uPjOXHiBPfee6/JDb6IiAhiYmLw9fWtd3MzLi6O9PR03njjDWMZfE0qKysJDAzknXfeMfaUgSt9/3U6HbGxsezcuZNZs2YZeweVlJRQWlpKXl4eJSUlhIaGolar+fbbb+nVqxc9e/akV69eDBkyhL59+xrnlSYnJ2NpaWnMcrl06RJ6vR5bW1vy8/MpLCykS5cuFBQU0KNHD3744QcWLFjQbrNVqmmWRy6EiAfUQO7lh45LKec39LrW7kdu8Gwlrq6SlEVft0ppaGtVnDaHhmSq73k3Nz2pqacRIp6FC2/n73+3pVu3bpf7k5dRWLgJSMRS3M5Oh39g4+OD1aRJ7NghWb48G0M4RvIR21ADuqFD0U2fbvQmhRDo3nmHCVotd4GhFUBgYKu8eS3hkbdX3S4sLDRb9JOens66deuYPn26MXZeWlrKxo0b6datG5MmTapTkl+TkydP8scffzBnzhwKCgo4cOCA8SYwZMgQo8FOTU1lw4YN+Pj4GDsGmpM1KCiIadOmmRzmALB9+3ZUKhUTJ040+XxZWRmrVq3i6aefxsPDw+Qxp06d4sSJE8yZMweNRkNOTg45OTnk5uaSk5NDcXExY8aMYcCAARQXFxMVFUVERISx1sPd3Z0TJ06QkJBAaWkpOp0OlUqFlZUVY8eOxbe9fMBpxdBKU2htZW8vRraqqgorKyujF1GwciVuX3zR9oKZwNx7FhioZ/78CAzeuAtvvdWTmp+5MWOq0Gi2AWEI7mIhwfDEE6iGDTN6Pnq9HnHiBIN37GBS9QuDglrtPejoJfpNoaCggK+//ppx48bV8mzBEF/euXMnubm5tTJQapKYmMjWrVt56aWX6Nmzp/HxixcvcuDAATQaDWPGjMHZ2ZnVq1czfvx4brvtNrPy6HQ6vvnmGwYPHlyrzL0mkZGRHDp0iHnz5pmM41e3FbCzs6tTvFPzuoOCgvDx8aF3bxPfZOshLy8PlUqFnZ0der2e8+fPs3v3bk6fPm30yIODg832lGkLbihD3iCtbOkDA3W8994xxow5xWuv3QMYKvAcxo2jb1P7tbQRhm83FahU6axc2Y958658jX7uOcn33x8CAgB7plrHMHpSH1Q1coSllFiHhWG3fj1PAjYANjZQz7CD5nKjGfLy8nK+/vprhg0bhpeXl8ljpJQcPnyYU6dOMXPmzFqZKDk5OXzzzTc888wzJot0pJTExsYSEhLC2bNneeihh5g+fXq9oZqQkBCys7OZOXOmyePy8/MJDg7m+eefx9nZ2eQap06dIiwsDF9fX5N986WUrFu3Dg8PD0aNGmVWlmtBSsnFixfZs2cPd911l9l897bCrG6bGuTZ2j+tNaC2PgID9dLJ6ax87bVd8ndHR5nbilOfq4dKu7iUGofLSikbNfS4vWFO5KAgKaFUwpcS/iktLdfLH3/8UW7cuFFu2rRJ7ty5U4aEhMhDhw7JI9XvN0gpRKtfP51w+LI5qqqq5Ndffy337dvXqOMjIyOlv7+/jImJkVJKWVpaKj///HOTA5Vrotfr5bZt26S/v7/8v//7P7l69WoZFxdXW78vEx0dLT/99FNZWlpqci2dTidXr14tjx49avZ8OTk5ctmyZTIzM9PsMeHh4TIoKEjqdLp6Ze9MmNPtG0LZpZTSxaVIwlnZp09CkwxqcXGxLCoqkjk5OTJm6VJZ6OJi9vUd0F5fM4abVZKE/bJLl7+kv3+qzM/PlxUVFXU/3EFBUtrZSWlvf13elBvJkOv1ehkREWHSoJojOTlZfvzxx/LIkSNyzZo1MiQkpMHXnDhxQn755ZeyoqJC6nQ6GRkZKb/66isZGBgoo6OjjefPz8+X/v7+8tKlS2bXCg0NlWvXrjUrs1arlUFBQfL48eNm18jLy5PLli2TWVlZDcrembjhDXlTjWtQkJR9+lySPj7fyt27d8tz587JTGdnqW2mR19SUiILCwtlSUmJTEtLkzExMfLE229Ljatrh7gDBAVJ6eqqrSOqXq+XlZWVsqCgQGZkZMiCzz677ne1G8mQN5W8vDz56quvyjfeeMOs51xNUlKS9Pf3lzk5ObUe1+v1MioqSgYEBMiAgAAZGRkpg4KC6vW0L168KJcvXy6LiorMHhMaGirXrVtn1tDr9Xr5zTff1AxsnpwAAAyvSURBVHuezoo53b4xY+TXQJ1cc2hWjD04GBYtSmf8+FCefLIb/fr1o3v37vTo0YPunp6oU1Pbfc/vL74oYfHi/Tz5ZBFz5tSudhNCYGVlhY2NjaHk/29/wy4t7bruC9xoMfKmcPjwYc6ePYuLiwuJiYlMnDjRZOViUVERwcHBTJw40WwetZSGGPqqVauMvc6Nw8lrUF5ezqpVq5gwYYLZ6s1Lly6xadMm5s2bV6epVTVhYWGcPXuWF198sd7Ux87IDR8jbyotHSapjp+bdOY7SEzGcA066eJi3qsy0gbXhOKR10tERIRcsWKF0StOSEiQK1askDt37pQVFRXG46qqqmRQUJA8fPhwg2vGxMTITz75RMbExMht27bJjz76SG7evFkmJiZKvV4v9Xq93Lhxo9yzZ4/ZNSoqKuRnn30mz58/b/aY6tj51d8ObhTM6XazCoJuBK6hRqhR1ClCqkEwvvjppzErLoK/x8RQXl5OWVmZIQa2cye3rVtHz8WLWy1tLzgYFi8u54UXzvL88wZvqLKykoqKCmM5M8DM20+zPm0MfmOygdFmVrtMS7+BCs3i4sWL7Nu3jxdeeMHo8Xp4ePDyyy+zb98+AgICmDhxIv379+fnn3/G1ta2wYyQoqIidu7cyTPPPEO/fv249dZbKS8vJzIykr1796LVaunevTsFBQW8/vrrZtfZs2cPHh4eZtMaq/u1jx49ulaKpMKNmn7YQhhGwuUzbdopXnihF6WlpUgp6XPoEANWrbrm0IubmyQ1NYFevVI4c2YQPXr0MPaLMB3jaVkMp0jB0TGRI0f64ODgQJcuXejSpUvt9K/rIEtzUEIrpqlOM5wyZYrZ4pq4uDh27doFgKWlJfPnz6+3V4ter2ft2rV4eHjU6bAIhm/8kZGRfPHFF/Tu3Zs777wTT09PBg4cWCssEhUVRWhoqNmccjDMJI2OjsbHx6ddTum5HiihlabQQFjA1VUv4YJ0dDwqc3Nzr6RB1Rs/aeLpLj+pDwxskqzNPn8Ln6s1QQmt1KGkpER+9tln8tSpUw0ee+7cOenr6yuXLl1qTFM0x8GDB+W3335rNgWwOgMlLCxMVlRUyJMnT8rVq1fL5cuXy5CQEJmdnS0LCgqkv7+/TE1NNXue7OxsuWzZMpmXl9eg/J0Zc7qtKHsNVq7UyN69T0lf3x/lkSNH5BFHR5lXj0E2a89awdCtWqWVjo5/yNmzVxtku+rndO/eTbp5dEYUQ16X9evXywMHDjR4XF5enly+fLlMSEiQCQkJ8vPPP5ebNm0ymWVy4cKFJmegZGdny5CQEOnv7y9feeUVGRAQIPPz802uodPpZFBQkAwPD29Q/s6OYsgbgcHDzjHkmkvZrjxPg5Ovlc7OqabTstqRrG2NYsjrUlhY2GCueUVFhfzqq69q5W9rNBr566+/ymXLlskTJ04Y1ygpKZGffPKJjIuLM7teUlKSXL58uSwuLjZ7zOHDh+WHH34ot27dKpctWyYDAgLkwYMHZXp6uvFcv//+u/zuu++uKVe+s2JOt5XNzhosWiRYsqQnCxde3khpoY06KWt0Imxi6qJhk9SChQtduDo8aNiknM1LLw1j+khr1AkJVFZWotFo0Gg0bNmiYU1ANrPlj8x96w40Tz9tnG9obKC/cyfDvv/ebC91hY5NQ/1CpDQMdnBzc+P+++83Pm5lZYW3tzdDhgxh165dnDlzhieeeIL9+/dz5513mh22UFlZybZt23jyySdN9nYByMzM5NixY8yfPx97e3v0ej3JyclER0ezceNGpJS4uLgQHx/PK6+8csPGxRuDstnZShiGViQzduwBJk/uiYODg+GJSZPom53NzS24UWjYe8zA0TGeAwdscXR0xNra2ti8391dkJaWiiOnOOf8KtbR0VhbW2NlZXWlRWk738C8FpTNzmvn4MGDXLhwgdmzZ5vsawIGY//nn3+ydu1arK2t8fPzM5vrvX37diwsLHjyySdNPq/VagkKCmLEiBEMHTrU5LmysrKIiYlh4MCBZvux3GiY0+0bK5v+OrJkCWRk3Mz+/dMYM2bMlcHHH3xgMOJN7FluCsOkuD588MEo7rzzTvr0MWScdOvWDSsrK/z8LHGz78kHdsfotXgxPXr0oEuXLrX7TDdmcrRCpyQqKorTp0/z7LPPmjXiYCj26tOnD05OTtx3330EBATw22+/GQeT1FwvOTnZbMdCgAMHDtCrVy+zQy+EEDg5OTF69GjFiDcGU/GW1v5pr3FEcxjK0fXS3z9NlpaWytLSUpm3YkW95fRKyLrtQImRN5r09HS5bNkymZaW1uCxZWVl8tNPP5XR0dFSSilzc3Pl1q1bpb+/vzx69KjUaDSysLBQ+vv7y5SUFLPrJCQkyE8++aTB1gAKdTGn20popREYog4xODj8yebNztjb26MeNw6PzEy6NCEUERQk8fNL48UX05g/vw9VVVVotVqqfvgBx8BAerdi0c+NgBJaaTzZ2dnk5eU1OCFeSskPP/xAz54963jaWVlZhIaGkpaWhk6nw8vLy2ROOVwp0584cSIDBgxoseu4UVDyyJuBSe+6GS63q2uFhAjZq1eoTEpKkqmpqTIrK0vmu7jISiWFsNmgeOQtztGjR2VwcLDUarVmj0lJSZGRkZFmc8r1er3cvHlzvWX6CvVjTreVGHkj8PU1ON21nGSTDzaORYvUuLndxYcfPkzfvn1xcXHB0dEROz8/rJU4tUI7Izk5maNHjzJ16lST8zurcXV1rTUS7moiIyPJzMzkkUceaS1Rb1iaZciFEEuFEGeEEKeFECFCCJeWEqwzY/Ye4OtLwNuJ9HlvFH5+Z0lNTSU5OZmkpCQSExNJ9fc3xHmCg9tE7hsJRbcNlJWVsWXLFiZOnIidnV2z1vnll1+YPHlyvXNDFZpGc4cv95BSFl3+/38Bt8t2MKC2I+Pqmk9aWiyOjhAe7oRKpUKlUmFhYYH6vvtwuM4tYTsiLTR8+YbXbVlPXLwp5OTk0KtXrxaQ7MalVdIPqxX9MjcB13/ntI0JDgZX1zIWLjxNbm4u+fn55OXlUfzFF03ynv387HFz8+KDD7xwd3enb9++uLm54ezsjIOfn5IieJ1QdBvCw8MpKytrsVCIYsRbj2ZnrQghPgBmA4XAw1LK7IZe05m8FkPHwlh69owlNLSfcXJ8D29vXNPTW9R7DgioYuHCo0yYcAFf37qN+buHhHDXmjWtNlS6o9BSWSs3um6XlJSg0+mwtbVta1EULmNOtxs05EKIX4E+Jp56R0q5o8Zx/wa6SCkXmVlnLjD38q+DgJhGyt5UegE5rXwOwKkX9HGBjDTINJ7PCXr1AZcMSMtsvhyXr+Xuu8DSCrRVEHHmajms6N3PhXTsyKmKgDM1n1Ph5OZMGlpyUkzJ08LyNuJaWpV+UkrHhg5SdLtd0Fmu5Xpdh0ndbrE8ciFEX2CPlHJIiyzYTIQQf7aEV9YeUK6lbVF0u/XoLNfS1tfR3KyVmkP8ngKimyeOgkL7QNFthY5Ec7sf/kcIMQjQA0lAg7v6CgodBEW3FToMzTLkUsopLSVIKxDU1gK0IMq1XGcU3b5udJZradPraJNeKwoKCgoKLYdSoq+goKDQwenUhlwIsVwIEX251HqbEKLpNcZthBBirBAiRggRL4T437aWpykIIW4WQhwUQpwTQkQJIRa0tUwdnY6u251Br6H96HanDq0IIR4DQqWUWiHEMgAp5b/aWKxGI4SwAGKBR4EU4AQwQ0p5rk0Fu0aEEM6As5TylBCiO3ASeLqjXUd7oiPrdmfRa2g/ut2pPXIpZYiUUnv51+OAW1vK0wTuB+KllIlSSg3wI4ZUuA6FlDJdSnnq8v+LgfOAa9tK1bHp4LrdKfQa2o9ud2pDfhUvAXvbWohrxBWoWd+fQgc3gEIId8ATCGtbSToVHU23O51eQ9vqdnPzyNucxpRZCyHeAbTA99dTNoXaCCG6AVuB/76qKZWCCRTd7ji0tW53eEMupay3NZsQwgd4AvCWHW9DIBW4ucbvbpcf63AIIawwKPr3Usqf2lqejkAn1u1Oo9fQPnS7s292jgU+Bf7WmM517Q0hhCWGTSFvDIp+ApgppYxqU8GuESGEAL4D8qSU/93W8nQGOrJudxa9hvaj253dkMcDaiD38kPHGzMcoD0hhBgPfAZYAGuklB+0sUjXjBBiFPA7EImh5B3gbSnlnraTqmPT0XW7M+g1tB/d7tSGXEFBQeFG4EbKWlFQUFDolCiGXEFBQaGDoxhyBQUFhQ6OYsgVFBQUOjiKIVdQUFDo4CiGXEFBQaGDoxhyBQUFhQ6OYsgVFBQUOjj/D30o7omEvp4ZAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXIAAADSCAYAAABXT0tTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOydd3hUxfrHP7PpjSSEJCS7gVBCDUVASkCKKCh2BOwKKpZ7uT+vDa4tIQH1gpWrAiEXEUVAEaUIV0E6kSotFCGFQDad9J4t8/vj7K67YRMChhLc7/Psk+w5M3PmnJ35nne+7zszQkqJAw444IADzReqq10BBxxwwAEH/hwcRO6AAw440MzhIHIHHHDAgWYOB5E74IADDjRzOIjcAQcccKCZw0HkDjjggAPNHM2GyIUQ6UKIW652PZoLhBDdhBD7hRDiatflUiCEWCmEuP1q1+NKQAhxkxDiZAPnvxBCzLySdboWcK3etxBiuhBiySXmHSyESBZClAsh7m2qOjUbIr9WIIR4UQiRJoQoFUJkCSE+EkI4X8HrRwghqhvRkGYA70vTRAHTizBPCOFlVdbTQoitVt/vEUIcMt3bOSHEZiFEO9O56UIInakBmj9TG1Hf0UKI7UKIMiFEvhBimxDibtO5iUKInfVknQVcc534ckBKuUNK2flq1+NyQgghhRAdGzjfUFu4nhAHfCql9JZSrqov0UX0c8BB5A2iHoJeA/SRUrYAIoFewP9dRJnBf7JanwH7LnCNEGAEULehOAEv1JOnI/Al8DLgC7QzXctglewbUwM0f2ZfoB7jgBWmcjVAMBAN3NVQPgAp5V6ghRCi34XSNmdcSSOgsbgW63QdoS1wrBHpLtjPrdEsiVwI0V8IsUsIUSyEyBZCfCqEcDWd+0wI8UGd9GuEEC+a/g81DdvzhRCnhRD/Z5VuuhDiOyHEEiFEKTCx7rWllKlSymJzFsAI1Gtp2MF0IcRxIcSrQojWF3nfDwLFwKYLJL0VOCClrK5z/D3gFSGEn508vYHTUspNUkGZlHKllPLsxdTRqq4C+BCYIaX8r5SyREpplFJuk1JObmQxW4E7LuX6VxNCiD5CiIOmUcgKIcQ3ZolACDFcCKEVQkwTQuQAi8zHrPLfIIQ4YMr/DeDewLXOCCH6mv5/xGT5djd9f0oIscr0f719xnReCiH+LoRIBpKtjv2faQR6TgjxnhDCLmdcoE9uNyU7bBrJPVAnb1dgPjDIdL7Y6rS/EGKd6VnsEUJ0sMrXRQixUQhRKIQ4KYSY0MBz8hVCLDTVLVMIMVMI4WQ6N1EIsVMI8b4QosjEC7db5W1nGkmWCSE2Aq3qu44p/WQhRIqpXmuEEKGm46lAe2Ct6T7d6snf2H5uQbMkchQr8UWUBzoIGAn8zXRuMfCQucEJIVoBtwBLTcfWAocBtSnfP4UQo63Kvgf4DvADvrZ3cSHEwyaiP4dikcdfRN3/jmLB9wROmn7o+4QQLg1lEkK0QBmWvdSIa/QA7Gmu+1HI8RU75w4AXYQiFY0QQng34joNoTMQhvIsLxUnUJ5vs4GJvH4AvgBaAsuA++oka2061xZ4xk7+VcBXpjQrgPsbuOQ2YLjp/2FAGjDU6vs20/8N9Rkz7gUGAN2sjt0H9AP6oPSNJ+upR73lSynN9ellGsl9Y51RSnkCeA7YZTpvbWg8CMQC/kAK8DaAUCTCjcBSIMiUbq4Qwrru1vgC0KMYXTcAo4Cnrc4PQOkzrYDZwEKTMYLpGr+Zzs0AnqjnGgghbgbeBSYAIcAZYLnpPjsAZ4G7TPdZYyf/xfRzC5olkUspf5NS7pZS6qWU6ShEOsx0bi9QgtKQQPmBt0opc4EbgUApZZyUslZKmQYkmNKYsUtKucpkPVbVc/2lJmmlE4olkXsRdTdKKX+RUj6GIjesQukAmUKIGQ1knQEslFJqG0hjhh9QVs+5aOAfQojAOvVKQyEENfAtcE4oziZrQp9gsrjMn9AG6hBg+pvdiPrWhzKUe2lOGAg4A/+RUuqklN8De+ukMQIxUsoaO21sIOACfGzK/x0ND7G3YWr7wE0oJGL+biHyhvqMFd6VUhbWqdMs07GzwMfAQ/Yq0cjyLwU/SCn3Sin1KIZVb9PxO4F0KeUi0zUPAiuB8XULEIqcOQb4p5SyQkqZB3yEbb8/I6VMkFIaUIzBECBYCNEGhTfeMv1e21GMwfrwCPC5lPKAiahfQxlphDfyfi+mn1vQLIlcCNFJCPGjECLHZBm/g+1wZzHwqOn/R1GsG1AsoFBrMgJeR9FuzchobD2klMkoetfceuo5X/zhGHzdTv4y4AhwCKXz2nV4CSF6o4wqPmpk1YoAn3rqfBT4EfiXnXO7pZQTpJSBKKQwFHjDKsm3Uko/q09WA3UoMP0NaWSd7cEHZYjZnBAKZJqdzCbUbVP5dmSvhvKfaeB624CbhOIXcUJ5CQ82EYcvSttqTJ+xV8+6x86Y6nceGln+pSDH6v9KwGxYtAUG1OnLj6CMduqiLUr/yrZKG49iyZ93HSllpelfb5T7LZJSVlilbej3CLU+L6UsR+kL6gbyAJfUzy1ork6NecBB4CEpZZkQ4p/AOKvzS4CjQoheQFf+cPploOjAEQ2UfbHLQToDHeydkFI+hzJktIEQQoPygnkccEV58fRqQI8eDoQDZ02jPW/ASQjRTUrZx076IzQw/ANiUKSUD+pLIKXcJ4T4HsWheyk4ifK87wfev8QyuqLIYM0J2YBaCCGsyDgMSLVK01Abs5e/TZ38fxQkZYoQohL4B7BdSlkqFO39GWCnlNJoSnqhPlNfvcL4wznXBqjv5d2Y8hvCxfa7DGCblPLWRqatAVqZLPuLQTaKTu9lReZtqL++WSgvDsAiAQUAmY241nAurp9b0CwtchRLrRQoF0J0AZ63PmkaluxDscRXWg0V9wJlQnE0eQghnIQQkUKIGxt7YaGE7AWZ/u+GMnRqtFNCCDEdpWN0RiH5CCnljAs4FRegvCx6mz7zgXXA6HrSbwT6CCHsOsmklCnAN1hF2wghhpicNOZ76wLcDexu7L3VuYZE0fneEkJMEkK0EEKoTNdZYJVUCCHcrT9W54YB/7uU619F7ELRi6cIIZyFEPcA/S8yvx74PyGEixBibCPybwOm8IcevrXOd7hAn2kArwoh/IUQYSgRT9/Uk+5C5eeiOPrqQy6gEVYO2AvgR6CTEOIx03NyEULcKBTHqQ2klNnABuADq3bYQQhxQelHSnkGxbcUK4RwFUIMoeGoq2XAJCFEb6E4M98B9pjkpgvhYvu5Bc2VyF8BHkbRUBOw37gWozj9zLIKJv3rTkwRGijOyv+iDEEbi8FAkhCiAlhv+pwnmzSAVUColHKSlHJ7nSG0XUgpK6WUOeYPUA5USynz60mfC2xGcU7VhzjAy+p7MQpxJwkhyoGfUJx2DYYYXqDe3wEPoDjIslA660xgtVWyKKDK+mMiwBuBcpPPo9lASlkLjAWeQnmmj6KQznmOrQvknwgUojy/7y+QbRsKkW6v5zs0rs/Yw2oUR98hFFJZWE+6C5U/HVhskjbsRZdsRjFwcoQQ5y5UKZMsOQpF585CkUZmAXYjQfhj9HscRXr8jsbLfg+jOEMLUUazXzZQr1+At1D0+mwUYn6wvvR18l5UP7eGaASPNEsIIYaiSCxtG0OW1xtMo4XFQP/meP9CiJUoTp/1V7sufxZCiD3AfCnloqtdl4uBEEKijBhTrnZdHGgY1yWRCyWUbzlwWEoZd7Xr48BfC6Yh+0mUEd8jKEPk9qYhfrOBg8ibD/60tGLSNfcKIQ4LIY4JIWKbomJ/oj5dUYa0ISjhUg5cRgjbKfvWn5uudt3+LP5E2+6M4qQtRpkpO665kbgDzQt/2iIXinvVS0pZbrKEdwIvSCkvyUnmgAPXChxt24Hmgj8dfmjSX8tNX11Mn+tPr3HgLwdH23aguaBJolZMYXyHgDxgo5RyT1OU64ADVxuOtu1Ac0CTTAgyhfX1FspiTD8IISJNMwgtEEI8g2ldCS8vr75dunRpikv/tXDuHDIrC0JCMPj7YzQaKSlxJTsbQkOhVVPMo7sO8Ntvv50zzU7903C0bQeuJdTXtps8akUIEQ1USinrnc3Xr18/uX///ia97l8CYWEc0mrRBwVRsnQpFRUVPPvsDeTkhKHRQEajFxe4viGE+E1K2eTL3zratgNXG/W17aaIWgk0WSsIITxQllD9/c+We8WRkABhYcrfaxXR0fTWaOg3cyYjR47k7rvvJi5OIfHo6KtduesP103bduC6R1NErfREmXjihPJi+PZCsdvXpNUSFka6Vos2MBC+/56oqChUquY68fWvjaayyK+btu3AdYPLZpFLKY9IKW+QUvaUUkY22wk40dGEazREvvEGBoOBd95JveYNdAcuL66btu3AdQ+HyQkKW8fFQXQ0fi+8wLBhw4iPj0CrVQ5fyXqcCw1FP38+NTWNWprDAQcccMBB5ACn3nqLvDqsHR3Nldee4+Koyc5mX3Q0X3zxBX//+xo0mirHqMABBxxoEH9tIk9IQKfREHHLLRxt1YqyqX9sCj95shIFMrmxu0s2BaKjUWs0DHr7bSZNmsTq1XeRmelxZUcFDjjgQLPDX5vIp03jUGYmJT/+yNDsbLaGh3P69OmrVx+rt4erqysxMcIRkeKAAw5cEH9dIk9I4FhREd2A3/R6nJyc6NKlCx9+eOyyOzlr582jUq2+4EUueVSQkMDB4GBOzphBZWUlVVVVXI+rXDrggAMK/ppEnpBA/nPP4QMcUqnoHB3N77//TkREBD/8MBqtVl5WOUO8/TZ7srLIjInBaDReOMPFIi6O3nl5+M+bx4kTJ1ixYgVPP/01anWRQ293wIHrEH9JIpdTp3LOaCQVcP3Xv/B59lny8/PRarXExLig0YjLKme4xMQwXK0m/bHH+Oabb5qezKOjERoNQbGx9O3bl0cffZQNGx4lK8vfobc74MB1iL8ekSckcLK4mHwgwNuboGee4eDBg4SEhJCYmHhlnJyTJyO0Wga8/TY9e/Zk9uyMi5dzGpqJWucmVCrV1YnCccABB64I/lpEnpBAyXPPUQm4CkH53/5GamoqgYGBCCHIyBiGRiObRn5oxJR/Z2dnunfvzmeftb3omPX06GgStVqKpk9Hp9NdMP1VicJxwAEHrgj+WkQ+bRqpRiNFQNWLL2K86y6Cg4PR6/WsWbOGjz8OJjNTNIn8IGNj2d9Idr4Uazk8Lo7+ajVnn3qK+Ph43nrroGMmqgMO/EXx1yHyhAROFhXhAnh7e+N8770AFBYWcvLkSYqLR1JeXoa/f9PIDyImBp/gYNL/9rcLpm3IWpYLFti37CdPxkWrpWdsLJMmTWLhQjVarb5xL6HmsECYA00GnU5HeXn5hRM60GzxlyHysunTkUCOSkXlM8+g1+vR6XQYjUZcXV2Jj5eUlLTAy6uJ5IfJk+mck8PpgQOpqKi45GKKY2PZbJJQDAbDeeeFEHh5eREbG4RG49y4l1BcHCe0Wva88QY5OTlIKR3hidcxtFotn332GRs2bPhTbdGBaxd/CSI3xMdTVF5OiY8PYTExON1zDwaDgZqaGvbv38+6dVXU1HS8NGv8AtZtly5dWLRo0SUTpf/06QxTqzn6yCMsXryYqqoqu+kuSgOPjqarRsMNsbGUlpaSmJjId999x0svbUKj0TkM9esIUkpOnTrFPffcg06n49NPP2Xjxo1UVlZe7ao50IRo8o0lGoMrutRnQgI8/zyHDAY8goLIXLYMLy8vcnJyOHnyJEIIZswYQ1lZd/z9obDwIssPCyNJqyUsNBS/zEy7SeLiThAfH8L06X71E63Vwl32EhkMBrKzs1myxMBnn7WtL9klo6CggB49asnOboFG49WsN6m4XBtLNAbX2jK2qampHD58mLNnz+Lp6UnXrl0pKirixIkT9OvXj0GDBuHp6Xm1q+lAI3HZlrG91qGLjWWLwUCESoXu+efx8vLi0KFD7NmzBw8PDzZtGkpZWVsALuqdlpCA1Ghg+HC6q9XsmzCBrKysepJ2JSvLr0H9uiY2li1aLRnR0XajUJycnNBoNBcX4XIRWnhAQACxsSFoNF6OEMXrBHl5efzvf/8jKSkJnU6Hq6srSUlJnDx5ki5dupCfn88nn3zC5s2b6x3pOdA8cN0TuUtMDEPUag6+/DKZgwaRk5ODh4cHu3ffxP/932h+/rk34A3A7NmNKNBEjrqpU/klM5PkjRtRabV0ffll1qxZY3dyT2OiUtxiYhiqVvPbfffx/PMr0Gj0dvn3oiJc4uJI1WrZ8cYb7Nu3j6ysLLRabb3Jn9DP47TUMBmHttKcodPp2LRpE9OnTycxMZHs7GxSU1M5deoU6enpGI1GkpOTOXnyJK1atSIlJYX//Oc/bN26lerq6stat8rKSodOfxlw/UorJqlCvvUWtU88gYuLC7t27WLVKgPx8R0pKwsEXCzJH30UvvrqwsVKjYbDmZmc8/Kid4sWrLn1VrIi3iA+vhODB5ezY4dk+nSfPyV7aDR6MjMNaDRuf07isJJrqh97jOPHj3P8+HHS0/sTH9/pPHmmXK3mcFYWxsBAOhw6REhICKA4VJsT/urSytq1a/nmm28oKirCaDRaHPpSSnx8fBBC4OfnB4Cvry9SSlq0aIGrqyu1tbUMGTKEAQMG4OzsTFVVFV5eXlRVVfH999/TqlUryycwMBBPT88G24fBYECr1XLq1CmSk5MpKyvDaDTi6+tLhw4d6NChA23btsXFxaXeMhz4A/W17euWyGs0GvZnZkJgILunTaOwcBiLF/ehslJFUdEf6Tw94eOPG6E3JyRw7pVXiCmPYpHxLvROAQinNnh69gdqKS72wMkJDAbq3wg5IQFjbCz5L77Iap+XmDFD2NW6LyCX11s/60w6na7ezhEWBlqtnXqayjC++SYpI0aQnZ1NVlYW+fl38N57LZpcl79c+KsTuZSSgoIC0tLSOHToEAcOHCA/P5+SkhIMBgNSSlQqFW5ubqhUKry9vZFS4ubmRk1NDU5OTlRXV+Pp6Unbtm0tf52dnXFzc0MIQWFhIefOnQOwkHqrVq0ICAjAzc2N4uJikpOTSUtLw8/Pj4iICDp16kRoaCgAWVlZpKWlkZqaSnZ2Nmq1mg4dOtC+fXtCQkKanfFwpXDZiFwIEQZ8CQQDElggpZzTUJ7L1dhtuIw/SMn41FO0a+eMVgsmQwQhYNYs+8RkLmf4cPjxR6gqq8RgWIORrRhpA4wBIgFnQCnT21tJv3Xr+QRsqVf5VPoVv8c+Pz/ect1EXt4NaDSiaRyLYWGkarXkBAbCDz9w8uRJ9u/3Z/XqW5k+3dt+fS5AzDVz53I2Lo6hVT+TU9qz6ep6mdGEe3ZeM237z0BKSU5ODsnJyRw4cICDBw+SnJxMaWkpUkoLuTs7O+Pu7o6rqyu+vr54enoSFBSElBJfX1+L9W40GgkKCsLX1xd3d3cqKirIzc1Fq9WSnZ0NKMtCdOnShV69etGhQwdCQ0Px9/e3S9A1NTWcOXOG1NRUUlNTqayspH379hZi9/X1BaC6upqzZ89y+vRp0tPTCQoK4uabb7ac/yvgchJ5CBAipTwghPABfgPulVIery9PYxr7pVilanUpWVl6NJqW5xGOdXnQcNkaTTWZmS5AMrAd+BEIAv4G9EFgxN1DhV4POh04O4OPD9xxh0L8IBkzRs+2bSqmTq3gnXe05OZ2Q+NfToZXV4iOJoHJF29114PS0lIWPr2ND1Z2I+bhTCZ/NZSqqio6dfKwb3kDVZ99RtqMGbR78008p0yxW265Wk1qVhZ7fF9hhs97fzmL/HK17asFKSUrVqxg2LBhvPvuu6Snp6PX61GpVNTW1gKKFGImdvN3V1dXjEYjbm5u6HQ6nJycEELg4+ODv78/Op2OVq1a0bFjR7p160ZERATe3t7k5ORYRnVZWVnU1tYSEhJCaGgooaGhhISE4Ofndx65l5SUkJKSwqFDh0hKSqK6uhofHx98fHwIDw8nPDwcjUZDeno6+/fvt0hBTk5OV/yZXmlcMWlFCLEa+FRKubG+NA01djPhlpfXUlysQqNxbpQVWFVVxVNPfc727U8yYoSHXcvYDI1GkplZg0bjfl7Z6enpzJmTTPxnZ6jR7UNSgTNP4kRfDE5e6AzOeHjA2LFGli3TYzQKQAdUolKVYjTWAK1QqbZjNI7CV7zPm2N7M2fPfU1ChObn89awbdy5+SHOPP44Z3r3ZsoUHwoKbrHR1Rt6GUqNhsLMTNKDgqj87juklFRVVZGaOpx333WzjGqyYmI48eCDDJwxAy8vrz9X+SuEyyWt/Nm2fbWh1+vZvXs3v/zyC3fddRd5eXns27ePw4cPo1KpyMvLs0SvqFQqnJ2dMRgMuLm54eHhgYuLCy1atFBmRjs706pVK0vagIAA3N3dUalUlJeXU15ejlqtJiwsjLCwMDQaDQaDwULq5o9erycoKAhvb2+L3p6Xl0d2djaenp6EhITg4uLCuXPnOHfuHFFRUQwYMAB3d3dACZtdv3495eXl3HnnnYSFhdm9d/OkN5Wqecd3XBEiF0KEo5iwkVLK0vrSNdTYzfqtt/cBfHyCiY1VN4r8zp07x9GjRxk+fDgaTRWZmYpmPW/e+ST22mt7WLw4jJEjQ88j/FWrVtFi+3bu+UhSzmBCGUCmJgqiowmNuYvs7FZAKirVOYzGUkDg4qLD1VVP376wd28Kzs4jGDCghBNbNLxm/DdTNL/UI5orsEe49o5VV1cTHn6G3NzOqFVpbDV2oK1ajerMGT7/3OniLPw6FygrKyM5OZk77mhJTk64jRWv0+nYvXs3fn5+hIeH4+Pj04gLXD1cDiJvirZ9JVFdXc2iRYtwcnKisrKSyspKDAYDnp6enDlzBnd3d6KiovDx8UGlUrF3715UKhXt27fn4MGDqFQqioqKkFKi0+nQ6/W4urpSU1ODl5cXOp0Od3d3PDw80Ov1Fm1cr9djNBoJCQnB09PTotdnZGTg7u5Oy5Yt8ff3x8vLi5KSEjIzM8nNzQWUF0JFRQW9e/dm6NChdO3a1YZ4CwoK2L59O8nJyQwaNIj+/fvj5uaGlJJjx47x888/ExERwS233GKJjS8pKSEpKYkjR44QFRVF7969r8rv0VS47EQuhPAGtgFvSym/t3P+GeAZgDZt2vQ9c+aM3XLmzq3h3XfduPvuNYSEdCU+PqJR5LRlyxaGDRuGSqViypS1zJ9/l13Ho9Fo5KuvvuLOO++kd+8AtNoaixWblpZG4cKF7Hv3Xc7J+/mEx3j7UT8mfzWU4uJiXnllHcuXhwLFtGqVw5kzNQwa5E+PHp6sXOnNwIGh7NteTc+a9fzu9SrDO2Wxdb83w/uVszWzk42GDn/waFwcaLUGNBonS11DQ7PJzg6x1F+n0zF37lwqK+9m7tx2RA/fzuStjzSOuRMSqIqNxTBtGuLJJ6mpqSE/P5/Nm9vzzjsuliKM8fEs/FcqcSKa6Fne5xW78vnnWbs4nV/clhMz2/ealVmamsibqm1fSaSkpLBkyRKefvppvLy88PT0xNXVFSEE+fn5fP3117zwwgsWWcNoNLJhwwZOnTrFiBEjOHDgAIcOHcLT05OcnBxUKhVlZWU4OztTWVmJm5sbVVVVeHh4UFtbixACFxcX9Ho93t5KOK/BYKCgoABXV1ciIiIIDg6mqqqKqqoqCgsL6dq1K/3796dPnz64uroCUFZWxrFjx0hKSqKkpITu3bvTs2dPQkNDLXU9d+4c27ZtIy0tjaioKG688UZcXV2prq5my5Yt7N+/n4iICKqrq8nNzaVbt2707NmTNm3aNHsn6mUlciGEC4qQ/LOU8sMLpW/Iavn5558ZPXo0iYmJPPBAFJmZov4oEBNycnIoKCige/fuVFRU8OWXXyLlU7zzjoqYGGcbwqmpqeHgwYMMHDiQuXNriIlJ5J13bmbiRB1bt25FPvQQfQsKSFepWDzsXX5Inkp0NIwadYYzZ85YvPyjRwvy8moJDDRiNOooKNAhkEiGIKhA4otKVYbR2AKVqhijUbF8jMYcNJpQ9PoMcnJaodF48OKL55g1K4uZM3syeTIkJSWxYMEZVq26k+hoeOKJWrZu3UqfPn0sw9mLQlgYZ7RaFvo8QbzHP5k0qYpBg/J47rnu5OR0sDgxz4aEkJaTQ2RICK3sTG4qV6sJz3qPAu5Fo/G8Zh2fTUnkTdm2rySklMybN4/Ro0fToUMHjEYjVVVVVFRUUFFRwdy5c7nlllsAxWotLS2ltLTUQt49evSgtraWpKQk+vTpQ0ZGBq6urri6ulJUVERISAgZGRm0adOGrKwsgoKCACVOPCIigsLCQgwGg8U63rVrF3l5eQwYMIB+/fohpeT48eMkJSWRm5tLly5d6NGjB+Hh4RYrvKCggKSkJJKSkpBS0qNHD3r27ElAQAAA+fn5/PLLLxw7doxOnTrh6elJRkYGhYWFFBYW0rt3byZOnHhdhTbW17adm6BgASwETjSmoTeE2tpa0tLSqKmpASAmRhAbK4mObvgtevz4cUaMGAEoa3z37dsXJ6ck9u9X07p1a5u0p06donPnzgCMGJGGWl1GXh6o1Xv5+4AsXtHr8fL3J/W551i5eApZWYrF3KNHNgMHDmTPnj2UlZUxduw5Vq4M4emnnSgrK2b5p4K+7OEQLtzglshh9/vp1i+dEyf60rXrbxw/3o1+/UrZtSuXt94KITFxAxs33kt0tAeBgTvZtKkjkZFKHQsLC3nttT588gmQkMCvmje4KSYGj1GjGv0szcrJm28auOnpp9nx8cfEG54hL68XX38t+Pe/IS/P1gHcJi4OTWwsSU8+ydGtW+nZsyfu7u6WYar39OlMe2Un78s2REcPaXRdmiuasm1fKeh0OrKzs9FqtZSUlDBnzhzCwsKoqqqy/JZmaUSr1dKlSxfUajUtWrSgRYsWnDp1iuzsbO655x4A/ve//+Ht7c3TTz/N/Pnzue2228jIyODUqVM8+eSTbN68maFDh2IwGDhz5gy9evXizJkzeHh40KlTJ3bv3o2UkhEjRuDj48Pu3buZM2cOvXr1YuDAgdsOKaoAACAASURBVPTt25fS0lKOHj3Kxo0bKSsrIzIykh49ehAaGsrw4cMZOnQoaWlp7Nq1i7Vr1yKlpE2bNjg5OVFWVoavry+HDh0iODiYiRMnEhQURHV1NcuWLWP16tXce++9ODv/aaq7ptEUUStDgB1AEmCe1vi6lHJ9fXkasloSExMZPHgwiYmJREVFcfjw4QZ1rYyMDFOERicATp8+jYuLC7t376Zfv36Eh4fbyMGdO29n6NChAJw4cYLAwEB69NCRk5OHximQDIMaNBp2LF3K8eNRTJ9+lri4dnTuvJ3u3buTnZ1NQUEBq1at4p577kGlUnEsPp5Ba9ZQBHhOmUJeVBRdu3a16HL79u1jwIABZGdn4+TkRLdu3diyZQtRUVF4eHiwfft2hgwZYtElT58+TZ8+fZQbrDfoW4E9Lb2oqIiOYesprPAi0MeLgye64eLiwurVQY3W0Q3x8Wx+4w1SRo9GPzCe2bO9LfmOHTtGZWUlNx46dAkB75cfTRi10qRt+3LAYDBw5MgRMjMz0Wq1FBQUEBQUhFqtRqVScfz4cZ555hk8PT1t9OZvv/2WyMhIunXrZlPezz//jJeXF0OGKC/q5ORkEhMTmThxImfPnuXbb7/l2Wef5ejRo+zevZuxY8eye/duCgsLGTBgAHv37sXd3Z127dpx6NAhAgICaNu2LUlJSbi5uXHzzTcTEBDAnj17OHDgAB07diQqKoqQkBAMBgPJycns3r2bAwcOUF1dTevWrS1O1ICAAPz8/KisrOTEiRNERkYyfvx4izb//fffU1FRwYMPPmjR7r///nsqKyt58MEHLQ5SM4xGY7Nzfl62tVaklDullEJK2VNK2dv0qbehXwwyMjI4fPhwQ9cmOTmZiIgIy7GcnBxat25NSEgI4eHhgFmDhtjYKpsfs6CggIDvv+eu0mdR+7Un+qEU0Giofu013NzcuPHGwyxdms5DD5Xj5eVFSkqKRW9Uq9U4r19PwIQJ3LB2LbvKJ/BQ5Rp2t55GQEAAmza157nnglm7tjU7d7akb98gVqzQ06FDB/77X8FDD7mxZIkHn35awfjxXixcqPwUb799mLvv7kVCgmk1gIoTJPi9qoQs2lk6JTpai1abY1l7pba2lt9++41JrEVDX9522oharSYoKMh2hcSEBE6HhLDrX/8iIyMDg8Fgs8aL08yZhBYU0P+XX/j3vw0267t06NCBI0eOcOCNN8i52K2NmhEuZ9tuKhw5coTNmzcTGBjInXfeybRp05g8eTJjxowhMjLSEmVSl7CcnZ3trulz7tw5G/kuPDyctLQ0jhw5YlnyeNasWRYHZWxsLE5OTkgpiY+Pt4QTrlq1Ck9PT9zc3Fi/fj1OTk60atWKL7/8koULF+Lj48OQIUM4e/Ysr776Kn/729+YMWMGGzduxM3Njbvuuot77rkHd3d3QkNDmTJlCpMnT2b8+PE88cQTxMbG4u7uzqJFiygoKMDZ2Znx48cTEhLC559/TnFxMc7OzowbN47g4GAWLVpEaanioy4qKmLz5s3Mnj2bhIQEiwLQnHFNv45CQ0Np3759vedPnz5Nu3btbBwYBoPhvGFUdDSo1VU8+aSyWJA19HFxdK1cS7JXVyZ/NRQyMkgdNoyOHTvi5OREu3btSE5OplOnTtTU1JCdnY2UkuDjx4n84AO65+ZikJJ3nGaQa/Thvfc8kFIyY4aO/HyF4xYtAq22igULFOdQTEw2+fmtiIuDGTN+Jy+vA3FxkPfBB3z1oY7MTCUCJTZWh7bImzjv2TB5Mm+9ddyGUCsqKhgyZDlqdSuio5VOuH37dgYPHsz7H40kQxPF5NkR2EVcHO1ycui3ZAkGg4E9e/bw1VdfMWXKWtTqChKGf013jYbgl1/mwQcPoFbXWiQYd3d39PpJ3FGzm4+8H3JsBHoVUVNTQ7du3RgwYAAajcam7Ss+Gfsbezs7O6PX6887XlBQYCFyvV7P9u3bOXXqFDt27CA/P58ePXpQWlpK27ZtGT58OJ07d6aiooJevXoxfPhwNm3aRMuWLenXrx8HDx4kJSWF9u3bk5SUxIYNGwgJCaGwsJB58+aRkZHBjTfeyLRp0xg0aBABAQE8/vjjPPTQQ9x6663ccccdTJ06lbCwMObPn8+xY8cs9XRzc+P++++nX79+LFy4kKNHjyKE4LbbbqNPnz58/vnnFiftbbfdRkREBHFxcXz22WckJCRQW1vLpEmTCAkJYeXKlTbPKTk5ufktImaOr7ySn759+8r6sHPnTsvfmpoauW/fPvsJFyyQB4KCpFywwHLIaDTK7du325QjpZQGg0GuW7dObtu2zebYzp07pVywQO4IDJSG+fMt58xlJCYmSoPBILdt2yYrKirkvn375LZXXpG/BgbKPT4+UoKUTk5y59Sp8rPPqmXLlj/I+HijTExMlK++ul0GBPwiFyyQ8sUXN8pWrbbIqVOVOj3yyHwZElIiFyyQcsqUH2VwcJJcsEDK/Nat5SvcITVOmXLBAilfeOFnqdEot5iSkiKffnqp5buUUh44cEBqtVopFyyQx4OD5Z7XXpNGo7HeZysXLJCWAhYskPkhITL3/fdlfLxRajRSfvLAT1KtOi1B+W5GZWWl3Lhxo0xPT5d6vV5KqRQDUgYGbmv4mlcBwH55Fdq1vEDbvhw4dOiQ/P777+2ey87OlvPmzbN7bt26dXL37t02x3Q6nZwxY4bU6/VSq9XKTz/9VC5btkx+/PHHMjMzU0opZXV1tXz77bctebZt2yY3btwopVT636xZs2RpaamUUsq9e/fKH374QUopZW1trXz33XdlWVmZlFLKjRs3Ws6Z8yYmJsoPPvhA5uTknFffjIwM+cknn8gVK1bIiooKm3NZWVlyzpw5cu3atVKn01mey2uvvSaXLl0qFyxYIN999105a9Ys+dJLLyl9xgS9Xi+/+OIL+fPPP0sppUxPT5ezZ8+W+fn5dp/b1UZ9bfuatMiNRiNCCGpra+v3OMfFcYPZW2dCaWmpZRqxNQoLC8nIyLCZ0GIZQk6ejPjhB1TPPmtzbcAyfdnFxYXk5GSCfvkF3w8/pGN+Pn6g6Nbz5sHddzNyZDqvv57KM88oeQcOzOfTT/OZPBmGDCnl009zuftupczQ0FSSknQ8/HAFvXvnsHz5OSZPhqp//pPu/r+SMW8d48cX07lzqkUKqaysJCbmJsv38vJyqqqqUKvVinWdm0v/r75qMLxKFxtLolbLtJe2EPRGN2Lum8++Ll2YPv0cWi28s6I1Dxj/TojqoI2R7eHhwciRI1kzbRo/BwdDQoJlFcann3bn4MGDF/HrOtCUcHd3r9d6bMgid3FxOU9aKSwsxNvbm82bN7N06VKGDRvGAw88gLOzs8XSN4cYmuHn50dxcTGgLK4WGhpqWc65Xbt2nD59GiklLi4udOrUiePHlUmxN910E6mpqZa0QgiioqIYNWoUX375JWlpaTZ102g0PPvss/j4+DBv3jxOnjxpORcSEsJTTz3FmTNneP3115k/fz7r1q3D29ubLVu20KNHD1599VWmTp3KpEmTWLZsGTk5OYCyPPSECRP4/fff2bZtGytWrGDs2LGXFh12FXFNEnllZSWenp4NLvxkbz3XzMxM1Go1ZWVltGjRwnLc398fNzc3S7QKKNtfaTQaampqLDGs5jI0Go3le1paGu1//ZWSW28lbNYsdhsn0YNtrB39lc2WPP7+/nh4eAAKWXfs2NESJhUcHIxarUZKiRCC8PBwAgICSJ09m56vvUavQ4cAcJs0iUG7dsHkyej1eoYNG2apR1FRkU299u3bx4033mh5Fu71rG1rrauXvvwyv/v7s5Bx5Of3Z82au7njjjuIjQ1Eo4HYh0t4X32YzTE/0qHDZkvkAygdbfKOHfxQ0AP1szcDyu2/+GI7y/oaDlx5uLu717v07MVKK5mZmRw8eJCioiKef/55IiMjEUJgMBgs09/NWrt520FfX19LGwFsiDwgIACj0UiRaZW6yMhIjh49CijSyIgRI/jpp59sDC+zA3PlypXn+cdcXFwYPXo0999/Pz/99BNffPEFW7ZsYfHixcyZMwcXFxeCg4PJy8tjypQpvP7667z00kskJiZa9PHIyEhuv/12lixZYiFzV1dXIiMjmT9/Pl26dKFDhw4XeuzXHK5JIq+oqLCESNVL5Hb2NissLKRly5YUFRVZlukELBvPmicqgPKy8PLyori42Cbt2bNnCQsLs1jmubm5BH30ER3z8xHATKc4cnHno1232VTH19cXNzc3y3ez5aLX63FycqKqqgpvb2/LWhUAPT//HH1+Pi3efx9QVoQzrw6Xnp5Ou3btLHU1vyRA2fXFZunPBvZ5e+uVJLTaXbzx0k9k3XILd544wTsf3IdG40L08O0QFsZkEpTsXw1FaLV0iY5mxIgRZH72GV+Fh/PB+NWEhcFXNy9jvWoBWTKd2Fil8wUGBpKSMvj8/SscGzxfETQlke/atYvQ0FAmTJhg01esiRxsrXlrixwU69jayjZb5aA4yc2rMAL07t2b2tpai5VuRnh4OE888QSbN29mx44dNkSv1+spKSnBxcWFxMRE1q9fT//+/XnppZd45plneOmll+jTpw9r1qzBYDDQpUsXbrrpJpYsWWLZ3q579+6MGTOGzz//nDVr1jBnzhwyMzOZNGkSp0+ftqw7k5eX12w2rb5midzb25va2loba7kxEEJQVFSEv7+/5VhWVhaBgYF209clcqPRiJOTk/Iy2LgRMW4cYsQIQjUamD2b6Hmh+PklEROjkLa5kTk5Odlsjuzq6opOp7PcS1lZGf7+/pR88glBr7+uEFx0NMbAQJxiYgDlhWOe/m6eNQdKmGTXrl2V+sXHkzFwIO03bbrgs9i5cyejda8SgjdvO2+mR48eBAcH88wzygSgcZsfYqdWy8433uD48eOcPXvWxgLv9dVX9Csu5sOV3RUn69ahTJ8fQWjoDdx99yrLBgHvv+933q5FFdOnc/Y6jmi5VuDh4dGkFrm94AK9Xm/jRLWWV3x8fKisrLR8N1vk5n5hTeROTk507drV4rRUqVSMHj2ajRs3nleXoKAgnn76aY4dO8a6desoKipi06ZNfPTRRxw5coSRI0cyb948+vTpw4kTJyxGlBCCMWPGIIRg3bp1SCnp378/Xbp0YdmyZZSXl3PkyBEOHTpEfn4+a9asYdSoUTz22GOMGjUKjUbDhg0bqK2t5ZtvvuHs2bMN/wDXCK5ZIr+gRV4H1tq2Ob8ZR48epVevXpbv1tq7NZEXFxdblsTMz8+n5fz59MzPV+bVmyzeRx6p5NFHD/HUU0oHMW+h5eTkZNNpzJ2ovLwcb29vSteupWVUFK1mziSosFAhuMmT4YcfzrOkre/FfD9mC0k1cybDzp07jyATEkCjMVoM4KNHj+Lr68u82XeSpRljN3rFf/p0hmg0DJ45k9atW5OcnMyGDRv44IM8xQIfsZROoaFMuHk1oaHFlnDxjAw/HnkkiNjYg4SFKcv31lV2kh5/nEC12hHRcpnRVBp5WVkZFRUVNkaNGXUtcuvQRZVKhY+Pj0W6MEuaZWVlgK1ODrbyivl869at2b1793nX9fHxYeLEiSQmJjJ16lR0Oh1PPvkkjz32GJ07d7aEFxYWFrLJyrBRqVSMHz+e7OxsduzYgdFoJDw8nGPHjvGPf/yDpKQkIiMj+fe//83f//53fvnlF0t9b7/9dlJSUli8eDFqtfq8OPtrFdcUkZt/7IqKigtr5HWQl5dnmSYMVrvaJCTg/NxzBK1dazmXnZ1t2f1Gr9dbrpGSkkLHjh0BRaYJmj4d3zoM5eHhYbGOzXX18vJCCGEzBDRb9uXlSgx68Nq1eGdlKRuDBgaeR3DW5J2Tk2Opn/XLBYDoaIQdPTw6OpXMzKPExkr27t2Lh4cHPXr0UJaotZJdiufMYVdQELtfe409PXuy+tNPeeVkBD16uJCWNpLx48fz8cdBFgu8ZWYmH2x4kZUrf2fQoKNUVVWhUqkYPHgwS5f2Q6uFrevKySDMskWc0Wik9vbb8dBqr6mJQtcjXFxcLEvP1sXFWORpaWk2Phhr2JNWGuvw9PPzw9XVlfz8fECRTUpKSii02uV81KhR/Prrr+fJGAaDgfXr19O2bVs6duxIRESExe9kXZeHH36YEydOsHfvXstxV1dX7r//flasWMG//vUvtm7dyvjx4+nduzedOnWiZ8+euLm5ccMNN9C3b1+WLFlCdXU17u7udOjQgW3btjFy5Ei7z+NaxDVF5OYGY44FN1u7jYHZ0Xke4uIIKizE9Z13LIesidwaVVVVlunoUkolkqWO9iyEQAhhcfrUtf7NZG6+F/cffsDnhhto0bevQsCzZ9u1wgsLCy2N9OzZs7Rp0wYSEvi9Uye6JCb+kdCOHq7T6Rg+/H+E+LbkoZKH0WzbVq/Dxve99xiQn8+NX31F37596d27N8uX9yIry4foV38nNzSU6OHbbSxslUrFwIEDAfjvf/9rsQBjYtyVdDKO01YyyuHDh20cyw5cPggh6tXJL4bIU1NTadOmjd30daWVupOJ6urk1kQOtvKKSqWie/fuNjHhLVu2pHfv3mzevNlyrLq6mq+//pra2lqeeuopxo4dy48//mjRr63h6enJo48+yo4dOzhx4gR6vZ5du3axaNEievbsiaurK+PHj2fQoEE89thjbN261aZ+Q4YMITw8nOXLl/Prr7+SkpLCrbfeyoEDB+w+u2sR1xyRWzeYBsMP68CahG0QHX2eBWxthV/sterq9mYiN0ekmBu9/OYbnB5/nLazZ+OemQkHD9olYPP9ZmVlWV4ulpFIXBwd8vNxe/fdBuv022+/MXfuI6R7D+T18uWE/uc/9aY999JLfNLiH7StOMaiRc60bduW6dNbotHAdBaSn51Nx5/uZ//+3POM6cjISCZOnMjcuaWYl33OyIDJsyPIND1jKSWbN2+uf+1yhxO0yXEpRG5tVUspSUtLo02bNueF7przW0t9dWWZhiJXwJbI4Xx5BWDo0KGcOnWKnJwcSktLWbRoEQEBAUyYMAEXFxciIiIICwtj69atdu/H39+fhx56iIULFxIXF8eZM2d4/PHHLbNcv//+e4xGIy1btuSOO+5gxYoVFoNECMGgQYM4evQoX3/9NRMnTuTee+9l7969FsnoWsc1ReR13/wXI61Y57GZ2VmPDl0XZ2bPpv3Yscq+mnU0amsUFRXZePTNRF5TU4OLiws18+fjfvfdhH/4IQEFBYqUotHApEnnlWWOezf/36JFC9tnEB1NoB0ZxZoLtVotXl5e+Pv74xoTg3+d9LXz5pHcujW//utf7Ny5kw3Bwcx0vY/MYjfippVTrlbztFxARgY8+14nIjUahs2cSX5+PuvXr+e3336zubaPjw8fv+2FVqsnblq55Rm7rF2LbuJE5s6t5r337mTZMm/sIfmttyhyOEGbFB4eHnZ18gtZ5GYyzsvLw9XVFX9///PSm0eW1v2hrjVfn0Vu7fBMT0+3lG1exCsvL8+Sx93dneHDh/Ptt9/y3//+lx49ejBmzBibpQVGjx7N4cOHbV4SZhiNRo4ePYqbmxtGo5E77riD4OBgAAYNGoSTkxM7d+4EoFu3bnTq1InVq1dTUlLCunXriI+PZ+TIkYSHh5Ofn4+vry99+/Zly5YtlmvUfcldS7jmiNxai6tL7PWhpqbG4rUuKSmx67Axo6yszELE1dXVlnwd588nMDsb4uIoLi62iXqxRn5+Pi1btrR8N+tq1dXVuLq64jZrFh3y8nCRktrAQEVKyciAu+8+r6ySkhIb/VsIgfa99wgzvVDqCyuMjdWh1eqIja3l1KlTRJqXTbST3vD227TIzWXAkiUMGTKEhx9+mHfeGYFG4060jKM0K4sdb77Jrl27KJkwAUN6OqpnnyUyMpI+ffqwYkUtanWh7fouMo4gfuJlw2uWYzqdjqNHj/Luu+7k5na2y9OpqalUPvOM8rIZPhyp0Tgs8ybAn5VWUlNT6dChg9309pa8qGuR1yVy82YVZivd29sbHx8fS9y2EOI8eQUUwt+7dy9du3ZlyJAh5xlTXl5ejBo1yhJaaEZVVRVff/01OTk5vPnmm4waNYpvv/3WkkYIwb333suePXvIzMwEICoqij179vDaa6/h4uLClClTuP322xk3bhw//vgj1dXVDBkyhOTkZHJzczlz5gxLliyx+yyvBVxTRF630ZjligvBOv66bgx5XVhr6dakL2JiLE7EvLy8esMV8/PzbWZ9Weq4eDEt/vlPXEaMwFujQfXee0g7IwHrt7qZyK2Ptf3sM9Q5OfVarNXV1dx++3eo1U48+OAuBg0a1OAz8oiJIVijsYQ4CiH+4PvZEYRqNAx9+2369OnD6dOnWbp0KVOn7kCjkaxd25qvvx5EVlZLm+pMnh1Btvo5uj/pbOn4arUavV5PTIw4L4IFFGdaaWkpveLiICODgxs2kJWZ6bDMmwBNReR1HfZwvnEF5zs760or0Hh5xXy96upqli9fzrBhw+yuAWNGz5498fLyskS55Ofnk5CQQGBgII8++igeHh7cdNNNeHl58dNPP9nUccyYMSxfvpyffvqJ+fPnM3jwYNRqNW3btrVIge3ataNTp05s2LABd3d3hg4dyvr161m1ahX9+/evt15XG9cUkdtrNI1BTk6OZRhVN4a87lKV1qu72cSQW1mz5olF9mAdCmgNv/ffp1VhoU2ooj1Yv6zME30KP/6YluPGQUKCzQvFHlJSUnjwwSDS3ojnH18/iMeFrIQ6VroxPp5dQUHkf/ihzTk3Nzd69+7NXXfdxZIl7cnMrFJWqB2+nVBVijJ5yKpMlVZL37feYseOHdTU1LBxYzj33qs4OK1vXy5YQHpICEWff84NN9yAlJKdO3cS8OKLqDUaTtxwAwaHZf6nUB+RCyEwGo12JQGzVa3T6cjIyLBs6FCftGKNus5OX19fysrKbPKGhobazPht3769DZGHhoZiNBrJycnBaDSyYsUK2rVrx4QJEzhx4oTdKBzzPd15550kJiayZ88evvjiC4YOHcptt91m6edCCO677z5Onz5ts3yEs7MzycnJbNmyhWeffZZx48bxxBNPsHr1astoAeDWW28lNTWV1NRU+vbty2+//XbezPBrDdcUkRsMBoxGo0UXb+y2TNbkWDfSxRz+Zw1zueeF9pkgG9iktba29o8ZnAkJhJkI2J5T1R7q6v5CCPw/+IDOubl/xJbX8yIwGAzk5uYycuRIXN95h7b1WO5m59WOHTt4771sG9+iauZM+uXnc272bLZv386vv/7Kvn37LJ3Qz8+P2Fg1Go2nEje+9RG2GiPo/vO48zq5v78/ubm5pKSkMGOGICurxXnVWfv66yTl5NB38WJ0Oh2bN2+ma9euqF99lR1Ll+Kxbx9OmZlUTp3qcIJeIuqbFGSOrrJnlZst8rNnzxIcHGxZ8/tSpBUnJye8vLxsHIN1LfK2bdtalks2181slf/000+WlQt9fX1p1aoVqamp9d6vv78/rVu3Zv78+Tz44IN29ytwc3PjgQce4JdffiEtLY1Vq1bx008/8corr9C+fXt+//13QFnDZcyYMZbJQua8d911F2vXruXIkSP4+PhgMBgcGnljodfrqa2ttWvx1ocLPVzr2ZJ1pRp70SsXgk6n+4PI4+JoYybTRjpVLUSekICrSQtXxcTg1IAVbnZuRkcf+GPDibprzSQkcCg4mJ1Tp5KYmEhOTg7+/v7MmdPadtZldDQuGg1dZ8xg6NCh9OzZk3PnzjF9+hE0GklCAjxpjP8jLjw6mgiNhu5vvMGmTZtshtBCCMaNG8fatd6Ul4O/v+0tzJlTzGMVL5Dm8w8qp01jy5YtDBw4EHd3dzZv3qzsozh9OrsDA8kwGDhveqgDjcKlTAoyE7lZVgEaLa3YmxVaV14xT9U3l+fh4UFAQIBFowZFXlm3bh1paWmMGzfOYjz16NGDpKSkeu/35MmT5Obm0qtXL8u66PYQGBjIgAEDiImJQafT8fzzz9OxY0ceeOABdu7caRkhREZGcsMNN7Bs2TLLC6pjx474+voyf/58/vGPfyCEICUlpd5rXW1cU0RuMBioWb4cr5EjG22ZWUd+2IO1c7Puovn20FDECtSxyO0s3HUhWIcW3mhevbEBKxwgJiYHrbaUhH/n4v/dd8rBunni4uiVl8eQZcsYMmQIUVFRREZGnq9Z18nn7e3N7bffzqJFvcnMFMTFQW5sLFu0WiqmT7ek933hBW6++WaOHj3K3r17LfG8KpWKzz5rS3ExeHnZ3sK//11DafW9vOPxOJtPnuTGiRMpmTuXffv2MWLECJycnNjUvj2dfv+dzh98gFSrSe/Xz2GZXyQuZb0VMxmnpaVZiLyx0oq9lRPtOTxdXFxsjtXVyQ0GAzk5Odx66602G750796d5ORkuzHjGRkZrF69mocffphHHnmEzZs321zDGidPnmT37t0MHz6c0tJSy4vCz8+PsWPHsnLlSkveYcOG4e/vz+rVq5FSkp2dTVZWFp6enrRo0YLhw4ezZcsWpJRotVo2btxo95pXC9cUkev1elp8/jmtTFZuY4YyeZ98gvq22yAhwW76srIyi0Ve76QhK9Rde8Uaxvh4Wr74Im5ff60cuAAB24PzkiX433yz/XntdvD7779z553bUKuKiTP+UL/FWnfGZ0ICRo3mjwWxGqpiQgLR5VPR+JcTHQ2hsbEMUas59OijHD582GY9maioKIqLi3n55Q0Wvq37PjPGx1OhVvNw5DJ8fdtRUVHIxkXZ7M/OJnfGDIY9+ija997jwIEDjBgxgpYtW1Lz+ONsXrwY9z17HJb5ReJSiNzFxYXy8nKKi4stfeJiiLyuRV6XyMF2AS2wJXK9Xs/q1avp37+/Zc0eMzw9PQkLC7NZqhYUx+bydm2wWwAAIABJREFU5csZO3YsarWawMBAoqKiLPt4WmPPnj38+OOPPPzwwzz55JN4e3tb1l4BRbMfPHgw33zzDTqdDiEE99xzD8XFxaxYsYIlS5YwduxYbr31Vvbs2UPXrl0xGo2cOnWKI0eOXPQaUJcb1xyRB0yditdFWLkR8fG0NO2QbL3QlBnWoYnOq1bh3bVrg9Zefn5+vRErqpkzaVlQUO8EnQY1/TVrICwM39hYgrOzL+gUBUUKyszMJC5uGNr5P/OcZkP9z8WOhX4wM5PEN96wrCNRH6pjY2lf/B6/uXdSsk+ejItWy+BZs2jdujWbNm3i0KFDFmlq1KhR/PDDrWi1BrsDil1vvcXvWVmMODgTHx9vKir6skjfHp/AQIKALZmZVM6Zw9ChQ3F2diY/P58dO3YwePBgWsfGgkZD4aBBVKjVDsu8EbhUi/zcuXM2u9bXJ63U1cjtbRPn6+t7HpHX1cnbtGlDVlYWOp2O7du34+fnR1RUlI3cYkaPyEiS9u1T5mGgjLyXLFnCqFGjLMtogBJGWFVVZXFqGo1G1q9fz/79+3nqqafQaDQW52dWVhZ7/p+9846Oqtze/+fMpPdeJwQCJITQCRACASkCgnREmgpCAMvVq+IVURISUK9dEaSE3psgSFc6JBQjhBRCQkhIZlInIb1nzu+PScaUSUNEv9ffsxaLxcyZ0zjneff7vM/e+9o1zW99fHywsbHh6NGjiKJIZWUltra2HDp0CN/qvrv9+/cnPDyc8vJyTQekqKgoXFxc2L59u9Z7/lfgsRC5IAibBEHIFAQhqvmtG0dVVRU6L7/cuii3VjhY37FS6/wA6LJxoybaq/F/10dTjpWaaoWSaitffTQ1g3Dbvl197JoEoRYMVNFBQXR+4QUcfvqpLlu2JDsyIIDeMhl9goI0RfPDw8O1nqNBYCBDnJ1JmzePixcvasp9grqW+sCBA7l37x5Ll97UHDYwUB+ZTKr1Mo70DGSM5CKKkfv58EMVxsaXEfTf5+j8E+weMYJuDg64DR2KKJMRExREYmIiw4YNU/9/+PuT9dtvRJ4/j1FqKmV/4SLo43qu/2w0lhAEjRO5IAjk5uZq+to2tm1rpBVtFsTazhU9PT0cHBy4fu0a4aGhjH32WVxkMuQJCRrCBkAU8bh4keRVqyj+7jtKiovZsWMHffv2rVP8ruacJ0yYwC+//EJmZia7d+8mOzubuXPn1plZ6+npMX36dC5fvqxZSBUEgXHjxqFQKAgJCeG7775DKpXy8ssva1wslpaWtGvXjt9++w0PDw+ys7MpLS0lMzMTQ0PDBg0w/io8roh8CzCquY2awyPZD2sRXFOJPEAd0m9MQqkpdlWDOpzZwgVNDaqjcEJCcKyONDUJQs3sIyQERi2fx9G0MQ1kBrG600/U0qWNL/ZU3xe9V16hT58+9O7dm/T0dIKCohvyYrWdsHtwMP369ePWrVv89NNPmkjewMCAKVOmsGVLT43q0ZSqtPlmDzJUfgQf60abD+ww1+lNfn4VH3/8IxW9v8AiJYVzp09zQaHAcO1a+vbtW6dg2N27dxm0YgXpjo5EVVYiyuXwyit/BZlv4TE81382HiUir3GI1S6U1Rr7YUuklfoZngDOjo7sWbyYUVevYrJjB/aHD5OzdSvlq1f/TuZFRejfuEH7du24feIEe7Zuxc3NDV9fX63XaGdnR9euXfnggw8wNjZmxowZWoM0CwsLnnvuOQ4ePEh2djaFhYVcunQJpVLJtWvXmDp1Ks8++yx+fn7cu3dPMzANGDCAq1evolKpMDU1paKigtjYWAwNDQkLC9N6Tk8aj4XIRVG8COQ0u2EzqG91aqn9sAZ5eXl1OgM1QD3SbypxqAaBgUrk8mINlzZ1TvW/a1sThbdgQbMGhYWFREREEBiYhkIlI1ga1CB6FwIDGSCTYfrvf3Po0CHt5FwPJiYmjExJYf3ypiVofX19+vfvj0wmY/nyiDqlcbUm+4SEUFrLB65QKBg7NhGZDEaWv0hJdjYBfIMgxCCKi1i1qg1HjhyhYto0ejk54TRkCNlOThASglwuJzExkQEDBlA8cyaxO3fS68svCZNIKK+qeuK6+eN6rv9sPAqR1+i8tQmvpdKKtoi8xrUiqlu5QmEhxoaG6IsiD5OTQRRJTkoi9MsvMYqMpEtVFVy4gM7ly9jZ25N25gxkZKh/a2wMvr54lZWxJScHU2trRo4cqX6/qvddO4LPyMggJiZGk/rf1MzY1dUVHx8fgoODWblyJSUlJfzrX/9i6tSpmgYXBgYG9OjRQyPDODk5YWlpyc2bNykuLkYikXD//n2Ki4uxsbGpk3j0V+GJaeSCIMwXBOFXQRB+rSlpWR+PmhBUg6b83/WhzUOu7QF49tkzODoWasirNV5S55oovBWuFsXXX5M8bBjLhsapf7rGqSH5Vw8KrosXs1AqJSS4YWMHbZCuWMFc1VJsJUf44IPGs+cEQai2Yw1EoZBo9qt1LAoO5nqtDE0rKytmz3YlIACOSF4i3ewt+g64w0cmO5FZSnn66W0kJiYy5ttvMZXLufzzzxinpZEUEEBaWhr9+/dHpVIRGhqKn58f2ZMmYbhkCXoyGZk+Pn/LtP6WPNt/JmqIXNuzqY3IVSoVly9fpmvXrnVKx/6RxU5dXV0MDAwoLCiAdevUM6iZM3HatInE0aM56u/P/jfeYExMDDb6+ghxcdC3LwgCslu3UMTGwrvvqn9bWIg4dy4JDx9SEhVFv507EWoGiHXrYP589d/V+RLbtm1j5MiRfPDBB0gkEvbu3as1O7SyspLLly8TFhaGiYkJvXr1YsyYMVhbWzNw4EAiIyM1UbiPjw83b96krKwMUEflBw8epG3btjg4OKCjo0NSUpLmHv3VeGJELorielEUvUVR9G5sMVFb8sEfQVNWQm3Hqi/NiKLIxIlm3L1r2DI1pZaUArQ4Clc3hVB7uD3Wr+fZ7GzmX5il+am4fj1Z1VFrfdwPCOBd1RJk0tRmxwshMJDlsl9J+OYB7u4XefDggeZB1YYWuSsDAjC3syN30SIAduwwZPr0vrz7binZRe0IMpjJ4UuXWFywHv+ihRzbpo/Jb72QSqX8+uuvdF28GLmDAzlz59IxNBRcXLj83nv4+PgglUqJiIige1AQpKQQe+ECwt8wrb8lz/afCalUio6Ojla7njZyvnPnDkZGRri6uj4SkWtb7IRqeSU1FUJDwckJVVgYufn5bExMhCNHeE0up0+3bpRXVlI2dy7MmwdSKc7DhyPPzgZHR9iyBebPJ+zNN5HHxTHXzY0rV6+qo/X0dNi8GSIjYcsWIsLC+OGHH5g6dSpdunRBKpUyZcoU9PT06njCRVHkzp07rF69Grlczrx581i0aBEREREa+dDY2JjevXtz8aI6g9nc3Jz27dtrStl26NCB7Oxs7O3t0dHRIS0tDUNDQ7KysnBzcyMzM/MvJfS/lWuldjr948iiqunL2VLkr1uH3fDhGsIUBAFTU1ONfbHms8bgVVtKaQUCFkWiUCSqqwlqaRwhLF9OVFoalUFBDX7bdtkyutgcJ/qrA80PNtUDi+m//sXQoUPJyMhgw4YNdRY3tWzeYL8lq1f/7ijx96dTcjKx/fpBSAjBr6SiUOgjig8wN3elqKgAld+3ZDk68m25L0pxOiv2epCYmIixsTE5Y8ZQfOoUnZYsIfKjj7gpl9P+668x3bOH2NhYOnXqhEQiUecDzJ/f6hnOPwUtrbciiiKXLl3Cz88PU1PTOkT+R6QVqHaulJej8vHhVlQUq6ytSS0txbusjGdtbDDQ1UWwsMB62DCyX3wRTE1hwACcy8tRyGRQbU2MMjXl2rVrzBw4kP5FRSicnEjbsgXeegvS0xFFkYt5eZz75Rdmv/QSrq6umnOQSqVMnjwZIyMjdu3aRUpKCtu2bePcuXOMHTuWadOmYWVlhaWlJb169apTA93X15eYmBhNs2hfX1+NNl5YWEhlZSWCIFBQUEBZWRmWlpYkJyfj6urKpk2bGpW3ngT+VkReGy2tfFgDbdF37WSglsB19WpsqisggtryVJvEoekBxnzZsmaJRpvhZDEhOCMSIDaipQcE0NvJiV9feKHBCyRZsICn0tO53rlzna4rLUHfvn2ZNWuWpr54SxULnU8+4Ua15RPUunpZWRnKwEAWVS3GWaJg5swYTEzMKSrSZ92vvbm8ahXzR0qQSVNZ1OMH7vXpQ/mePahUKrp168bVq1dxfPNN8gSBCpWK8qAgMjMzNR7nO3fu4PnBB6327f9T0FIij4+PRxRFOnbsiImJySNH5NqkC1NjY8LPnGFVQQE3hw9n3ObNjOnTB/tu3aC0FKZPh5AQrJ97juyHD0EQYMECrDZsoLxNGwpUKpJsbTkRHs6M55/H7MABdENDGfDFF1w4fhxyc1EVFHC0qIgYY2Pm3rmD7cGDdR0v1dcxevRo4uLiCAoKwtPTk4ULFzboR+rn50d8fLzGoWJkZETfvn25cOECoNbGLSwsiImJISYmhu7du5OQkIBKpcLW1ha5XI6dnR25ubmYmpq2Kmh83Hhc9sPdQBjgIQiCXBCEuX90n61tvFxTz7s2aqfn10ajZFxPS2hJAlEdtEBKCQ4GuTxH04Ue4M0vuiKXPfV7X82QkLpasL8/pnI5cRkZJFd3DqoNqVTK4MGD2bZtm1ZPblMwNzdvmMZfH/VGH93AQGzs7Ul74w3NJpWVlYRNmsQYh5+Rrz1Oly5pfPihFFvbCqZMSURPT48Pf3iBxFI7jBICyMnOJnPNGjp37kxMTAy2trak+vlR+eabtHV25kSHDvSZMUOT6FVaWtogR+DPxp/xXP9ZaAmR147Ga2abj6qRV1RU1Fl4THnwgFNvvUX8kiWM/eQT5uzZQ9srV1D16oXE0hLeeEP9x9QUaxsbsrOz1TsTBASJBGelktumpuxXKJiyZg32774LUik4ONDbzw+FlRUPrl1jjyiSJ4rMcXPDtE0btYxTK6FIFEWio6NZs2YNffr0oVOnTlhYWGhdOzMwMGDw4MGcOnVKwwn9+/cnLi4OpVIJqKPy0NBQoqKiGDhwoMZDrqurS3x8vKbWem0b51+Bx+VamS6KoqMoirqiKMpEUdz4R/fZ2qYS2jzktbM6a6MxD3l9Iq7dfq0GrXXS1EdAADg4FDLJ/fPfyVFLMs9lhQKxlpQiCAL9jh1jc3o/XF4Z0yB6lm7axIhPPmHDwl9abbtuVgsPDuauXP77+fj745WWRkyvXpoX4M6d/ry8dwrb/E/yzc+OLH+9F6VnT7JwoTk//jia8+fVEcuVK1eI6P4f/i25wYNRP1BYWEhGRgbp6elYWFjg9Z//8ODyZfIiIjCqjvrT09NxcHBo+QU9JvwZz/WfhcbqrdQm5wcPHlBUVKRpKFw/Im+VtFJeDuvWUTx/PkdefZV9mzZhnpnJXAMD2hUVQX4+XLyIasQIJG+8AW++CdVkam1t/TuRAxgbY9q1KztCQxk5ejTt+vRRR+s1x9PTo9vLL/ORVIqxmRnTbW3RF0XYtw8KCqD6Xc7JyWHnzp1cuHCBKVOmMGHCBCZMmMDJkycbLY3bu3dvCgsLiY+P19xHHx8fTVTu7u5Obm4u8fHxdO/encLCQnR0dLC2tkYqlaKnp/e/Q+R/BlpL5No85CUlJVoJu1m/eTXqF9lqrg5LS+DvD6mpLnwWt7JxPT0ggHYODvz60kt1Pm4bGMh6yRzkVU4NfiZZsQJVZiZrjrdptUzf7EQiIAALR0du1epyJAgCHh4eRC1bRoVMxqcBKpTKAaxdW8wnP+iRLnbj4/0imz4yIzU1kx077Lh9+zZGRkYciJ1EusqboHN+HH7zTcqfe44+0dHk5ubi4ODAoUOHeH7FCpDJyO7fn4Tu3Wlfq1OLVlSXJPi7OVqeFBqrgFibyC9dusTAgQM10ekjSSuiiE5pKRVFRfz200+szshANyaGWTNnYty2LW0lEjAzU/8ZNAiVvj4SY+M6xGxjY6OJeFUqFdeuXyfM3BybiRPptnx5nW1FUeS3334jPCYG8x496ODlhXTmTNDTA0ND+PlnKqdN4+L582zYsIF27dqxYMECdc9b1IuUtra2mvrl2u7PiBEjOH36tGaxsl+/fty/f5/MzEx1dVJLS4yMjJBKpUgkEnJycnBwcKCqqors7GySk5P/P5E3htY0XgYwOXYMQ3f3Bi+yNuJtiYdcG2mXr12L3oQJLSaLdeuqkMmqGmwuCAIGgYGNh8H+/pjcucPVelGo/quvMvsda5ydKxr+LCCALjIZrz+bhp1dOEuWNHQwPDL8/bFPTaVi7Ng6OrxMJiNh1SpiFAoCxGBkMl3mzFExb2QSjkI8T+l8xtuqD7GVXGP27FyN9zYoqCMyGbzwwg3C9+6lQ3Y2Ue+8Q5/ISK5evYqnpyf6r71GaXw8d86dg6wspCtWNH2OwcGE/Q0dLU8KzUkrCoUCpVJZJzOy1URebf/Lf+UVbh8+zG8WFszKyeGZ4mISN2zAPSAASVQU3L8Pv/wCCxei0mIJtrKyIjs7m/T0dDZt2kRMTAxvvfUWJlZW5NcqJ5Gfn8+uXbu4ceMGL8+dy5ubN3NiwACK5s6Fbt0gJYUka2vWnj+PPDqa+TNmMMDXt4EUNHLkSK5cudJoqYoOHTpgZmamaWuor6+Pr68v58+fRxRFsrKykEgklJeXI5FISE9Px9TUFJlMRmRkJCYmJn+pPg5/YyJvTeNlUNdcaak1LW/bNsy6dWuSkJVKZYOaK/off0yPmoqFLcDy5RIUip95770NFK1a1ag1sWLNGhIdHeucj8X+/RR9GI3M8mGd03zlFWdWrvypYfRcvb8PD8/g1CkpenrbG+0O86jw9vYmPDy8zn47//vfHDA1xf/ZNFJwYRxHGBfYnd9S7Rk5w43Zjud4udMNNn/+kKRdaq/xggUSYmIKiIs7x3bhBzYxEVGlQvrJJ1y7do2nn34agIiICIwXLqSDo2PzTpUW1oP/X0VzRH758mV865GckZERxcXFdRosNyqtiCJkZJBy6hRf3bxJ24QE5nbpgqNUCqWlxP7wA55t26othObmakdKdWOL2kSuUqnIzs7m/v37hISE0LNnT2bPno29vT0dO3bk7t27iKLI7du3WbduHc7OzsybNw87OztkLi5079uXYydOULhwIYe6deNQYSHDfXyYDlgsWaLxl9eGlZUVvXv3brRioSAIjBw5kgsXLmjuYd++fUlOTubmzZuatRm5XK5pkKGrq0uHDh3Iyspq0ez+z8bflshb3Xi5FSVle2/fjk4zpC+XyxssdArN1A2vj8BAAWfnkSxZ8izyFSsalVKkH33E7XpNIoqXLePb/Dkoci3r/ER28iRiTb2VRtCjRw+ysoYjkylbpzSEhCCvN6DUhkQioVevXoQvXaoZlDp++CFxzwTjuPMtvpUPhc2bqaqq4ocfLFh8fB5fzz3O9tgXyVS58skP6lrToigSFhbGhQt9UBaOYJWBNwPMzTn58CEDsrKQSqVUVVVRWlpK/vDh2CsUzTtVWls+4X8MTRG5UqkkOTn591r21ZBKpRgaGmrsp41G5BIJrFvHrdmz2ZOQgE1eHtO7dkW4fRsEgSJRJL2igvbt2jU4vkqlory8nNu3b3Pw4EG++OILjhw5gpGRETNnzqR3796ama+npycRERHs27ePy5cvM3PmTJ566qk6g4+fnx83btwgaMUKjJcu5bWbN+m0axfCtWvg6tpg8bMGgwYNIikpieTkZK33z97eHg8PD42PXFdXl4EDB7Jr1y68vb2xtLQkJiYGDw8P8vLyqKiowN7eHgsLiyZb0z0p/O8QeStKyuo2JWtUQ6sHvZVla/39QS4XWLTIAY/lyxs95sYhu3hVEkfIUzs1n0k/+IBnjIJwtsir85P85cu5mTMI2cLRTZL06tWupKXZtU5pCA4mLz2dB03cF2tra7LXr+de9aAkCALnzvUnXbTkE2EemZ6eFI8fz3+XVqJUFvL993dZ/FwytkISLwxLwMjIiKioKKRSKR980B1b26vMWeBNuqEh4cXFeG/dCkBMTAxubm4YGhr+4XWJfwIaK5wlkUi4ceMGPj4+Wt+n2vJKY0QulJRw6ptvuBgRwTiVComPD56urjB4MMyZw11nZ9xGjEDHwgJRFMnNzSUyMpLjx4+ze/dujh8/TkxMDG3atGHBggW8+uqreHh4YGJsrM7iVKmQy+XExcVx+vRpTE1NmT9/vqYPL6gHhJs3b7J27VocHBywsrLi6ZEj0WvTRh39+/jAnTvQr586Iq8Xlevp6TF8+HBOnDjR6Ex1yJAh3Lx5U+Mj9/T0JCUlBVdXVxwcHLh79y62trYIgkBSUhJ2dnYAjdZDf5L42xJ5a+2H9dFkQtEj1BFvCi0pRhiCPy6ksLZqToMMsODzg0hVdST4/CDNZ3qvvMKIjS9yL02/zmlaBwWxTjITharhgmdtPELPCwgIwEsmI3HmzEar6QEMCgzkhLk5Bf/5DwDvvtsGe/ti5r5viCIigmKlkgAxGCurImbPtmXsfz3Yf86Ed7Y+R/bXX5M7dCjSEyd49VUTAgLCCQrqR5C7O2NtbRECAxFFEaVSSWZmJp6enq24gH8uGovIi4uLSUpKok+fPlp/V5vIa6SV2u9OcXExP587R0ZFBf7Ag+RkerRpg3TNGliwAHHhQsJGjKBs0CD27tvHl19+yYYNG4iJiSErKwsXFxc+/vhjpk2bhre3t6YshgA8/P57Lowfz6pp0zh08CAWFhb069ePHj16aJwyoigSGRnJ6tWriYiIYNKkSbz99ttYWVkRFxdH9UZw+TKEh6szQ195RavE0rVrV3R0dLh165bWe2Fqakr//v355ZdfAAgNDcXV1ZWioiIcHBxISEjQSCp37tzB2sAAqURCfn6+1qzaJ4m/LZG3OiKvh5KSEoyMjFq0bX0iLl+zBt3qNmwtgdobnkZQUONTrKAgEbk8nMWLv+H6Bx/UOaA20hUEAaVyHB06SBpUKpz5L1Ps7H5rkqQfaayq/pHvxx9z5cqVRgdDo9dfx+K77zh86xa4uPCO2RF++CGX0aPLSPP9nDnCenj2WV54wYy9e59i3boMKioqsLS05PPAQAyVSpx37NAsbKalpWHWty/emZkAJDo60u7qVYqKirTaR/8/GkIbkZeXlxMXF0eHDh20221pSOS1dfK8vDzOnj2LnbMzs7p3RzcvjwgDA3rn5CAC9xIS+OLLL7l04wZm5uZ07tyZefPm8c477zB48GAyMjJYuHAhxsbGlJWVkZKSwq+//sqxY8e4ERbGzg0bKExIYGJ8PK/Pns3gwYNp27YtWVlZiKJIbGwsa9as4dq1a4wZM4aXXnqJNm3aIAgCAwcO5PLly+qLyMyEa9fAwQFiY9VrJVokFkEQGD16NGfPnm00C7N///6kpKRw+/ZtIiMjGTx4sMYam5mZiUqlwr1jRxSXL8OSJdjExtLGxaVO56O/An8fIg8JQZg4UUNuf5TIG/OQa4O6wmGqJsKtXLEC96ysFi9qBgSo13j69/9GY6tqeAwBmaw3H3/8L3x27CBEPgqXV8bw/YxfeClIRkpASAPS/fRTIxQKvQanERTkw+zZpQQH/zluOz09Pbp06dJo5ALQq1cvLu1W4iw/zcbFCZqXf/OtseSIZgQf68WOlTkoFBJCQpTY29uTnJxMt6lTKbSxwdjXl7SJE/GOimL16gS2bp1KSAgULFvGmYwMjFeubLwufA3qJ079g1GfyNPS0li/fj1OTk5IpdJGB+XGnCsZGRmsX78eqVTKjPHjkSgU3DE2xq64mKwOHdiwezdHjhwhMzOT4OBgxo8fT9euXbGwsCAnJ4eVK1dia2vLuXPnWLlyJV988QUnTpxAoVBgYmKCrY0NHzg7M8bUFJm+vkY+s7a25ubNm4SEhHD+/HmGDx/O3LlzcXNzqyOxeXp6UlRUpNa87ezUkkpmJnTqBKmp0KsXaAnkHB0d8fDw4Pz581rvh66uLkOHDuW7776jX79+tGvXjvTqsgBSqZSsrCwcrayoUiqRm5lhm5pKB2dnEqKiGswAniT+PkQeHIxvPfL8I9poS9PzKysrGTJkP05OBpoI12jZMixboUuoveGOhITM47OZu3GWxhHywsUG26SkwKuv6iMEBhIsDUJeZULAXjkPtSy8Zn31Fe8XvK1pv1Yb5ubm7NzZt3m/eEs0n0bg4OCgeaG1wd3dnR8kL5CKQLAQgEQiobKyknff1cXSsorFVQGMFlfjLHnA4MHRdOrUiXPnOvDm4amc9j/OnjNnsH/4ENPPP2fbtjiysvoQHAznJ07E286O+JdewsPDo+mT/IdbDmujJiGoZiF5x44dDB48mDfeeIPy8vJGGwdrSwpKTExk27ZtdO7UiT7u7hgZGCACPwkC98zMOG9nh++AAVhbWzNq1Cjc3d0pLy8nMjKSbdu2sWDBAgRBoE2bNnh5eTF9+nTef/995s+fz/jx47G1taW7tzf6c+aApyelM2ZwJyWFn376iVOnThEaGsqAAQNYsGAB7u7uWnlAIpHg6+urjsolEtixQy2vzJ6ttj/u3q1VXgEYOnQot2/fJrN6BlgbSqWS8PBwKisrad++PY6OjqSlpZGXl4epqSnJycnoGBvTtmNHImNjsfP2xvnqVXK+/LLR4z0J/H2IvBWibkv4qbH0/PooKytj4cIuJCeb/x4RN6NLNHZ8CwsLdv0ynlTVQwJ2GTau0/v7E7DGCZnMjE9muGGv5bqjP/mE6Xlfk2LsqfU0AgN1m71daYGBZP+B/pe9wsOJ7NIF5VdfNfhOV1eX2QttsLHJYvHIMJwmT0a5Zw9z5kh5/fVYBr1lxnirGH777ACdOuUhCALBwfkolRmsX/8Qq4kTcTMz42JuLgt8dJDJYPHiEuReXnRVKKgcPbrZGZm4dCniP9hyWBurh/omAAAgAElEQVSGhobk5eWxY8cOYmJimDdvHl27dkUikdRpHFwf9Yk8KyuLAwcOMHnCBCSffkrHzz9HtWABOzp1ItrQkBn+/sx/4w2USiVVVVXIZDIOHjzIV199xc2bN0lNTWXKlCmsWLGCYcOG0aVLF2xtbetYEOPj4zE1M+NCXByb7t/nqzNnCA8Px8bGhtdff522bds2iMC1oUePHqSmpqoJWSJRL3peuaKu61JSAhcvanWwGBsbM3jwYE6ePKm5JzUWzU2bNtGlSxfGjh1LRkYGFhYWlJWVaZpUJyUlIQIdJ07kbp8+2E2bRtH+/UhTUtT6fK17+STx9yHyVoi6ak26aX4SDh7EyMOjAduuXy9qSsaCusB+nz59WlUHPSioFLm8UuvxA2ck4SARcGt3Hien+40ONprL3T5I63XHPL2brpIHdZwsWn/fxO1yWLaMGFvbOjVRWoXgYKqUSn5qJBlnwQJnQkKy8T4zk8r0dCJ37kQikeDk5ETVhAlY7NvH2qLRhKx8mo02i5ndfR9WVgZ4e5/FevJkCvT1CS8q4pPoT0lJAU/PMLy8vEhJSWlRplzRjBkYnz79j7Uc1sa9e/e4c+cOdnZ2zJkzp463uXPnzlRVVTVoZgy/E7koily5coXU1FRmTJ9Ou4MHibtxgza6uuw8c4ZrEgkL1q3Dc9kyfrt5k+3bt5OamsqlS5eQyWS89tprmJubI5PJeO655zQkrFKpUCqVREZGcvr0abZu3cq+ffuIuXaN0uPHGZSby7upqcyaMIH+/fvj7OyMm5vb7wuZTUBHR4d+/fpx5coV9QfGxjBokPpvIyPw8wOVSp3GX28Q69OnD4WFhcTGxpKenk5ISAiJiYnMnz+ffv360aZNG1JSUhAEAQcHB2JjY3F1dSU/P5+ioiI8O3fmfnXRrPSKChz/gAz8OPD3IfJW4M0303FyethkINZ982atCUJLl0ZQ83FFRQVVVVWNLgQ1htdeS8fOLlJ7Uub2QaRV9eVB6SLS0xN4798hj9RE+JNLw1Go2tRxsrQWwvz5DMzIIHnQIGJjY1vtdxUCAzG2tSVt0PfIZOUNLsHNzQ2lUonpa69h6OBAu8mTKSkpITGxG08//ZDz561YvbqMrMIqlue9Tseri3n9dQ9u3OjNjRsunBs6lB7W1kgDAykvLyc+Pp4ePXpw8+bNOtazxpCXl9eiLk//yygqKmL//v2cO3cOPz8/HBwcGmRSCoLAkCFDtEblJiYm5Ofnc/jwYSIiIvDw8KCNtTXZN25QYGbGT2lpSNu1o02nTvQbMoTzFy6wYsUKBg4cyKuvvsq8efPo27cv165dIz09HT8/PyIiIjh+/DgbN27kv//9Lzt37uTOnTsYGhrSvVs3PPLyeC8hgZFKJR2USnSVyjpE6+npyZ07d1p0/X369CEuLk7dEKK6miI//wynTkF5OTz9NAwdCmvWgCiiUqnIy8vTBAvffPMNW7dupV+/fsyaNUvzPLVp00bjOTc3N9fUXdLX1ycnJ4e2bduqS3gYG5PWuzcOnp7w0kvQimqrjxN/WyJvyj7o4PALYWEFTQdiWqSaoqIiBg8+i0wmEBCgjsa7devWovOpLac8/7yKkJAUoHGJR50M5MezqgPEpqay/t24OjOB5tCs0hQSQrKjI+L69U3uRxAE+vbtS2RkZOv7C/r70+3ePb4N66h10VUqlWJra0vJs8+SdeIEqbnP0N0xge+/KUOpfMD69Tq89FIhtqZVBBh8RX5JCRtXOpOTk0NIiA2ZHTvi8+AB+PsTHh5Ou3btUKlUFBcXt2iGlJeX16DL0z8JNVX+LCwsWLBgAUOGDCEyMlLrth4eHkilUk07sxpUVlYSGhpKWVkZU6ZMwdraGsHIiCsKBYmlpfTx9UXvnXfo2q0bO3fu5Pz584wYMYLZs2djZWVFSUkJu3fvZt26daSlpXHs2DGSkpKwtLRk2LBhvP3227z55ptMnToVPz8/DFQq2ufmIrRpoyZeBwf1YmWtNm7uHTuSmJjYIkufgYEBPXv21DzbVSoVDysqSPziC25+9hnno6L4MSaGLZ9/zjeffspHH33Exo0b+eWXXygpKcHGxoZhw4bRo0ePOlKOra0txcXFFBYWIggCJiYm6OjoUFBQoEnZt7KyQvHtt6THxGDSvTsna67pL8Dja8fzhCCKIi4uLtjY2DS9ob9/gyl3ZWUl77wzgH79QLVuHZeeWYrZRx+1aGoeEJBMenqb6vabbqSlpfHaayCXZxEcbKu1G5u/vyGqdZNIC4rkg4LBKBW/smRhPDPLcjB6/fXWnn5dBAcTk56OculSes2f3+S+BEFgypQp/Pe/D5g+XUVgoKTFaoSZmRkvvFDInj0qAgIajvvdu3fnxo0bODo68tVhUIr6mJbnY26ew7/+ZcBTT+UxbpwROpP2EJlVyhydt1lj/Ty9e6+jZ8+eGBsbU7FmDZFLlvD8smVsjfXh008nUlIiNHuOeXl5zS+I/g+iqKiIY8eOkZmZybRp0zQNlN3d3Tl69CiFhYUNFvprovLTp0/j6emJIAiEh4dz5swZjI2Nee6550hPT8fI0BDFihXsuX2bF93dcbOxYffFi9g5OzNw4EByc3MZO3YsZWVlXL16lWvXrpGbm8usWbMY3YJ1DXlODrK+fdXdfkaMUJP34MFqOWTdOggNxdDXFxeZjPj4eLy8vBrso6KigocPH5Kdna35c/LkSSIiIigvL8dEVxeLM2ewsLPDQqnE1dSUbmZmWEyfjrlMVidIcHV1JSkpCW9v7wb3SyaTkZKSQnFxMZWVlRQWFmJpaUl+fj6FhYV0cHEh5uefqSooIHfrVh7K5TB69F9C5n/biLyxhQ5BEJBKpS32iNdGbGyspmhQcXAwXi20GIqiyNChx3B2rvw9Qj5yhIDC/2Bt/DPe3kmNRtuSBQtwTk1l+eejsBPyeVG1k1vBwX+8DkpAAP2dnNje9b0WGVMEQeD779vW6cHZUiy0vMyxCkf8aXgQV1dXMjIyqKqqYv6oXKyESF4ZkcD8+X1YvdqcI0fU2+3r3h1na2tcJ4rcvNkVN7c8+vfvD8DRDz5ANzcX8y++4PPPzUhNNW5RbXSVSvWHerz+X4MoikRFRbFmzRosLS1ZuHChhsRBbRt1d3cnOjpa6+9r/ORhYWFs27aNmzdvMmfOHNzc3KisrFQTVlER2w8fxsHOjqG5uawrLkYllfLyyy+jp6eHra0tDx48YOXKlWRnZ2sWVT08PFpkF06Ry5G9+ip8/73aaRISopZDiovV3m9XV8QrV2jv5MTVq1eJj4/n6tWrHDt2jG3btvH111/z6aefsm/fPm7dukVxcTHu7u74+PjQo0cPlixZwlvvvcecF19kYpcuDBk/np7Dh+M2Zw5WLi4NnhdPT0/u3bunteNRjbySkZGBkZERKSkptGnTRlP1sFO3bkTm5OCYkkKKjg5tMjK0Lq4+CfxtibwxNFaatiUoKyvT/NZk2TJsmtAu1q8XNQRZWVnJtGky7t9Xk6+LC4StLcA/93Oumb7DlStyFIpQgoLKG3W0LFyoQ8a6+3wpu02nJUs48847dbrP10aLXIP+/pgrFOyP/VeLy9Y+UrYnYLF6NTcyM+vUR6+BKIqaeuLTPu3POytSGRfQg23bLElPL2HrVgOOH9dn4/XhRL8XRUlFBVu8lrF9Q3eOHnWksrKS6/36MbK6MFZz55i7bBmJf8CJ838VhYWF7Nu3jwsXLjBt2jSefvpprR20unbt2qi8IooiZmZmrF27lvbt2zN37lzs7OzQ09OjvLwchULB9YgIOvfrRw9HR04PHcotQSDgww8xNzdn165d3Lt3j9TUVGbPns2kSZOwsrKiqKioRdX/CgoKiI6O5mFuLteiozl3/jzHTp5k//79bD1wgDUVFXx54gQr8vI4fekSZ8+e5dSpU+Tk5GBjY4Ovry+zZ89myZIlvP7660yfPp0RI0bQu3dvxo4dS2xs7O8B4MyZal18zx7w9YXffoP16xssehobG+Pk5KTVnuni4kJMTAwSiYS2bduSlJSEk5MTlZWVZGVl0cHZmZyqKkw7diS5qIg2Pj7qmcVfgP9z0kpaWprWhbCQEPW7HRCgXZLIzs6um2DSjHYREBBFRkZXgoPV1lRbW1v09PSqHTN5fGv5GYtkP9E+IICX4lRs2aJi8uSzLFvWn9RUM4KDtUgD1ce0AgbLZGhWXettuOw/6aTmGhD8ng7+/k0vngQG6mquuzk0K9c0ApugIEzee497CxfSsd53EomEyZMnc/36dSwsLEhN7cbEZ4rxLr/CDeOOvPCCJZs2tSE/35RPP41mjeoUywo+JRdfgoPBxuYn3KdOxenECfU50vQ5Rs6cSf9du/4xlsOajjcnTpygZ8+eTJ48uckWiG5ubvz444/k5OTUed4VCgU//fQThoaGeHp60q5dO82iqJ6eHkqlkv379+PTvz+CszNFHTqQtGkTIzIzsXjjDVb26UNVVRWvvPJKgyYf2oi8oqKCtLQ0FAoFCoUCuVxOcXEx6enp3Lp1CydHR4zOnME2Nhajbt0wmjcPo5EjMRJFjGxt0dHVJSIigosXLzJs2DD09fWbvE/Ozs4YGhpyLz4e93Pn1NG9r6+a0MPDfy+oNWtWgwXJzp07Ex0d3aAchLOzM7GxsYwZM4aioiJUKhX6+voUFRWRlpbGU35+WAgCZYmJZOvo4FivCc2TxN8zIg8JgUbqfmdkZGBvb9/g8+YsiXFxcbi7u7fo8A8fPmTIkAuayLD2MQMCwMrqFINHG+FCCiH4s2RJV06cMGHqVFPmz1dgZbWP999vvDs9gF5gIHqNhJ4B4pc481Ddw7MZPOayMY0eZFBUFKEuLlq/vn69O++/b83WraXs3WtNVkEWv5Z5sNHAn/Hjpbz2WgWWltZ4eR3AaOZMRhruxdnCmSVLKggPD8fX17dFp1FcXIzupEnoyOUNLrh+E5D/FahUKmJiYpgxYwbDhw9vto+tVCrFy8uLqKgoQD0LPXHiBLt378bX15cXX3wRX19fbt++rfmNKIrs2rULmUxG3759OXv2LLmnT9M+IYGuenrsO3eOsuxsnn76aa2dmgoKCigpKeHWrVscO3aMdevW8dlnn3Hy5ElycnLo2LEjs2bN4v333+ett95CpVIxys+Pp5RK+gJd9u/H7ehRHBwcMHNyQqdaounevTtt27blyJEjzTZjr1nUv37pkkaiITRU7ev28YG7d6F/f60Rc2PySk0VTktLS6RSKQYGBmRnZ+Pm5kZSUhLWu3dTlpaGXBBwNDFBJyzs/7a0IgjCKEEQ7gqCcE8QhMV/eIfBwbg1ol9r6yEI8NprDxqdkoui2KpGFVKplDff9NYQZFpaGidOOCKTqQsKffNNGWfP5msGDktLSwr37KHP1KkMyA1h1y4Lxo3LqrPPdeuq6solTTDwgs/dkcsG/d7D828Ax6NHUf373yg++6zBd8uXC+TkWLFyZQ6zZhVhoh/Ki0a7SRy2lcmTBfLyMti924IRI2SUDx3KvKNLkD80w9HxGCqVqvmF62rcvn1bs8ZRv179n0Xkj/3ZbiWkUilTp05tVe/Yrl27EhERQUxMDKtXr6aiooJXX32Vbt26IQgCXbt2JSoqCpVKRVlZGbGxsbRr1w4bGxuSk5PJTEtjrr4+D8zMiMnORtfNDZ9hwxok2JWWlnL27Flu3brF9u3bSUhIwNramtGjR/Pee+8xf/58xowZQ/fu3bGxsUEQBHr16oWBgQGhERHQu7e6NoqbG4SFaU2meeaZZ8jJyeH69evNXneXLl1Iy8khu1s3ePAAKith0SLYtAlu3FAnCGkZEGrklZp2bzU4e/YsNjY2iKJIeXk5BQUFpKWl4ebmRmlBAWW//oqJrS0JFRW4GBn97mH/C/CHiVwQBCmwGngG6AxMFwSh8x/aaUAADq0Qc9Utws41GplmZmZqSk7WRmNadEJCAl26dNH8u6ysjI8+qkKhSGH5cgE3Nzf8/VNwcirWnGKv3bsRUlPx2LMHFxcX7t27p6nzDBAcXIJcfpKgoLqVD7Xizw6zHyF1vzQ4GOPcXC7+978NvgsIABubSiZNkjNliiGfftWZZ48t5IvQMWRlwebNGVy4YMGXX7qyd28Kvr6+lJeXk5iYyIwZMxr0RdWGiooKKioqNEX+61sPKysrm43aWos/5dl+ArC3tycqKoojR44wefJkxo0bV8ccYG1tjYWFBXFxcezZswddXV18fX1JTk7m/Llz9BcEMpOSSFapMJs8mUkXLlBWUaHZR1lZGRcvXmTlypXk5+czZ84crKysGD9+PD4+Pri4uDQ6cxAEgXHjxhEaFkbW88+ryfzmTbh+Xb34We//UEdHh+eee46LFy8il8ubvG4dHR169urFDS8v+OwzdfNmOzt1NO7goD6GlrR8AC8vrzqLxPHx8URGRvL888+TlJREamoqjo6OlJWVYWVlRUVFBYq2bWlvY0Np166YrlkDCxf+ZfbDxxGR9wXuiaJ4XxTFcmAPMP4P7bERImtsUUWlUml69GlDwtdf02H48AbEFRRUiVye3SDwr23fCnnhIs8N1qWLxWFsbVN46imYOFFKQUEm06ff0BSuMlu2DF2ZDJfgYHK2bKHHjBlc+eADjTtl2TITrK2L8fdvmF33pCEPCCCjlQuGhoGBuNnakvH006Smptb5zt8fzp51oHfvHI4cgWXL+nL4cGW1DJXG4MEJrF9fwsOHcPx4Jrq6uhw/fpzc3OE880yXFo0nkZGRdTz/9ZOBkpKSSElJafH1tBCP/9n+k1FaWsqOHTswNTVl2LBhuLq6at3Oy8uLkJAQDA0N8fLyorCwkNu3b9O5Qwc8lEr2FxXRprKSyb16IdXVVctaurpcvnyZlStXolQqmTt3LhMmTGD06NFYWlpy7NixFg2mFhYWDBkyhMMHDqCSSsHeXp1e30hKvZWVFWPHjmX//v11giNt8Pb2JuL2bcotLWHAAMjKUhfSysxUF9bSEtBBXXmloKCAw4cPM2nSJDw8PIiJicHIyAg7OztEUaT04EFMT58masMG7HNyqJRIKJVK/zISh8dD5M5A7TdIXv1ZHQiCMF8QhF8FQfg1Kyur/tctQmpqqtaFzpycHE1ncG3ot2OH1o5AL7wQjr19ap3Av35rqqBdrqSr+nEr1o7ffnPl7Nl8srKM2L3bi+3bjZDLo9W79fcnJCAFl2B/ItdXUZqWRq+9ezVTQn9/yMqaiJ9f+l9eu9g5KIhIGxvEpUtb/iN/f3qlpyP4+rJt27YGX4eFdeH9951YvVokK8uQLVvimDo1j5Ury5k40ZlJkzKwsCjhww9foaysDLlczsaNXVrkuFGpVBQUFNSJwOVyeZ0FsLZt2zb5DDwintiz/ThQUFDA5s2bcXR0ZNy4cY02PFCpVMTGxpKfn8+kSZMAOHPmDPb29lg7OpIjk5GcmcmUbt2Q3LoFRUXEx8ezd+9e0tPTNY6VmpmUIAiMHz8ehULBr7/+2qJz9fb2RsfYmKsuLmoS19dXp9RraQoB0KlTJ7y8vDh06FCTg4WFhQWurq7cjoxU2xrXroWrV9U1WHbsUNdk0QIjIyNkMhl3797l4MGDeHt707ZtW4yMjCgpKcHKygqpVEpxbi6K69fxlkgILyhALCvDs7SUJC3lD54knthipyiK60VR9BZF0bt+L8yWIisrq0EfTWhcOqmBtJGOQE89lcvNmzZ1An+5XF7Hm/v80EPIpKn08szFx8cOD48r2NnB22+LvPRSGebmZ1i0KA+oqTmewceSIBxkMqyDgrCwsCDho4/AxQVhwwb69+9PaGjoI13/44Iwfz5et28T3cJFxhpIJBLGjBnDtWuqBr755csFsrPNEMUU7EwKGFF6ANXmzURFdeCNN6rIy0vj5Zc78t13ziwctowuQUEEDrnUIjvkuUWLcJ82rc6MSqFQUFb2+4Ly1q16LY7uHzcex7P9R5GTk8OmTZvw8vJi1KhR2NnZoW1QEUWRI0eOUFRUhJeXFzo6OigUClJSUujRowdJDx4Q6exM16FDMbaxgQEDSEhPJy4ujv79+zNlyhSt76Cenh7Tpk3j/PnzjbZTqw1BEBg3fjyXbWzIfvZZtU5+6RK89po6MSg/v0GNlGHDhlFWVsalS5ea3Hffvn25ceMGIqgdKlKpWlpphMRr4OXlxYEDBxBFkUGD1KUxHj58qOltoFQqMbO2JtHSEl9zc6IFgWI9PXoPGkROtavlr8LjIHIFUNvOIKv+7LGjfrTc3OcaNCLVGBsb4+joWOezlJQUDZGXlZXRdpyUhGIbwjMdUSh0iYgoYv58FV99pZ7iHTvWm5dfVh87MFDA0vIk/1qcpzlep06d0F+1SmOpMTQ0pF27dg1SpZ80HB0dycnJqUOGzSIkBD0/P86fMkWhyKwTSQcEgL29LTNmwBGDsViWSvB4px3ffVdGbq6UkydL2bnTDrk8nx+vlqOrVOJ/fmaTSwEVFRWcOHGCtC1bcKzX0zQpyQdvb3sNcQcHg0IhPG57+RN7tv8I0tPT2bx5MwMGDGDQoEEIgoCtrW0DIhdFkZ9++omHDx8yceJEdHV1KSwsJDExET8/PwwNDQkNDeXpESPQHz4c/S+/pGDGDA79+COzZ8/WWva1NqysrJgwYQIHDhxotGN9/e0H9enD4ePHEV1d1Rq2gwNs3gzDhqnrpNQqDSuVSpkyZQrXr19vspFDu3btqKqqatGAAmqZLiwsjLCwMO7evcuYMWOQSCRUVFSwd+9eRo0axd27dzE0NKSNiwtlDx6gV1CAnrU1d2fMQPXMM9ja2TXNQX8yHseRbwAdBUFoJwiCHjANOPIY9lsHjU2nHvcCV+1sQX19fXr27Imuri5Tpz7E0TGV+fNd2LDSmPT0IrasLcPLy0uz2u3vD6Gh/Xj66boPvCw4uM6MwNXVlbxt28h9hGJarUIzi5p9+vThxtKlLW/OEByMND2d2cIlzM33s3jx7+3g/P0hONiDQ4es2NTpdQ4I08lSGaFSJWFs7ERFhRkDBlhibHyRSp2BRJsvajIUT0tL4+LFi+jr62P/0ksNZlRr17avI8vUTiQyxbZti+5P83giz/YfwYMHD9i+fTujRo2qk2ZuaWlJYWGhRsarIfHs7GxmzpyJjo4OgiBw7NgxLCwssLa2RqFQoKenh5+fH6VlZehZWXHw0CG8vb0ZMGAAxcXFWqP82ujYsSPe3t7s27evRUXa+j31FHTowPXISLWGnZKirlhYUgK5uXD+fB3d3MzMjEmTJnHw4MFGBwuNFbEJp0t+fj5Xr15l48aNrF27lszMTEaOHMnYsWORy+WamYu9vT3jx40jPiYGJwsLJNnZlCoUhJua4l1cTEx0NPcTEzVZyn8V/jCRi6JYCbwOnALuAPtEUdSeI/wHUFBQgJmZWYPP8/PzH6lwUnFxscYBUYOiVaswmjJFQ2olJSWa5r8dOtzj4MEUJk+WMrNyKQ5U8CZ7KCkpqVPPuVOnTnVeIEDrjKDfjh3opab+qRmKSQEBJDQhQhsaGnJvwwZOtbQ5Q0AAzjIZLy/y5KWX4hk27EGdr9XySg8OxPRk9CwRc/NeCIIBZWVxlJSM5eef85BIrlFSOZblpp9rDcVVKhXXr18nMzOToUOHcuWKM3P2f0FIQN37Vz8DtPYtLsXhsWRmPKln+1Fx9+5d9u7dy+TJkxvUJKkp6pSdnY0oihw7dgylUsmMGTPQ09NDFEXS0tJQKpV07NiR4uJiEhIScHR0RBAEysrKNEQ4aNAgJBIJXbp0aTRrtDb8/PwwMTHh5MmTzW4rSCSM/+orLvj68vC779TZly++qO7yk5gICQlQ7z11c3PD29ubAwcONCpndO/enfv375Ofn6/5rKCggGvXrrFp0ybWrFlDeno6gwYNYtGiRYwfP54OHTrQq1cvbt26RVhYGMqsLJ4dPJj44GCkx4+T+8YbpH/3Hf2srTmakoKTuzvlEgkPHz7Ezc2t2Wv9M/FY5gKiKB4XRdFdFMX2oih+9Dj2WR+p33yD06hRDSJHhULRaMnTpgLS1NTUht7cTz7BMzNTQ2qZmZn88osdLi4QEWFJWFhHxoyRUta3J0ftRvPWx91JS0tDV1e3TjJBr169+O2335q8HklgIEaPki/fCrQNDibfzo6EhQsbfeAnL1vGBoNBOBeGNx+UV7Nl16AgRHEUffv+yLp1v9spAwLA0tKesrK2lJYWIpFYU1w8jMpKS8CJsrI44HUsLfW1XnZERAQ///wz7du3p3v37giCwPr1HigU0laNdwakZ7d866bxJJ7tR8GDBw84fPgwM2fObJREbG1tyczM5Pjx42RkZDBz5kzNAnFBQQF3795lwoQJSKVS4uPjsbOz01T9UyqVREREMHnyZI1kUJP+35LknAkTJpCUlNTsewBgbWPDgKFDOXL0KKKxsbruSnk5ODtDdrbaeQKa6ohUa9g6OjqcPXtW6z719fXp2rUrly5d4vr162zevJnVq1eTmprKwIEDeeedd5gwYQIdO3ask5fSoUMH9XN4+jTTSkqInDGDo5s3s8jMjAsFBbiqVJg6O1P41FPc9vOjfYcOPHz4kKSkpGav88/E3zOzUwtc16/HOi2tQeRYPxW5NtTZntobQGRmZmoWbWoIf9fQ3XXINSsri2+/NUQuhx9/LOfLL83IzExj/50pmF+5wk791xk1qpjQ0Pbcv39fs29jY2MEQagTqTfAk0jJ9PenZ0YGST4+/Pzzz1o3MX3jDcKsTpKaG0HQf/JQtVBm+WHbAAoKqgh89/cX1d9fnQ9RVGTF/v2llD4sAiyBsZiYnEVX14yCAnuMjRte9rff5jFsWCoREV3q+Mobq70SFFSBXF6k9f+2gKykZi/g/zhiYmLo2bNnk4lCNjY2HD16lLS0NGbNmlXH5XPlyhWcnJxwdnbWZDhBXi0AACAASURBVI+6ublpsheTk5OZNGlSnSqKNbXOFYrmlwn09fWZNm0aZ86cadb/Deqmx+Xl5YRfvgxRUdC2rZrAe/dWWwZFUa2Xv/oqrFuHAEyaNInIyMg6DTMKCwuJiYnh+PHjREdHs23bNqKjo/H19WXRokVMnDgRd3f3Bj53ddD2C6tWrUIqlWJnaUnkqVNcVKmYbmPDDVGkg7Ext6uqiLaxoU3nziTcv4+XlxdeXl6NttJ7Uvg/Q+SGgYEIjUSwjWX0vfdeEXZ2N7VGf7W1cE16//m63XrKysoYN+4Czs4iY8ZU8eGHAqamobz9tgEFBQUEBmaQlWXC1/+pIHPjxjr7b0lU/qTg5+fH2bMmODsXaOXoZcsMcXLqx9SK+fykUPBw2bJm9/mOuAQjOpNbcJi1a3/XQtX32gmwAcqQIgL6FBfrMX78wEZdKl98YU529jN8911dYmpsvFu8uAJr61P/lJIrDWBnZ0dRM+ng2dnZpKenNyBxpVLJnTt3NElv6enpWFpaoq+vj4GBAdHR0ejr6zdwgtVkhbZEXgH1QDJu3Dj279/fdFCDWgqaMGECZ8PCyO3ZE3r2hKVL1b03i4vVkXjt1PuiIoyMjBg2bBhr165l586drFq1ilWrVnHr1i3Mzc2ZPn067733Hrm5udjb2zcg77y8PC5fvsya779nx8aNiFVVTBs7ljffeIPfIiM5JZEwwcCAQ+7uWHz2GaMOHeL+wIHktG+Pnb097dq1Izo6muLiYo3L5a/CX0rkrUow1PJGN5eW3bdvNDt25DYb9C5ceE8rwZSVldGnTy4x//kOnYM/suL9PMaNa8OLL0opLi5m3rw0bCUPCFQtgy1b6kw5dXV1MTc3R6lUtuDi/lzo6emxa9cAUlNNtUaw/v6gUJgx4ZU26FpbE/vCC9y9e7dJO9XbX3THXPL/2DvvsKgObYv/DkMHBUGQMiCIiIq9Jiq2qLHGEhJLNMZELCkv96bovfdFUGKaufemaVQwamIssRFRYzSgUhIrFiKKlNBmAOl9aDPn/THOkWEGxFST5/o+vpiZ0znss8/aa6/tSx19ef75Y4SFidK27O1NgA6YAxvnf4+JiQyNZhSxsaYtvoTcqzPjc88JfPhhDc88Y2g/+v8Bzs7OrapINBoNly9flrLspoiOjqZPnz5Sy31BQQGDBw+muroaCwsLLl68yNChQ8nKyjLYbu/evUlKSmqz1M7Pz49+/fqxb98+1OrWu5qdnJx4eNgwDnfsiPjpp9r2+i1btFn4zp3UDhpE+rVrxHTsyM6vv+b9998nOjoaNzc3Lly4wPjx41mxYgXz5s1j+PDhyOVyBgwYwLBhw9ixYwdVVVXU1NRw8eJFtm3bxubNmyktKWFyaSkv/fgjzh9+yJH58znw2ms8OmECpdXVbE5NZYibG1haEpOQgJOrKzU1NVhaWjJv3jwKCwupq6trcUj574U/NJC3ZfZmaygqKmq1vdvKyoohQ4YYfF5ZWSndxFVVVTg6RhkEGFEUMTc3p3v37tisW8dh1VyUZTK++aa9xBm++KIbO//nNEHyb5H//e8Gr5y9e/fWMyf6VXGPbfbBo2NxM0kleHRsi8uMfP99fnz9Mk98+Q57XjtHuKMjtZ9+anzhoCDWbOqFickkRNGM119Plg5n3Tqwt38Uwd4BRo5k0yZBCtLGDvtuzpXGYGVlhZ+f3z2Pr/urwNnZmaKiohb56mvXrmFnZ2cgBMjJySE3N5fu3btjZmbGrVu3qKiowMfHh+rqaqqqqmhsbGTgwIFG5XuOjo60b9/+njjh0aNHY2FhwYkTJ+667LBhw6hRqUi4eZP8jAwuHj7M17W1rN+6lf9mZRE3YQINkyYxYMAAls+fz98XL+b1115j3rx5HDt2TK+4qUPfvn2xtrbmlVde4fXXX+fHH39k2LBhvPrqqwzv14+bp07xgVLJjxcvMtTPj6FlZSiSk/EoL6e+poaDW7eSsX07AlrJZFlZGYMHDyYqKoqQkBAeffRR9u/f/4f2h/yhgfyll5S4u4s/+/XYaMGyCcrLy40qXZoWSM3MzPD29jZYprq6GplMhpWVFbKQEKZY7cK53XWeeMKEzz9XM2OGyKFDzljOmgU5OXg6OFAzaJBehDIxMcHjhx/IcnX99WWGoaGsVzyCx/Ipbdp00OmniNN0o+u3j3Py5EmjRvoA69d7oFQKhH8zFu+yMl54/RucneN58cXDrFun1AvCQUGwfvY5OpqU0ag6i0KRxtKlsGIFCIItZWUali3T6tR1D8o1a1QoFId54407DzhtI5X6nh/oXbp0aVVP/FeGhYUF1tbWlJaWGnwniiJxcXEMHz5c7/csiiInTpxg7NixUqJy+fJlyRVUpVJJ8yg7d+5sNCOH1j3PjUEQBGbNmkVaWhpXr141+F6j0VBQUMCVK1c4ceIENTU1rFu3jg3bt6P09MSjqorA+nr+cfAgz8TGMm7IEHqcPk27WbNg3Dj46COGDBrEsGHD2L59O2WlpdQWFXH1yhV2797NBx98gJWVFY899hijRo2i4NYtvggP55+vvsqqd98ly8WFgIICOggC30RGoszMZIpGQz9bW9rn5dFoYsL3Fy5gjrZzdN68eXz44Ye4uLjg6upKr169ePHFF+ndu3ebr8mvjT80kHfvnsCFC/k/u97XNLNuCcaol+LiYslxr6qqyqhPS0FBAaamptqMPyiIER8+TtzFjkwQTvLffygpKsogNBRJsSJbu5Zut24ZvF503bSJ9s2aWdqCuybcwcG8J3sbhdqtbZsODqaLXE7Am29iampKSMhlo1ONdBRHyLyfmCCXc8JiD4WFw9m/35v//rcMhaJB8pfx8ADZN9+SqZlLqNVFZLKuiGINZWXa2pRMZoJGc5TXX8+VziUkxApX14d56qlCzpw5Q0NDAyEhAo6O3/Kvf92bdYGDgwPF27ffswHYXwUt0SvJycmYmZnh6+urJ4NNTk6moaGB3r17U19fj0wmIzExEX9/f1QqFWZmZuTn52NhYYGbmxslJSXU1tYabN/f358bN27c09uQpaUls2fP5tixY/z4449cvXqVY8eOSQOav/rqK9LS0rCzs2PmzJm8/fbbODg4YDVjBv0+/BCXigpM3N0hKgoWLdI2DVVXa1/pP/oIPv6YwYMG4dW5M69PncrKgACuffQR/l5e/P3ll5k3bRoj+vSho5UVsvPncdy3jwGHDzNWpeInZ2c+rq5mr5MTgkaDQi4n/KuvUIkiA/39cTMxYeSQIZy9dImAgABKS0uZO3cupqamfPTRR9TW1mJubn7XWPRb4g8dLGFubn5Xw/hfgpb486bcektt/4WFhchkMkkRY25ujqurK1n797NCU80qzHjjjXnSOCif4OA7/EDTYwgJoUNbJz80werV1dLIM6MPuqAggjG6S+O4PVXCFBiJ1m9fqdSqP4KCzPToDa331Eggh2Dpc21hbM2aBqZNi+Cf/zShuHgi/7B+k1CTvxHyWDrv9Stg9epLqNUTAZg7F777rgdVpZdQlFsQutKC4Pdskck60qPHI/TuXcUPP/zA8OFO7Nplhr39FbQ+VW2DIAj479yp1Ry3eKH+unB2dubWrVt0795d+kwURWJjYxk1ahTm5uZSRq5Wq4mKimLy5MlS12JeXh6dOnWiU6dOVFVVUV1dTdeuXVEqlZiYmODm5kZOTg6+vvp2yu3bt8fV1ZXU1FSDYQxqtZry8nLKysqM/iiVSt59913Gjx9Pt27d6N69O66urkanfi1dupSIiAg+z8khcOBA2l+8qG2579FDe/OamkJ9PZrevblx4gQ/yGTU1tYyRRAo9PIiPyoK98xMkszNSU5LQ1laSm9HR562scHWxoYfCgpIOHSIUYGBvPHqq+SdPMk+U1Oqi4tp7+vL0eJivEWRSc88Q7SLC6+PH8/WrVuxs7Nj9erVVFZW8u9//5vq6uqfPbXs18IfGsjbt2+v52B3L2jJl1yH5n7VOohhYfDGG3B76HJJSYnRgRMNBw7QuH07tmvXwpIl1NfXY2lpSdTANeyMmsq0AR/w3HMiJiYunDlzBp8Wxu+EE0Qo2qB7L2Fm4cIktm1zITi4ZVfHnzvxB2DliBOE7lUxyfsSX3zhQ0jIZPLyOkrZfVPOOohwKlev5scFC9izZyouLr3p08eLtWtFysriKNUEsPKoO7Jvv+O11zzYsgUUigyOHvXGxqYHE0xiiWE/L6gvExq6SaqLBAXZMmrUKJRKJbm5uWRv3crAWbO03jhtPDGH1avv4Wn214Kzs7Oe9A60FsxqtRo/Pz9UKpUUyC9duoS9vT0+Pj6A9u8jMzOTwMBAamtrpaKdj48PSqWSW7duSfRK80AO2qk633zzDXl5eXqBurq6mnbt2mFvby/9dOnSRfp3+/btSUhI4IcffqBXr15GqU8drK2tmTdvHvHx8YSVljLzlVfwuXJF612+aBENgYFceestzhw8iI1MRsCAAfjZ2CA0NMD161yqrGRLWhplJSX4Wloypr4eH1EkSaXiQlUVPerrWT50KGJ5OUft7ckdNowZb7+NrL6eQ1FRjHV3R5mRwYaMDFb//e84Ojri6OiIra0tERERFBcXM3HixDbZMP/W+MNHvf3cYQAtTQrSoaVMu7Hp0IqgoBZ9Wgbv2sWFwkKEN99EDApCrVZjamrK1kt9KNLA8fR+1NTU0L59+1Yr+KtXl5Kba0toqNk9Bd2nn25PQEASkya1HMh/CV6Mf44XNQpqM9yxWJBDXZ3Wp2TVKpGQkFvk5TkQGmpOUBCEr0gluOwgqzZ9hZnPCObO1cbNHTtOcfiwyL59ZpQVnKW03ootH3XmtZAy1qyJQxS9UShE6PAUZ+26kv/001i5l/PeezUEB9/xuHF3d8fNzY0fn3qKywUFDLqX7PqXPM3+5HB2djYwkIqNjWXEiBEIgiDN4qyrqyMmJoannnpKWq60tJSSkhJ69OhBSkoKqamplJWVYWpqio+PD+np6Xh6ehITE2OwX41GQ0pKCgkJCcjlcvz8/PQC9d08RwYPHkxDQwNffPEFzzzzjJ5WvTkEQSAgIAC5XM7BgwcZOGAAg2bOJCE5mfPbtiHv3ZsZ6el49uoFO3ZAcTHV7u5EqVSkOTuzrKaGHo8+SnZaGt8plWwuLUXo0oWBCxZQm5rKzhs3SFaredjcnNlPP01iYiLXr1/nySefpHPnzsTExHAtNRULCwt++OEHBgwYwMSJE3nrrbcwMTFhyZIl9/hb+23wh3Lkv2Sqi7BzJ24jR7bIjbYUyM1CQnBrg87NIiSESNu5eFTfYOPGOszNzREEgdmzy3FwOMP8frfI69YNwsOxsLBo0XzqH/8wxd5+KytX3tsIqO7du+N+9uzP4n/r6+v5+OOKu3LsyOVYhoQgCNr5ollZGtq128MTT1xBLjeXLlGw5hnyGcg7JqG3lUZqQkLyadeuHf/+9xhiYzN4TLYKN5wIFkNZvNiMnTudWLcOOnVKJvg9W3zz8xGnTiUoyIyVK/eyYIE+9yoIAn3WrqXByYmqFSvu6Xz/v6Jjx46UlpZKXHVWVhaVlZWSPlwmk6HRaIiPj8fHx0fPIO7mzZt069YNMzMzbG1tyczMpFevXmRmZtKlSxfS09Px8PAgLy9PjwsXRZGvv/4ajUbDv/71L/Lz8+nZsydeXl7Y29u32Thq2LBh9OrVix07dqBSqe66vLe3N7Nnzyby8GGee/llYm7TR48/9RSekydDSgqaqirO29nxaWYmVr6+vDhwIH1ee4367du59NprNPzjH7wbG8vW2FieXLiQvAED+GnYMAYvWoSqtpbXXnuNK1eusHTpUsnHPS0tjTFjxnDmzBkuXrxIQEAAZmZmiKKIm5vb/TNeUBTF3/1n4MCBoiiKYnx8vPizIZdrnYvlcqNfx8XFiRqNptVNqNVq8fvvvzf6nUajEZ2c4kSoFN3tC8VIR0dRDAsTT5w4IX777bdiqouLmHh7//n5+eLNmzdb3M+5c+fEGzdutP3cdLjLORogLEyMd3ISNz71lOjmVm2waliY9v/DwgzXK3VzE0/87W+iQqEQGxsbpa9SUlLERYs+l9b797/zRSenH8RXXomWru/Vq1fFnPfeE8PsXxflHSrFsLA7v9uwsDCxsLBQFEVRLC4uFi9fvixGR0eL1dXVRk+hvr5ePH36dNvOtwUAF8U/4L4Wm9zbvxfWr18v5ufni6Ioijt27BAvXryo931wcLC4du1asbS0VPqsurpaXLhwoXjixAlRFEWxsLBQfO6558QzZ86I//nPf8ScnBzxrbfeEuvr68WwsDAxMzNTFEXt30RkZKS4bds2sb6+XhRFUfz666/Fw4cP/6xj12g04vHjx8WwsDCxtra2xeUKCgrEiIgI8d133xWPHz8uJiYmitHR0eJnn30mrl27VtwSHi7u2bZNXN2rl7jR0VG8NXWqKDY0iJqKCjHx6lVx3bp14okTJ6RjbmhoEL/66ivx888/F+vq6kRRFMW6ujpx/vz5YkxMjLTfyspK8Z133hHz8/PFoKAg8euvv5a+e/bZZ8WoqKifdd6/BC3d23+azk4DtKGD5G5Py7KyMuzt7Y0qRKqqqpg7txonpyRCWIdDcTHhK1J56ilrTp60xWPVKmqdnSE4+K7NGUOGDKGoqKhN1p73eo56CA1lQGEh80+dYvVqa71VRVEkODgNhaJcT+USHg4ey6fwQe5Qxu7bh7u7u1R7EEWRrKws3n9/Cjk5sHixiKtrNOvW3eTddwOk61taWop8xQpCbdehKLXS276fn59kTqbT4A4ZMkQaDtwcZmZmdOrU6beY9vOXhK7gmZubS0FBgTTTVIfs7Gx69+6tV4s6efIkXbt2lUa3WVlZUVBQQPfu3fHz8yMzM1Nb2M/KwtPTk6ysLERR5Ntvv+XWrVvMnTtXqj9NnDiRtLQ0g3mXbYEgCIwfPx5XV1d27dplIIlVKpV89dVXbN++HQcHB/7nf/6HCRMm0Lt3b8aOHcuzzz7Lq6++ipW1NafOnsVs9mzKly1j+4gRbP3iC97fuJHYuDjmzZvH+PHjMTMzo76+nt27dyOKomQgBtoJVDY2NnoKtpSUFHx8fHB2dqa4uFiSF5aXl1NTU3NPc1R/a/x5A/mv4FWiG0ixZo0GhaJeLwCVlJQQEFDJt9+aaYcgOzkRIi6nsFDDtm1g8fzz1B04AEFBCIJwVyOhhx56iHPnzt2b7e69nmNwMFZyObarVxusevHiRSZPPotcbqcX3FetSkahdmOrbL22yNgEV69exd/fXyrm1NXVYRoTw4x//Quz7duBOw9DgBdfzMHFJUfvuePt7a3X3dqjRw+ys7NRqVQtXgs/Pz9SUlL+UKP+Pwt0SURcXBzDhg3Ta0PPzc2lpqZGL7jn5eWRnJzMQw89JI1Ny8zMpF27dlRXV+Pn58fNmzclnlxX8IyOjiY7O9ug3d/CwoIZM2YQGRl51zFsxiAIAlOmTMHe3p6vvvqKhoYG0tPT+fzzz9m3bx/e3t787W9/Y+TIkQZupeXl5ezevZvGxkbef/99/vXGG6x4802WP/889fX1/PTTTzg7O0uUkkqlYseOHbRr144nnnhCulaiKHL+/HkcHBz0HnjJycn4+flJQ0x0QV6hUGBjY/OHyg2b488byFtBbW1tm+RAJSUldOjQgWeeuYyra6leACouLsbR0VH7RxAUBBERPPlMKh1ty1mk2mBAPsf/Nxe5TEH4AuOdk6ampvTt25eEhIRfdG4AYWGicf67hcCvy6g2bnxS7+uzZ8/y5JMZ2sx9o5veeiUlJdTX1+vxqlevXmXKkSPYNzEvu3HjhiRB69HjMt9+W663++ZvK506deLWrVt4e3vrGY01hSAI9O3b12jzyAPow9nZmdTUVHJychg4cKD0uSiKfPPNN/j7+0sct+6zsWPH0qFDB4mbPn/+PGPHjuX69et4eXlRWFiIq6urVPCMjY3lxo0bLFiwwOjflZeXF/7+/nzzzTc/6xx0A5lLSkp4+eWXOXToEP369eOll15iyJAhRtVnSUlJhIWF0a1bNxYsWCAFVUEQyMrKoqGhQZIGHjlyhMrKSrZv3467uzvTp0/X4/Kzs7MlVZpORVNfXy8pdq5du4aLi4sU+HNycrC0tGy1SPt74y8ZyJs6G+pgjD7RKVZ69rzJ+fMNegGoZs8ezJ58EtnWrdJnkyfD1XZLeKxqt0GDz4bIISg1doTu7tricTk5OSGTycjPz/9F5xccfFNqzLkbVBs2UDBkCEOuXpVeI0F77tXV1bz9doAU3HXXaPNmDQkJCXqDChoaGqivr8dm9WqJ7hFFkYaGBmm7jo6OBt1txgrBXbt2leZ2toSOHTtSU1Pzs7K8/09wdnbmwoULDB06VC/gXb58Wauz9/eXKL3ExETUajX9+/fHysqKmpoabt26RUlJCY8++ijXr19HJpPRpUsXKioqqKysRKlUUl9fT+fOnSUqxhgeeeQR8vPzW6TMWkNeXh47d+5EFEUGDRok3WvGCqf19fUcOnSI6OhoyVOlKYVaUlLCN998Q2BgILa2tsybN4/s7GxCQ0Pp2bMnjz76qAHlev78eXr06IGdnZ20z/T0dNzc3LCysuL69et63d/Z2dmYm5s/COS/NQoLCw2c27Rt4KJB8BMEAU9PT705nQBdvvwSior0Ara9vT1Oq1aBkxPiqlV6PuTBc7PpIITx8oxzrR5bv379uPbeezS0dSqPEcyZk42z85U2UedW777L4CYe6zpcvXqVvn376t2MwcE5KBSweuVNBj/zDCZNHB0TExO1U+ybZP2ZmZl6U9pFUWyTasHDwwOFQkG7du2MemPoMGjQoDYP8/3/ipqaGiorK7W/myafRUdHM3nyZOzs7KioqKCurk5qCBIEQRoqfP78eQYNGiTxvfn5+fj5+ZGamoq3tze7d+/m2WefJS0tzUCz3hRmZmbMmjWrRb8TYygvLyciIoKdO3fSo0cPXnzxRZ599lkWLVrEjz/+yGeffaaX9OTl5bF582ZEUWTp0qUGHLVarWb//v2MGjVKepM0NzfH3Nyc2tpaRo0aZRDEKysrSU9PRy6X69EqN2/epHv37tTV1UlKHtAmNEqlUkrK7hf8JQO5brJPUzz77FXc3eul4KfRaBAEQfpvczgHB2Pq5HTH6WnmTDQREZgsWYLFN99Qv3AhDt99R3HnzoTNj+HNmFH8bfVkRq2UG2yrKQRB4OG9eylr61QeI/iXx48kyaYThP6DwGhbv5GCaVVVFSqVSu+tJSUlhenTzyOXQ6iwDfsm04vUajVVVVUGBkzZ2dlG7Q0ID6fD449LB2KshuDxww/YTZlC0ttvt3ieFhYWOJw8SZ6b2//LFvy7obGxkcjISKn5R4eTJ0/i7++Pq6sr7dq1o7KykpiYGHx8fKSExcrKivLycpKSkhg4cCCCINCzZ0+uX7+Or68vGRkZWFhYkJ2dzfDhw3niiSeIjIykpKSkxeNxc3Nj8ODBREZGtloLqq2tJSoqik2bNmFnZ8dLL73E4MGDpcDo7OzMokWLGDBgADt27ODbb7/l9OnT7NixgzFjxjBjxgyjHeFRUVG0b99ezyivsrKSa9euMayFQeMJCQn07t0blUolBXKdTl5X+G3Xrp1UJ8rLy6Ndu3Y/ayrZb4m/ZCBvjsbGRpyd47l+vU6iT8rKyujQoYOe70pTFE6fjtOZM7phlDxUWIjms88wMTHB2tqa6upqOm/ahH1eHsG7NSgU5YSH98DExOSu1rU2q1fj9AumAzl/+CEdjQzZWLOm1tBNsjlvHh7OdR8fBjfjn8vKyvjXvwZrF13nqxf8k5KSDEaJiWFhuM+Zg7Bli+EBhobSs4nvTIcOHQwCgM/GjXjl59OwdWurRU3/LVuwNnKuDwCnT5+mY8eO+Pv7S9dXqVSSnJzM2LFjAW33tFKp5MqVK4wbN05a19ramvT0dHx9faW3Ml0gt7KyolOnTly6dAm5XE5CQgIeHh6MGjVKKki2hICAAGpqaozWgtRqNefOneOTTz6hurqa5cuXM3bsWKNBWRAErcPh8uV8++23fPPNNyxZskTSyDdHSkoK169fZ/r06XqJ2ffff4+7uzsuLi5GjychIYHBgwdTWlpKhw4dAC0Hrus6T09Px87OTgryOTk5ODg43Fe0CvzCQC4IwhOCICQJgqARBGHQ3df4Y6ArNNrY2EifFW7YgNO4cSg/+QR3d3eDbFbXORoeDh7VN9hq/zriokUIgoCNjQ01NTWYh4Twhd1r1Ji5Ym19kFWrRGnmX6uKi1+quDGSZVdUVDB79g93VyuGhjKkoACzJpmwKIrU1NTcya6bHJ8YFkbJI4/QMSJCbzPCm2/StYkZWE1NzR0Otdnxubi4GPg1CyEhyORyuq1YQUpKSouHK4SEYPcbj8Qzut/7/N7WBecpU6bg6OhISUkJGo2Go0ePMn78eKkoaWtry9mzZ6U5mjqYm5uTmZnJgAEDpM/c3NxobGykoKAAW1tbioqKeOmll4iNjUWpVDJ48GCcnZ05cuRIixm3TCZj5syZnDx5Unq4iKLI9evX2bBhA6mpqTz99NNMnz691fZ83XqxsbF4enri6enZop1HRUUFhw4d4vHHH9d7E6+srOTq1at4enoazaBv3LiBo6Mjzs7Oeuqr5ORkyb8mPT0dGxsbaX1dkP9LBXLgGjALaNnk+ndG9e3JIU2hc0lsyml13LgRh7w8qjZtwtbWljVrGvWy2aqqKmxtbQkJKURRakOo7Tp47DEA2kVEoB48GIBgy6eprPPE1rY3TzxRJmUSv4Y6pUUYeRAkJyczfXrLgxskGHkIpKamGvXTAKgNDaVXs1qBse3ojdxrdnwdOnQwtFu9vYzLa6+1bsr/e4zEM4777t7WobGxka+//pqJEydia2uLg4MDJSUlXLp0CVNTUz2+XKFQMHF47QAAIABJREFU3B6QMlhvG/Hx8bi4uOgNe9DRKzdu3KCsrIx27dpRUFDAlClT2L9/P7W1tUybNo28vLxWaxdOTk6MHDmSiIgIsrKy2Lp1K7GxsUyZMoX58+e3aq2hgyiKREVFkZOTw+LFiykvLzeaHGk0Gg4cOMDQoUMNaL74+Hj69etHfX290UB+/vx5iYbRZeSiKHLz5k38/PwoLS2VCvX29vaIokhOTg62trZ/rUAuiuINURRbroD8ASj4+GOcp0zR41SzsrL0inIAjmvWIJPL4ZlnAJg9O04vvulezyZNOo67e61eQujwn//Q+XY2umhRDY6OpwkN7c+VK1e03zs4YGJiQqFuaGwrCA8HuVz9yyjg8HAapk5l+I0bd1/WSGBszdfdKiSEjsYy4mbb0ck1jeFuOnt7e3ujvtp/JO7He1uHmJgYiVIBrVooNzeXU6dOMWXKFL1Grbi4OHr06EFx8Z151JmZmVy5coUFCxZw+fJlvW337NmTM2fOUFVVxbJlyzh69CgeHh5069aNQ4cOYWZmxuzZszl9+nSrqqNevXqRlJTE+++/z8CBA1myZIlk2NUWxMXFkZqayoIFC2jfvj3W1taUl5cbvRYymYwRI0bofV5RUUFiYiLDhw+nvLzcIJDn5+dTVlaGn58fcKcforCwELVajYuLC+np6Xh7e0vrl5aWIpPJEEXxvtKQw+/IkQuCsEQQhIuCIFxsS4D7ubD95BOcm/l/G+3gDAqiMSMD01mzqKysxNMzUYpLurbXxsZGJk+2IiVF1E8Ig4MJt38dj+obeHj0Zf9+a5YuleHu7i5NVRkwYABXr169a1NLaCgolecJCfkFo6JCQ/EsLES2du09r1pYWGi0RiChjRmx7g3m50DHzf5Z8Xvd26ClVC5duqQXsB0cHDh37hy9e/eWsl2NRsPBgwcJCAigd+/e0n2pUqmIiIjgscceY8iQIaSnp+tJPOVyOT/99BPe3t54eXkxcOBADh06xPjx46msrOTs2bM4Ojoybdo09u3bZzA3VBRFrl27xqZNmwgICMDd3Z0OHTq02YMF4MyZM9KDRvd23bFjR4PEKCMjg0uXLjFr1iyD7cfHx9O/f39sbGyoqKgwCOQXLlxg4MCByGQyyVjM1tZWagISBEHymzExMcHS0pKcnBw8PDyorq7+82XkgiBECYJwzcjP9HvZkSiKYaIoDhJFcZAxM6u7oa2TzZzWrMHcSAYpCAJr1qj1JIj5+fnSZPCmT/SaDRuwCwzE5LPPcHFxuUPVREZqDwJut6OX8c47lri5uaFUKvH19SU1NVUyAxt47Ro57u6tHnRwMLi4ODN5ctS9dX0224jHz+GRw8O54e9Pj++//3n7bQLdObeE1ozFzMzM0Gg0v/vYtvvl3m4rmlMqOty6dYvq6mqGDh0qfRYXF4eZmRkPPfSQ1J0piiJHjhyhe/fu+Pr6YmlpSbdu3fTGEdbU1GBubk5BQQGiKDJy5EhUKhWXLl0iMDCQ+Ph4FAoF3bt3p0+fPuzfv19KViorK/nqq6+IiYlhzpw5zJw5k8DAQA4cOHDXQdE6JCQkcO7cORYuXKiX9To5OemJCKqrq4mIiGDGjBkGQbW8vJwff/yR4cOHU11djbm5uZ7GXqVSSWoduJPoCYIgyQ41Gg0ZGRk4ODhIDwGFQoFcLv9FSctvhbsGclEUx4mi2MvIz6Hf4wB10LruNd5dvNAsg2za5Tlv3hnc3dVSvMvNzcXNzY2srCy8vLykTdi89x69b92iYM0aPT7voZ07pSGjq1aJ2NtH8sYbaimAC4JAr169pKaIDk0omNYONze3CytWDL6nOYitnXObERpK15+Zyd8rnKOjKfDyavGh1qNHD5KTk3/z42iK++XebitiYmJwdHTUU25UVFQQGRnJkCFDJPpEoVBw4cIFZs6ciSAIUiC/cuUKhYWFjB8/Xlp/wIABXLp0SUoiLl68yIQJExAEgStXriCTyZg1axanT5+msbFRysRVKhVjxoxBEASio6O5fPkymzZtwtnZmaVLl0oyR19fX/r06UNERMRdE5XExEROnz7NggULDDLophm5eNuBsU+fPkbpmvj4eAYMGNBiNn7lyhU9tY4ukFdWVlJSUkLnzp1RKpXY29vT2NioV+j08PCgsrLyzxfI7xe88YYGJ6fv7znpzM7OxsPDg/r6etzdE0hLa5TiXX19Pebm5lKhTsr6R+8EuRzFokV63LEsJEQq8C1eLLJ1qyuLFqkRBIH27dtTXl5Op06dKPn8c23Dz+jR0vJaLlxjNI4JgkC3bt3IWL/+FzUK3TOCg9tk6Xs33C0bB3BZvx6LVh5qHTt2pOj/8di2uyE3N5dLly4xdepU6VrrCn1DhgyhX79+kifIgQMHmDJlipTR2tvbo1KpOHToEIGBgXp+LJ07d6axsRGlUkljYyMXLlzg4YcfZtq0aURFRd0eTu7II488woEDB/D19aVnz55EREQgCAKTJ09m79697Ny5k/nz5zN27Fi97QOMGTOGuro6vm/lze/GjRucOHGCBQsWGK21NM3Iz5w5Q21tLWPGjDFYrry8XE833pwfF0WRCxcu6GnNdVLkmzdv0rVrV2QyGWlpafj4+EhBvq6ujpKSElxdXf+cGXlrEARhpiAICuBh4KggCMd/ncMyxMSJOXzwgeKek06dMZaJiQmDBg26o1kND4dZs/SaVrRZv4bQ0yMhJ4faSZP0G4uaZL4mJiZ0795d6mJrOpB2yJ492lFUp08THpyDR2gQK1eCUnmaVatSWsxMhu7ZQ+kvaBS6Z/xKihA96WELsAgJwfkuDw3fXbtQGwjh/xj8nvf23dASpdK00CeXy1EoFBw7dgxvb2+9EWwNDQ0UFxfTqVMng45nncrq8uXLJCUlScu4urrSv39/vv32W0Cbudvb23Pq1CnGjRtHTU0NR48eZdeuXTz66KP4+Phw+vRpo5YKMpmMwMBAzp49K3H1TZGWlsaRI0d46qmnDI5Ph44dO1JUVEROTg7ff/89jz/+uNHOyri4OAYOHChJjZsH8vT0dCwsLPQ6uUtLS7G3tzeQHXbt2lVaX6lU4uLigkajQa1W/+Gj3Zrjl6pWIkRRlIuiaCGKYidRFB/9tQ6sOaysrAwkVG2FIAgoFAo8PT3ZskXQJn0rUnm4sJCq1aulIPTqqyV06pTS5gTVy8tLokPMzMwwOXKEOrkcqzFjMLsdtNasaUChaEAUwdW1F1OmnG/RSN9m9eq7Brv7ESXr1+MweXLrmXQbHhruOiXRfXD+v+e9fTfExMTg4OCgR6n89NNPeoU+d3d3EhISyM7OZuLEidJyoihy8OBBBg8eTEVFhdHOzL59+3Lt2jXi4+N56KGHpM9HjRpFbm4uN2/eRBAEpk2bxtWrV8nJyeGhhx5i586dWFlZMWPGDJYsWYKjoyObN282Gqzt7Ox47LHHOHDggF6wz8zM5ODBg8yZM0fPoK05rK2taWhoYPfu3UydOtWoprysrIykpCS9Ls7mgfz8+fMMHjxY7w2yrKwMa2trcnJy6Nq1KyqVisLCQjw8PKSMXEer6LLx+2agxG38aaiVoqKi1tUVRtDQ0CC95imVStzd3W9n3SKhQjAyuZysJUskftzLK5YTJ+oJCtIWRJo/dZsXXK2srPSCct8dO6hrlomPHm2Kg8N+XnnlJrm5zmzaNJvvv//eeOHvV8iQw8LEXy5nvEfIP/kEz7vUAtqEP04zft/CGKVSVVVFREQEM2fOlDL0mpoaCgoKePjhh/XM0aKjo1GpVMyePZuAgACjzTzt2rXD0tKSrKwsuna9Y/pmZmbGtGnTOHr0KHV1ddjY2PDYY4/x2WefERERwcqVK7G1tSUsLIz8/HwmTJjAlClT2Lt3L7GxsQaKrW7dutGrVy+JL1cqlezbt4/AwEA8bosIWkNxcTEODg4GA591iIuLY9CgQXpvh+Xl5VLjUWlpKQqFwsDYrbS0lLKyMjw8PLCwsCAjIwNPT09MTU2lB0HzQH6/4U8TyJt2XjVHS4oWpVIpvULpnA6XLk3Fza2U4PdsISeHktuWnqDV4+q0uU3X1UH7ECjVi1dNNdI2q1fT/nZGqV02h9On4dKlYQwdmoVKpcLMzIyRI0cSExNDfX39r3Bl7kDbZn+I35OdAW33pXCfZNJ/JRijVHQZdv/+/SUjp/LyconiyMrKkta/cuUK169fZ/bs2chkMsmDXEcBNt1PdXU1oihSW6s/gs/b2xsfHx+io6MBrQ2xzhkRYPbs2YwcOZLdu3fz3Xff4e3tzZIlS0hPT+fLL7+kqqpKb3tjx46ltraWw4cPs2vXLqZPny6dR2s4deoUMpmsxX6H0tJSrl+/zsMPP6z3edOM/MKFC/Tr18/AFresrIy8vDxJU67jx5uur1Os3I+FTvgTBfLWnPW0zoaGwSt30yZcH3qImvXrsbKyQq1W4+gYxY8/6id9OvMsExMTiXeT7duH86BBek+Hf/6zFkfHU3rxqlOnTncc2ppklMHB4OSkZOrUg3h6ejJmzBji4uJQqVRYWFgQEBBAzMqVNLZS3NRm16o2Z9cln37K0rqDyDuoft+Y+iCT/k2g0WgYPHiwHqUSHx+PWq1m9OjRgPbNcefOnQwdOpQnn3yS9PR0ysrKyMrK4rvvvmPu3LlShmpiYsK0adM4ceKEHr1x6tQpfH19GT16tMSJN8WECRO4ceMGmZmZ7N+/n8DAQF5++WXOnz/P9u3bcXJyYvny5ZSXl7Np0ybKyspYuHAhHh4ebN68mfT0dGlbMpmMYcOGsXv3bvz8/OjWrdtdr0NiYiI//vgjS5cubdHDPjY2lsGDBxvUanSBuKGhgStXrhjQs7W1tTQ2NpKdnY2fnx+iKJKeno6Pjw8NDQ3U1dVJJny2trYPMvLfEs88c9mox0i/HTuQKZVkrF2Lt7c3JiYm+Pv7S69alZ98gm1gIISHk5OTo5eBe3/6KSbNUtsnnqhk0yaNXrzqHBVFZf/+UjDWvR0AKJUDWby4Mzdu3MDMzIzRo0cTFxdHbW0tVlZWDNu7l9pW0uc33xRQKo+well6m5QcXTZu5K2qHeTY9HgQU/8CMDc31+Nzs7KyOHfuHI8//jgmJiY0NjayZ88eunTpwsMPP4yFhQX9+/cnKiqKffv2MWvWLANffnd3d/z9/fnuu+8Ararr6tWrTJ06lfHjx5OdnW1gV2tlZcXEiRN5//33EUWRESNG4O7uzuLFi+nduzdffPEF8fHxTJs2jXHjxrFv3z6OHz/O8OHDmTVrFl9//TXR0dFoNBpu3rzJkSNHeOGFF0hJSSEpKanVa5Cdnc3x48eZO3euxF837VIFrT3EzZs3DbLxxsZGVCoVtra2XLt2DblcLr1961BaWoooijg6OtK+fXtp2x07dpRoGYVCIVE/VVVV911XJ/xJAnlr+tPs7Gy6dr3TldmUZrG+PQSh5OmncXBwoKCggE6dOmFqakp4OHT/2zjiCyZCaKjeLwsw6kliYWFhkEGYv/023Zo4/WmbjnIIDdVyjIMGDZJsMc3NzRk9ejSx//gHtXI5NmPHYttsH02PPzgYOpk48S/N2rZxJfc64/MB/jRQqVQcPHhQMpvSUSy2trZ6wxJ69uzJwYMH6du3b4st8WPHjiU9PZ2UlBQiIiKYOnUqNjY2mJubM336dI4ePWpQkLe3t8fExITc3FxiY2Opq6vDxMSEwYMH8/zzz6NSqdiwYQNqtZrly5dTV1fHp59+iiiKLFu2DKVSyRtvvMHevXuZN28eI0aMYP78+Rw7dsyA6tGhtLSUvXv3MnPmTJydnREEQRoD2BS6bLy5dXVFRQXt2rVDEASpyNkcZWVlVFVVSbSKLhsXBMGg0Am/rIP5t8SfIpC3xo8DDB8+XPq3nvlVUBBidjZMm4YgCGRkZEiTPkJCbpGr8WKd7B0IDpaoFQm36YJwgqTAasyzoXnwDAmR4eBwhkWLrkiL9OrVi5qaGn766SfMzc0ZtX8/JbeLoronkC6Ar1wJCsVV1qzRFl3zN6XygjyqbcH5AcXxl4WlpSUzZszA19dXGoRcU1MjNf2AVhCwf/9+xo4dy40bNwz4aR0sLCyYNGkS77//Pu7u7pLkDrRKrO7du+tRLDpXxeeee44XXniB4uJiPvnkE86ePUtjYyM2NjbMmDGDwMBA4uLi2L9/PyNGjGDKlCkcOnSIvXv3Ul1djUwmo7Gxkby8PERRxMXFhaeffpoTJ04YjPWrra1l165dBAQE6BVgdTNFdSgpKSElJcUgGwd9fruurk5vO03XLysrk66BMX78QSC/Cxyjo9vUAFJUVGTwiqiDQqGQiiVqtZo5c+LR9eJ4eMCHH5ZIDQa6sWRqtZqxY7/GzU0keKMbFbNnt/i6pPX4riU0VPuEN7DebBY8g4IgLW08I0cW6SlT+vXrR2lpKdnvvotFdTVuHTpIjUJ3AngGGo0aZ2eY6PUmoo7q+QOCsxgW9qA55z6CIAhSEnLmzBkyMjKYM2eOnipr+/btjBo1isWLF9O3b1927NhhULwE7RDtxMREPVvnphg3bpwexZKQkICZmRl9+/bFwcGBWbNmsWDBAjIyMvjkk0+4dOkSGo0GT09Pli5dSrdu3di6dStXr16lY8eOnD17lhs3bjBt2jSef/55Ll++zI4dOygrK8PZ2ZmFCxcSHR3NpUuXAO2DY//+/Xh5eek17oC2+JqXlye9McTExDBkyBCjum5dV6cxyaEOGRkZWFtb4+TkJHHlunhSVlaGpaUllZWVkr79QbHTCLqHh2O0StkMOtmRMajVaqlAmZaWxkMPFZGTA6dOaUe7vfuu1gCopqZG75c9Z447mZlmBAXdEf8bw2OPHcPNTTtZyGggN4IOHTowYsQI4uPj9WihgQMHovnoIygrAxsbCAqS1C0ajYZOneqYOXMH2dnd+SBjK8LvLT9pgtzVqzmtUBD7v//b6iCBB/j94eDgwPz586X7OS0tjV27djFt2jT69+8PwMiRI/Hy8mLXrl16v7+ioiK2bNmCtbU1b731Frdu3ZICqA5NKZbCwkJOnz6tZ9IF2iL/3LlzCQwMJDExkU8//ZSkpCTpgePm5saxY8eIj49n9uzZvPrqq1y/fp0DBw4wevRounTpQlhYGAkJCTg6OrJw4UJiYmK4ePEix48fRxRFJk2aZBB8zczM8PLyIjU1leLiYlJTU/W0701RXl6Oubk5qamp9OvXz+gyycnJ+Pv7IwgCOTk5ODk5SRRNeXk5tbW1uLm5SW/rDzJyY2gjp6tWqw3afkGbWTTVzKpUKslHYuHCi7jbl/FMzQdYffklaWlpUrAuLCykW7dukgyppV9OQ0MDw4fXkJamDfgajcZoN5kx+aOlpSV9+vThwoULest6hYYSZvcaHtU37vDgncp5/PFdKBRd+btnBgVeXrQbO7bFaxMeDu72CsI7rPjNMmb3NWsY4e6O5umnCQ6+1KK9wAP8/ujevbuUUCQmJhIREcGcOXMknhe0GfzEiROxt7dn3759qNVqbt68ybZt23jooYeYNm0aNjY2zJ49m6ioKJRKpd4+dBTLe++9R9++fVvsuPTw8GDhwoVMmjSJqKgoXn75ZdatW4eHhweffvopa9eulbjuLl26MGLECI4dO0Z2djbTpk0jISGBL7/8ElNTUxYuXMjOnTuJjIxkwoQJLarUdPRKTEwMQ4cObbHLsry8nNzcXPz9/Q34c0DSsuv823X8eNP1q6urJVpFN4DlQSBvjl/I6Tb3Ga+srMTOzo76+no6doznJ5vevFu1m/AVqYwbV87+/dqK9U8//SS9PolhYdjdVq40D8gqlYqePXtqb4LbczuNRbM1a1Ta1v5mybOTkxPt27cnLS1N75xDbd9FUXqO1aurbptm9eTFF/1JXruWPm+9hUd+vh5/3hTh4bB8OeSWuxNa9pLRjF2zeTNKNzctPdIcbbWRDArCVKFg9L//zZdfDkWpNLkfOucfoAnUajWJiYmS1K85BEFg+vTpaDQa3nvvPY4cOcLcuXMl1z/QqjN0RljN2+t79uxJUVGR5K7YGqqqqqQBFr169eL8+fPExsYik8l4/PHHWbRoEUVFRRw/fpxevXrh5ubG4cOHkcvluLq6snnzZiIjI3FxceGRRx5h+/bt7Nu3z6jnuc6xMSUlpcVsHLTF0oyMjBY7wi9dukRDQ4M0kKJ5IC8rK5MahUDbdGVhYXFfDV3W4b4vdramWNGpUAC9YqWJiQlDhgzBdNUqBLmcVer5FBYKUiBqmuELb75Jn9tT5tesqUOhUEvLpaSk3FGphIYyoLDQaOB8+eVSnJzOGH2x6N69O8WffaZnhhUSIsPJyZYZM05Kx9u/f38sNm1Co1aDTNZiJr5siRq1WoUMDcH2nxhdrjY0lO/y8nj9lZPI5Y36MTs0lFSFguRVq6SmjrvhgRjm/oRMJmP+/PktZsu6ZZycnEhPT6dnz54GTW6gdZ709/fXs6QFbafk8uXLcXV1ZdOmTaSmphqsW1VVxVdffcUPP/zAggULWLBgAYsWLeK5555DFEW2bNnCl19+SVFRETNmzGDRokWUl5dz/vx5+vTpQ21trcSxx8bGUltbK1E77u7uHDhwgC1btpCUlCQdm0wmo6ioCAsLC4PmnqZISUmhU6dORud11tTUcPLkSfr160djYyNVVVWUlpZKDUcajUayNNBds/uVVoE/QSCvrq5usSjT1HVP13kFWkmil5cXJkuXkn/hAiMnRuPiIic4WL9lF9CLUtOnH8fdXSMFrJqamjv7Dg7GqoVo9swzZnz4YRbPPWd8iMTQL7/ErAnfHRQEt24NYcWKvtJUIQDfN9/ERC6HjRuNZuLLljSgoQQZZmy0/ydBpev0lwsPJ9/Nje3uq1glU7JV3I5Saar/7AkOxlcux+yllwgLC+OddzLumqA/EMP8eREfH09aWhrvvPMOycnJLQ7weOSRRxBFkVOnTgHaImBpaSmDBg1i3LhxBAYGcvToUY4ePSpx7klJSWzatAknJyeCgoL0vFIcHByYMGECf//73+nduzfx8fF89NFHXL9+nfHjx/Pcc89RW1tLSkoK5eXlpKen4+npiYuLC4WFhRw/fpwzZ87g6+uLj48PZ8+e5eOPP2b//v188sknjB07lvbt27N161ajk7h0c0JHjhxp9Hyjo6Pp1asXHTt2pKGhQRqmocu2KyoqEEWRDh06SLTMg0D+C1BYWGhUsdL8ojZt6NH5jAM0fP45E74LRbH6OEFBRuZT3o5SdU8/Te/euWRlmRAUpA3iLTkfNoeTk5PBvEBowmLctsVt+hDQ+URbWFiQsnbtnS6iZvvQbWPFy0VoKMUEezYKL2gn3TfbmWrZMj7KG8RLF4agULsgmlsaZtK3z8Pnf/+XV155hfXrHdpSb36APyEuXLhAQkICCxYswNnZmTlz5nDkyBHy8vIMljUxMZEKlzdu3CAqKooxY8ZIga1z584sW7aM+vp6NmzYwIYNGzh58iRz5szhkUceMVrDAiS1y+LFi5k7dy7l5eWsX7+ekydP4ufnh52dHaIo4uPjg52dHSYmJjQ0NFBTU4OpqSk//fQTFy5coLy8nOLiYiIjI6Xh0DNmzKBfv35s27aNmJgYvfmjiYmJWFhYGA28CoWClJQUxowZg5mZGQ0NDUb58YaGBj3K6n5VrMCfIJAXbdlCx6FDDVLGpppw0C9ENs3Ulf/5D4+UlUnDE1qyXK2trWXYsGHSNvRoFSNoTjXrbESbYvXqEq1B121bXGMPgR49emD/6actqne0qpYaRJUaNwrZJLxI0OZBBtva+D9XcdJE8i7vo2EAMpkJ69Y12W14OKJcTsPGjRJdJQgCq1fbPaBN/oJITEwkLi6Op59+WnoDdXV1ZerUqezZs8corWZjY8MTTzzBZ599RllZmZ41AGgL+Drd+pUrVzA1NaWwsLDNqiYXFxemTZvGyy+/jEajITQ0lIsXL9KvXz/Gjx/PxIkT9dRjuodDQUEBFy5cQKlU4unpiZeXFxkZGWzatIm0tDQmTZqEQqFg8+bNKJVKFAoFJ06c4NVXXyUyMlJvHqxOEz9+/HgsLS0xMzOjvr7eKD9eX1+vF8jv165O+BME8q7bt2NhRIbXtElI18HV/HOAhmeewft2pGo6Lag5UlJS9DJ1Y5NFmkIbYCulw/Lw8CAnJ0dvmcWLlXTseIJVq1qfjOK8Zk2LJHRwMDjaHOZ9q7dRdggwGsRFUSSkdirVDAD8kMmasTPh4WiWLSNWqeTwG2+wZcsW1q1TtvQS8AB/ciQnJ0tDGpq3pPfs2ZMBAwbw1VdfGR2t5+7ujqWlJSUlJUYbinSF+/Xr1zNu3DiuX7/OBx98wHfffdemAdolJSUcOHCAoqIi3nnnHf7zn//g6+tLZmYmR48eJTExEXd3d0aPHk2PHj3Izs6WhsP4+/sjk8koKSmhqKgIlUpFdnY2Bw4coKKiAmdnZ8LCwnjrrbeYOHEigwYNIiAggD179kgGdQkJCZibm0sOiGZmZuTn52Nubq53rXSKlaY1hQfUyi9Ah9tt9k2DXPMCaFMdeNPOrNraWiwCA6VI1VSC2Dyj1vmfANRv3IjZbSVLS1i5sgZHx3jpsGQymYFt5+uvexMermLRorvMomyFtnnuOQ0nbP6H51QfS9rzpti8WYOb/Q1GyFKxx5IO1rWGFPvKlSRqNCiBz+XTeeWVIaxc6aZ9CVhZ9aDx5y8EURRJSEhg3rx5LTbRjRw5Ent7ew4dOmTwt5SWloa7uzuTJk1ix44deq369fX1HDlyhClTpmBhYYGvry9PPfUUixcvRhRFwsPD2bVrF2lpaQbbbWho4NSpU2zZsgVvb2+WLVuGl5cX9vb29O/fn8cff5xXX32VuXPn4uTkRFJSEuHh4ZSUlBAYGCj5u1hbW0sGenV1dRQXF1NVVUVqaionT54c1tSQAAAbfklEQVSUKJUjR45w/vx5Bg4ciIuLC5GRkVRVVRlo4s3NzcnMzDToI8nLy0Mmk+lZZz8I5L8ERoJcSUmJ3jiophdYpVJJ1ElGRsYdi8zwcErHjsXhwAEAgoPTJTajtrb2zuQgoGHtWvxbUKjoMGtWGZs2VesFTDs7O8rKyqT/t7W15ZFHHiEhIeFnn76JiQkD1q7VFkGNZOxvvHaY/AoPLqhnUCrvQ0m1pd4xiWFhXC0t5QzwhclAIhNnUFXVAxC04hgxlJu3G3+OHTvGhg2qB3H9TwxBEJg3b55UI2ppmenTp1NcXEx8fLzed3FxcYwYMYKAgAB8fHzYtWuXlM2ePn0aT09Pg6DXtLDZvXt3oqOj+eSTTzhz5gwqlYqUlBQ+/fRTCgsLWbZsGcOHDzcq4RMEAWdnZ9zd3SkrK+Oll15i9erVuLu7U1VVRWZmJtbW1nh5eeHq6ioVV3VcenJysrTdgoICIiMjWb9+Pd26daO4uJiPP/6YPn366Kl8zMzMyMzMNPClycjIwMvLS68h6UEg/5WR8d//4jV+PISHo1arJdlhY2Oj3g1SVFR0J+CHhuJ9OzgXFhYyYcJpKdFvXgBt6iveEhwcHPQGNgN0jY2lrEcPvSjYrl07ZDJZq6+d2nmeYsvBs5WM/Q3ZSdwpIVhYa3i84eHkLlvGFeAw/Tih+TfwGGCOIGjplxnjMsgXBJTdunHoUA0vvZT3oPj5J0dbpteYmZkxd+5cLly4IA29zsrKoqqqSup0nDBhAo6OjuzduxeFQsHVq1d59NGWByWZmZkxYMAAlixZwsyZM8nKymL58uWEhoZKE47UanWrkuLExET27NnD9OnTGTZsGHK5nOHDhzNv3jxWrFhBYGAg3bp1kyYGWVpaolQqad++PX5+fri7u1NeXk5JSQl5eXlcu3aNsLAwMjMzuXjxInl5eXrFXkEQyM/PN/hb1k0Laoq/bLFTEIT3BUFIFgQhURCECEEQWna2+hUh37YN69xcCA0lOztbUow0bRBqWtADIDhYy3cFB9PY2MgLL/SWYmNpaak+l9gGvV19fb1eFg+wc1U2AfnnCV+hr7fVTSpvCaGhoFSe+1nB8+X3e6GQjzDkzsPDaVy2jGuiSBGQ0G4DIqMRBOjQATZvhqDYBWTt389PokjIWRs2b3ZAFD0RBAgeHUuyiwtfP/88//u/Fw316H9x/FH39u+Jdu3aMXv2bCIjI8nPzyc+Pp7hw4dLiZEgCDz22GMIgsBbb73F6NGjW5QCN4UgCNjY2FBSUsLkyZNZsWIFcrmcK1eusHXrVtatW8cXX3zBd999x7Vr1yguLkaj0XDq1ClOnjzJwoUL9ZVlt2FiYoKrqysPP/wwTz75JMOGDUOj0TBy5EhGjBiBi4sLLi4uODg4YG1tTXV1NZWVlaSlpXHy5EnMzc25evUqH3zwAXv27KGgoIBbt25hYWGh97csiiK5ubl6ZmJwfxc7jWuG2o7vgH+KotgoCMJ7wD+Blb/8sFqHy5o12ugXHIxSqZRm9OXl5UlOiIWFhfqNEkFBUqDL+OEHyYynsbGxRelUc4SHS7tlxgx9ewCA1eJL5OJKqBBM00eATCbDx8fHUPp4G8HBsHJlMi+84AYYyhib7n/NGjUhIbI7MbvJeektuyKVYM1pVrCFoI8G0t5qmHTsOhVL0pdfcgb4Eh9S1eOAwYApdnYw4/BjXC4v5+stqXze0ADUs3KlafNnhf42/1r4Q+7t3xvu7u5MnjyZzZs3Y2ZmxuzZs/W+NzExoU+fPpw5c4bz58/TuXPnVhuQQPuG+/XXXzNmzBgGDhxo8IZQVVUlZcZJSUmS+2FjYyMBAQGcPHkSS0tLrKyssLKy0vu3lZUVFRUVnD59GltbW1555RUpCdNNCbp27RqZmZm0b9+e9PR0ioqKpPUqKyuxtrYmNzeXqKgoamtrsbGxYevWrQwfPpxu3bpRUVFBTU2NniquoaEBtVptkLzdLxBae825pw0JwkwgUBTFp+627KBBg8SLFy/+8p2Gh5O0ahX+b74JQUHExcUREBAAwLlz5+jXr5/RCx8bGys1CqSlpWFtbd0qp6iDhwcoFPXI5eacPaukvr5e75e9dm0KH3+cz1tvjTQa2K4EB9Nv2zajkS83N5eKigqDLKAp5PJalMrryOUDaCaQMYCbfSZ55Z2Rd6gmp8TwdbC8Qwfiy8r4v/bOPCiqK9/j34OoIIsSka0b8BnLJE4gJhqtVD0jRo1W4oTnGGOURPOsYSapLMOzaipmEQ0aF0AfJGbQRmWsKY0J+iSJY1TEBREBWVxARRCRRUFWWWzaXn7vj6ax2769SUPTzflU3Sroe++5v9P143sPv3PO71cMYP2QlehQfg1A/QexY+pOBOVF4ls8gywsBRAFwBOjRgEtscn49YsvkPbMX7En5xOoVP4Qi2HSnv6EMVZARFOs2F7/+3Y/QkT48ssvMXToUERHR+sNbHbv3o2pU6dCLpcjPT0dYWFhgtkEiQhZWVnIy8vDokWLBPdWPI5cLsfPP/8MhUKBmTNnQqVSQSqVQiqVoqurS+/nmpoaXLlyBV5eXpgwYQK8vb0xevRoncPT0xMtLS3Iy8vDv/71LyiVSri7u6OlpQUPHjyAQqGAXC5Hc3Mzhg8fjnHjxsHV1RWenp4Qi8UYPnw4cnJyEBkZiVdeeQWurq5oaWnBnj17EBUVZdXv3lIM+XZvR+TarADwkxXbM01MDP7QXdSh5e23dZYdCoU+gMfi5lALqEb8TbFyZRM2bixHdPQ0wfYjI0di0qQbmD9f+P5JKSmP1os/JuT+/v4oLy83KuQrVlzHP/5Ri+jol4zamZubi4XvNyAtbSyiowViesnJuNraCk8ADUMXYMiIGLg+dIOLC7B5wi68lBuJFADnMBbAmwDU65Bj52ci+69/xUe0HHeyZwPw08smIJEQ1q1jjjZK73/f7kc0OyhHjBiBw4cPIzw8XGfHdFtbGyZOnAgnJycEBQXh4MGDKC8vR3h4eE+oRSaTIS0tDe3t7YiMjDQrS6gm5/ioUaMQHh5uModJbW0t9u3bhw0bNiAwMBAtLS1oampCc3Mz6uvrcfXqVTQ1NUEqlcLNzQ1lZWWYPn06Xn75ZTQ3N6OoqAi3bt1CQ0MDKioqejKnVlVVgTGGIUOGIDs7G4wxPPvsszh27BhOnjyJ2bNnIzg42GAG1gEBERk9AJwAUCxwhGtd8xWAQ+ge4Rto5y8A8gHkBwUFkVWQSIjEYiKJhMrXr6fOgAAiiYRkMhmdP39e8Jbz58+TTCbruT9nzBh1O2Zw9OhRKiwsJCKia9euUUNDg941mZmZZtkrRPbnn5NCJDJ4/vbGjVTp52fU3ra2Njpx4gQ1NjYatkMspkaAdjBGPh5ZBKjNIiLqACgeoEkIJuAnAogAovemlVI1QAF4gYAPCJAT8MgU1Y4dFOL0IwElOu3ZAgD5ZMKvaaD7dj9RX19PmzdvpubmZpLJZJSUlETnzp3rOf/zzz/r/S0pFApKT0+n+Ph4Kisro8bGRtq2bRv9+uuvJJfLzXpue3s7JSUl0ZEjR0ilUpllZ1xcHF2/ft3ktZ2dnbR161ZKSkqio0eP0q5du+jbb7+lxMRE2rVrF61cuZKWLl1Ky5YtowULFtCMGTNo2rRp9Nxzz1FwcDBNnDiRJk2aRC+//DLNnDmTwsPDKS4uzqx+9TWGfNuks5s6AHwA4DyAEebeM3nyZOv3UCwmjYJcv36d6urqBC/TEVqte8whMzOzx+kuRUdTW/eLQ5v8/Hzq6OjQu9eEhhMRkUokMmpPS0AASY3ZK5HQJR8fUmzfbvC8VCSic3PnUs6YMVS9ebOuXRIJnegW8lGIJUClFvH3iBQuLjQF4wgIJaCJACJn50dN+yODgP8mQKYj8LbAXCE3dQwY3+4jFAoFJSUlUUFBQc9nra2tFB8fTzdu3KDm5mbatGkTdXV1Cd5fUVFB33zzDa1YsYKOHz9u9nNbWlrou+++o1OnTpkl4s3NzbRlyxa6dOmSyWtVKhUdOHCAfvrpJ522lUol1dXVUWFhIRUWFpJMJqO2tja6ePEi7d27l6Kiomj79u2UkpJCn3zyCc2YMYNCQkJo/PjxFBoaSqWlpWb3ry/pEyEHMA/AVQBjLLmvT5xdS5Ey//53tSg+piYtLS26zmCOunYjl8t1RipykYhUAqLa1NRExcXFevf7+ZURoDD+zjBlj6nzpl5MYjHdBOiBSCTYdquTE6UDdMzJiZKWZugI/D6AnBFCQE7PKF1jxiTPHAICCdhBgIqmTTPSx37AGkI+oHy7jzhx4gTt27dPT0yrqqooNjaW9u/fb1KgU1JS6Pvvv6f4+HhKSUmhkpISUigUBq9vaGigrVu3GvyP+XHa2tooISGB8vLyzLo+IyODkpOT6eHDh2Zdr0GlUul8D/fv36dz587Rhg0b6NChQxa11Zf0lZCXA6gGcLH72G7OfX3t7EoDI9vc3FySSqVmt6Otm6WlpXT37l29k5L3zuhoq0qlorNnz+q1tWpVDnl7H+vbkWpvXgRiMZUAJHdy0n8BjhxJkQD9DXNpFJrIy+vRJcrt2wl4gYCJBChp7Fgr9+kJsJKQD0jfthZVVVUUFxdH7e3tgudzc3NpyZIlguFDDXV1dRQfH09yuZwUCgVduXKFdu/eTVu2bKHTp09TW1ubzvW1tbUUFxdHRUVFZtnY2dlJP/zwg/FwpRZFRUWUkJAg+B+xo9BnoZUnOfrc2Q0I1pkzZyxqRj3AVY+itcMq2vj63iBAqfPOEBLytrY2On36tEXP71cMibxEQhkA1QHq/0C0zkskRJ7YTMAYAm7TNGT3s9HCWCu08iSHvQh5bW0tlZWVGTxfXl5OH330kdER+YEDBygrK0vv87q6Ovrtt99o48aNlJqaSpWVlVRRUUGxsbF07do1s+zr6uoiiURCx48fNyv8omn/3r17ZrVvrxjybbvc2WkSgQ097e3tFi/m//Ofr8LP7w6+/loFxpjgjrk33jgPf/9GnZUbXhkZkGoVkgDUmy/c3NwMVjYH1Cs+bLY93tAmqJgYhAHwHTIETCLROR/9WTHakANv7AQhGDmS4n41mfPkBAQEGKxTCwCVlZV48803cfHiRdTX1+udb25uxs2bNzFliv4qT19fX8yfPx9RUVEIDAzE3r17sXr1aoSEhBjNKKpBoVBg//798PPzw+zZs03uVG1oaMCBAwewaNEig/llHB3HFHIBSjdtwoT5881WSYVCAW/vUygtHYl586oFS2kRESIiRLh500NH//6wcydcBTI2Pv/88yguNix2q1df0qlQZGuSk4HAzmvYNervesUu7m3Zgpe63scYfIAN+A1wdXWo9YaDnVu3buG5557DzJkzcfjwYU24qYfs7GxMmTLF6AYZFxcXTJ06FQEBAQgPD0dtbS22bduGwsJCndzh2iiVSqSmpsLNzU2v4LMQHR0d2LdvH+bMmaO3zX4wMWiE/Ol//hNu3dv6zaG1tRXTp0+Hh4cHqquFhZwx1rPrTAcDtdFcXFwgk8n0siRqeOut6/D1rRgwucG/+aYLNS2EGPdYPZFujovDKlzEPYQjcsQ+IDHRRlZyrM3Dhw9x7949BAYGYvLkySAinRQT7e3tKCkpwbRp00y2VVZWho6ODixcuBArVqzAW2+9hZKSEiQmJiI3N1cnlzkR4ZdffoFKpcKCBQsMFl/WIJfL8eOPPyI0NBSTJk168g47AINGyIXS4Rrj6tWr6uRBO3fC5+234bRrl/kPM5Kr5emnn8bNmzcFb/voowm4ccN3QAxs6+rqEBa2ByKRq95XRkS4ExGB6WIxIJEAnZ18NO5AVFVVwd/fH0OHDgVjDH/84x9x8uTJngLMOTk5CAkJMZl3RaVSIT09Ha+//jqcnJzAGMPYsWPx/vvvY/HixaisrERCQgLOnj0LqVSK33//Hffv38c777xjcnMQEeHQoUMYPXo0wsLCrNV1u2XQCLklhSelUimGDRumdqaYGEzo3j1qDURHjsD51VcFQzzu7u6QyWQG7zWZJdFKEKnrHa5fPxc1Nc56X1nD1q145scfHTbJymBHk8JVg6+vL1544QUcO3asp1iyJr+RMQoKCuDu7i6YX0gkEmHx4sVYvnw5GhoasGrVKhw5cgSvvfaa0YLKGtLT09HZ2dmT1GuwM3iE3AIuX76M0NBQ9S9WLiHP1q3Df9TVCb4YXF1d8eDBA4P3rl3bidrasj6PoWtGXIZijj4JCRDdvctz3ToolZWVOjmEACAsLAy3b99GWloaJkyYoJMOQwiZTIYzZ85g7ty5RoXWx8cHb7zxBp566im89tprOHjwIHbs2IG8vDydohba5Ofno7S0FO+++67ZCe8cHS7kj6FUKiGTyR7V9TQyktfOha6N0dUnRl4MrqmpkArUJ9WwcOEZ+Pi0910MPTkZxX5+8D11yvjsv5VfbpyBg0wmQ0NDg06JM0BdSWfu3LlIS0vD5MmTTbaTlZWF8ePHw8/Pz+S1Fy5cQEhICP70pz8hKioKs2fPRnV1NRITE5GamoqysrKeeaXy8nKcPn0aERER+nNTgxmhNYl9fQzktbaXL182uglCm7bvvqOLPj56a6/9/e8Q0GhxvhGFSGR0C35mZqbJDU0WbFbVv1YspnZbJ0qxAuDryJ+YGzduUEpKiuC56upq+vjjjyklJcVoTpXW1lbatGkT3b9/3+TzZDKZwfXfUqmULly4QBKJhOLj4yk1NZU2btxIt2/fNrs/joYh3+Yjci2ICI2NjTp1+owxYvNmPHvvnl6I4dNPZfDy+t1k0eXHGbJmDVxMjHQNFY/WsHZtG2pqmoxGPRQKBSoqKrB6daluNaDoaLjzkfag5tatW3phFQ1VVVWYN28e3NzccOjQIb0liRoyMjIwdepUszIgFhQUIDg4WPA/QBcXF0yZMgWRkZFYtmwZvL29sWTJErPS4w42uJBrURMbi6ClS81eaz5kzRoMFxC+qChfpKUFWT4PaCSM07ltG8YsWmTUtqamJkyfngKRyNOgFhMRioqKcObMGaxeHaQbIbFgQpjjmFRWVhqcG6mqqsLYsWOxYMECdHZ24ujRo3piXltbi1u3bvUUeDGGQqFAdnZ2T20AY4wZMwZhYWE9FcA4unAh10L0/fcYZ2AiUpvk5O7C8xAWPldXVzg7Oxvc9PAkuG3ejGdNrJ4pKSlBfPxC1NQMFdTixsZGZGRkIDg4GMuXL8fHH7ty3eb00NXVhcbGRohEIr1zRNRTVtHZ2RnvvvsuKisrce7cOZ1rjh8/jrCwML3qWUIUFRXB39/frDg6xzhcyLVwWrMGzERoQS6XIzq6wmSB4qCgIFRbs2yOsQnG5GRc8fPD2OxsvUkqACCJBDk+PqhKSMCsWbPg4+NjcrMFZ/AxfPhwfPjhh4IrQZqamjBs2LCecImLiwsiIiKQn5+PS5cuAQBKS0shlUrx4osvmnyWUqlEVlaWWaNxjmn4X7M2JkILSqUSO3fuxGefOZlctBHw73+j45VXrJc4xZhtMTF4ur4eQT/8IHgrW7cOoQ0NeGnPHr7mlmMQxpjBKjjaRc41eHp6IiIiAunp6SgtLdXZ/GOKy5cvw9vbW3DgwbEcLuQWUFBQgDlz5mDVqmCTIQmn9esR8lgopCckY+0NPdHRGGHszWLqPIdjAiEhB9Sx68WLFyM5ORmurq5GE3FpUKlUOHv2LB+NWxEu5ObQvb56dHo6xo8fb96oViAUEhMD1NRcwtq1961rn6lJSj6JyeklhoQcAAIDA7F27VosW7bMrLaKi4vh4eHBJy6tCBdyc4iJwcj6ejy9fbv59wiIZ3Q04OfnhZniGKgeS3PL4QxUOjo6IJVKjW4Sc3d3N2uCk4j4aLwP4EJuDtHRCLRCaCIyErhzJxBJNfvhJJDmlsMZiGiyf1pjfuXatWsYNmwYxo0bZwXLOBq4kJuDFUMTjDF4WJiJkcOxJcbCKpZARMjMzMSrr77KJ92tTK+EnDG2jjF2mTF2kTF2nDEWYC3DHBojL4bWxER8N+pvCHyqg0debAj37UdUVVUJ5uO3lI6ODowePdqsKkEcy+jtiDyOiEKJaBKAwwD4ELOXsNhYxN5fiZoWdx55sS3ct/GoyITQJiFL8fDwwKJFi/hovA/olZATUZvWr24ALEsu4ggkJ+N/R34KsVe7VUbQI9euxZpRP0Ds1cEjLzaE+7aa2tpa+Pn58XSxAx2hTFqWHAC+BVANoBjAGHPusfcMcTqIxeSD3wlo7/OkgfKkJPqnlxf9z6ytJBJ1mZXhcDACK2U/HPS+TURKpZLa29ttbQanG0O+zchABjMNjLETAISSIXxFRL9oXfcFABciWmOgnb8A+Ev3r88AKDX7bfNkeANo7ONnwBfwdoa3+C4CoEJ9DVDfF8/0BtD4AhDqDAy9jBDIMQyAQg5cuqyxww8IqAPu1AONgK834BcA1N3xRT10z+n0oOe6PrJdsC99/IxgIjJZTp379oDAUfrSX/0Q9G2TQm4ujLEgAEeI6HmrNNhLGGP5RDTF1nZYA94X28J9u+9wlL7Yuh+9XbWiXYwvHMD13pnD4QwMuG9z7InezmBsYow9A0AF4DaAD3tvEoczIOC+zbEbeiXkRLTQWob0ARJbG2BFeF/6Ge7b/Yaj9MWm/bBajJzD4XA4toFv0edwOBw7x6GFnDEWxxi73r3V+hBjbJStbbIUxtg8xlgpY6ycMbbK1vY8CYyxQMbYKcbYVcZYCWPsb7a2yd6xd992BL8GBo5vO3RohTH2OoCTRKRgjG0GACL63MZmmQ1jbAiAGwDmAKgBcAHAEiK6alPDLIQx5g/An4gKGWMeAAoA/Je99WMgYc++7Sh+DQwc33boETkRHSciRfevOQDsra7UVADlRFRBRA8B7Id6KZxdQUR3iaiw++d2ANcA9D55xyDGzn3bIfwaGDi+7dBC/hgrAPxuayMsRAT1FnENNbBzAWSMjQXwIoBc21riUNibbzucXwO29W27z4RjzjZrxthXABQA9vanbRxdGGPuAA4CiCLdpFQcAbhv2w+29m27F3Iimm3sPGPsAwDzAcwi+5sQqAWgnQha3P2Z3cEYGwq1o+8lov+ztT32gAP7tsP4NTAwfNvRJzvnAdgKYAYRNdjaHkthjDlDPSk0C2pHvwBgKRGV2NQwC2HqBNR7ADQTUZSt7XEE7Nm3HcWvgYHj244u5OUAhgNo6v4oh4jsaqs1Y+wNAAkAhgDYTUTf2tgki2GM/SeAswCuQL3lHQC+JKIjtrPKvrF333YEvwYGjm87tJBzOBzOYGAwrVrhcDgch4QLOYfD4dg5XMg5HA7HzuFCzuFwOHYOF3IOh8Oxc7iQczgcjp3DhZzD4XDsHC7kHA6HY+f8P1BxKjPyqhqOAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXIAAADSCAYAAABXT0tTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOydd3hURduH79lN7wkhJGETQgpdQAm9igX0RQR7B9Rgxwb4opCQgAV98RMbJSAICCIoioIUQXqTjtRASEg2vWyyu+m78/1xNmsICQQIJbj3deXK7jlz5sw5O/M7z3nmmRkhpcSGDRs2bDRcVNe7ADZs2LBh48qwCbkNGzZsNHBsQm7Dhg0bDRybkNuwYcNGA8cm5DZs2LDRwLEJuQ0bNmw0cBqMkAshkoQQd17vcjQUhBCNhRDHhRDO17ssl4MQYqoQ4qXrXY5rgRCitxDixAX2zxNCTL6WZboRuFGvWwgxUQix8DKP7SmESBBCGIQQQ+qrTA1GyG8khBC3CSE2W36MTCHE69fgnIZqfyYhxBcXOOS/wDwpZbHl+I1CiBIhRFCVPO8UQiRV+d5LCLFdCFEghMgTQmwTQnS27BtuOWfVMnxZh3J3EUKsEkLoLHnuFkKMsOzrJ4RIreXQ/wHvCiEcLnpzGjhSyi1SypbXuxxXEyGEFEKEX2D/cCHE1mtZputEHPCllNJNSvlz9Z2X0c4Bm5BfECGEXQ3bfIHVwEygERAOrL2EPJtcTlksP7yblNIN8AeKgaW1nMMRGAZUtxqMwIRajvEAfgO+AHyApkAsUFol2Y6q5ZBSvnqhMgshugMbgE0o96kR8BJwz4WOA5BSpgPHgcEXS9uQqamOXW9uxDLdRDQDjtS281LaeVUapJBbrLwdFisvXQjxZaXlJoT4SggxtVr6FUKINy2fA4UQPwohsoUQZ4QQo6qkmyiEWCaEWCiEKASG13D6t4A1UsrvpJSlUkq9lPLYJRR/ohDiqBBijBDC/5IvXuFBIAvYUsv+roBOSlnd2v0ceFwIEVbDMS0ApJSLpZQmKWWxlHKtlPLQZZYR4BPgWynlFClljlTYK6V8pI7HbwT+cwXnvy5Y3tj2CyH0QoilQogllS6CyrcQIcQ7QogMYG71NxMhxK1CiH2W45cAThc4V7IQopPl85MWy7et5ftzQoifLZ9rbTOW/VII8YoQIgFIqLJtlBAiUQiRI4T4RAhRo2ZcpE1utiQ7aLEyH612bGtgBtDdsl9XZbe3EGKl5V7sqlp3hRCthBDrLG96J4QQtdYrIYSnEGKOpWxaIcRkIYTasm+4EGKrEOJ/Qoh8iy7cU+XY5kKITZYyrAN8azuPJX2UEOKUpVwrhBCBlu2ngVDgV8t1Ol4oHy7ezq00SCEHTMCbKDe0O3AH8LJl37coYqUCqwV9J7DIsu1X4CCKxXkH8IYQYkCVvO8HlgFewHc1nLsbkCcUF0SWEOJXIUTwJZT9FWAU0B44Yfmhhwoh7C8hj2HAfFn7/Aq3ADX5XLVAPIqlXZ2TgEkI8a0Q4h4hhPcllOc8hBAuKL/NsivI5hjQ4UrKca2xiNdyYB7Km81iYGi1ZP6Wfc2AkTUc/zOwwJJmKUqDro1NQD/L575AItCnyvdNls8XajOVDEExAtpU2TYUiARuQ2kbz9ZSjlrzl1JWlqeDxdpcUvVAiyH0Iv+88XlV2f0YSn31Bk4B7wMIIVyBdcAiwM+S7mshRNWyV2UeUIHyZngrcDfwfJX9XVHajC/wMTBHCCEs+xYBey37JqG0vxoRQvQHPgQeAQKAZOB7y3WGAWeB+yzXWVpbPhYu1s7/QUrZIP6AJODOWva9ASyv8v0YcJfl86vAKsvnrsDZaseOA+ZaPk8ENl+kHCcBHdAZxVL6HNh2mdfkjtIwNqM8eSfV4ZhmKI2m+QXSvAd8X23bRpSK2xgoANqiPOCSqqRpjVLhU1Eq/QqgiWXfcMs2XZW/bhcoQ1NAAq0ukKYfkHqB/XcBide77l3ib9oH5YEpqmzbCkyucs1lgFNN98FyfFq147dXHl/D+Z4DVlSp989X/vYoInJbLcdVbzMS6F8tjQQGVvn+MrC+jvehpvzDL5B+OLC12rZ5wOwq3+8Fjls+PwpsqZZ+JhBTQ95NUFyEzlW2PQ78WeXcp6rsc7GU1x8IttR71yr7FwELa7mOOcDHVb67AeVAiOV7ErXoWLV8LtrOq/41SItcCNFCCPGbECLD4gL5gHNfd74FnrJ8fgrFugHl5gRaXv90lle4d1F+6EpSLnL6YpQK+peUsgTFWughhPCsoZwzxD+dFu9W3y+l1AOHgAOAPVCXDq+nUSr8mQukyUd5SJyHlDIb+BKl06X6vmNSyuFSSg3QDggEPquSZKeU0qvK386LlMGMYpVcLu4oD4yGRCCglZbWaKF6ncq21J26Hp98gfNtAnoLIQIANfAD0FMIEQJ4otSturSZmspZfVuypXznUcf8L4eMKp+LUIQRlLbctVpbfhJFfKvTDKV9pVdJOxPFkj/vPFLKIstHN5TrzZdSGqukvdDvEVh1v5TSAOSiGDaXQl3auZUGKeTAdJSOsAgppQeKGIsq+xcC9wshOqBYmZW9wynAmWpi5C6lvLfKsRd7jTlULU2t6aWUL8p/Oi8+qNwuhNAIIf4rhDiK8tqVjfLaWRff8TMoD6qLlbHFBfZ/AtwOdLpA2Y+jWETt6lCmmo4vAnZwYbfAxWiN4gZrSKQDTau8lgMEVUtzoTpW0/G1uu6klKdQBO41lLfJQhRRGokiBGZL0ou1mdrKVbXswShvCzVRl/wvxKVOw5oCbKrWlt2klDWFrKagWOS+VdJ6SCnb1uE86Sh+etcq2y7kSk1DeXAAVhdQI5S3tEuhLu3cSkMVcnegEDAIIVqhREJYkUon318olviP0hKCB+wG9ELpaHIWQqiFEO2EJcSujswFhgohOlr82hNQGkxBXQ4WQkxE6bVuieIXjJBSTpJSnq3DsT1QnuwX68XeDXgJIWq0AqSUOmAqMLZK3q2EEG8LITSW70Eor58XsrovxlhguFA6dhtZ8u0ghPi+aiIhhFO1v0oB6Av8fgXnvx7sQHklflUIYSeEuB/oconHVwCjhBD2QogH6nD8JhQXYqU/fGO173CRNnMBxgghvC314XVgSS3pLpZ/JkpHX21kAhpR93DT34AWQoinLffJXgjRWSgdp+cglQiotcBUIYSHEEIlhAgTQvS92EmklMnAHiBWCOEghOgF3HeBQxYDIyz64IjyZrJLSplUx+u6lHZupaEK+WjgCUCP0nlXU+X6FqXTr9KtgpTSBAwCOgJngBxgNsoraJ2QUm5AsTZWovi1wy1lqSs/A4FSyhFSys3VXqEvxjDgJ4tL5kJlLEOxpp+6QLJpKIJTiR6lD2GXEMKIIuB/A29fQvmql2M70N/ylyiEyANmAauqJGuK4q6q+hdmcRW04Z+3qQaB5d4/gOK71qH8Br9xbhhnXY4fDuSh+IJ/ushhm1CEdHMt36FubaYmfkHp6DuAUufn1JLuYvlPBL61uDZqevPcgGLgZAghci5WKEsbuBulkzMN5S1kClBbJMgzgANwFMXtt4y6u/2eQGkbeUAMMP8C5foDxbj7EcWaD7OU8VKoUzuvirg0HWk4CCH6oLhYml2iWN4UCCEao4Qt3VrljaTBIJQQ0tNSyq+vd1muFCHELmCGlHLu9S7LpSCEkChvjKeud1lsXJibUsgtLo/vgYNSyvM69WzYuJpYXtlPoLzxPYkSIx1qecVvMNiEvOFwxa4Vi09ztxDioBDiiBCiphjla4bFR6ZDeW367CLJbVwhlt+8+rBigxDiyetdtivlCup2S5ROWh2Ka+qhhibiNhoWV2yRWzqmXKWUBoslvBV4/SKhaTZs3PDY6raNhsIVz6lg8T8bLF/tLX83n7/Gxr8OW9220VCol6gVSxjfAZQojnVSyl31ka8NG9cbW9220RCol1nOLGF9HYUQXsByIUQ7KeXfVdMIIUZimVfC1dW1U6tWrerj1DZsnMfevXtzpJSN6yMvW922cSNRW92u96gVIUQ0UCSl/F9taSIjI+WePXvq9bw2bFQihNgrpYy8Cvna6raN60ptdbs+olYaW6wVhLIazV0oQ3Vt2GjQ2Oq2jYZCfbhWAlBGbKlRHgw/SCl/q4d8bdi43tjqto0GQX1ErRxCmd/Xho2bClvdttFQaKhzrdiwYcOGDQs2Ibdhw4aNBo5NyG3YsGGjgWMTchs2bNho4NiE3IYNGzYaODYhr434eAgKUv5fYbqzH310XhrDF19QotFcPH8bNmzYuAgNW8jrKraXQU5MDHmpqRB3kenM4+I4dJF0KZ9+CtXSJE6eTJlW+8+2q3gtNmzYuLlp0EJumDiRg3UR28vA/p130DZpAtHRF04YHY2+ceMLpxsxAjSac9Lohw/HvWlT67asmBgSr9K12LBh4+amQQu5/O9/EX5+Fxfby8Bj1CgKf/wRoqIunDAqCpYvv3C6wYMhJeXcNIMHI1JTrdtSnn0W/8BA5Vri4zE0bWqzzm3YsFEn6mX2w+vG8OHQty+0b1/vWf+zkPu1oXjgQFwmTwbA2LQpJ9LS6FRpncfFKQJ/sYeKDRs2/pU0bItcymsuuNeC088/T5jFOpexsZyyuVxs2LBxARq0kF9t1Go1FRUVF01nZ2dHeXl5nfNN/OADHB54wOo6MRqNOK9ebe3sLLjzTry0WoiKIvONNzDVxVdvw4aNfy0NWsivtkXu6+tLTk7ORdO5u7tjMBjO21769deKOK9Ycc72w1On4pOVZbWyU1JSSJsxA1JTMcfGIn79lQKLj/x09+6EVfGlA8hZszDd4KGLxV99RVpg4A1dRhs2bhYatJBfbfz8/MjKyrpoOjc3N/R6/Xnb90ycqIQdzp17znb9kCH4VHZsAlqtFv+RI0GjQfvaa/h8+y2n0tKQsbGYTCZKpk8/JzQxbeJEzlQNXbzBkFKyfeJEfNPTb9gy2rBxM9GghfxqW+Tu7u4UFhZeNJ2bm1uNFrk17HDECOsmKSWGzp3xrBLFkpWVRdCoUZCSwtlevSh6/nkiAgNJGzWKgIAA9k6adE4c+uknnySsSuiiaeZMKm4gC/3QoUO0HjsWh2ohlzZs2Lg6NHghv5pc6CGRNXUq5RbxdHd3r9Eit4YdDh6sfI+PpywoCPvt21GplFtvmjmTgpdfxu+XXwAwm80UDRiAh1bLmR49cHBwQPP669Y49JKSEhzs7M4p25HoaAq0WlLHjEF6e4O393UT9ZycHMrKyggcM+b8kEsbNmxcFRq0kEP9hwlWzJhRp6HzBZ98Qr7FvWFvb1+nTtEz0dEUarW4/PbPIjN7JkzARadDNXkyer0e9W+/oRs6FDlrFmazmeQvvyTk66+t4YdHjhyh1bffstdioUspyXv6aZwCA0kzmdim01Go06F/8cVrLuYVFRXs37+fdrt320ap2rBxDWnQQi6lJHPOnHoVjYrJkzlcxf9sb29fY0SK99ix5NcWTVI53L5aJ2f6sGHo/f1xefxx67YDd9+NplEjiI7m1KlTaGfPJjwvj5SYGPz9/WHePPakpVlF22AwcDYqipCAAIiO5syZMzR/7TUOLl1Ks4kTcXF35wDgZDaTO2bMNZ3PZefOnbi4uHC2mivIhg0bV5f6WHw5SAjxpxDiqBDiiBDi9fooWF1Jnzu3XkXDKSaG0ipD7n19fcnOzj4vndeoUeT//HONroOD48dbOznLy8upqKhASom87z4S5s2jtG9fa9r8du3QbN8OUVEYDAYy7r6b1k2bkvz00xQXF2N65hlaWTpGtVotgYGB5Pbrh1dMDMTFcfbrr2nSpAkVP//MgY8+InjiRFzfew+7pk05UFGBY+VD6SrP5ZKQkIBWq0Wj0dBy0qTzpiRoiFzvum3DRl2pD4u8AnhbStkG6Aa8IoRoUw/5XhQpJeLBB+tXNKKi4KefrALt5+dXo5Db2dlhMplqzMIwfLi1k9NoNPL3zJlWC12v1xNkEdSsgAB0Gzei0WgwmUyUL1+O/erVyAkT4L77yM/PR9x3H56WmPLExETMZjMhISFsmzCB7NRUGi9cyKFDh9DPmYNTTg5HYmLoMG8eCS++SMT48QjLvTk6YQKlV8lKLiwsZNWqVdx+++00a9ZMuXc3h3/8utVtGzYuhSsWcillupRyn+WzHjgGNL3SfOtM//71Lhoqlcoq0rWFFl6QKp2cXl5etFi7lhStFubOZft2bx5+uBOzxpxkSUYGZVu34uLiQkpKCnvmzKGnTkfyxIl4eXlRWFhIeHg4gNLJ6eBAWloa2dnZ3DphAscaNyYiOhqdTsfZgQNpFRDAWZOJcq0W7ZQpBH/1FURHo3v4YQpHjMDRIupFX35Zb9a5Vqvliy++4KmnnsLPz++K87uRuO5124aNOlKvPnIhRAjKquO76jPf2rhaUSuNGze2DgSqa2eqSqXCbDafUzYhBLNmSZ4u28ASj5dgxAgWLnRCq3VgIq9g7+lJ32eeAWDNmjWcat+eloGB/P3gg+h0OtTr1uHatSvEx/P333/j7e1No0aNMJlMiBEjcF65kqM9elBYWEj7l19mx5AhtFarOeTqipOUkJqKjI1lz549dJ48WQlvHDCAk/XkwzYajXw3ahTdP/sMtyVLSJg8+abt5LzWdduGjUuh3oRcCOEG/Ai8IaU8L/haCDFSCLFHCLGnJlfFjYS/vz/p6ek17tNXWxCi8mGSu2gRW5o0gfh4HB0dKSsrQ6VSERdnIlPvxP+5xsHgwYwYAU298nnWFMOhDmMY+eNzxMcrD4ywQYMoO3GC9PbtycrKIu+773BOSyM7JoajR4+i1WrR6XTc8tdfbA0Jod2uXSQnJ2MwGGjWrBlHFy4kyGBgj50dHT76iFxPT7bpdHQ4dAi1Wk1ubi4pKSl0nDzZ6o7K+fTTSxZfs9lMTk4OL730PR/9dA9rc7qza+JEAqZPvyk7OW+mum3j5qRehFwIYY9S0b+TUv5UUxop5SwpZaSUMrJx48b1cdqrNiCo+pB7BwcHysrKACj68EPFTRIXd85AoJZLl5KXkwNxcTg5OVFSUkLF8uWM1b9NE48CxoxRIaXkvvskKxxa0dcwn0VbICvLhXfegTde3UN63B7mPr+VceOa8N13p2j3yis4aTToX30VV1dXa9k2x8VxLDeXP2JiOHjwIO7u7sydO5ewxx5jnbc3/d96C/Hcc2xUq3EyGmn8f/+H0WjkwIED9OjRA6KiMCcns61NG/SffHJJ4iulZNmyZUydOpVVqyLIJ4z5qg/o8/77uE2ceFN0clbletXtm4WCggJ0Ot31LsZNT31ErQhgDnBMSvnplRep7lztAUGVVI1c8Y2JIdsS1eLt7U1+fj4AG+78npHiR+L7fYeTkxPFxcUUzJnDPYWfs9ppEE8+WYHRaOT06dMUDRuGyteXu29NIzCwCRUVCRSXG1laFMvHy9qTl6fjj1XFdPjmG4iOZrXXW0RFFbJwYRqenp6s7TCOT1SHmd/sUZo0aYK9vT2pqalohg0j8Y03iHj3XX5+7TUcS0vp5OlJcc+erAgKos/JkwghKCkpYf369bRu3ZrmcXF1El8pJSdOnOCtt9bz4ovFGI19GDOmORrN7cTOaKf0Udw8nZzA9a3bNwuHDh1iz549AKxduxatVmvdJ6UkLS3tmrXjmxlxpTdRCNEL2AIcBiqdxO9KKVfVdkxkZKSs/HGvhKysLP78808effTRK84LUNwLlrm/t7ZuTc+ePRFCkJiYyPHjx7n33nsB2Lp1K7169UKv15OYmEiHDh0ICoLU1B00bdqFXbsyKC8vZ89HH6H56SfUUVEEvPQSOp0OlUpFVlYWR48eJTGxDUuW9KNRo/c5ccQdx4qnaNmslN3JP9PT/jhLyz8nQKPBx5hCfv5GXFwy+P33QJ54ojdKe5iPm1tv/P0/QqcbSVDQBtLTh/PAAztouuBp7tXrCQ4IYHxBAf8tKkLTtCnZe/dy+PBhevfujaOj4zmXL6UkNTWVsvnzCZsxA6KjyX/oIbKzs9FqtRQXFzNsmDM5OQE0bdqS1NQbcwphIcReKWVkPeRz3ep2Q8ZkMnHkyBHy8vLYs2cPOp2ONm3asG/fPlxcXGjTpg2Ojo44ODiwZs0aBgwYQNu2bWnUqBHr168nLCyMgoICXF1dady4MYGBgZjNZuzsGvbyCfVBbXX7iu+MlHIrcF1atJQS1q+H0aPrZeEFc2wsh7RaOsbF4b16Nfn5+fj4+ODn58fRo0fPS1/VtRIdDRMmeDB6dCFOTk7o9XpMt9+O8eGHcXZ2JiEhgd8/+pvv1g1iQPd19H4+nMWLbyUtLYns7DzKTK9Qghe7k5OBfA6qHidA85MyJ/lYgGCKiv5ix2dqXtW/yDi+BB7BYNjAqVO9gHJyc+9CyqXM/dqEp+N+zO4fcsrZzOr0Ydzq/BMtH3cg5Y8/eOKJJ85xSVVUVHD06FHy8vIICgoidPp00Gr5ePQ+PhxbSs+efdmzR8PDD5/gvfc68vHHFQy7ZRYpARMJiou7aSzw6lzPut2QkFKya9cuIiMjsbOz4/fffyczM5NmzZqRnZ2Nv78/Dg4O2NnZYTAYyM/Pp6KigvLycoqLi/nxxx/Zu3cv5eXlGAwGvv/+e9RqNUIIPDw86Nq1K7m5udx///2EhYVd78u9IWnQIzsB0pYsqbcONlVMjHX9zYCAAGuH5+LFbrzwQm9rf6CzszPFxcWI2bNh6FCIjycqCvbu9WLIkAKra+XYsbY8+WQA8+en4+zszLfrQkmTBSzf4UFKSneKijxxtl+GXWkfpPRC0dZdQGvsnLtZ3RQffwyQD7Th/eW+vFM4C29hBJyB1sDTwG34+iYDqZjpT0apnv+p2rMycRCZ9GFs8XgeWfAseXn3c+r99yEoiJOTJ7N27Vp27tyJRqOhX79+hIWFIWJiQKNhmpiATvcKv//uT2ZmAUuWeNKp099s2JDL+MOTCMrIgHfeuWkjVWzUjYMHD7Jv3z6SkpJYvnw5S5cupbCwkF9++YWMjAy8vb0RQlBQUEBkZCShoaGEhIQQHBxM8+bNcXV1JTg4GD8/Pzw8PPD19SU3N5fCwkL27dtHfHw8Bw4c4LPPPmP79u3X+3JvSBq0kEspMfTrV38dbFFR2K9YQdmwYXh7e1s7aeLiIC3Nk7iX0iA+/h+Rj4tDm52NjI0FwNPTk9zZszkbFsaxr75i1qwmZGaqWbZMsHt3W4rsnXDlMF1aNSMurhU6XTnm8kIETfEWOjw8KgADKrryMWOt4mgyVQDHgSaonbsjNBqmPHkItRogFMVo3E129kHgbQQOCP6gR4/eTH7Cm6aqJMrV28jMzGLye3vwnz6dz1L70TOmJfv2taRXr174+PhYb8Ms+Tz+5WvwD/seX9/1DByYQmBgGyZMuJVmzZpRWlrK3ieeYGvjxuwoL78pI1VsXJySkhLWrFnDp59+SlJSEt9//z0LFy6kWbNmSCnJz88nPDyczMxMfv31V0pKSkhPT+fYsWMkJyeTlZXF6dOnadSoETk5ORiNRoKDg+nRowd33XUX9vb2BAYG4uTkxNmzZ0lISOD9999n3Lhx7Nu3j5KSkut9C24YGrSQAxAZWa8dbCEhISQnJyOEsHbCREdDE9VG3jNNgLg46zzlcsIE9rq5kT5qFAAuLi5kz5iBMTOTsBUrePbZszRqdIr+/fvy5psVGMpSULl3Yf3Jx1DGGx2ilFAMROLqZce991YgRCR3Oc7jLt0nVnGcPNkMPIJaHcnH05wgJYWoBX2YPl15hjk5lQHBwDjAhxIEkmdYvdqRBckZFHluoYnch6AT3cuOwH//y8eqt8gxd+TL9+R51vSkSYLMzDacPh2F2azHx2cPP/ywn969TwEQGhpKzylT6JWVRfdPP73pIlVsXJicnBxWrlzJhAkTmDZtGu7u7phMJrZv306jRo1wcHBg165deHl5Wd0pBoOBgIAAiouLKSkpobS0lNOnT2MymVCr1Xh4eNC8eXO8vb1xdHQkMDCQNm3aYGdnR5s2bXB2dqasrIzy8nJOnTrFokWLmD59OgkJCdf7dtwQNOjeg6vR292kSRNOnTpFRESEdVtUFAzS/YVh6kqInoSdnR0VFRWIkSPp1rgxxZbFnwsKCki46y42/CZYVD6dMY0lmzY5MXBgI8xmIyqVBrW6JSYTCAFSFgEPolZDv/+4sWhRElKe5pDTI4Q0ng7R0Xz9dQk63UZcXM7yaq9ynpj4ATARoqKsgSLx8Q688UYziopKcXRMpbQ0GChFSjPbtnUBQsmnFDjIOulC+OQOdL7Hjr2rjEwwfwFxa895EEZHK88Qg8GdvLyh/PmnmQULannmVxbCxk2P2Wxm/fr1bNiwgfLycvbv309ERASenp4cOXKE2267jbZt25KYmIi/vz+9evWyRjs1a9aMNm3aYDabqaiooKCggJycHO69914iIiJwcHCguLiYjIwMMjMzycrKolGjRrRq1YqTJ08SHh5OYmIiKpWKsrIyjh49ipSSpUuXEhkZSfPmzc9ps/82bEJejaqWeOXwfHd3d/xHj2Zrt25E9O6NlJLy8nKMRiPp6ffywgt7ef/9MKKivEkLeZ3/GfcipSuxsXZ88ok7t98Ov/3mjJS9GDQINm4EgwF0ul6o1YLp0xXhNJtDUKtDiP0EiEoB4MMgMBoHEBioZ8rRtmCZCbGqeEZFQWyspKgoGbV6F0L4IaUWgRp7AikjC3v1Njy9Iyku1JCVdZoNa1Nwc7uFRFnMtjZtCAkMpGlsLF+UPEZs7AaGDDHi5xfON9+48eqrruTkuOLm5obj/PmISZPqpXPZRsPBbDYza9Ysdu/ejVqtJiUlhZYtWxIaGsrevXvx8fHB09MTg8HAmTNnrO46Z2dnTp8+TZ8+fWjVqhV2dnbY2dmxdetW7rzzTjQaDSdPniQlJQW1Wk1QUBDt2rWzulSysrKYN28epaWlDBo0iF9++QU7OzsaNWqEXq8nPT2dtLQ0QkJCeOONN/61kS0N/qqv1oCgwsJC3NzcOHLkCN26dUMIgRACs9mMas4csv77X3LGjOGDL0eTnX2SiRM7EOW1Dm0AACAASURBVBXlyoIFXZEyH7XaDilBq1WzcaUBN30hqaZANm5UPEFKpKM4Rw8tkY/n6KNiHQuioz2A6H8SVSMmRvDOOy2QsgUPPAAbVxroU7SKlaX+OOPOR67pyLgevPuyEU/MUG4mu9zMbJ/7uH3va9jl5iJjY/lYRJGbey+rVulISvJkzBgjRqORnJwckpOTKRk/nh7Z2YibOFrFxrkkJyczZcoUMjIy8PLyIjk5mXbt2tGkSRPy8/O56667GDZsGGq1Gr1eT15eHsOGDbO2zYMHD9KlSxcCAgIAKC8vR6vVEhUVhbe3N4DVp56SkkJKSgoHDhwgLy8Pf39/2rVrx8mTJwHo2rUraWlpJCUlERAQgJ+fH3q9nq1btxIZGUm/fv2uyz263jRoIb9aAwlCQ0NJTEykSZMm/P3339btISEhJCUlIaKjSckbwFvvDab/E3asWu7C4wXPYfiiJzExrzF2bH8Aq/XdK+cXVpvuwVvoiI72AqC8vBRwrOHsClVC2klJqdxauxtDscpNaLWH2LAhHG2eO97ej1BQmoo93xMjh1DyXxOF/Ikgmwdva8/OrO6MHXsfHUpSyZ86lYQnnuBxtvLtDEls8a84fBuBQ5XGBsD779f6MLFxc5Gfn8+qVatYvHgxQgg8PT3JzMzkzjvvJDw8nKSkJE6fPo2Xlxeff/45QghycnLIyspiwYIFuLm54ebmxsGDB2nXrh0pKSkIIThz5gze3t7n1CshBD4+Pvj4+NChQwcASktL0Wq1JCcn8/PPPzN48GDKysr4+uuv6dChAydPnqSwsJBnn32W+fPnM23aNFq3bk2TJk2u1y27blzxgKDLob4GTWi1WubNm8d7771XD6U6ly1btnD8eG9iYtKIjQ0kKgr0ej2LFi3ikeJiWrwdQI75ETQawTuFbzCxsBuvua8lpvAby+AgpQ8wJQWCfAyk5ruh8TaQkucGQGBgDunpGwgMHIBW64lGU4pWm4RG01I5JghSUxNo2jSI1FSnOpU5Ph4mTDjBHXdsYObMpwkKMqHT7QYigH242GdQVP48cBIfn+PMn+9MxP79tJg585xXAbNGg0qr/ecCGhj1NSDocrgZBgQVFRWxefNm1q1bx/Hjx1GpVDg5OVFWVkaPHj0wm82EhYVRWFiIv78/vS3uRiklx44d4++//6Z///4YDAby8vJYtGgRDzzwgDXNli1bMBqNPPPMM3Tu3Pmib9VGo5EpU6bg5ubGsGHDyMjIYOzYsdxyyy0kJyejUqm477772LJlC35+fsTGxlqXUrzZqK1uN+irrdeHULWFF4qKiogenUR6eiBx7yiDftzc3GjSpAmuL7/MPU8WEhCQR3Q0TFFPJpfH+KziI4KCoHpEZPQUN+X7FDfr6WJjfWns7s1L+tEQH09MjCM+PnsZMeKAckw0+Ps70bv37FrnPa9OVBRkZLTkm2+eZV9sLHEyBj93R26//Rj+/l3oJtJxYx0eeNGxozvDh7uwYEoCptRU4scmEBiYQVzcMQpGj7ZFovwLqaioYPv27Xz66aesWLGCbdu2IYSwzjX0wAMPMHjwYEaPHs0jjzyCk5OTtbPTy8sLb29v6+fw8HA6duxI165dadGiBffeey//+c9/GDRoEG3btuWZZ57h4MGDLFy48KILnOv1evz9/Rk4cCBLly6lZcuWdOzYEa1WS2RkJKWlpRw9epTw8HDS09P5888/r9Edu3Fo0EKemJhIbm5uveRlio1lf5V4aEdHRx4zjcGfLURLZYUdo0bDmUVqwsIcqKh4Gqgg//dldClejFqYKcWP1FSsfvCoKJg1S9bo+46KgizPZxmvnw1xcURFQWrqUPr1y6O4uJioKEhPD+LDDwfx119/XdK1ODo60uf773mtYBqZnk/yxx8DWD78K46VPYSBIOwdNnJsQzA5OSW8b7iXd1wfZULJENLTvfnik+PsaduWzd99x9GePW2xuv8ScnNzmTdvHn/88Qf79+9n27ZtaDQazGYzzs7OjBgxwhrR9dtvv/HDDz+wa9cu62RutVFRUXFeB2RhYSHNmzfnueeeIzg4mJkzZ3L48OFaDbPKgIP27dsTHBzMypUr6dKlC6GhodaJ4BISEsjMzMTPz49du3adM6X0v4EGLeRhYWHU12xz6pgYyv380I0eDcDx471YYvcxj7p+Ts83XCEujt1paUxelkpqquSHH5xIT2/CuOUD2VByDyapwtHxfEN24sQ0UlNzax4vEx19zgHOzs707t2bEx9+aH07CAkJocmff3LS3//SRk9WyXv2bMHQj4fQmx00EQb+o17I87yHoCcSZ+LV7blffEQAx/jAuJq7kpLo3bs3fn5+HD58mC1btnA4JsY2gvMmJSsri//7v/9j//79yrz4p07RvHlzdDodrVq14umnn7ZGpQQEBBAaGkrbtm3Jzc1l9erV54hm1agvUDo27e3trd+llBQWFuLh4YFKpaJv3748+eSTbN68mWXLllFUVHRe+QwGA+7u7gDcc889ZGVlUVJSQtu2bVGpVJw5c4awsDDS0tKsk8IVFBRcxTt249GghXzlykCmTPHiq8fXXbnIREXRKS2NfbfcQmlpKe+/b0d6QXN+8PicaetBk7qD086juOPW21CpiunYNAEVmzBjD8IVjbeBjz8+f2zSsGEp+PoerNlLUcNsgfb29nSstg5p86+/JiIz89JGT1bJe9IkQYY5iDUim7UT1vDNp0N4PWAnb7WejL+qCW/10TDyrfZMEbfRSM4iZcwYZFAQvsuX07lzZ3r37k27OXNsIzhvQk6dOsXbb7/NgQMH2LhxI0VFRQQGBpKenk54eDjjxo1jwIAB9OnTh+7duxMZGUmHDh1o27Ytbdq0Qa1Ws379+lrzry7kpaWlCCHOmbAtMDCQkSNH4uHhwYwZM84b5FNpkYPSPh5++GESEhI4ceIEXbp0IS0tjaCgIJycnEhJScFsNtfbm3pDoUEL+aRJgoICQewPRfUiMmq1GrFyJVs1GqL7bUajgdjYAH7Z2hct6xhT/Ao/HeyK2ezCqbOeuOGPtyjm45nepOS51RhQ8sYbzVm/3vfSIvWqWepER1vX3rxU4uPBaAQvr0A+/Oq/NH7xRcYsK6JNxne4JmpJNXcj5sB7dJo8madnziTJ/RVuLZjKGG0HSi1TDwDW+VdsfvObhw0bNvD666+TmJjI0aNHcXZ2pmnTpri6uvLhhx8SFRXF3Llzz4ncqooQgqFDh3LkyBGOHDli3VaV6kJeaY1Xx97engEDBjB06FBWrlzJb7/9Zl0DQK/X4+b2T/+Sr68vDz74IIcPHyYkJAQXFxeSkpLo1KkTGRkZFBYWkpeXd8X3pyHRoMMPo6Nh7FgY0SUVjtaPyPRdsoSonHb8uiiP92fAM8+U8me8L0v+6kqpnRpThR4Vm5F2oRRWtEbjZbigSHv9+CM5cXEwaVLd466rj5a8gtGTcXGQn5+Aj88B8vJu49ZbSzBmRmKgBZNLH6TYTXLf4xpcx4/n1nnz+FR9lFzSWKBqzOPDdlG6bZuSUZs22D31FF0rH5a2GPIGS3l5ObNnzyY+Pt662lPz5s0JDQ1Fp9Ph5+dnndgqMDCQpUuXkpyczIABA87xd0spcXV15dFHH2XBggVWN+eFXCsFBQU1CnklzZs358UXX2T16tXMmDGDoUOHotfrad68+TnpbrnlFiIiIjh16hRt27blwIED+Pn5ERwczJEjR6xLNf5baNAW+fPPSz74QHLfhA6XP99KtWgVVUwMv6u+INvciDGvnyHQ+RtWHDyLGTVObg54YsQFyWD7I+dFotSE44cf0vZS3SKXQbXLsKIY9xG8+WYHvviiiMzMdCADwTHM5PCJoQV3/18An039i61aLaN0LxKImjiHdUSGhNCzZ0/rX9eFC23ulQZOdnY2Y8eO5fPPP6e8vJycnBzat2/P7bffjre3N+PHj+f111/nl19+oaysjICAAEaOHInRaOSbb76xLqQC/6zQFRAQwN13382SJUsoLS0953zVOztrs8ir4uTkxJAhQ7jrrrtYsmQJe/bsOccir6Rdu3acPn0aOzs7VCoVp0+fplOnTpjNZn7//XeKi4uv8G41HBq0kBcVFXHs2LEr6qE2x8ayMzWVpOhoir/6il/GjaNb+zxUdKWk+Ax5shvGsrvx8rJj1KhDOLonYmAQG50G1u3ZUd1NcpWIjZWkph5g7NhZnJg0yarqla7y8eNbMGnSLWjUbfiUdcz0+h0VjwFtKako5ZeSnhwHfFjMYlowpOTL8wX7Gl2LjfpHSsm+ffusIm1vb4/RaKRnz5706dOH1NRUsrKy8PLyomXLlgQHB/PHH38AirA+/PDDdOjQgdmzZ3P8+PHz8u/YsSNhYWH88ccf57THurpWaqJ169aMGDGC1NRUkpKSztvv7++Pp6cnWVlZ3HLLLWRkZKBSqWjevDk5OTksXrz4Eu9Sw6VBC7mrqyvt2rVDrcznelmoYmIIDghgU/PmTH51PSNzv+ePAw6YkUgMKINp7HAll9Av+hEzqKhOlriVWpY/q82CvlxiYgQaTUfGj7+fgBkzarSco6IgZfpKzJ5ejDc9wO1N5uCOK260ZzKned7ZmeeBPoC/s7OyqMWsWf8U9CZbyu3fgpSS5cuXM3XqVHbu3ImnpycVFRVERETQv39/2rdvT4cOHXj33XdZs2YNJpOJgQMHcvz4cc6cOQMovu+uXbvy+OOPs3r1amu6qj7xAQMGUFJSck5nZU1C7unpWeeynz17lv79+7Nz5070ev05+5ycnAgPD0en09G4cWM8PDw4c+YMLi4ueHt737SDgmqiQV/ptGkFvPOOA7/8Yob4eHICAy9JGU0zZ3JkwgQce/XikZ07+ZpuZGFGTyjO/A8HPABX1GroU7KO9/IPYP/72kvSslmzZC0ujxRSU8/Wm5eiUmPffrsJHhdYBDl7yBDG299Llv4YBzObcpj/sN39MUIbrWS2lCwDTgM7i4vZkpDAvgkTbO6UBo7RaGT37t3s27cPV1dXHB0dCQgIYOzYsQQHB7Nq1SrrQB1PT0/27NmDs7OzdZKqqu4SjUbDCy+8QG5uLidOnDhnsJparebuu+/m+PHj1jVur8QiB9i/fz99+/alU6dOrF279px9jo6O+Pn5YWdnh06no3Xr1pw8eZKysjJKSkqsnaX/Bhq0kH/yiTs6nSfz5qkgLo4TlsUe6kR8POKllyjOzGT1smW8LHtThg9wC3AWMwNR0x4v5wKecriHDQSjJZg4cWluhYkT00lNzanBS+GPp/MCxurfqP/Y7Fos52nTdLRuvZvOnT1wcnqMHAT96cdbxjCeKHqPn0If5G9gPeAH9F68mE6TJ9vcKQ0Yg8HA1KlT2bx5MyUlJfj6+uLk5ESLFi04ceIER48etcZdCyEYMGAAmzdvpqioiBYtWhASEsK6devOydPZ2ZnHH3+c4uLi8yJa3N3dadu2Lb/++itSSioqKi5PyKUkJymJvNxcwsPD6dOnDykpKSQmJlqTVE4b0K1bN1JSUqwjrxMTEzEYDJSVlf1rxLxehFwI8Y0QIksIUXOc0lXi9ttVCNGb9u2LMY8fD5Zl2urEO++wR0oSgEjgZwZSxEDAE8ijlGAK8MG11Eh08WomOa24NJeKhedvW00j1W9E99t8zvaXXrInyftrHi+Yds2s3f/9z4vc3P9w+HAnysudgU4kcjd/mJ+ksLiA3Ufv5FUHB0Y6OxPq5WUdjmpOTiarsPBfNyDoetXr+mTRokVs3ryZ7Oxs/Pz8cHNzQ6PRMHnyZEaMGIHJZOKVV15h+/btSCnx8/Ojbdu2bNy4EYCBAwdy8uTJcwQUFFdLaGgoO3bsOG9EZmhoKGazmf3791NeXm7t7JRSKlEr7u7KPM5SKn+VnyuREmbO5EBUFO1TUlCrVNjb23PPPfewcuVKKioqAEXIS0pK6Ny5M2lpaeTk5BAUFISrqytpaWkcP36cr776iszMzKt3g28Q6ssinwcMrKe86szGjSClC3v3nkSMHAkjRiiieDGxiY8nIz+fDJSF0qJlF4roiLJQ+iygEU5qT7y8JLd3NtJXrYVBgy7LPTzuQDT7zSOI2vjkefu8Jk7E9xpau5V9lePGldKr1wogG3gKaARE8jw/UVRWBsXFyJIS9OvX81eTJmx4+21UU6f+G10s87gO9bo+MJlMrF27loULF6LT6axzfTs6OhIZGUlCQgK//vorrVq1omPHjjg6OnLixAkA+vXrx5EjR8jKysLJyYnBgwezYsWK8yJS/P39KSoqIqXKxGpSStRqNYMGDWL9+vUUFhZaLfLS0lKQEscZM+Cll2DGDJg5E15+WflfKeZGI+Zt2zgI3JqRoQyEAFq2bImvr6913c5KIffw8CA0NJRTp05RWlqKr68vvr6+ZGVlMWjQoH/FbIj1IuRSys3ANY/Aj44Gb28XTKY7+OQTLdrZs9lVB7GRY8dyCigHvqQXP/ACZfgDAhUj8BKhlJgcUBVMZ+3RXFJNAcRt7HNZZXSOiSGoNrGu5gJJSkoi+9NPr5rlGxUF4/tsZOKr6+jqlMprr+Xi5nYGV9cQYu/L4y63PykAtgC/lZQw/4cfcMjK4o6lS/GNjf3XuViuV72+UlJSUpg5cyazZ8+moKCA4uJiAgICcHd3x9PTkx49epCZmcmSJUsICgpCCEHPnj3Ztm0bUkpcXFzo06cPa9asQUpJeHg4oaGh5/mo7e3tue2229ixY4d1m5QSAfi7udGxfXt2bt6MfVkZSEmhTofHX38hvvwScnNh0yblLyAAtm2DzExFzF1dORUejqdeT+NOncDZ2Zr/PQMHsnPTJvLz8nB0dKSkpARHR0eCgoIwGAzKouiWKXcjIiL+NasGXTMfuRBipBBijxBiT2VHyJUSFQWurqDXt2TaNHf8RoygovK1rTYhjI8nSacjB0gBfuRxlPUuTcCPtOFHpKMT3kLHB3Ifk9XL0WjE5etXHSI94uMhIOAsH364G/0nn1gtX9PMmfUu6tHfl5Ete/G/NbdQXFzAxIl/8fffzekxKpBGmzezKTKSVUCxvT3PP/YYHTQaZVSnLWKlVq5G3b4cioqKWLFiBQsXLiQrK8s62lKtVtOqVSv8/PwYOXIkXbp0ISQkhI4dO3LqlLIOa6tWrTAajVbrOjIyUlm60BKBcvfdd3Pq1ClOnz5tPZ9araZNmzYkJyf/E18uJfzxB7z0En3nzCH7229JHjkSPvuMws8/x3PbNnByghMnoEsXZc3DpUvh+HEYM0axzA0G9kdEcKu7O8yaBU8/DWYzSInXkiX02LyZ30ePxtHBgdLSUutw/w4dOnD8+HFMJpN1Sbm6zhza0LlmQi6lnCWljJRSRtbXRFfwj7ugf39PHv/uHeab+pGq09VslcfHox85kjOAHthBV4ppARiBjsAbHOUZCkqccHU28YJmDVEfR1x1/YqLg4yMYFateoTQuDjQaEh6+WW2jB9fr+6M9PR0Rg48ixp3zPRkzuzWJEZvJWHaNMTKlbzXeSTj9vSlzH4oDzz8MI5btqDr0aNu7qp/MVerbl/C+dm/fz9fffUVOTk5lJWVsX//foQQqFQqAgMD8fX1Zd++fdYRj/v372fQoEGcPn0ao9GISqWiR48ebLOM5FWr1QwYMMAaZljVxVI5I2blQJzbbruNXbt2KWUpKkKcPAmBgTj89Re3CsHejAz+/vhjCn/+GY+gICguhhdegOefB7Ua7r9fsdADAmDePIzPPsuZBQtod/q0sm3XLsVaz8iAuXPpnp5O/oYNnD1+3GqRl5aW0rx5c5o1a8aZM2coKSlBpVJRXl5+zX+P60GDjlqBfwzFjRshI8OTJeXdKVSplEnBq/POO6SgyHYKsIE3geNAO0CgVsMTzj/TmJ95Wf3uNbNAzxlnExVF8tatrPTwoIdF1OvDnZGUlMTRo0eJ++05ps9So1IZkKTyddF9vPHZSQZ/ls96Uz8M3MbC8hc5sngxW1JT0S9b9m/0jTcYMjMzmTt3Lrt370aj0ZCcnEx2djbJyck4Ozufswr966+/TkJCAjt37iQ7O5v27dvTqlUrDh48CCgWrVartYYORkRE4OPjw+7duwFlttHw8HCri0WtVmMymejSpQsHDx5UBN7ZGdGypbK2bLduiPJyni4rY43ZzF/FxXh4esKoUTB6NLi7Q8+ekJMD3bqBJWb9sJsbLYuKcIyMhPR06NoVli+HN9+EjAzUQvAfLy/+WLOGkuJi7O3trf77Zs2a4enpSXZ2NnZ2dmRmZl61lcRuJBq8kFei+MsdMJX35v/MfWDx4nOtyPh4dPn5FAAGQAJdHbXAUAR/4cYvTJ8OC6bls8v/ZTI7t0CjKb8mhmhVr0V8PHTvboed3Ys4vPRSvT1M/vrrL6s/9NlnTYwatQu4DTBylI4U0QE1YTTGiecdviGrf3/aBQYS9MQT/zrfeEOgrKyMtWvXMn/+fIKDgzGbzZw9e5bCwkISEhIoLy/Hw8ODgIAAhg8fjlqtplevXjz00EPMmzePiIgI1Go1nTp1Yu/evUgpsbe3p0uXLlarHJRBPpUr+oDiYklMTCQhIQE7OzsqKirw8PAgPDycfXv2ILOzFXH++GOYMYMCjYawPn0Y7uTE/sBAkh9+GDlqFKhUilvlhRfg66+hVy9Qq5EhIew/epRb775bacPbtimdojt2gE6nuE3VakJatSJk40a0GzZQXlZmfaiYTCYCAgLIy8sjISGBKVOm8MMPP1yvn+maUV/hh4uBHUBLIUSqEOK5+sj3Uqj0lxtw5nvagMl0rhUZF0c6oBeCnMhIjK5PsbK0AvBAMhQc3Zk40UA8UTRPT+fHk2+j1drXiyGa8+mnSI2mTu6JuDhIT2/K5MkXGa16CUNDZ84088YbA9i0qQV6vZ5t27YxblwHXFyOAGEoUeNevHhHMb+/u5d+Huvp/cADeGu1sGDBv9Y3fiPU6+pULqf21Vdfodfr6dGjB3v37sVsNpOZmUlGRgbp6en4+Pjg5OTE66+/TkpKCsHBwXh5eaHRaHBycrKuyqPRaFCpVCQnJwPQuXNnTpw4Yd3v6+tL+/btravuODo6MnjwYCVO3GymoqAApKR7167sGjUK09ChiFdfhSFDKP32WypCQnAOCKDRm2/S5uGH0ebns2bt2n+sZCGUv507ISKC9PJyygYNotm4cYrbxd9fsdxvuw327FH865aHwN233opRq+X04cM4OjpafeMODg60bNkSLy8vHnzwwX9FLHl9Ra08LqUMkFLaSyk1Uso59ZHvpRIdDR4eoZQimcVz0LSpsiM+ngq9nnxHR+xcXDju+gBTit8HooBchHDApLqLtDQ3q3DX57Qi695/n1Kt9jz3RPn06ZRWE/i6nvfYhAmY6ujymDxZRVqaB3FxsGPHDrKystiyZQtPPaXDwWEtDuoMnnL+nluMP7Djww/pkZOD04cfXta13kzcKPW6Ep1Ox+LFi1m/fj333HMPUkr27t2Lu7u71aWSmZlJeXk5ERERuLu7s2PHDmbMmGF1PUgpcXd3R6vVYjabEULQqVMn9u3bByiDfTp06MDOnTut5+3bty/Hjh2zxmOHhobSskUL/l68GNOECTBzJoFqNZ5nz5IoJRQVQWEhhX/+iWefPogZMzC/9hp6o5FXXnmF9PR0fvzxR2s8OK6u0KMHJCez39+fW/v0QVQdXi8EPPccNG8OPj5gZwcVFah/+okge3tW/fknJSUl1s5Ns9lsXW6uck6Zm52bxrUCitHo7u5GOaeI5R2w+PaIi2NHQQERZWUcNBqZv6k9ZnMwQnjj5RWClMqDvqqA1leQRnw8jDbtZ4HXmHPU2WQysWz8+PMEvi7nLSsrI+eZZ1DX8UlT+XDo21cybFgYmza5kJqayqZN2ygrc8NkCiahWMPrO3tzVt6Lq1oN/frV+S3CxrXBYDAQFBTEoEGDWL16tVW0tFotmZmZFBYWkp2dTdu2bdHr9dxxxx089NBDdOnSxToTYFFREW5ubvj4+FjnUalckb4yTffu3dm/f7+1U9PZ2Zm+ffuyevVqpNkMBgN3de9O4dmzpLi6KiGELi5079KFg+XlCBcX8PCgoGNHPP38wM2N3Lw8PDw88PLy4umnn8ZkMrFo0SLlAWNxsZRPm8bfQUF06Njx/It3d1fE/JZb4IknwMEBrb097c6e5b5Nmzh08CBZWVlIKTGZTJSUlKDX6zlz5gxarfba/EDXkZtKyAFibt+BGiMG7IhXv6hsjI7G0c8Pu4ceQuvmhlBFwv+zd97hUdVp+/+cSZmUmSSTnsykERISSAgkJIQOUkQQ110VGwqsi2BZdy3g6ioIllX0/S3grqjgim3hte9iRUWBEBLSIIRAekgmk94zLWXO749hjhmSIE0BX+7r8vJi5swpkzPP9zn3cz/3QzeeLibWr7cGuRde+HkYhHXrQNceyjrFerudV1ZWolq0CIVabY20Z0iV9Pb2kpuby9jVq8/4hG2Lw549AnV1kfzjH5NZteoaiorWAevoI5ZM5tDJXP4tew02b6b2u+8oHOQp4gouHoKDg7FYLHz44YfExcVRXl5OS0sLNTU1tLe309HRgbe3N9HR0cTGxrJ48WKOHDnC7NmzaW9vp6uri8bGRvz8/Bg7diyHDlkHfbu6uhIVFSUVPT09PYmOjiY7O1s69rhx49B3dVG0bh3ccw/O77xD8PDh5O/bB6Wl8O9/M+I//8GwdCnNzzwD335L+/z5eHp5AVBXVyc15jg6OnLTTTfh7e3Ntm3b6OrqAkHguFZLsFo9uKmWjU9//XVrsXT0aLQ1NWh8fBhZUsKwgACKjx0jLzeX4uJiGhoaqKqqori4mKysLI4dO/Yz/3UuLn51gXzpR3MBPR0IrFOut764bBmRhYVU/OUvKB/JxGLJRsle1stX22fAF9qSkKGpki++CGDZutlyJgAAIABJREFUxxt5Y40Wli2j8MknMZ8BVaLVajl+/PhPDr0d6lysRpEedHdHA07AtzhRwrRpLqjVU1nzqhrjokUcu/VWRtoWmSu4ZGA2myW5n9lsRqvV0t7eTl9fH66urkyaNIm4uDhmzZqFyWSivLycxMREIiIiKC8vp6mpCV9fX+Li4igpKZGy7v5FT4CJEyeSmZkp0R8yQeDqpCR2ffYZvY2NWDZtQt7XR7fFQm1nJ7z1FjKTiYSJEymrrUVUKGjv53RYV1dHYGCgdB0ymYz58+cTGxvLG2+8QXNzM3l5eYwdO3boixcEUCisHPkjj6AdPRqNgwNdiYmotFrGlJQQ3NJCaEgIY8aMYdasWSQlJXHVVVfx4Ycf/kx/kUsDv7pAXm404kE7Ap1Mn/+jL4ooimRmZvL666HoOY6LrJ0/vDDc7rOmtWspvcBSuxv1G6gmhGXYLw7r1yskVZ/ZbKZx0SLkZ0CVvP22ib/+9bds3SqcdrvBsGwZbN4MKjcTrhhwk+3hFvnzPH/jLv77uxNohQj+IL5OWloak//2NwSt9v9kkfNShUwmk3jx7u5uqquraWtro6+vj6uuuort27dLxc2UlBRycnKIi4tDLpcTGRlJWVmZlJG7ubkRERFBYWEhYJXtWSwWtFotAAEBAQQGBpKfny95n0Ru3IifgwOZ+fm0R0aiaG5mslJJer8BDgEBAZjNZgoKCmhvbx8ykIPVr2Xq1KlMmTKFV155heLiYmJiYs7ouxBlMrTXX4/6hx+oe/xxfOrrMSqVeLe04OvpiVwux93dnZaWFq655hqOHj36q/Zc+dUF8jxHR7rwRcSJk74/gLX6Xlc3CYNBgYvLbIxuo1lXO8nusy5r1lBzNsZbP4He3l6+f+aZQTPt1dP3onHQsXr6XrZv307Y/fdDdTW9fX2YTsNNv/76CHQ6z3Nea5YtgzrVcPbgzmOKm9H8MYnkBx6g9bnnMGu1HHziCcaOHYuzs/O5HeAKflZ4e3vT3t5OTU0NbW1tWCwW5s6dy0033URjYyNff/01SUlJODk5kZOTQ0pKCoBdIPf19QWs3LiNXhEEgcTERHJycqRjSW37nZ2wbRscOcIcs5n9CQlUOjvjm5BA0ooVlKpUtN10EygUdHR0MG/ePL7++msaGhrw9PREFMVBA7nNMCtx7FjUajWNjY2caWdsc3Mzrm5uKCIjqe3sxD0mBnlLC27DhuHs5IRcLsfV1ZWWlhZiYmLw8vKSBmX8GvHrCuRbttDk4IAKA+DO9OYPqbvxRokueeONeNraoKdnNF1dnmzYsM/+88uWIfvoI46kpl6Q03FwcKDpmmtwHoSimP3tzRT0qenb+V9Wrgxj164wAArWrMF4Gm7aOkDiDNeaLVswqNU/LgonqaPChAT+7jKLZw2P8tprj3Hs2GSKb72V6sBAPO6/X/qhX8Glh6qqKurr62ltbcVisXDttddy9913U11dzddff83OnTtpbm7m6NGj+Pn5SXM0VSoVzs7OVFRUSK9FRUXR3NwsDSoeM2YMx092S4I1S3dxcaGopMQadFta8NFqSQgNZdf48fgtXIj8gQdIXLeOjJEjQRCkwBkXF8fBgwfx9PSkq6tLUstIEEWrPnzZMnr/+U+am5pYvHgx77333hkFc61Wi0ajAaCuthankhKcdTrkubn0ffklRz/9lEN5eZKSZfLkyWRlZV24WZ6DuTZeRPyqAnnOE0/QZTbTQhRQyefGqyj95BPQauletYo1+kfRqLq49VbQaPyZMmX6AEo8Ojrazs3tfLB1q8BT361n65qBFEXVokV4qNU8I6ymqWk6Tz8tIIoibXfcgeo0kfps1DTi2rXk6HTSonDoZMv/m3tc2WFehql3FZ2dPaxesQ8ZsP/554l58snzvewr+BlRVVUl+ZrccMMNLF26FEdHR8aPH49cLuehhx5Cr9ezdetWkpOT7T4bGhqKTqeT6A4HBwfi4uKkIqe7uzuRkZEcOXIEQDLTSsvJQVSrob0d/PyY1tlJUUkJjk5OIAiMnz6dw/n5GI1GWlpa8Pb2ZvLkyXR0dGA0GqVsvP80Ibq64K234OhRCl57jSCViokTJzJnzhzeeecdaXEZCnaBvLQUSkpwUCox19eTr9czzGgk/6TypqWlhfj4eDw8PEhLSzv/P8JJqmmAa+NFxK8qkJuWLKFTocBCHCDDhAvyOXMwq9Vk9/ZyV9uLVLvHSj0ueXkxA7rPAwICKCmZdEFqntbmnqAByXVzczOOv/0tglbLmmsPoXGoZfX0vWi1WkIuYDdny8MP4xMQIC0KnYsX0xoczJt9wxHFaQiCIwqyiBO/4LZNc+nsvNH+x3YFlxR6e3upqKhAEARuueUWbrvtNmnMYXZ2NjKZjNTUVMaNG0dTU5PdQAcAf39/STtuw5gxYzh8+LBU5Dy16BkTE4OhrY2q8nLw9ITGRlxSUvDw8ZEyZw8PD0aMGMH+/fuxWCy4ubnR2NhIREQEOTk51NfXD6RVTkK0WMjs6iIlKQmA0aNHM23aNN5++23a29uH/C5sgdxsNtMhivRERiJ2dXFYoSDayYmrpk4lJDycsrIyqqqqiI6OxtHRkcLCQtra2s7xL3ASej2kp0NYmPX/XV0XPTv/VQVyrruOgxNWYMFKjci93PDcuJH23Fx8Vq2iOSjILtMdSlHy0kue528vsmULq7tWoVF1Ddj/oUOHpB9gwq6bqOpTs+T72/j2228JCQkZsCvdiy+ek5qmavp0QktLYdkyWlpaUN15J8/euh2Lw1Q85I5s8niQd6e9xFHZb2iwXM0LL5y9EuYKfjnU1dXR1dXFHXfcwY033ijNpGxvb+eHH35gwYIF9PT0sHv3bhYtWsS+ffvsfEbi4uKoqamhoaFBei0wMBBnZ2epszMiIgKz2YxOpwOLBVlDAxNTUtjf1WVtxomIwLJkCU5OTnY0xcSJE9m7dy8eHh4IgkBVVRWTJ0+msLCQEydODPQEVyhg8WK04eGYk5OJ6qcdT0pKIjU1lbfeemvAnE6w9lE0NzcTGBhIfX09/gEBtNx2G5W/+x0u0dGEm0x47NmDprKSEdHRfPfdd7i6uhIeHk5AQICdBcE5oV8DExMnwrvvwt13X9Ts/FcVyNvb29m71x2YBljtHjw9PWlvbyfoT3+i9quv7DLdoWiKC9HVaXjqKa46+QTQf/9btsCiReEcPmwtQpkXL0bQaOh4+GH8/PwGZFEWi4Xyfta2ZwO9Xo9CYVXulJeXExERwVtv9aHXz0Xes4eU9g04FxSwdnPqFTuVywDt7e0sWrSIBQsWSFm1KIp88cUXpKSk4Ofnx759+9BoNMydOxe9Xm83fd42gKH/6DZBEKSs3PbvxMREcrOy4OabYeJEEjZvRjd6NA3R0XDXXTR3d6PRaDAYDFKg9ff3x9XVVeqirKqqYsSIEcTExJCdnT1kRp7Z3ExKePiAJ8HU1FTGjBnDO++8g8FgsHtPp9MRGBiIg4MDtbW1+Pn50djURG1zMyNNJhx7e3Hu7kaj0xGp0ZCXl0d3dzcxMTG4ublRUFAw6AJxxujvEXPbbVaK6MgRa0G4q+vc93se+FUFcrlcjsUyElDg7NzN4sXdtLW1cfjwYZRKpeQf8VO4EF2dnQ89hBgYOCA6rllZTF1dJE//RU9TUxM+S5ZAdTXbne5mxYprBsgKKysrCX/kkXNaWfpnY0ajkb2PPcbths0EeZ7gvnldHPbyIvLPf+buu4X/q3YqlxVGjRrFVVddZRf0CgsLaWlpYfLkyTQ1NZGTk8PVV1+NTCZjypQp7N1rP2IwNTWVzMxMqYsTID4+nmPHjkmeJGMSEjj62muYv/wSZDKcsrIYf+edpN90EyxfTl19PUFBQQwbNszOn1ylUtHe3i7JGENO6rm1Wq19k48oQl0dnVu3UlpWxpjvvx80AE6ZMoXo6GjeffddqQALp/DjdXUoFAoaGhpwcnFBERuLg4sLzm5uhEyahLOTEw4WC4cPHSImJoaqqipGjRplNwzjnGDTtNv+FheZkrz8A/mWLeDtjcHLi0+fyaKnZyZWS9pyOjo6GDZsGMHBwfT29lJSUvKL+S50XX897rm5A6Ljor6n0FDNanEdZWVlREZG0r15M8//qYmaGocBSXdNTQ3qlSvPamVp2bCBDrUa5TffwJYtmNRqHD7/nJp33+VRwwd85DyeOzZOpnHlSnzuuedCXfIV/MIwGo189dVXLFiwAAcHBz7//HOmTp0qqUPi4+Npa2ujqqpK+szw4cNRKpXk5eVJrymVSkJCQjh+/Lj13zIZ4Z2dFPj5WT3Ak5IYN3s2RVVVdHR2SsXL4cOHS4MnRFFEr9djsViorKzEw8MDNzc3urq6CAoK+rHIaCsUPvQQ2SUlxOv1uDQ1DUpJCILAzJkzCQkJ4b333pMWmlMDuSiK6HQ6xowdiz4xEeGBB3B++2007u7UPfkkcZmZ7H7uOTyUSry9vQkJCSEvL29Apn9OcHeHW26BUaNg8WJrcL8IuOwDecZf/4rY2kplezvv/GABfHAQLMwcHsiYADO/n1LBwoUpbNvmhJeXFy4uLr/IebW0tODab0QVWG/26+7RUK2ZyM1rNVRXV+Pk5MSRp57iL5Y1Vl15v6TbYrEAnHUBsvC559ir0+Hw+uuIa9eyQ6dj7+Y2Hut+m8+8VtK7ZAmvvFLFyy8v5eOPfc77Wq/g4qCxsZHW1lapAcdgMEi6cUCyrt2zZ4/0mlqtxsPDg4MHD0r3F9hrynF1JUmhILezE07aybq6uzNmzBgyMjLsAnl5eTkWi4Xm5mYEQWDkyJFkZGQQGhoKWJ8YFi5cSF5eHnW2+Zvp6fSq1eT09ZESFAT+/taMdhBJnyAIzJ07F19fX3bs2EFPT48UyPv6+mhqaiI/P5/Q0FDUajUGoxGzIMD77+P3xht01dcT19rKifR0GioqiImJoaamRjrP84IoWi0DsrNhzBgrT36RMvPLPpD3LV1Kt5cX78lvpgc1KlrY7PkX8o6OocbSzvbMSGpqHFm3DrTa2YSHO/wiPlBlZWUDJFSNjY34/+EPUF2N6ZZbkMvlyGQyDIsXc7/mO6o3f26XdNvsR88GoijCkiW4+/oSvXo1LQ8/TJ2HBxt5kCa9J0+5PU7HtGls26anrm6gouYKLh9oNBpuueUWvvzySzZs2MDcuXOlAqgNCQkJNDU1ScZRgYGB9Pb24uLiQnFxsbRdTEwMtbW1tLe1wT/+QWRxMV2+vtTJZHCS1khNTSU3N5fq6moCAwOlGaBarZbi4mKioqIYMWIEubm5hIWF0dPTQ1lZGYmJicycOZP//ve/WFxdYeJEjh4/TsDo0fglJ1uHpru7DynpEwSBBQsW4ObmxrZt2xBFEQ8PDxobGzGZTBw+fJi4uDjc3d3p6+vjgx07OLRvH7LoaNR9fbjK5Xg6OpKTl0dsbCzHjx9n0qRJZGdn21E2Zw29HtLSoKHBes7/+MeVYuc547rr0JeV8YbXGgwMx93BxLL1Uay5rQw/WQm3ji+T6OX+bfE/N44fj2Pq1Ai7RUOr1aLZtQtCQvjfB3K5557ZvPpqL46//e0A6sRGBQ2mYjkdWlpa8Fm6lOPrahj+t3u589vp/N1lD5Pn+BAQ4MuS0f+L+5IlPDyl60qB8zKHTCYjLi6OxMREXFxc7NQoNjg6OjJp0iQpK3dycsLX15fIyEi7jNQ2SSg/MxNycpDFxDC2o4MclcoaZLEKB0JDQ6murpbom+HDh1NaWkpJSQnR0dFERkZSWlpKSEgIpaWlBAcH4+bmJnULH8zKguXLOXj11aT8619WanT5cqv1bX9J3ykUqEwm47e//S2tra2UlpbyxRdf8Nlnn1FRUUFoaCgKhQIXFxe0Wi0pEyZwxMMD/P3RTJyIJS4Op/h4DhcX4+XlhbOzM0ajkeHDh5OVlXXufwA3NzCbrUMv3NysmflFssy9/AM5VnXGn//sjp8frN4cDMuWseydqXyy15d3MqKlGHkhPcZPh+7Nm9n6tIqaGsFu0Thw4ABlTz9Nn1bL+g9HU1Pjwtq1lYSFhQ3Yh8lkoqio6KyHx2q1WtRqNc8954xWC199paehYQx791ZQVhbK7Own2N00hVd2TuGJaT/wmzXBV6xqL2N0d3dz4MAB7rnnHtLS0gYdopCYmEhtbS21tbWANZN3c3OjubnZzn9kzJgxHC4uRpwwAXx9GXv//RT4+9PTb59BQUHAj3RfVFQUhYWF6HQ6IiIirEVHJydpAMbIkSOl7RcsWMDevXs5WliIwWIhKjr6x5M8VdI3iCmcg4MDfn5+knNiSUkJV199NSqViu7ublpbW+np6eGaa66hytubrhdfRPPqqzSFhhLQ1oZrXh7HCguJjY3l2LFjTJkyhYyMjHMfPGEwWP2vk5OtATwpadDz/iVwWQfynp4eHB0d0ev1LFvmziefnL4e+EsNgs9as4Y1lqckLxWbBjwqKoq2xYtx0GhYfWspGg3ccUet9OPo77745psizz57Pdu2OZ3+YKegs7MTDw8PadGaNcv6/8WLTVRWVnJszhy2yB5H2xfMmu2O9NbWXrGqvYxx8OBBIiIiiIuLIzQ0dNAM05aV2xQsarWauro6kpOTpaHJYA3wIlBz7bXw8st45uURsnUrR6+/3jrFHutvzmw2S4oojUZDWVmZJJ1NS0sjOTkZnU43wATLx8eH1NRUXnnlFcaOGYNsyxYrlbJpk5WSsEn6li8flGtubGykubmZGTNmMH78eHx8fIiIiECj0dDU1ERmZiZjEhIITkvDMyuLwo0b0Xh7U1NYSEh4OH61teSkpxMTE8Px48fx8/MjLCzMzl/mrODqaqWd8vOt34/T2f1WLyQu60BuMBhwd3enq6vrnGxdfzYsXcoyzVdWzvuH2zmo1bJlVQlLl05jJwuguppl70zl0KFmpk37URJZ8OST6E9yP+vXK6mtVZ+XOdbx43r+9jc3iv/yT+a/+TvEDz5Ac8strN2cZF1EZuYRdMWq9rKF2WzmwIEDTJtm7ZuYPn066enp0jSg/khKSqK6upr6+nrUajVarZakpCQKCwsl9YYgCCQkJFg15a++Cl99RaJcTk52tpUHxhpMfXx8JB22g4MDjo6OeHt7c+LECUwmEwkJCeTn5+Pv72/vr4K14ai3t5cfvvmGj7Zv53hlJb0bN1qDOdhL+k5BdnY2iYmJODg4UFVVhaenJx0dHQQFBVFQUICvry8x4eGoCgvx9Pfn6N69uFksKKKi8Kivh+HDaezoQC6XW4ezNDUxZcoU0tPTf5xWdKYQRXj5ZcjKsgZwDw8rX345UyuCIMwVBKFIEIRSQRD+ciH2eSbQ6/W4u7tjNpuRy+U/z0HOxaP8uuuk1L/78ccR/fxYJ6xGpzPw9tsqabOWlhbkcrn0mNpyxx24n+R+zoUGMpvNODo6Sv+urq4mJCSE7KeeIq+pibS/d3LXXV4IgkBpqZkb1iVfsar9CVyse/tMcPDgQYYNGyaZYPn5+TF8+PBBNdJOTk5MmDCBffv24evri8FgQBAEYmJi7DLShIQECnJz6c3OhtBQoltaaAsOpgEkmV94eDjNzc0AdHR0oNPpCAsLY//+/UycOJGgoCAOHTok0So29PX1sXPnTu677z4eevRRwsaNI/PYMV5ycODjDz7geG7ukAG1p6eH/Px8EhMTATh+/DgxMTFotVp0Oh29vb0kJSXhqlLhPW0aDu3t1Ov1dPzpT2hychCKiqjJy2N0fDx5eXnExMRw7NgxgoKCCAwM/FGxc6bQ6yEnB2JjobfXSrFMnXr5UiuCIDgA/wSuAUYCtwqCMPL0n7owKCkpob29HZ1OR1NTkx2f3NvbK/13Xli3jvLzqJDWzptHUHY2q19Q4O9fyV//Gi69t3OniiVLprFli5UTl994o7QAnAsNlJmZaVeFT09Px8HBgf8mruFvwjc82v0AjY3+rFsHx44dO2Pv5/+ruJj39k/BZDLZZeM2TJs2jYMHDw6qkR43bhwVFRU0NzcTHBxMTU0N48ePJysrS/rteHp4EFhWRlFREbi4IHviCca+9BK5hw7R3t6OIAio1WpJkZWZmUlISIhkjpWQkICPjw9FRUXExsbaHX/v3r2oVCri4+NRKJWMW7+exdOnc39LCyEVFWRs3MhLL77Ixx9/TFFRkd1vt6CggJCQELy8vBBFkePHjxMZGUl2djbZ2dlMmTIFURRxdXPD5f77cbr2WsI9PCiUydDU1tLm4YGTVku4Usnhw4eJioqSdPNTp04lLS3tzOtRomilUhITrf4zjz0G330HK1Zc1vLDFKBUFMVyURS7gR3Aby7Afn8Sjo6OBAYGYjQaaWhokLIEG3Jycs7fBGr1amrPwqO8p6fHTgJm09wuXtzNtm113Hvvj9ryv//dl5oaJ9atg+LiYqL7F3/OASqVSnK8M7/yCn6rVqH68EPeykumQZyM6KRDrR7G6tXWdm+vk2O4rmBIXLR7+6eQmZlJVFTUAMthb29vYmNjSU9PH/AZuVzO+PHj2bt3LxqNhpqaGoKCglCpVFJQQ69nTHMzhwUBWlpALmdsUhL5+fmcOHECtVqNr68vzc3NmM1mcnNzCQ8P5/Dhw4wfPx5HR0dqampwdXW1s5uoq6sjOzuba6+99sffpNEIjo4oAgNJ9vVlSU8P9y1ZgkajIT09nZdeeolPPvmE4uJiMjIyGDduHAD19fXo9Xref/99aTjFiBEjMBqN1t4NQcA7NJTglBQKKisJiY6murmZsNhYuuRyvL29MZvNtLS00NHRQUhICCqVSnJ9PC1sDU2zZ8PGjdYxd66u1pmiF7G780IEcjXQ3/dVe/I1OwiCcLcgCNmCIGSfqXm8hCHojdzc0YwcGcgf/3g1zzwTzr33jpU2cXR0pKNjzvnrxpct4yerqP1w9OhROz/lnp4enJ2d6evro6Kigu7Nm6Vr6U+ftLW1oVKpTrPnwdG6YYO0v/T0UcTEuLNlCzz5aBr3NB9g66OlLFnSjUbjwooVvWi1Tixc2I6Hh8dZH+v/IH7+e/scYDKZyMzMZOrUqYO+P23aNHJycqyzME9BSkoKpaWluLu7S9ry8ePH/1j0dHcndsYMqrRauqKiIDcXlbMzQUFBZGRkEBwcjI+PjzSabdiwYfT29lJdXc24cePo6elh3759TJo0SfJ56evr49NPP2X27Nn2nLm7O0ybZg2CcjlMmYJSoSAlOZmlS5dy3333ERwczH/+8x/27NnDp59+yj//+U9eeuklKisrcXd357rrrqOrq4uAgIAfAzng7eOD8vbbaZk/H+dvvqFj2TL8n3uOE9XVJCUlcejQIaKjo6UFbMqUKaSlpdk1SQ0KvR727oXOTqutr8EA+/ZdNG7chl+s2CmK4uuiKI4TRXGcjdM7Uxx84gnEQeiN9euVtLZCR0cAH3zgTl1dmN0mW7eO+sV04zZ883Q5y38bzJY79tLc3Cx1vr39tjNPPz2PNY+lSwZYNvrkzjvPneMveO45aX/PPCNDq4W1a0W2CUuoIYq1PMF11wnk5jZy660KSRZ26mPvFZw7zufePhd0dHTg5OQ05MLv4eFBQkLCoN7bLi4uJCcnU1lZSU1NDaIoEhMTI1GUCALODz5IzPXXc0Qmg0mTwN2dpKQksrKyUKvV+Jy0sM3IyGDChAkUFxczevRoXFxcOHjwICEhIRKNA5CWloZSqSQhIcH+ZATB2g15880wbJg1IN53nzXj7ehACaQkJ+Pt7c3KlSu55557JOnhqlWr8PLyIiwsTHrq7R/IVSoV7R0dxCQkcKy4mOARI3CSy6mqqmLkyJHU1NQQHBwsBfKIiAhcXFx+ekizuztMnmxdeDw8rIvQReTGbbgQgbwG6N+1ojn52gVDz5IlCBoNlmnTMPcbg7Z6NahU4OXFyWERgh0DclbTdC4Q/ueTYOosiazbPhz9li1oHn4Y3Y038sx99dTVhbBN+P2AKubu3bvx9vY+62N1dnaiWL5c2p8tw3/wwQYeWBWORgN//Es7arVa4stbW1vJz88f4LJ4BYPiZ7+3zwV+fn54eXmRm5s75DaTJ0/m8OHDg3p6p6amcuLECXp6emhtbUUmk5GSkvJjVi6TkfDXv3Jo7lxJChgdHS3RcSqVipKSEhQKBQEBAeh0OsaPH4/JZCI9PZ0ZM2ZIw57r6+vJzMy0p1T6w2CAvDwID4eDByEwEN58E2bOhNmzObZ2LT3d3SQmJqJUKnFycsLJyYlhw4ZRXV2Nj48PZrMZLy8v+4zc25uWlhbi4uIkfr2rq4uenh4MBgPx8fF0dHRQU1OD0WiUKJpTrX8HQBSt6pS2NkhJgV27hpRL/pK4EIE8C4gSBCFCEARn4BbgvxdgvwCIr7+O5V//gtWrafv+e8r6jUFbtsxK47W2Ig2L6M+AXCjduCiKZ1w0vXN2NhqHOlbfWsrLzxzmzqZ0Nn3Sy+q+NQTKDvLIEzEDTspkMp11BydAaWkpw1etGlAgnTq1iocfDqG6GqZMqebrr0NYvjySjIx4zGYzEyZMkPzQr+C0+Fnv7XOFIAjMnz+f77//fkgTOIVCQVJSEvv27RvwnqurK+PGjZMCGVibhoqKiiQ6JjwiAjNQd7JhyGAwYLFY6O7uxsnJCb1eT1xcHIWFhTg6OhIUFER6ejrR0dH4+fkREBCAXq9nx44dzJw50979sD9sjUA6HYwfb72BLRYwGulrbeXbnTuZM3mytAgUFRUxYsQI6TyNRqNUAD01I29tbSU8PJyOjg4UCgU1NTWEhoZy4sQJEhMTOXLkCGFhYZJVQVRUFIBkBCZBFK1USkcHlJdDRgao1ZCba+X5L4FhLOcdyEVR7AXuB74GjgHvi6J49Hz3a4N+7VrKmppg3ToMf/oTboNYw/7cKC0tlbrifgrXPTmG6t5gFr2ezNuye6khgm3ye1im+YoPHv6ElSvtKdZyM/1tAAAgAElEQVQtW+D++2fzzjtnb+bV1dU1QKcLVhmiq6srXV1dNDU18cwzMurrR/H00wL/+Y8f8+bFX2nmPAP83Pf2+cDf35+EhAQ7b/FTMWnSJAoLC6XRcP2RmppKR0eHFLRcXV0ZNWqUJEUUBIHRo0dLsrzGxkb8/f1pb2+ns7OTxsZGIiMjycnJwdfXl97eXrKyspg+fbr0eQcHB8rKyoiLixv6Qmze3ps3Wwc0vP463Hkn6HRkl5fj3dbGsH4yxuPHjzNixAi0Wi3BwcF8/PHHpKen8+yzz3Lo0CFJfmvLyGUyGSNHjqStrU0K5FVVVQQGBqJQKFAoFBKdIgiCZP0riuKPAXzzZmtnXUIC3H47+Pj8uPD4+5/5H+1nxAXhyEVR/EIUxWhRFCNFUXz2QuzTBvMjj+CsUsHq1Riuvx73/PxfXPdcUZHIhAlBZxX8ampqWLk6isDAGh56ahRUVyP2GwjQvXkznWo16x7tQqdTnDWPb7FYBhgkgfXpwfZoaDKZMBqNrFkjk2inZ591PL+6wbno6i9j/Jz39vli2rRplJeXS9N9ToWrqyspKSn88MMPA95zd3dnwoQJds6I48ePJzs7W5LhJSQkcOTIEcllMDAwkPb2dkpKSlCpVBgMBmpra9FoNKSlpZGQkCBl3mazme7ubhISEnj55ZfZv3//0K3wNm9vmcz6f4MBk9nMXqWS2X19cLKAbNDrqa2sZFhEBNXV1VRVVWEwGLjhhht4/PHHMRqNlJaWAtYnku7ubsxmM3FxcZSXl+Pm5oZCoZC+r6SkJNra2qioqKCnpweA2NhYTCYTFeXlVq5++XIr1dPZaaVTurpg+HD45hvrwjPIb/Bi4NI4i9PAfPPNOL32Gixbhl6vx83N7Rc/hzfeiJccFE+H7u5unJ2dAatE6qGH/PnooxpWrlRTVFQkvQdQtHYtPTodq8V158TjV1dXS57M/dHa2irx7Tt2uPLQQ3NPbn9h/Gb0Tz1F/i9dQb6CQSGXy5k7dy6ff/75kBro1NRUSktLB51MP2/ePHQ6nTTD0t/fH19fXwoLCwFrS723t7f0+eDgYNrb2ykqKsLb25tjx44xfPhwZDIZR44cYcqUKdK+MzMziY2N5a677uLOO+9Ep9OxadMmDhw4IAXNQaHXQ0EBaX5+RBuNBKSkWLNeUaT4uecYtns3jm+8wbfffIMoisyZMwcHBwccHBwICQmRzl0QBIleCQ0NxWAwoFQqrTM+OzowGAzExcWh0+lQqVTSgAxpIMc331jNu4YNswZrNzdrMU6ptCptbK9fIrh0zmQImM1mKQD258B+SZxp0bRp40Z8f/Mb2LIFURSRyWT09fXh4OBAxSuv4H/99VIm23rHHXhrNCxbH3VOPL6ta/NUHD9+XDLheuEFd3Q6T9bdo5OOe751g+xbbyXmSlv/JYPY2FiUSqWdZ0p/uLi4MGHChEGzcl9fXzw9Pdm1a5f0Wmpqqp0rom0MXGNjIxqNhubmZiorK1EqlRQUFDBs2DCqqqpISUmRbDJMJhMZGRlSs5K/vz833XQTd9xxB1VVVWzatImMjIzBA7q7O+2JieR4ezPjscdg+3ZrQbSri+N79xI9YgRffvABlWVl3H333ZJBF0BISIi1kekkbIFcEARGjRqFyWRCp9MREhJCVVUVcrmckSNHIggCx3Jzrdx8Vxdxo0bRZjRSFRNj5cSXLIHdu+HwYWsmfgkUN0/FZRHIbQoLW3D8pXGmwS/r+ecpqatDt2YNunfeoTQwEO3jj0NICD+8qmNq3UG2rCoZ0MV5xtiyhTa1mraNG+ns7ByoAtiyhcPz52Pup+rxk/2X1X1rLkgGXVtbi+/SpTifTVv/li10qtX/Z6iYXxqCIDBv3jzS0tKGHGWYkpJCVVWVdbDDKYiPj6egoEDK2KOiojAYDGi1WsA6Xq68vJza2lrCw8OpqKggICCAjo4OlEolvb29NDc3M3HiRGmfGRkZREdH4+NjP7QkICCAm2++mdtvv53Kyko2bdpEZmamvZBAEPg+PJzkp5/G44knYOtWuPdeet5+mzKVioLCQsr9/Rk/adKA/QcFBdHR0SE9Ydh4ctt1tLS0UFVVRVhYmESvJI4dS/tXX1H04ov03XYb3HsvDlu3MnnSJPaVlFiDu8lkpXxscsNLLIjDZRDITSbTZSOVc73zTgL8/bH8+c+0v/8+PfX1iPv3I2q1/Kv7VrSEsE5YLVXezxbda9dyTKej7fnn6enpGRDIn3s4i6fa3ufjddbC7F13Wfjkkf0s03x13hm0KIoUFhYO8M/4KVQ98AClOh38+c/ndfwrGBo+Pj4kJyfz9ddfD/q+s7MzkydP5vvvvx/wnre3N6NGjeK7774DGCBFdHFxISQkBJ1OR3BwMOXl5URGRlJfX09iYiJarRZvb2+pD8JoNHLw4MEhm5XAOtzilltu4dZbb6WsrIxNmzaRlZVFb28vdXV1lJaVMWnWLMmjXAwNJXfnTirkclyXL2f6X/9KcFCQlbfW66VhDu7u7gQEBEg8uS0jB6tLo6urKzqdDn9/fymQq728UOh0iEolJ9LSrPLHvXsZExREfX4+tXV11oERL7980YZGnAku+UDe0NAwaIfapYj9HkuZ73iMlXl/5PHef/OU/C3+7PwlL3ncw59+Y7LSMy8ozrk9vvgPfyA6KIiPJ7/GvffOHpDkbhBvoIFZrBOsQVun0xG8YsUF0WAePXqUUaNGnZnlQb+CaKbJxBGw/iiv4GfD5MmT0el0dsOQ+yMpKYm6ujop07bBw8OD8PBwamtrqa62NrGOHTuW0tJSyeHQZrOsVCppa2uTpgzFxcXR1NSEt7e3lNEfOHCAmJiYM+qLCA4O5rbbbuPmm2+muLiYl19+mY0bN6JUKtm1axfvfvIJ/+zu5rnPPuOVrCzG7d7NDV98QatWi39mprVN/t57YedOsFhwdXXF39+f0pIS6OrCW6WSMnJBEIiPj7fSOaJIU00N5qYmBHd3kqZPp7e8nOM9PfDBB1BejuPOnUzw8GBvRobVEOsiDo04E1zygby3t1fimoHTi/UvMjZv7kSnU/H++840dXnyYc94Gs1jeFG+iEc/XEh1NSxaZDznuaEtV12Fj07H3zOuo6bG1Y4tsVgsLL1XYVWnvGAdADtUQfRs0d3dTUtLC4GBgWe0fe7DD9Ot1VK7ciUHgKKf/MQVnC+cnJyYN28en3/++aA9D46OjkydOpXdu3fbva5UKjEajcyYMYNvThYQXVxciI+Pl7zNXV1daWtrk1RQJpOJnp4eenp66OjoYMKECZIdblZW1mmz8cGgVqu5/fbbGTduHCaTibCwMAIDA0kZP56bNm7koXffJU4UuSUqCuG772h46in8d+8GvR6hvt4ayDdtws3VFZVKRcX//i99K1ag+vRTWmtrrfRIZyejQkPRt7aie/VVgt59F+2sWbBpE6MffBCzpyf5I0ZY48vUqZCWRpKPD1WhoTR2dcG4cRe9e/N0uOQD+Q8/eHDPPan84x+d5ObmXtKB/Ja4NNQyHb8ZvZ9ADw9mOb6P2suNJUv6JH3rVw8/jOK6686aM+6viBlMeaLT6VixItgu+e7t7b0gtFR2drZkWPRTMBqNHNbrkQEHOzvJB85uxtEVnCuioqIICAhg//79g74/ZswYWltbJQ8UsGbkHR0djB49GpPJJOnKU1JSyMnJobe3F6PRiEKhoLKyEk9PT6qrq/Hy8uL48eMMGzZMagxKT09n5MiR5/S0abFYKCgo4O6772bu3LkkJycTHR2Nf0AADe7uKCIj8aqvB4WCBpUKf2dncHS0WshqNJCZiRsgGgz46nRUe3jg9b//S8e771q575kzCbr6alSff07Bxx8T2tfHCa0WNm7Edft2EidPprGxEd2YMVBXB1On4jxzJqkREeybORP++MdLkhu34ZIO5KIo8sYbVdTWuvLii56kpqZelGKnhJ/QUMfkPY/WomFVzY186TKTJ7pXUyCGcPtbN0qf0e/Ygaq+/qyLj7bhtjB48fXU7Lu3t9fOm/xc0dLSgouLy0/KPs2vvAIhIWQ88QSFFguNQK7FQivWvvZL+Ufwa8LcuXPJzMwctAnIwcGB6dOns3v3bikhUiqVdHZ2IpPJmDlzJt9++y0WiwVfX19pYENraysajYbS0lJUKhVVVVWSTDEqKoqQkBBaW1vZu3fvWWfjNhw+fBi5XD6otXJRSQkxzz8P6elYHnmE5ro6fP/wB/jhB/j97xE7O6GiAtdduzB++inDOzsp+fBDHCorUXZ3056eDh0dCO3tTHB05JDBQKibG1UmE8TEQG4uiX/8I93TpnHs3nt/nFK0YgXJ771H6YgRtJwsoF6quKQDuSAI3HCDA2q1OzNmCPz2t0kXVfxgWbuWnCE01CdOnIBrrgGNht4lS6hZuBBVQADbu7sJbWjAuGIFW+7Yy4Pd77LT85GzLj62tLQMqNL3x6nZ91DyRAC2bMHYz7NmKLS1tbF//34SsrJOu4AZ/vEPsu6/nzatlsNbt1IF5AJHAWdgAlh9m6/gZ4enpycTJ07kiy++GPTpNT4+HqPRKHHptowcIDo6GhcXF/Lz84EfXRGbm5sJCwujoqICX19fampq8PHxsVpEDB+OIAgST15XV3fWT809PT18//33zJkzZ0ANxuY9HjNyJAQF0bJwIR63347Tvfda76nrr4eAALjqKty2bcPw0UcM7+mhtK8Pxo7Fu6WFllGjrIoTLy+S/fxoUatx+eADdNOm0evtDZMmETZyJP5qNQcyM3+cUiQIuPj6Mi45ecinnEsFl3QgBxg5cg6C4MBnn0FNjeyi9qGY/vIXBH//QYOwVqvF/eqrOZGWRtmoUeQHB2PZtQvt9On0CALHLBbW/nsYTXoPnla+eFbFx/60ymAYLPu2qQwGvY61aznSz7NmKNi64drXrqX11AWsf0Hz4YepF0UOAoWjR9MJFAL1QGR4OGNkMrj22jO72Cs4b0yYMIG2tjY7TbUNMpmMGTNmSFm5LSMHa+I0a9Ysvv/+e3p7exk+fDjd3d1UVlZKJlWenp60tbUhCILU4m7Dddddx549e3j55ZfJzMwcdOTcYMjIyECj0Qxaz7ENjLHVZxoaG/EPCfnxCc/NDeLioLgYN6MRg1KJuq6OjsBAOry9Uf3mN7SuWWMd/HD4MP4//IDPuHEUVFXhs2ABuieegOXLEU5+L+Xl5TQ1NdmdQ2pqKoWFhYMakF0quOQD+f/8jwqt1vp3+6WdDE+F8dZbcduzZ9Ag/PXXCh59dCLbtwt4eXkRU13Nx5M28Ebaav4xbyvDg4O5d0EagYFhZ30NPzV0QqvV2v0Iuru7h2zhBzixfDnhQUE/+WXu2RPGkiUzeSH+ryhOaQKqeOQR0GoxrFpFdnc3x4ASoFqhwATkABZgaksLRRaL9TH4Cn4RODg4MH/+fL788stB2+JjY2OxWCwUFRVJoxJtBdLQ0FACAwPJyspCEATGjh1LRUUFYWFh1NTU4OTkhIeHB+3t7ZKaxWAw0Nraypw5c1i2bBnXX389J06cYMOGDXz99deSrnsw6PV6Dhw4wKxZswZ93+atYsvUGxoa8O/vbyIIcPXV8K9/4TpzJkZRRHbNNUSuXk3ZAw/gvWQJLe3tVv23hweChwdjExPJysoiLDycquZmaVEYM2YMoihaZ5b2g5ubG2PHjh10WMelgks+kNsKey+8cGGcDM8HBoNhSK5489911NcH88I6T26/XcWizdfwP103UN8ZxqtfqvB46immPKxGp9Oc1TUYjUaKi4tPOwiipqYGtfpHM66qqiqqq6uHfMRtnDEDv5qan/wy/9//80GrtfBmXjxO/ZqAjEYjeUYjANkGAyVAOVZ1SnU1pHEVOfjhJwiEL11KxJVO0F8c4eHhhIWFsXfv3gHvCYLAVVddJSlY+mflADNnziQtLQ2TyURwcDBmsxkPDw+py9rT0xMHBwfp/iovLyc8PBwHBwcEQSA0NJSFCxeyfPlyBEHgtdde4/3336eqqmrAPblnzx7i4+OHlCue2nPR0NBAf8934SQFgocHbu+9h+GuuxB37GD4iBGU1NSg8vYeUC9ITk6msLCQ4OBgO58am2PkqcoesD7l5OfnDzpC71LAJR/IL5QV7YWAwWAY0iJgdt//Q00zmCzo9RYMeAMCvuxnieVfWFatQrjhBoStW8/qmEajke7u7iFtZ00mExaLxY5b/OgjOY88MpOtWwcvMIqieEZ68NWrITCwnIcnNyD249Rzc3Mp6+3FCBzp6aHi5PY64PhxP3pwoIwgkubPx+V3v8P1yoDni4I5c+aQm5s7qM9KVFQUzs7OFBQUoFQq7bpC/f39iYqKYv/+/RiNRtRqNSUlJZIJldFoxN3dnfqTFrdlZWVERkYOOIaXlxdz5szhwQcfJDw8nP/85z9s2bKF/Px8+vr6aG5upqCgYMDcURs6OztpamoiPDxces3mwjgYHJ2dcfDyoru3l8jISMrLy/Hy8pK05DYEBASgVCoxGAxUV1fbTQWaM2cOx44dG9Alq1Qqueuuuy6KRciZ4JIP5JcSjEbjoBl5W1sb4dOdOKGeyLqFmSgU3SgUch54PIA379/DfYHZ7OruJqyx8YzUKpbXXpP45/fec+Lhh68bMijX1dUNcL97+WUNtbUBgx5Kr9dLnhiDoh/3vWwZ7NhRw03f/t7qW/3oo4iiyMGDB2kWRXKAUlFEDxiBHkAUEwAjIh6kPvDA0D7UV/CzQ6FQMG3aND7//PMBmbAtK//hhx9QKBQDAteMGTPIzs6murqa2NhY8vPz8fb2xmAwYDKZcHFxwWQy0dbWNmQgt8HZ2ZmUlBTuv/9+pk+fzqFDh9iwYQMbNmwgPDycvr6+QZ8ei4uLJVOusrIy3n//fXbv3j1gmlb/z7q6umI0GlEqlXh5eaHX62ltbbXbRi6XExwcTEFBAQqFgoaGBum96OhovLy87KYriaJIXl4e27dvv2Tlz1cC+RnC8tpr1MyaZbW0PAVyuRzfWbNw0GoZdkcfr73WxL/vfJMbt86jMzeXYCBt2DB81WqYPp2m4ODTKkb2P/mkNL5t/XolOp3bkPH/ww9dWLVqrl2gP53JV0VFBREREUMeu6TfsW0mZfuNRtwATCZOnDhBSUkJIlYqJRtwiIzE5OyM1/jxCMIUQAQ0uLi4nJMVwRVcOCQnJ2M2mykoKBjwXkREBEqlksbGRjtqBazql7Fjx7Jv3z5Gjx5NcXEx3t7eGI1G9Ho9er2ekSNHcuDAAWQy2Rl1cgonJw3deeedzJ07l+bmZtra2ti8eTPr16/nX//6F5999hmZmZlUVFSQkZFBZ2cnGzdu5JtvviEwMBC5XM7Ro0Nbwru5uUn0R1RUFNXV1Tg7O9t1hzs7O6NSqejo6MDDw8MuERIEgenTp/Ptt98C1ieAbdu2sWPHDg4fPnx658aLiCuB/AzRuW4d+c3NGJ97bsB7b74p429/s0ojXV1drc0S775Le0MDTenptNfV4VZaigvQu3MnJbW1Q2bmoiha3dZOGd82FMW8YUMAtbW+drs7HR3V2to6ZMOGKIrU3XmndMDCwkKio6PJFkVsD5RZWVk0NDTg6OjIp4zlAEk0OQ3D6Te/Ifzqq+nrGwO4ABOlLsEruHiQyWTMnz+fXbt2YTKZ7N6zZeUlJSWD6s4nT57MiRMnUCqVKJVKHB0daW1txcXFhe7ubuLj40lPT5ckiGeD8vJyFi5cyN13383KlSu57777mDFjBn5+fjQ2NvLdd9+Rnp6Op6cnN998MytWrGDUqFHExMSQnZ09ZGbcP5APHz5c8k7vT6/I5XK6u7sZN24cbW1tA55o582bx9GjR9m5cydvvPEGTU1NlJeXU1NTc8aTwn5pXAnkZwjzQw/R6L6QsabiAcn0M88009QUwrp1UFQ0mTvuMLMv/Hc0e3vjnprK3xWL2GD6mP9XM41qUSTkNFOOWlpa8F68eMD4tqEo5nOZSzrUj0734osEvf22dWfLltHV1UVVVRUdoogLoD9Z0RdFEVVcHN8RRR8CZWUy3N3dSU5Oxqoc9wESUJ00YrqCiwuNRkN0dPSgplmhoaEEBQUNUGqANSjK5XJ0Op1UTG9ubpYK75GRkZSUlBAQEHBW52MwGDh69OjJ+wVJyhgREcH48eO59tprmTNnDtOmTeN3v/udpI4xGo0EBgbi6uoqGWOdei/bqBXbdbe2tuLq6mq3UDk7O9N9cg5oc3MzZWVldguDr68v8fHxHD16FIVCwaFDh6irq8NisVyhVuyQn3/Z2ZqabrqJ7cqX0LYOnObzhz80EBzsz+rV8MwzRlpa+tiZfz//nv4org88wBbX5TTixd9lf0O3YgXBp1GMVFZWnpb66A/La69xzeogqldvOaNaYltb22k568Pr12M82XVaX19PQEAAu595Bm+LBQHIc3CgtrYWFxcXKouK8KMC6CEwUElAQACpqalYRYeeQDPRb7xxRtdxBT8/Zs6cydGjRwcdWTh58mSKi4sl0ywbzGYz3t7elJeXS/y4bf6lxWLByckJlUolBdUzRU5ODrGxsaet1VRVVREaGmr3mq1GNW7cOMkH5lT0z8gdHByIiIjAaDTaZeSOjo5YTppsjRo1ioaGhgEF0WHDhtHR0UFOTg4NDQ309vYyYsSIAfz8pYLzCuSCINwkCMJRQRAsgiCcmRkHYOzpuewmzJhMJh55RD5o9jtnThdarTvLlsHdd2sRBAXgyldfhfPg8nGMbf8eP2Una14NxXLttcjeeGNInvx0EsdTUbd2Lea6ujP+Ln+KHy8IDSVUEGD6dEpKSggNDSX9v/8lChBlMg4tWEBrayuenp6YEhOpQw040NioIC4uDl9fX6wlz2jAC/maNWd0XpcizvXevlTh5ubGzJkzBy18Ojs7M3HiRHbs2IFOp5Neb2lpISIigu7ubvr6+iS1isVikUzsoqKiOHbs2IBAOBT6+vo4ePDgyUV/aAzWmWyr2cTFxVFdXS3p0/tfT/9Abju/9vZ2u4xcEAQpK09OTqazs9POf+bEiRPs27ePqqoqGhsbMZlMjBo1ijVr1lyyltrnm5EXAL8DBopVT4M+R8fLTldsNptZtsxlAM3R++qrtF9/vSQrHDHiCH/6kyN+fi0IQjD1nZDdreFTl0Vc1fgc8htvpHPlSqoH4cnPVBZoQ/XixYScRqPd+fLLGPoNdZCGNW/ZQvcpLfptbW3UFRbiIYr0ffYZAEeOHKF12DCuCwykbN06Tmg0NDU1IYoiPZGRKH0CAHc8PX0YO3YsAOPG9QGxxMf7Xe6Sw3O6ty9ljBkzBkEQyM3NtXu9vb2d2NhYFixYwHvvvScNoLDZQowaNYqysjJ8fHzo7e3FYrFIRT9nZ2eSk5NPOwS6P44ePYqvr+9p6RhRFKmurh6QkduSHGdnZxISEqRB0f3Rn1oBK0/e1NQ0oFtTLpdjNpsJDw/H29tb2teRI0d46623aG1tpbW1FaPRSEREBE899dRpLTIuNs4rkIuieEwUxbN3KY2MvOx+5CaTadDHquNr1lDU3Iy4di1gzRquucbCRx+J3HOPiMotjXsVPxD04INkvPQS4Q0NlFssDAsOHhCAbXTGmaJ73rzTTuspeuYZBJ0O1q2zy1r61q4l+5QW/fxnn8ViNiMAJX19REVF8d133xE0bhzBtbXkx8ai1Wrx8fHBaDTi4OBAc7M3oKC+PlQyO6qqKgGcaWkZuhP1csA539uXMARBYP78+ezevdsua7X548fExDBv3jzeffddGhsbrfUab2/i4uIoLS0lMDBQSjRqa2ulrDwpKQmdTjfkEGgbRFEkIyODCRMmnHa7pqYm5HK5Nenoh/6jHseNG0deXt6AWaWnZuQeHh74+flRVVVlt50tI7cVfA8cOMC+ffv4/PPPJSrGbDbj7+/PE088cUHsoH9O/GIcuSAIdwuCkC0IQvbpWnYvVQzld6L//e+J8PZGWLOGLVvgscem89lnvVRWVnL99TKeXm9g/jf3EPTgg7TPnYufWk3HihV4rFmDae1au6z4xIkT0rzNn8KZZO/GxYtxPckFNTQ0nKQ+oCo5mRCZDKZPl7bd9+qr+AM4ONCwfDkKhYKDBw8ye/ZsOjo6OHbsGEVFvXzxhYziYuFkd10A4IMgJEgNSwsXavH1FVi9+tJ8BP050P/eHqz55lJCYGAg8fHxkrwOrIHcVjsZNWoUs2fP5p133qGyshIfHx+CgoLo6+vD1dWVvr4+iSfXarWIooizszOzZs3i66+/Pm0xsLq6GrPZLLl4nm67wQzf+gdyX19f/Pz8qKiosNvm1EBuu6b6+no71Y4tIweYNm0a5eXlpKen09fXR0VFBf+/vTMPq6pOH/jnXPZFNgGBe3FBEXdcMLfcqsk0tSxnstUpw3pKp72mUlHUFnX8jaYpYOXSMuOYSqWVKyiKu6KiooCyg2yyL3f5/v64cuJywSUXFs/nee6THM7yntPLe9/zft+loqICV1dX3n333Wu2x2gqXNeQS5K0Q5Kk0/V8HruZCwkhwoUQQUKIoD/Tr7gpUJ/h3GgYy+s2l4ggmNBQyMmpYvXqtrz7bm+iotogSRJarZbc3FzcH3/cmIIybhyXZ88mpY5XrNVqsV6zhoIbmHGZl5cnG+YG5R0/Xk55iY6OlnuvJMfEcLlW/5OqqiqOuroyFsh67DEcJk3i8OHDlJaWMiQtjbiOHcncvp2zZ12ori7l+HEJHx8fLCx8AG+srY1hlYKCAh56SMfq1VVMndr029beCd2uXT7eVBk5ciQXLlyQFzfrLoIHBgYyfPhwtm3bho2NDZJk/P9dWVlJVVUVhYWFuLm5mRjRHj16IEkSp06davC6Bw4cYMCAAdd1QOpb6ATz4ev9+/c3yymvG1oBY5FPZWVlvZkrNceMHTsWnU4np2JaWFjw2muv0aiKRxIAACAASURBVK9fv2vK2lS4riEXQjwkhOhRzyfybgjYFBBCyJ+6fPMNZGW1IjT06rBjj3wkqRuXL1ewZEkRTk5OqFQqzp8/T4cOHeSmPxcnT8avVnxbr9ejUqkomz2bi1fDIdeiIWWvoaSkhPIff5SrNDUajewJJfn54Xh1URMwliRnZ+MFxEZHY2dnx86dO/Hx8SH33/8mPi+PgoMH6dTJmAbWtm0runXrhkrlDvRDpTKmo507d46zZ3vzyisPN4ukpHtVt21sbBg1ahRbtmxBq9VSXl5uFsbo168fNjY2cjzd3d2doqIiHB0dsbW1xc7OjuTkZPnNUJIkRo0axY4dO+otmqkZaNG7d+/ryteQbtdNBAgICKC4uNikK2F9Hrmvry86nc5YnVzrGdR45JWVlcTHx5vk0/fr148Rtd5YmzpKHnkN1xkaceTIEbPqN4C//13ImSxTphjYuFGwaHwMHqoMRvn9gJOTE15eXqSlpeHv78+lS5do37492jFjTBpR1TS+SnjxRQLqiZ/XpfSHH7APCGhQ3tTUVLTr1slVmqdODaRdOxVffFFCRlwc7kLAli0A7Nq1C/devdjs/C6vaXewfbsPx48fJzAwkMt/+xuJDg5YBgZy/rwDYMGlS20IDAxEkqwAY0WfwWBAp9OxfHk7MjKsmltS0j1H9+7dsbe3Z/fu3bRq1cqsU2ZZWRl+fn4UFBRw4cIFnJycKC8vN+mqmZ2dbVIg07ZtW3x9fYmNjTW73qFDh+jTp8812zGDcUG+vLyc+t5s6nrkFhYWdO/eneTkZHlbfYbc0tKSDh06mFS31njkRUVFfPXVV6SkpFBYWIhWq8XR0ZFJkybddJFTY3Kr6YcTJElKxzg7YIskSfWP8W4G5IWEmPfcvookSQwaNKjeDoS1ohdkZ2eTkJBA/98nstDwBPYnz/PSSx5s3dqGyspKXFxcqK6uRqfTGT2LiAi5GVVNK9rShx+m8p13jIun13BrT3/1FaIBeQFSVq7EvbISXF1h1izmzVORng5z556n1GDAAkAIDAYD0dHRjJ4+nbmtFpJT3JvQ0P1UVVXRs2dPLvfpQ97EifiNGoVebw/Yodd3wtPTE0nyAR4EkKerX68StbnQknS7PiRJYsyYMfX2LgFjabqXlxdjx45ly5YtcoaHhYUFWq2WkpISvL29KSgoMDF4Dz30ELGxsSZOT1VVFSdOnOC+++67rlw18fH6jGhdQw7G9ML09HTZ27aysjLJqqmhf//+REdH89tvv5Gbm4uNjQ0ZGRlERESQl5dHaWmpnNDQunXrZtcj6FazVjYJITRCCBshRBshxKjbJdjdpvwf/6D0GhWXJ070N3PYtVqtSV6po6MjAwYMIGXiRHzd3dlkOY38fD1z556hrKyM6upqLC0tufD55/iPH4/+vffYfzVOrtfrqa6uxs7OjvjPPkO6xuCHgoICHB57DOkaFvPU2rU4l5UZB8YGB8sGdty4c7h17YqLhQWMHUtKSgr5+fmMHz9e3qdv3120adOG48e78tZb6Zw4UXT1VVcDtMHCwpihYmfnB6iwsTG+Ufj4+DSpbpW3QkvS7YZwd3enY8eOpKSkmIUNc3Nz8fDwoGPHjrRt25b4+Hj8/f0RQlBRUUF+fj4dOnQgPz/f5DhXV1f69u1rUkV64sQJ/Pz8bsg4XitkWJ8hlySJ++67jy1btshdQO3t7c3i5F5eXjz66KNYWVmxdu1atm7dyubNmzEYDKSkpBjXp6ytcXFxYfz48XLVaXNBCa1cxeL559HHxppZoKyFC8HXl3kfllPXAS4sLMTV1VX++YcfHHnkke58cf4Jnre+RM/+4O5ezqRJeQwfPpz09HR8fX058sUXOGVmkiwEHby9KX7vPaysrEhISMDHxweHfv0w1Mkqqc2B2bMJ+vVXuZS+LtXV1eSq1QTUOkdwMKSkGPD0PI39pUsIvR6ioti2bRuenp64uroSHAyHD2ejUp3ivvvu44svNJSUJJKQ4HS1lagr4IFe3w2ABQuMhn/evKt/YBER6G9ghJxC08HHxweDwcDBgwdNttcYcoBRo0aRm5tL69atKSkpwcPDgytXrmBhYUFeXp6Z9zx06FASEhLksvYDBw5ctwCohoYyVgwGA9XV1Wa9eyorK+natStWVlYcOXIEqD+8otPpcHV15cEHH+Stt97ivvvuw9XVlfPnz1NUVIRKpcLFxYXhw4czZsyYZhVWgUYy5E2xg5iFhYVZTipA8sKFkJ7OLBFqFjKoybOtYd48FRkZBnbvticz8zInT1qwfr0VVlb2PP54P1auzMTR0dGYTaLRkDV1Kt4ZGRzr1QutVktxcTEZGRk4HD9O+jWm6pxfu5bSy5cb9NjT0tIouXQJqc45MjMzyc/PJ2DyZNmb/+WXX3jiiSfkfdauXUtlZSUDBw5k5EgJKKRjR9+r7UatgL7o9caxcjXe94AB8XTr1o1TM2dScAMj5BSaDrm5uUyaNIm9e/ealOjXNuQODg7Y2dmRnZ2Ns7MzrVq1wsbGRt6/brGNra0tI0aMYNu2bSQkJGBvb39DedharZacnByTISk1VFRUYGtra2Zgq6qqsLOz49FHHyUqKorS0tJ6M1dqvz1fvnyZEydOcOHCBYqKijAYDNja2tKnTx+efvrpxh3w/idpFImb4oNqyJDz4oug0RC8wN8sZFDXIzcOYshk/HgfPDyyGDasK88915/wcHsyMiRWrxZERUUxbMYMqhITsX7ySSRJwsvLi759+2JjY0NFRQU5zz3XYMWmwWAge+BAul1jQfT333+n9+OPmwWrjx8/jkqlos+HH0JaGjnjx3P58mWeLCriilqNCA/n6NGj+Pj40KtXLzZuBNCTkNAJPz8/rK0loBt1e+uXlZVhbW3NlRdewKMlBMjvEYQQZGdnExAQwPjx49mwYYPsydY25EII2XtVq9VUVlai1WpJS0tDrVazefNms7+dfv36UVxcTGRkJIMGDbohDzcjI4M2bdrUWwZfX1gFjIbcxsYGT09P+vbty++//96gR67X69myZQthYWFkZmZSWlqKXq/H3t4etVrNyy+/3GR7qVyPRrGoKSmOTe7tu0FDXns1sxZCCC5ERJBXK5QQHAybNmWwZo0bERG5HDzYhszMTCws2uHtnc/UqfakpaXRqVMnzp49S9euXQHYsyeAjh2T+f13JxwdHWn19NNIISFGz7bOgzp79ixOdnaUXaPwYv/+/UxavtxM7kOHDqHRaORBtqtXr8bBwYHL8+aRn5nJ0vfi2bjxIhYWD2Jra0t5uRZojU7XDkmSmDChJxYW/jz55B/XqqlGPXbsGH1DQlpGgPweoaioCCsrKxwcHAgICKBHjx5s2rSJ8vJytFqtnJJYUVGBm5sbtra22NvbU1lZSXV1NT4+Pjg5OaHX6806K6pUKgYNGsSJEyeoqqoymcLTEDcbH4c/DDnAsGHDSEtLo7i42MSQl5eXc+rUKX788UfOnz9PcXEx+fn5GAwGWrVqha+vL/369bvmOMWmTiOFViya3Nt3g4a8ASRJwrB5s7EvRa2bqUnHKikpISTEAlfXGObMseWrrw4xbFg+zs7OSJJEcXGxvPgzd65ETk4hy5blU15eTo8ePbg4axbaerJSoqKi8Nq9G9sGepobDAaunDyJa69eJl8CFRUVJCUlmXhH+/bt4+WXXyb5mWfwU6uZUTUJnU4QGfkwACpVJTAAC4u+V/dvxdXQusyFCxfk0u3aE9UVmj5ZWVlyi1iABx54gKqqKrZu3YqHh4esJ+Xl5Tg6OtKrVy8uX75Mjx49sLW1JSsri+zsbPr06cPJkye5cOGCyflbtWrFwIEDiYuLY+XKlSQkJFy38rO++HiNDPU1k6uZVgTGlMLRo0cTFxdHcXExiYmJrF+/nqVLl3Lp0iXs7e25dOmSXH7v6OhIQEAA7du3Z8CAATf9/JoSjWLIraya3tv3zRryiAh4X7eR3U7T5JupWTX/7js73n/fmOSwapUL//iHE74HD1L59NP0TUqSJ5PU8NFH1bi7W/DCCzqEEFhZWXHpmWewqhOmMBgMJCYm0vbFF3FtIISxY8cOnC9coO7K7OnTp9Hr9XIK2BdflPDrr1dISRmCd3AwUno6FbrzgC86nfGPycqqAnDDysromdVNLczIyKCkpIS4uDj69u17w89OoWmQnZ0tv52B8W9g4sSJ7N271+RvoWY8YI0h79y5MxYWFlRWVmJtbc358+eZOHEikZGRJiPjioqK6NixIy+++CIPPvggO3fu5Ouvv663J0tNo6yGDPmNeORgLBJyc3Nj9erV7N69m7Zt2xIUFERWVhZZWVmUlJSgUqmwtLQkICAAjUYjL3I2ZxrFkPfq1fTevm/WkIeGQm6JJYtaLZVvpuYP45NPrMjK8uCDD2D6dOMYtt//lcuzBX9l15IrnD17Vm4yBRCUNpsfxGOMFT/TpUsX4uPj6f7BB2Zhiri4OPLy8vC/RmOt8PBwpr/5pll8fNu2bXTu3Fl+XZ4zJx6dTrB4cbI8js3YI+px2ROzsakE1NjaGtWkbmpheno61tbWtG7dusm291RomLqGHIxNpvr06UNcXJxc5VjjDTs5OdGhQwcSExNxcnKSuwEeP34cZ2dnBg4cyIYNG+QwypUrV3BxcUGSJAICAnj11VcJCgpi06ZNfP/99/LwZjAuQDo4ODT4VnejhhxgwIABvPDCC4wcOZIDBw6wc+dOCgoK0Ol08lg6tVpNp06dAJg4cWKTXLe7GZq39LeRK1eumAxhvR7GcnzjhB4wehSpqan4+vrKnqsQyPM25xuCKKUdnzPT5HUQYN+XXyLl5yPWrKF169bk5+fXOyn88OHDtG/fHvWyZZytJ+xSUVFBbm4u982fb2JxdTodx44d45Hqarl61cnpS2A0Awd61FqIqgLGyOcbPdoVlWo4Y8fW8wAiItj/l3VMeryC/fu73/Bzq40ID79mNa3CnaU+Qw7GEMXw4cP54YcfqKqqMhnY3a9fP2JjY+X4d7du3SgsLGTVqlV07twZa2trdu3aBZg24wJj3DwwMJBp06bh5+fH2rVr2bhxI4WFhdf0xqFhQ15fV9KkpCQSEhJYvXo1KSkpZGdno9frcXNzw9PTkwkTJsjj3iZNmoSlpeWfen5NCcWQX0WlUpktyFwrnvfSS3oiIy1k71SSJPbv349Wq5U915o86zffzKFLIEjSZAY+qDWJS+7Zswf9ww9T7eaGx7RpnDp1ip49e5pdz2Aw8Msv2YSHP8nMnjPQ1JO1smPHDnn6SW0OHTpEbm4ubmvWUJ2eTuWcOWRkpAJdOH7cmBMeFmbAYLgfcKfm72LfvlYYDJJZFmRlZSWnZ87k85K/kVfak7lz/1zO7b4ZM8xCQAp3h/LyciorK02yrmrIz89n5MiR+Pr6snHjRkpLS+X4dLt27Wjfvj1lZWXY2dlRWVmJwWDAz8+PNWvW0L9/fzle3tBEKktLSwYOHMg//vEP3NzcCA8PZ8OGDVhZWZnNFa0tb90YuRDCxCPPzc1l8+bN7Ny5k/T0dPLy8igsLKS0tBR3d3c6d+5McHAwycnJlJaWMnny5Ou2DGguKIb8KpGRnrz8cpCJc5iRkcH58+fr3b8+byYoKMhkfFWNQffy2kFCgjtC+LBr109y7rlerycpKQn1E08gffcd/h9+SFFRUb0N7OPj44mOtuby5fZ8dbQPreoZFxcdHV2vhxEVFUWnTp3Iee45rDUaUl95BW9vDZLUnpEjjSowc+ZBYCAWFsYvIDCPiYPxC2Xv3r10mjmTZx2Wo3Ft/afWO+oOmVa4u9Tob920QL1eT1FREW5ubowZM4aqqir2798v63Xr1q1p06YNKpUKKysr3Nzc8PDwYNu2bQQFBREZGUmfPn2IjIwkJyenwUHfYGxcNWLECKZMmUJRURHJycksXryYJUuW8N///pfo6Gg5y6S8vNzMI9fpdEiSxKVLl/j222+JiIjg8OHDVFZWyv3SW7dujSRJPPTQQ4wdO5bNmzfj5ORE7969zRqFNWcUQ36VuXMlsrI8TZxDLy8vk1h2bc6dO2cS/oiIgGeeGWIWJcjIyMDa2pq33+6KRgOTJ7c3GuqICI76+JD3iwuvvHKJbdusOH36NIGBgdQ+qdBo0IeFsWnTJqZOHYK7+wlCQ81ba6anp7Nr1yU+/niQmQzffbeXH3/swal2syEtjc8vdSAlJQghAmVv++GH4/DxsWXFij++H+ort9+/fz9BQUGcGTSIj1NXkFbg+KfWO4qKinB+/nklXbGRaCiscuXKFRwdHbG0tMTCwoK//e1vZGVlcebMGcBoyAsLC3nsscfIy8ujffv2BAQEUFZWxtGjR9FoNBw+fBhnZ2eOHDnCxYsX6202V5vTp0/zyCOPMH36dP75z3/y7LPP0r17d7RaLQcPHiQsLIyff/6ZDRs28OWXXxIWFsaqVasICwsjPj6eTZs2kZ+fT15eHqdOnUIIgY2NDW5ubnTv3p1OnTrRqVMnNm3axNixYxkwYECzTjWsD8WQX6U+7/Obbyz561/71xvCTUxMNFkcDQ2FjAzTtEq9Xk9CQgJZWY+wcmUnRoyADRseZNUqiV0ffYT28mU+2TiU4mIHVq1ypayszMSDuTBzJpcyMigLDeXs2bNMnerF3r1evPqqeUzv999/59y51uTmBpjIUF1dTUKCoLg4kJAQ40LS//7nBwxBkiyYNQvCwwU7d45m9mxXE5taN4Z9+vRpNBoN9vb2lJWVmVS13gjFS5fK58vMzMTHx+emjle4fdjb28uLfbXJz883eSO0t7dnzJgxHDp0iKioKFxdXbly5Qre3t7079+fLVu2EBwcjE6nk4+TJInMzEysrKyIi4tj+fLlLF++nF9//ZVz586ZhE+qqqo4dOgQQ4cOBYwhTnd3d3r06MFDDz3E888/zxtvvIGfnx/BwcFMmDCBoUOH0q1bN6ytrVGpVFy6dElOOSwuLsbPz48ePXowdepUAgICKCwsJCMjg6lTp+Lv709paWmLS5Vt/lH+20RwsLljaDTOloSGmv4uIgJCQh5ApXKSt8+ahdyTvIY9e/ZgYWHBwoWtSE+HH34Avd6Sjz7aw/IJE3hi61aqLjuDdiCVlRn06jVUPjYzM5MrU6bQf+1apnV8jS1bwNs7lX/96wEz2cvLyzl58iR9vTsTm1zNCPVFjAOQ4emn89DrvYGhCGEMaVRW6oD+2Noa78vXVyI7u53JfRoMBqI+/pj78/KwDg0lffRotFotbdu2ZcOGDYwePfqmnq9Wq+XEvHkMy82F0FAKfvhBLohSuPs01Bc8Pz/fLK4dGBjIuXPnOHfuHOXl5Tg4OFBYWMiTTz7Je++9x2+//cazzz7L7t278fX1pVOnTpw8eZLq6mrOnDlDUFAQrVq1knu6bNy4EQ8PD/z8/MjJycHZ2Zn8/HwyMzOpqqqiurqaqqoq+d+JiYnk5OTwv//9j8uXL8tpvsnJyeTm5mJvb4+trS1arRaNRkNwcDA9e/bk2LFjfPXVVwwePJjJkyfLmSkt0ZArHvk1aKglq3ESkL+J51s3DBERAU89ZcXhLwqZWfIeGtdSnn4aPD2PM2FCFq5//SuW6enYOFgBXbG0vCwv5hQWFpKYmEjQvHmQlsa644KSkgD+858ef8xMXLiQkquThGJiYigu7su+5J4YsCfqyB9KunFjOvAKYM2CBXDmzBmsrPIAK3lRs+59GgwGoqKi6DtjBtYaDcXvvUdSUhK9e/cmNzcXlUpVb3HGtTh+/Dh9Zs40uVBza0x0L6DRaIiLiyMuLk5e7Pfy8qKqqoqJEyeSk5NDcnKyPCDF398fCwsLkpKScHFxYfTo0WRmZuLp6UmHDh3Izs4mNTWVM2fOcOLECfLz8+ncuTPe3t4UFRWxfft2SkpK2L17N7GxsRw9epSTJ09y9uxZkpKSuHjxIocOHcLS0pLk5GTKy8vR6XRUVlZSVFREhw4d8PDwoFevXvj7+zN9+nRcXFyIiIggISGBjh078vjjj5ukFyqG/B6joZasN9JzOzQUcnPdWbjJhuCiRVyy78KLL+5i+nRHfvopkIsXHwKMC4suLnqsDGNY02YGFcuXc/ToUe6//37Z0AUGBiBJrXnwQWP+eE5ODskLF+KYmUnVnDl8/XUCq1c7Aw9ggYFZTycCXC0uKgYGYGdnvI+ysjLmzRuORnN1UTMigilzNKTNiiA4+A8j3qdPH1zeeANtcjIHunSR5fnvf+14880n+Pprixt+jhUVFeh0OlpNnw5paYiXX77hYxXuLr6+vkyZMoUDBw6wbt06CgoKUKlUtG/fnuzsbJ577jlcXV359ttvKS4uxsXFhZEjR9K9e3fi4+PJzc3l1VdfpW/fvvICqb+/P97e3qhUKnQ6HVlZWSQnJxMTE0NFRQWlpaXk5OTIA58LCwspKiqiqKiIuLg4ysvLsbGxwcfHh3bt2uHj44OjoyMODg6MHj2aadOmERwcTFlZGefOneOnn35i5MiRTJo0CcAsBKgYcgWgYQNfQ1lZGU89FU2bNjDvGQckjYa4v/+d0tJSVq70Iyeni5yyN3lyNVZWJymuKiLkyrPEzJ7N8OHDZQ8iIgL27q1GiDZERRk7zSUkJDB43jwkjYawIRGsX98BGImFhSUrwi0IXjcMgO3bt/PJJz3QaCSWLDHKdvx4PxYvbi13wD0+Y4Y8O1QIQXR0NH369MHV1ZXq6mr27t3LkCFD5OHKCxc6kZGhuqmMwaNHj5pUfmZmZtabmaPQNDD2lQ+mU6dOrFq1ipiYGNq2bcvFixexsrJi1KhRuLu7s2rVKsrKyigoKODBBx+Uc883btxI+/bt+fDDD3Fzc+PMmTOkpqbSoUMHAgMD6dy5My4uLhQXF2Nvb4+NjQ1OTk54enrSrl07/P396dy5s5xeOGzYMNzd3bGxsUGj0TBo0CC8vLyYNm0aT15t/PP111/L4xRff/11unbtSl5eHm5ubmbFPi3RkCsx8ttMRAR8+OEuXnrJhaysACSpCxERacyeXczsdk7U9ML66KNqLl7M4NKlS8yaNYDPZuoZWTWRjm+9ZVIl+cGblcAgJNrxzjsFnD59muHDhyMNGwZTp/KJVzxC2GNh4WyScVJeXk5aWhqvvz6Ud9/9Q7558yxIT4c5cwTduu3H9623aLt8OWLmTKKjowkMDJRzizds2EC3bt1MUirrWwu4FkVFRdja2poUQB0/frzeVqUKTQeVSsXgwYPp2rUrW7ZsITMzk8rKSsaNG4eLiwtqtZqhQ4cyf/58IiMjmTZtGv7+/vj7+2Nra8u6devw9fVl8ODBODs7M2jQIJKSkrhw4QLJyck4OzvLcfI2bdrIC5V5eXlyv6LExEQmTJhA165d0Wg0cqZJUlISFRUV2NjYEBYWRlVVFTqdjsmTJzNs2DD5HnJzc+strGuJhtxksPDd+vTr10+0VNRqnYByodH8sU2jMS4zajRCiPBwUerjI5Y9/bQ4cuSIvM/SpSXCxydfhIf/cVx+fr5wZLsAIVpxTOzcuVPo9Xr59wcPHhTvvBMlNBphcpwQQixZUiTU6iqz7eHhQqjVWvH22ztFbm6ufJ2oqCiRl5cn77dsWblo0+aUCAsz3PxDCA8XQqMR1V9+KaKiooRWqzX5dUjIKaFW681ku10AR0Qj6LVoobptMBhEXFyceOqpp8Rvv/0mUlNTRVhYmBBCiF9++UUsWrRILFq0SKxZs0ZERUUJIYSorq4WsbGxYtasWeKll14SR48eFUVFRUIIIfR6vUhJSRELFiwQX375pTh8+LBISEgQWVlZoqysTOh0OhERESGOHj0qy6DT6URmZqY4dOiQeO2118Tbb78t1q9fL5KSkoTBYBBffPGFyMjIMJF727ZtYs+ePSbbKisrxcKFC0VOTs6dfGR3jIZ0+5Y8ckmSFgLjgGogCXhRCHHl1r9emi8hIRaEhtrJHqsQgunTM/m//zPw7LPphL5zgBUlm3h/yzr6ff9HPviCBY5kZhq93aefLuXYsWM4Ojqy6BkLQv9zlmH91hAUFCq/Jq5cqeOjd84RYnWUtIXnzeI8xhCI8XwvvaQn5fPP6fDllzz34Ye0+9qfwYMH4+joiBCCrVu30rNnT5Nwx2ef2ZGT04O5c2Hq1Bu/fyEEJ2bMwP3yZbJmz6bkq6/MCpRWrepORoZklg3UlFB0+w8kSaJXr14EBgZy/vx5MjIy5GESVlZWDBw4ELVazeLFi+VumP7+/gwcOJC+ffvy5ptvkpSUxI4dO3BwcJDzuvv164fBYCAoKMjkerGxsRQXF6PX6/n555/JzMwkLy8PV1dXVCoVzs7OfPTRR7JXXVhYSEVFhUnFNBj7t/Tp04fU1FSSk5NJTk6W+6/fbOpsU+dWQyvbgQ+FEDpJkj4HPgQ+uHWxmi+10xjDwvTMnBnLmDEX2LdvOG3b9qdDeE+ycWSxRTfeqnXcrFkQEpLHuHF7OX3am4EDB2JtbU3f76A8KJ9//WsR//2vpXzuOXPSKSz3YSHDeCN0KAQHG/u9fP457ZYvZ9aI7wiNGsY77xSya9cR7lu+nLOZmRydOZOnsrPl0uQVK6qYP38Ms2e7UbsW6WZDKGB8ZT1w4AA933+fn+blMKNiHCGp5gN3Q0Kkmz53I6Dodh0cHBx46qmnOHr0KL/++ivZ2dlIkoQQgvbt2/OXv/yF/Px8YmJi+OWXX+jduzd9+vTB29ubCRMmoFKpyMrKIjExkejoaOLi4tDpdCQkJFBdXY1Wq0Wr1XLy5EkCAwPlObC9e/fGy8sLKysrIiMj6dWrl0loJDExkU6dOiFJEtXV1WRkZJCenk5UVBRnzpyhbdu2+Pn5MXz4cNq2bdsyG7zV56b/mQ8wAfjuRvZtia+f9WESUrnK1aiDWVhhxQqt8PCIEbNnxwuDwVDvedRqgygpKRFRUVFijXBhoAAAEs5JREFUzpyzQu1SLMJd3hMiPFzk5+eL7du3i2xvbyFAGNRqER8fL2JjY4VerxcrntkpPFQ/isV//em6Mv4Zzp07J/bu3SuHUYznNdzyef8M3ObQiqLbRpYvXy6ys7OFEEK8/vrr4tNPPxXff/+9HL748ccfxYkTJ4QQQly+fFn89ttvYsGCBeLZZ58Ve/bsEXl5eSa6nZqaKubOnStycnJEQUGBKC0tFVVVVWLx4sWioKDA7PparVZ89tlncohGCCHKy8vFZ599JpYtWyZWrFgh5s2bJ1atWiV+++03MWPGDJGcnHwnH8ldpyHdvp1ZKy8Bv97G890RIiLuXsO9mjTFESPAxyeHN974DV/f3/jPf/bRrds+zoWGysLMn29Jbu4QVq3qZpZfPWsWqNUVjB37I6dOnWLw4MHMmtWF9MJWTEqdyaHAQJKTk3nggQdoM2cOed7efDdqFA4ODgwcOBCVSsX8PQ+Qa3iCxbHj6pXxz/ZLqa6uJioqCmtra+6//345jGI8r9TUve4bpVno9p3G0tJSXoj09vbmscceY/fu3XJ/8dr9UDw8PBg1ahRTpkzB29ubgoIC1qxZw9KlS9myZQsJCQny8AonJydcXV1xcHDA2toae3t7s5mbYPS821xt4Xzo0CHWrFnDv//9by5evIivry/jxo3jgw8+YMqUKYwaNYpu3bo12ISrpXHd0IokSTsA86YM8LEQIvLqPh8DOuC7a5xnKjAVaHCc062yfHkFc+cmMnWqntnqg6jmzTObND/7/Swyr1gT+oENwcGmK9cRETBnTgUhIXa3JXZbE2bx9YWsrNasX9+NmTPtcXd3N+4waZLc/W/WrOAGww1CCLTac3h6+hMU1E1+NUxNTWX9+vU8//zzsoKHi5eZoevGPzp48myt59xQqKS+itYbJSoqioqKCkaOHGnW0OhWznu3aE663RSo3bPfYDDg7+/PiBEj2L9/P126dKGiosKsUCwjI4OgoCAee+wxhBDk5uaSmJjIwYMH+fHHH7l48SLr16+nS5cuuLq64uLigrW1NUVFRdjZ2VFWVkZpaSmlpaVs3bqVyspKVqxYQefOnRkwYAAdO3bk22+/pVevXmaZUG5ubhQUFNy159Oo1Oem38wH+DsQC9jf6DF36vVTrTYIuCjc3beLOE/PemMGYc7vCjVJxpBEHTSuJQJOC41ryW2Vq3Y4JTxcCB+fK+L992PE2TlzxEFPTxHz/vviVEiIWczFEBYmhEZzVS7zEI23d5ZYscI0I+R2hUqux//9X4Hw8NgnQsZ+I7RqtXmsqBHhNoVWmpJuNwVWr14tkpKShBBCzJkzR+h0OrF582axa9cusWTJEvHqq6/KoZcafv75ZxEbG1vv+aqqqsSKFSvEqlWrxM8//yzWrl0rli5dKv7+97+L1157TSxevFiEh4eL77//XkRGRop//vOfYufOnUKn05mc5/vvvxdnz541O/+hQ4fETz/9ZLa9OdOQbt+qoj8CnAE8bua4O6XsJvHnhoLRDW0XQoS7vCc0pNZr5G8XxvTEU8Ld3Zj+V1VVJYQQwqBWizIQhT4+4ujRo2LPnj1in4eHMIBRrjoiN2Swr3F7txUvr4sCdgovVYww3I1vjpvgdhjypqbbTYFvv/1WJCQkCCGEmD17tjAYDOKHH34Q8fHxoqSkRLz44oti7ty54ueffxapqanCYDCIZcuWiczMzAbPuXfvXvH777+bbNuxY4fYuXOn2b4bNmyQY/C12bRpkzh27JjZ9sTERLF69eqbvc0mTUO6fasx8mVAK2C7JEknJElaeYvnuyVMKi4bKr+8Rllm8AJ/0jSDCV7gf8dkDAmxQKPpwSefPIC7uzvW1tZ88UUp7lc+5VW7h0l7+WU6d+7M0KFDGTx/PpJGY5Srjsg1se2Zw6PRajRy0P96Vae3ghCCixcvsmvXLqZPN6BWjyT0GT1Sy+wp3qR0uylgaWmJXq+v/WVHZWWlHFbr0qUL06ZNw9nZmcjISBYtWsSpU6fkquD6qJmIVRtPT0+zbWAcQ1d7JmgNdnZ29cbU76XQyi2lHwohzPtgNmfuQmC3vkssWOBIQdnz7NY8z9o5NybPSy/pGTAgnoIHJ1KWl4dLraRsQ1gY+rlzsQoJuS33U1hYSEFBAampqbRv356RI0fywAMSH30EMAxIu+VrNDVanG7fBiwsLNDpjAPCJUlCkiR5bGFBQYEc4x46dCj3338/hw8fJiMjg3Xr1uHg4ED37t3p3r27SQ5369at5Zz0Gtzd3c22ATg7O5Obm2u23dbWtt5FTWdnZ0pLS9HpdC1inNu1UHqtNAFuJnMkKyuLI0eOEBMTg1qtZsQnn+By9WCDwcDJkyfZM2MGlTXVQLdARAR4e6fxyiuriVu0iJEvvECHHTuUroX3KDVZKzWGHIwN0WxtbSksLDQx0JIk4ejoyKBBg3jrrbd45JFHKC4u5quvviIsLIyYmBj5mKKiIpPe/jVeet2RhTfrkatUKlxcXOQh0i0ZxZA3AW4kHBIeLvD03M/77/8sFze0bt0agoPJPXaMkwMGsGfPHry9vRnxySe0ug3hjpCQHLKzzxMVNZC//PSTMl/zHqfGkBsMBrnCuCa0UuOR16akpARHR0e5e+Kjjz7KO++8w8MPP8yVK1dYtWoV33zzDbm5uZw9e1Y25tbW1jg4OFBUVGRyvps15ACurq6KIVe4NhERoNEIli+voLy8/I5ey9gWdxBRUVNlzyciAry8zvLGG+txcXFhxIgReHh4NPjNUFFRQcLcuQ0m0uv1eqqrqzl9+jRRUVG88ko+avUI5s8fRKvZs5X5mvc4NemHNR65wWCguroaGxsbM48cjJW+dediqlQqOnTowNixY3nnnXd44IEHsLKyYvPmzXz22WdERESwZcsWSktL5fz0Ghoy5A2FVuDeiZO37MDRHcY4QSiLmTO3odG40nrfPk6F65knvUPwGwXY2DiybJk7AzyPceikH28/cYy3H86hdPZsHGfPBkDMmYNu+HAso6ORrhHTrq+svWbAxd69XblW+nJmZiaJiYnY2NjQc+VK5KYuV68lhGDevEQWffIDz6qOMWfuMHq8/TYjRkBISM1ZmkFiuMIdxdraWl7orImP29jYIEkShYWF9Xrk18qrV6lUdOzYkR49ejB8+HDUajXZ2dlkZmYihGDZsmWMGjWK/v37065dOxwcHKisrDSLeV/LI79XDPkt59r+mU9LSdGqSfULCzMInU4nDGq1UJMioFh4eMQId/fdAlYK+EDAbGHNW8KRV8RQAsSXLi5ivZubiAFxUKUSVfWk8NXkkTeUS3itVMOysjIRGRkpdu/eLRISEv7omljroLy8PLFv3z4RHR0tPD2PC8gXapKbVCrhnwGl++EdRa/Xi9TUVFFdXS3i4+OFEEJER0eL0tJSk/3WrVsnzp8/f93zrVmzRiQmJppsS0tLE0uWLBEHDx4Uy5YtE8uWLRMHDx4UCxcuNCvfz8vLE0uWLKn33Pn5+SIlJeVmbq9J05BuKx75LfBHUokEWEBICCHvLyNUmsWs+UMACA0dwQj1eaKOOFJi5UpRpR3JqnRe/XwrkiQR8f4FZle9znMWH/LMi50oiYmRF5JcZ82iW04ODbUJbCipJTxcMHNmIlOn+jJrVg+TJkGZjz7KMW9vnJyccMvKon///lhZWTFvHoR+UMossUIJnyhcE5VKha+vLwDdunUDMOkDXkNNjPx61DTeqo1arUar1eLn50f//v1JSUnh0KFDxMXFERERQY8ePfDw8MDDw0P21OvDzc2txXU6rJf6rPud/twLXkt91OdBGwuEjgt3952iuLjYtGHWDVT35Ofnm1WFNlQstHx5hfD0PCjmzDlzG++q6YHikTcJzp07JyorK6+7X+1Co9ps2bLFrJ/4L7/8ItauXStiY2NFZGSkWLVqlZg/f7749NNPb5vcTZmGdFtR9kbmZioxDQaDiI+PF/Hx8WLPnj1iz5494vTp06LMx8fEcjd0zrtVvt/YKIa8edFQiX1ycrI8wKKGlJQUsWLFCpNtBoPBrGy/pdKQbitZK43MjVZihocLvL1Ps3TpWZycnLj//vsZOnQo3bt3x75ORsmtDI1WULjbtG3btt4QTLt27bhy5YpJGqJGo6GoqMgke0WSpGtWj94LKIa8mTB3rkROTk+2bHkSjUZjWpRzg98Gd7J8/1ap+vLLu9dfWKFJMWTIEDQajdl2lUpFQEAAZ8+eNdnWsWNHEhMT76aITR7FkDcTWrI3vX//fmJDQpSCIwUzunbtamLIAfz9/blw4UIjSdQ0UQx5M+FmvGljKM3439LSUi59+ilX1OpG93Z1Oh3pCxaYeN5LlhQxfnw+cQ+sbrnfVAp/Gj8/P3JycigtLZW3derUiYsXL5qU9d/rKIa8hRARAT4+mUyd+l+2bt3Kvn372L9/P4mJiVgsXYp9TRHQHUCv12MwGBBCUFRUJA8O+GDUcrxVR5g28lP27NnDoUOHsPz3v00874ULW5GfP45F+x9tunEfhUbD0tKSTp06kZycLG9zcHCgdevWpKamNqJkTYz6VkDv9EdZ2b/9GDNSdMLbO89kpqEQ4o41KQ8LM4g2bc6Iv/51sdj+5psixsNDnJw1S2RlZYnq6mqhVqULiBeeqt9FdXV1vbLcCdFQslZaFNXV1WZzbHfv3m3Wx/xeoCHdVpS9hXCnBkqsXKkTbdrEi9deixT79u0TMTEx8sfDI0ZAjHB3jxIJbdqIurmN4c9FC41Fhgh/Lvr2CnUdFEPe8klPTxfLli1rbDHuOg3pthJaaSFcL4au0+nQarUm24QQVFVVUVkrY8SoK38wdy7k5Ljw448dGXjqFEMmTWLImTMMGTKE+fOHoNEM4ZNPhtN57lyzGHfwumGk6XwIXmde9aegcCv4+PhQXl7OlStXGluUJoFU9w/3bhAUFCSOHDly1697LxIRATNnJjB8+K8EB/dg+3Y7vv5ay7hxaYwZY4etrS17Jn3H12WPMMgmnHFLJyPFxKDZuhWnKVP4ifF88w28+CJMXTuRjtnZRoOd1nSHSUiSdFQIEdQY11Z0++4RGxuLn5+fPHj8XqAh3VYMeQvH19e4tqhWG7h0yUCHDpakp6fi7n6ebdta4+rqyuDe1WQVueDllEP8RTWtevXCMiPDOMKttsGOiEBuwdiEFyUVQ67QUmlIt28ptCJJ0lxJkk5enWm4TZIkn1s5n8Ltpyb/PCREhaWl5dWf2/LJJw/Rp08f2rdvz5yFndFoPAld1BM3NzesQkLqn8PZlCuKbjOKbis0J27JI5ckyUkIUXz13/8AugkhXr3ecYrXonAnuR0euaLbCk2RO+KR1yj6VRyAux+nUVC4Ayi6rdCcuOV+5JIkzQdeAIqAkbcskYJCE0HRbYXmwnVDK5Ik7QC86vnVx0KIyFr7fQjYCiFC6tkXSZKmAlOv/hgAJPwpiW8cdyDvDl/jbqHcy83RTgjhcb2dFN1uErSUe7lb91Gvbt+2rBVJktoCW4UQPW7LCW8RSZKONFbmwu1GuZfGRdHtO0dLuZfGvo9bzVrxr/XjY8C5WxNHQaFpoOi2QnPiVmPkn0mSFAAYgBTguqv6CgrNBEW3FZoNt2TIhRBP3i5B7gDhjS3AbUS5l7uMott3jZZyL416H41S2amgoKCgcPtQmmYpKCgoNHNatCGXJGmhJEnnrpZab5IkyaWxZbpZJEl6RJKkBEmSEiVJ+mdjy/NnkCTJV5Kk3ZIknZEkKV6SpDcaW6bmTnPX7Zag19B0dLtFh1YkSXoY2CWE0EmS9DmAEOKDRhbrhpEkyQI4D/wFSAcOA08LIc40qmA3iSRJ3oC3EOKYJEmtgKPA483tPpoSzVm3W4peQ9PR7RbtkQshtgkhdFd/PACYj+pu2twHJAohkoUQ1cB/MKbCNSuEEFlCiGNX/10CnAXUjStV86aZ63aL0GtoOrrdog15HV4Cfm1sIW4SNVC78Xc6zdwASpLUHugDHGxcSVoUzU23W5xeQ+Pq9i33WmlsbqTMWpKkjwEd8N3dlE3BFEmSHIEfgTfrNKVSqAdFt5sPja3bzd6QCyEeutbvJUn6OzAWeFA0vwWBDMC31s+aq9uaHZIkWWFU9O+EEBsbW57mQAvW7Raj19A0dLulL3Y+AiwGhgshchtbnptFkiRLjItCD2JU9MPAM0KI+EYV7CaRJEkC1gAFQog3G1uelkBz1u2WotfQdHS7pRvyRMAGyL+66cCNDAdoSkiSNAb4N2ABfC2EmN/IIt00kiTdD+wFTmEseQf4SAixtfGkat40d91uCXoNTUe3W7QhV1BQULgXuJeyVhQUFBRaJIohV1BQUGjmKIZcQUFBoZmjGHIFBQWFZo5iyBUUFBSaOYohV1BQUGjmKIZcQUFBoZmjGHIFBQWFZs7/A8o5bp1YNzSeAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Visualize the step-wise flow in the full net\n", - "from matplotlib import collections as mc\n", - "\n", - "# plot the coordinate warp\n", - "ng = 20\n", - "xx, yy = np.linspace(-3, 3, ng), np.linspace(-3, 3, ng)\n", - "xv, yv = np.meshgrid(xx, yy)\n", - "xy = np.stack([xv, yv], axis=-1)\n", - "in_circle = np.sqrt((xy**2).sum(axis=2)) <= 3 # seems appropriate since we use radial distributions as priors\n", - "xy = xy.reshape((ng*ng, 2))\n", - "xy = torch.from_numpy(xy.astype(np.float32))\n", - "\n", - "zs, log_det = model.backward(xy)\n", - "\n", - "backward_flow_names = [type(f).__name__ for f in model.flow.flows[::-1]]\n", - "nz = len(zs)\n", - "for i in range(nz - 1):\n", - " z0 = zs[i].detach().numpy()\n", - " z1 = zs[i+1].detach().numpy()\n", - " \n", - " # plot how the samples travel at this stage\n", - " figs, axs = plt.subplots(1, 2, figsize=(6, 3))\n", - " #plt.figure(figsize=(20,10))\n", - " axs[0].scatter(z0[:,0], z0[:, 1], c='r', s=3)\n", - " axs[0].scatter(z1[:,0], z1[:, 1], c='b', s=3)\n", - " axs[0].quiver(z0[:,0], z0[:,1], z1[:,0] - z0[:,0], z1[:,1] - z0[:,1], units='xy', scale=1, alpha=0.5)\n", - " axs[0].axis([-3, 3, -3, 3])\n", - " axs[0].set_title(\"layer %d -> %d (%s)\" % (i, i+1, backward_flow_names[i]))\n", - " \n", - " q = z1.reshape((ng, ng, 2))\n", - " # y coords\n", - " p1 = np.reshape(q[1:,:,:], (ng**2-ng,2))\n", - " p2 = np.reshape(q[:-1,:,:], (ng**2-ng,2))\n", - " inc = np.reshape(in_circle[1:,:] | in_circle[:-1,:], (ng**2-ng,))\n", - " p1, p2 = p1[inc], p2[inc]\n", - " lcy = mc.LineCollection(zip(p1, p2), linewidths=1, alpha=0.5, color='k')\n", - " # x coords\n", - " p1 = np.reshape(q[:,1:,:], (ng**2-ng,2))\n", - " p2 = np.reshape(q[:,:-1,:], (ng**2-ng,2))\n", - " inc = np.reshape(in_circle[:,1:] | in_circle[:,:-1], (ng**2-ng,))\n", - " p1, p2 = p1[inc], p2[inc]\n", - " lcx = mc.LineCollection(zip(p1, p2), linewidths=1, alpha=0.5, color='k')\n", - " # draw the lines\n", - " axs[1].add_collection(lcy)\n", - " axs[1].add_collection(lcx)\n", - " axs[1].axis([-3, 3, -3, 3])\n", - " axs[1].set_title(\"grid warp at the end of %d\" % (i+1,))\n", - " \n", - " # draw the data too\n", - " plt.scatter(x[:,0], x[:,1], c='r', s=5, alpha=0.5)\n", - " \n" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "# train and render\n", - "# code duplication because it's very late at night now and i'm tired\n", - "\n", - "import matplotlib.gridspec as gridspec\n", - "\n", - "ng = 20\n", - "xx, yy = np.linspace(-3, 3, ng), np.linspace(-3, 3, ng)\n", - "xv, yv = np.meshgrid(xx, yy)\n", - "xy = np.stack([xv, yv], axis=-1)\n", - "in_circle = np.sqrt((xy**2).sum(axis=2)) <= 3\n", - "xy = xy.reshape((ng*ng, 2))\n", - "xy = torch.from_numpy(xy.astype(np.float32))\n", - "\n", - "xval = d.sample(128*5)\n", - "\n", - "model.train()\n", - "for k in range(500):\n", - " \n", - " # sample\n", - " x = d.sample(128)\n", - " \n", - " # train a bit\n", - " zs, prior_logprob, log_det = model(x)\n", - " logprob = prior_logprob + log_det\n", - " loss = -torch.sum(logprob) # NLL\n", - " model.zero_grad()\n", - " loss.backward()\n", - " optimizer.step()\n", - " \n", - " if k % 10 == 0:\n", - " # vis\n", - " zs, log_det = model.backward(xy)\n", - " backward_flow_names = [type(f).__name__ for f in model.flow.flows[::-1]]\n", - " nz = len(zs)\n", - " i = nz - 1 - 1\n", - "\n", - " z0 = zs[i].detach().numpy()\n", - " z1 = zs[i+1].detach().numpy()\n", - "\n", - " # plot how the samples travel at this stage\n", - " ss = 0.1\n", - " fig = plt.figure(figsize=(10, 5))\n", - " outer = gridspec.GridSpec(1, 2, wspace=ss, hspace=ss)\n", - " inner1 = gridspec.GridSpecFromSubplotSpec(3, 3, subplot_spec=outer[0], wspace=ss, hspace=ss)\n", - " inner2 = gridspec.GridSpecFromSubplotSpec(1, 1, subplot_spec=outer[1], wspace=ss, hspace=ss)\n", - " \n", - " backward_flow_names = [type(f).__name__ for f in model.flow.flows[::-1]]\n", - " nz = len(zs)\n", - " for i in range(min(nz-1, 9)):\n", - " ax = plt.Subplot(fig, inner1[i])\n", - " z0 = zs[i].detach().numpy()\n", - " z1 = zs[i+1].detach().numpy()\n", - " ax.scatter(z0[:,0], z0[:, 1], c='r', s=1, alpha=0.5)\n", - " ax.scatter(z1[:,0], z1[:, 1], c='b', s=1, alpha=0.5)\n", - " ax.quiver(z0[:,0], z0[:,1], z1[:,0] - z0[:,0], z1[:,1] - z0[:,1], units='xy', scale=1, alpha=0.5)\n", - " ax.axis([-3, 3, -3, 3])\n", - " ax.set_yticklabels([])\n", - " ax.set_xticklabels([])\n", - " #ax.set_title(\"layer %d -> %d (%s)\" % (i, i+1, backward_flow_names[i]))\n", - " fig.add_subplot(ax)\n", - " \n", - " ax = plt.Subplot(fig, inner2[0])\n", - " q = z1.reshape((ng, ng, 2))\n", - " # y coords\n", - " p1 = np.reshape(q[1:,:,:], (ng**2-ng,2))\n", - " p2 = np.reshape(q[:-1,:,:], (ng**2-ng,2))\n", - " inc = np.reshape(in_circle[1:,:] | in_circle[:-1,:], (ng**2-ng,))\n", - " p1, p2 = p1[inc], p2[inc]\n", - " lcy = mc.LineCollection(zip(p1, p2), linewidths=1, alpha=0.5, color='k')\n", - " # x coords\n", - " p1 = np.reshape(q[:,1:,:], (ng**2-ng,2))\n", - " p2 = np.reshape(q[:,:-1,:], (ng**2-ng,2))\n", - " inc = np.reshape(in_circle[:,1:] | in_circle[:,:-1], (ng**2-ng,))\n", - " p1, p2 = p1[inc], p2[inc]\n", - " lcx = mc.LineCollection(zip(p1, p2), linewidths=1, alpha=0.5, color='k')\n", - " # draw the lines\n", - " ax.add_collection(lcy)\n", - " ax.add_collection(lcx)\n", - " ax.axis([-3, 3, -3, 3])\n", - " ax.set_yticklabels([])\n", - " ax.set_xticklabels([])\n", - " #ax.set_title(\"grid warp at the end of %d\" % (i+1,))\n", - " fig.add_subplot(ax)\n", - " \n", - " # draw the data too\n", - " plt.scatter(xval[:,0], xval[:,1], c='r', s=5, alpha=0.5)\n", - " \n", - " break\n", - " #fname = 'out/step_%04d.png' % (k,)\n", - " #plt.savefig(fname, dpi=200)\n", - " #print(\"saved\", fname, 'loss', loss.item())\n", - " #plt.close(fig)\n", - " " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Задание\n", - "1. (3 балла) Обучите любую другую модель на тех же данных. Стало ли лучше качество?\n", - "2. (3 балла). Постройте карту плотности предсказанного распределения в пространстве ваших данных\n", - "3. (4 балла). Обучите NF на многомерном нормальном распределении в качестве prior'a. Посмотрите, куда отображаются при этом \"голова\" и \"хвосты\" гауссианы" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.10" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/seminars/seminar-2-metrics/distances.ipynb b/seminars/seminar-2-metrics/distances.ipynb new file mode 100644 index 0000000..2618f79 --- /dev/null +++ b/seminars/seminar-2-metrics/distances.ipynb @@ -0,0 +1,797 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "В этом семинаре мы будем использовать наши знания путорча приобретенные неделю назад. Мы будем исследовать KL дивергенцию, поговорим про другие метрики, обусудим плюсы и минусы каждой. \n", + "\n", + "Также мы разберем несколько современных метрик для картиночных генеративных моделей" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from matplotlib import style\n", + "style.use('fivethirtyeight')\n", + "%matplotlib inline\n", + "\n", + "import numpy as np\n", + "\n", + "\n", + "import torch\n", + "from torch import distributions as distrs\n", + "from torch.distributions.multivariate_normal import MultivariateNormal\n", + "\n", + "from IPython.display import clear_output" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Обозначим вспомогательные функции:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Красиво рисует двумерное распределение\n", + "def plot_2d_dots(dots, color='blue', label='None'):\n", + " plt.ylim(-10, 10)\n", + " plt.xlim(-10, 10)\n", + " plt.scatter(dots[:, 0], dots[:, 1], s=1, c=color, label=label)\n", + "\n", + "def create_distr(mu, sigma):\n", + " return distrs.MultivariateNormal(mu, sigma)\n", + "\n", + "# Оборачивает параметры распределения в торчевские тензоры\n", + "def get_parameters(mu=0., sigma=1.):\n", + " train_mu = torch.Tensor([mu, mu])\n", + " train_mu.requires_grad=True\n", + " train_sigma = torch.Tensor([[sigma, 0.0],\n", + " [0.0, sigma]])\n", + " train_sigma.requires_grad=True\n", + " return train_mu, train_sigma\n", + "\n", + "def sample(d, num):\n", + " return d.sample(torch.Size([num]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Глава 1, в которой студенты работают с унимодальным 2D распределением\n", + "\n", + "##### Target distribution" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "mu = torch.Tensor([-5, -5])\n", + "sigma = torch.Tensor([[1., 0.0],\n", + " [0.0, 1.]])\n", + "\n", + "target = create_distr(mu, sigma)\n", + "# x - samples from the target distribution\n", + "x = sample(target, 1000)\n", + "# px = p(x) = probability of target samples for the target distribution\n", + "px = target.log_prob(x).exp()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 10))\n", + "plot_2d_dots(x, color=px, label='target distr')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Our approximation to the target distribution" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# starting points\n", + "train_mu, train_sigma = get_parameters()\n", + "\n", + "Q = create_distr(train_mu, train_sigma)\n", + "q_sample = sample(Q, 1000)\n", + "plt.figure(figsize=(10, 10))\n", + "plot_2d_dots(x, color='r', label='target distr')\n", + "plot_2d_dots(q_sample, color= Q.log_prob(q_sample).exp().detach(), label='train distr')\n", + "\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def kl_loss(px, qx, weights=None):\n", + " \"\"\"\n", + " px - torch.Tensor\n", + " qx - torch.Tensor \n", + " weigths - object weights (when importance sampling is used)\n", + " \"\"\"\n", + " # Clamp for the numerical stability \n", + " px, qx = px.clamp(min=1e-7), qx.clamp(min=1e-7)\n", + " if weights is None: weights = torch.ones_like(px)\n", + " return torch.mean(weights*px * (px.log() - qx.log())) # YOUR CODE\n", + "\n", + "# train_mu and train_sigma are TRAINABLE parameters\n", + "train_mu, train_sigma = get_parameters()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0mQ\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcreate_distr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrain_mu\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtrain_sigma\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;31m# qx = q(x) = probability of target samples for the train distribution\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0mqx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mQ\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlog_prob\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 9\u001b[0m \u001b[0mloss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkl_loss\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mqx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1.\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0mpx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0mloss\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/dl/lib/python3.8/site-packages/torch/distributions/multivariate_normal.py\u001b[0m in \u001b[0;36mlog_prob\u001b[0;34m(self, value)\u001b[0m\n\u001b[1;32m 207\u001b[0m \u001b[0mdiff\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvalue\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 208\u001b[0m \u001b[0mM\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_batch_mahalanobis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_unbroadcasted_scale_tril\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdiff\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 209\u001b[0;31m \u001b[0mhalf_log_det\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_unbroadcasted_scale_tril\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdiagonal\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdim1\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdim2\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlog\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 210\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0;36m0.5\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_event_shape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mmath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlog\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mmath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpi\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mM\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mhalf_log_det\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 211\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "# Try replacing SGD with Adam\n", + "optim = torch.optim.SGD([train_mu, train_sigma], lr=0.1)\n", + "\n", + "for i in range(5000):\n", + " optim.zero_grad()\n", + " Q = create_distr(train_mu, train_sigma)\n", + " # qx = q(x) = probability of target samples for the train distribution\n", + " qx = Q.log_prob(x).exp()\n", + " loss = kl_loss(px, qx, 1./px)\n", + " loss.backward()\n", + " optim.step()\n", + " if i % 200 == 0:\n", + " # plot pdfs\n", + " clear_output(True)\n", + " plt.figure(figsize=(10, 10))\n", + " plt.title(f'KL={loss.item()}, iter={i}')\n", + " plot_2d_dots(x, color='r', label='target distr')\n", + " # q_sample - samples from the train distribution, just for visualization\n", + " q_sample = sample(Q, 1000)\n", + " plot_2d_dots(q_sample, color= Q.log_prob(q_sample).exp().detach(), label='train distr')\n", + " plt.legend()\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Глава 2, в которой студенты работают с 2D бимодальным распределением и узнают что KL дивергениция работает не так как нужно\n", + "\n", + "### Target distr" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "target1 = create_distr(torch.Tensor([-5, -5]), torch.Tensor([[1., 0.0], [0.0, 1.]]))\n", + "target2 = create_distr(torch.Tensor([4, 3]), torch.Tensor([[1., 0.0], [0.0, 1.]]))\n", + "\n", + "x = torch.cat([sample(target1, 1000), sample(target2, 1000)])\n", + "\n", + "px = target1.log_prob(x).exp() + target2.log_prob(x).exp()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAq0AAAI/CAYAAABd8uDjAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAADezUlEQVR4nOzddXxWdf/H8de5ct09BiNGdzciJaCigIHd3bfdrbfdrbf1UzExURRJA1BCmtE1YsF6u+r8/hgOxnpsMOD9fDx83FznfONzHee9D9/zDcM0TUREREREGjPL4Q5ARERERKQ6SlpFREREpNFT0ioiIiIijZ6SVhERERFp9JS0ioiIiEijp6RVRERERBq9eklaDcN4xzCMXYZhLNvvWoRhGD8bhpG693/DK6l7/t4yqYZhnF8f8YiIiIjI0aW+RlrfBU444NrtwHTTNFOA6Xs/l2EYRgRwH9AH6A3cV1lyKyIiIiLHrnpJWk3TnA1kHnB5HPDe3j+/B5xSQdVRwM+maWaappkF/Ez55FdEREREjnG2Bmw71jTNtL1/3gHEVlAmEdiy3+ete6+Vys7O1pFdIiIiIkeB0NBQo651D8lCLLPkrFglnyIiIiJSJw2ZtO40DCMeYO//7qqgzDYgab/PTfZeExEREREp1ZBJ6zfAv7sBnA98XUGZn4CRhmGE712ANXLvNakHqamphzuEI5aeXd3oudWNnlvd6dnVjZ5b3ei5HV71teXVx8AfQBvDMLYahnEx8DgwwjCMVGD43s8YhtHTMIy3AEzTzAQeAhbs/efBvddERERERErVy0Is0zQnVXJrWAVl/wIu2e/zO8A79RGHiIiIiBydGnL3ABEREZHDzjRN8vLy8Pl8B9WOn58f2dnZ9RTV0clisRAUFIRh1HmTgEopaRUREZGjWl5eHk6nE4fDcVDtOJ1O/Pz86imqo5PL5SIvL4/g4OB6b/uQbHklIiIicrj4fL6DTlilZhwOx0GPaFdGSauIiIiINHpKWkVEREQa0J49e3jrrbcOSV/fffcdq1atqlHZxMSSQ0jT0tI477zzKi13KOOvipJWERERkQaUnZ3N22+/Xas6pmnW6TX7999/z+rVq2tVJz4+nvfff7/S+1XF7/F4atXXwVDSKiIiItKAHnjgATZs2MDAgQO55557yMvL4+STT2bw4MH079+f77//HoBNmzbRs2dPLr/8cvr168fWrVt54okn6NmzJyeccAIXX3wxL774IgAbNmxgwoQJDBkyhNGjR7NmzRrmzZvH1KlTueeeexg4cCAbNmwoE8fGjRsZMWIE/fv35+GHHy69vmnTJvr16wfAypUrOf744xk4cCD9+/dn3bp15eKfM2cOo0eP5swzz6RPnz6H6Clq9wARERGRBnXfffexcuVK5s6dC5SMTn744YeEhISQkZHB8OHDGTNmDADr1q3j1VdfpVevXixcuJBvvvmGuXPn4na7GTJkCF27dgXg+uuv59lnn6Vly5b89ddf/Oc//+Hbb79l9OjRnHDCCYwbN65cHLfffjsXXXQRkyZN4s0336ww1nfeeYcrrriC008/HZfLhdfrLRf/nDlzWLJkCb///jvJycn1/8AqoaRVRERE5ACmafJPppvOEfZ633PUNE0eeughfvvtNywWC2lpaezatQuApKQkevXqBcCff/7JmDFj8PPzw8/PjxNOOAEo2cJr/vz5nH/++aVtulyuavudN28eH3zwAQBnnHEG999/f7kyvXv35umnn2b79u2cdNJJtGzZssK2unfvfkgTVlDSKiIiIlLOP5luTvh+Nz+OjaZLZP1ul/Xpp5+Snp7OrFmzsNvtdOrUiaKiIgACAwOrre/z+QgNDS0d+ayN6hLw0047jZ49e/LTTz9x2mmn8eyzz1aYnNYkzvqmOa0iIiIiB+gcYefHsdF0jrAfdFvBwcHk5uaWfs7JySEqKgq73c7s2bPZsmVLhfX69u3Ljz/+SFFREXl5efz0008AhISE0KxZM6ZMmQKUjNwuXboUgKCgoDJ97a9Pnz588cUXAHz22WcVltm4cSPJyclcccUVjBkzhuXLl5eL/3BR0ioiIiJyAMMw6BLpqJepAREREfTt25d+/fpxzz33cPrpp7N48WL69+/PJ598QuvWrSus1717d0aPHs2AAQM47bTTaN++PSEhIQC88cYbfPDBBwwYMIC+ffvyww8/ADBhwgRefPFFBg0aVG4h1uOPP85bb71F//79SUtLq7DPr776in79+jFw4EBWrlzJpEmTysV/uBimaR62zmsiOzu7cQfYiKWmppKSknK4wzgi6dnVjZ5b3ei51Z2eXd0ca88tOzub0NDQg26nqKjokB/jmpeXR1BQEAUFBYwZM4bnnnuudDFWY1XV8w4NDa3z3wI0p1VERESkkbrhhhtYtWoVxcXFTJo0qdEnrA1JSauIiIhII9UYTqJqLDSnVUREREQaPSWtIiIiItLoKWkVERGRo5rFYqnR5vty8FwuFxZLw6SXmtMqIiIiR7WgoCDy8vIoLCw8qHZycnJKt5ySilksFoKCghqkbSWtIiIiclQzDIPg4OCDbmfXrl0kJSXVQ0RSF5oeICIiIiKNnpJWEREREWn0lLSKiIiISKOnpFVEREREGj0lrSIiIiLS6ClpFREREZFGT0mriIiIiDR6SlpFREREpNFT0ioiIiIijZ6SVhERERFp9JS0ioiIiEijp6RVRERERBo9Ja0iIiIi0ugpaRURERGRRk9Jq4iIiIg0ekpaRURERKTRU9IqIiIiIo2eklYRERERafSUtIqIiIhIo6ekVUREREQaPSWtIiIiItLoKWkVERERkUZPSauIiIiINHpKWkVERESk0VPSKiIiIiKNnpJWEREREWn0lLSKiIiISKOnpFVEREREGj0lrSIiIiLS6ClpFREREZFGT0mriIiIiDR6SlpFREREpNFT0ioiIiIijZ6SVhERERFp9JS0ioiIiEijp6RVRERERBo9Ja0iIiIi0ugpaRURERGRRk9Jq4iIiIg0eg2atBqG0cYwjMX7/ZNjGMYNB5Q5zjCM7P3K3NuQMYmIiIjIkcfWkI2bprka6ApgGIYV2AZ8VUHROaZpntiQsYiIiIjIketQTg8YBqwzTXPTIexTRERERI4ChzJpPRP4uJJ7/QzDWGIYxlTDMDocwphERERE5AhgmKbZ8J0YhgPYDnQwTXPnAfdCAJ9pmnmGYYwBnjdNM+Xf+9nZ2aUBpqamNnisIiIiIlJ/UlJK0zpCQ0ONurZzqJLWccDVpmmOrEHZjUBP0zTToWzSKrWTmppa5gdFak7Prm703OpGz63u9OzqRs+tbvTcDt7BJK2HanrAJCqZGmAYRpxhGMbeP/feG1PGIYpLRERERI4ADbp7AIBhGIHACODy/a5dAWCa5mvAROBKwzA8QCFwpnkohn9FRERE5IjR4EmraZr5QOQB117b788vAS81dBwiIiIicuTSiVgiIiIi0ugpaRURERGRRk9Jq4iIiIg0ekpaRURERKTRU9IqIiIiIo2eklYRERERafSUtIqIiIhIo6ekVUREREQaPSWtIiIiItLoKWkVERERkUZPSauIiIiINHpKWkVERESk0VPSKiIiIiKNnpJWEREREWn0lLSKiIiISKOnpFVEREREGj0lrSIiIiLS6ClpFREREZFGT0mriIiIiDR6SlpFREREpNFT0ioiIiIijZ6SVhERERFp9JS0ioiIiEijp6RVRERERBo9Ja0iIiIi0ugpaRURERGRRk9Jq4iIiIg0ekpaRUREjkE/vvUrz13yxuEOQ6TGlLSKiIgcg5wBTvyCnIc7DJEasx3uAEREROTQG3rWAIaeNeBwhyFSYxppFREREZFGT0mriIiIiDR6SlpFREREpNFT0ioiIiIijZ6SVhERERFp9JS0ioiIHAMWTF3MJ49+fbjDEKkzJa0iIiLHgA3/bGHd4o2HOwyROtM+rSIiIseA02876XCHIHJQNNIqIiJykNwuD9tSdxzuMESOakpaRUREDtK0d2dz5wlP4CpyH+5QRI5amh4gIiJykEacN4j2/VJw+NkPdygiRy2NtIqIiBwkh5+d5p2SDncYIkc1Ja0iIiIi0ugpaRURERGRRk9Jq4iIiIg0ekpaRUSk0dm4fCvFha7DHYaINCJKWkVEpFHxen3cf/LTfP/qL4c7lDpzFR0bCfdvXy5g56b0wx2GHCOUtIqISKNitVp45MfbOOnqEYc7lDrJ2pnNFb0eYPHMlYc7lAb3yePf8OPbMw93GHKM0D6tIiLS6CSmxB3uEGrthes/xOFn57LHTuP0m0fTtleLwx1Sg3tq1j3YnUol5NDQT5qIiEg9aNurBU4/OxaLhRPOH3i4wzkknP6Owx1Cjcz7biGbV2zltFtPPtyhyEFQ0ioiIlINn89HZlo2UYnhlZYZeU7/QxiR1Ma6xZvYtGzL4Q5DDpKSVhERkWp88eIvfPvGDF77414CQvwPdzhSS2fdferhDkHqgRZiiYiIVGPt4s3ENI1UwipyGClpFRERqcbNr13AI19ed7jDKMPt8jDzi7/xeX312u6KP9by4cNT6rVNkfqgpFVERKQadqetQRcdrViwniW/pdaqzqZVabz36Lfs2JxRr7GsW7KZNQs31WubIvVBSauIiMhh9t27f/Ddu7+Xu16QW8TPn8zHNE0ATNNk8dw1eNxeWnVO4uWZt5PQPLpeYznpiuN58Mvr67VNkfqgpFVEROQwu/mFSdz+6jnlri/9cx2TX5xOXnYhALu2ZvHsTZ+yau9IaECw3yGNU+Rw0u4BIiLSIHZvzcAv0I/g8MDDHUqjZ7FWPIbUZ0QHug5MKZ2aEJsUwVNTriEqPvRQhnfQ3MVurHYrFovGyqTu9NMjIiIN4rEzXuLV69473GEc8Q6cSxudEIZhGJWW93l97NicwZa1u/C4PQ0dXo3cMeq/XNbxdtYt1lxZqbsGH2k1DGMjkAt4AY9pmj0PuG8AzwNjgALgAtM0FzZ0XCIi0rBu++hq/IOchzuMRsk0TbLS84iIDq73tmd+vYj3n/gRw4Qzrx/OqLP61HsftXXKdaOY+tYMbA694JW6O1Q/PUNN00yv5N5oIGXvP32AV/f+r4iIHMFim0Ud7hBK7dicgcViENMk4nCHAsD8mWt47ZEfePbTywiLqN30iWmf/c3PXyzkvx9dgsVSfsR10IldaNIiGqe/g4Tmdf93YJomv06eT98xnQk8yP1pB47vxcDxvQ6qDZHG8FeeccD7ZsnSyD8NwwgzDCPeNM20wx2YiIgcHV657TPsTjv3vHtxvbXp85kYBlW+qq9Mt/4tuea+EwkND6h13bbdkkjfkV1hwgpgd9ho3bVprds9UGFeMR8/NRW708bgU3scdHsiB+tQJK0mMM0wDBN43TTNNw64nwjsfyDw1r3XlLSKiEit7dySQVG+i2Zt40uv3fzKuVjqkFxW5e7LPqB5mzguvWVkres6nDZ6DEqp9P707//BVeRh9ITu5e41bRXDWdceX+s+97d64TaC7OHEJ1c+EhsQ7MdLs+/EL6Dh9qcVqQ3j373fGqwDw0g0TXObYRgxwM/AtaZpzt7v/nfA46Zpzt37eTpwm2mafwFkZ2eXBpiaWruNl0VEZJ9vn5lO5tYszn9m4uEOpUF9+MDP5O0p4IpnxzVoP4t+20R0QghNmofXuE5BvovVS3fRrW+TKst9/cES3MVeitweOnZPoGufqsvX1ks3fU9CywjGX92vXtsVqUhKyr6/oIWGhtb5b48NnrSW6cww7gfyTNN8ar9rrwMzTdP8eO/n1cBx/04P2D9pldpJTU0t84MiNadnVzd6bnVzqJ7bvO8WsnPjbk6+ZlSD93WoVPTsivKL8bi9BIXV/tV7dV546Hvyc4u444kJdao/7bt/mPzun7zyfxfhdFb/svO5h76n33Gt6VPFqGxdLF+6krbtWmO1Weu13aOd/j/u4B1M0tqg0wMMwwgELKZp5u7980jgwQOKfQNcYxjGJ5QswMrWfFYRkfrX58Tyr5qPRn6BFe9Y4HZ5sNdh9bppmqXzVgcNb0d+fnG15U2TCuecjhjbiY0b0vnmi4Wcdlbvavu+4Z6x5douKHARWMl3rCmHn+2gElZXsRuH035QMYjUVkPv0xoLzDUMYwkwH/jeNM0fDcO4wjCMK/aW+QFYD6wF3gSuauCYRETkGDPj68VcM/ZFigvdNSq/euk2HvrP57iK3Vx33rt8/ckCALr1a8HA4e0qrLNtaxYbN6Tz7ptzuO2GyRWWMQwDvwAHdnvdEsbpPy7n2gvfo6io5Hu88dx0Zk1bUas20jZn8viV37Jl3e46xbB2yWau6P8IOzZVtimQSMNo0JFW0zTXA10quP7afn82gasbMg4RETm29RjcGleRG4dfzX7tGRaj5B/DYMRJnejdv2W1dd5+YzbFRW4uuWIITZpWvrXWeRcPrHHcB+o3KAWH01Y6taAg30VBgatWbUTGBNP9uGSiKzlVKz0tm8i4kEp3RWjaJp7Trx9BVELN5/KK1IdDOqe1LjSnte4096bu9OzqRs+tbvTc6q4xPbvCQhc+n3nQr+4PhcqeW3ZmPjec8jKX33sifYe3PwyRNW6N6eftSHUwc1p1jKuIiBwTPB4vz97zNVs21O21eFUKi9zMmJOKv3/9bQ91w62f8e0P/9RbewdyFbspyCs7PzckPIAbn5hIj8Gty1x/4/5v+N+j39dLv1++MI2HJ71SL23JsUVJq4iIHBO8Hh+70rLJzsyv8L5pmmSk55W5dvutn/PF53/j85kUFlb+Gn7FyjT+75P57MkuqDKG7JxCrrnzM9bXYD5oj25N6dg+ocoyaTuycXu81bb1L6/Xx4dvzCE/z8XzD3zPQzd+Wua+YRh07tui3IK1+OTIKvd0rY3kDk1o0al+t/CSY0NjOBFLRESkjPXLtvLabZ9x9weXEVLLY04r4/Sz89hb51V6f/bM1bz9ymxefuc8goP9AOjcpQkdOyXwf5/MZ/acVN589Zxy9bL2FNChfQLvvHoOzmpW1DudNprEhxGyt/2qnDup4hPNTdPk/sd/IMDfwaK/N3HahB5MOKVbte0B5OcV89uM1UTEteecKweTn1tUo3onXTCgRuVqovuw9nQfpqkHUnsaaRURkUYnJCKIhBbROP0P3bZKrdvGc9WNw0oTVoAOXZqQnlnAmBM6cMF5FW/Ef/tj3/Lyu3PKJazPvjubT35YXPp5R0Yupgm3XzuCqIggALbuzGb/tSVen4/PflxCfhWjugD+fnYyswroP6AlJ47uWOPvGBLqz6sfX0JKu2jikyJoVc1I7pHkn9krycnIPdxhSANS0ioiIo1OVEIYN7x4Ds5K5oiapskjV3zIsj8217rtyhYgP/boD/z+x7oy16b9uoqffl1JZEQQA/pVvIPArVcez0Vnlh8VDQpwEui3L/5bn/ue1z7/s/Tzrsw8rn7sKxYs31p6LTuniM9/+oc1G3ZVGr9hGNx+40j++8A4rrtiaLWju8eKl69+lynP/Xi4w5AGpOkBIiJyRAoOC8AvsOYLn/7v7d+Y98c6fMCLb55buqXTnuwCXnp5BldeNYT4+DC2bt/D+k3pDO7XipuvHVZtuy2Toyu8funpffD6fFz55BTGD+7AvZcNJzYyuPR+dHggj1xzAu2ax5ReiwgL4KOnzsZqrb8xpbQd2QQGOms0JaEiHo+Xd5/5hVMv6EdkTEi9xVXfnphxd4OcgiaNh0ZaRUSkUcjcmc3iWatrVNYwDK57fDytOsdVWsbl8rBlY0bp59S1u4iJC2X4CR3K7EHqcnnJyipg9rz1rFizgx9+Xs6nUxaV9lPZfqUV9unxct87v7B5RxYAFsOgXXIM4aH+3PzGj6zZum8BlmEYdGwVVy5Brc+EFeDhJ6by+ttzal1v5/Y93HnZB+zcuodlCzaxbb9n2RiFRgXrWNqjnJJWERFpFL59cxbvPPB1lWVM02TNP1vx+arfwnvqlMXcc+NnePaurg8NC6DfoFacMrFHmXIB/g7sQQ42b81k89YsLj2vP88+Mr5O38Hr9TEvdSvvT18MlCSmA7ols2jTDs4d0ZV2TSsela3Kp7OWsmZL3bfpuu+OsVx56eBa13M4bASF+PPz14tJaBlN597N6xyDSH3Q9AAREWkUzrl9LBOvG1FlmbTNmTx81Ufc/vwZtO/RrMqyY07pSvfezbHtHX278bZRFRc0wGazcNXFg0mIKzklyl6HEbvNu/eweXc2V53ch3ZN973yX7F5F8s27eL5y8ZgmiYujxfH3vYXbUyjSUQI0SGV75Dw6+L15Ba4aJ0Uzaqtu7FbLLRMiKxxXDHRwdUXqkB4VBB3PjWRP2esJji0/kZZfV4fb9/7FWMvHkRCi5jqK4jspZFWERFpFKw2K4Eh/lWWSWgWyaPvX0i77k2rbc/usJGUXH1yFxTo5OG7TipNWPf3y4K1/DRvTbVtAHwyZxlvT19IVEQg1733A78sLVnUde7xXXn+sjEAvDNrEee8/EVpnSe+/Y13ZiyqsL0v569g1oqNvHb9OC46oTten49Xv53P6z/8VaN46oths7BwwcbSEeuD5XF7WbVgPVtTd9ZLe3Ls0EiriIgcUZq0qP0r9tr6YsYy4iKD+GvVVrw+k1F9Wldb5z+n9Mfj9eH2+mgeG86bMxYyvFPZHQfGdk0hLjQI0zS59fNfuHBoN4a2TabQ5cbfUXYXgPlrtxEVEsCQ9sk8/e3vrE7L4IWLR2OpZI5tenYBgX52/Ou4m4DH4y0dld5fVGwIcYlhWCz1M87l8LPz9LRb6qUtObYoaRURETnAotTtJGQFc/u5x9W4jtViwWqxgOHhhQvHUOTylN7LLCjkf38sZmdOPk+cOhzTNDEMCPKzk+dyceZbX3DnCYMY0DKJYq+XQIedx8/aN1XipJ5t6Lx7T2liO3VxKi1jw0mJiyxdKPaf16fSukkkd51V85j/NXtuKm+/+zuvPH8mgYHOMvdato7l2jvH1LrN2lg4fTlRieE0bXv07Bsr9U9Jq4iIyAEevmxknep9vzSVl2cv4PNLTyNovz1ar/r0B0L8nAxpUTIP1zAMnpg4gqzCQkKdTq4c3JOezRJ4/OffWL5jNx9fUHYhWJuEKNok7DtG9bN5yyl0uYkLC+bZc08A4P5zjyds77ZWUxesYd7Krdx/3vE1irtrlyQmnNKVgICabyFWnz575kcSWsVy7fPlTxwT+ZeSVhERkWqYpkmBy0NgNa/eB7ZKosjtxt9e9tfr/ScMITLQn+jgfQuu0vMLOO3DL7h/xGBO6doWgAv7dmHrnspPdZq7bjPJEaG8eenJ/LVuO7nFxQDszi0gOS6sdNTVabPhdFT+K76w2IPL7cVhL5kOEBLsx8kndqnyuzWkB764Dptd21VJ1bQQS0REpBqfLVjBGa9+httb9WKkUH8/JnRvT3ZxMTl7E0qAtnFRZRJWgMgAf+46fiBr9mTy9qLFACSGhdAnObHS9l+e/RcfLFjK9DUbmL5hI8M6tGB3Tj5nvfoFv63dUlru+G4tuOPMyre5euHTJdz/8k888PI03PW0wKo2cjLzePWOzyjee1ytw8+OpZ73p5Wjj35CREREqjBr9SY+WrCUSwZ1w26t2WjgTT/9zK0/TwfAZ5rcNXsmy3eX3WvVMAyGpzQn1+Uis7Cwyva+Wr6KUz74jDfOGsutw/uzZmcm3y1P5dc1G/nPV9M4o28HejevPNk90MShLRnRrzXZuUV4vdXveVvfMtKyWfXXRgpyiw5533Lk0vQAERE56mTnFPLDrys44+TuWCzlV9tv2ZXNE5PncOfZQ4gNCyot4/H5eG/OYk7v04Fgv5IFSR0SohjZviUndy95he/2+rBZqj4p6/7jBmMzSsaFvKbJltwcdhbkE10QwNRN6zivbafS+jf17VOm7o78PD5ZtYLruvcq3SmgT1IiGfmFBDkcGIbB1YN70rdFEzrGRTN77SaOb9+8dO/XnMJiLnv3W24bM4Clm3fitNk4o1/HMn20bBJGSkorhvZpVetnWx+ad0jk+Z+1g4DUjkZaRUTkqLNsdRpTZ6yksMhd4X2rxcBht3LVq9/y0ex/Sq9nFxTxybxl/LJ8HT6zZAQyKjiQq4buSyDP//IbHpn9e2kdt89Xrv2moaEkhJRs6m+3WHh/7Mkc3yyZWds383+rl+H2+bhj3q/8snVDmXoZRQUs3JXGz5vXU+zxMHfbFi7/+QdigwK5pHe30kTXMAx6JsXjZ7fxwNjjaBEVXtqGv8NGl6Q4moSHsHNPHt8vXsOm9D11eIq1tyczn6K9r/xr4ps3Z/Hbd4vJzylk6W812w9Xjl1KWkVE5KgzoFcL3nvubAIrWQ2fEBXC01eM5rqT+nJirzal1yODAkiICmFjZjbnfjiFF2bPL1f3/G6dOaNjOwA+X7OSMV98gquaua7/Oq1VO6aefCYOq5UCj5tC776k2jRNTvvlc9bl7+H7U8/E327Hz2rF32YvN6r76qK/mbp+XYV9bN2Ty+bCHJx2G9ed0BcMg00Z2TWKrzZ++HoJd1w/GYCP3pjDlI/m89D1n/DaYz/WuI21Szaz7p+t/PTBb7xww0f4KvgLgMi/ND1AREQaBZ/Xh1HNa/faqEk7Qzu3KHetWXw4C9J2MLFrOzrHlz9mdFSrfXWOa9KMYo8Xey023rfuLfv8gLLHyhqGwWO9jic+MAifaWIxDHrGJdA9Np5XV/zFpFYdiXCWnBi2NiurdCQY4N4Zswh02LmqZw/cXi/LduzihbnzaR0ZwUsXjCHEr+zeqzX11Y//MKBnc2Kiyh8F26pNLAsXbOCBW78gqUk4NruVa+85kdCIyo+kPdBNL50LgNfj5fjTe9fbAQZydNJPh4iINAr/OeMNJr8666Dbcbk9vPH5nyxaua1O9S/v351bju/H+M5taRUdUWXZqIAAsowC/krfXnptxZ5dnDP3MzKKC1i+ZwcAma4CirwVT1XYX/foeM7/4ws+2rAEgB2FuewpLmLy+uU8vnhuabmnjx/OZV1LjnYFaB0ZQZDdztiPJuNwWHnypOGszcjktT8WsmDT9gr7qkpWTgFen49vpi3jj783Vlimdds4Th7fnaAQP44f24nTL+xPcutYwqOCat2f1WYlLDqkVnXev/9L1vy1ofqCctRQ0ioiIo3CmEm9GTymU5VlcnOKyN5TAMDWbVm88+ESil0evD5f6fzVt76cz7czV7B07Y46xZEYGkyL6HBe+ftvPDV4Xb0wPY1FGWmlnwNtdiKdAczYtZarF04hz1PMlQu/4JGVv5Sp99OOlby/aUGZa3aLlXs7DWVcUjvW5mYwbs77vLD6d4qtxazM3Y253+jq5TO/55Y/Sto8p3MnLuvRnVv69yUpJATTAquyMrlzxECGtWleq++/Yv1OLrh3Mtt35/DWU2cyblTl/046d2+K1Wbluf/WfErAmsWbWfpnxVMbamP1gvWsW7zpoNuRI4emB4iISL3btTWT4iIXDoed2KaRNaozYkL3Su998PZcBg5pw7v/+w2328ujT0wgP7+Y3DwXXq+Ptz75kyUrt/PGY6dz7ok9GN4nhdbJ0XWOf8Xu3Xy1ejVntm9PhL9/ufsvrPyTHpEJDIhpyjuDxpW51ywonOd7jcXj89ErIokgm5P7248kylH2tfnqvF3sKt53kIBpmjyR+hNjYzsRbHeyNjedQIeV0QmtsBoWbu84uMyUh4vadiXIsW/Ort1q5aQ2rQHoHBfLNX17MrRVs1p/9yKXB8Nmxc9hL53KUJUrbhhGYUHNF199/b+5FOa76NS3Za1j298j3998UPXlyKOkVURE6t2bd33O9g3pFOW5eO2Pu7E7K/5188fPK2jbNYnw6PJzJv9lmiZLFm4hKiaYa28YhtdbMvrZpnUc11/RiwB/BxNGd6FX5yQAggOdBAfWLWF1+3ysz8qiX5MmTJs0qTRJdPu8rM/NoklgCLN2bmRZ1k4CbDYGxDQlNXc3726ax33tRuPYbx9Xm8VCs8CSVf3tQmJZnruZbE8erYLiALiu1ZAyfRd4i5mTuYIYRyAdQxMJc/pRRCGvbfyN9OJCPtgUwOCoFrQKLvluAxOSKv0egQ4753SretS6Mm2aRXP68E5EhJRP1ivi52fHz6/qk8L2d9PTZ5QZMRapKSWtIiJS72548VwK84vJ3JFdacIK8MEzP9OsdSy3PX9mpWUMw+CplydV2V9cdDBxVSS+NfWfX3/hz+3b+PmMswh17lu89M3m1Ty9/A9u6diXZ1f9QUyQgwExfQHIcOWzMHsDd6z4khZBYex25XJ/m/Hl2n507WQMLHzY7T/l7q3O38zG/J0k+AczPLY9AM0DI/m/XucR7xdKodfFtYu+xG6xsqVwDx1D4on2q/3c0ZoI9HcwcXhn5q/cQt8OTettYdy/rLb6O661uMBFbmYeUU2qnnssRwfNaRURkXoXGOJPVHwYrbtV/Xp67Dn9WLsijeJK9lOtzIJFm9i1O7f6gtUo8njYkZdX+jkhKIhxrVLKJKwAJzdtw/uDTuWUpu15sfdYthbtYVXOLgD6RibzYPuTmJDQnY7BTegUXPEI6CVJI5mUMLDCe09vmMz0zEW0CAolyX/fdIrmgZH4WW2EOwL4sM85nNusJy+sm82n2xZV+p0mTPuMC2d8U+ZaRmEh+e6yr/BN0+S3tZsp9njKtbFozXYe/WAW6dkF5e5lZRc0mpHS9+77gntPee5whyGHiEZaRUTksBl5Wne++b8/ef6er0nfnce9L57JfddNJjYpnIICF/c/NbHCem9/8AddOyYybFDcQfX/3J/zmbNpC2PbtyTI7uT2vv0rLGe3WGkVUjKa1yU8np8HX06w3UmR14VhGPQKT662r5WFy9hevIuxsWVPwHp8/av0Ck3iwsSJ2Cwlv5bn71nGrKy/uTn5vHIjnR/2Ohd/a/nX8Y8um8nYxDZ48RFkL3v/yh9/JCkkmKeHDS+9llVQxH3fzuKu0QMZ2rbsYq3e7ZrwvzsmEBVWMg/33yS1oNDNlbd9yqVn96NH56Z4vT4ia7HFVX07665xjLpw0GHrXw4tJa0iInLY2B02TrtsMHFNwli1dDsOh42k5lH07N+S/CpOVnrm4fE4nTbWV7LBfk1d1asHyRGhvLlsESc1b8WWvBySgqrfeinYXjIS+0DqJ9gtNh5sfVaV5U3TpLl/KKMjBwCQ781jR/F2Wga0pn9YD+KdMaUJK4DT4sBh2Pk5Yy4FHjdTM+Zxc/I5pAQmEWgrf2CCaZqszk2nQ14MU0aeUe7+o0OGlNurNSLQn48uGU90UEC58oZhlCasALc9/wPhIf7ccdHx3HDpcXTtmMjdD35Lbm4xr79Q9dSNhhQUFkBQWPn45eikpFVERGola2c2YTEh9TbXcfgpXQHo2DOZrIw8/lm0maFjOjJweNtK6wRUctJVRbILiggN8KvwXojTSZfYWHrsjqdvUhMmTvucz0ZOoGlQaI3avqjJcKyGlY0FW0j0i8duKf9rNc+Tw5vbnibf4yXUFkrzgGTe3PYUWZ5MEp1xpPh3YWHeElICLy2t0yWkNUE2J89vepdEZxNCbQHEOiuft2kYBu/1q3hUGqBVxL66v27YyKJNW/hPSgoxwdWPkhYUuejZoQmtm5YsAOvbIxmAhPhQNnoyq61fGzlZ+fi8PsIqOMxARHNaRUSkxgpyC7npuEeZOXkeAL9/u4ibjn8MVy3npFYmNCyA8Wf1JqXdwb32/9fmjGwmvPIZy7btqrRMu8gonhgyjJ4xCbwwYBRJgWVHWgu9Lq5f+jFr8naWXvtg24/8sPsPUoISiPcL5fGNL/Nh2mfl2nb7XHhND838WnJDs1vpH1byKrt3yACGhA4jyBpCiC2UYGv5JLllQDOuTppEunctNzc/ixBb3V7Dr9mTwVVzplLkLZm7umTnTlZllz3Wdc2uDHKLiius/8FPi/hiznK6tkkoc/3Gq4/nuccqT5Tr4oWbPuHpaz6s1zbl6KGRVhERqbGAYH+uffFc2vdPAaBFpyZ0GtQGm6N+VoRbrBZOPK1Hpfc9Hh/X3/sFE0/sytC9MVRa1utjd04+N47oQ5u4ksVNpmmSU+witIJjTW0WC31iEytsy25YsbJvZDnDnY1z76iqv9WPniEd6B3StUwdt6+Yd9NuAdPBpU2eKnOvf9gI3L4ifsh4nCZ+sTRxxuD2FWG3lIwIF3rzyPTsoGVgC86IPY0oeyRLchcTaY/E5fPx0+7fGRzRkw7BVT8DgCKvh3yPu/TY1xv79iE1NZWtOTnkFrtpFx3JLVN+YVDLptw8rF+5+heM7sFJA9qVu24YBvW8sQBXPT4Rr6f6Ax0qUpRfzIcPfsVZd40joIbbdcmRRSOtIiJSK92Hd8QvoCTpi0uO5sIHxh/0mfFFhZWP1JqmSUZmyQp/q9WgU7sEWjaLotjl4bs/NlLkKr/63WeaTHzpU26aPA2b1YJ97/6pszZt4uRPPmXjnj2k5eeVq3f5vCm8u25hmWv+VgdPdTydlkExpdfSXBsp9O0brbykybmE2x1sLlwFwLzsL/g+/RmCrKFE2518mHYO0zIeKtOuYViwG34YppWfMh9nRcG00nt/ZH/Nd+mvYDNs9AzpjsWw8GvWL/yU+SPPb3mVba5tTNk1jSJvMZsLdzEjYzEACzI3MP7P19leuC+2zpGxvDf0ZAJsZRdnPfP7fB6ZPZcij4dXzhjDNYN7Vfj8nQ4bCVG1O2K1riJiQ4lODK9T3ezdufz981Iyd+yp36Ck0VDSKiIi9W5Pei7La3hUZ9rWLK6c8BprV6ZVeH/egg1cfdNksvYUYBgGV5w7gKaJ4ezKymPOP2nsyCi/9ZXFMDhvQBeeO2sUIzrsO3mpT2Iitw3oxwU/fcvp335Zrl6HsBjahESxIjeN1zbMqDTmW5Iv5Yy4E8tc+yPnW37LnoJp+tjjWUmwJYRREecQ7ojCbvjRzK9vmfI2w0G34KGkuaZyavTjtAs4nr9yXsDly2Vw+OmcHXsPBd5sluRNxTRNLkq4mBALnBg5nDzfDgp8+RSbLn5OX8jXO/8A4P7VX7HHk0+IveI5vABen48MVzGPDBvC1b17MOrdj/l06XL87BW/fH33l4Us31T59IrGIjY5ilcXPkKT1vGHOxRpIJoeICIi9e6r12awcMZqXpx+CwCZO3MIjwmucPFWTFwoky4bRNMWFZ9i1aNbM26+bjhhoWVf+SbFhvH4ZX1Jjq94ZG5MlxRe/30hz89dwLtnnQyAv93OmJRWZLmLCKtgisB1bUq2vDrv77fY7crj8uTjKow5ylF2UdS87MkMCj2ZCEcSPrwU+TIJtBQwL+dpRke9UWF8AIXeXeR7dxBsiyHXs42tRXNo7hxBpLMddouNXzKeZqd7O6n5c+kechabXaso9BUQYnVwb4ubsFlsXNRkFD5KXv3f2fpEIuyBpLtyCLJV/Dw/WbOCV5YuYEbbduwpKiIi0J8JHcu//gf4del6psxfhdWw0KFZTIVlRA4VjbSKiEi9O/e2sTzy+VVAScJ606kvsXD2mgrLWm0WRp7SFUclJ2fZ7VZ6dm9WmjwWFLm475Wf2JWRWyahXLcjk0e/nI3XVzIn8j9fTGPJlh2MbNOCYo+Hi775lntnz2JB2nbObt+RsS0qnw96b5uTea7jmRiGwZLc1byw6SM2Fmwk11N+SoHP9LIk72vm53yCzbBjNeyMi36GoRH3MTTiCVy+TBZnX02xdxc57sUszb6YbfnvANAi4CT6h5VMG7AaFgItFmyWktf4uZ6dFPu2E2uPJ9+7iThHIh0CuxFmD+b+lg+XbpE1Z88f7HCVLBIbENmaJblbuHTJOyzN3lLhdzu1ZRv+06oDC3ZsZ2nWbr6aNJGmYSULwXbl5vPPtn0LzrLyiuiUHMu5w7pimiZ78gpL73l9Pq67/0t++a3if68i9U0jrSIiUu9sdish4SWr3cNjgrn2sQl07teymlo14/b4yMgupKC47DzY7Vm5rN+ZhddnYrXAVUN6YjUstI2Lwu3zUeBx8/36tYT6OXl/7T+0DYvk6k4Vz+Nstd/8VZfPg8vn5tVtbxBqC+bO5neUKWsxrIyKuIU4Z+uycXrTyfMuJ8TeCwMLYOClGLdvJ7tdbxJkTyHUsW9j/ABrPB0Dx2OaGZhmSwq9/zAq8j68PgfbXH/iMAIwzTTiHM2xGPvGnGZn/c4uVzox9jgGhvfkpNhubCnMKDMHF8Dl9fJW6t+c36ornULDmZ+dzfrsPaX3F2zezn9n/I7FZ/DphRMAmNCvPRP6lRwr+8Ofq3nz+7/4+J4z8HfasRgGbVvG0FxHqMohoqRVREQalGEY9BjS5qDb+W76cvp1TyYyPJDrzx7IfW/9wrUnty+93yU5jvioYApdbhw2Kx3i9yVtdouFN8eOZc7WLYxu0ZIhX79f7qjWA/lMHzMyFtA7rCNL8/4i2tGGqEr2Sm3m363ctZ3Fn5Pl/o2uzpF0CX0Rn1mAn89Bt7BvWJt7OvnunwiydcLEg80SBUCWey7FvjSy3QtZV/gFXl6hVcDlrCr4lFBbLGmu1ezx7KR3aMlWU9MyviXAWsCfe+aR63XjNb0MjezHLa3GlollfsZmfkxLZca2TQyJS8YBnN2+I8F2B5O+mcL7Y09iS3YOUYH+PD52WIXfcWi3FoQG+eHvLBkJzswu4NzxPQkOLDt/dufOHP75ZysjRrSvqBmROlPSKiIiDWrn1kxiEsMP6jACr9fH598twev1MW5kJ6LDA+nUMg7//aYUFBS72bBrD3lFrnKHCWzKzubFhX/xyKAhGIbBWSkdGZnUotL+PKaXTHc2H+34ga93TaVTSFO6hnSje0j55LQyTQOuI4kr8Jl5gIXs4k/Y43qH5OAZRDsnYTOi2Jl3Lia5JIbMJK3gDkKsDhwWGznedGJtXSmgkCS/scQ5h+FnCeeihN5l+ugS3JMgWzDLsjeyrmgTUfawCmNZk5vOtqI9/DryQgzDIHV3NqsyM3howRyCrE7cPh/jO7VlfKeSAx2WbttJkJ+T5pH72gvwczCwU3Lp53tfnkZkaAAPXjOqTF8zZqxi1szVSlql3mlOq4iINJj0tD3cdtprLPkt9aDasVotvPXkmYwb2QmAsGB/bj57MA7bvv1h48KC+PDq8SRGlN+eaU9REVtycshzlRwNe0WHHrQIqXgBV7Y7n8uWPs2WwnQeb309p8ePoXdIe3a715Pj3s3GwkWVxpnnXoLXLJn3aRgGFsPJroLLSS+4kTDneTQJ+hTDsBPmnECQYwj+9gE4bV0BsFuaYppeijyLiXUMINDmo3XAadgsAfhbIypM+mMd8fQPPY7jowZiGvnE+UVVGNc5yd15ods4Ptm8BLfPC0DL0DDOb9+ZVmHl/0Lx/Iz5vDr7rzLXLn1hCm9MXVD6+ZpJ/dm2I5uN27LKlDvjjF5ERATx5Rdltw4TOVgaaRURkQYTGRfKzc+dSdvuzQ66LZut7uMsXWJjMazw6ILfeXrI8ArL/LJ7GVbDwpDItoyLHUDbwCQCbf5EO3rz7vZn2VS0Bgs72VT8O91cI+gaMgmrse84WZ/pZkP+TcT6XUSM39ml1yOcd2MCXu98LNgxjSiMvfWcbMewlMz9DbWNAs8UvNZuZBW/AEYL2HuggWl6MYzKD3Bo6d+S25JvI9IeWWmZdXkZvLZ2HgOikgGwW61c07XiOb0vnH4CVkvZRPaEHil0So4t/dwsIZyUZlGEBZcd1TYMg7bt4miVot0GpH4paRURkQZjGAYd+1T+Gr6+3TT5J4a2TeakLuXn0N7ddwBhzsr3L/0tIxWbYWFoVHvGxQ4oc++cuGvY6dpKpD2a/MytrCn4igh7Is0D9iXAFsNO6+D3cVhiy9R12Nrhdn9OcfHjGPiwOx/Hbh+J1/UKNnMt2K4BwOP9E5+5DX/jNAyWEhV4HxajZFX/P9mnE+U8kUT/C0vb9ZkethQvoamzOzneDCJsJQnrqvxUouyRRDkicPu8LMzeQO+wlrQPjeWn4y7Gz2rj2/w1hBTmEesfVOGzCHDYy12bMKBD2TJ+Dm6/9PgK6597bvmTtUQOlqYHiIjIUSMyKICIgJL9XP8763du/G7fKVMdo2JoErxv6sCK7J3sLsrDNE3yPcXk+fIoMAsAyPcWcOfah1iWtxIAm8VOol9z/KxBjIt6iDhnaxx7R0j357QmYhjlx4NstvH4B3yL0+9TrK4nMF2TwdINi200DvsYAEzP64TaJ+HzLcY00zDYN4ob53cmkfYRJeVMk0LvLtKKV/Fr1vPscq3nje338Pb2h3hpy/O8u/1dvk//GYAlOZt4fO3XpLtKDmDws5bE9mraSl5aOR/TNDn7xylMWbe6XMzb9+SybFvZQwVe+vpPrnnp2yr/HdTGmn+2UZhfXG/tydFNI60iIlJvMnZkExEbclCLrgC2bM0iJjoYZyV7t1bEZ5pce3xvQvxLdgVoGx1Js737j1bkvqW/4G83yPcVMjYhhbV56dzequSUK3+LH71DutPML6m0/LrC31mY+xmnRv+XoRFP1Dgu08yBomsxHPdhdT+MaYRjWgdhtSYA+0YkHY4H8LkfJ8jveYKNmzGMfYcpxPqdRmruDUQ4RoMRz4Lsu2kfeDPtA/oT62xJ/+AT2VC0mmS/NhwXdjztgkoWQfUIbc4bnS8l2ll2nu/DyT3p2Lpk0VX7iChahpbM780pLsbfZsNutfLyrAVsycrh/QtO4a3pf5OalsG5A7vQJLryI10LC104HDas1urHxHw+kydv/oxRp/Vg4qWDqi1/oE0rtpG6eDPDz9Ko7rFCI60iIlIvvnrtV6457r+smLf+oNoxTZO7753CF1/WbiHP//25lElvfIHX52Nrdg5Pz5lHq8jK9xB9vdep3NluOCfFd+TcpAG83uVi+kSk4PZ5eHXLB/QI7kqwbd/r8yzXJiymiXW/8Z7tBW+wo+iDcm0XFpxPYcE5eIpuwnR/B1gBC9hPA+dtGNaEcnWsts5gpoN7MlZLMgAuzz8UuL4hLf8BfN5VuM1sdhdNwY4fawu+I8tdclTugPCxnB13I/NyZ7HdtZEfd8/i96y/MQyDKEcwNy79iHtXfkmWq2QkOdjmwGG1YhgGd/UeSKeokvmnF3z1HY/NKTkS9t6xg3n5zNEAtI6Pok1CFKbP5KPp/5CRU1Au/l9mreKsy97jwSemVvFvCTLT88jLLcJiMXj0vQs55YL+VZavzKzP5zPtvTl1qitHJo20iohIveh+XFvWLdlK64NcdGUYBg8/eAox0UFs2ZZFQlwoXp+PGx/7hnNO6k7zppFk5BTQoXnZuaPjurahWWQoVouFxJBgHh45hK7xJWXu/2M2naNiGJ/StrT83Iz1vLL2d77ofwF2i5UYZwh/ZC1ltyuLDYWbeGvb+zzQat9BAkG2KOKc7TH229i/2JeGnbKLn0yzEJ9vCQaxGJYmYIRg+JecgGWSXPF39kzF4n4L0/EwWDqXXi90f4bbu4ZAx0X42TrgJZosz2QsRh6B1kgyvWvxmR4shg3DMDgj5gISnUm8v30Khb4iANbk72Bl3jaKPAaLM98nxhHJiY4kkn0tsFvKLu66Y1B/moYGA+C02XDaStKEwe2b0SwqlFenzmdIl2RCAsrvcdu7ezLrh6fTt2fzCr/jv/576xdERAdx238nEB1f+Uh4dc6791R8e08/k2ODklYREakXzdomcPOr59VLW0lNwskvKOaWe7/iknP7M3Rwa1o2jSIxNpR3vvuLDWlZvHn7+DJ1QvydDG5dkjAbhsHg5vuSZ4/PxL1fgpNenM9zq37nhIQUAqz7Fh19sP0HinwuHmx1MdtdaWXabxs4osznfM9K9rin0zbknTLXTRPsluZYHI9gtbUHMx970ZV47HdgWptW+H1NozVYumOxjYL9plaE+D0ImGUS5QjHAPI9m/htz93kePPZWDiTFnsXhLUKKFmAdnGTM3h43Ws03bOUJdk7CXPYOTGxL7HOcD7bspT/bl+ELzyY8U078Pzi+XSMjGZYUnN6JcZX/C8EyC0sJiuviHvPHIrdVn4ng5BgP04d24WMzHxWrEyjfbuK27rxoZPx8yu/0KsuLJZD/8LY7fLw0YNfMP4/YwkOr3ghmzQMJa0iIlKv7jnjVfqP7czo8wZUX7gKgQFOHrn7JJomRWC1WLjpgsEA3HzWIIrd3mrrF3k8nPPlFJqFh/Lw0KH47x01/HbLajbkZzI2vi2Xt+rLY6k/EGkP4vLmQ3iizbWYpkmwPZAm/onl2pye+R+a+Q2jVcAYAqytaRn4BH6WsrsjGGSCmY7FMPde8WGYhYCr4kBNEywtsJq7MF2P4XXeua8tw6DQ/Sv5rs+IDHh1796vNoJszXEYUfhZDGwWPzYULiLMFku4PYFCbyF2w04Tv1hinZFckNSOk2J7cvfKbzgtoQdv9JzIjGWLGNikZNR5bXYm/jYbw5KqHiHt2CyW168+ucoyb73/B6tTd+Iu9PDum+dht5dPbuMS986f3VPAu0//zCW3n0BAYNWnk1XG5/Nxy4j/MvLcgYy6oPbzYusiLzOP37/6i94ndqdd35RD0qeUUNIqIiL1qnX3ZrTs3KRe2mrZPLrcNYfdhsNu47M5y9i6fScpOSZNo0KICg3ktVl/cdfYQThtNnbl57M1J5f1edkM+Pg9fhh/BhF+/jyz/A+cNgunNmtLkM1BvqeIdfk7uJwhuHxuthfvpqO9VYXxRNjaEGYrSe4Mw0qwvTf79lL1AUUYlkTsAbP3LUYzgnH5v1vpd3S6rgXTDw92fJbyJ255vWmlfQAU+3ZhM0JJCZzALtdSkpz9+XjHnUQ4mjAy4iqe3PQIA8IGcUmTiaV1Yp2hdAiOp0VgyfNs4gwix13Mx+uW8fTAETisle8BWxs3XDWUgoJicvOKK0xY95e7p4CNa3aSlZ6Hn78Di6X2i/csFgvdj29Puz4t6xpyrYXHhfH68icPWX+yjxZiiYhIvTr3tjG07lp2Xut/r/+EL9+aW23d11+ZybSflteon4ycArILivlh4RqmLVlPel4+G9P34PKUjMI2DQ1lzoXn8fyIEfSOi2drfg4A3w07i6nDzuXylJIjUU+O70qnkJIk+6tdM3l3W+VbOnULuYwoR7vSz+vzrmRzfsnIaEHxM+zJG43Hu77a3ROsnhlYPTMAcFsn4LYNxfDNweK6E7PgfExPyZZVpmmS734Fp7U9hmHg8eXyT/ZlbCx4iST/49jtTmVBziu0DxzJ2sKVeMxiTomeSJ+QsoubDMPgxlYjSAkqWXCV63Fx8s8f8fG6pewqyi8tZ5olo8NzN2wmq6Cwyu9wIK/Xx9r1u/h74Wbuuf8bCgtLRpZ9PrO03f0lJkfxzOTLePKGyXz47C+16mt/Z981jqbtyi9sk6OPRlpFRKTBNUuJoWmr8qOm+zNNk5zsQtzFngrv78kpxGq1ELz3VfIVY3uTmppKq1atSpPE9y8+tUydlekZdImJpUtsLCd88zG39ejPuOatAbjtn+9J9A/lupSB9AkvGak7P/FEir0lyVaGazez9kxjZMRJBNkq3uYpwnEadks4ua7JFHu3YbcEU1B0LyGBH+4r5N2GYW4DrJjWbmBYsHs+B/zx2obisw0FwGcmYnGdD+ZC8JVcMwyDyMDPsBolz25j/gMYZg5xjpLv2SHoTEKsTdhcvIEkZwrp7gx+y/6V1oH7Dlf4e89aUoISCLEFlF4Lstq5tkNfBkYnYcXghcXzCTKcfL1mDV9NmMBjv/7Oie1SuLJ/jyr/nf3royl/8+tvqeRkFHDVRQO4+IIBpfNW77jhU1q1ieXSq4+rsO7Eywfz2euz6NCrGT0Gt65Rf3JsUtIqIiIN7sxrKj45aX9/L9jI4oWbueiyiucm3vviT4QG+fHQ9SeUub7/qGaBy83NX/3MjUP7khITwS2/TGdUixbc1K8PH486lSaBwaVl2wbHEO8XgmmamIDFMMj3FPLC5v/jyqQz2F68hcV588lyb+XixNvKxbMh/xnyPSvoGPoWOcWrMQ0bQX6vYxj7+jBd/8Pm+xvD3IjVzMBtvx+ruQqLuYQi+wGvmO1d8Vq/A88fJVtj7WWzlMyt3Zx/Dw4jCAih2JeOwxdLorMPqQUzyfVmYTWsWLHiMJxY9r5INU2T5zd+y6jo7pydOKTMMzsjuQNn/folBga7sgt5ZsAwbIbBk3P+JCzAyWV9y09VqMyQvi0JDnTSq3NTYmOCy/w7GXViJ5KaVX68bP8R7Vnx1yYSk6MA2Lklkxdu/pRbXjqbsOjgSuvJsUdJq4iINApdujXl1rtGExFR/qQpgNsuGYrTUfmvrXfnLmbBxu0YDvi/RUu5pE83PjjlZML8So5ubRZcdnulC5v3AuDF9dNZmrOVk+Lb8t2uP0kODMJiGHQO7k6SX8Wr/QGiHCMJsDbH5d3MrqJXCDAiySi4kZigTwHwul7DdL8FtrMwnI/h9aVhK74JC1DkfB6fpUuZ9kzPIrC2wXCcXmF/TksLrEYAbtdfbC+ew5acJ+gQdBvzct5lTOT9RIWWzGG9OPHq0jqGYfBih8sIsvmXaWvy7rXkZm1gj6uQNwadTFJQyUhy59g4Vu7aTbvoKNbsziQ+OIiwgMqPvv1XYlwYiXFhFd47fmT7KutarBYuu3ts6We700ZQqD+2aubE1lTWjmzeuXMyV71wHv5B1X8XabyUtIqISL0rzC9m19YsmrWJq3Edu91Kl66VJ4mJsVXv6dkuIZpij5cLBnbhrP+bwqwNm1iZkcn53TryzN/zeHroCDymD5fPi91i4YJ5n3FXh6Gsyt1JmC2QnqEpFPlcnBY/iL+z/yHbHk7zgKRy/eR7drA492l6hd5DoC0Fn9eD27SQa27E33TiM4uwGH4Y1t6AF8NxNRQ/g2l6MY1AXI77Ma3tyrRpur4G991guxqcV1T4/WL9L8TrKyLB5yLaMZIQe2cW5X5MnKM1UY6yC5HSXZlEOUoOVgi1l/9LwJeZG2kRFM41HXqXJqwAhW432cUuTm7fmlPe+JRIf39eP3sstkO4tVRETAh3vHF+vbWXm5XP9rU7KcovVtJ6hFPSKiIi9e7zl2fw2w9LeG1m+dfqVTFNk5de/JVRozrSuk1s9RX206dFIn1alLxK/+L8iSzYup3vUtfxxPw/WZmZjtc0uX3+dDKLCvng+FPoHp5AU/9Qeoc3p2VANPF+EZwWXzI1YVrmHGIdUTQPOKOiKDHxYmKyNOcaCr3rcJKPw2Jgt6Zg7F3p7zW9GNaT8PnSMCjCMFfhMTPB2g68q6H4avB7DyyJYO0F5plgv7jK77ip6EPSir6lqf85xBi9GRzeFn9L2fm2W4t28Oj6l7m1+eXMSF9NsM2fifFlF2Y9ndyXvm074m8ru1/q1DXreOH3BTQLDOGkTilMnr+c9LwC4kJK9iM1TRO3x4vDfuSkD03bJfD07HsOdxhSD46cnzoRETlinHHdMEZO6l3rej6fybYtWezalVPrpHV/pmkyZdlqru3Tg8fn/UHLkHCCHQ7u7zGEYo+HqdtSOb95D2L8gzm/afmz629NvqJ0Xuj+PKaLQFs8fUIfxsRHmL0f+d61JPjfhulbT4H3V9zmbnyedRQU3YjDehwW1mIxmuHn9z9Mcw/4dmFYEsA6DIy9cz0tUXisJ4FvJYYZhM3aolzfAE39zyLaPgTDMJiW+RCB1iiGRdxeej/Pk8+UXd9zQeJEou1RZHv+xmnZl5gWeT1sL8yhiTOoXMIKcEr7NjgsVp769Q+cLS3cOXpgacIK8L9pC/nl73V8dGfFUxhEGpKSVhERqXcOPzuxSREV3svOzGfxn+tZvXQbl91WdlGV1Wrh8ScnVlivpt77YwlJ4SHkFrvId7l5aMgQogJKVs7H+Je8Kr9m/vf0jU7CtHq5tnU/gu1lN7e3GuXnU+5x7+STnfdyavStrC54F7evgJ4hV5Be/Ae7iv+geeDlmO58dhc+T4TjJAxLbwL8HsXrW4LVkgSGFXfxW3i9U/EPnAnOfUfEujzfU1D0MKbRDIslnlD/5zEMG0WerWwtfJEAWycS/M/BZgQQbC/Z0H5Q2HXYjYAyMbpNNzneXFoFNOX9rb+yNGcjb3cZV3r/g/WLeG/9Qm6K7UpF2+JbDIMeiXGMaNOCxVt28s/WXRzXOrn0/om929AksuKdFEQampJWERE5pJ685QvyC4qJb1r5ivKDsWz7LnKLXbwwblSlZT4fegYrsndx9V9TWJK9jcn9zy5XZmdxBmH2YJwWBwDBtkj6hI4n0p5E9+AryXAtZ3bWrSQ52lPgW0y+dx3hjrPZXnAHdmsH/ANfI7voffKLXyHIcTIh/ndid16O1Tscny8LEy9WS8mKeYftZGyBXTCMGEzTw/rcE4h0XsWmgo9wmVsxTTtFjkwcllCKvNl8sftqOgdNJCVgFO9sf4gTIy8gxplEuD2MO5vfwPe7/mRsTE9OjO1V5jud26Ibv+/aypSMDYynT4XPJj4kmLuGD6xwb9WIkAB6tC5/Ulh983q8WKyWave7lWOLklYRETmkrnngJOwOK5ExDTNi9+SEERS5PaTnFRAVFFBhmWKvl++3rOX1XqeS7SmusMzD69+gf1hXJsWPBsBq2OgWXJIIB1kSCLDG4GcNI8bRs0xyFRvwCNsK36RpwG1kFU/GjYdYZ8mKfsMIw2rrQWb+xfjIIypw8t7rVgrdW3D5ZhLuvBCL0ZRczwqc1ibYzFBaBT/EtPRJNPUfTbL/qRT7DLYXbeL3nEcIskTgsOxbYOTyuXl36zSa+EXzbPsry3ynjOICOoXG8Xf+ZgBunT0dp9XGQwOGcKCKEsZ3f1zIT/PX8NkDZ1X88OvJf8Y+R/8xnTn9+hEN2o8cWRosaTUMIwl4H4gFTOAN0zSfP6DMccDXwIa9l740TfPBhopJREQOv7gm4Q3exxM//87StF18dnHFUw12FeUzM20j57bsTLQzkCVZaXQJjy9T5rbmFxFlD6uwfp43CzCIde4byfSZblLz3yLMFkO+dwVg4sUfrwkWo+wK/lD/RzFNF8WetewufocI5zkUehdS7F1DmPNsAmxDyPVsJcQ+kgT/MQB0C7mNMHsrHJZgQm3t2eXaQ54ni7MTbyHEVjIVY3fxHj7fOYs7WkwixBbEK+tnMD6hOwFWJ2f89jGmx0q8XzDtAkp2YugX3wRnJUe4Tl++nqlL1vLUWSNLr50xtBO92jb8SOtJFw+iY99DdzSrHBkacqTVA/zHNM2FRslOy38bhvGzaZorDig3xzTNExswDhEROUJt2pzJS6/P5N47xhBci+2KrhnSi115+RXe+3ZDKh+uXsoPI8/GZrFw39JpLNuziy8GnVOmXBO/yheCTd7xOHbDztnx92M1Sn6Vus0cdrhmEGA5g0xPBsW+3cQH3o/btxPDKPvr1mopaTun6APy3NPx+oppFvw0a/LuZkXO1XQMfYuM3MfJdc0gwX8Mu11rmJn1LKOjnsRhCSbDk8ceTzqDQyeWJqwA24t3MzN9OZsLskh2NueTrQtZkr2Dh9qdxMCoZpzSpANNAkLZtWkLH69aznFJzYgPLFlotWT7TgIddlpFlbQX4LQT4Cy7WCs4wEmXlmWT+4Yw7PTaL+KTo1+DJa2maaYBaXv/nGsYxkogETgwaRUREamQ02kjKMiJtZb7hEYE+hMR6F/hvTZhEQQ5HLyy9C+u69KbO9sfT6aroNK27l/7Ot1D2nFyzODSay4Mcjy7+D17CoPCSkZznZZIQm3D2OFaT3P/S3BaojCMWKBjmfaKvbvZXPg6Cc5JZHi2EmS/nJ2uKTQ1fST6nY/bzACgffDt7HatZo97E2G2JEJtKRR6Cwi2wdjIi/kr51c6BJZN7rqEpPBYm4vw4SPZPxYLNtblZfDY8lmszN7NZS37EOrwY4dp8t6Kf3B5vZzfoTMAL/62gBA/J8+cVPJKvktSHO0Syh69e/eb0+jRJpFTB3eo8vk//vD3xCeEcv5FA6ssJ1Ibh2S3YMMwkoFuwLwKbvczDGOJYRhTDcOo+r8CERFpUIV5Rdw48EEWTV9+uEMBIC42hPvuGEtAgKNW9e7/eiZvz1kElGx/9fq8haUjr63DI+kZE8eOwjwAXD4vZ839jG+2ruLyvz/nnz1pZdpqH9SCtoHNSj/PzJxJr6AJjI++gV4ho8lwp+EzfQAE25oQYm9Oov+pGBXsQABQ7NtBjmc5ed5UstxLiHCOJMn/UgzDQqAthTB7X+bteZLf9jzMXzn/Y2Huh9gt/qR7cllbOJ+/c37nm92fMSbyQtzl10rRIjCOVoEJ2CxWLm0+gMc7nUyoLYCcYjfTtq8DSnYJ+O6UM0oTVoAXTxnF46P3Hbf74JczufnDn8q0HRseRE5uERfcM5nc/IrnAgO0bhNHSi0OlhCpCaOi1YH12oFhBAGzgEdM0/zygHshgM80zTzDMMYAz5umWWYXjuzs7NIAU1NTGzRWEZFjndfjY8oTv3Dc+b2JTAw73OHU2adLNxAX5M/g5nG4vF5unvs3p6U0Y1BCLFmuYvytNvz2zuU0TZPp2dvoGRTNG5n/cHpYa5IdoaR7Coi0+pdbkDTVnEoggQw2BuOikG/tL+FvBjLac2XpwQI1kWtbwo7AdwkvGE+eLZXkwotK7+2xLcGHm1BPJwwsWLAzx/o5Lgrp6h3FWpbj8gayzFzFFdZzq11l/8aOFcTY/Tklsnm1cZmmyepd2UQGOCn2+GgSHohpmmzYkUOAnx0/m4VfFmzl1ONaYrXUfnX/4rmbwICuA5pVX1iOCikp+1K70NDQOm8J0aBJq2EYduA74CfTNJ+pQfmNQE/TNNP/vbZ/0iq1k5qaWuYHRWpOz65u9NzqRs+tYtu37+HJ//7EPfedSERE+aNIYd+z+/d3WU22SDrl88/pGB3Fw0OOK3Pda/q4ZsG3nJ3chaZBIVyy6AOe7jiRTqEVLzzK9eTx5a7JeMwCIu1BtAvsQpprE8eFn1paZl72e2wsmku4rSkjI8ueypTjTsNn5pHn28m2ot/oE1b16WG7XFsp8hbiNR0YGMT5xbKzeDfN/JuwuziHpTmbOT66Y5VtmKbJ/61aRmuvQe+OFZfdnJHNRW98zdNnj8T0mCxYs41+rZO46cXvaBYbzpu3j6+yj4osnreB9l2b4HDaeeGer8EwuO7Bk2vdzuGm/1YP3sEkrQ25e4ABvA2srCxhNQwjDthpmqZpGEZvSqYrZDRUTCIicuQICHAQGxuC01H9r6p73v4ZDIOHL65+i6T/Dh1KdED5rbAMDPytdhxWG0n+4Tzc7mTahVS+6OiDtE/ZVryWQKuNdHcWBjaKzKwyZZr59cZjFhJsK7uoa5drLT+k38voyPto4jeQJn7Vz/2McTQB4NlNr2PB4Ppml9HMv+TalzsW8O3Ov0kOiKVF4L55qGkFufy4bS0XpnQDIM/t5s1/FlFc5OXDxARahZc/AKJpZCj/u2wcTSJC+GjmEhat3c5FI7pzx3lD6dKi9q/8c7MLee7+77jkP8MZOLwd1z00rvpKIhVoyN0DBgDnAksNw1i899qdQFMA0zRfAyYCVxqG4QEKgTPNhp6vICIiR4SwsABuv3N0jcqO6dumxhvRtwwLp8jjKXPNa/p4f80/PNB5WOnpWL0jKn+V/tH2n9hWWMR/mt9GgMWPN7a9RKyzBX1DB/DSlkdoF9iVYRFjiXO2I87Zrlz9jYVL8eJHpL3i41r35/Z5mJE5hx4hXfG3+nNN0r5pBKZp8lXaX4yI7MxX2xfzwrpfublVySljTQJC+XnbOj5at5RzW3bBZrEQ7HDww/hJ3PT996xOz6gwaQVIiizZEqtNQjQf/7KU3dkFDO1WfawVCQ715+n3LiAiOqjasv/MTWV3WhbDTtPuAVJeQ+4eMBeqntxjmuZLwEsNFYOIiBwb+nes+fzI/875nYVpO/hi0r49XLOKi/jf6iWkhEawvSCXk5u1wc9a+a/IXqHtSC/O4ZPts7iq2Tiua3pz6b0uQb1pFVA+Ud1RvB0vXhKdSfQMOZkOQcfhMt1YTVuVCXeGO5MfM2YwM3MxMc5Ibmh2Xum9Aq+Lj7b+SVjzQN7tdgl5Hjfj53xInF8w3ww5j2WZ6ThMGx+tXsZ57UoWXQXa7Vh8Bgu372RsJa+6N+7M4rZ3p/HkhaMY378dtoNcth0ZE1yjcn9OW8auLZlKWqVCh2T3ABERkYNhmiaFhe461U3PLWBPQVHp54t6dOXWgf3KlInyC+DXE8+leXAYzy+fx/KsXVW22cQvjihHJMW+8jGlu+Cn9H2b5awr2ECBt4DvM77gu/TPAbAYViz48cSm+1mYO7/Kvj7fMYPOgb24KukszosvmQf66+4VvL/5NwJtTj7ueRX4HPyycx0tAiO5pnVfXup5EgC3denPCQmt+HD1Mtw+X2mbN3Vqzz1DKp+SEBkSQO/WTYgKDWTGX+v4bMayKmM80JvPT+fFx3+sVR2Ayx48lbv/d3Gt68mxQUmriIgcNvNnrGba5wurLffdd/9w1VUf4vF4y1zPzC7k3ud+JL/AVWnd2z/5mQe/mlX6OT44iF5NErhyylR+Wbuh9LrNYiExMISfR59Lj6iESttblr2dm5Z+xpfbl3FD8oRy92dlzWNx7orSxWFvbf+AHzN+5dy4yxgXdTabCrbx3e7pOA0nNkJZW7CNrUU7AFiQvYyZmQvY485jbf5WAFoEJBLliOC21f/HjuIc1uXt4oMtv7OuYCcAdouVeRmbWZi1DYthcF7zHjQNLDl1LNIvgGu79GbqyWdir8Vet8H+Tv5z6gACnHZeueUULju5diOfLVJiadE6plZ1RKrTkHNaRUREqrTkz/XsSc9j5MTuVZYbMqQ1IcF+2Gxl9z51eXzk5BXh8XorqQkPnzaMTelZpO3JJSO/kIhAf+JDg4jw9yPMr/wpWwE2ewWt7PNH5npW5OzkwXYnlnmt7zV9fLxtLg+0vIkQ276tsm5rdj1BtkBsho3Xt04mz1OABS+jIofQLag3ezyFPLz+NZ5qfSsLc1axJCeVz9JmAVbubnkB722ZR1NnNF6vhe1FOYTYvPhZndzVumTUdX1eJt9vXcsbfU4pE+efaVvxs9rpGhNb7eEMr0//i6Htm+N2e3B7fHRtEU9eQTHXPvMt10zsS4+2Taqs/6+tmzN5/tEfueuxcYSF79vx4eUHvsXhtHHp7TWboyxSESWtIiJy2Fx6R82SmJAQf4Yc16bc9bjIQJ67+5Qq68aFBXHHJz/TJCKUTTnZNIsK46FThvLIqKE1jvObzatpHhxGp/BYLmjWD6tho1d4Mj/uWEXfiGaEOfzJdhfww66FdA5uSqeQZjyU+imjorvRO2zfvNGTo0fy3/X/R4uAJoDB8rydpLuzuaP5ZQTZArg8aSLLctfj8XlpGhCLBSsJfhH0D2/LpoIsVu5Jp2Ook/4hHViXm0G70FiaBoRxR4fBpARHlon5raVLCLTbeT5mZLXf7481Wwj1c7IoNQ2Xx0vXFvH4Oe10bhVHUmxYjZ9TQICDyOgg7Afs+NCyXTwOv6r/MiBSHSWtIiJyVMnOK6KgyE181L7FP7edNJB3Zy7m6dNHEuLvrHWbkzcsp21oJJ3CY7FbrFyU3BePz8sLa2eT1bQHk5r2YFtBDm92upJAuxPTNPGZ4DtgQ5xuIW24OmkiDoudS/55mZHRXbioyYlEOcIAyHTl89HWhdzeaiwh9pJjaJ9tf2Fp/ZuXfA1YmZ+xjVxPMe1CY7FZLIxNbIvPNLnwl285I6U9JzRryavDR5dbDe31+SocdT2uTTJf/r6SIa2bEh8ZAoDNauHGM2t3DGtEVBC3P1R+/9UTTu9Zq3ZEKqI5rSIiclR57uO53PfGz2Wu+UxIzynA32HHaa94vOY/3//M2wsWVXjvg8GncneXwUDJNADTNLFZrFzcrD9fbVpNRlE+Vy36gol/vg/AnPS1ZBQa9AxtxR5XYWk7BR4XVgLJdnvIdrsZEtGxNGEFKPa52V6Yzbl/vc/6vN3l4niqyziuTRnEB33P5KqUsovJDCA+IIiYgAA+X7mSNxcuwrZfgppbVMxJr3/Cr2s2lmt3dLcUzj++K/nFbopcJYvL/vxnMw+9/gsV7UT5yeQFLF++vcJnJdJQlLSKiMgRa/2mLK66eTI5uft2B7jp7EE8fGXZV+Iul4cgix3HAXNi99c8IpzIwADeWrCInOJipq/fWHrPYhilc1TP/vUrHlo0G4A2wdFsK8jj2VW/c25Sby5JLlmwFGz3I8zmz6tr5zDhj3dw+Ur2hf1p13IeXTOVziFNmZQwkES/CL7Zuox7lk0l211EvF8Yr3U5j+OiUojxC6nVs5i7bQurd2XQNiyKnfn57MzPL3M/0OngzB4d6ZFUckBAVl4hHq+PtKxcYsODGNujNbeePohR3Vvh9fnwer14PL6KumLpP1tZpqRVDjFNDxARkSNWRJg/rVvG4L/ffMkfZqykZdNIYsL3bWbvtFkJcNqxVLEf6jX9evLr2o28/udCAv0cvPH3YvonJeJvLzsX85xWnWkeUrL5fofQGN7qcyq/7dzMO6kLaR0cyeDoVoRZA7mh1TBuWvINhR4o8npwWGyMi+/KkKjWRDgCOSOxDwCzM9bzW8YmXF4f/+0yFj+rnRtTjq/1s0gOCaVzdAwOq5Wre5Z/HW8xDM7rXbJX6/LcQq6Z/DmjOrZgxj8b+Oqus7BZLfy2ZCOPvv0r553YgzNGdmFAt+Y88PSPxEYHccV5+6YKPPLIqeXaF2loSlpFROSIsm1rFsuWbGXU2E6Ehfpxw5VlF1T9szqNwmI3PTsllV5r1zSGRy+o/ojX41slM7RlyUEFJ7RqWS5hBTix2b6FVdO2ruehv+eQEhaOv9evdDT2pr9+ok1IJPe0G86La37HbikZ4bUYBhGOwDLtPdXlZF5c8zu7i/IqjevJRb8zvElzukVXfqxsUkgo9w0YzF0/zmB0m5YMbN6UO7/5lSEpzRjVrmWZspFBftx+6kB6NI9nRNdW2KwlL14tFoNWSVGcOKhtadlunRKJiazZ4QAiDUlJq4iINAr/zp2s7jjW2b+u4s/f1jNqbKdy9zweH7ddOpSQ4PJbWe2v0OUmM7eQxMjyr+D/7T/cv3wbRW4PfvvNiR0Yl8RtXfuzYOc2duUX8L8BJSOQr/U9iUCbgyC7g+d6nFRa/v5FM+kcHsv45LInZl3bun+V8S7L3E1CYHCVSWuRx8M1X/2I1zTJd5fMSzUw+HvDdvolNyldgPbAJzPoEOPPxOP7AtAped/37JqSwKffLmbTtizatyqZRnDyyPLPWeRw0JxWERFpFO6/5H1ef/C7asudeW5fnnllUoX33v7oD26698tq23hj6gKueeU7/ly1mY07syosc9e3v/L63L9LPy9O28Ho9z9hW05u6bVAu4OTkltzf+/j+GLUaQC8u3IJ18+aRpDdUa5Nt8+L21eyp+xFM79l8trl1cYK8N6wcZzduurk0WoYhPn7ccfQ/oxqXTKyetcJA/lt1RbmrNkMwKylG5m3aiv5xZ4K27BZLYSH+BN4wA4LbreXRx/9ng0b0quMYfO63Txw9ccU5hfX6HuJ1IaSVhERaRSGje/GceO6VFvOMAys1op/fZ0+rhvXXTqk2jYuGdWTpKhQHvtsDg98MrPCMrFBQSSF7xuJbRsdxXldO3HN1z+xdEfZY14thoGfrWQEtndsAgMTmlbY5iM9hnFGi44AtAwJp3lIWLWxVmRXXj7jPviUVbv3JZEWw6BlcBgxgSXTD7w+H5e99S0XDOjC2C4lUxqSokIY2qk5fVvGlJbZn91u5d5rRtIsMZzcvCJuvO1z1q3fjc/nIy+3uNqjdA3DwLBUPVIuUldKWkVEpFEYPLYzbbs2JXdPAR532ROu9mTkc/+1n5CVXvm8T4Dw0AA6t0+stq9APwdPXTKK/90wnqcuGlXuvsfr46fFqezZb1cCP5uNs7p0oHtCLAkhlc/xbB8RzTWdq96XdPLKFXQOiaV3TPlYr5g6lbeXLK4wppnrNuEzTawWC263t8yxttmFRUxdtpaVaSVbZVkMgwGtk+jVYl8fLeIjuGXCQH5asJlbXviBs+78mNyCfaOiX//4D9ff/QUAdpuVzMw8Pv1sAU6nnUcfG0/79pVPTwBIahHFvS+eiX9g7ffCFamOklYREWlU7jrnbd578qcy10zTxOczK9wztK4cdhsRwf5EBgeUu2ezWrjzxEGc1LV1metOm417hg0iMsD/oPpetHMnS3btrPBeh+go2kVGlbu+fOdu7ps2iy17cnBarTQJCsZps2OaJrtz8jnn9a+4/8Qh9GtZsgDNMAyuHN6LjKwCFq9LK9NWkL+d5Phwxh/fkUC/fdMYOrVLoEeXkvp+fnYuPKc/I4Z3OKjvKlJftBBLREQalcvuPZHE5mWTtvCoIB58ueJ5rAdr++4cosICcBxw6MCAlIpf8VfE4/Px+m9/c3bPToQdsIDr1h+mMyKlOSNSWpReu757z3KnZd350wyCnA7uPG4AAE/M+J3d+QU8MXYY6fmFdEmI5YvzJhIVWJJkv3H6iVz6v29IiY3kphP6cWafjrSJK3uUK8C70xbi57DRteW+UdJBnRJISUkpV7ZFsyhaNNv37I8b0rpcmcbsty/nExgWSNfjlWgfjTTSKiIijUrH3s0Jj67bFktZmfnk7fdKvyK5eUW8+/l8vN6S+Zw3Pvsd7/+wsE79lbZZVMzUletYvTOj/E2TcvvDPvDLHO77eXaZa13iY+kSF1v6uUeTeHo0iefvLWmMf/1Trv1kamnC+q8JPdpzYpfW2CwWzhvQBQOD7Pyy3z83p5AwPwcf/7iYTWkVLzo7Wsz4+A9mfvLH4Q5DGohGWkVE5Kjx6P3fERERwB33n1RpmfVbMpj+eyrjRnQkPDSAx64eRXxU7U6fOlB4gD/fXXZmuet/rt/Kkg07GJ1Sspq/wOXGZ5o8Pvp4TMqOtJ7RuX2Zz8NSmgNQ5HYTZncSdMCesQXFbk7o3KrMtYc+mkFmbiGvXzeu9NqTV40h0M/ODU9+g8UCzeLDq/0+L78wneOOb0uHjiXzYXdu38OC39Zx4mk9qq17oNw9BQQG+2GpZPFcRYryi0nfnkWTlLha9XXXp9dVu2WaHLk00ioiIkeNcy7sx/rUXWzbkonX6+P5Z39h8+ayo59d2iXywTNnEx5aMmrZIjESf2f5QwRqYu7KzcxYtqHS+4/9MJfmEWH0aFryav7uKb9y46c/EebvR7j/vnmx2/fkcs4bX7Iju/xCM6fNRq9mCZzbt3PptT35hZz62Mfc8OYPZcpef0o/bjttUJlr0WGBBPg5eOOeiZwxsmu138k0TXakZbNr176tvebNXcuPXy+p05ziW095kU9fml6rOpOf/J4HT3ux1n0pYT26KWkVEZGjRuu2cfQZ0JKIyCC8Xh9btmSya1cubrcXn6/+FnEBvPHjAp76ai4/LV5baZm3zj+ZF04/gRC/ktX0Nwzrw60jSw4SyMov5I3pf+H1+Qhw2EmKDCXAUT55NgyDe8cNoX1iTOm10AA/hnRohp/NygPvTsflLtl3NS48mKYxYXz43d/kF7rq9L0Mw+Chx8Yz9Pi2mKbJf+/6msSkCF54/8JySaHP6+OTl2eQk5VfaXuXPXAKY86r+vCEA51564k88OX1dYpfjl5KWkVE5Kjh7+/gkquOwz/AgcNh46lnTqdnz2RuvulT3n5rTo3b+ebX5bzy8e9VluncPI6J/Tvw+Dn7jofdkZlbpsyKzbt4/Mt9c1ebRoaREluyWGrl1t38uGQtBcVuwgL8eGzCsNJTq6pjGAZ3njaE84Z2Y3t6Dq79tr7KzC7g21kr2bS9nuav7s1TLRXsv1qQV8ys75aybnlauXv/6jakDSHhgZXer4gzwEF8i5jqC8oxRUmriIgc0ZYv3MSdl75PcVHlG99PPL0HYyo49vWZl37l3f/7s9x1t8eH2+Mtd31/fdskcc5x+w5DWLs9gwuf/orUbfumI7g8XordXj7/bTnnP/Nlmdfr/ds05cubziS4kkTV5zOrHR1unxzD6zefytYd2RQVl3z/mIggPv7v2bRvGVtl3ZowDIPbHh5Hj34tKrwfFOrPq1Ovo9vAVhXeF6lPWoglIiJHtJDwAKJiQyo9JQtg0KCyWzfN+3M9aduzaZIQSnhY+VHACSOrPjK1Ii3iInjw/GG0jI/A6/Nx1XPfMGFwBx4883g2p2eTU1BUqzmX97zzMz6fyWOXlT/8YH9er497X/iJCSM7ccborkDFo6IiRzolrSIickRLah7NTQ+fgmmWHD5Qk8Rw5co0tm3bw113j620jGmaeLw+7DYrAP+sSuP1j3/nydtPIsDfUa68xWLQq3Xi3rrQvlkMzeMjuOjxLziua3MuGlv1KVkHOmVge3Lyiyh2eXA6Kv91bbVaeOGuU4iqIPkWOZpoeoCIiBwVnrljCk/c/HmNyl5w4YAqE1aAT6cs5MqbPin9HBURQLPEcOx2a5lyy9akMX/J5tLPLreXm5/+jiEdkklJjGTicR0Z2bv8Rv4HmrdsM+fdO7l0AVWvtk345LvFPP9/c6utGxcVjM2mX+lydNNIq4iIHBWOP7kz3irmoRYVunC7vASH1uwI1qEDW5duiwWQEBPKrZcdX67clF+Wk19QTO8uJSdoWSwGIUF+BPiX7AQwuk8b0rPKb2V1oJZNIhnQpRl+zn2/mm+5YAiRoeWPmRU5FilpFRGRo0K3/i2rvP/CI1PJ2J3Lf18/p0btxUQHM/L4dni9PhYv3kK3bk0rnCt65xXDyhwUYLNauO+KfTsKfD19GZO/W8T/PXtO6VSDikSFBXL5hL5lrrVuFl2jWA/k9fqY+sNSRoxsj7OOe9CKNDZKWkVE5JhwwdXHUVBQ+71L163bxZPPTOPJxyeQlBRR7n5JIlv5PNqxx7WnfavYKhPW+paRnsenHy2gZcto2rVPOGT9ijQkTYAREZFjQkx8KMktKx+5/G3Wam649H3cLk+Z661bx/Hic2dWmLDuLy+vGE8F0xP8nDba1cP2U/v7/be1/DxteaX3Y2JDeOu9C0oTVp/PxOf11WsMIoeaklYRERGgecsYOndrirWCEdHo6OBq699y++e8/b/fGiK0chYt2szChZurLOPYb8eBJ+6ewuN3TWngqEQalqYHiIiIAAlNwrnoquNqXP7XaStIbBJOm/bxAFx+6WCSmoTXut8tWzKJiQmu1dzTq68pvyCsKmMmdMf0Vn1QgWma3DT+VUac1oMxZ/WpVfsih4JGWkVE5KjgKq78RKz6lJdbxEtPTOOd12cz89dVpde7dkkiMjKoVm2Zpsk9d03h88/+rpfYpv+wlP97o/xxtZ17NKNL7+Qy156740umf7W49LNhGAwc24mu/XW6lTROSlpFROSIV5RfzDXDnmLW14savK8/Z6ey4Pd19B/QisuvGXpQbRmGwSOPncrE02p38MC//pi5mjee+aX0c1Z6HpnpuTWq6/Rz4Odf9oXrhEsGkZAcWadYRBqapgeIiMgRzxngYOJVx9N9SJsG72vYmI4MGNoG/4Dyp2LVRWJi7acU/Ct7TyHZWfmlnyee16/GdUed1p0NK9NqXP6t+6awY+Nu7n7v0lrFKFJfNNIqIiIN5n93Tmb53NUN3o9hGIw8qw/BYQH4fD4yd+Y0aF/VJazz564lY1fDxQDw3eS/+Hv2Gm55aFyd6s/+dgm/fF7zaQm9R3ag96hOmKbJ798tpqiguE79itSVklYREWkwG5ZuYfPKbZXeXzR9Gdm7a/Y6u6amT57PLSc+R1Ed9mStD16Pj1f/+xPXnfM/1q3a0WD9JDaLoEnzqDrXj4gJZtTpNZ+W0HlACiPP6ktuVgFv3vU5i2asrHPfInWh6QEiItJgHvz25irvv3nLx/Qf14Nz7htfb30OOrkb0U3C8aun1/eVMU2TjWt20iwltsxJWVabhWffO58/Z60lqZqk8tl7v6F7vxYMGd2x1v1369uCbn1b1Lrevzau2E5ILReOAYREBPL8jDsIDtfxsnJoKWkVEZHD5onpdxIQ4n/Q7fwzdw3+gU5SujXDL9BJ10E1n9v6zTtzSduYzuUPnlKrPndu3cN9l3/IrU9OpGOv5DL3wiKCOOHUrtW2YbNZsNob7qQsV5GbrN25xFZwMMJ1T55eZd253yzENE0GjetR7l5IRGC9xShSU5oeICIih01QeCAW68H/KvrqpV/46pVf61TX6e/AWYdR2dgmYTz4xrm079GMdSvSuHXSW+TuKahVG9feeyIDh7erdd81Nfml6dx33tt1qvv39JX8PV1TAKTx0EiriIgc8e56/zKM/V7RV+afual88fIv3P3epdj3nhg1alLvOvVpGAbJrUuOZw2NCCAhOQKHn53nbv8Sm93KNXVcIHWwPnzqJzJ35XDdE6cx8cqhDD6pa53auf75s+s3MJGDpKRVRESOeDZH2V9nHrcXWwWv3QND/bA7bPz183L6je1Sb/1HxYVyw2Ml83K7DmiJvQFf+VcnqVUMgSF+APgHOmnWJu6wxSJSnzQ9QEREjio5GXlc0es+/v5lWbl7LTslERUfxtdvzGyw/o87qQsDTqj9wqr6MuSUbpx62ZDD1r9IQ9FIq4iIHFWCwgM45aphtO3VssL7lz06AZ/Hd4ijKuvdx34gPjmq2qkJOZn5OP3tOP0bdicEkSOBRlpFROSoYrFYOPGyoQSGVrwrgcViKTed4FArLnThKnJXW+6BC97mjfu+PgQRiTR+GmkVERE5xGq6vdZVj04gPCa4YYMROUIoaRUREWmkWnZMPNwhiDQamh4gIiJSQ3l7Cli/dOvhDkPkmKSkVUREpIY+eWoqz1z53iHt87u3Z/P7d0sOaZ8ijZGSVhERkRo67+6TeeCzqw9pn6v+2sCahRsOaZ8ijZHmtIqIiNSQw89OZHzYIe3z5lfPP6T9iTRWGmkVERGpJa/He1D1czLz+PCRbw66HZFjiZJWERGRWvj+rZlc2/8hfN6SAwoK84pIW7+rVm1sXrmd375ZSH52YUOEKHJU0vQAERGRWug7tgsWqwWLtWTc58NHvmHh9OW8Ov+BGrfRcUBrXp13fwNFeGjt3LibiPgw7E774Q5FjnIaaRUREamFyPhwBp3ak9dv/ZiigmLOuetk7vn40C7Oaix8Ph+3j3iMr5778XCHIscAJa0iIiK1lLVzD//MXEVuZj7+QX4ktIwpvbdo+nJevPb9wxjdoWOxWLj7s+s46eoRhzsUOQZoeoCIiEgtJbVJ4OVKpgPkZuWTm5l3iCM6fFp2TT7cIcgxQkmriIhIPRo8sTeDJ/Y+3GGIHHU0PUBEREREGj0lrSIiIhXI3p1DYV7R4Q5DRPZS0ioiIlKBByc8zyvXfXC4wxCRvRo8aTUM4wTDMFYbhrHWMIzbK7jvNAxj8t778wzDSG7omERERKpz7asXcsEjE+utvdUL1pGxPave2hM51jRo0moYhhV4GRgNtAcmGYbR/oBiFwNZpmm2Ap4F/tuQMYmIiNREcocmRMaH11t7r93wIf/38JR6a0/kWNPQuwf0BtaaprkewDCMT4BxwIr9yowD7t/758+BlwzDMEzTNBs4NhERkUPmwW//gzPAebjDEDliNfT0gERgy36ft+69VmEZ0zQ9QDYQ2cBxiYiIHFLBEUE4/HTUqUhdHVH7tKamph7uEI44emZ1p2dXN3pudaPnVnf1/ey+fuJnIpPCGTipZ72229joZ65u9NxqLyUlpV7aaeikdRuQtN/nJnuvVVRmq2EYNiAUyKiosfr60seK1NRUPbM60rOrGz23utFzq7uGeHYhIfOIioo6qv+d6GeubvTcDq+GTloXACmGYTSnJDk9EzjrgDLfAOcDfwATgV81n1VERA6Xy54+53CHICIVaNCk1TRNj2EY1wA/AVbgHdM0lxuG8SDwl2ma3wBvAx8YhrEWyKQksRURERERKdXgc1pN0/wB+OGAa/fu9+ci4LSGjkNEREREjlw6EUtEREREGj0lrSIiIiLS6ClpFREREZFGT0mriIiIiDR6SlpFREREpNFT0ioiIiIijZ6SVhERERFp9JS0ioiIiEijp6RVRERERBo9Ja0iIiIi0ugpaRURERGRRk9Jq4iIiIg0ekpaRURERKTRU9IqIiIiIo2eklYRERERafSUtIqIiIhIo6ekVUREREQaPSWtIiIiItLoKWkVERERkUZPSauIiIiINHpKWkVERESk0VPSKiIiIiKNnpJWEREREWn0lLSKiIiISKOnpFVEREREGj0lrSIiIiLS6ClpFREREZFGT0mriIiIiDR6SlpFREREpNFT0ioiIiIijZ6SVhERERFp9JS0ioiIiEijp6RVRERERBo9Ja0iIiIi0ugpaRURERGRRk9Jq4iIiIg0ekpaRURERKTRU9IqIiIiIo2eklYRERERafSUtIqIiIhIo6ekVUREREQaPSWtIiIiItLoKWkVERERkUZPSauIiIiINHpKWkVERESk0VPSKiIiIiKNnpJWEREREWn0lLSKiIiISKOnpFVEREREGj0lrSIiIiLS6ClpFREREZFGT0mriIiIiDR6SlpFREREpNFT0ioiIiIijZ6SVhERERFp9JS0ioiIiEijp6RVRERERBo9Ja0iIiIi0ugpaRURERGRRs/WEI0ahvEkcBLgAtYBF5qmuaeCchuBXMALeEzT7NkQ8YiIiIjIka2hRlp/BjqaptkZWAPcUUXZoaZpdlXCKv/6fcrf3Dz0UTwuz+EORURERBqJBklaTdOcZprmvxnHn0CThuhHjk5J7RNo27sFFptmr/zLNE0+fuwbdm3JONyhiIiIHBaGaZoN24FhfAtMNk3zwwrubQCyABN43TTNNw4sk52dXRpgampqQ4Yq0qCydubiF+jAP8hZ67ruYg/Pn/cBwy7sS7cT2jVAdCIiIg0jJSWl9M+hoaFGXdupc9JqGMYvQFwFt+4yTfPrvWXuAnoC480KOjIMI9E0zW2GYcRQMqXgWtM0Z+9fZv+kVWonNTW1zA+K1Nz+z27hjJWs/nsjk24efVBt3nj8YyS3S+T6l8+rjxAbJf3M1Y2eW93p2dWNnlvd6LkdvINJWuu8EMs0zeFV3TcM4wLgRGBYRQnr3ja27f3fXYZhfAX0BmZXVFbkcNm4Yjsblm096HZue+cSLFYLv3z0B8Mm9cUw6vzfrYiIyDGnQSYNGoZxAnArcLJpmgWVlAk0DCP43z8DI4FlDRGPHFrfvPILqX9vONxh1JvxVw/jzncvLf2cuTOnwnLL/lzH5jU7Km0nLjmaDcu28vETP5CblV/vcYqIiBzNGmqly0tAMPCzYRiLDcN4DcAwjATDMH7YWyYWmGsYxhJgPvC9aZo/NlA8cgj9+e1CFvz4zyHrb096Lj6fr9L7Xo+XrF0VJ5oHStuYTl52YaX3t2/YzU0nPM3qhRvL3fv4yal88dIvVbbfZ3QXXv79bkIigmoUj4iIiJRokH1aTdNsVcn17cCYvX9eD3RpiP7l8Hp06q2HrC+3y8PNY57l1CuPZ+yFAyss8+UrM/h58jxen3tnta/kH7/ifdp0a8qIi0p+NNO37+GFWz7jpucnERYVRFyzSK5+8nRadkoqV/feDy/Daq3+74F+AbVfiCUiInKsa5CkVeRQsTtsXPPUGbTu3qzSMmMuGED7vi1qNIf0rrcuICgsgG1pWwCwWC3YHVYslpK6FouFXsM7YJomnzz/C8NO60F0QjgATn9HPXwjERERqYg2wpRD5vlr3mfWZ/Prvd3W3Zvx9ZuzcVdyGEFgiD8dereoso2/Zq6iML+YmCYRBAT5lV6PiA3hnv9dREhEYJny7mIPv/2wlFULNx/8FxAREZFqKWmVQ8YwwLDU/4r5tA3pzPxqEXvS8+pUv7jQzWv3fcPcH5bWuI7Dz86LP93IoBMPfobLjx/+wdsPfF3u+pwpC7n95OfwerwH3YeIiMiRTtMD5JC57sWG2Z+0ZacmvD77tjrXd/rbeearqwkODyhzPSs9D5/XR2RsyMGGWCWv24PXXT4xTUqJpWXnJCw1mCcrIiJytFPSKgLlXv8DvHj313jcHh58+/wG7XvshYMqvJ7cIZFLH57QoH2LiIgcKZS0ymGzZuEmFs1azRk3jjzcoVToukfGcbCnHJumicftxe7Qf2oiIiIHQ+8dpV5l7cxmwbSanRGxcsF6lv2xtoEjqruwyCDCo2q+n+rk12az/O9NZa599+GfXH/KK/i8le8jKyIiItVT0ir16od3ZvPufV/WqOy4y4fy0KdXNXBEh86qf7ay+p9tZa4NOKEjEy4ZdNjmpW5evZ27Tn6WPJ3AJSIiRzi9s5R6NenWsZx69fDDHUaDME2zyr1e73vlrHLXIqKDGTa+W7VtL/5tLauXbOGMq4YeVIwHcvo5CAoNwGq31mu7IiIih5pGWqVeWawWAkL861zf5zP59atFFBe66zGq8l596mcevPmLGpdP35XLZae9wZoVaQ0Sz/qVaaxcuJnbJr3J1vXpNaoz88u/mT656n1vY5tFcccHl+O/396zIiIiRyIlrdLgcjLzuHPCy2xbt6vasnvSc/nw2Z9ZtahhNu33+Uy2bc1iwPGtGTS8bY3rhYUHMHxsJ5o0i2iQuMZfMohbnzuT6IRQAoNrdszrqr82smLBhgaJR0REpLHR9ABpcDa7jdDoIJwB1R9zGhETwstTr8c/sGaJG8CrT07D4bSBAbvScrjj0VMqLGeaJu++MYdfflzG82+cS+cqjn49kM1u5YwL+9e4fF0EBDm5+enTa1z+ike1HZaIiBw7NNIqDS4g2I/bXjufqPiwGpU/MGH95K25rFm+vdLyScmRJDWPpEuPZnTtXXkiWljoZs7MNZw0vhtR0TXfFWB/X09ZxIvPTwdKRm33V1zsZsXSbdz5n88oLmrY6Q0iIiLHGo20So28ffdnbFy2jYem3HDI+1721yb8/Oy07pBQ4f0TT+tRo3YCAhy8+u75OJ22KhdUVcXPz46fX8l/Ntdc9X8MG9aOCaf14K8FG3jxuencfOsoQkP9D8tuATu3ZLJ59Q56DW9/yPsWERFpaBpplRoZeEoPhpzW+7D0/fBrZ3PKOX3qpS0/P3udE1aAIce1oRiT3LwiRo/tRL8BLQHo0CGRSWf3YeXqnbgAew1W65umSW5OUZ1jOdB3/5vLx89OK3f9g8e+497TX6m3fkRERA4HJa1SI216tmD42Q07p/NwueuR73j9vd9qVPb9yfP57c91pGfkc9JJXUhICAPAP8DBCWM60bx5FM1bRJWpU1joprjYU66tqV8v4fpL3sPtKn+vttYv38a65Wnc9c5F5e71GtGRPqM7HXQfIiIih5OmB8gxr1+vZJISwmtUNjTEnzEndKR5s8jSa2k7c3jlf3O47drh9OqVTK9eyWXqPPjQdxgG3HrLKMLCAkqvDxnejojIwHJHvHo8Xm6+8H3GTerF0DEdaxRXQLAf4THBBIWU39qqbc9k2vZMLl9JRETkCKKRVsHj8jDz0z+PqaNGt+3K5pff1wBw4siOdOmYyIr1O1izcTemaVZa74xTu3PuGWWnKni8XoqLPWUWZhUWuXnprdnk5Rdz0YUDSM/M4513fy9TLzDISd9BKeX6sFotdOzRtMrttTan7uSm018nKz0PgLimkdzy4lk4/avfoUFERORIpKRV2LhiG/+7+wvS1le/j2pj8cO05fwwbXm566ZpMnXmSgqrWb3/4+xVfPLDktLPLreHu57/iRuf+IYN2zJrFUtSQjhP3DeOkOB9o5zZOYUsXraVPdmFpKTE8Pij4xl1Qnv+2G9f1bfensuPPy4jMzMf135TBAzDYP26dD5+789K+wyNDCK5dRz+NdhGTERE5Gig6QFCq67NeGXBAwSGBlRfuJFYu343Fa2n2pNTyLufLSAiNIA+3Srf/uqiCb0575SepZ8ddhsv3XkK2XmFNE+MYO3afYlrXqELf6cNq6X83/FM0+TneanEhAby1DuzeO7OcUSFBxIXE8Jbz+071jUiPJD//d880nZm069XcwC2bs8iJ7+Ir75cSM+eyVx62eDS8jfdMwZrFTsQhEYEct3D4yq9LyIicrRR0ioAR1TCCnDdFccBkJtfzH9f/5Xrzh9ITGQw4aEBvPfMJPycdgAKilx8O3clE4d2KpMEGoaB3VZ2hX9ibCiJsaHl+rrsiS8Z2q0Fl55cfveEPblFvP75PK4+vR+De7YgpIrjUm+8aig+374pGIEhfmTnFtGyTRxt2seXKRsVE1z9QxARETmGKGk9Ci2ds4qM7Vkkdo+qvvARzufzkV9YjNu9Lxn0c9rZuCOLjTuyCA/059PpS+naOoHm8eE47FX/yL/9098M6tAUA1iwZhutEyO5enw/2jaNIiuvkA+nL+bKE/tg25sAh4f48/5DZ+D1+eiQEoejiq2uLBYDi2Xf/ZuvGw7ABVd9QHCok8EDy89vFRERkRKa03oUmv3ZfGZ9Uvl8yCPBD9OWc/u9U6otFxrsz7N3nUJiXNkR0q9mLefjn5fQJSWeyQ+fxb0f/Mrr3y8ovW+aJum5BRS5PGTkFpRen79mKwvXpQHw+Odz+GzuMgZ0akZkaCAbdmTx24ot5Be5yvQV6O/ggsc/54LHPsft8fLohzNJ3ZZRbeyGYWAYBs2aRtK2bXy5+2lp2dx91xRyc+tvL1cREZEjlUZaj0JXv3AeAKmpqYc5krpLbhrB1ua1Gyl+7P9mMqBjMwZ3ac71pw3Au/dVvM1q4cFzjyc+KqS07LzUbdw/eQZRoQHkFbmYcuskAF6/tmSeaGpqKm9fN44g/31HynZvlcAnd5xeYd83TByAy+PFBLbtziZ9Tx4piZEVlj3Qg3eMrfhG5ZsYlLF4wQbad0nCsd/WWaZp8t8bP2X4+G70HNyaP39ezgdP/sRTX11d7pjcQ2HrmjSK8opo1b35Ie9bRESODhppPcZkbM/iwdNfJCcjr0H7ydlTwIY1O+tU95dZq0nbncNlFw6sVb1Cl5sid8kqfIul7JzVNk2jCQkoSdZ+WJxKXHggd00YTHRoAP3aJFXYXliQf+k0gP0t2pjGLR9Nw7Pf/NTBXZozvEcrHDYrL984jn4dKl8EVlPxCaE8/MgpBAdXPk82N7uQZx/4ngVz15a7Z7NZsO2drtCmW1OGjOuK099+0HHVxYf3f8E7d04+LH2LiMjRQSOtxxiPx4uryF1mQdCBNizbyjv3f80d/7uYgCoSpqp8+OosVv+zjec/vqTWdRcv34ZhgWGD2tSq3oMXjqhRufd/W8JxbZPp3zqJ1Ows7hw/uPpK+/H6TDwNuKftO5/8SbHLw5XnVZ+0B4f68/Q75xMZHVR67e/f1tKqfTw3P3Va6bXwqGBOv/r4Bom3Jm58+zJ8nmNnH2AREal/SlqPMbFNo3j4m5uqLOPwdxAY6o/VVveB+ItvHE5+XnGd6t58VcMmVx9ccSo2i4W8YhcndWlNeIB/rer3bJFAzxYJ9RLL3MUb+eTnJTx744mlI8P5RcUUFHrYtiMbA0iIK7+jwf4O3Gng7Wd+YeDI9px1ee2S8YakQw9ERORgKWmVchJbxnD72+XPsK8Np58dp9/heRX9/+3ddXwUx/vA8c+cX9yNJGhwd4fiUqy0FOru7i11+9bdlQo/6gKFAqUtWtzdgySEuMvZ/v64NOG4SwiaUJ7365VX73ZnZ+eWvfTJ7MwzAJtS09ErHS1i3eNil+9LIczPQlJkOEa9njUH03hs9ny+mDTa5xCA6tgcTvZk59A8quZjbl2ahsuleZ0rJjyQ+jEhHjlg84ttlJQ6eOvTBeh0iv89POq42vfylKtk0QEhhBD/OTKmVdSqwqIy7n7iJ3bsPbWrcb2/YBUfLlpd8f6DJav5fMWGiveNI0IZ2qwRIRb38IeF+/ax/nDlGNwyp5Pfd+32uaTrjC07uOWn39mblcOdv86hsMzmVeZoz/60gNumzPTa3iQhnPsv74dOV7lSwiM3D+KZu4fx6J1DmHzHkIrtH05ZzPTfNx7zXP6BFnTHGYgLIYQQdZ30tIrTau2afSQkhhER4TtZvsGgJzzUnwC/45vRnpFfxHWfTOfpC8+jXWKM1/5XLxzisWLW+xNGYDiiNzPYYuaOPu7FAn7YtpUv1m6gVWQk7aKjAVifncOHO3fRNS6OcD8rJXY7+/PzaBYewZhWzeicEIfL5SK/tMxjQlZVLurRisx8d2qtwlIbUxdv4Jr+HbwWOAB3KiyAwCMWKrA7nPy5aDsd2yYyenibGlwhIYQQ4r9FumPEafXphwv58dtVPvctXZNMUXEZj941lL2p2azecrBi38ptBykutXsdk1tcyr7MXEL9rQxvl0Sh3cat38zC5nB6lLMYDZgNlX+TWQwGj6D1SLuyc9CMGmZLZQBZL8DKzxddSHj5eNcpGzdy05zZaJr7EX/90GAahofy+cWjCbH6nqyWUVjMiA+msebAIVrERdKnuTujQHJGLjPX7uCuL2ezLTXT45j7P/id939dzoxFW/l69tqK7Qa9jgtGdeCaS7v7PJcQQgjxXydBqzitXnxtApdc2YPUQ7le+z6etpRf5rofd89cvI1ZS7YBUGZ38OzU+cxZ5Zln9tP5a7j1i5k8/P2fGPQ6bhrYmVA/KxajwaNX1ZfUwgIKbL4f4z/UsydXtmlHm0h3L2upw8HDW9cye/9uAA4W5jOySSO+OH80xQ479hr0rAKEWi2YjHq+WL3BY3vrhCg+vXEMGflFXr20XZvH07lZHIezC0jLLPDYl1dSxv3Pz2Duwm1e53I6Xdhsjhq1SwghhDgbyfAAcVr5+5v56NNFLF+ZzKcfXO6x752nx2M2u2/B524bBsD9H86mXeMYPrv/AkIDvGf1d2sUz8QerSvet4yN5NXxQ7zKHW3CzJ+I9PPj51EX+dx/UbMWFa8tBgNPNG3LeUnNAXhk+d+Y9Xo+7n8+42d/T8vQSJ7p1v+Y5zTodVj8DNg0J2kFhfgbjUye9TfxAUGs3JtCieYgLsRz2MRF/d2P/rs098wd63C4WL3pII0bRNDGx+pZb7/1Jykpubz8ivfnW7FoJyXFNvoNbVWxLe1ANn4BFoJC/Y75OYQQQoi6QHpaz1HrF25n7tSlp6SuFYt38c6Lc6rcf/kl3Xjo/mFM/t9vHDyUU7Hdz2qqmDX/75KmoUFWvv57PXnFpR6TkwCu7d+RO4Z2IyrIv8ZtW3k4lQ83r2ZU4ySG1G9UbdmNOYcZ/sfXZJQWsdOWx7MbFgDwRq8hvNxjEB9tX43OpDEooeYLB1zavjWFDjv3z/4Tp6ZRVGanW8M4xndqyYy7JhEWYCWrsJgD2XkVx+QVl1Jm9+w1NRr1fPTcRdxyeU/2p+UdfRr2HsgmMMTKDdd/SfJezyEHyxfuZNkCz17rV+77kU+r+TcTQggh6hrpaf2PmfLYD+RlFnDn+1dXW27FnI0c3p/FkEt71LjuXz7/h5ad69O0TT2P7UWFZRQVlrFmZTKNm0YTHGzF5dLQNA29XofVaiI2Jgin04WPyfgeHpjQh05N40iMDKlxu3yZs383U3duJLO0BJ2C30ZMOuYx8X5B9IpKJMhoRq9TGMuD5jCLu8dXQyOjrJhfDmzng52r+bLPOIw674lURxrVoim9GyRgc7rQ6xQfXjzSa2ztC7OWkFFQzJRr3UvI3vXp79SPDOHJied51ffj3I0sW7+fbm0TPbYPOK85jRtFsGTRLiIjPXtvb588wqueh966WNJiCSGEOKsoXyl96pK8vLy63cA6Zv43y8jPLmD0LYPZuXMnSUlJVZad9srvpO/P5s63Lq1R3Y9e8wVtuzZkwk2eSet/nLaC2HohTPl4Mf0GNufSq3ryymtzyckp5rlnxh6zXpvdwZNT/+a6YZ1oFBNWsT27qIQgq7nKCVQAeWWl7MvPp21kVMU2l6YxeMbXJAYEYTbqaRoSQZfoaOYd2sNT7QZ61eHSNHRHDYo9+trZXU70SodOKbblZvJ/ezcwKK4Rc9N28Wy7Qcf8jACjvv2O3gnxPNizp8f2/JIybE4nEQHuR/VbD2RgNRn4Y+MerurfHqNBz/YDmXw+cxVPXD0AlxP862jAeax7Tvgm1+3EybU7MXLdToxct5MXHBx8jFkoVZOe1v+Y/hNrPru8XuNoTOaaLwDw7GdX+ty+e8dhNm9MoWnzGCZe7j7/+SPbkJdX6lX2vW//ITUjn2fLx7ACODWN/OIyissqswVomsaVn/3C+W2T0IyK8W2bExngPSzgw/VrmLl3NxFBFi5p2prxjVugU4pfh1+Mv8FYkT7qlwNbySor9jq+xGnn4uWfc2ujPgyNaeGxb0VOMjPTNvBk81HcsOZbGvqF83jLoTQPieDpDgOYcXAbOWXF5NiKCTW5A869BTm8sWUZL3YezMvr/yHWGsB1LToC8HDPnjQJC/VqQ5DVzI70LD5fto57B/agRUIkm/an89uq7Yzu0gy7zckDH/5ObHAg2/Zn0iHp1KzGJYQQQpxNZEzrOazvuI6Mv71mvYTVeeCJUfQZ0JyAQAv68qT2zZvF0q1rQ6+ynVrUo3NLz0lGVpORd245n9b1oyu2KaV4/Py+jGnfnJnbdrE+9fDRVQFwV6dudI6LochuJ8paGdQGGE0VAev/7V9NUlAo73T1XlnKojMwvl57uoQleu3LtRWRUeaewX9V/a5MTOjgsX9UfHOahIRy+fJvKrYV2MvILC3G4XKx8NB+vtpZuRhAz4R4ovx9j8f9c/seftiwjZ/XuzMDtE6M4ucHJhIdHMDr0/+hBCfFDjvPfzXf69hf527ksZdn+axXCCGE+K+QnlZxSpw3qAXnDWpxzHLd2lZOYiostZGeW4hBr+O5Xxbx4iWDCfGvzHnapaF77OyMay6usj6TXs+rfQZXe855h3eQbSumVbD3IgRKKa6s35XdRYcodZUSZwmv2JfhyCbblY4G9Its4rPuqxp0old4A7JsRZQ6bLQNi2Fqv/Hudg+bSInDO9esL5d0actfu/bRPLpyadjLPviZwa0bUWJ3EBpk5bIB7cnMLeKDGSu4aVTXinL1ooM5HFfgq1ohhBDiP0OCVnHGrd11iIUb96IMikWb9/H2TSMJsJgwVLH0aIndjtXoHsZgczq5b8k8bmvTmaah4WSVFRNkNFc7IeqzLtVPwip2lvJ68g/kOQq5t+F42gc1BWBCbA/OC2/FzuL9hBmCiDR7P9r/fP8CzHoDP6QWkVqaw5edr6oYH2vRG7Doa/YVC7aY+f7qC5mzbTdzd+zm7n7daZUQRVJcOFf3rezh/XreOvKLSrE7nBSW2AgNtNK5XSKd23n3FAshhBD/JTI8QJxx+9NzSU7L5YahXXjrhpHEhATy6uVDcWoa7y1ayefL15FfWgZAoc3GyO++Y+auXQDsK8xjb34uhXZ3D+akhd/zzrblAOwpzGL0kk9ILckj117Myzt/45VdMwFwaS5SSjN8tuejA99S4sqkiX84O4sqU0MZdQbiLGF8fvBXvjv8h89jrQYjs9PXMiS6CdnOXBZmbfdZzuZ01qjXNaOwmPSCIgC2p2exeMd+j/2XDWrPAxP78tH0Fdz62q/HrO94zP1hNXu3pZ3SOoUQQohTRXpaxRk3pmcLxvR0DyWIDatMz/TcnEX8s+8gzaLD+WL9Rt44fzDtYqO5rVMn+ia4x8H+krwdTa/RMcr9qP+5DgNJCnI/Uo+yBNA3ohGhJj9+O7yWxdk76RPeDIDFORv55OBvvNfybgIMngn1DTroG9YWq95EcumBiu2lzlJmZM7ggUZXEKD3J6U0jc8OTuOO+tcSbAwi31HIjfUH0iIwll6hzYg0B9MysHKSlKZppJbmEWywMm7hVEKMVr7vW32v72Wd21S8/uTKUdw6dRafLFpDcloudw7tRmR5jtrLhnSgTzvvMcMn469f1nH4QA4Nm3sPoxBCCCFqmwStdURZiQ2TpXK2e21zOJzYyxxY/c1VlnG5NK8FAE5GqcPB+a2SuH9AD2bv2E3L6EiUUlzQvHlFmXvbduf21l0q3rcNjeGLfSu4on4XAgxmhsQ2ptBRwoWxXTg/uj1WvTs1VM+QVsSZw70CVoCr641nRsY3jI68FIu+chWuPGceq/JXYlAuxkVdjEtzkuFIZXneKpr4NeHVfZ8wueGt9ApthoZGu+DKCWab8w+QYyvlqW2/0y24CXmOEi5r0L5if76tjCfXLOD2Vl1oGOg97ADAZNDTpWEcLWIjWLRlH5tT0okrCqRpbATBARbaBpza4PJ/X11TZ+4/IYQQ4mgyPKCOuKfXU3z91E+13YwKHz47i8ev+6rK/WWldm68Zgp//7n1lJxv+qYdZJaUcP+AHuh1OkY2T8Kkrxyn6nC5uG7RdJamH/AYJ3qoNJ9fDm0gtdS9StTbyb8zNWURSqmKgBUABQtyZ7EgZ77XuUtdxRy2pZLtOMyvGe9R5ioBINoUzYCw3oQZ3bljE6z1eLTRAwwM70eitR7nhXThnQPv8/b+Kbyx7zOPOl/ZM511Bbt4ofVYHmg2gK97TuDKxh0r9hc77OzKz+bieT+xMj2VjOIinl++BLvL5VHPDX070atJIl/cOI7pq3fw5A/zee23f47r2mqaxp13fMOs3zZUW04CViGEEHWZ9LTWERc/PJrm3RvXdjMqXHhdb9IP5QKwc3MqKEVSy8o1701mA8NGtKFdh4QqanAvGjBj0TZG922B0VD9ylGtYiLokhjnleTf7nLx6ba1TGrSikCjCT+9kVe3L2BRxh7ubtaXfpGNmdnzxoqA67WWV2LRmShwFBJoCKioJ912mG3FW/HTe6ecCjdGcWfi46TbDpJlT8Wu2cjW7SbTZmJo+GiPsnmOFDYVzmdA2EUMizyPFFsyikJGRY71KPd6q6vw11sqJogFmSwe+2P8Avhl8MXMPbCbduHRrE0/zD8pBylubyPY7Fn2X89NGMAvK7ay6UB6tdfyaEopunZtQOu29XA6XTgcLszmY3/1i/JLeO6mr7j+sVE0bBF7zPJCCCHE6SQ9rXVE34u6EZUQceyCZ0h0fChturjHTH7z8WK+/WSxx36lFOMndCYsLMDX4QAcOJzH17+vJS3LMx3T10s28Msqzx7axhFh3N2vm1dvX1ZpMdN2bWZ3Xi6vdx9Gh4hY5qTtoMBRSkZpIQBOzcUDWz9nec52Ag1WNhVu5aEdL5FSWjmpKM5cj2cbv8CkmEuZmfkuc7I+rthX5MykwHGIcGMU18Q9S4A+mD3GP1lT8CMANldhRdlMeyoZ9oMAOLRS9Pp0mvg3Ism/gUe7Q4z+FQFrelk+l6x+j52FnpOcdEoxLLEJJr2ebrFx/HbBxeSX2Rjy7TR25+Z4XU+rycik3m15/ML+LN95sMrr7sull3UnMTGcj96Zz8P3fF+jY/QGPSHhAVgD6ubqW0IIIc4t0tMqjunBFy84oeMax4fz7fOXUGKz8/2iTVzYuxVKKZLTc7A5nIzt3IIyhwMNsBg8b8XDxYW8tm45T3btx9+jLvfogR0Zl0Q9axAXxrcDQKd0RJmDCTO5J3X9kj6LOEsYseYojzrNOvf43ERLSwzKzO7i+awvmEapKwsw0NDakx4hdwDQoexqkhKacrhsMwtyn2NE+OsEGKLpETyCHsEjyHMcQmEmxBBG/9ABHudxaS6+TfuVQWF9iDRHEGyw0iMsiVhLCAC3rf2eDiHxXNuwh9c1i/DzY3CDBsT4+7MhLZ29ubmMad7Uo8zCrft4deY/fHfnBIL8Kscc7z6YRVxkEFazkfTMAkKD/TAaPXu4R1/QgZSD3gGxLxY/Ew+8fUmNygohhBCnm/S0imMymQ2YqnicXFpq5/lXZpN2ON/3sUY9y7cdZNrfGym1OQDo3iyBpckp5BSV8OCMP7n757lex+3Oy+GvlH3szM3yGjKQbS9gyxG9ljqluK/RBST5xzEz43e6BLWg0LWHt/c/g1NzetUdZghke9EUAvSRRBiTiDd3o5VfL+qZKhcQSPf7mG2F7xBsiKFT4HX46yOxu9ypqPIcKfyacT8lrjQui7kbP71nb7NDc7AsbxWfpv4ff2Yvwaw3cnvDwQQY3I/924fUQ6H4NcV7jKnVYOD+bj3wN5r4bcdOft7qnUJrUJtGfHXrBR4Bq8vl4u43Z/LV72sAuOe5X/nql1Vex9ZLCKVrj0Ze24UQQoi6TnpaxUmxO5xkZhVRVFzmc//eQ9kM7tiYAe0bVSweMKBFQ5pGhxPqb+XGHp2w+wgsW4dH0TUmjjCrlQJ7GYHGygDtqZbu5VjTy3LIsufTxC+Ojw7+H2OjhnHYdphwQzhWnQmjzojCe3JRqKERCZbuRJqaE21uBcDq3EdJLlmERW9Chx6lz+KwbRcB+gQsOh2Fjn0szbuXNoH3EGPqxeCwh4gyNauoU9M0luX/TAu/XoQYoxkfPZLNBbtYmruagWG9AJiTsYpm/glc17An/9v2Bz+lbGBj3mEebel7Ra+7e3bDovceC6yUqkh99a/CEjtOp5Otye5ctI/fOYT46BCf9QohhBBnIwlaz3J/f7OUn96Yw+sLH8VgOr5/zj+/X4XF30yvEW2OXfgITqeLXbvSado0msAAC6/9b7zPcvsP53LrmzN48YahtGlUmZ5JpxSJ4cEARAT6cfWPM3hhyABax0RWlAkymXm3zzAmr/uD7XmZ/NBvEtsK0vDTm0j0c8/mn3boL3YV7ceoL0GnSsm0ZXJNvasAGIM7sN1eNI8YU0uKnanEWjoD4GcIo1PQNR5t7Rj8DNsKnwaXgyzHfCxaEN1D30OHmZW5FxFvcdLS/yYiTZ1QShFrbu1xvIaLrcVLseqCSc79mc6Bg+gb2tOjzOyMlaSVZdPAbwj3NxuISfc3uWVl5NlLCDZaPco+vmQ+s/fuZdb4i4mweqbpyiwsJtzf6jH+N8jfzNUjO5GS6R4/3LSB59AIIYQQ4mwnwwPqsKK8YiYPf5H9W6qedNOyRxI9x3RCb6x+dr4v6//ZxcZlu4/7uI0bD/Lk49NJT3cHSDPmbGLBP7u8yiVEBfPaLSNo1SC6yrqCLWb6NkgkISTI5/5bmnbj4dZ92ZCXyiu7/uC9vfMr9yWO4fr44RQ4CzDrDAQY3L2P83Om8k+uexLV+sKfWJX/OYvznuRQ6UoAsmyLWJ49lDLnIVKL3yG56DGUUrQIfIJCx3SUawOBpm24XFkcKnmK+pY+xPtdSLx1CAblDi6dWinFzsrVqnRKzzWxL9M2oD+FzlyKnZ6TzwBebXETV8YPAWBzfgpzMzexJHsP962f4VU22i+AtpGRhFk8g9mswmImfvwjC3e6z11mdzBr9Q7ueO83urRJ5M6Le1V5rYUQQoizmfS01mE6nQ5rgAWjxVhlmej6EUx6eNQJ1X/P6xNP6Lh27RJ4+ZULiY52B5qbth8iOMhCv55NmPLrKsrsDm68sDtKKZonVvaezt6wiymL1/HlDePYnZXN//76h3fGDeOBvt4Tkv5Vzy+Ien5BjFv6Cd3DGnBnk34V+4w6A80DG/FE49uIt9Sr2G5QRnLtO5iecR/NLG0wqkAijDFEmlqTWjIFe3lAqQFmfSLKaSan9F0CjONI9H+BjJIXyXfORykTRY7FGFQYmnYPUJnLNLn4C9LKfqdX2C8e7S1y5hBqcFHf6jl5CvAYm9s2KJ6P21/G+tw0lmfv8yp7a4fOPq9HmL+Vx8/vS7eG7s+7cmcKL/+yhKgAP6pa5+FASg7LViVz0ZgOXvs0TWPaZ/8wYFgrYuqF+K5ACCGEqAMkaK3DrIEWHv3+ztpuhhelFPEJYRXvH76jckym2WSgqhz1reMj6dM0EaNeR6DFTFSAH/P37md400YYjxq7mWsrZXXWQdJthUyq355POk7CptkpdJZi0VcG8XOz5rIsfxnPNn4WcM/c7xw4nG/Sr0GHQufah1FvZWjEl+56y2Zi1NejW9gcACz60WiajYMFozCoOALN44j1f47C1J2YwmJpHPgjOmUhs+QRHK50YgM+BaCB3xVEmHqQY1tAqKkfZa5cnFoZTs1JqasQl49xugCLc9aRacuhf1g37tr0Nfc0Hs6zrUfU6Lr/unkHCSFB9E2qz0cLVzO4RSN6tUhkdJdmtK4fTUJkiM/jVq7dx99LdvoMWp0OF8sW7iQmLliCViGEEHWaBK3ilJo0vH2V++LDgrl1UFf36+Agbu/Tlct+nE7DsGC252URYrYwqL47N+xbW//ht7StRFisTKrfnnCzP/dt+RqAyUlj0CsdQQZ/mvo1xq5V5lH9J+9zUss2Mjh0MgGGSMzKhFMrqtjvb2iEWdfAo11KmUgImlPxXtO0itcGXTgAAcaxOLVMCm3Tybd9Q6z/1xTYlpNu+5kQYx82FLxKqTOLMGMfbK492LQCrATh1NwZE/TK/VU7WJpOui2LYIOV6+r3o2NIfQAK7GU8tnEOj7QcQJTFd+7bmdt20iAshA5x0SzYsY8Qq4WGkaHcPbqnz/L/uuD89lxwfnuv7bOmr6ek2MZbX1xV7fFCCCFEXSBBq6g19UOCmXHpRYRYLHyyZR2ZZUU0DwsnPjCI+1r14UBpLpc3qOwdfKTJWJRSvJH8NRa9iYcbXc3BsmTS7YcqyrQLGEWCuR31LO0B2FrwBIWO3XQJdQe89QNeBEDT7Ngcf2EyDEapyqHdmiuT0uKxmEx3AEkV263GbgCUOtZh0iUBCrtrOWHGRiilo13gfdhdJfydcx/1zR0I1Lsnnn2f/hYaGpOi7wVgYuyQijpHRLeveG1zOckqK6bYYQdgR14WTYLCPIYUfDR+JCsPpOJwuZh6nWfuXE3TeOvXZYzt2YL6USE1uv4Z6QWUFNtqVFYIIYSobTIR6xyxeflu9m87dOyCZ1iIxZ279I3+g9men83Dy/4CwM9g5ONuF9A3umFF2TBTAKvztzAhZgiTYgeTbc9mQNhwbqx3d0WPZqAhivrWyvGgSf730yboVQptC8goeR0Au2MHWYV9KSx9CJd21HhSFYreOIEw/5lozrVe7TXpIgi33o9TSyHSfD1RlhvLtwfjb4hhSNiHFDn3sadkFlm2fXQM6E+xI59024GKOhwuBzaXnVf2/MIn++dS5Cgl3OzHVz0m0iAglH2FuVy+4GdWZ6aSUljAM0sX4XC5yCou4d6Z85i+eYdXuxxOF+v3HGJnSmaNr/2V1/XmpjsGHLugEEIIUQdI0HqOmPbKbH54588zdr7DOYUej9kB5m9PZm9mrs/ySike7tST+zr0wKm5+H7fRrblHWZfcXZFmQxbLjPSF7OxcDfTM2bwecpUALLsKXyccitpZZ4ZDDbl38m2glvIs/9NmWsXZU53sKfXx2EyjiTEbzp6XUOPY5TSY6YMoz4DjhhW8K+ikqsoLn2UrMIxGJUNP4NnujCT3p9Yc1cijW2Ym/0M2Y6N+OkDUeVftUJHMfdsf56bN78A2NhSkMZdm7/yqCPRP5jP+4yhU0QcyXm5rD6cRpnTQbiflR7x9fh6zSavdhkNej675wIGdWjitU8IIYT4L5DhAeeIx768Hr3+1P6NUlJq58Mvl3DNpO4EBVoqtqdlF3Ddyz/x1NWD6NS0clb/Z0vW0SI2goeH9/ZZn9LBAyvn8Unf83ln5zLqBVoIM/nxTgd3HtgX93xDsD6IsVF9cGjd0XAHxX9lf4lFH0y4MYEc+3b2l8ymbeAdhBl7U+hYilMrJNp6HXAtADoVgNm1E5ftU/TWJ73aoXOuobi0F5agKAzF/XAYbwddQ9B3ws/6EYowDIbNmAxdfX6O1oFXATAy4ln89GF0DzZV7Mu2ZzI0vBcoM/1CO5FrK2FH0SF2FKbRNMA9pGBO6m5mHtzB291G0KteAr3qJVQc/8ig3uSWlB7jX+b0+fH9v2ncJp72vZOqLJOXWUBAiB96w/GnYRNCCCGqIkHrGZSyM43Mg1m0O6/VGT+32Wo6dqHjVFhUxubtaWTnFnsErdGhATx2xQDaNY71KP/JFaMqVsXypWd0AlllJcT7BTG7/1U4NKdHAv0HG03kyV3v8XP6X0yKHV55XPB4dOgw6szklu4gw7aEbHs/4qwXARcB4NLy0KngimMUTpRrFpo2GaWOSCmmOTFwGLM+HqPtKaAEvf09NNUKh9EGjt9Q5scxGz3zoTq1QvTKcwJVkCGGLYV/EKSPJtAYS7AhkimHppDkl0SWzUGP4Db836FFLMtOxqqzMLWTe6iBVW/Aovf91Qy2mAm2mH3ue2v6UkwGPTeNcAfTTpeLB176jXGD29C7U0NefmsepaV2HntguM/ja2Lr6n04na5qg9YHh79Cvwu7MOnB80/4PEIIIcTRTtvwAKXUk0qpFKXUuvIfn3l9lFLDlFLblVK7lFIPna721AXfvzSDrx7/4bSeIzstj8mjXyczJee0ngcgMjyAj1+dSIMj0l+B+1F/txYJXgGqyaD3mFj0L7vLxfV/zWRffh7XN++IUgqrwUig0UKAwR2gaZrGnuJU7m9wNRdED/Q4vp6lKbEW92PxYtcBXORx2LagYn+pYw0pBYOxuyoXAzBav0BvnekZsAIoPWXW78gp7gcqEIfpQ3TocJkeBC0NzbkQZ+nVHoeUOXezO28opY5taJqLDflPkGNfD8DS/Cn8kfMBXxx6jEJHHv1CejMwdDAZtmyKXSVcGteHh5uM5M02l1TU1y+mAS93HuJxDk3TcJUPtyi22Xh27iLyjupxDfa3EOxX+ceDTimiI4KICHUvutC3VxP69qo62KyJRz+5igm3Day2zK2vX8L5N5x3UucRQgghjna6e1pf1zTtlap2KqX0wLvAYOAgsFIpNV3TtC2nuV214rb3rsZh852/81QxGPVYAy0YTmCFLF9KS+xYrN6LGzhdLuYv2knfXk0wHsdj4J0Z2SSEBGExVt56CrDoDRh1Ol7auJgeUfGklxUyPrFyqdR8RxHv7/+FmxLG0MAv1kfNbi38r6ex30QsOncgrWlOTLpmhFomY1D1KCm5Fp1qjNnyCKjKhQ+U6wAa7sfzSjkpsTfDYWyG2f4spdYfQQWj08eDrjlOx1zKSq7HZPkIpRQmXX2irPdh1jcGNOyufByuIg6XbaRf8I1EmVqQ48igwFnI3OyZzM5awC3x1xNuDGNTYTJdQpuys9A9frdTeQqsoz29eDF783IZGt+Ir9duxFXmYlSrprSrVxmkXjnQMw+rUooHrutf8b5bpwbH+uc5Jdr0bnZGziOEEOLcUtsTsboCuzRN26Npmg34BhhTy206bQxGAxZ/3492T5Wg8AAenXozIVG+l0U9HpnpBdw88WM2rd3vte/QoTw+mrKEvfuyalyfw+Xilu9n8c2azRXbsktKyCop4e1+Q2kXGc3KzFR+3L+ZL/au8Tg2wGBlSEQX2gQ2qvYcOmWsCFgdrjxSi+7lYPFtBJjGoJQevb4fSnPgKB6G5soHVwmGsuexll1EQFk/LLY78Su9HHABVjQVjMffdvaZKMdc0KwVE82UMmDWNSp/radd8HNEmnuyOv8DMu2rCTJGUt/aklhzPR6s/zidAtsTbgpnSc4m3kr+mRJnGV/sX8onyUuq/FxjmzXjouYt6NcokfGtm1Nis3P393PILa698a1CCCHEmaSOnuF9yipW6kngKiAfWAXcq2lazlFlLgSGaZp2Xfn7y4Fumqbd9m+ZvLy8igbu3LnztLRV+OZyaaxYuI+OPeIxmSsDN4fDxevvraB7lzj69Eg8rjpTC4uJtFowlg8deG7LBgrtDv7XrmNFGafLxez8fQwMSsCic58331XM2yUzmWTuQyNDjEeddkrI0e0lytXSY3tp8CMozYiVYJQzBmfRJej1aSgc+Fv/Icy6DLszjADTXopL22M1ppGccyMGXRFFthY+2x8W+DmB/r+RlvUk1sBPsdnaUFQ0HsJvg/xbcdqbkR78BGGFN2F0NEJhRFfFAw2Xy0URZQTqrDg0F3bNiUnp0SvvvyX/OJTK3JRUrm7UmJZhoby3aiupBcU83b+jzyEXvs+nUVhkIyjQ/YfTv73oh1LymfrhGq6/uxvBodYa1SWEEELUVFJS5dC04ODgmv1Py4eTGh6glJoHxPjYNRl4H3gG9xLvzwCvAteczPmO/NDi2Hbu3HnS16xZs6Ze2zRNw2ZfweZteVxzxfHVf3Tp1+LjsbtcRPv7V2xLKylg+tIF9G3ckjZh8RXbP9PaoFM6PjjwCZGmSMZHj2Fj4XxW5f+IjlK6x45Af8QY1RLHs+hUACX279FwEhKbQHHRZZhMt2M0TQbHMqy2ybj0ozAH3o9LKyExyIF/2UUkZ04iMn4SlrJbsBlvxKXvUl7r89iK/yEubh8O7VL0+pYYY9tjc36LMSSRTfn3oHcEYIjYR/PAsQA4NDtZ9lSiTZWP/jVN465tbzAwrAujo9sCcN2qbwg0mHm9/Tiv61YaHMxfaVlM2bufaR070ja7mE46Hc2aev/7VOW7X9Yw4/eNTHn/cg7uz+GpR3/k2RcuoEPHeDZ2zKJ1mxY+h4Icj1Nxz52L5LqdOLl2J0au24mR61a7Tipo1TRtUE3KKaU+Bn7zsSsFSDjifXz5NlGHKaV45rHz8dXB939z17Fp72G2p2by+q0jSIwK5dHv/qR/ywaEBfmhgA6J7jGpeWVlfLNlCzd08ByLGWMN5Pd+12A+aga9rrwHMsmvCREm9/KqkaZEEs2d6RkyziNgBbAa3GMrzfq70DQbecWXYdJfhtK1dxcwdMeh3kbTxaNzrMFivx2b/mpshokU2loRqWloKgiNyoBa0/IwWL5HqVCKy57FXvYtgeotMkvfJsbveWIto9HZVqGUAZfmZGvRbMpcJhbn/cRN9V7HpLNUXMPB4d3oElw5/jOlJIcOIZVB+pHaREUxbfwYiu0O3l28ir93JfPGmCHklZQRbK3ZkJORQ1rRtHEUep2OevEhXH19b+ITQjEY9Nx6/5BjVyCEEELUotOZPeDI2TLjAO+M6LASSFJKNVRKmYCJwPTT1aZzhcvp4vEL32Hzoj2npX6bzcFb7/zF4cMFXvucThc6ncLpclFQvkSoXqdDpxRfLFvPl8s3VJTdmpnJz9u3k1dW5lXPvwHrnMMbuXn9VxUz5wEGhvenXaA7qX+MqREtA3rwffojzMx4kExb5RCSMmcqdpd7cYLckudwaHYU27GV3YXTMQenYwWaviWoIHTOb3FogShK0TsXEBf8NZbSMThUQ3eZfz9fyVg0xzSUMmA1Xoa/6WaK7asodqzCpZUSYR5Aq8AHaB5wK/mONFbmTSXSEMWlMY9VBKz/Oj+qJ9Hm8Ir3b7W/kEdaDKHIYcPu8p6wZ9TrCbaYubFnR94cN4QHfprH+wtWVfnvtHjtXmbMr5zT+PBT0/nkiyWs23AQg0HPwEEtMdRyLlWH/fROTBRCCPHfcTqzB7yklGqPe3hAMnAjgFIqDvhE07QRmqY5lFK3AXMAPfCZpmmbq6hP1JSCiHohBIb7nZbq9XodRqMel8vlte/y4R29tj11oTv9Ud/mDdypAsp1r1ePuZMmMX33TkocDiY2b4nN6aTYaSfE5A7wEq3hJAVE42sATJmrlM2Fa2nh14r61g7YHAcodBwgy76GZv4Xs6PgAVzk0TzwI5QyYjFegNk4Gk1Lw1ZyDTpdPHrDt+7KXAdwGoah6fuAUuSUWvH3zwY8x3zrTI+j9O0AMOqboGEgvehCFJHolGcu3FJXATY0tpX8zWC/u3xeS6fmYm9xBk38o0kKdGczGD9/Gq1Donmqve8lVgPMJgLMYbx3yQhCrBafZQDWbEkhO6+YUf3dQXf/3kksXbaHgsLjn7y1dO4mlv+xhey0fJ7+6rrjPt5nndPX8MkD03hz2ZMEhPgf+wAhhBDntNMWtGqadnkV21OBEUe8nwXMOl3tOBfpdDruePOyKieuJW9N5ZU7pvHkl9cRERvss0xF2V3pfPbOfB5+fixWP3dQptfryC8oZfWa/XSpJo3STW//SvtGsdw00p3s3tfCAkop1mccptTpYCItmTT/B3JtJfw5/CoAWgTF0SIoDnCPA/13sYHdxbv5JeMnylypWPSX0jv4SvTKwNbCr0i3uYPWJoFPs7vwAUqdyRgNw/E3dqKw5AnszmX46Xuh01cuEOCw/l/5OZw4dUlEBI7E6VJo1i89r63hPDTNRnHZt1hNF2BQ8bhQWPVN0CnPSUyHbVvoGjiRBtZuXp+71Gnj9eQfiTfWY1rKcqZ2uoVQkztwUygc5X8QzNy7i8UpB/hfb3fgb3c6SSsowuFwsSczm4HNq86mcMelniuPXTCqPReMal9l+erM+36VO//u4JbHLlxDbfo2Y+ydQ/ELkslfQgghjq22U16JWhARG0K73kkEhhw7WDAY9ZgtRo+VqZxOFy88M5bd+zKZN39blccO6ZREQmQQ8zftrfYcj3XvTUpRAT/t2kaYyUr/mIZeZUqdNq7Z8Dbzsza624ATq86fa+LuYWbm5+wpdnfQN/e/lEB9Y+Zn3YpBRdM6+Aec2iH2F92FUyui0L4MdC0xW1/CaPLMrqZpRWhlT0LJBApLu6KZHqjYXlpyI07nQQAcrj3kl71ISsFInFoGJl1njLrGXm1OLl2OpsoIMXrPVXRqLnLshewrzSLMFECAwcKVy7/hr8O7mNCgNeMS3cGh0+XCqVX2aE9bt5mrv53O638u4535VQ8NONUmf3gFkz+8gpFX9DxldQaE+DPq5kHodPJrSAghxLHJMq7noIAQP65/YvQxy2maRmFBKQ89Nwb9Eb2kTz39G1aLkYb1I0iIC6ny+At6tuTZ7xeQlltI/9begeiivftpHB5KXFAgTUJCaRgUwsdNfLfLrDMyJKI9bQLdM/Cb+jWlqZ975vz1cU+yIn8mxa4cWvh35kDZPwTpI3CvXQGhpjEEGLphc2ynRMsj2DjJ5zkcZY+gOTfgIpSswnGERHcv32PHna2tGACjvjlhft+TXfYuOwpux0EOMX6PUuRIxt/QoKK+MZEvVnlt/A0WXmp+PU7Nhc3lQKcUZS4nr2xbyKx+lUk2RjduyujGlRkCJrRtSZf4WD5asIamUe58tB/MXcnBrHyenVT9SlUnQwJLIYQQtU2C1nPctrX7SdmdzsALO3vtyzicz3MP/MR9T42iXZcGFdvHjGmHxWKkVUv3Y/s9+zLJySuhU9vKRBD/PsqffGFfj0lUR3pj6Uq61IvloX49eaxbH6/9W/LSqe8fgr/BhFKKSfX6+qwnxBiJU7Pj0GyYdAGMjvwaVZ5pYEP+8+Q7NtAh6H9YDEkEmS7BYuhAgW0WRl0CFkObinp0xjsodozHoPQoVYam2dEoRadCsPp953FOpQsmx76cAP0gXEqxveh1nFoJnUPereJK+6ZXOqx6E09unkMDvxC6xNfn+XWL8DMYuau1O2j+c+9evtmyhQ9HjMBiNNAiOpLXLqqc7Z8UE46fyYimaWzZl06LxCh0Os9RwH8u3E6Qv4UundxBv9PpYtuWQ7RsHefRiy6EEELUVdJ9co5bMmsDC2as97kvKiaYFz64lLadPZcW7dSxfkXACvDDzPVM/bnyUfVfq3dzyRPfUFJmRymF3kcv3d87k7mvZzfu79OdRQcOcNEvP1Fit1fsd7pc3L7qN77Ys8br2H8tylnBwpxlAAyPuJ6OgYOZnvEqu0tWsyJ/Chm2HSh06JUZHWb0KpBw6x0oZSTP9jX5Nncgqmk2NM2JXt8Yf7/pWPzmoOlTySt5gJwi717ZYscObK4M/IzjMRu70DDgSVoFPAoqiRJHdkW5xbkz2F60GgCH5uStfZ+ys8j3UIl2IXH0jGjA+ITWhJmthJorJ1iFWCyEW63YHU7unzGPPZk5KKUqgs2BbRtxRf/2HMzI44EPZrNp72Gv+hcv28Pi5bsr3m9af5Dnn5xBRrp3BgghhBCiLpKe1nPctZPPr3Z/vcSwY9Zx743n4XJV9qa2axLDwC5NsJiqvr2+W7+FcD8rPRrEkxAURKuICIz6yvRLlyz8kTYBMVzXuEuVdewuTsaFRt/Q7hXb9MqAXhnZV7yc7UW/0THgcnqEPlSx3+EqIK30R+L8pqDK87qmFF6JQZ+ISdcQHYGEWC7FFPgxLq0rZuMVlDmSMR/x2P9QyVvYXEXkO/OJMGnA+aD0pNs2kWDZz5ycD4gyNmRVwQr0GGnm3wkAJxouvDMuAIyr5+7xLXbYmZ+6j7vbVH6mjjExBJssOFwuMouKybd5pwgDSIgK4b27x5AY5Z5ct2jlHj7/fjk92jegfZt6dO9cOUSjbYcEXn7rYqKiT365XyGEEOJMkKBVnDS9Xse/8ebsxdvYdTCLuat30b9DI5rEh/s85t3xwyvSWIWaLSiXwu50Yijvlc0sLSbEYMZUXrGmaXybspoR0a0IMronkF1Vb4JHnUopRkbcCYC/uoe5OQ+TbtuMq6CMEEMkySXf0tL/EtLKviXKMhqTCsOplRBsvhqTLpE827foVBEApdmvEd+4NfsKr0GvFpIQ8E7FeWKtD5FWOhu9tpBEv+sBMOkCGRH5CQDx5v1EmRqQYOmCTXMHmAal5+76VaeK+mTnKur7h9A/piGJAcFEWConye3LzeOqn2bw9sghfD6x+rHI9aNDKl4fOJSDyWygXcs4Pvp0MS6nxrjz21Vcq7h6odXWJYQQQtQlErSKUyo1o4DCIht3TuhFw9iqgyLdEeMo04uLWJmayturV3Fzx04EmkxM6TOWIGPlSk+FzjL+78BKoswBDIhsXm0bylwlbClZQYkrjJ4hdzAz6w5a+o0i0NCIUFMvwky/VUzS2lHwEE6tjNbBHxBleAKnVoKmaaD5o5SBhIB3UUd9TdLK/iDVNpfeYd/5Oj2dg3wHlnn2It7bN5PrE4YSYfZMNTZl91r0SsfguCa81M1zobn6IcF8OGY4LSIjqv3cR7tkdCcuGe3u5e30ZoLPYRpCCCHE2UL+LyZOyIrle/nh+9Ve268Z14WHrj2PgV2a8MXsNUz7Y90x60oKC+OzUeczZ88edma7x4Qm+AcTZDSTUeru+Qw0WHi19YX0i2haXVUA/Jn9I+sLN3BR1NOY9QGMi/yUQENjLPoO6JSeJbmPsKPIHXDW97uTBv73Au4cratzLya19P/QcKFpLvQq0Cv/akO/q+gR+kXFe5urhOV5v/L5ofvRNN+P/3cXpXLr5rc5UJJJkbPy8f4/Gft4YM1sPu05lp/6+85qoJSiVVSkR6D/r/s/m83rv/4DQEpGPhc/8n/sTc32KucrYH35qd+Y/8cWr+1CCCFEXSRB63+Q0+HknxlrcTp9B1CnwvYdaWzbdqjaMqU2B6Xly3SW2R3Vlo3y92fepEvoGFOZ03RR2j7G/PEN6SVFZJUVc+2qH5ifvruaWsCluYg1teSy6Hsw64LYVbwZpRTJpcvYW7IEgFBDM0IMSQD4GRpR6iphcc59uHDSwO9mIs0jSPV/i3X5z3jUrWkaaWUbWZr3JjosFDqzKXBkMi/7U7YULqSFX6+KrAUANpcdp+b+/PHWSCbE9uOt1jdS3y+KF7bN45M9y3hw/Sw256VTaLcTbvbjwX/+4u31K70+l6ZpbD6U4ZGJ4Y/1u6kXEUSP5u6sDRHBfgzq2oTQQCvvfrWYgiLfY18BysocrF2ZzJaNB6u9nkIIIURdIUHrWWrf5oM4Hd7rtmuaxus3T+G9e6aSnuzd43aqXH55Dx59rPpJXLeM687VIzoxf8NeJjz3LXlF3suHPjL9L+ZsdQeiHgsYuFx0jYzn2U4DiLT4EW7248YG3WkV6A5qdxem89z23zwS7wMcKktjatp3FLvsrMpfwE8Zn+HSXPQKuYHhEU8C0CrwGqLMHSrPpTkpceZhd5WxvXgNpa4SgsvOI9E6tqKM3VXK7pK/+TvnOfIcKWi4+CPrfX7PeovuwRcyOvJuugaNZnvRDlzlbXp+z0d8dOA78uxFmHVGRkf3wFA+LEGPjv1FubzbaQwvtx/G/9YtJrushPoBQSQGBjN14yaeXby44vz7svO49dvf2Zjizgwwf/Neflu1nYIyG92buYNWs8nA9WO7YrM5WbFhPxlZhVX+25jNBq69rT+XX+edakwIIYSoiyRoPQvlZRTw2KhXWT5zrdc+zaWRcziPKx8fR2zj4xsDCeByaXz+0mxSk7NORVNJzcznzW8WM6JzEkF+Zq/9OqV8Pva+7a85PLjoLwbENawIZqft28jUfe70XOm2Ag6U5vDJvvk8s/1nUktzAKhniWNyw4dIsMTTK2Qot8Q/gU7p2Fm8mW1FvlN72TUnOU47dq2QYmcWdlcRAY52hJvasTTvM/7MfpXfs55jR/E/dA26gWHhL6FTeoaF306hw8SUQ+8yJ/sPDpWl8XHKZxwsS2FbYTIm5U+EIY6bN71HcfmQgDKng1KHnUkJHVmReYhV2amEmf1oEBCCRW/glradGdOoKTqdQodC0zTu/nkOr/29jE8vHUXbetHYHE5enfEPvVsm8thF/b0+T1R4AF+8fAmNEn1PgvvXwGGtCZQlVIUQQpwlZCLWWSg4MpCnp99DQvM4r306vY7npt8DwM6dO4+7bqfDyeZV+2jaPoG4BtUHPTURGeLPRee1YVzfVj6T2D876jyfx13aojXGo8ZhTut1MX4Gd5qqHmGN6RHWmCn7F7GxcB8/HlrO7Q2HARBqDAFAp3QE6IOYeuhL9pRsp4E1hub+7dA0ja8Ov0ALv650CRpIvKUzF5o/Raf0DI14DYBs3NcuyphEiT6PSFNTjMpMmLEyZ61BWUkpK6KBpSGB+mBizTE8WP9eIkwRLCpeh01zMjKqO/HWaPz0ZlyaxkXLplDPHMKugjxm9L0Ss06PUopXug3hSJNataKwzMb5n32L0+EiwmKlcWQomqYxZf46XrhkMC0TIo/r3yIvt5ilS3YzbGSbYxcWQggh6hgJWs9SDVonHLvQCTCaDLzy3Y0nXc87Xy0mJNhKXEwwlwxuf9zH967n/fkCjd49tVcl9mFive7Mz9zKizt/48Ek7yELrQPa0tSvGZ2CKnO+GrEyK+sHQvQxJPm3Qqf0LMz5mYO23VwSfR/gHmrR2K/qx+eFjiIaWtowOnIkQcZgJu98m9b+jZkUN4K+YR3oG+YegtAj1J3tQKcUlyR0olVQDEadAYvegM3p5J9DB+lXL7EiqC+y2TEb9PiZjIxr3YwL2jQnzM9a3iZYtCWZqCA/WiVG1fRyArBs6W6+/3YlAwa3wFRNDl0hhBCiLpLhAeK4vf/6PN58YXa1ZcpsDtZtTeG72Z6P5FdsP8jUv9dRUFL1JKHqrEhPYWee59AFi97IrMMbWZC5HYCZh9eSYyuq2O+nC8eiC0dXPklKKcXYyBsI1IUDlb2/8ZYkEs3u7AS72crL+x7B5qpsp0tzVYxXBfg7Zwlbi5MJNASRbc9nUFg3eoe6A9VSpx1N09iUf4jR/3zA4VL3ylML0g7w8pYlNA+KJDk/lwtmf8/D//xFeklxRb1X/DidlxYtRacU13XrUBGwAuh0iq/uGM/Yri2O+9oNHd6GDz690mfA+t4zM1kxf/tx1wlQXFBKXqasrCWEEOL0ku4WQWmxDYufqcblm7eKw26rPhvAvdf2R9M0HEdlMFi8ZT9z1+5iR2o2ky/ux0szlnD9gI5EBwd4tsnu4PcduxjTspnHmNc3Ny8nxhrAq909H6c/13I8aaV5OFxOvj64BLvLydjYzjg1F9PTF3K4LIfBEd0YHOHubbXq/RgRcSVfpn3PQw0a4K/3o5G1NY2srQGIJQFLkBGjcl+XOZnzWVuwEX+9ldsT3YsEjI0azpCw/qzN28lr+37g9Ra3EGkKAWDiqg+pb43guZbjGB7TijCTHwCPte6P3eViyaEDhJmtxPkF8EznfgSZKnuR7+rZhcahpyfxv9Go97m9qKCU4sIT+0Pinbu+Jis1lxd/v+9kmiaEEEJUS4LWc1x+ThH3jHiD658aS7chrWp0zHlDWtaoXE5eCW9/tZh7r+1HQPkkrHvG9eSi3i0JtJoptTvYnppBWl6hV9C6Pu0wby1bRc/6CUQH+Fds/6TPqIpVs44UaLAQGGAB4L02V/PW7r+IMe/i1T0zeav1lfySPp8VedsqglaAOHMMrf1bYNGZeXL3W/QI7sjQiN4A+BFAu7DhFWU3FW4nzBBKr9DOFdt0SsdVG94CFOeFdeCJbT/xTpur0SlFi4A49hfl8dGu5dzTvG/lOf2CcLhcXDFvOrHmQErsDp5d8g9Nw8L4X3/3+N4+9RNrdH1PpftfGn/Cx1777HhKCk4s4BVCCCFqSoLWc1xgiB8T7x5Cm56NT3ndxaU2MrIKsNmc4Fe5PSEypOL1V7f6Dpa6JdRj5hUX42c0emy3Gow+yx/JpjnZUZROQl4YLfzrE2CwcHPiWK9yQYZALo4ZB0DbgOY092/kVcbucmDUGbi3wY2UOG38mbme5v4u9OVDDVoH1ie9NJ+hUR3QKWNFr/D/Wl3AV8mr2Zqf7lWnQafjp2EXYnc4ySgp4XBBEVvTM4/5ueqq8NhQiK3tVgghhPivkzGt5zilFIMmdMGvvJfyRLz16h+sXLbHa3t8TAjvPDmesBA/H0d5WrA1mZd/W+KxbeOhdO77bZ5HQv0j5dvKuGXR76QVe+YjjTYHMbXztaSW5pNdVsZFyz/mohUfsSU/1aOcU3OxtzgDgDybgWU5ez32FzhKuGbDm/yTs5UCRyl/pK9nauoCcu2V53uy6SU82ewy6lsjubmB5/KrwfoAugY38Gr3q6uW8drKFcQEBNImMorDBUX8vWcfmqahaRrv/L2Sgzl51V8wH3LzypegFUIIIf6DJGgVJ62ooIyiIluNy6dk5ONyuYMrl0vj3s9ms2pXCpkFlZOR0guKeHj6X2QWFnscW2y38/LSpZTY7dhdLnLKSih1eo+v1TSNWGMkjzYbzo0NetMlpD5xlhCPMnPTN3HT+s85UJKNQ3NWrF71rwC9hYtie1Nsd3LhineZmrKcKe3uJNwU5G57eYB49cr/4+M9S73asDzjIMszUzy2PbZ4Prtzc2gYXNmWS9u15qdLLkQphcPlYuHOfWxI8e6hrU5ObjE33v8Ny9bsO67jhBBCiLOFDA8Q1dqyeh85GQX0Gta6yjIPP1mZZurQoVz2JWfRvYf3cIODh3N586tF7DiUzd2X9KF/J/fjeKvJyHktG9K2QQxpuYXEhAQQ5m/lsk5tmNCxpcdErMNFRcxLTmZCy5bEBPgTqw+k2GbH4XJ5jHXdnp/JOzuWU+JwcFvz7j7b3SownjBDMEal5/rEwV77lVIMi+zEyzvnYlBGXm41EbPOPTxhT2EWN635gQ87XcT/Wo+kob93TtvnOg702pYQGES7yGjOb5zE56vW8/3GrdQPDOK+ft1pHBmGUa/n2+vHs/HAYVwuDZ3OO7etLyHBVu64rh8H9mYRaDHSulW9Yx7zz7wtfPjs77w09Vqi64XU6DxCCCFEbZGeVlGtv35Zx7yf1tS4/G/TNzD16+VkZHinQHI6NFwumHzNefRq507Sr9Mpnr1sIB0bx/HNko1c996vOJzuAPSaHu0JMHtmNWgYEsKcSZOoHxyMw+XicHER98yfx4sr/vEo1ywogjc6Duempl2rbGuiXxjTutxIjCXYY/szW/7grYw1aJrG5I2z+CstmR+73EyitXKFsThrMDqXgekHttE2pB6BRvfwivVZaWSVllR5zhvadeTCZi1YdTCVKWvW0zU+DrvT5dFbnJyRy71fzWVrSkaV9RxNKUWvro1Ys3Y/73+wkIIC7yVzj2Yvc2C2GPEP8s5/K4QQQtQ10tMqqnXr06OPq/y11/dh3br93HnHNF597WJiY90B4e7kTAx6He0bx9K1le/Z8Rd0a0m7+jEY9NX/LZVZWMTWjCz6NExk6sixLDq4n0Yh7hRR769bTWJQMCMbNaFfTCNSiwpIKSqgS1Tl6mF/pOzGoNNxXmxDn/V3C0tkb6mOEqed1ZmH6BHRCMtRE8BMOj0Xx7ene6R7EYS9eTkY9XoeXv433aPr8Xinvr6qJq2gkI1p6Qxq0pBfL59AiNV7LHHDqFA+vmE09SOCfdRQvbvvGMjzz82kpMSG0+Fi354M2nWq77Nsv5Ft6Tey7XGfQwghhKgNErSKavlaerU6Op2iTZt4hg5tRXi4O1VVVnYRDz/1K317J7F592EuHdfJ52NvP7ORNvWjj3mOl+YvY2t6Jn0auoPfPvGVQfCevFycR0xGen/TKjblZPDzsAkV2347uAODUl5Ba0pRPqFmK0NimrGzQIefwUSv8MbsyMskpSgfg9IR7RfAlpwMXly3hAKHjaubdALg8ZUL8DeY+GrAWAKNlb3Dq1IP0S46CqPenR/1+w1b+XPXXgYnNSLEauG+7+bSLCaC6/t29GhLgyMyLABk5RXz+HtzeOTaAdSLqjqYjY4O4rXXL+aNF+eQmZZH6sFcvvjppmNeUyGEEKKuk6BVnHJZmYX88ftmunRpSMtWcYSH+fPiU2NJjA9F7yPH6vGwO52sSz7EJV18j7Gd3K0XRTZ7xfvHO/el0G7D7nJhLD/3m92GexzzV0oy6SVFfLF7LV0i6lFidzImIIok4Kl2A5n0549cNv9nIsx+fD/oIuYd3EuerYwbW1YGmm/3GYZe6Qg0VQasmcXF3D37D57q35cBjRoAcGvPzsT5+fPd6s1M6NSK5rERJEV5j4c9msmoJyzYD4u5ssc3O6eIKV8vY/++bPr3TWLs6PaAe3JbdnYRUTFBREQFHrNuIYQQ4mwgQas45WJig3n/4ysIDKp89N0w8diB2ZHe+XUZQzo2pmlCJN8s2cjWlAyemjAAo17PtKvHE+rnO0XX8wuXsDc3j+8uGkdybh4NQoK5f/6flNjt1A8O4fm+51WUfXXNMtKLiwi0mkgrKeKdHiMw6/TctXQuOeXjXHVK8UK3QdicTvzLc8be0aYrd7TxHCsbYna3Z/7efaQXFTOhdQsi/Pz4v/FjqRdUGTjqlGJXeg4ldndgfV0fzx5WgK/mriUs0Mqwbk0rgvxAPzPP3DLUo1x2ThG792bSoV09WraoTJRqNOp57pULa3ahhRBCiLOETMQSp8WRAevx0jSNTcmH2ZGSDUBYgJWwgMpcr+H+Vo+MAkea3Lc3bw0fwrbMLC778Vd2ZecQYfADh6LsiMlOJXY7DYNCSAoN447WXRkW0xirMnLD3N9p4RdJc/+QirINA0NoFhJOvH/QMdv+z4GDLNl/oOJ9QnCQV1sfHNqLJ8/vX2Udm/Ye5t0flvHtvA088+E8Cop8rzbVpFEU7752MbZCO++/O/+YbRNCCCHOZtLTKmpk4/I9/N8bf9CuRxMm3uGdyulUUkrxwZ1jKt4PadeEIe2aVLyfs34XP63YwnMTBxIR6O9xbLDFTLDFTHSAP++MHEqTsFDaRUfTOCyU6zt2qCh346zfifTz49XBg/hx+zbeXbOa2zp1othmZ2j9xlBy7Nn3/5q/ex8xQf40j4zgkb69TuKTu7144zA27k4jwGpiwfLdlJbZCfSveob/+aPacvBg7kmfVwghhKjLpKdV1Mi01/8g63A+odG1P0Zy68EM9qTnkJxe9apROqXoEBuDUopJbVp5BKxpBYUYXYqr2rpnzv+z9yCD6jXggqbNmT/xcnrHJ/iss9hmp/iI8bL/mrJ6PV+s2sCezByP7bnFpVzx0c88/euCGn0up8vFnvLeZb0Gi5bv4cPHxqO5NO549Ecysgp9HpeYGE7P07AMrxBCCFGXSNAqasRiNTL++r4MvbjqvKdV+fWH1bz+4uxT1pa7Rvbg2zsn8O2ijeQW1bxH9F/J2bnsSs0moHyMavuYaHQapOUX8tmKdVUuhXrfb/O4d8YfXts/GX8+gToT9/7kuW9HWhaH8wppEh1Wo3Yt3bCfu1+ZQVZeMZt2pLF+m3vZWbPJQESYPybTqX8w4rA7+fGD+ZRUMQRBCCGEqCtkeICokcc/v+aEjw0O8SMkxO/YBY+Dze4kr7gUu8N57MJHaRgWSoPQEB78+U/enziC/g3qc8W0XwkzW/h1807GtWnGvL2pNGzc2GOVrXv6dgMNyhwOPlm8lqt7tsfPZMSg13HXed3IPWJIQWZ+Ma3rRTHn/str3K4ebRN59Z6RhAf7MWFEeyaMaA9AcJCVx+8ZdtyfsyZyMgqY/fVS2vZoTFI73z3MQgghRF0gPa3itOs/qAVX3+g72f6JigkN4KNbxhAZ7E92QQkPfj6HvGp6XTMLijmcV8gtX8zEpNPx2pjBNI0Ox2o0khASxK9XT+CG7p347ZqLSc0t5LstyaTmuVf12pySzo1fzUBp0CQyjIyCYmZt3EVqbn5F/X4mI7FBAaTluh/h3/PFbF7+dfFxfSa9TkeThIhjFzyFIuNC+HDhgxKwCiGEqPMkaBVnlcfencPMRVs9ttkcTnILS7FV0eu6Ky2LSW//QHJGbsViCeH+fjx7/nn4mdxDBIIs7olOSilaxUby1tBuJIYGk1dcyp1TZ1NUaq/odY0K9KdnQj1e+20priOGEmw5kMEVb/1EcnouT004jztGdPdqS35RGcWltpO/EKeQ7iRz5wohhBBnggwPEGeFg4dy+fWPTZSU2ggOcKfT0jSNz2esZki3JD68fUyVxzaMCuXxC/rRuVEc3ZrE1+h8FoN7BatgPwvvXj6CxlFhFcvL7s/M5a8Nu2kZH8WRyayax0fwzMQBJEYE+1zxC+Cx9+YQ4GfmuVuH+tx/pLIyO489Pp0xo9riZzXRoYrlWIUQQohzgXSxiFMmP6eI0pLT04u450AWa7ccZO/ebKJC3GmuXC6NxeuS2bDzEBk5RWTlFvk8Vq/T0ad5/RNejatZbERFwArQJCaczolx2EqcHsvc6nU6ujWNrzJgBbhzUi9iAv3IzS855nl1Oh0REQEsX7aHjz9ceEJtF0IIIf4rpKdVnDLP3PQ19RpEcNeL40+qnoKCUrZuTaVr10YV2/p2bUzfro0pKCqryFmq1+v47HH3yk/3vDoDvU7Hy3ePPKFzFpXa+OT3VdwwogvWI5ZKrcoFXVswe+VONE3jcHYhvyzczOXDOuJvNVV7nEmnY+XGA3RrX5+ubROrLWs06nng/qE4nS5KSzxTbf08dQX+AWaGjGl37A8nhBBC/AdI0CpOmVufHkNg6MlnCZg7ZzMzZ26gU6cG6PWevaNVJdmffN1AqungPKas/GIWb9zPhX1aU68GQWthqZ388jRRMxZv5af5m4kJC2Rsv1ZVHrNhaypPvzGHYX2b06VNzSc+6fU6/AM8P/ehgzle24QQQoj/MglaxSnToFnMcZXfvT0Nl1MjqWWsx/ZxF3RkyNBWXgHrkRYs2UmDxHDqJ7hzoIYHn1ywnJlThL3IhrGGQwgGdmzMwI7uhP7Xje7C6D4tiAwJqPaYFknRDOyVxJLlu7nioi4nlXf1lgePPSZWCCGE+C+RMa2i1vzfR4uZ9ol3WiidThEYaKn22B+nr2Pm3E0cSvNeFSs9s4Cc3OJqj1+6Lpmc/MoyrRpGc+v4HkSE+FdzlG9KKaLDAqsdywpgNOi5+YrefPbmpccVsL725Ay++rBmq2oJIYQQ/1UStIpa8+DzY3jof2NP6NjXnruAqPAA7pv8Ew6Hk4MpOThdLgD+9/YfvPHx/GqPf3/aUn75YzMAM+dv4ZNvlzG4a9IxA89//ThrPXv2Z3lsKywqY+OW1GMee+TkrZpokBRFg8aRHtuy0wvIzfS9rKsQQgjxXyTDA0StMdVg7GhVDAY9o4a3oX3beAqLbNz38E/cfnN/evVozKN3DSU/vxRN0zwCxDc+mk/rZrEM6teM958Yj4bGjLmbsLlclNmPb2WtBct2UVrmoFFieMW2X3/fwJy/tvHFu5fhcmnY7U4sFvdnLCuzs37dAbp2a1RVlQDk5xazYfU+NA36DGoBwAWXdvMq9/rDP2MyG3jsvUuOq91CCCHE2UqCVnHWMpuN7Np+mMMBeTz92Pk0auheTUpzaTzy2C/ce+dAOndqUFHe6XThcLp7Y/39TKzbdJD/+3k17zx3IeFhxzcs4K2nvTMkTBzXiWEDW6KU4t33/2b3ngzefO1iAJYt28PHHy7i/Q/jqhz6sG5lMq8/PZMWbeIwW4z0GdSC+TM3smnVPm574nyPsne/ME4WBRBCCHFOkf/riROyat5m9m87VNvNYOO6g2xYf5CmSdEYyhcECA/z5767B9PuqKVJ7715AMMGtKh43751PF+8eWmVAetPv67l86+X1rgter2O8FB3XSOHtyErLZ+FC7YD0LdvU95+95Jqx+q2bBdPw4bhNGwUyd2Pu4NUTdPQfJQNiwwkJPz4x98eS1FeMTd1eowVs9ef8rqFEEKIkyE9reK47Vq3n1dunELL7o15fOpNtdqW+x8e7rVNKUWnDtXnQP1XdROibA4n9uMcNvCvRo0imDSpGx061q9oU+gx0oGZTAZatI0nPCoQgD3b0pj7wxoef2/SCbXhRFgDLfSf0I1mnasfxiCEEEKcaRK0iuPWoFU9bn7pYroPb1vbTTmtJo7vDEBqSi4L5m9n4iVdazyJSinFyFHHf30uvq53xet9Ow6TvD2NQ/tzaNT8+NKJnSidTsfEB88/dkEhhBDiDJPhAeK4GYx6+o3vjNmv+tWfTlRxYSnL/9p2Suuc/dsGpn1R80f9R9qw4QBLFu/C5fL1oP706T+qLS99fS0Nm0Wf0fMKIYQQdZH0tIo6RdM0Fvy2kR8/WUyHno0xWU48w8CRsrOKyM0uOqFjhw1vw7DhbU5JO46HUoqEo1JdCSGEEOcqCVrFGZOfXcjUl2cz5sZ+pOzKoMugll5lfvxwIQtmrOf1H248ZQErwCVX9vDa9sX7C/APsHDh5d4ppc5mLqcLXTWriQkhhBBnI/k/mzhjsg/ns211MrOmLOHLF3/3WabvqHaMuaYXgSGek5Y0TSPrcP4pbY9Op0NvOL5E/3Xd7C8Wc1uf53A6TmwCmRBCCFFXSdAqzpio+DBK8kto0bkBL/1ym+8y9UIYNL6T1/bt6w5wz/j3ObQ/+5S15/Ib+zBuUlfSUnLIOcHVpVwujW8+XEh2RoHXPqfDxfcfL6Iwv+Rkm1pjXYa0ZuR1/dCXp/86mqad2XG5QgghxKkiQas4Y6wBZsbe2J92vZti9Tcf17FJbeK5838XEJMQesrb9cYTM/jwxdkndKytzM6i2ZvZtv6g177C/BLm/biWPVtOLJ/tzx/OZ8W8Lcd1THhsCCOv6etzn8vl4o6eTzHzo79PqD1CCCFEbZKgVZwxSilGXN2HgJDq85X6ojfo6NgnqcYpp45H/QbhnDeiNXu2HeKVB37EcRyP1i1WE+/+fDM9B7Xw2hcc5s8Hv99O2+5V5zwtLijlics/Yf+ONK99O9buZ9f6Az6Pm/L0ryydtaHG7QT3cIhBl/Wi05DWx3WcEEIIURfIRCxxzss6nE9OZhH+gRYK8kpwOX0/Qv/khdm079GQzv2a1bjuYwXZSqcwWYwYjN6P8x/84Ioqj8tIzSEiNaTG7fjXmFsHH/cxQgghRF0gQas45z36duWKU607N6iyXNbhfLLTT2zsa1Ws/mYmf3xlxXtN02rUm3z/B1ed0nYIIYQQdZ0MDxACeOH2/+PvX9b53Ldl1T4enPABtz8zhiEXeU8SO5UeGvsWX78467SeQwghhDgbSdAq/tMO7krHVmb32r5t9T4WzVhf8T44LICgMN9jbcOiAqjXMAKT+fQ/mBg4oSu9R7evcn9hbhHPTHqPjJRTl0VBCCGEOBtI0CrqjPzsQhw2xymrz+V08eQVnzDj8yVe+/7+eQ3zflhV8f7mp0bTqW9Tn/XEJIZzx4sX+hx3eqoNubQHDVrEVbnf5dSwldpxOVynvS1CCCFEXSJjWkWdMXnMm7Tv15xrnx1/SurT6XU8+eV1RMV7p8m66Zmxp+QcZ1pQeADP/HxnbTdDCCGEOOOkp1XUGUOu6EXRKU7EH98kyudysEqp05I+SwghhBCnhwStos7wD7SQm35ql2qtLZqmMe3V30ndm17bTRFCCCH+E07L8ACl1LfAv8ksQ4BcTdPa+yiXDBQATsChaVrn09EecXYYMLE7AyZ2r+1mnBIup4vlv28gIi6EuIZR1ZbduHgHcY2jCI8NOTONE0IIIc5CpyVo1TTt4n9fK6VeBfKqKX6epmmZp6MdQtQWvUHPG/MerFHZTx/5npY9k7jhhQmnuVVCCCHE2eu0TsRS7kGDE4ABp/M8QpzNnp1+NxZ/c203QwghhKjTlKb5XrLylFSuVF/gtaoe+yul9gI5gAZ8qGnaR0eXycvLq2jgzp07T1dTxTnIbnMw7/MVnHdZpzMeNNpK7LhcGhZ/0xk9rxBCCHGmJSUlVbwODg4+4VnQJ9zTqpSaB8T42DVZ07Rfy19PAqZVU01vTdNSlFJRwB9KqW2api2sqvCRH1oc286dO+WaVSPjYDZbFiZz/lUDaJSU4LHvdF+75y99n5LCUp759e7Tdo7aIPfciZHrduLk2p0YuW4nRq5b7TrhoFXTtEHV7VdKGYALgCrXvdQ0LaX8v+lKqZ+BrkCVQasQp1JkfBgfrHiiVs59xZPjTulCCkIIIcR/3ekc0zoI2KZp2kFfO5VS/oBO07SC8tdDgKdPY3uEqDPik3w9pBBCCCFEVU5nntaJHDU0QCkVp5SaVf42GlislFoPrABmapo2+zS2R5xB+VmFHN4nSSGEEEIIcWqctp5WTdOu8rEtFRhR/noP0O50nV/Urg/v+Yq0PRm8uujx2m7KMc37egnT3/+T1+ZPxmDU13ZzhBBCCOHDaU15Jc5dN71xBaVFZbXdjBpp3bspWSk56A2yQJwQQghRV0nQKk6LwFB/AkP9a7sZNRLTIJKLHzy/tpshhBBCiGpI15IQp9meDfvZvzW1tpshhBBCnNUkaBXiNJsy+Xu+fPyH2m6GEEIIcVaT4QFCnGYPT7sV94rGQgghhDhRErQKcZpZAyy13QQhhBDirCfDA4QQQgghRJ0nQasQQgghhKjzJGgV4j8gY39WbTdBCCGEOK0kaBXiLLdrbTJ39XiM/VtSarspQgghxGkjQasQZ7mGbRO5d8rNxDePre2mCCGEEKeNZA8Q4iyn1+voOLhNbTdDCCGEOK2kp1UIIYQQQtR5ErQKIYQQQog6T4JWIYQQQghR50nQKoQQQggh6jwJWoUQQgghRJ0nQasQJ8FeZue2jg8zf9o/td0UIYQQ4j9NglYhToLBZKDH2M607JVU200RQggh/tMkT6sQJ0EpxaWPj6/tZgghhBD/edLTKoQQQggh6jwJWoUQQgghRJ0nQasQQgghhKjzJGgVQgghhBB1ngStQgghhBCizpOgVQghhBBC1HkStAohhBBCiDpPglYhhBBCCFHnSdAqhBBCCCHqPAlahRBCCCFEnSdBqxBCCCGEqPMkaBVCCCGEEHWeBK1CCCGEEKLOk6BVCCGEEELUeRK0CiGEEEKIOk+CViGEEEIIUedJ0CqEEEIIIeo8CVqFEEIIIUSdJ0GrEEIIIYSo8yRoFUIIIYQQdZ4ErUIIIYQQos6ToFUIIYQQQtR5ErQKIYQQQog6T4JWIYQQQghR50nQKoQQQggh6jwJWoUQQgghRJ0nQasQQgghhKjzJGgVQgghhBB1ngStQgghhBCizpOgVQghhBBC1HkStAohhBBCiDpPglYhhBBCCFHnSdAqhBBCCCHqPAlahRBCCCFEnSdBqxBCCCGEqPMkaBVCCCGEEHWeBK1CCCGEEKLOk6BVCCGEEELUeRK0CiGEEEKIOu+kglal1EVKqc1KKZdSqvNR+x5WSu1SSm1XSg2t4viGSqnl5eW+VUqZTqY9QgghhBDiv+lke1o3ARcAC4/cqJRqCUwEWgHDgPeUUnofx78IvK5pWhMgB7j2JNsjhBBCCCH+g5SmaSdfiVLzgfs0TVtV/v5hAE3T/lf+fg7wpKZpS484RgEZQIymaQ6lVI/yMh69snl5eSffQCGEEEIIUeuCg4PViR57usa01gMOHPH+YPm2I4UDuZqmOaopI4QQQgghBIZjFVBKzQNifOyarGnar6e+SUIIIYQQQng6ZtCqadqgE6g3BUg44n18+bYjZQEhSilDeW+rrzIn1Y0shBBCCCH+G07X8IDpwESllFkp1RBIAlYcWUBzD6b9G7iwfNOVgPTcCiGEEEIILyeb8mqcUuog0AOYWT7hCk3TNgPfAVuA2cCtmqY5y4+ZpZSKK6/iQeAepdQuoB1wm6TPOnHln3td+U+yUmpdFeWSlVIby8utOsPNrJOUUk8qpVKOuH4jqig3rPw+3KWUeuhMt7OuUUq9rJTappTaoJT6WSkVUkU5uec49v1T/of+t+X7lyulGtRCM+sUpVSCUupvpdSW8hSLd/oo018plXfE9/fx2mhrXXSs755ye6v8ntuglOpYG+2sS5RSzY64l9YppfKVUncdVUbuuXJKqc+UUulKqU1HbAtTSv2hlNpZ/t/QKo69srzMTqXUlcc8maZpdeIHaAE0A+YDnY/Y3hJYD5iBhsBuQO/j+O+AieWvPwBuru3PVMvX81Xg8Sr2JQMRtd3GuvQDPIk7A0Z1ZfTl918jwFR+X7as7bbX8nUbAhjKX78IvFhFuXP+nqvJ/QPcAnxQ/noi8G1tt7u2f4BYoGP560Bgh4/r1h/4rbbbWhd/jvXdA0YAvwMK6A4sr+0216Wf8u9tGlD/qO1yz1Vei75AR2DTEdteAh4qf/2Qr/83AGHAnvL/hpa/Dq3uXHVmRSxN07Zqmrbdx64xwDeappVpmrYX2AV0PbJAefqsAcAP5Zu+AMaexubWaeXXYwIwrbbb8h/TFdiladoeTdNswDe4789zlqZpc7XKDCDLcI9NF77V5P4Zg/v3F7h/nw0s/z6fszRNO6Rp2pry1wXAViTTzKk0BvhSc1uGe65JbG03qg4ZCOzWNG1fbTekrtI0bSGQfdTmI3+XVRWTDQX+0DQtW9O0HOAP3Ln9q1RngtZqSPqs49cHOKxp2s4q9mvAXKXUaqXUDWewXXXdbeWPxz6r4lFGTe7Fc9k1uHtsfJF7rmb3T0WZ8t9nebh/vwmgfLhEB2C5j909lFLrlVK/K6VandmW1WnH+u7J77XqTaTqDiC556oWrWnaofLXaUC0jzLHfe8dM3vAqaQkfdZJq+E1nET1vay9NU1LUUpFAX8opbaV/6X0n1bdtQPeB57B/Qv+GdzDK645c62ru2pyzymlJgMOYGoV1ZyT95w4dZRSAcCPwF2apuUftXsN7se3heXj0X/BPQFYyHfvhJXPjRkNPOxjt9xzNaRpmqaUOiULRZ3RoFWr5fRZ/wXHuoZKKQPupXU7VVNHSvl/05VSP+N+bPmf/yVW0/tPKfUx8JuPXTW5F/9zanDPXQWcDwzUygcq+ajjnLznjlKT++ffMgfLv8vBuH+/ndOUUkbcAetUTdN+Onr/kUGspmmzlFLvKaUiNE3LPJPtrItq8N07J3+v1dBwYI2maYeP3iH33DEdVkrFapp2qHy4SbqPMim4xwb/Kx73vKYqnQ3DAyR91vEZBGzTNO2gr51KKX+lVOC/r3FPpNnkq+y55KgxXOPwfU1WAknKnanChPux0fQz0b66Sik1DHgAGK1pWnEVZeSec6vJ/TMd9+8vcP8++6uqPwTOFeVjej8Ftmqa9loVZWL+HfurlOqK+/9tEuzX7Ls3HbiiPItAdyDviMe657oqn1rKPXdMR/4uqyommwMMUUqFlg/JG1K+rWq1PevsiFlk43CPZygDDgNzjtg3Gfes2+3A8CO2zwLiyl83wh3M7gK+B8y1/Zlq6TpOAW46alscMOuI67S+/Gcz7ke8td7u2v4BvgI2AhvKv2yxR1+78vcjcM9e3i3XTqP8+3YAWFf+8+/Md7nnfF8vr/sHeBp30A9gKf/9tav891mj2m5zbf8AvXEP29lwxH02Arjp3991wG3l99Z63BMCe9Z2u+vCT1XfvaOunQLeLb8nN3JE9p5z+Qfwxx2EBh+xTe4539dqGnAIsJfHcdfiHov/J7ATmAeElZftDHxyxLHXlP++2wVcfaxzqfKDhBBCCCGEqLPOhuEBQgghhBDiHCdBqxBCCCGEqPMkaBVCCCGEEHWeBK1CCCGEEKLOk6BVCCGEEELUeRK0CiGEEEKIOk+CViGEEEIIUedJ0CqEEEIIIeq8/wf9BgFAFmqgRgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 10))\n", + "plot_2d_dots(x, color=px, label='target distr')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "train_mu, train_sigma = get_parameters()\n", + "\n", + "Q = create_distr(train_mu, train_sigma)\n", + "q_sample = sample(Q, 1000)\n", + "plt.figure(figsize=(10, 10))\n", + "plot_2d_dots(x, color='r', label='target distr')\n", + "plot_2d_dots(q_sample, color= Q.log_prob(q_sample).exp().detach(), label='train distr')\n", + "\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "optim = torch.optim.SGD([train_mu, train_sigma], lr=0.1)\n", + "\n", + "for i in range(5000):\n", + " optim.zero_grad()\n", + " Q = create_distr(train_mu, train_sigma)\n", + " qx = Q.log_prob(x).exp()\n", + " loss = kl_loss(px, qx, 1./px)\n", + " loss.backward()\n", + " optim.step()\n", + " if i % 200 == 0:\n", + " # plot pdfs\n", + " clear_output(True)\n", + " plt.figure(figsize=(10, 10))\n", + " plt.title(f'KL={loss.item()}, iter={i}')\n", + " plot_2d_dots(x, color='r', label='target distr')\n", + " q_sample = sample(Q, 1000)\n", + " plot_2d_dots(q_sample, color= Q.log_prob(q_sample).exp().detach(), label='train distr')\n", + " plt.legend()\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Глава 3, в которой студенты узнают что можно взять лучшее из обоих миров\n", + "\n", + "#### Jensen–Shannon divergence" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "def js_div(qx, px, weights=None):\n", + " return 0.5 * kl_loss(px, 0.5*px+0.5*qx, weights) + 0.5 * kl_loss(qx, 0.5*px+0.5*qx, weights) # YOUR CODE" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "train_mu, train_sigma = get_parameters(1, 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "optim = torch.optim.SGD([train_mu, train_sigma], lr=0.1)\n", + "\n", + "for i in range(5000):\n", + " optim.zero_grad()\n", + " Q = create_distr(train_mu, train_sigma)\n", + " qx = Q.log_prob(x).exp()\n", + " loss = js_div(px, qx, 1./px)\n", + " loss.backward()\n", + " optim.step()\n", + " if i % 200 == 0:\n", + " # plot pdfs\n", + " clear_output(True)\n", + " plt.figure(figsize=(10, 10))\n", + " plt.title(f'JS={loss.item()}, iter={i}')\n", + " plot_2d_dots(x, color='r', label='target distr')\n", + " q_sample = sample(Q, 1000)\n", + " plot_2d_dots(q_sample, color= Q.log_prob(q_sample).exp().detach(), label='train distr')\n", + " plt.legend()\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Глава 4, в которой студенты смотрят на другой LSE \n", + "\n", + "### Least Squares \n", + "*as in [here](https://www.arxiv-vanity.com/papers/1611.04076/)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "def LSE_loss(qx, px):\n", + " return torch.nn.MSELoss()(qx, px) # YOUR CODE" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "train_mu, train_sigma = get_parameters(1, 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0mqx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mQ\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlog_prob\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0mloss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mLSE_loss\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mqx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0mloss\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 9\u001b[0m \u001b[0moptim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mi\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0;36m200\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/dl/lib/python3.8/site-packages/torch/tensor.py\u001b[0m in \u001b[0;36mbackward\u001b[0;34m(self, gradient, retain_graph, create_graph)\u001b[0m\n\u001b[1;32m 183\u001b[0m \u001b[0mproducts\u001b[0m\u001b[0;34m.\u001b[0m \u001b[0mDefaults\u001b[0m \u001b[0mto\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m`\u001b[0m\u001b[0;31m`\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;31m`\u001b[0m\u001b[0;31m`\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 184\u001b[0m \"\"\"\n\u001b[0;32m--> 185\u001b[0;31m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mautograd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgradient\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mretain_graph\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcreate_graph\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 186\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 187\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mregister_hook\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhook\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/dl/lib/python3.8/site-packages/torch/autograd/__init__.py\u001b[0m in \u001b[0;36mbackward\u001b[0;34m(tensors, grad_tensors, retain_graph, create_graph, grad_variables)\u001b[0m\n\u001b[1;32m 123\u001b[0m \u001b[0mretain_graph\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcreate_graph\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 124\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 125\u001b[0;31m Variable._execution_engine.run_backward(\n\u001b[0m\u001b[1;32m 126\u001b[0m \u001b[0mtensors\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgrad_tensors\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mretain_graph\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcreate_graph\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 127\u001b[0m allow_unreachable=True) # allow_unreachable flag\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "optim = torch.optim.SGD([train_mu, train_sigma], lr=0.5)\n", + "\n", + "for i in range(20000):\n", + " optim.zero_grad()\n", + " Q = create_distr(train_mu, train_sigma)\n", + " qx = Q.log_prob(x).exp()\n", + " loss = LSE_loss(qx, px)\n", + " loss.backward()\n", + " optim.step()\n", + " if i % 200 == 0:\n", + " # plot pdfs\n", + " clear_output(True)\n", + " plt.figure(figsize=(10, 10))\n", + " plt.title(f'LSE={loss.item()}, iter={i}')\n", + " plot_2d_dots(x, color='r', label='target distr')\n", + " q_sample = sample(Q, 1000)\n", + " plot_2d_dots(q_sample, color= Q.log_prob(q_sample).exp().detach(), label='train distr')\n", + " plt.legend()\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## \\*Additional глава, в которой показывается что на KL и JS, на 1D бимодальных распределениях градиенты затухают\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "mu1, sigma1 = -3, 0.5\n", + "mu2, sigma2 = -8, 0.5\n", + "\n", + "\n", + "target1 = distrs.Normal(mu1, sigma1)\n", + "target2 = distrs.Normal(mu2, sigma2)\n", + "\n", + "x = torch.linspace(-10, 10, 1000)\n", + "px = target1.log_prob(x).exp() + target2.log_prob(x).exp()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(14,4))\n", + "\n", + "plt.plot(x.numpy(), px.numpy(), linewidth=1)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "train_mu = torch.Tensor([0.0])\n", + "train_mu.requires_grad=True\n", + "train_sigma = torch.Tensor([1.0])\n", + "train_sigma.requires_grad=True\n", + "\n", + "plt.figure(figsize=(14,4))\n", + "Q = distrs.Normal(train_mu, train_sigma)\n", + "qx = Q.log_prob(x).exp()\n", + "plt.plot(x.numpy(), qx.detach().numpy(), linewidth=1)\n", + "plt.title('$Q(X)$')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "optim = torch.optim.SGD([train_mu, train_sigma], lr=0.1)\n", + "grads_mu = []\n", + "grads_sigma = []\n", + "\n", + "for i in range(10000):\n", + " optim.zero_grad()\n", + " Q = distrs.Normal(train_mu, train_sigma)\n", + " qx = Q.log_prob(x).exp()\n", + " loss = kl_loss(qx, px)\n", + " loss.backward()\n", + " grads_mu.append(np.abs(train_mu.grad.item()))\n", + " grads_sigma.append(np.abs(train_sigma.grad.item()))\n", + " optim.step()\n", + " if i % 300 == 0:\n", + " # plot pdfs\n", + " clear_output(True)\n", + " plt.figure(figsize=(20, 5))\n", + " plt.title(f'$\\mu={train_mu.item()}, \\sigma={train_sigma.item()}, KL={loss.item()}$, iter={i}')\n", + " plt.plot(x.numpy(), px.numpy(), linewidth=1)\n", + " plt.plot(x.numpy(), qx.detach().numpy(), linewidth=1)\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 4))\n", + "plt.plot(grads_mu, c='blue', linewidth=1, label = 'grads_mu')\n", + "plt.plot(grads_sigma, c='red', linewidth=1, label = 'grads_sigma')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### JS" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "train_mu = torch.Tensor([0.0])\n", + "train_mu.requires_grad=True\n", + "train_sigma = torch.Tensor([1.0])\n", + "train_sigma.requires_grad=True\n", + "\n", + "plt.figure(figsize=(14,4))\n", + "Q = distrs.Normal(train_mu, train_sigma)\n", + "qx = Q.log_prob(x).exp()\n", + "plt.plot(x.numpy(), qx.detach().numpy(), linewidth=1)\n", + "plt.title('$Q(X)$')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "optim = torch.optim.SGD([train_mu, train_sigma], lr=0.5)\n", + "grads_mu = []\n", + "grads_sigma = []\n", + "\n", + "for i in range(20000):\n", + " optim.zero_grad()\n", + " Q = distrs.Normal(train_mu, train_sigma)\n", + " qx = Q.log_prob(x).exp()\n", + " loss = js_div(qx, px)\n", + " loss.backward()\n", + " grads_mu.append(np.abs(train_mu.grad.item()))\n", + " grads_sigma.append(np.abs(train_sigma.grad.item()))\n", + " optim.step()\n", + " if i % 300 == 0:\n", + " # plot pdfs\n", + " clear_output(True)\n", + " plt.figure(figsize=(20, 5))\n", + " plt.title(f'$\\mu={train_mu.item()}, \\sigma={train_sigma.item()}, KL={loss.item()}$, iter={i}')\n", + " plt.plot(x.numpy(), px.numpy(), linewidth=1)\n", + " plt.plot(x.numpy(), qx.detach().numpy(), linewidth=1)\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 4))\n", + "plt.plot(grads_mu, c='blue', linewidth=1, label = 'grads_mu')\n", + "plt.plot(grads_sigma, c='red', linewidth=1, label = 'grads_sigma')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/seminars/seminar-2-metrics/metrics.ipynb b/seminars/seminar-2-metrics/metrics.ipynb new file mode 100644 index 0000000..deafa8c --- /dev/null +++ b/seminars/seminar-2-metrics/metrics.ipynb @@ -0,0 +1,693 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Metrics\n", + "\n", + "## Inception Score (IS)\n", + "​\n", + "[original paper](https://arxiv.org/abs/1606.03498)\n", + "​\n", + "\n", + "**Aim**: see how variate samples are\n", + "\n", + "### Idea\n", + "Let's see how much classes our generative model is able to generate\n", + "\n", + "![image](https://miro.medium.com/max/2976/1*X29oOi1Tzch2j6MuG9XS1Q.png)\n", + "![image](https://miro.medium.com/max/2812/1*t8lE_W4UKQ8jKgzxCAbHTA.png)\n", + "\n", + "### How it works\n", + "We compare each samples classes with averaged (marginal) one. If each sample's distribution differs from common (marginal) one, then it differs from others.\n", + "\n", + "![image](https://miro.medium.com/max/3472/1*hPEJY3MkOZyKFA6yEqzuyg.png)\n", + "\n", + "Here KL divergence is used to calculate the distance\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Frechet Inception Distance (FID)\n", + "\n", + "**Idea**: compare distributions of real and generated samples\n", + "\n", + "**Algorithm**:\n", + "1. Get samples embeddings from intermediate layers of neural network pre-trained on some external dataset\n", + "2. Approximate embeddings of real and generated samples by gaussians $\\mathcal{N}(\\mu_1, \\Sigma_1)$ and $\\mathcal{N}(\\mu_2, \\Sigma_2)$ respectively\n", + "3. Calclulate Frecher Distance = $\\|\\mu_1 – \\mu_2\\|^2 + Tr(\\Sigma_1 + \\Sigma_2 - 2 * \\text{sqrt}(\\Sigma_1*\\Sigma_2))$. The smaller the better" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Metrics summary\n", + "\n", + "![](https://miro.medium.com/max/875/0*GHvXKp6DQPAHGdqH)\n", + "\n", + "\n", + "\n", + "### Comparison\n", + "\n", + "| Metric | IS | FID |\n", + "|----------------------------------:|:------------------------------------------------------------------:|----------------------------------------------------------------|\n", + "| **Aim** | show *how variate* generated images are | show *how close* generated images to real ones are |\n", + "| Which distributions are compared? | Discrete predicted class distributions (marginal vs. sample's one) | Two continuous gaussian distributions (real vs. generated one) |\n", + "| Which data is used? | Generated only | Generated and real |\n", + "| Which distance is used? | KL | Frechet distance |" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Task\n", + "Implement FID and IS distances\n", + "\n", + "The code is based on https://github.com/lzhbrian/metrics" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Files already downloaded and verified\n", + "Calculating IS score on CIFAR 10...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "0it [00:00, ?it/s]\n" + ] + }, + { + "ename": "RuntimeError", + "evalue": "CUDA out of memory. Tried to allocate 20.00 MiB (GPU 0; 10.92 GiB total capacity; 2.51 GiB already allocated; 28.31 MiB free; 2.59 GiB reserved in total by PyTorch)", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 308\u001b[0m \u001b[0mprint\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m\"Calculating IS score on CIFAR 10...\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 309\u001b[0m \u001b[0mis_fid_model\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mScoreModel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmode\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcuda\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 310\u001b[0;31m \u001b[0mis_mean\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mis_std\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfid\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mis_fid_model\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_score_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mIgnoreLabelDataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcifar\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_split\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 311\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 312\u001b[0m \u001b[0;31m### BEGIN HIDDEN TEST\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m\u001b[0m in \u001b[0;36mget_score_dataset\u001b[0;34m(self, dataset, mu1, sigma1, n_split, batch_size)\u001b[0m\n\u001b[1;32m 236\u001b[0m \u001b[0mbatchv\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mVariable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbatch\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 237\u001b[0m \u001b[0mbatch_size_i\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbatch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 238\u001b[0;31m \u001b[0mpool3_ft\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mbatch_size\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mi\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mbatch_size\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mbatch_size_i\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpreds\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mbatch_size\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mi\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mbatch_size\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mbatch_size_i\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbatchv\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 239\u001b[0m \u001b[0;31m### END SOLUTION\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 240\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m\u001b[0m in \u001b[0;36m__forward\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m 117\u001b[0m \"\"\"\n\u001b[1;32m 118\u001b[0m \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mF\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minterpolate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m299\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m299\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmode\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'bilinear'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0malign_corners\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 119\u001b[0;31m \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minception_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 120\u001b[0m \u001b[0mpool3_ft\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcpu\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnumpy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# inner activation (of the last layer)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 121\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/dl/lib/python3.8/site-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m 720\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_slow_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 721\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 722\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 723\u001b[0m for hook in itertools.chain(\n\u001b[1;32m 724\u001b[0m \u001b[0m_global_forward_hooks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/dl/lib/python3.8/site-packages/torchvision/models/inception.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m 198\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 199\u001b[0m \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_transform_input\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 200\u001b[0;31m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maux\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 201\u001b[0m \u001b[0maux_defined\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtraining\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maux_logits\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 202\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjit\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_scripting\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/dl/lib/python3.8/site-packages/torchvision/models/inception.py\u001b[0m in \u001b[0;36m_forward\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m 161\u001b[0m \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mMixed_6c\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 162\u001b[0m \u001b[0;31m# N x 768 x 17 x 17\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 163\u001b[0;31m \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mMixed_6d\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 164\u001b[0m \u001b[0;31m# N x 768 x 17 x 17\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 165\u001b[0m \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mMixed_6e\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/dl/lib/python3.8/site-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m 720\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_slow_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 721\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 722\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 723\u001b[0m for hook in itertools.chain(\n\u001b[1;32m 724\u001b[0m \u001b[0m_global_forward_hooks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/dl/lib/python3.8/site-packages/torchvision/models/inception.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m 316\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 317\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 318\u001b[0;31m \u001b[0moutputs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 319\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0moutputs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 320\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/dl/lib/python3.8/site-packages/torchvision/models/inception.py\u001b[0m in \u001b[0;36m_forward\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m 301\u001b[0m \u001b[0mbranch7x7\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbranch7x7_1\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 302\u001b[0m \u001b[0mbranch7x7\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbranch7x7_2\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbranch7x7\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 303\u001b[0;31m \u001b[0mbranch7x7\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbranch7x7_3\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbranch7x7\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 304\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 305\u001b[0m \u001b[0mbranch7x7dbl\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbranch7x7dbl_1\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/dl/lib/python3.8/site-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m 720\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_slow_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 721\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 722\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 723\u001b[0m for hook in itertools.chain(\n\u001b[1;32m 724\u001b[0m \u001b[0m_global_forward_hooks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/dl/lib/python3.8/site-packages/torchvision/models/inception.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m 438\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 439\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 440\u001b[0;31m \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 441\u001b[0m \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 442\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mF\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrelu\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minplace\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/dl/lib/python3.8/site-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m 720\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_slow_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 721\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 722\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 723\u001b[0m for hook in itertools.chain(\n\u001b[1;32m 724\u001b[0m \u001b[0m_global_forward_hooks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/dl/lib/python3.8/site-packages/torch/nn/modules/conv.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, input)\u001b[0m\n\u001b[1;32m 417\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 418\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mTensor\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mTensor\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 419\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_conv_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mweight\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 420\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 421\u001b[0m \u001b[0;32mclass\u001b[0m \u001b[0mConv3d\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_ConvNd\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/dl/lib/python3.8/site-packages/torch/nn/modules/conv.py\u001b[0m in \u001b[0;36m_conv_forward\u001b[0;34m(self, input, weight)\u001b[0m\n\u001b[1;32m 413\u001b[0m \u001b[0mweight\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbias\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstride\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 414\u001b[0m _pair(0), self.dilation, self.groups)\n\u001b[0;32m--> 415\u001b[0;31m return F.conv2d(input, weight, self.bias, self.stride,\n\u001b[0m\u001b[1;32m 416\u001b[0m self.padding, self.dilation, self.groups)\n\u001b[1;32m 417\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mRuntimeError\u001b[0m: CUDA out of memory. Tried to allocate 20.00 MiB (GPU 0; 10.92 GiB total capacity; 2.51 GiB already allocated; 28.31 MiB free; 2.59 GiB reserved in total by PyTorch)" + ] + } + ], + "source": [ + "import torch\n", + "import torch.nn as nn\n", + "from torch.autograd import Variable\n", + "from torch.nn import functional as F\n", + "import torch.utils.data\n", + "from torchvision.models.inception import inception_v3\n", + "\n", + "from scipy.stats import entropy\n", + "import scipy.misc\n", + "from scipy import linalg\n", + "import numpy as np\n", + "from tqdm import tqdm\n", + "from glob import glob\n", + "import pathlib\n", + "import os\n", + "import sys\n", + "import random\n", + "\n", + "\n", + "def calculate_frechet_distance(mu1, sigma1, mu2, sigma2, eps=1e-6):\n", + " \"\"\"Numpy implementation of the Frechet Distance.\n", + " The Frechet distance between two multivariate Gaussians X_1 ~ N(mu_1, C_1)\n", + " and X_2 ~ N(mu_2, C_2) is\n", + " d^2 = ||mu_1 - mu_2||^2 + Tr(C_1 + C_2 - 2*sqrt(C_1*C_2)).\n", + " Stable version by Dougal J. Sutherland.\n", + " Params:\n", + " -- mu1 : Numpy array containing the activations of a layer of the\n", + " inception net (like returned by the function 'get_predictions')\n", + " for generated samples.\n", + " -- mu2 : The sample mean over activations, precalculated on an\n", + " representative data set.\n", + " -- sigma1: The covariance matrix over activations for generated samples.\n", + " -- sigma2: The covariance matrix over activations, precalculated on an\n", + " representative data set.\n", + " Returns:\n", + " -- : The Frechet Distance.\n", + " \"\"\"\n", + "\n", + " if isinstance(mu1, int): mu1 = mu1*np.ones_like(mu2)\n", + " if isinstance(sigma1, int): sigma1 = sigma1*np.ones_like(sigma2)\n", + " mu1 = np.atleast_1d(mu1)\n", + " mu2 = np.atleast_1d(mu2)\n", + "\n", + " sigma1 = np.atleast_2d(sigma1)\n", + " sigma2 = np.atleast_2d(sigma2)\n", + "\n", + " assert mu1.shape == mu2.shape, \\\n", + " 'Training and test mean vectors have different lengths %s, %s' % (mu1.shape, mu2.shape)\n", + " assert sigma1.shape == sigma2.shape, \\\n", + " 'Training and test covariances have different dimensions %s, %s' % (sigma1.shape, sigma2.shape)\n", + " \n", + " # Implement FID distance here\n", + " ### BEGIN SOLUTION\n", + " diff = mu1 - mu2\n", + " # Product might be almost singular\n", + " covmean, _ = linalg.sqrtm(sigma1.dot(sigma2), disp=False)\n", + " if not np.isfinite(covmean).all():\n", + " msg = ('fid calculation produces singular product; '\n", + " 'adding %s to diagonal of cov estimates') % eps\n", + " print(msg)\n", + " offset = np.eye(sigma1.shape[0]) * eps\n", + " covmean = linalg.sqrtm((sigma1 + offset).dot(sigma2 + offset))\n", + " # Numerical error might give slight imaginary component\n", + " if np.iscomplexobj(covmean):\n", + " if not np.allclose(np.diagonal(covmean).imag, 0, atol=1e-3):\n", + " m = np.max(np.abs(covmean.imag))\n", + " raise ValueError('Imaginary component {}'.format(m))\n", + " covmean = covmean.real\n", + " tr_covmean = np.trace(covmean)\n", + " fid = diff.dot(diff) + np.trace(sigma1) + np.trace(sigma2) - 2 * tr_covmean\n", + " ### END SOLUTION\n", + " return fid\n", + "\n", + "\n", + "class ScoreModel:\n", + " def __init__(self, mode, cuda=True,\n", + " stats_file='', mu1=0, sigma1=0):\n", + " \"\"\"\n", + " Computes the inception score of the generated images\n", + " cuda -- whether or not to run on GPU\n", + " mode -- image passed in inceptionV3 is normalized by mean=[0.5, 0.5, 0.5], std=[0.5, 0.5, 0.5]\n", + " and in range of [-1, 1]\n", + " 1: image passed in is normalized by mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]\n", + " 2: image passed in is normalized by mean=[0.500, 0.500, 0.500], std=[0.500, 0.500, 0.500]\n", + " \"\"\"\n", + "\n", + " self.mu1, self.sigma1 = mu1, sigma1\n", + "\n", + " # Set up dtype\n", + " if cuda:\n", + " self.dtype = torch.cuda.FloatTensor\n", + " else:\n", + " if torch.cuda.is_available():\n", + " print(\"WARNING: You have a CUDA device, so you should probably set cuda=True\")\n", + " self.dtype = torch.FloatTensor\n", + "\n", + " # setup image normalization mode\n", + " self.mode = mode\n", + " if self.mode == 1:\n", + " transform_input = True\n", + " elif self.mode == 2:\n", + " transform_input = False\n", + " else:\n", + " raise Exception(\"ERR: unknown input img type, pls specify norm method!\")\n", + " self.inception_model = inception_v3(pretrained=True, transform_input=transform_input).type(self.dtype)\n", + " self.inception_model.eval()\n", + " # self.up = nn.Upsample(size=(299, 299), mode='bilinear', align_corners=False).type(self.dtype)\n", + "\n", + " # remove inception_model.fc to get pool3 output 2048 dim vector\n", + " self.fc = self.inception_model.fc\n", + " self.inception_model.fc = nn.Sequential()\n", + "\n", + " def __forward(self, x):\n", + " \"\"\"\n", + " x should be N x 3 x 299 x 299\n", + " and should be in range [-1, 1]\n", + " \"\"\"\n", + " x = F.interpolate(x, size=(299, 299), mode='bilinear', align_corners=False)\n", + " x = self.inception_model(x)\n", + " pool3_ft = x.data.cpu().numpy() # inner activation (of the last layer)\n", + "\n", + " x = self.fc(x) # output predictions\n", + " preds = F.softmax(x, 1).data.cpu().numpy()\n", + " return pool3_ft, preds\n", + "\n", + " @staticmethod\n", + " def __calc_is(preds, n_split):\n", + " \"\"\"\n", + " regularly, return (is_mean, is_std)\n", + " if n_split==1 and return_each_score==True:\n", + " return (scores, 0)\n", + " # scores is a list with len(scores) = n_img = preds.shape[0]\n", + " \"\"\"\n", + "\n", + " n_img = preds.shape[0]\n", + " \n", + " # Implement Inception Score here\n", + " # Split predictions by chunks of size \"n_split\" and add IS scores of the chunks to \"split_scores\" list\n", + " split_scores = []\n", + " ### BEGIN SOLUTION\n", + " # Now compute the mean kl-div\n", + " for k in range(n_split):\n", + " part = preds[k * (n_img // n_split): (k + 1) * (n_img // n_split), :]\n", + " py = np.mean(part, axis=0)\n", + " scores = []\n", + " for i in range(part.shape[0]):\n", + " pyx = part[i, :]\n", + " scores.append(entropy(pyx, py))\n", + " split_scores.append(np.exp(np.mean(scores)))\n", + " ### END SOLUTION\n", + " return np.mean(split_scores), np.std(split_scores)\n", + "\n", + " @staticmethod\n", + " def __calc_stats(pool3_ft):\n", + " # pool3_ft is 2048 dimensional inner activation of the InceptionV3 network\n", + " mu = np.mean(pool3_ft, axis=0)\n", + " sigma = np.cov(pool3_ft, rowvar=False)\n", + " return mu, sigma\n", + "\n", + " def get_score_image_tensor(self, imgs_nchw, mu1=0, sigma1=0,\n", + " n_split=10, batch_size=32):\n", + " \"\"\"\n", + " param:\n", + " imgs_nchw -- Pytorch Tensor, size=(N,C,H,W), in range of [-1, 1]\n", + " batch_size -- batch size for feeding into Inception v3\n", + " n_splits -- number of splits\n", + " return:\n", + " is_mean, is_std, fid\n", + " mu, sigma of dataset\n", + " regularly, return (is_mean, is_std)\n", + " \"\"\"\n", + "\n", + " n_img = imgs_nchw.shape[0]\n", + "\n", + " assert batch_size > 0\n", + " assert n_img > batch_size\n", + "\n", + " pool3_ft = np.zeros((n_img, 2048))\n", + " preds = np.zeros((n_img, 1000))\n", + " \n", + " # Fill inner activations \"pool3_ft\" and output predictions \"preds\" by the network\n", + " # Hint: use self.__forward()\n", + " ### BEGIN SOLUTION\n", + " for i in tqdm(range(np.int32(np.ceil(1.0 * n_img / batch_size)))):\n", + " batch_size_i = min((i+1) * batch_size, n_img) - i * batch_size\n", + " batchv = Variable(imgs_nchw[i * batch_size:i * batch_size + batch_size_i, ...].type(self.dtype))\n", + " pool3_ft[i * batch_size:i * batch_size + batch_size_i], preds[i * batch_size:i * batch_size + batch_size_i] = self.__forward(batchv)\n", + " ### END SOLUTION\n", + " \n", + " mu2, sigma2 = None, None\n", + " # Calculate statistics for inner activations \"pool3_ft\"\n", + " ### BEGIN SOLUTION\n", + " mu2, sigma2 = self.__calc_stats(pool3_ft)\n", + " ### END SOLUTION\n", + " \n", + " mu1, sigma1 = self.mu1, self.sigma1\n", + "\n", + " is_mean, is_std = None, None\n", + " # Calculate IS score\n", + " ### BEGIN SOLUTION\n", + " is_mean, is_std = self.__calc_is(preds, n_split)\n", + " ### END SOLUTION\n", + "\n", + " fid = -1\n", + " # Calculate FID score\n", + " ### BEGIN SOLUTION\n", + " fid = calculate_frechet_distance(mu1, sigma1, mu2, sigma2)\n", + " ### END SOLUTION\n", + "\n", + " return is_mean, is_std, fid, mu2, sigma2\n", + " \n", + "\n", + " def get_score_dataset(self, dataset, mu1=0, sigma1=0,\n", + " n_split=10, batch_size=32):\n", + " \"\"\"\n", + " get score from a dataset\n", + " param:\n", + " dataset -- pytorch dataset, img in range of [-1, 1]\n", + " batch_size -- batch size for feeding into Inception v3\n", + " n_splits -- number of splits\n", + " return:\n", + " is_mean, is_std, fid\n", + " mu, sigma of dataset\n", + " \"\"\"\n", + "\n", + " n_img = len(dataset)\n", + " dataloader = torch.utils.data.DataLoader(dataset, batch_size=batch_size)\n", + "\n", + " pool3_ft = np.zeros((n_img, 2048))\n", + " preds = np.zeros((n_img, 1000))\n", + " # Fill inner activations \"pool3_ft\" and output predictions \"preds\" by the network\n", + " # Hint: use self.__forward()\n", + " ### BEGIN SOLUTION\n", + " for i, batch in tqdm(enumerate(dataloader, 0)):\n", + " batch = batch.type(self.dtype)\n", + " batchv = Variable(batch)\n", + " batch_size_i = batch.size()[0]\n", + " pool3_ft[i * batch_size:i * batch_size + batch_size_i], preds[i * batch_size:i * batch_size + batch_size_i] = self.__forward(batchv)\n", + " ### END SOLUTION\n", + " \n", + " mu2, sigma2 = None, None\n", + " # Calculate statistics for inner activations \"pool3_ft\"\n", + " ### BEGIN SOLUTION\n", + " mu2, sigma2 = self.__calc_stats(pool3_ft)\n", + " ### END SOLUTION\n", + " \n", + " mu1, sigma1 = self.mu1, self.sigma1\n", + "\n", + " is_mean, is_std = None, None\n", + " # Calculate IS score\n", + " ### BEGIN SOLUTION\n", + " is_mean, is_std = self.__calc_is(preds, n_split)\n", + " ### END SOLUTION\n", + "\n", + " fid = -1\n", + " # Calculate FID score\n", + " ### BEGIN SOLUTION\n", + " fid = calculate_frechet_distance(mu1, sigma1, mu2, sigma2)\n", + " ### END SOLUTION\n", + "\n", + " return is_mean, is_std, fid, mu2, sigma2\n", + "\n", + "\n", + "# read folder, return torch Tensor in NCHW, normalized\n", + "def read_folder(foldername):\n", + " files = []\n", + " for ext in ('*.png', '*.jpg', '*.jpeg', '.bmp'):\n", + " files.extend(glob(os.path.join(foldername, ext)))\n", + "\n", + " img_list = []\n", + " print('Reading Images from %s ...' % foldername)\n", + " for file in tqdm(files):\n", + " img = scipy.misc.imread(file, mode='RGB')\n", + " img = scipy.misc.imresize(img, (299, 299), interp='bilinear')\n", + " img = np.cast[np.float32]((-128 + img) / 128.) # 0~255 -> -1~1\n", + " img = np.expand_dims(img, axis=0).transpose(0, 3, 1, 2) # NHWC -> NCHW\n", + " img_list.append(img)\n", + " random.shuffle(img_list)\n", + " img_list_tensor = torch.Tensor(np.concatenate(img_list, axis=0))\n", + " return img_list_tensor\n", + "\n", + "class IgnoreLabelDataset(torch.utils.data.Dataset):\n", + " def __init__(self, orig, size=1000):\n", + " self.orig = orig\n", + " self.size = size\n", + "\n", + " def __getitem__(self, index):\n", + " return self.orig[index][0]\n", + "\n", + " def __len__(self):\n", + " if self.size:\n", + " return self.size\n", + " else:\n", + " return len(self.orig)\n", + "\n", + "import torchvision.datasets as dset\n", + "import torchvision.transforms as transforms\n", + "\n", + "cifar = dset.CIFAR10(root='../data/cifar10', download=True,\n", + " transform=transforms.Compose([\n", + " transforms.Resize(32),\n", + " transforms.ToTensor(),\n", + " transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))\n", + " ])\n", + " )\n", + "IgnoreLabelDataset(cifar)\n", + "\n", + "print (\"Calculating IS score on CIFAR 10...\")\n", + "is_fid_model = ScoreModel(mode=2, cuda=True)\n", + "is_mean, is_std, fid, _, _ = is_fid_model.get_score_dataset(IgnoreLabelDataset(cifar), n_split=10)\n", + "\n", + "### BEGIN HIDDEN TEST\n", + "import numpy.testing as np_testing\n", + "np_testing.assert_almost_equal(is_mean, 7.8371, decimal=4)\n", + "np_testing.assert_almost_equal(is_std, 0.4692, decimal=4)\n", + "### END HIDDEN TEST\n", + "print(u\"Inception score: %.4f\\u00B1%.4f\"%(is_mean, is_std))\n", + "print(\"FID: %.4f\"%fid)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# LPIPS (Learned Perceptual Image Similarity)\n", + "$$d_{LPIPS}(x,y)=\\Sigma_l\\frac{1}{H_lW_l}\\Sigma_{i,j}||w_l\\cdot(\\hat{x}^l_{ij}-\\hat{y}^l_{ij})||^2_2$$\n", + "where $\\hat{x}^l_{ij}$ and $\\hat{y}^l_{ij}$ denote the normalized feature vectors at layer $l$ and pixel $(i, j)$, $w_l$ contains weights for each of the features in layer $l$, and $\\cdot$ multiplies the feature vectors at each pixel by the specifically learned weights" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import torchvision\n", + "dataset = torchvision.datasets.FashionMNIST('../data/fashion_mnist', download=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting git+https://github.com/S-aiueo32/lpips-pytorch.git\n", + " Cloning https://github.com/S-aiueo32/lpips-pytorch.git to /tmp/pip-req-build-ocs_97fl\n", + "Requirement already satisfied (use --upgrade to upgrade): lpips-pytorch===latest from git+https://github.com/S-aiueo32/lpips-pytorch.git in /home/artem/anaconda3/envs/dl/lib/python3.8/site-packages\n", + "Requirement already satisfied: torch in /home/artem/anaconda3/envs/dl/lib/python3.8/site-packages (from lpips-pytorch===latest) (1.6.0)\n", + "Requirement already satisfied: torchvision in /home/artem/anaconda3/envs/dl/lib/python3.8/site-packages (from lpips-pytorch===latest) (0.7.0)\n", + "Requirement already satisfied: future in /home/artem/anaconda3/envs/dl/lib/python3.8/site-packages (from torch->lpips-pytorch===latest) (0.18.2)\n", + "Requirement already satisfied: numpy in /home/artem/anaconda3/envs/dl/lib/python3.8/site-packages (from torch->lpips-pytorch===latest) (1.19.1)\n", + "Requirement already satisfied: pillow>=4.1.1 in /home/artem/anaconda3/envs/dl/lib/python3.8/site-packages (from torchvision->lpips-pytorch===latest) (7.2.0)\n", + "Building wheels for collected packages: lpips-pytorch\n", + " Building wheel for lpips-pytorch (setup.py) ... \u001b[?25ldone\n", + "\u001b[?25h Created wheel for lpips-pytorch: filename=lpips_pytorch-latest-py3-none-any.whl size=4969 sha256=9f8e16358930ac8c23ec62bb8ce154d9de273379644a59b33c79e9aa34ec325a\n", + " Stored in directory: /tmp/pip-ephem-wheel-cache-pc6bdsga/wheels/f1/a0/8a/61a1e7ea93d2c34053dad3c582554b43882f178c31a75c3ba4\n", + "Successfully built lpips-pytorch\n" + ] + } + ], + "source": [ + "!pip install git+https://github.com/S-aiueo32/lpips-pytorch.git" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "\n", + "original_img_idx = 0\n", + "original_img, original_label = dataset[original_img_idx]\n", + "plt.imshow(original_img, cmap='gray')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Task\n", + "Find closest image to the above one" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "58a502f3a8c741c8b243e1da720155f1", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, max=1000.0), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "from lpips_pytorch import LPIPS, lpips\n", + "from tqdm.notebook import tqdm\n", + "\n", + "# define as a criterion module (recommended)\n", + "criterion = LPIPS(\n", + " net_type='alex', # choose a network type from ['alex', 'squeeze', 'vgg']\n", + " version='0.1' # Currently, v0.1 is supported\n", + ")\n", + "\n", + "def img2tensor(img):\n", + " return torch.from_numpy(np.array(img.resize((512,512))))\n", + "\n", + "np.random.seed(10)\n", + "img_indices = np.random.choice(np.arange(len(dataset)), 1000) # random images to be compared\n", + "img_indices = [idx for idx in img_indices if idx != original_img_idx]\n", + "\n", + "distances, labels = [], []\n", + "\n", + "# calculate LPIPS distances\n", + "### BEGIN SOLUTION\n", + "for idx in tqdm(img_indices):\n", + " img, label = dataset[idx]\n", + " labels.append(label)\n", + " distances.append(criterion(img2tensor(original_img), img2tensor(img)).detach().cpu().squeeze().item())\n", + "### END SOLUTION" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(17,10))\n", + "n_classes = 10\n", + "for label in range(n_classes):\n", + " plt.subplot(4,3,label+1)\n", + " plt.title(f'LPIPS. %s label (%d)' % ({True: 'Same', False: 'Another'}[label==original_label], label))\n", + " plt.xlim((0.,0.7))\n", + " plt.hist(np.array(distances)[np.array(labels)==label], bins=20, alpha=0.5);\n", + "plt.tight_layout();" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(17,10))\n", + "closest_img_cnt = 9\n", + "closest_img_indices, closest_distances, closest_labels = [\n", + " np.array(img_indices)[np.argsort(distances)[:closest_img_cnt]], \n", + " np.array(distances)[np.argsort(distances)[:closest_img_cnt]], \n", + " np.array(labels)[np.argsort(distances)[:closest_img_cnt]]]\n", + "\n", + "for ax_idx, (img_idx, distance, label) in enumerate(zip(closest_img_indices, closest_distances, closest_labels)):\n", + " img = np.array(dataset[img_idx][0])\n", + " plt.subplot(3,3,ax_idx+1)\n", + " plt.title(f'Label: %d Distance: %.3f'%(label, distance))\n", + " plt.imshow(img, cmap='gray')\n", + "plt.tight_layout();" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "### BEGIN HIDDEN TEST\n", + "assert(min(distances) < 0.2)\n", + "assert((np.array(closest_labels) == original_label).mean() > 0.9)\n", + "### END HIDDEN TEST" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/seminars/seminar-2/DIVISFID_2D_for_students.ipynb b/seminars/seminar-2/DIVISFID_2D_for_students.ipynb deleted file mode 100644 index 60084fe..0000000 --- a/seminars/seminar-2/DIVISFID_2D_for_students.ipynb +++ /dev/null @@ -1,928 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\"Open" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "В этом семинаре мы будем использовать наши знания путорча приобретенные неделю назад. Мы будем исследовать KL дивергенцию, поговорим про другие метрики, обусудим плюсы и минусы каждой. \n", - "\n", - "Также мы разберем несколько современных метрик для картиночных генеративных моделей" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "from matplotlib import style\n", - "style.use('fivethirtyeight')\n", - "%matplotlib inline\n", - "\n", - "import numpy as np\n", - "\n", - "\n", - "import torch\n", - "from torch import distributions as distrs\n", - "from torch.distributions.multivariate_normal import MultivariateNormal\n", - "\n", - "from IPython.display import clear_output" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Обозначим вспомогательные функции:" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "# Красиво рисует двумерное распределение\n", - "def plot_2d_dots(dots, color='blue', label='None'):\n", - " plt.ylim(-10, 10)\n", - " plt.xlim(-10, 10)\n", - " plt.scatter(dots[:, 0], dots[:, 1], s=1, c=color, label=label)\n", - "\n", - "def create_distr(mu, sigma):\n", - " return distrs.MultivariateNormal(mu, sigma)\n", - "\n", - "# Оборачивает параметры распределения в торчевские тензоры\n", - "def get_parameters(mu=0., sigma=1.):\n", - " train_mu = torch.Tensor([mu, mu])\n", - " train_mu.requires_grad=True\n", - " train_sigma = torch.Tensor([[sigma, 0.0],\n", - " [0.0, sigma]])\n", - " train_sigma.requires_grad=True\n", - " return train_mu, train_sigma\n", - "\n", - "def sample(d, num):\n", - " return d.sample(torch.Size([num]))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Глава 1, в которой студенты работают с унимодальным 2D распределением\n", - "\n", - "##### Target distribution" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "mu = torch.Tensor([-5, -5])\n", - "sigma = torch.Tensor([[1., 0.0],\n", - " [0.0, 1.]])\n", - "\n", - "target = create_distr(mu, sigma)\n", - "# x - samples from the target distribution\n", - "x = sample(target, 1000)\n", - "# px = p(x) = probability of target samples for the target distribution\n", - "px = target.log_prob(x).exp()" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(10, 10))\n", - "plot_2d_dots(x, color=px, label='target distr')\n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Our approximation to the target distribution" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# starting points\n", - "train_mu, train_sigma = get_parameters()\n", - "\n", - "Q = create_distr(train_mu, train_sigma)\n", - "q_sample = sample(Q, 1000)\n", - "plt.figure(figsize=(10, 10))\n", - "plot_2d_dots(x, color='r', label='target distr')\n", - "plot_2d_dots(q_sample, color= Q.log_prob(q_sample).exp().detach(), label='train distr')\n", - "\n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "def kl_loss(qx, px):\n", - " # Clamp for the numerical stability \n", - " px, qx = px.clamp(min=1e-7), qx.clamp(min=1e-7)\n", - " return # YOUR CODE\n", - "\n", - "# train_mu and train_sigma are TRAINABLE parameters\n", - "train_mu, train_sigma = get_parameters()" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "# Try replacing SGD with Adam\n", - "optim = torch.optim.SGD([train_mu, train_sigma], lr=0.001)\n", - "\n", - "for i in range(5000):\n", - " optim.zero_grad()\n", - " Q = create_distr(train_mu, train_sigma)\n", - " # qx = q(x) = probability of target samples for the train distribution\n", - " qx = Q.log_prob(x).exp()\n", - " loss = kl_loss(qx, px)\n", - " loss.backward()\n", - " optim.step()\n", - " if i % 200 == 0:\n", - " # plot pdfs\n", - " clear_output(True)\n", - " plt.figure(figsize=(10, 10))\n", - " plt.title(f'KL={loss.item()}, iter={i}')\n", - " plot_2d_dots(x, color='r', label='target distr')\n", - " # q_sample - samples from the train distribution, just for visualization\n", - " q_sample = sample(Q, 1000)\n", - " plot_2d_dots(q_sample, color= Q.log_prob(q_sample).exp().detach(), label='train distr')\n", - " plt.legend()\n", - " plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Глава 2, в которой студенты работают с 2D бимодальным распределением и узнают что KL дивергенция работает не так как нужно\n", - "\n", - "### Target distr" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "target1 = create_distr(torch.Tensor([-5, -5]), torch.Tensor([[1., 0.0], [0.0, 1.]]))\n", - "target2 = create_distr(torch.Tensor([4, 3]), torch.Tensor([[1., 0.0], [0.0, 1.]]))\n", - "\n", - "x = torch.cat([sample(target1, 1000), sample(target2, 1000)])\n", - "\n", - "px = target1.log_prob(x).exp() + target2.log_prob(x).exp()" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(10, 10))\n", - "plot_2d_dots(x, color=px, label='target distr')\n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "train_mu, train_sigma = get_parameters()\n", - "\n", - "Q = create_distr(train_mu, train_sigma)\n", - "q_sample = sample(Q, 1000)\n", - "plt.figure(figsize=(10, 10))\n", - "plot_2d_dots(x, color='r', label='target distr')\n", - "plot_2d_dots(q_sample, color= Q.log_prob(q_sample).exp().detach(), label='train distr')\n", - "\n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "optim = torch.optim.SGD([train_mu, train_sigma], lr=0.001)\n", - "\n", - "for i in range(5000):\n", - " optim.zero_grad()\n", - " Q = create_distr(train_mu, train_sigma)\n", - " qx = Q.log_prob(x).exp()\n", - " loss = kl_loss(qx, px)\n", - " loss.backward()\n", - " optim.step()\n", - " if i % 200 == 0:\n", - " # plot pdfs\n", - " clear_output(True)\n", - " plt.figure(figsize=(10, 10))\n", - " plt.title(f'KL={loss.item()}, iter={i}')\n", - " plot_2d_dots(x, color='r', label='target distr')\n", - " q_sample = sample(Q, 1000)\n", - " plot_2d_dots(q_sample, color= Q.log_prob(q_sample).exp().detach(), label='train distr')\n", - " plt.legend()\n", - " plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Глава 3, в которой студенты узнают что можно взять лучшее из обоих миров\n", - "\n", - "#### Jensen–Shannon divergence" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "def js_div(qx, px):\n", - " return # YOUR CODE" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "train_mu, train_sigma = get_parameters(1, 1)" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "optim = torch.optim.SGD([train_mu, train_sigma], lr=0.001)\n", - "\n", - "for i in range(7000):\n", - " optim.zero_grad()\n", - " Q = create_distr(train_mu, train_sigma)\n", - " qx = Q.log_prob(x).exp()\n", - " loss = js_div(qx, px)\n", - " loss.backward()\n", - " optim.step()\n", - " if i % 200 == 0:\n", - " # plot pdfs\n", - " clear_output(True)\n", - " plt.figure(figsize=(10, 10))\n", - " plt.title(f'JS={loss.item()}, iter={i}')\n", - " plot_2d_dots(x, color='r', label='target distr')\n", - " q_sample = sample(Q, 1000)\n", - " plot_2d_dots(q_sample, color= Q.log_prob(q_sample).exp().detach(), label='train distr')\n", - " plt.legend()\n", - " plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Глава 5, в которой студенты смотрят на другой LSE \n", - "\n", - "### Least Squares \n", - "*as in [here](https://www.arxiv-vanity.com/papers/1611.04076/)" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "def LSE_loss(qx, px):\n", - " return # YOUR CODE" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [], - "source": [ - "train_mu, train_sigma = get_parameters(1, 1)" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [], - "source": [ - "optim = torch.optim.SGD([train_mu, train_sigma], lr=0.5)\n", - "\n", - "for i in range(20000):\n", - " optim.zero_grad()\n", - " Q = create_distr(train_mu, train_sigma)\n", - " qx = Q.log_prob(x).exp()\n", - " loss = LSE_loss(qx, px)\n", - " loss.backward()\n", - " optim.step()\n", - " if i % 200 == 0:\n", - " # plot pdfs\n", - " clear_output(True)\n", - " plt.figure(figsize=(10, 10))\n", - " plt.title(f'LSE={loss.item()}, iter={i}')\n", - " plot_2d_dots(x, color='r', label='target distr')\n", - " q_sample = sample(Q, 1000)\n", - " plot_2d_dots(q_sample, color= Q.log_prob(q_sample).exp().detach(), label='train distr')\n", - " plt.legend()\n", - " plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Глава 5, в которой студенты разбираются с современными метриками\n", - "\n", - "\n", - "#### Inception Score\n", - "\n", - "[here](https://arxiv.org/abs/1606.03498)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The idea of the IS is very simple. We can train a good classificator on the real data and use its predictions to score overall generation quality of our model\n", - "\n", - "To do so:\n", - "1. Train a classifier *(for example inception network)*\n", - "2. Collect its label distribution for every generated image" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "![image](https://miro.medium.com/max/2976/1*X29oOi1Tzch2j6MuG9XS1Q.png)\n", - "![image](https://miro.medium.com/max/2812/1*t8lE_W4UKQ8jKgzxCAbHTA.png)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "![image](https://miro.medium.com/max/3808/1*23gj_d3dxfm5FoKae_pc5Q.png)\n", - "![image.png](https://miro.medium.com/max/2772/1*xLq69Oj6_4NRZoWleg9K_Q.png)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "![image](https://miro.medium.com/max/3472/1*hPEJY3MkOZyKFA6yEqzuyg.png)\n", - "\n", - "###### marginal \n", - "\n", - "Идейно, чем ближе marginal распределение к равномерному, тем разнообразен и сбалансирован выход нашей модели. \n", - "\n", - "###### label \n", - "\n", - "Идейно, чем ближе label распределение к вырожденному, тем более \"сфокусирован\" выход нашей модели на каком-то классе\n", - "\n", - "###### Overall\n", - "\n", - "Теперь осталось только совместить все в одну цифру. Для этого мы можем использовать KL:\n", - "\n", - "Inseption Score = $E_{x\\sim P_\\text{gen}} \\text{exp}( KL( p_\\text{label} \\| p_\\text{marginal}) ) $\n", - "\n", - "Чем больше разница между label и marginal распределениями, тем больше становится Inseption Score, тем \"лучше\" себя показывает модель" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Flaws in IS described here [here](https://arxiv.org/abs/1801.01973)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Frechet Inception Distance\n", - "\n", - "\n", - "Похоже на IS, мы используем отдельный обученный классификатор для того чтобы получать фичи из сгенерированных изображений.\n", - "\n", - "Главное - вместо распределения лейблов мы используем распределения функций активации с предпоследнего слоя, своеобразный feature representation для изображений\n", - "\n", - "1. Считаем выход предпоследнего слоя классификатора для реальных и сгенерированных изображений.\n", - "2. Feature-wise считаем среднее и ковариацию распределения активация для реальных и сгенерированных изображений\n", - "3. Считаем (Fréchet distance)[https://en.wikipedia.org/wiki/Fr%C3%A9chet_distance] между ними\n", - "\n", - "Frecher Distance = $\\|\\mu_1 – \\mu_2\\|^2 + Tr(C_1 + C_2 - 2 * \\text{sqrt}(C_1*C_2))$" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Чем FID ниже, тем выше \"качество\" сгенерированных изображений\n", - "\n", - "\n", - "The authors of the score show that lower FID scores correlate with better-quality images when systematic distortions were applied such as the addition of random noise and blur.\n", - "\n", - "\n", - "![image](https://3qeqpr26caki16dnhd19sv6by6v-wpengine.netdna-ssl.com/wp-content/uploads/2019/06/Example-of-How-Increased-Distortion-of-an-Image-Correlates-with-High-FID-Score.png)" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [], - "source": [ - "# !pip install pytorch-pretrained-biggan\n", - "# !pip install nltk\n", - "# import nltk\n", - "# nltk.download('wordnet')\n", - "import torch\n", - "from pytorch_pretrained_biggan import (BigGAN, one_hot_from_names, truncated_noise_sample,\n", - " save_as_images, display_in_terminal)\n", - "\n", - "\n", - "def get_from_gan(labels=['soap bubble', 'coffee', 'mushroom']):\n", - " model = BigGAN.from_pretrained('biggan-deep-256')\n", - " class_vector = one_hot_from_names(labels, batch_size=len(labels))\n", - " noise_vector = truncated_noise_sample(truncation=0.4, batch_size=len(labels))\n", - " noise_vector = torch.from_numpy(noise_vector)\n", - " class_vector = torch.from_numpy(class_vector)\n", - " noise_vector = noise_vector.to('cuda')\n", - " class_vector = class_vector.to('cuda')\n", - " model.to('cuda')\n", - " with torch.no_grad():\n", - " output = model(noise_vector, class_vector, 0.4)\n", - "\n", - " output = output.to('cpu')\n", - " return output" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [], - "source": [ - "import torchvision\n", - "from torch import nn\n", - "\n", - "classifier = torchvision.models.mobilenet_v2(pretrained=True).to('cuda')" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQMAAAD4CAYAAADo84OlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzsvXm0ZXlV5/nZv98Z7vDmF3NmZOScCSRDComKjKUkNGjjrKVVrTQl1ZZWlUOVRVetVsvCpVisstWlpSyVsh1AnBqUlAK0RRCBJEkgIecxMoaMiBfxxjuc4ffb/cc+J+5LxszICF+S3u9aN+67N+5wzu+e/f3teYuqMsUUU0zhdvoApphiiicHpmQwxRRTAFMymGKKKRpMyWCKKaYApmQwxRRTNJiSwRRTTAFcQDIQkVeKyF0icq+IvOFCfc8UU0xxfiAXIs9ARDxwN/By4AhwM/BPVfX28/5lU0wxxXlBcoE+9/nAvap6P4CIvB14DXA7wPr6+jTTaYop/oEwPz8vj+V1F8pMuAh4eNvjI81zU0wxxZMUUwfiFFNMAVw4M+EocHDb44ub5z4P37qwwDIwC8zRoeN79HuRbCZhmBS4Oc/SZQdw/Yyql+IuXSad60OvS5J3IRHUR5wLECGEiKqiqsQQqMtIXSsCeBVEFZ8mqAgiDlVFUIiOVCFVjwSFIhILKEYVz/vmH+Mnvu/5aKH0JadT1OQR8vVA2IIaUECAtFnUHPBAbG7S3CtQAlvN7U5gFVg7D4t+8803c8MNN5yHT5rgImAGmMfOR4AN4Dhw+nF+lsd2nwB89AIc64XAhVjTC4HPPc61tcd/RV0oMrgZuEpELsNI4LuB7/lCL8yBLnahBMb4AFoDISOdT5nZN4fr5ST9lGSmA90uPstwSYo4D84hLuKdXap1DAQNRAKq9rw6ResaEcGrIhpAQcRMKbF3goJqiiCIiwiRpFmhbgphDJkv6XhIaiWJ9n/KhBAiJuztuZXYxZ8yIYbQ3NdAAVTna9UvALYfa0tmBZNzfLyfFc7foU1xnnFByEBVaxH5YeB/YnL+26r62S94AA7SKKRos2uMCRVAoD+/m95inzp3JHmKdFLIUhCPQ3AuRRG8RJyACiTOAzUaHc4JMdSoKFF0YhMpRIwQQPAioIoqRA2gznZyqQhivs5OmlOnYzLEdjjVs1e2MCGCojnhetvjGuhtew4mxOCa9z9ZETDBH2PH2mo2T2YCm+LccKE0A1T1JuCmL/e63ENKQicqKTUJkHjIup6lvfO42S6hk5HOddBeTp05YiL4PAcRfJLgElACCIhEJDpchOgUUwEcGiMxCkEcLiqqJpZnwxox4jVBiBAVj0MdSLNCSwu7ULdJViVQj4lakEh9dqffLigB6GDCPm7ucyaE0d63730y75ZVc2uPscbOabxjRzTFhcIFI4PHijSBxKW4EPAEUlXSDvhuip/Ncd0M6WT4jhFBcAqJUIUS7x2iQqgjgRoVUEwLCBKpCQQPIShBlKBKWitOIqKtYiAEQKIDdSQuARXTU1xr7cP8nr1ElxM3KqIEilAQSiOB1g5u1emWAELzGB6tBbTPOSZ29JMVBXZ8OXbsraYwxVMPO04GPe9Jo9BxHi8ZeVqT9Rz9uT5pnuHyDPop0vHEzEHqiBLNpncBwRE1UFETUURAvCMSQRtnogvgTJmvYyQBRM1TEKFhBUcqjlgrohA1ojU4Z2Swb/ceyGYYd7YoXc4gOAYrZ87u8K1PwDExB1qTIMV219YBVzPRIFqC8Dw5NQRlQmo5U/PgqYwdJ4NZdSzWygwJSbdLtgD5LiHdNUPaFaQjaC5oBkknwbmIOIcIeI0QKkSUSEGUAM5BgNA4EsvQ2PZBiDFCXRFrTOBjIARFY8SLx3lHUEEVOq6HqJ4lgwO9eXwyxzgZUmXzlPN7+ezK33FqU9nAFrKHCXevObeACbrDtIURJlwKDJvHg+b+yUgE8GgNR7DjnpoIT03sOBmkGuk56DkhzcF3HNlsiu+n+FTQLCM4cN48/A6IURGNiA+omMB65xCniPOoqEm7RCTUqAPnHbGOBAIaInFcEetIVIhVIHWeNPE4L3TSDmkmJOIR9QAkXkjTBMlSsm6HrICLLzoIdx5miAlJjS1obO5bjaDVCgKmdgcsPDfe9vjJCt/cFDuPkqmZ8FTFjpNBQkKapnjnyDNHMtfFdz10U3zXU6WRkAjBldSSEsnQEHEuokTEgyB4AcRUf3CWO9D8G4mICEGDhR7rimowpKpqNAqhCiQ4fDcn6aaknZzE1aQ+RWoTVYk1Do9XSDoZmo1JnTPnZW1EsA4s8uj8goSJAI2ATey1LXk82QWr9YXAJHz6ZCavKc4dO04GaRC8KB7FS0rmMrxXJHO4JEHyBE1rYqpUTinB1HeAGMGB1VpZhEBFCDESQjh7I0CsA3VVU1cVZVlQFAPKoiJUgRggCTDr5vGJox6OCFEhqUnUligRSLziUo8GIfMdNFbkfWF+XdnCIgglZlu3JkKKkcOo+b8hpg0MmOy2XwnYHgWZ4qmJHSeDpBDSBHzaONiqQOJSU/UzjyQOyR11EqkTpZZg5kAUPA6CA212fR+JMRBRYh1Mc2i0A8QRiFQxUGtFUW5SjUuKcU2oIy469s30CCMBddRVgabRQpZAPS7xPiHUFnosxkM21gac2VAGmIALkDHRDBImKnbZvKbAtIMttoU1n+TY7kT8SiGvKR4/dpwMBoyI9Zis7pIvZPhE0Myhec0wrlK5gjJxFJkwdpGgDomBoCUueCQkII46VaoQzCTwgmtMBZ/mDGNNUVRslmO2BmeohkOGaytUWwOKcSCWkDo4nQia9Sn8mNzlZD4jSTsAbJ4esqFjymFJvVlw8q4HufeRNR7GBGUNcxT2mQh5a7QEzITYwFJ4v5IEqnUgtv6N+ku/fIqvYOw4GdjFpgRKwmBIrBJz6qGM0orgA5VPKMVTiyI+t9oBjWhsTQRHdErQ0DgOvTkPxUKMKoHK14SkJuaBuqqo/YhaAtoE+oNCFQpiyJtQZQVeqEsT7VOnT1KVsLp2Bh3VbJx+hJPAir2dERNzIMXMgC4mRHXz/IivLCKAR5sHXymazBTnhh0ngzEmOCk1DLaQwoErIe1RZh2Ch9p3KKVGvUe0JMRIrD1Stmk7Qu0gimK5QgF1CSpQuUDtKoIfoVmF6wSkDLjMIQlIs9VJgPH6mGK2i09KAoEgFdSWEvTw4WNsjQY8/NCQ9cIE+5Hm2DNs95zHiKBNLy4wIWr9BMNzWB/Hztrp7Xc/mVOmpzg/2HEy2J6SW0aok4j2K9zcmJB6QhKoXEATMbkvo2kDqog2vgGF6JpkJK9IkkEUYkMQQQuir9C0RDJFOg6XJ7i0wFWTAylGJSMGuK4jkYQKQRt3/9Hjp1hZhQcra86wHUVzP8skIzFjEi3Y4ty1goydj+tXzXFM8dTGjpPB9kKdugNVD2Ie8Hkk5EpIhZA61DuUgNY1sQZKhysdWit1xMKKCXg8ogGfWH6A0wrnIqlEQg5EjwSP5gmSpJDU1FhiUlHUbGmJakFKjXeOODLV4dRpeDB8kTrsbecCRnAeE+LtIcXHiwQrH24dkqNz+IzzgbYQaxpSfGpjx8kgoY1l58S5yjxwWQd1GQXaVBw2kYHocXUg1nLWta1BiVGQYCXJzguZSxv3oYUsc5/giYhWeC8kiUeTHMmUWBbUFKhCHaGsSvK0JsYaUajHJgKlfmk1P2ESWmy1A5hkHp7r2nSav1u/w06gzZqc4qmNHSeDDqAkVH4O5gKSC77uIlVOkJoqClVVEbVG65JkDDpK8GOPjEDqiKqQhIw0S/DjkiT3uCwhitBNEqQUIhEXMnylxODoZIJLx4gbEmJFrCJJBWWs2SwHpJIyMzvH4sIMAM941m52HT3Fp07BsW3Hvww8F9u5e8ApJunHbfbeudj8Pczs6DPJajwfDVDOBU/2ysopzg92nAwAlB5xZpa6WyGJ4lwPJwlBKiqUUVmioUZCpCpLKCJpmeBLkKJGxSEIqTjEB0od4jSlFo9GR/AWctQARIeoJwYHSU7UIVET8y1Q4aJQhUCn17P042hisG92lpm9mzAY0x+auVAC+zHHoTKJHox59E6aPs71aPMVehhZtlWRM5j/YYopLgR2nAysTVgH7SXEHFwuROdNOF1NLUKIitaKKxVXKbGqcaVCKbgyogmEurQCJJcgYiZCIFBREtqmJdG6GbUmBFHR6KhDIAZPXUPA0+926XZznAv2OsAp9Po99syOmanhstK0gGUm1YqKCfEIW1htzi9/nGuiGAl0mve2msHUiTfFhcSOk4Gp0QlVL8Hl1rEI50ECpZQEL8S6hjoQKyWOK8IIGAlaeHwZIHh80sErEJQoEbwjSk0ZBlQuUjXly04cLga8KrVEKqkokkBMAjXgk4Q86aGVUEVlPDJLPS2UpOowE2H3Ipw6YUlEi5gmkDLJMGx7ADgmPREfD9qeg3PN3232X4cnb6nzFF/52HEyqIGaEVnoI1VEokCoiXVJLTXBp0QPThwaPJSeuqiRUpECdFwgmcd3M/Jo/UhCjMRQ4R0kGlENxKYvovMJqOIkUGlFLTWlQqUwrsHLmBkyZASZz9HSLP7KjenhWZ7tIsC4N6IcmkpfYOp7l0lyUdsUta1NeKzwGAF0m1sf0woqzIcwBs488WWfYorPw46TgcXQh4TVDbKZFC1TQlVQVWPG1ZDKY4VBIcNVDi1q4qgijpQ4BB0NiblQ+oRAgss9qJUmB2qc1KRNdqKIoq4m1hFxJeIK0ixCxyIJ41VYGcPWcINFzGZPmrDAysqQpbyH5H2qwYhCTNgjlni0iQl+2+m4CywwaZb6WJOHFjEC6DMhhIhpBfNMkrSKL/YBU0xxjthxMrgT6FDQXz9BZx3KddAxbEXQHLRbkklOvlWTbQq6qhSrJe70mHwIbmNA8JF6MRAWlN5MwM8mxJ5ArwItiSEgVcBpJDhnlYwEvK/x3UCyCEkG6cAI4fgK3BknKbj/Efij+9aZY50FjARqzIl4BBP+L5RHcIaJ0D7WiMI6Jviz2I/Tdo5WYB+TbMfPTXyaYoonih0ng6PYrjlP0ynoFPjdMF4A3YCkgtpVMPS4SimHFXVRoVsb6ECQFSV4iNUmaZkSh4FO3YPg8BIRX+FwpC4nNl2OVCMVFbWrqV1xtr95mkCdQCeHYvTozL/V5nYc27Xb574UziUvoG2BVmCaxvakrBQzIVqtYafyDqZ4amLHyeAIJou7MTJIx5CvQly2nbpuhDeMA/W4oF4ZIBsVehLcUKlON/lHgxJdPUkx02dmvExSeBI8Lg9IavMVNDqCRiJK5WpiEghOiQn4DqQ9oIRiC+SLSNqF7vQjTBKVuhgptFGE1hnZxzSHKRlMcT6x42SwyqShaNtiPBTgCwjrkPdMQMoyEoclYaMiXQc5A/Vgku7LAHQQqVc2oUzpaJ9EHPmSgggxAXWOqFATKaWkkIKQQ8igLs0sSeagN4L5DRjsgNv+c8uE21Ks1glZYyQxA5z8hz20KZ7i2HEyaIt32hLgAMQxdMbgt6AsAYGqrPHjGlkDtw7SEEHbqLNiIjjjRwqkkxLSjNh1OA/qBI+AE0SEGqWSQO0hphC7ppUkAdwcxAVYP23Oun9otC3Tqub8Wp9B63doz/O8ovMyFq54Olc8/Qpu+Opn8LSn7+Xy/UukiePMaMCpjXW2BkOGw01OHj/FsXsPUwy3kEHk6P3HeOiOhxkM78KKuqf4SsSOk0GLdjZhAqSZqcZxDHUFtYAWih9Dugmdof1/G7qrmvdl2K6ZxzF+NcHPKuVigssyAmOc1Jag5JVCA0OvjCurO/ARvId+1iHr1PSXasodIoPtzVFgUvg0xI5nC9MgHn9G4vMgezGvf8v386KnL3FoNmO5kzGXe3bN5njvQKwzlPPyqDmR7ZGp2myKulZqVYpKGdfK2lD5+NERv/Pu+/jQX98Jt9wN5f3A+5jqMF8Z2HEySIBDwBIm3B0g79iYg42xo0iFmsDGGShW4ZIVyEvODmsVzANfMZnbmBHQ1YDmyrA/wgUh9ATNapj1aOKoE08VIYjNUUxzSKInq1P6SYcYB+xdrBh/OS/hBUDRnBOY9jPDhPQOM2mj9oWJah8svY4Xf+fL+P3/+hKWckfiBCdW2ClAoTCMk1kPCmxKU5Bkk+bO1lT0sPckNIVgAAhJYn1kZjr2goNL8MyLc1771c9Ff+a5xCZ3YxCU1XHkI4dH/Oxv3sPhk8co3v6bF2LZpniC2HEy2AUcwC74DEi64HIIKeBya2QaA+UYwhD6pcXvl7ALte3eWzSP2zRgYUhch3SU4HtKSFOCV9M0kmgNTxW8Qp6Ay2gmKNV475HUM9Otzq32eBtcc25tfcH2CUxttuLnYoSlOhcYOS5hJCfA4hzoPjhy9+dUEuavB+Ddd9/DCw/1yL11jFZzmVAEa+1Wo3gR5pr8iVZo22NKMNKJCplM5j4gEFStlYxYL9rECVEn39GmZbvmfV4gd8JS6rn8GTN855ufw4nBday9+aXUx+98Ygs7xXnHjk/2WmpubWgxnzevvngPSUJUJVg2MlIbeSxhhNBnkrLbxQSnvc+JuNGAviT0SOiR0Qs5nSohqQQXHHkU8gB5BZ2QkrmE1Du8F2b6Pebnhf6cHee5smabF5AyMWO6j+Hz1rF+iVtY2vMWcGoXVIegPmXPwRyXPu/HuPWeTTZW/zsAN17Wp+cEqeHUw8rDDyiHT0JZQ62QiA2JGQdlZRg5ejowOB1JSyUdRnQzUp+pkbUatxGIg5o4DsQyIKWiZSSWESol1Fbf4dsa52jagjbqhjRk62JDul64eDbl8t0WnH39363BP3kX8PxzXN0pzid2XDPYj4UVu0BYgjgHIcvIZ2dYi2NCqBiPLEMwK8wUmMGIo3WsdZgMKkmYxOodynBzSDbTgcoTsIErNRWpJGTJDFFKfFS8prhEyZwncwldlzOzLHSq04CRz7m4xlLMnOkw0WLaPIIv5QQMmFLShjFXgVmFO++DvV91Gd/ywp/lu1/zQp59zV4OdBOaHiysnVYGmxHnHEt7hEVvpR4RGBcwqmCzVP72wZq5VDiYCeVW5NO/XrCyGUkPeViH4YZyKtTsf5knX4T9hzwLqcMHZW6Xw4nQnXGkPUetis8EcRC3DVqQxr5w6aQngjjoNE6IX/qaOd5006v5m4e+jv/3wx/ld177qnNY4SnOF54UZLAHyDyEuYxqzqPzc4w6GTIeWLNSgSjggx1we2tt3pYE2rr7lhAE25GkUqRWxDnqAHnIycsK0YCoJxOPiMPnkAQhiY4Zn0EfwqwNS+vz+MmggxFX6xxtHXKt8/OxtEHrJk0tgoNHZr+ZH/j5n+AHXvFMrtzbpeMdowBxM1KNTMI0FRb3e/MPBCi3YLylrB9THnivVXve+scle1+RcHwL3v3uyHtXSlI8Fz8nZ7QCJ+4sGaxVbBWB8Z8O7Kj7PRgY41x7aZfrM8dLvzpl16zj4GWeXVc7Zvc7+jMCiSAZuI6NxWunywqcNc1ofqeZVHjl5Yu88NDL+faXrPNN//omePc/fZwrPcX5wI6TwZ5DC1x64Aq8E3TBM0gHjHvKeq6w8QiUIEPIRna/iaX/toTQjj1vW3m3poPHhM6lAi5QxIpYBoIk4BIy6eGi0kkzOs6TekW0opt6vDjm0lnSuYyZjtkJe7DvfixFQg7TJFo/SMpkYErb+OSxNkhd67+Cr//pf8Mbv+OFPGPvDCAUAVaHINHs8yR1+A7wCJQryvojytatytt+ZMgpYBUh4Ni96MkPwh9d3GPlrRGuA24M8LEunAjctx7gpIB66Kt5GtvOjoMMLklgr3DnOty5Krztd9v9vm2K1iRmdBz5nHDjyxzf8a2O5QPC8gJ0Z2CmD0uz29aq8U0sOs8rD85Sv/O7eHDtW3jpT36WI7/2fcBnHsMqTXE+sONkMHflQbr79uJiieZC7Tylq0DHSJNR5MeQFnawbYVgm40nTAaUbJ+C3JJFUCGiBKmsQSoRjYLUincODYoTcCqk0ZE5T+oSOi6nk3WpurYbzgn09LGRwTyTtOHtNQktKWzPIfjiuI6X/8Kv8p/++XO5arlDKrCpcMdWIFTCEsKCCC7CA2eUeqzMAu/+k5oP/37FzZ+tuJ2MPVemPOtGR+da4XRUshpW7o1wmcCawJEAVdMFOirMSuPpTG2I7apazPXq1Kq2LpYJ08XYjJPW5r0OTkUYQzFW/vxe+PO3Kdd9PXQW4IorhLQHu2fhe4DTFSx4czSyzaF58VzGp9/8HD71Yzfzsv/zvfBHr3kMqz7FE8WOk0F3Tw+37K3BiYvkzFKEIRQBHVe4sfkKpLDrZQtzrimmamdMUoQtFmA7b+u0qzdHhJmUMhU090QEjQ6JCjEiwYakK+Z0S5KMjuTkPqeX5MSutT1TfezNRbbvly0ptTMV2nqHlEm48Avhj2/9O17y9Bl6iZztnHR0oPjgmM9BAzwyVM4cUW79/0oO3xL5wTfAv/zZEhYEru/Cj6acnIX3t2rJA1h/9zNqjCUK0ZmgHx7B0MEoMe/kLBZvDNEI4kVNmeZa838KrDjoqi38soPdAvdJM1VWYUWhK3zmtJ34xyP2vQeNDP60gBsy6DrY7+1raKITHSc890DOnW95NW/94eO86SWvAT72GH+BKc4FO04GyXKPqvHYo9Z5KI4cqs56GxSKGwJbkxkEq5gm0OYVtH6DNoOxFcQC0FMBN69oJyEmSgyKOgfqEByEiIRA6hJ6ktPVhL7PyKO3BqfNSPbtBUNfCts7JLfly+3jdjxZ+39fKJSzeN138X+98Sd55XWzIHA8KI8E2KyU3VE5mDgeXlcePhV45K7Iybsib/7VEWx6fvANwPdk8OxmB9+ntvufULgXGERYa9T/GQc3iAn3rcAVmak/lcCig77Yjl96eG7SkIA0+eNi8cgTaupPpeYguVjgoMAJLDZ6VGG5iTvmzevWMNLI4F0l/L2axvXNHXh60vR8dBPi3d9z/Luv2sPz7/0A33Zl9zH8AlOcK54QGYjIg5gpHYBaVZ8nIkvAHwKXAg8C36mqXzR1R2ccdS+iWiMBqhJCE6jOEkfX2VwEwmROYSvoXSaCP7/tZFrBdUAowY0EX4A6iNLMT3SCRKGuAtEFJHF08pRu0qHrc7LoSF1C7kxk8xySx9BEIGLaS+vgbFOlW42gNQ8+L8dAunzjj/wWP/aDN3LdxQucicrJUjlTw5wTrkiFvFY2TxRU7yrofqamvKPittsTuLQH3990Wvxeb2pSH1Ohjinco/DhCB+qIIzhtT14TmJ12h8McFIBb57aQk2F6WAOiec7O6ExplG0rzmC3ReN4bPpIFfYJZPuLilwRiZOkpmGTo8Al8N7TsBzD1il6EqE5QpelMAhhWsx309ZwYwXXrY/539/03389n+44sv/CFOcE86HZvAyVd3uaH8D8Feq+vMi8obm8X/4ou/uOmJP8c4T6kgoPIRAOs7o+S6F2zp7/SmT6cWtBtCq4Ntz+GXb/axLEckpsh5jKalDTVUFAjWxCmgYM5cKSceT5o4ERyL+rD8h7dge1Wb9PRa0w1PahieCyVP7/OfWP80953v57n/9L/jRb3k+y72ctajcPbD8iqd1HH2FjY3IZx8csfKBmr/5vZr12yruX874zNUZ/EIO84263omTbKENgdNqQrxVGzOi8PclfKSyRIY9DQm0QoyzDiu7se35AWA9mmHvMG1hSJMi+TnD1+4QuFzgSEPRswLXizlaHKYCLMokh/oM3OJBdsHJDlyewpEIXw8cLeCfpJA2UZFuBj/62ot59Y0n+bbr9zzGX2KKx4MLYSa8Bnhp8/fvAH/DlyADn1Woh1qU4Gti6km7MFd1WM7miW6L6Cf5+BtMhot0sOt3F49O6GkbkPaB+cvmKWY7lM5RaEaHlDObW5zYOI46mO1C6R3Z8izRKWUOvq5RPKEoSHs2uWClgIcfxyJsPMbX3X5yg4sX+6gId4ZIrkJVw1U1DFeV+28f0xsqn/rLET9yuxCe5eHbu/BtPRPIAwmkOmmnpJidPwLWFQ5H+HSElRr2CpwQ6/V+lZhZkIsx1JhJgsY8JoUd7DtSYLPJ3W5VnzONwLsm7ttS9P0NDTuBF0zmWzDESGGkk9TJh7XpZQnHu3B8DnbNwqEUDvbgNwo4GODZArtKuLyXsO/AIiceKRkPAlc+541Umz/7OH6VKb4URFW//Ku+2JtFHsCsSAV+Q1XfIiJrqrrQ/L8Aq+3jFuvr62e/9J577jnn759iiim+MK666qqzf8/Pzz8Wd9cT1gxeqKpHRWQP8D4ReVTCuaqqiHxJtvnw+/49aaokEqw0N6QwVmKpHPvsCU6cPM6pR9a5+wEzf0807+thCUuXABc3921rcStWgvmDy4z2OsqkQ+jNMSprhiinVtc4cvIk5LD/og79Wtg1v5f+7C4kSUico5v1CeOSpJtzzb/9Wb79hht46Aku1gT/jN+96Rd5xcuWqBIrGpp1QtUMntwcK+/+8SEn/mCD1WJEhuOuy/fyoXfnlB9TU/1Pq9lMicLLPORw8/wnuaF+ljnq7ojwx8EWbcE3cU0PSwKrET6upvp7bOeuGtMiVzPW9wnsaRyKtU5UModpEkciHK+h42HJm0my1dQ4XuvNFmrVo2/FIhyt/y+Fm7/hE9zw0ettG+kLHMRClk7O9ne7rAsvTU25+VqBF4zh+SmkFcS1CD148X+8jdt+8/rz9st8Lm6++WZuuOGGC/b55wufe5xra49/5M4TIgNVPdrcnxSRP8OSzE+IyH5VPS4i+/ky9atiPn08Hq+Kj4pTxUnC3MwMw80excw6/Q7MjyZkIEwah3aa+5RJfYIHyFO0lyEuA+8QARcCiUZ6iZVK97MuHe9Jsi5pliNJQqxqm+2YeMa1ZQqcr1LmA696J//Pb7yc6/fmFCJsNpG7QRMxOLIa+cj7xvzpW0+xwqhZvAPwK7k5++5TY8KuwOXObKSHMRt/nqY/m8LdwFJqLOkFxgGOBbgPOOqgFCMBhbN6eyp2RYzU/AltuGNFLVR4lTOh3sL8EqvO4oAzWCThYQ/HA9wT4bp5f8x0AAAgAElEQVQm5TCqfRdMqrTa5Is2J/u4wlDMa9gDzkBnCVwCaw5uTODDAa5L4f4SnpFDEYStFeU9/+WZ/O7ifbzhv04di08U50wGItIHnKpuNn/fCPwM8C7g+4Cfb+7f+eUOIFUl09CQgeA14hBmsoTFfp9qOM/Mwjobo8m15JgU/GyfetzqQxEoY4AkQzVr4nw1dVFBgE4uOJSu5CTek2Ud8ixHfMK4rPFZSqgC48J8/uejPfnr/tVf8iP/6WXs35Wy0RzrvMBGhFtWlTs/W/H+vxoy+sMht1PZGfol+PmeqUGHgX3OTngOSxwC+FCEWwP8C+CvK+hFE96txMjj401AcyExr/+8mICmmBbRrliF3TYbrWG/s1BkBDKFO2qYd42PANMyPJA1DsZlgeNNSLJSuLZJCu81X1Hx+TPrs+ZHXAFuAy6z58ebcN9eGM+A9uCrUzjs4KocjpawOCcwFroor//hS7ju+tv4xu955nn4lf7x4oloBnuBPzO3AAnwB6r6HhG5GXiHiLwOeAj4zi/1IS4I3ikeh4vgosdFwQVIJKOTdOh2Osz21pnPYW9h2mcf00S3VwG2XvoA+NRR12rVerhmBKsgRNLEk9MnTSJ5mpOS0M06dDpdVB2VjMk6PcpxSRDbxs5lXuJ2vP5n7ubHf/gQe/oJ6wFUBPGwWcEdJ5X3v7XG/+WY/ie32KialKqnLcA3ZXA18KnQtDiKphFc6Uxdv1vhIxHWayODTwZLBArATe0g+NpWZc3b5xZ9E94OVjUUIgzbIC1Nu6gII7FowyywRydtmUuBB6JlGy472FAzJSLmmGwzwGawKEXbeKKN+Z5lbLHvbUs7z2CJUEvNsW3B0X2wPg8P9OH/njfFRBrrpetg9aPK4kXCV111KXe+5yjXvvI1wMef4K/1jxPnTAaqej/w7C/w/GksOvSY4EtLA05cxKMk2vgOnDKXRLJeDvUcq7MnmLsaFm6z63GuufWxuoEW7ebWSQXnAqPBkJAo6jwxlLhUyb2jGkLuE9LomOvO0O/2mMst9z+tCvp5Shnil1ygxzbd6BJmf+aD/Jc3HGS9Nud84i0n/8SG8is/vsJnPjiE41101OHma3fBUoSXOLjY2a5aBpiJ8KzUBOp4Be8u4Q+V5GMV9fZMhvefgX4C+3IzIUbezIWygkMCPTHhXQ+wpXAiYHp/E3bEQ2j087rH0g0dOkPHsTOYgAe1Y3g2ljy0GprBEdFMlIXE7J6lJpKAWsRiexJI67ROGoIJjZayhWk/I2yrEft76xBcm8HHx/AnCrs9vLpruQnPeqFj60OB5FjC7ktmOPOxm9g8s8mhV07NhseLnc9ADDYi3SN4QlNvEEkIqAtI5pjNE3bP9RlTUfZLioHJyB4mZkLbnqvN+Au5Qz1UKDHWqChelBTBe8ewLEl7PaSG1KWk4kiSBPFCXmc4AZ/lMB5/weNu+xO0CURf+DXP4aff8T/456++iE8H5WIvVkOhcHSo3P5g4MHfuZcuGY8ww12dJeh6eEFqWYQzjdBSm5lwvIKjNXwiwM0ePjamPrvdbvsp0ya3dwjscbBZWibggjPn4bpC5uBKNZ/CyQgPbTIx6itgDno5Z+6PSMTUsbPZXGp+hXEwwS0i9Js6hq6Dvc2xW0ypbaTQdFL5nEUS7LMKzGcxwLSD45gKsABswjsC/K9XwqHEopofDvb1lwJL13tGfSG9fUw6L+y+dIEpHj92nAxEHU6NCJwKotHMhAi+iWN305zF7iyDMGTXXEk9sKjBHHa9t6Hs1mdg9QAVEkrK0hFcwHmPiJI4z3gwpFgvySSlyEuUSKhrRCJJltKVHKTCa0kYWAOyNpLe/t0OVHV8MTJ4Db/23t/jW17SRUTYhbDVaMCfHcM9JyNv/pV1vg5PAJb3z3BXGeHFkf4BZZBjDr88woJj/qHAs/9ik/LWmpPHPfev10AGyx5O17CrTeCNMNMkElVqqnwf62d2KsDxCHuDLdZMhJkAxRCSGnrOtIrjjaaxewFWmjLkcaPOJ2Kf52nyBoIJrVPOpn4tCFys5tRMMM2gNV0KndhcaZOq3BaU0GQ/0pgaJ7D3ZHBAYX8BFyVQeyuunEvhJ+6EH1mE6w44sr/uEv92BJfXHP7zh7jkmw6d62X5jxI7TgZOPV4dHo+TgNeISMB5wWfgndCNwsJMjisqNhehvwrJeJL/NmDSUixi7b0ikGhpcxfwiPeMijEuRk4dK5qhhoEER6ixSkYE51NcTIlE4njIaNUyqZcxLbi5Ns862ttZitvNBcd38NZbfoVXXdcjinBbUBYT2+TuGsF/vyNw8y+vcOoPjlLiSQ/s5o+vHcGLlvnqy1LmE+WTp2p6mzWHShh8csD4M4Hb/86Si1bKpiHaFR1rDjCXwrOaI0rEOpi4xoufq3WGOR1hyUE/wMIGpCnMVxA24MAxyLuw2DPTQTqwdxHmvC3uEOtK69TaGAVMuJ8lZsrcH0yYkwhZCWUCM4nVP6RiWkjSCLrDvgNgLULuLDJCE8HoiEUXcoGB2qKvC0f3wckDNujGZebO6Hj4qavhUwPYW8LBV2XUtcPfOmTPD+3lvX9yJzd+27Xn+5J9ymLHyYDoEBLTCGg0UWcdiTQHvJAG6HRTSs1IO5DM2PVVDO06VSYKrmIXCRHKokKltvi6T9k4M2JrEzYDLPchd0q340mcR7ycrYGIRQWJoGVF5s3btQ/bwEZMGreCmSttcYbha/h3n/ptnv/0LmdU2AwwnwgZcMdIecd9JTf9+hbddx7hUoZUF13DO69N4JsrXvhsz2WbyplPKK9eGfC1W8LpD5UcvqviEygrVzg4UsJ1PbimDz6Bw5XtrkkjYHtSi9UfC6aeU1rm4cHMshWHCskqzNSgI8gH0F+BPQs2qEK6sHfJ/AFR7GTbMdAlpm2IQhbMJ3GoiSJ8pgBXQJHA7tQ0jFkPkljnGlEzE5BJFdIgWuRizpkvIzafXzeOxZ7Y4q4obAm3XmG//b7MAh3daFHSr50H14XhPHT/WUJ1OCFZhRfccICf+sb38J//4pXn+6p9SmLHyUCqFEkseiDiESJCwCeZTTiqI6mk+BjwMbLe9Qx6Nj69HBoBnMGEst2xRxHGIxvNxppS1zXjumYTizwsejh4IKc3u8hcf5He7Cydbg+XOJzW+DShLofEjTO4kSXSzzIZqzZmWx0OEzP48itfxYdufyfrKowaVcUntrl+8KMbvPG/rXH64aNkp1fYfckjVDcMOP69I74ruZJq0OXWT29y28qIa9I+13xqwM99ZoNH0pTR073tsIcDvGgPDAMcL01YjwZzAj7YkMH1allMhxpVe74H5diqrDZWoRrBrhPQWYXdQ5g9BX4AxTIc903Y8XLY8OCWoT9jkYc5bwwYg53xaGwOv03Mk3cgwvO2QNbNidgPNpCi04eqCxuuMRGcVUICHN2yVk4nPGQJjMWIewgWklRLmS6ADyhvcsKVXw9X74OlLlyfwr4u7PWQpPABDy++GOZ+rcfmTRWdizu84S1fzw9tbvLSa97I7bzpQlzCTxnsOBlQgqS22wgWNxI8iEObXsfihSTpkWWR3Cd0O4HRhuXYlDTJdc5MUN2uzVbWt6Md0JIDM12Yn4X5uSWy3iydTo+838O7BJckSOrxSZfxYIAkydkoWGsRj5j4CHK2zWO87ln86nvfSo1wOsKCFwpRUoVbh5FT3/xn7F05wG6Ezav2svqMgplXLxF7gRV/imNnVimGJS+cy9k6cpD/du8R2LMIu/qwugkbJbz2KjgtVluwhSUoLHsbQdVpXKdzQ2tGsoZlHuYFuMarkgyhO4blAXAadNMaRfgKxlvghybA5cVQbsDQwziBKjHB7ACh8dxtNV6agwqXRBgIXDS0cOJoxXb4aqbRAjag8pZ+VjvOXnbDDTiTWZ96TWHckIQ0hNBpiKDCPuf3lHsR7v062LULrttrEc5bRvB/dKzX4ydquCSD3S9J2Rop/WFkbjnnw0d+koWL/xArpJ3iC2HnySA4YlURNYKGRviUoGJ9vUJA65q6rggx4lXIglXiNq31TFDVkuLAGvDEJoemFdwsh35mRDA7k9HpdEiynDRN8S7Dpwku8fg0QcoCCRWpT8hzMwjazkqtE7FttdbieX/wLhZ3L3I0CrNJk8gX4f2bFQ/cv8JVa5tccZ1nbc8yp6/NyS5+DsfnSzrpkM3Vexmcupkl6XGElE+t3AP7LoclhdMFbDkoUouv/U1h2oAT0Nrs9EMVrFrjVk6cNMErEuh7WBUL+/UiLJZGDowgFhasHznYqOHYho3AjjW4fRBqGG3YFNqqb/6HMlqb6hAsglCraSnzCgc6cPUcrD/Q/L8Ny7WpuEPTKMLQvtP1gGVz/mgGoWuZRaPUfAXRWUZiyaSd1R6sA9ofGymtXCe84Rhc/jyrjdrt4HoPb96Cbgm/1IPZjiAnoB4oveWUj992M8975u7zfw0/RbDjZOACaBWIwfobm1kpxBisdjXWaKyJpeLV0Y2OuWhj29se/wm2EXl9dEuxNtyYivXz7HZgtpswk3fodnskeZfUOZJE8F4QFy2cSSDGMUme0Zsx42C+Y07LhM8vZX7ZX93ET19zgJMqqLOU/lMBPrJVkJ0esO9tH2JUF/TXSzauhqV9GeOFlK0K6uOf5pHbPk7/9CXc0d8P4ZgJ/pbAagHdAPs74PvwlofhWGrlyJ1gdrkqbI7NKcgcHDsMw8yMaNeHlcrIoVZz7iW1jakSzBM3qM09v1ZDnIf9Q8hPQW8D6tQ0A9kHOm+vq2prs8Qm1CNzBmYCgw58IppvIi3subKGjRGEMzBYh9WHsAKMGeAVMPgsrOVQzENchLAA40XLc9iSCZMnYsy7B6vJ+IUIr/fwbOH+u2H5ANw5hlEXruzC7evwP+5SXneN0Nvv0ZGgdeQZl89fwCv5Kx87TgbEGqfgNFpoEZDoERUkKFrXECtkHHBVSXdYUq+aut5GEGCSb7AtuRYHdFJIu9DvQJ5CnqSk3pOlQpJ5Ug9eAo6IRoUo1OUmWgzRukbU4mAzfZgZf36H5Mt/7kP8+699LnermQeXJ7ChyttHNV8Xtjh2z/088ru/zOVX3siVl1Vs5pvs6m1xqDrDfFnx9vf/Cf1di/SuWGbtkwHueATu2YTla+CqZfOWPVDByQq0sl24qKFfWLvoUMHmmvkFmIOtEtYbZ1x3AVZL6DZmQmh6zo/VVKVxNLPAd0AehmoRhgtQDSCeAgZQbcDWpVDst8YD48QyFtfXoNiwz6g65vUfVHBgN/S7RjqnCxiVsHYCtk7D8QchG4N2gVfAxp2w2YHxAvQuAlcZga3ppHfdACOci2TSD38R+O0Kvj+BQjj9l/A7T4dvuFRYTcyKWtqE33sY/rfLYDl3+NQS2V71Q4e56VcvOe+X8VMBO04GWpao2JauoUajmFCKNo06RxBLGI2JxSayURPXJq3O2jL+Nrwnzd9t81HfgSSz3p5OHF4dibdQo0894iJOalBFwpg4qtDRAK2GOKdoaPQAnaTjtLjsB36LN//ADZxG+GClLCaOyxV+uag4tjXi2pP38Oe/+Gaet3cP6cE+D199nAd6Y/ZVQ562VPHAPe9lOJojWXwpx/7+s3DLKdh9CG68DI6NTc2/u+lNWFc2bdat2xDKjcbFPxdhYwMzsq+CUyegmAN2w3pm9v3Cpo2WTgembVVDoDR1PsVU+oUUOG0LNdwwTaIeQ+8hGN4Oq1fB6HLIlkybeOik+R9yD5056O+CfWMYrkCeGft6gc0VOHMGVk7BQ/dDMoJOU75472fNrzDMYO+gCTHugnq2YXMPA2c5E6Va3oGoNVvJFX6ugG/MrTLzXcr7X+Gsucqy8dcHRPkWEZaUs/6ot73pAPNv/y04/boLeFV/ZWLHyaA6dYZRJ1KVJVJEsuDw0aFRYGsDqgHqCkbjivH6FpsnzYM/xBx4rcq+PfW9CWDRwTYoScwcCSFS6YhSA9XMBsSKrEqhWCfNBB0MqOKIJBGyvMbVCaO6KQU9Y0lxZ02EGXj9L34v743CPhwLKVwtwg/eu0l2y6/Rf9utPPxghyu21nj+i7+N9+3ay5FDkZcfvI365nfwjv98mOTgN1GMPkDx5x+DPU+HF7wIxjV8+g7YOAUPnIYwa2ZDGFhIcNj0f+s488CvY36A4qgdl5aYcS1w7H+BxRF0Clg4Ab0z4MbQ2zJBdluQbMCogLUPTrKoAHo9yLrWkLBXgNwK4xQ2F+HoGQhHYGvGNBH2wd7XwS3zcOZ+uGQM/XU7RpeaHi8C9/Xg/pOQNrXNj5yAcBoIUD8EF52B/Zl9t++bb6FuaiTuabIT285K4yaY+xdjjP7F6jeIcEPKX/9LxzdcK/zJYfi3V8NWKeZA7gjh5Gv5pZtu5Me+6eD5u5CfAthxMtDxgKiKFmOkjFAKEhwEj9scImEEvsQVxdn6eNn+/ua+aQVAE/iy5CPMBym1+aTEQSgj6ssm0zGiRYGQ4LRC3AY+jWS9DkmWUoojzf3Z71lkYib8mw9+gluCsIBjAOwX+GAZOf2nDzDz0XewdHqdOr+Mr/mqFzGWw+xdPsHzZw+w8Zcr/P77h/gXfA+3LR2C/3kGnrYHnv0CuOu0CUsYw6lVqDdg7iJrx7Q1MKefz83ucc4EpU6hziar0nkYyqMYdV0OvdOW7ru+AboBbDbdjQbABug6FKUtWlsTHrHvyp1549LSzIUEMwfODnwYNffrcOJvoLvUqPkJPHMBlhegozBYhGsutTyGM6uw2fyQoU3jSkEfgTAPvNhIKvXNKCZvTkc9W92E6YOtTtgah20FVA03C/GFKR8McPfT4MUD4frZphdTBUkO/+oVB3jLyz/Fne/7vPKaf7TYcTKo105ZaHFc4sc1rhQkpPiYEDcGSByiDuqtSVivnaDUZiC26cjCxOekzXO+MM3SNSmwIbfBq+Jq85wDsazQOIZ8iBchSRyaOuoq0pkzuulh06LvAV7yU2+nPHgZM14gWC+Cj5QVrq7h199DTC9jvJgyODDLR/IBS4vXcsmBIWvH/54P3PpHHL30a9ja7+Fvfxme80q45Eo4/Bm45RYYtDW+s0Bqw0s2FAvoJ5DNQUwgZhbD1xGEw5ydEKsPQ7YB5SngTqtRmF2H9DQMRubR76YwGsF41ZI1ipEt6EKzmH3MhMgadTwyCZ9s8ugwylncA/2LoduD/m5YPwoPbIFfhnCDEdfCpXDoxfBwS6m7+P/Ze+8wu87q3v/z7nJ6ma6Z0ah3WTa2kGxjiunGkGAIEEJ4CDe5CUkoeZ5b8qT9Uu5NIDc37ZKbQkIgmBISwqUaMMWAGy6Si2xZsnoZTdH0M6efs/d+f3+s/c45GvXRaEaS/fWzfUZnzux29rve9a71Xd8lOVILqgU4uguCo9C7FhLSO4NpG0YsWSpJYTpN/GXE/zN+oW2eKnjAopy2OerB6z342hbFq7Pg1UQnwbUVj331OrKpTwC/dkHP6rWORTcG9VIepQJUtY4uBlgVMQZWEEFVyjMU4wry2JjAoWH8Ncv3mZiBySiYngVGhdRREIQepaUC0HVpM26Ba3tE4wFWTOFGA5Qlkqu+J8YgdEBRN3yA6be+jv3xKCtQ5CyRX19d9Ll71wD4j8L2bRwaLNMV76V6XQvj5XH+y55Rvv/AYxzrjFHoAg59C26sQrcNJ34Ee/ZxqrRrJzAE/kqEUREFNNR6gAgEcfAjMmtSZ0ZDJlqRIF1Qh8Sw/OkSC6ySpA4nq5IVCCpQqAh12fPEjUq2QWwiXGvF5FRcW9ZYdiCMrfGzfJGJwxCfgPY+SAxBely6MiXXg3UEgjxMLYG+W2AqHMjbPwBjJ+FICcn/74LkHkhsg2hBsgtePPREjAdQbtqqSIWK+caNaxOFI1HYAWy3qU/BWzz4xvWK17eBX9Y4MUUyavF7T/4CH936ojGAK8EY5MszbB6/AKDR1NDUZux8FVkaT3JKdT7QeCQM+cgUDjU5jTJv+OEzHgbVg3oZx7FRtiVeqquxEwo3rnCjCtsREZFqXW6RjWS2Xvsr7+HVqzJ8yq+TBkY8WOMFPHm4CL/7ONgupaIN+XWUV20mn5lmhRPj//3lH7HbyzB513Z4+nuwDpnUnvmKyIflPSg191hKAmuAZZL3D4YQs1cEVkGQkEyA8RjMKB3bG17xCER2wXRcZutWJCBZB2p5SRGWKzBdDCsFgfYJqWJsRXgGgQ2OhVMN8Azj6mxqWiUfKuOwIQJeC9QrYOXFaNXXQK8FmRT0XQe3dwID8Gt3wDN5eHgcdh6Ua9k7Ac5umEpDe1b4EtVYeI1luS5K4WsufL8rfDJaEOL4SpiIwuNa+jhsteBgwPtKFvtebdEWUwQBoDQf2RDlqpVUbQ6SgbivhpcxByy6MfDC51vV5GSa1YoMV6CIPPLVWZu5D8ZxNMsFOLUY1xgGOzyebwPFEmChtIIgQKsStopi1T2UqmDZaZw6xCNtM55z/GVr2fS2G7i3WOMlaYvHgoDXKMXjJ8rs/8ed0iI53QqlE/D+Fm5J38+ygUlqD1X4QvG1TKY7Ye8O6E5DqiC8/OMFiYWcpqu2FXmw0xBMhT9fh9yldmQgGL2nDOICEH4uFIcrjoITk+VExIJsMowXBJJBwJObV0T0A1rDXSdAaQ9d98BXeJPIOeY4e7024Zc1OATlCRhzIF2G7jwUi9CyGrZug8090oTi5ADc1gKrMrClHdbE4d4JyP0d5AuQWQLDS6BigZuBahSZDobC6x5HvIlBOWGWALeG124DHTBuizL0OqBbkRvx+MrRCO9bAYkkaF/heBr4E+D/O8eFXYGwEGfRbXovwalKUheJRTcGpcmGETBGzQxyM8DLhGlsGkahHH4uH75O02hZliYU66ERWjJLiIiW+EP1ZA0dn0BHIJIEvxVKhRp2xCJaqBOrRNAqixtbhQe89ANreOx37ueHmSROXTFqw41+lS/uGILP/AQeeBTWr4VXLYNtm7gtV0J99REefPpbjMaTHLq5X2bd7i0wnpdneDrcmvOVGST9kdsDDIRvbGZGHHCmcsiUTB1HRvCN4Q6SQJvcrYInnAG3JsGSqYIYAr8kdGLjZnXJIVK9ktVzInLjioAu2CQLPt64pnoEUZY5F/Yg39ARYzUG4ZFfhU0bZMnh+GDVZMyuURKI2RCDhAtTJ+C7++Ho/vMc5Ew4CDyMPEVrgb8FlsKjnbDfgle4sNXlg9/w2anh7z9i46YhhoIf/ia8th349TkcdxEQJ9TBpCEbB7CURmuxOWDxjQGnMgkNf6BCoxNRgYYWj2nuEzYKn+lmbPYTJVzqcmrxkvEMTByhUIBoHYIUKFeK8HxsAjTK87HqLpadxfOlxG5s2yrWLGnlAT+g1bUJdMDT4zl46DGYHoB1S6ElC+vWQDbDwOPHGPj+ITx8BsjL8+kCtd2NJiSmXt/kKxPhRZU8xAjkkbVENfywKdY2LnOZRh7FhPhDDoGRDqoiLnwEoR6Phu8ZSwliOyak6k9pcNJSYKjzwJCm1K/Re8NzvlgooHtALk4tkZttZi7LF+OQCqC7CJm5HGA2POB54CHgFUBS6h++Z8GzAXwgwad/r8rH3hWnI61wLPjKrS4/86afg3s/Aeyah3O4jIgis12Chhqw8Q5akYd8jhp9i24MzHPp0OiIFEEe6TINQ1CkEUOuIktXi8YwKNGojDVdi4zHYT5nNg+o+vLAB+Gs7GiwsFCBi9Iuyo/heHFq1SoWcN1b/gdfRFNQmiW2RQ+KR/cdgUNPQ1cHFFogG4UVXTB8lOCHj9PPYWTd/xz4vXB0UKz5ALCPU13uRHhxM1/krvCOFBHXv4a4xiZoVkZmw1YarWgJP1PnlMW9FciF1oKGW9WMCeApCKaB5RAsAVyIlCBWCIipCNOtNSpzGatJwBqEoE/yu1gN2TNdk591DXLjcPTYHA5wNnwf+aYTQAYqnRJUPBbAVof//YDPH61wSERhNbDpzzPsvfcTwMvm8RzmGaZDUCzcjHdgRrGo9l2IFt8ZsejGYIIGYxDk64sic2IOGQplGnOiCRaOEYr20hhDJsFUaNpnNXzPeATGiypWpezVC9cjVgWYqkEMrMCDSh6nXMCyHdLAvuRSnlEaV2litk+X58HDj0ItIQy6eJfk2StZuP/79D//JaQZwDPQsRT8k7LWsZCJa7b8V2nWvwkQUa8kshQwZs982xVEb9bECkyq7Qx+fAFIBsJNSAfCO5iNouzOdUQcJpMBPIvqVEDlZI1K/+l/ckFYB1SXiRyaWw2/qNDiBTXwLSFaFY7D4I/meJAzYR/yJK1D7mNCLu7zFXhthL8b97lxt+I9W226bPizlYq33v4SuP+DwN/P43nMEyzEI4gigz6JxEubPYMsjXTaHLDoxqDAqexBoySUQx59syQoINdYJtTYoBE4NI6ySUPaiME0HrjxEIxSdx2pl9GeVPeqKrieHMQr1wg88Orj+MUo2VqeNLAr4uIrjy5LsdKH4uQU7B6GQlYKa1Yvg20Z2HsCvnO3XFyqX068swhuRU5qdozgrOhFvvEBZJY/W+eGc7alENQQebKYBUkXYrUzcwVyUB+FeEaeN5sINeVQipWY9uf4hP38L0rVpFMAJmSZYIcukV+FugWj43DkR5C70G6WF4IS0ihyD+I9ZeRY9Qzs8KhWFHe3Wbxji4UbVWyJgPP7Ebz7380VaQwi4Rad9RqhYQwM5eJq9QyGkGsxAT5jDAzbfrYxMOxCg+ZxVQ1/Z1bZRRqlxyZeYAKUbiDjU4deqwOUvdDIVKDk+9Qq/bQfl7hfoGxatKKoNUv8Mn/1+H4pKNJLoacDNndJLv7jH2946KbB6Ib1UtRTrZ3BAzgTrPDMi4gveAED/lwwqq1OvcHUOgvUFHASgopDzMkweXKSyaE5GgKAMRumx6X0uWaBnxICFF0wsUcyHof2w8nHznleF48S8nQ9gbv7kj4AACAASURBVFjDNcB10LEJnBo8B/cdc9n7xgyrVtjELfjF6y0++Qsvhc+maHx5VwjMksAsDwylIk7DGBhJ+jnex0U3Bj+hETczvIAIc+9gVKdBGc7RCExOhPtNIEa1FWjzwA4j+u4I+K4U4UWULPF1N/Au2VesFKCreV6uYnzr0CjTv/pbsOoOqJTgQ5tg92H48H/A1LdPPaF1S2FNKxxZA4/vPTtpBwVsCH8u0PB9ztS3+SIRIMed4LwPSjwfI1Pdyurlm1m9po+pSsC+/UfY+exBOP4MF/3N3P3P4twYhuPqddARh3WfgofeC+OTooU4OofrOi8qwA+AHyKh9jUw9kuQvB6WpcFz2fZ7NqXPZ4goeGkM7I8m+MRndyLtna4QOMgDa5YFpkdAG6fGDNpo5NTneJhFx+zJ8oK86AuA0fIMkHtmenvo8H1T2WghRsIKhA5fj0K6Q/Q4B9aG+9IuN2uf3HiZHffsgDXXSRHR218B/jB8/z6wT55+Epvb6Fm/nKF9Y5zbbGskY2By6K008iuXMDPPPsQ5EMfmus7tvPGud3Ld7cvp7e2DWDtaOew+Ps7xwUkeeuZ5ysUxnv7MZyE4eP5jjgE/Co/dB0wfgOXdspQfr4lISo1GJPmyIEB60PUDr4ZiG4ythd4o7PLJ+RLSOFGD17TAJ27rgZ+8E/jy5Tqhi4NZErhNr86sDRp1/FezMbicGApfTTo2HW5h7dtMyjFAdETsLLjdEE3Cs7vhjm2/AUhjVJ8ynztyHIaPwNpuKK6EdEzy+bv7If+9Uw/eloRtaxmqj8HxfSLMcU5MnuXny48VmSzrl9zIlhtfx41bV7NmQxeJVDuReAd1pXCzcfqWL8FryeDWK0RaNnK0UmCkMAVHD8Hzz8DIDqByaj9FD/kSAhoU0sIwvAWYyoft3JB14SU6QBeGHwKtMNYmqrixOvsLsC0LI77QP/gfSXjDf+aKMQYmNmCyCPFZmxnFpsno1Uo6WigYh7uZuRmjkc70EVFepSXYProTUtcBvT8Dg9BiB3xjfJz60aNgTYv00bYWaKvAI3sh/x1Oy9ndsRqKQzBwEgYvvivugsLJsfqGGOvvyrBmWyup1gQqGmdaWRQDxWA0Tn8qRm3Damr5MnsG4xQKRUgNC2kj0waFPtAHG3JQJsBjlGbKyORsMIDMeueKj847HgduB7Q0jk3a3PU9j2PvdNiclH4MrLCALQt1QueG3bTNTonN9gwMH3+OeMEYA4My4o0mEYNg7quFiPfqSXDysMeD1Ntu5otOnNcCcX+UPSe+BwMVkf2KWtBehuMV+MSfc1rAqQMIxuHhZ2UwzJZIusKQbod12wqs2ViC+ASBE8N3AqYtn0mtOe4o9rg2+1yHciRG+eYeGMvBibqIqLRkoJgGlQC31OCM15FbYwzEGA2LvB9Z5yoWMF5XQYKKW8BaCoM+U78f47k3OvRGwbbCc/pgx5WRVGjOIpgtNmszAcQ4LxqDi4VG4lXN/AOTyqwCY16oG/QLv8GBwi7gJv7wC78ND+6BzK/DiVF4RRK+ejd89V5OU0VclxXNv6cGG52BrnC8630ruOGWLhKpe8k7U1T8jSjPo+72YlPlkH+CXTrC03oCHw92Pw17noVjGTg8LWpGuSJEIhAtS4omyellptBgMo6Fm9FJWDB8W05oeAlk18DBAW67aQm/cl+GjyxX8oB8KAJ/fwWInxhOgaEezzYKzfUJLxqDucHE6M0SwUe81gRhQPO6FnynCiOHgJukIm9ZFnJDMDANyVa490FOMwSbO2HPqNxZY11mM/6uQMRsi5iOEfPaqAdTRPQwtWqMkWI/e/NP80RpD08UcmIpJ3149AkoJSHfBX4NKjWgLPoK0OCKGyJIc7jEFGfayyDSCoUxmBpcwKsFsT4FyNUhHoX+aT75QIyPvDcq311EAS9f4HM6A4zbal5n/9ws42DenyNesMaginD1TD2Dec8whGPv+i0mvR1SymsBtTi0tEFhD6zJSm+A8uzpzBZDAKc3WbjC8cSjR1ix/DqWJnuxVJppxhmrFXjw2DTP5Qd5PD8E4zlhaU5a0F+REuj8eKhPkhBtQystpCIrbJji1ITeeSY+UTEB9R5IrIH0SahMIU/0swtwxY8jie1WyHZCuQifT/KTn4lgOYpAAdy1AOdxHjRnEZq9gdnZBWhkE+aIF6wxgEb7dlMB2Yz2bX2sDR7mfh36+LGYSOT0xmSdPHqmPFiTL2xz1RgCgC99E+rxB7ll2xo6OpdQdrIcnKrx+V0DTFcmpRX7aE6M41RRgn6GzKTDXE0QCLWzHvpbfuh7GRdsNhxPGqj4aejultLlSoaFMQYAzwC3wfRSaeV2osyvjWaJ9NrUIiDVZYuI5hSioegauq7V9J4xAMZLuFpJR1cKTrl/PYqb1q/jhNfHjA8WLJdkdGoC0kXY+dy5d7ggabL5xVe/myNS7ifbUaGgoxwo+kwP5OHksIihBAkRNi0q0Umo+KKa5EREJKKqhW7sxkN1JFv0HGtNVlERtmoH4jlhfQURafy6qhWmEzDwcuAQMHyZr/ge4DYohepR0QAeKVH/qTSxKFTe2L0A53AOmKrE2SlF4w2YbTbPYI540RicCR/7KG3pJIcqCZEHs4G2FJSnYGwExk/AcHyxz3L+kYOvPjhFX7eLjqWZqAUi8FhMS0FRgOgg6FZItYlcmh/StkolxM/qEIWkiJYuSsEEp1RQapqChTVZUkSr0gEnkZBtYD0S4s1x+QMuu4FXAjERm9lXQ79RoxwlzW0XE7M9gzPFC5pJRoY0c7l4BkqpTwM/BYxorbeE77UB/46Ugx0FflZrPamUUsDHgTcj4bP/pLV+cm6ntki4CzbcdjM/rpSo+ytg+puiHZJaAgdPwuEcTByBZ+ezqObKQW2qzuEpox5hI2yg5gHpABGY7kOmeMPjNCViGWmyUqvI3+kYIZXndExMQ+cItB6H2DpQN0nXp+EJieYuSOT1XxGFpLUw1AX/WoI745Q3xmGle74/vnxoQURn2hH6cVv4XrOoieHWm1Ec4ZLETS7EqfgMMLun9W8D92mt1wH3hf8GuBMhmq4DPgD8w9xOaxGx9Hq67RqOV8YraYisl/cz/ZA/BOURyF6bhkCQQPJZZpDPHpBGgdIUjleRoocaM9oBtICfAT8BQZSzIgdM50WU0j0JziGgBN5R4PB8XtR5cBAYh9owHD0AT01J/KP9EnzuS0VzdZ3pGmy2SNM2m3TUHFC8SJz3arXWDyDfdjPuAsI6Xe4G3tb0/me14FGgRSnVM7dTWxxsev3v8fx4nk47KsGyQsi/r52AyQOgjou8wDWHNDIVpcLNPHnGV80gxQXtiENoITziPFJLYbSpFKfWihpx+zNgDNgzAgcmoF4AvR/sY5AyfdRsZLF8udGPXMMAtFTggSMiBBM3kaTMApxDE2xOneWbB33z1sxCpPl3c3MNlNbnDz0qpVYC9zQtE6a01i3hzwqY1Fq3KKXuAf6X1vqh8Hf3Ab+ltd7ZvL9cLjdz0AMHDszpxF/Ei3gRZ8e6detmfs5msxcURbjkAKLWWiul5lyJvn379ks9hXmERd8//F+cm/qw4hEO7/gdkuuX8+P477N93zvgs8cl3rTQ/JgLxI4dO+ZwP02IupWGf5lC3P6wB8GMzI5pcj+JuPEmMGiE5JeEnzdRrCINadsi4mBOn/1cVwPdSRgqii7JgiEOvAG53gzEe+DLvwjRTnZkn2P79oeA/7Iwp7ICcb5awq0D+Tp6aGQXTJzAKP86sCOzg+36ZnAssFJMcfEScnNdFJ007n/4atQ3BhCtL4O+8L2rAxtezlRKU1VFjk+NwJH9uEFYWZM7LkZg6Jx7uAoRQfSyzMBPIWv/LA0jYfiwiga1srnwyhAJ8oh24/OI610I/66Fhg77OVzuw8CuoqQqO+bp8i4IZeBp4DlgAsrPwDefhmw4PJYskLaBhdwec/vN15KiIWxypnjBDM8gArYLzjniNOfAXD2DbwDvB/5X+Pr1pvc/rJT6N+AWIKe1vnqGT+cgyZoikqvgPfglCLaSzAWQBCuykmDk6Dyr8VwJMJIyz9CQ1zWLUR+ZfiwaYvZmMdtcp5yk4QlUmv6ujUZ7XLP+TzHTNPMUOMBKKFbgwG+CmkQ4oscQcdPLjePh8VIyqGrHodUWJ+j1a+ELl/nwrcjsvw4xAsYzMDa5hTCEY0ka1lIQU9KpWoXD2MqCHQFnbmnvC0ktfhF4NdChlDoB/CFiBL6klPrPyLf1s+HHv42kFQ8i08cvzumsFgv6EC3VSY4PFeGhh+Adb6Oe2wu9sJpVHMwfXewzvAyYojHLT9KogzWt3owQXQRZJkQ4tdWNgZGJsWg8yfGm/Zha5jNlYtzw8xEkBv026HZF+EkX4f6PIkmty40AGBEl53R74+2XRC6vMcgiAtjdiP1Mha/p8HcmjRhBpPXM1xMx5xzOUJYlm5qbw39eY6C1fs9ZfvW6M3xWAx+a05lcCSiA07KEcm4STnpgtdIZ6QZgTW0lB6+CgqNLR52GuLwZwCafZeplNfLEmvJDo7BhulWYZLimoWetEc/hTHrrdaS35CpgHbymFZba8LaING4tfACe+Mz8X+oZUZdzHDkZ0qqB3stIPmpDFtOdyCqqHbm1LeFrmoYxMHbaQrwD0xvAfE2uK8sE6zIZgxcSohHonzwsfQLbIlC1UTFJbVXHr57VzqXBzOamHtb0XTODO0FDjcQYjgwNkrxZ4BpNarNEMAbmbKJ2fcj88gr4uSjcaMlHTwI39cITM/WklxkVOc7kBDPLoBYTEJ3nNWIHIs3YRSOsYmIGzU1STJGSSyM2awGuBh0IJ6IWvqdChZ45YBFZFVcebrgpTU/1WRjrFzXjZ75GfEpanQ8XrtAUwrwjQoPiZn42T6QJZYdMQ9qRqQsazfBsGoPe1IGOI0omZzOoJhPRCRFH3OVIABkNI3X49jALN29NAvtg8EkYCWsqnAjwq/N7mLA/LEsRVXyzTDAGwXRNalZFbg4ezlCVNdhhIYzyQ0MwNz7yi8agCTdtamff4D2Q3SN9TytH2TN5CIBiDXn2z4RrqqO3WfubbhRGpdmolGga7WnMFOWF7xtacrOqs0IGWP4cx1wBLIXOCNweiKR73od9PvzAg0HTmHIhEMY0JvbDaLgu9B245R3zexhDLc7SiBMYIROTvDHeQHNhUrPsWXMlI4Regi9KXHPAi8uEJrymdQP/9K9HYdkeNrxxKfueGqD440PwCij0/Axv/uTf0JXtIZ/3yEwU+ZdfupVvfutDbFwxzE9G/oMJF77/JAzlYGhECHYmBu+d+9CXhFeu6qOjTUoBY91QuaRCu2lk4EaRJzZcQ88sBwIa/RyhIdxgBn6NRivcSNM+z4WXwKYUbNXQWYHDeWkf/7yGr08hqcoFxokDcHhA7JSj4TXL4LF52ncEaeOwhsbyIM0Mk/uMBiCiJFOgXBn0qHBJ4MsyAaRkPJj7k3bVGYObgDciy61IL2Svh68dga/NpXHvLHS1rWZNDQ59BaZu78HJDuD9QH4Xv/4GIj19HC3GWe1GuXf/GMTu4Fs7v84NG+7A7YOWY7A9CYdy0LFG9D7GfXDb4XA/VGzIHUXGjcnezYPmwZZNnazYJKzvj//9hzkwUuQvfu1fLmGPGlk7D9PoY23E5pubvhoPorlczvSxMj2sLmCWcm3otaGrCtECTFRg3IL9CrxxwtbOCw81BWSgHEgb+flClkYoJhW+mpKQJE1UYyWbrUA1Bw3Cex74UhTmhfe4VhOvQM2tOOGqMgavAv4aMZ4VwI+Am4FXvAvaPgqfvsT9pxLrePXL4NAuODnk8NNrXsE3Bx4CYLAGu0s+43mPCd9hcNSHtrXsOfYdpoMCqWXQ0peldYPPmmoBKwGFqnDuAgdyKyFXgONdkIhDPCut/yY1UJM28ZUpGPWgZkNHCmJaqoQpyvdbcaA0BXYJkjEb5TvEo0n8/qfwu6R8ZPuaJazsa+Uv1v0LzAvT2wg4JhGPwMjIBjT8neb6WptGcZNJTZ4HGyvg9kuLK0/BE10wFMA+C7GWC7VEmIWpMpCR3pDROZYCngnNWYLm5cBpJctN6wCtpFNw8/0MNHhBI+tRrUr5uDU37+CqMgYfBrJtokERtEFlEwSbgS74o1+B4ielrnqumDoxxFQU+CVY7Y2wxF/baMo7VOZgvgZWlMk2DR0+uDGGHoVieSuD8S8ymsvRZkMtCokYlOvSUgEgvRJiPnQth1iL6IBEtfQR8cIGybUc9ClwVYTAs6gXK3hFsFtA25BMRIj2RtAVl3xZUytoHB/0ujYOKWm4+u2n/oMgu5VXvu/l7Dn+HOOPTc2TcJAJCJqYgokfNAesjIfgzvr3bEXUWXCOQSwpFaHeCOzrgH0mxnAM+NZ8XMDF48AgsES68y6z5ef5ULc1M39zfLZZysxRYTjGFfk4S4dLAsIlggXoUMDTg7of2uBKKEs/t2F91RiDbcCSGKh0eL122FJ9GrwyRKfgD94G//61s+zgOuCnEZLZ58/8kdHKNE50DR/ZtoYWawlP7Pomm5aHt+jvPg1bPgxrN8BGG5ZHYOPLGPoe/EP/UnJLf46nvX/jtUg/0WhdvreKD1EP/Dy0ZcHOQGUaJgtixLu7IJmN42uXcsoj4aQJApdquUYkSBJRNlY9wNcW6AS6GKDKSbo6k9hukpibYOp6he/KbPzYwWkKLXtZ1b2BB/c/zJqfWsktH76R0Ykxvv/PD4mA0JxgZiWTYmteIjSnsoKmVxOAPE9HKPs45ItQr8FwCsY3I0bgx4glWyTZqJMhy37UD5MmbcyLMWhuGd7cF2FGrMQKf2+FxiA0BDPGF9mB1uEgoGFzPUKDcfG4aozBB4GxCpy4Hjpq4ExDMCoS/ZYPncchreA3gT9v/sMowo+0aLBlfw7hwT9+6jGeKD9Nx5LbSBR6+eO/+jMJ6DyBuCS774P4w9z9y//OVtXGU3tTLP/up5nsejeffKibb+/dDrH/xwPpOnEbxkrSWyQZQI+SJeeyOIwdEjWw1BIoTsF4CRK1MjGrjK8g7ZWIRsCLQDYKdtylXq0TsaMkrXasgk89n0B5HdTdpURW34L9lndy0M7ByTHGbn4HvYV93NQ5wrtf8n5+8MjdPNl/lJ9/09v5n3f9FZVqiapayhcf/Q53//WXpCDoguQZjGKkaXhvxPbMw9nMJTBZhQt0V3eG2gUDiMjs2Ecu7O8uN/r3A3fA8x7cajFv5dSzxvQpmUCNCMnOZG20BAit0CMIPPEGfKBamaFF0I5kcKtIy7o54KowBqtokFpL0xLWcsqgxyAZEZe8dgys5WfQdTBpbo08+KuBSVjzMTj0DkithcJheS/qT/GTZ4/x2L9/T27ysiynMOZ2vJsffD7KpFvkRMnhel7DUODx/KQDxTwcrHPQAZLgJKDDglQNiEJlCEZc8WjqCiqexBTsiiwZXAV2FKoKYlUolKGeBlQd3wNlV/F1GW0HuFaaqJ1ERXtozazlJd0ZrtcJODnGf9/2Nsaf+wkrrIMsb1vC6zes4+aVebauvItK+SQRK6CjfQO/9dY13LByE4/tPMaXfv8zF8GnMVWIswf6PHTIXISkwTkxHsY+CrXQYM5TJr5OI5wym54RAKouywLtS5CweUnmeQ0uVyncyogxMM0/5tiQ5qowBltpcOKGqjDoQCqUzvOqUKkIJ053wMfOJDxyGLmXGaQe5SGw/xB4C3jLgefgjW2w89A+VqxI8VglNNX9zdTZt0DvnXyuv4OlN/eyYqhEjds47hY5rFtBD0k6fRDIgtcKUwqqPpRjQrX3jsFkWaT2EskwWDwNZR+wIJKUwLGroeJCZRKGfTEc2SSsSB4lYaeIVFOkax4dh6v0Li9T8zVviLnsA+5o6WVv4RAJcqS5nm1b/oRC4QAPPvM3vHTDu1nasg1lR8jG+3jvre/n7Vtr/MY7f5k3/e5vUvjmsyIy8iIEuU55zQJFD+nM/MSl79d0mjKGQHOqt6DD/wV1cXvxTqVxmNVXqCw3E68tI8bgTIzvC8BVYQyyyDirAPk8HLDAPizqY8uBzpSsMPeezTs6jgTBNUKEq8H+I0AbVPrh/T8NQ18D9TIYb90Nm9pg7+yd3A+D7TD4szyW6uHOSYsqVXK9LaLzN55pFHLnZKuE5zyJeMAuIiIchIMfG1KuiA5HNMTTEIkCSoxFMQGpsGrY9cT7K1cLxGvT4Ndom47QFV3B/WMlbugR/nzU7WHty38BalOMje3DU3ViLTezfl2USKKXqrKI20lqvk/ETWLbMZa1wwMf/yee+4MJ/uLz32PXX3yaa7BWew4IvR+rACdszs46u0gYKkeladM0WtCZpYNda1CLTYjGxHHLyAyYp2EMRsN/z5Ese1UYg1sRmxwgefqO26Vj7tBeuYe5Aky1w//dfZYdmIyY4SJsRQauhpV9cHwvTE9Kam/b2h54ax/snT0YCkhAq5cHfrCSSNFiOS6HNiJuXa503iVyQGgIkGyVDqBWh4Qn3/vEeCgQZgkbN08jdNbjQGm5cHEy6gRFeyV6wKfj+grveF+KHUNF0oBCkW7bilefoi3Zx1RxmFisjQ2Zn0brGjVvAkfFsK0USjlYlsJ1YGlLjNUdq3jjH9zIYz/zFt5654chd3Vp2c4/QhnnTg9KDjgb54c9VkHiV2YmLyFfdLP6sUaKkWbHaw0ZtIw8IAUaxsB0sx6d22ld8cbg9cBLboJVfaDWww/+Ep79jhRn9aRgfejV3j1+nh01Nz69E/h1+fFoFI6mgBJ84H1gFY+yqu8ujrCP0++qFMpEY+NMVNbyXT/Dt8tlQEPt/LeyOSZuPMIawhU5BYF8NgVELEk7Kg/GBmG8CjUNK5PDtLdvId29gr0nPSZzAWmgVtHYUYuaThFNZIjaPYzUShRLRaJOhM7IBoaqHmnbJqJtFArLThNgUdcOiViM7Vtu5KZf/iBP/eUvn/earm2YBjoTUInDDWmYL/s4jiQnLBr1BiY8YAKKxjiY7IOPeAUmEG4Gv1nZDSH26+jcTumKNwa/ej2sfjekuiT49oc/AtWLMI9sGST+CHzkhovY6VfgnZ+AQh5ubwNvAnpTMJIENwYH3VGOpH1SN76OwoOmWcpaWL4J3hSj1HaYHft9dnz1pXAsAc4U6Bvn9bpnWr2FS58cMFlpJEWeLx7klq0xWl8apVKzSeoEAH92zOLNqxwitkNWg47F6Iq34yhFSWsGtSZnQxKF7Wt8P6wz1BaOVuwva/ZWXH7uI+/lqZ/U4JEPzut1XV14QF5WV2F3SaLX84WDNHpI5BBjkEa4XYZrBKdWk5syEaNkn0OMgTmtJxADca16Buu3QyQDypYAKxNCwFEF0HXZrBjsvR42XQi5JgqshkfHYHMXlF1YvhqWt0FpEJ4vwrj9Y1754V/jwT/9Z2YCAastUaE5+DAkR6H2FCzfCM86EHFheR8MxhCTfXlQpqEzHAAjPzmOd8jH3qyouApqwlL8fsXj9rhFp1JEtWaiWsVTNinXJhX4TNUtBrVNWYOHRdqHSRQ9FjyHYpdv0aNsWNEDj1y2y7l6oNJQGYHxeQyuToZbc3lys2fQ3DLNMLyNQn0x/LeJPeSa9jnH4CFcBcag43qw46GhtJCbMSYCOFqBqkjTo9V/A3sH4R3vPTOTffsboJ6Ep3cAuyF4FYy7UIyD2wljNRj0YH0akmqELzz5sVN3cHi/bAA8BWhY/mFoj8PSADJJ2LOOy90n0Cw1HOAJ/wGGn30X0TelGKgGLAXKtTqxmkU0oahqSClFTyxKTYNSFnHLpmCBDhR+AGO+YtoXCnRJwT6gaCv6iwqWXAEtya8E7Pwu7MzC6OPn/+yFooy49cYAuMiMb+xNM6mzuXi0SqPRVB4xDM1CVZeAxTcG2xEdyjPoVqyIghOul7WxnCbFEhb4aMRT0GVY8xr49ndg5Z2Nfdz5s/Ar74HeNBw9Av9wAO5/DgY/Dp1vh8FeGc+ZFPR1w8QBODrsMXDOGxsHVsAtEeEt1EdgZAKwZB1o1njVM1/XfMADDrCf/feMkvpvXQxH5c3RaMARDRvRDNU9lmlFq+WTti0SKoKHYgrFPg0/rkHeE2PqWZKlGaoDBQ1HfPj0Cz2AGCoc/dMPYeBR5r3D0ziNgrUYMtgrNFjczenE5sxDjgZ/Zh5PafGNwVuRMsQBZFLdw8wF3vZSYeup0Hpqjdw0n4ZeZwwCF8hAUIPWNfDgl+HLn4WerfBTb4dIHGrT0NkHd75BjAGDsOvv4Nkb4Ml+WNUmxWNBCQYGkcxDirMQOFykamxSvpyYD4kpaSLqRmGq2lCvjXFmjs48YJxBnhwYZkthE8NRCUl2xmuUdcCUn2K9a1MNfA5WfJZHbep2wHOB5uu+w8lAMVBXjJbAKsKUlkJBfGBUw84SlM4Xlb3WEQ6PgR9dvkOMIAPbFC8laLC3TZTZGAOTUjRpyXnGohuDO14LK6tQn4bDm+GpJyG3C5iAFWuBWhgbcEQEVjf3kmvqRKuTDV2HDZvhv/4+YigcIf4cHpeeoYlu6HHDGRAIjoprPNEJSzJSSXhyjFOVwAFWdMMxIxRwGFCQvx+e6IT+Q3DDOPhHGsGeMg0xg7mxQy8AN/ItTtA96ZFPKHDADqpstjTVWp0xR2MFdUbKdZ4ar5PNJNjt2vz9iCeuQN6CnIJp1RAwqmjY58HOPPgXr71/bWEeKxXPhRwNRqIp5TClIM16MR5NkeX5x6Ibg9/eeAsRPwq+Q/Uml8E7xxnL5xidHqd3eoJyAaLjMntpl1P6zWkN1MEvgt4Aflh2r2oQzYr7O/Qk/J//DYc1BG+Qug7/VUiHSJAgzDMSgF2dht51kLJh45vAaY3w2GCY98sMi9BFTY7JpkMw/mnoaJVOwzu75HPNKUxoiFVeFLoRumQWUW4wahffRXzI1yNkiR6GUcVMvwAAIABJREFUWcfX/7bMhvelYRl8otzKL7RrJvyAgYlpnp6u83ARauUsXgywPRi0YMKDggsHLRhUkp1RwJiGe6aRyOEnLvbErzFcF75GuWwj0KAYbouIRTcGWDEILJQq4zhlWlOawPaJxbNE0hPkxyHliTFQAE5oBKoSJwiqECwFIkLW0lqUogMf6lXY8TX48i74qW0wPAiFiEx+Z8LePOw7APEbpFhsbE+NhJkcKshEkUJ0Ah4EXvYMjPWIOId3FlmvOXkFhu22BBHJy4U7ug3xEW8H1mMKWXZ/VTN9i4JlUH4W/nGLkvVVwYYTYzCsYNKBqYgUTNynIQjZLMMuDFuiI+AHMFVCIlvXZEPJi0RL+Lqeyx0YvhKw6MagRhlLK2xdw8Il5kaJBRFsfCIBTGVlLW9NgV2UuIAVlcm4PgJqOzibRN/BDqs6tSdLC38KvvY98diPJuF4AC0aps+SfpkGyMPUwwjPuQpVo/dpSvmbPee9QHYYlt8GJy4g2GZaYpnU0FkxSiNgMUUjIvk88mDmERekE/EYqhzf44u4cLsDQ2VhRZ4IJEUSKUPNh+ctSKRxB5LUnzFdlE0Oy4StbRoCfS90mC9/bgKjVxsW3RhUdAXt1YgGATYRHFwStkfdqhC3oBaXR9+KgjMJahDqzwN9YL8GIhvD1KyJvPqSfaAI5SF4ICfza3USOlqgPM6FVXWZegYjmW+aCzdjCtiYhq5BzttUwfTFM13Li8iFRcKfT/EgagiNzEZm6TJiEh0aNauTNFqeeXB/AB8BnqrDCksotJYPQQwGLCAKSxWkHOrfKNIQMm1ObIeyS5SQNmkvdGTD14XoBL34WHRjUPZyWHUfR3uYtbHtV1FBDduX0u5SElQMrDp4UUjeDom1oFNQN1VcJlAXUjb1BOT3NMZw5Xmh9dpw4d0fm2dvBwm0+bPWGD1rYGjy3JOHhYxb07Hc9CVxkTFeYKa4qQGzRjW5ySISSxhHLJXpixhGl8xEPqjhGR/u8qBoQz4uiip2ApY50KOw3g3Bp6ZpEOINDAk+B3zyHBf0QoHJplxiAv8qwaIbg1q9QMRzUUEZV1VxdIAdaGyvjuOHJ2iB74LXBaoDgogQZFRFlutOOD51SNnUZfAmoXCikYkcqUHkkIjHdAYXyNj0gHw4yjM9wBiMzqrbP+ZA/BZoWQ6DD5x5P2bijYU/m1fPEtEKk304L9YgfPn7EcmmDQhRw4OJcFCPBzDgwY6SdIWpBxDNS/ljIgWTNsG4Ec6oc3rt7CTzUqZ7TcBY53kRk7zisejGoDydw/IiYFdRyscO1/4RFXaK0qEYd6gU7XhQ88CpiRqUE6bELC1pRV2EICdyeifHG7YdwCrPIZ63You89m2C/hFIH4R8U5K3sBS23AVjw1Bph8NfPX0fPlCxIKkgkYa2NGTSUElC4aAM1ox3eibi9LtFgjsoUUf0y4wCcRpOijF4Tb/Ljw4Ewn1fX5SPRAKIFqFbQzwKjyhCgkT490Z1t4Y0YP3bi71L1yC6ofcli30SC4pFNwa1mkdUKXzl4xkjoCQjoMOCDR0Gvy2YUYEiNBoWoUScL8uIGRZXBfSsIN2cAvs9YRAp2wPTFnTVIN+ky374JFwfg1ordLUKBeFMqAZQdyBuQyQFiTaRNhpfBrUyuFMQHT1PBqtKiUPAG5AlQil8DUUQgB8tdaQ++uk4HLNFd82twagl2cIWD042d+BornaoI8Xwp4k5vAChIHuO9vHXIBbdGAQ18NzQ9Q69VRUqQyurIQprjIJlN3QiVSgaixJuAVWgIN6BHypHXTLsML3UshrGohAza+qQF+odhMNTQBriK8++nyoQ86BeEsvmZMBx5OStolxQYkw00M6KIUxWIYPDNDlEBM40NyWUV3Igm4JCTtZUVqidN1EULbWoA1VT9mT6HQRIRPRP5nijrjUkYMkLq+HY4huDesgqDMQAaEuUqQlC3gDyPoS2olkxGkQRygfyIe9gKjQGZXDmQ1T3WDjI1Aqwk8gsbOpEw6jfgWegezVEzpGmMKwypyzyybUyEBcSkK2hosB2IF4PhS1oNDauEAoflJDo536muRFp1mcKNUKDWtNhJZyGwx44FVBlkdMmB1MtSEFFikZbX4UELXbyosKRgYK2RVJlXiQsujHQ9bC2IFSE1qZ3pN9QibaalgNWGB+wacjD4YGegqAI/jTUpqQWYV70K58K9QzSy6AlC20pyQBMHkWCeBUo3AvHXwHRTefel+GVJwuQ9CAeXohdlHV9JQqpuoxrowCrkHFbJawoqiAFHBGEWJAN/71ajjHtwZbw86k6ZKswWYR6DtmxaZHW3N8bhJR99yXdqmsLbRAcXOyTWFAsujEI8lJ3gAO2Jc1gbA0RH+JOo8GMrRsTpRNIfMCugVUJy5iHIShAdQKm+2HgoLAJLx3hTJnJwvVZaGkHlYXBZXDwBJLmy0HtXhgz8stnCxwAI2moulC2oC0u6/lEHdI1QEsQcYqGQWih0YevSljwNAp8Hyn3fHv4oa8AH4FH7oOj6+GuNJTKkmq5tQ+yq6WH4Y+fBzrgVW2ixLpTiyvFF8J9vghYAtEW+Nrd8HsfXuyTWTAs+qLIqoEbBv5UTQhDVsiXMT/bdWnMa9fBrilUVQwAZSRGkJcMQj0nOob5UZjMw8R8lg+XAojGIJWCtlaIdSJ0piQz6blcjvMTDlog3wLFDpgOu6rEOsBpE0JFzWrswqdRr26KWU7BIBL9NwUbAD+AoUdwdAlWBJDwRYa5rGAoiVAra9CqYUcedA6hVe641Dt0jSDULF+9ZLFPZMGx6J6BFaq96lAF2DiuKtSCNAFEFYSBRa2lirEKQRl0CVQJvGmoTkFhBCanYKIAw/NZ+OGWgBhkHOhJQqkbdq9AlgolYBoq47JWP2tGIOxgHCQhZ0GQhpYYOC1StqkToNOItxHGAEwNu9HVPw0nENaSoUc+CyzHG5iEeEJ012sKqhbULVApuWnfqCCchb1IocV8tRi+2rEa6INNW2Hv5xb7ZBYU5/UMlFKfVkqNKKV2N733R0qpAaXU0+H25qbf/Y5S6qBSap9S6o7znoEnvQYDX4KCSoexAppiBZZkFmaUYn2pP8DUIFSkf0KtCNPTcDIPxyfmpRFWA8limA3woDsNyzM02uea25iHyPmq28aBaShWoRDA8BIYXQrDK2ByOUy3Qa379D87aywrB/QjXgpINWMc9npQSwiXYdSF8Qj4oUQbBYm2cgT4DpfesvYawvIMvHwjZBbdaV5wXIhn8BmEhfLZWe//tdb6L5rfUEptRpqXXQf0Aj9QSq3XWp/1UVaetNirOWFnIStsJGKFwUJjAEIEYdBQhYaAqmTNKiUo1kU09HhJanXm3FbwTLj/PnjVu4UrkI5CPIBVS+DIambaYJGXeAAO51YzGQQOQqEF/D5IOMKzLqmQXx1DUoYX0qUoj5g9U2G3GmiFQ1a43/CmooTbnbShegLJSvwp8PQcbsa1iCRE2iGzEdrWy7r0BYbzmj+t9QNIZ/ELwV3Av2mtq1rrIwgP7uZz7t8XwlBQB68GtYq8apOKCzcdhN5DPWQahmKogS+t58p1mK7DuAP5qEyK81qE+/W/gf5jEsxwtMywvS2wpBvcdqT4ICL0SOIXsMMDwFEoFyBfh5oLXhrRTeugUSFl0BT5P+VbqyPehuFa9iOBBltWDM8HshU1TPlQtZGlwbd40RA0oxXSMdjYBt5S+Oc/XewTWnAorc9Fcgk/pNRK4B6t9Zbw338E/Cek6ncn8N+01pNKqb8FHtVafz783KeA72itv9y8v1wuN3PQAwdeGLzvF/EiFhLr1q2b+TmbzV4Q/W6uAcR/AP4Ymbf/GPhL4JfmsqPHd2zHyYp0YDRML4JkEVwLIhFIuNJ+zPHByYNdFn0DpyyBw1IRnnganjkMj/eLdvF8YseOHWzfvl3+sfbNcN27YMVyyS7kx2H0JAwcFc3AIyMhyaEUuuMX45+002ADznLGDAnJSBDUw570RJG4hc2OHd9i+/b/jqzQlgDvQb6iAeBeJOW5Dwk6Li5OuaeLjeyrINcDqxKigFP+7syvrqjzPAdmn+fU1GzdvvNjTsZAaz0Tm1NKfRK4J/znANCsr93HeQqGHdVEim0iGGHEd+qyRS3xzqMhv8D2JEVfr0GpAuPTMDp2SbLxF4aD34a1r5GmnK2touPutIDTFVq0TNjUYUJYf0HAhQ++cwiQGkntU94Aya9qGjGKw0j8wLRbqSIG6T84XdjxRQBCDY+noZyG8lcW+2wWDXMyBkqpHq214a2+HTCZhm8A/6qU+itkeloHnFNs3rFCNqEOyURaCEaWHzJ4FXi+KBlRh1hRqg/tCrgVyUTkyzCUgxPlCyj8mw88+hDcmoTupeBmJKDYEoOWPFTDttC1KYhloJKFfJHLWxPfLJXbj9zRYUS0cQ1iHKJn+LsXwVrghluF+3HoGAswnVyxOK8xUEp9EXg10KGUOgH8IfBqpdSNyJR0FPhVAK31c0qpLyH8WA/40LkyCRCyDsNKRUuDHcim6syIm3iWyPP5vngCdl3S5yqQTN90BYrheFgQgaqpr4O3GdK3SQfmogutUVAJmC5DriacgbIvegWRHNQWMo9/FDEKS5EYbpbLLuh5teKG5fDKdoj2we++sNtHndcYaK3fc4a3P3WOz38U+OgFn4AjhsDQje1A4gUqrL3RKowjhCnFYlHqfGxfMgnlqmQRamkR80mWFsi2/+ALcP3rINEBmRg4rpAhqjGI1sAxnTRtIAqDh6E8xyZ4c4KPUJSB2J1QWceLLMNZ2Ay8vBuuXwOkxMi/gLHoDETXjuDi4egAJ6QfK1OAVJaJVWlJPdZDYlFQh2JJUorVghiEaAy6usCdlqa5/VxYln7uOA6f+z9wy3th82aIxSESg7gHbVUoxWDchiAOzlJYtxJGH4Kj+2FqGPwFlNKqfAd4M/BB6J6A4X9buGNfidiELGBffRNsXgvRg/DKF3KDWcGiGwNH29i+QgWekAl8LVWLoZ6h8hvGgFpYt1CTIGIQko5UVRSQLF+4ImkkU3/Zi3HH7oETK2B9D2Ti4h1YSiSY4wFEEmEwpAqVDEzmpDgpvRpG90NxodKq3ZAah0IbDPcAr0SKnC6UPnINIQOsz8KqVmhZCyyDb39xsc/qisCiGwO8QEQMFASBFgMAomdAWJsQNGIBtpZ4QRB2n/E9iAVC80koIQiWEepOAeHnXVbs+hykemHD62Flt7RkUmEENJoENwJRDwZ82HQb7EqJ2ILbAqUuGHj4Mp9gG1idoiGXccBOweR1iMkc4AWngnzjS6BnKSxZCroFhtvgEw8u9lldEVh0ArYVKJSv0b4WlmEYKDTiJRoRBtKEMmihYpcO6xWscHNtiDiQiISGAekqcPkxDbsfgOIJGK+JMbAckTRzk+CkgVap03YSsGwVVOMi7ZxpOe/eLxnxTmhpATstEghJD7k77cgdWoBzuGKgILUR3A1Q6ITpJcLOfGGIH58Xi+4ZWL5GaXumCEmZdmSeeNgQdkki5CHYMtaciHw2cCGIQtSFdEK8dK8qJc3nVBCbT+S+C0f6pMPrupskblB1QUVFWt0JYIkHhSpEeiS2cFyLctLSPTBw5PKcV0cvLFHg+tJu2c8JFyLZDkXTIGQNUrB0jS8Z2pU07+xdD8kOcGN0kmV0aF4rWK5qLLoxsAMLCwutFQolxsEQbEIFMBM/sAIxABbCT8CSTINty4Tsaoh4MtZSHhQK4gxf9qUCwOOfgpQDiS3COxj35OR8S/KkkYhMyHlX0pGVMoyXoGUlDA/L0mE+oYDVndBegXIN4q5Uc+lxcZ2KZRpdYhfKai4iOhxojUAkAyMxVvaleXWih8/c/cKrQTgbFt0YuNpG+S54AZauo/x6wwCYQCIOSvshU1HPvO2G/RVtG7I1yehFXTEUcVcKmSaqQrdZEDLSD/9R0h2v+yVYuwk6Y1DyZcxNZyR24Pjirrdmwd0IP1oKq94Aw89CoR9hC56BwhxxoVZHCphMIZShLs9iLi4BNnXCJlv0C2ou5AowdAKKftjBdhrhHlyjrMQkMmskXGhrg+5eWP4Sbl26iQ8s7eW79z3CZ/7nzy/2Wc4vLBqd+OaARTcGtlboQMprlbZmeorMdEcKQBNAoFFBU8MUq8FQxJZ2ADpcNniuiALHIyIvEFnIC3ro81K5+Ob3Q/pGKU0ObFFVrtsSAY0GUq6c1nDHjXDvQSgmwb8BIkNQH4RSc22XEoGSmW97GmgT+bWEBcVZMkhpBxIxCCahnoFSHfJhM4lj5Wt+RQDAeldmiVgaWpdBdiNkr+eOLX185Zu7uedzH1rsM5wbTHcun0bXNzP428LX2W0ALxCLbgzQVuilahn42kJpDb6WBqpAQCDZgyBsrBrGFRSh3oFZLqimzRJCk0Oj9mHBtG4f/7pIksezqOXrSGRjFC0fpwhe1RMPIe7KF7usBd5/I9x/AnaPwkQKqikotdEYtaYHIsy0XooPg1uQlOVs7QTLAz0E/Z2AgkkfSkNwvHbtB8sUUhGzzBUD3JqEVA/4bUQ39OBUStyz87vn28uVhygy+I0QqClca17hZQjX0HM7xKIbAxVodKiRrgOF8pVU49VpPOMqVExGJtaZzALM3BDHloxC4ELdhXoEYlExoqZ30HyqoJ0bZXjqi1Cx0W//ZSLXrcTqi5G3RVfArgfEkzZxB+wxl6JjUXtHmur6dtg/BidiYL8SSv2QOwnBGWq9yogWwpm6yNaBUQ/UGNSiMGZLpqNy+kevKXQjhqArAuuWQioiDNHsSqgv5+ZYC//y+PPw9FUgZ2YGfoJG9+4ojcHuhD+bvrkg1UDGSMwBi28Mwv/kZ0BrtG4Qj1SoD6pNtkE1qhtBsgval/SibYlRiLiyRWNiDKrIq8dCMvQL0H8fPN7DZOTtrFu1jqqj8C1wpywSOiChA5IZ8CuKBHBygwvRBERsqN8KR1qhOgglI4d+4YfGBRIe5FwYjF3bMUILKb/oAPqUtK9b+v+39+ZRk19nfefnufe31f7uvUtqSS3ZMt4tTBxiEybYYCYYwhkPCSfIGZac4MkMgUxwbCbhjJNzIDNmi4kdHBhs7AwY7JkYmxzLNmBHgEHG2JaMkGWsfen13Wv5LffOH8/9VVW31FKr1W+/b7fre06dqreq3qr7u3Xvc5/1+yxBpwvxfjAHWFprckuW8d9+6ad2ebDPgA664Ouu3Rn6W7ZQe3dMFx7+nhYGc+H5K9VMcJXucHEGnMU55TesD37vtFjJB7PAe0KccUpAxBBloRNA6BbmREuba97gFD0wL2u5ztZ98Ml/DZ/+de7LfpebX3SEbCXmzLwnHUA6BJKcQjwudixuZ2TxPrZW5lg/dFS7Hj34GPzpV+D+O4E/4mlp2EEvNELdCl/xKFnrpaSJvlyYR6vh5wkEDqhulwENaHW118TRNhyItPvRwQIOVLDchf0HWc4yXtW5gb+X3ci12xn/6oMfVn/MXkKGpnzEqABooxu6gf6O9e85bSLUZkItDGpBfzNnt8J4lth1YTDOHhoznlp1I5RuzH9KuK99544pB2J94UloviohLbnUaF6cajZwPYe7guJ++NjHuXfjdVz7qiO89NqE7Ux4bNsx9JYkqrCFx5uKdgKNTsL6oVTJTBcSmO/A51O428D2UZS27DyLesQeaIq0gOq3JWPm6GdED934GVp63Q2P6866KRwutJmGacBiT4kwjzbg+hj2O1iqYDHCNmJeu3yI/bbJfm841e/zU7/0Th7+lfPW111+JGjOVxs90etMuQ5nb/4E3dwJ44S7sSmQcnYD0RV0k1ypZgIAXvTExyPGIt7jxdUKwJg2HYKZUHMjwlhKWFUswKoT2drgQLQTzarWsp6OqnTHcNdvQy/lweXX0mns53mHUuI5y6ltiJ3lTGEYViXL1tGMLQ8vWEYjgbUEDjVhYxnW98NqBCdTcG3gBOpY3Esn/4vRo24RFQLrqNeyia76ERMv5jejK7pEN3+C/tLzQKSRksRDa06FwDVdaNqQOJXqW29swUFRjWChYnEuZSVJeV68xM1xj5fGPf6/r/w+D//6HhIEoNMzh6r/nXBfP45RYVCf/iY8FyJnZ7Xemzb/2kyExUVg94WBGDyi/gEneIc6FAm9F8+xdcdFTLVEDPkIdeDNE9iSAilwZiYCV9A5fpqOiDuHtc/CR++C0UnuLr8H7PW8aD5h2JZQj2GpvIfCsJkYlnoCI+F0ZhlmMch+kG+AjW29nX4JnDkJGydh82EmxPBz6AZ8OidB3Wq81jFDNxrqzjTCJHrxTDCo5+4gcBQ91T26UjdR9b4dPnN4zrj+RvieevXHEAs0RprAdUNP8wSaMfQyWGmqzGjEqvYRsbKvRXcpJulVRB3LfGfE85OMN7gVKOHX/uiz/Mfvue0iW3DvIOpM8CaqFLXQa+syOfVr+1+YmAb1Zq9fm57Ohfr1CyHkfTJ2XRh4NHggXhBv9L52CIgf/4i1lgATv4CED/B+kmshaKZi5CEx6otLrWbk1n6XOlp/+bENn/g3MNri/rkfZuXIfpZf1OCA9zzgDVUMRVIxyIVGJgwzS5bGNLKYLdOhiA4pi8sTp2FzEU6twKlT8MQcHD8cvuMbUTthgBKbPBVega66Et2Mq6jpUavzafj/OLyvdmP3mRxT9SZuo8dcB1gGWQmx3ymXd7Otdea+pmcLzM/tA9AVGBVhEUeQWUj7cKANB9tK995OleJ90cFcpF2t0owOMTfNt+h1LStzGacjOGTX+e50gaP9mI/c82f8xzf8D8/9Z7vUyDjbPKjbb0wLg+mYuOHsxTstDKYXcgOtiTEdLga7Lwy8UWngJCQWqTBwYvCu0oPfTxyI0xfvpwSFQU0FT+i7EMhVUxOEQjXxG0Rc+Ll36VHBZ97B9pc3+P3v/QFuu+FWjnUMaeIZxhHxvGEzrzg+clSVMJKUJCkZxTHHu8LpsqI8uKC94072YHMJTh/SDQXw6u+CtS1NMrr/7nClj6KZhhGantgFVrR4qTKoJlGgJ/lpHSMRukqPobM2Qh14/fBZfSbNIA9Ddwk6+6ARhEHfqUkTFbCUQjsDsVBZaIfF+vzDagbUdeqgzWjTFPa34EAX0kSrz7pGT9NGAmmDw80G+yLLS1sNFrOYpWbBQgwvtocY5Dlvfe/tfOB/e9NO/pAXB4Oe4A30Z6g1g0a4ryMCdehwmiDUhkSqOpHGEvoGBMdZdxFMDHKlCgNiPdW9R0RArAYbxVNQjXV/F7yHLmgCtfkw/nusFkwKmdJYOUeGoVdjwkQg7J4wCDj9HviV9/DeL36IpX/6Kl53S4uXLyUciC3zzYg/ygtOjhx9G+N9l0faJXObbbac44mVimGxRX/QxReeMnEsNJvAEH7ktXrBGyU8ugrFAFZPw2hbBUaBqpHtJsy3odfTlnAf3QfDE7B1XFWr+ZYSvu67HiTRNOZoCx5/DE48DP1TkDZgYQUOXwv75qExr70f8hFsbMLjOQz6sL8LBxZIVuZoxoaBC1L8W1fU0eO8Nssoww+VZdrtOrWQCcwl0Mu46UCPxTTmcJpwNIvYlxhe2iy40SR0mSOvYDDK+c2P3LU3BQGoApWgG78b/l5AtYW6SVeEmkvGQpSqAMCGmLoJJfKxalK+3hxAuxfeP39RQ9sDwmBi9qi54BGBKZchqFfhbEw94QkCof5DJjcJAmJKVux+3fY07nozgwd+Dtt8MWfMYbKljDQ2HG1kxLHjEe94qIA8KhmMCqwdMm+EYZrSbuQY58m6lmu6LVgdcsONTdb7js3NklHbK9PSpgU3UiFRea2X6DShk8BCprXfL59TMoh+UxdbN4P5OTg4D1smdHtKoOfgsNF6h6QDvRU4cJDlffPYqos9bSm2UzatYxAXkDeI9nXpHZpnrp0Sec+w1FzQuQMpdsuqNkfMpiuprBaqpc0YaQq0BJMZ5rMGR5KUGxopR9KU5SSil8ANUcaCMcR4Euf5iy/+JW9/03fu7m/6dKgtKE9oKspkUcYEm9ZCHE+84DYKZjOqXQlgEo2pexe0avQEjBoQnduA58Kw68IAL1RViTiHdw6qEhE97j2CiAlqgBsnHXl0DupMROdDZDL0FBALEulcSQw20XlOmGgHewb9J9j+qX/M+17+ZvjRv8cbX3KMWw+3uNZYFhLDTQvCvTl8bSR8tYCWd2wlJWnliVyLtvU0moZjnSaswvMPN1nLHQ+uF8iKYeRKNlzGoCphWELfa5/HRlCfsibg4OZFraZsdKCbQCvGzjXoumWa255ytSTLUwZHEhi26C0s0urEtHorrHQWyKIYyWP8I5btU8Jgu8eWSzhVjVi6LiHtpIiJMUawXtOrX35Dm9FGhi+EzFUMpOAMwpnKks0bul1DFAuJ9cw1Em5qNLmpGXM0s1wbGxYsLBhDVTkeX9/gR37857j9/T+727/o00NQd0xt7tZCIEa1gaQVSnDjkEUXq3kAEwKPeoEThEHl1IpLOioIrlyfgce5msdA2U1MbT/WRUweQEK94vilsSYgQUuo0xXqmzEqVKdrFGpBvLewCX/+XvhQh985GfOV77ieHznc5lqE5VgYNTzdxDCfWx4axGxZWIg8UeVoWEfTWHqiV3W4YUmsx2IpW5bCGLxUeGPo50P8FmysWSoc22nCpqtUPV8WkCZkML+UMuq1OdRp0MlbNFdL+tUIBpaiEdOsIp53dI6FxRibNUiwDEshKRxnTluaCx7fiBlZz0Ec2ZKlyNTOjTFE1gI5Ny1aaMWYfkJWOoa+5CujiqQRYZeEVtMQRULXCAcaGS/rZaxYyzWR47C1NIxgfEV/c5t//2/fz+3vf9fu/owXgqnyfHLUnzpOnpmOHdqw6e05GoEJ8fWgTvipFV3H1OXiVviuCwPnwXk5a0K8ByOiaclYvHd478F5nNYwqa9AgoY0JRiLaxSHAAAgAElEQVQcwYQKHlhT34wKnHqq9x4eh9/7V7g7H+ELg3/An/3QK5hrRByODC+wwsDA0Xnhcw0LAxhtRYjExElFCvQrXQBWIhYT8CKkUpIaoRnFOGMQ12CzV/JgUxhQcpyS7e0N3DCHlT4t16DbabJvqUHWmmOl1aEzskgMa0nF+oalGkGDDD+fYDtNShuDt2QmxkqCzAs29rhORRobsigiaRtKa2klCZE1OCOwBdceaJOX2h26kQv9oqI/LOkkhqhjyJqWxMJKZDmQxnxjAgsWOsYQowfF7X/8V/zdb7mVnaa/vWToo+ppzqRMvzZt/VQ2jKQqAGo2H4mCWRGewwYzwWvyFWgark0xcnF1ursuDOpTX2r9HvDe4dAd7sWMnQLeu7F/YDqiMjYdguJQJyXVgtTIlPYAT/Y/7BlUcPLX4GNneOTv/O88sXKIa5dbtFJDxwqLaYREliRyPOg9xSAmqjyxFIycXvy892wJ5ElF0xtasWPZRmRisRiOW4dxjlNFSTnMWXOOLTeCcoSJBGugYzMOJgmLUYrBcqaIeDTxbEkJ4jCjimG/4gkzwtuKxbhDQxI2JWHYysmdofSOJLPEkaFHTJwINrLEEaqqbUGz0yYzMUOErbyiGBqkFI26NSI6acSR1IIxrBjoWosxggHyyrMxqrjtH/wfXDGCAHSh1kV4tZbgp27OaYQAGGcZiVUfgSEIBjPRGvyU161uRyYXd9ztujBwlVCVApXFelDiDQ9lha8KpBJELM45vBe8+HFNwrmt2n3opTDtULSJ3qJEezM+hwSty4QRfO63+OTf+i0+yW3wT76Hb/v2m3nVdft5zYE2NzSEFzcsSVOvbw0oneWvhioeswpWYkvLJpxxjjmxHLSwbCJwMEyafLnZ4NH+kOsGBSvFkMcHA7ZkRLNp6XVSrmn2uKbRY8mmPOgNeVyQxm2q1gJnJOF0HnHvwyOaPcvcfMbzFxq0Wi26NsbMtRmVJfNUWGPoGk85apI4sKaiElizFZyG+9tNYvEU3jHMDKYjLDrDC0m4ITYcMcKcNepYB3CwNXD89h+f4J++4/9m8/ZPAJ/ZvZ/qYrGF/nB1tLeP/phpBqNQh2yaYLKgLaDp2DZEGIydmAk4tMkIqhmYBHulagZKgipKbgKoHeQQBO9dSD/2OG/wWDzlOPdgnHI4dfKPP7MMDMoE+Won4du9LQym8V5412/wiXd9N5944/fxy2/7dl58MCHOLFkkZEbQBEbDfKRsTscyy+rQUBLRiypazpA4QAxNETp4brYtFtKUJ1oF3arJ41HJuhdsJnSaMXM2JSXGYbDWcziOSDPLtvToZgnduMWZfp92EtOIGrSTBvuTjOfFliGGrSoiB8QYlg1UiaV0EBFR4KmCFB94iDE0EVaMYV6EeRzPM8KyeHoSzAHUt/QHXzzB9//4Bznz6Z9lDxRgPDdsokJggCZmCpBHysxjIyX29CHZy4uGd4XgGa+16FDDLEFPNhGYmOgiXeS7LgyqqkJ8jCcCKg0i1mYBgvipk97rwnDlRDtyU1pCnX/g3KQdGzVnoqhgjfxedCA+HRzwYfjgPfzkQsUPvu4WXvqiwzx/scGRLCITQyyGTmQ5BVzXSFhIQErPE1gM0PLQCineCZ79RphPYw5EKddkFWvzngdHJU6EKrbY1HJNZCjF4HDEmQqR0TDlUOHZthF5MyKNDHEz5UCUsGxibjARGwLbxjEUIRZhXqARGU46cN7hgLkgDG40loZoqL0JLInnJmPpiIScG1GfkoPNUcm/fedHOHPHu7niBQFM8rdqgSBA7qASvTkbmL5kKolGpgRBNHEUjlNy9d5cpCG868KgLEoql4TIocHU3lHnkUrwOI0jeM02cN7q2eImEYVpP8DY9AqLqPYd1DwI00VPVxbuYevdf59ffPdB+KF/zi2vfR1vfuVBbpmLuaaR0QoXdcwIeVhLN3nYqDwND61Q55F4obRC7uFQHCGZpfCw5mNE4LQX+gY6AqUIPTGMIs8JC2txwqAwjDJHp2rixeJjoZtYepFlxQobAgWGIZ6GqOZiEdoGPJahhzIIgxdYOCLCHJ4GQkNMiPgIlfdsOc+Jfsm//+Sj/Ie3vx++8K93b/ovNTbCrYVqBhYojJoF45sN93X80TPOVZZooh3U0bf6OX+FCoNh7rBGC5QMIGLwIT3ZTDVPGfOl+5CANH29bspfEHov1MLA1RRpV6wQOBePwX/6cf7yP93Gm//ZG3ndd1/Lt7zgWm5KY64BSq8b2YggeFaMGTtbSyYkUpWHSkTrXwQW0OSftggVXklkPewToRChE8PAQj+Fynna3rHthYaxYITMqBkSCXg8RoQ+dbWokIiu+ebUlfwNY0KKvYT8G6W5KZ1nVHruOzXkI3/6IO9622/CX73nck3w5UHJkx2JVQmuCNpAzfHH5NTzwWTwtYYQJHy9ssWARBp5uwjsujA4cXKVbsdgooTYCK72ClbKS2AQDF7zDfCqyk55YOvko1EOZejQVlR6K4MwKMrwnNO5v7ip2mt4L/z8e/n4z8PHuR5e/f3c+Y7v4qY/+BzfeWQfr19q8JpuD2MMDTGqdotuuqYPxcLeY0XXpAnrTjk1hEQ8iyIMvdYSzQHeGpLIUoaM0KkWF+M6RV1QwqYP1aJSk/H4UJcoGIS/QM0DH/JHnIe8qjh5ZsB///2/xZc/9U6u6m5POWrtCDoRQ6C9Afkc2BLKSG1a59SpPhYKdTyyjjS4id0baMHKiyzS33VhsL4BjXSELUskjvFiMQh+nExQH/u69LypcAXjisV6Xmo/QZ2QVbmz8xGuMEfBs8TX4DNvB76LtW/7W3yg9Xf4wI9+F//ih7+V67tz3NJpsj+yzBtLGk5vi57gEnI68qBxRQi2NqekTo4TIvHjJZgiU0z2ngQVCHE4oXzY+MrhqUJ8Qm6nvwnA8SLn8dGIk2tD7vjc43zod+7mnv/8b4B7L9fE7S42w20LXZ8DoKz0VvlafQs+BB8kdljkDo2bY6dUXs3WzcehyWeHXRcGW30o8gIXhaVmVQXyXqnRaz5ErVD0Y/V/vLenHIzI2YVM3jNOOzwrlHv5L/MyYgTbH4P/82P8uz/5J/S+8yX8o1fdyKv293j+4n4W0oy5rIERi2DUnBBIrSZ7iUx8MB5IRMLfdQZo2Mm1mYqGtyMPIj44rwQXHkfjd+lv6YGq0n/+kwc2+PAffZXbP3w3Jz/6H7iqNYGnQk3KOWKSjVgVWtlZeVWpSkLQwGoBmZFJvX6IEp31m3gmYbRniV0XBhsbUOzL8VUVSE2D+uM94vRWhRCBiAoDXwbzKRxPDo0cjM2C8NhrxFI5FC24QHN0dfgOLgB3vIv1O+AXgF+4LuVNP/pD/O0X3sprXvJiWs05sqRDZFPEGCKJgktGV5lHqDwgBisG51WhdyH5a1BB4T0NI+rzCXHe1KiYliClHUJVObyH0jm2+zn3fuEkzR58782vAB7etenZE1hHNQOLRhZGI+0CVBbqUIyDZlBZsEEjQNSG9qrfjePqtRnhL64md9eFwdYI8tIjUlG5Auej4AtQ54j4SUYhU07BcWPWIAxcNfVaMA3qqIw3wSE7pSF83eGBEb/+L36ZX2eBpb/7Il73oldy9IZv4OCxw6wsLXDj/oOksaVpEjrWYkQogaaRkOEZ9AMBEUsqIXE2rMO8PrSCdjusHFXpeHy95ON/8RijM33u+OQX+fTtH6X/xG9z55138nUvCEB9BTWb9RDtmpVE2jA0MhMtoXbQ1OXf2InroHYY1k5Hd3Er/BmFgYgcAd6HsmJ44Fe8978oIgvAbwHXAQ8Ab/Ter4qIAL8IvB6VdW/y3n/+fJ+/uhZ4OZzH2BJbjhBv8U7wVYVUevxLVSEEh6tTc6kWBLWvYOxbYWIO1CZXycRxe3WbCc+EM5z63T/kA7/7h/pncg1822t4zbe+iBuuaXC0t8LhtEfW6bLYnefYwgreekQMxkNiLJEYNguHOCG2wplixNpGjvQdf/LlR/jwZx7my3d8is0vfZAntX6b4cmoe+WsAf2B+gbS0C4pEqBQlh4TQotWNNlmbCEEiVyFBJzy4lb4hWgGJfAT3vvPi0gH+HMR+QTwJuBT3vufEZG3AG8BfhL4DpQe5xjwSuBd4f4pcXIN1teh2QSso4qHGEkwWHwoa64qp0VGtXZQhuv1KgiwE6E5nXhUOu10NgrVu6NqYqLNEJA/BB/7DT79Mfj0bo/l6xWn0JyDNnDSK0W+W4dmrlpBFrgNKoFENNpgchUE047xUV8Xf7FD0QTv/eOElC/v/aaI3AMcAt4AfEt423uBP0SFwRuA93kNdn5WROZE5ED4nCdhUIQNXbMYgf4hERhBfIgsMHEUjoMMteoUzIHaeVhrVZ5JJmJVBQ2Cr3fNYIY9iRxVouo+uOlQ7a400/BhHquz0NdptCGoa6ZS7spcHWTlxTkQ5dkkKIjIdWhlyDcAD3nv58LzAqx67+dE5KPAz3jv7wivfQr4Se/95+rPWV9fH3/pfffdd1EDn2GGGc6PY8eOjR/3er0L8plfsANRRNrAh4Af895vyFRlkPfei8iFS5UpvPrWW/neW6HXhGZX6e+0b6IhxWOch1zNJStASNLyRdAMQvDBoeaACybTqFCWr5OnYHsTjp+CDQ8nUX/Ns6FLv/POO7n11lsv5vIuK66UccKVM9bLPs5vRjkRD6KZXgsdaCWwtKDmQpwGUg4zIa0G7kzeza3Vm/WJsmSNTz7rr74gYSAiMSoIPuC9/3B4+nit/ovIAbSjBygV75Gpfz8cnntKDIAza+GaAkd8nIB3jiiUa3sXfCcC1KXKtdOQUKHoNQPRoX6CvNToTD6EYqRputMZoDPMsCfxKGoyWELq5qZ2Es5SrWSMSo0yiGhKrQVwGtrpb6ApiBcXWnzGvLxgAvwqcI/3/uemXvoIcFt4fBvwX6ae/wFRfBOwfj5/QY3BQEODRR5s+3ISQZE6PCgTf0FVTTIOi1JNpKJQUt4iD0S7uT7ORyokptmlZj6DGfYsToXbarhtABsFbBfQD+ruMHjFR8VEBQYYjmAwhOHFtdu+EM3gbwL/ELhLRL4Qnnsr8DPAB0XkB4EHgTeG134PDSt+FQ0t/qNn+oI7H9HTvdmFuaE2Im43wCcaWXFVoIp3+om+UKanOtHI2yAUgumQ5xquHRU6N6N8kuBVtw2ZYYY9iTpFuY/2TqwrG0dnoNvSnhKNKHRorkKIrYIDwPHV4DXfuWjCHZw/ae+/e4r3e+DNz2YQW8A9T8DKQDd2kuumbqBEsTXr8TSCxaAciBXklQoE51QryIsgBPJgMjDJ7pxhhj2Pk0xU2DbaBWiwoX6DZqo7t2WCMAirenUEeFWTLwK7noFY4wQwWIduD9KRNtFxoQmPSCB9LScmAzb4Dgj+gGA2uCr8HcwN7yYVojMTYYYrBhUaZsxQR5eWeEJWQGkmeQcRjM/qzfCeYueSji4bNoH7H4KVJe2GNJepmVDnE4wLlpymZtebvqhCGXgwHVypgqLmOKjxdZuKPMOViRx4DK0Fj1B2pBTojvTvtugGqWnPTgz0/uLSDPaWMADNbjJr0GhpQlISsjC9DynIgfItYpJtWFOj1QKypoqctm1qIfB1U6Q0w9WBEvUbrKKLN0HV2xj1pkd+sqg3mUpRfvbYc8IA4NFSeR5OtUFa0AxMTjUztAVq/kMP451fhxtd0A5cMKVq86DmRJlhhisOj6KFTDHapzFBNYWEyaI+he7oizzx9qQwALh3VVlymNf+oDVdVsSUf6DUrMya/2RMeeaCv6Ca1OXXVtRMM5jhioRHNzuo+hwBi6hPoXauP8Skj+BFYM8KA4CTq5CFKIpDIwtV4H+szQOpzYe6TDm0VjvXTqi5IGaawQxXBUo0DDcdaRvwnNTfPS0MHvUgJ0KxkdHKxtSGRihG+1EaH/Z9aFM/brkWSE1gwtxzZfVMmGGGZ8A2WoJbL+p1VFO4yESaPS0MSvR6t0cabkya0LCB7KR2lBjGbMnjTEUm1Oih5SIJKjRrgXCRDtcZZthbqDPpQDWD51CWu6eFAWjuRWugWYnxtgoDg576NiJQc2n3qchpiFUizUnATvj5EjRcG6HJTLVGNcMMVw22mRTgXAT2vDAAeKCEE8fhaAntRGs2ilDFaAOtWdSY+A28hGarRvMRbAFxoRpBCxUCbTSno26GO8MMVwWeA3vPFSEMQFO1NzahWkYrGy3EsV6Aq8OJBG0hOBFtpA1/EUgKNaemQ4wFqjFs7NI1zTDDXsIVIwwAzuSw2df+kokJboPQmboMGoKzQBIiDUaLm3wFUQVJSN2una8G1QxiVMO6uFqvr1e0gRshmQebQmzUTmtmEDfBxxClIAk8tgXbW2iw/CvMeBH3Jq4oYTBEqzSzIRRRHUkQjPHauNZPOk6VodIxrjTSkKT6elxqi3apwOb6mbWT0TGraLwwLIN5NcwfDs6aRNl8qTRvvh8FJtoEXAL9WuweAl4A3LGro5/hqXFFCYMKOLGumzaKlevBRmCrwBMZWtfbUM9gatMhdFeSWJOUoli1hWQbqiE0vGZylszOrGfGi4HnQecm8G2oIkhidcbYKvQHbejzRaRtwoYe3ABNHctRFy7AfuCJ3bmMGZ6EK0oYQPAdjGDeQe4Bm2JsBVJivMcYwSSeqgzmQ2BJSl0QFk79CM6pdiAxRBta/7GJ+hBm2sH58ErgJpg7BtlhNQFc4J5L68YepdbdSwIDUU1hWAYpW9eO2qnP+xrqwbl7Ny5ohilcccLg8SGcGIHtwkGB1DqaibZjs0Y3urEREpVEHrJQ7pykIVEprMMiB9dWopQ8VXbqwZYu0/Vwm6HGDcBLgVuAZSgWwC+rOlYN1Dsbq93VPbJEliaUGLYHwij3UG3CUGC7Tgmtl93LgWuB46iWsIpKjQcu7+XNAFyBwgBU5T91BloOUskx1qggMAYxFmstNirVgZjq/7hEow91ckGSaLu1Mld+CBNDa2tCP1egWsjegkEdd5ez+0MKXIMKhHlYWFQKqpqhNgrEnG1Huyt0WhUSjbCVxRWCN5ZcBrB9mgkd7RB4DRrHyVCazHm0m8h1zITB7uCKFAYAwy3YtjBMIE4crSba1j0WojihCrWKkZRjx2IcaXFTZJQMpqx7L0S6vjsGRoFktYHeD3b1KqfRBXMTSgXt0JEdRzfQTqZP3QzciFL1tlWCDi30Cp3Q2EAEURYRJ5BKRRzDCI+LDJUT8vVNtJXaQ6hn5hHgB4G7UGfDHMre0UUNtWVUcMxwOXHFCoM1oLWhG9vEyiZtjcdG2vLLRhESGYw4nB9hTEUUqVlgRbMUbQhLVqK+g6wLvdDEYh5Nc959YRABhyE+CJ1joT13peSO5QrKEbWT9vZ+oAfSmdSQmzIUwzhtDJpG2AiUO9dTFRVVKeTOkefAExuo0HoUndXV8Nn/Ta+Na9BWHDdA18LGS4Hbd/CaZngqXLHCADQL0YuGEbe2wYgHUxEnHu8FI6EjcKhTiEIRk9H1qxEGB1WqS7TZBD+CfDBJWd7dwiYBjoAchsZByPardVDA2RUqO4kWEFhl/BDy0BF4W/T5LFIWKhfTTFUgR95TeYMtPUVeG1x9NJvDMMn57KNaQhuNKrQhOQLJCyE/Dfw1kxZDM+w0rmhhcAKQYHa6kEtgradRghiDYIliCwIiI2zksKZSzcCrxhtFmh9TxODmNDIGUA5UGMzv2tVZ4CjYQ9A7DNkSVE3NqnIOfISq1XWobqd0mC4hXggMlX4K0XZfSaLpnpWn0WjTaRpELKORoz/0DAcet+3RDb2OCoHhOWPtM/ERPB9OC1x7FB5YA54HfGCHrmuGc3FFCwOA4yUcfwxesgSdzBFZocghSWMMliROsBEY6zHkUG1j4xzrKwh0aS5XpzgjjZA1U2iegd66Br52B6+C1kHohdY6jR74JkgOZqhugkEDjd232BlhcDjc13xadd3nEChhtQmrFlqG1ajD2laTxcVlhsOSre0RnNiGr22g5sE6E47qGnWlyBbweWAB/DG4/nX69rkY7j+Fsnl8aQeub4ZpXPHCoMbGJmw3SyIDo6TAxJAQIWIxIghKeOC8YJ1gYzUdXKCd9+Ggc4FGKs0g3Yb9oTy0yeWOLnRh2NJwSCPTk3hkdR96CY0zSh3sjhHAN9HTfIsJnWyFzsQAdfzF0O9Afx5PzKmy0JrzM2fgodrB+Qiqx22G/68zOfqczcTxFcDC6QpazUB1dQB1YM6EwU7jqhEGqyOY29DM2GZREZWWwnlSb6mwSCUYKiCmdJUKCOMRBNJC6dhbWu7sYqWplxFk4cBtcDmFQRdoQtwFGzz4rgIZQtFX291voJtri51Jk1pCu3gYVALlqJ8iR+17E757CcwCSEOdjP0INkfw2AiNdjwQ7k8xqa2tw6LnUvI8AiQaobhhGVoV3HMUDs7Bg68C/ngHrnOGGs/YXu1KwRawNah7LFZ64mPBW3wluNBswRPhfIxzgmARMUqCEoU0+wbEDe1v2eqp9gAa+GpdtqtJgAhyC9tOW2sNhzBYhXJdu+uwxoQ2dyfE1AKqGdQcUSUqBO5H+bsFFVr7lNu+2VT2mTyFzQzKOPxP7Tgswn2f82syDjgBD52gYSNsP4LeEizXnUhn2ElcNZpBAZwZQXMVGrbEyAAjEXGUYGMhsh5nQCTC+wrnPN4Zzae3EVZKopY6ym2iJCplqvsRdNnXPvDtHb+aDuq0K9VHULeP8kNgBH4TFQar7EyuZBNVzxfCOIaouD2NqvsVqit14VAH9rVhaU59GrlA4sJndFEX7Aa61Oqsr6erDy1huMZy+wi22eD+zUUNNybXzvLEdxhXjTCA0JY914Si0bCkbBRUVQHGIHgMHmtFm7BIjKfCYhEbYawHVyHomhOjRU+1JtvLwIU1vPPCINC3uhEUBqqRFmJEnom6Xm/QzR34/gU03BfSN3Go0HkCgqkFLeh2oDeP7fSYbzSpfIPVOaMmzSNdNH+g5uGqmwhuMZnBWnuozYUU6MHGo+BvRJwlzixRDIPl3tP08p7hUuCqEgZngDMD8I/BygI04i2y1JKkET6OwQqSWLxv4CrBUOINGEmweHyaQzwibheUJTQLaC3rZ9/4QthYh4cfh/Y2nHAT5upLD8uY+tblmhyB097yDFBVex3dXJc6Dr8PTQC6GT39jzNJbFqdes9NcM0x5q/dx9LyAoutJlVlOTnvOL7cZrDvKHztGvjai9C+vLUwCKXOAPyP4TpW0YjBWvjOEwzLLfa12hy9fpGt0jG44Rg8+q3A71/i652hxlUlDGo8VkK6pclDxXCEeBe40ZQh1eOJncWbCO9AKkEiMFLi4wRrhdgUVJXHBNXUx5B0oTHQiENjx2qdg4eekok67cLfI1RIrKOn6xqXXjPYhzoOe+jGPIkKn+nvKaG7yOK+BZYWOvR6CVkCOM+2c7QKxygS3FIEvgX31yHEOgJSC4MFJoyem6g47wOWysT4KCZJEtqFJ2l3yVm4xNc6wzSuSmGwAWwNoT+EzqjAiIAUiESY0lCJo3JgnGgZc2SUbj2yGnKMPM568AUmzNDCEXjsIeguAhZaOTugoUfhVk3dCibhuG0mTrgBE8fcpUQTFQI2jCULj6edfiXMd+nMd+l1Wsx3M0xkERHmKoe1EanzrBnYTmN4tKVtscdGfz3m7tTnPhweR4CyJ5kswUcR+XaFN3EYyww7hatSGAA86mBxFVqdCmeHxNZT2ZhCdPElieARRCzOR3grSCr42CGJQ0yF9Tk20jBYvKxt3oarELWg04X2/bB1SQVCbaN7VNLETIjdC1QrGITX6hTfS40FVBjU3/1UKc8NmGvS6TXo9BI67RgTC66C7djTkohRC0YlbJcltGLNkyBBA1i1MKj/zlHnZB/lRlggihOcE3zucSOHK2Y9tHcaV60wGAIntmB5CMSeZlSCFbxRApS8rHCV4CutVbBWsN7jjFCJocIjRKohAFUzxkpMmlVsRCNsCvYMk9D7JUEgX8CHDw5871Thce0vCOmSO4IYFUq1IDi3hS3APMQJcdOSJJbEQmQ9JY5W0xMXQlUahiNI+qIRGbEhhTpnYv5soybPQ6jPAP3OXgcTWUrv8RXkA0c1KpmxTOwsrlphAJrukjwAi3Mwv1DSaJR02hZrBQmJR0WUUBYpeRGTuAjrUM0gM3gb4yPNLqjaB6kaGbYbE3UaRJuGnumSrxgGZwbw+JYehayjm3XIxfMuF6g/IBQDnWVXD5iYDpca+1CfxTIwD5KFMOZceL3uXJnDsCIflPg8Z7hRIJGhLCvW1nMGI8vpdcdDT+RwegSnTqPzsRbGXW/qu4EvczZ/wTJcs0SSJJSjiK1tOLVawWqdsjzDTuGqFgYAfQfN0Hwl8pCLljIXIhhjNc/AeaqqwtsmiUDkHVFsA/OydrHMkgMUvgMupSUNJEroFEsUrRgzV7Dd2ob1HB45zST0txEeb3B2Bt75EDPpCpkzSQEuwq3OBNyp9OM5xp08hcAum6G5Akvhe9cAC4/1WTs9Iq48zVYEVnCuYmOrYGsAx4+P4JE+3L+GmgB1eDEUPAEapZj2xDaAFZjPqKyhKBz9YUW50VcaqrH2MMNO4BmFgYgcAd6HHhse+BXv/S+KyE8DP8yEheKt3vvfC//zL1H2igr4X7z3H9+BsV8QHgfsCOJNIJClRhYiK0SxwYcWbc47ksIQlxZfOMgNkU1DsQJkvk0ubYSUMukgZcxCY4mEjGZU8JgbMsgKGLZhawtGQ03CYYiq3XVOf5+ntn2T8HzBuG8cMD6Jx9GFnSQyGU1uPleqc1e3+63rNwPb0pnTPPLlDuv7mmRtSBoWR8Hm1oitTQcnh/DIJpSraOgwCp8tTITZ9jnXswjcwNxcA9+KyLcKSoKntpiZCDuNC9EMSuAnvPefF5EO8Oci8onw2s977/+v6cTEJAIAAAcjSURBVDeLyC3A96Gc2AeBT4rITd77XelmVqFRbj+E8rTycrRaUGYl1kQ4PKWUeG/JhyWRjcBZbJQhUYoE3jShizFtMBle2kijSXN+HtNOsYMSGhWb2xUnko6GMkZ9WF+Afh+218FlTOz9ugdWOfV37WCr7fO6ve50gdBON5TfYuIEKZUxlgQNNd6Myv0yjON++MqIzQfabHYjLeaownWv5Zwd8RigWZUG9UPUPcM9k6jFPPBiuO75HNi3gLcxJSPKYgQmh2Jrh699hmcUBt77xwn6mfd+U0TuQQnwz4c3AL/pvR8B94vIV4FvBP7kEoz3ovEQMCog3tIW7q2mw9oSX3pwgneQjzxGSqoSvHXE3hGCD1RDoYqU988QISaCSAlUoioiSoUGEVFXKKMYRom2ferHkLmgLRitghprANOFO+d67qup+1qTqH+unTIT+qhACD4JXwsgg27mk+gG3kBndBvyDpyq86U3UUEyYKLNjFDNqO5O0WSScVhv8P3AC2H+FXDzMUYjpa8u+gX5Zl97MqzNSOx3GuL9hTdzF5HrgM+gKWo/DrwJXRmfQ7WHVRF5J/BZ7/37w//8KvBfvfe/U3/O+vr6+Evvu+++53wRM8www9k4duzY+HGv17sglfKCHYgi0gY+BPyY935DRN4FvB0V828H3gH8T89mwAC33nrrs/2XS4JbgSPz0O2p2UAMptlB0iZgcFGTKO1QxG3e9Naf593v/AWKZI4qaVMkHUqbUaY9KjEUZUVROvLSszkqyIuCvCzpD4ZsjYZsDTZh9YzyFvb7MCiVp21jAz1t15loBw0m/oIqPF+bCU+PO++88xLM583A3wb2QzwHRZsJQ9HjKInpSZT2ZcAkb2CaBt0RKJPRvIUjqEYQqjHpc+edP8Gtt34Q5q6BFy7DkS7ddkQrskhZsH5qi+0nnoD7H4DH/wL41HO8rovDpZnTnce541xbe/Zp6hckDEQkRgXBB7z3Hwbw3h+fev09wEfDn4+iv36Nw+zBEpOHgfYQ0oY2BJIKjAzwlcGLoTRgckNpVUUfrG2QpxFlbCjTmMJW+MziRCidxzmPODBlgRQjKEqkGmGrEaYc4qohlP1wGykvwbhop84ZqDMNQ7fYcUjxciJkOcoAoqY2RSnrhJ8WuslXmeRBCCoMatu/Ngk6aHQicDMAE+6FYB4dXlRB0GtCZLAiGAPOVRRlqbUYoz6zKMLlwTOaCaKUt+8Fznjvf2zq+QPBn4CI/DPgld777xORFwD/GfUTHERF+rFpB+K0mTDDDDPsLC6lmfA3gX8I3CUiXwjPvRX4+yLyElSHfQD4xwDe+y+LyAeBv0SPjjfvViRhhhlmuHA8KwfipcJMM5hhhsuHC9UMdkUYzDDDDHsPVw0H4gwzzPDcMBMGM8wwA7BLwkBEvl1E7hWRr4rIW3ZjDOeDiDwgIneJyBdE5HPhuQUR+YSI3Bfud6XRkoj8moicEJG7p557yrGJ4pfCHH9JRF62y+P8aRF5NMzrF0Tk9VOv/cswzntF5HWXcZxHROQPROQvReTLIvK/huf34pyeb6yXbl6995f1hgak/xq4Hs1C+SJwy+Uex9OM7wFg6Zzn/h3wlvD4LcDP7tLYXg28DLj7mcYGvB74r2giwDcBf7rL4/xp4J8/xXtvCWsgBY6GtWEv0zgPAC8LjztoF5db9uicnm+sl2xed0Mz+Ebgq977r3nvc+A30XqGvYw3oLkWhPvv3o1BeO8/gxIFTuN8Y3sD8D6v+CwwJyIHdnGc58O4lsV7fz9Q17LsOLz3j3vvPx8ebwJ13c1enNPzjfV8eNbzuhvC4BCaAFjjEZ7+oi43PHC7iPy5iPxIeG6fDwlWKF/4vt0Z2lPifGPbi/P8Pwf1+temTK09Mc5Qd/NS4E/Z43N6zljhEs3rzIH4ZHyz9/5lwHcAbxaRV0+/6FUH25Px2L08NuBdwA3AS9D84nfs7nAmOLfuZvq1vTanTzHWSzavuyEM9nTtgvf+0XB/Avh/UdXqeK0OhvsTuzfCJ+F8Y9tT8+y9P+69r7z3DngPE5V1V8f5VHU37NE5PV+N0KWa190QBncCx0TkqIgkKBHKR3ZhHE+CiLQCgQsi0gJeixL1fQS4LbztNuC/7M4InxLnG9tHgB8IHvBvAtanVN/LjnNs6+9B5xV0nN8nIqmIHAWOAX92mcYkwK8C93jvf27qpT03p+cb6yWd18vlDT3H0/l61Bv618DbdmMM5xnX9agH9osoU+fbwvOLaMHVfcAngYVdGt//g6qCBWoD/uD5xoZ6vH85zPFdwCt2eZy/EcbxpbBQD0y9/21hnPcC33EZx/nNqAnwJeAL4fb6PTqn5xvrJZvXWTryDDPMAMwciDPMMEPATBjMMMMMwEwYzDDDDAEzYTDDDDMAM2EwwwwzBMyEwQwzzADMhMEMM8wQ8P8Dcp8TH+8OTnUAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "torch.Size([3, 1000])\n" - ] - } - ], - "source": [ - "plt.imshow(get_from_gan()[0].permute(1, 2, 0))\n", - "plt.show()\n", - "print(classifier(get_from_gan().to('cuda')).shape)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Задача:\n", - "\n", - "1. Используя ган и классификатор, посчитайте IS\n", - "2. Оцените глазами качество, какая из метрик лучше всего коррелирует с ним?\n", - "3. Выберите 5 худших сгенеренных картинок, посмотрите на IS" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Additional глава, в которой показывается что на KL и JS, на 1D бимодальных распределениях градиенты затухают\n" - ] - }, - { - "cell_type": "code", - "execution_count": 87, - "metadata": {}, - "outputs": [], - "source": [ - "mu1, sigma1 = -3, 0.5\n", - "mu2, sigma2 = -8, 0.5\n", - "\n", - "\n", - "target1 = distrs.Normal(mu1, sigma1)\n", - "target2 = distrs.Normal(mu2, sigma2)\n", - "\n", - "x = torch.linspace(-10, 10, 1000)\n", - "px = target1.log_prob(x).exp() + target2.log_prob(x).exp()" - ] - }, - { - "cell_type": "code", - "execution_count": 88, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(14,4))\n", - "\n", - "plt.plot(x.numpy(), px.numpy(), linewidth=1)\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 89, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "train_mu = torch.Tensor([0.0])\n", - "train_mu.requires_grad=True\n", - "train_sigma = torch.Tensor([1.0])\n", - "train_sigma.requires_grad=True\n", - "\n", - "plt.figure(figsize=(14,4))\n", - "Q = distrs.Normal(train_mu, train_sigma)\n", - "qx = Q.log_prob(x).exp()\n", - "plt.plot(x.numpy(), qx.detach().numpy(), linewidth=1)\n", - "plt.title('$Q(X)$')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 90, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "optim = torch.optim.SGD([train_mu, train_sigma], lr=0.1)\n", - "grads_mu = []\n", - "grads_sigma = []\n", - "\n", - "for i in range(10000):\n", - " optim.zero_grad()\n", - " Q = distrs.Normal(train_mu, train_sigma)\n", - " qx = Q.log_prob(x).exp()\n", - " loss = kl_loss(qx, px)\n", - " loss.backward()\n", - " grads_mu.append(np.abs(train_mu.grad.item()))\n", - " grads_sigma.append(np.abs(train_sigma.grad.item()))\n", - " optim.step()\n", - " if i % 300 == 0:\n", - " # plot pdfs\n", - " clear_output(True)\n", - " plt.figure(figsize=(20, 5))\n", - " plt.title(f'$\\mu={train_mu.item()}, \\sigma={train_sigma.item()}, KL={loss.item()}$, iter={i}')\n", - " plt.plot(x.numpy(), px.numpy(), linewidth=1)\n", - " plt.plot(x.numpy(), qx.detach().numpy(), linewidth=1)\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 91, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(10, 4))\n", - "plt.plot(grads_mu, c='blue', linewidth=1, label = 'grads_mu')\n", - "plt.plot(grads_sigma, c='red', linewidth=1, label = 'grads_sigma')\n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "###### JS" - ] - }, - { - "cell_type": "code", - "execution_count": 97, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA5UAAAEHCAYAAAA+mWKyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzt3XmcHFW5//Hv0z37TDJZIZAJ2RiRsBi2xAUBESGAJoTN4IYg9woSr8pPr6iIGuRexe3q76LyU7luSEQgGDSCrIpXlgQIYBLCTCYBEkJCkskkmb27n98fXYnNMJPpTLqnqqc/79erX1PLqeqn53R19dN16hxzdwEAAAAAMBCxsAMAAAAAABQukkoAAAAAwICRVAIAAAAABoykEgAAAAAwYCSVAAAAAIABI6kEAAAAAAwYSSUAAAAAYMBIKgEAAAAAA0ZSCQBAjphZjZltMLMT9nG7m8zsO/mKCwCAfCKpBACgH2Y2JUj8XjSzTjPbZGa/MrNDehT9vKRl7r40Y9tHzezWHvurM7OXzOxWMzNJCyRdbmZT8v9qAADILZJKAAD2wszmSFohqVbSRyQdJulDko6U9KiZHRCUq5B0haSbeuzia5IuNLM3B+VGSrpH0mpJF3vaBkkPSPpE/l8RAAC5Ze4edgwAAESSmR0n6e+Srnf3BT3W1UlaI+mb7n6tmZ0j6RZJte6e6FH2UUlrJV0q6X5JlZJOcfedGWUukfQf7n5QPl8TAAC5VhJ2AAAARNgPJP1D0nU9V7j7ejN7QdIxwaKTJT3dM6EMfE3SHyUdLGmcpHdkJpSBxyWNM7PD3X1Vrl4AAAD5RvNXAAB6YWZvkvR2Sd/3vpv1VEnqDqYnS9rQWyF3v0fSy0onoGe4+6Zeiq0P/nJfJQCgoJBUAgDQu+OCv8t6W2lmYyVNkrQ8WFQpqaOPstdLOlBSjaSyPp5v97aVA4gVAIDQkFQCANC73clfr4mipCslpST9Oph/TdKonoXM7N8kXSXpdElPSPpyH/vbve1rAwkWAICwkFQCANC73VcgT+25wsxmKj18yFfdvSlY/JSkI3qUu0jStyXNc/dHlL638v27e4Lt4ShJSUlP5yZ8AAAGB72/AgDQBzO7Xemk8nOS/iKpWtJsSVdL+m93/3xG2cMlrZR0iLu/bGZnSFos6Up3/2lGuUclrXH3D/V4ruuV7sDnlPy+KgAAcoukEgCAPphZmdIJ5IeUvn+yVFKjpA+5++O9lH9I0n1KDxvyoKRvuPvXe5SZJekPko5w99XBMpPUJOmL7n5r3l4QAAB5QFIJAECWzOwKSd+TdJK7P9HL+ndKWijpUHdv34f9Xqj0vZbT3T2Zq3gBABgMjFMJAECW3P1HZpaSdLTSne70XP+ImX1N6WFBVuzDrsslXUJCCQAoRFypBAAAAAAMGL2/AgAAAAAGLPTmry0tLVwqBQAAAIACUFtbaz2XcaUSAAAAADBgJJUAAAAAgAEjqcxCQ0ND2CEgQF1EC/URLdRHdFAX0UJ9RAv1ER3URbQUcn2QVAIAAAAABoykEgAAAAAwYCSVAAAAAIAByyqpNLNZZrbazBrN7Oq9lDvPzNzMjs9Y9oVgu9VmdkYuggYAAAAAREO/41SaWVzSjZLeI2m9pKVmttjdV/YoN0zSpyQ9nrFsmqR5ko6QdLCk+83sTe6ezN1LAAAAAACEJZsrlTMkNbp7k7t3SVooaU4v5a6T9E1JHRnL5kha6O6d7r5WUmOwPwAAAADAENDvlUpJ4yW9nDG/XtLMzAJmdqykCe7+RzP7XI9tH+ux7fi+nijK3ehGObZiQ11EC/URLdRHOFIuPbczpke2xfVim6k1Wa7qVS9qWk1Kbx+Z1GE1HnaIRY9jI1qoj+igLqIlqvVRX1+/1/XZJJV7ZWYxSd+V9NH93Vd/wYaloaEhsrEVG+oiWqiPaKE+Bp+7648vdei6J3dIkmZPqtSp9aXaufkVVY05SMu2dOkLjR2qq47ry8cO19vHlYcccXHi2IgW6iM6qItoKeT6yCap3CBpQsZ8XbBst2GSjpT0sJlJ0jhJi81sdhbbAgBQkLZ3pjT/b81asyOhr8+o1WnjyxWcB9XQnVL9lCqdO6VKC453LVrbro/9ZZvOPqRS18+oVXncQo4eAIDcyeaeyqWS6s1sspmVKd3xzuLdK929xd3HuPskd5+kdHPX2e6+LCg3z8zKzWyypHpJT+T8VQAAMIjWtCR0yt2bNb46rodnH6D31FXsSSh7KomZLphapUfPOVCvdST1vj9t0eZ2+qsDAAwd/SaV7p6QNF/SvZJWSbrN3VeY2YLgauTetl0h6TZJKyXdI+lKen4FABSyFdu69d57XtNnjhqmb751RNZXHUeUx/Q/p4zSSQeX670klgCAISSreyrdfYmkJT2WXdtH2VN6zF8v6foBxgcAQGSs25nQ+fdt0XUn1Or8KVX7vH3MTNccO1ylMWn2PVv0p7PGamR5VkNGAwAQWZzJAADIwvbOlM7/81Z9+qhhA0ooM31++nCdOr5cFz+0Td0peoYFABQ2kkoAAPqRctfljzTr1PHl+vi0mpzs87rja1URl774REtO9gcAQFhIKgEA6Mf3n9ul5s6Uvn5Cbc72GY+ZfnLyKP355Q794cX2nO0XAIDBRlIJAMBePLO1Szeu2KWfnTxSZTkeCqS2LKafnjxKn/n7dm1opeMeAEBhIqkEAKAPnUnXFX9t1tdPqFVdTVZ92+2zEw4o06VvrtbnHtuel/0DAJBvJJUAAPThB8/t1CHDSvT+qZV5fZ6rjh6mxpaE7qYZLACgAJFUAgDQi5d2JfSjla365sxameW22WtP5XHT994+Qlc/1qIdXam8PhcAALlGUgkAQC+++HiLLp9WrYnD8tPstad3jCvXu8aX6z+e3jEozwcAQK6QVAIA0MMDGzq0orlb/3bksEF93q8dP1y/W9OuNS2JQX1eAAD2B0klAAAZkinXNU+06PoZtaooyW+z155GV8Q1/8gaLXiKsSsBAIWDpBIAgAy3r23X8LKYzpxQEcrzXz6tRss2d2vp5q5Qnh8AgH1FUgkAQKAr6frPp3foy8cNz3vnPH2pLDF94dhhunZZi9w9lBgAANgXJJUAAAR+3dCmqcNLdOK48lDjuGhqlZo7U3rwlc5Q4wAAIBsklQAASOpIuL79zA59+djhYYeieMz02bcM07eW7+RqJQAg8kgqAQCQdEtjq44aXabpY8rCDkWSNHdSpV7rSOpvr3JvJQAg2kgqAQBFL5Fy/eC5XbrqqJqwQ9kjHjNddfQwfeuZnWGHAgDAXmWVVJrZLDNbbWaNZnZ1L+svN7PnzGy5mf3NzKYFyyeZWXuwfLmZ/TjXLwAAgP21aG27xlfHNfPAcO+l7OnCqVVatzOhxzdxbyUAILr6TSrNLC7pRklnSpom6aLdSWOG37j7Ue4+XdINkr6bsW6Nu08PHpfnKnAAAHLB3fW953bqM0cPCzuUNyiNmT51VI2+/49dYYcCAECfsrlSOUNSo7s3uXuXpIWS5mQWcPcdGbPVkuhVAABQEO5b36m4mU4bH62rlLtddGiVHt/UpaYdibBDAQCgV9Zfr3Jmdr6kWe5+WTD/YUkz3X1+j3JXSrpKUpmkU929wcwmSVoh6QVJOyRd4+6PZG7X0tKyJ4CGhob9fT0AAOyTTzxXrvcemNBZByTDDqVPP1xXqtak9Lmp3WGHAgAoQvX19Xuma2tr3zCQc0munsjdb5R0o5l9QNI1ki6WtFHSIe6+1cyOk3SXmR3R48pmr8FGSUNDQ2RjKzbURbRQH9FCfey7Vc3derlri6546wSVxd9wjhywXNfFv49P6q2LNumGdx2iEeX0sbevODaihfqIDuoiWgq5PrI5M22QNCFjvi5Y1peFks6RJHfvdPetwfSTktZIetPAQgUAILduWrlLl7y5OqcJZT4cVBXXrAkV+vnq1rBDAQDgDbJJKpdKqjezyWZWJmmepMWZBcwsM6U+W1JDsHxs0NGPzGyKpHpJTbkIHACA/dHcmdKide265LDqsEPJyieOqNFPVrUqkaLbAgBAtPTb/NXdE2Y2X9K9kuKSbnb3FWa2QNIyd18sab6ZnSapW1Kz0k1fJekkSQvMrFtSStLl7r4tHy8EAIB98csXWjVrQoUOqIyHHUpW3jK6TOOr47r35Q6dPbEy7HAAANgjq3sq3X2JpCU9ll2bMf2pPra7Q9Id+xMgAAC5lky5fvp8q375rlFhh7JPLnlztf5ndStJJQAgUrjbHwBQdB56pVOjy2M6ZkxZ2KHsk3MmVeqpLd1at5PhRQAA0UFSCQAoOj9f3aqPFsi9lJkqS0zzDq3UL+iwBwAQISSVAICi8mpbUo+82qnzphRmE9JLDqvWrxva1JWkwx4AQDSQVAIAisotDW06Z1KlhpUW5imwvrZUh48s1d0vtocdCgAAkkgqAQBFJOWuX7xQmE1fM116WLVupgksACAiSCoBAEXj4Vc6NaIspumjS8MOZb+cdUiFGloSamjpDjsUAABIKgEAxWN3Bz1mFnYo+6UsbrpwSpVubWwLOxQAAEgqAQDFYUtHUg9v7NT5BdpBT08XHVqlhY1tSqbosAcAEC6SSgBAUfjdmnbNmlCh4WVD49R3xKhSHVAZ18MbO8MOBQBQ5IbGmRUAgH7c2timDxxaFXYYOfXB+ir9poEmsACAcJFUAgCGvBXburW1I6V3jisPO5ScOn9Kle7b0KHtnamwQwEAFDGSSgDAkHdrY5vef2il4rHC7qCnp5HlMZ16cIXuXMuYlQCA8JBUAgCGtETK9bumNl00xJq+7vaBQ6t0SwNjVgIAwkNSCQAY0h56pVMTauKqry3ssSn7cur4cm1oTer57YxZCQAIB0klAGBIu7Vx6F6llKSSmOn8KVX63Ro67AEAhIOkEgAwZG3vTOn+DR06d/LQTSol6YKplfpdU7vcGbMSADD4skoqzWyWma02s0Yzu7qX9Zeb2XNmttzM/mZm0zLWfSHYbrWZnZHL4AEA2Js/vNSuk8aVa2T50P4N9ehRpaqMm57Y3BV2KACAItTvWdbM4pJulHSmpGmSLspMGgO/cfej3H26pBskfTfYdpqkeZKOkDRL0g+D/QEAkHeL1rbr3MmVYYeRd2am86ekr1YCADDYsvnpdoakRndvcvcuSQslzcks4O47MmarJe1ufzNH0kJ373T3tZIag/0BAJBXWzuSWrq5S2dMqAg7lEFxwdQq3bWuXd0pmsACAAZXSRZlxkt6OWN+vaSZPQuZ2ZWSrpJUJunUjG0f67Ht+L6eqKGhIYtwwhHl2IoNdREt1Ee0UB//tOjVuGbUxvXKujWhPH8YdXFQabl+vbRJJ45KDfpzRx3HRrRQH9FBXURLVOujvr5+r+uzSSqz4u43SrrRzD4g6RpJF+/rPvoLNiwNDQ2Rja3YUBfRQn1EC/Xxev+7ZosuPapa9ZMGv/lrWHXxkcQu/X1zly6pHzXozx1lHBvRQn1EB3URLYVcH9k0f90gaULGfF2wrC8LJZ0zwG0BANhvm9uTenprl06vK46mr7udM6lS967v0K5urlQCAAZPNknlUkn1ZjbZzMqU7nhncWYBM8tMqc+WtPu67WJJ88ys3MwmS6qX9MT+hw0AQN8Wr2vXGXUVqiyxsEMZVGMr45o5tkxLXuoIOxQAQBHpN6l094Sk+ZLulbRK0m3uvsLMFpjZ7KDYfDNbYWbLlb6v8uJg2xWSbpO0UtI9kq5092QeXgcAAHssWteuuUXQ62tvLphapdub2sIOAwBQRLK6p9Ldl0ha0mPZtRnTn9rLttdLun6gAQIAsC82tiW1Ylu33j2+uJq+7nbWIRX67GPbtaUjqTEVjOIFAMi/oT0aNACg6Px+XbtmTahQeby4mr7uVlMa03vGV2jxOprAAgAGB0klAGBIWbS2XedOrgo7jFDNnVypO9fSBBYAMDhIKgEAQ8b6XQm90NKtUw4uDzuUUJ02vkLPbevWpja6MQAA5B9JJQBgyLhrXbvOPqRSZUXa9HW3ihLTGRMq9Pt17WGHAgAoAiSVAIAhI930tTh7fe3p3MmVWkRSCQAYBCSVAIAhYd3OhF7cldRJBxV309fd3nVwhVY1d+uVVprAAgDyi6QSADAk3LW2Xe+bWKGSWHE3fd2tPG4665BKmsACAPKOpBIAMCQsWteuuUXe62tPcydXatFakkoAQH6RVAIACl7TjoQ2tiX1jgPLwg4lUk45uFyNOxJ6eVci7FAAAEMYSSUAoODdubZdcyZWKk7T19cpjZnOPqRCd9EEFgCQRySVAICCd+faNs2l19denTu5UnfRBBYAkEcklQCAgrZ6e7eaO1N6K01fe/XOg8r14q6k1u2kCSwAID9IKgEABW3R2nbNmVSpmNH0tTclMdP7JlbQCywAIG9IKgEABcvdtWhtu86l6etezZ1cpTtpAgsAyBOSSgBAwVrZnFBrwnXCWJq+7s07DizTxrakmnbQBBYAkHtZJZVmNsvMVptZo5ld3cv6q8xspZk9a2YPmNnEjHVJM1sePBbnMngAQHFbtLZdcydXymj6ulfxmGnORMasBADkR79JpZnFJd0o6UxJ0yRdZGbTehR7WtLx7n60pNsl3ZCxrt3dpweP2TmKGwBQ5Nxdi9a1ae4kmr5m45zJlbpzbVvYYQAAhqBsrlTOkNTo7k3u3iVpoaQ5mQXc/SF3332mekxSXW7DBADg9Z7d1q2kS8eMKQ07lILwtgPLtK0zpYaW7rBDAQAMMdkkleMlvZwxvz5Y1pePSfpTxnyFmS0zs8fM7JwBxAgAwBssWtuuuZNo+pqtmJlmT2TMSgBA7pm7772A2fmSZrn7ZcH8hyXNdPf5vZT9kKT5kk52985g2Xh332BmUyQ9KOnd7r5m9zYtLS17AmhoaMjBSwIADHXu0jnLKnTD4Z06rGbv5zH80zM7YvrPxjItPLYj7FAAAAWkvr5+z3Rtbe0bfs0tyWIfGyRNyJivC5a9jpmdJulLykgoJcndNwR/m8zsYUnHSFrTc/uewUZJQ0NDZGMrNtRFtFAf0VJM9fHUa12qKm/W2dPrInmlMqp1MdVd1za+quTYSXrziOJpNhzV+ihW1Ed0UBfRUsj1kU3z16WS6s1sspmVSZon6XW9uJrZMZJukjTb3TdnLB9pZuXB9BhJ75C0MlfBAwCK051r23UOvb7us5iZ5kyiCSwAILf6TSrdPaF0k9Z7Ja2SdJu7rzCzBWa2uzfXb0mqkfS7HkOHHC5pmZk9I+khSd9wd5JKAMCApdx117p2nTuZXl8HYu7kSt21jqQSAJA72TR/lbsvkbSkx7JrM6ZP62O7v0s6an8CBAAg09LNXaopNU0bWTzNN3Pp+LFl2tXtWtXcrcP5HwIAciCb5q8AAETGnWvbNZerlAO2uwnsIq5WAgByhKQSAFAwUu76/br0UCIYuLmT0/dV9tcDPAAA2SCpBAAUjEc3dWl0RUxvKqKeS/PhuDGlak+6VjYnwg4FADAEkFQCAArGorXtOndyVdhhFDwz09xJlVpEL7AAgBwgqQQAFIREKmj6yv2UOTF3cqUWrWujCSwAYL+RVAIACsL/vtqlg6vjmjI8q47L0Y/po0uVSEnPbesOOxQAQIEjqQQAFIRFa9sYmzKHzIwxKwEAOUFSCQCIvO6U6+4XO3QOvb7m1DnBfZU0gQUA7A+SSgBA5P11Y6cmD49r4jCavubSW0ane9F9ZitNYAEAA0dSCQCIvEVr2zWXXl9zjiawAIBcIKkEAERaV9L1x5faNWdiRdihDEk0gQUA7C+SSgBApD30SqcOqy1VXQ1NX/PhqFGlKolJT2+hCSwAYGBIKgEAkXbn2jbGpsyjdBPYKi2iCSwAYIBIKgEAkdWRcN3zcofm0OtrXs2lCSwAYD+QVAIAIuv+DR06clSpxlXFww5lSJs2skRVJaYnaQILABgAkkoAQGTdubZd59Pra96Zmc6ZnL5aCQDAvsoqqTSzWWa22swazezqXtZfZWYrzexZM3vAzCZmrLvYzBqCx8W5DB4AMHS1dqd0//oOzZ5Er6+DYe6kSv1+XbtSNIEFAOyjfpNKM4tLulHSmZKmSbrIzKb1KPa0pOPd/WhJt0u6Idh2lKSvSJopaYakr5jZyNyFDwAYqu55uUMzDijT6Aqavg6Gw0eWqqbUtOy1rrBDAQAUmGyuVM6Q1OjuTe7eJWmhpDmZBdz9IXdvC2Yfk1QXTJ8h6T533+buzZLukzQrN6EDAIayO9a267wpNH0dTLvHrAQAYF9Yfz29mdn5kma5+2XB/IclzXT3+X2U/29Jr7r7183ss5Iq3P3rwbovS2p392/vLt/S0rIngIaGhv19PQCAIWBnQnrf0kr94YR2MTzl4GlqM33yH+W6+4QOxSzsaAAAUVFfX79nura29g1niJyeqs3sQ5KOl3TyQLbPDDZKGhoaIhtbsaEuooX6iJahVB+/bmjVu8Z36JjD6/ovHEGFWhf1ksY0bdK22gP0tgPLww4nZwq1PoYq6iM6qItoKeT6yKb56wZJEzLm64Jlr2Nmp0n6kqTZ7t65L9sCAJDpzqZ2nTeFsSnDQC+wAIB9lU1SuVRSvZlNNrMySfMkLc4sYGbHSLpJ6YRyc8aqeyWdbmYjgw56Tg+WAQDQq9fak1q2pUun19HraxjmTq7U4nXtSqboBRYAkJ1+k0p3T0iar3QyuErSbe6+wswWmNnsoNi3JNVI+p2ZLTezxcG22yRdp3RiulTSgmAZAAC9Wvxiu06vq1B1KUMph6G+tlRjKuP6+yZ6gQUAZCereyrdfYmkJT2WXZsxfdpetr1Z0s0DDRAAUFzuaGrXJ4+sCTuMonbBlErd3tSmdx40dO6rBADkDz8DAwAiY0NrUqu2d+vU8TR9DdN5kyu1+MV2dSZpAgsA6B9JJQAgMu5a166zD6lUeZzxLMJUV1OiaSNL9ef1HWGHAgAoACSVAIDIuKOpTedNptfXKLhwSpV+t6Yt7DAAAAWApBIAEAmNLd1a35rkPr6ImDOpUg+/0qmWrlTYoQAAIo6kEgAQCbc1teu8yZUqidH0NQpGlMd00kHlWryOMSsBAHtHUgkACJ2767Y1bXr/1KqwQ0GGC6ZW6XdNJJUAgL0jqQQAhO6JzV0qj5neMro07FCQ4Yy6Cj27tUuvtCbDDgUAEGEklQCA0P12TbsunFolM5q+RklFiem9Eyt1RxMd9gAA+kZSCQAIVWfSdde6dl0wlV5fo+jCqVW6jSawAIC9IKkEAITqvvUdOnxkiQ6pKQk7FPTixHFl2tqR1PPbu8MOBQAQUSSVAIBQ/ZYOeiItZqbzGLMSALAXJJUAgNBs70zpL690avZEmr5G2QVTKnVbU7tS7mGHAgCIIJJKAEBo7lrXrneNL9eIck5HUXbUqFINKzX976tdYYcCAIggzuIAgNDQ9LUwmJk+WF+tWxpaww4FABBBJJUAgFA07UiooSWh08ZXhB0KsvD+qZX608sd2tmdCjsUAEDEkFQCAEJxS0OrLpxaqbI4Y1MWgjEVcZ04rlyL1jK8CADg9bJKKs1slpmtNrNGM7u6l/UnmdlTZpYws/N7rEua2fLgsThXgQMAClcy5bq1sU0fqq8OOxTsgw/WV+k3DfQCCwB4vX6TSjOLS7pR0pmSpkm6yMym9Sj2kqSPSvpNL7tod/fpwWP2fsYLABgCHnylUwdVxTVtZGnYoWAfvKeuQk07E2psYcxKAMA/ZXOlcoakRndvcvcuSQslzcks4O7r3P1ZSdxoAQDo169eaOUqZQEqjZkunFKl3zRytRIA8E/m/Yw5FTRnneXulwXzH5Y0093n91L255L+4O63ZyxLSFouKSHpG+5+V+Y2LS0tewJoaGgY+CsBABSE5m7p3GWVuvuEdtWUhB0N9tWaVtO/rSjX4hM6xO2wAFAc6uvr90zX1ta+4dN/ME7nE919g5lNkfSgmT3n7mt6K5gZbJQ0NDRENrZiQ11EC/URLYVSHz9csUtnT+rSMYfXhR1K3hRKXQxEvaS6lzdrfdVYnVZXGD33DuX6KETUR3RQF9FSyPWRTfPXDZImZMzXBcuy4u4bgr9Nkh6WdMw+xAcAGELcXb+m6WvB+2B9lW6hwx4AQCCbpHKppHozm2xmZZLmScqqF1czG2lm5cH0GEnvkLRyoMECAArb01u61ZZ0vWNcWdihYD+cN7lKD7zSoa0dybBDAQBEQL9JpbsnJM2XdK+kVZJuc/cVZrbAzGZLkpmdYGbrJV0g6SYzWxFsfrikZWb2jKSHlL6nkqQSAIrUrxvSw4jEjJvxCtmI8pjOmlBBhz0AAElZ3lPp7kskLemx7NqM6aVKN4vtud3fJR21nzECAIaA1u6UFq1r0yOzDwg7FOTAJYdV6xN/a9aVR9TwIwEAFLlsmr8CALDfbm9q11sPKFcdXb4OCTMOKFN53PTIxs6wQwEAhIykEgCQd+6unz3fqo+9mQ56hgoz0yWHVet/VtMEFgCKHUklACDvntzSrR3dKZ06vjzsUJBDF06t0kOvdGhTGx32AEAxI6kEAOTdz55v1aWH0UHPUFNbFtOcSZX6NcOLAEBRI6kEAOTVto6klrzUrg/WV4UdCvLgksOq9YsXWpVMedihAABCQlIJAMirWxrbNGtChUZXxMMOBXlwzJgyjSqP6b4NHWGHAgAICUklACBvUu76HzroGfI+Pq1GP17ZGnYYAICQkFQCAPLmgQ2dqimN6YSxZWGHgjw6d3KlVjZ36/nt3WGHAgAIAUklACBvfrhil644okZGBz1DWnk8PbzITSt3hR0KACAEJJUAgLxY2dytVc3dOm9yZdihYBBceli17lzbrubOVNihAAAGGUklACAvfrRilz725mqVxblKWQwOrIpr1oQK/fIF7q0EgGJDUgkAyLnX2pNa/GK7LqGDnqJyxbQa/WRVqxIMLwIARYWkEgCQczevbtWcSZUawzAiRWX6mDLVVcf1hxcZXgQAiglJJQAgpzqTrpufb9UV02rCDgUhmH9kjb7/j51y52olABQLkkoAQE7dtqZNR4ws1eEjS8MOBSE465AKtXa7/rqxM+xQAACDhKQSAJAzyZT7qkecAAAW+0lEQVTrv57bqc8cPSzsUBCSmJk+dVSNvvccw4sAQLHIKqk0s1lmttrMGs3s6l7Wn2RmT5lZwszO77HuYjNrCB4X5ypwAED0/H5du0aXx3XiuLKwQ0GILphSpYbtCS3f0hV2KACAQdBvUmlmcUk3SjpT0jRJF5nZtB7FXpL0UUm/6bHtKElfkTRT0gxJXzGzkfsfNgAgatxd33l2p/7PW4bJjGFEillZ3PSJI2v0X1ytBICikM2VyhmSGt29yd27JC2UNCezgLuvc/dnJfUc8fgMSfe5+zZ3b5Z0n6RZOYgbABAxf16fvofu9LrykCNBFFz8pio9srFTa1oSYYcCAMgz6693tqA56yx3vyyY/7Ckme4+v5eyP5f0B3e/PZj/rKQKd/96MP9lSe3u/u3d27S0tOwJoKGhYb9fEABg8LlLH3u2XPMOTuj0scmww0FE3PRiqTZ3mb5cTzNYAChk9fX1e6Zra2vf0BypZFCj6UdmsFHS0NAQ2diKDXURLdRHtIRZH49s7FSbNevyt05QPEbTV46NtGsOSenYOzYpfuB4TRke3lcO6iNaqI/ooC6ipZDrI5vmrxskTciYrwuWZWN/tgUAFAB3138+vUOfOXoYCSVeZ0R5TP96eLVuWL4j7FAAAHmUTVK5VFK9mU02szJJ8yQtznL/90o63cxGBh30nB4sAwAMEQ+90qnXOlKaN7Uq7FAQQVccUaP71nfqhe3dYYcCAMiTfpNKd09Imq90MrhK0m3uvsLMFpjZbEkysxPMbL2kCyTdZGYrgm23SbpO6cR0qaQFwTIAwBDg7rruqR364jHDVMJVSvSitiymTxxRoxue2Rl2KACAPMnqBgd3XyJpSY9l12ZML1W6aWtv294s6eb9iBEAEFF/eKlDiZQ0Z1Jl2KEgwv51WrWOvX2TVjZ3a9rI0rDDAQDkWDbNXwEAeINkynX9Uzv05WOHK8a4lNiLYaUxffLIGv3n09xbCQBDEUklAGBAbl/brtqymN7DuJTIwmWHV+vpLd16bFNn2KEAAHKMpBIAsM/aE8FVyuOGy7hKiSxUlcR0zbHDdc3SFvU3RjYAoLCQVAIA9tmNK3bpLaNLdeI4rlIiexdOrVQiJd25tj3sUAAAOURSCQDYJxvbkvrhil267oTasENBgYmZ6eszavXVJ3eoI8HVSgAYKkgqAQD75GvLWvTRw6o0aVhWHYgDr3PiuHIdPapUP165K+xQAAA5QlIJAMjak6916S8bO/WZo4eFHQoK2ILja/WDf+zSxrZk2KEAAHKApBIAkJWUu65+fLuuOXa4hpVy+sDATa0t0aWHVesLj7eEHQoAIAf4VgAAyMrPV7cpZqaLDq0KOxQMAf/nLcP0zNYu3be+I+xQAAD7iaQSANCvV9uSuv6pHfre20coxhAiyIHKEtN33jZCn310u9oSqbDDAQDsB5JKAEC/rn483TnPtJGlYYeCIeTU8RU6fmyZvv3MzrBDAQDsB5JKAMBeLXmpXc9s7dJn3zI87FAwBF0/o1a/fKFNz23rDjsUAMAAkVQCAPq0tSOpq/6+XTeeOFKVJTR7Re6Nq4rruhNq9fG/bmPsSgAoUCSVAIBeubuuenS7zp9SpbePKw87HAxh86ZWaurwEl3/9I6wQwEADABJJQCgV7c3tWv19oSuOZZmr8gvM9N/vX2Ebm9q0yMbO8MOBwCwj7JKKs1slpmtNrNGM7u6l/XlZvbbYP3jZjYpWD7JzNrNbHnw+HFuwwcA5EPTjoS+8ESLfvzOkaqg2SsGweiKuL7/9pH6xN+a1dJFb7AAUEj6TSrNLC7pRklnSpom6SIzm9aj2MckNbv7oZK+J+mbGevWuPv04HF5juIGAORJZ9J1ycPb9Lm3DNP0MWVhh4MicvqECp1RV6FP/q1Z7txfCQCFIpsrlTMkNbp7k7t3SVooaU6PMnMk/SKYvl3Su80YyAwACtE1S1t0SE1c/3p4ddihoAh9/YRavbQrqR+ubA07FABAlrJJKsdLejljfn2wrNcy7p6Q1CJpdLBuspk9bWZ/MbN37me8AIA8+u2aNt23vkP/9x0jxW+DCENFiekX7xql/3p2px7bxP2VAFAIrL/mJWZ2vqRZ7n5ZMP9hSTPdfX5GmX8EZdYH82skzZS0U1KNu281s+Mk3SXpCHff071bS0vLngAaGhpy9sIAAPtmxc6YPr2iXD86qkOHVtP0EOH6320xXd9YppuP7tS4Ct6PABCm+vr6PdO1tbVv+NW5JIt9bJA0IWO+LljWW5n1ZlYiqVbSVk9nrJ2S5O5PBsnmmyQt6y/YKGloaIhsbMWGuogW6iNa9qc+NrYl9aW7X9ONJ9XqzImVOY6s+HBs7L96STurd+rqxjbdc/ZYDSsdeIf11Ee0UB/RQV1ESyHXRzaf0Esl1ZvZZDMrkzRP0uIeZRZLujiYPl/Sg+7uZjY26OhHZjZF6XNEU25CBwDkwo6ulC68b6sufXO1ziahRITMP6JGx48t02V/aVYyxdVKAIiqfpPK4B7J+ZLulbRK0m3uvsLMFpjZ7KDYzySNNrNGSVdJ2j3syEmSnjWz5Up34HO5u2/L9YsAAAxMZ9L1oQe3aeYBZbrq6JqwwwFex8z07beNUFfS9em/b6dHWACIqGyav8rdl0ha0mPZtRnTHZIu6GW7OyTdsZ8xAgDyIJFyffyvzRpRZvrmzFo65kEklcZMvzp1lObeu0VfXrpD150wnPcqAETMwG9QAAAUrETKdcUj6UHm/99JoxSP8SUd0VVTGtNt7xmjBzd06BvLd3LFEgAihqQSAIrM7oRyS0dKv3n3aFWUkFAi+kaWx3TXrDG6e127Fjy5g8QSACKEpBIAikh7wvWRh7ZpW2c6oawkoUQBOaAyrrvPHKMHNnTq6sdblCKxBIBIIKkEgCLR3JnS3Hu3qLrEdCsJJQrU6Iq4Fs8ao2e3devSh5vVkSCxBICwkVQCQBFoaOnW6X98TceNLdNNJ41UWZyEEoVrRHlMi04fo7hJc+7doi0dybBDAoCiRlIJAEPcPS+368wlW/TJI2t0/Yxaxeg5E0NARYnpJyeP1DsPKtfJv39Nj23qDDskAChaWQ0pAgAoPJ1J13VP7tCda9v0m3eP0owDysMOCcipmJmuOXa4jh9bqg8/uE2fOqpGVx5Rw5AjADDIuFIJAEPQquZunXr3Zq3bmdAjcw4gocSQNmtCpe5/71jdsbZd779/qza00hwWAAYTSSUADCGdSde3n9mp9/5piz4+rUa/OnWURlfEww4LyLuJw0p071ljddzYMp30+836+epWeocFgEFC81cAGCIebY5p3l2bdNiIUj3wvrGaNIyPeBSXsrjp89OH630TK/XJvzXrt2vadP0JtRoWdmAAMMTxjQMACtzyLV36j6d3aMWWMn33xBE6Y0JF2CEBoZo2slR/Pnusbmls0wce2Kq31JTphnEJTeSHFgDIC5q/AkCBWr6lSx94YKsuemCr3lNXoduO7SChBALxmOkjb6rWsvMO1MTKlE5evFlX/q1Zq7d3hx0aAAw5JJUAUEC6U647m9o064+v6UMPbtOJ48r11Hnj9C+H16iMT3TgDWpKY/qXQxJ6+vxxmlgT13v/tEUfeGCrHtrQwT2XAJAjtAMBgIhzdz2ztVu3NbXpzqZ2Ta0t0RVH1OjsQypUEmPoBCAbI8tj+vfpwzX/yBotbGzXV5/coW1/T+lD9VW6YEqVpgznKxEADBSfoAAQQV1J16ObunT/hg796aUOJdx1wZQq3X3mGNXXloYdHlCwqkpiuvTN1br0zdVavqVLtzS0adaS1zS2IqbZkyp1Rl2Fjh5dqhhjXQJA1kgqASACOpOuZ7Z26fHNXXpsU5ceebVT9cNLdFpdhW46aaSOHVPKgO5Ajk0fU6bpY8r0jZm1enxzlxa/2K5/+WuztnQk9c5x5TrpoHK97cByHTaihFYBALAXWSWVZjZL0vclxSX91N2/0WN9uaRfSjpO0lZJ73f3dcG6L0j6mKSkpH9z93tzFj0AFBh31+b2lFZt79aq5oSe396tFc3dWtmcUH1tiWaMLdM5kyr1/XeM0BjGlwQGRTxmevu4cr19XLkkaUNrUn/d2Km/vNKhH69s1ca2pI4cVarpo0t1xKhSHTq8RPW1JRpTEePHHgBQFkmlmcUl3SjpPZLWS1pqZovdfWVGsY9Janb3Q81snqRvSnq/mU2TNE/SEZIOlnS/mb3J3ZO5fiEAELbulKu5M6WtHSlt7Uxpc1tS61uTenlXUi+37p5OKGbS4SNKdfjIUh01qlQXTq3S9NGlqi6lpx0gCsZXx3XRoVW66NAqSVJLV0rPbO3W8i1denRTl371QqsaWhJySfW1JaqrLtFBVTEdXB3XwVVxHVQV17iquEaWxzS81BTnKieAIS6bK5UzJDW6e5MkmdlCSXMkZSaVcyR9NZi+XdJ/W/qnuzmSFrp7p6S1ZtYY7O/R3ISff90p17Yu6bX2vvPgbPqO66+Duaz2kYPnyWY/nsVOBivenqs3dJhKdyay2PP+Pc9A9pHez/7/73JRh4P1PC+2mrq29d89f7+x9B9Kzt6XKU8f110pKZFydafS89095hO7l7vUkXC1JlJq7Xa1JVytux/dKbUlgkSyM6W2bteI8phGl8c0qiKmsRUxTagp0ZThJTr54HLVVcc1oSauUeVc3QAKSW1ZTCcdlG4Ou5u7a2tnSo0tCa1vTWpja1KvtCb15Gvd2tiW1KttSW3vSmlXt2tYqWlEeUwjy2MaURZTdYmpqsRUGTyqSkyVcVNVaUyVcVNpTCqNmUp2/zWpJJZeXhLMlwbzZpJJMjOZpNieeb1+XpZRtsdfSTH75/p8yNzvli5peNv+X1/Ix8do3l5/RD/ym7ulLR1c64mKQu6Q2vr7omZm50ua5e6XBfMfljTT3ednlPlHUGZ9ML9G0kylE83H3P3XwfKfSfqTu9++e9uWlpY9ATQ0NOToZeVOY6vpE//of9y3XHxWZLMPs/7fbVntJ4sy/e4ji53kIpZcfQ73F2+u/m9ZxRuVWAapDrMpk4v/WzZFYpJKYp7+kva6h6skJsWD+VL7Z7nymFQVd1UEfyvjUmVMqgymh5e4RpS6auLpL3AAsFvSpZ0JaWfCtCNhaklIHUlTRyrjb4/p7pQp6VIieKSnLWNaSqTSy1KS5Okf1fY89jYffI1I9Zh3SSnPzwdYoXxPzlechZwoYHD9/oR2VUX0zpf6+vo907W1tW/4sIhURz2ZwUZFvaQ/VzdEMrZi1NBAXUQJ9REt1Ed0UBfRQn1EC/URHdRFtBRyfWRzA88GSRMy5uuCZb2WMbMSSbVKd9iTzbYAAAAAgAKVTVK5VFK9mU02szKlO95Z3KPMYkkXB9PnS3rQ0+1qF0uaZ2blZjZZ6Qt/T+QmdAAAAABA2Ppt/uruCTObL+lepYcUudndV5jZAknL3H2xpJ9J+lXQEc82pRNPBeVuU7pTn4SkK+n5FQAAAACGjqzuqXT3JZKW9Fh2bcZ0h6QL+tj2eknX70eMAAAAAICIYlA0AAAAAMCAkVQCAAAAAAaMpBIAAAAAMGDmIY/I2tLSwpCwAAAAAFAAamtrrecyrlQCAAAAAAaMpBIAAAAAMGChN38FAAAAABQurlQCAAAAAAaMpBIAAAAAMGAklQEzu8DMVphZysyO77HuC2bWaGarzeyMPrafbGaPB+V+a2ZlgxP50Bb8L5cHj3VmtryPcuvM7Lmg3LLBjrNYmNlXzWxDRp2c1Ue5WcHx0mhmVw92nMXCzL5lZs+b2bNmtsjMRvRRjuMjT/p7r5tZefA51hicIyYNfpTFwcwmmNlDZrYyOJ9/qpcyp5hZS8Zn2LVhxFos+vvssbQfBMfHs2Z2bBhxDnVmdljGe365me0ws0/3KMOxkUdmdrOZbTazf2QsG2Vm95lZQ/B3ZB/bXhyUaTCziwcv6n3DPZUBMztcUkrSTZI+6+7LguXTJN0qaYakgyXdL+lN7p7ssf1tku5094Vm9mNJz7j7jwbzNQx1ZvYdSS3uvqCXdeskHe/uWwY9sCJiZl+VtMvdv72XMnFJL0h6j6T1kpZKusjdVw5KkEXEzE6X9KC7J8zsm5Lk7p/vpdw6cXzkXDbvdTP7hKSj3f1yM5snaa67vz+UgIc4MztI0kHu/pSZDZP0pKRzetTHKUqf498bUphFpb/PnuCHyU9KOkvSTEnfd/eZgxdh8Qk+tzZImunuL2YsP0UcG3ljZidJ2iXpl+5+ZLDsBknb3P0bwY+SI3uew81slKRlko6X5Ep/rh3n7s2D+gKywJXKgLuvcvfVvayaI2mhu3e6+1pJjUonmHuYmUk6VdLtwaJfSDonn/EWm+B/fKHSCT6ibYakRndvcvcuSQuVPo6QY+7+Z3dPBLOPSaoLM54ilM17fY7S5wQpfY54d/B5hhxz943u/lQwvVPSKknjw40K/Zij9Jdsd/fHJI0IfhxA/rxb0prMhBL55+5/lbStx+LM80NfucMZku5z921BInmfpFl5C3Q/kFT2b7yklzPm1+uNJ6nRkrZnfLnrrQz2zzslbXL3hj7Wu6Q/m9mTZvavgxhXMZofNFO6uY+mGtkcM8i9SyX9qY91HB/5kc17fU+Z4BzRovQ5A3kUNDM+RtLjvax+m5k9Y2Z/MrMjBjWw4tPfZw/ni8E3T33/QM+xMbgOdPeNwfSrkg7spUzBHCMlYQcwmMzsfknjeln1JXf//WDHg7Qs6+Ui7f0q5YnuvsHMDpB0n5k9H/wqhH20t/qQ9CNJ1yn9ReE6Sd9ROplBnmRzfJjZlyQlJN3Sx244PlA0zKxG0h2SPu3uO3qsfkrSRHffFTS9vEtS/WDHWET47IkQS/f3MVvSF3pZzbERInd3MyvoexKLKql099MGsNkGSRMy5uuCZZm2Kt1koyT4Jbq3MuhDf/ViZiWSzpV03F72sSH4u9nMFindLI0T1wBke5yY2U8k/aGXVdkcM8hSFsfHRyW9V9K7vY+b5Dk+8iab9/ruMuuDz7Japc8ZyAMzK1U6obzF3e/suT4zyXT3JWb2QzMbw/3G+ZHFZw/ni8F1pqSn3H1TzxUcG6HYZGYHufvGoNn35l7KbJB0SsZ8naSHByG2fUbz1/4tljTP0j34TVb6V5snMgsEX+QeknR+sOhiSVz5zJ3TJD3v7ut7W2lm1UGnDDKzakmnS/pHb2Wxf3rc6zJXvf+fl0qqt3SPyGVKN7VZPBjxFRszmyXp3yXNdve2PspwfORPNu/1xUqfE6T0OeLBvpJ/7J/gXtWfSVrl7t/to8y43fe0mtkMpb8HkeTnQZafPYslfcTS3qp0Z3wbhXzps9UXx0YoMs8PfeUO90o63cxGBrccnR4si5yiulK5N2Y2V9L/lTRW0h/NbLm7n+HuK4KeXVcq3bzsyt09v5rZEkmXufsrkj4vaaGZfV3S00qf2JAbb2j/b2YHS/qpu5+ldBv0RcFnYYmk37j7PYMeZXG4wcymK938dZ2kj0uvr4+gJ9L5Sn/oxSXd7O4rwgp4iPtvSeVKNyuTpMeCXkY5PgZBX+91M1sgaZm7L1b6XPArM2tUupOGeeFFPOS9Q9KHJT1n/xx+6ouSDpEkd/+x0on9FWaWkNQuaR5Jft70+tljZpdLe+pjidI9vzZKapN0SUixDnlBYv8eBeftYFlmXXBs5JGZ3ar0FccxZrZe0lckfUPSbWb2MUkvKt0hpSw9tOHl7n6Zu28zs+uU/hFTkha4e88OfyKBIUUAAAAAAANG81cAAAAAwICRVAIAAAAABoykEgAAAAAwYCSVAAAAAIABI6kEAAAAAAwYSSUAAAAAYMBIKgEAAAAAA/b/ARkcfDqIbngtAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "train_mu = torch.Tensor([0.0])\n", - "train_mu.requires_grad=True\n", - "train_sigma = torch.Tensor([1.0])\n", - "train_sigma.requires_grad=True\n", - "\n", - "plt.figure(figsize=(14,4))\n", - "Q = distrs.Normal(train_mu, train_sigma)\n", - "qx = Q.log_prob(x).exp()\n", - "plt.plot(x.numpy(), qx.detach().numpy(), linewidth=1)\n", - "plt.title('$Q(X)$')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 98, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABQYAAAE+CAYAAADfxc1+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3XmcXOV95/vvr7ZepZa6W/sONBiBVkDCYJvdFtgGHGMCSUg8iT3OxMS545nc4MR2CDO5WXydxJMhyeQmE5zFMNiJbbCJwdgGGwNCSEgtJBAthATae1G3ll5qe+4fVY2LVnfXqepTfWr5vF+v81J11alTv3PqOaf0/M6zmHNOAAAAAAAAAGpLKOgAAAAAAAAAAEw/EoMAAAAAAABADSIxCAAAAAAAANQgEoMAAAAAAABADSIxCAAAAAAAANQgEoMAAAAAAABADSIxCAAAAAAAANQgEoMAAAAAAABADSIxCAAAAACYEjN7wMyeDDoOAEBhSAwCQEDMbL+ZuXGWXXneFzKzL5rZXjMbMrM3zex/mFlTzjr3TrDt88Zsq93M/trMDpvZiJm9YWafzHn9fWb2bTM7kH3/58eJ5y4z22pmJ7LxvGJmnzUzK3R/Pa6Td9/M7LfN7LlsTP1m9oyZbRoTj5ft5N03L5+VXa/JzP7YzPaZ2bCZ7TSz24qIKe92yoXXspFnG9eaWcrM9o7z2k1mtj1bdveb2WfHvJ63/GbXy3ceeD2f/Cp3BV0bJjpGPpZxT2XOy/E2D9cvL/uWfW3S780LM/s3M3t6zHNXmdkRM/u6mc3IrvODQrZbjHzlearvmexYetmWl+/O4zngZTteypKn88TjeeBLufS4/17jnvLvc3Y9L789fv2u/Jakj+Vs90kze6CI7fjC52PkqYx4OScLOW8BYDpEgg4AAGrYZZLCOX83S+qU9FCe9/0XSf9V0n+QtFXSBZL+QVKdpE/lrLdf0rvHvLd79IGZNUv6saRDku6UdEDSgnFi2i3pa5L+YoJ4jkv6b5L2SBqR9F5JfyUpJekrOet52V+vx2TSfZN0raT/LWmLpEFJn5D0HTO7yjn30wK242XfvH7W30q6XJnvaJ+kmyQ9aGYnnXNPFBCT1+2UA69lY1xmNl/SVyU9IaljzGuXSvq2pP9XmfK7UdLfmNmgc+5vsqvlLb8ezwMp//ci+VfuPF8bJjtGHj/Ly3fktcx5uV54vX7l+/69fm/5XCrp/2S3aZJ+R9LvS/pd59yfZ5+/VNKDBW63IB7Lc9HvyVdOPG7Ly3fn5Rzwsh0vZamQ39D9mvw88KVcytv+543bx99nydv568vvinNuwOu6hTCzmHMuXsRb/TxGecuIl/OomHMdAErOOcfCwsJSFYukVZKcpKVjnj8g6TeCjs9D/J+UlJC0IM9635L0r2Oe+7Kkl3L+vlfS3jzb+QNlKkt1HuPbL+nzHtf9pqRvTnV/x1vHy75NsK1OSV/2YTte9m3sZ9Vn9+OOMet9W9LTXmPyuh0P+7Ba0qOSjmTPmdzlV/0oz1M5ftn1QpKelHTPeMdFmYres2Oe+5Kk/YWUXy/nQbFlxa9yN9G54uEYTbmMF1vmJjneea9fHvetoOvXBDHOzZb52yXNzp4TByVdOc46H5tq2c8TS0HluZD35DuWXrfl9bvzcA4UtJ2JytI46010nuQ9D/wql17230vchZbvSc63vOevl3UKKMcPSHoy5/HY35erc9b9TUmvShqW1CXp9yRFsq89JenvlblpcUTS0ULi8PsYeS0jHs+jgs91FhYWllIvdCUGUE3WSepxzr05+oSZtUtaKmnb2JXN7HfN7HSe5XenMf5PSXrUOXckz3rPSLrSzFZLkpmdo8zd7e+OWW+xmR3MLv9uZleMef2j2W39uWW6zb1qZl8ys8Zid8AyNki6UtKP8qzuZX8nWiffvo2NKyRppqQzxW7H675N8FlRZVp6DI9ZfUjS5WYW9RhTIduZKL7zlPne+yVtUqb1yg5lWs/cpTHlyK/zpMCyIUlfUKYi+ScTvH6lpO+Nee57kpaZ2WIP2x/l9TwoqMxJ/pS7rInOg3zHqKDPmuA7mnKZG8Pr9Svfvvlx/bo0+69T5jeiQdJ6987WnaPrvJhvY1M8V4opz17f46WceNmW1+/ubROcAwVvx6PJflPynQd+lct3mOQakC9uv36fvZy/fp/jo35L0k8kPaxMa8cFkp6VMt27lWl99zlJF2bX/ZQyrXVH3S5pjqTrJN2QfV8p/t/mdf+9lBEv55Ffv10A4J+gM5MsLCwsfi2S/lzS42Oee7+kpKSGcdZvlXRenqV1mmK/VJnKxgc8rGuSPp/dr0T2fX8ryXLWuUmZLiprlOka+M/KdA28IWedIWX+I/zP2c+/WdKbkv5lgs/drwlabUhqkXRaUjwb1xemur8TreNl38bZ1ueVSYQtLnQ7RezbWZ+Vff4nynQvW65Mq5Mbs9+BU7aliMfvLe928sT3HUk/GFNefjH7/rPK+1TPk0KPX/Y91yjTSmR+9u97dXaLsbik/zjmuYuy+3GZ1/Lr5TwopsxNtdx5OA+8HCNfyngxZW6S4+3l+uVl3wq6fk0Q4xeznz+izO9HaIJ1ejxur+hzpdDy7PU9Xo5lAdvK+915PAcK2s5EZcnLeeL1PPCrXHrZf4/nt5+/z15+e6b0u5LzWQ8o22Iw+/eTkh4Ys06jMt2sN415/pcl9WcfPyXpNY05JzW1c2yqx8hLGfFyHhV8rrOwsLCUegk8ABYWFha/lux/JP9ozHP3SHq5hJ95r87uKjN2udfDdv4/Zca1mbCClbPuxyQdVqZ11ypJt0l6S9Ifejg+T+T8PZLdTjTnuds0cYJosv9Uh7L/IV8t6dclnZD0a1PZ3wKPyTv2bcxrv5GthFxfzHYK2bfJPkvSMknfl5TOVix2SfrL7PGeV8D3VtR2su+dna2UfGTM87dm399SgnOk0LLRrsy4WptynrtXpUsMFnQeeClzfpS7yc4Dr8fIrzJeTJmb5HhPev0q4Psv6nsbs41HlGkFtFPS0xqn22Z2nce9bG+K54nvicFCyomXz8/33Xk9B4rYzrhlKd95Ush54Fe59LL/XuIutHxPdozk4fz1so7H4/qA8icGL8tu94wyNyRGl9FE3Jzs9/Ogz+fYVI9R3nIrEoMsLCwVugQeAAsLC4sfizJ3cvs1ZhwoSf8q6R8neM/vjvlP6XjL7+b53HZJ78qztOfZxszsZ93jcV/flPQ7Y567S5k72PWTvO+PJL2W8/d+SU+NWefC7H9O143z/gn/Uz3Oup/TBGMCednfIo7JO/Yt5/n/mq185E3OTLYdL/vm9bOUaS2xMPv4TyUNaJyWSh72raDtZNe7Nvv9Lh/z/B9KerVU54nXspF9/epsjMmcJZ3z3C9k1zsg6YsT7N9ZrXMmKr+Fngdeyopf5W6i88DrMSpBGfdc5iY53pNevwr4/ov63sasf1jSf1dmuIkjyoz9NTZBc1h5brr4ca4UWp69vKeQcuLl8/N9d17PgUK2M1lZyneeFHLO+VUuvey/l7gLLd/5jpHX89fLOnk+4wHlTwxuzO7HTRq/xV9YmcTg3/l8jk3pGHkpt/J2HhV8rrOwsLCUemFWYgDVYoUy3eEOjT5hZrOV6Ur8hQne8zfKjH0zmb7JXnTO9Ujq8R7muH5JUkyZ2e28aFKmQpIrpUxy1CZ533pl7m6P+omka8ws4pxLZp+7IPvvfo+xTCSkTGVqPF72t9BjMnbfZGb3SfrPkm5yzj1d7HbGcda+FfJZzrlBSYNmFlOmxcG3nHNjv8+8MRWxHelnM1o25cTeIulXlJmJdjxTPk/GmKxsSJnuXKvGPPcbkj6kTEVy9Fj8VNIHJN2Xs94mSQeccwcLiKfY82Dc78XncjfReeD1GBXyWbnG/Y6KLHNj5bt+ed23KV2/zGyhMmOebXXOvWlmH1am1eAfKdPSPHedvOMLZk3lXCmmPE/6HjM7Ie/lxMvne/rt8XAOFPsbNpFCfy+ks88Dv8plIdeAyeL2/ffZy/nr0zmeK66zZwrfpUw36XOcc4+N9yazCYuB379H75Bn/72UWy/nkV+/XQDgn6AzkywsLCx+LMoM1O0k/Ysy/3l+jzKVPKfMzHdNQcc4Sew7JD08wWt3a0xLLmVm6jsm6SPKjIfzAWW6Ij2as86fKXMH+hxJayXdr8x/aD+cs84aZbor/a0yLRuvkbRX0ldz1mnOvn+tMi1n/mf28Xk56/yBpOuzn3WBMjMsnpT0lUL31+Mx8bJvf6FMt6RbJc3PWVoK3E7effPyWdn1bpD0wey2rsqWzyOSFhUYU97tTHJcW5RpAfEdZbouvVfSc9klmu/9RZRtL8fvrDI+znbu1dldSS9TpqXGH2bL769kv4dfL7D8ejkP8n4vfpa7Qs6VPMfIrzLuqcx5PN55r18e9y3v95bneN2szO/DkpznblWmov+pMet8QNLFYxZfzxeP5fkd54qX93g5lgV8vpffHi/ngJft5C1LXs8TeTsP/CqXnn4P8sXtpXx7PUby9ttT9O/KmM96QO9sMXi/pN2SzlWmh0U0+/wXlLnOfFqZ685Fku6Q9CfZ15/SOC0Giziv/DxGXsqtl/Oo4POWhYWFpdRL4AGwsLCw+LEo0x3sp5IeVOZO9OvKzGi3P/u4LBODki5XpuJ53QSv3yvJjXmuSdKXsv8hHVame8tfKWfcoexxOJitWBxXpjvPteNs/zplWkIMZ4/VlyQ15rx+tcYfN/GpnHX+XJkKy5AyY5Ntzf5nP1zo/no8Jnn3bYKYnXK6NHncTt598/JZ2fU+Kqkr+3m9ynRbXFbEvnnZzsc1TpfhnO98pzItOQ4pU5GdWaLy7eX43asxZXyC82C8ZMYHlalcjyjTPeuzY17PW349ngdezydfyp3XcyXfMfKxjOctcwVcL/Jevwr4/vN9bx/XxOfBfZKOjfP8Z5XpGvrB7Drj7U9C44xH6MP5kq8836uzfw8mfY/XY+nx87389ng5B7xsJ29Z8nqeyNt54Eu59LL/BcQ95d9nr+evx3U+rgnOp5x1HtA7E4PnSPqxMl18naSrc177hKTt2f07IWmzpP+Ufe0p+ZMY9PMYeSoj8nBOelmHhYWFZToXc84JACqdmX1X0hvOubuDjgUIWrYr20clrXE/64YG1BTOA8A/nE8AUL1CQQcAAD5Zp8ydZwCZca8+TeUNNY7zAPAP5xMAVClaDAKoeGY2T9JRSZc557wOEg8AAAAAQE0jMQgAAAAAAADUILoSAwAAAAAAADUoMl0fNDAwQNNEAAAAAAAAIAAtLS029jlaDAIAAAAAAAA1iMQgAAAAAAAAUINIDPqsq6sr6BBQgSg3KAblBsWi7KAYlBsUg3KDYlF2UAzKDYpR6+WGxCAAAAAAAABQg0gMAgAAAAAAADWIxCAAAAAAAABQg0gMAgAAAAAAADWIxCAAAAAAAABQgzwlBs1sk5ntMbO9ZnbPOK8vNbMfmdlLZtZpZjf5HyoAAAAAAAAAv+RNDJpZWNL9km6UtFLSnWa2csxqn5f0sHNunaQ7JP2V34ECAAAAAAAA8I+XFoMbJO11zu1zzsUlPSTpljHrOEkzs49bJB32L0QAAAAAAAAAfjPn3OQrmN0maZNz7hPZv++StNE5d3fOOgskPSFptqQmSdc757bmbmdgYODtD+rq6vJtBwC/HBw2PXYsomNx0/KGtD48L6lZ0aCjAlCNnJO2nQzpx71hDaelNTPTur49pRgj/wIAAADwUUdHx9uPW1pabOzrEZ8+505JDzjnvmxm75b0T2Z2sXMunS+oatPV1VXV+1eNnHP6i52n9Zcvn9ad5zXq6pkRbe2J647tw/ryu2fp1hUNJY+BcoNiUG4q00A8rd985oR2nUjoF85rUnPU9O9vDevB4yn9w9WtunB26e9IUHZQDMoNikG5QbEoOygG5QbFqPVy4yUxeEjSkpy/F2efy/VrkjZJknPuOTOrl9Qu6bgfQQKl9PsvntTTR0b0zC1ztbApLEn6VTVpR29cdz7ZqzPJtH6xoyngKAFUg8FkWrd/v1fnt0T001vmqT6SuWH3Hy9s0tf2DurWx3v0zQ+0a+U0JAcBAAAAwEunpS2SOsxshZnFlJlc5JEx67wp6TpJMrMLJdVL6vYzUKAU/rnrjB57c1jf+kD720nBUWvaYvr2pnb9/osn9cLxkYAiBFBNPvPTfi2bEdZXrpz1dlJQksxMv9jRpPsua9Ev/aBXA/FxG9wDAAAAgK/yJgadc0lJd0t6XNIrysw+vMvM7jOzm7Or/RdJnzSzHZIelPRxl2/wQiBgB04l9ftbTuqfr2vV7LrxT4WOlqi+csUsferHJzSUpEgDKN7XXx/Uzt6EvnLFbIXsrKE9JEk/f26jrllUr//7+f5pjg4AAABALfI0zLlz7jHn3PnOuXOdc3+Yfe6LzrlHso93O+eudM6tcc6tdc49UcqgAT/89vP9uvviZr0rzwwjH1zWoHXtMf3p9pPTFBmAajMQT+v3tgzob943Ww2R8ZOCo/7g0pn66dG4njlKS2UAAAAApcX8h6hJTx8eVtdAUp++qNnT+v/PhhY98NoZHTydLHFkAKrRl3ec0vsX12tdeyzvus3RkP5wQ4vu2TygNI3vAQAAAJQQiUHUHOec7t16Ul9YP1Ox8OQtd0bNbwzrP1zQpD/ZfqrE0QGoNscGU/rH187o8+tnen7PzcvqFTHp0QPDJYwMAAAAQK0jMYia8/SREQ0mnG5d0VDQ+z5z8Qw9emBIh86kShQZgGp0/67T+ti5jZrfGM6/cpaZ6XPrZupPtp8UQ/YCAAAAKBUSg6g5X9l5Wr+5qnnCwf8nMqsupDvPa9T/2n26RJEBqDYn42n942tn9JmLvQ1bkOv9i+skl7mZAQAAAAClQGIQNWVPf0K7TyR0+zmNRb3/P13UrH/qOqPTibTPkQGoRg/uHdQ1C+u1pDlS8HvNTL9+UbP+ehc3IwAAAACUBolB1JR/2HNGd3U0eR5bcKylzRFdPrdO33xjyOfIAFQb55z+/tUz+sSFTUVv42PnNGpLd0L7TzHxEQAAAAD/kRhEzRhKOj38+pB++YLiWguO+pULGvXV1874FBWAarX5eFwm6Yp5+WcinkhDxHTbOQ36l65B/wIDAAAAgCwSg6gZTxwc1qrWqJYW0aUv1/WL6nX4TEq7TyR8igxANfr6viHdfm6jrMDxTMe66/wmPbh3UKk0k5AAAAAA8BeJQdSMb+wb1EfPKWwm4vFEQqaPrGikOzGACSXSTt96Y8iXa86q1qha60J65mjch8gAAAAA4GdIDKImnIyn9fThEd28bOqVdEn6uRUN+uYbQ3KOFjwAzvbDQyM6ryWi5TOm1kJ51EdWNOiRA9yMAAAAAOAvEoOoCY+9Oawr5tdpVp0/RX59e1TxtNPLJ5gQAMDZvrFvULf50Fpw1C3LG/TogSG6EwMAAADwFYlB1IR/e2NQH13hXyXdzPSR5Q361htMCADgnU4n0nr84LBuXe7fNeecmRHNawjrueN0JwYAAADgHxKDqHp9wyk9fyyuG5fW+7rdj6xo0L/RnRjAGI+/NawNc2Ka0xD2dbu3Lm/QtxnbFAAAAICPSAyi6n3nzWFdu6hezVF/i/uatqgkaUcvsxMD+JnvvTWsD/k0nmmuW5bX6xG6EwMAAADwEYlBVL3H3xr2vbWglOlOfMvyBn3nwLDv2wZQmZJppycPDev9i/2/5pzXElV7fUib6U4MAAAAwCckBlHVRlJOPzkyousW1ZVk++9fXK/vHyIxCCDjheNxLWmKaGGTv92IR314WYO++ybXHAAAAAD+IDGIqvb8sRFdMCui9vrSVNI3zI1p/6mkjg2mSrJ9AJXl8beG9f4l/rcWHHXD4nr9kJsRAAAAAHxCYhBV7fGDw7qhBF36RkVCpqsX1ulJKuoAlLnmbCphYnBtW1THhtI6eDpZss8AAAAAUDtIDKKqff/gSEnG+sp1/aJ6PXlwpKSfAaD87T+VVO9wWuvboyX7jHDIdO2iOv3wMNccAAAAAFNHYhBV642TSZ2Mp7W6rXSVdEm6fnG9fnR4WElmCgVq2hNvZVooh8xK+jnXLqzTkwdppQwAAABg6kgMomo9cXBY109DJX1BY1hLmiPa0s1MoUAtK9VsxGNdu6heTx8ZUYKbEQAAAACmiMQgqtYPDg3rhkWlr6RL0g2LacED1LJE2un5Y3G9d0Gs5J81vzGspc0RvcjNCAAAAABT5CkxaGabzGyPme01s3vGef3PzWx7dnnNzPr9DxXwbjor6ZJ03aJ6xvwCati27riWzYiorUQzoI91/aI6/YCxTQEAAABMUd7EoJmFJd0v6UZJKyXdaWYrc9dxzv1n59xa59xaSX8p6d9KESzg1faehJY0h6etkn7pnJi6+pMaiKen5fMAlJcfHxnR+xbUTdvnXbuoXj88TCtlAAAAAFPjpcXgBkl7nXP7nHNxSQ9JumWS9e+U9KAfwQHF+snREb13GivpdWHT+jkxPXeMFjxALZruxOBlc2La05+ZYAkAAAAAimXOTT54uZndJmmTc+4T2b/vkrTROXf3OOsuk/S8pMXOuVTuawMDA29/UFdXlw+hAxP79Mt1un1BUle1pfKv7JO/fzOiUynT/7UiMW2fCSB4wynp/Zsb9O8bhtQUmb7P/VRnnX55cUJXtpIcBAAAADC+jo6Otx+3tLScNTur31WYOyR9Y2xScLKgqk1XV1dV718lGEk57X7+iG5bt1iz6qZvfp1bZ47odzYPqKNjbsHvpdygGJSb8vD04WGtajultRcuntbPveH0Se1POX28o6Xg91J2UAzKDYpBuUGxKDsoBuUGxaj1cuMla3JI0pKcvxdnnxvPHaIbMQK2tTuu81oi05oUlKT17TG9PpBU/witd4BaMt3diEddOb9Ozxxl+AIAAAAAxfOSOdkiqcPMVphZTJnk3yNjVzKzd0maLek5f0MEChNUJT0WNl02N6ZnGWcQqCk/PjK9Y5qOumxOTK+cSOpUgpsRAAAAAIqTNzHonEtKulvS45JekfSwc26Xmd1nZjfnrHqHpIdcvkELgRKb7olHcr1nfp1+coTEIFArziTS2nUiqQ1zY9P+2Q0R05q2qF44Hp/2zwYAAABQHTyNMeice0zSY2Oe++KYv+/1LyygOMNJp+09CV0+b/or6ZL03gUxffa5gUA+G8D0e7E7oVWtUTVEzhrDd1q8Z0GdnjkyousW1Qfy+QAAAAAq2/QOwgaU2PbezPiCM6LBFO117THtP8k4g0CteP74iC4PoLXgqCvn1emnR2kxCAAAAKA4JAZRVTYfj2tjgJX0aMi0tj2qLd1U1IFa8PyxuDYG1EJZkjbMjenlEwmdYZxBAAAAAEUgMYiq8vyxeKCtdyTp8rl12syYX0DVS6adXuwO9mZEQ8R00eyIXupNBBYDAAAAgMpFYhBVwzmnF47HtXFeMBOPjNo4L6bNzEwMVL1dJxJa2BhWW3040Dg2zK1jAhIAAAAARSExiKqx92RSDRHToqZgK+mXzYnppZ6Ekmkm6Aaq2fPH4oFNdJRrw9wYrZQBAAAAFIXEIKpGuVTSZ9WFtKQ5rJf76NoHVLPnjwXbjXjUhrkxvXB8RM5xMwIAAABAYUgMomoEPfFIrg1zY3qeFjxA1XLO6fnjI3p3wEMXSNKCxrBmREPaezIZdCgAAAAAKgyJQVSNzcfjurwMKumStHFujDG/gCr25umU0k5aPiPYoQtGbaQ7MQAAAIAikBhEVegdTunYUEorZ0WCDkWSdPm8Om0+RiUdqFYvdsd12ZyYzCzoUCSNdifmmgMAAACgMCQGURW2dMe1vj2mcKg8KukrZoQ1knY6eJqufUA1erE7rkvnlMfQBRKJQQAAAADFITGIqrC1O6FL28unkm5mVNSBKratJ6H1ZZQYvGh2VIfOpNQ/kg46FAAAAAAVhMQgqsK2nrjWz4kGHcY7XNIe07YeZiYGqk0i7bSzL6G1beVzzYmETGvbotrSzc0IAAAAAN6RGETFc85pa7YrcTm5ZE5U23qopAPVZldfQsuaw5oZK6+f0EvmxLjmAAAAAChIedVqgCK8cSql5mhI8xvLY3bQUWvbYursTSiZdkGHAsBHW3viZdWNeNT69pi20WIQAAAAQAFIDKLiZVoLlk+XvlGz6jLJyj39TEACVJNyG9N01Pr2qLb1JOQcNyMAAAAAeENiEBVva09cl5Rh6x1JWj8nqq107QOqytbu8hvTVJIWNYVlJh08kwo6FAAAAAAVgsQgKt627kTZjS84an17TC+RGASqxkA8rYNnUlo5u/wSg2aW6U7MpEcAAAAAPCIxiIqWSDu9fCKhtWXYlVjKzEy8tZtKOlAttvfEtao1qmjIgg5lXOvbo4wzCAAAAMAzEoOoaKOzg86IlmdRXtUaVddAUkNJxvwCqsHWnkTZDl0gZScgoZUyAAAAAI/KM5sCeLStJ1GWs4OOqo+YLpgV0c4+KupANdjaHdclZdpCWcq0GNzRm1CaCUgAAAAAeEBiEBVta0+8LGcHzbWe7sRAVXDOZRKDZXwzorU+rNb6kLoGmA0dAAAAQH4kBlHRtpXp7KC51s+J0rUPqAKHB9NKOmlpczjoUCaVuRnBNQcAAABAfp4Sg2a2ycz2mNleM7tngnVuN7PdZrbLzL7mb5jA2U4l0nrzdHnODprrEirpQFV4Mdta0Kw8Jx4Ztb49qpeYmRgAAACAB5F8K5hZWNL9km6QdFDSFjN7xDm3O2edDkmfk3Slc+6Emc0tVcDAqO09CV1cxrODjjq/JaLu4bROjKQ1u45GukCl2lbm4wuOWt8e0zffGAg6DAAAAAAVwEuWYoOkvc65fc65uKSHJN0yZp1PSrrfOXdCkpxzx/0NEzjb1u641ldAJT0cMq1ui+oluhMDFe2l3oTWlfmYppK0pi2q3SeSiqeYgAQAAADA5MzlmbnQzG6TtMk594ns33dJ2uicuztnnW9Jek3SlZLCku51zn0vdzsDAwNvf1BXV5dvO4Da9TuvxHR1W0o3zk0FHUpe/+ONqJrCTr+2lAkBgErknHT95gb2sgL7AAAgAElEQVQ9vH5IbeWfG9Sd2+r1hY64Vs5IBx0KAAAAgAB1dHS8/bilpeWsLpd5uxJ7FJHUIelqSYsl/djMVjnn+vMFVW26urqqev/Kyb4dR/XHF7WpY1b5txq8LjKkh14fVEdH27ivU25QDMrN9DlwKqnGaLcuv6gyjvflx06opzGqjo7mcV+n7KAYlBsUg3KDYlF2UAzKDYpR6+XGS1fiQ5KW5Py9OPtcroOSHnHOJZxzbyjTerB2jypKrn8kre6htM6d6Vduu7TWtke1s5fJAIBK1dmX0Jq28r8JMSozMzHXHAAAAACT85IY3CKpw8xWmFlM0h2SHhmzzreUaS0oM2uXdL6kfT7GCbzDzr7MxCPhMp94ZNSy5rBOJdPqHir/bs8AzrajN6FVldCHOGtde1Q7ehnXFAAAAMDk8iYGnXNJSXdLelzSK5Ieds7tMrP7zOzm7GqPS+o1s92SfiTpt51zvaUKGujsS2h1a+W03jEzrWmNqrOPFjxAJdrZG6+oFoMXzopq38mUhpNMQAIAAABgYp76YTrnHpP02Jjnvpjz2En6bHYBSm5Hb1zvmV8XdBgFWdMW047ehK5bVB90KAAKtKM3oT+toJsR9RHTuS0R7T6R0Po5ldPSEQAAAMD08tKVGCg7O3sra7wvSVrTRtc+oBIdH0ppOOW0tDkcdCgFyVxzaKUMAAAAYGIkBlFxBpNp7T+V0oUVMBtxLirpQGXq7E1odVtMZpUxpumoNa3cjAAAAAAwORKDqDi7TyTV0RJRLFxZlfRzZ0bUM5RW/0g66FAAFGBHBbZQlrI3IxjXFAAAAMAkSAyi4mRa71ReJT0cMl3MBCRAxensi1fUZEejLm6N6tUTSSXSTEACAAAAYHwkBlFxdvRWZiVdkla3RbWjh659QCWp1BaDTdGQljaH9Wp/MuhQAAAAAJQpEoOoOJ19lVlJl+jaB1Sa/pG0eobSOndmJOhQirK6LapOxhkEAAAAMAESg6goibTTqyeSuqhCWwyuaYsxAQlQQXb2JXRRa1ThUGWNaTpqNZMeAQAAAJgEiUFUlD39SS1pDqs5WplF94JZER08ndKpBBOQAJWgsy9RsUMXSJmbEZ0kBgEAAABMoDKzK6hZnb3xipx4ZFQ0ZLpwdkQv050YqAg7Kvyas7o1qpf7EkoxAQkAAACAcZAYREXZ0ZvQmgpuvSNlxxmkBQ9QEXZW6Czoo2bVhdTeENLrJ5mABAAAAMDZSAyionT2VXYlXWKcQaBSDCbT2n8qpQtnVfo1h5sRAAAAAMZHYhAVI+2cXu5LaHVbLOhQpiRTSWeWUKDc7T6RVEdLRLFwZU48MoqbEQAAAAAmQmIQFeONkynNqgtpdl1lF9sLZ0W172RSQ0nG/ALKWaWPLzhqTVtUnYxrCgAAAGAclZ1hQU3p7ItX9Oygo+ojpvNaotp9goo6UM46exNaUwWJwdWtmVbKznEzAgAAAMA7kRhExdhRJZV0iTG/gEqwozdRFTcj5jSE1RQxHTidCjoUAAAAAGWGxCAqRmeFzw6aa00r4wwC5SyRdtrTn9TFVZAYlKTVjDMIAAAAYBwkBlERnHPZ1juVPfHIKFoMAuXt1f6kljSH1RStjp/JNW1RdXIzAgAAAMAY1VHjQdU7PJhWyKQFjdVRZC9ujWpPf1LxFGN+AeWoszdeNUMXSNyMAAAAADC+6siyoOp1ZmcHNbOgQ/FFUzSkpc1hvdJPRR0oR9UyvuCoNW0xbe9NMAEJAAAAgHcgMYiKUE0Tj4zKdO0jMQiUo519Ca1uq46hCyRpYba19ZHBdMCRAAAAACgnJAZRETr7qmd8wVGr2qLq7CMxCJSbtHPaWUWTHUmSmWk1kx4BAAAAGIPEICpCNc1IPGp1a4wWg0AZ2ncyqdb6kGbXVddP5BpuRgAAAAAYw1Otx8w2mdkeM9trZveM8/rHzazbzLZnl0/4HypqVd9wSifjaS2fEQ46FF+taYtqV19CqTRjfgHlpLPKxhcctZrhCwAAAACMkTcxaGZhSfdLulHSSkl3mtnKcVb9P865tdnl73yOEzWssy+hi1ujClXJxCOjZtWF1Fof0r5TyaBDAZCjGsc0lbKtlGkxCAAAACCHlxaDGyTtdc7tc87FJT0k6ZbShgX8TLVW0qVMq8EdtOABykpnlU08MmrFzLD6R9I6McIEJAAAAAAyzLnJuzGa2W2SNjnnPpH9+y5JG51zd+es83FJfySpW9Jrkv6zc+6t3O0MDAy8/UFdXV1+xY8a8HuvxnTF7JQ+OC8VdCi++/s3IzqTMn1mBclBoBw4J92wuUEPrR9Se/XlBvXJzjp9cmlCG2aRHAQAAABqQUdHx9uPW1pazuqKGfHpcx6V9KBzbsTMPiXpq5Ku9RJUtenq6qrq/QvCvs5j+v2VreqowjG/rqkf1l/vPi3pBOUGBeN647+Dp5Oqi3br3RdV53Hd2NuvvvqwpKOUHRSMaw6KQblBsSg7KAblBsWo9XLjpSvxIUlLcv5enH3ubc65XufcSPbPv5N0iT/hodadTqR1eDClC2b5lcMuL5muxHHlabgLYJrs6E1oTRXehBi1mpmJAQAAAOTwkhjcIqnDzFaYWUzSHZIeyV3BzBbk/HmzpFf8CxG17OW+hN41K6JIqLomHhk1vzGsaMh0bKQ69w+oNJnxBas5MRhjZmIAAAAAb8ubGHTOJSXdLelxZRJ+DzvndpnZfWZ2c3a1z5jZLjPbIekzkj5eqoBRW6p54pFRq1uj2nPGS44eQKnt6K3OiUdGvWtWRG+eTmmo+oZsBQAAAFAET/0znXOPSXpszHNfzHn8OUmf8zc0INN659JqnAEgx5q2qF49QWIQKAc7exP6443VezMiGjKdPyuirjMhrQ46GAAAAACBIxuBslYTLQbbYtpzhq7EQNB6hlM6lUxrWXM46FBKak0brZQBAAAAZFAzQNkaSTm9PpDUytnVnRhc0xbVntOcikDQOnsTWt0alVl1J+pXt3LNAQAAAJBBzQBl65UTCa2YEVZ9pLor6cuawxpMmXqGGfQLCFKmhXJ1D10gZWYmfo1WygAAAABEYhBlrNpnBx1lZjq/Kc1MoUDAOntr45pz0eyo9g2GlEi7oEMBAAAAEDASgyhbnVU+O2iudzWTGASCtqM3XvVjmkpSUzSkBXVOr/Yngw4FAAAAQMBIDKJs1UolXZIuaE5rB4lBIDAn42kdG0qrY2Yk6FCmxQXNaXX2xoMOAwAAAEDASAyiLKXSTrtPJLWqtTYSg+c3pdXZRyUdCMrOvoRWzo4oHKqNsfcuYPgCAAAAACIxiDK192RScxtCmhmrjSK6vNHpyGBaJ+PpoEMBalItDV0gZVsM9pEYBAAAAGpdbWRdUHFqZXbQURGTLpwV0ctU1IFA7OiNa3WNtFCWMi0GX+5LKO2YgAQAAACoZSQGUZZqZXbQXKvborTgAQLS2ZeomTFNJaklKrXEQnrjZCroUAAAAAAEiMQgylItTTwyak1bjDG/gAAMJ53eOJnShbNr65qTuRnB2KYAAABALSMxiLLjnFNnX6KmuvVJ0urWqHYwSygw7XafSOjclojqwrUx8cioNW1RbkYAAAAANY7EIMrOgdMpNUZMcxrCQYcyrVbOjmrfyZSGk4z5BUynWrwRIWVuRjB8AQAAAFDbSAyi7NTa7KCj6iOmFTPDeqWfijownWpx6AJJWt0W047ehBwTkAAAAAA1i8Qgyk6ttt6Rsi146NoHTKtanOxIkhY2huScdGQwHXQoAAAAAAJCYhBlp7NGW+9I2QlI6NoHTJtE2umV/qQursGbEWbGBCQAAABAjSMxiLJTq613pMwsoUxAAkyfPf1JLW4Ka0a0Nn8OmYAEAAAAqG21WRNC2To6mNJI2mlJU21NPDJqVWtUu08klUoz5hcwHWp1fMFRDF8AAAAA1DYSgygrO3oTWtsWk5kFHUogZsZCmt8QUtfJZNChADVhRw23UJaU7UpMYhAAAACoVSQGUVa213jrHelnM4UCKL3RmxG16pyZEfUNp3VihAlIAAAAgFpEYhBlpdYr6VK2BQ+JQaDkUmmnl/sSWlWDE4+MCpnpYroTAwAAADWLxCDKyo6eRM23GMxMBsAEJECp7T2Z1NyGkGbV1fZPITMTAwAAALXLU23IzDaZ2R4z22tm90yy3kfNzJnZpf6FiFrRPZTSqWRay2fU5sQjo1a3Zsb8co4JSIBS2k4LZUmZxOBOWgwCAAAANSlvYtDMwpLul3SjpJWS7jSzleOsN0PSb0na7HeQqA07ehNa0xqt2YlHRs1pCKspYjpwOhV0KEBVq/UZiUeN3owAAAAAUHu8tBjcIGmvc26fcy4u6SFJt4yz3n+T9CeShn2MDzVkR29Ca9tpvSNJq9pijPkFlNiOXoYukKR3zYrqwKmUBpNMQAIAAADUmoiHdRZJeivn74OSNuauYGbrJS1xzn3XzH473wa7uroKCrLSVPv+lcozB2K6vj2lrq7jQYcSiNxys1hRPbX3lC5MkBzE5LjeFCftpO3dDWoe6FfXYNDRBCO37Cytr9f3dryhVTNJDmJyXHNQDMoNikXZQTEoNyhGNZebjo6OSV/3khiclJmFJP2ZpI97fU++oCpZV1dXVe9fKb2+/ai+dFGbzmupvRY8Y8vNNbEh/eNrZ9TR0R5gVCh3XG+K9/pAUq0NPbpsZW0ev7FlZ8OxEzrRFFVHR3OAUaHccc1BMSg3KBZlB8Wg3KAYtV5uvHQlPiRpSc7fi7PPjZoh6WJJT5nZfkmXS3qECUhQiL7hlPpH0jpn5pRz1VVhdVuUrsRACe3ojWtNa+3dhJgI1xwAAACgNnlJDG6R1GFmK8wsJukOSY+MvuicG3DOtTvnljvnlkt6XtLNzrkXSxIxqlJnX0IXt0YVqvGJR0YtaQprOOV0bJAJSIBS2M6Ypu/ABCQAAABAbcqbGHTOJSXdLelxSa9Ietg5t8vM7jOzm0sdIGrD9p6E1rbTemeUmWlNW4yKOlAiTDzyThe1RvXqiaQSaRd0KAAAAACmkad+m865xyQ9Nua5L06w7tVTDwu1ZkdvQpuW1gcdRlkZ7dp3w2KOC+An51ymKzGJwbc1R0Na3BzWnv6kLqaLNQAAAFAzvHQlBkpue29ca6mkv8Pq1qh29MaDDgOoOgdOp9QYMc1tCAcdSllZ1xbVdq45AAAAQE0hMYjA9Y+k1T2U1nlMPPIOa9oY8wsohR29Ca1uY3zBsda2x7S9h2sOAAAAUEtIDCJwoxOPhENMPJLr3JkR9Qyl1T+SDjoUoKp00o14XOvao3qphxaDAAAAQC0hMYjA7eiJazWV9LOEQ6aLWqPaSatBwFfbmXhkXKtao3qlP6l4iglIAAAAgFpBYhCB29GXYHzBCaxmzC/AV5mJRxJaS1fiszRHQ1rWHNbuE9yMAAAAAGoFiUEEbntPQmuopI9rfXtMLzHmF+Cbw4NpmaQFjfz8jWdde0zbe7nmAAAAALWCmhECdTKe1uHBlC6YxcQj41nfHtU2xvwCfLO9JzO+oBljmo6HcQYBAACA2kJiEIHa2ZfQytkRRZh4ZFwdLRH1DafVN5wKOhSgKmynG/Gk1tFKGQAAAKgpJAYRqMwkAFTSJxIy0+q2qF6iax/gi209ca2fw5imE7lodlRdA0kNJ5mABAAAAKgFJAYRqJd64lrfTiV9MuvbY9rWTdc+YKqcc5nEYDs3IybSEDGd1xLRy0xAAgAAANQEEoMI1NbuuC6ZQyV9MuvbY9pG1z5gyvafSqkxHNL8xnDQoZS19YwzCAAAANQMEoMITN9wSj3DaXXMZOKRyazLTkDiHF37gKnYSjdiTxhnEAAAAKgdJAYRmG09Ca1tiyrMxCOTWtocVjItHR5MBx0KUNG2dsd1Cd2I81rbFtV2WgwCAAAANYHEIAKztYduxF6YmdZnWw0CKN5LPQmtIzGY18rZUe0/ndKZBDcjAAAAgGpHYhCB2dbNJABerZsTY8wvYAoSaaedfQmtZbKjvGJh04WzIursozsxAAAAUO1IDCIQzjlt7UnQYtCjTItBKulAsV45kdDiprBaYvzsecE4gwAAAEBtoIaEQLx5OqWISQsbKYJerG/PtBhkAhKgOJluxLQW9GotMxMDAAAANYGsDAKxrSeu9XNiMmPiES/mNoQ1IxrSvpOpoEMBKhJjmhbm0jkxvdhNYhAAAACodiQGEYit3QlmBy3QOiYgAYrGjMSFOb8lot6RtHqGuRkBAAAAVDMSgwhEpvUO3foKsb49RmIQKMKZRFr7TqZ0USvXHK9CZrqknVaDAAAAQLUjMYhpl0w77exNaG0brXcKwQQkQHE6+xK6cHZEdWGGLijEpXNievE41xwAAACgmpEYxLTb05/UgqawZtVR/Aqxrj2mnX0JxVNMQAIUgm7ExblsTkxbaDEIAAAAVDVPmRkz22Rme8xsr5ndM87rv25mO81su5k9Y2Yr/Q8V1WJrT1zrmR20YDNjIS2fEdbOPlrwAIVgRuLiXDonMzNxKs3NCAAAAKBa5U0MmllY0v2SbpS0UtKd4yT+vuacW+WcWyvpTyX9me+Rompso/VO0TbMiemF47TgAQrxYjczEhejtT6sOQ0h7RlIBh0KAAAAgBLx0mJwg6S9zrl9zrm4pIck3ZK7gnPuZM6fTZJoXoAJvdiT0Hoq6UXZMJfEIFCIY4MpDcTT6miJBB1KRbp0DhOQAAAAANXMnJs8h2dmt0na5Jz7RPbvuyRtdM7dPWa9T0v6rKSYpGudc125rw8MDLz9QV1d73gJNeRMUrrxhQY9efmQYgwxWLADQ6ZPv1yn71w2HHQoQEX4UU9Y3z4W0V9cNBJ0KBXp60ci2nM6pM93kBwEAAAAKlFHR8fbj1taWs6akdG3JhTOufsl3W9mvyDp85J+xUtQ1aarq6uq92+qnjo8rDXtp3TRBYuDDqWseC035zmnxMtH1bTwHC1sCk9DZChnXG/y+8f+AV2zIqSOjhlBh1JWvJadm2bH9ehPTqijY9k0RIVyxzUHxaDcoFiUHRSDcoNi1Hq58dJm65CkJTl/L84+N5GHJN06laBQvTYfj2vjXLoRF8vMdNmcKDOFAh5tPhbXBq45RbuoNao3T2e6YwMAAACoPl4Sg1skdZjZCjOLSbpD0iO5K5hZbmr1g5LoK4xxbT4W18Z5VNKn4rK5dYwzCHgwnHR6+USCWdCnIBoyrW7LzE4MAAAAoPrkTQw655KS7pb0uKRXJD3snNtlZveZ2c3Z1e42s11mtl2ZcQYn7EaM2pVKO73YQ+udqdowN6YtJAaBvHb0xtXRElFzlAFNp+KyOVxzAAAAgGrlaYxB59xjkh4b89wXcx7/ls9xoQq90p/U3Pqw2usZG28q1rdH9fKJhEZSTnXhs8YNBZD1wnFuRPjh0jkx/UvXmaDDAAAAAFACNKPAtKGS7o/maEjnzoxoRy8teIDJMKapPy6bG9OW7oScc0GHAgAAAMBnJAYxbZ4/PqLLGV/QFxvmxhhnEJiEc04vdJMY9MOCxrAaI6bXTyaDDgUAAACAz0gMYtowO6h/LpsTY2ZiYBIHTqcUMWlxE0MX+OGKeTE9e4xrDgAAAFBtSAxiWhwdTGkgntb5LZ6GtUQeG7MtBunaB4xv8/G4NsytkxnjcPrh3fPq9OzRkaDDAAAAAOAzEoOYFqNjfYWopPti+YywEmnp4JlU0KEAZYkWyv66Yn5Mz9FiEAAAAKg6JAYxLV7Itt6BP8xMG+fGtJlxBoFxbT4+wviCPjq/JaLTCadD3IwAAAAAqgqJQUyLzcdHtJGJR3x1xfw6PXuUxCAw1sl4WvtPpbSqNRp0KFXDzPTueTE9d4zuxAAAAEA1ITGIkhtKOu0+kdT6dirpfrpyXkzPUkkHzvJid1yr26KKhRm6wE/vnl9Hd2IAAACgypAYRMm91BPXBbMiaoxQ3Px0cWtUh8+k1DNM1z4g17NH47pyHkMX+O2KeTEmIAEAAACqDJkalNyzx6ikl0IkZNowlwkBgLF+emxEV85n6AK/rWqN6tCZlPq4GQEAAABUDRKDKLlnjlJJL5XMOIO04AFGDSbT6uxNMCNxCURCpkvncDMCAAAAqCYkBlFS8ZTTi8fjejctBkviinkxPUslHXjbluMJrZwdUVOUn7dSuIJxBgEAAICqQs0JJbWtJ65zWyKaVUdRK4V17THtHUhqIJ4OOhSgLGS6EXMjolSYmRgAAACoLmRrUFLPHI3rPVTSS6YubFrXHtULx2nBA0jST4+SGCylS9pjerU/qdMJbkYAAAAA1YDEIErqp4wvWHJXzq/TM0dowQMMJ5229yS0kfEFS6Y+YlrdFtWL3dyMAAAAAKoBiUGUTDzltOV4XFcwvmBJvW9BnX7MBCSAtvbEdcGsiGbG+GkrpSvmxfTMURKDAAAAQDWg9oSSeaknrnNmMr5gqV06J6au/qT6R+jah9pGN+Lp8d4FdfoJrZQBAACAqkDGBiXzzNG43rOALn2lVhc2bZgb0zO0GkSNe/rIiN63gMRgqW2cW6ddfQmdZNIjAAAAoOKRGETJPH1kRO+l9c60eN+COj1NCx7UsDOJtLb3JPTuedyMKLWGiGn9nJieZXZiAAAAoOKRGERJDCbT2tYd13tovTMtrlpI1z7UtmePxbWmLarmKD9r0+GqBXV66jDXHAAAAKDSUYNCSTx3LK5VbVHNoJI+LVa3RnV0MKWjg6mgQwEC8dThEV29kBsR0+XqhXX6MYlBAAAAoOKRtUFJ/OgQlfTpFA6Zrpxfpx/TahA16qnDw7pmYX3QYdSMtW1RHRpM6Rg3IwAAAICK5ikxaGabzGyPme01s3vGef2zZrbbzDrN7Admtsz/UFFJfnR4WNeQGJxWVy0gMYjadHwopbfOpLSuPRp0KDWDmxEAAABAdcibGDSzsKT7Jd0oaaWkO81s5ZjVXpJ0qXNutaRvSPpTvwNF5RitpK9vZxKA6XTNojr96NCInHNBhwJMq6cPj+g98+sUCVnQodSUq5j0CAAAAKh4XloMbpC01zm3zzkXl/SQpFtyV3DO/cg5N5j983lJi/0NE5XkKSrpgThvZkThkPRqfzLoUIBp9dSREV3NREfT7pqF3IwAAAAAKp3l+w+9md0maZNz7hPZv++StNE5d/cE6/9PSUedc/899/mBgYG3P6irq2uqcaOM/cFrMV3YnNbtC0lQTbc/3hvVonqnuxZz7FEbnJM+tKVe9188ouWNJKimk3PSrS/W68srR3ReE8ceAAAAKEcdHR1vP25paTmrBVfEzw8zs1+SdKmkq7wGVW26urqqev/ycc5p67ajuvc97TqvhfG+vPKr3PxcbEh/+8oZ3dfR7kNUKHe1fr2RpF19CTXEenX96sUyo5WyV36VnRt7+9UVnqUbO2b4EBXKHdccFINyg2JRdlAMyg2KUevlxktX4kOSluT8vTj73DuY2fWSfk/Szc45Bh2qUTv7EqoPm86d6WvOGR69b2GdtnbHdTqRDjoUYFo8cXBY719ST1IwIDcsrtMTB4eDDgMAAABAkbwkBrdI6jCzFWYWk3SHpEdyVzCzdZL+lzJJweP+h4lK8cTBEX2ASnpgZkRDWtce1U+YEAA14omDw3r/4vqgw6hZ751fp+09CZ2MczMCAAAAqER5E4POuaSkuyU9LukVSQ8753aZ2X1mdnN2tS9Japb0dTPbbmaPTLA5VLkn3hrWB6ikB+qGxfX6wSESg6h+/SNp7exN6D3zmXgkKE3RkC6bG2N2YgAAAKBCeerv6Zx7TNJjY577Ys7j632OCxWodzilV/sTuoJKeqCuW1SvX/hBr5xztNxEVfvR4WFdMT+mhgjlPEg3LK7X9w8O68PLGoIOBQAAAECBvHQlBjx58tCI3rugTnVhKulBWjk7omRa2jPAzMSobk8cHNENtFAO3A2L6/TkwWE5x8zEAAAAQKUhMQjfPPHWsD6whEp60MxMNy2t12NvMiEAqlfaOT15cJjEYBk4b2ZEdWFTZ18i6FAAAAAAFIjEIHyRTDv98DCV9HKRSQwOBR0GUDLbehJqrQtp+QxmQA+amemDSxv0XW5GAAAAABWHxCB88dyxuJY2R7SgMRx0KJB05fw6dQ0kdWQwFXQoQEk8un+IMe3KyIeW1eu7B7gZAQAAAFQaEoPwxSMHhnQzlfSyEQubblhcr+/RggdVyDmnRw8M6UPLaKFcLi6bE9PxobT2n2JsUwAAAKCSkBjElKWd03cODOnDVNLLygeX1uu7dCdGFXqlP6l4WlrTFg06FGSFQ6Ybl9brO7QaBAAAACoKiUFM2dbuhFpiIZ0/i0p6ObluUb02H4/rZDwddCiAr0ZbC5oxA3o5YZxBAAAAoPKQGMSUPXKAsb7K0cxYSBvnxvT9g1TUUV2+c2CYa04ZumpBnXadSKh7iLFNAQAAgEpBYhBT4pzTI/vpRlyubl3RoG++Qdc+VI/9pzKT6lw+NxZ0KBijPmK6bmE9rQYBAACACkJiEFOysy8hM2lVK92Iy9GHljbo6SMjGqA7MarEI/uHdNPSeoVDdCMuRx9Z0aBv7BsMOgwAAAAAHpEYxJR8a39mNmLG+ipPs+pCunJ+nR6jBQ+qxNf3DemjKxqDDgMTeP/ieu3sS+jIIN2JAQAAgEpAYhBFSzunh18f0sfOpZJezj66okHffIMWPKh8r/Yn1DOc0nvm0424XNVHTDctZQgDAAAAoFKQGETRnj8W18yo6eLZkaBDwSRuXFqv54/F1TdMCx5Utm/sG9LPrWikG3GZu+2cBv0r3YkBAACAikBiEEV7+PVB3X5uI92Iy1xzNKRrF9Xr0QN0J0blcs7pG/sG9bFzmI243F21oE5vnk7pjZPJoEMBAAAAkAeJQRRlJOX0yIFhfZRKekX46DkNeuh1WvCgcr3YnVA0ZFrTxkRH5S4SMt2yvEH/SndiAAAAoBkoVesAACAASURBVOyRGERRvn9wWBfOjmhJM92IK8EHFtdr70BSrw/QggeV6eF9g7rtHCY6qhQ/f26jHtx7Rs65oEMBAAAAMAkSgyjKw68P6vZzmHSkUsTCptvPbdTX9p4JOhSgYMNJp3/bN6SfZ6KjinHpnKiiIdOzx+JBhwIAAABgEiQGUbBjgyk9fWREH1lBN+JK8osdjXpw76BSaVrwoLI8emBIq9uiWj6DFsqVwsz0Sx2N+qfXuBkBAAAAlDMSgyjY1/YO6uZlDZoZo/hUkpWzo5rfGNYPD48EHQpQkK++dka/cn5T0GGgQHec16jH3hrWQDwddCgAAAAAJkDzCxQk7Zy++toZ/e+rWkuw8bSUiEsjw7L4sBQfkY2M/jskxeOyZFxKJqVkQpZMZB9nnsv8nRjzWvZxIiGlkpnPcGlZOiWlXfbv8R+bS2WeSztJo63sTDJJZtnH2b+zj914r4dCUigshSNSJCw3+jic+deFI1p25ozqZs9+ez0XiWQeR2Ny0ZgUjUmxurcfu1j2uWhMLlr3s8exup+9J/tYOWOy/VJHk/6564xuWFzv//cHlMDrA0nt6U/qpqWU2UrTXh/WNQvr9K/7hvSr7yKxCwAAAJQjEoMoyNOHRzQjGtK6tkgmgTd0Rhoekg2dkQ0PSkNnZEOD0vBg5rmh7HPDQ5nXR5N+IyM5yb8hKT6SSQqOJsBi9VJdnVysIftvvRSLyUViUiQiRaJSJCqX/VfRaCYZ1tj8/7d353GSlfW9xz+/U3tXdVevszDDMkADCiIIiIggqCAoCqIGNHGNiUa5au7Va9TEeNEY9xvXxMRwE0xEExVFIWwBEWPEARyQAZ0ZYIAZYGZ6q+7qtZbf/eOc7q7u6Z7pGaaX6fq+X696nVPPeU7V0zOnnzr17eecB+JxqrGwjFg8LI/HwzAuCCaCOrcAAgsDuBnWPYiFdS0IwzWPAkInWkYPAHesdvvEehQ4VitQKWOVCkw8ymFZtUL/9u00dLRPlNv49nIJGxuFkSEojRFE/05WGgv/vUpj2NgYlEYny8bG10ehXIFUGk9nIJXhXak0p/bHsfVNJBsaIJ2Z2DbT0jNZaMjhDVm8IQepzJSgUWS+Xb1pkMuPbiAZ03F3MHpTZ5ZP3tuvYFBEREREZIlSMFjPymVsaACK/dhQERscmHgwvj40gA2G2xgqcnrvAP9dGSb1w6EwdMtkw3Apk4VMA57O4pkGSDfgmWi9uY1qOoOnG8KQajz0S2WmhIAkUmEQd5B6Jnfu6928mfbOzgPWlgnVShjGjgzD6DA2Mswv7tnFZhvlsjU2UTaxLPQQjAyHYe/IUBjsDhXD42O4GAaPmTAk9GhJw/jz3JQQcSJUzDWFj2yjgkXZJ6MV55qHh7j+wvbFborsp3MPSfGBX1ZZv3OM01YkF7s5IiIiIiIyzZyCQTO7APgSEAO+6e6fnrb9bOBvgBOBy939ewe6obIH7mGwM1CIHn1Tl8WofGgAiuNh30B42W1DDm9oxLONeDaHZ6MApyGHt3ZQPfRIvKERsjl2BFku/dkQ17/2cBqbcuFIPVnaglgY5GXC0ToOnNO8jotv7OKiU1eR2tdRWOUyjAyGYfHwIDZUhKFwOR4eWvcOgiceibZFgXOxgBX7wX0iKCTXhOfy4TGXm+mRD+tkG8PRnlJ3vv/IECe0JOjMq685WMUC44+fleNvHyxy2op5uAWFiIiIiIg8I3v9tm1mMeBrwHnANmC9mV3n7g/WVHsceCvwgfloZN1xh8F+rNBL0N8LxQLWPx7wzRT69YHF8KZ8GLQ0NuONk8vqikPCICbbGI7kyjWFYV9630ZvfXl9gRee6DS2Ns/jDy/z7bjmBM9uSfDDrcNcdlTDvu0cj0MuOs72581HR7DBfqwYPij2T4SG1tdNsO3R8PngQFSnAEPFMNxsasYbW8JlU7isRsvachpyB/XIUwm5O1/bWOTK0/KL3RR5hv6gs4HPbuhn+2CFNdnYYjdHRERERERqzGUYzvOBLe7+CICZfQe4GJgIBt19a7RNUw/Oxj0cPVXoISj0YP29WKEHK/TWrEeP/r7wktt8y2Tg0RiFMSsOoXrks2rCv7Cc1PzemH+gVOVbmwe5/VUr5vV9ZGG889lZPrNhgN87MoMt5KW9qTSeSuOt+3AcVSvhpe39fQT9vVh/XxiM9/cRe+KRaD0q7++F0eHw96M2MGycDBM934LnW/F8G55v0WjEJepnT41ScXjJIanFboo8Q03JgMuOauCbDxX5y1MV9IqIiIiILCXmvudxP2b2OuACd39H9PxNwOnufsUMdf8J+MlMlxIXCoWJN9q8efMzbPbSlNnxBNnHN5Eo9hMf7Ccx2E+8WCAxOEB8sJ9qPEE520Qpl6ecbaxZb6KUawqX2XDpS+wy3W9vj/ObgYC/Pm5ssZsiB0DV4bX3pPnLzjFOyi+vPN8qZeKDA8SHwt+7+OAAiZr1+GA/iWKBRLFAfHiQcqYh/D3MNVPK5Sllmyg11jyPHp7Q/dEW0p9uTPHitjKXrKosdlPkAHhi2Hj7fWl+fNowaQ0aFBERERFZMJ018xnk8/ndRgYtylCZzvmYZGEJiBV3UezeQdNh6/D8s8MRSvlWSvkWxppaIBmOfDEgET0yi9ngOSpXne9t2ME/ndNKZ4fCkfmwefPmBf+9+KAP8p3Hhnn9qfU3sUMVGAVGK+Xwkvy+bhJ93ST7uidG7gZbN2J93VghLCOexJtbqebb8ObokW8NH81tVFva8ZYOyOzj5dnPwGIcNwvhd30lfjfcxb+fcSiZuCarmQ8Lfex0Ai/a1c3PK838yXG5BXtfObCWa58j80vHjewvHTuyP3TcyP6o9+NmLsHgduDQmudrozKZpnLyC9mW61h2B9T3Hx1mbTbGKQoFl5U3HN3A5+4b4N5dYzyvXv9vY/GJkG+P3MPLmQs9BH3dUWDYE94XcesmgkI31tuN9XZBEOAt7RNBobe0U20Nlz5e1tQcTgwjM/r8fQO869k5hYLLzAdPauTyW7t527FZ0vq/FRERERFZEuYSDK4HOs1sHWEgeDnwxnltlSwZ5arzmV/3839f2LLYTZEDLBkz3ntCjs/dN8A1L9tLMFbvzKJZlJuorDli9nrRvUSD3i6sdxfW24X1dhF74mHs/ruwnqhsqBiONIzCwmrLZHA4GSJ2TIwyrie/7Stx+5OjfPGFmuRouXluW5KT2pL886ZB3vlsjRoUEREREVkK9hoMunvZzK4AbgJiwFXuvtHMrgTudvfrzOw04FqgBXiVmf0fdz9+XlsuC+KaLUOsycZ4sSYAWJbedEyWL94/wG96SjyndWnd1/KgZAbZRqrZRli7bvZ6pbFw1GFvF0FNgBg8tolEb1cYIPZ1Qyo9ZeSht3SEwWH0CEaGFu5nWyCf3TDAe47P0ZjQzNLL0YdOauSN/9nNW47RqEERERERkaVgTvcYdPcbgBumlX2sZn094SXGsoyMVZzP3jfAP5yt0YLLVSZuvPc5jXzyngLfPa/+7jW4aBJJvGM13rGaWad+cYeBQk1wuIugt4vYlo1Yz06Cnl2c0LWDIBaj2roCb+vAW1eE660r8NYoRGxbAamD4W6m8FBviTufGuXLZ2q04HJ1UnuS57QmNGpQRERERGSJWJTJR+TgcPWmQY7Jx3nBSo0WXM7+8Lgsf/9QkTueHOHFh6QXuzkyzgyamqk2NcPhM9+3dPOmTXSuWU3QvRPr2TkRGAa/3RCt78R6dkEyFQWGUXjYtiIchdi2Irp0eWlctnzlPf2894QcOY0WXNb+/JQ8l97UxWVHNdCc0v+1iIiIiMhiUjAoM+odrfKZDQN873zde265S8WMj5+S58/X93PHq1MEpsv7Dhq1ly4fdtTMdcZHHkYhYTAeIG7fOhko9nXjmWw40rCtY2qIOL7e0gHx+fvIuH37CA/1lfinc1vn7T1kaXhOa4ILD0vzhfsH+MRp+cVujoiIiIhIXVMwKDP61K/7edXhGZ7bVqez1daZi49I8/WNRb778DBvOLphsZsjB1LtyMMjjqEyU51qFevvDe9tOD7SsHsnwdbNJKJA0Qo9eGN+6mXK0WXL1bYoPGxu26/ZlstV58O/KvDJ0/KkYgqm68FHT27ijB/u5O3HZlnXpFMREREREZHForNx2c3GnhLXPjrMr16zYrGbIgvEzPir5+d5023dXHhoWpf31ZsgwJvbwmDvyONmDg8rZazQE446rLl0ObznYRgo2kAhnG25tXbU4dQRiJ5v2S08vOq3g6zIxHjlYbqUvV6sbIjxnuNzfHR9gW+/VCPTRUREREQWi4JBmaLqzgd/2cefndRIa3rfR/7Iweu0FUkuOjzDx+4u8OUzNeGMTBOLT44QPHqWSefLpXCilIlLlndhu54i8bv7oyBxF1bsj8LD8P6GA43t9G5P843TjyD2yOrw3ofNrfs18lAOLu85PsfZ1+3kR1uHufiIg2OCHBERERGR5UbBoEzxDw8NUq7C247NLnZTZBF87JQmzrh2Jz97apSzVy/+ZBRykIkn9j7b8nh42LsL697JtXc9xoXpXtY9sBX7WTTycCI8nD7yMLzXobeuUHi4DKTjxpfPbOatt/dw9uoULRqpLCIiIiKy4BQMyoSHC2U+u2GAm17ZTizQfb7qUVMy4HNn5Hn/f/Vy58UryGp2WDnQasLDa7YM8bV1J3LbRR2M1N5bsCY8DHp2RSMPn45GHu4KQ8Xay5ajGZa9pYNq23h4uP/3PJSF84KVKV59RIYP39XH352tiWdERERERBaagkEBoFJ13v3zXj54UiNH5xOL3RxZRK84LMN1W4f54C8LfP0sXVIs8+PxYpm/WF/gB+e3kZw+4chcRx72dUeTpUThYdfTJDb/BuveWRMetoSXLY+HhdElzOOjEBUeLr6PndLEWT/aybWPDvGadZr8SERERERkISkYFAA+eW8/mbjxx8/SJcQCnz+jmXN/vIvvbBnics1SLAfYaMV56+09vO+EHCfu78zn8QTevgpvX7WH8LCM9U2752F3FB7WTpjS2Iy3tOHN7XhLO9XmNrwlXPfmdqotbZBtCmd4lgMulwj4f+e08tqbuzmxNclReZ2aiIiIiIgsFJ19Cz/aOsz3Hh3mp6/qINAXX2Hyi/rFN3ZxcnuCY5s1ilQOnI/8qsCabIwrTsjN7xvF43MLD/t7sN5urLeLoK8L6+sm+N19U8oojYbBYXNbOPpwSnjYRjVaJ6VJNPbHSe1JPvK8Rt7y0x5ueWUHmbg+i0REREREFoKCwTr3UG+J//mLPr53fhttmoVYapzQmuATpzXxe7d0c8tFHazI6PiQZ+7qTYP89MkRbnvVCmwp/CEiPjnbMkBltnqjI+How97uMDzsjQLErZsIeruibV3hSMbxoLC5PRyJ2NIxOQox34rnWyGpyX2me/uxWe7aMcaf3NnLVee06A9VIiIiIiILQMFgHXu8WOb1t3TzqdPznNy+n5fzybL2xs4sjw5UeMOt3fz4wnYa4pqMRPbfjU8M88l7+7n+wnbyyYPsWEql8ZVr8ZVrZx996A5DxSgo7A7vc9jXjT31OIkH7w3DxEIP1t8LyeRESFjNt4Xrza0TZROPxnzd3APRzPjymS1cenMXf76+wKee37zYTRIRERERWfYUDNaprpEKl97UzbuPz3HZUbqHnMzuIyc38lixzFtu6+FbL2kjrUv8ZD/ctWOUK37ex3df1kbncp3gyAyyjVSzjbB23ez13GFwACv0EBR6wrAwegTbtk55bkMDeC6/e2DYPB4qTpaRyR7090FMx41vv7SNl1+/iy9lBnjfcxoXu0kiIiIiIsuagsE69PRQhdfe3MUlR2R49/HzfI8vOeiZGV97UQt/dEcvv39bN//ykjbd/0v2yZ1PjfK2n/bwjbNbOKVDo5Mxg1wTnmuisuaIPdctl7GBvqlhYaEH2/kkwaYHSNSUUSlHIWEL3tiCNzWHE6vULpta8MZmrFJekB91fzSnAr5/fhuvvrGLUhU+8FyFgyIiIiIi80XBYJ15pL/MpTd38QedWf7XiQoFZW4SgfHNF7fwrjt7uezWbq4+t5Xm1EF2KagsihufGOaKn/dx1TmtnL1a99XbZ/H4xCQnezU6jPX1hEFify/W3xeud+8g2LopLBvow/r7OLG/D0unw8BweojYNF6Wr9mWh9jCnTKszcW54RUdXHJTF4OlKn9xSpPuOSgiIiIiMg8UDNaRO58a5Y/u6OFDJzXxtuOyi90cOcjEA+MbZ7XwkV8VOO/6XVzz0laOXq6XhMoz5u589YEiX91Y5Lsva9NIwYWQyuAr1+Ar1+y16uZNm+hcs3pKWDix3PkkwZaNU8sG+yGdxaORjuEjjzfmp5SRy+PZmufPYJKVVQ0xfnJhO2+8tYe33t7D189qIZfQHyRERERERA4kBYN1oOrOVx4o8rWNRb5xVgvnrkkvdpPkIBULjM+8oJmrNw1y4Q1dfO4FzVyyLrPYzZIlpn+syvv+q4+txTK3XtTBoTl91Cw50f0QPduIrz5s7/WrVRjsxwYKWLG/5hE+D3Y9jUXbKU7WIRafGiY25vFcfuJS6jBEjMLFbCPekIOGHMTDY6Y9HePHF7bzgf/u4/yf7OKqc1s5rll/kBAREREROVD0bW2Ze7hQ5r2/6KVUgdsu6mCtvqDLAfDmY7Ic35LgnT/r5YbHh/nsC5p1abEAcOu2Ed7/iz7OW5viP87q0GQ1y0UQQGN0ufFc93GHkeGJ8LA2SLRiAduxnaD40OTzwSI2VIThIiRTeEMOb2gk05Dj77M5Hq5k+Nm9CYbWtnLa4S1Yrimsk22EbG5yPZk+6CdhERERERFZKEqJlqliqRqOEHxwkA88t5F3PitLLNAXJTlwTulIcserO/j43f2c9oMdfPjkJt58TANxHWd1aetAmSvv6efuXWN89UXNnHOIRibXPTPINOCZBrxj9dz3q1bD+yUODoSPoSIMFjliqEi+p8DNm3bx5F0Pc1bTGCt9CBsswlARG4rqVirhyMNoBKI35PBMNmrL5HL8MVGejsobspDKhGGoiIiIiMgyp2BwmSmWqnxr0xB/85sBzl6d4vZXdXB4o/6bZX5kEwGfO6OZNx3TwId/VeAbDxb50xMbee2RGRIKCOvCYwNlvrqxyPceGeJdz87x5TObdR84eWaCAMaDu/ZVUzY1Ape686OtI5x9d4Fj8nH+9MRGzliZxMZHCY6NhgHhUDgC0QaL2MggDA9hw4PY8BDWvZNgeBAbjspHwnLGy0ZHIZXGMw1RWxrwTG4yVEzXlKfS4f0d0xlIZ/DU5HJ8nURSoxhFREREZElSYrRMPNRb4l82D/HtLYOctSrFv5/Xxoltutm/LIwT25L85IJ2fvrkKF+8f4BP3tvPm49p4Pc7s6zJxha7eXKAVarOHU+NcvWmIe54aoQ/6Mxy12tWsiKj/2uZf2bGJesyXHBommu2DHHFz3tpSwe8+Zgsl6zL0JhM4ckUNLfN/bLn6aqV8DLoKExkJAoVhwbD8HD8eW8XwehIOMJxZDhcjg6H+9aUUa5EYWFNiBgtPZUJQ8iaMtIZPBnVTaUgkQqXyXT4s0WPifVAv3siIiIisn8UDB6kKlXn3q4S/7l9hOsfH6FnpMrrj8pwx6tXcJjuIyiLwMw4d02ac9ek2dA1xrc2D3HmD3dwXHOCCw5Nc8FhaY7NxydH9chBZbBU5c6nR7l12yjXPz7MqoYYbziqga+8qJlGjRCURZCOG287Lsubj2ngxidG+JfNQ3x0fYEXr07x8kPTnLcmzcqG/QzMghiMX4Z8IBpbKcPoyGR4OBEizlA2Mgz9fQTjAePYKJRGsdFoOTYCo6NYaTQc2VgahVh8SlAYLtOQTIYBY02ZJ5NTAkZPpiCegEQST4RL4kk8kYzWE+E+8QTxYj8MDkyU63JrERERkYPfnBIkM7sA+BIQA77p7p+etj0FXA2cAnQDl7n71gPb1PrWNVJhQ1eJDd0lft01xn89PcqabIyXrEnzqefnOXNVkkCBiywRJ7UnOak9yV+dlufOp0e58YkRXntTN2ZwakeSUzsSnNqR5LjmhCYtWYKq7jxeDPucX3eNcU/XGBu6SpzcnuBla9P88OXtHKuZYWWJiAXGKw/P8MrDM3SNVLj5iRFu3jbKR39V4NBcnFPbEzyvI8nJ7Uk6m+KLMyFOLD4RNAIHJmwc5w6lMSiNYaMjkyHi2AhWGoPastptY6MwOEAwNgrlUrh/tKQ0Fu47Xl4Kl8eNDhOvVqEclnk8EQaHiSREoaLHa8LFZE24OB4mxhN4LBaux+IQj4f71JR5PB5uG98eS4QzVU88j0d1Y9G+YflMr63RlCIiIiJ7ttdg0MxiwNeA84BtwHozu87dH6yp9odAr7sfbWaXA58BLpuPBi8n7s5Q2SmWnMJYlZ0jVXYNV9gxXGXncIUnihUe6S/zyECZqsNz25I8ty3BpesyfOGMZlbt70gIkQWSjhvnrU1z3to0n3+B83B/mbt3lbh71xg/eLTApr4ymbjRmY9zeGOcQxoCVjXEwkcmRj5pNCUDmpJGJmYabfgMVd0ZLDv9Y07XSIXukSq7on7niWKFrQNlHhmo8HixTHsqxnPbE5zcluD9z2nk9JVJjQyUJa89HeONnVne2JmlVHXu6y5xz64xfv70KF95oMjjxTKrMjGOzsc5PBdnZUPAqkzY56zMBDSnAhoTRmMiIBk7SPobs8lLi7ONwAEOHmts3ryZzs7O8Il7TXC4e4gYhodjUJoWOlbKWLkcjqIsl6BcDreNDE+UBZVKuK1SDrdXShCVWVQ2uW3ydaa8diUqg8lQMYiFYWK0ZGIZzFA2Q91Z94+FgWQQ7Hn/8ToW4EEwsR4uLaxjNlHmgYHFILBpdSf38fF9JsprXicI8Bn2mfI8CHCbug8W1Rt/YOHrUlsmIiIiy4W57/n00czOAD7u7i+Pnn8YwN3/uqbOTVGd/zazOPA00OE1L14oFObrPHXJ+PFjw/zz/TtJNeQoV52xKoxVnXK0LFVhrOIMlpyBcpXBkpMMjFzCaEoaKzIxVmSCcJkOODQX58imGEc2xWlLBQpFlrEpX7bqiLvz1FCVzYUSjxcrPD1U4enhKk8OVtgxXKEwVqV/zBkoVSlXoTFp5BIBqcBIxiAVM1KBkQjC9WTMSAZGYGCE32PMICC81DmI1ie320Sd2Ru575v21Nntqcv1WfZ0hypQrkLFnYqH64WBAdINuSllZXcqVShVwz88DJbDPmeo7IxUnIa40Zgw2tIB7ekYHZmAtlTAobkY6xrjrGuKc0RjjIa4QsDlrF77nFLVeWygzOZCmW2Dk33OjqHwj3L9Y1X6S1UGxpx4AI2JgGzCoj7HSAZM9DOpGCSCcN2i3CSAMENhap9jE32PTawT9UPz+cl+oE8b+vr6aG5unnz9A/vyUxyotlu1QqxaIV4tY9UqMa8QVKOHV4lNrFcIqtUZy2IT6+E+u5XN8LpBtUIsWo6/VqwaPjecoFrFPHw/c59lPXweTFlWd3s+tU5l4jWm7FOtTr4v0bZpZWGbon3xcB0H9/Az06sT/67VKCR0Mzw6EqoWgIETlhMtq0502XlU3wyHMLSMlj7Dfrs9t5r3gcn3rqk7fX9ssj4w0dbxA2ziU3fi+Z7Lxxe7v84+7jdef9bXm+V1xn+O3V5/2n4Tr7+3/fbcrn39LZ/+fnutv5ftY6NjJFPj90yf37bs++vv48vvw+sf6H/H3c33v+V8vvbe64+OjJJKp/avQVK3ho46jhdf/IrFbsaCyOfzu/0izSUYfB1wgbu/I3r+JuB0d7+ips4DUZ1t0fOHozpd43Vqg8HNmzc/wx9ladoyaDwyFJAwiAdOwojWIW6QsPCLRkMA2biTiYXlIrJ3Y1UYrMBgxaKwHUpu0ZIweK8apainqXp4ouTRepXwSZXw4W5Ttu3pV3F/fk33dJ6zP+8VmBMDYhY+Agv7j3DdJ8pr6zTEnHQMGoKwv0lFg0lEZM/cYbQKxQoMV8J+puyTfUwp6nfGqkZ5vK/x8b4l6ndgSp+DW7g+3kex5z8UPOOfYf5eet4dzG2vC14TGo4HiA7gBB6VReU4k+s15eP1x19nMoQkCi6nbschoLr76zlYFFju9jpeDcP36BfNJo6s6PnEgTb+fOqRN1Hfpz2ftv9kvfH3mf66c32fqfvP+v6zvs/c2j/X99/X30Tbt+r79PrT27zX+vvalIP4Z91Xto8/675+UM1npLnv/+4ic5fsPIaVRx662M2YN7UDAmYKBhdllorlOkqhk/odhSHPjI4b2R86bmR/6diR/aHjRvaHjhvZXzp2ZH/ouJH9Ue/HzVyuFdsO1Eana6OyGetElxLnCSchERERERERERERkSVoLsHgeqDTzNaZWRK4HLhuWp3rgLdE668DbvO9XaMsIiIiIiIiIiIii2avlxK7e9nMrgBuIrx91VXuvtHMrgTudvfrgH8EvmVmW4AewvBQRERERERERERElqg53WPQ3W8AbphW9rGa9RHg9Qe2aSIiIiIiIiIiIjJf5nIpsYiIiIiIiIiIiCwzCgZFRERERERERETqkIJBERERERERERGROqRgUEREREREREREpA4pGBQREREREREREalD5u4L8kaFQmFh3khERERERERERESmyOfzNr1MIwZFRERERERERETqkIJBERERERERERGROrRglxKLiIiIiIiIiIjI0qERgyIiIiIiIiIiInVIweA+MrPXm9lGM6ua2anTtn3YzLaY2e/M7OWz7L/OzO6K6n3XzJIL03JZSqL/+w3RY6uZbZil3lYz+01U7+6FbqcsLWb2cTPbXnPsvGKWehdE/dAWM/uzhW6nLD1m9jkz+62Z3W9m15pZ8yz11OfIXvsQM0tFn2NbonOaIxa+lbKUmNmhZna7mT0YnSe/b4Y6nw79CAAABgRJREFU55hZoeYz7GOL0VZZevb22WOhL0d9zv1m9rzFaKcsHWZ2bE1fssHM+s3s/dPqqM8RzOwqM9tpZg/UlLWa2S1mtjlatsyy71uiOpvN7C0L1+qFp0uJ95GZPQuoAt8APuDud0flzwauAZ4PHALcChzj7pVp+/8b8AN3/46Z/R1wn7v/7UL+DLK0mNkXgIK7XznDtq3Aqe7eteANkyXHzD4OFN3983uoEwM2AecB24D1wBvc/cEFaaQsSWZ2PnCbu5fN7DMA7v6hGeptRX1OXZtLH2Jm7wZOdPd3mdnlwGvc/bJFabAsCWa2Gljt7veaWSNwD3DJtOPmHMJz54sWqZmyRO3tsyf6Q+j/AF4BnA58yd1PX7gWylIWfW5tB05398dqys9BfU7dM7OzgSJwtbufEJV9Fuhx909HfwBtmX5ebGatwN3AqYATfq6d4u69C/oDLBCNGNxH7v6Qu/9uhk0XA99x91F3fxTYQhgSTjAzA14CfC8q+mfgkvlsryxt0THxe4ShssiB8Hxgi7s/4u5jwHcI+yepY+5+s7uXo6e/BNYuZntkSZtLH3Ix4TkMhOc0L40+z6ROuftT7n5vtD4APASsWdxWyTJyMeGXenf3XwLNURgtAvBS4OHaUFBknLv/DOiZVlx7HjNbJvNy4BZ374nCwFuAC+atoYtMweCBswZ4oub5NnY/IWoD+mq+nM1UR+rLWcAOd988y3YHbjaze8zsjxewXbJ0XRFdRnPVLMPe59IXSX17O/Afs2xTnyNz6UMm6kTnNAXCcxwRokvLTwbummHzGWZ2n5n9h5kdv6ANk6Vsb589OreRPbmc2QdZqM+Rmax096ei9aeBlTPUqat+J77YDViKzOxWYNUMmz7q7j9a6PbIwWmOx9Eb2PNowRe5+3YzWwHcYma/jf7qIcvUno4b4G+BTxCeQH8C+AJhyCMypz7HzD4KlIF/neVl1OeIyH4zsxzwfeD97t4/bfO9wOHuXowuDf0h0LnQbZQlSZ89sl8svF//q4EPz7BZfY7slbu7mdX9/fUUDM7A3V+2H7ttBw6teb42KqvVTTj0PR79hX2mOrJM7O04MrM4cClwyh5eY3u03Glm1xJe4qUTpWVsrv2Pmf0D8JMZNs2lL5JlaA59zluBi4CX+iw3GFafI8ytDxmvsy36LMsTnuNIHTOzBGEo+K/u/oPp22uDQne/wcy+bmbtuqepzOGzR+c2MpsLgXvdfcf0DepzZA92mNlqd38qui3BzhnqbAfOqXm+FvjpArRtUehS4gPnOuByC2fqW0f414hf1VaIvojdDrwuKnoLoBGI9etlwG/dfdtMG80sG93AGzPLAucDD8xUV+rDtPvpvIaZj4f1QKeFM6AnCS+vuG4h2idLl5ldAPxv4NXuPjRLHfU5AnPrQ64jPIeB8JzmttnCZqkP0T0m/xF4yN2/OEudVeP3ojSz5xN+D1GgXOfm+NlzHfBmC72AcNK+pxDZw9VX6nNkD2rPY2bLZG4Czjezluj2TedHZcuSRgzuIzN7DfAVoAO43sw2uPvL3X1jNOPwg4SXab1nfEZiM7sBeIe7Pwl8CPiOmX0S+DXhSZTUp93uh2FmhwDfdPdXEN7r4Nro8ywOfNvdb1zwVspS8lkzO4nwUuKtwDth6nETzTp7BeEHVwy4yt03LlaDZcn4KpAivEQL4JfRjLLqc2SK2foQM7sSuNvdryM8d/mWmW0hvKH35YvXYlkizgTeBPzGzDZEZR8BDgNw978jDJH/xMzKwDBwuQJlYZbPHjN7F0wcOzcQzki8BRgC3rZIbZUlJAqSzyM6H47Kao8b9TmCmV1DOPKv3cy2AX8JfBr4NzP7Q+AxwslAMbNTgXe5+zvcvcfMPkH4B1OAK919+iQmy4bpd0NERERERERERKT+6FJiERERERERERGROqRgUEREREREREREpA4pGBQREREREREREalDCgZFRERERERERETqkIJBERERERERERGROqRgUEREREREREREpA4pGBQREREREREREalDCgZFRERERERERETq0P8HphR7exHz6qIAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "optim = torch.optim.SGD([train_mu, train_sigma], lr=0.5)\n", - "grads_mu = []\n", - "grads_sigma = []\n", - "\n", - "for i in range(20000):\n", - " optim.zero_grad()\n", - " Q = distrs.Normal(train_mu, train_sigma)\n", - " qx = Q.log_prob(x).exp()\n", - " loss = js_div(qx, px)\n", - " loss.backward()\n", - " grads_mu.append(np.abs(train_mu.grad.item()))\n", - " grads_sigma.append(np.abs(train_sigma.grad.item()))\n", - " optim.step()\n", - " if i % 300 == 0:\n", - " # plot pdfs\n", - " clear_output(True)\n", - " plt.figure(figsize=(20, 5))\n", - " plt.title(f'$\\mu={train_mu.item()}, \\sigma={train_sigma.item()}, KL={loss.item()}$, iter={i}')\n", - " plt.plot(x.numpy(), px.numpy(), linewidth=1)\n", - " plt.plot(x.numpy(), qx.detach().numpy(), linewidth=1)\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 99, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAApoAAAD1CAYAAADwMVVZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzt3XuUXGWd7//3t6o73ZArISCScAAl4zpBxnARAxFkyYwJmdEM4AwwckTM8Xe8gKIjAgcRYWCQyzD4c1ziUlkjyKigc5ycGTQShJ/cMgNGGCTidMLAmMAQTEhCJ/S1nt8ftbupdLo6naR3dbr3+7VWpXY9ez+1n/rW7u5P9qUqUkpIkiRJI6002gOQJEnS+GTQlCRJUi4MmpIkScqFQVOSJEm5MGhKkiQpF02jPYDNmzd72bskSdIYN3Xq1BjY5h5NSZIk5cKgKUmSpFwUMmi2tbWN9hD2atanPmtTn7Wpz9rUZ22GZn3qszb17U21KWTQlCRJUv4MmpIkScrFqF91LkmSNJSUEu3t7VQqlf621tZWNm/ePIqj2nvlVZtSqcSkSZOI2OHi8roMmpIkaa/W3t5OS0sLEyZM6G9raWmhtbV1FEe198qrNl1dXbS3tzN58uRh9/HQuSRJ2qtVKpXtQqZGx4QJE7bbqzwcBk1JkiTlopBB84jPfIbSmjWjPQxJkqRxrZBBc9qDD9L0wAOjPQxJklRARx11FBs2bBjtYTREIYOmJEnSSOrp6RntIeyVhhU0I2JhRPwmIlZHxKWDzP9MRKyKiH+LiPsi4tCaeedFRFt2O28kBy9JktQIN9xwA8cddxwLFy5kyZIlfOUrX+GP/uiPuPTSSznllFP42te+xo9//GNOPfVUTjrpJBYvXsz69esB2LhxI6effjrz5s3jwgsvJKUEwNatW/mzP/sz5s+fzwknnMA//MM/1F3/UUcdxVVXXcU73/lOTjnlFJ544gnOOOMM5s6dy2233QbAgw8+yFlnndXf5+KLL+bOO+/MsSo7t9OPN4qIMvBV4A+BtcBjEbE0pbSqZrFfAsellLZFxMeAG4CzImI6cCVwHJCAX2R9XxnpFyJJkorhuutauP76qSP2fJdc0sFll3XWnb9y5UqWLl3KQw89RHd3N+9617uYO3cuAN3d3TyQnY63adMmli9fTkRw++238+Uvf5lrr72WL33pS8ybN49LLrmEZcuWcccddwCwfPlyDjroIO666y6AnX725axZs3jooYe47LLL+PjHP86yZcvo7OzkhBNO4MMf/vAIVGLkDedzNI8HVqeUngWIiO8Bi4H+oJlSur9m+RXAudn0AuDelNLGrO+9wELgu3s+dEmSVESXXdbJpz+9uWGfo7lixQoWLVpEa2srra2tLFy4sH/e6aef3j+9bt06zj//fF566SW6uro49NDqAd5HHnmE73znOwAsWLCAadOmAXDkkUfy+c9/niuvvJIFCxZw4oknDjmO0047DYA5c+awdetWJk+ezOTJk2lpaWHTpk0j+ppHynCC5kzgtzWP1wLvGGL5JcCPh+g7s17HRn0J/HHA+vXreXkv+tL5vU2j3ouxyNrUZ23qszb1WZuhWZ/qN920tLTs0N7R0dGQ9ff09NDT09O/vt7eXrq7u6lUKjQ1NfW3f/azn+WjH/0oCxYs4OGHH+amm26io6ODlBKdnZ3bjbejo4NZs2bx05/+lPvuu4+rr76ak046ib/4i78YdAwpJVJKdHR00NvbS7lc3u75tm7dSqVSobu7u//5t27dSnd394jWacuWLf2nBADMnj17yOVH9JuBIuJcqjnuXbvTf2eDHUkHHnAA0xq4vrGkra2toe/FWGJt6rM29Vmb+qzN0KxP1ebNO+697OjoaNgezXe+851cdNFFfO5zn6Onp4fly5fzoQ99iFKptN238LS3t3PooYfS2trKD3/4Q0qlEq2trcyfP5+lS5dy8cUXc++997Jp0yZaW1t55ZVX2G+//Tj33HOZMWMGt99+e93XFBH9e1Sbm5tpamrqX7Zv3pvf/Gba2tro7OwkpcRDDz3E/PnzR7ROU6ZM4ZBDDhn28sMJmuuA2meclbVtJyL+ALgceFdKqbOm7ykD+j4w7NFJkiSNsmOOOYbTTjuN+fPnc+CBBzJnzhymTJmyw3KXXnop5513HtOmTePkk0/m+eef729fsmQJ8+bN4/jjj2fWrFkArFq1iiuuuIJSqURzczM333zzHo1z1qxZnH766Zxyyikcdthh/P7v//4ePd9IiL4rn+ouENEE/DtwKtXg+Bjw5ymlp2uWORr4AbAwpdRW0z4d+AVwTNa0Eji275xNgM2bNw89gBxMnTaN1266ia7/+T8bveoxwf9B12dt6rM29Vmb+qzN0KxP1ebNm5k6dfuLfxq5RxOqeysnTZrEtm3bWLRoEbfcckv/BUF7mzxrM9h70Wfq1KkxsG2nezRTSj0RcQGwDCgDt6WUno6Iq4HHU0pLgRuBScDdEQHwnyml96WUNkbEX1INpwBX14ZMSZKkseCiiy7imWeeobOzk3POOWevDZl7m2Gdo5lSuge4Z0DbF2qm/2CIvrcBt+3uACVJkkbbN7/5zYas5wMf+ED/Ifc+V111FaeeempD1j/SRvRiIEmSJO2+0f6A9ZHmV1BKkiQpFwZNSZIk5cKgKUmSpFwYNCVJkpQLg6YkSVIDHXXUUWzYsGGPn+e2227ju9/97giMKD9edS5JkrSHenp6aGpqbKz68Ic/3ND17Q6DpiRJ0k7ccMMN3HXXXcyYMYOZM2cyd+5cfvKTn3DUUUexYsUKzjzzTI444ghuuukmurq6mD59Ot/4xjc48MAD2bhxI0uWLOHFF1/k7W9/O33fyrh161bOP/981q1bR6VS4eKLL+aMM84YdP1f/OIX+fGPf0y5XObd734311xzDddddx2TJk3iwgsvZOXKlVxwwQWUSiVOOukkHnjgAR599FHuvPNO/vmf/5lt27axZs0aLrzwQrq6uvj+979PS0sLd999N/vttx/f/va3+bu/+zu6urp405vexNe//nX23XffPa5bcQ+d7+SrNyVJ0t6p5brreMNBBzF12rQRubVcd92Q61u5ciVLly7loYce4u677+aXv/xl/7zu7m4eeOABLrzwQk444QSWL1/Ogw8+yJlnnsmXv/xlAL70pS8xb948VqxYwR//8R+zdu1aAJYvX85BBx3Eww8/zKOPPlr3Q9k3btzIP/3TP7FixQoeeeQRPvvZz+6wzCc+8QluueUWHnroIcrl8nbzfv3rX3PHHXdw//33c80117Dvvvvy4IMP8va3v73/0Pt73/te7r//fh5++GHe8pa3cMcddwz/DRmCezQlSdKY0nnZZWz+9Kcb9l3nK1asYNGiRbS2ttLa2srChQv7551++un90+vWreP888/npZdeoquri0MPPRSARx55hO985zsALFiwgGnTpgFw5JFH8vnPf54rr7ySBQsWcOKJJw66/ilTptDS0sIFF1zAggULtls/wKZNm3j11Vc5/vjjATjjjDO47777+uefdNJJTJ48mcmTJzNlypT+/nPmzOHpp58GYNWqVVx77bVs3ryZ9vb2EfsmouLu0YwdvvddkiRpl0ycOLF/+nOf+xwf+chHeOSRR/ibv/kbOjo6hux7xBFH8POf/5w5c+ZwzTXXcP311w+6XFNTEz/72c9YvHgxy5Yt48wzz9ylMba0tPRPR0T/41KpRG9vLwAf//jHueGGG3jkkUe45JJLdjr24Spu0JQkSRqGefPm8ZOf/ISOjg7a29tZtmzZoMtt2bKFgw8+GGC7q8FPPPFE7r77bgDuvfdeNm3aBMCLL77IPvvsw1lnncUnP/lJnnzyyUGft729nS1btvCe97yHv/qrv+JXv/rVdvOnTZvG5MmTefzxxwH40Y9+tMuvsb29nYMOOoju7u7+sY6E4h469xxNSZI0DMcccwynnXYa8+fP58ADD2TOnDlMmTJlh+UuvfRSzjvvPKZNm8bJJ5/M888/39++ZMkS5s2bx/HHH8+sWbOA6uHqK664glKpRHNzMzfffPOg629vb+fP//zP+/cyXnvttTss85WvfIVPfvKTlEol5s2bN+j4hnL55Zdz6qmnMmPGDI499lja29t3qX89kUY5cG3evLnhA5g6bRqv3XgjXR/5SKNXPSa0tbUxe/bs0R7GXsna1Gdt6rM29VmboVmfqs2bNzN16tTt2jo6Ohp2jiZUw96kSZPYtm0bixYt4pZbbmHu3LkNW//O9I0P4MYbb+R3v/td3UPxe2Kw96LP1KlTdzgvsbh7NCVJkobpoosu4plnnqGzs5NzzjlnrwqZAD/96U+5+eab6e3t5eCDD+brX//6aA8JMGhKkiTt1De/+c2GrOcDH/hA/yH3PlddddVOrwI/44wz+j+Ds9F7e4di0JQkSdpL3HnnnaM9hBHlVeeSJEnKRXGDpledS5I0JpRKJbq6ukZ7GIXX1dVFqbRr0bG4h879wHZJksaESZMm0d7ezmuvvdbftmXLll3+CJ+iyKs2pVKp/8r24Spu0JQkSWNCRDB58uTt2tavX88hhxwySiPau+1NtSnuoXNJkiTlyqApSZKkXBg0JUmSlAuDpiRJknJR3KDpxxtJkiTlqrhBU5IkSbkqbtD0czQlSZJyVdyg6aFzSZKkXBU3aEqSJClXBk1JkiTlorhB03M0JUmSclXcoOk5mpIkSbkqbtCUJElSrgyakiRJyoVBU5IkSbkwaEqSJCkXBk1JkiTlwqApSZKkXAwraEbEwoj4TUSsjohLB5l/ckSsjIieiHj/gHm9EfFEdls6UgPfY368kSRJUq6adrZARJSBrwJ/CKwFHouIpSmlVTWL/SfwIeCzgzzFaymluSMwVkmSJI0hOw2awPHA6pTSswAR8T1gMdAfNFNKz2XzKjmMUZIkSWPQcILmTOC3NY/XAu/YhXW0RsTjQA/wpZTSj+ot2NbWtgtPu/uOA15ev571DVrfWNSo92Issjb1WZv6rE191mZo1qc+a1Nfo2oze/bsIecPJ2juqUNTSusi4k3AzyLiqZTSmsEW3NlgR9IBBxzA1Aaubyxpa2tr6Hsxllib+qxNfdamPmszNOtTn7Wpb2+qzXAuBloHHFLzeFbWNiwppXXZ/bPAA8DRuzA+SZIkjVHDCZqPAbMj4vCImACcDQzr6vGI2C8iWrLpGcB8as7tHFVedS5JkpSrnQbNlFIPcAGwDPg1cFdK6emIuDoi3gcQEW+PiLXAnwJfj4ins+7/HXg8Ip4E7qd6jqZBU5IkqQCGdY5mSuke4J4BbV+omX6M6iH1gf0eAY7awzFKkiRpDPKbgSRJkpSL4gZND51LkiTlqrhBU5IkSbkqbtB0j6YkSVKuChc0Y+PG0R6CJElSIRQuaLonU5IkqTGKFzQjqvcGTkmSpFwVL2hKkiSpIYoXNPv2aEqSJClXxQuakiRJaojCBc3kOZqSJEkNUbigKUmSpMYwaEqSJCkXxQuaHjqXJElqiOIFTUmSJDVE8YKmezQlSZIaonhBU5IkSQ1RvKDpB7ZLkiQ1RGGDZnjoXJIkKVfFC5qSJElqiOIFTS8GkiRJaojiBU1JkiQ1RPGCphcDSZIkNURxg6aHziVJknJVvKDZx6ApSZKUq+IFTQ+dS5IkNUTxgqYkSZIaonhB03M0JUmSGqJ4QVOSJEkNUbyg6TmakiRJDVHcoOmhc0mSpFwVL2hKkiSpIYoXNN2jKUmS1BDFC5qSJElqiOIFTS8GkiRJaojiBk0PnUuSJOWqeEGzj0FTkiQpV8ULmh46lyRJaojiBU1JkiQ1xLCCZkQsjIjfRMTqiLh0kPknR8TKiOiJiPcPmHdeRLRlt/NGauC7zXM0JUmSGmKnQTMiysBXgdOAOcA5ETFnwGL/CXwI+PsBfacDVwLvAI4HroyI/fZ82CPAoClJkpSr4ezRPB5YnVJ6NqXUBXwPWFy7QErpuZTSvwGVAX0XAPemlDamlF4B7gUWjsC495xBU5IkKVdNw1hmJvDbmsdrqe6hHI7B+s6st3BbW9swn3bPHAds3LiRFxq0vrGoUe/FWGRt6rM29Vmb+qzN0KxPfdamvkbVZvbs2UPOH07QbJidDXYkTZ8+nYkNXN9Y0tbW1tD3YiyxNvVZm/qsTX3WZmjWpz5rU9/eVJvhHDpfBxxS83hW1jYce9I3X5WBR/klSZI0koYTNB8DZkfE4RExATgbWDrM518GvCci9ssuAnpP1jb6PEdTkiQpVzsNmimlHuACqgHx18BdKaWnI+LqiHgfQES8PSLWAn8KfD0ins76bgT+kmpYfQy4OmsbfQZNSZKkXA3rHM2U0j3APQPavlAz/RjVw+KD9b0NuG0PxpiLMGhKkiTlqrjfDGTQlCRJypVBU5IkSbkwaEqSJCkXxQ2akiRJylVxg6Z7NCVJknJV3KDpB7ZLkiTlqrhB0z2akiRJuSpu0JQkSVKuChs0X17vHk1JkqQ8FTdovhSjPQRJkqRxrbBB03M0JUmS8lXYoBkYNCVJkvJU2KDpHk1JkqR8GTQlSZKUC4OmJEmScmHQlCRJUi4KFzQ3barep/DjjSRJkvJUuKApSZKkxihc0OzbkZlwj6YkSVKeChc0y+XqfUfrtNEdiCRJ0jhXuKBZKsENXExH69TRHookSdK4VrigWS5DhRJUvOpckiQpT4ULmqVSNWhGqoz2UCRJksa1wgXNvj2aUekd7aFIkiSNa4ULmqUS9FKGins0JUmS8lS4oAmeoylJktQIxQ2avR46lyRJylMhg2YvZVKvh84lSZLyVMig6R5NSZKk/BUyaHoxkCRJUv4KGTQrlGguGzQlSZLyVMigecTsDibu0zPaw5AkSRrXChk0m/cJP95IkiQpZ4UMmkQQXgwkSZKUq0IGzVTyYiBJkqS8FTJoUgqDpiRJUs4KGjRLUPHQuSRJUp4KGTRTqUS4R1OSJClXxQyaYdCUJEnK27CCZkQsjIjfRMTqiLh0kPktEfH9bP6/RMRhWfthEfFaRDyR3W4d2eHvpnKJZNCUJEnKVdPOFoiIMvBV4A+BtcBjEbE0pbSqZrElwCsppSMi4mzgeuCsbN6alNLcER73HommIPUYNCVJkvI0nD2axwOrU0rPppS6gO8Biwcssxj4djb9A+DUiIiRG+bIKjcFyc/RlCRJytVO92gCM4Hf1jxeC7yj3jIppZ6I2Azsn807PCJ+CWwBPp9SerDeitra2oY77j1Sag46X+ts2PrGImtTn7Wpz9rUZ23qszZDsz71WZv6GlWb2bNnDzl/OEFzT7wI/LeU0oaIOBb4UUQcmVLaMtjCOxvsSFnV/BjN5SaOaND6xpq2traGvRdjjbWpz9rUZ23qszZDsz71WZv69qbaDOfQ+TrgkJrHs7K2QZeJiCZgKrAhpdSZUtoAkFL6BbAG+L09HfSeKjcH9HjoXJIkKU/DCZqPAbMj4vCImACcDSwdsMxS4Lxs+v3Az1JKKSIOyC4mIiLeBMwGnh2Zoe++UnOJ1OvFQJIkSXna6aHz7JzLC4BlQBm4LaX0dERcDTyeUloKfAu4IyJWAxuphlGAk4GrI6IbqAAfTSltzOOF7IpyM+DFQJIkSbka1jmaKaV7gHsGtH2hZroD+NNB+v0Q+OEejnHElSeUSJU02sOQJEka1wr5zUDVPZoeOpckScpTQYNmQMVD55IkSXkqZtBsCfdoSpIk5ayQQXOffSH58UaSJEm5KmTQbJlcInp6RnsYkiRJ41re3wy0V2qdUib1do32MCRJksa1Qu7RnDCpTFOliy6zpiRJUm4KGTSZ0Mw+pS62bInRHokkSdK4VcigmZqaaCl1sWmTQVOSJCkvxQyazc20Rhcvv2zQlCRJykshg2Yl26O5bl0hX74kSVJDFDJppeZmmulm3Tr3aEqSJOWluEEzdbF2bSFfviRJUkMUMmml5mbKvV0891whX74kSVJDFDJppaYmyr3d/OqpQr58SZKkhihm0oogNTfTtbWHDRs8T1OSJCkPxQyaAM3NHPPW11i5sjzaI5EkSRqXCh0033XCNu6/v5Bf9y5JkpS7wgbN1NLCKfO2ct99Bk1JkqQ8FDdoTpzIW9/UzrZtwZNPFrYMkiRJuSluwpo4kdK2ds45p4s775ww2qORJEkadwobNNOkScTWrfyP/9HF3Xc388orXn0uSZI0koobNCdOJLZu5ZBDEosW9XDrre7VlCRJGkmFDZpMnAhbtwLwmc908o1vTHCvpiRJ0ggqbNBMEycS7e0AvPnNFd73vm5uuqlllEclSZI0fhQ3aGbnaPa57LJO/v7vm3nuOfdqSpIkjYTiBs3sHM0+b3hD4n/9ry7+8i9bR3FUkiRJ40dhgyaTJkF26LzPBRd08vDDTX4tpSRJ0ggobNBM06cTGzZs1zZpElx2WQeXX95KSqM0MEmSpHGisEGzsv/+lH73ux3azz23m/b24Ic/bB6FUUmSJI0fhQ2aacYMYpCgWS7DTTe9xhVXtLJlyygMTJIkaZwwaA7iHe/o5d3v7uG667wwSJIkaXcZNOu46qoO/vEfm/nZz5oaOCpJkqTxo7hBc7/9qh9v1NEx6PwZMxK33rqNj31sH9asKWyZJEmSdltxE1SpRGXWLEq//W3dRU4+uZfLL+9g8eKJrFpV3FJJkiTtjkKnp8phh1F6/vkhl/ngB7u54ooO3vveiXztaxPo6mrQ4CRJksY4g+Zzz73ekBKlZ5+Fbdu2W+6ss7q5556t3HdfE8ceO5kbb2zhP/6j0KWTJEnaqUJf6VI57LBqsARi40b2PftsSmvXQmcnr918Mz2LF/cv+5a3VPjBD7bxy1+Wuf32ZhYsmMjkyYmTTurh6KN7edvbepkzp8KECaP1aiRJkvYuxQ6ab30rzcuXQ0rs87GP0XvMMWxdtozSk08y8Zxz6KhU6D799O36HH10L0cf3ctf/3UHTz1VYsWKJh59tIlbb21hzZoSM2dWePObX7/NmlXh4IMrHHxwYsaMRMkdoZIkqSCGFTQjYiHwZaAMfDOl9KUB81uA24FjgQ3AWSml57J5lwFLgF7gkymlZSM2+j3UO3cu5SefpOmBByitWcO2O++ECCpz57L17ruZ+Cd/Qpo6lZ53v3uHvqUSvO1tFd72ttdP2uzqgueeK7FmTfX2zDMl7ruviRdeKPHCC8GrrwZveEPi4IMrzJiR2H//xIwZFaZPr0733aZPT0yZkpg8ObmHVJIkjVk7DZoRUQa+CvwhsBZ4LCKWppRW1Sy2BHglpXRERJwNXA+cFRFzgLOBI4GDgeUR8Xsppd6RfiG7I+2/P2nqVFo//Wk6L7kEml4vR+Wtb2Xbd77Dvueey7Zvf5ve+fNf79jdTbzwAvHqq9DTQ/T2kpqbaW1t5S0TJvCWo1tJJ7TChAnQ0lL9uiGqn6T0X/8VvPBCid/9Lti4MdiwocQLL5R46qm+x9W2V1+FLVuCchkmT07Z7fXpKVMSEycm9tkH9tkn0doKra3Vx333++xT+7i6TEsLNDdXA2xzc3W6eo97WyVJ0ogazh7N44HVKaVnASLie8BioDZoLga+mE3/APjbiIis/XsppU7gPyJidfZ8j47M8Pdc5fDDafr5z+muOR+zT++8eWz71rfY94MfpPN//29i0yaa/u//pbxqFemAA0hTp0JTE6lUIrq7obOT6Ox8/b6jo7qbMwImTGDKhAkc0NzMUVnKSxMmQO10czNpygTYr1wNp6USvVGmp1Kmu1Kmu7dEV6WJ7q1luraU6ezN2itNdFdKdPc2VZfpLfffNvU20dVTprOnTHdP0NNboru3RG8l6O4NeiolenqC7kqZUgmiHBBQbl5BuRxEOSiVg3JTEOUS5SagXCIiiFJAuVTtVwoolWraqvOjXG0rlYFSiVJ5+/YolyiVq/2ry0X/80VAlMjuo/qmRPQ/jgBKQSleby+VUv80UX2u2vvavtX7+svvuCysf3k9rx7Ytd14au8Htvc9joDU11ynT72+/Y93WGXabnsdOJ+o/rNjv6GW77/bbuxD9qM6jo1rX2bd+paBM3fNLvbbbvE96JvYzb7DXOemta/w4uYXd6vvnqx3sL67+lr7++7me7qzvlv+81Ve7qr/5Rm7uymNZt+R1P78Fjb21q9PkVmbwZWay6M9hO0MJ2jOBGo/bHIt8I56y6SUeiJiM7B/1r5iQN+Z9VbU1tY2jOGMjL51TT/1VKY1N/PsunWDL3jwwbT+7d9y6A030DlrFr/72MfY+ta3VoPhcKQEvb2UenqI7u7tbtu1ZdOl7m7o7SUqFaJSqU5nzxGVClQqRG8vLZUKLQPa+qcrXdu39d2nVL3Bdo8jJVJKpN5E6oVKb3W60guVSiL1JFIFUgUqvRWoQKpU70mpOp2ASqreehNUKtVVpexx37orNdM1bZFNV/vU1K72nvT6vL72xOsdaqYjJRKR3fP6PQP7VFtj0HXUPhdE6tt4s/aa+QzWPti46vZhyPnDluo+2MX+u973v2f3sTvr3Z1+NYvvat/apXc3T+zKOqfuQd89We8OfdPu9s1vvEft9jMXw5GjPYC9mLUZ3MsT3ggPfathmWr27NlDzt+rLgba2WBHSltb2+vr+tSn4FOfYsg1z55N5bTTaAbe2IDxjbbt6qPtWJv6rE191qY+azM061OftRncTPau2gznrLx1wCE1j2dlbYMuExFNVP8Dv2GYfSVJkjQODSdoPgbMjojDI2IC1Yt7lg5YZilwXjb9fuBnKaWUtZ8dES0RcTgwG/jXkRm6JEmS9mY7PXSenXN5AbCM6scb3ZZSejoirgYeTyktBb4F3JFd7LORahglW+4uqhcO9QCf2FuuOJckSVK+hnWOZkrpHuCeAW1fqJnuAP60Tt9rgWv3YIySJEkag/zkREmSJOXCoClJkqRcGDQlSZKUi0i7/QG+I2Pz5s2jOwBJkiTtsalTp+7wHRju0ZQkSVIuDJqSJEnKxagfOpckSdL45B5NSZIk5aJwQTMiFkbEbyJidURcOtrjaYSIOCQi7o+IVRHxdER8Kmv/YkSsi4gnstuimj6XZTX6TUQsqGkfd/WLiOci4qmsBo9FX7FjAAAFdUlEQVRnbdMj4t6IaMvu98vaIyL+3+z1/1tEHFPzPOdly7dFxHn11jdWRMRbaraNJyJiS0RcVOTtJiJui4j1EfGrmrYR21Yi4thsW1yd9d3hxPq9VZ3a3BgRz2Sv//9ExLSs/bCIeK1mG7q1ps+gNahX57GgTm1G7Ocoql8R/S9Z+/ej+nXRY0Kd2ny/pi7PRcQTWXvRtpt6f7vH1u+clFJhblS/QnMN8CZgAvAkMGe0x9WA1/1G4JhsejLw78Ac4IvAZwdZfk5Wmxbg8Kxm5fFaP+A5YMaAthuAS7PpS4Hrs+lFwI+BAOYB/5K1Tweeze73y6b3G+3XNoI1KgP/BRxa5O0GOBk4BvhVHtsK8K/ZspH1PW20X/Me1uY9QFM2fX1NbQ6rXW7A8wxag3p1Hgu3OrUZsZ8j4C7g7Gz6VuBjo/2a96Q2A+b/NfCFgm439f52j6nfOUXbo3k8sDql9GxKqQv4HrB4lMeUu5TSiymlldn0q8CvgZlDdFkMfC+l1JlS+g9gNdXaFal+i4FvZ9PfBv6kpv32VLUCmBYRbwQWAPemlDamlF4B7gUWNnrQOToVWJNSen6IZcb9dpNS+jmwcUDziGwr2bwpKaUVqfoX4Paa59rrDVablNJPU0o92cMVwKyhnmMnNahX571ene2mnl36Ocr2QL0b+EHWf9zUJnttfwZ8d6jnGMfbTb2/3WPqd07RguZM4Lc1j9cydOAadyLiMOBo4F+ypguyXey31RxSqFen8Vq/BPw0In4REf9P1vaGlNKL2fR/AW/IpotWmz5ns/0ve7eb143UtjIzmx7YPl58mOoekz6HR8QvI+L/i4iTsrahalCvzmPZSPwc7Q9sqgn042m7OQl4KaXUVtNWyO1mwN/uMfU7p2hBs9AiYhLwQ+CilNIW4GvAm4G5wItUD1EU0TtTSscApwGfiIiTa2dm/9Mr7MczZOd7vQ+4O2tyu6mj6NtKPRFxOdAD3Jk1vQj8t5TS0cBngL+PiCnDfb5xUmd/jnbuHLb/D24ht5tB/nb3GwuvqWhBcx1wSM3jWVnbuBcRzVQ31DtTSv8AkFJ6KaXUm1KqAN+gemgG6tdpXNYvpbQuu18P/B+qdXgpO6zQd1hmfbZ4oWqTOQ1YmVJ6CdxuBjFS28o6tj+0PC7qFBEfAv4Y+ED2R5HssPCGbPoXVM89/D2GrkG9Oo9JI/hztIHqIdKmAe1jWvZ6zgC+39dWxO1msL/djLHfOUULmo8Bs7Mr9CZQPRy4dJTHlLvsPJdvAb9OKd1c0/7GmsVOB/qu+lsKnB0RLRFxODCb6gnD465+ETExIib3TVO9eOFXVF9X35V55wH/mE0vBT6YXd03D9icHcJYBrwnIvbLDoG9J2sbD7bbq+B2s4MR2VayeVsiYl72M/vBmucakyJiIfA54H0ppW017QdERDmbfhPVbeXZndSgXp3HpJH6OcrC+/3A+7P+Y742mT8Ankkp9R/aLdp2U+9vN2Ptd86uXDk0Hm5Ur8r6d6r/E7p8tMfToNf8Tqq71v8NeCK7LQLuAJ7K2pcCb6zpc3lWo99QcxXaeKsf1Ss4n8xuT/e9JqrnPd0HtAHLgelZewBfzV7/U8BxNc/1Yaon7q8Gzh/t1zZC9ZlIdY/J1Jq2wm43VAP3i0A31fOZlozktgIcRzVwrAH+luxLNcbCrU5tVlM9N6zv986t2bJnZj9vTwArgffurAb16jwWbnVqM2I/R9nvsX/N6n030DLar3lPapO1/x3w0QHLFm27qfe3e0z9zvGbgSRJkpSLoh06lyRJUoMYNCVJkpQLg6YkSZJyYdCUJElSLgyakiRJyoVBU5IkSbkwaEqSJCkXBk1JkiTl4v8HoEim3OdSjaEAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(10, 4))\n", - "plt.plot(grads_mu, c='blue', linewidth=1, label = 'grads_mu')\n", - "plt.plot(grads_sigma, c='red', linewidth=1, label = 'grads_sigma')\n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.9" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/seminars/seminar-3-gans/gan.ipynb b/seminars/seminar-3-gans/gan.ipynb new file mode 100644 index 0000000..288bbd3 --- /dev/null +++ b/seminars/seminar-3-gans/gan.ipynb @@ -0,0 +1,795 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "from torch import nn\n", + "from torch.nn import functional as F\n", + "import numpy as np\n", + "\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "from tqdm.notebook import tqdm\n" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "from torchvision.datasets import MNIST\n", + "from torchvision import transforms\n", + "\n", + "from torch.utils.data import DataLoader\n", + "\n", + "image_transforms = transforms.Compose([\n", + " transforms.Resize((64, 64)),\n", + " transforms.ToTensor(),\n", + " # https://discuss.pytorch.org/t/understanding-transform-normalize/21730\n", + " transforms.Normalize(mean=[0.5], std=[0.5])\n", + "])\n", + "\n", + "cuda_num = 0\n", + "batch_size = 32\n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz to ./CIFAR10/cifar-10-python.tar.gz\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "f9c433943e42452f87afe9ea7cdd3556", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=1.0, bar_style='info', max=1.0), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Extracting ./CIFAR10/cifar-10-python.tar.gz to ./CIFAR10\n", + "Files already downloaded and verified\n" + ] + } + ], + "source": [ + "mnist_dataset = MNIST('./MNIST', train=True, transform=image_transforms, download=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def process_image(image):\n", + " # dim order is different between pytorch and numpy/plt\n", + " # squeeze\n", + " image = image.squeeze()\n", + " # don't forget to detach your tensors\n", + " image = image.detach()\n", + " # here we do not need to use cuda\n", + " image = image.to('cpu')\n", + " # don't forget to unnomalize image from [-1, 1] to [0, 1]\n", + " image = (image + 1) / 2\n", + " return image\n", + "\n", + "labels2name = {i: j for j, i in mnist_dataset.class_to_idx.items()}\n", + "\n", + "\n", + "plt.figure(figsize=(30, 30))\n", + "for ind, (image, label) in enumerate(mnist_dataset):\n", + " if ind >= 6*6: break\n", + " plt.subplot(6, 6, ind+1)\n", + " plt.imshow(process_image(image))\n", + " plt.title(labels2name[label])\n", + "plt.show()\n", + " \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class OnlyZerosDataset(torch.utils.data.Dataset):\n", + " def __init__(self, mnist):\n", + " self.images = []\n", + " for image, label in tqdm(mnist):\n", + " if label == 0:\n", + " self.images.append(image)\n", + " def __len__(self):\n", + " return len(self.images)\n", + "\n", + " def __getitem__(self, index):\n", + " return self.images[index]\n", + "\n", + "zeros_dataset = OnlyZerosDataset(mnist_dataset)\n", + "zeros_loader = DataLoader(zeros_dataset, batch_size=batch_size, drop_last=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.figure(figsize=(30, 30))\n", + "for ind, image in enumerate(zeros_dataset):\n", + " if ind >= 6*6: break\n", + " plt.subplot(6, 6, ind+1)\n", + " plt.imshow(process_image(image))\n", + "plt.show()\n", + " \n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image](https://camo.githubusercontent.com/e43f336d6b83baf979de8ea558f34ccbe6713e1d/68747470733a2f2f6c696c69616e77656e672e6769746875622e696f2f6c696c2d6c6f672f6173736574732f696d616765732f47414e2e706e67)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [], + "source": [ + "class UpsampleBlock(nn.Module):\n", + " def __init__(self, channels_from, channels_to):\n", + " # https://discuss.pytorch.org/t/super-model-in-init/97426\n", + " super().__init__() \n", + " self.layers = nn.Sequential(\n", + " nn.Upsample(scale_factor=2, mode='bilinear', align_corners=False),\n", + " nn.Conv2d(channels_from, channels_to, kernel_size=3, padding=1),\n", + " nn.BatchNorm2d(channels_to),\n", + " nn.LeakyReLU(0.2),\n", + " nn.Conv2d(channels_to, channels_to, kernel_size=3, padding=1),\n", + " nn.BatchNorm2d(channels_to),\n", + " nn.LeakyReLU(0.2)\n", + " )\n", + " \n", + " def forward(self, x):\n", + " return self.layers(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [], + "source": [ + "class DownsampleBlock(nn.Module):\n", + " def __init__(self, channels_from, channels_to):\n", + " super().__init__() \n", + " self.layers = nn.Sequential(\n", + " nn.Conv2d(channels_from, channels_to, kernel_size=3, padding=1, stride=2),\n", + " nn.BatchNorm2d(channels_to),\n", + " nn.LeakyReLU(0.2),\n", + " nn.Conv2d(channels_to, channels_to, kernel_size=3, padding=1),\n", + " nn.BatchNorm2d(channels_to),\n", + " nn.LeakyReLU(0.2)\n", + " )\n", + " \n", + " def forward(self, x):\n", + " return self.layers(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [], + "source": [ + "class Generator(nn.Module):\n", + " def __init__(self):\n", + " super().__init__()\n", + " self.layers = nn.Sequential(\n", + " UpsampleBlock(4, 32), # 4x4 -> 8x8 \n", + " UpsampleBlock(32, 64), # 8x8 -> 16x16\n", + " UpsampleBlock(64, 128), # 16x16 -> 32x32\n", + " UpsampleBlock(128, 256), # 32x32 -> 64x64\n", + " nn.Conv2d(256, 1, kernel_size=1),\n", + " nn.Tanh() \n", + " )\n", + " \n", + " def forward(self, x):\n", + " noise = torch.randn(x.shape[0], 4, 4, 4, device=x.device)\n", + " return self.layers(noise)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [], + "source": [ + "class Discriminator(nn.Module):\n", + " def __init__(self):\n", + " super().__init__()\n", + " self.layers = nn.Sequential(\n", + " DownsampleBlock(1, 32), # 64x64 -> 32x32\n", + " DownsampleBlock(32, 64), # 32x32 -> 16x16\n", + " DownsampleBlock(64, 128), # 16x16 -> 8x8\n", + " DownsampleBlock(128, 256), # 8x8 -> 4x4\n", + " nn.Conv2d(256, 32, kernel_size=1)\n", + " )\n", + " self.fc = nn.Sequential(\n", + " nn.Linear(32 * 4 * 4, 128),\n", + " nn.BatchNorm1d(128),\n", + " nn.LeakyReLU(0.2),\n", + " nn.Linear(128, 1),\n", + " )\n", + " \n", + " def forward(self, x):\n", + " x = self.layers(x).view(x.shape[0], -1)\n", + " x = self.fc(x)\n", + " return x\n" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [], + "source": [ + "device = f'cuda:{0}' if torch.cuda.is_available() else 'cpu'\n", + "\n", + "generator = Generator().to(device)\n", + "discriminator = Discriminator().to(device)\n", + "\n", + "optimizators = {\n", + " 'G': torch.optim.Adam(generator.parameters(), lr=0.0005),\n", + " 'D': torch.optim.Adam(discriminator.parameters(), lr=0.0001), \n", + "}\n", + "\n", + "losses = {\n", + " 'D': [],\n", + " 'G': []\n", + "}\n" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "0acabb6268f24e1bbec56c06c13b2df0", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, max=1562.0), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "for epoch in range(50):\n", + " for images in tqdm(zeros_loader, position=0, leave=False):\n", + " images = images.to(device)\n", + " \n", + " # train D\n", + " optimizators['D'].zero_grad()\n", + "\n", + " fake_images = generator(images).detach()\n", + " # todo add why detach\n", + " out_real = discriminator(images)\n", + " out_fake = discriminator(fake_images)\n", + " \n", + " real_loss = F.binary_cross_entropy_with_logits(out_real, torch.ones_like(out_real) * 0.9)\n", + " fake_loss = F.binary_cross_entropy_with_logits(out_fake, torch.zeros_like(out_fake))\n", + " \n", + " loss = (real_loss + fake_loss) / 2\n", + " \n", + " loss.backward()\n", + " torch.nn.utils.clip_grad_norm_(discriminator.parameters(), 1)\n", + " optimizators['D'].step()\n", + "\n", + " losses['D'].append(loss.item())\n", + " # don't forget to use item\n", + " \n", + " # train G\n", + " optimizators['G'].zero_grad()\n", + "\n", + " fake_images = generator(images)\n", + " out_fake = discriminator(fake_images)\n", + " \n", + " loss = F.binary_cross_entropy_with_logits(out_fake, torch.ones_like(out_fake) * 0.9)\n", + " \n", + " loss.backward()\n", + " torch.nn.utils.clip_grad_norm_(generator.parameters(), 1)\n", + "\n", + " optimizators['G'].step()\n", + " \n", + " losses['G'].append(loss.item())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(losses['G'], label='generator loss')\n", + "plt.plot(losses['D'], label='discriminator loss')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "generated = generator(images).detach().to('cpu')\n", + "\n", + "plt.figure(figsize=(30, 30))\n", + "for ind, image in enumerate(generated):\n", + " plt.subplot(6, 6, ind+1)\n", + " plt.imshow(process_image(image))\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Как видите, все пришло не совсем туда куда мы хотели\n", + "\n", + "Какие инженерные штуки можно попробовать:\n", + "\n", + "1. One-sided label smoothing: (https://arxiv.org/pdf/1606.03498.pdf): Заменить label_true с 1 на 0.9\n", + "2. Gradient clipping (torch.nn.utils.clip_grad_norm_)\n", + "3. Decay latent variance on inference\n", + "4. Dropout in D.fc\n", + "5. Make D.fc fully convolutional\n", + "6. Balance G/D update rate" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Conditional GAN\n" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "metadata": {}, + "outputs": [], + "source": [ + "class DotDict(dict):\n", + " __getattr__ = dict.__getitem__\n", + " __setattr__ = dict.__setitem__\n", + " __delattr__ = dict.__delitem__\n", + "\n", + "config = {\n", + " 'noise_channels': 4,\n", + " 'noise_shape': 4,\n", + " 'image_size': 64, \n", + " 'image_channels': 3,\n", + " 'batch_size': 32,\n", + " 'num_attrs': 100,\n", + " 'device': f'cuda:{0}' if torch.cuda.is_available() else 'cpu',\n", + " 'max_epochs': 100,\n", + " 'grad_clip_value': 10\n", + "}\n", + "\n", + "config = DotDict(config)" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "metadata": {}, + "outputs": [], + "source": [ + "from torchvision.datasets import CIFAR100\n", + "from torchvision import transforms\n", + "\n", + "from torch.utils.data import DataLoader\n", + "\n", + "image_transforms = transforms.Compose([\n", + " transforms.Resize((config.image_size, config.image_size)),\n", + " transforms.ToTensor(),\n", + " # https://discuss.pytorch.org/t/understanding-transform-normalize/21730\n", + " transforms.Normalize(mean=[0.5, 0.5, 0.5], std=[0.5, 0.5, 0.5])\n", + "])" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Files already downloaded and verified\n" + ] + } + ], + "source": [ + "cifar_dataset = CIFAR100('./CIFAR100', train=True, transform=image_transforms, download=True)\n", + "cifar_loader = DataLoader(cifar_dataset, batch_size=config.batch_size, drop_last=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def process_image(image):\n", + " # dim order is different between pytorch and numpy/plt\n", + " image = image.permute(1, 2, 0)\n", + " # don't forget to detach your tensors\n", + " image = image.detach()\n", + " # here we do not need to use cuda\n", + " image = image.to('cpu')\n", + " # don't forget to unnomalize image from [-1, 1] to [0, 1]\n", + " image = (image + 1) / 2\n", + " return image\n", + "\n", + "labels2name = {i: j for j, i in cifar_dataset.class_to_idx.items()}\n", + "\n", + "\n", + "plt.figure(figsize=(30, 30))\n", + "for ind, (image, label) in enumerate(cifar_dataset):\n", + " if ind >= 6*6: break\n", + " plt.subplot(6, 6, ind+1)\n", + " plt.imshow(process_image(image))\n", + " plt.title(labels2name[label])\n", + "plt.show()\n", + " \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 133, + "metadata": {}, + "outputs": [], + "source": [ + "class Generator(nn.Module):\n", + " def __init__(self, config):\n", + " super().__init__()\n", + " self.config = config\n", + " self.label_embedding = nn.Embedding(config.num_attrs,\n", + " embedding_dim=self.config.noise_shape * self.config.noise_shape)\n", + " self.layers = self._build_layers()\n", + " \n", + " def _build_layers(self):\n", + " layers = []\n", + " image_size = self.config.noise_shape\n", + " channels_from = self.config.noise_channels\n", + " channels_to = self.config.noise_channels * 2\n", + " while image_size != self.config.image_size:\n", + " if image_size == self.config.noise_shape:\n", + " layers.append(UpsampleBlock(channels_from + 1, channels_to))\n", + " else:\n", + " layers.append(UpsampleBlock(channels_from, channels_to))\n", + " channels_from, channels_to = channels_to, channels_to * 2 \n", + " image_size *= 2\n", + " layers.append(\n", + " nn.Sequential(\n", + " nn.Conv2d(channels_from, self.config.image_channels, kernel_size=1),\n", + " nn.Tanh()\n", + " )\n", + " )\n", + " return nn.Sequential(*layers)\n", + " \n", + " \n", + " def _sample_latent(self, x, reduce_noise):\n", + " noise = torch.randn(x.shape[0], self.config.noise_channels,\n", + " self.config.noise_shape, self.config.noise_shape,\n", + " device=x.device)\n", + " if reduce_noise:\n", + " noise *= 0.7\n", + " return noise\n", + " \n", + " def forward(self, x, labels, reduce_noise=False):\n", + " labels = self.label_embedding(labels).view(-1, 1, self.config.noise_shape, self.config.noise_shape)\n", + " noise = self._sample_latent(x, reduce_noise)\n", + " noise = torch.cat([noise, labels], dim=1)\n", + " return self.layers(noise)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "metadata": {}, + "outputs": [], + "source": [ + "class Discriminator(nn.Module):\n", + " def __init__(self, config):\n", + " super().__init__()\n", + " self.config = config\n", + " self.label_embedding = nn.Embedding(config.num_attrs,\n", + " embedding_dim=self.config.image_size * self.config.image_size)\n", + " self.layers = self._build_layers()\n", + " self.fc = self._build_fc()\n", + " \n", + " def _build_layers(self):\n", + " layers = []\n", + " image_size = self.config.image_size\n", + " channels_from = 32\n", + " channels_to = 32\n", + " while image_size != self.config.noise_shape:\n", + " if image_size == self.config.image_size:\n", + " layers.append(DownsampleBlock(self.config.image_channels+1, channels_to))\n", + " else:\n", + " layers.append(DownsampleBlock(channels_from, channels_to))\n", + " \n", + " channels_from, channels_to = channels_to, channels_to // 2\n", + " image_size //= 2\n", + " return nn.Sequential(*layers)\n", + " \n", + " def _build_fc(self):\n", + " layers = nn.Sequential(\n", + " nn.Linear(self.config.noise_channels * self.config.noise_shape * self.config.noise_shape, 128),\n", + " nn.BatchNorm1d(128),\n", + " nn.Dropout(0.3),\n", + " nn.LeakyReLU(0.2),\n", + " nn.Linear(128, 1),\n", + " # note that we don't use sigmoid\n", + " )\n", + " return nn.Sequential(*layers)\n", + " \n", + " def forward(self, x, labels):\n", + " labels = self.label_embedding(labels).view(-1, 1, self.config.image_size, self.config.image_size)\n", + " x = torch.cat([x, labels], dim=1)\n", + " x = self.layers(x).view(x.shape[0], -1)\n", + " x = self.fc(x)\n", + " return x\n" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "metadata": {}, + "outputs": [], + "source": [ + "class GAN:\n", + " def __init__(self, config):\n", + " self.config = config\n", + " self.models = {\n", + " 'G': Generator(config),\n", + " 'D': Discriminator(config)\n", + " }\n", + " self.optims = {\n", + " 'G': torch.optim.Adam(self.models['G'].parameters(), lr=0.001),\n", + " 'D': torch.optim.Adam(self.models['D'].parameters(), lr=0.0005)\n", + " }\n", + " \n", + " def trainD(self, x, label):\n", + " self.optims['D'].zero_grad()\n", + " fake_images = self.models['G'](x, label).detach()\n", + " out_real = self.models['D'](images, label)\n", + " out_fake = self.models['D'](fake_images, label)\n", + " \n", + " real_loss = F.binary_cross_entropy_with_logits(out_real, torch.ones_like(out_real) * 0.9)\n", + " fake_loss = F.binary_cross_entropy_with_logits(out_fake, torch.zeros_like(out_fake))\n", + " \n", + " loss = (real_loss + fake_loss) / 2\n", + " \n", + " loss.backward()\n", + " torch.nn.utils.clip_grad_norm_(self.models['D'].parameters(), config.grad_clip_value)\n", + " self.optims['D'].step()\n", + " return loss.item()\n", + "\n", + " def trainG(self, x, label):\n", + " self.optims['G'].zero_grad()\n", + "\n", + " fake_images = self.models['G'](x, label)\n", + " out_fake = self.models['D'](fake_images, label)\n", + " \n", + " loss = F.binary_cross_entropy_with_logits(out_fake, torch.ones_like(out_fake) * 0.9)\n", + " \n", + " loss.backward()\n", + " torch.nn.utils.clip_grad_norm_(self.models['G'].parameters(), config.grad_clip_value)\n", + " self.optims['G'].step()\n", + " return loss.item()\n", + "\n", + " @torch.no_grad()\n", + " def generate(self, x, label):\n", + " return self.models['G'](x, label, reduce_noise=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "metadata": {}, + "outputs": [], + "source": [ + "gan = GAN(config)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "9b5655d782da4f1293224b07dde79962", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, max=1562.0), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from IPython.display import clear_output\n", + "\n", + "losses = {\n", + " 'D': [],\n", + " 'G': []\n", + "}\n", + "\n", + "for epoch in range(config.max_epochs):\n", + " for images, labels in tqdm(cifar_loader, position=0, leave=False):\n", + " images = images.to(device)\n", + " \n", + " losses['D'].append(gan.trainD(images, labels))\n", + " losses['G'].append(gan.trainG(images, labels))\n", + " \n", + " clear_output()\n", + " plt.plot(losses['G'], label='generator loss')\n", + " plt.plot(losses['D'], label='discriminator loss')\n", + " plt.legend()\n", + " plt.show()\n", + " \n", + " generated = gan.generate(images, labels).to('cpu')\n", + " plt.figure(figsize=(30, 30))\n", + " for ind, image in enumerate(generated):\n", + " if ind >= 36: break\n", + " plt.subplot(6, 6, ind+1)\n", + " plt.imshow(process_image(image))\n", + " plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/seminars/seminar-3/kde_gmm.ipynb b/seminars/seminar-3/kde_gmm.ipynb deleted file mode 100644 index 42dad61..0000000 --- a/seminars/seminar-3/kde_gmm.ipynb +++ /dev/null @@ -1,349 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\"Open" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Gaussian mixture. 1D example" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's generate mixture of 3 gaussians" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "def generate_mixture(n_components, size, mus=[-3,0,3],sigmas=[1,1,1]):\n", - " assert(n_components == len(mus) == len(sigmas))\n", - " # WRITE YOUR CODE HERE\n", - " # X-samples, y - components\n", - " return X, y\n", - "\n", - "n_components = 3\n", - "size = 10000\n", - "data_X, data_y = generate_mixture(n_components, size)\n", - "data_X = np.expand_dims(data_X,1)\n", - "for component in range(n_components):\n", - " plt.hist(data_X[data_y==component], bins=100, label=f'Component: {component}', alpha=0.4);\n", - "plt.legend();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## KDE" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**K**ernel **D**ensity **E**stimation is density-estimation method based on nearest neighbours:\n", - "$$p(x)=\\frac{1}{N}\\Sigma_{i=1}^NK(x_i,x)$$\n", - "where $0\\leq K(x_i,x)\\leq1$" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "from sklearn.neighbors import KernelDensity\n", - "kde = KernelDensity(kernel='gaussian', bandwidth=0.2)\n", - "kde.fit(data_X) # train model\n", - "plt.hist(kde.sample(10000), bins=100); # visualize new samples from model" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Advantages of KDE**:\n", - "* does not requires number of the components\n", - "\n", - "**Drawbacks of KDE**: \n", - "* has to store all the training dataset in memory" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## GMM" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**G**aussian **M**ixture **M**odel is based on the representation of given data as several gaussians. To know from which gaussian each sample is taken **EM** algorithm is used. It consists of 2 steps:\n", - "* ***E(xpectation)-step*** - estimate probability for each i'th sample to be taken from the j'th gaussian $$g_{ij}=\\frac{w_j\\mathcal{N}(x_i|\\mu_j,\\sigma_j)}{\\Sigma_jw_j\\mathcal{N}(x_i|\\mu_j,\\sigma_j)}$$\n", - "* ***M(aximization)-step*** - estimate parameters of gaussians ($\\mu$ and $\\sigma$) maximizing the likelihood\n", - "$$w_j=\\frac{1}{N}\\Sigma_{i=1}^N g_{ij}$$\n", - "$$\\mu_j=\\frac{1}{Nw_j}\\Sigma_{i=1}^N g_{ij}x_i$$\n", - "$$\\sigma^2_j=\\frac{1}{Nw_j}\\Sigma_{i=1}^N g_{ij}(x_i-\\mu_j)^2$$\n", - "where N is a number of samples, $\\mathcal{N}(x|\\mu,\\sigma)$ is normal distribution density with mean $\\mu$ and variance $\\sigma$ at point x\n", - "\n", - "\n", - "(*) In general, EM-algorithm is a technique of maximizing $\\int p(X|\\theta,T)p(T|X)dT$ w.t. $\\theta$ instead of maximizing $p(X|\\theta)$. On E-step we estimate $P(T|X)$, on M-step we maximize the integral looking for the best $\\theta$" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "from sklearn.mixture import GaussianMixture\n", - "gmm = GaussianMixture(n_components=3) # define model\n", - "gmm.fit(data_X) # train model\n", - "plt.hist(gmm.sample(10000)[0],bins=100); # visualize new samples from model" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Advantages of GMM**:\n", - "* returns component for each sample\n", - "* memory-efficient\n", - "\n", - "**Drawbacks of GMM**: \n", - "* requires the exact number of components while training" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 2D example" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Take any 2D dataset you want" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "from sklearn.datasets import make_blobs\n", - "\n", - "data_X, data_y = make_blobs(n_samples=10000)\n", - "plt.scatter(data_X[:,0],data_X[:,1],c=data_y);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Visualize estimated density" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "from sklearn.mixture import GaussianMixture\n", - "gmm = GaussianMixture(n_components=3)\n", - "gmm.fit(data_X)\n", - "plt.scatter(data_X[:,0],data_X[:,1],c=gmm.score_samples(data_X));" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Visualize new samples" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "samples, component = gmm.sample(10000)\n", - "plt.scatter(samples[:,0],samples[:,1], c=component);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Images\n", - "\n", - "**Task**: try to sample images (mnist or cifar) using KDE and GMM" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.datasets import load_digits\n", - "X, y = load_digits(return_X_y=True) # MNIST\n", - "# WRITE YOUR CODE HERE" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Links\n", - "[EM-algorithm (rus)](http://www.machinelearning.ru/wiki/index.php?title=EM-алгоритм)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.9" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/seminars/seminar-3/mcmc.ipynb b/seminars/seminar-3/mcmc.ipynb deleted file mode 100644 index 4667102..0000000 --- a/seminars/seminar-3/mcmc.ipynb +++ /dev/null @@ -1,134 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\"Open" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# MCMC. Bayesian Inference\n", - "The bayesian inference problem is to infer posterior distribution given prior distribution and likelihood:\n", - "$$p(\\theta|X)=\\frac{p(X|\\theta)p(\\theta)}{\\int_\\theta p(X|\\theta)p(\\theta)d\\theta}$$\n", - "In case of simple distributions bayesian inference can be performed analytically. However, in case of complicated distributions an explicit inference is intractable (because of denominator) and some more sophisticated techniques were designed. One of them is Markov Chain Monte Carlo (MCMC) sampling. It does not provides an option to perform a bayesian inference but helps to sample from the distribution (e.g., posterior) given that distribution up to a constant (denominator)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Intro to Pyro\n", - "[Pyro](https://pyro.ai) is PyTorch-based framework for bayesian inference" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Toy example\n", - "Let $$p(weight|guess)=\\mathcal{N}(guess,1)$$\n", - "$$p(measurement|weight,guess)=\\mathcal{N}(weight,0.75)$$\n", - "\n", - "Suppose we observe that the measurement of an object was 14 (kilos). What the most likelily weight and its confidence interval is?\n", - "\n", - "Solution: let's sample from posterior distribution (weight given measurement) multiple times using MCMC and obtain an empirical estimations" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Sample: 100%|██████████| 1050/1050 [00:14, 73.65it/s, step size=2.72e-01, acc. prob=0.961]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Weight: 12.560986518859863 +- 0.5782628059387207\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], - "source": [ - "# !pip install pyro-ppl\n", - "import pyro\n", - "import torch\n", - "from pyro.infer.mcmc import MCMC\n", - "from pyro.infer.mcmc.nuts import HMC\n", - "from pyro.infer import EmpiricalMarginal\n", - "import pyro.distributions as dist\n", - "import matplotlib.pyplot as plt\n", - "\n", - "\n", - "def model(guess): # probabilistic model\n", - " weight = pyro.sample(\"weight\", dist.Normal(guess, 1.0))\n", - " measurement = pyro.sample(\"measurement\", dist.Normal(weight, 0.75))\n", - " return measurement\n", - "\n", - "# %matplotlib inline\n", - "guess_prior = 10.\n", - "condition = pyro.condition(model, data={\"measurement\": torch.tensor(14.)})\n", - "\n", - "hmc_kernel = HMC(condition, step_size=0.9, num_steps=4)\n", - "mcmc = MCMC(hmc_kernel, \n", - " num_samples=1000, \n", - " warmup_steps=50)\n", - "mcmc.run(guess_prior) # run MCMC sampling\n", - "samples = mcmc.get_samples()['weight']\n", - "print(f'Weight: {samples.mean().item()} +- {samples.std().item()}')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Links\n", - "* [intro to Pyro and PPL](https://bookdown.org/robertness/causalml/docs/tutorial-on-deep-probabilitic-modeling-with-pyro.html)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.9" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/seminars/seminar-4-wgan/wgan.ipynb b/seminars/seminar-4-wgan/wgan.ipynb new file mode 100644 index 0000000..c48b0f0 --- /dev/null +++ b/seminars/seminar-4-wgan/wgan.ipynb @@ -0,0 +1,1407 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "sxsFq2Ife0se" + }, + "outputs": [], + "source": [ + "from pydrive.auth import GoogleAuth\n", + "from pydrive.drive import GoogleDrive\n", + "from google.colab import auth\n", + "from oauth2client.client import GoogleCredentials\n", + "\n", + "auth.authenticate_user()\n", + "gauth = GoogleAuth()\n", + "gauth.credentials = GoogleCredentials.get_application_default()\n", + "drive = GoogleDrive(gauth)\n", + "\n", + "downloaded = drive.CreateFile({'id':\"0B7EVK8r0v71pZjFTYXZWM3FlRnM\"}) # Download Celeba dataset\n", + "downloaded.GetContentFile('img_align_celeba.zip') \n", + "!unzip img_align_celeba.zip > /dev/null" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "p3lwyxhiKOX3" + }, + "source": [ + "# Загрузка данных\n", + "\n", + "В качестве данных будем использовать датасет с лицами CelebA" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "id": "vNlcSAVXfGP9" + }, + "outputs": [], + "source": [ + "import os\n", + "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"0\"\n", + "\n", + "from tqdm import tqdm_notebook as tqdm\n", + "\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.utils as utils\n", + "from torchvision import datasets\n", + "import torchvision.transforms as transforms\n", + "from torchvision.utils import make_grid\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from typing import Callable, Optional\n", + "import PIL\n", + "import os\n", + "\n", + "batch_size = 64\n", + "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n", + "\n", + "transforms = transforms.Compose([ # Compose combines a number of transforms into one operation\n", + " transforms.Resize((64, 64)),\n", + " transforms.ToTensor(), # PIL Image -> Tensor\n", + " transforms.Normalize([0.5], [0.5])\n", + "])\n", + "\n", + "# We can use torchvision package to get MNIST dataset\n", + "\n", + "CELEBA_PATH = \"./img_align_celeba/\"\n", + "\n", + "class CelebA(torch.utils.data.Dataset):\n", + " def __init__(self, root_path:str, transform: Optional[Callable] = None):\n", + " super().__init__()\n", + " self.transform = transform\n", + " self.root_path = root_path\n", + " self.img_paths = os.listdir(root_path)\n", + "\n", + " def __len__(self):\n", + " return len(self.img_paths)\n", + "\n", + " def __getitem__(self, idx:int):\n", + " img = PIL.Image.open(os.path.join(self.root_path, self.img_paths[idx]))\n", + " if self.transform: img = self.transform(img)\n", + " return img\n", + "\n", + " \n", + "\n", + "\n", + "full_dataset = CelebA(CELEBA_PATH, transform=transforms)\n", + "\n", + "dataloader = torch.utils.data.DataLoader(dataset=full_dataset,\n", + " batch_size=64,\n", + " shuffle=True,\n", + " drop_last=True)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 900 + }, + "id": "reHi0xKJgXJ7", + "outputId": "6888711c-f640-40f4-9e55-d1f4d985cb5c" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": { + "tags": [] + }, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light", + "tags": [] + }, + "output_type": "display_data" + } + ], + "source": [ + "from torchvision.utils import make_grid\n", + "plt.figure(figsize=(15,15))\n", + "plt.imshow(make_grid([full_dataset[i] for i in range(25)], nrow=5).permute(1,2,0))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "CPvdELDpKa3r" + }, + "source": [ + "# WGAN\n", + "\n", + "
\n", + "\n", + "Earth Mover Distance (EMD, Wasserstein) distance illustration\n", + "\n", + "![](https://qph.fs.quoracdn.net/main-qimg-b579b7e100750529c32e9f209f53f8a1.webp)\n", + "\n", + "![](https://miro.medium.com/max/800/1*NPxy6I_x1FuGHfIXN4TVyw.png)\n", + "\n", + "\n", + "\n", + "\n", + "Formula\n", + "\n", + "![](https://slideplayer.com/slide/9533415/30/images/21/%28Wasserstein+distance%29.jpg)\n", + "\n", + "**It is intractable!**\n", + "\n", + "Equivalent form of wassertein distance (Kantorovich-rubinstein duality)\n", + "\n", + "![](https://miro.medium.com/max/3028/1*6y-tz57odJpHh4pwRfXACw.png)\n", + "\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": { + "id": "txzMBqyAJSqb" + }, + "outputs": [], + "source": [ + "# https://github.com/CharlesNord/WGAN-GP-DRAGAN-Celeba-Pytorch/blob/master/models_64x64.py\n", + "\n", + "\n", + "import torch\n", + "import torch.nn as nn\n", + "\n", + "\n", + "class Generator(nn.Module):\n", + "\n", + " def __init__(self, in_dim, dim=64):\n", + " super(Generator, self).__init__()\n", + "\n", + " def dconv_bn_relu(in_dim, out_dim):\n", + " return nn.Sequential(\n", + " nn.ConvTranspose2d(in_dim, out_dim, 5, 2,\n", + " padding=2, output_padding=1, bias=False),\n", + " nn.BatchNorm2d(out_dim),\n", + " nn.ReLU())\n", + "\n", + " self.l1 = nn.Sequential(\n", + " nn.Linear(in_dim, dim * 8 * 4 * 4, bias=False),\n", + " nn.BatchNorm1d(dim * 8 * 4 * 4),\n", + " nn.ReLU())\n", + " self.l2_5 = nn.Sequential(\n", + " dconv_bn_relu(dim * 8, dim * 4),\n", + " dconv_bn_relu(dim * 4, dim * 2),\n", + " dconv_bn_relu(dim * 2, dim),\n", + " nn.ConvTranspose2d(dim, 3, 5, 2, padding=2, output_padding=1),\n", + " nn.Tanh())\n", + "\n", + " def forward(self, x):\n", + " y = self.l1(x)\n", + " y = y.view(y.size(0), -1, 4, 4)\n", + " y = self.l2_5(y)\n", + " return y\n", + "\n", + "\n", + "class Discriminator(nn.Module):\n", + "\n", + " def __init__(self, in_dim, dim=64):\n", + " super().__init__()\n", + "\n", + " def conv_ln_lrelu(in_dim, out_dim):\n", + " return nn.Sequential(\n", + " nn.Conv2d(in_dim, out_dim, 5, 2, 2),\n", + " nn.InstanceNorm2d(out_dim, affine=True),\n", + " nn.LeakyReLU(0.2))\n", + "\n", + " self.ls = nn.Sequential(\n", + " nn.Conv2d(in_dim, dim, 5, 2, 2), nn.LeakyReLU(0.2),\n", + " conv_ln_lrelu(dim, dim * 2),\n", + " conv_ln_lrelu(dim * 2, dim * 4),\n", + " conv_ln_lrelu(dim * 4, dim * 8),\n", + " nn.Conv2d(dim * 8, 1, 4))\n", + "\n", + " def forward(self, x):\n", + " y = self.ls(x)\n", + " y = y.view(-1)\n", + " return y" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "id": "3jwXaGCXTz-w" + }, + "outputs": [], + "source": [ + "z_dim = 100\n", + "img_dim = 3\n", + "\n", + "D = Discriminator(img_dim).to(device)\n", + "G = Generator(z_dim).to(device)\n", + "\n", + "d_optimizer = torch.optim.Adam(D.parameters(), lr=0.0002, betas=(0.5, 0.999))\n", + "g_optimizer = torch.optim.Adam(G.parameters(), lr=0.0002, betas=(0.5, 0.999))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 475, + "referenced_widgets": [ + "a817b4e7be134069a11979018950834f", + "7f3efc53946d4dbfb2bb1391c427267b", + "2605536cc350430ba0e5e0d1059adf3d", + "3ac71584a7c64314a64460948499549a", + "f730829a28ad48af8a029f53885076c3", + "c3d469ea76fa40ee8c5a34f636f281b1", + "d52d85309a8240f982892102cf1ebe0d", + "178fd272819d438282d9b70557bde3e6" + ] + }, + "id": "zu6nIDLQTbMT", + "outputId": "965bc690-bf92-4389-f383-2be9cb95ff1e" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:5: TqdmDeprecationWarning: This function will be removed in tqdm==5.0.0\n", + "Please use `tqdm.notebook.tqdm` instead of `tqdm.tqdm_notebook`\n", + " \"\"\"\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "a817b4e7be134069a11979018950834f", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='[D loss: ?] [G loss: ?]', max=316550.0, style=ProgressSty…" + ] + }, + "metadata": { + "tags": [] + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "ename": "KeyboardInterrupt", + "evalue": "ignored", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mtqdm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtotal\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mn_epochs\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdataloader\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdesc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34mf\"[D loss: ?] [G loss: ?]\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mpbar\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mepoch\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn_epochs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mimgs\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdataloader\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 8\u001b[0m \u001b[0;31m# Configure input\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0mreal_imgs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mimgs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdevice\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/utils/data/dataloader.py\u001b[0m in \u001b[0;36m__next__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 433\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_sampler_iter\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 434\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_reset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 435\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_next_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 436\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_num_yielded\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 437\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dataset_kind\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0m_DatasetKind\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mIterable\u001b[0m \u001b[0;32mand\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/utils/data/dataloader.py\u001b[0m in \u001b[0;36m_next_data\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 473\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_next_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 474\u001b[0m \u001b[0mindex\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_next_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# may raise StopIteration\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 475\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dataset_fetcher\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfetch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# may raise StopIteration\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 476\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_pin_memory\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 477\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_utils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpin_memory\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpin_memory\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/utils/data/_utils/fetch.py\u001b[0m in \u001b[0;36mfetch\u001b[0;34m(self, possibly_batched_index)\u001b[0m\n\u001b[1;32m 42\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mfetch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 43\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mauto_collation\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 44\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0midx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 45\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 46\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/utils/data/_utils/fetch.py\u001b[0m in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 42\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mfetch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 43\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mauto_collation\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 44\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0midx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 45\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 46\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, idx)\u001b[0m\n\u001b[1;32m 42\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__getitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0midx\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 43\u001b[0m \u001b[0mimg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mPIL\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mImage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mroot_path\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimg_paths\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 44\u001b[0;31m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtransform\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mimg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtransform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 45\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 46\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torchvision/transforms/transforms.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, img)\u001b[0m\n\u001b[1;32m 65\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__call__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 66\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mt\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtransforms\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 67\u001b[0;31m \u001b[0mimg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 68\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 69\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m 725\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_slow_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 726\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 727\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 728\u001b[0m for hook in itertools.chain(\n\u001b[1;32m 729\u001b[0m \u001b[0m_global_forward_hooks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torchvision/transforms/transforms.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, img)\u001b[0m\n\u001b[1;32m 265\u001b[0m \u001b[0mPIL\u001b[0m \u001b[0mImage\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mTensor\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mRescaled\u001b[0m \u001b[0mimage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 266\u001b[0m \"\"\"\n\u001b[0;32m--> 267\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mF\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msize\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minterpolation\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 268\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 269\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__repr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torchvision/transforms/functional.py\u001b[0m in \u001b[0;36mresize\u001b[0;34m(img, size, interpolation)\u001b[0m\n\u001b[1;32m 308\u001b[0m \"\"\"\n\u001b[1;32m 309\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTensor\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 310\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mF_pil\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msize\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minterpolation\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minterpolation\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 311\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 312\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mF_t\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msize\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minterpolation\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minterpolation\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torchvision/transforms/functional_pil.py\u001b[0m in \u001b[0;36mresize\u001b[0;34m(img, size, interpolation)\u001b[0m\n\u001b[1;32m 427\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mow\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moh\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minterpolation\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 428\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 429\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msize\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minterpolation\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 430\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 431\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/PIL/Image.py\u001b[0m in \u001b[0;36mresize\u001b[0;34m(self, size, resample, box, reducing_gap)\u001b[0m\n\u001b[1;32m 1856\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconvert\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmode\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1857\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1858\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1859\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1860\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mreducing_gap\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mresample\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mNEAREST\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/PIL/ImageFile.py\u001b[0m in \u001b[0;36mload\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 249\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 250\u001b[0m \u001b[0mb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mb\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 251\u001b[0;31m \u001b[0mn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merr_code\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdecoder\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 252\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mn\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 253\u001b[0m \u001b[0;32mbreak\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "batches_done = 0\n", + "n_epochs = 50\n", + "n_critic = 5\n", + "\n", + "with tqdm(total=n_epochs*len(dataloader), desc=f\"[D loss: ?] [G loss: ?]\") as pbar:\n", + " for epoch in range(n_epochs):\n", + " for i, imgs in enumerate(dataloader):\n", + " # Configure input\n", + " real_imgs = imgs.to(device)\n", + "\n", + " # ---------------------\n", + " # Train Discriminator\n", + " # ---------------------\n", + "\n", + " d_optimizer.zero_grad()\n", + "\n", + " # Sample noise as generator input\n", + "\n", + " z = torch.randn(imgs.shape[0],z_dim,device=device)\n", + " \n", + " # Generate a batch of images\n", + " fake_imgs = G(z)\n", + "\n", + " # Real images\n", + " real_validity = D(real_imgs)\n", + " # Fake images\n", + " fake_validity = D(fake_imgs)\n", + " # Adversarial loss\n", + " d_loss = -torch.mean(real_validity) + torch.mean(fake_validity)\n", + "\n", + " d_loss.backward()\n", + " d_optimizer.step()\n", + "\n", + " # Train the generator every n_critic steps\n", + " if i % n_critic == 0:\n", + " g_optimizer.zero_grad()\n", + "\n", + " # -----------------\n", + " # Train Generator\n", + " # -----------------\n", + "\n", + " # Generate a batch of images\n", + " fake_imgs = G(z)\n", + " # Loss measures generator's ability to fool the discriminator\n", + " # Train on fake images\n", + " fake_validity = D(fake_imgs)\n", + " g_loss = -torch.mean(fake_validity)\n", + "\n", + " g_loss.backward()\n", + " g_optimizer.step()\n", + " \n", + " pbar.set_description(f\"[D loss: {d_loss.item():.2f}] [G loss: {g_loss.item():.2f}]\")\n", + " pbar.update(1)\n", + "\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "czS_MqCBVksT", + "outputId": "53c32910-cc5a-4844-bd43-e977d5dabdd1" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 63, + "metadata": { + "tags": [] + }, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light", + "tags": [] + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(17,40))\n", + "plt.imshow(make_grid(fake_imgs, nrow=4).detach().cpu().permute(1,2,0))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "L7ut3fn0lY09" + }, + "source": [ + "# WGAN-GP\n", + "\n", + "
\n", + "\n", + "![](https://miro.medium.com/max/3028/1*6y-tz57odJpHh4pwRfXACw.png)\n", + "\n", + "
\n", + "\n", + "Идея: давайте обеспечим 1-липшицевость регуляризацией по производным" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "lv_uyUVAfRZW" + }, + "outputs": [], + "source": [ + "def compute_gradient_penalty(D, real_samples, fake_samples):\n", + " \"\"\"Calculates the gradient penalty loss for WGAN GP\"\"\"\n", + " # Random weight term for interpolation between real and fake samples\n", + " alpha = torch.rand((real_samples.size(0), 1, 1, 1), device=device)\n", + " # Get random interpolation between real and fake samples\n", + " interpolates = (alpha * real_samples + ((1 - alpha) * fake_samples)).requires_grad_(True)\n", + " d_interpolates = D(interpolates)\n", + " # Get gradient w.r.t. interpolates\n", + " gradients = torch.autograd.grad(\n", + " outputs=d_interpolates,\n", + " inputs=interpolates,\n", + " grad_outputs=torch.ones(real_samples.shape[0], requires_grad=False, device=device), # gradients w.t. output. 1 is default\n", + " create_graph=True,\n", + " retain_graph=True, # keep all gradients for further optimization steps\n", + " only_inputs=True,\n", + " )[0]\n", + " gradients = gradients.view(gradients.size(0), -1)\n", + " gradient_penalty = ((gradients.norm(2, dim=1) - 1) ** 2).mean()\n", + " return gradient_penalty" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "b_LsdtlNmJpR" + }, + "outputs": [], + "source": [ + "z_dim = 100\n", + "img_dim = 3\n", + "\n", + "D = Discriminator(img_dim).to(device)\n", + "G = Generator(z_dim).to(device)\n", + "\n", + "d_optimizer = torch.optim.Adam(D.parameters(), lr=0.0002, betas=(0.5, 0.999))\n", + "g_optimizer = torch.optim.Adam(G.parameters(), lr=0.0002, betas=(0.5, 0.999))\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "xlkphkZwlpXt" + }, + "outputs": [], + "source": [ + "lambda_gp = 10\n", + "batches_done = 0\n", + "n_epochs = 50\n", + "n_critic = 5\n", + "\n", + "with tqdm(total=n_epochs*len(dataloader), desc=f\"[D loss: ?] [G loss: ?]\") as pbar:\n", + "\n", + " for epoch in range(n_epochs):\n", + " for i, imgs in enumerate(dataloader):\n", + "\n", + " # Configure input\n", + " real_imgs = imgs.to(device)\n", + "\n", + " # ---------------------\n", + " # Train Discriminator\n", + " # ---------------------\n", + "\n", + " d_optimizer.zero_grad()\n", + "\n", + " # Sample noise as generator input\n", + "\n", + " z = torch.randn(imgs.shape[0],z_dim,device=device)\n", + " \n", + " # Generate a batch of images\n", + " fake_imgs = G(z)\n", + "\n", + " # Real images\n", + " real_validity = D(real_imgs)\n", + " # Fake images\n", + " fake_validity = D(fake_imgs)\n", + " # Gradient penalty\n", + " gradient_penalty = compute_gradient_penalty(D, real_imgs.data, fake_imgs.data)\n", + " # Adversarial loss\n", + " d_loss = -torch.mean(real_validity) + torch.mean(fake_validity) + lambda_gp * gradient_penalty\n", + "\n", + " d_loss.backward()\n", + " d_optimizer.step()\n", + "\n", + "\n", + " # Train the generator every n_critic steps\n", + " if i % n_critic == 0:\n", + " g_optimizer.zero_grad()\n", + "\n", + " # -----------------\n", + " # Train Generator\n", + " # -----------------\n", + "\n", + " # Generate a batch of images\n", + " fake_imgs = G(z)\n", + " # Loss measures generator's ability to fool the discriminator\n", + " # Train on fake images\n", + " fake_validity = D(fake_imgs)\n", + " g_loss = -torch.mean(fake_validity)\n", + "\n", + " g_loss.backward()\n", + " g_optimizer.step()\n", + "\n", + " \n", + " pbar.set_description(f\"[D loss: {d_loss.item():.2f}] [G loss: {g_loss.item():.2f}]\")\n", + " pbar.update(1)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "OmRwQq8TmEiT" + }, + "outputs": [], + "source": [ + "plt.figure(figsize=(17,40))\n", + "plt.imshow(make_grid(fake_imgs, nrow=4).detach().cpu().permute(1,2,0))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "d7RpptoUnqgS" + }, + "source": [ + "# Spectral normalization\n", + "\n", + "By definition, Lipschitz norm $||g||_{Lip}$ is equal to $sup_h \\sigma(∇g(h))$, where $\\sigma(A)$ is the spectral norm of the matrix A (L2 matrix norm of A):\n", + "\n", + "$$\n", + "\\sigma(A)=max_{h\\neq0}\\frac{||Ah||_2}{||h||_2}=max_{||h||_2\\leq1}||Ah||_2\n", + "$$\n", + "\n", + "Thus, for any L-Lipschitz $g(\\cdot)$ we can obtain 1-Lipschitz $\\tilde{g}(\\cdot)=\\frac{g(\\cdot)}{\\sigma(g)}$ " + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": { + "id": "-gG-CpEuntnz" + }, + "outputs": [], + "source": [ + "from torch.nn.utils import spectral_norm as SpectralNorm\n", + "\n", + "\n", + "class DiscriminatorSN(nn.Module):\n", + "\n", + " def __init__(self, in_dim, dim=64):\n", + " super().__init__()\n", + "\n", + " def conv_ln_lrelu(in_dim, out_dim):\n", + " return nn.Sequential(\n", + " SpectralNorm(nn.Conv2d(in_dim, out_dim, 5, 2, 2)),\n", + " nn.InstanceNorm2d(out_dim, affine=True),\n", + " nn.LeakyReLU(0.2))\n", + "\n", + " self.ls = nn.Sequential(\n", + " SpectralNorm(nn.Conv2d(in_dim, dim, 5, 2, 2)), nn.LeakyReLU(0.2),\n", + " conv_ln_lrelu(dim, dim * 2),\n", + " conv_ln_lrelu(dim * 2, dim * 4),\n", + " conv_ln_lrelu(dim * 4, dim * 8),\n", + " SpectralNorm(nn.Conv2d(dim * 8, 1, 4)))\n", + "\n", + " def forward(self, x):\n", + " y = self.ls(x)\n", + " y = y.view(-1)\n", + " return y" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": { + "id": "bDhe3xGstZeM" + }, + "outputs": [], + "source": [ + "z_dim = 100\n", + "img_dim = 3\n", + "\n", + "D = DiscriminatorSN(img_dim).to(device)\n", + "G = Generator(z_dim).to(device)\n", + "\n", + "d_optimizer = torch.optim.Adam(D.parameters(), lr=0.0002, betas=(0.5, 0.999))\n", + "g_optimizer = torch.optim.Adam(G.parameters(), lr=0.0002, betas=(0.5, 0.999))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 475, + "referenced_widgets": [ + "b923705cdce04ae0bf3c6b18e85f0d70", + "410200e8d8d4419ca6f929128d2cf15a", + "286172dd28314f83aa4917f84298c7cd", + "2a42b5e23f364fc0a3fd6a47980efb9e", + "3052f47156dc468bb21c0b5310f249bc", + "1b27ece286fe45b892810c79396490f5", + "5f68438c3ea64531b4c0a8574c6855f1", + "2f316147ee224ad19d3038dec5ef074f" + ] + }, + "id": "Y5TVVL0mtnWC", + "outputId": "6d08f830-f699-427e-95bc-5170e838e22d" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:5: TqdmDeprecationWarning: This function will be removed in tqdm==5.0.0\n", + "Please use `tqdm.notebook.tqdm` instead of `tqdm.tqdm_notebook`\n", + " \"\"\"\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "b923705cdce04ae0bf3c6b18e85f0d70", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='[D loss: ?] [G loss: ?]', max=316550.0, style=ProgressSty…" + ] + }, + "metadata": { + "tags": [] + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "ename": "KeyboardInterrupt", + "evalue": "ignored", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mepoch\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn_epochs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mimgs\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdataloader\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 9\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0;31m# Configure input\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/utils/data/dataloader.py\u001b[0m in \u001b[0;36m__next__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 433\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_sampler_iter\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 434\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_reset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 435\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_next_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 436\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_num_yielded\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 437\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dataset_kind\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0m_DatasetKind\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mIterable\u001b[0m \u001b[0;32mand\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/utils/data/dataloader.py\u001b[0m in \u001b[0;36m_next_data\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 473\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_next_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 474\u001b[0m \u001b[0mindex\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_next_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# may raise StopIteration\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 475\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dataset_fetcher\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfetch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# may raise StopIteration\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 476\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_pin_memory\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 477\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_utils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpin_memory\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpin_memory\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/utils/data/_utils/fetch.py\u001b[0m in \u001b[0;36mfetch\u001b[0;34m(self, possibly_batched_index)\u001b[0m\n\u001b[1;32m 42\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mfetch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 43\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mauto_collation\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 44\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0midx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 45\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 46\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/utils/data/_utils/fetch.py\u001b[0m in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 42\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mfetch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 43\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mauto_collation\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 44\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0midx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 45\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 46\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, idx)\u001b[0m\n\u001b[1;32m 42\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__getitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0midx\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 43\u001b[0m \u001b[0mimg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mPIL\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mImage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mroot_path\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimg_paths\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 44\u001b[0;31m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtransform\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mimg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtransform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 45\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 46\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torchvision/transforms/transforms.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, img)\u001b[0m\n\u001b[1;32m 65\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__call__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 66\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mt\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtransforms\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 67\u001b[0;31m \u001b[0mimg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 68\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 69\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m 725\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_slow_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 726\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 727\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 728\u001b[0m for hook in itertools.chain(\n\u001b[1;32m 729\u001b[0m \u001b[0m_global_forward_hooks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torchvision/transforms/transforms.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, img)\u001b[0m\n\u001b[1;32m 265\u001b[0m \u001b[0mPIL\u001b[0m \u001b[0mImage\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mTensor\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mRescaled\u001b[0m \u001b[0mimage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 266\u001b[0m \"\"\"\n\u001b[0;32m--> 267\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mF\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msize\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minterpolation\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 268\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 269\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__repr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torchvision/transforms/functional.py\u001b[0m in \u001b[0;36mresize\u001b[0;34m(img, size, interpolation)\u001b[0m\n\u001b[1;32m 308\u001b[0m \"\"\"\n\u001b[1;32m 309\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTensor\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 310\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mF_pil\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msize\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minterpolation\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minterpolation\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 311\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 312\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mF_t\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msize\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minterpolation\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minterpolation\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torchvision/transforms/functional_pil.py\u001b[0m in \u001b[0;36mresize\u001b[0;34m(img, size, interpolation)\u001b[0m\n\u001b[1;32m 427\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mow\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moh\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minterpolation\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 428\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 429\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msize\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minterpolation\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 430\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 431\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/PIL/Image.py\u001b[0m in \u001b[0;36mresize\u001b[0;34m(self, size, resample, box, reducing_gap)\u001b[0m\n\u001b[1;32m 1856\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconvert\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmode\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1857\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1858\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1859\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1860\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mreducing_gap\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mresample\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mNEAREST\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/PIL/ImageFile.py\u001b[0m in \u001b[0;36mload\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 249\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 250\u001b[0m \u001b[0mb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mb\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 251\u001b[0;31m \u001b[0mn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merr_code\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdecoder\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 252\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mn\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 253\u001b[0m \u001b[0;32mbreak\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "batches_done = 0\n", + "n_epochs = 50\n", + "n_critic = 5\n", + "\n", + "with tqdm(total=n_epochs*len(dataloader), desc=f\"[D loss: ?] [G loss: ?]\") as pbar:\n", + "\n", + " for epoch in range(n_epochs):\n", + " for i, imgs in enumerate(dataloader):\n", + "\n", + " # Configure input\n", + " real_imgs = imgs.to(device)\n", + "\n", + " # ---------------------\n", + " # Train Discriminator\n", + " # ---------------------\n", + "\n", + " d_optimizer.zero_grad()\n", + "\n", + " # Sample noise as generator input\n", + "\n", + " z = torch.randn(imgs.shape[0],z_dim,device=device)\n", + " \n", + " # Generate a batch of images\n", + " fake_imgs = G(z)\n", + "\n", + " # Real images\n", + " real_validity = D(real_imgs)\n", + " # Fake images\n", + " fake_validity = D(fake_imgs)\n", + " # Adversarial loss\n", + " d_loss = -torch.mean(real_validity) + torch.mean(fake_validity)\n", + "\n", + " d_loss.backward()\n", + " d_optimizer.step()\n", + "\n", + "\n", + " # Train the generator every n_critic steps\n", + " if i % n_critic == 0:\n", + " \n", + " g_optimizer.zero_grad()\n", + " # -----------------\n", + " # Train Generator\n", + " # -----------------\n", + "\n", + " # Generate a batch of images\n", + " fake_imgs = G(z)\n", + " # Loss measures generator's ability to fool the discriminator\n", + " # Train on fake images\n", + " fake_validity = D(fake_imgs)\n", + " g_loss = -torch.mean(fake_validity)\n", + "\n", + " g_loss.backward()\n", + " g_optimizer.step()\n", + "\n", + " \n", + " pbar.set_description(f\"[D loss: {d_loss.item():.2f}] [G loss: {g_loss.item():.2f}]\")\n", + " pbar.update(1)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "0qg6GfNOuMmE", + "outputId": "ecfa8117-b2fe-4fec-a2c3-1dcc7e062115" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 86, + "metadata": { + "tags": [] + }, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light", + "tags": [] + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(17,40))\n", + "plt.imshow(make_grid(fake_imgs, nrow=4).detach().cpu().permute(1,2,0))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "AQn4c_4cnUlI" + }, + "source": [ + "# Полезные ссылки\n", + "\n", + "* https://github.com/eriklindernoren/PyTorch-GAN - Имплементации разных ганов\n", + "* https://arxiv.org/abs/1704.00028 - WGAN(-GP)\n", + "* https://arxiv.org/abs/1802.05957 - Spectral Normalization\n", + "* https://becominghuman.ai/all-about-normalization-6ea79e70894b - разные виды нормализаций и чем они друг от друга отличаются\n", + "* https://github.com/Lornatang/CycleGAN-PyTorch - CycleGAN (StyleTransfer)\n", + "* https://distill.pub/2016/deconv-checkerboard/ - про правильный апсемплинг" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "collapsed_sections": [], + "name": "WGAN.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "178fd272819d438282d9b70557bde3e6": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "1b27ece286fe45b892810c79396490f5": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "2605536cc350430ba0e5e0d1059adf3d": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "danger", + "description": "[D loss: -322.74] [G loss: 161.40]: 0%", + "description_tooltip": null, + "layout": "IPY_MODEL_c3d469ea76fa40ee8c5a34f636f281b1", + "max": 316550, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_f730829a28ad48af8a029f53885076c3", + "value": 854 + } + }, + "286172dd28314f83aa4917f84298c7cd": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "danger", + "description": "[D loss: -476.10] [G loss: 239.16]: 3%", + "description_tooltip": null, + "layout": "IPY_MODEL_1b27ece286fe45b892810c79396490f5", + "max": 316550, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_3052f47156dc468bb21c0b5310f249bc", + "value": 9975 + } + }, + "2a42b5e23f364fc0a3fd6a47980efb9e": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_2f316147ee224ad19d3038dec5ef074f", + "placeholder": "​", + "style": "IPY_MODEL_5f68438c3ea64531b4c0a8574c6855f1", + "value": " 9975/316550 [24:32<12:34:10, 6.78it/s]" + } + }, + "2f316147ee224ad19d3038dec5ef074f": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "3052f47156dc468bb21c0b5310f249bc": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "initial" + } + }, + "3ac71584a7c64314a64460948499549a": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_178fd272819d438282d9b70557bde3e6", + "placeholder": "​", + "style": "IPY_MODEL_d52d85309a8240f982892102cf1ebe0d", + "value": " 854/316550 [27:44<170:56:31, 1.95s/it]" + } + }, + "410200e8d8d4419ca6f929128d2cf15a": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "5f68438c3ea64531b4c0a8574c6855f1": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "7f3efc53946d4dbfb2bb1391c427267b": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "a817b4e7be134069a11979018950834f": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_2605536cc350430ba0e5e0d1059adf3d", + "IPY_MODEL_3ac71584a7c64314a64460948499549a" + ], + "layout": "IPY_MODEL_7f3efc53946d4dbfb2bb1391c427267b" + } + }, + "b923705cdce04ae0bf3c6b18e85f0d70": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_286172dd28314f83aa4917f84298c7cd", + "IPY_MODEL_2a42b5e23f364fc0a3fd6a47980efb9e" + ], + "layout": "IPY_MODEL_410200e8d8d4419ca6f929128d2cf15a" + } + }, + "c3d469ea76fa40ee8c5a34f636f281b1": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "d52d85309a8240f982892102cf1ebe0d": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "f730829a28ad48af8a029f53885076c3": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "initial" + } + } + } + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/seminars/seminar-4/PixelCNN.ipynb b/seminars/seminar-4/PixelCNN.ipynb deleted file mode 100644 index 56c5ee8..0000000 --- a/seminars/seminar-4/PixelCNN.ipynb +++ /dev/null @@ -1,447 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# collab:\n", - "# !pip3 install torch==1.2.0+cu92 torchvision==0.4.0+cu92 -f https://download.pytorch.org/whl/torch_stable.html\n", - "\n", - "# Частично идея/текст этого семинара взята с седьмого семинара про авторегрессионным моделям на курсе дл у Осокина" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"0\"\n", - "\n", - "from tqdm import tqdm_notebook as tqdm\n", - "\n", - "import torch\n", - "import torch.nn as nn\n", - "import torchvision.transforms as transforms\n", - "import torchvision\n", - "from torchvision import datasets\n", - "\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "\n", - "from IPython.display import clear_output\n", - "\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Код снизу:\n", - "1. Клонит репозиторий с кодом для обработки постеров\n", - "2. Скачивает 40к постеров\n", - "3. Откладывает 100 постеров в валидационную папочку" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "# !git clone https://github.com/benckx/dnn-movie-posters.git\n", - "# !cd dnn-movie-posters && python3 ./get_data.py -download\n", - "\n", - "# val_files = os.listdir(data_path + '100/')[-100:]\n", - "# os.makedirs(val_data_path, exist_ok=True)\n", - "# os.makedirs(val_data_path + '100/', exist_ok=True)\n", - "# for file in val_files:\n", - "# os.rename(data_path + '100/' + file, val_data_path + '100/'+ file)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "batch_size = 32\n", - "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n", - "num_buckets = 10\n", - "\n", - "original_shape = [268, 182]\n", - "resize_n = 3\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Задание 1:\n", - "\n", - "Напишите функцию, которая будет принимать на вход тензор batch x channels x width x height, где каждый элемент - int от 0 до 255, а возвращать тензор такой же размерности, но с элементами int, от 0 до 9 " - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "def bucketize(x):\n", - " # YOUR CODE\n", - " return x" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Задание 2:\n", - "\n", - "Каждое изображение - PIL IMAGE формата `3 x original_shape[0] x original_shape[1]`\n", - "\n", - "Необходимо:\n", - "1. Уменьшить изображение в `resize_n` раз\n", - "2. Перевести изображение в Grayscale, RGB - черно-белое\n", - "3. Преобразовать PIL IMAGE в тензор\n", - "4. Применить bucketize\n" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "poster_transforms = transforms.Compose([ \n", - " # YOUR CODE\n", - " transforms.ToTensor(), # PIL Image -> Tensor\n", - " transforms.Lambda(lambda x: bucketize(x)),\n", - "])\n" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "data_path = \"./dnn-movie-posters/data/images/\"\n", - "val_data_path = './dnn-movie-posters/data/val/'\n", - "\n", - "\n", - "train_dataset = datasets.ImageFolder(data_path, transform=poster_transforms)\n", - "train_loader = torch.utils.data.DataLoader(dataset=train_dataset,\n", - " batch_size=batch_size,\n", - " shuffle=True,\n", - " drop_last=True)\n", - "\n", - "val_dataset = datasets.ImageFolder(val_data_path, transform=poster_transforms)\n", - "val_loader = torch.utils.data.DataLoader(val_dataset,\n", - " batch_size=batch_size,\n", - " shuffle=True,\n", - " drop_last=True)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "torch.Size([32, 1, 89, 60])" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "image, _ = next(iter(train_loader))\n", - "image.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "def plot_image(image, cmap=None):\n", - " plt.figure(figsize=(10, 10))\n", - " plt.imshow(image.detach().cpu().permute(1, 2, 0).squeeze(), cmap=cmap)\n", - " plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAJCCAYAAAAFlip2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJztvXmsnuV5r/t7MGAbzzaeRzwPgA2xwWBGE4YGEkhK2W3TCG3lCFVqpfZon+6kUaVqH+2tptLRzm7VrR7RpqdUCQ00oYFMDCEE0kAAYxvP82w84wEzGEye84eX93bt+3rXetaz/IEXv0tCtn9rrXd83u/mW+ta951yzjLGGGNqOO+jPgBjjDHnPi4mxhhjqnExMcYYU42LiTHGmGpcTIwxxlTjYmKMMaYaFxNjjDHVuJgYY4ypxsXEGGNMNefXfHFK6Q5JfyWph6S/zzl/venzL7jggtyrV6+S7Rcdj3+b3xC0lrxmzNleGxdddFFRfuzYseLjOe+8+H3BBRdcUPT50bXYt2+fjhw50u6LcaeLSUqph6T/KelWSTskvZpSeiLnvIq+plevXpo7d27JPoqOqTM3v/RrSo/p47bfj3LfXfnCXXpMXfWCQZ/flfenlK66rp3ZDp13Vz27rXgNoBdW2lZpPnv27DCfN29emG/atCnMP/jggzCXpJ49e4b5qFGjwpwKWVR8vvKVr+B+T6Xm21xXSdqQc96Uc35f0nck3V2xPWOMMecoNcVktKTtp/x7R1v270gpPZBSWpRSWtRUWY0xxpy7nPUfwOecH8w5z805z6Xv3xljjDm3qSkmOyWNPeXfY9oyY4wxnzBqbK5XJU1JKV2iE0XktyX9btMXpJTCH6h11Q9Bu5Ku+sFi6fa7M60454/q/rTi3Ep/SF36g+ImzpXr2pX3oateA44ePRrmBw4cCPM9e/YUbUdiA4y2NWHChDDv0aPHGdn777+P+z2VTheTnPPxlNIfSnpKJ9Tgf8g5r+zs9owxxpy7VP2eSc75x5J+3EXHYowx5hzFvwFvjDGmGhcTY4wx1biYGGOMqabqZyal5JxDk6SrWl00WRb0Oy6RvdC0b9oHbaekB07Tfpugrzl+/HiYf/jhh12y7/PPj5cPnfOvf/1r3BZdP7pOpfuga0H7LT2ezkDHVLr2Sn8ZuKN2zqlceOGFRTndH6LUnGpaS11xPFLX2XP79+8P89dffz3MDx48GOZN943Ojywv2lbfvn2L9vvvjqFDn2WMMcY04GJijDGmGhcTY4wx1biYGGOMqcbFxBhjTDUttbmoN1fT55fQNMVx8ODBYU42CtkiZGzQdsicIgOnd+/eYf7uu++GedM+yEgqtbkop+tN5hwN5JGkt956K8zpHMgwoXMrvT+UR7aL1LxW33777TAnA6dfv35hTteI1gx9/jvvvBPmTdbOwIEDw7zUYqTrd/jw4aLtDBgwIMzpvtE5S2zV9e/fP8zpftJrBq2NUmuryWArtUZ37doV5tH96agt6HcmxhhjqnExMcYYU42LiTHGmGpcTIwxxlTjYmKMMaaaltpcXQVZQaNGjcKvISNh9erVYT5jxowwHzp0aJgvWbIE9x1BBg6ZUGSQSGywTJo0Kcw3bNgQ5iNGjAjzQYMGhfnSpUvDnGwUOjdJmjx5cpi/8cYbYU4GzrBhw8Kc1sbzzz8f5lOmTAnztWvXhvl7770X5pI0fvz4MB87dmyY79wZT7/etGlTmF9//fVhvnXr1jCncyOjSmKjj6wgekYPHToU5k3XL4KmFNKzQOaUJE2dOjXMyZCiNdmzZ88wHzduXJiTDUnWFplzTcdE15WuU/Ts0ueejt+ZGGOMqcbFxBhjTDUuJsYYY6pxMTHGGFONi4kxxphqXEyMMcZU0/KxvSXjNknN69OnT5iTCimxVkcq6e7du8OcmudRUzhqMEeqMmm11GhP4utE6iFpyfv27QtzunakQtLnDxkyJMwl6ciRI2FOjeroOpEKSduhtVR67UhVlljrJq2WtFdSjNesWRPmpPOSJkvNEyUe0UzbonGxtB26rmPGjMFjitiyZUvR50usK1PDTVLc6ZxpbdDzQzQpuiNHjgzzbdu2hTndhxr8zsQYY0w1LibGGGOqcTExxhhTjYuJMcaYalxMjDHGVJPI+Dgb9OvXL1955ZVnHgSYNqWjP5tsFDIwyNoh26p0bG/TKNQIOuemkbdkjJE5R+YZmVBkPJWOl+3MOdD1IGOsdN/U3JDOjY6nqYkl3YemUcwRZOCQFfTmm2+GOd3nJmOQzo+uN0Hjs48ePRrm9NpA14I+v6mRJNlWdK/pftJzMnHixDAna6/UqpT4epAlSU1dozXzyCOPaM+ePe3OUPc7E2OMMdW4mBhjjKnGxcQYY0w1LibGGGOqcTExxhhTTcvH9pJtEUHWBJkf1BtHajYhIsjkKKXkfKXyfj0S9xG76qqrwvxnP/tZmJNRRfYcGSF79+4N8wkTJoS5xKNNf/nLX4Y53evZs2eHOVlHL730UpjPmjUrzMnyGz16dJg3QSOj6dxofDKZSnQ/qY8TjX6V2Eqk60p9xOhYaRwy9c4jaI2R2SaxzUW9sOi1gXIaw0yvY9TDrslWpWOl60HPdLQ2yHg9Hb8zMcYYU42LiTHGmGpcTIwxxlTjYmKMMaYaFxNjjDHVtNTmSimFPazIpiCbi/pgNfV+ot5CZFuRCVNqfpT2HSNbqGmSH1khixcvDnOyM6g305QpU8L8+eefD/NRo0aF+fr168Nckvbv3x/mZAVRzyGaakjXb+zYsWFO50DXetmyZWEu8b0mq4r2Qf3CSnt20XPS1EeO1gzZVnT9qB8V9ewig4muEfW1aprwSvZcyVRYiSc20pqkvnB0f2itSuW2Kr1eRWugo/0b/c7EGGNMNS4mxhhjqnExMcYYU42LiTHGmGpcTIwxxlTTUpvrggsuCPs5lfY1Ivti6NCh+DWltgNZJ2R5bdu2Lcyb+oVFkM1F+5WkadOmhTmZZGS20b7JOpk3b16Yk73UdJ9p32QYkdFHVlipjUT9zmi/M2fODHOp3OgrnfLYNCExgiwl6tckcb8o6qn11FNPhTn1Tps0aVKY0/0n44l6f5VOhJTK++qRYUaU9v9rssvI6COLka6TbS5jjDEfKS4mxhhjqnExMcYYU42LiTHGmGpcTIwxxlTTrs2VUvoHSXdJ2ptzvrQtGyzpEUkTJG2RdF/O+WB72xo0aJA+//nPn5GTmUGGAhk7TdYBGUz0NTShjOwSsoU2b94c5r179w5z6uPz7rvvhnnTMRFkkZC9Qn18iFJzrjP7IOh+0vUjq4UgO6/JtiPoetM5lNpFtB3KaU1KUp8+fcKc1jeZR5s2bQpzen5Kryuto6bXBrqupdeboOeNnhPqO9d0Leh607qn15notaSjz2ZH3pn8o6Q7Tsu+KunZnPMUSc+2/dsYY8wnlHaLSc75BUmnD1C+W9JDbX9/SNI9XXxcxhhjziE6+zOT4TnnXW1/3y1pOH1iSumBlNKilNIievtmjDHm3Kb6B/D5xDcj8RuSOecHc85zc85z+/fvX7s7Y4wxH0M6W0z2pJRGSlLbn3u77pCMMcaca3S2N9cTku6X9PW2Px/v0M7OP7+xf9bpkIHVNFGRICOBjAoyycjwGD48/k7fnj17wpx6PL3yyithvmHDhjCXyu2f0glypT2EOtrLp2YfXWVCle6X6IwtVHqdOnNdS2jq8UU9uOiYqNfawYOx9En9yEp6SEm8tpsMQ/oYrY3O7COC1gWZVnTtJH5NpB8tUK+yaN90L0+n3ScppfTPkl6SNC2ltCOl9GWdKCK3ppTWS/p027+NMcZ8Qmn3nUnO+XfgQ7d08bEYY4w5R/FvwBtjjKnGxcQYY0w1LibGGGOqaemkxfPOOy/swVNqU5Bd0NRDhj5G1hb1KSrta3TxxReHOU1Au/HGG8O86dy2bt2KH4so7RV0tnsXdYbSfZf2I+tKc6rUnjvblF4Lia1EshjfeOONMCdTiSabUo+8KVOmhDn1+Nq3b1+YS9KyZcvCnI619PWqFHpt2LJlS/G2aO3R60mUd3T9+p2JMcaYalxMjDHGVONiYowxphoXE2OMMdW4mBhjjKmmpTZXzjk0sUr775CJ0GQdkLVF0LbIJDt06FCYkwVDpghNtJs0aVKYS2zOEF1lZ3WVUdUZzrZh1pWWF629s92bi86B1hhNMJV4yt+oUaPCfN26dWG+d2/cE5byO+44fS7fCe65Jx6hRM8hWV6SdMMNN4T5o48+Gubbt28P89I1WToJkyyvrqTmGfU7E2OMMdW4mBhjjKnGxcQYY0w1LibGGGOqcTExxhhTjYuJMcaYalqqBr///vuhxnrs2LHw80mFI223SQstHQFMihzpyqTn0rhd0v/69u0b5l3ZVJFU1SFDhoQ5aaGkN38cFeCz/fmtoKvUYFrzpLFL0tGjR8Oc1hLlpPXTSFpSjGm8NY0e3rx5c5hL0qWXXhrmt912W5g//PDDYU6vDaV0Zu2Vro2SZ7Sjx+N3JsYYY6pxMTHGGFONi4kxxphqXEyMMcZU42JijDGmmpbaXB988EFoPZG1RYYCGSFkhTVRaqPQMZEt8tZbb4V5qdXSBI0RpWMlG44+f8aMGWG+fv36MCf7q8kKoX1/VDZXd6Z///5h3jTaluyf0meOrEraPj0P1ITxrrvuCvOmkbdvvvlmmF922WVhPnr06DDvqvHZtFbp2jVti57F0teAjuB3JsYYY6pxMTHGGFONi4kxxphqXEyMMcZU42JijDGmmpbaXL/+9a/Dfk5kI1144YVhTsZBk1ly5MiRMCfbgcZ8kmlBvYvIsujM6GGi1Oaiczh8+HCYkwkzZcqUMF+zZk2Yd+XYUTpnosZSOZXO3J9Sa6cUOjeyf+jakXko8bO4du3aMB8+fHiY33rrrWG+cOHCMKdzIJOQxv9u3LgxzCVp4sSJYf7uu++GOV0/ypssrAgaPdw0npter2bPnh3mZO51Zn2fxO9MjDHGVONiYowxphoXE2OMMdW4mBhjjKnGxcQYY0w1LbW5Ukqh2UBWC9kR9PkDBgzAfZM9RdPRaIpgV01T69mzZ5iXWmQST0gkY6O0dxaZamRnUU+jlStXhnkTdD3oXlMvp/feey/MS00rWkdN0D4o78wk0Yh+/fqF+dixY8Ocek5J0vbt28N83rx5YX7LLbeEeZ8+fcKc1hg9J5/97GfD/Je//GWYN1lKZKrRmqE1QFMed+/eHebLli0Lc1rDgwcPDnOJn5MPPvggzOmca17f/M7EGGNMNS4mxhhjqnExMcYYU42LiTHGmGpcTIwxxlTTUpvrww8/RGsjgswPslSaenORmUFfU2o1lBppBJkivXv3xq+h3j8XX3xxmFP/olKLaNOmTWFOPbtuvPHGMJe4n9eBAwfCfNWqVWFOPaHICqLrTaZV6f2Uyi2sUouRjrVv375hToZPU++nkSNHFn3Nj370ozCfP39+mNNaIrPphhtuCPPrrruu6PMltgxLLcYXX3wxzKl/Gd0fmoTZtI5K1xhNkq3Ztt+ZGGOMqcbFxBhjTDUuJsYYY6pxMTHGGFONi4kxxphqWmpzHT9+XHv27Dkjpz4x+/fvD3OyV6jnlMR2Fk2pI9uBjpX6GlEPKZpeSH18yEaTyg0w6uNTOgmRrCOagkf3U+LrtGjRojCn3mljxowJczIAydghs63EgmlvW7T2Sif5XXTRRWFO9/MHP/hBmNPak9gYpOmMNC2Q1irdT4IMKTLVpk+fjtuaOXNmmD/22GNh/o//+I9hTpYk9eyinCxMmvwoscVIZhhtKzJo6TXvdPzOxBhjTDUuJsYYY6pxMTHGGFONi4kxxphqXEyMMcZU066aklIaK+mfJA2XlCU9mHP+q5TSYEmPSJogaYuk+3LOcSOdNnLOoWFCfZOodw2ZIqU2ksR9Z0aNGhXmNKWOph0S1OvozTffDHOadCexhUOmDdk/ZG2UTgSk7ZNpI3EPrm3btoU5GTjTpk0L8ybTL4LWEl2LzlBqjFFOptovfvGLMCfr6MorrwxzqXwtkZE0bty4MKf1TRYZ2Ut0PE2sXr06zGlSKZlQ9HpFJhn1sIuMV0k6fPhwmEvS7Nmzw5wMQHr9iaY5dqXNdVzSf8o5z5Q0X9IfpJRmSvqqpGdzzlMkPdv2b2OMMZ9A2i0mOeddOefFbX9/S9JqSaMl3S3pobZPe0jSPWfrII0xxny8KXrPnlKaIOkKSS9LGp5z3tX2od068W2w6GseSCktSiktavrFO2OMMecuHS4mKaW+kr4n6Y9zzkdO/Vg+8au84a/z5pwfzDnPzTnPpd+8NsYYc27ToWKSUrpAJwrJt3POJ3sM7EkpjWz7+EhJ8U/1jDHGdHs6YnMlSd+UtDrn/N9P+dATku6X9PW2Px9vb1tkc9G0Q+pdM3Xq1DCnflcS2yiRvSBJI0aMCHMyG+gcqDcOWRb07q2pJxQZLHRMR44cCXO6RgTZK3QO1ItKYlOFTBiyrXbs2BHmdD/pHOhbsmRzUc8piftOkUlI+6a1OmfOnDDftWtXmNP9Wb58eZhLvP5WrFgR5nTfaB+DBg0K8wULFoQ59XkrNeEktrPIrKRtkSE1a9asMKf7s3Tp0jD/whe+EOaSNHHixDAni5GONernR0bd6XSka90CSV+StDyldPIsv6YTReTRlNKXJW2VdF+H9miMMabb0W4xyTn/myQaAnxL1x6OMcaYcxH/BrwxxphqXEyMMcZU42JijDGmmpZOWpRio4fsldIeNWQvSWxPkalAfZPI/KBJjrQd2i/ZQk19x8jCIsOIzJmhQ4eGOV1v6vFEFgyZbZL0xhtvhDn1bKI1Q3bRVVddVZTTfSCTh45f4j5StCZp32SeTZgwIczJ2qPpktTfSZI2bNgQ5mTJEbQGNm7cGOb0nJDR+f3vfz/Mqf+fxP32qJccWaZ0n8lgo7V97bXXhvm9994b5hI/ozR5lK5rdM5kHZ6O35kYY4ypxsXEGGNMNS4mxhhjqnExMcYYU42LiTHGmGpcTIwxxlTTUjU4pRSqlaSwkm5LeXv7jiBNkj6fdE4anUoKK6mKpOw1nTOppNRYkfRm2jc1GKTRxnRNly1bFuYSj+0lSLmm+zB+/PgwJ52TVOytW7eGOV0LiUc6kw5L5/Ybv/EbYV46mvXxx+OerE2aL+mw9JzQmpwxY0aYk8ZMyjVp6TQWmEZ9N22Lngdq3Enjs+lXFkjF/8pXvhLmpPlK/PpA+ybtOXp97sqxvcYYY0wjLibGGGOqcTExxhhTjYuJMcaYalxMjDHGVPOxaPRI5kdp3gRZJ2SSUfNEMmfI/qHGgKUWTNNYWNoHWRhkqXRm5GkENfO78sor8Wvo/FauXBnmZIzRCONoHKnE940sr02bNoU5GW8Sm2p9+vQJc7K56PM3b94c5qNHjw5zMqqo8aDEViI1n5w0aVKYUyNOWmN0n8moIuuMRhVLfF1pzRw8eLBoHzNnzgzze+65p+jzm6wqWjNksdF1jc65o6+3fmdijDGmGhcTY4wx1biYGGOMqcbFxBhjTDUuJsYYY6ppuc0VWUylfbA6OkayI9A+yC6hPksXX3xxmJM5tXPnzjAn+4K2L7E9RZbKgAEDwpzsFeojRiYU9QkiI0hiQ6aUd955J8y3bNkS5tu2bQtzMqHo/jSd2+LFi8OcLKw//MM/xG1FkGG2f//+MKc+ZfPnz8d90PnR9SDbisbLUh85et4op/5Yl156aZhLvI5pnC8ZY9dff32Y07hdGhlN0DWS+DWRRnTTa0a0nY7anH5nYowxphoXE2OMMdW4mBhjjKnGxcQYY0w1LibGGGOq+VhMWiztU9UZm4u+hkwF6jlEJtS6devCfOLEiWFO50bW0ZQpU8Jc4j5I1KeKevyQhbVv374wJ5OHtkP9gyQ2VWgaHUHXlcwc6lFEdhn1CqPJdZI0bdq0MKe1RNMCaUImWWFkc9F+ae1JPIVxwoQJYU72F/W8W7p0aZiTjUR2Iz3nZJdJ0urVq8Oc1uTll18e5l/84hfDnCwvguyypmmR9DpG95p64e3Zs+eMrGltn4rfmRhjjKnGxcQYY0w1LibGGGOqcTExxhhTjYuJMcaYalrem6t0al9Eqf0lcY+syF6Q2IShaWqXXXZZmFMPIbJX3njjjTBvmrRI/aXoepBVRfZKk4UVQf3OmibF0bHSfaN+YZTT9smcoWtB5tyiRYvCXJJeffXVMP/Upz4V5mSe0dogY2fr1q1hvmvXrjCn3mwS97wqvT9kGPbr1y/Mqa/ZqFGjwnzYsGFhTkaiJH3+858Pc+rzRveNLC8y244cORLm9JzQtZP4GSXLlO5nZIzRdTgdvzMxxhhTjYuJMcaYalxMjDHGVONiYowxphoXE2OMMdW0vDdXk3EVfX5EqfkjsakycuTIMH/66afDnMypO++8M8ypb9Lrr78e5tQriuyYpo9RTx0y0ugakYFH1lbJPe7stigvtbwoJ5uL9nvLLbeEucS9thYsWBDm1IPp2LFjYU7mIfXaosl/Bw4cCHOJJ4MuX748zKlnF1lE1Atv8ODBYU73gcy2qVOnhrkkTZ48GT9W8vl0TDRdknqtkf21d+9ePCbqeUZrhl5bI6uOns3T8TsTY4wx1biYGGOMqcbFxBhjTDUuJsYYY6pxMTHGGFNNy3tzRcZD6RREyptsLjISyOaiXltPPfVUmJf2hCJLhSbIPffcc2EuSffcc0+Yk51Fx0omDF1vsk7IICGLTOJ7R/etdEJmnz59wpz6IG3fvj3MX3jhhTCfN29emDftm4ynFStWhPmmTZvCnMxDOoeHH344zG+99dYwl9gWov5SZD2S2UQ53c+rr746zGkNNxmG1Ldr/PjxYU7TH+l17MknnwxzMjfnz58f5k19DUufE+pJFxmgZDaejt+ZGGOMqcbFxBhjTDUuJsYYY6pxMTHGGFONi4kxxphq2rW5Ukq9JL0gqWfb53835/znKaVLJH1H0hBJr0n6Us75/Xa2FVoHZCKQ4VNq/jR9jHIyKtavXx/mZEiRsUGT5d5/P76E1BtJYtOGpkhed911YU7GC1lbBFlkZLs0QQZY//79w5yuK90fut7Up4om15FFJEl33HFHmJPxtGrVqjCnSYt0zrS2adLiQw89FOaSNGvWrDAnC+vgwYNh/vbbb4d50yTRiJUrV4b5mDFjwnzGjBm4rdGjR4f5iBEjwpzsJuqFR73WyAyl7dx0001hLrGdRZTYXx19bjvyzuSYpIU559mS5ki6I6U0X9JfSvpGznmypIOSvtyhPRpjjOl2tFtM8glO/u/1BW3/ZUkLJX23LX9IUvzLDsYYY7o9HfqZSUqpR0ppqaS9kp6RtFHSoZzzyfdWOySF7xVTSg+klBallBZ1dDC9McaYc4sOFZOc84c55zmSxki6StL0ju4g5/xgznluznnuRRdd1MnDNMYY83GmyObKOR+S9JykayQNTCmd/GnNGEn8E2JjjDHdmo7YXEMlfZBzPpRS6i3pVp344ftzku7VCaPrfkmPt7etnLN+/etfn5GX2lmlfWiavoagd1HUl4fslaFDh4Y5WSdkZm3YsCHMJbZFomst8YQ3OreBAweGORkkZLCRpSLx/SFzhs6N+oLROdN+qUfaJZdcEuZksEl8DtQji3p5kc1DkxYXL14c5nTtyF6S2GKkY6W8tAfX2LFjw5ymV9JERdq+xGuAjEF6naF1T0ycODHMqZcXWZgSnwOZWPTsdmZK6kk60uhxpKSHUko9dOKdzKM55x+mlFZJ+k5K6b9KWiLpm50+CmOMMec07RaTnPMySVcE+Sad+PmJMcaYTzj+DXhjjDHVuJgYY4ypxsXEGGNMNS4mxhhjqmnp2N4ePXqETelItaPmfKUaXNPXUKM/UkxJGaXmeTSalZowkjpJ25ekV155JcxJk9yxY0eY0yhh6lxA1460Q1JSmyBVkfZBTSlpPC9BI3JpO00jb2kdb9y4Mczvu+++MCfdlpRU0qHpGtHalqThw4eHOSn0pLjTPubMmRPmpAaTtktjuJvWHq170vrp9eqll14Kc2piSSr26tWri7bTdEwl43lpHx7ba4wxpmW4mBhjjKnGxcQYY0w1LibGGGOqcTExxhhTTUttrpRSaB2Q7UINIMnwaWpSRqYXNUkk42n69Lj7/uuvvx7mP/zhD8OcxrxS074mG2XIkCFhTqN+9+3bF+Z33nlnmC9cuLBov0STUVVqo9D16KqcxsKS+dPU6JEMvWnTpoX59u3bw/zZZ58NcxptTKOn6TkZNmxYmEtst5FtNXPmzDAfNWpUmNPzsHfv3jAnG5IMNjpOiZtG0nX93ve+F+bf/GbcnvDmm28Oc7LFqJloU7NaOu9Smyt6HmxzGWOMaRkuJsYYY6pxMTHGGFONi4kxxphqXEyMMcZU01Kb67zzzgt7+ZClUGptNdlc9DGyS6jf0auvvhrmNNp23bp1YU6GD5kTTSbUmjVrwpyMDTI8fvCDH4Q52V9kqZDJ02SFkG1HtlXpudG+yYKh3lKzZs0K8yabi8wjsohobCutARqpO2PGjDCna0HmlCRdfvnlYU7936iPGNlw1OOLxmHTfSZDasqUKWEu8b0jg416qtFYXbIeN2/eHOa33XZbmFMvPIl7CZb04JLi69rRnnp+Z2KMMaYaFxNjjDHVuJgYY4ypxsXEGGNMNS4mxhhjqml5b66oDxeZVmR5dWZiH/X5IkOGekWtWrUqzOkcosmSktS3b98wL512KEmjR48u2sfEiRPDnK4rmTMPP/xwmNMEObKXJDaPqH8V2V/U543uD/Vmo0l+dJxNfZPIqKH7QPbPtm3bivZdOv1z3rx5YS6xbUXXm9YeGUlvv/027juCrt3kyZPDvGlKIfXaonOjvm30jJK5STYkmaG0HYmfUbIV6T5Ea5W2fTp+Z2KMMaYaFxNjjDHVuJgYY4ypxsXEGGNMNS4mxhhjqmm5zRVZNWRUlfbgajJqyP6hfS9ZsiTMt27dGubU74j6/lCvoEmTJoU59QOSpOuvvz7Mb7zxxjAnM4cgm2P16tVhTtdu0aJFuI+RI0eGOd1rsu3oftJ9WLZsWZjTtDt7YSotAAAgAElEQVSaRthk2lCPJzoH2gdZRMOHDw9zMtWo71yTtUPXlXJ63mjfdP3IhiTzkPrI0SRUiZ9dMtI+/elPhzn1EaPn5OWXXw5zWi9kEko8SZLuDxmGUY+vJhPuVPzOxBhjTDUuJsYYY6pxMTHGGFONi4kxxphqXEyMMcZU87GYtFhqcxHUf0viPjvbt28P8507dxYdE5kftN8jR46E+fLly8Oc+m9JPAWPjBcyZ8jAoXO+7LLLwpzMLDpnSZo+fXqY0/UjO4vuQ2lvLuqbRD27Fi9eHOYS90eiHkxk7Tz33HNhTj2hyAykc6bJf01fQ8/ugAEDwpwsIrK26PPJ2iJDivqdSdKCBQvCnKak0v0ko4psO3oe6FqT5SVJa9euLdo3GYPR8+ZJi8YYY1qGi4kxxphqXEyMMcZU42JijDGmGhcTY4wx1bS8N1evXr3OyMnYoV5bZB1Rjx2JbZH169eH+dChQ8P8mmuuCfM5c+aEeZ8+fcKczvnNN98Mc7KIJD5WgnpCldpctB2ajtjUO40+VnqsZJ7Q1EHqR0UTL/fu3RvmTb3TyDyjYyUrceHChWH+i1/8IszpWMl4o2stscFEORlm0fMvSbt37w5zsi0pJwvvc5/7XJhL0re//W38WETUv0piO4/W6sUXXxzm1Dtv/PjxeExkaJKhR/3Cotel9957D/d7Kn5nYowxphoXE2OMMdW4mBhjjKnGxcQYY0w1LibGGGOqabnNFRkjZGFRXx6C+gRJ0po1a8J827ZtYU7mzNy5c4v2XWpIjRgxIsybpp2RFUSGFBlMdB/oHDo6ge0kTfeH9kFroPScV61aFeZkztC1IHOK+jhJbPlQvyg6h/fffz/MyeajNUa2HU0RlaQDBw6E+Y4dO8Kc+k6RzUX2HFmSNO3ws5/9bJg39bUaNGhQmJMJRT24yGyj+0nGG635pkmYZOLNnDkzzGkt7dmzp8PbPh2/MzHGGFONi4kxxphqXEyMMcZU42JijDGmGhcTY4wx1XTY5kop9ZC0SNLOnPNdKaVLJH1H0hBJr0n6Us45VgTayDmHRgJZPtSjiHrF0PQ1iSewjRo1KsxvuummMCejgswMsiZK8yaTg+yP0pwMKbKCSnt2kbEl8fnRPmhtkGEWWSoS3/+jR4+GOfVya+pftGHDhqKvobVE51BqDNJ2mtYYbYssrNIpkjfeeGOYU0+6MWPGhDn1QaPeXxJbWNQ7iyy8t99+O8ypP9/BgwfDnJ6fpt6DtJZoHZNhFt3Ppp56p1LyzuSPJJ3aHewvJX0j5zxZ0kFJXy7YljHGmG5Eh4pJSmmMpDsl/X3bv5OkhZK+2/YpD0m652wcoDHGmI8/HX1n8j8k/WdJJ78PMkTSoZzzyffFOySN7uJjM8YYc47QbjFJKd0laW/O+bXO7CCl9EBKaVFKadFbb73VmU0YY4z5mNORH8AvkPS5lNJnJPWS1F/SX0kamFI6v+3dyRhJO6Mvzjk/KOlBSZo4cSL/BMkYY8w5S7vvTHLOf5pzHpNzniDptyX9LOf8RUnPSbq37dPul/T4WTtKY4wxH2tqGj1+RdJ3Ukr/VdISSd9s7wt69OgRjgwlnY9yGm37wgsvNO474tprrw1zamxH36qjUZ6kHZLKRzkpwxIrnaWNGEuV4dLRuU2Uasal2jgpph1tYncSOs6mscqkBtNYXdJnaa1SE8OlS5eGOTVhJJ1XkubPnx/mNAKYzoE0WbpvpNvS2Gv6NQNSZCV+dmkfdP3oOaRGkkRpI1apWbuPoGc9uhYdfZ6LnqSc888l/bzt75skXVXy9cYYY7on/g14Y4wx1biYGGOMqcbFxBhjTDUuJsYYY6pp6dje888/P2yeRoYMGUxk4Iwezb+ET1YINVujxnBkhZRaWGRslOad+RqyQppskQgawUoWWVc2qyQDh46JrLrrr78+zMnOIktp9erVYS6xJXXppZeGOTVPpLU0cuTIMCfz8PDhw2FOI3Kb9kHGJdl2tMbo8ykvHbfcZDaS6UkWVqklScYbbad0XHkT9NpaQkdfF/zOxBhjTDUuJsYYY6pxMTHGGFONi4kxxphqXEyMMcZU01Kb6/jx42FfLbJUaHwp9cahXjon9x2xffv2MCc7i7ZTOoaXTI7SEawS9yOinjpkw9ExkVFD29m/f3+Y0/1s2jfd02nTpoU53Tc6Vhr/SiNbp0yZEuY0zleSbr755jCn/m/Lli3DbUWQbUPrYvjw4WHeNCKCDDOy3siepLx01DNtZ8CAAWHetPbovGnfdKxkhZHxVgoZbFL5OPEms/J0Otqby+9MjDHGVONiYowxphoXE2OMMdW4mBhjjKnGxcQYY0w1LbW5PvjgA+3ceeaoeLKzSqcaNvW0KZ1GWGpHEGQjjRgxIszJnGo6N+o7VWptkXlGhhTtt7THV9PX0L3etm1bmA8dOjTMqR8VWXKU0/EMGTIkzCW+D1u3bg1zsme6qqcaWUo0+VHiHnaXXXZZmJNJtm/fvjCn54R6rR06dCjM6b7t2rUrzCVe36U9sqgHF91PWkt0remcJTa96D6U9kPsCH5nYowxphoXE2OMMdW4mBhjjKnGxcQYY0w1LibGGGOqaanNdezYMW3evPmMvHTiGBkHZEc07YNMGOqzQ9YJGTujRo3CY4qgcxs3bhx+DX2M7Jw33ngjzMnwoPtA26feXNSLqgm6P2SSkRlIthUZOGTt0RqjqXyStGrVqjAnY7ArpuM10Rnbjtbl2rVrw5yuB00qpUmOdC2o39XKlSvDPOoJ2N4+CHotIXOKoNcMWmNN9416lZX2+otsUvfmMsYY0zJcTIwxxlTjYmKMMaYaFxNjjDHVuJgYY4yppqU2V845NIPIFCFDgewisiwkNhIoJzODJvBdfvnlYU72V+kkR7IyJGnjxo1hvnr16jCnPkW0bzKnSq0WsleaPkZWHU3Uo/s5c+bMMKeeRnR/yEZq6mm0Y8eOMKd7Snlpb66OWjjtbUfitUH2HNlcZDeSnUWfTxMeaW3T/ZTKrxN9fpPRV7Idug+lvcIktrZo39F1anpd/Xf76vhhGWOMMTEuJsYYY6pxMTHGGFONi4kxxphqXEyMMcZU01Kb68MPPwynJ5IJQwYJWQ1NVgbZIpdcckmYX3HFFWE+d+7cMKcpaIsWLQpzmrK3Zs2aMKd+VxLbVtR3igym4cOHh/ngwYPDnM651P5qoqSHkMRrafTo0WFOfZBoyidtv2kKHl2PJkMvoivtrIim4ym1gqi32c033xzmZAAOGzYszOl5pteMpr59pfYc7YOmfNL9pzVcap5K5UZfZ/qztYffmRhjjKnGxcQYY0w1LibGGGOqcTExxhhTjYuJMcaYalremyuyKsjMIOOArKOJEyfivuljZJFQj59nnnkmzKk/FllYNKWQ+pH16dMnzCXpU5/6VJhTHzE6JrJOaEpdaa8g6rMllZtNtDb69esX5nQt6Hpv2rQpzOmcab1IfKylFlHp9smeK73Wndl36URK6rU1cODAMKdpoU33gSDjqbR3Gr2OUf+y0v02Ufo1XbX2TsXvTIwxxlTjYmKMMaYaFxNjjDHVuJgYY4ypxsXEGGNMNS21uS688EJNmDDhjHz8+PHh50+ePDnMaXrh7t27cd/Lly8P8+3bt4c59WYim4d6NpHBNG7cuDDv1atXmDf1fiJrh4wk6pvUVf16qI9T0/bpY3T96D5MnTo1zMeOHRvm+/btC3OygqhPGfVrksqtqtKcrCCaXlm6fal8+h+ZTZSTrUjP+rp168KczMOmKZ+l01apb9+GDRvCnHrhkUlI0HMldd20yIiOvi74nYkxxphqXEyMMcZU42JijDGmGhcTY4wx1biYGGOMqaZDNldKaYuktyR9KOl4znluSmmwpEckTZC0RdJ9OeeDZ+cwjTHGfJwpUYNvzjmf2iHwq5KezTl/PaX01bZ/f6VpA0OGDNHv/d7vnZFTU7g9e/aE+YsvvhjmTaNt33vvvTAvHTFLCiMpvSNGjAhzav5WOgpXYtWXaFIMI0qbwpF2OHLkSNzHkCFDwpx0y8OHD4f55ZdfHuakedJ2SEmmUauksEqsJRO0NmiN0VolXZk02abRtgRti9R3en6oQSet7bVr14Y5nUNnmoyWjvqmY6WmlPRM0zXtzNjeUt2/VDE+lZpvc90t6aG2vz8k6Z6KbRljjDmH6WgxyZKeTim9llJ6oC0bnnM++ZtduyXFfeGNMcZ0ezr6ba7rcs47U0rDJD2TUlpz6gdzzjmlFL6fais+D0jSqFGjqg7WGGPMx5MOvTPJOe9s+3OvpH+VdJWkPSmlkZLU9mc47Snn/GDOeW7OeS61ojDGGHNu024xSSn1SSn1O/l3SbdJWiHpCUn3t33a/ZIeP1sHaYwx5uNNR77NNVzSv7YZD+dLejjn/GRK6VVJj6aUvixpq6T72tvQBx98EBpaZNSsWLEizLdt2xbm1GxRYkuhb9++YU5jXsmOoMaAZCOVWhNNNkppY8XSpn10XckWoms6e/bsMJfYYCIL6+qrrw7zWbNmhTmNSSaTZ/To0WFOhiGZVhLbObQtalZIjQGnTZsW5tRA9ac//WmYN1l+9C1qsrOmT58e5mRtUTNEetYPHox/C4GudVOjR1rHtDboOSGrjgzNo0ePFu23yRikr6FjKnnN6OhI4HaLSc55k6QzXgVyzgck3dKhvRhjjOnW+DfgjTHGVONiYowxphoXE2OMMdW4mBhjjKmmpWN733777bCvFtkrZEGQfTFs2DDcNxkYZFWRaUM9vsiQImuC7JLOjLwly2fgwIFhToYUGTVkzpApQr9PtH79+jCX+HofOHAgzH/zN38zzKk3ExmDdL3p2j3zzDNh/qtf/SrMJV57ZOjR/aQ18/LLL4c53c+mPm/E1q1bw5x6odHIbbo/9Fy99NJLRcczdOjQMG+y7WhENxlsnRl7HEGvPbQmm7ZPa4nyEpu0o+fldybGGGOqcTExxhhTjYuJMcaYalxMjDHGVONiYowxppqW2lzvv/9+OHWM7JL+/fuHOfUcImtGYvuDTA6itPcPmWdkVJEh1XSc1AuLjon6Tu3evTvM161bF+Zk4JD90TTJj47psssuC3Oa2kjHSlYLGU90vbdv3x7mTX2TqLcZWVt0PwcNGlR0TKX9mmi/TR+78847w5zuNfXyot5sGzduDHN6fmi/ZIxKvI5pWiSZldTP79Zbbw1zMgwXLVoU5k39+Zpe+yJKjDHbXMYYY1qGi4kxxphqXEyMMcZU42JijDGmGhcTY4wx1bTU5so5h9YBTYqjXltr1qwJ83379jXuO6LJwokgC4JMC5osR5YX9RYiS0niPjv0Na+++mqYk3VE2x8wYECYk6VEJo/Edtbtt98e5mRbUQ8msnloXdC1oDXWZKpNmjQpzMnAiYxHiXub0TmTJUmWHxlSknTttdeG+cyZM8OcDKnevXuH+cqVK8N8586dYU73n+4nPW9N23rttdfCnHp2kZG2ePHiMKf7T9vpTE+1d955J8yHDx8e5k09zNrD70yMMcZU42JijDGmGhcTY4wx1biYGGOMqcbFxBhjTDUttbl69uypiRMnnpHTNL1NmzaFOZk2ZFpJ3NfoggsuCPNt27aFOVlBdExTpkwJc+oVRn15OmOqjRkzJszJziKTjLZD50w2EhkkknTzzTeHOZ033U8ykqZPnx7mdO3InCJTjXqLSdItt9wS5t/61rfCnCaMkmlD14jW9tixY8OcTCuJjUu6fmTu0THt2rUrzMm0Onr0aJiT8dR0bjRJlKBeVfRckZFGJimZZ9Q7T2IzjPp/lTxXTabiqfidiTHGmGpcTIwxxlTjYmKMMaYaFxNjjDHVuJgYY4yppqU217Fjx0JLhkwEMj9oAiPlEvfOoj5VNI2OTCViy5YtYV7a16ppyhpNwSMTZurUqWFOE+HIXiEjJDL2JGn//v1hLklLly4NczpW6nm2YsWKML/00kvDnIy0f/u3fwtzguwiSdqzZ0+Yk0U0cODAMCdbkfpg0efTful5k3i90rNLPaFofa9evTrM6boOHjw4zMm2pGsksYlHrydkDNK1oPtJ26E1SbnE15WeE3odi66fbS5jjDEtw8XEGGNMNS4mxhhjqnExMcYYU42LiTHGmGpaPmkx6jtDPYfIjqAeOGTNSNKGDRvwmCLomGjfpRMYyZCg7TT1FqJ9kJFGkPlRavKQgUOTMyXpqaeeCvPJkyeH+U9+8pMwv/7668OcrDq6n9Sbje4DXQuJzTC6b9Sn6uKLL8Z9RAwZMiTMac1T/zKJ7Sl6TujcaG2QGUhrj8wmWsNN94d6ZNG2qO8Y9Z7bsWNHmJOBRTndz6avoamaNC0y6pPYZJGdit+ZGGOMqcbFxBhjTDUuJsYYY6pxMTHGGFONi4kxxphqXEyMMcZU01I1+Lzzzgu1OlIhSZM9cuRImNO4U4kVRhqFSaM2qXniyJEjw5x0PhpVTJoi6ZwSN7ejc6ameg899FCYz549O8xJ8yR1kq6RxKri97///TCnNUAjhl955ZUwJ3WStGpSg+mcpXJts7TRHzXQpPtDuu28efPCXOJGiXTe1MSQ7tvevXvDnNY23Qe6pk2NUumZJhWbRgOvW7cuzGkMLz2flDetMdKPS5uxjh8//oyso01P/c7EGGNMNS4mxhhjqnExMcYYU42LiTHGmGpcTIwxxlTTUpvr0KFDoZ1D9sIVV1wR5mSWkJUh8RhRMl5o1CYZFaUjVWlEaqldJPH1o23ROFJqlPnwww8X7ZeMqj/7sz8Lc4mvx2OPPRbmdL2pQePQoUPDfOPGjWFOTfuoMWTT2iNjkCwvsrNoO2QqTZs2LcxHjBgR5nSNJOmiiy4KczIoae3ROW/dujXMacQwmYFkQzZBthU9J01mWERps0q6z4sXL8Z90OsDPSd0znTfOoLfmRhjjKnGxcQYY0w1LibGGGOqcTExxhhTTYeKSUppYErpuymlNSml1Smla1JKg1NKz6SU1rf9OehsH6wxxpiPJx390f1fSXoy53xvSulCSRdJ+pqkZ3POX08pfVXSVyV9pWkjx48fD3tS0TjXN954I8wPHz4c5mTaNH2M7AXq/UO9tsjMIHslpRTmM2fODPP169eHucQGC40Gpn1PmjQpzMlII+uIzLlvfetbYS5x/6+FCxeGOfVyuummm8L86aefDnPqCfaZz3wmzH/84x+HOV1TidfM6NGjw5zuJ/WwI/OMjonMuabxrDTClvZNveSWL18e5vQckjFI26eedxMmTAhzic8t6lMl8XWl54R6dtF26NzIwJL4dYbMPfp8slg7QrvvTFJKAyTdIOmbkpRzfj/nfEjS3ZJOdgZ8SNI9nT4KY4wx5zQd+TbXJZL2Sfr/UkpLUkp/n1LqI2l4zvnk/yrtlhT/L4oxxphuT0eKyfmSrpT0tznnKyS9rRPf0vpf5BPvy8L3ZimlB1JKi1JKi5raqBtjjDl36Ugx2SFpR8755bZ/f1cnisuelNJISWr7M/wmds75wZzz3Jzz3KbvKxtjjDl3abeY5Jx3S9qeUjrZm+EWSaskPSHp/rbsfkmPn5UjNMYY87EndeRbTymlOZL+XtKFkjZJ+o86UYgelTRO0lZJ9+Wc47FobVxwwQV58ODBZ+RkWpHl1dSniii1tqLjlNiEoWMi24WmtdH2N2/eHOYST6+jvjx0TGRIUX8kMj/69u0b5nRuEht61Att6tSpuK0IsuGoH9W4cePCfM2aNWE+aBCb8dRHivpaUU8osvPIqiMbkozBK6+8MswlacaMGWFOa+byyy8P8yVLloT5888/H+bUE2zFihVhTtMR6fglXt9kgNG6pz5y1JuLpkhSby661hK/BtDES1qv0evkxo0b9e6777b7baUOqcE556WS5gYfuqUjX2+MMaZ749+AN8YYU42LiTHGmGpcTIwxxlTjYmKMMaaalk5aJMg6IuOAbBcyfyTpgw8+CPPSiWNk5lDfJDIzyGyinGwniXv8XHLJJWFOPZjICiLjia433bdNmzaFucTWzs6dO8N87dq1YU5T8MiEot5Py5YtC3OyhZr6WtFaIqOP+pGRSUbWFll7dG70+RLbjXQOdD1oO7Rm9u3bF+YLFiwIczKnaL1I3C+MjDTqPUc5WanUH4uuKV07ifuLlfb/iibPNvU8PBW/MzHGGFONi4kxxphqXEyMMcZU42JijDGmGhcTY4wx1bTU5so5h5YH9ccik4fsCDKtJO4XRcYTHdMPf/jDMKcJbwRZWzR9r6njMvUKIkuOzLNSa4v6kW3ZsiXMO9M1mvZBfZPoHGgKHvUuomtK/ZGaJtSRnUO9uR5/PO6ZSsYbmYq0lsiQarLtyCSjiZRPPfVUmNMaoH3TawBNyKSplvQ8Nx0TmYFkqr311lth/tprr4U5rW06nqbXN9oWrVd6HqK11NHRIX5nYowxphoXE2OMMdW4mBhjjKnGxcQYY0w1LibGGGOqaanNdd5554VWBfXHIquBPv/pp5/GfdO2rr/++jCnSXtkcsybNy/Mqd/V9u3bw3z8+PFh3jQpbt26dWFOhhlZIWSEkC1EvYXInBsxYkSYN32M7Bzqg0QGDplQ1Nfq9ttvD3OaeEkTBCW+12TakDlFfcGoL9PEiRPDnHotLV26NMwlvj/0zI0dOzbMqXcWrUmyjl588cUwf/nll8OczEaJ1zdNQiRri6xH6v9Glh99PlmsEvc2o2eaev1dc801Z2RPPPEE7vdU/M7EGGNMNS4mxhhjqnExMcYYU42LiTHGmGpcTIwxxlTT8t5ckV1AxsHUqVPDnGyKaErYSag3D/VBmjJlSphTr6D169eHOVkt1Ftq8eLFYf6pT30qzCW2ecgWop5NZJKRXTJ//vwwp14+zz//fJhLbL2RYUT9pcioIWNn+vTpYU5rkqby0f2X2J4iM5DMpq1bt4Y5GWx0vakf3cyZM8Nc4imMdG70/JCFR2uSDDYyGKkPFhmgkjRt2rQwJwOMzoH2QUYa9eej/Tb1yKJpntQzjtZ3ZO3RcZ6O35kYY4ypxsXEGGNMNS4mxhhjqnExMcYYU42LiTHGmGpaanOllDpsBkjcT4lsLjIaJLZ5yITasWNHmJOZQSbHkSNHwvzgwYNhTiYH9cGS2DCbNWtWmP/u7/5umNP1I5uL7sNjjz0W5jR9T2Kbi6YR0oREun50bjQp8KWXXgpzsmPIhJPYwiI7h86Bnh3qO0dmIBlPZFRJ/PxcddVVYb579+4wp/tGvb/InKL+b/ScHDt2LMwl7v9GphpdCzoHuv9kqhF03yQ+PzL3qJfXM888c0ZGr2Gn43cmxhhjqnExMcYYU42LiTHGmGpcTIwxxlTjYmKMMaYaFxNjjDHVtFQN7tGjR6jikuZH6inpok2MGTMmzEmp27RpU5iTtkkNA0n/I72Qmvxt2bIlzCVp9erVYb527dowHzx4cJjPmTMnzEmT/slPfhLm1ITxiiuuCHOJx+eSQk3aJinadG5XX311mH/jG98I87vvvjvMqammxOuVlF66FqTJ0ihc0j9Jk246B7qnixYtCnNqPknnTAor/XoAadW0HdKkm46Jchq3SwotHSvp00ST3kyvS7SWaATwrl27zsjoteqMY+jQZxljjDENuJgYY4ypxsXEGGNMNS4mxhhjqnExMcYYU01Lba7Bgwfri1/84hk5WSpR0zGJjR1q2ihxAzjaFtkOZGxQM7c9e/aE+a233hrmkyZNCvOf//znYS7x9SOj5sEHHwzzuXPnhjk1MSRDjhpDLliwIMwlNmToug4dOjTMyZB58803w/z73/9+mJPNR001afSrxEYaHRPtg0at0vhf2j41JCSrsokmwyiCzLbDhw+HOa1hsiTnzZtXtF+Jrx896/S8EZdeemnRdlauXBnmdN8kNsbovLdv3x7mUSPTAwcO4H5Pxe9MjDHGVONiYowxphoXE2OMMdW4mBhjjKnGxcQYY0w1iSyAs0GvXr3yhAkTzsjJOiEriPrQNNko9LHS/kgEXcdRo0aF+Re+8IUw/9GPfhTmGzduxH0fPXo0zHv27BnmNHqWbCEyraZMmRLmNNqYjkfi3lnUE4pG2JINt2bNmjBfsmRJmNM50LWjPnIS20LUX4wMHDpnOlZa2/Qs0P1von///mFOlhetVRrnS4bmuHHjwpxGD5O9JPHY3okTJ4Y5rSVaA2T60dpetWpVmJM9KfG9JhOLLNboPqxdu1bvvPNOvINT8DsTY4wx1biYGGOMqcbFxBhjTDUuJsYYY6ppt5iklKallJae8t+RlNIfp5QGp5SeSSmtb/sznsRjjDGm29Nub66c81pJcyQppdRD0k5J/yrpq5KezTl/PaX01bZ/f6VpWyml0Dqg/juleVOfIOp3RNsiO4uMJDJCyOai4yHzhww2iS0fMjzI2iEriMwPMszIwiNjR5KefPLJMKd7SveB+ojRxD66rtddd12Yr1ixIsyb+jWVTlqk60R56TRCmrRIPcQktqRo7dGaoSmfdC3o+aH7P3bs2DBvmiJJPbjoetBrBq0BmkZJ14i2Q9dI4mOl60f37ZVXXjkjO1uTFm+RtDHnvFXS3ZIeassfknRP4baMMcZ0E0qLyW9L+ue2vw/POZ8cGLxb0vAuOypjjDHnFB0uJimlCyV9TtK/nP6xfOL9dPieOqX0QEppUUppEb2tM8YYc25T8s7kNyQtzjmfHNCxJ6U0UpLa/gy/KZlzfjDnPDfnPJe+V2uMMebcpqSY/I7+97e4JOkJSfe3/f1+SY931UEZY4w5t+hQb66UUh9J2yRNzDkfbsuGSHpU0jhJWyXdl3OOm2y10bNnzzxy5MgzcrKL6Nhoyl7TuWzevLnp0M6AegJRfvXVV4c5TWz8l38547uFktgsaeqbRDYP2R+9e/cOc7qu1JuLjBC6Rk22HZlhZDCVTuAjG4muHRlpRJPNRabNunXrwmNEknMAABMDSURBVJz6V9H1pmtB31am3lxNNhfdB7IPS400Omdak3R/rrjiijBvmhZIphcZmtTni9YA3QeanLhhw4Ywp4mNEl8P+m4QvZ5E/cWWLl2qt956q93eXB36vlPO+W1JQ07LDuiE3WWMMeYTjn8D3hhjTDUuJsYYY6pxMTHGGFONi4kxxphqWv6LH5FhRH12yDggQ4GsFomtHTItBg2K+1ZS7x+yTvr06RPmNKGODI8mU63UqiLDjPr4UD8qMnmox1eTkUbXlXpn0ZRCsraoJxSdw/79+8OcpuY12V90XWnfNOWTTCjqnUTWHj0/NEVSkqZPn160LTLDdu/eHea0ZmhtE+vXrw/zpl+YpnMgO4usRJqcSNC1IAtzy5YtuC2yGOn1h86h5ncB/c7EGGNMNS4mxhhjqnExMcYYU42LiTHGmGpcTIwxxlTTod5cXUWfPn3yzJkzz8jJdhk+PB6RsmPHjjDftWtXmEtsQ5E9RX1wyMDZs2dPmF9//fVhPm7cuDAnmkyRn//852FOJgzZc5TTtSODieyipmmRZPNQr7IBAwaEORljZEhNnDgxzOncyJCjayfx9VuyZEmYk7VFpg31taKeamQSNplTZM/RFElaA9TvitYGrQva76c//ekwJ4OxCbKnVq5cGeZ0P+kc6JoSTUYarT8y9MhUi9behg0b9O6777bbm8vvTIwxxlTjYmKMMaYaFxNjjDHVuJgYY4ypxsXEGGNMNS3tzdWvXz/dfPPNZ+TUi4b6x7z5ZjzQsckWInNixowZYU6T/1599dUwX7hwYZiTzfU3f/M3YU69dK666qowl9icITvn3nvvDXOy55544okwJyvoxhtvDHOaLChJr732WpiTnUO9s6gn1DXXXBPmP/rRj8L8hhtuCHPqU3bllVeGuSRt27YtzL/2ta+F+fLly8OcjB3qy/TTn/40zG+//fYw37p1a5hL3KuOrKA1a9aE+Zw5c8KcpguS9firX/0qzK+77row/+u//uswl/i1gZ5dggxAsu3odY+M0TFjxuC+6TWRjDTqYxiZh/T6cjp+Z2KMMaYaFxNjjDHVuJgYY4ypxsXEGGNMNS4mxhhjqmmpzfXOO+9o8eLFZ+RkHVEPLjKeyIKQuD/Sz372szCfMmVKmJPZQJMcqbfU6tWrw5wMqbVr14a5xD2bbrrppjCnHmZk88yfPz/M/+7v/i7MZ82aFeYvvPBCmEtsPE2dOjXMyUahtUH3hywl6v1EEzVXrVoV5k1fQwYOXVeyFf/0T/80zCdPnhzmy5YtC/NvfetbYS5J48ePD/Pf//3fD3MyMX/yk5+EOT27ZKrR/aTpknQPJOntt98O8yeffLLo8+m1ga4F2Vx0bk2TSvv27Rvm9NpA6/uSSy45I2ta26fidybGGGOqcTExxhhTjYuJMcaYalxMjDHGVONiYowxphoXE2OMMdW0VA3OOYeaHCl1lFOTvyY1mJrkXX311WFOGh7pmdQsjkZ20rnR51NDPUmaMGFCmE+bNi3MqVkhjQUdPHhwmFMTvlJ1smnf9DWkXNO+6VosXbo0zLdv3x7mNHaWjkfipoe33nprmN92221hXrr26BwWLFhQtF9JGjt2bJgfOHAgzOkZpXOmRo+0X2q4+rd/+7dhPnLkyDCXWBv+gz/4gzD/i7/4izCn5rD0ukS/EkHKcNPzQ80k6XWD9OPovjWNCz4VvzMxxhhTjYuJMcaYalxMjDHGVONiYowxphoXE2OMMdW03OaKzBOyGqhBGjU1oyZvEpswb731Vpg///zzYU4WBNkUhw8fLtoOcdddd+HHqBHbI488EuZ79+4N84EDB4Y5jZHt169fmD/zzDNhTg0mm7a1ZMmSMKdGj2TCfPvb3y7aTqkx+O6774a5xOf28MMPh/mwYcOK9vFP//RPYU7HSsZb09hrsq2oaSQ10KTnjRoS0shosvCmT58e5k8//XSYN0GjmwkyQOn+0+sbGVhNVhVZoLRmml4rO4vfmRhjjKnGxcQYY0w1LibGGGOqcTExxhhTjYuJMcaYalpqc6WU0NyKuP3228OcxsvSKFyJjbF169aFOY35JTNj9+7dYf7ss8+GOY3UJVOtqe8YjX8lQ4b6HVGvrVdeeSXMx4wZE+Z0Dk39xehraIwxnTP1WaKxsyNGjAhzuv+jR48Oc7KLJGnmzJlhTmuGbDs6Z4JGGNMoXFovEpteF154YZjTfaPPp/5i0RhZiS2ya665JsyvvfbaMJfYwqL+X2QlklHVmV51pZCVSFCvwmjdkyF5On5nYowxphoXE2OMMdW4mBhjjKnGxcQYY0w1LibGGGOqSWStnA169+6do6mAZDtQfx+yXZp61/Tq1SvMyfIhi4SsHZo4R/YK2Ut0DmScSM0WTkTpxD5aI101jbIz0HU629eiM+dWekx0vSkn24ZyOp7OvBaQJUn3h4wnspEop75WZEg1WaR0nUp7m5GtSNun601rqWmNla4Zem2Nrt/Ro0d1/PjxdpUuvzMxxhhTjYuJMcaYalxMjDHGVONiYowxppoOFZOU0v+ZUlqZUlqRUvrnlFKvlNIlKaWXU0obUkqPpJTinzQbY4zp9rRrc6WURkv6N0kzc87vppQelfRjSZ+R9FjO+Tsppf9X0us5579t2laPHj1yZDGRIUN9k8jYIMtC4j5FZDWQjbJv374wHz58eJgPGDAgzGkC45EjR8KcJtRJbLbQNDW6TjSVrdRGGTlyZJjTuUls+RBkktGxXnnllWF+2WWXFe2X+jVdccUV+DW0Nmgt/fKXvwzzN954I8zpeSBri6wgWkcSTwalNUD3k/ZdusZKIZuzCbqupWuv9Bw6s53SfZR8fs5ZOecus7nOl9Q7pXS+pIsk7ZK0UNJ32z7+kKR7Onx0xhhjuhXtFpOc805J/4+kbTpRRA5Lek3SoZzzyf993yEpbqdqjDGm29NuMUkpDZJ0t6RLJI2S1EfSHR3dQUrpgZTSopTSolb+gqQxxpjW0ZFvc31a0uac876c8weSHpO0QNLAtm97SdIYSTujL845P5hznptzntvRvvjGGGPOLTpSTLZJmp9SuiidqAa3SFol6TlJ97Z9zv2SHj87h2iMMebjTod6c6WU/ouk/yDpuKQlkv4PnfgZyXckDW7Lfi/nzDqITthckVVR2kOI+vWMGjUK903bIsvj6NGjYX7ppZeG+ZQpU8J8+fLlYU42F00v3Lx5c5hL3Hdo4sSJYU59xGjy3+TJk8OcLDzKDx06FOYST8m87rrrwnzHjh1hvmXLljCnqZ1Rr7im/ZZOzpSkxx+P/z/r8ssvD3O6Tn/yJ38S5pMmTQpzMtXWr18f5nQtJJ5ISl+zadOmMCcT6oYbbghzMg/JzqRrffDgwTCXpN/6rd8Kc3qdKe2pRc8DvSaRCfe9730vzJu+pivoqM3VoQ50Oec/l/Tnp8WbJF3ViWMzxhjTzfBvwBtjjKnGxcQYY0w1LibGGGOqcTExxhhTTdkIuK7YYWAwlFpBZFlQ7yJJ6t+/f5iThUO2SL9+/cKcehfNmjUrzMlgo/2SUSWxXULnTJ+/devWMKe+U2TIUI8vMuQkNsmoz9fYsWPDnCw5WjNk4JAdQ322mqxI6vNW2guNjMEvfelLYT548OAwnzNnTphTLzxJevHFF8N83LhxYU4TSWfMmBHms2fPDnMyFek+X3311WH+0ksvhbnE5h7dH7qf1D+P1j29NpCpSL32pOa+aiXU/GK535kYY4ypxsXEGGNMNS4mxhhjqnExMcYYU42LiTHGmGo61Jurq+jRo0eOjAQybYYNGxbm0bRGSdq/fz/uu7Rj8YUXxlOIySKhPju0HTLViHfeeQc/Rv2OyDB7//33w5z6INF2KKdr0WSckDlDBgtti67FVVfFnX8++9nPhjlN2fvpT39atH2Jp21SD65HH300zHft2hXmQ4cODXMy0qgfHVlKEt9TWsdk+vXs2bMop3VPzzMdD021lKSLL744zGkt0esV2VxkDA4cODDM6Vl48803w7xpH/T6Ttcv2k5XT1o0xhhjEBcTY4wx1biYGGOMqcbFxBhjTDUuJsYYY6ppqc110UUX5alTp56Rk7VFdgn1x9qwYQPue8+ePWFOVgNZJKXXi7ZPthBtv9T+ktjwoGMqzclqoc8nO6ZpWwRti+w5uhbUj4quNxk1ZBhKfG5kc5FtR9D1pueH8qZzIAOM7gN9PhmDdExnc4LgSWhtdNXnE7QuyGxrsu1oDZAZRvuO9mGbyxhjTMtwMTHGGFONi4kxxphqXEyMMcZU42JijDGmGhcTY4wx1bR0bO/x48fDZoykC5KeS03nqPFg09dQQzqCRqFS0zZSfUlVJpWvSUcs1ZVL1cZS1bczGjONK6YmhqRJknJNOjlB13TUqFFh3nTOdL1pJC2t1SY1tGQ7NCK5aV3QCGhqrkrHSsdEkOpNa5KuaZNiTE1DaQ2UPm90zqRi03NFa09iFXv16tVhXrqWOoLfmRhjjKnGxcQYY0w1LibGGGOqcTExxhhTjYuJMcaYalra6PG8887LkdlAtgOZOQ3bLz4mMidKrZNSs6m0CWPTfeoq66SrKB2RLHHjudJmkqUNI+n+DBo0KMzJCmq61mQL0fqmRn+l2y99rsgIkti2o7HKZHmVjmE+evRomDc1DY1ouj9d1biRKH0eSkftNn1NV7wGuNGjMcaYluFiYowxphoXE2OMMdW4mBhjjKnGxcQYY0w1Le3NlXMOzQkyM0rNplLDo2lbZAWVmh+dOaaIzthcRGdsq7O5HYmvE51bV/WvIpuL+sIRTb2f6NwoJ9uKzq20d1qpSdj0McrJSKPrVDpuuXTNt8Js7IyJWUJntnO2j+lU/M7EGGNMNS4mxhhjqnExMcYYU42LiTHGmGpcTIwxxlTTUptLii2CrjI2upJSC6Kr+u+UHk9n9t1VDBgwIMw700+pq64fTdojE4o+n2yuUqupCep3RdeJzuFsTwSUyicY0tRTmiR65MiRdo7u39NKS6mjnO19d+VzbpvLGGPMxxIXE2OMMdW4mBhjjKnGxcQYY0w1LibGGGOqaemkxZTSPklb2/55saR4HFv3xef8ycDn/Mngk3LO43POQ9v7pJYWk3+345QW5ZznfiQ7/4jwOX8y8Dl/MvgknnMT/jaXMcaYalxMjDHGVPNRFpMHP8J9f1T4nD8Z+Jw/GXwSzxn5yH5mYowxpvvgb3MZY4yppuXFJKV0R0ppbUppQ0rpq63ef6tIKf1DSmlvSmnFKdnglNIzKaX1bX8O+iiPsStJKY1NKT2XUlqVUlqZUvqjtrzbnrMkpZR6pZReSSm93nbe/6UtvySl9HLbOn8kpRTPpT1HSSn1SCktSSn9sO3f3fp8JSmltCWltDyltDSltKgt69bru4SWFpOUUg9J/1PSb0iaKel3UkozW3kMLeQfJd1xWvZVSc/mnKdIerbt392F45L+U855pqT5kv6g7d5253OWpGOSFuacZ0uaI+mOlNJ8SX8p6Rs558mSDkr68kd4jGeDP5K0+pR/d/fzPcnNOec5pyjB3X19d5hWvzO5StKGnPOmnPP7kr4j6e4WH0NLyDm/IOnN0+K7JT3U9veHJN3T0oM6i+Scd+WcF7f9/S2deKEZrW58zpKUT3Cy5/4Fbf9lSQslfbct71bnnVIaI+lOSX/f9u+kbny+7dCt13cJrS4moyVtP+XfO9qyTwrDc8672v6+W9Lwj/JgzhYppQmSrpD0sj4B59z2LZ+lkvZKekbSRkmHcs4nB5B0t3X+PyT9Z0knBxENUfc+35NkSU+nlF5LKT3QlnX79d1RWj4cy5wg55xTSt1OpUsp9ZX0PUl/nHM+cupAn+56zjnnDyXNSSkNlPSvkqZ/xId01kgp3SVpb875tZTSTR/18bSY63LOO1NKwyQ9k1Jac+oHu+v67iitfmeyU9LYU/49pi37pLAnpTRSktr+3PsRH0+XklK6QCcKybdzzo+1xd36nE8l53xI0nOSrpE0MKV08n/WutM6XyDpcymlLTrxbeqFkv5K3fd8/xc5551tf+7Vif9puEqfoPXdHq0uJq9KmtJmflwo6bclPdHiY/goeULS/W1/v1/S4x/hsXQpbd83/6ak1Tnn/37Kh7rtOUtSSmlo2zsSpZR6S7pVJ35e9Jyke9s+rducd875T3POY3LOE3Ti+f1ZzvmL6qbne5KUUp+UUr+Tf5d0m6QV6ubru4SW/9JiSukzOvE91x6S/iHn/N9aegAtIqX0z5Ju0onOonsk/bmk70t6VNI4neiefF/O+fQf0p+TpJSuk/QLScv1v7+X/jWd+LlJtzxnSUopXa4TP3jtoRP/c/Zozvn/TilN1In/cx8saYmk38s5H/vojrTrafs21/+Vc76ru59v2/n9a9s/z5f0cM75v6WUhqgbr+8S/BvwxhhjqvFvwBtjjKnGxcQYY0w1LibGGGOqcTExxhhTjYuJMcaYalxMjDHGVONiYowxphoXE2OMMdX8/4VqTDcWjOvMAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_image(image[0], cmap='gray')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### PixelCNN\n", - "\n", - "Коротко вспомним, что такое PixelCNN. Авторегрессионные модели в общем виде моделируют распределения на векторах $x = (x_1, \\ldots, x_N)$ в виде:\n", - "\n", - "$$\n", - " p(x) = \\prod_{i=1}^{N} p(x_i \\mid x_1, \\ldots, x_{i-1}).\n", - "$$\n", - "\n", - "Распределения $p(x_i \\mid x_1, \\ldots, x_{i-1})$ можно моделировать при помощи моделей, которые получают на вход значения $x_1, \\ldots, x_{i-1}$ и выдают распределение вероятностей для значений $x_i$.\n", - "\n", - "Здесь можно использовать рекуррентные сети (например, PixelRNN), но неплохо работает и более простая модель — PixelCNN, — которая подает на вход не все значения $x_1, \\ldots, x_{i-1}$, а только соседние на некотором расстоянии с помощью сверточных слоев.\n", - "\n", - "![pixelcnn](https://raw.githubusercontent.com/aleju/papers/master/neural-nets/images/Conditional_Image_Generation_with_PixelCNN_Decoders__masked_convolution.png)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Задача 3\n", - "\n", - "Напишите функцию, которая будет генерировать такую маску" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "def make_mask(include_center, height, width):\n", - " mask = torch.ones(height, width).long()\n", - " # YOUR CODE\n", - " return mask" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "class MaskedCNN(nn.Conv2d):\n", - " def __init__(self, include_center, *args, **kwargs):\n", - " super(MaskedCNN, self).__init__(*args, **kwargs)\n", - " self.include_center = include_center\n", - " self.register_buffer('mask', self.weight.data.clone())\n", - "\n", - " _, depth, height, width = self.weight.size()\n", - " self.mask.fill_(1)\n", - " self.mask[:,:] = make_mask(self.include_center, height, width)\n", - "\n", - " def forward(self, x):\n", - " self.weight.data*=self.mask\n", - " return super(MaskedCNN, self).forward(x)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Задача 4\n", - "\n", - "Опишите свою модель" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "class PixelCNN(nn.Module):\n", - " def __init__(self, input_channels=1, num_pixels=10):\n", - " super(PixelCNN,self).__init__()\n", - " self.layers = nn.Sequential(\n", - " # YOUR CODE\n", - " )\n", - " def forward(self, x):\n", - " x = x.float()\n", - " x = self.layers(x)\n", - " return x\n", - " \n", - " def generate_samples(self, starting_image, starting_point=(0, 0)):\n", - " self.eval()\n", - " # YOUR CODE\n", - " # hint, use torch.multinomial\n", - " return filled_image\n" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "def plot_losses(losses):\n", - " plt.figure(figsize=(10, 4))\n", - " plt.plot(losses)\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "model = PixelCNN().to(device)\n", - "optimizer = torch.optim.Adam(model.parameters())\n", - "criterion = nn.CrossEntropyLoss()" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "torch.Size([32, 10, 134, 91])" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "logits = model(image.to(device))\n", - "logits.shape" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "losses = []\n", - "starting_x, starting_y = 10, 10\n", - "\n", - "for i in range(50):\n", - " model.train()\n", - " for ind, (image, _) in tqdm(enumerate(train_loader), total=len(train_loader), leave=False):\n", - " optimizer.zero_grad()\n", - " image = image.to(device)\n", - " logits = model(image)\n", - " loss = criterion(logits,\n", - " image.long().squeeze())\n", - " loss.backward()\n", - " losses.append(loss.item())\n", - " optimizer.step()\n", - " clear_output()\n", - " model.eval()\n", - " image, _ = next(iter(val_loader))\n", - " starting_image = image.clone()\n", - " starting_image[:, :, starting_x:, starting_y:] = 0\n", - " sample = model.generate_samples(starting_image[:2].to(device), (starting_x, starting_y))\n", - " plot_image(sample[0])\n", - " plot_losses(losses)\n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:25: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument.\n" - ] - } - ], - "source": [ - "model.eval()\n", - "starting_image = image[:8].clone()\n", - "starting_image[:, :, 30:, 30:] = 0\n", - "sample = model.generate_samples(starting_image.to(device), starting_point=(30, 30))" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "for i in sample:\n", - " plot_image(i, cmap='gray')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Вопрос\n", - "\n", - "Что делать когда у нас не черно-белые, а цветные изображения?" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.8" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/seminars/seminar-5-vae/vae-solved.ipynb b/seminars/seminar-5-vae/vae-solved.ipynb new file mode 100644 index 0000000..4aae4ca --- /dev/null +++ b/seminars/seminar-5-vae/vae-solved.ipynb @@ -0,0 +1,797 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "zZYnclCfWxO4" + }, + "outputs": [], + "source": [ + "from pydrive.auth import GoogleAuth\n", + "from pydrive.drive import GoogleDrive\n", + "from google.colab import auth\n", + "from oauth2client.client import GoogleCredentials\n", + "\n", + "auth.authenticate_user()\n", + "gauth = GoogleAuth()\n", + "gauth.credentials = GoogleCredentials.get_application_default()\n", + "drive = GoogleDrive(gauth)\n", + "\n", + "downloaded = drive.CreateFile({'id':\"0B7EVK8r0v71pZjFTYXZWM3FlRnM\"}) # Download Celeba dataset\n", + "downloaded.GetContentFile('img_align_celeba.zip') \n", + "!unzip img_align_celeba.zip > /dev/null" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "RmgrepI5XCCQ" + }, + "source": [ + "\n", + "# Загрузка данных\n", + "В качестве данных будем использовать датасет с лицами CelebA" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 900 + }, + "id": "PcwRNO8VXZF_", + "outputId": "69857e24-5e66-4e66-e806-a2e905fe1782" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": { + "tags": [] + }, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light", + "tags": [] + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "import os\n", + "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"0\"\n", + "\n", + "from tqdm import tqdm_notebook as tqdm\n", + "\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.utils as utils\n", + "from torchvision import datasets\n", + "import torchvision.transforms as transforms\n", + "from torchvision.utils import make_grid\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from typing import Callable, Optional\n", + "import PIL\n", + "import os\n", + "\n", + "batch_size = 64\n", + "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n", + "\n", + "transforms = transforms.Compose([ # Compose combines a number of transforms into one operation\n", + " transforms.Resize((64, 64)),\n", + " transforms.ToTensor(), # PIL Image -> Tensor\n", + " transforms.Normalize([0.5], [0.5])\n", + "])\n", + "\n", + "# We can use torchvision package to get MNIST dataset\n", + "\n", + "CELEBA_PATH = \"./img_align_celeba/\"\n", + "\n", + "class CelebA(torch.utils.data.Dataset):\n", + " def __init__(self, root_path:str, transform: Optional[Callable] = None):\n", + " super().__init__()\n", + " self.transform = transform\n", + " self.root_path = root_path\n", + " self.img_paths = os.listdir(root_path)\n", + "\n", + " def __len__(self):\n", + " return len(self.img_paths)\n", + "\n", + " def __getitem__(self, idx:int):\n", + " img = PIL.Image.open(os.path.join(self.root_path, self.img_paths[idx]))\n", + " if self.transform: img = self.transform(img)\n", + " return img\n", + "\n", + " \n", + "\n", + "\n", + "full_dataset = CelebA(CELEBA_PATH, transform=transforms)\n", + "\n", + "dataloader = torch.utils.data.DataLoader(dataset=full_dataset,\n", + " batch_size=64,\n", + " shuffle=True,\n", + " drop_last=True)\n", + "\n", + "from torchvision.utils import make_grid\n", + "plt.figure(figsize=(15,15))\n", + "plt.imshow(make_grid([full_dataset[i] for i in range(25)], nrow=5).permute(1,2,0))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Ob02Xn_0Xaj8" + }, + "source": [ + "# Variational Auto Encoder (VAE)\n", + "\n", + "## Проблема\n", + "\n", + "Неполное покрытие латентного пространства (нерегулярность) обычными автокодировщиками\n", + "\n", + "![](https://miro.medium.com/max/1000/1*83S0T8IEJyudR_I5rI9now@2x.png)\n", + "\n", + "## Решение\n", + "\n", + "Давайте выучивать не точечную оценку на z для x, а апостериорное распределение (вероятность) z при данном x: $p(z|x)$\n", + "\n", + "## Проблема 2\n", + "Мы не знаем этого распределения. Всё, что мы знаем - это априорное распределение $p(z)$ (например, пусть оно будет стандартное нормальное)\n", + "\n", + "## Решение \n", + "\n", + "Давайте приблизим $p(z|x)$ нейросетью $q_x(z)$:\n", + "\n", + "![](https://miro.medium.com/max/700/1*j9goPhh0meH884uGL70Aqg@2x.png)\n", + "\n", + "Приближать $q_x(z)$ к $p(z|x)$ будем минимизацией KL-дивергенции:\n", + "\n", + "![](https://miro.medium.com/max/700/1*v56YF5KqZk35r85EZBZuAQ@2x.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "id": "wbnwinMlXbAb" + }, + "outputs": [], + "source": [ + "# The code is taken from https://github.com/ku2482/vae.pytorch\n", + "\n", + "class Encoder(nn.Module):\n", + " def __init__(self, nc, nef, nz, isize, device):\n", + " super(Encoder, self).__init__()\n", + "\n", + " # Device\n", + " self.device = device\n", + "\n", + " # Encoder: (nc, isize, isize) -> (nef*8, isize//16, isize//16)\n", + " self.encoder = nn.Sequential(\n", + " nn.Conv2d(nc, nef, 4, 2, padding=1),\n", + " nn.LeakyReLU(0.2, True),\n", + " nn.BatchNorm2d(nef),\n", + "\n", + " nn.Conv2d(nef, nef*2, 4, 2, padding=1),\n", + " nn.LeakyReLU(0.2, True),\n", + " nn.BatchNorm2d(nef*2),\n", + "\n", + " nn.Conv2d(nef*2, nef*4, 4, 2, padding=1),\n", + " nn.LeakyReLU(0.2, True),\n", + " nn.BatchNorm2d(nef*4),\n", + "\n", + " nn.Conv2d(nef*4, nef*8, 4, 2, padding=1),\n", + " nn.LeakyReLU(0.2, True),\n", + " nn.BatchNorm2d(nef*8)\n", + " )\n", + "\n", + " # Map the encoded feature map to the latent vector of mean, (log)variance\n", + " out_size = isize // 16\n", + " self.mean = nn.Linear(nef*8*out_size*out_size, nz)\n", + " self.logvar = nn.Linear(nef*8*out_size*out_size, nz)\n", + "\n", + " @staticmethod\n", + " def reparametrize(mu, logvar):\n", + " std = torch.exp(0.5*logvar)\n", + " eps = torch.randn_like(std)\n", + " return mu + eps*std\n", + "\n", + " def forward(self, inputs):\n", + " # Batch size\n", + " batch_size = inputs.size(0)\n", + " # Encoded feature map\n", + " hidden = self.encoder(inputs)\n", + " # Reshape\n", + " hidden = hidden.view(batch_size, -1)\n", + " # Calculate mean and (log)variance\n", + " mean, logvar = self.mean(hidden), self.logvar(hidden)\n", + " # Sample\n", + " latent_z = self.reparametrize(mean, logvar)\n", + "\n", + " return latent_z, mean, logvar\n", + "\n", + "class Decoder(nn.Module):\n", + " def __init__(self, nc, ndf, nz, isize):\n", + " super(Decoder, self).__init__()\n", + "\n", + " # Map the latent vector to the feature map space\n", + " self.ndf = ndf\n", + " self.out_size = isize // 16\n", + " self.decoder_dense = nn.Sequential(\n", + " nn.Linear(nz, ndf*8*self.out_size*self.out_size),\n", + " nn.ReLU(True)\n", + " )\n", + " # Decoder: (ndf*8, isize//16, isize//16) -> (nc, isize, isize)\n", + " self.decoder_conv = nn.Sequential(\n", + " nn.UpsamplingNearest2d(scale_factor=2),\n", + " nn.Conv2d(ndf*8, ndf*4, 3, padding=1),\n", + " nn.LeakyReLU(0.2, True),\n", + " nn.BatchNorm2d(ndf*4, 1.e-3),\n", + "\n", + " nn.UpsamplingNearest2d(scale_factor=2),\n", + " nn.Conv2d(ndf*4, ndf*2, 3, padding=1),\n", + " nn.LeakyReLU(0.2, True),\n", + " nn.BatchNorm2d(ndf*2, 1.e-3),\n", + " \n", + " nn.UpsamplingNearest2d(scale_factor=2),\n", + " nn.Conv2d(ndf*2, ndf, 3, padding=1),\n", + " nn.LeakyReLU(0.2, True),\n", + " nn.BatchNorm2d(ndf, 1.e-3),\n", + "\n", + " nn.UpsamplingNearest2d(scale_factor=2),\n", + " nn.Conv2d(ndf, nc, 3, padding=1)\n", + " )\n", + "\n", + " def forward(self, input):\n", + " batch_size = input.size(0)\n", + " hidden = self.decoder_dense(input).view(\n", + " batch_size, self.ndf*8, self.out_size, self.out_size)\n", + " output = self.decoder_conv(hidden)\n", + " return output\n", + "\n", + "class VAE(nn.Module):\n", + " def __init__(self, nc=3, ndf=32, nef=32, nz=100, isize=64, device=torch.device(\"cuda:0\"), is_train=True):\n", + " super(VAE, self).__init__()\n", + "\n", + " self.nz = nz\n", + " self.isize=isize\n", + " # Encoder\n", + " self.encoder = Encoder(nc=nc, nef=nef, nz=nz, isize=isize, device=device)\n", + " # Decoder\n", + " self.decoder = Decoder(nc=nc, ndf=ndf, nz=nz, isize=isize)\n", + "\n", + " if is_train == False:\n", + " for param in self.encoder.parameters():\n", + " param.requires_grad = False\n", + " for param in self.decoder.parameters():\n", + " param.requires_grad = False\n", + "\n", + " def forward(self, x):\n", + " latent_z, mean, logvar = self.encoder(x)\n", + " rec_x = self.decoder(latent_z)\n", + " return rec_x, mean, logvar\n", + " \n", + " def encode(self, x):\n", + " latent_z, _, _ = self.encoder(x)\n", + " return latent_z\n", + "\n", + " def decode(self, z):\n", + " return self.decoder(z)\n", + "\n", + " @staticmethod\n", + " def reparametrize(mu, logvar):\n", + " std = torch.exp(0.5*logvar)\n", + " eps = torch.randn_like(std)\n", + " return mu + eps*std\n", + "\n", + " def sample(self, size):\n", + " sample = torch.randn(size, self.nz).to(self.device)\n", + " return model.decode(sample)\n", + " \n", + " @property\n", + " def device(self): return next(self.parameters()).device\n", + "\n", + "model = VAE().to(device)\n", + "optimizer = torch.optim.Adam(model.parameters(), lr=1e-3)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "tM99pbkVbQ27" + }, + "source": [ + "# Обучение VAE\n", + "Реализуйте вариационный автокодировщик (VAE)\n", + "\n", + "**Подсказка 1**:\n", + "$$L = \\int_zq(z)log(p(x|\\Theta,z))dz - KL(q(z)||p(z))$$\n", + "**Подсказка 2**:\n", + "\n", + "$$p(z)=\\mathcal{N}(0,1)$$\n", + "\n", + "$$q(z)=\\mathcal{N}(\\mu_1,\\Sigma_1)$$\n", + "\n", + "$\\Sigma_1$ - диагональная!\n", + "\n", + "$$\\mathcal{D}[\\mathcal{N}(\\mu_0, \\Sigma_0)||\\mathcal{N}(\\mu_1, \\Sigma_1)] = \\frac{1}{2}\\big(tr(\\Sigma_1^{-1}\\Sigma_0)+(\\mu_1-\\mu_0)^T\\Sigma_1^{-1}(\\mu_1-\\mu_0)-k+\\log(\\frac{\\det\\Sigma_1}{\\det\\Sigma_0})\\big)$$\n", + "(k-размерность)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 434, + "referenced_widgets": [ + "8eed5a5b79c141518d5617010c90a256", + "b367a29430d245f1be811f6a6f766364", + "e460c14e8aa74f7fa5a087a44c87a38f", + "48c6f6e0543e441fa3310256c54b8e0a", + "a3f1ebca8cb94055bf7a43501fb47336", + "43a27290c913474c86ca7275a39d73ec", + "70a64def9e6040f5adf1839aa2cb7262", + "3b6de232b2bb43c7abcbd3d1e53a86fc" + ] + }, + "id": "fnWLi1d0aS8y", + "outputId": "5267c145-74ae-4fc0-b75d-2804c5f8574d" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:29: TqdmDeprecationWarning: This function will be removed in tqdm==5.0.0\n", + "Please use `tqdm.notebook.tqdm` instead of `tqdm.tqdm_notebook`\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "8eed5a5b79c141518d5617010c90a256", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='[KL: ?] [MSE: ?]', max=31650.0, style=ProgressStyle(descr…" + ] + }, + "metadata": { + "tags": [] + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "ename": "KeyboardInterrupt", + "evalue": "ignored", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 29\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mtqdm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtotal\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mepochs\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdataloader\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdesc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34mf\"[KL: ?] [MSE: ?]\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mpbar\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 30\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mepoch\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mepochs\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 31\u001b[0;31m \u001b[0mtrain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpbar\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 32\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mno_grad\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 33\u001b[0m \u001b[0msample\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msample\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m64\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcpu\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m\u001b[0m in \u001b[0;36mtrain\u001b[0;34m(pbar)\u001b[0m\n\u001b[1;32m 21\u001b[0m \u001b[0mloss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmse_loss\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mkld_loss\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[0mloss\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 23\u001b[0;31m \u001b[0mtrain_loss\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mloss\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m;\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 24\u001b[0m \u001b[0mtrain_mse\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mmse_loss\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m;\u001b[0m \u001b[0mtrain_kld\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mkld_loss\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 25\u001b[0m \u001b[0moptimizer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "import torch.nn.functional as F\n", + "\n", + "def loss_function(recon_x, x, mu, logvar):\n", + " batch_size = recon_x.shape[0]\n", + " MSE = F.mse_loss(recon_x.view(batch_size,-1), x.view(batch_size, -1), reduction='sum')\n", + " KLD = -0.5 * torch.sum(1 + logvar - mu.pow(2) - logvar.exp())\n", + " return MSE, KLD\n", + "\n", + "log_interval=10\n", + "epochs=10\n", + "\n", + "\n", + "def train(pbar):\n", + " model.train()\n", + " train_mse, train_kld, train_loss = 0, 0, 0\n", + " for batch_idx, data in enumerate(dataloader):\n", + " data = data.to(device)\n", + " optimizer.zero_grad()\n", + " recon_batch, mu, logvar = model(data)\n", + " mse_loss, kld_loss = loss_function(recon_batch, data, mu, logvar)\n", + " loss = mse_loss + kld_loss\n", + " loss.backward()\n", + " train_loss += loss.item();\n", + " train_mse += mse_loss.item(); train_kld += kld_loss.item()\n", + " optimizer.step()\n", + " pbar.set_description(f\"[KL: {kld_loss.item()/len(data) :.2f}] [MSE: {mse_loss.item()/len(data): .2f}]\")\n", + " pbar.update(1)\n", + " \n", + "with tqdm(total=epochs*len(dataloader), desc=f\"[KL: ?] [MSE: ?]\") as pbar:\n", + " for epoch in range(1, epochs + 1):\n", + " train(pbar)\n", + " with torch.no_grad():\n", + " sample = model.sample(64).cpu()\n", + " log_img = make_grid(sample)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 901 + }, + "id": "IL_TpQPjbqcG", + "outputId": "8e1f80f8-6842-41b5-bb90-aa6d3efaa002" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": { + "tags": [] + }, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light", + "tags": [] + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(15,15))\n", + "plt.imshow(log_img.permute(1,2,0))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "cErFYgCIqhIO" + }, + "source": [ + "# Links\n", + "* simple explanation - [towardsds](https://towardsdatascience.com/understanding-variational-autoencoders-vaes-f70510919f73)\n", + "\n", + "* ELBO inference - [link](https://chrisorm.github.io/VI-ELBO.html)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "u0-9M36bi9kQ" + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "collapsed_sections": [], + "name": "VAE.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "3b6de232b2bb43c7abcbd3d1e53a86fc": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "43a27290c913474c86ca7275a39d73ec": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "48c6f6e0543e441fa3310256c54b8e0a": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_3b6de232b2bb43c7abcbd3d1e53a86fc", + "placeholder": "​", + "style": "IPY_MODEL_70a64def9e6040f5adf1839aa2cb7262", + "value": " 8648/31650 [17:44<47:12, 8.12it/s]" + } + }, + "70a64def9e6040f5adf1839aa2cb7262": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "8eed5a5b79c141518d5617010c90a256": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_e460c14e8aa74f7fa5a087a44c87a38f", + "IPY_MODEL_48c6f6e0543e441fa3310256c54b8e0a" + ], + "layout": "IPY_MODEL_b367a29430d245f1be811f6a6f766364" + } + }, + "a3f1ebca8cb94055bf7a43501fb47336": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "initial" + } + }, + "b367a29430d245f1be811f6a6f766364": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "e460c14e8aa74f7fa5a087a44c87a38f": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "danger", + "description": "[KL: 136.10] [MSE: 381.62]: 27%", + "description_tooltip": null, + "layout": "IPY_MODEL_43a27290c913474c86ca7275a39d73ec", + "max": 31650, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_a3f1ebca8cb94055bf7a43501fb47336", + "value": 8648 + } + } + } + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/seminars/seminar-5-vae/vae.ipynb b/seminars/seminar-5-vae/vae.ipynb new file mode 100644 index 0000000..a5f82b0 --- /dev/null +++ b/seminars/seminar-5-vae/vae.ipynb @@ -0,0 +1,795 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "zZYnclCfWxO4" + }, + "outputs": [], + "source": [ + "from pydrive.auth import GoogleAuth\n", + "from pydrive.drive import GoogleDrive\n", + "from google.colab import auth\n", + "from oauth2client.client import GoogleCredentials\n", + "\n", + "auth.authenticate_user()\n", + "gauth = GoogleAuth()\n", + "gauth.credentials = GoogleCredentials.get_application_default()\n", + "drive = GoogleDrive(gauth)\n", + "\n", + "downloaded = drive.CreateFile({'id':\"0B7EVK8r0v71pZjFTYXZWM3FlRnM\"}) # Download Celeba dataset\n", + "downloaded.GetContentFile('img_align_celeba.zip') \n", + "!unzip img_align_celeba.zip > /dev/null" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "RmgrepI5XCCQ" + }, + "source": [ + "\n", + "# Загрузка данных\n", + "В качестве данных будем использовать датасет с лицами CelebA" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 900 + }, + "id": "PcwRNO8VXZF_", + "outputId": "69857e24-5e66-4e66-e806-a2e905fe1782" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": { + "tags": [] + }, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light", + "tags": [] + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "import os\n", + "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"0\"\n", + "\n", + "from tqdm import tqdm_notebook as tqdm\n", + "\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.utils as utils\n", + "from torchvision import datasets\n", + "import torchvision.transforms as transforms\n", + "from torchvision.utils import make_grid\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from typing import Callable, Optional\n", + "import PIL\n", + "import os\n", + "\n", + "batch_size = 64\n", + "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n", + "\n", + "transforms = transforms.Compose([ # Compose combines a number of transforms into one operation\n", + " transforms.Resize((64, 64)),\n", + " transforms.ToTensor(), # PIL Image -> Tensor\n", + " transforms.Normalize([0.5], [0.5])\n", + "])\n", + "\n", + "# We can use torchvision package to get MNIST dataset\n", + "\n", + "CELEBA_PATH = \"./img_align_celeba/\"\n", + "\n", + "class CelebA(torch.utils.data.Dataset):\n", + " def __init__(self, root_path:str, transform: Optional[Callable] = None):\n", + " super().__init__()\n", + " self.transform = transform\n", + " self.root_path = root_path\n", + " self.img_paths = os.listdir(root_path)\n", + "\n", + " def __len__(self):\n", + " return len(self.img_paths)\n", + "\n", + " def __getitem__(self, idx:int):\n", + " img = PIL.Image.open(os.path.join(self.root_path, self.img_paths[idx]))\n", + " if self.transform: img = self.transform(img)\n", + " return img\n", + "\n", + " \n", + "\n", + "\n", + "full_dataset = CelebA(CELEBA_PATH, transform=transforms)\n", + "\n", + "dataloader = torch.utils.data.DataLoader(dataset=full_dataset,\n", + " batch_size=64,\n", + " shuffle=True,\n", + " drop_last=True)\n", + "\n", + "from torchvision.utils import make_grid\n", + "plt.figure(figsize=(15,15))\n", + "plt.imshow(make_grid([full_dataset[i] for i in range(25)], nrow=5).permute(1,2,0))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Ob02Xn_0Xaj8" + }, + "source": [ + "# Variational Auto Encoder (VAE)\n", + "\n", + "## Проблема\n", + "\n", + "Неполное покрытие латентного пространства (нерегулярность) обычными автокодировщиками\n", + "\n", + "![](https://miro.medium.com/max/1000/1*83S0T8IEJyudR_I5rI9now@2x.png)\n", + "\n", + "## Решение\n", + "\n", + "Давайте выучивать не точечную оценку на z для x, а апостериорное распределение (вероятность) z при данном x: $p(z|x)$\n", + "\n", + "## Проблема 2\n", + "Мы не знаем этого распределения. Всё, что мы знаем - это априорное распределение $p(z)$ (например, пусть оно будет стандартное нормальное)\n", + "\n", + "## Решение \n", + "\n", + "Давайте приблизим $p(z|x)$ нейросетью $q_x(z)$:\n", + "\n", + "![](https://miro.medium.com/max/700/1*j9goPhh0meH884uGL70Aqg@2x.png)\n", + "\n", + "Приближать $q_x(z)$ к $p(z|x)$ будем минимизацией KL-дивергенции:\n", + "\n", + "![](https://miro.medium.com/max/700/1*v56YF5KqZk35r85EZBZuAQ@2x.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "id": "wbnwinMlXbAb" + }, + "outputs": [], + "source": [ + "# The code is taken from https://github.com/ku2482/vae.pytorch\n", + "\n", + "class Encoder(nn.Module):\n", + " def __init__(self, nc, nef, nz, isize, device):\n", + " super(Encoder, self).__init__()\n", + "\n", + " # Device\n", + " self.device = device\n", + "\n", + " # Encoder: (nc, isize, isize) -> (nef*8, isize//16, isize//16)\n", + " self.encoder = nn.Sequential(\n", + " nn.Conv2d(nc, nef, 4, 2, padding=1),\n", + " nn.LeakyReLU(0.2, True),\n", + " nn.BatchNorm2d(nef),\n", + "\n", + " nn.Conv2d(nef, nef*2, 4, 2, padding=1),\n", + " nn.LeakyReLU(0.2, True),\n", + " nn.BatchNorm2d(nef*2),\n", + "\n", + " nn.Conv2d(nef*2, nef*4, 4, 2, padding=1),\n", + " nn.LeakyReLU(0.2, True),\n", + " nn.BatchNorm2d(nef*4),\n", + "\n", + " nn.Conv2d(nef*4, nef*8, 4, 2, padding=1),\n", + " nn.LeakyReLU(0.2, True),\n", + " nn.BatchNorm2d(nef*8)\n", + " )\n", + "\n", + " # Map the encoded feature map to the latent vector of mean, (log)variance\n", + " out_size = isize // 16\n", + " self.mean = nn.Linear(nef*8*out_size*out_size, nz)\n", + " self.logvar = nn.Linear(nef*8*out_size*out_size, nz)\n", + "\n", + " @staticmethod\n", + " def reparametrize(mu, logvar):\n", + " std = torch.exp(0.5*logvar)\n", + " eps = torch.randn_like(std)\n", + " return mu + eps*std\n", + "\n", + " def forward(self, inputs):\n", + " # Batch size\n", + " batch_size = inputs.size(0)\n", + " # Encoded feature map\n", + " hidden = self.encoder(inputs)\n", + " # Reshape\n", + " hidden = hidden.view(batch_size, -1)\n", + " # Calculate mean and (log)variance\n", + " mean, logvar = self.mean(hidden), self.logvar(hidden)\n", + " # Sample\n", + " latent_z = self.reparametrize(mean, logvar)\n", + "\n", + " return latent_z, mean, logvar\n", + "\n", + "class Decoder(nn.Module):\n", + " def __init__(self, nc, ndf, nz, isize):\n", + " super(Decoder, self).__init__()\n", + "\n", + " # Map the latent vector to the feature map space\n", + " self.ndf = ndf\n", + " self.out_size = isize // 16\n", + " self.decoder_dense = nn.Sequential(\n", + " nn.Linear(nz, ndf*8*self.out_size*self.out_size),\n", + " nn.ReLU(True)\n", + " )\n", + " # Decoder: (ndf*8, isize//16, isize//16) -> (nc, isize, isize)\n", + " self.decoder_conv = nn.Sequential(\n", + " nn.UpsamplingNearest2d(scale_factor=2),\n", + " nn.Conv2d(ndf*8, ndf*4, 3, padding=1),\n", + " nn.LeakyReLU(0.2, True),\n", + " nn.BatchNorm2d(ndf*4, 1.e-3),\n", + "\n", + " nn.UpsamplingNearest2d(scale_factor=2),\n", + " nn.Conv2d(ndf*4, ndf*2, 3, padding=1),\n", + " nn.LeakyReLU(0.2, True),\n", + " nn.BatchNorm2d(ndf*2, 1.e-3),\n", + " \n", + " nn.UpsamplingNearest2d(scale_factor=2),\n", + " nn.Conv2d(ndf*2, ndf, 3, padding=1),\n", + " nn.LeakyReLU(0.2, True),\n", + " nn.BatchNorm2d(ndf, 1.e-3),\n", + "\n", + " nn.UpsamplingNearest2d(scale_factor=2),\n", + " nn.Conv2d(ndf, nc, 3, padding=1)\n", + " )\n", + "\n", + " def forward(self, input):\n", + " batch_size = input.size(0)\n", + " hidden = self.decoder_dense(input).view(\n", + " batch_size, self.ndf*8, self.out_size, self.out_size)\n", + " output = self.decoder_conv(hidden)\n", + " return output\n", + "\n", + "class VAE(nn.Module):\n", + " def __init__(self, nc=3, ndf=32, nef=32, nz=100, isize=64, device=torch.device(\"cuda:0\"), is_train=True):\n", + " super(VAE, self).__init__()\n", + "\n", + " self.nz = nz\n", + " self.isize=isize\n", + " # Encoder\n", + " self.encoder = Encoder(nc=nc, nef=nef, nz=nz, isize=isize, device=device)\n", + " # Decoder\n", + " self.decoder = Decoder(nc=nc, ndf=ndf, nz=nz, isize=isize)\n", + "\n", + " if is_train == False:\n", + " for param in self.encoder.parameters():\n", + " param.requires_grad = False\n", + " for param in self.decoder.parameters():\n", + " param.requires_grad = False\n", + "\n", + " def forward(self, x):\n", + " latent_z, mean, logvar = self.encoder(x)\n", + " rec_x = self.decoder(latent_z)\n", + " return rec_x, mean, logvar\n", + " \n", + " def encode(self, x):\n", + " latent_z, _, _ = self.encoder(x)\n", + " return latent_z\n", + "\n", + " def decode(self, z):\n", + " return self.decoder(z)\n", + "\n", + " @staticmethod\n", + " def reparametrize(mu, logvar):\n", + " std = torch.exp(0.5*logvar)\n", + " eps = torch.randn_like(std)\n", + " return mu + eps*std\n", + "\n", + " def sample(self, size):\n", + " sample = torch.randn(size, self.nz).to(self.device)\n", + " return model.decode(sample)\n", + " \n", + " @property\n", + " def device(self): return next(self.parameters()).device\n", + "\n", + "model = VAE().to(device)\n", + "optimizer = torch.optim.Adam(model.parameters(), lr=1e-3)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "tM99pbkVbQ27" + }, + "source": [ + "# Обучение VAE\n", + "Реализуйте вариационный автокодировщик (VAE)\n", + "\n", + "**Подсказка 1**:\n", + "$$L = \\int_zq(z)log(p(x|\\Theta,z))dz - KL(q(z)||p(z))$$\n", + "**Подсказка 2**:\n", + "\n", + "$$p(z)=\\mathcal{N}(0,1)$$\n", + "\n", + "$$q(z)=\\mathcal{N}(\\mu_1,\\Sigma_1)$$\n", + "\n", + "$\\Sigma_1$ - диагональная!\n", + "\n", + "$$\\mathcal{D}[\\mathcal{N}(\\mu_0, \\Sigma_0)||\\mathcal{N}(\\mu_1, \\Sigma_1)] = \\frac{1}{2}\\big(tr(\\Sigma_1^{-1}\\Sigma_0)+(\\mu_1-\\mu_0)^T\\Sigma_1^{-1}(\\mu_1-\\mu_0)-k+\\log(\\frac{\\det\\Sigma_1}{\\det\\Sigma_0})\\big)$$\n", + "(k-размерность)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 434, + "referenced_widgets": [ + "8eed5a5b79c141518d5617010c90a256", + "b367a29430d245f1be811f6a6f766364", + "e460c14e8aa74f7fa5a087a44c87a38f", + "48c6f6e0543e441fa3310256c54b8e0a", + "a3f1ebca8cb94055bf7a43501fb47336", + "43a27290c913474c86ca7275a39d73ec", + "70a64def9e6040f5adf1839aa2cb7262", + "3b6de232b2bb43c7abcbd3d1e53a86fc" + ] + }, + "id": "fnWLi1d0aS8y", + "outputId": "5267c145-74ae-4fc0-b75d-2804c5f8574d" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:29: TqdmDeprecationWarning: This function will be removed in tqdm==5.0.0\n", + "Please use `tqdm.notebook.tqdm` instead of `tqdm.tqdm_notebook`\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "8eed5a5b79c141518d5617010c90a256", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='[KL: ?] [MSE: ?]', max=31650.0, style=ProgressStyle(descr…" + ] + }, + "metadata": { + "tags": [] + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "ename": "KeyboardInterrupt", + "evalue": "ignored", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 29\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mtqdm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtotal\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mepochs\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdataloader\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdesc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34mf\"[KL: ?] [MSE: ?]\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mpbar\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 30\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mepoch\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mepochs\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 31\u001b[0;31m \u001b[0mtrain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpbar\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 32\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mno_grad\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 33\u001b[0m \u001b[0msample\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msample\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m64\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcpu\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m\u001b[0m in \u001b[0;36mtrain\u001b[0;34m(pbar)\u001b[0m\n\u001b[1;32m 21\u001b[0m \u001b[0mloss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmse_loss\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mkld_loss\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[0mloss\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 23\u001b[0;31m \u001b[0mtrain_loss\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mloss\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m;\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 24\u001b[0m \u001b[0mtrain_mse\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mmse_loss\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m;\u001b[0m \u001b[0mtrain_kld\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mkld_loss\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 25\u001b[0m \u001b[0moptimizer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "import torch.nn.functional as F\n", + "\n", + "def loss_function(recon_x, x, mu, logvar):\n", + " ??? # Your code here!\n", + " return MSE, KLD\n", + "\n", + "log_interval=10\n", + "epochs=10\n", + "\n", + "\n", + "def train(pbar):\n", + " model.train()\n", + " train_mse, train_kld, train_loss = 0, 0, 0\n", + " for batch_idx, data in enumerate(dataloader):\n", + " data = data.to(device)\n", + " optimizer.zero_grad()\n", + " recon_batch, mu, logvar = model(data)\n", + " mse_loss, kld_loss = loss_function(recon_batch, data, mu, logvar)\n", + " loss = mse_loss + kld_loss\n", + " loss.backward()\n", + " train_loss += loss.item();\n", + " train_mse += mse_loss.item(); train_kld += kld_loss.item()\n", + " optimizer.step()\n", + " pbar.set_description(f\"[KL: {kld_loss.item()/len(data) :.2f}] [MSE: {mse_loss.item()/len(data): .2f}]\")\n", + " pbar.update(1)\n", + " \n", + "with tqdm(total=epochs*len(dataloader), desc=f\"[KL: ?] [MSE: ?]\") as pbar:\n", + " for epoch in range(1, epochs + 1):\n", + " train(pbar)\n", + " with torch.no_grad():\n", + " sample = model.sample(64).cpu()\n", + " log_img = make_grid(sample)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 901 + }, + "id": "IL_TpQPjbqcG", + "outputId": "8e1f80f8-6842-41b5-bb90-aa6d3efaa002" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": { + "tags": [] + }, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1cAAANSCAYAAACJDzRDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy9y48lW7Lm9bO1lrvvHRGZeep1qlT39gVEN6J7igQScyRmTAExRD1CYggSzPkfesAEIQFTpJYQA5iiloABDU3T4tG36lbVeWRmxH65+3oYA1tru0dknFPnnso8mVXtX8pz79gPd9/+WMs+s8/MRFXZsGHDhg0bNmzYsGHDhg1/GNzH3oENGzZs2LBhw4YNGzZs+FPARq42bNiwYcOGDRs2bNiw4T1gI1cbNmzYsGHDhg0bNmzY8B6wkasNGzZs2LBhw4YNGzZseA/YyNWGDRs2bNiwYcOGDRs2vAds5GrDhg0bNmzYsGHDhg0b3gM+CLkSkX9TRP5PEfknIvIff4htbNiwYcOGDRs2bNiwYcOnBHnffa5ExAP/GPg3gF8B/wD4d1T1f3+vG9qwYcOGDRs2bNiwYcOGTwgfInL1rwL/RFX/b1Wdgf8K+Lc+wHY2bNiwYcOGDRs2bNiw4ZNB+ADr/DPgL1d//wr4177tCyLyfsNnGzZs2LBhw4YNGzZs2PCBoKry3Osfglx9J4jI3wX+7sfa/oYNGzZs2LBhw4YNGza8T3wIcvVr4G+s/v7z+tojqOrfA/4e/PFHrp6lrSv8Uf84wDlH6HqQ3/dLn/+tWv/TZ15bHp5+Ux4fV3n67lOsX9F3X5Mnn1jvwKN9tB21XER9svPf8Uw+e5jk8VvSHh5/+FsPsSo5p7bzq7U9ffy2fXvuM/Lo4Z3X33nv9xyHv86xeveLPxyenoxHu9EuTl0d7++2f2F9remyhe/769a7+U27fMVqI9+UTqvf8vVvWd2jv9+5l78Dvus2f98+fN/tb/guaGfphzmqw7DDOffNQ82G9wh99rQqSs6FeZ5/+F3a8J3h5N3pW/XJ4/dY79p6EOE6z4hziAiCILLauLxjtTz79Lvg3TlKH72uz3yo2YuPX17/8e4Y1uw9BbSo2Xfvud7EU3wIcvUPgL8lIv8CRqr+beDf/QDb+ei4Awbg1sPO2cWfFZr9m4EZiEABEvZaM7RK/bs9fqr4O//Kv86//x/9Z+QXPSUEsga87xDniKr2A4AsSlaxY5ALc1amVJhTZirKOQuXKTMlOCaYYyYWZYw2sJeseO/x3uGdo+86vBOcdwQnOBGcEzoviHN473FiN77zDteMYlE8RlzUQXCe4BxhEEqGkiHHSCqFmDPxMjLHxDlG7l8fuFxG3j4cOL95Szqf4HCAyxHiBCXZICMCZAgeQgApdmKdgLO3HYJ34J3QdY7eO4Jz9MHTd54uBPb7PZ0XM8iz0AWhD4JzHT44fO/pu0C+HDl/9Rv+p//2v+bNb/+qnplfAq+AW5AdSA++Ay12AfZDHSUVwm7ZV9eDc/Y89OC8PQYP3kPoIDhs5wWcWnamq+uSgp30Ys9LsW2SIOe6/XqgtdgjmeWq17qeSmCfLm3g01wfse9diW491ihINcwEnPOryacOwQI4d137lVqIIOIQcQTf2fEQR85KiRGdIpyOcDzA29dw/xryBTh+673ywsO/97nw0is7QC710sgQT3aoitpY0EhOO5qJ60+hq0sAbnvY3cBwA91O8H0gDB0+9IjYb5NSKLmQxoROI3kqXO4hT3ZKxuXIU1idztXjel5c79OEjWGXukzAefV8qmc3PfkNbd3tt3igr4/tveVMPd6/58bHWNc/1m3Oq31q+7fhm9Hf7PDBxm7n7KwXhaLFjrl4skJRoSRdLtaCPc+l3lDfZJS0s97ed7C68+ysjddPe+/5L/7L/4a/9S//bbqbHleHm93qG8q71+aGvy6yjaWpDgYp0+56xXO+f8t//z/8j/yH/8l/+rF3dMO34O/8Ofz5j6F4rgP0PMPpAA/3cDrBReFQP6/Lx1DsjPv62GNzS8AsiN7BEOBnv4Dbl/DiM+Fv/s2/zYuXn/Pi1S/5yS9+ye72FbsXP6Ub9ogPON9RvAfn6EOHYnOo1ElYr97AFWOrc2/RQimFlBOpKKUUSspMKRFT4jJOjDEyx8R8nplTZs6FkhNzyYwpcr5MpJyJKTFNI6qKcw7xDhyoFBu+inI5n7iMF8bzmS9+/Ru+/Kd/xdf/tNlRHwbvnVypahKR/wD477Bz+Z+r6j9839v5FDAI3Hi4G+DGzicxQxazJ2NejJhm0DTjo005zeyET5dgdbs9P/qzv8C92FG8Z84eH8wgjXXyVfT6W7IKKRemXIxcZWUs4CMwZ0gwz0qJBc2Kj4qfZqQUgg8E7wjeMfQ93jkjJ34hV31wOOdw3t5zQiVXy5TsW0xIIDgja92w2Pw5Z3IpxFKI48QUM26aicMD+XhG/FvIO3AHiL6yZAdlXox8EewSr+ZiI1ceVAR1QhEBrcOa8+Tg8X2g9B3aBdzNLd6L/Ubstw2dI4QeHxyh9wQfKPsbOif4blidmR7YA3cgeyNX2shVgdIvJCTsga4SsB58gK4zUuWDEbEQFnLV+UqsBPwTcuWauVuXRq40GvlsB7mRK9pjJWONWAksQ39bykKuSiVXVEOvnltbly4Wl4iRWe+W88AqQhPsdbvvzHtFJVbiHOJ6xNvfWkDniHYTFIFYIIwgR+wi+HZ44Oed8sqbkSiRK6+MrjpfVuSqHYFS194Myb4tYoRt19nS7wTfO8Lg8J1HGrnMQkmQEQpCUrgESPNCkNZEpU2ya5K1xnPk6lyXCfttjWCNLMRnTa7andHV39Jhzqj1ttfnqW0z83j77e/mqGpkbX02fF1PO9wbnkLABfAdErp63QiiglCMBkmozlyhiFZiVerJqPd9YeXw4JnQ5np2k2X8qbuAE0jj9bWf/+LP+Iu/8c8x3Hb46qDsnt/7Dd8bbT6IRq5ysvNZh9nppy/5+T/62cfeyQ2/B7sO7nZ2G2v1aY5A6WD2Ni63sfWpe6M5s9riV48e6BR6tSDBbQ+vboSffHbDqx/d8dmPX/L5L3/K/u5H3Lz8nG53gwsd4nqyc0auuh7Eo+LqPCvX7VpGkquOz4Vc5VJIKZFKJVopM82ROSXOl5HLHJnmyHSZmaMRr5zt8RJnuvPInBLzHAmXE0ULThzSeaTaKkWgqOJ3A/5ywvUd7u0DrntulHm/+CA5V6r694G//yHW/Slh7+Guh1e3sK8O/jlCcjaGTWO1RVmMjqeGzNpjPXENAn1SUOdJw469Gwg4sgJ4ijpK1qsBnItejaKiDupvl+BxGXwGDYWCknIhZrNds1Oy96gopTcSIs7bjSDOolNOELuP8cHjnNjz+ppzi73++FFxiO1HXt7zwZPV4wo4F5CYyTJwvlXG4sgPIxp6cJ2doEuE0wTTpU5O2YiCl7rxlcHvjZgUL5TgLSI0BC5Dh+s8ZdeTciblDh8CyQu9c/YejiIe5zNNLZOzIOLZvfgxzq9v2YCZrTuQwYhTCaCV4CRZjbLePu+riSsB3FCjWPW5D3ZApQPxKx3CyvsszSWQKml0XM3fK0daxS6k2LpopGpFrhwskah2HTWiVslVswBKWfahLCfyuiUBcTVkWHdB6gCP91dvGvXzOMFh5ESCefLFOXyxK6ZAjeYNtlxjL98OJ/DKwwsHg9pXmn3qnDn/IwsZWEdo2qlqkatGsIYOdsE8i31w+CD4IDhv94R9yfY7d0JOdQLuYHYLiWlE5enE+lxkoN3H7f22v6yOwjr6FFiIzTr61qJVu/r37sn217+5HY95dUzik+dz/V5gIYxrT+wDf0rk6l15y/dejzhUOltcoDgbFdu9AzbGqAjaCJLq1QivIa3lcXU7orLcs9Jo8tW0qmMG1WlzA6cvbHyyF/EumPLjmV++4X3AIgo2vrcoVoSckJTYvejpb/uPvZMbfg+8M59nH2xOSRmyMxm6r1O1qI2PbRxuWBOsNv62MTdTb/O8TMXeC6Eb6HYd3a0QdgPdbqC/6eiGAec7cL05tEUIfQfOW/QKUFVKtb9sbjInOAgqghRTHCkKWcjiUBy+gFfBh4zPiveK7wVPJGC2qMcRsiJis0NRR84WoSpScE7q2CYQQJzgux0+Z3xKpNCT3YcvN/HRClr8sUOwqNXegaQ6v6gZ8OYFNId5X+eZpxIcWIwJt1pn4rv4x39YKELWQKpe8qgJpx4FkqarQZ2lVFmg3SxGspRc0hLJilUqOCemqTAnmLMjp2xh3RzI6hD1pJjJKA6l+EqiBKS4qxwwOEwWKIKjVMOutFsL0UJxQnGCBr+KOlVDt1jELaVCzpE5nRnHI+e3X1O++i28eQO//kv46ncWf59Gi9CsY47STMJ6RqVFUKqZ6cQIVucpwXMYOk67DukDv7vdI13Ad57P+j23NwM3twO3u55+t2e4fWHGvRbIIzHF1Zm5BV5iEakaYerCYtt0/RIFGjp7r/PQObs4u7p4Z2HYIFUKqEu0StKKDEllqBl0tt/fiJzW5yUukav1aN2khK4do5Xrey3za1GpRrTa8b2SrzYdtNOoVRdOlchVQkXL42jMe/Gk2YftGnIi+OCMvItdJ6Jis5avZNRXsvkdOlcIVSYsDodQJF9VpM2QbWtZSzbW3197F4PYKQteCN7hww0+dDjf4YKddxGH04K6gtMOyYKUmdxPxrUzuPz8Np6LWq0nYlhIUL8c+UeeUTDisyZXjkV2siZXLXLVloamdFlHn9ZRq6fkqm1/YLkTW5Ssfff9odHFpwJK5XEM8n3jfaxXzEHU7+m6Pb4L+G71O0QQ0eoPqa+rkFUpV3kudt/mek86FpK18rssORlhsdya5edaRD0+2jsfBO8/TE+YDc+hXsehjmudwHSqWrMNnzJ2AV7sgN6c9z7ZlDsPMAw2ziZ7+9HI0Rz263G/Uem1XeoVXJUHlFlJY6LMBVcUUqakRIozoTOnsniPFEVFQEKde8WELIoRJ5XrENGEJapifhsciqcgqNh6VAoquuyptHUqKSaTCs6R8TJyOZ4Z58g4TpzPR3LJZgsEjwuefughKyrKZYycLiOH48jXv/2a8+H0gc/WRq6+F5rh0AfovY1P1zwCeUyampG0znNYe2tZfSbw4abpPwyCNsO1zbdtXi32/uLfblakW1ltuZKsQsyFuZGrORMzzNlTikU+XC5m3FJIueDUIl2ubbvavdoSLWuwoojg6+3tqrfEAiPFbk5cdZY24x5LbCyQMc1vzoWYEjHOlMsZDkd4eIC3b+F0D5eHKmlpIqh1dsi0er6K3NTjh5drmK10gdJVN9RDD8GkOq6/Zb7Zc3lhy3Bzxz4nfH9nRrkm8lUeB8tVE8ygcX4ZwUplolfWX/dHebKsrSN4JPlh9f4jMlRJ0KOlvbbKuWo5Uy0aJTWE03KtGtFtw/+VUD3ZSeXd17WewysVEFTt2C+7L2iLqLUgXjUArwm6VWqKGMFyODM0mkTSe5NPuudoyLsQgSE4OvE4FZK3vBVNXAN4azw9HWvS46Q6FELjdnYetJLNQqkx2YLdJYUiZfnLgTZOmN+5It/5+/eNPU9JWbv6utX+y5P3GrlqssAWYWpjaEMbF9vdk5bdfieKlup3G0F7uk+e90mu2nlve732+bYj1ujfJwjXIaHH9QO+6wldIPSOFl0WMQlgAYvmqrteUVmVUmriuFOTBVLHkzXBElkmBbg6M+xzTV7QtEywvo9sSJTvUitpw3tBc/pVMiViJOsH8ORv+MPQBdj1pvYvBXIVqfS9LZ03eV+nj6eZNblaj8/w2AkWavRYFJuzqoPUi1QRi9ZFrmoiGwVNI3LNyigmvte2nqvZ4a5ztmpbsMei79qW9XNFa05WUXJKpBhJMRLnSJwi0zQzT7ORKwTpPC57yystUESZ58g8zcxTZDyeSfNjJ8+HwHZHfQ94LGZwM8BNZ95Tx8rpnq+23zv+zvW0vH6tXeTNwPqk5IECeEfRSrCKUrK3gTn76rkQEG8RALCcqFJwkkzuJ8XyQGLhPCWOl8h5yqSszNqhqjVyAMXZDeWk2pNFLcpQBC+WV6KtYk2NXAlmLzjEJGHi7DPijGhQJ5F22xbshs2FTCFlSAnGKTOdZ7g/wOu38OVr+N2XkL4GPWCZJo1cwWJYjSym4DNYJ9eNT98cUAYO3R2Hm1t4ccfu88/YvXzB7XRkd/dTgu8ZXCDnlQncJkmt0r4qR0R9tVKryXrlgAqpmItK6nO3ek6VOV7JVPNu63LBtsn5HZLGiv+sPNrrSnvNKGtGqbbf4Fafk+vbjwnY8tJC8Fr+lF49XEakV6RLHPiy7HdbnH3WSJWvkkJnMtTqvafrYOhtRgsBkreEym+hISJws+/YqX02DoVIgVxIXT3crc4Hj8t8FB4Tj+Aqx+tAvIJTiswgBSGj2nTjYk4EzaQSKWUkayba7WnRq/h4vHlKrp7D+rSuhV7PEaz2mfVrjUh1WGZgi1wF3nUmtTEvr9bR7qa2D41wrcnVej8cS+Rq+pbf9dfD+tc8jV5qfa9GcT9FdDe4YWB3s2fY7em6wLDragqj4JwnVwcWTsiY8kBCsnzUolbHohW08Ku8q6Q8Knih2IXd9MzKY902DtQt4wc1iL4Rqx8Qa2IFoBb2+AFyUDb8Ydjt4O7OxvN2yzmx3P5pgksNWaX07tgJj8f8tTR7h+Va7XwNNNMEJhNCqqqJqp4QRxccPrjryhTFaTZTQ6XaErZFKdcsZ7TOsSpqBS3UvltytpQShVIyRS0ffr2kYhUt8xRJ88w8R6ZxYpxmxsvIeJkoxRJsJDl8CIizkHhGuZxnLpeJ8XxhPDyQp3eMsPeOjVx9Tygwp8VObuNUniEmu8DnvCRht2UtInlKttpr/slrHxuqSiqFDiMyPnhc70EcWWuExFkSvZHDauBKIUtmnBPnceJ0vPDmYeJ4SdyfZqaYSUXI9EbGnINScCHgQtP/myFJCohz5uUszUaWyg3M8+mr1MtDLXRhytu2biHU75knxElGXCLGwjRnLucLD/cHTm/ewBdfwG9/A6+/gPQF6JdYpbgnksBH3uvve8ZmIFlU7PgGLo75TSDeveD845/g7n6CH3YMux3TdF6+FjpwO/B7C6GGZpbXohvO1UR0ZZEqsiI+xeR7rQJLqUTK1RNZSmUCNcepva+Za/GKUrUJmmvC9GzPc/3e9bjU5801JrpYVdfKgSweimuEqkXFVs9bLlY9/lrJdiNM9k6lAU1L6oqRT9UqAbSXvQii5VoQMdfJxYuQfWU3/c6kma43d+HvkYIVWThY6SzeYvZlIXvjbSVyrffx9F4XLFLldnW5ARlAB0EHhwahXMPl9ZwWUNeIqsMFpfPFFFpjVXTVS7cdvbUuX1fP1/uxOpLvkJn10ojSOkIvT9bz3PP29zr3a03i2r6245NZImCxPo6r7zWS934hdavrX/YJR6vWKAUn0A+Bm66n6zu6oaOUGrny3jzD2PVTsAqCPmRiycRcajUvy6k1+Xa9TVOpeVgY8So1Ot3kBMISTXdhcfCswlSpDhUbPiaeinQ3fIoQ8XjnTKRCRkth6GDfwzTAebBbsqt+3+awau6g9vg0Dn8dq9UKIsfRHi/nI5fTPZfTA5fTPeocru9xocOniIZ9FbYIs0tV5ufMlKCO482UwCr5qdhy9ckoxGRjS1JhjjBH5TJnLpfIOM4cKym6nM+8uX+oMsCRNw9HLtPMeRyZLidKsRnNBY/vArdzxgWrpns6XzhPZ87HE/rmYGz0A2MjV98DzQhoDrxr/m+dax5VsGWZhp96gNu6npppn5r+3OZEm4CdQJNQmUHbni8f1tV3smbmlBjnyHmaOJ0unMbI5RKJqVCKyVKc97X6nyO3CFatQicUcrGYRMGRc1lkgd5C0k7MMBBZjO3SJGBUDwl65Ril6LXIXc5WqWaO5g2J5wscj5ZjNT6APgAnrDbamjC8zyNcyUgrwDcD2ULdnC64YUe6uSPHVUae80toIzjL6yrmHaIZ2tfqHvX1qmN+5Md6alVfo0WPmNjy+qP8p7KQtFILfbTna3LVnrcRt0XG2qju1iSV1TbXkkNdttX252qRmyDUUCNPUsVkJV9fbgmRolXagLYCj/XargrOK7nyNVet5ijEwOPyE09Re4K0caElWVX7RdtS8zSf/NrVuWWl12AVqtErQdXqZdAqs2yyQHVqtUZq2EhrQtI1PfLpqX7y2pOz/izWhx4eXU3vRMS+i6No/b21dHq9H98UNVsnaMO7l/Mfhqd71hb4oyBXmnFaCCL0XaDrAiF0Vc7tkK6jqHmXi7Os1QKIz7iScbngc6GokrKSXJN4C+qs2iteK9FqkXBZxhjvbJxyNd81P6a+V39JecS5vvkcblGu94ztgP6x4FrYq853VAdhqMr1roc+Lo6utfv36Vh9TWN58nj1t0YlTiNxuhDHM3G+EOYdJU6UNCPOU/DYRCPkrGjNS87tnmZFrkRRrcSqkqumMslFrzmeSYu1yEmJGCPzPDNejFidTyceHh64XCZO55G3D0fGaeY8TcTxjJZiDvfOE/oOHzp8ZwqrOCfilIhzgjgvNsEHxEauvgeaH/M6b4DZxmqk6mkay7O26zPP19P3c6TrY8FuVJOMKFbNzmR3XAmMYvNrViWjJIE5W0ToeLnwcDrz1eHI128OnKfEOOXqTjehT+4DEgKOQOccJTiSKq4Uy6WRRBLBI0QvOBVQRx+4Rqj6YKXZvdhi2mC9Vhx0IS89GDRTULJa/tc4zRzHmcvxTHw4wpu3cPwapq+BLzD/+PtNk/+9GC+28BuKH5h2r+CyCmeHYCOqDLWHldTSkwnwFv64soXa20q8eZFdzdPyVU7YcrZq6H4haI2ktXBhI0VyHeCX0u9rktUKXVRv9jUXq5EmtWRFWAhgI26snq/zu66Zsi2Xi3qzVC+8ZdvVG0fsN6iaNq6uT2tslVpRyCYnofMW3VQ8Uis/xq5Dh2Qi95sdpB2MNyw17J6H9+Aqeb/67bQYbxYr4tiKNayvqCuRECNgpSpar5VGRSl1yhQgl2yfV0VrOduSI5oLWiwq0NRcUZdtNundWq58PWwV63jjel8Tj9dTnnx3va51JGntWHqK5yJmazrzNBrVjIMmOWyFNkY+lA9+vTdraeAnJd5+HumES9CXF9zc9vTDjuCDVQQUjxt2ltcAZLfIamPJVtG1KKmYbCfnQozWlyYW61NYslrF2FTvyVa2DKrOtRIrhGs58HXlznqR5ViHoXaY4d2LasOGf4ZhvlQhklEt1wK6zpl6/fbWChmPB7tl1gWB1gSqjZ/weETzmMCDZAKU6XjkcrPnfLjn7rODlVufL0iekRyqKsb6W2merZUDfpH81aiDES2l+CYLdNfUDm1zdMvN0kgpE3E+M00nxsuZ8/09D4cTD4cjv/3NbzmdR47nidf3R+Y4M82RFEf7Xd7T9T3dMOBdT7/vccGZ83xOzFNC9duco+8PG7n6HmhOYcficC9V3lCSGTNJF0Mkrh7XBsna2/o0wvWpECtoDsdiZEeVohktNommnGglu3M2nX5SJQLjNHIcL3z59sCX90d+/cU9p9+9IY4Rxlxd+x78AP2A9j3zrZLnGy77ws3O4dUKY/d9MImfCL33OHF4rFCFESqrMKhao1bIMpC0aoJaZ23BSGLJpAKXCU5j4XCaKacJjiMczpBbh59PACXCeG8X2BqNgBStlrsuYVNdm9CrfAfxlUBVw+ear1VztsRxbSAsyzGz81yfl7quViTkUePgp9UCG7la+9K07g8LUbpGxFbP11LARq7KSpa3ulHKo1ywauQ5X42+UKN8gZZwL+LwrmA+OEcQrFoRFv3pekjqKdrD7Q7SHi63MF/qfj7v/VIxWWoIQFGTrapFaNtcImoGpVAPj9rk1vvqiRxqC7J+KVjog+B7b1He4LgGE1HLxXM2WVkFJ7WxqZ4CP/CoN/M7kpDVY3vePJ5rAtUmjPUY1aQnfvWddXRp3efqaUPhtq0WD3wa5U+r166XHpZT1SJcsT5OLGPu+0OjlWu62Chfa2n8Aztd/prIOXIZH5D4Y7p+oO8qNXUBdkNtFWA5r83gkZLxRQnVk7wU/CnXuWCOhZSVmKFkI1fey/U6yljugwuBXBUHeZ6vDjnAjETNFPVQpxLnq9+Nx8ODqy55ee6C3bDhTxxOIDhTJ7TB1/tamr2mBscexqqZbjbo2t6EJTjQxueBWpStTukOI1kxnpnGB86n15yObxDv6Pc7pOtxaaK4HsTIVc5QakmxlGw+MgVXkxTXAjlAVjHVEjZnp6ykYskR4zgxjROv37zlfDxxPl94/cbI1f3hxBdffGUpJmPkdDyTc6KkhCabTMV7wn6g2+2QbscNt4S+YxoTl0vkcmlVnT88NnL1PSE8sWuLkatcbGJ46uldN9lsp7YZIM95eT8pqFUmK1qMvDTTS6ForkY85JJMYqd18k0zUxx5OJ3N83B/YH57j14qucLV6MkMuwj9QCaQnSeJ5Uj5erMXqUUtBAqOIJZc6Yozra9zBDyCA5VrUEWablPEki0BY1dqzY4LTLEwTpnLGCmXGS6zMa689v18ZLqrpZK9p69Xk1Pr0kgLKxkgjUi1iFQlVb5FsfxCrmr+nJGrGrGCleurXbF1uwWuV+2jCFYlVO3YtQSja4SqPvL0b2MeAo8Ilurq7mieJ62fWVjGotVtO7z2mtf1K1a5zKE1stmkgPaVolaRMgRBi6fkWthi2FlWce7NU/8sudIrexJMpupqM0PnlsNcauXAkpfgn2g97O1U1FPWAoUmCbGKTVe9RTs3LQi4YjWtenzj0euS8E/xXPTo6d9PI0pPlzW5at7RdUW/p3la/slnG3Fqj20cXL9GPepD/XvgcQni1kjz/WFN95rH07EUh2/U7tNFKZl5OpPnCR0GvAxWRtkHtAvkeu3ZEGKeZVGPU8VrMYdaKWgpuGjzQCqK84VUQJKSsx2b4FztZwMJR9fVXn7qmVMGcY/Ild3bZoA1Ka0Rqto6YZlqWt2abxHkbtjwpwtXhe+ujf91mm6tNLtQK1h3Zro4XcbNNoQD98YAACAASURBVGrBY3J1VZ/X+emR/zQlYpwYxxPT5UjoB8bzAdftcDlR/ABirjJLuTQba54zKRUjWSmTciamxBwtAh5VGadkeVYCKRm5GlWYp4lpmnnz9i3n04XLOPH67QOH44WH45k3X79mmiOXOTGPI5qrzZGrZR28Rd2Lch5HZOjoEaaYmabIdJmW2lkfGBu5+gNQsnkHtECa7fzO5VqegDPL8/bY4iDNQGknYGVmftDOKd8Hls2RSSXV8tChevghEwGHqpDLXJsDF2YSl/nCcTzx+s3X3H/9wPT6NfzuCyMvUYFaAra/gf3eqhYJECzn6pQh1Mo0mc6MziBkhSDCINb4MjiHC57iveVrqVpBvBpRseLs5jWRa76R1jyrmeNx5OFw4e3DCd4c4O0BTmfIF8xc+3YZ2EdDrpGloR5H56CrpqjzdjybWTsMiyxwqNXvus5quAYPwypyFaRGeer6WwTKr+R9DQJXw1OTJYuV2u9qXY5Amw+tucYqm7la7EsZfVfJlVQT26i9Ra5UC4UEqtbDrGSWRMeyPFdZiGTe1d87gAyI63AqBOfpfLDmvLUeiAs10olQuo4LjqgOXrzg2s8sR5iCZf0+Ay2Wa5izklIiJyWlKtNoysZ67KTuppXa51pY7cqZ1Zw2KQG+kKcJ8Q6XfM0xtKIEWs+L5kJzfzzHeWtRJ1Zn7Xoa12PO2uHTXAxrB9FTaaA+WRpheg5rcvaUXK0l0Y1UrQtvtJjRupdLa4KwLhr09Pd8f7QReWShiLH+/eF7pbwPpJg53p95ePE1kBh6R//ZHr/rcP1gPf6K4qT1nFnkgQUlYCWRUaVPLeeKa7GLKZpkUNGrLNtKvPsruZqLMsXI5IUHkYU4qxlgRRVXTGFA5xZve2Ps1JQux1pVCCzX24YNf8pwFHMCouaow+4PqZGrri59DzqZbSr62AXYxth1v8FelqKe19RsMWngfJ453b/hfv8FKUXQwjRHfL+3Ik9+h7pAzpmcrYH98XJkPCemS+JyOTFeRk7nC8fDmanm3j+cJuaYGVNkSuarHOsclXLhNJ6ZY2aOmdM0c5ki45jgfFlUMY9G+KYe6ChxJqbI4eYW9Z6+z0zTxPHtW85v3/BDsauNXH0PtIl/ilgBtQRTlQK2RpcRI1fNpHwu5+Dp5dEMgk+JWAHEnHk4nNnvhb5Tdp3UylKQsxnFKhYKTqUQc+ZcCudL5HgYefPmyPH1A3x1D1/fG7maC1dpSj/Cbg/9AGMts3g3Q39DHjq07ymDWC+o0NH3mSBKlELqofOe1Ak5CsEJTq1LtxPQnAlecXV/2yysJZOSNaQ7HUamwwjHGcZo28+6WLifXBZcg4JUy7tFlbQmMKRYx5tqxgZAa2RK4Sq3c2IJ6R4INXQSHIRs5MetrHO3stJb2IVWOXC20TjXiF9eiWAdLHdAYxLOzlXjWFKJVV2gRmg0o66QNZtcj0wmXfcpl4QWIxU5pSXJKOsSssnRKiuWGSQj2lsH+uLp1dFpZkDoneCdpwtCh1t2HTjfDRS5AV6aLPCkcBhZCncs8tGcLUHXDpFeo1ItKNj6V2kLJDb+qasJbmUtNs64BN8sd6x9RLVcc65yLkhNeYtzdfrMMM82gSVd3ARrArS+utePhUXOvCYv65juelz7pgjXc9GrsPpcWK2nxUabAK+RuPY9xYyDhlY5sEWxmmT7/cWbFaNw61/2R1DM4gm+fv2WGBP7Xc9w+5K+35vEFGceZfGU1s9QZDkfNYKsqohLlKL4oogr+GJOrOyNXAVfJdjikNARKrnq8QwpM/c9B+eu+zSeTlxOJ0LncTWKOzuxCoVa8GL9bRTwva3LB4eItU8QEati5mpD+br4lZp5w4Y/Deh1HmkOurVyoDWcHzrQrkZ54+KsX4/J6z6BoU7510wA85qTItZHajxwOt2bs8t55gK+2yF+oEiH4impkKISU+Ht/QPn48j5OHJ4OHA8nbg/HLm/PzFOidOUOYyZOSuXYi16rj3JlVo8J18rlKacya0aaWn51mtLeT17JYgjRZTxeEbEM/VWdTA+3MPx7WPn8AfERq6+JwrWX6DUC7G1ll2XXj/zzWSpvbaeot0zn/sUkHPheBkR6UCFwQfzzgOlVmhRsbysnDOpZKaYOY+J03Hi+HBkuq8RobcPC7mS6nbpZhgmc7mkmos1ZxhmdLcj73bkvUA3IJ2iUYkiRBFK6iq5KpQuEJw1E/bequo0cuX9Er0yGYp1G5+mmct5ZD5PcJ6NMcdYT2zDJzpFXyVxZRkwrnWSm+ZsHYMArsUpKlkKWheWZBiv1onwqsms620yPdGFbEkjWI1k1RLtebYvXgthtG1Wo8hB56xvWSdmwNkk0SIvlbS7ShqkoJIpksnV3FYtuBJrg8F8LeZg9Z1r3EN8JZwd16QOKUjf4UsikOjI9M4zOCV4V3t9mGxUaigp3gwksaiZjmc7BlOtWZtn++31SOdSm7K2ipT6ZAxoEasataIdosYHn8j3HjVX1PZ6nS4rMQWTV7V0t5KN46a2RBuv1hp8WCJGDU+jV0/J1dPI1Zpctcn+KcF6SrSe5ns1ktcutfXj0+9J3fa6cXGPjbsdj6sHvt8p9NPOq/ouOJ3PoIXTy1tefTbj9pngpBpsrVBRjR87dzVZxLWGoHZPtYaeKsUS4NFrc/PgpTq2HL4batWuQOc6Ui50weNErvPePE5MlwtaAi4DxQoizSlTcqmN07PVxhj2hL6nC1YJTJxHarQ9eNDqq3PINXdkXcX2r4unEbINGz466vS7fi5U1YMYSeo8pOqtKvUmXkd31w4vz6KW8O4qIoGqtIsxM00jl9ORooI4T1TBdQMiAxlvcsCoxJiJc+L163uOD2eOhzNvXh84nE68ORx4e39mnAunCU4RZrX6y3/4OL2+uYs5UaOQLiNj6HC5WO/SyxnWrWw+MDZy9T1wNTrSklt1YhGLNMPj+6z3U0SKieP9AY8DUYYXO0Ry9TIktE5+MV6YcmJMmcP9hTdv3vK7r74i/frX1oz3t1/Db76yHgN55ppzxa1l7IcefvQKHu7h5g5u97C/sajWfg/9Du1vmK49VJTDsMeFQNgP7LueLgSGfaDzHd65qkn2BO8R8SSt5O8yMs8j4+XC/Zs35MMBHl7D/RsrwX41Jddm3icGraZn12R8Vd/mexsZh6FaoAK3L6vsz8F+qP2bAtwNmC6ury5/MZ3ANfeq9bPK4FrFFoHZQ6xu4qxGnFryYZMItv5Y127Qig/CEGBXN99UiG4VuZLqmRKWiEwiYe2eM9FFVHPtoxaNcElGJJI0kUuE2FiNwNyZfmIaoEQ079DO4W56vOvZDcJN79h3Hf3Qk3Gk4tgXi0hfsnK723OeRu7PR6b9nnI4WAbx8R4uJ7hvEjFBJdQckkIqeSE7NVH/Goni+pVqxFZ/Q61we5UGshArm/2M9LmWgdw+VNTyPSu3jTPMk7VPm6ZFmryO6KyJy3PyquciV+sKguuo/DfhqQzwOXLVtr+OWrX9KU8+33Ku2neHul8TC7lq732qY+rHwvky8n/9k/+Xbv8C9cpnQwf9YJVaix3xAkZaqNdcdUxR1BLq1ciV1P5XLlcnGybjDs7jncf3A33fE7qO7Dobdydv/Qwr5ikyXkamDC57tBTmOHG5jMSYKPNMydGiWPsbdrs9wzAw9Htc8LguMAy3+L4jDYEOT6gXUssfgcfX9VOnBXWIam+s+6dv2PDJ4BnPl6yW1qXD1TlVZVEmrMf25sy6Or5Wzj6o0rwIMrbvKjl/RegPHO4f6HZvEN9REGISUjYSNo8z8xh5/fUDh8OFw2Hi7RvlFOEwK2/1h8pSrRGPHMkp2tyULjVV4YeJWsFGrr4XWtnftSf1wrvVAP86aJ6EZkz8MMUivxvmmPjq7ZFEYEwg/R7nrXTTPM7gvckkT4lzilxi5Hh/4eHtmYe3J/T+aMbn2zPEI5QRM/WcSdWYzfLUAA8nmA7Q7S1DM/Sm7Q2VNPgeG1XqrBgGSgik/cClG5j6jvHFLW53g+t6ZDfgdjtcP+CGW/AWNUnTTIwzMUarEHie4RzhPMFUoy7AJz3LSgaJS+y/ZCi+StVqZNDVK2vnazMMb5XvumDk4G5nLGcI14vQBYf3YsRUAq20upBtgEpQXIf6jGogR0dRh3oluxoxczW6JRY19GI68c4rg1MGKfR1ErBm7zXnSvVaCl1sWKdIITmLTmXJOBLm384kSRQSWTOlTFCsclBJZaks46IdhzxX671QdjeQIq4UgiidEzovDJ1HxZPx+CL0Cr1CFzy7GAg7z0UK0+A56mzZw4cA979dTos4xJn+ztWO9Igu7cUqcWq8d/lefe8pC2kTX2MLqmjJ5JaVpFjeTFTm0ZpAphmmC8z1eYuofxO5+rYrfF3tdE20npZ5gMdSlevverKsPaesXmvfb/vVcq5WgtIruWqVBgF2LHmtTRo48Dheu8GgQFLli6++JGphd3dnye0BJDhEm8zbYV3gMDJfr0GVbFVXnVrJ/xpxbi0ufO1V6JwjBE8ItbeW6/BtbFpFk8bThfPDEQmgsZBS4jyeOZ8vxDkS58nyKhW6m5fs9iPDbsd+N+P7QOg7bm8gDB1d6ujnDh8cXQzWF0ja2ILdNwJSJdE5WyNWrTJnrYVzckxWvIlCCJ0577qem9s9PpjJ9InOCBv+hPHIEqmDYivSq089Xauo1jet49H6mjKirHJ858V/qy7hI4QEfioggaKOOSkxKfMUmcbIeEm8fjPzcEw8nAr3I1wKnNWcX+9Pqv1tqL+s9kJ1CLlVUf4BsZGr74HCosCHJd35+07kzZPQ1b/XnttPAXNKvL4/UqRjzkK3vyP4jABxni2hHuFymjnHmfM8c7g/c7w/c3x7ojyc4eFs5c3TCbQVimhm1tlIVhY49XC6x0ykwuKLhsUkW2eyWZ3qsh+YWzbnq1dw99IiXnd3cPsC9re42x8RhoHQ95SUzVjPET1e4HiB82jLOPE41X/9+AlBmiyvLIRKaxk6UXuvlcHbBxNjD50RqqFD9jt4sUO6gAwenJVj7oLQeQuIDZIsFFIiorUqQyokgkVosmeaHbkIJQCtVGzNzxJROu8suOaUwSu9UwaB3ul191oKvaOl0ht5Vsk198KiVpmMNHKlRrQyCUci5RnNFrkquSyMQGpvnTRXF7VSbu4qucp4tf3onPVKw9tvC8WRRNgJ9H1gnzq6XeAkiVPvOGtGva9NfFenpQ7qOEEkI2LHoSkyr9EoWciV1P+uaX6rRdafUdBiE8VaCZpqftU8WkpYmu1xGqskkMeEaC3je45crT2d7Xst8rWufvo05wqWu/Xp688RLFZ/rz/XiJVVB70G5q7v9at17VgI35pctd+84TEU+Pr1a+aS+fkvf8Etlnso3lOvXGsQ386M1Gu63qeoEaqiWKmgGiAWjFy5Sq6crwTLB6jyHE0drVi7okauDmfEF9JlZo4zh9OJ0/nMPM9M08WudxzDXWG3n9jtd9zsI2Ho6XY9ZKGfe1LqyN2ADx1pkFpa2iiirPM0NF9zbkuKlJzIJVVpcWIaR3JJpJwYdnu6vmd/c0cIjh4s8laLdmzY8INhFVnVZiQ2ochquRKverl/lwi+YuZDwcyGUqXkCJbK7QqSZlxOyJRBPCULc82zuowz4zkzjoU3b+D+AvcjHDBLb/4gB+Sb0GYUWWSO1xyeHw4bufoeKCyeYPjDSVCbxlquQA1qvpMf8bEwXS785ld/SZovzNMr9vuAiKuG3oQ6KEU5vTlwijPnKfLVVw+8/fI1py++gC9+B29fw+VL4HdYnG/k3Tjft4k4vgUZOK2++9XK1S8C8hLkJUX+gvnmc+a7n8Fnr4yIDb3JAMcRjgf48guYH4Avgfu6r21i/sQw3MDNK9i/hOSgONh3XH/3vrciIcMOfvG5NcK92cHdnrDruXm5526/Y9d5bnsruexRdqESDi10EklxIs8TJV7IM6QxEVXITkgIY1KyWMWxMdXoUk44zTiUzkPvleChD0LvC51vBQnVjKA6E5ixVq6zR8HIWqKQvRWz8LmYHFUTMUWyGsFKOlYZoZKjKROXVBmFOcF0j/ZnokC68eSdIOkFgR1dEIZdj/M9UhtMqfOoc0xamFPm5Rg59R3nmxODFx6GwBgKZxHQ6iF3tcEihYJcJYDXq+iJ7EhXj/VruJoz1fr+BA9kltysUifN5r2saV96gXy2IF2Z7LXq+L86bdLqOatdWUef1ld7I1JtzFvnXz1Xs6ml77U7shWreJqftT4MjySCPdcInoZVlK8ekzDZMWjkqZEth03kGXhb93fVcnvDCvM48fD1a/6P//V/4Zf//F/w2U9+Sl9+DLtb6PdWDbaWQ1e8VQsslUhdWz7I1UPuxIpKeB9q9MoTfI8PHb7rcb7D1Uj3mpOMl5HT8UQiMp8uzOPM4XjifDkxzROn40O9KRy72zPDsKMfBu5evKDfDQz7HfLqwjD09PuOftjj+45+NxjRE8sBW5LYrdF2yVbKOc6TlZuezuQYiTFyOh2I88Q4jjjn6PqBF69e8pPPf87dy5f86Kc/4+Wrzxh2ux/+xG34Zxai5rPs3NL6R+s4n0d7LHNd2kDNY+fVeqy1iDPX/N72vMlpfd2mVjGKUOW//lyrQ5vIJyblcoLzGS4XuL+H+wIPWN2BH96GreG8XEjjBDLD4Q3oDzsbbOTqD8D7NLfXFVza3POpGAfzZeTNr35NipHj+YLrerzvcOIIkqtRqJzeHjnPFrm6f33P5c09vH4Lh9cwvsFMniPPZ3/8gViv5p2Et4hlxY2QfwPzHYx7CDtb5tni4PME6b5G1t6yiD0/0VLsL/fw6gXsfwSpDpf7WibI1dyqYQf7G8IvfkLY7+j3A8NNR7/ruL3d82rfswuOXSi4nHEUBkm4UnBaCCjRZ5JLFO9JzhPxxNld+4T5UyYSmfOZOB9hGpE8X8mVCwEXxKSGaonrzguumEHmnC6DeyVVutYolILPtQpiTvg0ITlRSsKXiBSLrvlc8Elx36bPzWrJkocH8ukF6WaHxglXIkGKFdfwggtSk+Utad7nQuccXoROd+w8aJ7pvHCKI0uabK2UVjUZgkkERfUavaKmqqFYPypWLoRKJHKxRYpVwM/ZAruqXL061+pK2WqwpGiRqnmqxSJr6lmrtvf7qvytCdiaBLVmBCNLo941uWpwwJ6laXDBIkiOhfx09Ttr2R+r/UCwNMxa60ZrQ5ZrhC9Zsnaow4dE2OnikGoVWj/D7viHZy6BDYacM4fDia++/JIpJn78i44eT5AOdWokSjFRXT3G7cJVas+1eh1LtdCkRnSkRa+upEuguJpvtbCrcZw5HS/MZSaezsyTRa7GaWSOM5fRKoAKQnEzqQgxg7je6taosO9Gcs7EkigKISe0NjR2InhX451qJY1SnMlpZjqfmeepEqkjMSZijJxPD8zzzDiOgNB1PXNMqAQuYySqY8qw39/S9T2hD4TgzaHwKQWz9MnzRwPNnx6+S4TmjxmtWFETqrS6UakV6W0Fe+Myfzx1osFjJxpwzT0sVfDSOryomLq/Sb/FmzBGnH0719yslJb83nEyGWBL/PhoVpMWk3G0/lfanPk/HDZy9QmgeQnCamkCuE+BXMXLha//v3/K/Thy83CgSEfX7wkhcNdZU8iicHlz4BwnztPMm6/fEr98A1+9gYevIb4BXmMmzw99y011uV+40hHM5LvhcdpnMx+f72H0SeGzG/j8R7D7CVdx9G1vcjTnYL9H9jfI7S27zz/jZjfwYrfj1Q52neduv+PVLjB46KQgKSKaCcUhJeM0I0WJLhGdX5GrYORKTKCHS4w6QjxwOb8lT2eIcy06oWjo0eDQIJA71IvlFXW+XujyyIN2rTmuBcmK00LJCRcTmjMuXiBnpJh+IeeEpoxP4JI5qr61WVwq8HAgHR6YbwZ0HpEcCZoJUghOcUFw3llPqeDwAqkIQxD2fs/Ue5wouz7wdr7wV6vVizhESjVAfTVCLeO4yQJpTX1X+7gmOKK2m2Srip/FWsNJ5NrSK6+8irGqN+MFxtpzL6eFAD0lV2t5IKvtNmK1lvydsbvhyCLxmFfrWUef7rC7ascyKTdyJSxl06Vuw622fV1JVwlWB26w60NrU2VJiu9r9CpCKKb4aPkFrefVGfj6G07/BkMpyuk8kn/7BYfjCb+/46X0eL9DO23pfY8ax0srbQngraiFtKtIqgxHrES6WxEsX0uReecfEZDLeeR4ODOmiXQ6E+eZw+XMOEdiikxTRmqxjCyRVBwpC+ImUoGEsOsmYs50JYEIXe2bZWXhwTm55lkVzcR5JM0z59OBeWrk6kCMiXmOXM4H5jgzTjOawXcdY8wU9ZzOM5esXKKwv4vcvnjBzYs9u1pl1G7e5Qd+NC6jq+GvpSiveoYBf1JEa12U51NKqXifKDXlGbHHHI1UpVq0Nk3177k643QZw+Fx9Aq43t+l3dItIM1CrCRbtExKJVVhubwL1amXbPvjCJfRxt5Grj4atKwqA+pH2ZuNXH0CaB7ddb5Ak+E04+aj5g4c3sI//J9Jv/oph89+zD9+80B49ZJ+v+enL1/Y3aYwn0+cppnzODH/5gv0q69NZpd/g6lvP06Q+JvRrPA1/oiG5Z//GfyL/xJ89nl1yjjCZ59xN3hu+8DdzQ2vXuz50csbfvTScdMLL3th31lRwSEI+05qO6sqpatFIPI8kuNMjmfm0TGNjpIc88UxeSXSk8eJ5CDpCJcHDq9/xfFXv2U8ns3DVk2yIDWHy8OwE7pQnw9CCI6uc3jva3+c+ttqKEtaVEIzJVq/izlF6x+Vqf3VKrE4VQ9a5Pf3CUxwfP2aVCI/fvU5L3YD6W5v7kFVq1IfzEAM4hEn9B7UCwwdcZfoneem9/jz/eI1FSiyyOWKWA84rda/Vq9J07dnqjcSrv1FpNRco2CewlCrOSSpWvhkZCrOy+9cE625WFRrLS1eE6sWh11HqFby/WtLifadJo695xr/fSTqXTuF7jB3xS2Li6Lu/rVXVZvkm0PJt8/UaJXswA+CGxzselzf44YB3wu5FMKUuSmJkhLlPNJ9XZjOJksBG0tn4C9/zyWwwTBdZuKc+X/+0f/G53924Mc//yVDTMhuhww7JBeTgYvjekMWy2hQqMlwNWIlHuc8zgd87UvofMA5ZwZbeNxaOs4T8zQTcyaXQiyFmAqxqEmPqUStlm/32rzyhZgSMhkJKmq98LxztXF3ujYcdg4jhaqoZqbxzDyNPNy/JU4T82yywJIyOWemeSRn6xkHghTroTdeRhSHBI8Ux3Q8M54OXA4v2d/cEl+8pBvEFn5/oZgPirUXZe39aPgjJ1ZtvGnlxNdtGJ46itr418a1HzZ+8f6QJ5hPgNSI0QzTyTjEeILxbARniot8e/1bTVxb11UfBR53bGF5w+5trtJfHGhq95Pdh6nYfHS5WC2wYzTNz8dvXNEc5e35D4+NXH0CaONeGzCu7YZYLtImyfkoKDPMX8FhQvOR2O3IP/kJ+e6OtzFaCXAR8jQyTTNxnNDDwXKZLkfQMx85SPwt+BT36bvh1as7dj//Mf4nP6YUs0x3P3rJ3eC47RwvbgZe3vT86EXPZ7dwE+Cus9oWwZl2e6jBI8k1T6dWUY8SyJKJOLrs6UqgOM+UHN7DJMVkONOFdHjD+PZrHr56QzxfyHN6RG6USgqctaBqFeG7EZMK+iofEoxg0fTfco3sKKUWcTADjJZzJCylzqvH7rvmrZYxko4j0+VEijOayzVHQ2o3X6n/nDjU1WiWgsOzH6yv2757nHth1QJBnVoFtuwtqT4UnCiSLYIlylIhsCUhV8aSqxEZq76+6eBzrpNaXhQPV2JX5R1RHxsVT8nVWhq4lgi2z0wsgtiRRSB7YpEINoKmq3U2w6a930hTwCJZjkVOuJ54BBtCWjHQ4cbjdj1u1yO3O9wwEPY3+J0jl4LMEaWgKZFPJ9SP9KfIcIjoBdwM52zb3PD7oWoSwfF04fDmDeICL2TA5zt8yYhPiAuIC1b+X80Jo05qaqTW4H/TbpquyOSxrva1c9fcrEeWfQHRSsok4FzB+4DTWjnUuSVHpDYNbovtu9a+WwUtQk4ZEYgidq9Jq2GTQQs5R6bxwjSOjBeLlKUYifNc8zVb8Elwzvp+eR/wte8XWigpEadpqQSqvjpIHH3q6HNH7z2+yiEf5bQ8c/zXar0/RLlnY4fauBALUizqKK4uLeqw3sgfkS+xodlL66qj6ybljSc8jWS1seqPNbKVohUpUrGoVfu7FS6aJ0srbuP4Omr1VPa9PjalkadVbq5K/e6akNcB3VX/SK6qgTmZWuKSl1ZEn4ZV9XHP8kauPgE0WWDzwPTYZdE9ef3jCdVm4EsYv4LpBRwc5eHI/Nkrvp4m66fkg1l702zC2/sHODzA5Z5PIPb2J4k/+9krfvYXP2P/88+J9BTX8f+z925PkmTHmd/v3CIiMyurunp67sCSIAFSq8uSy5WZ9KQHPehFb/pHpReZra3JaGsmmkm0XS4hkAQIgABmMJhLT1+rKi9xOee4HvyczKiaHmAu3TPVQLtZdGZnVkVFRkYc98/9889Pz5csgqHzsGrL1sFpp2rsSw+dnU1nn5X/Jws5Ctlp9SNmw5ihCZYpe8Q6+sngvIAosMoXF2zvf8jTjz/mwW8ePPM46wI+Jeg/kzbUVd2QrtFj547z4ExtqejIEaAZUyo2UmgSfPHMpOwTKQ/sdpfEYYCU8c6Vpnydi2ZwGFHgh7WakRfB4UmtRRJsm2U5EG1ssLaorhXgqqgR1XSPqkhmKdSLVJy9FE59GSk2CSpQwXXS6jwbW8/LfGYJXBeseBYlcLrxen2sdL892qvUo4DqEccK1LOsHk8FY6H8XqX+OY5zqRbleVVGLaxQmg5cB34ByzstdnGCXa6xJ0vsmIGKuAAAIABJREFUosOvVoRl0OrEOIB1SIzkzRZ/+pC422KePKX5BBYXkPdaPXtlX9AEpj7y9OEj9rs9KTSEYU/o15h2hfMB71Vp1ejEePBeNS1EMGI5CLqIVrWMLYISRumBks21GVcAVhwWj7OC9RkBmiYRTU2cxEL5NDOZd3MYw2c4gqtcwBWAGFOURzVylKTzGOM0MOy3DP2e/WajVa6UiHEs1bfSF2bAWYN1Dh88bRPwToGepEgcBz1nKZGSzusaxolmuaRZLukWC3ywxykiRqtuzyoezRU7FRxcR2G/C2wdEllJyCMMm6yqbjmTrfaDOV+otnUtsr9lhy+B3QSk1WS2zc9vBV1llPxLCa6mvuSqKbTvSStW+1K1H/Y6mHfOiq/n4ZCA47P9rgl9ofoMIxoTUKmAxVlICRpsQQ1RoI9aKdvsYZOVOn47gNW3b6/A1S2wmzeBUqn0vYBe7IFj9erbgykCsoH4Y7j/EJ7cgcvvwJ1TWC31rhtHTaPsLnWm1a2jAv7+2Hfeusf3v/8dXnvrROfSOMPJmTpxl5V65wsdL0iRVkd7eAy6gB4C8yLjqm1MkRz3SOzx0x6JA5ImTO7Jec8Ut+wf3+fRR+/x0c9/xL/87F+4utz+9oP9HTZ3ipFnO04zu4xs4YkfxhfIVxuHkFLkycefcPfOHe6c3yGOEecF06iMtDOu9IlYsFrJUrqR0CRB2oZFG67vtKgfqrQ8BxRkjEGs0arWDEjlofRHDeqwZvIrh/6k2a4PW4su4M2Nn7lZobr5vFaP5rLqI0eu/BbVypxTA79MMFLB26dlf4br4Gox+5mMBtHSgVmCXVjsyQn+5Ax/coo7PcGvlrSnp/hlSzLgpkxyGszbYWB5dY+82xIfX2HXT+keb0ifXLCqJ/GVfWGb+oE4Tgz/9I+Y5QlmdYpfntEuVyxPT1l0JzgXcMHjfasVKWPABmyVeDT2WJI1rpCDjYKcG4oPNljtb8yAMYi1BO/xOZMFsssH0Gas58D1w5S5PDqvSqnBwuQMSSxeIraGi5JIcSTFif1+Q7/dMfQ9u+3lYc5VnWkVGq3OWatJlqZpcN7jm1aVCL3HuYDHYkWQcWQSQx4n4tAz7rf4zYJx0eGaoIIX3mKdU9XEQ6Ol3lEG/dy+gMa2MQRznT77Oy1D2kPaR/IQSbsdVS4fF3S+YRNUnrVy5+aR301K2C23WoGq1ama2JmLgdV46llJppc1Ghn2sLsoFaMqYLSHfRnTOcgxOTavzl0H7tf7XOcVrHouD79cHfFMtTWWWzmLVqw2WWdYPchHv/LK1F6Bq1tidbGoi0L1IU404Z0FFnIMjr49yyB7FahIES6WGuFagdAdB+5I1O2lZTjffjs96bh3Z8G9M+V7WAcnqwI8RJOUdY6UzQrYm1qpgsNEd1MuOmMhWchWBRQyUoZplh/OGZeUi7B5+ognDz7l448+ZnO1ZRyfz1UpNx4/zwzH9o/681/lSpMsDFc7hu2OYb8nJ91LBVXOOrx1ZOPAmkJN0t/LHsiBJlwHV9djFbn+QqVgFApgnGAoPVS9HBMoVcZ2Pg2uCkPU/oJcnlcnOa9czStUNfior1dJ9QqqRo6CFX35u1V176vGXLnsc1f2u+XYC3VNzNFoRt224DqP6wJhdYJfneBOTnDrE8JqRVif4pYtBggTGK+VQtv1WJ/JXUewHSlZsJ6TfqCJ07NKpa/st5iIICkx7nYliou4/UDar0hTTzoZ8aEltAtCm5TC5/TeMBiVcC+S7YeO+brfZ1xMWeR4ayjSgDn1rw46m+1Om/AFm7VqpZUnsGVBc9mSc8aiVEDJkTgNxDiy3W7Zb3eMfU/f74/3oxWwDieCNU6rbt7jQsA5r8qhpkzhKz1fOSYy2vNpXSJOkSkm/JiI04QLAd+0BVx5bJiUcmxAOCqkQhm+7CxT62mcxVvdbOk3q1Ss44k4bnkSpn0i7ycFeeNYzqeW/7J12Lm6gb2+q5cNXMFne0Ut15Nyc3A1/7mXeTWoarApzsDVqP5jyEexobm2cT0H9Su/+VXPQVYtUtU3DrdvvXTMcd9JdGndyHGwzstKt3xR9gpc3QKr/Q4VYIGy7GrjoGSlD53FY2bi27dL5d5cNNCZwi9D73yZNJq3r261F2l31g1v3u147UwDE2PgzkzNB44gpPb01UoolAV3FuxPRgq48jAF7VS1DuczjfHkbBjjQL56yqe/eY/3f/keP/vJb77hT61WncLX1gDKwvR0x/7Jhu3FFXFSGlLrPN5rYOWd18b6MhjVosGit57oLatucf3YBGoNWscDCTmXcKqgwAOw2sFF0uzfY46yL484Vq8qVbgBztBeogW6ZlT1vbnC6LxyNQdaFWDVEd4Dxz6q2ltVwdbzsLofW47XoIIXK7SSleGgCNiuoTlZElZrFq+9jlufYk5OcWdaufInZ7hlixWDjBnjDUJCpg1+4THjhFvtsWGFX17Sp0jXP4WLr1dR/YO2oYehJ/GYfWjZPzph+/rrhG7FsjulWS3xoaENnQ76bTIZVdeU7DCSEclITscxU4cnajFlYsrkQi9M2l1ZArWDDqH+P2cdyp0MKaVSCbOM40SWRBKDT7FIv6viqUgipZE49kzTyNXVU/a7XVEJ7FV8w1q8t4h12JAJJmCcQ7wDr7PuMoYpZywGkyNT1t7KlAWYtMfMOlwzYEOPCx7rgwIsp2DNeH9IzoAc+koRsM7grGPRLWjahhACXdsRvKMJlq6WfiksgyJeY0ZIY2J/tUeGAWIkTRFxBmdLXSLpVoqAh8Xz4CYOmY6Xx16yw30uNgywldJvNSrAqmt3TcRVevchSc8x8TankM9B6fzn5nTCgyiTaCgwT8zF8nfrYJ1X9ll7Ba5ugSX05qgN2IFjpcE4XRCNOUocf6viFtcsA5cg5wVQSQFZTpt98lJpgmMN214VjZ+nLQOctXAnHEF5DfPnGSqLUupqFUvKqln7I0T0fRVaEFwWbBqwaY83Km0gMnB19YDLh+/zyYc/5qf/6e94+ODxN/p5X6RtNhsePnjAfrNjuZoQA84Y3dBmeqzDGYuxGvRZa/FZaNvjMiqo3LOUNL11FsGSMaVhXulOaVT52l2C+6LA5mOug6oa8xiO9351jG72/rxxGa5ndedUwLpVwYqe671Vv62v6qvaVP7GE47gaok6nlO0/0+CgWWHWS2xqxV2tcKtT3Gnd7DrE9xygV2vMV2HxeKjLo4iGaYldDtsnGgXE9Yucd2K7f4p4X6Fj6/sa1scYXdB/GhP8g1Ts8Ssz/Hdkm59yjrepVss8YAEFXFJOWFSwpQGqYwQ0zyFqNXxJFln8pQB4FKqV1UYQ9D7KR00oxNTnMhiSEl7q1IypGiIblb1Kko3KQ/EMs/q6vKCcb9jGgdinPDeKf03B4wz2BzwODyGgOAkQc7kZJCUSEYrV8Z6wDClRJZjEsU4XwSeLLgCqCpN0licLzMYEFyt0GFw3uGcY7VY0XYtTdewWpzQNtrvtVx2x7lhRlVu8hSR/UQaJvZXW0zUmWDkhARNCtEUkGqgic1R0KIuLOalLFz9Qdo0QD9p7/IkRyBVwVUFPZVDUsHUHEDNq1jwbPrkXOAozfZZfUeN5OrA9lf2bHsFrm6B1SxBpQB1aM+MoMFwLhmnuTLO7bCatctgIQQVAUAskpdkEZWzvTqBtIP85fuv5mX+V3bdvIXGQ2s4DFmtNLGb4AqO106e/T/XLGZZXU0JcowkrEQkj+SpJw97rp484NH9D/no17/kyacP2W1vRw31edg4DOw2G8ZxICUV17AFXFljtKetZKet0zMq1pJSxtnrd6RSl+RAiarDRGrwmAtnfohwJQqoHgEPURBSFZfmVh3elqNARO0zqGrLN0HXHFjNqYC1alUl1Wsl60U4yrJCsEcDgPq3DmPEi6qKbYvc+qLDLRa4xQK/XGIWS2zXYZoW23QIFuey9gCIgPUYb7BponVa2pcM7ckaHx6+gE/0B2oikKIKQ5iBPI6QhTgMiDGEpsMYy9Q0uBjJIZFywuZEzhaT0qE6NV/Ls4j2VhXa4JFapOBKjDlUsHL5xyDEnMkYnMAUYwE4hpRmlfuUlBKYB6a+ZxwHdrs9Y98Tx4GcIjk4JHul2YaAlKHlRkQrbzkhGJKAyTq7TqtVUem2MZGSkESIMSPGIrYkU6z2aR6q2AacDwX8oQqERql/zju89wyLSLtoaLqGacx0TaBtAjmriqK3HmcMkjJ5GMj7gTRMDJttmQcmZZ0vg8utJ7mITU6riwLIUYW1frWv/Ovtt5xU+nyS632z8+efV4S82cNsbjyvIKv6jDmVvAKpKlg0B12v7PPtFbi6RVazyAbNTjQJ2pKGqJkFuG3gKkIwuEXDvbMVtnEYZ0jTGZvdnqurc3jPwfYh7D5CP+EXW8rnqnFz6edXpmadqubNb+J598+87E+hmHq0r6o+j2gwaqyqA0oUSBlHJpgEw57x6WM2jx/y03/4O/757/+eH/2/f8vFTn6vslbjdsfm8ROGfq8zcrLF2xLMOI9YX2b4eIJvsKrvzDQYGtPMHJTB4A50KBBynJB+JLfo8McRtjt4NMGvgJ+glMDNbzm+CoxMeRS0mlXXhDktcK7eV4FMpW+MXKcCXnHsgXqRVkHhFgVZi3IsuQGWhrA6oT09ozs7Z3H3Dv7sHHt6Tl6ssE1D6Dpsu9DMaxSsF7LJZD/hjSdIYjFOONPibMf69CGh+fQFf6o/UJME4w7GPTks2EfB2kBKQutajG8w1hNDLPOxjFZIDOR8/UrTa1V0EL0xWhmylmwdSUQfrZCTkESTjlGyrlFZsYtYh8s6D07rY6IgbhpJeWKIA/vthqHfc3V5QRxH0hSxREJwhOCRJRjncd2Iy02ZeZCI5a6LpUEwCwqmciblxDglxtJrNYwTUXSwcRTRljUxZV6W9kCF0Ci12Bh88Fjr8MYVgRDP6XJLu2hp25bT1Z6uCyzahjv9GW0ItD7gMUicmHY72PfkcWLcDQRjcNYQgsdKi8lBhTSyRbIvqo7meOJL1i3P8kCv7PZaRNUA5xTvmqS6yWKoybZqNcF6XU7m+muGI3uh9szWxFz1I6/0gb64vQJXX9DWwF3g/ARaZ2isw5em6mnKjH1mTHAZjxnai6/wdyKavU4cs9M1cEvcJkpgNaUDGm9YLhp8G3BBZ5osupZFu+DxOBAvAzxxsHus0/BSBCNYa1g0LY3NeDJtHgkkPJmQBJfApePwv7naWZ2cNW/KnC8eNWteF57fltl5Gc2b0kPF8TNVH6mza44+tFY+Ea2aGAExQowUp5tVKWyakLhHxg1m2rB9+oAHH/6S+7/+BX//H/+ajz5+wGWvgc7vk039SH+xZdjuSaPCF2ctvvReiW0w1mGsowlHcEUe8P5ItBARxmnEJJ32K1lIY1bpXClUwA08SkoD/BXHatUXsT36nVeOvUev6XoEVfFp3nNV75W5s6z3xTf1NVYqYqUj9vU4LCRvkEWHWS2wqyX+5BR/coZd30EWS2wI+KbBhgaAlLT3JklGjMGQFMzSIK1BFhGzbDDhJdebvvUmShe8fES/WJCNZdF2uEZBw9iOOgvLlN4pa8gxXbvo5gFhos53E2IWBTEpE2MmJ6UOZqOz6BwqvGOtstGTheSK8p9kck6kqVcq4PaK7dUF/X7HbreBlDCSabyBNuAkQGNhMjA4xEPKDUYSxnlEIOaMiIKrcYrElEhZGKfIMEWGMbLtB4Yp0U+ZfkoMSehjJibtrTLO0jQdzmmVKjQe7xzBeRXP8Z7dSU/btjRtw3a1Y7loWC5acowsmoaubXBZyNPEtNtC3yNTJPYDbWgI3rPoWnw5Ny1SZnYpnZkyqBtlNao9K+L+A7VKwV6iDKI6DqcmeCvAuOSbjyNqDDNXcZ1XmurzGg/djIXkc57PxS7m+65rdO3l+n2Jm74pewWufotVnuqq8bzuHO94x1t3HZ23dNYSvPZRDP3EfpPYj5lHQ+IiZTYixHwM/ueZhd8W0NSMwX72O3Nq3DeRZf7iVj6ZEawztI2naTyu8ap25ALWBnbndxgtxBQRiZhpj4kDzgrBOU4XHZ3NNCSW0dAyESThpwk/qWLiVPpyb5aonwWu6vmq53Le1D+Xln4Wz/hlMmeUGjiXVr1OuZldO6k2MwuplgGNUlnIGSuRNO5J40AaN8h4xbS/4unDT/jkN+/z/i9+xge//BVPNiPDc7oA53zwuc0/yzdVrcwxMfUjsR/JsczcslYDIecRF8BYjHE4H1T1SzLJ+QNNUI9d+0p8SphCGcqTgqs4labkAR7P6IDPogF+ntWm4noPzIdFztWx5ueurj9zR3ytH++rn7YvbM+iJ04UVUpnoNICuw7XLbDdAtctkLYrwgAeGxq9hm1GJCKSUNKYwVS6WYjQNJgmYNzLAa6qE67f00tlpYqV+j1T6BiGgW6aiDESY8Q6j7HpMEQ45et3tCDXg73aA3SgC1LU+bQSJEiRhDaIBWeFCYOzQk6ZnJSOGFNk6rcMw54nTx+zuXzKsN8z9DucEe097RzONASXIQckO4gDEovqoTWQ/UFMI4sh5XxQBVTgl5iGiXGK9Lue3TCxHSK7PrOfErspEZP2nFnnFFx5T9MEQtDZWY0PWsHyDonQtgNNE4hjZOhbxqGlsY6pa5m6Fl+qcnG3g3HUeW/jWMiTQpN96e0sDqCqLh6ec6gkIp/1Gy/KPm+d+bbzdJXFUWnzK1Q4aIUCrPpepVBvuB6HfFP2mUQE12PK+Tbvo5rHjzf9Q329Ps7X5joKZODb/45eRnsFrn6LdcCpNfzP33+Dd+6e885rr7G89xoOwQ0jOWfiNDHut+wu9wz7nqcXj7i82LDdDjzYyIF+8xCl4FRKzu+yDRxmE8znFNQKzu2xjDOZxsK68TRtwDeBtg2Mi8zyJNN6y2a95GLlmS48LvYsUs+ZM6yc5Y2uwZPwOdJsn+DyiE0TfrjEjQkzCXnHYVhsTMeFZR4+zQPFuoDM6YQ1EK1Z/flMny1frdL4bZprVf2+9lkljrMsMiAFdYkozdSU2Upjr5S1yEQae8gRy0TcXxGHPfurJ2wffsLlw/v87X/5G37yn/+Jn/3o51xmeW6LrAHuodXZKoRVv7vqtGqfzjeWUBBh2u+QcSQAXdPQNC1N0xIJiHFgHL5pdZApQsoTzrWzfUCeEilOMI6q6jTAtNeBi08jfBThx+gcqK/SFRS5fl7m4OpmNeomt95yzMbWqmcNGl40hz5z/E6X5fnkQVqLX67wJyeE9QnN+gS7WmG6BbntVMbae60iAJIEg8NKwlmPMwlvBJ+BbJAETXeCdc0L/kRf3wzwenmsrIWXa8hpyXf3G7ILDPszhmWPbwLjOIK1OvrKZKWLp+kaBa0O+TWgghIURU5nsVl5f2IMGaM9vFJ6iWRSvGA1maHsw8Q09IzTxHbfs3nykO3mkvsPPmZ7eck0DFhGusbTBcfdO0tMbvGmJa9AUpGRjxFMg3UTxgeVmC9IT7LogN5pUmpAFGSckHEijyPjrme/HbjcC7shseknJvFIURv1TYNznhBaXLA4Z/A2qLBG8Gw3E03jaYJnfbJm0TUs2ob9bmK16DhZLlkGg8kZxpFA1PMkQrKW7C0SLBK8zrWyCkKzNTojznAcsyXqU1Pxqy/C5mIK82LZHBA8S5Tnm7QAfAdlJp0Ad1CxnVq9qqBrh8YJV8AH6Pr9q2/wOG8mzJ4Fim+u988CtM8CWPX8zwHVqwmlX89egatnmEVvtO++tuaP3jjjX3//e9w9O+Pu6Rmha8kpEZuBNE54P+rcoOwIISBMOOto2wHcliElxpQJe6UWbjgO6PxdWY95xQuO2YrbZt5C66BrLItWAdaia4gZllEIMdMx4caOaWywU2YZhTMvrJzhrHW4JNik1AmDxWSjjoCjM7Bl86VnyBoVdChiVPp6SdnUpuY5fS0JZFPK66KCAvsIr2VdMB9zrCS8DNziYCDY6yIntedGg1AO4MoK2uA9RmJ/RZ5GxqknTz3kCZl69leP6beXPPnkIx785ld8+vGH/N3/80Me3H/E7jkBK4c6rA69x1qu94nBsSKzLFtd6GsV8kXa1O9Jk96ZwTga5wk+YG2j0p3G0bStNqOTSWnA++sTOVMciVMCxVcKsEbYJnia1Snf56uD+ZoYmM81qUdQexRrJTdwnC/VlN9tOTrXJUe1qT0vNlNZExxp9ngIrCwqfR0CuEaHn1rdrHe4EFS8QtDfLNe1KbBS4KguV4Lx2wpQLHAOvGHgDQv3OiArU/rTSX3EU+ATXiKZ46SzBXKO5JSOVaSUsDGRnC0g5Ua4VhTzbK1BlnXbUF4vmzMWsVJof0LORunoGWKROxWJDP3Abr/n8cUlDz76iKurpzy++phpnMgpYcgsJ8PCOZZNpvMJCQJjj3hD9iBWQIoofI5gLF5UyMKUuVoiESMZJJOIiEksXCYGQ2wsU0zkBJMzSCrzApMQx4lkMilmGHQAs7cjNmjflUSLD47gPVOErgl0bcAay2450A8Tq87jEVxKdFaUHm4s2VhNAPkG41tMaDHNEtMuMc0C2xpMHZRnD6f/MJD9eVqtBi04jpJoOUqB13tzXompvaRzRkmt0j9vBkOHJvfuonHZu8CZg6WFkxZWXmMaZ48AZTtovLCN4EcFYga9T7/KAPsvazeB6Jx183mVK278/1lVrTmzYd5f9U0AK4P6oHp9zPvs50nwSid/mewVuLphFh20+kYT+JN7p/z5d9/g3Xff4WS55mS5wqC0gN7Y0rwOuYmQBWshxYXOpbKOGAfGSRinjPQ6DLhBnWetqvwum2cnbmsWwRtDYw2tt3TB0TaOZeNJGYIVpAvYyRPbwNg4HI6F9Zy4zNKppLgVg8mGbA2kQhYpClJS5nogRyDhrAKLRaPPvYFQgJap4KoCLTgEYwdwlWC0Orh1IaratkRv6Eu+ucXl65gzCrDqYkR9FFXfyhHIOmMpj5E8jMTNnu3mAWnYk3Y7cuqRNJH7LZuLB+yunnL//V/x4fu/5JMPP+QXP32PMctzOxcVXJ2iTq1BF6G546yBd40DaqX3RWc4RYRpGEhxQrJKJde+K2u9KogYrzQeZ7FkRu+x3s32AWmKxEmQAqripNPsd1mvrccosNp9xeOsYhVzxzrPDtcApvZj1XM45+lXq/SP6tiq3MyLoMpWcHWtX6BQv8SiNCznypA/B6XHDet0iKu1JckiKnstgsmGMpVVVVnq37qlHfoOva5fN/D9AH/SwJ0TIGkr6n0DjxN8nDTh80X9xLduOSvAEqUZqzJm0iG/RSXTGl2Xrt3tpupdqKCFvlBfN7q2WYNYU8QYhCqNKoXanNDxB1kifT+y3e158uSCTx8+ZLN5wuXw5PqhRq3kjL0ltQbpHDL1yGTIk9VHMhnBSqE0YrFZhTJc+WyUz+eJZJNoXWbywhgMoxeih9GbQx+Z+p2sx5t1JhgYnWcZPW7yuOyLcqB6urEJjGOgbRqdByaQc6AxhmDABIM4i7cO4zzGB1xocaHBhQ7XdNimxTQNpin9VmW5Otw25vmDK4uuKZVaN6fYmdlW+4hqL9F83Rk5Vk8q62QOGL6M1fXRlWNYo9Wq7xg4N/C2hXWALkC3gLaFJpR1SVvrabdK616WQb4+6zFezo7/m7A5AP28CtbnAaz5+/Vx/h3MaYHP2+ZVzPn3cQcF4Scc44F5j9sFR7D1UqyFxV6Bqxv2eoC3VoH/6X/4C945v8cbp+es7r5GKFN942i12RZLysctiiGJ5lGz0UDBOovD4o0ltJm2MAlOOS4svw981tZbTtqgtEBv8CZr5i8ph8/lCS+RFs0cWpMJrmT+EphY5qGkCZMjeRpI4548JGQPudfzVqlMDaVaZbVaFXzZXKlg+dkNHArYKkFcFg3ohhEap5vZwTLBIqtDeAr8Gg2Cb3PmOKDH23AMXAXIE8gE0xPodzv220se/eYXPH38kPv3P+Li4w8YNlcMV0+JqSeniTRs2F88YX95yce//oAnfWYbpcgOPx8zHAfg1mbhOthYZj9TF9IKpOuC26IZrEfP7Yium4iw21wy7vbkYcJKxiFH6mnxUM6WhnQLY9/gTCXYqRPuN5k8gPTHwY9XwEfAh8Av+HrXVQWoa9QxvcYRHNVhw3OKYAWq8yTNPLiplcEdx4btOm/r8Ww/X9cq7aTSArfAYFRHIBmtXmULyeTjgNXSK6LjAUxJHHBQZcQEHAZXtKUlg8REmiaV1b5l9i7wroG/OoN/9Q688zasGzARZICHT+HyKTy8D6+N8L7Aj77tg/4iZhLGJBojeJOxVWQk62PKSYPAfL32bK0WhIVcrjGDzQo4rBWME2wSstP7MGXRfijRqzeLJjtjigzTwObpE548ecx777/H5fZDxvjZcRF7tNq1215x0mSmNjOODu8S3mWcmUhTIE6N0lGtVtYyHOZtpRhJBUS6LDQi2gvoMhISZiE4kzAkQhNI2TAlGLMhZkNMel6yGGIUrYRFh0lauXJeGwLGNjDFluWqA2swztEFi2sCXbtgcRrogmfpWk7Pz1ksFpytViwXK9q2o1udYDuDa8E2BSxwnU5fcxnP0wK6Nr3BkWq34khJrgmgCkqqiml9XgPrPdr/NO8BmvjtyqrPsnoM7wLfLc/fAl5fwskCzu9Au9SCOZRRZa4KrGgy1gVdz9u9rmVhVF9bWws++LIn6Uta9Y03e8tvVq3ma7Xc+Flz4/XqH+bfwfNOXlZAW6mWZ1wHVBVUzStX82OqCckHKJ3+ZZGAfwWuijn0S//Bm6/xJ+/c40+++684XaxZtUu60OKNxeHAJ0TAx6S6sA6sHdXRi0XEIdkiWW8DIw4r6nCqutuCY3bmdglUfDXzxhCsCi41pVnYpkiKGZmi8qLGAYY9MuyQqQfR2pAOmPQKrNJEGkfiMBKHiWmnIEGyLgI9lDiNAAAgAElEQVQ1hPXUIEpflCpAVRSSnAVnjYoOWDAli61znUQpcujPWasLqItgCx+tleP3U+Xxb6PVfrwRGCaYorBLmf5yx/5yx4fv/4qHn9zn0w8/5L1//iGbiydsLy7oN5ekcSCOvQ68zQlJI7HvmcaRzXZiSLwwRcBa7q8A4yZH/FmOolLcKlB4IepFIvTbHUO/J8aos3dQqqpzTgeH2kBoNLtsjVHK2lw4QbTHikGv3V6OgGKLBgUbvt49XytUS9QxnXF0UI0pCQNTeilKP8XyeHjXbC6gs+cIrrpyvAs0c1h/5uvYvHJ1EJdJEGMZvIwmpTQDrxVBcdqrYmxJH1NIgNZiEZx26WBF+04ErZSM40S8SUH7Fs2jwdx/dxd+cAp/dtfy+uuBe681rEKAlJEp0XY9d1aJsy4z3odFAeifcqTG3kazFrwTgtUxDlZ0Vp5BqXNK1HxWeaS+Onu3PJnPijOAMVZ7t2aJDBEhxcwUI8MwcnG14eLqKdv9Q2Ia+by0QBK4HGG5G1l5GBceJxErEVKLcx7nvc6lshZn7bU95aRKoPXVKnGejCA2YxqDEUvOhpA9MVtiNuyTY0rQjyBj6X1NmRjLp4wWN6lyoDOBnFSGft+PGOuxfmLIHcE4XNPSLlcsFx1nqxPO7txluVhwehpoW1UO9MFgvMEUZ2Fm5/dwup9z5cqia9Eapb+eogmgE3R98uEI6CYpa2TWsTP7rFtdHwpj9rDVtaP2rs+H2dYkUPWLtWdqhYK8s/L4RgMnHs4bOF3CooWTFfhWj0kox+eNpoNzrTxKLZ6zGGAQWE3Hdo8XbfOqj7nxuuGzIOpmle9mxau+Vs/p8xwiXwHVgiOIOucIcs8tdAYWTrdg9dqw5SBzhinDmOE06ne45DiQ/mXoj38Froo54A3v+P7bb/Bf/+CP+M7b7+JsgzWe1pdG2+xUgSpDMh6xAbGCNQ5kvlltrFauC0YczkyHLP2C40V+ycsPrpwRghGC1UdbumRNTMgUkWlApp7c78j9DjMNCq5sLoMWG8hRA/xhYBpGpj7R7zmsAnXRqFLTWRRcSdKyfRYw4dh/5bxSutT0jjUYLBkrolxzd1xMfVSanRXosuLmDbe7umjQitwIDKPQD0K/H7m4/4Qn9z/lZz/6G37zi1/x3k9/wU9+9LeM2w1M327eZ86vr2MG5g6jVlNuOoEKqmtlpr7/PE1E6Hdbxn1PnEZtYjdgrFXVM+exvoAr5xABV5rvj/uAWOT/cjrOk9rPtq9KB6xWgWYFV3fK1lhoLbSNBksx6f2RMixnJ2sOWoUCnOQovduja1StMDm08jYfffBVrGZJ59TAWNhkSRJS+LzWe6xzGGtVZc3OqH81mLVW2U0m47JVp5xTET1IDNN0mC90G6wFvufg37xu+G/fsbx513F6umB9smTRLCFFchwIPtEv4XSZGXsNDodBP/VDjgI9t82cBe/A24wj4SQrpU4ydQywBnzXr55KCQSuXVj15+YsQmONAiwEY+TwXkqZadI5U1dXG642l+zH61TAmybAVYSTfuLERoZlKMBqQqYBZy3We3xosNbhyrgFU6jCOSUdYVH+70pfGEYrHqomapFsaMQTxTJlh58MQ1LQOE1JKZNxIibRQcjRqDqmT3jbKrjKCq6sC4QmMmVDNo7QtHTLNcv1itO755yevsZy2XF6puwN9znVqGuBuflssP51rbIN5mvTPWBtdH3yLfhOWSUTsCt9TFZU7NPk43WeuN6HU1+ryaqq3ldFkISjnzgv2+tGq8WnBu4YWHdK+1udQNdCaKDrwHplFmfABYPzBtEaLCkboiQwCsy7FhZR18cVul6+aLOzrdqz0xVHu7nWz9kL9f810fl1KXdzH95w7Ks+LY/3KNeEgfPCGmoDNI1eq8Fx4IXmqKHKFGEVj33aT8r+r7id6+DcXoErSsly0fLf/9Wf8ed/+gPeffddutfeOtSDc9RFVaxl3O+Joy7m4xCJ48Q0Fn65JB12mJQGkWJEJGOs4As6z6ijrUFG1Rl7mbikN00zyNqRnSc0qkTIU0TGkbS7YtpeMG6fsHv6GDvtESZwkJ2hGQM+JSQm9heXTL0QJxWdqLzcqoJ3jT5mymIjR6BhDs81k21tzYBqICwUCXOvhxmLIEQTdeFfdKqst+6hGeFB1lL0BbevgtVXp2RhtxGuHvf86id/zz/+w9/zzz/+If/8f/0fjPsdKSZinA5Z4G/LBHWGtfJSs/A3M2/zZt15hapeC4EXM7Ms58ynH3/Mk08/Yf/kEY5IsELrjDpeb3Ctwzuj7VeAD/bGnCvY9keq47xi9bQ8/7rWogHL68CbwNvAelkChtNjH+KUIeq4Lbbl4hUgTZqQEKtJiSHCdoKx13tuRLO8Y9n3W6gze8BRiOOrfI7MEVx2ZZ+7EfZ7YewHUooaNJPJOSJxQlxJUpW+F0HnJlnnVYVODCbZg7iAEWCc2G82xOl2kHrXwLsd/G//Bv6b/+otvvvOXbqUaBpPW8UL+p5hIyzaFiuClYl33oHlUunK5zvtw/oxStn8ugD9eVkNpNbB0LWGtRc6D43XRJsz6hucZMwhPJ79fgHQIqIzsUR9raoIZozJSlkzhQXiOazhORtSBtNDyol+6Ll49ITN5vJ3HrdQaK97sINwYi9YdoautbRtqVqFQNu2OOdogj+oGAbvKGoqOqTXqpQ6LuCtpfGWzlgNHL2wszqgfcqGXTQM0dA0HuuF/SDEy8yUMznDMFpMFmxOGLdnjBNTnNj1K5qSNVkuWtbrJWfnp5y/eY/T9Zq7Z3c4ueNp2uN4jm/LarK49taeo5Wr8zPoluAW4DrtFxszbAah6cu6VIBVZakYoLMaiK9a7a22ABH2I4zpmPSpWw3szy2sWzhbwd0TWISyNpoSzFf+tFWgV4cpH9guSYpcvcYPVkpvd9C1dpHgtIezES7k2OP6orxsrQbVrf6tmpyEYwKrPp9TwCvdbu5ja3Ltq4KreY/UCQoy1xzFqGrl8hw4D/odLItgiC/OPJhjLJdLQjAmiFrIxXqwCYLAn5b9BuA9bnfbxitwBdw7WfD2nRPeeOMeJ3fOCMsV1jlyVvlXYzSrhGgWScpVa3Jx7lCqIhZrtbnU2zJ8NCdyTnhviTFTZ4/CZ/mwL6tpY7k2+JpsMGTNPMYJiRN5GshjT+x3xGGHmXqGHPEOrDNMeVIVqZiZBh1sW1t95tmaeuoOC6muf1gpErNGF0bnIYSA8w7niuMWSgZcs6JZFARjk/Z4qBAcJunQYgHORBtXX59Jv9+mm3ncJ7aXA6Ps+ejXT7n/wSP+8//913zw8x/z8Xs/Y3NxgaTbxVCuVNg9x8TCHFhVB/AsNaR51WSeyXyeFmNmu9ny+PEjhn7PMp5q748xSk9zXiueVg/GYkvQqCZcV72qdItKDXwe149Hg4cWaAsNsGmh6cA3hd5i1FGlciC1Qgs6N07KDZXNsdjuUEDmojqzSsups1+qs2jQc197IL6s1XOiFVcY9sKw3xPHkRS1F0XVCvL19bEmB+q9borCXBU7KL0wUz+y3+6J33KVttp3OvjzO5bv/asz3rx3ytl6gfQjTXCE4AjOQfKkMv9I11M4P5/wLiMxMz6Cbg99rwHMU7SS9W1mbz0aGC0crBpL22g/UOuVJu6MshqsUTELY24SlQqQMrbQ/rRKaS04H3AC3meyEaW3EhCbEKe9kDknTLTgRgTDlIT9tGeIX4w8WQPLTYZ9LwW6Z4wRfNbrLzuDNapsoKqFgrNoVRvhoHNotDpnjeCtkK0QMgQvNFY0QZgt2VmMh2wssVCO96OOxciSiyZIJkfDNE1lnxBLj5cxhuA9XduyPFmyOllzcrJkfeJpgjko6X6bQUWtXK0oPTW2KPCtoVsZ3CJgqxTflGhkIsSk37s5Xle2VEMXQSscJ50+OgM2akV3ipoDr3LyaTqq6J63sOw08XSyLOuk1wSsLUE7JWaw9hhfqK6OxnJiLBnBZUheq5UxCSHovoIHP4GXo+96UWY4Uh5vbje/7jkFsP5u5gi652D0y473qZooDUc1yBYFVbVaeYJ+/3daWFlYO+0tbTx0DXRFfAzHNVXoQvbCpiMLKdX4K8PdfFQQ/A23Kx67aX/w4MoA3zk/4U/euscbb7zO6uwUv1hgShYtJ4u1Ot8ip3xQrtMqicGKTotPYrEoqAoukH2iaVpyiqQ0kbLFT7r4ihwv7N8PcJWxKWFyUsBJ4elFpVjksScNO+J+Qxy2yDhCytrz5GBMCoBI2pp1M4CeN8DCdYCVyqLmKx2jiI2FriU0DcFZVc5DSpCsy47OfZowcSBbbZo2Ccyo4AoHp+ULejsded236WbutxOXj3c87j/lJz/5Jb/48S/49//n/0789APk4qtMUHrxJhwzjd3s9fr9WmbCHFwHVPNRBLX69bzD55zh8mrDxx9/zG6z4eTsHCly0RSqkCv0EUlgjPb8zD9fpbRUSum85+p59MxULnuHygWHFpqFPtqg9FgKiy5azQDWKpUAxis4qT2KwZcGbq/02DBAM5TCfflbA+pALUda82O+Hrjqgf0A+02m3yodM40qRCFS+nYMVF3WowJg1WnVx0Olg8Q0jvS7PduLLdPw7fMBDPCDNfy7NwJ//L03ef18zbpr2UvGexUv8NYjMeBDo5US6/A24NyW5WKibRRknj0F22sQ8wlKKf82e3ZbtG9i3cCqdbStYxEsTaWk2QKskIPgCEau7cMYp0qcYrA5IVZ05lMGwSLJkG3xmaZBlQgTVoQUo/6+HxDrmGJmF3cM+YtzDEZKBbUvQaoB5zSlo37f6bGZgLfgnCF4q7GA6Gc0dU7X4XNmvBWcU4ZE44pAj1hydthsCvLMuBDYR5hkR5KpJEMESco2MGQswhQnctZ+s9AEukXHyemK9XrNer3gdM1zV/z7qhbQtemMogrrYL2G9Rm0JxbXLSA0iHWkfY9PovMstYip4MrquWs7WC2U6rxewGJRxo8ITLXaFTUJmiJMOw6iVqdrZaIsO1hUJWGj8Vut3Nvap11AlwAYcGW2njVmJoQ1IpJIWWiCqgk2XmOP6r9mufPnbjUWmoOqm/+vYOpZ/rP61/reXH79y1jLUVBpVf4/7/2tFNC11Z62ttGKYdvO6cOzdoAbZTdJYHNNzqhPlhIY3CvJ9Az8A9+MBP5XtT9ocNVay9urjj/+7nf57nffprv3Oq5ryZLoU9TycGOo0q9kC3YEjApWZJCUyZNS4NIYiVMurDjlROeowdcgIzlrP0Atwd6OvOrXNysJJxEjWnISMSo1W4BVv79iv71kd3XBxW6CmFmKOmZxkJwcbjY3W50q5aSqytWFxFEqBx7E6z4IYFuwXWk6aTwmeIxrcCSsFHlghEQmm4wYgxiPa3Qoo0kZ6zMxQR5V2KJzcDLAm6LHUvtSbkOf3Kf3H/Dzn/yCn/zDD/kvf/0feO+f/j+mx++rx7nFNl/44fMrkzefz3t1atX3RdgHH33I42HiB3/5F0hoWZ+8xtk7Z4RFi18c/7AYCK3Dt+HwWkarCjWL2aM0usvy+HVFIUAd22uoE3stwPmp9g/4RkdE2cJasqUaKxnwxUmJgrBa5RWvFXibtQqWo/aMpb6IYQD9RqmDdTzOimPmMqA8+C8TUNRz8Bh1yG3KPHr0hPWbl6z7DdM4YKYJ20Rc1gyH/utKBVEzKMZpYsv0EfoEj6949Iv3+c3P/4X3fvlTLp4+DxLmV7cF8D3gr/71Hf7iz9bce+MuJ6uOtglIZw/Xb4qG7BPSNripAzOBsTQpIgmWq8jde5otdxOsdnBv0nP/KXq9PebFBXVzO9AAy+drHCwXGjwFb2i9EJyCKzFaBbIFgAiUi/FoIQSa0JDFYJwyCkQE551WIb3ytQQQ0+jwXFGWQ8oTMU1Yidg8stu2tNYxYr7w+lwTPZfT0c37UtHwISutH1HFQF+EbJwv/V4zPjoZMVrZwDisMwRjaa3BhAXJBJLoHeSzwU0GEyImJJaxYcwjyWTGqPOwyEWhzjYYHMFD1zpWJw3n53e4e36Xu2d3ObvjWX4TDT9fws7QtekN4M013F3CvXuwvndGu1rg2xOydSQMIldMfWJgwMlxTTdoAN4FBVerDu6cQRNcST44TJwwOREwpCjkKAdw5cp16cu1aNGvK2UYJ13/mnTss5ZDlttgbdBfMqoALYIymGJJqJcK2wEccAQuL9IqJX5OC6yvP6uKVSmCtYo1P8bDKIwv8fcDet+/XR7vcpxRtUSB9ImBu6tCZ15oq0UVDjsIpxR/RDmHrrxnUV8kWT9TDKVF3CklsBNoM/iSrfxT4GNUgfc22h80uPLecffslNP1KavVKcE1iBimmDEmqSRsoYjZKJiYiVMiRe2nijGSpkSK+bDl6fhcK19FbSbJIQNSL3b4PapcSYIUi3MBSYkcR9LUE4eese/p9z1TyfgZVG2nyTpo1Vpd5OYKdbXPCq6fo5rtMLZsBzJyLV05jNWho9a5gz/X8561h6MsN2Ks0gZLiVqKcy9ij5rZtypysRQNLA3qlGW22ZI7PxKZ5kX5F2NPHj/iw1+/z09/+EPuv/8vbB9/VKTqbrfVRb5WJKs8LxwVoeC4+M+zbHPK4Is6u3Ho2T59zIcffMTpyWu89cZ36cZzTOOx0hwoq3oJFSW72Us1b574rBLf80ioBI5N1J3VDGrXaNWqek+hKC4ldVD7UYO1LOqo6tguV7OIhV4oVikulYYRMySnQYnN13n/c9n3LxPY1wbq2n+1E9hdZfrNyLgfiHHCxYgrvZuH/Zcb35YZg4hWs/IUkWEkXV2xefyEi4ePuHi8Y+i/3fTVKsBfvm7507dXvPvGGSerBc2ixQZHMHr1qoZHwsQStDur1RKbwXtMyLhmYrHSat60h8FpBWu31++yRc9pvcZepFUq0Aq99oKHrjE6gsOBN4I3gjVK56uVlyMXXq6v5UbVIKn0+vK+q4t2mS0FgG1UIEMEfCJnR8qOcZxYDD2LrsNbj8V+qaAxoVVlmzR3GgaljluX8SHqNecDxhkElWbPuQhaoPMZxSjHtmIupbgIRlTE3Uomk8q6Z/DW4q3BWXNQt3WlQi6lX5ictFJX/o61Bu8dbdvSdS1d29F4i3/RUf2XtKoSeBc4X1vunDrWdzpW61PCcolrliRjiFkI+xHvnVL2ZcbqycceKGvKWmXBWluoo9r/Zm2J0yWRsiaLnOEw+9Kht5ItFZA5ZUhKA5KgVS8F19ojmKMOtBaR2VoqGsclDoJYrlSu6pr4IgVn5j6zbpXqd5MaOK9O3aQGMnv9i67blYp+hn6vFUAv0KTcImiFcunhzhoWS50XVvuxKqiqsZsrlURf4jgMh555yfp9GApQLreDoPFil2E5wlm83aqBf9DgKoTAm2++xfnZXdaLNY3x5MkwxKSZ02wwWaXGTYwQJ2I/ksaRPPZM+4E0jkxDZBoS05SYxsjYR8Ypko0Qo/YQjVH05uSYRfgcMZ9vzG4Cljno+1L7kYxNEaZBwQqQUtJBtcOOabdh2GzZbvaMcqROLdGFr+u198NxpBnVDGnkSAE7LFqz1cSoOja2RdP2zhct9gbjGr1xyw2r0r3lLpeiYWVEs1NkxEVSEiLCRCYV6kBwOmg4iToNy3G4YQ34G5RDP14r0L/YUOeTDz/gakj8p//4H5CrT2D6JgRhv75ZjnMtau9QHSRcwdVcrr0+v+kwXhh0nUby1QU//cef0YQ1b3/3j2nu3SU5hzSd/l1jlDOOxc6H16KBWs0aDijt6JIjtfTrWos6t5XVymoTlP5inYKp2o84TtAPsBvgaqODjJPG7PhGK1hLA1KkkReNHqAAk1OuOyPYBsjajzV3yrV6dVNs5ndZpaJUquRVgqtHsHs6MlxumcYBF0dcKt1rB0qZ9udYqze/iGhyaz+SNjv2Tx7y9NP7PPr4AY8fjPTxm6jlfL6dnxj+13/b8JffO+edt17n9OREmw28o8FpOsaAmB6JmeQTeFd6bizSNBhjcUlYsid0gvOCXcLqCpqPlLp8p6ypn/LiZsBVW5VtjVYVQmNoW4cPBufLyBGbsCaTqBLsyhc4pqCOVsYEK4Q2NdlocbaAz6bSQQ0utAq+RDCiVaWcMklgjJGTyzWNbfC4L0VXFbT6OpVGekO5VxCyGRhjJApEiTQhELNgRD25d/5YvLI6ukEoXNzsNDNhR0RpLuqwyvgAh8NrPVZntSmEwkjUGW3WIC7qmAIBaywhOBZdy3LRsVwuaJy5deDqHiqC87aBN18L3Hltwdnd1wnrU2zbYZqWJEKMiV0/4LcNzjskR01EU+ZLle+jrjcKXFXgRgTEOEQK7T8LOaVDq4UVPd25LLi1R5ZCOYMS8JfAJ2aNQQCijSXStwiRnA2SoY/50N9lnUrKh0bBRfVlLzK1WeOgOpJkzuiY0xLh6B/nw5dvgq8vYwu0MvUG+t2eo2JKrS3V61qt6uBkrRTAttHTaOsSHo/gqujYYG3p+5Uj2M0ZmGYJdAq7oiTjW9G5pOdbeHxbOYH8AYOr1jcsuxMW5/cwzYKIo0+GkDM2wTj2mKi9OM4IJmtfUdyNME0wDcTdXumAQ8ShqYzJeoxYiDDEyH6/px9GnsaJMcszh+V9mxSzeRn+q4YiQSKNDJjUY42BLMRxIO+2pM0lm4sHbHeX9HL8GxVg1f4LX96Y96v0HBeTjmPA2mZoRKVQ16k0SY4geWTRZaxfkAMgBmc9mVzKW+qQxWRcEjDq/o0ZUclVT8yZIWYudnCxhe0ADyatstWFs+UIjm3h4Z/eu4eEBTl0mMUpEcOQEx9/+BuG3eaFAJ9/+qcf4hY/R57++tZTAedWv89a+ajgqsLRefC940gFrDbnlb8oyznxLz/8G5wM3L13j9Vrp1hvaNsFbhmwJVM/JTTrOju2SpOr4Opp2Z6XH6hqgcsldCvwCx3EKxn6qQCrCA+v4OEFXO7h06wVogHNCtoB/AZWT8q8EQNvtgqwlh0wqsrgbtTfv0zwPkca2m84zl36KldeRhUUHwM+w8cX8NqTDXefPGTcbAjdCtJaw24jOvKidjhbAMEkwU/CeHHJ/uEDHr33Ae//8y/5+c9+xU+T8Pjrn+qvbP/Lnzn+3R+d8W//x7/g7dfXrJYN0UTSMJH3I2nKWKcUI28CBMF1GTMuNP2eHWK0ghV8i+kWuHEi2R3rMGJXGeOhuYLTHTQ7zSh/gqpovQifYtGeijUK7qt4SmisVhXIWNGB8Q6lieukoITgDn0uc9OgT0WgTIl2rTG4DP8/e2/2LMeRpfn9fIstM+8OgEuxqqure7rVo+kx04OkF/0B+o9lpvcxzZhGy6inu9Rd3cUuVrEA4gJ3y8zYfNHDcb+RF0SRBAmArKKclnYB8GZGZES4+/nO+c73xWRJIQglTym0awoMA+8pwkTOWZzW6OD55KMnGDvw2YvrN/puRWxmizzzjYd2D80VOBto6z1t1+MqzaoxIkZirVSQXEXlpLkqxESIMKuBwcN2hr2uCVgCltlWKOOwrsHrFq812hq005hao3ovkb7yOcrUaBWpKkXdGJpOqlZV5bBG3Uup/1CGAj4CPqnh8RmcPzrj6OyY1dEFatWiKoexFT5EZj/T1DsqW2GxKCXRd6FTx6y53jTywVUtSU5nQWuDSopE9rZLCp9gnsQ7SyEkDoNUR6oqr8lR1jWtJCQw5aSR9TNyj6ty5UpLchZJslub6eAhobQc6/RORFEuwrutHjtkvywx42EVaiZT6fK/HSZ+y/hWifP8uWcsqo/H5H4rIz1xVSWgqqrAZMERm3urSkVNJ1BuYa0ow71gRdaKk7455D7oGdIMQWXF2/xcRIuIjpnFO+sRsuf+0NpsfrTgyhnheruqQWkjDYs+kbI/U78bYPaoOaBSQseIjhHfTygfMMEThp7kA9Hn5tecQQkh4n1gGib6aWY/z2xjugcTRWXrXchJv8k4zHQcktnedOgU7itXUQExEsZRqlbDTprVx/FLn33ozl68i0qwVq5NoSE1LBUMS+bgAmsv2YwWmHRk5QM+eZIfiU3ERntPx4whMKeAj1EqVD4KAB4CE4mJxDgl+hkue7gdofdwnR5WU0p2rCKb3znF8arFtCto1rijC6KxzEoRg+fm+iU3l6OsHm8REmxfPENZB99QHeuHMsqCXagUhTNeMmwzi99SeRZenSP3i/TB+9726Le3XD79nF/94//Lz/+bX+BcRdOuqdxK1EBdFlM46CQvtMACrob8elteaTVZ5lZLsKFdTkTkqlQ/CrAaZnixh2cjXHn4HAkcBxaLgyJO0SGbZQxwNMNpBDWLzPGth+sgc+C3CBgqlbjv0nuY8vsLbXIfYBgnpv2OMI2keSYFLxSwYmh0f60lgZNiJPmZabdnuL3j9vKSq+s7Lu9GXqTvxzrBKThy8FcfHfNXPz3n7NE5zUpEUIZxZA5BXqO/Bw02RtI0E4aRcfKSgY9RKqJWoYzJIFPhmol69qIst5ZeuNnDUQ/bJPemJCre5pwoWfMGAeKNyYFUpXDOoK1CGYXWhRaYiCqhkZ6lpFKmML1auUKug9bSS5fpbyr37iajsxm8xlY1Winp4/LhvpphrUORmMeB0+MTbrYv3riEl5PlROAuSQtfH8R3yRiofaTyArRWlWftLI0NrFeJufbUtYVJ42PCx8QQNPs5cTfCXjuiMkRlCXWHcTVNq0iVwSdLPDBKXka6p1AqLS0MrnLUlaOqHM5ZAec/IGRVhHbONZxVivWxpVmvqLoVtutQdYNyInGvfCChsabCGpGyF1matLAT8iI6jBKojyNYJZL+zog6c7lyCX+vHpxyUJWZmiS19Pzct8mppXIi/0/4gfL/pN+gqJHeV320BpVbCJSiSommTrS1eDFtwrtlI5U5+KoUe9lDD2O4t8Xs0CxqgIWlUOZKn6/3FCDOsp67INlS1j8AACAASURBVGIjpWJVuZyA1ktvlYH7/kaSrF8+wNjLPjaVPwf58zwv/cJayd7miy8asn/9EOmBP1pw1dQNXdtRVfLIhKAIU2AcB8I0cne1I4wDcRxIY65cxUAcJnlolEb5AVIU6oboszLPE+MwsN/33G3vuE2eLZFLlgC9GAeXTP33RV455Ol+l8qVCh49D8T9LSJXH5mnkeHujv7miu3lNf305TCseAQfVoK2SGVvQK5T4RaXxaRcr/L7XczgysPP9okTPI/Y8uR4y8kK5nNDSvke65lx9oxzYBxgmMT/54st7KIEJkUm/DmLA3zJCpXrVb7JBmitomsN5+uG+mhNdXTK5skTbNvhmo4nFyf89ve/53/7T1vo795qhSl88du39lnvcxRgVCpXheZQMnDFF+ruKz7jEJwVgP4uxu9+9xlf/K//Cx/92cdM04RrWjplqGODqUWWT/MQXPUslIxiIPw27rpGsnTnGo4NtCuh7A1BAo8p+1nd7GA3wbMBfo1Um/4VmU+vCmpY5Dk+R7yuHs8wZROlPr/3Mr/+bxYBgO86Coi+77sC+r5nvLnFjz1+HInDRPReaIDaCE2n9FuFDKyGHdvrK66ef8Gz3/wrn19v+XyS8/4+vKCOHfx3x/A//ts/57/9yyecnK+w2hPDzK4f2M+e0Qd2d7dZFEmj/Z44euLgsXjpZ0tg2xqrhXQZsTiV8JUltBJUGy/ByBCgu1mCn1Llf5tzonzuCslYrzowK9CtwrUVqjbglHjBWVBGAJUErgK0lEpfAuNaa4wxGJslK7VGK4NPipSEo1rAV9WtxdxXa2wGmxqFn2a6rsUZwwePP+JmewWfvfl3LBSrm9f9Y25qM8CKxCNmjvTMxcnAeiXN+1jxbRpjYjvAXZ6Lk4VkNFiLWZ/jmo6jk4RpE0lVeK8hRgGUpUxSePJaoayhqhvapmXVtbRtR93UIl6jvv/2gjLWwE+ATxx8tLacPj6iPT6m2hxj1yu0a1DW4iqHnz1KzdSuobI1lXWokHubyH6ICcYATebgWwMqBlIDLiv3WKWICgIenzyeJC0AmVFslOiQidLj0o9lsiy7cxpjhH8WkKBfaUvJ6UjflyA0r73cmpQwRlIYbfRsNnCs4CKvt+9qGJWrVwcMoEOwU4rCh9T67zosi6+UQtaUW3J8FkHv5RzW+fhOwU9WcLyGo/Wi2Fh1GWgZAVvzJLTPycPNHWz38PISXt7BdpREUYm/Dnuzm4PvG/L5HSHr/Q9t/GjBFUjzZEhkzq4YA8+jZ9rP3NzcMfV75r5nf70jzjNxnvD7EacUnXWsG4OzhqZyNF2LVgqfFPtp5m4ceJFmrkjcIDe/ZNqKDw58f8Dq8NjfJfllARUm0ryn728hJJIPTNPIeHtLf3NN7yPza75oqVyNLFmXKx765xQQWmo+h9etNCL3LNn0olzzwQ5OB/jpTWBjRlZG0a6lOTgEuL6WjP6zCL+KmQ5y8Lkli1mO+eo10mQp8SlhYmDqb3C1wYSOxgRqB01X8dHjCyrn6Pc9//LLv+Pu+vskK32/Q7PQC06BD6wYCnatZKLGCe56mNICuAYebhIKAeNFAlaxyHqXXqe3OdLU469/z3/+3/8DN9sbrK04/0VidXJKTGfouWc3LmF8RIKzAsrfJvBTCN/9SQXna+iyqFVC+qHw4KfcYzULfW/Pcm1eB/ACMn+uWHrCDlWwJoRq9py3B6wOR9Hz+wJ4sZu5frFnd3VL1R7TrnvUJHXAFBMpKO49xbwiTTNcb+k/f8rtbz7j6af/zOW25yp/7/dNlD0F/vJ8zf/8P33CX/3NL7h4ckRyMzd3t4z9jv5uz13fsx8Gbl7eMOwmhv3M7joShkQaEp1LdHXiaA0nm4qqsVTrhhQi8+QZ+p7dNtDv4PIZ/O4Knm3h0yTVyaf5mr5tWqBl8S3aZJlr1YFuNaZ14AzKGlSlMU6jrFAFVe7C9yi8Aq3SK2upACSjpEKntCZpjdMOlM0ULYU2mrqxQqEzmipFjLEY67BKMfcNJ63l2d/8ginc8cu/W3NHj3/LV6LsOTNiMH95Cyc7AZyVSeyjBIaXAabcpyhZ+sx1untB1Wzp55710QXGtUzBMc6eKURiyv1pSkovMc7M88DsZ0LwkJJUO62ibnMv0Q9knAD/Fvg3P2v45GLN+cUHrE9OcOsVdbMiahGc0mgR+kgKi6ZS8lJR4rE9S2LNIlX0bZB17fYmUbvAut2Jn5qRvp+pF4/MMC6y7CUhahEvtgKqbCV9p00NTRexDrSO0rttwFpRh1RKEWN+XlXKyEueaaMNOMPKaM5XM8knfqbged67Pn8H19dZsd4I01LM1yymy0U8osQw3/XJv/eqQgBM8bQqx+hZ9owCvmyCuYfTCU5v4eIY1iuYjmSvN1lzzEcxrb95CU+v4GaAZzM8C7lyzLKXl+OWFoLCVhkOjl2++w+pBevHC65SEs+CEPBBlP/mWdH3I8O+5/bmjn6/Y9zvubm5w88zwU/4fqZWiiPnCL6irYTQZuoarRVTCPRhZucnbjKwKhnjQif7PgHV4fiu56HIky0FCCN+6CFEog/M08g89KL+ldJrH/qSFDykTBVg9SpX+HXn+uoiUkCaQ+gyNx7UCE90JFrRuyg+F8MomZdLliz3m5DrNJnOGGGeo4h3TD3Jj+josSrhjGa1avEp8dGHT3j59DPmsWfo34Yg9x/nKNnvDZLl7xpphh0n4caHCeoD2e+vG0VB6XBxfavzKwbi1PP733xKVTX85MM/Ixwdc5zAmA4bevphMWcrm04BV6+jNH7boVi47k29ZAKjWoIs74VidxcXCfgtfxgYlTnk8+dbJcGKVrl3ISw+Xe9i45qQ+7cH9mOi33qG3R4/9MRMD0QbIhoVpeNGxSTgapwIuz3jzQ39yyvuXt6xHxe7hPe90T5q4JOzir/68ydcnB2z6hriNDGMA/v9lt1uy83tnu124PL5lu3tyPZ25uoaYs4yHWc/n+kYdPR03krEkhR+jkyjZ9gntlt4eSPUz8tcqSuUzXfRe1DESxotQhZNDapR6FqjK5tVUizKGozVKKOJSqiColstinrmtWZM6V4ZrOg1a2MQnyxRhTPaUNWVgCtrqIg467CVozGW2Dg6p/jwow+4/OIJZ+sThn7Gh7fffVYSEgMQPSQvc73WAqxukyQrvnxkqSf6ENCVwrqOKqmszBkzPTATunIDUIyBEDyzn0Wd2HtSDKQY73uB3kaS9G2MFhE5OD+pOT5p6dbre79J6xxB5fmrRARIK43VGqMUBultCmlREhUaKbgoQNV72ddrkximQGOhyqI+45DpY7NQzHxcGBKl6mqViFO5WYBKO0HnwTlwLmFreYxTFTFW6KkxSuVVae4V6wo92Wgxy+7qwLqOnFSJ81lYME95++uPNtkjygj9LiY5xiGrBhZa4Lc+DrKfrvOrAKuKBTDcUwPzz0Oq/20AG8BOoh6olYh/WJX1xlK+lwPstnC7hetJ5swVi/gT+XNnFpZLETgrAK/c25ZFMbUMW66JykWU73BNvs340YKrGGbiODDf3rE3CcJIP1puXl5xe3XDZ59+zvZuy77f8QXDfaCUgFWC8xF+OjqOXM0cTwiuRhvNfr/n+bTnMo58xtLnUMYPBVjBl8/lTc+tNDhXfoKhx9/qLFE/M80T/e1AfzeLEs8f+IyATKgyEb5rtrnQYZ6yeL+YTBvM1X8iEsxd5d/7NgFJqUCOCBAYdndYZ6jbFj/0hEame91UnLgVf24+YRpvWR91/MN/+a/f8Vv+cQ6F3OcaUak7OoLVSl67XhbhcZSkbaGHvO4ZLX1MioWOALLIlmrR2x5f/MN/ZXx5wzw7/nqaefTJT/npLyIrlXjx4vb+TCPyPL0tzvvhUEgWcWOgdiJ3q400/Y5aeqZ2EzyN8Az4F6RP6vZrPrdQP06BCwdP1vK57QxX19x7dr2LUUQ/emC/h21KbC8v2aw2hPUp8XyEpAilMz0lwuzRPhH6gf2LL7h99jtunj7j7tlSgR54vw3OCvjv/xz+h79u+du/+YSLdYdJsO8Dw23P3fUNn/3+U14+nbm+jHz6W3h5DVe3S3uQRTxkzhx8vJIe0eOTQNQz1tQED/td4MULeHkFn14K++0pQkd6l8305RnZ1LBuoVuD2VTopsF0K6JpSaZCNTWqqcA6knKoyoqFQa5YpFek2FOKWQ0w9xillOXpNdpqqqaWCpWxrDZrjLUYY6icxlpDZS2b1gldbD6l392Rpol/+fd/y83f/Uf6m3fXj5qQ563sW02UavHX9X/4KXD9/JamaiRir60EtDphdCQQSFGa6QIwGE3f79nvt2y3W/rtjn7V0d+B3SCKue/sW37zsQb+TMGj4yNOz07oTjpMXWOsE9CdIUAR/0I7nHFY4zDakLxiiok9MieyeNx9T7YDTryIjVTjIorUsVRRUv45Hby/sExcgiq/vxjfro0kC7pM7awq6NpIVQkAi+S+LCO9qsJzlTYQpRQuQbeu8DpwMUx8/ELMjX99cA5va2hhllKVTTE+BFf5n77TuqeQ63nM4md1xIEwBUtCrqzbYz5um1+lX7onm3MbAbB1JT3qCqEFjgP0e9iFZc0uIm/bg+8xsoCrwNL/1bDQBUfkmfk0v8ci+5nLgeXV/P79SX+04GoYB+72hqvba7QK9FXFNMw8ffqMy5cv+WJ7x+w9Hn//8JRnek+ZuJ7TqFHDiJ4jOipu+4kvQuQ5Sw/PD3WoP/DnNxkJmPqBvfbEMImMcIhM88w0Br5p4vBdPPQeMZm7AC4UqEayPinBoCTofP4djn0vCJIgjJE4zqRhIA4DYRwI4wiNZObWdcPjR4/xPvCrX/8a348k/33qRL7/UYBR8X3yXlrQwgxDL749+xGu4yKY8FUApVSJyrNb826DjP31Cz79v/4Do9Wc//4L7m4HjlrFzdPfPACBpdH4bQ+NPMtnlQDTdg2o3AB8BzcjfDbB/5PBVaHHfd3oyL1cwEUNTy5E2cnt4Oh6UXN8VyMhVKubCFdz5Or5CzZHJ5yd3RL3O3QE5bKCXEwidjEF4m5PuL1lvH7J/u76vlezbKLvK1PZIhv5z3/yUz75ySccr87QGryfuNttuXz+gufPLvmHX8787lnk+RV81sPVJIH4wNJPoJCTP+mlmjt7RVQa44ywHhLs7wT0PkMqVs9Z9qR3NUqPZNvB+khxdGxErrLuUF1H1A3oCtW0qLoVCUsaVJVfyiKyHPqBAIwxBmstxlqcc0INNBbVaIzVVFWF1gZjDbWzGCe/W1UWZzWV07gWUegNjuPHj3jyyU/4q7/8S/7+n/8LdzfvVh4b5L4dAa1e+nS2fM0akCBmlocy/p6CkYKXyHOaII6QZlKcuXl5zeVqxbPj5zx7fomrak7Ozlmt7vPz3+s4Bs4reLSCk3XDummwWAHOKaCJ91Yo4g2GVKAjqKjQUd1XXIrwV3meC/2r9FwfrvEl4V2S2IfJt4kFEJSAvAgCFYGsEKX3eo6i/FrXcv+aIAksmwUZNNxv+EqJLxmAjwmdIpZE68RE9wT4BO5jwLeV5DFWpN9DFuqISh6Vcj1KO8PAm619RbSi9N8esajwFVBTQFRhQRSLkUK/TiyU/yMWkY2NlwpWnSsMOheyp1GA100PL6IAo7Ke3SCMovIdCiultBUUr611Pkab/56QPa+sVY8t2LX8pfaaF/vE7fD+yhs/WnA1B88wjez2W1pnibNnu+158fKayxc3vGT4gw9o6W+9IWFS5NwHxpAwKdFPgW1MD0qbfyzj2yzRCZjnwNgHlAqZ0ZDEbHnO6j3f8HPe9ihVhPvSdTb9S1kceOS7Nb2rg1f0iTgHkp+JfiZ5T/QzpBqjLXVVc3R0wn4YWR+t2frA/CMEV2VhHpOoBM2zvKZJfJnmsGQev8kGUTauUsUCWXDfxZWdx57rp78h/vM/stuPGFVxelIxXH2RSfAy3tXyXWiBG5c9RbrcD+hBW0hanvUbBVc5wPtD17DQOIqs+yPg3MFZB6engJNG8E5DG2WzelejZJv7BLuQ2N9sGbdbfN+TpglMhdbiJCclzYk0edI0EIeeeb9j7nf3z83bpGJ+k1EreGTg8dkZZ2fntG0HasQT8cEzjiO77cjVi8jlS3h2Ay/CQoGJSLCnWeyRtMkMOS29SEYWLkgyV/pxCW4Og8hDwZ23Oe5VwxpoWk3bOWLbkFyDqhuiakimQlcNumrANSQadFWDq1DKMqOIr2iHiyGswmQApa1FGYupMv3POVQWvaicQWeAVdUWZxWVU1iHiJxExfp0w9mjc37yk485Xa14YS2jf3c1TINYGawVdFWW+g4ixPC651Bn9oQ2BpuVEBdOceZLhQnCACnbviTP9uaGq67ji6NLnj+/pGs7Hj/5gONNh9ZGKgJKpNnh/cKtsvYeWdisoK0dzogoBDGSQqYixNK3pOVCFXm/zNkq4MofvA7ZLMVPr4zCDji0dClrySG7oUiUF8BWrnhFZtwm0JPMuZRyXxDSZqWMMF8wwtSk9AzeX+CUKYKZTWBgo+BxWs7/sJqsAHSZ2xaVBVqSKpLvilBUp2NgCvOiJlkKflHOycQl/jhskXjTp70YwjcIOCrg5YRFhbAA3B0PBcdKbCVCL0tisbR8+Axa57Io5ZOdc49175dka1HVLZ/9KsVfH/y9VMmKVU+X37vK51IrOHVgOwWtwkTHED27Scym38f48YIrYAie7fVLjpzFtS3Bz9TJsFEVd2n42jJieYiUMsSQSDEQ5sCUZdf/WMZ3CQYVebMPoKK/n+V+Ep7096mGCK/0lHjQyqC0xTJ+J5WlQnErGZ80Q5hFLbIAqzDPVEFhrEOvVzx20jfw7/7NX/PLv/8lX/Q/RI2bdzcSEgxukYXxJosn+gDbXvj0SsMmLqpE32QUasBjZF7f8od6Ht7OuP3lf+b203/ks09/w08//IQq+kNs9c6GAk4tnFRw3MDFuagFBgV6BfULkU5/+QKOJ/gn5Fq/bi1aIZvov0P6JD5U8Lc/hQ+ewMd/JnGPa+Hic/jgVgQyfveOvtchzWQfE/3lHdPFLeHuhjQOKFuhTXMflKnJi8/RPBGmHbHfEvr+XiHrfacszir498fw88cbHl9s0OsWksZZOD065vbslHEY+fBkS/QSgJ3eyL3axiUoOAU+WcHjI/jZI3j8BFYbQ9dtcFUrsoDq+p5245GgQuX3j/l1xdsHl4UWuDqC7sTRHp2QmhOS60j1EdG0KFOhuw22OUZXHY1eoasKZR1BOYYQsUP2QixDSQBri3KbNWhXYysBWHVb3ysKro826KxG2LRCMXJa5j4AGj78+JTaeKYXf8u/+09/QRz3vPztt5AO/AbDIPfscQ1PGjh6JCJKZ3uwL+EmfZkieNRA21asT05Yn51iqpYhdeKZGSbCMMF8CymTixOkWfHFv3i2Ly+5fPmCtau4vboSKqT/a45PN6yPLKtGeoq+D4rgI4TO2qwhosXTcx4xe9BzQEVNjAL/E4p5SkxTYN6P+H5kHiamlO6f4YUdtFTOD0VVCk2w7OGlglUA1KFlSukhOpQrL4AkcgBKJjC5x1SXf1RZWyQKYMYmVPJoF0R8xVhsZaiVZzXNPGrBejCDVK+KtUyh7mkHtlW41lAfP6FebWjXx0S7IiTDGA23+8DdMPD51SW/evEZN4N4ZN7Hm5lap9ICYmbevG8cltaO4l/3BAFV50gFSrEIjwUW6n0BrS5fw2Pgp/n9HyBrRZuPEZL073qk34okioB3s4CqAswu8n3dsMQJI4taYKlSNTyUh3f532dkPlqgtfDBGdSPGvS6ZqdasDvQPU+v5veyX/9owRVAipFp2OPnnuA0VsNmXeHoSHeePkyM0d9nQ8tDVZD+YxSnxrHpOhpriSFAmDEp/mDkUb9qHGYCvk2mKyKTw0aZ6LpfJn0IMqG+CcgsE6ecw9uSEYWlodUg0q46JUiejYbTIAH5DYs64FcNhUzsmiVb8kB4IQFBqnbzGJiHmeQmdNIYI8aJSSmca9D6T3/qlQZYx/KcHRoIO7O8ukbMoVcNTD2sgwhblCzZq7LsheJxhASrnYOPNhJ/Xs1wt+PdZahSgqknPf+UF/sXmPTWZTT+4Gg1rKucIV6BrjWpsjxxYLvIpD1mBX+xhb/s4XoP/fxQSbEhb6YK/noj1arzNXz8IZycQN0p5gjVKnF8DI/3ItN+xUJjO1TTfBujCNv0SZqch92MH3qUn1DRo3OeWqWAjkJBxk8wT2gvxu9wQNV9j8M62Kyh7hy2cSinQDu0gyadcbZ9gkqK/V94ji4mbreeu+uR/RQZ5sgwRql+GHi8MZx0mkdHhqPTiroVbzVnLcQJY6FSB1Q0lvWyZOsrHlbwyrX9ttNBIcdcW2g7RbNy1Ks1qj0C1xHqDUq3KFtjVhtss0K7jtms0dahjCUohw2RwENfuJiz9KLKljLlSmOtxmaj3iJqYY1CWzBWiUmpFopROceUcgWhqTi+uODJxx/x5PIpq99+9iXV0S/dQ5Znp1CQSoM++drtWKoCZR07BU47ODtRHF8cs/KK9QhV13Mzea4nzxTlDLU2nJytqduWZnNMvd4QTcXVoND7RPJeFr/46m4kxLdpn7h+OvGrXz9hDomq2dCsT3jsA6a+oK0EqL7voVjoWhUizhFCAgXJRxKRYDwpKwQmpYhzIo6eeT8x7CeGYb5XVp0PfpbKT9lzi8BCl49VYphy70olFxZBjMN7euireHj+5Q1JZS2RkF+5wAbi66aMQluNMllTXCmUtmgUrqpo1zOexKxh1hA06Epj6wpT1VRHx9imwnU13cXH1N2abn1EqDbM0dDPiut94HY30n7+gt/vrxdwlSmnMeT4yi9qtEV06NuwpYp/XRGaKq9jvVxfF+UY5yyAsQiPhHxfHgOnShKArZHqkVHSa9VVskfXViqDqwq8g97I/ZiAycj6v0/SW7djETwq9/Ac6Tk+trIXkrKAiZd4c12+jxLBp9ppjLNgW042MHjNFzc38ny+4/GnH+F9xUjZj8nPIzE6jK5YtZZWtaRhYk+ij4FdppCVG1whD+IZhhPjWLcNTmvmGFDJY0g/eHB1GIQkvl1QUkrwLglwsQdl6lKu/zrb3JIBOcwspYP3HP751fN+9Vxed5z7jBFyjoqEJrE2cBbhSVgCk+ngs8qxDn9q5L53LP09h7LVYmya8HPEz555monjhEaj3YQPXjwybCWLc3E1/BMY6jWvcp0Kv70035bMk8teI5WRoCBlPnsEVpM8Vy+TqG+NB5dJKVjl14cK1jWsG8Wjc8V+TlT7xK96GN9l+T/McPec7d3zd3iQh0MjimSNgbYSE2HTalLjMJXCNoFoIrWK3NzAz29E1GXby3UMAEk2zk7BWsPPj+HoBI7P4fwEmpXC1BrvI7ZWrDaJs+eSRfwQua+lH64E9a8+wek1P7/qKS+VqwkYEgx7mAZPmHoIMyoGVIqQAikFdMoN/3FGxRkdkyROePh6XxUsq0U9z9UWU0oHVox1K71hc3KG9oH+4z2bk55+P7K7UUxjYJ4iw3bCqkRj4PSoYlUbNrWj3nTYqsJVNUZrwhwwuVpTGvnLUCwN5mVdLj4xJeAqVNs3XXEMMkdXFTSdpe5q6m6FbtfgVoR6hTYdytbY1Rpbi6eRN530T2lL1A7lI1NID8FVTFkpTyarVmCMwliDMQZnDEVAwFj5fzrLar/q8ZSFBnHOsT455uLJYy4uztloLcbxr/luh3t62YPKT6cW8YBCUyNfvyZf/yOkGnV0ZDg+2dAlwzokukZx149c72HnAaXRxnH85ATXdthmg246Zgy7MKFSJHoPfhAJwi+NET95/DTw29/9johlvT7j0Qcfoq3l9PyEuTE4rSTmf2WXfKVY+FaHytdhlaQyEX0g+kjSkILYAscp7wAZXKUpg6t+YupnAVcp3VP8SuwAyzpThClW+XhOZwp4XCpWJU6Dh+vOq2vDARnzfqQkwCqFhwArP5oYA8oWJcuscqFAYdBJYV1F20ZiCjLPrPi+VZ3DrjrsakV7/iG27bBtx+rJT2i7Dd3qCN9smKJhP8DxPnB9NxLUhubX/6dktfL5xrhQT304oNnz0MLmTca9EiiLqXyL7A82s3hLEqfcl3KtRwTwVcBJ3lPWtYCoSi7PvZhF5xZT4a4CXwnFvY7SP5Yq6X2bklTPhrSAK/I9O1HQOpF1xwg7ajeJQu6Y5NwtAuwqB5VVGKfBVWxWid6Dc7eklIjvmB74owZXEZh9YJ4DYYq0FThboVuLOppY7TVTMgx+YCYyEu8fxA7FeXPMputYtzYb1wVU8DgiNa83QS0LeSlJfx/0wQI4Cof5EFy9btH5quGRYOuQ+1/eXwxCv+7zDhsqD43iEgsPN7EsAhsWAFeCds/DzGL5nqfkCZdAe2hqQ9sYPnk0Ut9Bdw0/Y/HWOFSoKwtx8VaAJZtWAphynjp3x3o/M009aqhQfYNVBjVPEAM+JsZhEH/ItsauV/i77ddf5B/4qFnUl1YHfy60DYXcmxLklapJ0wi9p11JpkkbjXOW7igxh8THIXB1k9j28MUuc861LNSrTvyxLtaaqnZUVcVq3bKbZ1bbPf/xasryTn8ao1AftMq9ADPSZJUMRIOtao4drNqOJ5st4+iZ5sTlVWS7F5PG3QDjLBSsroa2huMamk7U34KGMRuMzSmRLKzP4PHvJea7nRf6meJhEFTWkRLAR5aERfHZ+qq9rMzhCTnHuR+Zt7f4occ2I6aepN8hSOUqRY+JAUekrRKrOsvUs/iiwPsBWCnzkVxK2Jg5rjrJzao0bd1i1kc8Oj/j7CiKpHq/l6AtJrY31xAjJkU26xarNTopXONQOq/WQaHxWK1wLlE5MPOSnCpAKyFGriUQKnLJ14iC2S1fbc79unEMnLZw8ghOHl1wdH7G0ckT6E7BvMPqYgAAIABJREFUdoRqg3Yd2taYdoNrBVxF26G0pKqVNjR+RruEOTBnmv3E7CfqKF19Smt05cS/yllsVWWfKyXfOdsPlKrF60ZVOS7Oj/n5Jz9jf3nJry8u+PubG8bxYV6/ZunduGAJLFf5GErLXItB+kPOWRr7SwB6UcHZqubkqOX06BhlxXwuPDljnD395LkbAkFpsI7m5ARszYQjasduSjy7mtkPe+76awhFa/R1Q0Tgf//Pv2J/s2WOntXKsru9pFIT08efsD5aszrWuBzEpiA/jXq4j73tcQS0SY7ntzNTGkmNRdcChpMfJbmZIKXINMDQB7Yvb7h+vuXls4GbuFhHHK7cpRpbepicgsZKkG216H6MQQLtQ9W8Qgvk4GcByZpljpRYSJOB1CB9TSpIVTpaOSGr9b3gCkGTkiJq8bwySlPXFSdHiq6NrI40tm4wVY1ed6huhW5XVCePse0a265ZPf6Qdn3M+viMUK2ZMfRes95H1ndb9tpT/R/3pFf8nKvTk7AR+iRzuby+ixpeYeKsWWTXG5Ovc7XYcxgj1zyp3B/tBeSFkN0YjOzNLv85RXmPq+C4EzVGa6VAa4QAwhhkK2taoU0qA7/Q0m7o880yWYJ+VS/HuRllqX1xB/tZrs9REjDXtGJkbFrJ4KoqsV5bZt3w048bLl9OvLx6t3qyP2pwpVLOXOWsp1FQW43VitTW1MCkxQ8hpkiIEWc0VikaZThdrWmbhrZykoXEywZIeu2FLZPYHZ4D779PoARCkYfg6rt8XgE3h+PrqlaH4zCDWP5ukIAp8mW1n7KIluCuNEGWbEpgAVctco/9CNFFyFmVlYYzJRWSkvl5VWXsVTBc/DcCSz+L5+AXQiQG8SYJ8wzTjEIT9cAcIuM4MI0D3nti/OMWtCig+Iws00zmwyvxw1H54fJpWfjLexy5cIdkvpTOQYDRtDpRo2h1Q20jwxRZ9eG++d1VirbRNLXhqJVmf60NdVOD0vS1Z61mhlxx/lMYhYoc58yGGyH1iaS8zF0nai22rlitO5omEqICM9ENgeNZ0+8npingak1bG9pK0+iAqRSmVgxZeioWqkUCZcHV0FSwmrn3EmtZ1oxw8CoGqyNCISyc+q9TsCrVqwKwphDw40jyE8nPOZsvR1dEDEkCG6OoG0Nba1riPW3X8v6k2L0X4DoMnmmYmaYZTRQgHAxpjqSocK7GaUVySpTx8pqhiagYpTLeVOL3REIbC0rJ/DAK6x22djjncTZi5mXtrjjoTTAZrEahyvT5erxA7s2bgCtFBlcNnJ5rVhvpEalXa1SzAdcS3BrtWpStMF2LrVqMa0hVmytXBrRFec/k44PKlY+ekGKWmdY4a7FZOdA6i7GSt9ZKiSFxzgB+1X6lraFerzi5eMTjJx/y048/4otpZBzH+++uWJJCpQq11uIht8kWByoXIUMQ2egwiorciGTG6xxINrUkhVxlsZXLVEiYfaKeAq7xRDTJOmzXEbRBRc0UFaTANE+EcSYO34Rsm0ixZxxuefHiBc+efUFTVVycnZJUzWY3cLSvcZXBGDHddpXDVY62yskZRNgpP2akQ8GBNxyK3OOCeD6mGfw4Y8wEykkUbgwxi46opEghEAeIg2caJsY50McFuL7ap/1qstMggXlho5BBGwe/d1iFLEnbw78fvg5pZxqkwJakSlQCJKloJWm+IoCJJJVIWkl+KykSFuMUlVao2uHaDl03mNUKmhbVtNjVGtPIv9u6Qjsrn2ENKItRGlMnzFRjKxErKWOcYR+F+r6PS1/Slq9PXn3VKAkxxUOz3trKut9VUo2qbKbaZb/QKT83IcnPQsJxdqksx5R9uZzEXC73VzYWxhyHFZ2TWgpMkkCpIfhcOYT7anVVAj8FZI+56AUMu1y5qnKFzClQSmhVWkUqA11lOF637PeJa+3fafXqRw2uIFPFlDwIVisqpaiMQrc1s1Z4o5idQoWIConKGawxOGM53qyp8iYQ5xmNSI6WSfvqKBO4SEuWCsirprnvehwCq/L3Q+7ym+b7C0D7rta4ZaEuC949fQzJjDUsPU9lQSyL8Q6hQPUstCXNAq4MEpAGF0k2YrRwdk8U1GkJDl8Fngopjd8DqrTwwUtlbaAAiQQhCrDyHj/PJCu1roBiCjPDMDCOPX6epEfvj3gY5F4UWdQjRDWr0rJ5+0xhGMLD+1qqlOVZCyn3TiglyX6jsmJYR9cGfAhspgmjLVprbKWoncNZS+scEUVKyDxM0I4zK/b3DbF/CuO+edhLkmDqIfYJowKJQAmvVW2pi4xgskS9o51mAoZxl5inSNVq2srROIcKE1ErgtLMYSZkYDVOMPkcGznZHEtFSCH3vMzPsoZNLIBqx7JZg1ROvq5KXyr5EzB7T5gG0jyJelqcc6UuoYgolTBK+m/qXI3uMrgqFK/31dg/B7jbw34/0e9HpmHGplnOb3aEMRBDwhiHNg6NwVROcEJMEEYUCas0jZWVOOaOEaEqRenbdBK8WxewdgG6sARFVabNpJjBalj67dZ8OQH2dUMhFJ2zRnN6buk2G5rVhqpboZuVVK7cCm0bER5pWmzVYGwDdYs2NtOoHHr2jPOr4CoQU0RphbNGQIp1OFcJuDKGlHuxlM7UP746IaiNoVq3nJ5f8PiDD/nkk4/5zdOnbK9v7qsiBZCWV0PuZ7Ri4qytBHRaSZDdW+lxqaLQj5yWAK7roK41zmo5/wxkbGWZA9g5YquZqDSYmlTVzCi8T8xzIsXIOE34YZIywDfafWf83HN7c8vl5UvaquX3Z89BN+x2A/22w1XVvSdYs+poOs28ztUHDVU2wlUJ4pSYvmWVv8QzxUcq+QVcaeWEYmctpohZJAU+EIdE6GfmfmacI316KKH+h8BV6Z02KVeX9JIkL6+SiJoO/lz2nLKOulf+7VXKYPFxFvn4TMfzSXzZYpbP15qkFSpFkqRTMNaKP5vrMKsVpmkw7YpUyb23bYeqG1QlwAqjCUSCVrKPGUUyGqxF21a+YB6Th71f1tcdkigpAOvb4ITCwLk3kWcBV5UVD7C2gqNOqM9dI8+81qLu61nA1ZzFqVJYPryAqypXm8qrMgvY8lk4xCmpllU12BUPQK7KYE3NmRaZgXzMVi46LeyOKu9XRgu4SkQUgcoYWqc5Xrfc3M442zO+K2NAfuTgSim5wVppuXt51dVonDYY64hVKSMnjFI4U0nDrTGsug3WGEgepzQGdZ+B/Sp+92GW5DAb875C7QIgDsd7Uqd87SibXVlGStB+xKJkc47QNVZNnjTIonq3lSzONUsGpiyYZdEsGbowQqjzZM0Bf1uBPci6mBwN+si9dHuzkg+JSehVdz1sp+V4npwZy2aYyXv8NJH6HqccKkQCkX6c2O333N7tmPeD1Pf/iEcJngtXu0XkaF3OSAXBmphctijZw0NREEuuHEdQIcEcpQk4RWwVMUqI32sDxtRoYzCVonY1lXU4nQgxEUJCaYPVlsbVtEq9U/nw9z0OExj7WcwXxwHQsimh866mQpZkUiSfcFY4TkEpjInEYLDOoGJkjhO77SA0kwmublPORAamUVRAtzt4+gVc7sQzrmy+xSumRu75lNW0SnUyIRS9snkX5ahDQ/VXR+kPGoFpHph2MPVb3NBRDZ1IeSWk30pFMBFXWepVQ7dqONEzR1EqqA1Ls/e7HtsJ/uUaPntxTXNc0W1W1EwYDaaq8fsdYRyYxwmdIhpNVCmvdwm07BxJw+B99gr0EkDkpI1RhmmcmGbhPhkn96IoqjkkCaRzYkPnj55HmYN1XIRk3mQo4MMKPjpa8+TDx6xPLqjWp7hqg242YFt0AVemwlRrXNNiXI2uVxJsGkNSDmMnJj8/BFfzjPezJPjqCtc11OuOqrFYpxGfXZEYr9wSQH8lcFYCjp589BGME1d/9Td8/k//xPjFU17kTbbsC55FCKDNWTWbkz3JCogKUR4948BEUYNzJlOfKjmWMhJkq+ilgSQKwlUqkAwi4mAUSkViUvgIw+zZTyO7fiSMWXb9K9ObAmPa9SPWRyc8fnTGprU4E5jHHXcvnuL31wzXFqM1Sml8SrSrFU23ots0InuvNN36GGNECjxNEy+fvylZVIZjoYLrIAa6vp8xDHJx7SwV2MoTsaiU8MPAro/se8/t1R13w8gWAQo7vpykLYmDktx5ID6SWQ9Nkp6vExa6Z0nCFiBV4oH24DMPVQdLwhZyAO/F1B6V1eINJJvAepIKJKUI2mAqIPcW1k2DczWm22DbFbpuCFWNt5ZoK6JxKGUhKaY5EfD4ODH5HXOyjEFz10du9gNXvmdOS2RWEsfFKH2PxD3fJYmYWIBa8bAqfVw+yv93lYCqVQubE1itpDrus3VKiIs9xDjBfreIgRQKklKSOwi5j8troVsqB2mS303Lr7OuwTqNNiqDo5yIndK9jLsZZatzE5hJ6IqVBZVL0trlfBwJFQPGWCrjOA4dj05n5mnkN0/Hb+zF+qbjRwuuapAArLI4a4Q3azRayRRT2qBUQqmE1n7JamiLMhrtxJNDa+FgKLSUvXmYRXndMnlIDyyKNhq+VtHoXY5ynu+Kk/1VI7D0MpVNryx0JXhfV7BuYN2B0ooYEn4SGeqiWlOa7EslrtAAFPeMPZnEacngFVPhEIX+kYr8KnkDddKborSRrFv0hNxMag8qMlpx3zQcSdKAHyIqRNABPwf6YabvZ4ZhIvxAPK7K/f52ecvlMwxSsTqkDnifX3w5O6hzIJOCZDtDLmGpEMTnJynMLA0DWiswkoU1xlJZURGzRiN57Sjnn5KoViZ1D7D/VEYB8T3iDbLfi/FyUhLLaTyqApLQVEBloQBJvcYcsEfvmWMQXzYfubtJ7Afhrl9dS3beB9ksBw9XPXw+wosET1loVA3L9Y1RKISlAn/Y71DmdLn/X/X9HtICI/MkgXcMnpTyJxd6GKCsQjmNaSpcV7FaQddD55fA6n2MEbk+V7sdN9sd/TigVMBqyQXHORK99FoZFUkosDoHEwml806gJBCQ/3Q2YJWZqZJQvGSfymp5PKR1WysmqHXmMccAwSxUp3Jf3mRo4HgDR0cVq6MjXLPCVi3aNRhXg6tRVl7aVBhXYZ381K4Sg2BjSEp8j5xxD8FViMxBEiRaZxELZ7BWiyqgfZh8O7TJ+kN7VdEJqtuO9fExZ48fcXZxxtnzIzaXtw/22AdMhfwQljYBhNEmYK30YKn8npTpgpPQQff7gXrf40LAek+VtOTLU7pPBKqUpJE+yXo3hkTvE+OcCPFwlpRZdPhNDcbU1K7l5GjD0fGai5M1m66iqTQqzfhpx5QmlLfij4YEyNIHPDGN4hmmlWLo/X2VRfmZ/f7b9f4WmrdCTjtOEMaJoBUqaJKJJGPwcyRhUBHmYWAaIlPvGYeR0Yd7NsjrdsV7KmA5Tk4iaJ0NqU1Ax4eVqcjiHVdku8veU/yRCggrgK3WEqArJXGBsVmR8qBiWuiHUj/XaOTBUEqjjEZZh6pEGdBkA+3oHMpW+VWDqcFWJOWIWEIymfOUq2WZSmXUQ1mS0vpQFHQHlrjnu4zCwLnjoQn7PaNLyb5eV1K9sq1DG42yCZ1yYlNFfIr4JGAs5oS1zlS/poFuVWOdKH7Os1Ss1+twT0PXWhLaypITKw7nDLlRj0RiSgIj5/L7r1QslANdyc+oIRCJMTDHgDeBqA1aJ+rKsOoqunZiGJPkNd7y+FGCK0XhWGvJNFiHM7KwS/1JgxYqggaSsfdu4kkbMBlY5V6PEs6rJBBLfOhfPxLLAlAaTB0PG8O/jypSWcrfF5WmjMQSUB1u/odVrEpJ1mS9gqO1GFFOI/iQ6JVkXK5YXNpLv1W5zgVcFZpaimTjyoQtZeny/z33wgkmZyfrCoy2sojixfh2gioc0AuMvCepHPBCNk8MpBAYZ89+P7Hdjez3I/4HQgks69LrVN++ybinbKisZOekabVtszGwkg2gBNqHIwahuUUvICuoRFSBWDLEdsY4h8KgncxPaw2VqwRYaYUOYJIWgBWkAqbj1wfzf2yjUOZ2wDZLze+2i4eImyd07UV1TCWiUiTVgJZNW5TGJsI8CfVvFnrhzXOhtN3s4PqlUE9mL5SPXYCnHn6L9Ov8lqU/pWGZu3NY1q3DIKnM5cP973WjvPchuEqMY8BPAq5QUdZkkLKC1iinReZ4VVFtajbHIuG/8ksA9T7GADxL8OJ2y/Vtw24aMBrQBk0QOeps0SDNA6CUFpCVyOXyPJOUqOlpJaqmkrVNQgvEYJ3FGSWJHx6yJFwl4jCtkbk1zwIADv1w3qQPTSGB1ckZHJ9VrI5PcM0aU3foqsFWDco1RNeiTI0yDlvnzL2r0FWVkyCWiCVFRaXdg+dgDpE5iNiP0kKrcs5gKyXVOfcwo/0myb+661gdH3P+4RMef/QBL1885+TFLVNaqqSHz17MF8nEXPxF1nWVQZbOD3Ei058U9D1st2KQpOs7XF1hG0eXFMo4krYCoFVCxUgIgYBmjop9SOx9YhgVIZbdSrNEA4c8l4baNRxtOp6cHnN8eswHFxtONg3r1mLwhHnHFAxhtiglxPYYDLOfGcaB/TaDEaVouh5rLdYZtApsd686cn2zcbjHpijiEmEY8SmKkIXRRK1Rdhafq4gAvSEyDoG+Hxmyv9UfskMpSdJy/xW5p8c4jFZEAsYva75lAVfl/ArQOqxcFeGlCqn+OyeAqggoaJMpZpnSFkoAr8TfKmlDFG8AqVwZi3YOXdXoqkXVrRhqWyvAytUo24KrSbYhqZqkKoJyRC3zQwHGaqy1VFqjD574HRLnFEA1IdWrt4EL9vmzd0gl0iMX2mRmROUkcdM2QFujrMXMUdpgQkSliTEmdEy4rEh2n/DJVML1SYc2RoC/GrB2Yp4DSUmSgiDgCgu6Ek/Qps7KLARSlKxfiOne66s8EDG/VAW6FoDlNfgkbRpDmInOEIxCkaicZtPWHK13KP5/cPWtR1meShm4A9Z1RVtXnHZrOtdQmZq6bmhVRaUMXk9EPZHMSBgDKmtyWiUy6zYp4hzwRGKYmYaJaRKPg8Mq0Ou4w7AsAgVclY1y5M158W9jlHP7vkL+Q7Z5UQa6z2Ql7vtIw5zYDaIg9/IO/jXAJRL4FUGLwJJhLyXukt3pe7jzYHRi8kKH2iXh0ffIBuGQIO3oVuSHS1ncWkVtHV0X8CqyucqZJmRio7JBYmZnqZRg9ngP2+h5cXvL3faOl7d3+Pl9tdt/eZRMXcMCPEvG6k2AfQmmAznI9xK0GwXewjTCMAptc8sibnCv2LQTL6s6H9Ro2chIYIkYP+CMVK5Spv2ppCEmfPL4nNkPPhB8BG0YvWTQvlMp7gc4DoMYAqQR9ndyvW0vFCblIqYZJQhQoN0ElQSB4wzTEJknAVXjJLTCqy+E+nezg+ejyN/uk2y2Nwn+FficJXGhWTK+Y/73C5YwsIhZ7A9ehdP/dbekVOdmBLD5KTFPe/y8J8UBpbKMW5JKpjYNzckpm/MLlJ+ZPn7GoyFwuRcRhuu3dfG/ZszIdfj93Y7zu47tGKlXFuUUSQtkTMkLaNIZGxJJSawbUhRRElVKLmVBmWehCEaBUPMwMe9HkbnOF7NU/SNAEmBQhBj+P/beq0uS5Mrz+5lyESKzRHejB5id5Rk+kN//O/CBb3wgd8jD5e4OMABaVVWKEO5u4vLhmoVHFlpVdXWhG8A9J05kVSpPF2ZX/IVD+QgprV/3LqvODnhp4eVnPbef7NjsnsMwYLseH4bKsxqwQV/GBUI34nstrozv6LqO4IPq7BrohnAZ8YvA+XzidDoyx7POn53BquDeRSGsWdJ8W4Pm+6IbBrY3e15+9hn/8q//C8s58tWf/8DrY+RhkUuCWtB7pU059nHlfpjadTLUBlCp4gF18bMJHqOweUi8OX7JsPUM28DNzYTrO1wXwHUU60m2YxHHOcOXp8Kfj5FvHiJ3j2fKZT9oR1EBuE4VAJ5vttxsNzy7ueGffvMbnj1/xm8+/5wXz18yjCOb3ZZgXUVQCJITJWeWlMjnE2U6s0ghi875b/YHvOvqC5aH98s6ro/WlopCWCJJEpilZsuGKBbJClVepoVTFI5RuBfhHuVqXntUXUcrgFdOpiFZT2f0nrpCn12mubDmfa24ag3X8er/9p3Cmvtem4LWVSRALa7CcKmdSE0uz3mEQDGWZB3ZOcRYFaeNhWIyhIItFoPHE7CmR8yAdwNie8T1+DAizpOth+wQgYROcmMWopgn+3G7Qs1b6qf6111HgwT+Rz1/AfhkVuGWo1OoX7CQNuDMGeNMhfsIJcPhJDxOmk+VxKos2IEZAmbTY8YbjNPBRVmEtAjJzhwmOJ60GeRO+j1TjOy2mXFQpFJtRXF6EKZFBYRev4I3J/jqAb4qMFdmzzDqz0hJm0vZwJIyWSLJqNy7iOCCZTcGluVDOquu8SsvrizOaPJlG0HTGF1c6uz+AkMycimuRmMYh56hVwiDTqB0tGutxRttXYjTmXBW4wiMmMuEy3uvJHwRSi6klFQBrh5Ze9i/jd/UPt8e/gZje5eN4+eIv2Y+Kqz8gXarX3teTBFcleq7m+Fhga+zdtSbuemZp7LQmfUGbwn9KcOjKIQt5+qTwNMukKeO3gvsIpgj7KKqzZRSOC/CEp+KghTRz0nKpCVhTESMytlkI5yz4XSeOZ0X0hx1qvWT43ru9P3hbHsOlLjduDNUSF5Lat812iT2GvZn4KLihFxNt64+X2vRFW5RuSK+A99Zdb3vPKELGOdIFC1Wq8mHGKmwqXLxVcFBLqrqKX9j1VU7nQmdLs0TzCct7lMCfIVTJFXRMw5Cdb8sVvmGaValwVxJwDnpBHZe4DTDXV5J0g/19SVr06J1+G07DtZCql3/yApZaTYKLWFSkNy3T0mv175CI5BDLolcIrkkvKS6WDqtULCYzhHGXnlXm469X7gl8wyFMX6sKMDDMfJwjCwpIqjSn9FKCrHagPXW4J25QNcKSpK3mFpz6L8poqqjMZGXhaXAMi2cD4npVHRyz9NJ/+X5Ej1/pRYDDbLZitwfGwOVwzJ0hF73Sanqf8Za7UI7j3EqGW8qh8cYW2HyYDAX/o+re+cTqNMyMy0TMS6I1CmdrcmtXdcJ+GE44NthvMP1HcNuz80nn/Ly88/57LNP4es3mIcTh3oy2p5xKUAXSA5cJeynyimZM5xro6h9jynaRDoVmExisxS2seD9RI+oOI/1lCJkCkuB01J4PCcej4njKZFjqd25Vh7ohbRhxIaA7wI3Nzfsdxv2Nzfsnj1jd3vLdrdn2Gzp+4GuGyqtAVXSTJZiM1K0xSsIFItI1oI+ZYokSrH1Xnm/5PLtgtcU1MOqtIVfYbClGEUpZJiXxDELx6Jrx5l1vfi2+/NqK9G1wSgsT4xRpMjVsbSmQvv61pS6VtNsfN/eKuS/7zQh74Ly5zIrDNR3Buv1ObbOItaD9xTxOlOuWNFEIaVCMQupWIpblGfmMpiguaQ4pKiWdEF/huAoOHIxdWsTliLEUsjl6S7WFFevUT4fCuXUfu4bVv+2Y1Kl7POkEPTewXSALqu6Z8l6jXOBeFr3FMm6F0m7KEbdRVNpE07hHBPnJXOuOi5L1H3IJuU0Hh6BUkjLutwbo8cxLXA6r/z3+1xtdJSBAZWy4RLkVMhkYjKkYrXQKoacFVthnVHvPMPFLPpDxa+4uNKZT/CB3nu64HDW4qzVKWJRKEYwUiEWpX6sBdLQdXQh4LoB5+vmoI0zvZBXJJriLaYYnFjC2OGcx/keZxwlFWIppBiJMV3S3OvxdL464u/6S8xbX/v3FtfJY1MMa6aYR+B+0oSyA75CF4E/11dLBK+jFVPNY+c1OuHaFtgVHX032Fib2pzRjRO0u3ULbDK8eQ23xEvHqx1f+76IJrhxKUQ7w2lCkqUki+ksxTjdlCskUM5tvvZTo8FIvl+n0ViVPg1WhSZ2vkIsBMpJpwSLrFO/d4k2eb1sXvX58VKhHJaLPxmsWPemRhSqbKpvinSjpR87QtfRb0ZC1yEYpmXRDbskimhFJkYwEiEJkks1BiyknL6zqfFrjTbVOQHHqNDA3VYTQVeTAlfJwXgu3f8q0kWJqPxxldFseHqKXv/TVaPiNfrxI/B9FsnXUMVWXF0/syfWpKklOt3Vv1sYniZpDcKr/K+FVBZSmXG5V2ldYy4kaXohbHv6acNut+VFKHxG5p/QLuzHCgFevUm8fj4zxQkpPQ6FmxenxGzjDZ03dK4B/ipbUFRBz2ERKRd+XF4ScZ6ZHg8sc2I6J+5eRx7u4PFhLXhbSn5Rqa1cxlzVuxZZp4jfJyjydmyB32AY+xHf9QqHt+pZ1UxxnQ+Y0KlJsHEYo9honchpsWQQbUjW1+poKxxORw7HA/M81QRfsFdTq+viCt6lAWkwweHGnv75c1788++Yl4n//Of/lY5/o48nHh9XiFVrcia0WLKVL1I6lZw+nOFxgYeiz0dbKw0wROgibE+w2xZuzwvbccI6SzdU8H9t/M4lc0yF1+eFN4+JwyHX0WNLxfpKdHH42z1D3zMOPS9fPGe/23J7s+fZZ7/h9mbP7tlzhu2eEDq6oVeYtNECXlJEUsbbeOHuiejaGFNS+kMxCBn5iZnlNUsM6jpjgaRc2CJX/FtZGziPaFO0CVl8nzDD9fSq6OVFrPpMFXPFO7xc/bXQaup37fnYUO1CgtINhlFh7F1ndEIlumcaq4ukcQ7jtbAS5xAXKGJJDSNahJwLcUrEuYCLdLkjupEgniCdPv/idEJVAkU6JCsXsVhPKkah0EvhXArnnMm5IFfX5ed2xBS0IeXRZ/++qmNus06vbIJQYLMVFbSoe02hFle1nlbemJ78VkylKEyz7supZO4OZw6HyP2xCmFEmKZaSGXw9/rz+67y3+okMU3aCHw8w90jvE6a192hvz9kvc9cBDPf7R+XAAAgAElEQVRDMonihZKEbCGbQsyGVIRcsv4+rZeJ8cPmDL/S4spjjGcctmyHnqELDH3QxbsSfo0IFCFYqRwowZSkC72A9ypg4b1DjJAlk7JlkhkRCzEh06wZfVqwQDEGlxzWWEztMOaSiTGSciKV9ETC+7sw4i0pabDBVlS9a2fxbzEKuuE1qMsRXYDfsOKu/4g+TN/ww8Z5wkoAfaCaRKId2fbz+vq1lrVgaknmyAp92rP6+whXhVU95iUJ07lQHs/kTsiTYLpCsZ4Zx+E4MZ0buvwDPMY3n0K/hTJhJGIk401m8MLgwJmCtaIETov2yCTSm6LcnJhU9nYBM7375LT93UdWyK2vxqbJa3LSO3jmtKAVFLPd14Jqf+vp+sAw9DivRPZx9PhhwAWH7xzO94gIx/OBeVrIqWCtCjWIiHo5ITgjYD02ZyTlC6/ibykKq5rehHbuQtRCqhgtsLpKNrJehS+i1efjXNX/coHnzxUDv93X5OMe7Gt4vANf1nu7oM/e9d3aEnnLuo6dWJOedmxNgao1Oa7Xwrcn+u33Xb/mBNMknE8PjOeRNN/S5VBJdQ23A3QDftwwbPeUT1/y/PnCp3cznz6uCoUfK+7v9ZUimK7HjAPRWZI1WkiVKthSCw5yQXIm5hlrLCJtamEw3mG9wySHeMN8WjgtkdNZJ5dZ3gKQ1UaF9do9Xqqi1qPoNbxD398F/DV4uB3ABoU95YQykq3DuQ7nA853mNCpKIf1GF9fzd+qKfGisEdn7ZN1ZjqfOZ1OnM4nljiTc7pwXq1di573WS2NB987bm73fPb5b7Ep8/jn/wmXzvhguf9//sh9Eo6iz8iCrvWvCwwJhjMMRWFFbap/3TQ1V++OFT5mg6H0ntx1JD9gqmjBXDyneeJ4jtw9LjyeM6elZqSukkW6DTiL8Y6b21t2m4HdZuTTl8/Zb7fsdzue3+zZbrcMw0jf9YQQCF1HcNpc9t5gZYBSWOaFUirROBaWHHE5EZxOF60YnFeT5veN63wnoOptVqpAFLW4QrmhzTblAS5wwFZcXU9ir6MJN7SirBM4poJxmc5po82ZlfLR1pw2Zb/ma10XaVCLANOaU+qrppwgnSQXI+B0SiteeVZiLRZPBS6RZ9UHj9PC/enEUgzSTWyOE8P+lv2L3+Jmg9tYAhMS1evOZK8+MFhiycxROJwL98vEaZk5R7lAYj9GCHr/t3zrFTqJNAvwGvYHheMNXpfgJeneg9EGThMUcwHio06S+h6wCXFH+mGiiDbzvv4mcTorveOYqiJnW9qN0jes5SIU1tXGsKnT4/sE3yQ9zmaMnqmF2bnSSATiKVNcwZIoLlFsqNUAtbFV752gRZl8wPP9KyyuLBiPdQEfOkLXE/pA13eXzph3FlNVerxZiytKxBTBlqIjdGuwVhd/HTEbhUhVpTdpgvo5Y42OgEvRTbKIbpBF6ujWGIVKYOvQd+VRydV7646tvbs1SfmuxeXvLdq5av4sDbLXuuNfs3a6fky0xbSdd4suwq3T1UyC2+euuUSRv1Qbagt1K6Slft1cYBIhzomcIzkvUOEZsUop5+XHGEX+uAibHW77HGsiViJqYB0ZfWHwgpOMNQVjCp0VbEnYsuDJkBPFCmXJVETdBbL3LkeW0Y1vQDfBPuuC2CXdzxElxPr6w7fVkLbvDbttoOuV6+gquXroA24YsN5iA1jnKSK46LE2UUxWrorUSZUoXNBi1NdFDMaWy+b6txTtnrtMdyup3hl9t1LhGFnhEcavDZs5c/ETEavJhO/UZmCblWdyO0Gu/lbNLHvPagzcOvUGfT4aILXd0e3jVgBeXwPL02T07bhOegQu/iYlR0qOiFzJZDTFEqM3lusDbHqG/YbdrefmBm5Plcv3EZOTY4TDIswxkbFV/MhcTlo2QpZCLuhFKjpiylIVBJEKb7cKQ/IB4wvGq9Hok2sX6jNWiyxTuSJJ6rQq1/WINTH9oUbUdQwo72joUc6jKOy5lkmsxlP2AgXUEdN3J+kq1PH08ykllhiZ40LKmVyN1VuS9f0/8bvjAiW0Bt91DLst29tbbj/5lGf3r5nmiZs/vqacZsqc1auQ9flKUl/UW6jCljtgzFWiHT3ng9Vzte1ht3Nsdp4w9Pi+x3Yd2TiiWKaCco3mzOEUmadCmuUKJ2suHCsTHKHv6YaBfhwYx5F+HOjGHh9Clbi3WgjUStQ4hWsabys8VPMQEV0zjSuQLSZbvFVtY1OsWo449x5n+el61J73OetalMr6fw0iPKMJ8R2aFLf3xvn5tvuzQZAvcGMRpiyEmC/LQUMhtj28oVLehqLTPm63b323zmC9w3m/opYMGMkXGKxx2iwQVavBCORKPaHUZuU5co4w2yOzOIYlkdkSksVnR+fPSDCUzuBQDKIRS8yFOQnTnJnnxBIzqaIxPma0Jn+bdB9Qi4LHqA2dfND73aDX11W9iVzV+aSuUUvSBtmcICMkhBAKWXRtevVG4X1TWoVlevQDC38hjx5qgWVFOcEPstJB2rFm6rZQOyFia3PRCt6KSuhbrvDGkFKFX8qH3yp+ZcWVylI4r4RZ3yt51vedvpwnWIv39rKQO1Mu6n0mRyja2XbWYG3FuTslSovtKCIkEUqJSBYkG0pWvx3vFMdZjIDPGKyOQp3BdgGfekZ6NixkMjNrMt6AW9cTqtYdbl2zH0P6/nuIVoy27veH/LktibOs0L9d/XxEH9hGFL12i2+E2Da5slc/s3Xsj6jJ8HyMZGdIwWoBYyzZODgfda79gdL+Z89esH35W8JoCGQ8GWEi2EwwBZMnpCSkJAINJzTjSkTyQp6PlHIikwmHtRnwrtyrR9bOpa08DwsXRR9rdOzufIVgDJah92w3e+24drUL7iwhBJWzdcqdzHUDS+KrMpqqbpVSkFIQmQB9dodNT1oElx2ztSx/Q+VVW0da4X8C9qV2FvNVMpkgGb0GxmgyEoFSVXMqd1pRSAHCFjYWngf4PMP4COO9bgx7/RK+YIXxtPv+DevUpHXyW+HU1rN29hvX4cfAni/3kVDlqxPGJP0jbVFcSmdgrLtjAbvvsHYkHPa8/G1gWeCbO9h+ZCjAmwyvYuHuNDFHKMUzWIPxluQMsxHlDmYhF500I4VUzbO1jeq06YfBFUfA4uNMCDO+E/oxstvrM5UfNFEpgHgV5UmLGkwvSTmjjT/3+h1OhQU+BZ53sNmBQcn2MSdcoU6N0SYHokl6I1BS/79Vx6J3hqmQtbcHJMuyqJLdeWaeF1LMTxLk1ux6733RWkrX4fc7xuUFL//z/0xEcP3Aq1dv8H96hf/6gdesk0ADl0JW6kF4B1sDIYE/aeMCp+e97/W1u7Vs9iPb/Y7dJy/w44gfNzzmwjmqrcE358zXj5Fv3pxJx4JEYKm/xNYCxxkIDht6XD8QxpFutyGMA27sKN6TndVivTaOm0Kocapk1yoK7yxSmxK+WEKOpKx5kkF5QKUUhX2+RzQxlwPrNKqp77ZGS4MONwTJa9Zpwx/rv1/z3Ua4kdXj6REtcHc5Q86X5uc1ZDC/9XOub7m2jjpTodMBfDDVnFutA5q9hRiQbC78QmscOC2uLIYkyiGLUjApkc8zywFOE9zPJ8zDCTd6bh4z/YsT4dnCGD3S78jdjm5fsN2A6SNLdqSiYlhTySxZRZo+dnEFqxn8PVfTSNTA+O5xbTSDTpO8h+4G/KDn09SutRiF07ZGT4N7zwkeJ51stYZ3W/dbn6ENGtq1tKJTKahiS+hk7RpiWvTXslT4e1lUoCnV43Qh41zGVINhZ7WBcp71mD70qf6FF1ftsWi9BwVxed8TQkfoAi50OBew1uOqG7x16uVgTVMZkQrjA03EEmKNdgFd67o5NfeTQhGtZksu5KjeMA5DsFl5XDGTUsH72jKJGVdEJxzGMYq5dGtaQt/IiC0RbzfUdcL/j8Lq54kGWWsqZxsqn6r+X5uONbfzpnDW7jhYF+W22RejalIJHYmnZSWOT2Ip2WgSYnOdURctbj6IcKrGsB3ZPb9h6AwdGWcyOfc4iTiJkAOlaOffkSEv6qGR9XkSmxA3I76Ak8uk6V2j8eMa3wbR7lG7t31dGH3983NXSF3E50dSCKRaXBlrOFlD8U7x2kG0W2gN1hVsyQRj8J0hZ0POEKPH2UBwHcH3pOXM/XLkQcoPMNF+XXE9FTqj9+jDpFPA0a6d/pIUxiSlbhyx3p9WO48F+OqPNblATWbnDFOGV5PKr19DdRrEr53LeHUs7fnY8hbn5+r9GtJl3np9161mUYhbP8IweMbBsxk8trM6Muit/uHWVROVOhIthZu710g8c3f/wP5LtAr8SDED51w4nyJzMczGEaxV2eUuKwelVMW2JWFRhIUtgpTMUgRTXX9LEsocSUtkOU+YOdNlYQeI0yJ5rovRUhS9vtQTO2cttJp3TbuWPxYVYdCG02BUil1KlcPPVXCi8oestVirtiTGKhbVhlD/7ZSDVZXUuOzCTyPGxDJH5vnMsszEtCBFC2v31jG9b1gLfvB0255xv2F384zp2Ylnn7wgTyfK8kB60OTqcm+KPi9zBKw+U6WOYYJVVVNXGxR9D11v2HYjQxjpfY8n6GQCS0rCNC3c3Z3541evuLs7k94ckQtJxQC9ErzOlZ3qvJrWOi2YLmIgxirvUAo5ZYpPFGtI0WHQPQdQ+XOD3mPWaqPLW5wErGR8ewCLIeaoF/o9YkbXi6/QPbbdO7Byk1sB9oiuI63gP6BKpG3f/b77M7LC1QyrFUQrrq5RQW0bu96z4WrtqVPIUCfALhhsCLhOJ4K5NjsEodSFVawWVXou1W/OCBQKnfd0IaknW1HuzqMohygtmf70BcNjZngzs5scjGdknNlEcH3EdpElGYpYivEsRoglsyxZfTc/crQC+HU9fwPaaGuFTvMQNNTGnkC4h/6sy/LLl8qV6h3c3K5w0GK5eFo1dcA0w3JSKPUS9b5oIift97VradHr26gir+rXtnupISuEyvta1u+fq3hl4xs3nhVSLSt+hibcL7C4aoXU2/9XHxWjL8VzV08q8/bLcW02eXn0RGciYuQKM23JopckFYEKG0ylaHGVMznmKiGtktDZCyKGrm4CpFw9jcqKv2blJtinR/E31E//uNHuih+T/7eFtBFYB9bCqr03kYWWrL5hlYPNPOVkNePUUFdrcQa7sXRi6MTgEEwWJZILFClIadi4ejTyLsCcHw7rPS4EQrAEo8WVzWCzUVlcYyBrUmMkaRfMRkQyxTjEOEpz4jPy3glMm8K2l0XrydaFcmiBFVAVH8lQktCHheQLyReMT3qKTJW8taghYHC4YBi32iZZeRuCwVKyx1lfFQXhvGTePEzMWf6mnrMGv2mF7IR2A22GIOtEIEvtuoqe5xgV4z4XfS1F4Wtt15mXFdbTTCSvxSha57mdy7Z+XYv0WJ52M9v/NW5VufpevuXjFu17AtXAu4PQVVPZ4BRbev2qet3GDZocnm8Ynt9QHvc8/+TI8FDgzcdrWSXUn2s6LxXWIyRT4UQ+YIKnuZULpiraQkmZnJT0LaeZEjNxyciUyDGxTAt5SqS5kE8K3cxp5bIscEnCLhBl1nWtJSs/trhSfEid4pgKKytZVQyvoXrG6ESqJp5Siy1jXfV/rEXVW2ao15FzJqVUectRRS2uipx2PO8Ml5en/7DO4oKn2wwMux2bm1v2z5+zHO+J53umaSJHHba1BC3XtVyMqgculRsS23WrkLSctF+VZ0i+sLiM7Raa6eFhitw/zrx6feD+/sDxcUKWb5FuEIF0gmiQaIlJudy5nnuROgksWRE4RRdTKZZSVPnPGNRPCioyp04VmzBDnVb5an4mgk4L7fut/m2S/g1rMtmKq4YAWVinTtd8zDaB+DFGuIVVcCrUn9Um5m0fv25St32nQQXbRPJSFJiaJlrqubniC1ZeoKB+ShdZ20oCao0FpDa1qlq1tfoLSy0mjlmNon08M5hH+uyJmwMmOmx2lH6r/lwJUjQU48AJ2Rqy5Gq58PFb7o1L3V7tGrY9qFydx0xNcRbYFBUMe1YqurWHLhiSMSxW14EC5CIEn4mzDm2PVTGwrVkHniKWLmiGq8+3yVr797eub1en7sJdq+ukqzB5Q+UG/gyn+RdYXDW7N/jLvqfO6VOxSLaEbFiywSZDCE59BRqu21oMTaKdy9MkOSPZkiSSixBzwVWcp5OCzxlbChIXcozklEnnBckFIzAYSx8CmzHTd50SfLN235YlkSRRri7zdTLyj8nU+0d7uBwrRvf7oinYvUC7LhvWImuon2vk2j+ihdXb0s0dWoj9S329sDDuwOwsMnrO3RZPh5PA88OMHDOng2azIjPIqWY9P8+VzxlSNqRSZWINyvMotbQ3VLhIwxQXCh2UhIgji6VgKcaCKZeGwLvO1hr89VjfG2b7OilvydoMjEkJ4/GcCWQc8xNIx4LmJcaC30C3Mbz4vGOz2dD3HXZUWWgXwIVSYZeWb84T/+OLA//Xf1Gj0L+laBvetcrWiMIlhqydOFMnGlLzJDF1sB5VXe5rWYVgGum7bWKtK9g20IZlf8MKjf22kHo88JSXCE9hpm1FvOZVXUdLgBpUd9vBsIdu3+O2PYwBRq/4jmBXrIqxkAdVUCmJ/p9/g3eRf5oO7F6f4U8/lLZ9uCjAvEReffOGx7tH9mPPsLnBY7HO0w09PiVMNKQZVQOLifPDmfk8M50m5jcHlnNkOiyUY+XAnTXnTotCjtoksUGppnoqWlPv+hl8xar++GMeCcvKQ3UGMEIpmSL6Am3aiG3Jpk6ncDq9Mt5hKzcFaUIeBaxCBc3VQWhiv7AsE/M8k6JOyOqw+lJcXXsXvfMFyXr8YsB2gfGTF9xSsGPH785v2Ox6tjcjJf8b02NiPtTGRFGbgqnouXxkbbyd0TWswWJ7oEPY+yPdeKTbgHk+IuNAGUbenGa+fpj4b18eFRX+rZVinf3LI5xHZN5ytzFYmeldZjmPCvf2mewg24Jki+Qq7NJk82yhCDijBa61Bhusyk175VlZIFTOlYglk7HOfttB/ejT/H8Az4HfsPonZtbCvhnUNoTDu0ajCXzDuv+f0al540+3pk67V9r1CVf/hnp9axOq1EYpQVUvTQh6LowWquTqXGqkIpyoDQa7Vm7FYMSsDQFZn79z/b/T6UyYDVP/QNhbQvQUf8J3gu8FKVZNiDsw3mNNwVZrgo8dbWL0yGq0fEDXhGuod+Hp9b1N8LzAy4PCZv0Guj4QOuVWU4LSbkrGcs9sE3lSVdhTXP1K36BrWsvXmieZZ133/oiuae9Lpamo0p81foHFVdui25D3usACEIpoZ1wbN4I4XcCLsRWypaujEVt3e3NZgEREN4ekBN0SIxRd9K2ALwlXMjZFNXGUqFK6xqq8dPB4r3DEEIIeqQHrFtxb3Z9/FFY/LXTT+ktBiVesHLXvimfAc2P4T+OWvvN0wXOz2TB2HWPXE6RwOs3cPZ64f/M1x7I+aR3wsr5uLfzzBn6z7Xm+6bh9eYPdbWAcmdyGYzE8ZDh/c09+mDiYE/d3r8n52+7dDxti9V6PBUxNXkQMztgKxVGuV2miz2LIxSD1uSm5ko5rd/Z9j7QiZy7CFm1Da4meXP1fg2cO9d1XPoN19XkRkDoytJ3FjgY/OLbDSN8HQufx1l0SPiOGaZk4zAv/79eJ//p64b/LD3dCf41R0OKoNQhGdHI+Vjm+gua7Ymtx6hReJ0anV7cTWB0QXoqrlghdc6IWKsaeFXLTBBHeDsOqwNn4iK14aoVUuvq4fc81LLCCotTcHW2G7HrY7g1dsLhQ4YC+YnnC1U1jHJikyfxmwDzbY5ZnbD+9IYztr/nhuKXChy0cyjodfNeY5sgf/3zHV68eGTYjw9bj4gmTZ/Iy40vBlcw5JkxKkCKJhNiC84L1Ut9r7lZPUlv7rpER13HdtbesAgCtEPuxz/a14aop2htKKSmCQ/RI1MeqQtSsrZBA5aPYSv7H2NpXautSnZS89ftyygp9nGeWeSbGSE4KUW7zrneeWrUwgDVVLCdQcmIYBmR/gynCi09ewnyA5cTd8xFrzhRJJKVmk+NTK48Dq+/iiVWyeqFOTzKESXlZ1i3Ec+bsJ/74JnOcC/lHO74uUAr51Zccc8IU+N2zW6xX/7/cy2WSJYhaUihBEZAq0qDTFnOBZEKTgzcXVE8VtLD2vSdXLU7oc/7Iem9ew/Tmq49/Sjyyqo8WVnXfhjKxV6/rZ6IV6BaFSZuict1zBLMIPhZMKASr+WGbUCWzaptazGXaJ8ZQBN1PbQCXsb7Dh0ToCmF+uhaKZHKJcDjh6fH0mPGMT+CzYOhw3tA5wXstgZ0Yvnvm+/PHEV2TG0QP9D7fowITNqgY0lwUPbEF9hZ2z+HFJ1uevVDbADsMMAwkUb+3VCLnx0em45nH1/eMu9e8uVs4/xluKg+rpzbZ6u9tZ6E1xO/45WsU/AKLq+bd0xLT60GvnmIpVNU+HTG2l6VgxZDrpMqIdhhKvUVbR6oUUXOxlFjOM6WqslhRqWpXMl3O2JIxJVecuRZYLqiijHNeMdBSiaS0JUwuR3v9F/wj3i0apK9DN/sda3JxYl24vu3cWvShfG4snw2jKiwNPc+e3bIZR4ZxxOVCf39E5I7x/hVDyZdEcwt8bgyfObjxhk+2hucvem73I89+8wK/e4Ydd0x2ZEgFHxNfLYXHZAiHBWO+68g+bCRRjzWbtE9YnMJGcla7AZqyZQEpWkzlpPLPUo13UxZyWcfirfv3LkdfWM1jGwYeniaAbdDQeDmBNUcOAXzQrmAR/aTxBjc6zGBxnauG3x7ntcNaRCG7sZozv3488z++mviP00el2XzUEFbuQnsFgV1WPoivS2RDR1+S8Qqx2+RL/nUxjvayXvPMCuVpykugkJ7rJlFbidv3dazJTcsfrwus6zbDdUHF1cfXfMid0cnVuFFYoGuQwOD0hvGuMpKvpDKMhd7DdsTc7Blut7j+h/VEDTqh2RoV9uitnstS3q+4WmLh6zcTbx6OPHs88vzU4/KEyTNlXggITgpLStisLzHq7eSDo+s9pgglFmInmCLkJDqMruKDFw851ufp+lm7vo4/BnJ1HQ2W2fbLknXCli/KZa11v95oxuokS/lAtopbXF3zJ4XV02Sx5ExOamcSUySmpMWVrF93XYi/U1zQXGq74pwjhI48DJQY2d7sWQ63xOMztjcbYsrMiyqKyQIlPj2X1xDZ1ohoTT9DhQtWuKaZMueYeQRe3Wtz48dHle453TNXZ/XTdKbrPcMSamNJG2aga/4l6zDo+achdlgLAuBicKe4zgrrNNiVQ/Fe0YrODylA9W3R4GnNCFjg4mV1Pb1txdR1DnaNjihQiyMtkJJArDBOqGIfGLJpd61wLdiSxKhaLeYCGTAu4EJWgYd5LfbUyqJQSoJpxvmZEBaGOVKqz5U3vjZI9ffbVsz9lUJ4KkjS8oE2qR0sdF1FoBSF+3cGNnXd3u16bm9uefbZ5/hxixk3RKPiKTlHpu0j8/HA4CHNj4gsbL+EnehzFFnFxtp+dA2Jf5+1+WPHL6y4MqoSgK+A8ust/2p5LQVJhWnJGGMpouPtzhWyzQTv1cPKFrzXmzY7S0mR3CB8hwPLNPFwd8+SF3JJJBaMiuiyQRgwjBhu6dh0Pf24wXtHcJbgDFYEcqLMZ9I8E5eFxHxJRK47tf+Id4s29WvbeZt6NB5bgyy1xK+FQx/KPbC1hpthw26/Z7vbcvv8ltB7XPDk+0T2iWET+MQaBtTLKgA3zvKv247xNtANnu2u4+b5hnG3Yff5p3S3n+C3txQzsJkT3Wnh398cMebIPJ3V7PYjxN155vR4YGMy3mWs0XvXSVYZ9twITpkSI5JmJJ4oywmWGTMdSXEhz5kSnybL15C+HxMJ7SY1HPyGtaDasG401x1G59W4sR8c/WaLqcShEsAEi98E3OCxnaHf2Ivcr5TMaZ6Y5onDAn/688zv/7Twv0VVB/pbDWE19W2p0LGo78cQ10ZEMFp7+E6HPaaqmu13cAO8TOjkPqkZ47UYyYxenya1LijUZ8cK10ism6ynGhvX779jXffaMTZexDWbtiVArYj7FPgM+Bz4lxF+dwuffQq724GwH2E3wHaA0IPr1SzN11eT97IJXuwxXhjv/omwOfJDpXZv4ZMAL/Ye7yHnRLhXr573idMM/+3P8Ps/fE2wme3GMcgRJzOlRLpScKWQlpkgQhCh67yq3eKw+2fkaWF5PHPeTcznmdPjkXgP6aw15nnS6+1YYYEtiWvCPO29wTt/bDToNVRlr6iiEzmrt1wWbdzIpcCqU5GWwIuo8anRRFWK0ctT18S3ByQpJpYlcp4XTtPMNOn0SiRwXTK+8x7abl5rcSHgrE68U/WEKuPA5sUtqZwRG7n98ncQvsC4iYf7wnLSZ2SoxVKbbDZ+YhNJ2rAWuLua5Uun69Bhgm/UAuk940Q6FMp05qtPbkhxAcncDj2dN5TSqxqsuHWSVQW5xJQKCxZVFMXoSBswxiGUy+QxdAHv356F/nIjoeiVxvtp18Cw5ggNYtyuTSvGetQ8eOih30AYHH4IuGGL7QdM6BBXmzfWQI5Vld3grKnnOGsRXYH2gsUYjw8jmzESU+bZcRXFegAimZmZ+TQRzJnejqQ54n2PK5ah84QQFPYeOnL9HX/NuEYytALLoz2usYNnt7r8WgNmAQlgO7gZ4WYI3IwDoQ+w2cLNC8I4VLztzKbzpODYHY4sfaB0lpd9oUxwWxOPNmb5mpVn9QV6Pn8N8QsrroAw6BUCiL6SN1PFANb2izhEarch11E4qbpna6feO0uxRkmnxmCcIcdISpH5PHF4ODLPJx7zQTtBFAr5gnHV0b/QI3giThxjyZfOj3okFISsXixpppT5L4BgLWH9R7x7NPhFYk362wZXWBfQ1nb4ArsAACAASURBVGFpRdiu/n+XC+b+EQRKVuWfGAIpOMqUkWVikMJn+x3PSiJZQ+9gEyyf7zpM57DBEDqLDz2+G9lsb+jGDa4fmNCF0fnMtMw8TifenI4U+TizynQ8U/wjyWphZcjqyyFZp7glYUQNgyUuSuBIJ1hOmLTg4owklQNuR+yuXt82f/shmGu7Fm203za0VlS16ZVro8kgKq8dEsY5rDO44HRyFYr6/BhDzIUlF3LRMdv98czDaeb3X8HvD5k/JIV7/A3XVgj6PNyxQl+a6ESD0O5Qk01fYFjUsd5ZJRc3t3sfwNTuTwIkqt/IRYUQhUHNV68GxWkF0rWHVVMONDwtyK+FLK6/pjVM2t/QRGdugGcWbp/D/llgczvix/ECK9E/INSqPOjIs+u5yHdKgiVgYnW/7b8/YbRA5wz7jWcYeqwR5qx3/fveRwua+P3p1T1jX/jk2ZbRTQQbkbLgc8JlhaN3iIofBk/nHL33dF3QRE16mGedHi2wVHXAySoJPFqdrl3/3tbVbVPNJkryLhzKJ/tV0a03p0hKCyklSk7aga/SonVIdUk6peTKUSnY2mqR+nmaJ+STUDn3VpiVKw+762N6rzBgxIAJOB+QkAhdh8SFkjzjZiBvtpTdnptnO9KyY562TMsBKUKe1Sut5DWBb+tba/K11i9UsYuoao1Ho3ytc6nT+PcNiUg+8urNa4oRnLe8vNnhgqNfOrquU/5bVlEfisGUgsulDqdMnWK3J68qJ6MTrgaB+4uq9xceLfFvbfe2tzTYeYMZtzWrNfp6qnT+AN0AYegIw6jG9f0GGwLZau6o9agaztoKMUUKJavASEYRU8WWquDZ0Q0bxhy4OUVOizYlWmGizcGI5AjLTEyJLpdqVeLpQmAMHeI8ucBi3F8VFtjQKNdWDhk11rYZtqmitB2EUWt3Uzel6e6RhyxMS8aO32A3e8xm0OI/Lcx3b5gfjzx88Yov/uPMm3vhcVbBpbY/tOvb1AG/qcfxLs2iv2b84oorEwZwfYUaOCQnSGnFarSuGEal07MuGtaUC+RFO2aCWAuSFWOctEuWYmI6LxxOZ6Z45vQdgs2NRzIBN2QGSeSc2o9HCY76iEtOlLIgJT6BvbTkoXVY/pYTv58jWiK/sEqCto2soscY6+ciKzxgW9+dCBwPFGNIRYhGMCGA9+qTlBN9KTzfjWDBBcsQDH1nudl1RNGczdmC6wZcNzCMO0K/wYaOKAHjBIzlPE0cz2cO88cbWOfzRLZHoqmyAZIVy1K9ZawkDEqMlRgxJWLzhIknbEm4HFVKNT+FebWE9+3iqiXVDZrxbbDXa0PJa2hnQAXdPDpZCRZsbzA92B5s1/gmCr01zmCC8inFqpKnKoplUsrcH2a+eYz8f1/CH4pK+v49RCPXwyoQMrMmDjfU6ZUoHr4veq4HRzVl1rrEGuWYlqLWa7bUSQWrQXeD+LUEJrByHX+M6fn1evf2110Xau053gJ7A/tb2N52jLstbhywQ69FVGjFldORnPcKBSxV1i17Laiih11XpT2/OxwQnGUYAr7r9LmRuTEUv/d7vysyeu6+vDuyDYV//vSOXZ/oXAaZcTHicoaYCA46a0hDR+6UxO6DVwGCMWBGq5yY2ZJCIQZVrcu+Pn9XeJ1rhcAmvd4sJd6lAX49uZJSoXExk1MiV+SH1OTSXFYALZCQclVcVdigGLhwrpodylUY1p9x4WfpH/VtENJ3jmq6Y51X7pX3lOApnafrO4ZRC6zNbsP5tKE/bgiHE3nJKtdtVIZ9qFDM1mRo0QRbEtX6IOl5f+RD7fcZkYn7+3uMdfR9x3Ga6PrANg4sKYJ12JxxJWOKxeZCdmXlXl0wmqXC3Vb6wgU6+OuqrS7IltbMuRZiaRDjkaf7WUCha31fC6teDabb3m67ARPChbMqUBUYK+jSGSTrpEqhmUK2onD8WlyFHoYS2Y4T26LNmvYsZgyRRMkLEiMpZRV7MQbvPcEH+tCRjV4jddP6uBfGXL0XVk/Fe7hw1va1HzqnWmgZhQg2KwOZYZYTzBP+FLFhwIUBuxkQCjFFDvf3nA4Td98c+foreDjBMa0Tsvb7m5BJk15vnLtfQ/yyiitj2N88w/hBUYFxIuekEq2pTq8uBBGD8UGl1IshF0uqvChrvMIWMJjs9IIbIS3CMmdOp4VDPrP8AHKz3VwPQEiRMT+y7zvdeJ3FOS54+WuycbPjazyh6yTo13Jj/JKioNdgRhPHLSvx2rIS85tvVTM/FYQDC8vhNeH4huX1iPiAhIDrOoauY9P3vHy2pxs7NvsdfW/V96J3zAUSQnGZYb9n3O5wN5/gtjvsMGJniPORh3jiD//xitevf5jj8UFjOkF+o3Ji8axawHF1iCj1PVPbQZftfh3xtGSqCVE4nqovXePYm7dIIyg3c8fXrEl3K74aLrpNqjadwjE2G0V09T3s9hv6oacfB4ZxwDirvnPWIKaQSRSrxz+XM8e8cIqRu2nhv34l/PvX8H+WD+kc9uuIM+vE6vq+H1hJwJePRdUEd7MWsd6qitOmh7EH8xt4PMDmDsyXKo7RCp9mHNCubZO7bfCznxJtbe1Y77lnwKcOfvvP8MnnG/affAq3N7DbwWZULI9XPyVtl9orbWWppnU9+C0cn8E4fO8xdL7D+8Dsekqy5FS4nzOvi/xkj7Tff1GIp4mXN3/i5WjYBPCmEOKkTY1a9AarHIU49LAZcRaGrmfcD4i9ZbwZGfcD/eae+bRwfKb+OcsM3QOER3DTeq3a8/gGTUbeBdrbIFRtTZ0jnApMZ5hOkel4IM0ncr9BynIxKC85ave+WaRQ5aqNvciBW9pk620aupZouQipFHLJWsB9aG1kazHe43zA+qDiA0NPtx3JccP22S3TfOJ0euTh7rVyZ0IVAxE9J+1uaoIfbZJ8zzo5bNL3HzRESG++4D5NLJJ5eXtLEUPoB0K3xdiMF8EXMAUsBYdQDBgp2kQRq6brOdcGceX0GF/N2H99rd822Wg5VuNmtyn+lnUK21ltKm02cPMMutHjNhu6zRbfj0gYSb7HOK8eYc0bjKJiIToGRXJCUiSVRBYh2oINWoD1pSeZCF1mmyIjd/ScmOeZE8IDhYkzNnZ0eWY/JfzGsCFg/IANI9aPavOSI8Y3R96PF82zsDWqWy57Zs0VtgAZhkdFoBijNoOtMpMC8xHmh8LJ3KloVjKYoOn7ssDhQVgW4bTodLc1KGBt4jYxmd+jKoJ/5telX/DLKq4AF3qsH/VeBqzNWBvINurCYGq1D7owVKx3yrVLIfrCKSTAXHiIQkpCzkJKGZGWCn5/tAV0pDAL5AaHsFRyvcV7gw+WIpYu50tX/wKB4inf4B/x7tGSuoartlfvbzfeLoRVWtdduQKSZhwJy4JxGWOE0Hv64Oi8EGzGGoe1nqEPOBzZGIrLbHZ7hu0WPwyEocd0gTIvTPPE3f0jXz0eeJjfR2T2J8S5OofmI+Sz4ofKtY3iNTDr26N9RTvyNmG9xq1fc6faT7smegdWp/TWcTqwdnhvUahaJxX23xlsr915N3b4ccANHcZZMIYiiVKEOWaiqP/NYT7x6j5xf8r84V749wN8URpZ+O8vBN3wGnSjdW2PrMp9M6uc7TlrDX4uYJpcu9dCtwQwHfgR+hl2y1Nvk8bFahCzD3GXt+e4qR5ugZ2H/Qi7W0O/D5hhrLyqqkZ36cALF7+fbOp9H/Xel6yfC+4HoU4mdIj3ZBwlq+jAOVX1zJ/49x0F7mPh8XhmMAHEsvU6HsxJIWe2Ju2nI0xjJO3AWEseEmaAVLImyD7geo/LhW5Mq5S90+epNTvOrF3eI++uptWe/YtAjSi0bTrBdFiYDg8spyOh31LyQilR0RqSG5wDQ1m5V1TvJbEUAUmJkvKTgxJVnaoDrqr6W5LCA8vVZOUnhq2y8S5oQV2Cclxy15H6gX7c0A2DTjJ89SyyT8VZnv5AfctllWdvDYOfJSSS48x8PHE4n9lMI3NcSDmp1HypxatYFegqRQexpgIZjOjnATBIKRQsxmRFA30knvCHjLcFFxqcrEEEQ1gHoyHUwfcIYQyEocMOA7bvoe/JragyrQj3es+gKkB6uQWsKk4Xq1OrbAxiLNnqZMt2DisFOzhsN2KWTJkXZoQjwkzCEomycM6ZTRFl+Tu/em0BxmRV3vwIxdU15eI5a77a/q8JDTV4v1AFkSpLxjll8vgqolQqbEUASVWVuApnpaTeilP1X0xlLUJaIdfWn0cUAv9HdE37NRVW8IsrrgzO9/iulsFFcDaTXdHuWE4kIiZLdSI3mAolyKnoBa8XuAFxbS2uBGphVUipkhJ/5OXS4gqmyswSI+AUwmSMI3SOrtNbMp3XB711Aa9Hrf+I94uW0F8b1bZmSQOntK+7XmxbqZGBIolOEj3aUXXB0w2FrvMED85GCh3OGCWZu55iHeIK43ZLv90Rhp7QqSFolhPH04nXr+/4+njksHxkAfB5qn/ZIz9lLtqSgmsJ2zaB3fKUz/M2bKDBZB7q9zUo2YH12jyi8LQuVzK4NUhwmM5ju4DtPaZTwHYxhhwLS04c5+qBEyNvjie+fAOvHuH/fg1fogvv33O0Z6FFuw7NKHup7z2a7B/PsJ8VHpgMZKck/AU1QTWjrlnjsk6F2zPUOovv61PzdrTiqhVWWxTJt9vA7tbR7TpoxVUjmBezZkstc0xxLa5SXB0hGyH9+8IHxHmSOOVGJJjyTxEgWOMEPBbhcFzYBIOzjsGo2INJOg1q/T1T4Dxm4jljPaRNwia9RiKavIn14DO218/ZBMWu12aqv7MRv9vK8K7R1tnWNDkJTEc4HyLnxwfm05Fuc1ZoU44K2y8Jocp7S4MHCmI16QdVViNlckxPCxUja4GFqJ9WSVpkyWqO/VPDGleT10AJAUkqbJG7ntwP9ON4Ka6s07/lGnp2vbImgAodi2U99z9v8qc8vfl05nSeOM0zS1zIWXk9UkotTItC1rJVjZeaAImYWnzVe6pKQRZTVrrFryxacdUm6+0vcCic03c60KaoDk7owQ8QBlUPNsOA6XvoAsm6C58+eI8NqgZkJGEqt7BV+5IL2Qm5FFKVthcLxVkIYEWwvcX2M3ZJFI7MCKdaXDkiiciUMnMRcn2+xXn1i6s2QqYd088cjfO6R4WFLtM+Vu7atSXOpQlTqjCR1eIqeP14qQo7YqtZb+UbpARLhiXWnlhtnARUAbXlae26PqBiFn/m/dayv3b8ooorY2A79DqmxRCtdliEQlxmlWw1MymWKg8rGGmv6lSOgeIqbdNUt3JBMKQIKQopfxux9rujJZETlUQs2gnrxgFvhNBZXID5bBEWyiLkzMWHoTlO/9oq719atC7iHfqAf4N6Ub0NCWgQo7Zg9AFCZ3C9YbPbs9nvGXeDwtF2G4ZxoxulFMQEUheY+xHT78B5ihPysCWHkWI3FNMjxfLFVwf+y3//D/73f/s35vTXAKe1WcKJDzG/aee3qSs1ydWNU//WLcqbclanUFQvmD7rQjig16RNsSb0WkXgIasK0MuvYXcobMeFmF7T9Z6+7+l6tyYsh4VpSbw5Je7uhMMZvpjh3wu8kr9UiPxHaFybdhp0U2qd3PYs7Av8p1fwyWt4aeHFFnKCeYbHDAdRWNnXrNDDr1mnVx8K1ixoUvQc5Yl9Dny6hxe/MWye3RBubmF3q+QIEyqpslRVQKm681JJ5nWXdr6Os622qe13ca4cmI5kPDOWY1L+ZUyZJX0LL+g9IqOJ93GCaU70NhOlYKLAAqcTlAnKrAnHg4P7V3B4nBiHme1wuEzQbIHlXChRKAvEI8xn+PoeXhUtpv6EQgHf0Pgd7x5tAtY+XlCRmP2XUDhjxpndJ78jjBtulhlJE5J7JM+VpRaQ5MhWhRLU7sppt7+e4yIz1yfYWot3li6oAq+3CmWTKnT6wdSgKuHQGsEuE9YFXAiEvqMMPWHosSEg1nGO8DjB/QG+LGvRCmvzziX9+IEP49/0oyJnOC/EOelrKaRYlIeaCz6rejK24EvGFiiiRjRGDBL0QFVhOWOswZiCtaJF2K8smqJp4xZedmCvl9ttAqYoD9D1YHuLGYKqWfQ9dCPJdxQbSMZgrcfagO17jG/CEsrplFIwKGw1JYXMarFgsGIRsURnibkQLcimw5wLdjHIVWmlQENHwpGMq3MsS7EWsY5inU54MMTCB1mLvi888K/ArYMbD7/twUaQSevtRrOAFRbYEFlngYezNkA2e4Vd+gHGvfKu8gJhryIVS1H0RMrVNHhR8Zf4/7P3ZkuSXGee3+9svkRkZmUtWAiye9Q9mpZkNjK19Lx6Cj3A3OhKY2NSjzSaIafZ3SQBEkAtmRmru59VF985GVFFggCIApAF1WfmlVtlRoSH+znf8l+q/GyIld3gxWfwU+CfkHXtXd3rH1RxBeBch3W9cKZyqcVVgazQhIr6qJySqoSmcj6Z4ymFUqZ+rJ4b94lnkzP59t2AVlwt3jNbw+wtPnQULfANHwNLjMypdomRxHLL+8LqbUc++9hYc+fS322c3QOjg2HlqgQ7rFY969XAuBroVwOr9ciwWouSIIlcOrSzuGEQEr1xFAPKdGRlCbEQfSTkxD///vf89osv+fzVzQmq+oPGn7IT/cujFalrBSsFoxao1uhgNFUxS0tXsJlmZiMLcV83glacnUM2GlxwQZoT0yL3SLzJdDbibMFaLcaMqrDMiTlm7kLm7gD7AF9E4ZDs+WF5i63Q7JDC0pkTLGLOAiFrPLOHEOdT3LYpKU4dwSOy0b1Cit0nR2nIxiSbZTNM3XLyrtnx7aX5v8nzbLDDxmfpe+guFGbs7zvK90WS6HnX9bvhtQrV7LBOss4UZf+o42sFD6mUcLaMQ7kBZRVFR/lTukgHuf2dtxFKoZRAjLQFnQPYRN8XmaYrKbIoApe5vYGdKXQmyf1Sn0b0p5eYFklMbpLsMTteFyDRfAWU7WviHB0AJ4GbbQY7FfqbxGG7Y7jYscxH3DxRTIfqZrLJKFPQWPHVQ5GtRpVCkxQoRaYq58/MWkPnLF3X4ZzBWiNF2Rkc8Px1/MV9fCUFBrqJW5gKD+xIXYdxHdpYlNLEJGT9Q4BNOTUszs9Rm+r+oLDkIte7TKeqh2FpEMDT5ErnJGPNLNxVGd4oclJkpcnaVCGFIhQKqgnxOxjljQNtKFaRnSY5hyoidpM7RXaWYh3ZGJI2IpimZN+JKDQaozQ5K1JGhG3qYK+kgkY85wTiJuef0qaCcqSiiKXcT5tLzRtS0TVvMZTqYpXqkVU71P1QoKDuRTW+z9AKHq3g6QCPB/hkrdALMAl0edBwbavUfamIlaqdVYIgtktdno2TXlg/GOgVJShc0cSiRD04CDzQx4ydIt4XZivAA70IdzQo2YO+RJpG35X7+mPGAyuuFK4bcN0IRaETIsuqpDsQlaVkAyRUTKSqhiZHrM7jGm1tFbYQgzwqDlxri1byM8q3W6abQd5+njBkrIWVtTgDMc/s5olpWtj6cp+cfM5p03sfbz8KJ/LwFa8r0/VIcbAaYbzs6cYRpTKr1chq1TMOA6vVyOXFin59CVaTTCLlAYyhDIZsR4pxUlEYS8Zw9IkUAvt54h9+/St+9env+f2rH8u29pzV9+cE0r9ZtOnfIw1rC6uqaD1WEbaRqvSnZNFtk6shwaXweAE594GTL1KDKd1ReUBRjsMRDBkj8+b7xOXA65LSB+A5P2CH+Cx64AnCGxs1XPQV/ljgpYdDLUoeSnH1p6IVMk2c5zknRa3H/pSwtuLrju+/W9ggpO1xeiUowOFKYVYjeqxeVq6XNnSmFldVnqp93cD/JQnOrhTp8L/J1VEd6IuqS2+gs5h+RJsCylOU2HsU28k4qXy3MyC8CeFQGdthXYftNEYd0HrBqETppcNrlHRslwX2ryp1LJ4aCY0HdZ5EtvukKZHtOSncNhPvbztLbwiNc55RocJvJ9BfwoevNnSrNY/2G8zqmoQR+xS3QtmMVkb4rVS+s7UoLEqLoEJOZ60RBZ2z9H3HOPQMXUfvxKNSeqCynpX6Rn5ngJRSoDq0lamV7Rw5dqTQY7oebR0oLfDQAJsgTYjvH/L3LaJIUp+KFFYpV4PnlOTQugqN6IqeFX8yilxXWWmySWJpoXPF9JTvfm5/5Li/R6wjd5bYG2JnUQRUzsTeoGtxFa2lGENWrbgSxJNWIgVikhRWStUCNglX35DIIZOC0EtK7Y4UlDQ+sibmTCwIZ1BbsnEkDAlVm4LSEM1omV5h6s9roYUSVwmFyOR/z6E1XD+GD6/gg0vFXz+2mDnDPlF2kgM8XcOqVC2DDPu9MBIOe1EJ1FWVyPbQjzCsha+usibi5JrUinlR+JhYvKffH5iXwt5UtVoN5lb21Q0iYNGmwu9qPLDiCozSWG0oGHD15le1U4khZUnDlMqkEtEmo7L0AaxSWK3oOodVCqMUzoirQylJNlCtccmj5qEy777ZFtS68P9IYLUkLl9NfHF3W2XAM5uUOeZ8D8toOOAHsyh/o2gyBlec0uKHHU0lq6kGaarP1QVcjJpH15esrx7Rr1YoXehXI8M40rmeYezph4HVZQ/GEMjgBpLSzHUxDDnjvSbEmZASt9Mtz29v+fzlDf/7//UrDtOP6BU+jqBXkmHdlzDfPhwCz3rmBBrwZBD+y8rCupPiajAwJlE367Qkw7pmeXEQnPXlFjoPt/nkcXVXj1Z8bDh1xFdnz6HNk1s3uL2n55y5H7q32iPn5a+BJ9ciWvf4mUK7RwQ9sNEDd5uZm93Mv//03WKANWPIw9n3zhP3Hyr2wEaBWcH4GC4/UNirS9RqhM7UBDsJdvFeTsoLjiSB+CVUwKJppl5/jFBw6zX9o4/p+g5jDM4a+kGLH1zyxBAIMWD7nt3tLX6a6v7wl8UauFKarusx/YDuHdYUjBrQVtM7D12iuIRBYH4KuY+a2mZT4WxKdOf3wDkfqE1SmmLkwOn+CWf/5/zzr9qXzjlGTZY/A3svYh/Xv39B0Yrx+gPoVuL9qC30C9r1wuNBWtw6e1QUon5OiuQ90257P+VXCFKl7wfGcaDrO5xz6GrWmnLGGH3/mt9OqqnQ2lCspY3ISoGQE0tKTCFxd4CbWQqrNg18GKFAWZJSolQXI957vLP4sNRGckFpRUqapCufrYjUiAjmV6PhLDYcKWhUXEjxIbeHvjoysqdcoVkrix8ucaOlGy1ltFACpfTkDrIzpNGR+gG6jtQN6GEFtkN1zaDcEW1ViikIF9Mngl9QOZH9QpwWog+UogVuSaIgkL4ZxQLsMRxy5pgiR3FK5TTvTBQiex8YfGDvA1NM2JQYssCSpUD7fvc8B6yN4eOff8zPng18eN3x4aMec9zC5oZuv+Wygw8unaBWSsGQ2eySFEYHSEfpQxkjS/I0A27B6QGnO/quQ1lLsRZjI12MdC6Tk5ZJYCjcHmV9+dzDH4pAAZuv1p+Lth481JnrgyquFGCMQRtLKaKgUkqpspgGrbOQUnMRiVGDYKh1QSuDUQqrNdY5jNZYLcUWlSibSsaUjHEDyvcyj/yGxVXbzPaAL5k5wZxkY4yccL97TnCXdyOaytOI1j3G9KBWpFxI70DboL0v56XgBWeu4rqQlBj+WSVka7KoRaZsCCkwL56sFb4UlikQimLKhWMEnxXHBMd54TgHfr858HK74+Vmy/YwSQfwx4phFFBz0ZJkRgXlmw/SNQL3WxvBWj/pNWuneNoXRpvptRRVvZFJVRdP8tGdqnmvBtOoLxEeF+EjxCT3g+ZEuH9Taa7deQ041BbLP5Xc/xgL6DnEziTxjhoMdIMlux7brdFFCvBz8PG7EO21/djrVJPbDQBWoUeDWq1Q/SBiFs5UOSpdRSqqYtE9/I8/zroVVJf3+2/Zvme8esRqNeKMwVlN32kUGaInRDGYd/1AShplDyz77UmB8FvG4GDolRi71gQ+lyp/rauXW129mjc9yARLGWARWfxGhXkT7ncC20mcP8Nm9tngqq2wMrxeZJ1PxOD16/f8+jggz8Ml2Gwi43pie3vD+OgxKI1xA8QgMMuiSaoIijMktJXiKiVF9oHlWHGoNbTRGGtwncM5W2GBYsfQRCXe3n1VT7LSlZukBb4I4qOXCiFm5kUKyaYA+GBCKTlyIadMis1/LBJDIBqhQ2ijyVbeB3QRzpXS5CJUipwTKSWZLpqIzemdFLSAEzVgqseiDE5ZOmWJxmGa6JmBYrUU1U4889TZQddJkWXEjLlkEf0QhWpVufwCEyzNr61QoYAicpYpxCJb8ZKr2mYpLEXKL4l6V5XIEiNLTPiYiCkJ1LA2JgCBsn6P584o6Jzm8vETHj1Z8/jxwKPLDt13YApDD5cOri4sK1UwoveBHhe8j6zmzLKNxDnfrzNzBKZCNIlgAn1RqJQh5rrGRsIS8EthmUUsZ3uAmyN8WaSoal5Wf+qKbCVqO1rj9SGmqg+quAIEQmEdOZtqAi+Zm9ZOVnhToSCmoKxG57rJmILTGqcVtutxRmONwhlxpMglCcZWG2z06OmCk//zN48GxQCB/b37IUASzUcM3ZpxHCgmM8+Rww9s2/SXRpt2fI6Mki+AtQetM+s4kRaLL4XRFVRO6JRIaSEXT1aJjY+EAlNMvDzOTCExx8h2ikwhsgueF7dHbnYTv/z8xf1U8kePqyu4+ADWj+Cmg0MP8TO+STrSpFZ/1sGzFfx3H8J65Ric4cJETI7onDGpco0UuHD63CpBaGXA9FXQzci+cDnBOMniclkf6yWyaJ73R7+qrdFEGDpOZsY/xqXYDBS3wMUORgXqcaG/0JjOMqzWkBJTfBBXwzsZjeN1iOCNpQwDXF1T1pcixT70YDoRtXBdLbIU9+ZDTlXiX22cqELzQTyvuvpxzaMPPuL66hJnZJ/oXSfS4XHBJzHI9YvHjNfstju+/N2n4DdiI1+7BQAAIABJREFUc/AtY73WrNcajBEYV0p4VRDzeUReXRWMyRibKldBasllgmkHwx6W9LoZcCucWtLfmhLt++cTq9ZgOi+0zj+2QqvBAL+qhNxzKu5evgCjJlbXn9ENK8Li5XT3F2g3UpZI0IWkwGkxZRU/SgM+sOz2wlWpYYzCOkM3OIa+o+s6tDFoa9B1alVKebuqaVrVxUqRlSIUhY/gQ2YJieNUOCzyuh8cmV4jwiAhkHwghkj0gbBMGCW8RKUyQRdUthSDNN/QxKzEML6Aj0EKdyfTEv0O+lyB7HQioFQYKeyzcOs0ml47Oq3oVKHY2hHsNHoYMV2Fgo5VvMKN95YPVttK5xTOv84RkzQ5VZqJEREWmVxpUirVRqAQq3jDMUUOKbLPiR0Bf9/OaHdnYFkC8xJYfCAkgWrer1yN0vI9QgOdhXEwXH/8CR98eMXPHq/5cKVR0wVpPbKeVqxt4Xq09DqhjQJnWU1bSlhIceF4u+O483z5vMiaswi8WWuPtp7eGVHqVIaEJ8VMXAp3GzgcYPMSPruFLzz8V0Q86Y6vzmAaIqb5IzYthAcF3a3x4IqrVBSpGAqWlJuZYLXFU5ZcZdA1MrWyKIEAGkVnDZ3R9ENPZw3OWpytaoElY8cBu4xkp1niEXMsHI8vf+RX/EOGwjCgcCgMRvXYfsB2I5fjE/F9GAbyHCDP37Ls/PGjcbD+M/BZgIsEP18ia7Nlpfdcj4VhcAyjJdquCp4Yns8zO1+4ORY+z5m5FHIRY8tc5AhRFJlmHs5N/Hd/8wmP/+q/JWnHtN2x7A/c3HzGctixHHbEV1+KBE98HS74UQ/XK8vPnqz52ZOR61XHz5+s6I3CqoKNE4QjxAX8UYqsnDG59jeoYm1VoM0WKFWEyWkpbFdH6HfwbBG+0ktk0bzhZILbOB5fZQS5hgq7PRXOPzR/cYuoFt0Czw7g/wk+2d6yujxinnq0D9j5Pavyu8RU4N95WN1Fnr5Y+NfHjF4LJ4RUZdlMY5Y3SXYlnydbm8FFVB5s6wyn1yYkF+uRTz58xuXVhSTvStM5i6ZATizZk5Io8vXXz3g0zawef8BhOjAvE4fthuwXil9EkSVVU3sqB8xodG/onObRoFgPBecKkYzPGZ8gWUU2SgQ6LGjTobNGW482Ga0zFKkhOyvJT/AidLEE8YRpkvhvrkHt+28e55Orc1PoNz9vMMCvgt8uyL373EPZLHS/fYkb1szTTEpgVpfYbiAfJxbEvtyq+iKsJRcNKbBMR/IZ3FI1gQlj6wRJOBl+EVdD3RlK7eC/tWRF22rQakipEHxk8gvT4jlOgaMvIsn/th7vrUWBnFnCwrxMTMeJ+XjAlIShQMok50ixQ8VAdFZQsk6mgz4tOGNxxhApGGPIXuCv0/KOdFLfiMYnPQLbAs+XwExhyplowelIx0JHxlnFOBuy0fRjQKtMZ7U0KKylBJlSzcqQk9gm5BSJ3hPmQPCeEgLFJ9K9GZ4ipo6EJmLZxswhFO6i4m4p3M2JHZnw2ixY2h0pChR5yZmoRMpd9w6tCiSFTT1Kvy25zD8Oj2VWA7p/Qn/xjNXjRwwXBnW8INuOcRwZTKIfCkoX2dxXDuankCImB1ZXO7rDEXX5ksPmyHIM5ChGweEAe5+IPhPmyOQzwUtK8nyWhtomwmdR8oMvOQnANRsjy8lOpFl3tOlVK1ObOmpb0x5KPKjiSi69OoJVmiI+41C/RhtQuTpnN3i9lsNoKa6soR96nHV0ToorpSRBVkajrMFHzzhekOOR49Hx7e0W341ovVsDaOXQymHNGq06lHIYM2BqcbVeX0LXUTpHTBpt3p4K3Q8ZDcYSCxyTqPwMRAbgKkLnE27WRBMoVY7n5Tyx94W7irP/MUTV/5L44OkTPvnFJ5R+5Lg7Mh2PrF6umPYb5v0GPzjytKMse0hRmhEKfrFWPFl3fPL0gg8er7gcO55ejDglSlPFK/KcKSFLdy5lVKyQgCI5b0OoIHmlwOIUqNp9t0pUhboi6NtmQmyRjnBbEBtU8Ny0+IqqWshJZfCObztjfjvR5M0VoBNcT3CxCZRUGN2OnLKYI72Pvzgi8PsCv9sWfvdF4rCdWa9nuvUAepBJVE51TFNnNboqZeaKR82Vl0UVvcivK/4517G+vOTi8lLEFQrC71EijqyTGNfmBGVY4xaP6lb005FpnnGrW+IykZeFcpgoMUAKolyrAauwHQxWcTXAYDxWRTKLaG4USChRCpMHlW1NgVK1GMyQ+owqcq2VIPQxSwVsIPLu56ITUGtPTgVVQH4nnn3f1iOdfd6aGi3O/QHfjCbNfixwWAq7jeew3WGdpR8vsSFh+oESIr5kIgWnHTjhW6SsICf8PFXvK4mm8Nt8rsSzMhFDRBstW74x6LfYwVfV+BVkOhFjIoQg/KUQ8PntGEmf2KXnz/0c2Pkto05nY/B471mWmXmeq4qpFp2XFEkliWx4smgNNkpxpZLBGUNnjHiAalHNSzkyzT8id/g7RkGadVsyNnnmkDgSiIdIpxKOQFcyg4WLqFmte6LWuL5DdQVjSvVLzVXeA3KqhtYpSWM1ZnxI5JAgJGIssuGRiVlLuaRhCoUpFA6hcAyZKWYC+Y9hgZVHmnMm5iRNDSWQYaXrOMF+vybCqUDIiqx7VDdihjV2tKgSyOFIpxPORHSfBPvvNIwdmA4lEopYZdHdwEollOvodgt+CahDJJeEX7KoAh7FUsUvFQoYRTF4hzRbA6fmKpx0kC0nr83GKW1npHmclfq7bXL/UOJBFVcAuSiyMiht5Q1tUA9t5YOBohW6KIy29MbijKazls4ZemsYh7HKuzo6a6t6b2GZ9yzTJDjZ6Qg5cnd3RfkjwNJPI5qW3IhmbR/j3AXd6kpkXaxFuR5lHNo4+nFdFWsUuQso+27rBzWz09ckOWZEP/t+ZvJux1/94q/57/+Hf0s3jszzEb/MTIe/Icx7/Lxnev4FYX+H399Qpg2jylzZwkePHBe95VHXsR57OqsYidWo2xOmjFdidJiDkgS2hsoItKSis7SWQqo27+kGyA6SEyGMxzP0X8CTLIvpE07FVSusFk6LqUMmVx2ykDbgruPtWd78JXFAFvUecBu4PkaehjtiNUd8H395ZKRz+Q+fQrnL/M9//5yf58QHFPjQiIR6ruC35l1leyhGyHBlkQq+ObhTxEDlbELSjSMXT57x+NETSobgA2bowSiUEj4dBbJSOB+JMXH1cSDMC8F75mlPCEGO2VOih7gQQoASUUT6KNT13kTsdIuOR+lyZ5EgjkWRsMJ1UUhRqLTItLuE0YGSFrIqOAUkGfwkI3lNCjJMjhUZ32TAW3F1LlxxzrtKbxznkMEjp/T/z3V+W0o4IeTzzUvYvLpDETHGofoRYy29c/d/p3M9yjmwjpA1xIyfAzmdP4r4WBYhsFBSIviADzOYjFEdXd+h32oHXxTiUgEfE7P3LMcj83TkOB04lPyWJuQtXTxvVE6cyuBvGwnywnKYOGrDtnese0eOgZwC3i9YZ3G9Y1kGOidTEDFFFmn8Vlz1IyjlpNE6e27v3s3JVYsNhQ2JL9OWMcE4w5Pd6xOPiw4+WIMbBy7QrLoe1UFnNLqp/hUtdgep+oeFQFgSIWT8Ici5DoG4ZEoRHHzImYTBa9gshb3P3B4im2Ng5yORRHmtuKoz5RhI3rP4SExZVDaV8A21Kpi++14nVzEmZp9YlCO6HsYRu+rRKkKaGLqM0xFsAhtlo+/kfr6PrkNFz8Xjp1wcJphn/OYlh82e/XbPq8+PpFJgpt5vcAyvC74NiC9pz+n7Mrc+23M5NWAzp7Wr+hWz5zTFfCjx4IqrlA0xayialOViR0Gu3gDlzMOqGId1bUJl6TqDc5auH+j7TjDczqKNRjmFORhs50AlNI9xfWS/fcphWgjvqFrOn4sVMCjLaK4YVo+w/RozXFCsEw8G68TvxTi068jVQ0alIMXt+3jQ8ezJNX/1yUfYvicGT0qRGBeyn8nLRPjkI9K0JR23xN0NXQ6siDwZNb3O9CoyOFehgDM5LsQwMyuPzwuBQAhWfFRiJd7XwxQprkwWZWutT52mhtayvVBi0hNYTzB5GLwsim1hbMXVPYeX6gPLiUtyLhH9Y8aEKBl1COE93cnrW356Q+8fJX6TYLfPfPK/fcr/8j/e8vf/0wv+9u/+De5iFNnKuSrT3SccVjyudFV+sErGPSnCPL1W9VrXMV5cYvtOvGu0wa1GlBbyYCqSXGkU1mXIYkxvBo8NEXd1gV8C3gdSqI+RvYySSkQRKIdbdJpxzMS8kEoiKkOoRPdihAOT28BNm9MAQ4GiYJyX+VaWRoXVkOqgK1p5iTGJ2ryp9l65nO6VyAmt0CZXDYjUuFrNvKGt8O0pLPz57m+bEBwrKuC49zh7wLgbbL/COEfoOkKRcmnRhmwUWSumUCgpE0IknSklzSExeyH3H44zu/7IMOzRrpDI9MZgy9uVCs8kcomEaWba79hv7ri9u+XV7S03r+7YVfj3dw5lZPLa9TLlSApiL9coC3I2v40OqqSVyzyjlObGGhEl6nvWQ08/9FhrsM4yOIs1plHLQBWiKvcNLNPVM5oLKS785nefvo1X/KNHQxo0pcsmfGCAIcDVHl7+8y1X/ZbV5QuuH9/Rr1a49RqjjVgnKCMQ4Sw8qOAjYY6keaakhEqpFlYOpVpBUAhas/WFY4Bd1OyzYSqWcl82tGh3n3heRaVIWpGMFMDZGYT98v3CAqGQcuL3L7Z8/OwpP/vAsESLKx3arFCqoHSUwsr52v00ggpQRbqpRqGSgy6A0ZTe4UziwloGa7AkpnVkWkUu9zBNcNjB+k7Q1dtFkCqt4XPeDDovR1uh1XKBJtBj689HHh7i6MFl0BlFzmLslmrHXEajuqr8gK5+VhiLrX4VnXO4zuA6i+t7kXUdeimurEY5IwaGCkr2lHhBThPjsGb2hvAT6z5LkqrpcfRmpHMDxvUo19dN3pC1pRgrvk5alqFcu3rvvvPFTz9W48Cjywts5yipJxdJGgheCKejpSxrynxJ2PSY5Bly4JEDqyImz/TGYEpGe00MimgKJXSVKyF8h1RRWaW6yjaPSt1QLxmoA4amJ1CQtRcLY38qyFKFCvacNsEZ7tX2CqcJVQPQtA78j13DJGTDvkVeY+cFsvCecfV2YldgDoX/8C97dB8ZBs/j4RHrpyvcBytsTFXNy0pF4SrAzdSKPweZVsUA8yIVSA1tDM5VNTBVhCpljHT0UVAEDiRwMYMqBV3MPUJCFUvRgaIDtkuoakZlYqmwRE/IHoJC5yK2HxUJkEqpsB8jCs+6iMaAak2FeuUXgzIanQvZFEy9n8h1QAeQTslGo5opKsjj9Jfu/2pLSM5v1bayt6+b6EXjOfy5uOdzFaSbv0T8PJOLwqQIKRKKdOE1kDQkVTgsYnAbQiRXLlwBQoh4L5C8aZ6Z5onjNNHNFmUUpu9I0ZFMkvfmOymolfpvJpco8Lp54njYsdls2GwO3O08cy5vF9fQIKzomjW2SVZb1b4pmEn+bw4LXimOO8Utmck5pr7DdQ5jDNZqOqMwWssaXKeDoWQMRYpVq0X1Lkdy8bx4cfM2X/GPFu1sNg7OebgihvQmLKyNiC49WhTDODGMR6ypFBNt7w2ZM4UYEnFJ5CCeWSYXlLYo1aGNxitFVFJc7TzMSTEF6QUt+U1oaCsT2gJQzYJ1hX+o+hGDsvZ7FbQAyDnx4nbPZu+ZFgjZoHEY3YnNkY5gqpKVLdLtyVoWJidiccTKC8hVrKes6FLC5UzME51ZGHTBDpl5KqwGoRYcD1WBN4nCYqjw6TebQe1eLJyM7VvTqE2rHK/Phx9CPLjiqhQlSi1JZC9B1Y6CQ6OxJlW5doOxPatxYOg7VuOAcxbXGVbjir539L0UV8oIZqkAtnf0vaLXHkfi9vKK/dHxU+KkNyJgz8igR4Zhhe0GtBNlnGzEPA/tpJjKihgyEUXMQsCO76h60P+fYt11XI89/eAEUlMKSidK9FIg9aDCAGGFXxl0nHFppjdgSkSHGasyuiSU14SlEJdM9j156sjaEHMiLJllB8srwIMKAlXqLAwWUifCFrkTwSWU5Lep1OTPiOCbKzAsp0ILTnDAtoWcF1SNbN/kuh9K/+MPSIHlgWd8u97z+/jzEYB/F+Ff/tPMf/zlzPzZv+ev/2rFJ397zccff4jrOpR2cP0I+q56A1SlFaVkspWB2y3Mp/RKK401YmhbciJHT4yJokREISOFVTGWEEs1wkU+j1mU67RBWeiwGNXVfKNQUiCFmXnekIqnLFCSGObGGAQ6qg3lXlJeoZ2qtqEJVTSoCEqhrSiVEeOpLVsrIJVrAwOk10jNwxpUt5xStza9amlcTYPuQUmNcwWniXDH1zvlnU+2xNUik8Iig5nkKV7hSyblJA2eoogF9ovAI0OSCZb8AZh3e/Z3GzYvb9lcv8KSMLqgTCKGFTlFco6EssKOF/dTt788IqkshDQxTQc22xtevvyc3/761/zzv9zwz5+nex7Hd44SxQjIu1pbaVkgs64nv6WGTfT96x61vnv+jugNm71l81IMmo3TzXMZpTK6RChZRMFSkmueem2UU2GdgcHpd1WJ/VtFS8z/X7j31VnvN/RsxBsTSdIb6K2dknaemuhSB/RY4ax3gWwHsu4IduQQFXOCfdJsvOeYzo0P4LU7shKXtW51lcA3GzJLOyeT9e/znITEL//r7/nkyTP+1ccf8ddPr+nUiOs8neswOgkywE4yKjdIl/W+uNKy5tbiCpXBrKUIW3VcDgquJrg+sBz3+CUyHzNP1nDcwd0t7DeiMDiFal9YTgI7Db7c1q72vYZ2aVYvDTr4kOLBFVepQY/gnpBcsng1aCVdRGeMdGg6W+F/PcMw3E+uhrGn6xxD72phpsBqUt+RtaA81dAT+g5nnXhe/MRCAUoZUIacFSmJ07hJ4rmQde1nKSiqoEjk0gQMyv1C/T4ebuiSMCViUl2gNVijKxzFocuA6TU6G5It6DRj0owpHpUiOlpUSZAjyheMTgQFZbWmzAeUnwjKQUzkObEcoNTZfVaQLRiHrG6d7BWNf9U4+1mdoBmtKSfdrdd7eKLpKdE2wSNCeN1yEsB4KOERdaP23N+laH3Ulrc/xHgO+AT/6y/h33y68Pf/6ZZ/+3cT148Ml080V4+vsUOHGhSdzWhdZKKFoqRCPEyk/YlxqZRGaSfTel0hespK15jGt1DkYiSZqgT3VAyxSlWnpEhFYZUm50QsgawUpET2kckH0hIo88K8eMoSsVFXQUMlAk1tPzI1iSpUcrh4N5Yq2lT7ivX58Tq+qeXh7cJr91yuE6yWZBf5vkzk5HulVFGa+uvnHK2Or7+Wz+/XlvYlkValFEUxipASMSfKEmTqXCD6SCqyv5f7xl1htzvg+g3jxYrrq0t8SIQsLyjGiLEG7RwozWR7htpY5ezxv1lESonkvGPZ3XHYbbj98g98+emnfPovv+N3n97y5d3Elrd5T9TJVDKQelCVjl9ab76ljN+ksDqPsxZUDpSsSGdPWt1PQsU2mCrxDa9PM9vXPua3U0yeRbP6aIqvGVnHHxr54tx/8dxDCV6fAMPp2rfAioTLgd4fccGIN1ZfOCaFzwqfCrE0IYvzlkeTkzFgLaaz9M7SWY0zCqeg03WDLIrv1+lKJlevXv2WT//wmF//9pqfPxqJfULZyKVVdNpinZHOqE6yeKRaROkqMqdL9SK08nlXIHeokmEcQIl5tcuLqA6SubioTZIkZ2NZoF/Ah+qRWYTq5VIVrajrmFYnWHORS5s+v59cfaPIdXOogEBAplkahVJGFAKNxVhD5wQO2HUdfd9jOyMFVt/RdVbG5FWBBaNw1lJwUDqSczjrsEZ/r4osP1ZIMmtQ2kCD+VVeQa7TwVKhMBnIKdXvZ0obObyPBx2ajCkJXbSI6yuF06omkhqTrXCjChQV0cmgk0ZFBUmjQqHkUPd5R7bCw7PO4awlaStEXy9q7mERWF9p0KQIfZKkjiw1XUFQL6UVUJl7CyLyn04nzq+01lk/95h6iHIzCXleFzzARfTPRJtotHjz3D+UOCACKK+ew+ckZiayn/jwKXz0IXz4eGEYHWYFo83iNewclEzJBe8j8XDmT1W7wU11VmkjML2a85SiKhxan8HrUlUQM6Tc1kfxRhKZ5iTKczFRQmBaAnFZYJ6Zppkye/pUiLaQshK1wKZ6a9qeIza2qt4k6sxAt+VjMlX74wOFwAtzfVnU4qllzmc53X2RVk7NS1U7xI0s/k1ggfrsaAp/OUvCpYpo+8aUiUl4mokiRVVM5MxrRQDA8Tjhdnvubu94eXNFzgWlDUMv8M1x1aOratrsenTXybRby17W9u6v3sHlqs4lUvKC9zum/R2HmxvuXn7Jq+df8vzzL3nx6sjmGN4yxLeuZnnhvpxR5vT91wqsb/t36+9Ug+tzn+tvMv86j/SWb/y2xvSc1sfAj6P2+nXxVRDCr4pWYK0odCUypJmBEZMTWhfmXAgFfC7EIkXF6TfbmalsIWvR1tA5gXI6o6ggK1DSEP/Tz+AcRP/dopTM8XDL85cv+O0fvuTlL57hLjXjWAijwyiNtQpstcbQzeKiLSJ1TVWmFlqVI2CkeMQ5SAnVRUxnoSRKCvSDXLPJy4DXyhwA66W4MrmiEUO1NazrILVZqwr4IsWXzX+syfkQ4sHlBUWVuhGKiSAKlDYYDEoVrBHzR2st43pgNa4Yhp5xtcJ1BttpVusVfWfpO4cqJxFMck+xoEwiuQFrOumiP6i04rtHW9h6N9B3a/r1CtWtwPYoO8iNWyEwkvQWfCwVEliYw8TiH1o6+z7eDKcyg044rbFKY5TCEtEUgYboLKbJJaNtEysp5FhkOpkLKUZKjOBFCalED3OkLJ48z8TbHcuLzPFLOCwV6kdVFsvgFkhLFbfYQlxLA6u1ATMwHUWCNQSZRjSe1cwJ+gcnfPUG2YhfIR5Tux/0rH67eMXDW9S/KlpS3HHans+GHyw8rAIL5Br5z8CvgP/zl/Cxgr9V8NfDhoseLq7gqnoNr67kOlRKJqYv/nD6OxowumCMQmsrDQhnT8LYxQj3yii0ku5AJmMwYEQophThYcQipsDJR1SIpDAR5g0vn7/CHzf440vmF19QlgND9pRrS04dz56uGDtLwtTJmSQlWqsqwawoKVBKFllAyUVk8lPvu6xEF+Ge9F3q828UjiwQXa0qLNBRi6BT49KcCWKkIHtF4ttNrlqJkAoiS42IipiiqyFqkr03F0qW5kxKkjidI853dzdE74lxJi8zL68uufnZC/zyC/a7a5Lfc/XoMav1mmm/ZXV5yerigvVqVT2b3NckMQK9W+INy7Jn+/IFr774nJsvv+Cf/st/5De//DWf/fo3PN9E9t8b7ritdjso7e57k7b/04kBuaZWcO9HtOXhwLq/S9R5Yd2TEoqJgQGbFd3U4dFEFB5Ffs3GG04tDAEWMozYcWQcBgbrcMZIg1LXqXnKZ1Pe899fI63Hb29u/lXxL599zuaQ+W8eX7J8uMY863nUPwZn6bteFlgdBbqiq6hF9jI6yog8cE7ydTByJC2vU9VFx6xQRmF1xLlIHqouUBHagOqgD7JO5Czefi1faK2IoYjg85TlZw09TXx9XXkI8cCKKyXqddahlJOqXykRW1BVvtZotOuwzmG6Edv3mL5HO4fuTJ1edbjOYp2l1Du6aOhKVyf1gVBHseYHGL3+0GHQjHSM/YqhX9F1K4rrKaYDbchK35O4VSnShEgCS1E5V5jKj/0q3sfXhUzlFdYajICOsJxgdzKhkPdVMpt4X0CVFFA5UurXKnqKn8nzRDwcCds9/nbP8YvCbgN3Hm7KSbWvQT4yFateZIqVj9wrVJk6wSqiVk3Jp6nVuST0xKmXuyB8pj0iz/3W+A/fU7xLCUProSZOnb53YeVr18ZnBW6LGEr/3zOMAR4FeGRhNCK1PCiZxPQKPr87/Y2Q4RA0g5EtL5FJxZJyZvEKnxIhF6Zc8IskNoFMXLxA2tJECJGQEh2ZkjwpTOTZE+cD4XDH8dM/kKY7UnxFOh4pKRIL3O0TlsQ8F+IAoGWfq1OXnOWdkJRbOt4hy3P2CeYgZsJVQ4PgJSlJNaEoRfa3XAutNqlC1UGJPhVFBe5vQJWh09L0SPmUFDek75+K+8mVfh3mW9ouWp+AfK4qdkeee45VY+Tshg5hohyF45Zj4vZuw81xx/E48eT6ii++eM6jx9esLy94+vgxj5484ur6ig8/eMrYD4zDwDh2VbxBo9H1mpZReSmRnGb8YcNy2DK/esnuxXPuXnzJ7fMX3L26ZbPZs+TyA8GOz+n5D3ll+8uj+aU1tcrCSRfxpxa1dEf0QmvjpAmD3e+W59qcVVBcdbh+oO8Hhq6nr4Ik1hiM0mQKqCLiO/exksOOUrgUhRRZ3z2W5cDd3Zf8P//4T5TlAy7Nh/z82SNWRYPupLBSqhZTucqdNjYaoGz9f7XDo2JdlJCFKUkOUpIoMLZ1qiELjZUJlKrw5lKkSWuTNMxaK8LkE1Lm6GFRUrfl+PAg7g+suAJVx4lKWcGgAxiBOamasWnXYTqH7aSwMp1DOYuph3UdxhmsM6QkpGVtFBonF2y2BCvGwzoLnOGnFAbDwCiTq37EdiPZ9BTjKNoQ0aiGE8mIEEIBlQs6i4nlT+2c/BRDKYECGq3QlbNhqppWtSuVqWzJIqeeYy2w/L3aGclD9KgYwC8UP5Omibg/ErZHpldwqKZ/N5x1kJBNtPE2OmStVf6Eib7HGZ3hAM+VgN4UJG5QwFZc3fHw5FXfjIe2oH9dtPMPr08p3oW7/VU9fgdQ8fjXHh5RfWyo9hOIvO/zs98NSTZj7aQqyEURkiakwuQLkw8sMbFdEvNhFhW7nIjTQvKBlI6EJEVXpwolL5S4EI79rtFOAAAgAElEQVRH4nQg7G4pX3wBywa5cuvjArup0KnE7EsVMFSSUVQpwHTf4FN/VFyFVlxVIURiLYZqQtEmV5QzXkJ9iEYQaaj3Ri1WFcKrslgJdBWu14w6O76muFIVhlgLK6oRcHsN9wV7hQOXXKHEtcA6j5RmUkosPuKDp9t23B62HA9HLi8u+PzRJddPHnF5dcnPnj3jyYePefLsmhIXLi/XXF6syepC1IKNxSpzfiYpOZDiEX/YMm+3THc3HG5fsXv1ks3NHdu7PfvdTCg/VPL/rq0Y3z6aouRPSCPsz0YikFCEe4BtY2adkyPPiyspsLquk8P1onLtrIi1Najvmw+kRlDVp7TUguW+NfndIoaZQ/L86re/Y20yP3+0YvaRmAsFWSwUVSkwmTomsrXAgnupYIMkAa0Nk4UYVRomOGfhs7aX1GhbVsQIacVVXSJNLbgSFb7a8ogkDV1b5P8V9fCYLA+suCrEvGDSIph4IxBBrBKXdqMxztEPPX3n6K5G+mGg7zr6sRNioDPo3glO2yhiyYJ0VQpn5A1PGSHZ5Yhf9iLR/hOJAVhpy6W9ZBxX9OOIW0lxlZUlFEvMgpMvWTYhlYV4q1RCq4QpBf3ALtT38cdhckQnT/QZp4uYD/ZOpo+poDtQsRZXLsmKpFp5FNDMMtovHs2ECpNg+OYtatmilz3uUCBIsrXnBHIoSIe7baStoDoxSU6JVOFUTLX/31QAm2hFAznsgC84QQbfx9uP9h42cNK7GgGZbjZoZrv2DCfgTAvvF/a7O6KPKGPI1hJKZvGBw+7IbjpymGaev9yy3N0Rj0e421CWWRoQeFCisnrsrFQ3IVD2W0gzpAPkL/lTZckcYDdntvsd1yvHxdCRkvgOaQolVhxj1sSk8VEzBfBejnmRj6XeurFNgM7z9LpVNvpDo0DYhkLjRPdJ6T7nAV1FJoB1gEtO9+X5FnDOFmncrtaULilTspDdtcnkmMmpEHwmJ5mwxSDPO/4RfKee23xk3t+xHBS7W8vL3/1GZPP7jovLS9brFR99eM3HHz3jow+f8q//9q949uQxHzx5ypMPnjCuRsb1ms52aK3QppBrQymGI/PmlmW/E1jgy1dsXt1xc7ths13YH0QG+qdf9ryP7yfOIZ5tRT1fkVqB1Uyl5Ri6gaEfqnVQLx6s1pBJpKJIQZSc72M9QHcp8rw5Ch7/HuD93SPnzK8/+2ccRwbt+ZunF9iUeOLA+Mq3ym19qzeMqvzRlKt6jgITpcAqqsJTcu0QFUrQ5CgufOdrVRO40lrWpVKn7jrV79VBb67rnlKIZ6A+9W4f2v37wIorMEiCj47k+zNcSFoL98pq0YDuHco5VOcwncP1Hc4ZnDMywbIaaxRu6FCq4IxC50xGfEei9/h5IS7LT6y40gxazoeycuGXSnwuCimqyBQKKRd57aVie0tGq4TVGfO+uvqLoynXtD5W4ZTQtiLjbUQKC3E54ugoqpBVwaPvR/cmLhAWSpxRcYblCMcDeT6issyN0jJTwoKaj4TjHn/Y4e82TDcTh9vINsGmCA9qxwny0baLdX2dTRK1iSWcL3bh7Ggyqi2BOyBF24aTgMXMuwW3excj825AAr8u/hS46k+5B3nv2W53+D6SlSEWwzEszNPM5nbLst3gj0fmmxvivKH4I0x3QkrK9c5VAu8p1sg9liL4Y004/Nkjvx4emHPhcPRMc2DxWVQJVSHrTLEdKitUhqwdSQfxmy0yvYpZuErNxDtk7v2toKZx6lRc6bPiyoiekXSCdS1s2rj5jHh3zqVqctPtXm+P0Qor1SZSCUoqIvWtqH+8in3kIoVV5Vk1NNGbghZvvpNFCHAkkkCf8sIhefxxS5w2zIcd++2WHDy3T59w92zLx4eJi8sLHl1fsRovsM7gnBIfp5JIYWI6zCzHmd1hZn+cOUwz0+KZQ8Knd2Ny+z4eapy3D5vI/Tlk47zgOgGyI6IoGHIilyLoOai86Yix+XVYYBtR6yxj5+8BWppz5uZuy69/+xm/+Zuf05nC1Wh5isX1Gu36s8euYhYlcY9pUXXBUQ03XMdSxoLtRME9J7Kt6qiukLoKM9bSfMl1fUsKojl5+LWzCrLUtHUxpBMX/K1HM/Msb8Agv0E8uOLKktAqgDHk1FF0RilN0qCMwllNcYbSWZRzaGfQna48K41zGttZrNEYA44eQ8GpgkqRmBW+JIJf8PNMmGbyV6/471QoYMQymlpcOUMxzRwTiiqigCUaT4J9LRExVQRIaCLWRoz56RScP3Q0eM26fixIEXHu2/A2Ii4zYTpgVSJXy73oi3SRc0IHD1HgSzouqOUIxx3FT+KDgieGmeIXOB7x+z1+t2V+dcvh5cTuVeRVlsnADa8XV423s+ZEhG/FVcvfWu7WRCvOYYDNu2pf/+5N/Xr7ls7N+/j6+CknlG9OPed54e5uQz9MxKSZF8XuuOdwOHD34hW8fAnHPexfIlfkBPfC3O1MnWvqte3+68FPESmu9nvPcYosSyJlQzaFpAvKAq24so6sDVmdTDVbkZVqTpVq8nEuRmLqJ60bbM5yGlUROroqbpVWWVfeVcsd4NRf7zjdu+0xWvHV6qicIMdCjpGiC6pUA/pc7oUsKtWTuiT9EefqT8dZEhPBxwl/hMMdHPY7Npstfpp5+fSWm492HKfA9fUjnh0nHl8Hur5j6IX4WUoih4npOLFMM9u9FFf7eWbynjkm/HuK8fv4TtGKq3NB97b7tZ+dGxjIz0LJLDnhYyTmJNLtpWAJKBWwLlbp8hqtO6Frl+V7wh3cbvf84/7IP/7tL3CqcD10rLpL1OWA6zrQGUWW0ZGK8npKfX33ZM+6GBlZhJTtwCU5CzlRbBR0VE6UVNcrI37ElZ5FqKcv1UlWVvWlV55pTOKLFeKJC/5WQynx62oiNKlSKco3e6QHV1z15YBNPbFEolGi4pQ7Sp0DlNJB9pTUU1JElQ6NQ+uI1VZ0+ZWnU4oOhXYRjcIoTckLpD3xcMvib1niLT4dKeXd75M7hG/weLjmYn3FxeNLuvWIth3ZaIxVlSyY0TGjY6IkT1ZJ4BOuoEtGlUwXZ6x+6GyXhxdi3AzXCAekFR4g781SD8dpOvNdznLc7ZhfveBw0Bhb0CoTY0KliMqJjoSKC8RFCi0/wbzFJo8pkZAD2R8hLCyHDcfNLce7DTcvXvLii8yrV/DrIoXPHZJynk8FWhHVenWO1nmTz1taem781wqqbf2bW4RjdfMdz8X7eB9/Lg63r/jDr/4LBwopJMriKXc78rKF5QuB9TXc3X1S9OYm2n7e4pun5CnBi5eBy3FH7zLrlWbVa4ZOYVQRI+8cCF5UspYAc4IlwTHC0vhK8fSor02TOHGhjK6FlavFVcXzNaGbfDapSb4Wb+U0e3uzz34+vbo/M1o6xyGDylmsUhD+bkGhVXnNBDlRxTn8dytkDtst/ngkT0duXz7nxfMv2G9uePrkmu3tMz54+oTVMLJajVglgk05e+bDjuV44NXnn3P78iV3N3ccNgvLnP7MNO19vI9vGo3/1O6a83Xi/E7yyO64kMId86zZHiw3e0syB7KbWDkwJcF8pKSzXdGnqmwzQT7wNtUCz2MBXuXM//EP/8CrL37H/vYP7Lb/ig+fXPGzp9dcri2uybLqRgRdhGKQg3zuK5Y51xG5dqC8MMEzAnssSqZRVvwxi6pnKkndpjNioaVO7RaVoIRT08ZHmN+mmIUCLPT9JdZZ3Gixtgc0YZrx00QMnrB8fVPtYRVXJXP3xa/Qbk1WjqCRTpi2zFZjtMFay7YqAfbdwNBbemfo+47OGpzRaGOwWsj+mSzXAJoSA3GZmTZ3bG++ZHv7im3YEt5k2b6D0aBnm7wwLzv2u4JddqCtGFNq4QvEUsSHJBdCDORcSEXOkRhZFlT2HKf3M4RvGwVJTo6ceEUNJtcKqfb9NykTf0n8h3/4j9xu7khOYYwoC6VKGlUlY8nCp0sRlap4hZ+rN5YcJVbpMT+x7A/448zueWJ3gH0SZbbGhzry/7H3LkuOJFma3ndU1cxw8UtkRGZlVXfNDEnhgpQZkiIU4TwBe8ElH4TPxFfgji/BDWU4pIxMd9dMZuUtMsLD3eEAzEwvh4ujCphHV1ZFd2VER2T5SbEEAoADdlFTPZf//P85YDpwhvXdYSjyCyyYbL0ZzRFLi+242O7r4573lHl6sierFg9vOPz4t0xF0VxsZT4cK0d4kzd9lxH4TwsNMnCf4Zv72WQGJkcfhC6IBUVaEM3keSbNE/MIU9WWm6baq1Qe78ESZOTVnJJTX1SssMCJUwZEGnlfq35lmGpf11zO9/ORx72V7Tfb3NZAQA+jkYr4CZwUEEWqKE3LLDdY4DRXZ+jPJI4oJROjsnt4IKbI4Xhknka+3W74+utLLrdb+t7IAjyCYNDAOI3EeWZ/d8v+YcfxsOflm4n7Mf+D/rIne7J/muliW9Z822MLsBLoSH7IHPVHXs/f8ffj71ivB9bbDb0XvBaIM3e3r89fX/b23Zo5yx///CO3JU+/2Y1Ed8uDeL56mLjarvnsYsN68Pim09eo+05VndZkOVV/I1Zq00qYFSMaZ9KcKbmYNEMlvWlzUqnV+ia3mhZsgeNsCacxwasR9tH8j7t6Rn4WK1BSJKuCZLKzUn+eZ3JKlPxuM5joR8AKJ4/5Jp/syZ7syZ7syZ7syZ7syZ7syT5aU22g6sf2pzQDn+zJnuzJnuzJnuzJnuzJnuzJnuwd7KOCBQrw5RcbQsCa5lwt61NQzaiaDlMjTdFWRlw+6pmZ6CSw2L6/wUQbo5KcWUqcAx9a9y+mEKSGIW/K9gapqDz9RauC9uI3jCypMh79w2OjYUrbbwPem36XEzF9AyrUo4qTCFo1vhwhVK0vqUpGpVBKIaZEKZmcCvN8xqPGn2jUbV/h63E7B12wfXHeKKXGqbA/PBUUP2Zr/U5+8fxt8tf2vD2+vZU/8Px97u8GE3xdB+hW4HtH13tc6BGxcW6MQ02tS877ru21804b8yWne1WLoqrkkmpTfbFSfikGKUpGD93ujwZX/LmOu/eBf/3b/9I09ETw+NMRqOqpndmdhNEFaYJB4mzOc4I0ldb6GW2UcECbSLSKfStqwt9wnqgqzkJzpOREPB5NMDon4jRRcqKkRJzi+fyev/1kstiWhAaNNlcEXPD40BG6DtcP+NDT9T3SDbguEPreGoCcg1AVI523SaeZauUIN3o8rRO6poRWbbZ5HNFKm1dyRrUYjNnV84FUdlThUApf3d3z3cMegOcvnvOrX39B8cbd29SYVI2yWyok0NYa+/05RnKK5JQY59HGUUqmOVXOtMAf0t5ui2/DwvnzXN735+ehCzbGxOFOwlR2pABFMzkbuVFMSoy1STyf19T3OSk8+/W/xPUrUlv82gG9tYg2gI0xANp9XrQY+61ymgNKqcy3rSu+FGtWq/fKqRse/QOp5fojJ6aQxZ2gWu/HxW6d7rW3t4pxaninT8wcBvNu93yT2XDAECAE6DoY1pWIwIHvBecc4uyelpOP0jSN1OCi7Ufq8zani9S5XuzeLCf/R07z4IkoAc5sdD/xus2ryxVxaefXrEfQZHlysnklp5l5nklxZp6Sodoq2q0dgNTh4MTORfMpm4+3bFAsFV+rBdJcYbl6hsI3mG1Z/PtP23JGXs4IpyPjDPBb9pF+aiYQruhWa/r1huurS0II+ODpqhC7iPnCj25L2rVtc4atkw2p12pNJz9b5OQ72Pxi80jMuWqEVj87jeQ4cnzz/Z/c848quHJO+Lf/w6/ZXoH0I11XlQ6ZmOOI5kiYJ3MEC+gE09Ew49PB8JizQTtPLCJNwwNsIvAB+gG6oT7v7Xk3OLaXW5CAiiOrI2UlZ2VOxdb8DFOMpJSZ58x4nMhJmzba6aKWNq+q3YR2bHYjOgfdGjondCKsNx198Aw+ECr+vhfFB1Oal6KEvid0gYvtGhesf0pESDES55nb3T3jcWQ8jPz42qSKHh7gbjIH8m3z1cdZDzAMdj6uLmGzDqzXAyUnvn+Z+I+/e6IY+Jitr9sGI9JoXGZtGu05T9gteFqQpp4Ci0Yi23rB3scUXPtE+S3wL1bw20u4+g1cPA9cv9gwXH6OD4MFWX5lvYISTOlehaRVFlkdpUj1W5Sk6ZRMiWmm5EKJmeO0J8ZEmmcODw/EaWIeD9ztZsZjYb+DNxEeivV+/VzHfbne8L/9zf/KxXqgD441G5wqTpVSjCHJidD3nfWGhg7pPeId0q1wvbdgZRiQzl533lG8Q10LPi2AyHG2iT8XpK7arqiJCuVEGUfK/pZ42PH6628o+zvSYcftyx+I+3vi/oHbl7fk6gA1du4lmfDSsVpxHmfOQd9B1wn9ds326prNs2tWz79ke/Wcy+df0H32JcPVBdsvnsH6MxhWcLGG9SWsVnB9fXZ0s6LHA4wj7K0huswj6W5HPuyY72+4+f13pOMBOe4ZJwsWfcq43oEXCgLrjhg8X00T//v//f/wf/yHvwXgv/03/w1/87/8DXFjbH8uOzvmkolxwqvxYCYSJR+J88TNmxsOuzsO+x0/vPyWw8OO437P3Ztia8wIZfqZBs47mFucf9+ug9i6tlrbXD4M8PyFzenD4NherelCRwgDofMn5kAA1cKcRvbjyDjN3N0n3tzD3QPcPtilmJvC9/swEf7r/+l/pnvxJbuhx9EWSG89GpqN1LA5R0XIuVByJsZInBNxjtafUSBlZUqJEhNlnGB/NGdgeqgqzI1qzL6b4OoCXbf2vGtZWDg5rFoqr/2ica3oggqxLPpLsp28NFtP3ydmPfAl5/XkmnrvC/xqA1dX5i/8+l9ZgLUaYPvCE/qB0G1xLXssjhwLWrPTRQWtWyk2l2d1CA4RT3bBEsnOkSvNtyAQLHoRcaj3iHgIwQI558B1FLH50bsevEd8wPf9OUmnYKGaJRrMTBS8lMQc9xx3e+bjkcPuNW9e/8jd7S03P9xx2MNxD8fdOV72asNn6GwaGwboN4uEU51ENdvw02wx/u619VCO0dadRnK146z9OPIuOZvAefU/CxO34zr1dp1ET1oX5Sdm4mHzX3HxV/+Sz3/7L/jv/s2/5vLykovthquLZ4Sqf5vnSFErdpx6tYqSSyYX4xnImi0h0zLPDpzzNh6cs3kjZ1LMlDgTU2S3H4nzRJxn7vYPzHffMt5+w1f/1/9pCcA/Yh9VcIWA7w50HgIzGs0hiXlif5+Zx0I8GmFKijAeLJCYJjhka8qd9RzYLKtWp59YVKseaYO4wmp4oBShqJAfJaP0lC0vNbI18cQWGVMzyGd7u5VtWbmy3zYByfUwc7nxfPG8cHWxIvTBHC+y6QBIRtRGS8n1773piOSYyXMmzol5LoxVcPJQt59iQTolB2vGs+sgrAU/WIK5G3q6AZ742z5uG7BFr+lpNQrlZUK95bSa4wxnB/rtxO37zG0tK2OuVq3WA2w6xyZ0DE5wtWKjWDUhY85QwRkPK4pqoWQxHZ1SSDXDVArknCy4KlblFqnCyl7woW41yXFKhPDzBpSC0LmegcBQhLUPVl2hoFIZO0XoXY/3ntANSKgUb12HhIAEj/PmaOCsplKKadP5cP6lRiDgvUddwKniRZAY0BgtuFQhpUKejsyVbv/4+g3T/oFpf2Bf9NF4WY6NZZWqJWJb8rZlYUNU8nSEGCjJU9gisqbbRHotOHEQ1uYgNdElMGf0ONXJEEiZMkXKFGtlyRyulJR5skTW8X5HfHgg7R+sEpczQZV+CDgvRIQyenInrDulWyx+6j1l6Bm8HZWKI1ZPSRGbK1XJFEpxFHUUFWIR5ixMqTBFtYbqWOWv3k8/+U+acm5hb+6TrwU/qXqizhuLX4cgXgihI/Q9fddZFeuUzLf7JBWjlS9aiNmO7Tgb10f+AP7Yfj2wXq8JLpCyVuSJ4NUjKkCp63mtcGBjygkE76rmWEWDBCgukyTbnBHrTZ5nO+hcPVyxKgpzrFWtaJlTbXdCeTxZNvNt7KplbksyhjTyuWJ1chTKP3QCPhFzGDmRcNY92wAXAtcdfLaC6y08X0O/tmTxqu9xXYd0pkdKrURJnZu1kpxwenSgDq/OLpx4ggT7W+dxUmcf5y2IEqP5b3OINO5u5ykSCFVbSWr2QFRwKojagG+VCmOytOsoOJAE4nAl4FQsCRYzaUyk/cz4AOPekvfzaEPHYUX3wZuu7/XWckXDmoWPJyc5grWzIZYjuAmOHvxonA9299k63pJaf5qHDs7pleVVWpZV241eOM/qn2BwhUDucG6gW21Ybz9js9mwXg2suoGuC/gQSD6TSyHljKt5DykFKUbSRjZ/ulRn3WSJFO/9qcKZcDhXCD6TvENSYK0VUSYKD4qELdI/e6c9/7iCK1XG+Yg/gKOxiWSmOXJ3p0xjZU6q7ElTZVSaZ2M4epso9x9jAnQhn7LgH6qYn6PpEvUBRDLrJHgCwSlewOFxjehWzyiDXAolGzSxJLUKWrIEXUoVlfBHjtXpeaLwnGl8T8HnH6qmP9lHZW16hce+wNsAgTZpL+Fd7XX5ib95X9bG5AmWKoLUEe6QqpVje1JUK/zC4HSnJEYr3auV6w2mSy3lWxBSf+X0W+0AZbEjJ/jAz32QWStHtSBdsWPQltSw7KmrR+1OsBe7GiKLK9FgJZyTOErFo1DhcO1vtCConc9kqme5QtvmaWI6HpkOe6aHPYf9nuk4MsVEK0wsz1irWBUej4kWWLXHqBAUtGT0OKHuAP0Dvl+zvjxSpokSE5oag2XLQNWTn9IZI52LJatKdXoUNClpisRxYt4fmXcPTA875od70uEIuRAQdDDR+OQcOXly50wLIS9YYKu6ruAewUcsplrASdWkKXJWiprQei6GYGhIhpz/eSCB+taWF2+kDCE9LqSYb9+oAuv4okGzFJD6uXqsFS5bC58Wa7xnKz5QvDeHVyvEt1ZmQSz7v0hwnpKZ9ShOCVLMoZXswBdOWRSpny01sJorF6LWxbLUilajY9S3gFmPJtJFcNVONDO8n1nkn80cZwmRtsb0WDKv99AHgwd2FdnbBYd3VkmyypPVugvtlFnQ7BosUAU0UNSCoCbOfVK+dlVLrgVUC2FaoT0PdZ6oY1ul+khi31kw0NOjRU1Ow0EqTb+c/quzsToozuSbkqKN4jcZMZ6oUYMHsePvg1Wv+g760CCJmMNe9d6CKtkVskDsOflpndhS0epOhXNV+k+jcZczQbtqLVSTxWeWTQOfoClQoXlFBSe+bu70viXiqC0zYK6ySUKotGCKWlEo9eyYQHOD57fA3HJ9SvEer0rnA8kHnPNWdMGT1f/Ezj62jyq4UoXvvr3DiVVg8mRVquMDvB6tMvXefhvjzP/QNiWY7pWb+8T15Y7Ltec3n625uvCses/lMOC9x3mPFm/l8iLEVEjRRGNzVMuMTJCOlqj7Y+uizxCKTQxdghAhZMVni95ysj6NJ/u4rU2bTRe+5amae7CsPLTpYBlQKecJoMHAWiD2Pqw5hDnbGDWRUWGOjlAEXxxeLAUtNegSlRpg1ccWcJ2yUuW0iGmD6pz6I6xCoTWL2lowtCZQ4D0ElEXJu5EYAjiDzTnncOIQX7PuLlBCQVwmlwxZERT1YrL0Ai5XrSCEiJqzKNVfPDWO1gVBrErh6jnJaSRNM8fjjt3tGw6vX3Pz4w+MN68Z7+55fXfPrErkrJTSxkM7Hz02NhLnBT8u3k+cEzNrYHU8MhyPXEwTeZ7pJLBer/HOwXZrDpOI4Wdaw1Kuok0ij6pVTgSdR/LDxPHulvH1K/bf/8Du+28Y7++YdzviYY/mQpDAaugMhz/0zH1H6jzpEtJxCcmysNGSTkrO2eAjuZBSoqRsKIkyozmRklX+ckzkmKtYriWxSgs8/pn96eZaFaqg5mzXI0+Qg5L7TIzVy3SFou6UOFNRSlbirMxzsccKsx8PoG+rML8XE7zr8D7Y2K6CqeKDOVRZq1PVeqv0dK/nNJFz1WgEighFHEUKSAaXDbOZJ4hHw3SNRzjcQDmAfkA85ydmDrun25qwqf8eBEJfg6q2WIhHpEN1AO1R7XClO/XPimScU0QF7zwqUhGVnlKqNhoeVWePVZRNxaEYfBAcigVZoh7UIXWNaJ9xdb4vBZwo4ppDrQt4p9akcR1n1LVEBSHgpMe7hM8DvnSEHOj13HfoqYGVs6rVUHuH+xpgOreqfWcO14WaTCqUMJOmSCIxDFbBiu6sBdlC9MI5iBX+VAUrcg7H2vEN9XmLKpfdxA2A+KlZgfGOeHzgeDySD4nsTQN3chOpFEJpSDO1Xja14kLMSlYlo1aMqGlKE1zXGmjVRJ7mcwsPgncOdR6PJziPc4GM5zhnjmN6p5nj4wuuvjYE0JjPTlDOf7h36Jdm+yPMc+Z4OPJXvxI+u+q4utoyDNZz5Xx/zlUIlukrzQnTU49Xy5K/bS0r3SYI65mwCdOSfAWnqfZ2PJWuPnZrE3Prn1oGV+12WWpONRT2EpHd+qymxXvv02as4pGLVU9twVKCC3gXLJPkhILDS5v4TAS8zX6udRJjVSHnjPRGxFmmSqAunTR4ilKrve1c6Bm1swRT/BwWxPTFNEORaBlY50yR3oOITfKWzdVaTWgBRt2nikkWrbWW+ty3QBPrMWpVMK3Z2hwz83wkHnfM9/eMt284vnnF/tX37G/vORyO3NXAKnLWBnkbQNKgpjPn4Ko1ucPjnCicHQQ5Hunv7jgOL8nPP6MMK3Q8InOEPltmukjFqWrFnmEZ55RwOSGzovMBpnvc/Rtk9wa3v8Xd3yB3t6S7W1JKdk4Q8tQjLqDDmtx35C6gpTPRzXZ8IjjvEWfVM6fOyJGcw/uAFJtDnTpSJRBp/R/OCaHr6PqOfujoVtHuu1bG+4DWzn+7VsvHimw8xauuok29F4L3eGcZ3uZsWjO40lAv2kgsPtZzy/MAACAASURBVCR6yDmKOHLJ1pMjbV8UzVqrHI1+RNA2Q6mzSu35iwzy1aA/qoZbnY/WgHx4DXEPuSl1PQVWP2Wtv7JVsK+AiwDr3gKK0IHrz2PLeTEyB2cTmHixSqgmUk5otj6XM1zQk0upUE93guxZoCYV+mezi7TeK3Go+FpdcJXwp1Ub/Kl3xtXXnPO4rqsJNihqs7zWsdEqoFlbJbrUdcKR1SCzRfO5f75WrZyrhB7DeTPfzNtQ9Q7xDnWtSmYpKM0J7UAGYAbpwR3slLXKVa6PLURq6/EfHqltpW6ltXbllldRsZncv/Xep2QK7NF4IB9HNCdKTuRZKKFqe4r185UCSQs5S72uSqpVeT3NFmqkbWitXC3Is4oFHSJ1ZXWgTipywfrzMo7sPsXKFXD/cF6o/9IsVVjHPGU2a5u4vsiZQUHEGjltIdXzRGLAohPSpt2Nb4dGywpGy8B4f2b7sfetA1M+2RvxL8taJaH5Qq2vagkYWEIHWyC2DK7SW6+/T2u+aFJjI3sUCdYV9oT4OQ1gOVexxKZIadALcbTQ6Qynq6CnegLaIlr0rX5JfV/ulZpws3jISvEWXIk2BwHUi8EX1bJprvZqqJZafbK+T6/2OftOtZW4HVAlyZAma58ymhJpHJkPD8z7HePdHYfbGx5ub9jt7nk4HjjOkT2cgqv50Z6bOc7ECW+PoeVZbpUrWFS4UqIbj2zub5kedgyXF8TxgJ9GXN/jSm34rxAeu95qTkicIc6UMZOPB/JhR7q/Jd/fku7fkPf3pMOeeTxav1S1mPKp5yymjtQFCCtKXMK7FvgxbayNLYPd4GPnQLy0dyrrWAjBti7QdRFqEPKhK1ht32SxtTNRdJE00HpcC9jTkiFREftsg8GX2kLUGAI/1PFIO99a+yEs4aCN9red2zYxtPFPO8ZaeThd3nZQ+RxcjTuYH2pg9YTI+FMmPO7jXWFwwC5YUvbUs14/+3YitsW2ORdSqtXFUuOlCk/NqgYLhBME1Hk9JQZODm9NkMHi38tx/QjSZZXvxq7s3Bli3varPqsBlizumZp1EHdeG/R8LG0cijMitNPmwVVSBSrTKy05LS1tZsREeEE6xXWcCHHbHHoS/+YcaLWk6E9PL2+v4m1m+ON/9WmZAiM5Hpj3D0zHPX0QvGRCCHb98GiRSmKRybWSlUup7+vijFhitiLra19n64N5NNm8xUJaSXW0Eie9g31UwRWcYSp/yZaBr3+Em12ikxt+9cUzri5hOwSLipxSopCTI2eHFg8ln6p8Wh47QfD4Bg5yxg17OSGO6mjKSPKGV36yj9ru3+Ezy7bXUxzD2Un7kKYYb9HDDA8Hg+F2UfFjwY8Jl+si5GqHuu8oFW8vLiDUwX36Nss+NfYuLbVfptKu55JPiuolZ3JOBuuqKvBwrtT8aYz7Ox6jKtN4IPhgMU/MOOfwztfMrYfckYtSiqekhFgnPqV4nHa4YrlMr5YRzQh4c/u9OzsXTlt5P5P3R+I0ctzvOL78nsPtDS//89/z/d//jtub17zc7zhiFcqR85K8PO4T1wEGA+rq5xtEcEmKopyD+gZjEeAN8OawZ3c8ED7bcnSRsh3YaKaf96w7kM2VpXxdt3BelHzck8cD0/2R/OYV+dX3vPm7/8DDjz+w+/733Ny84pgSO87XrgMGEq4kZBxJGDwspC3zdIYFlmKOXgj2PKfKHpUTOU42Nkoix0hMyZzCXEAczgf6fkNeKaWIsQtKwakRQHyI3qRmSxeq3dPtuvliSMsWv5YKu03Z2BFzsatXEIoWcoJxFMajEUPtH+B4tH6QD2WaE1oSQkJLtjDQgWr9txYkG9zXyBEKWnmxRcuZZrlUjz/NxpwZj3B/C3c/wv53H+6AfgHmMUKLEwddC6w60NbyJK2NzaEpUKKDAiUp+EIuyjgnUqpsgQjS1eBDlaxCQXGUU24taEJ87Qt0FnyVIgYVrD15VLZA8UZOJE6s8RNLNuH1dFO0eaVVqMD+LdXhsZ7LGoC5AC4grsO5Dic9znWIHO1eq0tSCBXx0xvqxwIsj3cevBB8hziPVLZnsL6eRknfxYlusr/ta/Sk5QwRXM7LHe/CIXDkvIo1aykxpWJF+HSTCgq84fjma+ZR+d2vfsWzZ8+4vrrk+fUVYbXGby8QOhQhqqKEOrLceX0ToBLVSGmBrfVtSw2u4mzrqSOTUiSlRJ6TMV7Wi1JSofyUxtFb9tEFV092tmlWfvf9jAsj3nkut9dnLQUfKm4+0neBOSSCs4ApcW6KbAHWKbCilvOD0bGHplsRoAtC54WsrRv0yT51KzzmfNS3Hj+ktal+zkZMs9+DdAWGiJ8ivjjEC+rVepulqwuhkRFoqgtlZc4sxSAdqpaZ9y0dKOCdq/pFLWdgPSYln8le2jl4tzzUu1mrAIsWy4rlhBZHloqDrFUTTVZ1s8SsgnO2HOSafXeKqwyKWit5ImLNNQ3eUrIFlCkRD/fEw55485r9d79n9+olP/7tf+Dl3T2308gbLFCaOUNBlwRAbXlu1e1lRbRdu8ZH1f79h6qdJ2ipKl+8/A5PYbPd0vmAV4XLS4zWDVgFpNKySimUeYLxiN7fkW9vmG9+ZPrxe8abV+zv75hyPu370p1o85xlfmvaIM6P6FJP1ZGixiiZU2WeNHre3ILxSterNYh3AsEJITi6LlCGjjz1eE14TZAN2Zgbv8EHsDZ2l+PWsciyY2PFNVRDfa9V6CyRtqx92ZVvGjAf0rSyihhVge3tGfBnXrITUCmLY67aNuoQKeYziRqcx2eLDscj7F/C8fUHP6ZP3YRz1SpQq1WVZ6JJR50RAUZ37WqLAprOTPUp1bJQ/eKFLqjB7uzXSps1Q0JKQjSB66ASVoiEc6mMxrjqz9e8RihGLmkkBqIGFzxVaOuBWbXL13tIaxVDcV6QUCBk8KbLp85YSMWrVazkXLEKvkr2+fN9eLqbakVKTtVwR3Ge4gI+TKfvOMnz/JHr8G42cZ6J27d1cMKKfMrBVbV8Txm/4off/4758AKdnzOEwkoTgwMXVijeKkyuoOKNnr9VnxZ4nhIcTmpPXtZa+fRIMe1ExMiXnNq84to404xqopR3O5dPwdVHbKnAq/vC893Mdh3QBgf0teSdEyV4QvB47+zml3rD6tlZUs5kBZ4aXLnHE0Q4bc5orN0vpaz8l20fG0AgAZPCMcH+AK4vuFUiDDM+gwuK+oJ4xUuHr6QWUKpjXMW7iznKWlqx3/qyVKCInogeLKttYtsl6yM20Pd1bkSLaVuBZd1FKaK4Yvh/zYLmbM9PJE/WUya59sVkkOKR4oy4owljppatPwsE52lmfrhn3t1zfPUj9y+/4+7Hl9y8/J6bVLhX01FpS2xrhV726jUXuyH1G2HF29XOZUW8bUuJyiX6//7+nlUXuH71ks32kq7r4LBH/WDZwtAjGYM85mQR9/FI2e1Id7fMdzdMt68Zd3eM4/Gk1LLcj7dDBAsytFJrL4MrrcFV7afI2eAipSwEaRuE6dy3Y86S4J3QBY92gdz31i+oGU1KdPXcLiBEH+KeW1agTygFfQzXEqQ27LdXqT258ijAkpbK/8DWmD+l7VfbZ1qQ1awyf1VIsDnZC4Ha+qgkNM8mTDTdQXz4wEf06Vu7lxrKxYkFV9IggeehRBNcbVGTwZ1z7VPK1l8JlaitnHqeStaqryensMASUhnRbGXYRnAhxQIsJ2eCowWXqWixsXzqizAfppSzSy1Ve0acVDi5Vc7EqVVFqwqwOpO1KNU5PzlRZ1I5A1UsWyqk5fTkVBGxP6uVYmki3h7vDP4oy79dnPvlHbg4zX/CGrC/9Ve1mnabnf8cHu2PxPSIpom7198iOjP4zOXlisaeG3oF8UZs4bVeR39mQ5V2PhV1rrVy2mmpvVWNAraNmnPLQeExYPzdzuVTcPUJ2Pc/HhiPkavNlmfPL7i42rAJvS3uzPhDqA3LVoFK2Xpals5ju+16jEZ16GtpeziLT3a9p+8Dvni68HZHxpM92Z9vEXiJBVj6DXx2H3n+EJmeHwh9wPU96ntc6Kzk31eyAumrtomg6pFQ8fYJg2AEj6qvi5rpXJWcySmS5srWNFV9onTuN2pEHj+fKV7UEhgKjprRRXHFn/ZNs6cRdCh1cW9CdhpO1LMSavdPLjhvmXqDss2U45E4HTkcdtx99y27m1f88NV/4tuvvuJuv+d71ZNQ5ZLIZBkYLVtzGwxoALac+y0GbN7Ycl7wW0W0BTvtuXDmpPphgnyzQ8p/pOsCrsxcbTfIMcKwgcsDFFe/YKbcviHe37L/9jv2P3zD4buvuP3uW/ZxZs85SdTmskay0XoV2rEIULKe2J/AMuUxTqi35zlHOx/ZnscUyTmRYjo9LylVochC5zzS9XgRgih5nsnTxGo4kKZMHAvHg7X5lPEcwL7v+v/b+Wq0kRY5I4kRI4rxvj/1xpQTT3tB8bVm5BD34YHCpSRKiYhYgAuCFFe16vKpJwtqAKxWXTRFMqVQSHkiFUgqHO/vKG9u4Ku/N4GiDw5+/mXYKRErVkQKJ1Y8q2QZ4xpAC6iMoCI32B2P5xlKqaQlhZILc0wmI1NFXVWEoR/AB8R3+K63YEe6SvHuET8gpcf5YFV+F3AuIJ1rROr4ziBhqDP9P5wR/3h/CnYkGNFFUOz3KSTJjAhJlTEmjilxSIVRTTs1qhF/UUlPfQehF0JnvZjeeZzTc0+aWvXk1CPWerCcx7mMd3qqXP1UEPWPh6rvFs9bx+zPBXj/CEwL+x//X+LhBfv7G+Z5ZHt5zfbqOcP6Chd6CB2+W+N8R+k6S2SqoM4bsssBJeCc4EWgLzhnydxcCS28UwzrbaubaesVus6z7jq07zmcslk/bU/B1SdgY4S7feb3374hi+I6ob8eql/i6oTk7IbvoMtGzNWuv2CaCt6ZJsOwsmBqtarbWhhWgb4P5gRlq2A92ZO9D5uAW+DvFFZHWN3A6lBwPiK+gESDyYWDMbyJw+FZOWFwwnYtrNaBfghsV2tC1+P7DpVAzpkYI/M0M88zcRxJ00SK0Rr2K3yrTZ3vJZ+nQDGljVZZA8uMacuqpmjZV1XLzDqHFmMoEs1o8TiBovn8t8VRdCbPsx3Twx3T/oHd7Wtef/01t29u+Pb77/l2HNmpcgMn8oplomVZ+VkkZk8i1FvgknOQtV68voQMzoutEf3mxft7oI+Z9f2B529u6Lqey+sbwlTwqw0hz6DemslzIu/vSPs78sMdeXfH/LAjlvwocGv7345luf/L4Cq/Vfc4AwP1BPmjEvi0MOjERNd+QcCJ9cuFri7IzhGkoMFTukAXhNRHYhfpfSTPSu4twZWLaUZVtQCKnqGU7y2PLFS5IFeDqoD3Rncu4mqmt1g1DiGEROhXdBmG9QPDCF38cH1XVmEDK/fVgHjBIiC1HKe1ylhytqpvsWsmWiglkbUQU0EfbuHhBsZbTOX5yf6xtqwCL++5IrZlteRtjBWuKQn1E+qsP9QH+0xO2XqmimX9Y+1jzCkyz0qMJlxdW+ro+1SJH5wx/TmP+B7nO8QHXFjhuhXOB0KXEN8jrqPPgu+qSPwJUupwRvlpc+4JTg0upZNY/ThFYowcHva8ubvjfrfj+999xesfb7l/c2DcKzKDi7ASq+SVoUEi7bdEnCGHgs0PUgkTWmhDZRpEQSvqojEQNthaS8S0OlMjHPqnpwbaDPMLCaxONpGmNxzuE6++9ew392yuH9hcfkbXD4RhTb/a4kKPhoGmkSa+g+CQ4CjBEk3qBHUB9RX90sij0FN1VqQlqhx98PTBM3vHO8RWT8HVp2BzhjwWvv3hnn4TWG0C26tLci1g4qxXpXIAEBL0VdvwFFxVGGALrPr6aP8WhqGn6zxd5yEpPnziGN0n+2itLRz75T/ulyCnx05R6wG4ArYOPn8GF5eB7abn8xfPGIYVQ7/CrwZKzqSYmKeJOE3EcSLOM2lO1ujfmv15n8FVy+ZSnUA7ihN8RkCTo1SH0oIr0+Sy4Mo07YqVYBARSvFIdmg+VEbAI+PtK473t9y//oHX333Nze0d39/c8APwULdGXvFTELrl81ap2mIN7et2zqmBlpyrRAkY1QKqPefApqkHFazVOuTC6jBxf3tH3w1cvXnDKindNOJrS7uqdZ/n/Y68f6Ds70n7B+J+T1Q9BSQNsgiPA6zmALrTvy3CsOC1/UFBSSe9JEXraxXGdBKQPefbmygzYtBrrYGWOguu6AKdh9zNxCAMksi9kvqzEG+Ucz9WzI+5vX5Oe3Q+HNav5wMuGCmKCya6qlWvw1eJAh8GQlfoM6xWe4aV0s8fktRCT/dEwzUaPExPvYanTzYGwZIXELBMKZGcMylHdH8Lh1uY9x/qAH6R9mi+qBAqxR5zRd1acKUUMsXPqDQSAWeCqylVgi271+KcSamQ5pmpapiO8ZyI6LoIHtSD61wNqDp8N+B8wHcR1yec7+mGDD7jXCImQ+H4ruBcslqDCi5Y35ZWCGCphCg+NI0sZXeYOI4Tu/tbfnz1hrs393zzn37P7ZvIw86ycE17SsV8qFhqQFiMHMYqUmJ6pK5CEGsT5CmoarDJUk7DdwlRX65HabH900OjX1pQ1SxR0gNzOvAm9exXOzb7By6fHeiHDcPmgtV2xHcDhAEJFph7PyBDwGlAg5qOmjPiFAOnClIq4YWyCNExtIJz9F7ogqN7x8LDU3D1iVhW+H4P8+/e8Or1jjEm+t5ZlmgercnOG7NPCZB6WNW7U8UqVqGD1WBb37fnnmEIDBUS2HXWxNmF5h492ZP981qDnd0Abwp8+wbkNiGSEDfyuYdfBcdf/XZFvw50QweHaBnSODLuMtMID3s4ZIMkjpyJHX7enVVKmlFnfQCWMTVXPdeFVwVrlI3GROeSZTtNBNOyt4qSQ7D+StXq3Chxf89hv2N/f8vu5Q/c377i5Q9f8+195DYVvgNeY8fXdKwKZ0Y/hzkLjUuqPe+wIGoLXAPP6vPnwEVvkKDVCjrvcThKVqYxM83KLhlzZQuwxro1UJYC2x9eMY8J119x9Tyy2l6wnQuFzqIBlOPdPcfdjof7PbuHPfeHI8eiJ1hjI+lpwaLyWIfLfn8A6QmbNW56gGhJojlF9vs9XVDIis62Z6VkcppIMZkobZrRih31tPRyIaDWH4fYJOtBMvT0ZAdRMr0Mxn4X04l0JR5rQJ8MpTbNMOWzaOjPZY+y3ZZxw0kguI7gO2OrbMQVtN6+TBpghTXVbK8isx5RN3Ocrcr7kz6a8FilXBavNW/xjwv1AJBzJKfZZOtypfEqVqmVUixxWINg3xqJi/VWFTXGxzQeSdORNO3h91/D4anP6s+xlsxq5KYsHjMWXEgCmaFxQDjiqY/FV22hOSVStGAiR7U2uKlyjRxgnOAwwhwt8SC1/KwOQldw3UxYzaxWB3zn8EPAh5UFXMOanCupiR9O0d+YMvMcmedIqn25KRXGFJljZJxmwDSRYoI398phht1CqDrn/Jgcpm7DDJ9F+PIB/vpLuNoqvYvEdYfzQgiB1jzYFNkaPD0lYyGN83k+yNH66peV/7Yu/XlVq1+6WS/ZNH3FPAf2u4GHH76g77astpesL64Jwxq3WuO7NT4MDNsLtpsVbj2Q5gtLOnUe0R7X9fgOUMXV8ZtVkZLpyYg1QLPyQu4DOiypnX7anoKrT8iKwn5S9D7xzTd3XF0FLi4CvjZa+sbqUwPr6rPQmEZ9ZQYMVTy466q4ZNVwMQiJt+y0f7dWyid7sg9lp9rWMk2fC7cJUiwcXo1sO89VN3MRjMY5p0Iaq4RSNuz8n58V/BNWIUs0napaQdbaU2WkFlaxKajBX1RMQLm4ljqr3q1w4vouhXR4YN694XD7ivtX33F7f8/tfuY2FW7VgpxlxapBApfQubDYeqxatQFeYHDA5wLP17DpA9fDitXgCN4ReutjcOLQDN2cWc2ZcJgJ04yfIpLO1P8tAErAFDPTNDONR2Kc6WIkxWgkBRXCl1OipCreybnZfdm71OoVyyoWWLUq0OH8GulWyNWGcD9DPNjflUxO8xmymStMsCxod0ulZs+1klWrjiJ2bQT7YacBimWrC4VEQVNAuiaVIeSYyRQkKGPt85uTBfYT72fsFer4LmcqdnEe5z3BGYV1O4cigiuOpDX+ccJmu2FO1rt0OU7MrYK1IDFwwciUxBv1tIm0SmU9EFxXaadzYZri6bnBLzgPymYto3+qFkplgVP0xFh7xlCJqFV5s1VMcknEPJHmIzzsIE0Yb/KT/TnWxvrbIkxt/s3FAoT2b9fmNQGP9TPOqRAnJSWIE+x3MI52mQ5HOM7wEGEqMFd+iiY71LlKtNXBaq34kAm9YsSBM/iZeRZiEkb8qS8qVcmFnLOxwtZqVcyZnAuxJruKWgH0MFqwOP2hk/CWKXBX/87vIBZl6Ar9nBHv6XoHRQ1B5KROVIZMWGpqtYrVEpq+3H5BXVLv2QqqEVVlLjeUckAr8UXo1rjVhjBsCN0K8kzPBb3bosFWPvEdTgOuZNNfFDnlh9oaHBzW0108q+DJnWPunipXv0g7RhiTIl/f8cXnPVoGLi8Gw4ZWinXxi8mRt4KrWsEKvVGvh+AJPtQAy5swmxScewqunuzTsL3CPsMPrxLXJL508JvntkC7DHG0LGULrJZEDO/FanCl2lTf62+VfKpAaRaK+hMbEd48GSm+6sgorhisREqskJJMPu6Yd7cc37zk7sdvuTtGbkflFrjDWpofOPc/LQkPWouzcoYBrjEI4DXwJXAt8MILn1871hcD22efEfqukonURxETOk6ZEhOrux3D3Y7+LsNBCeV8ZhvjYMyFKSbmaSSnuepK5dPeCIqWVEkMKjviQo9m2ZewjK2hBY6OTtb0/QV+tYFnG8L8YCcDqs7VbOzsWk+OZDQnUoykfK5clWIN+lJqO3oNrpxIzWxSmRwzRYyGukwR37Wgy5HyTBLIktFoPv8xms7b+6IJan1wKZ2hVriAdx1dCDhTca0+n8OVQsZXWLlnmzOpWKA15cj+WDiMIEFOjna/6myt6HrwARUhO1e/wxFWHSVVTbnjgZwSmjLlYbSI/6iPMxsnesXqXdfAapFKQU/9cNYLIR401apjicx5okwH2N1D/rlrgn+ZJlhyVmpZWN0ZGlgqLNAncAVKK4PXzzg1mvUpw3ywxNbxaJdnPMDdHexHY4xthDsNRdCGRdPW64DVuiWFC+ong9DlowVoEW7SOaH0Pi1j8+sOkJ0FZZu1sp4zriv06k4SHNqggYXacJVNgLZBCnPtS+MxHPApuPrHmuFaIrfk7CnHAzqOeL/Gr7aE1ZZuWCFlZhUyOSil60w3shc82chQSkK8wUW9WLJOnPVlhS7gUVZ9R86Bqfennro/Zk/B1SdoqnBzgIdvZr79IfJf/PWevle8rwzEgPScME9S+626VrmqyuI+aN2E0Amh84TOk/E45//YLjzZk32UtgMOBV7dnGFtRY0mu1GRn3mA3o9JKcYwpIbjLqXi/aOrVQClJHAuQzFGK1GHI0AqVtEqiVSdSzePlcluZvfyO25ffcfr73/Pj7vEbTYY4D3muC/hYefQxaxVfFr1qucMAXwB/PUVPLve8MWXL3jx5a8ZLrb0l9e4EIy5C092ltHzxVj3NGfKNHF1f+Cz2z2b737k9uaW1y/fcFie44o91CC4fkVYbejXK3Kx3h/nHUEznSus4xVlnslxYhr3Jpb81jGcHC9gcBv6bsOzF7+i3z7Dr7bM1x3d/T3GTQk5RcbxaJnkomjUShmdKSmSap9cKalGc+UkR2FNzd6S0CjGSZkhZ1zNsHfe2OxyTsyHiXFXOB6U1zcGZR31/bMHJmys393CqhPKc0/vVvRhRd8NeNfXhiwoFLIqLhZCSXQ5IqHDdStW64l+s2WeEzEmZFiZ49FZ/4vvOsKwpqnJZhGDTAr4waO5kHPm/ri3c5sSN/dHjvuZ8WFG//7WymtATjauhYLUwM6RjQ2zyhWUSmCRrPyLqpEipByJaUZ3D3B7A6++tcjyyf4sEyyA9aara/DA6kzm6l80EooaV1uAVfOx6uz9aYJDrVbd3sPtAQ4R7oslxEZs3mrz1fLKXWLzUw9sxopAlTOBzh441GrVe02U/YR9D9wd4NXX8G/XhS+DcrkOhJVVsIY+MNexr8mUvEopVP1rYramixELLtvxLwOsJ3s3O/cPZxw7VI/k5In7Ff5wwexXpONnBB3xZab3gZVXuiHQo3iMMRBnvc/BGTJZUXrvkAIpQMoDXiJlGt5pv56Cq0/UisKUIGfl1a3SdxZAMVZGND1Dc4CzFkOl/2yNl3Jit3FnLR3Rd0CUPtmTfXzWHNh9OS9SXX3v7cXrvQVXNF0MTirwFIOgCRX6UpK1zIqixWjZVSuUBHP6G9lCiRMpTsR5YjzuGA9HpmNizOa0N5z+Eqvfjq0hehoT4MC5n+oC+Fzgs87xYuX5/Is1V88uuf7VC7afP6fbbAmbC6Qydyme4qz/K4ivTm+GFHHrI2514JiLwQDHiTIdyVnRDNJ7GDq075Chx617/HoFxc6W8w6vhSDQzRNdnBlSZDUeYJ7QGC0QUiWgBB/oXGDT9ayGS1arLVeff0m/vcKt14wXju778yJo8KBU9c4KZS6oporRSfWc6ekaWeJZKq1ybVovihSMoS5lUozkOBOnkelwZNzPTFPm4VCYj0qcYZfeB93/T5sCuxku5kycZgPaVQ0fFzqjtBYLrkSVjoIW85C7XFhl67gpLhhUMidktcGFDtf1uDDgQ0cYVpUmXcwREUyHqBOMdrvQrboT5DLR0YWJ4EYe3N2icFVOzH+oUoqrlcMMWntfShN25kT7XaqYZ87RMGdxNhaRp5z/n29S2wuaSG7VuJKapVE9QwOXxAzL6nLOMI1wPFiP1eFgMMBjsaCibQ2+fBIfpyKiF1uqlcbiOQAAIABJREFUAVTRc+X3yHvqmX1Hy9jce5vguzemz3W9joS1UcJnHFmFrEKqFPU5G0QyJRuqsz6et58qV+9ujYxpSdBkz62SpWSSKkkLTkfKMbPeO4ZOyJeXaO4RyYQqm+IcSOdxTggnuDMUrYykORNLwRGJx/6d/OOn4OoTNsUyN9+8PjtQl4HTYLHypsFY2ihsgZVzIM7hxLYWWDnBMrZP0dWTfcLWGoTvsOpM6wNaLmLvZwFTU3dHT/3+rSIiWlNioubQnoIrYy9CMapepTLYmSJ8ziPTfGQ6Htjv7zkeRsaDORoHzNFo0JqJx05Kxxn+d4kFVL+pzy+Bv/bw7DLw/PMVv/7tX7G9uuLy+QtWz5/jhhWuXxm1aFURLZV4owvdSXCXkvEXE+HyaBWa4Mk6k1/NxDGRR5DNgG7W6GoNFyvcxZpwfYFkOenQdF0Hw2AEHM5TQkcU6PYPhIcdZT5Y9rcU/HBBN6y4un7G5vIZ6/UlL57/hv5yi6x69uvM8J8356tSq0oxz+SUSbOdW1HFNeIEqdlP8aaZ48SuoToak6BSICXSHJnGiXG3t+vycM/tS9iN8OpdGjjekylwE2FzSBx2BwtKKpZO+sH0eEROwZV6a56RnMxZxiOhpxvW5Cq+7bcbfOjx3QoXTGco9MOJwD63rj4naGdwPtXCJq2siT8mlJ7jauTQHzi670nNLV70XKmWmoyQU4XKXs9VgLYdYSZrNOhlnNB0rL1WTy7pz2EiVrXyXW0zCGfBXBocqgVV9hJZKsytwt5SsorVYW+Px/EcTC0DqwbifLtS4xZbQ5FGzjDCj0ESN2FIib/7LnPYzzy/PhI2Huk8Gio7aFaiKnNWUi7EmguYjxacLc9DW5ved4X7U7cl+mL52rKYUCjMTBQmVIV4fKC/L3Rk8mfXaB4QuSC4QvBq430I+OAJXhAf6li3tVxLxnnPEBJlWtUm1D9uT8HVL8RaxiOmszDdQG1cr/1YjpptKiAZzsI/HtFgOFOEsxr1L9savGjgfLMuJ7XWkH9WwjlTprbHX/5Z+vRtx3lCbtnV97U4WwK/SlcqSOV/15SsHaT2JSDOKgq5cg+rr0Q07pyhxwKsVGmmY5kYNTFLIXVQ4pmsouOsS1VBawhnaM1zzsHVrzDCimdb4bd/9QVXn11z/eIFn33xnGFzwXBxTf/8Cj8MuK4nhx51DqmMh9ZP4E2EUbBqznHC7Ucutx73You/3OBeP2N8GDneHxlWA2F7Ac+ukesr5Nkl/vk1UqnIQt/jxxk/TbiLDf7ZM8LnL/DPnzEfDoz7BygzOWfmOeGGNf2w4vqzz9hsr1ivtrx4/iXu+hpWKzY6s/l3//50XVKKTMcDc5lIMZOmbIx0KIGCq3h75xTxxeiUBUq2IASN1juUEnmaGR8O7G8f+PGHe3bHxJt9ZQD7CCYEBe52hd9NkS9+c0fwgetnz9hWSuuCkr0arCtnfA50JaFOkC4QciIVIbfgebUmhJ4QVriuqzpDPVmhqJIbbNOBdqXyERZCgVSDK8lwXA/s+55vGuMSBi0tpdZbc4Hap0aK1pgC9liDq1K/u8SZkkZSPBgNY/xnjGh/YSZiwdSJfIe6Lur5kjwyrfTsamjPVp2ZogVW43yGv7Uk0LJatVxz25rcY3Oa41zd2fG4wvWx2Gtg2if4d3f8j/+95zcIz1yPc8FILpIlcVJlC2xEHnecq9rLc/KXZh1ngqU2M0w8lgtZBk7LwGoZ4jR/TTmf05rqITIxH14zlRmZf8WgF2x9ZDtAv3L06x63HvAh0HeNvEBM4qjC39fBc7l2uHx4l9jqKbj6JVkLBPICEpixSW+doK8omNYg3v4n6CmDSHv+C7RlNqyxwgSsb6PROf+h4GpZ6WiO+ZLZ50OV8tv+PNk/zn6KCOF9WUtOyIL8WmofjxY1pulyFiusb6HqrYpVG/uLFooW0mmrmk8eNIAkq0q33qM2rvt6nB4LuHrgc+DSw9bD887z7MLz7LLj4vkVm2fXDM+u8BcXsNpQVoN1kQ8DdL3BAqU2XtSJRbFmXxEx+Jx4nHj6NJPmTNzPDHmm+AOpeAie0vek4Mnek32gdAGcESPIMFRNm56gUEJH6TqKCG57RLZbhETJma4FV6sVm2efsV5fslptCJ+9QC6vYRhw5YhbLWCBxfp0Yo6kaIxiFKuUSGX0cq56kkvdpRpgaEnkOZLmyLw/sr87cP9m5PYhsp+U4/tiqfgn2pThbiy8/OEe7zsur69ZdRuDBTpwzjKzgdY04+hKoYhANvZKX/vQ6Ae87wmhR0LAOevJPWn3PKo+NQi6mNaWcwTvGVadhUUxveWY2N+KNMZAqh6cVa5q6ZcK2jSNMi3GKJmT0eanyZKET/bzWCUNkSZqt2jeb27CaR6tT/ICKpibgHa2YKss+g3fnofd4685IXCaoy08Dj4+tsAKbL8OGX44ZH58MzIEYdX1dL3DOTWWwliIsxLjmTW0BY0/j67Vp2XN3+qBXmpwVQ++rV1vV6Paey1RurTlZ8ric3L6OyXniRwdPk0ETfReGYIw9DY/uXVPCIGu8yY67Jyxo+aElkznPd0Eh/0KeQdo11Nw9Qs15TG96JAgRLjI5wCr+Uqn2bNuv1REYMvut4reMkvWgq4lpGqZBWmvLxeIRh4wc9YTel+TfwsGn6pl/3T7UFASV6EEvolLOiGLUqxhp/aN+FPzwokNrySKE1QFJ2IaPiUxa6kZX0f2ntI5ZAV+gl6tWtX4aypzNo5K9lC3z4HLFWzXwvWLge3FBZvLCy5efMFwucVdbEmrNaUfSF3AdWsjL1gNSNefYIFKoWil167NSa4LiAv40NFlWCWhTIVdjiTX42MgaySGUAnjhEGFyXt83+O6gbJaI73iVwXtethske0lbrOxHqxxxAWjVU5zJmy2dMOai6trhmFD16+QqytkvYXQIfqAbFana1JyJs4zU44mZBrN63PWYoR447qgQjodlQktW7VK08x0PDIeRvav7rh5PfHq1cx9/jgdvglz4P6/f/8Du9cjq+DpujXrLXRdh3QB7x1Oan+gZnoVxGe8ZpKBYSxwCpaF///Ze7PmyJLkSvOz7S7uAAKx5FbFqiI5TZmWFhmZ+f8i8zbzQJmHfqDIdDeb5JCVlXtEYHP3u9g2D2rm9wIZmRWRiYiMTUVuAonA4n4XMz2qR88xxpHK8I06ymXl1SxUJvpINkItTzlL60MZmk4gf/ZefraEhmLUXDejfNvQ+VgFFAPWTC7drkBKnhRmCENRCfwY9xFKgWlEzEJZaazXjvsRHJVLo2pCXItEeel25QypuEvcBVR1TqbhNpOgRSjM1Ukos3S93sbnrMYMfJPh3766Yd4N9I3iZNvSWMUwzhwOkd1OZs8O/sdiFjV/+FBiw2L/0ZgCssNStK52FfVYF7Phx4XmNZCq/2a43QmM2eMjWD/isqc1mW1vaPuGbtNhTzdY63CNQ7tWbCycxpTOefAjw6iZp/6lkuSP4OpDiQqcCkXQGmiswhmNLR5ZMqulsFZj3kOfq9omrg/cWjWtVszgtr2HWn0Oy8Oe7nxfpS+8LjnYusB8BFZvf2gj4EjlYnOihV5gjCYpSUa1LsDLGpwTCwTbtGSnwCisc4Q8E3LAtg4zN5i+JSpoTk7YnJ3RPNjjfWCOAZ9iEW3IYBXaGHrX0VlonOZss6HvDK3TNNZincO0DamzhKKIlJPHZIPODUwDloRTGZ0iSmuyNkXEQEIU14vfU5Ku2qwVoWnIp1v0/hQVFGnIxHkgGcN1TJwmEa44tQ3d9gTT9ZiuL3TljDvdoucZNc/Y+cnRaNZaETvwPtD0W1zT0G83GNOhbAPbU3FH1xrGFtr+eE1y0Y+WGTGRuM8F/GprRA1QlyF+bXBVNSomkk7MKTLtDtw8u+YvXw7sp8TwlgKrdTwFhuc7Lv/x3/jfx8hnnz/id3/8G3qjMcoJMI71nBQRljL/Jw2kTFIBVVh7uUJ3FfBl/i3EsAhN6CAeibrI0BdzVh8j0zgyDqMAthJOKxojgkqpAqpahCjArYpdqFK0oNBudU5oFY9Fi49xT1E2PXWnfVAauUdBi7y6+ZMqtMAsEuUhiXeVTyLcUGezqgVEw+0EuXYanIJOQWvlfpvDMo/0LsT/d4DnIZL++Tl//GLLw1PHfNizuwns9zDs4RAWZdfXrVz7tkbtXEWkyw5LXpVY7Coq+2pd6K73Uf33+v/1WFPi633nqTlexnKgVTO9SWw6Q79t2Jz2uJONKKFWM1itUU7TKCmYJu9wNnPVbz92rj7G7cgIuNIVTBktQ9srCofRWqg4VRroPYr6cNYHtT7csXxeH8BaUVN3DlY/e/fhrovCuvv1Ol7/x3j7QxdalDR2lDxz1WhVIQP7iqMClzYabQ3aarAaZTWuacRXKVuUddA4VBAp7Xa7oT/d0pzsiTGI3HUBVzllshXPoc62OJdxVtFtepyRLppO4iGljCZaeX1ivBII0aODJ88jhkxUYGJcHMqNpjrKVvIjZFIUw2ZfJORTdQB1DqwlBk1GMcZ4PDyZxhhy00DbiipfApNbGdrwQgO0KQjws0JFs97T9Busc7iuRekGZRrot+IzoZC2k122t0p9Pm7GpVtijBYDdaXF/1fn4melytypdOnmYWK/m7i8mrg5RKb0bsxHzECaI+H5nodfP2WOEde3PHr0iG7T06q+0FKFvnR0lMoIWM+QUkKpSE4yTYWSlS6mSEyJGD0pySxU1oGUhS5a7gRSikw+ME0T4zjdAldGK2wpNOQs84boKmqhpPtV7jFdKYiqdBdVQqtEUvkjuLrnUBVDrza/fPdYnfLlnlmS5AyLkqSSQlMtaDp+HKWJjFZLF76KV7wrV/cQIU2Zry49280kNhKzZxwi0yhzaD7dnjf7ENUBq6/XhDy666J1Rtat9WhLXv3c3Vmsu10rVp/XUY/KUrKAyR5DwOhEYxWtM7Sto+kajHUYK3uW0hqcptVKwJU1hDDRNM1LvceP4OoDiYQsctWXxVhR/BITYeHFN9bSOodOGmfez1tjTd17UXLUsqirrWex1iBrDTvrw7t++Ec+vMXyY0goSmdYgyv8mFyoMVW+M6VSFS7mnMrKIk5jUM6ircH1Lda0NAqi0nQ5E0g8/DSQciDmIJ0xJX8rZZlYSTkXieSEzrPMpuSI9yPeT8Qwk0IiIlLvSWc8Mzol3ATERPYREwLGNTRjh7bmKOdt2xZjBOSIlLzGWU0MMsfkh4E0e1IQZR2lNVorQhbluTSPXA8HzGHPzThgchIZ9q4lK4tGS9FH3gwpLemHtoaUEzZEXNfK6zK2ItTSqdKS4TVAezuF0xpMKom81Ufj9L61OCUbqE4eqwSM6RSY5onhcODp1z/w5bcj3zx9V2roS1RVs3/8H99z9uenfPXVn/nP/+UfePLJY548+UQUGrVmHGeCVkQtPaKUsohaZAE3iiRgWknPPhWJ9BgERGUSIp+uJUEKEyFLV3W3HznsB3ZX+3JNJZypnVRFtkpmrchko4qYSypmwRAJIo2cIlZHkg4kFYhajKc/xj2FEjpglWA/boDl346j2asfWdP+ctkkqwmxUeBy0SupjUkWU/NjEl3YoTnDpRe/6f0becP3G2OC//cG1NcDwwWctLC/EeXEQ5L8oPoQfojACmQ9qqqRcBu0r3O0Wrhes4XqURWAK+tonafV33EE7BSKfM64OGHyhMbTOk3XGvq+pTvpixqqwzat7BMKWmfQKhPDTGSi3biPtMCPsYR10LRS3O16Q98b2q4TylHjcE2DcYLac5Iu1ocYddGrFL8qeLEesr1bKVk/8O+K9XJddOoC8Ft6hrxXURJzpSRtUEp8obJChmNVRmeFdkJH085hNx3WiXeQahzaWtxms5RxjSVpLQarWgQYlAZlFFZLUSQWD6iUkG5WChAncvDE6Nntr/DTULyyJMFNOckmpsQDagojlDkWHT3aWqa5RVcdZmNppg5jbSlpy5PQWEuMiRAScRhJcyDNntmLx1HKGR9Tkfae2Q0H7LDhMM9scqY1InaBcaDFB4ucyTGjlDrO4GQjc2o6BlTTHPWhlSmGPH0vpfKYZde2C7jSSmG1xkFRO9QoazDGYIzFJJk7EmURAFH3Gm8O3Fzc8JcvB66Hd6FX9fNxmBP/8u3MD/t/5/zse/63f/iB7fk5Tb9hVkrOsdYEVYQIciIbJVWArMu9LKtdKFLtPgYBRCSh6BUYNswDIQZ8DOz2ew6HkcNuKN0oidZq+kZjnSaFVPySxJogJ+lQJaWISpOiLtLyoExGmwwmMar7T1Br0raeza0sh9dF/X5botQ1FhCVOHpchUoJLN9TT3ws81jVkypSulal1qHske2JuqNMkZH18SiKAex4d6iAPxVfD7Cb4YkIBhKDvNc6Z1VzBljyCc3te/ltpx3/0kgUIZDV1+6CdV7w/xUwVaofLLnMepSjzupVYFa/P5LJacRkT6cz29Zw0jtOtw3WmVKw02gLKOnUN1o67CFrOmfpGvdSugQfwdUHEs5B10HXa7re0rYO17RYZzHOYq1wTY01pCSUoQ8x1lWTxI8fkFptu7sI1qgP/puoRr2Itrh+6PMLvqf++1GpB3mf1S/pI8C6hzhehCxgq9AEdfGI0mSM1Qu4ahpc22DaFuUcxllc34EtBrDWgjUoY9BWyUyX1WinscbSOEeMsXQapMKWoyfHkexnop9JKjAbjTGGmH0xAE7MIR67DikGckokFaUzFgwqTihjjzNX0c8YY1HakFGorEnWyt+NiTROZB9Jkyd6+TuU7lmMCaJnmmbGaRLwlbOIJNhCIzSNLFSlVKm0PE05J5Qu4CoEcE7WKFXahMZA30JQRbLMFWOeckkK1dnohaektCmiDhqlErpW41OZH5o9w25gd3Xg6tozvQcl5hDhch+52l9zcbXnrAuc72Y22y32RKTWlbUErQrVq3SRUAu4KpIfcTVzVfpNxPJZTJnDdMAXE+Hd/oZxnBmGWebfKHMRRtNag7GKmLUoaWbplmU05EQsD5RRcohQQibpTFD3n35WYFXlwGsRqlLVPgQvojq3UjtUutz7Vfmvzl3VuKUEWB6xvEIPuvwOXQGWErBVBTASS2GzqgO+6+f3JsAUln0Y5H6q73NdlK2ncv35Qoh9P+OXPkMvOh/rGfh6Du8aU9fnN4cZnQNWJRqrRS2weFwpI7R8rXUBV+CM+L9iNI2zNO7lYNNHcPWBxMNH8NljzaefnHC6aenbhnbbY5zMetjO4ZyjaWSS1Lh3pQfz+qLKo46IP1BVX7vbvVo/yG+yzV83/w23Z8XW3OWaGFSFxHXCUOW7PeLV8W+I98bH+HUhSoFiIqyVSJZnI+IVSZf7p9OYMjO0Od3g2g7b9ejOYZyj6TdCFzQa07gCPgzatWAUymqMla6SNoZcFI2IgexHUvIoP4I/oP3IVke01aL+pQIpRXIK6GE+drpizqTsIUfCdIRcZO2EJkZEuw6txROvDo012orwQUSEEUJAzYE4K/LkUXFAxRliIqbAeLjBdY5xHIhRLGizdZimQzc9bLaAOO5h9dFzChQqZXSMcj6UEon72l5oVBmk1JCdgK56TbTCHtc0kY9HO7TWOK3FlwxK6TyQ/Mxwccm3Xz3j2+9vOOT3K8nJwPUQ+b/+6Smn5imnreFv/3RK9/ABzckJWRm5b7WIsNQZu2PXAk2IiZgFXMXS5fLBE5TM3u1u9vgw46NnGEdyyLLYrDKq1ln6xmFspY5CzIqkpAtLLrOLqGXcL4s9XFQJmwMq5HvNxOs637OIHa07Vz3SWakdiPctMlKjOO5veemwlEf8uMfUqIqAVfhRl5pHLB0rU36xyZAm6eIQYZqlY+UzXLKIPLwPUfOHP7MUMk+4fe4qiK/v+S4N7l0HmG8q6rP5U89j7WTtc2K6uSGOAwqPcxrXOJq2QzcNyojVhGkaVFHH7Ror1PYkU4BdV7Usfz4+gqv3PBRiItxvHJszR7fZ4DqpjmvXoJ3BOJmlsM5gnSXOEa0+3hrrWLvCV3CyBldVTvZNLoafA+dIMlBb4rUTVRPBmhi0iBKTM8dGCNZC9lJdY4bvkA7W+5gwvMnQetUlVLkkHBprDUlrlALbWEzrcJueZrORWaauQ3eNeD1tNqhSSTNNi3JWPIacPYIubZ10tpSBOAvNL1nMnElRkc1MUpqkDKbRmMZggj1SsGKGFKXDFL0npESIEe89o5/l8+CJaJnlikGoe0ovYh3IvCap0oc0OoEJAA0pJPw4MwwDIULOFhcDbcoEZcjGolyDdWJYrEzp0tUzaNXt6eWsIBhpYWhYe2/JyS//X2mDJYwxNK4p/yyvO2uDVhpnNDpmVMrkZPBhYD4MPH/2jKvdyG56v4DVOnKGIUKYIuHrA5ubQL+9Yftgg7FiGBwtpb2gFm+/pAgpEXMmpChrTsriI5YDIQZ2ux0xRFJM5DG/sPrUOkPXGIzTeBIxGWJOpKhIUe6zmBQxipl2vczRGKLWYmR9j1ELVC2yrq7BVWXBdQjAuuu7VAFIZulwrbsx75LNcSqPF+o2GIgrSuAtGlf5vlyeVaXlUdTFud3Uy59Ax+WRziwU/LfVx+o+ogpptauvrVku9fP1PVTnud8XsPlbRwDGDOM042dPCglrNc4aXO1aaY02QheXdpWmaTTGgM2WFBytdR9NhD+G5B7WQNtZuk1L03aS2DmhJGln0M5gGwFXxhp0jGj9052rdS7zvi6Gd6MWXKtr/LpzBbeVf95UPEYA1hpcOVbDn2pplTflPnAObCseJrqBMBbH+HlJJD6Cq3uIIoFUq+5aKYwx6FJ+t02hA3atFDbaFtM16LZFNw2m79BG5okqXVA7Jx3l4pugjCnUBQMxoVJCZVEYzDqSsiJEJaDHLHNaWuej+EAKnjjPhGnCp4Avqm6HcWT2QuHzCaGAeU9UIsdOLqp6KIzVkER6XlmLQWOzxtgNJEg+Mo6ekEDR4mMUQ2SlycbIz7hGjBvr/FTN6mpLdp2NqRXguvsg1u+xtmR2ElprrHViGFzojLn4NRmtMVlDFipcmGfGw8DlxQ27Q5Liw3scPoMPcLic6ceZfq94lCPONVjrSA2oosois1hZDGIRL6uQROgi50wInpBEdXLcj0srYo0sVll5Yw2ts2inISZ0Eol1mdeR+0zFUiQ0kqkrMlYbUbktHc37QL91raxS4VXcqH6tJr4J8ZYrf/n4cS2fMiKgoRblJqTbVfeIuyb0b1McwZRaOilHP6t8mxpI+b5cPtZnslL/TF7ohUdaYHlmsyoANN8uXr6PUWsKddZqDaTWlP2akNfRg4/ubfcXkXKvzYHZe1IMGK1w1mCt7KsiwFSsiEqV1FqFNQqDJjhHY16kdfnj+Aiu3vMwGrYdbE96Nqdb+pMTWle8ddoG21pMY2j7DmvkprJ49AtogXWwd8uyKeze7Nv5TSOyqNtUjm+N38Jl/Rz4PfAJoJw0MEyS4eIIt0y4TFOO6tBYVvjDBGoP3CyV1o/xKyMKo15lhUGAgAIaK7NFzmiaXgx6m76n27SYtsN0G1TrUI0V894iy66sQzcyG+maptC1ckl0Mjl7YhBqX84BcoAUySES5wk/DsyHA9PhmumwZ7i+Ic4jYR7YX97g54ngR/wc8GFmHA/sdp5pygyHzDTLQPY0SZczpFKBLiNPzi0+ea4Fa1QZoWpQGHQ2DEGoZNpGNn4mhECIkYQiGStqO9YVUQtuS0KtY52V/FzUjlf9MaUwVqExIlefRMJbASpkmTfzM3634+m3f+HZs0v+21+EpvYhxTDCMGYuLq8wVmEaaDswVqOcQRUCZcili5UzIefifyaiIClEcki3zXxeuCgqOufom0aKfQlCjAQSOWoRZckJrTNRZ3woNxwaZ8BrMCTU3TbKLwzDQgfsEbp1VYxtuD00Xz+v39MCD1ho1+vB+kaL0MMhw3PgGvgG+BL5/69+/Uu/18jI69UrQFXpmCEVcFXWgGNdw7DItleAhYApCiDLUcYhxxn2A+xn+IEPRzEvI+qHVYq+Lm2V1fwiiuDEu2H58C5Eneu7OsBuGBnGKzQZazRt05CtA23RxqEbcxRxcYXpk4HUGVELfIn4CK7e89Aa2haatqFpOlzT4hqDdYamazGtxTYW17YYI55XJqpbnatKlaibSsdCddB8ON0rWJQEM4uLPCw5xJs8F8d5YSddKG0WgTmrpTulDCgr3SrTgt1AqpxGDXkQfn3rhMr1axWN6z2yZbln1s2FNTPo7gBz/fydjlzMT1Ms1fwil4VkKFIZM2hjMaVjo60oBCrn5LCuCAsYAVeuQTdOqIGuKRLnkrCoYi6jc4ZkyEmj6rSUMbIhpFT8sAKpiF2kMJP8TPITyY/EeSBMXkyJB8+0T4wjjHsYA/gohp5TkupfLOVtpaCJcr9ZBc6D1Vmop41H64hRiikpstLorJiCZ44enxKpqBBii1qgMUtmugZRr8T++vE3a2OwriFlJZfDiAqdygkdEzl6YgwcDgM/PPf88OzDA1bryAlikLmnHECZiDIZdPU3K2pwCMCiztwgwPU4APFzmbMCaw3OWrQxOJvQSubfklKkCNlGqkWcNaYsUJmoDVbJfnVf2XlVMFtLZNeuVaUJ1sS4UgYfACcKeg3nLTRiSSdy/lrW3lbJszoluB6FJfC7A/wuL7OuzxF56stf/zZ+dWSKYXQBSutTG2JVkVw6V4pl31AINfD4M0VdoHavshJQNuXbam6vI3rkum1YQG+dM4ZFyGlEZo0rNfF1Ri1Kq/Ka6mupe2Vlnqjy/9e8W3TStz0qDXX2Hj8cUDliVMZqVawAZG81wnsXZdJyALJ3/wyrax0fwdV7HkpB24BzFmsboXoUcCVD9K4ArEYMRhUYD0ovt4ZBFqparWtZFog1b/hDiFr9qJKgdXH82QLta4rKiEm2dK5sATKiYu0OAAAgAElEQVSimowTZWu0g6YvAOsOuApGTA0bV6qMv4KboVmSkCcIwGq57T9R6TBVKKTy7ferz+tsw7ua2+YsNKmUig1tzivDTVGp08YUcOUKPVdAFbaAK9ugnciF0zTleyy4RhT0CmVHZ/GC0jmjUpRqcg7kHFHGSHergqvoST6QUwFY3pPiJABrngo9MOKHxHyAeYTpIN0qn5frU+dJKmYMaUk6w1yAlgUbEsYkrCnqX8pgsmGOnjkGAVdKCaAqVUO0XqoGa87VrwytDc41hHJTZVTx0kqo7EWYIXj2uz3PnkeevQ1Z7m8cRQGf+ZhxpoX7VpHHcdaNJRFfD6H+lRATZ3kekrVi3pyTuLApyCkekxtrywAPmWQ0Vmt5Cfe0WNwFV5WdUGdWK6DqkLWtR9a5Mw0nFh5sod2UtVbLmqwb6ITdSIwwXIvf0ecz/C7BRYbzDP+SpZu14y0wzS3Fk1w2ubrX5VXnqtIDV97ox/0ol00xp/J5WScK85YQYS5UwPt8n3U/rl2gcwT8PlRyvTbAuZJ/y8i1vgCuM/w5y+e12fq6Yv1o1NepWCioNeuq+jz2Q0ms3mDMwBwCfjhADmgSRnOcoxBlX47UVVg1ZJVG65eDTR/B1fseGVSANGfinElBozrxs1KuRbcNpnPY1qFlzBsVkiR1JSr9oVIiWhaAsVo7P5iom29t58NvM4xbOz6HCHoUUHWozBkrm7ozImRhSgdLFyBWZXKzF7AVjXSwfsnGYlkSjQqqTrndvVrnyev7pSYxdT7hgFBFLoB//wWv5W2I4CMziZREZjyX8ldMCavAWFPmrTra7UaUAduW3BWfq6IiqJwM2WLFWFjmtZazp9NS5ZTnMJFSIISJ5AfydMCP18zDJfPhCj/dEMOeMByEKjgd8Icd8zzhp5F5zIQZ8iRD56bk0jXZ8yybzLoDqVgopTaXny0tXqOEFuW1dD9se2AzD8zzyDyOBO9JKUJjlyztNQiVaqNk1jSn0nIRyQyiZL0Xh2dcfv+Mf/2vf+ZmTO8ssH/tseYNB25X2NbVppfcEFpraIu3VjbmKDhitYiy6JxK0U/hTBnxz4qkhBKoU7w37lRNuD2yHq0bb2uhiw1whqxvDxWcbGG7gdOHpQHbiOWaLmtu15RbO8N0Dn6E88fw6SQUuf+8h/95A3+e4P8G/gI8/fVv5xdHQoopptICy38yCyW4SqhX0YsKsrQRtsRxlSpgLAQBlbsRng9wkxeK/X1Ej1yPv0eo8r8DPm9g28CmEaDirLg8rBFYCDJz/OUF/OsIf4nw/yCv7XWBrHpPRRYq4BbZpxstdEzroD+DL6/4OHh1j5GQLuXVuOf68gfSNEJKorhbbmRtdGUfUxpYx9BWy9zzSyhafARX73nkBNMI8yBD6zkFVLZC7Dgqmami/HWnDFmiDlquRnhuiVp8SMCqRl0c1yDhTZ+HGXGxr4mwVtBUEJUkbzQgi4QpjQEHqikAzJQupeWo9vRLokckZk/Lx005Tiy0epnHqbZDSpdWe61wZlHP9gkOHrYBzhNYL7SZA+8ONUI6VXXAv36ljuEj1ECjiwWCKd4aRanIrD7X1X9Jk5VC1dW+PHW5lI5TzsSUUDGJHHr1mwqRGALRB+LsiV6e/zCOBD/JMRcfqhSFWqgLt9zCbDmWWDOgyrzEUTWM5f5fUz7r145vPS/moEqVGZ3g8WFimifm4PExLIMdi1r6r7wKPw7ZD/WxDJ9zIsdAnAM3z2+4enbD5ZjwH5HVy0e9AdZHjZegNBitsEYMsm3S5Rqp4pMklNoqxW+NkWuWQulwZXK9d+5x8a2zs+viAcjTV6llG4QOuNnAdgubE+g2hXrdQL8plGxT6gYIuFKUrlYGGmi8JNWfewEtf++XZ+vyr5++1xaxPLvHS5gXuuBxxG11cmoSmsu6LutgOYflZ7wv81b51832GgTcVnuUDQJOToC/a+CLBj5r4PFW9sPWLiq5roG0oh0HD/MsNE57BWcD7Dz8B/A9r+/8V8Beu6KbTu6TtgihWgv9CdhK6fhAonbzNtzOL9dFj18bEzB6zzgcxBMy1f2nfke5sfPSuapRxaleJj6Cq/c8YpSK0XQYmUdLTh6yQ1XtZDJqRZhe9sflBqqbyl22Dry71K37iDpzViv5bzoqnS7FBfhucjHb1NDkY5FegJUtYy3N0sUys3Sy0t0L+wpRO1W1mttTNj0HfVNk31vZMBTl75pS5ax/1spGN+7h4Qj7CZ4E+Kcsnax3BVyV/lGZteL4BquxJloV82ARqFBWo0wxC9YGrQVYHQseFYWupsXLmBU5CrAKIaCiPM85ZaKPxBAJIYjEug+EeSaMI/4w4KdBRCzmSfyxci4zLVI1VQ10YTFtBQHheb5dTKgUqvVoVO3qrjHScT6jVLx9nJnmkWEemeYJH7wYyypJRl/iFP90/NQ9XLhlkrsXD68ooHMaJy6+u+LZ9zdcvqOSZetr8EaZBGsuVj3qC1h//hMvSGslxs5GQxLaDVnUUnKW1qwyGhUUzlhiiqSsMShUSuQQ7n3xrbTX9a1QG6oVXJ0Ap1q6ViensD0t4KoD2wnoUqUSacu+Si4JdX2cW5lRNAo+maVIduWXWdSrnz5trzUyC7g6zlSXFxIrYCoAy+TlUtfuVX34K7iqYHHyMEy/TgSrUug+B/4GeAR8SinsafhdD49O5diclzUMAVW6FBjjaj0OM/gZuha2WcShCEJbfMbr617V09QgDJOTE3kNXVMK2UbuJ/tbtjB/g6hg8xMWxktECqx7fj1DKCO5xOBnhv2OECdi8rIPGsmH8wpV1SJBjdtNiL/+Xj7GG4q151AVRnjd6mwBuExwdbPn9CKye3IGThE0NEZLaacxEKNUAwGfIinfvoXvdqrWIgQfatRN47eKAdmAr1nA1TaAi+AmeW2bwuPclET/2MGySmZ7jAeV8aW6+CpRQfdpOarpZpUydnX2phUxuKYoj2mj0VbjXIPWGq3EyDrGxORnziePnxOf3SSab+HLEf6RH/mPvrVRQZTS6igrrrR4XCWtyUY8lrKuH4UWJfhKfDYUiKodiUxEZbluKSZS2QByTKQUSTFAmFHZo9OECjfkeU8YrojTtRzjAX84MO33TDfXpBAgRGzKGEx5TYmkE1FFdJR5vNlIcjjPkkjZkng4bs9frQe160zDGq9XSrtRyGxYmJn2N4w314xX16ThgDGdZEEvE3fbCne7Jj/6/gQhEGpXz3vm6cB0veP66x/4n1/ecHF1/yXi9VxF7Xa/7D28nlWsY5JrZXq3+veWBcMk5NrUYf3XlqDXF7N+IWta4LqbtR62XL0gfawEK7TSZF3EWbKW5N2Ud2s0RklXmCT3e5pG4mEvX7vHGMtHixSMqoFwPf89UjTadAKqtlsBU+0WXAeuh80pxwuYYuneROlYaSP0rzRKNz8neODl638axXcsZvhnfpv1ru7vcIeRUbvQtXtV2A5GyddI5X4vohfBwxxF5n93gO8nuPiFCU+LUM4/Lx//V+ATB6cOzns46aHv4GwLpycFrPSLn6N1HNVN6+uOUcBV8PIz5xv4fID+Apof4LNr+D95PQCrnmPTymt+/JnmZNNwujnBaiviYjbRfnsJN+9OafGXhkNA8ufAQ+AzFrZURtayG0T85RlScP2lMQGHw8j10wumm2vCcJA5ZNWijEEbxZooUhk2lC8Z9fNbTY2P4Ooeo/Kyq2xrVReyiGBAWygCTRYK1BRg7wuSZnEov+9IwM0ucXUVGA4DrrcYq9GtIQSHCRZtipqXUqSUboGrdVJQK1lvAhjeZ6wKaj+aGXlXY8/t8RRNmXPK0GaIs/hYYWWzqfRBo8TjR2sLOpBVJvwCZo1loQBuWDpWrZL73DnhuRtX/LUaaDrxajLWYl2D1hajBVyllDDR0k4zfg5Y4/nkEAk684eDzCHseLsVBZVSuNZhlcVmhTGWjCIqjSonRDkLRhdwpcQ3ilWRPwu9r86XUIxjcsxkVSTYqVmOHDl66UqnmTRPpHkgTHv8QY7psGceDvhxJExTEXKoMxN1B9FkVQxh20Qw+biR2DLuomewEXK5CHWTqTnz3SbGsZmhlwZcikE6RsPAYbdjv9sxDQNt7/76hvSim/RFdLS735LL+cqBnCLJe8JhYNrtuHl+wTh6/D1WSqoc91oxM7N0JdaiCVUwABZAumYLVHBVgZpZ/e56fu+Cq6H8zOuyh1AG8vHFlJaFUixyoyte2fr63BG60FpjdF2PMjllNBlUIiddAJdGJ+nmaoRammMg+YCfw72/ubrfzfxYPZDylmvCbotvoG3koytFJNsuibyvz0sWxkC9vrbMTLokQhg+wkkHD0Y4D7Kevs7Zn597/1nd3u9rrO/Z9WnXlBmiFZWw0gh9gHEQ1dFXKV80SIewzlN9BnwBPFbwxwYe9bBtZd6t76Xz0/cCqpquqDbWvceuwFUhFaQoFMFYaJs6SS3syQy/v4HdAL/3i5LjfUcEsIpuqzh5sOX0ZMPZ9ozGtlLo1hFr97xLvI1fElUg5vNynGv4pC0FpbJuDAk2UfJljayj1/zy4kPwmekQ8dNA9CMpejAJpfLxPlF1613/oFpe01+Lj+DqnqJugA8p8qxIheVEwVbLQrApi4BBPGOGA/xwLZ2lb4F/4vU8xAAXF2BS5Hd/uMa1CmMS9KC9RnsFWowZ0ZqUw61qYEIe7/Ws1cBS4XvboyYlNRlRLBzedwkg3o3nCNioyUBm8V3pgX2pgiYvFdbcFoCFwSqL0Y6sZ5JKzL+gc+WQe/2sHKfI/d5aSRa6TjpWppHNzrWKdrMR8NFYlGkxxsqhNZlEkwN5nAh+pu0OfB4H2i6S/izPx9fIovq2hlKKfruhK+DKaUtEqASm68S/qm3IzpKLcWEsZrwql6LGcYaKQmUrSSbFT6jMC6nyvcRECh7iTI4TYTgQDjvC4ZLp+pLh8pLd5XOmmxvmw4E0DKVjqIu6pMx0Ga0hG7KJWO2JITG7RGNlXsJpcANMsyQiOi2NCs1Ck63PG+Wj0SURL98cvWceR3Y311xeXHDy/Bn7mxv0SYehk/O4Jrv/JNVv+Z23vueF97E8JSoFKHRAv7thuLjk4rsfCPe8EFSvpBNuz6lO3FZdXK9BdQajdn7v+irVc1v/ra5ndW1bg6sqDnPg/hN0paVgEg1i9Gtl3ziqNkDh0vjb4Kq+uAKuFKIAaKwhUdQbVSqFBfHNylpsBbTWGKUFiKZE9pEwB6Yh3qLt3FdEbndm13QkQykcFQqg60Qh0HWro6eObeBDSejL66z0tFTaYdFCW+YZT09k3vRRkDW10m/fdKSSRB4ZnWrZZ6JaAFh9TOsliJQCCuVSJ5g97HfFI+8VXsMJ8HdIwv0AAVefAA8MfH4GZ6fSrWo3i0Wec2XPKd571hTvvTrzWx4oVbqpuRHgeyxeGHgywh+2QoP+5gr+e349edkM0Gg2Z47zT55wdnbK2ck5vdugUZADTfsD77ub6BmSK/898ETDmYXzcxazaWCe4HSCGISF44D/zi+HnWGGYZeZDzf4aUcKI7aNGJ2Ftlv+tq5U1xIviauAj+DqF0WHPOx/Ah5oeNSVSpaWxHLbaDqnOWktrVaFHpXFXNNqsoEYEt4HHh48g4e/neCLG3g+w1ezKAYd7vE1P59huo48+JcbDmPkfNizTRObydMNM23X0DhH4xxxSsRFf/coP76mBQ683fWUmqics3QTO5Z9vnbfRmThnHh3wGKNPbfvkdo+r3vIJXAdRE775AJQ4nNlW/ncOEPCkhTEFF4pSanJXc+SSK/pIzmWJMxKJdc1mqax9JsNrmkwTSNy48ZijMMaRc6JECPYhhwCnevQasf5ycSJ3dN8D092oqj11nYclcL2G4yy6KzIRlZqrTRq06E2Hbrv0G2HajqybVBGQFadCM9ZMtEqaIES6pRSSjhEOYtcdfBSwU+eFCZynIjzgeFwzbS75OqHC55//5Td5QXPv/+WOE4kHzAp0Vgj8vtKyZyXsWgt/ZWkLRoDJuFsRFmP9kmq2aUFPEdJmkJcfN/Wx615lZohFqpYHEeCVjTPn/L02y9p+oZnX/8tzlg6Wjhrf0wzuxt/7QbI+fY3xYTygRQ8cZoJ48Bhf8X19Z6nF9xr10qxDNxXldX6Vqr9gEPWnIllE670vqpKt7a/qLTAu12s+i7Xn3fl9ztEOe0SKd7dR2gkYW17CFqRlAZjSNqWLmwuMzlJBvjqNVBpGcJRy5eNFkn1kCGpjEZhSzaTy0KtUMIMVBmxnQ5Ev2fazxwueC1+ZHXPq6CqXr96WFe6VAVYNX3pYlk5YpTXH5GEMBaqX523UoBuiprmBDSgA5z2cHKQSv4WWePfeKgyg8vqUhVmQ6xrABxPhirFk6yXGV9A1PiSdKyeBvG2etn4fTn+C/AYORfniPpf1xRGRAOqBSr1vCnXoCnquKUKcRTWKC/5SPMq3Xgo+5SF7CSx/4OSYvguiiXFt34pZN5XTABNx+b8Ieef/g3n5w94cPaQzjggMfsDpnk5w9p3MWqh6G+QjuQXBk630oF0TRlhKM+La2TNMRrORjgZ5dI9RSwMXjUOGZ7GzNNvv+H88294dPWcU3eGcQ3mOCT5amDqbnwEVy8RdY6kmgmeaHhs4G8bxQOreNwqjClqWzbTNxrnDH2nRXq5rMxGa7TRZKtJTaSNGWMzfchspoTSmfMJXPGYeZ7ur0ofMgwevruImM1EVInYWSKmKABFchRyeA6IPHKJWgldt/tfB9XkvqLKxXfIglwTln7V0k1ZZkcGlk4cLJvpuzDb86LXuP6aRqSxbYRP9kALzR6abUZHSeJz1uSkhDH1Cn+7JnfrijqU4nTh5teKpzKlO1K9nazDFqNcY5wALE1R2QONA6WxWZFSxCpFGCceX0duxsxpkOv1NnYdldY0255OOUzWKCdV+ag0Ztvj+o5m02PbFtO4o8R6HZSVBDqjcjlUPoIpVRw4FXkZ4kgRYiT7mehH/HRgOuwYbm7YX12yv77mcHPDuBvL8H86blhaa4wReqi2FmMEJqeUQQlNU6Uk107LbFeIQkscncz2+Xg7sa/3391NqSZoZCksqckz7HZcXz6jf3rK86ffsz09p9uc0m6k7KzMC7a2ugj9FRrgj78m50yXc0kMhGlimmeGcH+zk3XtWVNl16y42mFeq9HVl6tZgFFVQavP2Krxd2vuqv6+dQpWO1sK6SbPLHNDv3bNNghAcAZQSsx+lUYVoJW00PpSFsrrMX5iQa0eVgqpEFfRyHqZTTGcScWDUSH3fZwn/BSYK7K/51izAeB2A05TGnWrlmQFFglZ+1S6Q6FTq+5VfVDWcx21Sl4agOu19TeJ1R8+gqvKUgbqLIo2hUJllmp/BS9Vyj0iqrYvs6dWOuxDBFQ9RuTueyV5lytUP108xHQjIEoXCXxTFXEtR0GRem30+gLWCmu9fmp57dZKR+wkwpMeHkd45KVweZ8z1glAa4xraPot3eaUk9MzWm3FiHsE9ZKGte9i1OL3E6Rj9WAj59215Toa0FqVvap0lHp5hryHT6Kso8+QXOBVloEZ2KXM9dUFu6tLxv2Ok8ex0ALVref+17y/j/EzoViofo8RhP3AweNTOH9i6JxhqywhyZC5IeKsUGyMLYlS4Z5rXczKrBP+uFI0jSPmSMgzJ48j45T53SX0X8OfD/Bf7/G9zBH+7QcY8szVwfOFzjycEmEKZBUgtkKb0ZqYl85VQIQT3oWoCcoTpHr8mAUcbxzHQcU4wZRk0a/c9hukyvsudrFeFFVdZwe4K9hlwEL7QDaiHA3Za1JQhMgrda7q5l+LDnUhSbkkjqkIH2SRY8/GkI1FGyOJvHO4RmauRMBB5oy0BpctWhmUk+S/tQ05eM6vDjyeA3+6hq8QWuTbFlprzp6cc2p7bLboxhLIQofZ9Li+pdv2aGdRxkpl0sj7tQo0GUVCpbgw3lRExQqwxFSVnInZQwroOJOGA37cMR2esf/hKbvLpzz/5isun/7AcLNnvJmpomymA+ssTdtirStDvA7rGlShYwXviUkEM4Jvid6j2aFUxJjMPMsGF7w8b55lrqjeRrXir+CY1GQtXc0wBq6fP+Pbr3qmGDn77PeotoO+44uzLaZ3wkMsvJAX8tx/ki64ypaOX8rHDTopMVyeDyPDMN0r6aZB6EsPWWYQay5dGXEJeWbWMzz1eargqkWq9TXBXifa62JGBWilGY1iuR6VKhiQLtoNvz45dEo8g1qjyGhiyU5T6c6CeIRptf5bq7vizhqjtZIjLT8nqsiqyHqL+yJaYzXMKRG9Z7w5MA4z42vkzK3B77qYZBGAabQAKZ9lbzVJ7u3kWYQTCqiiAJBUfrGKBYxVUJZuWx2sMcAbD8VxNgw4AqsEC6UOjp7ftUtUAadpCkAugKvOAL5MtMi+/QWLeMW5KzLlLeTi06g6MJtyODC9/F2tC+iqIiulG5XK+9JGfj4rjhWOnIrHYzlQ8jtcgkcP4A8B/uEg3d/7FrDKSpRiu27D9uSU8/OHNMoRfCRGhVHvb4q+Af4XhAH2mYPPPmWZdbKglEZryQ1IiawT7qR0sxIMeyBJ9+qCV6OcDsDTnPj+u694/P3vuL54xpM/BfEBJR+rCC87X/WieH+v3CvEGWUQn9tzRZVK9hg4NQKqnpzAptOcbhydU1itUdlg8izVhsJ+yDoTo8YU5RHrXOlcGbR1ZdgzE00gpIgPhsQMKuBcFOPX1/R+n13BfswEPTKNiXkeSMoT+p7Y91jb4Me3sS/w12N93XpERKT6XHQdR+ft1ICeRfShKZXrSsVRvFDY6p2MGdlYvgPMDA+u4NMpFR8WoQSGXGgsr/Bm6xxCNf89UmYUx27tUCqxjbM0fYPbdnTn57R9R9M1NK6H6uWUEilGTJjJMZBTIodE4IAnMbsW1Uw0beAcWUyvePvUKpXWbB48ZtNtsLqKVwiwjI3Fto6m78jGQJl1SkrLmlM626qWfkvVTinpYlE6LplMzpk4HAh+Yh4Hrp99x7S/Zn/1lIuv/sL+4ilPv/mWaTcQJk9OZfbNQdNYbNuguw5rrahG2hbXttI7ywoVPCZFYowoP6O8x+SIziM6e1Qrz48OctQ1c30LVYU1BYXeJQmXqHVlUhg4XD0FEn/+H/8NZxwqRRrb0J6c4bZbNuedGCnf3eR+rqR/hxEIkqyb0iIQH+ZE8DMx3l92foYU4eqMSO2e1y5VnUmrRYl59W81ca9dpzW4quBr1ehAla/Vn3d3vg4CsOrs1wYptvzq5yWvwHJl/Gmhl1ZxloL9l8yk6nZXlLm6Nke7gfoLc7m0uRYl5QcTCRUjaR6Z9zuurp4yDPdpQ/viqNekeiltNZz1cHIGmwfiRdRuhB5Y6WmulYS+FvKyVtLN91nmKKOAqeo3qKN8fy4XW6nbFMQ3HUrL+6h/OxT1P53La63fV7oL0i0S81VjDK4xct10QmuPeoVdtEPk1U+AjSo+iZ0AKNsKaHINdGdy9EWpcVMELUwBe8bUewu5BmVzSwpiNmLwnpNQNj2M5fAB5lBowgpOzuGLGf7TAf5llC7Jfc5f5Qwxa0zb47oNtttgtAXrMZN9cff+PYhPkfm5LxClR9stnd+yPOOswRqL1SB0qowl0zaw7eDhQbqJj5Br8ioreQDGnPnhq6949OgJT/79X/j8j/8J51ra7VkpDP5MYe8l4oMGVwUgHxfOjtv8+ErNeKThxMFZA6cbRdca+k4uupZR9GXzyBzLVWVMHa0VzjQYa4rHTUMqJqA5QsqKSCZGT8oKbYRT3Bpo4q/X9r8bs5cq2cVFom1mnIu0vUOljM7QNJng32ZNtp+Pu0u5UssQcaWh5GLQU+kfVeDirgrSux4ZeV83wE2A/QDe5yP1q5rbvupQeJ1JqJLP6x93Waq4rpzUJkKDImoN1qGbBtu1mKZDoYUTnxIqBulgqUyKihyFpz/mzCEmppzxecmz38ZtR2lNd3ZO15dN0llUGcQIRqOdwbYNSS9pU/UvVJUXpBQ5JaqfRq4mURFS9KScSSmJX9U0MB72HK6vGHaX3Fw85+bygv3VFYfdgTgFcsiFWiHS1kLNtGhjSwfNoZzDNI0AuzIrFpM4B9ek2TQNZg7okNA2yjNVM3zuLIEs4EojuVY1UVX1TcdAGA6MWnPx3Tc8e/SYzXbL+ZMv2PrEJmv60/aWFK6c5L92FWRt/dFNXaiWtVydkxz3FRsWM+0NS8e80vcqEwmWTshaZbEKU9SEfq02e5z1YTmHVQ0wsmzka2omLGCr/tx9xNGzN1fw8+NQ9S74GWAFFMqpQqdC/1F5wcZ5+V0qVzrgzDweOOxG5un1FgDr+V4X63ojBsHtBppiGmycdEN0mQOyrSJZJf51BrI2pJhBRVIQc4V1R4sjCFtod/W5+S1CKZnHraBI6YxOotKoVnUObVXZVxXaGUyhfdvGIuWTiNZh8dF8iai02pqHJaQzqLLQDOuzECrNUBUhi7YIiRjQZpH3r6lZSulIWQ9pUTGMpfs+FINj74v3VSozchZ6B+cNnE0yq3O/4hbCRTRWmAPGtVhjyjWwS6HtPQnDwix6ApwpaIsYSVLLkfOqkKTKMlMeCm2EHtoZ6BP0+dWflYzcQ5eXAxdPr7j8/juGmys2D86l9azdin3+y1bODxpcWeQCP0Y2wztr3bHi92Arkp+nHbhNAUnaipQyUtGRHrhCO1XUzwzWWaxTWGvYbrdYqzBWQ7cVKmCYmAaFzxMxz4xjIKaAakQJ54mCzy6lWnKf4hYgnYpvvwNyIoVE1s+Ztz1hO9Bueobhvv/im4mI0OC2yIPcx6WC6Ap3KSMdq/0sgg+1GvWcV+fuvivxDOnQfX4Do89lgN+Uev6rL+CRhXY4ssipnmQBU22EXYJugEEFZhuITeA0ifKXa1ps25KzIoVM0IFIJihDSH41KMgAACAASURBVIoQEn4ceXYzszuM/HBxzTc3gR8G8biof/ttC20sj/7wR/r+RLIt545S1WOM0o0yZffIUsxIBVSaI+CSzlSqIKFQjnPO0mVOgRgj+8sLxsMN+90Fz7/5isPNJdfPv+H6+2+ZdnumnT96SzkHrjUYZ9BNi3Yt2jn53Ihevm7axcDYW0xOhJzQsxgepxQIKRNRuP1BBsc9MC1gey1bXamCCpn9gwLwkA0zxkTc3TCOB77LoE1mHA9gOz75mz/yaQ6cPzkrpehXuAgZKT/HFcyoyorJQwyoFFApol5VIvNn4pwyI8JtoZeaKK8l1OPqWAOuSrFtkOepKgfWn68S7/X/K91Qswhk7FnEemp37L6AVaQktl6S56xz2ftSqSumo5qlnP/0Y17kKowxWCtnSn5OkuKcksxgxkgKURQe54Fhd8X18+c8+zryOskVtXtYAfM58MjAkxYefgInj6A7BdVCbuWbXQ9Np3GdkfZKNVnSjhwi7jAxzhOJSExxMeStCeX64DfsXBlDt92K5H0q1yBHVC4tLFVAu7XY0l0wzmGsoXGOzaYh54wZJ9puwjUvX8CogNYD+wzPIjQ7oWFK111O7c0MXgkds92UW02BbaXik5VGJS3nViviPAtTKMEwRmafOUwQDmIifBhgLJ+HWbpyaAFbVkt35dOdvKbv7/Fca6OxTUPTdTR9T7/d0GhDmB3tfl9Eht6feICoAv4tIgb32IlnnHNlmVBaBFNyIuRIjAkfEKp8zjgF2UgHs+ulu3kyvTrLq4Krf/8GXH/Jw0/+mcv/40v6TcvZ+QP09iHKuF/FC/ygwRXIIjGxDK/WxECx0MQOA/QzbPfQXXu2TeDRxstNYTQb61BJ2t9OGawKGJ0wSmG0weiMZ2QcEyEk9vkZwxDZ7QLfXCdGn5hCYAjCYO8t7CapqJzxeqWnD3t4rkS+VPkZnSIpK/z0NqauLxeRRab8CjgJsE3ysVbUpwTXSb5v4vX5wbxNURNeYx1N09L3Pd3G0/XQtiP6FV16q1zxM27PjRwpTAGaBF98D59dzzz5JkH6hs8/G3F42geuSIsnxv2O8TCyu97z7Nn37G4mnn8X+Y9D4LmPfDsGbsbMWFSb3tqZOK3h7Ax1clZkqwRg5cbRpFiyEo2J0j1RMWLnWUy8azKTIhkvgCAncpI7M5NIORNiJISZcRoYxoH9/sDN7ophd8V4OOCnkRimo4ysQhTL5ikRYyangZAVPitCyhjjZD7USvXZakvOZd4qemLwBB+Yw8w0TYzjzDghx7x43tW8uW5HaxBQ6TpNUYCCwnJMkEJi3O24+v5bjFL0mweEUVR9zjYntKdn2O0JTafJSuETR9UvbZcqdy2ckDJpmslhuZkVClP8vLQqs23pJxsvrxSWRXa9ilCsgVM9N7U7XgsSL6Ie9ywzVzVhqIBqLb9eQWv9HTPyXNwga96BRd1sz/3MW1H+lkqyNwVkfi05gW85Kfl/VuCqdg/Xxl6rkC6VtFW1WehbWQmFLkZZsXMOeD8yDTuG3TVTzq+1uBJZ/CerMm6kCCPYct85Sfj7ohZorNxXOSQmPwkjJSmGoAgzzGNkGBLeZ8IgTKf6h/wB/AA3N/JMRZau55sOrQ22OwEE4CofSFk+D+X6CBvEYK3FGoNxDmsMzlqsc2X9UDRNg3MvQNU/EfV5+RrZm79HkuCcQBUKvxuhO8AfruGTDv7uKXz+KTx6CJ98krBNRjtZhWYP4yg+n8MINwd49jSzO8CzHSJmk6TYTJR7u02lHqZFmXA3C+Ojz/Jc3ve5bl1D27S0TYtzLbYU7W3jUO84uHLImljl1h8CvwOeGKF8OgXzAaYBuIJBpeNzbXTCaEW/gd5l+kZGPOpcXd9K52oz/bLnJCO5y/nuhu+//Fcu/vIfbLqek/NzeqUx7RbTbG5Vpo5d9ZeIDx5cwW2zwPoxIxvZHimCtkGq892QOGsgxchZB73VGCdqWlplakM8kVEmyOagMvMUGMbIYYg8mw9cHxKX14mvr2CKZSgWmVd5YIqJYb6drL4OBbt5Fg+Kwx4aG2ldxNgZ/47TAqsP1wiMGQ5RjgquRiT5uPztXuYbj8pYtcbiXEPTdjTtRNMEnAO1LqO/5O+L/MywchKjzBjAHyLzTeLTh1dsnOJsoznpHqKsIpOYD3sON3uunl/xzdc/cHE58/W38K8jPEtlk+UdAL9awclWDGsquGoaVNNijuBKLTt6iGDH4+ep6DarVLirlbaWUxGbUIXmEgkh4P3MPE9M08A8jQQv8uwqJ4xZbTpJVABzzCgfULNHGY9SCmsVGYMLHl1r5jlKghQjMQRilCOESPARH+Slx3h7w7krtFBBtzGlkF+ohBnpWEoOngnDxHB1ybXWPD39EqsVzmgePf49myHQPoDtg5asFXPSWK0wRmHLDJWu/JEEOWai97cUTyvjkixiQ0fgeQ8tnQquOmTPqKCnPh8VUK19rQ6rr68LenX2M7F0v6owyLp4oVY/F5B96qIcl8gzWW0ZxvL/9/HsJKR5EYPQppLOZC0c66wLuDrSWPPyR18ArFi/piPfLKNVImW1DOuVAkMKM34amIc9MefXuhbU87oGWCOyJ/skx//P3rvDWrJla1rffEXEeuy9M/O868G9l6aFhBAuLhIWCKm9lrAAIbUDPu3htouEhNQGgnZ4eGDgISEsLKQ2EGrdS1fdW3WqzsnXfq21ImI+McacO2Lv88rMk5mVp6qGtLR2rlzPiBlzjH+Mf/yjy0tVUiPHpGQZUHoMiRikEnIzS5A/zzBP3Il8qprRUx7SJAPf50n6fe71K75vUxrbDSiVq6R+JOcsMU2l1ylAW4OtAMtYK/0x1mKsoeSEMRlnLc4YpPHh1SwjCeUj4qNHZCmlIiITFui8zAm9MZLESxHiDENf6DeFbhCa5ThKfPPiJdwc4Nk1/P5ruDrB727re3NfoOm8/a1EwW6uFMK+LNf5zNu5nrRS4o+txVonlG2tyFkSXeptbFB/AGtrd4cAqk+AX2p4pOAjDWdW9t9U4BSkAjnnpequqeI5tqCtJOUUShQDEWEi38EQln2ydm2+shVkfd1ME9fPn3P7/BnHjz5iurnC7S7Qxgn39xuverVP+UFwpZT6b4H/AHhaSvk362NPgP8Jqe79GviHpZRLJSvhvwL+fWRv/49LKf/3K32TP5AVljktLTvVslYP+etQZ1x5aXL8ArhQmU/sRF9nL2z7fNdQ2e/GO1nq2wDPr+Dra/iXwGVZqitrhaC+yADB9WJpnPrXmW7+qjYHCZAOJ/n+nYHMLeOHPMTqFa2d0xnJULzuxffHZgYYFOy2W87Ozjg/u+B6Kuy3hYsB3DtYYBFRWQoFTr5w9v8cUZOnK9fs7Q7XOzCF+fJrbp5d8/u/fcH/97fwdJTr5CteXWnqgzBjRPZof17T26Z2YzvukeaSyKLLIBhTkQqoFFAp0XWhRrCRkny9j8TkoESyUrUPJUpkFmZIM1ZFBlsl9p1CFVXbm/L9oZ85k5Mn1on32ipMtpgMRikUtWIWPcVP5HkmTYHoIzGUO8adNjXTWwRYNFn2Biq0kj3FbaQvYrsFpRy5KGHuhUgMmeuj55ie4g+XTGPi5tkznv/uK443nrMnn3H28Rd88rOPMUNP6XvONju6ztFvHU4p6ffoe1JI5OiZjgdSWBa0UYreGKmqWEOwlk2v6Z0S6fAfcco7pKl6V/+G+8m6lrwL9W+PBI+tItKqsJplCPieRVGwzelrYLUJL7XX3yBO+HfI9XLDAu62vJ5a2w9ZQZbqeKq0XA0qFbD+TvJ6eWL9u6HGbzvIdU3mkmRmFpKMLCVJP1xJlFwHZM8jYTwwnW7eyeDgb7OX9af0gEnCYjFfCj3sfIQn5zJUuxvgMIpoRQqFU5SE5e01HBsQpdLaqtQ3QRJaJgmwChVc+XgfeL9v05UWqJRQkbWPAmZLJlU6c4E6AF7f9XE6a+m7jsEqcgqUVNj2Hdsu0OPvxJW+97ORdX9iuYZOyDq/ZYmLDHLdPEswPYObG7j6nQTkjx/DRVXEjSNMt3D9JTx7AX/7e/jrmqz7Ncuszh2L+Mun1H7JAqkOGssI6PpZ/U7/7+q1P8a0Mjjb0dmOzjr6Cq7ICWfsTxZctYrVv4UI/Pwc+GQnwiO7HZgogPX2KEIiMUuMdoPsjxvgsRWfcXYBF1vDxcawtQZVIiUFVIYpCXg7Y0mCvI69BHY3ka+PR57+3a/Y7geefP4Fu0eP5WLl0Tde8zYrV/8d8F8D/2z12D8G/vdSyj9RSv3j+u//Avj3gL9fb/828N/U+w/SWtapgah1BavlPB8eSI/QLlq28KLI5nleBEWfzXUWg5E5MN7LZPJnCX7v4asiym2tqrIuljegd8mSoWyZ0HcFrgqSifReaD7jLHzj8NMUC/xe+1MGVlCDGA226+n6Df1mw2br2e09F4+FbvG2F1kThmkN9WOC0xg5XitUithSJWHmCTV7tBcxjEZ7+umZgn6QaKspqOiWla+/qrA8posQyEXVQ0YhpATjBDFQYkAFXVOzAZssJRtSNHVoqcJpI1UhIIYkAGiOBF97tRAc18BV5wpJJVKJ2JjJKdeeL0UylmSFHxNSYp5G/GkieM80z/iY8XkBUKkIbWdNq13fYDkERiuMNShtMWios5GMSvRToORCmiPT7TW3xqJz4avNOafra/zxBhtvcZsN9APq4hFD35F2Hb2WrHk3nBGzDFf2tyLmcXdW2iBmo7Ha4IyRQcpG05F+VCa6NWk/nEfVKE5HJBA7sQCipm7V/E1dOfj6XgkBWI2e3iTa19T1E1Kleo6MJniBJOvWFd63lWFfW159RsmgWqOqWt3aAmkX8XeAq7uG9VqXhXLXb5VzqpRUqc6epluOB8/xmvcGrhJyTo7IcU5ZZgWml1KNMrWS5Wa4vl56dm4mOB7lsZsiyaWE0JoGB4/PwdbXd0aCzZKk2mLUIobyXqYctSCoHlOlNNYNKK0qCyegilCShapcX6bryBmjMUYqL13X45ym5IhSBn/uuZg1n/cnngY4fQe6Ugh4OUMC66Zs+TAp0QReBpbrzCPJ68tJjve2Mrn6TuirnZJj3tVqyXp/ahXkmQVctettUz+/s7XfS0T80JNcd+32Y0xpSQwpo4UCeDf4Tf1UHSCwnKMdcG5FEOTRhSg2b7aaMGbyJAXrViFu9OU2FmdOcKqZcT9m/Kbw5CLjdJYRML1Qci96OPMyauZNkkgeuM5w+fQrzh+f8fKr37K9eEIpmn23hX6HMgKVUkwkH+/oyz90DL7XSin/p1LqLx88/A+Af6f+/d8D/wcCrv4B8M+KfPL/pZR6pJT6opTyJkOU36mt/UBjLLxKtqjRoBpN4BYBJ2MUZ5iBIUofq8lwnEQ44TdIVvEpAs6+69S0TE0rU7fv+i75mxlxCt4LdcE4iD9dVuCf7XusKLCuw3U9XT+wGTzb7cjZucY+e/t5UsVS0YCaqZ8L01GkmnQxWDTMnjIF8MJ7/8n6FaWqHnMn4Or+fy53ahU22VaXqDTAVFVYgkclW5sCNWiwsyVZUxWxRF1NAaoUSkrEOTJOkXnMQkGqwUSuqgdKw1BKHf+g6ILQ6FqiyVqHsxl0IaTIeBqZTxPBR6YpMPmMTxVQ1aBxXfFfA4VcD0dpsYJWolBolm6sXMNqa4Jk92PBn46MyqAzvBy+JE0TKnk2KuM2W9RmwPmZNAyksScZhzOOsimiupoT4fZE9kuGSCkBdxRNMlr6Q4zBaY0l3esZe11r1aT1LKoGghoFcB04TPXf32YtwUd9jmPpCV0n/DKL/3mJiLwc+GY2/V1t4+udorQy2Z281+pLqtULvjMeKXeUQCg0JcdcEilFQvTMYWacjownz3h6f+CqdQtNiN/ORSr8/Y3Q+rYDJCViSdfX4GcpIl8dpb/n6laSpW1kRQ9sO6H+DVEqLbuhgoV6jWp1XyXyndqae3gHrhTW9ihTwVXRkGX+3kJTBq2VgCutq1Jgh3W9SLGXhFaa7c5zNmY+3iquD4Uxf3MZtErUOcv4AVhAfIvL1uqj6ySGB44ZbjwcDnL8lZIKoataOI2SfDcdgIXZ0nKKDcQ1IbMGrJ2RLXroBfji4dO80Mp+zDWmlMLU8RtN4LAJmpSfrBNchEk6RPV6W1kLw6DoN5ocMhju+sBnKkWPhao5ZxgrR3T0hdEXtM1sHWzrCIDOwb6DfYDhDfeEABwo3Fy+4Ob5OTcvnnK8eontBrbnlR5YB3DlGImvWHl405j9sxVg+gqZmwhS/fvN6nm/rY99cOCq8aQzS4P86xZrDogDfIZQBJ8gSijnRdTS4ghfJwFU/5zXK/M3fzWxNDm/Kyul0h20KONkBGT92f4ITUHvOrabLfuzc86TIoTEZx8/ov/NLa9/FXy/ZWTjbMH2CBwmuL0sTLdXmNKTO8vl01sun87cvIBjWhry30YT/ns3290HT69sRl5nHZz3whMKXi7KuZLHjKUUiDEyniZubw+8vHrB10+fc/38kpdfvuDrF4VjlQ1eU44NMpf3fAuDk/7KrYPtMLPfHRk6h7OWoe9RCuYQeHl9ZLyVocFjgKnOgBknuI6iCNmcYWbVY0V1rq0RvU7Tld4ojVIGax1Fm0qNCeiYSKngDyM+gvaRq+QIVzf46xv85RXdZovZ7jh+9An9MOB6y9Y5Otuz2X8kwE0VQjoxnRYI46xhu+nIMaFSRx4GzvZb9jeRHeEOIL6JWSQobCIUjQo4IoH1b5AMdysK/1AM0NgLLcAzSEa/0Q6NlmGnxyTO92+RqtUfgkJ2Z9/RU/VDJn2DiVwKKdcRBE20xQfGceTm9pab60suv37G9c2J43tkVdxVaJFz0gbNx6MkTbcbqVz1PRyvpZrlA1wdJNi/RJgq10icoIGdh188F+W0MwWf9/BkA4O936b2TitXa1WUFgjV86e0wQ47GYRcCkVFTO0jzyXffT+jNEbJqBlrLH3n2AwDmwquknGYIs/71/7eC67+5sR8Fb6hfLxD1vfP6++dkcBxWr7S3We2GOqKZdzBy/oTTIHrSxg/FrY0SML49lbaHo6TsIju9dCtbq3q8RX3qbmfJNABzjZwtpXc2V++hLMk3/1XvDntViuF1QaVk9C+vUdrSHGG9JoKUx+QzciavwYeZ6lClUbcqO2YIYofeZYFIPw1cr2sj6VCqLOPj/DkBP/GC/isg59v4ZPPJHY928FHE9xmqeC/rgWkunz19VdcDJbLL37Dk08/xzrNZrelzwrTb9G2J0wjYXw1Mf4fXRAppRT1OoMMqiml/hHwj37s57+pNUWm1pzYegRe1xq1vPX2eCSjq7MIKRzKQgF5k8ukZQDedRIjtabQINd0/klGtd9vTX1J8YdVm1tT3t7nYc5FGkepk8+tc/TdwGazZb/f0tsRTXhr23lr/r1gaRbOyKY6zzAeA1opUigcj5lplg34YpBs+HGW1x8QB/qu7GEV+8cnxd9EKWFV1WocK1NHw+ban5VilUrSFKWrGlnBp4CPiTkkTr4wRcn6TavfdacuV6SalVSlpRXp8ThNhZwjzhZSKmhdmOfM4aZwOtV9ocj5UUZmynQT9F72zdZWsx5lYRCBHqu5ozAKBUZApNIGsoCrrg8EFUEnbNKoAjlG/DRhzAHXWY5W409HzHjC5Ezf9/RDR3YDnRvIs8Y4UdgK8UgcF46rqn1ZGsjG4tpNm7cqHNDeq633Brga8+p13qcVf5pvmut9qVXDNdPup0p5TjmTUiLmTKyycLpEYgzEFAlhZjodON3ecHu4xvv3k/VrtKYnSBC/ZVF9bEILhwTjrVSfCLJnOSW5lY8uarN91cTvkrBBCiIffW5gb2BrYV+H4PZG5vqZsFw/78zvt6BiXWqtJlVmja60QJ3rnDzaSAgAJTRfrdBK46zBuQ5rHdbKiA+jtEjwFPj8s0/5V178HuUDf71CVz2iIvc50uvUmEEblt73dWGtUffaCJ02n1RT97Lau+YnEbgIXvY3pQUAPzqHT0/S56YqkL2un9n2yNYv1Pqwth3sz0R+HwW7BAcl1ZJdlHN8G+Eq3U+i/JDpeqwxpbLFpa+tKFFFvTf47Cdmrep3BVwmuJrh0RFKLMSYGecaixi5ZtpM2eZLDqv3Gtp7rijoQYNyCudgQ+HiSs7Hm1iL4f2YmA4j4/ULppsrxu2e09k1WffYELHdljBNxGl6pdL5m4KrrxvdTyn1BYv0/5fAL1fP+wXfASZLKf8U+KcAbwLOfqytBwM2QYs3VVRqQdldCbvI9TKVJUPyuu/XMs2Ne/3OwVVaANYfI7hqvQutL+LH0IB+rK3nl7zP75Cg9ssoUBprK7jqN+z2Ozp79YO9fetA/aGVB8+7UJKZ/aj+Z9uPchKnN54CBkXuCuNYxAlaeNLBpjakbICXRWTzC9+8Ph8Gxu05rwoQ2+9pt7V62x/O6i8yThQjWh9WDAJItKGYBrAg5Rqc5oLPS6Y9UyWFqQF+7X2yljrcFNA1KAmgqFLtSZRPp7lwOkpVO2f5KsoKvcb00oRckvShRMT5wfJ5HeI4na3gyrH0F6g6Y61ojC70/YBSMsUzI7O2ZFDyjDWG+Wg4KbB9j51nTEqEviduB4rdErsNJRhsv0EbQ/BH4rwGVxqjDQWwjRaoWwD446xVN9qaaU35haowW4/FzKuty5ZQW8e9a7XBsgJW7blN/r09/6di+Q5cJUIQEQuHgKsQpddqOh1kQPbhBu/fXSZfre57JCn0KUu/24GlwjEilKX5CLOufaKlzpNzMnj2PMLFDOoaNnPN2AMbDR91QpXaOZlpue+lqnyMYKb7haV38kMb4l+j+NUTlNYy4Jkis5YqErhbW0XUOrWWEQfWuAqsZPaVBooxGCPjaD799FN++buX5NOBf3la1u4WUZL7CyXVq6nIer5Y/faWmIgIdfARwhDassRGFkkeRi+0wDALuEphyUkNg4DeY5Lq4T7BWOS8wf1+rr2SzzrXcL4RgYzzj2rPVgavZajwIw+PDwIe/naSvfSm3N8Pvu80KApFlTsVzkwREQu1jhI+fHu4Ttv5ukb6mW5mEXghQUqZ2Yv/UA4GD/ss+gWaZa9sTONzYKPqgHVV2fa9wvYWawq6i1wYAcNvYi2B5afCfPScrl8y3lwzbM853dxQzIALGTcUwjwLuHoFe1Nw9b8C/xHwT+r9/7J6/D9XSv2PiJDF9YfYbwVLhuIMOWkj4rhehx7YANqjejur93sri2D2sgGcISXmV9ELaMpTFyxN0qF+v7YPvgtLCN3Hz7J4/9h6rgxCO2gAqznLw/e96B1YW3ctcdiA3vs43E2ExcdEThmUDLruhp6z8ws+sk95gtAivss+QyRC9yyUlRbMN2BiFVw4+NnHhrOtQufI7SWcbqU38SJBNxc4XFPoIfdsKZgOLjo4/0RTnOVfzRtuQuZ6jPzFb0cuZzjF+1XgC2RT3SFtSTcFnhWhSn3XddyccaOVtORIqxC024dByFDQ72oAlFDdgHInlNF0g8wqO9/u+eh8RxcmzEFmf8zTMmDTVWCjtIgX7tziDIc649giFSaZRSXARmvYGXldUTBswe3BDhpnHf5RxvvCzW0kBNkzUosqioAxYyWT75y8v1MZbRXaaDrVyTD2KvIxjpZx8oLYlEYrDdGTvaJMEMkU78hh5JQ9seuI44age6zt6G5GoQ06R1KBeR7vHcbW1FAwKCxaWZQyPxpMTwjlq+31zac0OrdH1mejlbUm+m+z1u/xGPElOyS42CJ7V1u7tj7+WftpyLVdx8XcA3rwoazlb5pWDq0cSilC9OTgiWFinI746cjx2Zc8++rXPHv6e776MpPe0UbZZlruEf/7CKH6f8KizPgVy+zEuyqHhyELYFIb6DcSxKs9d2JRTyol7e8fJLnVGXiyh6HOfTuzMmQ7R3nelV72I1hYez/Gmq8pDnLdD5q6oylyfcd5eXZRlqyyIHmlUEqjlbpTgyyAMuoOCGgj/69qYtlqhTYOrTVZKdz5hl983mOT49nTwG2tQPwV8Fcb+IsNPNFSIZ8m+KWXKl6T5W79ix8BZwY+21YwlYXyF+tv3OsqSlHkGtxq8Sl7W4/pJ/DZ50Jxvp3gr15Ib9w41z75umcNRgDyL76A3Rls9zDUbTgliZHmopi05i+LZgqFf/0m8nfP4KsD/PPDIiv+XZYAHxLH2xE/j8Q4U4i1NzXjhjdkl79Ha7HUHWWZJXFduN+LOhiZ4dr3Ig5SCpRzoakfZ/jZQQSvpixUQRDf9GQnrxl6+Pljzfmm42K/5eOP96gSmU63fPabI89ifiMJx7a2xgOcrj3H6yuO15e47Z7u+opsHC54+uiJMRL9d3XMfvPYfK8ppf4HRLziY6XUb4H/EgFV/7NS6j9F4ph/WJ/+vyEy7H+D+JD/5PV+5vuzRjFuwW6hImSWrGDb4JqjWmftFeLwNkiAd4FszHstwYvRspHuanZks3p9/pb3bIu0URHO67/XQeu7truhnmnpW/0p2XcFEi2LvkWcYKclyG8gZy2Z3Ox1qh9vYu28tzk2Lfv9Lq01ZoeQiDFBKXcZfeccg1Y/OCRxq+BzDZ9uoe8M3SDCDRlFKIVUClrBrtM8ubAMHcynI+UUyWMiRwkkVBEZ7hwNJVm0ktdRpD/G9pbODlxoxycRtt3E1SkwhkTMhZxlDtO+fuceuPEzLyYoB3haluzZQ9MslI9GVWzOuTVNfzBkjNblrBRtIrCo/glFR5T4FIOzpM7htxblE6Er5ALdRmM7TSeDQlAKel1k5lXOMkcEuRlVgZYq0utTaoK77gvU7LwtMBhF11uyK7gciVEURlOsTrOlHWsbmTa1pxOwWtTFBuswtqMUTRgKpcgL5HfpGtB1uF7mvygtZyXnRAyzwCSlUSqTdaKUI2QwriObRArLFdXOaSkLzipFZjI1sbs3pWlfPQAAIABJREFUtdYj9UR+7t3cFVj6sdrh6FlmUK39QPMBjR5zwaKc1jL0rULlqqhYn+T/dwgYaICuY/FfbX9pincf2rYunTwJsihjpuAJ04nxcM14vObqxVc8++qSZ0+Pd2vrbZum+m7kuDdw1SSeQY5bOwft3lJpr6pSzrVQ+zonfTnayrp3G0m0PtqLIq/WcL6Dvr62V6AihHr9tWRPA9I9sm+vf3rzaWuftw5q19Rc6nuZDoqBbME4Q1GFpECXUoc1i5VSSCmis6zQnLIAsya1V/ustFrdaqVrvVVZJVXunDXZWs62HX7f84tN4DCLpP8XCj518GSAR0YObnJwHuoabsejSG/bXsOg4ayrc8OC/O5Goey0fK6h7lWqjpeplTplhdIckvSPbgdRpGtJZV1bXnsraoOffGJxg8INGtVpoWHHzBgTXdFsjINuQ8iK7XnCuondVeTSB/4uSgz4fRZi5Hg6cRpHxmliCkFYCUmYCO9LuOV1rCUle5ZroY2HKCzJo7b/tJjZWuicZugFdiilMFbT95kzX9gMmVPITLFwHosMtbeGi7OOrjcMg+HTJx3b3rHrO872A6VEnIH9dmI7ZoaZV5L8X1vzDapAyYUcA9HPxHmS2zShtSFqS0qJ7AOvMmXvVdQC/8Pv+K9/91ueW4D/7Ac/9QOwFlDD4rQ+qv9ugW5TkFkHXGu53VZdOmMpXV5o4egaKwHJyctFvKuvcyxgKbNs1s1JbpCNvYGxW5aN811bLgKsUpa/fwq2pg40kPwwedFA6w7YWeidJMd3RR5bKz+uaWXvCtS2oOoum1gffx/gagS8j0QvFByF0DactfRa3/Gbv8t2Gj538PeewNmF4+zJObbbCLhKotQm7UIO5wyqZK5fFE43R0423TVp6yKzl2JIpC7dKc+WDAqZ/XG+7en3j1DW8Rc/i5wOR2bvST6SoqfkiLO1GlEKv7309C8LaYRfx++uCBrk2m3BSVsv64THB2cKGvosyEDPTKKQMRR6W6OBfc9QJnJKAmZ6K9XJrq+/r0AqdShwQpNRyL2uoFcXQaa2ZqFblikHKAGwBacUtjNopdgwE2MhRqle5byirimhyhRdKYlAb6yA+b7H2h6UISYFyqJ1QDdZL63RSgaTut5irAalKaUQQqAUsEpBTmSVoFh0VGSbybaQ1+Cq/q5SCqoI9SblTMj5XuP8m1irXH2ErK3WCN8C3KaAtkH8RGv2XisANhZE69PaswQx7b75is5KNXFI8n97luqYR0BBqyZrFsXC1hP8IVkukZI9Kk6UOJP8xDweuL1+wfH6BU+//i2/+7sXPH/2UAbh7Vjbgy9YGCiPkfN0gRzfyOL3G6hpdH2n6rBTJcmDzsj56V3tSxxgX8SnhgC3B6BIUO+QdUmGMsueaGrypIGrdv4fSuqvh91Sv+MtS//4uuev1B9qewEZSYN2lqIgqUzJqW6UdYcomRBmUcYDcpLR5booofMZjULXIdy1qmUM2pg7KqFCkjRWSYVLW8vFdgPnA395fmC8hjTCJ0b8yScDbJ3sOa4lcmolvdTjF6sKswZUhtsqNNHiMa0EXDld6dD1ePZW4hltwQ7S70atxn/6sfRkNUq6MlVl0EHnFOdnDowlG0vQHT4mJh+Z8sSQNclu6PdPyMZyEQub7SXnz4/cvghcn+Aqf3/ixsfAzeHA7eHE7jSyHz1ZWVTO+Jg/yDjsAll7j1n2OVgUMT0LyG/XjKIe096w2WwwpmCtpu8c+xCJKfGRD9yOiclnPgkRPTjM0LM7O6cberqh58mjrYzP0Iq+V5QciNZwtr/k7BjY3Xzn1IfvtJboltxApqRA8jNpnknTRJpGktKkYki5kGb/Stm4d6nw/UFba2AcWUqaLUPYlK5a5Uo9uDVrtL2Wceyocp91w2yZxDNkITaZ3VYmXW/Urf+rbYgTyxyTr/h++fa3ZbnSAo2tQjUfsG1YnOC6j2pG5pGsqTcdi5rX1ookaGdExSZmEVgISUrSDXSP3KfZvC2gVer3esimfh8BvUiOwsF7Rh+IRYE2KOPQtqNT+m4I6kNTSBPxFz38/Bx+8XHH/mLL/qML3HBOQeN9QFkNWmhfIXj8NDHmgAsFO9e17mDYSMAdS8bXKpqo4EGYZ7pO0W0L+wHsxoLdE8/25JCIwRNDkAG0fsKHwDR7bFDoKA3ULdAcV9+/QwLRdq01AN3UohoYWwe9H4wpLb1Wte8hkykFjDL0boDtmdDSDOTzEyVFqSApARLODdLfkiNhnuW35kwOMuwzZgkOVQVFMVaaUN20SoJ0N2ymoNKM0QPOOLrNIBm9lEkpSoImyTUVi2RvY81YmQJdHTa67Xpsv0FpR1YdygV0H7GpRjmqgSupvtlS7qTdS1F1VJgIcZRSYPLkPKJNJBsIcdnEUs6EmEQkIwRO48Tt9cjt0b9xr22zViG9RK7rNnayBbh7ZD0qlnV25H4ip/mAlsBrwL/5iOYzMvKHNku1q4Gx8uA9W4DeBg0/48MCV4XC1eUlxijyOHI43jCPJ8bLF/z+q1/x8sULfvPXL5j8u7sa27Fqfrcp1zV/AQudekSO31powmeh385JQIGOoDyoJBXflkVTWipH26081lupVpFqj9BJBjMfDnDr5Xw1QNWSg7DEGgPi+1plcmahoK7nQTkFuYfSgd0oshWgoN1A0YpoIHlfHb6kmXIpzN5ja4U0p0LJcr3FUupcK0WMkpgz2ooQDoZQrAh6GUXUhq5VuWzP2dkZKk588vlzRgfxANsks1qNFsnzjYadqrLndZ0ncQ+StMny7/kk9DEbF0ELp+DsTKiZykgfaYr1XKgl2THU6pTbyLnOyHtmXYUktJXfZQzb3ZaiDElpJmXRKkKa2HaOUAzZ9fTbjmI7rDLMMRAyfPHJgV9+LTTHL/nu/WWcJr5+/pzff/0MVSv6Fxd7jC7404G0CsQaCFj/u1U534e/ssg+83Mk9npcHyuI4NRazr5Vrhrd9kzB0Gn63tYZagFtNMb1bIwW/7/Zs9smQkpMsWA2O+ywpdtucXV8zH7XYbSSz00T0XvSccKlzFAkhj/yesWIuz23g75TOGvQCE9XQNZIVDIyJBWI/tW0If9kwVWrTrVhiJoFIHW1lNyed0fhUpUyJ8nfOwdYVvehbrA6L/0HawpYC/Ic97OVrczasjCNynHLm8nEv4k1DnP8CQhaNIpNo8EYlqnuLcBotg42UhZuO0myX7qArZn2uwxYfU3bJN52W+lD0P6+BBQy4AtM8ywDYUMmo8lZKGQ/REFoztpVR9hZTd919IOQwzvnUM5IplJJ34/OAWcLTpU7upLTkh00ugb0ZOG6m1ackS9jqgJV3/WYfiB34uhDrV7FEPCjATXhY6Ep9JXyzWbw1ijb8+19Vusq9YdGnQK+keGp7Jwqg2zIzmK6Dtf3Sza6FHLl97rOkVOS6zp6kQvUiljk3KtcM3etgtj6r5ycK9RyTHWBkjLYOnzYGNkbtSLrTNaF1DSKKrBSdR80CpzROCvVK2slM+ySwmVNpxwUh9IOZSxaGYzVWKexRaKrTCJXEA1t6KwixkBRAZ0hF0VepX1LKaTaaxhjIobINHu8D2/t2muBbcvatqrImiLY1f9vk83ara3N5ksaXbWt27uKL3JerJUs/ZCXz2x7HCx7Xgsc0up7fDBW4PbqCqMy4XTL8XDDfDpyfPGU51+94OrqlnGM7/x6bMdq7esf7h/rY9l8+N08plpZ0UUSCiqJT8kNWKk7Ri+l0it0qwplocf5INTBeRKg1s6pYgFXbV00FdYtyz7WvuPdGIRaSbNdA1cKO3QU68jGomxP1gqtC6EUolk4H6UUckp3e0zOhVgKKhV8igKWtBLAqA3GOowV4IbJJGQ4OBm5hjVgCp3TbHrLfqexc5ahyl72GF19Sm+E9rcduJtNtWIsivBWgFFBGMWX70KtGto2S0mqJK3y1fXcCfI4I/07tlPYwWC0oihFzjJzryg5u60SZ/sNBQmsTTF1FpmRAcoYlLE4ayjOkLSlH3o228j5o56Lq8D5IfPl92wwfk5cXk+8fHnJ0Du22wFjFc5qsveUVX/GevbZGmitE4LvMpZoe1FLTjb6c9vvWqJyLRbWAYOSuVR9JywEqW4qAcyp1OqnqLmmAiiNshm3GbCbLd1mg3adKMEag6JwNwsvZXLMd2t+TZV9nd9lqYJLTr7HHYe8ZHKKyy1Djq8WHP/JgitYAujmxDbIhd3Vi7ttiFAdo5K5CaGWkVt1q6lAlVIli2ugEmplZO30gLuhkztkg2yVMls/LJUl6/6Sb/Kt35Ul5IOsv7+hfYjWwKpj4f2eWPqK1se7UTxHZNijzXIeG3WmrYO1Bsw6ln3oaN+GtapJA9LvI6BvtMDDceRwOHEcA8YoQsjElEilfO/30HAXiahUMGic69gOG5Sx5KxQgxHeek6MumCL57IvbFxhqOXFXovz6w10umB1oe8kK5ljPe5a0w0d/bBnGPZstpasenLRhDkQ50DygdF1JH1gDIVitFDlvoWKsU6etGxbG6Ewsshcf7CmBAHVWYYSsBkwRmGNht5RskMFR9Ai6asQx1MA18tk8BIURIPOCV270++COGHi1feVPSwFAUdzkCCwqQ+WJPz0QsYajTK6OrxK9yRJda1m8HVpfRiKzlh66+i6HtM70BaXDb3qKA6U6jBug+kGjNY1w6kwOcssmDgS50RJiRIDuVSqY/akbNCmCIUjLas5p0wMgRwzwUf8HDiMI6N/e7WcBq4aFbXtUW3/WDv+dZ9Xc+7d6rWGpQ+wJQPuqF5OZlTvR/FF5IX+116zBldu9Z4fmr38+neMh+ccDy853dwynw4cnv2Or58lTuP7c0LtvK33v/XfLZnXAM5aArzUpCRJroscwCboKlJWWqNVwagiz8+1Qlz3Ox9g9NL7czxJP3AbHL0+/w1ktQTRtn63dv3C4g+NEbFRdwHFKYrVmO2OYhzFWHAdsfbJkgvBrgPGQs5BNoMis8dijuQcOTWlNGlQqQkwRyHTu47SOyJSxSm59vSqAjbRO1C95tGFJZRIchkzSrXKGVnXG1PZJRsBXRsnfWIoqUalOipm2sq+0mk5edYKBfPRIzjby2BmVgAr+dpP1cFmB6bXMGyxtpYVc08p1durThgY1oDrKaWgi6jZkiGZCCbUWX0WV6cVJ23oNxu2EZ58dsEnT2+4vpxQ6bvjt9OY+L0f+e1vf0fJXr6PNWyGnj4G8ioQa8nkNUW1MWGaH2uqou/C1lX1tgbX+9nE4ksbJXADnGk472AzdHS9E4GkKKA9lISyYIzGagCNUoWhV3TbHrfZ0W0ELStrJXEYRdY6JqETlpwxpuDMck2+jjXQaHsRa9K2qwnMKo2fIjkGSowSW/wZXP2wtQCrLZoeCfz6DjZbybBbtfB9vYdTDTIC0mOlkE20czXT4qAf5GK3VpRsbkfwp4X33j4bFsebgFCW/qoDUrVqPVfv63gkhObwgReu7vVEtYxNm7b+sEG9PfYrRH51m7/Z99bes1WtMnIOWj/W2z4Hbd01e59Y9vJm4uXlicPNLW5zRvCR4xwZc/5esZ2C+FSTwCpNZwwb59jttnSbHf12JxF6KZTZ42yHUpre7uj6TL9NKAPnF/D4seLRkwuMsyht6G6ei6R4FCfZ9wbrera7gd3Fjt3FR5SiKBlCiPjTCT+O5DDSKYUlY2LGFWkQ35elib9d3yDnsq2HphC6Fq35YK2VOGItmxfqvUJrh9YSMJntDpdkCLBzttJhFNooqfZ5kXM3dsbYCbIihECMEdc7XOfoh0FUkULGOo/pA9NcuD0KKDYW+o2j7zuc7TBG6HptAJMqwv9zRRxUVwpaSSrdGAnxUyn4xh00mmQcttuwMxsu9hfYYYsbRPkPJaIHaZIGY3+8Ycw35JKEFpgyJSqUy5SSSSURkgw8bZZyZvIRYmIaJw63B549z1xdv71TlLmfKGkBcWMstIBII4HxuqLegFhePbdVIu76rZQEm5tBsvElQjmCneU1TY22gasW4PjV+35IVkrhb/7FvwAKt1dXxDmRYybFRAzv74psfq+dt5bsXFMzW6DYI+fuY0Td7tG5BOtuI2qlVAaAglrh0XSDFTU9Y7A+SAU5RvIMpVLXJi9KgQcPx7zQRg332S3rikFL7rYj1ZKFhpqFH6qIhTUU53BDTzaOrC1FdzIYuCQyiryap5RS4ng4EXRBlczsPSF4QvRcHQ6klEUQh0LXdWw2Ax+Nke2mZ94OmN2G0FtKstgSSVphY4SiMNrS9Vvc+Ql6jzssM6Xa2Iauq6qLnSS51daC1SijKDFRQiYcMrEubO/lehgGeHwhyn52KwdIR9mv5trGqRz1A3pBYf1GmrGilntlQHe0eYK4DmJEhcA2G5SZyEURiiYpi7JbrOvIVpRHi9ZkYyhDjxk0bkBO5ndYQOal/fo3X3E6nZjnyPE0stv2DDZzGpcXt57Ndu5bsqRVrh7S8hL3q0htrbd953WtXSft85sM/jpuamywBv4/B77YKr742HB+do62Bh8zMQdhzHiP7iFbgykygsNaQ7/p6Tdbus2A2+wxzqCNJuURjEGZDpVH+T25COgpb+bLO2p/pZPqp9aQowx0Tn4m+hmUQhlDykoGPL8NQYs/Zmvgag10mmLWXYObWvF8o8y2aJtYTy2/11Jz56AfLP1G4ZzCOY3REaUymzETyjJsGJZFul6YrcrSAvv3DXIeHpMP1RqYajPKCvezJg+fW5BjGhH1xrR6XQuA1lz6VgF7XeWZ17E/1DE+jYXDKXI6jvSqI4TIOHlOOX/vpHlPrcZGIAsty2qFM5rOWTabgayhZFEjFHU3JaAIhFpmJaNqncK4HmPrbrYayFTQdWBgrkGPZPN060JWihwdKQba7JWmUNcCm7XwTHMmzQm1BEZr/v5JWJZNKKdEbk1NpTaaK6EGYizWdUKdUEIFNKosvaIZoQnqOsjXWJS16CJBlO4cthenpkNAmUiXoc+ZrBJ6KneURFQ93ohIBFB5pcuJuFf5VctTUs7olAgpghaeVDYa3fWofstwfkG33dFtdljnyGRSDgTXoa2l5ESYvFAaU5I5MWrJWEohS0Q/lsMndMAcAn72TNPEcc5Mb1HauwGl9qnr6vcdpY8lcG/7z5oi3P5eU9PW/9aVYtbmlXVGaDd9WT5b882/30X1/W3Yzctrcsmcbo5CWf0DbYrrj14DqrW189DoWZ2qIKaTPS3V6kobUyQVZqE3G2vqEOtCjopEJppcaXcidjEH6SNqVfS0+j5wP15YVyfT6tYAuTJyQyuUNXKdWwvaUrSV3s0iQ4IfMidyyoynI4EEOXGaAn4OzD7w4jBWtVbRS+tdYtNnjLIE35OTZ6MyJTssHb1WFK0oOaJKImvQzqCykj0qgCt1vy5L1dxZqTLZDhjMXS8vJpOVotQkj243V4HTQ96ckfgNI65DTmwtZxkLrpeTZxTKuNWb1TewVop0qaAwaG2lx6zrMMqirENbQzQGxYpWoAzFKJkl+D3W4q2XNxL1WfsCbRT7bce218yrynqrXK4rV23tJhaxtHUPcauAt7W9Tui8LgW+VckaBbHtVev11z6rJZY2wMZphq3Fdp1Q/lKoqtQJUhEwkxMqQyqaYjQ6GvFBLqBTqIqzzekIkio5k3MihUiKRfrmXuP3wH2qrbMKa+sIkPb+KZJSRMWIibFSgF/NafzJg6t1gHXn0GrDU9KyYY4nmYtwjIuinAY2BayWjMnZBWwGw9nZln7osZ3FdI5uc4u+PjG8nLmt4OoF3M3ZacIaa3A1Ig2t70Yf6YftpxBwekRoYi2nfsV3D2wuSALp25JILSvYJJPbBvS6jZE/BSvA9QFeXEaePb9inzUpRl5e3/A8RC6/73XATYTDBDF4yAGraj+VKnQGQpIJ7DGO+HnCV3lZnzIhI2pVRpGtpqiOrEX+KWlN1IqoC6egyXPBjQe600zqAjZMODtgtL1zjsUYogJfCnMshFrUaYWdZg1wN8fwQfZU/ZDFANNI8CeSF2U1VSKGjDaAc+h6LlBSSbLWUHIQIYuYCSniU2BOkZClN0KiF4UqCtNvcJsN/e4CFWZUDESl6UomFk9RUYQpMgQvbryIqgaUjCpZAqgoMuilPlcKSIWiMiFljPdkZYj0qGJRToYiu2HAnZ0xPHnMsD+n3+1x1pFzxseIHg6YzRaMIxWFOh4ZcyZ0iqIKna6BQ4FQ+wibpZiYpxk/e26PR65vb7mKmcNbDObb+lq/ZauMryk1rW+h/X8DQmtgpvmWjHNhUXPNNYAxMFjYhgXEPXzfRj/+EO3mxe0f+isA98/dGgSve3jT6v7OKtJSrsb+rsbrRoAVSgQgnDX0tdE0p8SsFNHOeJ3xWapWtydJAJ5YqurrKmgDVOvQrtHAmthGq3a1kqeyFuW6Oh+vp0niJaSPKiYt++Zq1aYYuH7xnJxmYojc3GZOR5GRf+rvB+UdkY2K+PnIxVnHo4sdOj5ivxnIYUDFwGA1nY647FEqoftKEwZMLwlqC6L8V5Nvfa3OMmjU0MoJgAqgsvSqlQpCtcjYKyVVIJdlTIHpFEkVvDChG+ap6KReka2xy3VyM/VkVrokraJXilTsCqAMfbehaAtug+o6tNZMuQXmSr4fEF7xwvvqBq4OE5cvvuTq5pKzXc+jzYbjYYlo1sqha1rgQ8C0ZmU0eunD5zXRrrZmXsWaIuWxfo+GYxu9viWj2xq86xV1Fr3foLtO+vliJKREjFEodiHV6+SIj4qsFEPo6edEPwXOwkS/3dAPG2JO6BSxMeK9Z54mptOR8ZiZp9evXDVgdQ5sB8MwWDrroAjgyzlKEldrdOiIuRDCn9UCX9nK6paEOcIUl83slGSg3brqZKGpBaMNkqXXmoBFZUWKkFXmZoxcngJPC/wOUf47sTjCHUuiZb3oG9D6s327tcrSCe6UAhvn+HWtBR/rpvCfbBD+CvbyAM+uZl48e0oohRAjXz9/xu08fyc4hbqJJukPiAHIhb42ElsiHI5kIzQtNUdUTJAzKmqcVnQ9TAl8LByOmZvDLMpuqnA8ZaapMHlQJpFspIyBNE2E6cR0uyF1GW0stmgRJyhQSpaqRMmEBHO+T/dbVyh/7DyjP4zVbxw8HG+JhwNpPFKmCbxH5YQxGt07tKk9CHXn0EqkY0upFIxYSL7ULJ8iF41yDmMsyvV0ux1uGNDDVhq6vUfFjPIRFQtuiHcxx+zr+6aEcqZWpwoGySo2YYx2L8FQJqaZbCdMBkuPdVuMdmz3F2wuPqJ/9Annn3yB22wwm57e9WQKLmXstCGMowwJBpTryCqTwoFMRClLypqYCz5G0qoZPKQsGfhp5jjOHE8nppLfavKkBTZryvHDakjrVxjqg0WJv1lXD1rmt323VqUPID091+COsiTaTMJ1TyEsgVULeN4nvfynai2L3Whqe+4rzrZqY+uBKiyJnFIZLK4TWvMwiPJYpzVOVcCTy10FusRAiYUcpUdrCjIg/aGUNSxBcdu/1hWrFiCvB9aeUYUiNHQ2osqMygVrB5JKRAxBKWKWhMs4j/hVhcT7xNdfn0hzJsTCZZBWgZi/mTyoboBfPYXddeDxy1vCcebRvsc/OUc9Tux6y6bLDARMipSU0BSp7tUh5p2GbS/9VjsL3RZMb1BD6xisSZygoWi0qqMmbGX2ObnFINfFHMCacpdsEd0cQ9936H4jyM2aNZWilspkbtXdXImAcAspwqQokOssvoK+O/mlgjCZg5W4HkdeHhKXx1f3OT7DixmOX050xrPTJ66Pyw7VqHj3xG1Wa2JdwWoVqyag8xBchfq8NoLmVawB+xuWvmXFfTXNFoM1GvIIHEPh9pTZzeKXJp8IRVG0xTiLMSKMVGKg5EjKheNVwnvDPEVsyZQkbI1ClJEaOeGnI/M8cgqeU8wck/yWV40BFXVYu5L5aVIYy4To8fOIHnv88UhGaK0lC509TEfeypyrP2Zbb1J3jYClZkTqaszIApxX941e0SRPfZbNsWgoJsnMBJ2I1nB1jFyNmUuksnIL9xx6C+wbuGq0wD/bD1sLOtbN3D+GS9ycV9t8/liDkUOEmylyc3MD/UCImcvrE1NI3/ub2+Y6ZxF0ianSwnIix4CPhWBlflAKnpKiOHVj6hBATfJChUkJ5pBRCTJFAsxKU2kfVnKhxEjyHj+N5JwxxpKxhOBFkr02tcaUyLkInZD7NJn19//JWQFyIntPnkbiNJHmmRw8pITK4piU0nWQp76j6RWlSLkQUyHGRAiRECIpZlKW7K9kh0Brg7YOZUSlj5QoOlFQFSQI7y7Xiyx4ECWlIoIVCowqFFXRVz3wd0xBoJRCJKJikL4PJ2BNKYsZNtjtnn5/xnB2jh16dC/yuyiFKwXlRJmMnJnHSeZd+RHbR2IKyEcrOfdlRVdEmqdjynIsksj9Pqxwvo1Ttf57Hcw8pAu2+wY+16IX7XlNMbAFMBHpedReaGQx3X+vdTa7va7ta0106U1snXxvv+uPzdbgdl25giWgXYOryriDFp/XyNf1Aq5cB9ZptG2zn2T9kyUZlJJcO6WC45SFcr1WLF0f64eViYcVinbf1kFKco2mqaBSQuWANRNJWyKaoDQpi5BRmANp1aQfE9wcEtFLUeFQvrtVoPkEYTMUcohsTST6iDGarTWU6EQAR0Vc8agYUSmjcy0MaaFRNsVY46TqpF19EGQjaVPm2+80VRipSq9rK9dTA1SpVPU/XYV/nMWKVKCgssZVfmjtoqwbV2nnLCti9TGpnc96TmMppKLwwTPNnpvTzPWcuH2NbG+mSvufMprMkXivB7pRUs2D2/p6b2sXFgD2beCqVdNbr+arUgQLVRSLpecqsugJrFUL7+j3KTOOkXkOKCU907nSxo2VGZsKoXGblEk54X0iM5ESjE6gnKKgdKq/T4b9phj55P8cAAAgAElEQVQIMTFHSdy+bn/8jir9X4ujIKM9UvBEPxPmEayllELRllyK+N5XsD95cDUjqLstxGa23F8gbUBaZCklPi3QBdgEMLcFpwNnw7XEFkWC0Osog+T+hmUDXNv3VQr+bD9sb4tU0jIyfwr2DOhnz5dPX3BMGh8Kv/67I6dXGN8wA9cFrk5wPmaOKaBOJ4yepR9Im1oBnvGzaPqfP9qidGYzKC6PR5QyGGNFYYtCoqB0h3GBQQe6jcMNDtVrUvSE8cTRBIzpMdphUIQYCT5wON5yOh2ZxlE2wOr4WpX5J0/rLAWmI+Fwy3R9y/HmijjdkuaTRFBZsnq5cKdkJPLr4krHaSL4CT8HjuOReZoYx5EmEZ2y9GcZJaOEEzKQOcaI94Fp8ozTzDh5xknAVUki6W8MGF0YVZQssq6CF1RBBlMdXV5AQEZAXiQSXKTPoLSB3Z7u4oLtR4/ZPX6MGTaYYcC5DlVB43A64scT1vbkXDBdR46JMGmKHUnjRCo1AFKQV7FTQYBX1oasLEmZtw4S1sqlLVk28s1KeAs+dBYK+rpJfDA0Yci7ivya3pOQ87x23A2Utd8ZV7cT4t8OvF7QAQtNvg0KVSw0+j+mxFNhoYyfWJQDW09JUwdsy+kM2Grpse52sLmA3Zk8sdvU25nF9Q4zOIq2pJqEKjEQfWScM74C5KzuClrfmLdH/dxWzYrIuVzP8Hv4W24A5QWE706gugRdgtMzEoaEIdqaNCmQT16oOdVihpen1+9JnRJMJ7ldbDzH8QV5OnK2tew2ijMLvUps5hMbVdXvAiQn1L6spA0jKihdJ5UlpaU8WwBy/Vt6t7od7AzoXRMQQZh+HbXXrJeEE5qu0+jOwbCVi8zUXSqFuqElsFEeD0mqVkkoS3GeCdPMGBRzTEwhyvWsZQRESpFQFIcILy8v+fr5Db/68opfj/Ab3iwZ0faOtRkWkL/uEW/AqgHrwiJ2sr5WHxYTWsEAFjrqq9gVC8Bv4Oop95lDc33PI3A7R66vIvuNwRlFKYmCKE32Q8/Qd3XGosMeLeMY8DcnxuNEOk4kf2B73LPd7Rk2ht5oNsaS/UiaPeEUuD3Bzfx6MZwCngBPLJxvKyOUDCHg5yPFKNyxx+eI6Qa6XFBZEY/jn2mBP2SNKtRoes0xJVbN0SzKbi1zoFavbdUThTjEF3N1iEV6VG7zsmn/meb3Z/sQbAZuQ+Hry4jXN8wBfn8t1dcfsqZk6UcYD56r65ckZTHGUUqqDlGRU8HHgM8CuNx2y8Z1BNdjbUfnerb7c4pWZArnZ4GcA7l4rDUYp+k3lmIUcw7Mx4g2XuaLKEOYI8F7bo83HPyRY55INa2n+SMBViDRzzzjT0eON9fcXF6S5gMlHGAe0TniShaHVYO3kCQzWIpirH1G0zwzTQHvE4k6/NNY3ODQSlSa3GaDcR3ZOJLpKK5ghi1dyiQ1YY83+LFVHblrZrOmAitdZ8jUHgqcBEwNIIRSxQFNwVowxtJvdmwvHvH448+4ePKE/cUjNud7TNdJJc31IsVuNEoXlNHElNnMI0oh6oFjhKIJRRFyRBeRmVerzLRSBm0cOoGxHa4bMOqIuid78ePsIQOh7fcPpdnb57WEXhP8yBpKt/gSWzGyikvfYEv2rWljLcBp2emWCGy9u5dI8POq14NimaXUZi+2z25N8w97OX7qtk6gPhQEKCwgs4Et8/+z92ZNcl1Zlt53xju4xwASBJiVnVndWepuk/Wb9M/1ondZy0ytkqmqNHSVSsqqZGZyAoFAhA93OpMe9j3hHigOAAgkyUpuM2eAgQiH3+mcvfZea+3V9yBpuW55tflWTlGMIuRVsB3BKaHBScs3EUJmXkTHPQT5Oid5Ps47DDW/KMiaew6yvwvc1vcYisiUaqurkCmU+8JDAaHqnL1hzWneFkCPgEmwO8LL3UKIkSmIY19DoQ9waQUYtWuTyOjVKdCIayAhUHJCqdWSRSFOfCmTMiwrpdADeh34pQCcoukbXN/gulaMPIxBO42yqxWhzfLAFX1qB7NI+1Cb9boFWejWskXRGgyoIt3IUrIY6SA60jllDuPCzc0dz54d+eQL2E/v9tk4N1Opa0fNS2sB5zwq4DrvmmceArPauTp3HPyuGDit6XV25TdJMhYkrzgcYbcfaVqD8w7nO2zj8H1P13cyziPPFD2Cmbg9DqTV5IWSmMOR47jQd9B5x9w2FAJTCpLPIM/Im4RideJUUAyEkFCzaJvTMJGLwekDOhWMX8hF9pRlrs4L3x5/9uCqgqRaCapJWb3xQG6aKka2Z797Tve4572mU9X8hpPr37+KRO/n+FcRCdnMb48F3UzMEW6n17tHIyuNIEGIiXEeccuENolSMmSZcp9jYZkCYYnEGEGtM7E6jfMdTdPRb68oWqaeqyaQSySXWd5HFZTKhHWORSKjrVDfrLbEJRLmwBQWlhSI5Ptdp+pV/jU8c4UCYSFME9M4MBz25OVIiUdsCjjEpjxnqeqWlAir3qgUxRwC87IwTAvzvBCWACWjtPAgrPdCCVQa6xu0Ff2BchFVCrbJuCwz0KxTLIskZksSfWpJ0q1yGlItBq9VaJ3l6z1NM0tBWGWEFqINtm1p+g3bq2v6i0u6zYam71aKogHr0EZjrV51DuCXSNP3lBTxfY9rR3LI5BDRondHJ406oyIopVHGriZhHuc8Vqt7bcK7iJr0nCfIr4Ktek9Wg4uqo8islXt9+nsNmDXDNZzA2qt7DpzAVk2MZ05dqz1S6Hud46zV7/7sVY+h7ovn2sV6bD91gFWT03ruKsCq1wZOQNhychIW+tmalyNfSUooeWWdk2NAq4ImQ0zEmKlTCJb1a8ysep6H17S+prPP9bpRC8MPhMSvCYe/TyE4Isc1jXAc5R9PRe5vj1BadbOCUysFBb1q1qobZkkyVkFQUwGlKDoTlkKIsn8VJXTAlTksw2i9wXce2/SYpkVXl0QDxWhxSiwBclnBm7gWSie/yKKFQQatr4vbOlRQm4IuSn4k5bUbnlhiZgqJYRrZ7SZe3i18dXj3rKRzF8tzplU5+/v6/5qvv8rn7qE1GuTe8ryeLvncMbA9+955nAO7mOsstwAGzLrPGOvR1mNdg7MaEliXsC7KiLVS6a2FXAIhBchQkpfnz2ZCzvea0m9xvP8XUddXx+ptoiDGggoJNc8yzVsZFjuilULnhNIyAHlZXoPiw585uKqbSO1GnUftXlVR3rlA8NyRyZz9Xb0p6/JVN1DHzzqqn+PHFSHAyztQNjIXKQS8zj2aEWcm/QjUpSJ6S9ALqiSWKTNmMciY7/Ycb2fCFHFMNLbF25bLvqcxDU2zpWsvKEpLgqYDMUwsS+JwPBDSwpxH5lxIumBahWu7dWhxI4UMC9lajGtoPTRdwjcJYzKH9MO5bb7TKIU4TszHI8Nux92LG1I4QB7ptBKHPFMoMd/TWUIQUXAqhXGaGIaBu93AOBxZlhlTLN22pdcdlguMdVhvsd0G4xzeNRTn8CkS+0AzNoxNy3E/EJaJeU6McQVXGdRqsoUH1XCyobYngBBTpeZBiJEcM1ZbXN/TX19x9fgjto8/orv+gObiCm1WcLV2rawxOBtxdkEVCzGgtWUeA/N1Am0IKaExaLuglySDjddQ2mJcj3aFLsHmcuKy+Yq4hDfSRXxbXK6vhhO74Z4CyAmI1L3m3HBFFdEx+nhK4us+ozl1kF7tJpx3WWrCc+A00PMl4k775WseQ4t0rT5C9sb27DjOXenqnlaLLe9zZMWfKgaEMn2DnOtmfVVgWfd0jXQT8wxxD9Mq+jUDYAqYRCgJ58TYYrMOxO29dHVzOr1KFmZa9U941VSpAqojP63zmxJMR9h7aQLNk8zvMlnYd2MLUwPbLWwthGY99rUTmLKcb0Mhr8WYlAs3tzBOME3rMG0rFM2mE12vaS8wbSemFY0/LUbzREkLMUZSnsk5EmLCNxprDa5p1xb86iDIqvGyFqOhNZmyFFCFRCKnyBITYwjsxoXDvPDlfuCTLyO/ew6f8+4LDuemODU3hYf5Zr13Xi3y1L8/h9aVxnxeKHldgFIlNd80F7MWITzySOS6V6Cx2uGdxxpHWmDRQQpy88AwTkxzwOoVQGZ5dhTyzJHlezYVoiksGXYTfJLFMO51wyOGNQ0rQyBAmKEQQR3IxpBCEDAdFoxvSKGgUYz78YGe95viJwauzvHwu3m3ymGtXPlabawb1cIpSTPI5tIivOs6Lbvh66tNdYF8V5XRn+PneGehhKPuG4cucEngJa9XsVRA22u6bUN/eUV/cQFFoe3C8e7AOMx89WzP3fPEMmSsynR6prWJD64SfgN+k+nuRLhTlGKZBpZ5Yhx23B6PzCEwhSSDLD1cPNFcXFuM8RjnpOtRYImJiMIWcCWg/ULRC+UdcHCr1WxNjL+OevG+oxRY4sI8i1bqOB7JYUDlibZt0FphjSat/k0qeZJSlCQi7ABMKXE3TBz3gXlMeF0otsF1GuUajG9xjcf2W6zzWNtQfEdOEbcsFDQhKpRrSQRCSoxJ2EQFcFGSHJTkMqyMm8KpW7WsjmMhgm0VWit809L0Pd1mK7brvsUYB8qgjMZYA1rAlbEaky0mF1zjaXr5fH7T024v5DwtgVBGEhpbIrqK4RFdlzYOpQxNU9hsZx59eElQiv3N61Uivykspz1hw8Oh5JIg/std65xCWO2LH1DMOWmd4KS5Oe9aVbe4SuGqrzr4/IDQAt/k6Jr1OLaINKWx3M+t1lm0QbqcjqEaMtVxGOfHWDh1IpRdtUUF5h9ppXFBztcB2dsr6+T8utwbCqwJWXMntLt4EGpgWR0gk5KOSt+DuobcyqDhZOSZWGY5D9MsA4SndJpxda75OmfH/ORi7TzEIPrzOYJKoGfwk9iwH4HRCbgqnfya3C9WcBGFMCVCgHGEr76C40G6YuLICNsLuFgyXQ8mR0wM6NmgmvpcFTECipEQlxVcJVIq9BeOpvM4byjKorQTRw2SXKgs7rchZuaQmGNhCYUQEkuMzCEyzBO7YeHZ3cCXd4kXb+AQ+Ian81vf99Vu9nnUNaWCrPq980KOO/uZ7xu1MHCeD8cFkoecFGkBYiKMkWk/UFJi3B+4GyLjnJjXxmEp0J6ZOXqvsE6jnCGqwhTh9gBfJimKvG7UmWEF6azNCzCJ22MiYxgIS4KkUfOMcQ1uChhtGIdvgpQP4ycErurtURue3/8WOAdXFWDBaeOrwr/p7F87IBelLnq1SvkqXbC88v8/x8/xNqFe+fO7upfqGAHnLSbDVoX7OWyvE741tBtPs9nQbLfC3LAGvR+IMXG3m3h5WxgPYg7TqUhvIz4X/GKwsyY0BmUsxWjG4555Ghj2O54fjkKzmIUyYnuF2To2W7EXd02D1nZN7AM2F2zKmORRNpO/Z5+4rjRenYwGIqKJ+NMXSgoxBpZlYZonpnkihwmdZ4q3KCzW1nkQoLITWo2RQb1ZaWKBKUSOU2YaC61JtFGRcRjfYZsO23b4zUYoc6ZFIQOLyzwTMthQML6l6JFUlvsZM0Wta939SAru6XgF2Rxjkk5pSKvDXQG70hB929P0G5q2vwdX2hi0NhijKcagtUIbhbEamw3WO3zTkGLEdz1+I06S8zSxrFKJmGa0Pu9cabR1aOVwTaHrL7m83nJcArwDcLVZXx0nMH4Ogs4B+qsMh/ME5Px5bzglP68m2hWUHXnokLWqR8QCmRNAeN2oZk0t0KzW4ioJoFJp/YxZrms99vqMJNZ5Q+txZFXHCClYOxNCESq8RuH3Tx5VT3pAuna1il/PdU1AG8BLg4rlCDpAHs4A8KrhaFooW2i0uHkHBGSmLFXyeQVW4wJjlOH2tQtY9VY/VWB1n8znNUlOkBYoEfIE7QJugaOHuZP1od4TSoM2BmXkZspLIeTCOBf2e9jvpCsWelgaWYOsFt2WsQWTMzomWf8opJKYx4WwrqMpT5SSSbmgnUbbQlFGhgjbtR0G8sZZ5luFmFjC6oj7AFzNjMvMYVx4fjfz4igU+/cRr9KNzztRr64pr/t+Neo6867ivGtfKc85a3IyUCw5CQ0wxUAIC2FZ2N3suNnDsABqNYxZNajGyCgX7wzWiW96yIUhFF4e4Ca/mblZ7UzXAuASQM1rMZCCZhYNVtaosKCtx80Raw3THHmdBewnBK7O68jfJOF7s9DIJlI3xYZTp+nAQ4R/firPF9s6t2Sz/t2ek3NT/Z5GOO8/lUWyihR/7rh9fbzb/unXvz+cuqKVF2w03KR3pCVSYl2rfYtWsL0csVWp+i1RkIXSPWpxFx3WdviuwTpLf33JgsF4z3hzi4kLB5tIO9HkGKtxFx/huw7XttBegLUoYygpk1IhmJklDyLw1uK81V5Yrj98ypOPn/Dog0uuHj0iEYk5shTFUhS2JJg8oQR24ftdmx6hd3W9AAatBRgcAyzTn7ZYIlQ6RSqZlCLjPJGXCZVm5k1Dox3adzTGC8/IG2yM0rXKmeuQ0MYzJk3jD8zDhDGOq8cfcfHkIz568msBVZuebrtBGYsyjlyE+pLmGd1vMe2GR/sDYwhkF0gmiNFWgcdX0LXQ+hW0F9Bp1aIoKAHiLBvYhCTpXmtUv8FfXtJdX7G5uqS9usL3FyjfoK0SquEZ/6UxCmudaMRyRinDPC6UVLDei7U8YoQR1Yi2Z+DKOGyzQSlRK5RU2Dx6TDtm+MbR2a8XPfAXwDWntb8mxRVYnQOpOnvmnNZTKYPnoKxS1l91BqxfK93Q8lArERBg8AKZq/gmpYZavrz/XEVyzNrptmfAWefT8WS1dmy0MKuMlc6EbRqs82jXEHJmjpHjuCfGH99uWLVNX/JQU1LPdf1zrf5XfVoFnuSq/VnP40phKlG6N8MsXa6QYDfCyz3sDvD5C3gW5Hq94NQ9q/rv19HB/JjCA80KrKt7eszSpQtBmEAlyvee7OBRL5RYtHQnmg5008iEbKvpu5Y2JDYXM8TAfisgy1l5dT1cXF+wvdrg+w3FOJKxKOeETpgi2re4GDDLRMqOlCNLjPjtBW7bo66uoG0ko2+duDDMkXs31hwJ88i8JIY5sTuODDFwCDMvdgNfvEz89hP4wyjX8H1E4jR65tySvUb5mq/n6wk83LsqiJ84afre1X3WIHtoC/RWcdlY/NU1brvFXV3TX7QYBTkEjoc78niAYSAPiaILfQ8XF4rNRnH1qKHxmsZptGtQSnTGz16O/H83ib/evZneCh6um3MGnyFOUijRC5ilYFwgDbcYb9HO4bsZ7zxzeJ0pVz8pcHUu2X13/aDavaqDHc958Q0Cus5FuxlZPDbAh+vf90rRNR6lNG2MTCmy5MKREyS8eyef9v3FuXNVy4nD/3M8DLtWVNZRQNRRF8tbJvSVMnTenteI2NdpqR57uwp+Nez2Qq36vqFYE2FrMM5w+eEGGybZ+b8lqv7gOGWOU2I7LvhhwntHYxusNrSN5+rykhRnvA8sZkZnhVMW1zR43+H9BttdoFerOZUTVmt0LkxpwcWFnkxz5eguG64uW5rWo60llcycInMIjGFhDjIX4zCP3MXALW8nyFbApYZtq7noDG3r0UajrWZZImaJBD3LQNwsFbY/RdIjQmx5ZSVCeXImUe6ti40SA4eiNWnVscWSyUqhjMH7ltxFDErmv1AIS2AcF7KxWGuwvpXZPPLOklQsC3lZKEEsiw0Zr2DTQFlb/X0n+gdvT8J+a0+gwuizBF2Bb1q6fsvl5TWXl5dcXmzptz2ua9CtiIaVQQazvyKGVapgjcI66WC5tqXZihfzPMwsQcTzfunFnOP+FzVooQUqUzA24ZuexjU0nKh5bxq1Y1U1UXBmmc4JMNXuTtU5tJye+UrHqZ0R1t+tVPX6vufV6lfBmOJkzDQgCfoL3jwxn5C9qkW6jH45Xbs69Fis+6U7o5EkulQqqFE4b7HOYHqZUybgqiekjFsWtDryY/XOLcjxa05mHpXZUvVo1ehjo0RH1TXie9DdWz9CMDLzquulg+WcPAdxpcmGGcYjHI9wCHDIp0GsP/UZi3UG2HknWyPgnFVPFRD39znI3hnjCko1KIPsCaa2owzaZByKfititcK6f62/U5BijioWZTzaN9B4SimYkrHOk2LAeMn2MolYEv1lj+9aaBuUc+KqUQc9Zxkcm3Mi5iTutzEypcSYAmMMjCEwjJnjKO6Ic3p/eVM1qam5KZye/fM14fzJerXbfd79qsC96jPfpUa55jIK6XQTM6YIfd+WgsqyKpWYKSv90hrDpi/4JnNxoek2jra3oqdzGmMUxihCgjEkPr8t/HEPv+f1GTc1as5VmwgB0YXVgkgCTBBnW1xC20KYDyyN4Zj519a5qrfJu2KFShROwrvKwaybYaUFNjzUUFlkkf1w/Z1ea5qmRRlNPy1MJbOUhC0P27g/1upTpTXWzb/99h//sw2FWMV2rVhOhyDrcBYfAShvtik+4PCzulEqebl1w268cPe1lo3ks4F3tnorBcZZfOe5fmxobzN6HMnfcqMWRINxHBOHY+DiOGGdIjUJ22g5Due4urykMNO2C5POlFmji8M3Ht90tH6D77ZoZ8AoLIXGGjyFpUzMeQIbaB5tabcNl5ctrrEUpVliZJwXxnlmuJ/BFNmNI7dLfG3t2INzgZz3D5xie+HYPmrwbituU86yTBN+GkEHchQ6zxxWY+PyPp9tRVmNHTDn4CoRRX5LXLNfhaIoAVeJQkhZHMuUwnkPbYdFMy2Rsg7iHY7D2n0oONtSUsG5TFGZHBbSOJLGgTSPlBDQOWPJbFZBkNYCtOw6OqYs3M+8QskeZNaKQVlzpaZt6TcXXF0/4urqksvLC7pNh+69ILTCmp19zdlQYLTCWAFXtmtpckJpxTRMAq4y+GkjA4fvf1FLq1bZdeBoxvoObxsBErzdPVN1Vucdq8psqMnOynK5B0+VZlqf+6rTqp3q2ilxPHQFg4ddsHPwVvVPlXVxy5tpEGrUkSEd0K80ztq91ZyA1vk11W79vpbBr6710rHqt3jvca4BtyWEhJ1mlP6CHyu4AgGmGrm2DafrUsHVhhVgKdi00HWyH1DXaSNAya4DbpsO6iO8rMYV8wLDAIcB9uk0E6iSB867Y+eg+qcQBgHfer3BVXUBNNLhy3l1FFyLkktca3orEFMrei9mXQOMBVvQWtFtRlROct+v9FQZHp5Xh1SNUR7t2tVGEKCA86QUccGjbQRVSDrje49urFxArdcqRaTEAHEhF02KkZgi8xKYQmBMiTFGxhgZQmCYCsdBupFLen/AuOooazNfnf25cLLor+lBzT3Pu+jnf66dqwqsBt7dPVbXO4CcC3lJMjg6JXSMlBBkfVwiJURIBW8tFxvZr66vDbZrMY2naQtGi05Xkwkhczclfn9b+OT4ZkYW55/vHFzNgEvczx5URe5hpYVij84YG3EdHNXrnaefELiq8W4uf60k1k2pOiDVqEUoy8NqYm3L1kplAu5Sgt2OhNygUynMyAa348ft9FOrch2nqmrn5Qa7+7l19SC0gcsPoGs93jmmeSGnREpZ9AaLAK5atf7a9+B0T1lkMrhbE9PGyxrfNrIh+/Vru1rNlgy/fQGHNy3TfE0oB/pKs338EVfX12yaFuw/88fPb/ibf775xs9fncSUMUwpcXO4I7tEn1uU1WKXqgrdBx2q8WynSPCKNBZKVLQd+DbimhltjuSsyLlgbUK3Gassi2qJWPQWTOswjVQjY0yUceQ4jIzLyDRNPPvyjt1h4G5/5JPfBT4dC1/x5s/b0w6e9ppf/dt/Q3dxQbvdovwG0zhs6ykhMS8T+8MdYZ6ZxpnHX95yOO4YpoUvbt9X6lMoOa+vRAyReZnJ88A4dDhjaZsOlZYV5QtNLqfEHBNFG6zz9K1oDKJSmDiiU8FOC+H2BjVPlPmCtmjwnuw9ShVSmJn3dwy3twyHPeFuRzpOlClJznOmdaizrnByP3ujEDt9Ee9rs2p1DJjW4npPf33B9tEVm+sr1KYVjs93EP9rdVtri7GFtu2hKDGq2IR77ca8dFh/tr0VRSmGkDMly+DqUiTzMxZxonqDqEDpEacBs5XGVd36qsNeTYCqrrfqmur/V3OkDQ+T6vjKn+s9XU9RHV9U6UJ3SLfqv/L2NtD13/mSU1fOJtEX2SAdSWVl/TAGlFXYzmBcg7EO0zY03QbXtvhug/UtxrUY3xLCwjAOGP0dF/kHjjpQ/nfIub1av18T1Z7T/n+A+5uh7VfhvRNWg1qrtlFDyLI33O1gGOHmDj69hRcT/BG5bnWQa73mFdjV2WLftq/8mKIz0Fvp6LVrx04hmqucpENQdYFDgOMiA2Dv9nKv2Vyw7DBGSbHRNygUROmoKwttt7o8S52JxiSavKDzIGOrMty3ytdNVxeFz07oILpgKesHVPLhlvXNloH5uLDMkVgSw5Q4jombuz3HmNnHws0YGELibso8u4NnB3ge3q8r9IAcysIJ4NfuEJwZR/CwQ1Wf6fDKn6t5yp53r+2r7/t8/UxLgfnzGy6aW4b+Sy6uNlhnMVrhrKJx8KhpSKYBq9lcOopS0il3Sm6aGHk5DfzheeQfPg38j3uRSbxN1HM2cjpnGrmf9KoR1Ai99f7nFfjj6g76GifrJwiu3k1U9F6HLVYkez5grQKsVznWteMAJ2CWS7mvGla3pjvkgXgHufB7iXoctWvnlHRm2gaGn20OH4R1MuW97Ty+8VhrMUVRYkSpKIplfXrmajXpTDLywAXMa6H9tc3JAbZpTuCq20LTKtrO0HVWuhIZjPk+4x1PoY2h6Tr8dkNzecm2v+bpLwKYnptj5uVu4DAtD+rLDvnM1opBwjAHzHHGOEPOBW+F464U+MajlSY3maQ1eQVXrrnE+BbjGnCtLGyloFRCJQNO0aqZqAK6V5hGBgpbp0AJkB3nWSzGx4ndbs/N3cyLu78pILoAACAASURBVMDzsbCPr392FAIIPthaPr7ueHLV8/jpU9rNFtdvKa7FeI/tPKRCCAt+u2UZR+ZxQqmW/tCzOwx8cfvV974m3xQ5Z2JMLCuwEnA1M84zznu6ZcE4jaKs5dy1k6U12q4Oez6hYkSlRHCrbklDjoG4LCgzshwdJSzY0KB1IceFNI3keaTME2VZ1oE8AvTvT+Ja6VOs1T6AUkhptZkOkljGJI5qyoouzzctTdPim0YyUq0FPX3HVVOqiIOgMRhjsM6Ss8d1DX7pyDnRTGIrX2OJhd0YKUWRUyYvheOiGKNiyUKTfJMwyJpZR3Ocd6mqRXFdQus7z5z2l5FTYavuRXV/qV2sCkFqJwv+Zb+n/u6AFPOecxoK+raROekvwnqcdZ/weQVaazZilBIrf+cxzuOaDt92uLaj6Tc432F8g/UdNgRQZh0M++OOyKmi75Hz0XPqEhq7AqlOXq4H34sBiLHr6IF1g7038ohwnOAwwu0RbgK8KKL4OzcmOe9K1HBnn+vHGvUz21p0Uav+8kzwk9Op6FCflSmKtfowQW9gtOBdFkd0A9pkmUeFFGmMW3MVpdFFkZLCNzJOQrm12lNtKrWWD6QKqrZam3XByuvQvYLQAKN0rOI4MI8L8xwYY+I4JQ5j4m4/c4xFKJxL4hgK+1G6j8fp1PV9X1ELJhVE1cJNzTHy2ffLK/9fv+az78ez93rXcU49rDn2lDNuyUwq07YLquS1cOrQVuO8wTmFcgrfWTKFXArFFWIozDHw7Bj55Jj4vwe4y28HZmtRS3M6D+cd4vr5NcLSuT+mAi7A/K+3c/Vu4l47wql7VThtmHVgcL0IFXidzwU4dxOsLdY6zGxENrvXmab+Q8W5+1HHOh1d2EO4SsT9OQDwraXbOLrtFdZZtNGookAvZKXIWpyJXn3oKq2nPrSa9f6y8mq602iNrhV3nLaBfosAq76h7zcopSmxYOwN7+KOMsbSby9pLi9or6/Zbn/Bx6qnv7xFLQv/8M9f8OkcVh52QbGavljQDRyWAIMiYyiqEGPCW4+xBmc0vRceO2hU11MWKFGj/VZ4RNqSbEcqYEomkSgpoqKn6xJJBVSjJOc2BWUDIQZiTAzDjsNx4nCcub255dlN4fMb+CJKxfl1wwK91fzV04aPnn7EB48/4snjX+K6DbbriNqhvcO0Ho0hpki7TIRhYBknmvaa4/FA+/KWv//tV++lqlyAmLPoy6aZYRpZxpE0jRyGEWMtbd/htZV1Kmd0kbtOW4t1Dl0UJRd0jMSUcY1ol7RCTCvCDLowHSA5j29mtC6UFEjDCMsAYaDM84qQJC+5p5ysf9BVk1NEsL4sMt9mXp3RloIMDLUW6z1N19F0LU3bgvGrKONbTgRIkqRZZ19ptDXYYikUfN+SUkYpzbIchAq5xrgkXuwCebWpL6FwOyp2s2bMhvSGfQGHJNt15kwtsn0duHpVG3VfYOFEOa8JUQUy55RAdfZvnENPc/b+O2RG0+e8m2SpHsuBk6asRfQybv0B40ArLV0r396DK9f2+K6j6S/wbYv1Da7dEpaA0k60dD/yqACzgqtzwGqRfdK30FxAu5WuVXchwEpbSHE1dCkCqpYsVOL9CHdHeL7aRz9HXtV+/RxcVbBd94zCjx9cWaQA51ZqsC6r5gZZE3I8PSs16R4XGA9wHKXrtTEQXcGvD4J2QgnUSqPt2rFymkZbjNKkKFpe42UDVc5Vm8pTa12vC5Na3QuIspYhQ+oJC3meyGFhPAyM08w0L9yuwGo/Zl7cwlApnHntuA2itdpPkve9z85iLdrX9aVSiM/dOl8FURXE/qlr5XXNqp/nfjB3hmXJpBApVskwe2dQjcX2Du1XvXmn1lmNmWwiS8ns54Xf7wL/9QD/2/J23XnFqfNcRy/V3L8C1PO6Yf2Ze7lQen197p8tuIKV0sep4lg3sqp/cWsFxlkZhKYLqPCw/XouEqwnvH49T6p/bFE3+Aqstr1ofLwH0wr/9Oc4he83dFcbXLcVwS2FWEbmANOYGI9FhkK+8nuBh5vkA+78WuU36z3mVn2V76DfdrRdQ7/p6TpRwcWYHthLf58wTcPmycc8efprPnrylI+e/AW/XDJ5WfhPf/VL/vs/fMrL58/Zv3hOCCNxmWE40qrIxmTabUdJkf1+ZBoP3DnL8ebApjc0red4cc2239A2De11iysWg8O4nqItRTmKbYgoYi6kvJBjJAfLZVEkAhOBlAZCmDncjrzc7dgfRr78YsfuUNgNmc9uCncRbpNsbq9TydLAhYZ//2+f8stffMhv/sNv2PSXdN2W/voa7Vq0a8UMwjlU29BqRyaz5Il5mAjzwvxk4O7uGe7z1SbvPfhLl1I4TAu3w8iLw5Hb48JymIjDEd84lNZ03QXKBJyz+KbFKCcbRVlkjpgNFBJEDwU262dViE0+OqHyQgyQ80RMFr3ybUqcyGlGlYhvMr4phCzV5hiFQmFXd4aiVy3OWau2wEmTpqTa33YN/bZne7WlvbrEXWxfo2O1RsrkORBDJoZEjhGyHItzntSIqKPbdFh32t6OY+DZzZFYtBx7zjw/RHZTJr3FKl11t+fU8rqPjJyMCeoe8Wo55L7KzylpVqwAZv27CrDqv1Fp6HWvmRFQtQP+ESnmvUvdRI2qA6pW4z5LN7KNoIoi6wZlOoxt0E2PbaRj1XRbXNPifIO2DbkoiqsKtJ9GnNva16GjIzBUtoERQIUVuqpdtVXjqq9aAhwO0pnZHeCzL+Bmgt8n+JRTt7HuDRVYex6epfbsc1Qa148tat7kVxMmbwRkKaRjZcppHzzXugwJdgH2s1Dj2wa6EcIKUkOeMStOWqJoXJ0DGos2FqscqmnBrWJoa+WHawZtV069Zt1slVQJRuHxlxQI84HDYWIaF/b7I/NUmEPhdizsJtFT3U2r+YNGBtivx61XWr/n/ZuRFE6z7er9UTvd574A5z9/npv+qaJF6LRP16/XwGMD205xfWl49EG/5jcdpm0w3uI2DehIITGnRIkLOUWmZebzryY+eTbzP3wBXwQ5B29zTAopFrXIvViLJvWePO/o1bwtnH3/vLnyXfFnDa7qplYR8P2zyOmEa+Q/9zTBlRJzjm7rRcicFsdzG9d6cX5MfOn6mZ0Sipr38nINWK+w8/f9tHV7UGvilKH8VH2QFNq1mGaL9j2F1Zo1ShVmnjPpWy7wPQV8jQzklcHFSqeqzkfGgLEK5zzeNXjn8V68gZRKqHcErrS2NO2GrtvQ9xs2mx7Ta4iJjYPWOR5/cM348gOW6UCYBpa7l6i8oMtCoxRpHJnGkXGIWJWYB9h2mrZbiDiMFarQtnN41WCVxzU9aEcxjmw8CUUohRg1OQbSojAZYl5YYmY+FsY5cvNyx7ObA7e7mWdfBXaTaM/u5tXeGxl6SpFNvM6ketVZvrGazlmeXm345b/5Bb/85VOefPwrfCNzlppNj7YNyjSgZFghjaM1jqIKDo+3DTFEQtMDid3du/RZeiUKxHlhnCZ248DueGQ+DsRhpulHtGvZbBZMl8FAo63MiKFAViIMt+K+p53MiTLKUW0udUKO0xqMlXlSyiqhQ68OBspqlNWyATYWXzIuZvJagKk6KHT9s0JrjTLp3jFM65USZ2TukV2HBMs8G/ONh//quSgZofXFTE6in6ofQmt5T2MtRhsRxq8xL5GXu4mYV2BZMrvdxDhU64k3W+8quDrX49a94FxIXhOerzmU+585cGIRVHD1aher/vy5UcYRKQ5Wbe/5vKt3Gecdk1rJzWVlQgdJnEtRFCXaN61kTplSFq2sfNVW1i9lfvTYquP0ESuFqO7v9zSnlRrZRFCL0F0TUjwwVroaSxQ3vP1OBuDuDvBshhdJLPKfc9JZnVNB77sR6vSNE91WChs/xp20FmyrKdN5wyi/8nPnhedSTaHy6ZwpI/+fEyy5YLSAtRRlPTFa31cllfGoxq/uT/50ERpzctfJmXubS1Pp05m4zKRlZhiOHPaB4xC4uZEhtnOAwyLXcghCESurYYlyMgex8TKCoplP2rj3HZUKXON8nXk11/ihoq5tLdIp2iroG+haTds7mo2n6RqavsG2Hu0spnWkmIgxM08jyzKzLAt3u8AnLwL/z23hixn25e2BVS1oKU6Aqf7deYGsfl9zetYSD9f774o/a3AFDysB59GxFqKTAJCVaYOK6wa63sG12lQvXL2paqVx4NTK/aaN9oeIe72VFqpX1wrNwXdgrMFPrz7Cb/ruF/Iv1LJOniDteHvT4x8yNKbZYPtrdNcS40JcRqEzjJnpEL/zkM7vi4QInnPNxMqZ5k8rnNM0vjm92g6KwpDR70ivYLShb7YCrPqebd+JRgeFubjg4voRcR7IYyAed8Rhz93zL4nTgTgfCHcv2etb7g579neQloSOA62FTW/4FQXrhSLU9A2t3eBsR9NeoFfqRjaeWMQyfImOtCzEaYTomZcRjgcOS+HlbuZ3n33Gp19kbu5EDL7nlExaVievRjbkEE4OXK9OMLpuPY+vN/zH//Y3/Lv/5q948vQXPPnwF7JJW4s3DmUcSnuMsfLcW4X3Vuj6qpC7SI5Z5mJEx65/J5PH/kWUUiglswxHdocdz3cv+eLmBdNuTxgGooYlW6w/wuaCbKEtBm80WmXJBgyUXFA6Yb2iaIv2lkIml4yaMso6tPM0XqONiBo0iZI1IRR0XjAl4buOlkjxMqg5LJKj1LlGet1NtDVY57BxwsaC89KZLZyWA2MEhH3z9MqHO2iBe8pABVglrkYfatWXaYMxDmMzipW2u8ZhWEjPdsS0PnQlcXy2I49vZwt+Psel8vMr++FB4vgd75ORe7TSyguSjNRBtpVdUJeKcPaze8QI4SXvf47iObCrz5uaAV0IS8S2GVNA3W+UegVSRuzvtUPrgrk3nv9xhkIMe2qXsOdkvw4nwxI7y1qjGpmT08zr0HEHykpTZAlCBbzbSefqcBSTjK8Q++hbTsYnFcTVhEwj+7Ja369oGVzsMwxHYbe9p1m1bx0PGD8VYFV9Sjk19qvusDrlqgJqBVdzhONcx0vAUGRtMXr1oTDgnMJ0mtZZVGPBtpSuE8/7rkfp9Qcbf6rqpLrRKljnJFEiy3RkGgbubne83Gf2h8IfP5OhznNcbeOVfB7dSfHZNCu4SvL20yh2+i2n7u6fMr6uM/5DRx0J0QAXCq61SB26jaG96Gi3LW3X0PQtvm3ENdhrhrvMMk7s777i7jCzPwY+/QL+doC/ncQB9W2PtQKryhao1OcKSqs1fTW5qOvpOV33Tdhof/bgqkZGqn8LslEFZPO8BLosPFDfrjghyOLqVtvNok786jmf6EkzJ2BVv1ZoUfnGP2TULrl1QkdrW0PTWqx3+GPtt71urGxWtQHVQ39xyqJKEN3GscBbGWX/gKEtdNcot0Wphika5ikzDYHD/kicljc6nHrtVRagHqOc/5xPr5TV+hVCKjRFoZUIPV+bPvWdh2Xwm45uuxV3vM0WEDtvVxSNs+SwQV9E0nRBGo9cdg1xHgjzkXD4kMPtDV3b8KJ9xnAYON4OHAdYQqIzexr1FSyBru3YdJm2CXTK4Y3GeyvdlTXMuvmWCHkeWIYDh692/OH3f+SzZzv+r/+a+XKBwyqI3gIfath+CN12S39xibm6JBbLnAzHGBlDYDfMIrx3hq7v+eDqEZcXW37xq6c8+egXXF4+or24uu+gWG1Q2oo2REnpNRuFNY6sIZEwzqM0ZJUxFx6zfT/LaEqJcZr4xz98wt/9n3/P3/yXv+Mff/+SJURSgo/3A0+uYTcU7kLm0eUFw4dXdM3qwGQKKskE03EOqxMXWBLkIjosJ+DIefDOSGdUy8UoReqgWRWKga41lOIxFIJfZMBsgmhArR0vpTVl5Rc3RpF9xJcFuwIxs3bGtUUW0hzE9eKbIifq3JkcMikmlmkmhExImRAjFBE+5xxIOQjFVCeKOt1f8xwId4M0z1OGFMiHA8Q3W4U18AvgVw5+3UBfBMwfllP3qVJKKnXndVbSSiPccRpKX8FVpbDUDtI5uNrz9hSZt4laIMys91KqhjQWYxqcbzHWo7SjIOtYTLKwpZzJr4DmH1N8CPwS+E+PoVvrginIWm2LdKh0gjat25oVcXsMcIwPb+Owrt8pwnCQ+UeV0rdHANp5Il6poIb1ebTQXQqwwmiMMwQ0rmge94njnLk9RGZ5lH/wqImrZx0YX7vYAOt5yOulryCsQUqw1xt49Bg+fAxXPVz20p0qWfaDEqVOlJaVepkKuEDSMy4W2sbQWIuzRhYk1qJNjmct4rS6aQRYRvI0sNy94O7FnsN+4bPPEzc76S7+4XOZYbhk6K8EVOkOHl2C7zW2F05oiIVuCswxMUTJFQfer2PgTyUG5LQPQFyNX4wzaFuZCoqcCnEJFJ0hwrxLHPYvGIYDz5+PPH+RebGDvwnwuySFpO8DIuv9WYFURp7FCqrOKdznj9S53OdNHrWfwdVZJE4czFrxNsBlBpPBnbWkzNquKusP5ayEKpGEE2zXBfncdttxAleVZvBD9HEqfUWzmumY1fnIG5zzGGfRpsKA13m39ejMFZgt2A20m1XRqiAvsrKqcW0B/oTAldKotke5hqIdIRbGKTIOM3EOlPhmx1L7gQGp2MW0ip+t7AsrW0E2ooJYSSgFWt8P3ntHB4Y2YtPtfIP1zb12xaIAD1ZjciFbQ7YGTyTMLWFuidZhlCLPE2mZsUaTloV5SCyhsN8nbm/EWLi5vGXeRDZ9pDQ92WiK0TgjSXHKhRQWwjQxjwPL8cDhsOPl8xu++HLPZ18NfHmQSu/MalvtFR+0iuuPejZX13SX19hHHxJwTMkypsi0BC4PE8oojHN02w1XF4/YbLZcPXpEv7nGNxu0bWRYsNYYbaXirqUCX2DtgBgBHErE1UYJDco2jQymfCCmezcxDAMvXrzg93/4I7//7Ev+8OUNN8dAKEW6oDET9ExyO6Ju2O8nYohsN462MVy2FlsSqkSWEIXih0KvKiPFOjtEq/s5IkoBqgIroc+pUlCsx601Zh2sbHMBLU6atjH4xuCtwTtH03hIDu2CJCFDREVZELXKUBIpLpQwQ6xp5hk9cP337wfJZRGelxTJMZFTureop4hdvfDTJP1XdZGrbxczaVz5VGl96GI8URBeMxRwpeFRo3l0YWhyZpmlw5hWZfSrR1P3lHPqzqtR94JzY4yBk/6mNvfO3b8qK+L99E2/PupnP4EsRS5aeFzKrl/X7lVR90PWS5Z7qrwHJHAm8Xvr5MsDHzj4yxZ+/ZGnc6BVYZ4Tef3seUXAJklXRmvIdcZXWQ1b1vU7VQrr2kCO5XQP1Gt8vnOc00RLZcr4Ssk1aO8xaEwxNGSiTrg4EwOofJq19+Ds3n+zvPF9/qahzl6VifHgw+SHEop7vffqTtz2Mi+s7aHpFEUrSiqkUMhq3RvPstyQCiokkooYnbAxYVNC3e/H+v4XCuXMtnQmjEfCOHJ4OXD7YuH2LvLZ5/DyKIYjL/bSdcxAeyn5UdNA1yl8b/CbhqQMOiRSyTQu401B7Jt+Djg5cVeDt7mALwWbCzFGQlhQq2e+LopMZpgC+/2R4zBxOCZ2A7wcZY7VLe9mnav0v1qoqutnfTa/K34GV98jqlnFZ5zogn6tYuQkVSWlxTHNrDRerGwupShUSrBkbCzS3UIWkSp2rFzOau36+dn3/lRxz+lmnUnjwbeGpm1o+i1KaRGmc3yNd7PAI1CX0H0s3KymgWZNOFWBOEPWYAOEW96fAei7D2UMfvsBuhNr7nF3ZLc7ctjdCvfjLUwMKmyNRYS7GsGgwYJdCjHkex2DVkqcCZV+UIn/3lEUOWm862ibnqZpyDFBKUJz1Q6VNRaL8k6Gn3WeOE8s05HQ9GJWoRWN1ey2N1gVWfY7hiXy/BbG+cDmZuAuzHx0+ZhHl9d8bBT9MtMtC73TlFLEDW+YmIaB/d1Lbm7uePnyln/65Lf8H/9U+Hwvz2Pl9H8I/PpDzV88bXjyH/49zeYC313Aow9Z8EzJsyjFHBKHMaDcKnx2HV23wbuGbrPBttU7ubkXDmljKWhyXhNDBTkXlCpkI9oKa4zMWeo87bClaXoUb27n/V3x6Wef8o//8Pf89X/+X/i7f/gn/t8Xhwd//xXw1THwj8c7/vKPdzzeeH79F4948tE1V9uOv3i0Zes1XhcxpahUPApOG3F2RN8DK7NmP3IUQp0pK4WOkmVgp5KfFcdMAIXbeLpNQ7dp2DaOxjva1lNSYhoX+qZhDjfsp8hcQKeZPB8Zjrek4y0MO3i0cDI2r//mysvJZW0D5HtAlUsm11ZvBYEposloBVZp9HmXNxRRzi/qVMF4i1DAEw9Pr1s+frpFp5lpmLEvJ8xL0eDUCunMaTBs/XN1EfymyJzcwH7sscJvinJk5cjKkrIlFy2vJBq+ss6yK/n9gKtqkqA5Wci/SShkTfnNI/jvfgW//s0HUiwKgXk6EnNgyYG4h7JWQ/UMOksNpmKXpNYOzZn/fkE6XyyQ5xMAOrfoh5MRwcTJqXjBYE2D8YI+EnJetdE4l+jtgFoyMRVyyYSVPVNQp+pcLBBmARbvEWCV89facaoXRuUz2junzuylki7VxQY2W2g20HSatjUU72SG5DJT/H3DiVQklQgJyhJIpeBocH7BWoPV6+BgtSZnRQo5zANlmSnTwO3+jsMx8fxL+PIreHEDf/9b2JWH9vudgb6Hyyu4eASXjyyu77D9hmFKKBIxKZyKNBQ6fgZX55GBPwBmgc0CSWdCmUEFlFpwzshzRiGmxH4euN1nhlGs7b9aRJv4Ce+GAlufsSMnevX7pNb+DK6+JWrrvgBXCT6Y4WoRYWXTyFdtFNYKJQal8HiaEIgxE9rMvHKvu7hWrdZVZlw7W1/+gMdnEPqBmFk04uzUtlhlcO676gQd0IJ7Ct01NFvYXK2uGOsw0LImSXn10yoNkh6/KeXwBwq9AXtBaVrGJRPiwOHFM8LuBRzu3gpYnUcG9lk23ZTWbqaCYgsXwyQORI0iLj3WOAE670ivkMksSa6BUhqFdG5UKRjZnkWcjl61PwXdgtYap0DHiCkJHWd0iWy6js561PI77m727G4Whgn2Q+bmcOCz7cLF5iseP/sjfb+l6zc0Xo4ll8I0TkzDxP7uwIubyN0x8Olt4fkgd8sV8LiHq97wl08f8eTpJY8+uODyyRN0s4GmR108wpuWFrFRD0VxEdYMSGuU8zSuk7k83tL6BmcdvvECGtazm1dqfo5Z6GYFUhE3yFwkicoUSkyU2vp9h7EsM3/8/Pf8r//5f+J//y9/zf/8t3/H7e7bTeafZbgdIn/840s+fHbgUWv4jx80fHhp2baGrbcc1oHVndU47fDG0Xkt5ikpU1onJhPWUop0hLQqFJXJJRFDYJknmfflrIiQnWV7Lbq9ftPRNhbrDMZq4jxTlMJPM22vSRp0MhgjSU9aJuIyEeOEyWE1a1lTtLhQQhCjmFwgJ2k4pSTUvxhI1RFmdYcpOVDSAmnBIEDr7IaXRPNB6+gbBV9fG4+s5XHj+at/95SPry+4vt5S0oFmOGC6W6y+oz8m7OEErlpkpawd1wq0KrXvdVbB99AUfeuoBY4euOxbcTPdXOHaDdZ3YgajLEpp9Dr4TzqOJxOSd3U097O31j9XjU7gzZImDfyyh19+dMHHv/mQD3/xEc4ZlIK4jJQsde1lWMgxoXKRwuqKJNR6D47HkRQCaVlIYZHm6ALHWxkczAEuBrHx7pEk7xxo5/V7YjKlmFSLWV/QruY/imOCKRXGqBnnSEqZshY/7rekGNdObv5exYTXjZq4zoi+rEQBms3qxrLMAogq/bEBeiUuxX0PXQ9N53Cdw3YNrm2AQklRGH4hsQwz87KQ10HgMRVSjBD3LGHCHhyN26/mUFnusrUAswwzMSTCnLjdZQ4DPLuB338Kz/bw23LSvzWI3q3p4PHH8OijlqsPe9zVFuU92nmyXsBGEjOumXA+0zgxefnRPKw/cFRwNSG59McH2I6Fq7vMlZ3wRuFXrW5RhSlmQpT7ZFo7wbXT+y5OaaX91Zz+fevUfgZX3xK10/SSNeFaE+C+rHKimgusHRqlZYG3RcjGZS2SkqXKlRUkYUuglCTUrvwws7AKayVJgTEKYyzWOpy1mNXt6ZvDAB3oC2geQ38p/fzNRjxSzUp6rHoJnUS0puyqzn23yei7j5Xq6LfQblHWEUIipMh0uIXxCOH7M6sL8qCbJIU2P8vp0b4wjQHnNKF1xCWIg5t273DdFmAjVDhx+JLOWEGVJICriIxTqtMajEWbRLEerEf5RrgcywVWaVRMHD54wf/P3pv0SJJlWXrfm2RQVRvcfI6IjBzZVezmglxywQ0B/jL+BwLcckWAIAmQtehGswiSTQIcUFVdXZWZlZldnUNExuDhbpNOIvImLu57quIeHpEeGZNHtl9AYWpqZmqiIvKGc++55+gciD4wTYlhD+t9YL8P3KzhdlrTdWu6rsMVcJUzjOPIOExsNiPXN6IE+HSU82MVLCw8XGnunjrefnTC2d07rM7PWKxWZNeTnKzQ1vREvSDajpg1TZLBlrUmG4uzXemvUqJmaCzGOVRWRaimjsRMlg4RmYgTJF2y7wfGWhZzy6/QFNUHz2635b3f/ppf/vzn/PTvf8pHn3xSgMRnxx7Yx8TNdmK/nVhbcN6y2VnOe8vDVS9iWlbhraIxDmccsdM0TSAmMCphk8HmRA6+UPAmgp/wfmTynsl7QgzopsU1Dte1LBY9i+WC5WJB2xmptBoB6sEHXONoW0PIhhyt9GPkRPITKUwkP2JSscQsakE5RgiBlNSh5yomRYqBFD0xyCYr1Qx9SuQ0kaNIK6scX0h+KMhl8gWOXSKOY6fUp4hVh9Cq4aRb8OB0ycXDx5ycLmmXS5JvwDk6VbSXlQAAIABJREFUlci7PSqPjNtEysc+qQpIaiO/K9fL8Dwt/MX/PKdvV0hSv34b+zcNtAo6ozmxjpPVkn61pFusaJoea1u0dihtpJKbOVABU8yHTfH8srROo1QmI6bTlVL3KmEQ8Nrqo7eSSrIx8/EFHP05oRSc9XB22nF694Ll2R2csxijiH4POWFVYhoGUhSKqlVKVPBSRJf7b7e1xHEkesM0KMIY8UOSXkHEgLQZRJSiimC9GB7ZVA4ZXNaYpFFBkXUmpIyPmd2YmKbANAWCD1LBzfn5TUQFV9/gzqICLJ9AFXWWaiAcwjG3caAGqqNKsXVgnMzF2gpVXZW5wChJZBkFyogFg5+C0OljZkzif6jHiUkHjMpHHkEB9sPO44vv3s0trHfw7Bqe3MAng+zxajq5QRhKXQurE1idOlan/aGPPBuDcQqTNMZmtNYitGFlq/MGXB1jw0zkJ8AuwETGq0ijRWnRiTAvPitZT0tu3sSEiXJOv4oEU+ab5Uy9AVd/IDKiUDJwVCdbRQg76D04m/EpoqzcAUkdGCwicqGEl10Vb2qSW5c0z2kZ0a9CwPuqonK7Kx1NKzC2kQx205ARrvfLwwAnYB5AcwfuPZANdtNA15UPaqWOH2VTJOnFIDb2oWrqfNtyHp8TqgX7AP3gAXq5wNAy7q8J+1u4/OBLV6zmERGdj32GuIZ9UZhqzZ44JUgaxy2uFb+llL6aqcEoTd+0LLqeRd/TNQIgU4jEEAVg5URCl36WjEGUv7RRArSaBrfssSHSW0vvQPl3uLNacLL4HZ0auFSB393A5R7SHuJVzc9un5t85l4SNdkQgTvAysH9R/D4/pKL8xWPH9+lXZ7jFifY5ZJoF0S7RJ2cgOlJakVaLEgYQhRQlVDEBFgRqlAqo7ImKwW6kUU4ZyKqiCMkAloqOGRiEqBVAZYik41GKxHB+Kri8uopH7z3W/7V//AX/Iu//F/5q7//6Rd+j1vgNsB7TwNvPQ3ct/AfXuw4XTqWnWWlA0aLMuWqtyy7jpPlgtB3Qq1xlhgGiIHsPfvdmnGa2I6eHGR71C41putoF0v6dkXX9TR9h3MGbUXCXiPZ9OUYOV8taaxjiJKtdEykYUPYrgnbNW64lV5N3UqvTghlI0tRBgyEkPF+EhPnaSDGQAiVspjIMZMmOWYd9qg0rws4qUQ/J5ZerXEVx46+TxPyFJale4fHbz/kJ9+/x+mPH9M1FqsVYb/ALTcslkupljW37K9vRQihTBMNx/u6Us1r4/vc4PPFDO3c56r2BIwv/M03FZXO9b1Oc7I64ez+YxanKzEMPrmDMQ5lDNpZtJIpcgpBFONQxOyJIc6SFxI/etjhGpiy5/YqsBsy169YdmoQYZvFUoTh+g5OAuxHsNdHYao/FErBnYdw59GCs/sPOL2QypXRmTDtUSSc08QUySlCCjipy+GThyDJALM9IU4DaRzYDyN+v2dabxjHLQOZNBYVPT5fcWzjRaluaBNqlO6swIZxiuz2k9D8vgZPvS8biSPdqqoGmHKT7vLzfS0VXLlOfPJMq1CuQdkGZRzatCLilMEWdT/daFRSeETnPiGnYb8DVEKRyGM4SMCHLBW07IuZ+R52a7hci/nvB9dHr7HKC6ipltMe7p7D+cqyXLa4xYKsWmLWxKzIWVCU0gmlDEZrGpvQb9QsPhU7pP2lStU3gGmgc2AWYBdgnGLRtnSNxRhN9Al7M8Lac+cZ3GR5n+9SvAFXrxgT0pznOMqqr6JkoZoog7n2KxwyNPlIfdZKyp+l5UH6F7TIt7pvYZ6sKD4r6T/ORolwQdNIxeI5P6Wa5a32a6ewvC80wOWZcCSdq+mnUrkqwhW5nBw1chTBfP0WBgkDnIFZwsldkurJo2Iar4nbj2D88lTAl0Xd6m2AcZKFyD6DwXs8G5JWtF1DMyVR3voKQilFY530pVQZpyQ3rlKUSo46evcoyQVmICZdiIMalS1ZaZIy5Gxomw6WK3R8jGXD+cXI4npgGCfGKTD5o56AKZuwmEWGVw6sjBMLtoGz3rDoHXcuTjg7WbJY9DRNj3aObAwJaaJXRqOwZCMLtHUdWRmMsiRlSKjyP0QmWmvQSTJlKC30vlKSkppVIidFVsL/yUqRyKSsBHCijoNYfXlwNfmJy9tL/s1f/X/84u/+jn/5l/+S37//4Zd+3ytgitDdJu5OntMmcupSaYdQdDbQOc+i3bNaGJxROKfIIUq1YUr4yZNSQrlE20HXaS7urFienLFYnnB+thJZ3b7BNE6UA41mNEI5jT7Rr5ZkY8hTxDW2VMiFNpyih3GEaEQ20jhESTCUfp1IjJKdjmEihIHoB2IIxCJ2oXKpiMQkoCq+0GOijfTW1SYZmNGUMzKvjcgorHd9A02P7Zf85Ec/4Qfv3OXx4zuc313SGU2jMqqx2LGAyv0NBFjdvcU+g2k6NkxXIYpKEWw5gqt5YmFemapVqwqu5uBL8bxc8NcZGjhvDY9XLd9/+x1WJ+esLu7TLHqMazDtifTCIOtJzvJJMqZUddWxL2nWc6UUPHr3XU5WLRC4eXbFdrPj42fXXN5KkumzUkmKg80RXS/AarkosulTsTa6FRW/z+tfc4ip9p3VKafLU7p+yXLRY7SWRJYR8K5Slt6ppERuvsyH0pspPYCV9JaUAa3IGpJJTHnP3kd2G1E7rX14n/XZEjDlzHpTHfxUmXezJCxfQ2AFR8pV7XvLcLhB5wIec6PkhgI4i3eVUoasNBmZk6VvMqO0waIwzpBioOs6fCjqoaMvEtmZNEa0TmidSV4qpsHDtBXj5zgWMdT0/DE1s68LYNnB8kTRLU9puxNatyQ2faGOZ5zLxKQwOhYhICXbnK+Gtf8Ho1aDvs1K9quGQ5QUHxq43zvevlhw93zJomtYLTv63uAag207+q7FGkOIibPLDYtna975f/6RHNMbcPWnGhHJOm6QG9kiVL+AKL5V/fvMcRF8Dp4UeVIKV1vBwdX727oIgSJxmiCQiUqRlJYM0HPiCZqj5/YC9Cn0Z1Imbxelrl89rQq4SlloOEqXFG6lA34TbNc/JopArD4FdwLtCWRDnjxheyPEeb/+2v57pQj6JPvMbg2RhLITptnT+kgfFfErAldaK6yVOy/nTI6S+c9FMVAexUxW1WNUpCwN6rnwXnNSh56snMBajWpb7MkZRhuWq4FmqdlsFMNQuPcegs/S15QyoRQ4AYzOuEZhnahGrU4b+r7l5OSMrutoXIu1DqUtaC10RaVLNcqgtCFbEbDAOLIu4CoLiMxZPpnRWnBWhqz0IZOcldz7SSmSylQ94QPgykUV9KD8UM/WHxe5VMmGYeDJRx/yy7//e/7ur/+Kn/3DL1i/Kj/qc2KPjPGPBogxMU2J6MqGJguQb2ygdSObrgjcWA55kYpRjIZ+Bf1S0/SW05Oe1emC5WrBydmCpm1oWoduGjAKpRU5TuSYaDtP17eiDInHOouzuhijRgFSfkLmiHI+YyBHT8qanAIpTsQYiGEihpHkpXKVkghZiLqhPlbLY3G3raG0VCiVme1E5vawLUW+iAOs0QvoTjGnp9z/3o+4eHzO2b1TupWh0WBIJOXBaJSK5OUZaRjoTw1mHWnCcY2o4MrO/sPLKlcvKgoWgvLBQ2v+83rkX/ds2hnN+bLjrXunvP3O91ic3qE/vcA2VjzhbMcYIiElYk6FsilUU6VEk7uOm+dbfxR37t/j4nyFIbKwmvXCktKGcYiiFJdfvnFUlDW12gi00iOjtKJpgJi5HeR2GD/nBBVRPrqmo3EdxjRYJ0qowSuZZ4qIimAaXRIyBVxlLfMCkUwjPbMaEp5IINAwRMXgYTfAJh+tWj5rdNfN8jh+01JXXy4qLbB+tvmmf+CYMKiVu6o7oQ/TbNFvr1R0RJEVdUz0GScSjc45YgikGJgGJemunIlNLuK6iTwJ1TQEmetSKNQ99TxFrLJ4YEYWttC2Cuc6nG1xtpHKGkBKWBuwIRVKvRZg9UeeN/XC1/nY/6xbt4Kr1x1YgcysZ8C9xvDgtOXRw1Me3L9g0fcsliv6XnqgXdux6HuctfiUUCc3pO6SB81vuRz9TC7yuxFvwNUrRh2MIi5dmh45lsLnA6sOiLp06/oG5feqjKvScDqITOU3HQkph7dbMDHTnOzQWrwiIpHpuZ6iHngH9AW4Hk6XcH4mdMC2UAKNbHapBn6xNJkpEBlrIxzJA7HldQqDEEwewp27QgLOLWzXMF3D+ld8U1NYBecf7uHaw80Gbtc7+m5Hv7pm/ArkbWThcCxW56SoGYfIzk3koh9sDGj0QXI8ooo8fJaMIqL+RQwkP+KHHXHYkoY1Lk40JmKXipNuRYhL7l+cMgwDk59QJpNCJsZEyl42Yynig9DyyEnMYLXGOofrF1jXiiJfFgBlLOL5ZQtA0jKgtJV7L2uDcQZlLOgCsAAXEyEJSFTGUJgdKKNnssmRSCKQiEoyxkrVRUwL7TeLTLDScsxf9s64ur7lo/fe5//8i3/B//w//rf87B9+yrPw1WkPeoppqRca8g+BZSNePmZPVfqnN3JKbekdNeX5spXN68UZ3Hu44OxiyaP7CxbnPd2qpWkMttG4RqFdnQcUKrYYEtlPnJ0uaJym7SbsssEuHF2ncNqj0wDjRhZPGw5iFmmaik+SJ/gRP06EaSLudsT9jhQDIUnDu8qQsyFOQehn407ELQ7RAEsR1zmcWMWRqALH3LsAc86WmPtnuPsnuHffxVws4axj6kCphCaQdMA0jVSu4h6twe+u8fGS6caTPjlWpmq2Psh/OPT0zr8eJc6Ph6k5Vriq4lpdc+Z/+3WEVvDnj0955+13+MFP/ox33vmR9FgtVgQfiTnj0SLiFCN7PxLCSIwBP0WU1iit5Jogc8g87j18wP37ZxAHmkazXJ+gW0OaPqZlx5PN0ZNmHgkBMdqCbcF2WsQQjKaNmVYHQo60m8zt5ecDmZhhGxVrD+spc+Yj1jgyLWMKkBIaRTbi4+aUIRvpD0zGSwU1BHxwBDUScOx2I5tp4GY78eFt5ukG3p+EhnbDN68Q/E1EXbuuOd6nrvxs4NhzOFDonBkGL4JfYldXlCWzOvSYqiz+jkaB1aaAGFWkGTM55GK+LdTgoBIpRakmlnlMlYqVqQPQyL1TabobhJVUZLeerxCnLMDOaBpjiErmGmt1eSiaxuCswar4hQFWpdtWQ2XLsfLXIHTFF8d2TeTXr68qI/5txQXwzxT8sx/d48H9O7z11iMuzu/Sdh3NqqdpRRhJtx3LRYdzVgy6T25Ry1N+/IN/4MnHt/zj5WvcSvKSeAOuvmDU4n9VJArMGvb4tPZUojQ216xdFfBRRdziWwLjhRLNZRQ+snoyMcQtUxaBi2E/J1MYYAnNUsDUYglNL2RpLRtYjD1yDJXm0Dx+SBGlMoO+LlNBncoqSaGX494NoAchaqcbiFu+rdzQFOF2EnzXWOhvpKr1ZeP87JyLOxecnqxonMNqjdOGVBSnjAKVhdOakIZgkcBGpJSzpAFD8EzDHj9sicOOOAzoMKFTQOlcbgeFcw6tFX1qaVpbeppKLahku31pzJYGcQ47ftv0aOPQ2pW/kYymQmTq0ccqliqpUaWyJDUUaKvJWvQPjc6YKO+B1qL4lwAURfficGcqcrmfC1HwALBKtQnhM8Yo1JM/6vr6ifVuwy9+9lP+8R9+wf/1r/53fvPhE67G9JXfcZnjBicgxeWul4ZijeChtmxGNNAUYNW2cLaE5VLz8NGCi3vnnJyfsDq7Q7tc4voebRu0syhnwTkxEi7qjNpFdNNi2waXMjErTCNeekaDSkW8InqymVCxKMxFL+ApJLnP/MQ4DIRpwg97pmFLDB4fS6O7UmjlJEEQIwRfBFlKqNncdDgph9QXR95BIxUu66BfYpanNItTbHsK7YLUtOAgEwh5IuoOpQPYHtUssf0p7ckd9MkeHTPTOmCmkmviefWr2oNQq1cVcKXZY35kcMy2zytXc7bEVxkLDWdO86Mf/oRHb3+PR2/9gIsHj2naHuM6hmkgxCiCPNqgQyDWEaoUMWQqV0qVRMVzinZA23QsugUkS1rs0dGzazsWrWbXyDn5LFmGlGSOzMW2ImeN0o30EPeW1XJPSJGLG1FlnV5ygiLSYL/d7disN6xv1mxXHc5GSIYQalVUgbEoA8koNCLaEXXCkwk5McTM5APT6Lndj9xudlxerfnwKvF0I30n13z3eke+aFRuypyjMqev1ecKqVqV3BggiTJVPSEOFcI53y4df1boQMoaVFbkFGUs5iKQWP7i8P5K7hUvbjmMHKXXtxyTFRtgO8F+m9nttphVg/Ud2jTF1y2RQiDHIhqSggjuDC9WZl8etTrWc+z6bDgmtIZ4ZEfNfexqta8C1+oY+g0xEf+oOAEuesuDs5b7D+5z9+4F53fusTo9x3UdzaLDtk6ETNqedingyvhMHwwrn7n74BGLTZLG7e9QvAFXXzDmC2Tl7NYbvg6a+v08O6Vmf1wHfm3I/LYiIovONkFzGfAMeBXpnWW/m+dLijqg66AtD9tKV2KtVGlbZlJzBFZJlc9cqDpp7oP9bcQc+tbW1fb4XMXSHeuRnNGrtkR/PRGzqOvswlEZ66s4mjvn59y9c8FqtaJpHNYYrNJEAxTVPJVLVSaJfHKKqdAAc+kxiMTgGYcBP+5J4544TdjoMURMqfJkwFiNtQ1aKRaL7jkqQ8qJmJKoXsVIiP4wMCIJZVpQ4p2T1ZHWV/R20aoAq9r0SPkRYJTCmqIUSOmzUoVqpFSpxOUD2yBzpOweDrAc7EFkLkv2XcZzlnPzBekKuewwp3Hk8uopv/r5z/jZ3/4b/uZv/5oPr2/Yfk25B49sJhIyXLsOVloq6UYVtbUsVJ220AP7Hu6cwsnKcPfukvM7JyxPTlmsTrGLDtM2ZOPQ1qBslcwSI1ltLdo6tHOYxmFiwsYsC6mzAo5zFnBVNykqALJRkl6rQIiBEEJRLZyY/ISfhgKuAkkptNI4myEqVKEK8px4girAquyyVH4BXFWSjQVV5rZmgW6XmG6JdktwHcm1YDOJQEiKqFu0DmAnVLNEt3ua5RlqeYnynrYN6HgEVzUZV22A6nox92qqa8z8NkjHo3vud2tSbx5zMPbHhgKWVvNg0fDO937Ag8ff4/6Dtzm9uIe1DUpZsAI+9BRlDClNyIlc5ndvAgf27IHYNfsfSixA2qZHZUtsO/I0snANbaNpnHzWz9o8xgS+XOYchY+nMGJyrSx9L/LbdyyMXqzOXjwvEXl9u9+z2W7ZrNds9yc0NqGyIedwMHPPWR8MT7US+llMGZ8SPib2PjCOnnEYWe8GbjZ7rm73PLmFT0bxpVvzp1m1ejHmQGr+GryQPCi/IK1VxazcqBlvkAPAkjl4Pv9ryAZlCrhSCqWnGWNGhryiMIUQ8DMHVwNHgAVybTbAboTdNrPf72nHBd57nAskCg0+VnGTJAyOEPHTqzHXSgMCZ8iavqAktgrxZ18SEFbBJy9sleZ7zeOK93qGQiqUZ73lzr0Fdy4uODu/w2p1Tr86xbYtrm+xXYd2DtX2NMse6yyMkTYqFiFzfu8Bi49u0XzyWjaUfFa8AVdfMCpxpKr71S16XfTqwqdeeJ7rHzMDV+pYO6lZiG8jEvC+h98/8einnrsohudQnwbTFXK7kw2UMRxN+mo6MtfUvjSieS8KDftRHADZ8O18ynqVTjgu13XqjxwcR9KLbPHXh+Nbj/LLhlLw5z95l3/yT77P2cN7tF0vHlraCFDJGZWmYqBbqGmyuyBUJYrg8ePAfrdjc3OLWW/Aj+ToJWtcmn5r254yQi/USmPEnbqc3SS0D6UFjBlwBYznnIgpF4JeImtTvKg0yWSUVWSriSajjUYbd9w85xmoD0lAs0qYnElJtnlZKVS9dZMACvGbzEcVmpBIJJJKqOK7IMCzfC7gj/WQ2V1e8fTDD/j53/5r/o9//j/xs1/8kl8++YT4NWZb6uY+IC2Siw4uFjKcnZNzn8slXpijwfjJiWG1tCxbS9dp2k7RLgx2YdCthaYTGVRjJOlSRAzs2JJCwrQGYy3WSc9a0xaw1WicE5/AYhokX3VGa3BakYxUwbPRBKvJURGNJpbqmEkGp8UI2ZWMd1Yar2UDfIigBEylMvblxp6dlUpgKkg6aQiayWe2PkqvTLbsafAqkhAzZd2sRDkzOFTyKDRpv8Pudphs2V/tYQTtj2klRenZRWYj+PQ6UCmAafY3ddaaz1zzSlYN/RnPX6wmfFYo4Bz4waMH/PlPvs+Pf/xPOb//kJN79zFG1GQDitaACxFtvCQvjCdrhTWWYArNuFR+dfYQLJOxzzX99+2KZX8CeSI2G6L1ONehlDlQ7j/reFOSVj2/h2QzyhdvEwUoizONyGmvPKdrUJOAm3lkpCfx2aXnfLXm4u4TVhcdbdujdSdS8ShyNPgwkFKWfrIs1fw4CfD33rPb3DINe6b9juvra66v9jy5lrX1MsNTXqcV5duJhFyDT5B+xMtbONnA6ZDxcRTKNZZsLFkJRyGVyrSogcE8UaJMxtLIO+eE1ZkYPTF5IcmUoZ7GSbYtCqYAOy/p0015bMux7RHj2uUGugT7nWfpPWSPMhldjsElQyLipkycYD/B0/xqDQ+1B+kUmWeXjSSxjJJz4gvn1zr47ZpDRrWSgGpUevDrCjgUQgm81zbcPT9l2S3p2gWua7HLRfFV7WmXC3TTkrse5QzZKGJjcLZhZTruv/sDHr//lLeBD3g9eE+vEm/A1ReM+XJcs5CVnqFmX+H5knilBsZ03JwdytZIJmPg25t8UzmgGOGW/PwNrJVsnIwTCqCaeVYpNXvOYWNVs9dCEVQFfH3T04DiaHnZlUfdllQyjuc4Rf1pm1ScLHoe3b3g3Xce8/jBfc77FZ1tsMaI91OWjZAqFEFQ5KCkYpURjntMUmGaPGGaCMFDKkaaFVsX7ydV6DQCnQRcKWUlA5mFvqezbKizMqicUDGBCqQcyVGLwEYuCk8Z0qG5WeQ2lLIY7bDWgZMqStZGDJFn96BSAqjqhlUh5RrxoU0oXYCTLu+cyoY/pWIieixdpVz+HkUKwvufR90Az7OKVfQjhkiYRi4/+ZgPf/8+v/7Vr/jdb9/n44+ffq3Aah6JQgM00HeWtjE0jaEpypHJRxZWCbhyipNVy2LR0i9WdO2Spl1gmh7V9Ki2KAnYknAp51wpDV3EZOi8p18OaOOwLtIuTjDdEtMvaNoOW4zHVU3aaIvKCpMVtvZvaammeq3QOWHSRPAa7wNWK4zSIomvEYXH0mg+uwBFNWWu7Di/UrNzn5X0dEyZNGbiAPsxsRsj2yGwVwpDQmVPEzU6G4KyaGXJ2qFdS2xaVOOwHWQHTBRg/+nK0jxJf7w/nz/KebZ/3oj/MsrcPKs9l/2u/3f+9y9WURSSMX+0aHh454z7Dx6xPD+nW53Q9AsBujLaMVmRTCRlUffKCmIVt8kJ62zJy2SMiRijRUhmFkJDVaQkYzGmxDhObLaJ9fbzN48R8YMag9ADQwabsswrOheqqMKaIvv9Ge+Tsyg77vae9XbLzWZLGzLGJppgpd8qZAYf8D4wjHvGaSQEjx8nMbaOCT+OQludRjabHTdbz3URsXi1tV1JxbSYL5O+WzSoV42MVIquM9yOsNnC7ham7cRkFN5pab80Ug3PhV4aswLpAJZ1Q3jqss7kSl0XgaAUs1gzRAgxs17D7Vp6mG9GuAnCS7lBwF69PgGx3rmb4HqC9RX0JyP9ak2iVOe1YhoC4zCx325ZryO321frpavspoajR1troddH7FjzhG0L9iUZ1fm+siZMXseo849RBqNbWY/ro8yV2IakG/kei88itx+yIekG5QJNf8Ky7Tl3lg/9d6fu+wZcfcGoi1MluNXBUhfEOPu9+v0cdFXaUX2ey3tUad7XAZV/ihOudJFZb0C3M4DlSnneSZ+CykcwpS1i5mVmM8C3Aa56pDjdl+9ra/h+9vxPP7TWXJyd8k9/9H2+/723ePzgPne6E1rbYrWVxvNURRQMSkfx8phTPGMmh0T0sYgLjMQwoRApbF2KPkkroQ0hJVqNlY2j0gLCoSQfZbuncybrSM4iEpGUQqcqnCEjQmdV60ZktIhbYNDKYYzDWnEjzKYhaYs2YoStlAhcVIClDowR8VCpdBFiRmmpgiVyEc8ASMKtr1vUnECXyheGHBIpPH9fH4oiBzwmZzXHRBhHdus1Tz78gPd/+2t+9Ytf8N57H/D02fVXf9E/IwIybFsDi66h6xratqWzGpUiOYz0TuO0onWa5XJJ17f0C5Elbtolpl2g2v5IE3bF3y4jgFZb6KMQin1kWnqsnfBTpFmcYtoFdrmSymnTyt/b8h5aKINZKVzQaKMxTuFUwhuNIePShLeaQfsCrhRGGVG8JEo16TlwlSDXetDhRY5bk1lNKKuSf0kwZOI+s9tHNjvPrdWc6AZDhOxZJkkaNEo8z1AWZRuydWTnMC1EK4Ww+fRXAdP8CF6k+MyrVHM6+vzxss1VZU1UQYFKI6qwcp5aevEYNNAoxVtnHY8uzrl77yH96RnN6gTXL0hB+jIlBWHEgywXeibgsvRpJhLW2oORcDQBYwymGAzXEIGCLMSBGPHes98P3K4jt5vP36wGZFM8VlGEBDEW6KfKMRbbheov9VlRwdXNesvN7YbGR4zzYmYLZO/ZbEfGcWS9XrPZbhnHkWkchF6cMxotipYxsN97Nlu4GcTH8HNbZRUHtVPaJWQrt+v4baZbv97YI/fa1QR3N7C5guFiojFZxIdTIjuLUg0520L5K1VQMkqlstgkFLHQ9BIxRkKQrzlkgs9MI1zfwOWNVMquRriKYlNxjYCreV/TJXCZ4NzDzVPolyPd8oYYE6axaGeZhsiwH9ncbLm5iVx/QXBlKf1WCjoDnS5EoFJgN0bsBaydF/RsAAAgAElEQVT59Hu8WMF6nUPYWwZUI73P2pSqpAXlyKYlFWCVMMSkUEkTRQqJbFtcd8KqW3DRNugQD+vp6x5vwNUfEYnjZFnVXeoCNlcInGck52owZvYIs/d5bfmz2kC3gm4htuWmE6BlSp39UMmCw6eIBrySlOJ6LL1Mt3yz04JC8kP17O5mj6rJ86ccmq5rWC57fvj9t3jr0dv86If/AXfvfZ/F8i5RWcIhUyTy5IpcFPwUKWmSD6QpkKaJsN/j97eM2yt2z54xrm+Y1jsIg/S4xIjSHnRmyrLBygAxYLQiRS2WUFVet1DtpLdLFseUkkh4Z8kG5yzUkKyl+oUSU2BtLFqbUhWTakkuWXWl9KGylFUhsteNtq6V43zY5JkClnSi0L00SUWSj6AK4KtUQGXE1wTh3ielMer5bLx+8bbK0k8UbzeMtzfcPHvCP/zNX/Pzv/s7/vp/+1/4+Pr2GzMRz8hGIkfJfXQu0bfQ94beWMia5DOdRTyvjMY5g7WmnPMiRV25zUpJs0Dxo5FSYOmxzFKqUVaz6Hta2xC6hG56dNNh+hbjjMwhz3EClBxgjmXjmUSkRIs5ManBssL7gGomnCpzq1KkAv5tmIS7f4iX1Wlqn1WY/X9fPkcDNw5iJAyen9855/o2c3WaUI8ijVUY0wo9VWfh/U2gpoweEsM2Mm0C6xvwg2j51ORZ5GhID8+DnJruGXleCbBqrM5nrz0vn8Hq+9a1p647HUdoWWWFqi9RLD/rgRNtePDoe1w8+h4nD96iP7tHtzqjWSyJw0iMUfoOczqwKJVWaGOwTUvSWpQ6Uy5WA5LFSEnhGs+cFziOmWFIJD9xsx14dr3lw999wrP9dDB2/ayo1berLWgTOdsn8dmzBq2lCpp1lBVHC+Z/2fITgV+PsH824rMn5kzbt+iuBSNKh8N25Nn1hs02cP00sd9nfJByujOSF+i6YvdoM0PpBxv1Eci+LIw1nJ2fcefhY5Znd1hc3Ge93bFer3nvb55JP+KfYATkPv4FkJ8Ct3DRwjR4og+sTrakxpJdQ9AGoyE5aIzBKH1IzClAa/HKiyGQQ+mFyokswqNMe7i9hmdP4f0n8O8ivA/8uhzD/NpkZGx+hEw/b/0WpuAJIXD30Z62kyr/MCTW28STTyK/fy/z0a2Aqz+UPq7jTiHVq1YJwFq0pWhPyU2ZUrl6Cbj6rkRGgOsmBfbTnkRZK6whWUs0FqMtUVmUtijnDuu6sR0qJpKZWJ7f5+Kt7/Hohz/B/PxnMpl+B+INuPoSUS/xvLkYCu2GT9MxmL3GCz+v2YzXOyuhpJKhCoGleJgcH5Q0a9lkpSSqDJOHWLcN3ySgyRxBVN2a1G3Ldx9YrVanNE2DRh9VuYyVZmvAWktfjPq+9+7bPLj3kIu79+gWK1zboa1FGYsqlK5at8pRQEYqTcNZCe89Jk+MnuQ9cRxJ3pfrXKh7SuhZQvWp8k+ZrMQMUuujn5TcMoVuyAG5zFTFytaw3GvVWFJknzTV26r6opRSWHmt/F6hIOVjuapsoSuFMYvoRj0oDSpLXxcW6eXKmpz1UUJalV8s75WTLmWJY0Q/4cdaAZMTmmNg2G7Y3N5y++ySZx99wOWTj7i5XeNj/EbvxropVYAxFmsczjistagkx+2sLobCGuda8XtpWqxrpUpojlUmtBg5HzTrZ9dNTEFd8e9N6JTRbQ9Nj+6XqLaTxi7nZiC4/P2sxyJnhbKanI2otlmHRmGSiJRoJZXRrEJRjXSo56pUtc5RXaYOZUWO8KZ21CJfk4LRk9ee8eNnXE0jTD0PlicsGkXrYOgTWgeMCuT9QN7uSOsN++sbpusN243sBSrb4cX/Uq/HnK43F0yqX+usVR9/SB1wXq2qFayiQn2cpjn6LNba7AKhKHWLnqbrsbZFW4uxBqsNkSICkwI5R1IKpBRFQU3K1GLonQ3amsIGzxCFpqtKFbue+nEY2e92TMOaq8srPnl6zQeXe3bTq42JjFiZ+CziEpL6r+uRzAWv8j5Dhs0IlzeJ1dWeZufBDXLdfGK/DjzZDuyGxG4tS1rVS3EamiAdvX2WDXMqqNa2sAxgU5HP1yLAYJuGpl3Q9wsePn7I2cPHdKfnNP0JT6+u0VrzfpkL/1QjIlWiZwnuTXB1JQCjsRmnMqkJpEaSKlYrsoNsNdao4qWXD9NxGAPBlwRdpQOOooS838H2FtY7uI1SrbpFkhMv22tV2uIVcB1guYblx5nGZKY+03SJ9T5zu85cf5R5uoer9MV5ORpJxOkMJpfEuxS/xTLUPJeH+E6GB3zK+CjekVlJe0nWtlSyLAEtvdeo56jTES3tAk1Ltzrl7M4FJ9qRiIzfgZHxBlx9iaiLYoEaB0A1B1fqhZ/PX6+Dcc7Dre/7+kUUoJTgKKlWFjBdXkOXxpjCh04lg+1HMZr4XOvEryNq+2ytJX4FJlGvUdy7/4DzszvYbKVnxRp02+N0wqpMv2jpG8eidbz1zgPOTs65e36XfrXCdT2mmL4q58A6UgqQIymrAq5E5jZHQw6KmCZSnEjBE6aRHCbZ2FJ7XhSNVhhdeNbFQDqbouClpedC6QKKtCEX+XdR40olEWFkjBS6jBgWmwNgyoc+qmOFiqwOJsKYkjnXWoDTrO0vFRl1kVdXzwt3lJVMaaEmKKuk30JpEdkA6ujOQFYi15zjbBrNmTDsySkypYhNkrlPMbK9vuX28pJnHz/hk/d+w7OPPmS999/oeK+Vq9okbkyLMw3OOpx1qJxIRtFYg7OapjW07YK26+j6JW2/xHadeMGZVujAuqWgm/JP6oxXKn8mYrsGMrishEbY9LA6g8VKNOHbngMUqLr35YiFtmYOoDuHBNaJEErSaJUKlrOgxgKcnYDxQ3ikbb0SsecQYw57Bo5chADjAvya9DvD1eaU9XbFw7PIaac5cXCqrVRr80Barwk3N4xPL9l+/DHT9Q3DzfM1uTnVr64D9fsKqiqAmlexXlbR+qyYA6tqNFEln6uQxvxeqN5bGcmi90YVieQWY1yh88nYTTkL9c17cvYHRceYovRJFs1rhUY1Rm6BSPGFEnBVgW0G9rsN65vMdn3Jh7//kN9/9IxfffLF6rgTIrMeQeYBSpKlKNdWvaXPYxMFYDPB0wmabsA4absbJzE+32zgSRAQ9mK4BE0qWM6AbcpU1SisU1ykJObwgHGijtbdOePOncecnV/wwx//iO7iPqZbEsZMYz8CH9FKv7ZiBV9FJETk4w5wkeHpU9CpyE9laLpE6JLMCgZCA8FJlTA2h+WAqDVhnwhjuc4BUoBpgP0e1hu4uYTrjQCmp8jXz2sI2M2Or1tDO4GJ0CwzbhFZb+HqBj7+AN4P8OQLfvbDvjHL++pY9ID0LFc1z9B/B6POL1OCacpEFEkb0A1JGaK2JOsERGURmIKMihllkogXZQVNQ396ysX9B9zTLZHA+B1o53gDrr5k1KW5bifgeTpGfX3Osa9b/Tl3vr4+9y94bSKUzk6dgQWYc8nWuyizXNTlTiq3U0LMGnYRthHyHtnYrPnm+64+yyXlux8/fvs+P/z+uyzP7qEKNTN0JaNPKS5ojbWGexendE1H0ywEWDUNUWmCdKEzjp44TcW7IxRp9ICePGnYE4Ytfrcj7PaE/Z40TsTJE7xUskwO2BzJTlTesnYYK9Wqrm2wpvTOGCvgRSmpmJVm5BCjyLynxIQmJpE4T1l6rEJN52lLaBa4doFpe5Jr0a7F2AZMg3Itum1JNTOmZsLVCmTnXehKpR8khOKfpSiy6kX6F8hKo7Q99IZYZGMPoEIGlzHueH/llJg2W9qlVPLUdk8Kewa/5er93/P0o9/z3m9+yce/+bdcPfmYkW/+7qzFQpWEwuQaRdtYGlOV0Sxd1+CMpnGGtnXl5wptdEmp1tlNFR5LBcwckys1+WJrtajsPl0jCoNdK1Ur6yQ5UzcT1TdMKUymgHcB0EFDzLFQBRNJZRxJro/NmCy01ukkH7NVgMw/HyEQY07KrrCmWvhWxynKaw5SC1cb2J0Sn674ObecLCx3Ws32FDo10oQt00c/Zbj8iPV7/8g0DuKBxvNUvLo2zNUC52CngqsB2eDNQVbkSOH7vPVhzqiYC2HM15kaNUFYH9FAsIoxKYYQ2fmJ/TiirCNbTdZIz2FKYgReRQSCSOdLNTdBzjTGEMo7t1ZBq/C9fi4b/9vf/YYnTnP79Ak//XcfcbX+4iIOHhiCCCN0bSLmQEqZzXZku/PsNrDxYjnyeTEAz4DwTPIEGYTel2U5+yxAW8/rBARrSV3DctHTNI6mabhH6THRLXaxpFmuOHv4iDt33+Lk7IJH7/4A1S/J2rB5tiFowxASSp8hNZavwNzwNY4nyDm2t/DWHq4/geu3oVtCvzgKFLet9CE1Tl5vbTE8NwKs4iRAPoRCybwVEYunV/Bvr+C9EX4JvMenVSNfjNr68UvEfP1JhIe/kyqlUXCT4DqJEuQHfDEl3z0C7s6A7MFGWBqZMqsxttLffW5NRu7ey3HPk5unrG+v6ZctUzzBmhXaJjF2LhUsozXJWAFePjH5wDh4bkfPNkTGBPkg/fYGXP17ETULWZE6fBpczRuP7ey1upyn2e+a2fu+FgMsR4g78E5SS9YJ0EqNzA54SFYy2bVE4AfRyA17yFuOlsvfxid6Lc7iVx6rRc/56QmLszO0cShj8Y077FO1zodqUdv1WOtkc6wFSMQUUTGQy0Y4TCMpBqleeE+KEe0nkh+JXgQs5CEqgTEG8b+qFFAiNkq1J6qERh/YXUqrkmlUB3BVramkNUdMhes2r+KgqmA4J9Ye6hG1gFrAEilCaWzOSWS/kw6QxCMrocrrFK8pDspmUjkrG8NKTawHoEuesVIVjey8hAErnl+HQ8qZabdDa5EPz37HOGzZ7W+5vXzC7eUn3F4+ZbdZM47DtzYaUhYMExOkQqNSWpUCtJHqojHChdcGpeX8pCSZRUJRdoyl96pSsdCC2uq5ojQSHJBTAboHg/Es1e0QSv8mUlarKmAlLaXLc41IrNd7QutqWguoXOZU9RI3vZHjRvVl4GreETWHQ6X+Ez0MJ+R4wvZjT2os0WnyScYxYf2W6fID/OYZu82OkI937Rw81fm95QisXgQ7VW6nbiHm7oCvkiqai1TU+2v+fV1r4HlmRUJoa1gn5zBlQoj4cWByFmN1oV1JAqZ6kcn8UfzvUi6V6CTj5nAQ5dqquapH5vLjZ1gNzy4vud7s2U9/XD9FTCJKMU5B1uKcGabAOAamINnzP/TO9S7YhJIQzce74vO2cgbZdFurCt2vp1uc0HUtfd+hXYvSDcq0uOWSdrHi9N4DTi7u0K9OabqeXM65LpYVumT4UeZPdfk6xIBQ9X6fIE2gAqRL6HfQt9AWcNW1sOyhbWCxEAP0pvS7hUksJFQUYOU97G/geg2fXMHHk3hGXXHcifyhSEgflaHcttOxe7sqDT7h+f7JV4makK9Jk5DqPFzm5SSfI3Kknn5XYwL2IbLZDaz3Oxb7HafDgJkGsrMYP5IcZXqwxJzk/MTMOEliZz8OjD4wpVTmv+9GOe8NuPoKYr6IvZhRrBSNSs8ISEK1vl4XuzqGKj9e8XIPk28nAqS1zCJxlN1w2JUUUgNRaGU0S0AqIQzXMK5huoV8ybdTtfrTjr5fcLI6xXYLbG/RjSHorjSaiwiAVhqjjZj0aVM2oJmQIn4cSSailSIoGKc9KQWMUuTSHKyCeJTlcc9+2BD2W/x+xzANZO+FLhcKJUhFQpTqhzVRIFLdUJUeiKyi0Pm0KjZpWXo3oifFJPSiEIkpEwoNNaNISipbGAU2EIMne492nmQmorcw7EW1kExuhM4XlZjK5kKxyQXGHdirWf5/LpvhJDrrZUwHsopkoih5AVEJZSGVjPYUJiZ/zCznFNlePSWGEZxBpy2b9S3Xl1c8+fA3PPvoY549ecJ2u2Gcvp2MdERoVPsEwwSdh5C00EDJRYncopUhKUtCE7NiDJlmiqA8Ro9Cl1QG2lqfmXeeArlwW7Tl0NyWZtv9MYKeIBlgLylcUzgxpZev8rlU8RciRzTFYFoljEmHY4bAlGGMmn1RjzvGHiH5tLPjnKe3XlYTms+870M6gXGF//V7eCy3aD5YJEhekknx93ye002d2x2w5HmmwvzazLVM64b/i64BdU2Zr0285Pu6NtX1xtgG0/YEBSFFovfstzcoAjr6An4TYpwapHKFKDRmoozfQpsNKpO19Dj6DCElUvIcejuBD//x9/iU+P3w5WTHY5Deml03EKLBRcduN7IfoqgJpj+c666Vw00+fv8q0SpYaFguLKtlz8nJGafn5/TLBcvVkr45wbgG1TQ0ix7XLlic3sWsFpjWFAl3T4yZabPFDztCGIv1iXnNaCxffVTa6y+Bmyxkl82TIlWO9AE2RoDWalVAVleAlpPid4wFlCBUznGE7Q1cb+HJWsQrPqJUyV7xuDICxmrfY1U4BNnNVL+uLzo2M8dxPn/owiYo05z0EX7Hr/0IbKbI1e3AJzdX6EVLd3NO6Ba0KeKVEpP2psUaQywegoOP7PZ7dps9N7e3bPZ7hhCZciJ+R/aRKr8GsoZKqW//IL7GqDj7xT6seeSXPOCLD9yvJwzQcWhaN6VuXfssqrBA9TDJSPooxlJNqJ0Cr2Kx9yZeNe5d3GHR96W/qIhBqNL3xqwtjiImUZ5bZw8ZUpQ69DfVjdKxGoQAtZQgRVLw5BhJMZLCxKGvLqdKoiv0uWKwWqTPddE7V8Wjqt78qvCDqgdULv+TmvU/zE2lsXvuoVYe1Tsjq9JnVcUsyu9KAeW44X9xo8mhMlafH0POh/ygnBU5ktIkn1Mih8A4DLz//u8AaJzjP/qzP0NX6acsssAxBKb9Dj9NTOPIdrNlCpEx5m+8ntsg5pULKz5X1mqssYfhS2Z2/eRaKlXUJE3pdasND1pL6ljpY/m+Xrecn5/MyntTr4mxRxGLQ/d2qYDN16Vyoeq9kQrtTEByPs6lqhZRMzFGPvj4KU8ur48/PNRo1PyNOaa4/tBVmMOh8n66fMBUZSo+/z3m9buXrQPwaWD0x94btSo2qxfCS/7nc3VhLfTdbrmgaVpc0+HatvRMmuNf5CwiL7lWQtMhQXF8z9nPY5JKVwh8/OQJsewaWy1jafqSKXrNsXokDFVV/I6kKPrpSuZXF4UpiTMKa42If9iiZlrOWxXf0WX8CNNAxpHSVuaXnIkhMfmJcZq4+uSyeOx9x3fYrxg1+dDyfAL68JhNE0YXkdKyDalTDZRlKQtICQl8FNpe7Vn8ovNtHfFzReeahvljyGl13LcchcyceW7Zks+BSNWP3w0s8ZnRIiI5q2WPaxxt12GcK+OjruFlTSlrfcqZVGjH4+iZpolpnLi+viHkyDcrAfX5kXN+2TT+Bly9iTfxJt7Em3gTb+JNvIk38SbexBeJzwJX+mUvvok38SbexJt4E2/iTbyJN/Em3sSb+GLxWvVcadfwn/+X/xXt4/vElRioWSVlxdqEa2fPO47l3TlvfY4YXxSJmFMkXkbRePHx4nvX1+YiFvNm4zFDHEpJmuMPU+Fe6DQ7pgyuMOs08llVabB3peFfaXU8TqOqnZFIxabioRICIXi8H5l2O/w0Mgw7bjdrvJ+I3jMFUXXSWWOdxTrHSb+gWfS0fcuqa3CuwVpHuH3Kv/5//2/+4r//777oJXwTr1HU3j04Ep/+/SCYfHthULzNCQd6QyEjKRSJgHS8RQL+0Ni84/W+LtUfaU6LmQstfBfiP/nB9/lP/+wnrM5OaNqWtl1gbSuiI6ZSVxXZgNFGKLbakItASkxidJv8xHi1YdrvGfYbPvngQ3bbNbv1NVfXA2NMjHBQgXyRklHHYO30qv0cX6V4UcPR16rluJZVxcHX6Z778bs9XQ+5jfRtgzUG1TRYK0I8zjqMFkqqMVXmXXEQscmyZmolSqRGO4y1tG2HswusaQqtsUVrB8qgldD0lDJHijLmQDPNSSiPOSehJ2XpBQ0hEqOoUYYYSSnjK+23Ps+ZkDNDSPiY8CExTBGfElMIDD4RYsKHyBhS6S2NhUdZehJrIvzgI6lFYTOr4kBb1Dp1I+6zTQP9GcuzE7q+53R1ymK5oG0bVqYV+qFR3Kkm3M6ybDSN1nTGMN5+zK//9q/4y//mv/4DV0shNtMN0LCgwxqLsxYzoxDnWO7mGbUrpYjHI9bynkgkEclMpYPydbgbPyvqDvIelp6Wvvg4ivfijgEZ9TeIaM6XVbLry9cv14eoOc4DliKiU7o37EHgVYmCb6F6a+NKP7SmaVrp1zaWtmvQxmC0pWmd+CNaJ/Q+YzDGldYELZT40muQM6UVoFD0S1tALKJTKYkglNAAs9wfKRFDlHEVI34/EvxEmCbWt7fEaSSOIzf7PVPOYsXA69JCc4zXC1wZw+P/7L9g9ZN3yeeikeCUNP/OXa2rntOS4wmdf5DKM4cjkKkKfUW/6qDUNOelzx9zQOXmx8hxo1pbouuFDRm2WbQe4iRN46qsoKE0K+oiomQQL4e2SHsaBY2SHpccI40R+WGtRVZbK9BW+iCMFpsZH8CHzDQFvB8Zxh372zXjfsd2c80nz54yDAN+GBh8JKaEiZp20dG2LRen5yxPT+hPFpwvO9qmo3EN4eYj1rfXvInvXswTBW72/RxYVQr36zYZ/SmERnFGB6gCo46E+YgiE8r2QhWZ6pf33bxOUefP2gdR75vXeTv0Yjw4O+E//sG73H10l75fsVicYpsFWE2wGaONqGgahTGmqD0aUgjkGAkhEaeBOA7sPr5iv75le3vJb8eBtUlc+w1Wi/vEjqNB6Ytj7EWT4Oqw9VV21tTr1SFiAHUtq52v9Xdeh+t3fmpYnipUD6tFg2sadNfRNhZrDG3T4IzBGrGUOPjaFQn4nDIqVcsJh7UtzrX0ixVdc4pzHd1iiXNLtGlQyhVwZdDmuLIrZYrITVE8LIAgpkTMCR890xQIMRFSwgd5PqWIj5EQE2NM/P/svdmXG1eS5vmzu7gDiAhS1JKZVV010zPnzP//L8zrPPbDnJ6urO6qXKWUKJIRgc39LjYPdi/gEaKUTImSEBKNxxkIAIHF/S72mX32WVIDWdu5MOfCMVW2x8ycC4eU8Ee7X1KmzIWaW4S0NhWd2gtuei1zE41Zre2xAtZlNoJfwbMNrDfI889Y/eZTrq+v+eTjT3n2/BlX6zXP4hoXBO8dvwkOFwNuDDxfe1bes/Gew+u/mErqO5lVRQkrBm4Y3MAYIsH5k7+irpyEaAqZQqHUzMzcfk8UEpXc6guz9VVsLaovr8Sow5QbPDcMPMMTmjiS48ieyg6bxb2664dY90gDP0TSrPu+HWBdYQF8LyYQ4pxdrxCtPlCcx8cB56xOcLXeEHwkxMjmekMIAe8H1psVIUaGuCKOAz4GfBgRb6qy3ocWFDBwhRjoqu1DiQi5ZJtbOVO0nAFVD2TMhZQSOSem3YF0PDAfDiaCsXemJijHNsbOiY5LsosCVwp8McBnA7yIZ/2mZQf5rrQCDz98n5DdkVwCpWUJ8+MO9ctMmOftmbCl9fvLo+f3v3fSmgh6YG4FigFc2z2ltudoa5QXmwBaOxyClMDgW8GmnhWKfbvPNXAVAgwFQgzMs715BTQKSSe4jVQ3M0mLqlUlU1hFT1yPhNWacbNms9ngV6sWsShc/eZjxo9u3vGqfbBLMaEpK3EGVsu+ad2hOy5uf7D3a4IwMDb9tFO74uY4QEaZySj6IGtxyfY4Ww9Pj08eguNqFXmxGVlfb1jfPEfcQHGQmpqlilJECdHULHuktUqT/1ePaGS8Hqk1kudACBXvCo7yQDRiIf1wuq8H5HoRe88GAg+yXT/Ujpz3uWUg8XFfxYuwkAjBswqeMUbiEBlWkXFYEUJkNUZiMKDlfTurPcpdTFlUa8WJRdVdCLgQCXEkrOz14rgmDiu8HxAXEUxExXvLxQqYKI62ht/awFUpSC1IrdRszYldqfhaqT5ArU2ow4R9aq5NcEUZXEWLkmNh8BXNlTklnCu4XJGcIRQkVxN+0taeQPwZaHXxHvEwXrXMlZr6pgvmBDz/CHd9xeo3n3Lz8W94fnPDJ7/5mGfrG9bjivXoiQIBZfTCEIUxCps1jB42AsPwT1x9/Ok7XrBzQCjiGSWw8pHBWdN47x3qSmuNUSkqFBy5CIMKlYASUAaUjBLpIYcj9xzI7KmXMz6Bc/OEDcIVgWsCkdoCZC2XirLj2z3Hf8Qqtot/jInUf7+dujMjYvtU3xDJaVlRa7URcN7jXDgJTbgw4IeBcVyx2lwTYiTGyLha289hhR8GfAiEOJzEjpw7Z4RV6xlc1abqKoJLQq3F1qMmOy+ti4cDxOlJ5EKGgKsRyYmVD+ADxQVce5OLWs8WdnHg6lDhriGfg7ZsjrcT2KOmHWgtM0rLbNUyS7UETX2TKYvHluDoMTWj33aPngtngNezWCfAVs5tf2q1wUJpPRha5kqlPbda/90ukOVde4++C7dfRI0O6FRwqq2pZg8OCNXZeuy14rTgaoE0w7SjHu7JuzvSZI0VQ4hoijB7aj6ieYQ8Ep0neI8Th9YJLWf3qQPUsvj9Egfzr9kGztGprra0dOB6xHzmLH27jLA/RVvG9i4FoBi4Ghq4so5LuQGrDrUsq3WmaF36XBqQRg3UBwGuS8+4Lc2pGJVH2y7gTG7MkgNKV5QU6omOZU6I0QPFnzMLMqxwYTQnBGxNVhMg7/tNp1AuA30LMcaTw9ODe/2cvq+ARycp9X2vid0zcVlz3olrSnresk/OE/1I8EOLlK8Q51orBUeXvhKxFhI4h9J76gW7vurR2n6qR6ujta/Du2AOW3cqW+AS50x5UhRRbQmkihNBRXDVGCNdlc41ZUSv0q66oH0Db/KBrijGRKyEXCEXqmRiqfhccD4z5YorhVrt+1XxLaOGkmgAACAASURBVCNHGzjOgNS4PtMGXbC6gGEkPtswXl/z0fPnfPrRNc9vrnjx7IrVODBEzyo4okJEWQ9C9BC8MAbLXnhRDntHzu8aLhE8nsBAdJHgI95Fggt436ibvT9drRTx1FIJztpn1FooJTWKtGt0QFsdpYn4X0pW9Wx9Z73CdXAVIkWVUgxinWf8D10VhYd6id//9bqPHJaHtyB9CA1A+YCLQ8vW223nvNH+xhVxGAirNWG1trKRGAnjiI8RP65wMYL3aIgLBdmOrLA1t2WxXD3vdNXbvDXft88gUx120g5n2bXgHdV7agiNLixNpfWHqan+2HZR4ApMdnLfPI9DhZWz7tWdCrjMYi35/stNDB7WU/Xfl1HExxmtx2BL33Is32sZxdV+W8+N4LQfxY7SslbanixqQahabOz1NjDKow+B2vNp9VYsZHXbBwhiPUVcW65EG5rLE5oOlOOePM3UCm61hjRBHtCS0GLNIB1idAnn0ZpZCqB0J7Z/pL74Xeqg/rVZX0RHzr1Bevaq91fr4KqDsN5hqdOSnuq17OPyUsAVgG/hHKuzqqe6q0pvk3wGV5flRLzdQgNXrkHD5dr3VEzEaNbW4tpZG4BW7GoRV39a510vbFVtP2nRXTVs1voPNbhme0ev/+HhvgPf3Fv6fd0eibu/l7nY64A7gHM8bEp8CSZgLSGcAR3vHMF74glYRaPynRw2yy5Kz540Glo9XdNzns567DXgRssK0a6/uCaRbu0pzAvsoKAirU5EtB2CsTqc4LTFPhvI6uDKdl4WXQga378K1SmSKyVXkiZcVqRUVDIuWxlAaeCqiG/ZM2y2LcEV0nr9RWtjMIwMV2vWV2ueXV3x/GbDs5s1N1cjIQa89wzS9wFhGM8lCKGzYKRLX7/7VXN4AgHvPF48TkKrd3N475svpOAsMFyl4Az+UkpGqtWm1bZGtjbgcDqTl7YudpLtCmGFcyucD2gFKR1YdQ/zh87e7m39cLDW/eVlAwnvwHujiYpvmV4fEN+axXv73fmIj8PpCHG0LFUccMNgfxcHJFrGy/6+txaQ1gAem6utBYu6FlxUwWtB1eEc1Gq+7ZLed1pHW3bt3FxbWtcPO9cfwNU7Ws9caYLDEVKFFOF6OHNH4QwulpkrWRy9iBce9ihYAoKlqEX/+6XoReTsdC6HeY809tdeOhsd/PTvkq3XIjWdu4e7CqGt41LbgGrgiraH9Nexz9QGVq/N6pGHlq2q0l6nONuQgsd5Q2+qFiWa5j3T4YhWxXsoZU0pA6XO5DIbnzzPBu6cGm960RsoADecMwSZ1k/4na/sB/sxrI/tJajqR89cLSlInQbbOdh9vB+xMtynZn3OLsVlfm6zNcJcBMXhWnPVTGWitDxWflKCEBHHgOBbnHmZ+X8qFoNjsx4YYsSHiDjrDee9MyfhFGkLtnaizKnXjtQWbBLEOap0WRJFvDmRRfMpL7m05X4AD+sde+e/PTYH33dL6cqFz2uBODjGVWC1Gbi+uWFcrRiv1kQ/4kMkjKtzDyOBU289KYhtWEipDTY5q0uOQgiO1RAZx5HVOOBDxPlAGMKp75R4TxfGqNBELEzIQk8F9+XUV01ce5cO1FWbQ2BNro3SJPie3VGHV4+rSshqXWGHzFxhKEJMmVSUVYGiniqOGoZTYLagaBOv0GFDUSFXQcxDRmLk2c0Lrq6uefHpx3zy2ac8u95wcxNbRtWYP9HZMYwtoNycGtf8iPUNjJt3vGAMOAIBR3CB4ALRRZtXDRyD0cG0OT2OamCx1cgV7U2nc8vvFwqJTP1R+5F9fxuweqsN3q3xYWVZ0hY2Mz/x3frc/X1bhvt79ur7v1JcHh6r5Q+OGAfEGajyPuJcQLzHe8tKhWEgDleEYSAMK1zY4MNAHEa7r81NHwPiHT6EBwGLFgqh8wEMRNuVVYU0B4JPGKEyUSRTq1BrRjtTth3WZlPRUowlUOupu3LP+F/C3v/YLgpcAbzew7i3lHWtlt253rT6JEzgAjGnahmB60CpUzHgIeDqToHj4eSti78/ZaB4mLGqj15nKQ6g2JRyWPSnFEjJalTnPeQZalJKskHhtCLBIag5hs41Wl+1xdWdKQemvtJTpq2U1xk1QtQWT+kRNIwSiCa0ZmrJ1Gyc9JoymowWWOaZdDwy+0iaJjuOR1JKuKbI1Bu6Ls/twNkZXJ7XSxzUvxZbRqU75bWP377oLx3hZSChj+UVl7iZ/X1biiz0cXgZNWRy+tdpYm6R46jICVg9leDEOfd2XkcvdUP7NlORxg5osEhzo6MtV/gWDVVOdTddkU7BnPBSyCWTihVbl1rs0PqgpqHb4/v67V5vN3HOKP0aLcSBYRgZxjVxWBPjiuDXODcgBKjRgA3YteoUj6aqJ1pxKrYndqdOQVvTYi0mSKLOABm1rYjO/sZqgzo7hFNDWnuh1gRdOFGVLPpuJh0wtM24sz0s6WkBSsWEUZwHCSARkgprdRxTIVVlXR1F3Qlcdcu1WpDTdXDlyIVGZ/UQAlebKzabNTeryBA8wQlBQap9v2VCRRZOjde2f/jWfPmdIyU9z2RurUpFpZ6Ee7S2bJRWtGYLOqitGFULRfMDUYvCTGYmM3FALxRcQc96glAayC/URvnus/l9EG47SHucPvh+tlx3ajX2xHlInPeqB1ld8eCCqaU6TxVPQXAqFLVsbQeUVS1vrLR6F9UFuDpNo9OcQDsx/uFh2WXLMKvKKYZSK5QuMFOsDrKU0sQv9LS+XqJdFLhShTcNXI2xBakEroGxQBYDXWAffObsTC4zUXlxP5w3tA6uesR7mcVSHnazP0ckvhmpXYKrorYxCiaNnjLMCfKsDVwpOYGmgqcd1dtCLYq6SHWKSqGIccC9WMK8PuL/CWKLZstWtVLcRtVTHEbx05qpNZ8KfkvKBrC0kucGqEIkTzNpnpnnmZwKITQFpiZH263HUPo5OX+iD/ZzWgdVS/B0dhHP47YunrcEYRXLcj1Fx65/9yVd9VLql5r8Ae7BtmXxbE6VWPqkwNVpveMcYLqEc/2udvYrm4ajZvxi+1Ok0fr0FFyqtZ5oXp07paWa0tXpKJRiYkH9nCwB1XIfkcXvHVj14ymdy/dpIURiHA1UhREfRrwbQFpuvfi2ppnTprW2cLYiarQzamlrmjmAcnLGClqLbcy+gDjz1hqYFn++1gau9MQiaSxEYwuipvLrtI2HdnVV8WqAi6roKclgQZReyI9EPA6vglRPRijiGbOSKyS1+yoOjSN9NOTaPrPzaLTMVaoYdd/Z/evVhtV6xfUYGFo9SlgMQgOl7VNVA1hSLTDrxWhi0coP39l6VsIKyutJCEa14pXmSVvWT2sxcKWF0o+Wvc8kEjOJI4n5gufBGQaomAosqmQ1eKinHPT7kKTpO9lSguKHv6IFh07hoxMNtAcjelDQYfWNiAErFW+1gFZwQlWhoLjWoqCvl8sVtuepLFghZ3DVPk9V43VU7ENJD44gDWAZU0BP2c6HCp4ngMWlAnGziwJXALs7ON62SIq34eq2sHaw9lB9kzHnIY0Pzk5jV0rr93VHrAdy+t/6xXN7dkYWz+nD5bFwBpwpVgU4FqizUf+mIxx2VtY0bwtl2qPzhEcIVIJURobWcKBH4JSqiVxcA+/VJIGdQHDEahLBne6HMwpBXzi1cKL0gS1mpWaKJnKdmecjczrY4BQ4xAHxnnWeGHNiLNXW8BOv1aiB3XqWoJ+Tnvy+zIXw12N9D32sT9Tvh3MQ4HGtITzshbPm/amV/RTWv8djkPXzmxCGEVeEWmojBbqWZRsoVIS5iVs8DetKk8us/VOb/6dIuxqFy5bKYg40TUSA1tuoWt8VqjnzVkcrDWxpUy2ydTaXyajVWcn6UFp9mT2Gh1UZS0GTX7OFMOB9PFGBclacV4SCOpAYzFkTwYtDXLWcsAiiBdFKlUWGWI35IQ1UWc+lYsFHgeDklK08OYC0rFNzBHEOrVjws9h+GJxCFlPcFRAx8A0Y0BNFvDThFNvai3NUFxj9QHWBIoFrN6IuoOJJahqTqXqyC5a58sEyByJkVUzNLUBcM1dlygXxsWXFhNW4YRgHrm+uWa8iQ3TWw6i3GmplCKFpDYi9JNAw6tz82XcCV4IntIqr0JThnNVetVBSw6loFSw6fKYJ1qqUWpiZGqA6MnHPjF4I6+DbrI+uLoYDKVVSNap35Yhlrd6XVEzlfXSj63vkqTzAWcbSacs8qom3nHNXNP/P2yEBJwGh19aZ6IV3VmMXG33Q+0CIvoliWB2ktEDVOfgrJ8ptlUptaqzRCYXG6NIO42yu+lZvVcEouFVb/6tEKROz6kXT6i/HJwHbdQ5Q95BHwNtw/foAVw4OATQ0UCSmtLesT+pHB0nwsJ9Vn+q90N9zrj3pGS84A62+CQ6cUX9st2u1gVoKTDOkI+RJOdwr+92R6TiTd0e0cQNXIRBFGT0kWeO8IwZH8ZavF81ULEpXnW3mTsU29kYqsk3eaBBaXfuS2hB+bUCttgOCOKLzxBDQEFrNVZsErbHgqQjR+yZj2wpS3Xm1XWY8lsWRy0zWB/vprWemllnYZQzpsT2eJ+4t9z0VWwLI5Qbyc0ezTjQI+vns8hV1QV3W0+NPAaB0ILAcZ0/NVCuqRgesmo0u5sWC7+o7qckcADhlrLrIsnaaYCmnpu1GC8yWuSpt+eUheHpMC+z3Z87iEk/1nL4P8905d6E5bqY+58ScuBAGA1VNvMIEm9QKmVtGRKsVMTtowiO+BQqNyoc08NPleqXNPHl0NIfzPFYKqsmAdC1Qs238qg3Y9ej8gioomHRDz3p5QaNrFKuBIRi4wkcSgYojY8CrikdjbM2NnbnVYqhI/Zq5KMeUwQc6PIytN+UYI8Fbwb/zi5KBxeLeEhRg8VkDYI4TGHx3s3e381RBFwJYpzepi6OxaTRjDYQnEgdmJmYu20E2s3CJSMG5irgKXiw8Vs/f8f3N5vcTuupBnr4OVT2VK+KK8bsUcD5bsMK5dj37GmhtCSqtPQGdAktTWbUEgAlkCL73zurxC/p+13NZ2FxFrZdWq9Hy3lk2yzukOMRZfaMptloQo7Z1N6XEnDNTMUB+yWPnssAVwBF0D2UEnNHujms4OFhFA10eQ+HHoSFxHkbvl+AqQheFOmWslkpqJ8lqfXihei3KElxVtQJRrRbxoa3x8w4OO2U+VvZfZ7bbO47HLXV3h+QJVxPX48A6ODQKo2RcDMQYCG2BqxSKGHnEI6hzi81aT0pExnMVSuVUj/UgotomhwDRe8YQGIcB1zql+yHa+4bQQJZHmmKMCx43BCg20ZbWz3Ft5y4tzs8H+3msL56Bh05dj5B3e7xMPwZWLH4+FVtmUDrAjIvHfk7rtBmbQd0NKpx1sZa898u3Ze0ePB1QuDRbNzO1mkJqrcnWORGkFqp057BnMc7gGFoNSVE0V0qrt0ppppRCrpVSHwY4lsBqSe7pzk4nEl12xP7HNxNBCCa97ke8H+y2ixYdH0aC86dC+R51l+qNblYLWuZTFF5drxsxEaiT1H53il2rr+tpnQ6qpDuV1QB46fVaUwtcNgVebWqC1cCVW6rqip5KCsQbTVCDmJKACxAiGgdT+wsrsgQqgeqigSvnYRgbldBqsLQdVUbmogwpN4qWOb0+jIQQWsaqObi+YciK1Qc1q7LI+Hdw5cHnB7HUv2Pn8J1SGrAyEYL+sJyUF438rFqoNTVglcgcGrian8j4z8CEcwXxGfHnUJPmZSjlfbn672d1Vc518h7ICpIBVbxLlsX3ipZk61+Vc1CBeqZHa9e8bXq3rcawy6V3kbWTEjs9YdBoge3zdMgtGAvLaRMU8t4yzl4NWAkgztZOhaKVXAo5JeY0MaXMsSoTH8DVu5tiDa63nL35Vtt3CHCMcJ9p6X24WrUsiraakgZUoj8vHkN4CKIiRoHqke4VC4pgUyehwtip3dXENHq2KjZEUQvkA+QJjjvl/utXHLdb9q9fcv/qb8y7e3w+MFAYnJKuNqTVQF0NhPmauhphvYJ6RQwejQ5xgzVbU6jqceooWkxxSMXEL9Am494ieKptc8+tM3rGO2UcPNfPNoirpJpJV5NxoF0krjbEcY3EgHpPRZBgg9y72BSIH662ywnyD9CzH/z9UnBh6cx3Z+TSHLY+Npbfdwkqf+7PvNjPHkSplvLrS5nnx4IXCZtuXa3s5wYl/4gtiRPLurOfHSQKeD/gq1CL1UHK6eoofUTZTH4a53xZw9pB4ZOruSqKzoXpMAEB8dGaucaMEzXnosmCq1aL2JYFIwCBmtEyo/NETRM5Wc1qSc25XJyQfo6WFEHl3MT3nst2DH4qW403bNbXhPXAenXDMKwYVxtC67s4rDYGGhr4dWKi51qCXY+aqcWdgooKpx5WwVv2SjVRi6MIFuyUJtseBGkwWKs04GQ9IkULrmZqnpBW51VLtn5mqifqqNO+X0OVaAqELlC9R4M352EUXPS4cbDGv35A4prqR1QCVSLqotEF46opWTqyWIZKRSgizAWmrKTaBAVEca18YIjN53FWr94rCFKyeqrgYGhaGU5BIqdamG9sct9hRgj0BMvPWbKvKFVb+EXV3lyBImhWEyLImVytvurAlonyRIAVmOZmYiovgIqoIxdH0ko9aSe/z2/TV40fRtQv2CdrJDDrFdtaAmUUQgGvOIlNeROqz1RfIJdTUsIpaCnUJGTnSd4hVZlUqAV8yMQYmkx6l/0wPzU4C2D1naPXss5zouREmhI5JWqpp9SaarH3y4WaM+k4Mc9HjunI/m7Pdpq5/0Fn5qexywJXYDzAPeYdCqfmPOpBo4Ea54wSqKk5VtoKMhsgC8GAlgsGtILAKOfo9poz2FrpOXMVG9OAAqt6Yh3gO9OuWF0sRSEr0/ZAOmYO24n7l19y3N6xe/0l26+/JO0NXI1SGT3o9RX1aoVerQiaIK0JNRGdIEMgEq2yVFxTGmoLqHb1vq7sbzGjczvSE3/l5Bx471qn+5FcMsN6jQ/e0qt4wrgyOc1ofFnnmzRtO7Q10ey2dFp1cd/3tcdO8KVOkj5e+lAUvuko6VuOsvj5Y1uPTnVRlWVWYfmZzpS0s+PXo1rL7/SUTLEtrfsGl5EJMmfHiUMa0fd8PGwNAU/Dwe7jvGdF4ecPLPyjptUin3me8D6QptkEBrTig6OKOQbq/EmSuxbj+NeWmcrTRJmOlMOedDiQjhN5nsipmEIs52Mp/HGi5XCeq/2c/totxibvHIcmbDHafa2uY4gjsQEIo9wZuKoZUGcNggvQ5dP7CztH8M56OTlwUpHHV0Od9XQ81dhZdipPB7QmqJk0T5bF0kLK2UD3QuykiKO2XlfVDQbafWx7qVjfIDJOCsGrKQZ6QaLQi6OqBKoLqES0NWUV50k4q6WW1qa2WIbgWDqYO7EGW8aAk/5VB059K5e2OXR1YW2UwVM/zncYjIK1ZYgIQcTKxrFr0imSlrTQsxJjo9NWzWQmEhOJQnlSo99givIluSamXCk6ULTvvgfefw76/exmylkwp7vTsQ11tCIF0BnnC84nRANOhBI8mrK1AggBagdGJnZW21FaxrjWCtKUrNtgkxNH/kwOBG1j0u7vZSmWPNZGKzyRCFG1xEFOiTQnjjlzrFbldukj6LLAlWJZqzvOu3hv/tE9kskWleogrzmf4WVR0EKxoveEGr0BqACs1dB8bLdDtWNIBtikqIGrtku6fjsZX5VUYSrs714zH7Ycb19x9/UXHLd37F9/xf71V6T9PW4+MAZlFYT5+orp5or52TUuTejNFSHfED34MqK6alKI3hbqVlyrVahqg/hE/2qN/6TdRoyj6pwjRE9s/T3WmzVVldVxpqbVaTL4uCLEkXG1YhgGYoh48Yh42xDkIXR6nPX4PgBr6eQ/BmuXqprWKaQ909nT2t2WrPIOUAq2zP5UzXk7wOh0lGUtXF3cBw/P+fKzPmVHb+LsVFzCYiZAcEaXqE5sbeEM0jPKgJ6uxbIzSr+Gl2YdEPTl1fHz17b9o1ZyYT4eiYMV3jsZ8KXg6kANivbgkveNCsNZaTUXppwp00Q+Hpnv7pju7zlud0yHI9M0M6WH6n9dar8HYd62NnwwIY4Dw7gidDn2uCLEFYOPBB9ZjSPRL4ASphJYswEjq7kKTZkun4ExGCgLrQbJKeIKuGx7HLQ6uoSWmZKMLqpp5ri7Q3OCYmJQtVjWKjXVstrQiSIUCXT+YXEjPgz4MJ768Zh63wpPYJCM8xUXKi6ADCZWoU3sQl2gRGvminMkMQBUpfX8DAawJBnFq2CP9/quXufSmYqP2SG6SDn3ModK6yn0DgNSEAYcgziiOIKAF8Vj6m/NpTbHWIxiWVr9WtGJxJ6JPccnt9tUbOb+gay35HIAnrXHEua0Hn+E9/3hPAzlzExJGBtnAFYt+iNU8nRoQQgx2mAtiIM8XFsT36FLdzdgdQLkrW0FWHCCRgP0ltW0cdmAVQdYJhCAK2oCNNXAmaOgioG8Wu2zYBmNXDLzPDMdjhxy5qD1Rznb79suwR95aDvglrPHHbHR0Xf2DWfvvNVlnYouHoOrluGqQOpFdtpSoy3SEyoMDWDFGVy2x4dZjfNXJjjsqWlCpyMy7ZA0odOe3Vd/Zt7fM92/Jr/6knq4p97dUu9fodOOkiaKh0MQdjdXvLne8Oz6isPvPuPFR8+ZPnmB7n9Lub4mfPQRIy+Q1YhfrwmiBBeJ0RGDtGLVal9dbeCdCuedErwwDJ6SotUQbDbUMiPOMVcoyQqvU1bcMODjyGqzYVxvGNYrwuAJ0TaxKpb9WlrPeCwpQf/IEtkv0dLRv2QHzWFD7Rp4wVlVsjH2ER5SBGfO36dzgSds2e3O6Y9p/f2Xgi1LWuAyQ7KkNe55+nUfl0LTBHN0hjji1VG1Mk2RSqLiyRQqnoRHyKc50FtKrDgD+P3P+B2+zXrmqs/Zp1R7pbVScyFPGceMuAOhS2mf0hsO50Nb35Sa1QBWA1bzYc+037G7e8Pu9pb97S377cRhKhw5k4P6/O/r5DKD1TNbH8wsxivG1TPG9Zr1+jnDsGK9uWYVB4YQWF2tGcOZ4idNVaykQ6v1KdR0aO1HEikXaqvRCEOrK47WiUecXQWTXtdWf3ek5ol0mCjznnLccvflV6TjjnS4Z9ofqF12v2XGTDSjRd3DCvEGiNSv8HEgxBXx6gVhdY2/eo7Ugt8ciaHaMNOMRIdTj2DA3jvbd4NUGoq0Oqh2dLCeMIBVsHqqLqnte4bKgQ/G1nE0n6Y9PjRFGqkQ23OsFS48qgJ4i5lQ90hg9JFViMRodXHeu0YS7P3GGgXMKbmFHisHMgfyk3CLv80S8AqL/nfu04CRfN/3Lvp+V9eK5dcS9ql75kdp/kKFUJVpe8c4HVnt9vgqjFcbSjni+Ig4WhfqmiBrYZZKdRA0IEO0KjRVyzK3YD+NFihdi12xkeLOIjNOuyx7olYTC0rzkTQfmacDx/sdh+09u90d96rvvdn6j2WXB6767tR1vzvhvwOnZdpkXjy25D0tJQJ1AQTaLldKuxPFlcxcM74WwnHG5YLkQphmpBwhH9D9PTof0fmATPeQjzDvOXz5J/L+nry7pd6/hGkHx3s4bE2LvabWq0qY0j2yH6n3IzLdMd0+J+8+oaYDh+fPqcc9kjPrqytEi10YqUiRpshhIQJL5cspqGHfTZqakjdZTB8JMRPHFbnCsMpkn3Gloqnih6FtApEQvC2OJ27sgkPwyH5oTcsSkHWH+JKds2XmqqtKLnueLcHVMprf6YOOs37Qjw2ulnTEx5TL+uj+pbPXKUq/BLuMsWRFulaoazSa0iqvwuKwsnw9Ozc8BPAdLF/Gdzpb/6xweZ/tu0xVG48/U7z1/SvOCnhdiidwJQqVFpEt1foD9qzVdCQfD0z7HdN+y2G/Y5oqUzoHUPp8WuqGLWmBl77m/dQWY2QcV6zWa9arjYGr1YZ1HBhiZFyNDMGbw0Zt4KpYb8jWoLZ4beDKIylTakFKxntvUXRHC7UX0JlajSJYtKDpQE1H0n5HPmyZd3dsv/6CeXfguNsz740WWGsv5gcfPd4Lzjv8MCAhGMDyo9VUxZW5IjXjHdS4Mqnz1YCElY21PCBhaOIVAcGU02otSDWk5LRRqeScoQILGHfaaengqvlB0gQGgpzLJUzWuglYKK2XZjv0lHh7J3NY/Ztv9K3Toed1wbXaGprCopaZzJ5EIj3p0d8d0j7Du4cw8X75N0uH9v3Z4/rPfiX6N/FAqZVVSmSFcXuL1oSIMg7RBFuCp2SHiJKLQ0pBnKPUeuKf1t6agN4Xzsawo6kNtt2vq3n6nuUUy1SJFhPZyDMlTaTjgTRN1o9Vn05/yMsCVwqnEODIWQptCa76DsXisT6rl4UxYCvJMqDQQ4ozMCvUTC1b5nRv6hS7ryDt7fbxFvIeygF2t5bFSkdIOyizPeflX2DawnEL9Q3oAb6FDVoPFo3eA1//IXL17Dkfffopn/32v/D8xUf89ne/5V//t//KRy9e8NlvP8N9/DGyWRMk43RFqbEVlkWTqTyzUqnqqBKQgFH+VIhFGbRan42iuKZspVNtwCoQVwNhCIRgakyuUQyp3w6s5NF972p9WVpmvy7ZOp1upDWxbr8va5seKyZ2J8pxHrodjB1+5M/7OKtYFr/3jbhfr8c0paeyWD0FE7GeOMGDemEQT1VPxjG0Lh5ja63QM1d9PK041471zOel9UG69Hn7baa1UlKiJqtxKTLRZ4SPcy/MgXKuq9FSKVOipETa75n3O6bdlv2bV9y/ecXt3Svu9pVdsvndM1ePqbbLvmCXnK3/qU0E1psV19dXXF3fsFl9RBxWrNYbNsPIECJxFfDO4QRUbeUSLUh0Bq4o5Nxu14yfE6UWUm6EWwG8AWuqUvOE5oQWUx7TeYdOWw6v33C8v+Xw5jVf//kLkMvBQwAAIABJREFUDtvM7s62ea1n6p0LMK4hRggRhhW46JHgkTBAWEFYkcoM6YBX02qTmhiix4URqKizYCihUrNaYbc/VzVaO8tgDq0I+PM6UX1bvwVyPQfOOvg6ueZySoKdwJRg3+NU/yk0et87XbETCPTetd6YNBCorb+YMWlUCzUdqdOeUu6ZeP3eZR9+Xuu76o/xjTqJPPBjAKwOst5mb4B1LdzMBf/Vl6SrNbUcGJ1ATbjgWjPtFhjw3ijVPmDhh2pBfATUQJbzfZw0pU9RTEatIK6ikhFXqK4SNJGL+do67amHHWn3hnm/ZT5OpwzuU7DLAlfwTS+xj4TuiSy99Mch1D7el5X6KUEqMM+we2NZpdtXcHhjwOjuS8j3ULdQPgfdgx6h3lmhlSYo23a72O9d6SId6A0l/yFZgJI53N2SDnve/O0LrjYrvvz4Gbsv/y8+/fQT5n/9F+bf/RPXH32E/O63cP0cWV8Rb65aIaknuHP/gS4BK0CIAUWJRUk5E6Iyjmuci5RaCSP4EPEhsrraMEaLFvohWo8rb4X48qjxxdJJ/z60wNNX/x5/83PZxJmvrMFq90rmFKUr+vC8LIff8jzBT0uhWmamHid1l4/35/zSbQlauoPSa7S6YujAmejRl52eQeotIvt4+G4ThhgZJCACNRVczkgeWjF+RvHMCN5i4Seq7LC43QF5f+8P9sNM6BF8Z5F3kVZ4X071BCgmcNDqAsgV5hmdE+WwJW/vme9v2b9+xeHNHYc3E1NWjmrXqYPhHsd+W5b+A7B6aOP4jPXmBZub52xWz4hxxbhZsxpWRB+IQU55XlHfioMqgQhSECnMKVjvMk04bypkzgslz9gumVGdqZrQ40Q+binTjvs3byj715TdLfd/u+N4nzncZd58kZn2sN/aNo80ql1XUc/g1/aYlRcUHBWRgjAjeoBDotQ9c9nj0wGdnuPqDimJsHmGJ7VmqwU32Iqk6qgUhIIpcqlRqlpm6QSgGsOqZ7S03b/saXVa58IZSJ0AlzysoFiuQd9mgsPjGJxncJ7oPV6C9SjzDilnx1lalljzTNUtE3tuubxA0eWZw3aBkXMn1h/CFfp+dpI4L4XNds+zaaIC62nHpiTWz26I40iqM1Uyg67AKRGPqhUhBO8o3lG9w1XwRazVkFqvwOl4oKSZPB2ZjgfmlNntZ/bbHcfDgdevvmZ3f8d+u+Pzl7fc58yWH6qf+NPa5YGrJWBaejksfi7Dgo9BWFK7AnOFKRuYmo6w38P9X+H4Gu4+h8PfYL6F+8+h7FrW6SXn+GPvjl05C1U/3ia/p7usSs2JOSfmw550CNRpy2bw5O1rVnqAfGTaf0KMbaPXQlx5tIejNC/OU0+1Yl3iqzv1D/AhEIaIiuCKdcx2DVz5OOBjwIdgii2utXuTb07oZdbq8WX5pdrEuTNA4dxHqS95j2spyltu/1yR6mWU/LGIyK+NntS1cITzlhWAEWFAuPKOlThGcUbTa+pHpVaOVHYoW2xFWDZlfNv5ExFiCAxiMC0GT6megichROTk0FTOYI7FZ4OH2cf5O97vg727CZzaVxigOh/dMRXB7tMKpaIloXmmzBN5OpBa3dXxMDNNlVm/SQfs8/7xFvXh+n3ThnHNuNowjhvGcU2MI8NgAhfee7xr14vaGuPabe88ItUi3ihVvYGTxltVMlqT0flqbrVVc6P+vSHt79m9fEm6vyNt77n7fM+0NXdh9wrmIxyPLYPkLLjW22RpxFT/XLtPwavieu8WqUgWkGLUQ0A0MUdhGK6Aiqyiya6LICGiYs2DpfWqPKnvwcMIHZwEK3qUqK/t6hZPa89ZNjT/e8d3m43gk+6bCu70T+hcGgGkVmotUGaKHslMT8op/vmsg6se5nu3K/O+re9NO1VKKZRSiPf3pFqszMUXSl2jUvAeC8YHgIBWT62OLIJ3kAXMN7U1tZZMSTOH/Y48z8yHPYf9kWnO3B0yh8OBaTpyd3vLYW9A6808c1ALMj6lMXSZ4GoZYl96GfBNftkyXdA5GffAYQ/7W/jqj7B9A3cv4c3/gPIl8B/AF1gS9C8/zff6DpvnzMtXW8rtf+fl9cD9l//Ob/7Lf+XFZ7/leHjNZ//6v/Psk88QCnpzDXpFiQ51jiLulH5QZ7QkcYoEIYyB6oweKMFTaqVWwcWAeI9Ej8SAi946yUsXdn84qYUHGiHA+bT/ku0NBq4K8CxbhqOrTPZamX4eDovb0+KxHs3+uRyrPkV+zWZkWqudu8au4wa4wbOWyNXmiiGsiGFAnVBTIk8zdb/jqDP3TGwxkD1g5cxdFe6xicBmNTBkK3AoQ4BiCqBGF1MCteWvzgtwn2PL3+FMRe0qcx/se1qrAam5UF2iuGTKVg5qSi0CIagTtDYnORc0TWg6kg9bpu0d+7tbbt/ccndfuJse9onrc32pBvhTZqyfnglXN9dc3zxjtblms37GEAbiKuJ9NFlmCqqGmDweaTUb/qQAWFHnqJqoGsxVcIKSKAVqLSZUcbgjTzu2r1+yf/MVh7s3vPzrVxxfK9MbuP8S5j0c9zAlTkp6fd8bHCeVNAbLCPU2VpEmICE0Cf+MzFtqPlCmLSXtqfMtWg94EWL62BQEALearBZlwF5MxobcIkUKoh5BTlRAhQeBgD6+RB+BLvgGoNdvOd4lUGqEr0yppp6JqwSnpsCsYoCwausJltB0pKYtE7ccOX5Yu97JInCD7U69ivvv5RR/PNu142tg+vqO67s7Xtx/QZp+x/r6mvVHzyA9p642qF5T4oB3nqoVrcXEZuapNVw/Mh32zNPE4bjn/tUbjoc927tb7m7hkMzfOvLLqQG/PHAFZz5O11lerhLd2+ge4zJUeEx27G7h7jW8/gq++H9h+hLyn6D+N+wS3nEWp7wc21ZI+0T9z1t2u9/z6svPSdMdt6+/4sVvfkva3vH8k0+4/ugFlISLo/G8fTBJ9iJUJ1BN5tJ7j1clxGoBNalosGyW8wE/jLaZhdbvyrm2YMsDWuCSQtVZwD0b8kt3HDLwmrOMaa+/av0YHwhDPKbbfVAHuwzrIGhF13cS1kSu19dcjRturq8Z4kDwgeqEOifqPFPCwGqeiMc9V1q5JhOYuME2nc/5poy9IMS4yFzFQJ49WTxBpTdaeEBPdKe/Xb7OeXG+4UxLfMpaW0sTHjZ/7t/1cZ3g+1tf9FSjCp1GZQXWlWpNNLF+giaz3bKXuZBma2R5PBw47PYctspuNrC940zf7HTA+uBdP9h3WQwmxT6OK8a1BTh89CbTDAQxMq2grSGpcbK9FOtd5TDqURMDr9Vqh0VBUsanI3W6Zb79K9P9a27/+BfuX03sbhNv/qocb+F4B9PUqgeKyZx3O7ke1VSEQ4HRwTrAKsLVAHEwyqCLVq7cqXqFSpZEqQfIQj1E8v1LpGbm6BEVwmy1f1KAXKgMuEUYU4EqjpoteNp6HVuWqmenOAMtFpS/vq4sCWbuLce75kcsrj2TayRnB9GbAnNVpFQDVrWgZaLmA4l7JvIvqM7qx7TN4hjbfT9P5uptdgvsM2y3sE2vWcV71puXDGO0msMhUKuQq7A/wqRKagyB2hoDlyYMU0ohz4laMjlDyg8ZP78Uu0xwBd8Mqyx3qeVV6HyMSqMCJjjcwvYlvP4c7v4Dyl+A/wT+HdsOL9PdTQo1KaQJZWI67ojRFIQO+3uGEMnpSJ6P4D3D+oq42iDDaI1/caj3rQ9He1Exqp8Ty0yZepI3rrTzOO9x3p3kMp1Y5G/JDOzOj/XpeQiwfkmT4W2mmOMk2HfvgpW9fqdnhpYiEUuQ9UtbMJ6iLRfuc4zGEYP11jE6UjRwJYKKpzrfVEWFOldcyShw1aDaUjXvgQnE4AniQSEEq09IzuNL717/dpJff81lANroi+clcHrrXz5N6wDLcXYnzPwpA1QwVcXa/v9Bb9YcczAHuM9fVYvMC3LuYVSVWgu1mBR7mmfSNDFNR46zNXLt2ksTD1sxfLB3Nx8CIURCCPgQcTG0WiR7XNoFMzVcaf1IW4Ci9YJcNi11UqlSTO68HCHtybs3HN98zf7119z+5WvuXsHuDu6+MnHfaX9eIzrLoAOR5e2gLTgjsPKwCrBegCsJUJ2NraoG0pxWkmS0zjAfqMc7ihPKfkMJa6PUjVeIjAgBhhn1CakZNJ56CZ0OFvvPMnNFP18PgdOycTk8BFPLAM+7ufBKJlF0plaP1uGkYig921srmhO1zmSOJOqFeluXZiPnsG13yy9nNZkw/zQl0DQxysS4t4CCeBv3cwNK28N5Tfw122WCq0497bdXnD3UJWWQxX0zIJaS5vYlfPWf8MW/Af8P8GcMXF2+W1KwiGi+g/vtzP7uD3z+1y+5fnHNVy9f8clnv+OjTz/jX/7P/4Pnn37Ks08+ZVhd40JEQmwhNA/iSUXJpZJSopRMVUzhpfHYtWpbEFuHdVVYyKx2C1jGplOXukbOr4ly1jMH5mCfQWbf6JZR67z4+UGN7+e3Pl7vOTvxK5SEUNSRcbhqTbQtIhyaNzVAVDQWSoWsFoU9tONtm4eIsFoPjMUqyUsaoUzkFIgHR1ATtVjW6nXno9dgLR2l7vx0tcpeCXr5K9l3m3JW3ozY+mIy9Z6RZ61GzXFEmCjsSezZot/z26uYAyBOwIM6pVBxahF3Rc05V6tn1VLIaT71Wjns79hub7nb3nFblDu18dSLrH8pGcWf2uIwEMeBOEbEO1SErNVwsDa2BYBi0uqtR1XJFe8q3lttpGoGncmHO9Jxx7R7xf6rP7O//ZqXf/qffPXHr7n98sDn/w73b6xqoFO+l2qOypmhETlLC4zAxlvG6lmE52vYXMHVFQwb8KM5meoEFUcpFsVPBftJZko7dB+oNVOHgSIOKRMyjDgXERdMJCusUB1PgGUJrHDnrNXjdWKZBe5Bi+Xvvf72Mfha1np+lymViS2xVkLNjM7qtwkRcjllsGo6UnTPzO6U1f1g32UOI60vm770kXgZmSuw8TMBX8HZ6XkqTad+BrsscNVDmX1lWFafw7eHi3tPhWlvioBf/xl2vwf+G/C/sKTm03JHEphDd4D7OjPs7jim/8Hzj/7Ks49uuHv1BZ/90z/z6e/+mZsXnxLHNWG1IVxf48KA+JEkjlSVObUNqPHWnas410ODLUvVehS8TcyiO3f99HfGZs/q/FqsclaL6wIXS3D1OHPVQdYH+/mty9LcAwUlkAnHiZQ9hyIEf8SJ8cVrztScSHniUI5s84GDFnYU45/z7VE5EfDBEyRAVbsdHEN0hMloRX1JK5yzwMsIOXyzJqI/NvDTNKX+qS0AK4mMbuB6fYO6gSqRWT2zFo41s8/PySUx5ZmJTLYqEPSBfOxj4aFmzkFokp/OnHhEUalUPYc/aqOyqBZqyaR5YjoeOOy27LYHtvcTO9VTPcIvqUbgh1gft/XR7b/7d41BIeJsa6/aaqwAhSpG0RSUUqrVFNdKSUfUmehITQdUJ7TuKYc3zPevufvbX3n9l3/j/uUrvvi3O/7255n7N/D6Dg7TWYXzbSqOXQh7Wfc4YlmqzRrWa/t5tYarDcQ1hMFBDK1u2ZFSJVfwBVK1flJWF5UQnZB5ix4GimrLXA1oFYq/wjmjBha80VRxqI9dFgBtPnf/7G8Lxizpxkv6X7/dweO7qgXa5VBmDkyARxlSgJrQHHGlNuXNQtIdR46nwosPwcXvsq5X27NWj7sdfrCnapcFruDhSuAf/b70+/u+2bMvabZ+U7vXcPcXOP4B+J/AlzxFV+Sk05Fhlwt+X0jT57z5+iXX1yOUI4f7O6bdlo9/e8+4uWbcPGP14gV+XOPHK3KIFIRUrLGbikOkoKGeKhAAlk2DbSPjwbnu4Kov5BMWY+mNcp8agPghtWKJcyez7tJVHva8WtICP9hlWL9ee3qhesGniZQde6XVGwo5Gw2slMTMzIGZbXMUDljF5ndfVzGKk3gDV62hsPdiEshyZqct645OLN7F510ecHaKfknOSv9+JjriWLnIZr3GhRW4gVwjc61MpbCeM3NK7OuBe52YKagmlLlRBh1KadmtJVnXMlbSWk3gXcsw2CeonBteOpVTMXbOmXmemY5HDvsd+/2R3SGz07OIRc/g/9ptSS3rt99l/RPn7EBQbfCh6umcqp4bj9aqOGnddEqCan1ySjqi5YiWPWn3huPtS26/+Atf/+lP3H55z+f/C778G2x3D/uRLTtSLokx/XN3ddge1FhFWI/tWBnIWq8gjq6Bqw6ABEfGV8P0rgiuAlUp0vLo+YBOO6oI5XCHj1eIi9Rxh/NrcAPVDSgeJCDFEFUrDUT1oTv0NmD1+Pc+z/zi52Pa4HeZZZtnJhweYarBkJ4kfD0T5DMHZuaTpPeHffC7rIOrZW8r+LFWlSUQX+4tH+z92+WBq2VBy/JYPrbk0xwSHCd4+Qf46s/w8o9w/39D/Tfg9/xShk9ReLWFu11ieJk43P93Pv/jn/n4k4948U//wur6GatnL/jod//M5tlHXH/yW9bXz3BxhYwrKtYsI4knhID6YBFCtfiXakVV0CpW31DP5y0CH3OO1PaJGThTpJ4CfO0xoQ4I+zD6R61nw5f1V7+MUfbLt+5c3QFfsWXQHfF4Hg/n2hk91V+cHL13eH3nhKvnVwzJUfeZ4zGSjt56pNWJWRNHbC51cdMlsOpHa69zft32M/A05tq7Wj/HR2CUikphCA43BCQODIzEqvhSCStIpTDMG9YpkUphLpl5ztRacQjHBrUyicprKncAuCEQb9YgkeoCGiJVKjRA7Zw2Z1Qo80xOM/vtPW9ub7l99Zo//u1vvLwtvDwYLaZnrj7YuV9Sr8F1b3nOt43ZqkJRoVSFXFvfKE41wHVRK1elWMYRm5+oNQue7l6RDrfMu6/46j/+jdd/+5w//f73/On/q7x+BX99Azs9Z5y78mYPiPUAWQcc11jwUICPsIDIGOB6AzdX8OIGPn4GVzewfubxw4CPA4TRwJUqs8ykUkkZklRSESaUQqGUmTxtsQKyihyvkLgB8bh4g7gBcS3sUhXF4eMKFWP8+4VP1IHSwLkd6FLZty5ud3C1BF09i/62a/Y2M0XMI3smMjtWGlhraJk+A76ZiWObeR+yut9lvc6qg6rHEPf9ehW9wqa/U6e2fwC/P45dHrh6nKl6XOHdrXs9eYZ5B4evYfs53P0B6u+xLfBpurzflQ0qaopGr+4rcz6wu6u8uk2Mm5HVzZoXX7/k+sWnfPy7e1789neMV9cMVy8gDoiPRImUWPC1oNWUXGo1FZeKbWYOtUaa/fMIDMH2uJVCbGG+iE3O3gNo+6OelXezzl6+Flg5uNlADOA9bKJYrZkxf5gy7BPc7WCvlpX4R7ICH3oPPU3rzpTRVvSBIOmyy8P32nRE8DHixeGqEKIjBMF76LIay9dfEtqWxeWPxS36c5YqYL8UKxhdM2pmqDOpFnMQnce5YHLP3prIBq34YWTUQqmVlDPzlKmlohWGYlmuuRw4VM/cJqjzkbDa4CVYbYsPuEaHVhXLeKlSFeZWp7o/Htnudtxtt7y5q7yalNcYqPpQamD2eJtejtklxfXbrKpSSyXngmrGiaNIyyRjSEtOmauEuIxIMVEnnZF65Lj9kv2rv3H71z/yp9//gddf3PLF7yt/+xruDnCv52xVDwT22OzjwNgy09MDHKEJWKwDbCJcBft9dBCoBLSpgPbXs5YmVjfWShZUUIU5J9QpIgFNB2ONzDtk3uL8QJm3yLBB4oASWoGVR8crkGDCVdVqCLVCkVZPyHnN6EBxGbRZgqtvy269q9k6qWxbCCNTGNs6CpVKPQUgP+yPb7N+1pd0wGWHw747vD8Po7OP1pzBd7dfU2nHT2mXC67gm1TAB6Yt3Jwg7eHwCnZfwO5PwB94akNmiR+XVKHHDl53AO8OcDzM3DMTX98zrGG8crx5s+XZx59x3M1UKlfPP+a6BNx6gx8VF9bNEWkSmbVSi90uNCEL6bRBM+dgGGFsgkBjoyUEPQs7eMzp+DkW05PT6WAQ4YUIv/HwPMA/fSyMA4wRbtaOWiu5KlqU/RFu98rnM3yV4KDn2ql3+R4fNo6na0Zxef9ZIMHAVXAOVSFEbwDLC056TuwhuLK/e0itegyuur27stfTMcUCMyutrEtizgWnim9UPqeCrxD8YJTOWqkOqppTnv5/9t6zSbLsSNN7jrgiRMpSLQrdQAODAWZ2x0jjcj/s1zGjGX8p/8lQrHE5a8sZghCDllXVVZUyxBVH8YOfk3EzuxookdWoBsvbrkV2VmTElcf9dX/99cERfCT6RDUGau/pxoh3ljFnS7StqNoFlbKyUBgjg9OT9PL4qEgxkmLCxcjgA90wsOm2rLcbLtaRi5yA2fL+2X+RTYHKNKD/k3+TIiEGlPeQLFEl0MhwXp1EIj+Dq+RGjPYo7RjHHRWwv3zK+dOvefKH3/Plb59y9sRx8kd4zq7CWKpVW66PzXiRlUrcNXCVgdU8v7ZaVANtTFQxYmKUxB2QksJESVCmKMeXgiJF8CmiY0RhSNqIMMW4QY0btG1QboPyW5RvIe1ogdF7otLXwFVQEHOUXIiw00RRuQ7l9WbF6ubPL2vl87ckPIFIuPru8v2lSvi+KvIiKwTvFw0MLp7hdrVHC5SbSmYU+PbjipR/PPbugasXVade9B6FKD4Ma9icwKMvYfXfgH/mx0ScKY9Zy+6mL9QfD1e85ZsUtukCxhZUB+os8vTbr1kcnPL05ISLYcvh/Y948FPLwfE9ZtrSGCVDF9GgED67kpkuCRmiGXNVq5ipYX5HRAbJ1au4hnoA3b08v/5t2QHwd8BnH9XcOWp58MF9lrWmrQ3zZYNNIwaPNYissnOM48C2H1l3Hc8ORp5fJh4+hz+McJ5kttV7e2+vakor2v05TTDQe4ZuII4dfttglXrhvJkp7bBUTktgVyiCu4Dmr7PNOZLFRlJivloRlCHVFY1uwRi01di6IWmTqWJSCfAx4gdH9BGco3KBwQfqrWLYnLDJJ7RezNl7cJeFmYsqpNGQE0zBR0Y34oMTyXXvGV1gTIrOOTbDwCUCrH580khv10qyr1DSYEcRnL7n+2z0gTEE0Baloqg5Rk2yMreKpNAyTImQIIaI9g63PmfYntCtnvL4v/7vPP38OV/+6xlffB1ZDUL7Lc9K6Y972bEYW8QXJ2Tq0L6Fu3twZwnLBSwqaBRUEYwDQ0RHT/S9VKgCxG5L9JHgJJGXcsxsEDVBbUZU8qToUFUDdUOyChMOMGGB9g0mVoSkCdFCvRVQlSwql9yCgaB3lauyTtysdk+3F/VaTUVIXtUKaB25rj02HaT93l5kN9Np02rVTamSN7NCGz1GlI5rdglpgzwr79e027d3D1zB9fsMdqt3uec8MkTCd1nE4lwqVu4xImBx+491yWYVFaES9ExnGf2piseU0lPKstPPLJKvWoHR0Ec5xEK9c/zpIZUpR1/DGEmrnvToDN1+yaZzmPYQYxvQlmbp8ZXHmECKaSfxqnafl/J/V/tuQLcT6fEI1mfJ2gDJg/+BV9IZsljc2YO7reXX+wt+8uGCg/2W4zsHNEZhjaJuFDoqVDRoPM5EnNb0ymDR2GQICyCIPO+5hxSKqtz7Ree9vbopY9DKgE0oLc+P9JKE3Jfw3V6u4kpvutvyWpbDv+agxQEdibXfYHxL45yUyZVCqzKLTwQQRJUNjI45ky/ntUITUXgjM/uKaVtjZ/tUzUJogdrIIOGUCM6jxx7vHXoYGHzEhoRtG1Qlg6UHblf5bFo5KD6lUHeKb7g5sB2uB8E3K53TWU2FArfhh7tfyv36KoOUpUdJqpAhiRLgVeJUSyY/FRU616PSALGju3zK5bOvOXvyOZ//5jmnjzc8fRa5GKALu8Rjkcl/VWGF0rs0B5ZGeq3mjYhaGJ3ZJbn8nYik6Ek6XQkXpz6SfCR5iE58ZkyifhhVJFlHZItKEdolyvdo36Nij409Jg3YNECsIQ4ymDdYVKggWEmEJq74Xel7tpvH9H3CF29ihQVQqmclNnpv32c3V3r4/krCm1uNxEsL5H4u603pPyz1svd2u/YOgqvMOQvqetQxTTv5JOPU3Rq25zIwePtvkL4GTm51b8pi1CA355IdX7WAnjJM8mZmbFqaN+yKwKU02yA3eykQJyVBmKqg8zITuY7XVakKbe37LCToOk/XXdCnwOW6o5nfpZ2LRPtif6CqGhG1KNQFpIG4POsx9yVdmRZwpfNbUgDjpbFWZbn48Qfy4GVZOlDwCwV/f6x4cKfhZ5/c487RAfNZw3zeipNOEaNGUhDlNoJnTIk+RmkMrhQmKMIc8NAv4HwNIQhEL2D2vb23lzYlXecKI6VeJT0jSidUDvEKWCrLW7nHblax1OQ9JYnzOupbL2pZndrbc+uvZuXsrOKa2s9YOJG70ArQu0HnSRnQZRSzRhmQXg9FlTwxwmgE2BbTtsHOD7GLPbQRqpWtrdACncd0G7xz6LFn8AkfoZ7P0G1NquytKp8VQFWEl4sPsEgVvviGBddnFpWqQ/kMu1uy8WkHJDZIhe2EnY/6Ia/xq6yZV89AlLtcKVBaBgSTFDF5NB6SZxzWpNgTw4bV6dc8+/K3PPrtb/j9f9tycZG4XEtSbLyxvU5/XJFf30MqV/v7MG+FHmhVDo2zWnZKkWQiCZklmQLEHqKH5CCOGXBdVZsSwcgxpRQw8y3adQKuUodNHSZ12DgDVaNijw89yhvp1fJG/LNSVyW2OHm4C6UYvtt7dRNcvSjMfx0rrJqb1fj39iKbNn9MV/m385S25CQBEnuWoL/0xd2kkr6327F3D1z5IGUQY7jqwLx57wUvw/Yun4tK4NPfQPo/uG0y1xFSHfm5gYMWDhYi7ECS3qOhB+9lMvXgZLfL4FjPdcA1zU4W2oQBqkoOVRd+oBFFoCbPxxiDAK2Vlse8AAAgAElEQVQ+Qsp8oJeV+d482xCHZ3ze/IZ6NiMlxd7RfdrZApUUtrLYusLWOR2HlsKgD/iwc5Fag23BlixZyBRBLS1v3fDD9FvtA3eB//4ufHxk+cVHMx4cHrFcLti/e8DSaqyCFLakJFK9aewkdRg9aezQzmHGETOMmDGih0S1TcxGOIzwgRwWl8AjJPv73t7by5pSohbYeE20I+1sRmhqnFUoJVp2U7HTUmkoS11xuVO1wGl1/GWfseK+7yBOdQ9xsC27meweeW4vgVNEAugvnUyICCio/ch+v0KnuyhlUTrJGmkAo8gDI+TVGEgKoxPBCKXMG4OZzOyb7+1x/+OPqexcKlfWojTSgzk6VNtg3Aj9yFwpVFszhI69yxXz9Qjq7JrIz6tYqUItkOCmRa5HGRu6hwTyLXK9CriaWVlzqwoqLUt0VWf8rmVsV6nOuewvXIDtFi5HOBvha8QrPgY+593rr/Ah4nwgoQjRoZRBG6nKaKUwyYGSAcFufUK3fk63esqX//mf+Pq3Z3z+/2z5Yp3ow656UpIRpdr4qnYI3Ac+AT45ho+O4P4x7O3LvNwk2F7k1XOZLmm5LikIqKLPwGoQv30lzJsFKIKCOANaB+YZpmpQVlOPdzB+gw0zDDUxKWIyqGENIRFdIugaby1OC8pLtcw7R13voZqCKSa/v/nvt2nvR5C8rP3peu7uLn79qKpUX5fIPX3IDlxN2RAzuJpJ9t5uz949cBWjbMF8F9RfvcdDGGFYiZBF9wwJEW6nG0EhDu+DGh7W8PM57M8V+0uF1iJTHj30nYAr58G7PPQ3wZjE0XVefvbxBp1D5SqQkn4mpQVQpcwDURbw8hlVBOVAe+hzNetlG0VTSIz9wPnJMy7PzlkcHDN2PcF7cV5aT7Yc1iX13SxG2aeiPa7EwUQt+/O2B3UrxNl9PIOf7cE/fFjx4KjhowcLDuYzmrZhPjOiWJQSkUAKQZyyLmSFQNIBpbxs+KvbyyHObmFhv4IhwkGQoKT0vr239/YyplSec4VCGSPzrbLiWXmyimObDpyeZpfh+vM9fe/LuNpSJT8EHiBJiUNgaaUhf1FJpjsoEXFZBTjz8GSU/y/VD6Hp/fAZTQ+MYWQcNgTvMKZCWfKcc3Ulx71TVd2FiZqytubh6Nls1dAuD6jrBcqIWqAx6gpcVU2N946mdyilMaZm7LbMD57TLlfUlcK49EqR47SftkGuQwFY+wjYLT+3SrbjCmot26yCygigqoxgyLr4iwyuVA7qfaZm+wh9C5sRjnvYc3DmYH+U++IcWdd63o0g+Mq9574hlUT1UeXfpTSicRA6hs0pq+ffcP7t13zzhzOePOp4vk6s/XXK5jQ0fZ0q7yFwD3l2DltYtllxNgPcyHURCIVQBGMUdxOjAC8TMrsxCuhSkwc9UqpNkTiMxKEnjh2EARVGVBjRekTHEaUGCAMkTYqaMPR4V+G0gcpikpbcaPbJ5Zhv9lG9iBL43v4SdhP2vsjefNUt1deyzszY0Y7huk7hbYPs9/augatSlQpxJ0N3rTkhO7fohIvWncPmW9g+QdpQbyfvaoCPgV8t4JdH8PAeLBaaxcISQyCGiBvjFbgqJX+SUMpGD87BdiMVLZcX2asFNa9sykCqdj0ZXgtoURasy5UrwI5QjzCO+bPjy2cZ/Dhw8u1jTp49o10e0q3WuKNjmQujDEYZtNJoY9EoVCpjhKcNC0CTHV7mMSUDXkE3wja83YyoRQQr/v0x/A+fwcOHcxaLBXvLfYxpsdbS1JEUEqSI0tmTxYQxihQkkkwJmpQYYqIzErBYm893BamFrhVq5d1uR6t5FyTm39uPx6yx2ATBKLQRmpNWIYOr65WoUkFK7BbjwoIulibvexkrdKafAx8iweIxEiTOF7C/B8bKuhMCdL0MWH16CucBvgW+QoLwp/zwg0ADMLqBrQ+Mw5baWmxq0HldUkjlSqp9uW80JURoLqFJGVjt1jBTtzR7x8z399FaSHhNU5FixDtHGCTp5EdH0yzZzi8hwbPnK5ZnHYu5ptrEl87fFWC1RKh+c4QJscw/7yPBTvm51VKpOtiTQL6y0Oagvql34ySq7C90TsiZXEUJQdatECXRN47Q9/CTS7hcw9MTAQvfAP8VUdJ7J6pYCumfU+qqIwAf0CaSVMTFDpMGkluzufiGZ1/8hse//wO//ecVp33i1EsCoACpQnSZCjy8imngI6Rq9TMFd2awN5tQMJOwNqqUv0vtwmQ/+eKQgVTK1yRlsKXCrooV806HuSf2HXHYgO9QvkOHDpPmBCo0FbgtSUeijzgqRhp6ajBLTNRoDaqVA/Bcy4NeS9zcpAL+Ocrwe3tbNj3zb6f3yiDJnL28LbguNjMFV+8S0C5n48dOU3y3wBUJ3ACjA9XsVoBpGipGyeK4LVycwvgYIT/czqWYAwca/sMR/Owu/OQuLPehqS1t3ea5HIFgHY12hJDwE6mkmMSxOQ9NCy7/nHTOLoZMIcje12e1n6RgUAK+kgGbvYRWQA3awTLBuBZc+dJywAHYBp4+fkqwLQ8+/Yz53h7zdkbyXhpxkxUKHRKkhOiIcQJU8z6l3Lo09LBycD7Aoy1s32Lk9as5/HoP/uOnlp88WPDTD/c4Xs6w1qKrCmMqjLFUVYMiey2vUEGhokanlAUtNEE5jAoYAio4oTZ6cEo2G2WrY74PEBD7Hly9t5c1paCqFLWS4rsOI7HvGFYrNimyYadeViq+hRZYFLfguvraq7DxFQKo7gEP8+uegcN9aBbQzGD/AKpGqua2kTVp9PDRRii+Fx2cr2A7wNlGKh9dlP2+yPtfjqEIbEyrBFNFsrL/BUi+bFJI2v090W1QocKqGSY5CUpVkix+rhYkFyAEkg+E0ROcIzp3TfG0bhr29g+omhq0JekaU1kUIlyRakmcecDOWvb7Q5YHDdW85c6H9xkvnvF//uaPjF88/pOKgYX2vc+O/lcomYfsaJnTbPKslirVrIZ2JgCqrqBt5Oe2lVES1mZwlS90oQfq7D9K0H4FsGawaOXaH+7D8gwe9nDUw5cIcP4tPyxwvmkxS7ETRMwiRYjBEzXoFAjjKWP3nH71nC//r/+NP/7rCV/+fsXvtoku7oa537znYMdKeNmkRKGd/w3w0xo+XsDdA0lIVAqSFwBLEiBlMuBVIYcoPueGnRBrwpjHcPaZtumEzTJE2ARIDTBKNdIuesx8TRy3ELao2KHpMBhistjYEzKgU2pLSh7vHcnOiQF8lamB7KrhpTpVns1reerJ9h5YiRXgMR3s/nYssqu1Tu/YAnvLe96MuFnA1Ty/FqXA8g0dO+XAv4QVAZ/7SKz1EcKqqHKxYT3CyktC6AShrv+Y7B0DV+TVKad+Qr7sivz/UcpEZcXarsFfcJsCuQtkgb3fwGEjMy1qkznvSmG0FlpAJfTAECJWpxsBkDSwJ0T0wVoBTU4LvS+qXK3K4w0S8juTDzepHXWQrEwkgzQlg2a+s9d/xiJ0FxesZs+5ODtns9nQ95KpjbEMz4yyEKcsy552LrfQNoLK4DGJk1g7OH/5ZO4rmQE+bOGXdyz/cK/is48a7h/POT6cs1e3KKNJWmOsxeiKuqquVKUSCVRChYSKShaTNF2q0pXHSZmykaS/+CpNb9nNTX9v7+1VzCjQRBIRwkhwHWO/oYuJDnFqRc1sKoI6zTK/TsBbAvsivDNHBp3WVubU1XXu8cyBmG0V9cxQK02bFLO5YhwTyy5xtICxT6w3kfMh0gWhX515CQwvnSRVhni9f6yEBDfzYmWmWBni+uc4BgLEEs4N1G4kxSDCASkQo85rliKGRAzCiVMhCEAKeajwZA0zxlDXDdpWoGXGkNY6KwYqqGq0jVIXU5qqqTGVBNHWWH76s5/y9fNTvnz8mMvxxd5GIetW6aMqr6WRvMyZaaabgsbINWoqea1svmYZZDUZaFmrqOocGiUhmIoAhGypVEJSwpiE1bJPNle4QpDPGzLqqKMELJf85Qa+ppTkukaEkh4T0Y8EJUOD3eac9eljVidPePz5Cd8+2fD0PHKZ/U5gNynoZi/R9H78c8dWqoz3kCrvoYH5PAPbOjMcCnMe+cAUJj4/CbiKTsCVH3dbSbCOXhKvQ05mpNwuoHuIoyO6XhBZdLIph0oOlamROhk0Bh1GVExE54lDD0YRB0ucKemqyLHDNCa5mZxJN17/2q08mxXQWI3VGqM1iogiEWPCpoRKiY3fiaG8nT6kaT/VTUL4dI/fDPaU6vlUkboAyEJtfeVY8g2sfH8LzLWIw+w38HELR1bxk7piXmsBVypy2SdWQ+TeGPh6C19tpQ/+XaAzv4y9e7FjSfdoL+gjZDL2OErpJwzQrWB7AasTcN8irdi3s0zcR1To7reS8bVJqkai+BWxlTRDJ6UxyhJixHtPKNRAQCWPUeLpjM6ZxLDLOHoyuKrAxAym8vuUEt60nvRpGbXbcg/rK1v37RPoBx599oSjew9YHB0xDB31rM2BSiImUHn2S7zRvB2QrJ2LsPVwMcDpINnPt2GNgf/pPvyPv1zy739+wNFixnJm2JsbrJrJiTAJY2ZoU1HZGudzxU0r/CDBrYpIoOW9DBx1Hjc6oVgOgtHHHsZONjeIX3tRJvS9vbc/ZwqwMWBCIPmB5Dtcd8lmdcJ5ilezki75rpN4U0KIRbLvhQJSI0GhqYX2WuWAXVVApVGVxbRzjK3QtkIhQ7ZD8LkKEvDjiBt63Ojp1onVZR5ZcAabrVS6yjyhEalmFQrjtFpVKl0rJAtZ3vd9FhAQ0HVrbNVQuxFVeWLSeC9yHyGB85E0elKIqBQZncM5l9eCKbiyVE0LVSNKdBNTykBtdoJDzQyA5fE99vbucO/oHptHf+TJs2949OVvePxckkw3TSOBwyEiTDG/cS3q/LsCrOYaZgaWNbS1yHzPql3lap4rV00N85miqgx1XZMQQX935VRAWyNgMkVsDKQQiXVCGwFms5kAhYOt3AfLU7g3yD7/K0IF/Us0tKcUMggupbdACFtU8CTXsXr2Fd9+/i88/+orfvPP5zzZJJ7568yNUuUtIKtUbKYVnGlf401T7IDVTxFRo+Ma5kcwW8i5q1oJR0rnAsgXxEz9S7la6J2EKf1GKlXOQb8VYaohwKaT3umNl7jCeKHzue1A1SnS2JFcD35AqR6FRSuLTQNRid6oiR3aDdBHnGoIwePtEWqW0EYRqt1xvahqdXXuJ8f/1169Msizdwx8tNewqCsWdUujHCp5XO+IweF95Pll4jlCiz7hbQDQ7+MivAhgvb4pdqqkRTCnjCsO7BISP5QdI+viQ+CzRubG/eRD+PAh7B8a7tw7xJgapTQ6DnSbkW47cvJsw29/D//3H+B/QZ79H4O9e+DKkCWMS2dC5jzEUTbfw7gRftywhrDmNk63Qm6+uwoe5GwvyOKYPMTGkULAO4NGYTLEUSkJ8DFQZnYEK/0AdW7M1SHzs3OlpGQbUXkIIEIV1HlHlBEgVR49rTLPO4v6vS4/dhwHvvji9xzdP2I+b3n48Ye0laW1mtSWnqpI8D0x7FxtVNJfpfLrEGC1gdXqNXfkz9gvF/A3B4Z//E+f8tnHhzy8v8csjlQm0piI1nLyUlKY1krzenDorBAY/YgOIyk4TPKE5AjBicPyDuWjYPc8ECb2EDsIG8lGwq4KUL2dQ3xvf8Wm81BRwojfrhm6Fdt+xSpFLhGa6dvIvhkkSCwUkJmSwLzOQbqtQNscTE1pZUajq4qmFZJI8CKFnVIiBRnSE0Nk7Hu6zcjYezbrjm4rfT39AP2421zOzG/dJKhEqlYVsq4VlcLv64uRaldi6C5p64rgDrB+lmXXk6jKJZVhhgQqKUWhmYWIDzcSRNrseFOvYHaxZK4Vn/zNr/nFF1/y7bNTnvyv/8qpC1fDN6djNqaSx2W2TBkQXwKcBphpEReZVzBrcsVKZwGLwk4okXGAFBJRB0JwpCQy9LJGi6KFzjOhSFBV4kBikESZzxWs0Eol7mAhuUpjRFnQ533+f7/nWrxNU0pdjfhQJKGn9x19t8Jtzjn5/Hd89S+P+ObLM367kqpCf2M/y7NUVBnLVoJLzY7CehPQ18g1+SXwM+Bvgc+O4fAADucCREvFqnypVgKwUuSq15qEqAJmBkQaZQtDVgwMk5Amy7OXP3UduC7h+kAYO6LrSWEAPaCo0KoipUESfjGhkiWNCr/19K5Gjx5rW9p5Q1KGsXqx3yqg8yZ18l0HV+XZKkkKozTWNlT1HG0rglUY06JNg2qsBOfKYK3BVoqm0hwulixqw0GTWFY1FQkdBpIbiH5k3KwYth1931OZE+w2UA3xKnF0u6JWJY1zc1OTf0uT373+t5QxP2XtKc+DY7cWlYTEbVmpkrUIoDrIrz8/hnv78PE9+PDOjMP9lg8e7LN3Z49m3lDtLQAt8+OCo++2DF3P8b2B+f4ZR3fPePxf4HcOfneL+/u27N0DV4oJuMqPftKZ0JzJzH6QEoPrZQW7hZybJnNTcyaxqJMr8m7ERIqBGLiaCTV1DKJglSVktZKAxSQMu3G8Jk4qUvm5mfLnjaGMybnquUIptE8CqrIy1Ota9J71yVPOn33L6dERm9WKxXzGbDbDVHVWPYoEH65lfVOacM2jBE6bUbJvt2nFGX681Pzt/ZpPPj7i/t09DvZnmBEMATuZgZKiQinZsRgjKXjZvGShUvSo6IXDH1zegtA5Ch0w7KgcYZRM5LR3ZMpbf2/v7c9bwqiEJqCCJ4wD3o2M0V/Nq3tb6pOa3eykqwx+oY3diKAUCq0USuusamixuSqCESVRUiLFCq0UKUWqxmLrATeM1LPAbBsZ+ki/ifQ9dJ1UspwTIR+D9JGauKv0DAjoiOyUCF9UwSqCBD44vB+Jrif6UaoE2UekpHKAG/OWctVdtmvS6flYX/mc2grbzji6/4D7H33Mxw8f8tHB5+h1R+o9Lp/rQnmZTX4umeHyOt0sQvG+mpmU19fyekVZzuuUjO1LpBgpMvQ736Fywkn+2BhBzVp5jInyuVGAVVNLRWxvLu++52Cd18Mv+eFn+13dl0qOKqZACgO+X9Ovzrl4+pTTp2tOnjsu3PcP0S4h6c1zDHI9CkVwemyl0riPVK3uKbhr4HAh56eupa9Kl1Epare/RcQqFeGKeGML8p6Ypdlj3L0/5e4Gledg+dyfFVwi+JEYZEvakRhBCVVQoVFJoeKQ/9YT45aIwXUdureo2ohCYenFe8G5+j6q4LtmJWmxZzQzrTmwlsZYKlPRtkua2R6mbkm1xTYLbD1HtzVaW7Q2VHVFbRVNDUfLPdoK5lXERsA7wrDC9T1hHBiNwmSqcLe9YD5G+kHunVcRE3p5my7I6sZ2O5C3UCGnLQ5lJFBJCr2OUuAUpE8FUsrnlZ7SBfBhBccG7hv4+R24c6T54CPLnbsz9vbm3L23T7t/iGkb1KyVxT2DK1NZqrrGqIHRDYSw4W9+N7Jew+fjuy8d/+6BK5MEXJE9cmn48RlUDVvptdquoC8jA9889DXIAntnKc2/B61I4ForCU+RVBbkY7RGG6lf5dCeFDQRhSZhEkQV0QmMiaiYRPgi0/pUPqyY/WHhzDcmF+kskDQ+KbwyeRWO2PwUvK7zS25k/OLf+GaxIPjATz79FGUrVDujNRqdswbDxhGG3bekJJzxgGSmL1fwdIRnt4w4DKJo9Q+fLPhPv97n4Qf7HM0qFhairiRbrRM44WIok/BuFI0Tn3DDQPSe6AZiGHIvhiOOPdH1uLHHOzmWq81J5n0YYBh3POvixAvd5Hbusvf2124KaFRCJ48PA6HbMIwjW6Ri9TZHFpR+n6tMZMqJAyP3uh7z72egMRhVY02LsS22maHNjKgUyiaKVKv0JIiKqK5bUuUwzmPnS5r5Ftf3bNo11VbEMUwn31V7iCswgwSWYxYDKMNxQZ6xFd+tRORdF2ogkdH1jOsLMDXJtATdonVFROOjIvkovToJXAy4EAg+kF7E3XsN08Zy96ef8tmvf0W3PmM4/Yqv//CEr/7wnPO8KFTI+mDZUf9K9aAEHuW6KCYBuJYcIVbomm6AZGXTWfJNK7C+MB4C2hiU1hhbY6xBG03VzIW6npOSKQZSEAql0Uk+r8v7dCAVsuVMhE3mZ3DcCTXwMbc9LfJPmwRmCa3KPo9Ev2W4fM762Td8/dt/46vHiUeX3y80cLNiVbaS+4edImfpD75iqiACMB8DH9fw0RL2j6BdgJ1DneMAM1ECKBUrj9AAywdGLSyPmJOQLkjldgwCbAPXW8dj/tu4gXoDehNx/QbXrTHNAhdbooEUFMmsSdqhaIQJM4IaHVFZog90xhLnDVHXzBegG6lSF2BQEoRlfl5gFyTDu+nblsh1+WQ5Z7GYszw+Yr5/TNsuWe4dsTg4oJnPqWd7tHv7VPMlTbsAY1DG0DStsAiSwyRH9ANjv2ZYrxi7Latz0MbgrSaEHus9Njps2zLbBpY2cOTlvrnddbvAmZudb7dbuSrJtmbyWgL+ssLfVI18GSuiPEfsqvItuz7fIzJ7QsHHd2G5FFG4Bw9hsdewd3hMu1zQzBrUcp/RWDRaxg7lCoImYOoZFTXBX3JwfEjSmv/wq0cMXwf+8KWsV+/ymJx3D1ypJOUdU2ruxUq9PU/miwN/mkn9aqbJqk5GeO8mC07ECjCgrEZXViTLtcYoTcipqBgTIXpiTKJO5CMhikhE+XCTFMYmWfTTLnD3abcDRfUJwBBBaZRWeC0Ld6OuS2m+rp0/+oYYPJ//3a+oZjXtrMa0lsoYLApdBZTZndeQhCcevNBIzs+hd7ef4Vw08I+/VPx3f3efT3/xIbNli9YJnwJaK5Q2koI1u/OekiBVoyEagyKhk8UhgDSmKAqMZZiYidJIl9MuSXOl1qhySqeU00tJfUFu+7vl431vf32mlGLWWOgULkb8ZkXvetYIFe5tgatCQSvg6qrfIqt8TtP52oKpDLauMVWFrSqMMRhrpZpFQqudmHMZ0aBSjVWaUFmchUopnDZZFEcqxWhJWOgRhhyYjCPYkEV5kGcqIA65xKY3h3Xn9BoD0HvH2K1QzQJlE8FA1JGoND6Zq8pODBHvAyEEXPCEdDsho1IKbEWzXHJw5w4f3P+A8XLD5vw56lRAkmWn9liuw83q1VV2NyfZtM2Kc5myaWuoZzmhZ0Vt1mZBi7rJ77EGbSxK6yxcIDMKhe6pUUqLAiwqD6CVczONpg358xtYRjjoZV7hR4OA3R8eXCl0BO8cvu8YLs5YPf+G08eP+eqLxLcb2afv8/QFQJQ+vxKewo7eXbO7p8p1uIsE7w8RpbI7Bha1ANtghbJfmJllWHNKEoaUqlSYKNI4nxWBy+zL/O+l9+sqV5x/DiWHnHuzvIPghcIegyO4gZRELTC5jqgiiUCKiuQgDY6IxdtINDVpfQkVjH5BXalrIfwUWN0EV7dJCbstuwscV4oPF4aP7t9huX/A3r27zBaHNO2C5eFdFvsH1LM59XxBNVtimzm2nkuArqGuZygVIDmUE2Eha8HEiNUKUsDXFjdUGCWjHJSC2XbLduuwwyg9cW/tKMvdoG78P9zGt2pkHSpD5BfsYFupapV74WVWypK8+yh/3kH+/wKu9o3MCj1ewGIOyzl8cAdmC8Nsv+LgeEkzn9Eu96jnDVVdYW2NrhuUMajCUkMRc7ivItJzaA2zRnN8YHhwGvkJiRPeg6tXM5V2G3Fyj+X26CtSs5/woCeE6Ne0QgtstKgroSal87xaC4Vml01ISTjtKUpPQghJZo0ECfxjTLnKmSezFIoOE/pHXnCnP6d8+DpTJawSXY9KZWGLNzziYXXJpYLH33zD8Z1jDo8OmB8fouoabYxUDvXu00vlyg3SY7HeZkn51/z+F1kNHFaKv/+05ZOPDrh755jaJlRyxBQw2uT7QpNUkL6DBCnTLpXSKKPQaEiGkIw0S+chydEYtLXo6NExXAWbpWqoyjUO1/NHhZrwLjqgd8XK+TKTn6euId34+fu2vwZTQG1y4JsiyYkqZxF8eFvOoGQTi7Ruae/w6bq4xG7LOlmq9OxItlflKFKrXZo+dzhKj1Om16UUpWIUItpUGBswVub/JGSkgckqdYVePaWTlORF9WfOiQd8DPixx44dJEWMBqUTURmisoSgRVAgJEIIuefq9ipXYoqqrpnPF+zv77O3P2O5VPhVkuA7Sd6mBCAlSzyl3lx7NjQ7f2C4Uo81VaaiZcZE6ZUTeprQzZUREEWKV/4ipJRZESpL1Cd8rubFyQNW+uyskWs1qyWp1Tk4HuQeenNv+ipnVe4tlZLQuceecbNme37K6uyMswtYpT89k2vSmvbCgdzlfiv/VgB+abC/Q55BZqQdALNjJ5XPngpXUGjl5f/zG0PMID+TbsprmnxGnHzm1d9nQBZ8EgVf7wVgaUdEqIHJD0Sd/V2wOQQaSakiJkUYNuh+gxlqvF9czdZKKlfTbpynAq5ehxb2tk2Rg3er2Z9X7O8v2Ts4YP/4iNlsn3q2YHF4wGL/kLqdU83mmHqBqVp0PbsaIG7rFrlY0oflVZIkUD2gUiJGj8djtMKNI1XX4cYRY+usRvy2noMfxuOVxEIR0Jn6hpLUKgyBlwVXZaTEIQKuripXCg4qaak53pdK1XIf7hwb2kVNu9cy3zugahqq+RzbVNjKYkxuBNY611JUpnurKwotaLTSGKOZtYq9SnFEeufFxt49cDXNssYCsEqokEUtUhZhrQ24GmLDm45ENMgiO0uZnz7uvtYuQauIVqNUo1LCxYRzUq1KKMKYCEHoAD4PdHRBQFEioYwo7fmQM2I5c+VGeU1KHOyV07XiAJWK+CQOvKlk2GT7RkcKBM+wWvFf/umfCG7Eew92zsHRIfsHS5EzngQmwUO3hm0Plxt4vr79DPwvgL9rGv7jv/s1P7t/l7t1xdhvhG+uHcrrAEkAACAASURBVEpXEDVJaXyWwA9emroVispU2FrKUDoq1JAIXgvFxhvwDm8Mbuww/YAbAy4gik01mAZUvo1SvL7YvFlx/q/fisT0PtcHFZb+wJBvpULLKVuZ8VR+fp2hn++aKQpgCKg4gndCd+I26+zftX3E2ZX+klIJ8j10WRrKejAOOgPzODKPicN5xbyq0dRUtQwTt7re9QDldUClRFIypCfFQNART2CMgcFrXFBSQfC7Zn+XldOiug4syvJeBGNexJ3X7KhdPniG4GF9BnYgWo+yNUlbvGrwXhODwicYR49zogwab+tspwT9lkbB3nzGwf6cw/0Zx3sNjRsIQyKNMKyEdDFTkyGzTKiA5CpLBmIuSNLK5NlVWolv0CZXtIrKYwPGaExu+AkhkQiM3hPxAgRGJ+8xWgLHIAG6DxLdl8qL0vK5rRKlOkwW4k3wYCX3UcUPV6VXMUjJJgV8d8m4OmNz8i1nXz3h5OtnPE8v52uKKmWZHFSy8+V+K5TNMqZgiagCPkSqV0eVgEw724070SonFoMoyhanoPOzoZH3lgSszmCqrHuFEVGSpzHtaIEJeTZShJRVa/su0fdbbL+BboOPM5kvGRRJrwnK4aklcTtCciMpKqJzEovMGqJJdBd3hMmhQNWyJih28/QiO1BVAtR3jRZ4DNwxFXvzfarFPs3eHvuHh7SLI6p2TnuwpF7sUzVzTN2CneNNg1FW5OqTwTstgXpI2Lz6ah2wDaBroo4QFCFWRLPGqwoXK3qv2DrFZhQq9+0/Cy8i4v2plOTr2bRqW3xygXVCuRY/seXlkn4VAqqOEF9zSKY/K5i1sNyDxQL2Hsig+r09xcEHd2nnc2bLOU17iLYVpjJoU6OtgcoSlCFGSfZFcq+sF52FFAMhRkLSxFijTKLRiX3e/YT3uweuVJCt0ABVuRVyN4z2QutqFCwbWC9hWHJb8+a9g76DTQJdyeKkNKRG+g90lLkIKiZSSFcpKJWyAy0ZrpzdinkxRUmrUBYLusoWeL/LbmUm4JWwBSSUEoRulWDJVu8Wyzey4PFPv+Xxv/0bWEuzPOTe/buM22OMVXTbze6tUTKb3QDbUagjt52B//SzOX//00M+/Phj9pYzbG3oQ0cKihBAa4WEFB68zBhLSeiXKiXpGk5ybXSWx48hYJQEjArAeKKxaONQBJHSzT1Yg8tqZ1HupB5ZeMrPP2ST94/FFkhCYq+BWkOT5FUhARs5ONFhF2DYHHgWDvjA7sktQOvHbIkk1aqhI/RbYrchufEKdN12tm3K0PfsZNELeGkSNA42l3lOnoHZBhbLwHwvsTEX7PWRg1FxWO9T1TW11eir0n0Z7hqJwTH0jnF0bLotw6Zj7HouVx1j7xmzzpDP8XKhRsUXVLnL+lVAVKFtFSvUxpxSYwu4fovSXrZqRlIVXo0Eb4hR45Vi9B4XPAO9rBW3dqKV9J5N9tsYEYgo5Anr5F5vkrgpkqz5JTVYqgYjMh9s8DKceRGgHmVDCV2vzXPJlBZ3p2KUnl4l+ogxwejiVWUqZE6T0pIUjDFX8XLzqEoZdMTdkPsQxcXmw7uay3UAPOc2wrs/b1pJn3IKI24rIhbrk2ecPek5eSa+5mUa10uwWIBYec6mFMECJoqS2R55dIGSHivT5PstZ8yVl1hA5ZJryuexgKrsoq98f5lNaZRUawv9U5GvUYCxKGim3NebJMEniYiEd4HgRMQl2BFUhYoOkqM8NSpV0gMZR1SUbr8QIW1XULX0m4G6raisgfp6QqOE8CXILjTJdy2pVdazMSZciDJA2dZUTUvdtti6paprETyoW6KVxjiN9GYrpYle2gYiGoJCRY1CxC60tqAaYupwIbLaes5WPauLDc/ON5x2jovwNsHVi+rZuxVGYZDOo9eP9IrPKSwBw24dKgnNfvK7l/m8si5DjmFzawUlVm5lWP38oGHvcMbi6ChTN2foeoHSlqQEVCWl8CkxjgEf8xiNmAgpYl2mmccgM+AGjw8RXTVYAy3je3D1SqbI5aJM/8t9M/K7LDOgvHBOKoTT0BVdktuZSDB6qdAoL+BK15IB8l4clrVRRCuQStW0wnv1GBTKQOZc+yCOzCHOtk+5VK/k+66KREaylslOdD0yF1gjGYJaCa5840NNibi64OTRN4zacO+Dh0Q3oKNnNm8YtrsuiJgkEBhG6bXacHtgQwOtgU9+suAXvzzk+N5dZgY0gaAVyUu6z2jpYfMpol3KwycDfvSkFNFJCbhKYBChC2IQKg3cmG2jSSFz48fdcfX+xcCqdPe9N7HiGpbABwqWWVmTJNXX0qNXMrqhlGzULtNbgj3FbubGXwWATUkEVcaeOPTEsYPgrrKIbwNclUx9mSc1/bcqSXB+2e3mANUdLIbEYgiM9ZbDHrw32GXFLIJurPQ4JgRUeU/0ATf0bDcj/TByvuoYup6xH1ivhyvFMz/pRxl9rt5P6FE3rVAFi0Q7+bUoUZWVfwCcH9B4CTl8IOkKrzzRW5l/pQxj9PjkGRgJ37mjpnvwqkFLusqWpSg3tFGZRpYDbF2L36izywrZDxQ3UaorV9cmyjZ6qLIIiDLQOvld2wjoqeqcpEgJQxQaWIKhj/j8PS7GK/qXmVZI/A4QVPkZ9QX05uRfyv/eaFhEAR1vZ77Pd03Ah0j++37LsFmxOT/l4sxxfvHdXrzvsxIwjuzup2llhsn/FzBfBju3SDUvZnaJdlJBDFrAUKFSptylYFX20Tl5pJjQAzNiuUqshlyhDOJD+yCV5CINT5IKYrjagszN9I7gHVo5lHYyEuGq8atCxSTDheMoa06C0G9I9ZyhG3CDwbfmWgXvJrCaAqx3DVxJAiKy9YFt39P0I4PzNCFiYiJM+q2VUhitSVphchCVlJYhyzERQxJKUQwkH/GjZxw9Xe9Zb3vWqy0n5xtOztdcXK55ut5yMXguo9x/t+/7C+Qv2w5Y6aufRR7tTa7NFFSX9bRc79dljBRaYUl66XwolZLP9GTWVWtpFjOa+ZJqNsPOZ+hqdrUnymphgDlPP4wMo2Oz3TIESZhXwaHyQ6VCRAUn11BbrPY/ihE57xa4SuSST+6IThlcEaR2nkZ51VGu5mIGqyOk/fEr3mSJSMjN8nwjPUXTG9EqGfI4b6GqA7MG9hfyu8oKxlP5TKrCx87K8UMHXQ+nG6n6bEe4TDvec8yUDYs0MFdWhj0WlaJmHq6qXBZRFJxVUI27/XsT6775mvHZM/7FNlz8/DO268/44O4dNheTIVbZc/lBKjyb7/20V7c7LfzPD+Eff/UB/+5vf8LR0RLlB0IfWG16Qp75cbnuCTHhQ8S7keQl6NtuLgjDSOhG6kpTaZhpjdYyUHHRVNgsjd2tN/R9pO8S56cizPHsBJ48h0sPp8i2RsZSnyLHur7F4/2xWwlKPgGWGvZqEfBcJzhNu2zYtAG9qBZVwDLtFvqiwjhyu4D9L2opoYYtauhIY48JjioGGRqLOOvbHA9XHGhgl4UsGqqlSl5oQOUaxBH2z+DgDD78Bj442PLJ/Q6VNhwe7KP37tPMLTFF+k3H6nLDZtvx5PlTnj+Bi3N4fCrJpRATgUnip5IxElbJkG4XZM7VkPepAIyyX4ndvTC10g9S1uGO0pAfUGzBDyQsjhmRmoghUuEIeDyOjnStclVCydfJBEdwG5LbEP0G352D77AmCashJ8SqKjMPSrUuTcQM2J0Dz/WEzQIJsI2HD7o8fFjB+r4o1967LxUyY6GqI2Mv6qZnF7tBzt2QVemiiFWUo6zzDK2Zhdbm/rdpcs5m+WQt86+Oezh28MVrnKXXshhIfsT1W/r1GZuz5zz75hGPtomnr+jOS9BYaIAFWJWr/iJVQQdcJBgvQK8loVqSnLaS66gza8REubfnsxwL5IHP5VxvhwxcR3h6DutO5kGekAPZJAPEiyJtqSa0UQB1NUA3BMx2IFVbYlyjq4CpPNASdU2kIqpEcsjMxqBQsSKGEbdp8FqzPn9GPXuAaaqrNcDk16mARTkvBfi/K5aAPwKPtyPLr0754uszloslD774hrt37zPbWzK/c8DH9z7h6OCI43t7NO0dqvoAtWhJStJIbtsRXIcft4T1SD+sWG2fcfboGZcX53z19EtOHj3j/PKSP55+y0Vy9CkSYnyLvcDlLpzejQJ/FBpzVb3SKOHXvPY+lHW1fMMUXE8B1st+fkB8y/P8apB41wQ4HGF+KYlWayClEaNWzPYCyxpmRtO0C7SRRWjYDIzjwGaz4ZsnTzg/v+Dxo+f0oyPESGUNdd1SVzX7e5bWGmqlGPuBFDyNzeyAd9jeLXClyJ3B7FaBVG6FogmU04IqZY9eCRIZW95kSkdEsr5D3oVp87dPYEdooiyA8w6OtnBgZC7WQSOT3G12VGPOPG42cNnDaoBvRlgF2c7YOVyDZJdbYH+E1sMySAArpXB2inaIc6yNOODELfQ+pUR0jrNHj5nNWhbLGa1JbLfr6VuueiniLd7Qc+BuY/n1p3t8+OCIg8M9FBE/9oz9Bu8dMc+uMtHKraHI82wCwY2Mmw7XjbhNwFdKnGClsBYqq8QjFkrhGBn7xHYDZ2dwegknK7gMOyW36aDJcguWqsq7lt37oa1CKEP3gOMmC30EGBNskwyFLRnZ6W1SgugirFCGQk6pO2/Hkf3wpkjo4FDRoZPHami1YoGcu1KF2fDmiZFCcVrm12lzegmYpnS0Qp1KyJq2RcBPvwH3LHH4dce4Udj7WfMuJYb1ls3ZJZergZNHkcenkih6VD6IHeAmCyVc7cPNij7Xs+XlGBI7cFUCgAKupn+TmXY5exqJGURFAtJVEQiE/P83JyK9JriKnhQGhvWafnXJcHlBGDtUdNRaEardscZadtIgVY8CtKbVg2n/ZskAT4U+LtOO4TBbCViqLRzsC13Q6swQy8PP3VYSeNtBqIYuZYBruZrRJKBM/larCVMCdoNwyUOM1V8gKMjKDn7sGbqezaUMC97++b/8jhUAUfqLCnjPzPyrqlXpE9Xk5yKDKBUkARoRv+tzZarRUCdJIBxsYZzvqJs6Cx9sykiPHp5sYeUEuBVw5dg99ynvQznXgwc7QLcFMx9J9RalZwLUowKzJWlPVBVeaYKDFAIinSniMviBNA74sSe4IMLKkSLAdq3fZirJ/S6uvSWScymxTYm673j29Fvm67XQAWcNP1l+yd3lPg8//YjDvQcsl3dY3jvGVDO0admsN4z9lr6/5OzxGZerM56dfcOj59+y6tacrC/oVhv6YeDcD/TEH0h9Lr3gZ3ktdavy8+vazXW0hNQ3AdbL+qCiRrvHTiGw0LYLUOuSPD/rFazOA/N6YLl8imagrhONmaPqiqQtadwSth3D+TndySmb0xVnXw8MKRB1YjaLhLmCWUSzJ60fKoEy2MrTzkDdhhN9i/ZugSuYeBq1W4VSWRJKP1bM1SugyZqybrarcr2GJWThK1nVkgUO+fcqSjGtQkDBMRJkHmj4oIbDI2nqa61Ud0YHFxdwMsBpzgSeIwHoKbt7oii5zBFAtkCcZ8z0KmtzVSw7a43MKFmwC9Te1FKKXD79ltmiZXEwZzEzbLeryb8LvSFkys9t2RK411h+8ckx9+/ts9ybQ/T4sWPo1oQgykkETy74S9Y1JlwIMI64bc+w8YxrSJVkkJtWKDopgQriXhOK4BJjL3LyZ+dwupJAsczaKQt6uTbTheldpE780NYiTawfKRlEmoLM6OlzoL5GzuPN9a4ExiVjP8u/L/OO/toEQ3QGVppAbTUzrdhHGoGvem7YBYCvazWybuxzXQmqOFL4Lv2n2MiuwtXnXqkHM2k6XFZR+n0UuO2G/nLF5sxx/gSebeCZk3lI5fnYy59ZxVxdirvvvgkoblKSCoWr2JTKUoLiqVhBWX48iUjAEzLQsqRrdaIXdBKkEmIrcdTXvvXaG/OFSaToiK6nX1/SX17QX1wQ+g4VPJWWJE4qf5I/XsUMrtRu7SjfMl1TyjG5yb9tJ79rN5LMWhipPFUK6aHxeXNC5AidCCKUyliZo6it9IVVlYAAm6OqFK7vc7kWZb+mfRU/jMlOhWFg3A5sL2VA/et0UZdzWfpkpuCqnPvS5F9P3uuThBQkOOklYTROPq+Asaw/R3CyBrYzrgYMr3rYdrDp4Fsn/v4cAVflWpdjqtglmkB6mk2fwdV2hGqD1jNskC6IK3ClK4LSRFfmu1kZLO0jOFEVDGNPdIHkU74n1dUFLffizXXhXfNtxV9c3QPOwempbNkeqop77YyfP/s5H975mDuHD3jws4fUsz1sNWdzuWG7XbFan/HF77/i5PQZXz/9is9XT9iE8R3o7003XoupCVHw9Z7E6bp7k4BY7FXA1Zxdj+KcHY273D8FlKoEmzWs28jMRhbzp1jjWcwrUr2UpiwTSeOWuF0znJ8znp/TnWy5fBIZbY7jQkSpUdgB5XzEIPP9Ki3P3etkX35AewfBVdr1WOlRPEEYxZOoMSMcn8spRrQfUwvjcW5uej1hi8Au896xa+idZnXU5PVzBBwcRPhpDw+/hQMrdEHnBSid9PA0Z67+mD93kvAFdg5xjTjWOUKx2l9JhcwnyVwaA9VMvrs2sK8kqL0VilFKsDnj4tuaYDQGw/nJ5bV/jm5Xkbst+6yBv13A0dKwiCNtv4G0Jq4uiJs1ulsRRod3nqS3BK/wI2y6M8Z+YFz3nDyLhFEyxNSZ1lFl4QQDSmd+jvgetlu4vIBnz+EsO8AtO1A9bfQcJv///3fTiLLWXQt7lajQbSKcBniEnMOOl3PShaJ2wC7gKD1uf3mH92amSDQ6YiqNn9U8uHMEIaC2PQNyzEvEOV0giZZXtVJN/SmyXrRcpwaW+/llrkXxTx748BFY77l/tOLgeE5lNUY7odjm5riYdmqEpUpZs1MrPOglCC0OeKqUN3XEZZtKspesapkJpdk9fwWMThNKu+MrtdISCpdk3MRSDtUiXGmf78Ytv8AChBVudc64OufZ4y85ffoNl6ffMq7OYNzS5Jl7SuVe2XJhlKyTOolIRaEAlkpi2dsCBVM+/nb351dMisrB6gzuH8maNq8z+KqEzVDk2925rNE+V15UEFfpgtDIh0aobCZfR53BM/n7dO4rsj9w5Sr5kTAOuK6n21yyXq15fgbb+HprQUnkbJFzWO6rch+W+68HvmFyPYKEGtHBs7Rb+4usfqk8L/PfDBtYdHAQsgAVcLYRevmFhy8R33KGUMzLGld6yCp2geoh0F3CvoN0H6LpCdFho6FqBmw9oKIF0xB1xaA8QzC4XhKwMdXEEAi+A9fhOhmSO/T/H3tv3iTHkWR5/uzyI448AJCsq3dGZI/v/1lmd0ZWemVXtrvrIIkjMzIi/LJr/1Cz8EgQIMAiWYXaahNxyQQyM8LDzUxNn+rTpzv81OA7yVoWvRQUzwH9+7tFI2vx/SxrXb9fCovjz9nzZgy8/R//O/9y+z2/vfuKaCb2N3dstnuOh4E3r1/zpz/+kf/x//w33kwD36dIzL+YjujPGNfASq5MEa25hAMS+Wfe6XW26n07fB2s+tSotYlVSbRmiCvVO1H6aOWiLj3Ak4Wm8xg7sdueudtXDQVNWmbSPIAfpJ6QhGqLDkGGp3fQLYnNvKDbJzZW0yqFZUHZwHYrzc+b+OX6DF8YuMoSEkqlLDUXHlrycmWP1F2VfxOE9uUU9K1oDP+VmZWMGOTqJH4IQ1wv80tGCwFi+yQc0DYUcBVFcfCIgLaRjzs8dcFXVbqMGM0QYTsI2Ndtcaq0gK0dAsg6fiGdxJwJ08Dw8JbD48tnaoF1N36sKP2vHdaAVQn8hD8fmawit5n5eGA+nRmfTozjwjwuxJhYZpgnxcNxZBoD0ynx7gRE2GS47WDXiWJdU2hrot6YSFF6dB2f4M0DfBvgIcvhN7MWaD4ic/XEesD+sw+LrLONlpo/Y2DwQnH9HtkHn8vdNqxKXXeFolSfd+b/H89bk7Fa0VjLdrvhtm+ZG/h6WWlwA2vvnWpvPsd01Yh7x9pnpNaOeOQ5nlkz75+ak+to+iEJlWkaMzFEnCktDqxCGVFRG6+ylNd1XbF8jgNyyN4g2f2qzPZ+5PQ6YHVNi6t1AtfZt3j1/cej7NVl+AhYykkkDPW1CPX7f1P+naMoVc0D8XxkeXpkfHzH9PTIfDqQgwj/WC0tNmpiIFflrJIYqzVX13WI89W/6/OrlJsKBmp20yDOysmL6E4oMUW0fAylBTwNHh6jUAqfytzEJGfIzQibBW5nuBtFDKlPQmNvnJwl5OJ8pZWV/7caSokKLzmS/ELwC0v6eTVAlaZ0TQd0V/+eWbPsT8gZXc/dnOVnFfzXvXbHCi72iCKkyULhLwr5TAFOcc1WPV5d1SGtgib181XRJJXErelPEkS1TSK3k0iJZ8AMYAJZNyxK4aMhLJqIE4CVDDl6VGlAnKKo5Vb1YvghGa1mLirorMMiWfbrYHL93fo5anY1Xb3W9fhbgBe5n8xDCLTnA5D55uG35QYSwzDw9PiWt99/y9tp4Bj9F9B09hraVFKw6PhVkCsZ/4z6LAv+8Xe5zkpeJwmu//9zM1fVQo6sgKr6TJUt8ar83pKFDXE+QreB7dYzHgfiNEqrCKPw48QyzvhlwockStpG/OYhSLsfO0NzzsDM1ik2RrFtAsM5EaMINdXm7V/i+LLAVUZUE8IsxUXPwNUsoCvOkp2KE+RJij4cUkkXzV+dZkiIUa2OyeeMWoj/DpGkbpBMlk/iiFQxhCM/zFh97PXqayaEL307SAbGOYk6NhayhVsldS7Vsf0lqKdhGogPkcO7e6bzVU6s+hz5l6W4ag1KJeJ0Znx85BwWcq8ZjweG4cTp3cDxOHI+zpxOhXIxwLdv5fvTWZw5gzz/Vzu430qkdruXnmWihpWJITMWOuC338O/p/XgqwepR4ByPfD+c8hoKVxrK1lTbaS+4ylL1upzR3VydpT50gKupiTzWAtm/9GHzgmtFM4Z9rs9aftI7hVzyLRJDqAJea4aAaiVDvZjQ/Gc+37HSqmrDvtbxGH8HCeiOk01iPCIRN6HE4SQoIHGdLjGYBrPAoxKbNoTqy2oUul17JH5tQjI6lnrFt+vv6rg6loyeNWUeu6CfNrNqC7EB6g0MZL9ImpBCuHwX1zL+tfFLU8e4kIez/inR6aHdwwPbxgf3zI9PYCf0DngtFDvqkeUCrBKFHCVSi0Csq5rIKJmMKqTukOAcmZdE9fO/j6KYMU8C2iqDc+zEpXTwwDfezmHHoDvEBA8Z9hPsl7ukb5OdW5eRtGDanallKFcOn88l/drDK0yWiVIkeQnAVf8vHOmBmlqRvCaHlWDCTV79Rfg2x95rUoJrA5cQoIGte7kunJhjNLw+B2SrTpcXe/v7QoAQX7fIL/UP0HTg2szdBMpZ6H9qQ5MQ1YNs84syeAXQzBNyV4ZcvAQPCl4cqlVrp/hY8/p2tGuowG+5oe7qQaAaxb5zPMs9IfA2689EkVcYToR4sLv377FKIUhcz6fOTy+4e133/JAFBDL59iRX/uOr3PYdWXKqk84pHOqrJD0Vz7FawhXgfH7YOun0AIrUDiyllHUMpoKrkCCNz6LiBsLuA42nee0O+G/OmFUxqrEchqYhpFlnvApE1DEJrNMiiHCX55EAVNrWKaFm0Zc/Bd7qTVdvNRAfsmqgV8WuAJYRphPYHw5UUMBVoNcueSX9Ah6BjujnGcXFbo14A2nKf4kHnFN9/+WFWB9y6cjvw1ycL1CDq87Ay/uhR48LdLzsvadecvnp9OvdWQcssC0ka+uFerbrQJ/gnR6bvBgdWArL3bmMxvFhUieZ8J5Is3+2Y+q5OwvwcWvlIi7CJs5cj4cGDtDl0ecatE50BjLrnPExeMXjxkSSosDYwtNUqnSx0fDjYPNRiKy241krmwDtrEkn0g5MYfEcYF3ixx+1dGpz7lhBbb/Ca7W0QP3Cr7q4GbTsNt0KH1ETZlxFKfxUw5RpT39b8A3PXy9VXxzf0eMkXGe8d8tbEJGsdYo/GOOjMajTaK1iu3Wkm53ML1Eze/YL4muROZrcbBFgM2fPvHKCvgdaxPUO1YDXvfmgR/f6xpxnKpyYI3gz+VnqVA6xidPow3dzYa7ly8w7cz/Oj6iv03cHTKbQe73LTLvNUNV9/YL4E4LhfR2A6eTmPImPy+orvdUs6O1/rSO+vmu6XQfHx+3ril6wjSi5wllLMo0RZu8oCEypEj2E8F7gp85vn3Nw1/+yNP3f+FP//rfOXz7J06vvyUPTxgirc4XmW5jr2iBCF2lNXJ0XddTVUrsjvU8eInM5SvkPKkAoNKUJ0QsYRik75ItPFDVgm3F1nWTBJOW8hxrbq7OSbp+LeCmBsqsUAgrtdHqlUr3txg6J3SKkAIpBVIOP0nB7MdGBfOR0rkFec4141uDEAnZfyDzVAOhGqHe3lKa2iLz9gJ4YeTM2e7kmaW07qmm/G5Xfv8GcUjffujzI3Pelb9rFokZzyO4IZLDTAoBpVqyacnK4zX4ZAnBkmxP1gqlHFpFlEroyvRJ8VJHBs8pftfX+0DIGcs3/R5NEruiRPo/JpjJhCh9iSa/4En4IgRxPWcVvB74fFteBXra8ncfO08Umob+IuTTYNi2hv2mZWf3bNwt2+YFKnYc+jOb/pY/TBMhNyj2jGQWFCcsC+9If3Pi/zVP4ZpoKV5fxhY64IcqmD9/VDtSg2c16/g+1fpzxtfIPrCs50uFiCBr/A8v4Otb+MOtvEmaRTH2dPC8bSLf9d+z3W3Y7LcMxydyCrx6ccfN1zvGqPn945lTajkumW/+48+E4FE5881Xd7TZ06SFrU74KTKePL97ECGaw1/9hH7d8YWBqyzUjVB0xmsD4TiBH59fi/A1VZwwacapiDUJbSEU3ubnLpwaSf9tqWMakU1bI4vX/Pg6Ki95ixjbvYVtI/Ls/RYodgAAIABJREFUplixnRVOdshycFYqSHVEr4tsr0U5G+QQ2CvYONHscLqALCV/s9mWniQR7koBbkD6dbRWceM0jbFkFGNOnJbAHBPTtNLgfvj4xYKGMBPj89/4OYft9WFdDeimfN6cM7709kgpYpVCNw6rLSloVNYYZTFppm0TbZNptGfcSPPa0Qsr9GUrXcFvtnC3h5uNYdsZWuuIyYPOUoelnkfJK82qzsOOlZN+rbT2zzwuh16j6TvHdteBUpgpkobEPiXmlFhiIoREjBkf8zPFol5LYf4f+oZXW8uLneXu/oYYAu3seHE6kKdI8Bmdnis3VrrEdd1Evf7+NI8PjCw1StZomrah3/TEmx3xfCafF+Zz5L78qmcVlnB8PKBT6XI35doBN1ay2tpKxLBLktxvo2Quru1VQmxIa+A3rtQoRngIa4a9RTIX2UNcAskHSJmu34Bp+Po3iVkFuk2kOQVufORdTGSlhJOvFE5ltmRuybywmt5lNm0mLWIHryfsOnNVwVm9rgl713P++dmr5yOFQJxGcUS1IVsvkZoMKWZUTuQUSPOEX4SuMhzecXp4w+nd94yHdyznJ+IyimCJzhhdMj0122NLBsjJB9IJliL84pI44DesWZV6l6+c1NDe6/I3CU5B5uSimBi59A8jlTlvYbsVyt9XUfpkbZLMrc/yvHstCnedFhpup2CrYVfkxK0VP1yp9Wz5m9ICr2LpinzRGfklwNV15qWC95q527EGN24RB62+Z60dNcB/odQTajmTNwpuDOyMiFe1Tp5bSnJO91HO5TvWc66uaXgehKriGjVY0uUiXhGEoBMWClcTEatIkFQmaEdI0g8o6UAmgkqoXC5SeZbp2YO8poV9iCpWh9Ga7aZHZ5kTlBZwlRU2Q0iRECPWOEIO8u+USt+pBDkRyM8ortdtIT40FPDKwL5v2W97TtlIm4cgfd1ShpwV1jqscWybLVul5exeItZm2sbQty2Nc1hrsMbSWkfftrxQe7Rt6fqXLNaxYDglxWFomJYz0zyW55VIRAz5yvaI/miFOr9M5qsaw3pK1qrZwEpZroUiP+8dKh31+vvrus8f+zzVH32p4WVpA1RpgVFJQMlouO8sv3lpeHGruOvAD4FFBaazBG/ClJiHEWcUjbMQE9ZYNrsdm+0dW+XQu1uGbDn5THSZFCOKzIu7PS4t2LjQhoV5nDh2I6/cyJs5/71TkR8dXxi4Qirl/SjydBQichxhPIE/w/wEw0E0aP0Bszxhw4lGTbQmYp3C8Pmd3UHA0b8A/0vhnsQs9TgVCJ1YaTfVGaj0lWqwX3WwL/Ks1tQFB2qGjRcj+ogY8QfWBV4j+tXAVoO8R2pc7neSrTJOnCNV+nCoRjiqwQHfSlQJBd0euq3m5rahbfdkpRlC4HQ4MZwXvl0Sr9NHejdlIGa8HwhXwiD1M/+1Y8sqEy2RJvmMSskGXWLGJ0kD965FWSk437rMTTcx7mYOuyPzHJhHz3k8skyJ8QRPR7m3m1Kwvevh96/g7r6j6xvIGp8zxic2Vnoz3SqJ3Joyr1XGulKRTuVe67z/cgb1H3NYxHlvu4bNruPudsuLFy/42kd+O06cZ2nwOI4Lp/PCNEcO53Bx1Frg1sG+0/zudzfsdz27zYbddk8InmmeGKaJ/jizeQy88AIODqwUnoVVfqBG3zwyR1/U3BRUYLSmaSz9pkelPUYHHCfcG0U+DxxZqXIHZJ1tWKk27w/HGsi5Qxy+lx20PbRbyEay5b99hHeDNCu9VkwLSKR910p0cZklC/KXk8hF11qpJkFeIC4LcdZkH+h3L2h3ln9xG7b3M8fzwn85njkeZ8ZpQStFozWtVmgdcSrRqYRpBG3kFPGnhH8PDVeXon62GsFvWYMaVeDhfWfw4+PD7luaF/zTE7o1KK1RWqONIqWM9xFDJMeAnwb8JHSV4+vvePruPzh892emh9fE4Qn8hMpB7lsplC6fI3PpEKKdZJcaBdbDbhQay/2yBmwqgNEKXvUSRNs4qZ86z/C2GOgL2ImFxBGFCW8t7LYQX4iDv+mEKj3McBwLHTrJz4wROvnWyNmkHex2a1+uNINXEhT82wpayGZRNePCes78UpmzusbqufoK+D2yjxRrZL/WPVaxlpq5+hroFZezwxmhOjXI960r51iSveVnLs2Ga4agsmFuWM9+yv1UsYxnEte+xJMnyCqTdYRlJulEUJFZGxYcPmWi9sQcSDqiUgFXKqNzEuprObwudVfqhzU371NujTHs93sBVkBWmlggW5O1ZK5ipPXS7DiEhTQv5IL+c5wIKdEXgFWfb7VzHxoG+J87+OY3e77+n34PscMviXFcWKIhRoWPmu3uhk3f8/JujzMWlTLz4cDsR1IK7Lc9XWOxBpxRdK3hZtOy237Ndn/DV7/7HWr3kqQM87zwb3/8iofHA9+9+RPaL5ACPo+0JFqStNbBMxH4Cyuw+GVGNYbVsl1Xplb+zF8fPsw8F+q6vq5rPn9sOOS8+b2F33Vwf7+Whyylt1/baL76puN+37HtHTpmzg8nzunE4yxshTyDn0a8VYS2xSSFazv2969wdy/JTc8+OaaUmGLi/uUrtFZordh2Cp08Jizo8xPn45GHdw/8S/8tr8fwhUZYv0RwFWcBTsxymhAkT+5PsJxhOkrHPz+Af8LGJ7p8YpNHOr3QuEBvSgQpC6D5FJ1ki1BYvtkJvQMNL4sST6ggy4vEekYOpAtNz4pDv9+KFPvtXnBhCEJXuy0NHvcHKXY9Xd2TZ6WkVcGAmlnZbCQyebMD3QmYUg2o0sAkK82+VeitZnfn0Cis0nS7Dd2mZ3ezx7Y9CcXgPcPpzDiObF880r9+4t3TxOvlQ8Ahk0MoaG0dSvHs8PuccYtECX/D2swO1nS1K9rcMrUTcwPnyeF0g1EWaxx9Y7C0ODKxz8R9Zpo6oe7MC8fDQE6JzkgUd9NZvrrb4nYt2mmYPDlnbEpstTzjrhScXx+kNbr4dbnnV6y1crVmYmSlj/yzjZyBxWMCtMpxd3tD1oavUYSUiVkAcggZvwQen57IUTw8mxNOa5zVvHq5w9mGxjo23YYUI51f8B7ubxe+/sozJwgpM0XPtHhCTCQypERKkeMwM/nEFOD78JwH/ncHWgpoMzooVDT0fYNOHTpuYNmScmSJA9+8kfVf6/xGxLn62HEarn5Wo41aQWfgtheQhYb0au3TY5wmlKDFHDN9b2mdQYXA+Zw4njKP51V2ukEAwuRhmgPTElhiwoaM0Zrd7o62y7yKiXFJhOglw53Bao3TGqNScewSfhqYp4nT6YyzA0rFC1WrgqoOcTKvqVFV6KMGdWpd2M+p4Uh+xA9v5UFrQzaOnDIxRpYloLLUqMR5xM8zfp4Y3r5meXokDSesyiSVUCqhUsYoMMVjVXm1i1V0yDZyTtwoYC90y9nLmYEuDniWOdzviqBBkJ57ClnPNaNe5yUHiTWqvgAhLQI+Ftj3olC4eCkKT0myXcqsIkitFjueSjonI79rCuhqG+iL2uOvQQu8rnuqwygla8cYmsbJxS9T93UNxuua65E5eanh/mY9W6Mukf0s9aRRWKJsS51p24D2rG0GyjwZWzJ+SYr3+yTzXGsqq7jLAnzDSpOLPA/qXVrJljMxGVEkjCXjCQNRGwKO2UBQLUkpsgkoGzFW5tZoaLQqjbwzOhbQf/Ucrr/W53Q9lNY07Ub6finIyhCSKntXoWPCxIi2nhyj9KJsAzkmqfVKMyEs6PMRRb5k5WsvyQ8OBbvNhq9u7/mvr35Lv7sjJs08JRQNCU3EYIzDWEfXdtLmIEYeneV8PrLME0o7UoRlDEyTZ1kCPiY5v5Sl2ey4v39J026wbcsffvMbhvOZ19/+jrCMJD8znY9YFdE5sgxnDscnHo4HhjhyIn84MP1XjRr2qvm9Oirc/SlVUT8cta7v+opXV81k/dioebUbB6+28IevS7ZWK5K12Mbi2ob7F/c0jcNqzXg+E61iMZIQMFzZryi2z1qHMxYTDarbo7Z7+rans46kFC/+ZYGUUTmLzQwzys8wnNgdDnRdy+9//4b/lyB1CV/g+MLAVRbZ9TAj1j9wkdANo1z+LJTAMEAasXmmZabRnlZH4bnbQvsKq4rVxyLc1ehaimBEUUPTTg6hhGRXvIa5HExKy6GFli7u204ih20jh1gsUcBN6YHRaOlD0gYBfW1eo2RVnalVQjMw5W+7yqWvRG4r0WmMIhuNNg6nDb3V2N0GozROafr9Le1my/bmFtt0RBTWe1zT04wDU8ocx4V58Tws8YMKhjkEaVD43nP6KTVXtRD4Drg3Amia4lTMWdStTLEtYQY/BZZxwY8jyiSUadC9xRqNahQ6N0WtUOFMJgVP7AyNihAjzmQ2G03XWppNj24MSgMsskFzoQXqQrFMq2mr5q3es2Llz1dwVYHldSH/P8u4mHmfyTFDVjjr0M7Raum4npQmlkr74CPbTUNKiZwSOgZxJLViu+vRSqMxGOtQWuPIdH0vh2YfCShSzoQU8UuQ1yGTQiCEwMGdOY8L5ykwhXQByV/OyKjicRtncI0jdS1xuyHGhXl27M8eP8HWrxnwH3Mqa9Lnms5BcZqsqo1jFdZothFQGte5mhvAp0zjLMYopvOEioEwR8wVFcwgDn/KxakrkSSlNEpbrGloWulMu8ualAMpR3JMGK2xSmOy2I4UAqMGlTPjMEn0PK1755oMU7onXBzM+gyqXfrp9M9rWCavEv3MfHqSD2gMGEdOEFPCLyKcdKEF+oWwzGQ/o6JHE6WuRquLATSFRgesbYTy+rmsKm/TlKxWFsZ7bexbwZVR0pcvLAXoBKHRwGpzTHntwlqCAuZqu4ncSGAvRUVMZX3ETAqSqaiN511JAYZYriTzrMtnMWqtGbKsWbZfYtQZqeSnOmp02hiNdVZAFr8cuLsGV5Vx0ijoDdz00GzA9gJmQgmmesrZn4s6qhbwGScByTFereMrtKJ1Ob/5och/XcMdzwOrNUcBhVJanNC0FFpg3ZgmXQBgtJ6oDdkKilZZKNjiO6iypyVdlat/HlnZZrlksK4e8rUPoFBobdEqo5Qia4sp/n5SSiiISmoUcozkWPdTJIUI2aAXTVxmcgqonEgp/yjdVJWHabSlsy37zQ6UxW8UVnegLElbUAalNMY2UsLgF07DEesbCaI6i7ZyJsmiNmhnIGZZY9bQ9x39ZkO33bDpHfO0ozcaPw+EeWY+9hA9OS48ofDTzFD7bH5qwf3k8aF8fLr62c975euylvr9+1TBz3kNnWXfbBvYbjTWanANrm2wTctu06KUJqdM8p64RGl0XdWIuBB/ybmgdnTps6fQxmC6XjIKxtCosG7CHMBbWMRwpmWh6zq2vRL/+AsdXxa4ygh4skUzKfuVFjg/SihneAfzAeKIMmc6zmzVxNZ6NjnSZaCHNIre/hZR46kFwu+PmoQlSx8kh/DZmyJ1q7QALR/l5yFdbQdTwFUvwMracpAqAV99J4dfV4qO5kWul8tawxWjvIe1V93es1APbCMgK1kpD4gKUVVBo21L4yxaOfrNPdZYnHZs71/RbLb0NzdYtyFnRRMW2scD7Xlg1pbj4pmJtMcjOb8nZZmRCE5Yj0CFgJHLs/qMYZCI9D1CX9o46dGSfImsn6UOgQjzAMPBM+TI3CtUG9BNxLgO4xyuKyecEqm61uoSIeu5bS0qC7hqGiuUwr4V5zYFCfulEm0utI7OStZAsVLOqvhHrcGqNI0FcdyrA3jdEPKfZUQkortMmWVK+CWRs8Foh3ENbtujrCU7izUtpMz97Q0JAVd5mojBk1PEWiNgKSahZ+UM2uD6DtuJyh7aoLRBG4cuogGg8fOEnxeeHh959/jAw9OJh2HinL8k1aAsijYoFBnTOVAtykSsuyumbcYvBzhEju8kw3tGbNXDx1/10r+n9pEKtQ6nOMiN02w3m9L/yND2OxrnivytHGQxRg7uHSqMLEO8OAwXUooSe5RLIMPaBuvkStbRb25puh636ckCefHzcqk9wk+EeWEeR+KyME8LKSail2z+Ncf/GtRVuvAF5LH6hFX2+fNcjQrPqkC9uA/zcOLp+z+jLChj0MailC0N0ov0ekpkL0prBI/NnsZkolV4q1FWoZ0iB4XTGacVWeULCIqIc6xTYSSUYF3nJHtELCI7xdhYBCCFLH2dDl7sog9rpq4+DwqwSkFe31RgZkowrtMYo9FaEbXUqvg5EYrdrgGllCS7Nc2gy3zYvF6VPleFNX6pUv/ruuJ1LhXWaZrG4FtD1zb0rWPHL++YVHDVUOo/ndTndjsBWKkEU2MWsKpKLYmmgNoAgxLa37SUwEMugacSjFDvvVedu9qKwCip6S7JqUteolK0InI+JiXzpBq5H1/eK6lEUInYLCRrSMSL4IRCYUrGyhjJ8ucQ5fUWAY/JcNlU2T2nBT5/WAqtjFB6Aa2NAK7yM6MzyWQs0sCYJKm+nFKRf/fYxpFVRs1nTBDaz4+BqwzMPuJ9JiZNb1ts25FdR9fs0KZBNy2peCEpG+ZhZBjOZKuxbYMymn7T07YtjevwKtFueza7LSlMNL3GNZl+17Hbb9nue+CGGCN3+z1hOBPmkelwy3I+Mp1P+POEU1Yag/O3Cqz+MvyL92mBVQV5vLo+xfaogcsQxLZtLNz0DW3f4PoNTdtJkNRZ5tkzzzPD44HTg+f4ANNwwVGgtGQgC7KPCXxI6FD8NLeRlkptAcd1Y/kB5pJ2nye0sTTGsXVKfOsvdHxZ4ArEeplS3aQKuEqTEMPzLP+nPQpPrwO9ivQqsXGZXgtNxhTAoiz058L5hAtnti6mKmCgKUZsKuWEFSCVVDsRVIkoJi/zHXKJQEZp6KhLZGeqlIsC+S9pUF0yT9fdMnVZtOJP0nTldVjrrJoWVKfJVhOtYcbhlSP1Hcr16KaHzS1KWbSy9Psdtu1xTY92HRlNoxv8JqBJcNISRQv5o/28wmm5cLQvQ68Uxiv14Y+OqvqzAW5upJt938oztAM8zaAbAY5LAZ3TkjiPMyQlEbxbUMqglBNEpAxZO5rkS8uzCF0jnbtzcdZVCe/leAkxRi/vkdOanewUuKsP8H786PpwrBHGD/3eP8OosrsPc6Y5ebqHE932SLsJNH1ioxSmcWg0KnsUCmstMXlCSozLRPCBGMKKBlImtFFk8mMkzP4SwcIolFIYrUu2QKGUJhpPNIqkLSEk5nG5KD5+Mb0uMsVmaYilsFzL51LOotsWt9nSbY/0S7zUW1zXJf7YqI3IA1yks6ujbZQ4yF4XA5Oz7AljyBq8n1mWhWmaOQ2Rw0mko0/I5QDjYfsEhwMYl7g5jiRzwjYeZVrIhkymazu0EcNlmmYFV0YRtBHVtVPDbB1Wi1tVGxDDWih9nbW6rji4fpyfD66e8RC4DoHEeWR5eo1yJXVkHCgpOlJaiyQ4GWsyWimM0ui+Rd/s6HSiWQ6MJjGbjNehkJQESSkyOsuUKy0ZgZTWOthLnX8BrlqXrFb5vP4sYGcY4RBLvzFWoeYFwet+LsBokThTRIBYSqB1onFgrKKxmuwMTmlSSigltE1CJAbJZoQSrEtRMmpzlXovQacNaz3SzxkVUFUKnEYCBJczOGcMGYtkXZ3R9BrML+DFvp9Bqra7Zm103TdWen5lVaL7ZYk0JdOTosyF0SKWlZPMacryvKD839X71Ia9VaTGlTO+TbJHKzCLdX2Uvwu5HFtF8M8UJk02JbiaIWTJsioNKktWues3tJs9bnfD7vaO3X5Hv+lpbKkBNyvZLF8dYuoDBkcphbZFElwpjHUFVCisLuISKWN1vnoQ+ZK5SskIbSxEsorSmnT2P7p/c4bTceF8mpjPAykkdKNx2tI0LVqkfy+/u8SMXybm8cxyHoleJqJxDuccxhq00fK1cUXh0DDMinGJGJ+wscHU86XpBIzGTDKOaBqiaVhyYsqRIcdL+4R/lFEDcu8rBF5//6n9HZH9evDwNMFwhk0XsEajG03KCpUhTp5lWeR8mT3zFFmKg6mK/5xjJgVhCoSUWHwmmYHbm4FWd+jtJMFxtNDOauZq9oXvXGpzgoi4GJfRP4bY/87jywNXRZZVdn2hBearhKaOaJOwKtGZTKcyXYngtaoUEbcrbUPP8pJTEkqXYlWt0ax9RTLSn8qHlc++Im4uYaaq2BQLPSNpLgpOlxS8WqNXl6tkQuv3lIO2vr42qxFESaGgdVLTpZxGOUOwllxc/ugMtnXYriP3rTgKWGzbYosx0s6RssJEQ9aGqDRLSMxzZJ6jROk+MAU5fNgMXgOOH9Zq/XCo8lldI8Cx7ST6EUqhtS4n3xIKuJphmiONCjQ6cEF4qvAttEEpI063UsSc0ciDzcVnl8RzuhTXUuYqVudGlfoCfig5/AE8+Uzo4penBPxjjEppmROMPjKOC8M4CedfGZyzZDTWJpKS7JPSuoT6MiFElsUTFk/0EzlEiJnUCRkzp8TioxxyxoArjrqVwx0FmqpYlYkpsfjEtKRLJPg6Aquv7vtvn2GsGdOV+yXBE412Fts4bNPgOkPTBjqb6QpV+FN1JtVpe5Y5LeHnfAnkpBIZ0kIzQoBpylKE7r1nXgLDlDiOUgM6sEY1hwxnLz3kmi5xPI8k0+DaiHMJ07RoY4mbhZyNAKxU8xBi2LQSqpcGoSzlVPH05b4rDHp/f10HMa7rAz7taytq3lmVcEi+coVS8ITxjApOvGkbBRgZg7YWrVWRVRdgr5VBNY7ctujYkTYb8jKQlpa8OFRS6BxlfilAt8gGKrU6y6k43ana+nq35dDJqQCrCc4LnNLaIkJdffZYqXyhnFGeizx2ymCX+qzB2Xx5IqIwqzBGXTbJNY0xJwEIsdDdVF6V9X4J5+AaRH/Ihmq11l1Za3DO0DciSW7TX1+rfp09un7fmq25AN7MhVJHyVZhuCjzprz+bhUJqfGh2qC3Zn4rYKpObV3PlZFXz8NMocTr8t75vXvMBZxXv6LsbWGuQEwZsqxRYxzaNrh2Q9dvaDYbtpueTdfRtg2u+hV6ZQWm6ofww313eXpayy8rJQHOev9Gyz3VyE75MEplchLx9pgSOUeMsaA1WX+6HW4GhpAYZs84TPgl0DRRasnLHs3GSs1gyqgUyTkJgAtJbJ1SOGOxWnwEjexlpVRZ5yJeE0IkxkRCYbURRWLn0MahtJf9ljIhJhbvmWNgJuLJ/1CMlfdt6DUt8Joa+Dmvcc6iGTBNEINQwTVaKP5KF7dXFncMiZL8v/jNqnzNURrUhxCJSWOmhTh70hLQIa5FhrEap2r4ovgNyyK0wyCW4UPBgS9lfGHgqkylqumckvZREUxC2YR2mY2CNivurOZOGfbasDOJLhuaZNEEoV+00vujGcEM8uq138SEGJstYmACRSVugbwU1b9y0JAF4yVf/KZi7FBya1puD5clI6JLxitFcUi1kgaDuajMLzUkacR4G70ac1Mogq4pmSvD5T+NE6lApQzRaWxrsZ2DtiVpR9IW13WYpsO2Pco1qATLvDD6zGFYePP9ge++O/H96/EnpbjV1S9/ygmENcLuEeDoGui2XNLruy3UmpHTBA9P8ox3fcLlQGOCpJtcU3hDGnJx2EMieY/3E9kLFcGHBec01mhaEwhJpN1zSCxBaJ2UGoimga2StVHpgNXwV9B4nbFKrLHwHx5E/zzDA0uITNPM+TgSQybGjDGWNmm0CeRsSEaBqgY2E5fEcp6YhoHh+ISfZsK8SPZDa7QWuoDSCmMMqW0xbUefoGkMxhiUVYQlskyB83Di4eR5c15lzDUSbW8Q4KyQNfju7/KgCvxJGQqdzGSDaXq0jsSlp7vZsEmK/Xlk/04URT8HwF9nrij0vRCkDFXHxKwk+qddhjaJXdEUyoZnGD2Hg+e7B/iPd5LNr+Cq0tcVYN7CsHiSfcfuaaHrO27vdwQUi49CQyo0XA1YY3DGoMNMXBb8NBOXibiMxHlgCYklrUC4QqHrOqv6+TOy1mp/vs/LSho092g6FA5LwBMJpWNdWhb88UhqGnTTYNqEaYqXiYBEodUZCX7lRLIanQJeRdLtnhAG/DIQ5xadLJoIcUHlhFaZbCUgZJzYuRxF+FaXvnzWQCw0vqS4OCCvv4e3R/juJP0Vn8pV13OlHPokgdtzab1hrhgQEbA6Y22mielS+2McGK1QOqNSvoDcVOt6ZrniIr5y7d14j+ytj9FUP3dclGFZ1/b1V2c1jdOkxrLpe/a7lpev4NUbYZK8+SveswL3mhW9BliJkq0rZ4Ir31sn565tSgAwSsBvWeTnYRF1zWWSr5f6Oi3nW2W4kLgICVTHtN5DzOX9awazilCUZ3/B33k9h6qvmVJZMwrAoEyDaXdsdve43Uuau5dsX35Nd/uKu9s73H6H2/RsWsnKOSNzkZXEfRq1tiKJ/PBMz1nzLKSRa/BBk0kST9ESTtFZoawS51dnlLaSWVOZJXmGEDjy40A5I70n78aJ12/f8erlAyiNa3c4pTHagLMo4wT4pBmlJMXorND2jDZs2w5rGpQ2DBh01CgPYfZ4O7GMR8K0kDbiY3RNqQHOCeaZbBQxRKZx4Px04PDwxNN45sjMzD9WOUBiPSuugVVVDPyczBXI3HwH3Ht4OsCLm0zfJnqr6ZsG2zREbXCDQUXx43xJNFnkzVUCopYguE8s84K2mbaZpel1CmWxF59fW9mgUWwsYQE/E48HlsOR4XAmLEkSG1/o+MLAFYJUdPG6VQDlMWlBM6ORr06ESHEq4nTEmYhzGZekjkcXjrs1XHZ0KkayNu08lrerjliNaNVF6EMxkglYirENq5JQpWQEBLiRV6RejWaMQuGYZzgdpdbo7GGs3oWSqJWz0uOiKT2yjOEidOEsqML5iVaTsKAc3tji0GhRsSJC0lijaIymtZBVYkmeMLzj4ds/8u23r/nX//Pfeft0ZviJ05LfeEurAAAgAElEQVTVyhH/nHHJdiBUhlQ/ry0HWVcOrSTNMY/ItB9PsG0ifbewhAW7TFilQHWQIjlklvGEn0bmYSSGhRAlM6K1xmiF01o625NQKTKPkWWBKUgPGa+ez3WNLFbue90UNaP5vgP4pYzrDM2vOeqz8sCUAuc5cxxPLAQWIrqxhBzk0M5eanw0MjdhJsSRaT5zHk4cHh+Zhsg8JYz2JaBQMh4GjFPY7QbXdyI9HDustWjtmc8D8zhweho4LeEilQ+yj2st0h7oesecMndz4E/8fHrTZ4+cJQpTIyeh1AcGD1airUrlUjkZhS5U1uOJH3dAEuJs1t44h4ULNdBP0HWZHBK6yZgmkdMRnxYwhqfTyOnsOZ8j//Hv8G8n+DfEma8HsGF1Chsv4qx8C/vdRN97xnlkO5zp+p7j8RHjDMYa2kbqP1tjaVQieo+fFk6PD5yfTpyOgTHmZ3Wv16SAanurOxf5aXLBlg2ODXf2Fdo0KGVABQ7+zPHyxwGVZ1pjMBacW4velVE4azGlN45E04TOGZsG7ZtSA9hgXYt1ThyGUqifs6hY1hBNTpKNx4OahGZ2ke1GgE0uoMbP8OYArxdxYN6y9h3LrEGCKUlj4rMXXSdXKGPP1578fruTc6ORuBuNzXRNRpfA4DyVa5Zmtcsk94ErNUlIHWD/ief+Y0Ox7seeFSy8b6usyjidCSbjnKJtNfst3D/K5357eaqf/761hu86IPbMuUwiHhK9XMkLPT0WZkN1DOdFzqZQaOXTk7QwOE+FVFESPLos5NMMhyDAuJ6vFcCQWeuWSxDV2LLuC3cwA7nUVycDsdBMayY0FVCubIOxHbbpsd2OZnvD9vaO7e6WbndLv7vFdQ22kXXgdBE/uZqDhvX/4Pm5ljOlx5DszlAKzLIGjLlk/HJKNVeNSrkIrpRKzNLrcBg9h8XzHTDx8VED36+HgT9+/x0vXrxkiZmYFVkrXLtBNT2ua8lKMc8RHyZSWEhLyYvpiJ89UcvkjMPAOAwMw8gwDPgM+uHM7Yu3KANd1+A3HqsN0S/Mw5lpGDgfDzw9Hjg8PPJwPPDoJ55+4jr8EkYF+bWNUK23qt//lKzwO+BthPNZbIdfMoufMbMR22ctYZkIy8w0wjgKzdlowIqPbI8TbQg0wTPOHuMcyRra85nctWyf3mJMROcesivAKojYgZ/BTyw+sASPjx5Uxik578/8+n7QTx1fHrhSV2QeFdA5oAk45KtWAVcvnXAmS+8JI3xgm5SAK1OAVi8vmUZx8m26sFie9VGpwOGSQi0gupyzhGKQrzKdhCQHpZ1XMKW4AleF8jEtME5yMJ7jangVYtxilt/vFzF42axvUumE8gdSC5C0JpfUtykKVhmhhZia/VKZmCPZz8znRx5fv+b1X77n++8fP1pr9bFR6S312XyukalOUszlmZeDopY8BAT0zguMWnjp4wTzkggh4oOX3hOq8BoK2o3zSJilF00IXmhnPpSaKyW1BpeS6YgPWQRJCoUsXgHFCgKvVdiugyHXTuCXNq6jsb/meBZ4SBkfI1OYyYtEAha/oK3GBi91iGh0VqTsycWliXFhWWaGYeI8ZMYJIFxUz4qwE7aBXiuygRA6bBQyiyKxzDPzNDOcZwYfL+u4Rql3wF4p7o1mt+tYYqLNiqcgGQWf/0YGuIbT6ptF6aGEEcdDaMMZrTLGrABj4tP3NyCO9xGhadgsGfMQ5Gp0xnQZExJGTwQViVpxOEwcT4nTCd48wOsokeInVptWHXqN1IbEGcwBfAhspoDSMyF75llqHLQVEYW+39A5R3AWrxXJe5ZpYTyfGM8j45iZ00pprIEKuKLPsWa06n6s9QGfCk42qmdjdtx3t+iiQJlVYBqaFVzlBMljVcLqXIJSqtCe1CWDqossWs4ZhQhfCG3QYgp7wDgrtSSx2F7FeqhA7cUuIKrKd5siXqEK+EoCiKdRahmeksxFbfkwsda4zkimak4wBqQvlfgzqHI+xbDS1lovgbquFWAQSjdXXRgXyyxgwc8FWHn5e12CerWH489xDmpmslICq219f+hKdFcZaxXOKfpOekpVYYtPUcqu37MyDioN8Vqw5RktSpbDRZA4B5nHqNZA+TLDMpaa4AmmswDS2uqgsOYudXbHIPN3Zu2JWc8XjTzbel/XSpNVnh+QOm8tR951RC+XC63QtkU7Yai4bkPTb+m3e/rNlrbb0LU9pjEYq3AlU1qBJgWg1Vq42vbgWdAwZ1JM6CwnTNblNNWgbL7QITMJlIi65KQgr4GGGCPBB0YfOYf0WfLlM3BcFl4/PfFweERrI5LdbYfrAqYNdMmjjClrdpEA3rJI7a5WjOcRlCalzPHpxPF85jwOnOZRAOVxYDgdaZqGYXsDKYryXUjM48g8jpK1Op84ns4c54FT9s/qBP9RRskLPKuvur5+StLnCByT7AVJLmVyDqToBfDnRA6eFIMIFxWacWZNTIxzJBUxlHnxWPKlnUcKnrwM4DuR5raVg5vWKEiQ340xEGK4MIx6xGb+J7j61JhHsTCAdQGNx6WJPi9Y5bFaxCs6BbddZm8tWwMbG2lzpklgm4DLmSaD6iFuRCp980YoaGriUigMqxG8drCXSgXkOeiqRrXyqkMSA/w0ihHrtTiIugSulyDXOYrRrVd9nQZoC31EBZgbud9mLoqBBqyOaKVRzWqktdIYZVDKYrQjY0hZi4xviGSzcJ4DT+8O/Plf/43//t/+lX///uGSsfspI0ZpTjmller3OYamNmBeogDbXA4KXbJXvoiDjBPoRZyG4y2MPcwuEs4nXCw55ulYTr9MPD4S55m0zISi3KQNGCsNQjW6uOOQciTaQEyR3EhAJJeIbwmqXCL39bPV6wfZTNa+WF/CqPWCv3aR7RX7qNQOmVIYnslFfEKEE5QUEWuNImCK9HfYNNiDghwZp3xxQiowanK5gN7DrbNs+4abmw3GNJAVfgnM88TpNPDu7cjblHlX7qtFHLHfAHfblpcvb7j93UtihvN55uaPf+LNMPN/zZ/ODv38kQtnmJLuzeSYiDEXJ0+RlRJqWhewG38RJ/hYA+H3xwn4M9IIdUrSR287w3aAPIoCWtuD04HkA0uGN+/g+CCZ4b9E+fs/83w9V7B1Kv+/S3Aa4OUAt4VepPWCToGoNCFHMongOnxj8c5iMtJYdJk5P545PCUe38LTleNZnTqQPVf3YGFaM3EFIPl41lGhsDi+6e+537zi629+j7aSZYosnP/0PW+KRn8KkTAv5H4RtBELzNNalEVLFC2Xav8MZK1QttTK9R1u7ki+I84t0SfiEslBXZ6fqhtFCdCtNHIbxGE2ZWloLc91HOE8wkMS+t0Dz9VIq9DHUJ5FjpBP0G6ELb1hDQ7OS1l2SUCBtTBa8HtRsvWtUNdzFIAwlczV+STfL6XwfE4rGPi5AaV6b5kVJD8HShmVpC+a1dA4Q9cZ+i3cWlmDL5HeUJ9qtVBruyoorEm9auPrZ6l2fsqiUtsV5aWsy3xNBeSXujZbAjJL8fG8X8FvQPyEGOX7IzJXA6vCbM+qDFjtncmSeXQF1eSqsaKkLtk4UZ72Wy4INXaQjSXqBre9wW3v6fYvubl9xfbuK+7uvqK7f0W7v2XbNOA02q1S8pqV9lv9jut9eO0IppSZJ49F6pFSrQnQSOCizmFRcs1KwiIpCaCa/MQ0njk+PfE6xJ/UG/IxRPw58epPf2Y4DUyjZKa6zRa73bPf7bDOkazDH48shydOT28Yx8jiM9/++XsJpi6Zwzjw7vSO757+wszMZtniI9ze7NExs2kdadpijCGmwPR0YjqdeTwceHh4y7vH13yXTzySfzLT50sYC2JPXpR/a1b/swbVPnc8IPuQLGuqt4qNMTijMCaTo8cSaXSiNeJvx50wlLrSKsIY0EZhnaHXiaZz3N5sub/dsrnZorrat6KmcYsTHsbCXfYoPxL9yLRIo2qVZY99SYyiOr48cKUCSgVRdVMBqwKNjuzIuKRonWWrLL1K7FvYm8xGw1YrmpxocsJGh82RJkcBObpI/XqhZ1RVwNKq+JJhGVgjp44VWF3TVarRToiBrZmcgEQRN0mKi6t6YCw0wkpvqUa+HjRXeTpcFIBhK/UwiRCE0wmDxzhPtgaFQaVQ0PyCdrKwRTL2jE8TYYp89/2J77594L/9H/833z2eOX9EqOJTQ9R51sxPBYafGjNwyBKZ7SbYFc1zX7KHMUoEdkqyp4yH8yDXqck8HQfCEvDNjLO6qM1kptOED1EKfjMYo2k7h+1blDbkpFhiLE6tTJqyijAGEc/w6yF4vQYsYnhg3RiZFVT9GK3h7zF6VmGOCgh/jXush6mm0G2dwjVCCUNlPBGTpAdVvCjBBIyS+pW+37Db74g+cDgMxFMgn6UGR/a5lNQ1FroOut5eGhLqwu9PIRD9TPAzc84XR7zWdNwAd/ue+7sbXrx6ye3tHVlrbvaJ1hpenM60D0/822Hk0ce/Ksjw2Q8reDKJHAR0phhIcQGf5RkFib6lKHvW57W+6HOiiTVoUR24WpMTEzQTTEoCNslAMOIAvnsHD2NRfSp/+6GMQI3+12C6oTQ214W+7Ax9Y2msxXsvGcmQyIsiai1iNyGRfGQ6J5ZBAkc+rapV1ebVwMB1MEOxRlYrfeVjNVdWWe7sPd989Rte3X3N19/8TgRRFCzhzL8/tOu05EAME8QelUTpLxPJaMiJ6INIxodwSQelnAjzTFxmlnkmhECIiRiiFG0nuXJIAmzKB8ylrjZ5+V4BQYvNM+XDHM+ShRquaGTXIgg1i1fnO1DOhEXmVOU1m1FFeqoQwjRLpuUMjGehI/a9CD6Rhc7ufZF8n9e54Sq7+HMDSNfZopqFrAGq69e2OuF0JKlAoyKtTmwa2CgJmNyygs2PrYNqAys1uK7fupfqc6wB1Akp0D/OoAbxD5rSzDBrCb4l5FkaXcSXdgI+rYNQoqMVYF0CsqzP7/0zsj6L6yxtLJglFkNmLOhaaOcgb4SumC3QdGTdoFSHanfofofd7rH9HtPvcdtbmn6LazeYppVaSC29JWsvu2sBp0qbrED0ul1Qzhk/L8QkAuzKOHShKKZFr4G1HC6CESZlgvdM08h5fOI0j3wbRo45/iRKtgeGnHn9dISUsUpjMbSbAbcbGMYztmkx7YbT6chpOvN0HjkNM+PkmRePDyLecw4LR3/mqVidJidSDsS0sPiJ4XgkLBNaKaIPTMcT8/nM+fCW83BgWM5M5F89ePlrjYTYlSfWOT6zsh9+yucaELGd0wwnDxuf6OeFViGCaVmRcsTozM2NAK7dDtxW0bSOrmvo9y1t17LZb8hEXNtw+/Il7Tdfo272sNugupJRMMVBvBRISqrdR2EpLctCCBL5+E9w9dkjolXAamhVwKlIaxJbBS2KDsNOWTqd2TWw04lewUaDSwaXDTZabM64HEX0RhIe2GIgJyWqWPJuqwM9sxrlmi7P5fvqYL5vqOtVI2tzLkJU8XnkrxpVxXOA9f+x92Y/lh1Jmt/Pl7PdJRZmJslaWmo0ZgABgiDoYf5/QYAAjYBRP2jU3dPV3VVskkXmFhkR996z+aYHc7/nRFayyNzIrO5x4CL2uOf4cTe3z+yzz9Z0mCZ/0YScXVGZC19Hok2oIP9Y6YSOERU8KjhMcpAUOkbC3BNTYJ56vv/6JV9/+4p/+sN3vOLd604yG+98iPzUg3cmR58n2I2SUjZK0sRFqthn0DYnmMKinNUPcDjORBcI1UxTKWngOCeGYc4NhRE+r9E0TU3dtWAtzivCPIuSEFooC1Hhk8flFPWYFtpRcfhKxHF9EL0Orj6VrBWIotcOOSjXAiI/Ffz+1FHWrrBSRHnMVgZt5aD1yeOSFypndKSgSCpkyozG1hXtpsXNHZudxflImCPWifNSa2ltUVXQdoqqsdhKFKqIgRTk4HbzhHMTU1quxyDgamc0lxcbLq8uuLy6Zr/foYwoZLaN4eJ4oNaJaZYIxhDiW63lt5ot74kkkldoa6Q5bfAknzKwCgQv8+WD2Iy3kb0OLM+7CPOUQF/roRolYBG1MCymCK8O8NLDbVxEQF6/90Kpev1VSS25UK0rk5sRa7xLJB9wLkiwSOVrCUKHm4bCz5cMf3Gu4+q9So+58v03gasfyuYZbbloL3n06DFPHn/Bk8+fgFYkIsNkaJrFZYwxEsJMyp0tVQqS206iLJoioBReSavL89/MQjua3Yxz8ux8kI+xgKuYhFbm5BUzcCm0wJTnpvRCSgnu+uX+Dqv7LBmj9Tlxpitn+l9wQitLuWC4gKuYJ9DPnEV8BiRo0XWwycILPjNupM/MYtuLrfsQ4AqWM7Jkrt70v61OWB0JOEzyWCTy3SpxmnaIQ1gA5vpv10ChQexhkXxXq99//cwtjeFPHvQg/kGVowlRixCWygitqrJybyNBdKUlS+i9zKFPb16fazp5sZ9p9YrkcoAStapB15A6MBkthhaUUQSjoGpRugHVoestutliux2m3WKbHbYVYFXVLbaywiLQEgwrtMA1uCqZqxKcWbcLijEyjTM6JhQKXaWz6FZUSaTsScTk5P8phQ4RN08MU8/hdODOjbwM01uXIMT8fG76ARMTnTZY09JME7UbmdxM1XQ0XeA09vTzyDA7TuPIaRi5P/b44PHJM6bAkBwTkVq42KAiEY8PM0N/YnJC0Q6jZzoemfoTp8Mt/Xik98NfnIjFehRa4JFFAXRgCSq/zXOZEZ/54LNugEuMzgndORqiMmgSWkO3VZhKsQ1QX1jqpqFpN3S7PU3XsdlfoAjYpmJzdY26uhKFsy5LZGuVDWfMmSuhBCY/CyXQe7yb8UHUUVse0n8/lfGJgatEraXAtdaRCxtpNGy14bI2tNrQaUNnahqt2FnoiDQJOp2oosFGi44VJkZM8GIMyLz3LbQBtjv4rBcQs9bEKQdcyU4Vo1yaW74ubFCM59ppWAMoxULtKNG1avU7JZJbNu8x/6xNUvxqI6u+KOrcu0HELRTaJIwKGGYmH3D9xO3dHcfDiZffPuM//9093x8cz3i/Rbd25t4m2lEK2G+O0qbqapC5CC5TWII8l7NDkQRsjb3MxY2G0QYaHYg54jpP4jjYCpot7K8Vpq2wFxdU3QZlrcizu4DyET/NhHHGDzMnJk4qMRjOfN2WJaraA7csTk/ZrBOiqvaLKM/9mXENPGahszqE2vUKPmhmphjoEZhVwueC4QQElRjdLP1atCXYitoaaquZ4yQZgBg4uZmRhO5a2hhRlReKlBKAVWlNVVma3Hl7JnKYB5z3uNlz/6rn9vbA/XHihiWY8Qh4tKl5tG/54q++4PLyisura9r9BmWlknuza7icr7l+9BkX10959vKW/+933/I176+G9icjJeI0SxekqNBYAYbOEVTA5T4g/TBzOHle3gpN7/lbvEWhGK2DO8XeHMiMNwdNv4C2F0loHYUSsqZZlajmNeLQ7pGMwSZ/7BqhKGMhKoWLoP3EcQwMWRChNLYl1xjpmGlnvdB+SyBpHYgqNuXEw1qsElm9Y2EHvGk0TcWvfvuEL37zKx4//jWfPfpC1mBMqJuWqtosc+YDbpxxc4+pLTFsSdpIBD5ASEYUK400ZFUIPSr4gPOBcZaawXmaGJwjuInoRmm27tMZUKZSHjBLlilmFFvYDeXZ3bHY/3KfnuWMafP8l+bKJfPhU87yJxHmMXZVe5UXx5TZAKUOQXuwB7hUub7RyCslCWwVyntpmN6zZIvedQTElhaQ8UOBDJsiJjqSG/DTPX46Eh1n5cILFjXQUn8VWSjRhiXAVOaq7IVyD4FFdbGsv0O+vpDXb6WErq4z3VLX8hCMlSoFY3NfxPwmzQijg+0Ig5M5r3mYbS1Z4HWtV8msGSRLpiuh8JpOgFW6hlBBsEBbEXRFUA2quSCZjmg3tJdP6C4es7/8nO3FI7b7S7ZtR9t1VF1LmxeRNg/7yBVwpVnok3Z1nWWMbuYPL77H4rEkGlrpF6YU3kq0OiWIasytiKS+dk6OgYnblDiRePUDz/zHRgJ+D9yPI+npU3RTsUk7NsqTKmi0R1eaFEUQqd3V0tS4tTTbSjLnXpz/aZyYxoGqtdRtQ7PrCCbRx4l5vMHfi6z3PI3404AbBm5fvuClH7hFVA4/tVqetx0vWGxsCVrd8PbPpgf+BfjtAdoqsb+eMBqSjUzKSePpBMFW2DpRG8X26pqu27Dpduwvr7GbDrvbnSNEqm3ECQgBhgSVz0IDIRc8jhBO4EfwI9H3eD8yeqHT11psxGW+xtMPX/7PPj4xcAXK9SgrymG1hZZEpzxb42m1Z2OiNHXUic4k2piolXxdDiar0rk2KSnO6jvKQqqFerSdxAnwaeFEryVbS4RHsTgG5YAov1Oc2vXmez2yViJVYfV1fO21fq9i/IwW41gik4q85rSEh41RaC3giuhgHvH9kfv7npc3I199deR577gP8b3R/Plg5+0NTUQoGL2XiJ+rczRRL/LEa3rC2omYfX6GRqKwLhcZOy+ZwRmgFloa1UynrDRfbjp0bSXari0Bi0kW3d5RbwJdl7hUkr0qUs8li3XkYeE9LAbpU6MHlCbNa2e7OKzlfj7EKI7XCEwp4WPAo7FKS5BJSX8THyPTnKP7LhGdJzjP0J843Q8Mp5Hb2wE3e3mGMYMrlVXDbMC5CT0mdG2p5wrnArML3N/PHHrPaV7uqwL2lWG/7bi8vGC/v2C727PZbqnaGmUMyiiissQq0Nqa5BVds2EeHerlPU0/8pQPGPFKENxMUIYYFIkkhdduxquAdxPezUxjZBilVvMmCOB5y7dhZFkDZX+uI60hLdnYG8SZPCIH0FnOffX/YIliW5bAU8k4H+4gec+pjmitmKcg+9FJ5L9WGWSR9/JqUtXqfUogqrz/uRYl/95atOOH7I0FGmO5vLji8uqKi8tLNvsdAYMPkWY8YqrFZYze44YB11uMtrj6RPRRipdUJFKRlBalQZCazRDxfpZs6TAwDaJWeTqc8PNMmD3JpVznKg8kZQ8m+MxoyXNQosjFyS7ZqhGpiyh79kzFZKG6rSXrTRY8SCrbQSRQFVwW1Jqgj2LbSqa9/M8mCUAoz5bEWR58Td8rqmLvW5uYXnu9aRgVsDh0HFG+R7lB6p3SEpQsWakydwVclfN6VZr0oM6rZK3ONDweBiU8WR02yVrVUYBoyodCGgT8ZBVwvGNpwxLkGptMlzNR2Bflvt1r77kuMTiDnPygVQdmC3QQOkiVIVmLaTdIo+uaWG0JukWZFlV16HqD7XbU7Zaq6aSvpTJoVPYTJChb9vIaSOnV/BXwt3YEA5G7JCRl+V0vc53Ae31+mAG/ZFSJOAID8XxWvo9NLRms25R4NM0oM4JSRJWYh5n5lERefZqZ7weUS9RRYVQrJfsGJhWYUsMUpTeCCpo0esZDj58c0apM2Q74eZSg2DQxhxmfwkdiNvz8I5sm7ng/2u+MALVbB1dz4jRGQpwxWjN6SEERguL+IDL81iqSPxK3Eb3TNLrJdaEa72bJflY9agqiwFNbdC2MmLoGokfFXOiI1BBIuwyFTpIlq4yw1vb5oDAsgapfGhR/cuCK+YQyCW2lrqPR0CbPRs102rM1kYZIrSKdTtQpUqVIrZKADZJkfJSocRU1p5iFFFIlRaObk9TN+cS5z9W63mA91ptszYsvWae10AU8XLgFTPnV1+tGoMXgFqN3BhomS+1mTn1ptihKQhlg6YRWgRAm0tzjT7fcP7/h2TPP77+Vgv8PUYNTAE95ve04JeiD1CG4lOdPi6NgzBJVM2o1X0qigUWGdvI5c5WVrUrxdapgigGvBvaVptWKbbeThoBKUZmGwITHYjcV9Sax2QSutBQpF0euCAoUx9OxbI4Cvn7pzfr6qBCnowQAHAunukSfP8ThUNZ/D4wxMYdw3jcKkcqNSuFCJE0RrSImeqZhZh5m7m5uON6P9CfH6bQ4GsXJk0M+YW2gmQLKTphKUU0G5yLOJw7HxP0oVJ5Cn7MKtrVlv92wv7pit79ku93TdTtMo1BGo5UlGQcxoZotlarZdVtSmAizww4TL1P6yYpkPz4ETEUMMYolCW4muBFPws3irI9joh/gfhLgc/cO7zQgEeg11ag4dSDPrazvIphQnPqHV7w847UNLFn5MTuVWsHQB6wJ8gyzoxmTMDqSzWqn+Y/LfK4z+cUWlvVaMjqFCQAP6yF/aFigtZb9xSUXF5fsLy/Y7He4qHHe00z1A3AVvGMeeuaTNDi2dU2qPCo0aBNF/U9nfoJSpKyY5vzIPA8M/YnxdGI8HjncnnBTxM1yhqiYaeDl62zgY1zusYDh4twXufUT8IyFnlzAxI4FXBXWg9EidqBsBlf5EPEq92CaJIBVaHRln5Rz5RxsiUvgcW3X18Dqp/cX+/Hx5/aVwWPSjI4j2p9QfkA5ASslo7oGV2WdFjZJoQVXLNmpfIvnfVDWXVlza3BVnodCwJUKUiMYUt5LGajUVlhKCqEwh3yO1RlcKS1MmDWLpbxHAbmJBVhZBLjRgNqA3sqNiAp1RaoaTLuHZElYtN0SVQ26RVUtqt4IJbDdYOuH4EqR14peemwVv6Ls63r1dS5LPg9P5I7h7LPUzAvVMj6c03XNWQHnH2qUrG4/OTQDIXrc7LBmRFtPmh3BOfrDiFUGowx102C0QWtNExNTrBiDZg4j3kd8cJz0EaxmViJ7lVIg+RkVPMl7fFzA1YcY6ge+/3MBt7Jn7nk/0DEjDIu7AIcZTmNk9iLHP54kCDc7OB7zmjOQxgN+72EAmyzN4EljYJgmQgwEDfp+gLpGtZaqrbC1pd7avEBz7UhKKKMw2mCUkr2vRSl8Y+EiZ7stC/voQ9mvdx2fFrhKienwHOVa2lqjkkXZhLIe4x3WRmwdqfVMrT2VSpgwoKNIcRJmkYZMI8pHogeVD6CUkQlhSqIAACAASURBVJBK4gDUtRjLMGY5dB5mpQyLoSwFx0VitQCpdcbpXDfF4kisjRksUawbFgNf6B/nHj06K3M1UDWZhmrBmIRSAZMcOiRSUOioMU7h8PjbE9PzW158Hfn+Hr7hwxm6yLvRAstYR63L18X451Yzy/vMInVbGai3En0rdA3bgGph6Jcax7tXYE6B7XjikbbsYk3c13TNHlM1mA3oekLZAY4j9vIVzXRP+wy6AXaTPIPCQS5OaqmzK8/2UxzlwC4HHyyOSAc/Sf72p44IfItk580Mlb6l27ZsLrboWZzXPky4uce7mfF45PYmcOwj38fIMSX69JCOVqKn57n2YE55z6iEvpHjPSZhDPRpqY/bIA5oqjR209Bd7Oh2W5rtlqrrUDpk9TYxyCofpF3XopTiy8ePiPcTVxjs0xd8y+Lkvt9ImOQxJIiK5ALRTQQ3ElLAzxNunumPiZe90Cz+AVHue7t3kSiiRuh8Fyy2pKxXraSeCx5KRL8+ij0Lr31enMQJARAvj8LQKI5qWWuPNFRZuq7JiqZEifTPXt6z2M8i915GybCu6Rx/LtNRhgeSUez2lv31notH12z3V8xBMXuPiwO2ac+/Px7vufnjgJo65tMFfuzRXYtuW6zfEXUL2mDqShoAp8TkHKdXNxzvXvHV7/5fXj1z3D0PvPw+igIqORuU56HLh3ulRZyItAh3lP1ZsgfFpt4C/8yyrj9joWSWmqMOoVXXFZiNOPIocWTGLI38aoBDWug/RTmv1CFtWah0Pk9ySgttdMrX8gxxoL7i7bOp7zKGwy2nrqK/fc50fIE73RMGJDPEMrfF0S/rc612d8kCrgr7oWQKS9/Csq/X2bmRBcCamnNd0TBK9u8Vi5qmVksgaMtDkBLSkgUbWQDzmkVQqJ4dAsjaFppHYPfQfikXkWrFuN/IQ9YdsbkgJoOKmqRaAVamQzVbdLPJDI0WVTVoY1BWo4zG5FY0Ri8AVK8+ls9LNtTxMKDsWJo3v+7nvGlfvimo/CGGQ9bk/emE6094L4XsEejRTEh7jZASkvhTdMrQ0NBQMyc4MXKfBg4pMSmxQ3pU53u5IOVafvELFYkhieDR4T3vqQTML1laEqyZS8X2vc4i+Bij2Jv3GaU84naEU5332Cj055sXcLyTPljP4uJDX30NF83IZTfx+PFL2k1Ft+vox56QIskY2s+usduW+qplf7Vju+/YpA7dSJN6iJASKSRCjPgYmWOQRIeFbg/XPdQx04IdnKL42b+k7/bJgSvubvB9xVAr+qkCm9Dasek8qYqoRsBWMhFVR2KYRWbbgg4eHQKxVJo6iSiSI1J4AVmFjmRzMT3xTyl6xdiUzVWiNIXHvqYRlt8t2ax1Ieva8S0c+0IPiSyHQtl8JvPoS1ZHFyOpJd1fXomEIaBTkmI/5wg+imrl/OGyFuXeSxTunaM5q/BNyVrZSoq+jSkONZnDna9dyc+qEq1NEGuJ3pZGj06BshrbVNh2Q9XuaDaXNFePMF2HVRpzGrGbntF7lLIoDNc3t/ibxOTgRRTDUVRnLEtG4F3pkD/HKIb69Y/vmmH8sVGyey8i7E+eiMM2M3Ul8mWT90zThJsn5tPMaYzcu6XWZx1NKlmRsn/KIa7Sw4/lPkswotzXhESq+tkz+yACEq/FCFNKkII0OUwJXCD6SIoRqyybpuFi0/Ko0gw+4pIc5u+1zhMk70gEiAqlNMrP4GZRqnICrsYhcZrlAHjXLEFRGDywZDpKUIec5eg8bCNs0yLKsl7LhoVa+CVLvdXe5mJ4vezNlCTb65OIIHRGXlcb2G9g10FXyxsEJ2IWZT0Wm/lDztnbzvfZXislvXCqGlvXkDQqWOq2w5jleJvHyOlmporg+oSfInbbotsGO++JukVZi6lrUozEEBmGgdvnN9ze3PHV7yee3QVeHuHFJHMQ8ry1iMN9keeyi7lulodZgnJeWAX7tDhWlyy1ZdcIwPoV8PkGLixsa2gaS1Vruo3JdWEQXcRNDjcFJpVp027J5uwVtFrqidpM2SyKguU8K2toXYd0w0KP/tjDjz1uMLjhiB8dYRJxkBKFLmdjw8Ns1BpctSw0yjX1vtDdSlYm8KfNVAtwM1mwxRoBq8FLfXZZu8UerTNA5VkWq1Ot3m9Nc11TPS1ZGGYD1RbsVgKG1IpUGVRVo01NMjW6ajBRE6NG6wp0JQ2E60ZeVYOtamxdobPIjDFKeuetygnW4Ei/dm2Khz5MGT9U6vBzjrJGj8ETEpT+gZ6FobEuzZBXQE4mz0ziiOOQa6fmvOfKs5RzR6FRVFZLNjepD3KGFjDdIHu6RmHzOwYSnnQ+Dy0Le+ZTHuX8P3pROg2Jc++083rTYNzDP0o6QS1tF1RQKO8hBBQi5a9TwKRITaLKZ07pWYpK+eCIEIvCbjZkgDLiR1a1NFlvyBnkDLRK0OqXGJ8WuCLBy+d4rThWiWZT4UzEKYfZBqY64lvwVaK1idBEqiCc6WAzNSOIEAQeks/KfWRaXVwyWBpx3GsrPOvSJHd1JW+6ugdp8EJDONcY8LAwuxi1jL0fSNEWZN8hB/OWbHyVAAllJWMjQEsU2owWSovOi06rhCaivcgXJQ9xlhKsD2kQ11HAd4mwPLgWlbNRRdkjSGZOZ4MXln0jh5fNcvQrqaNNzhRPc65psAbdbdjsr9jsr9lfPKF+8iVmvwdr6I4D7tSD0TRtS1PX9McDCk+4h2eZrnhi4cRveFi79CmCq3IIFIdiTXP5WI7RKb/nxTFCcrTdSFuLws/oIuM84SeH7yNjyKpcyMf1NSXe7xrLM7nvHcPocMETUyJG8R6l90oi+Qgpy/LPHudEdltFRVPXbDctn9WKKSmST2clsXcHV4k4jUIxS0pqeNwIbpBatHHCjRNjL1LQz5E19i77tdQI3iCgqGQAjZKgjG2l4D55eBQWJ7pktBWy1i+Bz4G/QezQBrhopM7EVLJfiy0b3ELR7RrpX/L4EWxbAVa1leDO1EtPrajfXmX0p4yy9lNKaF1hTUNVVxhlsTExbDbYagWuTonD00Q8jbTbkeFwR71tMV2LOe5ItkHZCtvUUoPhPYfbI0+/u+HFs56//wf4Y4SnSI1UuZ99nrNLBBRtgcskc1iAwfqMqHJw7LPVZJT9MQG/yc/ir4Hf7mG/g4sLhd3U2Kam2zRorQTsOsfYnxhPQehrWSXDADsFV1rspsnBLDdndda42Iki1dwjmZoXyJp8PcP4sYYfT7g+MfX3+CEQpnyGpyXw2LDsx9fBVclsFeCyBlalnqjUDpbgaOm11ue/7ZScR1WV/QFAZ0NQ/nZ9lq8zV0bLmVVUA0v2ah2cK8DqvCYs1Duo9mB2Aq5i7nWgbIe2DdiKWNWkqIlBC83d1JiqoW47qqbDVi1N01LXGWRZg8316iXTtg43vZ6xKoCqrM1PbZQz7T4EZv6UAr8+n891hEQ8jpnARDhny4tYWBllLmoUrdZsKivCdLlG/X3AVbGrF/l1DVQYTPYSfa5WK3u+qP3+UPDpUxkFXB08HLLPpHNgvKqg6iSTv50XH64jB+Eq6SnX1oq2MsRUEYgoq2lqS1VbdnVF21TUbYVuKpTJwCxEAdZRxEdi8KQk3GaVg4gmClugSdJE3efPS3DklxifGLgC6M/e/K1T3CnQJL6+TTQKPlNwpaQPxqXJikpKDiHt5VUhNBYVxZAZJYdaUwkQTrP8zChxIFSUbIldRcsV8nOloI2yOe+RzVKc19cjU2tj9frnJfvjkMNznTIuFKdtIw7Lbgu2A9OCaaCqDVVtsLVBaSVNL3VEx4gOARNnmhTYAlcGDgYeZ1rDhxBhKEbuXQ2OQRy0c3ouO2sqnzzJgJ9kQ5xyKGocBTBPUWqvLvd5A1vY1BaUISpNqjYkZQk0VFqooWGaSYeDIOZ6mxu/TKRxRA8Dph/hmEiDANE6O0PXPIx8rtXVPkVwVRR/CtVnBr5nqRv7GIa6qCp+A4yzx9wEDAZtDbPSGcwkkRae5XFvWaheH1IUJCJzcD2PPL6/4Xh/iSZRVwajFiqBJke7XIIxkGYH84wOCRM1NRVbHBfIHgq8War8p4yUEnEciYrcxV4xjyPj0DPowHGIvLqDP3r4Q4K/48/XFv3YOCEUrois3xHYJWg81P0Ctj5Htt/nCLVjDQ4uEdXJK2BrxA5dX7ZUtUZXGkNE6QRWE3WUrJgxNJWnqiJVbdDJoZMnTOLEjxlg9eNDMY0POaZp4g/f/Ct/9VcvuNh9xvWTS5JW+KjO1LnzPPXw3QTVS2ErdDZRb0fMZqK6PKBrhbYK1SrmAcYx8fRp5Ntj4OkI/zUumde1DSwR9BvgX8k0yTynLYuS1Y4MvpIc+jvk8N0i9rHUX10iDokC5mNu6qsTTR2pqoANgRSlB1foR9zgcJOcb/sa6o2A3M7Cphbae8nElL6CpaaqiGmUZ/MMWRvP+bmcvIQKPcpHlD9iYhBAZcUZ0yYDLcQ+l4BKYgEI6zksjncBUuUeSnBzQmz5yFJ/co/QKdUBLmu4FLFSdhvYtXAxShY25qiiIqsz5i+SzhT1INfX5Wt4wkI/LDTzGmmo2nZQ74WKqHIduKqM/OPcJ1B6WQusK82pVQlMGlAmEZSoIWO0UAOtPgdCXqfiw4Pt8KAM4k115p/SeI7M6xPg87qjMRVRGZgcKfhSUY3F0tChqVBYRhwjIxf09Mw40rmusUZzQctmYzBGEXxkjBN99Lzg/Sh0NfBrZO93KHZ0VFQYKjSaQCQQ2NAz4xkIOBYRn08ZYAF8G2Dn4X+dpXSlruHykSjKdq3Q8zRy7lzvYNPBbqfYPbqmbjuabotJgaTAVBq131JtWi4+u6C53lDtKthqiQpGD2PAjSNTf+JwOnI4DhyOMy8P8OIOXrwQGzYraT0yhl++3go+SXCVzh/CWm5qNWETcnDdaTGsnYLLmItgY45iJMlgtTZHwBRsKjApZ7i0+IDFEBWws1bmq7KohIryv2yu2SqCFA+AGH9KBSyfF9pToZiVaKYGdloUhzaFh50Xq8kvW4GtRIbdGLGcokEWM+Upn5opSiauknvu3NsXyZc5qLWkfNfqR6+LdrzNKA1IqwZsLedHabIcnRwWEQG4Y5Lu9Sioj9kpzxGSppbDSTcJbaIUGtcGlMUnRa0SVQyoaSAeK7wLJOtw88A89kx3twx39wx3R/pXieEktTxrEYAS9SwZjD8nBf1Lj4HFcSiAvxSzf0wwGPP7NAHupkTXz1SVIWpDSEEi/2Ghd77poP8QI5H7qM0Tx8OB/nikNpa2bqgtqJRIMUPlmEheFAyj88TZEZ0jhYBRSuoweYD/3/G5J8I0EYiZIw5+dLjBM+sobQaOcBMXIYv3WV8lq7ymM36G1P9sw1LPWLLkCbGZhUqzVljzZLpbhBhyY1yTUEb63NhGo2stVOXKUlmNybzr6MWBn2cJjAw9nGY4hD9f7/U+Y3IT3z7/jle3Nzx+fMAFj1b5bh4yRHFJFEtLFsEpqEPCjAk7Rcmk5x+OEwwTPLuF72d4lu/hTdm3ss/KMyyCR0XJsbQwOLFka0t2EJYm2CX4UOoQAyIkYgY5H7QKhFwglXQipUgYPX5OJCfnWp0ZARsrAMXqfH0pA6u4KKQeWLJVt/nrG5aarZ9r6OTQJKyJNBZ8LQHG1Aq9KPViR3SemxL4WlPzSkajrOHyLNagoQRMDizy/+V5zAgbInhIk4DUSkOdmS3l2RRBCzJFNifJs1reQ0ZKqa8p711ADCz2OqYc7A1k6kbCe2moHJXG4wgpyis6SJaoPTFKE/LgvfR0ioFEkv+R3ySt3v9NAGv98zUY+xRHeXZH4DILmFXWUlXCf6wiEEXKw+R8nawT2Z1VrqlaMqGaWhk6o7FaejW6EBlSpCe9V2+ronApbCRFh6bBYLEYLBqLdNoKaDwWlRUvwwOG0KcYzC3jFfA8wH2fbY6S7JGtBVhtdznwoWF/CV1n2Gwt9a6laluqLtfCGoWpNGnTYrsGu6kxbYWurRi0AJAIMeDczDxNTMPEOHr6UZgR9z3cObhXmSKqpd5qes2v+yXGJwiufngE5CC4Ld+IOeMDXJ0ecp5LpOjCL4pL18OKw22zg69XNLQSHVLCi24bcei3wG6G/SAR4TXPtxipYsRLHUmJoq2LScvv7liAXJ0BVF1JtqrO0Ue7kcxV00LdGkxtMdZIHUlecCE6YnSEIHF2lSl07Qy74e2jUUWd6bMKhggv3XmazxHbt3WQFRJJ3XTQ7WCzkYNLB5ilVAdbwaQ5R29iph75lJNOM0wONq1EFEMMVFWgqqAzSXqQhERDog4efbrHjzNRWzyayU1M88D9H7/m7vktr57e8fxf4cW8OBQDD5WkShTpU4iA/NA4skRHf46i2PU4kYMOE9jDSGcV1hqiCsSYiJNEc8s++Rh1YAkx9C/7gZsXE7fbS3SM1FrD1qIRpJDKL4eEn30GOyNumghuRitFhZJ6GZZC93e53hQjrj9hQiC6gAt5DY/SvPx0gttXIg7yPR8um/MSmYvvgS+QjNSj+JAyVSH3V3oHeZYDwCHr3UeII1RmPkfZaUBrQ1vX1BuLqTWmzrA+etx0wrvENCIBiyMcb+H5JPV5zxCb/T4ZujeNfhz4+9//N/7n//A111dPeDz/lgYjRPz0MBRU6jTI9zwmaAbQA5g7yUCUINIpyrV+j2RoX/DT95ZDbMoNnAWOHiFzfmDJaj1hAQgty/4oohMzcJyFYumPMN46mtqxvRjPmf98FJREsbSLsRJcswiLo/TgnGa5r1O+tlfI2nuev77Pn79rxvZdh0kiTNXWiu0G9AhuB9WlRKLNKAHTNj2sK13XDK3pgCUoonjYTmNGnmkRalDInikvQ26Q6uFLD9vMN9RCksBUiMx+yIHHkNuF8FD9dw2wynWVETiXjqBnMEGeEROoGEjBMauZpBKRwDwbApaQDJNSua7c0EwTZhqZx4FxHjFuwnlP0vLgy3ue6xJX11XGGnh96pkrWJTqWjcRoudxY9CtlVKPEYKP4oQzE3B5v88ShEYyVYooQB6L0QbbKWlu7iPHeeaWeGZ9vOsoIjQ7YI+myxk1AVaSvQoEDIqGjkBFw0TPgM5w8BWfNrj6DrAevn8hZSwg/p1uJBBUkwPqBi6voW0rms2Watti245mu8HmBpemqYi1Ff92X6E6k4UQMjRKgdnNjPPEMPYMp57j0XF/hBcv4fkJnnqxrWUPnlaf/5LjLwpcvWn0yGa442EWqqgAPWGlLMZS45TCUo+1rvFRSUCPyTVaJolx1Tar1alMAYh/Kim8Nqxrw19AS8kM7TeSybEVqEoMd90sn7cZWOkabKWpjMJoIeelUleipTBQO4cJCRsTNVKIPli570Oelx/LYClyQ9pLy5PPah5/8Tlfv+h5+U/PgIUW+LaHbonibPbQ7RXNzlDtagFX0ROto1KJ5kKcCIJQWEbk4BpGAXn9KAqCuw2MXiZ0oxSm1bR1RWVrXFJURFSamY73zPGIj4pxkqjHNE8cXjzl+MJxeimHY5HTbViKu0vG6oafF6y8yzgh118O0Z97jIizcjFBmBOtCkSVJNLoF/WyYuw+ltN2nOA7H7n69lvScKJKM3rcURkt0uA5/RmDIk45azWe0G7CRk+jpUYFFuBR+PBve80xwu0LRzMJwOw99E4ct1vgaRB1uP+COO8fcpQgyPcsVLxHLId9CTgV+mupLyygcosEnbYtXFxB2yi6rqLbCA9+e7GjaoUqGDVEL010Y9QwS6Nvn/stTRPcRnFcX/Bhpb1fH7/73T8QZvjsf/yS68sntM0GraXXShnFTpdMb4mGQ7Zv8WGEvCfLDvPuoDAha+gZ8jyeIcD3MWJbSgar2CBYZMVLiWnJoptZziwTOQsdqVz8bbSwHIKW9dea5Swbc3Zljktj5kL9u0dqyO5Y+lr93HakMZ7ORlLlSV3C7iBciZjEXEkdRXsUmXm1FpjIf18CmwmISjKSPknkupzJa9lxVn9X7NItsi4e58/x8EgJoKtbyV5tbK7ZjnIG9YOIh5CfSxHFKqXEhZ1S9lyx0QWI9ZnHrbQ4pclHgnYchju8k35BJ3PAe40LmoEOqhbdbnkcWvaPAs7uqC8P6HrDziSSWoDUOuD7eulC+f5fSuZqPW6BGBMXU+T60YZd16G1JfpclhON1BRGGGZPTCK1TpjQKqI1hOSJJKJO9P2Jk3c8JdCTPkjWtvh9FZEaj8Vj0Gg0BkMgYkgoFAGNxZ790xLY/SVrhX5sTMCdh9/f5FrbCj67lHWsFdhraGxFXdVcfHZJ3bRUTYfqdpimo9nsSVktSVWGYBTKKqqtRrU2I7YIkyfhmJgZk6NPnikFTnPk1QG+OsE3E/yBh4H/D13f+67jLx5cFaP1+qawyCKoWZzkXf5okAz66xGwEvFSORoYQ44yZaNlTaZoxMVgrZVq1lGgdfGoRerCNGJM21rqh2wOJ5usdkLFohSYI2ba5N5W+aJiFM59ikhhX+5GnoLcU5MPggsDV2E54N+E5At9oTGK31xu+fLJhi+/3HD1xeec0kvI4ArebbEaRK2qaaHuNLapMXWLMQkTDSElQgjU28jUy+GlTksUt88PNuUHFTM9sNuAtokuJqFmZDNUgGeIE3MA5xPj4JjdzDzNjKeJaUi4eaF4rNWdFA8jkZ/6+KUjM4GsvhXLPCaiyvUNSRy2ImTxMa91TPDKw91ppK2O7DcVXYpEYwhaCe0tKWLU+NzYODk5jVWKmRaozsXzhRpYHJW3GSnC0CfCBGGSSPgpwH2mAT5HHNoXSPDjQ49CdSr0tJIFKZSzQnlciwE0QKdhk6m33Qa6raFtDV1X03YVVVNRNQZTa0kMEUkpEmMQedyQmGcYhlxvFZZi83VU/2OMF7fPadsNL59+T62bHCdWf+JMlzW4zm6UjEcJlJX9XwIt7ws4isNU2A42v8+eZU4K4FufG4X9cHaWy3nksiOcJOAHnD3jcr6sW1vMAYYgDtsti2hFWX8FPP5S9s6ogNEJYxJ1RvqbjWSsqiS0QJ3AGbnIkGl4KoOnmBdVUgIuNfL7yQutvdj3N4GHYr88sifLGrhOchZtnQQ8dT4gynwbL/XZ0Ui5QXIC/IqIWUqyt8ooaywg9NQURHiq8GR1lrV2KXEXPfMkwO0AzEHhvGLEoaoR3Uyo+ik+GartNVeP72i3W/w8EnxNsCb7C2qhM65erD4v69rw8fbmhx4zYu+998L8aSxdu4WkSUkTsfgoGanNJPYpRk9wA4qIMYnRjczeMUwjYwycogCrD0HHK6Uf4g/KTCsChnh+qfP3i76teqAaXdbspwquyvn+zIks+2Uv67XOe0XU+zRNU9HtN1RNR9VuoNmim5ZquyUZTTIKZTU601lVlcBo6ZMYZY6KT+djwsWES5HRJe5P8CLATfrwdPMPNf7iwdUPjaKc9orFudiwHGglynTuls5iEIvYQso8bNvIojFGABb5oCtc6nXkZ304FifNItFEJeVBmIazEmDKyoDrV0FkymY1Fh3FWMZADDPee3xQBBeJLjJPELJIR1fBZQdfbCGcYJezc6VIM67ucQc8MvC4M/yn//Qf+fI3j3jyq2vY1txFA//5n9/rGdQK9gb2V7C9rGl2F1QbyVwZFVGVxVQTzvVi3Gu4Oy00tyPiGJwC9K+gn0SlTFUSnWwbSec3KaCSw9FCMsTgcLM0nz0NE/M8Mk0zx/vEOEgBcnk+HUvNSWSpD/nv48fHOtIGOSKaqdJFAKbUgH3McZ/f7/qUIB1p4gB9T2MstdZURqOVgVThY6YtuiSyrilhlMXgznVJmQn3TtHclOB0J1K1s18yd/dIL6uvkUhbaXT4sUZZywdkfX/BIhu+zx+X4IrYjd1eaID7HVxcdXI4dhW2shirsXUiEIgxEsPIOMq+muZZ+O+v4PaF3PsQfz6q6re3X3EK9/yH//o3VDQ0puVy01Gr5Xgrzm1xIl8HXusAWVi9PqSD41jUBg0iLvKI5VmsaWSFAVG+f9bnUEuWpqgUqyR2ES3gKiT5eVDwapbAw1Nk3d0ga/AZfyrL/0sMFUvNVYImYTxwmQFpI2JD40ayoWmSzGjIdMd1vVPQOXNFZqRMuSVJWmW23vD+xYb9CzInT8m1cl7orb/ycNEKeNu24gOknC2sgxTxV1kC32b6pXHyP4vkewHqRyTokEawt6AcqAbUJCB4CvD9SZgawwwv+5kxlQb2owDnCsZh4tHtKxSJy8sLKpOY9hf0dUNUFW2nzo5d2X8leLzOaJU1pX9gbj7FIYGPyOQHfBDa38XlBls3aFtjmw0JAVqTU8TgCG7k1PdAwOrA7asDx/sDh9tbXjrPqxQ/mC3uVx+lt1ykYsKca68SjogioqQyF1jYM6W/Xcm0f6pjBH4HPL6Tdd9kIbZNB2oD1mhoLO1+Q73ZUrVbaDZywOx2WWZdshZKRzFiJn+MgZR7fqSQiA6iUwSncSFxPyS+v4F/CW+vK/Bzjn+z4KqMATEgdf68gKhykBUqXzE+sER2yVGmlESNqdAvks5UPy/roRin9f/S5KLiXFhcVZm/nemFJtM6cvsKdKYIFo63gCpQRFlsKRKTI0wRP0eJ4HlZeDhQPgt4GIgV7DupMdNhyeCViHaHRKp/9Rk8+dUVT778jP/lf/ufuPrycy4+f0w/KS7271choRCBjssdtNsN1WaLbfaYzgpQVZFUGahGdj4S/UxSke4OfKZclIOvRyIl/ZgzAQ5uL6Tgu2pOXOwqdruW3W6P1TVhTvSTZ3KBYBVpTASdqLYTcxTgbKwcbiktQhAv+bj0pX+roxT7FzBSmlCWOrafYyTk+dVjYhcCtbvHV5pQGVTVYE2FMVH2ffZgjYJKCyUhGUUqVCDe3TCGBM9mOSMmluzAS+CfkFqrf+TDNfj+SdeEPI/iqBflukfAhRbJ9nYPXS4+7vYNLTwCEQAAIABJREFU3eVWwFVbYbS0gaiMYYojMQTc6Lk/eO7vHff3cLiH+zu4yRK9jiWYU5q7vgu1+KeOvu/5P//v/wuTavQ0o/7m18xusWHFuX6dGrX++evXdgY0H3gERFnwBfIs/opSoyEfDUvvrFpDW4nzUlVCjU7l7CCfERlI+SyRfzzmBsNOHJDnSO3Y98h6fEFx2H/50VawqRXKWFJQBCOAajbgm0yra6WbQcqAyec0YIySyXIrMOmCzIHWy+dl/f3YsxyQufpbhCL4W0SU5XMkGo+VgKHSEK08h5hRsKoh9gLyvIHTKAGVki3sWWpkiWB6ULP4Es5Ig/QxwauQ6x6jZN7WlO8UJXP59A+3DMdIUJp2e8U8OZpuR7SGrXsET57QWfExyt+vAwtrSmXxVd615qoEAEowSrG0svgYbIWU//8fgOnmFS/6ick1XF7t2eyhoRIHCot04UikoIkpEIJncpHnL295eTrwL27gPoUPft5PCPX7hFCwrwlsGdgws6EnZIAlwhYwkxgQgFey/J/C3vxzY0bOsn+e5Vr3t7IXSWKrfIz4KDQ+laKIXhiF0jkXryARSCHgnCekQGImBBHEcu4e5R14x6kfGGbH6OFVn3jWw7e97JNPefybB1eF6lEiSFX+ul79zpp+Ub4uWayUKQg6AyxtspOSvxdV/phe4zkroegVit8aXBm7iGcUdcIyCgWk1GOnILK7inyYTJEws0j/5ygeQTJXVkkhYVMJzccH2GcA6JAI3N7CvoH/4XHD499c8vivnvDlrz5n9+Rz2kePSAcvadz3GI0R1afNTlO1jUSWqgZlTaY6xnOzuMbNtCOE6Njsw5meUWUKTOlP4oMcmBHJXNkGPn80Yyx0mwZlDLqykAIqaEgxd62XIjqdPatSvB6VOMOlzqo0zvzE9+wnNwpQKHuqAOKP6Uy/afQIlXSYEpOZ0bXCBkNMWjLEyqAKEUNptNYYk4jWEKwmGEXt0zn48i6OdUQogIWOe89CB/wjS43LzznKtcCyn0rW6hqhLDuF1FFpRdRK9oiW72mVCS4pELzHuZm+d9wfPDe3iZf3cDwtDuVaSqK8TwEqH2s9uOD47vkf+ebbr7joOnaPO6b5IYRdB7/W1/I6XepNQOtDjsRDFcGGxe4UsaPSNDchZ0TJShXOUCo3kCc2Jsl+jDPcTFKjenLiAL1A1t4r3txI+pcc1kJdaaK1qGiJOmFjpEoiq5yc3L+tINW5ZccsZ14I8ioUf48EzpSR87ExImVfnWnLf34EZH6ewVkxrovSsL6bwFtRSLU5S5aA4HJT7QTHJOqzvZI5LxTMkqU+KzEmEbNQ+SxbixL9mMBNijAeZ5Q+Un//lJdf/pGqrvns8y9ptns5T/eXVK2VFhmZJloA1ussm/cZ65qyDQ9B2vso7v3YCIidaaaZ5BP75p6kFRFRZ1W6AmWJKPCB5ALTPOFnhxs9t/2JV+PAqxg+yhlVrq9mAUqOgMukwUhpJPywN1qhUP8StY9vOyJZbTTCpYPjCJtGSl5cEPVFFwKT8yjnUd5jQ0AF+RyjIEVCKD0qA5GJ4OSMmf2MDgKuQvB4L9TzfoLDLEGIX7os4sfGv3lwBUta/iJ/vabtrWsTXqf4zWRJVS8Gu9HCK61ibmrbCMDxQaKGJSJe6BtVncGVkeiwylFGkw/G5OXrlKkNqRwMWd5fW8mUKaJkS70U9rosVZ5ygW1i+Vxpeb/WwjZbPN9LVDQpUSN89AVcflbx1//xr7n8zW/Yf/lrrr/8Eru/RDVbiPcP0edbDq3g8yv4/Nry+FHN9mJPvdlICDIDHWMM1tao2tPWLVV9YLvvMeqG+5dwvIPqO8lYFSf1Hlmwd7lYfnawuwiMcaZtelQzUtUJnGOYJUo1BsfkHd47Ua+bIYxSUDzERZShqGb99/H2o9T0OZYs7s9NaShZzuKojBOYkGiiJ5oZFNhYS+d3rbHGkmwiRoPGCp1XK7Z3PV16d1pgQJyz4qjdIuvre+C/8eEV8952JBYRoBdIwObqKHTcwcFm49kPnml2dK1h01VYJe0vKx3o+4FhdLy8gW++h6evRCChRFxLXVeN2NsKsbHP+DhZoOW+IhP3/O3f/Re+/eYbdNtwe/MQxqrXPq5BVInwex6qhn5MJ6c4V39PVndEgHdRE3yESITvR6hHYUJsswgCSmp/bQ7UzTPcj2Ib/5Ela/JN/p9rBbJPqZ6jbizt1grNbpPAT4TtkbEFd5Jz7LQRtU1moQe6KYMsL2eh8RIk01GYGiYDshDE1m/7RVX4p4w+v4rwx+MAX93Dk/uFMgychZ7KWrl77W+LiMnHqDccDiPf/MN3tO3fMfX3bNqGGANjf8BoS7r+HLfbCxMr/83Iw/ritaryuziqHbkJM7LXC4DdIhnS797rDv/8KM49waGf/Z7jYcO+7dhfXKEzRTAlRYqR4D3DcJR+g8eBr/yJ+xQ++hn1AmEsfIswBa6AL4lnAFqAlGPpTVnqlH9OZsP7jCPwKsFpgFMr7XaaHlCeyEC6OdKMiXaO2Clim5lqDCirSSR8yMJDKhFJ6OhQyVMFgyKRNGhGVEpEFzke4OUgwaJPXXDs3wW4KqMs5MJnXR+2BWCVsa7JSjnUa3NPJq1yFkoL/YBMFThnvnJGyuSaKZUjjam8Wc5MpSR0vpwlFXClEHnWTG3w5SRMQgmYZzlU1pwVbZb/bbPF9A2kvaRotYUpF/yaBnYXiu3e0O062t2WZrujbjfoWrTgzdSi1bok96cPraGqFFdPLrm8btldd9TbPbZt0NUGVcWsvihd53UKKGtF5jYatlcjKU1oGxh6OAwiDGBYis1npJ5FDbD/DuYp0uqJz9U9XVdTJUVMCpskixctpErRVNBrAcNFevgpYvw+hrjAxx5rJcpyYK4zFGWt/xwRnqKE9TGzEz82yv6eyCIbAboAISSiTZKtMgatNdoa4X2jwMiaVEazPQxsQjrX4r0tRSMi66pkW1+wNGctimyfwijP6yvk+rYJbg6w7+H6Fi5fetoq0LUegkIlqHTiNHkGB88meD4ufZLKOtyyUNxgERYq2ZmPvRZP/sDTU+Bv/5//nafPvj5/X732KlmMQhcsH/3q9XOqThVK2hFxVG8Rh2uPOGUbpMan73PWKl9fqcE6RukpdovUQpSWJUWsomQrf8n9+cbRNuiuojI5pxxqTJ1o1UjdSFPhqhZwFWdwA8yjgCs355fP9MCYz8csOBZnCR7sepnTI29//y9ZKOPrOsVy/BYBg5KBKF+vhXw+ynxnZNe/esF9Z7h78Ufa/R5ItNs9KE2IAapLrFHUZtl7iWUtxNXrp44CyrbInLTI+rRKYbVCRwkGFyrkh9zzxUcre7Xsm9M80QTPbp5QWUpToYgpEVJk8NIPbAqB2xTfCF5KTeoFy/zcswDmdwlIJGQdvGJZR2b1gkVYpZxdn3Kt1euj9MebkP3nvdD1JpfQU0CNB7yKBA2NNtiUiFoTZogp4aPH5DR8VF7EA/DY2lDn3q6marA2UZl4FrL5uVkx7zL+XYGrdZHymUbAYijXRqYAsFJ7pYKAK2MFwBidFSOzwIXSQh9kRfVLOR1PykW4wlSTPymZppD/Nix/q3O+vWS6zhkqJ9kan7NahSpi6+VzkzFRkz8aI7SFCmmwphpoW0XdaGxTYesaW9coU6Gyxq/6E+Hanz60EaWY3dUl26sN7cVGgFVToWwDJmRhD4W2oFOUpplNIIZEu2uJmby7vYjSS8SLJG+RSx+Qe9JOuL4xJnaNR1cDu62nMwajxXkOKUlK2Se8l35ZJy9GroCrW/4y66xKhmDHArBKY2HNIihQau2ycvBHG790mr44yIFc6F7ouiXyoIXzXbJX0pRbS6NQlTO7RtOkQB1zs1neHlzdsdQclT46N3xcOfq3HQnOfQMPZLnoSZz5I/DqGKkNNHWQ4FIUmzc4Aa4vWARLHEtEv0OclAuWuWv4UynsjzXmNBEmxx++/kfupuHBz14HWCXLWhzuMifr18/1vIqDXnrulb10kb/eAU2C1i3rvMxvQNZcEZH5liXTD8u9lnDZpwLwAagtqpF6SHkgCqUbtHMkFdCT3KO2sj51Dmg6nQOXmarvy1lKZoYEUb6c3VK/Vqhrb2OnSibh1ep76+xPcfR+kUxggqk/MRzvOB1ecbq7wdYNp7uXVM0WbSzVfkfTaILWD8B4GQUgvs31r+mAS+N1RaU11moIEGNkEx+u5Q8x1iIc5P/dA1MI2BA4zssJV3y6wEJTLOdh2ffrYMsOacnxWEnZB0ARaHpoSd5uRJZ1dMcielaaXxfWRbEBf0mj+GMxU2WjyvMcRa1ZuwmMQdkaVc8kbVCukuBVSoQUsEnLszKB5MSqqdqgjMEaja1qrI1Y69FKfXoBoh8Y/+7AVYlSrgvw9Rt+pxibUn+1cbB38PgowKVuYNdkYx0WSuAZCEX5fhY9kWLb/LlBLiIhRj9L/ktGJ2e8Ct0ji6dIlitT4XyQJsN1LVG9lDNpRuf/lQGZzgfQHDKoy8BNZ5OStCaiCUkz+AkzC1d5CgGf3u24qNqKzVXHZ7/+ay4vWnabiqaCymohwduJpBPBaMCLz2srTNNQo9mmx1TVkXZzAnXH5iXsbkA/h7soTupXLHUEf7yHxwf45lv46y9PXG/hUfH08knqcsbv5Qt4eoI/DvB/8PH7L33sUaLav0ZoBzuWfkUdy8E5I2pYf+D/Z+9dfi3LtvSu33yttfbjnBMRmXkz771Vqiosg00hIVrVcAeJnjvQcg9hhGQDBkTPiL/ALaTqlkSDQkgYCSQQooNUMhJIGIFlwNjU43Jt33vz5iNe57H3XmvNx6Ax5tx7nZORmZGviBOZMaQVe8c++7nWfIxvjG98A/4Bb1Zk7KtYaxZ+lLU1Oo9c57HB44LSUY3V6IjW/zms7TBdwPaB7ryj2830h8zAadN7WSuoI9ZqLH6FApirL3rRa7bmPPy8/t/AcRE0dwbLsj6pQx2E30LH3yO0+L/RhS7RzbeNw1cFvrMUfnnz/Na8Xmao4HZQrf29BdSaylurG3zVtquf/QtOAiQbdFwvnfoDp9/1jKUE9Ol3WvRaXHBSJGsUwdcdDAFg5WEdOPLei4HO6ZEcrDKm1L3QgpPFNan7HOYErKyv2SVRJb8+qcP8QPR8XXCqrf269irH8pfZPEXG3YHd5XNunj/BWEdYrcE4UkrgB8yDLZytSPbUgmFJC2xBpJe1ZRlFO1zX4bzDB4/NiZISm3HWvmHfoq04CZI1v60FD1v5QPPfluCp1VveVeBs2apHwMPesvKG3jlMTqRcuBy/OiD/Mmvf7/uyD1urCrObc1httTayeJ2+MieKnRF/gGkgG0NxDpxS9L3vGfqAcyrJnueAlEg3dKw2PV3nsS4g7JmTI/RGxeBe949+CftBgas2se6qQC1590tayBJk7TgtyqukkzKmhaogGiVXRK7HWLTAtRWrznJqZNkWpYdAV1QhyVcAFBJVrlyLdaXulh4FVkXATzWC5HQjcejzu0pB9E6/S58UnJl8UlXyCFYEYkZiosRZ00M+YVzClYT9muAqChzEkvsz3HpLf9EzkPG2gNPGfcUWirFNWkAL5l2H8RbXZfzKUPCszhMlKrn+cA1Sv+bASYnuCaqylIHnl0prelQVF1voal+0vuqjA1zG2xH3NxVYgTqyP0HVxt5HHYeNh4sLldV2vaP4QPKB39lP/OIm89NnmV9M8ES0HuP7YoZT64MaAFflLuqcNJCrDKd1DhscdAEbAsYHTAlI7OjPzhnSDavDjhWnyNzLWkEzQU0g5Zr724fjrsmd2y+ygI63h8AHwLtejwdW1zFbVFyhCYO8aof07m+4S/tuztZyjW8OT6MzvQoa4+dZA0itHmPms/tWWjx35jaoavYABWYX9bVNwfFerHsGpVaEUCdtbWRFp2pIAm460NVAoViOe61kpfz5WPe35k1X0xpK3Qe7DrYRLorWsrWA0/fCkjqw6XBJ2l+RhoHp5hnT7gFdNzDuL+kHR+gDdlBBn+Z/wO2s7ctaO3/Nl/FQ+2/quxljcMYe45vfprW+ZC2w4zkF1aQ+1gLkHbdLPxqls/3+AKx6x+Ad56FnM1j6oM1+43xQQZwpHwPnb+2z1vqOxVzX1KZk6mpZjDUqyCNQSqKUhOSoAU7AGFvLawzWW0QCiME6DyZQ8CSZyGIRLNYZndPcf4D1gwZXy6jGknPf6FNp8f82iSOwFl2sczxN1rZJLxtnNkDWOLvt8WVafaTylkVpH1Un41YzuWZNQQo0omy9OjLBKLDyVsGVsfpYMZrpmmelJdrKS7eAKYLEjKSkqdiUICVMbuDq67kVqcCYIdkB+i3dZkMnEScJYUYkUowgxmqPBzEUynE3tKFgs8EXy7DeU8aCTImzob53BbbNEWqqWxPwfK9/u+A2N7v1GvqQV9d751XYO6hc8G8BP7XwyMJ2BQ/etZy/bwnnPaVfUbqB37684bc+jbxfJv7+VebnUXicvj/qiA1cNUydbJ3HRZtzeoGIwRilBYq3mC5guoDrNP0bUqHbbun3M2uzYyVfXYBCqP3Z6u1RIex7ZC0b8hAF9T8C3nXwTg8bB2RdG12swSFef7S/rfVwG0Q2Wlf7fhOn9fo+XDfhJMj0srbMLDxEM9xnnLKwr5Lu+KVmqwKTF8i1QJkAXYfJBdMftG8VCqaaQmCaFVilyvbI9eIeM5ONYu80ez2kUwuCSzTo8X1Y9xq4yuM16XBDPKyYdpfMuyvmYc20v2JaD3TDCt9ZZbW0BsPmNAe+KrhqwL+Bq1wyRQyCw1ijgV6+fXC1VNNrGax2OKPdo1oj+5VRUQREbol3BHOSjx/6QNcHVqstw8rhvUGy5eAKiUQh35+5cg+tZQxjqtnCxbxzTtucGKujQBBECkLBGjlSfI0xVcjAYr1y9I1VMJWLJWZDLoZcLNSSnLfg6p7ZsR6D2xv9MkrYjiaNOXN7IW4c4w0aFWwOXXMglo0DW1HyxGejwoFTBqYVgG84yZo2cBU4RVmXqe1GV1xZlb90vSq1hAUqK0Z7newOqo5nCiphOxaST5S8p8Q9ZTqQ04jJHSZ3lDki6Wu6QvuI5D2X1zMPLoRET7g4x5UZmW9gnhGTEee0Rq0kbeaay5FKWcQixhPCitUwYzcj8VyUpjSersklp2LKS04S13cn3RI8f5/sx8A/B/wu8JMP4NE7sH5nYHj/Af27D3CP3lP+atchwfLP7vf8i0+f87s/+zk//+WeP/d/TvxRho/kzY7ktihkW3AP1Bq96uSLG5mk4LoO8YZgDMEESiW/uy5gjcFmYfVwy0W8YZ7hJ5caSP/0K3yXVnN14DT3v0/jrq19/zwKqh4BFx2cBVV2s2gUcxxhJ6d5+roDGm3tb2v1kqXQVB2vUCreNW/ufDCcANVDdI1oe9SnnLJc98acaNSv5FokCbfc/TsAQGSxnptTrWRDlE2jZpmds0Eb/Q5Zx+sNJ+GZN91xTlEFncbdgd3VJRiH9YG+34KxiNeQbE6RMj8irwZk1VPcyQfxfPUx0UB/A/JzEWzK+DniO481p0DxzLerftc+u2VzO+C9oeOs63kwPMTUtivbbosTwRal7xgEZ0Hd9oKVgq3Ov3Md3aA1Pi45pjEy54mnzN+o3uqHYKXA9Q1MDzQAPlhwweGHQNcPhH5Fv1rTr84IfU+3WuH6FcY5jPdgFBCnghZvCSQxRElgEle7yO4QuY6zqoKK0kNfRQ3vN7EfFLi6y8Ff8vCXWasGrlpGZKkUM6EbVSs8bjSkFhFc9ipoAO1FMKVR0hpHeKk+1OgqS72+yog4Ps+hghqd0T41rd4qVGELnEbzJGu/rb5uOEUqPz0VZD6Qpz1p3JHGPTiPOEuOkZK/vjtUcuHDjz5hte55952HfEDQflOmIHKgkCnOUsRhbarXxWGsauoaMVgxmNBhQ4fvAmGYCUGjTp2cwGcDUveG6vIK7QzNVl1s4MHDjot3A+HhGeHBBf7sDDP0R3BFJ3R2YM05P949RHBcXkc+/WVhe4B/+AafvCXdA04ZCIP6bn0SXCzMORFKxopXKqql9nUC4x0mGPqzgX5csz6sWV0d6BGl477kd2mZkLaOvMGn9YXWnPZHwAOvPfOGmh0wdYOMohToFpy6LwCzAaymFNsYCktwteP1A8Gvax3qdLyLXqeLerR5cX8jvZX7XnIFWZXzV4oG1G6hK2BR13z3aC9rYjZt3DW2SKNItsbxbzqTQbN4hXQ4EHfXzNYx9h3j2VO873D9Bu+9Bo+MBTnDO4sZPLZmeb5qXSmcQHo7r02goOSMwWntOCfF5e9CWrwFtCNwlTKFmTMOrDc9w9BxPnS1tsofC+ON0Ya2BsFIqk1ttaDPe4u3BhFhKondHNm/4YHHV2FFtNxiN6mSp1RqkZE6r6VUZak6v6WgOUaLMXIng6rZLVPnLwhxnpjrkYtgeDOAy5vwHb81W6a/l2t1y2QtpZz3nBRePi9ysee0cTUQ9bL5nsIpAyOcnMOWnWrPWYIpOEWK2sLVGe2/5Ss1MJgFuKpobHAaTShQu5YDScjTjnS4YT5cM+2uEavNVtNcKPnrk2JKKfzyVx+xOdvy05/+hCIeY71K0ue9dkv3FiMJpCrA2KAa9KlgxGAw2NBrz4quw/cRHzTy1GgiL6L6/JBsAzxwsL2A7aOezaM15uIR5mwLmzXFh1qU57A+Y0zAs+XdH72DDYZRbri+mlnFwp/Ee0YX+grWZMCXVNAmC+/Q7K3zwpwTvRScCK7SZlujXBcc1nm68zWrect63DP8eqTPcuwD87LnZlm3+Saez88zgzqmP0IB1nkHm742aa0TMhWlYjZJ4dYg83Wfh+Va3+43ut0OFXm44s2pj3uRrThRNTf1OOMU/IP7AXJv2TEVJSfeX72VCq7aBTuCqOqnvRBU5cVRHbS2p3pOSpZNYRHebHCVMsSYSYcD8821+gW943B5jrMe0w3YChjEGCxC7wOuW+OsPTJ2vs45mNH1tQWWiwilZIycfJRWB/tdWgIuU2ZMmQ/SNdsVbLqes8ESnMUZDykjUiglY1uj0WI104kyFII3WGOYc+KQIldTZM/9ES+5r5aB51mbyI97kHOQIspGygXJGSmJkhOlOKQkRDIGg4hVVe1KVc1SkJIRkSqsVJiniXkamceJXLPby8D6fbUfFLhq4Km1iYJTpHkp8z2hoKelnj/Plhvx13Uerupr1+jm2EBTK1BudVeNFrikQA1WxZb6qi7ovCYprAfTaX0VonSdYDSKn1vNcCpcP3/GhCfEQglb+pLoHcRZs1df20qBj37B9abnFw8v+As/fQfXOQKiHA3R/hNad+Uo1mNFf2i2gWwz2Tqy9Zrh8lZ7mBSY8ukaRW4XtTaRix/KYmioHOcAsQuM/YDpPSZo5+pkQShIjpx3fd3tMu6999mutvyW6ZH+Me99uCf+Lzf8b3y3jR+/K1sWNbdFdxnVnGYIphCnibnvMM4SpNMoGVqDgNGC2vV6gzyImJJ59OunXN8UfnRQ1b+XmRHLzNWb7LTdtYA67R8APzJw1um64o1mFnJWh3eaYUonIZ8bVNnzddcvNXZCYwA0hcQdmrV6yutv8Px1zaAU9ffr8VN0XWxF/20eXHIPVStj7Y9B0g0rF5V3HWcYZyQp9S1FHWMx1aPen+sRk9YXT/W5c32LOdbAZ6UPdqI0/IKO5XaenvP6AwBfx1rAdBwzq5tnuLxnV3aYkhmvL+lvnnP15B1W5w/ZvvsBux99wDT9mPP4E9J6A2cb4pSY5q++a7Y5tVRhdmJU+c0UuqDiX9MrOLEtWPJ/pZG/MDsuJst6e0EfDKGzWOnIOTPFCSNFB4MdcJ2AMcjsyC4Ry8wn+4/508Oe/2/64fgS38QaFf4mwqECLG8LzgjGzlhrySEiOVGyo+SE5Eyp9c8pi7KqDEyHAynNlJwwogDt8vKK3fWOq8sbnjwuXO3eDFbIDwpctczS3ejdUhqzRVuboMUXXcBv4+K2BWpJa1si8qXwxtIsVba9yrg7r6JL3ldw5TRq5yqocnJSu23S8dNNIbsDyV4x7K4wqx43VTkN+YauYc7cXF3y4a8+5PHzf4aSV2yC4LMqCWHk1MjQeM22FSjGUoxDMBSEhJBKOYErTtTLo7gHL1aB/L5bu+4mAJ1FuoAdVphhwKxWON8p7c2hBeKii95sM7bv6DZnPHpnJibLn//RgSeXBTfJG6kiWIfPMTPR5pShCtGIdoMvpSBSODajaxW4tVjDOIsPgW41sN50nMfCw0PmmlM2+2W/z33nhL+sBU79q3pUe8C0jEFjdNX1ZcyqzHnDiWp3HzJXcJsKXjiBq2ecgllvmrXswDtUqiaarWp1VoETuLpGf++9MUGRQapXJIuCq1S05jeV435V9ZaI7X6rqcyn+8sj18bCTbl32UPoqBTHaR9ZKgS3fX/JdLnXVkAipDESK+Vq9CtKKkwpMh20F9Y47knznpIm5jGz3m6ZD2f0WdjtLr/8cz7HjgIqxmCdxRqP2IJ3ni5nwiuS22tUxcfjzM8v96ztcy7O11x0K1x1ioLxx1Y0Bqs9QoHJCIc5cTMlfvls5PmYvhMq4/fR2nmf86kPa06QktJES8kKrFKiOEtOERtnLIIxlU5a92CRgpSW7dLX5xg1MDpO7EdhjG8GK+QHBa7uUnWWaoFLlcBWJ/CqLl5bxJdAqqXV76obNmt+YRNbCr4KWoTaXNFCcZUuWLQI0LZFGN2UzBV49gTJDA+fYlcev/G4fov5FpjGV8+fs/vZz/in/8JfZI4PePdsYOuEYA04R67ur7U1J2dVgl2IqhRDIZXMnDNjFA5ZHdxlLdtdQPpDAlfeq4CJGcAMDrMK2O0Gd3aGPVvjXa/nkIxZDaqQFAsHGTFdwG/OeIjgxfO7f+4585/MnE3Ch9xD+tCnPJmPAAAgAElEQVQXWLvmLWtZk6AqEUylpogwp0SuLQZUNdBoo25b1YqM0WEYAmFYcXax4uFUeP/5gRF1wl8GXB17v3BaX95kW6HR/ia046jOq4NkOLaKKEWFc65Fz9VHaNbqPhSE3ynZIXMCgF9FsOS+WWsi/lNqrx5OaqnLtXDk1DD6XlksiphM5fSl+v9YKLGQoiayYlLV2znWTFW8ncGK9fEl8EpF+0oW0TrABqQaRXDFaa0wnAJ3I7eFr+77/BUBmSHuEyYmyjxhiiHud+Sr5/j1GWG9oX/2KfvLJ+wvn3H17Jrt+RkPHpwzeM/l04++1mc3v0RrwLWPoHMBEcH5whC1bvVV2oeHyCeHyHaf+c38kO2ZI/heaZC+I/iANRZjDcFbigizGdkdMp/eTPzxJweuRe79db8v1sDVVJkLx0zzDKXPSIqU5ClppljI0WGsxZaEJZMwSlk1TjcRBJMzRYqCqzQT54nxMHGzh8P8+pkQL2M/KHDVaqQaVzgv/t9qrSZeT6R1SU9sfRyaLQtDe5TKsJRr76qQRVcl2Bs6C6IOkK/0HS8q3R6jbjojYMaE2wlh8yGZTDYwrAtx9y1UH0wT5dkz/uyP/4zd83eJP3mXH7/XMfSGnDNi7dEBTkV3wVGEUoScM4f9xO5yZPd05KOn8HQPn6DUtSY40kBAc5p+SAui6cAPsF4bhj7QdwOEFa5bY7sN2TpMUVUkfND+Iw7cOOCdI6wCptti+4f8+dljV7/iRx9fI/9P4k/Q83wfHOMvsyYks+PkODeAE6iBkwxnNzBsEn5IbI3WIIi1iDE1AyNoUkuzV2cX5+S5IPsD9hq25USv+ry8bguMNKXP74M1gZAdJ1qZFZgm6GoMJos+76koxe5jlEp5X2qY2m9odOI92oz8TRjfn2cBFa94r94+RDNXa06iSO337rinFKcpwWi1t0gLeU8z8VDIoxbIzweYJ72dDjCNSj+aDjDtlYbU2IXzVOmD8QTGdklZD0lO56CtDQMLxTv0fC1pbg1wNaGT+7i/5Aw3OyWbzAFcgHG+xvkdM6p0ZbzF9D399hH9+Xs8/OlP2T58hwfv/Jiz1QW/+LN//LU+uwHVDgjOEfqB0PX6R4H1NHHIrz5Ul4C/ezjw8aeJXbzmdz74TUK/ooQO33fqFGG5ng7cHHb8/Je/5B8+vuSj3ci1yBsVXHzdJug6v59qT9FdpecXwAgpRXIp5FzwXU/ICTfOGOcxnSdjEOtw/YoYJ81w5UiOiThFrq+uuLqauLyCyydwNZ32+vtsPyhw1egRIyfA0h5vC+qSPvCqTPhsZPUuVbDZMQWPOjhGTlH6Y31WYzmhG4qnNijOuodJ0mhXPmigwMTM7skOcc8R5+ChJY7fQgWCCJISTz78NbYkus6yXp+TSmDVWYwvFCNkMi4mJEUO84H5sCPu91w9ueHmyczVE+FXB7hMGhFvvYPeBN7td2oWxIFYq/096skw9TaLIWMoUjtwtsyMdUojrYpRxjk2Fw+4eHjJfor85uaG3ajCPk85zYn7qprU5nWbM4nbIGdAay3GBClnJOvIafNE552ogpQB6yw+ePrVis12Ij4YGNNEnoXLGjI78Pk1OmHxPSz31Kn9CtbqUa+pPW3q44PoeV1m/j9GAVjL8t2X395o340O2OiKb2JdXGM0LBUBt6iAxQoNvMEJUDbl2nu5VsYEswFXC6eyFlHJVMgTpPF0xAPEEdKkt3GCOCuIOmav4gJctcxWBVZH4QVOTJGlONRy/11SAg2fZUrcJxOplMmqDmwSpFgwtjAL5NaA2U+4ZwW/mri62rO5+JiLdz7m4vxHfPrrr0cGb+fPo5krbx3eeUAo3hOspauB3Vd9/vYifDolVpcHQnjOapjoVmusC/hQwFgeP7vi2fU1//j5FZ/uR67meO+d9vtmx/rmonNuGiG42r4ugEoHgpGZkgtFMs5HVeiNnox2HfY5MceZnLTRcJwT0xTZ3czc3GRubrSua1dOzdDvs/2gwFWL5F1xqsXouL3oNtXAV20voq00p7ZtpssaowaubDlFyVsmy6J0QVspEYNAiOCqYkebDFOCuK+tBeyOcT8x7p8gaWa6+ZYIJCL8+s/+lJvLp+xLpO9/ysPzNeebNWUQghWsROw8IvHA5c0zbp5esX9+zeOffczzx8LzZ/CPOdEB35paMZCtIRrLVASXMi5nSs7YmBm9q0qowiqrAmOxYJzHdw47eJIFNwXSLrO6ueFsFn77vRvsY3h0Az9D6VM3KNC6jwtacyLvzt9GV+nQzX2XIMWJko32OTGCNWgNVpWNdc5gjcdbw/Z8i7dC5wXkE7qrRHmumYHn6Ji8awZ1cFvmYNlX6U21lvFpDdHX6Bra1pv2nBHtE3Ufgx4NYET0uz/mzQRWcOqF+Bto1uohp95WW050t8SpZ9c19wfo3rJxQg5FN6iGnMaZcoCyh7SD+UYzWIedAqp5hummZqYmdeZiFbOYFjVaU6p1IFlbAzTa/xJgwWmdCIvHluCq1XMu63zvm+WimeTl3DvStWg0qqaReAnul/Rrw9mF48GPf4vD9derMDoKbFnorCE4R+frqlAynXP01rLKhQOvfs59Ohcez4XnV7/i4dDx3sUZJQld35Od4Y9/9k/59eUV/+/0JuewX78ldI6NGfY3pwCvMY0mWCCOOA9+1ACm9R7bd2QxGOtwXc+cZlJKSJwY58RhLjx5DE+fweOn8Lho4O6S+zsXm/2gwBWcIpctutdkau9GtV6lHTnLLFLsi/+HO/9vBxmN7u0X8u1FBflcVvEKojZU7YDBaBS/bRLNEc0FxqdQSiKmgjOfcnj+7cKY/fMrfvkP/oShyzx8uOXdiw3vXAz03uDihI3ac+vJJx/x+MMrnj/e808+FaV6cH965dwnCwN0G4M9W+FXHb5T/qc4S7EKrDKGYhxzEihaI7NPhiIGMVbVuLInDj39g/e5YM1vxBXh8TWPLg+8d5jZ58I+FT56HtlluCnqRH+9jdLWaKchfkvu3nLeLuduCyK0rMoIjFGYRiHGQsqCLUKJGW8zzjlNBaryB93qAc71dMMa43qGp9dQHrPZwbN8ols1lVE4BT4ahXfFqV/e98Faf79LPtsKoTmg9w1YwQlcPUMB4qusqf0ia/L2FyhAuntOE7cpMAEFVgNaY/UIlRY/41QTF1ydEzVmMKPX6z6CqzImyh4kZFzUgo0yQxnr3lazVXOlALZM1TRqfcc8QZpr5mZWNdxUtOaqxNo2K516Xt1dKxqtbVnzvPx7e36ry7qPVjgJshhOfdzgCwBhhnkvPJ8SN89/Rfma1L0juAqBruvwtS+lqfya1ebAZOHs5vDaFFQFpSh/PEV+9vSSd64PGGu5NnAYJ+Z0H2fGm2NtntQOP0yjtuZoSYEUNDiSJs1muQDiCmIjxiWKqLiU8TtiFHISci6Mk3CY4MPH8PSmHlUs6U24Yj9IcNVEKxptqE36z6Pifddm7hx2cbssjl+m4C1VsasiwyZZa33dGMypqFAqcjTl9iZxK9I/Q95BdoXD2Z758O0O3xwjOV7z+MlzkmQsBWeFwRtsnDDzjjzu+PTxNZ8+2fP06czTw4vVHd+amjiQABIM4ow24zNFpWZLIVt7dCpUll/IRsjF6DkVo/1ixID3+GFg2Arn7wnRONwQCDczYy4cUiHIzHUqXGa4GWcOpZByYeKLin8tFofFaj8z43QsCyAzmUz5hlf4Lqi6+7dWTzkDUxTmuZBSIhctmj1mjaVSBVGhC+c9xgxYD5txpqTMwwuPlIyZhEdR5+JdFcG2rnScMuPfF3DVNtE3oaB4aQ0I79BxcJ/WlC0KrD7gthBFyzzccHJKmxBDzwlQrTj1SXSomJER3QOK3O+aqzRn4mQwTWc9Z81OVRrgfIB5X2uvxhO4mudKC5x0n4tNsr0KWjRVwbygBC6DqG3fK3cOuXN/+dz7AMZfZO17LgFVu/9F11ya8Mf8zSojDVRxIIOtB8ZgnME6h3X2tYPTETTSEBMxJoR7ppz5hlujwUc0Uxyittj0tQbSZ52L1ulRLIgRxIqWMxjA5luqoOOktZVPruH5AZ7FN6sX4Q8SXI2c6BJtUDRq0evok9SA1PL/y6MBqnbbNlKbwc5g6upfUo3WVYd63mtkb6ybUoq31RFbxH1EF1p/DWEHbrPj8J00fSl89OFjrncHShbKXOiD09DjdEXc3/DLf/KMTy7h+k1tOvMKbXSw95BsJho9SokQD8hkSd36KNIwe93eRApFtHmkK5acCmRDCB39KmAMhLDFrNesdnvORsMswlSEi/c0i3WdE6ufP+Zyd+DZbs8vJTG/0PVwGAI956xsT+86BSySMZLZTTcc2LP/jre568Xt9Sj0NnEY93RpwElHFxzOGhxSm0yCM1Vm01mMWSFzxLqM9ed0qytWl4n5Y33Pu4pzy+zyGac15z46tz8Uaxm3+0YFtKgYxY+Bn3Dq09YyKC1z1faqBtwdCqxandUyECdonU22mt1pcvP3cfztd4n9daHrEnmaKTGzP8DhGcw7uLlSwYp5hEOtsYoT3DSgNZ0UA8f5pBI4p1MQoF335f3EqW5jCaKW9Zu5PmcpaHFfrX33V22nGrWiiN4AFIwR8BkxQsHcq3q1m9f9Bb5n1vzJA3pudwXMfArw2Fp/tZS9zuZOUKMi76kCq0OE8aDKgJ8k3WOfo4Jmb0pg7wcHrpoti5mXlJaXiWjejcB8k0WjjbdlrVXkVDieFo8vo24C4MAETcHa1rYnV3AVYbxRHvZhpxHAON+Wq27R/CY/6wRCAfMR7L6rEXy1ZzxM/Or5DY/Pe5w32FwwcabEyM1z3Rjf2pfbTYInk7DdzczrkU3oGIaIZYbsKD3aL8xAzAVjtRt6jFkpJD5BhFKEmBOmBByO6C19f44wUILBFaM0U1sIKeNT5v15YLUfGXYHytNrdtPMPo2UGirweLzr8a6jDwPBBby1qqshBimGKJ6Y7XfuFTQntTlKEWHMiX7O2CljuwhGEAoiKgtb2nyygDMMfYczK4w9x0ig60b24yVhrPTbxW9YBm3a/H1rr9fuo5Lostan+R4Dpz1hKYrS9ibhxGBYNs0GpfxOVhkKTd3xE7RW8l7SqgX2+47rncUlwY2GMsF4BftnGhwcb2Dc1SDhYSG5XhUCGx2w9R9uqpXL/fLuXFwKWC1FcJbgail+1dSE79v4ed12zJSC0tG9ID6TZEYyxBSZ0sSc472uV3tr38xacqDtsTs08E+lJLeWkpU8o/7pHXAF+thUtHZrX7Rf4qHAEzSIecX9DBB9nv1gwdUSYNzlV3+RfRep7ZY123PaBCZ00x3RAduhEcprNFq5QyOXa4GLqSoHZjCVFpgEdjulT4wj3Ezag6ap7e3R+60e5EDNjIluZpff1U4SEzkmdvuJ3bQHZ7ClYFOBrNm1t/Zy9vEMP9sLN88yF2ZkPTrW4xW2j5hwoHQd0przWQ9We3ukpOAKb7HJaGarZMqkQGHMhnlKxDlzyBCL1TR9hjEVDikzYojWUYLHWY83GYtBavzc4nDG4YzBWEFMIhujAKYuqcXkLyQUflvWqIF7dFzbLPhD5PpqZEiOVVQKoHUWxGAcWKeAEiOIAztGcpqZonDIlj2OvYPRqNhZs1I/pzl3Ta3trWP2+u2+XYM2bEZOgjEjt8FVC/otBZdahqopVjYxo2NwWOp+Itpr7Dn30ykR4E8/0QbxpivYSZAJ5ms4XFVFwMOCDjie6H5xrPS/UlkZ3Kb9Lf+/BEiHxXMa4GyR92Vws73H3Yb1b+22tTKLG9E6mRhnPCrBmnJkN0euUnoLTr/H1ubPHq3tdOjaM2Tw7cJXUCVoAOQu/RZOY6nN0yakdMmJev8mjSEjX9I92xjzm8AfAu+jv+0PROT3jTGPgL8N/DYqnPVXROSZMcYAvw/8ZfSc/FUR+Xtf8hlv0jl7ZfZFQO7rgLwXneS3J/7NtVuNk184IL6dUMBnx4gcH3wTx89nzor5kr8vTI7/3Hnsrb21b2jfReDuvo9N+3k/+gu++Nf9Tff9XHwf7Ntk9by1N9O+jXXsTRo3IvJi7+slwNWPgR+LyN8zxpwB/wfwrwF/FXgqIn/LGPMfAQ9F5G8aY/4y8O+j4Or3gN8Xkd/7ks94k87lW3trb+2tvbW39tbe2lt7a2/tB2yfB66+lBYoIr8Gfl3vXxtj/hHwU+BfBf7l+rT/DPg7wN+sj/+hKGr7X40xD4wxP67v86XmGol30eBTP3v5pe5ILsvp8c/Y4r0a99PY058azF5+zvFof7j7vvU11jmMsdp0tN23rqqiLQ5O9/W7nB4D6q3R1+kD2AX+fx0qOze7G54+efoaPvmtvawN1uGNxVodT6BjqQ1XA7cGtiBH0rMg6BRVwksT7FmauXNfR6WOYWuVvHQa16ex20zq554+H14czKnzok7U4/stHlu+nxyPghRZ/LbF57bvv5hj+p05fcbii8rylfX9SxGQQimCkCkIGblVx/GCX8JZV2sgTY3M13WHF6w75vjHl7Xl+f3iF8oyzXY323bnbzoeTn9rMt6LFmD6OKcl8UXH67QmBAEv830WkkHtYrXxZxfrcxs/cGtsN5M7d45j9M4ty9t2v/2/LM/qFxHQFt/ZGN3I2qZm7eK3N95NOV3Ib63qrJIP7eLzbw1ybp+n5R4nBUpGpnvb0vitvSKzdeg4p3uJtQ5rLc5aVRi0FmPsnf3F3JmCbWy92EWTzz5Vrc47Mcv1wvCCt653X0BtqBumwbxgTzO3X2fa/mxO02Thwxrk9PkGjLEgQimFJ0+eMI6qNWvcAC4o1X/p1Lb3af7lcV9G1RvrObTG1KVu8Tw4facXnsO7v01e8Jy7D5/+czw3snivxX7dfBJBbu3lUk7+SjmuYe39pC6fL3jvxTe75Qe0c9+uRT0fpq5dx3FWn3u6u7j6xiClIDlzOHy5CNdXqrkyxvw28C8Bfxd4fwGYPkJpg6DA6xeLl/2yPval4MoYeP8DcGuQFXivko2zUY18yVpblPJp38hNHWjmRKYWTsT0AL6HfqVHCLAetHO0teA8FByCJRfLYcpMsbAbC7FKux4J2e19nYXgOX/vXTabcx49/BE//eADzrfnnF+8w9l6w9D1rFdbhjDQh45V3xNCIHQd/TDQhY6+6/HW4Zyn6wJnYSA4j+t7NqYnVAlrv/g5r8KEzB/+4X/Ov/vv/I1X9Ilv7evYX3r4Y35n+4CzzYbOerzxeN9XN03w5QSmmGdyjMRxpOx2pHliHFWcupBI2if9WO/RipUDWkFlcWw4I/gO3/dszs4IXUfoevphjQsBFzzWebBGJVaTApSSJ/JcyCkzpxnJgmTIRjDWaQPB0GODJ3SBMGxwIdANHd4PWOcQb8kpkVNmOkyMuxumw57x+oYUJ3KcyTnpuiACFoxxWNsRek/oOrabM1znsd7TdT1SnUPJWdUrMyAzcZqJh5mb/RXTfs/h6prL+CnXcuAT9keRgH/CZ+upzjr4678L51tYDbAddB1zAcLqJEUbgsNYi7Ee6111PtsuV7csqZvIcqOw4XiVirFIMZQiGOfqRmspRUFnTIWSC1KKvmfRsZBLqZtEIReh5ExOiSlGUhTmAzy/1BqX8Rp2e11f9zdar9lqhFq9ZuPDv642nG28rmnjVb9faxj7WWutpbfQdbDtYdhgQofrV/TrNaHvWA9rrcWrzt8RbBlbAwW1X5zomNPxnsk5Mc2RnDMxJa1xzFmbLqXa5TZW/fA5wvU1lAPIjlO737vOQtOfXIFfgx/g/EwHWd/RbTfH4NycM2WckN0enj+FaQfzJXrFvm71UJPReB/CFs4u4GwLQw/bjQ5y68Ab3VSdBeNw3uKcIwSPGZ8j15+w/9//DvK2aesbbQt88RUCGvrczsP2HNZbePSO550H7/Do4h0evfsODx894r333mX74B2GYc12fU7XdTgfcP1Abz0WVR/0DTCERftn2/QyBUxBZYrAeaEYSAiUpG0KrMNaAWPIokDEVHBjLBWMeKzRNiJCAyjVIa//zyUrGEiAtCB7wOKxxuH7nmB7nA1I6LBZsEmIFmxRkajZe6w1dNYw9FtyLlw+/5R/+6//B/zRH/1PAKx+4/fw7/5FrrotLqywYSCGGsmz0A893ju64NgMPX3v2W49j9YrNn3Hg7OBs76jD47QBzprCc4QvMNZcC1OIgKSK3AsSElHgGNM0VNrTtde18JEyaJ7jamBWxFSjpScKamQ8oyUTEmROU7knMjzTEoTMUX2ux151r38Zn9DnibyPHF1+YwcIyUm5vlAyepLTONIzpmchZQiRQQRq0EfTBXXqsDJd4QQ8D4Q+oFhqMdqTdf3dKsVneuqP2LpndM1v+vx1ijg9Y756hnXTz7mf/zv/zYlf3El60uDK2PMFvivgf9QRK6WkV8Rka9K7TPG/DXgr919XCqSsKYWmJZaWJp0byLr3lT0+lOyBsSOzaqat6N+BgDFwVyr50TqjzZ1HlooRigiJBFmhEmEWD/nloxQ08IVAVeIYonWwRBwqzV+s6HbrumHNX3X06/XDN3AEHpWfUfwAR8C/bDSvw8D3nq8cwy+YzOoqlpwPRs8wbjq8B7jHt95FqvmF+hC9x1/0lv7prbqe87WKx6uVvS+J7iA88MRXLnqTIsINmVKjMR+RPoVeZ6Y9yskrig5UuJcJdILVnTjctYQrMU6j7WedbfFdz2h79meXxC6ntB3DKuNbn5BIxZS527JhVIKOU6kmEgxE+Oki3DWeWeswziPC7qBhr4nrDa40OH7DhcGjGqjE2PWRTUcGHzP1K85uJ40j6R5Iqd8zGpp3xWHc4G+7wldx2a7xYcO6xzO9yqtIfo922ZgJJLmSOxnem+JoWdygWGXGKIjTwdmhIQqu92V97YC6wKbBKsEG1lIsxv1Oa2F4ArGgfEZ4+rifQqcHTMbIipl3DLp+sm60WdR9UUVLckKwsRA0WybKxnbALaggKroWMhZyKkgEUoScizMoxBnVWXbPVEhnP0BbqKKmexR0HJAIUBbcl9Xc9Bmy8zZcpm2fB64qkDBOjAebA+uA99jw4DvVoSux/drvPc6XmylVJgGqhRQSUEdqyJg9ZOlmLpP6FzAGvRC2dP944LeWtQuO1x9ya+UurnZDnynDkC3qlFZcGmGJGSX9PeZNgK/ye5h9D1sr1GC1RZWawVXw0Y7FzuHCR7ntbeRzj+LcxZvnH4NZzhY+zZv9YabLG6bu/Uy11TQYPhhr75b12eGPjGsZzYpE0sh1ZSWDQG/GnBeRZOC8zjr9LNyqatgy1HopysrSUGS1KyEMwbbAdYQrEHEI6auDXVKOGTBKGrgweCrk21rQEWBlgblbP1/rusqWcM8xuj+4kzAOo/vBoJX5VyxAVMEk4VgwOSCTRlfA2zBgPcdHuFB/4DQh+O5m7EkVHSpiEOKh+SOa0m0liKObAJOegyebALFb6DrCf2GYd0zdJ4uODrvCN4RvMUZBVcGdaylZtNFCpITJaeaPdIV1TSAVdNwpWQN6lVGib5WsMkruHIZm62CK+8x1pJzIjmPTRYTHTGmmsXTPF7Lt7fgX06zBlGT+gFpnhbgKtVtzmKMA2MpFViJsVhTEHcCfRijfo1zWOdxLmB90GvtPM45XfdDX7OoUIwhrDeE6fyz2cwX2EuBK2NMQIHVfyEi/019+ONG96t1WZ/Ux38F/Obi5b9RH7tlIvIHwB/U9z9mFnNFxLbKqiZUmjFG7bSe0wJQNXmfpdbqXXBlNPtVOpCg910CUX9NI91GN8qYYcrCnERV6+bFe7bPMiiys4U5QSeG4hzidXM2IWC8RvCtb4duNnpokz3javrbO5zVi9kWEY/HGYvDvPLme68Oxr21b2pdF1j3Pdu+p+9XdQE/gStz1D0VXIGSEqkbMMNMiTNzt0IOAzLPiBkhzRgpuCJ4VyPOXh0mGwKr9VajcH3P9vwhoe8Ifc+wqhF+1yG2ThVBF9ucifNEipEUE3HuNEtUFMabtpiFDhc6umHANXDV9ZjQY6xDnCFEjVi5rsOHntCvsC6QppE0jeRcECmYUqBmG7wPminuOlabDcG36FQgi2Zucjk5ro5EniOpi1iTST6QnMcwYfaZw/SEGzIjCq5e1BzYRfCzginf1VurjRSd1cOjUUClvkjdreRITRBz4uNlMVXGVihVLh5RJ75lUESEUjMpOWkmLqfWl6ECgKwUC4mFFAspaauGGDUztdtrX6TDCE+fal+hm6iAqmWoGri64X7Jmy+3gi9eudraphuwAqwALijI90Gdm3aEoButdcd3yAVoDlV1BopkqFksaRhIKtilgSnh2OHX1AirWWxUX2gLap9UgGW9Hi7gfKjZT42GF5sq92r5Gd/E2u/wSvvoe+gDdAFCB51Gdk3ocMHq+mG9qm5aixMDbnP6Tm/te2VfZR3I5dR706+EbpjpViPrw8QwzuynxDomQi4kQecaCkLUVRRKUvVZYwy25KOza4s7TiXxpQIAg80GIwqMCurvZYoGRwCRrGsxBmMqaBMDQXC2INbpDDQWZ1yl35tjlqZRqI2VSj9zGK+BQ+s7bOgwocPgdU32YGuQXqzThsv1/ZTRIXRdj3GnuZJEdGMlIZKQsmgdbYRcLDkoyHO+YKwwREMshiTac9K6Huc93hgN5FdwZSu4UmDlgFzpeVnbkhiAUtc2vQbmyLSo/6/3pQaA9Fq19a5g6n1lbDisiPaOLO7EDEDfv+RETkn9hnkmzRMpTsSWrYqJOCm4KrmQc6nNiC3GeGUX1DXW1KMkSzGGHHTtvk1xN4jRQGUDZBxpqbo+ixQIHbYfXso9/lJwVdX//lPgH4nIf7L4038H/BvA36q3/+3i8X/PGPNfooIWly9bb4XA5Q3IpNkmMfWHF5AGdFqYtGWV7rz+MzajXsEO0gZSD+NGqYKu7hKEKYwAACAASURBVAtidNBMKVMOUCbUe2iftWw05VFGSS7IIVFWmTKL0p7mTIlFm7qilBBvElZODUpzcZWmLiRncHQYLzhn8BQ8gjef/3Pe2ltrtrEdF2HNdrWh6wZ86PB+g/G6UrqidRjWgBMLuVBixMSExEQcD+TrK2SakPEAccKUjEPwLpzoPN5jg2O1PsMPA2G9YnV2roCoH+j6/kjvw1Y3UKgNjAs5jcQpkuZEiVPNaKF85rbQhkGpgP2A25xhu54wrHRD8h4bKt1RIKdIqTTH/f6KdDiQDwdSLBp9SUmzV8ZinFf6bQh0qzXWVT6wcWQpmn0w5hTRyjN5isRxou8GpptrDuY5cRyJcaanZ8vIROECXVrmxTWRAtOl9onLKwh1hbVKo6cUDRyJgCkGI04zGdTFrhYjmOZUCIDBiFRQ1d5H9DyKbgwp1gheLsQxkVMhzpBHZaLNE0xN0nrW+9MBdgdlpo2zytQfgBuBx+VE9ZM7B9y/tUnQa/H51mhtNQNDBSfeQWfpO0/oA+vesVl5ut6zWimtrdWA1PQfMUsF5YU5FlIuWMmkohE/Szxmgc0SglpO6K8d1mq6U4pSMT4XsjY6XzxRNkqlDxpRuqk1tS+bh2RItkUdm6DxN7lqVbzcTGCqWLnEGhG1ID0Uj0sZV9cOUzLWemwFZHFOxBhv10+/tR+k1fgEjz+GFG8Yxz05JqZ5JufCPEXOz/fEWBhWPZ0PbH2P8V4d3lLZCcZiywmAmGIRUcZEJGkGphSyzcc1fiqpBtZqbQkg1hKcxVmD9RYrCna6PtRMhqcYg8VhjdPgnTF44ygIFINkg3M9zgVWK/B+wHsw24wpCYq2JWm1TtYYLU3pLMVavDEM1hFx5JyZrw9IWtB4rxOUUeefG8FeQQ7aVMpmpQp7D73n5uKMadMz7ldQEnlOPPQdq+BwCM4bvAPrBJtN7eXT1qF6GKNBPqNArRXdKgYyR+CKqS1WxOrrCrS1UhoQJOv3lgImYyQiEsl5Ik17DZAeLknjgTQdmHdPmA975sNI3D1R+mCciYe9Zq5yJk+RInUPTK123IINYBQMN5BUcofkQMkdxUgtGVXAlHOhYEm54FzGu0LXGZwYCpnQabJEnCNOe6YoL7WGvUzm6i8B/zrwfxtj/n597D9GQdV/ZYz5t9Dyg79S//Y/oEqBf4bud//mS3zG0dL+xKCQFiwUTs0mlvVPL5uHbk0tOtT50x6rFFMBnGlOG8qbvdth8K4g/zIQWJ2bZsZYrGmpZHcsyjw+t1DpOeU48W+lYMmIZMTYY0egk1zB23zSWztZ33nWQ8fQDbjQYVuxq2kF5+5YqGnEgi1YDNY6xKmDaXJGfK2RiB5KxlHwdUPxIWhWKnj67RY/rJSfvN1ifcCEDgmdUjDqWNdIfqkZk6I0DKtp+VwcYmyN8tXMgXNICHr0HdJpRFw6j+k0E2y67jgLTHbk4DExEkgK0LyrvdIKkip1wVilGoYO5z2hHxCrtUkFcxQSMMZVbnmBaBGsRiLbd+o82TmK1eifYzrGWDpOvTlA15Fpht7XmtFGXW5zvyUTK3fNSOFI82pv0NaC+sJCe227r02YJZUjYMtRyEmIUZgPhTQreJr2CqRurmA/w5hgl+EQ4ZDgetbGjVNWINUS9jtOsazvh3lgqHOjFuJuNrhhoN9uWG/P6LqO9TCw3mzo+p5hNSjzoNLbpIJxnwo5Z1IuGFNwSSPnRjIZAyWTrW7AzmhXX2VH2BPKtvZ0HKPBX5YLrM+5pTCiDk/KgkW0JjlpZJc51iZQ30aXofrZrdC5lMrZL6cBTutgp93sjpQhMs4EijEUa99uYm/taCJw2AuWzHq4IYSOoR8IriMnARNYr1f0oSMPK6xTcGU5ZRms1T0HAGsoJZFzYkwzOUVynJnzrI+nxJQjuRSylApwDM4H+t7TeUc/dHjr8NbVOqaAcx6xSjmzxh8FN7x15FKd7WIJPuFDj/ed7rO4mq0xylyyRjM4lWJ8rKWvgKVBKZVQuiPTEKPSCpJVeoT1GthAARB+UopE8CBCSgOjKxw2Ww6hZy6QiiEVow23C7iibDGRun7AiSJvzO1lSU5RoeMUbuIYNRMlYjSjb0r1i/UX1hWBRl0vVahCr08kzRNxOhDHHfN4IO5vmPd75nEkHXZac5VmyjRSSq0lTpmjMFOp2XyyfleTdR9Hs1D1LwgGGyo4S4usVw34KuBS2repiUIrFQIIZLTW+WXsZdQC/2c+fzn8V17wfAG+thJCXoYfb7Wf5+vvD8LJU7B6v2jpgo6b5Wfc7SS8/MxlxNHVB4zRyHd9ggKrpn7ja0qxDrBFNL9UUFVKRsSpEyW5FuRlBEfB3Woa+XZPemtL6/vAatXThQFTC8qTtKXPItbq2LRWsx5VNEGzTJVSIAnxypGV5CEnHXlOayec7/DBa1ZpuyUMK8J6TdhoEbu4QHH1c1okS6DkhFRids6WbC3ZGGLLABiDqXxn4zz0DoIjd17rN4LFdg7TOcR7pGuBCo1OGq+Hzb1GML3FphpZywWMxVqL952KbTiH9d2pM7xo5kGdQK+c8axhuWzQyGbw5M5TOk8OjmwdQsBWum5r3tpxG1zNM8QAIeoG1sBUCwi2WlKKKDWk0owFXciBymHXyKvUmqtStEZMRSwMJeUqSAF5OjVXnfYQJ9hfw8017Hfw+DFcZ23u+ByNeu3R+zO3s2/fSzMBzEazOr7DDD1cnBNWA+ebLdvtRqmjQ89qe6ZFzkNfefkW54w6A6WQUiEmZSZYU4guKRtBDNlkKJ7sAIFsnQ53W9AaLItYQTtVZwV7R3D1Mq1+GzWQI+VXkoqXOJ1WzFOiTFE5n9OkUcNvxSqQauIcMWsQp4EtUYfQVcfQGsiUmnVVQQFx7ss/5q39oGw6qGDZsL7BW0fnOiyeacqkbNmsN/R9z7iZ8fYUsK4EtAqulBKuNTozOc/sDiPzNDJPOw7TSIoz8zwxxfm49nfB4byj73s2m56hD5xttvRdoAuB9WqFD1orj1NgZUwt+6jgas6lMhEs/ZAJJWvNZtASD0ypMcSmWNsOqfX0Bg1JNPdTwxPZLHxT0GBJPmjneut0DVlQ2vE1qOqqUFOKzA72ZyNDv2IuQqzxkNwo5AVMDYpYo3CE6qdaK8e3Ni0D0RzgdlNrha0xlFbtagDRwBM4zX5V6KagSveynLKKbM0TcZoUTB1uNGN1c8N0UKCVDjtKipQUyfN0LAuSJSZQ3rzel3SkQh8BHdBo26VPSitNiZxPpQHuDpBqgLKyGjVojKnSX19uX0kt8JXbt10lveMkIVWAANLkpdrnvYh+2E70shSpWB1w2SLRKEMiAcWQkyEaYZ4ykgzJCTlmjZBYQ0qiNWTZkjuhdOBEVQPBauDh6CLfB1DlgQ3KlXwZB+CtvQrLGCKGuUSlkRnBeqtcc88JWNmiUfNMlR7Vset7i+lBcsTOHSVGpGSCFGxV+XI+aPQ+eMpmTekHytATV1qUKkbIJh4pfm0NTrHy4IuhuJ7iLRI95K4u1lR5IofxnhIsxQdSCOTeYML/z96bdUmSXVd6353MfIghMysLIMYiAIJNNbW01FJLS91Lv1e/QC96UeuN3VxsSaRIgCwMNeUcGaOPZnc4ejj3untmVbESQA2RVXGwDB7p5Rlp7m5279nn7LM3JFWexTjBdAXrtMUvBUoIlOLJHeSYSDEhqWAUp2Bwyq92BrGOYizFGoopu7w0SiGLYHGk4rTblkCSo8wCJm1wncHbwmS7ZYyZGReMLBhJTIApulTshFlN7bh7zeflsEPOvoNVkqmFFKVTSv27xerGlQtIMrVBUMhZdk2D3ETnGuUvwbisin5rWF7CZgMXN0rvuxb4OO8pjIeN+Ns0N/VVhpnPsfe+TzeZaodqNuHo3jGTvmPWT5hNekLQTm3XT/FeKYOmfh+2VjRFDNEZktPHUISI4EVnIlISAjqsnryhC5aYhFwMMWmyWLLoLAlUlJ3Z9wy/qHM1AgutDq4rJYhE9EKyumfk1RKurxVRl3O+3P7jCxg38BKVwuw7iEeQRpXi9Z400WKEc1UJ0zvoiiqGbbd8kbfmXXy3QtCE/9kTuL684dmzFfdOXzI9OmJ+7wGTbkLwga7rNVUTIeVMSmmnzpmr6EKs3aoUI+vtmpQyMSbGKCriUyBnQYxgPUw6Q9cZ5ieO0+M589mU+w9OOOqnzPoJx/eO6fuevusxXcBanYu3QbtZwXuGqF2TznZMjkYm0zmYXgvkYnDdDMGSs2BcQAGHwxrBoECxFO2idVbnGku2fApdjRswN5Vm1T651pPJujS0+cpHaxWcWRxzaQ05Rb53coQ3Qo49preU0hG6gLfgrMEZnQ9GlD3lrO4QRjJWss5wSzmwqgBx2uEqO2Vbdt0iwagSt2Rtco9RAe4wkFY3xGHDZn3FdnHDsF5yffGMcaXganlxxrDd6FzVZrUTDcpjbZrXrtLhNbRL0+tnY5RHUF+QQCLQUUZPdobkLDk4koXorHYLnaf4jhwj1jlVXy6C9RkJjhQTJb1ZDny7wdWXHa000EQq9gUEjS+iA7bfQaVAYZVmJfvDFOpsukFyoUhRYY5SVAHR6CCjFaNKgaLczuQ9KQe88zuk/a810L7WMEYrvtmicwF3cSui+jQ0+dC9gZt2qfRB6Tk6gwRSB3CNkTqGYrQP4z0gGLEYRNW+nMV4TZjEeyR4JDgkOErTbTWyG3g1bZa4rXIYjBiMLVUWHWxs802gku0W8RYT6gBwcJhg9fAOEwzWKUipIkCIWC38C1jXY5KvaohaJTeF3XCytVotNJjKlqzVzjqgqsULpTTkUiAHpRuMkXw0145ySvjZgjCZ0nUzutjTSaYnoVvla1G/iiYw18apdh9LZXSZJoBQ53BE9gTjUqroR5YdsGoUw5wgR81nY6zdqpU2KbYr2CxhuYHLUVWGrtCJm8+XJv/2h+8C/dGcyWzOpO+YTyecnp7Qdx3TrmMy6fHe44InhF5pQLUC3O6zpoRlnXLzrXMYcVXMxZGsyq6rAEZSDn/OOFcqhTBhjCEZQ05JqbS2zjs0Vcc3iqhJV1zDoPegdE5pUohKsQ0rKEv+NMrHZ0Wd+xivYH1UKyBO30dIEBxFPCY58IESHCZ7DJacCiUOf8D7vIvvUuQM261U+t6asMx0N0lVcKtljamdlVxylUBXFpB2+nMFWZmS1fYjZy1MNYXpcrDeGgfbSt9eLS2ro8JsumWz2XIynTKfThjGLZPplOlkgu10XfA+YEOH94EudGyj8os635GtI2Ppt1ts0MF+PyaMSxjrcVVIxxhBXKW57zrXAIIpVZTpU5lenXMEXp2NaUlt2eenycB2gOtEuT4lTgLL1YrjaaCzwmgDPlSBNZpwA7Qd6NVTOvCVEtGZ4Sr6YaWOARx4Z5YDtUAVwcgq554TJY3kUeeq4nbFuFowLG/YrpcMi2uG1ZK4WRPXC9Iw6pz2UPYs6L1G0y4/NgefRDv3T+XIRT9XiqriSY5IGpEUkRQoKVFc0t9tHMZqZ6eYopLr1iCJnQLym8R3C1zB/lpsR6VvvPINfRbAam2kHbhyuHpojmpxWFwFTraASaKzJkWIRilARgRixiTw4nBJK+1D8EzHSLGe0iltye5HtaCexo6j+xnxlYEuazC9RTZ1GO6P9kq5iy8zmuKkc2EHsFryvGd26yIoUmryLrVzowBLadQVPBtRKfZGLbAWcR7xDvEB8Y4S9Ki6rYhVQQhjDdabHXBwZt8hq/O/ZKfnJ1UefidTbVFFTe9wnQIsGxy+Hsap5LirSpvNRNGgkrRN3CGPKhdrpFIjD6V1qcCydiIMDkdRKqMNlbanFcgyRvIQMeOIc9pV8jc3hPmcydER/c2cPhWmLOlQeuDuO6GO0lQhN6peRbHs5ztR8CcoNaPRvHQZ0nsrp0obrv5bh4ckKBHyqHTAuILtUn2phmX1o4rqxfUMuOQ7QPv7guj6juPTE45nRwquZhNO7t1j0gWmwROa5LNXxUBjXZ17pQJkSzOw1Kp5xseMD/pzGCJ5TKScGYeRECIpFYaYcCmTUsHaiLEjJkVyDBSXKTbqHtQaWG8UNZEaq2ZjzhBsBfEFlisYFqhg/pcdArLROa5lgjBXcJVFO1e9g6RFmNx1el7ekQX1txsHvhu90rv4YyKpHhHrdSMrfxXX8MG/Vx8XFC4nG7rJhtXqhpN5z9G8Z7tdMZ/PmM5mdL36Ofqgnlvedyp6FDNiDH3oicYxiqGbrjG+R2zAdSPWdhhbCGY/atkodG0LVpXCUovz5TMSutbhtrzqD9TAVet8F/1znMDlFi6OSMFxfX3D8dTTucI8TAnJVEs6X0GSQZq6n0Cb+Gp3q+YR8srPLX8ouVSaplT/pzp5KZFSVLii5IESt5RhRdwuiZslw+KSzc0V29WS9eU543qps1era+Kgqt0lvgojD9Py+il+5orySjdLgFIwJWNyhBQpUamGJUbER4oLFAzF5jovp1TTXDKSK6UwN5n6L47vHrg6jHYdvo5WDul/7XXtUdBsSQJGOkzxkCxpLIxDZthkbI6IN5RgMEb5nyUqz7PkjDeWfjJhOh+ZdhPmswkPRiGYgKXjZCa75Njx6oVlXj+Vg7fwVX2ZxugeGZv86F3ciqh1IQpF/T9c7Zyaxg6o5NImnWqgyX23aplxagvgxCIZjAjeK8XPWlO9HnTmys86fBdwvcP4Kl1ar4dihGSKUgNBhSPE6YJd2kCr8pv3TuwKEMVbJFgIhhQMLgjiG78vY9DujTdgcTumhEGrWCln9RqRpp6GqpXVV9lKlzIGim2gzlJq0uycr5ucQbLF9B43MbjU412iIzFZnpLiyOTkAdP1km0y9BVcvXLfVTp820C91/ni4CF0VYmqzn9Za7HV80O/z7LrMkKk5KRgq2SaIaatfySBbLWJkDeQF8oaWd3AVdZu1XP2oqff9TidTXjv3XvMTu8T6jzV9HiGd55gA12vM4beq6y5rXTVthlInfFAdB4uxsgYIzFmUkyMfVR6asqMgycMkZjUILSLCrr6GNiMju1oEUmMYinJ7Afy/qC+YgFuIC7V62Z7un8+Lw4q3F9F6PUJ5/rvXyToplWprIOJ1bnJfgKTAL2npJohpeaXcxdvexyOLbQm/WGq1NL/tyXyAGOGZQ+WESQz6btdESyJwxfBY3Em4cUhrjBk0c3FG4JYMg5cQKynWGWFFKeKgKXuj6Xuge3zK1VAwliLcx3WCT2lzmi1aPMqnk+Dqwa82nMHXYPFDbGb8Pzimsl0AsYx6331pVSVU2dFLUJME6sQzSlENxy7UxFM1azcgKnnZ1RER0y1bI5Ju1WSKcOaGLfEYUVc3TBsVmwW12yurxjWSxbXL1hdKbi6fvmCYbMlDWpmX9q8Mq/muq/H50Gdw5EaXcWLqkyWCHmLJEuOQdk/zuGMUWBYlKHgvErnG592hWCh6Cz5G8R3D1yZg+NwtpDXnjsEWJ8CV7UqT+3kFFONODPjkPAkKLaqfCqdJA6jHuOIBULo6KcrZv2U+WxCjiPBguTM0WSKdILYgLehtmv3DbTX4c1XvVUZlJObTNOTeZuWzG9vHFIirDily71GYT1cCHSpVcPsxp9uF3W1TtK/Yw3GGe3yOLMzZxJn6uVeu16gUqit51Kqt0XtLLXdVm+Z5h1hqiS18rQr3tufoKj3iK08AKnnum8uVwXNChhzkSqrmxFRY0l2i7/SpEzdAEz7t3d0yNoF8+x/drrQGmewkw6bEm6MuMkEN5niplNsmGLjWhVw+fT96Jw2Atuj9VVHIXhVNXQeW7uN1rvdUHA7fwVR2vGu0LWuObWimPUotYNVRh0IH0dVArxGu1XN6PculYU+BE6Ojpgdz/Fdh+97+slU5wrxu8F2BVe+gqvqHYXZGZI2cKUmkxZrs9KVrCU7j0tJryUs1hdMzBhn8TljraWQKZLZWlvnH0G/3z+GDVAvBElQ2tRfQaVxv45vvdb981IH/3LQmcpktRqXkv45+/35pKYseBdva7QcpHpC66xOXdqB3ZqfCsSyT/9vPd+lbolJDg5k97OnqhPWNUE5PJZSfevEWDXSdq76N+qxsylp3naNT9KU9hoqrXuUaV54O175wQm+chw+d9jPaWCrzr+MA2U7MGy3bIaB7dgzpp6YIyGremkxogqnRscCQFRRWEQtFaSqSJTMTvBTBFsZLCklmnOUJJ3dFkmU7Yo0rInbFduFgqjl9TmbqyuGzZLF1Us2NzcM6zWb1ZZxHEmpKEPjM97x4crxWWV+83k/163fGMFS1CZDVNlOKYKR4mNVNHWU4jC5UgVzFciwruZbd52rz45WZmmm9d3BfzuEyIevP6S/HnSv2swVCfKYiUNisx6hWEIoOGuU4pkLq/WSzXLNdrWh5Kgy0cYxnU45mk959/4x25sf8O7DBziEkwf3mE7m0N9XqiEHi5NpX5x5pVr0VYU1RjsBJtSW8V0t/DZESYk8REYTdQGvyMEUpcYVQ6XIsetUlapWiahBoKkAR2extEvkUDBk20xIEyay2p0q1cNH6pxSrnN4zbPKYHF1Y9AChOxqEtagZrfGIDlXYFYwUZWKxFbDSITO6aKPE1xQ8NNUiQz676ecqjSr0hGMVYquYCuGqiqGThUFTZtT65zKsWPrxtcAoVX/qQR+fkQRS47gZ8f4+YA/PsZM50hawmZfj2lhjLKjQgehVxPh0KsFSTeZYJz6hmE0ITc1SUcgF3WoN1IwOUOlbWrXT3Rva4JtVWV7HHTmaruB5aCg6hFKCbz4mq7DtyEmkynv3H/A5PRYO7E+ECazKqkMwam8sguhSi8fdK5MnWusLeEihRgTXRwZgqoGhtATY5u5GrB+JKaMGxM+BXJOeDeggKiwcrYmo5XC8ycVrATtUX4TkYALyBMFV2MH6zpwON/WzlXQ4UBMlc+89Wn2XXxOtPTJoWI+3mlXftLXEdy655SiM6HbEcaiNg9NTOc2h6A2Pdl5sg9k50n1kC6o7UjoKN5RvKc4rwVnaxEfVPSiC7rGdAHfB53lrNYmdqcebapdj6lKo1ItDts+pAWaV3O7zyqrvw6sPgNgjQNs1pTlku1mxWrm2aaOabQEJxRJVVxDdM4UNFdwXvMDKbjqrSclVXAlULRwhIGSIjsjhjwgOSElkTYL4mbFsFqwvDxjfXPF1YvnrG4uGDYrFlcXDKsV45hZD/tr5HWQ9Dq4en3fbc99Hrhq16bWiwuWjCFXfr2jpBGTlBYo1iJJWTc5RYhObcCwFMl3ghafG7uSy8HxeiGglVkOaayv9CUFfGLcJJxPbCYDi25DjoY0CEuvA5imCGNMjGPk5vKK5fU1y+sbNms1zCspY71n0necnsz54Z+9wzsPH/DzX/yCH/7we9y7f48f/PgnPLh/wvF8yr3jI3ozwZpQE+lXL7avKqy1TH2gTHsdoN9svsJ/7S7eNOKYiMPIxPWITapmhg6pGi+KZhQ57S6QXbV8J1sqO773rpjmrXpLtccQIFRRC+8oVeyiiJBN1eQxRul1du+OLqLKfjnpYGoaI3m9JuVCkkIZ887PznY9LgTCpMfNjggype97TFBahbEBCV5pFc3QUMCEgCvq77Nb9AwKYqzZd6tqZ05MmxGzNDkLahItxpCNw5QK4iYT1W8ZhTKbIdM5zE6w81Nc2hI2RwQ2+NcT41akdHXW37s6y9Or7Pzr4MqqJIbSALV8apypramk50UioR4uqWgDYBxVxGK1gYsI5xk+QUUsVtzFYXRdYH50RJj1GKvXU9d1ShkthRACztravao2GpUuCrWbaS3WqCJmcJ7oHMEXYoqMdmT0qiblkaoKW+iCqpqllNgYHdYvkpgFS/IwuKYpfNvTzi+K5va2QbMtA+sJjLXCMAz6smbMdhdvXRgqoKqdqpnXIlLXwWRSqdCmjhCWagexgSGCHfTvNxHm2xzFoCq2tkNMR1P9y1JniIvBZC3SpWyIWX0ks1iKVG8rG3SdMb52q7TgZ4wDqYJlZdfIqoINe0DVfKBejZbttVL76/Srz6Jl1Xtxd+ivacIeTXQNCtYUSrE0c6uclEmhWgG1oFqSFjylIDlW75BCHgdEpXYp2zU5jZQ0MN5csV0vWC8uOX/6lOX1JVfnz1jcbBliYp0TOWdVADx4h58Xh/nuoaCFOXiufRKN7aJf6sGLc1bBihgRN+p7LlvEOCQXTFa/rpwLtlhsAesSNmQKmXHYvsGZftfAlWdvTuPZq4+V3fX0akf1szyvWr97SORtJPqB7WrD2q8oYyJuBnXwBiQmxiEyjgPL80vWiwXr5YLNekNOiRITGEvoPIvphPXVS16cnnB9cc2T773D/Qf3+MkvX/KjH32Phw/uUX7wZxxNjpl2c+imtcqx1/KHVxmOX1ZYYwjeE0JAJN/NcNySKDmr6ljOSEoKFqxA8ZX2t5810jAHj7L7426ZaGVHY6sKoa2H2Q0RSVOHMHuGrKAlodK6XdWkV834NPkcxi3jZiAurhnrvEoeI4Wis1pB/ai6vscfn9JP55SSMXKM7dXLy9KpgmBVAtQZKkPzCiq1O6fvxe6ENlRIQsCoT4VOou07VU0gQ4y+h53rfDU4xntVTQwdpusxXY/zPZYOx4B9DVw1CxLT6IfOVrAXapKuILSBK7VggILBGqUHOoEiClBNQuVl7d5astDmzSAmWBelAV6wNwO+i3046+i7Dt91+vkbT+e9Xq+lELxXcOVsVfuraplAsxkw7XlrVMDIGJzLOFt7xtaoHHrt1Dqns5DRGbw3lBSI2ZOypwsGZ2oLUsYKsN7m+AzApOo11WcrUwcK/0gK5F1802HR9Cm0kbqgwKrrtXPlGriy2l33po6LSvWybnTBb/h9fF4YB65DzYQ7Lb6EaiCsRuJadLHWHSzyTSu20gLroWbD7bC7PaWJWBwW7EVa/nZ4yGfkiIMG5AAAIABJREFU76+Dp0OJs3a0X9w6B/tzwpjqwWp356Tz13XOSpR2r6yUQjG5CpkWLAUkK92vctMlxzo/nclxi5SIlEjeLFQNcFizvXzJenHN4vqCi+fPWS0XXF9fs14nYoE3gymfjvYuX89z/7W8tzF4zI4CUvT95EQxCVLENBDtvHarxKkKuCt4gWKK5lxvcNLfLXB1hJZe5uD6mjdZqxxPqUb2zW5kzed/67FA3JL9NdvtSBlG4s2qyqirwWSKmfVqRd4OyHaA6/PP5ZpHdE7i+rH++e8BDEzmU/78r/8N/81f/QV//t6P+Q//87/jez/8PvfffcjDH/4Ub3ocActkJ37Rsx8u/bLCWkc/nejMlQibnbzVHXf+m4yckhrw+e3O/8N4j80eKV5rYBVt72FVk0KXSg3UZapY6hwTFXM0I+wKsA5BB1TJVZ13KqbJVGeKmB2VQGXDM5vtguXVDZubBTdnj1jdLFgvlgzbFUMc2I4DI9ol6/pAf/oOs5N7fO8nP+X4wfeZHB9z/PAdwvQY10/o5lM9t2pCXN96FbXQTUlyxFqrdC+UJ955s/NBdFY9wYx1KoleEagpZVdZ1H1JVRB98IQu4PoOP+3x655Aj2P1Kj3B1LWlB9uD6RwmBIzvwAcFWc7pzFUFVj4EpduEvJuv9Cniu0iKCWsHjNWOgPiEcQXjlDJYRBlXC1Fg9firu9ze6vDBM51O6WdHO9uCrpvU+QnBO006XAVZTWykRZuhcN5hnN9RYscqVjGOgWEcVTkwBHzwxKz7QBFPylWOyBWszaxX4M8HWN5AueLbOcc66kBgAVLPK4njXbxV0SYpOgMTr4DqaKLgqu9r56oK+YQKrganRSGPKps209ftN/tWPje6I5gcW77/8JiT+Yyj6YTjkyMFWn1HP5vjQqcS67ZSi/ueNKgZuHEBE9QT0lbpeO8DvgIya3QvVRuOBg2UOm/MYcamz+3FJfbPf1q67BBiHMpgty7CpH5BHQRH1wemfcfEq0eX8wG/q5JmpeaXVjnVPZ6SsSZjStH5oypWQYkICZFEjmtVAowDw/Kc4eaa7c01Vy8+ZnFxzuWLM84uN2yKsP4Sv7NDKNkoq6/Q9A+PVk+WNnNVIEcFxXmkjA6xKuNfkCpKUrAhYn3A9wVjhDi8Weny7QBXf+p67FHUMQc7gX6GDhoabfHGKORBlLa+5c2nwBdLynrDeH3DjfP1BmlzLULOCWkc8z90iFdg3Aw8ev8Drp++4NenJzx69JT33vsJP/zxj/jlf/vXPHjwDvfv3+fBvYcEp5X0zxqw/1PDGLSqWz2DMO6u+ngLIo+JuB2JZsAVh8kG66G4hPWe7JpCYFtwpIqSpQpC9Lq0Zj+YakxVxKFQGvWgiUcgu03B6NQT6liubfRSlFNrJEMqpJSIw8Dy7CnPnz7l/OUZH3/4Eedx5DJmrktiWwrbolNU2OpLdXFF7wP3f/9b7nU9R9Mp3/vhDzi694Dp0Qn3H95nNj9mMptzND8mdBNc19PbDucDrutI2Wp3qO/1PgeKLUipINEZaJQNo2BRSiGLCkmQdSatUBBrKNYgzmK6sANLlonaLxx8J8bUGat6uNCpMqBXA0pbZ65UmrfxBoMuN9IUGKXKxgPOYl3BuoTxGesC1kWsySSBbYabLTwr6ut6F58d1ilDIHgFViJGpf2rcqar156zBteAlmuV4DrI7iyudrSk1DlY57RI4RzSBay1u4KFi4lRCqno9df7QiTh0pb12UvG82daUftO0OQOE5I7cPW2RUtcg9OZ0k7tD/FVrKcJ+FijHass1WWjEh1ygkFusSWEh9nUczLvuD8/5ng+ZTbrmc+PdG6qC/jJBOsDJnRg62xm3xFQ6e7ZbMJsMmHS93QhaJHF+aq6Z5Asdcb4QDHXGnBCzkqRz1bFLKR6S70ajj1oasJih3LXiT0Am+hhZzCbY4/nTI8nnMw7TqaevvcEbwhWcG0uWgRnQIpBMkqBLlWwyhqwBVvFo9TvKpPLqCBruyJtl4zDkpsXT7k5f8n1+Rlnj56w2m5ZjCNjka+shHQo0Q6v9vfatevqyE9J9QcTISvVk6LdRuOqp5a1kGsGlAvWK33RekuKwxud0+0FVw0hHHY72/OH81GH8VnPN6DfAwFsUL5w46JKMshgkE0tqYy8ed86RoiRAoy7E/7yNo6SC8vLa5aX17zsX1KC5+L8ihfPXlKM44c//iFx3NJ3gWk3x3goNiiNhf0F9qeGMc2MtYEry0697C6+scg5kcdIspFsE85o3UaSDl2q5ziVwle/qyJIrso/TS3QoCpBllrBKjtPn513hcju9xn2/9d8m5qBoDY0VTFoGLaM6zU3F2e8fPmUJ89f8NuzF5yLcIl2a4d6vBobPNpoPgWOusC7Nxcc33vA9OiYdx4+YH58wnR+xP2jUyazI6azY07mR0ymMyZHRxgzRYIhWPSmN1AkqxIizaS7cugruFLp10zJglSfKZGqgWSoG2Ed1rdKuzBVOGMXBlyohzdY71Vu3fk66+O1W+b0kVas0C9n93lW/kIVJnUHRwUHJpOKgqtFlV6/m7P6/LDG4J3FuUoBFfNK8tdYO9bsn7ftQhd9QduoranLXyOXtr9TwZm3luxURTYZowmLESyZEreM6yWbywvS8kqNyb4T8V0AkN/eaInqgXjs/j6BnZegpS5dNdNtqqZJFF7fSrpyTZS8s/TB0YeOvu/p+wl936swRdepeqgPWK8LvK22Db6ovUbX9YTQ0YXuVRGLamKP7FkjIkLJuptmlHVhgFKUlUDbT19JsVoyu7eI2HeupD7fkuVeOwndFGZT3HzKfD5hPumY9YGucwTvlAaNIKIAy+0o/YI1VoFVYZdTYqoicKUPmpKQNCDDmri5Ybu6ZnH+gsuXZ1y8POf84ppNKV9Lt7JCplc+rcO+Xute5QKUKhqVs6oGSsLYqHptoiMBYpWqr9dzBZTiSPnNui+3E1y1ayiwB0bwabTQoKoc/Hz4nFAnMPV3maoIK1uIksgJ0oJ9lvcnxVcLNOIw8v7/84/85u//ia4P/Pb9f+aXf/kL/vKvfsm//5/+Rx48fMj9d95FTn9CcN3uY/uyuliNIqYGs459FngX31TE7cBg1sRsCRisCL5kSlCJ75zdPkl/Rdpcb5BmG4gxKq8udU6qlL0UePV8aIBLjYdll4y6uhAXUUn4gkVKJsYVN1cXLC8u+OA3/zfvP7ngg4sV/y9vVrtIKGC4Ahgj5pNH8Mmj/SKPJsL3gPvHD3h47yG/+Iv3eOfhu/zZn/2IH//05xyf3uPUvcN8dh9j92bDBqoaUMQghM6rn4aosmdJhRKzCm4kXYCrJaLKvltDspbqQvVK2miMDnn7YHDB4rse1ymVxHa9dsydU3GLBpSsU5oZZb8b7GbFQHztdkUdli6SSKLqgC9H+Bj1tPoy6RbftrAGvDX01mKMpYjVWex6D1g5PFqCWGkxUue26/4jydZOp6gqVlK5XkkJSsbZhBelz7icMSRERoZ4zfOnj3j60Se8/O0/IPm2Tp/cxV28Gi31cgIug89ga6NEDvhYYiBmVQocVrC+gOWoKqZbbin5VYCoXtyxGMR5TOix/ZQwneK7XsFV6CvA6jBhgnOBECZgM9555rNjptMj+smcrp/ShQld6Al+oqp6dV5T7Rjr2qJDV6SUwBqydWomLIKx8loCF9CO1JS9KIBlr7zWLA8M2BOYzODBCXzvId3D+/zgew94eO8e94/nnEwmdN7hrdG/Lxkpyk4yJlOMKu2SdG83B158jowxCWcjZlgThyXj6inXz55ydXbG49//irObkYtl+kbn6w735iaWIVSdKCmUEnHGVvp/vYBtFbsoBTGeLBEbRoz35FzwVVnwTXLf2weuGqBq3c92PcGroijU6kj71PK+EE9k/8k2MA/IRl++zVCGygG+teWUzwgByUIcEr/91e9YXF7z/MljchZ+/JOf8NOf/Yz08ylHsxNO+qNXVOb/lDDVaNW2yrvzSL4DV9905HEgsiaLJVtHLmC6XGeJqKp06CJdo3Wkdl9ek/suTZrcUDLq81CMek4VVUNqAK1V+qUmpzSfnqwm2TmOjDeXXD//hJdnL/jN4wt+sxp4xB+/ue7egex6cBQRboBhveAqRV6MCyaTCbPZnL9675f82Q9+yM9/+Ut+/uNfcnxyytH9E4hgxOC9VVf5UiotsBwKKKqUsCjiEqm0A2uQ4DG9+iSFMKNLE4K0Qc2Dc22JeOtwmNYdUR+TJhYiqOgGYipN0Ozoxb4Cr1IErHLDM4ahGFYDnF3A05WCq1tLt7klUUTIJZNzwpjDz72+YNeIr1VZqDLJKpnuqjy7rRLtpQilCKlRZox6wOWsxQYVhAHrCjFmtpuRi8fnnH/8IZeffKDd47u4i7ckWv06ZaX45Ub9E/25uH1dqEQYt7C4gcukHfWB29+7zDGTx6QzUFgMDjkoIjePK1NlEU09vNH5pdDprKULVWnXHbTGAaUDlr0SoNH5JoEDs9y9ONmnCtgugJuAmShCkKxMBkkgDiRAW4+mR3Ck4Gr+YM7JvSlHRz2zqWPSG/pg8E4P8DTZXmdtFXlwWGvIScFeMAVbMkRRtlfJ5HHF4uolq+sLzh//nrMnT7k8P+f51cBmLLcKSBf2FssG8AWCCOJiFXOsc2+2YGzR9dwUdY5AfSeNQMmOkoY3Sn1vJ7hqwKpS+ZiwE1rB7VvQO3BV2887E+lGR23AHnYKgFKrKre3jPLFUXLhxdMzNqsl11fnnNx/h/Vqi3GB6f13KCJMfM+kDlHCn9bB0nkDv6u6G+t2AgB38c1FSZHMQDbqyVEwZCmYzoG3mFIOfQs1RPbK7LVPLsaoLKxpCn+6eBaxWFSq1Zb6KGoyuGfg7upBSEnkNBCHDcPiksX5c87PnvPJ1Yqn8tXMBI3AGAcWceBsdU17W+vrJT86P2MkM7UTcorMTmcEG3DG4YIjm4LkQiq5dq6k6nxohy/nsuvaZZQeiLOV6hfwvsOVDpcDr4OrA/i6L/tWo422KTdPk2YirKqCOrhgq7JhMYYcU33ekYEhCcstnK/g5QDnvLVL2dcW+n1mVaA0OiNobNbvQGSfx+w2kAaE9fvx7sAU1DkFTrngxOl3XQrOOIS9tYExBWMS4ziwWa64fPKCm+fPWF+8+CY/irv4GuKzVHsP14S3rS65IweJilUcqnuLhdLecPO32sJqrQqma26vQuBh5JiJQ6WFV1EHKfuai6lruKEWzWqxTOc0vVIBvd8XYXbcyfpa9vR5qR0rLew1216zT24xn565clX73naQmySjU2BVLJRQ24sG5jM4mmNP58xPZhwfT5nPOia9ow+W4CzO105VVUw11RRYdPhrt0+JZLwp2Gww0mTTM8OwZHF1zvXLFzx//ISXz55zdXXNVbqd1/crLJNaGDA5q7R+9eikjTYYhxjIpX0GlcFQLCW9rTNXcxRYdcBUr6PQ6/XSGGmtGGCrRUgV/dCKSq6Nq1HBfTOppgGq214++QNicbNhtdzyf1z97/zsL/6cZ08/Yru55kc/+SnlL/4N/p2fMutmf/KXbKwldBN8FkIuhK4nxhXlLqP7RiPFgZgKQ0w4ESRGXOfxJhOImD5UtT/tPgI7NbpmqKfePQaLwxhfXye7jaMt9mLaMG7RzaDsqXJt680kNptr1osrzp/+lke//5hPXlzzgcDN1/i5CPDrxx/wz08+4j/917/hf/jZv+XnP/0Z//E//q/84me/4P79B5zcOyZnq6pWY1SagCiEKjGTx8w4DJSUKWMk5kgsiViS7mPeULyF2Myb9/94oxhqB8vWz9DuknPrdBPGWIqgwAmV9zZeNzXrUO8ya4hDVDpK54lkrpfC4yfwT+kOWL1p5JyJcSSNKuXffEx0lsqov1WTXg8ABmkmwoclBFHKTkuQjBQsCUvES0JyIo6RwAhsIF3y5Dcf8PjDT/jH//yfyHdUwG91tBrwCfvpmMC+ct7MdG+rYt7nxUEde2dkvgNbRamATXU/rWCVVb10wdtDDFreQBwzVw+XKjjkA74rqG2VhVytMmwTRYDiDL5zhBDo+il9d0TXzen7meZMXY/vJ5UZIZhitKAJB4OeKHPB2NqJom7S9tUT7IPKMppOnY5LVmWRNtjWhuGchwenhOM5J+/e4wfvfp/7p0d8//Q+J7MZ076jm/Sq6WTQwjkqt26MgZIQq56LSQrFWrrO4cXiXWaImc244ubFx3zyz//Ak0eP+f3jZ/ra24iqPiN2nawRVUK0A0ZA/SezslqM12JcyRjn8D5jkkPK2zhz1VamuipZv7OZ2Q1PugNwb6ndTNmzA0vrYjWvquZa923wafyMKEVYr0bOnr3kt7/+NQ/ffZdxTHSTObOjB5TgOKarCfQfGbUV3jwS1Ij2rnP1TceayLVou75sDX1KdKknOEO2gsvdTi/BOr+nNOy6KFaH9o0qFCkGUF8mnNIarK8/21dpDgWdxSolUUoip5G4XbJeXLC4Oufi/IyXqy0XUb6RDVZnZTK5ZD588Yjr7ZKzzTX//q//PX/+kz/n3/53f8XEz/Guo5t05JhIURhiJKdMSYUUMzlGckyMMam0tmSiZGLJJMPON6uFoNSZUud1SqWBiBTklf/pqxvQBQ46XPU31e/JBg+DIWfh8jzy5Dzzu2u4LG9fkvZNhVSVK5GCeqSZnZImHFSlm6eVNepns/uzrT/Xe6AmQNY59SUzHjEFnEECbNYjw82CJ//yIY/e/zVPHz8hp7clzbyLw2i5Rsde6rldOv7g6OtjB8xee21COzhrlCZ3joKstyQXBQ46b62NdfBcRnOuHGEssBUVX37bCj8pZZ6dXSFOzXy7PtRZKUewHiMWI4lSDFIM3kas0znlUjKpZLJkkhSSFFxRZkRjQ5hidhTAtg41XyxQxd1sK0mrrjm7sBaCV4GmbLRb1QXAaSIcvHayQiCczJgezzg9mXMy7zmadfR9IATtsAWvVi3GgPGeOs2rxdesM0mmCix5BFcypoyUYcni6gXXZ0/45Le/5fHT55xdXRNLeauu5XLwqLPqRWdgTVGVQEFpgVkvduO8KsR2voKLL47bBa5gP1fVxLGaxCevSnu2Nm1rzyo1o1ZUcp2nSuy7Vd9CYNUiDsLl+TVGBr7/ox9RMMxP7/POe+9hpz0TF+iEV6h8fwg0MlBlspsB3ev+C3fxTcSazDUZW0ZkUGn2UhLZQ7CCz3Hndeh8wDqH917NdY1RepNrproVY9UKhnH10ddqmquJ5c7rquxELHIaSeOWcbNks7hgdf2Sy8sLLreRq/yvW8Z9HfH8+pzn1+f88ye/Y1hlLi9vePCD+7xz/D2OZ8fM5z1jEUpMxJgoqSCpkGLSY4yMKTFm9TSKORGlkCpVsLx2N2RdnylZvZBKpVTqhtVAU+OZVPUElErWzDhUjh2975x6o8SYOTtLPL4ofLjU5OWuD/JmIXXmStW4lNoKLcGpjzVlNrRZqwNgVQGXqUUJiiBGf5ctDjHVl8ZAcZm42bC4uOLx+x/y+He/5fz8jgr4NsYhsJqxn1qoKQoBlReYoOqmExRkNbFsgwKMAb1fF/W/NeDxtty/h3TGnYuHQUcyks5fSYY8qOT6Bj3etshZeHmxwAeHNYaj0/luRpYQlEJWWgHNEFzCeUvKWY+StPAmmVQauCo7cGVF6X6tcyVYlf0uCuZyqUIWqLrpK+DK2Ve7DSWrLr4punl3XXV37uiOpsyOppweTTmadcwngRAc3tt6OBXNAIx3eASPq121Qs774lOmYHKEuCFtrrk+f8bZ00/45Pcf8OzsJdert09KqRUEoBZBRKrZua0KwdVqJutebJza1jgr+nm/QUJz+8DVQSnIOfVMsNI+gNo1bfNVAtLogCPEAdIA0u7sDW9XaehPiO0qcbZd8S+/+jXr9Q3ORU7vTxl//B7uvV9y6o7pTHeo7/HmYYx6ANQKi+G1m/4uvpFYotSLAdiy5kg2zDZXhDTHL6f00w4XXDXA7fChI0z6miiq74+xgjGeLODx+ypGnf/RLlbjjQuYRg4BkUTKA8P2hrhZsrk6Y3n2nMXLSxbPBzZbPbcKIW5F/Od/+hv++aNf8eTZR/yHf/e/8Muf/wU/+flPKRliLNxcrSjVmy5vBtIYScPIZrth3GzZbLZsx5FhHNmOkW3JxIN3JwLDAJstOCd02/3wa9ePCmSNr3R73b2sUW5+NlLn43Tp12aKkHLi/PKGjz864//8deHJFl7wra4XfelRpJBzYhgGnE1Y4yAoDcZiSC7hnCMXrTr7nBAE5wLWO5X0FwcINps6i5exuSA5InEE2ZCGBZcXT/jbv/k7Pv7dR7z/D39PuutYvXVxCJwCCpiOUGDk2Xel2mumB/+9aXK1HXJgn2g1et28Pv+2gKv2Xvb02Aqq2NPMo+h7OuctVi4VkDW8fHzN4nyFEcfxg2OO7s+ZDVmVX7uOZD1d11OK0W5VFvoww4URa0eGIdL1Ce8Leae4K5g6y6Ndb6veeV6fs4bqhmsqddm/Bq4MBKPdKV9f7Oy+AtB7bOcJfeDefMq9oynvHk2530+ZhZ4JBldElf+KomEBXHY7cQuDqHKwrSa7kvAlIfGG7eqC6ye/41/+69/y+JOPef/jR0qtfstjJ89QSi2XJmRsaniif85Ou3Nthv0N4vaBq0PGWRsafO0/1zlAbJ0JbNK5th75UIr9S44Ovb57C5MAzlm89/hKt1IVqULJhWHIjAViUSrAV3kZKh1JuLm45HwaeP7oEc8fPyL4jpPT+9gTy6yHKQGPecX49IvCGIPzvs6L1CrOrsX49t9cb2ts2VdAVcNF1ctC3hKkMMqA98oHD7knlERvpEqBazvYhowRvXbFol5OVQ1JrEG8rZU7lQY3pnl0ZEoakbglD0vSdsGwWrBd3rBZLhlHvQ8F3S++otvxD46YIjerG/7lw98w8RNurhaYAL2f4KwnjqN6XOVMXG/IYyINI+N2yzBuGYeRIUbGnMgHE2ctBIhJLfDGCOMYd4a0Y0yIcWATJuVqF2eqzK0h5aS0E9s+Z5AibNdbXr4c+Ohx5NkIi3J31/2hoabuKmgBaNJS8k7Ehdp1ysXpkLPV70OMwRWw4pUGm0ULfJVGUqRQ8kDJG9ara64uXvLhb37HJ7/7Pc+fPCPGOx3HtzEaCBppFK69ZE1hD66EV4FW+3v7aT2lRDf7zNedYm5rHOYHrUvXKI+HTktQc48KrFbs58re5khJYJs4v7wkmkQkk3Fqp9H3JOvp+4zBKTshw6wb6KYjPoyMMTLGhPMRn6LaNogQ6kyVgAIcU5UDqwquqgcKhUKWXNV9a5RSdcTrzI+I0ruqqZixBWeEzgq900dnBEPGSJV5LA7JtgoSHMxem5ZuN/+qjOSRErfE7YLNzTmri+ec/e4Dnjx5wtn5BemPBFaGVzu7TVT+m6aQvvpuDs6mVNEQVMvhTbsTtxtcfcbTr48ktPfpKo9VzJf3Je0w3o6Xb5gDR9ZwP8C9Y0vfO2bTKX0IGAwpJWLMxDFxfb1hMcIyQhRNfBvf9suO1ua8ubwmOHh8NOXxRx/jnOf0wQP8ZIJ0Dk/AGsEefMhf1IMyxuJDqGaoqhZoTNtS7tK8byo26KbX6uJtE+9LpCuRLhmC9QQf6EukL4liwHqPkwDO4Eqv5sCmASsD3irn3Blw7oAOVaeEpJDzSI5qHpi3N8T1gmF5zebmmu1yxRgPZE/ZJx23IYY48v6j37G52fLk46ec3Jvx8OQBR7NjSnAKrsbCdrlSk+Yxst2sGTYbtsOGYRwYY9SZKl5LkkTB1RjBjzAMsc7vGMZxBAxYh/FR6R8NzGKIKelgszUEVzfhnFkvljx9vuU3H2fO8tszIH6bQqQouMoZI4ZiM+QDxcZSKX0lU0oiZYPNqVJ2DI6ikvjGYJIoJScp9zynDTkuuDo/48nHj/nV3/0TH73/WxaLr1PG5S6+zGigKKLrV1vLIrrmHgKqzN79JRwc7fc0+t/AHmTdlrXws8KwP//WTDmcKzvs3rXxqyrfwqI+3ub39yYhBWIUzi8uGEsk5kLGYvsJpuspvqPrIyUbYszkKMy7Nd1sjgsd22EgDCPGBayNO1qgOLfbMMS6nW6FqVzBgqFUT6GSk1qFtCgJUgTToKvsOZpVkMLbQu8Knc14q6DKSIIc1dsxWS2iZr+jPeuYh3atqD6YJifyOJC2K8bVFRcvnnH55BGPfvU+jx4/5Xq1+IM+z5ZjNqB+xJ5e28D4IdHsmy88tDJIAvEKrkqhULRb+NYJWsAePdl9b0SvwINRhfaUPTh8ZSwdrnx/RO7fFpFj4KSH44nl3tERx0dzTk+OOZ5NmU16TuZT5tM5fReYzLTqbQTiGIkpkVJivdwwDFu22w1PXpzx8vKGl5cLPl4nlnXg88uOYSXc2CVPPv6A3/zqPpv1gsm0wzpI725w9/+MwoyObvcxfVEXy1hLCD0+ZLzX1rhxHdi4q4DcxdcfI/sh6RGtGjb+v4ptCqFEwpiYpS39MGGaEr4PhBAoTDHegM10Yuhsr/eRB9cZQu/wfZWTRX18SinkEsl5Q8lbJK8o2zVpfcN28Zy8HmHQczhGb7/vo1SRP2w5/urjyeIZF5tLFv/bOX/53i9470c/5cEP38WKx2TLdrkmx0RJkWEYGDcDm8sF2+WazXrNahzJUhenGoLm3OOomKnfqi6REXDdlpShF0sRj/UFGwLGKWgdk8rCWmsQDykWNustHzz6hL9/PvJfrpR6cxd/eJSSSXFgdIJzHuc6TTyafCYBkVoFNjrcnZzOFoooXdZUKG2dUxXJGJG8ZrO65OrlE/7m//pbHn/8iN//9ncVSN/FtyES+47M6yyaZsP5+kxW6+zUsaSWprFF1+tLbi8Aceg+0lKoQ+vREwuhidLFPRWwda1u+BaVWwW21zAfMX32AAAgAElEQVRullxebJjfLKHrkW4CvmMynfLg3iknx8ecHB9hgif3nQLybgq+V8vd7OtIhcX0+/xVigpGSFYFUouov6JRTyWJkXwov5czxBEVJDC7fVk3F6HzwiTAtDP0DjoyNm8hBsRJlWtXpoSRek6oQIcRPR+TRyRuKOOGtL0hrS+Jyxec/f59Hn30Af/w/v/HNr55ec+jQOoUuA9MLRwFODpRdqMRWG9hG+F6rdfPEngGny5cfiPRyixVcjxmSG/G+7q94Ir942Hr0hq7I/lajCqhidLx8AJFyKEOoh2WlF77loLTL7cLjuAc3jr6LjBzjol1nAbPydRzOg2cHh8zn844ns+ZzqdMuo6j6ZTpdEbwga7vVEZThDRGck7klBmON8RhYBy2HAXPw+mMi+mM+c2GxRi5GUeWw8iYha3oovunLEwGLajGMbNZbrk6v2A2n/Py+XMevPs9QheYTmfYYMAbOnz9iP/13lUTP3DOqY+DDxjvtSX9rVlJ375olzcouGpd3FZN3G/sgisCKeLiQLGaQHbZU0R5xk0l0AaL7Ryuc9jO4TtfB2+hGAM5I6WQJOqsSRqRtK0L8hpbCh0wt0qHtfUcWyKy4vZUbrNkNnHDk6sXmOBYjBt+mkYmbkIgkMaIpEQeI0McSNuB7c2SYbNl2G7YysBIJB6+m0pLzpWFESN4JySfSTFhbSK5hPUJi8EbQ84ZMYaUM1bUc0xE2G4Tq9WWs7OR62Vme3ev/dFRigqURGcqdRtscbVzhdJidy70QpGsw9zZYaNHKFgEa0TXvpyQFNksL7k8e87jDz/g8ccfc/biJcPwZj4o35043NRvOyHus+NwAP4wGnAa6+EODjhIpNnLP7fu1W0NiwLGQ3AVUFA16aAKyGpCniGV/efwdS5Rh6qNhyym9ufDruEfe8VJgTwKuSTWVxsIEekGjO9Iw4hgycZSnON0MzIdRtwwMh9HJinicsLlpLPqFjqpMywiWNFc1hQDRdcXscqGMCI72vEuSpVjtM3016BUFGoHq3aqqN0qyfo7SkKKQ+pjKRbJucrDu+ppWYUaUqTEgTJsGJY3rK8vuDl7wYvHH3L+4gmbcXyj77g1KU6BUwsPPLzTe6ad43jimB05rAOKsFpHtkOmJ9ONQpdhI3vz6dsR7S6OtVP4xXFrwdWhPLFRdhLOGJwNuJ0Urtu/BvAkgkmUnBVrGrTc1CTZD2I+gVnvOD2ecDrpmfc9D++f8qCbctz1nJwccTyZcjydMT06IjhPZz120tE5z8z3+L7HWYs3VvGbCCWOdeYqk+OWMqri2PdOT1ldL1ndLPn51QXLmwWLiys+PL/gasicRXjEHy+t3Nr3IpBGYbscuTw7x4fAk48+4t4772CdoZ8GzKlBnMVyhDOV6vWv/nJVjfMhELpA1/eYroPob/cu8S2P9tG3eYAGpl4HV0Jdf0vBjgPBZLBCnzuKKYgDExyud9je4yYBNwn4LhAmnVbXRMgIJlKl8CqoGrcwrJBxCXFFh/5j3kOX4LhoFfQYuAY+Yl8Fvg1REF7mGy6eLfmXFx/x3y8SJ/0R825KFxwSM2WIDHlD2o6k6w1j3DLmkRVLBjZsXjMQzkm7V8lpodG7gvea3BsTMdZjXMTV285UBccYE019N6XMarnl6mrNk8eFxW1r+71lkVNmGAYsWQ0/XcI6v5Nkl1LIyVGCI+eEc56SE1TlwFQmBAPBGHwfQCImDSxePufp7z/gV3/3D3z0+w9Zb+7E8V+NA/nfXfp9G0orX07chlmRLzssKrjRvrkOBVbewWymwMqCFiQGXeO+Dsj8egm4ipDvaIuHhKW29w3sTYz/aMpZRc/jxXavdNJ1jOstqwzJGpK1nK62TDYDths5Gkf6GLEp4XyqwlHQUapPXoFi8U3pL2cMgi2Cpw4rZ6We78+j0QKrgq+1Og9TkaXkWMXeLKVESnbk5ClpQsmWkiMlWYo1lBQRaxFbKFmnBYWCxC1luyavF6wuXnD9/AnPP/g9H73/j5xfXb0xeO7RPf+nwIMAD2dw/92eyWzC7GjGpOsBSLmwXi4YtltmYcX0Wphv9K0+5TaBqxaNLPzFcevAlT00jrBo1dz5ekd7nO/rGm0wokP5pqiRW0mqS2/7TI5QksHj6Kxn4jtmvqcPnvmk58HxjFnfcTydcDTpmYbAyWTCLHimznHUdUyDPu+9xxqLxWJ9IHjPtOt0DslYrLGUUmolQJVYRAo5RUqM5BSZH8+IDwbiduAH6+8zbNb8/+y96ZMk15Xl97tv8SWWzKzCxiZnxG6bxcYkk0z//1+gLxozaWQSNT3q7iEJEkBtmZGxuL9VH+7ziKgiCBTAAphg45m5RUZWVizuz9+7595zz5n2e/6HL19wvz/w5esH/uXL1zxMiZfNgG/i/RbuBVgthxRVTnx4/QYxhd/ddKw3jnn/CsKB/Ms9+fnH2LtPqfTah0UPZ/2ySLmeQGIQ22M7weWist6+A9d9yEv/ncYA3KGUs1U7lgbk12ggv9AU/lbHMjeWBmu4AKmlUnSd1ZOSsaEgDlyxFFMwFqwXrDdqQNx5bG+xvcP2DtPbS/KiJiIqWV7ziRr35OmeOu0w8wmfYbDQDfqmm1n3grsZPkU3uY9QpbsX6OL5VIoxhcJcZv7PP/wfrM3ARkaeu1tsAcmJWDOlZnKO5DqTauLIiUTk3VxevToWk81ShJzB5EqKBWOzNi9XAyZRBWJIWKshREkz9692fPnlnn/5PTw8vV3mJzVKSaR4IoqlWEe1HmtVbt0Yg5Co2SDFIcVp4JLdpaE8ee1DNCAnYZ4e2e/f8J//t/+d3/72j/zXf/wdp+nni/R2CLwQyq45+oV/VTK+P8HhUPqfRRlDnVfFb+dg3XO+jCFoMWVC1/MPOftv0T19C/zbHm4GeH4D263Q9TAOMPgOa5VbtlgnlKRG3rUkSoIpwHHWxynC/gSvHmEX4atmwn7iPcPlJVOZgTnCVGBKPIghFWF1s8OOa7I4hvUNdj2B7xA67b2yYE1QMdhaKAWcEbKl+QepVYcTbTGpKZGve65SI5bmpVdXoPizj2syEOmIDuLpRKQSnRB6hyHh9UWpJRLstbVOVQPhminzgby/J+5e8vr3/8If/vs/8Y//13/mxW7PKX37bm2AT4DnKA3w7zawWjk2646uv2lJK8ccFXrkHAnBEKOlVosUZdn0cD5+qqvqkwNXzhlwUJxgrDS5SodYp0aobmjiKEKt6kUgRetW1YItgBRqJ1CF3noG37HuV9z0I2PfcbtecbdZMXYd23Fk03X0zrJyjsEYOiOsjGNwjt55bGv6MxjEqAFb3/cNdAmCoTSDykUjvpZKsYHsPCUlLJBcR+oGOm8JQ8fcd4SU6L3TAO54Ym1n/CkiqbKvChYWZuMSTC+B27sl8XPWppXrwxQ47Q/sXr3izVdf0Fm42YwMo8e5ymrsEL8CO+BQ/q2OQL2CdUYE5z25VGzqsF4P4/yPHhwLl1LzLzz80sPGwtopPWEucJfhvsChwpuonhSLmtFC3/hbyDaWq8evO/K7z6v6aJRmaKtUwEYHdFqdFG+w3io90Btw5uwtV4tgTEUkUfNMSRMlHiFNmBJwqIJmFTWJL05ZDL2BseheRLzkTq6bvMPV5/xrjUrlGA9kApGZbBK2gq1FTZPbWc0kMpmJSEb9rr7mxZSpUZvqbaMul1zJuaiErVQkFXLKyvBIWdc1KnEK7B8ndg8Tr+fK6W9hwv4VR8mZGGZsNRTrwOamhKlBBiVhrIFsqdlijKFYTZqpSonTnkOBWDP7xze8efUVv/vt53z55eufK1Zvtawvz6+ypIt5OQXyxM/g6ukOI00JucXvXa/AylnoWieAJowg1EvP7/ddopZi0CJy0Al83MHGwbMefr3puVtbPv7Ic7N1DINhtXb0Xr0bc72otpYQtEKTIzlk5lA4TYVpqkyh8jhVvuoSD6GyDbCNsM/wJsChvIfK4blE14IsZvLhRBhGHo8T+9NMP8xMQdUCQ8oElzUxjxBTO0u1IMk0dwehltSU+qoKS9VKTemdylXjmmN1k62iZsIt8Ks5UbJRcJmTCmKkREmJkmxL9mvlKsfQ6GCGkpx+npJI04l4OhD2Dzy8esGbVy949eYNc0rfujcv1/EOeOaE51642XQMo2dY9bh+wFi19KnimshH0SZvkzHWYV3Bu0wfLr2MP4OrDzEE+t5Db8hW8N5hXfPpcR5rHM4PusMVoRaHKUa5q3ikOQp7D0Ys1jrW48CqH7ldbbjbblgNA89ubtl2HX3n2K5WbKylF8HVgisFUytdgc5ZeutwYrVCZfQW8c4x9j3ONh+CJk1da0FaBYtayNE3vmvGY8g+kvtIbyB6T/AdYQp4sdhUsKZw2B/57KsHbveRXazs0OrLYtu1JE/U7uxSsTC0JtolEI4QjokDB17ZP7AdPOn0iDcJMZmcJsbeUG+2yLjRihfa5FiYqVfLjHWW9WqkWkOSSrda4497fDwxn9nNP8r0wAL/CfhVD3//DD67g9UI461W62KA3UETS3OA+wfYHWEftFLyAnjJX9/Y9kOMi+PUhZ6SeBtU5auj0AJ9CpiKcYLxVo/enQ/be2znMF53UyMq6VqSkGNBCOR4IM2PpGkH6YApk4KooVluGBWYqQmOJ81yhhk2b+BZ1UrWp2iV8QWXzOdTWEhnIjOR+7I/bxhLAmNRDlvaXL8OEJ4rVtf9V7nJ+4py28UW7evBUI16KsUYESo1F46HidcvH/nyxYE/1J+wb8wHHNddO991xBg47XdUb3DWkqzDOYtp5ujJOowRrDVYK+ce35ozlEL0BtuUt8Jp5uUXX/LH3/6O/+c3nzOFn7nRl9TedUjRgVjOBqemBYKHx5/+4vs3PKyF7br1uBvwQxOwEOiM7rOlwpxgV3Xt/kuSYis0Yfo/As8NfGThs2ewuYO7z+DTj56x2W64++QZq2FF1/UMN2ucUUrvHCMpJ1JJpFNoib+ZOAdinJnCRJoyIWdOMfH69Z7jnLifC2/ewJsD/OY1/CbAy++CEEuFKcHjgeA8L3aPjDcHTDfw0WlmHSIuJqzL2CqYCi43gmJVMYtUhWQFckJqwUhVifNSyTFcrCNAwRWB5uHBOduTUeuUHOEKXNV09ZgMJTqyNWSB7Lyi5WIozjYueyAcdsz3rzi8+ILP//v/x+d/+Jwv31P1dPGC+xXwfG25u/Xc3XyM77XNANcjGO0rdmrWW4vFeo2PS66MqwyS2QYVtjihjz/F5eJpgSvAdSukNxhb8bbDOUc3dHTG4qyn86P68lRDrRZbHaZajHjNDohFxLe/7bldrRm6ns0wstlsGfuBm+2Gle/orKHvGngCJAUkZ0xRXqz6Olmc89rvJYJ3Hd45hr7D2UVx5eJVIEVDL+XwB0rLICRryTFSQmQW8POEt5bb2xucNVgK/eA43ZzYb9Z0rx95nGZ24cSbqXBMlX05V4A5Nlf0dxnsS6KjGL1fwpS5vz/x1RdfkuORziXIM9PDS3rJPP/kE9KzZ+St4EyPlR5hIl8Vyo11dKs1K9tTxdEPj3T9SOhG5nMN4oef/p+gHN7/eAMfbeCjZ3D73DGMnnEznLNpq1Co4ihVCDOEkIgxsTueeP1YeLWrfH4Pr9vG8JSVm75pLGf8urF3UXXquMjmnn820HVCP3j6oaMfen0cO/zY068Hhs3IuFlhO491FuMuHsKmJHKNSA6UcCBNj4TDPXl3IM+JMusm7NQkXqvIXnVP4gzR62ccAtwE2Aa9pr9Ar8MeuEdVBRdVrb/2WIAUvE14uu4xeHfmy5JJlFa9EqGK0UBTZRGoVShVVA0qZSqVHPXdSsnMYeZ0KBz32tz7rzl8t+gcvkGvQeYi/nN9Ha7Bl3BZKwFqiuTpxBwhWYOzDmelAarGgBBBpLYiS0VqVnBVC70z1DRT4sTLF6/4/RcP/Mvn94T43VcOi2Z3l/tzSZI5LrLEMwreF6rzNXS5lodYvu/ioXQtcvPjjGXV6QHb5nj7vfUaqRujvLJlITnKTzNa+lcyrIX1qrX2NIAFmhcqAaYTHI7wRVVa3ff18LTo2v9L4JcC//4TuFnB7Ro++8UN47pjddNxc/sx/TgybFd4P2C8p3qHdilVoqnKykAonaEkoYgm36s4RBzGZrpSsSWD6VinzDomnt8V9qeMvzvSvyx8vof/dnh73f/WMUfKaWY6zRznmUMMHHNmSpk+ZjqXMFWZTy5mzvLpVchFD7JWrkxVYQsplRwLb1lJlXJRaTtfnHr+oCUasoUUDCnMJAspWFLwRClEA4YM2eNFsE5FygQgBWqcmXf37O9fs3v5khef/57dm9fvdQo8SgX8xAiffDxwsxlZr0e67R2u99qnavqr76JVKzFJ3SKto9SKmU8QIob6ljDMT3E8MXAlONeBt4ituAauvO9xxunhR6RapBpqNVgcBocTjzEWKw5re7zvGLqBbQNXq2FgvdrS9wP9ak3nHL7RosA0Y9TagqCmsSbtEoty8EUE4zqMc/q4NERXEFOotWLqcvNUFYJonlDVRwQNqGLuMDljrafrOlLfM44DuWTNxtTMbQgYWxATKLXipGJb2Tq2jHisSoV7C1wtZ1L0/l3UA+fjgWNXOLzp2a16vIXd60/pe4PvBDeMFL/CS0ZqIF9VrqTRAl0VfNJeM+s6jF2cCn746tUKzWr90mlz5O0a1mvoVo5u7OjHFdJ8I/pcEedBLDWLlsNT5HToebiP3K8iKwJfhUIXKzXCsT4dkYXvOq6behdlp+7q8KjxdeeErnN0vSpc+s7h2mG9xXnbAJXFWDmb2SpJvJz52jUHcjiR5hPhdKJOiRLUSHFR9rRWFTmlNppg+13RdRTfTFK6DH1TFVxdfYcjNGPkC839Wqzjxxzf9f3O9hBy9Xh+YqjqKHLeY0up5/UHqZSsVMEUCmH+jhv9jzSulSl/6M+2gIo1Os9VZuIKOLXHa7Nq4aJMCVqByiFoA/eSAWj+Y6WBK6QiFFU4pjbTTQVX1UCeT4TpyIsvXvDy1Yk3++m958bSA7ncmx+hQi8LuHLoPbpv9OUFZC3y3e/2UV5/76WKuoDJt3r+3vPzff9xRf+TpiAr7fdukZazyitblBBEvvEVfx5/3SFyKTQul0qFEpTmPUc4RO1rXsQivs8waED+mYVfdfB3t7DeCOut4e75QD/29ONAvxrwXYdYSza6fpJVyKFWCFXBVVkSVlUo1ZCrIVWjcugCtdksGO9wInSCtpBY4XkwfHyqhFT5wwlO5TskKXKBlCkxEXIm5HI+YtHDtCOWfO65iqW0xJtAS+gLWYWOKo0Ndb26NnBVssaoi6mroBcrJ0oy5JTIZypg+9kackxko80fKQQFn65ibaSmSA2BMM3MxxPH/YH9fs88fzvd2dAELJxw1zm2t2vWq5Wqaa/WrY/bU5p7Wq2liWIV3Rez18KE8xTrKMZQJGsI/b7X4AmOJwWuBOj7AdN7shEG3yslcBxwOKzxeD9icQ1cCRaPFYtzHc56/Rvn6buecVixXa8Yu551v2I9rui7nmEY8Maqr0AqxFpU8jKJAjUqhUQqC3ACjwHr8aajWk+WTsEToqaUVUMge/Ztb30aImANYpRvWr2lTgcqlioeIw5nPb4b6MJMKQ7ntKIQayKUjrVUpKt0saqvUaMJ5dQCz7aDWlqFGE1oCI2FVKHMJ/IhcHwp7Lxga+D1R1ucnRGZEV8Z1mvKuIKciflwuS5GsJ3FC7jisX2PdF6j5D/Jo374YYF/B/x6gL+/gc8+gtUa1jeGfhzoxhXj9lazWtZie49zA2I8xjuVHc2ZEgun057jccev/vkL7t+cePFy4r/8AX6b4P/m6QWx3zQWmuTARdRjQEvzy/MloBs8dKNntV2z2oyM6xX9ZqRf9XRjhx0cxmmSIJeoRoItf1Sr9mnlOJPCkTTtCY9vmB7u2b8+YCcQVX7Vpt2W7XSuWXF48L2qB7oOxgQhgX2A1UGPEZ3Tz9vjhNJhD2iQuW+/XwLPpzra7Y6z4N3Sq2AwxmFM45ujSUiRShHNlFQUYFEyJWVSDISpEJ5ge4qgQGcJ5n+MSsnynt3VzwvoXCibPW9TZf/IRX01p8h8PGAkYY1QnCVb05II0npnNbgBmhRyaEFPYc6R0+OOw+6Rf/6XE4/5uwEXi4rvfIxSoJ5zUTjLNNqVhVO8yHUv4CrwpyD2XVrq9f/puFyXH376tDNvOlWj8q1SJUZvet++mPVXfVc/5ZDpb3+YRu9erlLJau+TM8wnFdf5KqsX0V/C+LDAvwF+vYVfP4df/wK6lcetRtbrHtd1OOepUkk1U0IgZagm40KmGlFqXSktUVXJIZNTJsdEbUrNMUZyjpScKSkxxUTKmRgDoQihVHxnuVsVUq78+gSfB3j9vqixNspMysRUmFLmlCKnHOlyxJaEraYd6ezVSs2kKvgql9coGUvzuaqJ/Nbd27qUC7yliVhaJdgZtfRwjhwS2VpKiKQ5EhG8GE2KFQgEnK8UV5UFlmZqmJmPE8fHI7uHR3bTkVP69tV9Acmf3vT84nbk48/+jnG1oh9G7LBGrEOc0/WqaOJQefOZGgw5FxJCSonoOoKNTHIi1acjePV9xpMCVwj4bo0bOooVBtfhfEc/DI3653BdA1dcKldWLN71eOvx1uNsh/cd3vU4M2Jtj3U91o4Y4zHSuu4BkdTohBVrswajteKrYGsrTZbFvTqRZktNKhVpRIGFIOSSoGpvirSGx1pb2r6IegtUDVRz7cjnxnhPEY+Yrm1AGcRgxeCN+m911lHQKltMCZeyKvm01OS72X3TMuIS9R+MhTDByRQeukfwlpgTm7stlUhMRyow3twwbreYIszHCylLRFS+WDw+o9VFYxU4vhXOfPjhUMDwC+BTB89HuL1xrDee9U3PsH5GN65Y3zyjG0ac73DjiLG9VrKMPVcSS6oM88Q4HcFs2NzvWN/dk+1L7u4zwxv4Z56av8KfHwtdao2qKq3az8vRO1oPiaHrLd3Q04093dDjhw7fefzQ43s9bKe9Vtab8/8Ta9VkMGdqPlHigTjtmPZvOD0eOO2gT3qdOqPNyL2oaqBvXofQboNWxbFJjxQViImAmWAoekxokHjLJYN/RK/LArp2/OW+cD/U8N3lcN5gvVMBGKsN2GIcYlovCkJta5FpP0s7FirYjzkcOo/u0Dn0zMAnt7AZ4XYLq16tKGwpTHNkmjL3O5gmOJ3gn6r2NH71AT/TsrZZLgpSY/v9UvXRrttLz2FC6b6XFylQYhPqEd3cRZRGbVCbgbq8U+uJiLM2hqdEnk8cHmb2u5ld+W7rwy9R5axfoed04ELvY6Hctp6W3qpdo6v6dwUV41nOw3X19lroaKESzu11YztfMz80uBKl+7Q94VKhMq1ydc4wtMWgfofK1bu1ugVm/jy+aWifaIfFK1WuHUo+XmbKnx9CW5fRrbNkyEGp3ccTvPoAwGq5bwd0znsPbhjxvSbHLR0GrzFWsVC0790VS61G2UCNJJSroRWedXrVgqWiouZaFUqxklMlzIV5zsSUCTGRCsRcqTHjamUwcDcoFbsUeCjvMeOWZuaSiaUQSiFW9XlMBVJW/6oqlZhbfNgqUq4pydackdar77DnGO6twtX5bl867k1r7EW/fDRUK0oPjDPZCTk6cphJFGKjHZIzDqGWTM1Ok0opUmOkxECOgRSiMqPe81puDWzGkfXNLf36ln4c6YaRagdwVsWykmi/MRkp+jmqFYqJJBKpOnL15GoJ9VKN/6mOpwWuGi3Q+Z5iRcGR7/B+RIppIhU9VhwiqphicVgs3vd4p+DKmh7nPMZ1iO0R4/XvZSFQGY23QUvMSHPItlgBJxVfKpaCqWCRC5hJhVozWdmrLJWb0ugjRS61nLoQgFq5mkZlLNh2mEsvhizUCs36WaOCHNZYnHV4EQpWs51F6Svw9oa7PG/YDpdVTKZkVfEMsTJNAX84Yqywe/OarlUsxvUNhVY2r5YYLguwiFEJTTEYmxHrzoHh2+/+4YenNbwauHHqTzauHOPYsRpX9OOKblwzDCv6cY3re/xqg3Gd8ngX1m6FmisuzLhhQyrg+h7nhGm/x8lMOib2Qa0j7vmxOsm+/+jQIHMBUytgLcJahJURfGcwzmCdxXcW33WaDew8zrtGb3UY7zTodxaxRlUETetBMaIsWQo1x3P1Kk4nwikQTi0YXGIpaT9bTVpLYy5Uo+e1cqHN9f1l864FfNJjaAvrUC9A69S+34TOiSUMfmpVLGmtJs43iXun97Fphxh7pgorVVADxwpnQR64VJz/khz/tT3DWUl0ed6qi0uLjKCqkb3AjQifGcutFT5z8OtPDHcb4ePnws040DlHSYnjfuJ4mHnpM/vHwqMAJ10nd/XDBfaFSzjhuQAsuOjRLbTYBVyF9rfnsUw0UUVGqUIt9cJobgqa2tOg9JsSZ/UtTJFwPDIdM6djYarvb5HhUQrgZwK/EOiq3gcRTTjU9rhcD1cb62D5aO29lv3qmh67iKsszKBlXD+/pkp++CG6by22HAu4cqaVsFXDW5yuLQu4Kt86qZfZutTll4t0rYH68/i6sZA0OzyOvsUphoJBUwtCOc+ar58Vi5BF87qF5l0bAxyjsgj2f+HnXMCVozEdLBqEL20UWGrVWnIt0ia9LKvjkv84d2Cc19GicRa1rXZVwVjJRr0HYyXORcFVyio2VFTd2VTds0YHawsnq+Dq20c9f5BcCjHXC7AqVStr7T1Sqe28Fky5ujdLaV+ooPEoymh4lxb4lrNae98FYC3CFck1hUBth8gpqoiFMWSjhYJsrNIQa1Erigauckxa+Uu5gfH3uJYC686xGkfG9YZuXOGHFb4fyKZX5pZt8XIpiGlMItEKVjWWKpaE0aMaUr2s5T/V8cTAFfhuwPqRbI1Wm7zHuBVSG7hyA9WmZ60AACAASURBVMZo5UpEsNVixWK7Hms7bKtcWdthbIfxA1hLro6Y2wItFb80zAmUJp1eC1gj9CJ01mKLwdbKsPhZmRYplorkRdIabUiUcs5E1lKV5oO2rws6+VUyXi7+Nm2JqTiqWEoVJRZ2Pa5faTdZLthgsTljxeAQXBXETBS5TMDrm2AJ0d6S4b5SLQvzzHSE169eUV0l1IDrB0I6kssRazum6eJaKsbghpEUC8RENp5SDKUF3T/k2KJVq0/WcHcDmxsYtwPDWm9kv73RambX44Y1fhgZNjfYbq3gumuLdBFKqaR5Is5HzNCz2t6w3qwxxnD70Wuebb5g+4/wxxP8vyit6KkF79fjM7Qcv/iBjMDYd3TjgO8HOgc0oOSsaFZw7OnGET/2mKHDdE57rJqtAECqhWUb0/mri3pKM3E+Mh/2nHaJeV+JE82EWCtVvdfDt2ykGJ17C+Cn2SW4tjHa1qbhvFayVhFiM+GdZg3QF8n2U3t8joobvAL+K08r1BKBYQX9YPDe4odRAW3fY/2AtN5N7QnUTEwVWqnZQDv3muz5/g29Dj1Hv6BZF6Bh6ohS09YrpdZ2N+Ccw5kefzPQdc0H8PaG1eDZbiwfbTesh57bdYdUTS6l+chht+Owf+TVw1ccH2b2bwLPfgO/OcEY4L/w/U3Rr0fhIpG8VK8WQHVtIOo5C8mSKoxXi2IthZoTIllPuJRmCghVWtWqtp6GWqglU+aZHGZyjMyHyHzUOfm+QKUH/h74tYVPLDwfNEjNSed4bbQXsRfbGmsVXC32B8tISe8jU95WqFzmyPKZlrW/52LjsSjNfvixBreGm7sL7c9azaxYA67HO4tzRiu3xiIUdo0a+/Vj6b68odU12u8LKnWzOBj+PN4dy/0wIKzo8azIra5bMSTgQMeBHk0ffj1QFQP9oOyc3KxMpiPs9ron/qXAavmsiwsaRg3X56IqeaWA1IjJYGfBmYClUGcQ5xCTKbH5BJalAaPNqdI8rqrSq2NKpJSpNavIWM6kFEkxEkPQghNaHTMtJ+AtDJ3OQonvcb8vSbKiPVunVJhSYs6JuWR8ybiSsdXiGiJskSAOUQXfZvmg6yuQCykE0rXP1VtVKwVh2gzaFhInlFAJVojzRJBKcAZvDHQZV5bKlScUIcdEcpaSC5IjNQXmOTCHxJzerZr9+eGs5aNPPub5J59w9/FzVjfPGMY1Xb8ii6U2w2OXVfgt50jOmZwiUQyneaKazJwrU4apXmjOP3zl/YcbTw5cGeO06mQF7xrFzzqkaCnYGi0PixikKn1uOZzRwwpYqTSbHpwRnDN0IjiBrpaLIqCpSgusjYJTi4aSObEY1FRnKVIoRbP4YixGbLvq6nOlM7Hqf8n1nHGoUhGp5LJs4FzJu8k5i18FrHf46ulKou97CpUpzUxFS7pSLomK9nZfO/GWDGdqP9jUvJ7OktCFEBKHwwH3oHJwN3evMK62QHfFPL0dFi3v104OYT4SpgM/9NTvgK3AuIZ+Ba6nzQuvWS6WCovFOo9znQKL1RrbDYjrdPtosVPslMu9ZHelFm72J6iGHGZ+udth7jP397qNP+XS9AhsRbj1HRvvGbzFdz2u91jvcU4pnZgW63RWja+9xzjfKimmibVokiGXDLG0iqulWqMZsRiZwsxxOrA/3LN/LEx75eCnroH81mtbFiDfWixq2x9qo1os2cZ2++jetASVRePeZb9aql1LlrNwoYWt0RBsAV1PYgg477DetQrhgOs6rO8xvldwBRjrz+p0cNlcl7u3YhArWHvx+nhfEPkZ8Fzg31v4ZICNh00Hq94wdpaPxy3bu5HN7cjqZq3gz/fYQWmLzls2q0EBuS0MXnBGL0ZKlZIhCERnyJ3HDyN9EkqBjz4L/MMOeIDTBF/VD0cRPNOe+VMBlwWYYFuVFLBXN6+Ri55Cm/LYJuWsbhqVs3dM1fW7SqFII1V9x2WuR+fmr4BPRrjr1SMoWZAEbuIs11/RJJ9r+xVwru7UerG2MY361Hr5/wRkLVTDRfRjUR+EC0D9oKt1v0LGG9zmRvsqRBsurVOV3WJ7vHc4a3Gdaxts4tHIn/kcC7l50VJcru6yo2UUrk/8tHPaP8xY5oLeJ0JtFUDT2igE6CgkCjMD/BmKoKBzrdSWjJ1gnxSOveTDAPUlCZBosUmAMGdE9GBKWCfYToinhPMad1ESYiq218ydWME2YFVrJYZMzirikEIipUQpGnQZY/HOkrsOMeoxlXNRbCJW+USl4vpLwuZcNP2msWx4qfV4pUwohbkU5pTxqZAl40zCp4V2rJnG3PIRqkqqicxSm1pgerdydV29rW9/uMp5060xEsNMskKKjhjVTiVbIUcwFLKgWdFiyVIgJ2oOpDBTUmo9198+OmA0hnG7pVtvceMW6Veq3+87BcBNzKkQtZBRoZSs3rA5U0JR8aYY9Xo0MZFFLfWnOp4cuJKl8dsarFFanDW2LQ7Nb0qMZtYXQQm0/2nJ/hk4AywnGhicD8DRlEqomNKaiZHGM16Uu3JLuVdKdvoutUGpKqo8sxSpBe2baOn5UvQQAKPgqjREJE0CRc7gSs4KSsZarLf44vCdIxWvMvA2YrJRTm5RH5xavpmQV2lxRb0CV6VVsEol5cw0zfjjCds7jsdHVZHrPF0HaQ5vvZYCFGnnRs3m0vTDi2V3wNpoNaAbwHnt/zLGKjBoM8AYp/LKXgPFrh9w/Uh1QztHFYqeY7GGLrZm9ZLZbA/Kyw4HPrmfKMx89Vj4Q9Zt/KmCq16EtbXcdD2r1UDfdxjfYRvH2VoavQ9EMtY3CqDTapVYc06RV5G2qBdqbv/PAMVRS6GkxBxnTtORw2HPcV+Zj7opRtF+q4XZsEjil4XixCUhsACsck2JWNT1WuZQ0gVcSb2QhJageqGGLUIeS2XrKQxBME57rGznm9m2AivjOgW70IJRrVDVcx+KytGcgyJRcOVFlUHfB1wZVN7+3xr4n0d4vhVWA4wrw3rtGVee57d33Dy/Yfvsls3NM1zX43ul0VajyKT3ysUvKSB1hppaxvEilpCMUaU9P+CGQlcyN88jRSouwG9nTfB8CHB1TYkT3pkPy7rvtIJKm9Z24RPSgLrRtcKay3EBV3JG/LVwtpAxTXRE2od4n4ADdG5ugU9Fezg240Jf0td2sYErWkWqgUN7rqZd4qXaim2I0m6XpJq8cyy9Z9e9eksfmqNREb/X2f+6YaBfYcY13WrVkgUa7Dqn+3ZxKkjgnMd1hmoqpYTzPXAZyxW9aWftY96+wstudrz6lj/lsOuHGZfQW869VnXZH89dSA5HJtBRv+EcSpt/pSi4OuRLr+uHmEPLnF3eoyRIsWBtxtpMDRlb1ZNOSqZg6Kpa3JhqsKLiQKBiNBWtqJdSKDmTcybGeFbcqy0Jq+rTysbBQUpZqXsimGAQWzC+JfjeN5u1oNCYqCmTU1JwlTNzzvQpU02mZksoWdf8ekkeWio1LRUtrcJJKZRc3jYRPl/h5YO9cx+ds5qJnCIpWq3SJYc1kJPV9jV5F1xVrfg1KiHN0Nho2eAb950OGIyhb1RA24+I7xHfIdarRZFI809tVcZaFFzlRbwpE0NiDpEYMznVt9RPf6rjyYErRPmXtakBaulXtHmoUe7KsmSIauVXQc3SjD3fFTUXqqnnnilnRGmFzS/Lik5qbyqjWHzVid7lgMuBOgeVsMwFlbwAalEfLVcAFXSomDb5dLkwAiRdBGr7vEKhxqWlNCHVtgqdxboOaxPGTMqRKkWjAjM1rmqjJDa1thgm5jlynC+qgX9uJFrfdlQTV+8WcFXa45LlCcynI6fB0w2WQiXmS36qIMzVkmompMLxNJNf3cOr+x9sGixj3cPHI9zdwvbGMq493Up7h8Q47ZMzHtcNDMOaYVjTjYNWP43TL12lBSPCQtjs+hFbCz0F9/HHrFc948qzso7b2wdS+or0An4/q4rgU5TDvt1u+XhUP4l+GHBnL5kWNJraQDw691wzDPRGq7FWyAKJqhKxpVByQzTFULPRxTFnak5Mhx0Prx/44g87vngBadJZP0RNUOTGM3cN+MuSlUNvy+aNuCjXsjAeFjZRrY2t1YJLK5d89RJUL9vJ0n8z8DT8sM5DhH4Y6RehkG7Eeo90HeKGFlgWxLSlty5rWKGgm04uGlQaKzirVbr3qaB2qHDC/wT8wwr+4/8i3PiR0fcMN+rx13c9q+2Wcb1iXK0Y1vr5rOvIRShWKK5SWjWzWt8unAZqxVUNZNIALmK6iJtHSqef/fajI7a13fzDHg4BfvOBTu1yDpbi/9nTrdfb3HdgBxCn87DPnFG3bZ6GpoEr7wRnDSK1JdRaGFFQSw4q1gjZWKwpFJPozCW0/7a46++AX1n4uy3cblQ4L4QzYYE4XlgIKWurkvd6H4lpcU9UcJquYqqlF+u6fw4uPldLhWrpUzxxSRB9uPWrB/MMs3lOd3PL3fNnONdof7biW69wap6QzjtwPaVkUjxhxFyF9Usd+nk7a5t2LHf6kjpZrnrhx3by+imNCpwoWCKVwKKBuahSFhbK9wJcv2Y2C0grl+cE+0etQH/Jh5tDS/JhA6xETechQjVIY/4U9P7AGaUudytq7TDGM3QrbbhY9vYSqSVyapuFFLTnqBZyozIj4GwPg6UTGN0NIQTmmDidIslGotH77VzTe5/KVS4qf3s6wulAOq14czzS74/gPAZPZ8A7g+R0rownBCsVk4Gg1EXIdFWUFjhF0rWJ8Fvg6pLcP++MBS1rJ5VaDwamSbCmQvZ0FKR2lGQhJZxzFGupMbTEfaYkNbL33rKhBxLHb7jftsBzMaz6Dd2wxfSblmjRfveUExaLNYITUcCUFPiGaeK0e+TNwz27/Z5Xr/Yc9o8cw8xLdF//Kd/pTw5ctdyiZsHO2QnOae6aUVDVfqHgplBSJhNJBW3YdAVbIXcdRSrF1FaCdSC1NY9rxrJKu5lTIKeZlIJWbnLC1MI8W0z7ZM5VMAZTazMQNoi4BvZaz67R0mup7QO3RsdaMrUkUtIm6SXLkXNSh/EYCTES4swcAyEGcg6ahUhJfz9n5knVbN5n4i05v1zPhTg9y3IdqqI9BimR5kiyiZzKWy9SS2WOkdMceDwcSekI9YfvSDoHEhYVW7CeKk6bIJ2lOEO2QrGQnSF5g3eG2jnovHJxUAopLJnqilutMBayA58zxVtGU5kOJ8YE27s3PH9MzLHyaVHlsafWf9UNA8N6xTAO+M5jvaNI2w0WM9SlAiTq6XPxW0KD5ZYhqy3jt5wfVfarSDZIjpQcOB0PPD4G7t/AfWPNdqgqkpo4ct4Qc4v8xHGOi6SA5Evzvl84Xq3/WJqB0VI5sA1olaJ/u7z+Qgm7FjN4nz3wxxjqCac9b77vcb6BF98EdkAzlMY2ymQr40nWkyUquiDG4pzQeQ1AJr59/g00GtotPH9m2KzXrPo1YzewfX7LOIxqRTGO9MNI14/4blCgJ55K1uUKBRXLEqGFdY9xGVu1FmK7CYnqBZhtIUtU43HjMTbhfGE0b8sR/KXjXVLM8pqGC+1vEapbRCKWYYwaBxuRJpUvqoYpZ9cxTcK0qlcVMN61vlyhjpEQCjHC2HoBA386HHq9ngO3opXYUpogQL4kGGpjkl9XycpSfbOtF7Etfi7rvVFKowvWS7Limiy3gM/lsy2/++CJId/B+hnjzR3jzQ3rzRbvBzUkvQJX2XoNip2lGkcuiRjqO5Wrm3bGnqFE3xEFXGe+RPsWwjdzNX4e1yOQKAQMVttxWp0qkknnTu1vELVoy1LKGmssptYfaiyJMdfuWyMaKpVUiDZBCEiphCxUXwkpg3HUOmGsY84JQaXHixFMSwKGcGoVmESaJ+3tKZWUNP0gUglTphiogyHMhSlkHo6B/VQ4BRXuCLMe79t3RMnakDkFyhQ4hMg+BPwcGHut0JScsamBq6K+kPrdq26ipfWzFlTWfZpJb7kIXwPiP1NDb9SQkltsGQMxaLwardFSQHZIqZRksVYTrlKVxZPDTGkA0FmLNeZrM0nSrt9qGBnWG4p3FGPBWIp1VGsRK1TrKFYZDjFmQopM08RpmpmnmeN0Yj/NHKbAIQWOJXMqhcBPvzb9xMCV7ibSqDEKXBRc1bMxr0pa0uCVNHWVLFldsItWWqQUbK3k1JGlat+fFLJzFAPLBF221lIrNQVynCEGQohISdiamTFY7cyiUsBYbQ5sQWvFYoxWrawiK3LNmjEpzSMoK7Wq5ERMQU3bov4cY1QkH6NmUuaJeZ6Zw0yMy78nQgyEAHPQQOt9wVXT4Dj3TWmPUutbaxyUWouCvZCILlGuwJXer5U5RI7TxO7xoODqRyBjnftzBIoYijhVQBKrXjXOYqyhmEpygnNCdULtPbXz4B2y5JurtCpOxa0yxRukE220dJZeKt3dkT5E1nc9d18Vwinzafghm8K///B9xzCOdL3HN8U/zVBr9CVSLx4+b4ErDaCp2mC68J9LTojovFbp2KLVqxQoceJ4OPC4m3m4h3tNBLKm+fHUljQr+nNUFuYliATtGymalbdtep1FPB2YSJPWVXBmYlsRcivm8jYl7HqreTJEIRG8H/DdqOqMblBg5bXHTeP4glksAq6ykGKKfllJrYdQ6DoNPXfv8dYLuPr4Fm6fW8ZxzTBsGcaR7d2dqmt2PV3XNeEgrfCqZLGj5lmvVTIUaxq4Mk0+vmoQUDMiSYHArGig2oksgVg9lQ5MxdjCYDQj7cqHqZwsgGo5Y8vrnRMwci7cnmX/l2FEVTPtAq6MYFxjGiyvVnWNWFqvSlGRhmINUiZSVOrSOuil+zqaXYcCq2doryi2VWkrhMjinXlJRHA5N+10633iLvR207RPSm5zXJk2hHJZ35e+w8Xb6tr36ocAV+b2OeubZ6y3WzbbLb5bNbp2UUaGsRTxZ2PyipBKZLbla8DVDSq5suaiBXmtFbbc+T+Dq/cdKm4dsDgqlURpiVY1gKlv6U6+PYRGXsiaELg2tP5QYwFXi12H0KiBplBNpuSZaqv6ILmA9ZE5aVuCGMM4xUtC2xtsMZhSmebDItNHmiZSyuRciDFpK4fJHB+Lzq41zJMwhcrLw8wuF04ZpgDzpODqvadbqc2PIlBOgWMIHELAh8A6pua1qVWcWjWZmRuwskIDV5VaEiZXasqE00zO17vasuMt9ep3PlzlnLEpOZGTkIKQrAqzRStYstL+SqFaQ7FCTZoBkpqpaSanCLXgrNV96mvAlWnXb+hH+tWGbBVcFdGkSrWtbcM5fR9ntNcvRfanieNpYp4mDscjj6eJ/TxzSIFTyefk0PuyMp/qeGLgqjKlQo6lsfsKrhR8KdikpqbGC0XsmU2s/HMh16UZvmKqbu6lVurCxXAG2v8xtjUpl0KJiVINpVRMPJJT0Ab+adJJWgvHKWCrNk52gyO5iXwI9KsNxnaIKTjnwViMhZpEj1K1sTIG4jyR00ROM3OZqEm1TR8ejxyPBx53Bx4Pj8QUCGHmcDwyx5kpRqY5MM8zjwd4iPBQv1tz8vXfiVWKjLNWufHOY42lFiGmSgiRKoEYL0tpESHgOOxnHl/e8/hP/0g9fAjNoG8fxwQvJvjdK3hIM9uUuGNkXMPWdmw6Q28cDkvXJONltUHWG2RYw7jiDKxioYZA8SobbFKH8Z6cLcV5bBXM+oDdBtyzZ4zPE+uS2b5sGwFPq0xtncN2SgXUuLCqsSJAbT1TrSqkQWRtHPekimVBCEEDZzsZqmRcdbgGuEuGmCbqcUfcveLl7/4bX/7xxO9fwxdVF48ZDYtIYPYQjNKxlmb6YVAwtQiI0elnNyj1RJoAUp4hzW1DDzBX2OdmqpovNI0leHxEVatOPC3JfBGhW21wQ4/xHWIHxCm4ElmogEWbs1uW0ZTc6JdqLyEVxPV0w8BqzDyTmdfv8QU9cGdhPcI4iAI6b7HesdpuudlsGccRWY3adNyNgEGKYIswHCelqRnB1kuV15i2wQu4LqrqXlpRecS6PaHO1LkQCYSiIiiuqXv+GwP/616ptX+pxttSjZnbdzU0LTnTQLpoxcf3NBrO5f8671ivVogUjGjlyhlplSvtA1ioEVKaMkvnWBRayugZ3I61PWBP8CrBV0Xn4RIEbFHZ9X8HfLSB0UOoMB+VXnWYIaheDEcuAWtGb4teYO2U5tivWyIiaaBXr5BYaVTBR/R1Tmhf24HL6y7T5brC92FGz7h5zif/4T/wycfP1Sz09hZdNQRMwYlgxIB058RPFUMuiXleYey1BuYGXUG27XERsli0Dhcb5EUp7fuGXNdUOLjA2r/NUZmpRAqBdNbl096kC3n0z6SjWgU1JZgjvObDp1HXwJ1AP+q9O2cIR+CYqfVEqELiQECYCuQqFBHdIwoUo/uTCIy3wso5RmtZdZmVd4zOYlJCWnLIS9VKb4KHNzP3x8wXJ/jiKNynyh/rpfIbW3Iw1e9w7+QM+yM83IP3pPsjj+OJYgfGbiZayyBGwWPLGDtTm05Apc5FxR1ygpBUofTxkTlcRxzvzt+ljr/86pJuzEFINTGTtHaZHL5GSB5vLdUHsrNYay8ef7UgVX2uas0M48BUAqSvJ94XhOA6Tm7g/lTxwSgVCIdzK4Z+YFhrQtciPOx37OfEV6/v2R0PHA4HXn35FS93Ow5hZlcTpdFBn0Si9C8cTwxcQU4VSarkF0pW/nup2FRVtKKCEa1ELM8tkIpFcm6ckAo2Y0sm9T1JKtkIVjSIyWJUnSVl8qScW5MSLk34FDApEk6TAq8YiXNoWURD5w19N7Aeb1httviux3cbFVBwnt53xKA0vhgUnc/zif3hBfN0IkwTj/FRA5SSuD88Ms0Tp9OBaZ6bk3jgdDoRUuAUJw6nwClkDlEbS4989w3znOWtC+9fWrVNmjCEaZQlrRJeq9SUUgkx8Xg6sT/uqKdXkL+OFPPhR6iqVPTiUekJx5w5sWeYEuuQ2c6GYQyMU+ZTM3BbhH67YTPeYkWgcy2oNWAzpmZcglgKcZ6Jxz27Nw8cDo/c37/k/sUrHt488OYQOZZCaFm1rh1PCVwZY7C2Scgu3lTt3+pyMa9IWerjo31VxUBORg0DDaSgr1OLds8XU5FGV0r7HfPugd3LwG6feawKbBY63j264ZkZ5kdVQrMnOM0wjrqBrnroO+i6BvBbZSG3x9NJqVPzBI8HDUTvE+zKJQN/7WG0BJVLBfcpgSvf1PeM91jTKQi2HmsulSsxpjHRMlUMQkZM68USnbPWd3R9YjPOdIsm/TeMBDwWeLUHJDOXPUM/Mw4HjinzbHujVMGPtqy2z1itBekNUh21OISsVcAmcVwpiGiCqZTEnE7MhxNhmnk8Hnh82HF43PPy9YHD44nj/kScZmrK1AivTxqcjXx/Sfl3v99ZTINLqH3xumn9ewakKYMvwxqL7zxC0WyxAWeWhJsKiSwlcjGiNGLD2QumSKWMCWLh5u5EPkI+Qrf0F6LQ4JnATZNzRuAUtGIVks7nY9E5+3j1HSqtf6zCbdLztanq87YArLP3VavsLhLrO/Re3HGhA/6ggYm/oVs94+75M+5u7+jHATusMMZrf4+U1t9sEPFNJEmVBFOJWPdu5cqjK+sCAJZjoa0t69f3hYnCpVNu6VJb6p9/u+BKh37Hem4OWPqrlud/hhJIS4ShAGNJYH2IsdDJelqereq9wQlO+8Z+qHCgtr7BqntAoybm1Ki0jS4uAn6CtUmsjOFTX7m1iVtrGF3BOIM4Q86qdDrFwj/fF17N8HmAh1g5Fb1/rqvJ36tGWiscj7Dfw+HAfDgh/cBxEyB6alA9gaW65BolWaRSTqmBq0iZs4Kr/Yl0XbkyzfMEw8U24mtI10rFOlP9U0oYgRiVe1WtUTDVEmFapizKqKiBFFVvQGlOX/9VCzBT2U2BIkeMv4e+b9IIBpsrvmRy15/9HKfTxHF/4OHhgTcPO3bHA1/uHzmEmVAy8dzs87cxnhy4Silres8qLygbQ84Fnxu4yhUjWatYItjacllWDXmLMZqFNA6TOmLn8VXLwM4YkvXEItT5RI6JuA+kww7CTJ8DNs1IDsyHwHycmI8T+0cl5VgjeCNshhUf3T7n5nbLMKxZbT5i3Kzpu47SjYQUSDFxOu7Z7/ccDwde3f+Ow+OB/eORV4fX1JoxUnicE6kkcp1VuIOC1EiYAzFFjvHIaS6cYuUxXjL232Vc02eWJ6rQ3QIJYxplTLup311YSinMc+L+sOfh8ADh1fe9vN95zBUeM3y5g32A/QQPaUc3HOkfTtzuEt0wMmyPpOqYQ2bcjHSbZ/j1BvEtnW082IiNM4bCPgROhwO7+1e8+ONLHh7e8OXrP/L4xUv2uwMvXp94jIVT6zvpqyrTPSWHFWMVXGmfiZr/Lrrn5zVxUUBrV7XWQs4ozStCmo3SJDvdeEuy1GyQJgxTamXaPXB8c8/9V5n7x8oDuhktYcorGg0wQBcuYczDI6xGeHYHd1vYrrSaYJ1Wspy03qwKNUKcYNrD/QPskmbjl163yGXDq+35zJ9m6v/6Q1QOv+v/f/Le40myI0v3+7m8IkRmVlahgO5pdM/jDGlGcsMFd/z/F+SSfCRtjHwz7G40gBKpQlzhiovjNyKqGqKga+Y57FomslJEXOHu3zmfwFiHquDKujO4Kjmd6M45adE6Fan6oy1KO9AW61uaLrPd7GhK+d4dzgy8LfDXO3jcJbpX9yI7bBQ3r7/mdnvF9WbDJ//wjM9eTNjbgruyKF1NBdIkBjxZE1PNhlGBMhVCmLg/vOL+9Y7d44Ev7r/i7s0jDw8DX7+FcRBgvMRHWc4g2PGta/QPGqIZOR+LNf+J8gznrCj7LrjSRuNdg9bihGUo6AVclQvKWVHoIhoEbeTZUKWQFJQkluwpT+iHjAuwnatpEGIgvtGwaQRcFeA4wiEIqPqKMxi64+97MBp4Dan31gAAIABJREFUnmE9w/Us1MKlj9NwLmYssGBA4iLukQLHrzKaG/z6lmfPnnF9fY1zHkwjOiwl+me3ODEaR+MFXGmlSSVgXTrl6b1btlps1xdwFXhXW3L59H/oWMDUovxbulfL9vnnSGH72McCUkHe+/efQ6Vkfi4I2Bn4+QC7pppYIFc9F5EqDbMUUOfKyrlD/u6es/37t669e2jJ9GT+CfiExHPg2Qa0h+Lr2hJgN8H/GeF1gb/9TO/pnXE8Subbfse825B9w/5qongxkMonnnwRil79PB5nMWWLgTQlYohMhyMhXoIrMYZBWUGZOUG8vJ9P5GIWV+kTuKIQFagsNGedBVxlU02+shhaaAJxnoi1e/VtneKCPD35MHAYJNcrUZjnGZUtOkzY1EK3FR2WVhz3e3aPT9zf3fH61R0P48AX6aOyo/pZx0cFrkqB3XESm02j8SphtcYZgy+lWhNnrJbJ2igJYNMUMEbAFRKOlrQm25kejWkDTUgYRGE8+pG8H8hzIA0jYRgpIUCecGQxsTiOHPbiXvLmb18zzwMhHlFzYd12vLy+4vbFLavVhuvrF2yvb2jbjqldEesNPRz23L19w+PDPV+++oL7+zvuH+75Mk+yrCgFvsU0Dt87GmWqy5tjyiMhRaY5McxCj9vzzSLqDxnL0iJSG9HanP6lanAySoKMYyani85VgTEWdg8Dh8dfT3lkqVQbBZ9sheHXrsCteoqCKQTu795gnacbDlyZiB4f2PhMY0DPT/R8CraViSkX8u5AeNpx/5d/4+H+nrvXb/jqX//Kw+MTX909MA5HUtUeba8bVhvLqhvp38Dbg2wWP6CJ8KsMsXXJpEovU0XVYGv5T5PFu0IpSo4nwSwFUtCkWVPShJsdOY/4VmzcvVdoEqokpjBxePua3ZvXvH2VeBjkPky8G+QK73aQAjDvoRulI6WSYIdNwykuQaiJECZ4fAtPj3D3IHTAA3Is3OtFVwXn6b5wVmd8LEMpha1ZasrKhlEZK9okJfbmWiu0NtIhzlUHqJCWXpGjYDDG07SFm2eOFyHy8ph5xbdvjQbgX4GvK3duj4DXogrl60Cj7+j1A3+0X/DPzf/FP3WWf/4f1txstlxvnmF7i1KagmE4HJjmkeO446u/PHD3MPFfvk58kTJvc+EvKbLPmVEIAJgCttQga2QDtYCqzBkg/BR60Vh/z1j/xkmSXxsRC4vB1g7WZYPEOUu/bjGqVPF2QaI8JF5VahIi6pZVpGBUxqDQpVCMIVlN6h03rea4PnC43hOfhNKaR9GXtQa2FooVOmvh3GG64xyB+01blowUKhZ6X6nncctZjeQtmCTF5sUr5vvu/wVi9Bfn8cd1exVcbTHPbljd3rK5usI5TzZeCgJKU0rEVt2mMo6uaWi8Q2MIacLwTZ0rx3kmWcCV4/zkL52mH6oe66hhHpxnj8uu1dIH/5hmkF9yfBilUmnwvVC6vT+fuZ9jWMQT8hmwKhJOHIFJwV/K+d5/y9nEZ4EO3zUWyvh/Rp6zz4B0gGYUJ84vZnib4a9FwNovphafJzju4e0jdBuSa3i4GgjKMGVNV8rJ5t6WJPqrUpgPEyVGyZuaZlIIjIc9IV1wZTovVBCMLJ4pCJ9yETwvYC0WUJGUNMesSckSjYHoaJ3FGVMzuQzGKJxCNGFZeAFpDsQ5MM+RGL/7zM+MhDwxPu3ZT3u+fPWKx4cnxt+/RP3uE276DVoVVEw8Hna8vnvLF3/5kr+lkal8vOS/BRj9lJnhowJXAHNImBBRWSbVpDXZCCfeKnGFKyZjlCYrhSlit64qzygXRQpB1FXGMDmNy5FAxtYgHR0DZRopcyROM2E6kueZNE2oHCkpsn88st/t2O2eeLN7YA4jIU34WIhxpiXirYIYaI2ldQqdJ1yOxJzFbvL4RKxHOO6ZhyPTODAQFgk7ZHAp0ubIrB3GKIyDGBIx5DPthZ8o8KvVXaEFLu3oZQOiqLtw0OqUsbKMXAohJsI0E+dfhxinEZrNWkNv6yRvpDETUiGWwpwiuigar3BNYh6l2zjsdwy7HU3jaXc92geUFbFPGHYM+wcOD3ccHu857O44HvYcj0eOw5GHp4EYpWOjNZAzMUpFfhHhLuz/33qUakZxMppXVHBVKYAkVNXwkIMk16dIiUKTTUboaCVZtJbJ1ThDjqBLRJXINB0ZdjsOTwPjXAjpTINaxtJFWhjfhUpPKrIGtKNU8NuGU9BwWdaHCDHIIjtOslYs9/ny+5Zt1aVL3PI9y5ZM8xOfj59xaGMlx0pXsKT0AnVPlj3vEp3kiRQeWn06ixSCtLU0bcPKFjZk3vDtVeSIbOKP9Vk/ckF1iVIp9SRG4ElPfOngsZl5uRr5bHXk6hMrBgTacdgdOBwnXt8P/JdXe17tI//Po2x6dsjHyyLDch0GZDu7R0DB0otYyF8/ZVOzmDSM9eOigVwCq1O1989Z5rnLSUzraudsRJdLyizmNrqauywtKLH5yVhqHhYATpwvvSEoaJ2h9YbsZtIYSceIoWABr84mQlqdt/ILqPmu+3TZ7i8GFU39utfQGegaMDOoCG0+93y+gRz0zlh6REuRYnER/KG9G+s9vmlpGnHE9F7AlTbSuSpZwJVRgLb4xuO9F3uqBCn698DVZRT0pT3NBzijfecw9R23nDtXcJ5NVP2bH8ts/vEM0S5qjM3SBebn6TyD/K4VZw0ztSE/1flqobjuOXeoP2RUaHGKHlh+zlTt5TzBvkiXd+SXXCvqorfbw/5A6VdM44R2TjIEObtlmhLrGp6Zh5ESEzonyhxIYWaa5xqALEN5h+rEOCaHmRzE9abECCEIdWSZAJcrVgopJTRFDC5qccksGuyqrT2Bq1IDmKPsY3P5vjMlhdyYM8M0kFPmzZuWm03P8OyK61L3uVoxDROHceQxTkwk4kfFNzm7V3oD1lgKsh9JBVIpjDn9oFf88YGrOaJtQBlDUQmNImiJVhML3YTTFlNDg21BKotWkYposFKYJTAXOOoZEzqaPKOtFTMM7dBpooTEPGamYU+YBqa7gXkemKeR3d2Ox6cdj7sdd+xOzOVrIOZIEydao9BxZuUMk8+Y1AvFL2dSSsTDI3l4pIx7dBxQSSxll5bqkUIJIzYouqPGK4+zmm5VKFOi5ESqK+dl5f7HjKW6q/KiI1h8EqmgSos9tNbkpbVQR85ZXAzHgTj9OnGtGvgUuHUi0Hde3sM4QGRizjBMGaU0qy6z3irCpJiOicP+icPTE846Vq3HtQHtO1Aw7R54un/F49vXPD3ds9+94TBNHMPMGEe+vBs4jpm5VNF8ARuh1JbhmvMG77ceJQk3O1MwWfRzKSdyjSowZMm60pDjRE6BFGcCqWZLKUpsid5BCaR5QltNcKDyTMmBedyxu9uzux8ZotD/4NwJzciiuGwe4Uzbm5HvbwbojqK5mqNU3k0SwXQIME1wPAgAmzirJHz9/QapaF6GCi5bpMta96+jAvzuIUGVQgEsS2afMhUwXWz663H6tNTMFlXpzUV2NdpC2/ZsbeKGwL99x99ewNW3jWXz8WfgzxnMBH/7l4E/6oH/xr/lT/8trHpL17Tsno7cP2T+5V/hfwe+BP7f7/ndCzBYxmdIt2ShADUIMPuxYwEdR6QnoevHKdYwTg8hyvOq0pkqCKC1wVkvBbFSZDMBKDJGLW5Z4jJGAVUUTmWs1jVwuMGpBqsyuW2YpzXzOFG2D6TxSDjsSHM6icJikD2OrTvTxId3vBfQc/n9vYOrBjYbOBzAj/A0Ch1wz3fTApdnddG59Jxfzw+dx9q2pWs7Wt/StC3ONxTjMa6tzmIJqwVcFTTeO5xzWA0hKlJuvgFcLXfHAsWXp/qyZ32pvfq+oTmXwrr6cRkL1F3cdRab949no/dbD6WUaERdwNp8Uqz9HEMjbJSlp6g434sTZ8rsj6V6XxbdOie09LaHPMCUf9r888EjJXi4h+0W2o75eCQbzVwySeuz622OlJyIOTLvJlRKQhWcEzlEpmEmX1ixm7bDbLd0rmGeRsI0kVNLCTNlnijTUKuVS3I61WU0n4OSEfBltNzzJde82JTIOVJKIMeZmKcqV/nwqzDnmTAHvnyluL3ecPjkuew3rThqDYcju2HgLeGjMqxYyMI3SDH/utWYriGh2Q+FKcOYMl9PA6nigA8ZHx24CiHW1TITikivjFakkmXKNRGnDQaFKgVXq4XZSIXRlEycZlTOzDljpwOxaSn9gdA0eGNptIUYSCFx3I+8fX3H4+MTf/nyzzzkzKFkUhSAlC4QdkF4833J/DUWPn/7hheHHcd5x9PhlvVqzSc3z4g5E+bI61dveXy8Z7ff8ef9nrcx8YbMv/FuBVOqpwlVRlRU6B3oLO/tWRDR9A9lmy9juXGsPudJVOHHScQIWfRsZrFdttXkQkbOmWkexUFx/nW2sAb4tIGVky73//qliPX3QNH5VGiGzE038z/mR3yzgsbRPY10D/egCt47uj7gmyOlFB5fvebNV1+zu7tjGI/EqJg07GPhzWPiPz/B43RmL1P1FMvFWqg4Lb89wIohEKdZ9B1ZKGAxJaGBUSgkUFmog/Mok2YYIVEd0yD3A76xqNwTnUVbg7Wg80xJM9PxwPEucbiTxekyyDUiG90FABnOAOgIvECKEStgyDBGMchYcnxKEi58mQVkzfFd44plCzYj/PiFJgjvZluVi+/9KIaq+SsIBVeXb3iFlwBrebCVOkcPaIOyGp01zarnaj3y6RpeHsQt9Ofw6kzA/wG8zvBmhvQVvFhHXl4f2e0y90eZ717z4zQ9R+Q6bZB74KdWi5cMpx0n00k6ahcrg5UUDZwTacLlfGmdpe06bA1OKzHVzYd09FSudEErAEGVjKPgrcFqjc3CVLAacmwJ80SYJpg0ae6Y+4Z4GIhTIBwHicyIsBvl/L7i/Kx831i83A71fc4IHXDdwu0NtA7ao4Crv/H9epiMPLev6vl6gVwTEEjzlg8P4tbaYKzDuQbnJcsN14prrlRxpHNVq+LOOZz3OKPRRhPD9C5f8x064GXXSl0ccO5Xf98quJRm2veO5ecu4e3SNYt8HKWZj2M47/jk5TPG8Y5jnLhC1rqfut5Z5P67AdZOGClKQZxlbbiMD/ixUNchBdBbDS8/g741WG+wb35F26OcRXu1CFHHQHQzWetaKNcCYHOU0PgUCdOMygmrClQjtXmeLuQb8MntDTd/+D3WNIRpJISRHEfiPBOGken4SJimCsokq0rlTIqBXApzlKJCKoWCwuhYw32FBVNyopQombEhE3PViJ2KEN9//gqFIwfu93u+frXn9uWBts9YZ3l798jT7vCLA6vL2eX7XnFHda7U8Hzd0ncN680a7VpSUaymyBATx5AY9h37cWKOy1363ePjAlelUGIWEn8p9SYQ4KRzlupoyuSqt1K5biIVGCuEpFIyaZYblZTFjLS6vgUyyohzl4qJFBIxjkzTzDBMvN0/cc93mxYs1fKRwhQj4wzH0dIcjyg0+7Yjpcw8Bx53e3b7A7vjkWGOjORTNfKbXZ3qziqd62p9+eldK410YE5LlpTKL3d1kn3F2dRCXfzFUgoxJsoS0vILDwu0Gl5cO5oqrGUIhCibdG2EupgLtK2j6Tu2N8/YXN+yuuppuoZSNGGOTMOEVqae7MI8jEzDhCoZbx0Yx2qyDNGyPijc/RtUnpjHdKKhZc7dkR7ZkCydk9/SBjwnSVQvRZ1yfcqpcwUlzxREZxWmiRQCaZagWIUAboVQpKxWJC8c7GJBZeHshWMgHCEO73Lfl+3QUhu2VIMKzt2tlYO1kUW07aFpBVSpeiOqehJLPN9WGrn2tlJTnapV93iu5C8akuW5WK7Rx2RssTxaS7ZcKTU6gvNrPBVMLl50qaUWtAFdUFaLprC1rDvF9lBOFd7LsZColmXwUsb+XWPRNYxZip6qaKxxOBNwWgpa1e6CDWeHvu+ity2vpUcWrvXFa/opYwH0y0Zv0V9NiNOerRTTRet9+QK1NmIqsqRSq8UpsGCURuWqt1KOkpSAK1Vw1uKMxhVxinXWUJLBO0v0DtUq0uSZnWHWhuhGxpKY54CPBSuXUdhCH/g+l4LYMr+k+kWtBTi2rby1dQ+bGTZRAOd3qYcK5/tjpeCqhhTrBPssVNIPe22yRuglxsM5sA5tFrdAMKpglFTFjbGVjikZkcbY98oMy7u9/HgJqi5LKB/atXo/ZnwpiV2SijMfX9/74xhaG7p+Tb/a07WBTmXMzzCxNsic0BmRD7Ve9FDZivnwepS913Lv/5CxrAlrpPuwsrDdOrquxbqWvr2jyenXYYCWIhNRCGIVGiNECRIOgFbCuDnnS0ohX2XRSJPziS542X7v+57r62usaYjzSAwjJQfCODK3AwdbmMYJpQfiPAtgimJvThaJiUioClFnkdAUCWEWd0FknsqKnBUZXVsXlxd/IeoX5Eq9n0ilMLbF2A5tWlAGhUEVQ5xFLvNLjoXse6mwXJ745d8vZ5s1sLWaZ43letPTdS2rzQasJxWFchEdIsyJLmqmJBTInP+9gSuQq78EqqVEUpC0omThjSrAKY1RCCpXkJRCeysTeynkeURnybGKJRByYC6JpCE7RykJm3WlhGSctRjrCQj98LvGgnQ3iKagLTClwnGYoUy4NpJTYp4m3j7uOQ4DY5hRWByJjsQNshh+F4XnUmfyvsblh44TuKqib7UYY+VSKTDnRVMpXSmC579YcibGIPb1vwK46oHnVvPf/fMGrxQ5wtN4x+tj4fUM7cqQlGLKit9/fsPnv/sd/8v/9D/zh086Np2htYFc+b/Hw0iJhugETMyDcIrXfYf2Labf0m0Hbl8Wrn9feKv/N7746g1//f92jJyr5at6vOBMZ7jURvwWI8dImmeSAV2pnDknCe9V8hzkHEg5MB0DaZYsqUUjaxWkKRPaTIkB6wX8eCeajpJgGmB6gng4k3QW4s4a+ISaTqOkGllyte9N4ta0WcPzLVz3sGlFd2WrQCpPcqSp6lOQc7z1QocLGoIVg4vyKELkI+eJc1lQl2LFQh38rUepVrulIqdztIEcqpTzA12/foo+UIqiNVpbjBWbXN/2rDcN843hk7vIkORcXI6W+twgtJpFv/B9o+WcNHTTwLO+4cXVDZ2+Q+eZF2QCkt90X3/nsf6NbwNMS/X4T0jn8hoBQRb4F34aAE71NSydqwX4AZgoFFNnhUacL16c0QbvWoxFNi9axORKZSy5dqs0pigIAq4aA401WGNwZLrW03oHpRVH2pJQaSLPE+F4YOrvCMcDB29x7p62DcwD3D1KMOmXH/jeF0C7FA4iENX5XLsV9D08t/DH1+Ae5XvuEcOMbxufIlbxn2p4diWuild7uKuxBx/y2kpBwJVvsE2D8w2YBmVFS1WixmkBWJQllsAJuFIF69x7nasFSOn3jkuABR/euVoA06UL4bJBXEDVJQBbdFfDB/zu/zqGMZZuc8t6+8T2cWbLJPqonziugBca1p2sC6sOVrVAsB1h+EL2JgvV9YdcjaXQ9znwmYPbleL29prV+gbXPuPTv+54rdJ3PyA/2yiQxmqDOME0QzOD0cRF2640BpF+5CTCnsWVVOVyysK6HOvtNc8/+YzGtaQgmalGKeZxYDzueLjrOR5HfHtkPB6E2RImEnuRBFQzq1w3l6oWOJ1RnALUy8J5sSTtxTr+VMp0oHooi82IR3gNi8mZQivLdf8Hnl1/zvMX/8Bme0NjPCqDjgYVf057lHfH0rPecNaXLvvomfMssxCQHXClYN01XD+/4vrZhqZt6do12RpiUbRTxo0BM0W2yRESpFwYp+/v9X984Opyoq280IWXVWoFuNTKvC5SzTNK8LUpBVPTr1VVzmtUdS6ytCmx8o5ta1g5j1WalHs+3Qae9jdcN4q3j0/sjgemKUoYMZk4S7vW68KNt3RWs3aal97TOotvGxpjaaxj6zU5K4IuxG1PWDliTgTjGNEMKPYx8xQi92Ngf3gilUgmMZNPwrreO1qn2faaOM9MITEcz5XmHzpKZQAu+Zg5Uu03pTqiFrG9UqT3oJx0QU4czR9/aT9wbDV82hr+0+e/Z7tZ49qW5/8UeRoST8dM8dV9DcfLz2755PkN//1/+pzOy4QVhzv2w5F5mniaIrkL5OpaxTBhp4xre9r1lu76lv6ZY4yFT0OkuWq5f3ji/uvX7J8emKaBadzThRGfAl4V5iFwHBIPfxNL198KXKUYCfMsuT1WozTCnVaZVDJ5HkgpSyf1IFTwkM8AxBawRyBUhUMjLrLKA/FM20tB7oFlK9IhE9Rz4B+BT5/JInl9LRu2rKQSvmoVjVO0XtHZTKMLTQYTqsNgBBfBBrgq0CtQFl7ciluV6WUDf5zhysHTIHa6cT4XHhJnIDEja+evwqv/lnHawsneEipH+3KdlEJirq6d50OMa1SlFQq1sKhCUQplLdY39C6yATbp3Q3IDfDcwB9bARelSHbYXHVyB87Xr9fnUOc0wUbBrYHnW83VxtB3HqPWpDjyWb9nM8vmXq9g0iI+vx/hbRDL/MjZJVAjVeNrD79bC+jWGV7fA5FTYemn2uIsS1uDALmlK9NMor/S/iw9ANBG47zDWulcZRVPZjBGJVRW6LJU6AuqaFqraJzDW4tXhb5vadsWY3LVq2YMkRQmpsOBg9XMbQu6YLym6ycae8S9Dnz6lLl9K9dh6bwtFNsl92dxQFzuIVO/tkWyszYNbDfgG+F439xYtl3gs4ckdNERHme4j+dK7ZWXYolv4fMb2HaGm1WHbzVzSvzl6wN/+RJ2uw+jfk4xMiexZjHGYa0H60CLOLioLMHMCkBJkcA4rBF3TFPzsL55vN/TvQREHwquln+/BE+LfmtR+FwCugU2LKS0b+Yi/NekytLW0F+tWT1dsb5PrNWELz/9HGwQcL/uRTu4WcP11hCUZcqW7rbw6SHwx33g1WsYqkPyI/K8f9P9aZDCzy1SxPkd8LKDFzeK1dU1m+sbVptr/vlPn1PsHcfHN/zfyHP4i1/PlMQydM5yuCJiUKVBQ6J2pmSDRSmFVISqXDdj79QXnl2t+MPvbnFNR5hF36RUIc4TYdjSdh3D4chht2d/eGKaRob9AWMyYR4J01CBW032q1mnkntFXbB0BVS12+wKNhU2qzVt17HdXqGsRE1stGG/u2OcBuKY8NbSOs9nL/7EH16+4PcvntMrTwqZ8Tgy7Q6E8ecXUyjOGr6eM7hanvKCPNlLyebS5XizsqzWDetVR9c0uMZjWiM056LJRtHrQDGJzawZ50SMmXF64PvuoI8QXL1PDVioNOp0I54kDMs9iEKj0WT5vFQdU+WcqqQgBUxJuJJodGHlFc4YjLb0ruGqa7FT4rbpeNrtmKcgWSclMw8zViUanblyhsZqWm+4aTzOGJSz2KJwxtJUtz1bDKvGEbMWEZzzRGUJGEJRHELiaQrsnCamQCIxIYt9pxSbxuG9xvewPxzYDRPNMf2oMM767J6BVYKcCjllcsqUfK6cn2lM7y2AqgKrXwFcGQWNUmzWK26fXbPabGhvPcOYOQyZbGvQqml4/uIZ11drPnvxTMI+w8Rhfqqd+UQOAVck1E7nTJpmSkgoZzDG0rQtxm1YK82WjG479rsDTy827O9eMx53jId73LBHh4kQJnZPhXudaBQ/C13ix46cEilGksoopNuYcyKXRC5ZIglSObm2xnKmGi1PVkwyyYQ655UkoKtUcJXCuVlpOLu+rRGe8gsLn21Fu3tzq3FOUTQMaLzR2Jp5Y4lYEnqSrCAthX90ApNrjo+SY1UdZ5tNFTsH0DMcbHUUNBUk5ipSruvWmrMm57cci73uKRLx1LmSzWEpmYKuz504U5ZS6sf6IyyOgkrAlTEY72gaRZsLfTq7AS6Ly1bLxmLbyH05a9H9zBl2RVzsvFJsrMEZKUztVaStXcd17+i6Bu89qrT0bZZuI4CGfgPFahKax1Hxasw8zJkpF1ZKuo5KCR30qpWOJUWs9o+PZxDxc2TFLR3ly2NGwKQD3Cx7m2UopeUcWi15Vbm+WHJdccR11hQBtkqJZb7VpsaBKJx1eO/EcbACCKszMYjFfhxXqFKI8xFNwVtHoyGnI70J2CHzlOFQj6lIrk+PMCB6BAgv761w9rvzRnRX3kHfW6y3tNlTInhTaBrF7gi7sfA6SKodSnHbG9pG0XWKzz4xrHvHetURVeE4Be73BzrLB3cmYgjixluovEIjrpjGyOZMGzHRqZ0rrY0cxqJzlO99Z3wX5e8SUF2CrO8ay/e8TwC6HJeUw8suVkbIUOn0r8uxuKAur+rkwvk9r+bf49Da0HQ9bbem60c6Bz7IPP1NzIDLvuMpe45zAWXZ0LZAq6T403g5ul7TaEerHb7T9AfHppu4njL7kHlImVdBnpuF1bcQ0paCyqcGXlp4ZuBWaZ5tNNutpel7uvWK1dWGly9uORwjf2ze8HqWNe4yO3GB3peU3J/sI5mLLFJRmFgszn+6bmJP7AVON1eBU+juiT9fR9+1XG03NP2KeYrMc0TpQgozYVqR0TTtEd80mMYwDke01pQcmIyCItKOkgsow+IOjTZ1v/duF1kjbty2KPrtFZvNhhcvbrGNxVvNrdU8PqwZjgPhmGido/UNv3v5ez65vuJqu0ZrQ5oiYZwI80RKf39Gl76YQaGoeuWS67O1rKJygr4JHSzrX4OsQR1nauBy9vx736+RvYazGuc01hjxG1Ba/Aa0QSuDVRobFTZFvI9453Dmw2DTRwauaukaKxP16QYUDqgqSjYjyH1qKrBXWmGtwWGwJaPMjEboHiYHVF6ohg26FFyyODSdKaycw/c9YPnDzTMOT0emYQZTTp2d+WlPqfwlNU3VWEPhNFAKOSVUMmgMvtptWjLOGmn3ksFaWuswztKsr9FWhCU5yeYqlUzKEaXBWYsl8cUaAAAgAElEQVQ1EuK5n0dev33Fm/tH/nJ/j/2Bm/mFVhLq5jpMVfeiIIwTcQ7EEEkxkaLwfMt7PsZKySKJr2GRv/CIqaa2K826afh0s+X3V58SscxZo7RHVVDbbdb4pmW9XhPHA9No2B9aQoBxiMQhoKMiN4k4BrGYPuyZ5wbdbFgry7PtBtf2uH7NP/7jxDwN7N685PBwx3Tccbx/zXzYMR92fPXFX/lrSDw+Tt+im/v1RggTM0G0U8WgjRYb1RyJOREXZ9Ykm7bLBeMErpBimjkKoMqVEriskKk6ry1RnIsG5DnwsoXf38I//R6urgzPblucEwvyoNqLjk0ih4kcZkI6CnDL8vdMApvr5Jeh1Ewsk0Ub4looPdx24iY4z9LJmgaYR6m4348SXvxXPoKQ51KIUZ7jojRaSVWwlAqAK+jKSqqWKSXRkWbJnku5kHIhZ3ELTwWKsmjf4Fc9q+snrig8m4Wat3QUV8AzB3+8htsrRWOhxKpZLWL04L3FOUfjVmIHnwt/+/otVhd6D89unrFdr1m1G6LWpClzvQLViDZi8ztY9Wuca5m15zDuOI5Hng4BWzf/KLBW4RtNr2EaCndvs1BWf8bTvNzDR+SaL1Q6X+T+NXuRPZyG0ijlUNahdaaoSEmzmFgUVanTontAaVRJ1dUuV5BgMUZjtMHqLIBBKZxTWKUgJcpmizNa4jxah0oBf3vF7foNh6cDn612HEZhCu33whYK8UzbVqUyiYoUCCK100htDnmwTtOu1rR9D9pj3J7V1cBnyjBORY4ykJUGbdlur/De0TSOZzdXOGMpKXG/36F2Bxp3R9XZf9BID0/MT3umGOX1aYW2DmM9YmCf0Rq0KpCR8+0c2lo5p8a898cWC5zLjtIlmEqcTbmXvt53vkLOysDL773cWn0TmNMYbAUBkse19LWWbv3lb3xA7r3/iBGo2jjWm0+4ugmMO7h+/mc297A6/j2rboGlK+Q+vUKKHHvEDAdkbr9Fil8t4LQUelqj6L1DGY8yLfrmit8VxZzg9csn9uPM4zDwty8PPO4zXz8K9TVy7lCstRT3nt3AZqvwbUfX9fT9itX1hvXtDdcvP+UflcV5mO7+jPlL5GGS97LEOhw49zg7Jc/fHnhVfkKHK5ZzFTBWvryCk22shtM9qQW+iyqjUHQ5b9TqWK233D5/yfbqlmlOTDFirBZDjDDTX71lPB44HnY83N0xHPY83d/z0DaMxwP7Xcc8TqQouX4nXbA11BmQourCEyPaNVilaZVl++I5tzc3fP4Pn9P3LZ23fNI4jk9PVc+dccbjnefZ9pqubWi8Zf94T4yS2TWVifANcHULdChWOJztQVl2YWImEUmIH3KikGUu5Aysl6f5grh4CnWwVvYU1P3F8tSn+r1KQdGZTKHkQkwyZ+kkMiOtLAaDsgqVFcYGnNM4rz6oi/uRgSsEXOnlpjq/haLE2UCpWglXCm8UjVU0RuO8xyuwpaDnGZ3AJmhzptUKr7SwsBV0VrOyht45Nl1D43q0adhce8J2Js0RZS0qJ1SOxGEgp5kSR6anRzEGSJE8TqSYmHMtAixvQSm01ngn4j+VM0UFnDY4Y9j2Dte1uL5BK0sumblushYdgEqpdrSo1vP6dAP90JGRSqgtormJFqwptQo5k+NMiVEE3SWT3198lk+tl+MXHhOwL4V5mklBNjcr71FNT3YSoqecRbctet1jjEMbC/NASpHD4YnD4chwHLAqU7SjGMiqiNmDKiQiIY9M8YC2BtM1mG2P0i0mdFhlaL1lPnYMBg4a9klcd8YBnnZCCfwtN/MpJmLJZAvFSIdDXH9EnFpzg0np3frwcixapULtJM0CxDTyRVVZoymfaUpLJOcGCUu9Xslm/vracn3T412LUoZQLFMMxBiZjoESJ0qchRWRz7Xl99kPpVRDgrrn0kiHpVhxSTPID3lEk5VGOIa/r1T9lkOCms2pu6FqsUIAFoIs0e9osSQOulIGy1I/L7XwUshKkbXGWIszkYZMg2w5T6YeRa6X14Z1Y1hdtXjfoI2hoMXQwVqUaghzZJ5mxvmIM4pV69nerln3Pd2qZdoH3OBwrWiZnIft2nC1XdF2a2gch9ExTCseHo9oElqJMJsiLiVxhHFf2D3CfZIN6cDPV5BInMOmF/C/ZOfocRFvyzDG4JsG68R2vSgtG5icUKmga+dKk8hGSxfLyvk21mCcxTqPcw3eFpSWSqe3kIxDYVCpYJSCOKFmhYoBlwLME1aBmifGKTLNmX0vtMWUZE7Otbt8zGLeorJcW4tsSjsHbaNwvsE1HbbtsL4lG4VfNTi3JistHYNSSEV4HF3fo6v9c9u2lFwYhoGYFCEUcTXMH0ptLnB4IOweeDgMvEjQKos1Fm0lRJiS0apUcCXASxknxTBj6yby8imdOKejLZbphr9Ptit8+NO9kIV73u2rLLPeAsCWz+vziEF6yu7UaV/uqZ4z3IucN3j/EYc2hna1oek2NN2efqXoduWUubaMxUC/pVJXkaLb4ha7eDRqzuq3kmHaw2DAUZiaCeVBuYJTLdq3tF3L81vNJmSuQqL3B/bDzCf7kbunAzEmGgMbr+m94fm2Z731tL1De4f1Dc53mLZHNx3KdzTXV1x9+oLP/+kPBPOa3WFkmMSQbAxwV8OGrYNmY3g1Z8xUeH34CeCqKOHIZwVZV9pd/fqiaVfIGdKyXmgjd2IBkjHvgCvnHW3boqwwrnxpMMaQUkTFmXaOaO8xjSMrjWtbYbMwY1tLLAm0JoRACuXUSMtaoZA8xkym6EI2DnRlWGhL069Yb7fcvrhlc7Vm5T2fOMOwXhOmmVLBlbOe6/UWZxVGZ8LhiWAVjYPbfsUYjuym+bRu9QhVvNeaTb+i79dY35CtzBloRUiJGGZinCjjAVKkxCB5tUWyuE5MSi0mWLq2m3WWuVSrWmguULTQxK01rPqOtmvxjRPauBeTHm0dRVuMsZhY5DDSzTIfuAv/CMGVEYB1uqfK+QZUUhEzWuhGzhqcU9La8w6HwpYCzmEUWFVwWXIarBZwYpTCGU1jDI01tF5S5K3rKE1HaRMlZrTzqBRRKRCnlhInchjZkZinkWkcmedaTStIbpQqdcMo/xmtZeNYoCQp02sKzmhab2n7Fu9aUoE5RnJaaEKRPAdimJnSiDVncPVjN48BoaGEAHYWgJWC0MpyjJL7Uh1rqNqvi4si/xkr1ZRfeEyIZmeaAiHIeXHGYLxHdx0Fg3IO3XeiilXmZM6RY2IeB8I0EULENUuHXehqy44+l0LKiRgDSmvZBDReMm2MxaUMccaqgh6PpMOOyTqxpZ8Kx+Fda/DfYuRU6zmak4nCQkFbnPZTqptu/p6As9SFFdLZ0hX4RMM7eUz5AgxdptI0Whyfugb6VtN3jYArbYlZo6fCRCbmRMoJldLJTOX0WL83CvXvJXkNBpkwrRFXqVoQx2SZOL00gN9hWPyWo0C9F6UjohZaICJYXnSjSucTLfAkXi6X10hVqqDcqxnphGEMWmecyviLqupS609JnlZnDNtVR9evsF5ssq2TIkQshnGYGLSi6x3eWFZ9S7fuaNoG13rCJLb82lY6qFN4b2n7hn7VYTuPbQx+9FIBTRJAOc+hAoXINBfmEcaDmJIckGf75+pgFeT5W/Kalo8G8O8Zg6mTW6AGlcVhk5p1tQCCAgqDzhldajSFFUqbWQ5rJarASMCzNQh4KYUSJIQ+t60UyIzBRk1sGogzZe0l6y1EnMmnrvJ0kM5iqILaUumuC82qARoL3il5D85hncd6T1Myxlnadou2BmWNKMGKIhaN97IlzjljtCGGSCljnRsKIUpx/YM1cPOeOO7YHwZCLOKopQU4KaXB2FpUkAdcQFWlDlYn2nfHpQH3suWCd4l3H0IHvBz54o5YeisLFLr0YLxo0Z/oR+cO16VJvLv4TuBHFzr/PQytDa5d4dsVTdvRdorGlHfCqpe1YKFibaimOMg5Wjp9cO4WmPo/YRLWwWwhTAldIhqDSSJ7cNZi144uQ58kY247Tmy2BzY+E+eZxilWnaVrLFfrDd2qxbUNqYJ4bT3GVaMV67BtR79Zc/3iGS+e9vQ+MRwi0xFGDTpI3dh4cGvD8VjYLUnsP3pRqfdSuTiWrxd1bp+oAsagKBLaXAGAZL2eV0lrJZTbOCd7oKKwxhBTBKNp+l4KxVaLLtJoUpqZwwF0YRhGcQ40RjpUi85Xw1KAyEUK0FnXq6Y0RTtc29H2PevNhqvrK1aN58oavPXEaYZQZN9kHJt+i9VCQ7FGY43GW8Om7VgfG5payXH1vtkay9p7tps1680G37a4boV1Hq0NU4jM48A8Dkw7TQojcVYUci3+5ndO+RI5lHV9V/VrOdVl1ggDwDpL2zY03uOcFWBlawGySk+Ksmgd0FoctfWp6fP94+MCVwopHRgHdVOylLZVzkL1M+CNoTHSeeq9onWGVdPhNbhSGHNBhQkdLXZCwlRVEc69lhvAtw1N19E1Pev1iqbpsbpDrYVzqYwjzxNpHJmOkKZCKjOjKsScyPNIGAbCFAhDwFonuDBFlBaChDUwlVLztGaaTja98/EKZy2qcbh2g9cW70EbK5vHGIhhZAojgUjre7w7nCyvf8wYkQ7E46Eupgm6DTSHyNSPxGmWjlyI8nSn84yiFALutMFo/bNVnr9t7BBzklf3B15sjzzfDIwx0uRCI0xg6W4aKzNDKRAjcToSj0fC0whTwKVMrzs64+mMQ2npKKIUKRtCMMyjJhdNUYvR+lxLHY6MIRVxUCzFkJJm3A3sHyOPD78tJRCqsSaQDdKxMlBUPtHxFo3V5XbicmO7LHpw7iLlAmo8/z8Xv4P3vnf5/lJLRtZ4SZE3Fpc1uSRUSUSdZNJO79af54oIlklvAXulFqydBec0xom2xSDAL09QopgsLD/z7fEGv/IohRwT2SiUzqikpfp3KrsIuMqqWiIkoQIuhjNnB099AlchZeZUhNlsLNolvId+lkd12ZaOUQJmpzmTUqExmqbtcG2HJmNcA9qSQwYlXVhtW4zz2KanW13RNB5lPdEcCUaLexWQMCRzBa5D+RbVbLAMNAy0c5QueAzokElkorJMc+A4wlPN5trx48x4vvVUc9Ynufq7lw5mw7v3gjUG71t0tWLPOpLnIh0sQOqRGWs0udICrdeY6hboG4drDN4bGm8qyDJoCmRNMgpbZmadKHNLLFk2RiVJ/IfzrDZr2hCIIdA0R8mVSYXBy2ZzcgKwQhFbeRCmxcpK56rzmqZvadoG7xw5ZgqWoi3KiQZVG49vDRHDXAzWWgHoKTHlQkxZjpxFszhLt+zD6W1vGYev+dsXX/H7z/+E6ze4raWxolcgqKpZqPEeRuYDMR1bxPKXV3DgXWLn0htalHSL9ceH0gLh3Ll6vPi5S4/Xk0KP88yYED5D5EjG17+zAKxLeLfoTn95DsdvM7RxtOsXrK8D437i5kVL/2rCXWjRNNXZlTOoukHcY0GuquVd0yGDbCvGEUYnNOIQweuC1gWrDV47WuVx1x1KO0pxbLaBOUWGODF8+kCJgb519F6YQEpZrLNoYxiLIuRMLtC4Bq8sJhV8UTTW06+2XG23aAoxTZiSMRrWCXQD2qtqulJk0/5TqnVaqLlSZVC1uHBxBuuXtFIUp7Cq0BiFVlG60DES6zoB0LYdm+0VbnVNzIqUpNkQYyREj9NGPg8BZRqGboXzCq2hbVcY5Xh6fGIcR45jZA6JGBOxFErWUDSpJKGnJ3HaVtqimgbbX9FunrF5dsvN1TXrpuHWawZ3JE4zeY7kIu4HTdOhVaYki8HS2Qbdb9iub9ge91zvX1MAj+IWw6effMb2+orb58/pt1t81+JdI2wkpdkPM+Nhx7B/Ym8y0+AYjxKtlFJEBUDIfSdK/cLiMLp2qpCmuQJsI0Uq5ztW6xVN19P0Pa5bob1H+w6aVuaqoDE6oFWS4mgFpB8yPi5wBRhtKcYKNS2fwZXWCYPG1A2y1rpWD02t2Fm0VmhVcM6hlNism+LQRehuSitUFdirKjZMJUmgpI7QiKhOK42yjpwS2himFElzYBpmhmFkHEbiLC1JFGgr+SfWWLSr0uCUhGZQFLFk5hQoszizjNOAmS0+dbS5YIySYEZrpVOgFCUljEoYJYDQakOjFU2S9vyPcajLyCSnqi/lOEI3JcIkSeAlFUq1BH0nh7pWXbTyKLUkG/2cNei/HzFlvnpzz6fbLS+ubtiOE6aNNErDag1NI10r42qLZiQXLW47aKyWa7HqGlZdR9v1pJTQRZGjOL6keSKFiZjEOQxdRFeWtIh7tFRH5nliPO457p54fNrzeg58zW/fJVm6kXMEk5frtlTCzriT8s014EXEuwCehTizZKItjb7IuySay0My5kRzYXyLanup+iB0IWUs83GUSpuZKCpAyqhUhIYYYZ7EfShneenOLsAK2tZivSZlhZoCOkpuXZw5dYVVfUMfXlP6ZUcKs5iMGKF7VNIZC7iCgtamguDyzo2kamWsgAC1nIkpEVMmpExGUbQSx6a56imp1N8EDwe4f8o4FbldzZgmYLTHNk7os9YJg70p5Ah9N4kRj/V0TU/fNHTWEfyewVqc4mSGU0qiZI0qBmcUygtDQEIwR8JYyMcsRjJD4vgAhz3sawH4lwrdnuvvPnIGV9Xw8jS01jhnReuaCyWaCvhlk2NUQZckFYlaBViKzbmqn5XRKCuAy5hq0iA9SZTOUi23Ldb1EMTd1oSINRasFapLyiidSEqTtZBBkyuUKDTXnKo8o17TvFRAMpAVtmjMYt+UK2RX4gBWoLpLSl/FIF14UzImy3qidWF2ohcrCYajaFx/yJhC4M39I/txZhuy0J6KFK1y0eTlPq+Ol7KxpHLn3+dfLGBnOZYZaQE/y4y1zFA/ZCx33AKPDGewlb/hAHn2qv4FcQuWJ1JyupbLscyH/xGH0lo6Pas1m82Wq80zVu6OtkLwpbt+GSi/dPc8UvM0BeZ0tsHO9d8WU/wq62GekSKUSZQQoEk14L52Q3XD2jbMKWGCQ08TOYjBjKpF1VwkL6oYTaaQo4CD4BsmJfuyeRZ5B0EKGjlCGAtpkm6/rzEkykDSRVghP9XSVHkwHZhWkJtydcGS4oM14tZnjcRvGA2NUShtyTqQYyRfFLONMVjr0EZyXlHC6NBGDI9yKSgdKUq6WEKZ2kpAsRY9diqgnCMZSTlXQRzOctakoiBJBFJRVZlkrBTgfIfxDUZbVF1HjLM4L1ripBIpyTyUjcDqkhMUSy6GVBQai1XmZJ7TIACr95ZN63l2tWb97Ip2taLxEuKbMrgmMDiNtwqTA5MXQ41Bie58AmIKUmBWcm0X/5BUAdaCazVA3StZyqmrfj5EM55RMqeWhUUCMURCDMT4YTfGRwiuDFmbqkK46FxpAUgLsDJaCbgy9kSHUJWGZ51Fq4RRGVs8JkdUjtKRqgBLbqJMTokSI0Un8FloIaiTY0tBtEnTOHE8juz3R+ZROj05CsqXCkR1GTFaKtAU0U0UCR2b4kxErDYPwxHdOPzc08VIMRZTf14XQFXXkrqIGjRGGZyqjl/lx4GrgvycTvLJNMI8JVKQbK6cFlJq+ftNalKoYlE45LFYlv9fZuSc+f+5e7MuSY7szu9nmy8RkZm1Ad3oaTaHQw41DzrzBfT9j170IB1JI1LkcGuiAVQht1jc3XY9XPOIqOomBRQaQE1bn+jMSlRlRnp4mN3/vf/l7cOB+9dHDqeJZVnoowgxVd+jhkFSaZVtnstBOhalopApmzaWoesY+p6+64khoFCUVCTQLgRSDMQQSCnS1QzWCc1Za/lYKzEE/DyJQPS48BAq9z/qb//dVkKmPzFDVyqmtCJEqQtCKu/TAa+pGtefay7FwnVA7/r1DxUK659LFcqVsQ7tOhHnuA6UwzY6qetHCQRXQClimJEzqReaatcLmFqDX41pB7QG5wyusxQEjKATLhWi0LE/PWpOrZQUKbqiikGZREX2M9XMbkptIKqqNqW6gOAzXbJy1mTl86RBclBK44tZJUXMWjqGAocFDqfKxhamOTL6ROcyuu9l8twmGbmrlFTpO4mksErTaUdnHIO2OGWwiBlHzpCTmG9IA0Y6ptZoFEKrNiWhouZUMiVm0lSYj2JCckKAz49FoY1cZhy9XJpz4PS6lF71Uw1cKY0p6YzIFQVVtYxEixHLYl2pjU5cr/L/tNFoo9seXYVio7QczMZhbU+1gVrW5pihNte82txkBWIoilJYU4ltw81ZwM5atBYu4LY0/YBqqKvkIgW/EoowWkBCXsE5Vcwqimqz00xVRWIbkL1yWt53VfwuK8XEfn9g9pGQC1TdoMj7j7U9U+ECrv4gLfBDcAWXeey1OcX3bZ+sRdA6tVpnKev3uyZLr0tffeVD0HWZlq6ztD/JpTSmH+jHHZvNLTe7F2zckYHpDH0Ll1dnNQhYp3y9leNn25oEtl5y7q71oSnL0W1SxdhMjSJClHiERje1hsE5TJbOW3aOVBKaQm2a41oKNRu01sQqzZ2UC946FDI9yrkSppkaJa+zpEL0lRzkuVgr+YtKQVYy/fiONfS/dRGFY2gGcaLRLa5AtSa/0lgNxiislb3FaOiMNCCKUhQbCeoCrlQbKCit27tLYZoIuWCwNlNRmFpwXU8lU8qGfrOllEpYZoYQyChCMWIVoTMlJ2pRqCI61KoylQRKpCDKdmjXoW0HmKZX1Y1+6ZrzbyLXQi3Ccigt5zEXTc6KlKRbpas6y1tWsq7Tit5ptpue292G8WbHOGyFrZEL1mWcbq9P9Dgr147o0Yqz7AAlDJC8PtSFhKXLuRyiFtC1tUqUkgmj0oKsW9ZrRTU5heieS63E1CZ9KX2nxvonBq4U1jqq7eRQ103aZ0x741bRWVnRW/VDT9cZOmtxXYdrYjY7JmzpcSWitcHkiCkRazu0MtRcxR1PJcrkScqTMGg8uq8oV8ihMp+eOR2e+N2/fM3x+ZH98zvefvmVTK1ywTbea0EzbArWdQzJSGerZI6z5zAFjifP28e9aC2U4t3zidsXt7x6fMUvfx0Yt1vG7ZbdZotRGlIm+oUQPCWJ26Gplc4gPOT6/UP2QG6sVSe0FNg+Qb+JDFvIS6JGuSNV0ahyOcRqKaTgyXmhltXD6sedEcQM/9c/BW7GPXc379j92TPF9hgzsN1uULUBQSPdK04zYTrh50V0BbnlomGx2tJbS81JXNJyJSyeepgo3+7ZfPMVoVbMsKXTSY7RImOVmiJ+PrHfH3l4OPHuK/jdBF/y80+uVin4UsG2HUW3ml3pxq5ty+T3y4kVIK0H4/rntbe7HoQruFoP0rXkGYFTFnez1fCiiVbkJ5i2caEpxlCVpagObaASqUSyi5Qe1Ah6bCwKaXZRdANwVWGUxnUGpXtcama/qVBSFSpHa1Bfl0I/16oIuKKBQ6ukzSLS4Faa1Nbth7MQV62ft/ta1SIBkykSYySmTCxF6CBKUezFAWktYxMyJTp5OM2F2Xt8SnRNS2lVxZkKRaMsmF6xD4VaxNZ3etqTnGVShYeHex7uDzw8QZjBuYJ7mOi6R6HU2YxqxXxJiZICJXqm48L+OfP4CPd7eJfgLRJ6/GPldy7IfSyd0Iu5xXtUVq3RpmmutLwiSkfUmjVW18lcbUHqYinOOfRTDtpUq4BcimhFam3FWhKTo5UO6CxUS1RFCr4irfqcREubYhDQmiW3LXjwE8yL2OdfTyRPwHGB7ph5Pp5I1uCCJ6dKRFO0JqWCsgPK9vQpUrWlaEtG6CwqRWpWYhCUIj4l9j7zD/dyz3yfVb0nvX3LfDqyxEDqrEwSWl+HNvNR58kVwoLSGqU+dAt85jILWgmd69wxIifdfHU1vs+TXWmE+/bn9R1zAUzvP2DdnaT0KufvIqXoZQ/c86fpFAigtEP3r9i86KnJcvfrP+fl7RN37okuXiZRa3Zeh7xCXsn0tevaK2makUURlswKwPIVsPIBlCloG/FhwfiJbukZxhFdjTi2dU7OKKWYaqbmQIgzMQRyTtQgvPJSYU6JGAoxFtz2QL97Zrx7RilLjYG07AnzgTBPLCcBUBXBQPJDKiVkplDYx4894w1wC8NOQr2cBG1jeqxOZ9fRrgNrhPUEGasVo9XoksnRonNi1vpiad/yW0sqMmlqjZZUKrEZouVcSLlStQHjUN0G1c3gEkU7qu1RrqI6i64BrXM7wGWSXXIlq0QkoluzSLkNulHKU4UYMkFnQldYUiLGRAqeJVRSVsxhpqZI9guPxxPL84nlYWKeCz7Wc7skU7FEjlOgP0TmObBNoLBsdzdsWkOjFM182nA6jGwMTKeeY69RNXE8GpaUICdKLKIhrY1Z0148XbkMsZW4ExcqShVCVpiqcdqR2iBDKQGEuVRCLPicWFJk9oHZB5b4h7PwPlyfGLhCDjZlWu9Lulz1LIStZ5S5dhLFXqV1FY0SbZWzmCKZJTpGTNa4ojGuExeQtQtV10O1tkImyQGaIrFG/PGE3x85Pe85PD6xf3xm//hMjIlaKoMRwZ3ofwy2KCoyoUo5c/SewzxznBeOpTQ3sEqcJ7KWcfgwbAhe7DHJBatF2BljIMbAssz4ENrP/ONc44zcgEuQzS1FESaXKrQOXfV7OVchRO7vnwiPR8rhjy1L/7ef4+8KvD1OPN/fE6eZtF3IcabOLQJQIc8jZbHaykXGvUahrYDoWiDGjPeRxUdizLKB5IyKUYwv5oU4TcTphOmb8YX3lBDPRVOOXjYQLzzxnxtYgRxua3Ben9qbubWDrqMyzqyc9lhLlHz15+uOJO3jehjGq8dK1vG0TazppQBa8A+tJQfWoDqLc5ZkDSaJtq2QyKUQsoDoBOBkE3RFQKHSje2ZEyk1Xnqp4mCrzm95WtPvvd/rZ10VyEmmVlV0oiutACV0BM47UANYbaeTv8LHilQAACAASURBVNmmDEo6k7p10rTSaC0ams4V+q4wjgEV5NZ/j0yVIMRKWBJ+8vTWkfsOYhRKSdGkFCnLwnR4xvtEKjDPEaM0qhT2h5mnw8LbPZCgL5W7ORGWRBoFJKxwNsRICIHgPSEUghewsBQ5005IifxjFaPrvXxtaLE6Ka5La4PrOmEtFLnTL2eBkuJCQc1tco0mq0QWkoN0sxVn10atZeqkkPaoahRYZTKm76E0sKWbdq5Vk/VcCHDJHAxQw0VreL1Ke03nBU7HyvHZU9SE81Gee9M0GWswZBSZknLzjlAoE1uzKKGVOds8n8LCw7LwZf2I1yUlOBxZ5oUlRGFvIHe1Op/LbfdYx8tK/vu1+5msI5c2j+GSWLN+bW6v7PfRXH14BdedCy6zk/Xz669d3ptaFLfo8xxwBVy/P+v6U1vaGIbdLUVbnE/s3vySm8/+X25fg/umMWfb311zBQ9I03cpEhy+0mnXKRVczpmV7lpaU271YqIWas7kGEl+EVpt1ZLVWCohLOQUKVlOLmW0BL0iDKJUCvNpZvFiOsUpY54X7MNBJhI5o4PncJyYpkReWj/QtEZikeeRU2Yp9eO9LJQBdwvDLWx2MA6YocP2HV3TrRujsa5itcZaYSlZA70z6GLJSpO7IBpx1uunxEBGqfM1PN+PSlO1aRbupenRm7uz68ENqH6ELlKTorpIyZpSo2hkqcRKo55Xas0tV0ykIqdQOfnCNGcGm+iVIfWWFIs0bMrajK2Ukones5xOPD0dON4/cnj3DV/v77lfTjxxoYkq4LAsDKeJ+bgwnya6biBsAlrcgljNnYBzkSLeXW1+p+TUVOjmtntptK7327nR1pgiF3q9RVkHxlKNMAyqsazOobFWYin4lJimicmfWOJ384j+5MCVbsBJXLaa6O9MJ2gCZKXOW+AahCZ0C6m6tDUtRkBjYo/NGlsVpuvFMvZMfGqcylKouZBrRKWIAnzVLMcj8/7A6fmZ49Oe/f0zh+cDMWVKqeR+xFqLMh1VG1yGgiOUTMyZwzxzmBeO88KJK0pV9JRTRiffwFUQznCWbCxXV5FiZJ4m/OKJIZ3FdD90Y1+nFEuAECGlyhqfWNDUus4sZAUf+PbdA/X+GeYjUsL8uOCqAN8A704TD+8q8TSRbmdSmKmnk+jdTG07fZWpTSktg0ycwYqS4iXGDCqyLEHA1erSlhMlBIoX45I4T3S93HM1eHIQkw8J6w3k6Fl8/d40mh9rnZBX6QWwydDXC6i65st9yMRZQdS1mcX11+ECrjK/D6xWIk9oHciVSlpRok2xbcRuDRSDs5borEyLTaUmRa4QixLbaIQxYdsTcU6wmTT7xSRBt1+orDsnVxN9daHr/NyTKwCKGHmoahr9oGVcrUdh+7DWmbodllrJdKsq1bSfAq7ESEYe1lm6XBkypDFRKYQrcBURrYMPkvO2nBZ6Y4hjT+kstTWkSvDEaeKwf+J4jJwWePf2CQqUWJmDTMDenmROva0wL4UYSnMZjVAztRRCCnjv8UvAe9FRxCD3RzPAY901fqy1AssFuW8dH2iujMF2MrmoRV4AY107S2SqUrOiGOmSUxWZQq5SeIjdgYCrqpvpBUq0Dw3cK23RtmC7XlriKZJbU6DkjIqJEhM1ZnJoDePSwFVq4IpLU2PtjyYEXHWmctwHila40Bp6XcV0SpoSpTYtcQajJLcryUlZa2r5U4WiCodl4X6e+R0fcZ6kBIfTFbhaKfxrN6eZWyihUdKKbQFYq5JzXSuXYgVXCxevuXX3WXedjwFXcFH+gJQ8a5vp/XNuXfLVjCGhZTaIuqIQ/ikDK5D3Sr+7I+meLsLN57/ixS9vePGVof/mMsEDuaoruNoiLr8bACW0rFrfN1JStD+vBTLXr2g5N7lTWFptpsU5uVZCkolvKVlovsrIHhpL009mvA/MU2aeKz54qj5SrTwPU8AloU/HCHmRAbNp+L8lM5BrxpcfYL6jDAwvYHML2x1qM+DGnr7v6JU0f43WKFswWuG0QqmCtYqhMxKBojSlD5hrcFUFXJmVslabw+VaD6sVXFmqcQJIGrhSXUQNmwauoEZDyYpcNbmk80Q+npGLMHxyrWRdOPrMYUkcp8jGRgYUsTMkn8kxY3J7RylhAISwME1Hnh4PPN4/8PD2G74+3PMcjzxzAVcaOC4LG3tiPszMhwnnOubNDbbv2h5dSUnAc0lFKOqpNkDeWAnKoJRsoNf31PrxumTTZ3Bl0M6hnOQfViN+D+KILc6JkUwolZASp2liDkdC/m7tqE8OXBnVEKeMlpruQGgPtQlIrNWoqvApY41G64rLpfWZoHlLygbvHNUoVDXYYcR1jn7s2PQjndbUUlliFsCTEtRIKVmyjJ4f2D/f8+7dtzw+PXD/9C3zJMlAxsAheFSIKCaYZrS2DPaROSSWlHgMM1MtLLWeOccrbaXExCllvvyn39IPjvFm5ObuDZ1z9EaAY66FJR153h+Y5olUW3f/j3i9V5tyozus7rG6E+3AdUXuF+rXX8H0LaQ9P6UB+e+eEv9HXPif93tMb9E5k0Ni2G4Z5rumxzMY7eh6w/ZmQ/IvMVYRggfbk7SIvyNg+pHNzWvcuMFtRoYXL9i92DFsOnROhGkPJZPnmdPjA8vhkXB8xi8TSwgcgmzOn8I6Ie+VR6AvMu4e2q5VhYV07o6vG85aslzTjtTV166l3x/SAlePLd9+9jHBYYLD5LmZHXXxqLGXf2U0VKFY2c1IpzTK9phtJoUNKQTMeGSZPdPscSNn10A3CAfeDJBrJcRELic5+BJMc2WeYJ4lUPiU5fkc+HEL+O+yFGLpbVrhbfTaVbt07WubKoBq/Hlp8RZ0A2Pq6sAoWGOx1mFLxeiKcQZbDS5VBiKleNIiGPcIfL2IuYXW8Bieud0fOfkDty9eMG63KOtYTjOnw8Q3D5n9AfZHOJXaqJgylYzI9XyB7MvZQu4K2QptOaaFGAPzsuBPnuUUOBwqpwm8l+8RkMnIj/2WKe25rq2ztRRfl9YaYx00sKNVwZWC1omsjZiQ1EpVllwypShKjiKQzkgh0Zz2cq6InTtCHxRxAbkd9mK2pCV7DkWuhVgyJQWSj0SfOc2twGzT31TlLbPrwQRxC1xolCWERRqVUAZdKGhTGLpObIs3W3a3G2w3oG1PzBM5e3LwhNBYGSHQDRtCzjzvn/jnr2Z++zZ+HFCIAq5iyoQKVXfnpqdoS6TZCQ1UrcST80Treq2weN2NBiTZawVAKzD6Q36n3+tJcym1VnXQusOpq49SvEqIcAJmKpncds7V7uLHJcX/zEv32PEL7KAxm5k/+6+Jv/72mZRH/vm//a/891z4sv3VdbL6LZwdBI2X/SKKTIrUJtirzqYgn+hVotsr7GDIxhKNaTmmQsXUOeCTNKvnEJijByqb7YZhGMRErBT8EvFLoLp38HAglCN+aVP0wKUQb2qCXOUc6xO4Ctso+1XSMCk54z96z+o6+PO/gC++QL9+zYvbXQvV7XA6n229lamiKzYKjET0jL1omLINqODfA1cpRXwI2F7YHDnVdqcK0Mo5UXIiZWGGlLpqdC3ZOLLpyK4nu0o0SvbzqknFCIhYwzFTlfCveZZXzXjudz2mRO46UP6OMo7cxg05iLbUakvRRsLLK+SaSEW+51ILp1rILe3McWnPJyCqzELkmCfsYU+ikHVh6Le4TnT1IXjCsuBjlNyr0kCVFSfWTgFBk2qiLJJd+F6zuAH9CnQOMC03chhw44Zus6P2A9o5TNezhEKqWRg2MbOExHHxpPzd74pPDlyVUlsQqoyI13eEAB/pkHukcLNWXKuMhs4ZnFLiRlPBKCWdEyVGEbX5+6O1gDClhJeZMiV5VA3EuZBzIKXEfMocDs/sn595Op44Lp6Qq4wRlTj8KdPE4SGSs2h0UjJMKbHkzFzyeUu/tm9dN5i5VkL02Jo4lcSSKp1zbJyDhthDXZhTJNQiQvZ6kbb80A6aVuJAY6x0CLRxaN01V8Ary9ySwD9DfuKnjs09ZXjrC/dPz4ydZbCOYbNFGY0denAGJR7kcj20xg09fd5irCSGW+swyqC7DqUcxnT42KP7DtP1QhxJidnPkjFRM3maWJYJ75dGd/L4GPD1E7D7bms92J6RQ80h94ZZdfr16vHBv1tB1vq71Kuvr6P0tfxYJ1cryFoL5lOG4wynuTIthZASXS7nrDR5QdTZ8IImZjVGsnpKUULVdRZFIqUmrm3FWEUOQRGpSpGbs9DeYnukK3e1xKfx2qjGTVDvvUHbK6AuH6WBIZ1+3f6dtogRjy2YorBV4Vwml0rOFWuzsD5Mla5bLiinIIjRxKoJmTMcPfShol3mePKYwUsGIBWfEiElqmlTwx5cFmrMmiFmawux7WAzAh0Uo0hasZCYg2eZZ6YpEuZEWCqTl1DnKUvnd338FP2I82HNRRdyWappgNqERUtOFavBUbtXSxZ6dqWSk5ZZfq0ywSpFsvGq+OGd6SrnKeQ6wWkTjiqmE6sIOoVA9EVs11t6d6U1QAAMtFoCk6VhUpFj62YH4wiu1xhnJeuqXwuDLW4Y0FYaYyVDrJmY0pnyXlMge41PiafTxLtD5v74kRe6Ark0WlKbVmkl79l2PZVuc9qVEnjmJf/+pOjyTVc4uULkay0UvG/u/X3X+m9WNSlcwJXmMtFa51SlfUytaSsKEUXCUM7ueN9NffE/2tKgBgnKdorh5SvufvUFn/35r/n1r3cc72dOx8gzl6bduv9GBKRUBMTodUr/B37K5Z6QxpM00gulZlKWZgcaAVelEGsCZ9BaYYaebruhcx29MXRLpFsCPhdKyyeK5cTiC9oWciqUXClRzpOVlpiQWzJZ0Yv5Cs+LnDEfd+lG6G/h5Uvsbke3GRj7jrFzDJ0Row6am6a+mlxpMQjqjJFGVhEqvb6i0eaiiAVqLsQk0xylpQGZaiXlRMwCREMSd9klVaamITuFwilUplBZkjxCkkZcSqI1w0eYA0weTrMU09owPY08acU3m5E73TEqTSzjeepvOotWWqQlpWKMpusMNzcjOd5S0ivC9Dk3S8dNVMzBo2thq2A7bunHEWWNgB4FMWW0iU3+U84ymVxK+5lK8get5FOhJW4pl45SPCZm0faVM7FG/t3a7DHSbLPtYZwDZ9HO4pyjVxV0IgSHMfK7URLfR5vzyYGrXMTCsZQrQAXUKNzQXDQ1G7ItkrKshfbQOdvkJlLAaSWd41W3UBVi1ak1qShikUOwxsSSxPlvfvb4IN3Y0zFyPBw5Ho887Y+EEIhFyahSg9OgnCXnwpwisSRKgTkrppzxbVpVeV+mu45C165wzhmdM8YHDvPEYC03wwa96alGk0ksOeEV5DZW0H+k3dwacM7RDSPGDWg7SFaK7lDq6tYoAfwDcM9PHZt7qPBVqnzz7T2j04x9z+7mBt0ZutiD7tDVUosmFVGt2H5gqIqSM+PQY22H0ZY+RYZ+Jm5mTv5I0pCNEZ6x90S1RwXk/vMzYTkRlonFLyx+ZokzM5+OBe9KA3tAiDQG6cJ1WT6uXHJ4n/q3lifXYGQFUyukNlyIOh9qrtYp7CFJbtr+BHdzwceITRlthVpwznZSRoJXtcFgqC5jc4+hp+s9bhiw5kSKXrpEqZ4DkNcw4Vplb8tZaG+iK2qarfrD+9p/1NW6pL+XiaHa/53pU03gr6U5oE1p3f2KK1LGVSVOV6UBTOsStoLOK7jK4AzVpLN2ISBFwinCkMDEymGKuG1E9wGnEXAVM7oX99GtEXBVE9Qg1zUXmRTebmDcge412ehG4koc/MzxeOJwENvi7AXQnQLsy4UutFKif+y13tvr3vre+3TlkNZyppIb59DVUItth7ihlCwW6aqSg9A6da3NlCK3RxInM7Uasa8vcmF1uS3NKCPnQoqR4ANhWQgLxFmcWtdbYc14qxb6jbx3xyqTZ6Wlu7+9hX5QDBuDGztsm1j12xv63Q47di2PT3QSISeW7CWYvogJgKswLZFv90d+95T45vDDLrbUzWuuFU1fpS54Bfm4ssxrc9P9t9eq5ZUON+cI3/aN3jO6+L5rpfXlD77nuuutJ7OAK9GhKFKbYKX2J5lsRXrKuRm1fuc/naWQikWjDfQvX/LiN7/mF9Mjf/lfXjH9zT3zMZ7VcmujN189dOWy9ymauf37cHkFZs009ULVz5EQNVVlisr4XOS80hXTiQW43XR0u5FhGNj2W3ov77FiDLrrMW4gZ5h9ZPJJHIFDwZ9kL6UNaQpSV4VBgrunCO+OP0Af6m5hfANvXjHc3bDZbtgOPWMvplp6bTrWKnuQBquVyLSMptcGq4U2n6x9D1ylKlT6kis+RkLMDVCILijlNi1KiSUmfMpMIXOYE6cp8jRnnqfENCXmUFiCTGV8bIeqTwKsTgvsJzge2wGsOI6OnArWDXzWbdg5R0AAjlXgNv05pzHFQuc0ZXC8eXPH2MFNbxhzYTndMp0GjvtHaoo4Xbi9uWGzHcS4xBkwmlQrOqc2+RYfhJSCOBJSUVphncXVjq4GTBS6ZVUZSiTqTGyIP+fLfboevdoZTC/Nd9dJILvqJFLG9T10oGMmxIxzDmMMakXm33F9cuCKXChJnE/wwusX384grQaQkabRYoc+WsJgqTWRnCNaQ1czSStJaI4y0jcGQlSiG9GV0ISByili0x0tJbCkQIiBOcTmSHPk/ttnTjkw1XRJbVewtQqrlHB2bY9WUjyqVOhzZpOC2ES2kq8gb9oDF+PZ9cjYwtkuMjmwLWQlaY12HVYXrFtwJWPLDy8htYabO7h7teXu5Wt2Ny/Y7m7ZbHco1+PcNfnQA1/zc8wFztS3ovgFFay8tnOupJNH7ydKVgQv7jeqZlQSg4DOaAbVYWsnXY5sIBXSkkh7zykEjj5gb5zQR/ueYWvEi0EV8jKRvcc33m38FMYiH6yKvDrfcikotxXGLMUyXDr61wqG6yjNlXq01kQ9l5LD8r718CotX3U0D0U6fS+myjxHhhixRhzBQpCOoQ6R3FTQthNqhq5WwoGVwqFRXZFQ4RRZQpIuY253XKuLV41KaJtlMbTg5Mu1+BSWgeaEL3l6VbX3a9UXLvhVJ001nVWhGfUohTZK6H8knBNrYZMLtS5CWSuKlCUMO1VL6SpKF1yS6Vc1MNkGrmZ4sgX2Ez5lOtuznITf7h8LJYmRiNOSNzbccrb+Lm3grwrk+8IhPxLGZ3AKv2S8r0wT1NgG3OWyt83IPSlEnp9mrWW344PdqoGn2qinpSi0ck2jULGtQs7WivaqQkqCNKvKxFnjlcK0Q9+0bqdzY5s6Qq5KCowkRUtMidBcvEouxCBgNWfRpK33QIoXTx5nLhhlY0QTMg6w6cF1Gq07bHXobMhzYlEzMcI8Kyn/K8R6EiOelLBWi0FKUWRVCCWwX458lQvffOxFtg42d9hxhx1GtJX+gNIydWuOxnLZTWvyWHmoDyVXv7cSzR6B911pVyC0vrIfA7Cu6X/rtOpsCM264xW0NHLpyFgSiUzEYTFiNM2WE4aAozDxcdEon+5aCXwKpQfGzX/kV78ODGrH4X/5mmL+N0z8b+ivpYly5HI1AYqWBzSAVUCly3miHei+OfStl9+A6gx0YgxT2jQUpVBVYlGMkmyrEjPP307kU6V3E7M+yv0eE3nymGNkiJVttajGgtJZk0NlmSpTXZ1oOQ8yC3Cq8FDhb/kB9PI3n+G++DO++NUv2d3cMY4D29HgrBhZ1JKbtbe4iq60wGokRNlqjUX2/87o98BVyIFjmFAU5pPHz4Fp6EmlELIYC6VaiKWwj5ElRE7Twv39A6fjkfv7b9nvJ7wPlCj5rjXn1qVM0rE8zML1fz5BOcrGriJ8GVj2B/61VP7i9Y6XecBnoW1mVRiTIgaZpplSICZsUrwet9xiCLbnziji8oowveb+26/wy4kUTmfk7ZfI1AWKNuAMsVRMyhgXSSWRyWQCWSWqLhSVwOSWeSb1/FA1DBZrKiaklewm96CS3s643bC7veP2xSs2u5eM2x3jZgv9iO06+nFkTqCWwF4H5hI5xJnn4Cn1uxeBnxy4Wp3N2gl4ecRVPCKj4qJl+jS3sLLOGkyp6OKAijYKKyb4KFUJSHJ3KJpQKhkRJTvrUFahisJ0HY5KNRqXFLO3JBRPOfKYM4+Nb+2QScGbWhmNYet6VDeIVqkYjJbnrJVGpQg5MZGYeD83PnIBVgPgOkfXd7i+Q2vbOOxFXFGqFJEXg9iPXxqxrN9sNeNmYNzc0g9bXD9iuxFlHVpf3xrr4P+nXwWhGcyxkKrCNtt9rTUpRMLxRJgzx0NB5UUsp4sktztjSTcV64T2WGplOh45Hg48PD5w8p59WHA7i+oderuB1xu63mA6JcC+XW3RTdSzMuBTWiuhBuSgu5Zqr93B667iNXVqpU9dgyu4nHnXGq109XlAiucT0uhalkJMUTLjUoaqiXMg+AiLJ0ehrZXONUtyOShzTsQQCZNnmSPzVJlPAmRrFa600mJ4tFIXG5NO6GzN/OJT00AILbNd/dayvQAr1ahk13wpDUo49Gg5XG0DUVZHMbRoXMla1q6wVLPG9qAsylVcrhhbQBVSDfgCxwB6L/lEpwNoXQiLxy+Z47SCXTl4Og20flapzS8myfA6BBhjxnUZbRU1CQBe2sChZun8zh9QAn98+5vLuqYGvg+u2oSlBdNLLqG4MqIqOiV0kayc3ChKOUUoEhsQlOyZhkqnMrX0QCW3fVLVLBqtHKkpUnKUvLOcqKu4qp6filBv23R2kWxTYhI2gWngajAyzbKNtkSuqJhJKYDNqDmi54LuPbpXJCWzFd2npv2rOGfQVrrhsVRCqeyPhSX/gB3dGNhsMU2jIA0OdTGtWB9w1lxd3+b//lrPmusJ0/qPVzLeugt9DGRfd8Ry9fnv/3d5FhVPaZTAhGuUQEfBU99L4frTWyvrAJTqGHYv2b35BS9/9We8/uJfePP1l7y536OjNM0yUsv0QN9yC9e4xZKleaCK3NvNnO3K6Fkou6plwYll/2paJk9FtUBXMdPJeJ8JhwWrNCYhYCFmsk9yjsyBp4NnDolTTJxS4egr9+XCvVGIw6GuUIwmlHLerz66j7oZMTcbtpuO3WAZO0NvVTOxEIdRaVoJ/c1oJZlNrUlvaDpdrbHatFB5WUsSYwmTM9McWeaAL5WQCz4mlhiJueBLYb8ElhA5TjOPjyfm04nD88QyLaSQLp3K3Grr9RFic/tYOSoL1AVSoc6Z9DDwtH/m4WbkuET6EkAVgjMsSySEhI2iiy8+Yn2gRIkuUlWhMVjtqBlyrPg5kVQW+qdPpKIIqYDRuK7iXKW3MpXXzqCKg1rJJWOSoSAuxBKELodjXeM18kU/7FlbNVd0QtdhrDjwWmcxXYftHM5ZYpVYm5wyfvEsfiHX77fnfHLgyqz8bVV5jxvUAubIbTtTUELklCw+WEn0zhWVK6V5NBurhWtLxRbNXAq2ZOYICU3VDqMdbkwYm8WuNyeGnDDdxBQ8/nnPWzL/SuG37TlugTeINgFl2JkbzGZEGUv1WjrWtYKdKNNCzJ4nDrwF3sGZqwxwA7wGXgLb3YabzcBuO4rQsFZ0TaSsyaWSKGdQ9kM6wRZJAr954di9uGV395pxe8cw3tINO1AGY/of8BP+2KtyWCIxK0a3YbcdqVVzOgYevrnn8Hjk22+O5HmCXHHaMWpHbzp2t3c4O2CNQznDYf/M4fmJd99+zTEsHLNn2BncbmB8c8tgPsfeDGjdY1SRAgwlbkU1f1K0wOu1TpTWuI61J7uuDydWq4vbOlVYgdVKB1zBVc/7wGy9/zICrJ6A5yMcjgUfPSUm0AmKIuxPTNOMfz4Rg1jg90req1obdFVi25oSh6dH5qlwPEgQbm7sCd2BabQo3RCgMVA7Kdj6Dbj5Qjv52adXa912/VCrw1g9UyUvMd3X2qsqDRo0RlUKWbKXbCBqg0GxmjmVXKkYjNH0gyNrCT/vq8KagCqeOD1y9JUlwvM9bEj0JALLGSxfu+utxdGWC0hZ75GAvN6O1ZinMigBY1Vfpi17fwHdT0ge0MdKez5mrSWz5/0CSTVaoDK1aXC1nDEKqlboIhMJHW2j6hWCD+g8YUrgFBIqBUgeVwe6foRayOuEphZKmqkxUMJMCRMlLdQcUKVlTbVrZGSIJlTKAKeDWFjPvK8C2iFZQWkRyqV1BexCdQtVQyqK0jvoLHa0ZC2auM2rnr4zjL1reghD5wzH48SUKt/cSw310ct18OIlZtxiuo5sIK3cMGE7UZXoJYtqkwzVROXfqQuyNrVW2HK9O60IbXUY/D7v+Os3Z/7g87Vwkt2wUAhEAguKgGVBs2DIdFQWskSufI+f/j/mkv2qu3vBtqu8/s1/4vO3X3E4PPD8j/839pQhyL27Be403N5IMLwy7TyJjdodBMiMg9xCxqwyeI0xFqMtRhu0Eap0pYW6tvFDyYXp5PGzZ/8oIVU1ZvzTQlkyNcpIKjYX5CfkeU0Idf4Zqb9WiL4FdAZTFLm3zCUxN7rnR6/tgL7dshsdN4NmcAIg1xDc0rwAclYUrdBK2BtokbJYKk6JfKX/gBZ48JV3x0xvMtMUWeYF3cwWJh84+UYFjInHg2cJgWma2T89kaZJXItCOjPAzp26VC60wCVAXLkHa4hGS3XzJ/gq89VXr1HO8edvvuAVC+jMVAqH44FlnjFzpsRESZk+Su5jCp7jfiZHTwmJ/ePEcX/geHwmECgUtFLcvfZsX9xQlGLcZIax0PU9xlk601GtJlov7uAk0IqcIz5AyYXccrdizISl7atVfpPxPMHSaGPFDMNorDV0naMbhI1gncE33BHmidPhyOl44vtWfp8cuHLWol1HwlJcE7Sl3NoLiCggNmFZTNRkSNHwrDU19pS+Y9NZqrOo4jBZJlhFKXws2AKdrUypYDvFKueFRQAAIABJREFUza5nUFYKveCpqZBz5nAbqW5D7Xf8Zh/o909spz17pIB9g+Y3b/6Cl7cvePmLN4zjFpRmP6f25qzYXInLjD+d8P/wD0xlz/NVyrkCfgP8chj4i1cv+PV/eMW4GbDdSEkLMUUeveU0z5QaCbmcrauvs+bh0ttbv/e/t0FsDbwaNK8/+wWv33zOy1dv2O3uGDc7+m4QrY39/20x/mQrl8rf/NM73tze8j/958IvrEFTwQZSSaRaSCbjU6KEjI4ZtTUoowi5UlQhqoKKlckH9qeZ+4cnDvORvT+yez1wo27YvBrY7UZevrzhzYsR7z3LbDg54TUvUQgrP63q7LuvSttE2iNxaRSv98TqvbXStq57MWv5sv79lS64fn5NqlnB1Tvgd/ewc5n904HPX7+AoaeogjYZY/I5T64Uhe6s2GK3DiVZSRCrNhRVmzugOE2tT8powWu9FRfBVUtmAFrgcIRPhp6j4f3J+7lr3z45O4zIwVlXMxaUeJUpizZgcqIYWN0EqZUcEylGYojiGIVU6v24xRrDoA2DUbiasMNAen4inmaSqmJ/357jtUZtfU1XQH1VJ6N4f2p5XebqNhJN5VKmrpY3e4Squsa3/pRrneT+ftmt26RKiwkORV4LClorqlHNSli0H9lP+PmJGo6EvBCGjqXvyXcbhnHLuNnBuBVTIK2oYZbJbfRkP5P8TE6BWjOKgqJNWR30XevaO9gFcQjU4f3343rLWCMNBtsj75/OoayhGkNxhmINjIakICvFsNuw6S3b3rHdbTFGYVTmaT7w24fM//5b2P8QcDWO8Ks/Y/PZ52zv7uhMi09oN4ddGV1VaMBWtOLkLNTA7zZmnriQlnsutL2VKjhygf3fZ61tA/gQUL3fnlnn80cqntTmrwrwjT3yszdyvvO6rgw+7llbNmyc5lf/+b9wenrE748c/+pf0L87Eb+OjBlejfDqBdx9ZrGDoTqLLZXiC9SFPDcyiJKGTEHqeVMytkaMKkg4dxZ9LRKDIDS6SsqVEDzLsnBaDiz7jJ8Kp+dCLALmbZu4ZwQWrGfdnouxznq0dAAD5FExdx3f3Be+OpSPvkKYHS/v3vDy1Ss+H3uGvsNaK5ozrWSPUZZSMtlAqUWyGpsXvLg2i8FFRVHM++Dq8fnIl1+/o2rDNHuh92klwGr2zCmzhMxpCaTJU3wgH4/kw1FEnvPx8subq8ogN1qgjzDNgk7P9//aig1QD5Cfuf/HgTzP/M3rV/zVqx2fbXsGZ0mqEHMkZzlNlLIUo6hFUXWCfmzmYRGfLVNRPJM4MZNIUBXHk+GmZtx2x7YqRgV6M9Ipg1vjmAziLlmEQl/RpCT6gBSEW1SLNHPWtsn511aIkYXWdFomhZqCqjJpSyEyTXvenk68fdjz//zjP/P3//zfeXx6/Jg74tNZigaurCVSCE5CHqkKdLwQuVerlyr0l6oKMQSC0XilRcehNFHLRc5KTFRDqVgKXlVCLbK1ao22HVZJCHFJovnyWMbdlt0c+OzVG5lqKcV9CHTAC2W527zgZveSze6OzXiDUoZqm8tNreiciRh0gk5ZejQ9l+lCB3ze9Xy+GXl1s2O329ANPco4ii2oBLYmlNfiDJfrOX3aXF2zMw1MXTDoWgx9uFFooHew6TXjZsswbuiHEed6cU0xlloll+dTWaXCu2Pk28PM4/OexQecEQ2Bc5Zu6Bi2IyxJssqqxnY9thuwbjiHR4tTcCcaNtdhkuiwnLN0nWMcO8bBMvQGZzXBF3KOzPPMac4cFznyf/pu5XVJuxYcf3hdF80roLo+Vsu/8TlcNqD1/roG6OqDR0EK9SPwGOFxrjzvM7OP9GPEmQ7rLL1zRCcBz7lWrHM4Y0UgqjUqS2nvuo4uKrouYp1QCCuIZe+VcdgZJNbGYshi3rDqzT6Fgqc2IHQhfDeqUYWLhaDi/c+uuFTvfTMu7qmlyMGcs2R+VE3VGqUtXT+Ky5F1dMZia8YYSEskx0Kyy8qIw6pWhBToyqVkXUvYtXxdd4C1maO4WA1srMTMUbhoGJD74cBlYvVzWeP/IbLXSvcChCb43l9o7n4li6g+BXJYCPORNO9J4URdHGXocSpASphSiVSKNRSjIXihBcZIDot0aXOgVskju7Ylt+2CKg3DhvPFDmdNmIAU1xoK1ml5dD12kE6ucpbsBGAxWpKGpBWb3cjQGbrO4IYeKMSUeTh53h09b/0PaRAN0N2iX31Gt7nB9YPoZayARaG7yoPCWXPV4q+4NqH999d6igUuaGz9uM7mvy9C/HCsfL2Tr/trvfpvawc/UNsc9FPYX77Pknm3RWEQ7kuhfERemG487M3tCzYvXrF5+Ybtqxs2h0T/EKkeBgf9Drpthx1Ex2xKIZuEHT2qvO/Wl6o0ZnL7szpTAvV5wi+TfaEnagvWdbiu0g8jeQ5km9E6oRsd7Dz5VZL7uP55y6Vx5IBew10H253FDKKkm7Ni+miXQA39RjRWQ0dnNc6IWUWlnH1eqrr8PqU9T6NoQbhyFqww/0PL//1p4ZuHExGF9wEfEkWBXzzzvBBiJsTEMnvqEiQP43RsgCk2/nZ7c7or8WNe7Xdzy29ZCa8rX+V6wpuJx6853mu+/O2v2PALar1j7DtiEQMm03XoAqooVMxUxEHY9BIzUkui29ww5MhQZ2Kq6CphjZ0TAzJrrFBElRE9coVcCursqc95L9VG9MYgph4hVXyGpb6v++1pMgMqWq/06yqsgpIpWZxg5zTz9PjI/bdPfP3uG/bHPT58/5PskwJXKNiMA6UfqCkzlwQ2glkg2EbcVXL65NYubTyZtEQ8GlsUTlucqjhdyTWjlSZUzZTlANWlsjSQtVSFUW0sbRRVSb/fdIphO3CXb/irv/pLvng6cLx/5pu3b6m10lnH67tXbMYtPZbBbrCmo1eRVOWFitOBKRbCXNA1MlC4Qy76DfAZ8Ncv3/Didsur1zeM44i2ilIjyhqy6lBxJlXFkjSHBFMTjK+GA6p9tFo6nLp1cEK5AIHr6VYPbEfY3Wp22xvGzfYKXHUY25HD9czj518V+NcA//j2kX/427/jP/7il2xvNigLty/vGDc39NvEZB9IU4Cg2Gxv6fstm/EW7XqUtWhVqcZRTEetha3fs4177l703L7e8fkXn3F35+j7SgwLx9Mzj08PfPmvX/Hbr2a+vBfB60/Pse/b4waJVv7DpVEbJLy3Fa5baL16/Fua8uvp1vXvuG72H06uFoRq8WWFcYbffglvfnFCWc1nn9+xZctoO6y3eBtJqTCMW4x2WG2lmZELKYnwtO8mnN1TXSJEOXCrlcLNtoq/INvA6hR7f4L7ILSPT0X7UPM6ZadVDfJQ66Gg9HtYqpzRbUU8FqXCXk0JJMBaAq3FaldsdrOyKO2wbmRz+4J+GNl0G4ztUCVTjyMERakdOX1JV+FGwc7JtqoDlOa2u762q+j8+h56xQVMO2SfGXYwR5gSvPUXfdVXCKg6It6in4oHTK0yfS7nSWKR6TfN/jlnSoyksBDnE/F0JB73nB7v8YdH1PTEPDjmsQP/gnx7h46RvgasMxRjIS7UkqgpkecT2S+keCLnhVICVV1ARtcJOHVV9u7Rw2aG5XShC25H+Xv9AH3fSRNp3NLfbHF9h+stqbeUzqK3juI0xSn6nTQKlaqYrsMHz9MU+fuvH/m7dxNf/6Ar+QV68+e43/wl4+1r+mFD7JS8T9tGsYayZtbi5wpkfWdwBXLXrZ50a+tk3YGuaYLfByisdzXte6yK03VXWymHq6r0pwoS+OMvjWJki2PA0BEJeBaWj20Rak13c8Pw+g3jL37J5s1/YNgX+scj5VFiBPpbRf/iFtv3KCfZkbFb0KcTpQjNPnmx/65Vmgl9UZRqcLancwPWdVDE4EdhqdpQlcZpQ++25JvMdvuKZXsgnGYO3YE0LZQlYiKotvfO8UJjP3Fha1iElrj5XGFe7IjW8dUxs1T1A1wCLby+Y9z17EaDtRWrKlZlqKveSLczdv2fAClTQVe5j1UpWFWoRTKqrs/pL7+dePtPD/hsyDmSc6IKuoL5JNlUK4iKXj6fp+aWk+VrK3+7a8450Bx1GsAq157AK/V2XVWu5vR3zMtX/J+Pkcf/+tf88je/RqtbtgwMveP29gaTpUafpwMqOJQdGfoNXVwo48AXMXN3fMnL5zv2+wdSCmir2L64YbMb+ezNDWbsMX2Hcx2aQk2ZUiLUhKJQVZUZcsnk7Alx4XiMPJ3glC6ExrndAwppJhYCSmWJU1IFhfzeVUd8jDwc9vz2H37Hb7/6hr//x7/92DviEwNXgHYa3XUMumJtoOQi3NtrhXWmVSRtU60VUqJkS67Sq6/tFBOBpAz0Qy6oUnEKDqdFPq+Z2S50xtBZRU2FmgpzSIScUEqxGR06jdiUycuEKpXBWHY6Y5KnHiAlTdaGJUkRmWNken5ket5zOh6I5RlLZIeUyHfG8rnrebnt2IwWYxUle1KuzDFTDYSceNxPfPP8xLf7iW9al9jTOsgaOguuM81ismJqoWToQksjrxcuvwV2Bm5Gx+5mZLi5Ydhs6YcNru+xXYd1jlwrWv+h8vvnXV//f9y96ZMj2ZXl93ubbwBiyczaSFZzaVqzh5oxfZBMH8b0X+t/kMkkm5Fk6pXkNGvLLfYA4Ovb9OG6B5DJKlYuxWL23DKvQEZmIACH+3v33HvuObcd/9e/vuBvfvmcT56ccn5SU7oaXWqKqElrTbQGJkNRGmwB1JGkPVknck5QZyosj8wpzWQ58SXNeUFzUrJelzM9NDKmQL/vaLct2/sdF/eel7sfu3JZAmtQH4GuwNYw3Ql5/VtiIcs0SKVuKYgrDh2EhRa4zM58G73lAbDzql7X0rFa6lkg1+IdAnCuruD+rmez1rJIO4VSFldrsjYYrzBOCTVqlrtGiYtMUWspTWrHSGLySTysYBZyEUZw9CKasG/luL6GSy/0xDdNgRYKnOOQXi1EiB8icsrkmMhxHqxV83tNs8OJlDClO6zERDjnOTNNQgkJMRF8IkwRPwT86MUOYpzmxxFvrEj5GocrGqp6Q9NsKKoalROhtIxjYIqKsLtkOwZiSAQNpZLEXc37bjh68wuQXs6VQRLmalZ8Q8M+wr2H+wBPOQCqW358EYs3CVEbyw+dQ6Vg1g6GHMlxJIYeP+zw/Rbf3THcXtFfXdFtbwm7wFCMDKWGdk/Yb8ndDuNPRc7XOUz2qHmfitNAGgdSP5LHiew9YTokfou3VUaogYs2q5pZOnERa5k7XDlPIhOPlpRMJ5QtZe2vNHZTkLUiGQWFJuVIjom2H7nZbfm3b57yv//bxBeX73UW4ckvqX/6d3z6i1/y5JOSs3PFuoBVI/tRltterp8ghuCuEBXEGIU+qN56a1mSvGPyKrxbByu+9vi45HS8Wi4J5od0FX9/aGQPWHFCSUPNyQyuHAMje1p2lOy55m2lsRSK0qxoyjWb1Qn15oRiVaJLUCXo0mLqknJ1SlHXIngSA74amcbMpLeEdiBPiTxrJ+x2oFXC2gkfvYjKZIO2sjpnpUmzGI22DlVqcgLX1IR1RehH1quaad8KwOo8fvT4MeDbBLOQBnMnq86QaqDSpKJg7xX3XeCfXuy5H959B1DW4E7W1IWjVooiigiRpFF57kwJk0HliMqiSSlL0jyjP4t25MUyIr/aYRxfXuDzv5Gw81WrpNvUd9C1swHkBMNwaH+H5d6YS6fLoJvRPBhAjdNBzyAfm670fGePO/Uw/BNXXyamvudnH/+Mn59tOFlvOD0/IY+B1E+EMBBUJuuEnTRJGXI2bB5tqFeGsxPDZmvxYUSbjGsKbOmwlSHpxBRH/CBStCp5kh8xRKwKjF1L8j1p3NLv72m3I3d7uIyyFy0lhOWO74G7nLm767D6HqMtKWX5fYWljZnr7Z7ff/OcF3ct+/79eBcfGLgSNTjlLEmDdVZMG/0sK6PmVvHD4pyPSvKHNFGAhp69SJjNDSGk+ODb008eqxWd07NjtSEkzdxdJGShcWhrKKsCFRJqCvj1CpUSpVIURqFIxOBFTEFpvA9iGOkDw3bHsN8xdXsUnoIkQ8rKcFYUPGpq1k1FWRei6qSFWyxGlZHee7Ztz003cDNO7PNhm6kQCc/SKVxp53OSMGRyyJgsi4pOgkcX+fjKQlkaisoJoHLCC9bGiFmaMWijxVjzA4vtEPjiJvLy6pbSKtaFFnBlFa405KYgGY0uC1xRYVyJqx1JOTKamKMImJgKbRqsVxReU54ZqsZRlA5FJqdAmEbGoafve3b7idshcet/bHDlgDW4czC1DDAE+63tgCUJboBaQTUfS/9xESxbwJXnkKJ823MddzFepwMuz7E87pFke9vCdu9p24ngR+mgGI0tjXSMlfDOtVEoM19fs6miKQwWg0uWcpykyj23XWOejxkIDKPsJ20nAgr3WTpob5oqLJTcklcB5tuTZb49xAxTQNbrTyjA5eiMLtJqAKgHSmGK+YGiHLysJ36SWavJBwGfOaGc0GmsKymKmrJeU9WNKKSqhF3tUf1ANiWjuDFTzbMvToPTGhXkXKe0zDe8WjFVeS52ljLfFpG5532C+ySAascBYC3b8wcVs0EpOaPmLmLOojQr3aaJ7Afi0OK7HeN+y7i7o7/f092PTHu59UIBLk2YAEXOrGwmlwWUJaJBK8lSmgbSJB3HFML8Wc7nda4TZuSjNzMbLSeghGQgGukQ2kXC3ORZjCMJDcZktMtoB6qQ9Q+tyFoRnIIopsfd5LnddXxzsePpbeTqnUvzGnDw6DPcR59x/tFj1ieOuoFiBoJWyxqzdK4C0rXS5iDiod+qc7XEcoc+uNXw6ir1toTgY3rg8udjcHUs2/PvJwwKh2KF41StqdlQqROsKtE4ijSisp7X7C1RSK1v/guU2BcYU2BdiXJO5v4WwRKtSMaAcShbYooKnSIZjatqUtWRg0HpmZiYBGBNPuN9wseImS0n0Hk2oFYPhzIGoy0KhbaZwmhiWWAUTIXGlxbvBnSnwYDxHuZxfT0TO10WT6tQwqQ1W5+4HTIXrWd4j8VfaY0tC5zWWMSuQekZrKkZQGmkMLIItWkxI3+oHs7/ljSDq2XTniPd35PyCx78DtACnoa55e1nMDX18vcZqeJow0GidD7cfCPmJD+3qAc+/IN89PXbIkK6Y7h/Adrx4vaOj1Y12jmqTUN2E0EpbOukw6QTWVmUTuTsKFc1rlCoErLxM7hKKGfQVqGsJpEJOZF8IKcJ4kSaBiwRpyLDIOAqDh1tO7DrA3fzXPy3zV97ZnGLIVC1PWWxI0b5XdlkbsfI5f2eL755wf0URar/PeKDAlcKWK8qdFNifGYTa3Sh2dks/FESpFGGqPJ80+mZWGtn+WKjcIUVvnlhsEajdZbB9xDFyRpoUyT7CbvXrBtDWWiiypSmwDqDsxFrE6lIWNcQXEtlFKVzwrePnjRJcSGmRBp7YsjESbptyXty26KmAZM8awxrhO95Wp1yerbi0ccbNk/OsZXF1JpoElPw+DzR9xO7oefpzSVfbhNXo7S2YU4OLZSlpahLiqqQDChHTO7IMRFdkqq2hzzOp0iLGWi9KqibmrqoKAs3nyeFtRrnLClHjHmnXfAvGjcB7tvM7798hokT57VjszrBlQWqNDTOYpKi0A3aNShboIuaqMU3w0+eceoxU0tsHSF0FLFEFQFXaorGosxECBNd27LdX3Fzd8NXTz1/7OGrH/0dF6AeweMn4GrACT32W/Z8hwDuT4AnFs4crKrD35dzYauKhzRiWYBen61alOMWAKKPjuV7igPNogPuIjzbwddPE5aRjx9fcnJ6TlHW2LrCmkD2mZAtauYJZQ05iTpUVIlsMlEFijiSfSZ5qXDmCGkSlsPoYd/DzQ5utkJJfIrQ0d4k7Pz6H83vxXJIrTI/wIzQXAx8OJIUdo6BVF6yarV8f/7ZJD+QkhJANXeqxmGk63varmff9uzHyH5KqMqhS+lcVfWaan1Kc/KEZrVCq0xfFJRdZIwKffE14xCZCBSTzEdUDXzyqMFpmbCcBk+aC0MqzOns3I1QSALdzoyTXS9UzJfAMwRU9e977v6CkVLET15qdDqjspK1OniCH8jtPXF/z3T9kv2zb9hdveD6my+4fZ7Z3wvNukIKF+EawuMOho4mDcS6JK9qSsMsK22I00ScJnzfEoaJOCRimNP3PIvezrNIbgYmVgHFfM0EME7+3hiomhJbOsq6oVjJml80Baq2qNrgVlYQjFGYMjD6xEjg5vaWL1/e81//YWDXv08fpgb1GH79H6n+w2/49Ncf8egj2DQzcJo7UirOYhbIe0DJ9Z+ZKZHHrfC3ipmS9CeqgZa3l7FZEshjoDZ/IGjkSv73BawATrGsKXnEE9b2CZU9obINyghncxoCzleYUDDQMtAyPmQVbxKKREFUBV47+qjpvaKbZpr2lOl8ZgwKnTQoi1GaqBO6sJiyIHlPctLFTQizZvIzs22MJBUIOWDSjMgLBFgpjX7wvtKiMGgdqs4UtmAqK/xqwDcDfdui25ZJ7YWSpyCaQMoys94a6HRmS+Sb3nPZJ+7eM5E2WtFUlkJFTJzw4yCzPMbO3SjQs1Jgnuc75XJTKL0oxoKMuQRhP0wDr5jWXj6Dy2NeieZVHeCF2nqsG6wgHZmJUQg4S/ZACxyXvel4tnvZKZeixndE9wVjvOO//n9/x5PK8flHG+qTJ+h6JJUdPiamccRPIz5G0jSR+wImRw4TOtQ0lSXGEaWi5AEqkVUkBk+IgTGMpDiQwoCaRnQKmORp9zdMXce42/H1BdxM8M2f+YyWcsn1ADF3TOOAre8ZQ2A3DHzdirrgD1UY/KDAFQrxqyocGKingpgT46TxVuYvDq6EcSZ0p1kCxGCcxRUO5xzOCVfTGoVVi5KRUMMSWYbCyUzKs28z42BIjSW7RGEcrkhi5JkVxmZMoTGlJYcJgsIETUxhTpwMWYuuvnOGlDUpKirbMHUKP1rGoEgqklWiqCqqTYmuKpTNsqB4hfcjg/fs2oGruy2X+56vtplbf9g+NLNHVdNQ1SVFVUrXZla4IgeylqnRZOX02BmHGruoN1msLVFOxEO0sShj5oFSg1ZGFrIPMHKGP/zxBj0G1mUmJUWzWlFvCipXY8uSsi6xZY1xFaZakRdwFSPjWFANlr7MEC0qGobYo3TAh47+umPoe25ubnn2zQuev9zx9ZV4Of24UUG5gfU5nJyKVBgarv4U9GrgBDgDPlLwuIHTjaKsCkAW87Gc8B6qEVQrXc2Fhz7watqyUOaWSa+lnrv83SKrsVwhSzf4Bnh+CS4HPvtkC1GzWU1kVc6TyxmRXLVok8lay6C/zQfLDZ1FSSnOSj9JKGvjCP0gjIe2hbsJrhJ8jXSt3jSa+VhzMEteto/M+xveZg4dNqWVFPiyqJWKl7B6AFZqLhAtni6LomJKzKqA0rXy3jNNXoaYh4lhSgweikpualPUlPWGZn3K+vwx60bAVWENoQ8UKLj5jPthpN93dBl2BgqteIyhLEvquqBJVkQzYpDPKiWmNNL1g7yOELgd4LYVQPsUoWNu+TDtCY4jp0QKnqgESmvl8WNHChNh6kntHeP2hv3lM+5ffs3u8oq755n7VuZcH2q6GdwA5R7WJQxNh4meAk8q5oF8U6D8hArzscwHh7kWnKHveRCCIB8JErn5z4U81lZhC0u1qnBFSVHVlE2FKx22KTFVgS4tGEPWiZg9XTux7Vpu7u/5l3+75F++HvjHW+jf50OqPoLT/4nVb/4Tj379N/zkY8X5CjaFvO5qzntzMQ/oZ6mBWjtvzzBTWN8RWwGHfvsiwbKsWMuE19vG8c8sEj4LUfjH5Si8T1gUGwwf63PWZsVpeU5TnlHYlQg6WYvWlqGfYJ9Ju8CGGpjeAZZmQoyMo2fb99z3nvtOZlzMELm9Hzh9MoIr0ZXQ4VAGXTa4JqDQFKeBrCOxT6gsI0H9lNnvBlFAbTSlLuR+mGezNHM3XymM0RTW4owVLyJrqEpH9J586hm7jrHtqJq9iCnoxBgCY/R0fqKNkWlK3LWel9vM9ftKzFqLdY6TwlAqUT7UfiCTycbOhQU1z9jmuWstBR6h8moWeZ1EIuZITlnUq9NxOeSCg8bvUhQ4nrJeyMUZ2eWWe2UuzC4l2FyCX1RmONCj/2Ti+s3u1Ox7wlf/hcufFnz5pOE3f/9rap2wFspKoaxBFw4zQjSGqMSoO81PX1Sy7xijidkTcyZG5qm0gI9JPATDgB9HCCPZ92xvdvTdxG4HL8KbWX4khGnR+sRlyqhhIGYZQejTD1tS+bDAFWBm89c8A63CaKzWBK3EVHcxC9FaVvD5AlFaY7TBGoOxBmMM1lis1QKuFKQUUDmhSKQcCEla0TFEvNZYV2LmaosjobXBGEU0CeUUpnSkaCFkVEjEoCGB0hZcIqWMiYZF4assEr7UhNHhJzM7vUdUqXC1+C5lFYkJppgYQkc3Tdztei63HRf7kesxv+KtZACnNGVZUZQlrigwVpFznDduCzk+0CGPij082OloLTLYswM6LCZ+GvThRv8QIwPPbjpqk/n0XFMWa86mCWUa3JkDV2FrS1E7bFlimxq0JSuNTxk7KlyfWYzxdEyEXrpVw9Szv71lv2u5uLjlxbN7Xl4NXLZ/DYnvAmwlssd1JVrM6EO1aQ7NQeriXEnH6qTRnGwMtiqFepTFWDZMCWczYcxED6ssAGuhxC0pi/gYvdqlWsDVkn5UHJbeJR3ZIx2lxmSurwc2VYtTCVMKyFAZ0twDUyrNXhXyHyZLgUJnoZnM9LMQD96GwwT9DLL2Hu6yiCa8DdOpRLaaigO4SshWtGxZ75tWpTgnAjqjkiJnRdKgonpok6nEg7HqIgSwmAPnJJ4uKURSiAK0poCfwqwIlZmiJFUogzYOV1SUZUO92tDOS3eMAAAgAElEQVQ0jZzlFBnXI/hAf/KYXXGBz4Z9jCL9rTPtAMYpnDKURQ05z1LIUqxRU8Zrz6ASY4DLSY5nSNfqmldZ+QvgPpqI/SAi50xOkZhmqeWs8GNP9ANh6Ij7e4bdLd3tBe3NNfvbe9p72XAXwL30SsYA0wB+D771BJ2INpGyQVs7o/UJFcOsvpWZ565lFGImYmQ9M3zUwQdH6bkBBZgSjNMiZLGucKUcRV1KgawqMKVDO0vUipAjMXq6rud+u+fy6p4vn+746iLy8r2KQxXUH8PHv2H1s79h88lj1idQl2KPMNfDhXW0qEgiX406IvEtFMh33l6OKUtweObl8dteca/37I+fc/nztz3n8Rv461/lBsWGkhO7YW1PWNcbqqrBuRrjRKRKz9xM7z1VW1KlkuGt0z8pjvkYmKaJfdex6yd2I7QJiimz23u6YcLVgSpJJxdl0K6EsianhG12xMW/YZSi2uih7wNZB5QNmCqJKILOpCzSDyokohbOsrMabS3WaIxW4Aw5RHQVqcqCqSpISlg46IgZPfiJcezIY8CnQBc82zHTvq+3irFoZ6mtxqmMTvNwsJK8bOYDyo2eE8s0i0KTzWKWrA5nOOe5GDS92rla/KZeWXGPO7Du6PHIwe0y8ie7eSqQ6s78mg7zNRxWumOq7J+5zpMn3X3JzcXPefryJ2y7Dm00jUoUlZVudiGssjhB1IEcDVEZUla4rMnJYE2W0ZwYIc1CE0ykOBHDhJ9Gpr4jTCNh7LjbDXR9YttJgfVNc7QeWddJWUQ8/kLxAYIrh1EWFSM6akwyFBjGPA9OZXUoWOX8ALAKqyisADNrhN7mytlrAOHaRq2xOVKQSLFnypF9EKNOrRUEhyszpRVJ26XalmOi0BZXFazXotQSwgirTM6GbEsxFM5iTvxA74kTvl+oPS1THJnSyJgHss4EPbIdMlP07H3L5V3L3X7k68uWr73MM7zuE1MZzcY5mvWpyFk/2KCDMokUxM9mSUpDlMWLLKduGmAawzwcPxKmkRgmFBFFROc4X9Qf5iBvBn4PdLc99v8e6IbEx5+c8wv9M8r1mlpHVGEoVgVFU+LO1nN5WIPJhF7hu4RGE0dHGiv8/inb7Zbry3u++fKfub3d8/xZ5OpCWshf89egPBkhsse5gGAc5KVaK1EgIOEnwCcaHln45DM4ebRmdbYRvzQg5cQ4DUJTGkY0LW6fiHOpZ5HPXm6rk/lYhDGOyQJLbavgQAtcPIVa4KUHtYevvoLK7Mlx4vyTGqssWgvfP1tFdmamDM0+GCGTVSLqQMiRKSWGJOIV4yh0tF0P+0EUAp9H6Zxc8ObVJsOfgiuLdMSXxPe9ywqzF1W0FqUyOoqgRUozTd7I7ZrhCJ3KN1QUvw0VM2ny4lPSj4xtS9+2dPuWdswMc8JfRENKDk1F4SrKqqGpNtR1hVKZkDLNJqOSpf/oc549u2PrBp75C4op00xwt7vnvNryeK1pqgKlNQmNH0aij0x95MUE23kt+kMW/6rvmk/bzF8Tcj18KKuISqA8ouQXA8FP+PYW37f0u1vGy6d0ty948cd/4ubrgfY+spvP87Er0kItiSOEO4gNxBjJKoKH7AzZeXKMszhSJk3CZp866cT6CPe7WclVQVlCVQhY2VgxZrYl1CeWoippNiesT8+wZYUxJa50UkAsDMqKBnqXR8auZ7dveX75jKcXLX/4es//+c9w8V7AyoD7X+Bn/zPqf/3PfP6Ln/Pk4w19DV4f9PWWlEwhS1ZOkl8GJyMfEfmH+sMkRMCDWMZCFl4SzmPOyCKq0XC4eZcr5K93pTsKHpknbE6e0FRryqKmqNdiRVIUaF2glME6hw0RN024XYXJ7vuf/Cikw5/o2pbby2u+fP6ML27u+aKfyWkT1LfwaDei64laKZQq0DqjXEYXApisc0QXSEV8sB6IE+jFp9JF9BQxWY5AROmICaB9xFjLlBQb7SiVFpVj5zBkjA/S1a1K+WS8iPiMRQ+TYlCRwZT0KrLvDXH79uawr4euHKZ22EJjSZgUIE4CmZJBazGr1VpBEhGLB65gghxnW46FR66VWG+EnpyOd7fFGuC74pjQtudA7Rt41R4+8WCqsQgpyTvhVTrgCQeI8OdUM6Uf9Iff/YHnN5afPPklf//pGb98vGZzfiYsRBPJfSD5iTS13N0qpq5l2mbawRNDwqSI94kYA37c0Q0t+7Hnfrdl6DvGoaO9vaFvI90eXuZ3sxL/seLDA1c5oVIgBU8OIykMhHGQob2xg6mV4b3gD+DKKlJvicYSjSH7BlVkrFJYLZ0vpzRGJUyO6BSJYSTGRI5Cg1FkjB4hZoZhYF0bqd4nwA+U2kr3wIgMpMsGSjHj0QZ0kq0lK02MebbhshiVsTajjUPPaCdk8ayapkg3tnTTyH235+nWczNEvvY8bOzHoYHSOlZVRVOIC2Uik3KQyuzsUB18ZJptDmKYnZGy8OHpoN0PNM2OsWuZ+h4/DPjJY10kzx24nH/4y3XZfN+3qp0RKde7MXN1v0UXmc2m4rRu0B5cdpAVMWZsVaOWAVA1l4y9J4+R1I/4fsf28p7Lq2uePr3gyz8O3G8jN1sR0ckZTjkkVj9ezCXuxcwJP+Oqw5lrkNf2KfDxSnG21mxOSuqVeJdpJ4bQMSecQrxK0BRNTx0TJ60MeC7L6wKgjtUGj8HV8u8SB42uBll2FQJYQBLIboLtmKnGROkDhdYYpfDz5qODFM1SSuQUGaeByY947xmnzDhyOCY5dh1sO3gR4XmSOau3EbFYunILkWihYgEUCqosdME/o5H0BjFXIrMWc+As6m55Hj5RWaMejH+kKqg4dOT1PJOl4KiIPlcPlZLRyuVzUJqsRCVAaYfSBcqWBKyoTxmHLkts09CcPubJJ58Spp6vvrpkzFlqoBnqKdPsEq6fQInd7RAiMWVCgDYeWP33/GkqstBHKwRcLTL976yd8BeIGAN+6om+I3ovhYb9HeP+nv7mJe3Lr6Vj9WKk3SW66QCkljtuufZBlhKTZE3VEUyUTo3NGZszMYuf0DHZxsxFr+QROWpmTS4vysiVFWBSVdBEUC6RCJhixA4DNoO2WYSZrEZ5AxqSytxPI9t2z/1uz9MXO56+nHj+HK6ECfaOsQJ9Br/+LdVvfsvm17/hk88qnpzAOh1sfY/vJ5hrQuqhYSdgC0DxjoIWSxyvROa1773vrrL07uFVjdSah2lTpTHG0dQbjDUyX5cDXbtjHPckrt7zNbxbKAXOGpy1IghmtIw0GGmLy8xbnudapU2qFpWvt4mc8X7gbnvPs4sLfv/lPS9vxgdKdR/hcoC7dqLsJs5G8TaSDr0FJWuUtg26yJgIGY/opWqZT1KilDpMAZM0OqrZy89gkid7MacPWexfvYtSjNBZppCidPmDD/RTZJw84+TZh4ndFNh3sAuJ3oMpaupTiy88w/2Od/3s6qqgKQuKlNApolJA+dlLxGiyjrL2G41aRCoWRZs4YyxBV0IXNEbEJfzrnau3jchhqrrjoKG34kgWjVfvXjgUGmp4mHX8/gpNHp4z3ib+yz/+Fu0/Z+U+xWwcTilMzgQVSCqQlkVTR5JKpOSJYWKaOrqhZZx62rt7dt2Ofd9yeXNDP3j6IXA/RrwXkbYPGVjBBwauFKCzKKmkEMSQMYhCSB46AVXT/gCuQHa5oEi9IxqN14owNKSilMGHFOcERTKVlJmdvgPZTww5Ev2AyokcwPcdrdOEtRNwlTMmjURXYqoGi0crsFqGLXXOGJVnnwLm1nsiRkXOBk3EaIPCkLQhaIWKIq4xjJ7b7Z5d33PVdjzdw0387uF8AxTGUDlH6ZzQ+HMmI0Azp0QMkeATfpJKUpgH9BLyv9xD1010+46hlWqAHwVcFWUQOlISn4Uf+rNdNuGFhvY+22HIQg2733cUReL2tuKuOUEHcOIWTMqKumlQ2kpCiyL5gTSMxG5i6nqG/Y67izuuXt7wzTeXfPNsou3Ev2d5vWccxB9+vDHnuYoVkrSutZXhuSPQu5pf22MNj9eak3NLs2mom5qiqsCUc34uC7SYM4JrNKWHtRWuvHRcDylLzUHSfanRLp/f/MpwHEZnlzrXkmjlLNSpLkAbEn2IZJOwxuCJsq6qPNO9pbgx+onJT3gf8D7LkHNY1KTkcTvAfQ+XWWZ9rnnz62chTSyf6QNumXHNUrNuOKghvnNkNQOr+WC2hlzk1+d04k/7ZGr+Lx9/iwVYyVceMtWEfjjyMhGnLUGUQsjKoFyBqSrq9RnnTz4ijh2Xz/+V3k/c58Qtss/ZKHflAiCWkf7vO78auVY2CDBdcRitftdJmL9EpBiEBjjuSX4ijAN+d8u0u2W4eUF79Zz2ekt3HWS2L766Rh1/Ug+kmSwzrcth8nIkRIklyZ85XHcL0kpHNhnRy7U5CIOKaa4b6hlcKTeibI8NCW0jtrAPiq5JiWrkbTtw1+642+15+XLg4lJsCrbpXbvuGtQG7Gfwi7+l/OWvOP/8cx49dpyuFNX8fo/lJZYjwYMA2gKwlu8tomXvFvq147hf9r4952Na1FKCsSglAgBaNWhXUriS8/NzitJhjEblyK2+YpevmdKelAIpHc+t/OVDKTUrsWq00TP1H5n5VIqEWEEkEklnsn2385VzZhoH7rf3vLy84uuXLfvBP7zTKcHtBNt+Yt1NjFPE2YTVGsUyK29RtkJZj3YRkwNaabQyKCOGsSFLe1clj04KbQ1KZ2JURET9zisBVyFEvJY936qMimEWAwrsR08/TvTjwH4KtD6xH2AfM2PWmKKkOmmYrGfYdrwuff6m576uCprCzfvLDLDmgr1CyyjK/Ho1WWjfC8hSWT6jnOblPZOzlWL5AtDeOaTX+Go5bAFKClmtl9LYIpABr3awErKiG753Nfc3+H3Pv/7h9zxqNB+flVTnFU1hqA14xKcqRy+AKnt89ng/Mo49Q7dn323p+5bt7Y59u6Pt9lxf39KNmX6SeakPFUy9Hh8UuMrAFCLOJFzKuJSxU0DddXB1Ad0d+O1Rgjl/jRAv9txfW3auoL+9YH9yRnv6iLKQoUeVYew6op/IU8+4vyX6keQjaRrQKXFWFpS1oS4Nn5+taUpLVVoaYznfrPHnZ1TGUNuCqqxxOaMxGCPpkiQ8GZ0TQSdSjpJEakjKYLUkleNd4r7ruNrd8uWLlqsx8k2E2/zdSZ1GEj+XMmo2Q87M3FzEtDjFwDhFpjExdAIIFlHZ5Yx1gL1LZD9x8eIZhdM4rdicbKStniHEQIo/XJ9mUbJbz48z8j6Xyu3bVriXWosHug7u8sA309f0Xc/J5oSfXnzCk892nJyf0297mcPTIv+dxkAYRl48+4Lb23uuLu/4p3/9R55e9/zuZWI7rx8rYFNCreFzD48iXGX4J36sm1vNWf7RNP1risNPgJ9a+OgjOPt4xfpsxebsDFc32KoiY4lKqujeycCvLRx53AoIGibaOzmRyyyVQT6rhgPIWhJDMzNQl215eVkL/UsxO3NpcCuh201AlxJZy/3sZ2itUhTgMTujT9OEnwJDjOx9ZojSVeuyKPhsI9wmuMjwb/zprM8bntFXInOgm6v86pj8u0bOmegTycp7zj6RlCIqJSIeSwI3S4I/bLBkSImcZeNNIc6FDhFtycnIPKVahNw1PilGn+m7wNB5xm5k6gZsIf4qOYEzDl02hPUjzj7yWF0xdvfw8iu2V8/pOHx2x+flTaJAro9f8Kqv2mLc+CHF1LZsL16ShzvS2BO6Pfurl/TbK+4vvuTumy3tNnDbHkbGF9CwTC4sI+ElwmiwAdQ4H5PUP3RKaMYHlUsTpcOl5+tLRcjzGNaE3DuLOIzN0N5Cs4OTe1h3UNaR5q6lWXdYK5R4bUXWOSbwKTNl2E7Q9pldl7ncwt0O2uldU3wNfA5nfw8f/0f41f+I/vxnlB8XFCs5Cbsg9+aC9Y9Ts5il+BXyLEyjxGP1/ftLx5I6x/HeZN45lkV2zcILWG1OqVY1m8enPD4/Y7NZ89lnT6iqGmstpMTd7Q3b+zuePf2aF8+fcfHyKaSv+LFKCzElumFkNQ1oZ1HOCJWOSFQRpcSGYEgDbejYTi0tHdNbrqAxJl5cXPHH333B7/7f39GF+Eravlh8XN632MJx0g5kXVI6hVUGkiOlyIQjqoqoM1MOuKxgnnlHa3RWhDSXYNME3sydNk+YJdmLrJhSwlqD8n424oU09kyjZxwDt/db2smznwJBGUZlaDG09YZgS2q75mxyqHLk7jbCcAvxzVcuU1jqk4Yn5485OT1ltVpRFwWVNRQGrFWSd2gwOmO0jGx4JaWwPK/7iyUEIAArRSlwT/0M+H7IWLpX9wjtb4XwXxoOk9TLKuc4ZAEjslp9z/kJA8N/+9/4P+7/wD/87rf85//0G37yeMNPHje42mGUx6We/v6Kod9zt73m9vKC/W7Ly+sX3F3dsN93XHcenzMR8Yp8LeP/dxEfFLgiQ+h7coRhGNje3tDe3jJdfEnubyG8Jk35ys/KAHbMie7uljQM9PdbjJ2TkQzee3IM5BgIUz8/zjK4nRM7n7CDSJJftp6VNayM5onWPNrcs3t0y0enG1ZlRWo2rIwVA0+b5+qL0AbEoyCjVSJET/STKAH2A+2+4+5my/W+5eVu4NmYuIuwy6+CoG+LpfIOWcDU/DUmj/cDfuzpu8ToDzaIr+seZaRbocfE9fUtTVNTlo6zJx+hlEUbBymTfsBBvyUxmVm+DxS0haqlOJi9vclvPRZcqJUkJcOUuLrb0w6BOCb2YWB9d8P2rsUYWeS0UoRpIvQjz599wf1dx+3twIuXI7s2YSKcWygdPF7BSSWD5mqE4V7kYt9lbPrdY0m+j9RIjhKJsoBVCfXKUtYFRVkK93xWgBSH+yw+RUaManUSZUhttBQS1QFUPICoo8caHnxqnH6VlLOwG8w8iuAsNDWsN/DJJ3D2qGF1UuHqBq2ddA9TlI1SabTKpKgf3mZiKRocTnJOogmw6+A6SMfqjncTGFmur2MfpoRsykvN8tv6SW8by3mJOcuGryDLRKPQX5azmGdK4PxelRi7zDRCQ1aGjCGp2XxRG7QrpEqdtHRnlSbkzBQCYwxMMZKjmjsbWjJ+A7ZqqE/P0Ao+aX+FtyXarbi4vsCHkZBGdnx/Orh0MDcculWnHLbiZd3p+bA2wjD2DHfXhPaaOHT4fk979Zx+e0931dLtIsOQX5meOe7WHgOsV6ilWea5mAW38tL6O26EwIOYg7NCDTwG8UtKPwJjlo5vD+zvoeig3EJTZYzNzCxQkZfOM6VIwahnP0Mlhr7jXJR4spfu1e6Nz9Qa1Amc/h189vfwN/8B+7Ofs/r4MY9OFU0j6w7Ia1je7tL5htmTbkbs6uiGWjp+73Z/LTD3mP/w+vG+kVhWBhGJWXP6+BHrkw2PPn7MJx8/5vRkzU8+/Yi6rnHWkmNke7Zht33EZrNis9nQrBq+/uMNMXb8GGTySGTPnmbYy9qqNUo76WonQGuyUgxTTz929ENLl/dvpRWYAJ8SN7f3vLi65OnVBTH9aS6WgW7KdGNinBI+Ztl7tYIs3fasHNk4MBFlSum8GYMrawojomRYJwJmWZEe9j6NWbwJtKgy+5AJU4QYyCEyda2YrI8Td7sdvY8MPhJcSXQluWyo12eU1YpYnxJ6iK7Hba4IqScPEfIbgE5jcGXJyXrNatVQ1xWFdSKiZixWG6wWyXit5/xjvmxTFipvJs3jF+lQ5ctZmA4xCnPrvWiB3xXLdb6UdnoEaG2YS/jz+V4knwyy0s8KJH+2ZJMhDYy7b0hp4p/zC16ePuKrs484Oa0odKRkpNte0XU7bm5ect/uGMaBXbtj6DrG0dPH9O9Ms/NP48MCV2SmtkWNE22/5+7ykv7mAn/xxzf88QQx0e929Lsdt2/768NRan83SvcC+Bx4vFLcnRvCT55w0qyZVgPn65qyKKnKjFEKozV1VROjCEsoA2Ea8cMgPNJdy93djqvre17uB57tJ54jl/j3dW+WrUXPN2CKYZasDPgw4seBse/oO9lU/1x9oUsQx8T15R2rqqQqLI8+ukUbh3ElhdJE/8NtCsvtuSQoHP15qRAvcy5vAq4WoFYBjYFSS8LSbTu23cA0DNx3W5q64npzh9EZrTIaTRhHpn7g5bOv2O8jux1c7WS0qVEir3yygp9+pKhqKc12vQgqtIMsOT/q6HJmzlBmWsVRVCU0K0XVOMqyoHAF5kFWf05jslBnlFYPKpFKLUm8xHHacgyslnEfbcDY+VgodDP/J0UoJtnvmgZOHsHmHD79TLM+3VA2a8qmxiDzQirIzJFSRsxQvSfHJBvp0ataCD8pib/V3R4ugwhY3PP2i+5CkDh2BVlmYRavq2Vc/X3BVTo6YmZWC1yofYfzD2qWY+cwdzXD92OAlZRQipOW+9Og0F6jZhXMQGKMgdEHxhBIRsu8qbOgxIzTVg2GTFk4dPpbTLGmKc+o+kTf39H7QMiZMecZaB4+h+NYChtP5uN0/vMSy1a9dMT+WvF6ESQMHcPNBcP2kjC2+E7A1bDtaK8Gulaop8fNYX30XO61Y7lP1NJ4PM6PODzJQj3VajbaTeCS3D82H0RilmsyI3S7vYfKH35fbUXGXNsDlRUlY8DagWrAFVAUUhRSTjrHdwMYL3NX33/PKOAMzE/h8W/hp7+FX/09xc9+zurjkkcnUDdQGimoL+BqKUw80CjzfC4WJqs+3Ffv3hV+ndi7AKqFgvdDgSt54do4yqbh9PE5Z+dnfPLpp3z2k484Pz3hJ588YVXXOGvIKbLbndB2ex49OePk5ITVes2Lp78jDgnyjwGuAjt2NMMGkijQCT0Ysk9kK3NX/TADq2FPm/dMb+HqF3OewdUtz6+u+ObqgvQdc9ndlGmnzOATPogKpkEo0VlJUQjjwCSUjSgt1L+yanDWYa0lz8ongt8WNb2ZgaIN2jpS1pAzfUziJTeNdNs9YZyYRs92v8eHJMJeWQuQcxWrk3PU+pS0fkTYjwTjKDcNua8Jkxd1je8LJ2Izp+s1q6aiqkpK63DaYLTBzCqGC7DUc300o4ROnBH7nFlwXIavkqy7M6OD8L60wD8XyxwWyI66TDAt/frjcniBgK+Fp/IwaPIdEUn9C8b+Bb+7+hfK6hNWm8/56FFDbaFWnv3+mrbdcn35nJZA+HcNo749PihwlVPmyy+/xA8Tu5eXhPGa/CYX+l8oOiRRuAFslymGwN9dXPBYXfGpVnz2kWazqjg/eYw2GmsNm2pNN3p8iGgs3TAwjCO77Z7r3cDFfuAfYuQmZ254c2/5JTkMYSIMiWkoSDkTQsD7PX4I+E4qlt8HUDICJi6eQ6Hu0MmzPn9EzCKUvdlUxPjDGTt5DgIIy/a4CIQewwXNm9GJFjbwCjhbQ10LcOi1kgQ5DlzfDby8UWT/khTm0bsMKWZiyExtFKqOgtNGKspVAY8+hpO149OzUzATIXjubnv8SuZLzzqpAv840uxShZSp+SMH0jmqClYrRVFpTJHBCqeeHKU7KwxuoQVOHj+NjMNA17b07Ujbwz4eFP+W7sPi/aQQYKWNvAxjZrNTIwP4es6WbJakbn0G509gc1bw+KefUVRrjC3IJstGnDOuKGeqW8bHQMyRoDK9MgRtCdoQXJBRsxHuWrjYwb9O8PvMO4+MLzW3HXIdBg66YO7o33zftvH9MasfZgHESkvHSWkj/kfWiveJOpq9UkIqNlk/0AIjmpgVMUsGrV2JLWcJdaTLNcUE04Ta96yv75hUgapPWJ2eUJYFJwm0yWinqU2NKTVqXVAWmvL0hLNPn/D4yTnTfsvY3rF7ecPQ79m39+zHO8YcGDisJzVyz9XAOQfG/jKjtYxMb5Hu4l8LXFlE5OWeQ8emv99y+cUXDLfPicOO2G9pryLjkOkGGI6YAwsIKI+ecynmLGqTtRJvp9LMMuoK3Hx/mCMUkefCBFnu12U0t6qhmWAIB5+5pXsFksIsXTILVEFoiMU0F0KUdK3dLIRRFmIKXdZAYxk8PNkkGpd4fg/6QmZ5v33dWt7dEzj/FZz/HP72f4Bf/Ar18884OzeUK+jNYZ4up6PHvAZI55ZfQhLKqA4d0XcjOW14laSsOMDR12VHfohoiTR0OZKVxbiSatWwWq1p1mvq1YpipgUalaFwFOsV5dkZujnBbh7x5bMrLp//Izcv/p8f8HV9e4jHYESHW9rY04w9q26gKGuyLclaEUm093dspzvu8h0DO9Jb3KGewN53PPvmKy4v77jfJb4DW9FPsBvhfsrUQyBmQywUJlkUGW9Kkskkp1EpywZjLbpsxHdTW3RpZf40w5SjgBJlZrVJNWtxZFKOZDUxqpEh93ShJaiELzJhXZOxGFVgVht0ucI059iTMygbpqxRKqN0EtDmlEh1vkEScnqyZnO6oTzZ4MoC5zTaZtARlQM6e7H10VlgZZ4LaSiZfROexrzeZFIS1WpmeqCKgRw7fryp1SWrWeavlgGB5X47pss+RVb7N3ltE+P4DD+9ZHurHopNOYnnbJznfP97jA8LXJHZXz0nTgHfbSEO/DXrn8umMQE+i0LdNzFxN+sC3d7CaZd4vJcqhdWaptjTepGSNuiHavLQj9yOnmsfuOTQkH3TeBgWThkfIn4ciGnuXE0B7xN+pje9ySWfEVPJtg3sbnv2d7c0ZU1XNpQqE8cfDtQedwwWp4XjCubxiPKbxDKrFZjnGrKirEqcs3K1xIAOCR/EPDBlmVvKWW5s66DYQGE1VaFpSoc1Gacj61NFXTmqyhFncz2tJWly+v1nct48kvCNFMLJ08uo+CHElHMWVJl7HSrJtLzIu8oMoMiDj4RxYOo7+i7Q94lulLmmpWu41ITTa0fORxXp+XermeZkDBQWygqaFTSbgmZT06zWFPUGYwsS8cGV3mpDTIkYE8FPoqs3PIkAACAASURBVIykNUWIaK1RRGwxYkIkktiOcDXAN1mW//clqy7dAebnckfPudzr77OdZSAp8eTLSs+gyqCMUDUxFmUcSpuZGilnXaGwKHLOKB1xRRBKTRJAWsRAkTN2Uth5NjIj4jltO3C/a9HFnma3A1eSMdQui4GrUkIrnAmd2VaYck3ZZM4fJ2KzIXSnnNoTpm5P296x262Y/MAUJsbgSSng4khNpsyzLWU+UCoXatgxHfnHDI2k4Atd+NP59Szgyvct/fUF3e0dcRwIvafrRCvG54OY9gKujjuYy3r1yjFvDov35is+nGnuaDHTAbXQ95yTDnuw8riIApoqDucPDvTUJc1xCJhzWijLVksxaF0LYCsKqDdQVpqyMuS6xBYif/0oJrxJfBoCw5DZRxiSJuqCjAVlwTVgG7CfwNmncP4xfPwY++Sc4uyUzUqzrgTELUtRNgdK4OvQ5kG0Yn7fyz76sJ680Se6vPtFZmb5ZJcztHx90/Lk28RITiNpjISUiBlQFm3FM0rouEYobjmRMaLM6cBVK+q15/TJx+x3z5E7ZTGr+MuF9BQmQpZOjR8zRRzJuiCpTCSxH2/pY8tI/8bAavnc+nFk1+65vryia/vvBFYgY8JTFC8+nxQ+K+y8Q4EhYknKklUi65KsDVlbsq5I2pKsRbtini9V6CRtUqMNWilJzue2aUoRayecTUQLrgzonNEoTG1JypF1gVptUOUKXZ+imzXRlcTs0NqgtcE6i7JuroR8N/lfG411lrqqqMqSwolCo5ktgIxSD96iy56slWKRNcpZicBFOnRcdU4PwCrneRVIAZUCf/ZE/6CxyDh1yIq0mCws5dYNh8nKAbkX97xROTJHUo58C4v0v+v4oMAVOdO++PKv/Sq+NRYCwrOj773YwcnO85jbB3aq5WDztqTDy+azVHVveLcETgExZXyOjF0/O0tHxjEL+OPNK+95fp27NlIzsru+orYFtS2pAN//cL2Z5bbtOch1HzuJvJ7MfF+0HLas0AOFoW5ktget8XGingLeBzrd4i0EL2dFz4CgKaCpDZtVyWmzlgVuGsDK4mlLS57mSQI1d270q4Pbf9mYp9B0njnmWtQvjxb9h9ek8ixGklDJo6JsibNfoXQ4x46p7xj2e7pdZL+H+0GuyUF+0ytdq+W6TQkx9Z0TySw0eKE6aQFWdbN00WC1rmnWG1brDdXqBFuUhJTmSlXGWkuIkRAi09g/GORmZQiTw1sY+iwCFypx3cOzDt6QGPy9cQzMPYfulTr6+/cFcEkrspk/HCMmv8oWYB3KOLQpwJiZ3iJXlEbhlBbFz5iIEYJSRKUpm4FKw2gshbc4nXAkklf4KTEOHTe3O5IpKE/vMMUaVEHTZGwCqxTKaVLUpKBQuiTbhC0Vp48KlJ9QfiKd7QhDz9hu2V+9IPR7UndP1275/9l7sx47sixL79tnMrM7uJOMKbNK2dWtElr91AIE6E8I/Sf00n9QgAYIkPQkQIL0IKi7qtCVUlZmZYwkg6S738HsTHrY59x76RkDGREMZlT7Bizc6dfjul0zO8Pae+21YtR+BFuTgviqinddDa4nT36cjP0PjwD8mrOwxkdo5eqL9nra37F7OnP34kieK2k+O7f0hNTlvHkfXP3J9208lNxEaROUqFUa686/28coVml6yWs/kg9K++ut4pefo8+JvfshAJuWxBg34AdwAa62+tV5mK7BB4cPI9mPKtueC7ODOkXmsGd5Xvl6Fp7OnqO/IpsJZKNvNG1g+gS2/wlc/Rr+4kOGTz5g++EHPNnCowmuBvCi4K4bYN/X2emA8nJS78qBvAGr4hzrdmw4z7o9g97/4pt26b5tHCAdKKWpl+ZKrk4rzzaQisMUQxGBRjvL1VCNx/qJMBUeffQJL599gNKpfmzK5s1ix8KehQNH9vOCnzXJUqiNOvjiREJ70+hX+e6w5/mLF3z+6Rfs7u6+8/9Ziiai5wRLNfhqsbiTcE6SoMBKhCoVYyzZerKdEOvBOayfEKu9YqZUROQsTCXKyJBaKCkRYqJmhykDsvFkhCJC8WuqcRTjMOsr6rCC6YoyrYnGkrLBHBaMdfgQFNDZnj795vvlnGVaT6zXE6txYHAO3w/rsM1yRHu8W8JS0GxL1XlTigo6abOmMk2kRBW2qLFV7BRcyTvpufqm6Hf6Ft2lRc7d2AG9Jp23UNHZ9fP2+++PXfbnHH9e4OoXFp+jqmVPOefZOmGhLwGNIXGaYi8z528a/RGnvZ9UKHOklqptZvVPNwffF30oLTMcS+Hm6XMGsQQxjCYx7+/bF/+4iOgw7LnISy/xfj4/5P1yApMrK1vYroIaFFbXfMYgzltSXEg5IrVirCDWMDhD8JYwOFbjCKWoqXBJGBECQi4JkxNmUerbILrU36EA793GAdIz2FX4YwY3KqJZzlsx3dyp94g9OmotmGVBvAVnWVI9AZm7r1+wv0u8epX54uvCTVSQ38QCMeiz2aXIe4TcNtBFk9xUXSy6TYdYzcIPo4KsaT0o0B0cfnA4b1WAtuji4rzFVUsuFeMrKSbskiBY4sEgOXLML3mxz/zuS/h3M/zhJ76ylTOIuszN9Zzcj9quiVDtQHWB2ptgbKBaj3gPzlOsQ5xrVS3XFAoMxdimoFjUH0sc1QU8wnCcWc0zY7kjuIgjU/NMSonlsOezF1/xIi+8qpant5HtdsMnd08YjCMYw2Z0rUm6MJYZS8FSWQePHxwDE/ZqTV5mDvsrwuTJhzvy3Zbp7gXpuCfvAiXuyfHIfDiQy9nqoWtJ/Twt/BoG3QZ8xNnvrVP3rkR9y3rs7xJPD5lDrqf5cuait+8b3vubevDqxUGr3NnSjqrzhOOiYmNaxcZejJsCq0Fpr4uBuZyrY/3Z67niAVUsXW0gjAqubANX63VrXfEwrAzWCcZVylCxWbDJUNYW5zzGTYS1cJM9z/Ka/eYDlrBmZ66I2y1pXBPHj0mrv6CuPmH6y49Zf7hm+wi261Z1ay0guWhbynFQOmQnDp2Ebvo1lfO83ten7yfwuXY3t+1uhos70CF8J/h+X3P9j4kjlC/48uljjsVihyv8MHK3z9wdDavgcdZgDKQcSTlRBQ7HyHHJlGwpdUQ3pD80nfr2UYEjheW0SvUeTt6KBngZCdjf7Lj56hlPP/+K/d13d4hH4FgNx2KZq8WJRexAwSGSSB4olqquh9RGC1z8iuIdxnuMnzBWBSEoBSNCMY1XUYvK3Vf15NP3cOBAfMGIUW+sMCpLwHnseqL6gRI8xSpDIMVIqREkY32jBfrLnr5718uCeIsLXlkWon1TUrsEaMJUlS2SohLzIgYphq4SW/sAKionqoAqkee9Vq9Qpk2OkePxhlzeRfLg26KXACb02elJjN75WTjX2Uf0Oj3jXDZ4iMt4AFc/Ivpj3ylVnc7RF5f+b8vrS8SaM1P8+/yeDGcG7GuLfFGj4r7J/a73+K6oVTOvyz5y3B043N6ybFekn5AW2ONSVaof5xb+t1smM61XIUKO+iEs4K3By5m8V10gZUduipAq6iCaXbKqDGmN1b9vHL2ptIOSGLNuKpJSEC+rHO82GgQor+DwGZhB0c1FD2IzgifOFWMWSqkYGxVcWaMNxbGwLJlXzxd2h8zLHTxvJtUvODOnO8iA11tZYzuVms/3y0iz3mpCIhndSCkXQlP1tVPjjJrinpoxnEWKEhZxtgkCCKYA1lOM5RDh1UF7RZ6ldzNt9+RCufh331D/WCJGMaaJUBjdOPS+K9sU/2xvZOvgyrXn0ja1uYoJRb2TjCEUGKwn2oCfMi457LxQWVSyt84shxtqTWr7t9/xalpzd/OSwXoG73i0HXFicGLY+sJgBG8FHwaMU96rdRaxRslXy4HsLFkKQiI6IdaZNGfEFGI8vKaS1zfOfV57F9G3PSc5dDTZ8TG6FX/iGnVXYLLgLhRyUoFjqadqVe/Bg/OczcW/gVOmXS7+n9eobReT7qlQI+ejdnDRJu9eNT+JwzSRClvOSadLkDKiYj1TUDDmBxgGzbNY33C7B+sFH5R2aqylWK2qFGAQx8oYrsQQB8dYA44tx6snxGHDwV8xr6+I45pl/IA4PiaPjxiv10ybwGpsVTNR4EjSsV4S5HZDTsObBiLb96c5vaqSIUU9vL49Lk07Rl7nCfT66MzbyR/90FDL7GX3nDtj+SqsCc5xe7tnt1tYjyPBO4I35JqbT5Ewx8jhOHM8RlLsM+vPGzq3/TSgs5TCMR65vXvFyxfP+frZMw77725K0tld6YCpqkqqzoei+rU2g1OKXMmZbAzZOFLj/lgcWZyqpYoBU1qlVE5mu6XISVApl/43VH2p07FPvVzeI65Rso25YP01aCZFpdOb+XIx5tT7dBkqTKPiWFKz7idqxpCxtWC0U1Y1YZvPHaWrv9Yzrz5rubvWqFYkJan/ZklUFHClFMnxeJZo/9kiceYgXPKgLrlGvfO0O2FmzjuJn4vG+OcfD+DqR4bhzAbv+L5vvhfOi+YTznk3jz6KO84Z9G9ac+TifS8BVqVNKpwlzN+Oz36Otpdj3mUOYcfOGg7r9U9KC7yMDq4uQcr9je6bvs8dcDjCfKjEWVXnpAohjFhjEBHsKOQ8UBp/WVpDQGrKkALkLJQs5GzIRdTgr8zsDzPzYeF4VBn2NP+ctEA41TqPLzhvt84LW1kgNXXItMzYMGMtytsxhv2cmA9w2MOzL+A2aw71M765+tZJN73Pw6LTaGoZ+VqaelNRDFVrq3httf9Gn0VdUFMVUlsQEyCidA5rndJUSiaLI1tDqVYTf9axiOXlofLFDfzdM/iSt5GRfrvoe+O+Rev9Zj92echiz4dR8FSNBxO078p5xGjflfEejEekZWkrWuFbWQbrkDBg3QDDAsPCsC+EdMTNllx3lJqAHfVux3InLM8+5QUrMCOsH+HDwDAOfPKrx1xNKzbjyCdP1qycZeUdZiOAZ/RKVTTGMorDlUgdAtkbnC3Eg+EgC3GfMLawLAZbWy58Pm+k3+WWt/tqbdEq1QY10b5CQcg4NeU8p9Ud/5LTw5PQkdPBlXCuXN3v9+xKgJeVq3xxvDbXyvl3jJwP7AW4aujMFD0/U1TlzwWlB/p0TpL1c3HoaB9tqwhP4EetXrmx9Y2O4LxgvcENg5qlG6dU06JN/0MN6o82OVxdcW1GrsI1+dHHlHFLmR5xnK6JYc08PWEJHxPDR8h6i18H/AquXPtcGeTYaH4FoihluMLJcsCN52vShc5KbXZ9EY6H72oj6TbUTy5+dtkFeuBcH/3pBJe+OWbgK/JN4O72lrunB158/YL19RUfffARV1dbpnFkMwyIE1UYMYZSCjElXr6843B4l5W1dx8VKCXx6vYZT599ymdf/J5Pf/977m5eff//WyHmSqyGVO3JSqKKQ2wzMq6GkhRcJTEsOAoei8dWj60Gg0Wk6BisSgWkCDlDTYWaM0sRUjXkasjt7yCOarS/1fgRbGh9r0atLKhYMr4WApWVUzbLbA2LM5DkT26d0vwKtiSkLEix2OpwNeKwePFYSarmiqhNV24Xoz/0YtQCKCVqWaglkXMkH3f6tSSKZBUqO+7fA7gq6NjqboW9UtVTq72BoEuK9QaYPrv+XLyFP/94AFc/IHol6gm6HHyE8tGD08XFu4BYSxTB+wHnAoOxHOPCcZn5+us79rGyS+ds7wGdzi8Xb+HsNHAJSHom9ZLn/kPisn8g7WHxM7MvzPtXxOXd2ID2nGNn9P7QXpcOyOYMh1jY72fm46Ep2k1qpmisSrpKA1XUU7O1lZavboZ+YgSCYJJS2FIuiFE9n5y0UrOUN994C2ep+Z8ml5M5bw01Xu3h6REWC8Oq9WIYqFYlXu9uYRfhboHPs7Kkv+bbhSH6ZnPV/lIHV/15NGgFq7SHM2ddM8ICLqqhacyJlBOpKFWGohRFI6I0CXe+H94UTM5ILCwxkmrhOB95/lXls+fwW97eYPqHxP3x82PuV0VOi7q1QeXS26GVqv5zj7EqKVybB1g15qSQJZKxJuB8pppI8JEUEo+Ohlj3HJYdk7+jLAfyaQbps4bVne7ekQ6GfOv59OWv+WLc4qc1L3/9hOth4tE4Yj5csJsNk1xhvG5eam4Zd2nS/a1nTKxDdbVbU3mGHM++YT159CbbAYdKuV8Ba4HHqwZK0DcorVrc6dUd9HfQseFCuW/VRB08yKgmqt5YnD07mh1RCmyf1XoioYe5+HkHV/3fPaHVwVU32Z5pYhj1dcB16km0SgvUPov2vlUPHyAMEKJ6WV3+7V6dCx18DeDa4Ucd626AMAk2KJgy01kkpTjBFFGqIuARRizFBrwN2BDgyUQd1+RxyzKsiG7k4D2LN0RfqD4iziMGhgqS2vk1xFm6h0ajaZSqnztmxRnNWeFsptwu4De3kHT5jmvOGpSX+olzu4NdX/fnpEp9BfUW4o6bz5+y+2rFi3+4wvo11g0M0xoXLM5bwjhimmHvF19+wfGmp4Z+mQArAruUef7FS/7428/4h7/5A599+Zzj8fsSr4aCsBRhqcKCMKBKfxaoYQRRoNWLOcUaip8oXml8NUwUqwyMbj9TayEv+jzFGElzJMWFeZ6b32dR82Gjg6y2sSatl6KiXqipZlIulLhAWTA14WohSCGYwvItFZic4HBIxHQHksnpgJOZ9WixkhiCUJNQJVOk6FyOUHKhG+AVDCknck6k5Uhp6+WyvyPlhVgWckmklNjf7X9SS5w3jwNK97vhLCjTd2t9jelgqwOtidf7IR/iAVy9ZVj0MXoE/NrDtTd8PAxcrRwhGPzKEMIK4zzJWlyYsC5gjOM4H9gf9owmsJ8TuzmTcmIuhV1K6tdQlcLSlw9/8bcvs6s/9vG9HB49fV+XQjpG0nGmvKNBfSlicfr7/HA6UUY3+Wmp5JjIqbmblwu6ZO0+GZpmVdqOnH+hqJKPQalspZ9o69bPSe9JLm8GZDuw6tpWb1uV+/Z4/V3mDPsMPuteOqemTCb6791eDaPvsk6Tt5xdKr7p+em0zeXiiJw/8+n5qyoLDdpzEaPSA0tBZdZrE7Cgahb7wl+riuhtaLvQWgxFCrlUlpjYH468vC282mt17V3m7U4VB16nqJ5YIz8wqjSqX1MILLZtgJughViPMb7RuBRcdSBTG7gyWAwFIxlbLc54giTGVWE6Gsap4N2As7bR2y7tb9vYzf0RtxwXC3GHmSeeuUSc1sRpzePRMTjLZjXhjLSNTGky+0rrxGglVCk1jeZZz/03HcJcKu59U5yobqJ9RJ8ExyPn2FjDk61Fel/CkslzIS+ZJWVigaXtd7po0Ik0Jtr3dz60p9IYi8h5E957rPq2sOdg+7le3v9Lv7f+2mVi67XP26nZldceIPXJFqT1d2BAsnofikG9nbV3H2dbC0Z9vXLlGoWwWyEY077vtEJvsa1HRVoyCVHuoanS6IbaXVfEMTh9JmswFG+owZCcJjyst1RrGnWxgMtUo5DR5CYiUKGmNr9oiwnScHz3tTIGclNLo57p1AaQrODr9cpVny1Hzh1znajZ71qvVL2PSlDrkq5fk+eFzMDCSzATmIALE857nHeEYY0xKje9e/WMPL/ifkLslxRLiqoSeLPj62cvePb0a47HhZy///OUKsSiiYdURZOpYnUtccqZrQhSirIajGlZBA/eU11oHNozpa6WTDWZLJWEYSmQcmFO5WTvkaomUFveFFBfKQCqrk3aj62cQqX1FZzVditvBWO/kRUIFXKu1Jo5HmasVFahMh8nvIU8eUqyahAsKD0RoebazIBLa7fKWqVajs2nNBKPe1KeiXkhZhXjOuz25PRzV67g9dmyy6R1iuv9Gb7PmJf8qp8z+fGncSoaXMT7GIEP4OotY4VSUv4V8M+ewKMnI7/6q98wra4Iw8i4WuOnK0wYETMgftBekgrHw57DfsfXXz3jcNix39+xu3vFYb/n9uaG3e2RJRbi3Ix+0ce4P9qXnP/+2uUG8W03hn0DYQCToM6VdCjMNwfi4d0pwFR+vL5MH9KV1mB9hHTM5JApo1b11bivpVQ7sGqtpVJ1R1BrplAauIKSBbJQlgwRalQ6YEy6UHzTwL0fPZez4awc+S7qgEcUgEiBeIBweD3L/hIFU3ec+6u+i0zTwVX3vLLt/7msHsT2GklBrUQ4HmGY1YO7lNr6AXU6EzE461s/jwpZZAqlFlIWYq4sqbI/LNzc7vjq+df84/PM5zfvlmDQc279+b+kf8GPAHUiYALiR+wwYYe1en25ATNt1KjbqjKVsQ7ng/b6tYWroptY5yslFiQVXACzZIzPrJNnLp5DNEyr5xznLhPzXU9lBr6EBcpi+PzuJS+mK9brK7aTRZwwrQPiNjjRTLG1FSlCtZZqRSvARprymxqKxnoW7+1eTd91vVfAvwB+E+DRaHn8qy3T1TV+WhNWa6XEpEg63JGOB9L+wHJzx3wsHPaVtJzbFkCHdbItuZIgepRKVAzRFMqFJ9ylTPwlhfF+oueyx/U+8OpzcN/mL2hSobYXTAdVAtZardIaiyqbVWxekNR6r7zSAsOoHlVmAZvO52ONyq27s94JYi/7tkQNpX3AhICESQVSjFaKLdrHGAkYHEYGjB3wJiDOkozSrHKJWCoilewKxqsNgLhMNtoPItFr8kZgabTA2GiAxig1MLeMTfQ9eaWAK7frk6z+e9md6YIanex5jYKrTqzv1dhbNDX0rmmA3xURnUFfcRpnxUOxpGRJBHRWfMT56elub9+trPfnHHe7G75+8YKvnj3jD59+yh8+/aMmCr43hFLgECuHKPgkuALGOLBW1TMlg804O+CMwRmLWa21WuocdVR/rmKM/n6rqGdUQTWmyFEMS4VDqZRctZJeW6JUlH7rOo09630rUpuoTIWasRS8FFZBWAVLDo7DGIhNtfVPoirwunkZyXPEs2PyQDowhIohUfOA1FUTvTBIoYE6/QwpJVKKxGVHXLTydrx7Qc4LKc8cjpl5ydzczcT3IsTXdxDdAXNGZ+8+c15+7TuxgTOF8P0+8/etxnt/7c9dT3sAV28YnWH6G+AvAvz1Fv7yV9dcPb7m8eMnDOsNbhgZphVupeCqSjiBq4ohLhPLvGYzDSzHI/F45PbmJYfdHa9evWT38o7jcWa/33O3n1liZonaUxPr6yCrZ04vwVTmTEX7LqR+Sa/p+QZJCiTKXJn3B9LyfrMP3xd9+CcUXLGAyQmbZ2z2GHJrapUT57m2iRd65aRoU6potl7T0FFLQMuRGjO1lXBKOdOC4NtBbM/D9v67Lq38LsDVAV3C+0axb0s6SOrg6pazee6bRK9eOXRq7e/X28n7Rnpsl22zwLJAWqDkSCkLtMZfa7QvRJq7qk0qya5GTconymRK2jMfjrx8kfk6/fR9Vn0J6DCmS55cVk/77/X17IcALBHBj2vcsMaGFdZP4APFBWwYwGn/VQmtihUGMJ5aBUpWeWeUQulcRUqlYCi+4FzGRU9YHNPRsrl6wuF45NWL5zTtzDc4wwI8Z5kXao28uv2Yq/WKYyxclYoJQvABl7KyC8sMaYVQKMcVKUzkOGPcgIg2PF9e2/sQr4tOfAI8CZa/+nDFJx9+yHa75eqjJ5hhBc5TrdJlUoqk2xtVJxx3GLPCHo44t2fZL9RUlZLWNvDONKDiwXfKpXOUU8fU+V72PGxPUN2XEO9fu6BEuvhZTyqMKBToNO75CIvrz76Oh1N7xcV/+rwjDYBhz2ApjK2a1eYZaZ+p0wFNP4Ie4gVx9iT1T68oniqNWn2v0olJzWfH6Jj0VTeWQmK0hWwL2RSsKSSTSSZTbSLLQq6WUl1jOIjS/Gif07V5uFUw++ezjUEkivNoxVDS8k09Vx2McHFHCud00B3vOxN+jk6JgnOviaAzouE8a5r2s3dDrX/XEWPi6Vdf8/TlU758+pS/+9vf8h/+9rf87u//4Q3BVSaVzO0+cbskTMyYaHDm7PsHGTFZq65d5CdM0PymJATEGpU2N6hfVMltgBpMithhwVIgJcTqwDN0FdY2KVjTxkXPjNa2zmcoCSFjTCU4y9D6rUZvKFbIvVDzDVGA/QzpOZR4w347IzWybB8xjiOraY+xDhGlkpSSqaWQFqUBxhTZ729Z5oX5eOS4u2sCWoXlWFli1fd/by1MFdXCrpzHZ1cMvOOc+Ojgq6fY3j0avBT8uS+OVjmv7b0w0XUJfjoG0ZvFA7h6gxD0Rl6jylQfB+HDK8OT6w2bqy2b9ZqwWePCQJjW2NUaCSOIR1wrdYshRccwOLwR0hJJ80Lwjv044qwliON4OOAsCIX5CIeqtXVbdF64v8Hvm+kONvoNvc98vdw8dJGM7vFjUZqyFKV9pCW+p3L028Vp61Q1EWZKxpSs/hCCNr/WRstpOwLNtfR/6yZDR6WmWWuJ2mwaI3Wp1NioMPVP+9zuLzOXtKI+4Pv37yI62OlZ9k5D7BvHLprSDavfZGK5BK0dUN0H8Jnz54q1UQJT31w2KhFon5UR7WczuhvW15X+1X7U/Eoiy5zY7WBXfnye+rKHpk+8HfReUjYvwcD5zF7Pz71dCMaF1yiAajDqm49KU63yrYfJexAl/9bUrhMC4hDRioepVo0xa8YPrdoxFsb1Bj+sOS8zbxpHSrHExXI4Hjgu6udTGx3QOYNtxkzVOox32OQxrh967mIzIgVTz896B/i1XeeVwBMDfxkCH6wGfvXBIz745GNWV4/YfPAh1akha6JgUsTE2LJG+oS5GagGckZypphMrlXvy5mxiDHSDEb1+pUqr23iLxNSvfL/bfe2z6mXV9RcfL2s5OakR7nkRBYuIQ2cZh39vgOsfu7O01syFFzZJnzh2mHPXy+pj7RqolYU+2Dqz7BcorvTB5NmOG4pCBkxVe+hqNqZSMZIJhORaqFaag4NERpNwLXrW5TrhYheA9Dz7vdFOJ0SwWeM+gAAIABJREFUuahS4J+Cq35+fda67EJ+X65p3xX13tcel7DcciZV//Iip8yrVze8fP6C518949N//CNfffklr16+eENwVZvKYGKOmWMsTLmSqvb/VWORxp0VI6331CFB502dKz3GqpKvNbofMiVjS6JStWobBmzJGL80+4o2ao1FxKlPljEX3oy1JQl0sEnNpyqXt6YdwuANixWW76Go5AKHGW7uIrUUplEoRYizoiJjG1W3QilF6YAxEVMixoXb3U7B1WHhsD+SU1VT80Ur8ceoiYv3Fzt0Ru/+Vn3V7ICqH/1Z7+P33UZPjk6c96/24vX+fT+TXl/7ueMBXL1BDMAHwH8K/JWBj1eOjz5Z8/jjD1hdPWL1eEvYPMINE261xYwbxI86uOwA1lERclpIccENG0pO5BSx04qw22GnFXZcc9jtVW83ePzxSL27g0PGxqKZzdbr0B/l3lfcN42Gc0/AJRi4zNh3UNXbELussW0AKx0jeXmvo/p7w6FDvjP1QwGbMyZHTExIQVWGjMoSV1B+N0DjcFNq85YoKomak3pipcyyiyx7iHuoR04ZWzgvoZebs7603qdnvstsSadk9eegSznfB1d3b3kOl5WqDrT65+uAY+CCqqp9wacHzlRwRvCN7lGLRbJQCxwO+URpNbkJhaTK/pC4vc28fA436ccLWVxOvBN/KgrTAeklmCq8Pll3tvlb5c1FqwrFWBKqkmVcwIwr3LhpXlfdkNQ2cKUS7JlFgagYcjFkqW0f4CAI1sCWkUJgSZbN4yeMt3tw16h5zJtCaIA91MRhd8fh7o75cEetKwSLlYqzhlLMWTvcOap3yOAxKWCnlVIVU8LN5+fhQ87zzofAtYOP1/Cbf/4bto8ec/XkA1aPPiCs1oxXT5SmQ8XmiokLZlnIsRIxavI5FCwCRkFBnheizKTYqJ2u9/e0Xr8cqbVwTEK6uHEd+7zJvbxMMMDrlMBeu+jjvDSaUG0PtbR8Ta2iUtOlgREtJTVgpSI6vfDkLpD+aX/ozgDLta/S+S7OUl1XXzN6IKe/mXOzQUBav5XV/hbU2NRZBVNFCpmEJZFJxHpEykwqM5J3Kg2dImmeyTgSgWxsA8OOMjuMFZxT4FRQkKV07AYG2wWNBzi8gptn9/tZ+pXuJM2Kbt5+aeak/bz7KtCfll9eLMvMF599yv/3u9/x+z/8nv/7//jf+eLzf+Qwv7m7Y8mJ5XhgvzviXGC9juQwUoKhGoc1omPAqQ+b9x43BLz3+BAIzmCtwdvWp1ULUqL2U/pw6t011jPXSs5ZBS9y4tS/aluf6EX9FsBK0VaAWtQvkMroHavBUqIjjiNxXohxIb4BVnh5gLs5s9vf8vjxLeuV5cn1FtcqV4Ihl0LJpdEBE8uSeHmzsCyVZdEqWKfLvs1c9W6jsyEqnERneoW2+82dCNL8HOBK0D3sBi129L1sT35drud9/a58P5vrXcQDuPqeEJRJ/bgdj67h+tqxXa9Zryam9ch2M+JWA3YYCJsRO45asTIeMQ7Eqg+DN5Tg8Da3psYMBZxzGANUwXtPIWtzs92TUqHWAyKaWc6p9RjV8wb+fkWlT+9c/Pyyt4Rv+FrbjqImiEshvd+UyfdGBzCX5eCaCzVpRtZgMKhTeh9wyJmeo8Wr/r32CdWsPS7ErKp4sx6na87rLONvy0v2LHkXDn5X+cvLytJlq3efmLvU/9tMd72UvqDX9sDr02a/5r30PgJzowXGhZNSYCmZKm232TaBiGj1JmVK1kxejYkSI8u843iY2e9UpOOHGgH0Do4V53HQ/eU7aLoEin3ivawCv9aL2N73NE7e5CScwQ4OP3lM0KMbCIsLSPAKroxTIQJMUwhsT21rsBFqMxVWaW0pQjKFIVvGBabrNdP1luH6EcvLK2quvDnfvVV4BBKVpRYSlSxQjDSJbaPZ5BwwRMw04tKaSiHMR4ZSKSLM5aB9T0Wve68SfjgI11drPvrVhzz+9T9jtdkybrfY9RbGiRIGqEp9lBqbgiKavbZeq2MuYEqm5kixi/ZQSgRTND/S2byiFVQxOiOqz9r5bt1vw/6+6OOgX6nLnqw7NLGzo+VwMyx7pb05rzLr+pl6ubue+IKmVmyl28HhXcPFaHa9TzDSQJXrku1D/15UyMI5BefGqh8QlooCrYxpwMqQRD2DiglkAhmnJutZK0/FFZI0OWhrKHWm1plamxi99Fq1Es5L+1vIoBV9a8EbShJyhTmdL9YJaOZKOeyY7yLLq5tWve7RN2Yz59F2CW1/SdGhd18l3ke+/MfHMi988YfP+fQPn/HH33/Gl59+rknft4laYUksy8K8LMwxMeekHn2pnqqvvvUMGu8xQ0Bahd8EpQQaa1XwolaoTj2ojMWUgkkZUw2+ZEzOaiycogrJiNGeQGsxzup8Ypq5MAVjKsY5bPEtIVEYhpEcM8dxYToupJhJx/mN5o1cVJU3v4C7u8K82+NdY25U0Z6wUsmpEFNliYXbWFX0I2s/92VN9M9n9zWjKp09jd13Pn2H0amAb6v3/MOiJ766Km1nGFzudy/r3x36vY80xwO4+o7om4QN6q2yNbDdCOu1Y5pGhjEwDJ5xCLjBYQdHGANmUDpQNQ5Bu5ETRjdKTrNaJWdSzgzT2EBTZJmO1FoY5yPLUU1hj4c9KWk2NqVyGnWS/3T6vgRW90lCfXN5f6NwCa76kVL9ZrWcP5Po5957xyxKP6GolLRuK9Sp3VKVjoaCKWlVq1qVRlBVOki/5kJNmZqq+vzFdpTzgK0Xf//botOO+pTzri5l34L0XNIlla33mFzaAL5p3O+x6jnYnr8y7eeu/U7Mqhi4RIgxE2MiR00e5FJeLxGJ1vykVHLKpJjIS2SejxznRX3L6g8DpL0a20kMHUB1IHgJmO7nlvs9ugRh9t7PL3/vu6IawJpm5qwqbNJEIao16kPUeV626XUr+legJQaxlp4KKMVhisEWweaMWxJu8IQpEFYDfpqINxM1v02Ph37SLlCRi/ZJpFrIFJWUNuh85S1SGm1nHLA14aYVISdyLQzzQoqFFCtTBSvCIML12nN9teHqg49ZP/6gif1MyKja6dV7JBeQNmZzPW16jHPYTpss6dS3Vl3W12ui1toELqqS3MTofaqV0sQ3Xrsvb3F14PVx060jLGfCWu+7WjLEWcFVGsB3QFUqVWqjJTfKQRsHBpUst0b7kvrL0gdZKxjaJn7Rioc4J7rpNFafE9FZXBVRDbU2YFXVVFWBl6OKp+Co1VGrpWT1waqpUCRRSqRaQzVt1qoGpChMk4rgMDWrUSsOIwWpVamt2WsyqlbyDMUobbNEqKnqcbgh7WeWm5e8rsfewdsvk0L3p3Ga6N73ifzgiEvk2RdP+eqLp3z11VNevnzBsrxlFbFWSJkUI7EfKbHkhEtFK1cCYu2ZFujUBFusRZxtNhANXNESFbk1NjqVbDch4/KE5ETOhWptM/sVTQZawTb/vs5DF5Q+rLR1izUVayzOOrz3BO8ZfCD6yN7M5PL9c0dF54F8gPlYKcuCdzq+e0t3F3hJTTWzs07+vOubGT3TG86rft959BnwbHnxc0RPXl+qvd5/vf/Oz3tmr8cDuPqWEBRQXQG/Bj7x8OEEHz1Zcf1kw3S1YRwCwTuMMQRvcd5hjcU0qZqlROU+YTQT2Mj2xhRyU41RnnDzZOi8X7GMwUPxxOMANWJNhZJISfm4HNqg5SzX3lF7P//LDMgl3amDksueKwJUB8XoJvnPueWqb6Afo/doY2DlIYSMc4KvFSGdQFZHBjmlttEp5JiopTTD4ExKhXmJxFmBwuEI+4OW6/ecdXP6RHhJ/bsffbtQebcTZwdUR84KOb360sviPzSX1MFhzxD1XNUl9RH0GZoXOBzg9hbWX0cMR55PN8Q6MO4gbA3OaxU3FQVUKUYOuwOH3Z7bmzuePt3x9PnMs1c/LNMkKA1txevs8MoZVH0buOqfsYvNXt7X/r3nrJ/03VHbs5RhyZQhYoqFaHHuiJGii3kAU51SypATSMjGNrU1q+IEGHKpjbgFqc7EfCDGPd5ERptZhcpRVHL7zcODTHiTMfVIXHbs4y1mjohZGKzSZqokqskUh4KrusJ6YZQCg8NOAfEOdzzi55nVXLDeE1YjH/3FJ2yvHrF98ivCoyvcOOLHNTWoLP0wOErOlCKYVBBbEVcpedQ+IFOJJlNmS53Vc6ksAXcYiXFPzQlJhWoixUDx2r+FCLEBrJ8qLi0JduhWY4XSxUOC1R2MrzQDjQOxGesL1TRZZiopcpq/lTqoz1bzU6XaVr1q2ZsOqIKFoQGrYDxSHZKtmk4jWrYrVU1VRVqPiVICxVmMWGy2OGMoxmKwmFwpJFKdcckitlDsgslgloT4I96NVDtiMWQcVZyeuxiq8dToqWK1wrgoa+AwLxxzYcmVu32kooksc9xj9wd49ZLy/rr0f4boaahvWx3+/OOw3/H3f/Pv+Zt/+B3/+OXn3BxevmGv1UXUCimS5j3LXjjejewc1LwgKSOrAamBKXj1ZKuCqUb7NyvkpIItYjxSFVyZet43paTPFlZwIWCrpZSCi3Jq9jMla9LVoPT/tqhIjpiUkByRnJCSVAyrFhyV0RlisFTviJNwWCrHN3xkM8oqOh6/Ocn9bYDgzz++4qwKeLly/vxxuWb3JLC991pXaO7dYe8j5K0Hzbs4CZH3fxLfEF1g9RrdwG8dXF97hikwrlcM44T1AT+O2KDSyuKHk9lmrpwarGvbjleRRokqpFzIMZJTUo7vMpNjZD4eiXEmpcR8PKqCVtZNaafBpPR6zq8/7l3I4n5p+bIXqA/6ywy9b4mdzpe/yfDVn+ka2JVirlAj58nCeoRxDc4bQvB63Zt/Rn+6Sin0bur+fc8ql1LJuVByq1S1bHRMcGg9QPc1ce5fHrk44N2Dq0uxjA6s+t+FP+27e5voz0mn1F1WOjvv2XM2dB09bDaw3sIwWlbbtSpnhoAJw0mWttTamnuVf55iZJkjL16+5OZV4suvKp+j1/ht8f2as2jF5aIm33L0MXIJhHvVL19830HlZfLi22Lwjv/yr/+KMKhMthu0YUZMU8FqmdmTkpTomb5OXb3wBEPUG6VVNnJMzEvkeFi43d1xd7vn5devON59Tclvo1DmEDzXV1esp4nNesV2s8I7i3dOs8poIqLmpD2Jy0LJkVoSaVnIcSGnReeunEgpk3PFGIPxjtVmTQgDw7hmmAaMdVjnUc8swTrfKsjK7ytFJfrzspBTIsdIiYuaGudMXmalm6ZEyUlTwaVSpbS8lWa5K0Kulc8OmafzT5cl6nNmVwxco5Txbiq82jRz4FEpfFpUOnV5krPKQJdyQTXO2oPUf94KmCCc/K06NdBY7VGR9kI3DUZa435bZ0rvwcJQjKOKpYihiNPqlrEUq8CoGkcxXumEYsAGamNdIFpdje29tDLWz/FM9UUMMVdNAuTcJN5hSflEv5acMDHBPPP5//O/kJf3Ka3+c8QvF1xtVmv+5T//z3j26hW3+x0vXjz9Ae9iwY74acB7zzhNDENQPzDrcc7inGHwAess1ppWYVI6oFL7RNeNtrIJlZyi7p/SQsmJkgu5m8RRKblRehBNXJ8W5HOipTTxi5SUSlhqpaRMXBY19F0icVmIS2ReZmI+q2G+bdxP7/wyn4ge97uV31/NzaBzbi8UXO59+vrd92jvuk5Q632OhMYDuHqIh3iIh3iIh3iIh3iIh3iIh3iL+DZw9V2tIw/xEA/xEA/xEA/xEA/xEA/xEA/xhvHQc/W2IXIyvQuDlreD9wTntGfK68+stSojKkoNrI0OlXJRic+UWGJU6e/GI44xqmRnacK5xhKGgHUBaz2r9RrnAs4FVusJ5/W1YRwxVpuckfvEtCbB65wKO6RyelnqmTZmG52GWonzHV9++o/89m//HaDUyCd8syBG4NzHtQZCU8C6+gClBIxrto8fIV65LX4cmgqYO1NarDlReqRRAqB97UYpyIliAwZEe1WkUftKya2/qpBToqRISYl4nKlxJseZ22cvOd7dcrjb8eI5LOWs6tdpYJcNppfpiP7ZL2XvAzAaGKyqefnB4seudKZNuhltiVAVr3qmfokBIxjvELGIqKqRlebtMQSsbc713pNrZY6R//n//Fuevbw73ZdLGtwl1a2Xxy/9qh7i3cdqvea//jf/Bhc8WKFWVa2URlU7iTDoUNOfNXrKkqLS7ZrJ5LJE7S9YtBk8dhrlEpmPM3GZiTEyL0fqPJ8or+8jxKj61ziMOOfw3mHEtIdSiCkSY2K/P1JLeq/n+k8hutjSpQrsN+nT1Xtf+/fflGq9JLJlXqfHPsQvKe6vUp08NXRVFAj+JPBAfAXxFuZnP9lf7xTavjY5gRAE6ww+DAzjoJLrw8Q4DAxhwA8jLgSlktvQ9gJ9b2Aw1p2o0sYqRZVGHdQQrFPxCjFG11OjB7bPws1oG7Ul6P2uaseC0gVzPvVjx5woKZOTzs85a99XqVV/JynFsBTt404pkVNiv9uxHA8s85GvXzxnPh6IcSb/iNH01//iP+ejj35NcVZFbaTvg7S14dwKAdL2SABGTNtbSVOjbd5izRdQBXLa99acqJnDOOj1sxbr9bp665D26PhfrmbLa7Izp91y6xppGkuUUkkp65pdKiUV9sc7Xrz6mv/uf/hvVe37O+IBXL1tGItxHjcObK7XTOPAdr1mM40Mg2e9WjFNI8F7VkNQ0NPMU5cUmZfIbrdjd9hze7djv98xLzP7/Z7d/o4YKzFWxKj/w+ZqS5g2DOOajz7+hGm6Zlxt+PhXHzKttoyrLVePH+O8x7nmnaMjTrnuAkYcbhwUyBwzpT1RLleVfRDBm8bXL3B89Rn/1//2v57A1Qr4Z7wOpPrEuUE3+QPwK2BrYTPCb/4K1k9WrD/4iL/867/Grbaw2rJ6/Ag7jMg4qaKitRSnUqxiLda70+RIUww6uW524GjUtwURKKr0l1LEVXX0XPYH4vGOdDyw//qGvH9J3L3ij//+/+X5Z5/y7NMdv30Jd0Wb05/zehPkpSrgpXBDX6q6Gt0WeGTh0QDrR7C6cmwer7DjRvttxpHZQBahWMNSq/J/jUGcQ6zDrUaMDVgbVMrfeQYXGK83hBCYvMetV8y58HJ34G9+99kJXHXJ8RXn3qjeJ9QFLeb2mS4V/x7i3cVms+G/+bf/lulqjXhLzVZVK8WwpKz9NkWV+HKtLLmSj0dijOwOOw53dyzzgbvjHXe3Ow77I4e7PbvDnv3xwH634/bmjpuXr9jd3rDb3RFvX5Bj1Aae9xRiBRscm+srpmlivZpwrpmFVsNuv2O3P3CMLyhLaf5yD/FD4jKx1Q3hL4Va5OL3ysXR4/7c1qP3FXalrS5j/Etym3qIngLs0j6b9nUE8wjCBNMEm5XKVBoD+9/B/tOfFFx5zj6aARgMbEfDNHlW2w1Xj6/ZbDdsrz/k8fUjrq8fsb56zLTZMF1tccNVMyx3GDdgnMP5gSK6J3DeUdQZGOdb1400QOA81gX8GPA+MIQBackegyFbTUI7AdXDpPlcFnIuzMusQClGdvOReJxZjjO3x/0psZVzUbXbudkYxMTxcGA+HjgeDjz74gtuXzzn5uUL/sPf/y0vXzzjLsYfBa7+1b/8L/jX//q/Iq8GvHV460BUK7XUgrVOk1xGVRDVqLlijcMag3WufW/x3jdQZRiDbz1vQhgC3qlq4qNH1wQfGPxAWA+E4FkNI3ZSFdOJi3z3Lyz6nHiSgGrZaO0VBYlQUuFwjKp6nAtxv/D0xRf8/e/+jv/xf/rvH8DVjw8BGxBrEGsYxhVh8IzjwOPrLdM0crXZcLUeGQfPNK2YhoEQHGMIrTkTcsnMMXKclyY76knVECtksZiUKfuZVCoxFcRUilTmYjA4nPEUPyHTCr/ZMF0/YdpuWW22rLaPtaLlHWf9Yc2Ua2bCqr+QCMlGvNPshS2V0WqDtHfSpMgL8+YvWT9+croCHm3cblcDy3lR72atXeBgcrANsJ1GttuRq0cjm82I34y47Yi9mmBocsxeNYarBKRP9JcOlM3H5fTzDqhOFTogF6RkvAGMh5oZnG3/u9MJ04P1jkcfPSMeXnG4HRnHI0tVXxbPWQikb1z6wBNez/R2wzpLUyoMKuTw+Amsrzyb6zVutVLvjmFgqc0iU2j6hULu4Mo57LjCuoBxA8NqjfNqpLi5vsaGJkntwZJxm4r3ZybvY7SieM3FIsa5AneHCkMcgJcokHzFGWw9xE8fIgY7bhnCGm8t2WqFUqxRNbdSKCWTisrRFzI1BIwINi244Mk1Q3RU46jGkq2on5B1YAfEz0hwVKf+WcaF5j/0/uBzQahikOBwY2Ds4EqAUjmmgCyR0tTzHuKHx2U7efee65sEuff1UhnzUsjlEoRx8btcvN7fpxtxPsQvITpn4RJSO2CEYYBxgmkNoemp1grDJ5Dexsbhu+O+pWxARVvcklUFc1iISyHG9gRah7iRMI74cUWYtgyrLWIdxjhMGBUsOBVhwaidhQGtXDmnlRkR7Dhp9csP+GHAeRVUslZablYwVbcY3l0kHKsjZVRF0zhwiepTEx5sipjVIMxIMZAzxhacydhSqCVr5e0wYcOe/f7AsiyEecG6gWIMy48cRdE5Zj8wisUaj0iXRTdqYWH8SQjEWt+uCTjnMcbgjGueqh1cqQ+XHwLOaoVqnNTQeRgC0+aaISg4DYMhBMNqpIkd/dOIy3mRtt0MDuoAtQgMgXkuzbPtSNgMmjh9gwvwAK4uw7gTLc2KdEVPrB9V0cZbpgaupilwvVlp5Wozsl2NWmmYxibR7hmCbyppUEpq1D2jZeVSmv/DQi2ZZfZ4Yyjdn0EEJwZvDN669n6BaRz0b6xWjJMqFoZhxDqPc45azlRAi4Ir11zNRQy5lcuNEVxF1cuMxVtRs8dUKceMtf50WYSztHWno/RKTgdVHWw5o6wD79tAdjoxGeexYUB8QJxX8xY36MQqoQEpc6IK6uFe//cJXHUFIVGp+2o4abhWC7ZiwoSthjAmYivhh/WGYb1hWq2ZxoWYCjGp2lffrAhnOsylAl+v1g2c1cImgcnDNMI4OobBEQaHHR3GO8zooaoTvRjBV92EZuvUx8M67DA0cBUYxqGBq8A4BqUMOos4odREKampT2psUXDVq1cjSlHMDdC5otnnDoBHzsCwV7Ue4icOEZwPWkk2Ri19pCtfNdPD2vzW+gZI6ok+bK3BmjZ+RRcyb4XsDMVZcrBE7xiCJwZHSTrPZGeppUnPvZ8PrjSVTuNxOgYAaml+SN246Z/M0vx+4lLp9VL59T498D6YMvfe43716hJc9e15tzL45UpI/8cYl9qnF09CNeq1Uhoc72tJcVDexsbhzc6gAyyheT4mkLngDjPH8Yj3A8fjzHKMxEVVAE+c6baHQUyjr91PBzTvq3r504vUglx8bjGts0BOH/lEhrk44X4FjDNYdcjEiMWYgmkWOyf6XFPnNI3fXYvFCK3Fw+O9wzuHs/rz83z/wyNlWGLFSKGWRLGq4VlF9z6CRYo0UFVOXl5FClKFiqoiQxNabVdITdjVY/DM1hZVWT7L2DYa5r1L/QuLb53D5HWqIKidBUZZGWLUp7IgWjF9g3gAVz3EgJ+wwWGdYRTTCiaVaZjw3hGCZz1OrXLl2W5WDOPAejOxmiaCD4zjqJKjTgFRnxNqsfjoCN4htepALpmcFqRm4nxkdBacoRgwVnDOMFrLKijF8Gqa2K4n1psV6+2GcbVmXKnkdZcxPWnlVuXeGiN4Z7E+IMZSs8c6o/1hIiAq5+utoWQhZjjGBTFncGVQUFEvvr9gcZ/oKYHWc+WF0PrBsE49UdyACSuwI5gB7KDfW6//7rLC5mLZvwRXfTtQ2xmdJs+EOirrNqJSwAjWCwavC4noxBC2j5m2t6y3t2w3L6mt4Wq5+DzdG6p7J/TNSX99RatYARsHmwFWK5gmzzB6/OCwo8cEdZw3qJmns0bNCAVqM0kV4xA/aU+d8/jOQw+jgivnEG+o3pOWhXQ4vjY7PAY+4UwCGQUGD7HqEZazkfEarVxNKAi+5QFcvYsQEYYhEELAGMhLAztSdcEjoyZHzQyzHxSMEawRnNHsqgOCEQhGTYSrxVQHKVCWAEvA1EiKA8fgVJ78PYErI9oD0I0/sR7jvG4pSqW6pbnhBpCfLkv+H2P0uah31XSq9n1K4CW4ul+tuuyfhdf3SpfbwJ5Mgx/umfcQP3d8C7gq5uzdUpvUvjWw3//kN7cD9Muqp0TIqWLKgWB3GAxhmJjCjtW4Jkftb1J/gvo62m99RRWQosnS/mItRXuMTD17VhRN6pz+3SpWp1akhr9O4+V0mQSb2ugQrfYUKdoLLdqnZQXda0lt+yyBWkgW9XBse8XgLd4ZrfSIJtR+TIIixsrhqHTE4DPeCg71qBNboQErRBowNHQ/82oqUqBWUVaPMWo8Xg02qpS91KpJPGOorqgHYc6UnEhJ+7LapUQ6GP2Fg6zTs8l5zuv06Ibdm0WRgPXkIqRU3ug+PoArYLh6wrje8OFHjwlW+am+2WoLhTHoZimEwHoa8S1zvFopD3VcTQ1MOMI44JvTuHeNAytQq/I2Q0pgwDgFPykuSC3E44FDcJRkSU5w3uK8JXjHMHimaWSzXbO92rK9umKzvmJYrfGrNWEYmwO5aVnxninXbLJ3FhsUXFH1QREjmlkXraaU3HuxKnYVsOH8aHRQ0bOlI+dFvff7BODaw+MrePyR8OTDLdOTLdP1ltVmwmw3cP0IVls1g/Gj8r+NVYDXc6t95kNaJavPgLVtQnv0Ud03qBmS+vGkeERKRqrSELIIUYQyelgrNXH9gZAKxCMMs86/ncbQ43Iz0kHkIxRcbQ189AlcPXFsHweuP/qQsNkyXF3DsALnKM6TrJC7CEqvKvoGnBodwnTd/Y6VAAAgAElEQVRnemcbmJJGn9JFRgoUEtWU1yazK4GPjDI8BqdeZRg1Ms0ZjqJVrFzVGHnP/8/emzVJciVZet/dzMy32HIDEkAt3c2Z5vQM2ZSRIX8yH/hXSBkRUoTCmWmZ7i5UVwHIJRZfbLkbH/RedwtHojqBAgqJKqiIZUR6RLjbqleP6tGjAq5a4BZZ+HZnx/yz/XGmAGscxgjVT2svc1ViJE6JHBMpSgYxpXyceZeiNM3mmhjJGmMk+5lzQ25Alf6AGDxhavGDI3jJkhpjicaQ/Y8kXaIUGIPWZX5XVjIrqdSCkzYkPZuN9LN9Z5v3UZ0v8urstXz2s3Pw9a/JBb9LEONn+9CtXtmzWqYvGZusT5FkVqAb2X4Aq9TVqexFymBGaA4j2miWFwPTJAJfOVOEnRqMEzbHaTae0KIldyx3cS5tD7mCJqWOv+8aR9O0uMbStgrXnCpVlUrbqMeCLRGIGmILKioIGuMaTC5sA9ugQ0KbSKYkslXGqBKOK4vrIGXFanPJuNtxaLci7qP1H/0M+RgYpwkfFCEYGqNodMIYhbaaZGuPvcRMSeXiDxLZSCVKq1KJDpSRVZlIPOFSH8k6kq2sVbm0iiiXyBH8ZKTNQs/6lX6C9i6/Nz8eU4q7WkFEZk+a1mAXDbZr3wtT/kWDK2MM6/WGi2dPWV1e8PzZDY0RxTadA7lkgp2RBj/XCi1PGv4MXdvgGkfXdRhjRSGwqAZqLdWhkkggZ7mcORtRGLQC0NqmYXKWxhoaawjW4IzGWo2zUlFqnJEsSC01O/kMZWTYaOUbK63KNHN5wKqizDGrrGa3VCn1nqpEUrrWOmOKOk+1Wq2q4Kp+XytXDmiVDM9sluBWCtO12LbFtkJv09aAdcIZrBSheY/VsSqVj/vzeF9rRa7S/8r+p3zMUOWUyaUpVZMlsYQioaUR1jgBNm2HXbS4RcZ2ETcJIHFUBvNjGo3iRAdcAksHyw6Wl5ruoqHbLGnWK5rVErdYkJuu9MgIlaBSGSklee2sDJE90gOlL4csykNVqajiSpWEeqDOHmmrZIFozOm0KgVKinfUmcm5VLJ0GUBdhws/lOMd+fDVBC3i0KswVE1I+g+xeaymQUtlWGlFThI45JLwVLkEA8cRf/L1UVZVcRqmeXyOa3VLY7U+fl8r1z8eUK5PWn1086OfSFCUT5X1n+0725y2N++sUe/Y5jYPHs593LkZTn2nlRb4cxLmp2L1KZynB/OsoFWcJ8URJfWDNeHWexVOw9hDhhADwU/E4IlJKO85J2GePOKj5aNPzOST+yiJVlnfTr8DM9+pTpWcIs4rsdjs7KTZ1/oWWkFSSqpNJTkua7Eq8dbsydEZrTSZjLZgbMDYQNO2pfdLWCmPYq/vaCEEhmnCGiNCXkaRjUJHjYkaHRFVRa0xyFqhlSLlREoSXxhEVEkRMRGMVmCk+lepjVpprBVlWhFjMrgktJtYLs9P1YW/CxSdJ5DqnZcoTCNE7E1VVWv9frDyLxpcdd2Cv/6b/4GPPn3KxfUFN9c3NFqjyYRxJPqJFDw5CRCzzmEbaQR0RhRrrLU0TXvk4xqjy4OcMOWRVUfQABRlvmQ1uXEs2oYwNSxb+Z7oyZPBNQbrLJ3TdI2la4VmaIsMp1B9MzlHARel7CzuVKFzljak8roqZd8UC3WulHarOITGSEVNgcViZsuuQWhl1SHVfqu5KlCrob0EewFmAyxaWHSotgOnSzOWnlWq1IzkOgNO+XSe5GtJN+XZ71fLuUQZmeiFBpBSxseMPYIrAVZZWbRdYNolZrHCbi6wg8Ltd3Q7IJ0cbQ0k5nm/orfEBXBxAetr2Dx3LC9WtBeXNFdXuG6JWa7JtiVpRVSU6qCgJJ2SOPqZXKwyUsLPKZPwpJIpid6gk8EYC1ZL1ikXHnS9LlIsIGvIRjYr8TzzIpeSJBzOS9awXsOawXtAKlkfqmmKMmJTFIS18PfHAHfjB+boFWQlYjQZJfc7IiOss0alSDaRGDwmSWXVR/+otfDYelgqybk8F9JbkzFKrrPVisZoWmtonSaZHw9cqZzQKaJzQuUkVeOc5N7PWQKnGCFN/Cyn8sdZBVaer1ejav/Vu8DVfLGfh99zq383pxFWSviHnoD52YAjkXPehQdHimDKpXkngSlZOJ9/MORc37YCGii0++gJPhHCSIoTMU6kPJKyJyVPzhJ3ZbJQMooctrxWxHNqFipLTJPRpfpfkzg1UcmplWtmtfJ7Xul99EwVyjb51HUo9DhZt0Wdz8rva42xAdtE2q70w3cdtunQ5o+v8/TjyPawp3UOrxWjgqYk8pXW0rtdpOltkzFaY7XCuCSjg4xCl+/9lDGmVKCUJPIbqwneEWMk54RzjhgyKmu6zpATxGyKj3mf2s1PxzInUTMo+YckydsQIWYF2oG2p/j1X7G/THBl4Fd/9dd89NFH/M///t/w7NkN6/WKi+VKeLE5MfY903BgGnq8j2itS1OjZKKNKfOjtJKMhZashjGpZA9A6xJMg2QGlGxWK7LV5MbQOY13moXTLBuNiga8xZWq2KJzrArw6lpL20jVzJZZBJJlOO2bUerU5FwqJ9YqqRyhCTFQGaNG5cICTtKMTibljNJJqkOn08WCk7ueS/+2lIrVArobaC8b3GaJWy4wXYfqWmgbkWCxqhBYkfc/RgEz95azlF5q9UqrUtmC2kv2KCIojtSoJFoWWkkTKlK6SVn6VrLWBAPWaqFaNprFQjGtwa/B9eBGCSAquKpOVnMSi9hcwuYJbK41y+sbuvWGZr3BLpbotgPnCKokA2fJQwUkxPGrHEtjaUQFTnLzGBQZozOGhMoZUiRPQnfMMTxibWtVingRwiTtNsGeqh9p9tnZyO82wKasq7U9Z4W8fo+oC35oZpXI3V9ewWIpolc+imTq7Vu47eH+A2sgy8f5a3DMwCpqCvRE39AaaxQ5K4JRJCMZMmOkTy9rTTIG7RKRREqWYC3eGhqr8EbhjKKxGm9+vAVPa4U1CmuMbNpglCEpTdTphBaz/nqU87N9Z5v7qPmYjHliqNq8h/SbANg8FK9f9Tt+72f7kK3WM+ukQ4/cGZOIVwSh0B8bSvIPX5es6yllb3yAyUOKkRgFUMUkSacwjsRFKCp9MtNKGYPWrvT5iNquLiUlU1gg2hjarqVpG+l5ahus0zKDUp/u47qC1u/nGwDmBMaqwJAo64mf08agsjkyapS2pdShSl9pQjctbtHRrjoWq47WOSya8Ecklvw40e8PRGuxWmGVote1zUOjjcirG2NwzmNNYT85J7RxGzFeZrQm3aB0lupcTjgr683YGvzYkvwCZxQET0MkrjUmgY0Oi/qzAw7zRNOR1GUKPdDJ0pVCxhmw9v284Z/bOfqDpo2iaR2byzWf/fITXr78mE8/e8n15QWrRceiaQotK9AbxWQzk8kMUxAgVQIEVcrMFGqP0hmjMkpntBI1F1WqDMfLkBMqpUKdKVlolTFaMtBWS4AUjVADG2ukKmYNrlAFja4P+gl31IpZVbHRWqEpAMuIU6il7VNl6JTZUaXepdSJllSbL4/njZOIxbx5WivoGqECNivo1op21dAuFti2xbQNunUoZ8tMjRmwUrPtaOpxGrYGo7q8WD1gGQJ4ZBDWgLUcS1V6lF9JUsUjPzpf0tOmaVpF20pfEwFsLmp7uThjJQ9Ya0QsYrGGxdrSrR3dak2zXOGWS0zXoZ3M0zgeRNnXejazkmHSALnI9SiiVBaPyk2m/Cwe34KYpPdKBK/nZ0sqbaWGnevFKl6ixrO6OIr6B6pogExR+rBAOPEDpybkD80s0FlYtiJ9n5DT0hQtEx+hDz9+FStnhIZRnrM0o+XMiS7nGdPj3x9fV+XfGS2lcOjLuO9y38imlWQhfyyr+6OP9JuqWsWpCv2zfW92ZHjxONs+p/udV6bm+dZz2jOz7xWPs/qWx+/zs32opmZbtTP4kAsl8Ch8lflGZ/RD7mHxV7YId1lnCitHQIwpLCBjDba0QOTCAlFaksXVx2hjRInZaJwVdWSrBSxYc4qXivjbN8KbR2fueE6Kr62x0yxOmscqlT6GNqLAbKtiqsM1DcY4jDKE/EeAq+AZhpFoo1SklJKYQKnCgpmExqcNrg1YY2idwTn53pkoCs7GEEwoMZ8ke+t1CJMmhomUPLYx5BQwKtONrcwytI0oS5ZE3ln09sHZOeXv3NfVr3n+VZ1y/kc2ieHITDPvudD+RYGrbmX5+ONn/K//6T/y63/7Vzx9+pRPXnzGwhqcVmidiZMneo9WgdYmggV3OECWprasYmGyKVKKJagv4IqEylpAFxSIUyyV0nJM6OTROaByRKeEIR/pPdlZcuNoWodtLIvG0jmh/RjNcauBldZJVMh0FjqYVkfpT117cEiQAjkX4YocQCVSkfBEmdJwWeYiZIWZZZfrnCvHiQqolFRJV88FWDUruH7esL7esLy6odusaTcr3HoJi6q4oMFUB1XIu6pI6B3pf5w8YeVI1cpOzQ5VsJWQn2U5hvo7KqpSyU9EH0khkEM8BhvKKJp2QbsYCcsDaeOxVt42eEhBvtaPdo2MB2m6UrW6WbO+vmR984xmtcQulzTLNVhLtjLcMKRETKnQNxFRA8qhoo+VDZWrfLZCE4sMPwSFqBBpmdEFMhH93DnUU2GyUAHt7PRRnIIx4g8r1T4M0E2gvQCzppzK2uP69nt52r5HyxAHuVU7A9draDvpM/OX8OQL2Cj4f28FFP+4u5oZU8BkWfRifY6UImR1jG1CPtFYY8rEKNPgY0iyxUjKZXKVkiGRMSdikh6FmLz0KSTxI0bn473woxx3llkviohSSRJMuoLARCbK4OAZveZn++Ns4gSS3hXkzMHWPL8CMz/BY5A1/93ASW20zs37sK7cHAr+bKcVuq7S8zpmbVal8J8qn1wVmsUPD5/rXnWIyu7FUnGx6bi8XHF1veHqcsNis2a5WrBatdimxTUdrm1AG5KyAgiUQll9TOKghK2ljeRwnUkYkyTcUEW3gcfVWGav5dnrERGDikGKeyI2FMl1PS8cw0ysivGgAhlF0grlDBqLClZiOWcx7YKmXeBcxzh999Rl3w/cPzzgbFNiPITRwknovQLOpu2w1tA5J1UzY2mNqFgbY2iMLeq1GU0UiqBRtE7RLhoWq5btcOBivaS/viB3mmXwbJTGdUthV+gPE1DNrWLkcybSu/Z7fi/MUxJKS6iqncY2Da5p3+uz/yLAlWsty4sFf/d3f8unn37M3/27v+Xjz16y2Wy4XK8xlMoGES+TiGiCQ0ePTgY/6SL9WWcxyEOmklwOldRRBUsbc2qinDusHOX3UyL7kew92U/o3GPzQKMmOh1QNqJdFkG9RrHoFIsm09lM6zKNEYzSOlVEL0ToQpd5VUZredSKMp0kp/LxxjIW6f1AskVStdJlALGAAGs1ekYxMhpWjYgnGCWzfysFdXkJbgXNQtEtW1znMI1GFb+uaokLkOEKCXSUO3kaOYpZ1KU/13RB9ZhRvtYjqACrZuFilPdUgaPEdQrE4EnBE6YRPw143+PHgRg8uVxDo5QMzOvCsbIVvWCdFE/ApOugWWraznD1dMP65prV1QWL9Rq7XGC7DtMUsQ5rhQpWKH0pF1W4I2osoGlmuZwbaZYtbvJYucoyzA5OanLFVOmr0nX1QIChKvTuWjnNcFL+lt0ix+Iwyl5FpHL1IdICA/Aa6HoBuk+eSe/VaiH3nnPQLqQS97qH19OPt69S4Z6nvtKx4qhJRCI5eUienCIpetnSBLncwyS5R5Tc14pMToEQJqZpZBpHpmk8NoRXCXZFwqhSyfwTWwoJ33t8PxJdQ14EdI6SuClpJlVTvD/b92YTp/7QjpOqaQ2x55WqaudBxryKVV+rgUHmNMvQ8iFVtc/DpD9h+eWDsjmfZA6k6hWbk+GKsm4sjSS5LOh1Df2BrO5NHRdy4eDyasnVkzWXz264uL5mfXHJ8uKC5WbDcrNhdXmJa1pss8AUqb9EiQuUQllbkojiWSX+0RjbYqxDGwemhApJcKSiYMmyXxnxlbWAF5OcCj+Bnzx+CvhxxE8T3k+kGEqStPTTlr+j7EOmcA+NRekG1y7oFmvWl1dc3jzhsN9x+GJP+o7Vq2ma6A8HejWc1u0YSDkTUyKmXIttMpDZWjpn6doOayyda3HWYY2hc7awrDKGIK0IBgYDrjHst47xsKffrIjTDucMU38g+gmjP6JbdPTO4Jwq7CuOgO9dFfFqMYFPmRzklkvkMses6J1VltU3/P27bA6I5gBJ83g+X/UQtfvtPOE0C6PkHimVzqzlPksJjJX+6ffZuT97cGWtZrVe8OzFE379V7/k009e8vLjj3l6c0O3WNC5RjKupRE7a0UuNL1slMynVYlEhBxQJYuRU5AGbSirlTz4yVT5dcVJNQwRnoiS3U1+IHlP8hPZ95KWjxM6e0z2WBVxKuF0xpmE0wmrE0ZFtIoYlYRSOKMDqUL/M1oCmKzzqb5Z6XMIJY6ZomDdP/le3IY+ug4xo0vbVHmIXFsKSK6ojnfQdArbOowzaKsfqavLOSpgiMRJnKJWrGaPYy29H6lE+VSrpf4NHCmOKZ3QQq0CxUAu4CoGTwxTCUQnYoxUhCK9cwbXlGNXkNypyGiswlhYLDTN0tF0jsVmTbde0yzX2LbDNkU21pUBqWVooM7iNMiStSdxpP7VReF0fGV+x1ElSXZAmncTuTRPpXgWQMxXiVwWjni67XSNZfVMObDg25RPGZ2AgKqJDyl4OllC6Iv9CH0vDloraeNbdeVYFNx9Kce2LfO9fpxQq0qqp+OiLRcnnfxGCrJQF8Us70e898RplO/LYh7ChA8TwXuCH0uiYCT4kThNRO9JIUAsVfAs4CrnP30uP8VMIolPC1OpqAntWFFPxF9i8PvDWqUGnidFLKdA4phg4XFVaw6s5j1aNeiowUqdq1WrWT/+VZwDq/kRwYewd38aq8deQVTD46t3Dq5md0Etn9f1JuYfDFzNVYUXwFLDemnYXKzYXF+xubpifXnJcn3BYnWa3dktllK5aju0bchKE/MsrjKmehZJEBdRB23ccbRJGTD1CHa/6/vqp/OjNTKTkozJEL+dC9vkdPpP71WI2ieJVzAG6xqadsFytWa9uWRzcYl72wpQ+w7zCL2fGPqepGRmlyITQiAWdeEQUxHzADdOWGeZGsc0eZxx+CaI6rWxxMaW+DFj8ceZrk4njNW4wRJCJPgRrQOr5YpQ5PKb5QUha1zT0CaFs5BMTaBldD1POQv4i6kMV/ZMIdKPAT8EUswEkiR5taJtden9UlhjheqpDcbaowrifFPGnHqX4ViErTb3e/Pr/Si2PTvH5/5RzV6UkbDy2e9jf97gSsGTj1b86pe/4D/+/f/Cv/3bv+Hm5obnLz7iYrHAGkPKgexFApsstBatEkFHMkGyzFMPfiJHL4PuYiDGQPCeo0S2RMzYObjS+ohvUoqEFGVWQT8y+YlxGunvtwz9wLDf4Q87gg9kH0vVPqKCQ+UFOjfgd6jgIBpUOKCTxeQGnULpJdIYUys80hgPFNVAufUNBbtkyaTXh0ACIlH0ysGf1A6Qatf6QoCVMTJXKWsBV90GbKdwrcF1XZFfd2WqtWTuoWbky5ZzQWcUR+Q4qhkBp8ch1rLOYy+oymtpVrmK4Qiu0jQQ/ShB6bBnOhyY+gPjOBCCl2yJMahCwTRrJx22XZTdzZCywjYOay3L5QpXpOW7qyvsZo1ershtR3YtuWlQTQPGkLVFpYzOCZ2yVBVAMoWUvpuUZKr68dDqoqeFvhkhqxNyyjGSyYQk4JzT2cEnSMOsP6yMK1G5ZlzKaaprKjAmGLIMEn6DVIU+RwDMhzwodL+XHqvDFsJKjq1rHcokmjai/xrWvwW7hX9AANb3ZZV69a+Fbiln+n4ofHtD9Kr4iEgYxW/EGPBTT/ATw3Bge9gzjQPTfsv2cGAYJw6Hnjj1xDCSpgk/DoRp4LAfmYYDfr9j2m+J0wDTAeVHTPRUwsKfWjo7AzFlkt+SJgVjh2paaUqPoIJHxcDj3OLP9n1Zz6lfMnKqNtUek3mYrc82c/azc7hS5xi2/JhJi7pH51t9/S8JvFfg1HLqhj4nelZN33ndcZbxjCVAFAm4Hywbs+I0wuTKwabTfPTpBS9+8QnXLz7i5We/4vrpR1zfPOfJ85e0izXtcsPi8hLjRMpcu7aAq1p9UiKVXj4jSwZc5M6V0N6sNdIWUc5IjS7mdbx5lSJrCUlUkk0ng4oKZRvpdzYZbaKM6EmnNbtKwdf1PKPJ2qCtwzVLFkvPs2fP8WNPIvPQD9zfvWL78Ppbn8v9bs/Bv0EpcwTIwdcSUMmYllip7zq0dTSNE9VC61i0k8z+spapaTC6trJMaFW1AEosaRVNt2ex7Hhze8+2j1xcXPD06QM9ls3FFZvFiuWiwTmD0VaqejlJQnDyTJNne/eG+/sH3r55yxdf/I67u7d89dXv2d7eM00jfRhJPqGVYrFaslgu6BYLnt48ZX1xyWqz4cnTF3SLFe1ixeZizWKxZLW+YHl5SdtalguJa7Xm2N5R/Vq99iMnb1ETyDU1UV9Ps9dn0arcJ+Xmkf6+94NNf7bgarmwXFw0/O3f/JpffPYpv3j5nJvLNRfLjoVR2HIzURB1Cp7gB1EHHAd2ux3D/p5hf8+bL77CD4eyjaR0mlwNGVOogFprrLVl/pRQBCklz5xkiHBIkXGQTPXoJ7bbPdMQ6PvANHpiGSiqU4+KgdQYUuuIWhF3G4ICnxO+W6N1xmqEK1U4YkqVDFamzNAp0bWSkkaVV1AKtJFhpSgtQBPZz1qmraa0BO2mgCvdytuqqkxZNwPaqpJx0EUFrxJzc6kqlds15jK4iLJvs33VtdxSf1YXglnGrfQsEQLESPSeTJRhrePINA2EaWI6bPGHA6HvCYc9sR9IgycGmQafQxYcmcskdSufrSn8Wudw3QLTdjKI2bUiXGEbsA24BmVbAYjSiStVyiwksJQyMSZ8ECd4lIlV4qCl5azkv1QiG0OKBh0EmGeVMU6ydDrCKXUmTmJETmVdOlVJZRdsL752hmlzoT5MUXooXiMAqwZnH7LtgRzgiy9PLXxdK4IgTsPFBvpreHgKv70t3Plv+Rk1LJmP1KwVgIwElxUeVKhwbrFQ+FRSBG/IWfocp8ELuAoeP/X4aeJw2HP79jX9Yc9he8/D9oF+GJiGiTANRD8Rx4HgB/w0io+YRsLYMxaaRvADOUzSmKw4KrzVfT4PO78pPGX2u990bH/ovFlATRNMA2nak3xL1lYqr6nwUn/41o6/WKtVpTqjCk6BxDkV5nx7F7hi9rfz8P3Hs/O7ttqHAqzmAGe+zUO172qKU4Wq4wScjvJSs9+dX9XzmmSxnE5p/u8x36E4zcFsgBtgaeBiDU+u11xcrnj5q0949vFnXD19wfNPPuHq6jmXV8+4fPIM1y1pFkva9QXaNRjXorURQFWATO1ZVWUtTCX6lS9GZnpWQbFa6Jrt49wnJnWq0M7JMDFmUS/MuWyQUKVvOR2ZH/n4+XLwSisMmmwdrhXVveVmw8XVNdM48vTNLYRA6AcGvyd/ixOfYkT5wJFTF6P0MVS655xuOEaSd/jQkFJmsg0pgo+Jxgo9p47pIQ0CsojCgNASy9lhou0PHPoDKcPmYsthGsG1XGweWC2k94ucmA737B727PcH3rz+gru7e+7v7/ndV18wjAPjMHLoDwKo+gN+HKXalmSUkFJK+sGskf6wrsO5prRtLDBWhkO3zYb1xSXXN094/tFLLi8veP7sCS+eXrFer7h6csNmfUnXtSyXFowiq1PSWKuvV6vm9+671ssjZVpD2xi6xqLewxP+WYIrrWG5tDx9suKzlx/x8sVzbi4vWHYNjdWYXKhjCbIPJC+0sbE/MPZ7pqFn//DAYfuWw/Ytb776PeNux7DfMR6kpJuyBPJaIVmSUi50jROZdq2PijaldEVMkRATfvT4EBi9Z78b8FNmGEvxpZSmdfaolAjNgdA0GKXwi7tSecpM6wuM1jhjyN2S4+2gpYcqF8cC6khNqvO2jvktVYfiGbRRx6JQHZhXrRaXKrgypeeqAiplFJiiWKjl//pIjSxvUknNNReQKEhAixIDlLpuyTHVhqIZdZFSnhdEIgAtR08OgTh5cg6kGAnjhB96/DQyHnb4/kDoB8LhQBh6wjASfalChiizvxLUxUjUdyzGWLR1aOcwtsHYFmUaGUZsnQwBLgORs6iJIDQEUYsTICPiBDGEYzMsKQttk4yKxb2qjEIGCisjqpFKSUZM4WTBSOq4oMCp4bxmV3IWifUKrgobTRaAWEQHU1HWS1K5ukMk2D9EOuC5jchxvLmDy7VQAi8vE64wQNoWlktRE2zuYfgW4Ko+E7Xhellerwuv5QRaHmW0OHPGORNDIEwTKJgmLWArTfR9qaZ6zzQd8NPIfr/nzatXHHZbHrZ3PNzdMgwDYQqEaSSFiTAOQgX0U0kKBHKYSNNIToEYJ3IMqFQCYSXV6koZq8dQbS7DfU6umv9u5P0BlgFcBh0iynuyF6qz+B07U+vUpD+BemCZs/moR/HP3er1rhXbeq/W6lW1et3fBa7mNEI4gbUKrj4sKwm5D8JqeuEc1GjEU1dvfQzJv+X7V7iyQLzTXLf3nPFxXpt8BxitiOB7Uguc31MLCg1Qw42BdaO4ujQ8/WjD1c0VH7/8mKfPP+Li+jlPnjzl4vKGi801q80FtltguwXNYol2DappS3CrSv+yUPZUqglWiYfqc57LoPW6T/P9y9+wpeory2mJSarwMaXjZ8aUZz/PzBVfTz5GFYB1orO5pqFdLFmuN6z7nsvLK8b9nsP9likOxPQtBH5SIocgO1v6bMk1Aph7e1UUsaIch9LomNGqgtQsKtJI5SpHScxRwJUqytfGBrEPE+0AACAASURBVMbJMk4eoxXDOBB0pnEL9qsHukYx+Qk/DWxf/5a3b+65v9vyxe/+mdev3/D67Rs+/+r3xO+RcqrVms3FJTfPnvHxy0+5ubnh5cef8FeffcLNkxte/uKXvPjoEy4uLslmjW012urj2l09xh864+cA69hCrcAZjXPvN7Psw/OXf6QpBdcX8PLFBb/61S948fQpm/WKTGLY7UnjRBp6mjL4LeJJo1Q+9rs7xt2e8XDg7v4127evuX/zis9/80/s7j27+8R2Lw9bPfkaaJX0fxgLTatonAAQ23CcCh5nhRs/ZUKZ8zANEGp/6eyKtxZcEwn9PfvtDrdsOBwOrC6vWG6uICfy1Q7texyQuxWmW6FjkLkLxpKTK6oMDqVlLkQudDUJqFSZ4k2hCRYAVV6rprUo5dnSVmSbcpMaME5jrEimCqiSHjVRVSx9UNGDHyEXNY5jQ1bJtih1OvgYy3qQZ9TEihKkvyqXvrcQI3EaRVmt9J+kEPDDyLg/EIaRfn/PtB/w/cBhd8+07xn3A/vtHdMwMg4jcZCPqPxdrTXGKYwrwEeXORrWYpcNuuvQjVSzlBWZogTi/ED2J4pKofTUeMI0nXpxoqi/5ZzQMZGKgppRRVLWClBT5VTpYMhKOuHmXO0eAUiJ04JmAqf2lnzEexyG0+zIV0i16h+BL8r7/FQsZPiXPTRfAR6Wtig5ttK6OE0SVDdZgNL7UgMroNogIYwrr9d0QO03sZzA1TD7vp7DlDKH+y1+mMgZHh4O9GPPfjjw6vaO4XBg3D+w7R+YxpHxcODNl19w2O/Ybh/o9zv8NEGURS/H2lcVS7axDBAmF959WSzKjppy3Y/Z2LJfdVGZB9CPWiI5LT5wAu1zIt88QJkHLjV/7oBFhiZ6jD/gwgjleVq2lhRbhsWC7TAQwg9DQFVKBE5eftxyexe4v//Q67Hfv9X7Ek73seEEtGaJ9q/NxTqfkaV4TAvUvH/C4oex4x1f/v9jo+d6hhzihe07tlq98gj5ekRSWu8TdFYQdcOJBlioI4+ewswp5TOHOnObpUuiOjFafP6jT2OHUAAvgWugc7Bcw83ThtV6wfWzZzx/+SmX10948fFnbG5esLq85uLZRyzXVyyWF7jlCtctaLoFpludGCvFZG3OJK1ISR0rTbnkYY//LzdwpREe27V57BfnZywicVhldUxRkpDjlBkDTFExRQhRkWZCZaIbKDGMVvmotaWUxlhHblua5ZJufcFq8tw8f06IgSkGpi8D43jAh573ugBJ+v6lDFMBu599XzXxCtDPQNAQHFkZYkr4KLxHb0VoiRwJURZNlWJRfJUZm9YlnJOE9a1WHIaB+8OWr37/FYrMsLvn1esvuLt7w+f/9F8L6Kw9x+X77zm7lfKO+/s9Dw+/55//+/9zVEe8unzBzc0L/s3/+B/49//h7/nFL3/F3/9v/4mXH19zdbngwp2eluofz/dsDqjSbJunSZyR7X3szwZcKWQWUefg6abjatmwcuD0hEk9atyTdCBFR84DHikxh+DxQ08YR7a3t+zu7zhsH7h9+5r7t1vu3+744ivPbojsRtiGx0HLkUaUwUVoQ6YtGMIVtTmtOAoJxCTDT2Mu05/Daa7SPADKURK/5gHCFLGHCZVfQz+QD1s6bVDDHoY9OgTcYoNbXpA314W21kK3QimHyiUwL85KBLtE5pmcjr04uWRqzhNZSgvz0Foe608UECT7PHNbOaOyDKebgyJikOj/2BBUiEsxnT4wygnOZERRTUBILpVCAVZCn4w+MA0D0Xv8MBDGiTh5xv2Bcb9n6gf6hzumfsQPI8N+z3gITH1gtx2Zpsg0QioRuAgUZrRJ2MaziNCGBLalxZK0o/UKHRQ6KUJS6KzRWRdJVLnGUwjSDBomfAjEEEVIozqdEEiU4wqRlIJUQynDEk1t0FVC3YxNqUYqqdwVq7OpKsivz0FO4oNT9bUKdlH6rHqkv+oWoQT+iMJ638kyspzsDxKePFyL6GTTiMT8wx3sH6Sv7H3D93m1asmpS6GGRIFTqJJm/6+n99H+5UR/2DEMB6Yw8fbtA7v9nofdA//yxZfsd1v297fc3r3CjyOxH+l3e/w0MU1SQU8xyqJUqHTHimdJADhKOCcFY0lolIc2IeCrPk/njJ/zatV8OwdaszozzH4Oj8M2R5VAlqkL1mQsAau8lLe1pXWa0FoWy5bD1kq/6veU0VwuoescT66fslw2dJ3hcqP4r//whvv7u+/lM35KVj1xDbsqiK6LfU0Q1Gs8z+jOt0orreF9fS7qffGntfPqzPyu/h5KL9/J6lmt4Kr2Oc1fq5C0hvALBFw5Th1yc09Vu4PqFajvteF0BSq4mkOFNPv78/THOaRIss6qqtD73SiL866uG2BtZdj7zVLRdYbVuuPyyYbFesX10+dcXz1htbmmW63pFgvpBWpamqYpg3+rOFRLbaeYH0cGeT2L76tjToyahQ+c+o9Rp6rDHEx905mrp72+FjKEnAvjqFSBCs1flUGnmaIEXMfa1P1VuiRlHcq22HZJu5xYXlyxGUbGyYtAxbBn6ncc+p6ckqwrWd4znXMH6tBKrSR+yrXufHYA9b5UVrL8TmaNGmtKIlw2VcpuOWv5qoRCV0+mNqC0UCH9NBHiyHY/0e/7Iq60ZX/YMQ494zT9CZ/AM3ERYLt9iw8jPvbcvnnDJ5/8AmUS8e/+HfnTj2lebGTckpq/y2M7r3TO18pjDVjLeXmfgvmfDbgywMLCplNcrzo2raXTGZ1HCD15dEQ1EYMlRkvIkZgi0+iZDlum/sDdq7fcv3nN9uGON69ec3frubsLfPkA+yw5py1fD1Yc0CRwCRZBArVjHquwxUinnsORxyzsuXs9ZpDzCYv4CWwf0fEehp7cb2mVJfd70mEPKdIuL2lX16QUMd0S06wkUCcXmptQymRWlwRrkoGpY06zgKuafZgdpdZSrbLnN5WCo+JQcUm58BpVSSnlAq5UKpm7FE4IIJVwVaWCycpBl4pWThOpgJOcvVSDfJCJ7iHgp8B4OBBGqVQNhx4/TAwPe4adgKv9/R3TKA2W435iGmAcYbcD72XLRTdDadBOAFbTBMYUaUMkqI5lbghYXB/JTjY7pePcsawySWUimdEHYgj4INTDWI5BjllELlKWSoQKgVBEDmKWLL8qJ1oGIyo5RWg4A1cBuZfm4Ipy7+Q4owsiQKTev78r/79//8frg7IEHEa4D3D/UMCVlSrww71c2+k9wVXN3rc8lrKuhJv5s6l5/JxW5zmHCDlnDrsdMQf64cCrV2+5f3jg7d0t//z55+zu79nevuXN698TxhHGb98YVpdwWzy+5gSujOLYa6DzuzN0+h3fP1pAOAXe56Fe/d1jI7CSQMfaWbXeJpH3JaCQmXqNM8RsWS4bHlrH5APZT3xX3p5WsvBrrbm81FxdLvnrX33C5dWK5dLhlOerVyNCfP3Ls2M2ntP1q/er4zG4etcVmN8P88lJ9W//dODqXVHMOZj6MYDV/Ky+a6sgaMHjALjKgjgkNVa1WqGUGjjVDytga4A1j8EWnFI9c2A1B6H57PsKG+KMFVK93B9OdKizr7ocWVe2Fxo2DVxtFDdPDItFy3J9web6hm615vLJEzYXV3SrDU23oGlPPTXOWqy1OGvRThgiX6/Mzf5XkkrV5vfiuzrMFI9Jc+cVivnvZgRAhZTwhR3jQySEQKiqdzFgtC2/nxCJ+HSawVU+VWkjjCHbYNuOZrFisb5kM4oCrB8HhkPHYBuSvyUFGQkzJYgkMhM5z66vNMqXMrQpB/GuPr/ytOpG9M2dQzcW6yzOGRnaXMCVCHjpI0wsCLbMUBVkmrLIwIc4chhu+ep3X9L3O3I+/MF75k9p43RgnA7c37/ii8+/4vNn/8zN0zUX3YqlW3D9ZI12jybPfs3q2Tu/Jx4BLMV5QfUb7ScPrgyyuD/pYLOE1RIuF5rWRJI/MNy9Rg876O9xWiZ3PzhDCpEYIv3Us7/b0m93vPrid9y+Gni487x6SNwleMiwy19/KKtlThLWGgl2l4jDUUAbwcZT7qpm/Wohtz705xK3nlOmXHswHoYBmlcTznhuf/dfaJaKdmnYvPiMdnPN4vIplx//ku7imvWTF2yuX+AWK9x6I42h1mGaFhML+LEWo0S8QYRmBAwF35PCqQvHGM1y5QSQ5URIQW48SXiQciRFmKYRbS3GKPy4wOqM1lmiQNuBTZAkk32aa6Xl6Q2FMzkNIp0eS9P/MOLH8djcH6aJ4SDN/UPfs73fMxwObG/vub0dORwS29vM9i4z9JltyIw5M+VSOM/CghjK/8+HztaGx07B8qtMy8RafcVy85rF0vD82b9w8fSGzc0VH33ynM1mzXq9ortuJdsUEskPQgfsD4ylsjYNQ1HTyRCjNMWmhPJBGmdjRPksdEBjaMjHyMZpC1nJjIhpPO7ryEnhb+I036YuInXZ9MDvkTDzLQKwfupkqbfANoL5Dayc0GhDL6+9Cd9OoONdDf3nX2dL1rGidQ5qAWII/O43/8Q4Hdjt7/n88y94+/aWN2/e8NvffU7oR9LoSzXqux173S+TpcfOqhPVzyhJSKvMcZzcN+X1a1Vifnw1oJ7/zTzUq62FznCsYhsrSQnjQDWAyygbadUExhKbiNMti1bRWGk43x0GHu4fGLZ7wvjt66cvX6x4cr3kl794wUeffcTl9SU310/oNiuss6Rtz//3Dw/Ab7/1e/8Ubd47NStYH9eVus5UcJR4XP+oYXt9L/hmgFWTOj+czdLnPzqI+iar8LVSumoN8Bx6ak7RAJyC4czpaix4DH7q+jgn3Nb3qKmN+vnnUOEcKNWfKWSVmHfQ1TvlsXxNhYwVmK9me7LilHxaAa2DhYMnL2C1bthsVlxcXdB1C5bLDYvNBU23Yrm5oV2vcd0C7RqyNqSsBLAUYYOUReDpu9o8RpvfQfNK1azR4HimQhY20TSBnxK7uz33+z27Q8/2YYf3nikEpklEzJKfsK4tPeaKZBJKGZzJwjpRCqOUrPVKYZuGZrEgpszq+kpmUkXpnxoOaw7LNcq20qcbAkM2RUQjcNh/RfCFdG6sZK8qBFARouXxdS9PbLsSsa2uZbFc0DSOTdfRtqKAvGgadBHFCEH2JcWAD5oj00hDjJ5p7Lnb7xiGe+63v5VZrx/Us/jYev+G33255f/432/x+8SwHfnlX38ChSy15PSUvqu+W382Ty5C8YulSPk+9pMHV05Bp2HZCCVl4aAxGUfEJE+aBgKRKQd8kszASJYyp/cchoHdXc9hN/Lmi567XWB7SNwGUVN73yDtWErmcWG+EgeOQInTBTtfPvI7tjkFKacCulLGP0RMD3YbuNu/pmn3dMs7Ll/fsby65urFS6aPHlhsLllePcWt15i2Q7crrCqDTqM7A1fSE+SnMg+qmNIK7UT+UyVV5nvl42C+Ohw0x0yKiRhiEYqQB1aHAMoLqMqRo0Z4nWSbs/RlBU/0fRn6OzEOe3w/MB16xn6HH0amvmf/sGXoPfvdxP3tyGHvuX/b8+YQ2U2Zux7uD7D3cJ+/DmTT2f/nVgfvujwXvM24fcT5xDrsuN5mLr888OsvH3j+ZM2zZ2uefHKDLfM1UpLqWhgmoStOnnHoiVFELXIIpedKvLpUroTonYvioEuF7mU0xohDTUkRw2mPK+Pa8zhImmfpaiD0Grmf95yW5J+y1WPbemGVLuX24VAqw99mjT4jzBy/r7SoeXVnrsCnZ9vxvWLk4e1r+vHAw/6Bu/u33N/fcv9wiz/0pMoJ/o52zIcroUFbLRTk2qZ43KfyfSyMwvPlcH4M9djmICvP/18yxUeaswFnK21EHmtdlUMbROjGKZxJZJ1IOmOcwpYyfmBFt2hYdg27RcdwGNj3PXHypFD8TqHAdAuRDm6dY7Vo6BrHetHx2adXPLle8+knz7l6fsNivWK5XGNah9IyDLNpP7TlzcwEhERJFlQRv8mPqtIypf00j7AquGrxtnJddC69shmbAirJCA3P14ExnIKJmojRnIRszvPfcztPLvywVOJ53fSn4KUyPDrjddWYP2HztAU8riOepzPOwZWZ/f+8HqN59xU7jyLqijBP684rZI8BWYWDlN/YlP+3Ci6X0BiZedlZaKyiawwXNy2LZcd6tWK5WuOajqZb4FyLMfbIhclCUSl0/znUqUeRheJThzS+o0xwHhAfv9YkeHlxvgYcz0DmOGYzIjndkDLjFBn6yDh4bu/vud8KnXu77Zm8L/T+XJJigaZJhVmipSJiwJRxN0pzVOqtKtLGOKxrcM2CdrFisRoJ4yA0SGsJIRPGUYBbUoScCSkwDm855rnL/Czh7imOM7Xqs6I4Zrz0coVpGpquZbVc0LYNl6sljbNYa+isEzZRjASfSUUxe/JKWhxiJKhIDpGcJg79HeOwI8X3iYZ/bMvE5Nnu3vLbz/+Jf3z+Mbv7Ha1Z0jTuURwov/2vW33KqobC+9iHtvp8a2uUSH0uWwFWrVM0WsCVjp7oD4Rk8X4k+D2EgPKeoT/gp4n9fmB7n+j3mbevJfO9y0KZGvh2Kmo1wJ2DqkYVoYFS5alNlqL6d1qo5kFbdYc1p6Rn712dyGE/+9yv7rDc0Wi4/P0/s7q+5MnLz/AP92yun3L17BO6J0+wqxV6cYVzMgtCNR0CrcqE8TLkdxrD44ZzpdDWCbrLskRnZOhuVsUJZhlyWyuCVVwihYAOnqy0CG3UfFhG3islUJkcRrL3+OnA1AvAGvot4+7AtDtweLhjPBwYdnvu39yx3wXu7hO3b2G/g9u38FU6zW66RcDEHd8u0P5Gm4Apw27g+suBG+BvHfzi5ZJf/mLNr4fPWK5XLJcLnNWknPB+YjpUoHjAlyHG2ddesgzeH2kHeQwyxNoobBRnbY3FOBG3Tck8AleRx4N/67Jcl9D6876ck0pC+XOxDDxUui2yDZyoku9rczA6DzPmmftq7wJXc1+bUuLhzSt2Y8/DYcf9wx0Pu3t2uwfyGCB9mz17bIrSG1Z8XusE9Fh9ogV+DVwVn/OuHHd9z/PPOKcKOiVreu27NFp63HQBWqoALW1BtciMO6sxNpNNIpqEc4pGGbSTRu8QM+E6cfewYrfr+eLVa4bdAd8Pkhk0BuUMF9cbVosFF6sVHz274Hqz5OWTaz797BmXlxuePb2mWS/QrUMbJ9Tc6NnmHte+Z+fxD241GHIY02CMw7QNCoNShilGYpCq93EFyQqMKJ812mCNZMOtOl3jxmRsTuiccOFA8gfSNDCSv6ZoCaf72/NYUbDe/++iVM2z//Mw/4e1miL6qdg8fed5LHsDj6tF8zz4HHzNV3/D47N9LjNybt8EsGoUcQ6s6vfn6TgxjVSlas3sGvE5CwNPLqGVCSSyOUPjHMuLC9puwWK5pOmWmKbBtS3GOpQ2hBxJSXpJRZ23zmwswKqgIpXL6wU4qPkN+I4jPN3gAt6KiKDEWorj9Jaq3xESMkOUIiTmIYTEYZzodyP9YeT17Vvu7m7Z7XfsdiOTDzJ/NNdkR2axSBhr0dbgMNgs67Vo/mqyquPTVUmmOIxLBVwF4loAjGs6nHXkoKQHdxppglTzpuR5uJ89bVpUqLMxoJJkzswsTW8LlUBr7GpN0zasFx3r1ZJF23K9WZXYT9NqIwPtYyB6TZomoh8ZJkWKgRwjfRqLSuLEob/FTz8d6aucE5Pf8/nn/8jl5prbN/esl5bVqoAr9Vj+5dHfltdqol1x+iWtHlNS/5D9ZMGVogiTGgFVNcejU0L7gWwSwUT81pONIhrFuD8Qp4nQ9wz7jB8z/T6z30vfxhAkMKsUv5p/+kMBaaXLXCDF/Wvg0sLSwfUVLBeKtlEYJQ9JzplxCPhJen/GQVQDh0k+u1Ya5rkmmGVa+LpS2bGHK0H75YR79Ybuv9/z8v/+L1xeXvDiV3/D9S9/wfL6Cctnn7BaSkPp8urmyHe2rlATsjxMwvUt51prTNOicyQn6aOIRZQhhUwKmTxltNqD9+TR41xLO0WUj5gEqmmhGcXDmdJsWZfpHJkOh0L12zHud0xDz/b+jn4rlM37Nw8cdpHdQ+bVF5G7PbzawusE2yRf3yJA4jA7fz/EEn2PgLjfe3D/0tN+OfKf/vMdH19ZXr5wfPLJE9rGYjJEJf1U06HnMPXShzWGouKX0YEyUwOYMklDNgpVpt7JbbMnlTkfkz9ljsZyvFXZrd63dQndl23LT2OO1be1jFxreAyuqsjH+77HhJzL2t1QqX/zpMb86zmF6tFn5Yw+DNg4YWNgoZIwNzrF2w7CVNoK39NqoFP3TbLFAqysOlWW6jSDI4++fF+LZHUhSWfbeS69hlo1nMsI9VCXk2WygK22CJEqMwNWxWEqMlpFbB7JWRGTIaeGpAMKi200WRlcu+TmqmPwkRdPL+mnickHOq2xrcW1DS+ub1gtW9brBdcXS5Zdy9VqyeXVkq5ztJ1Ft6BtxJDxBJLy5B9wMOo3Wb1nGgWUMQ3WLXFdh7EObdoyr8VgbVso1FYayUuSQKpVSpJepcCvUUUZUoJSndMxyDMpoXNE+5489aTxwHi4J4yTjKTgdN3rbRcRv1CflTqGdsFJdbR29dR15111mB/m9NYV96dQtTq3eaprx+mOWHOqOZ/Lp8NjHkv1MOfgquExwKpXpEYN88Ecc2L4/DPqz+YppPOUkuzly/Kpzor68rKDrlNc3CxxVtortNFYrbDG0HQN1lm00mQlIk3RT3g0OiWc1sJOiRMGGcarckSXwYspCHXeJjBJoV2WMSf2D0P5BMgc3UxKGR8iOUvvuM9ZqsJZWgFizgKutCWmjA+ew2FkHCfud/fc3u7Y7g787ssvuNvu2O979odJqP4xY7SjcYauc2xWSUQ4uoZONdgEOSusTRityEkX9T0ZwZMBtMG0C1yIuJBYpCziY6YhpYY4jaSpZ4gQYsb7iddf/dPxWBvbYLolU7bluLIAUAVGKVxjZTyPNnTrBW3TslotWC1a2rZhs1phjcFoTWsNOQi4ytGS/EQKDe6gSGEi+ZFxd8d0uOPui98Tfc9PMTX7m9/8N/w48n/+X/8Zmv+JxfWvac+KoXMK4JwWmCnrpzo9Td+U3niX/aTBlaO08+gSYFDdSSInkayMKkKQRKDvR8IYiH0k9BLoZA8mgs3iVGrAYXhcQD939XMX2Cm4bGBl4abVXHaWZWe5etLSLSxNY9DKiEvM4EdP8Ak/JXwfmabIMASGyTPFRO8z4yRyoH04qT7VfagViXOXGpG2JR0TvZ8gTtyPgX3+DS+8Z3PzlouDZ7q+ZrnZoJQidR25aQX81RL82YAYGYisy2wJIaYoJIjLk+AlpTKeWPTlwbc7dIiYmGQGVBNkyxplHVmXRSZDip5pv2caB8bDln63Yzwc2N3esn/oOTwMvH01stvBwwP8yz3cjvDVJLLiFUDsOdHkfkibUwsJGRMi/43Im+T5Mk4cJs1Fa9g0CtNlyBE/TPTThA9RJpKbkgWRtYWYQPmSUSklzVxushjzKdsyQ0j12tfp4zX4r3TBQ9l6flp54G9jc8CQZ1+/jc3zunNHO6/0nOeb4ZR8mTtRhVBlojYskmXpLKmxhMax7AyTikwp4/+VC1J9m1OwMtDqMvLBSLxhS1/VcaOAKrndjiKd1XfMkzHzbV6pqAmqY6KKUw7eZcjhdB6aWilLUMSmjllmlTIqJZGRV4qEAX0gKUfKloyMijCtpdEK5TRp1eIaQ4iRhbW41tF2LU+u1yy6ltWqZb3s6Bon/lRDJhGSx8RMUqUnUUV8DPg4EfMPl044VvU0MuPQWIxzGK2x2pCLSqJpOmzbYYxD2QZT1ECtbbDWYa2TYes1y601WukyDkMdZw6q4pNTmF3cnNEpolKQWS5Gk7SCHLDKCOvBT5K5L9dmHkBUXxE4SbbPSWffVL2qYf+cDPf9n9n69J3vxYdu+exrRLywQTz1nN43r33X45zD1wqual+Nmf19/Yzqtc5DxHnVal6fnD/91R57TaMklmkMNA4u14auUzStlqSh0RgtfBdV5jrGEFF4iRVyRBvPpD2ujdjgUQrSYkGOjWSXUt0iOQZS9MTgQRuUKfNBoWRwkMWwjGyRalQuM6gyk5f+5ZQS3odjb/MU0wlcIWusT5mkDCFmxnFgtzvQDwO3d3e8ub3nYbvn9evX3G8P7A8jh8FTC2zOOrrGkVKLM5acM0orbBOE3VMVBLVC5Rm4iklmZlV11CJyYZoOlwvzIkCcGuJowSdCTGhT6MP1zjAyO8tkiyrHjzYYrbBK0bQOqzWNMfz/3L3Zk2NHlub3O77cBUAsmZHJpaqru2q6R2OyMb1JZtL8/yY9SA8ajUndM9PT06zqZnHJzNiw3eubHo47cDOYJDNJVjdZTgMRiQACwL1+3c/3ne98Z+wHus4zdB1dNQ0xxpysy6VmuKToWiVFrdmts5Ahkdjvdhz2W6awX0g4f1njOB942N7y2T/+A3/521/zySef8vxZr3VxfPNq/TbgtFx93hdg/WLBlaEybLW42i5AlrrhFErIhKwdtk3OhH0kzZAPkI8gUT0WxOhC0hdYVZajbRxPg7cle9ehm+vKwdUFrNeG5y88FxdrVqsVly9f0HU9zinrdOq3kBI5BXKcSceJGCaOhx27u3umY2D3GLm7g/0BbrfnzEMTHrRgqQGJZZzWuIUZ2M/g5omv7j5je/uK6+sLXtxtmT79hMubGxxC2VzCek1nO4x16nCTy1vNahFR58Fq15nqgShZyajapol8yGQ3k/yMKwXWI/Yw0eWM7XroRiQkiutonYhzKcxxYnrccjwc2G/v2D9uOWz33L16zeM9bO/h6y/hfge3O/gHVOb2JVDbHf2rjgT8F8DtC/0+8vjHWz4e4FfP4OpK94cUYdL2RZq8q3PVS/XyyGDqfSyQF+Bqmut28/wk6QAAIABJREFUaPS5bTTJXysub9tok/20eXPkz3csF7oPYZWejiVhseR3l+IaOF/7cAZXS25VBIbB4YrgLMRjj8SeHHpychxNYReTrkPfEi8aNIOwttpaYuzPGasm92tt4BqQkvphS4Y0n6WAB85Au/HqT0mjU8aFM7haAq0BBVOrOn9TBheVkLJ17S3pHP/olyjkedKm3hEoQhLHnCwRD87TORDT4bAMncU5oWRH3zmGYWAcBi7XPUPfMfZOgaUUhESME4ihYPDWIFEIOZMEYk7sw46Y/3QrQzs2lx585+iGNX59ifEd1veEaMgY6BzGdBhjKdXMwyC1/sLjvccZV5vQW2WWxeCspq2kZq1URpXPtaw5UVKuzHNEKrgq1mAEku9IzmC3kRQzIZ1D8Ua+tH1j6QK4hDTL/IosvnPLov70+aUl6GifrgGtZbbmlza+zf6jZbGWFW8NWC0zV01O34R6y7DtKV2ypJna32ybhiye186eW7xOhzVwMWipRd8Lz657uuoyZ5zVNiECVGlfyqWWTc+EeETqd8jGMAwjvushR8ZxIHsPadYefnnSZuhxIs+O6KdaZiW0vlFqGlEBpbHkVLNSKSloSYnjPNfHM2EOCrRKZk659lyCKKK1VTETxRJj4rDbcf/wyG6359XrW169ecP945av7x552E7sjoH9FCm10nHoOuahI+dEZ7X9ijGC89rTUDKUpIZeWKOIqehn1HYsWRUqWKzrcX1GjEOMx4knzRPh2CPHQIxRLdPfAldGzXqSVfkjBbEeawRvhb7r8M7QOcvYq8X90HV0zuHEQG4zo9QuGO04W4p1ULSOLEoh5onb12/Ybu+Y0y9HDvh0xDKzne75u7/9T/zmL37Hxy9/y+aqo68S66dx/XLtK9QYrI4l1fM+4xcHrixVuiBw0cNm0OBj7JVl8RbVoSctmIyTOtBIKkwHDTzKUTNWpsBgax0BtVibGiBU+aoYbUrZihSdUaAh1qnzivcM48h6PTKMAxfXl6w2a/phYHV5rXI658l1o5QT+5I0OgqBFCbmw57D/T3T4cj2/pH7r2/ZPu75+us7Xr+Chx18Xc5Bz5bzEvpdI6JB9j/dHrg7RFL5b1gpOIR08zEyDngGnM0Yk7XhMRFZ/OVSIKSMiZkSM/MciIdMmGF3gHSoGf9cszEGVlcH1uuJzeaRi5tbXN9h+gG/3mjmynoNZHNmCoH7+zv2uwN3b/bsHjP7XebVGwVUd3v4MsJtVmOGf+BcP/RzSlQ38Pt/AdcT/OZr+DePcFEdlVJNDEqGbLW/X9OBp6yAKmbtfzYda4AscMg1IBJ17l6+XwPYbQleytwe+Xkdn596CCqZaxbqTRpp+XAJZJNXtvCjoK5Cy+CyBZtL7vkb71UKZZoxVuVhF32HyQOWwOAz07Bn7x/Z71Xv38iJZkZha1Zq08Mw6JrW18dsTTW00scUNJMZI6RJGdBA7c9Sv9NS/lWe3E4fmbPUeJnJat+7R9edNXARYZWhPKg00DvoRl1DTSWqSEpchQyhRCZ2TOXAlIXtLEwFsIb1RQd+ANdRTH9aZFd9xzj0HIeBMu0YOsfQO1be0nnHOHb0qw7fWXxn8INgvCFbRyQTUuTx/o55+mmDAo/uO9cby7haMa4v2FxcYmyHmJ7cdRSx5OKYQtZ+NcVU9l1qhkr3F+cUSDlr8U6BlTUW76wWwBurmav6n+4XhRQMKQk5GXJMtd2NgHhEEkUyuQSQTCkBZk8haONyzkRhA9qJcz6kkQvtdy2MX0pIu/qaNR9uHPNh412z9ZcIrL5rND++ZknURjsjDfY2ENaO9pLuWbb7XtppLbn4Fiq+K7O1pJPqK6Re2x68F0ydk4LoPMpJ17lam1Oy1iO1eqc5i/b0TNrvqh97rm9uVCkTE8O4UrOZ5BGiGivkeMp0hyLknDHBY7sEUjNZYlX+V7TXlNqiZ+IcSCmRU2Kag/aMzJk5pJrhamtR4ZgKIQshJfaHAw/bA/v9xG4KHELhmAxTcoSSq7PwuVmxxIKEgp0zxymCWKwP2Dno0atuyi5bpFTjr5LJufW9TOoUCCSxSNdVswutycrzrAR3p+7BfRhx3p/PCzUjJubUr0mswVnBWYPzgnOCtaIxrVNpQZFMMQKSKKbUwLY2CzYZQ6GYBBLIaWLeP7J/c8t2+zWH6ZdPzU7HI//n//G/89GzT7m+eMbHv/sPMBqM/6ZcvsUQ8M34ul1ZT2tZv238YsDVSYYhKpEZLAydFle2Td5VFlXt+YtGrou00wk4uXNCfujUxtlZ6Lyhc2r2YI1oWtYZus5grVSNsWqNxXu6vlebzdWKcdzQ9QPj5SXjaoXve/rVBabrqwyuMZGaTm8RkklVm3zcc1xfMB8ObNb3DN6zeXjE2YxNB7wEYi0mykVP3Pu6NiVgnzIcA9u7Rw7bHdPhQE4aqRlBHQSrO1VsPRvqKEV7P2ifqUSYCuEIYYLjA8wHDRRDqufJwDQV5jERV4lyzLhhxg0z3SaAVaYklELMheOcuL3bsttN3L4O7A+wP8LrR3gzwW3Q3kx3aMbq5wwaMgp8cwEb4eKox4YexHNq+FpEA2pLDZCTylRDVt+MQzxvl1veLkVuo13oT5X0DXT9UisX3me0bi8bznVSDWi2gPBDvns7lq32qnWiWQIqFvdLjv0tNkuoPUL0eh+8JSdHzh1WBjrJ+Dzr9RwKcS4qtytaQ+Wc3laDMPSC95qtMVLOvl7xrNzN9cSXrGC8ZS0DCpYaaHyf6+Xb8gKFcyY/oQ2afYChaKuJVLSdimsxYD0OxwhTgUPJ7HPmmNXdMdTfb6eA+ADGV4AiWGuIgycMHWEcMPOBqXPMvSd5Q9c5wtQxTAquut7geoM4oXROr5Oc2N4/En6AxfvT0c7x6GH0npX3PLseGVZrhs0l4/qSIo5cLNE4UtHm4pIjzaqx5ExBkFTlfKKNSaVJ+pIDazFWJZPFGIqxFKlFVzRCrlCyBpE5pZP7aJsMtc80p2ajjREUQ20Z/w01RgvHm0ywncKlZGY5199lzfDTjaew/l9uPBXqtbGEdU9hy08zvg04Np683Z6CoqU08F2f6PuO37tolvpKqRnpZlizeH6T3JXSHOYyOWZSLLqHRb3uY9Y9beiEYUwY41ivLvGuI05HSpzV3TJFyAFJ9aYVhpWJFHI0iORqiJWbGvaUyeXJ/fn6yKQYyFW5FFIh5EJImTmL3k8zIQR1682FXIRSqrmXWIrJJ1wqGUrNlOciSpycmgonTDREo8BHgCSm6v30eJ2O2+JUixjEam128bXYIkXEabbLOjDmSc1Z3QdKPSsiolLkCrCsMRq7LuLgdkPqq6T9nOvvVPogkshpJswHDvt7Ypx/sXLA5Ug58eb2a7744p/5/J/+wO7+QGcE790511vPSeasKGnXvJHFlVe+XXHydPxiwJVHg4/RwrpXucx6rD9XgOWMgisx+u1bf9umjfedBrgunWsaVj2MA3ReWI8d41pdb7x1uG7E+pHOe6zzWO+rtabFeIfzPbbz+HGgG9ZY3+PGFb4fsd5j/IjpOsSpxvbsgFNPW0l4CjnMxOOew/0d6Xgg7B65vHrG/vGBZzcXrIfPuPzqFv8Z+ElZ4ddokPK+/UYmIKfM3etHrj56YP3skRICUrQRbldrARC1AbULcJVLIcZMngPpGDg+FuY9hAM8fgWHWh+2ZDKHW9gI7CxMzyLdGOlWE/3lIziIogx7iJr9enUL2x3c3mlAdgS+QDNVr4H/DjygQOOXMPbAZ8AQYZ+0rm9cKQlQjC7WIhU0JT0O01G/+1T0ez7NQDVZTxvL7TbBKfhellX/uY4NahH8gnNA2DrONMnshwZBpf6NBtwauFoKdZo4aTnkyc/Og/O6CUvxONvjXWbyMHeGycN6eCRFdaGqLUXoTc2iOxh7S9+pPKyUWCVgmamCqKiJDEwCqRLDlnXYL+5brdWPGQ3Yt5a8Ho2JVlFVBKudKgZ8I9zr8vYQ4FB0/jaJ6lvX730TLh70mFd59sUGxsGzWnUcxoGx96yGnnVv6DvLsOoZeo/zQrcyWC+IFZIXsvWkYti9ObDf/vjMla2f6zeXcHW14eLqOeurl9hhwA49xowqN0oRmQVyYY614XlMhDhTsj5eYpXzlUx0Vo0trGPwHuct3juyHzRAsoKxncoITQ2PciGFxBzCSWoEQCnYHDSTkFNl2uteY50Wdi5Wjqf5i7Zmz4vft3C+cO6H1XIpCb0+fnr406BNs1VpAONDqZIf9s4d5yxt+24NfGbOxlF/emJvCaLaaDnGp1mpdr/MqRfe7TL49Iy9G9iJqGrftHYLBShJs0ZVjpdzJs2peVRwPKh8/TDBbtLSihkYKYz9TI6vGNyALfDi+QvKZsTEERMOiBGEUmMsJZIkNVRTtD5bDGrzV5v0Fi1dEDKmggUlLHOt40qUqD0kWyPgkDJzTMzFEmIm7mdSmJVkTpWZqK7GYgviwBVPaeS8bRJFWwEW5FS03kzMSfJLMRis1jG1littUVyUWxRqTyxnoViK2FO5ScmJeXpbFthO4dkOXMkobw2dE7qaFNDWGVWc2Y5TKQuwBaojr3VWkshWM5Bh3rPb33K3/YKUf/nACqCUzOPxDb//57/nb//uJf/bH/4Dzr7ArS+ZqUQ3ddXJurdRHSVLUZURqIoIeO9OKr8IcGVQaUxXnQHHCq40cyX0nWHsDNboBPKmAphajGCp9QFOAdpQQdrghYtNz2a1Yuh7NusVw7ih60d8P2Jcj3E91nd6URmLoAWXaq3pEWcR32O7AXEe0w8Y1yHWU3xH8QqubDcgVplEB/UiS1qblCKx6/DOkqcjabXCeMtqt2a1UjvTi5tbBv85wxcz3ZvI66CL/YeADUGP4dobLnrLOBr6weJ7h63OXwjYpBbAb73SCKRMnhPTI+xew+GgmaV9PjvXtW3QA2OBdYJXd9A/aLaxV4UMSeoCXNRO+y7CNsFdOZswfMHZVv01P99s1XeNL9DveZN0zjmvQP/EgraMQ9IWAFPRY/nA+Zg2cPXUrONdvGNjW/4cs1arensBXFnYOCVYTFGZ3O4Avh7P5hj5oaOF+20sKxyWlRFtPD0HIkJvvQb7ZHxxFNNRTMHYovI5EzGm1s7ERCnaf8+LwXmLs4axN9qTxAqSZ63RTAGJkblACTqvWnuHGQVSD+h8aZKvP4VsK6Lzuskx1yhh5bISPxklTt6U85z9vs+SgGPL2j6C20X8bWJlJ5wYOisMVvBO6EfBe4N1MKzkvHatUemdwBQzt3c/vNWtBa6AZ9cdl5cjf/Hb37BeXzGOF/SrK2W2sYScmUMkH4+EEpW6n2fStCeESJhbdqmQYv0ZNflxTshOe+BI53BDh8kRW+WCzietb4n1uk6ZdJxrnUpScya08bs6fwVKChC1poU4MYWgIH5xDr4rA9MIuyYLhLdtF9rIKLnRSI0fP1p4s0x/5sXvGoX0042BSg6g36Wvt2V2elmH1sDVzDeJrWUWcJkVDIvHP3w9bqt4o9WaCPldOfNl7g3OIHUJspY/L4Hsk7+lCjyMgKFAieSogXhIkRjVze5whGkHx61K9vcZHgvsypmQWQObGeLncNE/sraOMh2wKdKRcSR8ybhS6KsrmTRWvB4xzbroRytkzRxkje/UiEEBgwgLswY1hLDGUKyjFzA2U2yizBlMJneFvhQKhrHPzFGBXCge00W6kOjnlinTd1cgYzHeIs6RxZJrNqvdpAgZcxJjIqV9QqCcobFwynSJ6SjJUCRrDVSVXi4zV7mg7wEa31YwqfNNs9OFhrwKRbS7WEGfk7JGUKamZ0xR18Y5HYnHHfNhx+3rz3lz+4rX97uzAcefyfjD5/8M9j/yv/79P8DKcnFzie+erIUC2ZwfaFMN5cdObVnfZ/yswZUmUhSJ953QV0A0DFrgrf0WLN7rZmsEtadVdTBSBDEFU0qtVSradNjC6FSys1l5NquRYRhZr1f044quG3HDCmN7ZQ99B6LMghi9KbhSaqe4DuN6xDnEejDVDa9uwIWaXze2ukG1i0zZjSKCyQn6XhtGFujDWovpQmQzHZWRf3HHbpfZ7iJjOG9+7ztEatO/3jMOPatVzzj2DEOP7zxihAK4pBLB8yiUlEkhEabMtFdgdThq09Y9uvG0gLagy/VEBQuh2khzZjybtrUZLzzU1zeb8z1nYHVfn/dLBAt79HsfizIkptbPxJZerjLPVAPLBqj2i/s93yxCX46nIpGnXlB/DkPQIOgS+MjCZVcbh68VWJUIEmCOMKZzGPJDslctS9MysY0Hhm+Gfu8KUq1t148Gz65YsnOU4hAcJXvIHSVbSkpIsQgFZwzO1T4kXvDO6BqYElniibs2pcpUqgFKC/iaDLAFgX+q0QLNdqxyPS62bj5trj7w/ufgxO0WxScBbfY+k08h97LfllUlHV1flW8WZHVWw2Vgt/vOt/zWYYHeCDfrgRc3G5493/Dio08YBiXeXL8mZ1FzmRjIJWNE66JyCsR5IkwHrQUJVbOZC6SkrLyAr3WvDkMnQi9CbxKDTVo3bNXWuXFcWmuSKARSmZVljgq4Y07EKZAaAE8RyREptflpLt8wMvm2YL+ty0trhAZ77OLfBQ2c22uWz/+wscy+LIP/svhdG28H3T90tHe5REHVBrhGgdXA21BjkXM4VTe95c7L2yYhcfFY29+WVVF58fe+f7RnLleat6gc3hYxtte0Y/kuELWEyk/vF39Fzsx9qQYRJWdCLISgSovtXgmt7aRtUPacazzbsQkoCTQeYbubOW4P5DAjKWJywpasN/Sm2Z3aYDirU47UPpotwpXaFV1rtYrKa0vBlIwVFFQIFGtqdguNCZPGWrHWKiarmWNnwbmI7zJ9EfrBECWqLKCq+1SOmHFVumys9qhrMsFSa7NaAJ7rqZKyyIDUwLzUOrDTmauAUCgUazHiKGIwzp1dE+EkL8xNEojGx8lkkrWkVCNfI2T0nOlNAVXKidqhFMmJnAOSIznsmXYPHLcPPN6/Yb/bMoX4k8dbbe9cSm+Xgtc2Z/5Ucd7j7oEvv/6cz//4OZ/8xcfsd4nRGMTKKXuV27mro5QKgrNOx+W5/b7xswRXghZvj73Fe0PnLRejpXfC6CzrXp2zBmcYvNDXTuGWjJSCJdWlpGCSYCrEcWS8VIdBZ3He0bkR70acHTGmBxlI0kPSLJUp1eHJWAVOCzPagtd0brakpFphMbZyFspI6LpgqtmD2nVmkXrBqVseRSjFgO2hM5hSMMc1Ngl2nRlnbcI77w9sD39kOx+52sOb/HaZ6/cNa4TLi56rm0uefXzDy08+4ermIzbXzxjXl+SSiSmCzHi/uKhTJu1nDo+Bw33i/jU8zCr5aQvqEly1jbbJq7rFz22DXm5KB86udg8omNqi7PjSDe+XOAL6HR6Aj9HAz3YKBkic7PNj1O//iH73V5yP7bdl7N4l9mjH9cdXm/x8hqCBz3PgIwO/2cBqDcMI4yikUJhnzU7nA+z357YKP0Qe2eZlk2i049+EOm3RbKHPW0BGwPmCdQaHxYrF4rCSseLI0tGTmdQCTteEul0aU7DG1NrHrK8hkUotYIgRM4EcoGwh7LX+qc2vfb3/lxpLVr9tmEvS5MeMJft/Gg3NfU8KW4DR8L129982LoDnQ8e//5/+DS8/+YiL62vWlzcU5yjGYq0jRpUYlX0mJUEkkOOBcDywv7tl9/BIDIGSo+4YInQCvrf4znI5rOi8pXMwDqq+GHrHanQ46/DWYnoPokFbioUY4eBgu0scUCn5PO2ZDxPb7Z45zIQY3soBtfm5DPybGdC74oP2+MzZJKat3a4+1k6DQdenAZ13R37IeW/BfRMdLvtALQWK7Zt804DhQ0cjaf663m/qbQBGqb1YW6YknwPjJbjKi59bdrbJkdv62wiP9pzD4t/vj/vbbvkU5i6zfO/KRy7bPbsnr7HvuJ1BWqvlTKIZqnkOlKjNf48zHI9aCvD1VrPTr1C58LvOSHMqDcBH2wOXd0LY7cjTAcKEhID1kU4SrgSVz0pC/VsiWRLG9ir1Q06oT5ouOmdMUgBmAGMToSRiiRTr9DyVQnGWEA1dMJSo8SDFE7JQimX2hT5bkomsiBSrtU8SMjlVciOqBNFbwVpbDWrMyRpeVbpKpESk9qPTzF9K2kRZe1pq76tcakxodRcXLMV4irFkSRRn1IiijpQiEmZSqVFUKZhgSVEoyaiJm7cYLCnGCjiLWsRnNQ4xUirAmiEdKXHi8HjH4/0rHu9e8cXv/8Ax5z+J4qH1gm110m3WHTlLzh/508Uu+90bcjryt//ff+Ti+obrF7/l5V+u8YNoyVDSeR/CglwpgINizyArvufB+dmBq5uLFdZZrDVs1moB2nWW9ejpnKF3Cqa8gd4WZflMoRNtpig11WnqxLLFY2sXe0fCiWaxxAoYR8rmdIvZkOcqunQGY0UzDVEwTrDOYLzBWihiMVmzWBSHwWm/ADyNkyzFItlSspDjORTO2JoqNuSsWSFtOmeQ4jB2BHdEfMEMif4iIEaIuwNXD3t2hyNX/7zjAmUPm3Pgd40O2DjLxx9d8OmnN3z6q4948fI5F8+uGS+usH4k1ovXux5nznmxGBLbhz3715nDI2xn2OYzU97cyFo7w6ZPb9vlUpSwFDk0pqJlCdqms633LWPzSx+JKu2r9eV+0aU2p8qKZv3erT6lZeu+KwOxrE5oReZNdf/nNBwKrG4s3HTCzY32PRqHjmHVEUNgPk70dgeSmfaZS3Se/Zjas2Zj3ry8Mm8zbo3Bf2uUQpgnSnFKtOZAKVFrG6WoUZMVxNf6ARG14aZm3a3FGMGYpDJnLGmaSRhCFqQUdencw30+93hrUsA/9WjhXVt7GtPfwt6Waf3XBPcFBZ0fGiB44LmFTz95zvMXz/n4d3/D5eUVq9WabrU+lX9rCUWELAQmJEXK8cC8e+D4uOVw95p5dyClRCeFrlPy77r3rC8cq7Hj+aan7z1957noOrpeFQS972sfIU1xF4TcnNGisDfwQGInM2a7xbCDcmQ3R1LOp6yB4dwqYEl4tfP0bfvF8vnLcL61wJUnzxvReXDJ29LwxHlfamCtrVdvz40lRWSe3Jbv9uNXNYtmqF7U+4/RQG8NDEbVMKNTYlcqk91aiuVaF9skuMs6rGUvuWV9YpNYNqDV9soJPZ6tL+N3j2Wea3k22q18y22ZAWw/L+nOJVGcOQOxuj/nCt0KBJNJsxozPe5gG9SY5vdFv8P39VFMKPjeHeCwLeQwYXLGibraeWdwzmrNhhGtwarmEU0RKKVC7Zb+SRnJ+VRTVNJZcitJjTKsAWoGJ8aghEhIPGwPHObIYc5sp5ljSOyOiX1IHEPiMGnv0RgzKZ0zV6kaxRRjycaTjSGL0f597Vgaq4Y0GDXhaLJdzhK9s0Qwn/4tzWRCCsYJphhyfjtzFUMkTZMCzHYcjCFGYY6WFDPeW0JSYx9vLZ2z+KA1nJ0IRjIiCfKkTcfDgd39K+5vX/F4d8uhuhl+11jC9FWdTSNnAqZRJO057cp+xpnAOBnPWXVAnrPGlNs6n+5Q1dIDH0JEfP+IMfJf/vN/5aOPf8dv/+rf8fzXf0XXEiFlIflr91IfT5BFl/30nkHpzwpcicBmPdJ1Huscl5uBzjv63rIavXr4V1mVk4KXjDMFK5muaoMkJ0wOyhrkgkO7gNucMBgMFbmLlvOlWqPR7LBjVMeZkoICKmvIxWGKxZJxhpPTmxZXasaqNJcbGpuhvytFkGpN2oi4VLt+FpQNKllvpqWRxZCNpRi1fHd97ROxXjOuR4ZVz2j2DKmcim+/D1x5YLDC9eWaZ9cXPHt2ycXFhtV6RT+OiOuRYMgUXG0410ZOhWkXOG7huNfaiAaolr1zmpykAaYmzVqW1C43+Lx4bgtiW6ZqXjznlz5aHU8CqNKmVM910/LGBVht0orv++5Pw5Gn8sA/l2HQYP7SwWUvXF4OrFZrxn5g2IyE+cjsD0iJzNPM2mTG/ONrQZYyngGdzy2j1Y730+NcSiHGgEiu5zbSGlJJUWU8lR0HbRJrjVSDN8EZlRQaK+r6BEjUTT2ji3xz5GokxJb3my8/ZgjnnleDwI2DS9HNlaxg5lg0GMsowPrXnIMfKot0AisrvFh3fPTRM55//JLLm5eshjVd1+OHQdnrrAXsRQpG9HxKTpQQyPOBNO2Jxz15npGS8Q5GUcXFs5Xhcu3ZrDteXnb0w8DQ91z2Cq76vsc7r0oJEYq16tSaEiHq3jRkg0tCl4XJRZINRJmxrdcQ55YCS0vhpwKz7xuL2OIUJHWmAg90ry5oUHUBbCroONQsTywqFWugbscZXL1tNvNd4GoZ6RTeXuE+fDQp4DVK1jRJ4Eq0FnlwMHbn79jeugVWQWN6bfxa53lzKY3157YPdvW+57yfNQKsQaJ2HN4vVlsenwaslrYi7epf5pLbCtVeuwx9lz22Wh7yPFpcJEVdb0OAeYb9BA9RvWhuOe/53zUauJ4DzFOBpGuhpWBFSSUjOkPLqd6KmvWphgxS5YCl1CblsfbjVIBV0qxOe0AJtS5RAqlkYklMU2EKid0UuL3dspsi05zZTYEpFaYkGuSnQpirgVfK1fBPqsqoRpBS3QRPKqRW/rGM/0xti3CWC7abunrWHxqClxpUCtrnq5hT09/TcYyJMtUGmC2laoScBZLB5ERKjlw8BSE6S3aG5AzOiNb9StUDxAN52hOnPduHN+weH9jt9+8E+232tPuBM9myzEY1gDWY8yzr5Dxrr422sugqySx1+oWoNeeHWEn1om2HuqxS8+8qifjQkXPmiz9+zldffMGbV68I01/QdVrbnKoLb06L67/GZyd5aFKl0fuMnxe4Qrh5+QnrcaDvLJebnr5z9H3H2KvdpDcg1EClRCwRIWFzPGWuCMfq1JIwMZ5+LkGAhFXTAAAgAElEQVSbyqTa8dJkw5wzJiSiRPJclzuJYCzOZ5yHIg5LDW6M06yVqzVdSK1V0kLG0i5+lCEw1lbGpZ01IaSgwKoUbYaZIsQJkQg5UuJMSBOJQJKIeIsrPW414FcD3diz6nWRl/dE0QNw6Rwf39zw8csXfPTiBdeXV/j1BjsO2H7ABY+dLTHscN2ZyUoBDvfweK+LawvqnoKgp7c2lhxk22yXDVvD4t/L/itte/2lA4WMHrMp6SJS6mojRjfthG5kBzRj9eo9/24LNZZa5mUQ9ecyWubqkwvDp886Pn35MX61wvU9q/XIPE9M0wHfOUJ8YHN3S79Tg4UfO5q0cEKPb2Pn4By6vDU/SyEed0iq2elaPyAlIXmm5IDkgC261hiRhRDKYEWlJ4WEKSoZNHlC5kA5qEvnIZylo81q/U89euAvgf/Rwa96ePkChl7dL7cPmknb7uCzCf7A2anwl3Ltfurh5fWKv/n3f8OLT3/FxfVzrq+fg+sQ6/Bdp7UnKTGls7G5ZCBlUpwhzpg048sRjAK2mxU8v+q4XHd8+tEVV+sLLlYrPrq5YOxGhn7g4mJN5zq879XAos6sIoZcCiEGpnkmzIFDb3jshN3gGdKBUWZ8nHggndxFf4xD5DIMb6CqRw2kVrWnpKsE503RmNAb3cJKZc3SpATA3Xwm4V5zXuv/H96VvTpV1vF2XrjBxKc5sw+7uB0a/H0MvETNSi6BtYOV0+/Xd/r9lpIgU+9PruFJQUbLaIV83q+WEsFlzVW7RpdKj7aG7FCQ8v2jgakBhYVLcLU8Nk/BVZsJbadYahzarrGUEOr3jakqUUSDyukAxwluJ/gKPZ+t7vJ9xxThOEMJCUkJkxMmJCRMmspwFlwHriO3GvdT/lWz++SMpIzNMyYq2WFtIcQdMk2kUMj7HdNhxxQCIWammHi9n3k4TLx+2PFfP3vF9hAJYok4MA43XiDdimI7Jrx2+ixSs1bnn1MFVAk5AS0lictpVkopxJSR2iOjuYTmpM6FKUZi1F6iphgFUqWev6JxofbmMG9zCccjTNt60BfXQQVlx9aPqPO4YaDzllWvii9na09XIlIi8bgj7O+YD4/cv7ljKuWd+0jLk67R6+cSzfyOdSY2Oe0ArIwalvU9p+byvsrpjMBmdbb4X3IquSY25qAZrJA1y/nVDr46wv8NfM37XiffPXKO/OH3/y//8Pe/4r/85W/56//h31JuLOnSE0IDvrTWhHoM6nep7diYw/vN+58XuBLh45srLi8v6IeecdXhvTZZ7L3V668kXelyOgUqUiImhVPfENW9JiQJ1kktfIRiEyRlO7QpnVBESCQkB+Zgamo2Y2xBbJUZUiPibHUHqaxLbWWjmlajN20WrENtOTkzLrUoU0QFciIZa1VXL6L1YhhtPFm8LiySOzJq11yMUKypvvJQ5vcvAPRokfZq7RjGnq4ftJjTWZyvNuzFkLPFyttugTmqg9cxnQHV0gVsWdi7lJ+8I8P6jY1o+bqCTsjGjHSct4qnBcK/lKANzpmrUBeRtiy2jGks5034Q6Rd38ia8P7M9C9pGKqrl+1Y+RXr1Qo/jrhuYFyt6bqOrvP4kgmHxMPlPdcH7at0x4+fL40MaODqaTiyDGQLhWkOCqhksQGWfMpiSW0u2XpXOSOqvTdZne+MgisrYEqVhIXC8Qi3D/Bqgi/R+fKnks1eo1mpa+DlM7hewV9u4LdXIy9WHdejaN8ZMrvtnu1jZvsAq9ewPoA9wt/x86+XdGjg8OLmGTcvrrl49pJuuEDsQDYOI7YqE1pVhD1JxkzK5DQT40QIR+Z5JsWIy5oFGbzho8uej282XF+MfHpzwfXlJZv1mpurS/p+oOsGVuMK3/V03VDZaihkUtLbHAIxOFIMHKt0bd8ZmC+RecbFyG7Y0s3ad0w4y88+lF9oeZFlCG6t9nruL2BY6Z7ROwcWrDEM3hBTVPVFgHiciVOkf4RpUjDSpzNJYd96x2Xwv9Q5tJWsPf7Ue+/DRo/O53Fx86LBX+c0jjX1rVuAVTgHWJhqT94Cw6bKitpmI7Y4l7ehTmrHkDN0bBmvvn4bx/vs4w32Lv9Sk/YtwSica9WW4Aq+WW/1LgkmTXV3MmMgKyg6zGeZ1g8hThJoc97jgXQ8kg4T4bhHpGhjYoTiOor14BMYR3EeKRGptYcEBSnzNFFi1sjcwLS7V0C1m3h4vOfh4YE3D4/sDxO7/ZE/3G1583jgi9cP/Pcv7zmEiPofDojtMRc3uNUVplvDsAGrJHqUKmwrhmI6fOcZes04e2fpvaPvPM4YOmtPDq8GqVmiTA5TbZGgnzdldYqVkk5NhJNNmFrspu50hRBm8ltNlSYoW75hpdImbBBIFqIjTR2TcSTrtY5X1ASoM1o+k6dH5nAkxom5lHeSMU1A2uD8iJISTQ7eo7WtvaltNGrP2L479z3snAITa6uzb5UDLmPDnHS+2aDXkq3/Xie4LvCr6Tx/Hn/AvPvmmLm/f8M/ffYZX331JTiQ/nlNBmoSxbZkYmWsS71EctQG1u8zflbgChGeXV/y7PqKfhzpxg7r5NwgDTA5UOIEOZKjoyQFPcaY2rixhvARyAVjagM1hFwBFSw4nqIuKuSIRIuYCnpEQZkpiZRjTQUnSm3+mLK605iWwm5SglKbtrWmj7Xei6wspBYT6v/1dXI6i01WKEYQazDFkpPV60f0FaWuscXUgtP3PLSW2oC5txqIdh5rtLbNOlMtS01tRGfVzrSOnGDaV1aBb7pDNcZm+fgyyF9eDO9yVlpuLG1TLygrAnpcG/O3R1n7JYj7uY9CZQEbuCpntibmc0+QDwVX7W+/i7f8cxmN0x6A3jh61zF0yvLbrqPvhureJNiYOKz2rNeOCzOzra9r8+zHjICGIE3esxzL410KhDAjxaiURc6NGgtB148UMaTqZAqmiPYlEVPd5MrJCIGiPVtiKExHuD/A3UKS811jKfT5PjFVO85GlPz81ArPjPBra/jdx5YX1/Dr58InLy+5Wg+MCClHYorsdpHdQ2S7ztikjl1hgn8sP52c4081vMClMTy7vuT6+XPGi2tct6rmRjUAPa2FUkPWokqElEhxIoWJOE/EeSaHgCnaMmTTC8/XHR9drnl2teLjyw1X1xsuNhuuNpd0fY/vevp+xHe99kc0pka1CqpSTHgnZF/IUejR2uHOFubDinQcYZ64H/ea5TyqNA9+GAxp4ftb4bdVYOFH8GuHd56u6zC1D9uqc8Q8U0rGBiEeC2kqeJMJ28qIT9VmvzwVoDUIIov7p4LbJbj6YXn5BkdatZGH2g/oHPCd3rUCp1wq4KqLrKn77snQZvExhKXk67yvPRU6Lo/tEh59Pym2lE4uAda7GkTkxb+XEcJS47AUNz8BV+jeZNr3y+rCekznjPQPIXVUoVFI80Q6TqRpIk1HglEyQcFUVECV0EmXs1YlSfW5myM5RtLxSA41lUhhfnjDYfvI9v6B27s7bm9v+aev3vCw3XP/sOO/3T7w5mHPF19v+ef7LdNJ2zWCHZCLl/jNNXbY0K2vENeB9RSr5vxSDKbT67QfRnVY9p6+6xg6j7OWzpoT0HJG66iETAnTKa9lCprFytUbwBiss2Sbam/fTKq7eAiB9JYd+rw4ksv8aDmf9mwgqn1bwpJadtMIWOhMwZIp85ZQYn2vbw7h3JpgxTlz1e57qQSB02yVqwSM76Dzeu86JZnUjVH7yZ5qGRuBUQVdOdXltn6lqYOxygVvqnlak8D/+Pgms9898tVXX3B794bxcsP66lo/XClVoSYncFUqODRGDV7ieza6+lmBKxHh+YuPePniOeOqx1kFTcbWQrySIAZKPJJTIM0HcoSSjNYlJBCbSdmSTSYbyFHrHciZ1CR4IajHjjF4cQokqgRHjdwNOcVTJ/KUM2JmxHpMDPguqFwjZ4zzmK5gk2a6ikmIrZ26jcU6h7EO6Rw+OVzyFFGXwFgSKc6UFCHNONFMWc4RmSdKDITjRDrOpONMmHRBitPMfKxpdt4/RekRbDFYqV28XcE5wXvBOEsJmZgE32mhaRs5QzyeA7DGZhjeBlvwtsxvkfl9KwNVVb9vcZZtyW927R3Kmi9lWG2L/RJl0F6hjoI/d2e8TDXtiDBPKq84VkZ3v1cN+xs+vJfXEki17fR9M5m/lHGJSgI3QGcFawWbUcsYo06eVjq12PXghiPj5jnP7NdMkngoP10jXTiHNe/6HUDJmf3dLbNTDb1mtzOGjPqnRyTPOFNtgy0Yr5ufeKdkkGRSmrVuq6hT53QH2zfwRXk/YOVQtrG5MjXCYikaagYzTfr1EnhxAb/7Nfzu12ueP1vzq1+/5NPnN6zHgbG3jL0GD/N2R5y3xLBn2l5z2O/Y73ZcDLdc/bGwjvAPW/hjfn+Z67/G6AfPr15s+NWvP+bZzQuuL55RnMf4jt5oT0MxBpul6sIiMs/kac98eOBw94b97SsOb75i9+qBNEV8gpWHay98em359XXPzdWKT15ccXF5yXq1YXNxpU1T63s51+E6V6P5fD5Pov1oxBSKhb4IXjyjH/B5w2hmLrqCjXu+ejWxfh3ZbzV4aQZD37ceLMmZd4bdHZQOsjPqfe89peuQrgNnSZ1FWGEQ7QOULpE4cX31hmk/M+0T/kvtibTdPwVX7Z2br9zbgf75dz9uZWth6LS4hQxxVgmc1PSRpDOznrOaEEn9GGLrMVlks4rRaxi0PsTWWqXlt2jncklANpFejwar7wcZlztwM45fWka1sfxLyxnQcoayeP5yl66fN0Oo/Z0senz2tcazGS39kBGBKWemx0em7T3H7QX9eg05ICVgxIGLiAu4TjA+K9nbsjc5k6YdMcyY3Uyc7gnzgWl35P71Kx7u3/Dl11/y+tUbXr+65T/958/56iHx5WPhHwvMqIzw7Vl0gHSg3N0z3+vxOMhCpirPz8faXSHDCOs1st4gXYcdh1or6Rj7jqHv6bzTJudGdK6kuQItVSm0xlmWhFRrd2dcnTMZ13cgQo6REJa7y5ZvEg9PR5tJyx1CTg/rufvu66jNsFZPtV78fAls+pqpMrAeFGBZC6seeg/jqNmrzmsNY5MR++6bV3Zt80pO4GfUDddq+56h12vpZq91ToJKUn8Ksm633/HVq6+4v3vFxdUlm821ylBFz5kx1WzKWu1NaQ0pGVLKhJB4n2ZXPy9wBawuNqw2G4bB64QzKu2rKAqsIRtl8WJJZDJZlE1E6spm7am+CYr2aEiRnBI5RsocEBGyAUciZYu1iZi0d4GIwWVQjO80iLMq53O59Q7Qv6tyP2guN8XUQsR6b6xVB7B2E0MSKnBbMFZFyHWRy6XiwZiJqWiRXZGzvrcUrd8p7z/RJuCYM/PxQJwOlDBhS8RKwknGSKKY6r7onva5OmdI2oUXOS/RbdsbFo+1z/WurEpbHpbLe9vUW8p5AG7QZe0EsEQzd5usy8wLNE29ReVfW/5lHNN+6MhJN6pQ72OqjGD+ETKLxb+FPx8TkDZaCOEAkyISAswT2XmycTAmSlYprYjF+p5uveby6p7JTjxuM7fosf2xILyRA8vy70Zsn55TCvM0kWMBk0+NOI0ouJKSoATEZq25K4airhaaJKlyYakbMrmQZ5iOWtfUwOK7RpO4PQM2ov3Aeqd1UeMGWrsY69Wdy2lHY7xz9N7zYhx4ftXxm1+t+fTFBZv1yPXzS9YXF3Teq9QDZVc7Y3FHIU8GXyzeaD3s8eqeuE8cL+FX1fzm5wquLODEYHyPGA/iaD1kqD1ltL63rlxRLdPi8cC823J8uGf7cMvu4Z7j454yJ0yqhd49PFsJz9c9Ly5Hbq7WPL+8YL3ZMK5WDEOvxJx14FRFYET7rZQCzWa6maFUP2gkZ2yKuBzpnWHtLWXwHC5HypQpU+T1TpNfiffrebZco5/mQEDZW2MMxllMBYTOd/WmTegNYETovFXX2yRY1ljjsXbmuD2SI9jv/EBtV3k6fjxltJSiLxUTseh6XM3aqF4Cp03qdDzqJSr198vrvrVgSnJm4WM+C/aeZqyeVj69n8PrUjy/pCOfVtyyeA6Lx9vvlhkwFo99c5wyDPltcPpDpcgtdklhItZsbzgea4K4YPGI95iuQ23X0/mAUyBlwv6BcJw4bvfsd2847rfcv77l7tVXPNy+4bPPv+T1qwNfvzrw97eB26lwl95HIpufSG0alXvL6UyVW0rpIPaU/QpsR/YDxXbMxjG7np3tMdbhxx5xtsrKKuFuDdb5Uw1SZ1Bg5S296zSTamAYBowVlQZ/o5HvD7kOPuw1S3fQtv+OojVVY61L9LYqoSq4MlZdkL2HblAOpvPgelFgZQTXehw8+Tg2FlJSC/5YY9puqKYwpcoNg2ay1vw0brRzmHjcPXJ/f8/VwwNXz7aqHLAW4+oVKe3jqvZNl+RMek9Hi58VuEKE1XrFuFnRe48TizWC9aIZq1ybv5FJAqakE8AyLKwuqx1mbqnkekBSStrZfk4Y0QyqyQmbDNYmcvGIGIwYShIKDicB8bWpW06nbNZbNzTrJidgpTVMxiiwauBK7w0pV2lggbPspIKrIrXfpDoJxuoClQu1PkwZt31Wmd6HgKt9zhz3O8JxT5qOmByxJWHJGMlkkyvL8G5w1Xivp6W0barFxWNLxXxj7dpjT6fmUuiwTEFfcy6c7NvmZmET9AJ7LAquboHf87axxs8teyOcU+ApLSSBSZ3WPrQ4GM4b3vI9/twyV22RN4CkhIQZwkSZO5JxasGLZp7FGKzv6FdrLq97IpntbmJTzmYpP2Ys5T5N8gNPrsFSmOcj2RZEUg1jClYUbElJSIk4X0i2FkUbJU4kc5ISkuLpQspBa1d2B9iWbycQPJrl+zcGXjj4y1HoB71dvhSKVQKoWzt83+P6HvEe3w8M48j1s0surzZ89PKG680lXefpOo8Mfb34qm1YCLiUQSJFMl0GV6mo6cKQdonpCj79SjOyP9dhASsGMV4/fRFSKZgMJatLnzZszlCSupCFiTQdmPdbDo/3bO9v2T8+MO2OlFBrRg1cDnC9MjxfDTzfjDy/WHG92TCuV/TjgOt6xDrEuFpfa6rToha0l6W92Alo5QqwIjZHOiusvCLoZ5uBfJzJ04GXr3StmTgbSXzXWKoLnuY0oEp5rFSC0CnA8npzzuE7VwNDofNOycYELq0QtLGpHybcoWj251s/0J9O5N3WyneBq8qDKHlY8Yostz+pwKvWZVWTNkBPjUUBluOcnbKL+qt3SQKfAqv3A1dtpXn6F9+VJ3sXuFp+ou94Rznx0qfvmBZr6A/dXzIoKR1mUpiJ80ycj4grFKOqIZM7Sm2lIzlpDXvUV5eUmLb3TIcD+4dHHu9fs3u856s//pG7r7/k/s0bfv/ZK169Lnx9C//I2Xjrw0db7bdvf4HZwNx2JU9hIFSoPDUq2DgYBmW1bJX5dspyGT+c4sDRKsnle8/oe5wzeGdYx4RzFrG8d33PTzla3WWL8zrUIbavX6uv4MrJKZGtLYuc3po80HfgBlOJN1EiCQVXrWmvANlmrV8tGZe1/ssn6IrGur5T58Ahanz4U+zlcwhsd1se7h94fHxgv9+xdk5bpVDP2eLKbMmQlN4FeN89flbgSoDN+pKrzTV95/WECBhTyEnlcyUYkrfk6AkWgoUUBYKoFDBEcgVgOUfiPCtTMh0IhwN5zqTjOb2fXMH5I87NCGuauXrplFXOWXQzKWqvaWzAGEcIiSIRi6X4jKdUjab2xmpWk2J05c5SCzZLY7pSNbRQeqxkVDqUa1+EFChxhjRDmijpSDjs2W4febN94PepfJB7yh1g5onPPvtvvPjrv2Hz8hN+td/SbUaEsbqaKVhsS3cbhnOPk8y5qL8xgSx+t9ww2pLe6qOaQOHpBt6U4x4FVC1ztQFWlSkZxnN6eXU4Z30+2sNjhr9AXcpec15Ufy5ZLEPNvjWnHKrkJGn6e1dU5vihm1b7fu3YGt6Pqf4ljTaXDsB+ntkdCvtponcdnXPkzKn/nIkjq6KtE+aQ8OMdUr5kepP4IhT+7kd+liUx0LK4TzngUjLT9oFg9BUi1BYLpWamKknRg/cF0yUlA7JeQeo0qpGM1HUh7GF3hPvvcCmyaKb3fwH+538Hv/7E8Td/9Zyry2es1huuXtxghhHpB2R9BX2H9J0W0nQd0inQMr7DDAPinVogzzOUWRHeYVu7Wrf8na5d0htcNnTJsNlcIDcHbDzwV/8IX/2MNbsZiCky7ffsd1t81zGMB6xPFO8IVvsYGgGTUj0OM5Jn8nHPdHfH45d/ZP84kWrj6tHCzQifXvR8crXm02cXvLi45HpzyeXFJW7osd4jRgMNIZGjgl5T0/PqGGjx3mDEQvaA2r9b73C5U5lgDpTeYXJHmtdVyh74zeMB9whxC3/kvD5821hKAZtKoBFpBcXTMWRijCcysRT0c1olI5Uc1ECcBCUKc4IpBKZpYjcVHiftkfivkVlvAdmyL+PM+RpOKOlVJnBNt4cW12v2uQKpuq836WCo+1BIVfYdYU5n04fmFPjUkOlpFu271/7CWRrZdsxWDdOop2XlVl68btlQAt5+p/LktvhNXdik1gi3PM6PHUJdC0OkhJkUj5i5IKgCgVk3yR2A6RA3IhyV3IiFu8fXHPY7tvdbdvd3HLaPfP3Hz3l4teX+9sDnnxW+jOou9/ATfea3RxP5t4VNvnmfgX1DqO1hPUdZnpOrHcRsBl171z0ybvDeMw6ei8tLut4z9p4Y/2V38wasmulLK9PwNfaSBVsghbO5T+ZsmuE129R5obcOZ7W2X4y6a6u/AFWCZ8gukVMG8WBnrI/EXDSrXKq8cNbZfgWnfoo/Zh2J08T+/oFXr/7I5mrD1fMbjHXkfoCclUgySrhJVnl/BuY5Ms/fVqn29vhZgSsEus7R9Y7OOzoxp+ZqWbJe8CVhJJElI9FBtpjiKDmSskFydd6iynFQRKz5+qLN4GpcYAAJkEIhuoxlOoGrHDMhFEwoFOuxPmFdUllXyMQs2C5g/IxLhVzAdQHjAs43owhPiRbrLCRHsYbiLFnsyZqzoCYZhJlSIiUnTZmHQI6BFALpeGTe77m9v+fV6wNffhV5Vf5/9t6kR7Jky+/72XAnn2LMzBpfv36vyW5REiBA0ILQjl9ASwoCtBLAD6AvIG210kaCBO7IFRcEtNRSgKCNgBahJtENsvv1G/rVnJkx+XAnG7Q4Zn5vRGZWRWZWV1UTssSFR3p4uF+/1+zYOf/zP/8jE+yxIyJS4F88H/nZ8xuevPwGN+yJYYOODkUUBN0aysJgzeQyKkSgkFmmbN6+8HXaQ/Maj/wec/xsHlzlNPScSd4gjkqViiN1Sj3n9LNKm1wzQkybW242t0/vd+D7bUD3riPXklmVbGzm6qv7pdpvO3KwmrdOzb9ftEDF5Oh5JBDt+sgwjuhxRBfi7GkFWmlUIVnhynlWqxUqRoIbaf0d5jDy8uDfq2Ygn1Oe42p25BEjuCEIwo1sOCqKk8KMTuR1QryNsF+iikTv0/2M0qwQ+V3fwmH8dqWkE+BZCb/YwC8+rPno4xWf/PJjmpNzyuWa5vISVdSoooKT8wQ/lsK/MFaKx6MSVKgwkiKOEXwv6hSjiAgxjDBaKBsYBpST6kplPMaMlFXFWI9UjWJhI7WWjfdt52QGXHJA+7cBlARg9IH9oeWw31OWJf1yTxECMZa4Qvr9BaUwzhF8R3A9/X7HfnvL9vaGw36U3j3IGl9q2BQIHXDdcL5ZcbJqWC9q6tKirUUZIzYghtSQ2CfHQwK5QHLok5qtSkigivJ/bRTRKxTSH8ggbIPSaurKsGoU6z4eGz0/wN/fOOY2+R4wlhJnMYqwgEppjRjjsfeXUgodlChuuUh0kXF0jINj7B1Dm3ol8eNl1gP3G/mOyDzzTALwGo4qwJDUsLMDmey3znVYs2L8kOpGfLwv9pSvYQ7uslz+vLfj49gGcy7ILAeWN8J89zKFNc5zkW/KUr05uNIpsDqyZB91jt8+aqSnWFVYSmuwWmFiRAcn2czREJLdG51DKlUtIXSE4IkucHP3kkN7YHtzx/7ulnZ34OXzHbuXA7vbyM4JWLnnb3sffF2w+oaXAEfuKDfkvFD0K4g1MTYwKmJZgq8xtkt1/pLp+yHHm/KhGVDI60CUu2V92LSX5Z+tzvYrrSeFCMQZqWlSTD28jFJ4pfEqEIImhEAMYO0oYjOQMbxXhHbe5/764BhHAdW6w4Gxb8UnT0mGkBINpH65ESAE6XP4dzFzBSm4Ki2FNZTKiExnJv4pDdHeC65iMKhoRNRCa7xSGAVeSVs38Wlys7m0SThBqQhJFceAsREV+uOEGE0PhUOVjqAsphgxdsB0I7YcsL3HFBW6LDDDyDB4irKUo7JYaymLEmMtxqZ6K6vRVhNNiY8B752coffEsYcYCDm4GnrCMBD6nn63p93d8c3LF3z+xYHffx74Orw9KjM4+N038PMvX/Lsg89x/R3RnaHjmFTKpHjbl1b4sWloLehBHOX6wRRcBSb++Jys8DC4muMvc1wtO9DzwGqBcHybcpL1zPuH0hJoJeV4ykLebzMLrlw6v1tkM/0+Nob3GRr5TjbRGnOfq6gnGsljCs8fjox85vug+elk676PMacnOEQO+NBFun5EFQ5tJZRUUehd1krzRE9kPW4oi0IaBHpPc33g5tDy1zxsYvr4MQ+s5gHWPHNFBDdOzplCnBSVol+N7LPBymNMpaRRCxUtn1dIPTf8CN0etqNsy28y65fApzX8/U/hjz5d8+zjC5798ueok3NYruHyIiGDJZw/SaT4Uo6oJdobk5ung/yfCLqAgxFEOTrhJ44OqhUMvTTvVID1KDtQVBVF3VPUirqI0lslvN01z5nyRfqbrE72fa/hAAzOs90f2N5tKYxhsVhSB7HDhQGtxYH27LkAACAASURBVCEIbsAPLW44sLu74fb6JdfXL9nuAniZowtgo+G8gqebmqenK56crjnfLFmuaopSpLOi1kQdjxt1BIg65X6k0X1QkYTzCgUtFQPFJNsfkrKVSgq0RkFpNVVpWTawPsCJgk2Ua7//jus3d8VhCgo8EjCE3E5EpbOKpMBK5OKN1sc5HFwkDJ5xGHDdwNg6hh30w48rPhSQ65ADrHnmCCbHMSP0CqE55WuSFcN0ulgBjuVwPgdZ8X5gNQcHcg+yrHybA6wcjH332ec7OMs1ZoqMVsmgkAyMmt3w+V19GGjN4bn0apWAzPjqK99nNMBaKRZlQV0YKqspSMGVC2gUPnqcd7Rti3OBYYwMvpOSjtFxc3fN4bDn9uaW/d2Wdt/z8jl01yIOlXtw/thNzF8deTZsZ8+N4Bqp5Rw0oazpAGUtLgR0oR/tyH9f4yFQPg+ulJY5kVU2Cz2xiUxM/9dJel3d3y+NAm2SFgFasvdKiWBK9GgiWJUaNyusHY/AZG77NQ/8MuD6rvc4hJFh3HPYbWn3O8a+xcfkj0c5B5CsFSrJ45uAT3oLjxk/seBKURpLaURpRSFNeaP3eDcV9QYfCF4MhUo9mUbE0IcgkacYSpFwx2iC0YQZCuNdOoZkSJU0wTwaUBvAtmgz0Iw6KTtZbFFhbImtWoqqwhQluulYLDqKssCWoh5jk2NXVhVlUVKUFps46iYh7sEHQvREP+L7FuVlUx9dR+j3hERnvL264fbqJb/59Wf81bXjr9y7Ub8G4HfAbz77HadVy+3f/GeslmuW6zVR1VLUrW3qmj79nS1gdQ46cRnGvXBie6aAJgdT8270c2Wk/HYzMOy4+Ob83gWJDohkrUyCKFwv/t6gZJMeR3lsR+HM5yavC6RRZIUU9m8QQ9siVIEfw+Ca9J2qlC4vCqmXMymwJxVUv+2YB43/PgVVeXgkoMjZ0WIE3YssqwRTFofF2BJV1xRlg0FRBkW9OEkCNp6nzz7myfNvCOHfUFyPfDlEfvcO52OR+7hmElrJGcM8IqK0pRBHSydaoA6yOWWuebDJoTIS8+iU4clFg6qXwGro4O4GbnqOwhyvG78A/oOl4U/+/oJPf/Yhm6dPYfMMNmewXEqAlda38P9zSjgRfrVKNT1RilEzAu6V1A4oD64Q0n0I4Fs4CCwS3Y5+6Gm7gWHvaPeetg3HepQlQtF5jM1STA1eN0zB1ZL7PfI6JkDhfdyPPsLXIxRff81+f4dzjnq5oKoq1pu1NJMkokaH7w647sDN9QuuX+55/k3L1sej/aoNrCu4OIWzkwVnmxVn6yVNVVPYEqIieC+KUyi8c3jvGZB+h4Wtkk88ZYVicITQY/LeFzxuHBmHgXEcGNxA7wbGccQFT9QBU4gMclHDuhMJ9I43o/nH4IFXdeciAhY4B6NL+xXhOGWSwjNaB1HIReH9yDi0HG5u6beObgfXLdx6qcH7sWjLHqGNV+n/BfezR2MUn8DuJ/qTHWVtGi01IMZIojfrLMRE08gBSZHAkrwf5fmZQbQMpGXHMNu2N+WW7g/FMaerrAAlueBFW0QbPqai3jil0Y4B1PzKP7QkD/6fN+cUj30fAOUaONeKxcJSlYpCB4g93ssHGBVx3jEMA91+S9uP7Pcjw3BgHEe6duDm9orDvuXmaqDdBfoWbm+nHpxZrP9x1/PHHjccvRMHxAWEQKctPihsWSY/94cb81rA+bx1nRAWxkp6GXsDzojvVSY2kR/FR6tJwZWJmLqgKCxFZTC6RKlcY5y1BeAQRoZxpN2PHLqBfvDcbWG7E3XR/SjCSJ5JUG3Bu4OkMqR1xPWLr7g6PeP66orV6QXBB3ztUKZEG0tZxGTvFDYoxtHTD39HM1cm8TO1TgS9GIlRobXUPKlUVaqiRhmD15qgU/8RNTnyGkk5ojVRSx8n4XhGyZpLgHpEmRXp5xShR5HFAu0ZaCVrZQ227FNw5agXDaassVGoEs6XFAnNs+OIGw3OecZipBgLiqLAFgXG6KPqSAhOUNHuILTF6Al+JAwHoh/wfUt3OHA4tNzcjtz08Z3qc/IYgRc3PZ9/dceLrz9n/eyC5cUZ1i4whUrS1pLGPd6TpDamBslemShsIe1S76Z0PtnZfIiCzpng2V7nMQ+0chYrN3ecd8mOcOwR1Q9Jht7BPtzns2ehgWr2mTkjlhFEzw+LbGmSJLY6Uq+lsDuxOnTObPz/45VxQObFgiRsEqAfPZUPuIhcRJ1obaZAa4tFU2oDQZQ8lVG4CE8/uOQm3qC3HXdtYM/jkfRMXc31gBUTleieqY2Tj3NvMSRqw7HVXki0mzjRBlV+Iy/rzIt2hzDxvoNatwQ21rA5aSibBaasSbySST3FJKPXpcIXH+VLZO9pSOkykILAGAEnaTQ3SO+AcZTf+Si05nFkGAbarudw6OgOHV070vbyshDvI6DfNRRTq4dmdu1hUmrMjWizPZlXlWRb9NiAK31DtoOHfU/58ppF11LXJcqPaKskOTAMuK7FdS372x3tYWBMjk9e38sK1kvN6WnJZtWwXNTYlAbxIRDdgEPm4hjAuVFqvpxDKYPWVvrOKEBF2f9UxCgv8yYGCI4YvTSpJh4PYiAGqV0YfVIkDffR42+7B2r2mjnlFWa0wAAxhPT5Uhss2RJP9HLOIYAfR9ww0neOro20rdTF3iHHj0Vbzvd6h8yfiingCUyBlk3rNcbkbOqkjBYT7ckn0I+k+hruO6K5xi2/X85Y5YxZpgbOA63HjWSFTAE6UTrKB8FVjDNOX4BgmBpyzfNp86tyP3NFslFKcxTyOGbf32FoUgPaGjYrRd3UFGWBNpqIFxAhgjaG6EeC6wluIAwD49DRH3b0/cBu13H98sB+P3J1Heg6oYpv3f1athxcZdP70x1z3kpOgQZiEk1wIfzga2Uehuc6bo2AUMqDSSjuaGQNDENaHxbaxDTySnpaNTWM0VHXkVp5jFGpRZEWmx0ifghs9x1d59jdenZtoO0j21vYdXAY4OUgJS3z+sX3vy7yTfe7HftMDRxHitHhrJQeoRTeh8R/A7THjSKM95iJ9ZMKrhSgrRUqnVaSlg5w9FiUQgUl9VcaCUyMUAKdmig3Jmtdag3aELVFa4vRcuMzVSe6SZSLKFE4yT4NdqJD1P0eY3OjNCMStOWB5WZN2TRUiZpRuopAxDsn0rpWU3a9BFRFzlwVKJSIbfgR70b8MODaXdpApTmx8t1R1GK/3bHdHnj5MnLdyQb1PuOLlx49Hvjdr/+C5cWa5dmaTb2SbIBJ8vez1JUtYH0m/lUYUs3TLRSdIBp5nuXeVtnxmZMR8mPehLLfOd/wj1msBK7rGfE3Fxx7D4dOkIxdmIpWs9OVHS6LGPQCyTaM6fGQjs/44RDUHOyZ9IWjScCjTcmE5Fj/9DeDH35sEYfkKF0cI4e2p1x4Sg8qdzg1JcpWxKTAVtYLpIoFVGEJ1vJxuwP1K06fB7rPO37L49Xs5s0Ul+n/mf76cMTkiOSCXx0FkNCISbJquuc6TD/Pm8WFPqGFrTgQ3wZg5uBzWViWJ2tMs4SiEke868Q7LgqwThZVP8iitiWk63RUI8je9SFB8GpMvQWzoMVedOEHL41A24PQ6rZ7drdbDtd3DHvH4SAxnPcPaJOPvNY5uMrBVq6NcUwOarYhWR46Z7Uy0PI242aEdhzxh+eslpZlU6K6PbYoUoPqnqFrGbqe3W1PO8hnznsVna7h4rzg2bNTLi7WbDYLtDH46PFOamh7HxlDxPmASxmnXdelLFVqUKlAF4rCWooinUthJMh0ojapVMCqgFOiRKmQGt6xd7RdpO2g7acp9W33IN/yh5SgPHLT8+AhBkf00tw+BnOkASotNMYxBsauZ2gH9rtIt4PDHq6irLUrftya0MBEFw9MAU/LBJxkANBHyUTZ9HzTJ4aFSftTSvZmNl5uCJ9rqnK28C69f27AOzK13siA33dfk7yzVlLvaGtZ40XaKI1JG2sUMKQPoL2s4SPv8GHmap5PC/c+Sac6GhUlPjPvsI7zKICnwLNTePrEsFpvKJsaUxmCkoa6AY/1WoBmd4BhIIwdvt/R77cCLt/seP4V3G7h+XayA1m8ap4Z/LuRucpjFvCmyRSD9EGNP3DNVb6GGQDIM8SQAKFeto8MeB2TGSnAKiyc7GCxgEUDF6cdyyWs1ko0CZTFaMMQIs57+sPAzZ1jv49cX8HNTlRx726ntbljWidb5Pn3y1rJiDFye3vD3c0th+2WoR8oK4d3wgCAgNECWokSucKNA258HE/oJxVcgci5aqUSl1wlFCWiVCSmxwkKTuYpOjH6QQQhtMpOgsKUlVDcgscPA96PmNKjx8R0CUJ58P5+kenOTVGyuUnOnYJSeyrTsSwGzs53NMuaxUlPOOmp64boHMYUkmkLQbxopfEqoZNKM7gRHxzejYzeSz51bCm0pTCaZWXRicztXcv11TVX11uu95L+ft9xA8S+59/86b/CVg3aVnyiajaXz7AXGu09esb11VZKLEwHoUjIQQAsVN3k2JTp9YqJDgj3g6v58/m19yQ/ka7eZZU2uZj2DCf3afCSrToE2SRvmDbHPOY9RHITPBC6UVaMqpj+/jFF1gUc1fjeZmRdpxpmBdEWbTzaRowVulvN44rOf8iREfncpjJwHx38oUZuHG0AHQK7uz2rxRo9Oqyx1FVJs2xolmt0WaPqBUVVUhSWpqpw3YGuPfDxH3zMi7/3R7z8+isu/vTP+PWX13x10/LrUebC68RPsmP1lKmZ4ilTcDUv/D3OoQTQHCN9Jt55PjTJfOXXpsWh4OgD5WzWYxyFsgSrI90ucP3NlxQ3L/C//5LD2DPGQCiW6JTJd1pxuj7hbHNKc7GCZgnNGuqEittSaquGHnZbOOwZDlu+/uo3XH9xzd3Vni+/uePmuWN749gPATcKBbOJDjVGYg+/7eCb+PYiBvcAF5XugZIykhChCPJzjgoGnyS1mex3lmB+bJDlETvyVYDl3tH0gXEcqEtNacGGgO8Dro9sO/FdHSljBZwpuNzAkwvL5dNTmtUKXVYcBkd0ewKKbnR0DgYXuNvvGPqBoe+5urmibXvatqPQ8VgAvjlZsVzUXJ6tWS6XIs+sIt2hZeh72rs7bu6uuNtuufoy8OLK8/w68GUP1076i10z2cc3UQIfsgfm1z/Ofgfi9MVcf5W34AjBDZLV6h2H3Z5ud2B/K7H4tpfmn1eIvf2xaIF5ZOQ7U1U7ZP1neidMoUcO7jcIra0GTjwswtSgW1tJoHdOEP4WoR/eId/3K+S57Kzm5T6vW/729ZF3yXTUtTQYymI02oKtpijYezBOaiOjkmLr6JKhyYHUHOZ8mM2aLoKavexdA5Ya+CXw84uSn32y4MOPzzg7kzXirWEIjjE46Y+mwYeBUFq8L+iLikG3jMpgg1zEMNzPVOU1nkHVbLMN09z/adPmZysvqXYpYzDGJvGYH27kDO6c1gpyDY/1TpFjCchRndjLXLEjfDrAWsPGwB8+hbMTuOgizbLH2AFtFXe3ktG+3Ua++CZyc4Ave/jaSy/HLdM6zUrSlqlW8V1a17wyYqTd3XLYXrPb39IfdpS2wJLaYpgAXiXhOTCFYhwcrnM8bEX9uvGTC65UUkfKxbzynDyfOWKKmZJHPpIF0ERpyplkYkVBwOKLAltY/Bgwxh/rQDPdLCNO+ebdMduc3YRSW6DSkaXz+DvPYoDeb4khMDSi8mKMKDD4cSQEhY/Qhx6CIkZFNw5CCwyOkHqomDjQ2IKqtLhlhSGiose7jv2+5XAY6JIT8b7DAa2PfP7ljo+/eMEHH33BxUef0iwWxM06Xfnpg5SGopLngkaQ9WSri0LQPRenzQImmduHKoJz9CublPm1LUjUC3vfYY2Bo3z5/F5ldGPPhMDmDXJubDMNZEyPWcozF8s/3PAzDUzP/tZwn87xmMa/eUvMvPoIxKQcpJRIfBo1IUE/5sgGLDsN+Rrkc8/f94feqPJn7hBqzlXrWbYDq7YlJOlPpRTWGkxZoKuSZrWkrEoWTUMYK5q+wZaGwkBdF9x88yUaWBeG4ebAYgjcuvsOUA4uF4jM+SIdG6bropE6wHusmux0MqNZ5WQ6HFWXcsZ8fmSbN18vD+tg5iNTaWsriLoOkfHQMnYdXXfgrjvQDo59X+K9wgfFqODp2ZpnZ2vOPlxQrTeUJ2dUp2uRaq+X0HeEviPcXdO/vGZ/e8fnv/4dX3+24+XLll9f7bm6hbudOJUqZedOMsrtxLHP6+xtzFY/OzK9N9sJpYSilSNaJcJ70ocnBWI2in/5toI/2Y/sA+gxMPYBGyUBoBGqZnQCys2z40sN6xI2S8t6WbFeNNSp1gAgxIAPEeccbgyMztN1B9pEo7x6cc1+17G/GyiNiFNYo6Rv1aZmXThqCyZWYCD6njB29O2e7d2B65uOr5/DN3fwzQ6+CZNjf+C7aTQPpuC95159Ycz8wHu0RKmD9oRR2BjOOfpOamIP4b6QxI+dnZ8zKLItz0h4Dj+OpJn0uyzYFJA5aeNs/0pzP1UciLIp0/40D/RnmMARlJmrYr55zHKL9sGhUw1lpgWOCYUgJnUBLXWU/nUViq8GV/k233uCd79vBXCp4WJdcXa2YLVaUC8qyrpIzKNIdAGcMGaMVhRGUxotIi1WMxpFoeS663A/0zpvH5B9EI/cp3z975gETH5aI3ssicaSmiibsvhRgquH+cy8D4YHv8++U6bWJ1YwNsImvdgo6A/gKrGbOkZRh4wKP0TGTsgQuy3ctXAdBJS45b7U+oLJ3s6z7G+7r7zuu7qhY+g7hq5j6AfGYcAXI1k9V2MJQVICSvlUM/s4eOinFVwpUrNCqbXSx27Ompi61wOJBC4evorSQFinQocIGGsIWKIqIEr9VgwBV1YEFyiKAW+lKC9L32ZneYcsyGsmtOnhgiyC6O5fv4SlHli/fMHF+RWLZcHm9AytSwmiupahdwyDY9u3wtccA62b2b5CgonKwmZhWTYV52drKgXS96pjd9tytx05xO/POIwO/t1v4YOnX/PByb/l6R98xHJREVcbWFXMOz0aq6iXBlN4/CjZFpXi1moH/gAxoUl5w8ibVa6Bmh9zhDQbx6wWWJIKJK0EvXPTEoKcdx/lXmWp9bzI8/s3TAswBws5cMvp5awimFGa+WaaM17n6TFnnor0mn06fst3o7C5X4TJnxFJ6X4AjTGBQk9NmX9MxyOLCGRBkLxRZRnhr5moND/GeIlQQTe3QLnDFopP2gNlv6TynqAmX6JeLamamnrRoFSDH0eqpqQsNYtlzdDdcXl5wvXzF6z/8ldcPR+5uQl8ybRZ5A71ObjK8+iUKYDHpDU5mwg6clTassnhzyIx+biXvU2O2Xx9FGmB5PN4U/BtkczJqYUTG1koz3gIdIPj+fWO57uOm53nN78ROs2hkzn/8Sl8cg6/+GO4OD/h6eVTPvzFxxQnp6iTC+h6Qn/gcPecr//qM55/ecu/+tdXfPYlfLOFP2faBGHKOl+4yRE9pNe8TZYzcJ86to4puIxyLU0OqBI4RiFqhCHRbQdELMYn2tC7DhXBDBPwUSAMKxvk3LItOQfOS3hyAk8v1jw7P+HJesNmUWFLi/eG0QdUjBRSYYKLDsKA6w60N1uuvnnJ9iqwfZHmi5HaBbXt0RcF42ZErxsKJY3oow4E5RgPW7bXIy++gb/5Ar4IkiW5ZXLu5w7S60Ze3zA5+Q9zGrn+SOKqkRjlwmsVpAUCAeUjjAE/9qmFiKPdS6P3G8S5ffeGrt//yEFN8eAxCzHNM0oZWMpOZrbVx/reKHVYmU74UHY9U1Xz3+b5NN+ntrxFcFVoKUou0kZp03PRyE0ys7tYqGlT8dk1zTm5vEO/Gn77fJH07N4/7tLeGwppqv1pBR893fDBR5ecbFbYVQW1QXthKUXlE7MnYFVEW4UqNb7SqFqhR0VXQKNFSXjBlKHKAlhZaTh/szzfWuAvkXVx+w7f4W935MKFFRRr2Kwp1huKpqSoDFq/Kxnz3cY8uJoDjNmHyftTzn9mPyr7fjDrZxrB9lA6YR6clGALkWS/U47Wyxu4UWx2ywTA5LUwZx8tmOquLJPY1ft826E70LV72v2Bdn+gKmvqoiaaERMVKswlUhTOjXj/OC/8pxVckZ0OUegQak0gRkcIIzF4VBiJcSCGAed6vOsIroMwHLno2iRDpAu0aaQGyliCF/boOEZc7LEmUPYJ0RgmauABCbLeVGzqkIX7EmiD/K26CfTdiIq3oCwxwH7f07aBbojc+MAQI2OUtGcW8rFDopYouNh6VmXLcBhZlBJkGO3pD4FxmCb29zEc8DfAr794zkXR8eEf/pxGNyybE06HlRBf8z1RClNYKaJWoJzQA0MhbATTvXpuD9HQ16Gj8wLqedAVE7PBBaH8jF6QjV2Qa/ccMZIvkQU2VyjMAUHewPKyyLUReUOcZx5eR4XJxmNuYCruG5sdsil+W7+xTHlUSH3fMIIegrA30pvnc33fkSksM2D/uCXPA9qcTcuBQ/4+JzU0hTRuTkuP7iDlN/jpOv+YtJ4R2ShXh57TK0V72LIY1sQQMCocJV9JLOkQoziAxmIWS4qhpw6By48+pW6WbC6eEIua7fUNu7s7Xtzd4gaHHwI6ibcUQbITOoH2i5Jj/5vMuuGFnJ9iov4RxecxpMBAM6mrpYwIibEzJ+roKJnhfPj45gAlZ1VDAQc/8MXXL9i2gd0+8vsvHF9sAy86+Lct7LzcvxWCGA6DlG0MhwOEr1lfrlkUFc0KiB439Ny9uObF19d89cWOzz+Dz3tZf3ntZSprnme3TIqfGTQ55e2opCOypvK8PWZUU9CqIkfVRa0EuI9q8i0j4lOad9x5S8SJWyxgUQnwVUaOivUmeR4GuFzC+Ro+uIAnZ2vOz044uVhTL1ZobelTwNENjpv9lt22Z3/o+eLlFTc3d1xf7/j97wNDJwImC9IaLMRvrkrDsm4426xYrlZYozlYxU7Dcw1jJ8jvizjR7q65b7/m2ajXjVmp32v/bm4cA0r2ZXWU0iCiGFMN8Tg6+tbTtvF4LtdMAd9PYWTQJDtsDZMjlB3LvBazrcyZkRxA5aBrAaxKUYINe7EPY5Tnh/TeK6YSgwzQ5Do9k87DIj7Fm6nhSbjCKqraoGpDLDShMChrMYuafkSasWbEODChEOrIm0jv96ZdWXDrbpv2ziDiUfs4OdJvM06ASwtPzuFiUbOpltiqRBWF0FOswmAogsEFQVOjUgxhpBt62n3L3W7Hdttxcwu3HdyN07nke7BJ1/m0mva+XT+VAXyT7sFPK7iyyNmfwcklZrWhfHLB2dmaqrLUlWJf2h903cz9seyXLJj8qlznlmvdcuYqMDUcznN7oaBaQL2ExRLOLs6whQEF2+0NcXS0S9jsRdF0PU71VTfpfALy3Hx/hElcKtfa5XOHt/NPYgz4caRvW7rDnq6qqYsKGxXGOqJNKqhKsr/ReeL4dzFzBZAofyqKc5T5YDF4ohdvI9dXBT8KkhZGFB6VChSM0SglamHWljitiTFSlhXBB4qqpxgdPkSKOmIHcXSCn4pNc7z6OmOSne8cflRBiod1DPTtQMQRArT7kX2iRtwxTcqMUnnAJO72CJgx4l2k0LLL+iTs4EYJNh4GAe93lcWBebnt+eqrwPWXX7I5veTk4inL6Ajdg+DKGKLVEAPRxKMkbVb0mwdX32a+50dG4+cp/iNOE1ONlZM6szsn1/CaKXX8komb65nQ5BxEzTdBM/s8//CzXnNtMp6XMYqHFMO8KeZg/E1jToX0Xu7lOCZDEVIG81vO5bEjX8M5RSIfc8cgO+OlgkXiRddafl4vU+1Ok4qznTiovpV7MO+r9WONgNzz/Rhou5G+H3BuJMTZHY8TtSUCKIXSBl0U2LKirBsW6zXEiDGGi7s7mlKxWiiqYsT1Pb4bib1Hh4j2UGlx6oOHupL6cRIo3Dwo7Mny68fgNgVbepadIjD1uUqlEbkwPkTJkhwbk/Lma25IWdUKognc7Tu+fBl5uYW/fglf7uHlKC0YMgX2BGgcrLzI3a5Wjq5vcc4RQiRrTwci3aFjt+252zpuDxP6u0Pm/es2/uxIZin1LBLw2BGZAqyK+yBH5vznW51VzUjBlQlyWM1RjfGx40j1U9LAvGk0TaGoraKI0sg+6Ih16TOA0xWcrQ1npwUnJyvWmzX1eklRNMSoCa5nGAP7duD5zR231y13dz2fvdxytT1wve35MiF5Ns2PIs2dwkJZKipbUpclTVVhC030DtfLlR9GOLRwGyeg513qER5mq+Z7jSJT82c/51+kumgBMoQa6FxkdBMtLqPNb5PBnI85y2F+vhllf9uRg5tsK9WD95s39p1nmh7S3LMtrVKmsTzcD8Tm9jfvJ3NgcU6Fz9cn18a9ev9SkGQ0hTUoq4lWEwqNKgy2tDgViV4TCSLnlmUNjRJUYB4Zwuwb3w+ufID9MNEY+/jmtf5dY4n0flsvoK4sZWFRRh/XLIDSCp2aGokNVLgYGL0Tie5u4NA5Di3snbTiyJmSfA+WGjYWThcCZKkorRGGCF2Esx4OCRB5N3Dwb4NXUoGuwSxRyw12s2FxumG5WVKXRijC+scpGMhrLl/jbJMzUyizf441V9y3ISD7YFGmo1DUdYUtJD9eGCX9sfSrTI75yJ/bz85pDhJrXq3jz3nYeTD25u8ZJcByDjeOk2CFGUTBMhrxHbRBa2lkHUN41FT4zuBKKVUD/yeJagz8yxjjf6eU+kPgXyCMmf8H+K9jjINSqgL+OfCfIv7vP44x/va7TwWICL8xelT2jIKXYCopVinXocYWxo4w7IiuRYceozxaR5QFq4WYoqLF2gLrC1FtGkcRmvByya0ZCGPLMIj6nBvEiHx3il5G7rVSArUHPcB+54naEyLsdrBLhumKfYyBLAAAIABJREFUyTmdJxVzkJaRmM4BN2nSVOJkuWFyyL/v5f31LfzFwfHzf/1nKO8oFRSfPOVw+9XxNUpriqpK3qGoXpkiBVd62mzngdOc0543ljmPN78+Z5Eyym1TwBaBrheU6s6Lc3iNJAi+Ru7RDfdHVntquE/p0LPPYfbcnBgxX4QRMd45aFrM3iv3SKkQJ/VNgdXDrFFA7qFSEFpx/H2cFNXedzRM3z1fh3n/sGr28xJB41drWK2kH06xhqYSEblYSlaj76Vm2r8QFPCnQuuJSEazHeBw6I8Blvce5RxxGAnBp353iSdIxERFvVigCfSrNXjph3fy9IRFrRmXC6qqxA8Hwrhn3N8RnAPnqRJFNaZNW2uOAnuL9v7Wa/XEzMnBQM6iHNeJS2UQPvk9HlyqM9QRwiCZDDd8u5pYBTwBLs5gsYLtIfJ//wp+dQt/xiT4Mh9XyHktgN0AXYgE66EoUHUFqzopFu7o2o7bm8DVrRjzF+l4U7+iXTq+AT5gUlh8W/Ag11zBRAuZb6h4JiVG5JdBSbYfJSUoZg5rfsfIQeoT4LSEVa24PG1YWEOlNaWK+FHkoV3hsVEAio+eGS7P1vzBh5f8/NOPOXlyzvLyA4iGcfB0h5Hndwe+eX7F//vvfsuXX+x4/qLnN7dwEyVQ3SKo+yUyNyziR69WsFkbls2CRVFRlyVsamofce2AD7A7RF7u4EvEPr6PkuzcOZrbryOdFURcCtCI8JQ4RulfhOAc4xDpB9n7clPX99m38t6Qay9gonu9C0W5QQL/Jp3XvJmv59V6jxIRs8iBUG7FkM9pYSW4Omihjep4PwOWHcQt0z6Us2Ka+98tO6yv1rVq2RgLQ1kaTGmIhUXVBaossVVJKCK9DwwmCE0iJA5d7gicebNuvgPnirNpoXTA78LEgsgA4rs0gL4APjAiatA0iqJMFICQiiJNIc6yBlImNABDiPTes+8HbnaiKPdyK0Itd0zAi0Xu5eVKjqdPZF0WiHz3GKWG8vArKAexXY/176aRw+T5HX3foYBTqC/h5CnVhx+wPFnz9Okp6+WSwii0HzH2h81/OKZgCib/KGdVv/iWv83gXWYvnABVk7RXKkVZFlhrpB+tU4zJxzj00ssq14k+tGH58+c9VSvEZmYgI1+l7LvlzNo8+HvdMIAOgeAcfhwY+4Gh64nKiApqASZlEaQaaRSf4BHjMXeuB/5RjHGnlCqA/0sp9b8D/y3wP8YY/4VS6n8F/hvgf0mP1zHGP1JK/ZfA/wD840edDSDKfyMhhNT/JaCiyM/GMBJdh+/3uPGAa+/AteKFhDHJmEes1cnca4y10uCQiG8qlIoE5wg+YDCEtcNHj20inYnYFk4GmSBZeWqOJuUU/rFOSMOmgvNFwaouON80KC0N0trTkV3bse8GVvvIEIRbuuV+X6ZcGH2CZBBWFTQLcXYXVtEbEZKwd++f4Xg4roHgI7/6ix1GfUFZNWxCoLuaOokrpaSOzUvzNx8TMh+SkxinoDF/rxxIeiYk+2HhcN7A7yEeIaF6WrJ2lZcj0yxyDVyZ/jbLruYFVyE0pDWpcS+vZm6K9PuMcBjui2MoUv1Ieo8zEtqPBCUhUT/qOCGbDxdw3jTnGbKQ9jyGFFwFEYp8JBDy2qG4z0nO/PNc61UClRIqW1FKsLSoRI2xXonh02lClxXHPrPaCWV1GEDfSY20i++OPn9fwyAO8Efrgg8vGp6crzldL1lXDYuiQtsCjCL6gHMjbX9AjyDIjWM8HBgOB6mHHDrGcUAhtEGsRZUFWpVgPJUGHT0Gz0I5VHBE12PTDfVBBFbK2c2bZ0nzfCZyv24hvT5oodj2QEgwdkTWVhIQZey+XZAgBwS//Pmaj84KVDD8yfUNZTPi9+JgdB6+7mFZwrpW/PHPzvh0U/DJuuA/+vCMsxPD+bll84u/R/HkGXzyBzAcMKpkdfJbLj68IRQ9bgU/d3AXNFfmlL/8es/vb3quuD9/s338kEllrWWS4n6bkQUZcoCZs9JVFEdWpbWj4qx6JPLonjz5fp0CKwMfLuDspGa1qPjgckNtLaXRFCrgB6klGtsWEyOFgtOLirOzNSdPLthcXLI4O0edXoC2WBc5q9YcsIxlzcXLLX0siYs98bbntnPc9Z5DCysLFxV8tIKLheWTk4annzacX6xYnpxgmhpVlAh6WBKLmmLZsNwMnK5HPthONSfPeZUq812XIzsl9+Zuvj4p+SGP0jPSGC2qvunIqeIQhH3hxslev6uyV74vGyYxmWxLc83tDtnDHhNHa8Q+XiA2fTX7Xd5HFBMYYZE5vETmcEbIM6W6SG+aARFrREXwNMCnSD3ejok+ew1H9bNsp3OmKze6d0xA7CtXQxt0YajqAlsXRGNQVYEuC2xt8A60k93U9Y4wODCl3LjCJOWZhxmYOSQqIzAJkCimoPNdRoP4NGUBFo/yTjY8AiihORpTokqLrTy2LjF1hbaWsk59RAvDycmeqr5GfS61o7u9+F61hU828OElXJ7B5ZkRECBGPBqvpNH8rd9jryLuOfwK8e8eB0RkPkjBfT3S9xkpxC6foU8+ovj0Yz788CM26yXnZ2vKwkAMjP1eMno/8MhZ1RzAZBA58u2ZvyfInP9ZAU8reNqIH1tU0qc2RIX3EJzHI6hYtYQnF2Bb6LeSpLgO8BvebDOy/3bJ/YxyDgSz/1kxSbe/DhhQQF0tqKqGoiwoCkNRaGzKrEp7CYCQzFsgek/8vgQtogjtZypwBsMj8I+A/yo9/8+A/x4Jrv6L9DPAvwT+J6WUio8V7E+ZKkIg+ihKgGFMmauBMHS44SABVn+QTFYY0ITEwVfH4nESnU0maKAoCxG2qCrcIFGBbwpcUGADp0GKKVcKqhDpomwMRZyc/xOtqJSiQonzamG5UJyd1CybiovTDSrREPvVwHJnOBw0Cx3oXaT3cOUDXYx0MUqgoFIwoBW1hU0Di6WiKeX/4HAhHgvFv8/RIrbus28GlifXrE9/z8erE9q7melJ11LQSSUOjU9HCg7mGaq5CXKvOfK1nONB9zZzlYKrAsoAdYBVmGpPFFNwNc7+nze9HFzl4CJftxxc5WA2n4tK1yHTahSyoT4hGRcFayX0OVtIDVjnE+uCKTU9H9lpmzs3WSU3DskQRPl/iO/mfJA++8hxTt97iQCWSyUbUKVh2UDRQLUWg2crKJdg04UMOu3DSVZYeQmyikr+/31hdq8EH+l9HyvUYhDH6GxRcHa6YLNcsmoa6rKisgUYQ1AaYiQGj/MO7SNETwgj4zAwjCPeOXzwUpOlDdpYdGExRYnSAWMjqlAYAoUKLPSADj1x7IVdE4W2qr0EofORs6IKjnLrR4Zz8mMUQgNUIdVnmRTkqkTFdFMd6MPM6nxUCs4tPPtwwwdPF0Rf8Ys7TbHpidce10e6MfLbA5w2ivOV5R/+8Qc8uai5PK/4+bOnNLWlqQ32yYeoi0s4ewLdFr1rqZdrNhcN2JFypbkbNW0oaO0ZNmqUA+NHfIgQ4pEGuNLwcyOO8TLAdS/z/W2Dqzk9O9Or8poKUa6/CXLRfZCa/ZAC2cdM1kwrWis4sXC61JyuK9arhtP1iqowolxGILggwVVt0DFgFaw3DavNmsV6RbVcUSyWIm1vC3RUNHbBehwZUFxcXjNai11VNOuWu33Pbj/QbgPLInLWwJNzxfmi4tnJirMna9YnS+rlEl1WRCswUdQil1/UC5arA6cnHc/GSB2gCdKPZkzXILvSc5rMnEEwH3kdzm00cE/p8pilUooMYapjb540x52sjTnY9rYjO3cniD3P/eXmwVW271m8IzNJ3jQUEwB1kh6z/XZM+8OYfi4UPNOJDZAyIHn+zUGzLKBokq1dpVhzo6BTcBIlWDmNMj8NYp+LmD4zClhQInvQ6+uuFEprdKGxhcEWhqgNurDo9P8iRkJUjMHic+8rbcXABCU/5/Y197gm9y1MzrS978j7cqWE4qqEmiRZq9zcWINWVq6ljbLBWuGYmKJA2QJLYNFYlD7gOsdKB7YxUhrpHvH0DJ5cKC7ONWebItn+SNCGqAq8qvjgrscHx/42cjfKZcj0tm83E9ljyLyXTBx9n5GkOJpz7OaC5uKcs4tTTpZLTtZLtI54PxJ99xq1wL8NeuKrn5DtYs5Alek0zuJ9gDyD5EbDRwY+0PBxAxcLOF9KI+GyUKk1EUTk3iglt3mxgHMloG8fpZfcysGVE3seZueUH1dK/uaJnrK/KvmGQzq/MU4ZZLhPfj2eM4qmbqibmrIuZV1Zg7EKpdOhmNo/xZic3sdBzI/KOSqlDEL9+yPgfwb+GriJMWaf6DPg4/Tzx8DvAWKMTil1i4BFL777kyLKjSjXE70jDgPROeLYM7Q7/NDh2htce4MfDwzdDhsHDF4WotJobbAadLo4QjHTKFUQ6wqjdAoMgqBvGrQdqReeehPwQ8CNge2hYxgi4ygZJ9lQNOtVI02OjRUn0RjKpmDR1NRVxfnZqagdaoVzkX4YGUZH1w8MY2AYAs/vbujHkdF5fHQYFWkMLJYlpTUstKaqi9QZvWNn7iD2LNXEx/++lldENqc/9XD16yuuv7rBuGv+5otu9holG3LO5g+puelOCuO7cRI7yMp9Wybkcs+rjX7nm/eSacJnpay6ETpyOcJqhGYvNLB2nFC1nAGcO+zzAuHs5M5TxznIyj1LzhD6Us5Q5k22QTb1WsEytRUxhVDZ9wdQHXNBxddeV8/kXPSADoK2m4AUxyMNYt9VIjZjahsEMVqnx6WBxkoRaVlLan6xkOLSap3ao5RQLJlEGdK118nDcCPoTjJZQYuxet+RnZtz5NrCNGe+4HFblkYQqyfrNU+ePeX89IL16oxmucGWlmgLlKmlABWNjhqtAzEq3BhxHkLUKFNgypoiQt0vKJSiLCxBB1RoUHHAjVt0DBQRGjp0NETfY9xIDJHRw9hDk9Od6RopNdUF5dYyIUybRXZwNZL5CoM4ckELc8eQsqP+vtLY68ZJA//gEj7+B3/CB794BufnPPvPod87vn5+y27b0bYj1+3IqlmyWS74k198il6UqKZAVVYmpvawXMFqAwuplrKLNeuTcz746JdcPh1omoZWbXCqJsTIf/jLG774+obPv/o9br/H7Tu8g5MCntTw0aWovg77SPHn8Od7QSTfdmSq1oBs+D2yxssgdqgg8fatZFd9CjC+C1/MFNmnwFkNq4Xh4nzF2WbNatGw3qxoiiQJbVRq+BzRcUW2WJebks26oVmvoW4IZYmxWjiatoRTw2VVszm9pGrW3O32HA4t7a6l7Xq6vmP78ppCBZoClrVlVVnOFxWbsyVNVbJsKnTZiAFSBrRDFxWbkw/42c9Gmnrg7LLj0EJ7gJe3knEex4l9NTBR9L5BNuPXUXxzgJWDL83EUrhXKJr8cQXySx+JLhJ6x9hGhnYKeN42c6UQxdITxFZkJbgcXCkmdd+T9Pvr9L1y8fvrhk6vPSVRaZmK8NXs0EhcUlZSK2QQEHG/lzrUDCIqkujSKLfFaHH2C5OyYimFO6T52KdFr7W8v0vg2tjCcwc3idXyJgBCG7A1qFRnpYxFWSuPlKLeqCNGa5QJUnxUZBTUI809mV0hz5QD/H4J3xn0WyE9j5oFKC0AF0OXUs5B1kihBdUrDEWlKZaKsipZjZ6T84A7XdIfdnz4bMPTsy/Y3+1ob7ujgujpAk42C5bLmrqyRB8IPhKMRaUw+JMnSxrbU5kW9Vv4qpNz+x2v728oI4eH+Ugoznt7YAvQT+Gjn7H86AM++fAJT59esKxrVk1FUB43DjD2D2qusgfzLnDF48acBXSC2MafAVUl8/U/7u8zkgIyn59sJMg9X8PZRlgSTUorVZWm0gU2pExQVJzUAkScrkFZw+Dh4y3c7QPbfeQPP4NdK75lPi9DYuSUSGPipfhRYxSGx+hFYG5IwmF3nfhEe8Q+5Cz6QMrya8UnH11w+eETzi8vWS0qmtpSNiISo7UAa0cwSXm0luMx9/9RwVWM0QP/iVLqFPjfgD95zN9921BK/RPgn7zyi/GAHi0qjNIzYxhw7Y5he8vY7el3V4ztDWFsCa4jmghGUcaFIM+SaT4GV2TGggZjNDEVhBpjsMZQWENhPcSIriy6MRAV62Ut6JsDnzCqiKKuG7QWwYwQPEorbGGoy5qqKqnKMlERNZSwaKLQh4InuIjzkWbZMPgBF0aGcUQRKFRksSiwWkszXh2J0eG7EW0UWk/4SUbrvq8RkcDiSwfhEHj6F7d8tZtckxgjPvUx8cFLsf04IZRDfLWpXz97zFzcObt7zjmfN292XhyC6AVwK00C3rxQ8hovxfi9F4QjO/3Z5B3rBNK556BlHsxl3rtJz9fpnLIToJGFvzDy+WUhBiRG8L0ERJ27z9V/3TXNGNe8KV8gyTnH+yns9wmuMhq7QdSSFgvpM1kvpJ7K1qLYU9ZQriQbZazG1BZlhOdeEmXNpHSLD46oA2OUQuA73o8SmLOKfwicaRHSIIjBHoKc/y2T0/fQdGWqZs7M1QoKpJFpCNI7aHAOpRzRuGMxU/SOGKOI4bhR+HbeJSQ+Iv3kxHNUBGzq9KyjRsVSWj3EgIoWFSw6FqA9ES8AlhbbMh9HuXUtayRnr3JQlddCnqsRuQ65TY1FHjMK922m3ChRtjNVhVqu4PQCc3lG5QyXN3tO2hE3BD4MgcJYyqLEPjlH1YUsKBVScVcv6cyiFngdgzIl5XJF0/UE71menrKwa4JpiEVFc3bHpz/bcvvNCa5tcW2Ha/csTOSkjKwKT9+2vHx+zYX1bIj3pK7fduQ1Svr7Mj1XIsGs9nIdXZyAkjeNHOivtQSDJ0vDalmybmqWdU1TVywKK5krq6k0WKXEX6WQZroh0jQlVVljTTVlKUOCcJSBokKv1xS24ElUnAwD4zgybA8Mw8Aw9Fw9/xodHFZFNquKurCsypJmVWIKQ2Gs0F2T0IjxUAbFYrVmfXKGcwH0nr6PDEPgwyeBcfSMg6fvRwYHhxFe3sHNCK2bVFZfd43ncy6SYu+YD4WJSuiBaDRKFkBQMsdDxIUkiMOrNcbfNjJle4UEVSfAubZURAoVqRXoRP33YZL/z+yDvK+8vmbpPqWvJmVVtayfMmXtjU31ekb8/jJJmfs+YpC+2n0vIglh9pnElCRKG41WCcBqICbVp6h1otREPJFhdAxj5KAn8DDXdNU8rJUUpEblTto+ip1KHYyHECRjGcCjiNm62AKcEf6xKVKUnDNX+ciR8/c3Mi3ekoJzD9o5lBvEDtuUTQujbOJOUn9KW6KxWKXROqItjHWFxoFfMp5vWFaGYVFJ2wINTWFYL2XNKi1NX4MLeGVAaRSasxP5zt0w8MGtR9+B28v8ziJZrxdrmkPB8+N9RgVqTX26ZrFZ0yyWVFVJWRUUpWX00oZIaX+f31wsBHHuczXRu3gN3z3yN7Qk1ksJlyeyHoIFUwFaMURFNAZjDZulYdVomkqzXmksHh09o2uxNrVDihGNCFlUTYGyiipC0SwIylItpQa9H+DpxUh7cPS9lxIhUoAVAtYqylKjTcRHaEOk7xKAERTOK8YA6x7WLnIIgZPe0yvNqAzeNlTVgqZZ8+nP/4DTpx9zefGE1WpD3SyoyopoLEpbzEwKX6uI9hH9SM75W1XLxRhvlFL/B/APgVOllE3Zq0+Az9PLPkcox58ppSxiI1++5r3+KfBPAZSazjYOB2Kv0XGAzhH7nnF/w3D3kv6w43D7grG9I7hepNcrjS4kBa609EfQybRoNVsOSprTRZM441rjtcYYhdUQrcKWllJXWGVY1pVQtoLATCFCCApblOI1Rc3gBUFQWlEVBVVRUtgCWxToIyddFjjJOQ8eTFEyhgEXerp+hOjRBJraiGPmI84POAchN1VOdtnGVKz5NjfuEWMEroJM7l//TcvzecSQuPQhBEGFRLQRP0owlIOHnKWZB1c5M/GQFhiY5NPv1Wll6pyX71xoyaiEMtVgBagGQSYyBSbTX450odlj/hrZ78mvyVkuSHY+fX5WPixSUGWs7ElepWxC+uzuO7IK+fMyapwbUUbSPIj3g693cTjn3OjMbV9WkrGqVpKxMpUEV9VSfGe7UNhKoa3BFKV450pJbWMOrmKEUdTRXJz6v73rlqLSOa6BTxL9apko7BlZL4N8h0ztmVM2cxCSaY8NYGNEBeFAe+cluBoFVVLBCTfaKbQRZyQGaQAoaIlP75vEpJM6KQQyxV2hsMZC9OLQpLPQwRJ0SvepKIHVjLmhVKpN4f+j7k12ZMmSNL3vTKpqZu5+742IygK7mg/BDd+g34AEuOPL8DV6QXBDcEeC6ybADQGCAAGCIED0yK6qzIyIO7i7Dap6JuFCzjFT94zhxpCVkQewcA+/7jaonkH+X3755eW52OdDB1c9U3sF3NzkbKH9Ww9Ofyj06fIl4xvVvn+AL/4O5ybuv4qK0EqL9qS94t2+9cgxmjZLMyxnEN8kOQ6Mx/oBuzsw7lekCtObd5jxAYY97B948+VbZL2w/u0b8rpQloV8+shAZucqZpk5Pj4SL0fubGHPjdD4OXNJNtdjK8Xt18/X23ra9kp5Pfp17w2A70a423vudoH9MDKN6s43OM/gvYIrB8EaBmcYrGv7YGUcBkIYcWbg6nDSgIYiE4eZdnjneTCuSZYq+XympESOicPeIzlhpXD/sGPwntEF/KQKCGUI2ySzBtckybv9nsPdPTllrPGkVCi54lyhpERcE5dZWNbKadbWAgh8nb9fXr7NXF0lOfUGsJyAxeBuAkGuqpnaM7SiIHfzXJ8zmljqWuP6gOHBOjyCM5XBgq0VW+VKznWiUbg1Gv8+4VZn5ftjh0qn77zKl8Kg3MLU6lBd0L2xFkhOyFGvgUSun+8adjfVXZdGilUSa7fTNibOW/ygIKsKrLmwLJU1FmqFYXmpsAi8BlcFJEPSwntjs7ZGaWs6FlFgpUlEbVQvLZ1r2uly3ayuLMCrO/7rja1ixNIxXdZ0as7q4lNsM95o7ydrgGMwOs+MmqbgPXYccHVHenPHNDjKfiA0Ij24wH4aGIdAqSrdrbmQxNKDp7u7kSKFyxL46kHZzTQrsRe4nW8v4UrXn2yv1a8h4QjgDkx3B6a7PeO0Y2g1P85bSrV6DtuXQM6EHSbcIVmaY92fH1wNTmv/v7zXuGJ6gN2dw3hDqhaGEec9u92Atw5nLdPkqDlR88pyiVhrr/26TEt8hME3ExMYD3uMG9gdLEUcpcLf/m5lnVfSksjtvAYoSXPGxlpyqqxVuGRhniBXQxJHFkMW2CXYJWFOlftzJNpAsgEzvWU4vGN8+JJ/9nf/jPt3v+Ptm7fs93vCOBFCQKyaWGz7jFnpxOmvBK6MMX8DpAasdsC/QE0q/hfgv0AdA/9r4H9sf/I/tf//39q//6vPrbcSqTx98w9M64irC+myEC8X5qdPnJ/fs15OHB8/URZlDccJ8g7K5BhMxZY9XnbUccb4gIjqjY2xeAzd1i5Yg3eGYkVPAwqGgqmOKQg7bzFjQHBU43BhbFITwdqgMjkxxOgpVaiCuhIGjw0BG4LWegVH8AFnnTZPw4FYpt1ArokkmXWJSMmYqoer1EJcZ5ZUqbkgOZJjJTUvyr75/prSwD4SmqH4P5aX4E0Pjxag5kq8wPIM8/FWVHzk5nzVpQ0dZHX53ovDaPPc29qoMzDOepi7QYGNc6r59U4BlrcwDWqJXRduEthWK5vlBva216lnCzoo6V/3e669coy7/VFfV4K605UC6wznevuc35eg74d9d4HcOkRt1du/JHPVj8VMI8sDmDuwD+AfYNiBa5mrcQ9+DPjdHu/VDtcGr7JAEYyURgbo5/di8cVSzMrMzwdXFpXhfAV8aeCfH2A/NZnB3FRGFcxJa3Peos2Zu9V+d/V64AYid0BZIqfjzOOnI3t/YBwijKNmmUpGZNai6LXgne4tOWkhiFRLFU8lIGQwjoqjilXnRhEMFVsypmW0oDYJsQMzqDQLtfLb7m7GaKBmez3ixuVzK53tuvUud+gg+cBtLfT58YOOR1VfRxZR1xE36gk4vYW7HbeS+QMvyn9NF0m8hzrD3dz2Rwd2gItRu843XxFysy6cgIc3cPclfPVALxwcL2fGdYblghyfMMsJzs/w+z9gzEyNCtKFW5b4l/Dkfd53gLWtINmSFd/3GqFdjQfUvvnuDvb7kd1uxzgNGxZ5JAyewTsGZxidSgSnEKAKNQvDANZ7irXMS0VcIuwuUIM6nUSjqRA/wv2k31uLXxe8aK3N/ne/04kiBXYTxjVWqdeopKUVaFZIGWNGvBmYHs7crSsiFefUWtaayjTtKDkR48xyPrEsC8fziXyJrCKYH+mu3K/jluAwLTNoa8GWgi0VlwVnwSCYxorllJRB5jbPPzdsf4OSJ++Aewx745isw1GwYjS7Dlfr5k5WbBuYruj66WZRfWl2QN0D6OueW8Fl5RkGq8HkoWX2jbOkKpSqDLk0VUWqL8kR07aEYf9S/rvbB+4fdkz7AddiA0TIuTAvEesE6zPrmrTu8vV7e3FH3lMuMC+G3+Mx+y+xd3/DW+Nw0x3Fe5YkpCLEAjKLaqQuRVMBS4SnZ6j95PoGzV9+i3pNfr847ueMrcSy9+1LayQtsx6iitJVZ2laaqui7GoV1XiJXFUmwQbM+IB/Wyl3uiMGY/FWyXHCiHGeOp/JKZNbg8xSK6UW/G7HAcdX1fB8+sAuJEYB9wh3UefqH9qVeTl6FFG5WZv9wjEFzMMd9w8H7u+anHE3MQaHd5bqM7U09cSGuXt4uGe6/4rz3Y71yZJOffb/euN6z7hZ3L8d4G/fwZu3hocvArs3b7FhIIvF7w+4oMBWRLNMeU2s8cS6RpADtqnF7DCAgSKlZXEdCAyDZRgDzt/jRzUzqcaSl0RZszbtbcTjep6vROqxLcn/AAAgAElEQVTx+cg5FUoUvA9U6ylhBOspxrJgWetArJZTTIjbgZ8I0zv84R5/98CXf/t3DId3hMMdbhyw3uOMxQ4B49SCvd9xKxapEee+j5p6OT4nc/WfAP9tq7uywP8gIv+zMeb/Af57Y8x/A/yfwL9sv/8vgf/OGPNv0Bj7v/rM+woCy6ePHJNF0ol4OhMvM5fHJ5bTmbRELsdCjW0SJF2DqVTqfkac0UOppOtOaq7fWCxVs1qmSYFq0UNoWYkpg834XLBDYgwD2FEbkkrF9GeSimA1W2Ic1mgRt3MW5xzOOqxzrZeD0QI+EVIuLVCzFMkIFWsEZ7XRqbRKdxHdDFKOpLQQ15UYKylpwV/PBv3awGpzC3jmTw/EWkQlgAnmRXurXJabw9766tEdWvr/90Njm1hPm0fc/N2SW21rbaYR/uYee838VK61hb14vTdmTpv3tPDygN1KBq8SwoQ2BnXXRI4Ga/WWZVqzPpaqfTZ6DciPBQ596xu4gawOroSX1++n3tMXhemuEWKDxsa2v1CLpcU5xKkVoFiPUaTQPqsgtUtoTeu5pICjtGDi52ZKLSrz6W6GQ9DNNARHTZoVMtUwkK/c4B06X7rd7tWmn1vmY06J58uFT/NMnlfuloSfI646HAK+ZQo1WaDS1lSRrLarKSVyLpRS9QAu+n2tnXpurkBVM2GGSCXhJYNUdUUrLdP66rz1vYZcILfUVA/2e5a31x7CbV6O7V72z7z9/e+bZz0bTiw6QWPWDJSZFGlfefppcwUNalmZW+C+6p45DvqkvcGWCISAtcPNLcJ0hmcAazTzFxwsAYagxb/e6OIMDnHabLYf2j0r90vHlkO+SkZ4CbS+b3TJ0mjQTNTgGAavj6CZquAcwRmCswRnGb1l8K3+anBaMO9ECSDX5HF9Bndb0JIb89M2Ly0GxljXJFrt/R8Oer0oOnk6mql9g2v60mYraoxtrKrHWNfOIYM0eYPKcByGgKRALbfgvfB5IeIWmHTwrxIvzVrZnrHqjfraftxLsl6TaJ8ztm0jPOCaA4xcryttwr987i4n7K0oevPerpgQbvt+l5Z2G/dJVA0xLI1V95pYwQjOqDxL7IZok9u160DPupucMGeurqDWaubcOn+tBRexiFMJtrMWZwxOE1rX697PypdjBT5BrcizQ+Z3yOkj51Sw01vq9JZsPBWDZIHTogUr8wrLrI/aO0Q+oVWuj9y6Rf76dTxXNUkDpuq0ligpYpPFOlr9lVPYLKJIt6rCoIroUkoL1IyphZozUipSM8VYxEAWwWYB68hLpKRMzpV5zZSaySVDMqQ1U0rBI9eMzH5QBYzP37cvdQjfNQa/AriqQBJiKqwps6TMvERqcWRvVVpbtM/rdv2M047D/QPWO2yJqPvta6/Wnz62aoJ+Da7rq6mmgochWHb7gd004PyoiYdpwg0D0+gpVUtH5pIpyZKxBKslOMEHTXCg8a5rgngRwVSLEYf3QVUAPmCsIYmnWL3nPUs+GK8eBimRSkVSpYyGYibEhybXGRDrKc6zMhLF8ZAq4veInwi7t/j9Hf7wwMMXvyNMb3C7LxA/6mI2FhsGegPuKlV7XmEp3mKc+axD7HPcAv8v4D/7jp//O+A//46fL8B/+eMv/Z2vxfz4gdNciesT8fmZ9bJw/nQiL1oWsF6Aopta6Bp7KrLOSjsVrdcytTnbibtuXBXZNENs4CpF4hJZlkRhxeWMGQf8fo/1FoNHbNEAQQxVDBWhtJSzsVro7JzFe6tGF85db4CINldMJWMbQEtFxWQGwRhlxqsUqmhNU85ZgVVcWJeVFIs20623Dtl/zvG6d5OCGSFlUUnc2sDVeuvLsQVSrx9bK/a+NcnmZ6/B1dxkL6Fli3xoi7/fR3OLX7qrq4im+Pvhedk8Xx9biVnZfG9jq9Pzis2tvdXCCCp9XFqdVQdWnwuu+uHee6d0m+p+DbZF3z919G2/0kCEb0kVzWjfgJVBHcYasBLrbsxRWxwtTG5A1VDFUcSqkkN+PqC33KzhJ9OAh3d470keajFYY/GmMLTDZN+ux46b5fFWYlINLCnxPM98vCwwR9xS8EvGm0JwFZubereIAsYKNRVKbpKRlCgptYNYf15yVulrVQlOzUVBR4oIEWci1WiGuUqltcAib85bY/Qgsm2OessLcUk3dZk3P+vXaUTn6NZQYNuy4bvGFVwtqTnLZE1jStAraHqOtk+IRjZJBll0Q02Lfs7gWwRaGjAQ6EXh4jTrJ1UBlPG6aBwqR+wdIduhL+t8ZSpat7EXWfdfOoRNVoWXjOuP8Yod5I1WwVXwnhA8ITgFV87hrcrIvTV4Zxmaa6B3Sgx0qbQfaEEyzVWqgfPW8P7G/nBjbjAajXcQNe24UiUGrraiuT1SRVK3ZW0ULs0CHdsWeFV1gdH6XGsMJnhKsMSo4K9U3SPP/Pi+1cPIDlp7rzYnBisbcIXWUsgGV/5c8VTfG7WFhWYtpOoqEQSsIEWueK7vz12C1mupIrqH9POm7/WWl+tvbr8/VphW3S9sA0imb4/OYqWyJatfZMMMV5v61h9VzfBE91TTSgOssTovjbYz6e6L/W9vMcr31aklrsDonIC3CB+YVwe7L+FwUXmCbUzkuYGrmFVisp7QDpFPaJXRP26+/zMP6dxBQUqm5IRJtklHlrZHOUSKEn4la7ucKuRSKVGzswaVu9acKCVqyQRQc8G5hLWOJa7UXKmlclkTOSdyidjVknIlrhmK1s8FB2OAoaDnxfd+gH5XfgVgBWr+EgtrzMxr4rJEzs6RkyMNrZ6/CEXkhSpinCYO9w8E7yFHakmU9VFB6094efPq+14H2/jlmwtm/502RwdvVTIdAi4ok2vHATsEdmNQorIU8nwhYbBiW12cZ3BBiYr2mVw7EapobTTV4p3HuwHnBjW6rJVsKtiMMRZjLINxrDlh18RaBJOB6ij+gIQBu9uDmzAuYMLIakeSCazFIH4HfofbPeB3d/j9PYc3X+CGO+zwliS2OVK3880YqmllKq1npm0Nrz/nDPtJNVd/9iGV89d/j3GJ5fJMOQppES5HED2zoRne2B4EN+dOmzK+JELNKhG0mqGy1w6IVpnXJgl0zUpWciHNwnyG8wxptzKPifxG2E2WaefxLuCdw/hAxlIaS1c0NUZwhiFMDMPANAWVDllLoUAxysA0fbSI0cUgBTGVkgu1bTglRXJamc/PPD89siwL65K5LHBeNQ3Y+778E98Yqq1aR9vMftb6EhhsJU89G7OtvbqCgPaMhtuCrpvve7YpoJN6WNu9b3JxMa3QvzapntwCgS4FXFAubtuIdMtu90O2v5cZVfAMSXtqeau1/tBS0ak1gxYVU/weFVO85/MkL6W9n4VbhqIvzq2Zx08dPWhf0QLrRfQ1urzFW7TmwwWM3SFmoDJhRDWQRtz1mWrLxoJe40Ig1cxSFVz9UhlXod2rBCUIyQkpZUQMxniCU3MKqbdAeeSWZ8ncauSqQK6OWAIxWmL25Dpi6gTZU2KljppyTEWa+UBVgLUmclxYTmfyMpOXmeOHT6zriRhn8jpjZMXKSs1qfkGODDbjbWK06pFURTO5a+sF1idTlwWa1D6za4kHXmZVT9yIhR7EDu1nXfrY18iZH5gfPcFxeobHj/DpI/zdB6VkTYenjpvBNPrq6RniI7z/RgsJc0JtCwfVkubGbMSEXS7IfFJBgB0xSdQK6nCnrik9SgxON4jLEd5/Tfn6A+u3j5w+LJzzrcby80QVPzy2tSmvwXd/fN8BeCVVLNfzQUylmEo2QkKNTlYttEVKZage6yzeNicpDAHDOFW8tQQ74FudraKYrNfTrApMa0u7e99euEXiUqEsXPWxZVULym79lyMSF0pUsOu8UZAbM/l0ZHl65Pz4idPpAq5ivTDZdzgLlowVNXJZl4XjET6dNcT+of2mg/oXdVfSpNpiXgAtgxIYFL1OUm5Y8nNBVg/wtvdSKQCh1nh9Lltv+3h/3m0G65qR5NZqw6Prrc+53lx04NZMewDuSwNaXgPuMDrCbgLj9IyOJ8YA0d+Y/oqeQ6mVcuZFl0wtGpuJkVarHSnV675btdl5rYlaIiVnUmyJ4c++Zl+jJ9C/hae/h+d3YP45mL/h6pUrZyVPJIF8REHU33Pz2v2l4twfHn0P96jkUrP5Bi9gS8F0Aifnq0yk1oSYhKQGsJrrX1mXFjNlynrReElU6SC1kuYZ6wIYy5oWda3MwnHWmvZ5iaSzKm6ez8LXH4V5gWWBrxN8LBpXff9Z/itfq3yC+Y88ffue0lor5CWxG1pLDAPUpHWs9fauHg4Df/vFgRhH7kLlMlkep4X1+cjydLqWILwe236br/fJvkd2RZR5/TstmWgFLIKn4h0EbwihEWwGyBUpWc/MnHG1EChk0fpoL4I3FjGGLIJvpEyJWc9cY1j9vjEagvcHrCu6F9jh+llqamqIyXNXHEEszgVqUHAl+x122GNcAD8xuolsB4oZ1BDE77DTHjcd8NOBYRgRGxAjeIRSKykniqjDsEGu7VO8gWKEz1QF/sbAFSDrBbEZsxZs1hvrM9dNWzrjY1sQ2R7e6vmuZhbaeFjEtj80N3ZPqgZa7WupRTvKz9qYTjKUWPEuIrIiNrAbWhdxA7lacoGYhVw1LPLOkX3GOktKESt6gKaaG5EpZMlXx6W4LlQpiCltA8mUmMhpJcWVZV5Z5sy6FFKT4Z1WTeL/iFz+z3NPDIixGiQ2orQfLtvi562kYfvY/k5nGjcimhcSkg6y+uFvq2LjRtZq4C9cC3e37ORWYrh1Kuyjb/g9aN2yntcgoklOvNZNUltGrNcdPXMTVmylMz96DXlZc9Y3tV9aStxB5SobdzmjAb3xSghYN2Bsf4SbyUrLVkHt3DBd29xj65xvNQQ/ZxT0mnWDh08rTFLxMTPP+urWqPNekhvw2JoDV14G5AswpEJYCqkYijiVMRqPMWpTYdvnUGOtvtb1kXNhWWbW84W4XHg+nljmZ+JypuaIlRUrkZwipmogMPqKt4Xiqn4QaY5oWmN+HYam7BLUIaslK3qmpTPnXSrb10UPGLdZhV4j8kPXXqSRTvMClzOcHmF+1l5L454ruKqdUi+wnGB+gssTfPO12p+lVRnuYVRryXihPj2Rv/kjy7ffkC9noilM58JwPLJzBe7vMfu9/k2MWkvx4VvKt9+Sv33P5eMHjo8nzifNRvfP/HOyGq9Hl4J1KdmWNLkW0f/A3/f9vE/42owmSmnKAWfJOV0l5NEIRiwiDucq3qiky3ezk6p1RyZBWQO2VghZa36tQG1WW6WqBrnbj9YCSwNRJSLrjMSVeplJ5yM1RvIyk2JCRNTxtkDJmedPHzk9PXI6PrEuM8aD9ZbZe5U0mkqcZ+KykmZ1DLyUz7sHr0FLD7SsFDW/KQXjSpMUq7kMVdTxWzYA9jPu5Zb06n+3BVH9fWz3AfmOR3+vW6BWN8/X11I/K7butt3Cv7Skoc2CyxkxhZzq1Tk455eZ54j+p55pbR6aTHgAXMHHVZO8CGI1YyJd7tgepdz22M87UzbyNPkA0vNwX6PrfeS2g3aB9QU9tXqV7593bPetvsxMUwVISUix7bBv9JJYpEQKlkLGlEStVcsMl5laMkgmLRfN2EhqxFJlnZW2FAzLmrWJdRaeTpl5KZwvlflZ3RiPK3xz1gR/zvCp6FU5/ehV+TV2rT4WqI/I4xOrn3gaJnypxDGQsscZUbfsdaFsNOchBHbTRHAZmw94iVDesIgw5IS7rFdJ7pZM3nFbA9t11tfNVk3UY5M+w0qPBTKULNRSkJQRmxDrqUnJpGJgTSq3n5eVuEbimompknIlFWEUzdbXRnqmrOQEsZJNRsJMdbYpQfx1fXjU2ETnUTvYpcWkRs9+XMD4ERemZoc8YMIO63d4O+DcBMMBE/a4aY8b21fnERMQ47X2u4BUp1n4Jkg2LYnSH/KZc+E3B65IM8aKgqqqwXVpjBVGSUDXVBW7QftKDK23hGqkm/OXqC5XNuBK2uKutajbU3MQi6swX7TeMw0QR3AuUs1CdRY7BqxUrKg8LxVYUyWlqqnKMGCM0cLi4DAhgDVqDd0swEqpV+C3LAtVsqZEURe+GhO51VhdLivLJbOu2pfneIHHi2ZKfs0l/vlDM3/VGcRDS3y8kDv177fgKm6+bo6DK8i5LuDNc2xlEVtJSl/1YluMuPm9/vevgdXrmqvtprOVY/Wu2NeArGo/Mbhlhjqw+tQejz/jKm4B6a81hJYpFJWNrg1gVQvWe2wYsGHCuhFrA8aEVqfRJFuisrkqck3Zi0AphpRF3cvLz593FWWI+3W8m2FaKt5ULlXJEIe6AXUDkG6Mcm5/3/vQ9Pt9BnwshEskFksRqxpr65Emgwu0LDGGXKX1PqnkoszU6XJiPl1Yzmc+PT6xnD4R5xNIwUrCVCU6TGPpp0FJnOi5MlfF6METt6eyaZn0Bq66PLuvj8hNkvQaNHVQtWUQf0x+IFXjE5ln5PyMOb6H0yctKPDNnMK0QCYuCqI+nOD4DMcn+PprZG5F5t+2ro93dxBXytMjy3/493z4+g/MlzNLSjy8feTu4Z5xWbFv75C7Hdw9YGLS5/n2j+T375l//wc+fPM1Hz6sPD3DudwkxL+ETOijS8h6KNmzmp2c+TFw9eIaip4LCqwSOWkNUwwRrb2zhJooxZKKxZDwViWCdgh4Y7QRvU0YEsUCIapu37R3lAfIQQFXt1Xv2ubLUR0b1wvlcqGukXSZOR+fiMvCcplZY9QzxNjWGqNwefrIx/fvOT0/IcxY53EhcCEzOKvy2dOZ5ZRZT3DMcP7MLPTrvdq2zJUpBdMzDk17awqYUjEdXNUbwPk54Gor7exnwjYYZPP9lpyDW0az12gWbuTZ9nx5TcQlWj+qrDyBmKJ9mdCPusRmwZ50/+nBeEAzVusCu9YcXkSTv8UWzKjy2EGqMnfOatDY5KK1vWaW2/n504is5/b44+ZK7rhpIv4yEUPf7zphp0FrRkqk5lVrnIvofoQFsdQc9UdVv+/n0TpfGrhKxPlCKZFS1qaeFZZLUsK1aA/KlNWU8NOTqpGOZzh+Uln/STSO6jYVvQrtmX8KyNnHDPIe3r8nVk+0AVMqu2lgWT3OCqZmiBdSvu2WwzCw3++pKeNJDK4QmFmsMEtiWBMl12vstHUS3hIWtK89O93JFuE2Y66xnKhCKCXISVQ6H6PGbdaQc6UaC6ZwWZNmCi8X4ppIa2SJCescPgzc1YBxFjGVOQopVyUoY8VJIrszUSw+KdllcCo/biUMzlikal10rZVsLFksBavEsRuxYYe4CfyACQdsmDBu1O/He8ywx+/2uGGHGyYtj2gF6zln9UkQkKw4ogoY00oLnFXp9Weu0N8cuBopHIwGh8ZBdtyam7bhWwHpfqeuwvs93E+BYQwMwTN4izhDtQbf9YPNhl2qxTuH9+o0cyUvm8zMrJq9GgNgVO/jhxGfCs4H3YCLkGLlPM+UIgiWMATCEJgOd7hpbNJAwRv1yvdeC1o1A65GGjnH1v+qUFNkXWfWZeV0PPJ4rNeM1T9E3QT+MtskWO8Y9odmArDi7yP+EWxS1UEfnfXYlPu8OCi3C9vx3cFPP8zdq0f/3S2g2x64PTP0GmD1fjcdxG0IiGvPk222rIO0ruvvsqwjCqh+jx6sv5VR0Pdlk5pDuU8bCaU1DNUwVgVSHqP9Q6p2TLdir6m6IrYBrfa81SBiMS0jHPj50sWEAqxnmlSnZXDhFoR1m/oOnjrA6KODqw4mD35AxgPZTKzFMy/CLgveCSZoNrk6T3VOg2djKKWyLivz6cLTN498+vSB4/MT3/7x95yPF5Z5UWCN9tUBlQIMRptIj43Q6bWu0sDVHG9r07TfNe3SWq/fC7d2nUe+P4Dq9YmFmwXFNqj8k98v8LjA5dO3xG8T4zjAP/uDPsN8VmqwosUknVZfkmavlmc4vqccT6TjEfnHhLEeEyZyWbgcn/nDv/8PnI9Hck64AGNe8evMZQgMxx1hHDH7XXMkW3j+9hvOHz7w9Mc/8offJ95/FP7jP8I/FHXj+i6znJ8yemZih9bV7NFAuu8FiR+v7eprXOVcmslMueB8Zk0JYw2Fig+WUh3ZGSQbXFRgvcZAsJbBO7A7puDZu4CrBl8twVRlgEpWHWxedTJ4Zeh1osstm7ieG4MP3htKFgTNEJWUuDw/c7osxJhIy8o8L8QYWc5H1tNKiYnDWyGYyiiVUBJWtF4gXyLxVDg/w2P5/L0r84q8ahnSkhLFG0rqag5LLYbc6hWdbWuGJrPj5t73feP1edD3+K4w6Pf2CvR4Ca62NYr97OgZzdd/Dy/PjD8Z9fa1Fq41FyVz7d/Vpe/9vOgywXW5KWQPY/tcxuCNualqWg22qRUjKoV25kYG/LIzfruD/vkkf5/7TjqAXatuRctpZfWFaZpab8DaFBQaKUhcKEXNHGpaWy2fQeLMtfllvOhaqRmpRmWDsWVYqvp2XC4Kqv7wDTyu8DHCh3Ijtd7rK7Pj1lj75xhK/fxRgAWO/y/M7+Gb9zx9+Y7jbsTc7zHSToG6kM63FRusZQqOYg2GvdYlSdK9yIIvF/I5ks/lKq/vzqi9hrzPs8qNfOjxUd8X+yzK6B4ZI8QZ4qWSzgvZeO3LJwWxUcFVYyFMLriijqKmVkrM6opt1LDDOEu1wjwvlKLu2EGs9pN2nmIWTK2sVckHA4j1rXesp8wLscJSLVEs0RoWa1qt1oR3Bxj2mDDixzvc7oAME244YIY7BVfjhA0jZhibrMQgVZVZktU4hVbCYwSMtc0vQQ3qqnxe7uo3B64mb9kFQYyaT2QDJm+YSKPgygdVvhwOsNsbpknBTQhaHyXWUqwWjnYNiDOG2opJuyxE6zyUQcpw/WpnqK5SbcbvF8JQ8KVSsOQixFRZYiTnQs6CXS3ee6ZSCOvYLNnttfeVOEDU6vpmXJGISXXXOaouPq5R+18savRzjHAsv7ZR6k8bxjr8NBLSjpJhOETto5RhTDfmbyvT6e54r7NbcDtMh+/4m239xJZpuf69/CmIqj/wOn28XgxbCcr2YO8BfN+MesalP/4yNW8/PCr6vkyF5xnuFrhb4ZA1A5y9UYvxDDg94I2tyvYbvWKlOeL0rgklC6Xo9z1Y+bnM3vbePPGSnR7QQ667yG0zmf37fr+380maplp8oDq1whbjqK03hVivtTF+QFoReXVq2lyKsCyJ83nh+Xjh08cLz/PKvBZMbWCKFiRa3YOKQGkpzgpXy/5c9QDaDh8Mpgq1ldf0YvUt0/5j16rbS//YJl7QjOX5OLM8e8bjJ3j6oM4sy6roqxp1Ueq7qLSw1Vv0hFbCZ51n9V/gwppmzqcTT09H4mVBpDJZg1QFDBI1+57TjFlOyBIpy8Ll43tOH595/hQ5foLjUTMmXaT0S7NWnZHdGGG+yFKZV4/vGtfgoQXLOVfdg7Mlp0Rszc5ijEi1FKtSEGMEi1BiIHgFV2MQzDAQRigeqrfaXJ4M1WBq0n+wRlOd1rWJrsGDHjgrSNU4cwiazS2VMWsD7Hi5EHPLchDJrTA/xVa/09asMaY160QZXimkqCTd8Qzvy+dn3Ps8vMq7K71FHKVUcmt2aIxDRJsViDFYb3GuqrpEbvv7j5kwbWtAXt+/7Rr4IaJh+/Pve54tK78Fj/0zxtwMN5tKguY2ap2aaU4V9q1ELqKmKDsHo2u1YqaVLOy0bssHh/VO2ffW2EezWxqg9R6WW0OLXx7k/2WBVR/X9dfIa7mqI26ZO1p/QdqclVrVtCSnm6w7K7AyaDAuVT+f9kyyWNfc3GzziXFtjRfd/pZyU0KcUeVJPzN7bfg/PXFdoT6qlj8L9XGhXia47Btj3Wblels5zlmC9zgnGDPgbMWkPa5EXDkghwNZIOX5xuewrWG8rTH78p28kKD3Ry83WFvmdllgWQRndQ/KqVBcoFpdvbnFD3pPHMbpfdK6Q81UIUJFSKmqO6+Ult1Xy3WbVO4Zi9q6U4WMxtbOeeqaiGJZ0Ixf8lbNvFC31GocxnolE1sjYGMVmBmn67CbY1hj257QXb1LKxnagCdjb/Lk3u/1tT3w94zfFLgywGEXeBirHkoJclTGuG+StsUDPsDuTmuqdzvDdDepLeSovUmq1YunzlaitVrXhzYa1ufUQvdSNon0CpcT2tm5VBiPjONAGNUmshRYo3BelEFMa1JA5iyHOBOGCRcG/H7isNsxjSMytuPDQBG1Wl/WhXWZ9UBfI+syE9fKfGnsywqPomzvXxJcWe8IhwOTNRjrOHx5JM+6/O+eb1t5l0o0XuaF5n57aHRQ09nniRsLfeBmxbsFVonbXtw3xc5E9U2jMzAdvPUgDG6Bez/E+79t3ei2qfLOmubN68zoa/+lMog/NC7oPv1whsNeSYeH3HrRFENKgpgKrWbIWKMgq22lRUpzjdbtJqVCzqoH7Nfp+wpmP3cICq766N2XXgdCfZPvFgx9s+9grADiR8x4h4wjdQiU4KlB+1SId5gwYIcRP01IyUiKSC4YN1BxXNbC82nh0+OFP35z5jFr/zLHzdK5OxzuXAu6Bt0bStVgq7YkxLqtuTIQgsOI2r47y5XM+Smj12YV9Np/3yjofXn8tPJuLzzcW3j/j5i8gNk35Gfh7l1rEue1w7QzcJjg/g6TEvZ4Zs5CjFGbz15OXM5nHp8vSGq95Q4G4yrWFWyOlLqQ1wJrJS0L8TLz/OE9T58qH9/D43t4WnT/6j2Pfunoc2AbNPR509f+j0nRrsG0tPsahRi1viq2TGfNBWcgWZWbr7k0YFnZTYEQ1EFwMIm622FLJfgdzhmtu/UqUXfJNSQumrI1tBRQacyeKLiy6KTa7bC7CbubeDNM7Pd7Bmew4cT5PIPAPGesyThrKE2ijQXjDSZovzZTIqYsXFbh+QzvP8q5AGIAACAASURBVGn/uG9+wrXObEyLqgZYMYPJFZsTYkPDC5ZqLeIcdnT4AD5WQr5lsH5o39xmpLZg+fuAsrz6/9fg6fVzw+2M2tZbbV1uZ5rKcQY7QmiJxqA+CQwDPDxoCQJZCYMk6hA4HbTs8Gqy5SDsLeMUGPaj9hN0LfhA50DZfHDTTFv7HP4tni8/Z1wBs7mBR9O5nesPb3dPqrpBSqmUrHXxVdBziIK19eqgZyzabsBZhjGq050Y9lU0g5VQU5FmLNQVA48ouPqnkwD+0HgEZqhneH7iFgk1itcAcvMRDsEzTmruMAQowRFqJNrMYBN+eUe0sMpMrPrZXb2tqb5uXpMWPetbuZHVBo3nTgKnDM8XXQP7I+S44t2KHcF4BTEEj/UB6wJu1F5RDodxi7YtqwZXFC0XKmsHV7WqUQngslNJrU1kk8hrpqSCqULwgeA9UiAZz+pH1rBHRosJXK+XWNvAVUPZrbesiFEeuZlbUUVlzEKr7VOVQMnaHF7Lurojq+7TpUnHy2fWSfy2wJWB+8OBNwfBmoQtenGXQ9IaBm6bl/MwTobdYWKYRoa7AyYM4D3Om4ZOjTZkNJZqzZVFFuqtt1QjE62/BXYdHPgMboVhThpsOcsUBkyz5d3VhA+O5AdyjRhjGFo3ducNwRu89/gQ2vPqHbmkyLzMHM9H5tOZlApprayxkpMyBMcMR1E54M/tMfRrDesC090DhIDxnruotgNul7icYDip3jxzy0QM3A7mhZeyvA5u7tGt5Au0oecBbSTZM1g9oIbb4t+yqT1j1sFVN8/osW4PxLbuTtu0eJcu9CC2P/82oK+8ZDl/yyMD/wBwUmZ1CJn7u8RdSYgYghgCVQ8lCzZLs4+W1lNEWUVEiKvKLazVfkAHFBj9mgd/X2d9s98GxX0tdsIDbvKvA5b7wx0PX37J3Rfv2N3fq7PXLiCDowZHCZ7incoCrSCoBX21rRYlZz4dL3z9dOI/ZvhU9fDtdTwTOj93AncFdrN2fI8Fdln3oJ4EOm9OamMNu7uDLuK6XgOpbfPgzx19/vU5PKJApd8Dx00W+v4Ebz8m/mb4SHj4B8zzCYaDRhjDCHcTjPcKqN68UXbKOG28/MUDw9s7vvr2DTIv1PPM89NH5tPIzhWkrFgrDIeR+/sdu92AuMgaIylF8nwinSPrKfL8ofL8qOVcj6vuY11y09d94efPo06cwG2v7j/fZjp/qHalcnM5HSvEFdKQFVz5BUHd3DQDo5leWVfiupJjwnu1aA/OsBzveHt3x+/eviOYtwQj2Ic9zjtssKp/rWsr3FlhbXl5U1rW0Gqqw1u1+JxajdxuB8MePx+4DwGGE/vzzDBMDOOB+TKzXu44HY+sy0zYZVxwSFBnwlwLK4Y/nIV/N8P/zk8n6OTVw1g9J+1gcYPHTR7rAsYF6qj7CQ8jdnfBP0f+0z9c2MutRvW7spYdUG0dyrZgaysp32Yot2MLwF7LAiu6bnpwuW3/1zOYfW26qmf+mjXJ6Noc6bdIPLgDvPNw39Z+GAPDNOJDUIvm9kaKNVhvcEFRkwBVhII2Ja4NOLR47/o5vk8u/9c2OkkFSkbNsxpgjmNlPKzaziA4Paia408piVqqgiyjQEqvWUXdBNvP2u7hGoEepgFvLBVDNSuxClMRpr26/4ZF38vKbe/47YyIro4jOjN7WwZpKPTWTKZbomPAYLHiKEOAMkKZKPsdUmdKHIhzam58t/W7jaf62GZyt/Xxhlum74KavQUDflSOzjmwE4y7TBgruwenduvDRBgCNoDfqQFcyIWYhXE4NLfAgh8qVXTH9mHAOcswtCxRRSXQMZLXlbJUbYHRMsDZBdaQKT5oRtOImncFrz8LI3aYkOEO/ARuRPye6nZYN4KbEDdQzNjM2YRKJVPIFIqpre2PxTS7+Fwr0syOcv6unexPx28KXIFhGgd2O4OzHiuRmjM+1KsNK0ZwzuCcYRgM424gjANhGBAflD3rKMpYlQg1lsT0B71Hh0oPXavr8rxyn6tqwz2vgvEVnwuhVKzVSWCNxRmnZ6XxGGsIrauzMxZv3NXynarZs9o6tKfWyHSN6epGFFudcMyaju3ZmV+jAPyXDGMtfpwIRlOj492B9LCSU2Z3r5bUUuGQb0GUcAtSe8PUDq76YXqHgqt3aPDeNfq9EPqHpB2v5WM90/EaePX7uZWm9QxVP4yF20G8fa0fYk9/q2MFjgk+zvDlWcBWrEvYwSJWi0mtozW4tNfMlaDsjTQnnlJEjWSsKswmfv3Pv5XA9VqZPrb3hva9ZtAMu2Fk2u2ZDneMuz1+UhkuTht8GaduiNKsXwXbGqx2eY5KmVLSRpOfqoKWXkfR2exr9kiUpc4Z7KpyIbeJApeyfd9KqIizWpfFjRDoz/lTrk9fTz1o7KDTcMvgQHd3FO0LtM4wB63rcYMGMOsK4wg+Kq3bLVatx4QdZn/P8FAgtIOnFryxmHUlpxMimYqFXMmrNmCOMaoBxDKTlkyKRYvJS6tnqi/X368BzLeZqb4P9HnZg4ReQ/lD4Or6e6JJJG1K3oqlS6FaKCXrtRahpsSyJNYlXUllB9hsKKswWce7NxO7caQUbUCrpGfTRBXoElytNSn6c9sCzP7mlxUwSDEQC5IKksFhCcYxWM/oByRUCAMXrDbHto2BLYI3hloLMSno/npWu4Of2h9xC1a8UxOusPMMu4Fhv2OY9tigDUVdtmQRghSCHwnjwleXiosJnwp/n24tOeJ3vMY2a7V9vN6Pt19l8/+vAVmXjG7VC/Lqd/rPtsRaqbqWxLZzt7SgtmefRfHy0DJOwen+6KwSuhhpkjQFAQVRoGbQ0gCDOgTXl7UbxtzIhx/LvP41DIueGYHGL7R1lpustF47TTezADFXSbpuFoZu+FGbXBAKKTcSEHCuqsKkkeTVSCvHkmt7OSMvwftvD7x2iL8VqfYDxbKN/owxrVl4U10ZVWEZZ3HOtYdXGapL11rf7WO7J76Y95v/73Ny+65S0bh0iXofnWuktREyFbMUhEyt2m8M4/DGMg6jtkVywjjsW9PnQnbankgkg9FetLVnskolx0RKmZwyJXUZacU5S8FQXKbUCrVgasFK0e9F++NpD1ptm4HXZuu2NVzHGGpjPEpbh7llPHsTdC0lAMRQqjqDd0OsUv8KZYEY2N+N3D8Edf8jUmtsTRCbhKLW5nZm8cETxlGR726iWk81ToPG9jvO2qbFtBTncLaqAwkVayreGYZBC9Xv2tsQWj1PbgTjBaDibcKT8E60q3o2uKJNFZ0dsdYy2VGBofWMdlAf/iLUWKlWV3uOfdKkVtvCrc1J0XrNi7S07F/qXmyGcQ6z2zP4gHW+9V2ZqRTuf7detePrk4KjbgC9BTpb5qRvdh1QveWWrTpwO1S7600PZLZykP5822LmboTQXQK7OUDfWLYgtTdKNjT5F3r/u0ytvwfhpbXvX8N4zLAW2H2AuWSyWzGDIVUYihq6WGdwwXLVvJPJRcGVNZBSUXcyB5OD+0a2/9qjb95bY4seMHfA69A59QDcO8v9F++4f/cFhzfv2N89MO4O2HECEzDNMc0Y5aer0WJVxOq/+YD3AW9GSjbMsfI1t0Nn2xvtqb3um/ba+6rmVrGVK2H0Db9eo4N15GaWk0uriUJ/76e0UthmUrdWun1N9Pe1Q8GeDYbw4DFei6FZC9idgqxPJ30jwwJ/qHAYtFfVahRhsIedBZ8ww8rBjRyGe95mz+n5G+b5zKdPR07HmWqES0kYq6yhFLQncYba3ESrfUl89MP7l2R/t4Fzvz7dVABuGYh+D38IXF3bRHRw1bAOzXCgVjVAqejPcs5c1srlrH2X8wolwunNzPHLhK0rD/d7QhhZl0KYCrf+Vm33ka4RFfSioZFnjBuG6LHZ0WakGUXM55kYMzlmOEf8WvCxIkvk8nji04dnqlGjlTBpT+JcFE//6z/Cv1m0ZezPud59T74b4f4dvPnqnunuwO7+DeP+DX6YCOOOXF3LHFSWy8x8vuB2jqcPj3x6PPHpPTy3M60bCmzvaQ9+PS8D4X6vvwtgdRDSzwbhJaDqLrD9HOmZq20GbDtHtW2Dnvu2vcG16cRtm8DWaAu5JpKBXaJGQVxuJI4qY845g9c1iRGc1+bTY1DjoJQrzche1TOmSW/rby0o+3kjoKTpHSqttu1GSm3bTTXtoivxrbSUa3GZYMRANVqSmIo2FS6FZa7X2j+MsrklATaBUcHAadauFPGsa3RbBtBre3+bo4u8v3tYFEz1zF3HoKYBCesczlmcVVK/+9ptya0OnLYZq61j5vbfezYro/t5MVp6QLmtlQKsSVjnGR8SPgTefXVgHPYEv+MuTGRvydUzTHt9XqmkXMglq4nbGiklU+pKyolaMkZWapIrUDZFsFbBk4gmW9aUqTZR44osM84O1Lhix4STgvPgBocdtCEwvjv+td6yxbKmQpFKoVJSbk6EQnVG5YSlsrZkSE6ZJWfiX2PmygB3Dw/cvQk4KzibkBoZk8O0wE9KabVUBucdzgd9DIGCpRiL8Y2xbpmrqnlUlXignb4NFdO6fjsrVyTeN+Ercy0QjzDPlfk5cRyO2igSQ1yVRTGNcbHOsJ/O+KBZgTCNWthnLatrAZAVLsuFNSbWNTMntXsUtHYxJe1H0mVKv4lhmrtc8FgzYe7vqXXBOMvyu291gY9Ng75AiC+leFvGugeI/dAeUflVl16M7eSr6LWg/b0W2r/KLKJbUQ+qnrjVRXUJVgdXlZdAa8ue7tp7+ZKXrGc/wFduG3M3uf1LZxN/aPT6tG+OIK5iQyQEx5RgSuDHoMWxEjSljmCMUba1VpwxFNH147xn2lXuHirmkV9XF7gZF26g4XWmo4Nqj2WwA+HuLeFwz7A/EPZ7wjQxjAMEjziPGEcRtWjP1bSgGQyVXCupCmutnGPmtObv/UiFlgnkFsD59g++Mdq2wLI9rY0hO0c1VouCW2+hJ27g/6cMy00y2wmAzjAGFPwZFCTkCjlBkKY7H0Zwo2q5TifihyfSWnn69K8ZwsAwDhg8rmqNibFqxGFzocxn1vOR56//wIdvPnI8rvzxU9ZG0CKsVrh7I+zv4e2DBpreNyyXtA7FPF35sB818vicsV33nbDpc6bv2R1cbfuFfdfowUVvbN0nnZGKEdOCO6VtRColR0oS8grHWft2zQLzCVYpDGXmzfRHbIl88bBjt/8KP/gm8+svepVfNFYhI1U4PT4R58h6icTTmXRZWZ9mJAslF5Z5Rf0jCuu8MM/qKvvp0xP/32Pkm7M+5TSoA//9O7WjPi3wf+efVmfVR5d1PQBvJnjzxvLmd577v/mK6f6e6f4N4fAOP+4Y9ne6zozDjQN5TsR5xb39gtOHZ06fjqR/+w3nuHDKK//q/Zm5aeF64LsFVK8zUNv31EfPancJdx+93WgPHPvfdLnT1gzltSrBGj2HEK79bc+5AfD2MKIS+DGrTGp3BmcLxtzAUgVWEVzQJTgewAzaygXTrJ7aohAxWCv4AEOBh+X2Gf5ax4FGhNGy60Kz62+PVDUjmwq4rP2SjFV3xoo6BIru27VU4pKIa2aNlfmiSpmc2iUs2mGiVs06Hs/ay+o5qsvyc9W99x9RYP/Eb6Xe6qcPVV4pDDVWzWvUvMk2YOWwTo2cTCv17Puc4eV++BpcdbJpO3r8VAA7qEnL/RtVL1u49nlcL/D+ApSCM5XLMbM/RKbdymHaaZsUZ6EUNZZCWNZMTJHLeeF4PrGuifmcWKKW7Ox3VdssaTkXzht8UCMKVZ0UVhcpxiN2QcYZKx5rnig4BW9YbM4QdlQZlTgMkTBO9Kaz1UAVzUjl0sBV0WwqWCRV0rqwxsjlsjA/P3E+PfM5foG/KXCFMQzjwDgNGKuNGkUMzqvGRGql5qzWiMa0CeWxzuO9w9CcQGwrsDW9IM20g1g2j7p5vDykt8ymQfvY5Aw1CnFNypjV5iokt7PTGShra2PiDP6SwWp6cbWCs7qRrjleu7ovcgsm16SA4lxvPWF+K0OgucBY/DASxom8Wxn2hnAQhqgW1LWx2D2g6qNfo35gDsDetHoeoxuBsbqQrlkuuTGKrskxXt+rvkn0ouReuNprdToYew2utgx6z6htQdNWlraVx7R65t80uOqf75hhmIXpJBx2ucWKQjDggm/kQw8q1B2wVlE5QQURi7WOEIRh0Pmd5c+Dr34oo3GTlFqsUatwE0aVJIWgNq2uS/50rV+D+orWVjbb4yLahT2WylIK64+wUH1udb3+gs5FhwZaXiCZzTURtFFxEWKBS4ZTI0q2WZbPHQYlIO7aoxt69Pm8a79T2kEXU8Vl7TmEt5gxgA2tw3REzpH48dyyfAFjtZLN42AIKpeugqyJeknE88r8tHB+jjx/4NooNQUFU9MEg7MED94Lzgrr2gr/7ass0U/87N81tkEB3EBv5U8z1j82+t4iVxZId4frHiO3mkRzfXW9zrM0S/0M/iJ8MIXHxzN3+4HlfKbkN/r7zrbNqkXn/XlabaOUSl4jcV6Yzwvr85H1tHD5eKImoSRtHyBFbafjMrMuC+u6cvx0UTfGlg7Ng74fCY2gm+H9zyTpBprBkIG7O8P9w8Dduz2Hd28ZDw+M9w/4w9sGru7JorJbvz8ga6XEhNnveHhzYv50Yk0Dp/nI8/LM//qpWWtz28u3MsDtz82rn8HLvblnqzrQ+r7MVZ83W/C2VUF0mVVv+H1Vc1bd87bxgFGF0hWs1RZTbDC6ElxFHUeZdK8wfRbJhvlvD2mv3RUcvZ7yr2VsJZzdDKj3n9O1RCMvdB827SJIbXC09Vykny9Cs2KvpFiIa9G6rdbHqvdfLBmW1sA5F+0HeszwVOBbbl3APqGxwffnhf46Rjc+6SUu1hqkAy2nzpSuKVOaOeX1zOnzaRsDbcHV6/nWz10BbYQ9wjBpb1kLpGKQWXuxphVKUpOIy75q1h7H5PeY4JqrqGuRtyj5WQw5G9ZYmntvYl5bvOdg8AbnLD4Y/GAJo9MWMdVqs2+pKt1uhnAG9QKoxrOkhIuZEi5UO5DqgPF7bNhxuG8Z92GCMeh5UoRcokoTi1DFghgkWuKyssbIMp+vxNbnBEG/LXAFDJNnmPz/z9579UqWJVl63xZHuLgiZKqqRncPa4YNzMPwgb+Zf4IvBAgCBEiCQxI1NdXdlVWZkRn6ChdHbcUH29vPuZFZKSMyInvKAM8rwtOv+xF72zJbtpa0h3VCpYpUCc8hhMDkZKZKaZ2T/QyumgajDBFRp4hKE5W09kKugmhV5HQjOnlUCqcsZfHtqVpdkmgFrJMMtm/DvJAUpH8CDknk080IYhg8zd0bJcmIqaTDUy7cEbmYYoJukk5Z8V74sVXudxUpJUIKc2KoLcY2WNtCa9GtR68TdjtvaLHj1JF7cwO1ZAlbaTZQZzk0Ra4cqlzNrBcb0UH2Y5dk0fbI11LBHphpIiX5epPFXBaKN2PJz18q65QoNLUiKvChnJfvioR4S7mjWIMoRrabifOtYRMTVWUJTczVL7k2o5MhWGUNopAq95etIk0dWDN3CH7JiGQ1RFXj9YpoGrAtqmqxRqiqUqaTzCiVuRklXYmUnOzC2Rl+8JHjGDi4wPF7+NPluinOMeXaKElDlaRAcnqvKdLvjnQHx/UtfNmLx9OTn/H5K6QK/JC7Kpq3zEqOxx5ujonrLmAPR3SlUBcbOFuJrGqqqeoOYwe2TqEn0F4TnM6eIGtUlSXDlcYOFY1RrA572s0twzRhleC0pGWTvbyEB48Un/22lY5jFBngmBKHnfw8xFnQ4G0onpY1epnIlnNU5N5/KIg7zRlkEE6UpE+rTK0xhiIWRetp8hyAupV1qNC2Rycf8N7zDmstv/n0wOMxDyco8rUXhKZpUl7kZDVSSNHNVop6BanXxFphW0WImuQTmkBQtRhYKoWuNCYZbAPbbj4WTZYLP3bwdIA/HeT9/VhQq4HHwMfAZwr+7h9qHnx8n4ef/ZZ7n/0DdrVBNVv06hzTtFSrM0KyJFNhLy6pqbAoPgs9aXSEYeAf/vELbnbPeXb1lP/p89fsnaS5bwKoEiUBLPvGkgZY3uMSXJX/pyQ0gbsmwsspluXfWhbdyhsq0ug2SofqTQXDlhkEFQChF69XXqs20DaiZmwbi2kaMDJzNAXNEAKDS+x66J10AoqK7hlvX0DoXUUBVEVE5BwpBC3VPEn5uBoBAsoomVXPr5FUnM9LRrYpBqKfGHuh497sZnA1+Ty/5eG4l07ykLtU5VE8KXf568/tnL/vkNwVxFk1gQZjtIg5WENsapJrCE1DVSuik20xhrn4tCxIl4LBHsmf3gRXy9zJtlCvoV3Ddq2wRjKiYYwMQ0T5RD/IuZGClYJg0OtzqqbF1g3ONPkcRGw1EeuJWhtscCilSEHmxHQS7aXzy5aLsxZrDVVjqGrLofcwBcKYWQXR41zPdNwTe4ejw796jVOa2ynwep84DJHjFLDNOVV7xicff8yDh4948PARF48fYqoaTI2PIqjifcAZTUyKOCm6TjpXx+OO8XCk634Yuf+DA1fGWmxlUSqiU74dotSlCsVPazMP5KssIJH/rXh8lJQ4IUZ0MUJ0E8mNBDcQpoEwjcRJOLtxuqscVDalcsGVWZ7ErCi2pBbANwdzrZkBhq4EWJk8VDLlitU4iHCGQ2QvR37ahvhuQ7T9lU75Tg0yK+ZLV0iqEclIwSLlsqHKp2E5PFx2zGQh5Yn8VJgzipMNjELAFcha6xMoD8rJV5ukGlaTZXSZF3nNDE5LFfvbuk3lfBW1wkfI/NeK+cYoFZ4CsFaL11y20ctmUjj9MT/v8C1/95eMHniV4GxP9q0KJOWpK3BencRh2kqLf0OKQmXPkqPOiVeOn+4mEb9knMRP6op2JRUnrY3QO5MMs6rkZSYCkYDVSlKmUWsReQgBJpGAHVyknzzHmDjywxKYcr4LRXQJcpb3agiJZ1cD168iL1/Dn+LbmZu0yJpzvuZUkUz5zSvgpof6FtZPwbcHLmLk/moL28ewbuHiHGXP0dvI2XaELsgQsq/RtkE1KzBNvg8TdHtMu+PcJYILNM0tzrw6Kas255bLh4azS/Hym6aJaRq5uk5cvYarW6E2XyGKp9e8neOw7DqX6n65t38sXTctHtK1EJqN0M0N1trTsba6Jo6RMPp5UJ/ZGPoWuL6Ge63jePsav79PbCvUZptp47miVgYXVV7sjGJ1/wG182ymCdeIMXC36nBdwI+eoRtxLuFdYOw6pqlnckJ8jmaiXXtMXnOjhdc7uef/wo+nQJWO1W+B357BZ5eKhx894vLxI84ePeLs/kN0uyE1LXp1hmlW1JsLYrQkZVGbjZjiKkVVbbA+oidPpVdsrh+htw8x9n+h9BCKn9tSgGhZBLtD23vjd/DNgkeho5diWSliLunhZbbkuHidPZx8gUyU+aemlWs9BkhZKZQ0W4VYNRcItYYms1RQ4K2hWhnaraXe5Dlwq3ExkoLQa0cv2jJTlIKFrqBVNVvnOQvxjm3FhxgrFrkOd/eHcv7K3gu5excTWolnlSJKVRuFThqTT7JCEbTCaIXRmqZWBC/LmFKSwNchC+c4YRZNwzwnt2SalOvgw4xyxN6cLiwQvVyt+YPleSOVmwRC5y9LSenyWKq6xtaGMAW0EVGQkOZXWlKrJ/66aFrP3PW77mHVwb0J2jpRGU3btliTqGxgPO9JFtQkHyUie6ELARMVWrWs27XQAlOENGAw4ALrdkCjsAbSuZz3+5eK9aahber8mSH4iIueKXgm7xkS+OTxwYs3bDTcdokX3cDNEPjiNnFwiTGIcIXSom66Wq24vHzM/Qef8u/+6d9zfn7Bxdk91hdrGfnxEW8UPiaGo+dw7Bmmke6wo+8OXF+9mMVXviM+qOtOOhd5vkeDioo7BlVJBCr0qWulT1RAncl+CiSZSqUumJVjAiQ/Ef1EdBPBjUTnCE6GHgtQWCZRJamG+aIsvh0qf7+sgpWKwEkMQc0bgTVZvtIKOEgxqxGGbNTGDAgGPqyKVUqJGEKmtkj/PeZOoqirzHNjSSMz3Gb+DGmxU6bIyaAx6dw9XpQFVSmec1ehqQ7MOzEy6xKjVDmKbHupXJanDYufl11IuEshuSTPFiB88ZN8++Lvlw1kw7xZTMxUkvtaKI61Uif63JAg+sSQ3h/Pu3zu/SDv09iEqcKJRmErTWU0JnGaHzQ6q6bFSPAzkFbpmxXmdx3lPLVAYy11VWNtLTRApTKtJhKyWZ0GoUkEoZp4E+TaDQEVEi5EXIhMPjKk9IO7cMsk7ZQs5McdimmEVzeelzfw7FaAxdsA11qJQtl2LeuI0qdbkRQlSdv18OoWVrcTVIrzw4CZIjrpLMduUY2mqSMcJtGQ97VUMaoWVIMsnNLK1zHQbDdsz89RynMvXWOrRFUrVheWzbmhWRtiAO8jwxC4vYbbW7g9wm2uJN+QO49v4TiUNbZ8LWv2kir4Y16rPIDctdDzHmTke0hoVVFXE42V81AlaUKVIkoP7DvYH7zIox8OuHVL3fckIwq1RD3/Ya3AKpS1VFVFFSLJBxoMdTVgqJlqhxs9tnaMw4SbHApR3tI24aeaixCorMeu8h4SZc7kJncMf2y0yDr4UQ0fnRsefVRz8fABZ/cfsLm4pD27QLcrQt2g262Aq+2WFC1JW2hWKJ3QGurVhjqC9QnNCt2scSl3mnOU87a00SjncylUsThFd2jhS4qgfuPfl2nrMukv18+4+PcO2UfaCFWY56/qzMNVSTpZKS1mxDIbxdZSNDUWRKUMfG2oVhXtpsY0NncdZYbOh4TzSYQAnOQBUQFGU6mKVYRNcGjSB0sN1Mz75BIWLO/LU3ckzRS+GBIxemIMYiAbg1ACtWRrmpLySYfLaE1VK5ogVEC0zLvakK1yLPSDAF8XuOPrtNzjf+l967tjlzFtWgAAIABJREFUwYNRSwiYk4mUM8906q0DzObL8gOp0ItL7lTyYivCFkINLCrVd++t4vH2bbNWJcpM+y2wG+C8F2bWpsixa02y4hVVt1Dn3E6Y0ELpDM4RK/GStcqA1sQUqbQhaYPXltZWqLrB2oDWCmsVF+caW9cYY3DOEaIYSDvncD4wec8YwEeNmxz7PnBw8OzW8+XNnldHx+fXf73gtt2+4PLiFUN0PLj/kMcPPuLhp4+orcUmRTAKFyLH3ci+7xnHkeNhTz8cuN3d/PrAFYBO8fRQKZKiJ/mRTLJE5wRKIbQlKd2KqzcpZCGm4gKeOdNRFjPX97h+xHUHpuPAeJgY96IqM/V30fxSOQXmC7NDKjYXSOu+3Ljlccsskdz6fIMrqQaWk9x5ODjxgbllnhd6829+KBF8oDscgSzTM05MxyNT1+M6hxtEPcs5Eb4a3WIebVFNEuCbF888IwJSAbSioo1OGYQa+b3JQhcJUZJuI6xGkQStethkKmWx3zsiS1VpdRfAWjbvsoydqo9Ix6qo0bWL94PNw8yDPH+TH4Wf3NgsT9zAxSVUtaGuLMlafIRu8Pz564nnfeKP77EVmYBneZZvmmCKI00NdS3WB01lSalCpYAmkYwAlRik0zO6hPPfpNT8EtEwc/hXpmFdrWiqhqpqMbbFKEuKGudE2lVnXxSjDKiIC47ghENiXJS1IEY6P3eufkh4Ms+cu+AK7ib1zsO//DM8SfCUn38/l06NbWCzgkcfyZxT08LjXjyahiNMVzD08NqCeQ1dDNjNLQ8f3bLerOC4Ek5H08BqLc7IrZKBsQKo3CgZkJtgvIbpQNS32NXISsEDvaJaK0yjMC0kHemc47Dr2V0nbq/gqy/g5RGeHuBfkUHyf+bHA5/vOh5vq1BRasMlFJLQWa2zj5XM9hZ/mdRaotOcbSNdD7txpot2wAsHzc7x579c8fDeU1wY+Y3RqFWbF7icgRejRtPKQlfnNDBZdHIibmAC4SYQB7A24NKESiPJdmh3xKqBykYuzzTn24pxFdjdJJ5cJ/7XG7j5iVn5p8DvLPwP/2T5+JPHfPLZp/z23/+O1fk92rMH2AcPUXVDqlpitUZVLWZ7gTY1ylSkeo3JVN2mqfNMn6Xd3lLfv6C+qLDW3PmbHulqdtztPi07lIUNsBS7WJ5HOX93gdW3rVfLrtiyYNKyuBZ6cAZCrjsYJfefysjBI4XBkP/IpOWU2joJ88JodCsyq6FROC3+OMM4sj9MDGPkcJA8YPJwGMFVimAN1WrNWXQM3mHj8RuCUB9C1LxhA8HcFSl5UkKO6RVQeXh9JV2+pKBeO7QdQSuCSmANSev8WUuRPGIUVJVis65pKkVbO/pJCkqTpCEMk5yLqobmCOFmfh8l5xJzgw8psqNnfS4I/lRJzsmOH4TP7rPCWcp3QgZXKUVClKKhj4GU9+qYkqjjaoMyFqW97IHIMSi0acfsPfp919YBMR//dC9Yr6kED5/7QDC3qKRIQVhZ67y91B40DpMS7G/xo2Pse/A92lqU1qhxwDhHHQY2JtI0iqAqyLlfZQ0xeCY/cuxHvB/xbmR3CCIm5KFjZAhSOP7qBp4f4ffXcJW+v0FxOLzicHjN109/z2p1ycX5J/zuP/4T987PuL/ZELTCh0h3GJmmgPOBwzDhppGu2/86wVVMkZSCUPuCJ0VHCpIcpRCJLpBsQukMqMiGwWSOZFLipBwlkZJBtcjkImMnw2jj4cB48AwHUXsaRvGq6ZlNb78rJqRdGpl5xsWoUCHJeZ2rXppcBasgWPAq0wGCXOxH7qrafYgxTY6rV9cY7SE43LGnu+3oDyMvnsH+Cvo9dIcZWIW8iykEMKFy9Y8sAuAFuNQZqVR5QF41nAo4mLmCWDxPNZyoSag8s+WkHa2R8xGQ8zEw+2yV7lXZvIufVoPMsqw0rPPMgjayWKgqdy97ea5DRDiK3PR221C3NVVbsz0T8zxTSxnTB+hchPWBzW2H/+qKFw76+H5ogo4sCe7AHmVjqqpEN3gqGxgGj0pRjo0BggwbT2Nkf0gc+nlW8JcMAcKKmobatFRVS1XVGCOLdDmWBiBp0kLEWSWxSvA+QZTNp/eBwxTYHSZGH37w54mLR+mAliRu+Roe+HOSTelt3M8JuY59pg2tL2C9qWhXDXXvGIeArT1Xubixm6DuQbWJY+e4HHzmMynJQFZrsGfQjNAOMGrpqAQD3SjlYWvADaAiKm0xylGNhrb1mCaibEQrxxgGRjdxs0/c3MLVDXx1gBejgKrPmTt3H+LaVgQwBrJQR5DrJMVsZBojSevF8LjYGFQ2UumZuVASuJ5cNLuB61e3rCo4Pz9nHYP4MFattLyUKMrp4NExz2NpI4b32zWmqWnqFlN3+MExdAPUR0w3iEn2WBPcgN4YRjcwupErt+P5mPj8SgRUfoqn1RZ4fKn4zT3LR//4Dzz66CPuPf6I1b1PqNZb1Poc3ZxlHfIa28iAeN2s0VrWPdWu0NpKcteuQFUoDFwYdF0J9cvcTTvKPMhr5iJjSY5hFnhYgqslJX95Xy4JVemvPJbPI3/dL14vIbYLwcEm7zVVI4mjsGsyY0ErrDVoq9BWo2qN0go0pKqGShOsqLBOMTJ4x2GM9IM0jvsgXatJaaKpCaaBeoMJjiY5zjrPAc/wgfWvlhTL5TEtvytU6wYpHrcJbkfY7mU/PzuDpnYYnUhVQmFlZihlP0KlZG42yZotJ0adZuFKfqC1LFWFFWSEZStjjczrc6Esluvk/YUCzqA6h/acar09sbTS6XMpXBBgEd0I++vTzSwsrPzhUloIgKiZQqO1WOdkgaeoZiZWyTXfvP6/K/I4KU8B6+DyBs7PRLDI+yw6UWvOtMVFRQgKNTjwWpofyRP8yNRLEqetxVhD9NKJ0kkMgrW2RAOYhDJgq2yF4RMJT4gB7yOTg36SwtZNBlavbuEPI1w5uE7zHP73hwh4DcOBFL/mn/8A55sLHt9/iGkrGTs4ehG0CZGun5jcwDj+MIL7BwWuEmS1joDSsrql4EnekZyXlrILqAhKB5JOctOhUUl0/0JSxODxMeKDmM45H0SRpOsZhpHh2DEcI+NBqr6DgzHOG22ZrfprUYan4a4Xj+huialgbaFeqbnLlmUfXZJcZ4iykfS87xv++8M7x+5mh9WOFBzD7ZH9zchxH3j6HI43+TiOc5u5UDZKA1zlA1rmVVyUAd4mg646ysMYToo4NtMHIc9imVzF1PMGZ40c7zxig01yfirkPJaZrNK9Khtzw0zxvEQENtpG5EZ1fpO6ydQGOw9Ft/lEq0Zzeb+lXq2pVxvWmwtMVcvQsrJCCwygVjesXt0w3e5xx0ByiS78ECHPtxsRufa6AHaQhVJbMCZgDRlc5WOjMwUwJxj7Do7TtysKveuQOTZNRYM1DdbWGFuJGSAZXGV2BEmRkpzhlH1StJfiCkGqfb0LHEfP7XFkcvEHn4eSOCwTCvjmJhX5adLX3/V3ByAouf7bM836rGG93lI3A9UwgYnsDpGxE9rG0UE9JrrO43pHGBw6BNl461pKjFUllYTBSMXHA2jwVh5hBJtQZsBYD5OhaZ1cOMqjXCD0kcF5bg9wvYernRjWPo+yGX+NrJMfIrCCmaUwIWtRCGRgJdXhFIXKRSIndiKBbLSsTWXuqtCfBqSietjD7qZj2yp2D/ZUSmFjJCYtM1xa6KwEjyqU1TKDtV6hQ6KqA1VVEUaHznLGpq1JVpGmiugadAtqMPhRcXi948UAX+5/mvG8AS41PLy0fPTZmgd/93dcPnjM2b2HVGcP0PWKVK/ArvLwcCWd47rBVi1ai1qTrhuUMmIFUK1m2lPVoCorc9T67uRm6UbeMFecC2gqc3VlfmpJ9TrR77kLrr4LWKW/8rzl/BXMM76Vlz1GW7ldbG4+KpXHEYwAA2UkeUyZO+21FfEKLZ5WU4iMLnCcRLjqkBkXYohqSLom2ZZkV5jaUifDpu+ZUvrgwNUSzMI3qZvlHDYIaF0nUfDbHUW+vjvCuvVCA1NKLHIUMretE2AysMr2OxTwIcnCAkfMoCp3PJadzTfB1Uywe1+hQJ2JGMx2S3u2EV8qhRgDZ3Pg3lt8cIRJETp9Z7ziBKhSBlvLvm0uAqks+IZWJzpgGTf5sYWu0ol8CTQBPjqIeNK6zXU4q7BGU9cVNlpiVDIWMimiE3VsUiD4CT8O6GhJ0RKTonikWJPF56wi6YjKPrKiNRWJqYjZJYYRukEo8K8nuO7g6ythSfzUmd4QJrp+ovvSc7M6ZzhMtOcrlNL4PhK1IaRE1004P+Dc8dfZuRq6gb52WOXQvpc5KdchUuwJ71NueRqhIeRbyekpz1+I4aML0sqbJs/kAsPkOB56ui5yc5O4fikqM7fXYm64QxaCIz/c6LPMEXhm0LDWsDkzrFdG6DgpEWPA9T1hkKrV3sM+ZSnfd3AM33YEN3G8eUX0DjdGdi89t9ew38MXz8TweErzjRiZNyqFHJeyAZaFrkGATZvgchLvkFbLYOqqypWRWuhPdQPRcPLCMnWuJK5nb7B6BfUx0wXd3P4uALb8XKJQAmtgWwvVanUOdi1vMCr5mypBk2ThDpkexMqi25rtvccZXK1ot5diZl012KYFZUjKcH7/Yz75tOPh44/45MmXPHt9y3/+l9uTXPwvGaWD109zUoJaAGDm7l9JHGGeCXwfiksncKVmuhHRED24MTD1EzoolE/UrULFiPIONU7ZNzDhXQ/Ro6Ln2asbnjx7xb8+/Zr91H3v3y+xnN0oRQP4ZmLxtiMh16+vwKwU23sPubjYcnZ2RiLhp5HhsMe2L+kOjuMO4gDHQ+TVdYf5/BmHw8hv4oieJqlq1I3cYO0G6o1MO08RjmvZMf0IfSNc6b5F367QQ0c1tfjDntAfOIyv2e8816/giy/h+TW8uIE/JQFWf+H7i1TvO8oYZ0/uuLuZ6aBDJMQo86FJZRl/SGiUhcrI+rVh9tQrnavbK/j6xUSIYM1T0qc9Z+cb7PlD6ugxdcVka2pF7uTkkruqxKFWabnRVhXGBTZDoFlV+K6n29SE4YgfB8KNp2NkHBJ//FPi91fwe35aAaQx8D8+hP/0u9/yH/7D3/PR7/57NqsL6mZLV1kZBk+G0UUBOFpWcoV0HIgqKyvmdDYVeZ9FVC2sLjiphLwRpTB3zMfyDLmGioBIy13mQQFaMO8vS4WzRdp5um+XVMDETGkrM7plr1iRCwODzPIkA+dVLsJVBl01GGOptD1l97o2hJgIMYGJTD4wdp6+7xh6z2EHV9cik78PGUQaqM8MuhJgpRpLrSytajlXkT7t2H2g+rTftRc4hBJ4juyxr4DqKKzj83NpfiaTqNKEacGQiNpKF10lXCqdK4+LQXyIknR8yUVVhXTCmhp8I69dN9A4AQIrZiBYuqDvj51vQdVUD87YnJ9xfr7l3tk2d22UmLFnb9bejUxuYug0r64NfdaPj0nWJEXKJrge770wvEIgROnExChG6N4nxkHy2+5nfva/IKyb9QQXN1nkRcP5NrBaRdozIz6uVmPXNWZt0VisLtJvxcxXy76l5LOEKaIzmFJNRUqOlAIuwRAdg+/Z7Xr2h8R+D8+vYNfB1RG+CPAsCbB6O+WHPV3f8cVXrzGvH6F0Q4oWbWT1mFyC6Ejhh2VuHxa4SolxHBl7TVQONXUkPxLGHhWEkxRCQluR51HKU8y+lLYncCXuz3nobXJMLtGPge4Q6bpEt5fqSTcKMCjdqqUv0g+NQgkp3HuVwE5RFng1ymIbEv2Q2DvYOQFWP6W6+L5inCLPX0/4MTD2iesXMrB+GOCL+E1Fvm8DVzDTKMvM04qZ675B5qnIkrStBxXmmbXCwdHSkBDHd5NfW8nCGiKoXHRvSmcsCoCb0kyVKR0vkykFq0Y49aYBnXdwpbL4SBKKp9ZS4FcRsBqVr0GQ6hDIwpgyAtTGgKpZnxtMU+GTwqNpVjccDl/xl5sDV8P0i2+biSzEkb8v1M3l+VoOBMOcjLyPQkBJmBww+sQwSaGkcR7rA42PaCO2DSZminBSEPKGpcG5QJgcbuh49vqar6+vuXVHpvTTtpslfagkde8qSlV9jOCTwtga26yw6w2V1QQ3YSvLxTiK1HrqOQR5/tUOUrPn6D2p9lwoywZFdbZFrTewsvJISm6SyuSulYGVQk1aWpbhKLzbUOGjox96nj6f+PqrwIsX8C9XcNUL1/0KKVR17/i4vK0o67eX5qZYEWR6jlIiRKGUQqNEnt0amlrASPHyAU4eeBrpevQH6BpP3+3pj5rKRmpbQVphQsWkLYSW5Ed0cJh2hQlelHqMFSpdcJAiyYghLbXKdBwtmiNx5LDveP7ywO9vEs+Gn7anVMDWaj797D6PPv2Ey48+pVpdQrPC1zW2Eq+0qAxaGVnnEAVeabwl0Apd7j2TedXAnX6QUDi+9/1E7irmbpn3iVL4KevUcq95k6pW/uSSSrhc28pzyzXA4v8tgLlGwJXqZI9AyxyWVjpTOQ3JSJdAoUlZvazP69RxcNwePP2QOB7h2omI1XB6HwqjqtNxCeQ53yj9u8zL4bt77EXypxyJQrR8fxlGWbcLYD0VOKPQyTImwCJzRDFEIuHU+Usp5OKfOfk5iSq0gIusVwTIoTsVXg0YPxdOy751xnzO31fRRyloTWKlE42KNCpgVZLulUhsoozG2orJggkV12Zxv+TOVYri1RijjM+kkGXrT1TKmMdiIi7NRdWfEw65J79Gulcht5OLpkG18pi2wlYV602LVRVWV+iSUKFRdQsy1c2UhFmmJ0NSEbTUlpwTEa1x7OmGga4budonoVrfwld7uHVw5eGL3BR5u1d5IKZEmnbyhqhRXmZQUlbKJv0w4uGHBa6AcRgZKkVgQg1HkpsI4yAym/mhrM8tBCf0HxRKVydDvsn7DK4C/eiEpzkioKqX2aCuz+CKu52NH9s6LpSGwmdNCRgSowuMMTB5WZyPo3Sqdnx4aoDfF8OUePrKMR6h7+HVCwGJhwhfcFcdqJymLDUCzPXLxOwPUiR/S3Vpyt+rrIDmEXUmq0QW1+T2l4aT4aLOBV5UVqrRoB1Cx5AxPRoHbZjl7kVVRzpfugJVC9NFVaBrmTEn55vKZjqBAaMUBiUdVCureCqVpBAJKc2mozrlhdJQVxWmaUiqQemWVXvJtBvpnKcfJ6b3cCH8WkA9zMBuTDC4iBkD/TRRO4/1ntEHjJHql40lKTYCGjPVZJwCUz+yv93z1asrvrp6zT788K7VMtTisaQavatIyBo1xCwAk6lXpl2zWhmCb9G25nzqRYRlGjh0ibEXSe6BA7f9kSkd+TtbiafS5UMpTrW13GA61/+NlnZt0IIaRkD30GmSA5JimkYOhwNPnox8/gU8eQH/2svaVta3Ax9+16pEJCfSKdNQUk5qlwBLZdP6Aq4qxcom1shhUsxrWqEfjT30h8g4Hhh7y1ghA6I4TKiZkiK6hjA1GDdQTWuU96iUXehNLsUnAA06V3h1ICpZbb3ruL458OT5kd/fiErgT4kWOLOWj3/7EQ8/+YTzRx9j63NSZfHWYG0NxUNSSUGpCMcqnwg+oiwyb5SUUAJt9S1/SX3L7749yp6c621s8v+d9SzvgKNv6yQvr70CxJaPuHh+6WAWQDAxX/41sneYAeqMiOo25bkeJXSm/NdjIs93O7rOcRgcu27i5U7YAt04g8bC4rAoPGIelxCQP2VV05RSfu/fBa7KQMIZcx9vKbr9/qKA1jJucTKrjXDKU5EuCzEQVJGyl+5LQtamQnUTEOIEZCgIy2OiZpCl1VzsKNfLObnwAe+F3l6gf6sCDZ46eao4YbXBJk1lrMipVwpjLaMBJotR8z1TjK1RAqxCDBlglYco/ApYFd2BpUDbz4mA5LhfA486CNOswZEUnF146hWYumJ1vqHWDZWuwZZqtXR7pSiT0Em6bmY0BIIQHHVkSpMoz7qeYz+wOzhe3cLra3h1DX+ZZI7vKr+Xd6PCHElhT2kDpNN0bVklftjV80GBq5QSx0PHLkaM74jdQHKROJ7mgEkJtA0oE9DKyQ2YIKlewFWUGSofElMQEDU6kevcHeTrfg/7UdTTChWwUBF+auu0dL+OyMyBisLZLt2Bb6uq/Vpiv4ff/x52Qby4noVZXrnI/f7Qz1Q2uqX63iPEa2qLHL8tArzcmOmGHrZWcj/dCNDKFH/qXHF2a5n58l66XsFzMjH1IVemsyiAqbL6k83FiWyMilGk2pK0JmVVr5AScfCYmDAh4YcRlzxhGhgP1zh7RFcNJKhWK+q4hhjRxqErB64RoZWQsLVhc77it3//GyYdONso/vcvb2X+4m/xV8ISsfQkrPekaaLtHbYbMe1AfXRop1BTJKZsMI7OTUUBvIf9gf3+hq+f/IX//P/8nq9fPP3R7yIwz9eEMtCu8v1cMrR3FBFZr17sEq+OE3braScxn41RMUUN1RbTapozhb6+xQ+OrpN5OaMTr1/27K7+lY+/eMp/d9OxefgJ7f2P4NGzzL1toVpnBZlcDeqPcPMSnrwmXF9x+Ppz/vL5a54+7fg//1/4s4OnUdaAsrYVkFEsED708Miac3BCS+4HmXcyRou8P1pSZ6PR0WBNRbPSbKaInxL399mzEFm3zjVsKlhfwuqBpr1oRbpc1XTHkWEKKKsZvMPYBmMbklZUdUOzWrFar7G2orIVQ0jEzMoY9z1TP7Db3XDY7dnvDvyXP3zB//Gl5/cvxVPsp+5dj4C/ryp++w//yIPHn7Le3qfXYJKseePkUTpJB8F5NBqtEppIQuj6xWtHtMkzVe5nRmQuRtbI/loKcmfMLIg3xS3KXruchyz7TjG5L4l2oRCWJJT872WP6pHzeo0IlWz3cHkd2ayONE1H0wBq9rcah8QwJK53cIyJfRLQ69LMGFCL9+FTpB97UoDoEsNkODoRQzomx0Qi3YGDb36aonG7ZS75dMy9t/cLsIqYwrKAHTU4LSqLKlnwmhQh6pQTJzmeMlMVhYUQtTARMntp9LLfTy4XyScxYh6idP7K0So099L5LMqUv/xRCZAifv8cF3Y4v8aFrRRcqooqrNB1jVYtNmlS9EyMqMV5F6E3UQAkF3XJv4thBlkxBsbJ0fvA8S1+1hF4DvxX4LWHwxUcPTzeAypxzx059w5VNayqSGucXKlVQ1VZVEYbKinqaAScpQRpIgTPcXD0+z2H454Xz/e8fBV5fQN/fCadqqso9MQuP97tOSwlf8fd0s0Pjw8KXAH4aWIyAe0csYtEB2mUjpQC6V4IdVNQ80kxpbTTs7BCZAZXuWrU5Zmc3okHUWmXLqW6fw6V5Rs51r+RpLmLUjEo3N2i6vRTKyJL+mCRwS2bTZnPSsh20YQMlqJUBotYTqlUiaeCcNeTARM4eWCFJD+7DMBmcKXQjUYZhbKK1MhAV1KaWOXvtSUqTYiJOo0oF0gnqf9ISI7edSg7oexAUhW1m/DBEX3CVDW6cpgmkZLMCCki1ipWmzXn5+dcDhMXasfxR/gt/bcWEYPHimeZ8zA46uOAbjuisajmgG4aTFPjCnVLG6wGSKgYuN3vubne8fz5NYfjjtH9tK5VmdE4SbEraVL+EvS3XYCvJnhxc6RqW+p2Q4grEhHnQ6ZLeg6jo+sTfQfDgZM32TgkKjORfGK9+pLzXc/29ob1/gG6XWHaNabZorQMFbM/Ersj4+sXHL94Svfqlhd/ueEvL0aeXkc+H+AZknQG5o5AYhaL6fnwl8Bl52JKMr8ZY4SUcteKTEsyUtWxkaZpiCtHcI77kzATYoJtJfOb97Zwdq9ic15Rt2u0qUhKS5fbO1KAcRqFaqk7QoqY7HfVti3WWipT0fsigmE57jq6fuTV6wNXrwaubkf+r6eOf97BV/7nJRqbjebysmK9vcSu1mBr6UwVFV6l0EkqCTElVMzekZLjSZchIkpmeT9+W1GYIYlZoRdmb8NCFfy2bvKb4KpQA5fPL2mTX7xeSaeG/LVIWA8J1h4uEqxTopkSbX/3hUaXPedyjlGKruW92Df+ZkiJ6Bw+KIL29M5xDNCHxI6JAUf8zhWmfKrlVNmyV/d+wVWZvCtdpEZlZeBKYSot3QytSVq6VKfzphIxU+69MkQlnayQfB79SExO8rnBSa7nkzTekxX8UTyvCmOmzMYXMP5Lr00pJUY3ovqICo4mjYSqomoaKjzKNygiSll0DJjk7oCrGCI+eClqBC82RUEk2aN3hOAIXtalaUyM09sfP4lIYT0ihe2ql+PevkJUZI3j7HwkagVGU1kwlaZqDNrKkY8kkofgRA3QT4HgJvp+z37fcbsbePEq8vQaXuzgi0n+5i0CjKe3/Jm+O356O+SDA1fTNDIpAVe+E3pjnEQFTlE6Vxlc5Z9TTrp9nrMZxmwq50VZZJykEHvss+R6uMsDPilG8eEnA+8jDsAfEycRhv5nvl7ZMEuLfsUMrpYb5BlC6VvORIS8S2WhSFERVFnhL8l1UoUsSEF2cs/VrGTIgEqj2zpLDhrSps70AyvKTRm5B8D7iEsamIjRoSNEF3Eu4p0XI2SrmDw07ZqmW+PPA7YWYYtmnUBXhGBQKmAMtOs1Zxf3uJwij9VXPOdv4OqvRaDCUcmC7DxTHAi3BxyG3kUmU1GtWqq2ZTV5qkqS1FohPnnB8erqmlevr/jyy1d0/Z70gyVr7kZJvFyaq9+FnvSu43UEpsQXL25AaZRumEJEa7GeOB5HusPA1W3H9S7Q38J0M69nBiBE+uNIcJ9z/+Ez7j3Y8PGDj2lWK6r1mrY6F2qXCqSbW6bDketXVzz583Nevxj4/I/wxEtn/g/MVOhzZoGagCSUK35Fgj1k6lKUbnkMkuLpTAkUSpJBI/JJ1WqNocdqD2Mi5AbBdiuPR48UDy7XnG1b2s0WU4uMWYxOBtFjZOg7UbRNEedHyc+3Lsb1AAAgAElEQVSVwlYVRhmMtkwuZMUsy9XuwP7oePLM8+RLMaj+35j9/H5OnF9WPPxoxXp7iWk2xKoi+iRqWRisMqSkSVGdAJUOM6CKMYqSb6GOZHDKgtL0c6LUkEtSB3eN42EGT+Xn9MZDL/6/5fzVckqpEH6WM8QTkpjfIIppLbANsOpnavsyUS9emd3i9ZYKh+W9enKBMkHvPBMex1yVL/nJt8ebPJjlkVgejZ/fPfy5sfQp3AAbDc0K6lZTNRbbrIla52K5EdGYlAgp5MK5IujCANIE5fAxMfogwCqDqzHkDnKVqXMRzDQXaxs4qQgXKPo+YGc3TfhpwnPEjoqmaWhXK5roUG2Ljh5VN3IGk5iGlwgh4CeHVTGvJY7o5RH8RHAT3k1M08jYJfqBH+zj+GPiGk4dsTjKWG7tycIUgQcPetZWi8ZvrbGNwbbFa0dBSqTJyV46BkY3MfYdu90VV1dHrq4dXzwV5dOng/gkFh+8X1N+/kGBqwSMPjLohHaZ2hUgeoTjnLPv8hWQdnpez32mgPWDeC2NXgDVmFvHhySzGwdmVcAjdxezX0My8EvHiCiAvbmE/9xIi9d2SKdq2RF7gHSbyPPRygp9z5OpWLlsqQQjnTpaIJUrklwfxFzBr6s8hGxJdZYLNhbqBmUs2lZZ01UkdmNMWB9wGJQ2GK0Zhj2Dk0Vlv5PrzKVE8/oWXe0wjebs7Dn1akVzfsHm7B6malHVGmxDUoakFNZa2rbl8uGG292A6t2vauF4t1GjqKho0NREFI6AxzGExHhzS+88635gQNGuV7TrllW7xliLrSxNrYnR44aRPz15wovXz/mX53/Ah5++3ZQkr88g3kSRFv4lNukDkkD8z/8VPvn6lk//dODRI4NSEFyi2wf6Y+T2KtA5ue7XyKNYDtzuYOqE6WebgaqeuL/ak1D4pGm0PlGvj4fA6BNdCFxPnj7IJlrmqc4QUGWBx0jyYhB/q9dIMvprmu07IpXYrodpigQfSXnWQ2atLMV0zxgtAL5uqOsDlTasmxWXl1u2Zy2PHp1xsdmwWdU8fLiltgatFTE6XJhwfuK4u2V0E5Mf6Y8dwQe8D/T9kd4N+MlzuE2MY+JwVDx5EXnRJf6/Dr52cnzf1n7Vbs7YXNwn1RVJlDOku4/GKJMLmZkHqzRKGTEDLTLrCABVxuR5MfPWgNUyCvDpkOsZ5qbRUoBn+fxl3Vkxd46+TarbM3uXFeXCshcNSOVcM88NW+4qGJa/AbOPYvHALAn9ErRdI/fTK+YpqTfpjH89InIn3jKXicu7KFIS74eYq5HPfA/4DPgI+A3w6Tk8voCHj+Hy0RnbyzM29+8TrSVog2pWonIXAmNIxJS7o34SNTwfuH59RTp0VOYWfCQG8QB0SdbHY072D5N0OsvxLsB1zy/d+fhmFLJm1SXcNBIHR00gTC3JT9j1RgotkxOrhhzeT0xjj1dRqIDR4d1IcCNhGpn6nrE/0u333PSBw7sZSDp9hmfIsXyZ4KaD53+CT75KPH+x4+HlgfsXmvP7LW27om031OsVoIkx4dzENDkOuyOH3ZH9wfHnJ54XV5HXHfwXBy8y5bzsJb+2/OiDAldAnkpMJK1IWtS+ks4gKj8l5hUzpXkwMmQhBBekU1XA1TDlr3Fu0Q9vPEr36m/A6tuj0KHe1WsXXnZRETwNviIdKHSej1oQ7FN+gPxcvK/QmS+Yi6c6KExWwFB1I60ubUQZzYjEcMrGv8pU4g+hRLBCkbIwhUVbi7YepRQpSLV66MQ3qougXSBlSsK2jzSNZ30bObvnqNuWenVJtd6KF1ZVk5DB1WbV0nSeGve37lVOdQxbrKqoVUOVjHDVGYhEHJ4UehiEXlDtVngf8M4ThoCxBlNbxloL93zoubm+ZbfbMfmfz9Qu90JJ2tTbZUH91SjA7vkII4GdD3ztJIcNXgQU3ARdN9Oa1oiH2wa4QFS0yOtjHIQzO1RBhuij3DpkFsBh4KQ0VfxRSjT5dev8eMic1r3KXwuV69cSIwKaewcue6OlmD9BFi1QSkuhR2cFQWOoa0Nb15xtt9x/eI/tds2DBxdsVivapmJ1f401Oq8bI8ZPVH5EVw2tG5mmkao64MaRaRhx3hF8JLhAt0/sDvDiFv71Vs79EycJx89lDyxD2xpTtwQqQjII8SjDlaTRKaFSVsPLIEsVXn4GW0obsUmwJq/Bbx9cwV3hpPJ12b+Bb3av3oxlX6d8D7OXYaHvWe6yWcrfWIpflOeaxWsWKlzp5q7UPPw/+tlzqLBAen5q8rgkTSbmuzAww7V3G+X4FVAK8vlXyJpzzlyI2baw2SjadU2zXomNSdPgjCEZg20aQoqoGESFEkVMCuWNqAl6jxrWIhw19dBMJB9lDsuJi8QYRTK8dACXYLaDtzqD9FOjUJF9guATkUAcRplfzLedMgYTPCotaIE+4J1QBVN0okzpJvwk4MpNI9M0MU6OMSTcO1yAyz5YBFpSEpZz76F/GbnqIvdv4f51pG08q9bRbDpAEQJMzjNOnv1+ZNcP7PvI56/h5RGuJynSFdXZ9yef//PigwNXqrKoWqFVJNX+Do045bmbQgMMYe5uOT9LfA6TDDoOTioZQ5pvrAG5IA7IonZc/P5v8X4iIYtfGYJfgiuh3YmQhaqzAIWSThXz/i6dqypLoGuLS6Ciok6aoAxJG1S7ujNbpZRBa4u31YkW6BBud1KWoKKAO8yps6WixrvIOCS6g8hPXyPd0lLpbPCs8Jxz5PLRC9abhsvLjzh79JB2s2W9uRTgZyztestmN7Kl/xHO4v9WwwJntOYhtapZGY32iZgcLg6yCeGZcITJM7kRlGHo1rRtS18d0ZVBVxZba2LwjEPPyxcv2XXXvC1toYm7tJJf6pwlBLy8GoER9M13M8It8AkiFvNpfoGUssF2yElePyce5Z4rde/yfUv2gyNTdRERhCIusDHCBhuTqIdq3pWK07uLAWFHHDz0U2Q1BqIPpApO1RylUVphtYW6BmBTtWw2ay7vXXL/k8dsthsuL7fUVYutLdWZRSG8JhUGajeAH1ld9IRxIIwj/XHHeDww7HfEFFARxl3H/lr8w/74Cv5vhJa2fwefXdmGVK1xqWHEopMmJiMy4CcKrMiCmyhG3UpXp4qX1gZjLNpUYmCk3h0d7c3uzncBK7h7fyw7WEsaYQFI5XVqZniy1N1bdsIKmCrvYynU1DLLTKwQKpwWmyP6owhpHZiLij8veSzw4f1kMEXy/B4ztCuf+xJhn9wH7mu42MD2wrDe3KPdnFNvNihbEbXCa5Gcl/krCCrhVdm7IcaArytiEFdn5UeUi6AmkpHC+ujEWmeHdDvKMfbIcV4KcH0IEZC58OhAdaNI8DGicWL1YhR6YRfiXWDsJ6FypYmUHH464qcONx5xw5Gh7+kHR59+mb5lAbFXyDG/jPDgpTzuA4+1p7Wetu5Yb/PniDAMkp9f99J7vUXEKl4zUwB/7fFBgSuFolqf02w0VfKk5kByE2kcZfbKzxLbMcI0yp4Xc/XWRQFZ/SgnrnMiwrAEUT2zXPCAXBDvu038t5g3sELdKMncpoXNObTn0GTv04g0n2xV5qhkQFZXNcpU0NTUCUISclnAEJVBNXl4Vil8BlkoUQZMKHlElYF7IPiI90JTCD4QvMf5yNgLsHqRpDX+nLub/ZJuUl/Dejfx2YtnfDQEzi87Lu4nRu8ZxonJi6zhB3UjvreQelhMkJRGqRqXelx09HgSIylDgAmLTpb9YaTtWla6ZW1brDUyH2MQv5mh53p8xhjfHvu8VB7LNfu+4vvq0h65Nouy54hQdD4DttnjbZ1tCyY3V9BLdR7kOl4jgGwNbLI11kWVqZFJ1uKDk6pl4eP/GiOS94kB2ioxTA5lK7Q2+BQxopMHlcUaS2Urzs/vcXZxzsPHj3n8yaestlvae2eoukZZA42VV05RHNJPG9mI9hPKjWy6A+vjnri7oXlxwf7mhsauuXn5nMPo0MwdxHcR2lRo24igR1RUUct6KWTAvJ6Jj5VXFq0t0Vi0sShrUbZGVzW6qgRF/AjJ9R8bbwpRFEC0nJ0qvy9f3yw+LMFV+Xn5vCLfHd/4t7h4/pudqiKIXh7rfOpbC00riXKyij44hinx0ksi+Wu9VxRzoWWFgKhyHNbMAPMRAqw2a1hvYL1RtG1L3a6wzRq12lBpEZfS1Uo6vCrRJk1A4dDZIDeCC2z1Oe1qZN2swbwCu2fvrhkT3Hh4MsGLIEWoQpt98/x9KHGnuxmg8YnGeWrXQ9REFHpJC3QD43Ak+hGSg+Tx4wE39bjhwHDYMfSO40GYCL9Ex2d5H94i1/MrZiXo+1HscGoPqzH3SpKA4DHN9h0lL/++fuuyIPKhx4eV0ymwzZpqZakIoBLJWZKFYCPRCX8l+kQKoILQBVPgJMPuYqYBBqEClnmqZbeqtBtzAfhXyef8NcVys/prx3rpS3F6mAyo1lC12ejX5o0xi3ed2uia7IchHEGdICVJCCBTV4w5KRNFJYtXyvSVlP+bkqhfhQghxGzWlx8hEhYqRQWkfxdFR3sYfMIyYa4PuAiqagkpMeU5i0Q6UbL+2w6RjIj0+JQYY8KnAc9IYMrAataaDHhc2BPDRGAieofNaoFKgw+O3g1MqSO8gzpeAVkfcpTC0TWzzegDRLVrbeC8lgJFMEKJO2kS5OdaJRLlVf5/NjW0lSjjFeXkPs94Tcwb5a8xCqicPExTwk2OqnZYayS5y3RAZSymqqmaFe32jNXZBauLS1bn92m2W+x2C00t6LXKim0piOR9ToqIEyrIQzc1VBVJK7ZDT/SB4/pA0xiqyp3IG+/qWov5nPuYTo+kyOUmCAqSUjmpyWum0qhsoqutQVn5njKb9Q5jmSwvi3Lld+mN5y6/vjmb9SbQgllhbkm0K6+x1OFbzmsZZP6yPOoKagt1rahbSzIGbxRReyaV2PG+bX5/epRjsHrjUWbRVszi8BuEFllbUR23RknxS1uUkZlnbbJgTFWDVkK7TQatNFpZMcaNEaaAqhN2chgC9naEo+c4XXM9wssBXuY5nTJb9SFGOX5lHq8F6iTiW5VPWOdRURGUukMLdN4zDgMxZHAVHX4ccNOAG0fG0TGNAZfX8V8aTC7n2wobYiCLjCVo8htKzEYBPTNr4rvGIpb36due/X9X8WGBKxTrs3uszms0AeoG3EgcO3w/ENxE6HsYPdEnmbXy4FQeOo0Cqjo3t94Lmr5hBlW3yMn90CoZ/1bjfv5aKJnfpspY5kMe5uffU3C2hfUFrO5BcyaME1NlmoqSIulJLRJIBFRUUvWJipAUXiWSFmVAVXSplZIcgCQbcvLEpEhJEXwBVgnvxS08Oi8qXyHgRlGgvJngRf483xURueb+DHTPb7l3fcTHiM5dNOe8gKtKOMu/hkXj3UUAuv+fvTfbkSRL0vS+s6mqLb7EkltXsaurMWzMgA/D1yEv+AwE+AQEiCFAcC54Q4DkxQAESGDAYYPNniZnein2UlVduUVG+GKL6lmEF3KOmbqFR2VEZmSkR3ZIQtMt3G1RUz2L/CK//MJYvmAkcJsXHEmip0SB5lpdMdIxMhDziMsOh8NiSGT27MlvgXzzKnsf7ldGo4nXKJd9jc6fCweXq2OZTHqhtQtxmtWjGMUEvmoU9IM6SYM/Brf2opSc58CvUYrI+2hCrYPZwxZht9to7ybAWW0ITtfhQqBbrhiWZ6weP2H5+DH9048Ijz7BLZaw7GC50IvmG0myquo0cMWofKA8waKH3mNsZrnbUOLE7dDTDQYfXs7WvG3bx8RmjIy5MMaMnzLGVbghgslaZ+Zq43SDUYEf7/Eh4LtO61nDfY2D36410JM4ilLMAcp9wbtZae4dYGRP/nbf43mGqjl38/5a83qrUHsnOw8SwDmLDZ6wXJKdIxrDxJ5NKXzF+wms4BgEXXNXCXA4Oc7qsTaa7e6cUXCFVRXOVrNnPc6qSIoNAR8Cgkd8QLoBrLZE6cfImLVdT3SO8s2OG7vnV8/gL7+Gf7jRxrIPfU1uQiitHu0CWOUqWb8HR9L68hrAarbbjVzd3CJpr8GZkojjlhx3pLhhf5uYJq2pfRfK16+KB2eOtYQv3uB1r7LTZgPft2XSu7KHBa4MhNU5/fkCbwXZd5UWuCD2O/I0Yfo9dpwU3futNjJywnY6gHmSHJv2taLRphSz4wOw+jZbceQpf18z6OLR139s5dhsuW2QS5Sq9BT4JfBogMsl/OwX8OjCcX7uWD0e8J0leFWBk5IgR7b7RIpCnIQYo/bBMFNVt4IcDPgOfIdbJnBaf1W8doIVY2ofLNFCy1zIRUi5Zq5SZr/dkPZ7pm1kd3VUTWs9F17XXgBjyvjPv2FxtsJ3HTELznUsegjT9pCX+adtLUPVSse/bSlOwJYRwVZoZTEUEokR+XBFAb2qG+Cv0IzqUuCzC3UKFwHsY1qvS3VCjf7NVgXdkmv3AqPMtoTKH38zwW8z/AoFce8rX7457rEoTXLcgbURES3yTAn6YhmLwWMZXMD2S9ywJiwfYVfnmMUSVgsY+iO4kuoOGOrjBq4mBVdiNdQ8TpjhCjss6RcLumAJ7pgNWPDtwZzvYtMU2e1HypQxYlSYwnhtcVHFgpwxOGuxNmCsxzp3oBPabsB03TsBV6c2z1a1TPJ92ar7qIDz5sNzMuP8OZ67zt2c/ue42zPZdVVs1hmKPsA6j/O9li7kxFXWpsLvK1tm3pR3zjKZUyLb31p/q87CMMAwdPT9gPcW5wzGAlkZCEkEm6JmQ71RmqC1GG+hW2nvwjMYdplxs+Ur8wVfXV/zq6+e86+/gOtR/bqHfk1PM1aH62ggWE10mxnqn2dU437H7vqaGHe6jkgkTltyjOSYmHZaz/Suarff9DPa6tAy8afZ4VNA2C7DacuEh36Pmz0scIXBdQO+XxAciBEkjBRXqV2+Q6xDXMDEiVQiqYAruRYA6D7VqAIt1ThXCPygCvhqazSHlVE+7NtSr+vRovc+WNa5sC/aHDiiE+cM+NjAUwufeo2mn5/Bo6ees3VgufKE5YLQObx3lDwhKVEmA6ZQpBAnYbutzQVLOQpWDWCCgC944bATiq9cQmuIWSqgEuIBXIlmr3Jm2u2J25Fxm9lvtJ6vpbXfZCxNgBThejMi3jPU7d45R+c7OrunlPIBChyu6uteCc1iFSYEi+BwFVzJB5mQgwk6Zr8Gvhb4KOtYXnhtxt31mlxBqlqaVXqTqX1mcqrOrGgfwUm0Z+Dz2vvqt2jw6n1Vd2rWeibGBCEVYkz4mHE247NolrspioYOG3pcN2C6AdMPymPumqfdcivznEsGPJSgDfr6CP2or+t7TFUUdd4qs5CjE/ZDgKvdOHKz2TDu9sQYKaVgnPa5stZUQF2dXTOj/Vl3UAo8qLD+wHYqUDFff+cKfvPn2XuOObA6zWKdPj4FV01J0KEOsa8UdefBeoNzluR8VVnySpcUIYmwqfUm7+uK1K7XPJMwz6jKyXFHfMTUumagKXAq68RQMCBad2+Nw7pKObXaKgUXcN6S88S4G7naj/zu+Za/f7bjN7uqIP0j2mlW+VV1fo06GWaPPZVOavUwVSH79H1TjIz7PdNYV1lJxDhSkpbKxHRcXX6My3FfZn3+uzZm4O68nbcxmAvEzOfrfDy9L3PnQYErAxjf48IS7zVsKmmidJp5MFPEdANMERsnsrUksyGyx/ST1gpb7XuwF+1rdc1RPeYhyHA+ZFujlLynQZuWXr0tL8nBYu35+KMFdrsh7wrb54c/sQQ+7eHxAH/4MZxdwPrM8sknj+mXAT94XB9wweGCw0uhpIm87/ARYpyIY2TzQik9t7Xy21gIayBETIj4zRbjazTM2YN+eyxFRRSAKdXaqizEUkhJ2G1g3KjS04tncFXH1XeZ5BkVWQkx4V2k7xc473EOVts9kiIxfxil381GWqxLN/G2tX+wZgVVnQtodv+zryBfgm/UP9EMlakZC2PRtgdAqTTcWOCFhZusEeN/H+H/EvhzHm6dw+vYnNOf0LYeMQk2CV3K5KCOoGZuOlzoccMKt1jjFktMv9AOqX0tEG2Spneqg9rjQdOHNmlRSkaLvVbPYbmF0NMtAouFY+Uzj7I65c9+gO/9j19/Sc5bfvnb32A6R+gc3eqMLgSM8VhjcUbr70yjUxfR3oG0utYfts5qbnNHq21R7XGjDM0dzDkw6jk6aK0Gsd33Rlc6zXTZk+e0zzNw6LFppOJo6zE+4EKvgWDjML0jp8x2L3wp7y9tFo7XqCmJRvS67LgbzO44qqqWDOsbCDcjZQHLnHG5YMUgvsN0Ae8DEgI2DNh+oXWILujCtFiBD4jx7G6e89V25P/468/5n/7sij//1e5HX+FbdrNlWYSX604bmDrjmLnq54+7WqfXgek4oBA3m1a73QTZkMbG+8nkKR9KI9rYf1fXYz5PTg94OSPcrlMDS3OaLhzn7zyb1cZaO96nFh8PClwBEHpMN+CCxYpDfEdyjiIe3ESxAWcnih0xMcEoSCeUMGkzOaPAaicKpq5QOmDrmP7BXjYP/MzCk/WCJxcrzpYdXG/529/dx5h9c4sFjA+cnZ1xcb7ExMh0sSFIpjNaHP94GTgbPB9deharwGIZWHz8SLu4dx4fLNZZrLWITNhpworF9RNuBFMi01ilbm+rWqmAvQLXg+3ALwFXECsUWw7RtNhqtgwkhFKElCBWquC402M/qvR6k3n9rpNcF0GlLVrr9MAyhI59KZic35sF5KGZIAhZxUp+7JN5wPYc3az+g8BugnIN+0E5/iVBbzVzFSZ1jnKBfdKfU4bP9/B5gi8S/KloNux9BlZwF1xl0dqz2BVs1l5goL2tfDfQDUuG1Yrh7JzF2TmL1SXm7FLBlR/AhBm/p4GqQ4OJ+m+v9B67BDcifkBMRyYQjSfajuwDfsj0OxiyOh2n0VuLUq9b0+ihtqvI1Prj6tC/KmRzPYK5Tfzmy89ZnJ/RLVdc+g5jLT6EWq9qMc4q4EYQqQqIlHc6z5rzteWYfWpXszUZPhX/aIyM1sdqBm9pfuyroOGpEqHMPsOhc0OqZgkZjDNkcVBCzW5aRrHc7CNffLPlRcrvLW0Wjg6uRf2rJl6QOTrKTZxqSa2zLmC3UD4XdruID8/YF8sygj03uGWPXXTEKeHFEGq63AYDdoLNhjEJLzY7/uwv/gP/7//3j/z3//pX/N2Xt1z/KFfhSNV9xBFANMCglcN35+kcXLXMVVNb7NC11jtl1poZ0p+PyzjtMGkilupBiCiwn30+HKmbv09A7G1Y4ZiJmgOidg5tHDRA1ai084xUW3PbvJrXU7V5Om8R8iFz9Z3NYFxXqRYOJw5xEbHaeEyMw4rFiMVgoRt19/eR4iDbOtlFJ3XrbdWiKh/sZQsGBmv4tPM8vVzz9JPHDMsF35hv4C2Bq71AMo7QdVyuAkEinAmDZDojnA+G8+XAcghcnA10Q0/Xd/QX5/jgcMESvFJTjIFSnEp154wPPdYlKJBGmHaw22pDQSkgOw0i2w7cXtPtYoRs5LApH9owGh1DpVKCklRncoRxVKnpK44Kgd9lkh/qAoxGfZ2zyss3lq7r6HImpMQ0Uwn6YG9m8lLVxQc7tR26mf0dWqtqNhqQ8pW5NliNmlp7bNC+iZrN2Wf4xxF+A/wO+GvePiNgvuk2+yFnxHyzb9THlCDlgi/asFqM0Z5OoSP0CrC65VKboS6WMKxU1tQ0N2Ke/2hu/dwNyupJmQFsD65D8BS0kW/rz2c7LXRvNS2Njtwc2c7ARx4uneXCWta9pViICC82hedZ2OfCptx/DccMN/vMl19/zaPHTzg7v2CxWhG8R/oqJ1mpgS18IVKQUt45H6s5XHuO96s5XPPWufPv2SLozdlpzx1mf5/XgLTfNcsnvzcc6VwiYEtVzhRDEYtFeyZiVZ12KpbbqfDsdmRb5L32RRqx1XCkADeneA5SHXp9R5RBZCLkF7CNGXd2y84MrEdLPwn9xZIuD4w2EIxBuoAUlSE3JRE3iZvtyN9//jX/9i/+kv/7bz7n3/zVV+/+y8+stYr5iCO4muene+6GURoFcM1xLM4VFj263vq2EHG3RhBU/VZyIiJ3ANXsJXeyR21Mv0tA0tbsFtAIs8c9xzWrXbP5HG6ZrJalYnb+8z5z74s9LHBlwHcDoV9qfY3JFMkQAwULfiKZyvN2Hp8jdle7BQdDtqJ1AJW29QyN2L3vNQA/lFngD5aen606fvnzP+by4ydcfPIEEx2/3f8t2hL0+5kAfwuQCj+7jfzRZx/xaN1x1v+cM2/orWEZDMshMHSes/UC3zm8t/TeY71gbcFJLVe1ULJFnKGkxHJYkH3CjDC9gM211oA0fbiUNWpmtnUSm+OEBf1d25DnXPEkxwndGhBuUWeyNbr7rqbSwRZnPH3f47sB6wKPbMBtNriba768vSbL+7SU/Pg239zNDGJ9sPstA/8W+PMJlhP80fUx+7HmuFG26HRTWd2ic/qHiiRajucxd1garfuHuK8tmkz9jCgwTRAi+KxjyQVPWAz052uGywuWj5+wOL8krC9gudYMFB0v50Ga23C63bZ4fwa/h2FN8R3ZOpLUOhRrCL32JbtM2hT6pr7yKVqn+qiDX/wzz8WjS84uL/H+gpgLuyly9dVznl/f8umzK/7PK6Vy3mfTGPn3/+4vIRbSbo8XgY8e0ZuI7xeYEAgEUtTvY0yg65b4LivF+t2xAoE3W3/bGG7Sz6Bj7AYVb2rjfQ4M5rTD5iy2zITn2MtpCZzVTUPcgA0LQrfELBaI035gL263/G5f+MtYfqRWv2/X2r7Yvksb3fByHVyjvT0Bno7waIT/+Hnkqf8dl/3nfPYnhscfn3H55Bx5dMHi4oyzR5fIakFMsN0lfvtsy999/jX/65/+O/63vy98+QCagz1Gs1atvw77YLMAACAASURBVBfczbIsudsLcQ6oGsA4FQLpgKH6J9gqkjJDV8oMeHn1m68sc5od9T2b5P/b8oPntL95+GhOj2zrac8RZM1FThq4anOttVNo83Q/+/28/+L7ZA8LXAHGecR6Ur2FYgzFDxSXydYQyUxkkhQSHck4knFkHEkyUeQgXtGayP1TN8NxkHcGrLN47zlfn/EHj9Z8crHm6Sc/Y3V5znJ9RhzR2ra3ZFrLlLnaTdAt6FZrzs8GzntP7yxDgCE4uuAY1gtC8HhvMaZgTMKQSJPGN7QO1iKdxyzAT0K3yHSLKoNr7zqErQrnEFmS4wbQFolTh+00WjIXRNnz/aL0x0iSqdSHWrzuOsIAQxHWBb7a3IJ8qL16EzNYrQFBs4IFIf8gVZZt5Lz/8K2g47ugoZS28TWIMJ8LbZNuc+ttf/u22X5C7Y/DXSd3Wz93zxFgvC1rTklbJ5LUZvXSvqevtVYe5wdCv6BfruiGNX5YYsKgNVb31h811/xUTW+eBwlgHMl4oglEG8i+owTt89hZFRq6EHXcnIWfncPHl0sen6/47I+fMqzP6ZfnFDrGmLHjSCme3C24Ecf55oqU8719yApwlYTPv/qGzlkeX66xRDojlPVE7npsP9CVDDljxRI7Fd3IcY/t371S4Pex1iKjKWjecldWvTl2bW60oJtF99IzjuDfCZhiMdIRbI/4HnEDE4bdJHzx4oavN9ufbGlCu1bt8dxa4PJr9Dp/AXwhsEiwKMLPfy18/GzH00VmMWxZnj1j/ahni+d6gi83hV/tIl9vdvz6i8yLnbJJfmxrgKatl/CyGMM8g9qeN3AXjLT3cEUPU8BUdVb3hgGL9n69mQEfOWbR5hTONwVa85qy+WnNgdZcKKadS8vMNZDdHs/rrw41rhzn2XyH/fGpgA2uvtmO8+DAFbXRazamcrst2QSyDSRbiHiiOJJYEp5YKRR6FKLIHWf4XdyUeRHf8Tff8gI5ntvbjLFbo1FEUxWdDEpZWJraONQYfOfp+o5Pnzzmk4+e8OTxJZePP6FfLugWPcUUbej3Fm3KhavdRLYB169YnJ2zXvb03tEFITiVWe9WC7rO45wjS8SUEWQkF9WI1klcOxIO4PYF3+8IvQoBWnukLjQZ/nkRbpkd7b61KTPnD5/y+NuYehuNH/X9VTnJOI/1Aes6fBH6AbKoMhflA7h6M3N1fBh09Titvnhb9tMBV3AEWD8u0ea4KX/EMaMwn4etKeUtx8L5t+VnndJpMgqucmkAS1UosQ7jVLAg9Kps67oFElTAwtwh8px+wqv+Vl16sURxRDzJeIoLFF/BlYOFg/OkTlcf4BePLZ98dsbjj5/w9A9/ievXmLBknwp2jJT9npwMk+tYZWH9+Yb9eD+4EmBb4OsX17gc+ezTx/TOsHAekUQZFrhcoCSkyxgc0y5gvSfFCV+KcuSAH7qJ8NuyNoZAx1aLqs/BVYuaz/eIgaN4gwOCGJxYgngy6quICYypcDtGvrjZ8Gy/f2vquw/RXrUSzutmburv/qG+wGX4+VfwCRNPmXjELcsVLM7hxQjPRvj1RmnHD60x+TwXfUo3hWNGptUizRUC5wIPB+XJAjYrxdTAoQ3C686ktnY21UGPAiuLrl/tHrQA1ZsyAOZKma/a/ea1VHPw2bJyLcDffs4rUtv5n7aieRjgak78fP0zeXDgKkomGcE5T46JXDJjTkwxaYfqHBlTJuXCJIWpwFiE0RR2Rdjmo0Lg9xEdeF3zaBRr5QLOOopzFGPVeRZ72GhM7akE2pAxFSHmzBgTsURGeTtL76dPP2ExLBgWPd4IiCCpMPQBbx0+O/xg8Z3j8foxF08uWF+es1w/JgwO3zuKLYS3mLkCuN5F/ma85suvrzlfLPnk6UdIt8b0Htc5TCfgLX61wgaP8RYnCVMmKCPB95iSsSIYWwuhbCDdbpG6CrXoTBMyuUUX9DYGGjBqC/68Mqc5VvNKCerzWrS8ZUO/b3q9ADFlppSR2tjYOLDB4Yujy46z5ZLtfsduet9lAt6dZQqCrfdxXiXxtleBBxA6/QnagNKzVtQ1lVrXwt3o5h7Nat2gtO/vk02eU5raXG+qVaGA2SmV2C8mwn6iGxObBLtkGLNhh8FhaluF72ojpAl2ke0usouZaB2T9STvMCvwO62DuxxhcQars8Af/snP+eRnv+DRx59y9gc/I9ueKJ58c0saR/x+pHcdq+WS887y8W+fUUrm+Ta9cgQ/201sYmL9//wNt89vuXl+y6effcr5esXjszXDYsB3A/1yz/kucZaEs48+Qqazqhr0fgCrU2tA6/TsT1eOlvHaoY7jhPof25iJuz07YxkKxC5xu9vzzfUtf7HbsS0f1oxTy2jT8d8wU57bKIW/QJVpf5gKzy3ztOCuv9DAQsvItOfOMzj3AZAhVlGLrKATAznwWuhqHjhGavbLKjjzFkxFUk08Y+IYoPo29b15Ruo0J3/K9plTBOevPT1O/as5S6jV8L3rBMnLdmi2wPGuNZmQwuvA/QcFrgSIY2HcZ1Ix2JIVXMVMjIk4ZXapMKVCjIVpEjZjZjNmtmNhMwq3o6ojvYvuNgtgcJbLvme9WBJCABcwrhazmmMncms1FNH6heSiUt9TzkxxZLO7ZbPbMsXIbnwToGXo+gVd3zEMC54+/ZR+6OmGDlNU0SnHRN8HvHMEOnxnCMEyrC7o1iv8YoCFQ7yjGEMsk2aK3qIl4KYIv/nqa/rOcnG2AlNYLXrOFj29WHrxTLkgtuCM6LXCYmphdxO00CCCILYjFcuUDduohfatP9ecxjcvgr6vTuQ+cDV3uFqUcuLNe1u9yooUUknEHPElYotDG4xmDIK3gn1VoPuDvcIKglAwmMOdbGICH+yhW9vK3Mlx+vcOdXCbA/OM7w+u5kXh8DI1uIG7qcAUC/spsdsn9vsJvx8Juz2DW9b16Q22VSmQIylOxHFijJkpCVOGYjuM6/B9YFgmsIIMsD7rWJ0v6Nfn+MUS0/dgfO3PlchSKCKUUlQ4xxqC9Sz6wKrzrLeJLfcHiQrKMnj24pbOf30IUuzP1+Rxx3p1ppTISRVNJTjOtltMt6HH0K+Xh+v6Ptrr+gyNHXFFrRURoUyT1tHERLSOmxh5Pu4Zi3wIx7zC2nW5M3/fA0LAnMkyV5w8FZaAu6BkDlbaWtd6CjpTX1+0IiCnYzL499kcxBhTgVV9PzfLgJkqvBJqSq0FB+Y156dCMG19nO+m87/PT2/e8mD++D5wBXdr3OXkd229/XF27rm2odegEVZvhry+GPyDAlcI3F6PPO/3SG9xpmauxkQaR9I0Me4mxv1EmiLTbeLFJnK7ibzYCVd7lZVtqPyHtgWwdo6L9Yr1+Tmh19oZ3/Xa5d5a7WRvnTZgdAqyjLUUQQEWwn635+bFC7785itut5s3B1eLJev1OZePHnH56AldF7DBITkjJavEaefx3tH7nuAN3ln8coHpO4q3jC6TRDARbne37Ke3W3qb0Pvyd198CZI4Wy0YJXK+WnK5WnK27FgMWnfQBVu7uFucyVgy05SwRrN+xhgkGUo0XO/hagfPtnCd4Kbo52w4KkW2SHQDV23C3lcZ0Y7TItW2CM2lQr/X9SiZmBP7OGKdLl1JMjllJCecUSLSB3sTkwquwFa30GDrbz5cy4du8817vskeNnlT1fGAVb2dBWUpjHy3Ozx3Hl5FC45AFMOYhW3K3G4nhps9w4sN3fNrpmyZiuMCiwstPvw6VleW6Yrx+prd1S1XN3tuNxNX+8w+e6LpEB+wQyY4YRAYznoFMd2KyXn2RbD7xFgi+5zZ7UfGMTLuJ8YYiSlDhhACQ/CsOQr+nJqg9WbfXG8xkslpTwZuN+fs9zsu1hPdMDAsN+xzZEdhePYx+wTDas+Fffp7gdV2u0V+IkI9bew1cYeYIiElPHsmhFuEF8iH0M5P0HYc1aiFI83tlBEDd7NvcwXUufNdKuooosCq1ATB69aXtbXTgDYgnoOs2r/QVuphKPrvljWbU19PWxicZp/moPH30QLvywDPj/Y58wDW/Jj//t1a+8YHDUewQVFrzjUA/nrrl3kIC50x5nASTy9WWm9yuDui6F3UcaI0KViQIkjJlFIopZCzymi/Kz38w+Cz9nDORgue5t9t/k1fGnX61QQphVxU3ra84T0xxmLqOThr68cf4woix1MyxtCqsYw1WGNqRuh4YlIKU4zs3wjkvZ51VoFdCB5Xz9nWjFTL6h3O9fA/eTmEI4AUSk7a9HeKpNqHZ37/y+lLXuMcX0UNOX2/72MWsMZgXctutrGg/8slU0ReK3L1wT7YT8HatjaX6X2Vzam9r7/dvfpz7/t5iASbusbXPnvOB/3pHM774/rrTsu9X8eqq1HX/pyS7mk518eFnLPuEbVO1xpz+DzrnD429rB+iLQ98niUIqSYdJ8s3+7w6/oErn5P3eNqw+D2+W3PCQHbmAXfkm4XET7//HPyT6hR+pwOdRqV/xDW+WnaPAg7Bxzw8v029zw+pRKae37Z6iDTa2av7n3vV5zYq7JG973v69rp95wfp+d1aqfnMxeR+XHs9MzhVVdLRO79Wg8OXH2wD/bBPtgH+2Af7IN9sA/2wT7YQ7ZXgauHRQv8sc3c+/Clf33br78VbptX/uMtm9zzQ75TOMC+Ihn8um/1EDj431a4+aavfRff6fSqf+Du/5hmZpHAWRa6ZgeaOedOX/gD2ytG9r2Bs5NsqNz78Nve+XuN/fvDfLOHr3zzN/vU9yXz+3rbgfm9f/79X/NbLsK3jIGfqr2KofBdX3/43ckfHpx44okLIHfdBEDbtaj9/nF3z1uf/OKHGVHyfQbtnFn06ifd+/BN7e7Xfw0PZE5uqnWTrzyvNzq373wH3+Ap72L1+Jbv8V0cubfz5Jfspw2u5iTRRqN0YDpwHryDZQ9dD10wrFYrfNfhfcdqWBO6gdANLNZrvAt4FzDWY4zWUZlKhRAMWKVlxKyqhiln9tNUaV4g1uGdw3vPsFjhvcf5gHcD1nm88xiC0vOkqg0CiK3KOUrtoFL4XHBKD0HFEUSK0iRRqlya9uzHkZQm4rTlxfPn7LYbtldXPH/2Fbc312xvrpQ0/C3lVX+8fsx/+of/giAZmwplUzDTnhInbq+uyewoTEQmtPWlHBrnNZUchyFg8VUoW0WL9QZpN6JEoVDqgD5yfU19bY/D4nAEt8B5h+/8gYojQJ5GckrEaU9iSyKy46iKs+UuSGnFpPPiy/lwadzfxhEW7iaKm6RoUw2ay47ak/dotRvz4vh5r602XJtk6byTuwFuLPw6wH89wa//KXlAP7oFYMmTT3/OxdNHfPoffcajRxesliseXT7B5Ru++ep3/Hf/8l8iInz26Sf8D//qv2GxWirZXQyYWfeckvXwjbZb/y1FOd2NBptRYryh8nrrQuKqNngpUEZ9bc6Qt0iayPs9cbwmxT3j7S0m3SJxy+b5C8rmlrzbcPPiK9L2lmmz5ZvfFLbXsLmCL65gLDpfbjjWGM5le9s3Cfcch54tvKww1Q4PhKBr7uVH0K+gW8L5E7ALix08Zx8/Bt8hricseowLYAPGB4xxIJ5iLAZLZyzitb+UKQZCIGP5+nniv/2f/4L/8X//6x90dLyp9Rzn93oFqzX0Cxj6wHLo6RcLfBcIfYd1Pc55fAg4r49DN8zWTUAMIqKU8koJLFLp5aWQ0oTkTCmJFCfKjEZfSkFyIaaJlCLTbsvmdmKzSXzzAm7k+zVLfx274Fir0tbCtl7Oi9q/S1BpLv28oDZp5ThW+5PPbJ8rs3/H2eN2jq2JcHu/cw9nHTz+CM4uYH0BZ+cwrGFxAX5YEbqOfrHUZozWYRq9sp5AERXj0fmusvbOKQ3TGoPv3KHFhHGVAoqhZH0DEVPLCQzOOqWViTDtR3IqlFSw40Tcjow3e3a3Wza3mRdXmc9v4a9ewP/yD3ouf/LP/4T/7L/4z3GDUydJPL1TteEkUueyURUGMQc6qo63guREzpmYEtS67yIZqdTXKU7EaSLFqPT3Ug6+DbWsokhWv6mIvraWTqSkr0lTohDJRUVlctb6/JjSIagixiBYMK5SeT3WBvrFAhc6QrdksVjgQ4fzHT4ErHP0fkCsUn2H0GG8wziHt3rPxBqC97gQcP3AGCvVNgvbmJhyJsXMLhfGlLja3rKbMvuU2adIToUcC6G3eGfprWN1tmDoPOvecbY6w+VIef47/tV/9V/yN3/2ZwCcPflnDGefsB0W9N1A1/XQB5w3OA9D6JS666ALXaUO6zqJscfrgdGxLqZuJUIW0e8QE7mWqKQpUkTIAjnrGhNTIY4RSRl2I+z2MEXY7GDaq+opO45yH83rme8ic+A+97rm3a/mO0kP1qvTvlxqG54uYJcD3nu60BE6h3OO4EP1y5sPXRuy5ELKhdyOoutkyroGEjPESb/LfqffI0XYt254TYf6htdVdHg/wNWcgH8fFfL0cb0/df3Snw5cqPeohxAM3htWC8/QO7rec3Z2Tuh6vO9YL87p+oHQLVidneO9ilUouLJYoxOOA7jSAvopJ6aUSCmxG0ctUBTAKrAKPrBcnRNCwPuA9wPWVuBmPKbCCQVUpi6ap+BKpdRbzZTUhasUQYwubmka2U87UpqY9hvMEPDXV0xEuHWUTXltQvjCB36+uqRLEWImTwmSIWFY1D5jGUOcvVnmtHmc0CH4Or3nhY+CqdNP7myyOt0Eh6HD4LB4HD0BjyfYgHVHvdLsLEUmRgqJkUjmlnKY6huOm7RwLI5vvU3uA1cNWJ32hTDoxtocyhVHx6mBK8/L4Kpt0nNhDTl5zwXqdMyb7d0aWHhYvr5YzQd7K+bA9izPHnHx6GM++exnPHn6hPV6zdNHH+Hlhr4/1pmEEPhP/sU/Z3l+rqBgFiZQbyFDSdoFto0uKRVcpePgz9XROjCmC6qxW58rGfJeX5MjpA0lTZT9lrh9QRq37G9fYKYbyrRh88yRbjxx67hdbJhuI+PNxJc3E7cZrvZ6qq2XlEcLqltPlDZvWjBi3hSyjfl2zJX+5nUobY61eXJpYQjQ9/DoDPwa/ArOPw2YrgPf06+WGN+B6/Sn0RlXjMdgCKgDKNZCNhSvPQ8fXyQenb/dXn1vww7XoM7ndYBFD4uFYbV0LFYB33V0Q48PC5z3hNDjw4Dzga5f6N7DvMYKcs66/legpQ5rJk0jJSckJ2K05FzuAqyUiBFSgtF4XErYSdfK7Tu4Hm08tV43p2vs96nMmsdUe3RtXXFc85f1eQ1MNSnoObAzJ/+GY1Cuq+93AVwa+KyDyyVcnsPlE1hewOqRJSw9YegYlj3iu6NDYo9OS5FModRYis5x32r8rPam1HpprZVWcK3gSrMj1U/A4K2r4mbCfmvISR1IO1rirTBeZzZXjuuh8FW9Rl/PlKX7YeAXv/wjumXAeodIYAgd3jliET0HLUQ8nAfVOU85IzmTc2GaovZFK5lcIpJ1zE1xZNrviTEqKMrqzB8cNiDnVAGVkEo6BAtiHMk5EadIKpGcI5vtjpQSqSSmCghKA1dGZ5wPHdZqP8nFeqXtBIa1+nx9j/cDPgS88/T9AozWGS6HxQFchQO4guA9NnT4fmBfwVUqhtspMtU2QbuY2cdEuL3mZoxspoSdJmJM5JjpB0/vHQvvubhYseg868FzsVoRJGFuLhjWZ8fx3C0wy0v8sMD3C3w/YAdt5B2CZdl3OGdwztD1vQqpuTrWTAVYKOjIoltME1ZLpZCzVMCrdZ5xjEfQlYWUCyVmko/IFEH2kLe6D91pnj5xdNjn1bH3VXcV7tdTbCtD3W0k6MFSsyM26GbRdZi+w/V67xQg+wNQL1QGQy7YlCm5QCo1OFkDlamAS2CqJnTugT3IpN9LmlZ08+LgdQDWwwdXh3AnL4dD3ew583ujwSGcVx/GWQ2y9B10XjczHyzeBxbLNUO3IHQDZ+tHOsF8YNGv8aHHh47F4hxXJdaNacjN1GgAd8CVpIy4hPGZYj25NHBl8L4jhI5+sarAKuBcjzUOh6/S7Q5jvBY4CxQsJhdE5CBUoYXDOnFsBVtFCqYUbaIrnhACYRnIOTKNPZtxyz5P7L4RtnHPfrtVHdnXCAk6Y1j5gJ0ESWhkZiyUvW4ImUQmIpQ7m1MDJUfVGZ1ojWigU70upshLU5D6eldf57AIUvtAGEyuINdarAXjBFMMloylw1GwTC9FQOdgZq5GJrw8zU8ZVPPnt823AbF2TNzfdm4+2eaiG3Og1ZaVcPLTGPgDD91Do5j81M16CEvWF5c8fvyYT54+5dHTj1iuljw6W+Ndx353rRnsqhxj8Bh63QTujC6qU3U3tICpI8HNRn84cA45ungzN08qQCsRkkaqrQ0qrpALzniNGntL8QHGW0YS1hbYLRmJ+JJYLSNlK0wBFuY4b4fZGbbAgnDMpjZwNT9OwdWpalS7EiGDi1BuIVtIRgOFPhccCWMF6wTnC74z2EMKt0XKLMVqmKYUMF6v6WQKqUSSFMJKcN3DJNEadFhZW0UjTJVLNmbmXxqNQh+EIzSQZo3FVMVUI0Yz/QJGLBYVQzJFMKYd+t6C4IQDq8AadT5z/UxnDXjP4A3Ra2LVvoMgzjyred/vv4+19bW5DS1b1TKtw+x5871qnL32oBbJsb1Ly7QldLzHGhcJQG+h97DqYdFbFkOgq70cQ2cpNRh7EK0ymp1BlPFBY6GIVN9CKFhKzWqLEWxp/ofRpDfqA+QCGEOuzSh0b8mIrYEaDDY7uuyJ2RKixXXakLqbMZlFhKkU+ix4I4hk8IUiFmlBHwuSCo1JI1gQNKtq9Qp5bxCcvj4LpXrzwajDi7WYpOuVLeXgQ1FBYpFMMfngAxcpCgoKJBFiFmIS9vHIFhrHRG5CLsZWcFVwxWBtwdmChJ5gEnSZhbU46xFrayDbaNsX1BezzecTU39q39BCqqJqhpIKRQzF+rpYGqTvMDar0FnqKWJIAvuYmUwmugLOYL2l6yw2OAiOyTqmPIEThkfnmO7oNcTOY4ZOWU7O1/Y0FmccHo8zHm8twRo621WxG10bpQL6FrRXZ6byo0ydBUZlBNV/0gXASs11Ff17wmBakI/KzBCjSE3mnQibnuK3qU7Pg48zhb6DrmL1kMRAstpvp2T9LqOQEbIDcRYRS7Eae2yLRxahiJCKBpBSFm0MXw8p9fzF6mEqcMihLhpRFUUEjrnuHvjyW77XAwRXw+URaOOqb9ND6MB7pZR4p+AphLYpUWUnK1JvER9XVZyMbkzee5x1dK7TlK4PdN0KHwZ86BmGc3VQrMf7vkY6PK5b60A1erSVX+Yqb0ZXJ2eFrhRcEazvajpVEEw9P4+IQ8RRxOGNrVTAE4JCS4VjNJJVlH9ralq6iMdIjdgadSKMNZgAlLpIiCVnw36cuN3uuLq55evPnzF+uYNn+bW5FiaD3WbYZmTKsM+UMVOmRGFCiBTSSzSihn8bKNHtxGErvc+imTpdSh2FTD5pa+frf44FnoAnYP0C13W4vicMi4OalUmJkiJeeqbRErNnxzeH6doakrZzu0tbPG7CcNepnDceLrO/zzfq5mAOs8/qZt97njFrm3h7X8cxftMaqJ7N3rsz6vDYTvDthR/sndjQdZxdXPDzzx7x2WeP+eSjj7h88hHLxYqzswum3RWGxd0XdUEpgS+5h/dF7+bu5d06h6M1cDbPe6bqxESN4lkPEsF6bGc015sK4gLFdYQ04k1HcB1ut8cWMEnohhu6XugDrM1dQDSh428eLDltrdi2Q3tynDbjbt82o4FCEux2UAIUD3EPfgA3QZ4mdbys0yebgjXq5mrTbdG+gaaqtKL0aO8tE0aj67udOmwPzA53MSnrZJz0e9sk2JQxseApZJMpNuOxykawWamQOVdHp21C6oindKQC5pSrem4mjXtKzpQYSXGsFMFaIyiifyuibNWkP2U+TH9ga9n5turPx8n3AVfzmGwD/fMx247TtXm+C8/7G+44SlYLmtkb6nNygZjg4gV0HSwHKI/QKZoEZyFYQzCG4jSk2LJMNelEMU5pgVjNKIrgXc1uGau9Mw3q8OIP4OpQloA5gBLrrAbcAdc7WorTTJP6qV0mBAhB8B0MDrpj8l2Dxi6Qndfyhwo4xPlKXWw0M/WvDh8mNR0CGhxulLCSMCUhTJSSKHmklJFcIkUipWimq1EMEUglqgpwyaSUaumDUEokSyJLIuWJFCemSbNgKSX24+4wvsUcM3zGd1VdM1AcdGUCb1hMS6xXcGNatsOk6pcUiom6ugjk4us4EYx4rCgYEYx+ltEgcRJhLIbdmNjtR3a7kc31hpvbHd/cXjNVGu7oHYs+MC56QtyyGHqWywXWd3QWkhlJ03Gzl2KRYsEJRhJWLC4brM1YiRgEKcooshksDisWyZUS2MAV6h+2wH8WKmVOyCnV+5HJJSl9rnDIXOUUkTRpNGzcwG6jC/l0DeUKJRJfcSSVf5vNPaw26+u+dgjlRQ7hvKk6QE6gC4iF7C3iKjDPipHaTtbUUq0IVjKegjNQjCBGKA6KMWSs3l+jYxdrIXlF9X3QBTsGSLd1gTwNvb9sDwtcGVidGVwH1htsMLhg6BaWoTcEbxiCwXv1XbpgcDVQYppkrNMUrkp66x8NGuUzNmiWyHTYmib2YaGUC9cRujWmgitrO6hZpND1iuZqZknPVSqHtS5qVYLWGjRSVCMnxhVskSqH7mbyuQ5rvZ5r/a8tktYYpDo6Bxn1GomkgUk4RCXni6w5+Ge5Zr4KKSWmaWTc79jf3pB38ZjdfJ3bIoLNBUmCiQIpU5IucJmE/l/ugKt6Ow+Uj/lPQ6u3OtaWFUw9TjfVVnXlMW2yOY84Rd7G6WAwTqM4FoMNERs7TJ7uZKEaiGlT45Se2H4a7m605vcc82Tqfcfpe81IXgdgJRyj/Q2gzWsDBmsJFooXnHl4Q2FofwAAIABJREFUDuNP1ww+BNarJRdnKy7O1qxXa9bLFcNiRT8sKWmPc+HOa7CeuzSJ07veRvlpnvQ0jj+fCfOYeY0mUZ1si6YZBIyL4DrwGRd6CgkjCUKPq4cNuv4ZH7CVr++9Rq9Thq4cOzU10N8CAm2czuus2nFfrVX7FvMMrqD7V46zY9IkHEkgR0z2mJKwknHisFJoAuIacNJPMocVRa+PXlXRzVAe3lxpAKKVzeVDVJ5a3yC63s5/X5+vt1hdcFM3eCnlUI9yrKVSZ7VkdZK0XUU+HFJBpzoejWbaABfVSX831sbRPHwAx+DWPCD2uuc0B1anxzyrOo+Nz2daowdOHCtH2s95FjfN3kuK9ltcb+FiC2mEHEVpSBoi17FZg7HG1O8qNa56uOYt1ahZS+rhGtXPgDW+0vIMxdhKC9SfBjDO1i8kGH/MjIm1SE2VGisYq4Hq4CpLeX4Bne7NbaXSc5XjOWKa44VpGaf6Oe0ZOM30aBboSBPTGio9NDhQ/130jmj9VmsbkClS66io9EnR9yg5kXMiJa3fijGSpn0FV4XWKVKMgZTU9/Idxvcazu0HYor4lPCSseKwps41U3smlnKoi6vlbRUQW8QKps1JaUCugpUijCmxj5Hdbs9ms+Xm5pbr6+dMKSqICZY8dNiyZBcEKwnvwBdBrMGZdEfQYr52UO8HpWitqRhdE9T1rDX46ke2bFVjWemaYtvL9W81eN/q36Q1IS/Uv8mB1knOulHECHHUo2zRTNWWu7nf17X7QittJnL8m/R6I6Krtca59nMt9WjZuPb8wwXhzhCv+QzTfGaxOj+cRYI/zB+Cb9mTStsPIK8Hmx4UuDIGPv3UsVxbusHRLT2hC3TLBave03lL3/kDuArea9GntTjvq0hEjXjW5fKwiSU0m1MMki24gDEBYwfNUrkO61b19x6MgiuMx4eFOv6VggdoESDUQcgh6oGtNA8B649RQpEKKYytohmh0gQr4MNpTVWFHo3qRwFrCmJ1JzYVSHrvtc+K81jX8L8O0AIY0eapUhI57Rm3t+xvrpi++Qqm14kozO4Lgqc2uI2ZMiZi2TOyY2TPWPNNrUlvc8jastAihO29lEpYaqWWUluyJnhJyAlAMYdMV64gqzhLtpZklWpoMZQKT8UacrBk48j4O0DP3jkPNXnFMc84pXv+froXveo9vv3aHiP/Dq23WtWjOa8r31E6QxcEb9rC9cF+eAv0/ZLHTy55+ugpTy6f8Oj8gtXZGf2wYBg6RAa6ZX/yulZ1N7cWC29RutM8ahsx89zpfTanUKAgywOm1Kix00ibzZjSYWSkFEcJnuKdRviC/luCx3bgBvBLFVbIaBapxV7mscR5EKC1ym1Z2waw5uztU8e1rQtQI6YjlEmPvAFZgBkFN21xTgjeEMqIE/AYzeBgSWRKpYZgA5SIiCFRi6+LHGqNHqK1O90oTtSNXsQcgk26n1tlRBilaohttRPqJB39h+pMzoQsRKqIQPtdc2br+DMHIKURY0PCmKyUH95es/RvsxZImlPz0uyxR/eV1sT9dUCWRwVDlujYXNXPaON0Dq7ujMn62Y3QdAs8q599OpL29bgGXgAXAotb8B2sO3j0GFwvdGeJboo4HziEEC0Y66rwwqyPp1QEXeocCo15Y+k6R6Po2JY5so5i1UnOqBddgGLAmPretig1quioE1vIPlG8YLwQnCba/dwTNAYbrEb2S8bgyLkCnGKVfm8dRuyxD5zRNayUGiK24LzSFhGU1lqBVaHV/eWjGJeUms2rdYM5H2p/Us41WWBIIqSSSTkRUyROI3HcMU4jcYpM+00FBQ2MmQouHMZ5XBiIydJNBbEdq7MR63tCKNhBabdF7GHhiklHnIhgbSsE0ICUEwVYOQvFCAWloJUiTCmyiXuux1u++OYFXz3/hmdXz/nyiy/r9ymcLz1nywXEM9YhgiwV9C4SxTl8sHfHel0ncjHkYrDF4KUgmn7R+yEGk4Fc66tMLVdp/vDhsa20Rg70RikatNKSXlHOdlHfVXJGMkgySCzqQ+5H2O5gf1tnwQveXqXmNHvciLkJ8Lpw7i0MEbGO7AslKI2W5kNbDT4Yme/E6ltjDtMMazSobx3gCsUI2aDZLytKq0iin2mrGt6BUPz77UGBK2sMP/voE1YXHX4Z6Fc9rguEYaD3Hu8MC2dVHcVBcJWLbjUV7p2r4MpWlRkd+DkXYixIE+UyYEwA4xACjoAVD6UuuzVzdEwRSW20e4wclrY3iakZooqEpUZKACOV9Fa9C9PoidZWbqyrJDnNzdzJcpgGvmsERQQnWVfOmo4GRdgat60xJQtWCo6CR0hSIE7E7Ybp5ha+SSoJ9iamFdNQMlJSzVppzmpLZEthRKdV2xgbBWOo36mjuZal0uYSvg52jeWrY9ES8keyT9MZDDUi32H7UJ1Dpw5izQY676CUeokKsjewPceww1R3UTg6jC0iNxermP9sTlCZ/VtOXtecgcgxO9beYx69n1/xedbrNPs1/2x9D4vtl5jB0w8Ga5/xbtyeD2bcQN/1nA2eITi8q/OsoCJ9RZQHntx9rz759zyX2UDUPH5+X+bq971fhfimcsWlwh7XQcoYK+AX4JPWYroF1k0YlzBmwJgBMT3YHuwENmnN8HT/fJh/6gEccBzzc3MNLJS7scjTgIMpMG2hL2AXkL3u5/Z5pJsKYZooCL7rCV2PsR4xjmQcYrqauQ5oTUF1vIzWY0gUtAbgYVkTtfEoqIwCpoc+Jca0IxlLCJmuV6qYz1rPkUXwuVQmQ9tfjhmrHNVZVUW12lg9J9I41oxVROJUo7v5EJiVohT0UhJxnJjGwhQ19vxDXz2DCkAsjbI/cz1iPBBf79BQ5y7Wq86t1QKuOCr6Nfr2nIo9X8MTunftULrflxwB1cS3r7a7el5/CnxzA88iyAAfZ52W4nYMWch4TDfVvao71MtRa+cUPzSqoNVMldUtvxg5ZqmN0tCKMUiuNVyYwx6KKcdlJeeqXMAh5WFqJiyERBWcI8w8QSmFcRoxwavCsVGfxhirjmgFeCUXdV4roMglk2LEiJBzYtrvGeMeyRM27hj3W2KcqlrgSE5RMyVZaaxitKZaSiGmdAKu1Fme9qMyceKecbNl3O/Z3l4z7vfKztltaja30gilfX2rjKSwwI2RsN+RjTCsloeg9lAyfTeAdwTr8caRahZRDEq3LGAOVLmCpETMRX2BnLjZ7LiNia9FePblM54/v+JXv/0118+esXn+gvjVVwpUKNyuB8p6SXl8ycpMyPlEsI5BCtk7prHW2h3uS0ZyxLiajioFIx4jBVMcUmL1BQ2leA02wyFjZXCHbaSVmhwyXVU1r9TG5dTHpSYPSsykmIj7EdlulQp4cwXxORpi+IY3okO9kbWgZK3lkh7yCm4iMi0peSSSkK6D3B20EYxzx+TG4YsCGIwUnAjFqISc1NVBjCAWkjMUsWRX+U5GlPNbCkh8LRfsQYErgMuzM84uF7hloFsquPL9gLMWbwy9M1pzZQ3BGaqAywFgNZEH5ZzrABJTcCbRpBmBSifR1LcrqsJzQDccALD6L5oKqvQ8zesbkQMZpSkmIzXNWL9LAz2tgLBFeI4ZGdOwW329YBpCK0oPMTWlaZj9pHoudaPEWFpSWpV8dEJZEYwUcpqY9lum7Rb25Tv45gJFuf4mFygJIVHIRMqhfHHDMeLZcXSoWuaqOWKeJrhe1ZFq9moOdGr8gYzyYQVHsQ7jnQ5456qKj95z17jppXLWu4DkgBAQxjtAaQ6uLK92Jttr5j/nVl7jmIOrU/f4FGS1Qw5/tzg8phswXcD3x8zpB3sTm+cpX9+sU9EZzZZrEKdF+1qkubEO7tocRszvent8esc5eSwnz3+VtdFTQVbNcOC8nqQLGBcwrsM4Vda0LoBRDc7jYaoDV2M395zxfd/wNAAxH/O19vuwn83rF+fBAxP18W4DYaGR//1tUepPzli3IXcR6Ses7xBjycaDS8ow8BVcodH7XP0Ok61uhA/M2joygkaYUUXjglBMwoWotRDGYnynzmwVKlFgZQ+BPlNmdMCUDyqAOaUDJTBXpcCS9KeIOlF6X6VSxlRFqxzqLo4g5Ie25QBrqyyjxqCb0GBxErB5vm/cDVjNxxH1bw1MtUxVq+lqIA2OY3AuVHGDum5btGLkTYBlA3t7tP7dJPj/2XuzLkmSI0vv08XMfInItaoADNDNJp848///As8hH8g57OkGuxsNFFBLbpGxurttuggfRNXdIjILyEJVAZkDaB4/HhmLubmbmqpcuVeu/OpK8xybLTRnCTEB60dcdljvNfFQ7jVTHIExJeNekrpS9V9Ga+GOgKkQK9kYyEVab3QtqMG1KVpDI658x3LUhJTXMVbNYlwxAKtDEEJKeK9MiLUlTjGVFTPFw0DBlVRHuRiJqbgDhsA4HhjHAylO2PnAMCi4iknbAqQUi+xMwRDWHlnYGNMJsKVcgKclholY5H/z1DOPA/Nw0OdpZC7gCslHFkmd8YwmY/yEDUITAsZ7+vPHqiby/hi5udBhfDEJOdbXUD5fjcGyZGxSidycIkkgkOjngf00czMlLi+vuXp7xeWLFwyXV8zXN/D2UjNzBuKwZpzOsQb685bWOeL2nOSd2p47c18WWFhorMZ9kjlGkVoXlhAp1us565yQfGStNGFfIuCa+ToyA+Xmkyqvqyx4AVcpkWNCQoB5gmmEaYC8RzneP2Vc8UNG3VlqGrukPuYOyIg3pLbBIESTcbnYsYsvDKac0pfVdKrG1ot9V4oUFAPGGqI1ZGdO902JO0nu0wNXxhi++PwJjz/b4FYO1ziM9+pmkRIGwVuDs4I1GVvrT0S0GDcbTORUzFsYq1Scakw2OociOFusz22LeDBkrYHKuuhkA5hcwErR74ouPLWPQjb1olRDEb1YFSnnqlUtxhTH3LXeH8pURAV/2ajrjCz1rkWDD2UTKQ5CNQDPyPFmUUBujn2fsKn0MAnsxz2X1xdcXb3983bMlDFjwI8BMweaNGEZEAYCJ2C157Qp1wxjZa1AN7eTtCMD0xGgpvLpVZmG4QTC1I3Rl8DRHZ9NeWAt4jRzZwyqZXZGSQXy0VJ6XJyXHv/EtNXNe2lDsAwe69cPoc0SINnFzx8CxeXfLo+xDLOXx1RDjIaVPcOsH8OZpzkXfb9/H99z1E/8+ziBGNbrDevNhna9wjkteNYC30hOgTw5okSSfXjcugnAKaRbQovKXejrfDiYejjqjCv3hSt3m826INFgpMGZBhtb0tRgp0YNcSgsQYpMMTMGVXrEdD+wtuVM6z3wPn5tOcdB18O8AFc5n5IuD8EVWeut3FtVYRDV0TWeQdxkGG9pVoa8cjRdp1Io57F+hbEN0ralvM2Qs4XS18XnDvsRywJnymeYtEVMiPr5J+npuoYQ1SWuTQkjGizlxpcg1xyTaccgqGb/c62zUmMLSaGAroCUOjSpjhX1SQqYzYmchFRNLf4C4/wpPCmZOJVGag1eLC1z+lvYJxjlZCpRTSaWIdfSwXIFPOJ+q4wq1F3WU92iYKqyVT8GmHwBXAg8+hr2g76YODh/NmO5xq1W+LZBNolc6nQ4JjSMJj+cxVpHklQSr47E0f7iCKSqzTjGFlc73b3ECNZqDOIDGOMRm4jJkZwgZiKi7U8wKgu2i64FWYSQI10SMg3JrXVflFzqxQXjpNR7Z71uKSFGd9uUAiGODPOO/vYtYewJ045+d0OYJnI2aliRE840xX1OVDpZ5p2aLSiISblS4IY4TYQwE6Y98+GO6XBgvL5gHA6EaWQe+hO4KuAgijAHVGLrWsSf47ot026PS8L05CnxMBCfP2Nzdq4gfn2GXa2Jpd9VrR+rJxhCwtiEE2FMkZCFMWUuDzdc9wNfvRn4w5dfcvnyBYd/+We4OcC+h5trPY618MVj5mdPmMPMo22Ds46nj58xNR6aVHLsS3AlJEn4FEoAKdjsVd1yxE/FJn+5lVTgbswxQV98gY7Je2XBBCMJU4FpigpOE2qbH2bVjA89DHuIN6hw9vAj3DkfOjInUW6r9T6jIa06jM04lwrpK+qk7eRIetj6GQC1XsiKFPAkOFuSpRZcBl+SF8kWIxop2QX4oOzLxwWu0GaK685jWq2jMs5hGotxRSRmBGtqqSKctmlVUNfeCKSsjc5ihqT2meRSuBcoTFTSsqpswAqSPMZmDeSdoAuXK7UMxeXH1kJAKTS8TvqYS28FMUcErMxr1VI7nPc41+CcJVtHSqlkhcoiW1x+yKisR1Tip+9SSKZwb3V+lJ8UMp1cCqGNJKxEUpgIU09/u2O63BNuFs0svs91EcGGAHNAwsTMnpGBnpkdmvWruYtlmFgf7YOrtHQgq1ziUn53EkwVHTNSXMLUgl6sAWvVgtkbcKa4JtbNSutOTGwxtsPm6V4dSD2/ZdFz/XoJXer5PAwIKyB6WMD/Pj4C3uUxlsd5+LdVAtPhaJoVZn0Oqy2msQiRd+Hd38efHkt26AOjRkNhrDRgSVFlETGEk4TCx7IhPQRFy2zn8rnWWdUUwvug9fd9X4W1wpXNfwHzxWhCKRlyhBQycY7EkI6PFEvNQFGJLOdpTRos30U9+pIRqF87o/KiSqBlU5K0+T4wq69x/JREnfPCASYLw7oE2JP+PI1CXiVkNSHOkJzFN7Mm3mKnBfzWoGLoUn9ptd70Yx31TjaAm0p9eKH9VNY3gLWkJFjRa5tS1roKW5irQqMe66xq/6q0fI7FITChPdZKW49yHjVhCHL6Z95lhX6qcX4OT7b6tbHF3CiK1uHNMGxge9BepUPPvabwS7bUcd8RcMtpziZOqooB3av6xfd+7PqyBPwHEHdgv4L2XMFC1wjt+UxOGWdV1qfY6ii/wVirUjtjFk7IgrPm6MynNeWu9HprNC5ZcHuVlaw7mDFFwG6z9un0Lb5raVeRbjMTkjov1yE5MY97JvFk74kxlcasaiBjncU4S4wnQ4ppVue+MI2M48A8jwz7O3ZXb5mGA+OwY9jfEYsTaAX43jc473DO0nWrysFofTway6UYjtb18zhq7854YNxd0e927K8vGA6ReYjMY0LSKbFdZYFTRms2zYyYO2zbsz/siCmwu31GmEdymojjiDOGHAJpnoibM4wrpQe+fEgiBBEwDhfhME2MMXIbIi/fXHB5e8dvX1xx9/svGV++hK+/VpYnTpAPGr2Lh6HTiT0NTCEwJa05F2fI1mh/r3tZjqzg5+gUmorBh0rYtH6tlJdkrUVXPKDAULDFmpxiRa4xYyilMyll5qh9x3JM2q+1sNlhDuRpgn6EwwHGO+CaU4OCv8a4hTzBPJFuIuJXpLbDrDaYpsE0LbU3nDPasNmVHnFGitFcpWSN1kBSmFkr6gHgTcI6IRuY25I1zDUF/8ff90cFrjDQNp7Oe/Acb2KV+mkgbgu4qjI5kVM4oPKy4hhSAJY+pLiKFPYzaLBuyEr/ZoM4tdc0Nms60VEQrVMYWzJFYk4uK2pooUxZTPno7lRpSBGOLjfWN5odaCAnT7YJcVpgKixqvKT2MNED2KqcFd1Y64J52hALnXmUKWXV4BLJcSaMA/1uR7gbyfs/UxObBWJCYij61oGJmZHEgVPDyVqC+DBcnBbfr0BrmQl/CK6W1ukVXCnA0g2ImklytjRkKdm/kr4RsdrYzDvdTMRSW33UgHEJjpbt6h7eNvKex8Ps/R8LjZfsF3x3sPqQAWvweNdiV2toV/o+gaN10d/H9xhLPvHDNgKDofEO71R2UZkAtaqtJgGlBuadQ74PWNXH+2bQEowtx8MDP/ydh7OmbrrlkUGSujyllIixgKoYC1AsG2k6WXDXvfx983vJztb78/gw5XYs4GrRsYLqnPvwHd+TzSaNPYKFaV/W6VTMmgJIEEyM4LQ2S9qIbTzkhG1sqbtyJSiz5MbpAT7SUUg6AFw6yeCM0V4sSMD4GckGh5oZNFlUFmg18LaFdToCrCrpqeAqpyIf0kexBlN5kVnW+Mo9B9q/2ApjYLO1nJ2jyVNX1u8kSAFYK5dpHYwODjOsM0yitWoPwdXSvbLapFcRUfUw26MVIvX/P8XIwEugneDRDL+4UvXq2RbE6Y3WeKtlkqY451qVuON8SSTbE7gyRZpnTbn+J6MTs5D3ag12lf2h8Y0tcYOxGBtVHuwbbNOQOo9fgR81n1yHSCZMByYacnSY4ouobrwakxljCEHZUMlJJX/zxDz27Ps98zQyHO64u7xg7A8M/Z7xsCPGiPX++L6aTk29mrYlp/lYzyUVXImQ5lkVQAhxHEhxUnC1v2G429Hf3tEfVKkWJr3tpcpMy/VQplMonZEwDvy0B+uZxlEFMUAOEd94JETyHAgIzrcqqW7reiIEAW00LByGnsM8c9mPXFy85eLyhtdfvyB/+y3y+jVcX4DUKr5JZ6t4mGftxTDPhBgJKen5FuCdco3zdNy3uylxI1qPlsWVHnfF3TDnU8xi61+n0ji4tF4o4CrGfCyjCQtwFRbgKoXSOHicYOwhLNMTf60xgkRIERkMyaxI7QrCrGq3tisSavVjyN7RFGWXLfGycWaRsNBhrMWW9L8zGYeQrRCcQZwm8z9kfFzgCsO2a9iuGqTRDaQGzs5pwOMA52rmrgYEcpwoOUPgRAvXuyyHWBgsgVltKpV58ojv1E7ZhWNkkGh00mJUPF2yS2K8ShekMlX62qFohLUWUGlVKc5OGItvVV7EeoUri5T4RgGfNSqjQbN31vnSwFFOG2aGVC0nRZQWLjeekUbxhkGb/pGQPDMd9uxurnn54ivG2+HPl8WmhOx7xrBjyD17rqiE8AWav+jL2dQQL3ByEgMFVVUKU7OLnlOgtXTkqywSQEa9Bb2oy5JvHNI0ZO9JjVMv2WMGUEG1dtgQghVSY0hiSOlU11V5g/oJ1iDvtHSeJEzLDfxhWPy+qpolm7UEjWnxs4chd31NWRyjNR2uXeuOvF1DZ9Qr2/6dufrQcQLSpSs9cJ+P/K7hsLSsVyu6tsVZS0JtgVNIzDX7ahwx6WZ0f1QOdDlr6hl9FyRfcqpLvhTug6eHf1Pf5WK2SVArvjCQQ0+aDwz9gbE/aBb57sBw2NP3O4Y+Mg3CPKmRQErvn/sPz/Cd7aVO+tJF2LhSyxH1azueElLLTnb1nSZgDgoYhltlsnz5xbaFsIJY7N6Sh9UmYRtls1QxrLb5WRoElUjJ93RF/UuP+r4nispnhv18anS/mXtW7cR2O7EeetqmZb1ZH02c1ATpFHAdGYsKoHJBqGr/hSnWYOaYnDOavEQbsTerhmaOtFNmbWCWn7aSwgDbx4948qzBNWU3KBPLSURiYDy/YXoiTAe4O1MCIIwQhuIAnE4s4ENJ9oCqKr5Ffcwm/nKM3IRKDa3As2/UVE0Enk2wPsuEOOAajWV8Y7HWa09N6441dSe2qrZv8WrK4FdgPBmvMjdx2vOygCvrG5zX1i3JNGplniN4p+6cLpHiGptmzIRa1C5kgTEE7i7fcvCqrLGy1ThKRGt6SnI7zqO6CKbAfnfLPAwMhz23t1dM48CwP3B39ZppODD0PWGayTnTrhqcU7OMbrNltV2z2q5JZ4/wTl2fxRSVUcrM41hkazCPe8I0sL+55vKiZ3c38+oChgK4P/TaSoKwh8vDa26bC25e/J6rn/+KR08/4/Nf/CNPnn/G+ZOnrB8/w2+2uPUWX5gQLFqCYB3Gt1ze3nG77/nmzSW//fobbi7ekv7j9/DmjZo+yCX3z6yIU4cBOmWv+mFkCIFosroBWgulhU8dutJXYkGVWDlFkjXYFLFxVmloqeuvxiW51uPZXGTtUpJqCrBijup7kkUNQwqLNc1BGa2cYQxKHfe3kK/QFMVPuTp86IhoyuQA4mBaw3QGdGBWpT+bZW5VQp59S+M8zlmctdhU2iE1nkSpZ5VcrjFYe2L6EpmZSD5Gq398fFTgygBt6+m6BvEFVxllIWzW4NkZlZzU1nm5SO+y0aJKQyaZjCn2sqQii0hRbcSjEOdc1wqSOJKbMcaTjGYVBEcQS86m1AsULbOUQD0LKSZ1icmZGAJzyQJr0+BUaOzCslhHu96y2m5Zn205e/qM9faMzdkj2vVGLdk70Toi6/Al2hcgSyo3WSrOMYW5Kjbt2SixZBKV34Gk8r3xcMf+5oq3L18zj39+nm7OM1fzWyZRKeAb4DXqD3OFbmDLoy/B1YwuJV35XpUULcFV1c3XQK6CqwisNd+CQ6lbaxqc7/BNg2lbordHAG6L2YikTEhCxBC2Z0STiKMh5n2x4dCxBEc1FHaLn9VzWoa6D7Pv9sGjbvQVTNWarrD4nQocDbqvLf9eUH9Ezs4wjx7Bo8dw9ghaA83Evcrjv4/vHKfGtlqDk0su6gSrvxtcedfQ+Q1toy0TjHMK0MSUImttqGhzIkZlhe6Pkp2893rvA0d1PORK6/P7+NP6+/X7i8qTI6gaYR5g2BP2d8z9jsPNFf3NFePdDfu7G3a3t+xv9+zvhP6gao8pwJxO9+yyIXgdS2h/5M0MR1f0YuKHKypFqVRwOcUc3w/OMgrsIjBNuq4lSv1wPGWj8ZBLD1Wbyv3iwTmtEUg56+ZnhBhmPpVR15kJlQjOE/QZWp/ZDDPbdaJtZ9ZDwDmDs6Y0oJcFw6HXQmeaXjVfUohGMlaKkL3UHtgis/ZWpWQiIHHCSaCfEmmCMf50HmAAq/WG1XaFa4rDlwFjBW8EUqRzwtxNzGeRxgfmAeZRA+MUSl3WoPMqxxMjVeuoKlP1Ia5/P/YYyjl8O0C+VmZ3inD+SKsVmg68F5o243zEed2bmk5tyF3XaqzjDDZXxY4yPmK1TMGoHSEijpytPpeWM8YIWdQMSieF9ojEF8lU0+HaDuNnrU0pYxpH/vDl7/A2Yg14u1Z29NgaRs8jhlHNUlKg398SxpGx7wu4Ghn2E/uFJBuZAAAgAElEQVS7A/MYGPtADDrLu1ZomohvLGmKSBiQ2OLzTNu05KZFa9wFSYnpcNDG2CnR3x4Y+pnrtyPXfeQww5D5wHD3PUM0lhvuZt6mC3aXe64vrnj6xc94/Ow5j3/2S9qzR7TbRzTr1dFQJhlUxWQbrm533O4PvHj9lv033xIur+DilWaJpKad33lhyKUZ7zhqHVkMylYVRcQ7C2UxKDMUnbWYkkRJ5KTujZqfUJbKWinqcGUiTDZHqWSOGruqbXwsvgSZeZ6JMRfZ+KylNSGdGKtpB/mOv2yd1YeMGqWNHCM56XSzEGUKc+zItiV7j7gKqhqcb3DSHBMb1ihDJQi+tLNQ74OEs0Jw943iv2t8VOAKA23r6FpH9hpkGqM0nMlahOes3EveZ0NxhCn6HJOxRj3mkIjkoOAqBnKIpJAJk4IsEUjZEYxyCrO0SLZkMUzJ1B5lhGSO/fHmo7V7VE1qTIRxYgyK8mOsPUVKoZxV04VuvWV9fs72/JxH/YGz88ecPxrZPnlC161ZRcF1nRamet0ANZw6yT7UGVC/K6VJcGXvtLarNJ1L2txt6Hfsb2+4fXP1YbPhO0aQwHW8ZiZwQHiLbhrXaFFwtaJdhoiRk31u5mSmWWs0luBqGcjV32moIXBGiMVK1+Jsg3ct0rTYptOboBS020rXJiFkrVCKm63KuYIQc6+9cB4sdg9ZLHgXXNXF+32yvionXIKr+r6qgcbEiWPwi7+tTN2SrbNGwRXn5wqsto8KGeL/Dq4+cOg10ey+kvy2zMUlG/T+cMu7hlW3pmlanNeMMqVYPBVnLJurTj09YK4Evdmq+XPdJYV3Tcu/a9SZ+L5NeQmsyp0jaqAheVZt3aw6fhkPzPs7hv0th5tLDtdXDHc37G5v2N3u2N0c2O+E8aCOdVPQup8aiNb7sb6qPDiLOp9tURbYBu2b5YvMKOu+ZmwBRgUQ2fdkmDNH9TFhhlo77Jqjmk3XOw/S6PFtiTF8owZOPmVizmSJYB9el49/1HUmigbhRFUiDDYyTJG2mdmMAedtAVcGV8p1vDVHxXRj7fHrruaejOBEgZiq0VRe5rylcQ3WaBLCZc3j9H1mEOEu/oDA9QNGu16z2myKVMypAsNnvDWYnOhsZO72hHHEm6DAaoSpO+URclKWbYqnWqpr4BWn9iB/jVGNN15NOv+bAHhVghkL3UZrndpOcE3C+wRGgVUjQjOvsY2uX9pEu+wttc+VKfIyHJLdEViRLdWCOGOPiVqxNR7RuivbtLi2xfqgNd71vKeRb776PY6ARWjtCtCYhpyOAD6FUesaU2Tsd8R5YhpG7m6vmcbAeIj0B5XqjQNH887UZJo2a51XmiEPSPZ4ErntkHYFlHY6KTLu9oQ5Ms2Ru8uBwz5xeaGxx48h7ZQMc5+Y+xswN/DmJbc3Nzx+/hnPh4n1+VNW509ozrdYqztKsvrZJuO4vt1ztz9w8fot46vX5KtruL1EZ993pSZEf5ZUGpiKi6KWlRQjtQcilVKRqABLKAYL2ny5mtpgqmN0RMSd4lAjWGtPtWilIXDKmTBXYiAzT4EYE2mOSJjUaWeKShlPPYRlhf3HNspneoxGB70/RDNyEjoyLeJb8F77nkmHzw0NHcmp9NWZSt2oCk3Q3qyQi5nLpwiugMYZvDNkKzSlcFeslN1Zs296l+r3aifvY1+PHEnF2STNs7rLzJF5mElTIM2J8TAzTwqM5kkIUYhR3X3mWV2b+sEQohAijLMhppJRjHJsGyFFund81qd3hwF4q5SjNZi15ezJI558/hlf/PJXnD95wvPPP+f88XNW6w2bR2c0TYf1Hts6LKIRiUdryci6eDrBuIxIOMpAJM3kNBNTz93dNfvrO3j7Hef1gSOQuWHmjpPM4gUc//8w5w6npo8VeDXl68zJ1alOvsSpr0jgVM/RA+dERjIuaz7dGOhqf6u2VYMRA2LUSdJYA40plLchrztyWCEpQlhhSzm0W7zO0uJXFucUF89LoFV/p0GZp7j4XViyJqf3VFv/LkVcNbyvYFPPwdHSYR4/hqdP4dlTOD8Dn09WoH8f3zkqC6n1FwaPx/iGZCwpCrMI+Qiv35fP9jRNx2azYbVes16vWXUrfOOxxTFK77VqY11ftQ5Bw7vK+VSJYNXM1d9Z8pVLDrUCq5qWeAhplqYYCx1/vyuM1QGZdsRxz+7qgsP1S/rbS17/9j/YXb6hv73h9tsrDreZ/k7YXygWmycNUOt8r2e5TKAua62qtLexsNqWllqr4jxWsSicVIra65c4gj2oBDEv3to9JitzdAZOi0JOg55cnvXnptG3XpvKt6viMgbgI/JTUi5/oRFF3fL2h6LWuJ3vMeDe6KNptBls28B6ZWgbQ9dYpGsUiFkpKMvinAOrRfq+7Wgazdp26w35bKs22f6S9CoQ+sjXfD+fze8z2m5Lt95ivStMHGDVokFyxDRbXNZ623YzY3zCNroBB4Hc6/y9DbrNfcWJrfrwCsufbggqnU8R7B7yK72WKcNmo6UhTaPPvoVxzLSbgW4zE2lp15lmZWFj8MbR+FZbc5gWMS3WbgCPyY6UFVzVJtJC0lqB4qzsDGAT4gKSVkiaCeMK185YX9cbGA49//nrXzPHHnKktV5reSQrSKdcnzipmohMDpkchTDDNGaCEjKEqbiSymn/c7Pmg6RuZymThhkZL1l1ntj54uqcCWPg7Rth18PbPRyyHI/1k1zbQh/fvHjD7au3fPOb37B++ozN8885f/4FvmtxXUsyap4TjeN6d2A8jAxXt/DqDRx26Az8U2dYEmNJg0ubM95DZz2dc2reZk8roxHBFoCrluHFITtBstrbz9RIJkUFClZ9AoxxWBeOaqyUEympAmMaBo11k8oCJUYNhIeiFQ8z9HeQ7tBqwk8hafUQaDkMAUNLk9c02dM4r46iVmisVQBltAetGKt9ckttWy72itYkLJH9B5zBRweupOjDa0MZwRwzGOp4knXRKDtwzOGYPa7gKoaZGAIhTNr7YAqqJR0jccr0h8g4ZOZZGMpCMM+wOxRpTIRDmfM5K3ivusuY7wfY3+Odnb7McMg78pyZ9zOrsw1vPnvF46efs96ecfbsCZvNOV3XsTrf0HqvdR8paNbICnjtYWGpmloNuERSoYnVLTCF+QevQjNaX3WLgqkbdAMb/sTnUD+n6idjODkKVsYGTgCkMjwP2SCHMGFojWHlDMl71cg2DckWRxxEE3YGsJa8aogmMccVMQZizsS4RZJH0qy7nYoPqKWfmjE6ZZCXDSvfV3+1zIgumawqArPcB5lp8Tv1udpcV5AlWKzxsFrp7nt2ps+1xu7vhhZ/dNTPVCGNwdniNGosTgSnhZLa9+Q7ZHq6mB7V7UhJoBz7puSEy+rUJO+sBiURJAVc5Uxp9w4mlnUtna6jNQUpUBDJ0ptyQfGYBe9pCvoojBUywTwgY08ebpnuLhl3N1x88yW3Fy84XF/y6rdfs7ve098O7F4l5l4LwPsBYtQgvoZXidMcXbK1FS9VAOtdCQxX+qjgqhpaVDmgeGVRclTiVQTMBGlhXnq8101RUpfseL0ha/kQoon5VOSFUjIVIuDqx2t4j8nIpztq0q4+1+tzrOM0ahjik9apxSSsWkFW0HopjWnV3ts5i3eeplEnzK7t6NoW77UGBqn7KKS8B9lz8zbS5x8kfvjOYb32fXLe4Uzt01ScfEEd6pxXQ4HG40SQnJiM7sv9ABcJLkWl6pXN+JisTGqrkluBzaDzs71RpVXbFmBVWrbNEdYBuphhNbISS2cafMzgBCsGz4m5MtYrnUtx88uF0Shrljb/zYjJ2rpAGhCvteOmUsylL14JmmMM3F5dMc0ByZnWqAGAQdS0xgrOqGTPGbWwNiVeSkFjqRj0cfQT4xQDJHQJA3C9Loc5oiYDXSR3GYkQJqHfZ97soJ81JvtLyTs1eaYum8PNHSkkQj9gVx12s8a2K8R6kvUM/UgYJugPKsdOtbrvT42y2HVeXbLbhs472sbRNA5vBHuPvqqJvcLsZ8hJ3QNtymST690DYpSNzHLMHAul1EUg5kyKosqrkAhBVVcyF2A1TdD3+l7iWOqsej4NYPVwqMrDEWlxtCbSWkNrLK1NePQRRTBi8ThyziWG0+uod0cubZPkHSXH+8ZHB64yVVantpJ1M8kxgGStKqpZGUlaUJ6jWiXnSMqJME+EeSZM6l4zj4FpmAh9ZB5hv9P7YJq09cA0Kji/26vGfM46jX6yEWHeTcy7iduXV9A57JMVj599wfrsnEeffcbjJ0/YbLc8fv6M87MtXdeWzIZKOVxnsOJwOOyimbJUNi8FUhjJ8YcT5xOnjatKLg58OCW/BFfLouK6AS7awjFyP0ten4cCroK1OO8wTYNvG6Ip3e2NZhlKJTB55UmuZc5rppiYBUI8R+YWwoTNqtUwpNJPK6mWmRNvUDfpJbhKi8fD/j81EK3Bj+UkDVlyGW7x3HICVxtAcBjTYFYr2G7g0TmsCj8WA+9oBf4+7o2a0W/QGgfrDcarLNCj/fDIQpLvroHKomCj2vim0m8l16atKZFyJOfCIj2M5CWCFHYsli65YoqmrUQgJisb7RZgyy9nlNcN8tgLx3JsFCyFuZKkspw8wXgg93vm20vuXn3L7vqCF7//dy5ffMvd2ytef/mK/S0MOxguFKgkOc3xZfKgJj7M4mu4v5k49HSbToFVu9ImwHa1OM1yAIkqFcyxSOBFfydOHFvHWNTg07liBFqea+JWFuAqSWECjLJh9SrmxLFNxf/sKYhFpd1xMS0mt0iAuAJjMpuVfo54i7MKoJqmoes8jfd0q45Vt6LxDW3nj3Wrzq9oG8+qiby8PcAszD8BYLVO13PnPU4UvuesQaVeS1vswxsFYjlho7qejTPc9fAy6/708sc/vR9ljOj6fwesRgUhzqpPUdvoPeSc3k9ThE2EdRTsaiSKI9uGZk7gMy5rkLxsGG4oDXBzrQ2P5WvQpE6ZLS4psMqNgivrEVc9FquIHVJM7K5vGYvzXiOa9HBGAWDj9CFZ30djT/meWLapqGrBo8pnuU8ek5JZlWa1Xk4ixFYIbVIb/gHubuHVTwTsP2hkiIeeeOjpb6816Xl2Rnf+CONbcC3TVJz0+l6BiHzo2RY99apls+nYrlvWjadtHa33elUXyVQpdW+Fd9BtpbqDGoM1Viss5VRKo9leU5q6F3GbGK1Jj4k4J+Y5EudEDkmB1Vgs14c95BFNpV/y13UG/GHDIrRkVkQ6m+isZeUsnck4q66Aavpj8SKLMpGinhMtUYFcWCz+JLr66MAVpUAvkdCqQSFKufCSsaZKYjRzm7I+YgjEpA8FVRPzMNLvDox95rAT+jvV/u5u1ap/mvU5JKWt+3xf3vUXG3MiX/TcXn3NnTFcOIe1Fts2NF884ef/5Rc8efaEp88fsdlsWK9XnP9sTUsHdHjjS0NAUfvMMDLNPfthYJh++LJUnY/u0CzcHd+/yLnK6jwnsrZOvrB4VOngw1qsDQGRgJFAlEAnmm0T3xQPaNTCFxCvjd+iMexNy9g0zG3D0HVHlsqliBNLI54oGSsJIw5HIpMJ5HuF/cuasGWD5FU55xkFR7F8rzJv9X0te7MsrQ7WnO7RDOAsrmth1elCvlqrdRhWIyb7P0/YWN7V8VovJWl/zthwklh2pgTpRTeV0SJwa4WQDHGKWo/wnlVSUJYqlvoqudcMXBYtFyiM1uKa5AQ3FzAWUehsySkQ40yYtJ0BcSLHg0psvEMbmKujKF11wNxim1abRicKqK7IoWYjs8o2hpHdm6+4vXjNN//5n7z8za+5fHnB7/6/t+yvI1OfGUttiiyyGoIGfg/NK4SlTPX0vZoUAE24ug7cujBXa2g2Gig+7GlQgZGUF3IrlQvZTnFhVv8J2kYDzNVG67dcq8erTFjb6DET4DtNukujAV8FenXY5m9PQVvZ9OuoMk9j4Hwr+MaCbTBdh2samtWK1aqj61q2Z1s2qw1dq1JY71X++kUUwrhnPNzSrP8f/v2bnv/+h+lH7mpjMGjBeU5l3RdKsKiJgxQiYRpJoScMA/1t5nADX/0B3uzhVQ+/kY+zAqSOmqwb0QRlDMAVbFbaaqBp9H7yHnYDbHpY72CIM+dPDOdThvU5W2mwXmhwGOPJ4sE2WKO9rqQAUiNWixvJuCzKYBi9EbM0mNQgrkFsi9iiR/SLqKcmREr+p3Y7cVZBVa3zq8tRKofPJREeRRU+Ue5L6+V0+OM+OgPNrPVohwNaQ2+U5UuFsf5oQvopajO+/cB09RbTdrA9KwKCrFafceTDz9hD28GjDY+fPuHJo3O264a1t7Rek+d2Aa70I68LqsbBGvMURqVETlqLFY9yQIzWEuHUVkvEKBMXMiEqGSFTUNnWfoD5UPphXKBXqEZCn9ZYlmdoc/FIh7BxDStvWDWWTZuxPmN8IIialXiXK/Qobt62rE2ZsfQO/JBF8KMDVxWd55xK0Z5aIOek4EqbHJ7AVUyzyhhiIMSZGAPzPDJPM/M4M/aZfi/KVt2p4cnuToH5HKEPCqzqzf5X0WmXKC2XppepQpfRMhN5GzPD1Q37qw3bx2dszzc8t8/Ynp2x2Z7hWGG99p8gByQHcp7JcSLHHw6uIqfGixUkfN/PqAZo7/vekhFaLsL1th6BgUwrma4AISTjbcbWooPWqhukCMkJISTmFLiLI2OYmMNIHyYkzkgKuBzxIupKKFVHrs81SHnompYW36+fQf3Z0hSjslrLfOD7wFUFX7WOJQNYtUem8erJ3PoSVaK/9YmCq8pALiuQHoKrmomvQf6SUVkG/stxlKihoLbWArWWI6OL0QbcjWi+ptL635V8Ejk5AsZUHAFLo9ZjQfCxMLi6eJa/TZHbb79i6gTJE3EypDAT5pFxnMlxRuJAmvcYIzRNg3fgfUO3OafZrrFdh1s9oW3XeN8iYrBW3dQAjFWmVuaRuT/Q31zz6sv/4O2L1/zm17/lxZffcn255+uXA2Eo7E46fdaVlWLx2T50Blx+Xf/uXga6qJFso7GZ6xTwuHKBzeJFigO4HqvUSrmpBGP1/HLJ4jfQFnBlSy2KKROm9HPWctO2vEZzMtCovXoMyogY874Z8z//yGh98Djrc8qoK6Br8U1D03Z0qzWrVcd6s2W92rDqOjbbM3yjTV0FQw4bwqMzfvnL1/TxLVe7C17cJMYfM+AtjXF1H7CY0k4FKPcXpJiJc2I4ZO6u4foSvtrD5Qhv5ZQg+FhHVWAsFRF9VoLDR30UwYUmeRN0o9qLn42RR+NE7q55HAWxDX79CC/KWknOZKutXzThY8q8h3qzVPJbe8CVYn3jTp99kUAfh3B08K+S22qKUcUhpnzv+FfmpHSuzpX19+ravxSULVLk+rkUcFb/X8sHPrqRy8401c/HlEVUlJKU7zETnT32XVhvOtbrlrb0VnTWQk7vMvCV6i/SP5UIioKAcpFEVFNtyr5njIAx2ppB1LAthESYIiFEZBiLG+CkboDxAFJNK/4qdMP3HhVEaSxgi4BeZ3sFV52GiWy90Hmh85m1E4xNpYcbR3OgeGSvRD8zlLnKJhNr09RPirkq1pspRZIJBXBkYk6kEI/M1bERXI6ENJNSIM5aYxXizHQYGIfIcEgcblUGeHML/Y1a9e/uYMzvBr0f3c2cMun6wNX1gSsDbGD7+Rlnn53xD+kfefbZZzz97DMaHtF2Lc2qw8qMlRmTJyT0SPjhOb3IfVfAH7Kx1ptguWg8BFl11GxfAxzQwlmnuy252GI2DdjWICtPtmqFP0pkDBPj2HPR3zL2e6a+px/uCnMQcWkszoWGLRZPxpLxZSYsA86wOL+Z+wCzWszDSdo4c3JFrIChsltVZlWfZ07gIAFijTZFbR10jbJWq67onfwnW3NVQc9jFAR13GdHlrK0Jds38v77tIIjW463LseskkDvtSmpdSBWgXMy6r6Wjf6//rs/tF9eSsoCh5CYg5rfxFhlyBmXi1NgjIQYj0eJYebFv/0zjQukODCOkTCOhHFgP/akMJHngXm+wxrouhXdqqFbdZw/ecr2yTO6s3PWT79gu3pE164R29C4Fu8UXAsZTCZeXrK7vODFt3/g3/77/8u3f3jNv/zzC16+gbtJ2yS05fM4W3w2FdTCfXC1vK+XwVD93aM81uiBbHdir3ytuWoWNVcli2AK7aW2ztq0dJ4Ar70o8wwmngwZVmsFVsYrcDMWxKn8CIqash6/UdBlC6A7WpI7rwf9+Fb1v8iIWevR55hZZQO2oWk6uqaj69ast2esVx3b7TnbzYZVt2J9fkbTljYXvkjyY+J/uRvw7kua+Zb/ox+5GoXdj3Sexqq5hiDkrIYxKRVftAQpGVLMzFNidw1vXsOrV/Cvo9b//qTy/R9p1HsQTuX1Fq0Z84CZT987jGB3YFtobuHsPHH+KHGQl3zeD6QM3fqc1cbQrD05BUwWYr0py91qTFnbTD6ucksAdrphalrxJDeXBbiqxjJVlXxkpAubVXejymRZW2SoDlLRyEs5K3nwqOt93Rc/ncYJ6IlPURmeP2sYBVarFrNdc36+4nzb0jYO75WxEjH3A6X6yYlok2VBGSuxkLXHp6DfV5NIrWE0Vr0LklEXkZxhmiNTPxHGoPrLoVfmgbdotDK855w/3lHrrDdYNjR4DK7iBDKrorpvPJx1QtMITSusm4SxBrFGWV5jcQaClF61Aoi2cUlZ9930gZUZHxe4ApXIVC//4n8uWYtsJWkjxFxqriQHYpqJadYaqzATw8w4zAyD6JypoLz0camZvGVWtga2y2ztRzcEGGB40TO9Gbn76o7Hv3zCs396zn/9r/8rjx6fc37+iBwDYRo43F2y318zjH/uzX8adQH8ocCqAo3jgsyJ/XnfsZcyvJGMSwEz9cjUEmaHzWtacRAc8xzYH67ph563Vzuury/Z7e94sX9DTqlIu6pRyjF/hwWeowHnGjlK+uoQTkBqyWjVTbICgViOcUDlaRVM1IxlZeGq5Kq+v8AJhGnG3eG6FtN12mBwtVJwhdFo9hNqIlz34g0a3K9RcHWU7kFtA6dsB7pJayCgirc+a1azfsansmsdQnFLs4VJcQbnHKbtNHDzniieKOr4k4psorWGKZsiDbxfpFvZ8hi1Y70+AjFGzaLHhHURZ53a1sZTSiDNM1//j/8byT3juGN32zMeBvr9wDBkbQkwZaYxYR2sVpazrWGztXz2847Hn/+MzaMnnH/+C548+4L1+WOM39B1G9puhWFmHkfGfc+r3/yaF3/4ht/8+jf867+OvL4L/H6EfTzNz7NyHSInwFTncgW2C4XPcf0L3N/XM6e10gHB6KNxGgha7dmojJNTYGu8P/YNwWr9gLMGaSNuzlgXiFstQbPxZIbZFsmf8cpc1RNtLMdCbttosJedObbnsF6FZlgHvtWWFp9kAfYPHzURMUyR1SojxuHaNc1qVVirLZvNivPzc3XG7FZszh/Rdh1N1+K7Tu+1nDFieP75M/7LL57Trf4vvnyx45//kLjjBzJYBq2ncg0IarxhcnEHLmuBjYQwMxwmLi7g6zv4etK634/dDLJF17znVPfS06j7SIX/9R6cqpHWCHEPXQvrFdzs4fOf77i+HEmT5fGTZzx+/jnbpw7nO7I4jPfKUMUMVs0NdPZrPyRtHJvJUQ0jYhJiElK2xQTjNHJckCQsAJFRkkbyCVCZk+qQ0gpLX7eyWXKSFD9UJHxSgOrHHl2H32zozs948vQZj5884exsw6brcBjiHO8ZWhgRTLkotddVjqIJN2ORkuSTDLiowKqwlIIqF1N5DFNEDgMyTqW2asepY+mns2YqoIKfnz9m07RsvGflPd5anAXJASTRSNL9xVs2qw7nHNZ62rbVtL3xTFF3RWscc5LiVivgtBrfWoMv/cA+gLj6+MCVRZvlWYoCSk5sR1HPHQNkSu+n2gOqNgtOSSjtF1TLvTDvWsqI6oJWA4+HdtsfnagkQ54zec7EOWK8QVzm+mfnQMQ5g4mReeoZhh1DPzONP5zSrQvij8nuyeJ5KTd63+squEqYNEMYkeFAaEAOnjaOJGCYI1e7txyGnqvbA7vdLcPYczf+8WZ3FWDVYL+WjCyTdIn7Mqqw+F4NWL/rsXwfyyVrybwsH84aXFOqhGvlcOs0dZ/cJ8tcwbtsZf1e9XU4fuaF2stAl0/gO5t350o2uug5q6yfcVaDDF96gjmHTUbLkwx4o03GvRGC4aRXW45jgrA4bhWXwOoWmHNtFl6kgotj5JTYv3lFij39eOBwPTAcZvr9zDgUB61ZEz3WwLwC2ULaGjozYrMljRNWDI2AxBnXbEndmrnpSOFAf3fH3fUNv/vX3/HNN2/4999e89sLuJy1NrIGnR3v3ld/bPbUe3G57i3nfZ3vBhiSuvO5eL9BtjOn64BVqbKzFnGqZzfGasBgE03OGJdxUd3GaoN4150S666xmlkssilQgxHrS1sLa3FWLaKtQ2sMrNOA3daZ87c5EmjhegLBYp3Xhplem2N739K0LU1plt14DTaatqNpV4hVs6DzZ49xNuEl8A+/+pyYDJfXN9iD0Kcfxh5Vga7K/Ys7ZwkgBa13TEGZq9s7uB7VGfBj5yQ3KLA6Ax6ZE7iI5aSX+8NyX0hycu6cktY9NRHSBQwxMYdE21zx7Fni8yHzLHu61RbfrnGNugfmLBiTVRJYnUhFSCmQppk8TcRpYBpG+n5gnCZCOMHko2GC3D8/gwbmlPdyLAGF2n4TWQTwxZiVxa/e2+8/6mT2X2JYMM7gvaVp1GCm8Y7WOwwGSfmeoQUouDK1uSkCWQrDJWRzCo0prFVNYatJkxCjqjLUvGIq7oY7ThZlH78EsA4LtNbwqPV8dr7lrFuxaj2rRt21rcgRXLk8F1bVsFl3pRm0xTdar5jFYa2a6GmS15CTkMJbtvwAACAASURBVJ0gTn2kM/rZNvZPnFgZHxe4MuCdwVudFFZAjFXA5SyZYsQuqFWm0f8L2kHZSEFSuUgKomY5Rdk8fbNGGyu6RYalgqqHznBVKvNRLgAR+jcHxl3Pyy8cYd4jMtPmzDz33O0uubma2N/98LNfAooferT3yQLhtOg+fF3N8Al7ZsZk2Q/CWkaa+Y5VvMMmYY4zt/0NL67f0s/T9wqnBJU8LkcVWGgHkfu28Mv7qr6P6vqnRZOnHl4t98FZ/dtaaNmU36+ykRZovMGvLKwcrB1sPKyaouluPilwVe+vnlNypALZBr22TYY2QxcXRdO1hqaBjYVsixTNgtiSVzEli1p69xgsQQyYBmNbsq+1HJ45CnPUGo6UEkKmtZkpV+vad4csogcxC4BVmgfbnEhJzU+WR5AU2X39NSFM9NPMdKtqi6NLb0n4zBT3LQdxgNALB4nY+JZ4uMNMI3aeSYcdzWqNsR7Bcnv1lqu3b3j98gX/8n/e8tV15j926pQ2cGplUCWAS4Z+ed+dtt13A54luyyc5n9lbCcBM0BQ0pj1DLFThzDTUlyu3JGKso1DnGr2jLFY30BONM5i1yM5RUwBm86c6qyMs3ivbK0xdV8QrCSsc3p9nccwY8h4Z5QJsQ5hhXV/u8CqjinAnCBbqzVXrsM3HV2zoms7mmaFdy3OqR26bxrarqXrOsQ5sjfYJtKtLKvW809X/41V9xVd/Bd+/e+RVwfhdz/g/DSwKb2ZbNnNMxjRYn0SxCkxHhKv3sCLrM2BP+ZhgZ8D58AjdAnPFBfidF8CDffrSZcqhz2FxUpw8RK2b+Dxl/D68iWfPb/gH3/xgn/632eePHvG02efsV4nnPdke2I4kqRiZiqkNJGGHaG/ZhhvGQ637G/esrsb2R8WdaOiCp9KZsmCeTK1hq+yViz28vIGUo2/0rsqlaVS5dPhR36iYQRjM9YK1oo6RjpovcViINp7270yhCripPZaLM51AoiVci+BkQLQ0HsriSpA4hzJFf3OI8w96gT46UHdBjjvPL96dsY//Ow5Z+s1687RtA0GQ54ihoCRCHEofcJgu16dPlfXksWQshqr5KxJnSYoWM05Iw5ygaoWIXzgxP24wJWgRXeIFngai4i63VgcOUIkYyswylLc3RJqtpyxyLGI0qIa/6ZRq2CVXemN35j6esWVRpQKX/ZlqMFELZj96KZegtwLf/gfF9y8OXD3jzc82ThynBn2d0w3M+lHEKULf56JxXcdq8og6maydONbjspa6RgxKUDu1el6MORbV5JymZgiUww/yoJd3++e0+ZQwVUFTkvwVM0Uau3PavE7SwZgydYtAVkFGx6w3sLaw7rRx6rV2qskEJtP0tAiooKDakdcgeSGKsfUr1cCmwTnowKsdafGBdaDKWVnYiA7R8aTsMxozQbOMUeDGA3kxTaIUfZkDjDHBMOs2mqXSpImYqIwPJh5NW++pK+VxZJTWrd0wJViz378WxFk7nEh04VyXQszF9zpkKmwNF2rrmFdB48aWCWhmwLucIVcG8K0Z3aGaUxMY+Ti2ysuXk+8fDHzn5eZ10G3xp7TvXIE6pzmVZ1r1VAE3k0mVell7SXzPgarHu8aOBvgLMBk4fwAZ4/h6bNicOlMcTWzpFI4b40F59Xx1SoXZpzTBt8uKPtkwLZeGUhrML7DWJVqVEMLIeO8P4IrZwKGpPuEtWAciRbj/zhr/bcw+gE2nRBnlQZa5/HO49oG37Y0Tac9rrzHGoezFmdLzYfRVgArt8Z2BnkkfP7Lf6LrNmxXLedPXnDxdscvvrrh7R52UYHP91mDJat5VYpavJ9TIswjkiIpjoyHWy7fzrx+A7+XdxNhH9NwKJh6AvxvG9i0el97p47Ew6Tqqzndrx+tCdya3KjgquckHdyhTupugj/8Fp5+lfiHfz3w3178G59/seFX//AZn332OevNhmbVFkMXQ0rK6hojSBqJ4y2hv6bf33I49NzdDux2md3igxVO4EooboAFUFV+yxiOLZTqllQTiLVlVk2mPUzi/B1YUQIHi3WOxji8t1ivDL9S9Bbj4z3mStfHIglEE4OWfDQXydksWMRIRjdMjWmFmLMaKlUnt3iNzqyPMrr9k8MAjbGsG8/jxysenW1Yt57GF3AVJohOM5oJSBGTE12rCVkwuKYlY0hicC5o7zAx5FZZc2JGjPYGa0OiD0KS+Y8qQOr4uMBVkfhYowVmVlS0axGVelhBrE4YYzRtYuHY4M4UYFUpakMpsFRjHaRYsvli6Qu6aMR8AlmpaPrTIrJYBhsf1RAgQX85Y6zgVgnzSBvKTIeeOGbkR0re/hjv3Swe9ZjlLXzn51vBF4W3RFT2mdJPS2DXTa+OyIl5qudZy0GqC15lrpZW7HUTWdT3L1xtToWYNei13mK65lTd3xS3wCQwf5qGFsvPMnIy8ojoZziVx5ritFgyniuvDLNHA5Tai5fGlFSKpzGNsiLW45Jqz7P15FKUI8ZirGCsZU6ZkFWK1KXMFJx2qJe02Ox1hpp7/y+gKZc+I0UOWHuMSPVlL29W5oRN6gJWcVjKJftbqE4p4KptFEt3Tt2MmgwuZMw0kfc7QohEEQ6HyGEXePuHHReXwsVbuJpPRjNLhr3OrWVtW30s2dTTuztdpyV7tZRg1p/VS9ADhwS7DGYHjwUeZzANbEXRpPFAWceN6IZmsZqxxWBctfezxYgiqxlF02KsVVDl69dO2SyjZ2p9YahcbT6bMSZjXa28Lzb2f+NjTjBFdU+VjO6nzunDeqzVth/mOO/r17bMDYM1HucaXNuyPjtD4gzTzxjHntZn0t2eJie6QTiEd+2336dKAP1BzloHlFJSiVOKhDmQ00yaJ/p+4G6XuLk7NQj+2MbSrfSpgc8cfLYtvd9WgIE5aGzhB10Lgty/35YqmmpR/t4656yW5T1CJGG2O97uRg59ZneXOD9fsz1b0bQe57TvkTblFsgVXN1y2B84HGbu7jJ9qU1/8DJHSV/iVFe13HRF9H6s+6IpzDOZY+u/h0nFJWP3Nz9yRJI+quus1ocvJJ3LqEgUWB3t2N/5eaq/BlkdIEWKvK2Yw0mYtalrGECq//NHF9l+0NC1JUOONN7QtZbNuqFxDRZD8BkTQJJBYoQomGxoG02Vi7H4xiHGqg9DdQMWS85l4y5SZW2/orLB3n+YLvDjAlcY2q6h61oCEZ9VTCRiMUlIVope5FSKXb+yItorrwKrklXxTuPTrgGbtL5DSoRRiy19obqT5eiOE0vVpaQH1PfHOHo4XAQOIZCe6XsMkzpqfixNIqpUaSmzqxvwH+u6XotfT4Wvf52FoO4rPafNcM1pU92gMpAnaABbN9y6UWZOMq0a6Fama8NJo9+sWnhyBucbbSK8XcFmA8GX5kCfjqHF+8ZS9rLkFRz6/p8APxd4HCHvNWBfrdRYyZZaHLfSJIsYT/KtslS2ZUqQcWTrSMYr0MLi54z3qdRGGbzTYD4nrfiYp3CUvVJ8hmoW3xaJsmQtZE3FwMKaQLRG6xjiIoMhkHtlqnwEU7pISzwFK9VJz5V1aeW1rG4rWiZkDMhdZhpvmd0twwg3N3BzDV/9Dl4n+AaVAlbHtOX9U23unwBP0bqPJyh484X9CxlmOcVKSza53m/pwdfLlgSZAnoFvr2DZ3fw3MA/jvD8ceaLZxPPf/b/s/deTZIk2ZXmp8yIsyBJiqHR2AFeZkXmfWT/v4zIyj7sjqxAIDvATHejqwtFkgVxYqbk7sNVdffMLpKssrKAUhHL8IiMcGJmqnrvPeeeExhGq4Uyr+dEI7GaTHmjJ8Nm7RepFfaWXFlrsS5oYmUtriZXguCcB2sp3mOMV+q4FazX3zU5YF3TaPuPOw7ALme2+wNzzJSi1VrvQqVWmmOfhqnQcNtVDS0Z9libcTbQjwGTF/j8iP20JQRHyBOr/pYXz2eW3+r9uEfVKhsr4YdklWJMzNNMjomSE2WOHG7vKXlPnPe8+PaWr/8NvvwGXvBxBuaN/vcpcN3DgwV8+hnYyvmOUVGrqSplJgNyeBmpanOqmc43C5IfKjje1uOf/wCLP0R+z3f83e++48GV5fGjns26ZxgCYTkSjMEbMHZPmrbE/Za7KhC3u9e63f0rIO+rr3tMkn8knmhx0nk/e1tX4LR2/DbQCbe7JW+fs79/xv72BYdFz7RaEBGl5MZcEywdCh6USpnNSMnV97WpQZYjpqXEC6UIplkVbkVEM/N5j/Idfp1JVRsTsIuR+9vnkPZ0bsFm3dG7DgMcUsEkiyRPPCRMNlgpdKGrXmAG13V6ngQcasFSisYGUupdX6CIYFzBYtg3uuZPnL6PKrkyQPDaYGuxuNoRKYATr1SakrE4sikkseSinO1cm9qdOfVuOKeUwFIqjx/9mRHNzxqEeuQIO/3dUrTx3NRVb8cp6PhoxwQ8g3urAUg+KBr6MYyWVLWk4tWeq18bKN3oio0G0aSur4BHwJITjXCHbpIWTSYyZ15MnJKwAPQDuFWAi6VySkavkbevghb9rxO5ep1R0IAso4HYun7/eIJ1LX6MawgCflSqC1bUSLaJJwSHGAcukEQrUmIdIRTmWGoDscPPCTGGmLRj6hAzRkSryUYDT+edIh9VrSkXVRDMOZFjVBU8Zykpqk1EHQZNlFyuIhCVR+9rxFGZipiaXHV9rXB3KmNuTS0MFSiTzovpHqYXMD2HbdH76Nxz7vsCzhbknFNPvT0hgFJ7v7ycgrwmVtGoO00C/zz4e7UKnYBvUJrglwK338LjW7h9BjnvWW0cmwtH1w+44JXmbSzWGJyrLiQWXeerH0uxHmssxVjtoarNx7kWxKwzSE26nA84k6qgRTVlto6SFe36bcA8J549veXuk3uWQ4/ki6PMcMqCt4LNhRQTKUbi5FQRyzXvxKTekYcdpSZCc0pIsVgb6Jcjm6utSuInTSQOES7nE/rygtO9dEe7j4Q0HZgPEOeZEhN5nph2N8T9PfNu4tnX8HSv99fHtEecq59eoqIVjwe42MDFBVw9MJigQcj2MGMNTAfY+hM9+BwdbnOw7S1vYtY8ocWWZ09gcVP49N9mHq8TFwvD6vKe3htdk2wmzYk4wT4qmjbNuh69ily9zThnopz3J5+vFR91DPWhx2FPvrnl8O133Dx9yjB0LNYrhq6j84ESM6Wc7gIjgi1FK/4lQynV81XTK6lS+wWgVBGGIuQUKak2weXmX/Uxzaa3H3cJ/nkLv39+z9D3PLy+oBs6nLOYKSOzoViQ7JTFJkLf1ShUtNAkGHLNNZoIi+Ta8+lzpf6LCmNFYXjNm/ijSq4AnFPVFAvY3KBPMC5jpXJSpUpMWkOyBmdMpRPWzbcGMC3BauiVKbWa0p2SK3uWXAk1uRKtLrUVoS8vL4Yf5agr87Svn/FwPHW/+GjJQ8epqnW+EP/apvk5lQNOvVijgZW1bGql0Ar4ktW8tn7Ipkx5HvR2aEA+LANh2cNqrP5WQflivqZg/tetFvhjo90LzWFjova35Voc4dR/JUXUrsFkDchtUVikTX5nda0wTaXOYk0mZX9Uu5pToe8cKTt6Hyi56KJqw7G531YhBeAkaFEpTCYnSnZK48gvr7Y170Mqem6tJjbijgKGilzVBMvWn7doxEjdP+vaFHcwb2HaqbFoQwbOpZxfen1epqseEeNaeJLKnLNnqPyr9MBX6Unft5ScB027+hz9XlkncoD1JpNzwdmMiCMIFZFS+vcp+VE6J83sEqOJVUVOxChVrZhmCm1PJ82q95cxUo2NFbk6ZrG/DVIq3G9nVYY7TORcyOVklJ2twVpbDbMTLiWtcueq+pij2pzMEyVlSsrV80UphmHoGFceIw62mb2DadJCSCxVvEVgV49WZAJU3TfO5PlAmiNpmpgPW6b7Pfu7yO0N3My8N1+ttx2VzXs8LtEC0GPg0sHaKWK1Xmvv4Xrtsd4hxmu/U8nsu0LfaVJjja4P57TbcwrlmyQhGT0/d3ulHR7IzNvMdoSLvW4lvdd4KMXKCivaBxazFqCn96j9ot2UpzWl7fe/UQJfGTkjhx3p+XPub29ZXqzZH/bMKWprTK5oUx2t9UUBBz2jDV1p/7Z9ClspgSKUlCotLoK0Ese/jxEFnkf47nbLZjkQcwJrccHTFV+93QrZW6wRvEAINQoVi/VeewOLIOJVAA+qmE7R81gVgiUJiURwrxeDfXTJVd8H+q4ji8FahZFEEtY6shWM9VjnKRRMceSs1elkFb3yVcG6eCiVh+UACswV0bJ15TIoTSbVsq1rvK0CZYCpgzmAv4V7OUHxH/MCMd9yio4+krHg1GDf+pAaVeRj5ND/1GjvvxncFioVqw8sVgPrsVMqRhGGmxvmKbGo/TEztZ+oHp8AiwCL3vLo95+y/N2n8OlDeHAJlxewWmmT4GRVt/s/SMC4B/6lfr0WyBPIVgOSsIRgJpyP1RsnIzZj/QhWNK4WQawDZ3HW4J1BcCAFZxypOFL2GCnMRdcEl6GYAT/0dF2Pd5pgCWgwmgspZmxMtWfKIjmS5WUZ43RAG7ozmJrA+JrhHBOpM3ZzQYMdEyuqZVRwJ2WYE9w/h9tbeLGD71Cbx6foWvR9Qdh5YnVusNzunOZTk89Qq0b7a0dLcN9kGxbgX4GnGb7eQ/xf8OmF8Lt95vHfRMYijMXifME5/aDN9NeYpifJse/HGkPW7iyscRqRWoM4FS7BKDppKrvQeIsJnSZtAtr09duYCnx7gO+e39L3HY93jxgXqkBpuhlM0D3NZ0xKyDyDPXmUlZKIMTJPiTgVUgKhBjBjh+QVueywXvDpnsUecoTLvVLi5qTCJ/eTmls/4Sy5igmJIPOeuNsR93v2z2+4fQK3N/DHbxWVefKLnb1T8ewhilhdo95V7fHFZU2oVjBewuLKsLheYXwPtud+f+B23NNZNQ4fBtjPkKZa2OWUZH1fseNNRkLpwnGn68XVrfpkDbUw1VT8sjsVb8ZR9Q3e12iJVEtIW536t/E94/4e/vwnvv3y76ALbB5ccr1e4sdRi0RnZ87WlVFE+1hP9L+aWKFJQMpFW1rQ9VOmWG+2xnf494cf/vf/9S0324lPv9gwjguCXTIMgaYwLsXixai4lG+ywxYbdBMWEWVSiBoxm0phk2ghaY91yIZiEr1/vX3lo9t9vLHaEyFObyTTeL7KNW0mwyK1ei0FI2oujJwpBdYq7fFxRbKkVpBLRbGQ00k4Vne9/t4AJKtN9au5HlJ57OjXt100WgB0QUUt+hqoF92QbmtPxBs//0cEBZ0LN7TArjXotin+kbzVNx4FTQ7vOTlERGsoweEXI51zdBisEcLhgN3usJNWCltPzOjgwaVltV6y2Ky5+k+/p//d5/DJQ7hYwWrQzEvqrhj+/SJXPzSaWegA+EmTl27bwAvBDxGVYvdA0u3HKvKt66dok5GtMvfe4nPBWVGanLf0QSnHxUK2AR8CIXic8xW90vci1MbgnMnJkGKqqmYv38lFeMkColE1bIuaFHwH6hyovaClRiQNUU8R5hn195k0ofoO7WW54YfXBsvLghaNEljMX1fJz6vl59XldzEMn+p1+0OE7W2VZB4imwuhrA0heLx34BQxscZQbH0nBoopyixwhoAc5YedoFx5UUl32lF9sBqSJdYhTn2Tfhun8ezJHT2Wx4+eEpylpKQiImMPvSrMedt8XhLW6PXJaSbGA/GwJU570rwnT3tKnChxJqUZClgcLigk47wuVympqEbaVxE0U/sQ63Qp0460t6TDPdPNlmkb2T5TWunNvd5Hv2QBboOuPRtO/YvXwIWHZQcPN7C5guVGj8UmsLjoGS9WGNcjtsMFj3WGFPccDok4C0MH21qZO59nr1Lm33Y0KvpYq4Alat/q0XvK17lfoHTvn+VyttQBv959/mcfucCUuH3yLd1y5PaTT9ldXeOcI3j/EnIFJ4l9TJWcaXZEUgBbkatc13VTxS0mPX60u/3XPbbAd9sd//T//YFOevKDay7XAY/gvKEPHpcztlUw4Ki7YICjt0DFB1W8pcLL1iDFYLIQi2UI5rXm6MeVXBmqFKxFxNbNtKAeacfbpR7l2NynSVWpDtYcj8b7Na9+bSe0/Z4cRcgIlcKD1CQsKL1hua8866x9D89foQq+otvyo8PV1xqMKgstOlgtDROGVOBwgDIXtpnapP8G4yOaO60fqVWvhFMvR5O3/zWPlmRv6+MZlGLTa4DeWYeRjA8Wz4QRIUfBYxgsDJ3l+rpj8eCSxYNrll98hv3kETy4UjGLxudITo9g38/O+zOP8/nWvm9z400T6h06x1ZooOAEVjtFgnwnIAkjHiRjJGNNVgPNmsAUq5Q+cSeKsHOobUMtuHhrtS8KlQb3zuGcVynw46JbudiiVSxTxS1OydVp5FJpgaVS/Fp10ZySKqnPR61cm1IR9PafWfVL5hnudnCbNaF6zkkh8IfGq2qBndHPLDXBeqk8Li89fImW9LZLSUO/vq5BdX+Aq0cFayPeG/rcesys5kO2iirUBVlMUSRKDJiCwyCmkEtVGhRUSbbeafp3KnAixmGMQ2z5D1eI+Klxe7und5bnz5+zHHssQvAWZ3RP9U5FXHR/rImvtaR4IM0H4mFPmg/k6UCeNbnKcSbHqVJjtQcSOVFhU1Fqb+shigL2LFvK04G8h3TYKRXwPrO7gbs7uD0o3e1Du5W1tatJq69RpOoCWBi4trAe1ELh8gGsL2G5hvHCsFgHFusF42qhHjqmUwTdFOZDx81dZtcLXajKepzm2atT811G65eMAi5qL5yT0xxvBIhqk/SzjO+jG/82XhkCxMzh6TO2yyW3z27Y7nb44DFDRznPeqsq9gnhr4/kRBWUUpCSyFW8SYPTGaSRyP99jhl4MUX+8OW3fHr1iN4Zlt0FvvM4Z7SQJxZb1L9Kh3kpHzDVU0CM/q5WRk1lEGp7weQt4deoFmhQPmQXPLaoXK9QkKL0BNATobLIFdNOGVJCUkaSILVr0lSei9QSrGTIc60GT/rYiGoGBKfo0apTa6G+9mhJ7fco61MVeX9Q75AXt/B0gq1os+4LNMD+sdu3VZQ/AR708Mkarj6x9L2n7weS86q5XwzPnt/x/HbmX74SbsrrV+/OK0a/9FRqSnqts6KJFbSF/9c+BP08X6Pc+yEnrvb3fGIuGIPDdwPOG2wacJuRzWEHObMwnn709GPPZ59/jr2+wl5dwu//Fh4+1mNzBeOyeghQIVX70QeMrZdsjdLRWp9d6+H5hjenm83AH9BzfZ1h+hY+Fy1MhCFiOqDLuFApgd6pUpw1FFNUdroKOESTSRIx5YAkbc7P0VAqTUDojxQLEa0KltYoLEoNJCeKESQKkmvlvg6R2r9QCze19nNKVGqylfNZ0qW5QdN10N+ftMfqMMGT6h/0FfBnfjrYXKBB4QWwCmpi2nU1+a89V9aBjVAOp/nZCiHvKwhq6JoXuHoBsQgiE8tVoR8y1lmcVzpGduYoPZyK1N6srAamrqjBrXV6XQyYUhS9KoJxuupZdAM0tiG8H/dc+dDjKRAPE5sv/4ITYd7tMDaR85J56olpZhEn+l5NJqzRPuY8a1I1H7ak/T1p3hMPd+zub5kPuypAsaXEqAVOo4Ci7zWgD6X2MFv9au6ptCXY3d9yn4S03XH3RJHOJ1/D16II7Xd8+KD8ChUl2qB79QYVKrrotBB6sVH6X7+A9QaWVzBuIAw9w2ZFv97guiViO8R02MVA6D3kzO3ua/bzzKKH3p5ihlcLwe8qxWLPjuC1RtdXWXgRsF1FqEUFdfx7Psmvfo7fZuNPjH/+M7f3E/+4WLBYeR49uubq6pIYX1aiVQX2aiBcUapcMqlkcjFVcGmqWv91E8rnXY7/fsd9hP/+FFb/41843HzD5eZ/ZzQr9b2SgqPgjBoqG+NwxoDN1UfRHvuxsYIptergNc/QfcjSl0DXBV5HLvCjSq6ggnJHJKpq/mclCkvJlQupaimmpGoQpg17ksqxz4GsiSdZaYU56pHmKlM+14WnqByyq0nVooMxGIKtZDaxGLGVq2xIsXCYCtfLxNVOTcVuJ6XtHLI2nJ+ra8GJsz14TeYeLmGzdFytOxZXI6EP9H1PCq3K5ejGkcXmwGzu+MvTmRe78qPV6jYGXxfpAvvyy02p1kTfBCxaT8e70I2+b7QK44KXN5SGJjap9/dlgvzqaOpXz4F1Kjzfw3Y+0AXH2Hd0vSf0jtEE+kPAlMI6BLpFT1gMuE8fYa6vMJeXcHWhdMDNqDdi5/VEtqYu/3EhVwa9vktOCVVLqjboNWmWcu06XHGiUt6iwcXrCFW1RBbgStTAdryBxRKsyZp3kjEkKAkxyrkRS+XCgCPjSFiJlLgnHmbmXWI+GKIYIg7pAsUGSpjJKZJjJKdETBFrHd7MZAu2eFUYSpE4p5feZ6wN6+4suWr73Dkrof1B8yXOclzayAdV9NpnPU83/DgV8Px6rOr5X6KaKF1XTdTreiBnOXpMlYpc/toc+32MRFU3nGC/16+uK2ALQyrVwLFuRK362miBRjAmq1+zMeTcSowG5+o+ccZlUBpg4559/IWIDz0EmGPmu6d71t1TSBOhU8W+wziS4kyOM3EcsOaUXJW4I89KC5x3t6Rpz7y75XB3yzwdOOy2zLtIieqr2Ngg5SidfxQ3o7Ga2htKh5lYhLiH6Q4O25PoxZ4Pm1gdvao4JVcrqsE5MFhNUoYBxurt3o4uWPpxpB8WDMMSP67BdYjtSAWc6ykJ1rd7ttOWzWrHzZ3GDCYdweojLvGud27bFzurRuVDr+bebdhqneiKKpb69xwovM/r1kR5Bk7xxDl1efuGrzeg+9USWC1OlpKtVn97CzfysvDKzz5EKNt75j/9kWefP8IZ6Fwgp/TS7+iGosgyFWE+3i2NJlGKBr1SajD8y9OZWuGgMSN+rlGAf72Jb75+5AAAIABJREFUiN3xu6++wl49RMYlzmbUAtGokrM1uNovZKwK4pmszBJjjG4fRemWUkUtRAQXLM6/Xunj40yuqA0LNZFSTf+kSVY5O1rSlRIS80smLKbeV6UlV3NFrlpyFfWC54LKIgsMDhbBsBgsHdoYbYzHW3/k9Ihk4pzYryau7icOh8L9nfDiVptU77OiWS2gb9WbtVFkbD3C5UPDuAyMmxG/2uC7njD0lG4A57E+4MeBcbcjm8RhKsTDzP4n7kqDNq469MVnOcaVH3QYzno9eJkS+D7lWFsw2TbEYE6UyyT6Ogej12OP/qxN7vc1wdtnegasMjzfF+4OE33nWcnI2Hf03rLsLP3YYUS4GHrCcoFfjJhPHmCurlS84nINm4X2WvVd1fCuL+AqZ/UjChibvP4lipJ8hvYjLOv3i/o750nuBSek9y+cRD7OY64fGk2q/RlwcdDXuTxAcAXjVT1QCzIZ9VHwdT/STceSsZIwEpG0Jx4i0z4z7VXsJhrthjMuYGMgzzM5hNpzMmONxZugKFNRxTUTX06uEO2r8+eFrR+bg40aWNGsHHW9mg+aWG1Fk/cbflpMpxVxWpK7MjW5GqDvVVQxFU2uQPfhvr5eLKcgJnDqlXjXkakJ9Kwo3GGGbi5Yl5mT4I0c6UrHu8BogKBCF6kie4bsa3Jl1eTRNvp23TU4kuitRvcf0Vz5WEZMwtObmYvuBaQ9fW9I88S0WCA5UnIipYh39ti3XNKOMh/Ih3sOdzfEw45pe8v+/p44zRx2E9P2dO869O9yUITUGK2Bti37fKRDJGaYd3C4r95L6Fx/D+rgbzQ6TmvXipPcelN1DbZ6unfV9LsyXIKH4CxdPx6PfrFSWqDryGKxrkMyrJ/fsZuEzXrH4jlsZ02uzhOrllz9dG38h0djyfS1n3tYaFLYAF3rNbnyCcII4T1zL7+PEv42z2HQa9A8EPuK8Ld1pe3r5+fve5+n5R8GLiysjeExhseXRu0kR0OMwmGGv0zCl0nZUdvyenvT+xiy35O+/DMvvv09ruvYjKtXKOe6jxkxCKJJgLFKgzfmjGeelXZFrtStDzvMK49bwbuxIs7NxX+Oc/vVtjCXA//5L18zZou/yKwWAekd1jpFoSz4Kp9rW3JVDYONVeEQlbPXimepcuy+OBXEeI3xUSZXth7nSZSkgqQMMSFzoqRZPTcOM3ma1ddpPtFLy6QCKWmvyVQ8wGGvvg6HKvPWGUV6LgJcLuCLB5ZVNzD4Dmd7WgXUVVMyI2CNJ+dCXM0cNhMxJg6HyPZuzzRldrO+RsqVrlnZXMMS+jHQjx3DsMR0AdMHTL/EhA7fdcgwYLzHhJ4cLN1iZAwDIXzL5ZNb/ts/3VN+4E706MLz8FLj8DJB2Gr1+8UH5Ad2aLLTzHQDJ0nnPe8vqRk5+UpdWPi0r2BP0GpUo1xh9HpMEzx5Ac9E6TH/zPtD0ASlre3rcy6+esH93QGXMuPnD1n0C8b1giQj1lrG5QazXmpf1eefweUG1ktVCFyuVIrdhyozbetu60HG2hX+y41zpHBAg/hP0GvxBdqbsAQ2Tqu7zmrgLqKb4DidVDcXnKg/z1C64I/RRQW9j/4EmKhz7OJbWD2C5RKcFJBELgeKZARLNp5C0DrNPBPnPfN+Yv/8wN09vDhUupRAlozZP8PPe7rtliknpvlATpliYOwnSp+x/YD1jhACRmbmtH/pPZa6k1hT+yrqnmcDR5sIONEFz/fEHLXwc0iK1N2gVMpvUcW0H9uIRuB39Xjs4fG1JlU+KA3IZq1UVyDoiCq4GexBVd0a6jvWr+8q2ts203mGyevXw6yGjMNcyEX9rnxBq4QUXDo1hKQ544OnSwFLwQeHL4I1Xjn0tmCKwThVzypYnLFYhNdrO/6PNRI69/74ZObZXWSaJx5crlmtRvbXF2w2KxbLUZHBKnmZpi153hH399zdPGfeR6Z7Ie61hzRVJojUmM6i930fao+j0Xtrn9T/6nwPu32u9//2BTzZa29hU8R8HabG+xqBlxH3ozccJ89Cb2uCVT9fq8YbDMYasjEkFAXvcBgbsL7DGYfBItnw+IsZ13dMuwN3uz0Hk3GHE9PFnL3eijenULexAh54ePCZbinjiFrcWKVtBu8qRVAwXcf9MV159/FqQN2KrSej9tcbG3RP+QRYOY3R+r5aWdS1ZE7amzdFmNLJwandYs4oendxAYsFbC7g88crlouR9WrDeLWiG3rGMDDPiWmOPPnuKV9/9YSvv7nlv/0BnhQtBv7sYy7w7MDt119jA1xdBGI8uyataVfKWfVLRX0EFagpMesG8kZOae9vWDQWaCyIkVPBrjEihFPxpBUO3+e7jcCLfeH/+n+3lJsvSY+f8rd//xm9W+LdiAlN0EowTnDe4rxlrswI5yzWaGE2z7pgSRHmLEwYOj/9CgUt0EbzIyWwmqVJUeRKcoKU1BRtjpQY1Wgtisq5nh2lHjmeIVb1mCdt8LT2tBl4C521dM4RnFPIsDZHO1s9V4zB2kApBW8tzjlSynRdJHhHionlVIhJKJlTIdVAGC2+D7g+qIqQ93pYVykYtipgqeJVcD0SHGZl2Vwc2KXC9eKe7aSLyHmSEtDEYj0qq8wZiLWx2E8QtzCdVXd+rtGjG9MCDbqbSmB73fdBzbO8zId/7GAT4PECFqMCPutlZQVZg/WOnCBG4dGm8HwWnsyQnsFtRQXeB/2keY38G/CXKLgpcrm755FcUSyYzqv3lXeY5YhZjNoRXZW66PvqKNvVbv+mvOBOEXj5ZUyEzzfK5lnWgpBLNMG9QqWKL1GhlqWvQJs9MhkUWeW0wV5yQhIFpWEYTvL233dNWoJ1hybKt1twC1UQ7PsZfEGcwtaCpYjV5CpD3k/E+wPTfWS/g206NcyfKp9CKrP2ad47JGesGHzn1Cw4GWwpOB8oRXAmvlRdNEYpxr5+fsvpw1hPE7cDFJg3UlH2uuuUXCXYOVEmzyX/f2gs6/n8BHjYw/Wg88AFTnZQVhOs83NbKoybvYr1ZNGAbsHJ0PRd5kYTtWnGydgqmCEq3mOa+t8ZfbK5tiBSqRmKS0VPVc8yJJ/xRtkNIlZVBKkqgs2Y+Dfk6nuHoPR1icJXN5HDvGN9GzkcZnb3W5arHucERPfdtJ+Ih8i8m7i/m0lzYZ50f5XKz5JGB6hxnzVKOfUV/YpFJeEPtdewjWkPvihddFdOPncfWkm2GdyfU2JbwnP+Pkz95kisEZC6Qhr0PsxFvcUUUShq2SBqOt6HnnFYMK6W9P1MFzKdPUmyG3T/bk32RWr7zGt+DkcV4FjDw6Xh+pMly2Vg7NX/zVjBWgje1sRQKM4x7l6XoP1676Ed/uxnbzIbL9BC3WO0P33ZwWapfWPOa6EqJUXi1zXJSklbIUzzE7Se4C1957i+GlksPOuLwMOHG4ZxoB/XhNWA7wJ9WJCSWg70Q2DsPOtFz1c3T0j3wosPBaMKTHd37G4Gdrfbl5GrUlQ4RrQHCKt9wKXokXKkNNGBXyCxGtH9/ZpTUaKxVxrdvBUkmgDYov7dnpM1z/tgNkXg6yT85dlMJ8L66ik2RswiEoaeEDLii4I4VtT8o3ojGmt0rgjg3VHjwVnBZY8Nv1JaoJWivVTtyJpUSc6UrEZoZZ7I9Shzpsw1mWqo1XlyVUUsGh2woVgma8BRKnxhjSFYh7eW4KyebOuw1tfERyFF5wIigrceHzpyKfQx0vc9OSfSHCnVicwa7QhQ/lrAeDWCPRRPsY7srJplGnNMsMQ6irV4qyVnt+xZX8xMqfDZ6hu+FeFFOmX6BjWv3Qzw4BquNvqzOVSKnNX+jZusCdbPBWJZTknVGg2+K2vniEa866RpVIcH9fgb4GFQFt31Svtv+h4u1uA6i/WWru+qaIAwTzM394Vnt4LcwVcR/iwnM9Z3HVuU6vawgJkT19s7fp8TyYIZLNZ6nA+aBY9DNSAJlbsVIAwQenV1dL7K21XZOyMoHPIe3ugbjHbOW/Wp54QartGF9DN0M3yEVkw7o1SZBrrFGitb0b+v+wKXvEx/6dAAY8uP00cLmhR5gWdb8INuukM/Y7qkDQTOUcRUT55AyULazxxuJna3hfutVszu+OukpUhizon5LpLnGbJgvSWOEYkQcsGHjiJCb9X76jiMXsYuqEiOqfuc1E3/jCF/fFAqjVk48f4nXk6ufur+bE33nwOPl3C11EJLablGFbBwVhHE9vKtByZnGKYTWrXi1M/wLvPWUnslvK63OCjGkLGk6tei1ViQoqqBVqq0sGgPbcmaeQVXK+3GkH1WGmgW5BgB69ZtTDN//mVR3o95HFAl2u2NcHezZ2333N/fcrHpWC0DzqnqWCmJeC/MezjsYL/V+7XWDo/rw6uCDBa9j9rj1m/7aiHrsNV7fxtfpgN+yF7hVvQZ0DUIToWFlmAV4Czn59j6XSot1TgMTpOrXIhJ+z9FHN47pOh924WOoR8ZVxuG4Y4+zPSuvlYtsviqaupF1wKbX/98BOCxhU+v4eFDz+MvrlmMI0PXkxFFrix0To23LUJCWN62zuF3Hy2pakf72esmVwZdyx4Dnxq4WCjytlxCX0kdPpyuSzzrItlHrU2G3tB3PX0fGBc9D64eMCwWLDZLVpsNPvTgR2ynBdjQLVVlL0WGxYKL1cj11YJ/+/oZL77O/PEDclQPt7fY0XP//E4LenWIZCTHmliZeh+qqX3OmZQjUt53V/vrjYa0tmJrQ18XZ497Tkl3U42e0D14iwo23XBCH99lJFQE6k8vEmaXuL48wDRR1jPL9YpuGOjGjMdoD7KcPBMxtnqMmaMGhAi4LLiSsSG81s380SVXOc7ai5ciEidKmpF4oMwHyjxTpgOpSsLG/UTcFe2h2tckqh55ViWsPEOeNPEqc0W2MkeanyvQiVbbR+cZjKETQYxgREu5craA4iqHNddqrOjv2bOgweC0gt2iS4RsnbbbCwQjxJxIUZBgVfHKWErooNJcxBh9vqzGyf3Q8btPFqzHidtd4pt7DZSCU9h/uYDNGoaVblauoseuJtndVulxd+n1grXXGW3y1LCfh5yka1vvbFMIfFf1I+rzPkSpAtcBvhjhwQUsR4X9uwG63rJZ9xgfsN4xjo1oDqUIl/uJx7uJRb/j6TPh6+/g/9wq9H9ubvk2I6PBwf9E0dHNU/hP+8g6J4oPdOOIH3pYr5UIPw6w6DUS963aXndw5yr8EcAECPmEZP3Mo22E58GTO3vc+nquUKTkk/r9JfpxQgA3clS/a/SzXHt+XFZ7gwMv9+MZdLEt9euP0YLu0b//v4HPnsPnd/C75zCsC91mwnsVSpgKKpqQ4LAVvv1G+G6nqntbfoqmGpnmG+bn99xubxi6JZvFFYvrK/phZDUuCEHY7W+O1Xhrq+9Np4WNpmsuLRqVY0uRBgQZZqt+ejlq71c7J61P7XWqeZ8Bf2Pgc68qpJs1jBvLXAoZsMZhnRBLwcz62k0fgvrWvNHr0uie7T3c8vZy2JZKr6romVjIYonZMEWhUHDFYLNo8azUymxlLDgD3htCcBTJdCkwFDCuI5gAvcHjKMZTTC1pu1Cbkn9Lrn5stHn3FHhW4MtnEF7MeBsJKIJY0HmbpfbryWldaH21rTrd/PtaANVoda3I1mxLzsf9Qe/xW5Qa3LwDP1QLfjPbblN1RteFUN9vU9CcqSwYC2Wv54IayJdlglH7L31OeCk4qix2TOSq/WyweN/T9YXl6pLNg2dc5pmr24TNcCiKNHcV+RYD4wEWO7VjmOTHKYLXwNUAf//3jk8+e8Tl1QVX19d0fUcIQfsSjZJng5XquyekWAjD+zunI1rwXQW9B7Jo0vM6owlX/A74dAFfPFBGStdp31joDc5butAh5hQnlVqYiQihGwh9z2KxpOs6+mHg+sE1/TDQL0bCOGJ8QHyvEt3OMXRLMEIpSZE9C9Z5vvjf/shn047HT2ae8IHuyxc3RJP59vLPTNNpF4wpYc2sXk3WINaQYiaKqgVKPJzQgg84LCfxl9az2Iqxq7PHbY1oGl1N5KwVVD5FKfDP0DaL9zH+BfgmQv9Pwt3jF3zy8J5HXzxiWTYsrKH3PeJ0fhTjsdZhgrKHjHF4TGVHCIhl6CcW80sl0h8cH1dyJSglsCjXu5WG5GyzLTmRUyLFTI6FFEUbac/pgOn09YiSJr5fOKWJX0itc0o1XpNSe3akJmMaiciZxK9RUPH05uHoam/MWeSCygwXmp9LpUoVQZISb7I1mBj0mZynSHWLLlmNaJ1lteoRCtYXZlMqvK/9XEN/0kDAgNRm2xKUbVZS7cVCz0Ns/R6c6Ajnn6T9HE6bqTt73LjhLQg79wRpnPUmZPA+QpxGOVyjE3iBStkGq585OA3qQwAfLDY4nPeEvgZadQF2zhGC49NYGFykI/FNgcUEXTqZVr5tMClocPACeJrhdprYzRNRCp23mFAhja52Qvu6k/rG27InLmlrznftoub3RnU6rzC/ulS06yVn/3d+zVuC1fOyj1mhBh1ZCxnu/InOX9Nw9Jazr7xeW3R/ahOrsQ3PAVv09YZ7WCZYzhCCHCmERYSYYbtTVc8XWavkr3ONRXT9ifMWcsaUTHEQ5xlThL4zzNOpU8wYGJaOPhhtmM1ZuT258Yna3K/JVTpV6ZyvuXOlK7dz8WMkjxbQXgAbC8vKLvXVRyoUi8Ngncck9ecSKRQpFBFSqmavFST1osdQz0+jbLyN5lTbSAP6uYyr11j0mqRG+zMVrSqC5FKlhguSpSooaoFrDlHvQetJUddBRQ7qXVRNhU2rPJrfkqvXGS1xT0VRAIscm8/Pabvn17/RvRtdtecUTDTEwp59z9nzcfZ9o7w1hPZD2ZwaXvaCa6jV+XrY1rujb1yo+2yvSZDzp8JRKfrpmkNMKdo/qObYpd6TBtcFwiB0iwX9YqRfHOjGpF5UBVync7cLgPWI02pMLgUTqzjyK5+lJbqbES7WlovrFauLDYv1BWFc4rsO532NXQqGjDUFW7eYTDxVYd9xWFQYbHQqrnVE3+LrIVce3duXXgt1/agJrG9HUCQw9N3RcqEYvWoihmwg9COhHxkXC0Lf0/c9/bjQvzn2MjuMc4g1ujh5r0heAdv1+H6mGwZW6yWbMbHxM09fN2+xYPvaW/g2jauxUKbIvN9RzhRgSsokoiZXTvnlKUWyFEqphakPrAzYaN9t/r8aJ7S++/b1PLk6PzWOU1G1oLHknnf3uIuoKNQ3E4z3hS5Eltd7bNfhhgEnutZlW9FnFyrLrMc6p6J2lYZpjSV5R7c9/DqRKyeq6GVLJh8TLD00sYrEmIgxkWZRo83pJLUuLblKp++pJnqvco3kvJxWdxClPBisSrQd1caMUfUkqXDhUeq3JimlQocqYnFCSholLRWpOZ4uBqWYKtN8QMRTUC40JVJMRcowSFF9/t4bNpsRHzL9mDH9rCqHTplkviZTvoJlUoEPKbohGKmN7RbCAeb4MvXh/F5pSVG78dvi3aRQGy/do0EdnJCrxrt1Z8/xenn+Dw+DJlUX9VjW1whFNyQrGrCHmrN4Z/De4oLHB68NitZSiqcbOoZlT2ct68WW9epevYRu4fEd/CMno9a3Hbv6HF8BT/c7Hu16DjmxtBYbvKqo9FUjOwx196g0QFubcqqSjUKg9eeunBp23nE0ular2rbqMuj5blOl8HLA0SrSTc62LSC5fu4UwUcVSejq/RYrenWMruSvg6xGG2p0uNdKfDjRCF4AfguXW7h6qhszVtGZhFKgnk9KFXiKVqffZEjZM5cDc7xlzoVh2FCKZdl79RVpxRVrGNcdY6f3HWlSBLzUhafy46XVj5qkqK3CEjXBKmfJ1fdV/NvoUYrsQ+DaaZ9VGMD1Wkiw3oNx2BBwMRErz8iYiDWJkrW4RILJaQ4Y8knQYuJEDXxTb7qeE93K1ZgGYyho0pQzWKvnrdiaWGXtKyjVs9AUyA5KLAQ7QxGs9cQ+Yb0qNoqoDJLyLvUwxv+WXL3FaFvhT8WR7d6YOfVO9PX/WvB0ThM8n/7no9mW7NH140P4H7b31Po9RnRPaUlhW9fOadALYL3SY3XBqYewyuEWTDUs194fk3ViCYpAWQveWbwLdNbTT4VhvWHYzvjVFtMqGCO4HnxncG7A9YXQJwwzbgfp/q+plQ7dF6+v4OGDwPWjR2wur1mu1nSLFS4ErHN1PrQoJKvVAfXJXlNe+sdGK8CuOlgGbSc2SWON16UFNvXZVWXNhw5sp+QNjXsDPnSEYYF3DlNbKVryKjj8oOhUPywJXUff93TDiPFO2UACRqo6XJXjzt5hyXqO+hEXI12c2GwuuFpNPBju+dP2VCP7wWHAePDXVdQsolDMm/DcEjAX8v6gVkR15BghGRVQ8RacIaZILplS2k7xroS6NxttjrQ504qscLof2u90nJKuV0NvUJQr1t+5R0Wc3iUOayMB/yoQ7iFk4eLBve6H46gUf4FsLZiAdQFxPbZbYL3HtqTbgLEOmQ/0h4nXEUv66JIrSsIUi5GMKxkhq/kXCs0VEZwUXCmUrJWRwFkcqvecfq1X0ucasDgNyMl6AQejcW6HNtVKFJJEis14G7DOYJ3BYKuwhcKGVDhajAVb1NOjQEErCKZyN3PJJ1+PutEbMXgbwCrpIpVMyYVCJpmCpBlSYrZB+xJKIc4HYtIuK+c8Xd+ztppZWFeUCVPjcVPXSNv6LCooIt0JSbD1c2dzks/17lRNn9GNriVXAwrZNqRi5DRJVvV3HBrkNSoInJ4H3n3KN1raMdCv6JzxuugOC1iuFwxjx3qzwvmA855uWT1brK0VboUOZufoe0fnCvF3ex7dCg+ew/gEXkRNjv6C0lV2P/y2fnDMKM3wm5t7rgfL8/s7FpcbnC34YFTCqKsJkxSNNGOsVMBSdeXPUhojHHWN33K05KhB9AtertYeOeyckqvp7G+7s787trlw2jRfSgSyFhqs0U3G1N21JQ0NFWuVr1bVOn/e1x2tZ+7/QSteD4BN9bETU5M20Wv6jHdRIRMgczg8Jc1b0n5mWndgTqmgtZbN1RVDF3QxLhEjKhGvJe5MybEmEIk0H45JrN+dLnErerbz8X3nZESTqr8Hfj/AoxVcP4Tl0tL1KrhjXQDnsD4oM6AAHkzKGKs0J1N3wfWgAjiNNt2YQqk+vuHNGo5XwNJowcPURHcCglikGGIxSAYngimFkrIesRzZB2Rdt3wArJCkgM+EqDBLyHLse6GJWWApP3TSfhvvdZwXRgynYk1Dvto97M5+fj6m+neNqv4heq1awr985fH5utjoadfA2sJVZXMvV0pTE9G1pVhlx6SDUKYJ6/bqg1NGLA5js/ZOO4Pzyp7w4uiXPf16RbedCMMLTFGfToJDeod0HjGDmjH7Qpdu6cl0k3CIp1t7gXpnbjawebRm9WDFsLnEr9bY5YqwvsA4TTy0t1FXaUdWYoRIbYoN73ROLTBa2NT3sggaY8ise8DreueFei3GTqXj+yUMo6XrA6v1gq4b8b5jXCzwvsPVwmOTJc9iNXDuAt2wxAdPCI5u0DYBnMV1HbbrcYsLSt1Xbbc8VuV9KSBrwLC5vODBxQ2P1+B29VT9wAmwPfztP3zBxcMLVg8viXNk2k/825dfc/f1Hftnr7nzFCg5M8VbRaTqSESS6G5hknLJRSJHAaAPvOC1Pqrh7OvICQ1+VW3z1SL7OcLVivXU57FoweAZ8EfeDY/LaKK2jrAQ+OQuMiwz6yL4em8MixHrV7igiXg3LHGhw/Y9WowwONNhpolxK68Vh318yZVoA5lFNeaNSC3kG8RanHV6OEdxheC1EuypBX+r6E1LskS0l8DV/gaHVpYcJ1NAX8GCl+B9A4ihmbSZSjmRelJVRvnMKTtrYJCzEuEMkEqqCljK6y0YihhVEar8mFyNNEspZDTYFgzFCcVYctFehJKT8j6NwVpLqFJkxoJ15ViBahXxlihRTsmIMRXZ8nXzM2ebX0O86l18XkH0KHLUqBMrTnSJRf0dCywxdTI13xkhUt4LLfC8olrQClIup36AArrIeofrHMF3+BDohoAzHmNcvXa1WT5lUor0Y8/6IiEmEUvhk53y3IekylYN0WkV1tcdCW3UfLHLPL+feXF3z+XhgJ9HllkN/sxxMXxlYWz6/WfBokbG73YmG+rUIPpz5Kq958zps54HOwYNoA6cpNQdp8rveX9Cq1J3RedgLhy9bxqAfK7QB69HgfuhIfXvWg9VRqkAtv5ne73Wp/WuAZxIJGVhKjcYN2Dsaek3xtCNC7ou6D0nNbmizflESap0mp264VmfMV4LBcdLfjbaxnR8DU6bzwOqHcGoFgRDr8itrRmaJrH1cS1OSV3j2m3W2vv6Xs/fkPSaicBBdO63mrdwom780GgJ/IjaQzh3WmtyEZwRioVURPvRil7BnAolFe2XrUyE1tvqk9KwsILvE/OccSGTkqJXTbmtrbFyNrt+Gz/vOKcOwulePUet2uNXk6s2F39KDfN9jcbCOHpXcUKs3NnXFhDCicqaMkerzYZIETW5kqQVVicQrCVYh61qw9TA34ql1CKAdR4XRny3wIUB6+vKdKSKB4ztsM6AFcJwIMyR0EVCOc3PwSlKv1xZFsuRcbGkG0Z8p33HuIBxGitIMceLVFpTgxEy9X29xWjXdrSKVq17FcEdOqXtF/R8ndNEf2wc+/ZqYdh6NEHqOw16u5EQOu1f9j3OOYy3tQBuSUWwThEH5zzOKrXLOas0r6BCZDZ0uCryIcaS68IruHrOEjZ0dP3AMHYsltVP6gdG13uuP9/wxe8/4/rRA1YPrknzzLTfY6zwrWhlcX8///QmZ0CkkFPUWKUOOSPo6s/bqvzhR2O+tITq/GtLtr5vjlmjrRwqXMSxV/mchtwet4TrBSeK4Nt2lEVUIfW+qBXInIUkYJzHhp7Qj7hziUL0AAAgAElEQVR+iQtKIe3GFbYmV0Z0djjXIeFAv3w93stHllxJ7cUQjDkFAM5YgnMYV5DQ0fUjBocrB8TOuJAxpUpzpgoE1MfjXmmD80IrqNudQtVeVKRtVZslnVPOZRFDyeYoIQ1VlrGAYk3laJSd0UClpEKcIilG0hzJNZiJKVLU8hnfBbIYrawM+jVnwxSTPo8VJAjiPWQhh0y2VmmESSUPc841EDF47zFG5V6tmU/qRZmjafKx76w11FdWWaiN5bbuIlJ7ISRWBK68fGMEVLxgxanZvW1CAycweonF1aNUh6vIxPfEi288WmDfqCNDhnkP+yW4qOakgxSCKYgX3Bjw3UC3DHjT40yHWEMhk0tCEvgihJwYroTcTWS/Jxe4uIfNLbCHi6yLxLe8GZVsRulnX94IC2a++OYJw2ZDcZZxM2oPjA8coU0jp+qAtcqpM/VoZ09ajefNR6sqn3u4tEZ0OAU255TQc6q4UP0jUASjUfIm9Jq0BbUlVpmaXNV33xV9/fP/b71tmZMh5IF3C7KalPPPOwrCzCxPidsl5uzuNtbSry4ZOq9rSI4YBFsFciRnckrkaU+qfgmu22FjhqCXuM3Hcxrm+Xxs1KW/Q9UB/xZ4dAmrlfZdWqsFnZwUqjJkTDHMMTGnmRSFlFXoAmVD4E2lD3d1bZg0oZFZ30ejTbUN8MfEs5qp9wYtYIWggWiuAG0yQBZS0r6qhCBE0lzU56vRvCskaWqxLAvMKYOb8N0BXKCbMzEVXBZCMfhiMC2IfScy8m/jTcc5Gn2epLTA6tXkC057x4dw5Wnoe6MBNirTuYBPe2+tH+Seuh8ewN9oXOHQQoi1GkdI5RDaZBhszyKs6PsFuB5xg8bS2SBZRa1yEcQEQljT9YJb3mDzHXaeMH2P6TpMCDg/qmFshpKEnLfMU1S7hqh7/WoB65XlwcOOq8sVF+sNw2JFCAPedYhVZWJjlY5bRIsZotUWDMKMeeugtSWrjwcVltos4XJdW4qdUnpt0XP9OjGAR9cPc3ZhbBjw3UjolvS1h8wvBjo/4FzABFXiBYud9/XiqMoz4pDssTi8Dfj6XLbrcH1gKo4khjmXqjpqEAJiI+IcYVwyXixYPhgwf9r/IC9wc7Hiv/4f/4W/+bt/YHN5zXi5oqRInA48vL7kf27+hT9dGv71H7+h7OXHee8GMEKZEy8bm57vjMKHKUd8//Aoa6L5XTZBiwVa9GvxwLkUe7BaIPNBGRQlK2V0ltMn6dFTs6jPd11/3nwe73j7dWIPvBC4m2Cd4GAM0g24fkVYXNKtrgj9wLBYEhYX2NBh+oAXhUuMN/jDnuXucGz9+alz9BENg7OKzJji8M6rVG9QXNmZgCFg8MQQSWHAx5mUsgb0qZCT8l5K0SrpdpfUl+OQGRYTh52wWdZF36m853IBQ2+UOqPlz5pRm1p1Mljr8NaDr6IUWSs/xRRtNq2lWSnaZN0iSFPlImypPVglEQ+GgiNhybnojSWQXe05mJP2aFlDMoacM6UU5UgbowtFp4RmQ8LYgKnNjLFU1CFX74eoZnupJk5HRKvuhEchj0qzw2tg48/u4B6lBTYa2ZIWNBt6giaTWAZ6rZgbiNaSSyGUdw9xBA3g20a9QD+DjbB/riaC+wLXcmC1j+zyxGY9s1gs2PgVwWaci3jviSUxx8Rhe8d2u+X2/p5n91u295kXt3A/w5z1+rcE5IKTPPjr9gQ0et1z4Ns58s13T3nw6JJu4bmarhjWUquSZwiVqbx4c45VNMzuvA785uNV2P4oNMAp2WkJ7B0/XiES1OizCXc85JSwtab02/q7LakbOQkvNHrplpOf05/r6/4y1odvP4TDS+/XGMuwWtEFX5HgqImVUeqb5ITLiew9dp4UWe8jLoqi1lbplK/2vLV7sVUMl2hi9UkPV2uVordOBQnSrM30OSWKm5XCjOFwKMxRmKO8JKoBtZLodfMbxto3ECu1M8JYXm5AfpXh3wLqBScfutHqGmucJmzZ6kZK0WTLpELzNYypEA/aQ3vY1QRr0vdn0LrD5gCrNRhX6PoZGyYWaSbnpDLFKIuAoui/yM9/Jw3DCosW36YSKSVjSiL/goHPhx6NHtR6k9oa0wxEW5ws/PUK1or4b4NYv81o76Mh9N9XLW9URYMGZC3gy7dwv4d5e0J8FwFWtS7GZcQuEj4V/JxIpTCnHU+mmViEVAz7rmcSzzYNbKNhtgG6JSVkUnGI7bDGUoyjiFMxGotatDiLeIPvRZU3i86H9cazurikW21wyxXGj4jryMZjxKrJtlST7WKRYnX+IRgpZFG0tw1DZbjUC9LqfgZeVos0yvwZAlxuFLFaj7BaVrU9qcrNHvqaZP3URW7Mg5jUcPr+AJOZ6CMcJDDMlq7LDNkwdo4uWHqvcaLBEEXhf2OgiCVg1WesooidDdoLay2lOBWJKMI+5aOYTpKMKwZjPbZbMi43XF5csrAHIvJXedHDB4bPv1jxxT/8Zz57/DnL1RK/CaQcSfNMMYWZiOk9h23k7smW7dPDDwcTEaUM7KNWpD6y0ZKmc2Xoa05zf8UJuRr7KpTkwFbPxRAq9b1okTxVzScRiPX7Q1EGxbLGYpcoS+N/oHPybYy121y3Hnzf0S9WjKsrxs01i4uHdItLfD8wrFbYboEJATP2eGtq25FDuj3d6leJXGnPgrWKfqiiS6WYBbAUKOp27nwgO4+LHTlnnHVIrYQao2p7pYDvZlIsxDnhnGM/ZoLPWNFqsg9C14H1av4nlWtWxGqCllXMIttMthmTlbtsxFKMyq2WlMg5UbIqGGrhoapfURGvlElZiEmIETKZJI59SbrQ1cqsuAKukLKn/P/cvceTJUee5/dxFeKpFCUAdGN6eraHa9w97IU88/+/8MChkWuzZtPcaQFVKjOfighXPPzcX0QWCkABKHQXxs2iMivz5RMR4e4/8RVaEa2WoAGBBCotMB9jpQegSKAq3LBUhoPQd6ZR/L0eJVcgUMG6SJZdTamSZOnHkAiYuVXLTbMmV46mVIk1rW6lWq8V2WRMMOgPkFzB3E05M5vN2iwckSbDZCG1iSkltImgHUlBM1iSBWsSqMQ4TQzDyOFw4HA4c/cwcncfOB4z9wcYR6lOpjx3DTbMZMsfA13L5b3uY+bhfuJwOHI8HRjGCes9pqjPqZwWRSj11rH8+U/r/1Ve09tY6Le7VjVgfh8xicq9qeekJmxnZu+KClioMJwWWYRrhWtkvq4VsvfxbSU/NN6CZSiFbTusMzL3oynd5SwGkMaQg7TFU84oawtsRxU4yKW+8yjwWyoy1Y3tSsOugdWqQubKJhWlQu19lnmPHOez2DGMk1QOgdmwVEulWSuBCNbX70r3G2bIx8jM0KhiOPX+qjyrlRJRzKrFkpHPFpNwr1AZFZMUhVJmmjLjWTwIT+fiR1iwYpeyQknSmhWs1gHbTPhpIoRADFGg2TGRdBJoYHqfWfrThngeWlb9RkDgMZK9JsYg3ltRYO3/0Uftrr69vtRiS11nasf67TOSvuPnv9R7ra+5XMsrVLFCluv/MzPc+QwMATYRzoUH6LTIjftGihD9NmDcgGkOxKwYQ+Z0jnxzGBkLDMmvVgTTMenEFBClO9uQjSOZBMriUZA1OisSWtTMlHRjUznhStCCNJ2m6RxNv8K2Hca1aNdcFGTyBe4mUEAhXFSV4yq49RhCq7V0wC/nLRd9JUqxoxRku6II2DfSQetb8aNqWy3m0SmjrPjTOStFmvdJribE94wTJCsn3jWKh+EssuztRH+K7NaRVT+xsZnGOoy2UtxQlA5UQRohBfAQAuM0QPQkPTIcJ86TZ4yJNz5fqs5JKVoVsNnjY0JpTde0rJR6p4Ld1a7jye2Gq+tbttsdq3WPWmlCsHhrWO+27K6vuBnO7G7XhMlzPg2k76okXqAd6aPcEGuhdqkEuKQbXKTXC0rKuXL9myLAViEsSPcqFKHDkAQ9lRWYUP4e2VNqzFX9U+HHG9wrKPpgCuscru0Fwt/J4bo1tuux/QbtOrAO3bYYW2D2aIzS2LbnV8m50spgjSMXIYmcMjYnomlIPhGbRPBBIHIx432QDolxpXMEWolClkJzGgXLH3xkf3dkPA8cH/bEcSJFkXQ3yUPKHIeRcB7FuE0LvV4SI1UQW5K4Ga1orBa1GkDlxHgW5/o4clHUhpkPNPrAMMJpgEOQCvMUpUCBkVZpsqCsQve2mMlazKoBZ4trtEJrBVqhXGEV5Fw4IKVLdRTX++EIx/sCiZzkxq3ztFaC22aBhzVc5LELzPsyanK1YZ5EwqyyWFZUMnnTtQK905Btxg4B7Q35A+CCE4+hSA9IAK8TmAHaAfYeru/gfEpM8cQQAs4pusbTuIaUeg73Dzy8uePFyzvu7hIvXsOLF3Ae4DTK82mKxHsu5FrkZxvgL0jC9L4drAfg1QTffAUvPnlD02ae3j7Huh6rLHa1KRGGoRD0eAywqceSFvr+o6o7rpi7CktJ1NqhqoHEj5E+rcHID9VxavKkECjhEyTJqjDChtlU8Nc+lFY0my2Nk1p49r4wEBMpypqTjLi+65TAihxwRopBoW425flqpwrmeVg9xZ6v4WYjJHvTcJE6D6EYEUc4B6kGxiSQ6OEMx+MsgNPVza8ojmotkJ7StKdbEO/6KPdPhXRWVccl5v4GIdiviuFRNgU2RUmsPCJeEZGCVOFWnYtB7TjAMc5KdLDoIhyFlBwSwID3mXazp+ka2ZCbFoUt00iL+fAvNLpuzdX2lidXV5AT03SmGc4ijewt8XgU367/4AlWnb9LZcjapa6eV3UFW+4/dVRw03s0NX7WqCtnZIaWL3elusZXFkstHJ3K+3JIYLfOcDvNyeMT4Df38Nxk3tyfufr0zO75F6jecRoSDw+RP7+GqbSg+2c32M0affME726k+OIc2JYcYDKalDUhagLis2NSJiTLkAxjViRd+JIKbNfTrDb022uabo1rV9jVGmsatLYo7Yr4FrM9jAYIpZJTumQLNpx18OR5KbwgQW61z6Coi6pceFUOeifJVdMo2s6w6Vrx+QoTLkWIma4FU1vx3zMGRMQg3oG5A/Ul+HJFDAPrlcQtqw18/mnH05uezz97xnZzxapf07QRrTuU7mCFGMIHTzoEIpExj+zfTByHiZenM/fHgdMUeT04bJewjWbdbdmuDKtWs1aeYRxwTvO83BNv73e/+/x3/Kff/SNPdxuurzb0q57cwOgnJm2Ju8j1+Yj3I59+dkvOE0N84HhArILeNarB4N/etuoHx7Yc9Y6pc6Uq/WWkCKaMqD12nRxNI/dWUxL3lGRvGkshLYyCthqQWGxMs4BILdz9AYkhXiOCYz/m9FjKXtU5Vus1q90t/fU13e6adnVFs72W5Gq1wbYrlLXotimZYVm13AG3Xr/36300QyloGkfTNOSsJUkqAWdUieSyeFuFdBFrCCmKoIV1EFVpW1tZWJSlGyZCTHgf0coxtGe00kQ/EqaJ492R4CfGKXDaR06HxHSG4BMhZ3yGMWVR1lMIf0GBVQqrguDKcxbMbhZlwlbNmbvPszP9Iclxl4ogQ54Xr05Lm926TLsJuD5jW02nAzqLgdUMC1RF/Ufw0yknYsz4SQKo8wGOb2BfIG5jmiE8tdJoS8v+Um0IBRdbqsvLNVAzB1ACzLRkLGLf2YjhslYYZ+R7BVEJjDGTfwaYbR51ci2l2KtSYe3MdKps6B7MFLBjxgx7TJowsaExAT3siccD/j4RD6AHaJPk0t1KJr7W5doVYRAibE/wMErl8hUCh/uGHw4IBiSxeAN88+aMdYanT9/QrHfobs0uALaB1RpWW8FkuRKiqEoDrpp+P469tvRwWcoO12ddkssVPz65+rEjM3enHJJgVXnWl8iC+eYXfP2/yVAK0zYyF7JQkFVZrHKdVQkwFqWL0EpWpCSeU3EqfKPydJWDUKFXdWO7Aq43AsfZ7BSurOQpieiOstICy1FhIow+YsdScbeloKLEF6tdbIBVqXCKMCoxN/YZIeojc6/O57qmbBDyemtguxKfraYVblUs61+yUt1PGVTMkkRO4E/Spbo/SyJ4TjJf3laOq683BMgPFQaZuD6fGceRdmoKeiCQgiYpPZ/vD3p5Fc+fPGG93rFeX9OtGnIM2EFOUkwWYovRhmmamMaRKQVi/o/Zx6qiNrWSveRaXY6SyCeQpH1xYatA0S+dhlZg9cS8gi5fr6odLjtsFaJWf/+ABNZ3LLikiIH3pwnOX8GzBLcevAncP8A3L+G/j7L/J+Dp1we67Uj/2xN2lxhNz36KHCOckyJFxIMqJqwvcUSGOE6MPhCC+PIYo3DO0q02ci9urlltr+lWa5puhdYOrQxoI1DjsvtnLUGtykr8e0ji5bOw+HBWc3vdFy+sjCFjdEKTyVO6EPw7J0XmzhlWvaZxlq5xbFqHJpG9IaQR5SObNmK+j6i5uE5TOccVulnPnUKQKtqDGeGT48RNE/ndv3meXb/kZme5/aSh73f0/ZZ+ty62kYmHu4HD8cjLu1d88afE61PiryFyCFGg1FGx3Urn7XbX8OR6zdW25bZVjMPEKUwYK+tnXVYqFPr26pqb7TVNzqgYySGiG4XJWSIlo3BG01iD1gatNCovyw3vGJm/ncrLe466B1WelWZ+i5o5fjBIMWHMoE+zFkJf9gVdJllMMHpBUngvhbWx2gSVBN5Q4OXltV2a98CEzMkfkmtXzAbHvdb0uxvWN8/Y3X7C9uoTNldPWV09oVldo5sW1fUo16KsLQGhE0E7ZM8xpuNXKcVurJUjSTNb5VySmSytQ5OwNejNipgSKYOzTVHDUSgMSju0tjROOFmTjwQf0EqTQ5aW7WCYDqNk3SFxOMD+Hk4nmMbMWG6Qyg2RSqosyUJ7nCdYXZwr7rxW7iZmmFTtttzzOHiqPKY1UjXuc6bPgSYrTIdgPsnkuksh0qM5F6XClAkFbng+SYK1P8Ehy+svldkU8wZImqt0CxrWt6qINXmxqCJYUZMrh1HmklxpLRL1lMSqPsuHELSoEL1KlKwb+QX/jVDzrBKoo/IZ5QNqGotPQcREgwojeZpIpexukvydlmYntis0qFx4Z0kqbspDW0VBysl5w/d7EMHMYzoC94fAqhl4eDhydRxYnaeCqdaCxbIznEMSq2Ua9P4pag0Sasu+3ov13L1dTV7CAn9p7aEKI2uQ7kuFmj5DzuU9H9V+8pOGMkYW5rLZigSytIIEkiOdXuFCCRczls5zKPCIpUpjRVEk5s7AShVVrk7RdsWDL4OKWuZvVhIcUdYOP0PzNFy0U5yV6nNXDlUTIAU5ynxSINBh5FrVfb+uFxsK/0JLx8q2Uh8IFJPYCL7curEsLjnLxno+yeZ6N86Q0qr6+Haw7ZB1346wO0LbJoZhZBwn/CSCPylEko4C2f7AnCutNM5abq+u6Fdbum6NahU5aCyZrBMpOYFCJ81oJ85Zo/yIT14KgR/0Hf39R70/l4p7y/WlAC0EHlr/aLHI1ATmb3FelknT2+OH1r3EjFZ425qjUmQ+PYK5l31kzJlX9/DXl/Bv5W8icDh4NsfAxo2s8xWxhdMEQ0iMEbIWHpQqljM+I/fWNDGFiI/Vc0djnaVpO5p+LUlVv8Z1K0zToTEXheNUfHqEEiBddCVyxwUSrC/BI4Axhu26R+ska0hOGC2agrkRGLsm01hJGFpr6HtLYy2da+lbK+I9WorUuYGuiVg9J6/fd40SM6/mVI7LNVu0FY/nxI7E2Xge7uDpTuFzz9V1Eg89Jxt5Sp5vvnzDqzcP/OXrl/zx3+HVGf6a52KfBq42InA2HhXJb0lhTbtxhJDwKWJdFvh1aalrpKC07lpWbYMp0IMcvBBMY4EMVGXgnIhRkFT5fTBtH9liUeOsS/zIjF5ZFiaa8rMpQzMVuksucVOW7hVZTs80yj7ggyCsJi/dK5/nmNWoOdZj8fp35f81+a6nUy0OymPXQK+gNYpmtaZd7+g31/TrK7rVjma1xfVblGuk2mgKhtGUT1yTK92Ivcl7jI8uubLW4ZqGjJEgWQkPSyZVFj5MOesaQyzqeY2r1rUKhZVqjLJEHwiTZxpHdMqMTU/fdozDmfF0IpwHwnRmOgeGkDgM8HCaOSAD0qmo39eKqgiuzxexYre3CHygwrBqUvYGSawOfHshb8vf7IA+QLiXOdn4jLITrcoYDDEbVNm+dFSk4Al+Yhgjwwn2e3j9tXRYXn3H+a2BUQ36i9DRRT2pViQeV40VFndRAtQ0klwpSYRzAWRra0q1WBXpd1kql4pMPyfcCRSjWmaSce1Yrc0MY1BKKiXTAGHwRAVJAzGgQ8KGkjA6aRiNhQeiWoFM+QC+6JHrXLorWhZekwUP7FJRn2EWb/iu91zly1/cgw6RT756zXZ7Q9+teHI6o86jsHe9L5mdgiYUXO8yLf3h5KomwlUZsCb7m8XX5TPW4KbCAn8KUfTHjCrf/wT4z8xzJSP34D2P+Vq/viGqoxkpOmTtIAUhSsdUeEGBFD0xeGKYGM6e0zGyv5du8zHPSoqJx6l17T52QNtD2ytaY8THLSuZ22kihsQ0wDlkxgD7Ixz2MAwC68lGCgg1wDJ2vvU00rWt1cUhioztUmTDMO/9GUnIYhaIB2YuduiyQMYgm2kOcJ5kft09yPw58X4qUPWxJ8C8Bh8iV0/3rPoeozTr9RaTrYgNGUsKHza5ul6tud3s+IdPfotxbeG0ZLAJmhWruBLCtNLsth4/eYbjmf3hyDCcOdx/9ZPJ2B/rqAHXUnK5Jliu3FPGCMyacm+pRZvqx3BYP9ZR1/89sD7K0r2f4OsgRvJ/Yk4QcoDNIXP1p8iN3sM6sPeG/RA4hARJkaZI8jJZVMqomNHRkwdPPEFag7KGZrWi3W7pdlesr29p+h2u7aBZAwXZonQxC5beVeU7ilBMmZzazDwGwFrL7e0TGp3RxWFcI3YSKfgLa8saLR0Zo2mtxllD2zSsWovOiTw5kjLYPLLtJzZG1vrvg5HXHa/GX9/nMVn33pcRvnkNnz5klD2RkqVxls11xzRMHPcH/v1//pW/vvD861/hX/MM91yO8wGaI0z7jE5nnEo8b55IUUlFnlzDQwZT1NSbBp5sYN1GWu0x04l4dEyhQU2K0UemGDmnM4fDAw/7O7744ite/fWBwxfpV7fJLa136hSue1T9WpOtGleOGdYTbCZBKPRd4RRHCXdOR3lMyBIC7Zl59bVw3cTHOgAaiRX+EUG/XCFxQ20iVCGdpYenAa572Fwpuu11EbF4xur2Cd3VE9zVE9jdSHFbVTD+O1oCrmBh36PO/ZElVwrXNLimJROle6UU2mhU6VaJh5MSjAkiOiF/1wvQE43KorqmtCHZQHIOZy3RR5q2wzUd5+MDRimOXcfJWbQVdTuf5+pp3cjfMBuV1srKMkuGmYN4YIY6tcybx1J2+u2xvDkvIgGx8sfKBqWhGnKJt5VwNBTi8TKNMOzhPv44yfDlxrbspi2xrKJP2FCkRDC1j6UcpmlEZVCDdpJc5VyqW9phVcMmT0LA56cHztWnaGTu5VQM7TbLBAylQVAvUo6QJtAuYaNH+wkTIy5L1V8VToiZCvbXw5dFMfBQOlQ2lySlQA7bIAIalfvyPrLfmVKFS7CfIncv77i7fsGqtYxvnuNWK+ymmBhS3Z4rK6r2R78/Na3noyrxVZ5VhQRWKOVSErcujm+TuH+poRFlwWfAc+APDVw3sGkFxkoSaOC/8tOMmz+WIYlVFaKRpCdniOVryiKU40NkGieGc+Z8hP2D8DEPzL4eda7UgHWFFBI2LazXitXK0q1aQgTvI4P33O8Tx3Pm7h72QQj4DwFOpUK4zrBOsNbSKcup3D+qdKyyQLdSgDAUfiizVL5fvL9aZW6yBJWrc9mAdYEZGuFy2TSL7ZzPkmB9s3i+973vKsfvDoEy3z3A9XGk7c+chhFjRUteW0lkP8RQyLzZdA3XV1varkNpS85CRNFGo8gYMUdEKY0zjuACGk1Kwo8dDy1j8lwkGn/lowbC3wUFtIV7rMv3qiTv73qOn1t4+3uOGlTWz5EQiOup7MXLztyEBJNTlgp9nhLHIeGPA3EKYscwVaJkLugUxNcoJikq2wbb9rjVhnZ7Rbe9ot1c0fQbsR/puwL7K6zxLNIOSklnO0RQSVGIjzxWpwWjNau+KwI3mUzAkFBZjM810rlyRpcEy9AacNbSNo62KcmV0vISjXCutlr2zO+KT6ryHMyqs+9z7kckybIJXt/DbhcIfkQbJYq8iLjP0cOr/N3rTUKuy0sP7i6S88iz/kTjBI2jCzKmL5/BGOhXinXX0juDCyNxHIhFOcwHSa4ewpE3b+55+fVrXn994PQwfZRcqh8aNcat16bGqglZAwbmYm5tOhyQ2OMKudVWgyRSMQp08BDgVObDCUmS6vpek6uOuTNekTeGGS22Zo6dFXIfXbQBKsw9F2PrTtH3a/rVln6zZdVvaVYb1GoNumxYlD98l2iFclKFf4/xcSVXCoyzWGdJiGeJ1nNyRYH95aTLV1WUbjTu0rnSkAQMI2VYI6qCWhNCwjqP0Q3kSI6Btm1xjRNXdRUuZpcVzndm7pb80JZYf7/Ej9ebbAm7e/t3b+fHy+StmiFrrchVzKJc99pqDklaqqcjHNP7iy3A4wkDM672cedKF2qtKr0r4VspLNpZclHCUMaQkUVdZYPWFmsc6+DZkrniMVE9L453jeWtXTcov/idQhIqqyAZue+rIg2lOpKllC+blp9QMUqQ2snjs9c0IeMnRRphPyXejPAmzl2givFdMXPjNgq2aTbT/b4wrnaFhgzHkHi4O/Lw5o7tqmG8v0Nf3WCvzrNszuVOqaFLHd99By6FK2oVecmzqiTzWs2pRYJlQPRLjfpJKs+qClp81sDtWuSEv94LPOZzRDSkFjN+jZkXlmMAACAASURBVENC6ZJIUWmj6iI3K6p5iRAjfgqM58z5JCp5tahTzY7rnVCrbw0CRembCgk0NJ2I/ZAgponzCIcTvNnDg5cg7y7PnXdF2agSF2nlhWChzMkkVfYwyWZYu5p+cVS1x5GSXGVQkxTC3QRtK0JA1oCJ+aJmOk6iBlYhoD8mqK7B1AGR8d0f4XiaWJ0HhnGicR6tLCZnYvpwpeFOKdZNw2bd4xopeKSY0VYgmcK9VWVP1kQDwUZyhhAjOSfOrmPwGRWnX20isRy1BPQIBrg81FtHieHVYhNcQnh+yXOi3voKHxZ1VeeU0XL/16JqnW+V6F8fnHXhXYfMMATCaSSPk0AjpoINDovHL15LG4dxLa5b0a42tOsNzWpD06+xTYvtOoGm5kxIYjibc+FAl26USrkUqpcrTHl+renbBmNU4U1bDFESJlM6V0o6V1YvkisnyVVjLTpHiS18wjWBppFizrukAOr5uWIWW/ohqOjb0K8R6fgfzzBOmZQixhpMECNhgUcqRpUvwl3vfH4lXfr9kOlNYvSiMm2NRmvpwLZIXGg0tI2ibSytNZjo8dMkVlhaxNam4Lk/73nz+o5XL97w8PpMPMZfbSWhFooVc2GsxhE1lqyxRUT2sqq07JKEYrnc3hMzmqs2NO7K/18xx9xLr6wqqlZFnmCOe3J5zBWCZnJ1ngGHKLYBbaNpm562W9H0K9puhWtX0HSga9eqzol3jVr0/uHxcSVXcOEjiBpOSa50XZGl/KUw0qJYJFziVFm0eimyWUl+rmNCm4YdBt9ONMaSpgG858mTK2L0oC03d1+RJ/F38ePcN6hJVg1OvmtoJIjdIXySG2aSX2K+kc6Lx1dj3qrG55AJ3FfoZykL5pKBXTaJJFWkaQoc38DrN/CXu1ld5cef93myrHksbCBJlS38DY1Gkqhcbt56qKKumDVobWg6xyq2PD2csTnTlHNTKx+1+l2hMunRa8r5WLaDl52ZSqy82crxT79RPNkYVhZ6E1DFI2cc4SFnxjHipwOjh9yK0eFN16O6Ddf7xMnDYTSk1WtevQrsvqAkiaVqraXy8eyZVPW9h/hKNsgKHf2uzaB2iM5Itf31C9iuX2HUwCefPOO5sbRk6DZwtRPyTduXD15rNTCDK+f/1QCnQsW2PDYJrhydZau88qzi4jkeb68fbqjyHp4h8+Efy/GZhs0n0K9Fw2P7Ej7N8F+KdPifgX/5Bd7P32KI7C+klIhe7CFSTIQghuPRB+lYDQOH4577N+Kx9ho5aoJVE4/ldZso0B4N2AbbdHTdCttqXBNJOMZwxDhPahJtVcF8EHhfynCtYdeJ+MTuSsw/m5UUcWIUyN7gpbt0Do8T3UVd71I9rElfg3hfWyfrVrPusa0UYPzxyJQ9ISXushQlfk7q84DAcx/uYP8w0HeK6TQwmRaTDSbKuf4QQyvFdtWxXfdsVx0ra0lKE4yicRqjFcZoQr6QWIqNR8I2Pbbt6NdrCUTfvKQ53HPnh/cO7j/Wrk6F/iy/XtaSLPDTSwFRCxIgv7XILAuM31do+7ljzWOebka8+j7E622Qjvwt8KyHJ7eyfHcHyA+PC7S/U7BuFd0zQ9wY9lnx8HDEP4yi1vJDF1uBN5bUdXRXV/RXT1hdP2N9+4ym7YRW0bpSjE4Y70k5CqIkRXLIJCIqmiIWmKHyQMvQWtG3HcoE4StjMMVwOLpSTFAKa4WD2FpDaxTOGJrG0VkrSqjOMSlFSIFuDTsr+9PbH7F2Nv4rpVCqQKdZrGB46/GGWaCgFgtrbGAdmLbFrnb0zQ1OJ3Ja8cnvD6T2QDwf+feDIHxeI7FdnYfXnSACNiv47HbF8+s1v/39Exojajyv7l5z5xP9K1mjGwUrq3A5olMkavDTiA+eZDUP+zvuHu75v/77H/m3P/6ZL/78NfFV+ui4VO876nmuSUNNMeoetSzeVtrJfTmq8OEWaQBUxMzAHAfWa1FjmmUzIi0eX++FZb+1vm4P3DTCH3aFAxEypBO06wbXr2n6Hlek19VqVWKtGmf9UBSk3/NxH2FypZQuBEuktX2pdKn6gLmNrUqCRSkXXRKrknwpebzKmqwV2kg1RpuEdh2mCbh+Q7s6042B9bYhHgM6Jk6vJdN2pWp7LseSd7Akndcbb4ssstfIgpGQYMhk+d2BGfJUW5oXoYZLl4qL/4xUuSMpQtKS3CglpoAxiY/N+SxV/3P+eZvFsov1aP4rUEajYhaeRvlZLtmHQAHlGuVioKW0QltN01nW0ZF9IPuIRiZRrVQsSavLc1uTq7pp1y7MWkO/E/nXXQu7257txvDprWblNE5FXNwzeam8D/XDJAn8MqIdsb7a4tYbms0Vaqc4eziOiXNWPL8d2d+MpEkEJ2zMdFmuz3otidUwQPca2jwLDrxr1AWgJtkTUmG7fwh0duD1N19iW0c2hqvbT9BWw7rj28DTb++6y8VsKYddE9Cl+MfSk2J5jiucsEJ7vrOi945RhViWZNP6mauZYDW8vUES6xsEErgFdInKciNJ1o2CfxggjbBLs9LimV+PimAGfEroJAqAYhyeBQYYEykkkk9Mk2cchGt13GcOhedZ14fKCahdb1hsOKrCrcRw3TqHtQ22AaUbtO1Zj4HuFDgOiWHK7K4CwyieUCuVWLWGdafZrROtE6h5ClHw8OXISMfB1QIDc2KetIhURIRb0xgR42kbaDtNvzZsVr10tq3GDQMaMXkf8mNbhZ8yKmF6ChBCJkThtMVYTN1T+qCCFkZrtK6G8rI4G6UwWpIrax6jJUALH1h5kYm3Bh0myBPWJPKbkSFlpvz9SaZC5u2P9XT5W41l32NZoMlwqQ5kid/fuUiq7/7VBxuVF1aLTXW9VszQ27qfR368kXlV9GwNtK2sZU+3oDaQO+Aopqge+OQG2q3DfnrLsbkijxllFqzdH3rhLOtLVArdSpfKdh2uE7qDMRZrhRGZlSjW6azIRGIEk0XqPSdNNbvLubSwy1BK4RqNUhZI6FzjkYzNStQftcI6Q2tE0KIxCmsMjW1orb7412U74azFOcNKJ7bkC5zeI+vKU+A3Gv75c2g7h24absbIIWYeYmZ/9kw+M05SQ2+t4qZ1dOXzpWG6mI0/2cFubVk1HU3jsE6Rtebp00/Rao/Kd+wOmUOA+wRTyiSl0V3H7aZh3Rn6zvLsuud21/H7z6/JITGeBv7UNBiTiCS5TyLsj4n7w5HueCD2HefgmZTmFAMvvn7By5ev+P/+7c/cfXVPfPj1JlaVWlAtVOBxnLhEzdQ5vZxLaXE86sIy02iqh6pnpqbUZGuJfll658HcsXLATsFVL6qPbgdZK0KCAxnbGJR1M8dQlcZMztJOU/DDK9H7l6E/vuRK1+QqF14VVCteidpl8ktCBZceu1oCEtT8/1z+XkngoYxCmYBxrSRX3Zq2O9L1E+tNA7uEjYnDHlxRiFM8rj7VQLlueDWxqp2ZSrLbIm8jKYHgHLMkFFXdBOSGvECz6lsuH02VFmqsxsZKYaxGl4QxRpFvPg1SZf4xcMDvGpl3PE/hvemUar5azqmUJ0t6JZVJrUqDUWGcxmFZp0YSxphoEXn7GjgPyHmpreFllXzp9P0U2Bm4trC9Vaw3cLNTrJ5u6DrHVa/FAT551HAgqSxyoHGxkYZCrraK9WZLf3XF6voGHRxDyJzGCW0tw2lg+uwef4Q0eYyPmEBxmM+cBtjrOYmpFdu3F45l4FDxyTWpfNgnmjTy+uuvMc6RtWHz6T9A36CvNgIPTJmLv8I7Rk2majJTu3k1karnbmkcXBlctX3/Nl/ifZMriyy2zxbvoX5mp+BawSfIPKhd2Z6Zw7ZRCLy5JFerjdz31kKX4NrLufoySWJVk423j49ur8oQUsIkdVHyTDGRYiYESa5iiEyTZxg8p0PicITDWebAkXmNqPdtXWOKyBJQakxIldkYh2s7cqtp3Ip2FRlDYnOeOI2RcYrcnibO5wN+HDAEOmdpnWXbRHRR9vQluYoZMRzPsge5OCfjl/3HStEoK5FFd02RYG8UtjM0fUPXd2ANQSustugciF44Jz93raqQqxDliDETkxwpVZ7JhxkKWce1kuRKkluBo+uSYNmSfGWlwVi0sqQM1fTQWotLJbnSibR/w72PpPz9LoD1utfA/2May3m4/NllxIpokH3s8tjFg+p68zY0/kOOGsDVzn61o7DMhb66p1f/q+861++6p2rXpLXF0mAD262mPUPTZ7oXMAXZ93a/UZjrlvzkKa/iimHvS9L+/p8npExUCtW26K4X/lXb4VyHMUZy+yxqYKpET6mc+JS1FH60qJWC/DKneSVVSpUETVArKmeMLl6fysj9rhSuMTTW0BkjvpDG4mxDo0CpSHaJaKzc+87SG89GZ67SvFeugGcK/tHCH36vWe1amvWGz06e85TYT4m712LGfH+QLnvfap7ueqzWqJyY7gKjz8QkEPOrtWXVtjRtQ9Ya1TqehE/p2jV9b3l+zAxBONCTz2RtsddX3OzW9H1L0zRcbxt2a8enT3ecjyfu7+5omwatPYEkKIIAD8fMm/2RZvtAXnUMwTEmeHU48cVfvuKrL1/yp//5FXn/ASpKf8fRMzcOemROL5sENdaohaCKshh4PLdrTLSEFL/dvY48LgIvov9v9YxqDFDfw07D1UrmYLOVeHTKis5HtDNUY23xflMl48tc3LF/cPyKk6v6vlUuC0NKpBAgZIGnqZrKlFNdRCwksi+XK5dwN5fQNkIO5blSJqeZC9A2GucUjVWsOwsrjZrgdifku2mEzTibZi43lBogLDPrFgk4t1oCxio+cjUJofw0wSnMXZqmXN9Qg5pYiK6AjpCaEvRGUP1EzhaTNQyB6Rw5HuHVSxFh+CUvidagrcVkCSZAgdHFzyeBSiJ9ahBemBM/rqZzdNuGEIP4vnAm5UhMicM0MfjE/li4IQUKUJPWzeL4hy08vYFPnsHt767Z7FZcX28x6x1Ka3IMJD8S/cDw4MnnA2Oc0KP4jrUGegPGKqyzrLWlNx3rdku77ojKELLhd59MRD8RDgeG40kIqsc902lkHEbevLhjGkQoo177ulAsu5n1Lq2LQW1rV5yxnmBMic3/eM39w8jNqxeEyfLk8895+vUrUFbcKm9ryvRtVlT1/Vp2qZbdvmVCtfy+Bg8lRr78vP7dD3GdFPDfgN8A/4Qkvq5MgG4jQfZuXbyPtHyfJjmGEWLJoFUHqgXTw/Vn0q36TYbfDnAc4Z8PYr58f4Ivmc0/9wik4w74d+bg6GMYmUwIEaOQ9SZGYogE75lGTxxHwvnMYX9kfz/w+g28noRo/QKBl1aT6rqZVONeys8HD8MBhuPI2FpCO9DYTirJvaXvisrfBnyUyl0IkcNxz3A+E6PHGYXTCuVHYpwIfiB4xTRlpiJ8ESU+w5TuVabA/myxLGjk6HuwrsE68ePLxpGNdNOiUqRYEkqfOA0fLklQyHszpkCUjMMai9UGo13ZK37+yGRiiIIgyELGFLi6SFEbo3Fl40YblHEoI8mVnhqs9aQ2kLSRQNxAOhww+z3udOIb3l0kqETuarL9Y/lpv/SYkPtzYJbor9XpQCnkJDCp2FpE4cYuhy1/9yHUZL9v1D37kggh57euhZqZZ/2ab3M+axX+XSayPXClYb2D6yfw/DPNs9/9M1PKHIeRb748cZwGHuIRbp7imx33dsNwDDz4gf03+x+lbJlPE2nMRNPjNle0u2u69Y6maTBKEo5sAjlGUjTkLPdtIkMqWn9KxC5iioQUSMvkiowlkZVIiGuVsaVD6wr/yGiNKVLs1lnZR4zBuOKZlbTUt2NAx0C3veLq+T2RkX/6SgpvAdm//vAE/vBc859+/zmbqx39ZssxKMaUGWLifBgYRs/+NJT3Ytg0K4zRkDOHw56xmPQ2TcfN06f0V9fY1Q7btPTaYpsz22Fgc/0ErS0pa8as0TajjMH0G9q+E3n7xrLqO7quYdcq3rx+jZ8CreswZiIV0oSPcHeCr169JKiRh2Hk/jRwPwz88dULvvnjkYeXIznkj7AK+ONG7aBvkAaCRqKSGv/UjrBB9ueK0qmJUk3OKpxzKfBWY+cqZpLL89X1bvmYWqiuXN+63jjEvH63gW0HXQu2sQRt0An6NpIN6JyJ2QsHEUrVTM+E0A84Pr7kqrSnlRKPq0d4g0sKW/LYy3q0eFCG+ZKXo7S0Ubn4OZTHFh8Ihfg8KKUKxEOqUNqVgFMXxaxS7k+lsltbnrX6Vm/AXlPUc4rEcZU51tKI0JTnS/NHzszE8TFBCvJYNUpV2Bjxj4kpSRamM37KjAMco1SDf7HxNu5DFws1U04hUu1SghcAI5BApSXlsMZgc8TFlk6LEmTOkTaMjD7Q9RPtKXCaEs1pln2+yIgruOnhyRaeXcPT257N1Yab62ty2xMzTNPIGEfGHIl+IvpEnCB58GXujJNs9DEnpiniQiTFhHMW6xzOtXT0pOBJ1jJZRxgbgs4i/5wSDyVTimGe2O8ay85KYq6KKmTxCQgHpt8n7tTA9pQZ4//g+d0DD/t7fne9xY4R3ApWzxC/hcfhR4XeVWXKuojVpM6+dSyFK+p9W3+2bLd/36jt+88Q7tQftEBgXBETWV8LhHnVSb1DK+gMDCcYtRQPQiooXwtRz/c9WubM2omacLOBKyed2U+KCMIQ4OEAryO8yfJ+v0ESk4+lsh+CeLrkXAs6clxELArnahwCw0kw6LVrVfmHdUPJzPj02v30qTjZD5nhHBjOA64Te1RlZS3TSmSS0RqDomkUOSes0cQYKGLx+OjFX6vAbvwk82Qo7gBjEvhd7dTbUuBrLLhO41pN1xuMbTDWEa3IL6dikFxxByEmfEwXoY6fOzQl6WvAOou2TTFDLUnOe+Li32fkDGcfmHwUFEFKKF3REAITVFqJv5kxKGNR1l3gWEKmN2Q30TYNselY9x3Jj+BHjj5+y4uwFmeWHfGPKbGqI1CKRcz3aF33iiq/rCuJSwdlidasUNcPd7W+PRJzBb0mrLUjWNdDx7xOV9/KqqKamfkeAzOcsK7tteMva5rGdg3r6xt6pWimCWVOnKaBle+ZuhtOesUpt6RjFHuGkH/cxR0jaQxMMQpXShuB7df7MOsCd5IitYhM1eBDkEE1VqrF67QQf1FK4ayRfV6Jo6XRak6uSqJlrMFZQ+MsToHRZR2onauc0dagrcW1Lf1GsznD7Z2olUbgqoGnV5ab25bVdif+cf2GHKFB0WXYtCsm71mfB0ji3Wd1I3MjJULyKJWw3uDahqbvMG0nEDDToGyDchGdEq7v6NqNWDUYi3Za5qzrMY3FGFMk5R2NM2Q8Yl+ViUmTFqTBmAUZ8+b+QNaBY0o8HAceThMvvtlzePD46WPZlX7eqIitZRdpGVfU4iwsUAXMIeOyQwXzGlHXC3icQC1TnfjW/2titYyvWkRsrGtEIt85QXnlot+gQHwGQ+A8jpxHEUASC0pV0HAfdnyEyVVCVdnQ8nnFf/PtCL8+oHaujBABliAnJZdUEoFcpEhz+Yn8XVYalIiMK6TaYkpyZBv5umqLy/QogUWKoqJVkyvFfONpJJhsnAhTmLLXu2JSq40EnaMHVQKXuniPaRY+SEEepwbIrVSLVQJV5FizEoXA8SxmwUsBil9k1FOGJFGqzhjNBaOkbDl5xqAbe2ksGlsMNlUCK6pFWkf6POLDyHr/QP9w5HRIdAM8JFHWq4p3KwXXK7jdwJMrxbPbFdurLTc3O7yy+BA5qkDYJ/LkGc8HprO4feMpMtjSRTQ2Y0NiNXjs6Gn9xKrTaNPAqpcLFCMYS9CaOFimHFCTJ48TOsu1ib50Gnn3vlgrLsuOlVn8f0/h8x2hO3r6rzyvXv6/PP/ySz578Vee79asRo9ab6DpUKqmTfOrrZAqEsyLW4XoLTtnZvF9bb0vxTCW3a0f0sGp/LfPgd9r+F8s3D6TZMis4Opp8V9yosuRgnCoHsoHP8n+LgujKv4WAc5eTr0yAq3pDewcfPJEnmd/FB+S4Qh3Xrzc7oMsqv8P7yY+/z1GzpkpeKzOF6PvmCWxSklMJCcfGMaR4TxxOsI+zmI3VVQG5o1syUWsXKMxwPmcOTeBc3um6QaxqGi1yISXYN9g0EqjjXSYndHEHC+66F4diDEzDolhyLKmTKK6dZ7gnGZ+hEcggo2WZLpvDW3v6LruklQEI8lVEL8IVJYtNITEGNNjQ9CfMSyF59WDbUQ9TdtCHquO4B8IbJaB4xQ4e48PgZyioCMuW5FCKY0p5wBrMU4AuFklUIakDExnuqYltz3rvkf5AePPnEO88NCWgQvMAf/HWvgOSAe5JhxL/lLtlgeEc2zjtz+HXXz9JZOrCulfll2XXftl1XzFvK7X5CswF0Dq89VOVr3TQoKsDappWV1dg3E0MdGsjwzTxGY4sVcrbGy4G1tyPhFC+vGL1jkSz4HB+wL3g0qXUEqsWpY0KkVRVdaLBKwEVzknYgikOPfptFY0rRUTYQ1OGYwSCGxVCDRKC+zfinmwVaC1wViHLhyWpBTGGIwxNH3LemvII4xrgfICbHfw9EnDzZMNq+0Vbb/GtStySkRl6JRDryMxBjbDVBLBRCyCNTEEmuAgCd+s6R2u77BtizJiBptMQzIj2VpU6+g2O5qmw60adKmAR9WUWrvCKlU+I4RpYvKJyUdCUmKIy1woGCK8fL3nHI40/shh7zkcIy+/Th+Gp/GRjNqJqnN8GTvUo8YW9bE1AVpG7fA4sap7XV0H6vPWwkeNmZawwfGt5wGxyum1CFkIPB2U0USl5XWzSONHNbE/njgcz5zOZ2Ee/QKJ1fIzfTwjR1SKaHL50Kl8z6LkVbOu+rMkLZQqW0eStpN2BWxcO2ARpTxGewwTKg3E6UiOol+noifHVPyjuHDenJJKbSreYakkWtMoHawqMXwh9znpMpmFclZV/UNJsBizdFGIM+Sgwp5qAGIyKA8mFlhFnj9ODpLw+b8FVkRd8lS5oXUiFM6V0VEEGw3gimy+VejOoa3BWI1pxW9CGY1qkeRMw5gHfBhlQe1e0q+OpPHEtBe1xodyPoYMT+7EgO7mGsI5ETrP5E94GnxIxGnicLzj7m7P11/Aw0uBTmVfcPAdjEe5Lq7NNO2BpFq020Ez4rShGR3KRIiB7CemccQPI34c2Z9P3B/P3D/AcS/PXQ2iK4RkWaOqm3ftCMFc+axV3Yio4gGQ4foOnh3u+ezfj9y9/po//Od/4n/947/w5L/8H9jrp/LhzzMoZWVKiz7OC13HvIgtA4lL05HHi9VykXyfcLTeag0C+Wtaacf3DfRXsNpqml7TWCvO9j5xPwXuC3z1i28kCEnAw1n4Om0nibDS0om4fSqk8M1VuV69qNpNZzGGvu/g1R2sHuDVPbzO0r36kr9H92oJVpCRowhYQCb6SAqZmBSpkMljQpINX/h7aVbGevv9Zx7fZ8uNaxzgbD0HEyWQayeaZpKKjrEo25G0JWuDNkaCqCQ+dNGPhGlkvz9wPIzsHyYe7ooKZigczrI2VV7KmbKEJegGcE2UddGITYNSiaQzEUXEYsqCF3NkLF3H0zs+408Z18AzB8+fw5OnO25urlmtt3T9isa1pcjz4ZKrM7A/n3lzd8f2+kZgMIJ+ImvxM6udLGU0xlpQGqskyU4asm9ofEuKHd1qRfIDyY+sjpOgNHgsklQDmY85uarB1CtmQafK/6wJVu25VyGJ5Xb1t0iuYO5EVThSXYdrAHfNvP4tq/GVvF9Tj1h+Vv9/gYQnOL+B+1eeVy9PfPr6AW0NPgdOUbpMIWaGODKkyBAy+2nPcfoxrpTziCFy2p8x1oqdjHF0XYu1FnIiWk2KgRC8dKVSRFkDsXR3ybIOhIkUAznOd5hWiq6IN2gNTbGyMcrQWC3wv9LhsdbirC1CXGK/QozSrfeBECJkg7pN6JhZr3vWa7EM10qxbhueP7nl6ZOnbG+e03YdTdMwRRHkUFrmUYgR3Z4J40gI0v3341Q85CxaeeE/KotOulDOpPMGkegjYUpME/gQ0Daik0Frh7YW7Trp6gFGZTKKkBM+eKYQCDEyhsA5JQ48no9/+hr0qwT9mTxk0rIN/R9knJB58Yq5A7xcXWtcUWOboXy1zIWK+vuanC3/vq4PtcBbBbouPOMCNBviY7Gn2tCwTgp+VVNIlUJASAodM36C0zAx5Mw333zJ7YvfcvfyDf44YduIWX+YvWI5Pq7kKkP0nug94gOsICdyDOQAZFHJE5UbLfjhLGGizpTkyghkg1xEMcSET0oOCbIn50BOEzn6AiHzhMnjvcdPSTgHC6/Hgm65tBcvPlOK2RumwP0qkhEeP6bCOutRDRXrzVYX/npTUp4rVvJniYZnjyugwAf/FkNk14t/j5YaQta6HJlkkO9L50pZi3aCwTatxhR+lu4ENqgKrlAHWyr7A5lEtzrRDnAeZ1KkynAYxLvneMiE0ZO8J8co3UClMNqQE6JGdobDQTodMcLkJRHOGZpJzE7PJ0+7lmueYrlHFothTlLNi2EijgPTeWQ8jZxPMJwFNjXmedN+O/jJi2NZfV4qUtXAqT7unOA4Je79xOrPEy/CXzgNjt+/VGyeP2Pzj58STvvLazgnHR5VupwmSzeM+Bh680OjJlpL2OD3jfo5khQowUuC1yiwOaNjBpWIU8aPmfNBrsfdAV5MC1f3I3STBOrJF5hXUZwjS1fClPnTOJmHypTWv36cDP49+CiyoTxOrsQkOJOyLP/CWqiTVxdz4TKPeDz/vyvpWN43F05LFl7U5GGaElNRzMpJgbUoEzHJkCyg5f3kKPCflCIxhAsPbBgCpxMch2K1luYu+nJDrIndlKS71UwZ2yRMTBib0Y/qkwi3g0zKklD7+PMThdrV2Tm46hSrtaXrO5quw7gGXfhOFe79oUYGJu85nc9473HOYXMVswYF5gAAIABJREFUsJZ/tVIielHtQ1DFn1CufVR14RfYlnifqcuNu6zsLjuWv4Y4rb7H2iEamUUkakJSdu1Hn6XCheraU+/xX2LUc7ok4tcCWE2manC3LEhVFEItatQiaL2Xqz/Pmwi7M1zfRw6HE6axJDJHPzKGyNkH9tlyyI5jMhzOE6fxp5GlY/CcDg/EaYQUhXdoNE7r4rOkRfSqJvyUjhWQUxYuqJ9EOnwaiGF+H0ormka4hEYrSa6MwWhRBrTGYo0ROL2R5EovkqscIykkgvI0IUjctg7E4YxWGqt0UdpUtNax3u1oViuwUghKyhbBzQK1LQmbS6J8aLQUyWVhyhilBIJ2kTpNkiwmUTfWSaHLXFWixiVUDAVKGbSyKGNKcqUgeZGtj4FQDu8Do/dMIX6L3+sv0IL8foaov8JR586Zx3DfOpeX/KhabK6d4iXIafl/u3iOdyFpLhYkZSLmtx5T/1YSYllWyy0hSq0+4lNi8plpEHrBMQZev77nzZs77u/vmbynSQnzC5R2Pq7kikwYR/xghXxmBVbjY5AkIoFJpZqBQiVVKsIKZwV4pTBo61C6kVZTVhAz2QvUkBjIcSCGgejPBH9iPA8Mx5HT6czpzMXQUyUJWnMzJ0MKCT7K3L2MCnXSeW4Zw+OWqEKep3KVYIb6VGPM6gFVq3ypBsqle1QNGeWXkKYfF0j/pKGkOptyERQxRiaV1ShnySaTNARjRXLYGWgblLPgDLqzGKtxjcWsrCSXOYN2qNSQrQId0VZzfPOKw14241q99cDdAJsHuHoJvz2eCGsHfoNzCq0MOGRhT4bxBA974eZU7lavhKfS9tBPcHXl6bYTU/SXhFhpJdXurCAFchhJ0xl/fGDaHxjuB/b38rwPw7zJLk2jlyMtfpcWj10uzkvkwBF4iSSTf/kCPv/iBf/3//mC//3zf+G3v7vln/+3PzDev7w8vusFsqpL9KuiKFxSuGZL3k4dy+9rUlUXuyVu+rtG/UwD0tkIJ0gnoBXImB4zpIjXkeEoxtb3X8HLF/DVnQhQVDjt3QirUQiu9bWrpHEK0rFqonTHjJOOipnK3Ihy709ZFvzDd1yDX2rUwEwsNR8vzDElYpKNXMjjggVWhXx5KUoYTbayeXzfe18mV0s8++gFGjwNMJ4GkVKPoJxFW4ctV1MZ4a+mJMlV9B4/yTENI+dj4vAAD6e5q1gVTZfJ1UX9KUNzAuMyuIhpJPBxNXGgqpRpSTRTZgpyv/xc3Z2qUvl0DU93hu1mTbvqcV1XoIGN3Cyp3t0fbozjxH5/ZBoG2qYp1dTC10UELrQx8rVA1mXf0IXrK8XAlISX50tnd3ltl+d86cHzaxgVLndiTpZWzCagLd9Orpb8J8svm1zVUS0P7pgVVwNyX63L+6W8pzrX9uXxr+EiQFI/xzfIvHgGtAfYfA2vXz/Q9A1ow6vjgbOf2HvPwTgeVMdrZXn1MHL3E5Wo/DTw8PoLpsMDcRywTS5y6EoKLHqRtCuB+mmUFJuDJ/qRaTgzHvcMxz3TeL48t9aKrrdYI/C41jaiQqgNvXNYK0lV45wY7Fr3qHN1UUQdPUkZjOuw2pJzpunWqNVWhDCMQSlYNR227QlK5keMCmcd2hhUozHKgs64qHHKkWLE2AmTpajeaEMohVXlA3mSQ/mI0RltFZYC9zOqFOGLzY+W5M2U7j5ACOOlq+y9F9uMceRwOnOepnffnxVi8B941Hmw49sol6WK9jIuqnHsUmCrdqk1c3H6bajuhdJQHlh1DuqcqwlYnYdVVLkW8VTIqLPnmDKHKXM4wJsB7kIm//Ubds++4tnn33AaB9oYcbmWySpi7uePjyy5guwH8qRJJhO9VFi8n4i+nNwINSTMKGKQDpM2pgTFmoxFG4e1jpzMpVKhgRgCp/+fvTdrkuNKsjS/u5iZLxEBgASZxczurmrpnnmbeZn5/79gpHteakaqZKqrKotkcgECEeGLmd1N50HvdbMIgkwmCwRBZivEJAIe7ubuZnfRo3r06GniePeG8XTi/s0D929uOdwdOdzD+R6mg9Z4mKKvGeYlYyQ1AZbLIkjxdMMIE/igzny/0QyD61QQY07a2HYKmuJstRb36OLdNtQNetJQasF/zRKUOqIla6+l0/Tzg6uCkBC8Vfql8WhM2gmm04gtzuB7rbWyXaf9NzqP7zzdxuE7R9d12M6A0Q7qUguXtNmkhh6stfhKR5hrvUdGQccwwv5buL29pxsyNzceYwUxVulX8UxOs0b0pcq8o5O9Ezg/wDBppqTfQxpmuLrFXm3YlxuuXabrnXaXN5EiMzmPzOHE+Zw4HuFwp6DgNSoRfs/bHfsWxVmTPn5sdkXQ8x+AfwH++ZuZv7v/lv/zXx+4e7Vsgv0W9ldaLF6CUiCNqYA8aQQHFmD/1Fl+WwH9nwNXDVgd6nEG5nvoBaa91gCKUbrq4QCnI/zxS/g8KG3vn1lqeJoj0/phDfWx6Q08m7Q3zPhcxTF2B8hnyJPeg9f3cDvBl+jYOP3Ia/suTCPdhh6HoyMZQ5QFJmexWnthfe3blxGbsEXbPPTbzO7mI2J84PnL17yctQahSc6/LRndsp/tvkXqOuJh3oKPCTFS+191IJliHaWozD/WaUS51GxsiKQwa3S3VLAq3x0j6zHbgHqBS3rFiFFqkOvojFcxHiCKodjClDPnqXAehenf6Xx44JmDv9vAf/rM8fKjLc9ffsL1s+dsr6/odht8N+CcV+EJ926jkWNMiIwcpjOu71QExwJ0WGcoUlSpDUAEMaXSzCM5R8I8M84z53nmOE0cx5HTdOYgcmlD8RRg/Vqtrdl7llqyJiax/l4NXDX6YBtvbaz9nMSMNp9a/8o9y1rUxIFagO8BXWtOfDfD3F7/9+haGKeCv/6Szc7gN3C8L0xZOJbCw9ZyJ5Z/GV/xxR8Drw8/jSRbToH5n9/w7edf8PHzK6bTf2Q77DHWEEMkxUBOgZACmkEXpjAxjifG44F0emA8PnA+HjgeTkzjsn5ZY+m7gb63eO/YdBul/jnHxnu8V1XOvu9wFWg5ay7gKichx4RzM8ZZUt+TXI/HkrcT/UdC51XSPSfYbAaGYWC73WqGzDu6Vh9Wa71SyogYkhVyLNgg5KzUwPNx5OHuwPl8wm827GZhnBNu2NJvtviu53Q+EXMmlIwXENliPEpg7gcwe7JVcBVOR0KIpJgIc+Q0RR5C4ptD4fArllP/91pC/Z0blrkpLKBpXZfVSg/WSoHPWPqVWhbBi2n13LWwjVB93/yYVtiee1knTc1cUX3zpCJmORZOMxxGOJzhrsArgdMb2P/pjo//9Z95/dWf6DdbdtfX6hQar8c7sA8OXJUYyMEhrmg/gZyJ86zF8RlKkgulRkRVrkquvPZKiylSU9e+xxh/6YvljSGnzHiemE4PTKcT58M95+OZ8TQzndQ5DLOmei90qZbZMFwabLZIbktVrqkbvuhrQqja/0kzCrGi6hArRUaWeoZ2tHOuN5q1MyO1DiJFVfM6pffjVBakDmShGP2/mHpY7RmgSviVFtjpYb3Ddv6iGmQ7i1AwGVUwKna5uNTaLGswVvtWtMzVhALTMEGcEzkmKAkrEcEpAUsSRrL21HIqtW9z+/wrUCGQzYpuWf9qTFGnqKiaoUb6E6kkUhFiUjrUuSzRz4kfdgB+an1JiwSdgX8JwhwjfoycVifsBke/NfhcSKZQjFIEm1hUawS73MPHi9TTiPljUtcPf6e0PgKkCWKtcStWabXhBPO51kqxZD7OLNctPjmfRedeilU0JGiz2jlBHiGNKmoxVbGF1h/tfdZatWtqWahgjydhTU9bh8VrPQ4G63tcX/BDot9dsZ0z++dHbm4DYxau4ncloJs1QLU+UtWl0JIKDUSJ6AAwWIykmsGpd74kKBkjWhVlKTgLnavqf9WjbZz4Rk97SsVo09zWqWtNpRuJUKSQxZBEyLkQUmGOiTnp/PmpZlDn91kHH1/Bs5ueq+uB7XZHvxno+h7XeV1jrKeQ3lkEslkWIZRMiEonTjGSs8eVxhtvn5QlmynaRLoUqRnNclFOjClfaEbtaPvIh04D/DHW1u21M9Qk25utKYFPa0TXIOvnsBYAawCrZeXXfQJhEbNoa81Ta/T1N8AXGewI+69n9hvYDhDOGig8AG+6zBuBL6fA8Siknyp6UIQyRV5/84pX33zMeD5zdXWNNZacEjnrUXLWvVmEnCIxzITpTBxPTOcT58OB0/HANC1BO2MMfefpe4f3jmHQWi5vLb3r6LyCqn5QkOVch3OqUOqcJ8VCMl6DfAjOeZzpoGRyv2Ew2nDYGkOOQtd7fK/Ng22tWdSMrzJljKwyCiLLkWvwIqaahQ/EJJRsSFnod3f0mxHf98zzrFl0a8h9R3au+po6wqyvrAKBFAMpJlJMxJQIMTHHzGnWfeiv1do4b5TflnFu69W6Lni9H6+Dt+u5DktrmDWLBhY/ZR0UvvjCq/NefJb6wqLDAqoewThqAuJca7VG1L+4O43c3r7mcHjgxflECQHb7X6cA/Qj7YMCVyLCfDoxn5KCK9HagHmeiEG0MDwUbRQpqhYzz1o0KUUVqXIWStG0ct/3+GHAWU9nVVozp8L5PHG8ved8OHL3zdfcfyscH+B4qwthmB8XFncNXMmyATYqX3NMW9SxOSNWNHu1CUtPDTHVSZKlturEokLUwBXt+avPcAGT1Zk6nzXN+Sr9/BFOLe60pDr6DebSQLRQKEb7ZqgUu4HOIH3VovceM1Snx3vsxitMSwZnO4rNmNi8NMF0BjyUSg27UNDQzF+eqQWjmkkbnIBVWWlnEs5ENgPcbBVY2dOSNt5ulWI27GB/DVc3npubPdc3e7ZXGzYbv+qFVjTKXxJRVMAjA2NW5bs3KB3kfdDRvgS+Fvh/0uPNfbPfsn/uYZ4wNpJMxmTN7rTIUhuvra6g8ZQbuGpjro3lH/td1ueISefN9BryVv35UpUCTXyc7m+Fr22cN+eqR+dJoxJdGbjqNMrVJZBJa7TiCOlBe8W1rO/7ZmNoxE4YSFhbcI3sXb+R0v88xqhEuJRS/0+VClfRF9MNzLnw2eEbrA3cvtZ14G3B0Vabd2K5VqFojVSu11qcYErCYXFYOlMwpAruoJCxZPCqeuXEsOn1nqVrBcJz0evZHM3IQtEV9N5sTK17c9qmQpudZ7KJzGKJaMPUAIwxaIZmlp/smLQx8pmFTzfwN38DH318xc2zG/b7PZvNjmHY0Pke13VY63FYrP0xFYQ/3goaSZ2nmbmfCUMgp55Sdcat0Wg7plFClyCg1L0jiVJXUi5KC0zynUzhb8na2l1YotbrNeZtwGrNBPk5wdXaGp3xDaugKt9dr77PBGWe3AH/IHD3R/jIwEdWt8Fo4GjgTzO8LvBP7+hb/X//+E+IM/zv/8f/xs2wxe8yqURyDuQSySkquALSFAinE+eHO+aHWw63t7z+6ku++for7u6WncU5w2430A9aV7XbbHHOY61j4zq863C+Yxj0p3Od0upqM+0wF5JPSrfrN7XPXWLYbCgp0q8U3HJKOKmiIE7niclKY7bGUqxgU+0zlzMlRHKI5NoY1OSCxEgJiTRH5vsTJ3/CDgfmWXB9h+s8FMH3HZv9ju3QI9Yh80QmIyleyvhFhBgzOQT1PUNgmgPjHLg/C+NPBcO/AROWgElbWVudpPBY+GgtALMGR81vWIvHtCBGAyMt6NHm/roufe13rDNXti4cuShjzBRldtwd4fWk87oxbQC+PRz4/Msv+PbVK569/JRPxpFh/6LSt9+NfVDgCiDNE3EsiBdEEjln8jwjUdN88zhrv5GUSSFyPs3MUySETJyEWBX8nDN03tL3lq7zDJuBzvdIgWkKnO6PjMfAm1fC4TWcj6oA1zJkzdbUhIbOG7hqv6+pBWtQ1tTbLuBKlvO1KP7IsgGtnVuHSrkPFRD0g/beymjWK03VqXr3t+A7JgjZFApWM1ZrwpDkWhxq6jNFs1wCudYhFCypViQ6AWp37GINxRiyUbCWjZCqktIYF4GPEeW674BnAq8OsHlIvHg4clUXesSy7TY8u8p89rszz59pTcq50tSMhe0V+Dom/vD75zz/+AUfffwJ++trur4HMaQYKDFQ5kmVAicVPqEURBRIHMtCCfzZJfCrNSC0vt/dcMWw20I/4eyR5CZKiZRJ1RZjWKJJ695XaxGIn1o0f2YJDNyh13q6AzdqbaCxKoe6H+D3L2Bzho9nfe9blGbT5scOpQ3s0Q7w/+lTuLmBF5/q643A+KDgSrICq9Yb6h4dH+/bSv3+vsl3NjNQbIfxPbbvcXbQtnxSkNJTcsLHPXbYYfsrMBskGLb7B06He8a6Mdy95f1aQfGWmuGKkDp12EPWrGUfC2IjTgSsp1inFEUnUDJSihaqO4cYg7vas3GRjU+YnJWuPOt9DHnp+6PkomU961zN5BfR+q1cKC4zFqvtEaxSocYYmeekAbGfcJ3XtJJPXsBHLzxXz7dsdnu6YYsZPHirEena9FSo2duf8H4/xooUFQapqmgiFSCJCgc08RJQyWtrle5sLoW7WotXOZy0At13m2f7cKwFBdbOUbMWeV41UHkUAGr38H2CzqcUpL90HAkaeMuVaWKKAquvUGD1Lteruy9v+ar/gn/++39gi+HFRy+UDGJ1Jw4xaeY0Zc7jA+P4wHS+53y45+H+Dbd3r3m4C0zn5QobtDZp6JX6t9n0lQrYMbierteG4X1fM1q+wxoFV855trNmfSY3EVMi50IKmewskhMeV2sSIceElIKUQggTWQpFtE2vNUq/tiXXFhaBOQZyjupjeIfpe/rdln6c8THzECK5JG2seDzQ9R1917Ht+9oPz9H3jqF39J3FmIwpgkRT57CQQiAVIQsYk8gmM5HJHmXn/JVba3vSArMbHlPW1xmoFih56l+0AMajuqnVOdbzfR3YWFOmL43VSwXlRX83qqHC8ay1+rdBKcrreXd4mPjy32756k9f8vzlSz49/oGPrj7CDBr0/H778byCDw5cqVqgprGNqGJbiYESDSVm0jwR5sqHHSPnh8B0joxjUQrSpFHcRg0benQybXu6TsHVHJJ2/T5nDm/g9KAKcCHqYthqmNolbAPjad1DevJ7O9rrGihrSLuds0WE2+CMT14HjW5T27Z0VV3ZKko3KBUrvyculEDtSVhqNLb9A5H2mFloggil/l5QEGWMUgrNcsYLFMs5E1NkjpFxFs5RqXdtArdoyBk4C5wDnKfMaZyw2xnvCxZLKaLFuBvoBo1iXAVTVYcMw95ircE5y9V+YNj0WK+FtjlnyhyYZy1klXlinkOlABUFtEWzBa2W631LJD99L9/19JstJIvNCSuFOMVL0+q2qLUx26JM60n/NLIEP86haBGsMwpysoAEGETbDvhB/UjnYb/TRa8r8JBgLwquHOqobw3sDewsPHfw7AaubmC3q8qBGYJbONWxLPzudh/et7V5bKXU/EQzzVwZ12Fcj3N9dSAFEYvkgnWJYixYzy7Ds08eKAU+/fzEt/eZGORSe1WevOea155KFaCoh9SjlILJWddOEW3maaz2Zyqlztzq1FpbAw6GYcOFTuqnZWysqVrtc1QxJiRB1xy4LITiiBaSswQsIWcFXj+hMNSg42Nn4MbpONrunDYJ7bTVQ4vKt8+ka5Vc1qyfwy6KkDXLrde4rWq1h1Dry2iMil5Yp02VjaugqjU9tFDKbxZYNWsBxfXa04CVXf1sfW3eBmzeN8Ba//xLX9saKytdFg6ijc4PvFsKcxgDxzcPfPnHL/jsd5/QeUu30RpAjJBioqRMjol5OjKPR6bTkfPxwOl44nScmEaVKL+YAV+D011XmwT3DVwNFVx1dF1/UQs0RiXetZ+e1f24KxhjyLZgcRTJSHYql16V+bJT6qLKxmcKufa4yjVgazRQK0KSTJS6lhgwzmH7jm6zod9uGGLCh1Epk1JLF0Ql560F57Xxse+0RYy11M+Uq+5Zpe/GoO0kBFJKhJIIkhEn2unnr9was6GtWc13fZpVWs+ddeZpTed7WmPVXtv2vsLC1lk/D5aMFui+R65+ak06nAIcayD2aS3zFDP3x5mH+weOxwPTpIFp5IeA1frb/Hn7sMCVCHE8kcaI6SxFEiVH4jSRgiGFRHg4M00jYY6M98LDGy2aP95qC6DpzCMe89DXfizbka4bNfsQtXYmBjgeYJyq2ASPG602e1pI/pTC0dKbPPlbW0Rb1qENvqak0pRV1tSJZpZa07BVcKX7skWikLJwOvF4QfyZTYBita4nm0yhVIcmavS2CN5mxGTEFIrNGkm2mexULU1MIddaD2MKuQRSnJjPR97cveLuzR2ffwFfnDTS0KINTfygAawxwmlM3N8fiWjPDZJwe39kmhNBoO8svTfsrh2d8zjf0Q1bcqX65VIYx4l0f8cYJ4xT0JjSSEkRwsT5cMd8Gjk+wN1JaZj3aObllve72b/N+v2W7bNrXNwQrSE6xxjOxJNQhY8eZaeaA9NUu9ZqPW2xbJHjP0dRCiio+rY+d1/PcxMVYPkqEWZ6pcXcDLC9BvMNHOqCN6DZ2dYMtt/A7gquX6gS4qargX24rMaNWhtYMprnt3y+92WFULMV1Yyh7zf4foPveny3qx+9YEyv9LmUoO9xmy1u2+N6w+bZcwwR+9/f8NE3Mwn9bk+74LRAwwkNQFzlWh8qysj1lur9FyRFxGUQi7FCydrIOMYCpTotYSaEwhzLZSwktM3AuidQUzMNKE06nsBFBWGzRIxL4CyT68nOUExhSpk5l0cU0B+bCWhRzU+A6x5uruDmhWV309FtthjXIcYhxZIKuFIdKQAxPx+wAnIRctF1OBXtaZZToUjNCpvWrsKCE0yxSpnuOo2K9hvcsMUOA6bvsUn7OjYK2vugwf0S1mpI19+vrUNt3VmDqvZ7e86vhZEl6N71Bu1juHYCfw47PBz4b//Xf+Pj6z0mzLz8Dy9wNegwTlUZdJ45HL7m/tuvufvqK+5ef83D7Yn7V4H7A5xXF9dZ2PaW7baj3/Tsdhu6fqBzPRs/4K3HOQ++w1uHt1Z7UhkBKSpv7qDrOs1IWME6IRsgF6zTukhjLF2m1j4FoCdlFX8pphaTi5BSIiEEtN5baoDUWIvxjt2zG4rzdLs9/fWGlLOyl3yv2TRr2V5t6bcb+n1PNwwqk28jYQ7kUtQhLwrcmpR3yoXbU+DudOAhnSidfL/H/NTz/w1b2yNa384e9YuarSXSmw/c1rb2e0sACkvQ92nCoe1HrW7TPvnZXg9QZv2DVKcmCbw5awb5lkVUp9ko8CoL33zzmt+/esN4PCOSEftU+/epPQ1Ff799WOAKKClrdLdbejJIzpRYG3LmhMRMCUKctDHs9ADnOzidtBZpKgtK7saLxoI6HiwR31RUFCKU5eY2Sdh1gGJd3L0+1s5nQ+BNBaWBqzaI1uIBa2rh25zYS6TY6OdugyYVbe55GOGrSZ3U92EiQiqJWNA+PcUg5NZWjOKresTZYgfBFfCzCk0U6zExY20BY6rTn5E8M57OjKcDt6+/5YvPD7y+nfi3I3yVFo5syxpeJptoD6zjGe6PEDgjxXA+wrdfJc4nYT5DPxR8Z+h6oR8yfRdxfiYlXTS3+4l+d2C4ec32eoP1mtWyTpUQvcnEENVpKpoNLWmhc34IokG+3zFsn2G7cAnbp+EB3wdslxBTKWMsi0ujdjXp9bWEahuHHd8PrByL6lcb281pLqjjH7I2Wv5mhGIh1GxILnCblqzkFhV/8QK7EfwM3Qn2d9rXajdArTPGFghH5VGv598vUXO1tkyrrFlMXAeuB9drBqsWGAgFsQVjMtZlvOsxtiNfwxbPx3+Y+MObGdfPvP68nosFPAqPqbITCoJS4dI/3bT1wkitGVTqbUyFGBIpFqZJmyqmAOeT9gGZo3AItYdVVvpSA1etHvQBBcQ9StPbJFWJ9EG/rnFQqsx8aQ5KKZRcQBPI9PLnM76NLroH9r02D99soescvkacXWXUiWTNnrcsUqmBm6xg613apV2B0ch8y05p1r5SAY3T+jqru4itgj/GCRiHsXZptoq9RNh/CjX312ZtT3wKrtp1XSsJNmC1Blhrt+ZRFvXn/uA/0d6XOEmcE1//2y2f//GP9F1i0/9HjLeIEY7nqfbxDJzuX3F89Q33r77m/tt7Hu4TD3caaE6rdJoxhs4bus4x9F1l/XQ45xVYWVX6wxpsE7CSlql14FXkp6sZppwLNhWs07ICpFRRHVS8yjssPSLgiieXjpTnOqczYkTpgiVTUkJi0lYXKVNCRsaIj4UtBtvtKK7U9jWO5ir7OSMlMOcjR2Pxfad0YpICQGcvA61YQyhG97E0c06JOQvd3uFDVSJbO4itWBiWSPy6Edpv2NrXbJejsQ3afP6OUE2tj7JNCaO6Ls0HWWsPNHDVKOltPVifj3oaaVUqRRldkaX84GlAp70mA9M8cZ7OnMYTYZpxXcD4gfUNXgdPpe4xP8Y+OHAlNQK5RjFSijZ6zbk2dxOkKoqlWRXE5pq1GudFvruw6OzDomzyNqCzXviFx8V164V9DYgatmk3XVb/b6/NT163pmmt+aXr115uq1nOU0Qj1NMsnEZ4iCo3/j5MEHLJykGmaGS4ovw8CyVbyBYzWWwRXBG6eaZQe2t4da4EsGIRMjmMHB/uOR0f+PbVA1+9mnh1n/k6LJNiHfFeizPEqDU+4wxiIynC7Wv46ms4H5Ti2Q/gO2Hohc0AfZ9xNqoSXYLNLjLsYXuE3bMB11m63tBvOjpn6DstttVovwKDVB5HVX5p891AN+wwzlFCQFLCdQPOZ6xNF8ejZR/WjksDUO14Wiv4VPGnWXOE2qJpnvye0L0nBqVvNupge4/WbiCy9L/xArtYAxQzbE6qXLfrYOg0s3Xd6wtzWj4nLPP3l7IFCSvJAAAgAElEQVTvOk+VFmi9ciKdV5+jgitEMDgcgskZYzx+lxCBq48mPvrdl+R45OXXkYekEbb1vWubzWUDquCqZfcuwoWi7Q6yaC1QlsI8Z8JcOB51jswzHI5celAdWWiHb3gMrpr8fqu5MlQqYl2XpDM4TG0CqjWVGS7y7q2Zeic/7HS28Teg4Lv3mvl0Xp0+8yT3VUQuNRuNpmeM1m28a3DVsmmuKkQKKC2xqRJWgGVY+lqpFH/9W+0gb6yCsVJ7Xq2pub9la/vh2p7WW1Xdxcvz27qyphCtwVXbOz9UUPo+7mnOhdPDyLfffsPVleFvPr7C9Q6xMI4TJUZyDITDA9PhwHR4YDzOTEdhnpTe+0jdzWhtctc5pQX22lLFOY+zHmdUGRBjVdnPu/pF7WqcaybWi2Bs1tqm7FTsKEttts2jOsRSwJaMEwehUFRSuNJs1Q+RXCgpkWpfGwmRcJopIWBSosso/RqplN2ilMIpIy5QxoAtCdd7cBbbg/WWvutVZMgZsnekYgkZxhSYcmIuBbexuK3FzPlR+sTsAFfHYXMQgAt3/Dc8sZsP22xN+VurA16SD0bZ0Mbr3iFxAVdrJeGZx/5yO2eTb38bVV3p2gtQO1KDvT/w+WOKhKDlIClGSmp1QcsqI2b9PsKP7X30wYEri2BKQVJBSqp6w0AWJAkSFViVCHmuEtAjzEeY0hLVbTemAaqnHNE16GmXqoGthrrN6vF1KrS9NvB4UX96/vVNjTweCG0zXTs07RxtE0pFe2H5qDd4ksLrb+D1a41Yv1cOujWYlGt9klLrimRChGIKYmEOO6zvsL4n5hHX9VjfY3ZGM18xEm0hpch0PvL61S33h5nPvxG+FE0tv61fkbA0V75kWlLtqVRrV7/5N/iXW3io4NpGvYdXqBM/GJ3gLfvlDWw2sN/D1ccz2yt49gKuP7LkwZKjBSlkhKnAocB9Xoo5PwQbdldsr59T5qn2ZLOk3R2uS2DnCwW1CU+0dX7D0rB3HXEy9fFrljH/9F40B7Op//Xo9d3X17X590097oCvWYQ1HlgWxxsed2Jvgg26KcMuwPOg/TH+C/CRg8HCttOGxe4D3LSMMSpm4Qec7/Hdpjp/OuMtQNdaRxRyiHgHZjPge8cn+US32/H69T8SX6vaZaNAtkBooxMfUFrgOFbVwFp7pR9E3zNnXUKnOXM8alPnV6/gmHVM3/FYJr/NrweWIEKToD7zuE9J234i6iQZ3yG+o1hPth2lGFUA8x22m+mL3lOzOvdTR9qv3qP1XEuiAHCKBR8z81yYhoK4gkngo4ATfBKwpWay0jsHVx5Db9wCIOs+q7HAVe0XmuHXa+KVEurB+A6cp1hPLJY5C1PMlz3lt25vA0H9k0Pe8tx1PVYDX+uo9TpY+dds/+N//A9Op2/55Hrg+npHP3QqvhITEgLxdE86HSjnkTLr3mnyd6+dtYb9rmO/79nsB66uNnRdj3Ue4walI0iFu5UeqGlzq14zHgRMLrg+4nKGnMndoMCoCJbaeBulNUhWZdOcEzklxBaKSXhrYdhhihDdWZsMh8Tp9oHp9sB8HDndnSjTTImJIlTpdlQSvmRiTirTboS5N2y3A35w+J3j+qMrdldbXrx8Sb/12M4R2TLnyDllbuczb+LMoRRMv6W7sWz7oOPPFsRl3MaAU13WOQg5oAtY69Vy5reflq7W2BXNf257e8tmufpg0VLTS+B3RPece/RyrYPX62zVU3GL9p7taGAsovvj94ErD2wFSk7MYeZ0HpnmmT4F+qLlLxijDIX195MWuPvz1+KDA1dqNQRrHdiiDYJrEVKxLWKoRfSX6HsNYTUncXUm4DGVaJ0FCU/+1pzKNQJfy6+vKX3rrO+aD/o0s7V+f/PkXE8j75fNmRr1rRk6YyAHuI/aDO29Aiu091MqCVsziyVr3VUUiCgX2smM8RHjZ6ITcJZiDHMpTKlwmDMPwCiZY4wcxsAUhaMs9K7vG7PtekfqOu7BDapIB/DsObx4ADcv1KUOlfS+3irFrOuq0mLW69lvYLOH/Q1srgxX157drr9QF3MqpFocG2dt2vwgH04j9q7f0G+vyNZpfU1OuH5Te4rpc9qCswamhcWRaRTYNi7bGG01EG/L0K1zBy1C1VPphqaqy62uU6NRBhYGRQc8Z1l8Xf17y3I1sYsbKkA2ShHEqprdsehC/KHtVwIUo8pTlxogwMjC5TYoVc/Udc5ap/UL2z3D1TM2z05cf9zz7JQ4ngpblvHfnMkJ/f7bDDczPB+htxB6LoImzjVasaErwtBDydp4mhHstASJtOJhGSMNAAX0XswsgHxDzSpRNxCjGaScMyknLQQvhiKqDkbJOCs4q0GNXr7Lu3867lpXh6b50IT1mlaEqaFKoa5HtfaplCqmk7UO9F2adZau97Wv12OZ9UXgomAqFdJYUwvqW7RTdytDqVuc9vRz5cOmt70raw5Sestja/DU9uGnztP69/X/f8t1an+JHR8Kgw8c7l/R+2d4owo1EgI5zKTpTI6BktFgXHlc8tDMGPCuYFvGyaZl0lkNFuhFr7uJQRedhmpUPljHeC6Xx22v4i62CKoDaDCCzlUMeNGnWvS8VaVAe2mCcQXXGXxn8V7TQqUEYpooMSBzIuVcKYpW16KsZQAxFKKBlIXiI+JF198qRlMkE7MGRILMnLLwELUBeoiGUjz9/opdN1CGpCIetiAu4gfNEkYy0zwTY2JyM6mrtUAbHm/A3xe5hMeb66/U2vxd+xMWHRLForV3NdlZfE2UyHJp2nhs68IaOK0TE+tLWFZ/a3vlxPczcDoDewfDMGjgwFT+WSmQUz2fBafiK7p5m1qm9GulBVbEqDNMtGjROYzVWScaB9QLLI+Pp2PSPPn/+qas+ZyPIo48pkg1p3NdI7VGx+09n6qerJ1P4An+fezwvi1T075fTpV2Y7QZ6ykqEHnfJpLJJS8KWUULuOdKQc6ALbE2EgZHIRshSuZhTBwDvJm10PeERimeinj8kK3BVTZc6ktcD71RdbkXm9pbrOh61tcJ9OxKHcp+Y/R6RkGMKtp1OwVXw96yufIMmx4MpDiTRJAspKS9z6bpMV3xlzbX9fTDVsdQmJAUcN0G23mtvTEtqr5cvzbe1zUNa6emLYYtM/WD45PHwYXmFHu49DkyLJGpdYPsHgVX7XdYKGjNuR+Aa6MAeVeBQjEqhtF6ynyI+1ARg7YjkHo9l095Cf5cvESjVDHncd0Gt93jd1dsbnp2fWFPYeCxjGyj9B+AnShFeBxh4yDsasbHU4XpDIjBewVXFAh7da5c1GxXA8INXLUs+xpcNaW3gYWyN7AS8pGCFNShKZCMJaN1EpSi9aMVXDXhh7WqcRuPFzqJ0ftt7AKwjFU6nqlNi9t1VOxSex82cFXefc2VSk1rU9MGmsrqfXMFVmRtFmxZwJXIaodpn6t+p7X0+G8ZYDXwnJ48tgZWbR1aU37gMah6Cgae/v+v1aYRTofE6eENNztL9gXEUeJMDhNpHjWLVXT+G/muXwK6XnlXcFYBFiZWJeCCMTWf3AAUy1jWAV3HdyuucXVUi2jAzxjdwBsdMGvwtoiuV6Z9NqP0XpECNQhhHXS9x6SOrvc4b7S/UZ1TIoWSkzoHVSVQ2qQyTseZgHeOzintsTUzLmg2QrIwl8gpFg6xMIVCSgaho9vt2HQF+sKw6TG2gAu43iNWCCXRDSfmMFEkIr4gM0jPEl1sHj88jh4sF/8xYviV2jpYdAFXdgWuKtCSmgRtdL51oOQpuGq++bqk521Bl6eJkLfhgt7Czls2m4Gu6xRclVLLjjK5jmFjNQDQ+l+pIu+PW20+OHDlbKf1CkZviWh1tjYQjpkYhTALYdRsQhhVfn2Wxx2iL3OKxzVPiaVeYe1IXN6fxwW27snfYRk4TZJSeFx30m7yOgO2/kwnFqfz+6zVroyjOpTGwfFelfLet4kIUQomJ0wWclnWihMrkBhrHRwQztNF1ewrWZo0vm1z/DHWKJR/Ar56o1HszRVkbXND/wL+8F8hnrX+rjP6+GYD2ytDv7X0jaIlhUJUZRkP232HHxxu6xEn5JKYUuA0Fk5H4as/wRev4PMH+IJfpq/S26wbBob9ns47rCQMQthf029f0w3fHb9t/LUhtFa4bGZRJ7uBrvXcof6cUJDcoVmlTX3OFgW03iqFzyWVXW+Zj7R6D4fSvxot8Ome0oQzrq9hO8DNBr69g9cj/APw34H/l7dHpX5JE4FQCiGreIVNqdYMaC1iWxFyDQjlbMhiKcWQYmYWQ7AO0w14F+lMonviBLW1547lOr18ABO1Pm23V0EQmyAbBRsFZe9Yp9HCvtem2t1BVUfnuMzlCS5KkhEumbORBXRfsdTepQR4rYkNYyBRiKYw40glE1JCsqJ8ZxRgWVmaR67XTEOlkVitteq6evTgvdO6D+drwE0bNZu6apd6HUuLnr9jlzvlwhQyx2kiW4s4Tx8iuA7bJVzIdCbhTAKfsc5UdchCzJkQyxNlRkcxHovBa+x+6d3yTj/5h2HrwGWzzmsms8/LeBCWAFbbR9ve/XS/fRs4+Gu2HCOHrz7nhQ9syw1m2JCmwDzNhPFInuaL1+mM1rQSH483a4TeJjo34y04dJ6BV7WAS6G4q8ihZZmat7y+O/XJkhXZWKrCWAVYxUKy2GQZxFBcpjinTZCTxWRL3ztt0F0S3eYGCYHt9pqb7XOm+xNX+zfE40QaA3FOXDgCpWI4K1g0+1V6w9WzPd2mo9/3SJcpDoLzRAOhJL6dZl5H4S4Lh5CZ8JSuZ+N2uAE6MXS9AyeIDxin4MyUCJ3F9R0i0A0jMUamSUtYpFEzWtRqnaZ56mRmFv3wX+Fi0Jgna3E4V3RPMrYmRIpmrUpZvmILNDVQ1fyNi4otjwEWLOBtbev14qltgY/2Gz57ec3N8z2b/QCdI4SJeTrjh4FinTJKZB3mUfQv5lcKrjDaD8QYC4Kyciu8FTGKNFq08smVW2eLLpHN1d+ac9kyT+2GrV/zNBLf8fbiucKibiRP/r6mNLTztk1iTcP5IYlWYclchZrbPEetw3rfttRZqYMUUUeryTO3YMwauB5kUTY78P3p2b/EWv3HfYT9BIeTNlne9Npgud9VCnhVhnRWnUi3UUoCPTXFq04aRjAW/E5pdGLUCcq1N0+IwtyUCSPcyV+Wbfu5zRhVHbO+J/kB3w215s1qtN8si86a8rpeyNbjti1SbdwLi/BFu3dtwRvR+3qH1kQ51OG+KpWS2dXG2QVu8gKu1vNtHZB4+tNVYDxUQDBlOGR4U+CPLBnQD3HfyaJS3bYUUsoKrmgy4S3oaxApdV5pQ1rJiZgSMeUL5ZkKRBogXd+HJst+BE4ZNkGboVur9D/TVf+nZnlbrXmP+jolQ1d7guQCNj8eC+1+tDWwgd42phJK5zBxYQnNNpMQkskkb7WYPGeKLuZYFRNTZTC70PxgwUO9VZB4AVUd+M5gnartLSp9bS1uXffqVRalF33XY/n33tdCyIkpRIyP2D4wx4TxERcDPgQyFo/TiLYrCq6y9hsKIRFSIOSoKorII8n49b71IY7rn8VqssOuNAKW+/q43rms/gaPg6d/Ndfrz1jOcHsrPL85MXQZl3bMITJPgTjNpKgy5dbqHtlZDUQWWTurgrcBi8eIwZpZ6xNwmhFqkSE82IRJSTn6tFqsurMYC1X9WVJSlWEBg9cIj3H6WCqUmAkhUqL25JrCrMrQOZElk6XUYKjBiMNvPH7X4VOH3/ekkhCjAE6ysmukCNYZnDMYZ3HeYTee/nqDGzxmcEQDUQrnEDkXYSzC/Zw5FsskjuwHjPV0tgPp8Bg6Y+h6D66QbQArFAquzBirTdpLTjgPMTowgWQL2WnA/BLBXzuAa6divUH/imu1nmaRTqL+a4xgqm5EEwlbB17ftg4033KtebD21c2TY82EgKX8oDfwYr/hdx8/59PPXvL8o4+5uXnGrt/iUMxRclZVQCtIbTMgON1Em2P+I+yDA1ditWDYVFqgdgWrwEos0n6HC7viItbE8vNtaHbNBV2Dq6ebWnP8OpaeQG0+wHLDO5YbvQZecfX4up6l3fRWg7KmR7z1Wog6QClqgGfMf/41P4e1mqtcHcMW3W4OdqN8tcdG4DXvXol0Da52E9yfYLvT67odwG7B9xq199ZcJJtd57CdxfRWe2w4h+kc1ogeG4BMzoGYtJlhzNpYcZrhcIa7Kmbxc/cs+UvM2vp9BLzvyVVEwXqnlDAeLzZt7Ld7kliyW+to0Tpo0OTa1wJIhcWpb+DKopkoRKlqvdWFzGaV9w6y9LEoq/dpzrozyzzrUIe6v1KgbAycqwDDbYF/Zeld8eHZiiKWMo4qOVwbaiO66RtrNWiR1HkoOVNSVtGXGLX3yoVW+DgO3KzNuRO6cW2TtqPwHQv1p/bI87ZFcfX3nFUUpEt188oK4sxqwq7ft42R9Tp5CWAHDQJlC5MvaCtQMINmkXL7HraWZtT38H4BWMBFTrd3et87r+Cq67XOQgvqPRh7aTAKXOqe2sx8WyD4XViqC/I0B/0cXcc2JHAR4wNuCngxeCy4GWvzRcUwx8w8B+YYCSmQSlIq5ZMP+nN87g/ZtDn9Y0dovVatKfxr+9Ay1h+KpQSv3sDHL05suok+RWJMzCFVcKWZAmt07nU12NKoxgDGFJwJWHU3MXSqwFdqI/IskAVjO8gRTFDaCuqrYXoUohldWFIhh0TRJlUYOl0IcJppjpkcCucxkFMmx8w0jfpeolmvUqIGI2r0z3YWt3G41OH2HlM8YjPiCiVKBZGiNN7OQlcbDm83uKsB01myN0yxMOfCwxR4SFn3mWA5GcdkHWW7x7qe3vdY0yHGUKyhHzrEZhIzYoUiCVecgitvQBLeQ4wWIRGtEJ0Q1zz8tuHC4yzWevP9lcq5t/2h7fkj+nVmgT4t+0lLNrSgb/O9n+oVtPM0cLVO+K39nPVlXQdse7TE4No5fvdsz2effszf/OH3PP/4JdfXz9j3O1XALEJJBaFgbKE4h606D8axonj/efvgwNWcHHN0qiWTIAfDNMF5EuZJGKfCOAvTrBS5McKYqiQxC6JdBwTW0a9W6Naysw30tAhtA0qteLupVrXnrGmya+S8jrS1KP385HntvRv95vusvX9vtS7I+l92M/Gd5fp5D6dAjoU0LwP+iH6fkUXpZS0d/S6tXdevADlD/4XWZaSsvXButrDpHVebDf1mj+96rOtwXYftPLbrNfJtIeeEFC2IndOJGDL5nFSacy6cj3D/AHd38Ppbderv/8zne9/WDxu2uz3EiKHgHcwPVwy7PcN2y4bxIjqwDg7AMlbX82W9ULWFYcMyl2aWRazRxN6gC1djMMzAC4HroGIh1ivlx9Q3m8oKXBm9f8qlV+dbDLgt2B7MDozqIWBnbVx7B/w9Hw6wasp5rdmviDBNI85B13lKNo+uqz6pVMqBkHMk5ZmSAzKdydOJNJ+YpyNjTIzl+7nj7Xo3paUuw3YE1yl4MrICz4WLpKx1GoQQYO9rA+cd2FF73mxGXVNTjWYbo/dslmU9O7NsdlE0szhmOKdlHG2iilg4q+/ZaEhNWKzfaB2FMab2rNIMVNei6h5224G+6xiGnu1+y3bTM2w29P1A1w/6s+vxvsP7Hu86vHOYjG6W79AKEER4fTjg50g3Js7Rsd3u2F1lboKjHwb8NrIZM845BVcCKSUeHg4cTifOp5GH48g4BsagWb11JPa3am/7jg9hiWwf0HnUmme3QNaHEsz6NVgo8McH6P8onN8knj1/qL1/hMMI4aRHY8XkeZG+bqaZq4g3Bm/ysm4VKKnDiNY9inQY0YwOeeJSPCO6tpEzzJmSCmEMxCjkYkCqirBTjkQJhRwLYS5LFmuetT9e1tkhkkFmDcgg2M6zudrT9QNus2OeIzEk4hgIszZOTjFeAjreaJC1G3rc1mkPyJSIeeRUJl7NI8dsmMUw2oHUb7D9nn73nNxtyH6jEW6nkZ/OG4qJGBkpJlMkUbJXSrJ3ZAriDMZbkkSsmzFe1/PytIYEHi/wa6rIh7LR/YXW1G1bSUBjObUa66YmaFj88Aaomi+yZsmcWXpgrSmBLfC3DgK2hMgWVTF2Bq728PL5Cz56/pzf/93f8tGnv+Pl7/6G62cf4/s9McP5PBOLIRpL3/c473FZ+4Xq3mTJcSbHH1d1/0GBK8EQC8QCLmswJEdhjpWiFYoes9K1QtCGpbE8lld/22LcblRD042Wl3mcilzT/NYZK4s6GbZly3iMntfv22pV2uMNnTdH6Icocg19e1Ojt7Ww4R3XZv9F1iLvtVPPoxTtCd0UW01Vq0P7uSyjDr0T7Y20faNr+NDp/RELe6eRKtN3+GGD6zuc7zCuqwWUKpcquVAwhCKEVDhPieOhMI1weIDbW7i/h/uy9Pr5kDZ67aGjnqtm5Lp6eIx1l6hwc4jL6nd4LNDy9HutI0FrcQtYeNBrCmHLgvWoU39T4CpAVyN1Xns24ldpYr/sVcoqMRoUdVs9WeqUQhACvHmALyN8zhK9+iWtBUBaz6cFXEEMkeAtJWet3abFcavGnID1jWKTiCVQ0kyZRs7nE+fjidMxc4ryg/NqzT2/CJZIDRYnvW5iFk67rcwGOqUBlnqDTVczhlJLIArEunhJ4SKK0gIqlwwyy4Z3WVPrQLLU7JjoGOjR99bPYLDe0A9eC4aNZpmlpq58A1fO0PU9vuvw/YDv+pqZ7ep419orW/nxxlqMdRjrsJKXlNg7tiKZmAJlgocHr7SrVBAs/WZDnzIpSwVXdb3JhfM0cTyPnE56xDCTS/yrpbUJOl4alXxcHb/SgP0HYVng9VnXgTHo5JWigegUUKlw4SKF/d3aFMFIwJRKncmmireAJF9LMwzYHpM9NnkwXqlUuVCy0d5zKVHmQoqZcZwYx0SOgjU91m+wrsfZnpKgJCFEWxNVhTBp1teI9thUcBUgGa3ET6kyEB3dpgfvcUOhGzb0QcFVjAljRNccykXtM3soORFy5jSNnMaJKWSC6Ummx2+uMdsbynBF2T6jdIPSA0uliDmDtvZyiAiWRBaHsxlXAsVkzajljlJSXasSzmWM01IEaQ6mXC75crTH31bw/yux5ieeWYSQ1r011wmLuHr+GlQ1X70dLcO1DtKsL9maun5pFdN7+sHz4sUNLz99yctPPub3f/u3vPjoE1589JL99XM2Ww3E0yjnYipFXQVSMtovzWApKWkvrB9hHxS4AojZEJIqKJUAcRamuTBOmWnKjGNmmrgcIS7gqjmLa3rgetFoN7DdqBYRXgcSmqO5phY6uMgA19KB76iYlNWxjlK391yj7x+SHG9OW7eixYitNJ+fckHfgUlt1KkSywtIbMDqlqWVw/uw12hU3Waw3yoVyhhd8xNwfWOwYsBYuk2H6XuM9wgdhUJBe8sUASnCORSmMfFwTNy91l5Ad/dw+y08nPX7NfrjB2XGYIzVHmTWqeKcVWCFsaiqpjxywtfZKoter1bL85S7vA4w+NXzmqrfemNu97+BsKFo/7mdU0XGfoBuA5vKCLGVquYbuOrVKYhFgVhGqW7nAMcjfPEN/CN6fAhOV4uMbXk8l0WEOAdmhGgt1qRGXrvQlI2A670+XjKpzOQ4EU8PHO7vuX/zwP2bwkPQcdd6Tv05cNXWtlyUSjzX350Dn1YUQfWXlIrRaDambn5Wo9/OqF8lsYI1WaTyJ3QOvuaH+74l0axl66dmLRgPXWdw3tH3G2zlBRqzrKJaL2nwzlZQ5XF9j+uHpXdejXzruK+Ayjqs08OIrbVuP4cJkgMpBx7mgutH+imQRRi2W4YQCDHhXFVWM4ZcCsfzyMPhzOF4ZDwcoIyVTvXXay1jcqG38gGus79CezXCmxEOd8u63qhXzW9v+8B31hYpkCckZyQ5begrhVwUXJUMkkHc8KihcMlKxwtRac45J+IoxJA5nY4cHybiXPDO4/0O5zf0bguVcphzj9QwVKppS2MgplRVRyOzFc2AIxpcNFbV+rzu+WZvKDGRYyJG9easEWKJWGvoO8s5RVIunMPMw+HEw3liDJ447Cj9ls3uJeb6GeyuCMMVxfeI73EJFQcyBWeFLA6yUEgYiUjOFAmIKfjUk1OstVcKsnJOWJc1sbfmwa43kIYQWmTzVwquYPELGrhqQllrQNR87jYOYQFXYXWsRejW1naNp8FgA2wtbPcD++s9v/vs7/jsP/yOTz97yX/+X/8Xnl294PrqOfsXV2yGLZthg/P+speA+rwlBWJxmKx7SgqREn+cysiHBa5EOI2Jh6PBWqGcJtI8M55HDm/OTOfI4SFzPsJca25OE0zhcePgdQ3UGlC1bEsDOY120BxJWLJKa/S76Svf0ta6TvXbKTWc3Gg3a1s7p+1z/JgIpaM2ZN3Dbgu7Zw5jO3I2xHHkdobDe96PC8JYIqWqijUhg1u0UezTXl0/t6X6/kfgS+DZCP/6r/Cfb+F3N5l0PnLzcmZ/3fORe0GfNviuIyahpETOkdvjPXEOhHnm/lA4HUTB1G2VtD2h2dF6f2/Q+3ficd3SL2o1IklRh90UKh9eaRS5Aqv1uFuv5+XJ0Z6zDqq1edAWP2Gh8bSgwYjWWx3RufUcBQR/A7zI8NkJtn1Vb9yiSoa9Ov2uZrBwFQjU6EbJkGa4/Qa+OsD/jdIB/4Ufs6z9/NZ43L2pY79+KCmFw90DcfBYa3Cuw9SrbmpxkBHBdXqFTc6keCbNI+Pda15/8SfefPOGr7+G26Tg5fuywU1psWUPL80aay2FybqJ50rFtKWuYy2jWQMSpWa6LmCtgtyQYYpLlv8BBVQP6Lz/PjWmZiOLQzcI9KUKhhmw1mjNYG1gpSVUFmME71RyXWsKO6UP2RodN45SVWTFaCpO2jZdgw2Xwvr3MlBGcohMKfJ1NNh+xG9GdprIXtkAACAASURBVPsZ5xy50gJzzoy3D+T5DSUcIJ/4QFaRX9Res1CHWkPr/2nvxjJ6fX/I1kyGZqVk5vFEZx2SLUk8qRRyEXLylKx1o9iObCzWmtqTM1NCZBxH0hyYziOHu5HTaeLVt7cc7gshCCIG3w14P3C9e45zPc52uG7Ppa6+igtIFs5hJuWMpEC2YIxjbwe6vsN5T+c32Koi2ncbKAXJhZhjFSfIHMcHBWjZcDvd8zCe+dPre+6PZw3o7Z9hNz2uu6LbPae7+RRz/Vwza74je08JiVQySWJVIPSYLBhJGPFYU3A5UkSwbsD6iC0ZQl23jNX62jXXdR2dX/Ph1sd3rFv98ZfmcPywXdrn1P83tksT02r1Ve3v7ffmqzdV6rfVXa6tlfVsgJfXA/vtlusXn/Dxp5/w/OMX/Jf/+nd8+tnv+fjTT/nbP/yO7eaKYdhBJ1gMtlT+uhFKjkqJt+CzYFynInspkcJESucftbd8UOBKgHnOTJPBmEIeA2maOZ9mjqfEeMocjppZmGcFVucAc3rcr+r7bF1/tXaQ15SXtzmjzmnE1XSQWuGKrZmPt5xoHWxYn6cNgNZP5um0aANv42AzWLY7x26nIgWlGJ5fJU4lc4jvd1Nu9OkWvV5HGX9uGuD32ZrOlurNMyc4F9h/WXiZIjeTYLojwzDjO0+IWlieYub2cGaaEtM5cXdUlbX7WxiPSkVLtUmTdwocntWC/yN6jHwATn4da6JdENVxL+q8m1Xjt6fBr/a5vw9crTOza8rs0/O0+z6tzpFR57sBsCMK+soM6QTXRZs395uasapUQbGaIZmjjrUpw6sJPp/giwT/hNJBPxTnq4Er3zLadTILWs8XY1WizHLpi0SluSCCCZUqmBNhPhLnM+P9Haf7sVICF0XO7xtnDfiulZAGB5uhqiy2D9rwBjUoXaWXi6kZrFzrL0SDR1Ij06Us62XLWrVM2vzdj/Mda0B8RjPeqVSKYh2r1oiqBYICI9o4Myq9fOkYbCrw0gi5NCWydjRgResoJo8aOP+8pg6OlJk0nzE5k1NGUsFaW/sBZkpOxPODToLyIRBbPww7slCD/icV8N3bTxllIkJJUcGSNUiqgjtFyNFWcFUQfC0Z0JqunBJ5njkfz4T/n703fbLjSrL8fneL5S25AgSLrKrprlIvI7Wk/v8/6oskk0wzNmYa9ci6W7V0kQRB5Pa2iLibPvi97wWSIJksEkVwBk4LZiKReFtE3OvH/fg5w8hhc+Dmy4HNw8Tnn294eJC8LUYwbsRax8U60DiLc4am61CUKrYWSm0Mid0wEoII/gQlQk5719O0QhlumyW2kbnLvg1QjF4n74kxEHzgfndHDIEcMl8d7tkMAzf3e4aYwba07Rq3OMMtz3CLNc1yjVmsycqKNLyxBOUhiuqhVsK1NsrJnxMo7US9V4vojiqcqJzV0QsvzzsA82SzJjOPKVFfizkB7v2/W+bNC/vomM+B17V/jjPndPfveqcaMErR24bz8wvOztZcvfiE5y9ecHl9xae//jXXzz8WdcDLS5qmw9mOmMfj9ZKhiCOl4lkoDywzhgl0JnpP8E+TlXuvwBXA/uDZWflYw+7AdBjYPuy5v4tC17qTrtU0wXYjydiU3lT9q2/qMcVp3m58fN1m3mw9zpNO44S2pBtJsI9Vf42YlM/5UWU1m88rVh5o9fGYV/zn4YBOw7KF1bJhuW45O1/j2lYS6Slw5w98tf/Lppg5CU97TG+qxN3z06cItW18j5gUX4/g7+CXd4nrqwkfbmhaSeSnAH4SQ+DbO9gfYLuDu9IJHfbymHqWpNrCn1gMMqxvgD9ySgZ+ytBKobLw2ykGpjpHdIrolN64/udRr/3HtLJm9jvzzut84Xtb1HOwRToaDnhZjmvk3HyyhWdb+XPfQ7eQz9iUuauQxSx7GOSe3gaZsfp/Een1/4P3B1hV+kGH+DH5GbgCmREIKcmiXSi1KcbSUZRzlVWEnFDRMxwemA479jcvub0ZubsTAPNdIL52qurg7srAqhdD7bYt4Ko0cEKUzzdGuQeq8Xoona1QRYEquAoChOZd/w0CcDff47NKlOpjFsEN78FYqdZoVUhAqsKifCwYyPWnTv+V+UJ1BFVi2XEEXegjbzsVn44f20T429/lBP6e7C3x0HLYFjfDVEeyq4HFh5jH3U/9Aj7E1yMnUhxIQZO0JvtIChMxRsKoSFE6Q6EUSnJOeJ8IfsKPB3a3W8bdyO524PM/wO1r+Ld/g7uNrO9+AmUDxgWuLw90ney1qxWlm21QqhGDcx/ZbkdCyDL+hXS9+66l7Ttc07Lszmk66WQt+xWkRArirzd5zzhO3G5uCd4TfeD1fsPBR3YTsFrRtAv6y09ZXn2EW12gLq7pzi+xq3M0WgzRtSbZCR0DBINKEZWMrOdxIkZFSp6oHVp5dNk5c1bElAkhEarueG3FzE3tajIxl6T+2vI1q5T9TMBV7U7VvapF9s3qkVg7WPNief1I5iM83wVnNNAYy8XqjOef/Irr58/45JNf8/zFR1xdX/HXf/tbztZXLJdnLC56nLFYrRkHJZL/Ksj5SWJ8n7I8Y0IVgy4t4KrM8z1lZ3mvwFXOmVcvH4hbgMCw2TMeApuHyOsb2O9lFsaXKugQOfrB1Epy9WSpdNV6Cdbqa6UFvu2yLFvkkc6CFt+kdimqfaoVcHXkjRpJVkhgi3Z/8EJ9yRlMkIHunGGRThVmg3RD6qxCvY9aoLdinLroG7qmo207+m6J1Y7244Zx+gLnJ/51w1Pl9n9whASbUbpCW+AVJ1reuwqFUPHqPFwVUfi29OSBkwz8r2/g+QN89lL8kmwjIHHykryPh1JNjwLOc5LnWTaSmK5XcLGCttDXqt/Y8wf4xQPcHE4Uqfq89ZqaF59+LOn8BpE8v2MG6mJChYAOieQ9jBPpMBD3I/EwHvH+HCjNZdZrzCmCjxkJcx5zFW+Abwc6AblGNkji/znwArgCngH9CK2HVpXOS0FuMUuCv8vik/YZAq6+4qfrkL4t5kUaE998XTJzNcpQNxkdPeno/J5KdzGRCTLT4CeG/QPjfsfm1Z67u8j97qSK9LaocvVVzbRH1pOFgeVSTIS7ToBrfb3el/nUAnBiqjOHsj6pLDTM4CGW6rLPJ5+6LQKW/1zxqh0C2lzh1aY2Yc2u8Nw1aF2aVAqdTZGRzCSbSCaL4WRWlfUq84QFIMYkBs05CodXaSXKiH/xeYV6t5vCH4fTrvNTmGh8iA/x/SOnRBgPUsOI4KMW+4AQGIdM8tJFmnwghkgKgWGcmIbEsE08fBXZbxP3X8GrP8HDHXz5OWxCKYSXTUlryFuhjHcthDOwLmFtRpko4CpmHjb5KGw0JchkjB5RxqP1Dq3vsVaLSI7VZSYs41MmhIz3mSEHMX/VmeAiyhnMoqdZXdGtL+mWVyzPX9CcXcH6gmZ9iVmsSCGhy3xqUwzKfUm8lUqo7NBksspCDYwOnWSwOBfKckgKHxA1xCrNWI95pbNWMOeqDm/keHWHfsqAyfsRK2BdvvacZq/mRd/ak6i59x7Jc6p66FOExJa64WKx5qNffcqvfvPf8eLjj/n1X/01V9fPOTu/4PrqBU3XY11DSOK9mFMQP8SkUbmoLWnxtEpZPApD8CfmZs6E/Zbt/Q1PUZh7r8AVGTabA9oL7/ewmRgOmc0DvH4QGuDDcAL8c6nWesKkPXiq2pLeZKd+17xMlUuvw97GyCC+aRU0oiJyRNYpHyWmkxWBhWCyfO5J5h6qMWaKHA3KyaU1mt9MZFsjyXzTaqy1WFt5xC2ta1g4y7A/kMPE63HH3ks36V1HymX+gpOQxbclfz80KghYcGof13P+bTdaPb8D0JRkshlgUWhSlMp8KBV84Gisqq0k+cu+yLqv4exMzoezp3+rrJynMwe9h9sAXRAwML+26vVZP6c/5zRVYNMgnYnnnGYF5UlKFyQEUbHxnjR54hQIU8bPXtOc8lejLtOPhS7mtO/5a5nXzb6tk1ULcZU7Tfl6W442yVElWetR79E6E/kSAWn3vD/AqkZ9rSk/em1ZBrCzbLmoKD5HOWdyjEILTDITl6Ocs2nyTGNgGCLTJACoPma9BuafdVUprEctKjl9Mt51TfEI07KNWSdA0AXF5LMY2yYgZFEQVFIMSrEIT6RKOX1T8v3PvedrcctHMIWWaPcR46RaraxCa4XSogZmUhJJ42jQ0RSAmo4+I5X2l8v/RM3s9Hc/zRz4vCQx/9nPo8r8IT4EFFqUn2TMMWch5vgJHzx+SMQpEqfAYYhHmv1+OzHuC73+K9hv4O61zDDvNqdi5nz9yErYP0dBnrGsOymjreRRdeyi2F2RCn15SpmEqAim7GXNMrJ2lW2RouQutGdV9vgOTNvQdB2Liyu6i2v6s8tyXNGuLwiLFbZdoF2LTr5IbGR0+a/SlZVM6xyFNWqXndqHz5mYE7F0reJcSa0edWGvHYK38ePePDtv++F7F7XBsUBAVcdpr5qDjnluXnPvyo76PurT1ja0bc9yfcH6/JKziyvOr685u7hkvTqj7YQ6qq1F6VRmBpOwf1KCpMklKZSCXRLlSy9+hELrTITDgWl4GgPhvQJXOcPNV1v2Gg4T7B+kjbzZwY2HfT4JCswBvkKSz/q91qekWU1SlZ2Dq2+LfXmcA4AuYGcFuhFzGJWz3Gqako0kNEpmkmIm7cNRVc0EaEo13gWOMvNNmV/yaTaupaQ75lpN2zW4RmSHjWlo+47Voud61XO+bnnxfM24/c/8cRP50/7HPQdviwgMWT6bLaeZmncVlep0wakTWW+y3ROfu3ZOyHA1wGo4yX+CiCg0TrpURckVZ+F8KVW0xVI6iE1zksRXClYX8NFBKIVf3gq98O4O7qevq9vskApM7ZZ+33DI4vQL4BL4BKHdHR8rZfCReBgI+wF/OOCHA9MhMB7knNVC2bwrNU/1KlBT5fngtCg87mLV33tq4lo7wV8i50MjFay5eXCdGeo5dZtrIv7A+zvkPgemb3SuyIzTREiyU6qsj78vHL0CAKJQBXP0TCEwhsgwndaEY6EIuR/q+dPIRrVAPstlOVoj5rsVXDUttK0SdT1jSlFIuj1TSEw+4UNkmALjCIcDRCfVYTeB35QufDx1/p8yZ/VNUUYYRUZ/AjuBH8CYiDYR7Ypcv4PUgXMG5yyuFMqMMaTgyEaLRHPNnFKiyqnGGAhRJO5tmev6y8ZcBukxJP4QH+JnEikRx4OwWm1G+cTkB3zwHHaRafD4MbK5lfViHOHhSxh2AqTub2Uu/uFW6Pa+GBdXKphG9lKtpfDpnBy2aAroMuuckH/Qp9PaYEahNx9GAWM+iL/enCkyFzWre51DxJSaBlbXVyyvrnnx69/SX1zTrM5YfPIp5xcvaPoz9taK/Lp25DEIfTpDTrKem2zk+VRCK1PMkRHad5FUziGKj9bkGQ8j0z7hK2qoXau6sdUN1Tz6+jNePhpkj7pC8rgzTnv/3Bu57qGeN2d6X37P5zOLBc3ZOWfnz+S4vOb8+opVv2bR9bh+IX6n1qKtCCdpMo2Vomf0nt12K95qITOGQAyeOI5i+J4SMSbidsewPfCUid73C1wBn9/IiRknAVVDlPmLh3xKUt9WUc+z760ROh+2zDsX8ubbRCQeR6223yI0rEsgKIt1LbrrsbHOW2UMEVJG5USsN1Wk8FEUOoiOlS0VGEVG54yKmZDBpXR8L1mBdRbbWLquFVNMY0WOWIHTikW/onUtF+sLCJrr33/B8vcv+ddNEXV4R5HKZ1I7ChveLbjqkc/+jBMnt567apj6XdWMSp1aAisFZ0pkwK2V66N2pBorFKrqAbRoZKFvyjyQ0qeFWyloO9BOqKKmhbNzePYcdgfplE3lut1OcDvJa99yWkCeUoVRSJfqDFmYPgLODXzcQzNrH+QQyF4UINI4EvcH/G5PGLx4mfAm53leFKuXS1WbM7OjSpnCKVWsv1eBD3y3gs88KhjZ8Wb3qz72wJtiL08dZP2pIiH3Q/1ca+QM0csJykpU71BCETyOFWWOXZa6cccsVdwqid6Vx2t4U6yn0p97TuCqR65X68p8qAPTGFzbYdsGbQ1aWwFXCGCyIRJCRE8BOwXMIsAi4EPGT4nUgzlAuCuzWlk2yx/Ssa5d5Yic95hEwVAHUJ6jv1XsoWkjrpX1M6ZEUoq2MfI5KkVrrVCLgsVaUCpjgtSSlTEofPHN+ktEvcNWHKcKbG2VN3y/O+VD/Fcdpmwo6X1d2UrnahiIyYt0uJbulPeJYZMZdplhJwJQ+510qb76XL7fbuHhXvbBoSzgle2jdOmuG452HG0n+7CtrKwKsMphUChdBLUiTG3GB2gnUYn2hZ3io3TG6loVy/NlDdlAv4Tl2ZLr5884/9WnrK6e8eKT39BeP8Mu19jz5/TnV5i25xCiJJBKo4wleU8IAeJEThOZCXJE5dJrSROkiZQ8uSbiGZmzmhJhiqQpvVl9rV2sSk142+b8MwBXC065QX253ey45MRAqvt69W6szJ4tsi/cz77/vtE1PavFGZfXz7m6fsHF5Ucs+wuatkc3rVxcRhB602qKSC2NlTwqas04DAREPl/lSA6ecbcVSmz0+Gkg7h7YbF/9/GiBOcPDTl7U5GXO55BPJrW1IzCPCqgOnNyfoxGaHk5J2wrAP62hWqsfW6RTNkQIGLSyKOOkjQhkEsposirKOTmRTQITyVXBinwazjZgyyvIEaG+5HQ06ESBcQ7rLM41GGPQWmN0HY1UKGPpXEPXLvjlr0Se1I8Dt3nPZowM07tZsOdt27ouvKtQSHqyQG7OWumqFfzHyew3Ra2crBSsnRzLrlTInHSrTEnmumLpnXUBVWWRh9PGcJynKh0ukyEpoRn0S8VyUPgxMw3Qmkyzl+RxEPzNZvYY9fU/LhLMVXWugUsF1xqeGVg3cLWWrsIxu00JUkTlBDEK2Aqlm5pnRnqPPsta0ct8fbB0Dq7mBbV6VLPgUH4f3kINfxTfJKwxj8fdMXgaBfGninpPvO11pSRqjVnPf/v03ZFaXEEVszVAiwJhk0/dRMebn009n5Vu0VAKSqZ27RVKa4yVSp1xFmPFQyahRN0qJkxMZOcxTUA3E9l5Qkh4H5hUApvxY+ZwEEXWRX5a9//bPrO5UWQu77Eib0tRjlSSKLUpYXQgZY0yI9MkkivKaLxv0FpjYyAGhVYQgxZp6JzR+l0KWqjZ1/kZWQIt6E6qODmXARPzDY/zIf6bidKq0U0LOZGGP3d68d1HTpk4jeTsUTqCigSfCROMW1HUPWxhdyeiYtsHuP1K7Eu2OykuhnTyUKzLoBERQJyTAqWxMgttjeypugAsYxXWFYEapdBOC/06Klwjc1TWZ+mw+4y1mSlkKQz5U7FKWU0uXh+Lc8Pq4oyzZx9x9uwXrC6fsb58QXt1jelXqMUlzWKNci16mEhKF3KfFnpfCKKgmCZimlA+EJlIDKToSXEiBU/0nhg8fpKulS80/TzlNzXFa7W4bnDzQe2fQdTC6EqV4p4q+U0pwjX5VASsOVsVphg5Kc7WhskcZP05ZShrGpqmo18u6ZcrFgvxr2qaTsznTXOU63dO7ANqhzQXaqDW1RtRmCUxeKZhYPQDPkxMhy1h/8Bh/zRJp/cLXCGKMhpRl7pHPvj77/g3sfxOvUYXFprGQGdlUEYn8Flkhp/wOhLSllx7uIhwNSmWraFPFowl5SzKOVkduf4hRwKRrBsZZkSTVaJ6r+hcX23GlApyhKMdi1JgnEUbI7NWthGPF+VIyeK9YT8lFn1H2zd8+lctFx9/zF//w99z/r//b/yXP97zn/6/76Pj9f3jhyRWTwmFpChrpGMzp4pNnMDzU8DVR8DHCv7awbOP4PwS1osTvcAqmS8JUSoYZfzkmPgGIIcCdqzgGF1m8FSperSNos2GnCwJI3MsPrC68dw/ZOxLiK+lKl+v4ciJfvcYcNTZqjPgt8CVg+cLuLwSdb3VGTRV/x5QWdQBlco4k4gmYXWmNTIkfMGpo1vr51WzbG64/Ri81s99DsTq9Vo7SrWjckDe27d1hSvAqynoY0nWKpZRgV1lTMwpoO8bNVBzcpx/vKZUSgoZUv1TUVcQECUM/oSWmYAsoEAZofMZwO5PAqSPU/na7at89iVSgbOuACylUcqQTSkRK4t2jqwMSmkaZahmnV2hOwQfWU0TPgRG73GLA/vDRN8faL6Afge3w6na+OdE5tSN1LOf1TVcI4JB3QHag1wrwzrS9weW4wGdA23f0cVAqxU5R7AalSMpGigKjEJbkPf1bmIum1THtHtQZ3ISqjxpijBm3rNt9kP8BKFsg12t6dbXJD+y+/x3P/VL+sZIMTJst8dNwGfpRPlR5qg2G9hshQq4eRCRsa9eii3Ozp8M5eG0rrcUZVgHbfE6NIW+3DgBV60BZw3OWpp+UdYug7ZiNJqzOQrYTFFMgkOMHIYBX0yDQxIWUUqQ7AJsi2o62vNLFudXXH78S84++XcsLq64+MWnNGeX6G5B7peYpiErTZsGdAafIjlCnAJ+PDDs7vHTwDgeSGEiMRHUnqwyMXrG/Y7DYccw7nm4u+Ph/o79bsNwdzi1awbebGRXSkfdbJl9PRbn3r9wiI/lJxbOrQiB1Vl2l0QALKXTnhWQPGGDCIG94kf2R3UW07UsVktWZ2vWZ2es1ivapsO5ln55jjYKY6FrzPEzNiaTtRhhK7MFH0QMZRwY9zu2m3uxSplG9pst43bD7au7JxXu3rtVf8ynZLr6vDw1PDAomLSjdS2pbaFJaOMxaUBtw5PPZkIuhJcZrraeYAKpyTSNVDJCyqSsiTkRolR7Q4yMUxB1K2UEPGkjbtxakhlxexWEbFDFqbsMctdulZGOlRzFgjRnUkj4GCApsjZo17I8U/zm3/8PtOevWfSf88+/e8luDBx+RBTUNvDiDKY7uYFa3g1lSyPAasFpWH8+41kT9O96jCXSjr7SAkwuL0ScYtGX5LPcW7EO1yvpLlHGOGo3sf4sFYSiy+agNYKutEOrFq1asnbkrElBEfQG1Yz4OLDdSxXtLJw6PnNvh/n7axFi0Rmw7sVIen0O6+uWvjcseocxlWQI0Y/48QBhIKcJRUDphGsz/UKqSuTTTFPtPNbq0Mib63nLSSzBwte6XHOAVa+BoTx27SrPbQzq+6vnrb6OSiN4fMzBpiqPvyjP/T6BqwWnzuiax4IWmRgySknnSitRksrqJJmfY5RKaAwCbGImpiy0wAY5Z0FmNvNsg6rHXC2wytpaK4exoIvLvFbiF6W1xhpDVpqstHTcC+BTWWNSwjUG3Wp8iNjJEkrlN6SJ3T6yAJbDD9swjkWL2Z9hRrvldN7rWAIHKXokBdYdxH9Ea8a2kdfvHEYnwIKV3hzGkFQipj+nBvpdUeFtLQXUEe3CZ1JKTloEUp0k+EAJ/G89Fus1L377tyzWF/hx4JWFzauX+CcOx/8lI0WZd8+FwUiUeaphDzev4f5eqH8vP4P7QSxQXo+wjyf8AHJXlF6uUJgzqCTMItuAqpu81SgrFcvsnAxGtUu0sShtMLZDaQPKkrISZkAM2CQiA26c8DESYyyqooXU0SzBdaimp7m4oltfsLr+mMX1c7r1BXZxhl6dodse2g7jGtCKThl0SCgvEtD7w56vXt9w96c/MBw27IZ7YYWpiLIe3VgRYDtsGIaBYTxwc/8l42aLP4zSppk74s4rcnVjTY9+Pk8O3sM4FvlaRdMZ1quOWAp1OiT8GAhTYjyctBK+4IQxf1RgBZBFGKlf9HRdR9u2WGOF+aWQSnnWkBRGmyNVXyEsD1UE5KLRhJxIYSQMe/Z3r9lv7xgOO+5uX3PYbXh18zMFV3Ubqhvs96GgVTnHoB3JtGS3KDSZER0javddBKZTZOQiuAEe9hHdBGwfqTJaMUl1JMbM5APjFAghMg4CrrJOZKNR5giRS/YgJ7N2tLIurW8tswJaKYwRrwetNKao0FDUSmLxV9DKoYymaRwff/orXLOgVYr97sDN5sDt4BmGSPwR9NqdU5xfGG73gX0Spbc/VwHvm+LYZuZUC671Ycpz1ZTm29abqlCzBNYalgtYLIq3Uiddp9L5PUo1V0VHxQlYHRuNZWa+evIqDdoolFFk12BMh9WlFJeFjzpmBeaAD4n7G4+PmVU4JY71/T6mWx/9ilQxgu1FTKVdO5rW4ZoWpU91wRRl6FIn6RspldBG4VpF2yuWLqODVJJsPoGrelTlxXrUNLF+fWy5MQdYdTaqJvfzYshjxsMcXFWO9pyOOJ/xql2Mer5rx+19oQZWQYlKy1vyZuos4xRiGAkCmHJWJCWDs7mCqyhyxjFG2ZRylkJLaTYZK10cRanHcPp+ntY7pAtbZxTUkRYo/0IVgFXXnFrIUUqKPRpAG3LOWK3IRpNUxvmGJifcZGi6hBvysQr9Q2K+Znzb5lpzjaYM+RkDwxDQWuHaiWnyUoyaJlHzVEnmtnJGWUNWotL448b8rn2LHWZ1RE4JkTark6rvst//Id73UNbQr5Y8/8UnLFdnjIcDw27D/u7m/QRXCaaDFDRylhrB7qEoAb6G2yLk9NkruAtwk2RGvSqK1vXaIVd+ZUI0pdCXy+2jHKhGijiqzDiJ1GmHbjoBV8ZiXI/SFqWtFDBzFho8ss6axuNiEvnsXPbqrEjNEuV6aBe4i0va1QWL8yu6s0va1RmuXwolsO3QTYtxFpSiQcMURCEueva7Da9fvebV7/7AYXfHbngAZVAmY2zEdA2ZxDDsmKaJaRrYbR4Iu5E8hhOa+KbRy2+iA76nwApO2E8bjW0MzaIj5UiOkeQDWScSIuKxQ/Lo13z/nP6pkZKomjSuoWkanHNYbY9Uv3z0PhQxi/rZqvp/XfPuQgcNgTgNjLsH9ve37HYbbl99wX6/5e5+8/MEVzWx+nPQrVCeogR9VgAAIABJREFUFMEtSN0ZZnVOYzRmGsm6x95+hglPP7X3iOfO9Q1MYSLlB/xZQClFIhUZUs9ht2O7zaKcMwDGowzYHmxnMM7S9B3ZGrLRR5CFkjkqVWerrMFoJa1x04halm2wWqOVwicwXmOVISwszna0TcsnF4YXL37Jb//m7/m7f/h7Xr9+ye//+M/8L//rn3h1O/7gi9m2HWcvnnM9viQ9jDy/lyrEj1mPrQP6nyDzRitOCXWlE9Ub+tuidq6WwELLwKxtpOOUNaWLKElqyiIikJJwxKfiAZQL8FIZlCl0SFNeQwMYi2kb+sUl1vVY12PaFdo0aNXirl5wvh84f/YA5l9YfL4n/BPc5TdFgurrranaUXxDw2oJdgFTC5O2whduNXlm3hNjIEaP01mqftbQ9h3xvEfljjQemHYw7YQPH/KpY/UYDNUZqropzsEVvFlom1O5KkirNL7KevCzf1PnyCwnDvZcOcpwSqbnZuCVeleBdu2K/VTRcBIZqeDqnFMHsL7fmAI6J3F2j/o0nxUjKYovTAoyOBu9+MfEEMkzSUBbhFNUKvNXpeqbJzAFLHdWvMKaMpyWCr31KElehHVyAVIpy8xVLEIaMWd8nftMMKZIDEnmFzIEpSUDMhFl4g8GVhWW1PECeDutEmaWCoAK4AZZW5VOGDfSli5WUJDjROMsKXiyczTW4jQE/2ODmnol195uLRMUi8wkqoUy4F7lf/7tG97hh/hvJdaffsL1L3/Jp794Qduv2W23PHz5Oa/NezqLlyANRTo9ioz6wwPstvD6C/jyNXx5D/80new15ut9jaq9NFCKUlqof6oB08lhW4d1Lca2GK2xrsU2C9zZBaZ0rppuhdYOtND2UMIGIUsBxXspbKcUZZ1LstblbgVNj26XqPUV3dkF649+werZpzTLM5YXl9jFCtM0mEUHKFLOKLVlUCPZe+6+/Ip//b//H/7jf/iPfPV//Z/Ecfz6O10oGcIuBViRyc1f90H5pnjcpXpM4XgP41hsVZaoG4JqC2sg4uPIROSQA58jFMCXvNtVcLfdc9gfaGxD1y3o+hVtuxT/M6OORvWKSI76SItPprybnMBojFE4nVBxIE87wv6W3d1L7u9uefXZn9ju9txth58nuDJGNuAui2ltrZY/LRRZGXSzwHYrbH9G21qcn1DGsVrcM+U9d9PTSEb1ubfAIkbGcaL1LVprck6E0TMOnu1D5nYUSdBDyaR0LnMDPtG4QFYj2llU4zDGSTdKZC1QCGLWZSbCKI3WFq0cWluMabCmwWqHNQ5jy5+NxRiDcx22SdjWovUvWZ6taRcdm5uGzz9/zR8+e8VDkPv9z4m2bXjx8XOU1iwfdugv73h2COymzHb/5qBi/cwG3hSC+K7oEYpVjySM1Vi2+gi9bd15W1Rw1btiAFwVI+cL2ByhleeIFHn8fOpkHQUVtJzPXJ5AGYWxGtc6bNvi2l6qYK7D2gVq8rSDx3ULnm02KO7Y3d1hb2A/vql4OScZ9UBnTl2rtlO0zuBai3VONpi5M2oW4QStldw4jaVfdKi4wqqJPHh8H5kWGddA9HJMo7zPA6f5q7kqbBWvmK/3lbZVz6/iRBGs3aWq+vfYfD7PHnPubTWnRL5tL6mnyiBgpl5n74JkNVdVdLOj/rz+uUcAVn0fSysp9JxDn2KhBupMyqmoV+UivR6JwR/BVZqCeGnEeAT11Xet+OiKQXwBVyjQURT/VAVVupyLVFSzolCVZS5UWq8xJbKSrhRKC6AqJzRTZj8zxWgTMNLtUkZJU8b8OCyV+nnCTJeFr2+88/ui3of14qtzrillUsgkm0m6+JLoRCIQNOT0Y4OrCv/n5gazElAq7m65Aqu3JGIf4mcbS8So+8UK+mV/tEuhUG4348RmP7DdH/Aho5sW1y94/skveP7xCy6uzrFNT8r+RCF9DyNFOOxgCqK+t32QbtXdPfz+S/j8AF+Gk6n4nOr7OOpYxwZYJehiERwzkK0iOUcuxnzKOFTTotseu1igrUMZi+vXaN2AdsWYF3RpUeWcYfKoIAyAYiMo4KpfoZoFul2hl2c0/RrXLrDdEtd0GGWko28MVgmzKOdE31qyHxljYPfVDZt/+xMP//ovxHEUavfjGPKbC2PdJL9vJfAx//s9joB0o9ZDEIp8N5QRlswUIruQ2ISTJc67XgX3hwd2+3u8PxBjEP8znY9jN5ks888pkwq4ShnJw1UdAynssJhJUyQNE2G/Y9xtGHYbDtsNw/7AsH8afnjvwJWYJCvaDNbno5rWUyKX1FC5Dt0uMN2SpmvIjUdry3KxYO+DTGc++TElGT7EzDR5fEiyLuaMnwLjENlupStRt1SyJEB9hOWUWZiIaTI2Z4zSmAbktMpJVmUAXSmhBcpXkU+u4MqYFmcc1jZY29C4FmNlRkubBmUSRkHbLOiXa5q2Z//lgTOrGW5vxGchPEWd/+vRdi3PP36O7RvONhu6xvPifmK3i7zKSVQVyeyynK9AZpMyPksFPKc315u3JVK1c9Uicq22FIHVrFXylHXnCFKsULd1EaDISg71lgpRQiphoXSw5oOYGlD2WJiSJNNqjLPY1uH6Ftf1tMsltulx7QoVAu0Ucd2a6/t7VFbsb7cwRpqUj3L+tfgxp3l1DpquDPo2isYZnDUYWzLct7x7rZTIbWdHt+gwrGhMQE0b/MLjDwFnMnHIpIMAKx+Ld1kBlEM+nZdjy//Rsz0GVzXVtAiYmtP4qolwpRHWx5rLvn/TuZxfHxXsdbM/p0d/P//6XT/7pr8/0hYV9EquoYU6nZsqxGGQ7mIFCGX05wiuMhBDRqt0ROQxZ0JKYhqc4snwOQayD2X+SsCVLteoUjNp/CyaPAUXoQLoIraCKlRy5Bo+gatISAGdErrMJmRTJOFhltjJWU3l1c/VS+tJqx3fH7rnV2A1nzl8Wwfra8Q7VT6X8nd1TaiJVI6ZbDI5iXJrUqByKtTMHzPm/dp59lSkfjLIlb/l5Mj4IX7uoZBr8MIarjvNv//IcH59Qb9YYN0SnCNqzcvNjpev7/jyJnOYInaxpDu/4pOPX3Dx7Jrz8zUYxzjs3+vkOUU47EXqfJzg7hZevYKbe/jdDXwOfIVc5d91h1XgZZHi8yIV2rgqjV5jyNYKwLKNUPT6HrNYoq1DW4ft1yLupRsypqisygKQUyZbDyGiYpSEOSELVr9CNwtMt8YsVrjFEtsuBGAVcJWLJreRwRyyUnSNxSvQMbC7uWX78iX7zz/79jf5Q+Nx9Xi+OL6HEZFRsu0U6XJiNY5Ya9AKRh/Z+cx9gNv8btWlawzTlsOwYZoG8adKkaxLobDStSvEivHI5BC6vFwuKZWiXTEPjuNEGHZMh/3xGA8HpvFpynjvHbhqlx1GGyya7m5Hiul7XLuWTEvU3fFQ7QKTM9YtuPjonklbFtvtsbPyXZGRe2cI4mXkdiNWK1TO7LcT2zFxk8UodUsxH+aUm5xnWAdI94l24WlSRjmHdg5tNTlKqpq0QelMzkqSbi2D58o4XNfTdT2LszP6bkHbdrjlolBQslCKfBLrDKvItCyWH/FXv/krztY9dpGx/+GPfP5qy6vvcS5q9Gfn/Pp//kf+KkRSmNgf7onTRJhGtrd3+HHETxPDZss0DfhpZPdwx24zsbn3vH4F9x6+SrIw15stIknUGfAMAVcNIofe2NJRqjnM7A6tCdrj1KUq7a0RcOUa6QJExJzV1KQMeczqnXEYRPr/MMhmUkGPtkXAwsnj2WIu3K2XNKtLlufPaJfnNIsz2sUFtl1iuzNWGGLIjPuAti2XH73m6mzNvz3/HXevH3j9sijrBDFSrfe/VtD00CyKk3yjwGh8ykQfZRh45t2jGodZtDStQUeHih1to0jTmjg94+LikjTuiOOWcXsjXliHkbCBOII/wOZeaB/DRkBW7UbVtf4xkKlYt/5d7XpNnCRVa22/UswfUwTfBpIfP08lYNWZro7TLFelMGpOBK1vUh+sFMc5/bLSE2tXpAPaQllZnRXj8FYopRiZETiKnCB/lxUcPAQFfzoA/1RefM4EP0hFTMtGH3Ii5EScAil6op+I3ktnJQSiHyFGVDy9r8ZI99aqYn6dBavRgPYixKLTjGZ3rL6BjwkTo1TPY5bZgKzQSHccbSUJyfk4txBj8bKJgXHyjD4yTBP7ceIwJYbww0Rs6qzdY7+1qkBak7DaC6pzemugtdAv5HN3jcJYsQOX/KpIrtdKdrE+qEyPdxNVbuNtMD0/+vohfu5x6eB/Oof//h9/w8effsxvfvs3uG6JsQ1JWULOTDHy2asv+firO756fcfOe5Trcd2aq19+wuLsmvXynDQahrBB7XeCYt7DCAHuv4LNHrZ7+Owz+NMWXo7wn/j+9OyaiLdZHrvbQrBC21+6KMxjbcRHtF/hVue0F8+xrcxetd0aYxowjVCbcxZf0RRlrnLy4CMqJHzwkLUUrtsVqltgl2d0F89ol2d0l8/or5/TNB1OWbIzGKNpWo4V2EZ3DGZDShN/+MO/cnd38y4+5q/H403xPQbgUM5rAuUz5naLczLjtNlO3AR4HU8eje86JhJDGNnd3jEMe7z3YjnSN1jnyqagQUUBUiiSUlhdWQel3pgzOU74cYcft8RxQxr2pMOBcBjw+4h/oovCeweujOsxVtq/tlPYyYsG6BNu54whqYasWrJuyEaqIVqBspZ2dUZ/GFiZFh8n0hNPu0aSm5wgxUhIkFNiPyb2/qSQM7+QaqJQwdYyyEVovcxdKC1D17W6LfeVFtl2LXr8plAAawVHVec9LWpgJE1VPMlZSxUnJHKO5OxxbcdivebZ9RWfPLtBh4lwOzFT835SNG3D5UfPsWRyTvj4DNJEjp7Dw4Y4jkTvGXd7gh8I08D+7o7d9sD2fs/NZ/fcbwe+vN+xfg2HcHLkzgioqgqBb+3NzKrWenY83ppq8mYRJWRbwFGVT1ezdkkVqMi5gJxSpZsKuNLqlLSGdOpa2dbi+oZ20dIsWpq+pV10NIsW23TYriNrK0qELrMaLzFWYfzEMI6YpiXFe/wQ8FNiqANH5cJxRZbWarBKvzGUWZPG43lpHF3f0bQamyw6OXKbSL4h+57QaJJfkqYl09IQhwNxvyV0A3GM+H3EGhj3cDDy/kOQ4wiuZp3HbwJX9XOvM1KVIlgB1nymaj5vU2PesWB2fuviZGe/V48KluYCGRVoVTn5+roahIXjnIB2V6TqXfFa6UuXs3WwXLe4VuMajbWWVCgsKZT3oBPOOGJWbKbIlODwkFA8lOspM06emBAX+KQKuIrEyR9FSKKfBFzFJEcSsJRn6LN2sFS5Fs2se6tTEbCQHIOQYUpSBOo8aJNp2oAOQbjkMWCUksdLRt5LEqqiSLEHgvcisBHqXFggh0gOAlrm5+mpG2a9Jur5cLPzXMFVvY5mI2enc+dO3nTWGoyx6LL+KS3dfaUNSlnU7AZPtUj1TuMDkPqvPT7u4JeXPf/wd7/gb/7hb3n2i4958elv0LYlK8MQYYoB7T2rnPGuIy+WLKcAtkU3C9YXF7T9AmcVYwhE5Rm8fwed1R8nvIevXsPNA9zv4fc7+NzD6/z22aqnRKawehKcbUE1kF3GLiONymSj0K1D9y1m0WOWS2zbY5se263QtkGbjpiViHTFLGavKaJdxBTn4BQCCkXKmtStcP0Ct1zTXlzTLVa0qzXNQiidjVZkqzBG0RThoWPXPkfGaeT1ly/Zb9+txc1xc50dqmyUeZYM1a3hfYLkO4Q9oEdoQ8SoxH0Q0HXgL7syhhjZbLeMw4EQJlQRqNBaE0shQ0GhyENCk4o8dPVc1Eod831VFLqjD3KEiJ8yfnza+3qvwJVSCmMXmKYhGYtbaIwu9ttPuK0zhlRMHLNuqY7MyiiZp1iv6fcHzlzPJkf8E6R6K0Wlcv5TqZQGH8XXIZ7Y9Y8fLSOgKyItcRcyXYikkNC6ZlOndFUdKYEnYGWdE58H26DUaQpBKSNqPqo+k6QmOSRSjqQ0YhpHt1hydXnFLz9a04SB3f0k4g1POiMSrmm4fP4MY4oKmQGtPOSA308kP5GDJwwTMQwEPzLc3nHYbdnvNtz+/vc8fHXDqz8dWO4S270Ihdzk08zO0QyVAmQr5SfPOkmcug9vazWXsXIBV1pAiqveP3pGCZyvUKmAqzKLNBaEbAyYguZiWeS0VtjW0fQN7aLBLVpc39J0La5rsW2L7VtQjpQ1plMs0wW2MbikOAwe7TrC5Bm3e6aDx5JJURLkmE7gyigwSmGUlZkqXSvxp9W2bRr6Aq4aEpYEyaDCSA4TobfkMIA/MC4c8bAl7FpCe0McR6ZdwujM1AvoGHYQRlGKqjSsovz/Rhegno/acaiAqgKi2rkyyHVWgfB8Bqs+3LxbUcFzpY1VMEa9Lh79jkE6GzURX3ICWavS8WmVDFI7B+1CulGugcUK3FKJCXSnSrdQs1guME7uO0VL1IpgMnEUUkE2AZ2WhKi4H0cOXnFvJ1APhaqWOQwBZxNaJVRSRQ0wEfxYwFUg+akOBxzVACvVrXLAKdesLPonwK8y0uUq6CQm6czqCIOXa1ibjA8eFWS+w3h/BC7KhFIBRkQ2QiQEAVchJlKQn+XjwdEj8PsyVipNt4LgtwHl2ph+DK6cEtBbvXCss1jrikSzHNpYtHYFYMnMakadxEE+xIf4AfGrheJvXqz4H//x7/j1P/w9Z88/Ynn1KSkbQgaGQJ5G0jTSJwhdjzpb44dINo7sOvpuhbUNxmRG6wlqZD9N70DN8seJycPLV/DlDdwM8C+cmDk/JHZIAWi1FTEL1UKfEoEKrhpM32KWHWa5wDQLXLvE9ku0bTGm5+ibEjIE6f6rEDHZoLKSmdasSGhyAVfNck13eU3XLWkXK9yyxTmDKxuJVoqGQlUkozTEHBjGgddfvmS3/aHv/Akx4+Gr2bof1dd/5X0DVwOQPfQ+Y8ncIsDqL22fEkJgs9kwDAd8mMCICrdGHXO4zAlcZSX/phBCj+xBjUIr+eUYEeG6KRB8wo+SJz4l3itwBWBWS9q2pzMtXnfk/cgutoThK3L69tOlrcW2DaZrcV1H0/Vo16OLb1S3uGZ1Ac8+2bD77HeYIXzrglHpSJcKzlpLv2pwrRMZ5TgwqsiezJZvpt3WxGGDSGJ3QWaxSMhikEAlISArdPGlKUmDsTLIaRxZW1L9qgxJ25I7ZEyj0SlhpsBkglSafQM6YJvEcv2M57/4GGth7+/ZfiUmgE8N7Rq6s2uM0QJQDBhnZBGaJogJFRPJj+QUiDHgN3dMh4HpsOf6+iM2tzdc/eoLVuf/mfvXO169TKxeSyJYE+b6NcZCUcsn2lBN7CrVa25mWpOxJScp96YRGp8tghY5c6y+5yzN0OgheAEUcYQwSAcLIFtO1YxcfIRaTduv6VYX9GfXuOU5bnmJXV1im7XQAvtzYlaoUg9o1h+hzBkqrzgPDXb9DNeu2N3fcthteXh1gx9HwuSZDtJJaRp5o0llYvaEaMnRMkUxUaxhGovtGrSzWC2qcU2zkjcVPWFYQTiQw4F+fUYcd8TdHf7hCj/sGLa3uMUDYZhYnkcOW6EpxqLRnpN8HrFQGMvlJp2sVABhgHGUva7lJGgxVxGcmxbXZLp+P/9zevR9/VppYo9FMRxCA63mx2uE3tdbWF+IKEi/kqPpYLEG1xtsY+lXa9xiiWk7uuUCUygoai1zEUpXXmp1axdXRJUCYzBMMeKGAw8PgUXcAn+Q+z0ndve3mIIK5dqTwesUJpFiT5Ec8zH5N7kAxoJaVJZOm9XSZTMIPdAojgqWytTZgnJekgCgOElyZKwUgJQpoEplQogoI92siCYqRYgRHyLT5JlK1yoW9a3g40kAxb85C/WUjbNK718itgjOCMV2boiRZtdZ/aE20qlyDroluNbQLByLrsdai21aGudEbte64gsotMeKTOMkqmEf4kP8kPjV333MX//2V3z0m79h9dG/ozm/JPXnjCEz+cSBAwciI4nRdeheszAdYZELy8RhTY+xFussu2kghInN5p4Qv7u4+1PEMME/v4Q/JhEteMmPl9AH4E9A3ktyu76MxKjI2RHRpFIe07bFtD2mW6PaRZmjX6F8Om4UcRyIIRB1JiHG7AqFVaIIpLol7WLJYn3G+vwK13Q0TY/VMqQ6TplsFUpDsoVAkEHlwOuHO7549Tmvv3jJ4S8BruqCqGXmXCnZX9Npm3hDZKnmRe8DPI+IYuQe2Rt2/DSvK4SJ27sv2D3cM2535GGARoRSfIygE0qXvbyqdask3+pMQOO1ZnSaZBuSaRmAEc2kNEFJXhqeWLR778BVLhmtqpPd2pCPw/yabzttWSmS0iSMtPyUImHIykhXyDWYthN64GLFlBLb6ZsJlC0lYessrmswTUu2WlBvsETiG/MC3/i6yu+EfLqBq3cSWR27MyePJVVa1KoMXBbzG1XfkxyqDOtItRZR0gmeFBPRZ3KSdMhaS9cvWazOODtfsrgfaQjfo7Ig9WrjGowW3qoyRT7MaZSJqJTI1kJKpBQwZGzT4hqH8nu00aQcme6uaZ0hxw0xRIa9VD1K7iqLeD5RZI/qP7Mz/zahhSONSJXOT5mVmisnpPrYFRjEIjcbTkp6tZkZy/ObysU9ts0syjYo12LbHuM6lHYktICqlI+iGDEr0A7dgO0j7XpNTInV4QDaoG1LHAPT/sBkRsijJNVWFzEpKxW4LOavuWbs9XPQQmmwzmBUluScLC2OrDCmQFEV0fQYlUh5QvlJBBfCARVGgs7YGNGAd5Dc6XocD6V7FeU9UYFVcWOPWkCrjif6YD0/FRCn8tFVgBVnP59TDOfMCD3797UjVvu21Xuy4SSC0gJrJyqRixbWa+lULc5gcQFNr1isLLZvsU1Ds1qjFyt02+H6JbrpUU0LKwFXKCtSWSGSQ0IH2elUipANOiVy1xJMoNue+jk5Z4ZhPIErVQG9zEaSErlKYOYTYDHlIaq/Vbazrl6lBqrTY1baSL0BKkit8sl1ntAUwYeU5KbS+tQdI4uojipVh9pBy7l4csVEDCeq6Hwu6ilRu4gtMjflLOhmNrMxuxez4fgadDFEFjqgXN/WViBVaIHF/0+o1PKdyOuW60k9/XV+iA/xOOqa0zQ9tl2AXZF0Q8SSsmYMkcEnhikx+swQMlPMZa12KJ2Evm8strFYI4cKmTR5xv2G9J6Cqwn4Ioov0YYfV501UyRfPLgDXG4TbRdouol2CtgQCVFyGbRFGYd2bTk6tEqYJJQXEzMZg9bSlkioMlNaKMNNjyuHbTps02AaI56iCoI57TdQukUJsaOYJoZhIE4TOf4FekWzaqI+rsNvsgTqLLHitJc+cfznnUdtIvyUgC/GyGG7Yb/bcNhvCdOBGDqS1ScWiFKSS0GhI5VPOMvIT4rppEYLgj+MJZsyquMi2ucn3RTvHbhKUZSzsKnIcGcZKFe1bv0t4ApFxBCTJmQlYEZZqkOLcg7d9TTrcxbrC8ac4VvA1QK4Uopu1eHaFtO1ZJPIWolko5oI5O8EV5RXfVKkU+KBk4Teo7Q6AausSOSjEV5Gl0ValG1yAVgZoJiDqqKrHLMWjugY8UMgF9Ku1Ya2X7NYB86vrli/fM3y+4CrnEkpYo3DGoNK4eipI/Kb5bXYRl4LCashNo6mMdg0Yp2VhHB3y6Jr0AyomNlvEmEL+710scaS1KdSoadQA+edD5gtiJzU5DqgU9KlsK0kcllzVDurVfI5sPLF2yp4qfqnWIBFkAdOcy6UVqJu5By4DtuvME2HVo4QIflEUl7AVVbELBK92Aa7hOZsTdIIytYNxvakMTCaPdYcUPlWTF+1wSjQSpOx5Fx4jcXFvoY2YJzGNQaXEzoLsJU3kdAqF8NYi1ENWUUyHjWNGBVRocOkiWgyIQ0YDaGF3J1ArbVl3qh0qWrXKpSOVihlNONBTafzUV9lxQB19qr6lb0NYL1xyc0/dk7YtoLonpN8f4PQ/847MYxermB9KeBqeQbLa2h6Q79aHIEUyzPUcik8wWYhJtCulX+srYCrg1CS1RRQ1h0RTGOtdM5CIHaJfq+PxtQ5wW4v4EqrWcEkl+5f+fwqsFLIaTVKAIFO8tTRllmvShUpR6WNaCPXcP1zLngtZKEI2ihSyiaU381A1qgswARlUBgUAa0MRkUS8eSR5RNpEnAVJ7k/qkDJUzfPek+2QCfMZnRTwGM5wcEX6suselLY3DJ7aDXW2aKO2mCM0Ka1kvlUUKgyqJYK4sxkMXJXH+DVh/jzotJZlelIeoHPC6Zk5WL1it0YGEbP4RA5hMAQAtMUydUJPCs0BqWtWGkYi8OSfSIcRobd3fvF75rFCPwR8fl8F9SuhAhcTRHOXoO2E7rd0qxX6M7T+ETKmqwsWCdz+E2HaTqsTqhUbC5QssDFur4pcpnB1Maiu4WoAzZ9eQyL6RS6rKnaKnQREbJacs1IxsfANE4MhwPZB/hLzMZVFalSqNSar1Gb6/hELVTO7W/eh/ipSwUxeLZ3t2zub9hubpkOW/yiwVhAt4UiqAlGErucQaNRSDU8TZ7sRXkyRRFL0UYoFKppcG2Da0ZsiD8/cJWBcQiENBLGxMMY2U+RGBSnSe9vCZVABVKaSGki5okQDmhlmIwip4DKCa01fbcgjAPnSBtz/llp4Aq4bBvWfUvbNBhnyUaJEEWSlr8qw29PCU3pxhlN1o6kLElZtJIEXFVfK+VktkprspaFWjpdIi38/7P3LrG2ZVl61jfmY62993ndG5HvzCoooGxRggZyyUKqDiBauGQ6gC0eBglhEB0ki4fcQwgalpBsSyCQRUmAO6WCRhkJhNywqoFEYVE8pDKoKqmqzKqMyMi4r3PPOXvv9ZhzDhpjzrXXOXEj4kZmvNK+82rdvc8++6znfIx/jH/8IxdFsjLPeZEZzyIVaRcDDMXyYhxyAAAgAElEQVSUU0pJaE7IqBymxHHOqOzo5CVb4JrXG5iaMuX2wF4F1we6TsmDebhFypIc1TzIopCmgTLNlDlzTIU5C0iPdOe47Uh38RbnV0/xfuIQzIvUeGQ1v5+mtrbQhTgpyDUPejO4L6nCGGL5Qw2HaM0V0XKKwORcqYAzlNGMxzxbBIYq5iBiEthRqxR2Fpg907hlOnTEzpPPepz0ZNcxz4Ik8CVzHPLi9UhZ7JhzZs4dWbfMckTjGbJRwuVjSrDCVtoJqsVU3DSTpUUuewqeOQXKOsO1CFqE2QmhM1l+nR1SPKIOiWIhkFJvcBTEZaJmfBcsJO49eewB2HRHypTIgz0AzRZJyNnepxrZK8km/1aPO9fQlAJlPkVA1kCr1ahqzzCvtjb2Cvds7OWZO045eY3+ucOMn0fulJdz+Qg2O1N03D6GfidsLhz9+Tlx0xN3F7jtmX15c2ZVvl008r9UNJ5rhNyJnamrfMsWOW+Drgh6hBxmsh+XcaQKh7sasZITsCrNYVC/twaOnRjtT4LlFuVVJEqxqI5WtOZULJfLGW+cROWOV69hgpammimM80DsxLzCccbFSDf2y3WYgEVinmfGaTKK4DyzPySOg3L3EvYHOE6nvNKPA1eNunkJnDnYBdhsLdfNd1UgpoErX0F67T9YsBcfhBgd/W5H6Dpi1xNjtKiVd7gYcMHmYHVQnDnTNJvjahqUnD9mvXjT3rSPaALc3A08v73j2eEp/f4KfEd0IzGbqy97gGDu2z4tEX4tyRwAOCQX5mnmOEy88+R93n/+/MtlFT9oM0YH/CwjEDN2n957BkWOFJ1x/oxUtjh/S//kBbtBOcuBTfb4LhF3MBdXAaxYPaLK8EFs3lHncN7VVBDBY1Ru0hGRHicd3kuN9is+GNjyNFsg8fzlE97/wbu8/70fmq33ebQGtIfT/K8PEvlb5Gp9Rk01+UvalT7XVkrhOI+8eP6UJz98l3d+8D2Owx278wtcd0bsAiE6q/3YxJ2cMwG4nJgOd0yHWw63L5kGo5wWJ4jvcGGDhh10luPH4ePP50sFrlDl5nBAppnsPYdUmJKa5aCvIQRcZjTdsb95H88dOV1z3W0I3hGjMB9G5nHkeHvLfn/DcRpe6TxSrMMeVHE5M44zPmXCNJtqWzED5GXR1+aXzsC+upanw0SYC25MuFoIOHRjpb14YrTcsRAj290t3aYnxEjfb4wW4z2x7yxq5Yweo2r6/WmaSPPEcDxQagFRmSfubq8Zhj372z3XQ/pEc/uPnr7gf/qNv41seyQ4YlejQGpEnCaF7CodTYA8H9GUKGlm2t+ShpHpcODu2RPG/R131xN318o0wDhYIn4qxmltrKmWrJ/U8nZGToVvW6UZsEXwiPF+J7VI1Is72BTYjScxixZqL+UEFNJsUbO5CgGURm0TiIOBqx89g11SNi8Ll/s924tn9GeJs6vJPGpxw5wwj1mIjFNe5PRzMeGAkgvzYSSPE+PdLfPhyDwOjPsb0jiS54l5mFA1y9NprouGIN7oD1kd++nUY/+P734fFcFvA30whUSdFdFsW6moSGvSVJ5Mf30aKNNIGu5Iw4Eyj8zHTJnUKGT15mqxwG4pJ3CqK/GNRqec5wpY9WR8Nwn2JkWTVu/XOVft/Zpytn6uDYA0vnmLUjZa4BkQaqRmN9rz6rI9+3AL/Q30LzK+S3T9AJ1CGKEbT3KBLjQ5uhpeqR1mbqT3YuCq8fHEoUVII9xOme+9f70MpgLc1QtoOLhFldbROFbXNqiBqyGbvHuncKPQJXum0UNwatEwxTy3xYCsVoRaKhB2An2NOG4miF0hBCF2My4ozmdCzDV6ZRH4krPlWKVEKoWUMsepME1w2MOLZAI017y+J7vUMdmA5TDV3LJ0P48gt/7U1AjFrsNno/1Ezfgw4wOEkGy+E0fsBpw39cAYzJAS783ZVSBNhee3XxbSzJv209YazendZ3fM4QlT97t8/91bNtsz/GZLzoWcC8Ncx0wpjPNoNNdCHZCWQ+27QMkwj4Xvv/cuP3r33S+9NfxZB9WajXWbwO0Lc5g5ulvO7zzvvShcPRnod2dszq/oNme42BG6DVlbbVAx8Z3SAFZttTCweI+L5pCJXU+/2Vm+ZoiEqtaUUZyXhRSSJpjnxPP9U/7gd36P73/394xF9Xm12umyq+vFxD0hqbVI1DoX/U2zNufCi/2B7/7B97g5jjy/u+H88pJ+a+kbIQR8cFYjTWqwQwTU8qDTcCSNA+PdS47PnrG/uea9937I9fUth/3Ay7uZ/VjYv2bhLtHPXq/2409C3vA33rQ37U170960N+1Ne9PetDftTfvpaKr6SorE67La3rQ37U170960N+1Ne9PetDftTXvT3rSPaF8qWqBzjl/8xV+k7/sv+lQ+l9ZoQg/ffxr7LavXmVPOR9JT7lFKavSGUtBWc0OhzEcON8+5efoOAG+//Ta/8Au/8Cmd3Zv2Ou2hcIeqknPit3/773B7a0UNv/14y8XWg0u02K+rXHL72xr+roQ7Y2/WhBet3yr3DygPjvuBE1q/f/g3cn9z7vRqCk0OcSbY4dovFxk8qTuSVw+EpeBZ443W68i5ypsXy6GrdMXUKIylKkGWqqTHKa9rfRlNi9RVpmDbqvhUZQoa3QR1dWwJc4LjVPj+MyPMeR/49re/Y7mVa6knkXrvWZ5FO7ZWhSLVYjQ91ZpjWWkvy3tTGlQtVXhitT9Wt6/mPoZaRFFErABvve/Oe5wYtUZWAimmuHdS4NBK+W2036KFkut51OPr6kIErbQ9O4d131j2VRPPRMTOw9l5eB/tXJ2j67vaRzw+nsQrnHdVH9Dup71XtBYocZUuhAiaEn/0gx/w3o/eB+CrX/8a3/jON6HmaTnxp65fCqkmMOec7DwXurOdvROHw+5fjAHv6v30a7XC03g4EUL0/nDR071ov7P7afc1q73PpTCnRC5G12z1FXPOy30KMdiYEncaT5VsulBsi9aKAmq5rEWZS6mUKhMCWHpPpbxKzRVq+5OaX3xPVaX2/6UPN/nHteytKE5MrMUB5AmZB4Z3fn+p7RA5UcQ+K/qKPNjWn7/qmA/zIpfP6g+yfn3wWWvLsNBKe+WLTfgXTnXmvKvzmxd8CORi6Re34+tmWT2cr9eT/mnil7ot/WVJPi0nPrB+saoe3fkl3XbL+fkFu7MtXdfRd12dN92i4rpuwkrjQk7quI3m3b7+SSIXS34tbf5QUkp893d+h+sXL37s63udtpTBWa3Z7WfhwVouRlVv66EV6ZVlvrf9rUbVskbUlINc84PnVTfgNAewug8P28PPHtrO97Z6rktt09X0qOs/bl23ptfYfOdM6EKMam7zvCfEUJ9L5t33nn9skfrXBlci4oH/HXhHVX9ZRH4O+FXgbeC3gH9FVScR6YH/FvgTmJrnn1HV773OMfq+59d+7df42Z/92dc9rZ+qtn4WLdfkVQVTX7UQfJKWsHy7VmvoKTCMMM7wMsPtCzjewvPbxO3tkcN+IE+HRaFweP93+Z3f/B/5X37trwLwS7/0S/z6r//6j3k2b9rrNq3/CzDXod4EIeZp4vbuJb/8y3+a3/zN/w2Af+Ef/w5/4h+8wG1fWI6KmsKaSkEpBDXhA3EmkZhzIs3JyOUlW9Xymrej2fJ5HLb4LotEs5UKi7iI1BwsqbOg4zTpBm8FmGMPfWfns9lCvzG1na7v2PRb+s0OFztTH+mrOl+rlOvrqCiFRYYv5Toj5yorOcE0oYcb5uPIfBi5fV4Y9nC4geunli82HuDmCRyOcH2EG2xMtOLeDWhtgY032fazR3D+GC7egv4M+gvot57Q93Tnl2SNFPVMxfGja+V335v4j/7GOxSF8/ML/ty/9m8iu44UxA5Sud3zPJoTQ7Ua0aBFmY4jeU5M88hxGJimiXGcOBwHxmFiOA4cx4FhHJjHiXmamaeRlGYDPJpr/iN47yzHNHgudls2/Ya+izx6dM7Z7ozNdstud06MgVhrRi2LKM4AU8nkJsWeZ1KywsfzNHA4HBjHkXmcSHki5YTmVmVG6fvO6k55V+Xobc+pjOScSZMJ8fjg2V5c0PWRLkbOzx/T91v6fsvXfuabbLbn9JtzHn3tbWLs6GJPv9sRXaAvJmjhRdiokoIHJ/QCIfY455hurvlL/+lf5lf+678OwD/5p/5p/o2/8G8jV1t82NCFLbNz5FxI88T17S3H8cjd7Utymk3ooyRKMst4E3s2fsc27vjKVx9xsT3jYndOd3ZGcIHo/MLl92LJ9ibiWhY/QKGBZWXOE0UNTA3jkWkeGeeBw3xgmEbujgee395wdzjw7MVzxjQwpYnD4UDX9fR9z9VXrgjdDh83bLc7xNUSAhLJCKnA8VgYc+FuLtyOmf2YeLofeXE3cJwKh1nIagC1+DN83OBDj3M7pJYB6fpzXIj4aEJMKg51jlkdGSGLI40FTebJkGSlOYokth2cRejV4e9+iDz7ff7or/x7pJfPAHhcFVlvijkBP22AdQ9U1Ne1MfzQkFsbyE2fuM1vtRoKrTqKSH1t71fGXK45xElhuLF86+ef8rW9bhPsur8KXHq4jHD5Fdid91xcnrMfR965nvnb33+dHMV2wVXi1FUvVNfqJ3Sw6ZEQCF1HCNFKxRSY5pk8z3A3wP4OhiPM15/txX9M++o//I/y9Z/7ef6xX/yT/MI/8vN8+9vf5Jtf+xab7YY+duyCOwmHcVKtHSpSFoGtP/WVLaeC96024+u0AycFwADM88yLFy/5t/7cv8zf+pt/045V//s0M3mEmr8sltt7tq15vs7W7lj1nDZ9Xct7uLoQ+s6cYNuzDV0XicHXMaVWnLk56fJhKVQ/HyaOd8rNM9g/h+MRXt5YLtmMCcutAwJr8NQ+X/+8LvnSxrUHNjWHLvYQNqY+q7U0j4QqzFi7sVXL8YRNR5Ae5wI+Rnq3I8SO/mzD2faKzXbH1TfeIqfMi+c3/Of/1f9MSh/tGPgkkat/B/h/MREogL8E/GVV/VUR+S+Bfx34L+rrC1X9h0Tkz9bv/ZnXPcjJ2/F3T3sYhYCTClrrHO4V32H12cMF4KOOA6eFpNWaKXWFOdNqSDvl5ezZ5A2C545i9RxyYfP4m3Rnj+/tN4ksC82b9um3xbutq/4gFkkogETP+cV5rV1lLeRbujkR9Vi9NULAoaJVlCMjWmyTVh0tY4KzBWm1qcoJXIlYbSRY9bMHYEr0/qLR+rKrvxM9AbVmuENGGmSUgMpEUUVyQuZwslYEW6wBtCA+2OdaUZ0U0JmUBvI0MB8PpCGTprIUPHbYotAuoBNTYGrFh9vYeDhJC7UQszfVvq6HuIG4lfpBh3S9efWzkseJ0GW6fiXzIJC7ji5EOqFKgoupDpVowLdktNizVeeQUBYvaShKwZHUEbKSVJCUcTnjqrqLBEWqWI2tOGXx1rXK86UqTUpw+M4TY2fGTmy1ogLiwiJsYR68WrdATJWwkBE12WPxenJf0spFrCJRNWrknAGrUEUmWqcuRQzIaiInJZWMDMcaURH81sLpIgWNEek7wrYjbs2bHLueGDpCq3El5nbISgUBFp0pJSEI/eMev1ktb+LBd2z8Fuc6K5+gDqkVm52MuGraWORKVhEVJauQvZJjwYWIdBE2BjiC80QXcBVcOQTntQUArZyIVsVXLBIpqZBrRUaI+KD4XnFTwgVllpkwgkyZpBPTPDDNI/N8RLyaZL9TXFBCVGJnz1CFpX85EXOuFHAiFOdJTkxNVgqDM2CqIlbqxO8ocWsqmrGHGsHSzQ71kRwiVHXb5BypuFqM2qNlBjFda/VWGyDUGn8E8HOCs0cUfgZ1p9lDqkhLKB9fL/LHbbraHraH3m/3YPOcPPpuHaUoFV/AUpeoleN0DpJALAYc5wDySWoYfMqt9eMDtYyFVPGolBimAR8FHz/K5lq7e8MJSbbiQc6Z1errHLnZ4mLEdxEfIoIzpdRaf0pnqqJUhrmV1/ms4pYf3cLZOdu3H/P1v/8bfO3rX+ftx1+hf3RG5zzBuVpSQ+71jYCJyiqc6hjKCQAUPgjcHzrLH/bJWuaPrCbKlZ2nuzxHQrj3N5/2bVKqCqyaiFA5GmZutRdDXTc3PfQRzs8giFI2BavLKZAzEgOC1vlUFqOizAMkRZMyHpTxzpwNd7dwmMzZecTA1HF1T9o9bPeuff6qcjxwf8xOxRSeu8GErnytr+g6A1itWoJUY8DKpCklFJxXghOct0Hfxw7dBMomoAhx29FfbF/r3r4WuBKR7wB/CvhPgL8ghn7+KeBfrF/5b4D/EANX/2x9D/DfA/+ZiIh+GZQzvqD2YYDpo37/OvtYN33w+nAyiN4W+qjmZEqxFqD1nhLA+Wg1tjQh3RkSNvf2vY6yvWmfYas1zB5OxEbtCvccD1JGXAIptcCUSPVc1x1IRkRP4KqUWhPN6BlSQRXZ7CJeddz69XuGQQVh7Q+WQwv3luGVuB5SkVf72dCXLl9WwSbmFi5r+18sG2zCLgqTQ51aVEAtSrdQKurXQ8UJxRnQSnICVm1rE/WaVuDltDXcYYOpGRF1qheDvd7NeLci/IjVQjOlsGpgrwtUSTXc1WKUpirsQMoCGizauJJ9r5GCpmKo4qpBzGLAP/TyLafjqFRMo5ItFyVi+1ieudTzbDdxeSirh32KroIa8KqfnOifZozYtupH2ImqZkrJiDrSPC2KpynPpDKTNdk9cdVQ9Q4XvG2uUTWc1QlUQdu11eNr7UMummT76bFYuYsgoQKzeq9RxAvOBRzBgHOtXm7fq52/GZG+0lq9R4I/0Rfd6lh100q9dRhAM3qY1Z5D7ZwzEL0syDgnCK6AJkoaSNOB8XjLcLirEc0BNOOkkNOIzx7NblUDQSkJq5FYZFGvK1lJRchFyaVYHUigNDQgHnxAfaT4gAvtXkita+GWCKzVDWxFm1cPvlZcF7Xai94JIYrJXatQ2JL7izoBWAvBTrsr8NqstE+prcc9H/J6b51uf9AGWIvmw0I7atOVr3Ok6IOdfEGtYEb0SFXUzeBTIcwz0TdX07o9vPraF9Yok3rBvkaxvDPabYwVXHV4H23MKvgaIc1dtmr1OcDe8YWhTqDrera7My6uLtidnbPZ7vBdRBBbohqOrG1xIsrpZ7gPlj4MzOuD9+urbvZaq2GlIkjw92jbn1VbaHkKLn3QuRCwmmR9tO/3EVDFieKd8ftcKYgYe0G9INUjW+aEzqAzTMe6HWAcTR23sUgm7lcnWIMrx+l+ram1D23d9lqw8ZdzVRjOtZyOgqsUMfF17AbwmJOq7USLrYXixeql1bIfOFuHfAyvNaZfN3L1V4B/H6vZCUYFvFbVdq0/AL5d338bq0GHqiYReVm///Q1j/Wm/RjtA0YVK2DFyVA+zBBmiLN5JHJS0lTYSGDynkki45hJb2rEfO7t4XK2/ryoycSWlY+iTDPzURkY8FJMhjvt0MolDCKor9RAFG15O5Mu9aoWOe+5Hofaj1ZAqUlnL5zltuCsftb1DOfNQ+RrXSPXg++MgtbttoTNFt9varVnDzGcIlRCdTXV4tShRrWCrwXJEmw7Qu8J+0gkk48DyY/oYCBqVigb84a7yTzHeKNsNOJLs3matzxWG1Kok26yWmjOgwtK5zIqiSSjAUUq4CUTua/NKrUOi4papKYW+M4lnZ5BsWeZC+Q8U3Im55lcZnJJ5JJIOTHnTCqp/t6onLnS9qzQYUJLWlb7U3TRFr9m9xaqUZ1tw+UajTQD2erT6QkAqUU3S31fKigyyz3jpYAzsC4VSFl+TamnooZusdIAMCM6I1qLyhXQVCgkq0d49GSXKUEp454UHVNwVtTRe1wIOBLOeYI6XMk4sQLpzkHwnvPtxmr+oZTjjblja3Pe0/U9zluRURVbOBWxwtRhSw6FKLH2DTMvbEwUNq5n43p6vyFIIEgkuI7oAlFkoQJRh8FDwogiZG9lm4vFBC0PR7WOz4SmCTneke9ecnzxhOs//D7Pnz3hybt/wM3NgXGamebE5VtXnF1ecu4L89kZ83aDHC8R36E+WI5hjeodJ8eQ4DApxxQ5zsp4TORZ0LKYItbRscLSrhqWNhylUpM9oqcab8FZBMuJo7ieFDJFMqITUTxBHBvNnG07tn3ETT3HPQw34d469fjKDJ9NZYnlz8jOXhu8D73ia7zU5sB2ZzI2plqQWFaGtUj9zJ/WW62fZTn9/ZDNm/5FtwNYeRNTiWdKhaQj/TwyHNffdMDGwJKIWcZUB0DUxckDWvlX/sQfi57YR0LX0XeREHtz6qC4zjPPib0UcDO4DNfBnGZfUEXlx7sdX7244OJsg+8jOQRSqkXdgZV/5l4e+z1vtju9fdjPWl+T1T7aBstyuQCZHptHh1I4HEZK+nw6TjvnDyvf5BL0CR4dIQ1wvoHxAubzmb6fGfuKsd2pxihY19EEZYTDSzjewN0LuMMiVQdOtMBWpuUhCG2vhfulQNZjdm1+NCdqT41cZehm8KNlHIi3IKvvwPfgVHG+2DoiVgpl5z2bEDnre3b9hq7fELsdHkXycclx/6j2seBKRH4ZeF9Vf0tE/omP3+XrNRH588Cf/7T299PWXuXVkAfvPwm8ebhYCHVhwDoZnHJMslgtBeOEF5JmUi7m1VSMN70KRwsG0N7Arc+ufdi9VfMBWeX4GqFpLeeRNE8UMipWBynJ0YpPO/Mwu2yULsESS0sulKRLnlVpeVRw0oxYnY9zp890FclpuQVSHZaLA9PVvKuKiRou8vW9cZ0t+mDAyqgkrOiO9scV6biaiyVt+TF+ojhQL2jwaPRo75Cu4Io50F0HkrBAnmlQfICmAScP3ZoOGBrzxR6ALQ4pIU7IzlE021hSZ5SIB0F5cVIjMsLC81QAo7R5rxZJUcvBkVKN+Qzi7RrEF8QlRCxmrOLRatBqi2bVyIEZuZxATvWwhRCNSue7Kmbhq4iEt6iNeJz4V1CxnUVa0ErlO22I4JzgnTNwUpOZLecKfBWpMBEK+77gCMXCiMEZ6FQt6DxVQYXCfDgwe0+KkTRN5Hm2Io6oBdBo1ye1QChWQygEO54XJJiHnKLUvzx1qdjR7y7oNlvEBVQiPvhKlIU0WB7i1Pc4lJTAxB2Mxtf3gc0mst109DGwiZFd7NiJEBA67htMBaNmngwyxdX7qurI3pMwb76PILOSJUPak44vObz4EbdPf8DNk/e5/eE7vLy9YZwmpjkh81swPuJ4FpF0hU/nJFFc6HC+Q2uh1VKEPDlygnkyGtg8wzxncg4Uq059euyl0hflfhSzRV4XPRmwtYJilFeaQAeoOIoIWSCJMosukeLkPDmeVhIBLq+u2Djou5mb9wdkLNyz83+C1o674b4B+6po1dqZtESg6ib19w1rLHOgrILLlWYkdUIpuVHvrEbcl6Xi2owZtHdjNfzrNJvXIQHnoNvWiRDMpK1jyXGaj1VrbcA24YflVVxAQkSCCdU4EYpEcIk4a3UOFaOfJssJ/nybA+nZPXrM5dtvcba7YtPt6ENk66EXcz539dsNQ7WtOawbqaI5slue1Ro0rWfWBgLgvpCDrr5g06zcRylfcGvA5hqIo0U+2wWkCqAa4yP62kXUnLclQR7h7qXlPu+xPjhwAlUt3+xVEb+12MeHEUjX9m5zjignoFWAmKttUKotk+v7ugYZWUTw0Vku8KZjszEnQdcForf8Ox/jaxnDrxO5+iXgT4vIP4PNU5fAXwUeiUio0avvAO/U778D/AzwAxEJwBUmbHGvqepfA/4awJs6V/fB1Y/THoKxNsCN0W8d18FS0DRjXvO5FPOO50xWKGrcfF1RN9YTwpv26beP6/zVXrSE+ZUhb2ID9e+rqzXLXIGVgFObRAr2nxo1SVN1FtaJhXICV1QjuhkZHwiHysmYaDX41h6r9t5XQNV+dk4qPW1tudRFuSEx6knIKg4ga3PIsVTmbbQ5HxaAJbHmlxSQDmSyXWkwG/JVlI3Wt/3qOtZMOC3m6XWpGFpzJuJgY8i8+A/Bld2jZpW5+gzr8lwV1Ix+4Aw6u1yv2y3X1VTgxDUKoFRAdUK12h5SBT0t0uDqffZV6ci7E4C6tzULUZrand6/R7W7Fa35VXqK2DlX4ZSakp7l82nNT6jaedJeWWh7Xsyho6VQ5pmi4LQwDkdCDMQYGYeR0E3EfiaXvKgToqXGUewcFhBbgaWFjOzsy3I11rwPhG5DiBsDVy7ivd3bpEofO0qM9DGQkylHiThUPaVAFxxd9MTOm2CId3TeL3l88cGYbd7plmrjKogDLGpWwTX1bJ0mJE+k6Y7xcM3h+im3z97j9tkT7p4+ZX9zyzhPTCkRKbg8c7w6J2jBa2EOLGIUpXiLlhZHmh0pCWlSUupJyQosn55npT4qZnnUz9s52xQgp6HZQNTSV/TBHCE1eqMUUXPk1edVnNFb11Vhzs/P2EVH8AMX1zMpKcf8k5sDzYO9NnibEXwPWK2G6fK5u99fW1tELFY78DWT/kR3tlcDoKbDMyoPYttfXMtYpOCYLXgUBvNv3QNX4szhFWK9YVIXjAaw6oAu2CQfwmnCdxYZFu9xPhqtyju880Z3dY7QJTT1lDnZcXT6/JmB4sBv2Jyds7u4YNPv6EJH8MEcbZyK1pvxfaL4ChbtAJtvvS21ZsiLfADI3zss94FC+6y9P4EsU6r7ckAraxmLNt1WJd6IPXKtICVIBTLhdJ/ybAArjbDfw3E+RasmbH7Mq20dqZLVcR/es4ftYbSrHX8NtIoaXdBj57wGVzQGRs0Z9jEQYiR2HTEGK0DtXaUKvurJfrB9LLhS1b8I/EWAGrn6d1X1XxKR/w745zDFwH8V+Bv1T/6H+vP/Wn//t/5ezrd63bYGL5/WgFrf9GWxLzAlGCbY7ydu70aOdyN5LhRxqBOmlEgrHkPzrrzJufps2tqgbcZ+e3btuYl44YQAACAASURBVKkqzLrGVkyzcZddjcwYZinV6LZ8o3spM9VY1mReJakOw6b+p6sZrDknXcME0kCSvfaRRaK8irXZ+lq/F6u6UAgQQsR586o7t0VkJS2hAUqEuUV5Vou4YAZfQ27qQSPoxk4oBiRmUI8SkPMbA1he4Wi7ywOkDnJnFP+cjS02c4rkgtEJvVSVomYVz6drtshARua5UuaUIiASP6CxXIrR9ZyHUlJV4YRSLRgTHShVma9SBEtGJbOogcgJjIqvQELqKr6KGjYeYM1+qUahN5DoFKkiIIViFMU8k/JEk/RwyaJohQrGaz6eXcOJdqiaKGVGa5KeiHHsAZxoNboLWhVFimrNR7HZQ+eZkiZKOlLmgZwykxayWuRtv99zt79lc3eL9GdcvXXk0TxxefEYzhLuPCNdTwnR7hk1z6nI8prHNlaMxrJeiZuEOjVR2Tl3j/oVvVCCsHFKcY1RqCAGEjqvdL7QuYwrE+iIMqBsluhyW9DXwP3heG6AREjkMkIeKHfXjPtrbm+f8Ox73+W9d3/A937vd/iD3/47PHtyy3vvjBwGJVUrY3r+grvLW8I48PhrX+Pi8WPm68eEboPrelI2QZRZHcfSMWTH3ew4sOGQHPtjIbtd9UBszLoO0caimEmp3iKb3jlcDW+L5gWQNsl2RUAKUwVTjoITMzjN2WKRRldMmquk+zfo61/5ClfnPYfjxKRK/3zPzQ+Hn0ia3WFsjR4zALecDF3XHlJ7MHUctejoUhVivbU/qd9vAen2fskrbf6fFdDSlT/oy9DWEYhpNuM3BMupWZpz0O9qCII20dRf5tONKRi6jLYYSIy4vqPfdHRdx6aLhC7UKLcnZiUFR9GJg2xQUfLVhUkYzy2G8Tm1GODRFWePr7i6uuL8/Nxymqvzea5ORq2ThNawSAPX8zCaY8k5tIuEyrRo/XbtbFkDhXm1tUiLW31nea8Qiq/ujS9XewHcKQwD7AfYeXi0q6xQZ7e2DbM02TYNcKMGqgZOIhZT3dbgan2/lE/eK9aOrXVr9/eswGaAzQS7ur5r7xExOyWGLaHb4jc7XH+BdDuk69G4qWmt42udx09S5+o/AH5VRP5j4P8EfqV+/ivAXxeR/w9TH/2zP8Ex/q5ta+95Q+RrgPUQyDwMIHxUWy/wcOq4SU2O/TjC/qjsjyOH48BwHO2IXlEcSTOZD4Krh9GrDzunL9908Nm2h0bAfUPqg995aICt37fvts+baICo8vBIrU6E/WCL+AyLi3ZJqm6GeOto1dhflsw1AGNlYKzOa52svabALJSY+tqO7bpqpwUHMSIxQujQENHQo2ELcYvE3nKvtNJMSgEXWWiBvh4keJBkyLALEI4wHHF5wjuhqOD7ASWTSsZtMm4G2YLbgEygndETcr53K+49rFLqoloBZ8n1sAEzHlNe6iDZNeu9BVDVpLZNUICqCljvY4sGr2wVezZGP2uRKhNJyEbhq17fJkjRKDbNy1ZabtDqOS91ocStolTrHtauu0Udamcoq8hFyWipcpIYEGxgA9ETNYrTcS0fpZz2uWx1X3V/JSdympnmzJQhFYHbicN2oLu7I4Qt8zCgaeLty68iqRBU6C/NsJeSrUZPFQ1ZeP7eLCLRQglWf2UZc86ZJ91FmnZ2664FyN76ZRd7pnk24EvBe6N3hhBPNMsYCT7g8YQaS2v7qkPxleN6ffeNSmfgNaUj0/GG481zXj57nxdP3uP5u+/y7L0D188nhju1yEKdkucbOKbMzfkNXYgEMfljHze42DMTSCrMxXHUnrE4jrNjYGLKjjQoxSvIbJNEczOkjYUwNENW1BsMXGr6FHv29hfFaLmikNWePRaR885VDOuqKqUl5nvv8MH6ZPP7784vuLjcEruBx1cXzHPhrecD1/OPl6fUIg5bjNoVHWzjqZ8uD0nug541uFLWY+n07JbhK6dn61fRqmWOrYZ5KbXe3pfQtdxoWIVl2J+aiHnPfPOuhdMCkRuirN4oH2qEy+FCHRfOm4JmHTPeebz3pCrU0889OSraFXK/sTQEHwzpfV4tBLi6YnNxyXZ3ZgqnUQjRQHlTzAtAESg1wLtQRUWWqL7WtVdX4GrVze5FUl4VgVnbS/cfw5ew49SWsbypgE0XcbBUk+zMV9qcGdNo1NhB4ZaTqMqRxX+5ODkf2kqfth3Z7vuw+iFOJu5mbB2Hd4HY9/Tdhk3c0Hcdfd/XsgLmkJSPVNY8tU8ErlT1N4DfqO9/H/iTr/jOAPzzn2S/f680ffB+ZReTOT2MtRdj3dqi3drrPOLWodbg6jAo+6FwOI4cjyPDMBK7vi44Ygvn6mwVyKUsxSAFFpGDh0dbG3ELbX+x1B+aeD9d7eHzewhigcXzpQ+29bMTTgv72ie4pqysf9fknBG99/tSjHrSbm2LWDXRvXuGb/2cB79rF9GMCjjhmmZsLH9fjYjG5lsDqvZ5qx/hOiwHJjgkmndTY0RDBVmxR+Kmap1vQFylKCqEzpKgfUNzUkFWJRFkO7iIwDxYnlVSQt+Z2mUW/KYQkuIbuBoM7H0YA0XqQ12UERuwqp4Jze1+ldUfcD8sUZtJgnPfChOpN2uNatuDcBZlcs5yoNp75yq1z6gKzssCnAw02XdUXBWWaM+rFg9u+VDLw163JvJ/WtKWwsC1KHMrEqz3wpq2maHaFANZImcsUTRd/qbVztIqXafFwNU8JI6Tec3TDH5/IG4cXjaUeUY0c/OVb+EVehfJuw4NDtGMw5tgB4UgfqGkClY0NzjLz1qer3icM3CldUx5bMwEIPhACVZzK/hgdb5QvDdFQR+CASxvFBHvAh53vxYSH/S6tp9PQ82Qu9IKByfSPDANdww317x88YTrp0+4fu99rp8M3N4UpgdJSPkA06zcvTiw23ZsOhg7j48jLvTMPjJXcDWwYcyOMTlGMlNx5EGNw+MyC6dJMCRQTBJfS0GdX4xvMCPScuBMmt6UKyvgWtF1rf+JRTQXZwFGqQmrZwJszs44uzij6yKPLs+Zx5m3ttccizKXDwytj2yCGcYbYCdWPi942G5Oc92isHmv56+ek1TH0yvA1doh0iJXvi7ULQXJHtAJWM2flb78T9jWBu0DtrlddNdUJBu4Wv1+vSBUWrc5ggxEhQqmvPMGtup7nDmQutAxx0JOmaHrTomu+VUr6mfUfMBdXtKfXbDZnpkDqzLUm6hEYxo3sE1Z94nqICjlXt3sdk/Xc4Fyyv972Peanbdek7T+wsqnfDlbwQBSj53/Zq7jwp1sIMGYNa3e6p6TKuDA/TyrV7XP4tq1noNg57mdIPegWh1DPix1FbvY03UWhQ1dhw/BRHvC653ZTxK5etM+YVtP4lWgbRmQaxZL65gPF+sW3Wrbx7UFVGEd6pjh2Q08vclcv5x59vLAsB9JY+Y8bHDR47pgCGy9nzQx3j1Du2geibkwVDnfIoGSZzMScqq5NXZ2obOkwD5sFy/vl3WyeN3WBuf84DOw59SkVF/VmiNqzeN/neXE18zpzod7NnKqieo+cvKeGq19VRj2AUjSU9/ysCi3h5MtbHKl9e9iE6JwpqwTKoNoe7Y6Rs2tiquIVvCCxA4XAqE3upLEHvqNbZtNrfLX+IX+dCNif+LxL4RpwaarljA22sE0IpIJIeP8Bt8VvFM6t2faJrybmUfbxXADx8EwmuNkYHhMBCsag24BVMvWaJP55KFsnm7NtdbTqpWSapFgb+IAVLdDW5RFaW5wxSy5Jmre8qjEmSHqs+CCw2WHzw4fHUUdpTiLihX72VV1QBFwwaiE6ppstlIoqGTUZYqkKhPvKVURT1RQzWgxAYemDljybCqG2SiFWpr8U0Jq0p44qflDZRXdqLW4VIGEqG2QSVNiOCZevjRayZBONU6cFF4+/yOePnnBs/ffJ7ieb3zrmygj2x4knZswWVFcMP6qk2D0M6FyPCwDbN0UUFeVBJGlWCftEVc6ZnRWhDl7QUuL3ig+mKKUhIzzGREzDRZ1PbhnON3zQN87k0xhJueBcdxzPNyyv3nJy2fPefLej/jh997lve+/x5M/esntC+X4KgaKWl+cX0I63zN3M1MQfN/juw0pdGQ8uTiyjKTimJNnZiJlZzc7ZPM6uBH0DMrWnBxpA2mmdIWSC0mVyVXgXCqIEKuWZ5NFsyxtYsmOCsitXwfEBC5qlMO5+9lpV1fnvP32FXka0WHiPEak7Mm/v+fJy5nXKTErGKC6AC4rZXl7ZnXqQoDQnR5I0lN0Oq8iNm0IC6ec01ONvtM8vYCQ1QJsdeVAZxYBmOMt3MxwPX74evBFt7YOLBhq+cUaXMEH4MCCPB14K3nQgFQMvhYQb1H2GqlsYT0n+OAJ0eNzgF2EaWsL2bR/gPI+u9ZvNnz1O9/h8eOvcX7+mLOtFShH67Os92fEnGw5A2XG1/lhzE09taDeUyQspR/a2voQMK3paon76/MaeC19UF/Hyvti24Sd+0SVO88VI1cQ2uzPllu1juqvHU+trbOZ2utKTuVTa02hcJNhkwWKR3wghI6+29FtNnTbLf3ugu3ZBbHrUPHknAjyevI0b8DVZ9DKg1dd/bx+335+1ffW+2hDrEW61p7RjwIryqlzz2p1RO6OcHs3cXs3cBhGpnEmTZnNVgk1T6LUhOZlPyWT5gHRySaFSRlzIhUlSSBPIzlNjNOwqKSpKqGrkqz9GV2I9KGj32xsIpafrq7XntMITFmZy8lTb558WaR41/nYIvefkbQP9fSL+8/wwRNdoamHE0yLXGVliUotlL4GsNzJ23YPbFFBXvXO+ZWhsRQDFuNPLxGrWuXcdyzFMpsAxPLeUSMmVk9IJKL05NIhOZBKR8kRmb2Bg6SoL8ZtxwQbglNcUXwQ0GSRkCJGwRPqDXbgglEL1dwNrmRCzshciF7wfiQnZfsykSfozqE7mNLRnD4YCTZP5PJITwWWK7AqrDzf7UZqoaQPjkKLTIhFbFosR6vao2jdv+1cFwn0+0/YrRNsXTNgLB+meIf6YLl2lQpnBmGxv3kQuVn3ntPHLYrSgLWBK4ta5XpupdIDDdRKpQeK2N82IXeqoEW7gbK+eWTL26pbSoV5hqHWOhl1FcVX2I+Fcj0wpmsuz79LmY7sesdl7NB5IoqwuTQjTtGTt6mBV6cfyHOxPCDLYWi/atTrjOUGtaLLjUqpLRpXn4OrURipVMF2V1s/siu/LwqynqVtjxklkdLAPB6YjncMh1sOdzfsX77g5cvn3NzccbjTE+X3Vc0wKzplyjSR5z1SvQKpzCQs7ypLpqhDk7djZ3dyFzc57IDRA/MAZQDt7XnjrLiwVlK4rHpRndgE+5XWmmjmJ6miKkIVNPCWSO4crk0YdkOIsafvN2TnOTs/I+WZt/ZXvHU5Ms8zx8NJovlha0bsDsv7uOrgojeWWX8mxK5G0Dw1CguuFHKNLC1KYRVosZpHH07DTS2zCUItj0EruFLLZW4iFreT9e0vK7D6MEcAYM/HryJX6pc5S1q9CpoiqpXRCHVuCs4TxOPF43BLpN0t8exWA89ovb5GjDV21Vn2OVRblg0xnvP46hFnux2bvsetRJSWo9dnnnImTRkpE0UcxXumearzt+JjrnXcTmDoA2s1p3vdnN4tYrW2/xYApsqYsolYfYnbYl/W1wg1F5l79k0DkO26146t1tp3HlIqX8UE+jTuSsHWnqkoqRSb7Z3HdR0+9lanreuIfU+I3bJ2+/B6oPeny8L9kjRd/ju90dV/bYCsE/SaZ7osk/YpF2NZpLg/AOF+51snQDbQtfInfaC185ip4Cortwe4uZ24vTlUcJUos9W+kSpuYDkjp+6rpZDHIyUVW3wmYZhH5lIscXo8kseRw+HWDBTnKCVbbZoY6bdn9P2Ws7NzLsNj+tCbkQLLQvtRIPGLbAvgVVNYPABTLqR6L0SLJXE7Z/WERKrXFky5zZ59i1OcZh0rgiqrh9/MtXtru55eiuq9SUXLihq4uoGnwr2c8qSawxFbJ0/ccXv11aOLVsZQA1eRhQFCZ1Ey1+S3asCpATUDc1VljQ7BIktZN5QUoQRKCKAOsjBTKC6hXheFSnWRTUnEAF0IuGwRkoBFcKzGVO39LkJ/hrhodbI8uGQAixjw4Uguid1lIc+F/hL6u8oBT/fpGPeGcz1EowW2+7zgKVjq2YgW8kNw1fKWtNaiApOsLvcphQ1UnRBc+9n6jtGrPME5M1y8SXiXShfEezP2HFYgGsUhi9f4IbBf+ke9ihPlz4xPqirfCfTlCrhss3pVBVltLOCqyTqUBXShue4/gVrUq6SJlArTDMfp5EFctyHDcDtxfTexyb+Ljnsut57LboNOEx2B890G7QJL7ps7Ad8GAtZjxYkj1DlHa/dtcsoZrG5TLQxsfZjlfqqI0YZ8sGLDwQzPdsVt3Lb5/gS0WD5ZzDZNqE6k+cg87JkOtxz2LzncveDu5XOur5/x8uaO/f5jaj4plgs4F8pUKNOeLBW46WRFglXIbiZrQIu3qGMDV6WAjOBnC9vOBdI55A2UHsp0SijSYNHWGuW0eywnqrAIpU423jvLh3NWZy8Ejw8Bn9XyB7271ye70NN3W4qL7C4uKBTeOj7mq4+vyenIzdGkzB96rwUzXnrgLeA8wqNz2F1A6IS48bgYlvyuUmmuLhdyBUFuPbarYGcLvi63eQWoSq7GtjZnRA1u130cZgNYUzIK1JfbLF7ZKA8Hi0itLyi2WDTvXVsHan92UseEDwTniD4Qm0KprIHVqei3q+DK40xZzwXLw+0ilqS7tn4+o+bPiP0Vb1095ny3Y9P1tJjJAnCUxdmWUybNpszgRMg+MI3jss7HHPFeyMSl7t+rAEAbO3kF0Ius7EQ12m0GZlWOc6KUL3cvapG4ljuV4cTu4L5Dt+WwKTb3Ou7TAhvoehV0KQ+2j/I7fZI2KgxFmXIFV97juh7f9aYu2/eEvifGaM9Cyhtw9Xm0vcKcMvN+zzxO5JTI88ycZnIuNkBrrkXYnBNiTYw76y1vxVvCbfPANbDUBltZ/QwncPUwEvJhwGTd8Q8T3O6VF0+OvHh6zcuXt9zd7CmTueSncazyzVhS88ptOo8D1++9SwgGEXVU9scDU0qMuTAfj6TxyM3tNVKJy6UU1DmKD/i4pd/u2F1ecHH5Fruzc9569DZvX71F13UfcvZfjqYYP/iQYZiVm9s983gkzSOCEL0QQ5W99mYEC2ZwOG8LiIgsr8bdtoR6aXLk1UOuq6loDbAKhVIN0zVtItUITPAn8FTTWnAPLBEztqUCKsU7S4I3cKREOQk9BFf7oxgdvhlRpWMxXHNv0Sv1znKrxON9h+92iO8obsNchCELdwfP7e3EYX/gkF4wqWcqnsNMNcocod/iYyT0PW+/dcHZbsujR1fseiEGxzY6Ls46NqFa0b6SM/sEcrQTy6Y+UVzGqUdcxCFsv/KU7EZTCDqYcZQrV0HKyWHRbni7h5oMBzJzEu7Q08JbMKMsTStHhCrDMIAzw3Kep7ogyMlhUYF3USWVTJ4TORdSSuQWOVonNVajxIsQnENr9MqFgBYrFivSjiJLVKU0il9ORlVMsykferdEapyGet4NXJWl0HEpmZKsuG3JM5pnyBOaZ6P4aamFh08FiE/RrbKAMi0zeRxJ88ywH9hfK3cHS4j+SPyg8L2nI4fpjzi+eMLw7Dnf+Pa3mP74H2PbA4/e4iw4JHtTZpzbKRTyNFjEbTWO1w6p9fgSMHpTjLiux202OBQkV+DmkOitQoAvdXAUlBml+4CDq8nS27+yONaUmaxHUjow3t0y3Lzg+OIpx+fP2D97yu3z93n5o2vung2Mh3tD/QNNsGLwfgR3BN2PSJ5wveDmYFEDFcRtcMXjssOVDskOJgfuHKQDtwNGKEfot1Xi0xs1t2Tw2QJXVfpOW6jKOTOKXakTkHGDCw5Vy5cUL5Ay6mY0FchpkZ9vzYRCegqe84srQvSIjkyHPed9oJNnPLuGu4OxGdtauQE6gY2DR5ewOYPdFWx3W3yIuL7H1TpNuWhVvSyMeaakbOMt27gruVgk+xSgtTkg1xJMBUqyiHfOME0nj/2AOS7XBvKn5Vn/PNraWdSac8Kmj4j39QtzNZYVn5snUIwxUOvntai6c34BVYD5E9qO642RYn3TqSO4SIk9pT+DiysY9jDc8dHmc4XWvuZq9ZtK4ShWiXqJo3xI+/p38N/8WS4u3saFLcUFC5phu5h9pY+qUd1y3VRr5FsdxyTkmj8qfrbvexs7TY79oTOg3eu54VX3QSd8VphSZpomDoc7cv6yxj6ttfMOrEqZBJYIcK0jj9MTU2AtJLSso5zAVbt37X4NnCiF7cl+WhB8AG4GxT9NPP66OZC2oWe727E9O2N7dk7sN3gfkGz5vM5VQ+hj2htw9TFNVRlLJs0j8zgw7O+Yx5HheODmeGSaJsa7PWka0WS0mpQSRQvIqd7D5vyxRXB2Z2wuL4l9Z/lImx0heGLnlklu3eGaQbB4DHk1oNIP+ayBsznDNBcOx6FuR+ZptmhUYWVMFUquHue2n5xJxwMlYqvHVBiPB8ZpYsyZ+XhkHo4cb18ajcR5SilkcRRxSNwQ+y3HYeB4mDg7u0BTwfvAbrejiz2+Gv+tyYPXh59/Hi1jk90IHMaJ4zhzOByYhj15HvDiKdGhnSkjURxSzPNttX8cpdKztPLzxNnijRMotVZRtaIKp/pD96RBKkXrnkw5p+fbOOLLIrncPLfIeTtv99c7QaQstaicV5NNlhMg896qKTmpuSZVGEHDifQUOuPXdz7SBcGJx7uOIpE5C3fDgfefKy9ewg9+CO/vM9djZpwzswpJHWNq5+vwscN5T4iR8/Mt277j8dmOr54Jl1vHV972fP0rj7m62HKx8/RRCV6rAERnRm9n1o+UDG7G+UiHg8sJLQfO7w4MN3Ztmo0B5apB7uta3baWZ7aO7rWbLuvXFZ0SbL7IucmYU5UFzQO8xB2VJS+l1RsycYO26RJB0sZFatBbWh0re4AqGLCRUzS05TlA26+Y46dGs5IIWqMIbulpVERZQVZT9ys1v6okQy/ZNm1IBl0mrZOIRQUXdR/acrfSzDwrQ4Ixv97imArcHGfeeZp5/Ic/gJI4v9zx1cu38SJ02w257yneZklTtyvkJqCxah/mlKp3zoRCfI20xIgQLafLCyG4FTWQNbPtBM6X/clq/y0fSynYPdQ8kaaBNB1J04E03DEfb5lub8j7jA6mvrcGguvmMKMvFgs8uQlkqsXCXWNJ1si4qs1J2SElI8WZc0e9eQZygblaRenOcq7mDuaz1cHrFbZicU29RqvVpL4mfnqKrnIHV3dET8GP+9fiTShEnQPNOAppd8bV5QU6TxzubmFOdFrYzywS71tnoqF9gPMrods6NjvPZrvBxYjrNrg6PrIqJSWrmTYLWaw4d6EKz7QxWO3zeTYQlbKJrTSq31R/n8rJKH5Y0uGnsj14KE6EvosL53udKe2qh1dFLGRea/IttOUQlrWmrectsrvk4tVPm+KpOH8CSSVbMnFeFWOsYL7V9pAQ6OIGF4yS6PreGAIpkw4HchrRNBoKbnPaYlGZ8qGqMo0j43HPeNgzD1tcbxI1pRpbbX4Hh4hHMYd5yUrKasC8ZOacccWRcq5OzBrFfmDPrAHWPZpgXQesPyo5zaRkea76gdH/5Wr3IkoVkDY82NbJdi8jJ8CxzklrtmsT/VgttfciVWu4rVg0+ydtio3ru0kZRqOs4yMh9sSuJ/YbQuxM9VRsXRHnX8sQfQOuajt5V+5ZShSU23nk7uY5t89+xJM/+kNunj/j6Xvv8uLpe4yHI+PhCGlEVPG+q8BE8N2G2HWEvufy8dc5u3zE+eUjLh5/yyRAHz3m7NG36M56NiESHJZYLqepYB2temgQvM41LYIWCYaxcLvfc7vfsz8cmKaCpoJTMW9vKiSXSCWRV4ZJyYn5eLBaRCjMmeGwZxwnhpSYh4OBq5uXZCyBuRSrYZMQ1Pe42NNd39DtXrI9O2c87inBc5kf8+jqLXox9S3zHZwMlHVS8fo5fdog61VTWFaYUA4F9ocDh7sD+7s903BHmgZiCJQ+Qom4LiPB4zTgnDcxAbzl3YgV0HRO0FIvqEgtDmsGaRM2aAvOWhewFVB1D7y+tsiZd6htJ8UTwYXqSXQmgWy5OA5x2Wg7QetnEL0uKN50JCr1yxVCzftBCkWNuLDZ7oiho/NbtgEcHiFyc5i5GwbeuX7C//X/ZH7/+8pv/d/w+xl+9AmeR8Sqlf/xS/jGY/j5Xwj8sZ/7+/jW177CP/Cdr/LWVc/5RaTfblDfIXgI3gzInCEmQk74fssmO2J3wzANyFTYbqy4MjdWRDMnkJpPFne1RldlirQI81IfhzXly6YLefBYcsk2CbfgU0tgW1NttRZyXSJVtlDbgq2UnMmlOTp0WaCMzlnl2X0xkQZl4XSKZqsrJAJa91mUlMz8LznjSjZVr9CEMAQRRRodeAFVGckJ8gR5RvKEpBHNFkU91dZy9/L6Tm5LCwVoSeQ8MafMNFoU+PgJbIa7Ee7Gwq78IfP+jrON5+2Lx0jJbLc75m2Pj9UBIO7/Z+/NmiS9zju/31neJbOyqqurG90ACIAUxWVEaSzJkuWwPdcO+9Kfw9f+Jv4AY3+BUUzYoQgrYkayKI0kSiQBEAuxo/fuWnN7t7PNxXPezKwGSHRjJ8gnIlFdqMqszHc551n+iyQoITe4HovdBGe8w7RSGQYrBpGmKLApygTUCh+r1Grbmd80gtSmsBoNd0GghCNockwWUgp4PMSe5Dv80OD6Na5fMXRz+uU5/cUZLAO623ZwYdvZHqMgq+IFsIMMblXPhl9ptEBRVQRtPDoqVLDZqNhkHGkG5cQ+T7KAYQ59mSEV9bapEwOb1CfmMbax8v91kNfLOhURs2mYqO0Fuznyuw00EIn7H/6klAAAIABJREFUoirRSniSpVYwXKE/PMAkh+8W2LhmzwwsVzIkswamWcG7rKHeM5iywNY11WSKLkpUWUkDQil8TATn8N6LaTQalTw+E61ijEQvcvfOiyfPkBsA3ZAh9WRxgye/bH8j4uOaslprJpNajOgVaCyjnYOK8gzhkIpSKRniN6qb2mwhsduUSuN/84U8NopGuC3GQj3Jv6zkwIesXqmzl9ZsCrN9zKRmdmW2EZ+xhREEkfOs1w1D0+CaFs7PRSgjjKy9PPMMHt+vWc7PxKR7NqWZTNAHUwz6UkObCBqN0SUJWUuHGHA+EWIkBI8LHh0UxjsxmtVKGlh5vd/N3UacypibjcfDpZBRBhHnBrwbpLj6mnOuxsJn5PWbvCQYJY/R8kUj02aQYzCKucHlY7N7LW5ghmwFMXbX793X+CzhEsw9rJuBbghEW2LLCWW1R1VPKQpZS4KXc2TMk5VNvyuudsIBbb+ibZfcf+99zk8fcnH6kLfffoPFySPmjx5y/OAO60XH4tyxbh0hyOJcpYRVUBuF1QljFHZPUdWWsi7Zv3qdyf4h09khkyvPsnd4xMH1m1x99vc4uPYM1154kaNnb1JNSpGQVZe7oSPEb8ydR2LgrysyduU/Bw9tH1kslyzmC5aLlRCd8+LR9AM+JYrg8UkgPGOkEHDrJaqURVZHSN6JYajP3ezockImi0fwDh/Bx4RTPZiCzraYdct6taZ3jsGUHCzWdM8MTGf7lFmRpSwLMfTb+Qzj5378Bvy8Y6TTeqCL0LvAYr7g/PSU9WrFat0QXQ/JMZnUWFUTjSKNEIrNiEM2ppSLTZ3hU2nEY4+E8KQ3Utdp7OSNRp1j5ORX68tqi9bmBKOUbq41iFeHleOnrd14jJjCiMiB1mgd0SZJ4VBYgTOW+T0qiIVChR6VPKlS+KiIUYQsyApQuiqIpqSzNUPT0q17Hj484aevDLzzIPC39z3nnfAQ2vD0XSaHGF3+fCWWVn935qn++Taz8h7/3ZHlT390yA+/e4V/8/svcXRtyuFRDZOrkHIx0EW5Lqse7Q3WTJh6DeqMYr+lNw5qKNfSlR4vNlOxEe3AslE/TMA4mNl06HInYJcbk1Ki7XqBBTpD9HHT6ZVpdr42kkAMIsikKwS8D4SQpBgKeYqVRnjZeB0IryUlDdpmkQxFEjkrGSaMc5Lo0T5AFG+o5DOc0Evx5bXCGytbfS5IZMoUCD4bGwdPHHpS8AIHjIMUcCpumiC2lIKDPCWVSjAR/SDPDwNhCIQ+4jrpFH6aruP9BQS9pH7rTa5cfYZIYnb9CtNhgvWGshBZOJUCMfbCGcsxQkpG2rpiB5YyntMoDZEwgOsiIUaKlFBGdAGV9mhrCEQCacOP2CZN278VBMxLynIMCU+gI7oO+hbdt9CsiMs564cPWd1/yPLuMWdngfMOFnz81Gp8fY94x1QNlBHSRH55owCaCy2tk3iAaRFWsUFUIls1CFneG8SnwCLO2w0iaNFDsjKVcnk6FUdFz4z9sRF0FMVPX2TJTQhG4bSiVAofFNrJtFgZg7XFpTVM68wRVAplCigCZVlRT6Y417N/eAXvIlYHdBk20KNJDbY02KqgnkwxZYGuCqoqTzSKAq3kTlA+QNAkrbFGprZpLDATkMSgeegFVXbWyJrV5GtjPOZf7zT308U4HdgNrWFSiGImmR81FsgqbI9DGLt5SloLY3E1mp6jpVE8CgWOafG4/ylkaqVsgSojaZJkAlrUMHXyHK1gItyX2cE+e7MJdVVxtD8TrdOcuQ/9QN87LrRmlRKrweG8z4XVmMt4YA3Hb7Nc3+fl1SNcu+RbL77EH3z3+7zwrWc5OrrKzRs3mVY1dVFRTQtpvhSKQk3oXcT1WY47OIgWn0p0MJg+N8ZTwpQqD8wSJqVNAmOi3hYcW+Qk3mVFVu9xg2NwDuf6j0zfP88oZvuUsxnXn3uO0hjhoHYN6+WS5fyc+WL1RJwvBzzico5m02Y52Ky3FeJDN8q3j+vm+JxRR3RzfbEtrkY4oNr5meLzuycTcDZfsT9v8H3AFiVlPaEqpxRFgVKaQCC4KM2GJ3jN38riarMJxsgQHH27YugaTk9PuLh4xOLilA9ef5uz0xPOzk5578P3WM0vWF9cML84pW897VoKlpEaUZPNC7WomFotiVtVaorK0rUD1XRONT2hnp0xPbjK/tkx7bqjWVzIxVeV4Pcx+xMKozYQj93R6M6g/FJ83MnenXTJtD3h3MDgHIN3KFVI83GETowwpZgew/tLVqlhw9sZuTubjDPlXu2maR02MtVRRVKIBJ/wQRFSQhWG6uyMGBKVtfgQKKsabQp8XVMU4vxolMxEtNp2iPXYB0spE88z/CAXLGNnedNtUx9/jNLHfPWQu1ORrnd0/UC7XNIs56xXSzFcjg5NJBpNtIYULCnZjJLSO+OkfGxypyrFvOHEHejMxsFxxCEY8ZzKb1qI5FK4KX35E4xoCmMV1gjkzxQGU5SYosDkyZUxFmNNJprL5EprROq7LKTLWJnNgqeKiA5G5LNrA1GGEbaQz5fQxATOJVZNw8W9ltOznrfvdrz2nufWaeKdM+n0fhbiaQCa8YJ3AAOlgnIJnUk8WA90K8u3v3PAC3Gfo5vXMVagRlgpZFSIUNboGsq9jrDfE2KiXnqcl8TZ5X08KVBZtErn1X40SJZCmU3zdXdytbvCJxLeO5wzpBQ2xRVKZMCBPMWS5wYlhZFACUdIIJtp1dj3U5mjZzJHz2Jl+pmLK4GyKGKU4kIhRsBh3Mm9J2qF12OTRuQYZGqdiCFJQRXkeT6Erd+Vd3maFSiSx6hIUWwx9iQjJF8jsLoEwgELmXOV5dlSRhpuPtpTRhth2QXOz9ZcnJ2yf7BP16xwWa1UOFai0BhjuCzKk7K5s+Kx6Uk+a0n4EynDkXQSnqMOec3RCiVzeUbJopFRNTqGjVdGJBIIJAKRAVIgJo/zHcF1IjvuO3zb0C0WLI4fMj++4PzEsxjkc/66lGosrhoECWsHqFrpFHsFFFILKT32e7L6JgGbIgWJgSEXfxbUAAwyxYqdqAaGlq1KSJDCKmZiisqQwjTiZnO7WufzHEfIq85NiLQViXhMZUX2E41SMU9AxS9JDJsLqrKirgpCbfEhyrplFHWlpDFUWmxRYKwIjZhxapKFM1LKPNfN7GR7vuII9/PQttD20OTJap8+KrTyTYuxsHq8iFdIA0cZOb8GttNHNe69bPYCyMVxVoPcGJ6P0MCxoaS2j931zGQobihKeT1lwBabSbKdTignFbP9GXuTmklVMK0rmaonMY0neJLrcc0a36xI3Voavh+5kyL4ntgkmuP73HvrNbqzR7iH93lw4yZXrl7l+Ze+w+GVQw5mM64cHVJWBWVZYJTFR8UQEkNMAj9OZFU/aaQWg8OmgMII5zEh0O6RhzRiDoERO5vIvNhcXIUMcdygFj7n0Mawd+WIg+vXmR0ecu3ZZym1xpLwyznzokSFQLNscIQng2/v/HssmiyXi6uxuTUWWeMEfmyY7+a06bHXGq9RzUdz388rVp1n1TqG3uV1w2QTdCvCLCZDx9WTvYNvXHF1eZH4mJ/tXKwuBk7WC45vvc7Jvff56f//n7j3/jsc373LO6/dZrlOrHo45rIP1cfFxhk+Qh3l39MeChWxeqBZnmDKE7SFsi4oJ/tMZle58cJdrj/7ImF1QanA33ge9Lcxe4lSieLSWMGPngIjXvWTLrTdEar34FykH3oGP+CCx2gjSnMpJ5a58xwuEXdkA7RWSwWvtTQrrREPHgNJxVzopE0XPHmXIU+JmBSRQFSB5APO9fjQE6OiWSzB97TLQxnBlhPq6YyiqmTio0aFrvyekiQ55CLQmG0BpfNCbasSa4XkXio2HpnqsWMybi67G4wHfIwM7cBqcU7XrFmcnjM/ecR6vcL7gFZiUhq0IllFqjUEI38oSEdKkHnj+wWUTBUIEFIWOyHJnpWzTa0VZixSyd0/hcgXs4OuyVGU2TZqotFaplS2qrBFIQ+bCytjKIvsP2IEDqQ0mEJjqwpjLaoqhYirElEPGGQ6UZbZCEuJVH/witDDMLScLC9479ED/vHvI2/fhx/f+eKhM0OCV1bwyisrqldX/C9XH/Jnf3aFP/+LI/6HP/sj9van6L0qk+yR7kepMMkwmXlSH0jKMusalImUe4muzaRlJF9UeaVXO/5hSeWpVcj5QT6X8FihkMC5AW0gRE10cTPRTLnQHvlRcv0pUsiwwBC2ooGwSUJEylqU8XSh0FERjUJlNb6UPNGzmTrJ7RFJzuNSwKeIC5GUnBQ7w0DyA4QB33uCS/hBEDSjmMeuitN42RlgoqDSsLcHVZa9njiZIqTSQFHmpkaCFPLEy2+VLX1GMH6K6IBlHzl5NPDg7j3qyrI+/w79Mzeoqwll0YPWsu54d/kPxQQ+kgpJ+Ec+Ezk9jHEghI7gWkwaKJRDh5ZSaSwy8TAYTCoycChm+HciqkRA1qWxoAq4DAUUu8wYA+16RWyX+HaF7xc0Fydc3L3H/Xfe4Na7a97/QDrAn5TU7+4HwQsvqJ5DHMD1eVO3uR6qyJzMiFYRk6DEMaRIwuDU2DM2EJYygXIauokQukwPqZYXHKdXykgHwkTxyzKVQLc0EMWDLUaZ5jukYadjROfp/O4iJgqMMhFTOsOUTYG1BWVRMSkmDHUNfsCoKA1HrSgKmydUVnzgrM4eRJmPmM9tTAliJKSIj5GQEj4lfIrCQR4i6zZxdgZLD4tPWfj/Jsa4hIW4ndCB7PfGSkNOaZFM32w+YYQzk1EqUgxpPZqwZrsCNRZaCpQWAQe0NEnjaCwdsdZQJlEJ7JMmmkAsBAFjjKYuLXt7e0yqiiuzmrooKI2mUgkXHN4NdG3Lar1kvVry8NZtUrOCrvn1H94PcP6Iez95xD3gFwB2hp0ccPMP/oAXXnyBZ599lm9/93scHV3l6OoVqr19ikqsA0xRg5H9v2sGgQ7HgtprCqPpjaG2lkJrXIzoIAIvJmUYskKEiZSs38ELJzV6Txw8wXm8+2JggUVV8+0f/QnfeelFbly/Rj2ZytoVPe3pCaf1lCIpFo+OaULg46z2fl1s8ihkzX48NHAFsVA4/JifP56rjQqDHzdU+DzjfBnYn/eslivcEIlRo2wBygr8VSuUsSL08gTxjSuuYAuf2z0EiYybdoHFouXRB29ydnyXt97+GR+89lPu3b7Nv7z2gKZr6fuebi1QgZG0+kmX+C6xNSDFFkCZoAiQVmzMXQft0XbBomxoz85Z3P+AYXFC1604fO4lbl6c8a1vf5eDKwcczKBUajMyHSUsPwkSuBsJSQZV3NBxtmNZkxfFQrgGppQku6i2Kn4KsFpvjWjZOPeQQkBFWWnlNXOBlVJWEEOmVkm8BDwRjEe7SD+csVi0rNYdk+kJtqywusBMJmhb0jWtYKl9xLcdIQZ89MTebYxOi1wQGq2ocmExmU4p64qyKEUwoyyxhaWsamxhKaylsAUqL/7GmM10S0bzjqFvWc4vaJo1JydnnJ0e067XgKa0mrKwqDBglacuFMkaOcAqoYwsnoaxdSy8jfFYjvtUQm0gEyplMroai9Ttsd9KXF+eAxVlSTW1FFWR1QotZVVSFFXu5oqPiLUmmzsKbwQVRNzLaoy2oDXBalLIUvumpDBybYS6xBalqCCuOlZDz0nb8f4v7vP6rYb//HrkzgJWw5fPSRgS/HgBt/9lxWvvDZSp5rvfu8nv/eBboOsMMSlADSilKLqS6d4emkTTzlC6p6gdugl4vyWqQ77fc0ttlJaNuRGx2+rdDCc33yfarpOZgFGomLbeb2QzTb1ti8T8x1KSielWdG+bvGuVr588ipDfURCUFFZJy3QA4Uql1AuvwPX4riMMjmE10LsoROwok+YNkX/77Ucmc7uhgCavZ+0a9lrxF9KHbKZThnHSpyCKOtxm7YmSjz/puvVx4QMsOrg4P+XivGS5PGW1OsfWJbos0NqSUKLSuKMWGGPCeY+1peSICKwuhsjQD5w9usticcadhx/SXZzju4YUltRVQVlagSPNrjCZHXDt+hHVZEJRT3DTK5SqpKbMa7SYBEcGYnIEtyYMA34YWB+fsZyfsro45/Yv3+T9N1/n/V/+kp+8uuZiFVjw9L5IDTJlWa6gbgU5MTuHYgLFHrCXB065JpLGEBTJgfJoY1GpJ0VLDB3JNyRnSXYp6AOd2Q4p96E90oHAgsrFV6+h9uLaq32efFb0MWBTSTKF2BCkiMpy/2MYLVMLkpJOv41YaynKirKqqOuaYTKB5Ld+VSQR5smS+caI6Ii2eT1VSehhQYqoPniG3tEPjmXf0CwHmrXj0aPIwiVWTpqP/reosIJtgT44+exjaK2YVIWgMrTGjhMnFMnviO5EGImpRumNJ5+gRmR6NU6uUuaSp6hlGmUCJEMsdkylk98gQbSCQhtqa5iUltIqTEwo74kB+iHSrVYMbcN8ccHy4oJmuSQtL7aKCk99QFpCM3D8xr+yeO8XvFOW/MtkQjGZYaf7lDduMts/5PDwGjeee4HpwT7To0Ou37jOldmMb127jr1SUZWWikhhBXI/7u1KI9d4Ppwp50jCPcsw7yygo0P6TOvkr4rD577N1Wef5zt/+m958foNru0fUFiN9wPOddgw4PqOZr2mnBr6xOc+wo3AErErOEdQXxVScOU2zyZ3T5DbU9lSiG3h9kXcq6t1y1vv3+Jb3/s+k/0rXO0cemoF8YPkyk+6g30ji6txS909QSkl2sGxXK15cO8h77/5Cg9vvcdrr/yE9995kwcPj3n/TvepT9pYWTu2XdHdcaYKGT0BWJJsWr0nxY4UAmVZYmYzmq5B2ZrZ3gFWG/b2ZpTIzVhyubD6pFO8+3OlkKLJaEpjKa2MOxMKrUXtrigKyqIAA7awl56sHhvnK727eI4y4/n/p7gpViB3/DOPxCdPigmVFD416MEzOI8pVmgjUqfRFHgUy/MLuraj63pc2xGiz8VV5oOkmM1SZYMty4rCWqpJTV1JcbW/f0A9qSmrisnelLKqKMuKSV1hrcUWwtUYjS8JQQQ8XMtysaBpGk5Ozzk/P6NtGrS21KWlrgrqQlMXmqEuCHUpHWKtpLubj8MGWz5OqGADrRCFsm2BtS1e5XdGJ7SUu+QbX6QcOqua6aLcTKhMUQks0BZSMOeiSxcy1tYmGz9qhSnEgwStBJ6mQk5MFGmU5SoqVFGiTIFPjkUbuHe64ufvN7xxa+DNu8IP+Szwv08bCTj1kM4D/bLjldfPwFiuXp0wu3IdU1pUIRLRjFCVwmKzMWA5CIRpCFGE0MK2skiw9U1iO03aFD9c/n77npJMN50npSwYkRIK0XFP6J1qTG3hn4/f0SqrvWXYlPBE5P7YwuqicEciGWEi3lopinx66Dr6psP1jm49MHgpTj5LATySl8f1THkoc3tSkSiMFO7KqA3kVfzgttCPcf36NOtsRCyZuq6jaxr6rmHoW9zQ4lyPMQmU2qwPm+fFSAgCdxS1MJn0uWFgvVzz8P59To/v8db7r9GeneHaNfg19aSgrguuHB4wOzxidngVFVomsxn1wQytI6GoUWYKyqCIhOSIsSOGQVQAVw1903B6/y7HD+5z+uiYN195h1vv3+bOh8fcOYv04dMZzm6mWFnZbkAKhdJDFcCOzp6lFFnkIsuahNIJYyJaBdARryJJB6IOBBwBR4yWpLIFRCR3IPIaR8xQwCp3HwIZbkFUCTdSmqyYolqSwHR3YlRgTFl5UGtJvsd1qygKyrIk+FLsKKKI6ujcxNqooY4Kmvk2UqSNaqRznn7oaduB+XJguRxYrQPnK1g/pbjKNyl2J1eXje+V+PpYEWYyOwllJIpgEBEtWHWUFvNgk4WTxum8zjYbIn4hXaGoEjoKNM3EhDWGGAUVEQNEFeU6UFBoTWEMNkMTUwiEKEI1PnjWiwVds2Z5fkazXNI3jYzfP/UBEQjzsBwYljv/31ZQTrHXr7O3d8DBlSPOHtxnsn/A3tF1XvzhD7h54wbXpwfEvRpKJU0LY2TPQe41pQV1AOPesj3oUozmBqtJG0n7zyu0MZTTGUc3n+X68y9w/ZkbHB4eMZvuoVVk6DWoRFGWsm/aLarni4hxrRvyv3vkehwVBaud3x1/Z9x7xn9/EdEPAw+Pz1guV7Rth/cBGySvkxQuc+meIL6RxdV44nYJcgF4dHLGgzu3eOMnf8fLf/sfufPOu7z587vcR6rozxq749BRdGKEC9ZsE4sSNjCZ/gLabk7TvsK8XXHl+vOsTueUEcJ3v8fetT/BWKjMVm3lSROTDEISsqCFqlJcmU3om72cVBfEqFDKMtvbYzqpmFQFyZTUVXX5tZQW2dO8gBZVhQesD/jghDxfVhgfSDqgBpHqTTGRtHS6QhR4UiTzL/pEpCGcndIPAecDTd+wWHYsVy337nzAen5Ou1zwtLd5DVRac+VgT2AF0ymzKzOmkz0mkz0OD6dUVUVV1+zvz7BFQVEWUnQqScbWbUvX9ZxfrJmvlvR9T2FKppOSvWmN8msIjUyvtEJPaiwTkhFcoBrVtSBzrXI3arxRVeaH5bOlUbnDJQn5ZoKQPVp2fXsAtC0w5QRbF1hTYLXBliWmKGVyZUw28RQDWj12xYwY8urSSiNAgVFR4IEksAIDtYXG1jVGFZA056uBd2495L+88h7/1z/C/BOQF19WnAEXPvHv//Ih/+7dOXHxgP/+T/8b9o4OMUcHjOa4ISC+WsZiiwm2FOiedRC1KGfGIJwMlZKYPUrDXWDBWUTP5zwzxVEIYfteUoLBeTCagHR9tVKYlCXZAdLYrMiEboXI46fM4UwJHcQnjhihUIgohRTsI9dBsPpxk7iolAjRk3xH6Dv68zkXy0g3fH6CvuMat0A2vS6BvhAF7ziFUgXh/Ngd6N0OGlLMZWVN+jTFxPj322agWbZ07ZKuWdM1DZNpC2WSptFjnKsQAkPfE1IgoQlR0/sFq+WCB3fv88uf/jN33nuLn/3T37A6O2VoGlLXMdnTTPcsN27e4NqzNzh69gY/+tEPuHrtOlevPUN84QX29g9Qh1fBTiAlvO9FErpv6BZnXNx7xOL4hHd++VPeevWXvP/OHf7u5wu68Pk2hUdFu7kHs4JiBftCX8FMQE0AC7qCyQwoQZcRUynURONqQ6gNsTb0NjEQ6fG4lCGWyUvy6hHoYLSgKrkQXA+uAp25W67GpSm+rKX5g6FUCuMvn3WBn1kRJjRAsjJtN9Lsq6oJvq5R0aFJstcEJ1w/o1HWoots/myMNCsyflcQCI71YsXFYsFi1XPrAzgdYPVVdIO+ZjE2g124XFxpbZhOpoJm0MJ5Tkl8+aIJeOdIygu8T1mMthSFwAiLohCOkVKo0Rg+sxWF2xlJyjG2WoqQMoTQQBwyX08Kt0IrKqtFEMJ7nBvofU9wjqFtuTh5SLu4oDs//WIPlO/B9/hb58yBOXAbQNWgD/n+//y/8r0/+kOePdinrjXG7DO5emUzKRZ1Vo0yiuTTZo1XY5M1KaIW+1yjvDT3YsIWdgfi+tminM546Y/+nO9//3vcvHmTFw9vMNufUVUlwfWEwaPDgC4KnHKswpxFF+m/BOJhZnxucvARNjjmy7vUjZh/92mhik8a66bjvQ/u8fDhMYdHRzzbe3QRsAjs2PuEd0+Wf38ji6uay1Ob8YTce/dN3n3jZf71x3/Fz15+m0ePzjnj43GhnzUiYnrokYO8q/RX7vyOAdoB2nNY9w/Ye7CimV+grOFiNad+5jmKZ68w2Z88kYjFbuyqsMxqONw3XD88xCTNeq8jKUMMQtx77uYRdW0pK8MQE5Pp5LG/JOLcZOnVqA1JGzBWvmqbH5JtjjdCUgJ38nly1buYO2WeIbX4kOh7x6ppabuOi/MLFos5TbOia5usWvj0/ZOBzJ1at5x3A+ZiQXlsqY2lNobDiaGuLPWkZG9/H1sWFFVFXdUoLZvK4DzOe9bNwLrr8MFT2pJ+WjNMJ9SlysdYUVlL8DNR9TPCj1FKXmfjizCKWwS1UQscld227RDFCP8TJIYCnVAqos1lzSptrHi62FI6ZdqQ8vmIiJhFHP22Rp8tJZtcCKBi2igEhjLzHjJkVJsKrQvUOjHvO+brlp/9w5v85J0lf/sWrL+o1e1TRgQ+APyHAw//3znN2Sv8/u9d5ff/7UvoIKIRvm8IXY/reoa+w3mHD6IKF5LwZgIjPk6SjkzZkEJrLK7IFB6f15bHqgRpJCD8O6OyvcLYUldSXCuTp79S4I4SUjpPpVT2vEopEBTZiw5USNI9SwJAU8mj0gChJ7oW163pFwuGtmexjDj/xTmlOASW1gGFh9QiQPqxn7ADq7QaCgNVAZNBnrt6yr83EqD3kAGJUQF8S/SNPGKXobYBrb2IauRQKIj5XggR13XMTx/w4OF9Xn79VV7+2//Mow8/5OF79/Bu2HDXmiZyceY4fXTK9PaKvav3OLs45tr161x/5iYvnXyPK4dXuXb0DPvTPRTgu56L40esLy44vv0Bt99+l4f3jnn1rROWiyXrVUsbvthp77jnzUPmnAZkQ8rdtmJPbAcObkbKScCWnmmpobak2rI2ii4lipRoQ8An8EnEABhidvY0oAbwVqBYrpI/lCX4KXS2m1AoK550v5qukKUmsqKmMgLXLgpLURZEXxLCAASZCDNO/1N2ZI0ZkpjFKjQ06471euDhgyX3Th3zNZwP8vZ/FzvN4MeuRWMU00lFsFKsakSkJqZE9AGnDUY7yqRQ2mIy6qWwMmkMMeb7UIusPwqfhXNCjFnsgszxVahhIA0OZzJnMa/XMSk8YmQufnkDvu0JQ0+zlqLKtV9hhy8NEM+599P/RLy4zfXrV/iL4s/RVcV1JbxsoxMxiXfW2BRPSM9VR/kuErMhcfY11AZ0xNjyY8R3nj7U7IjJIaHLAAAgAElEQVTJtZu88OJL3Lh+g6MrV5lNaipjsCmJjVDfktqG+fyCR3ce8uFrH1xSjP4yIyJ7w+4nTztfv+jbNwEnJ+dcfXjCS4slZV1jSysNTCWT/yeJb1xxpfjoh4op4ULk7MFd7n/wLh++9SZ37p9ythq+UEWgEWI4crHG4mrMxTaTpQhdD03fsGx6htRQXX0Dj+X5H/63XJuV7E8nFCPZ/gljhOGUwKSA2URzuL+HiolJVRGVyQR9w9WrE6rKUJSK1kFVXYYFjjwR0Rjb4Y9kMPHYodrABxIb9cGxsHI+MLiAD8Jna71MqwSusWDdtJydnNKs5vSfREj9hBi7Hd5l8xLkuhilQAcrSo6T2jCZ7mFycVXVYj6J1fl9J/rB0zlHiJGqKEluQnIdi2lJVRbUZcGV/T2MTpSloajKzGfL0tckgW9BhgTmf49t/QwTU+OBG08e7MAGBVt1SaE9e4RoY4RoqU0u5LKUez4/47nZPLKe+MbXSCNS4ahNAZ+SgaAZmpaz8xV3Ti54+Zcn/OK2592nMaz6EmMBfLiILJcDf3jlGO8Grh5VTIpqK1rQDri+x/U93nmCF2+p4DOxO2xPS6YRSSGzU1wF5HvvZZP0gUsFTMqdxziOBTeFldwrGz6CNhtVLeE/xR0xC1F1TBGSidmEWmf1Kbm3ZIqVeVZhIPoe17V0TUfferGK+QKP9/jaA1KIeiSnHgUzR8ohuWA3KhdYSu7BhqfbKHfv30KD0Qkx5XXE4EjRyxtAySur7VnZnJMQ8c4xdC3Ls3OOH9zn/Xff5sO33+Hs3n2688cwDANAYrVsma9bqrnCFJ6T4znHx3O6wXH16hHza2dcmc0gRbp1w8PbD5mfnfPwww+59e67PHpwxusffnnJypjEDbBdDHf+/Ggh5PehmnpM7SlNEuGgQpOMQkU5Zi5mPh8q3wBBxrc+H+fYyovGICemMNLVGyppvhkrJz9bSvzqN73TONqoyY2ebll9jnxNJcHCCldQMarV+hDwSd7zct6xWA4cn/ecXghXr/0cj/FveoyJakiX70OlFEUpMPOkNBqznRzosIGzp6Ty/iPQTWtlguVDyMWVTBRBYZIixIQJER+icLWT7HniSxfRWhFFfUVgvDHiAqhBvPVkItwS+o52Pcd3DfGzwAA/c0RIPeuHH3KsAm+//irf/vaLXD28AukZNt1KtYVtb/b1zZWcOa+ZBDAWpdoYjDZcNl/5dKGrKXbvgNn+AVU9obAFRgFB+Gu+6xiaNe1ywenJKafHZ5wfzz/WJ/DLiq9aqXOxWHFxsaBdr9l3h4RQiQjJBpL/yfGNK64+LrwLrJqeD996nXd/8Rrv/uwuc76cE7ir7PQkofqAub3izunf8K033kKVhxT2f0PVR7zwcdIqvyZG7OoBkGrQGH7vhavMD2d0fSAZwcprDc88J9BBY2DZwsH+znvSGlvVRK1z0SSdzJCy1EIaYQPgQ8K5iHMB5wK9i7Sdox0C686z7pwUWT6wbnshGa/XnJ3NaZo1fbN4ug/5FDF2jgLQeQg+4prI+uxiUz+aSrqm2kLUmoDCY3DZ0M9oSzOpWE9rku9w3YqhXVKayNAdQeghickuyWNKcbtUWXlJSL9jYZ2wG4MclaXuBS5gxjecC6qk4kegTtpYjCmkc2iKjSGjyTwGo7InlcrQwzHBTMjG5iJaC6HWxiykIbsdYbXGD5H7Dx7w0zfu869vPOI/vp7ovupV7xNijYgu/Pufwh/fmbM6fZXvvXTAwV7J3l4lcr3DwPJiifMJ76Fvs/dSkLwR5JT0fjNQImQKUcimojFJze4V9LtTvMRGnptMpBuNoRkLKiN8R53/bWADoY2ZxKX0tjZQOgiMN+UrOAVUlh/GO9LQ4/o13XLJ6tEZ56uPTtO+qBi7jCSpayYroSiYOjd3tMC9FAIJrErYzxV8z5as/CRRIYOxA2CvgrqU+yVGRwg9IQ3EVMikEH8pWffR0bmW2A90XctqueS999/nl2++xs9+/GPO37+LW/36ho5vwbeJ105OUOUJun6XF577Z64e7vHMjWtcKaYMfc+jRw9585cdi2XIb+Fxa4uvPoZOEH5DBzdoMUVkGhyFSehKC+TOqwyDlSJ/UCB+hpmbOQSIg5xc14t0ZOoBL+ugJRPzIsHMhKoVLrOaN8JIeQ0cG4JbiXaFYpSaFFuAMAhPOZJIKuHJ95Y1dL6n6wOLuePWQzhdw632yROi37ZIyD14ubjSlKYkFqPJ37ZJR5EorCjbJWU3svnaFFgj3G0fvBRlpkBbKcyGmAhevPy8Fx5m0JqkRcwkhoQxA8nLeXZDR+8GUteThhXBDbi2J3VLudaGr1eZvHhwh3/6v/9PjqqCNDh++NKLIgaileRVZKqIVtJnQGgDCSNNskhWpIuZo60oSlFn/qxhygptS8mDVy06aUojzbwYAu18ydnpfY4f3eMf/8vPWC0v6NKXtIF8TePhw4fUk5qT0zOqvX1igKqq6FuH68ITLSi/FcVV36w4u3ObO++8zt07H3LMV18Z/6oYk/+T3uNOzviHv/1rysMj1kPP5N/9KbNCUz/F/WaQpGSiwBnF1QOY1IbBafog3RJtFNeuCnRHJ8Ho7+2gAmNMDM5n6VAg5g5hDLggErc+m6A67xmcox8GBhfoh0DbDbSDp208TSf/fxgc67aj6wdWq7X41fSfHaC54ZjtfM08bjSXCZOWrczn2MYLPYza7UkJvNERcXkKZ5THBFEtauqCqtBU1nBxeoAmUVlNWZaQRGa2SJIMe7sjThAKSb4VpGAleUhpbO6ykaTLmYbWomrmBneJpO9DZPAR7WWCETWYpIg6obPHmNYJbWLuBOfXSkihlyWzlREIQ1lmvlnfs1g0zOcNP3/lDv/y/oqf3U4M/jcjSUnAaYI35/BXr8P/tGh5/qjnxW81mBQJIbJsshpogDYb27rd4kqx+byPF1dDkimXcwI/2sWlJ5IYAWeoUrJb7txuD3IUgNl4waSUyc/5d5NCJy1eQZlATlIZOhVIwZG8mNK6oaFfLGhWLYsmmyJ/STFCizZKTj6rohrEM0yxsXowRgyvKyu/txe2HNVPCoVMrWoFtZXXKEyC4Ii+J+ZjEa1GpUBwPTFuX3noepYXF6TY0zRrLs7PObl/j7MH91icPiA8TQc8QXICdz69n1ietjy6d0ypC0lW2pZ1E5/IgPOrjBHl11xETBm48ryjiIlSGWw9wfqCwhnhgCI1VVdoEX5xGfoXItDnhStIpl5ZcRHtS+nYWQNeE1NB8JeL3hiz/9imIcFmwovWGxi6vGFZB6MP+EFM7z3QDcLpCUoxXwZWXeTRGk4baH5D1qyvMgYuHyOjNXt7E0LmsKW4g36ICa00QWtQduNRJY0+i83CSkprtBW/xagU2nlCIQUWUTEohVPSBAnO4bTCxChF29Dh12vC0BG7htSuSH4g9b1s0PFLXOCeIlKKvPryv9IBf/yjf8NL37nJ1aN9KgThMHquJchKgdKojlF8DoW8K9xrRlTJ53D1+q6nW644PT3F9wPreoJfTQlOBH2OT+/z6P4tjh/eZbk4w32l08CvR6zWDfPFguV8yWq5RGtNHBxd39D3T1bY/1YUV75vWR7f5+TuLU5PHrH85Kd8pZGAdUgMyzVvvP4y1176fXRV84M//iF2VlPXn3za1M7Xkasw0XBlBtNg8AHWowm6gcNZVp6OoAuYbJXYSSnJqH9UNhs9QzKGevtIhGyI6r3HOZ8LrIGu92LK2/Uy0RocbdvS9T1t0+CGjhievuTdNaAbC6sKgR4VSFFZIiR6knwdi6pR8nMjUJCgDxn+BRvT10jaTCAjEZsiNnj69Yq2KliXBcv5BaXVTOuS6d4UrZEiK0sBGmvRShG1ZOlxLJ5M2AAtRwSZUhnypRAhDC3H2bvhkmN7GBUYg3C2klakFPI0SiBmWid01GzMnzVEFGrjeRVRSZMC2KTRCXzvOTtfc//hnFffOeWN+4n3z5761HylsQbudRDvwrXoGBqYTKDSsrutu6ySFcQ81EURQvMjqkxJYz5lZMemuPJSiPmQzYeN/N5ujJAWFdVW6jz/7CPqmhn+JNZm+WdID3/cW7XWYkCtyF38sbjqCUOL6xq6dUO7Hmi/gn3R7zyil4Iz5QHFBvwyQgQtlIUc50kQaODAr4cH7sKbSy3Pt3aEBQZSGMRE2Pckb4kqEcNA2rEucINjvVpB7FitlswvzpifnbA4P6VbXlxm9D9JZKjdar57BH7zInrolglbRnAeG6FShrKssMZitcEruRG8T7jSEEIi9SPsMuRplpYbyClw2Str6LMYQCFG6yRi8OyyANNoBwBStI4eixsI7XgFyb0UY8Q7z9B7XJR7cZ0nz12EswtY9PCgk2vr65mGf73icYVkozXTusIZ4VnHOAroCApZM6rLGmwWJNFaiiprCikcxuKqFBXdiBFDaRPFWD2bdaeURGwJaVjiBuLQ4psVoW+J/RraBryTa+lLNft4+rj93jtEU3Dr1odcu77HtcM9rBbOmUMKKimuEG56jITgpYGWmw6KrRH35xGx7xnWKy5OT3FNw7qsCIsprh/ou44HJ7d5eP82p8cPPpe/902IrutYrxvW64Z23VAWBSoEhqHDuScjnP9WFFdD03Bx7x7L+6c0Z1/30mobLkbuLRb89V/9Ja+/8lOuXz/kf/yLP+Hwh7//xK+hkWJjLKK+dS3D5ZHNCCWKNkdq66F1AVytd18lEVIUTgMQg3RbYvKSwGQ/HpWld0fZ48E52m5gvW5peseyGVh3Q/au8jR9x9APON9fSoSe9HMVwHWE4H6IwIUqYE9DPRGLo7IAYwWStNtI1obRV5Q2+5z0DtbDVta4YysDuislERwMIbFeLtAqQfTUhcZ3a6Lr0UC/Fn+byf4hZT0RBaTc0bO22PRprTEZGhMvwQJ1CpumrTaaFCOuHy4pBoYQ8T7iBw8Gkk6kjF3XSpFMyGaNeqRfZXgaueDKXAqjUAZccrgQOLv3kJ+/fJfX3jnnL99J9L+hGcoaeA/4+wdwdw59B4ezRGkzlypjqIcsgDbyqJQW0qrP4yalMzchZkSKIFfoB0hWuuO7EbJQiKj35b77KMmPeIsZbTM/TlQ1Y0qb9ySRJ1QpZM+rzCdy0tmN3ZqhPaeZz5k/OuX43NN/Rfn9WFo4ZNq3oWKGzM1WQrnBSA4+28tT8gFMEljhGVtu6uNRAJP8qA2UU7m3tU4kJZDA6HtS6EmxIIVEckOeqkgMrmexXOD6huXynNPjBxyfPmK5mMso8rd4vNGcQ3SJsGyxNwPTiaGYlnhKhmixPUy7QGk8KhnaytMUvSS8fYSgc1U96sEbUbh0JQyGVGpisEQi+rHJ1biGkaLwpxhhtWORpUaSFSE4hm6gXQ0sl3LfdgOcLWEZ4DzCcXoyX8rfxTYeX9610czqKd5qIpoYpP0XEeh/cJ7gPUlriqKkKKsNzNmYjAVRmpRh6sK9dsTMu/JDIlZRxK5UQK0TyXva5pz1xZzV2QWc3hej3xT4jTqbJ3dZ4/mHv/7/ONorOZxMmTxzsGkEqJQ2jeDoHDF6QnSy+Wwg6GKp8VQEn18XzQlte85bx4/EdNsYKlvi+jnBN9K0+Lrhlr/iaJqO5WLJ+fkxhwczTAzE2UymrOv+0hr2q+IbXVyllOiHgfV6xfLimHXj6H/DJp4JWLVrHp085Cc//hueObrKM8++xPV9K75MTxCGDIVTMEO68D5JopKHI8zYQucGtoqG43tIatuBH6c6G9EKuLz4poSLERcCg/c453DO4b0nBdlclZIEKxpFWYiCnsrFzq+KElGCPEASrX3gmSnMCsXRRLNfVdTWMK0KyspgrRhLmiwEEmLadErH770XLphzgW4ILBpH7xOdl6S5D1A4WMdtoWXJctKimEHoW4a2oWsqmvWKZrXEGE1ZVehCTEuLvkJnf7BYCHcqKYhGS3GVYjYXzsVVDCidwCisFTiGc5dhgS5EhsFLkpkg6kTSOv8dJZDHlLIjSUKP3LggG6gyMlHQSRF9oHOeoeu4c+cBr91r+PmjJNObJ7rKvp6RgHsJ0gA3j6FtRdwFkxFHSI44TiZ3iytGdJLJxVfIPJV8nfaZbvKR4nMDZcpckB1DzdEfThuzVZNUCqMi0cj5EyVpv1EFNGSxi+gJQyeTqmbF6nzOaiEGtEP46nq6IzSwR+4RE8VfSacdX6tM6lZIs8MWUFVQDXIs6/z8xxPj4rHHLsRXkyB4meKFnhQHUuyla5JGW3eJ6AOu7+i7hr7N/lhDi/c9G9zm1yD2kM84ftYRAT4WnoHLRpq/qiB92kghMjQNOkRqbdmbVARV4WIBFioTKbRHm8Cq8yhjaduOqL2cuHHypzZ3kiTGyaHigEoDKoH+VbOkDFtOKbea0igiEzNsyuOGga4NrNewXEhTrPFw7GGdYJG+OHPR36bQSlFWMomKaIIX2GUEUpSpVTTCHy3KkqKss6WEyV6VZIEkgyoKWc+SvJYPkVAFYhiIweFdYGhb2uUF6+NT+uUclheXCqsRkVICUytI08JKY2ZcY+zYwBnXHJV1V3zuASBrU4M0c76wtTIl2tWKX/zTv/DDP/wDjp57lqPD/cy9lfc3wgJHSGxMZJEQcj9Bb3Kkz+lNQQqk1JKcInpNcpoY+o/Yu/wuthFCZOg72ralqkq0NaTo8WF4ojXmG11cAXR9T9OsWM5PaTr/qYne6rGv8PGL+BexsA/ecbG44Kc/+Qe+9wd/zHd++KdcnV2RG/ITnjtCasYTvUfekNVlefgJ2418wtYjbIyxoygCFhknPy4QY4GVIJCyWpPwgQYXGLzDeY/3gZjl17QCazTJamKhwWtMys7vj71/8nubIhOq5xVcUXBdwTMzxWxPc+2wZG+2R1VXTPfqTLIV1b/RwNTnMXzMI4IQAm5wrNYtvRPI4rSMdC7QusSyl86oiXL8uiiLtM7TPptABS8iCX3H0LZ0TUPbrDHWUtU1RVWjlcbV3Sa5jtl3CYV4YuXJn86QQFRCRy+mggZikMXWO39Jwcf7IAbMRooraxJokwsCgb9pI0bBCpmMaK0IJHTSopyvDDFq4uAZ3MBqueL2nWN++RDePH+y6/PrHsdIY/32hfDvZ4UIl+hcdMewI68etgWVLUBlkReXf+b81humd/Kzy9LO4x23hTUpPUIA9c5XKbJQ2URVZaETnQ1ux6lLEkCOSgKlcX0jyk6rJcvzBcvVwOJr4II6Jv0OKLKIoSLTF5PcL+QJoDEC6ytKMboNUdacsXgYp8QjpHm3sBoLDhlmCCyQIIqBUlxJMpeSuzQNj9Hjh4GhbzcP7zvCp4Aif94xQpsNsr6NU7pKbX/Wp+10sGErBjLk/zces097JaSUGJoWfKBShv1JSVQVPlWoAmobKW3AloGqCwy6wK2WDAkZR+ooN5COoAMbl+k8cdXJiY9fhkDvhkD/NElFRoPncY+JQUj3IXhcL8VV08BiKQbAywQn+Vh8EZYqnzV+3f781d+1Hx9KKcrCEnNx5ZXA2iIQo8inJ23Q1lCUFWVZ5SbR6NsnTbyAQheVWLgki0/Cq4rO44YCrwx+GOjXK5qLc5qTU2KzgH4raqXIKqEK9hVcqxXTUjGdKIooe3ABVBpKLVwlqxRWweBEsKVrE8uUWKXEacrXepLLdaOC+Dkev77teOvlV3n33fd5/gff50e/910o8l4OG7XemG+ZtMPIVQpBkmy8ED+vd5WAYfNBw+9qqk+MlCLDMNB2LWVbUhQWpeIT7xnf6OIqpcRi/oiLk7tc3L/D0rmnkmId06QpGe/P5aIj7Dx2N7gRRhbZbo4dn20x7Yeel199hav/z3+gW8y5+X/87xxOaiaf/NTNAjVyjMb3Md7S48Y+3seBrWExCMxvGIbcvZINrx86BjfQtg19P+D6gXZwrNuBpulZNT3Ldcti1TBfNfQu0A9e/JW0pihLtLLUZWSvrgmTnuB6huWc5JKgTNJWevkIuGLgWgk3DuBgojnasxxePWAyqTjY32MynVGWBWVtxSMibw452yKEDLEKcqZ8Nibcn+7JZ+k6ZrOB3nlWfc+89bS9ZzJxTHtoHHRBJn9J5QRR5cmC62WisFywOp8ILMnL3xu6hhjcRja9LMu8xolZ79ihM2o0EQad3Ka4staSosD/4s6q6Jyn7QdS0lgbsdpSGC+CAlphrJgXioxxErighhCjQA1TkIlCTmROT0949GjFj/8eHnz1OefnGi3igxUaONBQr+X8aZXh/+R7N0phZSyYUqzbTJk3YLW9r5MSvpUqpYAYIyHNhhFXv/uIMc94jZj/qry5q/wCKQaUaAeKIEkKpOggtrjVBevzM45vvcHyfMXirKWJ4RLU9cuIcY1I7Eyl2BZAiZy0eBkepTw2N3mh0YhSNxZSBZMMX3dsu9Pj9EqR+ZNkSCCSZFmTi7YYCa4juA7vWpzvMU6Kq77vCGGnk5YiJEeMQVQ3Y8QghuhqiojcfQWjPw38CLgBPAdcn0KZUXVqPLgJulY4fi5ui6oegb6ugQcItHKEVz5tRJ9Y3G/wP+iw2nOlLjHVlGRr9rxhcIluiMxd4qIN1FWHatcsi5a1DdBmcQsVwQRQTsbFueQuksNGhQmXD7LKU/aUyY0bWGBK0ghLYlrr+p7les3FeeTkGO5HsV4YVX+/bkycEbZe7XwvDNft9+Nsdchfvy7Fllaa0pakwpLQOKXQGZESgxJVuxgxZUFZ1ZRVnZXupLjSWgkEMClsWUPSOO1EeTcElBtoVwk3tNy7e4vjd9/h7IMPiKtzdh3ZS6QZ/PwMDiaK6/sFz18/4mA64aCeUFtNaTSV0dRVRWnFb81a8dxK0RF9ILhA117Qti0XiyXH5ysW68CDc7jVwVnMpsCfW3gIJ3zw9i+5cuM5/uwP/xBti3xse1HxxUDMtArihn8rTQY5dpfZib+LLzMsYELArdf0qzWtthRaYxT07W8o52pMcj6vgj32Hb5tcO2SEMOvvFgVUkTtIZv4DBE9qizs11Ba2fTKbCAWcic7JNnwhv/K3Zt1SXZkV3rfseleH2LIqYAaOagpii2x2Wr9Bb3rf+gH6l1PvZaGtdS9qCYlFovFKhSATCQyM8KHO9ikh2PX3SMLqEwQiQIow/IVgUiPcPdrds3OPmefvROnTERs2dhSOclujqk1zFc9DJfDccf7H4YpJX71q38ghMD/+Mv/iT/96Y9YPb7+g79zWfkpXGR93/p3ufg+8HBhVNpBtxx+9UyvW5qMcxO5SI0OOMXEHFU5cAE1iGCtwTaAoX+8QnHUzlGTZ5YZaeoCNc6EqgphTw1ce3jcwdPrwNXa8fi64/pmS9/3bLdr+vUG5xzOqzysiCUhSHOCzaW0ZhttGE3JEK3+e2hUA+cMY0y4YEBGvBM1I7UFP1fCUuUQIAjWqbQqpapRbYzEcWS2jikcGA8rBbdeJdOt1Yaf2i56SWYhVDbDYVQKvmrlSrkxSqVUpa1LtcBMjEmFMgpkUyhGMFZBlMsZYw3WWYwsvViQa8YY0T4eVFUwpsSrL448fzHx61kzwv9/GgUFWEe0smJaFcXIhaBJe55Z6CZZe/XskiUxSqNcAl5rIKwEn+EUGlWIpWJKRQpN9EXVAw36x6VUyvKVqmupeb0sfyaXyBxH0jwwv/6Su5fPefPlc958uWM8zowpf5Bm/SWBdFFvO5mPf9VYqtuXwWw9X57zz+p5T1kqvSJ63ziroKs4tUVKaBB6SXFblt8lDVCWf9BbuHlWTcR5IM0DeR7I1kEt5PSQ8qJCCFEfOZFLVtams4Q+MJv4RwtlBLhBz5gr4C8cPPXwrIPrXq+JE5CWyasZBqf0pnnWNqdYNDO/gCuLAtA1Snsa2uN9P1EpsL+vjMdMjjNBwDuD6T0SDbOtdLYgTrCSyXPleN0RyNSamE0lR8324utS1sdIxknC1YSr9sIxqY0Gomot6jmXEikl0hxJc1TD73FkGkaO+8J+hl0DVkd+WMBquW8WYBUEunYjSdtTTjaGVZ+75LB+SABLjOC9pzpHEXPyiGt9AKocaMCKwRqDt46yKDu2Hl8DUGg9WIa6+CoWpTcPxyP3r9/w5W8+4fDyJWXYc6kC6ICNhY96+Olt4GbtefZoxUe3V2z7FVfrDZvgCc7SWUPwviUhE84quKJGlezPifloGIeBm95x03n2h5nH3cjNLvJyrPgdPEfvpQ8zKi9evODXv/41d292bK63hC60PT9rV+HSq36KzNDrI+lUrf1Qohbf9bhMtMGHoyt/X8OJ0s6VijyoSXanAEvVFN89Lz9YcHU5vg3QqtNIHg/Mwz2llq+8JEvm9RHwY4EnolnEm164WsPNYwi94HvovAYIsagYUs4KpsZjM2bMVX+eNC62ohvpOFampAm+51UPhzdVN9VvsrH+6p/+gS9fveTv/9Mv2VrPT94Bri4/o+FhteoSUJ2uF2cKzuU4ZePhfMMvXxrAKqWQSmbOmSklphiZ5kRJWQ0HxeKsxXpH1wU1yROgRkzpIEeSi9iYMCkhQyTUSgc8DXAd4LaHJ1c9V5uOR7drNpsrur5nu10R+tVJBtY1wYBUgVJ0U6ulGRdWSkrkJEQrmJrJXlhlQ+8tU0yEoDW+MAnGFIyN9CETks59BnJvqcbCIqGdM3lWk9rZWqbgGY/qnWOdw4eAdV4DinYBrTUYUXBVrMFYUXBF85IxBck6cyWXB5ttjok464xmKRhj9W80gOaaIqDJFmuKVq9EyKUBsjQ3+k1mnma+fD7y2fPMr+sP45D/kKOgGf8JmESTJFWnjrmJndSqFSkjD9UnLVrNEqs0waYJospqG0OXYEmRVHQ/MFkrUqloFcrkilPtXV2LajamfXeNU5tTAaNSJyVNjMPAcNix/91zvnj+z3z58lOGw4eZmeW+v6xoL/YFi1VBw5BnxT/O1+ktwl4AACAASURBVKV11Zy+whlcnfZwOQOrJfaSBVw5fXijXmGhPtwDl7/xNmhr7QPNO7mQJlVLjENHGo8kY6klU+J8EuCBhT8fmeNMjA1cWcF4R9evSCbzYeDqu4cDPgJ+gp4zf+bhegtX19B7PTOcuQBXCYbQ+v0GTeSl5o2+ri0RiAK1W+AF8Jpzj+j7jFJU+XA8JPI0Ewz03uA6jzUQXSU6g3OWzmRshummozOZGeHeFKa5kpM0l2fAZpzJdJIIZBwJI/Uhtb5VEktpwCrOxHlmnmbmcWIaJsbjkeNh4LCH3azVqnt+WMDqRF/j3BscmvXAspjlnNvT36nnJMYlHfb7HiKC7zzVaOWKomdbpVBFk6yCYMXgjMU7RxbRDbIZPqts+xlciSuQMplKyRP73T1fvnzJy1/+mnJ8DfEhqTMANwF+fg2/eLzm9mrF00dXPN5cs+56NpstV31H7xzBmZNwU6lF/basVcXc1pMZe08cR276jtv1mnEY+Gjzmo9e7Xl1n+j2Sv0e+HBr6vPPP8P84z/y6stXuM7TrTsktTaK1mMtsigFNzWjosnsnJMqoH6PRr7vO5ZkwnKWNALiydv1h7Cmv+lwBqyoZsM4HHHO4jpHdpY4z+/1oX5w4GrZZJZJ+lYVrFoZjl9wvPsdhy9+S0kP1SwWyt8vgI8M/NUN/OKnno+eeZ5dr9heX7O9viasA77r8N0K571KkedEnMspoxNjJqdMnGbmScUb5mnQTE8pjMORHCNpijx/eeRwqOwP8A+v4EWG3wCfosHfu8Y8T/zv/+v/wkc38O/+7Z98o0vydRnpy7EEWctQKfakWSw0i6V9Q5lcmuz6nBhb899xGDgeRw7DyHEcmFJGjMVaj/eeruu5vrrBOYMR5XCbqr0TKXiIIxIniqt0NdKRuPaF62C46iz9uiP0HT50uC7guqBGeT4o9c5p5coahxeDLKBq8XWiUmKi5EiOM31w5KwZ02GcmGLCOo24V97hfaDrEmPKrGJhrpWIkK3yxrOx+OAJzuGMgZzIcWYeRobdvQZ6OeH7HucDaZpaA7dgjaiPjFT9XSuIM5glEJEKndcAN5cHtImUM3NUZa0kFWMKxYpWqKwh2WZaHBO2UeCcQExRQcQslKRNxYfdzG9+W/nki2+0nP7VjCX4qQ6yA7kC4zXot42HVqsGRMY2OqABGwxu7TFhpV4u3rQDEaQK69tAHQrIZyzNynNOSHIggs8K7BXUa6AizTBYjK5FbWRuFdaqyoAp7rh/+RmvXrzgN3/7n4lxonxTufCvGL/X18MZOC39TAvQAt2PL6tVy3PPhK+HIhQd5wDTiV5DMZw83MoCHBpQDR6yV2GLy+rh8v3bwG95/RwhDYnj7o7wuoOa6DY9Mc74sCJNhTyfua05R6Z40CpXmiglauUxWFbrwLAy6jXzHQse3aDX/y+Bxx5uPJhOX3Y/wjide/4633rV5KxoGpP2gaakfVhHNGmwwMJlfhdK2ie8v4+YzeCMwXvH9dUV/fYK168JyZ4M41cFrmLl6ioBR67uOsSNvA5HjtPM3TRRbaBaQ/UVbxKeiDczTgTzlndPaUFkKVlV6Oa50TxH5mlg2N+xv9uxe3PgzRu4m5Xt8S75/u96vO2XaGk2AU4fzmgSwTXbgdoW9jzTPI/0epd6FjCBHwZgtMaw7lYU0Xmn5NYrJGCFajTZ50Mg+ID3Xr2ZTgqBlopgilLaQUjJk0ylSOEw7njxxXM+/eQTyuGFlmQvhgB/soaf33r+m483/PzjH3G92XBzfc3N9oZVCKy7QN93eOtOptOIkHNSdoyxSgssjpwcORdMqbicWFWwzoItOCds1yNVBrov4JMj/F80jZZveR2nT3/Lm1T4L3/7t6RpQOYf45t0cy1C8BZrUGUOYDHBqlWaPPsPv3L1lHMFfoXu+xXdc2bgS1oh4ft6g//CcbVxXK8NviZymphmRxgCeM88/SsVtFioc4vZ2pI9/qajUikUpmHHeNBHLeWUhe3RxfCxwF/eCD/bGv7tj9b85Gdbnj5bc3u9ZrW9pt9eYXuPdR0u9JjQaQCQEznVE7jSSkgiDiPzpOp4cTxQcqamzDh6DehjpPOW4RA57DJVZm6O0B2BohnHdy3EnBO//se/49NP/5rXuz03m7VKbL9jvA9Q/arn1FopuZKaqW4tSlHTTKNSbWLUXqUpJqY5McXMnDIxFe1zRjDG4nzQTTlog6AxTaC6JsgGmb32mWTtP7Kt+uecwXqL8x4T2sM5xDXTG9ckyJxHnMOEDmO1eiVNFtsYBVfUQnGJkiLGWnIFEyOYGZcKuVaccwTvSRVCNYRqKKYQJJ16aKRRD0Us1jbJc0QplCmrbOc8q8dUO2RqVu0+VY1T3ytj1OwXa5BioBisZIoURCrOqNjF2VhQRylaKc1mUZkr6j/SeuNqNaokaIV2LoJoFr+i1ZM0R+JUOB5UwGP/LzDdXILfDXpPubaOnNX7OGW9p5fKxPK4rJyeKGRwUl9u3rrU+rC/cebcd/K+gYhB6aVho1Xo7ioQgsVag09LVVYIVrBOe3GMgO08bhOwfo2xFuMbxRKQaug3nslOwGftXoExFaotFCm4rNROyVV9mUyTaK9awUIKptFVc07NJ27iePeGuy9e8Ob550zj8EEO2QX0bDnP1YrzfCzg6pIWmDnP0SX4eZtaXC5+fkkREVEBC2vPlatiNWtfbQtAzVmswqPzelkpe0A5qcoeKhFyrMQpEodBq8SHHdYYakrUItSLxuOUs/rszTPjPDPPUWnCoBTiIOcX/w7H0keyRiufNcMYlUaesl4nIwquYpO1R7TnKkWtXo1JFc8HlMY0cBa6WLydFqKR4zw37xreQecMvfdaEbAGa4TitXe1itK7nKsYY7lZ96SUuT0Wako4A0kyxRiKCNmAlYIn42rCsthOLEPPzRIjuSTSnEjzRJom0jSSpoFxODINkWmozK3n7PtSBLy8NwLaF9e1hJUTBVfen32TrW3JBbRaVUWpsKUo48UUTmp3Fk6CLvD9AiyRZhciVpVksyFXoV7s4AJ455SGb51KJomhiEGMJpaMaeCqGqoTSJEUC4fdnsOrLxlefqGU94vZdGhs9myjPVa31yuuVh3rLtB5T/AO7z3Bd3gXcM4qM6VtLqVWMPZ0HlagSqGKZszEeoxNWJsbfdDSecvGw1On9myPisZg35YiWNNEHHZ8+ulnPHp0y3a7ZnvlWSw5BEc2FZsrsvSPUE8gseT5XOb8gQ2L7mM3KLC6Rve0jvM6XiwjF5DxTVpgvq+xJElWXteFiFpApDgzxwnDv2JBi6k09a12ui8b2vuOZeNW7f7M4f6Ow91rjvf31JxPB84jFHX/OwN/8wvDn/y05y//7Cc8fvqMq5tbVpsNtusxvlOuhjjlaaxXmiVZdMkr1FghR0pKxOORaWzc/uGeHCM5RaZh1bRBC9vtG8bhyLA/slon3rwq/OQT6Cb4TX03uEox8l/+8//Bf/cf/obffP6Cv/rTXxDeA1z9S0etjVZTlR5IKUrdmCemaWScBoZ55DBNHMbIcUyMU2aaC3NqjiVWK1dd6Oi7nq7vCCGoJDhVVfeSpQyObKBSkJoQUdEF6wXrLabzmN7r1+BVcmx5hJ7qAwStNFgXMCFgWuXKLKdcKeQ4Y2KkxkAWi8SJOgomRkxxWO+w3uOrIZDwGJItaqpZqrYUXIIr39QJRQGPSj9PWL+YKlqo0hzqK2K1aues0JiFYC3iDFhDNbl5XhUSSuMT6gOagIJc/d3aTIRTrk2hTShF+6xKaQp0IlSD9h5WpUzEMTONsL+HN1EpN990LPL4vwA+pgnACKw6FYY4HFXKfiwPQdICwqBVOdrP3IU3Umn9i0M9K4K9RhUA3/D+QjEW9T/bPIbNjeVqe0XXrzSISFmV+4whWKf9cd4Dgu08fr3Guk5lhr05K9ZVIThLtDuEv9PexFrZz4lZEh2CzIUshWoqxpVGDQSknMCjctwycR6Z8sw0Hnjz6Wc8/+df8+r5hzF2NCiQ2qIH4hLgL+CqoNjiEuQuGchlLEF6vvid5W8vc3rJuxejAaZvyoDS6JeUdglaIJqcvvYiBOQvXuOyjwVo+y3kWT3H4qEw9UesgeF+jZRM7ldY7ynljJRizByOE4dBq+v7YSAm7cG13iOdnBUivsOx9PM6dG0PTXXSmSaOs1RTGygFvWbT0GSly1ktcI/ery0vp5TXdr2W+fDt396FGU27XzedY9t1rLzFW2muAqoOJ9ZhC8Rc8a7yaLuCXBiGhKmBzkO1kYgG43OtGJOxEgk1YuppwZ9et8RInmdSnonjRJwm4nHPfNgxHu457u45HGaOg1oezPX787FawP+aBqTkXOm2pgmRtByfb4mlpfJYG5BGmu5H1MRhQUHWAq4cZ/D4fdUsRAQfOsC26SpUMUgquCa+IwLeO0LoCD5QpBkO11aya8qozmltXMRSh4E4Rl6/eM3+d58y/O635ya0Nnq0LeOnjww/fhx49OiKbd/Re2WFaCISnPWaPLVGafZN+rWI0ySAGCqNhogli6NKBvGI0yqWNR4jDiuGlYEnTsO8nzXfw2+/FSRiPPCrf/wnrm+uWW96atnq+WIdpViMqVgpGKfppCrKsKklk9L4jf0//1gjoLTmR+hZ8ja4Ws6HJTbYAv+A7k8/TLiowws8dnDVe1ZdUwdME/MEZrQYOlL6V9hzVYFhVApEbQfL2dPk/JxlXEqJvw0tUhoZxjvm4x3zcU8c1f/EoAvgx8CfbOC//yv4H/7mz/nZTz7io6dP8ZtrXLdGXAXxVBMQ33gs1YNZtdOvkVRKBZfJ40yukdJZhIjYpA2dLmFyphiPlILkDKFnNY1st0dst+Hxs4Fnzw7kv5+43lfGqOo1x6+5TqVWPnuz41e//Af+7n/7j/zFTz4i+O9uKmtVP6jYhCtqSo3+ODMeR3b7A/vDkdev7ri733N/f+DV/Y5pVADmvMcGIXSB1WbLer1ms1VaoEArf2ubZ4yREjVFa+LYKjfQ41iZysrBdQhs+p6rVY/vO3zoWYUeF1YY3+FCIIQea5UmqD5SrQRSlTcuWekNxQKSKDUzZyHGokIc40ycIikpIJalbwbBG/UoInQU4yhG1TCscVjrVIHMaCYqxVmFPxByiljrmLx6iFhr8Na0DKdQvUOspvOd1aqVMZWYfQNXqDBIG7lWrbpVo4p1pVKMQBX1tOKcA8ipVat0RpsaVyXPanwfhybC8g3WxRPgz4G/voJnW/joY7jdGkKwGBdwnUeMYYqFuWRSLfh+1aSWUerlUgWsWg2yotnsmjMlzUxTJMXKNCodKibdH17t4PUR/umg1INXaGbsq7a8R6gp9kc/hmc/+wnb2xseP37CerXB+w6DbeBKTTCVWuqwxuI6j1ut6Loe4wzWCyZHpBRqilgig//iVGqptTIcBmKuzFlBW6KSpWKLI1QB6xBMkyeXpmCZSSly3N+xv3vNb3/9S/a7+6/4NN98OJQqtogoPOJM31tUQReGwKni1K7lkqOrPPRaers/ZAnm68XfI4HkcxB6MmauTRCmqNcVCWprdpCqQGABbKdq5vI+ilIC8wxp1F7X0A+IJMJrQ5lG5rDCd2vicO7jiHHksH/NbtgxHvccdjv2hx3H45EpJn0/i1vx8iEyuF4BT2+1cpQiTEe+ceQrnBUPLSofvtDJfNEqlhd9zQVQirZgqDlzaSJKnKtVS3Z9bPOx9MBdztfyb+8axsLtLWyvA/1mRRcCzisLoDY/AnGWkpT9QamsesscPddXHUUKIUCSRERI1TCVheYMwVdEMiXlh+yINFInNV9Px1ErVocd8XDPvLvjeP+aYZcZD9oTs1RHl/X5XY3lftjSKr5G/fF8A76uJcQW2usCpFwDWlwUIk4CLPXcc1Xbvy02IcucL2v+u/58f2iIGLztEOu0RmUL4ryqp0VlXlgRfPC40OH7ntKkSgqCMQ4xjZLuPLVov1mtiXE+8tmLzzm8eaHu1W99yo2DjwM83vRsg6eLmTRGpqyCUSZDCdrz51OPtQ6R2sIxyxwTJzsScYhYsB7jDRWPqQ6DR6ql2JFYA7HMFNGq4yrA7XxmYHxbX/Y4R37593/H4+s1NyuHLT86sXZWfcA1H07rdMFUqdqzVgpxOD5QB/4hDAs8QwHTx5w9RzfofXJ5hiy07i16/hh03/vkj/6u3288M7DthMe3js22xS+Lv2Q2pHkiGp3T9xk/KHBFhWEsHI+FUrUxf+HnO+FkqvZ2D8BXjZwj83QgjgNpnilRb+KlpH9t4fHK8PFHHc+ePeLJk6esHj3GhA34QC2JiqWKw0iLDIxHqqFWq6XuJvNdK6RqKNWSq23ZkkoVp+IEYrG+R3LGmEyuhcWjajXNmqUn8/QqckyZj6Nm5r8OXAHEnHn15Us++adfMsZEV9qm/h2MUioxJlJVxb0SZ6ZpZppnhmnmOEwcjiO7w6CP48hxmEkxklPBOs2GWedwweNCwHqPs5ofFyolm+aHUbXBOSdMajQqQCinaoY1SlcxRrnVSsmzzSXeYWxAbECcxzivwKo1xNRSkJq152NREzAeTGpz7BCTMGKb8asCHCP6etTSfIpsy5w5xCg1cXkvYjRtuVT8qmQk6g1pbSGXjHMOa9VE1lnRXqlaEacqczgVoKimkowG4sJDWiDNFLhhRqp5UFA9P+pCk10Apj5KqZTYKFZzO/jfc008AX7m4L/u4b/9keHJjeX2Y8/m2uOCBddjvao/TKmQSqJQFVy192Ts+b1TM0LVACPOlJRIszQJ6sx0LMyxat/JBL1RNamxde3Hqpn8r3r/awtXnWF73bG5vmFz/Zj19eMm3d9hRSmm5kQbUQ8XZywmOFzfNXAl6g2WI1LUodKUmf7uohm7VkqMJOtADFOXkKgKjtEIxlrcYmYt+vxKaWs+Mo/DKfhP8dtx1BZKxkJFW7jxW849I4FzMLcE9MvvPlhqnOl/Cw65tJy4pHguWUsV+NEfqFKznIRAMlp5dUHXnnPgk1LjLg8leetvt0t8qgTkCGmqJJ+YjkekCCVEFbu4uH7TPHO/37EfdozDgcPhwPE4MI5zq2DV8wdrL2YrhJUldIZNsKRYmKfSKOAPxM3eOZb+3iUAWXprDGdgFFvSQS5+fgJXnMHTHgVNdyjIWvKol/S/0xy85/sTgfXK0PUWH5aElFb5TesJEdRzzbQ90TWD8+CFzgsp61dbhXSxJ4kpeKM9uvUBBIc8T+R5JMeJPB1Jo5pkp1G/T2PSvSk9rGR+l2NZBh26dwRRH6W1b7RNtCLfit20dh9arqQxCc6fckkmLWK1zerxwXN+b41/x5/xDw2tXAWl96E9wRiLpITIJbjSc9wah0hzUxTBiDv1/Rprm0JohqqKnYfdXvuOy+9Dl2BVnXnlDZ1RCXhqphbTEm6JbBJ5jrpfV91bqwGzTMTF5xBUIbdap8lta6nWkVuCdJFAN3Kusq/RPXKL3mPfZi5Kydy/fMnrly959fJLbq46+lVP6AJGMjkZ7Wgoyh+tpmCLpeZMnKdm3/H9j4VV0qNJuuWx9Fr1tNhMLpJhDWF1FVZVE0EJFdz5vqrPXzUWTLB1Cq76zjY9AGUEUXIDWJEUhZjer3fiBwWuKvD6dWJzlVn1ovzlAHErBPewuXnBEadJvPgbQiXHiWn/hnF/z3wYyZOW3z16IZ+s4KNbz09/9jHPnn7E9aNnyOPHiHFULHmYlEYlBooGXWKDNpXngiShkJU/nSoxqtxyao3HJQs1C944jAXvCmKS0lZS0spYrfRhhcXirOPZj44UyRx28CuU/vSH5vDFp5/wt//nf+TN8D/TbSsb83VQ89uNnDOHw0hulLI4DRyHA8M08np35NXdgbv7PS9e77i/O7DbHxkP41KSYCUqv269w3cqQmG8wzrl4Bcj5BwpxmCopCY0YWMF2+a0lCZd+hA4qCFRq/gYT7UeCR2EHmzAeN9grHIz1EQ4YcRTjfKf61Qhg4SI7TNeHF2BUIRiEzkmbFWwgzRHHjHaR7UALOdVgrZRFSpCLqgEd81kIr6AtRmTLNYXrDFkq+DKWu1nMLkijZcvUjBGP7NObdYevzYqDVwVobRobAk8C1WrZ5wDLWmopjZp/JIrqVUA5uPZ7+ldwwD/AfiLDfz7n8Jf/VVgc7PGbZ/ges14ZhdO59yEemvVWsGFxoPXN6TxW4USlboJ1DQrgD8cMX4gxhlrJ/qSKFXfs9/A6qjqaW4AM+um/VVH0VUPt9vAzaOPuXnyEZubR2yuH7Parun6HmtW+K7D+oChw3iD9UaDOGeR4Og7DwaqrZg8K9U0axWrfxN5kGueI0Usc60cvWuJFliLAgxfFsc8naxSoeZInkfGwx2H+9dM97v3mImvHwuwWuh/t6hX3HV7LNV+f/F8s9DQ4ERZNPm8fpZq0kJhWq71Qme67BdJNAPuWY2CEYNYgxNDNRVXK9YmUmsrSCOk4xlcLWBvyX4+YC7URhdNmhhII0xSMH5PGkZc8HSrI3E6uxruDwc++fw547RnHA4c9/eMhyMpjqR5oqSiL9oUCoyFlTNs1yvWq56b9YoUZ6Z5QrjjuKuM34A3ZNv1XzK8y3W6pNBc/v+ld2JGQVRqj4UWeORhterbDGOE65vAdhPoO0/NMzlapTTjtBJTKoaMkYp1grOV4Cqdr/Sukl2ld4VUm+lshmoymIonUiiUS0RaYT4emPZGqTe7HdMwMN7fMe3umA873ZdGqPPvi618V2Oh/t0Cq14pfsGo+MrSQ2Vb5cpdllUvPlduk3oCVFm7AnITsSiZCxPZ8+NyDXxfw1rLervRs7EKoRh8isScGOekHUNitLIpehZmsSdjdGMdRgymIc0iUDqHVMhTZP/qjjh9deKoD/DkGrbe0FujVZ2FOle0+klNlLllZKxgxWuy1RqcLJREpd0rq1VQEwBLzhZJNDDW6LhG5zd7SEEBw8fotN7z7eaipsTus8948dvf8cnNNVdrw/Zqy2a7gRrx3uC94L1tvnYVa4WaM+NwpORvWzv7MGOxKXqCttNco4qnV+iWaUVz02LPZ4kxsEosrPdT+9gXKNvkh/HJFBw+AR5voF8but43K4FCIWKyAamkyTBV1RR4H9uOHxS4osJwOLLf7ZlmSx8cXaf51dJrHO1sy4bxMGN6/r5lgvNMnQflESXlOy3ZKAdcrWC7MazCBtt1SBeaKMIKjMdaC1mgiNIC2xEvcu4UsdU0s9aiwXbOGHE43zpWg8VRMLUwO1FKYM4kEmWqkBNm1WOt4KisHwUe18yfD5k/e6MZ3U//wOV6/cVzfvl/R379y/8XR2Hz44++k2kpJTNNB6U3pcR4PHB/3HEYBl5+cc+Xr17z5n7H8y9fsd+PHI4TOWacNWrsZyzWBbpuRehWhLDGhQ0+WK3OxJlUEqQJQ9KoKUbSqA2m0UHqK8lmkovM44g3wuw81U2UavFhhXeiN0LLapdaGOtMXSoFWfvwSk6UKZLiSJyPjPdHcppUBjgmYspMWYi5kHJRH6SqtDqHJYuoHK0xGGOageLy/7rJL53oelCqYmROiVJEaaIlU6z+XrFG+eQ5qeJhqZiqqnTFZM0GtccDQYtG86siKhBA0dzyQkWh0a+ApvPYlIgUWJVZFXDjqHSn99FMuEYNT//9j+AXT4Uf/9wQbq+R9RpCjwlaMRSrlSuxFiv2HIxb07K47T5tYil1ibJLploPNmCLwxlPtTMpD7rZ5UKpM+SELZntE1i/UrW5t2McT6Mk3Ai3TzseP3vC7e1j1te3bK5uWW3Wqjjpe1UCDX2rXqmcsDWiQNkZgtdQP5eoQQSV6i0yj4gN5xetLbLKCtjnVDCparVGhNLkims7iYxxWNMq3dYRC8S3jFa/6VgMfRe6xiJcsYCjxDlB5Wg9I1b3V6T1TjVwNcczpWm+iIuX312C/4UoscxzAsoIxUOZQXLBOFRsptFBk1XxCScFZr1na9S+moVmuOzrJ7rJkjxowGqRJ6coYM9dxocCEdJ0pm8Mhz0vP/8du3HHPAxMux1lOlJL0ntxyiwytSZYnHf0m5719orNes3V1Zo8z8zTRBoyNU+Mh/erLC4JveX6RH6/l20JrhfgmjibzC69VEsvzshZpfFD5bWNEa6v16z7js5azRAya/WpDEh2UFzzpFr20wg1YchYU3C20llpPZ+VUCvFFDDgTCYXsG/lrNO4Jx4rOc5M+3umYWC4v2Pc75mOI3EpcJSH/XfLWv6QY6nkPu1h4+G6gy60xFZR9szSP7UYtRuzmL/qGXEq8V4avbVReaty9eBK6PhjAytBw55Km3LAGMuqv9J9rSkGropKiI9R5WZEBGv8BSvCnM8/cSe2CdaocMwApmZSnHjz5hVx+n1d5ACsHVz1ggtdo6SqMFOthkJlGiPZCQZDnhyuQigVWwVj9XxvZXKcPasRl5rJJRHTxBRnpqR9fmNOjCUTRfe3uV2DjnMi5NspUxbIdxx2L3j54ppXT1dqHzEcSOMKFyy+s/SdP1X6XNBFFsfxYTLiexiLANJSoVp8YJcC/7LfW3Mi/tB1jR7r0ERYSy6Md2pTct9YJj8EcNUDWwu3HWy3FtdZnKi1TaFVnYtR+5QEIo4Y329OflDgqlKJUXt5ClrFECB4p2i+au299dieMuD14R9pdAZNbUrbyWo9BwQdag7ce0MXOox3KiRw4TIuTrN15CWqbS9kWqqqyul7EYNNgAqSUk3R6pbJ2FqQkillPjXNu9JpsB3jSfCgpEzXO1Yby+115tEert8Bro7jxBevXvPq5RccP/4IzSV8+FFKYZojsSRSTAyHgf3hwH4YuLvftT6rPbv7A8dxZpqSVviqBo4ibdNwHufU68k6j/MNXNVCtS3TVbX/JMdMjk06PGtfUPKF3CklIDuvFIE5kW3W1zsZHWqlC3K7OVQyv5YG91qZ/gAAIABJREFUrko+qxzOquiXk5odp5RIKZNyJqVCSlmBVYswpc2xLDSiVrF4ENhfuK2zBCKlkmtGilBNU6errbpUKtjaSuoJg8FKk+ouhWwyjRf4FgA60yC0q6utUdEnXTAAT5kW9SRrwWnDsblllxb+/x8aG9QL7qeP4KPHhuubDr/qcaFTUQ+vjcbVOFzotHdJHFnaVbJCLvoeck06J1bFOGq7Z1utDhsqvgLiSKlSU6vkxQq2gMu4XhvIraBBHef9wKEHw7p3rNee1VorVaHT9+t8e3QdruvxvldgZZQSahsPtVqjgBldB9KaujVNl3TfuBz1/LWUpc9NWjbVnEC5bT1ergUFznv1gXv7733DsTTed+jhcbId4iEF0HJW8rNNcLNe7q91OVw4KZwtYwlwl7/zoC+qPUpugXH7PU0QiCauRIVccsiQIfZaPXVW6YELNW5RnHq7QFDb+8kJUgPW1Wp1peaKMTPlAqTO08T+7o7DcE8aRuJh0KzCEhA/OOn1DNB+EvXPC/2aYrUBfrVecQwFkfm9EhILpeYSiC5CLJUzra9yFqBYqlQLuFqAVr34/kMShowIq66jcw4nQo2JUk2jdTZRHlksONp+0sovStmujbLNyTNO9/7SzuzSiAwPA5MSZ/LsiPNEnEbmcSROA3GeiXPSSs8FZjklBDhXej7UcMBKtNK96YSrlQrWSEsAmfa5c1GauCyJtDZqObPSTC3KHmjhQ2lfF/rg5bq5XNd/THB1qtwEQy6VlPSVjTGs+jXiVIUmVXN6zy7F9n4VRKlPYiFjGr1Oq1rKkkhgLbklNoOxuEabrl8BGgLQGaELZ3p9FY2zakto1rYhpapnY80Z0yiDBu1fbVzCRtlcqPNFAVazj8lFe7xPvaJGKFJPtNylQrrsmd9q1Mg07Nnfv+Gwu8OirQlWEq5zpOygaELfOkvFohTK6Xv1uVpogAv74fIcuaQtF9BQpIEr57V/bVELXsLx1QG2FZ5kBWpLwuj7HJ6zhcJSja5LgQaa0nVu8b+06vO/QnAFkMaJOI5QDXM70Q2CSKAEVa+R1jRajZbsl9W/LEOXIhIjkqJ6HJWijcL1XPLfWNgGy831Fb67qPcvR5uYc7S2SJYVqw0D0pbX0rlawDsVXigWataDR1yHyQnJAqXHuIypGWMNs3G6WWeDQbnDq3Wvm86PMs9eFl4e//A2exdh3Feef/Jb/uQnPwb+zXcxJcyp8Ho3MjWFwN39PW929+wOB373+Ze8eXPHfn/gy9e7BydDqZWMqDCA9bjg8V3AdwHnDKEPWKlUSdTJkAyUnJnGmeEwk48tyytKgelKZjYDya3IGEpwVDOBOGSKVDuDWFwMWIkYm1W9qGpNupTcbpiKKROkmTxHJE4QZ3KMzGNUFcThyDSOzClRJVNT1WqYs8r/rkZ760qhFmkSyi0BALouxKhJJlBSM7AW3fBtqVhrKVbIppIa4LBZMEVAXOttyCqH3LKkl+VoBXpCZekDa6CvZUWXE7EWoVBOoh45aq9VnlqvVYvWbH33hvAU+GuBf/On8PRxz/X2CW69xXadPkIA4yj4RrVTCaZihNqyvDlXUinEKlqJSoXqgCzUuVBMoFiLFfC+J6aE4JhSZo6JOAOpUG0GXzBtI+/SwypK197v482am6sr1usNoe+xwbemCYexHuN6xHXggjZIGwVAtaWXFbPrvV5FewyA1iM4U/Ll8dvQSQO+RtTLzFmhc47Ou/ZVzTe993gnlGQwccO43VB3K353khL85iNw5sFf+lktYGtRc/QGup5TQ/6i0bPI9tfaQFYDMnU+UwAvqy2XQchlP2wsSvOrmZMxrrVqRCvGaBCRk9oONHpqnmHen5v7l3EJDNGivxpAD0r3TrO2TaZOjVsLmXjRd3w8HDl+/gXsX6vs3FcZCoq+aFkZiji6sKbrN4T1BrfaUF3E2sD1zcS4L3ThwDS/e5oWALrIpU+o+MpSwbrjDJwWPY2lvvOhAcTXDWMMN9stKx+wVYjDESRSxGFXRqOl4jQZgva41BzVNqNmDAVLxRs9D6WqQEcRNUi1JUIRbKP/LqNMiTRMTPPAsN+piu5hzzBExlHl11M9FRUfJA0mPpxyvkPVRJ94uH0kbHvHTehwPiAVSsrUpEm6OSnkFxGqbcmtivZhop/d2EwpRYFHrZisJJpc2rqu5wTFJb32jxVsWoEQhNXa0PU905QZR+0d9d7x5OkNgqNWUYGZJdRp5VOprVKcm4plW6zCUl2ulGQQ78AIm9WKx+sNj7qeTXAcjOHi9kRQVsSVd6xXnQqHGKE6Rw1NfAqN1sVCXvqQRZOWZPVKK7kg1iDVYkWFgzCGUpICr7rUW6CKR4zVftvQYfyMcWe7nm8Nqi7G4X7Hy88/5+XTLXE6MM/XlHxN6Dxd7ygbrxYg3hCK1a1onslf0Zf2xxq3nJUAFyL7QsldKvARPSOCdmXggj68WkJhLnjPm5XGcvOgZQBBKYLf1xCa2bcBcWrXkaPGSCJatS0UtccxNAaUJt/fZ/zgwJVxmklZdaF5KBjN4LcbWkrLgHJOOi59ALXqSV7SpLTAnNRniqqATM7Ui34Nq63QeY91QYOtUpVCuDQaZKVzaZ+OVh/sxElZjKqNnErx0RxIbTd4zRlSxpSMVFVKk1IxVYhU5ipM1TKJkEVICNWsEJuxbmAtGgS9a9Ra+OLT33L3+r/6zuZkniZevnjOYTwyThO7uzte39+zOxz59PlrhmFinn+/YUdjeYO4gPWq4Bd8p4/QE5zDUEgIlEJOkePxjvv9zP6gh2cA+grXR83+VSDbPYc4cRgHWA2E1Zrb4UB/dSCsVmymDateleBcZ5QyUKXR6JTeEOeZaZoYpoHDMDVZ+YHD/p55nhiHkWE8kHKmFmHMiakWDsUxG0OyDkeg2gTWUY3BNuGMUzHD6A2rsYRSDCsKrlyuWFsozigtsFgtPSNYMcTYMim1aGALp36TZSjVQTCpqsy1kbMSFRWM9voo4FKgIKUpAzZwFUelVpXF6PJrhqAb4s828PNHsL66xa56sjdYNNsmxittViyliqrsVjlVhLGCcd2ppCHZko36QaUcqViqM5Sc9bOJEE1ipjJkyzAnprlwTJkhClO0xKrleyMadC0bPmgl5qqHzXrLenVFF3o66/HiMBgVLRHTgoWqBqd54ew0YRWq9uOklr2lIE4Dq1IspdSH9CQBQuMTBa2Idf2K1WbNerNitVqx2m5Z9+vm1xKU6pxmbEnEJ8+QHHn6+Jbd/sD0Nb0JXzVMu1+WDONlb+rl1Fb0Xiqt9GSW/gPXpqpl2EulHSr6nOiVNlPruQpzWUF5u4pVaMC0VUlrUaBprdHqoAVyh0Uo80RuOr21QoxKSTQXb/xBBatV1HLSA7s2lT1TNGEuRtf4aYxzM1wrX49WTmUhPUeqNRjntboZNItfxXB1fc14OHJ4bPjiReFdicyCgoA3nEHiIji4BNTLx5wufuftefuuRg9cGeH6esOq93jRvbiKmr6WeYCaEDyxVj2vjFDKTC1Rz9oGsqQWhNpEmjiJDLhWwbIPBC0qKQ6kOZPHgbg8ppE4FVI89ygtv7GsgQ5Onnffdghw6+B2BY82wvV6zSpo4qMLQUFUrifQ4Oak1fdaybXFBo0do5+qNlCpPdvVxFP1bakAx6yAZBErWaqT3+UwNOEYD/2qpwue1crT9R27/cSrVwquRITgHAu5L1T18/IA/nz/IZBqJZVzcmA5owpCrE4rT62cd3PVs73asHae6SvA1VpgZSzBBcR2YIOKRRmNz0S0mmWsUyuWZn9ibKPmo/GQNBZGKVqRMqJAJUU94+chMk0z4zxwnCLjmDhMM4e5cEhKWTtw9oz7EPfgPA0cdm+4f/MaaTunN5U0O0r0UALOW1ywlOwQgRzT96IWuFAiH6HJnjXnRMDCJpg5U8wtuge7i6ZI04HvHwpcXGXA6Rb8s1nn6Ev+OMmjrxuLX91SZTPSYjh075Ml49bKWFU0PnmfRfHDA1dWDWO9dzinctXGqiHdQldZwNVSwl1S9VKbIlGKKu/d/HxAg89FZcgBXW/oVk0ZqSl7aWCVNUBt4IpSyDVTs2ahlhtcmj9TNU4DkCVdRysrNjoYtW3KgJrcQUaaOpQQWzyXSyW3pkuMqHwxD2lOXzVqrdy9+oLj7q69vzMH/EONGGfevH7FbjgwjCP3d/e8ud+xP47c3+/UKPhr7pAKpw3ROq/UQNsky63D1ExpteOaE/N4ZJwTh6hN3A6l0NwncBP4I0g/M86JcUjELuH7kcOc2EyZbr1im49crWf6bkVfHA6HrbqAMpVcCnEYGceBw3Bkf9Qq1XE4sL/fMU+qhjjPIzlnTDUMNTGXwlAS0VmSywQzK33UV0ia0xHRHippK7OUot5g1ZByppTasvYNfFyEDRahmkI15aQeBLo+llTagyC5Kf5VUb6/VKFII8zU2uiHSlmsFzX8edJqVdKCHXHWDS/Xr9/oBFUHetTB7Q24TjWqYwVSxppMcUWDJ6N9M8lEVT40gikG4y3BqY2oHrpNVVFAdcgsFb1eqVZStcw5MWUYEhzmwjRljnNhiJUxCnMLUqqc6ULL+3UG+hV0XcD7TlUlF2JnuycX6tuJvklTa6QlVrQbSv+TdjfWc7Zaq1qXCKChFK9iKiEEuq6j71d0F49+tSZ4re45qdTkIM5srq9J05Gbm2vmOb63G/zymS97UpbV9TYQurSwKI3KtDyW/fWkGniZwhUFZameaWsLmF0obMtTl4x8LhfU09KC41bNM9ZQvYdaCf1Mt6qndWnQfFXND9fkZfXqxP5eNknTMuhF+zQfJH2TJrveORZE2Ci7xtrTXtVUWDB9z2rdsd54RL6qBPZw5Le+wteDgu+jwyJYWHvDet0rBV8alVoKRRr3suVIClUpvCiNt5ZELU06seoqW+ZePZ50H7PNgN68tcOUNJHnoqqBcSLNs1LC0wWw+gpwtahdXlZ+/qVDUCXATW9YbQx9CATvcc2w1hhlKlhExXds0ix3Kc2wujYaOuc3W5c9Q3fggtpmpJa/TeV878z8fh/ehxyC3sfeQAiGrhfW246u61j3PaHzD6q8BggiuCYIkdAg+1JZdBlLLPMAXLHQWeW0ng2wXgU2qxXrvme3mLhdvMfOgDeCMZqmqQhNP6xNfMUul1cuVoQIUhun45xd1PiwnZllTuQYW1JVH+M0M06RYUoMU+EY4djA1RGNOz4UuEpxZmpV2RAswVvG4KjZI8VhTUdJjpodym8WLQx8y/7bbzqEs7rshrNlR8PS+lna95Gz+JBHmfp2AdqtGmSdEryMQD9qjDHN8CTBsdEDl+v8fQxLA4DmfOZpF5Detec0YWMl1XrCFO8aPyhwJcCq86x7x6q36qPg9Ouqa5KVTst4C21lMRw1y4cuiZJmaorUpF5TBuVUbtqNdgM8udnw6Mk14brHBIDSuvqVXxmz0r2okGrUkmAu6sEkFqolbNYKzIxr8tsGCaIS31UQMqYIUgwe3YClZI45kKpKAB/mxDwm5kPibpiIcyLVDmrBkQn84cblWirPf/OPvHz+KcdpZt2FDw6uDseRX/7zJ+wOO8Zx5O7unvtDZI7lDy6xUiHV0mzBtO/KOlUJtEZUxKEFraYUaoykw8AxJnboJrdk45+jEtwpwn0EZwvWTryJE9g71pvnXD+5YrVZcXV7xdPbG7abNVc313TGEYwC9lzVBPP4Wj1udvs9r798w/EwcLe75/7VxDxr1pQWeAanbT4JyCaSAxQvrB4ZXNdju1UTNRAE7acRU6nGkpIq3NVimHMDWqIcdUtu2c0W1BuwRatPKsush4utagRsFiDQRrMD06KrVDKVGsspIDHAJVVDqgas47F59oww7tTE9B6lKn2d/L9BFXVuA2yuIYqQ5sx8mKi7Sd+E32Gco4hhzk19xqoNQbfqCH3g+nrbmsBBjDTD5SWBkakx6j2QMtM8cXeMHMeZN28GdsPAMM8MO21KnmNmHGCfYDLNgJh2UAO90wq1CYZiYJhnZJrw4rG2g2kmVyFYi2RtPLItCyqmhXDS+iacbcFiVaGLdl1SE9k4DdW0xvdrfOh5cr3m+mbN7aMtV5sN675nvd5yu9kSgoIvYyolRYKtWCLews///M/J40zc7Rl4v1HRNTpxDnSWny3fL9nGUKBrW15wqoQmRZNbYrQClKs2eeekmfbdrBndxcB28VsaOIsuLEHv8tUmON7D+Ej37j7ofFjrcE7p0NYYak2UrPzUUpTBgEA+nNf8cpVN+5+69FxlrcKVAsVpxaq06te/dAgQnMMHf/LzEZupxlJLYb2+5fp6xJjPeFdo8KGoa9/VuL6Fpx8LV1db+r5r+7MmbGoWpCRNOGSQls01xqrJe01Ije05GVPTEv3iT6lBwVeVxU5SHgTn4/HAKJY4T8zDXk2E50Y1S5zEH+CcPPCc/dkMund9qxBUYPPIsl4HVqse1/d6DazFh14VYJ2ja3u8m+fWl1uwaSZFBVu29QDVUpiiymknMjMzseg+O0xKlx3R+2YBV9/lWHpKNjeebtXT9z3r7Yau6xvDwxHTa+AzQO/bJ5wTMwsl86s6QZdq9XIHLOBrAYrL3mOBm1XPs0fX/OLnH3P4/J/YvcUJ23YQnPa0TfNEygkzRcajigghwrpfEYJHSBQf6bynM53GeY2BIErjaEkyTd6VaSSNI9Nh5LjfsR8HXuyO3L/eMw4z90e4v4fdqB6jy952WVX+NiPPE1NO3L/5EkPC1kSQTOw9eXKQgopbBEeYLGKEVCo5/3F3j4BWqq7Qe2xJYCx6uEuCrnC2hLAV7kdYz9Af4brCrQFpRUcflMhxLVrNMg4+mvS8GSv8P+g9/H2ME9PCLAlGpTG39JAm2ZZMHi2Z+p6A9wcFrgCck1PlKhhVe7n0kbhc6SdvCVBKwtIJUEujJ4AVgzUKzHr0ySsP3TrgVz0FT5oKJWtQPc2RGDP7ScU1YozMc2rN9pmK4Iyl8x2bK+3h6DZX9H2vNEbnodEC0zhQ40xOM2/uX6sx7RD5/O4Vu92O+zf33B9n9XQqM/M4Qkq4mJlaj07gHc3LtTK8ec34+hXz3RtWT582gvSHG9M48uKzz7j//6h7z+c4smTL83dliBQACLLE635vZmxnzFbY/P//yH6Y3Z15Y9uyBAWAFBFx5X7wG5kgu6qaVU1W17pZWoIgkMgMca+7n+PnzJElJkKIUnz+nd+ThE5jrBdj3046gt45nPM4Z8Ts9oJQ6lYYXvG6ldu7AOcqhptpaR0pBQ9ZIGm9wMs8sx0TOSV8m50Z+57qQFmLUYq4BOK0cD4ceHw68PrdA99988TTOfL2FDjORTplBXyVG2SM1858bBQklcEuUmhrYyk5o7WmaE3JMtBbqww/5iIoSEy5IU0i025ym2FYBVeUpqgsFMMknTgL5CIOM0avOJRESVJc2byiL9IZza2jX5GCSteGRrQCay2uYpDu0QyXYvanEvkeea2lwMPjiVQrpykRikgvL8WSUeSqmKMYiaIV42DYbg3jxvHqiy8YOlEBtX6Q4rJWUpt/S3Pg4XjgPC0cHs68PhSOU+HxKXAOouRYc2qKh83UNUgivRbi67xRp0F71fzK9IW6U6pUFSkGmX8LlqwdWidpjFjh+6OE3qSMzNStvikoOWcidHJZdyWUwnqZK+x7zzj2jMPA0A8MvqP3ktx0fS/3QudltiAnbC2YkjAUXr36F85fvqGEM398/fhRG/yKSq1dV/PBwz37evVx2QPbDLdVrhmr5FGRa+ncNsC5iAHkWoC/5dptX++Nth1dNugRcFkSyjRD6avM5qgqEsuGhgZpmcHsFLUJVDyPFcXIz67zFfRV66xxkQJLtYxQmQak/IJQzmL6jn4YGXo5X87KSlyrRnUwbLbs9jfc3X7H8ZA5fWwF/BuKtQlxuze8eOlwgxcRihxkrpT2UFCKNBRTLRSlSNaQl5kSAiVGERfKrUHSUuxaRMRFVfELlDP9/k6WwkS0SoqqJRHnSlikkXYpslpjqzx736uyX27P63X4y4+FpRTNkgv6tBCMYjEyH+qcx3UKo0trnGm01+JXp6/FYs6iPJlbYyjGTIiZaapCcw2C6D9Hej8nLqEQU9yhqdFtbzay9gw9w0Zo873vUVbh/N+mgmtu9fz5h6KBxpffAVljBngPuXqx2/HFy5f865df84ftVhaAZ7S3JcDTIfLd90e+ZaJkTUqKgCajiMDeWnqr2Y+GVzc9NxvPV3cbvOllrttW8bpUjbKdo6gCPpw5HCe+e/vIdw+Rh5D4Uww8zJE5F85JaMgRWePW6+lTFFaX41QL8/nE2RmcNTirSMFRokfV7qIcmIuTxmOtHy2e8ClCI0rAO2RfeE4rX7Ga9T5cr4fnD1/kXjwdxPQ8RmmOpL4xF2LLTer1muqf/Z1/Bj3Q6KshuNI08+tWkKvahFlkVq/WVeTi/4/FlQJjNdYZnBVPFLUWV3zQgb98rx2AlsrLjEm7FFRFKy1S51aMR6nQd9D1HusdBUMKBRUD0xw5TRPTEnmYKtN0YprPzKdISZGaIilVvLFs+57b2x3DdsP+PsB+S9d1mG4jM1opk5eZuMwsy8R333/L6Wni9DTzh+++4fFw5OHxxGkpaFXonXj82AJDke4WyOb3U8STSmU5PDI/PRAOj9QXd3zq0xpj5N3bdzyFRrv52FBCHxFlQCczJn4d4rdYY9AVsrGCamlBtPTzoplrqZVpA5HrrF2BU24Gmws4JWjlxheWmx1x7CBGeW2MGFHnRJ5n4nTmfDry9Hjg3dsjD+fC95MUF2tR09O45uW6wQdWalMlhYixtnUrMyXLLEnJ1w23pHxRx0sxk0qhKjHa1OV6nBQaowtVVzDSvRPkTJGLuvAbniNXKUoSYlrXvpaGOKzd/HURW4srWnElNTyhUSBWJGI1JP2b09iOx9gS71TheJpYYuXxmDgnWBKcAsxR0I4piG5ABW42cLOD3cYQ58x+69luHP3mrknVQZjPxFlQqb+8e8vhOPHm9ZlvHuE4w+Ek77dUEbFZ5y/X4qbUqyrbOvDuFTIftfp9tQHzUgSB1tpKcWUcxkQxzazyGbVZmzoi5XuZRapCLS21kEoWk+jywbFyrZHQefq+k0fX0TlP5zzee7zzgoo4L2baxWJrQZWIrpnbF6843L8gnN7x1zdPpJX28ndipf/9vVj9rm6AF61IcVmOnVZtnqVKIbWiVN8iHcYTPz2I3HOljYTakpYmngJZjLlbgSXDOSJy4Z2mNou6lZq9FtCqWQVckIy1yCoXoOQi2V1bq/2XqhgrZzCdp+t6uq6j8x3OOik0mv1G1w+M2y23W0tNifP095tNv7XQSAK821j2N3I9al1RJVKLkXkhJT5FtRoR8SkyC5mSaVS+2Gj4jcKU85qlCIpQVVP9rY2Ker1ZaoUUZqKBFAJpyVJQBS5+kTlfr+n1tK8I1towWGlL/1BxVQ2lKGIqqJiEbaGFCuS7wqCEyiWSaE0Rz1RKUaS2UeUsaropJuY5sMTMslTm5YrEhXpN3Nf++OcKraB3MPSWYfRsxo3MWg093bjBWYd3HeiCdT9cXH0MB+aHfm5FBOqzn9mOI3c3e754cc923GC8I0/XmzQkOJ0zb1XmFBvSN8OpXOfS9sCgYd/D7156Xu49+bhj02/pfc8wgjUOox0xZ0KYmecTT9+fefs08Yfvn/jzI7xNglA98mmFUX4qaoUwzyzeMXlH5xRkj64JozMuGXKxQBLKdKOm/xqx7vEvucqt1w/+f71eV/r3en7Xe8/QDOJnyTlMllx7HUkw9dooKy1Ft1zv5V+7uBLwhasZuF6/FuXIK6jTOna1Gdp8pNDUb6u4QjjB3muMN1gsSiuUVReZxFUogDVZvLRKxIeGXFBZhCR0LTin6TvNZoRdEwm7u4H90LHxHYpISoFaNWleYCnoADovxHni+Hjk+2/ecD4eOB8eiWcZgNt4xVdfvuDmbs+X//Il5asv2Wx3mO2tcNJrRYUz4emBw8Mjf/33f+fd9+94+/qB/+fbytO5cpxA9zCO8p76Bk1mK/DppsCX009TB2qtvPv2T7z55o+8+f4v3P3u91jffdJzEgu8W35ZF0dpRdc5hr5jHDqGoSWavmfolHQ1Y0ff9Sxdx9h17E2hUMT1G9k8/xPiO7IfwQySTIcE7qEl9MCdhr2p3NjICybuiuVGj2yMYrAwaEctC3M8YsORLi+MujAoQaQWWnKJSPJ2rlGZHJzPbcAemjKUQP3ZGUrylJSE9gJARWlD0YUQoyjjJZiT8PQTSuTDrVAH19XFVClGqSJwQpUJ0YwVZOsDtPDhEdyhKYy1VU7lK4e/jQ5dFsC1+7T65KxGpCv3f+aHF7gd8ELBv97AF1uZT6BUchAj1eMi5+BphrdHOERBOZr9ELfv4EbB3mQOf/0T96/g/qXh1de/x3mPtobD0wMP78588+cD/+1/Vl5PlT8X+LYl+Cu90QB36QfoZ+28PV+sTfMiy7kQUyLEhbqc0CVT9YJbZoz1+H6hW2aR3e56fNfRZZGRd8bgi0U3I1VdIMRAyollWYjnM+d5LclBac1m7Bk2I8PYM25kPqcfPL3v6foO76W54IzBGUHpFUaSHLPHWU346gvS6ffYHHj4H3/mba6flDrxhBRNb5BObUGQrN7Athdq3TnDU5afe4uQhg78dLMHZKNdC3Xffv40g58qecnosiJk9eInBr2grAoKQTyxTOuSLqCmVmRxbbTUAiqsjHiuIq/tlvpIUadrKMDBOAzsNlt2+x2bccfQbRh8JxCxS9Ro0GPCpMjXd6/w8ZH07oHH+s+bHfglYRTsPdy92HL75Qu6wUrXNjfD+6ox1cjcW5HGYqzi+xcVhDkSYyGFRA6ZmsBWJdTJNuSsrZGH1qDE81E9W8WmaeKcIYXMNMF9rjHlAAAgAElEQVQyQ5gbypOue99zhHQttJ7TBGXG55dHMhBKoc6Fc1gkgVLQH8/0nWO3OwH39F0nTUEtyMh8PnE+z0zTwpt3TyxLJcyVKUpzac5Cr32ehK5J6nM07lOHRfIU32l8Z/He4zqL6z1+GKRh4Lz4/ClNZ/8x0/Ifi+dFl+8046bj/uUrvv7yS95+8QV//MMfUbVikPP8NEGZ4V2VteYt131pPeeqAGfY/jGwV4H/Q534alC8HBW//71lHDf03cB0nHk4zLx+d+bf38BfUuW/V/FZSs9e89eL2pgzE8EZZlPQpcOqhDWRkg0xa3K2GNtmxH8lE+HVZP5fuarLrjlEO9zvzdjSfub5vRm5is1s2sx8mmW+MCRQSXSFzgc4ZnnNwPUe/tyCLs9jXTsuQh2tkFpnJ4wS6n9VYidR1/LyAuT8/fhNFVcKJYiGtdfhc60utJxV1eq5qIX8YvuwVV2qLUEXFNY6nPf0g2e7jVgq+x1sto5ucGhlqIgwQIiZOQWmGDkeFh4eT7x598Rf3zxyepo5PRVshcFIJ3WeZ4bZk2Ns1IjYToYIZIcUWOaJ6XzgeHzk6Xjm8VQ4zCKj/tCSg42ShCBY8d8yjZfaObiZpGP8o1HhcKocHk+cXn9Lzum94cNPFb9oEWqKa8qI3Ok6IOycxXmLdTKflp3De0fXeYZxZOMjSUd8uQ4veyfHKNcrKrN6ubl23PajZb8x3Gwc23FgO4xsu47Bezrn8FbhVcUWkQ7xBjaDZbtxVJ1JOsni3oYyY+WiQlbhIopS1+GedmQqq6KkTNeL5VmmKkOMQqGMGUJMpFJJVZEyWFfR2lyoJtYUaQ6YSi4NokaRW8H1IXYxZXgqklQouIgzrMXVquizztl8uMF/SOn6scRwB/yLgvs97HeaYbRkbVlyRttMaV7dSxQk8Viv8tJq/Rst8Yypto50wZhVOU5RUiIuidOhcAgiYPLI3w67FqQwWBXxRq5dt7WbZpHkXewaFKUWcs6ElChLQGXIKqFjxGiHCREfIn4JUmg1hb/Vd8oZC3aR9ahUQlpacRWIpzPH47XzoOByLffd2kjwOOeaQI8gtLp5Xa0CNFoplLEYa3G+3Qe7HcvtnrtbRzxGwlKY/84t93OiINfIxLXAsg52W+mys4A9yvmbkSLrfQvYH45Vxe0d8ruWNi85V1IslJSoyUj2J/Iiza7BUl3BuULxmZKqUASLoFLGtCZCuV7LzzvjqmVLpQoF5WcjV624cp0T+pTvZL3ygryrLANptVZ01+OGTLy/ReVKPE+oh8CU64/OLf7WQmlBCXtv6LVG5YRJCyZO1BKoiJJtqaopdypirQ3BV4Q5E2IhhkwKohpXEXlrpTRGKfFzU0Lvz0phPtiYwlyYs6BV88SVEpivog8fFlZrUrye+zVB+lC+/2OjAsdTJGrwVNIi9GEFRFcIS6LWicGdqCljrEVrSy6Zx4cHjofE+Zx4eyosjRGQc0NtP2huPX/vnzOxb4Aw1mjxzrNt3tlYbGOKiFiLzJKu6P6njA9f0WvF6A23tze8fPmCl/d3vP7jnzC1XlRONbLvLsiaM/M+Ivn8mJ3bvf4HKnUWpsfdsWJYMMB0mjgcIq+fKn+O8H0r2AKf99j/WNQK85zQekYJZ4qaA5qE1j02GWwWFWpjNBj9q6kF9kiBtUWKq7XY+TB/WFG+de+Y2/OZ697rgE2Fbbo2pClQk7BmTpOgkasi46U59k+ICxOO5w+5O5Vq4leNPaerCDqpj7x6flPFFYBtN79pJp6i2HSF7tYq873iao0LPt343UqLBHjX0Y89m13Cqcp+rxi3jn7oMM2BvNTCHBKHZeI0z7x9G/j+3ZHv3j3xp9cHjofC+UnQk50TfmkMMt9TV+n1Wtr7VVAUOSXCMjFNJ47nA09T5HGCY4THLF1jEky1qek4GL0Mn2LkecfVW+CHogLHCQ6PE6fX34mEbq2fXNTiF8VqkNOKq+twuLsUVxQpgL0TVbVx2LDxJ7KVDfeCRjiZqZgaTSgXSQAjknSNPWxHx27j2W96duOGzTCy665JkjUap8BV8WTxVjP0lnHbUUwg6sS50RHmVsTZNr+0tjqMasVVIwo3wpnwcUuhksm1NDpNJiyRlAtLriwxk7IkJ6aIt5UokcnclrMFlSuqSKKiahOzqLohteq9mau5wqHKAve8o78WV8+7Tb+U9qAQ6ti/aHi5h/3O0m86QjGYGKj2WlhNQQqrA1IArajj8wT4klQohHfuhEpZcyaFwjLB1BbeI3+bLD3vonmuXa+1sLos8KshoIJcKylnQkhkE1C5EmoAJUI0apnxIeCWhW4Z6PpAF2Oj7Ml6VLS+UCxTK65EiObM0+F8XW6VEgqsF/pft1IArW9D8rqd7zZPirp4lOlmKlyto2+0s7DfcnPrRX5+KRexik8Va8f/1I6tc7Dby71Vz9fiauGn5/Gex1rAP7TX3NDmZxZIsYjEcDLUugqDtCTcygyic1nk230i+raMRGk46fLDXee16bheYKXx/X9WtIEx1zm6rsP7Due9nE/bFD+UKFq6UlGjor64Q5dMng7kU+Ix5///FFdKGBKdVXRKQQqoOKOjIYcqypAKcqxkrYjGiHeZUiwowlyJqRJCJeVKrlrk6y9y7KI4Z7RGa8itOfo8k1qWypyloJonQaxiuBZVa6c889PF1XNq0c++P6oUV0ELlTg0h2dNQ7Sc0L63vhVX3qONJaXE47tHnp7geIK38drJp73XVQhgXZt/rZD1RObDpbC6ql6aVlhpLY0epcvf+KB/jnAaBqu5vd1z/+KO+xd3bLTClqvZ+SqesCbtP4XbrNfFn4E+QV9gOhcGGykWlvPM4VR5c5IG9bv2uv/MmEOBOqPSglEJyoBRBW0qzht80VCczJ9bS/mVaIE9ss+vCoFWga3XfGLVdlxZCSuqtTIUTlwpug7YVdnHQ2rXf5E1eZpbvsqVbv7PQPufL0OX5ehZkXWpI1phxYUi+Iwt93fiN1dcOScJl9HS5RJVsWtBZfQ1iZJ4vsxKb0hUAoXb3/Wecbthf3uLmSc6Y3j5cs+Ll6+4ub2n22x4mgrHaeEPf3nDf//jX/jjN2/4v/7vE38NmW9j5btSSG3V/l8SfN2LAkpQlqotndP0g2cYPH1nUU66WhWIMTNPkcdz5vtT5a9H+H8X6aKsiJTKYM5yYd8o+E9v4GVT+B64Dp8ff+B4VRp8fnzgL3/4b7x78w3KWra7289yfn52KBi9Z7cZub294fZmj/cdRnucrdKSzgPduCHPO272N+S7B3yC+buGVAHfTlcq26pYNiMLwM7Af0zwlRtww8h2s2W/ueFuu+X+5gXeG6wRusvie87diNMntBIsKFpRmzulwJ9z4bE0dKS2gW/k3AwabnfgRoXpNaofUa5Du04u1Nrku5unVqKIIErKnGNhDllQrKqwncIVhXUZ40ViNleNCLIbsjJoJQhR1lZA2XXepMVK0XouevKcRrP+6C9Nxg3wFfAfB/jPO8Xvf79js+/xm57zmxPvTor/8Vf49wd4TPC2SsNgpXFY5Pq1wGCFgnR/B3c3lv2mY9tprJcuickJHbN4hNVrsfRj69haQK6F5QZRojMFdJL7U3tFQTGHSDEL2Z7RWYmEfFGtqQIYh3ETxnc47/DdQNcNdL0MSTvnmihJpqRIiJEYI+fDgfP5wPev37z33tSqHqpt87kR1UQRB1gnUOS9yf+3RQ2DVh6tCtr32H7ADRu6ccPgMgOJh3/gfP5YrAVpD+wH+OpfpDDp38G3bZH6JRvgWpSdacpvzVsthUTyii5ZtBPYXooj1ZpdGknfZaBbK3kDcZLn9douz57fu06qUFB+toqxVrCxbPY7bm5u2N7eMo47Bj8wGN/m/Ao1GXQX0L3D5HssihoC4emMesocTz9Osf0tRS2QJyhToEwTy9ORyQp9T2VNKIUlZ2rMJFUJChY0AcWM5hwtsWhUFdqsU4DVkrAbg9H2og6rTKM4d6t3jMTh3KigLekK+X3fp1Wx7XlR9byAWnf/Bjr+IhGCChzDtUB7Ti/0GfoMywK9mVjGQDd4tHLEWPnuz/CuSJPr9MHf/megI2u00V2sVTijcK3ANUYJGm9ty7UMWglq/LlDmmoK5zp2my33N3te7UBPoipKkmP4BHzHx83QrUyGB2Qea24zekopUTgt8A2Sa/1WNGdyglAqi5uwuuKdxrpKSoYlKrog94zt/a8maLHuAWuoKoygde71jDBJ/oqcm2ZJ+Dc5RhvOoaPJrLe3X4uYB5+CUD2/Rc7ZOySv/bUVVdf8giJ7XWkzYRfaXy0odRXUQ8l9A3IPfUz85oordenmqmu1+Ixyc604a/tebRNzrTdUEtTmb1VKUwq0uK6j63s6g1B1+gE/bjDbHZ0p9Dj8ZsT5EWvO6GGiN3BjC8si26TR8PV2w9dbx5f3lldf33F3u2XY3+CHDbYbUbZDGTEVrtqgvceNPbv9S+7yQtSJefH4aaYeT5waOuOVSCOvsz790JyjZxgX6cz8UHEFspGflpnT2++ZDg+EmxfwWyiu2p1pTTNkdP5CkQIjAg5IIb3SF7rOMfYORku/TZeB5uK0GC8Do3Hydal0zrLvHb+7Gfny61te7gfu7ge2u0FUvrwX8cTmP2KsoRt6bu5u6IpiWyxmK5Lfm7uJ87cPbM4zw/kknRglEqIyt6W5u/XY3qG9JWhL0Y6qncwYKCkHSvNMKihyyqSUCCGzLImYC6GAq5pSoesSLmVsKsTmq6ZKbSa8irIqdgEflhtrZ3Sl9H3Y3f1HwiPJ9kvgfoAXd3B3u2Hcb/DbDbFYzsHw8jZyNJExVbYFhgXmJJSeXafYesV/6A0vO8Ntp/niS8V+79nvZe5OG6HlGjTOyPzhywA6SNPhqSG7a1GhuHY4V7Wh214excjfVgFs18SoUKQiQ+osAVWtIIpZuu1CAVUo4y+0POu7ZkAtQgaddSJiUbL48KRMjJHj8cQ8nXl4eHpvyFWUBC+XnNwKAEq171198ErO1CLXAilTaqLm6zSGUkoEMLS+qCp9SkrRqu63QVDzzWjZ3YzUkkkxs+lm9hF2rbu8UkI+JlR77T2CwospNlAyNWtW1QpFFS8ho6GCs5biMik5jM0XeXjU+/Sq9+Ywnv1NgF8CYSitMUNPPwyM40jfD/SdzOF1z4orMpjY5oiGgTqOLJsdu40nhMR4yhfxm99yKCVecAaNKooQAmEJ2EkwoFgE8a0hivG9qpyTIlTFGcNSPAlL1B1ohTIao662G0qbRns2aK3Iul6TlRYhSKKWgyhSfmiquzaKngtafFjAPD/V67Xwc+8PZzWuIW01pMtrOgRxsVaQIKoiLpFSMiGUy+zIWkyvKJp79l6fC8T8WgWXan/XakEOjdGNDaQbJVldnk1rXP8q7wnVGCOOzdix245oM2FDwhawAUoQwZyPOVZrY21AxKc6B33XM44bhjHgJ1Ff7Xh/n/zctMyfilJFlGuaK8ZEOj9hbSE3WqCuWdQ5jaKWz/8uNe8DFqvfoTGyRNt8bTz49liP5XOboJXauYIBG93W/bZpxSj78xl5rAjYWth9DOX8U8Xz5u3lodbPrp7JB5rWKNUYtMy+6497l7/J4opnhRUgnchnK+t1cZZ5F7WmkyXBxdRQ5NO1VqJE1XWUYaTXlaHz9MOA32xQt7eMfUH5wO7+wO3bwPEEL74ODHPi5ZLZP55RVLyF/+13L/jixcjvvxz5t5ev2G8Gtrcj3fYG249gR6pVkBPVeGzfM+x2vPrCYMcz29szd/mG+9dv6f985pvSPCAsqCjzXPdbEbhwBqZzZfcGhvTjm8YZOM5nDq+/5fT4hv39F5/7NH1cVOHuGWtw1tP5Du891jhKUeIhi2qIpMIaRdd7NmOHXTwqJZEUrwq7cUQ0sUAdtqSiCKEy7gZ2uw3/9tVX/P5+y83oeLWzbBoFwTgLTQ5dVTDO0m16Xg4eZUd0t+PuaeFpybw9Z9T//B+8ffeWN9/OWFWxCnpdGb2l7xz7FzuMH8B43i2RWDSpGtYx7QLih1YlyU4pEUMkzIl5iYRUWGrFV/Gx6PqAjR6TEiFnmbkqohZoKlJgKd1mqt7nbqybxDpb9Sk75QNCE/ga+GID9y8V93c7Nrc3dPs9xnYo7ZiXQHc6MqVCjIpv3lXOc2Va4Mt7w91W89V9x83YsekdtxvD0IuKXtePAJSU0EqEbPY7+F2BmwVuF/j+DG/bHFdtVOBVJtYiqOLLLby8ly7ZKUCdZW00DgpKEsSUyHOgZk1BM8ckw/ipNP8xKWJpprHaiPmTN47eOYoWWf0wL9RSiSlzOE3EOTGd3++J5lIopRk8VyhtnVqLrVJEbVDy9EJJst6VGCkligJbc91VCimujLlIqX+qQey12z+247gdYLvr2N+9EKn6MLPbzNwfhOKxQ9DSj6HWrK+9AV4hhZvzjV6yqsqVhKoGhSj5GCNf2yIzeTYVjFvQVjzgqnpfsWpl667bwXN10V9ygJTR+HHDsN0wbraM/Ug/DPR+YHAeVaoo4GWNCY1eNY6oEMibHYfdQFwi+zf5grj8ltErrcR/ximNLlqKq2nGKEW1ixjbZ6jLRKQwUznNhTlrTtWS9UjRnuwqzluMErsLr4UGrpWTeVttUKqSlBRXz2NZpHmS4jXZWhkKzw121+O4Pj9/lX+0uFLA2Bk6LQ+ditzDwNbIPO8wgHMWrTUpzCxz5hzqRWV1pf+t1KhNe+2MiGiFRtL41PLeP/qZWoLstMZeiitzLbDanKfRGk35aKrTP/SeaNeck+JqO/bc7HdoV3AxMVQYj+Ai/KW+Pwf84TFb365DhBjukCbo2Cs2m5Ht7gX784ntaaYnsEP2i3VO6HmR9WtHRhg5TKBJdPaEJokcfnHoainFCdvhI2W//5G4eD1xPUfGCkWcJEXR88JpRv690gFXIYoR2ZtfAfca7gwMXZtValYEc74WV+s83bqXP2+afe5Q7XM/v+xXKq0xwjRByeyoeNmuWqcVnepHLTK/reJKIYuxUZdO5fp43rUqdb0YVtQqty6ooFWrWqCtGWdErW6zHbHLDq8rfrtBOUe1FroNqrP0Y+W/1J6XX/6e//Uw81/fvGNeEsuSOJwXcgiUGPjifs9u7LjdDdx2Du+03BS2I6mOrCy6amqBJWmSGsFVbl90DDf3vCqG6keezgv/9fE/83Q+o2qi04kUZnpT+Hqr6a2ilsTbt29493+eOE6RP/3EoZvnM69f/5Wnt2+5/eLHMK5/RlTyUlBFSXFlOrS2hFplaLpWofVoi3UdfTdSt3t8DnQq4X1H1/VsX92j3YC2I3YnS2UpGjeM9J3nxcaz9QO9gcEcqUtiSYXjJL5I0i0vzQ/Jsdnf0G+3DLsbxuyYY+awTHzx9R3n88T58I66TJATRldszZK82Y65VqZcyK+fOM2R85IpRrXLr4hoRamEXJmXxBQShylwWgJLLEyp4CO4roDvSdqRcGjtKcpSbSFkUEVIgvUiYPz+KOXn0BFSSGH1AkGtftfBlzvFixeW8XbPcLPD7za83N4yvvqa23/9D/yXuRWNS+FwTixBqLD7nRiC3wwDTkUMGUMQKW4NBiWo3hyoJKwt7DfQ7RQRw1IGDiFzjpn//RREWc6A1/WCcJua6HuP7x3fzQv5XJhjoRhJlqtyxGooWVENYlhMJYbMsoiH3XkJcq/HTCrSrilVSTKIDOTnKhTP+TxD8yApcfW5um4HpVYOS6IukWIDY/CUKVFNxOhClxIJgbWsMdJoqCJTTRbkqoRMOEfSksgxU1Ii1XKZQ/lw81FIcbTOK/wUj10jXiarF9gtkph8CbzYwKaX7rL2HcO28OoL+C8ZXpxhG+EPCPVzVfH6UOFp9bjaIwqfLx38bgt2EPGErs21OFUFidPib4cVRcxqEOWatujHJD6Acc4YK/+1NjHWz77eE5lrkvBLRki01vT9gO86XOcEuexEotxbjy4VXQrWZLSSu1INHhV78n7k9u4OrTTotwzfRx6Xyp9+w/KBzsC/3sHLrWPvPcyVaAKqFEqOJJXJFGoITCXxVCKvD4lQNEF1uK1De4e2GqsM1no6P+Jdj7aeqD3aaqEEKk0h4m2+0AIr8Bh+mAK4IlbPZ66en9PnHee1sfQc4fo5oRTse8duHNiOA1/eOVQtaBRjpwX9MYaN0ZSUeH08cTxWjou85/UUr9TaDZJYGg+qiVOlIj5O51n6CrVcP2Pg5yHCHxOaJjNNxbz34P1/V+FGmF+hykiIWEWJFaMdvu8lL3OBPmdedQYy5FD5+s3E4VR5PFy99R64qtF9jTR7RiWmtbtNe4w9Q2fxXjwu9zbzivAeErleKyeEMnhEqIUrMyBznR1SXIU1PnWsTaBSKikXdBUPzFJApULO8aNlv/+R97AWTg5ZE4ww2rEdaKnxKDPcFHhZ4fdc77PndN11bu6mg7sRbkfY9W2esomQrT87tr/fI3uFCNBfEa3v+LyF73MGRFWg2ucW2qwVZSdlhH3mPGhDRvxLl5z4mOrqt1VcwYXfCFz4j9Lt5YJg5Sq9YK0yqjaybimoGmXyuYnpqypy7IaKM4ZstNAgtKbmSo0FUpa5mc4w3N7AsGG4S4y3t8SQiCEzT4v4E0xndtueofNsx45BK2TfqFTtKFhSFfgwo6nKSrKsvdCUEMvqbrvnLmVevbhpMs4JQyItJ7wuvBwNukTiMpPCRG8X7N8RqhRBgIkwn0hhea+T98+OlCI5JaEAqSZSUurlNGulLoP+1mhco5h0zrAZHJvtwP39HX7Y4vstw+09yjhK1Vg/YK1hdJrOeiwZnRSpnqkxXuh1tQhKhjYoK15Ethvwmy071dGVSp9GhnFkmWfm44Y0nSkpCgqaIzVnQgYdImWJWK0ab1fK/loFrSi5SNc3FVLKzUxSkvclibhFjZmiEktIuJCxPhFTQWd55CKKgbmoi5SvxOc9oyvVbgPslCAOnW2KU+hWbFjGfsB58P3ILooAR0owBTHOPB5n+t7Qecum85AWaloo8UgpzResIRS5mSurWltn09BZz9b2bKoi5sr9It4fohjaTHyLKHKi2yxTlfJTWSmstLVo61BKulCVxi9rxrW1Nl2gXMhZxGlCK7BSFmlmaIqNTXEwLvHS7PmhbKhWUYVcmgfatIRLAdEZJR5bWjzOnLFYV9BVOv41RWqN1BhISyAtM2mZiGFiyelHxSzWgrhrX99wpSitDSmF0JuchpdK6Me9grHIzOILC5sNdL1GG4s2GtdFtnvNF0sRv5Ij+AAvMryu1+5j5UqHGtprbxT8m28b7QZwbcOWI4+uoFRtlCRps9eqqRosmmwLyTmssxhXMS6LoIW5Fk/PP+Pz6/eHupIfE0ppWResaw8rHmi2qauphk/XNbGvlzlgZxVD5yijJy09+ZxRKvP69OkT508RHhg17AYYnMIbEXUiZ2qAnBdSzaSayXFhzolzisxTIlZHsg5bNVrZNpcoVNpV4ls7j9YOZVpxZYTaHKx978SsxUn64Ou1oFqfn8/VqQ8ezxO9X5qQWWfpOs9m7NE+Y6hYpei9aWibwlahSpYs60Mq76NmK3VqlUFf6YTGG0oVOxCvMjlXSpNpj0WeFVcGwqcIhSAGFwmkCz9ZGtLiQVaEnkz5VRCSnAspZ3LNktDqNpdnNAZF31s8CjtIfnDqCk+2cMyVqVTe5Yyqss59ZTV7q+mVwudEP0A/itq0KCAqrFZ4rS7zPwrZ26wW1bdZyWudqlhOrIqzAd5jCawCTVfDjX8s1rWy76DvNV1n8V4Uk73zOKOkYaHNZxcmW4/Jih5pvebg8kaNAuVhW0UwZFshtS1UG3muShoGtsrc0maQomrTyz2QQewcuO5FqyYYXKmG67ptuTZc1rndz/G5FTzztmqoldbvIVcYizJW1jEMtYL9yE7Eb6+4Qgqoy7xCaQtnO6G1SQWomjEqY4iYmqGuE9ORmgI1B8gRneX/nYaslHirVPGzKOcE5zN1P6J8h3uxwSnDvmq+iAVSoaZCmRZOpwOPh0e00jhrGTsn4gUliwdIVmRliMVQlAhtFuuoxlN1QntLZx2d77h9+QXWKYzOhCTzYYpEPB+wZLa9Yzm+4/T0xNPDEWcPfzdRqCVT48xyeiQsJ1EMBH4VvP/vRJgn4jJTYoK1uGq0haoVbrXJthanFVlVtCp4a9gNHS/2I797+YrtzQ27/Z79l/+Gtp66QrZI8aS1cC+WgxPIeTpLAt1oX0av8poO4zy267GbHdtukAQdBTWSY2A+PLCcJ1IIxHliCQshRI5PR3KthJAwSgqC2mzHa+tC5ZxJuRBTISyRZQks88IcKktpw6Ahk2tiWiK6S6iQGWKGmNExE1JF24rNilSasXL5WBHQXx4a6QjeALcKxgG80+jqUKmgE5hsGLcdyoigS1SuLUSOlBVLTLx+fLpw+genmM8TYZ5YTpEYAiXU5pGTSTFJs6O1tpz2WNez2W9QfmgLXFMPBWIthBAJMfHmPDMtgdO8kEIh14p2UK1De4/xPcZ4MQg2VsQmqmp06ozO5aICRC3UnMhRiqwp/Mhm+lMnoVbCvKDNAlVzsroV2wVjNJ0PdClSfMJZ2VTpezGCjgu6JkgLaT4RTgeW4wPT8YlTWDj8xJ/eICjULbJRrW4Ba8Jpga1riqRWuPDOiMBE10lhdXMLw1ajXY81lX5w3N1bdn1kmSo338LvHuB4hjeJ9yhRXXts11vZwP5OXrsfGp++QQ+myhqsacWVbjt1E/soShoLroD1Pc5XrA+4TrqglveLqPWUrEXXhzMEHxtKa0GtfIdtxYJ1Dm0d2lhUE0oqpaBKvjxMLThd2fYWlzt83qHjjLWZ70/Scf8cCcI/EjvghYbbUTM6hddCUTUpQ63kcpbGUErMceaYEoclMC2VZAbqsGWjO6zt6bqBod/g+3rzitQAACAASURBVA3jsMF0Pco6sjIoKzYTqqFbeU5NfF9iFSfKXGlCz+esfgqBBTnna1nwi9dGpTCdoxs6tpuRTimsEulwbyQFLKUQl4UURMky1fdnRNaEcfXZswhK21mN917msLVm7iYpMFIRdcQI5+l6vZ5+6Wf48CO119MVaWo+L6JKU7e9CDDJCMXnivUYpSRNxlQjlSqCAdqhlUarinOWvXXsjWXfdYTGgFimRIiJ41SpqWC14mbjGQePNYownzCmYq3Ged/oxTJm4PR1bdIIYrL6nSoN/1ZFFXhldleuDaPG3OM1sqb+mU9T/FrE03S/awrHuw2+F3uafuxxpgpd03vMZ5ZxVAjVb6Sp77YLJ6+NbyPCFs5dZ6NMa5TpTo4jSui9JQoi2w+yt1jFReq8RKFCrk2S5+Iz64xi175eEbAzV8P6T533rHuH0StiBcZpjDNiu2EErarGop3YS+jWVXUfacj1myuuKgpkjoy6Ko3QwAGui6loFMiQOSVictP6jQthOsnjfCKEMyEsxBCJaaHWwpnM48MTRjt6vwW7E3Op3jcs38HGXVZ3TWUznelPB9C2LVyVNB3JUZJFMXhVVN+TlciwFzNQbaD6CGHBeEfXb9jdDLjOY62lFAEoVY3kaYPKkU5F3p3P5KyZTxOPKfPwd45bzolpmjgeHjkeHpjOj/T9FvMrqAD9VNRa+eab77m/f8n5fCbPE9rLbSRqfVWUHRssmWsVNCNmGXx1jo0b2A09t9stN3f3mPtbVDeAb/2oWpo+e6UsC2V5YlKWhKXUQGpUPV1lFqo2LnqxujlCb8F7cQuuFRMCQ+fxxxNlmYnnA8fDEVXgWMUIcDqeOD8cmabAPCeK9bLhlsqUMiELne0wzRyXxMNSOdcrrSuXTIygpkTxmWozQ1/bqqPYZIXOoEvFJOk01hjIn1GadVX3e4XQAm9Uc1jXlTlnHg8zycwkP4HrsU7jvMaPHViP9gPVDfS14jd7GXIHTEwc9DtOqpDmnqyhaPkcuSrxl5sj53Pm+AQmzfQb2G53MhDbaWw/Yo283hIWnNXYYDjMC+dSWGKmaotxis5bSr/B+h47bNCmF+TKWKoyrYhOaAxaRUyo2KRwGXJW5KJQCX7RVloqPJ5YIsQ5cI6BcejZjZHUaZn3jIXoKs4ZvHcsS5RNLcyovFDjmfz6Wx6//4bDd9/x/V8CD6Fw5m83mVWQ4o6m7Kjg5kaKGj/KraEUdKMI5BjdEkElG+l0lo3SdXD/csPN3ZZuO4iRbM6YoUdphekSX7nMdi9Gr1+34eSYhVVgtWyo43DtfOqeC3viGKW7iRZ7AYNGV41W0r2WwrcpKholCF5VdDmRc8JPYL1s7EqDLtd9AK6oxtoVtg70zxlE1FL8rchJrrXNeAlKGnMSb4gYMUkyCU1upsUaayy+66EUSq5s5x0pzrzidEFffh070I+LW+CV1twNW243G7bjyFyqDNHrSgyaGgJxCczzwpKzzC7mHm06jB3wvsf3I914S7+5oetH+vEGbUW9JFUtCYuV1rAmkwZR4VrjxBV9XJGrjxEc+NSroKLivWW3G3m56QV1UjKnVEphmhaOJbCoQpqvqobPvbXeY4skuUY9hc6IKAtaoZ2iaEXWYvMRgDJJIvkpC3BhBVRKTtIEqKUZqwvyr2tFl4xuAmB8ZuRKzmdbGBr1OitFbkIBFIMqwirqvWfT9VTE4zHHSs5Cs88xoKh0VqTsainMzWTJaM2wGXBDh+4sxRhpmChRXl4T930PXQ/DCNrJtRjPhZKF9HSepFhYotDTVnrgPxpayTz9duzYbwZ2+5Fh6NiOA8ZbmQfvPEZXoaf1Hu9/0uX0H4oBKaq+QKh5HVzZAaqN37R8SWtZ4wcD3SDrsO/B9RqlFcucCYsQx0yjFdTUjuO5mYPX9/3LJrjsaQvS0LXIfnb77Oc8ghz+VHPx54Ztn9fatqc4MFaa7sZ1KNsJy8nYCy1QK41GEUr4qOvhN1dcwfsLa2u8CGpVJRkX9Ko0b6FMKRmdk9Bq4kJOCyUGaoyksJDCTAwzcVkoNbPUzHSapIt0njBLRPVZzuLFfc81lEW+Z1AYpaRUL4WaIyYukoQo07rf6rqAKIUyrkGKloKYMq6CHVrJkKm2DXwuoLJHZYXKMruRcyaFxFLq3114SymknNrnnEjLRO3GH70Yfy08q9bK09MDT0+PnM/SDTW2tTPkB9rgf6PVNfpVSplqoFZ1eb8KoRBpbVC2tVOqalW4UFpKqcQQmaeF6TyjsxTWOYk0fwWq0tg+oGcxj3WlCvmrdSkpFWM8mKUV04J/y2snQkOiwrwQlkgMmYqRjaDxp2MqhLTSAIv4ZvG8yyqF5JIqPhVCrsRciRlcUUKzK0r8vAroKnSUzwldeWTB3SFKP4ORhFZp6TqFmHAx4kMihkbeUQabMkpJUokR3rgxlqpV64JHYutaziFIB3gJKIoM0YdIDIWwVOYFnCkYl8VDrhRUvUL2WkHSYq288tVzrqRUyQiMb21H7Qas7zF+RBsPylAah5qqMBgsmorF+owvcl1kNAmFKaCSbN4/65jXCtMi10OuMricKjVXxmzl2qgKfMVbg0+JkpJ0+dKCimdqOJEOTxyfHjg8PvK0FOby4wnlikz1CvYa7kdJHPoNsiEYjd9oWulCbPx+VSoqI/5tDrpOqCnGiHqhNmI8qnOi1Eo/iLpf50VgJ+frw7YOYD+aC22yGqG3xgg2XdkIGpmX003Ewlgpri7oVZW5g1yqeEw5h/UG5zPOy20fg2z+78kH07r1qqm7rcT6jz51cmxiEsuEXEtTfszkRqOizV4qBcqoNgeom0G6p+ZM7rIoDi6FfXfiMQr96/AzLqPnn2ml0LQ69YL0/JJYj9HoYNNpur4XPzfnMKnImqtE7TLnSoxZEOZSKUWjlQfT41yP70a6fkM/bOn7jRRa/XiZsdJVteJKyYRPTc0v7Pp+wrPPtQpXfG50/m+iVqZFLDOKUljvcVphUWitSCmjGu141WJZR2F+jH66CkqIWt+qkCj3X6VeUKV1G/zUg/xrQ1rM7cWDkdI6IaVckauGar3n8fEZQj6fNCpyrZQia8M6byRonsxFK8SIXWvpstdOLDNirpTUGqBKk2Iip0jxVnIqrXGdw1gjNGPkPBgDLjW1Oy0iC8OgGUeL68UGIjnxWUyxYGqR9b+AaTfax95vz6+FVk+3JqSjc46v7jv225H9fst2t6HvPEPXo7x4H1oroytag+lMU1b++PiQEv1jdNlVyGjXnruW9qqV6ocgeuulYdr3aLTsNiaLswpllOSvpTWQ6kVbrnkbclV95n1V41W8RnFVDlyL4PXrHVd64KdqQOh2DJxtBZZVaNusI5xHWScsF+vQzqO0obTiyiZaB/Gn75nfXHElKlr16unTqqtapKRSJCmJa0YpKah0WShxpoaJupzb17OgDtOB5fTI+fEd54d3GAp1cDy9exAK4H7LZjqju43cSX2RllMGab+2vppzYDbynMRl1qgmkV3yRd+/5ixu57VirUPbDkwkp4lkCilH5qmgiBidqV4KoKJov6dJyRBiIMwTYYqc8w93rZ+HJOuJuEzE6UQ4PzFsbtH2SpmBa7f31yQLfvv9X3n53S1v37zl69//B3QFW6t0i0GQpVqJpZCiFC9xWVh0JcRMzJk5BKZ5pj+fGGeZZ0DFNkNTJXuZJvLxxLvXB77/9ntOT08QoizAWRTpihIK0hwUc1IU0/PC7LBVo3wvu12T80mhEJfMMmfmOTOdE4fDmcPTiePTkdPpxHkpTBGsctKNq5BiJaTKkgpzKMyx/uBAbK2VOVZsFJ+PJUs307bCKhVFyjJzpCuQ1Ht74PNz+Cm2xh1w3x63TnjTvnX3atWkHBpNMhD9LB4cccGnCjaQXEL7maqNeAxp8YaaD088vHvg8PTI05vXpHmmzAFrK2FZWI5npmNmOsH5BL6CVoUwLxg/gipon7BIS63m5h8XAlPILEshhkrEghvwmx2qHzF+oOu3KCVwR1bm4jOlc8G4hOsSaIsdFlwIqOMJ5QO4mSk9UVOipp+VocNhasT9CHNgGWaWucfFns5buvPM1HV01tJ7x9w7rK7YuqDmI3U+sLz+lnd/+QsP3/6V70r9UVnvwtVzRCvxE7vbixHwZoBu6MX0tO/QVRT6jqeZEiM5ZuIMRcvv+s7jncVUKRyc0fTWk2KhGIXqwOpEHQs5ScGrtCKn1lJSGj8IXFVrJZVAiJnTXDg1WkhtHeZVrts5EY4o1stsnJbJPlSiKoPPUmT3Q2DcHiEX0gl4lM17XXfX0G3Jdr3MAHw0XFRE7GSaFk7nhdMUmHPC5ohRioRB54ymSIfTgC2VGiy68+ihQ40DTotXl6oFq2F6ekd4A3b6ZcWV5XpfrlSav/LLXgtk7d8glKT9C0233WCHAe17tAlifk4lVcWSKtOSmUMlFE1E4zZbTH+DG2/Z3r5is79js39JP97g+oF+u70sTAnQRqE1lKpRKhJs4LnP1bou/jNn0kqFb14f6LqeFy8X7tmj0U21VYrLEAtLrCyxEto1tdKZPlQArLTE02tcZzDGUamkIihsSpUUheIao9y/qyriJ/tMCHXx/6PuzZrkuLI8v9+5m7vHlplYSBarqtVqsx7NPOj7f4eZh7GRTDJpWq1eqqa4AcgtIny5mx7O9YwEm1UESLCaumZhgSWBzPDtnnP+W4qZHJXqnnMk50hJiWIdRQzFWmxdi61fZq2Nc8yFJWeWUlhSIi0Ly6xDyrhMnL2wN5bSZax3eOvw1SA+6HMuFiQ7aAyUmUKqQg0BUFpv33c4r+6UpVRE1OV50wZAmw6urgzbbcewuVKNqeh+Mo8TyzJTmS412emiB/yQI/SckjwAvRX2LwMvXr7i+uYFv/3ycw77Pfv9js1+q1pma9VhujleO818oJhE13cfdazXpmmlSxcUHXruuGlRlOhlez8AXTOxqK2cyg3FW7GGoOCiNqvporcqUrFS6TzQtINl0T4+zzCPOgjL9YLer4OE9ffn9uuVuvl8mGTaz7f+mzd8mmeFR81Qhg30g2orfQj40BP6HuOHBowEpQU2DZZGKnwYVfPX1VxVnVamos1ULTSLkUSlqFaqJjTGMFNrhHRG0kxOZ+p8okxnptMjy+mR6Xjk8e6e+9s73t3dcb6LSCk8hszV5p7gHWl6RZkWtfLpIxT/bMSqEzhVryaNbl9i8409ks8n0jQST6e2qVt8t8WIinavhh6ZR8xkuI8jS06cY6LfbTFuq1+bI5VMKSOmaDx9HR95uLvlu7e3/PPX93w7Ju5/5NA96Q+WmTSeOD/cEfav8cbhnMM17dVffSrY1uNx5J/+9U/87vd/hzeecH2Fs5aSBME1y0tDFXlCK3OJpBiJcyJNiTRn4py12C1AthA0jKHiFCGYI/k8MT+emO4eKeO58corxjW1prHk0JH6jng6soxncI7Qd9o8ZzU6KSmqmPt8ZD4+Mh+PxPOJOJ5J00iaZ/KihWZ1niKGWDVXKdeLne+ffxgIVPXQSzgWPB5PwLNUh6kWUy1l1qI4TRPpGS1wFd2um9fP5YN3aOG1A3Yd7PZKATABshXOS4RpovqRKBbbhP/laoOVgAsWqfqEXn0jqohaNFcwKTHeH5mOR+J4xjlHXGamceLurnB8hIc7MCOc54TfPHDTdwzBYPMAVSXf07zw8Hjm7jhye3fkYc48xEq0A951+H6HbA8YF8B1T8hVxT5dXyYVjCSqSbhctdiwHl8qUQy2gAsztQopfcS8rBQVJc1Zx2Jnr3TjYeLu3Ku7Wgjs+57OOzZdx35wBFsJdcZM95TxgfHbN7x9d+L+IT41T39pWZqguOjm5xoQ39uKt9plpBRJMTEdF/JSKQvEo26oEiDeHdXhsmpodYwLdZzJ06Q055wb+gW918bIWksptekmBAlKdS6pMBVDSRVmvUcKipA57wldR7/Z0G92uGFDdl37nwVrHGIT2EiqqmVMMdFPMyVH5mMhR+XxOxpwrZAYRvszNRD6yKCpkhLT7S3fvfuO4oXrNzcchg2b0KkeoBRcKWRbWOqCzzNyelTuyzJTi96FQlFajxN6JwxS6T/uR3nvvG65GHj8XHMMj1JItwqeElNhnBPFLeqCZQxVKvOUWCY1dMrVY1xgE3rC1Wf43Qv6l7/l5vAFw+GazdVrXD8o4rMZFImqipRYY7CiqH8tQrDhPZH+r8XoI2aIxVCqI7gtIVg95jliTMRki9skurkwbLQxqvlyXuCCGKxoY2cNQ+cJm6AIQq0ci5pwlaimFim977j2qdaElk6nE2AiVSYdIIkjGaeuzCsHSDTP7JdahWZOUBShWlJkTokxJqYYyWPBnOEkM2cRJqf3TvE9EgZ2VnV73lVyMeRciHPCGP1zZxQJd8aycY7OeJw4ghhcVYr3k4a/Qk2CFKW8b4ceYwwxJpwq5TkzqWth1OO4Wof/pWt1PefXwNYbrl7t2F8d2O52vPzN5+yvD+wOe159/jnbzcBmGOg3Pc6pllip0OoKVauyseIc8e7jnhwrTXzg0qSsjdXzTKkD+hzYA9et7HFNMFhya45a8SIVFlEdbSqtsbKay1oL1GbAYWyFpMOHJWmpPM5wThfa63ODmnWt2sVj+3nXnzk++7vn+tqfuwI6hNx2MOyg33rCZku3PeBDT7fZYsNGmWcuKJJltLmKpTLFD0MTf13NFWtGTEOOsuppatYLTiiN6740l0Ad/0gaqUmRqjqPxEUnEMuiU5F5mpnGmfM5UzPMc+bh8cxuM7AsC3mZKfOMzJPSzaxFSdPolZQiLJE6z3pzxoUynRQhGkfm4xFnjUKKKG1QqYQVWwqSEst4JldLcQvDadeEghZbHJVELhMuLrAslPOZ4+Mjd/dHvr5feIx/earlQGkM7YFZcyLNEzEuSEqIc82d631++LrFff/9l1jjOPLVV9/ycP/Adrtje30AYxBj28tog2Vsm54KuZQmgo0sc2RZYjM/SNSUkZwhK7WBlEjzOgmbmM8j0/lEPp5QXE8Fi7TvsYxn5vPAeDrTn09UZzFDh6kFSVEppilSGrVUqWwzcVlIizZ9KSZSbFkwJVOE5k64PsylhQv/ED9pBb216C/tlashV23SbBFMEXVXanlZ5Vmo4Cqgfg61/5zlaWJS0fyb0Gk2kVihIMSik0cXI3VZsKUScsXFCC7jGt1DP946iWt8/pypKbKMI9PpzHQ6Y51vFM7I4wlOI5yaKDaZyuNpYVgSLidSLppfVxNLXBjnmdM4cRwXxgyxWqoNiO+xYcB07eFoHGI7pSmpeXbbZHODmgXjMqYqYG1cwLiCsVknV/KRSpkKxKSdZS4q/FHbR2Kpyk/pMsTK7B0xFmqxdKbS1wmZjpTzI6eHBx7PM6dYP+i8rldYaVz3GvWdpNyWSiXPSQ1WToXcwjqXszZXRBgfFkwxGHkEK+SsNvnLnCgpU1KlNK2WtCknooWKMWCNgNQnUyJTq+or1iJSGlXGWozzWNc9cdxxXaMAC8Y6KoZcBe8jMURcCLjgcKHgu4IPirh5FMGiKqXFtAmsDe0x/jErF/Jx5PR4xA497+7uyXNkDp6+VlytuFLBVzwRX2bceMakhE2RupbIq4qbS8H8UwvnldazIjxrRs9PXcLFmauiVKslFyRXYlJabxHVFMUipGKo0mF9j+t3DLtrwv4F28Mrdvsb+u0Vw+4KGzqMd9jQNRe6QklRqZ+ihHlnCs58qhLp0y7NJRRyFazvsN6pTmppFFZX9dngvZohLJdjCJf7b6U6rXuASMWpawu26p5fcyHKRVD+SzSYBbU9nyLYuWBspJtmRYOcR7zHAAkB07Trn3B9/7gkINX6RJW+xJUUYiwww/lcOLvI2U9YZ6mdRmGUEDBWx4i1ZEoupBSJMZFiJEc1SRFTKTFTyJQs5JhIqRBXbVsjuCzNTCnnSGmW+yro0JOWs87Tl6z324egiut9degcV5uO15/dcPP6Nfvra1598Tu2hx3DfsP1688Yup6h6wibTocwhhblkilLJOVFnWvN/NGa+VVPG6QN19ZtuF7iDFY0/GCU/t+Hxspu5hS1PNtLlAmtiFUrGkPUr08JTFYGkrXS6J5tUJH072PT5a7Of2udsg6dV3LBysBYv259T88+16ew9lhNTTZe9cH9YAm9Okf7JiVYX+IC4gLOdy1I2CK54EP+IBfHX11zlbIWT5IFE6sKhEtU04OaiWXGlAmpCUdC4iOSRlxaqMuJMp+Z5ollnlim5vY2a4jr8UEhSgEO3T1GKr/9n7+kO95q+GFU4wk2OzDLSsbUNjxOMJ+0sJ5n5vOR6e6e+TzycH/fIMXAdrPgmjtQpnB8uOPh9h3f/eFPCIXgLYnM7rDlfD0Q+p3qukj0eaHOkfl25Os/fsO//vFb/ts3/KiZxRVw5QPbw57OBywQ51kRGRuovqc0JGHmme0mPAXI/bKeNPDu3S3/9b/+b/yn//C/YL1nc73Dml61Tt4jSS9k4zUQp7jAMo6c50h3PvP2/pbqDWHo2E8nxICtUUcqOVHPI/e373i4u+f27i23t9/x8O4t8fGsTnsiGKNhcGKFRGEqhRnDVDO76xte5kzfa4NVR0VX4ngmns/M55HxPDGdRsZx5jxGzmNmjJWpQAiVYioJoaBBtVUEYwtSEpIS75fJTuECE6jSUdCMq1wdS7ZMC2QpRKPdRkmJOCbSs+ZqzadYH0Ifo9//odWjUHkfVPAbNtD3OuVMVYjWtIFBpKQZWzOpJMx8phiheEc1M7JmF1W1XI/LkWU6MZ/OnB4fuL8dOT4sGFlYFjif4eu3cMo6vSLDZoLuFrYvIi4suDDhRJ/0y7RwPJ25ezzy5pypfoBug9u+wG4P2N01frMD0VmkdWuCiVCrIKVCiZopIgK2a5W/QVxCHA0G8mB+AlknQwsr0TMT204d80pUZ+wnJu849oFlNPS20OUJOb+jnO54+OZrTuP4wRzzMxq0fMpqUuFRnRNpxoWZVGEcYZrg9q1SPkqG5aT0oQykObHdHdnfH3GdU3VrzqSx8ecj7V7SDxl8fspFCZq5jO+UxlIrzEtkmStzA/2zUe8g8V6LcN8jflAKhlMBu97YhiqRjMGmhIsJ53TzCwP0u6g/f9JCorbxplkzWizYDbiPtV6LBd6eeBzumCMMdsO28/TO0OeML4VA4WZjGaQySGEjhQ7oRXAVqjFUZ0k1Myd1OHtYr+ufsGbgTz/x3/65lVGa07FWzkvGR6EkQ6yOWjRT75gDYy1MxuC7PW6zJxxecPPl37K9esXhxe/Z/+YLuu2OYfsCrFJnqlcEsORElQuZygrYUnHNEOrXuFIpjLFQ+w120xEczEd9nqu+vQeZnpgCE3CPnqO1CFyF+tcJ3Jzox0S3GdS5zllS12GqkOP4pK2RfNmLPzU18C5BOmVFIM09MSZyKuwwlFAoXYVGi/vUa6V9rcdqyVUHTDhqNeSiDIVxKuQzfDVBmSIyR27miSEEduFEeRmx1pFTJZVIypnxHJmmM3FeiOcRIwbnLCUWOt9hreXb7+747jHypmgunyta3rnbwjjPzHXmel4I3mMqzOPINC48HuF21vD6d+i9+2MjthUR/vyLa1599oLf//1/5LMvv+DqxQ0vb76g228J2w27wxWh6wihw/QOawRvoZpKigvz8cg0q7uyMbfKtvmIZawORHujbpVbA34G07aidSDbAZtm7NGFi4nFOg9NPM0EiVVpfbYoGqU03+YBlyveV2JQCuAyq3lFXLS5SjpHfGpQ16Zp4UKHXQkGwgVxWxuTVRn0fS3ZT1kWrZl+Y+DlFl68gv3NDj9sCcMVbrPD+g7TbXDdpg1a1T3WWq2DYtWc0g9Zv6rmqgIxJpYlqtQpFmpW84hSElISJo9IGpESCRKRdMTkCVcjLGNDrmZSjmQKRXQSl6u6v8yTnvTHU+bxFDk/nImHM9n1Ktg1BikZzAxPWTiVssyUeaQglGWhziPpfCadR6XNjGdmDGd3woeAWMO0RO7vbrm/v+N8/6ATrM6RxiOLzZyZSduMtYI16hgoMVHzxOk88ea88A/8ZX690FLhbaDvDsrvrjDPE9P5SBZHNgHrerCO2Oz7Wae+/Fvtzvr6lKuUxLIcefPtt1xfXfHl739HCU5d0jIqfhaDDQ7X90ovKSPVWnIVjKk4dHpsasKwcjI0h0ok48iEmvA14WrB1sqcppYTZTRTyBgsFlM1RNFLxZWMSZE8jcSSNERz0qYqnkeW6WISMk8T0zgyTiPjVJmyuuBI0wQmA4mm7XIW8YIlE1LSjJTa+EsrAO4HxHeIC2TxLNUgqXKcE75UfMkt72xSumu8PObXDblwsd3+Oc2VobnIBdWsdL3QDRtM6LAh0HW9Wt02KoPm+0BolrdBClV0HmVKplIoJSNxIU8jy/nI+Thyf5u4fQNzhakobeBNuRQmAzol0wYgU3KklkiqhVrVun1OmamUZpXaYfsNZdhgugGxnWodjUMwmGZOQ1EtEKUipSnTjbp3VWuoxVCtml6ItYizzfroOfnnR5a07rS2tNtcGjm9aIOVa6MZZ6o1lGnmOMIoBZtHZLyD8Y65mb986FrpKyMwHsEvIBOkSXvEiG58cYE8NSpd49XH2uyHb2E8wfQIblAnPEp7PlQtAm1rrnK50ExEoPP6cr2Wh7XCUipT0u+bC+DVlNOHgAs9JqhwGBvAeEWuxSDOYqvBVYPvMilVwpDw85acCmE4kRa99S16qKnNTrdNYP1WzVg+aq1V8+lMsvC173CSsTVjjiMmJmzJHDbCxsLOVF72jo1z7H3g4C1iRHUExwdOp7Oe28yf1cz9tdeTQYYH3xnc0OM3HX7T60kzhoxgz2essQQ/MGxv6Pcv2L38nJef/ZbN1St2L79kuHqB7wfCsFOzGBGqLWAdpWRKYwyAIha2/0OsrgAAIABJREFUCNasuNmvby3zwvH+HsmJYHq2fcCTid5hxDCdJnznwXiyJCL1PS3L82UBJ4ITQ7CaE2isxTt1qfXNudPK+xbun3Ktl/NDhrHC/C4yzyeWOZKq0HcdQ9+BM0zzp43JfULS4RIe2/IrTXCId1TrGHPmIelzYiMQTrBP0JORbsb0OsBx1qsdSCmUWqi5bRA5Eyc1XKEWlvEOg2qE39wuvJkqt2iDtOZdlTW1Z4H5NJGduuOovlot8uekxf8aNfFjy1t4sbN8/sVnfPbbL/nd3/4tL16+ZH84cPPyJb4fcH3PcLjCtwy9GtTwxFshVR3L1iFQjQbZ2lo00PZjloHqlFlg2vMw+KblXjXdVTVU/aCNmLfPhmaLDsGkbVmpXBojg9YYbtK/c15PQQg0HfTF7KVts08N9szFWv3EJSNxpTmvO+xqcLEyctY/W//dT61LDXDj9fXqCq5fDBxebtkdrnHdBtvvsP2AcQEXOm2ubMC6Dt91WKuRHLZU+u77VfMPr19VcwWVnNQ1phjNNNDmSidhlIjERV21ygISMXnC5EmtSuJCTVEDQbM6PSlPRENGUyksWeVVp6lyOmfG88g8jixhxBaDC17zl0hPuq9qhBw11FN8oCZt9CQnaFanaZ7Vtayo5ToijOPM4+M9x9MjaZ4xq/l/SZS0kOaiboHWIKYSywwxUZeJx9PC7Tnzlh+/oLS5coR+g3UOESGlyLLMeie4MyZYxAnZmafgzkK7iXgfufrU/G9QDn7OM3d3t9zf3bHMMzl5FcWXhp4ZwQYVuOd+wETNS6HpOQzSHJYaXi3KUZamyfMGgjP0Xi2vl64jdZacNaDUOaeNgbN0Xt17grM4EaWyJC3gKZkyTcRpJs4TS6MDxkXfV4e7pbmAJdGpTjVKKyliKEaBbHGiD0nvVJtVUPqT6CYtQRsrWi5MqoLkyrhkYi34qnb8y3RmPD6+x403P/D6qWvVCog0WpUHFwTfBWzXYboOF9SJSUwjxEh7KJva7H2fKcyykrWl5HafRGqO5FRY5sL53FCWqhvYI5dJVtPGNkObouh1zrBy0VMi5kwsldrytYzrnor1alqFbazaPrfcE6WrtdFB202ehgmyvszT8+IpXVDkw28IQUeB1bWdIV9cFmg3mxL/wSgVZImNOJNHzHiE+UyJHzfDXhvTCRgX8G1XS018HOGSr54aa629cm1/P8KyqOO4m6p+dLSBNtJCH23bZIsiWTXrJrp4fbm5PBkpJYG5TTtLO+TGg/EO41pjZTQ0RYxrlN0WYlzAuIp1ARey6nl8IAWHD9o4FWnXvDQaornYtfv+J9ACofFTFspJOLo7PRhpgYdT47oU7nvl7O8snDeejffsu57Ph4B3BvGG8XRmPM9MMyzl0yISP3cJ7R7vBNP32K7DdkEHiVZdhsT3WDzOVsLuis3hhv3NKw7XLxkOL9gebug2e2zX4bpen3tAMVljI4zF2dguMdVQGymY5qy7rmYX9e+mBX6+4rJwfDySU0SoeOcwnceKmraELuCDoq5mbOZaXChL69jMsrpnSjMsME+OgUZaZuEz9ujTs/cX+EzNm4klA2Oh1hlKwoaO3HLbJDjiRz5v/txaz+NKBXxOA6vNRdm0vMEqliUXxlI5VbivsF90X5iH1So+E5qjqFj79A2KSKvP1GF3WdQxdjpPrHOz2xPcVS3kn9vml9o0RRGWOZGiUEshzoqwT1GHfqs73YeMuKwz7HYdhxc3XL/6jJevP+Pq6prtbsf+cMC2AeWw2WCNXhPZFazRsOOSMsZoE56dINUgYcF8LI22QTziLvRo51pDVZSV7qo2VL5prdaBmaBU7zVKY22OIpfhUEL/j1q1EYbGfq/6Xtp+8HxIv14LK0q10v++P5h4/nXrsDi3369728c+J9b7qjdw1QmvNsLhhWF7PTAcDvoMC4MaYPkeszZRrsM4ba6s67Gra2CpOD99UHzsr6y5glIyKSdFAlbkap34l4rkQo0RyQuViC0RW6OK7IqG/sbc3NaqReweF67ohgNiH8lkzsB3d2Bc5E9v3xL6PctS2e8ndmS6ZWacRC1Ca0G8p5REzpHtbo8zlmEYkH3UzZTCQ84sceLh4Z5UhZwr83mipJGSZoW4d579oeP6aqMObLYS0oSJFSmJ6f6WZZo4nyb+4Z8n/vHrH7+YBBUnHvqO/csbNtsdIQRqKeRlYZGz1nehgBuofgt7Q+3lqWY0z/4vuEC3v8T64x/+wND1/If/9Pdsg4HWzGIs1XUM2xvqzUSwluAtnUET131PtY4sMI0zwTo61/Rw+thms9vRe8/OwPVux+PDI/cPd6Rc9AEgDmME5wz73RV+syPsD8g+YL0n58yyLKqpOz9wvj8ync+cHh44Hc+cx4Vpioxz5jxX5qzoyyxgxFLFksSSW54SYhX2D8IQLKYxw6YIeI/4QL89EAZ1tivimLJhnAvjMmFtxdvM44Nq+6aHB2J8/8ysk+j1YfRzrEpXzUCxWvO6TuiHHtMPT+hVFUXqYsnYJGRR6la2CzW1EFwgxbkhHoUqCedg6ByH/YbT1cRpXsjHpg9KyoNeMy52wNY2K3HnqKIW5iktpBS5H89MUyLPQtIuUDcvE0CcNgtrcGalBQXLxUq5rFbApVkBZ2JS+/+c9c8ameki5MkfOHIwFm5egXS6Uy0LLbFYRV2teX9SC8cWBpJnWO4o4z1qh/dx67Ydu2+ALika2M1gjishshU4oo5ZvvHsbVZEKhdtcCWrs50ZV0Wg8tN7D4cDl+B69TZhHuE86+ZqRaek1upUszq9Vs4FZqcmE8kIhID0PbgNOKUEGte1Hb7Zm1fVq3ZdRy2F1HX4zpEXx9J7/JTIpuoG5njSXHm9HOh2PwG5WteYlQZ+/A7GqDfts1N/OukU9Q3wLxIxRDxn/m6A6x5urvR0ThM8zJ8+w+jnrFXjIIPB7AL2cIPsr2G3xVdDEkMuFeMz1uhB3bz6gt3Na65e/46rz37LsLtiu7/BbnaKCruOmAqZihi9vmtJ6v64DjNqQaqoE+SzNiJwQVh+Ce3Rx6y7xzPH88ybu0eGTc/+MGCcx1VD6GHY7Yip8OrzLyjpa7p8JKTLBD6hz7GdwO4KNgdH2PZg1GUsp8gSF+YlMkWd9Kd0ubR+aTzvhF7W05xZeMt22zPHHV3fM02f7gpdqYBnLpT1pdLiRSyYDcV0JHGclsKY1U33K/Q5MiToH2EzwuRhimecF5zTAbEYizVBkRUxLMA5wjSiwwz0tSIkq9Py+sqmoSEjLEkdBfMMcVR209tGB7zjMvT7seW6nqvf/y0v/uZ/4uXv/obXX/yO7eFAP2zY7re4zuGCo988c9OsqjYqJZOXhZIiNRWMOMQIznrMx1wVBsQJpjM4b3Cu4jq1lvcVQlaW+zrMlhUuXQvAxr9bB41JLpS+1dFvpRQPGaY72E9K1Nhs2kCh/bhFtI74/uBkRaLyD/z5im4VLvdTQu+vdfD6sSsAGwN/dwWffdZz82LAH3b0w45hOGD7gNiA+A3ile2C69re5BHXYcKA9R7nOooU/DB+0Pf+1TVXKSVyjIqopNxSxCu1qoWJlKx25zlTRcXyOnEXpSWIKPzsHLbr6HcbNuOB/YsXbK/OLCVTZjjNcPeY+fabO66GWxXzS2Yyhpwyx6mQGvrV77cYZwm9p+ucFvvG0G0GjDENAq1YZ0m5sCyJmJIaDzpPqYbaJfpdoNt1iINiCoXMVCKmgCuFU144TWfefPuWf5gj//SBx+wKuLKObbfBOeW0pyUS54kiVqeFTEiGiiUuXZsQNypNa7LW6cUqMPwl1u3tHW/f3XE6TuQ5KrpQBBGrQZyhp2y22DLj0wlfigpvS2GJiXGa2cQZs3i6JbTqvKWftTwe4z3b/R7nA5vdQMkqtFxFxgh430EIKiTNVa8lo3lYJS7amKaFmKIW3SWRSiSXRnYxPNmWaqaZYvBqoKDTeGM9NhtctfTBIVl1GZJEdWbeE/otrlO77GyEUispZaalcbdqYrp7Q55OpOM9JV0mjOuk57k49KeuygXCB324am9h1AnIK+K3UsSoojSGqo6KSSAa1BCGSm7GI6VkxjkxzjNTTlQfcENkOABO3crdDGXUCf9SG0ICTBXu48wyVbqcyWUhlcRpnHlcMscMo1UdjJRCQameOi4rT5bPmqbwrLnKRW3/SyEVtfpPOT8NU1ItJCpZaNb98uEuAtZgX77QQYY4ytoMrzyLNYx2ntuvp+ZSkBXiyROUj6forBSWM1oQFJQGszpKdrS8Fw+bQ6Pn+Ta5nEDOuvE+Td9VgkbnYLeFvofDlTpsWaNuaaVqb1imNuGsTQfV7jURvUdMkxdKZ5Bev3F1jmytCuoruNr0Vi3+olrNshMqxkWMczivBYoPFus1eFwNMtqE0qoJiwtC6DqMfS6J/oAl0niuTj9kyf+2OvjeqvVSKHw169S9xqaFXLULf/m/+KuutZHJLlCDii5qCFTnUGMdzRhL3oPXzLh+e0W3PRA2O0Kv1GDjHaa5uD13L6jtQVsVuG69VcN2qqgD8LODsdO/eSqGv29r/tdepRa+/vZbOi/stz0b6xrNyeB8YBgGXry4hjQyDEJ3f2bKhZgrOaml9cbBsBFsUCOgJUdqqsSYGKeFZUlqOlwUVVpJRn8NsmRC2QLmXCl1QeRIJDMtPw25eo5UPadxRdoQDh1mLbE1WAboHKbrsF1PbuwB0GvgiA4tdotK3UsC6cFT8ZLBKIvFSdtrjMX2CV8z1WhOm02K3NsKfYVdu0c9el9i9OcY0UFnLdpYxagmr3eolu6O1pD+yDHwwOADVzefcbh+yf5wrXR666kIsRZMY3qslvcV/XVpA8CinRHWqdCjSobZfZBxwrqMF8Sr67LSBADT2D40EkbVAZrQZn7mQvsGLvfns/t0/QnWGmFuv3YovXIq+upcQ8Qap69Koyg2OuKqEe/bqylCnmrN2q6B9X1twtZn6Mes1bjixQBXvfD55xtuXl+xv94j3YDvh0YDbLR0q6ZKYhxivNZy1iPOY13Ql++QmjHmw2Klf13NVV01FlmpeXVFrVZQuT6F360F9RreK+1KqUa0YPceKz3ddssw7dldXbM9fMN5jtR3yvE9joV37848vnhk13lir9BfKnAaI7mZB9jBEVynuVVWs10wYJzFeU/X9+RlUcvKMWLqjKmVZA1V1PmqONGAu+DJkltgbiKXjC2VUoRznLkfR756+8C/Rp3k/NiywF5gZy1DN+AaFyalRIwLxXqsDRiWVuks5Kh2rMa32sG1IhSeYp5+qebq8Xjk8fGR8TxRlgxeUQXbwoF96KjDgC1bXNxiY0Ry1kaiNVgxRkILia5kNNS5EGNqYmrNoukHQ9952pcQc1K3olIojdSRUqJSMc3FqORCiZGyLKrbK6mhHEpJKxWqyAUOeOLSqU2ZNCRFjFKfjHVYLIGAVGm0P3misLkwNFcaR6mFlBJLSsTTqFbwaSHevYP5BNMDz4vFdTO70C5+3lofZIXLZxMjTwYVxio1k6oNqQGo6roksRW5RYutHBMpzqSUOI2Z43nkPC2koqGDvms/76JTrjjrA3ilbqQKpwRuXJjIBJspJErVQuAUFWCYUaqfa4Gvq6ZKmytdpn2g9sfkWp7s8lNrsmILskwlk2oLuFw1I+sO9AEHWIzBX19Dt6UaT3zSTVXVWcWFukxwsvqh5/YhauPZ5Rm1nP+4tXLV1+nfunEFdPNfjU/XwVwIijKte3dpvV6pl+bKGUWstgP0G9hu9d+tTEnX0K8qF13Fmk8oKPpZWnNlAkhQ1Kp6T7WWYixZpNGj9LoSsz7LLWIqYovaRtv1GrRYZ5XyV7SGsPXy+XwA3wnedxiz4jQ/dtIabdNZZOj1QxuBeabaZh32I+e+ALcNmd7McO1+PXS35+tpcmw9xXWtG1Uf5opSM8mV4gNiOnzY0m32dMOesNkSQo8LAeNWh9fVfZOnUFpawQi0CuvCE6rl/SOyNVqELFWbc/j3bbBqhW+/e8emC7x+9QLXbzQfsSiDoguBw2FHjXuCy5g0My+VuOj+4ZuuMATN99LGYqGUQozN+TZWFfuXy3P7r/V51z1jnFGdshspFuYfEOm3OeTTr3/o79f3JwpgvRTGc62shqXLomYWSUC8xYSA8UEp9O27rKjIPWrEgSiVLcQ2yLQVjA7NiimKZFmD8Q6f9ShWKr7pMX2+NLCRJ8ac7jcoZbk2Y595vuiLHtvryIflW1kgWM/+cMNuf8Vmtyf0HcbYNtBrYc0Nwa2NQrvWsqkWStXnnjUGJFBrUu3vhzZXAsbrIFRdfdCNb+Wrrl9mnzVTrblai721sfp+7Nnzxn8d6NKODc2raWnNVXAwtG9LVZQQPW0qX+HSZK1ylOeo4tpQrUP+n2KzsrJ59gZeD8KLg+Pm5ZbDzRWbwxXFBMwqd7CeKh6MGqrRJAViPGLdE01QXwFyUmO0D1i/ruZKaIWcxVlDEb0otRQukA1S2jQyCxbRCat4jLeI6MsWC1XdBQd6kunYx8zh6zvm5ZbN17dMWaeM7x7h7hzZzDOHUlXYmRKPjwtgEOOI9kx3XpjdyH09tRDcTJ0SplQcgl0yfTJcEeirsBSLmRdSHoll4nEcqY+V1Bvq9RXWW6wzMM9qU+vgm2/+xFdfj/yX/xO+LT8ORw8oavX6Cm6uPZvdFmed2pc2nYok1YbV1bnMLCyT06Gsc6RgsF4I/QUh/qkX9YesyMQYT9w/PDCmyCA9QaShgYHD4YZoofQdEhwyT5g4axHYeQiGNGdms+DsWYOip4XHuxOnuweW88Ryf1TDBRE6G6iiItjxnIlZUcWlJJJxZOcwe7WE9qFn2HU4A75EyqIWxSIGvdoc0nWwJGqs4CeoniqB7DdqJ91gZFzA+I5OOrw4sgQ1S0BItWlOrEOsI1YhFjidHzmPC6fTEd68g/kI0y3Ut/xQybE2Vs9tTn/OmoBzVU1ibPqc0oAbMNRmky8iWCtPD91SCyknyll/nXNiOp04Pp4Zx4n7t7fcvjnxeDfx+FCZZp1kgtIwplm/74ROCh8AZvjuK3hxnxhCoh9mrFcqQ3ZKA4lVqMWQMsw5I8tMwZCrI5qsDa54bHGIMTrkQBrSXFqoZWFaLjb/85KYl8wcMzGvWXvywdWPsY5Xv/kt3eYK53seY9SnlxgkqoPp+XxkeXigjmd4MHqeF1HC/0/EOVbKxhPyxAW1knZulwVOiwY1b7xO2K0oQNpFOLRqyhnl6Rvb3ifVJzzOTcckilit4Kqt77uOrn1oauLq5HX6TGdIriO7geI2iN00p0yvk9vaEEIjrQnWZrg0Wnht3XGtldK0Y6vurzaUTJzVANKhw7oPmMYHr4m619fY7YbNzRXOBQRYTkem//FH0tt3SnX4gDUCf0QPQI8WEtt2TD6MTPLLrnX6HCWQ7IDxG8TvMWGLCQGHw1bDfuoQ1xH6DVdffMn+8ILrm8/Z7l/iuh7ne6rRtr0iSK1IqQjS2CaFUoyaDxQ1tEi5aqH57Pq+fgWDUYSiv9f7+o6fbzn/k49Prfzv//cfeDiO9IMl/+Z39KHDiqHOExIXBiuUfkPIBbefmccz0S5MUpEGGuRzYVlm8jzjOuVdldry2Zr29rmeZS0q/1prrlAnvYeGPD0FI6/r+zrsFcx4/mWaOnj5HOuQbyk6j5iivueig88lZmVJuy3it4jbMGdHfhbKOqPn/zO0vono/Ck2rp9ePQk4su083hpYquYSFkMQKL5QbCU36mUsFwRqQuMnChCloatcog4y2lit6NWHPIkFcM6xvbrhcLjm+nDF1eGKmDO1FlyJuCy4JFg76/OsaCdTa26MG7X3ljXCRIpmX31Ib+XUWarrvA7MUIpuRlqsi3ZLaw7iiirRkGVt9PTPV8Z6LpfmWrE0XYXLvrKerwUYE0jSa6aTy35Q6mXwtw5un0sZvr8+hRxlBxwc/P0NvPj8iu3NnsPnL9lsD3T9hkkMNgRsWDX9jiqKThnjMMZju0FNLHyH7TZY7xW5ygsm/P805+p5+2zaVExYCzzAClIsYhxWKoaqWRrO6XSgVtVYUBEp+JTp4p7h+oarz16xxMzVN7eUe72xxhnOc2ScZpYlElynolNrEHEY48hL1EydJTIeMzWqu1wdI7bCYCxSDbVUlnFmmRNxWbi7u2NcZs5p4U8x4i30XvCvJzZXWw4v9my8wzSs9uFY+OpY+D/Kh1n3DsCNwNXesN04gtNQT2ONjpRFR8ymaRmQ9WZtc4JnY6nSrvo1nucXDGzXB2QpF0clY/Ato8t0HbZuKRYos1KDYqCTStd7whAIvaKIZIjjwvnxxO03b3n39bdMjyfGtw+YXDEIvXc66aqVcUqMKTPlzFhrs+G2hJuebjOwuzpw8/qKPjR4vpRG+2sjnpbLZZzHhYLtCrZ2ONNjwwZ8j/iOGga1wA89znQUcZiWtVQQyEpbFWPJGHLUxPrzHFnOs4bQTndowusjf26Wm569f4rmKqJUvGVueoAMOSVMShSXKNkpmmCsaieqIsklNxWrVDX7mGeOd3e8e/vI4/3EN38ceXNeeJgKj7NO91NWb5elmVq849JcrWXsXVVwZ5dgFxtS0qrVKau175wzOUXKvICZkUKjvwZtiqvFOLXgrxrMRKmQmitpjInzOGlmWcosS2Reogq8U9Eb4yNuBmsMX7y4JmyvML5jSJncDE5kmZmnkeOj4yiVxQkxz5Rjs2v6GQSytZnqaLoP9PmwNjpjO7ZruOg2waY069sKvhV7tuq02KU2+Cw0eqQyGKtpE+Z2nCVdLG4dzda3NWZzByUofb0MYAaDdJ5qDVmEjCKhSuc2T88mqcpWKCWTc3x6lTiT06LIcq7U3H5mPb0KPjmj9EHvlR6zLh8g9E1sps9H2XS4oWe739NdHwibnt3VlQ6oaiUeT9wZw3EYePinf2nXw4edHxvAC5ilsQt/ZRCW+ICEAcIWCVvEqztWEYtUwXYbXOgJw5bQD/iux/gWHiba/NI0FaVo05SLIpUaa1ebtlGb4tLyK8tataHX5nbfsw2i1GsTcXN9Am/n8u/TYKVSeTie+MMf/wd7GzhsNnS+Ix7PpGlmubtnenzUqJDbiSVmYqqcUitaBezSLjMLw1Cewq2bwd0TTf37LJEPBMg/zees2riYVHkOXBX0OdFxcaN9Tvlb1+r0tjZXa/MVC6SWn5YL5FobzVrIRtlFWVTfl1J6L2Nr1WqdgKHq/zU1AU5KlyJ9AbZjxhsdgLracphKXSPmNGqi6Gc58r6mp6BIaQcXF7xnP8PMpeH6saUoWOE8T6ScyFUp6lpzGWrRAPaUDZJyu19Ky8Wsz6iziuBLYwLU/OOIOQBG2SDSPnhprK7a3p8OyLO1Em5EfuCvV5SZ9xusdWj3fIC2nvf1vaLh5PLs61ZGzEpdf27D/ikYN99fGwuHzrC5Huivr+kPV7j+GtNtoes17N4HTNch1jV2mX+Sc6wGS+vwG2Pb760O2eXDrMN+Xc1VVYqP1EJt0lfTzuzaXFWrolgpDmtos2iD8f7pQrBFRYrGgI+ZLmc2ceLq81fEOHP18o+cz5k0wzjBedTmKi4R6wtiRF3lrMMazzxnxuOJ0/0jt98cSdNMnSbqOeKqcHAe57wW8XMhtUn47d0t92PkYcn8E63wEdiN8PI3iX67Yb/dYKRQYuHuWPnqVPm/PvBwDcALgau9Y7f1hJYkLUZtX6UlmCuNUZ7uqNUNBnkG92Z0sxT9dSl/7rt+glW1mzM8b650ip67DiuZ4oSaptZcLfQWuuDo+kDXDzhjkQppikyPI/dv3vHdH7/idPvA6bt7aKji0HltfKtwnhdOuXLM9al5tQLb1xu21zvS5zNDZ7Dbnm4I7SBURTvEUI1Rjrfz6qbXVRw9RTQXoYYe8T3Zq6Vn7Qas6RDjMTYAqs8jVqpr/2cWYl2Yc+Y8LdTzCI9nmG+hrnLcH17rJOhT6ToWtLma1+YqVXKMGB+R5Ck2KlTe7s1aNXyyJFE+mFQ13jifOd7ec/vNHbdvJ/7wj/BtVdOFVQ9U0fshog/c77hohp4vSWqLm2d1N3JRKWZzoyNMLdQ4y0yVCVJBUiZmr66MGdXDSdN8iF4LOVdtqHJhnKOGT+bMEhdi1OaqtpDqjzmy1hi+fHmF215TXcemFIoxFKPmFuN4InhBcmY08BjPVG/b3vrT1Y6rGUiPIiU7tMlar48jOo1dz8G26OuAPke28BQQ0Fel1EgGiZeN8JGLnmK1Nu6BV+37W1Ftlm0pA9FD7cBswQ8gvSDBayZaa66srA2WobbPXmkUz9JMTOJMjhMpTuRlJi1R6Txt5qCUIZr1sH1qrt5z2uoG5PACtlskqEunfX3FZjPwanvg6jAwDB27/R5vDFIq+Xjm687zdjNw+vprynmm/kjY6ko98p3qb0SgGbR9jKH/L760uNgg3bahVhstIESfqy4kfN/TbbaEbsCFDuOVLqk17OWT5HIpovXRro1VqkVNpnJVo5hc/s3x2x027AZDzAvVFdyUyQ+VpUBZ/p3QK+B0HvnDH77ii34D+z27zY75XqM5pts74vlEHGdO78Yn0f8jl2bJ0izvUYpaaL39ms+2avXWQv/fo/cuaANrG2Lx/M9HtFkReV/X+9Rc1UtB/XwPSlTNNmrNVWmDzQxk0diLYoQsQkSIMWrD3dZKDTyhz6TYvmlt+9JqMHEENhRWz5rn+tK1AahcCvoHLnrU5/vmjkvu59porc3bh1p8JHQfOp5OTMtMTJFcsrI8QK//UpQiblpzVaui7SpuAVY327XJqtSUf3yYI6IZnk/N1aWxeuL4PWuinoCwZwOO9+rB5xzA59+G9xum583V2hCvSKZ99m/WBmM93utxfd5cfcolwNbDvrcMVwf6wzXhcI3rr5CupwaPEaOyjNDCgUVZSUqNaeY23Vd5AAAgAElEQVRTa1NldQiu1HQHVV0dP2T9uporQe24rVGnlFUEJAaDEpRrdVjbIzVhJGOwGEmtw9TiV7t/1YoEG5B+UAv1seJkw/R45PH2T9wtI28f4Zs3R5yNfPHqBdUFOiPgBRc6QghkIna2GDHYoCngS1qI80zGEiVgyBgxYL3S7EQYdj1LKcSc2WUtfgYDL7bCy33g1dWOm63ldB7545tH/vMfMv/w7sMPVwdcA7vDHr8ZKE5IpWI0bh5yoaZMXZolm7VUiRQxuFobouMw1TxReixaT/6iyFWtajXdvomtWXOnRGlV3juq8aTNFkkOyVG1Fb3HbXvCdoMTDbPtzp7N4jncdEx3G1xOmGlG3IJJheC9wrti6WaHnxb8tEDSKatY2AfPpvNsesfgA71Ty/GcUL2Vg4nKmCtJDEXUm9oEwUqPNS2rynfge6wfKNaTbYcNG6zxVNupEFJE9UFYShVqTDqVm6NavJ1OcH4D9Z4fA8nXTflTOTvOXPIkTic431ZOLx/xueCXgjtkgu8xYtVmrhRqzhgnjXZXEUlYk5V73cPcK/0sNAvYtaF6vsH9JeTtPepjK6bLnZpnJANTXbAJXCqkKZMxJLE8xkpMmTlGVUbnosiDXQNAVLRarVPr9lUrksrTffOUhJg//GZwzvI3v/8Nw+4lxg8cYyJWSLWS8sz5dGTjLb4UHm2lnO44SiEzoyXATysne7SZWhurnYXD9klCg9xfpr6nZ8f++URyy6UgDPDeM8G1c7DSg7r1ewl8PsDg1TUqbBXlapnMVA/ZAr1HBuW1V1HjBDEaJFpTIbcrQijN0nchx5nlfGQ+PTAe7zi9e8v4OHO6g/Fei1Qxiq5JBbsF7yzeezofcM82weGzz9n+x/+Vq5sb+iGw2wRevn7NfrPhxW7LdtMTgid0vbIeSqYsE99+/SVvvv2WjTF8/d//H9798x/+4sNxDRP97KbjsLW4anh8M3E8JsaTIrQf7wX56ZZIqx26La7fE/od3bCn32xxzlMQcoG5WkLoGYYNfT/QhUAwBi8GKyqaL6KqRGsEISO1qPautiyiok1ykfpEhSrPi0WBw+svuNl35BIZ9g9M00i3vyfcJo7Hwu2tFm5/bSv781z549vIb17es5TEFyYqs8JlhgFMzRhJbEct+k26uNStTmfAJYqxcatWeZ/U9wvOT6GbfUZE+bj1PV1ORB3zRvtkxPnURM1ciusZnuR0sYH8JUGMi5oypawDDlE0MObEkvUZnUslx6xTsu89XytqamHR+uaVUxS4Q4+lNG1UI9C9h7Cs+tJVu7s+AZ7vMesT1qPPzY73EayfMuIax5F//O//wJdffs4w9Ny8/JwQLM4JnbfKhqoVRyFLUdmKWNVAOaGgZlHWGDVSI6kevP7IT+I02kBKhiTtfFSVQpRWa2VFKWOCGrWZzm2QLu1ASfOlEa8Dzer0BK/nfL1GE5cGyz17h0vzvSqGKxda+opgrffHLzFQ8DRzt4Nhfx3oX77Abw9Yv6UGNVES4xvg4NuHbYNXLMYGTDOAUxt2p0Olp4gX1eXiDD/UgH5//bqaKzQbwlqDdYKt+iHEFIy2+RQcplRMEwAKFaFxQmqhmkJBdSGab9NhayWkzOb6hjSPXN+8xA/fkh18l2BzX8mS+Oz6Ha9ew4HCYHoslWAtbAwOIRiPsx3LcGa2HZPVbKxttyGIRVp4XU1JzQikCRWtsD/OdB62g3Dz8pqrqx3bzvJwnvnqzYn/9v8+8C+nzJuPuKudQO+E0PX40ASUzwTGpb2vyLA8/VY1DIULMliU5vtE6/hFm6tSyDFSc0Jy1vNY/j/m3qvJkiS77/y5CnFFZmWJnu4ZkFjsAEYzPnG//xO50kgzkADJAUejZelKcUUIF2cfjse9WY3uaVFVjT5mYaUys+KGcD/iL3T5NqWcXjpTxUnqGSPVf0icA6MKf7ZpcF1Hs16z2m7rblVwq4zNop4S1UPHzQk/zTRzJKRMdgaC5fLJJf3Fiu3Flr5vCEFfi4KQRdUfpzkypsQQUzUOthQXENsgrgXfIL6p45WAuMVvSVvqUqUZlaBqkWLIddGbU2GeMnI8wrxAAb97FrXgl99X3B/fpwR5EsocKX6mOEeJao5crCUXh4hoh65o18wY9e8IwdOvWjbbFVIcH30yk3eZMBSOFe6zLLATugBP6Aa3+Iosi/YWLRpchaPlorDCXJQsm62erAAjhZgtczYMcyFXkYoTvC8XFt+7k7qDtYrhWpTqTu6H9eu/JwxsCWsM276lWzWqRGRtVc0yFFHz6jhNjP2OPDS03nKUTM7vNn8UzkpOEwp5yUn1CqyBvoGLWmMqm/RcSC1HSyUbGzWZXDzwJOv6seKctFwY7RCuAmx6VYjyVcRhKa5y7c5nA9ZarNVp+ul9piCSNOHOoMVVrhydiTxPxGHPfNwz7naM+5lxnxj2qu8iRWvk0uoFUIVDgz/5Cp3fjgcXW/763/4bLj56SNe19KuOh5eXrLqWi/WaVePU6LUqFFIykgJSEsE7jtd/QyiC855XT58jCzHxaxEcPOjh8mrDxbajxRO4wYeRq2E6iRj8a/GvrFHFx65tadsVwbUE3xCc8g0MBkEILuj1sLb6Mok+CBUKjJQqpmgU6ZCSTrAsZwjgye6gkPMiCHS2FgZo+55uvVIIaDHgAl3JrOcBJDKOSRPqmoP/VFMeQZeNZ2/25JzpG8OlbWi9wV+usTbhrSEPGWMzZi7qDyfnRsTSlDhZ5dXPkJImurHcn/j8+CndMnH2nIuJ+5Om5fdfD8MCpX37/57mxBfPXtM6zTEMnCbNUy7qTWkMcy4ndIzU7FzEKnRXhFTkJLAVcybmRdRjZs6JWLJOMr+hgFhM0Y/oHhkstJ2KFDRZYcumnD9rz3n9chissSTJpwJs9bXrcn9/CZyblMsE8odKCk3zzFcvXvHs2Qu2Fxf88ld7zLbH+aaKl6nRcbgn+mIkq1JyRtcc0YlWSkUb93H8y8XV0hmz5+8/8RtNbegZnQLLAvWWOtmzFbZ6D+Mnou+ZTbo1UuGJS4NzOdL5W06F1sIrbTirCcL5eVyKq3Dv7yzvl2u4/P+haXFdD64j20CyOs+0YjFiVL1bbIU8KBd74WNTuTEiRpvfmPrvC3Td1Fzhu+PnV1x5i/cW5y1BfJ3SCU4yFEM2TUUg6QXRy6HpmJRCMZlcgc/WWrxtsNYQjGHzeMTkmeOjj/D9H5kDfDVCvIbbfeLCPVXyn8u04QrbF1rraLsGWW2Qh4bLzci0OzCs33DsDpCh8y1eQr1xgsxJjQi9JQRD1xvu4ky3ETZXjl/88mO2lytWjeWfn+74p89v+U///YY/8sO6mt5qx7jtVoRGDdDUAPWeghPavViGgPWv9ajS9fdzyoV/9V0Nk3cJkUKaJ1VHS1F9HUxWOe1cuzVLK8qq4HKmKPdDUJiV0b6IaVtcn2k2D9hczQTX4E3AF4MrYIqwcKa6qbAqmW3JXKWZ7Ayl8WwfbmhXHd3lhvW6wzhTsdMq0z0cJ4Zp4jhN7KfIIVkGcWRnKb5BfEdpOmg6JHSIbxEbKH7B8LoKKVSbgCKGWIQohTEVxikzHme4u4V4i1Jpv/sGvO9btHRSJ6pf6gxlSogfKV4oszl3ryrkKktBsoKhjFcTRNs0mM0GwdF2I97e0T2buHpT2N8o+XUounEOnLuG9+ECFt0QL9CupXhVB0xFZV9FKoQ1UKdNM0OZmWb1F8rftjuW+xRs0HH5WSWoOoifoKv/Qjv6O8IY2K4CXee1uy+LFIpVoiyQ4sy0WpGPOzpvsDnWE/7xaeNC1t6j17Ut0E2aOIWgU8SrEcKsr9WSdLX3jkUid2VU50GUK44pmjQumygGOq/eJl2vBdyyL02pXl1bCzzR4qqxVpsopqY7khCJdZJhK/g2s9gP5DiR5oH5cMO4u2O4uWG4jRz3wvEOpl3dTHuQla5t1oC3hmAt3pozTxf46MED/sPf/u+sP3lI6HtCt2LbBZoQ6LqOvm6t2XAyw5bscM6xXq/o80y/WRMePeTm//3PxOubbyyumgYePoKHH11xeXFBbwJtY2i7O/YvppOR+I8xxHwf4RysV7Be9fTdmuBbgusIrjutudaCtx5n/amBiWRySkjJupaVrNwSgZyEOCdiKQrnPqmrFnKqNgexcufk/pzd0HY93XpdBUxUynIUIUaLsQNjTMhBRVWm9NMLP3z2YsdhmLlYOTYXl4SuZb3d4BzM3lOmhPMjftJKKZaqdMo5gXe1uMpFH5k5qWjQ0sV/F0GipbDaoO/uAon7Olzrm5ZDa/U9b4Kpq6E+kcMw8fs/fIH3Sq3wAsV6CoYxppMEf5xnXAiEtsE3/tRAUSiaijM0zmNEmFPUCX4ujNPAFCdiqS7k3/AmLPzbHQr/7pwWV23QptH2ePL0pnAWjwmAMxZrPTHnU8FZOCf2C3S35cxLXSDPB3S6/EPRINMc+fzZCz79/Av6vudv/vrXhNbQdA4RQ8oK+WtKrirYdfcWhQ1qk0mRINMUSfNEmvZv8dHeihPkQFik+UR0WpXR59A5FS4pUZ89lxW4Ebz+m6+CRUssW55PFdptzk27Zd9fVBeFMwzT1+vf16+57yt2v/lb0OdwuU8LB3iZjL5rLA1D13bYbk2xPdGE02QKsZSiRZITp4OQYk75oSkq82+p8vVitKEjUEQL9kXH4PvEz664ElS+HBt0SmWMKksaBQaLsZiqBqgt1QBkfT2NbuCMI8YqZ2q10gmULZkcGu6w3H71OTdz4OlBTTdfAX+O8OJT+D/iK/7d9Y5//3eGITqOCVYXG0LoCKHHbxzFeGJuCFQpmlRIaaAkTZJLnMkpkRjIfsK0me1a6C4864vAisy033F9d83/+X8/5Z9uZv6RH240mS1MzlC6jhxaovFnnX6jClxLZ8TmykMrRQsO0Q5zQRMgeyInn0f9HyokZeJhT55HJEdkkQxd7nGOlBxJc1QlnZyISQUGjIDzQf0UrG7gyRncqqF/tCZ0Ft86bFkknqvHVQGfhLY2ycUkLdKco9k4rHfYRhjyRI6FKU7sDkeOx5FXtzfc7iYOY2JIwhQdczYQOqxr8EGfV6xOr4ptVWZaPJIMYkQNAr12+IZUGHNmToXbw8z45hp58RTmP0BZ3F5++jh1WlG+QzzAcIAkEZ8SUgRrRpzxlQ9psc4zbSLO67MnoN2zOZKMII3HbVe0KbMKiYMRygHiEe7KeQO979q+bIKFqhwompSMUnlho05WvEVVy2v3bhx1w80/CEMk+mFLBZqYuqss3anFGO10Rn/5zbDGsHEKS5PQkYx+nohgnMVRYO6ZVw2xsfgSMdMBpm/n1n2fWLhrN/VwwCpDZ3QD7YMOVS8yrHeVs1be3iQXONNYoJnOG6MTvd5bFcTENhDWWosaV4d8VaQkUn+fNMlMBvIILmVcTpAieVKquPUqEGOMxeKQohrKaZ6J88A8Hti/eM7hduLu9czupTAe4bjTn3+yIBsgez15iyYQbdAp6hIPry75u7/9Gx5+/BG+aXBNQ9e1ipIwFlfUl22KE1SVLzENXbsiXVzweN1z8eiKj588Zp0zn//xD3z6h9+Rd/PpkVgDD5qGTz664smTX3JxeUEfWlZ9z8XmljwK9qsD/nrmljPU5qcM4wPt5QWrB49ZP3hEs77AtXpj5zmpop0s8FmPMQGKR7JFUmEaJ4zLYD2xWhbEJOyHSCwF8bbSG4VpTsSs8KY4R/I8MU5z5YNo+HZD019WVTGVh++LIWWPuAPrVCDMNFMmznAY1bT6p7puGbg5zvzjn1/ifu2ZPeRsmGQmErmzM9kXhd6u62RAwB+XBiaMFY5VsqqiLn5Ot5ybST92v71EDdcfrqHvq6q+M6cJzTEKx1mV+8Za/MUCodOvbVtoNx2HQ+H2jWYgh8Oef/jH/wZOdNJpbeVOwRiTCigYi5RC0zb0fcfm4oImNDRNR9N45T42DbNTnvEUk8quF2GaInFKpKnAW+XP27ED/gj01VNv3VZgSKfCOdOhulnc4zMeQCdCubwFOV8K3Ya3odBLYXuH5oJ3nOHPPyZ++7vfcdjf8snHH5HmX5EfPyRfbhUWamCaR21WIPgTRyqrSI9kimTmQyJNM2l3p3SBb4oTVEFtaorRZliiTkdFm5Kjg5DqRMnBo16LKjy4DkI1/13IVqkpiFclxTCggjz3GgFjPRa9vFW9rj06BVyapEtBdn/qFTnDzZdcI3NWcrwvivFjQgyUBlLoiX7D5FuMbTG0VVDMU9Ciaml4ysJ1q5dgGUwoQL0extRcWXGUYtx3nInGz664ss6fxBjUl8no9A505bIOWWSK6va/XBCRXDtrHuMUFuiaBm/AlYxtWox3zLnwJgtvytucj6cRrm4znpEnFzd6Eb3Ddjp98E2LbR1eGvq8wnmHRMFGyHMix0T2jjw7bEo6Xk0GOztWZaZbW7p1IJK4OUa+uj3y+9uZL4b8vZVp7kcSTYQyjmwqd8QGsBWSZpSsh3UqBW3qoljHmzr6rFexnLGxdWr9waLkRDzuKdOIxAnrW4V6WjUClpyRnBRemSM5J/I840whOBibBgl2kQdCjKrvha7DGYNKnjhsfXGWgvEthSaZySi51nba/RGDdlnJzDkxxplhnthPE0NMTLmoLVGBWQzZBIpVflip11qMpxhHqS9hqSPnzAIbNaQCMYlKfg8T6XhUfezyr8EuOMey6IEmAnnWImjBDEx2xpqMMVGFZ4zaJhRUSACrXTpEVAwChSmYxtFtOoq1DDlhuoLphHFIKkwQlTezGMbfV21aFtxZzl3eWepSwLkAKFLVDX9U1iXnXyXxNlIcztsxfFdaZ4yhaxraJiA+EI3BixAQxFpME0hNQx88rbcECibHH1oR/ou4P3VciqRlAIdU/6cAXdFrPc0qzZ4q5M9+7Wed/K7sefq1WtXNuBrYS31nppo8mgX7UdeSUqef0wgcCsVEzOqo3E8E3+jzg9Fpbk4TJc3EcWAeB8bhyM3rgcNt5u6NcNjpOQ9LJ9aqKluuGZIVhQZ6Xfrfmly1bcvl5SUX640WVyHQ951CnEQwtYljEMTV4soWnHVk52kNTDGSc+Gv/+qvyOORw+6G18enpOpl1gK99/SrdT029KHFpITFcPXRFcOYSSlytRMOnNWzfqpwztGuNnT9hrZbE9oVvumxocFIxYRTdAqhmTpiFQ6cRYgl1/3CEDkXV+oRV6hIfsRIhYLpMceZNM+M4/RWceVCi286sgg+FXyB0PaEdiakQmhbmqJjSeuTFuyiE4sTavcDjwBTEe6GxG6c2MTApe1xbQDpaOOKPEfKnEkh4nJRM/Ll/DgjjGOpxrWc1eu+WQf2u+MEa2vgojVcXTj6tccHU7nqWtT0c2EdC2MsHGepHHDBryw+GHxj8X1LTsvqAdM088UXXyJOPSg762uOZYj5PJVyGNquZbXuyUVo256uz/TS4UugMYZSnHKycgaLCp3kUtHWRov4ZL/xImR0CnIn0GfltrlQpy6NXjxnwE7ntU7S8qPklKgvk6qluLo/UVmUAe94e5LyY2N/OPLq9Q2ffvYZfbBYyZXWo7ksJVVvViFYxYoW1P+wlEyWzLibtbja7ypc/C/EvZq01HcD6vNm9HVus17Lru6RpeipOG/wwRDqGgxgSiRm9QpzjU67lknVsscs13WZQhV0r2hMVYWXSnHmXLwuBS6c7wGc4YT3p7g/WujFGhWHCj0lrMihJ/ue7FuSbRDrcHUtK3iFstac2Cy0ngr/S1VKUU14oN40KOdr/F3xsyquDIbQNKr0ZKrui6md/4rwVL5Nda6k1IfCUaieWEUQHyjOKIGtbXXDzVr4xFK4Oez4Iue3THoz8AKQG3izKzzhKVOOpJDxmwbjHU1p8V1H23hWfVtHPwZJMB910hKOB/KkXdCSD6R5IMaBtBVCMDTBcsvEn6/3/Nc/3vJfRtj9yJnonNV7ZsqOZLzC0HxXj6pbXU1t8V5bVa7OhK07bUxSXzad9Ohl/YFUkx8UJc2Mt6/IxzuYVvjO4AtqvJxmSDOSZsqs0ss5RXKcscXhSmIIDikeEyxOBKoUv1+voetp+oL3/sy3YnlJrfo/SGGaRlLJRCmIm8ilkGKiTEdSycwlMcaJQxy5G0eO2TAVwzEJx1JhgaahmFZN6e4VttkGsnGUWnQVY0lGO8EiRjtAMTJMieHuALsdHO/41+lln2NRWgIteFKpKMWqh0KaT4qSUoHrxsI4zxjrKMacDGSdFYJXMRHXNmyaC1aXBr8ZOA6Rw3GmfXVgvxPudrAfFcKwcFHud8qWIuvr/ARBH+dlY/0+4krfHZXxJfYe0fuHFVebdU/TV9m8bMkLvMDCIAXpRg5N4Og9vRVsmhUi+w6x8CuW67VsySZrMRWCQvmChc0K5oPS++KxboRSvW/q91l0o2wDtL0qnW3UG1mLq/bMq5IR8PrMLLuiEchH7ZjvMgw50Y6F5DMrMm1ZEbxQvKqX5lSI80iaR4bdHeMwctzPvPgK9jdw91o90Ra1KYPKx5sRUpXu9kAwQmOF8A3F1dWDSzZ9j28afNuwrsWVZEGSog0si4RxodhMslHhcF3DlQEfGux+oHUGa4S///I1xzQo78PCOnjWmwtWmy2r9ZY+6HQsdB0lRwwTXXNk+G3iVVEI0hveLaH7IeG8Z3v5gPXFJevNJV23JfQbXNOQXGVCSiGUpAmhcxRvyRZmhJyTegMZc0I9xFKIUognPgmICHPWJlXMkeM0MR+PHPb7k6iFAULX47s1phR8MQTjaFNmnhO5CE2/phiLCzMhHxE1mWSOWtRPP8GSqRMbuDsObNYOwhP6EHCbTLNpyeNEnmem8Y4YJ+Z5BgtzrMdQvYDQacwRnVq9S3gUCvh4Cw82lkdPOtarLd57RArGqqfiPOn1jyVynCNzNan3q1Z9F53Hth05Lhp8MAxHfvu735GtYKyhM60qri6CYVVxuAsNq1XPershZehXM5tcKMbQFAX6+qD7c67JRhEtrgTUKqFpILlvBGssMLJXgEvw+E7XMW91ghUMSAMp6BQ+5upeAro3yRkmufCslp+7FArLFPFlvS/vihk5jomXb275h//2D9g8E6cBG8xpmpenUMXWoHWaw4okSpyrXHtm/0YVqeO4J8XvwDPdWzhKPn8u0GbTnM+qsdvafCx5aZo5QnC0TVcvjmCNTq5jLjrdTOCHc3F1fyI1cQ+KicINGw+2/h8la8G6XOf77cpFNMlwhhMuUvnLvv9DX22xltz2SH+J9A9J3QNiu8I0yonPFdUnBpwNRBNU9MgYDNoYt8biaqM8nyCAlswyvRXG75lk/KyKK6jJkVEvIdWUB2vlNGO3tuIkpWCNYGy91VmJ0Eq08VhncSFgqYIIznHMiTfHI//85QuG+Zv7hdeoh85/egp/l2749d2RkoQHV0fGh4XLyy1t0xH6njYEnLVY4+sDlZmGgTxGcozM847hsGMYDkQTmeLEfhr5f/7za/7HLvL3Axze4W0+CrwWGIslFksulahvlOuxvHimCGTRIafXZIpyFg7QL9JDhJP61oeKaRh4/sWnvHr2FdvWsrIZWqdwhpTJaSKniZMpSE6UYSTOljHOHIDcBqRzSNQVw6ao0y8soQ306zVt1xH6VWUU61slRacqh3FfeQGZcToyzRMDB+ZdZhgih3FkGBLTkJmnzDQbxmyJ2ZCVik8ulfBoTBV40GlrLpZsLVksSXR6la2+oFngMGV248S4P8DTV3D4EviMf83CynCW8l5kbRc1oKXrV9CiqhhNGoreGuxBMWRFFDKzdKb7ztC0jmazpW17tStoe4LrWHVCsh1+M+EuZrphZpiEu0GTkVK7vuO94/6kyjhF8Lmg11RxOe/roa1dB7N09OpOLVVJ4y/cJwv01tA4KM4oTxBd0LMDJwbpHHetpfVFMXP5DvLunc+6oJvTdT2PDr2WmwgPLbAG00G/gr4FcwlmutdZrx/L2orL95rEWK8CQ+3KUTwqGmQSqfJHotTEZobjwCnx/WwH1wVeGGgtdKHw8NnM5UfXrC9uefTkBaFVbz4RmMeJeYrs95nDoXDYwYsv1fj4cI9vE+vna6gKYnUa5w146/Au0IjH3ZvHtd6z7Ts2XYvzHucMjVGYsa4DCZGMM0bRD1Iw1RybnHClsPIOd7Gm+Te/oKQD0/ENLz/acPs6s9/NbFtYNUqoD76haTv6doV3lq5t6FpP2zq22y37w+9w1wXZvS1j/KHDOke7WdN1K5qmw1AVGzOktEBgLNa0uiUUA8XXqbwhzkUN6a2ocMkyMZasDVARRUQg2hQtmZQTwzQyjyPDNHMStDBgfYsLHZITzuvkqmk7mq4jlULTD2RjEO8w0dPISHYTPgu+Chscb/X83zsJ9Wvx+bMD0yT86pd7+s0FrW8pLpJcIflCLl4hXlIwNlGKvgvHBMeihdXC7XnXaIHHFp487Li86nn48CF91+mklayy0Vi1lLB6L+akk5EsRS0RgCRGk9/xvP7Eaebll18xV88mVfxT9I4NvhZXhnXXsd6s2FxsGMeB7eWWOc9kEbq2I/VC2zXqu2kdphZXYgrWOVzTwtUjxZ3tv13i5SX6fgSUa/lghnAFobH4ztCtDVkcqTi6i/NDkJech8TxIMSk0MhjOnO6XnGeWr2vx2eaIr/785cEV9jdvCDPR9brnq5v6LedWvw4T+ctkEkk5DiRcyaWwv5uT54izDNx/vFPy1IALYXRBUCd+rUrWG06NpcruiZo3oihpJ5+neg3Ee92NG9UbTAPmlrf5zyOnJuxe84CSa7V6RWik6+Yq2CvnCeFSzOw4Yy0ONbvP/K2gMb3DTGO2GxJ7QW53VLCmuw6omkQArYanWdrsMVjs+4RxtjaHPY4Y/EnFJLD2QZT1W1LMZRimYsikL4rfnbFlapzmHtJzfLLUg/nSCUAACAASURBVGFK/apSVXgcxhSKJIxXxwAXOh15Oo91ajbsREgpKYfm+g0xfnNVs9zkL2ZY3ya2JvOLj66xxhFCR9c4NdZrGowLWGcJzuJwIB5rC9lb8mxxLpLLTCozJgTGYeD1fuK3r2f+eSq8fsdccEJH5sc5McVMynIi3pkTNtQq9wotMBZlFKlEFTld0XMs5nIfKkrOjMcjcTyQpwFb0olAaEvCLCqCJUOOSIykaUSMINHgSyE3AZk8kjOmCEEy3li8dYSaPHlv8W2oPkc6ZSQLki1zcWqemNRPJ6fENEWOh4HDMHB3HNgPE4dh5jhGhuyYBGbx6s9hDLFO/aSAZNGHx0O0phZW6udR0ELLVAnaOUGcMnmcK4FkkSH414kFYrJ0k5bCaoHpOaNH7W9oiNa98wwlqtlyzmpAnIpC91YtNE2hOU6s1obQZJT3XaGRWbkKuvnr7Umii/biebVwsZZJVaVXadPFGVxo9FxswfqIIMi7th/vX5lFRXCZYmVXizj5VuystxZvLcUqVELMubgSb5i8IziDN4LNCSP3xZt/fCyd3j16D2/QDVESdEPt+noVoFg6v76liglALtUzxRpCowVV6NT001hDaBwTFZoVtSs6p3rULv04qGDJIcHzqM2f5/V82gg3Ubi0kfUA+wn6JhCcAnjjHIlzZjcot2Z/hFeDip8sqdeSKCzPZuaEZKtqge4kxHA/nDU03hG8VUXaRfBCKhcVncYoIV8q0VmbNVkMBqPKZyFg1is2mxUXm57NumXeB+bdXCdl6umUi/rXuNBgjFC8w3tHHI6keWa1aegOM81Zo+onCWMtoWvxTavn5oNydK3HOv3Mpr5gsoi5GH/aM7KYE69yuReL84fI8vdaeImoWmBKCoWMtTN/f7NRjrW+Z2Y5rK2+Mg7rAtZFbMmULJqUe4txNelzgmlEuZcfuLg6ToWb/cyzF3e4BNvOM6UDeZzJU+Q4JOapME/C3QTHqO/BoZzV797XaXoHlx1cbHsutmtW6zVt0+KsrcWV6r6HHCoGTCHvWYRCAa9w7li06GqbMzEh58y42zPHqIIK1p4IlrbxLN5KJcZaVEPX9ljv6VYTXa8iVb7JuFIUqm/MGV5WuQjWOcK6R3bhL16TRWjiFbCO+nEuJ7BedJ8PFovHiTtRZkGNqS0KY80VGRDjeZ08oGvlgffb2CgiHMeJFy+vCRSeXF3x4HLDZruiyBofPM4puqqQSRIph7EWV5nD/kiJEZfytwtafN9z4VzEGGrDrEGbnn1L23c0oVFIv7GQHNYlrJ+Jk6KGjrvMcdYG3IG3IYIzug6PKF2iKervZ+uWuagPGqP5ga1LyjJJbO+d6zJl/H7s5m/4rMYy2YbZ1EMakEART5agsycR7cMaq1MqKixQDKYYfDW0NzVfK/UJkiqSJ1iycd9rwf5ZFVensqmak8qi3GGonQ9OXA+MYJ3BWi0PxGSstJgSaYsCBRsHbd/SkAi5kI8ju+s3/PMXf2Kcvj2ZycCnQLeH9VF4fPGcHCeciSqiELd4IwQDJjQ0TYbQYjA0XhNHi8HkjjkcGAMcS+GLNwd+/9kr/mOEw3tosu+BSYSXdzu2+wNX80yfIIjDh45iG4pRYRDnGoxrMRUuuHCylsQvlbqGWm1SfU/O3o+KLMI4J2Qe8WVi0wh1zSZKxuRISpMe00AeB6b9a0pKUBLHpid4T98ErDMEY1mZwLr3SNPQuABpxuSafuX6Ki8TjlywWc1I45A43L7hbn/k5fWe58+esRuOvBpHlX0eEy9vDky+J1lDdpajCYw0Kp5g9dBOt2CNIXl7MkksrnKvTMCKo5TCkCAfEtxOML0Ged/L+/ePRWFnjcIHFknbZYLVORUzCJUCKdUEMk1FydEJhll/nScVPBxmeCO6oHuExu3pt3ualT5X4vUogwoTzAmGIxwivIkKmVlUm+7HsuAGIDhN9tvVVvHcpdCWHfMxEdO7pi9LuluXenOvuKqKnNrq/5ddRWMgNI7GK8beVtPVRdnQZkMMga5CZ/wctYnwHlKuhK4JLzgXIxEtTsyuJr9ZyextqwR4VTHXaYWxHmudQmyDwrObviFTTX1zIcc9cc4cD2rAPs4wVNPpeYLba7gt8Br4H2hCdLqPtZXaPtXn65fAFZEV1WwVfQsWw89j/TwLFLTj3ARYcZovnkD9Dgg2qPKdN2/hAq0zNMHgvRZazuh6IMZgnUeKBVPwpoAJiBSsJH3nrcVZ9aVxeFzXs1mpAfxms2a4PbI3B3KCaSrshoHjMLGKBdf3+NJipCCSSTExx0yzfYi/vsVy4CcYuty7Do5uc0GzWhP6NX51ie/V9Nw09pQVFdGJU84RbFDxHxZiN7VZpKbBqWhTL4sW8tmpt1VKwjxnpikxzTMxzSq/vbBihGpAXK1BpPpiLRLIRjcjU9VkxarcmfGhijMJNglmHZWM/oHpqhF4vZ/5v/6/z/nbX8KjS3RdmKFMcNjXd2KCN/n8DH+I6Dv45GP45cePWF9c0Ha9QlatJVOwXt9loSj/3BqSFHKV+waVAUso97VrzvAzSZnxzU7VIkquFFSFtZemwgOd5ZDyiV/WdmuMb2jXE6tVxLmGIEIQXUet0QaFiBCj7scuOC4ebNndNN9pTTABX6E063GG/gYee8H6oobgNuCMV0iX1e5wStqgNSUzzneMlTN9g+4xz9B16ocKiX3fePr8lt31gcvG8YuPH/Pw0RU5P8AHVSE9GqGUREqRdDiQcmQuiThOIAXvIH2r7O33j2V9aYBVB+uNZbPtWG83rLZbvG9r491gZEWTMu08YzA4dyDFO9JRC6NDPk+UFv5VQq+nzwpFXG0qRNBp485lhQqm6gfH9Haz9H6xtky29j/mc4pjX1bcph5JHSW1dKbFi8e4VosrU1T+rlgoVk3srcFZSxRD4yxdxcSLs7hiyFm/BuMQB9l9v7LpZ1VcAbWwqvAiShW0sLpA1EayEatFlhXtiFQSiLWLHGiDtQXjBRHHmCK3h4k/Pv+S3375jH/6LHGcvru6OTmsjxAPkWF/4M6/IU8Rk4U8J5oQmLzFedVPSeNEnhIlJuZhYL+74e7uls9+9yn/8Gzk719qx/d9hQi8fn3Ng4fXPL65o7/a0xLoTIv0luILcy542+JMwGTwVq9dKvrQL6bBphZXi1/Nh4wCSJwwcdRJSZ2WidETcOjirJDGzOQblS9PiXEYmI1lcp7O6uTQhBZJniYkZDZILgzHifVcqvyzLu4FoUhmt7/jeBjY7fa8uHnBbn/k9fWeV69fqux6zAxTYZwLaYJSIsUJU3FMYhgpDMYyTxCPmdQUbJtwKyiNUKwn2UbHA05hqTkWSkpMtwfK9S3cvgZ5yU/henOvVDiVDsvE6uvFVQd0VhXmVj20a0uztrDqMKGpm2himBLNMWIOA+OoxdaMNg5uOPN/coawV+x23ef1qNy+UpR3OBRdVL9Nllg5Neqr1K5aQt/RdBvtjJZCl0DSQDy8a0pzhi3pH+U8IsmZk0rEN4bBW/VZKtYoMK1e/Ax4IzQkvMzYMkI6VkzTu8cCC1xUmAJ6LReex26Aq1gLoS3kLVxuwAVNUhZ0iHOiNaSr8KYpElNiiiO7Q+QwJu5u4XDUZPI4VjWyCE+LFlRfohOrb7oTyyTyM+Ap547lclWX+78cy98P9TP1nJ/bGRB3yv2U3ygOE1V2dwkrghfFLhaTdF40i3KHxEIulOqLJimDFIwtlPFImWckCNYokWA8XDPt3jDcvWb38hV3dzvuBEwEfxh5/ewrnnz8Ca0PzKsLXFOL7JJJcyTFRCQxUE7F409VXEkR0jSrCENUtVVrVdkt+BacTpJKTsxxYk6uJj8qfhRLpoiQc0SKcpznnIkVQpaMClAVhBgj4zgxjRNxSsyxnPg2QF2ENKnLog2+VFQcYym4sAbjHVY8VgpWCs4IRiAVle/3oZC6Qs7ywTXul3fsj6/hy1u40pocycotHIvSChb64YeINXDZeB5e9Wwvtqw2G1xoCI0WV4WCdf5kfSBVFGwW5Rtn0ca1Q/AIIkdCc2/SK3IPkl/0xpisD3hcmk0WkoqW7KWw6lZ47+k3a8bNiAuBLunk0lbfDFNRSaWu7s56tqtL5tB95w64TJuu6+n1EfItjKPAdsQ1Geu9TmMFjDGkeUaSKvENu8IwadPuwNmY+kO+dxEYcuar58/wvhBcpnG5StkbXImU5d0Z9pScSLkQJ5V/aBpH/haE1Q+JFlg5uNjAgyeeq0ctDx49YXv5kNV2o6JUCxBDcdK0uSi1xgVKzpQ44G4K43NOgiAT54nsAuHfF0W4r4LmD3CebN+fdi1F1MKtXn7Wu2E4LLBismuOdo3QE21HsEEbNKVAyaSSqvqprsvWWrx3jMbRimXlFWnUFIdItfXJFsk64Enfs2z62RVXCyxQO1cVhmTPib8xqkGPGLAKA1wMTPVrBOc81iSMKUguzFNkdzjw8tULnr++5tVBvhP3vHBNAkCCkgpp1gKLoq70OarBZGNNVTcU5nGmzJkSM/Nw4HB34PZuzxfPd3x+I3w+vN8ZhSC82Q1c3e65u7ljtduTTaM6m9YjWZidqB6nyziR04RQaVmagCxjWrNc8w8cFnCScZIJVpNmcyqkFf8qUiipIfuZ4D0lRZLoiD8XiDIj1pKc6o3G2dP4gETIuTB2EykuxRUVO1tIkrnb7zgcDtzd7Xh1c83+MHB9e+Buf2SaI1MUjrNo0jhDkkJymcFFjkUYJDMYmE0kmok0ZeyccclQ2oLYhmwbTJt1UhhUKanERNlXdcDx/jL/YWMprhbh2/tcqsWp/r5bfWuh9Trh6DpHUyst23TY0ENI2CYibmKiIDYxzAm8UKISjG85q6G5pF2rRTRjSahBF+s950X228KjE7Sm9YS2xbcdvu0wKNSkaSNzc0+X951CapJ2L1N762d+80tizOKzoqRvQSd+S2PIGy2wPBlPxkmswNx3D0HXlgXgs5DmF4y7yZoELmbAXqrIRdEJowTFueqEK+m7MmemITLHxHGe2O8Kx0GV+w5H7dIfpsplqF3hV2hh9W2mAvcJ5T80lnVq4eCtUChppZWqeEgxmKxKlUssuwqlIEbq35Sa7KmevGRtfpQqqWVtocSExIiYAhKRPDPsbjjcvmH35jW7/ZHjGFWwQGA/Z65vDtxe37DqV4wPDzQS8F4VbqWe11Kvf+gE719cv1IYh5F5mpnnmWmesTFRfMaQVczDGG0CzUkVEitMX6whSS18ksL7ShWuSDmTqcVVqUVyLqRqJJyr2FQucn6lhLcgheX0NcsEi4pRr1xi61S636qqjpGMWMF4i8kCjbztYPqBIgN39bmvaQigz/sCY/6Q0QMra+n7lq5taELAOo/3TvlNuJPFgTGW4qAYoxxayRhxlBMUVj3FnLu3ngmViLncoMxJCjTVLqg1KorlHMV7xmFkGEamQQU92hgpSRsWxSqFY1EhlkWEyjn6rsc3nYpvfceUZuEQHdDpeDfqetbaQkgJ1wihoFMGYBoiKSVyzOwm2MdzcbXsSx/yUREginCzG3iw23OxCqw7fy6ussIuc86U+aCCFikTx6LQyxyQ/O6rQ2Og97DZGtbbhtW2o11taPoVoe0x1t4rrrTjaYogRcV81scDm8uJlArrVzq9WuTqv84VjYCPsBFYFU4ie4Dy/Mu5oFr2+5MKMGfxqh8VYiEF5tJipUXqEQhQrCpQZ12XSs1zjTUKfy+WbBVthLW4YhFxeNHC04lRE2KE/Ja27rfHz664wnrwOvrH1T92ijE+d9yrFn1dxI1UBRkLzgghWGwWXIqkMXLYvebl80/58//8J77486ffOXI06ALWo/KVDdVEU4TD69cMtzfsbl/XpF3hMvMcySkTjxH1whTmYeBwJ9zu4T9ew6ei5Mz3GVngf744MvqXNP2fmO2K9cMd2ycj/iJi2h7TdvQ0NGLwq42Of63FtmcoINSp1SKQ8gFhgYvS0doaNs6yCcrxMNYRDaQs5GzAG9SZoCDHFceUMXZkjDPzNDOOI3vsyUvPu0DjAtt2TegU1uRti6BQFO86UlHvlf185DiM7PcDN4c3DHNkP0SOQyRGYZrhelDj2gMQx0KkcCSejFp1EbgHrDMbsJfQblU50DTQX1Rjjo0CnnOBm2s4XMN8hy7zH97X6n6zwN/7/cKz2qKeKctx0cF2AxeX0F12NNsLzGaLaXpM6AkzdDHTjAmzvqM9HCnuNXfjzGALdqef7Jb3t4EFB13j6DYPaPsVoesI6zUOgxPIzpGKsDvc6fjsR//HFaiQM2dY4D2o4JJNfcu+54Oj8QqvCvdUOFIdHSZr6B2sTGElqlD3PmPgbMi8Q9exxUtsBMKkXLmxGu10K+jXkMYZ61VJCnM8FWvHo8og749wO6jP0OGuemXJWV56QAurp+hU6kPEAn2c0cLKArsRdns4DLCaIMyFySgE7RQLr0cx5tXnVMV/rHGUrFwhYy256FTHSkEmbdiTJuLxjulww6d/+j1/+M1v+O1//Qc+vZkZa054i0Jix+dC8/vPmY4DDx5ecBkv6ZuObtVV+wKPz7rh/9SOdvM08/yr5zx58RJpembX4w8jtumhGGajhrISI9M8Mk8T25WKN3Vtg2kbxQCUgvGhTgqpIj86rdWmnWji7RzZO4xzZGOYRd562nNKpKQiC7kUUsn1kPozqZMXi1hVt0OK8q0MFFsUg7QkBO9TmeA7IgMvPzTE4xviAriwlr5plUdYuXK6l2sn3lTDU2trcWX1+XdogzGWrEh5awhTg78PdbqfNS8eF6cUuZx/fyLcwaHb4Xxg1a8Ztkca1zBvZnxw1TfT46gN02jw1tO1LRcPLri+egQPfgFvvqwEym+PmbNoT0pwnZTn2YVM8JnQqO+cFO1fxlpvv0HXp8PXfv+hIxV4dgd9c0eTR3xJNNV0OZSsyasVbNJJYY6RHBUdMZeZUt59hXjg4aO14aNfNVw9fsDF5ZZmu8X1a2zbY7H4SrTPqJCPKQVj9Q0scSIPB1zODJfCcKc0gAVNMKJQ7tdoY/ZaVERpHc++VhbNNZY9ZVG0HTgXVgsH7kfDNDOwc+yOLft1T7ta09kOLx6JhTgLMWbGuZzp0gFCsLSt5ao4Vo1jxFFCy8oFHK7mTuq/6zDM3zM5/tkVV9Z5rPfQcBrvOnvucseiHBAHmrygibW1dX0VxbEOxyPT/pa7V1/y5uUzPvvzH/jNP/4vPv/s2Xeeg0ETzMctfLKCj68CDx+uefjoIeMwKwG38eQcSTkzlYgxDmugCYVS5SxzEcYR9gd4IT8OR/p94gB8eX0Hv/k9N2Pi8tEjHn78V3RXn+BXG8LmkquPZ1YPrrChhbU+Wbbt8UE/r9wbZbRUY7kPFJ2FXzbwZOV4sPKsm4APAWMds3GkrOp72YB0CUODvdzSNo6+C0yrnmma2B8HxjmSYmYYR4gRGxPHmHEH5b1RjMIgRAi+U9JoThzzxDxHxnFmN4zMKTNOwhhFJe5neFVham94u9v+Nmxt+ds9yKTKb9PiCm5hvgDbadFlW73Q8x7SNZryLsjlnyaWqdEysWo5qwQuLusN0FQJ7nbV0K5XtJstbnMBTY9penxxtMXQZujmRwzjxObhR/jtDRfXB/jyNXJbaCbhJe9WYFnUKLPvPE3bEFyD8wHjAkbciSytQi6cuzA/+j9d7kf1oxcDZfHWWyCDtaP+DcmARWsx4VyHLRKwqmgHjRVaD+tg6I05kd3fVyxdXlN/vwhcLJfkpcA6w9MbaPc6pWzcWbxkoSgKKlARsxZTx2pEKhUducD4lk7kHn6UZ98PjYSue18BTYabo3pw/yrfcHWcWK/WDIfzNq3Ph2Zdpo7oRZVotBDIGSkFWwSTR8gzUiZMvIVxx+2bl9y+/orr10/57//l7/nTZy/5/Wc3zF/j9y38gz++2HNMwqOr33J89DGbzQXb1Zbj/prj3S2HYc8+xRNB/KeKYZj445+/RFa/4er5G64+eUl2Pck4hmFiP80M86xJXpqRnHjy0RMePXrIJx9/xIOHT+j6nn7VYwl1mmVJ2aoPVipnSGdW8Z5ULLO0pJIp+e2UQ4ypHkpneIoY9dYS49Q2pHiwVLN5p3zhUjRBwCrkx1KVgvM7vvs//2iM5kDGZKxZVJMV4meNVCSPcPJVEZBiMO4sCFZyUkVHoKT09oRECsRRJ1aSeTvdPWFctLNS36X5eGRsW/b7PYfhSNO3pHkizQGDxRp19JKaXntnaduG7XbLg4tLDpeX3N589RcR0oaz4NJiml7Qho5P4Iv+atCPPsuZG7Qk8ZaziMKyRn7o3TcCxymx2wu7w5EuRZroyaacthEnqcLvanFVH+L70/cfGg7dz588hI+uAo8ePmZz+YB+u6Zfb6vPXYerPBARQc0JM1IipRgEh/ENzWpFtzWsLgf6I3Tp7Aa5xIKaeI4WWkuOYeu53L/u921V0r3vva9G+IOjiErWThmZYE6eYj22OB3ETFCmgoy5Ql4FnCW1AVkZXkfLobVMaz2PdTGU4OmcoTWe1m3xpuD8/muf/JvjZ1Vc6QboqloQb6l+negPpYrfVGKtSr9Czok5ZaYUubvbqUjB65e8+OJPvPzqSz79/e/57LOnvHx1953nYdHu0FWjzudX28DDbc/j7Za9n9TPx3vmNBFTqoqFmeIyxllyTCRnGccZjBZZy8v9ISICN8NIGkbwlsu7O+4OI6urA2G1pbu8IoqwnSfEd8RU6FKmBEsrniZYJOgmhz0nhx8qGquF60VrWTeOUNXVTCXKWgu5WKJkRAKQsbIiBEvTeOa2ZZwnbNtiBsX0zyLKIyjqeK7an5kcC7lKKwc3kaqp5ZhnUsq1wErKQ6kKaEOBfdJuzB1vJ6XfHEvpVe/w/dUh7dCyZY8uLwtaeYcu+T+dkMWyyC18lfuTq/tHQJvBoTWEttUJUdfjuhWm1cOZQGMcLZ6mFFZzotlcUZo13faGKc0MZQSJ7Ob8lvfSDwmDFiS9tzRNwDcq3W3MYjS+VAJyrgbeS2K1bAH1RZAFaS7n/+9bzndRSsKcN+4FlukqLDBY9TlZBUtv9Ml432ayS4cQzh4iS8+kAVqB2/Ftlcil+L6H3DopnN2HsS2b5rJMLJvkh1zn7sf9N+6pKN/LvoCpH3icI49XwvFw/0zqg1GLYYOjyNLBVC4VpehnKhGTJyQdyeMNcf+GN1/8medPP+PZ08/40//6LZ+/mnh5/S/f3YV78OIwgwgvPn8K2RKniI2FadwzDUfmeVYfKH7aOiCmxOs3t/hPP+d6d+Dybs9cPHNRA9TdceAwTKquVhKGwkcff8xHH/+C8bDn46GwubzgweOH+M5jnBZYmqsYTWiNqcWVruNZHEkcWRyl3H9qOGPRKxxHiycLxp2ggNhCHU1rJmps/b4Kn1oKs0V45ieMqltDBbGcoG/lfS9HNQwLtFswpnIDyVhjVc9RBFM5oQvsVYouk2LNycMtp6SNaNSaRMrXiqsc67tyfxVZPk29X9koB8t6yjQxjyPHcWCaJxUwiQrLs9aRFzdaRMVinCWEQNf19Ks16/WaO+uq+fw3f27HeZ2C8+p8QJtYNkPI597aIoC0fIrl2rX3/n35dB/yHSzAHIVhzIzThCGDBNUMsKieABnJWQvdUhBRLyx5hzPzaFPycmu5fNCw3l7Qrtb4Xo3DfWhxXg3VVSFVkKyS41IbFxgtrnzbEdpM0w2KEON8ne9/zsLbQ4QF/r/cu2UHTZzvzXK8eyYk+tzOSn4s0TBTUSdJFIY0JnWhT7VjaC3SFVKypOKJqa4tjSE5Sxtrc4fAynRkKxTbfa+z+VkVVxgVU3D1jqQIEtXc0va69jZ1smLRa3U3FcYxcfv8OS+fP+PVq2e8/uJTbl895/rFl7z64nNuXz7j5ed/4g9vRobvkeE54N8Cf9XDJ1eGXzx6wOXlJZf9htXFFhtamn5DNAphmKZInGZKSmQZSMeJeZx5dfOaxu0wduDJM+2kfKhR9OIF9PrLF4QvX7L6ze9pmg4fWsLmgo9//XdcPvkFj3/1ax794lc8ePSET/7d/8aTi8dcbR/QfbxRh2108PKhEqQAXDTwN08sl32gMZY0jtrl9wH1KFPNaOstrvH41CLrFTkl8pxUvrRKpx/GI9M0cjzsiXMkZ/23+XgkTjPTMFAqCdtIUIWpnJHjgI0JEwI57v9/9t7rSZLsOvP8XeXuoTJLtYQiwQE5Njb7MGb7uLb/9Jrt09ruvOyMLckhByAJEKIFWlaXShHCxVX7cO6NiCo00NWNqqzqQpw274yMzMqIcHH9fOd85/vIY6LfycKwRqovf2wg/9tFZXk/q313s6XVSl6sM1V1zqp+v0RoVrWD1bTgFhqzPMcubmPntzFndzDdDDNboNqlzJLZhmAaYsrc9hO3LgfW6x13fvQld373O+5//oCzX37BJ0m6t9/2vJoDnTEsz5ZgG7S1ZCPGzDkpVJT5jJAio/eEKcKQX1A58viPHC39f2oNUUJfbIr6f5nlJuVSsNCQTOassQxdw9uLBe8ZEQ34852u/jBqAhI5QPni+YtBKozHN8Djpp86el7zNAA79kCrMHTgz6R1fMd4CDzK8DsPtz7InH/o+Rv9hI+PDp8YY3pQSnL4cv5kKPMfVqr/pZM1Rk//5AkXH3/I488/5h/+4f/hw9894tNPrvg8iYXAn4oNwM7z77/4it3VyL23zmh++hNy8mQ/oWPE5LSvwt90o+WrTz/lwaefcuy5kZ/+3/65rz79HQ/aFb9c3OPuf/pfuP3ue/zgp3/D3XtvS2K8nB8sL7QlWZHvD2gSTgQM8sCYItdpEqEKAAWqMFVyzugmCrhvWkxMWKWwMYkhe5hkrqqA4KyKfQMUNcskYKCetDdQs7IG3r8lkugLJ4qBUw9jLzNZddj/RWpsZMpsYYzEqSdM0AfOJAAAIABJREFUG4LLGDq0juzVXZRMGYYoyo1RQzJWqJY5MfWjSLIrMdAWB/DjFzqWkjkutdTfK/DEJ7n4Z1sma7mazdisdzTtjO1uwFpHzpmkHSZVWXQlypu2QdsZ3WLF8vw2quvkGIY/XGANci9Yccj/6qGuI7bp6PkKpOrj2jVRHIQTduX7HS9fUipMMKaM32wwqUHlRuZyjdpLspMSMch8m9LiB/bnRNfI+fnW3VvcvrOiOTtHz0UqNtmWpGVIIMcyJmJEijwhxRDXzEvjIuH7AdtGjLk6uu6++byuXexqcP9yIwI7uNhBHKANoIt9cb+DzRq2W5H1DF42JUJd3FrCnYxfzXmiOvzZnIEZ+AUjCxa0mOggBTbRPNf1/HqBKwRcWStrRC4likmVm3qhqjzuod+NfPr5J3z6+X0efPWQj3/1S57c/5TLR/fpN9dM/ZZht6Ffr5n6Hbv1xBjzN+ZcMwolEFgZaBtF4yzWCP2o62a4dkY7X5Fcmf3KECZPjIEQd/h+ZBpGbOvQYybFiVtfRR7dwB00ZwhkdjlLdycEdPAMHyTaLz6l+/B3zOYrZstz3v+7/8xPfvQ3vP/+j3n3P/6E5eqM5WrFzBmuXhKH8QfAj63lndWcpdU0dbYlRkmY0SRTKpDFs8sYg9LiW5Zc2stbh5Q4izIQOhWH81R8VaZdj59Gxn5XKD+ZFJWo8cTI7vqaoR/pdz3rpmF93RPDlotRxBguedGdhFfLUznuWtWOVcsfSq8/27kyTQuuIbtG5JptB3aGbhdgW7LtsM0Mg8bmDF2gOZ+gOSepltnyHpNv0I8e012vuT9J8v28XaxSzCahxR8lJHKIWBNFEdQHQhKqZ78bmYZwswoBz4QCjFJCqz0aTag3eaekAN86xbw1nC8b7rSKnYVFMbd8sYI3T8vmwtPdy5qcHAOsCrIqIK9zes8aTNcmwcCBgvjHlB5fdtQUcJNlziKUa3gfKZGDJ6ksFE8iYZIbr7GNVI1TJE0D68sv2Tx5xGe/+nc++9W/8eUnv+cfP3rAxUXPOqbnSipA9snvE+jHO3zI3L71BKUyPgiV2cRMyytyuKuzT3+kA/vML5OnHTE/5PqDXzB9+QHbj/6V2Z2/pjm7w/L9dzi7c4/ZYs7ifAVNJzdxB5BIKdIHuB4iV5sjcAX7C1wBWju0TuJtpT1KR1EANqI4p01ERZFlVzWVzqqw13JBHdzI9b+aw9nc8tc/usdZq5kZiINn3E30u4nFZc/gZQZvHZ4e2K8J53eNDKQU8dNIjhNER9aapDNkgwisK8kFMnsJ/aA9IYki5jgOZRRAQYikpzpGVZuvPg5Hr1x/r5ZgCkd404jJtG1YX1/jGsdqtcJaI9LvxpGNHOccAkSxLnHW0LYt88WCu3fuMVw+Yby63K9X9UypxR199LiuVd3RO3I8vabVdbfu88Rhrat//ybuzGOGTYRtn8jKy4ycNaikISm0SuWazHuVR6300+Qz3QhwTmWff83JXgtet+ZwZ2F4607LrbMVy8WKedPR2BlGNxgjeyolOaYVxx0o0pFE8XfKMgcfoihM18vsJZKbvmME4BK2jyA48I10wHOCcAX+Evy1bGlCzPEyhAamOVzfk3n5L+4yXP+IePcW/odvMzYtK9Vgm5aMYvd9BVeZvFdzUhrhcWcwXjwtYoo8eOx58njNr37+r/z633/N73//e375T//I9Vefsrv46s96/Tlwq2wLDc4qMQnWYoTXNkKT6uYzVONEqcg4YvAipTn1+EHc6LXKxO0VU3/NmY60N5T07ZfGVOguYWLTH6MljXEd73x6n4d/+yU/+enfcp0Cd95+jzv3oOsaLq9fNElJLsZ3gR8Yw73FgrlWNKVSlWMEpUlZpHlBycwdBVxxWGhc40RMRJs9f1GM4bL4aISE3/WEaWLsRYUnxUQMIvPrQ2R9ccFus2VzvcbmjEKxvd6SJ7kBVonkNyWOk+VnAdZTKoFIRdY6sK1CuRZsQ7ZOrN1ti7Idys3AdSi3QHVzKB5Jag6Nj6jmnIilmZ2x24n8tQk9Gx9KAeA5ozD/ZGFPIvPsI0lHjAqiFhm9yD5vR8LoXym4gqO5pcIwSFkG/oUqKJTAzmrmreFs3nCr02ycgKt6u3yRle6aHj0Lrhr+EGjV549pOBVwV5GfmsDUv505qPe9yPf+XaLOfj3bBcw5kWIgaqEN56wJY49CYXIihYkYJvxmzdWDT3h8/wt++y8/54N//Rc++/Rz/v3y259WHul+z9cTOiSuLy4xzhBzIoWEyQeK0qstvTxHJA+jZ/jimoECXM/uY87fZvHTH3Pv3R+yunWbe++9jeqWqLZDLyzKJDKB3XZivR64utyWhK6E1mCMiGSYIJ0sY8VEWNs9uFI5o4wVpUBdaIBUYasymxLzjZ2AZwvD27dbfvz+2yycoTWKsN0x7LbstluaPDLuEn2GNolEe1WpqzLU3zWxj4hk/TR6oh9JwaGMIsdMysWPLAm48kAuz3mksFhtFbJWKKNRAcJTkt/HHapK4jr+Wf1a+xcB+g0ZTTSOzfU1rm3Zbja0XQdaY5sGjEUrJaptScCENYaubZnP59y+fZetn9isr+lT2hdqKlA6Bk71/lXZGMfPH5vRVnBVVeimo+dv8pqbsphJ7wYpEhiTMDh00uikCKaezbmAQvnvKQijGzBtyesKrauUelTJmgwyk3dnAXfPLLdvzVgu58xnMxrXYnSL1g3KyFx4AlRKQhfNyPxjEuqmKHnK9yEkmaeMh47V6wmu1uIdOhq4rr3LyMFx8aps9U4RwFvoO+At0Ctwb8l1snmbXSMF5ClbXCfCDuOYn6sm9VqBq5Th44cwzaSlSRJTxot1oF9v2G3WPPzyU/7HL/4Hv//g1/zmv/4fhLAhpYEYQnGU/9NRqxtfR8VQyKzV20jC6RKYkNBpxDDilKcxGWcVptHCBXAW5RwmN5gUcJOi20J0iTQoprlhnBve4+UpaH37SES/48vf/H88+OAf+XvX0f7sf+P9H/41P/rxX/HOX73Fh//2zy/0FWu16WfAf9CaO66jiRGGgbjt5YbbOJQW1SqMQlktKpGmyuyLfKtzFmWk4qm18K+yVlKdLhQx3xmCnxh6Qy4yyzGxl/ptjWLbNbhG43drkdgPcJ3l0ruJuZGbjOMuRAVRc8QzpeXI50pL8aZZOeyiQy+WMFuS2gV0S9RshZqtsMvbArLsDLVcSYKkDVoZXMyo1S1C02Jv3WEyFnd2zvLO50w//598MiR2z4muNgG2IWLGq72JsXMNtuuwTUvbtoQQCaNnffXkmQrszYdCfORcHQ/JUjhLpdpnc8LmSGwVzBzb1Yz3b83guuGqn7iPzPm96MZxpc1kDl2oGXLMawez45DEHCcoFYS1Rz97tiM2cgDqr6QT8w0RQmToJ9poBOQmxW59DSkTlCOOa7brKz77+AN+8w//nU8++Ij/+k8fsQ2BKX13vJ6BdRZlzevHj2jmDcoabKtZ7BK3yDx4cR/zZmP9AXHzEesv/4GN1ijToWY/hdv3YLlC3T6DZQOdJa835N0VefOYNB2Io7YRS4WYiykwChMmTAjSmYgBo7IULGLERI+OR4NOWkSscjXSecmhleQmP/7Bu/z4vbv88N13aSwYFfGtYZwZFnPDTI/Sxdp4FhdiWbAbn6akVVXPb3u9XAHtAI/uw63zJ6SwY352RrJO1C6zkEFSolAzNTkrxhAY/UTvR0Lyst9yYpgiF0+Oi6l1cvD4+z8WdSW4ENO7ceTx+Tk+wqxb0rkGnRONa8UKRmtIoJPCYJk1C9T5bVoD2m/YNoa5husvv2SMce9td0xJPu5M2aPnn1XDPR6/O+7I155PvRdWqvTLjBHpIj66hhgyKmZsHNFW8hxlVRGkFYCVlEZl/VROa5ZL9PyMlCOagM4JTMKkCRcn5q2iVYm5itw7b1nNG5qzOappidoyxCz7RimisWgjc8tGFyhXKMGJiRzENsGHwDiMbHdbNruB3SjnFTw9c/t6REKupo8Rsvh9njo/946Px+dzhYnXwCPJPUcFv/57+O3b8N//Cxf/6WdcvvcOn/30r6CdYPuFiH98Q7xW4CrnzP0vH+BxKAvDpuf6cs2nn33J408+YXf1iM3FR3z2xWdcPnnIbvOYb6MvskRu/ssy31ZVruqubhA64G2EhmmdEl1iUwZrlXgwYcRDYl9BUwpVh0JjFjPK0n6PMRJjemoxuGn53T8WOQVCdQj//Fd8tfmK8f5vuP/ZT7n47MMX+loLpGv1fgv3Ok3rnPSiciYFT540pIy2Wmg7VpZQRbmJpiz8ZDIYJY7vRXmjHgtltCibJiN8a6MJqQ7sZnQqw8Yp42cDPgTcMGCddF1CuhmfklcRz6oE7ul/5XHtXhgFqgGsIdsGdEM2Ddm0JNehbUcum3IdyrUo06CsRVtHUhayojWJ2a2Ez4bl3TXnm4FxDCxWZ7i0ExL6c8S+uptzGQPI+Fx8zibpWKUQxT8sxOekOb3kiIEcfBm2FyiSc1HeiiM6j7jsaXVi1TjuLDumRcdbTHgO4OXb0CefJ44nKCpomnMA2R2Hc+KYUmMoQhy6nB9KHAVykkHy49msZ5Oa1yVyitKdykpoaQn8uCFNnmlKXD78hMf3v+Rf//F/8tsPfs/9h09Yj/6F+FAFxMA1e49KDqsUs6Zj0UwMzmP897RLXuacqq8VBAifQXgC1x1ctDIk7TSMkyjQTf3RTI1Ca4MxFnJG64AxBmsdzsmsjnWBkBOGjLFWtmDRypdxMfV09eIlX/7Oad57Z8lbd865fX5ON5/hdELngOpaRGAiERcztJL3FqaIsZIu2CDz9iYd1uPMH/oF/anYApcBHqzh7NHE5BPeR5yzIr2uFClJEuyzkaJKhiEERh8YpkDMkZiF6jX6RL959iz/tjuyfIq0Jj9+xKg0F6szzlcd1mnmiznJNqUApyFFFEILzG2DTjPGs1vYscfs1qjtY4Z+xAxpPz917NH4rJjCs899m+9vCiAkhLbcTNBuZS7XpozJSXyUNEXlMYkoknraAbFpGpr5DFTEkNBEtAGXPQ0Ty87SmcxcRW4vWxatZblo6GYzuq6j7TqZczNOBKEQYSjtHEYVbpAWq5AYJzlXxpG+37Fd92zXE7utqMY+S9t8vWKHvMPaQqnFgpGvv8rqpzj6WboqyomK/Pln5PVtePQfYbmAtJH15hvi9QJXKfP5J59xsfWMJC6+esLD+1/y61/+nM//5ecMF1/C9NF3/vvnwLmCe1o4+T5Lhbgm0wsKuFIwn8nMSbaabBxZW5LW4lVkKh2t1FCyLmWiCD7tW6jjFMWV3suBqJWV1wVc7SMn4qMPuXj0IRdo+PA/Cy/1BcYK+GvgBzO4O1O0zspQeUaMO9EQMtGBSg7y0VKqJCFSCXTWZKMFdmkjPOxKbyiOdTohYMtabDG8zCkVWWxRT2rnMybvcW2PdRaltchN5zcTXB1TK46pXscgqybR8oQROqBpyLolm5bsZmTXyWblK64D7VDaYVxHUg6UoWkU3QQhOxZ3tpzvBrwPLM5v48YEu29HO01HD2KKMvgLjOMkNIkXYLb4QiJnkfEOZWlV4rMGHsKECgMqjdg80arIsrXcWc0Iy463ud6Dqyrp/aLyxZpA1Dpdpf8tyrbiQPk7HhhXyDeqLH250DSzeJJLFfNIR6BWjV+7SBHCIGyaLAWXabhk2vWMFzs+/d0v+OzDD/n7//u/8dEWrl7gIlApSdnLGmS1Yd4s8B34wWNDnY35vkcA/+C5F1AFGGMw2kDOGK1J2mCdxTWN2Gc0jlgEiayNGGP3M7gHl+5y/VcJspcUSkHXOn70/m3u3b3F+fmKdtZhckQnDU2LyglNIs7n4l+XPWFKGJsxBswOGg9uOqzHteDxvMnqFiBAt4blQ8/Qe8LY0zYaY1UxhVXErPBRFTuqzJgi45gYp1SohcWrzosn1NPxXXZksSR58hAf4clqxd27S9rWEKeFiPoUyqfKCZ0T1ml0anDMCWe3cH7ADRvMpmFHwAxCD6yUv6fWpeeMPwaibhJYgezRLXL8uwhtAy6DI2Oy+JQZjahA6iw55lGxsG0d88UcqwVcGZUwRtHoQKs957OOzsDMRM5njs6JGvNsPqdrW2Zdh2kquNIFYFm0azBavK6yUeLzp2DXD+y2O7abDeurns2VZ1PA1asQ4Xn+OHZ5/K7Rs3dufAA8mAOfwa0fiG9J+ubV+rUCVzFF/s//6/9lyoaLx49Jn/6W1D8g+M+IviRRf0YsZ5bbjeG9mSXteuKUGIaDipZBaIEzBcnBpBNDgt4P2DCjyUEUXMSAi725qNEQHRhNbiD7SJwiMRl8VPiCcmtC8yLVg158JLj8FS/yVr9CqJY/pSgrdZpWt1KlIRbuVJTDqyxKR9BKzOClhEPIEZ0VWkmlJ6uMUZlsNFiDMg5tpItlMOQsQ5lZGWIQoYuMIkdIIaFnI2bwWNOQjahboW5+wb2pqNSvr6OCVSELS6kZNBCNxiuDweKsQzftU8AK24B2ZOWE55+0mGe3Aq6UT5huToPiznvvoIk4a3jnRz/i0yHAkxcE3v3rBoUzhAmTHNpodPToHEh5IoQBpgHjB4QbA2OjOVvO8YsZb8mzzJAkokNuD5d8d5BV56ZuI9fhAriDzJSel+dr96pDmgxtA9oexETyURsrqaLKFYrYkgfTH6rw59yMOee3DRsz3QQx9cRxYNhtefTJ73j01X0+/M3v+Oe//w33H11xfxCg8yJjQCrWUxLjdNdYmvmcZmaZLxv+7reX3I+ZL1/sy34vQiuFNdLfTc6gSIRkSNagsiXFFnJGKUWIgWkSNkOKkegn/NiLtHKf5Ub+Em+sP3l/ybv3zvnbH/8V9966w3IxpzUGlUZIgZxl9gUNrTWoxkJwpMWEc4e6bJjA7UTIrDkqTPQ8fzpYyU+bB7B6BO98AmdNonHQdHHfzPNZEZIIEYQsQGqYCiUxFzpclt33wiI+IvaB3f0Fl/fuYE3L2VnAtAHjNGrmpMOtFMrNxNfMtIRVwOZMqxJp+xAVHpEuHn/tfFqdxarCkPW+XcWDAgfJ9gpcj6nRR9NiN9o19sj6aBK0PXQlzWoQ7YXEYXY8Ep+aT1y1HXeXKzmXiBgV0U2m0ZFGR5atGEq3FhaNoTGK1oqdiukamDtRAtSKMWe89yg86zSiQiSHwHroWV9ccPngIZ99/GuGzcCwTuweR/wg9NaYDx5ajpvxCnv10QP/BFf/Jnn/c5w1rxW4yinx6KOf4yPsNpfw5D7EDS9qAkEpMFrhrEG1WhL0mDHhcEOt/ZKQpBgWUy5zskVpsAzURhQ6l2wjQkqKFBWxtP2nCIOP9GNkNyZ8Plz4r33kF5ewKiSZu4skdHOjabTBorBJFd/HMrCss3g8JOEkY7L4PWSRTlZaaCT7rQ4/ayvDzhXwVvELrdC6IRsvoDgXnw9dxTCKp0pZuSsF6nWkNf05Uat+X+dnZXmaEqiLki9Gk6thp3Yo61CuQbkG7RqUlU1bR9IyaK508Z9SUlk21tK4ltlihT+/hR96FqtzEYXhzewQAmgiKkehsmYNOaByQSPRFx8l4cxbpXBW0zrNwsEySFJU88Taxaqkhm+TA1UlrRkCrM4RcHVWvl8hVOmZgrkuDC4rMvzaHSk16qer6wlJBITGAm6UJLErf3uLdN02vD433Rw8qd8wjVcM2w3bq0u++vC3fPH5fX7960/54vE1V/30Us7JKigyRYgYsnGYpqVRmqQ0985Hwm5iGgIXvD777CZCa43WmqykixVzwoTS3YgG7SwmWkxK2NK10pWlQO1C8lI5StZqlsuGt++e8/bdW5ytFnSNwxkthr0cjHul3prRWpVNJK6NyZiqhJyKYJCI5h3W32/xnqrMxDoJaPfAMgrlrCtthZyFjupzGYPIhVwT96P8+/P9xZ73EXxPvn7E+vICN5vR9z2dcTTWiSeXFkBd2P8krWi7FuNn2HHJuDxH7QbS4gr6IPPSPD3rWXOp4/1WhSqevY/Ho60CqmPAdZNRAVZfPoTSIkKRE9jC2VZFvu+Y5d5Yy6x1NE5hVcTqhG7AqYAj0FqDNRlrchGDkTU6Q5mfEr9PhSZ6zziM+GliOw4iwtZPfHU5stnsWK/XXDzaMY2RMIDuQQWpg9f9XcVEAgeA9fo2Df7cKLTXHIS68RzxWoErcuLqt/8NOfVfgltKMdfTWtO2Bqz4mrid0MD31Q5VPMYCe+nJVK8Ca8naErNCZSUSlj7jvSJEmKbI6BODT2wGz/XOc70NDPk1pAPeQChk1updBGQttGWmjTDPksZEhfKJrMVYMGrZ4bkoAagkANZYjdIGY8Ufw1iHcS3GNAKsjCjDqCxzWUpp4fGb6kkTyFEAddKpeLIUvlMZ5FSIYa15g1aIStXqntmO6YD1xm6MVFeVk2+ycWAasA3KtqimQzcdpunQ7QxthGKAcodZxAqwnMFVJ83VbbL3JD+xOrvNvO1oeOksnlcWOkdUCgLYlSLnAMmj/FQ8ZSYBWWVYv7FKwFUH533pCnHoOiWke1WNep/rPZR/W0FU7VZVkHVWtltAa2DmwM2lIem6ch7oQzVVlKPKWpjBBPkdbaDdCYALSYoo9WZbh/dfh0i+x28esb14wPbqgouvHvDxz/+Jjz57zC8+WLPm5a3PCUlsxwABQzYNup1hm5ZZ2/HuOwH7eIsd12zyzfuEvcpQxojPFaBdltmP6FGTQRmDaRwmibKitb4ArGI4j3q6HfFS3iB0neUH76/44ftv8dbtc85Wc2bOYhHDXl3egACthCrKoFoJwDJaEcvaqp3cX2wEOxVwlQ5dmG8bxy6KTTHRnU8H4DFwWDeOFUNfbmQIA1x+weWjd0hNy7vvv8uim9OR0UZLt1IpbNaoqGX8Yt4R4pzol3DrHo0fUZuHpCkxpbSfS6uHPHLwsjo+Ders59G72QPJKofvj/7WTd+D6ntY+zK7msWiI5cBPKUFpKucnhJOaBrDfNYwswqrE9YkjNOY7DF5pDFGqIJKjJvFmzsREhASehiJMRNjJk2BJ5cXXF1f88X9B6yvNqyvdnx4H3bpD9egW8gav0TuGzWvWHAAtN9mbvD7G89/Bb1e4Ap4mXZuF0PEpsxdnUkuY5KSwXhkq/TAPsJ4LfMFmEx7uSG5jmbhuW00uW1gvizzJjJaGKaRKSTGMTP0kWHn2V7vuLwIPL6Ayyyt/Df/5DtE7ZjUZG4FNASUHwjrNaqxmOBRQclMj3HQBlQbUM6Sg4FGQ6NRnUNlA1mTjBGxKNeImk6O5FTFRjRaVTHTjFUGFX3xwFJFGCGhx57U94xtQ6sNrdJ05qCaZ7mR+eiXHtW37TZyDOqMTe1eVaDVAu0MmiWYJaiZRTUtNA2q6aDpyNqRyhaVJWbNFApYRWFVRlmFskaohG2LSwk3G1F4cvK89aN3eev3K+7NFJ/1+Y27HhSZlkCnA1orbJ7IeFL2+DSS/UAadqhhA9OONk7MFUSjWLXgR7lZVaGdSnGpM3NXfHOSVOmed5Cb4X6WlAOgqtfj+QraTjY7A+PAFTsViijbPqGJxeMkQQylAOWlGm63YHeyhlbRlAoKH7/QPfzd4vLhIz74xb9wdf9jrh494OHnn/LPv7ngq03giptJOgOgraGZNyzvnaO03H7dcsbZesediy3xXz/j4RheMkVQIWdITU3rAPjNR9s6ulkHWmFaRwgB3Si01UzThPUTWSuSBh12xF66Mf04MOwG/HqEbX7hN9au05zftty7dc7ZYsG9t+5w9617LBdztDVSpCNhtSrD7RGtknhN6YzWmap5VQt3tT6rTKEClp+ndOio/DlR85hj5btjOt3N3ssi0BMfPmBSLdc/+hlvrxIOTdO0uNK5UkmAgLaO2K1oylBo22/oSJhhzfBYxkLqmlj3VS0M1jlVzcHaoNKqj2dNqwT+BtlHa2S9ehUFoIzYNCyj6LxoZJSnbaSbp0rueTxKbKyjaVqaPS0woXWGpMrIv8eTSCmw6yfRicxBinskkspcXW/YbAbuf3HNxTayHRM+BFJMpNIF/brz5JqDHMQthOmwmMG5F2XKPh4UMK94vQprrypeQ3D18paAXYZNSOzGgEVjyeIvlg+t4mIrhkuwHeF6DZeXE67ZMV9u2PUjnQu4NmOctElDEv+IECLee6ZxYuxHxmFi7CNDzwtRnfq+hUOSu6dmOlBYRF3RpIiOouIlZnWiCCjq6llK+IWbpLNGJ1Apo1JAJSdUwiwwSmkRuBCA5YQWkTLZqTIeJ0qCRKkuonWRITUYLbz/xkh7vkqVv2hD15uOerNZcEiyq2nwsUqg8N9lt5kWjBN52GwMWQl9UuiXDrQVuqAyZBQpZTFmjZlMQqeEScWg1Aj9QzuHcg7dONy8xbUO5wwM4fuPXr8mVAoQPTkJwFc5oAjksqUsWybSGmiNYrKKWSNS+AE5TpWqc5x0VYXTOlBcd9+xPHEtENzmcP3VTtWeDqhhYWExF8/XpgPTyayVLd6LVahTl9dJUdZKkxFfltI86DoRVkoBVtOhirxBzrHMQfnwVXVl+vU1jz/7hIeffcLlkwsefnXBw43nyn+zsfyLigxkXTrwTYuxDWgjcxfFO+6tu9ek6x3bzfCSaJUGZRrQUkLKKEHHuRKubjaEFqjIqigHWrCpwTaeRCbkqhIoSCRl8DExBk+YInnML6YKVoCOMYp517BYNNy9N+Ot81ss53Nuna1YzGd0bSPdMw1WK4wqAi/InEySRyWrP3pcrqX9TG95cDz/8+fu/boLXp97VoahJ2637PqeEORAaV26eohJrVJaZu9sqey0HXq+JM1XDPMlTWuwXmhpdW2prIfE09Lrx+IVx9/X7lXtYHmepge+ith3+DMMZUHXSmZclZY3duwuVL2sKiMCFDEliJHsA5Egc4l+JE0TKQTi5BmR5xTEAAAgAElEQVRDIKZEIrPZ7uh3I48e7dhO0k1/nkgc+bMZobc2HahWjuEsKOY5M2RwKbH1sAtfb5qdAa1EniRmzZs6tfUagquXF2tE4epqJ9LobZVGzU+3iT2SFFxvIfdg9EiMV2iXmD98n1VsODcLjHVklRiGwDiO+HFg7Hf0G/Hk6jcDwzYy7iQpKUWZv5iYI0IWt5HuyQqYqYZWW6xKdEqAzxAnVGnuq5gwIaFUIGklyb0yWKwslDljcplpyWCUlha4LRQ2I1d9VQhMOoqQhYoVCZNzIJBJSgn1xBqcVXQtzLcHaernF/l/PcNxMMWuifaKYhTMM54gBnQHegbGGpFiN5qsrIiFWId2LcqWfWwsOSlCiqTCD48RTCMGvypE+RtaoYwlG00yGroG3bZo1/Bm9AafiZxIoSeMQNY4Y1A6onXEqUBWgUQAFcRI0hmmRhFbxWoGvvBZamV2jqxFVYjEcqgQHis2VYpnpW7MkW7Vqjy+i1yDS+RcWDRSeVzdknzGNqDaImRxrHmsBUyJhYGIWKUkv6MK/2YeCzg3EJ/ALMlrOqSKeQcRXLoqX19FbB495ItfBj76/adcriOPN+KCclNgr0KXpAxJNWjToZsZ2jU0eYZpA+1i4kc/G+m+eIT67Zf8jhfN49Ao3WDa2+Dmhd6OdH684sW7qz3HO8pKTFRLsog22KbBRS8JcQTjRkww5GyIMTN5z26a8EOQi+FFLCEWbKeZzww/eec2t85X3L17m/PZgrZpmC9aVt2czlm61hZ11YxR1Vg1i6phjKQUBVYpmdU+jmJjVH52AAo14X/jot8SN1dcb66Y/ERKaQ8SFFIAVVZkyJ11RXGxg+UZjFvG5TnzpcYHcJtD1z4efd3T2vlDcHXsxVT/zTFN8lWCK5BjvgHaIOuqyuBcAVf6GVG6GMnBk5Mh2QQ64WMieU+cBmKYGIeezWbDZnPNuBvZXQ082f3xjtS3iUQRY2ukELc8g6ZzaGvwoegTxMRmmLhaw9UGrqL8mzpDXAFxq1ckGvrokLvCm0eG/osCVyAH+fcJdn1ihgxiT/lp/q1CeMxzJFF48hge+pGLXWRQH3Ln7TXv/sBzdu8cjKGfEtNmx7Tbcf34IVcXj9lcX/Plx1/x5WPPV71Yml3y4u4F34eoyWHlkidg8iN2BDd1xLGXCkzSaGdQhkLzy8UPxkoHy2TaGIvcusblymkX/rZI45dpYW0L/ULgmsuZVIQywjQRp4kwjIT1JdPmgmF7QRi3xDDtaVjPLsrfx1AcOhVLDt24Sgc8NlzUWrpWysh+S86RrRMLAqP3Xm+5gC6sBeNQzmI7VfizmmScgC9tSRWQaU1OEdvNsfMFynboZo5rVyg1PD2x+yZEzthpwJZRPjVmUhoJaSCt1+ShJ/Vr/MV9wuYa/+Qh0/qC2G9EQDAfgJLjkDxUifQVh0SiJmOKw7GdcwBXdcZqTrGhKD8762A5l67VYinD9caIQmqlLdWLNpfKfJ23AtHwoRSLspLTwVmIRkCbDocq8xwBfAskibiL3Gzr/EPtwhX9xJe2Nl4+2vDBeuCDIbKOQnO5yWQ2SxGfofeMw0CKGUvGGEW77FBZTEPH5Jkvlpx1Hc0nn/Own/jkz+bXyAReM1thbIdpliTjiEoMZ+k79jLaNxymgKucIaZEzIkYAykIq0SpXMRyWqztsKbD6RmEBqL/7pmxAr3UuKahbRvOF3O6tmE2a3jv3l2W8znnqyWNM1ijMVa69RFDypqo5G6hMORi0itKBOIfhLbiIbTvqch8VkKuoymIyOE2HuhpbyS4YkcMa7YXl2yvr9gt5oSzM4wtgh9KTG1rB1AbjS6qOqmbMV+smK1WDFOk2Qxcc0jW63263rcVB7l2/czjqu/mkRxs4rDmvMoQ8mRZjxLkCWbh0ME6BlfBj/hhi20M3idSivR+YOw3DLtrdpsN293AxdWOWHxXY9ENeBHrakL2Wx9hTApsw+z8nHbekYwjB0WK0I09813kfBfY+MgQoPeKgCYkw5QcsVkwekV/MZX84c2LvzhwFZDFrCmKOVXt5Nkb+zF/2U8QN5mMZ/b5BZMHbSw+jihrGXxiWm8ZdzuuHj3k8uKSzXrHoycjj3u4SALW/piF2ZsYFaTUwdJ9hS4kvA8EPxD8gDaKrJUIsGRLygpUhBywRmhoSluUn9BKeOwqBJT36OAhBhluTgGS2a+iKokJjyp8pZQC+Ik0jcSpJ447wtjjhx1+GgjB7/N8xUHB6fU2y/v6qKqHdfZmL7P+zFbpgFrLjI2ovylQhowhF95XKomPjnsJTUgRpYqIBdLG0FXhoJgfijeZVHRDTFLZQoF2aNtSXEDfqFCAjpOcwjkX89qB6HvC7po87sj9Bt+vCf2aabfGjztiGMlH1KFjQ946PFwBVq1412ur0j8rBbR6VtUObAU4MyW0w1krVL52Jhz/etjy0UlSdV5qpVEffRN1ea5uSvC3tVJ1jekg9V87Np7DObjjsLZWFUT4egrJi4phijyeIhccOn83mlgVIZCUsthC5CQJvlYYNEpZNIb5fIE69+ix592rCwAupmk/LP68czlq/9WCsmjT4dwM4zq0a4jKyJqWUkHTryYVMFGoxFVUqDoSa8QoXiup5udcaHcpE0Mih8jzGHl+bWhQRtHMGrquo+taVssFXdMUgDWnbTucbbBFfEE/Y9KRs5D+QO27uvUj7KsOdSv/Nudc1lLpyE1J5NB73lxxHwjkNOK3a8btmrFf4nc7bPHk0tZArPxImcut8o8KUFpjncNZh2XYH4G6BlbKHxxmVevaOfF0sbTmICMHWuCrBld1faxroClPmPLB4tFJkYInDD1D0sQQCMGzGXb0/VaYUrsdfT+x2b68aaeMgMApKSIabRts24HtxG4uQKMUSQWUCTAFrFfoEaasmKIlBUeyTUGOb14OUOMvDlxFpD5Xq70tT1+cNWqr2SJVhesBrgYYx4fcfXjJxeYBb997B2sdPmb67Zqh77l+dMH1VWS7zXz1RIYWH5fXnHhTF9A/jGNHdZCFbAv0PSjtUfML2CVs7oA5Ji9QxpFyQgeLshbSAh0cOjiSTtA69NQQphEbJqzKpY/eQhihbQ+ZYgFXAgYixEgYB0K/w/c7+u2afrOm32zYbjf0w0AodziDJKRjef9Vcen7cuyqBPcZ0qmoo+vHyfqe9VVG1GwHqnavsiVnS8qGHBXTEEmbia4ZYFKoEZrcoJuAbTp0a8XIWRcFBCVGhHkSn45x3LFZX7K+umYMmaQMumlf0d55yZGziKWoEY9H6Yk0ToTdwLS9gHEgDzv87pJpd02/vWQ3bBj8QHSSi1VwX49XXYca5HjWa6r6u9Tj3XKg/c05zFfV+aszC/MGzs5gtoJuCfNOgLUqND9VKqZQ8p2SOCaZ0yeqonClpIOVVemwGWHlukYut2aS91Oj0hyrz18FVyOyLq6R9WHHy+mfbJG1+AmvqMAljDdQmawSClGKNFrLXIWKZJ1prcUs5nTv3CKN77J8cIm+vs9XWfbRxTe/TEkoFRqN1iuMa3CLDmsXoqrqNARFTlmyodp1eQVhp4CdPNlkaYhrmcMiazSaaBQqBNIw0I9btrsN6+s1frsmT99NAkI1CjMz3Lt1Rtd2tE3L2XKGMwanDVaDURmVIy4rbFaYDC4nTMnqVfW0MpBDIge5UFIUg/Mcs2wpk7MmJaEPhigqxMMo3lL1fP++3Fu+fURy6BmfPGDz5BbXXWbbOMzCoTuLaixJK6JShH6HChMxDKhhg5+2RN/jrKW1lhZZ5wIHQFq7KRXT1vWyFp6OKYJwGPuolMLXJXYcrG97RJLdxmfmbbc9w+UVVyoyjjuGsedqs2G3G+l3N0erGyJsfWYISdRPdYtRLVEnsolkZTFO0yhLMJmoxZuUnIleMfhMHwI+5DePuXIUKr8GH06Jm+yNxnElH/5wHupZ7m6tHM8MNI2imxvapkUpGbKNMZBiJEwe7zMxwugPVZKaoL9OF/TLjApeq8dOSxG1KJK0pgHjxB/pIOEtHQ+UCFRIJ0SSdm3tPnkX4QqNtsWZscouVeOdWs/KiDpglos4lptfjpFpHORYTRPDdoMfPUMf2Abw+XDc6iL86q+S5496zta5lyq7ftwN2Z/bddTBHm2NEyd312Bmy+JpJdL31R9MW4cqw/loSeX2xtqq1hNLBytFwjQRvGd9fc3VxSXXl1es+x2vw/rzIqNrG/73//W/oLTMW2iSeLfFRAq+SO5Fkh9JIZCmCT9sSN4ThkgcSi2Aw3pxPA967NdyvGbV41rXqQrIKkhzFJsBzd7QVBdTU3U8/Q1PLYT7hgKlWp8P4hapzmLF0szMhalV6hk1+akzJcezEumZ748/78tYI+t+eVUG7ho419DNG9rO0c0XGCs+fTlXUK2IPki3M3qmfmQaPbvtuBcEeV7qmFzWAtOV1rJeqjIpryHn0pHOpY2SXpL9yTfEf/q7n9F2HaGyi6F0qESGOiYRifIhMnqhVI7DyNT31SPl20fpXLWNExENrbFWvLM0isZZtNYYYzBKyfOqiDAUefWn54bKnFX08r5TKs/J/SbESE4igV2a/vggHYBXKfJyY6EMtEtWqwVd1zFvZ1ir915gqpz7KQZUztK5CmLdEYeeadjhJ8/Y+z3753je9Nnr+eke4x/2Rl5nJsqzs2NVIRFg3s1onCOrw3yfj5EUEzHeXA+uQ0Scu07Tdi3WCgW2irrEmEg5F6qvzGKJpVEmZbEsikpL0c7XSa5X3UP87pHz1xtf/cWCq1Oc4hSnOMUpTnGKU5ziFKf4LvHHwNWbOUl2ilOc4hSnOMUpTnGKU5ziFDccf3EzV38poREJ5I6DsEFVIKsw+3iofFO27Y2/01Oc4hSnOMUpTvF6htihVOUarYVCqchC31fV9VYEW2LOhSKmqE7KyjjapsFZR9N1LBZzuq5lvlgyazu6rqNpHMaKMJItPpRKG2wZDVDFk1IpeVxpmrlQN4E62AjF+zJnEVZKKe1nSHNK5AyhCKTknAlJprZyhhBFcCblREjIaAHgi19UiJExBIIPTKMnxEiMgTB5EV5BCPG5UERDyuQs1PDdpicWYS2eXELsIVe5sz9N4LJzmVMLM4tzFmct2TmMUeLVaW2hrWqMkeOhipBKJpNieR9UgRih78VKZc0iOpVzpeSmQgnPYmdTPkPyxTl48sJbDDztXH0K4ASu3sioMqS3EVGDc2CpoFXQqUO7cshwnWGTRXQjcQJXpzjFKU5xilOcAvYTvKrM1lqZj9Zao0kinW4MShlSFnk7SdqLVoGSwU5lW+x8QdN1zJcrbt+5xWq15PbtO5ytzlmtViwWHdY5rGtorEVrg7aWxsjrYS3OGLTSKOuwSoBdrmBPKbK2RfFWAJiAhDKjVNT3clGu9eX5mBI+HtQofSx2ACkxFSCWc6afPCEEpuDZjiPj6NlueiYv88TDbicClrkAtSB/w+9l0SPj4yty35N2W7jSkK4gV2OKPw2uVGfRqxZz1tB0HW3bkLsWazWN0bRtI/ODxmCtDNOqrEgkcsqEmPZKpQI4IyknfHmfKcl8oDwWEFk/e1YFOHuPGhR5Ki7BOh+UOG5suOdYESEfba9XnMDVGxgd8A7wE8Tr5g5wNi9iejNRolEJNhNc72A9CAiLiB/XKV5NiBuKxPGycYpTfP+iih+f4hSn+P5G8V/IXjwYjCYTyFmRycSkSTGhlICXkDIphCIzCqBBG5ILbNGMCbJxtP2EcYHOB2ZZzLWVadDaoZVDm0bAlRbBqqwURE3CkLUGr8i6SCapJIBLQVapdNay+GYiMu8qG1F4zIDSon+VU7GUUGjKYwWaQFaiN2gQm5isFc5IZ8ukjCaiSGRtSTkScxTRhiQKkZpM9JkUk9jEFPVOYw3RmD1YPYg/fXP4VhMXluV8hu06VNNhOovTFqcNrnE4o2msxTonIDNDKmBK7FAEUOWUiSkQY0JpL2JfKaGzKPzGlDA57tViM0k+i3akKiRjg2ypSCzfiPKXFjU02xVVpCSKp0/pOVepp+pu9mpk5E7g6g2LO0in6n3gvQWcO1g1sJgprFNkU4TBcoY+H+RLE1xHcdR+xPdPIe9NiBOwOsWbE6ez9xSneDOieC9QJOe1JimBI0pVlV5NTtL5IcS9XxkoSBqyJytFDIGdUXStw1nFMHSMw5xpNsMHiyKhyASj0GSsgqhM6UaJrKbKyOtmhVK5UNeSqGMqKVFqlckq7/3IYgFPiVw1XMvjfPSY/XM5JxKl06OEXphT3CtDpuhJMZBCIIaJME34aSRVKl3Oe9XIHHwBOZngJ9I4wjhCHCE9f9vHGodtWmzT4pzDOoOxpVulFEZrdFXvLaK9mdpCzGidSVmAX9KynzXiRamR/aWyqDdqpchZo1Iu+1gXD0eEbqmVdK2qvKHhYNr1MsN0YBtoWvECiUWPNgU55/Y6tHAoV2deRaHvBK7eoFAIFfAt4D0N7yxgNYfZQtE1Bm00PgFK3OKtjpCzSDV7eGsUgLWGvfTvKW4ujqW1T6npKb7fcTqDT3GKNyNKgpqBkMhaqHjkVKw3jlzHq9b8PqktZnjJQxa59cEZhq6hcZphWDJOPWEaCKE52IRYjSEXUEWh+QGpmAsXgWld7piHe2d+5p0XAJWzWD7kDCoXOfYKqgpVrj5X5q1SkdPPZa5LQFU4AlVeNj8R/Ug4AldSwC6zSxVcxUycyrzVOIo3Z65Of98c1lpa12KbBtc4rLNY14hfnspYI7YC+/kzCjBSeW8dIABLiuu6/I7W8jtCASwgVkFOqnyt+1Zmu9SxWWbdDDeTMNpWzBRdAVc6ARZ8sTnJx0YlFVwpnhbvv5k4gas3JDTiZ/QD4P0Wfnwb3r1nmc0MtmtxrfgS+ZDRpnhL+J7FbmTqPcMI6jGoR3KNPEJMN09xs3FKSU9xilOc4hSvbaQkWw0VS2cL/vAOdtQ5CGtIA6wVgzUYFKuzgWkxMXlP8B6ttFABfSQlRSYRIiiVMMYSdUTp0igpc1bHG8qQxD4blCp+bomYlACsXAGUNNhiOMxZpSwMtxASMUZiTPgQ959gHOR9jtPAsNvRDyPbdc/YD0zjSL/ZkLMuNMSEysJBiWEsnk+ZMIyw3cH6CvIFYhn8fNHOGhbnc9pFR9t0uKZBO4vOCZMTTev2XqHGaAFGSDdK5qYyZr8fNDklUjJoKybXKSdCFOGLlBIxp0IRFDpl1BGfIllrglJMtSFUTQpfdvKilHQLbAPGyVYB/W4QemB16s5ZqJckQYd+Qvb18wHZFxEncPWGxBy4B7xl4XYLyw66BpxTGKexzuxNeLOS5UIljdJSndAJ2gwLYIl0r07x8uN4zuqYKXwCWac4xSlOcYrXPvL+f9/8iynAtMX3jt5otts1i8WM7baja40Yq7cREyPGNris0FqMsC0aVehpKVFmrhRi/SxfyRqd5fdIWkQqsiamvAdPIABDZqSk4RFCLia3mRgiIQRiCHgfpfEG+HFk8hPjODL2AqrG3ZZxJ+Bq3Gyp1tI6s+8gJT+SkgAWdj2MO/C70rV6/naPMQZXRD2MFqVEoxU66dIpEwELRWbfvCrJRLW9zjmj9/ugNJ4KelSFzqgKlTCX45pTFhomuoBVAa26jpNVl/ubSFqsg7aR7pVpSle0AKkQDg7dGVGOzAi4GgfwMrd3U9KGJ3D1hsQS+CHwthNwteigceCsQlmNNiLRiTH7ljcYGUwttFWbBKQtEVGMU7z8KLWVp+atvtaR7hSnOMUpTnGK73UkCFt8b4jAZnPJbNbSti2d08RuIgWPaiPWRVJWKJsxxgIGrCT/2UjnqsKqmvyTFTorVJIOjoABAVE5SUOj5uMhZmIU0Qkfkog65ET0Hj95QpgIPu4ndqZhYJpGhnFg3GwZ+55hvWHc9fhxZNhcIUMWCpOVKCuiyOOwV+Nju4VhB6HKrz//kJJRBmcsVhmMUmiVMaqwkLJGpULe2wt3IIiphgadBViqCqYSMnOVilhHzqhcCJKiYy+AS8msG7koLiZFDArvi9jhjWhGKLBWgNWsA9Oyp51qK12rlEQiPgPGlqZplp8rDaMpc24vHwmewNX3PBRwF3gXAVd3Z7BsoTFgrMU4i7EGa634RIiAKimLmlcKhhSFEt06WBhYRmhf6af6y4raqarASvOq9G1OcYpTnOIUp3jJMWxJ3nP9pMECOgT0tGU2mzGbz2nnC1w7J8891lmya9DdHJUs2hiSChAUSSmUNvz/7L3ZcxxXsub587NERGYC4CJRqlt1695ebKbNpq0f5/9/6ocxm9e2senp7qpbm0oSSRBLZsZylnnwczKCEEsCRZAEwPzKogCBQAIZyzn+uX/++aFUIw5MsWWXSrAgxnD4PBcHvSlE7ZOKgWlSm/UUIuM4EqaBECZtHyt9W0O/Z7/v2W53vDk/5/rqmtev35B2O/IwkHfXYBowjmidVlaMgTjCVORqu0vIF8AF77vLW2f0XJAgR0wSTEpqOpGyyjMrCkGSUomqrVQ5JzUzK6UmOVBHPUSy+pMg5KTGJDEnJECOgRR74m5PuO4Z30yqtPtkzfkZZNJzLALrpvT6CXg7Z6n7UQmVb8rFT+AdNA56C5dXkAMf2+TiSK4eAZ6W4xStPHUCjYCThCNhJWEPD3Jl7AkRsOU49CaKVlPMT37Ll40l8flQ/5llxd6V16kEy3CsXB1xxBFHHPGIkROkiWkcGPs9/X7LfmchF4vznEkhQgbrLNZ5pmksM7YsttnXUcEY62Z3XbFlAy3kKpchwTFqJSZDqHOcQmQa+yL/G5mmQFyQqxgmlR+W19A+q57t9TXb168Y9jvi9QV5HFWSNvYgXgmVsXO1JIWiP0yQ9igjef/0qZRKlMr+DLX8pO5+C35JMfwQKJrAYlOvxEm9STTiSKhBRc7z78hx4ZiYks7rylErers90+VA2Ia58PYpexiur/Wcdh1ijVanjFHr/IT+W5UDNh0HL3lrZlfDfg2hV9L7EQnWkVw9cBjUHfAFSrA2wAolVy0RK4KVqCXdFEnGIhlMUrtSS8Zm7bkyeQ7ujwH+26iGOA3z5IRf2xq5PMcNc0/oco069l0dccQRRxzxOKGatDj0TP2OYe/YN0CcoDjyTeOghKoQKNd1h+HA1jWVTWGsLZbrlTTM9ZhcTBlCDOSk9uhjMasI08Q4KLkax5FpmnTQ7zgSw1gGCatsMMXEbrul3+/pt9fw+keIPbD7mfdYU9QH6vfB50xIB1JVidXSsFHpZvlvZVmHylUupPPwt0WAhBjtEcupUA3J5KSzu1IM5HHSc9gPDG+uGF6OpN1niE5yhvNX+t7PNhgRxHuk9QST1d3QOLW+Blit1FEwJWgdtBb2Dvpr2BnVNzJ8tD/3SK4eMM7QuVa/RcnVE2CdoI1gR5Ap6jMkI2ItiCFgD8YuBhinzDTBOMIYtBfw4xdMPx4ElTQ69P3VG3xZbSotZodjiUqiOpT4+PL5khBVc5xrNAf1Pu2Rtfp183OYz/uyB+uII4444ogjHh8yJk9I7MmjI/SZMQ1I7InDNcZarPVqBIGQrSMVo4WUpJCfVNzt9PMYy3ypnA8VqhiLQUXUvqoQ6s8lYpxIMZJCOPQYpaCyu5widUfOWV0Fc3VKjLeJku42itJ4odTrDuYVhVyhBhc666uMHivGFrlQzkSaY4/CysQItlrNI5CiOiWGiel6zzT2jMOO/cuRuE2kN5E8febo5PoK/vpvuJONurKbhnDmiRhCNMTswVjcek0IQoqJ3BUjjKbRYNd3YDrYv/5oTWNHcvVAYdCg/wyVAq4opCKAnQq5GtXCFBOQWOY1FJqQgSiQpqgjKIKOCFgSkIeGSqY6lBS58nGZN6rvbWImV0szCctMqCq5WvF2Na/+XCVB6cZxWyyHBS9f59hvdcQRRxxxxGOHyRFJAeJIngyRTMiJPI3FydgQp6CmFCLEKRBT6ZeaghKklMtwXyVaKuMrXy/SthAjOWViIVs65DeTUiTnQphq+SuVMs5hh78fqc4ag+jcZiVTRpRw1ZaOKg3Uz0vVCiVYRrT2Jehc51rOsiIlbslECjmNUQcj70fG64HpMpD3+VM6mf9jhAC7nnx9Ac7gVyuccyQjjFGUQlqH6xpCQEm1SVqJyxE269J4lyDvIJgy0PluI68juXqgaFBXv2fl4xolBG4PLqupitmCxIyksRrpYGTu8QkJwg5itf9fkKv7sZy8H1pmwlmJUctMWpaTOOLiqO/Vog+EKz9XJbpL58SMEquJuWfKo9WridvOWn/79SqhGt/zZ4844ogjjjjiYSLjYkTCCJMhDzpwdxx7TLEKjzkRhoEQI32IjLueaRrZjz3jmO46Hr7XMCI4C2IM1gjWGpw1lBnAWFvmfQFi8qFylWqPlYGMUdWSkcMw4WTKv8VCxGIijxPTfsfwZmD/wwRb7k/GPWUYJsbv/4JJPfbJilY8WMvU6KwzrMOtvFrsx8zQGPY2M7hMTmfq+NYa8AH2e9gbtcjPd/cmj+TqAcKgM62+Rp0Ca6+VB5oITVDZqR05MIpkShBfkjIxqQww9pB7MDt1DByZxxY8FFi0urRGSdEJei4qWapVpmX1aVktMovvbZirX9Xko138jEHPTyVXTfneyk/r5Ipl3ksWr1V/pn5tVX6ucNsHLck84ogjjjjiiNtAAGczTiI2R0yOmJQRoirvUmQME/vdlmEIXO8CIZbBtjndZRz8IGCMwRqHWMFai7UGYy0mZySBWDPLBKXGO2mee1VLWyJkA0kMxmRSnL8/psgU9oz9G7Z/3RGuowY39/Fcv9kz9t/z6mrLV//7f6Q9e8pq9Qxz2iCNwzRCjIaQBBMNxnR4ZxisENYr0nqjw2D3e7XI316ryUUcdOhwHUj8K3EkVw8MVfq2QoP62l+k0xXKEYsksJRwM7W5sUj/ShU8TBCGcolUErUAACAASURBVEwwRq3ADCh5eCioFaR61HMBc3UqLL52k2AtWjwPRKsetYqVF99T/221eL36N1iUKNW+rorqwFjJmixeo+qgj06BRxxxxBFHPHbUWF+diotRQy46kirZi4EUBsIwMA6BYUjqQfCFwohgrCmyQIMRc+izEpMxhSFVt8BDPAiHE157rTBoz1YSrHCQDhIjcZgYtwPhOpL6fH8z7VMkpZ4xBvqXLyEmjGkwa4/BYSWTjZR4TfDekrMn0pUeM6MVhYOVf4bgVCZoReWHMsxWiuT36v04kqsHhgat0NQqjeVtKV+k3BOXZa1q9DhUrspE8pRgmHRw9TApqXoNvCwff84D5z5iWZVayv0CM1m8WU2ifN4y91bVXqtYPl9asFdCVI8Nc7XLl99R5YGBt+XJy5+tPWHVfdCW7zmSqyOOOOKIIx47rIAzeliTEYnFRCKRjIEYyWEiTj3TfiKM+YsmVgDGCs4acCoJNE4PyeggYKvRw6FSxQ0DraUrlzVI0nE8zgAkSIG479m97jn/U0/acT8rVkvEDLuJ8//2P3BPT9j8H3tO5Pe08Smtb0iTIUUDziLG4hqhsYYknsl4IOiMLGc0KAsdhBbGplQcrFrp5zKFeh9hvB3hPJKrf4AaDBs0AIY5WK+VkM/1d9WHpVZHqqxsQIP7Si5sr/8QzUy8BmDKen9cZ7iOSqSuUGL1PfAKdcJ7SIgoqVn2MCW0ol3JziL/8JbV+bJitZQIVrnlU5SANczVquWcq/ozmVlOWKtn9fdW0pSYr1divma1Ynjf17Ijjnj8WKZejjjiiLuGNXNM6wScZKwkrcKkRMwTOU2kMDCEzHjcGBFRGeBBFlhmfumg4IQxi8pViXAMqAuggLHq1y6lwpVEK1wmRST0pH7L5Xc/svtxIF7ysIKRCPFyz/a//RvD319jn5zR/vP/hj85wbYdMW7IRkhW1PWxzh0yxVrRWmha/VhZf5j0v1MoFYkIEsBFuPplj+gjuVpgWaW4KQuDMvy5fP65yFUN6qupwlj+Js/cL9SUf7eaDDoQjVi+t/ZVXaKk6hqdF/6SmVh9PPf/u0cljrVvqfaMReYB4u+7Tpjyc7vyehuUOGVm4lRf8+Z945j7s5ZYVtPqNdwxX48jjjjiiCOOeMw4SAINWNF5m1UaOM++DeQUyCGp8dYxz6FmFUXaJ8ZgjDk4Akp1B5RF+0P53JS+ELu0E4TDN5qctEo47Nmd7xivEvk+uAK+DzLkMRJeXRKmHbK9JpgT2hfPcaenOuOqcWSxpBzJNSo+BG+iREpQdxApjWg5QbQlkA5ohFc1Sj+PI7kqEFRqVwlKlYo55ipHRAPmWh36HASrVjwumIN3h5KkK2Zji27x78tqW53NNKDkqhKs1yixevUp3sQdo5LGnrcrSh+ChJ6T18BfUFfGM+A3zNJBFr9vWQWrX69Er5pp1Cra/g7+viOOOOJj4RjJHXHE+2DZnvBzEIoKRLRiZU3UXiFQFzjQVwp78pSIoxKrh1RE+VgQo6RKBwSXKpUoF4DSZ3X42uwWmFHGagzFDU97rozJJJMYc2S63rP94Yrzv2TC56oc3BUuA/nyguFv/zfD738HL75GfvevNKsTXNsx5UCcAkyTVqVqpGZKF35Oaq3tisNBFsgWsldjAuNArn5xm/giydXSfKB+9MzEpFaBKrkyzJWQBg2OLUpKPvV9WCser5n5cyx/e515VS3I64ynWhmZUFJ2hVZM3pSPlWw9pGrVTdTF92OFRVv0PO6AU/R8V2MKmA11cvmevvzM0uq9VhCPOOKII+4LXAl0ndUWhpg4yrCO+EUc2neY1RrLfuebe3GV3TsW/VY5IylBjCQKISAxTYlxzPS99ocfAUYM1mh1Za5cFbKVs34uKgWkGF3o6B2jBhaHolU+kDMkk6aR/Xbg4mIg5UeUWMoZXr2G3Z58vmX69gXx2TOS68q9GXWg8DSVmVflWN5vUk9c8btHShJg2VjybnwR5EpuHLWPqpKoSkROeFta59FNp5KrkOd/q6Rl2VfzqZDQAL4OwwUN9vdoT1B9X/XvrFLAkZlcbVFyVa3DHzo+9vmv56+SrAElsrVHdGDeVLblv7cf+W864ogjjvhQNKKqma4rsw+TYCKknNVV9r66hR3xWXHT4GkZcr5rVuZNJ14L8zDXpBWWnNWKPYyZcYQhHOvIFSKCEUM26hwo1S0wa7lKv1ZkgvV/VSq4kAvC7CAoZHIIDPuJ7TbwmLgVANsdbPdwuSPlQEoTrJ9rw58VJVax9FTl/PYBaJVvJqIktOfqFnj05KrOEjplrkJV2V+dZ1TJVccs+epcdbIpPW1RK4i7MFd9nqCyuh/4PGYEVQp3zjxvaVmRq31BlVzdHFT72J6jT4UL9LrDnI27aZhxxBFHHHGfUSVaz1s4W8GzF9C0Dtc4cJ6L7cjry4E//uVIsI74KSpBqoZQy9Em9ViEqG99zFqswgYdFExK5FIUSBG2l7CLD89Y62NCRIpphWDF4sTq3CvUCKSxVl3Wi05QUDfAEBO59LYBWoRBMDmTcoJpYNpG9m/udIbuPUKGcQ9//CP89S/wH/8DrDfQrkEWVStR+w/SWMhW0hvSlOqVKYTA3C7Ce7TkqmZJnqDkqtpm/xy5aoFO+95oi3FIPXKxMG8n6CZ14qubU0LJVrXh/tTIzE55tTK37P1ZDrV9lM/OZ8BNqd/xvN5jWMAYxDryOC20/Ucc8eWi7hXOgne6961aQ7fy2Laj9Y7Oe6Zxy8V15s3V5/6Lj7gPONw3zLFGJVe1v/gmuVp+zKj0VKKOjakjrkKRpIagLsbjcZn+KfKyQiUYZJYDGluMQkrlRQRD1uIgahpykP3lCDlACuQwkqZIfGgmFu+LnGEK8MMPWqZvO1h11VkFsplZf0o3KlnV2z6/XQL8GTxacmVR4vOMeX7RsqrzTnIl0DbQNOBXYJ32rnk7n+MwwmoPbgSb9edTsb0XPl9fTbX4/tKwvM8/x1r8Lm35EfcMRhBvsG1LjJmciwTgnl25X1ZxP37UoKzi/l2lxwWDxhbOQmNg5QzrxtKsW1rv6ZqGcdojRC5+uYf7iC8AS1lflcWXnP/hv98Vf9ZnOaGxa8ylnaUor1LS2HeIc9vDETOWUj9TP4pRGaABK/ZQXNHvj4hkYs5ITgdzi3wgDMpqc5iIIRG/hOp0zvDqXLNJrYcnz/Vj54tpRe0cLOco5VKtglLy+6kN9D/AoyRXK7Ri9RwlV5VU1X6qpWHFClgZaDxsniiZ9S24lVYBjQHvS1WwSC+nEfZXcHUN1zv4+o3+ngvUbe8Hjv02dw1z46jwzFmzaiBxxBFvITustJysnnJtMmHMcBXQJ/aXLVU/Nuq65Jir319SECvMPaKet3sZr9Bz8tCGmj8EZErP7ahxBRPYKeFDoJOAd4YWx3jWMO0nzn3gajoGvV8yWorLn6g66mYiP984llgmnlPWn5+G+Vlfzuz8kta/26LxjnXXggcrDmMs3nmNiXLCO4exygUklwlXYpAsJJISLSI5J3JOmJiJKcK0J8fwZcVOU9AS6e47nW+1WsFmVapYpvTVlBu9bs7OFOfAL1QWKGh/1Vn5uOKnTZT1XNX/9k7JVduoHNCXw1iwVvDeYIxOxRYRUoB1m1mvIqe7hDMZs4WzAKuoAUK1OR95HIYRnxI187WUGCyJlVt8X72+dYGvc7+OOOKAlEjTxLDdkoLXqdq3re1/JNS/oCZ9ls3eVeb70FGfXcds9nIzMK/P9NJcaEmu6vcf19G7R83RDgF2A4w9jE1kbCZ8P5LFIVnUxElUNnj9qd2bjrgXOLgC2mqhrrK+yqJyXlSleLehRf3vegst93Zhnk95vL3eDWcsjXOIEwSLEYu3XqWAOeO8LdxAyFm0clUqVSlHkExOqajitbktx0AOEzl9UdRKkdHq3TTOX2hKFcvYcmOWu7S6Bi7dQb40K3bDPJPoFJXtLcvXy0D9LXLVaIXKe/28acE6wTmhaRzWOZzzaHE2Y3Jm2g8Mu8jaT7Tfw+UWThOcZO3B+jc0N14XmuOicTssq1M3XR6rbX69ntU+vxLmHZqNPZ7rIw5IkTRG9uPI7Ala652fB3XtqVWrulbXBfmhk6tlX0bLHDgtCVJmTnZVYtXx04RJdTw9Bl53j4SaNLkE/Q7aJuJ8wnmHsRGMxcSshk9mds69Kyyv8RH3FxYlVY0rKimZY1PiHOOU//yH17MS+po4hXl/PyZPfh7OWFrnMd5ANggG7xpMHaXgTJEFVnIVSoIqk5Ky4RSLI2BWopVjIE3jl0muKmKEuNeGv64plRejhCpTiNXipv8SZYEnzDOIPLMGuAblS3lgi2rMT1awOYF2BeszJVW+ge6kwzuPc4525XHW4a0Hqw2FRkQbMsfAs2c7nn99xW43cXGRuLpQueCfruFH1M3vb2gl6+h+88uoi+/Saai6IW6Ar9Hr16LSz9ozV23m/wZ8x/FcH3ETGb0rPl9IV5MDSxtjmO/3wMMmVg59Rp/w9tpb5Y5V8lOz2zUp0i6ONUV2JGDT3Mt6rF59HFyhc61OXpdemCkTww7nBGNgCJkQ8kep9T5ZtRhjtG/ZZEJKjNNICrdW3xzxkSDoM9j6UrEy6qJs63gaKS7KAnF6P2OnY7L5/VFlgbax5KQEyzUtVgQvBu9Fia+FlCwiCWMCZvSklMhERCwhjISpJ1tLEkuc8iN1CXxPTKPe9H2rASeiJ9OVo+Zj5Xbs6lGRq9pD5Xk783mz+nGQoZgiBeyUXHUd+NbiG0vbtUquvKftKrnStE0d5iZZSG3EeQ/WstqPtO3IaRfZ7SLiJk5HOA/QjkqyLpirK3U20hE/Rb7xecNsqf+NgbWBEw/PHLRGZStXAbYJ1iPYCC8zvPwsf/0RHxtLiW/d1G/Xq/T5tvV39QxWolEzutXZ86Gh9rKumckVvN3/WxUENXkSmBNeS6FmQvsxapKwXucjPg4qqd9FWE8wThAm1XpZq8ZikrT/+K5dV9q2xVmrf4NoD4gxMOZAjOlo7PkZIALO2sMomtYLtpCr1uXS4wOBSDJ675ig/Vef8nIt2wSW8R78tPerrjkPOd6ypcfKOUfOhpwMzjc4MXgRfEmGWAsxCyIRYywxCzFFEhEXAzlHcjQkiptgfKwW7O+LrNmlEPRGqZnPWrmS94sdHtWeVclVldr8HMFqDLROSdVqo8dmA671uKZlvVnjCrnyrZIrZx1ZLNbqTS7ZkFOm3UTc6pRpHDh5tmXaD4z7gZP1Gy4v4PoKvp3gPCvB+gvwGg38e44ZnF+CoEHbE7Rq9S8WnnTw7ASenOp17KzKWvoeXr+B0x7+FPU8H9eNx4U6AqFKyALz0ObP5dZ5G9RgoManSxlN4vPMyrsrdKgU+yuKSRBzIFPf74iuyVUiuCSb9XtqhSqhbqwwB1Cft0vucaMOpt9HWE1qclE3yxw0mPb27q/BarWm9R4EomRCivjec52uGMZEOpYqPzmMMaxWnpUXnNWg3YpKzhobkZyRnAk2E6ekcx6Huar8qeKZmtA5YXZ/rutIXVdrwmpg7sd+qPGWs57GtfimIWc1V3DNCmcMTgRv80yukgFJGJdIVHIVCGFSOaAdipNg0gX5oW48d40ctfk0nmhJFgADYrXJ8D1unkdDrjxz781SbrNEzYK2QFcNQk7qPDGhW69wTYdrWrr1GucarGtoVh5rHNZ4bNtircfbBhG1bkwxsXoaSTESh4EYJsI08PTFS/bbHftdz+/OL9heZa6v4W8/wusJvg/wV7Q/60eOLjnvQu3H+C3wrcBvLfz7b+DJCTx9Cmuvm37b6pDnMMFvruD0JfzrFTy9gD8Af0erhkd8XNTExoq5ojSi6/eHxkkn5XWfOzhZ64iKxsEwwX6EbQ9XEV6F+/ks3SRU1bCh7m0PbX+rJOo5CxOhVp9H69SQqXauux6GpMHNwOwMtkx61XX7pmhT+Glm+oi7RaIMo+/BB2gsdBFMC0QluiujJPouDVfWXcuqa0EyyQgxJ9rOYV1mvx94ff4wfSJXaEKwrlm1Ovgj+gzc57EpjbP85qsnauRlpfTvq623JSFJZwFZKwQzIRLo97PBxcccKVGr2Bv0vLboOa7yYvjpOhvRNWdCz/2+fP7QlENt17A52WCcg2QhG3zXYhEccpDxWpOJ2YNkjNdO3pACSSI5ZawRTBqYRJhSZn+98HT4GVRzotrzbpnP5X3ba381sui59UXS1pQhgL4YWtgE4V3s4qd4NORqKStZulLVICYvvs+gm7/z5WgE31gtsfpGq1W+wfoGYz3WN1jrC7la4azHuQYjrjR1JixJda1tRwoTMYwgCb9u6fY7XJs52QROLwISBjZ7nZfFAF0pp79hDjyOUNRA/SnwzMKzFs7WcLrRALtzZWRBU4LVoFWsEPXfQtSBz02AP6OLwfA539AjhmHuZ9wwP4d1I6sVibrh3WZBroF1Bzx1cOrgxQo2J5ZuZWkawzAquVrvEr6PhG3kVbyfG+dNucqy/+ghoV6TEwqpEjg1sHZgfVlf7ewKNgaQMMtPDvJ15vX5XeRqKZt8NBv4PUUExgh91mDLW4gOKLbZVjSwqsmSu0DTeNqmUSczq+QKyUxNQwjxQcx+q/dtbUnw6POwLs9E3d+npOfxmnkIxH187q21nJys8d4iRmbXChKSkzb+p1ic1CDnjHFRrdk/0qJbA/sW3WNOgZWUHk1599qRss7Siug1mZgHH9fETiVY9/0eA3DW0fimkCsD2aq6SgSbBedUumsFJAtiEsZBiAGJ2iPnrCUbSxRhSoE4DvTbfKsBwnUvrm03VZJfz+ejWaMFcK443BndyA72mMWe/RZ4FORqaedZs2pL2UnduN+SBjqwDbgGfOtoWo9vW1yrlaum6xDrEeswzQrrvN7I7QZbyJcRD2LIqJwhpYSkQJoCKQSkbfH7HdPQ0509Z9ht6a+v8Zu/8/xN4pvXsP47vA4qd/t/0ezhm09/Cu8tWjR4+wZ40cBXJ/D0TInVSVcMSJwSKVdkK1MH6w5+s4d/6uB3f4c/vYH/CyVYf/ucb+iRwjBnEVfoNbvp9jai5LYet8l4VanvP6PX/nQDXz8rhjOrNU2zYoqZcUpsdwNvXu9ZxS2XO91Y7wPkHQf8Y8vi+w5hniX4FL3WGwsrD67VhFXjS+BYXGxDBjuA7OdNur5WreAtDTDqRj0xr+dHfHz0wFWGs1EJsvVzT5wT7W29q3EXAnSrFev1CsmZbCGmiGCYmpEwTVjuf/Bb171/hz4PT4HnXpPejUetyqOaPnwb4FVWNcV36Dp432Cd48nT5/hGh9LmEElJ5yORJ3JMpBixzjNZFeO5Zo/J+aM9qA5dZ6oE8Ax1r/SlveNQ/V5orlMsBi1xNsMZy8/Xjw8poe2tZ+U7jNPakWCwjS+VK3AmI0arVy4JmIT4TIqOIJmUA6lYi09E4nhNv33D9Q+Z4RbZkrpuVwOxegTmsUMPfp2uZKJtVN7WoPbhzoAZi179CyJXS61+j56PmsmI6Jt8y/ZXdNHzTXUHdLimwTUtzjd4r31XWI8Yh2tXWNcgvsF0J3pz+4Zs1Pcro9kdyYmcIhITJgasb3B+DdOAabbY7gS3PiNaYXW6Z3O6J6x6Ti4yqx80iHjJPCfrPkqbPiUMWgH5CvjKwvMOnj4pbpnlzq3DxkEXWmPArfU6dw581sCu9WBewousQeH/x8NYUB8K6uZXZ8utSwO0KbteSHodhgRj1qP2GNVnt1a0qgFCRjfTEwcvnsPTJ46TjePp846m26jevFuTshCTcDImNqdbVicXXP6Pc171kZf3YLWvFZplBeY+94b9HOqw32fM17oRfR5NaXzIFpLTIE2MwRiDHweiZKYEdtLk901jjyWhql9b9k18yWvhp8IeTUq8mKAL2m+VSy+3F61W3mXl33tL23otghhDyImI0MUVIUQa7qd86wTdm/4ZeGbgzMJvWpUqrxpoi9uliK57KUDYwze9zsJ0QZ//V6hb432Cc5YnT09x3mIE0pRIOaoRQgqkqC0Q0+gZvENE8NsRFwN2uHu301qxqmY5K6Py47YQ2M7P59qbOXkVQ3HZjmrSMgX96JLuN7XysmPu173LNeZdPf83nZDfB845NYBxHhGLwSLOllhXcKJVXxGIJD0pBoIYRAwJQxAdKBz3PbuXl1x8f8HrUq3+JVRlSpVjLuWuDbNZ28OOq7JWakU4uLh4W8qBvpQGb+rh3o1HQa5gdp+qmc76tpelSoOeI2sXWTkHxhqtUDlbPreINYhRX0vjXDmUYInzOmVYHIhmEIREzhlJEUmZnCIWIRlPdg0mG8Q2iGtYxwFrr7HG8DQkhEC4jHxdBjT1zDfolyxhq1WLDbDxsG5g3WqfjTezXXO9rkbKgG0L0qgEI3ZwtoE4wnili+sYVfteXRvv28b90LCUbLSU5IUU99Kyu1jRTc2gH33W61sDZ1s+1s9rYN2igUpTZtA5L7imwXqP9R7jPEasOiZ5TXSEGDnrLtmH9NnLVzdzXA9VBlhRR1l0zD2uwCHjV+fXJMAYQYwhG70RxGhDxnJNXkr/6su8SzJ5fEY/DQ6W90mz/oA6EkuJM+QOgwYBaw3WlgqJsZAT1qlplLG36234VDiYYaGJpCdoL/BzC2dOk39NOczy3KXSnuBhXbIEY3mNPfePXBljaLuV9lyJEG0kZT1ynMkVAiklwhRwzmJNQj3o7p6kHIaMG2htKSyUfuuupYzHAWdlVgYEiFHHCBhTkn0Z0lRiA3Qdq33Bdc+5C9QK/LJCv8Sv+T1qpOZwzmFw2vNvRX9PrgWVXObeFpYpajiSdbgVJkcIgXG74/rNwOXriT7fnhBVp+1KriphrEmxxAOfSZjL/0ld9ApZcOWu1o3tVi/1aMhVdYTpmU0QahBQN3xL2SBacJ1+tA0YbzG+kCtvEWcOGhUxghiLOKcBXdtiXYN1XSFXFowj5VSkiRmjjVhIs4ZxQMaR3Kyx44AbB0yzZtpc02/eEOTvNM01kq8Y/gybYdZuv0JJwIO9UT8ABt28ngBPRQnS2RpOGyVZTZVdFElsY2dprBFBXEaSPhMnK1182gjtG3hyqffCX1GZYB30fMSvQ934OmaC5atM2WjfG6KPijW66aU0N8bWpcpRbH2Z3fOgaOcHmPrIaIUwRbCJbBMpJKzzWKuEq+0Mmw1szl7Tpsyt9A4fEcvs5dJy/aGibqzVnQtgykqYXXljsexByWRE9BgDh2PKM5FezveyzPJAeJtcPUT55EPGFPS5kzI3p/ZbrQzshTuz3bbG4pzFiCFbgSQYY5HCwvfcn+tek32/RdUUT4HfC5w1KkNfrUrSVhZGY4DLpbJSJGwkvZ9foAHp95/8nfw8jLGsVic0rdfK1TgRs0oDQxhIRRZImU8WQsK1K9wg2DsRjL6NjrlqtWm1Mrhe6bn0FlatwZrFiJwifUshEWMghIDzmTDp9ZGtVg4pRnl1v7nkw9fmJQGvvUlLWH59QtcZR2tbTSoeAlQwJeY0ZH1uBLLRj5IyUsp3wgTjnri95M133/HnP2z5yx+0F/C2/c/L6tUZc9vN0siqVrDu/k74BCgE9UCsusLerVGJVIz6+S3waMgV6Abdoxt/te9dNk0bSmWj0aqVeMCJuhQBWYQsRVsmlmwcGEe2HnEtxqsMyfoO4ztEPFksWRymVq7QG5qcsKYl2x5xI1hP8iOpGRAp5hlNyxQytlmTxdLnK5qLSH6pZeoabFzzcHTBd4Xa13GKEqzTVnusVp3KAbwrxMoUy+apSAQNZMnkYk/nC/FKFiYPTzwED/9pUpezr4H/iS4Ix163X4efVBnyLL+QIgkszrHkEmQYp8Y79YfrIl17J+tRG5OnCGPMuJQYYyYnPTBCNoZkLCZbcA1+1bHZbOj2S5HZL6HmGT/cx6thJlRLo52H3DtkmIOcFTfmU5VTl5fDx5yQjPZj5CxKpkSPqi6oCoNamar30bJXrxKvh3beDn1KvE0WH8og5ClpUiRHMF6fYykmWk1Wu/YPN2QQmsbTNCoLTMYiMdJaiytB432AoIHyV2hA+S26J50AK6dKCucKsSpKoqxFuMOQXYp8vaosGoFNVsJw32CMpW1XuEZlgTEbNezKCbHmULmKAi4mbDMhziN2mpnKXfwd6Fq6AU4snHZwulJytWmhcQZnLV2j6gUjKkGWsnsko+TK2ICxEWsiIlHv6RFir+sZzKZL1YDp16LGmTf7a29+z6+BMRZrHVYsUhRTkDBZq3ZS+yMySNYdVchYo1nNHIXUj+wvt/zlj9/xw/me8/H2yYu6B1SX2A0zeazvuSbersuxY5Z2PwyIZpMaj7QNtm1xbYtYISUlV7mJjLe4iI+KXNUHo7rC1Gd8KQs0ooFdLTplI+q+WL4/i0Z/WSxyIFhWdxjbYHyL8fpRpCGLIVVyRXlwUoaUsGLJpfKVMkh5KFwMpfHQsDrbq5QpDJztd+Qc2Z3DWdT3cc0clD2ETfmuIMzOc52ULFUxrbCyCOzqehI1cE+lTJlLRGakfH+Rg3YeTr02Fvus90m1aN/xyGxFPxGWMq56n0rJhunmXM5pIViYeeMxqWTIeTsJUq9BDbxDKkfMhJSxCVLWZEguz2tGJb3WeZqmxfv3EdXWWveHdURVieRSa7/8t1+7sX5u1I1zmZE9XC+rhPlw8aocsHwxZjkQ66XMb1mRquoCmK//u6TdDwXLhu96rpbvsb7n+/i+DoS2tB9AUcJkXX+9BT/djWTdOq1cIbo/gkoFqwrkPpyfSpI3aLLvtHy+kqVagvIe5o+Hv72sf7mojWwxYuiiPlP3DSKC8x5rLSIZbCYXp8BEREQQEWx0GOsQ6xBrwRhdB+6QXHk0oO+MFhC6Vnuu21bw1uKMOuYZY0vlaqY2SbK2dogUMiKQI8HrfV2fz7ryV0fBDyVXN4+b7PlSngAAIABJREFU//5rYURjRiN6SEnbiNSZgHrHZUCy/nap5yQZUs6EYWB/fc0PP1xzsc3078F66vWoduy1WgXzJV+OQ6q3QpVcPgh1kAgYo0o27/He453HWCGmBGJI1t0qBfuoyFVkzkBUzeuyibxmjZzXgAArZCwhChJhihmTwGVRwiQOwZJNQ7YenENMA6YhS1lUjMOIR4ySK8SQY4KckaaB0RGdJ+ZEEiGRSbkrksNM9+wJ0liyzfT7S1yKjG8i56U/6Io54H+QZdYPwCEJDqrvzqVJdTyoMXXAZYlopVRzjWjGMCaYBs3A1ge76dQmN4dZGvAf0EzkCvgjX955/lDUCtNydsgAtKkEllXBUPIU1EpWVlIsC0a73JRqssRk6KPKzmyEMSRd2K2hEaMbq7WakTQGcZ62aWmcO7gZ/XyQJhSzf5RqX/IhnRC+fLxZhXnIxKq6RFWCZRaHtTPBMlZw1mGdxxivBCrnEhDo8NGbwcdNEnXzWt1nIvIuGLQqvmYOQIRZWTGgiZz7LJ2p1cJUT3q5CZxRqbXnbu5nawzeWa1ciSGQ8VaQpL0h9wE1Y78MwuuzkKRk5rO6AZJKxQpd31I85Fo1oHez2mLdK8G6bxDRZ9iIHKohNTEg5X/LJzhjNHFcs5531MdQ15y1wMap9HK9gtYburbFG4sVi7eN9uiJxZiiRRdD9hBjxIZADBPWqm2SGyIxZJyDJuq1q7L25RDz930LdT28Wb1avs6HJIqUPLpybZRgIRmDYAtxJGtCImTdVI3JRNHMSAgjl+ff8f13f+W//89MeE+2UxOH9b3V+Kz24a7R/br2E16Xr9XRA1seAMEyBrqOTbeiWa1wnSrMxIg+43FiajzbW7zUoyJX1dRiqeVfNkpbdGOo8wA02yTknEkxEkLADCNkQXxfTC8MLkZMjMSYiCmRYgLRTI4Y1R7nQ9qqoGSrkghZSt9WjfyNzhpQSaEhW4dpWvy6o9lMdJs9JzttFzlltrG++aB+KlQtbS3vfqqB3suKY92glmV7Q7FfL4F7zZ6npDKyOOk5HMtx6AUR/X6blACcMFcJT8rv/ZKNRN4XN5MaNSSaKOQqayVLggYVsVzLWB7QnOdqRtXA189rxve6h+wgkGi6Pck0ROMQ3+FNg3MZI46ETp0PKd/Sy0KAE1g9g+5bSF/B8DfoR37NXbDcWOt/1wrNQ61c1XW0npGfZGcjmAgm6POYUiKFQMbota0SzjQTqxqIvCvwWCbE4K6cFetv/XjRrKAB2tcoTa/yGS/6bzHP8962zCMJtujX78uac6jdVqJQ5L0p/3Rf/VAYo8YnpmxuBu0RSVNPHO8H9XTM1aoqi21Lj69pNNEnCw1oLp0FFK5B6TONfj6fWGhGDe5bPt2eemsU+z1VHNgiOdBk9KF3NMu8liOqJLijX+/QZ+kMeFb6rZ+eGk5WDa33bNq19llhsGJLn54acFRylZKQciLFQAyOyRokRUKzg5SZJmh73V9q3FjX6zrL7X1Wi2UF/l1V9w9NEtUqlPaXWawYEgkraqkmRQKSRZgO5QXBGktIwnC94/XfXvHyLy9nNcktUclTfQ7qs3DTmbuS0zpE21Mcf9F1rpKvatp274ZpGwNtR+McrbVY52iaBrGGkCBOFuNqNP7zeFTkqt6873LjOri3mEKuLKW8raXVnDMxJgKTkqtmxGftp4opYmIixkiIESORLCpIl6QvKqLDFsSouDrnTM7ah6ULVCFfhWxlMWTUHjOLOpLYpsE1nqbb05l5c65zBT4XubLow1TamA6b78cu9S5lFanIx2JWa9tKlouho/Z8yPy9IeoxBf0Y0+K+KD9sjZ7XNRrYnPB29uWhZMo/NyoxqktODZprVousAbhkPd+pEKq82HmqnHBgXqhrkiTmYl08wCTQXI2I78F5fDuSbYv4VALAPCdBUr5FptAAa1idIU+eI6khX07k4TXauPf+d/jSpGNZuVqSroeGmtRYEoBD9SopuRJTSHTMiETIgYygLajpMDLhZk+C3Pg9dZ1bBiUfjuo5VkOmu326q2zyVOBb0SCkFdjIbA+d4jyGYJU1wOiB12hiZ9mb8LnXnkMQWJ9V5mf2Lg1GpLi8mZLklNKolKaBFD4/3VxKAlcUiRoqjXRe1RMHWWyt0EtRVlSS5bWokEzZi4qSwppZYnUfRzNk0UoVhxgJjVdI5CxKqhLErImsmBeVzg9AfZbqEOazNZxuDKcbz6Zb0fqGdbcppMIosVApkMrhRC9CyoacEyk5DYpFSCHQ+oGcMs2kBCuXmKKSq6XR9vvc5/nG8S6i9SErjymtJMYY7EEaiFauxJTcvsaYYmzxABCMWMgwbnsufrji/Ifrw1p8W9Req2WCoVZzq0SwrgsjcyXQlu9fo4mkHq3YXzG7Ct4rVYJVK0rvHE0hV633GGsZUyYiOqKJX/6bHxW5grc35fqQVha9aWGzhvUG2rXgVhbXrFQ3bKzKx3JgSolw3dCuLI14fNSAgZAwYdIG7QnEJMQ4MGD8pJUpcbqLlmoYcYI0ISWTnrKUgFEI2TIVOWKIkJIj4w4B6rIpuuqDP0eGy6OiqRpE75mD35qN+Bj54OVCNU16hAmtThVLyAQEq4u6KStammAa9dRPpexf9wjr9PWaRiUZq1FJVUQf9hf6slDe2/0Qptx/TOgA7H9EHiRrAL6Kc1C+lBbVwH23+Jnl4nUJ+D00PVxfw1e7K54+2ZFCpFtPNJvEZrMmjZFpN7DvdwxhuMX1M8ATVk+/pfv971mfnXL9lzUXf1zDxX9VRvceEGaL2voe6rNSnRAfIhK6Ie7Q91Ddok6AdYImlB5JyViTtRJhYulBEeKka1x5FA+Skvp83yRU3Pj8w8/bKfp09yiVef3Br1hREzT/xcHzBr4+KeMirPaH1ARDHGHYwzjA9RaGUsl6gq41V6g7bM/nHy57uH/foWuSfHdJAiP5cKSckDRB6mHak+9B5apm66tb3Vq076etw+ub2bWOXNoOFj3dxoBZaUgwZVU6hqqkkPsrF5asVbacIWXt10m5JCmjWpxPITCOgX0f6PuJYYyMgfcO3Jeo+8K/AM86ePEMvv6qY7NqOT09pWs7Gu85Wa2wxmIw6pKNPfRV5dLYG5NW0WNMhDAyDD1YQ0SQvifZa7DgR7CDJvC6NI8VqTb572NCU4lCfWzija+XaTu/7tyIxVntA7KikkiMSq6tGB3FJFJI5EhKE2IDBKGPE1evXvGnfxv5tz+9/99Qzb++Rtf9uv4fXAJLW0bWMPmQoH6OnsdqblHVD+fl65foSlzVWZ8b4j3u2VNOTzZs1mvsqqVZrxFr6YMQrMG0za0e2kdHrm7KTpbNd1bN/4r9usM4j+igKzWmyEkdVSJkM+nTNiXa0otlU8kKiGYDpOp7TWmYrN2qcIj2U6Hm5rBQZXLSrE+KiSlEpjEy9oF+mOiHwDDCmGZr+YGPlW+9HSz6MFVyBW/PFLvLTGZFZqH7Rxf1EJUspZJtMiVKS1kzgxbNnOfCaWPpx8qFqRqrCwBWN76aZSTP903t8bqrnoIvDf/oHqiBc8/8fFaJGcxZ+5/7+YBe9/MIwzVchERMV6zPYD1mppB1gQ+RdNhkfwkCtmG9XvHs6QlfffMV56V36OKvW9L1K7h6iW4Dv5zWEN6uMi832odcuaqo16hffDzJpTk/a3BSDWRKLzm2rIMxztntep1rlfNdffD1mUzcwblrV7D6SkvZUwNjpTAftmoZ4MwL/7wSXqwdZ41w2oIwYSSpO61IISRZq7aiZDRPGqjWpv0afFUTjM9pZHRIbNUK8+JrVR54F7BWsFYwOZFJKnNKAVv23M+Nev7fqkrURN1iHykJbZzXMSGmmStXwevPZKND1IcAux4ukwbv1aXuviCjyd9l9SaWKlUIiRgiIUSGMdCPgWGc6KfIGNJ7y81uokOTDV+dwNMTy9lTz2q1omlbvO/whVy5tsMZlca5MiS3Vq5yuSAxQkwRiZE8gk0Z60dsM+JyxsWADyNZkg43j3N9u2V+Hmvc8z4VrPrMmsXXPjRG0lles+W8LQ3MphAq9WLQWNRYSybq8OApMu56Xv34I2/6ge17/BGGuQq1HLVy6EFcJJEq4qT90a7GvuXrddTKWF63R5MWHUq8qoX75xye4p3j7OSETdexahtc1+LbTt0WTcIgRNf88gvxCMkVLBqteTtYNsUEQRwY53QYsFWhdEZ7A9RGPRNkIttAdoFmiuASJqq0RUutRVJYVlApD7gUfXJGUz85Q04qd8gpkZI2U8aQDgvUOEz0/cS+H9kXclWzmntmnf7nqqLUht7lIlMlYJ6P1w9Ws/2RWeI3TloBiVEza6m2sSW1tzXoHxon/XdnC7nKJdgzJSNn+Il7WZUDzGrlI+4SmQ9bOOu1ukhwuQO/z8i443TInIQI0ekwS1v1/7e4ggI4z2rV8fxszW9fPKdtPLlr2GXH9MOfSVsg7bmtWHRpaPHYyBXM0o8RzUhWmdsq6RyruuYWA7GSWdYgfRl8LSWk9eMyk79MlH3weVut4PlXxUnCwHQJ+cNX1dYIT1vDv3vqeP6kZe0Ma8lMoeiYq0VcFu3PLeU68UBSuSwsmveZFQs10HhX4H2zyvdRkH9KriqxuqtEnzWCMyBJHelSjtgYsCnpqIbPjOXYgOV+BPxE22qKHbtTY2HNuwIjwpQzQ4brALsRrnp4HXX8x33I2N9EKnEOcDCliSkTCrEKk5KqYZzoC8mq5OpD0AHPBJ6dwumpYXPS4ZoW4xowHmN9sX33GOewxuBKz5VOoi4rhghmykhMEAMxZYyLiNOkuokJ44MeKVF/vD6i1Te2ZSYE7/PWls/I8vgQiAi2HkYJlq6dJR41lDjUIsZiiqVbCplhP/D65Y9cjcN7VcXrurR0ia3ru6HIYj2YloPlgBUwxZU/p3n9bpiT8nXoyYAm7q/L93yoW+OHwjvH09NTNqsVbddh25ambcnWEE1CshDc7VLvj5JcVWa91EhXrhlLad5lQbIhZg8StedqMsQw6QyHXYZtRJqB1/tMs1rTrdd8NY50qxNWq6d0rcH6BtMarLMYk3HiyFZIkqAfiWNPGPeM0yX9dc9wNTDsLwjjSOhHzs9fM/Z7pt0V2+2e3W7iqodt1M11z+ws9blg0XNYN5fqpjOimbfaG3OXyMxSmTcZfjiH3R6utjCWVcuU7DgZctAZGJ2DtdcJ7o3TuVgW/QNTgKmHfg9Xr7UC8mOGv6FZkx/Rza5mUY6SwPuLjAb1/2sLm92e0+8Hpt9NbNYd6/WaEOLt5CkZiJGVszxdr/inszOedGu+Pn3CV1+/4O/f/Y4/Pv0t/Pf/CsMPwMuffbll5aq+fFh8/fOONL57ZPQZrZvjE+YRCk1xdzwkt5iTFnXDrQkNmKtXNwlWYu7fqxng98bJKfzun2G08OZEX/jqWheFXwFBjSr+z395zrdP1vzTsxPaOCBpIqSBfZgIAVI/kULStWevFYt+gqsMu6xrzSVzULFMDNYhnTXYqyS9EttLdH/4GPdURPtQYpz7aBKzeuCuelINEckRkyOSJkwa8dLTSaK7B5mIwOx09hp4mmG/h69H7Qc69dCtoGlLP53X67vbQb+D3RX89SrzJsIPWfebIev37vN93WNq31KtXkpxRFSlzdhPjMPAbrdju9ux3e7Z7gbC+OvfjaDyy6cWnnqQBsacubiKvAoq4TXGc7JZ07UNp5sVT0/P2HQdp2tH26xx1qqNvzhELMEkGCdizKQYGIaey8sLLs+v2e1Hzq929Dvtu+qT3u9F2HJwRF1WLXe83z2/7KG8C1hjcM7hnMdZj7XqXm0ELAbjbRn3Y5XoxoHMSJQ3DJPj4s3INL3f6lnXn7reALxiXtPpVVJ5cq3J7RZ4nnXMjUXH6DRZY3GYe7PrujUBfy+vt+Mzzxr1ju5kzW9+84Lnz57RrjvMiceu1mQx2N4wiCF37ZfXc1VvhMq0l9apvspUTI2nNKthYlBHmZwYhsTUj5qZSRPRDWTXI7uIbTyua7keRzbrE842Vzx5tqZbrdmcGkzWybYmq0ONxEgeeuJ+y7Tf0u8vuDq/4ur8isvtJWEMxGHi6vqSMA7EYUf/ZmJ/FTnv4XVSXeo5urB/zuxW7Ueqm/oVs8PVxyBWsJAjlGOXVUYz7WCX5gbUJEVumeBJhLXRBfqskKx8qg3lJkPfw3YPV3t4GeE8wQ/oUbW/dWDzcd7Vw0AsQUrOiYvLnhQSOWX6ITDdyso5Q5rIYSSPmjZoGseJWfNN15FxbPfC68u/E99YuHjFz90ZQpl9U/47SdGiL3rNHhuWWdnaj1mrjHXeYJXcVsNUZCH7y6UnL79bOlMJah0OX5M774Nu1bD66oycGqYO+rwjTn8uswPeP3X1ZNXy7dma3/7mG55vWs5WTrXcAWKIGKsynazxHWGCfQ+XE1ynueegSr/rOrfwRThIcA6ug+V8VZfBy5/8VXeHKgksJo8Ht0A1MLjDypWAkwxETApInDBhxMakoxf4mP6Ot0NNJF4wu8i9jNpr+E3WfuTNBK6HbCEYeCVwNcKbPbwZdP+qSYha/fpcMv9fQs6qrFENfSYUJ+VpCkzjyDiODOPIfhjp+5F+mIhTIKVfHwkImkx40sCTU8O6a7RtQxpCmAghMo0D/Zhp/MBuvyeFQFivcbIpxhbgGl/fBDkmUhgJ08B+e8311RUXby65uhjZ9YGLfWaYNIEQFn9Hs2gVqJK4xDsql58YxujQ5GXlSmyRC2KwVueOGaOySYkaEXfrE7rVhsY0at/+HlgmC2u/fe2ETOXzlIvpWvn4T8zmYM/z27LAGtNNzGvY9+h6+JrP65jqTk5on5xxcnrCqmtxTaM9WE41vlNQreNg/S+/GI+MXNWMw7JadSBYpR2qWqSqPC9gwqgPV4xcb/cMu4lxiIxJmIxjFMskVyotc8L5mytO1yc8Pz3jt7//hidPntCKw+QOExukzUhKSIikfku4vmTYXnJ5cc6rH17y4/ev+P7imjAF8hTop54cAnkcGc8n+l3m1X6+4X7g4xGY2yKgD0ENBN4wB1EfE0vJ3haVHG2DblLVwrgGJhl4FvShfgF8CzwpM5Vapzf6fg+XezjvtVr1Gj2/36GbXn2P99G56Yh/jAkl2xeXA2kK5DjRR2Ecb3OHZkgDceiZ9j0xTpi2o2tXfOtXWLdmSh3Xuyv2f81w8f/wS/nmxi0GxzqQoAGpSfdTFrjsbfpQ7Hl7FIZnzgab8sus02BdStKjDL4vDej6OjelNB4lGLV69b6Vk82q5duvz4h+w/ak4ZWJ9OffkmN+b3IlwIuzNf/5X77hd7//HRsnbBiYdj1pSsTR45wQrabCQ1Bn/+2ga+cbNFv7S6LEKgk8Ze53qNIc+LguWyoF4y1nz5vk6i7gBLxkUg7EOGLCgJlG/DSTq19drbxjXJXjBwr5zfCvAX4b4Cv02lQntD+j+8vP17nvJ3LOTFNEJEFOTDEwTRPTNDEMA/3QMww9235g24/s9yMpFJ3+r4RBzQ+ed4Znzx3rbkM2joCDMDCNicvrCSRgLayvIE8j4XRF69QGzEsGlwFHIhKnSBgHxn7H1cUbLt5ccP7ygstL2E2aXK1J1GW/tauup3ke8lyrWDXe+BywxuCswRU7dmtNafkXjLHzfEHf0kwdMaoqa3P6lJOTJ2zaNc7YX/5Fy9/JrDpIzAmhibnSVPtva4X9X9Fr+RV6ruq6VUnqwBxv/Q34X+V1rj/k5NwBmmdPWT17xunpGV3XYRtPcp7Gt4gYgo8QEq37wgwt6iymavv4Frmy4BttODVlHlKWRMyRNCSmODEMke+/Hzi/yFxvYTdm9kz0BHoGoghZ4NvTP/D0pOHF0w3by0u+efECJsfJsw3dukXWZ+ScCGHi8vzvXL4+5/rNBX//8Tv+9rcf+et3r/jLy8B2yGyHzJQzqexeY1K5wBa92Wpl6HNjhw7XrZv9p8q4ZeYMRw1ERuYHsWZ/a/D2HA1Efouew+cRtq/gxEJrYDvCy6yb45/QTGQlWLWv7T5mEo+4HUKEECJxysRRj19GBq7phwsur87ZXV7gNxNu1dGsW54/WWHsPzGlPS9N4Lv/8QfgD/wjoa4ItI3DoZWLaDTnF5L6L9/H+6tufDA/bx+CasSQ0I21DtE1on1Y1jmMFawRYhlZkVJUclWqWHXGUigMYkmyLO8v2z1dr/ndty8wtmPbOc5kz58u/oX+h0z4y3e3fh0L/JeN8J9enPKf/+W3vHh6ipeMS55JBmJwhMnTpMDOet6M54wjjKOely0aVPT8MmGoc+NqT2sN/hJzcPOxSEemuMIV11VEExhDhPdUFv0sPBM+D4Q0YtOOnPe00v//7L07jGXZtqb1zdd67EdEZGa9Tt17u+GKxsDBQeBggJCQwGmvXUBI7YBP21jtYiGuBwYCnBZtIARCwkRCwsJoqZvWhXvPqXNO5TMi9t5rrfkYGGPOWDuzMqsiK6Oysu45Q1oZkTti79h7rTXHHI///webULgI8NWsMKT7DO38mNaq9n/JGccQLYp+g+4rv1QIcBEhpohIRkomLpFl0eRqOh45HE8cjxMvX9xwuj1yOhyQD0is9sClgc8/g8vdQAg7jqkQY+Q0TTy/mTjMiRenda+/NECaWKbC2G/wtsO5QOjBoI4kzjPH21tevXzB898/5cXLiWcvlA5wFPUhTQ2wJQcBuMor4ulcir/Uv93W38f25epDVaxCD6+DmwHBYPsBFzqcHxlFBdqMAxczp6uXfP7FF3T97+qn/mH7jArVZO3cNRhz0wM4L/C0rt7/g67ZZ/X/+3pcshbKf42ukb+qv/ez64Iaw9dff8Gf/smXfPHoAhc24BwxWFwXwFj60kPJzMHfq0j6i06uzidEnxPv/BuP17m9dxhiVZcTdBBwZpoTx2Pi2Uvht0d4PinxVCEAUmEoegslCrexEGPhYvcSjGN/+QhxOgcrVKZySpHjzS03r665fvmKZ89f8e2LA9++nPndbeFmgev0ehWkBSVtyNrPDYdo1qoNHzvRayT3FvBNrIln61w1x+hQlyHoQm6/P2fF/BoDp7JOC3+FOokGb/wjDPDjW+ORwMMktgYqt67cqXT+sCkkKaeFZTpxOh0p1qhQyjBD0XkX23HD7WYPm89g+qvvfW1rXYVqANZqQmF/yj7DjzcDdBb23hB8YM6CnePdxvljrQUglpVXZYyqMDqnAUJwBisqwS1F1bxKHapUiqhoDZpkZVm7GIE1ybjvewzWsPVOs7vgWIaO3eUejjtu6bivBzAGLoeei75n3/V0BjyKVvAIKmUkdM6RnMM3WGhZJdbve26F19W62lDOI6uM/U9pDW6ds8Jbk1Q58Yf7C1XW1WLyDHnG5AmbF3wpdKKf+Zq3q0n+3NY6qG3fbiT9Jjn96a32+5kIKsgimVKywgFr52pamqrxwnRaiDEiHwAH7FAo/85DPwSs9aRkeHa7cIyZmyVzc8rMSeG0bU1EoDsWrEl8djszDgt9F9lmlfU3gopuTDOHmxM3r2ZeHROvMjyXdR22Yba6C7zOjz0XQ2tFnaY83Z7zMc22jpV1OOdxztXkymAwOK+dK9d1+Fq0wkIYRrpxw2azw7kfDvlbIacNDO7QuKlJ0ze+1Nvi07YmGgf3JSu8sv08snaurvk01ooBri4vuLy6YNxsMHZArAMnWOuRet69dXh3P4mlX2xy1TDpG9bWbbvxz5VNLJpcGasbRB1Xpf+IAZc4HBZeXWd+/XvNur/h3Xj2mwku58zxcGLsnrOkwrjfkkzhYkl0xmGMVn5ePr/m2bMXvHj+nN/87iXfPD3xzYvCbyZ4VSsnvwRrnIePac3BwTpD6TwxetOdNzww9fcmVgeQlQpxh/F9xsqvuuXnmR32h24GhXA2PPYLPryYYOBO3EQy9xO0AKCQl4X5eOT29pooQlcE8T1iOkzpGFyg3+zh8Zfw++6dJEhjjG58lVOEc1rkyVmVWH7uXeQN88C2s3y+dey3e6ZT5Om3kV/z4TzP1nFpr+OMwVtfSdmezlsd9iwCxSmSoJS7ge7OlEb7eE1lsHXE4P4VT290RlGRgjjLtu948vgSe7jkli2rNM/3mzGG3W7PbtgwWo/JkSIJs8xIjJASJkY8QmfrBlvVTRus7L5dmBbM7dDq8R59vVY1/imtQfFSVYDMRlEVkzxsR6bEibJkiBMmHmA5wjLjEnRFg7vW/fwkVfVY78sWTP1SO1bNpAhzzJhSkJyJ88ISF+a4cJwXDqeFw3HmeJqR9OPTDIve0xcBLkdD328RHMdT5i+/ueV5Kjzj7XvzC8AcCnlJPN4eGbqePnguLq7wDiyFuEROh4nrF7c8fx55thR+xwrJfdMaD+78Z46189KEeho87mObc44QAt6p/3Qh3BFYjbEE3+FCh+97xOpsMhDyuKHb7NhuLvH34At5tJjzuH41qJ+95v4w12N9ToPL7lj5k41m8pKfljf6XmYMnz15zJMnjxku9pB7HediItZ3GgNbhzhHuEeCCr/Q5OqKdVr0wKqf3zajlnA1rKd34AYIA/hepSONr4OPrFH1lc4iIWKS8gBabtoqZk3B6XMDl73l8d6zvdjTj7rl5QhxShwPMwYhLQvH64npNBNjoncDmz6y30x8Xvunh/JpwP4+RWvqQZes1/sEPGKFA96gG1kPfIESYrco5+qr+rxLtDLmDIQz5bJ9fc3PWCWPZzTp+uM1+enNAH+2U7ERDHQ3Wpn8Mc62B0YDX36+ZXAQbIbbyHEuWmr/XivALfNyw+3hhtPNAcFSMIybC1wHPjgeXfQcH+0JX3xJevG1qni/Y6txzhKcw1sDIWCXiGDoT0emD5mw+YDWztnXl3seX2z57NGei82O0+HAxhqWZ7e8SvmDcfAe3ViHsacPjj4EXKdV1847YslkyUjOmJKROvRKhjzxAAAgAElEQVTTmqiKq6CIg7OIpyVXzSffp8vfdZ7dfoMhMAYYTSKkjJ8jT//kbxO//afID6idbVAf86hz7DtHHxyjF0wxFA8iDrxHemE7WPImcDl4nlwduLlZuPj1zFcneLqoD3tXcNFm/XyOBjh/Dnx5BZtOY6nNS9jPWmRqYjwPjXJoCI+iStZE0RlNB3lYCI9ZDtjFY/OM5BOmLEiCUBRxcIEGaAaF3H0aq2e1jjUWuejgSYabDH/Np4M8eV8ThJISUhQWmEsTtIhM08xxmjicTkicVpLkjzAD7D1cbQOPL3uefPEZkg3LnHn8/ISZFljinZDWqT6n7fdfXfY83vXsr67w/Ug2niXpLDkjhjkWTtPC9e2RQ1YEUuNuGu4nntA6x62Dk+vXNvXwo96PxmCsxXce3wWFAAaLQeXXh+0GF3p8GOi7vvbQoc+ZcvWEz776iothYOD71/Al8CfAn7JyzW55v+JGWxMtFm/Q8Faof86n01wYLy+4/PorvvjqSx5dXNKLZcEoF88ofkq/N9q5svcTBblXcmWM+Us0llWFVpF/zRjzGPjvgX8BhR7/PRF5YYwxwH8B/Pto3Pofisj/9T4f9l3WulU71gvXoRtsYsXHNkigfePJ5lyKyYCxerOG4Ok7w2aMXEwwL28oW3mdxxGs41d94GIMPLroeXR5ycV+x9iPhDotXLIuuZKVCeyMo/OB/XbLlAqpFMRm7JIpsTDHvE49Z1Um+jnazp+SGTTI2KIbLKgzvGQdOrdDz1WPJlOX6D3xqH7fHKKnqlKxboa7+poNytGgmMI6Rb1hiD/Fiukv2SyqyLTplA8p1rA9CkngVu7XRWyBde9h4xy74LncDXgrmBw5uYyzDab1Q5ZIaWGeZ2Jc8DHiYyLFBDbjXNGui/f4cUO2O4TN21/KGKxzOOdw1mK8xxfBp/Kzz7lqMOnOwNZ7diHw5cWey8sdVxd7tv0GJ8Jx7Nnaw506VgsiGnTmXefTnP0NB3jn2FrDhXNsxoHOW7x1Op/GWay32FwH60qdSmbAiIDosHZjvjutrBW9Giz8XML9nZ/dWnrvdMBm8dB17LZbDvsLxqvH5BeB/AMLvQVmnVXSu7OCr9OSLQ5jPFIEKYJ1jhICPlhssIzDjI2W7iZzccx8O2d2SfkfDYpE/SzNh33l4LGHXwV4cmnpe4Ote4u18CentcPfoIbn56Gdp/Nr17gT32dy9lWoAhZSVdUeUMwCUJXOmCh5RuKiwwyr420zh9polVb5/lT2xXatNmgBb9vB5aJc33PO9C+tWNc6x5SiyVXWmZwxtkOVAzWx+nFXw6Dd5O1gudgNXF3tefL4CimWZc4cTpntcWZ7nDnlxFyEm5SxIgzG8KU1fHYxcLEb2AwjIXRY4+54rWLM3YxRRPBOGNG4oEgV5xKVxW/dlPa+mm9x6LW9cnBpwVUOqJe1g/UxYwNjLNY6jLUYa7FOoWoYizUO59d9p0GoRQT6nn7csNvt2Hj/vcnV3WdmHQWRWAsc7Z5uin/t+8ZZaz55V5/fCt5t/d4JPbHu801Q6Xx//Jjd3zD07J88Zhg2BN/XQdTKYzONS4TOE5P69T72Pp2rf1tEzku1/wD430TkHxpj/kH9/38G/HvA36nHvwH8l/XrB1vH2pFo0rQN/tfkfs3ZY21DadCwgiZLxWiwbazBB8fGBKzNfP3Fif4pfJFU7ts6HQbY7yF0gW4Y+dVnT9hut+x3e766vGS3Gbm43DP0geAcrl4WZ2HoHbLdMgTP5RVcPtrz+e2Jr24OXJ9OvLg9cvPyyHISpsM69+QpmtX/0uEFH2KWtWr5K2Dv1CmmoufnfLhjYE2m+vr1Ncy0WTl5e7Qa3JKu1vZuSkCPWWXnX6EVm6d8Ohv63wQb0OvQDxCCBefY30aSwE1ak9wfeo2Nga+3sN8P7Pc7LvYbSkwsp4mTjwRX7rra3/96QlwWpuOROS2EuFBiZJonvFhssaRUEAxh2LDYtmV81wxgfY9zKpdrQsCLwSdB604/353UihVfdHB1seHq8oqvvviccTMybEdccZiU2Y4jV3WD7tC10AKQA2/3Sy2xakWvPbAfB7Z9z+VmwDcScEmI1wDBWUNGNDkSqwqCYsilIGLqIcqR5fWg/7xO1vz/9wX9wRhGdfr44LFDR5Yd8/KIz7/8mvnX//cPigaG+vmcEZwtWFuwXcASwBl8KEhZSIvBO4cxMMrI9vKSnDJffvaSP3154PZ64tlvbri+1lFb1/WDnavdXgCfbWG71dnH24seHywYYb+deXKTMf9MK/jP0Bl9zW/Fs+txHgROrGqvP2R3sMB6jlNRVOtDK9eW6UgyIOlAOkXKLJQJZAaJKxqlJViNH/spmEfjkS8MfObgag/2Fvyi9+Ir9Fzf8MuCnUuBeUkYyVAS8xxVcn1aVNxijiwfMNMKVq7Vk6uOX331mD/9+iv+pb/1NdYEUrH86s/+hNNx5ub6yOH2wDQt3FwfoRS8gf3g2Y4DQx+4GC1d5wgu1C6O1cKMqHT5pnM8GQ2XWX3JsSZJS4HfJi3o3bD6k8Zv3ACfGdgOMG5gPlXVz0XjjXPI88cw55xyqirfyjqnDQKjsEBrVKb9fORHARgH+v2Oy6snPAodl7zbB2x4vWveRD0u0QLOn6Ndp8Z9b2qBiZWj1RBHlygyqI2SGI2+nybZ3gCKLSE7V4N99sFn6/7WjyNPvvySPuywdCQpZAylZRSiaZXFIEYHNt/HPgQW+HeBf6t+/18D/zuaXP1d4L8REQH+D2PMlTHmVyJyf0mmt9gereb9HfQitDZjy4SbhHarzjW+zQTYBP4EBK04hghWMi6DFEfwA5uh4+snW/b9wulJJhqLDwO+G+gvL+jGgWEz8uTyczabDbvdht0w0ofAOPb4uqCt0W3JOsdmu8O5QIwLxjt2F5knqXB9mJmWidNy5HSILNPM8XDg9uVzbm4jf/17+CfojftLq3o9pLUqyiMLX1wpF90a+FWqTsPANCuMc/BaOfQGTNTHKJCnOucKuExrtaUlXq193TpVX7F2sp6hydUzVN2mzTn5o/14O+dETksVKvBayBgdPE5637cg8dwap/IKHRi9HeFq2xE6hzeiIw2ykq2Mkbuq9/2q3QVBsN5hfAAXyAmMK5iSsdbQecfYdZzChuzGt0bzgooxFGPJGFyxFDFkzM8iCrMFthZ+tQvsxx2bYcO269mMI5vNhsuLK7rOE7ynzEKQjk627PoRL7CNGVNb+MZ7okAWIRbRCqqzhL6n6zr6rqfzlmAMnbWahBhLV/H/pWRSLHeYsyLahSm5kGNWbiyiMsgFTJa7VkyrdDYffz4rCH64I6jXz1PEgLNIcIylYzOO7HZ7nLtES1vvBkLeCSiVRIkLyzzh3YI1WuEvZUZyJC8LBI+zBmcMHQa8Y7e7ZDQ9Uz9xYWB6FJlOiZvbBKIFv85D72AbDJeXI/3oGTY9292uJqiFi92Ry9uJsrxg8xwubzUQasWmdj5aKn8+U6YVjO6zJkoTr0gKCTyVB04SBPLpRhUiU0ZOmlilg0IR2zVv+/xPOYT7vOvaOomN1N9EWRo/N7MqbG5Rv7UJcLmt4wUMcLMWSxvkpyWr5+c9o7/ToO6fgglCrjDdkjPLsrBUxcAlKUxQFYPep1D0emHJeeg6S78Z2W43XG037Hc7et/hTODJ5SOWJXE8LpyOJ5Z54XA4siyzJljWMPSe4B29NzgL3hlCP+KMU/hg3zOOG7b7PcYYbbQZi+AoWKI4Hi0zS8laRLAGa2AIhsEYOmvYeov3Bmvh+vrA4ZSwh8J+Vg7iRzVtkmOtwTmDd9ogwBi9f53Rn/F6h8gZR+87uv2WzdaxeUfryrB2mlpBYzTaqb8sqy85VEGQ56z37cKq0N0KbA1G3agYnVF48YDGXf3Z3z0X0HBoYtZENJoq6k91uvtu4NHlE3zfYZ2KM2j3E90vRBARRLT4d1/0yX2TKwH+F2OMAP+ViPwF8OVZwvRbdLQQKFzzr86e+9f1sQ9Kru7w7qzTszn72i48rNW1hCZdrsAcwar4F0RwIpScsSSCE7w17DYd3sJ2k8EHfLcl9DvGqyd040C/GbjYfcYw9IyjJlbOOYL32HqDixSMFIwTXAi4XPQGDxbXdfRicGEk5oWYN8Q5s8wTx0PHTTjx0sL0NLIpWh34Q06uYA1otgH6AD7App4UZ+FUSx2dh6FyEmIlYUiGxUJwK3a6kVJn1mB9ywqf2bNKvgd0gQc0MGkqUH+01c7b+e14m7WgrMF1jag8dVOJM6Idxm11wIHXVYQMKqffG3hkYNfDpjcM3inctxRKypRckCqKQO2K3McZighSVHCiQQI0ISi6pisYwFmLsQ7M980LMUg7G8bU1/p5BlDunOVJ8Pytqx273RXjuCWEgS50dF3PZhjx3mKtJZmEM57gejZ9jxNhsJHOK+TEd4Fc9LNEKRjnMN4Thp5hGBn6ARtchVMb0rJALpgixBxVcl0qVKVyz3Iu5FLIRYmuFrmbq6SwlqpaxxkKgdcTrPtsvMZox8lQE0XnSAG6LjCMAzZslJibf5hlJqVQcibFRIoGawUkYyXrfVihgUKFnhuVUO58h+2hw2D3I6lzxE1i52ctCABdEDpvGXvL/nIk9B2+H9hu9jjvwRScU9Wwx1evWKYCM/QFktHjNXhN40qdBUet0/d956yd7yS6Rpfy06h6lSVpApWhTPXQ+Pk1OCpw77X8Ptb2l3OV4fPk6ooVGiWs3cFzzndvtGjbBx0snBLEWc/7VDRuuSv6ypowCnU+n6wduU9lvzdUWJ0IJStMsFTxmfvTRrVTjGndpArTFsEHQ+gdoR/o746eIfR0NrAxgZQKmyExjyMxLpx2G+b5RM4ZihCCrQUMsKboqIcQcFgQgwsB3wW6vqekRaHHxuNcAOPIJjAunixZob01eemDIRjwxhCcfg5BiMtEzoV5KfRLVSHm4/OuVti5Q6zBVM6LsfYuDr1bK3X/scZWsQuH74xiIr97te4SJH929HYdJIyBfYVTDlVwpqkHtt9vM/ma4NwdhLtSM5ysyKJzawWLFqO1pKypQ7b18dDn23vPMI4YY9XvFaEgqhos5nUnBNzXC903ufo3ReTXxpgvgP/VGPNPzn8oIlITr3ubMebvA3//vr//CG1VNmd3/vFap6qdg+aoIpWEWNRpJ1SBaNDCNN4LJk14GwidZewVv2utod/s6TcXDJs9F48/w4YOuo7Q77DWY3DaHhFVUzJetGplHZKFjCFaW/lTOiTRug7nOjaDrZwNwVtLjpHlcMuLAHv3nONvf8+jE5zyp1PN+tjWAoGFGmwnGDvY9FBG7WL1AU5zDdDRgL1kOEzaESlSZ+vYOkCa13kaLRm4Ez7hdfn3AU2uOhR2c+DTm7fyc1qr9u5YIbp3TpjX1d3Og4e2Rg/X4F3B+bJWt3ol67eAWupF8lRBmgDbXuGEztW1VgrZpDu+S446VyqXcu+KV0mZNEfmJRGWRBciVgquRvelREqKlJokvOtVjTG4rq+SuWCtjmYoxTLJx0/O//Zuw794tefP/5V/mc2woQsdQoPcQT8OIAYpcPJHut6z22/J8REpzhgS+3FH3wWG0SF4TVmdaU4UvMeHjuB1HkjOiRQjNzcH4jKznCZyEmLKLEuiaOyDlULMmVQKKWc8Gihl1oQ05lX+u/n0mdf5LPdKrkrBlEjXeYx3iOsQEpuhZ7/f4h5dwXQNL9+th9X4l0vMTEvktMzYzuOtwTfgiDic7XQeDQZyUW4EBiuZznsClm5/ATtBSmHeHs7uKcE7xzB0bPd7fAi4PjAMKqNcJGuF2hmurkZynhm6xPGE8oodGH/XHGSa4DjDi4P6xJk1gfg+a79nAZdWAaGHhrcttzB78AnSEdIMy2H1Fe24bxL9vnaJQs+fsHbU298paBIF+n42aIHtUJ+3Q+OS0WgBr47DwTvoe4gR4qLz98TokWqGaupnmjM8ndaE61MYOmyMIQRPqn6r+QqF51qtVPwgNKoSNPodxge87zTuMoUUE9vRsB0d46NLhosrhu0F/TjSuZ5gOrxzFDH0I8g2kXNmiTMpJe2mzdNd4Usk3e05wTmMKPfDhoDvOrq+gzzQ6Bp9t8U5/VmxV2AtXegRq904h2iGXBI5JlJOpKRFpj5kNh1sjxob3A92/jBW6jVohTHfdVqsMypo4fDK/WRtOrTuVTYWfIcbOvzo4fq7PeCWXLXk6C4hssqN9o1OExRWub3RdfO2IRaNf9ViLAsED75os6ONTYJVjK6tgY4VWtiUGW/QAve3PKy6s0HnLvabkaWALBnjFkpVCMxGCz/tt9u+dB+7V3IlIr+uX39vjPlHwL8O/K7B/Ywxv0KFi0ARVH929vQ/rY+9+Zp/AfwFwH0Ss4bl1JRkraydP7E9vlAJi/XxNs9AFs3CywF8p3GBKWBdpCSwzuP7DtcFOucZ+o7NbsPu8grf9djQ6aYsRquTtXdorCH0OhhTZ5o4srekZYs3jhQj1lMHvAWiOP3DFILz5GVhEmEeRk5Dz24Dw6Lqdn/IdjcXRlRkZPC6sG2oCZOBwdUAXCBFPeZZN7GSdXOTrMlYg/udw7POZ5QIqzNo1cxWxbmfPswfljWn2RzyaPQ8Gypuv6zB8JFVKKQ970SFf8W1QmWNVrZap9GKHt5AiRogArhUsFYwLlPIFBK+eNqcq9OpcIz3428BkCOynM428ILEQrGZnJTAHaeZOM2IpLp+32KiggzWCNZYchGWlDjEEzPy0TpXjf/06GLH488ecbnbqvCO65gWFdbJRei8ameVAhSDKY48Z5Z+JFmLIbEZR/quZ9x0GKtV0uLqzCjnwHqM9xirqbXNCWMcxh4R0e6UQosWpmlGnFWIC4Vch6grlBKFuJdSA6ez7hWrz2/r+H0CbpGM5AjRK4zGGjCCMeCdZxi2dMPme5PfCEwiTMuJ0+nA8fYGawPeVf6Yybg6lCtnqQJLonNpjMIpyarLLqIy15ILYmu3tagUPRRSscScwFXOX0k1oFDhlyxocmsjxWrQ1SIO7zT2tbb6s7qG3tci6x76U42rKEfIFkqCdFI44Hl38rx79R2RqgewxnO7YK2anwembZ5YG+3RqvM7qrgJldNbkypTq3YCJAfJa/EVo1C4GNU3UurjZ7yyHxbJ/jhm0M6ztV4FlX3A+oBJGeO8bsD2XP/tLa9gOnB7+u0Fvu8Z+oGhU9pEPEU2gzCMBr/d4sYNph/x3YbOBTrr8bVQ04slz5GUNBnw1pJTQlImkSpUK1TekSH4KmpRCiF09N3AOG7wYrT84SzbzQ7ng0psG1TUrB9opThvQHJCciTNs8rQz4YQOkIohJAIlLuC7McUWRFjFEXgHSF4XfhGxXRcLeicJzXtHg5GO3n6GToM8bX33PiZjR91rrTtQxWOs3VMYNAP7KR2zEV9TRsCn9O6x8caaBn7ege6xQytmHGOejGsio7Cui4K6/jj+yg93sfcALYDMaoQrBgVq4IopjpQ16QshIJD5IHUAo0xW8CKyE39/t8F/nPgHwP/AfAP69f/sT7lHwP/qTHmv0OFLF59KN8KVpLhYOqsKl539sKqYNLmgJxYN+OCtjElgptrZyNrxSkuWW9CAR8Cxji8D9qmHkf6zZbQ9fjQE9GAKadyJ5ZjBUIIOGcxIkgxZGvouh4EvNVhb77TaokTHYFpTMY7T7YWlpm+6xm6wNCxzkj5A7XzztWCbko56vWzXhe2Y120pUAsdZNe6u8nrRqa+vPG4zkfgNcw9q3jck4EPSeG/tHebsLaEQxowlsL9nc8tpm3c6jm9gKyBk6WtYvYnK+jBo957WaZhA6LDBUPTcHXcn0pwinCnN4DZpMVz5OycgpKEaRCYXLJ5FirmClW+OC7Q02tplpNLFJmTpFjVMGOj0Vsb0pm23Fku93Rdx29D3jrmU2sFQlqF75CYoJAEpbQ04euivNYOh/ovG7MbXBlcUEDLecQYxGrxDkRrXyLSCX+amcxpURMkSVGKFr9thSKaV0WvW7GmjvoUaliFo17k9443utcSqHkhNis8BlblQgNWGsJXUfouu9Nru4GvMfEvMxM84luKRSvql3WZrKIKiCSq4qhaBfTKLTIpIzJGSPKZylZE6pSMiVrUg9CSp6UEzZbSqkBpQOMFvZaIJMqOb91RyjauWrRSs4rxO7NhOWHrBUq4aerzpdZq8NkLYy199qOc0TOQ0MCYfVdIzW+YOXotoAv1T1+YD1/rcvVVIVb4NmgU0U0MM0ebNRkNwRYnMYdpW5AqbwuzvIpmDFGIWdOO1bOe6zTQ0k/dYzNO83qTehHwrClHweGYcPYa2d6MpF+yHQjuGHAdAPGdzjfaYHbuBqHaXkii4o0RJd0DRVdU9pR04TCVpnyzvs72K53nhA8XeiwQVMg6xx93+N9h/WdohadxfcjpXaPvTVIipTk654llJz09bzyvIIt+LzOnfsY1gpN1ipqwzlLMtTkymIqeP08sapXQ5uN1uqg4bfMaTpP8FsBoallm0qrcLYmWuEsccsaS1uj93LOykVrPy81czL1tmnFjPMkbuH1goatj58jYFqnq9EFHsoUIVo7UgYKqhAoNZ1au7R6SFUSvI/dJ37/EvhHqnSFB/5bEfmfjTH/J/A/GGP+Y+D/Bf5e/f3/CZVh/2dowfo/uu8HfZs16NEeuDI6cG5OGki3hKrBAttgsmdo6/7I6jSvqBDBBPYa/ACxr238UHDWEjqP7UbCuGN3+ZiLy8/ZX37GsLvCdXVBYklZB9SVrBwNVyB0Hb4mVyVHbG01I0KqN2joe8UYh6DVUwRSJhnFC2yvLlhOB/YjDPbTqWT9HNagY40QfDzVBNvCvlNI4GiVY1CKbszaNdQOZaz3SEQ3MpP1tY5o0j3DnYTzxKrS1dViUM5rQNe6XX/kW71uLQC6E/oQDSRaK/8V95tBBK+LE5xvVjvWaxOLwgr8WZam70EQMt7ku2v2Ut5zHk8RJEFORQsnKVNMIuEo2TEvkTkupCodTXr7pxJgSoKRQjZwOB15djzwzeH0UflWzsCFc+yGLZvhAlMCaREyC6fjXDc9oxV1Y3FYrPO4Yoh+IfU90ULJDicGU/QKWRcUArgZtJptfVVW0spfTIvCc42Sq0HIcWFOC1NcmOcTxfu75EpUxaJWCivPA+V25KzKXrOsQyxbseV9reRMXhacC1jjsGKwJeMo+M4wbHv6sfte2O+CKou9PArDYWY83hAGQ1c8nYcFhZJKKriSMFLwuSjJ3ELvDCYpB82RyUmT9hQnctZZQlKE4B25JIyx5D6BFCRbnAuYYIlTZDlFbg9HXl4nnr2A47Fu/xbGRb8aA4eD8q2eo5Cz59wfav4xZMTjYb2ezZ80Pt3bRgE8tLX4YkRjhMfAeFHzBxSWeoj6Pt+kI9zBnSokcPAgTqvfXVdUur7ARqgdUjiddK/KNaJMZkVNfKzCyw+Zs47dZsucEkuMxJwJuRBKwbkOY9vu+S4LYAfod/S7K8btls12x3bQDq7tZsYhM/QFP3pMv0O6ERO0QJPE0BlbE7qgUDKBkiJJBGOFxVis1b6i9zp/yFnLEIJyxFLGDCeYOhYfmMypjnsoODEEawl9UNitD3TjSKl3mZVMWRbK4piLYHMBlxhDh+RMSYlNSGyKMOR1DMJPbTEJcywUscoRc159rNESQZNaKOg91aztrSIoTzZ8NzHWNPaME402H6WqNKN1NLoOhl5z7KGrhR2BJer+nAoUsyZmrv6uD/q8zQz2Bbys3a0bVBSjrf3Gu2qDTpo/OKdsPKT52hQpJSEWPWphTyq5sNRZbkaEVJIiCu7z2j/0CyLyz4F/9S2PPwP+nbc8LsB/cq+/fk9ruNEkmljNtQtxZA1+X6B4zKesw2XP8doO3aCDqKQsUS+6vmm9QV3wVfVqYOg39MNIN/RV4lJJ31ZcVWsRLA5EsFYhQCqHqQAGkXJXTdBKruKDkYy1vZKSncX4TLbgy4hst+Tdlu1upHcz/pNxtx/fhLX72OCBU4LpBN1QN0VTk2ttOpBnKEslFJfX4UOwJlZNkrglV62rInDnJVtLuiXuPzao+0Owlgy1gnlLWFvH+ENfu/FtGlShbQ3nxZWCVpdbcnXiRwSGUkhJIV2ldaCjkMmcloXTsjDPCSlv68O1lygcb26IdUD5y2nmRYwfbQNuVgTmUjjOC7fHE6ELOvxQ4NXthNTgpBsXgheCCzgg5kKWTKlS6EWEJWeyAZkTRaJ2/b2jMw5ngbs6n1Q4TUJSrEfSIaQx6pEKgu6sBa0aqrzaimeXrAluSppYndBiWVOE/VFWBUtKyRRrEOPJplBMwRhD3ymPgbtpSt+1XN/DcYHbU+T69pZu7OizJ3pHJGOkIClhS8KWgksJq0wVOot2rYomWDkKKRXykslJ9N4ryksJLjLsbgjB0XcO13mstzhvOB0Tx1Pkm79OfHsovJzXarEtMMyVEmc0sTqIFh2/5dMZ3NmsBU/Nb5x32PIbj/0UCVbzF+cJnFToXjYKMT8ljSlu6zGjBZ8WDDakHKHT+W3GgMu4knE5E+OaiNmiiGKpf1jy6wW8T8GMNXRdoBiLGEu3zHRdR8wZF2as95opvhMW6BVrFTpsv8GPW/rtjn4MOGPJZqbvM11XcJ0BP5JtIBvlEDkRhegVjZdSWohpUQn4eSLFhXma6kkU8mIotaOUMEhpKqTqy3MuLLFCvY1g7ZElJboi9ENP6AquC9+lktXOuzEG6yw+OEL2hBDou4m+CF3+aTqqb7MUF5ZposSIZNXaE1Ry3rxlsG27Mk2YJlYO8tsS47YOWnf+BBySAjqoXVsPFY2hIbPUonZMdUxD7aCnhTtxkIbrazmgPU+8ZBWLiax8xg5db+3uahquTT3wIRVDRVAkQM6kVDBBMehZdByIEbv6nVJYcibm++1Cv9mrE5kAACAASURBVBjkWXNAp7J2EdrMlRlNrp6jXavzinW7EKE+3qMEaZcgtyit4nW9D4QQ6PqOvh/p+p7Q9Yo/NkZx9aVCaFx9sgi2JlKIOqY2aUBvbsW9aEu3IKIQRGst3quylhfleuWhZxp6+qEjuIj7A0+ulrNjRsm/y6w8qhY8YNUHZx3JQakOoVU/z0UUJl6HqDUoxmuba/nu+2hw009lvsqnZi2JadDKllw9BBb9XHK7wQzPk6s3Jbnb9Xr/iru60JylwrQKOVWctWSmGJmXSFqStkbfcTcUEQ6HI9ZZijU8nZf3nm7/ECbAXITDFLk5TgTvcFZrmzc3E1iP8x397UTXFYJXrkFcInNaiKlo4J+Vm+VKQZxVuJMUinfgPJ1Vgk+pTq7ERI4q/pFTIqdGCK9HEZXLNw18YTU4MEJpvjIXUhFiPuNd8mHrT6ryY84KC3SgSSSq0qdwn/MJid/1vc0PnBIc58TtITPuJ1LxRGdZUKVYyQlXVMraLgknBYvgBazU5KrC4FLSglDOCntOtcRsyPjTCeuVUE6v6AdnVcTnNME3v4cXskqrO+qA07QK9zQExytWGfZPyeSeR7OHDmTfTOYyVQa+4sKXpaotoke7Dxu0/K4IZyCjpCu9vxrsNFPqBmTOnFOJ6351vs99CmaMzv8MWASjUDLv8SFgna9qqTUTeauDr2Lg1mFChw09fhgIw4C3jiSB0GV8VzBeENORxRHF4kSwdZ02obaUFmJscvCaXMVFU1GDDiEnFMge16Szi3avctJh8DHq90UEa0/ElEllLXqHXmcTGoPOMypS1U3ljpdlncLxfHB0AbozrvDHsBQ1uSwpKkcTamNAeUKg5+vNNXJXoCiiZR7z7uSqFZInVFDNlEqdMBUllNe9uIiqYsakHd5UKrp+WaGyDRJYaq5cZBUbO4d7t4TuxKoW2HKzw9kx8bBFSsmqGq6w9YRJCXyhuFzv74am0OJcyoWU7/cOPvnkStAL3tQyWmbdEqp20v8/3i1l2oLqJrPtUJiYq5UjW53JZhzZbTbstluuLvZsdzs2m5ESeiW3ldriNA5rLcUoNtECUhI5F60OVHWZeUqUlDVgNyBJq+CFEyV6inN0FvXmMSFRd1uvtDm+27z9w7JziMhMlQMutUNl0IoItRJSBStE1opnZuXdJdaqY1saTYa9CaWc1+Lkjb+dedhF/TfNWkLVzmHjsn2otbkXTR65XYOWDJ8n0B9mFhFLjDPTPHGYTkR3i7hAdp7j7YnlcILTEUqT5/iuReCf1sAaHqZ792MsAr8DvnlxjZkLp9uTkvWL8HI64V1H8B3zYQLjEXEEY4hx4XB7y3S6RkrCGEPXKb6/6xx93+FDoNvc0g8bum6gCx6MRQxMy6LBzzxzfX3N7e2Bm+sbbg8H5pS1g5d1szKApEYjVq6L19hIoSai3ZaH4PvMc+T6+sCwQNcHyIl4WshTxKZE7z19N4C/gvyyJtDftYJ2gdxJz2XmmapgVRi3FQ1IbNF5XTZpwuNQ4YMGvfFW9x5JGnSXGpjEvIryvLzRNXUEDmbtrs9oR+9G1iC/QWlGXoeTnydX13w6Ut/N5C3fN//RuB+tSzSwrvv3gvx+jy3ovvCKu5SAaV7hUa1r2lZ8iz3a7KpvgHIDywRlONFVoaxNp6Fhq+5L1o7Y4RrmCaaDQl5vyieY+BqD7To8iSJFec1GKKJJT4lJIUTv5J2etHJ9PDJNETsIGzqM73HeE+iwbkFc4ugS19HQ3SaevnzFgNDnTA46iNu6QD4c65D3CVkWSkrYHBUZJEBOpLSQMUyl3EnHHw/X3F7fcPPimvl00ISt6DxE5zyncGI+DHR9T4q5ypsrokgz7EScZ1ItFFHAoMPhvTME+zo36Ke2m5tbnj19ztdPHtNvBro8IM5jsfha0n/be1EeoNFEt+sxXfed32kF5qes8z9H1DfZCMesBQETlUeI6D2/5CpkQRWmocHq9PY4os/xdUD7EXgmOp/pt/Vohdgb1Hedi9E1ikFTC3zovfR0nbh+eeTpi+eYfqSfZ8I44zY7TAiYYsmmNkpKYlpOTMt8Bxn8Pvvkk6tmL1iD3tatesrr3YjvO/GCXhzDugkV6gONsFaHYjq3zmRAwKDKVVmAO/hfZeeJDopUBUHFpwn1zrJOSd8GIN+1mUsuJIlIzlgLkiJ5mlnmmRQXpM79+ViL9lO0toHeQQJZKxunGtc6XwmJrRhj9bHeczfj8PzeaBt267A0NcBWxzmvXp7OjiYj/sfk6t3WEp3m4JswheX9Ow5txoVH514Zo4FIW/9vcjMe7LoYiDEyzwshTETTU1wiGsftYeJ0PGnLILdw6+0WWdfuz3nPCPBqOtKVAiXTIzgRDsuCc9q5Oi2x+i5wxpFSYppOxKijG713RAl470hYijF4ERYycyx4P+GdR6pviymTUySnhdPxyDSdmOeJJZe7JPhtHU2LJiW1eUWUdd0+BBQs58R8amyjHueFkmYkq5xocJYuBNwwUE4OeQfyo+0/U4HDAlzLXVLYWe2m38G/aiXwLqE6S65CxSQ3Bfa2BTUY8hHlDd6iiIxrWZOrc/hOO5fNV54nV4a1oHTkAyCVP6G1dXK+ts87VubscGfHQ1lCz9sta2Go7Qmm/vzIWsBplf12H/QoD1QShKfKQ+k7iIModcBod1Jqh/L2oMq3p6QquDeisc2n0rWC2pSyYJ3BNpEOUbhwjJESF22zvtOyftjlxDRHzJJZEhQbMF1HcKK8R5MwZkasIRvDksFJxubIqRTlgpqF+XAkzgvTaabEqMPIS8J7j62IIVXbFNKiiVBKmePtgePxxGmeSSnXcQeQS0FMwkQtzAqZcOxw3twhihS6W4gxkksiFa2sG++w4gijo4tCR3ngzlVjPymvirKCoed55nA4MJ2OzPOOLmqp3lihGPPa+m73713n11jtIPYbQrfhbXbeJWpxU4uZ2gBxQRMqEe1spXKGHKn+u31b0Ji78b1Kfe1vUZGGF7xe7IbVT50jUVqy9VMVhuZp4dXLl/TjnjFnBgMheKwpGOPrKCWhpMx8nJlO91utv5jk6iWvz8pZeH/N++v69RIlrxY4l1LR7N5ajDV1qKgmQtThl0mkSgLZu6qJQYe6iTiomFaDSrJrYiWYYhS7ahpWNeswTpOwRpAYWaaZeZmIcaGUltT9Ydu56mM7jiinAJQk6WvXygNUZeih3tUm6wbWHExLrBqzoinQnHOvGk+vVYyPrAv7j8nVu60FfeczxBoH632TqzZnY4OOThBT8dy8jg1vydVDBN+6NkWTq2XGTSeQnmwcizHcHmbi4ajKAeWG70uuPqX75Ho5QVxwS6E3BW+EJWas10GUcjjdDb3FOi38xEhhwVoIBIqBIKIS6jnhDZicMPOCtSr+K5Q7nymSkRI5HU9Mp4l5nojCa8nVedJ0Hjg33tx5EPsQllNkno5gqkprMOR4nlwZus4TxoFleXdyBWfJVYF0c+ZXgiZX3mpyRdHYqBUZarN9Ta4qVEyoqvZ+7cAf0P3qBVrdfcn3r6NzLumZWCC3fBxhig+1tyVWbyZXTdnv+9g+72sNmdAknjNr8a0dbV+IbxwLZ1yUDP1z2HQw9hA3QqjKarHCAGXW5KrNrzyxXuNPhW/V7C4ksgYjqmaZc2SZZ3JcqiLHu65A1s7vcmSZFsycmFIhGwe+1xE4eAxJ738jZKswYCcFmxZOknQMR7GcDgfSElmmSGpzBgXEOlwd8lsqDHBeFuISScvC8XhimibmFNW/1UJdNlosJyUwhUImTBPGCdYauhC0Ay1CypEsmSwF4+swXjxh8HST0Neu+8NYTazMAMarQ5AKrwKWeeZ4OHA8HtnMC31MiFXIcbGvJyRVLf1uTRljsL4ndFtNrt6ygFpydS761dabZ4X9edZEqfnyhgiztUvf1sgz1rmErTv1OzS5ehsP+bxZ0uxdBbmHsmWeePn8OcO4J0khB8tm6HAUTAnMUshSyEthPk5Mp/ut1l9MctUu+Iv6/3bjvI+1jeeG9WKbApaCM6p3JZJJOXE4TWR/y2QMnRhwHvFe5waLBnylJldSqgCmsQTv8K5QfMIkoZSZkhUrDFmrDLWKUupFkxQpy4n5eOR4e+Rwe+SY5cGgD79Ua9XBtgk1qMam6NDJZVH0gS1VwKJKb8sALkOXYTzqNe/ra7ZNunEUqK+/sEI9WufqORrUvOTTqiw+vBlWuQhYQ433t5YAvVY1ew+7Uy0yUCwsFSb2ZqB1HnA9SHejRhMxRU7zRDaWfLR1tlFGXlwjty/h+q9AXvJwwKSf1l4ABymYZeLCeTbWKb8piXIQiJi6hdogCv8LI/3mQmWMux7fOazTzr4P+n1OhZILSy7M8UBOmRIzczrd4UJuTifmmDiVdU5QC8nOr1dLrlo38sfcNz9kacmcbhZSVIU+cialTIkRF4+4stBb4epiw4vjyLw0fMTrJmjC0t5jn9fkKuQKUa6fqUGUWzKQOZPdPtu8hvrcLmv3K4quwAYVO3K/ve6cCfgpdE7vY+ezq8739POEuwWKwppgnSc7H2ItcfoNq7Jwd/Z3GwOvzbjanP1Ohw4R3tbHEuqvrIXQoTMZvSo2LhNMR3h+llg1OOA3fFrXKQscojAfFqbjiW+f3/DsxSteXV9z+N1vKKWVub/PFuAZ/PZ3zAfh15s9brPnESPbcUtvZ7y1xM5xKgsuRp6fJvo00c1HxhI1UBfLMp0UFVRQlTyjMGU/DDjvVaE5JmzKShdwDmMdAwXfefq+B5Mr71LAapcrxkySrDysMuOKUkRKyXij4xMyWlQyxtaB2laZaMZjbFbkzINU+HpcGOi3e+xmB8YRkxBfHimzRh+3hyPPnr/kxYsbhv2BYbsnhB241/fb87VyZ8ZiukC/3zDst7yrPNEgeC/R2W9tHTbf8ooVnn9i3ZebvLpHi9uhxmQ3rGusxVK/57sdq3M7h/3+VAnVuZ1ub5j/8p+TDWxPj3hUFuYihL7HOM9sjM4oTJk4Hzml498sWOBDbbgJzbjvFOJq4HY3b6WIYnZLJmeVy005K7a3QMoLQkaIdViazjgxVfQiOFchLgYnVhWBUiHPFRtglNRtakhYKEhWgmLOOtxzSaKkvwf4vL90a5XFE7p4W3XWFfBLDWRsbVcXra4sSTeIVNbqSlP6aph5OXu8BTzNabTfnc7+9qcIqXkYaz2mNlVKWMO5919xbz7rfV+hOdY2W8bKGty8+XvnCdeDOGER8rywiCUvui5TTpQ4w/EZzNcgT9/ybj5da1XFCcdQDAHRqiwFK7oFW2sJPmArab3re8btoCIPfahQPdFCEJUbVJQgnUthWnRGk5TEtDQuRlbSeC6vVR3Pu1Xn1w++ey0fcmPNORPjhHGe7CB3Vkdp5ISRjLdCcLDpAlM/IHFhWd5eoWzIiTagug0SbeMIzk1YE4hWdHgTCtdWXqAGJazKWU318r57wU9x7n5Ka8nS+XW3Z0dLXJu/bnCjVixr/vpDrPFF29+PrNX69t4azLm9nxG9bo/Q8SCD1aCy66HvIdSRUIIKYkxZO1bne1BTQPvU9paSMoebW65f3XA4HPjt06fcXr/kdLih5PeRKiqQX8BkyU+/4HZ/woQR0291npWziCsUa8liWUjKHDKGYKyW+u4w/7oRlFyL0qbgTFK2hYAVg8cirsMFS8bipJCtI1lPyZGcs6oGSqrxXaFIxhYdrSNORctSEZRDahCLKqdW1FExUEyN3mon7CGsG3Um2GZ/ge03iHHEnLi9WWXNYkxM06zduFkFPlzOiPPfSaze7ARr187hfIcP3+VcNWv77wv03m7d9vaMiTVOamum/b+dilA0rubsue1og4rb+n1XR/1j+i+JiXxzy+H6GrEOP/TgA77vsaFjMUbh8BhyrPy7e9gvJrl6KEtoNj2hFcJUq4tFICNVllEXXcla4S1ZJeikZCKFUrQNnaIOHPPGVWfh8JteIYEiuCiUOVOWSDxMiCyIRGKtbnlnyDZDGyQpQi6ispZ/TK6AFfN+ZCVtH0Gd6gQm6kJe8irb3bgIGQ1QmqNpEL9zp9Ba2OdBzxqQanDToDV/M63VaLesDf82zODHJVcfYg2a8LYXO4co3MEdPvDvrX9YoBTyadJCCKcaBU0w3aC17QaW+GWZYJhReIPPgkW79I6Cw9E5FapwYSQMPZv9lu1mgw8eHwzLoop/eZlUQbAUppzVR5bEaarAM5OYF5VaNyYSq+rfefD45jo7f7xJ9LYfPGQHq5RIjEec68iuUBYUvpgzVjLBCkMwbIeOebNRMvvy6q1/vxVfWkLgeR26cu4rzrmH7XPCmjC1ROE8mM+8zjX9cSvxl2GNW9nOXTunrWMU+K6IjVDJ9vXxVkH/EDtPrhq0ucErW8eqvdddPUbgCTB6hf+FAXxXj5qViegIkWNWSfw3RTF+PEbgp7OUIi+fPuPb5y94eXPDr3/zDeX0AtJ9J6SdmXyrJLPf/IpXV4+Z+w1+px2l4I3OUTKeQiDahLUJ6z2SNXNxxuKWRSG2IpRl0YJ3EkyCEjxOLF3wBGextkO8R2ygF0t2HdkvxGliYaHErMXrVFjmhBB1LrL10BnwBpMFrEWsopJKTbCgQdGFZITygKtyvNgzbi/YXVyCGxAMMUemb91dKS/GyDSdOE2nuwSrS5Hig6oaQuW+rsnOumYM1jhC6Alh+N73ckIpN4/q/zsq9JV1Rl6Dbjdf1/xfQjmId4kW6/DtRuGZz17nk4irogrK3b54RRIwndPZWv2I7weiteCsCh7FSIn3K4f8wSZXr1B42XILXBU8WTPr4Bj6wKbr6btA6DwlCXGZmaaF24POYJFYSEkX/+B6DUS8J3c6OFhKZjreMh1vmE5HXh5eYYgYk6EzjJue7cWG7TaoWqGHLnSErqMb1Tl/LInPT9laha8lV62iW9AElKSLtik+NXJyg/q1jVd4fRjwuVtslZRN/RuNyPyMdT7ML6dX8b62ATNCt9X/SoSl6XN9Wul9C8BalR9eD7x+vDnFtacTvHzKXWouJ5BzOu0vM8TNCC+YmCh0FDSU+f/Ze7MnOa4sze93V3ePyAUAl6qu7uke61kkmcmk//9ZZnqRaVp6GU339HR1V5FVJAggM2Nz97sdPVy/GZ4gqooEEgtZdcyCmQCRkR6+3Hu+c77zfWARPIltEFIyGK+xQZiDYpoEpRUpRsZpJsTIfjwSZCYQOTBjpJoPu1LwVuOdWYSANChLUYGi5J4d0Ioca9GT9uo1OGOwRlNSomSpGx2PxFiIgem4wxZHLh1FR5TWOKmGvsqC6y3lukfnCwYPg0xMpyMhBk6r42id1AayWjejFXTWYGgtkLD+HGvay+vACx4CiU/rKXzcWHemWpcIHlKL1x2/tSBRz3ku5F19ooTz3rDupLbQPOxWtetWqNYgJcI8ct/hiOp87L/LVd2x3ReRSnN/xSekELiKw2nk//nH/8Z4c0OcTpR0WhSi3jLKBOOviS8vEdNzfPYrLqndAQaHUhGlAqINRI+aDU4FHIItwsSBGBPzYeZ4tyeMM/NxZNgMOOswStE7hzcWbeu8hsqFkiMpzsR5ZtwfOI4jt4cdh3FmyoWdCIMSem/44svM1eWANb4qolqD0YaiFVlVrlKmQCgUpUgsKnKNo/q2i9SyED653nB5dcHF9RXKbSgoppC4/crdA5GcEiEExmlknmdiCEtRvlRmAer+MBoj555JohTKGWzvcf0f7lzBeW274Xzfr4W/WN537ft24lwgesK5y9tOT7MaaJ5Va//RTyZunxPKkTsXSWnG+h7tO8RXemCwjpRmwn7386IFPma0YbxDgTFAipWSd4/xFSijzi+qF0LJdagzx0KeCzmpWvs1CsmFYkqdP1wohdNpZDycmMYjx9MRRUKbjC0WazWSMgp331ouy8+FVDtpP81U7nFj3UFamwqvK+BtOqIJXuw49xjWtba1n8j6wY7UTXNdKW+A7cDPXSlQg6qeJEipmcGj9gweP9aSs49zXVqNrw1qr0X4H0fo/WNHQZgpZM42DwbolxTQloJLQpWySEQVEYQwB8Y4MqfAPhyZCQQSExGLxmHYUoWAjCi0bl0off+Qrmfk4OGf7+dqjK0FKqMpSmNJuJQfrTNZUiRNJ7JyFF2QpNGm0bnrQSin2faOeePRpUOPA7YkZgrE9EBQhdX3rQyx7lytwdX6K6t/0+KTSzI+YBhdzUTNcsLaeWqdq0YbLJyr563A0qLjDFreZT34U6veuuu4/vN6AFRkeZWFmt6YMatja2yMj2XT8Kcip8jh9hXpdKCkxgd5p3cEuUN2N2R3yek4MW88SQzFdPUmUBohUkqkGF+74lLXq8JC0VOL55BUOnIKlRaYREGEYgWll9ksESQtthAhcBpnTqeJ43FiP0dmEU6cGURoXb28rMd4V9cGXWXXKym6VLZzW+AAlFRVRd61CKRw1uK9Zxh6TLehiEKbGaPP2pj3ImtthCQvPoS5jq6UhcqI1t+bXVWqerNa5zDOvekgHkTjr3gqWGpiVW/6dwvP40HneU0DbPd+m5Fcixp9UhEicppIuzsmUWjfo3wPXYeyjuQ8OQXy6Q+LWa3jzxJcweJVInA3wWksXMyp1iZKJpdUKxJmmedRBdELkVQXRFX1nJLrYxVKoghoLYQkpFh9rqZFoGIaj+xPR7TOGFPY2B6fXeX8s8wzlMIcJ07zzP5Y54Y+uZvvI0RTzrrj7HlyyUNKWKsYt07VgQrA2lxE+3etMvmmwe915XTNO97zc78Oq/6BNLL0p9mlWXc74CGv/N1C81Aj8pNc+t85UtXnYn3GBirNRSEMCchCihmXAlIK8zxz4sDMzJ4jgXIPBhwFh9DRk5WhaIuotMgb16xDLaexJcuvX0MLOK3wXYd1VfJdckGYKGm8T6zf9RrnOBMOt8Tck1SibBRW1SRKG7cAToVsOkoa6LTQpS2TzsxW6G4O96pX6ztk3a16U8gf+X9/iSqIZqU2zFulvQkOtTW53QPwEFw1TNMKY/dz1O/pWNssVgN6vh2DOduCtCXUlkWyOkNXzvd9W1mbRPWnGJIj4e7bR3zHBNzAy99RRs3NX/0d19uOy8stWXcUa8E6JCVyCURrmWdTaYACBQvaYX3GeV8l11OdzyoLhSWUUv8uhyWZV0iYKTmQU+A0Bk5TYJzCvWdZBESDtgo/9HSbLf2mxw3+fpjKmGW9FEFiVRNEn/vQRp/v0beCoJXLhzYe13UM24Guv6SaNyusPfeL2sxXFiEtgjwxJrRNaJOqGuMCVBMLxZq27iqscTg/4Pzwgw7txfL1CVVhe10UW88gtrX9XiSOuq+0+7t9grUIzePs248cAaRMpBxI01wHKP0AfQ/eYftNNRk+TfBz61y14bp2Yd5lcdov7/FbYLgFSYlheFHbvVqxPT5Bmw7jMrpzdJ3B4hEbiS4RVaBEi8LibI81Hq0N2tp7IYxuGOiHjjBu6cYerSJaZ/rrnr639J2t7eYYGU8nnn/7im+/uePFDnKuqP8ZZ4rbp7oYv89om9ELzvSQDecKSHNsMFR1myav3hbPpkrTBjBfVywrnFVuWrO8iZ7s+DRpG48b+0rbmF43Ovh0wEWTzV8Lj6zlkd9tkW6rCpw//ye37D9CaOAChWOzPB2azBWWS7Xlqbnm8vIZ2juUd1hjKKUwhYnT8cAUJvbzjtRqyUYzDI6+cwyuSiIbI8yToUgdGhfxoBKZREnf7wwYwFlVKTi+VoyVNUgWkIxIpJtqyvKuap3T6cTL588pVx0lb3E6Uvoe46toh8ZiRRi8UDYGrx1d7hlNZPKCkZlxzNi53IOlT+cJ+emG7aq5stKVedbMlOEhKG1U7fUsR0v0htX3J84r2LtEW3Ma2OupU6lb4K+AvwaeavjiiWHoe7rOYTpNSZGSErFEYinMufB0XmaCM3xzqjL+f0wtrVX9L1h5pPEwsW3nZC2F3V6tAPDpKdy+rPK+t3umzz5jfyV8pv0igZ6ZVCDJTM6eXkZSEuYQMVmjcFin6DdgbYezHom1LSixdr6N1pA6CtXwWERRtCZpjRoKVmu0gUtKFTCzms1g6AfP5cUV/TDgvEMrS1G1iJ7VUkBRLNRA6gyWhmIg2/r/3mktKIXff/M1YxzRHTwpGmM9Wj2EIEpUfanqNxilMOeMThmTMsUakGoDlNSZitwKz6FkssiPOtYDVTa9pxa1GzW25VnX3HM+7jtSjb7bXuuxjJFKq33FWZb9k9pxE4vHxgHMCey+mtdZQ3IWlSPEH5Z1/GTAVUPJzaW9yWW/LQJuQ8MvgM9m8Eq4ejWj+iPKO66nEdNt0F3EOYegkWZikuqAmxKNQqOcRplqGKyMRWuFGIXFU0qVAfXSoZTG6IRxBq0VRQohBmIMnMaJ3e7E/jBXk9xylhnQ1Bu5VeZ++iSlHxfrAe9G/WsDx23zgXOKvOUsVNEqSo2+o1f/vi0868S9ga+2Of38z/WytElLXz6drk27JuvkAh7b42r9rp9kPe3RQtFj1QVbE9AloEvkAstWDwx2YOg2GO/RncNbQ5FSFQPRDM7jtKKQESUopxg2nq53WAvoekVynshFIGfUolDRihjt1c6wBrRWGFMpOXX9rHNb2jlM9vhYaTDpRyYFr0cMgeNxT6cnnEpMTqFSwPUORY+3PUopnFH0TmPEonuPSh1aEnnySJ4pqdDlM83lL/Fuoe1S+a6WkPVpLA+f/fX36zW8JW1rc/gmdvOu0SirbX/pOCeVDdgJlfrXFIZNEZQIGsEuVSDRdbbbqPr51kDoTcfpqQXDgZqENjGBTtdOhFLnr3CmHUZZBLqo4G0vD4uJn8Y+NkE5wP5IGANTzCTqXBPWktKiXy+OINUbVBfoVDX31Wi0c1gUSkExGVkGM50xGKUWFlCGIhRVKu2POm+klEd0jxipJ9EZfG9wj14o1AAAIABJREFUncN7h7a185NZTGMR3HKia6NCoZRCNZoirynyvcuZOR45OMPNzQXeXtL1gtKvvatSy5paFRWFxY91OQJZGAgtZDnuQu125VIquPoRB5uoAOsl9V5qHay1AmAreObVa00Db3/Xnqf2TH2ymgKFWg3RGWKGlJcWpUak2nj8kAv+kwFXT6iLzpYzEm96+W+7cMzArwEb4Zgg/zpxyjfMcWK4fELEELBsFYiyZAyTgqQKiUIxCwVGZ4rN1dFcA0oQkeVBNCht0dmhKKAzRQJzFFISdCzM08z+Zsd3Lw+8vJ04zPXm23BexIWa8L+gUuT+3GKkPsjNg2H9ALeH3Kz+rm2OcH7IGyBrXxtIb9EA+4FaWfn0Kn/vIxoN8NPYflu0anFbhNcguVV9HwdYNVDZgOXPMeo19mZLb3/Bl73DzRN2mukodMaw6Ty99WjrUNazGTqUgt515KGjlMg0b9G6zhlIp7CdwThNkUAsgZQmUj4SQkbQKC2IElJ+yLdvyakGzDIHYK1H2eoCrrXCo1DakdIeGyO8JirxY2OeR8o8ok8gxwEbT4TNQLfpKc+usZsLnPM453DKki10ucerQm8VOkWsEqxKpH2diX0fTmcNNHwa5Y33H8rUPNc06tySiWl5KHjSqvBrFcHX1/XmS/UYSVvbPwbOSSGcWQ0vgFOB401m4ESnYNgsipeLz5VYKLbeK6WO7d17W71pbzFUQPWUysJ4BvQKOgWbDuxCPVRNiVBVQJVLzf/y8poD7HM9vhtqnnTzht/34WOqrtvfvGT65S/ZjTMBS3KO3GtUnMlqIiiPyxorBqMcohOWglUKOo+yFtcbJCRIGR0qpVcjZJXJMZBzoJQRTcEZwQ+KXhwbrrCdRlkNztViuVFIZxFriFpTVCLlOrtlrV7WKkErUz22lKEap2tSeZy9KJ6O3KbELhaU2XB9fc1221XD5CWUVrX4pA1K6ZpfrmdaZQH3qwFPod0fQpgjIRfiD6C0tWjg6p+pnau/Ar6g5uFNNbPJq7ff13LyNou1nolv+dWe+hx9sgWqhggp9YF6i/ikwZWlXrQnwC84q7m1asxAXeT2PBQu+DEh1MVOC/QReJGIaaS//D0hQhGD6x3ODXjnobdk68jGUbIBZdG2x7oepS1Km+oGLoWcLNYrmDW9yyipuF1kRnIgx0A4TRwPB168+I7vbiI3+3pM3fL5t4AxdcGO8VzBv+PnXGP/fqy9ZZoyTVONa7McrXK5VqnZ8vBBb9XzJmHQ3rd9jcvvaP5Yf4kPF41O0KrDg37tHi/f7368+29sd8LP/WnKpJKJqaCdRxdQWRPiRI5CKDNz2NWOUe+Riw3G1Dk8bcAqy8YPWKfRTmM2Du0EZYSQDSYrQhLc7BBVQBXmpGolfVVFnzgXQRwgulJ3itFoY9F2SZOMwVrHVhnMHNDTiBlngmSmt4AerS/5MsJxN7ObXvF00FxeDiAzGyX0esvlpupql2KYKZwsTF6jU0BLgpKYjoGYzz54jxkNRDwWuGoA4Zqz8MOJszH6x77ri6r0qmJqElgEsl6AAg/pbq+/4urVkrd2n73zcVHPT0uQ1kqG67k7ln/npRoFOwVOL50ltQAsVTtMU4RX8ubiaGPlPKPmO5carvvKSOo7uFhk3o3XKGdRVT+cWKonZhbIqSoZT3OkP8I4glvyCU0tGH7s640kmL9jOtyhDieiGET3WO/QFwVlpc4PmRmVAjamKomdEyYHfAYjBSUJFSMqZWSKlFS99opktBasFrA9RglWK6wq914Ptje1kGMdoqX6VhmDMtXXKhAxuVTTYWPICEmEqDIBQ9SWiGESzSHXc/8opyZGyt0N3/7brzldX/KLX31OiufEPguELEwpMcXEFCJdrPNW2kSkLrtobAXhiwlyzlV6XiSTU/rBPk3rCNQ8e02ib35vUHGqgvtabetmtUJoU/OceVgcfTchkE87PmlwtaGi5S+AL5c/d5xFCdb+GHH1/Y+Nkbp4vizgT4Im8eS7HcZucH7g4sklCoPWHuMsymiUN5TiKrhy1ZjtHlyJIKWgsiA6gyl0uno1SBZSCqQsVfTieGK/O/Dq1Z7bU+YQ68ZhVF2ojQHva1eyUCtSh/Ln2b1qNL62mbYHtlUZ2wa4rmK2Gb3CWS65JS6vD6KH1Xt+Wn2cn3+07lRzencKerNUfZcXintZ73eP1jv5cwFXUs0zJSJGo6xDeVW9niSTSzX8NTqjc6nrl1JorbDGoA2gNa4zGGcwg1sMTTISI6IMRaohsdGKbNR9Z3hNTWoFwQLLJdB1PdXtVSuzCChTgKpkKdSZHJ0SqYR7Q+Mf/umXqmqBXAoxzpCgSOZia8gXF9BZnN6gTS3RmN6BeDRC7DtC6AhhpneRCcHnxwcoavX1Xd63rYk9cKngMwsbo+seUgopVt+l99F9+zFxNmY9vzLL9/KwmFL+wKuBsNYZfQxg2vr5jc70+h4jq1f7/VlWlEV1BliL5gIhwyhvBuRt5ncDbCxsDAw99INiGBSbQWGcxniDdq4mBkbj8gKugJKqepydFSziWXEWTqne93e8fY70eFEg7ynzkTjOpCygDNp1ODKKgCoj5G1t0+mISgpVEioZbJEKrkgYa9EpUdCkFMlRUVKq4NYqdFZYBc4onKnWEhhdwZUxiK7AqShIiwpgUUIu1K67LD+z5HOFqmTaTISTVHPoR+syS0FC4Hh3g+TIdmtJ6Zyh1H1QiLkQUzNpz/fiFiIaJQatClHX2auioOTFu7WcX29x1e4B1sjZuiZRZ85Qi5aG1C5q26fXyr7rZwbOO/BjF7ENC45eBr5KO6ZH/j1/Kj5ZcKWBv6MCq18tX5uTfVtIb6ng6zvgn+BeBebHxo7aqRiB0wx3QSj/7Y7TAcI0MQwdm4tIvy10m02Vrda6zldZRddpTGfRxtWNWeqDmYLBdYoSNbkTUtTkIBz3e9IcOexGvv39t7z87sBv/mXPV1Ot8jqWzdDB9sni+G5ATTDewnSAb/jz6qz0nPm9zdukdbDaeGEDUG3AeT2PBWcFm7XCV9uQWwL4ino//CU+XCjqQu1Z5hpU9XnzXfWQSbnOETRQ/e6/rU0xwrk08/MP4UDmFUF9hu97XG+wUWNywSXoNwbrLV3fcbkdcNZgHFijq+SwydhOo62mmEJWpcpNlwrGiioYSSTyIpec69A1NYnP98exbLwGrLM473HOop2roM9YRBQIWFuwvsf6DV03E+aZ/nTgZj4SJL/Vhtk6H6cZDiXQyXc86XsGI6hnF3TGoLXG9Raje5wzkOqEn0KR5xPlIOTDww7GY0TrpbZ97m0Tt466N/6C2gH54jPYXg4UhLvjie1zuJkqLf5jUhCTWjyhVP3+LB5wBk5vmmlZz7qswdVjTYy2ZLIxSJrfz8CZQdOUay1gFVwMC8vMgN/UeausIEeYI+zKHxamaoIBVxaut3A5wOUFDINlM3j6zmOcRzuPWIOo2rlSIpiFdigoigguRmx/oB9Hih4Jt5CPlRrYVHQ/XiTgOZxukJsd82mmiMb1Gza9WTZ5IecZnSZwkTQDOaKcIYfaPdYUnPZY61Bao5Mhp4R3ijotVXCSsbrmTpZU57aMQWy937LAHDMJwRhVFQZFMFlXzy2lUSoRUkZiJqmEURmjFaKFVITj+PjPz3w4kKaJEmam45mTVZYOWkiJOcZK85sjRjuMTnX+zAgqS2VVaYNYCykRUqqm7iJvvV4Vao684+FMItTnYqtr19YsCZaSc7e8PcuFuod3y5/d6v8/Vlwp2Hi4+LzmDjHCt7cQl874h4pPDlz11MXrGvh31Db559RWeVvo2uZoVz8TqMojL3i7xSNTAdZ3VICjR5i/OTGOGdH/wtWTJ1w9+YzPvvgl3vc436M7h0VwWrBW0FYwZln0CyCCllpZShpECVkypzFxsz/w3XfP+fVXd7y8m/ldqJQBoS6yrofNBq6vz50rsXB5rHzsx5Io/ilEqwa2imGj8DUDz8bFL9S1WVY/s57DWlfO4+o9Ggf4lk9VZennG+v+ESzzlEulKU4LqJJ6XVry9G7RVhHDOS37c4mEqEC2HtVv6LoOHx1eoBdF31flPts5tpsOZw3WVyVApauHjHYKjDDnGUkzJRdCgVCEkAunUDhOkcN44tUxcUrlno7boj1fW4EsioymOW8pZbDaVb8W6gyr1hllHNZ0eB8x1iF7yxxnxjQRKfy4PtY5pgzfHOAX+wOXg0WFiOl89ZexBlsKtgi+6xkuqoFoThPoE0VGxlPtRvww55M/HWuY/y4JxwVV0e6vv3RcXnqePtvitxtiFpQ/ktIefQjsdsKOx6c3/tBoQErWgEoeJmNv6lKtC2Kv040eM1pqe7F8bTO+96ppbpkZU6B9VT1EVWXAXCAoeHWCXXxIq3p9/1Ys77PMVRmv8H1PvxkWee4OYx3adYjRS8dPLTNoS5tMVXAQcsB4i+16QoSQAillnsxnOujHiwLcwbiD/YE5BGJK5CSYfoMuBdVF9mZDSULImeMY0HHCxYnLUvCS0XnkynmUNjgUmgqIbFfTeaXA64LRgtGCLnE5RZqk87kDlMui6ghFFpEKETBVPMKiyaWqC6INYiwlG0oQUpDvrW2PdpZy5nQ4PqDwlVJIuXasQkjMITDHiLERY2ydbSmgS/VmVbpUsZV5Yp4npjAxzTNzeLdiYtM8OFFzZiMwpDoLWBTQgVqq1ro8HOFYy7evLTneNTxV9OXKw+VVT9c7/EVHSJmQEpf5yGEUpvnDZcyfHLhq/PAvqd2qprG/5ayc0xbYtedE8zY68PYVv9b2jECXQO8iaor02+ecjjMhJDq/YbMpVbnGeDAGVTKKXIcddf3NRRW0yogqKCWUkkkpEWJgdxx5eXfk9y/v+O3LkZtT4XmuN+s9n9VDtwAs5xVGVT2YjYOtgk7+PGrur4OkdRWkba6titKqmHDewNY/u1aZaxTANsN15Ow2/ufUEfwU4vXrKtT/qHSutL7tTOXDaO4c7Sn7+CSZDxv1zk9aQ+cx2x6fDT2KQWkGLxirMc7SbXxVCvQWbRblKpXRFkQVYsgoCYtZaqmmniUzx8RpjuzHmcNcmOX78DWx0EGEpVq8lD+Uroqqpg6Li1rUuXStwloNyUZQkELGoKvfYAk0zawffUYK3AU4nkamk0diRJWCVrLMutbjsd7T5VKTsumSlIQYI6eQ0VmI5XHUKx8jUTPARsEzC58/cVxcDVxeX6OHnpAKU4LNxUSUxOU+/0Gq2oeI1qmCh4Bqrd25BlbrLtWaxv2+FPHWdMO14qwHvAJnFwU/XZPLdrwpnTvtpwBjOavXthWoUUrV+rW8j7YK4z3W97hui++r2IxxXZ1RVFUaXC+gShuzKMgJujhAo7RlcxoZT4VpylyEWgj4uCHABPMBOeyZxpEQIikJKIsyHdoNZN2RiOQ8EqcE84yZRooqdJJxecQPCm0FXaoCnqDQ2iwgSmGtYHRBqTqioZDlHNXnOBWp4xlFSAvlTlAUpdCiUKIpSO0S1tY9aI0oTVl+7n35qokIMTyEwUWEXISUq6dXjLUjZWPC2jropDRo0SgloKuKZYmREAIx1u5Vfsf2TXseHxQ3CvhSu1XWVAq3qPMz/Lo4zWOHp3bOnnWK4dLjNj3Kb1GpiiENw8QcM/P8dvvE28QnBa4U8BlnKuCvqF2aC5Y5DOpJbAvtiVo9uuK8KRmqLv/bDra2hbqpMY4jzP91x+efnTjevaS3HfPVE8I0s7mM+K6nhEInBdd1mH5b8wQpEE/kaSKME7tXr9gf77g73PJf//Gf+OrrO379rzu+lprYH5fPeLV8pm0HF1u4vDQ46+oi6mae7grjCf72cO7U/ZyjCRysVaDaBjtzVqdpM3jNH6QB8XbPNPpg2yxPnIUrXlCBVeOk/yU+XLRO5MhDmfzXE6x3jyYP03EetW13w59LnBAKJzUS3CVl6PBqQ6dh0ELXFaxWOKPph0rV851Da1U3a5UQlSmS6LQGMUjWWImENJPmiel05HCceHlIHHkzWLifnSyVzgQKbTTGaKw1OGcRpSvAKixUHYcANlXqtULRzz1+tOwPO6Y0c3yLp7ftIy9fTmywjH+zp++qqbCy1RfHFk3n/b0CLFcZZzv6bkvvX3A8BO7uMl/x8YszCvgl8MttpQI+ffaEbrPFDxuK9ShJ4Cx+0zNk2HYHfKgV5o9BD0waYr2ViHoRf1APHfea0NAaTB2XrxPv35B3ptLw2307UNklBuhMPXYUpAglQkmV6hgyzOlcTOg5M3A85y5SKwCy/I4FXYHt0a7DLDPdxnm09xUAUGdqMAplNMZ1oGpBwipBmxHrR1KsybTSgf1eOH50cLXE/ltS6vj6N/87Ty62PLu+oneOzlhcd4n4a+a5sAt7TvtAOpzIuzvuzMSGzJZC7AMXznHhWETEBHEWozRGKYxkspZlECiBqibAsWRSEeZUiDmTEaxyiKlKJMoolPGgLVpFVFaQFTlXIQ20Jhohafmg5bl63WEOkTEExnnCnyaq6RYLOLUok7GL8moxFuLMPCdCUBg74LrNn/pVfzRantVycsXSyVpEaLSquiVSzs2OTH1WWzF7bavzGPHUwFWvuXjaYYcB5TqKM2gRbBE63zG4meIKxw+05X9y4OrJ8moSjy05XpuSwRk9r3+u8d8DNVHeUS/mj735W8J+Wt6jE5BjRn0TuLr+HePpyPRkJqVIN2wIqZB0weeIVmBNJauFGDgcDhx3e77++nd8/fJbvn7xnP/7X294tZu5lfPN16732nPJqGqy6ZzCKI3CMPSwHQrPjtXL4ucea0pgq5asq5ht/mqinrsGxNqm1QBWG5xcy3k376zGg29VRfgLyPrQsa5Sw/eHX9892ru1/sLI4/QaflohUtgfj1xdRKLSDBcbLjrLtrNYndBKKtW5szhrcJ2lObrkUhBJ9/SUkCNzmtmfRu4OO26Pd3x7GDmExMQfT9aFJWkuhZgSKSaUMiil6pyAWghPC7hSAkpqZd5ocNZCyaTs6bq+zuzERhH88fEigDtGbl+8oO8dxoJWHlWq5LFzhlwcpQhd39cSsamcMN/PGDcRdnv2qXDzkYBKk0T+AnhqDZvOYZ1FG1X9bkQQBUZrtDYYY+gsbBKE8nEM02UxZM16mblaZrDWhbBWPFtTAEfOa/j7Ptdt1bhdjqdRAotAmVfKgLKMA5SzQmBWSwK64KUQqg6McM5X2n5kBY4B+lnwTkhRyFkhoili0RhE7GvrolrEtgzK2jqHheBcpqSM8w7fd/R9R+cmTNtAP3q8gqSIv/kXbq8GvrnccOE9xeuqy288ynZo0xGKZc6KEDJKJo45cIiRtJkZvWG2esmXFMU4rNYYrSmu3NM0kbx0wRVpuTYhKTKmFsOtX2TOFdoUtLUo49CikKwwCWzMGKWrYFkqlPy2ZOS3i1wgJmGKiTlE5hCJKWNzIqaEshpVCkYXhKr0WnKdF8upqiXqrsdtL/DX18TjkRJ/ONKwnO2QBmpe3hhBR6ollJUmCw/I+flsLKu1IvNj0FNbF3mzqab2rrsA2yPGoUxXhyDRGD9gOkGnUhUmP8CF+6TAFdSK0AX1Iq55mmuO5tp5up2jC6o/RPMqaoawb6Mi2G6YViHzgJoEExNPnr8ghJlYKq+3D4FYQKwiS8IajbcepRTTNLE77Lm9ecVvvv6G//HN1/zzt9/wD8/rLMmb1rj5wXGoxWRTYbVCi8b7wtDV89T9iM/0U402kwNv5t038NUGwDNn4Ys1pVAvP5t4uKG1/kWje6zBe4tPNv1WdiH5swwtqVo2Wqp4NI+M+5VEvUGGTHgfUObHxof57es74GMRoT5uiAjj6chpnplEcBtPv+nZbDuUZLRktCSct1ijcF5XRcECOSkkCUWqWlWIgTlOHE4jt4cDL3Y7XoyBUORPUrQauAop42IihkhzRi3WgRaUqhXZ+80ajZKymLQqxBqcc3jnkVJIKdybf/7YuE3gxsTtixuePLuiHxxu6c4pDFYbrDFkWwU4UAZlPVpbrJ9R9kiKATsFTqEQFtPjD/lENYGFpxoujaZ3Dm1qdllKvW4iglGVPmW0xtvqpTRQk/3X96TvLRePHKKpMuy5drHSG8BV4Pvgav16l+NbK5n90ePkXAi9poIroR7gWnN0PUMqywbkVPWosn0FsTrVRPmOc6ezFQNPCTYLwMpJKEVRpM4kChalLLKovYkCjUKpCpa1sWCqL1OyEWstxjmc9/jO4+yMbQNtHz0OkDP59//G7rOnPP/sKb989gy9cRivEe1QxqOMJ2EJxTAVQULExZnTOKJLIHmDaI3VGqerN54x9XltM3CiFVotyn/aUIwmo4ii6nOsNXrx2VNGYU1Ge4c2DhZgZZRgTUappZueBSkfjmIGkEudEwspEWJ9pZwqRdCmeg8ohRJT58aKIKqQUybnXAsrvsMOW7qrS0qMPwpcGWqeveWs3N3yqok6K63zw2eg7QMNXLVXA1nvGs3gu+sMfnBYO5Ba11E7lK2mz9p1GB8xMaJOf4bgSlE3h0u+byAK35dxXCuWbKjiF019pKn5vKRuGm1h/GPntE1ktA5Zk/Hes8g5Jsj/MnJ1Ffl8f+Q4JzabC4bdgatppttsuN3v8daDwM3tHf/626/4ze++4f/4v/47v4uJ56VWTd4ULeG/paoLpWWBzWrJoUvlDWtVOfXuk836Hy9a1fB1gNyufxuObN2qVilp4ErxEJCv6WZrbyvhbNycOS8c90ngG47ho8f1/wL9l9B58BacRV09QQ53cLiDw67eSCHWA7cWXAchLbI5GsIRpJUR2nb/c4y2Bax73j+daOvgO29IkuD037m9SRRT+E+/ukR6hxkKnTgMunauXC3odAbCHEk5omIgTxMxTKT9gdN+x91+x8vvbni+2/H8cGD6gblbYVH7HEfKPMNSZXfOofLl2ViYZWBfFKLM8uAWpCSUZIyG3hkMHqs3mHlkTPFHS4wHYD9lfv3rA9fXd3S2ytXnIjVRUYAUFAprHdp2OAxdn9mkzOXTzPWTz9nvD1x98x3f7PYcU+LAhxMearSzywvwvZBVIYZEkpoQllJnNrLUnVQZqcJJU6WzJc6Kuz3n9fNdzJv/VCQ3EB1kFUmlKrfFVCl1MZ8BVFvb2+vIucD2NqE4f0ZNzQ9+yGcMwO+oz+GOCrQ8NVdoOUdHNRQ2HZi+1sBEVRCJB7cMh9/l+j7NnytR8xU7FywwJUXKqgJ8N9QZrN5DLhRZela2GssaU8Udqp4lKGVrgmk6jOuwXYff7PEFfPrYohZLlADP/4EX/5S5myPXw8CXXzylfP4EI5poHNINqM01KmX0dEKIJFHkMrMLoZonC3SS8QjR9Xij6YyG3lZDXaUwTi0za/1C/dN0fY9ohbIGt9mgrUGbajCsvUMZTYoTNkYkelIsMOsqeS9VROd9Fx/WEXLmFDNjLky5zbfOlS5YFiEUW7AWUsyAIilNmo7EeWQaI8Z6NheXfPHZL3l+HInH4w/+/Z4qLvc5Z3AFZx5IA03rWM+kNePgHed8/NGiqsAsQiQGZSzGGjy1KVH8htwVJAnzEIlBSO+ZHvhJgSs4U7savWtdEWppUfv7tjA2INTkHdczWJa6OWx46BzdEuU1yl5TENej7+13KKrLegiZaQwcd7ekODPNJ2KOuGHA7Qa0NpQsfPv8Ff/fV9/yL9/e8NWc2Mmfrug2R+xxhnmEOBWMRLRR6JIpSSBXhZa15tnPNdZdqjctYonzNWxgqYHu1tFqQKy933owulVH14OXzW+ptb0bHXEtovGmheRDx7O/+WuGX/w97vpiqfRZ+ustZb8j7/YcdrekeaZMgWonYtHWk0Kg5EIqEPY7ZJ5g2sPYQWq6iT/HWBMPfzrR7t/H2cTrQHk4fcfhlearb75gGi8Zr7ZcWIdTglcJYyqjotMwjydyisQQGE8Hpmlkd3fLq7tX3B7u+Hp3y26eGN+iKB6gUlnmCZsizhi0FLzv8N5XFSxq50qUoRRISeqMV6l0mBRmckqUFO+r+m8Ts8DvE/zd8cjlzuAuLuqQuFK1Y3bfNdMUZchYtO0wBWwvaD9ghksintTfMIwTbjxyCoFQynvXpXzQ5ReIWQgpo0mLElqV6s4pVR8zEYxW9FYotip0Oqlr4qajipsYwyln5ihMQd6KZv9Hw3VVGQKDpIBQ6WzNRDjmh9XutQ/h217pDbVT95TzPO6B87reqOJ/qMzUOk0TZ3VaWArCBryrQlS2B9srxBjQimIUgYLW1ex3M8G42rwLNfH0BXQULndHjHU432OGuIhngSr1WqLNohKoKY1fqVT1NsIgyqGMw9gO43qsV3gr9DxMej9eFJAb5Pb3JHPFd8//HuOgHyzbziNKY6yn216iJGPTjJhc1RJDIumJQGLKCSmJXOoa4DTMWpFT7TYbY/A4rBJwDmss2lq07xCnUdZgur5SaK3GWIvyi5+prt0tQVefU+0wxtZ5VGvoyO/cPf2hUemhFUjVIkmp4hbLS3SVoK/ehbWrlgRyiMSQiCmjtKHrBj7//Av2Ny85HA51//8T0Wbft0Cvwetaz1XL3Oycvi9M1eas2vevOI9iPNYu3H7H7hQpaHCpqssqg3GlNiQEjLVY1+E7wXeJkgPpR3Tt3iY+OXDVvG5a52p9wV5PMNYqca1yBLWa1DpaHRVcbTkvmu2r8DARbwN6646Z5Szx7dRCR8xCmiPj4Y4YTuiTZ5pHbOdRvkdEE2LmN199x//7+x3/fHP6waa/mQXhT3AyMI8FQ0G3G3kZmF3PE/2cwVUDNn8IXL1uAtw2xNaB7DkDq9amzq99bRtNA9gNlG05A+22QIzUjfjE4xlWvm18+Xe/4vP//D+z+eUTSq710+trS94difsjv795xTxNhHkmZl1FA6yrf5czUyyUF7fEwwiv7iA5SJ7awfr4W+9aF6kWAAAgAElEQVTjxePCkw8dP5S69MMjksYXnOYT//bVX7HfP+F4fcnT3tMZRacErQtGCZ0uhAauUuJ42DGejtze3PLy7gU3hzt+J9Nbd3VbYUOHcL8OS450XUff9XjnUKhF6UtT2txBCuSSiDkTQ6QsRpq1ovy2ZwW+KXBzPPJkJ2yfPqumrVZj0FUmWiq4ysqAqtLYRWkcGrfRuG0guw3Sb9gc9tiXz1EiMAcy75dGtL7LcxFikppQiUKKWow9hZISUqrTp9WKzi2oOMCw0NUvB4XrLbb3jHPgcCrcpioE8JiTisr2KGcQiUhWiKrXMudlbc6Prwx4QRXO+hWVEuk4+1wegZdy7oy1z/k6Y6YV2trMb8sZnINuqJ0r12vcxiDaVkBgNImE0ZmSIpsoHN4ArnSBEoXh7og2Dut6/HaLGIvyBSNVsU7EoJcScxGN5AVcaaGIQVTVdVe2w7oe2ym8rXnOD+3Uvd8QYAf73yOT5/m3v8f2hotth3v2FIvGWs9wcYkzil6EWSeSMeQoSNoR88RM9dnLORBCwC1+SzlpnLV0zqPMAEah6dC2x/gq2y5dnVWzfsB2tdthnUU5VymWqmaCIgpjPMZUcOU7T2cDPeGRLEJ+yNlq83e1eJJLNQdu4ApdKJIrlbTUSdlUhDxHYoyklFHa0vUDX37xS54//5ZXd3ekMPOneHItv94A3lRg1fVArvmoTedcbO0heuRciHjO4yt6Fha21ykSC5g+0GmPRWO8RZbPpU0FVy5rfJeJAd63mNUnBa4UZ6O+Zhi8pn01QNG6SHAWIiicVUw0NTG+olIMmzBFu9Cvj7K391z/3tbqt9RvnAc/1MXTd4rNhUZrQSQQx4ljCogyRAzTlNiPiX/4euR3WX6UKW2g3oRfhcrLtr+FqwsYumpUePeqMr5GOX/2n27a+KejgZofEg2EjZyv35aH8p9rKfZ1haWB7Dao2RSdes76co3KtOFMTWkt7o9x/v/dv/9b/sP/9r/y5MkTxuOJGCOb7QXh8sR8OjFcXBFiIi68bK011nhOp4kQM+OceNHtOBxGXnUv65DAnYXDK85Py88hPu482btGo6c+7ieIlLLnN7/+P/nKXGLMU549uaY3il7l2q1X0FkghWXuKjOOR6b5xG58xbEkJinvlFg0NkJ7hgTYTTPdFOjVgV6p8/Or1MIK1ExUCllY2ABlmXF6FwpeI46+vAtcoNhe7uk3Bdf1dP1QPWQyFNehlFpUFC3GeKyuSm7KC8/sU9zwjNN4YnP5JcPL7zju77h7+ZyZREDu15/WLX+M69vWvtMBpGTETJiuQ7sqVc0yc1W7kJEUE0jd27SBYQuiNMoYnjx7Rj9s8P1ANooQAuNx5H/86ze8GhPPHykvKf6S0nswCaV6lA0gJ0oZKSpSQvW5WzMG3vVXPwF+peBvL6Hrqo9knJcCm4ZpginAbqo0vaZq1q7VwFl39IJaye8sXFzCpl9eFz2u87iur8pzxqCcpdtkxpAZLkZO+Q51iHwXHqpM3gEHgdsjfBt2fHc7ctKGJ3Phs2QZNn21RNAKW3QFz1LtEoRq3j3HTIqFWAxJLFl53PaK4XjigpmXfEo9/G+QdMvtf/kCbm6I8wz/8d9zuem5Gnqe6i9R108xn39OvHlGOu6YnnyDnG5gPmD2NzDekGaNCQmdC2YxNRcBUQpdeoyAV4rBd7hhi796gvJdTer6DdrVAqR2Bm2X+TXrwDrEGMxxwoYeP/RcbK+5PgqfqdN9Lva+o5RELpGUMzklckrEGNCLdHxMpVpHKHMvXlNQ5BDIOVEA13k2V5d8+fd/x38ogc12wz/+l38ghwkpb4Y+miqS84yl8eGXV18L/lKqYMtmofOO4dyhasWQ990pvcuwP0VefPWSz55Fhs3ANoL1Bm2rIXRWjmwU4hzi+tqmj+N7O7JPClzBwypQqxLp1/7c/q7NYrWOQ/t+LXQgnKl+A2dw1SqtwmvgSlVHb+8qOre1QIntwA8a4zS2s/SDIxVVPQNirhVYEVJMnMaZ3SnxPJa34qu3ClaX4ekiKRRdpegcTzCms9T8TzdlfD/RrunrVL9236wB1evJWANZrRPaNp/XJcLbrNc6KTrxPhLgPx79sGGzvWDT95ATViu2w4DTYLUiJog5k3JmmkPl6CtLFgMmkYjYPqIj4DdL9WDDmUT7cwFXP81Yr3PvZ96vkNORnDJRB+7uJo5a41RBo9BKYbVGS0ZRKXHzfCLEqtgVkUdLKtafLywdlixyT/Ndd+8Kmkh5QPF9zGdvP8ErlXj24pZ0Fek3wzK4bam2oiwmx3pRGDOwmBxjFUUVolIo15FEEXNBa0eJARcnQgrM8dzJauyIVvhp3//YaJS20zJQqoPgY6p9v6JQpYKrlCI5xZpwlTo3YjQYUylS2jmGvqMfevphQJwhpY7BO3a7A+xG9q/mRzHtFd0hpqdIQpymiCM7IdlCSopkIinLPcB6jK6ZATqtuH42MGwcXW9Jc90JFEKahWnOXBwDfkqMWTglkLxIqmsYdGUzDqtcYdhC3xn6zmC7lXy67dDOoryjOEH7QsZyeRE4ZMUmhHsmBZznjE8CL1MhjxH97Q2fjZF5jDx9doXrOnTX45c5IaxBqQxKkaVUsYOUmGMmCmRlUF2PdZHOzJj8Kc0QZ5AJ2f2W8Wbg5tUzQvgr1Kaj7xzOGwwFIx2zJKLV6DSSdaZYjUqRInPtfmqLSDqr4Ogmra7R1mCsxXiH7Tyu71FdD84hfkC7hQZoFMpVWqAtiSKFXHK9pt7jvKcbOobese0VZn4LPvTbnKUCIQlzKMwhM4dMN0eU6GocbAWjDUWXe1pgUYoUEzlnUinEVEhZEO2wfqAbLtlcXjOPljiPlPiQDNvU+BqjB7PoaNWRPvSy8HaVWIBKEGMdW2mMn5Zzv89TJCy+ibmwP03MqTDOBe8M1hmM7wgJ5lgIMVOy1EHI9xifHLhauzerN7zgnHQ0KlfhPFtjVn9u81ID525Da+W35BrOHbGeWoHyDvx1pYO7DrQH6zWut1Uhyne4fsMYqmqWDgkJhRKrWfA4Z3ZT4jlvv3jdUn/46QnKqQpYbCzsM+xLTeb/Aq7+cLSk68fAg/UsloUHG167J4XzTFYDWE1o4ENfD+8HhmGLdbYKAQCboccZcKYKAFTKgLA7zkiRSmvKirj4d4jvoCvLzb4GV/sP+En+Em+Kdbce3tfmtEx5lgPH44mHMjAGtMOKYBR4o4l5IpcKrB4z1u/WqB5/WFrl/WYytyOYkHmqXxDmE5urAYtGdxuUUxi1KAEqhTXVT0aMxbgOrQziYLAO0w1kYymisX4DWuj2d4TjkTndVQoPBc+ZSrO2hvixEagdwD31DcwMbg7oUihW0EYjUsgpkkIgpzrDq6i2H94aTOcx3tN3FWANmwHVWSQXcj8whxFlDLevHqf7UXRPMRsKhZwdWQIxQrQQrCW5PVEKIcv9rNW73nkacEbz5JdPuby6YLPZVMNWqTMrZc7M88TFYUf34sg8ZuZTTd400Nva7LAWfAfWg3XQDbqKsviaIxjnMc5hfYf2DjN4dDHYWBDdcfUkcCqKy7twf93XEYAXBV6WwvG33/HFZsfu+pa/Cb9g2Gzx20u23mCsQQ0dhkYLhJgqFWwKsc7oGIPqB1w/0S2iGlnej/Hy20WB46+Zbjvid1+Qwv+EUbDtO3pXDcSNKhxLIliFiRPRFLLTSIpkmcgSKPq4zKEllJWqAGgNqnP1GnRdBUl9hxt61DCA9WTbY6xGGUWmVHEoa3BaECUUqo+p67sqbb/p2Ww9lxcaE/MHAVcxwxSFcc6cpsRwivguVk8pnzFeMNritKnFJlXXqBgjOWdiLkxTZJwSc4ai6xp1/dnnHO4cJ2WYU3hAETSsxG00iKX6utmaFxtZlFx17V6pANNYQZfiDKw+lM2DAPvjVOdq2NFpjTOW/vqSXDS5KCYSOS6Sne8xPjlw1QBUU857HQA1QNWogeuKpXrt/7X3avSutmmtFzGhuqxbB/01dJuaY9oNmM5gOofpNlVtp+/xfrOo7/SEXDmtIcNpqlWiwxRw37ygvNyjdse33ghOy2c+siggCkis52QNEPUffou/xFtEUxFsLe3X5e5bB6sJaLR7a8NZ9elDRe80F53jqrugK0JykYvOM1MwIoRQ0FrQpuCOiUwmKyEWIcTMNAXmOPP/t/duMZZka17f71uXiNiXzKysqq7T5/Tpw2GYkawRMgNCaJB5gLFsjW1keEAWlpGRhcSLH7BkC2G/WCDxwAs32bJkYWRsGTDCxkZ+8ghGsmXJwABjDwbGDD2n53Sf7q5rXvYlLmutj4cVkXtnnuru6uqsqsw66ydt5d6xc++MjFixYn1r/b//1w/9aM/VQ5hSUEvY/qbZN2SB13FG9ks6jqLoJOg4tWCMxWmNIMQ0kN541uGr4TG5IGb1DO62Ww6f9YROWcwPmc0Ocfc9eJ/tnSHnZYyrV5qzs7LCQSxVVJplBHGE0GNtha/nOO9JoUdjoDaCpkCIPVXf02vudyb5+ose4Sn4mJNzc4kgfsDVAVMNoy37KAvslBgg9mAuZB7Z1ttah69qqrqmnjVZ2mYkN8QKZos53kT+2ffPOWnjV5K9X0KEaB3BeiKRZNMYCDREE0gG1AZUWpRwba6LLbAyluredzi4e8TRwZwUujEnTZAh0Q8dm+05B3ef0G03bFenxH6AFPGacIZse20d1mY5masbjPdY53Og7T3GV5hq2l5hqxleBTOL3MMRZye8e7pmtY1swvNz8hR4BDzd9nzQDyyerVlawzes4d13j1geLjh+5x2ausE5h1hliEoIib4dxlpPjsovaJoty4XlXhc5U3h2DcfzelDgFNaP0E8+xoXAvPLcPz7kaLnAGYOkyLaZMWzX9EeHdOd3GTZnhMMj2qcN/cmMLgqmX2HCGmOy/bqSTSly/lqN9bmQ7mx5B2ka8BVaz3KQKkIfh7yUawTrRhdGY6gPOoYUmfUd88U584OOxeGS6myFDfFapYHTOHZ/MiHFnjRs0bBEQyDGnq5fIVQY9TlX0TnUuTxxookYI127ZRgGtl3H2ckp282W8/NzurNT6HsWdYUs5niUTXcOISAp0XO5vqyZdsrnlSs35rbJuINRx3tWBSZfKpcmqN8EfUoMaWD77GSMHQTfNDgryMLTJ8nHrY+g1zvVcOOCK9gFTFcf+zKuKciaeJ5cEHbugtOK2LQqYfYKIVV1lv01R1AvhKoxmLnFNnkWzzYHuKrGNQ11vcwV0+sZ/WgDGpPg+0gfEnU3MKREh3D8wZqVvpy59b4z3dTIPTtpxDT8LcHV9bPvDvg8yZHZ+zkNgKdz83lclbTuc9F57r1+kUGEEYM1LifZGo+aqUXsVYXThKqQUsoFWzXRdj3bbcdqs6VdbRjON3B6Bpsz6FfshLNf9N/c9ODreeXGbw9m7/F6/+puikrEY6zDG4cTg3MWY3KNzzTU2blKc9neL2oNz5N1w051MMl4bwqTcc2jCKlThhRxT7bE3pKiMD88xJqIGW80iiBTJVkxICbbARvFuCpPxlURW81wQyBFJVYdaiwaBypn0BgwwRKiIinC6C443fdeBGU3ediRayoNQ55atsKFk2KMY2AVcjI6bpzsl1xg2FlLNdYPq1xF5atcoNQIyzhHY6C/d8TpWYcxHe3m5cPsQQ1DykYlQS1BExFLwhHFkcSjMn379VzH5+QAusNi6hmzwzto6HI/iWAjVKHDNBUGoWtWOK+EtoUYMGHAyOgiyWjfbSyuqhHnEecwvs6FaF2F+GrM3amxVYOIpfYw7wIHQTg+esZROqeNPeefcyEFIKjSBaULeaUrCGwrYdEN3B3gzmJGXXnqxo/XphKHAWvzPqpYjPP4qmZmt7Rjce6b05MniAP0LbWFWe04WM45WMxycEXCWyE0FYNT2sowNDVdipiwxcQeXZ2BCUg3IBoQk69NIybnI1mL9y4XV64rpK7H4KrG2uy+mIKMwRWYKFitcHHA1TW+bqjqJk88VDVNVTMz64u8vOtiUlxNxlkAYQh0bUfXdmzblrpyJFEG5+i9Q4wHk6/Tvu0IMdD3A5v1ir7v2XQdq9Mzum3LdrOhW6/pN1u61SabXg0hl50YW8TU90yT+ZVmV8AQx0UfyTVYc5UgJSVFYw624jju3fBmkwvyf6O5kN6IDQNqDEZyrqLq1G/bvQ99/amcGxdc7QdP+//a8/y+puf7Qha4LNfat3Df17bbKi9rmtmYajKD+T2o5g7feMx8hmtm2LrBNkfjLJTHNYcXgVYfDWn0sqojuZhwUJp5TdM0/PgvfMqvqvLwJY/DtHrXsrODn4Kr6YKzz/104eswGmddyn+4GtDvlwAI5JnmKT/k6iU5yVWnAL+68rcYPzMluU/n/ssw4jDiSbYCk7PEojqiDoRkSHF0toxKFwa2IbJNysn5itX5midPT1k9fEY4XcHHn8H6ExiekuczP2+4uy/Kfd1ZZl+FGXlfp1vD7QmwpgnCKUSetr36I92w6z0bjHE0s5rGuzzoRlG1pGixKEPIMotO289dVbiq2Z8e++UTBm6e+X8APgY2A5wNStxs2R4H2rDlnaO71KamqvKgQtDdyg6ACGLcmOuRgyobwPgZtoq4JKShR4OHGKgqi6aICT0pgRs6bN9eBFdfNfCcJuVaYH7hE51I490+Bgh9Hm8MYTw3IlgRvLXU3jOrG2Z1zayu8XWFcS47J0pPZaBOShw2zJ8oq++1nPESgyiFNhp8sLmvSiYbMCRHj895dRJRSTny0+21XAcPgY0qJ9uO93zN4u49ZOizCxt5xTEMPdV2SW1ndNsVvqkY1mti36F9h1wMvvJgVozB1TVYB9ZhqgZx2XVO6ia7z9UNtllgrUeM4yBVJDPnW+8NrPoP0a5nFb78/5sk6GcKHz5e4x+vOfzwMe/dmXO0qLlzfIh3DmctrjLUvsJ7TxSD+GzmsPAtW9Vc0PhrHs9rRROigWUj3FnW3L1zxEHjsVbAKIv5jDQMDIsZ7WJGvzpkY0wuV0Mirc5RE0EG6FrE5JIC3gqVtVTOU9eepqmYzRqYjStXrsFaM80woEay1C0aVCKJQN00hH5GPV/QzOfM5zMOZjPuGMPA9QZXjlwqYBrvAbTbjvPTDbP6DBHoh0h9sqIyQmUk59alxBAHTk/P6bqOzWbNydNT2q5jG1q2ZxtCN2QZVEwQE7bvSBpzrtpwWXg7SfsMEBJUHSyq7BiIyZLUXLw5IERIigbYpmzM8oQb1r6Avttb7rCjKkMM6qusiIzkpX8d3TpekhsXXF1dgZLnbL9qdDG9nyTrTJNeHqSqjO9ZSA5ik2V/pgaZQbUA3wj18YxqvsA1DW6xwNYzXN1gZ0djkTKPrRfjbOQMsCSybKZJUGFyY2vm+GbBT/7GDzn9aMXDpy9XmHVyr5ps6St+OA9ocrK7qUPc28j+7Pr0+vOO7xQ4TStYNbuVymn2aXKVmvK0pnN2tY1P3ZoyFq4en5/tvbdmd/5FYk5iThDVMKjQbXu6rqdvO7Z9pB0C227g6WrD+brj9LzlB9//NbqTM4aHT4iPPoPtKfSfQDoht7jnVe4w7Epm1lkXQHb2yt3oTelCG7JH6Jx8BKfyhrcjuJqCqqnO35QU/GqubwGOoVrC7JCj5ZLaORpX4d1YH8Y7hGxBrrFH40CKA327IcUu1wsJLSkNpBhy2QgjWGvwVY13jpmvMIw3qhCIwzZL4rYbtq2yiXpjzf/P2cl9754H7nZKap5w2MOBOho/x1XkGnJ1DeJxUYhDImGwJmCtwzlH5WdolQcg0izRGJAUqKs8MaIp4mxN7LfE9hxdr5CUvtKgbZptno6l6ijP2VtaSmlctYrZ7cuwy7mqvaOpPU3jaWpPXTmck5xPIYoVh7eeelazWM446gYeLFpimw0fvnIgOERaF8d9ykVzt9HSRkMfLUNybNTRayTiRguVr99SQoj88vc+5t79u7z37W9yZ35Ar7lQq5AH2E4E1yeSsTQaMHiS79G6zfb6qqiCGIMYg62qLA21eeVK7FjYvW7ymKGuMc0CjEPUMTv04Ge8lyy9qakOHvP4gw/YqH6l4xjIPfD2vMVuetyzDXcQls5w/50lhwcLFosZ6vLKoFoDPjtf+vD1HDavG1N7/NGSe3fvcO/OksOlo3ZjzFoJNgHRExdH9MuaYXNM6y0LZ1g1M05jpD9bEFYL2JzjiIhJyOIYWR7gDg5xizu4xTHu4Bi7WCC+Ipk6y2YFZGhHaxMQ7TF9DqDDPBJjYug7qno2Smc9cyMXZYCuC2/gwQxO92qhbc5O6NUSh5azpyc0VUUMAykMpKFj/ewpqW9JYUOMkZQSKSVCiGhKJE2kmBitQy9yq2K61GNc2o8p1jhj55CcNrAdQAkcNBFvhWFQthtl28FHKRfa/oSbMyr4XGJ2X0iQLfmtpWpqEm6UVYYsB47pKw8hblxwdXU+/OpAd5+sdx+1oONPNZclhEbztmTyeFA9hAX4RV65ysGVwTWWat7gFzN8M8PO59h6hq0a7Gw+WqM4pKrH4KoiYrMTk1o8ebbDVR4NPcu+5f6DIw6f9jRPu5fOxbkqi9w/LvurITd5DeE28jwzlavtcAqO9muO1Vx2FJyTh/uH43tTvYiLuih7373vFjXjcqHraWzU7v3eEBJtHxGnbAel65VeB7bbjnbbsTrfsm47zrcdTx4+ZXO+ZfVsw/qTzwjnJ/D0IZw/hOGcXOJvX4Swz/QfLsHMwc2groAB0graAVKbZ8PeJKYBs0TsEZrqPPsUpzLTt4MpSJ/Wj+AVXdfiQGqq2T3c/Ai/POboYE7jHI1z1N5iTV7J0BSyvDTkYCrFgb5yOdhKPTE0pDHwciSszdIy3zRUzjOrcnl3TREdevrOEvuWmAISB5K+noTwl2GazDoHCNnmen6yAlvj6jn+cMCmlKVH1qFiEc1SJJFJ5W9yUUubJbzJVairc56WOpz3iAAkUEguO361fccw9Lj04iHF1QlINMe0ae8LUtpNysqYkH4x2WOyQ6Q1BmMEY8DkcGOcRhSsyXIg7yy1M8wc1LLLB/6y/dsfxvUx18hRzQHgEKANSjtAP4x1rlIifIn09KsSVfn4ZMVnJ2uenW05Wh5hjBsH8AkNAVWDrQdsUmy/wfYRweacAk274EryypVxFWodGJ/t151DnEdNhRoPpkLFXTxsZajFcXCsHG8CbRIOPv4Boe8Z0osPS5VRzTKuRNCHXFzVCKk22WkxRNyspu9z2kIcJ6JvmvKlqisOjw64c3TA4cGM+dxk5zmbc3k8giQhOoM3QvSWur8DwxarET17SmsSnUkEEUzqEYY8bqsazOiyaOoaW9fZMdBXJKnAymhYFfNYS8GgWRaYQpYF9g2+rnHjaqD3lsYJ9WTpek1YgZkbx7Yjqd0wYNgQid6zcY4w9Nn5s+/YnDxDhxbi9Wd+R3Z5/k/GdBjZQBeVyirDAJsONj080qxE+Dp7sa/a+LolNr6cqWPMbpukmFMsJrfJ8Vr5qty44GpabRrYyaemQGK6abC/3ee4ZxrpypXgKo0BFzabVmgFcZmdp6fgys+ze4w7PMAtlrhmjmnmiK8R32Dni3x1i0FdhXE+23picvCvKVsHOYurhRQrZsOSb77/Pu991PKEc36Vlxs/XDXn2A+qKnYrI3Cz8hZuM1dlWftB1MR0sU/nZc7lwtVm/Dmdnzvj70xVzqck0akuG1wedExFLIfxc8P4t/blN0/OAz94OrAMkc06sG17zuPA6ck55ycrHj98wpOzFY9Pz+B734ezNTxbweYjSM/Ic0vnfLkIsRr3+h2YHcKdI7g7y1OfsYMPPWyfQPjsRQ7vK0Kgfhc7O8Qtjuh7QdsNnHbcpuCqZtd+JknqK7mx2COkfsC9H/sJjo6OOD46pPYOqzmnqqoMVkYTIR2XOdKAjsHV0G3zKoIGNAyk1KNpwKNYmwtxOu9xzlM7j8ZASoEwdPTrhrDdMIjg5RQxEbu5uTYq0/W4Bh4mJX70mE0XwQizg2Ocn435HA7F53sOEVXNxV01F3y1rsb5mMflPkc8hoirfC7wbQTvazQsYJiTQovZKNttzzkv3r9X7FbJJe1af94vcgy3t5IlaVrByoWjrQFRRVJCUsTgxteKM4lkFCeQ/1tlIbmP6vliadTUP+7rONYdxJzewrbNJjxn68B6Exj6QOynDLKW64zAh6T80tMzDn/tEcvlp3zjnW8yOzrgcHmI9D2x7+nchpQ82Iqub5EAxvZI9DlCTZoloGO+nRqX8+jE5eDZZ1vBKYcsiUM19/yDOExtqGvhsJrzwFTIbMH7Hz9kePaY9fqlbUKAfJ84S8onj1bcfbrijheO7t/JwW2KtFEvDAhukvLlzuGSH//13+a777/Ht755zN27EDZ5zOua3cRkAoaZJfYN6u5T14blck4dt2wOGjanDetHjtit0X6D1A22afCzBX4+w88b/Kyims8wviaKJRpImjDJ5jwdAUc9ylIjTQhoGojtgmY2Y9Y0LHzNnYVhFbg2g10L+DG4svu3ru0Juj1h8+x6JYgvypQu8T3AJ/j0HO6d5zHOQP731/C1XLKBizq1FflYbHg9hWF0SIShJ7R9PvBWMN7wsqXfb1xwdXU14HkDz0urOWMkpeQLcMopNmOCrtnTbLkGqCDOoF6CrQWtLdWiyflV8wPcfIFtZmg1BleuwdRzMDbPSvo6Jw66ChFBE8SQYExktbbGN5bmwPDgW9/gO+99wtmp5cNPY97Xr8A0yN8f6E+rVNNKSSTf2KbjVAKszDT737C7eUwzq19mPOHYCcsadoWE94Or/XMwuVjW7Fwpp1yT6bNH7EkEJdv9O5dtfadJgzxTlh+bbZ617XVn9R7Z1XMDWJ095fGjjzk9PWHdD2z7gWfrc54+esbJw2dsP/w1+pOHcOGufOUAABTXSURBVPIpbD7OToBDl1eZLnlOfhkVyAEcvwMHR3DnkKN7M6xRSD1tDAwnC4ZPOrLp6us1+HX1Ib455uCd72DrBVLNOTkf6LE5n+yW2L7sF0mfJocmY5trmxQVC8v3Obr7TY7vvsu33/8Oy+WC5WKZVyjGZQ7vDAZFNILGbLIQ+4sgaujqrAMjv5fSgKYBJ4I1ButMNlqxFm8tKQRSDMShwxpDcBU2Bvow4FQxm+7mS0jI5+QHAJs1s4efcnT/W5hmQT20aAzj7J5grGBSXgFyzqDeknwFKSAkHIpoFpVX3uXj5Qypr/OERfCE7j5qHIfbRxelN16E/dy2iwlYuFACpTgqOuBC8WEZ759IXkWKkaiRqAmT9MIZEQDJNYOqqqGZtTRLWHS5vzrT5wfJUz9pyf1jfl/ZbrfEmA0ttl1H1w+sVhtiWJPiJER6da6UH3z8EXG75jvvv8s3AtwzNTZFwhDZDkpEiGJR4/IYwLrxfhJAsr29SH4k67DGocYjVQXeI94Tk5Ccw/iKaPKQMVeSc4gYfCXMDwyH0XF8/x5Nu4KvGVztc56g7ZXHj1f5HKhigtJrDllvRmAlwD2ODt7ju9/5LvfuLjmcV8yArd2tsu335NYI4oGDhrnewXmH6dbMFjNmiwXOWEK7InYb5vM59XKJPzqmOrxDdXCEWyxws0VeXdScnS8pEq3B2Sz1dGKyAt4pPmY5qVtuqecH1IsNzeERs8MZsyHgz/trKRUwLQ5c73TC9RLImdkrdsHuVMbm6/z/M/KY6R6Xz/UU2L02kkLSXA8r6Uv9UzcuuILL+VRXc64mdP+JjrNvZu9395NaPEiegII651pVNZhaSLXD1z67Avpd4b/oq+z040bBr5mKRbr802RnGURJKcsCcifrMK7C1ZGDwyX3j+c8OG7wn60vcsFelqvndzom+zfT67i4byv7x6MmBzdzdsGV7D3/vFnyKbdtjMMvBgXTwGBiX54Ju9WG/UmB/eBqNj5qyfXK6qkwfD0ObMZ2PLX7Ko3BVYBBc5AVNNeVmFitznn25BHYE1ZdZNsNnJ484+ThE84ePSZ89M/h/BGcf0aeT3rZYXqWkDFfwHKBWS6ZH8xxFqxGbN/TCaSTJ8SuGy3IXg/GVvh6SbM85uD4LqaagWvYhC2pHQhSjUvXN5urfd7+6vv1regYkIrm4AFH997l/oN3uX/vHvPFjPlsnpORUyKlQGUEQVEdRve6iEaTH8lhjVwEV0bTLrgy2ZUrr8TYC/e5OAykmD+XQkBUSXWN8RVic1WrmzSD/kVsgNUwcLZasVmvqRZbFn2Pi9mFStRiZJTUSS7GnKV0OQE8JYdJOY9NRHHOY73Be0s0FokWiUqzWBKGgZl5ikvxhY/P/mr7JJvflwnK3pdckjzv5REpmh3AxmKkOkZmSUHTTg5nRDAu54hMdSWft9J6Eexd2d52HSEIMSrt0DMMA0O/gTQVw+if823Xx8lqDUPP9z99hK3mNLNDGsdF0dWUcjHrvIIs4wSpoJJNfcRaRPJ4QKwD6xHrYXQIFF8hScZ6Sz4HaXna4mJMYcVRzQxNUJYHh1RVjcn2DNfyPw6aH7TDJXfbyRjrZlxzAu6QenHM8b17LBYVdWVzm8nzFTuJ3LjDxmTRrdSOal7nvPs7d7PBDMqwXTHUnqGtch79fI5pGkw1w1R1dnT0+XzliaWISUL0HhkdFq1YMJEkAedjHidWFc5naWCuC+cwzlzqu7/mkchSz3RTzs0PM01Wv5ybwPOx5DHSgpxGMY3TprJEr5XpwMeXPwM3LriaalFNA9Tpetq/YewbAUyv06gfnypGG/Ikra1yYCUN2BloDTrL9axMbYh1TdVU2NpD7agqj60cvbeIFXCSl4Wz+BwhoRpzRXkkJ+KmiE2CmuwsgwVbWQ7uLPn2Nx8wnG148P//Ck9S+krF1KYGPK2aTMFTYGe3e7UW2I8ykxxmP79pklVO70/HbBLD7Ycahmw8MR+/Y7b3PfsuZ3A5x03Zyfum4Gw/SJssFmaSV6qOjsBnkyKW811wZdjlP8TD7OjVdzBvoYvZBrXeO+Efffwxj3VJ0IHTZy3b0xa+/4McTK0fAb/K9ax5uHw05kvsYkm1XHJwvGReexrnGZo56zvHfLaYc/7L/xfh7GXLoH41RCzLo28xP7zH4ug+x+88QOoZyddsh1PoIm3VQC839y41IuzkvZMUcJoJvL7V6CXOHfMbfuw38OAb3+TeO+9wfP84F4uta9Iw5OAqRKzkZJ0U+qwhi5E0GFLKOVjOmp1cUAOaLKq5gKUxgrHZgUlEsAioYozkgpxaI5JI6xk4TzT2RiXVvwjrXvl0iBz94DNSslTNEfglpk5YP4co6CQIGx0johfCGFjFkEPmbJ5QYZ3D16Odtw4Y9UTtQGDz7IT5ZkWI4YXyGPal426cBzRmDHokT9KkdHnCMqHomASv7NwPk2p+b5QI9t3A0A902y3dZkvXdoQh54Un/XwB7nT/3q9PCfD0yVMUS4pTSx+LWr+m1rBVGPrI3/17v8jZsy1p8HzrQZb9JyzD0NF3Ld22pe96Uhjy6qPk4LLBINZl+3U3BlSuyjlXvsq5Pt7nIMpZgnXZYTgkrPfZ7MQviE0gVp67736Lw88eMbNPWMfrF39N5UVeZz3GF0IEjh/QPPgGx+++w+LQUjW5FdhRrjF51MLYds2oUnKAjMc+PMhpG9ajJLrNOd1mlU1ZaofWFcmPDrvWo85jqoqmqiBlUxlbVTurfSOEHkyXGNpIXVWEqsJZhzEOxBFUiV/DVe4qBjAJUq5r/SPB5I74DnnstWSnrVlzO8e2Nyq4UnK3OmN3IU3OapHdTWP6XSH/otgskRzbeo6DxgrSVTZwwtRg6zwBnyqDr2YYX6HVEuvniGsQ22BMhcHjc/ZAXpWKipJQzXPJWWMd80qVKsSBZLJn/pAS/RAI/YAZlMp6lrOa9xdZO7x6wZHSZI7QsBvc789u78snJ6mYjq9vau7CV2U/mN6Xgu63hX1782m1acHlgIi9z07blN2tXNmZSxyQ298kCZxWwFyW4CJ7PbykPFCZHN32z8W0T3PyatWygnmdfSDmR1BVY+Hq2Xg+s3w/J++OK9FhyNancQ02jgnoT7gIrs4/+gGbEyWtzhm6U+jXsH4CQ8v1iQr2hmB2wJvAXAIH3tB4ofIwO6yo/QIjd6nOfh1rX7F68uFL/8V9p7wpyLg8fy0432CrBj9b4mcNtvEYY7IzKGmcSrf5Mdz84GpiMkNJe4/rolksWBze5d6dOUfLimVj8yqqg8qBGDMWcVUsuT5amBq3Ga+7kAfb1iVSjDnvKkWQcdg2mjhokgvZWUKIoSOFSAoDoeuIfccQe2IMpPjqA/HrZgBWqpysz3FnJ8zOnmKPjnA6yknUZGcu7VHNhR2MRISQV/wk/88qgBmyG5+RLBjThFGonCPUFfPljKNug8YvHhRPOZwNuc/xFly1E1mYMahKjIuO5NUAl41w0UnipkIcXcbsEDB2ALKesO/aHGxstoR+yK6IWSF38feVnZDveSuy+6R0mldxLq3Vvt6LNabEP374GUNVY2pHSO/Q1BXGOIbNGf1mw/rklL7bXDhiWpNXNoYUcw0zrS76bqNgRTBqMORBuFjAmrE2lmCsRVWJMRJTS9u1bFdr1usNQwi7m8qPCiIsj2YsakMdWvR8QK2HhbtoO9aMZixkMRHsUkOSCpozHYlGSZVBmgrHDDWKI2JdlnUGTfSxZ9NtaLzDkaiM2Y0z7N4Yw5CloWqIGhlioOuznLnrO7abLV0b6Xu9VvFq1GwQEX9EgitLDqime380Wa3Tap4Iv84VstfFjQquIOs4hV0BsoY8QJ1WIWp2A+oLHfeYXyVyOfgwKcurTAIJ2ZVIjKBWsFuHRI8kC1GgAzNEaPuLL47GkIwFN+RE1VEWyCgDSGJIKdENYXTWMFhMDq5CZFhveHresuqVepROvCjT/zAZfOzL2abB5iTymgKHfYnHLRlLfiH7ys7plvu84GoKRCcZ3/6KZ7ryk73v1L33pvY0BbH7xipbdhXKZe8ATytf00riNDSYjr8ZPy+SdeN4iFWeAMgJ4dBNN2QuB1cquYMZLJxbaAXWmpvqRPf0EZz0cHJC9udZjY/rZDoaHYRzpAe7TbAWUnAEZ7Chx8SWxuRaIH0z/1p/cT/36PkCQ0GsxboKDCQiMXX07YoUOoI1xL4nxQ3Iq5UVXSf7ctV9M4vrwnqDrw0mdaR+Rb8xbM1A6Cr6qsKMKxQxRMw4mRRCDymgMRJDny3UY2AILSnk7XnlKgdZ1k7OcjKJnxBg6MdAKkRC2xL6ju12y6bv6W5hcBXI/cLpdotdneGfPSHOl/jZFluvs4QsQdcF+qEnhkgcBtq2Z+h7wjBk+ZJAiJaQPCH6sbhHxOpA23f0MRJtlt992c16f/IxCgwmDw6nPktHWfogO3MLa/JzrzneS0NiaANxtaUaFN8nfJuDK02Jrt0w9B3b9YbVpmfTBrYh13ic+uWrEv790Gl/xR9A9c2voSjw6WpF/fghi5nH1YF5U+ONY2jPGNqW7emKftiiKeW+e5SNee9y3Uvvsa7GOodxHusrbFVj6xZbjzWvnCequShWLJpAhYhl3W5Zrdc8Oz2h7dtr9ka8+QhQ2Uhqzzj/7GM++eADNkcLlkufnekkr8IOY1fh9pOPx4nI0Cfa0xP69Rn9+pz27Bmpb4l9h00D1gpV7ZhtWnxdU5+d0iwOcFVD02RTGgT6NEwu5TgrDF1L125Zn5+wPT/j/MkzPn38lKfPTnh8cs7ZNrAZ9NpiYSUHV+ubVoPsFTONd3sgGGhjjgG2vO4s7utBVN/8RSyyU4FfspHlcif9vNc/9F2f94uf81qQH/6Q7J7/8NGRSz8u/dIVTfCkU88zVPpDN5YX4eqN6uqf/LzXP2q8SDvRz3n+vM9dHRx8Gc/7vud+h1z5vquvn/PF+/LDqPt/az+UftUtYFy2G68NM10jAuz1ITrKinhd/co4E7x/zWbvVB2dPKdhXSGfL8GY3TGTL+rPLnF5Yz69X3yOf/grlUs/8gkac3xuJ8IoHxpn9+TKBX35MtBL1/P+d1x+cvnDOt5Dxm94oX163td96edk90QubXgO+/t0pY+6rQh58tWMydu5Z91vs5/Ty/9QH371mnrONfacr1MY6xHtju2PFDLma44PGfunC5USe0OtK53LxdGa+pSL53s/x3vE7rS8QDvf+yOq0/WraMr3uHyu0ivpw96WSfIX5Wq/dVv6FNXnG7XfuOCqUCgUCoVCoVAoFG4ynxdc3XwbrUKhUCgUCoVCoVC4BdyUnKvHZFOQx296RwpvPfcp7azw6intrPCqKW2s8Doo7azwOriN7ezXfd4bN0IWCCAiv6Cqv/VN70fh7aa0s8LroLSzwqumtLHC66C0s8Lr4G1rZ0UWWCgUCoVCoVAoFArXQAmuCoVCoVAoFAqFQuEauEnB1X/9pneg8CNBaWeF10FpZ4VXTWljhddBaWeF18Fb1c5uTM5VoVAoFAqFQqFQKNxmbtLKVaFQKBQKhUKhUCjcWt54cCUiPysivywivyIif+xN70/h9iIif1FEHorIP9rbdldEfk5E/tn483jcLiLy58d29/+KyG95c3teuE2IyPsi8vMi8o9F5P8TkT8ybi9trXBtiEgjIn9XRP6fsZ398XH7rxeRvzO2p/9RRKpxez2+/pXx/e++yf0v3B5ExIrIPxSR/218XdpY4VoRke+JyC+JyC+KyC+M297ae+YbDa5ExAL/JfBvAD8J/Lsi8pNvcp8Kt5r/FvjZK9v+GPC3VPUngL81vobc5n5ifPxh4L96TftYuP0E4D9W1Z8Efhr4D8d+q7S1wnXSAT+jqr8J+CngZ0Xkp4E/BfwZVf1x4Bnwh8bf/0PAs3H7nxl/r1B4Ef4I8E/2Xpc2VngV/C5V/ak9y/W39p75pleufhvwK6r6gar2wF8Ffs8b3qfCLUVV/w/g6ZXNvwf4S+PzvwT83r3t/51m/m/gjoh88/XsaeE2o6qfqOo/GJ+fkwcl71HaWuEaGdvLanzpx4cCPwP89XH71XY2tb+/DvyrIiKvaXcLtxQR+TbwbwF/YXwtlDZWeD28tffMNx1cvQd8f+/1R+O2QuG6+IaqfjI+/xT4xvi8tL3C12aUxfxm4O9Q2lrhmhnlWr8IPAR+DvjnwImqhvFX9tvSRTsb3z8F7r3ePS7cQv4s8EeBNL6+R2ljhetHgf9dRP6+iPzhcdtbe890b3oHCoXXhaqqiBR7zMK1ICJL4H8C/iNVPdufwC1trXAdqGoEfkpE7gB/A/iX3vAuFd4iROR3Aw9V9e+LyO980/tTeKv5Har6sYg8AH5ORP7p/ptv2z3zTa9cfQy8v/f62+O2QuG6+GxaTh5/Phy3l7ZXeGlExJMDq/9BVf/ncXNpa4VXgqqeAD8P/HayRGaaGN1vSxftbHz/CHjymne1cLv4V4B/W0S+R07L+Bngz1HaWOGaUdWPx58PyRNFv423+J75poOrvwf8xOhMUwG/H/ibb3ifCm8XfxP4g+PzPwj8r3vb//3RleangdO95elC4XMZcwz+G+CfqOqf3nurtLXCtSEi74wrVojIDPjXyPl9Pw/8vvHXrrazqf39PuBvaylkWfgCVPU/VdVvq+p3yeOvv62q/x6ljRWuERFZiMjB9Bz414F/xFt8z3zjRYRF5N8ka34t8BdV9U++0R0q3FpE5K8AvxO4D3wG/OfA/wL8NeA7wIfAv6OqT8cB8n9BdhfcAP+Bqv7Cm9jvwu1CRH4H8H8Cv8QuT+E/I+ddlbZWuBZE5F8mJ3lb8kToX1PVPyEiP0ZeZbgL/EPgD6hqJyIN8N+TcwCfAr9fVT94M3tfuG2MssD/RFV/d2ljhetkbE9/Y3zpgL+sqn9SRO7xlt4z33hwVSgUCoVCoVAoFApvA29aFlgoFAqFQqFQKBQKbwUluCoUCoVCoVAoFAqFa6AEV4VCoVAoFAqFQqFwDZTgqlAoFAqFQqFQKBSugRJcFQqFQqFQKBQKhcI1UIKrQqFQKBQKhUKhULgGSnBVKBQKhUKhUCgUCtdACa4KhUKhUCgUCoVC4Rr4F9A2tzpVZyEFAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light", + "tags": [] + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(15,15))\n", + "plt.imshow(log_img.permute(1,2,0))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "cErFYgCIqhIO" + }, + "source": [ + "# Links\n", + "* simple explanation - [towardsds](https://towardsdatascience.com/understanding-variational-autoencoders-vaes-f70510919f73)\n", + "\n", + "* ELBO inference - [link](https://chrisorm.github.io/VI-ELBO.html)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "u0-9M36bi9kQ" + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "collapsed_sections": [], + "name": "VAE.ipynb", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "3b6de232b2bb43c7abcbd3d1e53a86fc": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "43a27290c913474c86ca7275a39d73ec": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "48c6f6e0543e441fa3310256c54b8e0a": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_3b6de232b2bb43c7abcbd3d1e53a86fc", + "placeholder": "​", + "style": "IPY_MODEL_70a64def9e6040f5adf1839aa2cb7262", + "value": " 8648/31650 [17:44<47:12, 8.12it/s]" + } + }, + "70a64def9e6040f5adf1839aa2cb7262": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "8eed5a5b79c141518d5617010c90a256": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_e460c14e8aa74f7fa5a087a44c87a38f", + "IPY_MODEL_48c6f6e0543e441fa3310256c54b8e0a" + ], + "layout": "IPY_MODEL_b367a29430d245f1be811f6a6f766364" + } + }, + "a3f1ebca8cb94055bf7a43501fb47336": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "initial" + } + }, + "b367a29430d245f1be811f6a6f766364": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "e460c14e8aa74f7fa5a087a44c87a38f": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "danger", + "description": "[KL: 136.10] [MSE: 381.62]: 27%", + "description_tooltip": null, + "layout": "IPY_MODEL_43a27290c913474c86ca7275a39d73ec", + "max": 31650, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_a3f1ebca8cb94055bf7a43501fb47336", + "value": 8648 + } + } + } + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/seminars/seminar-5/Autoencoder.ipynb b/seminars/seminar-5/Autoencoder.ipynb deleted file mode 100644 index 3f2cc0d..0000000 --- a/seminars/seminar-5/Autoencoder.ipynb +++ /dev/null @@ -1,449 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\"Open" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "!pip install comet-ml" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "COMET INFO: Experiment is live on comet.ml https://www.comet.ml/holybayes/hse-gans-ae/6256182115b64046b78525c20030573e\n", - "\n" - ] - } - ], - "source": [ - "# import comet_ml in the top of your file\n", - "from comet_ml import Experiment\n", - " \n", - "# Add the following code anywhere in your machine learning file\n", - "experiment = Experiment(api_key=\"lODeHEtCf7XLaV6DJrOfugNcA\",\n", - " project_name=\"hse-gans-ae\", workspace=\"holybayes\")\n", - "\n", - "import torch\n", - "import torch.utils.data\n", - "from torch import nn, optim\n", - "from torch.nn import functional as F\n", - "from torchvision import datasets, transforms\n", - "from torchvision.utils import save_image\n", - "from torchvision.utils import make_grid\n", - "\n", - "\n", - "seed=1\n", - "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Dataset\n", - "MNIST dataset will be used" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "batch_size=128\n", - "kwargs = {'num_workers': 1, 'pin_memory': True} if torch.cuda.is_available() else {}\n", - "\n", - "mnist_transforms = transforms.Compose([ \n", - " transforms.ToTensor(), # PIL Image -> Tensor\n", - "# transforms.Lambda(lambda x: x/255.), # это уже сделано в мнистовом датасете\n", - "])\n", - "\n", - "train_loader = torch.utils.data.DataLoader(\n", - " datasets.MNIST('./data', train=True, download=True,\n", - " transform=mnist_transforms),\n", - " batch_size=batch_size, shuffle=True, **kwargs)\n", - "\n", - "test_loader = torch.utils.data.DataLoader(\n", - " datasets.MNIST('./data', train=False, transform=mnist_transforms),\n", - " batch_size=batch_size, shuffle=True, **kwargs)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "image, label = next(iter(train_loader))\n", - "image.shape\n", - "%matplotlib inline\n", - "import matplotlib.pyplot as plt\n", - "indx = 0\n", - "plt.title(f'MNIST: {label[indx].item()}')\n", - "plt.imshow(image[indx].squeeze(0))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Autoencoder model\n", - "\n", - "![](http://bjlkeng.github.io/images/autoencoder_structure.png)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "class AE(nn.Module):\n", - " def __init__(self):\n", - " super(AE, self).__init__()\n", - "\n", - " self.encoder = nn.Sequential(\n", - " # define your layers here\n", - " )\n", - " \n", - " self.decoder = nn.Sequential(\n", - " # define your layers here\n", - " )\n", - "\n", - " def encode(self, x): # your code \n", - " def decode(self, z): # your code\n", - " def forward(self, x): # your code\n", - " def sample(self, size): # sample from z and pass through decoder\n", - " \n", - " @property\n", - " def device(self): return next(self.parameters()).device\n", - "\n", - "\n", - "model = AE().to(device)\n", - "optimizer = optim.Adam(model.parameters(), lr=1e-3)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Train model" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "====> Epoch: 1 Average loss: 27.8521\n", - "====> Epoch: 2 Average loss: 11.3696\n", - "====> Epoch: 3 Average loss: 9.6326\n", - "====> Epoch: 4 Average loss: 8.7514\n", - "====> Epoch: 5 Average loss: 8.1574\n", - "====> Epoch: 6 Average loss: 7.7321\n", - "====> Epoch: 7 Average loss: 7.4018\n", - "====> Epoch: 8 Average loss: 7.1234\n", - "====> Epoch: 9 Average loss: 6.8940\n", - "====> Epoch: 10 Average loss: 6.7124\n" - ] - } - ], - "source": [ - "def recon_loss(recon_x, x):\n", - " MSE = # YOUR MSE loss\n", - " return MSE\n", - "\n", - "\n", - "log_interval=10\n", - "epochs=10\n", - "\n", - "def train(epoch):\n", - " model.train()\n", - " train_loss = 0\n", - " for batch_idx, (data, _) in enumerate(train_loader):\n", - " data = data.to(device)\n", - " # your code - сбросьте накопленный градиент\n", - " recon_batch = # data reconstructed by your model\n", - " loss = recon_loss(recon_batch, data)\n", - " # your code - сделайте backprop\n", - " train_loss += loss.item()\n", - " # your code - сделайте градиентный шаг оптимизатором\n", - " if batch_idx % log_interval == 0:\n", - " experiment.log_metric('ae/train/loss', loss.item() / len(data), step=batch_idx, epoch=epoch)\n", - " \n", - " print('====> Epoch: {} Average loss: {:.4f}'.format(\n", - " epoch, train_loss / len(train_loader.dataset)))\n", - "\n", - "\n", - "def test(epoch):\n", - " model.eval()\n", - " # your code - посчитайте средний лосс на тестовой выборке\n", - " experiment.log_metric('ae/test/loss', test_loss, epoch=epoch)\n", - "\n", - "for epoch in range(1, epochs + 1):\n", - " train(epoch)\n", - " test(epoch)\n", - " with torch.no_grad():\n", - " sample_size=64\n", - " sample = model.sample(sample_size).cpu()\n", - " log_img = make_grid(sample.view(-1,1,28,28)).permute((1,2,0))\n", - " experiment.log_image(log_img,name='ae/sample',step=epoch)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Masked Autoencoder for Distribution Estimation (MADE)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Вопрос:** как на выходе автоэнкодера получать честные вероятности пикселей (или цветов), как в PixelCNN?\n", - "\n", - "**Идея:** давайте используем тот же трюк с масками. А именно, давайте сделаем так, чтобы каждый выход $\\hat{x}_i$ автоэнкодера зависел только от предыдущих входов $x_{j m^{L}(k) \\\\\n", - " 0 \\text{ otherwise}\n", - " \\end{array}\n", - " \\right. \\\\ \\tag{Output mask}\n", - "\\end{align*}\n", - "4. Останется наложить маски матрицы весов (т.е. ограничить нейронные связи) и взять сигмоиду от выхода. Это и будут ***честные обусловленные вероятности***\n", - "\n", - "\\begin{align*}\n", - "{\\bf h}({\\bf x}) &= {\\bf g}({\\bf b} + {\\bf (W \\odot M^W)x}) \\\\\n", - "{\\hat{\\bf x}} &= \\text{sigm}({\\bf c} + {\\bf (V \\odot M^V)h(x)}) \\tag{Output}\n", - "\\end{align*}" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "MADE(\n", - " (encoder): Sequential(\n", - " (0): MaskedLinear(in_features=784, out_features=400, bias=True)\n", - " (1): ReLU()\n", - " (2): MaskedLinear(in_features=400, out_features=20, bias=True)\n", - " (3): Sigmoid()\n", - " )\n", - " (decoder): Sequential(\n", - " (0): MaskedLinear(in_features=20, out_features=400, bias=True)\n", - " (1): ReLU()\n", - " (2): MaskedLinear(in_features=400, out_features=784, bias=True)\n", - " )\n", - ")" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "\"\"\"\n", - "Implements Masked AutoEncoder for Density Estimation, by Germain et al. 2015\n", - "Re-implementation by Andrej Karpathy based on https://arxiv.org/abs/1502.03509\n", - "\"\"\"\n", - "\n", - "import numpy as np\n", - "\n", - "import torch\n", - "import torch.nn as nn\n", - "import torch.nn.functional as F\n", - "\n", - "\n", - "\n", - "class MaskedLinear(nn.Linear):\n", - " \"\"\" Такой же полносвязный слой, как дефолтный, только на веса накладываются маски \"\"\"\n", - " \n", - " def __init__(self, in_features, out_features, bias=True):\n", - " super().__init__(in_features, out_features, bias) \n", - " self.register_buffer('mask', torch.ones(out_features, in_features))\n", - " \n", - " def set_mask(self, mask):\n", - " self.mask.data.copy_(torch.from_numpy(mask.astype(np.uint8).T))\n", - " \n", - " def forward(self, input):\n", - " masked_weight = ???\n", - " return F.linear(input, masked_weight, self.bias)\n", - "\n", - " \n", - "class MADE(nn.Module):\n", - " def __init__(self, input_size, hidden_sizes_encoder, hidden_sizes_decoder, output_size, \n", - " num_masks=1, natural_ordering=False):\n", - " \"\"\"\n", - " num_masks: can be used to train ensemble over orderings/connections\n", - " natural_ordering: force natural ordering of dimensions, don't use random permutations\n", - " \"\"\"\n", - " \n", - " super().__init__()\n", - " self.input_size = input_size\n", - " self.output_size = output_size\n", - " self.hidden_sizes_encoder = hidden_sizes_encoder\n", - " self.hidden_sizes_decoder = hidden_sizes_decoder\n", - " assert self.output_size % self.input_size == 0, \"nout must be integer multiple of nin\"\n", - " \n", - " self.encoder = ??? Your code\n", - " self.decoder = ??? Your code\n", - " \n", - " \n", - " # seeds for orders/connectivities of the model ensemble\n", - " self.natural_ordering = natural_ordering\n", - " self.num_masks = num_masks\n", - " self.seed = 0 # for cycling through num_masks orderings\n", - " \n", - " self.m = {}\n", - " self.update_masks() # builds the initial self.m connectivity\n", - " # note, we could also precompute the masks and cache them, but this\n", - " # could get memory expensive for large number of masks.\n", - " \n", - " def update_masks(self):\n", - " # задайте маски для весов энкодера и декодера. Формула выше\n", - " ??? Your code\n", - "\n", - " def forward(self, x):\n", - " x = x.view(-1,784)\n", - " return self.decoder(self.encoder(x))\n", - " \n", - " def sample(self, size):\n", - " hidden_dim = self.hidden_sizes_decoder[0]\n", - " device = next(model.parameters()).device\n", - " x = torch.rand((size,hidden_dim)).to(device)\n", - " return F.sigmoid(self.decoder(x))\n", - " \n", - "model = MADE(784, [400,20], [20,400], 784)\n", - "model.to(device)" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "====> Epoch: 1 Average loss: 191.9323\n", - "====> Epoch: 2 Average loss: 140.1041\n", - "====> Epoch: 3 Average loss: 121.8988\n", - "====> Epoch: 4 Average loss: 115.4033\n", - "====> Epoch: 5 Average loss: 112.4706\n", - "====> Epoch: 6 Average loss: 110.3260\n", - "====> Epoch: 7 Average loss: 107.4999\n", - "====> Epoch: 8 Average loss: 104.3590\n", - "====> Epoch: 9 Average loss: 102.1362\n", - "====> Epoch: 10 Average loss: 99.4987\n" - ] - } - ], - "source": [ - "# Your code - обучение то же самое, что и с обычным автоэнкодером. Только замените лосс на кросс-энтропию " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Links\n", - "\n", - "[simple explanation of MADE and AE](http://bjlkeng.github.io/posts/autoregressive-autoencoders/)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.10" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/seminars/seminar-6-alpha-gan/1_aae.ipynb b/seminars/seminar-6-alpha-gan/1_aae.ipynb new file mode 100644 index 0000000..8cfa623 --- /dev/null +++ b/seminars/seminar-6-alpha-gan/1_aae.ipynb @@ -0,0 +1,407 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + }, + "colab": { + "name": "1.aae.ipynb", + "provenance": [] + }, + "accelerator": "GPU" + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "M3QD3ugjaxIN" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "iiV4GELubv0j", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "e75ea300-e841-47dc-cbe4-56a49cf26cff" + }, + "source": [ + "!pip install comet-ml\n", + "\n", + "# import comet_ml in the top of your file\n", + "from comet_ml import Experiment\n", + " \n", + "# Add the following code anywhere in your machine learning file\n", + "experiment = Experiment(api_key=\"lODeHEtCf7XLaV6DJrOfugNcA\",\n", + " project_name=\"hse-gans-aae\", workspace=\"holybayes\")" + ], + "execution_count": 1, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Requirement already satisfied: comet-ml in /usr/local/lib/python3.7/dist-packages (3.3.4)\n", + "Requirement already satisfied: wrapt>=1.11.2 in /usr/local/lib/python3.7/dist-packages (from comet-ml) (1.12.1)\n", + "Requirement already satisfied: requests-toolbelt>=0.8.0 in /usr/local/lib/python3.7/dist-packages (from comet-ml) (0.9.1)\n", + "Requirement already satisfied: everett[ini]>=1.0.1; python_version >= \"3.0\" in /usr/local/lib/python3.7/dist-packages (from comet-ml) (1.0.3)\n", + "Requirement already satisfied: nvidia-ml-py3>=7.352.0 in /usr/local/lib/python3.7/dist-packages (from comet-ml) (7.352.0)\n", + "Requirement already satisfied: netifaces>=0.10.7 in /usr/local/lib/python3.7/dist-packages (from comet-ml) (0.10.9)\n", + "Requirement already satisfied: jsonschema!=3.1.0,>=2.6.0 in /usr/local/lib/python3.7/dist-packages (from comet-ml) (2.6.0)\n", + "Requirement already satisfied: requests>=2.18.4 in /usr/local/lib/python3.7/dist-packages (from comet-ml) (2.23.0)\n", + "Requirement already satisfied: dulwich>=0.20.6; python_version >= \"3.0\" in /usr/local/lib/python3.7/dist-packages (from comet-ml) (0.20.19)\n", + "Requirement already satisfied: wurlitzer>=1.0.2 in /usr/local/lib/python3.7/dist-packages (from comet-ml) (2.0.1)\n", + "Requirement already satisfied: websocket-client>=0.55.0 in /usr/local/lib/python3.7/dist-packages (from comet-ml) (0.57.0)\n", + "Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from comet-ml) (1.15.0)\n", + "Requirement already satisfied: configobj; extra == \"ini\" in /usr/local/lib/python3.7/dist-packages (from everett[ini]>=1.0.1; python_version >= \"3.0\"->comet-ml) (5.0.6)\n", + "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests>=2.18.4->comet-ml) (2.10)\n", + "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests>=2.18.4->comet-ml) (1.24.3)\n", + "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests>=2.18.4->comet-ml) (2020.12.5)\n", + "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests>=2.18.4->comet-ml) (3.0.4)\n" + ], + "name": "stdout" + }, + { + "output_type": "stream", + "text": [ + "COMET INFO: Experiment is live on comet.ml https://www.comet.ml/holybayes/hse-gans-aae/757e0e895d784a018cff22306d7fb4f4\n", + "\n" + ], + "name": "stderr" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "In3JGXgmaxIT" + }, + "source": [ + "import torch\n", + "import torch.nn as nn\n", + "import torch.nn.functional as F\n", + "import torch.autograd as autograd\n", + "import torch.optim as optim\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.gridspec as gridspec\n", + "import os\n", + "from torch.autograd import Variable\n", + "from torch.utils.data import Dataset, DataLoader\n", + "from torchvision import transforms, datasets" + ], + "execution_count": 2, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "s6BdrapvaxIb", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "a834646f-e6b1-4707-bb48-9c7adde347a9" + }, + "source": [ + "batch_size = 256\n", + "\n", + "transform = transforms.Compose([\n", + " # transforms.CenterCrop(160),\n", + " transforms.Scale(64),\n", + " transforms.ToTensor(),\n", + " #transforms.Normalize(mean=(0.5, 0.5, 0.5), std=(0.5, 0.5, 0.5))\n", + " ])\n", + "\n", + "dataset = datasets.CIFAR10('./data/',transform=transform,download=True)\n", + "data_loader = DataLoader(dataset, batch_size=batch_size, shuffle=True, num_workers=20, drop_last=True)" + ], + "execution_count": 3, + "outputs": [ + { + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.7/dist-packages/torchvision/transforms/transforms.py:279: UserWarning: The use of the transforms.Scale transform is deprecated, please use transforms.Resize instead.\n", + " warnings.warn(\"The use of the transforms.Scale transform is deprecated, \" +\n" + ], + "name": "stderr" + }, + { + "output_type": "stream", + "text": [ + "Files already downloaded and verified\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "FzL9aTSvaxIh" + }, + "source": [ + "cuda = True\n", + "cnt = 0\n", + "lr = 1e-4\n", + "\n", + "nc = 3 # number of channels\n", + "nz = 64 # size of latent vector\n", + "ngf = 64 # decoder (generator) filter factor\n", + "ndf = 64 # encoder filter factor\n", + "h_dim = 128 # discriminator hidden size\n", + "lam = 1 # regulization coefficient\n", + "\n", + "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n", + "\n", + "class Decoder(nn.Module):\n", + " def __init__(self):\n", + " super(Decoder, self).__init__()\n", + " self.main = [\n", + " # input is Z, going into a convolution\n", + " nn.ConvTranspose2d( nz, ngf * 8, 4, 1, 0, bias=False),\n", + " nn.BatchNorm2d(ngf * 8),\n", + " nn.ReLU(True),\n", + " # state size. (ngf*8) x 4 x 4\n", + " nn.ConvTranspose2d(ngf * 8, ngf * 4, 4, 2, 1, bias=False),\n", + " nn.BatchNorm2d(ngf * 4),\n", + " nn.ReLU(True),\n", + " # state size. (ngf*4) x 8 x 8\n", + " nn.ConvTranspose2d(ngf * 4, ngf * 2, 4, 2, 1, bias=False),\n", + " nn.BatchNorm2d(ngf * 2),\n", + " nn.ReLU(True),\n", + " # state size. (ngf*2) x 16 x 16\n", + " nn.ConvTranspose2d(ngf * 2, ngf, 4, 2, 1, bias=False),\n", + " nn.BatchNorm2d(ngf),\n", + " nn.ReLU(True),\n", + " # state size. (ngf) x 32 x 32\n", + " nn.ConvTranspose2d( ngf, nc, 4, 2, 1, bias=False),\n", + " nn.Sigmoid()\n", + " # state size. (nc) x 64 x 64\n", + " ]\n", + " for idx, module in enumerate(self.main):\n", + " self.add_module(str(idx), module)\n", + "\n", + " def forward(self, x):\n", + " for layer in self.main:\n", + " x = layer(x)\n", + " return x\n", + "\n", + "class Encoder(nn.Module):\n", + " def __init__(self):\n", + " super(Encoder, self).__init__()\n", + " self.main = [\n", + " # input is (nc) x 64 x 64\n", + " nn.Conv2d(nc, ndf, 4, 2, 1, bias=False),\n", + " nn.LeakyReLU(0.2, inplace=True),\n", + " # state size. (ndf) x 32 x 32\n", + " nn.Conv2d(ndf, ndf * 2, 4, 2, 1, bias=False),\n", + " nn.BatchNorm2d(ndf * 2),\n", + " nn.LeakyReLU(0.2, inplace=True),\n", + " # state size. (ndf*2) x 16 x 16\n", + " nn.Conv2d(ndf * 2, ndf * 4, 4, 2, 1, bias=False),\n", + " nn.BatchNorm2d(ndf * 4),\n", + " nn.LeakyReLU(0.2, inplace=True),\n", + " # state size. (ndf*4) x 8 x 8\n", + " nn.Conv2d(ndf * 4, ndf * 8, 4, 2, 1, bias=False),\n", + " nn.BatchNorm2d(ndf * 8),\n", + " nn.LeakyReLU(0.2, inplace=True),\n", + " # state size. (ndf*8) x 4 x 4\n", + " nn.Conv2d(ndf * 8, nz, 4, 1, 0, bias=False),\n", + " ]\n", + "\n", + " for idx, module in enumerate(self.main):\n", + " self.add_module(str(idx), module)\n", + "\n", + " def forward(self, x):\n", + " for layer in self.main:\n", + " x = layer(x)\n", + " return x\n", + "\n", + "class Discriminator(nn.Module):\n", + " def __init__(self):\n", + " super(Discriminator, self).__init__()\n", + " self.main = [\n", + " nn.Linear(nz, h_dim),\n", + " nn.ReLU(),\n", + " nn.Linear(h_dim, 1),\n", + " nn.Sigmoid()\n", + " ]\n", + " for idx, module in enumerate(self.main):\n", + " self.add_module(str(idx), module)\n", + " def forward(self, x):\n", + " for layer in self.main:\n", + " x = layer(x)\n", + " return x\n", + "\n", + "Q = Encoder().to(device)\n", + "P = Decoder().to(device)\n", + "D = Discriminator().to(device)\n", + "\n", + "def reset_grad():\n", + " Q.zero_grad()\n", + " P.zero_grad()\n", + " D.zero_grad()" + ], + "execution_count": 4, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "i6qk1b1naxIo", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "c6e46509-97c7-4529-c78e-d651cb42e1ac" + }, + "source": [ + "Q_solver = optim.Adam(Q.parameters(), lr=lr)\n", + "P_solver = optim.Adam(P.parameters(), lr=lr)\n", + "D_solver = optim.Adam(D.parameters(), lr=lr*0.1)\n", + "\n", + "for it in range(100000):\n", + "\n", + " for batch_idx, batch_item in enumerate(data_loader):\n", + " #X = sample_X(mb_size)\n", + " \"\"\" Reconstruction phase \"\"\"\n", + " X = batch_item[0].to(device)\n", + "\n", + " z_sample = Q(X)\n", + "\n", + " X_sample = P(z_sample)\n", + " recon_loss = F.mse_loss(X_sample, X)\n", + "\n", + " recon_loss.backward()\n", + " P_solver.step()\n", + " Q_solver.step()\n", + " reset_grad()\n", + "\n", + " \"\"\" Regularization phase \"\"\"\n", + " # Discriminator\n", + " for _ in range(5):\n", + " z_real = torch.randn(batch_size, nz).to(device)\n", + " \n", + " z_fake = Q(X).view(batch_size,-1)\n", + "\n", + " D_real = D(z_real)\n", + " D_fake = D(z_fake)\n", + "\n", + " #D_loss = -torch.mean(torch.log(D_real) + torch.log(1 - D_fake))\n", + " D_loss = -(torch.mean(D_real) - torch.mean(D_fake))\n", + "\n", + " D_loss.backward()\n", + " D_solver.step()\n", + "\n", + " # Weight clipping\n", + " for p in D.parameters():\n", + " p.data.clamp_(-0.01, 0.01)\n", + "\n", + " reset_grad()\n", + "\n", + " # Generator\n", + " z_fake = Q(X).view(batch_size,-1)\n", + " D_fake = D(z_fake)\n", + "\n", + " #G_loss = -torch.mean(torch.log(D_fake))\n", + " G_loss = -torch.mean(D_fake)\n", + "\n", + " G_loss.backward()\n", + " Q_solver.step()\n", + " reset_grad()\n", + "\n", + " experiment.log_metrics({'D_loss': D_loss.item(), 'G_loss': G_loss.item(), 'recon_loss': recon_loss.item()}, \n", + " step=batch_idx, epoch=it)\n", + "\n", + " # Print and plot every now and then\n", + " if batch_idx % 100 == 0:\n", + "\n", + " z_real = z_real.unsqueeze(2).unsqueeze(3) # add 2 dimensions\n", + " if cnt % 2 == 0:\n", + " samples = P(z_real) # Generated\n", + " else:\n", + " samples = X_sample # Reconstruction\n", + " #samples = X_sample\n", + " samples = samples.cpu()\n", + " samples = samples.data.numpy()[:16]\n", + "\n", + " plt.figure(figsize=(4, 4))\n", + " gs = gridspec.GridSpec(4, 4)\n", + " gs.update(wspace=0.05, hspace=0.05)\n", + "\n", + " for i, sample in enumerate(samples):\n", + " ax = plt.subplot(gs[i])\n", + " plt.axis('off')\n", + " ax.set_xticklabels([])\n", + " ax.set_yticklabels([])\n", + " ax.set_aspect('equal')\n", + " sample = np.swapaxes(sample,0,2)\n", + " plt.imshow(sample)\n", + "\n", + " experiment.log_figure('samples', figure=plt, step=cnt)\n", + " \n", + " cnt += 1" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:70: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n" + ], + "name": "stderr" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "4M_O_VeJm1hH" + }, + "source": [ + "samples[0]" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "vpBzPu1pcNEh" + }, + "source": [ + "from torchvision.utils import make_grid\n", + "plt.imshow(make_grid(torch.from_numpy(samples), 4).permute(1,2,0))" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "6ccBLmi3mblN" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file diff --git a/seminars/seminar-6-alpha-gan/2_alpha_gan.ipynb b/seminars/seminar-6-alpha-gan/2_alpha_gan.ipynb new file mode 100644 index 0000000..10860da --- /dev/null +++ b/seminars/seminar-6-alpha-gan/2_alpha_gan.ipynb @@ -0,0 +1,2223 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + }, + "colab": { + "name": "2.alpha-gan.ipynb", + "provenance": [] + }, + "accelerator": "GPU", + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "19ab040ed7714754817b312b0af63c3a": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_view_name": "HBoxView", + "_dom_classes": [], + "_model_name": "HBoxModel", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.5.0", + "box_style": "", + "layout": "IPY_MODEL_e36e9f37a9df4ef8aa87f4209c86e5a6", + "_model_module": "@jupyter-widgets/controls", + "children": [ + "IPY_MODEL_45a501258fd44fb888990f8a74121977", + "IPY_MODEL_082e4f395f38407a94b22ed373b45a44" + ] + } + }, + "e36e9f37a9df4ef8aa87f4209c86e5a6": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "45a501258fd44fb888990f8a74121977": { + "model_module": "@jupyter-widgets/controls", + "model_name": "IntProgressModel", + "state": { + "_view_name": "ProgressView", + "style": "IPY_MODEL_e9be692b5b734a189974d77fdcc633dd", + "_dom_classes": [], + "description": "", + "_model_name": "IntProgressModel", + "bar_style": "info", + "max": 1, + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": 1, + "_view_count": null, + "_view_module_version": "1.5.0", + "orientation": "horizontal", + "min": 0, + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_00fe4fb7a50646c58ec33e1c005b07b8" + } + }, + "082e4f395f38407a94b22ed373b45a44": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_view_name": "HTMLView", + "style": "IPY_MODEL_5e0d087e8c72421fb2b1919dbba3a377", + "_dom_classes": [], + "description": "", + "_model_name": "HTMLModel", + "placeholder": "​", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": "170500096it [00:30, 15736685.35it/s]", + "_view_count": null, + "_view_module_version": "1.5.0", + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_66ccd6417930418b98da96115493e140" + } + }, + "e9be692b5b734a189974d77fdcc633dd": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "ProgressStyleModel", + "description_width": "", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "bar_color": null, + "_model_module": "@jupyter-widgets/controls" + } + }, + "00fe4fb7a50646c58ec33e1c005b07b8": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "5e0d087e8c72421fb2b1919dbba3a377": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "DescriptionStyleModel", + "description_width": "", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "_model_module": "@jupyter-widgets/controls" + } + }, + "66ccd6417930418b98da96115493e140": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "db40e0128a3a4a518f66d76b1806c353": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_view_name": "HBoxView", + "_dom_classes": [], + "_model_name": "HBoxModel", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.5.0", + "box_style": "", + "layout": "IPY_MODEL_de4f03c00a1b49228be7c95f46b19eec", + "_model_module": "@jupyter-widgets/controls", + "children": [ + "IPY_MODEL_52aee75deda74a16802a3dcc4cee56de", + "IPY_MODEL_352f55380b8d43a492c4f70d6a0e698c" + ] + } + }, + "de4f03c00a1b49228be7c95f46b19eec": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "52aee75deda74a16802a3dcc4cee56de": { + "model_module": "@jupyter-widgets/controls", + "model_name": "IntProgressModel", + "state": { + "_view_name": "ProgressView", + "style": "IPY_MODEL_e9ed4e8ddb9a4a1e9a52adcea5acf713", + "_dom_classes": [], + "description": "epoch", + "_model_name": "IntProgressModel", + "bar_style": "danger", + "max": 10, + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": 1, + "_view_count": null, + "_view_module_version": "1.5.0", + "orientation": "horizontal", + "min": 0, + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_7f59c6c59c8f4c4e9b65b0849e73134d" + } + }, + "352f55380b8d43a492c4f70d6a0e698c": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_view_name": "HTMLView", + "style": "IPY_MODEL_d576e345dd344619afa7271ccf855888", + "_dom_classes": [], + "description": "", + "_model_name": "HTMLModel", + "placeholder": "​", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": " 10% 1/10 [07:34<1:08:10, 454.52s/it]", + "_view_count": null, + "_view_module_version": "1.5.0", + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_fb91407de2e24f009559a2d1da775f10" + } + }, + "e9ed4e8ddb9a4a1e9a52adcea5acf713": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "ProgressStyleModel", + "description_width": "initial", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "bar_color": null, + "_model_module": "@jupyter-widgets/controls" + } + }, + "7f59c6c59c8f4c4e9b65b0849e73134d": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "d576e345dd344619afa7271ccf855888": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "DescriptionStyleModel", + "description_width": "", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "_model_module": "@jupyter-widgets/controls" + } + }, + "fb91407de2e24f009559a2d1da775f10": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "7ee42f4703234956afc5ff5a4fda0f1c": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_view_name": "HBoxView", + "_dom_classes": [], + "_model_name": "HBoxModel", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.5.0", + "box_style": "", + "layout": "IPY_MODEL_bd84920c653f4c2d8fd6df0326d6a731", + "_model_module": "@jupyter-widgets/controls", + "children": [ + "IPY_MODEL_3bad0fb5d1d14f7fb51ebb3b1c00ab1b", + "IPY_MODEL_ffd2b78ce4424a33a1a804d8febab240" + ] + } + }, + "bd84920c653f4c2d8fd6df0326d6a731": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "3bad0fb5d1d14f7fb51ebb3b1c00ab1b": { + "model_module": "@jupyter-widgets/controls", + "model_name": "IntProgressModel", + "state": { + "_view_name": "ProgressView", + "style": "IPY_MODEL_90bdb49716734a009d579d18d1455732", + "_dom_classes": [], + "description": "training batch", + "_model_name": "IntProgressModel", + "bar_style": "", + "max": 782, + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": 782, + "_view_count": null, + "_view_module_version": "1.5.0", + "orientation": "horizontal", + "min": 0, + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_2b077ae4248b4f6983c3ef99c332edae" + } + }, + "ffd2b78ce4424a33a1a804d8febab240": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_view_name": "HTMLView", + "style": "IPY_MODEL_9801ba49f2d04fdd9cfe2bf2406a39f7", + "_dom_classes": [], + "description": "", + "_model_name": "HTMLModel", + "placeholder": "​", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": "100% 782/782 [07:12<00:00, 2.21it/s]", + "_view_count": null, + "_view_module_version": "1.5.0", + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_353de7603de84401808a7c6e3bbdf35f" + } + }, + "90bdb49716734a009d579d18d1455732": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "ProgressStyleModel", + "description_width": "initial", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "bar_color": null, + "_model_module": "@jupyter-widgets/controls" + } + }, + "2b077ae4248b4f6983c3ef99c332edae": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "9801ba49f2d04fdd9cfe2bf2406a39f7": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "DescriptionStyleModel", + "description_width": "", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "_model_module": "@jupyter-widgets/controls" + } + }, + "353de7603de84401808a7c6e3bbdf35f": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "e50fe478f0824fb881210e37d29875c8": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_view_name": "HBoxView", + "_dom_classes": [], + "_model_name": "HBoxModel", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.5.0", + "box_style": "", + "layout": "IPY_MODEL_eb85fd3c8a894be188b8d7b4fc9a6acb", + "_model_module": "@jupyter-widgets/controls", + "children": [ + "IPY_MODEL_a26e02db2caf46e291e4cf2aa76e76ad", + "IPY_MODEL_171f9d87475c4020804b22a1312bf89b" + ] + } + }, + "eb85fd3c8a894be188b8d7b4fc9a6acb": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "a26e02db2caf46e291e4cf2aa76e76ad": { + "model_module": "@jupyter-widgets/controls", + "model_name": "IntProgressModel", + "state": { + "_view_name": "ProgressView", + "style": "IPY_MODEL_8d3fc534c4884cd78372d66fb5293868", + "_dom_classes": [], + "description": "validating batch", + "_model_name": "IntProgressModel", + "bar_style": "", + "max": 157, + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": 156, + "_view_count": null, + "_view_module_version": "1.5.0", + "orientation": "horizontal", + "min": 0, + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_723de5911e8b4d89974274db176d2777" + } + }, + "171f9d87475c4020804b22a1312bf89b": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_view_name": "HTMLView", + "style": "IPY_MODEL_47b4d89673b3499fa4bc0f956716f5d3", + "_dom_classes": [], + "description": "", + "_model_name": "HTMLModel", + "placeholder": "​", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": " 99% 156/157 [00:21<00:00, 7.40it/s]", + "_view_count": null, + "_view_module_version": "1.5.0", + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_ced6c99c69d1496d9ca6b700a631e962" + } + }, + "8d3fc534c4884cd78372d66fb5293868": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "ProgressStyleModel", + "description_width": "initial", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "bar_color": null, + "_model_module": "@jupyter-widgets/controls" + } + }, + "723de5911e8b4d89974274db176d2777": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "47b4d89673b3499fa4bc0f956716f5d3": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "DescriptionStyleModel", + "description_width": "", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "_model_module": "@jupyter-widgets/controls" + } + }, + "ced6c99c69d1496d9ca6b700a631e962": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "c5ab3b9fe04b400bbb56c46e67f48f7b": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "state": { + "_view_name": "HBoxView", + "_dom_classes": [], + "_model_name": "HBoxModel", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.5.0", + "box_style": "", + "layout": "IPY_MODEL_8a991f775b1647d38bbfb284a8749b6c", + "_model_module": "@jupyter-widgets/controls", + "children": [ + "IPY_MODEL_fcf741b3be19495987c11e4e32817861", + "IPY_MODEL_2534a46353084dc69fad9571ce258981" + ] + } + }, + "8a991f775b1647d38bbfb284a8749b6c": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "fcf741b3be19495987c11e4e32817861": { + "model_module": "@jupyter-widgets/controls", + "model_name": "IntProgressModel", + "state": { + "_view_name": "ProgressView", + "style": "IPY_MODEL_536c5724ec104f679a92d16e89160279", + "_dom_classes": [], + "description": "training batch", + "_model_name": "IntProgressModel", + "bar_style": "danger", + "max": 782, + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": 170, + "_view_count": null, + "_view_module_version": "1.5.0", + "orientation": "horizontal", + "min": 0, + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_2e14e504d59d4685a0bef108c47416a1" + } + }, + "2534a46353084dc69fad9571ce258981": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "state": { + "_view_name": "HTMLView", + "style": "IPY_MODEL_36aada7d2f6744158e0ff3fc6d3ce0a6", + "_dom_classes": [], + "description": "", + "_model_name": "HTMLModel", + "placeholder": "​", + "_view_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "value": " 22% 170/782 [01:34<05:41, 1.79it/s]", + "_view_count": null, + "_view_module_version": "1.5.0", + "description_tooltip": null, + "_model_module": "@jupyter-widgets/controls", + "layout": "IPY_MODEL_cd882cd2e2c74c47871b3e83408f2e14" + } + }, + "536c5724ec104f679a92d16e89160279": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "ProgressStyleModel", + "description_width": "initial", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "bar_color": null, + "_model_module": "@jupyter-widgets/controls" + } + }, + "2e14e504d59d4685a0bef108c47416a1": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + }, + "36aada7d2f6744158e0ff3fc6d3ce0a6": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "state": { + "_view_name": "StyleView", + "_model_name": "DescriptionStyleModel", + "description_width": "", + "_view_module": "@jupyter-widgets/base", + "_model_module_version": "1.5.0", + "_view_count": null, + "_view_module_version": "1.2.0", + "_model_module": "@jupyter-widgets/controls" + } + }, + "cd882cd2e2c74c47871b3e83408f2e14": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "state": { + "_view_name": "LayoutView", + "grid_template_rows": null, + "right": null, + "justify_content": null, + "_view_module": "@jupyter-widgets/base", + "overflow": null, + "_model_module_version": "1.2.0", + "_view_count": null, + "flex_flow": null, + "width": null, + "min_width": null, + "border": null, + "align_items": null, + "bottom": null, + "_model_module": "@jupyter-widgets/base", + "top": null, + "grid_column": null, + "overflow_y": null, + "overflow_x": null, + "grid_auto_flow": null, + "grid_area": null, + "grid_template_columns": null, + "flex": null, + "_model_name": "LayoutModel", + "justify_items": null, + "grid_row": null, + "max_height": null, + "align_content": null, + "visibility": null, + "align_self": null, + "height": null, + "min_height": null, + "padding": null, + "grid_auto_rows": null, + "grid_gap": null, + "max_width": null, + "order": null, + "_view_module_version": "1.2.0", + "grid_template_areas": null, + "object_position": null, + "object_fit": null, + "grid_auto_columns": null, + "margin": null, + "display": null, + "left": null + } + } + } + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "x2fkdYZmmquY" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "BJIoR_FfnOO2" + }, + "source": [ + "Some code is taken from [github](https://github.com/victor-shepardson/alpha-GAN)" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Gqf8beTxmquc" + }, + "source": [ + "use_gpu = True\n", + "data_dir = './data/'" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "GlYIoMsImquj", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 156 + }, + "outputId": "d6fa3d49-ef24-476f-93d4-e3532c90a2bb" + }, + "source": [ + "import sys\n", + "sys.path.append('../')\n", + "\n", + "COLAB = True # Change this variable if you are running the notebook on Colab\n", + "if COLAB:\n", + " !git clone https://github.com/HSE-LAMBDA/DeepGenerativeModels.git\n", + " %cd DeepGenerativeModels/seminars/seminar-9/\n", + "\n", + "%load_ext autoreload\n", + "%autoreload 1\n", + "%aimport alphagan" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Cloning into 'DeepGenerativeModels'...\n", + "remote: Enumerating objects: 37, done.\u001b[K\n", + "remote: Counting objects: 100% (37/37), done.\u001b[K\n", + "remote: Compressing objects: 100% (25/25), done.\u001b[K\n", + "remote: Total 156 (delta 14), reused 30 (delta 7), pack-reused 119\u001b[K\n", + "Receiving objects: 100% (156/156), 52.73 MiB | 10.32 MiB/s, done.\n", + "Resolving deltas: 100% (59/59), done.\n", + "/content/DeepGenerativeModels/seminars/seminar-9\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "TBEG6shtmquq", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + }, + "outputId": "4be6db47-5b02-4766-ac4a-8782e00cbbe1" + }, + "source": [ + "!pip install psutil" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Requirement already satisfied: psutil in /usr/local/lib/python3.6/dist-packages (5.4.8)\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "LTaxigymmqux" + }, + "source": [ + "from collections import defaultdict\n", + "from psutil import cpu_count\n", + "\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "import torch\n", + "from torch import nn\n", + "from torch.nn import init, Parameter\n", + "import torch.nn.functional as F\n", + "from torch.autograd import Variable\n", + "from torch.utils.data import DataLoader\n", + "from torchvision import datasets, models, transforms\n", + "from torchvision.utils import make_grid\n", + "\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "DPd1ufsMmqu4" + }, + "source": [ + "# get a image data set into a tensor, scale to (-1, 1), discarding labels\n", + "def torchvision_dataset(dset_fn, train=True):\n", + " dset = dset_fn(\n", + " data_dir,\n", + " train=train,\n", + " transform=transforms.Compose([\n", + " transforms.ToTensor()\n", + " ]),\n", + " target_transform=None,\n", + " download=True)\n", + " return torch.stack(list(zip(*dset))[0])*2-1" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "zpMHzRbxmqu9", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 119, + "referenced_widgets": [ + "19ab040ed7714754817b312b0af63c3a", + "e36e9f37a9df4ef8aa87f4209c86e5a6", + "45a501258fd44fb888990f8a74121977", + "082e4f395f38407a94b22ed373b45a44", + "e9be692b5b734a189974d77fdcc633dd", + "00fe4fb7a50646c58ec33e1c005b07b8", + "5e0d087e8c72421fb2b1919dbba3a377", + "66ccd6417930418b98da96115493e140" + ] + }, + "outputId": "70f7a6c4-3216-4b36-a6b9-c072b7c255d9" + }, + "source": [ + "cifar = torchvision_dataset(datasets.CIFAR10, train=True)\n", + "cifar_test = torchvision_dataset(datasets.CIFAR10, train=False)\n", + "print(cifar.size())" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Downloading https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz to ./data/cifar-10-python.tar.gz\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "19ab040ed7714754817b312b0af63c3a", + "version_minor": 0, + "version_major": 2 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=1, bar_style='info', max=1), HTML(value='')))" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "stream", + "text": [ + "Extracting ./data/cifar-10-python.tar.gz to ./data/\n", + "Files already downloaded and verified\n", + "torch.Size([50000, 3, 32, 32])\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "9gdgxJ6WmqvE" + }, + "source": [ + "batch_size = 64\n", + "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "jM_FifCgmqvL" + }, + "source": [ + "num_workers = cpu_count() if use_gpu else 0\n", + "\n", + "X_train = DataLoader(cifar, batch_size=batch_size, shuffle=True,\n", + " num_workers=num_workers, pin_memory=use_gpu)\n", + "X_test = DataLoader(cifar_test, batch_size=batch_size, shuffle=False,\n", + " num_workers=num_workers, pin_memory=use_gpu)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "711zLWLhmqvQ" + }, + "source": [ + "class ChannelsToLinear(nn.Linear):\n", + " \"\"\"Flatten a Variable to 2d and apply Linear layer\"\"\"\n", + " def forward(self, x):\n", + " b = x.size(0)\n", + " return super().forward(x.view(b,-1))\n", + "\n", + "class LinearToChannels2d(nn.Linear):\n", + " \"\"\"Reshape 2d Variable to 4d after Linear layer\"\"\"\n", + " def __init__(self, m, n, w=1, h=None, **kw):\n", + " h = h or w\n", + " super().__init__(m, n*w*h, **kw)\n", + " self.w = w\n", + " self.h = h\n", + " def forward(self, x):\n", + " b = x.size(0)\n", + " return super().forward(x).view(b, -1, self.w, self.h)\n", + "\n", + "class ResBlock(nn.Module):\n", + " \"\"\"Simple ResNet block\"\"\"\n", + " def __init__(self, c,\n", + " activation=nn.LeakyReLU, norm=nn.BatchNorm2d,\n", + " init_gain=1, groups=1):\n", + " super().__init__()\n", + " self.a1 = activation()\n", + " self.a2 = activation()\n", + " self.norm1 = norm and norm(c)\n", + " self.norm2 = norm and norm(c)\n", + " \n", + " to_init = []\n", + " self.conv1 = nn.Conv2d(\n", + " c, c, 3, 1, 1, bias=bool(norm), groups=groups)\n", + " to_init.append(self.conv1.weight) \n", + " self.conv2 = nn.Conv2d(\n", + " c, c, 3, 1, 1, bias=bool(norm), groups=groups)\n", + " to_init.append(self.conv2.weight)\n", + " \n", + " # if using grouping, add a 1x1 convolution to each conv layer\n", + " if groups!=1:\n", + " self.conv1 = nn.Sequential(\n", + " self.conv1, nn.Conv2d(c,c,1,bias=bool(norm)))\n", + " self.conv2 = nn.Sequential(\n", + " self.conv2, nn.Conv2d(c,c,1,bias=bool(norm)))\n", + " to_init.extend([self.conv1[1].weight, self.conv2[1].weight])\n", + " \n", + " # init\n", + " for w in to_init:\n", + " init.xavier_normal(w, init_gain)\n", + " \n", + " def forward(self, x):\n", + " y = self.conv1(x)\n", + " if self.norm1:\n", + " y = self.norm1(y)\n", + " y = self.a1(y)\n", + " \n", + " y = self.conv2(y)\n", + " if self.norm2:\n", + " y = self.norm2(y)\n", + " \n", + " return self.a2(x+y)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "kSH_ZZVqmqvW" + }, + "source": [ + "latent_dim = 128" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "wUDjcb0Amqve", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 89 + }, + "outputId": "75ec52a6-e861-43df-ccde-7d60f6cc8c29" + }, + "source": [ + "# encoder network\n", + "h = 128\n", + "resample = nn.AvgPool2d\n", + "norm = nn.BatchNorm2d#None\n", + "a, g = nn.ReLU, init.calculate_gain('relu')\n", + "groups = 1#h//8\n", + "E = nn.Sequential(\n", + " nn.Conv2d(3,h,5,1,2), resample(2), a(),\n", + " ResBlock(h, activation=a, norm=norm, init_gain=g, groups=groups), resample(2),\n", + " ResBlock(h, activation=a, norm=norm, init_gain=g, groups=groups), resample(2),\n", + " ResBlock(h, activation=a, norm=norm, init_gain=g, groups=groups),\n", + " ChannelsToLinear(h*16, latent_dim)\n", + ")\n", + "for layer in (0,8):\n", + " init.xavier_normal(E[layer].weight, g)\n", + "\n", + "t = Variable(torch.randn(batch_size,3,32,32))\n", + "assert E(t).size() == (batch_size,latent_dim)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:47: UserWarning: nn.init.xavier_normal is now deprecated in favor of nn.init.xavier_normal_.\n", + "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:14: UserWarning: nn.init.xavier_normal is now deprecated in favor of nn.init.xavier_normal_.\n", + " \n" + ], + "name": "stderr" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "gt2HwTsVmqvi", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 89 + }, + "outputId": "2303df25-d60e-427f-a19b-07d86205b0ee" + }, + "source": [ + "# generator network\n", + "h = 128\n", + "norm = nn.BatchNorm2d#None\n", + "a, g = nn.ReLU, init.calculate_gain('relu')\n", + "groups = 1#h//8\n", + "resample = lambda x: nn.Upsample(scale_factor=x)\n", + "G = nn.Sequential(\n", + " LinearToChannels2d(latent_dim,h,4,4), a(),\n", + " ResBlock(h, activation=a, norm=norm, init_gain=g, groups=groups), resample(2),\n", + " ResBlock(h, activation=a, norm=norm, init_gain=g, groups=groups), resample(2),\n", + " ResBlock(h, activation=a, norm=norm, init_gain=g, groups=groups), resample(2),\n", + " ResBlock(h, activation=a, norm=norm, init_gain=g, groups=groups),\n", + " nn.Conv2d(h, 3, 1), nn.Tanh()\n", + ")\n", + "for layer in (0,9):\n", + " init.xavier_normal(G[layer].weight, g)\n", + "\n", + "t = Variable(torch.randn(batch_size,latent_dim))\n", + "assert G(t).size() == (batch_size,3,32,32)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:47: UserWarning: nn.init.xavier_normal is now deprecated in favor of nn.init.xavier_normal_.\n", + "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:15: UserWarning: nn.init.xavier_normal is now deprecated in favor of nn.init.xavier_normal_.\n", + " from ipykernel import kernelapp as app\n" + ], + "name": "stderr" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "c5WfohkOmqvo", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 89 + }, + "outputId": "677a1fa5-1500-4332-90b9-e0fc7e37a2e3" + }, + "source": [ + "# discriminator network\n", + "h = 128\n", + "resample = nn.AvgPool2d\n", + "norm = nn.BatchNorm2d\n", + "a, g = lambda: nn.LeakyReLU(.2), init.calculate_gain('leaky_relu', .2)\n", + "groups = 1\n", + "\n", + "D = nn.Sequential(\n", + " nn.Conv2d(3,h,5,1,2), resample(2), a(),\n", + " ResBlock(h, activation=a, norm=norm, init_gain=g, groups=groups), resample(2),\n", + " ResBlock(h, activation=a, norm=norm, init_gain=g, groups=groups), resample(2),\n", + " ResBlock(h, activation=a, norm=norm, init_gain=g, groups=groups),\n", + " ChannelsToLinear(h*16, 1), nn.Sigmoid()\n", + ")\n", + "for layer in (0,8):\n", + " init.xavier_normal(D[layer].weight, g)\n", + " \n", + "t = Variable(torch.randn(batch_size,3,32,32))\n", + "assert D(t).size() == (batch_size,1)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:47: UserWarning: nn.init.xavier_normal is now deprecated in favor of nn.init.xavier_normal_.\n", + "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:15: UserWarning: nn.init.xavier_normal is now deprecated in favor of nn.init.xavier_normal_.\n", + " from ipykernel import kernelapp as app\n" + ], + "name": "stderr" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "fZoywvDFmqvt", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 72 + }, + "outputId": "fc341713-cc83-4d62-a9d4-7cfc559a3d53" + }, + "source": [ + "# code discriminator network\n", + "# no batch norm in the code discriminator, it causes trouble\n", + "h = 700\n", + "a, g = lambda: nn.LeakyReLU(.2), init.calculate_gain('leaky_relu', .2)\n", + "C = nn.Sequential(\n", + " nn.Linear(latent_dim, h), a(),\n", + " nn.Linear(h, h), a(),\n", + " nn.Linear(h, 1), nn.Sigmoid(),\n", + ")\n", + "\n", + "for i,layer in enumerate(C):\n", + " if i%2==0:\n", + " init.xavier_normal(layer.weight, g)\n", + "\n", + "t = Variable(torch.randn(batch_size,latent_dim))\n", + "assert C(t).size() == (batch_size,1)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:11: UserWarning: nn.init.xavier_normal is now deprecated in favor of nn.init.xavier_normal_.\n", + " # This is added back by InteractiveShellApp.init_path()\n" + ], + "name": "stderr" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "1zhdeLETmqvy" + }, + "source": [ + "model = alphagan.AlphaGAN(E, G, D, C, latent_dim, lambd=40, z_lambd=0).to(device)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "HEZWxcWTmqv4" + }, + "source": [ + "# model.load_state_dict(torch.load('../models/cifar10_dim_{}_lambda_{}_zlambd_{}_epochs_{}.torch'.format(\n", + "# latent_dim, model.lambd, model.z_lambd, 8\n", + "# )))" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "xaGc9COnmqv9" + }, + "source": [ + "diag = []\n", + "def log_fn(d):\n", + " d = pd.DataFrame(d)\n", + " diag.append(d)\n", + " print(d)\n", + "def checkpoint_fn(model, epoch):\n", + " path = '../models/cifar10_dim_{}_lambda_{}_zlambd_{}_epochs_{}.torch'.format(\n", + " model.latent_dim, model.lambd, model.z_lambd, epoch\n", + " )\n", + " torch.save(model.state_dict(), path)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "GsnwuFWhmqwD", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 531, + "referenced_widgets": [ + "db40e0128a3a4a518f66d76b1806c353", + "de4f03c00a1b49228be7c95f46b19eec", + "52aee75deda74a16802a3dcc4cee56de", + "352f55380b8d43a492c4f70d6a0e698c", + "e9ed4e8ddb9a4a1e9a52adcea5acf713", + "7f59c6c59c8f4c4e9b65b0849e73134d", + "d576e345dd344619afa7271ccf855888", + "fb91407de2e24f009559a2d1da775f10", + "7ee42f4703234956afc5ff5a4fda0f1c", + "bd84920c653f4c2d8fd6df0326d6a731", + "3bad0fb5d1d14f7fb51ebb3b1c00ab1b", + "ffd2b78ce4424a33a1a804d8febab240", + "90bdb49716734a009d579d18d1455732", + "2b077ae4248b4f6983c3ef99c332edae", + "9801ba49f2d04fdd9cfe2bf2406a39f7", + "353de7603de84401808a7c6e3bbdf35f", + "e50fe478f0824fb881210e37d29875c8", + "eb85fd3c8a894be188b8d7b4fc9a6acb", + "a26e02db2caf46e291e4cf2aa76e76ad", + "171f9d87475c4020804b22a1312bf89b", + "8d3fc534c4884cd78372d66fb5293868", + "723de5911e8b4d89974274db176d2777", + "47b4d89673b3499fa4bc0f956716f5d3", + "ced6c99c69d1496d9ca6b700a631e962", + "c5ab3b9fe04b400bbb56c46e67f48f7b", + "8a991f775b1647d38bbfb284a8749b6c", + "fcf741b3be19495987c11e4e32817861", + "2534a46353084dc69fad9571ce258981", + "536c5724ec104f679a92d16e89160279", + "2e14e504d59d4685a0bef108c47416a1", + "36aada7d2f6744158e0ff3fc6d3ce0a6", + "cd882cd2e2c74c47871b3e83408f2e14" + ] + }, + "outputId": "61173671-a5ff-44df-a5bc-28f783f5769e" + }, + "source": [ + "model.fit(\n", + " X_train, X_test,\n", + " n_iter=(2,1,1), n_epochs=10,\n", + " log_fn=log_fn, log_every=1,\n", + " checkpoint_fn=checkpoint_fn, checkpoint_every=2\n", + ")" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "db40e0128a3a4a518f66d76b1806c353", + "version_minor": 0, + "version_major": 2 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, description='epoch', max=10, style=ProgressStyle(description_width='initia…" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "7ee42f4703234956afc5ff5a4fda0f1c", + "version_minor": 0, + "version_major": 2 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, description='training batch', max=782, style=ProgressStyle(description_wid…" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "display_data", + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "e50fe478f0824fb881210e37d29875c8", + "version_minor": 0, + "version_major": 2 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, description='validating batch', max=157, style=ProgressStyle(description_w…" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "stream", + "text": [ + " train valid\n", + "code_adversarial_loss 1.282896 1.415141\n", + "adversarial_loss 1.598211 1.078382\n", + "reconstruction_loss 10.052920 9.644336\n", + "discriminator_loss 1.329990 1.389029\n", + "code_discriminator_loss 3.056269 2.253097\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "c5ab3b9fe04b400bbb56c46e67f48f7b", + "version_minor": 0, + "version_major": 2 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, description='training batch', max=782, style=ProgressStyle(description_wid…" + ] + }, + "metadata": { + "tags": [] + } + }, + { + "output_type": "error", + "ename": "KeyboardInterrupt", + "evalue": "ignored", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mn_iter\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_epochs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mlog_fn\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlog_fn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlog_every\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mcheckpoint_fn\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcheckpoint_fn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcheckpoint_every\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m )\n", + "\u001b[0;32m/content/DeepGenerativeModels/seminars/seminar-9/alphagan.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, X_train, X_valid, opt_fn, opt_params, n_iter, n_batches, n_epochs, log_fn, log_every, checkpoint_fn, checkpoint_every)\u001b[0m\n\u001b[1;32m 248\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 249\u001b[0m diagnostic['train'].update( self._epoch(\n\u001b[0;32m--> 250\u001b[0;31m X_train, loss_fns, optimizers, n_iter, train_batches ))\n\u001b[0m\u001b[1;32m 251\u001b[0m \u001b[0;31m# validate for one epoch\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 252\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0meval\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/content/DeepGenerativeModels/seminars/seminar-9/alphagan.py\u001b[0m in \u001b[0;36m_epoch\u001b[0;34m(self, X, loss_fns, optimizers, n_iter, n_batches)\u001b[0m\n\u001b[1;32m 180\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mopt\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 181\u001b[0m \u001b[0mloss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloss_components\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 182\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzero_grad\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 183\u001b[0m \u001b[0mloss\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 184\u001b[0m \u001b[0mopt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36mzero_grad\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1096\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mp\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparameters\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1097\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgrad\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1098\u001b[0;31m \u001b[0mp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgrad\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdetach_\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1099\u001b[0m \u001b[0mp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgrad\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzero_\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1100\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "MeGCc-H1mqwH", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 501 + }, + "outputId": "ece106f8-b41e-49c9-f3fa-8b2bb6b0f5e4" + }, + "source": [ + "%matplotlib inline\n", + "fig, ax = plt.subplots(1,1,figsize=(14,8))\n", + "diagnostic = pd.concat([pd.DataFrame(d.stack(), columns=[i]).T for i,d in enumerate(diag)])\n", + "cols = list('rgbcmy')\n", + "colors = defaultdict(lambda: cols.pop())\n", + "for c in diagnostic:\n", + " component, dataset = c\n", + " kw = {}\n", + " if dataset=='valid':\n", + " kw['label'] = component\n", + " else:\n", + " kw['ls'] = '--'\n", + " ax.plot(diagnostic[c].values, c=colors[component], **kw)\n", + "ax.legend(bbox_to_anchor=(1, 0.7))" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 20 + }, + { + "output_type": "display_data", + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAy8AAAHSCAYAAADlvvTeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "gPD6ZU5CmqwL" + }, + "source": [ + "model.eval()\n", + "pass" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "Urm9V_FEmqwQ", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 499 + }, + "outputId": "3ace1e58-0a79-4da4-86a0-9da172f156e6" + }, + "source": [ + "# samples\n", + "z, x = model(128, mode='sample')\n", + "fig, ax = plt.subplots(1,1,figsize=(16,12))\n", + "ax.imshow(make_grid(\n", + " x.data, nrow=16, range=(-1,1), normalize=True\n", + ").cpu().numpy().transpose(1,2,0), interpolation='nearest')\n", + "pass" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6UAAAHiCAYAAAAQ42q7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUk37AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "p-5sSKTjmqwV", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 166 + }, + "outputId": "3f9d8a08-f158-4268-831e-ac3b74788004" + }, + "source": [ + "fig, ax = plt.subplots(1,1,figsize=(16,4))\n", + "# training reconstructions\n", + "x = cifar[:16]\n", + "z, x_rec = model(x)\n", + "ax.imshow(make_grid(\n", + " torch.cat((x, x_rec.cpu().data)), nrow=16, range=(-1,1), normalize=True\n", + ").cpu().numpy().transpose(1,2,0), interpolation='nearest')\n", + "pass" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA54AAACVCAYAAAAwoCW5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "06u-CiCHmqwZ", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 166 + }, + "outputId": "5cff5222-d68e-4331-a51e-259320090650" + }, + "source": [ + "fig, ax = plt.subplots(1,1,figsize=(16,4))\n", + "# test reconstructions\n", + "x = cifar_test[:16]\n", + "z, x_rec = model(x)\n", + "ax.imshow(make_grid(\n", + " torch.cat((x, x_rec.cpu().data)), nrow=16, range=(-1,1), normalize=True\n", + ").cpu().numpy().transpose(1,2,0), interpolation='nearest')\n", + "pass" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA54AAACVCAYAAAAwoCW5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "vh0XchtImqwe" + }, + "source": [ + "### pairwise distances give a sense of how encoded z are distributed compared the prior:" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "HxCVVi06mqwg" + }, + "source": [ + "fig, ax = plt.subplots(1,1,figsize=(16,5))\n", + "n = 64\n", + "\n", + "import scipy.spatial\n", + "train_z = model(cifar[:n], mode='encode').data.cpu().numpy()\n", + "test_z = model(cifar_test[:n], mode='encode').data.cpu().numpy()\n", + "sampled_z = model.sample_prior(n).data.cpu().numpy()\n", + "train_cdist = scipy.spatial.distance.cdist(train_z,train_z)\n", + "test_cdist = scipy.spatial.distance.cdist(test_z,test_z)\n", + "sampled_cdist = scipy.spatial.distance.cdist(sampled_z,sampled_z)\n", + "cax = ax.imshow(np.concatenate((train_cdist, test_cdist, sampled_cdist),1))\n", + "fig.colorbar(cax)\n", + "ax.set_xlabel('train, test, sampled z pairwise distances')\n", + "pass" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jbTr7XdOmqwk" + }, + "source": [ + "### interpolation" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "GW25nRogmqwl" + }, + "source": [ + "def slerp(z0, z1, t):\n", + " \"\"\"Spherical linear interpolation over last dimension:\n", + " z0.shape = z1.shape = (m,...n, d) and t.shape = (q,) -> (q, m,...n, d)\n", + " Project to unit sphere and linearly interpolate magnitudes.\n", + " \"\"\"\n", + " m0, m1 = (np.linalg.norm(z, 2, -1) for z in (z0, z1))\n", + " p0, p1 = z0/np.expand_dims(m0,-1), z1/np.expand_dims(m1,-1)\n", + " omega = np.arccos((p0*p1).sum(-1))\n", + " while t.ndim<=omega.ndim:\n", + " t = np.expand_dims(t,-1)\n", + " sin_omega = np.sin(omega)\n", + " t0 = np.sin((1-t)*omega)/sin_omega\n", + " t1 = np.sin(t*omega)/sin_omega\n", + " lim = abs(omega)<1e-15\n", + " t1[lim] = t[lim]\n", + " t0[lim] = (1-t)[lim]\n", + " t0, t1 = np.expand_dims(t0, -1), np.expand_dims(t1, -1)\n", + " m = np.expand_dims((1-t)*m0 + t*m1, -1)\n", + " return m*(t0*p0 + t1*p1)\n", + "def slerp4(z, t):\n", + " # z (4,n) and t (m,) -> z' (m, m, n)\n", + " return slerp(\n", + " slerp(z[0], z[1], t),\n", + " slerp(z[2], z[3], t),\n", + " t)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "i86OpdVMmqwq" + }, + "source": [ + "# torch.manual_seed(2)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "nm5i0dthmqwu" + }, + "source": [ + "n = 7\n", + "fig,ax = plt.subplots(2,3,figsize=(17,11))\n", + "for ax in ax.flatten():\n", + " x = cifar_test[torch.LongTensor(np.random.randint(len(cifar_test),size=4))]\n", + " z = model(x, mode='encode')\n", + " z = slerp4(z.data.cpu().numpy(), np.linspace(0,1,n)).reshape(n*n,-1)\n", + " x_rec = model(z, mode='generate')\n", + " ax.imshow(make_grid(\n", + " x_rec.cpu().data, nrow=n, range=(-1,1), normalize=True\n", + " ).numpy().transpose(1,2,0), interpolation='nearest')" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "jBzhUq_1mqwz" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file diff --git a/seminars/seminar-9/alphagan.py b/seminars/seminar-6-alpha-gan/alphagan.py similarity index 100% rename from seminars/seminar-9/alphagan.py rename to seminars/seminar-6-alpha-gan/alphagan.py diff --git a/seminars/seminar-6/Variational Autoencoder.ipynb b/seminars/seminar-6/Variational Autoencoder.ipynb deleted file mode 100644 index b7f9181..0000000 --- a/seminars/seminar-6/Variational Autoencoder.ipynb +++ /dev/null @@ -1,364 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\"Open" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "COMET INFO: Experiment is live on comet.ml https://www.comet.ml/holybayes/hse-gans-vae-1/81406501a09d4450b908ce95a074fb8b\n", - "\n" - ] - } - ], - "source": [ - "# import comet_ml in the top of your file\n", - "from comet_ml import Experiment\n", - " \n", - "# Add the following code anywhere in your machine learning file\n", - "experiment = Experiment(api_key=\"lODeHEtCf7XLaV6DJrOfugNcA\",\n", - " project_name=\"hse-gans-vae-1\", workspace=\"holybayes\")\n", - "\n", - "import torch\n", - "import torch.utils.data\n", - "from torch import nn, optim\n", - "from torch.nn import functional as F\n", - "from torchvision import datasets, transforms\n", - "from torchvision.utils import save_image\n", - "from torchvision.utils import make_grid\n", - "\n", - "\n", - "seed=1\n", - "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Dataset\n", - "MNIST dataset will be used" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "batch_size=128\n", - "kwargs = {'num_workers': 1, 'pin_memory': True} if torch.cuda.is_available() else {}\n", - "train_loader = ??? #\n", - "test_loader = ??? # Define dataloaders for mnist here" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## AE model" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "class AE(nn.Module):\n", - " def __init__(self):\n", - " super(AE, self).__init__()\n", - "\n", - " self.encoder, self.decoder = ???# your code here\n", - "\n", - " def encode(self, x): \n", - " x = x.view(-1,28*28)\n", - " ???# your code here\n", - " def decode(self, z): \n", - " x = x.view(-1,28*28)\n", - " ???# your code here\n", - " def forward(self, x): ???# your code here\n", - " def sample(self, size): ???# your code here\n", - " \n", - " @property\n", - " def device(self): return next(self.parameters()).device\n", - "\n", - "\n", - "model = AE().to(device)\n", - "optimizer = optim.Adam(model.parameters(), lr=1e-3)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Train model" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "====> Epoch: 1 Average loss: 28.2380\n", - "====> Epoch: 2 Average loss: 11.4331\n", - "====> Epoch: 3 Average loss: 9.5636\n", - "====> Epoch: 4 Average loss: 8.7124\n", - "====> Epoch: 5 Average loss: 8.1656\n", - "====> Epoch: 6 Average loss: 7.7557\n", - "====> Epoch: 7 Average loss: 7.4489\n", - "====> Epoch: 8 Average loss: 7.1876\n", - "====> Epoch: 9 Average loss: 6.9836\n", - "====> Epoch: 10 Average loss: 6.7976\n" - ] - } - ], - "source": [ - "def recon_loss(recon_x, x):\n", - " ??? # Loss for AE\n", - "\n", - "\n", - "log_interval=10\n", - "epochs=10\n", - "\n", - "def train(epoch):\n", - " model.train()\n", - " train_loss = 0\n", - " for batch_idx, (data, _) in enumerate(train_loader):\n", - " ??? # implement gradient step here\n", - " if batch_idx % log_interval == 0:\n", - " experiment.log_metric('ae/train/loss', loss.item() / len(data), step=batch_idx, epoch=epoch)\n", - " \n", - " print('====> Epoch: {} Average loss: {:.4f}'.format(\n", - " epoch, train_loss / len(train_loader.dataset)))\n", - "\n", - "\n", - "def test(epoch):\n", - " model.eval()\n", - " test_loss = 0\n", - " ??? # define \n", - " \n", - " test_loss /= len(test_loader.dataset)\n", - " experiment.log_metric('ae/test/loss', test_loss, epoch=epoch)\n", - "\n", - "for epoch in range(1, epochs + 1):\n", - " train(epoch)\n", - " test(epoch)\n", - " with torch.no_grad():\n", - " sample_size=64\n", - " sample = model.sample(sample_size).cpu()\n", - " log_img = make_grid(sample.view(-1,1,28,28)).permute((1,2,0))\n", - " experiment.log_image(log_img,name='ae/sample',step=epoch)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## VAE model" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "class VAE(nn.Module):\n", - " def __init__(self):\n", - " super(VAE, self).__init__()\n", - "\n", - " # Encoder\n", - " self.fc1 = nn.Linear(784, 400)\n", - " ??? # mu head\n", - " ??? # sigma head\n", - " \n", - " # Decoder\n", - " self.fc3 = nn.Linear(20, 400)\n", - " self.fc4 = nn.Linear(400, 784)\n", - "\n", - " def encode(self, x):\n", - " mu, logsigma = ??? # your code here\n", - " return mu, logsigma\n", - "\n", - " def reparameterize(self, mu, logvar):\n", - " std = torch.exp(0.5*logvar)\n", - " eps = torch.randn_like(std)\n", - " return mu + eps*std\n", - "\n", - " def decode(self, z):\n", - " h3 = F.relu(self.fc3(z))\n", - " return torch.sigmoid(self.fc4(h3))\n", - "\n", - " def forward(self, x):\n", - " mu, logvar = self.encode(x.view(-1, 784))\n", - " z = self.reparameterize(mu, logvar)\n", - " return self.decode(z), mu, logvar\n", - " \n", - " def sample(self, size):\n", - " ??? # sample from N(0,1)\n", - " \n", - " @property\n", - " def device(self): return next(self.parameters()).device\n", - "\n", - "\n", - "model = VAE().to(device)\n", - "optimizer = optim.Adam(model.parameters(), lr=1e-3)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Train VAE\n", - "Реализуйте вариационный автокодировщик (VAE)\n", - "\n", - "**Подсказка 1**:\n", - "\n", - "$$L = \\int_zq(z)log(p(x|\\Theta,z))dz - KL(q(z)||p(z))$$\n", - "\n", - "**Подсказка 2**:\n", - "\n", - "$$p(z)=\\mathcal{N}(0,1)$$\n", - "\n", - "$$q(z)=\\mathcal{N}(\\mu_1,\\Sigma_1)$$\n", - "\n", - "![](img/KL.png)\n", - "\n", - "(k-размерность)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "====> Epoch: 1 Average loss: 45.4823\n", - "====> Epoch: 2 Average loss: 35.0653\n", - "====> Epoch: 3 Average loss: 33.2043\n", - "====> Epoch: 4 Average loss: 32.3159\n", - "====> Epoch: 5 Average loss: 31.7516\n", - "====> Epoch: 6 Average loss: 31.4142\n", - "====> Epoch: 7 Average loss: 31.1500\n", - "====> Epoch: 8 Average loss: 30.9440\n", - "====> Epoch: 9 Average loss: 30.7579\n", - "====> Epoch: 10 Average loss: 30.6381\n" - ] - } - ], - "source": [ - "def loss_function(recon_x, x, mu, logsigma):\n", - " MSE = ??? # first term of L\n", - " KLD = ??? # second term\n", - " return MSE, KLD\n", - "\n", - "\n", - "log_interval=10\n", - "epochs=10\n", - "\n", - "def train(epoch):\n", - " model.train()\n", - " train_mse, train_kld, train_loss = 0, 0, 0\n", - " for batch_idx, (data, _) in enumerate(train_loader):\n", - " data = data.to(device)\n", - " ??? # zero gradients from previous batch\n", - " recon_batch, mu, logvar = ??? # predict for batch using VAE\n", - " mse_loss, kld_loss = ??? # define loss\n", - " loss = mse_loss + kld_loss # it differs from formula above because we are MINIMIZING loss\n", - " ??? # perform gradient step\n", - " train_loss += loss.item();\n", - " train_mse += mse_loss.item(); train_kld += kld_loss.item()\n", - " if batch_idx % log_interval == 0:\n", - " experiment.log_metrics({'vae/train/mse': mse_loss.item()/len(data),\n", - " 'vae/train/kld': kld_loss.item()/len(data),\n", - " 'vae/train/loss': loss.item()/len(data)\n", - " }, step=batch_idx, epoch=epoch)\n", - "\n", - " print('====> Epoch: {} Average loss: {:.4f}'.format(\n", - " epoch, train_loss / len(train_loader.dataset)))\n", - "\n", - "\n", - "def test(epoch):\n", - " test_loss,kld_loss,mse_loss = ??? # your code here\n", - " experiment.log_metrics({'vae/test/loss': test_loss, 'vae/test/kld': kld_loss, 'vae/test/mse': mse_loss}, epoch=epoch)\n", - " \n", - "\n", - "for epoch in range(1, epochs + 1):\n", - " train(epoch)\n", - " test(epoch)\n", - " with torch.no_grad():\n", - " sample = model.sample(64).cpu()\n", - " log_img = make_grid(sample.view(-1,1,28,28)).permute((1,2,0))\n", - " experiment.log_image(log_img,name='vae/sample',step=epoch)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Задания\n", - "* сравните качество полученных картинок от AE и VAE\n", - "* что можно сказать по полученным результатам?\n", - "* чем можно объяснить разницу в качестве?\n", - "* обучите на cifar и celeba" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Links\n", - "\n", - "[simple explanation (towardsds)](https://towardsdatascience.com/understanding-variational-autoencoders-vaes-f70510919f73)\n", - "\n", - "[ELBO inference](https://chrisorm.github.io/VI-ELBO.html)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.10" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/seminars/seminar-6/img/KL.png b/seminars/seminar-6/img/KL.png deleted file mode 100644 index f6ba84f..0000000 Binary files a/seminars/seminar-6/img/KL.png and /dev/null differ diff --git a/seminars/seminar-7-nf/nf.ipynb b/seminars/seminar-7-nf/nf.ipynb new file mode 100644 index 0000000..4fcc2bc --- /dev/null +++ b/seminars/seminar-7-nf/nf.ipynb @@ -0,0 +1,699 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The code is based on https://github.com/karpathy/pytorch-normalizing-flows" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import itertools\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "import torch\n", + "import torch.optim as optim\n", + "import torch.nn.functional as F\n", + "import torch.nn.init as init\n", + "from torch import nn\n", + "from torch import distributions\n", + "from torch.distributions import MultivariateNormal, Uniform, TransformedDistribution, SigmoidTransform\n", + "from torch.nn.parameter import Parameter\n", + "\n", + "from nflib.flows import (\n", + " AffineConstantFlow, ActNorm, AffineHalfFlow, \n", + " SlowMAF, MAF, IAF, Invertible1x1Conv,\n", + " NormalizingFlow, NormalizingFlowModel,\n", + ")\n", + "from nflib.spline_flows import NSF_AR, NSF_CL\n", + "\n", + "# for auto-reloading external modules\n", + "# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Intro\n", + "**Problem:** how to estimate the pdf of final distribution at each point? \n", + "\n", + "**Idea:** Let's define the bijection $z_k=f(z_0)$ between simple distribution of $z_0$ with known pdf and our distribution $z_k$ with unknown pdf\n", + "![](https://2.bp.blogspot.com/-g37e2x1miRo/Wl-g8ajU11I/AAAAAAAAHkY/PbIorxOav_Y61yFJeXsQLRlcKTzlkykYwCLcBGAs/s1600/shakir_danilo_slide.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Problem:** ... but known pdf is changed at each point after each transformation $f$\n", + "![](https://2.bp.blogspot.com/-1vyL7LpM1io/Wl-ghB0yOiI/AAAAAAAAHkM/_U94kuVeQpk22J5Mg0lbLK-EdMDkaQWggCLcBGAs/s1600/flow1.png)\n", + "\n", + "**Solution:** The Jacobian is exactly the factor how volume is changed at each point $$J_k=|\\frac{\\partial f_k}{\\partial z_k}|$$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### We can stack multiple transformations f\n", + "![](https://lilianweng.github.io/lil-log/assets/images/normalizing-flow.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Thus, the final pdf of our distribution can be evaluated as \n", + "\n", + "$$p(z_k)=\\frac{p(z_0)}{\\Pi_{i=1}^k J_i}$$\n", + "\n", + "or, \n", + "\n", + "$$log(p(z_k))=log(p(z_0))-\\Sigma_{i=1}^klog(J_i)$$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Example of transformations\n", + "- Planar flows; $f(x) = x + u h(w^\\intercal z + b)$\n", + "- Radial flows; $f(x) = x + \\frac{\\beta}{\\alpha + |x - x_0|}(x - x_0)$\n", + "- Real NVP; affine coupling layer; $f(x^{(2)}) = t(x^{(1)}) + x^{(2)}\\odot\\exp s(x^{(1)}) $\n", + "- Masked Autoregressive Flow (MAF); $f(x_i) = (x_i - \\mu(x_{" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Lightweight datasets\n", + "import pickle\n", + "from sklearn import datasets\n", + "\n", + "class DatasetSIGGRAPH:\n", + " \"\"\" \n", + " haha, found from Eric https://blog.evjang.com/2018/01/nf2.html\n", + " https://github.com/ericjang/normalizing-flows-tutorial/blob/master/siggraph.pkl\n", + " \"\"\"\n", + " def __init__(self):\n", + " with open('siggraph.pkl', 'rb') as f:\n", + " XY = np.array(pickle.load(f), dtype=np.float32)\n", + " XY -= np.mean(XY, axis=0) # center\n", + " self.XY = torch.from_numpy(XY)\n", + " \n", + " def sample(self, n):\n", + " X = self.XY[np.random.randint(self.XY.shape[0], size=n)]\n", + " return X\n", + "\n", + "class DatasetMoons:\n", + " \"\"\" two half-moons \"\"\"\n", + " def sample(self, n):\n", + " moons = datasets.make_moons(n_samples=n, noise=0.05)[0].astype(np.float32)\n", + " return torch.from_numpy(moons)\n", + "\n", + "class DatasetMixture:\n", + " \"\"\" 4 mixture of gaussians \"\"\"\n", + " def sample(self, n):\n", + " assert n%4 == 0\n", + " r = np.r_[np.random.randn(n // 4, 2)*0.5 + np.array([0, -2]),\n", + " np.random.randn(n // 4, 2)*0.5 + np.array([0, 0]),\n", + " np.random.randn(n // 4, 2)*0.5 + np.array([2, 2]),\n", + " np.random.randn(n // 4, 2)*0.5 + np.array([-2, 2])]\n", + " return torch.from_numpy(r.astype(np.float32))\n", + "\n", + "d = DatasetMoons()\n", + "#d = DatasetMixture()\n", + "#d = DatasetSIGGRAPH()\n", + "\n", + "x = d.sample(128)\n", + "plt.figure(figsize=(4,4))\n", + "plt.scatter(x[:,0], x[:,1], s=5, alpha=0.5)\n", + "plt.axis('equal');" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# construct a model\n", + "#prior = MultivariateNormal(torch.zeros(2), torch.eye(2))\n", + "prior = TransformedDistribution(Uniform(torch.zeros(2), torch.ones(2)), SigmoidTransform().inv) # Logistic distribution\n", + "\n", + "# RealNVP\n", + "# flows = [AffineHalfFlow(dim=2, parity=i%2) for i in range(9)]\n", + "\n", + "# NICE\n", + "# flows = [AffineHalfFlow(dim=2, parity=i%2, scale=False) for i in range(4)]\n", + "# flows.append(AffineConstantFlow(dim=2, shift=False))\n", + "\n", + "# SlowMAF (MAF, but without any parameter sharing for each dimension's scale/shift)\n", + "# flows = [SlowMAF(dim=2, parity=i%2) for i in range(4)]\n", + "\n", + "# MAF (with MADE net, so we get very fast density estimation)\n", + "# flows = [MAF(dim=2, parity=i%2) for i in range(4)]\n", + "\n", + "# IAF (with MADE net, so we get very fast sampling)\n", + "# flows = [IAF(dim=2, parity=i%2) for i in range(3)]\n", + "\n", + "# insert ActNorms to any of the flows above\n", + "# norms = [ActNorm(dim=2) for _ in flows]\n", + "# flows = list(itertools.chain(*zip(norms, flows)))\n", + "\n", + "# Glow paper\n", + "# flows = [Invertible1x1Conv(dim=2) for i in range(3)]\n", + "# norms = [ActNorm(dim=2) for _ in flows]\n", + "# couplings = [AffineHalfFlow(dim=2, parity=i%2, nh=32) for i in range(len(flows))]\n", + "# flows = list(itertools.chain(*zip(norms, flows, couplings))) # append a coupling layer after each 1x1\n", + "\n", + "# Neural splines, coupling\n", + "nfs_flow = NSF_CL if True else NSF_AR\n", + "flows = [nfs_flow(dim=2, K=8, B=3, hidden_dim=16) for _ in range(3)]\n", + "convs = [Invertible1x1Conv(dim=2) for _ in flows]\n", + "norms = [ActNorm(dim=2) for _ in flows]\n", + "flows = list(itertools.chain(*zip(norms, convs, flows)))\n", + "\n", + "# construct the model\n", + "model = NormalizingFlowModel(prior, flows)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "number of params: 5844\n" + ] + } + ], + "source": [ + "# optimizer\n", + "optimizer = optim.Adam(model.parameters(), lr=1e-4, weight_decay=1e-5) # todo tune WD\n", + "print(\"number of params: \", sum(p.numel() for p in model.parameters()))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "d3e2868c414a4e6689e211bce504f1f1", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Loss: ?', max=1000.0, style=ProgressStyle(description_wid…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzero_grad\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 13\u001b[0;31m \u001b[0mloss\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 14\u001b[0m \u001b[0moptimizer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 15\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/dl/lib/python3.8/site-packages/torch/tensor.py\u001b[0m in \u001b[0;36mbackward\u001b[0;34m(self, gradient, retain_graph, create_graph)\u001b[0m\n\u001b[1;32m 219\u001b[0m \u001b[0mretain_graph\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mretain_graph\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 220\u001b[0m create_graph=create_graph)\n\u001b[0;32m--> 221\u001b[0;31m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mautograd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgradient\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mretain_graph\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcreate_graph\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 222\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 223\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mregister_hook\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhook\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/dl/lib/python3.8/site-packages/torch/autograd/__init__.py\u001b[0m in \u001b[0;36mbackward\u001b[0;34m(tensors, grad_tensors, retain_graph, create_graph, grad_variables)\u001b[0m\n\u001b[1;32m 128\u001b[0m \u001b[0mretain_graph\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcreate_graph\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 129\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 130\u001b[0;31m Variable._execution_engine.run_backward(\n\u001b[0m\u001b[1;32m 131\u001b[0m \u001b[0mtensors\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgrad_tensors_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mretain_graph\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcreate_graph\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 132\u001b[0m allow_unreachable=True) # allow_unreachable flag\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "from tqdm.auto import tqdm\n", + "n_epoches = 1000\n", + "model.train()\n", + "pbar = tqdm(range(n_epoches), desc='Loss: ?')\n", + "for k in pbar:\n", + " x = d.sample(128)\n", + " \n", + " zs, prior_logprob, log_det = model(x)\n", + " logprob = prior_logprob + log_det\n", + " loss = -torch.sum(logprob) # NLL\n", + "\n", + " model.zero_grad()\n", + " loss.backward()\n", + " optimizer.step()\n", + " \n", + " pbar.update(1)\n", + " pbar.set_description(f'Loss: {loss.item():.2f}')\n", + " pbar.refresh()\n", + "pbar.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'z -> x')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "model.eval()\n", + "\n", + "x = d.sample(128)\n", + "zs, prior_logprob, log_det = model(x)\n", + "z = zs[-1]\n", + "\n", + "x = x.detach().numpy()\n", + "z = z.detach().numpy()\n", + "p = model.prior.sample([128, 2]).squeeze()\n", + "plt.figure(figsize=(10,5))\n", + "plt.subplot(121)\n", + "plt.scatter(p[:,0], p[:,1], c='g', s=5)\n", + "plt.scatter(z[:,0], z[:,1], c='r', s=5)\n", + "plt.legend(['prior', 'x->z', 'data'])\n", + "plt.axis('scaled')\n", + "plt.title('x -> z')\n", + "\n", + "zs = model.sample(128*8)\n", + "z = zs[-1]\n", + "z = z.detach().numpy()\n", + "plt.subplot(122)\n", + "plt.scatter(x[:,0], x[:,1], c='b', s=5, alpha=0.5)\n", + "plt.scatter(z[:,0], z[:,1], c='r', s=5, alpha=0.5)\n", + "plt.legend(['data', 'z->x'])\n", + "plt.axis('scaled')\n", + "plt.title('z -> x')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXIAAADSCAYAAABXT0tTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOydd3gV1dbGf5Pee+8JSUhIIAXSII0mTaogqKhYANFru1ev9yqiIHrtDRURBRVUpIlKbwmEJKT33nvvvZ35/jjJMYEkoKKIX97nyZNzzuw9s2dmz5q113rXWoIoioxhDGMYwxhuXcjd7AGMYQxjGMMYfh/GBPkYxjCGMdziGBPkYxjDGMZwi2NMkI9hDGMYwy2OMUE+hjGMYQy3OMYE+RjGMIYx3OK4LkEuCEKhIAiz/ujB/F0gCIKyIAjpgiCY3uyxXAlBEAIEQcga9H3EeysIQrAgCKV/3uj+WhAE4ZAgCPP+hOMMuSfDbP9SEIStf/Q4/mr4q563IAgvC4Kw9zf2nSYIQo4gCK2CICy5UWO6pTRyQRBO9F+Agb9uQRBS/oTj2giCcFwQhAZBECoFQfhIEASFUbqsAy6KoljR3/+mTUhBEERBEOwHvouiGCaK4vg/4DiugiCcEgShVhCEXxWcIAjCnYIgRAiC0C4IQugw25X6H54cQRDa+l8+uwRBsLlR4x8BbwB/+H37o+7JXwlXzsNhtq8RBOHSnzmmm4QtwEeiKGqIonjkyo2/QdYAf2FBPtzgRVGc138BNERR1AAigAO/Yp/Gv3E4nwDVgCngDgQBj47S/hFgz2881g3B9dz8G4weYD/w0G/oWw+8D7w+wvaDwCLgbkAbcAPigJm/4VjXDVEUowEtQRCm/FHHuAn36Zr4K47pbwRrIG2U7b9W1gC/QZALguAtCEKkIAiNgiBU9L8xlPq3fSwIwjtXtP9JEISn+z+b9S9XawRBKBAE4YlB7V4WBOGgIAh7BUFoBtZcYxw2QADw9a8Y/sv9Jo9nBUEw+RX9bIH9oih2iqJYCZwEXEYYlxVgB0SNNO5+7eR+QRCK+zXYF/q3mQmC0CEIgt6g9h79bRT7vz8oCEJG/xv7lCAI1oPaioIgPCYIQg6QIwjCxf5NSf0rmJUjmEu8+q9LgyAIuwVBUBlh7CPeP1EUs0RR/IJhJqkgCOMEQagXBMFz0H5qBEEI7u97VhTF/UD5MH1nAbOBxaIoxoii2CuKYpMoih/3H29gfz/1HyNXEIS1g/q/LAjCfkEQvhYEoUUQhLQBwSwIwnOCIBy84ngfCILw4aCfQoEFw12PkSAIgqcgCAn9xzsgCML3Ayuygevff+xKYPeV96T/nsf39/8eGPZ+9LctEgRhcv/ne/rngEv/94cEQTjS/3nE57Z/+5C5M+i3JwRByO+fg28JgjCszLiGXLhqHl7R1xn4FPDr3944aLOuIAjH+q9FlCAI4wb1cxIE4Uz/fc8SBOHOUa6TtiAIX/SPrUwQhK2CIMj3b1sjCMIlQRDe7n8GCoRBJjVBEGwFQbjQP4YzgMFIx+lvv7Z/Htb3z0uz/t/zkMqGn/vPU3mY7tcta4ZAFMVr/gGFwKz+z5MBX0ABsAEygKf6t3kjfRjl+r8bAO2AMdKXRhywCVDqP6F8YE5/25eRanVL+tuqXmNMm4DQ6xn/oD5ywCyk2nIT8BOwFFC8Rr/1SF8YaoA5kAosHaHtAiDtit++BLb2f7YBRGAnoIpUu+wCnPu3nwfWDur7FvBp/+fFQC7g3H/9NwIRg9qKwBlAb+D69f9mP6hNMFB6xb1NBSz7+4UPGqus7bXu36D92Uun1VXXZS2Q3n8NTwFvD9Pm4SvvKVIt/cI17s9FpJqMClItpgaYMWhedQLzAXngf8Dl/m3WSOenZv93eaAC8B20738Ch3/FHFMCioAnAUVgGdB9xTXtRWq2Ue6fA4Ov80D/p/v7L0f6XGwd4XhfA//q//wZkAdsGLTt6Ws9t9eYOyH9v1kB2cDDI4zjevZvP8p1WwNcGua5qUMqVxSAb4B9/dvUgRLggf5tHkAtMGGE/f8A7OjvZwREA+sHHbsH6RyVBzYglWNC//ZI4N3++xUItAB7RzjOjP5xePa334bUzHqVLP29smZIv+ucnCMeHHgK+GHQ9wxgdv/nfwDH+z/7AMVX9P0vsHvQA3fxesbT3z4XWHO97Yfprwk8iFQIVAOvjNLWGakQ6+2fkF8O3ORh2t5Dv6C4YkJeKcgtBm2PBlb1f34YON//WeifrIH9308ADw3qJ4dUEFkPelhmXHHs6xHkjwz6Ph/Iu7Ltte7foN+GFeT9234CUoBkQHmY7cMJ8p30P7wj7NMS6KNfGPf/9j/gy0Hz6uygbROAjkHfLwH39X+ePXDug7avHbgf1zmvAoGywfOj/xiDBXk3oDLcPenvX35F/whGFuQPAT8NevYe5hdhVwR4jtDvKYY+tyPNnbmDvj8KnLvO6zDc/n+LIP/8irmZ2f95JRB2RfsdwEvD7NsYqbKkOui3u4CQQcfOHbRNrX+8JkhfYL2A+qDt3zKyIP8CeHPQdw2kLwmbQc/baIL8umXN4L/fYlpxFAThqCA1xDcDrzF0qfEVsLr/82p+sRVbA2b9S6/G/uXT8/0XeQAl1zkGf6QX+eAobT4VfnGKPn/ldlEUW5AKlESkms+wzqb+peRJ4DDSt7kBoItUoxoODUhfEtdC5aDP7UhvOMAhpEtMU6QPtQQI699mDXww6PrVIxX25oP2dV3X8AoM7lMEmA3T5nru37WwE3AFtomi2HWdfeqQ2gtHghlQ338/B1DE0Gty5bVWEX6xA3+L9KEGqQ3+2yv2rwk0XudYB8ZTJvY/lf248p7UiKLY+Sv6F41yvAtAQP98kUfqp5gmSE2P2kjn9/U8t8ON88rfRpob17v/34KRnhNrwOeK+XgPUrlwJayRPuMVg9ruQKqZX3UcURTb+z9qID3fBlEU2wa1He1+mA3eLopiK9I5bD5ij378Blkjw29xdm4HMgEHURS1kD7MwqDte4HFgiC4IX27HOn/vQQoEEVRZ9CfpiiK8wf1HTx5R8P9SJe7rSM1EEXxEfEXx+hrA78LgmAhCMJ/BEFIB/YhXYa7iaI4kn1tYFn5kSiKXaIo1gG7kWoHwyEZsBV+o8NIFMUG4DRSjeNupNrVwHUpQbocHHwNVUVRjBi8i99wWMtBn60YxlbN9d2/ESEIggZSh+YXSH0VeqP3kOEs4C0IgsUI28sBPUEQBr88rZBqxdeDA0Bw//6XcrUgdwaSrnNfIDXNmAuCMPiZsLyizWj3aLj+ViM1FkUxF6mAexzpirYZqVBah1TDlfQ3vdZzO9K4rmduXO/+R8OvnbclSE1ug+ejhiiKG0Zo2wUYDGqrJYritW3P0vuhKwiC+qDfRrwfSK+P9cCX/n76XN98/LWyRobfIsg1gWagVRAEJ6T2JBlEUSwFYpBq4odEUezo3xQNtAhSJ4+qIAjygpSy5vVrDi4IgipwJ9Ilx6+CIAgvI3XGjUfKLHEQRfEVURSLR+ojimItUABsEARBQRAEHaQvkuQR2pciNft4/9rxDcK3wH1I7aODBcunwH+FX5xZ2oIgrLjGvqqQ2rNHw2P9Lzg94AXg+2HajHr/BClUkNp4EQRB5QpnzgdArCiKDwPH+s+F/rby/X0VALn+voogdYQitd3+IAjC5P57oCkIwiOCIDwoimIJUtPD//r7TUJqbrgunq8oijVIHZq7kb6oMq5oEoTUpHW9iERq6vlH/1gX8+vmQiTSZfUTgiAoCoKw7Dr6X0BqxrzQ/z30iu9wjed2FDwrCIKuIAiWSO3+w82N69n/teZhFWAhDHLAXgNHAUdBEO7tv06KgiB4CVLH6RCIUhrwaeAdQRC0BEGQE6QO+KBrHUQUxSIgFtgsSGmw/sDCUbp8BzwgCIJ7//x/DYgSRbHwOo71q2TNYPwWQf4MUk2xBelSebgb+xUwkUEUPFEU+4DbkTqjCpA6BD5Huvz7NViCdKkb8iv7gXR1YCaK4gOiKF68Yvk6GpYBc5Fq77lIbV5Pj9J+B3DvbxjfAH4CHIBKURRl2qAoij8gXWbt61++pgLXClh5Gfiqf0k50qrjW6QTPR+ps+wq7vR13D9roINfWCsdQBZAvzCbyy8P9z8BT0EQ7un/fm9/++1ImUgdSOfWAJYDx5HOtab+856CVFsHqWnEBqk29ANSO+lZrh/fInWCD9HG+19SraKUhnhdEEWxG+l8eQjpPF2NVOhclylpUP81SE1nK5EutUfDBaSC9OII3+H6ntvh8CNSm20i0hfwFyO0u9b+X2b0eXge6dypFASh9lqD6jel3QasQnrfK/nFgTwc7kOqZKQjNX8eZHST3WDcjdRHVA+8xChMuf559yJSE2kFMK5/jNeLXytrgF+8sjcUgiAEItWIrH+FsPzboP9NnADM7NcGxnALQhCEQ8AXoige/537iULKPNp9Y0b250CQBnY59JtvxvAXxg0n/vcviZ9E6m3+fyfEAfodeRNu9jjG8PsgiuIdv6Vf/5I9C+mq5R5gElIn1hjG8IfgdwvyftvmRaRLGjWkS+xYpPzOMYzhlsUVc1sBOCiK4kvX0XU8UvaIOlJz1fKxldkY/kj8btNKv3ddXRTF1n5t/BLwpCiKl2/EAMcwhpuFsbk9hlsFv1sj7zefDNAAFfv//l+aVMbw98LY3B7DrYIbkjSrnz6WiDRC8owoisPmGRnDGG41jM3tMdwKuCHOzn5qmns/7/EHQRBcRVFMHdxGEIR1SIMUUFdXn+zk5HQjDv2norYWigbFdFlbg8GNiF37HWhqakJRURE1NbVR20kkEtra2tDUHD7oVBRFWlpa0NTUZGgsytXo7JQGJaqojJjL6aYiLi6uVhRFwxuxr/8vcxugvb0deXl5lJVHYvCN4WZjpLl9w+mHgiBsAtpFUXx7pDZTpkwRY2Njb+hx/wxYWkLpoLyBFhZQ8lsC4m8QYmJiMDc3x8xs2KhpGXp6eggJCWHGjBkoKFz97pZIJJw7d47AwMBrPsQVFRWUlpbi5fWr4rj+VAiCECeK4g1PPft3ntsAW7duRVdXl8cee+xmD2UMI2Ckuf27TSuCIBj2aysDUZezkYbq/m2wc6dUiAcHS4W3l5cEiGfq1BEzBPzhyMjIQFtb+5pCXBRFLl68iL+//7BCXBRFwsLC8Pb2vqYQb2lpISsriylT/rD03H8p/H+Y24NRWlpKe3s73d3dN3soY/iVuBGmFVOkEVvySF8M+0VRPHoD9vuXwZYtUk08NBTi4qqxtX0eaGX//jdQUtJgz59cQqKkpISOjg48PT2v2TYyMhI3N7cRTS/x8fHY29ujrT16gG1PTw+XL19mxowZ1zS9/I3wt5/bA+jq6qKhoYGioiLk5P6y9WbGMAJ+9x0TRTFZFEUPURQniaLoKorilhsxsJuNAS18507YtEmqiW/cKOHEiRN4esohTX+hzt69oKgobfdnoL6+nqKiousS4snJyZiZmWEwgiE/OzsbdXV1zM1HT8w2oNVPmzYNeXn53zTuWxF/17k9HGpqapBIJGhpafHEE0+wZcsW2trart1xDH8JjL16B2Gw8B7QwrdsgbVrITKylPLyzWRlZbF58yoUFR3oL6RCb6+03R+N9vZ24uPjmTZt2jXbFhQUIAgCNjY2w26vrKyksbGR63HMXUurH8Otj4qKCnp7ezE2NqaoqIj9+/dTVna9CSTHcLMxJsgHYbDwHtDCN22SmhW2bdtGZWUlgYGB2NjY8MQTWigomCKNvE7jmWea/1ANpre3l0uXLhEUFHRN00ZNTQ2VlZVMnDhx2O0tLS1kZGRcl8MyNTUVU1PTEbX6Mfw9UFhYiJaWFrq6uqipqSGKIhUVY8GotwrGiqwOwqZNUiH+4osia9cKrFjRSE5ODh9/HE5nZyfz5s3DxcWFyspKXnhhEsXF60lLS+t3FPqgpPRb6g5fG6IocuHCBaZNm4aiouKobdva2khJSWH69OnDbu/u7iYyMpKZM2de84VQXFxMX18ftra2v3nsY7g1UFBQgJ6eHlpaWqioqCAnJzemkd9C+H+jkQ82m4yEBx/s4+DBKObNK6W3t5c9e/Zw+vRp8vLymDp1Kr6+vhQXFzNp0iR++uknNDQ08PDwwMfHh9mzZ19TyP5WDJg21NXVR23X09NDeHg4gYGBwwrpAVt3QEDANW3dDQ0NFBcX4+bm9rvGPoZbAyUlJejo6KClpYWGhsaYIL/F8P9GkA+YTTZv7hmxTXp6OoWFhZiZmREaGoqCggJVVVX4+Pgwffp0MjMz8fb25ocffiAiIgIzMzNWrFjBqlWrGDdu3Ij7/T1ISkrC3Nz8mqaNwQ7J4WiGAOHh4Xh6eqKqqjrqvjo7O4mLi2Pq1KkjtrmeF+MYbg10dHTQ1NSEhoYGmpqaqKmpoaysTOngoIkx/KXx/0aQP/tsM3p6h3jiiephtxcVFdHd3c2KFSu4cOECpaWlpKam4u7uzpw5c0hJScHf35+ff/6ZsLAwtLW18fb2xs/PDx0dnT9kzHl5eSgoKGBtbX3NttfS2pOSkrC0tERPb/QKaxKJhLCwMAICAkaloQ32J4zh1kZNTQ3y8vIoKCigqamJiooKampqVFZWIpFIrr2DMdx0/L8Q5KIo4uWVxtGjZvz731dT7UpKSqiursbT05OwsDCqq6uJjo7Gzc2NhQsXkpiYSGBgIKdPnyYkJARlZWWmTp2Kp6cnRkZGwxzx96OyspK6ujpcXK5dVvBaNMP8/Hzk5eWv64Vw6dKl6woOGuwMHsOtjerqX5QbTU1NlJWVUVZWpqenh+bm5ps4sjFcL/72glwURcLDw7GxscHPz++q7eXl5ZSVlTFlyhTCw8Opq6sjLCyMCRMmsGTJEpkQv3jxImfPnkUQBAIDA5k4cSIWFiPVA/59aG5uJjMz87pYJdeiGdbU1FBVVYWrq+s19xUfH4+dnR3a2trXNJ2sXStNT7B27TV3O4a/OEpLS2WCe0AjV1BQoLe3l/r6+ps9vDFcB/7Wgnwg/NzR0RFT06vL81VWVlJYWIiPjw9RUVE0NDRw/vx57O3tWbZsGcnJyUybNo24uDhOnz5NV1cXQUFBODo6/mE28a6uLqKioggICPjdNMO2tjaSk5Px9fUddvtgYZ2bm4uKiors5fRrTSc9PSP7Hsbw18aAX6ijowMNDQ2ZRt7b20tDQ8PNHt4YrgN/W0EukUi4cOECEyZMGNb8UV1dTW5uLn5+fsTFxdHY2MiZM2ewsbHhjjvuIDMzEx8fHzIzMzl69CiNjY0EBgZiZ2fHhAl/TBW3vr6+62aVDNAMRxLSvb29ozJY4Bdh/dJL1dTW1g45r+s1nUgkEsLDw8nM/NumIPnbo6ioCGNjY1RVVZGTk0NBQQFtbW26urqoqam52cMbw3XgbynIJRIJoaGhuLm5DWs3rq2tJTMzk2nTppGYmEhjYyMnT57E3NycxYsXU1hYiLu7OyUlJfz000/U1tYSHByMtbU1Hh4ef8iYByevulZ62N7eXiIiIkYU0p99JmJqepGsrKmjUiI3bQIzszbuuisVHx+fIduu13RSV1dHQUHBdUWIjuGvh7a2NlpbW9HV1ZWlOJaXl0dLSwslJaUxCuItgr+dIO/r6+P8+fNMnjwZXV3dq7bX19eTmppKQEAAqampNDQ0cPLkSQwMDFi4cCG1tbWMHz+e+vp6fvjhB8rKypg6dSpmZmZXCbsbiZiYGMaPH3/N5FUDNMOpU6eOSDPcuDGK2lpX3nxTY9R9PfBAL7t3h/PGGyNr7aIoUlVVNey2zs5OkpKSuOeee/4wDv0Y/ljU1NSgoKCAiooKWlpagFSQa2hooKCgMBbdeYvgbyXIe3t7CQkJwcfHZ1iB2NjYSFJSEkFBQWRmZlJfX8+pU6fQ1NRk/vz5dHR0YG5uTnd3N4cPHyY/Px8vLy8sLCxGNVH8XqSnp6OrqzusHf9KREZGMmnSpBFphmlpaTz5pCEWFkajmkWu5J13d3dflb5UIpFw+PBhKisrr+o/QFP8I6/LGP54VFdXIwgCioqKQzRyTU1N5OTkqKys5EbXLBjDjcffRpB3d3cTEhKCn5/fsFVwmpubiY+PJygoiNzcXGpqajh16hSKiorMnj0bJSUltLW1UVZW5tChQ2RnZ+Pu7o6VlRXTp0//w4RVcXEx3d3dODg4XLNtSkrKqDTD4uJienp6eOGFcdc0i0RHR+Pq6oq6urosSdKVWnVJSQkGBgbDUiAHaIpKSkrXHPcY/rqoqqpCFEXk5OSuMq2IokhPT89YFsRbAH8LQd7V1UVoaCj+/v7DaqotLS3ExMQQFBREUVERlZWVnD9/HoDp06djYGCAnJwc+vr6HDhwgJSUFCZMmICdnR0zZsy4puNx507Q0wNdXenn6416rKuro7i4GHd392ueY0FBAcCINMOBXNKD99Xb20t2dvZVbTMyMtDX18fIyAhRFMnNzcXHx2fIy6q+vp6SkhKCgoKuMuEkJCTIaIpjuLVRVFSErq4unZ2dQwS5mpoa8vLyCIJAQUEBoijKKkn19vbe5FGP4Urc8oK8o6ODCxcuEBQUNGzoeVtbG1FRUQQHB1NWVkZJSQmXLl2iq6sLf39/7OzsaG9vx9LSku+//56kpCTs7e1xdHRkxowZI2qcA8JbTQ3WrYOGBmhslDJBroe619bWRmJi4nWlpK2traWiomJEmuFASP3gfYmiyN69e+nr6xvStqysjI6ODuzt7QGIiopi0qRJQ1YEnZ2dxMfHDxuin5+fj5KS0h/GoR/DnwdRFCkuLsbGxkZWrxWkz1RhYaHMn/TBBx8QGhqKnJwcNTU1RERE3OSRj+FK3NKCvK2tjUuXLhEcHDxsJGJ7ezsREREEBwdTVVVFQUEBMTEx1NfX4+3tzaRJk6iurmb8+PEcOHCAhIQELCwscHV1JTAwcNScJFu2SIV3R8fgX0Wef76bjRslGBkl8t//dg3b91rJra48x6SkpGGDmUDq3B2wVQ8OqR/Iyjh+/HjZb01NTeTl5cmKUqSlpWFkZISh4S+1XAfbvq8M0a+traWqqmqIqWUs58qti9bWVjo6OjAzM6OlpQUVFRXOnj1LbGwsEokEIyMjzM3N0dHRISIigpaWFubMmcPly5dpamq62cMfwyDcsoK8tbWViIgIpk+fPqzW3NnZSXh4OMHBwdTX15OdnU1ycjIVFRVMnjwZPz8/Gc3w8OHDREdHY2xsjKenJ1OnTpV58AfjyqpBOjoSlJWrUVQ8iorKh6xa9Qnz51cwfvxFvviilEcfvfrlMtjJeC2mxwAXfKQc5AOURR8fnyHXoKioCIlEwoQJE2TCuKuri+joaPz9/QGp/bunpwc7O7sh+7zS9j1wzh991E5SUtJVvPWxnCu3Lqqrq1FQUMDAwICioiL27dtHQ0MDGzZswNramsDAQBQUFGhvb0dZWZkLFy6gq6uLl5cXp0+fvtnDH8Mg3Ijiy5aCIIQIgpAuCEKaIAhP3oiBjYampiaioqJGrArf1dXFxYsXCQoKorm5mbS0NLKzsykqKmLSpEnMnDmTjIwMfH19+emnn4iIiEBHRwcfHx+mTJmCvr7+sMcdLLTuuKOe117bwYYN/2POnB088EAm998/DolEgra2NnPmzBl2HxEREbi7u18zJe3gHOQj0QxjY2MZP378kJdOXV0dpaWlTJo0SfbblYmwhrOn79wJxsbxXL481PYtPec+Nm++NOwK4u+cc+VmzO0/EzU1NcjJydHT00Nubi5z5sxhxYoVTJw4kdraWjw8PDAwMKCrq4vq6mqSkpKoq6vD39+fsrIymd9mDDcfN0Ij7wX+JYriBMAXeEwQhD8m9BGpUy8uLo7p06cP64Ts7u6W2czb29tJSEiguLiYzMxMJkyYwLx580hKSiIgIIBjx44RFhaGqqoq06ZNw8XFZVQK4KZNYGpaxcaNEhITExFFEXV1dWbNmsW6detwc3OjqqoKDw+PYbXtxMRELC0tR3xRDMa1shlmZWWhpaU1ZLzt7e0kJiZeZduOiIhg8uTJqKiojJiidtOmPKqrVdi2bajt+8UXRQwNL/Hii77DntPfPOfKnzq3/2xUV1cjkUiIiYnBxcVF9gKXl5fHyckJURTR0dFBTk6O3t5e1NXVOXfuHIqKisyZM4cTJ05c5YMZw83BjSi+XCGKYnz/5xYgAxi9mu9vRF1dHUlJSQQHBw+bYrWnp4cLFy4QGBhId3c3sbGx1NTUkJSUxPjx42WZDIOCgjh79qzMgRMYGIijo+OIjJD+c8Pc/DjffpuBk1MYtbW11NTUYGJiwtSpU7G0tCQnJ2fEoKHc3FyUlJSwsrK65nmmpKSMWl6tvLyclpaWIfbvgVJwV2rNmzYlsWKFFQcP6o6Yora6upo1a2qwsJhwlWY9eXI8iYkOPPHE1aamK9HV1fW3Snv6Z87tm4GKigoqKyvR09PDy8trSPDPhAkTyM7OJiAgAG1tbTo6OqisrCQvL4/S0lKcnJzQ0NAgJibmTx93a2srcXFxREREjOX46ccNtZELgmADeABRN3K/IBU2aWlpBAUFDSvEe3t7ZRTEvr4+Ll++THNzM7GxsdjZ2Q3JZBgeHi6jUU2fPh0bG5shQvFK7NwJpqa5XLyogyiKshB/XV1d3N3dGT9+vEzLH86WXVFRQX19/XXlaBlYro5UXq25uZns7GwmT54s+23AVj516tCQ/IKCAj77TJ7KSis2bxaHTVHb1tZGamoqr73mc5VmnZubi5qaGmZmZoCUzTCSBpaXl8fx48dHzWF+K+OPnNs3A6IokpOTQ1tbG4sWLcLMzIzy8nLZdjs7O2pra3FwcEBBQQElJSVEUURTU5MzZ84AMG/ePC5evEhra+sfPt66ujrCw8P54osv+OijjygoKCAhIYHLly//4ce+FXDDnjpBEDSAQ8BToihelcRYEIR1giDECoIQ+2sT8VRUVMi0g+EEZV9fH6GhoUydOhVBEIiIiJDlI7G0tGTp0qWkpKQwbdo0EhISOH36NG1tbQQFBWFmZjbEnjwcNm3Ko6qqmV275GlubiY9PR0tLS1cXFzw9PQkKipqRIdkU1MT2dnZ15WS9lo0w+7u7mEzI0ZFReHq6oqGxi8h+QP7euUVVywsYM2aBMaNGzfE/j1czpbu7m6Sk5Oprq6mrq4OZ2dnAHJycvjpp5+GNWdJJBJycnKueR1vVfyRc/tmobm5mcrKSqysrNDT08PMzGyIRi4vL8/48eOpqKhg0qRJqKmp0dnZSUVFBXV1deTk5GBoaIi7uzvnzp274eMTRZHS0lLOnj3LRx99xJdffklDQwNBQUE888wzLF++nFWrVhEZGTkWsMQNEuSCICginejfiKJ4eLg2oih+JoriFFEUpwymu10LpaWlFBYWMm3atBGFeEhICL6+vigoKHDx4kXk5eUJCQnBxMSEpUuXkp2djbe3N9nZ2Rw/fpz6+noCAwMxNTW9poBNTU0lMPAo+vqV3HlnDampqWhoaODs7Iy/v7+M/jicgOvs7CQ6Ovq6UtJei2YokUiGzYyYmpp6FYWw/aOPSHJ2xi81lbVr4fz5HJYuFYeYagbYM35+fjJnqiiKfP/99+zb14GLSypJSd6yYw+k+x0OERERZGb6EBw87m9HQ/wj5/bNRFlZGe3t7ZiYmABgaGhIY2PjkDQNLi4upKWl4ePjg6Kioiw7orq6OmfPnkUikcgipW9EWbje3l5ycnI4evQo7777Lj/++COCILB06VL++c9/cvvtt2Nvby+br/r6+kycOJELFy6Mut+BYKa+vr6/rU1/eDrEr4AglVBfABmiKL77+4f0C4qKiqiqqhpVuIWGhsrMBSEhIaiqqnL8+HH09PRYtGiRrFhyeXk5x44do7q6mmnTpmFsbDxqTUqA118v5s03E1mwQJUvvxRJSUlBSUkFe3t7pk+fzoULFwgICBjWCTgSv3s4DNAMZ8yYgfD551KqSHAwhIbK/oc6OeGZlobK5s00tbej9dZbFP/jH/TNmzeEQtjX18epl17Cob4e4ZVXqFq8mJSUFH7+uZkzZzx56SWp+WTAwTVYi09PT2fy5Mk8/XQRdXX2vPJoBeuEY4Q7OeHl5YWOjg47d0qHt2mTdD/JyclYXrrEXRvtKO3TZcuWv4/j84+c2zcbcXFxMp+QKIrIy8tjZGQk09JBal45fPgwBgYGGBgYUF1dTVdXF+Xl5RgaGpKcnIy7uzuzZs3i+PHjrF279lensujs7CQnJ4fMzEzy8vIwNDTEycmJNWvWjEgKkEgkVFZWyqK0T58+TVhYGBoaGoiieNUfgCAICIJAX18fS5cuva5o6lsJwu9NiCMIgj8QBqQAA56u50VRPD5SnylTpoixsbGj7jc/P5+GhoYhtuDBGMg37uHhgYaGBiEhIWhoaHDs2DFUVVVZvHgxra2tWFtb09HRwf79+8nLy8PHxwcrKytmzZo1qoAtKSnBzS2UhgYd9PQE/v3vNOTl5bGzs2PhwoWEhYXh5eU1bF6XAeqgp6fnsHz0wWh4/31it25l6ssvo/bYY2SamuJcVUWcnBweEglhcnKoSSRkCwKrRJFWMzOSe3qYUFNDpqEh0waV6RJFkfPnz9Ny6BALf/qJjuee47KzMxKJhDVrXKioMMfCAs6cyUReXn5INGdpaSnV1dU0NTVx4YIhn75SwyuSb/Ey+gn92FgsLS0BKae8tFRKObx0qYjGxkb6bruNuOpFbJHfzKbtZjJB3rJtG5pvvvmL1B+MK98INxCCIMSJojjlBuznD5nbNxuiKPL000/j5eVFYWEhzz77LEpKShw9ehRDQ8MhK68jR47ItPaQkBC6urqQk5PD2NiY9vZ2Hn/8ceTl5dm9ezfu7u6yYLPR0NzcTFZWFpmZmZSWlmJtbY2TkxOOjo5DFIsBSCQSKioqKCwspKioiOLiYjQ1NbGxscHGxoaGhgYSEhJ4+OGHUVRUlAltYMhnkJocd+3axRNPPHHNdNF/RYw0t28Ea+WSKIqCKIqTRFF07/8bcaJfD3Jycmhubh5RiA+YBdzc3NDS0iI0NBRdXV1OnTqFkpISc+bMobu7G1NTUyQSCUeOHCE/Px9PT08sLCyYMWPGqEK8vLyc8+fPs2BBBxoaUQQFpSEnJ4eNjQ3z588nMjISd3f3YYU4SBNSOTk5XSXExc8+GxIG2dnZyd6XX8atrg71N94gLi4OvWefJdPYGN2FC4kxNETtttvI0NVl4YoViObmRN95J+4bN5JoYMDUrVuH7D8mJoampiZmvfkmkoICwh0dEQQBPz8/Nm+WCvEnniintbV1iBBvbGwkPz+fvr4+TExMmD27icpPc5lpchSFDRtkQhx+4Y3/618NlJSU0NHRgdVzz7HW4iQl24/JZHJmZiaVr746bLRQW1sbaS++eN2RRH07dtBmbn594aM7d+IGN8RY/0fM7b8CSktL6e7uxtraGnV1ddrb2wEwNTUd4vAEqXklPT0dd3d3GSOpq6uLiooK1NTUiI6ORhAE5s2bx/nz5+kYGuoMSJ/X6upqLl68yGeffcb27dspLS1l8uTJ/Otf/+Luu+/G09NTJsT7+vooLS3l0qVLfPPNN7zxxhv8+OOPNDU14e7uzuOPP85jjz3GggULcHFxYdq0aRgZGREWFoaCggLy8vLIyckhJyd31QrBwMAAR0dHIiMj/4hLe9Pwu00rNxqZmZn09PSMuPQZYGi4urqiq6tLSEgIhoaG/Pjjj4iiyIwZM1BVVUVJSQk1NTX27dtHeno6rq6uWFtbM3369BEDbEDqWD158iSxsXr8+GMawcGK+PiAhYUF8+fPJzExEUdHxxGr0adt3oz+p59ismULfRIJ8lu3wqZNSB56iJAXXmBGbS3Cli2IDz/Mnj17mP2vf2H07rsUNTejeuwY8pqaNEkk6CMlMReYmRGUkICmlRUXLlzAy92dyzExBJeXIwwy6WRlZVFaWoqvry/q6uqcP38eVVVVHB0d0dTUZO1auPPOJg4fPoWr612yfl1dXcTExGBhYUFvby9lZWXMmDGDOicnKl1crmLzrF0L993XxcWLsejqmqGsrIzBP/8J//ynrE15ufRlMeWVV37RuvshMyO9/DK8+uo1I4lEUSRs40Y8a2u5HrtN6osvogBjydFHQUxMDA4ODrLkWG1tbejo6GBmZkZU1FBSzoB5pbu7m0mTJpGXlycT1nJycly6dAkPDw9MTU1xdnYmJCSE+fPnI5FIKCkpITMzk6ysLPr6+nBycmL27NlYWVkN8fP09fVRXl5OYWEhhYWFlJaWoquri7W1NZ6enixduhQ1NbURz0cQBBYuXMj27duvSSMGCA4OZseOHXh7e18zMO9Wwe82rfwWjLT8TEtLQxCEEWl6A4WUHR0dMTQ05MKFC+jr63Ps2DEZC8XKyoqenh7Mzc3Zt28fcXFxODg44OrqSlBQ0Kg3rqqqiqNHj2JkZMTq1Vk0N0vQ1BT59FNLbr/9dnJzc9HX1x9SjV787DO6t2xBDAwk89w5itraWNDWRp2pKRV9fbhXV4OFBeH79uESG4vO22+z3XQjL8YqsWZmM2+feZLzBgYIdXW4mZpysKOD5Y2NHAR0AGt1dUw1NalfuxaDdevIyclhcnIyam+9hUK/wbuiooKYmBjs7OxwdXUlMjISURQxNDSUad7d3d18sno15ufOseL112HtWlk2OwcHB6qrq2lubiYgIACJRMKlS5fo6elBT09vSFj+QJ/u7m5UVFSYOXPmkGtYUlLCoUOHePLJJ6/ShkRRJDQ0FC8vr2GX0MMhNjYWs5AQzD788JpmmPz8fDr27OGel1/uSRTFm5Jf91YwrWzbtg1DQ0NsbW1lsQ8ODg709fXx+uuvy0wtAxgwr9ja2rJ79266u7uRSCQoKChgbm6OhYUFs2fPprW1lc2bN6Ovr09nZydGRkZMmDCB8ePHY2JiIpsPvb29VwnugefKxsYGa2vrUfMcjYQBMsMjjzxyTbPJ8ePHkZeXHzEC+6+KkUwrfxmNPDk5GWVl5RH53KIoEhERgb29PYaGhly6dAlDQ0NOnDhBS0sLfn5+2Nvb09DQgKOjI9999x2JiYnY2Njg4uLC1KlTRxXiNTU1/Pjjj5ibm5OQkMCECTmkxOmxojebOVWzKCkpQVNTc4gQB4h78UWsq6sJ37dPGjSkoYHE3JzUO+9khpMTff/+N3lNTYS8Wciq+Cf5738f4fnH3qcJM74PWcFDGRkU3347d58+zV0mi4jMe56LKg8TMLER3YICujo6aK2sRNixg9L583FxcSF55Uom1tSgvWULLatWERcXh46ODq6urqSmpgKgrKwsE+KiKLJv3z7kTp9mUVMTbNnCTtbywgsR/OtfTigoSIOVPD09UVBQ4Pz58zg7O5ORkSFbGfVs347ia68ReffdyN12G2FhYfzvf/8bci16enrYvn07K1euHNbpFRsbi7Oz83UL8ZycHDQ0NDB79ll49tlR29bU1Egd4y+9RNLLLydf1wH+H0IURRobG7GyskJOTg41NTWZaUVeXh5DQ0OqqqqGmNNcXFwICwvD19cXIyMjurq6aG9vl+UrDw0NlaWGMDExoaWlBWVlZRoaGsjMzKSurg5BEGhqaqK2tpb6+nqMjY2xt7fH29ubFStWXFNwi6JIb28vfX199Pb2yv4Gf1dQUEBVVZVdu3axZMkSdHR0UFVVHXYuBgQE8Mknn+Dn53dNP9atgL+EIE9ISEBTU1OWWnU4REVFYWtri4mJCZGRkejr63PmzBlqa2vx8vLCw8ODkpIS3N3d+f7774mLi8PIyAgPDw+mTJmCjo7OiPuuq6vj8OHDmJubk5WVRW1tLZ6eGqxI+4I5LS00vBmPOHv2VcUfqqqqkJs8mYKTJ2nR1cW4oQFbBwfCS0qYOm4cnwvreLpJmx406PlpHiIiL774EzPdC7icuIr75J8mdKsCd3l58fmRI1zKWUt1aww/4cdK7zoMP/sMhSNHqPnkEwwefRRDQ0O2b6/h067zbNH5mjXP23Lp0iUUFBTw9/enuLiYxsZGJBLJEC361KlT5OXl8eL//ofCa6/Bpk1s3JhETY0Zb7+dwdmzxmhqaqKrq8vFixdxcXEhMzOTWbNmIQgCXV1dhG3ahFFtLZpffkm4vj6bN28e8oCIn33GF889x4PPPMO4Yfjk2dnZaGtryxxn10JVVRX19fXXVV6vvb2dlJQUpk+ffl37/v+M3t5eBEGQ2Y8HC3L4xU4+WJAPmFeam5vx9vYmNDSU+vp6KioqaGpqkpWEW7ZsGXPmzEFRUZHu7m4yMzOJjY0lLCyM3t5edHR00NTUxMzMjN7eXlJSUoiIiKC9vZ22tjbU1dUxMzNDRUXlKmHd19eHgoKCzAY+0mcVFRXCwsJobGxETk4OiUSCjo7OkD9tbW10dHRwdnbmwoULLFy48GbcihuKmy7IY2Nj0dfXHzGSEaTOQwsLC8zMzIiJiUFbW5vQ0FAqKipwc3PD39+f7OxsfHx8OHToENHR0ejr6+Pn54erqytGRkYj7ru+vp79+/djbW1NZmYmRUVFspeKcnc3WkePUv3QQ0x2dR3Sr+C118h4913kOjqIFUUM6+uZCBxLTGSmKLL32WzWd8Qh0gvMBeqBCIwUT3A2/y062UpSdw4Pnitn79GjGDQ386DGe2xDlRXk4Hgwk8Z776WmqYlxcnK09PWhrq7OJ5/UU93sxWbzN7B1OAc9PQQGBtLY2Ehubi59fX3MnDlTJmQTEhIICQnhhRdeQEFLCzZsoLCwkEdKm/nkk0KeesqO3t4m7OzsiI+Px8bGhtTUVCkVUhAQRZH//CeM77rP8JD6O2j7t7Nu3bqr0gZ/9O9/M66pCftPP4UXXhiyrbKykqampusKigJpCHZ6ejrBwcHXbDtgcw8ODh4rOXcd6OjoQFVVFYlEcpVGDmBmZkZJScmQPgPBQWlpaairqxMfH09zczNKSkro6elhYGCAuro6WVlZhISEyEgAdnZ2uLi4sHTpUln93NbWVgoKCigsLKSgoABBEHBycsLY2JimpiZSU1OZOHEivr6+KCkpyQT0QJGL68GkSZNITExkzZo1dHV10dTURGNjo+yvpKSExsZGqqurSUlJoa2tjcDAQFkE862ImybIRVEkKioKc3PzIW//KxEbG4uxsTEWFhbEx8ejrq5OeHg4JSUlTJgwgZkzZ5KWlkZAQAA//vgjERERaGpqMnXqVBwcHEbdd2NjI/v27ZMJ8eLiYnJzdYiMtOPOO9V45rnnKHnggav45l1dXRx95RUCOjvZAzioqOA7bhzh6elkGq9lY/VGGjuSEIkBpqGg8CN9vT8gUkJm1W4gEpAnSniBktWRnDpVS0zaY7hZvMMak1x8k5Ipu+cB5Ds7af76a0rq6/HetYuIoCBeeWUGW7Z0sWqVNLm/h4cHcl9+SeymTYj33EPQG2/IGDmFhYUcOHCA9evXy5aPdXV1lJWVMX++AmvW2JKbm4uHx0zy8vJQVlYmPz9/SGHnyMhI9u0bR1VzCR9rTyXuzduuWt0cPXqU5uBg5sfFDXFeNn3wAc2vv07u3XcT/Pbb1zUvBqJNB14ko2HA8e3n5zdW/Pk6MZwgHxzRaWpqepXDc6AU3Mcff0xAQABr1qwhOTmZjo4OWltbqa6uJjs7m7a2NgwNDWXBQxKJhM7OTnJzc6murqagoIC2tjaZLdzb2xsjI6Mh93n27Nn8/PPP7N+/n0WLFl1XHdsr4ebmRnh4OHl5edjb26OiooKxsfGwbb/77jvq6urYv38/6urqTJkyBVdX11tuPt20xBgRERFYWVmNKmjj4+NlTpABG3pUVBS5ubnY29szf/58kpOTCQgI4OTJk4SFhaGkpERAQADW1tajmmqam5vZu3cv1tbWMsaHdl4eF4+30dBgw6FDBpSVlV0VjFT59tt8a2KCTm8vnwAmgI6qKnFlZSCK7Kl6kTJJOr0KYWiQwjz5B5lisQORKuBfQBEQgzx2NIgm3PZOGRey/0eVeIrwfFNMYmPRuftudO65R5r4f8kS/M3MuLRiBQEBAcybV8r69W+yYIFUe9LT0+O7jRuRr6vD5+BBmZOnvr6evXv3smDBAlnAUEdHBwkJCejq6qKtrc3Fixdpa2ujrq6O6upq2tvbh9iwU1NT0dPTY9WqXHR1q1m3zpVx48bJroU09W0q7713hv8ePjwkDWJ3dzeRr7xCemUlAd9/L3tY+3bsoHEEKuGVBaGvhZiYGCZMmHDdNvf/z2hra+PDDz+ko6MDFRWVETVyIyMjGhoaZMmoSktL+fzzz6mqquK2226jt7eXiRMnsnDhQnp7e8nKypKZRSZNmoSFhQXd3d1UVFQQGRnJp59+ynvvvUdqairBwcE8++yzrFq1Cl9fX4yNja96Wevq6nLvvffi6+vL3r17OXPmzK9OjCUnJ8eMGTM4d+7cNQtHT5s2DVEUefzxxwkKCiIjI4N3332XhISEX3XMm42bopG3trYybty4Ue2lSUlJaGtrY2trS3p6OoIgkJiYSFZWFra2tixcuJCEhASCg4MJDQ2VhekGBwdjamo6bMHgAbS0tPDVV19ha2tLVlYWVVVVaGtrk3z2LHOoJFRwZfVqcwICZg6ZaH19ffz46qt0NDZSqKiItiCgKYr0OTsjGTcO7yNH8GtfyRmFmVjay1Ocpk97XwsJhYbAEqAHeAldFGnAH3iNPt5Foftb1NTq8Om5gFtrKzYHDlC2cCEFBQWs//RTomJimOzkhKKiImFhYTg6OqKkpISzszMfffQR41avZvyBA+i8/DIg5afv2bMHBwcHWfm3vr4+Ll26hIODA7W1tTQ2NqKmpoaDgwPJycmYm5sjCILsngxwjSsrK1m6VBkfn14WL55CU1OTLF/Lpk31VFe/T0bGB0N4+QMBUdxzD/4HD0rZNVybSjiQM6Z7505U334buYEw1GGQkZGBrq7uiJrWGIaitbUVeXl5Ojs7UVVVlWnZVwrygUITubm5ZGZmkp+fz6xZs5g0aRISiYS9e/fyxBNP4ODg0K9YzCM8PJyGhgYqKiqoqKhAWVkZdXV1zM3NcXBwwNvbm56eHk6cOCFLQ2FrazviiksQBNzc3LC3t+fkyZN88sknLFy48KoiKKPB2dmZS5cukZaWhusVZtHBsLS0lAUcOTo64ujoSGNj4y1Xl/SmaOQqKiqjCvGUlBRUVVUZN24c2dnZ9PT0kJmZSUpKChYWFixdupSkpCQCAwOJiori3LlzdHZ2EhwcjIGBwajRZa2trezevRsbGxsyMzNpOHcOpY8/puHiRXzmz+c5wyI+eiict96a/otw2rkT0cKCs7NmUdreTrEgkNA3nu3iBpKYSVN6OsGbNrFfELDvi2CN/DuUlNjTQg1hTEAiZ4SiYjmC8AagSgO3A8XAIlQ4yUTrk9x2WyGBcy2wNDKidNUqUlJSuP/++/nf//JYMqeLg3b/48STT6Kuro6enh5+fn7s378fMzMzbDdswKKiAtauZccOCWZm+4mMFLjzzjsBqQC9dOkSzs7OFBYWIooizc3NzJw5k7KdO3FcvZrmr7+WMYaam5vJy8ujs7MTAwMDkpKSmDFjBrt375axC3p6ehg//gWMjV9k8+ahbKCIiAhEUcTzhRdQLyuTCeO4uDgc//1vtIapRJGeno6BgQGqqqokvfoqQlnZiMFCA3lCrnQ+i6JI/muv3bCAoL8TWltb0dTUHGJaEQRhSEAQSK9hV1cX77//PpqamvzjH//AxcWFuLg4PvzwQ+Tk5Lj//vtRUlKShcp3dnZSW1tLb28vixYtYvLkybJEW8rKyqSmpspWzo6Ojpw4cYKPPvqI8+fPU1hYSHFxMSUlJZSUlFBaWkpZWRnl5eU0Nzczbdo0vLy82Lt3L19++SU1NTXX1LJB+jKYNWsW58+fHzW/iiAIuLu7k5iYKPtNR0dnxBTSf1XcFI18tGVzeno6ioqKODo6kpeXR1tbG0VFRSQkJMiSYKWkpDB16lSSk5M5ffo0zc3NBAcHX8V5vhJtbW188cUX2NjYkJGRQU9PD7UhIQgdHXjHxzM1Koqff/6Zxx9/fMgYc158kfaqKr4pK8MSyAPixZm0oc63TOfIg25ERkbSN2sWDSdO4LZkCY7Zp0hJaUMiMaWnxxFlxSgmTNCjsNAXc/MiCgtLmT3bioaGM4iiI6dPq9Lit4JtfT1YX0qnvHw5cnKdbNtWSm2rChvx5709azBauBB/f3/Cw8Npa2vDxcVFlqEQ4PnnT9DQUEhY2H9kGs+AEzMjIwNra2tSUlLw8fEhLCwM5b17ya2rI/jrr+G11+jp6SEqKgojIyPk5OQ4fvw4Tz/9NJGRkcydO1eWzvSll15i69Z78PeX0jFFUUQQBFJSUujs7MTW1naIkzknJ0fKShiGSlhWVkZnZycODg6EhoYyY+tWhP5AqisxUHc0ICDgqm1RUVHYffTRWEDQMGhtbUVDQ0MmyDs7O2Ua+UD2wK6uLn766Se6u7sxNjZm4sSJJCUlcenSJYyNjVm+fDkmJiYkJycjiiJffvkls2fP5t5778XQ0JDS0lIOHTqEnZ0dSkpKpKWloaCgQGFhISoqKnz//fe0trbKwvuTkpJQUVHBzc0NOTm5YXOkDHweqBt64sQJJk6ciJGRkSwHzMCfnp7ekOfWzs4OHR0dEhMTR4wSB6lN/dNPP2Xu3LnXZdL7K+IvNerMzEwAnJycKCoqoqGhgerqahISEtDT02Px4sWylLD5+fmcPHmSmpoaAgIC0NXVHTXLYHt7O59//jlWVlZkZmYiCAIVFRV0ubuzPDMTpfvv5+jRozz44INDgiF6e3spvvtuLu7ciYmFBTHZ2QRKJOTzI/mKy3C10mHFu94EuZ9Hb4oejps3U3r+PLpJ51jm4UGXRRBHj0Rh2xNDoL4NM2bUceHCBT7++HHee+8Q+fnj6e3VpbfXn/Pn5RHFXOrrpyGKBrz22gVWrxb47gtVbuv9GJt163Bwc6OiooK4uDgmTZqEt7e3bKxRUVH4+UURH/8UL78sPYecnBxUVVXJzc1l/PjxREVF4eLiQlFREW1tbajccw8Bhw7x+fRv2WwhsnJlGOvXW9Pc3ExoaCjr1q0jNTUVe3t7zM2lNRW2b9+Ok5MT/v7+iKJIbGwstra2tLe3U1VVhY6OzhBteTQq4YBg9vf3JyQkBH9/f+Rnz4b1669q293dTXR09BBWzgDS09MxNDTEaPNmetetG6s2cAVaWlrQ0NCgs7NziI18QKhXVFRw8OBBbG1teeqppzh48CDPPfccM2fOZOXKlbIiEt999x0WFhasXLkSZWVlvv32W7q7uxEEAUtLSx544AF2795NYWEhGhoaJCUloaysjIWFBaIoEhwcTG5uLnfffTdubm7s27cPZWVl7rjjjmEziA6GKIrs378fJSUlvLy8qK2tpba2luTkZJm5UEtLC319fZlwHz9+PKdPn2bSpEkjOjC1tbUxNTUlMzNzVDPMXxl/GUE+YEKZOHEiZWVlVFRU0NraSkxMDGpqatx+++2UlpYyceJEqqqqOHbsGBUVFXh7e6Ovr8/06dNHFOIdHR18+umnUnbK11/Td/YsyY6OmPr7ozhxIuf8XuOLL9J49FFvGU1qIKlThLMzTdHR/KzgSHqmAT4okkwKyzXr0HnFihefaqWFWA4nCsw10cfWtoeIs2fR7+3FPi2NUGVlvIQIuvus2HNxLroFB3jllX9y7Ngx8vIs6OpSQlXVDV1dc+ztM8nIUGDOHBdOndrLypWGrFljTWfnp9xzz4voGxqipKTE/v37mTRp0pA84jk5OZw8eZJ33rmH8RcPUbBpExWN/6Q+MBCJRCIT4hYWFsjLy5ORkYGlpSX+r72GwgcfsMUSysqi+OYbKxYvLicjI4NFixbR0NCAsrKyTIifOHGCuro6Hn30UQBZ8iMHBwcyMjJQVlYmPn4yS5dKFeq7724jLS1tWI73YMF8+fJl3N3dRwwMGZzG98o8OSUlJXR1dUkjgseNI2ndurGAoCvQ2tqKtrY29fX1GBoaygS5nJwctbW1fP755yxevBh7e3uOHDlCdXU1fn5+tLe3c+nSJQoLC3Fzc+Phhx8ekp5i8eLFfPHFF3h7e1NdXU1ZWRkWFhbo6OiQl5fHxo0bKS8vJyUlheDgYOLi4ggODiYyMpLa2lpWrlzJoUOH2L9/PytWrBhVIxYEgcWLF7Njxw4cHR2vSuPR19dHQ0ODTMCXlJRQV1dHRkYGr776KuvXrx+RBTNgXhkT5L8DA/kbBmpeFhUVyar8KCgoMG/ePJqamhg3bhxtbW38/PPPsuLBJiYmI9bvBKnjb/v27Zibm5OZmYnK+fMkt7bimp2NxWOPIZFI+Oc/o2hpceDrr6fw2mvSfokbNzKuuprI0lIuA6lo04MekbTzgro66rfdRnt7O7Zmx0kudwckXLqki5paNCrjx2NVUEC6gwNaWlp0OTiQnLmSVk4jqVtK+OefoxETg7tpEKk1k3joISN6e79CR0eHDRucEMWD2Nnls3r1VL7++mt8fHyQl5dn3LhxfPjhh4wfP57g4GDZpK+urubQoUMEBgZiY2PDPj8/JA0NmLz5Jkbz5qGiokJCQgIaGhrY2dlx5MgRxo0bx8SJE2XRrmvXZvLJJxrcdVcB9fVtODo6oq+vT1ZWlox+mZ6ezvHjx3n//fcBqamqoqKC5cuXExoaiiAIBAQEcO+9AqWlsHlzL9bW4cNSCQcL5rS0NMzMzEatZTq47uhgNDQ0UFhYOKypZQy/oLW1FXNzc8rKymTOToCTJ0/S0dGBl5cXioqKbN++HVdXV+677z5Onz7N0aNHmT17Nk899dSQ2IGuri7S0tJITEykvr6en3/+mQ0bNnDXXXfJVrQlJSXs378fb29v5s6dy9GjR3FzcyMpKQkLCwuqqqrYv38/S5cu5fjx43z33XesWrVqVOqfiooKK1asYO/evZiYmAyZM/Ly8jJNfDBuu+023nvvPfbs2YOjoyMzZsy4KprT2dmZ48eP09zcfEtGet70ulwFBQU0Nzfj5uZGbW0t2dnZyMnJER4ejiiKzJ49m76+PhlV6ccffyQnJwdnZ2csLS0JDg4eYgoZjK6uLj755BNMTEzIyclBTk6O4smTmaKlxcTVq1m2bBlVVVUsW2aImdkMXnpJKmxqa2tRfPRRjunoUGhvT7GcHCYqeUA9yLmQNv8V2idNorGxEY/ZDtjbp6Khoc/kycXU1NRg4etL2YIFaHt60tTUhPeyZTh756GoqEJgYAdlUVE0dnUxqfoSH33kgqFhLAoKCgQFBWFhYUFjYyPz58/np59+wsvLC0tLS3x9ffnyyy8xMzMjMDBQlkSora2N77//Hmtra4KDgzl58iQ6q1ejpqeH3T//SU9PD6WlpfT09ODj48PPP//MuHHjsLa2ljE+KisrmTu3mb17K7jjDlVaW1vx9fUlISFBRr9saGjgvffe47XXXkNeXp6+vj4iIiKYNm0aYWFhAAQGBiIvL8+mTWBuLrJy5chUwsjISDw9PamqqkIUxVETHSUmJmJlZfXLaqkfnZ2dxMbGypg5YxgZA6aVwTbyo0ePUl1dzbPPPsuhQ4c4evQoy5cvx9DQkJ07d6Kjo8Orr75KRUWFLCS/oKCAH374gffee4/s7GymTp3KO++8w5w5c8jKyhoihC0tLVm7dq2MqLB69Wry8/MxNjamra2N7u5uVFVV2b17N8HBwWhoaPDNN9/Q1dU16rmYmZkxffp0Dhw4cF3UREtLSyZNmsSMGTPQ0NBg+/bthISEDCmioaioyIQJE0hOvjUXczdVkBcVFVFXV4eHhwcNDQ2kpqairq5OWFgYnZ2dBAYGoqGhgbq6Opqamvzwww+kpaXh6OiIvb09/v7+Iy7Fu7u72bZtGwYGBuTl5dHX10dHRwfjlizBbNcu5r33HufPn6esrIwNG1woK9ORMd2ysrJQvfdePnW7m8/yNWi1D8Jt1iQUFLrokdhz4EAeWVkG1NbWUl5ejq+vFU89pUBpaSrR0eYkJjZhbW1Nfn4+48aN67dNJrN2rR3Kyun02NvjpK5O4KpVVFVV0d7eTnBwMI6OjsTGxjJhwgRSU1NlfG9/f39+/vlnWUraAS2kt7eXAwcOICcnx5133klYWBjd3d0oLFqEd0oKxdOmIS8vT0VFBTNmzODo0aOYm5sPsWG3tbXJHL/a2trs2bOHJUuWDCnk3NPTw8aNG/nPf/6DpqamLBDH19eX6OhoAKZMmSJ7uaxdC4cORfPvf7sMm7UuOTkZCwsLQEpzHK1EXH5+PgoKClcVrf41hTvG8AtrZcDJmZKSgqKiIrfffjshISFYWFigoqLCuXPniIuL49577+W2227D0tISLy8v3nnnHd5//31OnjyJqakpjz/+OKtWrcLJyQkFBQXmz59PXV3dVcFEWlpaPPDAAygpKXHkyBHuuOMOlJSUaGlpwcTEhMLCQqytrfnyyy9xc3PDwMCAPXv20NnZOer5TJkyBQMDA06ePHld5z9t2jRiYmKYOXMm69evp76+nm3bthEfHy9Lz+vu7k5SUtJ1sWL+arhpT0BpaSlVVVVMmTKF5uZmEhIS0NfXJywsjJaWFqZOnYqZmRkSiQQTExMOHTpEcnIyNjY2TJgwAR8fnxGXQD09PWzbtg19fX1yvv8eubfeQjkpCX19fczMzJgzZw4FBQWcOiXh229dSEycAjt3kmZiQumyZRTdfjsbp0/nwoUjSCSmZGcrknIsBn9bPaQ1Bibyww9JFBcXY25ujr29PUlJSRQVadDV1UJmplQQy8vLc9ttt/HNN99w1113UVVVRUNDA97LlmG0dStt3t60tUnNGAEBAXz33XdMmDCB2tpaGhoamDhxIu7u7mzenMR99xXzww9eBATYcO+9YGEhMnPmzzz5ZDWiuIasrCwKCgowNjaWhVPb2NiQnJxMcHAwly5dQk1NDRUVFZkHfyCKUk9PDy0tLXbt2sWyZctISEjAy8tLxlDZsmULd955pywYKCEhAUdHRwoKCujs7MTOzm5IqbkBjnd5eTnVgwpfgDTaFMDY2Jj4+PgRqz+BdGVUVVV1ld1ygE55ZSHpMYyMAdZKW1sbJ0+exN7enp6eHnbv3s3EiRNZtmwZ0dHRKCgo8NBDD2FiYoIoiiQlJREXF0dTUxMTJkzgkUcekaVKHgxFRUWZMlFcXDxkm4KCAosXL8bT05Ovv/4aNzc3vLy8SE1NxcTERGaWe/311ykrK6O0tJSNGzcSGRlJdXX1sIJ1IHVtYWHhdWnR9vb2iKJIXl4eOjo63HHHHaxatYrExER27NhBXl4elpaWspS6txpuiiDv6emhpKQEb29vWltbiY6OxszMjIsXL1JTU8OUKVMYP348zc3N2NnZcejQIRISEjAzM8PT05NJkyaNaE/t6enh/fffR0tLi/r6eiZHRqLe0oLKuXOYmJgwa9Ysqqur6enpYf/+VpqaFrJ1qzxs2YJmVRWv/PADbzVq8l2xMnooA4VAM9XiQlSLjjF5cicaSuVYdJxAs7YWS0tLmcAxMipBVXUSEybkUVtby+OPP84777zD4sWLSUtLkzmQlJWVMTU1pbKyEh0dHRYvXszu3btxLCqi7777SP36azo7F7JsmQGffdbMJ59cornZjVOn3Cgthe++g7Kyi1y8mE1z8z289lobYWFhsnShWVlZuLm5cfHiRby9vSksLKSpqQlVVVWZlj0gDK2srOjt7WX//v3ceeedGBsbY21tLQvD37lzJ7a2tgQFBQFSDVlFRYWenh6qq6vR1dUdEkFbXl5OW1sb8vLyxMfHD6Eg1tfXU1ZWJsumN5o23d7eTnJy8rB00oHUxIMLSY9hZHR3d9PX14eSkhKJiYmoqakxb948oqOj8fDwoKenh7Nnz/Lkk09SV1cnC5DZtWsX0dHRrFq1iueff15GLR0Jurq6LFmyhIMHD9LS0iL7XRRF6uvr0dDQwNjYmE2bNvH999/T0NDAqVOnpApXTg4eHh4kJyczffp0dHR0OHv2LPv27eOtt97i+++/5/Lly1RUVMg0aGVlZe68804Ze200CILAtGnTiIiIkP1mbm7OAw88QFBQEMeOHePbb7/FxsZmCKf8VsFNcXZ2dXXh6+tLR0cHkZGR2NrayswckydPZvLkyRQXF+Pp6cnBgweJi4vD0NAQX19fHB0dR0xu09vby/vvvy+jWbm7u5N6222Ix49jduedzJgxQxaSLooiCxf2EnJUj+db/kW0nyu9XV142dryRXQH0EI9bbiaGJNeqUE3pdSbBfLvf9/Bu3ffTR0GnE6cioKDHrm5R5GTk2Phwqno6Eg4eTKVp59+mh07duDs7CzLFOfi4oKCggKTJk0iJSWFuDiIjb2HhIT9LFxoTd4rr1DX0sLDcXFMi22jpsaUN974itWrHfjhBzdmzoRz5yrw9KzmwoXTBAbeSXx8L0FBP+Dh4Y28vDw1NTVMnDiR8+fP4+DggCiKZGVlYWhoSFBQkMwpHBcXJ3uZpKSk4ODggK2tLS0tLTIzxpkzZ6ioqGBTP5+7rq6OyspKnJyc2LIllm+/VWbrVk8GKLrNzc2y5GXh4eGsWbNG5uTs6OggPj6eGTNmEBYWho+Pz4i+jdESYWVnZ0tT297CCY7+bAyYVXJycmhpacHX15cjR45w3333ceDAATw8PHj44YfR1NQkLS2Nd999Vxbm7uHhIbsHzs7O/ZWzFox4LAcHBxwdHXn33Xfx8PCQKTmqqqqYmJhgaWnJo48+yvnz51myZAmamprs37+fhx56iIiICBYtXEh1cTFPPP44n+7Ywd13342SkhJFRUUUFRURFxcnm6PW1tZYW1szY8YM9u/fz9q1a0ecUwCurq6cO3eOiooKGXtloP7B+PHjiY6O5uzZsxQWFsoK1NwquGmFJcLDw7lw4QKOjo6cO3eOvLw8XF1dmTFjBtnZ2fj5+fHDDz/IiqpOnz4da2vrEfOV9/X18e6dd6J09ixqixfj8OCDpKam0tPTg6mpKQEBASgpKZGVlYW/vz+bNm1i3bp1WPj5kVJairWWFj/IyXHUxobj2c20t/ehp2eCmVkbaWlyiKI9BgYv4ei4gc7iYtJKPeniLhQU3sXFpRtvDQ0mJiezS1ubxQ89RF1dHYmJiQQGBpKUlISGhga2trayJWVHRwe7dz9EVVUKurp9PPlkGh0REaxJTKTsnntIsniBF198mWXLJrFunRPt7e10d3fT09PD999/z/z585kyZQrvv/8+a9asobe3F11dXdnDqKCggLu7O8ePH8fExAQvL69+JxZs2pTL2rVtBARU09LSQk5ODg8//DAZGRn4+/sDUoG5bds23nvvPRQUFOjs7OTSpUtMmzaN0Oee496PfKkTV2JhIU9JiVTru3DhAsHBwbKi1ANmj76+Ps6fP09QUBApKSmYmpqOKIhHKz5RUVFBaWnpNbMo3qianb8Ff8XCEsXFxZw4cYLOzk5qamqQk5Nj2bJlpKenEx4ezv3334+3tzdFRUV8/fXXlJSU8Prrr19VBaujo4OPP/6Ye+65ZwiNr7u7m6KiIvLy8sjLy6O1tVWWRvbee+8dtlBEZWUle/bsYfHixTQ1NRETE4OJsTGSU6coS0jg9kWLqJk1i6zsbO67774hL/SBIMGBv/r6eqqqqrCxseGRRx4ZVQBHRERQXl7O8uXLh93e0dHBk08+yZQpU35TMek/Gn9Yzc7+ne8SBKFaEITU62k/kIvD2dmZ0NBQ8vLycHJyYtasWaSnpzNt2jSOHTtGREQEqqqqTJ8+HRMTk1GF+Ntvv43x+fO4NTfjePw46enpdHZ2YmJigq+vLxoaGqSlpTFt2jTeequC7dtv48QJaai4k7k5sRIJJY2NZCQm0t4uAn20tOj3JwmyRl//OUxNX0AikdCqpsbK+5aiqPgV+votODk54Z6czK6WFlyrq9HR0SE0NJSFCxeSkZGBIAjY29vj7OwsG9fSpUtZsiQJTc0UAgIyaG9vZ8nmzZR+8w1+W7fS2PgBDz8sxxtvLKC1tRUzMzMUFBSIjIzEw8ODFStWcPjwYWbOnElbWxtWVlaIoihjGPj5+XHq1ClMTExkFZUAXnqplsrKGrZvr0VDQ4Po6GjWr19PQkKCjGbY2NjIO++8w9atW1FQUEAikRAWFiZjqLR+8w1PioexkK9i06ZfshD6+/sTHR2Np6enTIgPmHB8fHwoKipCTU1tVG16pERYAwV7p0z58+Tzr53Xf1W0tLRQXl6OsbExra2tWFlZyV72zzzzDOHh4Zw9e5YDBw6wcuVKFi5cSFxc3FX7UVVVZebMmRw9epSysjLCwsL48ssvefvttwkPD0ddXZ2lS5fy73//m1dffRV/f3/OnztHd309DFYYRRETDQ3uWrWKI0eOoKeri4W+Ph0NDZTGx+Nob8+xn37Cc/x4Ojo6SElJGTIOdXV1JkyYwLx583jkkUd4+umnefjhh0lMTOR///vfiLVDASZPniwr7D4cVFVVWbBgAbm5uVc5bv/KuFE28i+RJt2+LrS0tODq6kpoaCi5ubnY2dkxb948Wf6U06dPEx4ejry8PMHBwejo6IzIbJBIJLy9YgXGr7+Od0AAcoaGZM6dS3t7O+bm5kyePBlDQ0NiYmIIDAxEFEXefDOd2tppbNkCTXfeSeju3aTO388rTKMGbWxpQQ5XenoqaM2sZbpBG2ZmW0lLK6GwsIkXX3wRVdXLWFnl4O5uzeLFi/laXx9DRUVm3X03O3bsYPz4+3nx+Sgyf4zDub8QdFVVFb29vXh7e6OoqEhDw35efFEVB4cmAvsDdzw8PPjuu+/o7Ozk6aefJi0tDS8vL2pqakhKSkJTU5MnnniCXbt2YWVlhb6+Pq6urpSWlqKiokJ2djZz587l1KlT6OjoyCqxgFTbWLUqCQMDkUceMeT777/nn//8J7GxsbJAm56eHl588UWeeeYZmQ06MjKSKVOmEBsbK43iW7GCF8wvU7L9GPfe20lYWBju7u7k5+djamo6RJOLj4/H3t6ejo4OGhoahqQTuBKZmZnDJsLq7u4mKipq1MjdPwhf8ivm9V8VFRUVFBcXo6Wlha6uLomJibJoSmNjY/Ly8oiMjGT9+vU4OjoSHBxMfHw8TU1NQ/YzUBkoPDycbdu20dbWxtSpU3nmmWdYs2YNAQEBmJmZyQpXzL3tNtxzcti1eDHVb70FLS0gkcCOHfDoo1gcPsydy5Zx6Omnmfjdd3SEhmLu4UFadjZa9vZEXr7M7QsWcPr06VFt86qqqkycOJE1a9bg7OxMa2srH374IefOnRuSRwakdnVPT08uX7484v6srKxwdXWVBULdCrghglwUxYtIKydcF1RVVQkNDSU7Oxtzc3NZJsOgoCAuXrwoqxcZFBSElpbWiEtpiUTChx9+yG3h4QQ0NlIVGUnWq6/S2l8MduLEiVhbW8vsrSBlXDz/vDsWFgJPeB8mxcGBmfn5PH/sIt1UUIcbVgqNCEIToEAtc+gKDyc9vRCJRKC19V5KS0s5ffp0f23P1fz444/0GRiw/KOP2JaSwrx58/jpp/N095VQIAnELDISiURCR0cHxsbGTJ48mZ07d7J06VIKCwuZMGECdnZ2GBsbExkZSXJyMvfffz85OTl4eXmRkJBAdnY29fX1PProoxw9epTOzk5ZGbv09HQcHBwICwtjwYIFXLp0CZCGHg8kEBvIfnjXXVps2ZJEQ8NnrOuvATqgQYuiyKuvvsrixYtl9MSUlBTMzc0pKiqis7OThoYGbn//feRKS8mfOZNt27ZhYWFBV1eXjMEygNzcXNTU1NDW1iY9PX1Uk8iAk/TKRFgDgUP+/v7XDOG+0fi18/qviqioKBwcHEhNTcXGxoaWlhaWLFlCfX09O3fuxMfHBx0dHdkqSFNTkylTphASEgJIV0Nnzpzh/fffp6Kign/84x8YGRkxY8YMWSbOqyCKCNu2MfXnn5mlosJX27ZRePfd8OGHcOkSVFbC++9j8+9/szQxkYOZmQS1tFBia4uBgwO94eFcXr8e9f37Ge/oyPlz56C1dahmfwW8vLwoKipi1qxZrFu3jvb2drZt28bZs2dl+WQAfHx8SE5OvkrID8DMzIzm5maWLVvGwYMHr3qh/RXxp7FWBEFYJwhCrCAIseXl0hBwExMTlixZQnJyMoGBgcTGxhIaGkpzczOBgYFoamoybdq0YbUwyY4dfKinx/yWFoyfeYYSAwPy58+nubkZIyMjnJyccHJy4uLFiwQFBaGgoEBaWhqFhYU8/bQ+JSXwdNQT+NfU8OUjj6CtsB9FRTeMTBsQp07F3lEDZXkjvBVSSLWwwNRUATVFP+Z1n2HX+++jpqbGgw8+yOHDZRw8mIyR0VyOHDmCnZ0dlZWVGBqWoSinyWLlcoT582loaJDxvd966y0WL17MuXPnZKuR1tZW6urqOH36NEuXLqWmpobJkycTHR1NU1MT6enpPPTQQ7zxRjoPPZTKmTP+LFxogaNjGp99Nhln52NUVU0nJyeHxsZGNDU1h2iw4eHhWFhYkJqaSnh4OIsXL6avrw9zc3OZBr1r1y7Mzc2ZNWsWIKWI9vX1IYqiLOR5wYIFqKioIIoily9fxsnJCSMjI7KysoZknayurqaurg57e3siIyNH1aabmppkL5QrERERgaen51/a8TR4bl+LPfFnYyBSura2Fjs7OxobG5k8eTKRkZF8+eWXBAUFsXr1alRUVGS5jkDKu05MTGTXrl1s376dvr4+1q9fz/Lly5kyZQpWVlZERkYOPZgoSrXulhap0I2NhXHjmJiRwfKWFg7k5JB25gy0t0NkJKio0JOQgKqtLVYNDbxVU0NPTw/nfvqJsyUllFRV8cGuXVgZGJC0cyfla9ZItfkRhLmGhgZOTk7ExcWhq6vLwoULWb9+PV1dXXz00UecPn1a5vh1cnIiJiZm2P0YGhrS3NyMubk5U6dOZd++fb86J/qfjT9NkIui+JkoilNEUZyiqKiIgYGBjJbn5+dHeno6Z86cob6+Hj8/PzQ1NQkKChr24RdFkfAXX2RZUxM627eTOXkyRW+/Tf2kSRgYGGBvb4+HhwehoaFMnTpVZq9taWmRCSkAhZdeIk4Q2A04NKnR25OKXHsrBgYG6OiYgoIm3VPcaVBRYfnyIDar7CWuO4T2qioeeOABFBUVOXJkB319rpw/X0lrayuGhoaUlZVhZaXGR9tX4v7ybDrc3enq6mLDhg289dZbLFiwgMOHD2NqasoDDzwg413v27ePadOmoaamRkzMeMaPT+TUKUVCQkK488476du3j+1v76O1dSFnz6rS0lJGW5s7Bw+eoLFxItu29fDFFwU8/rgGeXm/MFQSExMxMDAgIyODzMxMZsyYwfjx4+nr65NFVJ47d47i4mIefvhhQKqF5efnY2lpSU5ODsXFxcycOVMm9M+ePYumpibz5s2TCerPPxewtISPPmojNTUVLy8vmW19pBwaA/lW/P39r7rXSUlJWFlZXeV0+6th8NwezKf/KyAkJERmIsvPz+eOO+5AVVWV7777jpUrV+Lu7o4gCPj7+xMWFiZLcXz69GkaGxvJzMzkH//4B3Pnzh1SGWogP46MZiiKsH07zJgBs2bBnj3Q1wfZ2aChga2vL6vb2znQ1cWX5eUcGTeO7dXVvKmuzrGuLlQXLcLt7rtRk5dnhiDgKS+PZm8vlRoahEVEUJaRwRtFRTScPfvLi2IYge7r60tMTIwsda2Ojg4LFizgkUceobe3l48//phTp04xadIkYmJihhXQcnJyGBsbU1FRgZ+fHwYGBhw9evQvHSh0U3jk8vLy3H777eTm5jJlyhSKioo4deoU1dXVeHl5oaenR3Bw8LAcY1EUiYiIwOHf/0bd1JTklSspLy+ntrYWAwMDbGxs8PHx4eLFi0yZMmVI4EJKii+urtqy4jSpfn4cv/12NBQVicQaES2qmybSk5NDfFQBXV2TiI6OxdfXF01NTU6bm1OHGrXyq8nJseP111/H1FQdVVVbjI2T8PLyIi0tDYlEwooVKygtLUVZWZnGxkbWrl3L9u3bmdzQwNk77kAlN5fHH3+cuLg4JkyYwOeff46dnR0TJkxAX1+ft94qpLZWg08/PcTs2bOxs7Pj3Tff5B6y0BZOMXNmE2pqpSgrf4+fXx+Ght3cfnscR46oU18/lTfekEZUFhYWIpFIyM3NJS0tDS0tLZYsWUJhYaEs6VBubi5Hjhxh48aNskjOqKgoPD09iY6OZt++Sv7738mcPm3dfx1TKC0tZf78+Vy6dAk/Pz8UFBTYsgVKS3vZvDmcwMBAoqOjmThx4rDRnTA038qVZpP8/Hzk5eWviugcw/WjvLycwsJCGhoa6O7uZtq0aXR3d1NYWIiNjc2Qa+vkJGVG7dmzh+3bt6Ompsb//vc/XFxciI+Pv2rfurq6eHh4yMwvtLbC7t2QmyutFBUSgkQUKZ8/nwgNDb5rbuYrNzfUZ88mWkmJVg0NFj/5JM/FxbH+3DkWffYZa9eto1tFBb/AQCRKSphoa+Pv7Izt+PG89/jjSIqLeTcykszly+GRR+DTT6VCfZCAHci/kpaWNmS82trazJ8/nw0bNiCRSNi/fz81NTVXryr6MVCEWhAEFi1aRFVVFZWVlTfgrvwxuCmCXFtbW8arrq2t5cSJE5SUlODh4YGxsTHBwcHDJ87ZuZMoY2NsIyJQXbuWhK+/ps7Xl+rqavT19TE3NycwMJDIyEgmTJhwVW3JrVvlKC2V1ivIzc3l3LlznG2yIETuThQUagFNTLS7aM/MZCV9yHMQZ2cbnJ2diYuLI6u9nU7lpXT1+fL559tQVFTk7rvnMtn0ILdVJpN47Bja2tq4ublRU1ODmZkZVVVVLF++nJ9++glzc3Mi9+6lrq2Nx9PSyM7OZtKkSezYsQMNDQ1mzZolZcW0trJ4cRGqqp+xYsUUAgICeP/99/FYvBhzzRh2ri1h7txYNm8u5957k1izppN//vMS8+er8vjj9hgZFbFpkzQ/SmlpKbW1tbKgoMcee4y4uDgZzbCxsZG33nqLLVu2oKioOCT8PiIigpaWFn7+2YLqaje2bJHSxkJDQ7n77rtJSkrC0dFRZlt98UURA4OLvPTSNBl3fTQNdaREWDU1NcNGdI7h1yEmJgZFRUWZn2LcuHEcOnSIhx9+GEEQaGxslLUtKCigoqKCy5cvs27dOmbNmoWqqiqLFy8mMjJyWCEWGBgorbBVWQmtrfQJAqXKylxqb+cbZWXe6Ojgh7g4GoKCmPT++/zj22959rnn2PrDD1TNn0/T8uUoKCuDhgYIAkpKSgRPn87lRYtwcndHfepUOrKySE1IoG/lSlZOnIittjYnL1zgVHo6fbt3S9MdX2Fu8fPzIzIyclgNWktLi3nz5vHoo4/i5OTEzp07h2WwmJmZySI8FRUVMTY2/vsLckEQvkNaUXi8IAilgiA8NFr7vr4+bG1t6ezs7E/nmoeLiwvm5ub4+/tf9WDLsGULnjU1aL7/PlFRUTQ2NlJWVoaWlhbGxsbMmDGDuLg4rK2th0QUDmDTJrDQbeXRpnX8/PzzdHV1ER9vSVdXCu29csBkyloKuWvlSrqVYplsXcfatbexb98+sqOjsSorY+54NZSV4zA1bcDd3Z3i4mJUSkrI7erCsqgIQRDQ0dHB0dGR/Px8AgICSE1NJSpKmaeeaua09kTWGxjQtWEDpqam7N27l97eXlasWEF9fT2ampr9D9Ve3nzTnbfeWsCXX36JvLw8KjNnMuP4cZq8vHB3d6e0tJS1a9fS3NyMjY0N1tbWWFlFc/GiBvfd10VcXByCIFBaWkpmZibPPPMMsbGx+Pv7yxgqL730Ek8//bQsIVV0dDSurq4kJCTQ2dmJgoICr746HQsLeO65dvbt28c999xDeXk5SkpKQ6iEbm7RpKW5snhxPV1dXUPqe16JAbPJlYmw2traSElJGbVAyJ+FXzuv/2rIzc2lvLyc3t5e7Ozs+O6775g7dy62traMHz+ezMxMuru7OX78OEeOHGHt2rVMmzaNpKQk2T50dHSYPXs2P/zww9DyZ6KIcnc3E8eN4+OHHmLP8uW82dXFzxYWtKxcicd//sMT33zDY+fOseDjj3Hx9kZDUxMAPX197n7gAY4eO0ZRUdGQMXt4eNDW14eJvz91FRXUmZigb2pKUl4e7rfdRnVVFffb2lJfUsLu6moazcwgIgIGOTMdHBzo7u6+KlXAYGhqanL//fejra3N559/fpXj08zMbEhRak1NzSHRqn813CjWyl2iKJqKoqgoiqKFKIpfjNZeQUEBBQUFfv75ZzIzMxk/fjzjxo2T8b1HxKZN9JqZEbliBe3t7ZSUlKClpYWJiQmzZ8+WJZoaSMh0JdauhUI1JxxadrLgwgUSDx5EvfU7QA5z82XASRQU1vF9lTHZEyYQdOedfP99InFxPXTWCtzT18fEvG/x8cnDzk4LMzMzSktL6bKyYpyKChW2tri7u2NhYUHKt9/iunMnnUeP0tHRwbFj8jQ3H6C8879YJSfT2Z+sqKWlhaVLl1JWVsa4cePIzc3lxIkTBAUFsWDBAs6ePUtmZiZubm5YWFiQm5uLs7Mzhw8fZs2aNURGRmJubo6JiYmsvNW4ceMICwvD0NCQoqIioqOj2bBhAwUFBXh4eMjSmL7xxhvMmzcPJycnADI2b0Z38WLKtm2js7OTpqYmbr/9dtatE8jMbKO39zMWLlyIIAiUlZUN0ZgzMjLQ19dHEAQOHTo0qjZdUFAwrNlkIPfL4DzrNxO/dl7/1VBYWIggCHh4eHD58mUmT57MxIkTAakpJTw8nB07dtDZ2cmGDRuwt7dn4cKFxMTEDNE+3d3d0dHR4cKFC4iiSFlpKWefeoqPJk4k9fHHqY2JwcLWlicnTGDD0aPM+/RTJri6oq6hIdO2r4SpqSl33HEH+/fvp6qqSva7nJwcs2+7jVhLS6yfeAKt2bNBEIiJjUX9X//CfuFCcmxtWfXf/zJh8WJ2hoSQbWf3C7URabSmr6/viGaTwccKCgpCU1OT7777boi93MDAgJaWFhntUUtLi+bm5t9+M/5g3DQb+ZEjR2R0KBcXFzw9Pa/Szq5E1333EbZrF92zZlFYWIi6ujqGhobMnj2bvLw8FBQURtUCRVHk4sqV+Bgb85zpYn6McaQKa8Cb8vLDqKnNoLu7lZCQy9jZ2SGKIjExlYhiN01K/6JBQ4MUe3taW1tZsmQJJ06cwMTEBImJCeUzZuC5eDGJiYr861/ZFF3sRqmxkbrvvqO5uRl19Q/Q1FzF5s0zyczMpKSkhIqKCqZOnSrLAJmQkMDpt97CZO9eZvdHXJ48eZKFCxciLy9PQ0MDNjY2HDx4kNWrVxMeHo6RkRGampqYmZmhoqKClZUVUVFRmJqakp2dzeXLl1myZInMgTOQo+arr75CT0+PuXOlNOnU1FRiP/gA+aoq6rZvp6SkhMWLF6OkpER1dTVPPfUUkydPxsLCgtjYWFnwEPxSQ9PS0pKvv/4aZ2fnEUOla2trqaioGDYR1sWLF5k6deotW27rr4SBqMeB2poDLKYBNDQ0EBsby+TJk1m2bJmMFaSlpSXTwAcchoIg4OPjw4EDB9i8eTOHv/oKISmJO7q6+FdrKw/Iy1ORl4daUBAYGw8ruIeDnZ0d8+fP55tvvhli5nFwcEBTSwttY2Oam5upqqqip6eHgqIiprz0EjGzZoGqKlPr61m1YAHHfvqJM56e9N19t0yYu7m5UVxcTH396OxRe3t79PX10dbW5ocffpDlcZGTk8PExESmlf+/0Mh/LRobG0lJScHMzIwpU6bIKGyjoW/HDi6YmyMeP05eXh4qKioyIV5RUUFHR4e0QswouHz5Mi7PPcdPL77I+QIP2qkAdIASBFGN2bNNUFJKx9y8GycnJ4qLizE0LEVVNZg5ixQou/9+SuTlmTt3Lrt378bNzY2iIkViYtRobrYkPj6ekycTaW+34azcTBq0tZFbtIhTp06xZEkg1dUPM358BIIgkJWVhbW1NXJycnh7exMVFUV8fDw1ly4xqb2d3u3bOXDgAIsWLaK6uho1NTXCwtRZuDCU3t5ZpKSkoKenx4ULSjz88ER2766Xpb/V0tIiKyuL+Ph4Jk6ciKurK11dXTKOd0hICLm5uWzYsAGQUgVPnTrFnBdeIE9fn6L585k7d64su+T333+Ph4eHjNkwuEpPc3Mzubm5uLu7c+TIEfz8/Jg9e/aw13+gTuNwGQ+joqJwdXW9KqveGH49RFHk5MmTqKmp4ejoSFlZGdbW1rJkaefOnSMqKkqWkfNKuLm5oa2tzdmzZ4mNjeWzzz7jyJEjuE+ahFZCAo+lpzPTwACz3l4EDQ3cLSwonz2bqiVLrluID8DFxQU/Pz9ZBsKamhoaGxvx9fUlKSkJIyMj1NXVUVNTIzo6GmsbG0Sg+MwZsLHBMiOD9XV1VGtq8uXZszRlZ0NrK0qKinh6el4zOnPcuHHk5+ezaNEi2tvbOX36tGzbYDv5mEY+DNrb2zEwMGDq1KlYW1tjaWl5zT7y//0vSnV1ZH72GcrKyhgZGTFz5kyampqoqqq6quzTlUhJScHExER2bAODGEAPUzRRpIr5ih04dV7EuGc/yx11KCoqorCwEA8PK1591YFp0+QJDw/H3t6ekJAQGX0vNVWd7m4joi/l46eoyO23+6Cjo41fUCeSV1/lItJJ8MYbbxAdHY3+hQtcXrQI5bg4rKysZMyQ/Px8srOz8Vi0CBcjI/Z7euLr60tJSQnOzs40NTXxzTdltLaa8+23LaipqfWvbLyorMzl0099MDUt5dtvOygoKCAzMxM1NTWWL19OXl4eHh4egJQNcujQIV588UUEQaCrq4tdu3axZs0a4iZMoPztt/F97jlZabcff/yR1tZWNmzYICvHNuDDGIi49Pf35/z586iqquLn5ycT8jt3gqWl9P9AIqzhzCZpaWnSepvXeJmP4fqQmZlJaWkp2tra5OTkMGfOHPr6+ujt7eXw4cMUFhby0EMPMWfOHHJzc6mtrR3Sv6mpCWVlZXbt2iVLdPbUk0+yvrsbjYgIUouKQEVFWkQ7MBDFBx/Ed/ZswgdlFhwOfX191NTUkJ6ezoULFzh48CCffvop58+fJy8vjw8++IDvv/+er7/+mqNHj5KRkUFMTAw5OTlUV1eTn59Pc3MzU6ZOJdbAAIqKYMYM1Pz8uLuujvEKCuy86y5yVq+GHTvw9vIiOTl51KhQLS0ttLS0qKqqYuXKleTl5cmiPgcL8r+6Rn5T1rDy8vL4+/sPCR+/Fjra20kFlHp6MDIyIjg4mJ6eHnJzc2UMjJFQUFAASDWV3Nxcduy4RH6+FdBKFYWo4oGSixKXzn/OfFGkNiyM2v60rcHBwZiZmfHuu++ioaFBbW0t6urqKCkpoauri5dXD7GXalhGO5KLl7lr9wMYGJzBzc2NsrIyioqK2LNnD/n5+airq7Pvgw9QaGsjICQEm/feIzU1lZqaGqKjo7G1tWXh6tUcPnwYra4uGhoamDFjhiwdrL9/NpcuGXD77QrIy6vi4eHBXXdlsW/fRNrbG6mszOX113tYubIIM7M6Nm3aRFRUlLRY8eef0/zSS7zp4MDWQ4dQVlZGIpGwfft2Vq9eTUxMDE1NTdja2uLi4gJIC0CEhYXx2muvyVgoA2W0Bkwh/v7+JCYmUl1dzZ133jlESEvpiLB5s4i9fRh+fn5XsZGKi4vp6emRHXMMvx8DhcuNjIxQVFRkypQpnD59mj179qCurs59990nuw9+fn6EhoayfPlyqqurCQ8PJzs7G09PT5588kmSEhOxNTRErr0dYmOZ6+DAwfR0nJYsQemf/5QG96irM6Wriw8//JCGhgbZc1JbW0tNTY3sr7GxEW1tbRmbycHBgalTp2JgYEBbWxs7d+5kw4YNMipqUlISFy9elJWUc3d3l5n1Qm1taXvwQdSNjOCeexAefhh/Gxss9+3jkI4Obvv3M/2uu7C3tyc+Pn6IKfBK2Nvbk5ubi6WlJffccw+7du1CS0vqAxugV2poaNDe3k5fX9+fHmF8PbgpglxTIkFPT+9XPbzyvb0oA3oSiSzAJDY2dtSiyyA1G1RWVuLn58ehQ4coLy8nLs4WyAG6EYVO2sQJHM9Mwt18Ol8V6uFqWIVYW8vcuXOxt7fvzyuhT1KSPubmefj52aGjo0NXVxcmJo28d5cGmT+eY9Jdq7l06RKWlpZ0hoRw4Ycf2PL448jLy9PW1sbZs2dp9PBAJ96CO7qf4+HtlUyZUs/Zs2exsbHhjjvuIDQ0lPLycqzKypgZGkp4QgJujz3GgQMHCA42x9m5CE9PT9TDwih9/HFWPfwwXu/UEBWlx4cfNiCKnRw6lIGe3kZEMZatW6Uvubjnn+eb2loe6+2VCeO9e/cSFBREbm4unZ2dsnzlIKUAfvrpp7z66qs0NDTQ0tIyJMQ+IiICDw8PysvLSU9PZ9GiRVcJ6U2bpML83nuHT4TV0NBAUVHRWL3NG4ycnBx0dHSoqKhg6dKliKJIdnY23t7ezJ8/f8jz4u3tzdatW6murqa9vR0fHx/mzp0rdYhLJBR+/jlhR44QvHgxZGVhlZmJlaEhER4eBMvJ0auiQkVpKaWlpbS0tPDCCy9gZmaGnp6eTGC7urpiYGCAvr7+iP4PJSUlDAwMyM3NlSXHs7Gx4fTp0yxcuJDk5GTi4uKoqqoiMDAQJ2dnEnNzmWZsDJqaEBwM585hPXUq6/PyOFxfz1ePP87U55/n+IkT+Pr6jpj73t7enrNnz8ryoN91113s2bOHlStX0t7eLiuPp6GhISti/VfDzXF21tYOG449GuT6+jACvEURLS0toqKiRoz8HEBraytpaWn4+voiiiL6ERGYvvQSJioJgCOQhaKiP6qqpVhaFpFYaU0nqiRVduHq6oqbmxsHDhygs7CQ3DRTurryKCmRVggXRZHu7m4mTZpEgqYmM/ftI9XUlPr6elRVVTnx44/I99pzz/vreeedTMLDw6mursZ23jx2qSynqlmV7dsrOHnyJHZ2dgQEBJCenk50dDQODg4YnTlDSE0NfmfOsGfPHmbMmEFzczOTJk2it7eXzn37GFdbS/POnSgpKWFiksCSJYWoqJxCUfFuqqpK2LdvIqqqqoSFhfGjtzcz9PSY+OqrgDSSU19fH4lEQmdnJy0tLbKHvLu7m1deeYUnn3wSZWVl0tLShmQdHMi/IpFIuHz5MgEBAcNO7rVr4cyZTGbObLmqIG5nZydxcXFj9TZvMFpaWmRBaY6OjqipqXHs2DE0NDTw9fUd8rx0d3fLUmKUlZXxxBNPEBAQIHN8Cu3t3N7eToxEQuWJE1BbS5+LCw5dXez76is+/vhj3njjDY4fP059fT233347+vr6/OMf/+DRRx9lxYoVBAcH4+LigrGx8TWd2AOFmQegra2NoqIi2traGBsb4+rqSk9PD3v37mXy5MnExcVJueKiKM3fEh8PfX2o29mxetUqxlVV8fOhQ3R1dZGRkTHica2srKitrZVREE1NTVm2bBkHDhxAXV19iHnlr2onvymCXP03hLr2eXkxETDuD/sODg4edYnT3d1NZGSkzCYrCALfbc/h4Yanya12Ay4D0/H1dcbDI4qAgHF4ePSipFSGvb00PUBycjLp6eksr67GgdMooMS0aUZoa2vT0dGBiooKZWVlLFu2jMuXL1NcPI7Dh53Zty8WWx8fcoRTVIhF7NqVBUgrgAuCwLOBfehymcnGe7C2tpYlnQoNDcXDwwN9fX2y/f3xNzDgCxcXli5dSlhYmIw6pqCgwMQnnyRbQwPlzk5UL1xASUkJDY101q834bnnDDA0VOTllw2Jj48nOTkZo3nzuL2uDtauJT09ncLCQsaPHy8LGlq6dClffqmIhYXI8uWvcfvtt2Nvb094ePiQPClFRUVIJBIMDQ0JCQnByckJGxubIfbwAZSXlxMTE0NDQ8OQezVWb/OPw5kzZ7C0tKS6uprJkyeTlZVFZWUlvr6+Q5I/5efns337dlpaWti6dSt2dnZDK+P0C0itoCACFRX5qK+P70xNeSsnh2hzc6zHj0dPT49nn32W9evXs2DBAnx8fAgICBhShWdUSCTS5Fn9TJEJEyaQl5c3xKZtbW2NRCKhpqYGXV1d5syZI/MpKSkpkZ+fD9XVEBUF5uZSYe7piVBSQuDSpdxx113U19eza9euEYs6y8vLY2NjQ15enuw3e3t7Zs6cSUZGBrm5uYDUnj6snfyK87gZuDlP0W94eJUrKrAGLhQUEBgYOHzkZz+Gy5gnfvYZ+ztm0YQcEvKQnro/ERHHiI21JDW1Czc3ZVxda1m2bAp9fX0cPnyYxYsXkzt5MuoKlTw2XY45cywoLy+ntLQUURS5/fbbOXfuHA4ODvzwA7S2FpGc3Ms7x49z1z8L0NWtYPFiVeLj43FxcWH9+vXohq7nAdbgX3IcBQUFrK2tuXDhAk5OTqioqJCRkUHAk09yeN06pj/+OKdPn8bX11c2we3t7amdMQN5FRUK2tpI/vprqqqq0NPT46mnnsLePp4dO4qYMSOPjIwMqqqqePTRRwFkkbQLFiwgPz+f/Px8Fi5ciIaGBlu2QFnZl1y8aMptt91GeHg4Pj4+smtdX19PSUkJLi4uMo1+YGU1YA/fskV6D5qbm0lNTcXU1JQ5c+bI7s1A5OhoFYLG8NthbW1NW1sbLi4u9PX1ER0dzfLly9HX16exsZGOjg5+/PFHfvzxR+bNm8cdd9yBhoYGixcvJjQ0VEoDFEX6tm8nc/Vq9sfHc87bm1ZbW3ruu4/Ho6NZe/kyDzz0EJWVlVdp2VOnTiUlJeXajsG+Pli1CqZNg9WrQSJBVVWVcePGkZ6ePuR8amtrUVFRQUdHB3V1dVk5NmVlZWJjY8HICHx8oKJC+v+ZZ+CTT2D9emzt7Ni4cSPt7e1s3ryZU6dODRvJOWAnHwwPDw98fHz48ccfqaysHF4jl0ik4x90HjcDN0eQjxCwMxokQUGEysnhO3PmyJGf/FLIYMqUKUMy5gmvvIIdkYARJjSjznKUOIpEkkt3N6SlOZOTk0NQUBCenp58/PHHzJ49W0r7q6/H/8knMZs7l5SUFMrKjLh0yYHe3kDCtm3DescOdKOj8fZOQ1m5jmeffZ7c3Fy8vCp5++0+2tuPExQUxB133MHFixdJmjQJBVVVFGfNwsfHh9jYWLS1tZGTk6Ourk4WdWdlZcXpDz7A+4svaDt6VMYFV1BQQElJiZjAQAo1NRGnT6eiooKNGzeSk5ODvr6+rCB0VFQUGzduRE5Ojq6uLt69917ueestEv/3P0pKSggMDJTl/1658gLq6pm8/ro0Sb+tra2MgtjZ2SkrlhwaGoooikNMW5s2SW/rpk2/rIYkEoksi+UA4uLicHR0HLFw9hh+HwaCvWxsbIiMjMTZ2RljY2O0tbVJSkrik08+QVFRkUcffRRHR0dZvwEW2VdffcVPBw7wzhdfENnTg31ZGf/U0GBjVBSVr72G5KefQBAwMTFBQ0NjiBYLUqegu7s74eHhIw9SFOHtt+HECSldMSpKqlUDkyZNGmJesba2prCwECsrKxQUFGhubkZBQYFFixZRW1tLeHg4za2tsHcvhIdL/1+hKGppabF69WqcnZ2Rk5Nj586d7Nu3j8LCQlkY/4AgvzKsf86cOejq6soqJ10lyAdWA6amQ87jz8bNEeRX2EuvB20hIXhIJGiONkGQFjIYN27cVXlWJIGBZDAfKKVWuAtF6rHWOM1EsRgNpQlYWV3ExsaG3t5ZrFr1McrKE3F0dOSrr75i5syZ6OrqkpmZiaOjIxERfXR0OHDgQA7BsbH4NDeTtHcvRkZlfP75ItatkxaTra2t5cKFC0yaNIm77rqLixcvEhUVRe/48Vi88QZTHn2UnJwc6urqkJeXlwlzNTU1mpqayM3NxSIhga7GRpSOHEFFRQU7OztZWbX2iRPReeUV4hUUePXVV4mPj0cURSZPnkxBQQHnzp3jhRdeQFVVlc8+EzEyepvGUGWSqqqo27MHZ2dnWVRnUVERFRWfsXOnO/PnlyEnJyejhQ5UCBpINdza2sr0oiIUbG1ltpS1ayE9vYX77uviuecusnq1EpmZ3kO07qysLFnw0hhuPAYqb/n7+1NcXEx3d7csu2VBQQHR0dGsWLGC+fPnyzKCDqCqqorCwkISExPJKSpirY0ND2Rl4amhgUpcHAbd3XgqKHDm0CFZOPyAnfpKTJ06laSkJFpbW4cfaFsbpKSAtTVUVcHkyVKtGmkw0ADDBUBPTw9RFNHV1aW3t5eSkhLs7Oyora3lwQcfpK2tja+++opeiQRMTKQvhk8/lU7IDz6Qav6trXh6eFBWVoafnx9PPfUU48aN4+jRo+zYsYPExEQ0NTVRUVG5Kp+Knp4eampqPPTQQ5SXl3P8+HGZv0sUxaGrAU9PUFUdNWf6H4VbxkCp+fLL6A2ofCMgKysLDQ0NGQd6MMTjx5FwGTCnVxRoJJ681okUiPdg07sbU1NpvpOdO7+np0eR1FR3vvjiC1nS/YaGBgwMDGhqaiI4WB0tLYHly+1w+89/OK+lRdHEiYwfP5758+cTFRVF8f79xD37LNolJWzYsEFm18vMzGT69OkYGBhQW1tLWloaampqTJkyhYyMDKZNm8aFCxdQUVGht7cX6+XLUdPRoXvJEry9vamoqCA2NpbOzk6MjY0JCwvjP+PHk+ThgWJ/es7o6GhCQkJ4+OGHMTExAeA//9lFc7MuB+TX0qGujnZXF36p0gpm7e3tbN26laVLl+Lk5ERRURGW58/LjN6XLl3C29ubvLw8qqqqSE+fhP3TluwsnSuzpWS98gpHrKyI3bSJb77RoLbWknfe0ZPZzt96q4Lm5uYRy/WN4fejr6+P6upqTE1NSUhIYPr06UgkEmJjYykrK2PChAlXpUVobGzkhx9+4Ouvv8be3p4PP/wQVXl5Uhob4Y47QEkJPDxATY1AAwMKTUwo6uedu7q6UlRUdJUZRVNTk0mTJo1sK1dXB39/cHeHjRvhu+9kWrS8vDwuLi6y8m6CIGBtbY0oitTX1yOKIoaGhuTl5aGvr89//vMfIiIieOONNzh58iQ1hYXw1Vdw8SJs3QorV8Kjj6L69de4TJhAXFwcSkpKeHl58dhjjzFz5kxSU1N5//33aWtrG+onQFpRSEVFBQUFBe69917MzMxo/D/2zjs8qjp9+58p6b33hIR0AoSQBEgILfQmTYp0EbBiwbqKKDYUWRRFBUWagID0HmoKIT0hvffe+ySZycz7x5AjKJbddVf39+59XXORTCbnHDJnnvM9z3OX5mYOHjyobgGJxWrL3jVr1Lz2SZPUF5L/cDH/rynkrF6ttsdcvfqBPy4vL6ejo+MXC0WHTMYCUrHAhKHi42iQjgYDaMWcHCx4xceH6LlzsdNPQkvLBgeHy5ibm2Nvb4+uri4NDQ0olcq74RD9ee01GZ99NpejGhoUPfIIvW5uzJgxg/DwcAoLCzG9cgUTmYwZqalCus+xY8eE0AgtLS2SkpIET+/Tp0+zdOlSQTGanZ2tbg9NnUrL1q2MefttcnJyhA+Oubk5t27dYv78+eR8+SXdjY3YHzwoiCj6WkQAYWFh+PmlY2bmxKJHJZRIpQzu7ET0zjuoVCpef/11xo4dS1BQEPX19Tg6OlL8wQdQXk7SG2/g4uJCe3s7hYWFODo6sm1bEXXKSWySvA1vvolcLufkxx9j0tyM9p49rFolws7OmddfV9ztnbfy0Uf/2bzN/x+hUqmQSCQkJSVha2uLk5MTpaWl3Lx5UzBX65Ogd3R0cOnSJXbu3ImxsTHr1q1T2zXr67NMJCKloICY8+ehu1u9el60CM2rV5n01ltcuHgRpVKJpqYmAwYMIDk5+WfHEhwcTHJy8n3JPPdh8WJ1H/uJJ9Rc9HsKX197pa/N4eTkREtLC4q71FmxWCzYM7u5ubFw4UK8vb3R0NBg/+HD7K6uJqW1FblUqg63sLGB6GgCfXxISEi4z3rAzc2NJUuWsHz5cszNzdm/fz/ffvstMTExwl2BmZkZDQ0N6OvrY2BgwLRp03juued+jC2UySAlRX2n0dmpvoj80v/734T/nkL+K2hqaqKoqOhXKY1ikQgzDJDghcIgmVeJYolzFVLpEQJHvMyi7SP4vsOQR7uKWblSG03NaoKCgrCzsyM2NhY7Ozs6OzsJCgoiPT2d9evXc+jQIXXRNjVl+fLlVFdXk5OTg4uLC1fcV3JAdJGo4Vuoqqpi165oUlMf4eTJChwcHIRhzaRJkzhw4ACrV69mx44dhIaGEhERIbBympqaCAkJITs7G4VCQWVlJTo6OqSmpuLj44OFhQXymTNxsrSk9bHHyMzMxMTEhFmzZgFq1eSJEycYOlSTQ4c0cHHJZsDKlTjcvbvZsmULrq6u+Pn5kZWVhbe3N6WlpQx5913yra3RfvJJDAwMSEtLQ09Pj46OjrtRebq8+aUtqsceY9euXTQMe5dVogscHPQa69f3Z9u2E6xZI+Zvf+vB3DyWt94a9pcwwvq/DJVKRXd3NxkZGXh6etLc3MydO3dYuHCh0NOurq4mPDycHTt2oFQqeeqppxg7duyPrZaODvSTk1k2dy63W1pIvnULRX09tbdukZGTQ93du8gtW7YIqt8TJ06QlJQk3LF1dnZiYGCAj4/Pz1flKpWQ2cnatTBxIkyYcJ8Vrb29PUqlUvA56bsgOTo6oqGhQV1dHcbGxlRUVABq0V4fT/75V14hePlyMi0s+LuGBuednKgqKICgIKycnTEzM3sgFdHCwoJHH30UPz8/vLy8qKmpYdeuXezatYvq6mrKysqE8x8QckkB6PPbr61Vm3eNGqW+6/gP4r/enUgmk5GYmMi4ceN+9XUaWloc6fqcag7T2DKLUp7CrOhNPjBo58M7+jSyly6mUDzYkd279jNt2kpsba24cOGCkGDUx1D5+OOPOXv2LDk5Oejo6GBi8iwLFpQwcuQ1Vq4cQEFBAVeLF1GnsuDz2x08G5hBYqIPLS0thIe7EhxcQHd3N6NGjeLChQsoFBMYMeIwixaN5OrVq4wYMQKFQoFcLhcUooaGhty8eROlUkl1dTUaGhrMmjWLsLAwBi5fjtHf/kZ8fDwVGRm88847gFrUs3PnTsE5MScnBwcHB8atWwfbtnHixAlklZWEhITQ2tqKq6srWVlZjBs3jjpPT2rz8/H/+muuNzbClCkYGBhgYWGBn58uwcFxBAYGcvToMZydnXkr2Yh6lYyj2U8yPfWWoNh1crrK55+3MXFiF/DXjWv7v4C+AJGJEyeio6PDjRs3BHorqFsvW7ZsYeTIkaxevfrBJnV6ehAUhPTaNTx0ddna3o717dv0mzAB8/x8zC0smDhxIsnJydjb2yOTyVCpVCQnJ6OhoUFbWxttbW3I5XIkEglZWVmUl5djYmKCrq4uOioVuidPomNnh+6NG+jq66ufu3EDyZIloK+PSCRi0KBBpKamYmtri4WFBV1dXZiZmVFdXU1paSkeHh4UFBTg4OCAkZERQ4YMITw8nOnTp+O5cSOea9fS0tpKSmUl30dGogf4JSYyZMgQwdfnpxCLxfj5+dHW1sZDDz2EUqmkpKSEo0ePcujQIeRyOa2trahUqvsXJZ2dIJXCypVQWqpmr/yHFy3/1YVcoVAInPLf4iNrfvQRAeuWcbN7Mr0E0UQKcubg37YDb9GLxGja88LLb/D++zNQKhcTEWGFRHKBUaNGER0dzcyZM7lx4wYbNmwgJSVFmMovXryYiRM7qau7ys2bXoweXYinpycvv+zEBx9EMGFCJVKplNmztTh50pTp01uorq7G29ub8sOH6T59mgPyNXR0u3H4cAzvvuuJWCxGR0cHAwMDxGIxpqamXLx4EZlMhpaWFmVlZWzevJmDBw9SWTmIDz7wYPbsOKTSWD744AMkEgldXV189NFHeHh4YGlpSWVlJQYGBsyYMQOxWEzKhg1c2bqV2WvWYGpqSm9vL7m5uYwePRqZTMb776ew/5NBLOEO0w4exOrRR9HQ0MDR0ZEjR47g4eFBZGQkCoUCLS0tHn1UxIEDQ3j88RKio+3ZudOdRYuimDXLGLFY/JvOlv/Dv47c3FxEIhE+Pj5cv34dTU1NYWB9584dqqqqsLa2Zs6cOQ+8O1IoFOTm5JCioUHpgAF4mZmxNC+PAhMTHv/+e8R3qYa9vb1kZWXh5uYmmEkZGRndJ+6Sy+W0t7dz9OhRdHR0cHJyorOjA9mxYzQVF9NZUIDM1lb9b1cXnVpaaGzfjo6uLrq6uiiVSpKTkzE3N8fNzQ1HR0dEIhEtLS10dnZibW1NQkKCEKoeEhLCZ599xojhwzE7dgz27cNIpWJ0//6ESCQUAonp6RRWVpKbl4ednR2urq7o6ekJD4lEgq+vL3v27CE0NBSJRIKzszMTJ04kMzOTlpYWsrOzuX79OsHBwT+y53R11QPbxES1wvTXrLj/TfivLeT32p7+Hj7y9f79cVzjR+2ud3m1exxfMAAxT7CPNLqJJDHxe+bMmUNQ0CTS0x0ZODABc3Nzrl27xixTU1KeeIK1L7xAV1cX33//Pdra2owZMwYnJyeCg3dy44YLU6bUYGlpSVBQEK2tl9i6tZOMjHKGD5+CtnYKEyfakpSUhImJGY6OjkSeOcPw9nbyNGK5pq/NmDFG6OvrY2ZmRkdHhxC+0ZcCbmlpyc2bN/n444/57rvvGDhwIH//uxu1tVHs2xdObu7fOHRIj7ffVuLvv5WxY+0xNDSko6MDpVLJnDlz0NTUpL6+ng1btrCouxuvI0coX7CArq4uQcYcFRXFgQMSGjHnEI+xsvsW3UeOMPj998nLy8PX15dD62/z6fkalo+TsPrTQTz2mBZPP93JtWvRbNiwgvLyFPbtM0IkauXQocm8+eYvjjf+hz8Acrmc8+fP4+zsjEwmIzMzk1dffZXr16+TlpbG1atXefnllzlx4gSZmZmCPYZKpaK6upqUlBTSUlOxzMzEt6GBeZMno/nmm6g6Othz9CgpqalC61IikeDh4UFWVhbDhg3DxcWF+Pj4+wq5hoYGJiYmTJ06lVOnTrFgwQJEHR2waxc8/DAUFqopiOvXg4MDqspKutesQSaR0NnZSWdnJwUFBaSmpnL9+nVqamqwsLCgo6MDV1dX4c60q6sLbW1tdHR0CAoK4tqFC8yPiFCvkhUKuH0b8cMP43rxIq4uLrQHBvLD6NFcvHgRf39/Ojo6hIempiZ6enrk5uZy4MABJk2ahLW1Nbq6uohEIubOnUtGRgbl5eV8+umnTJo0Cd/Bg9X/p6Qk8PdXDz3/hBbif20hj4mJYeDAgb8eRHEXDdu2UbJpEx+//z5dWlo0dV/ElHepQsFh9Ih45RXWzJyJe3k5s0fIKBxVgqmpu7ASN3jlFUI7OnDZvZsNbW0YGxvTr18/xo4dy86dO5k2zZyHHuqmo0PJzLu2tUqlkvj4eB5//HFOnjzJwIEDBXrgQw89xBdffMHixx/n+BdfMGy8OZ6evbi6OmNra0tpaSlTpkyhqqqK1NRUWlpasLOz4+rVq6xfv56zZ88K/XFv7220t2vx7LPLsbOz4623GqmsPEFFhYjqal3y8nQJDS1j+/aFGBoaIpfLeeKJJ5jx8MOEXL1K7qJF6IlEghfKzZs30dTUZNkyJfv2qZjYuZPm9nZG799P44svUl9fj7OzM9vO59GGM0duDGRRezscO8ZTH1zgjvZXjBhXQHc3zJtXxMGD06moUJNb/lfI/30IDw/HwsICY2NjoqOj8fT0xMrKirKyMi5fvsyyZcsE2+dz587h4OAgmFF1d3fj6+vL6kceweT119Uslbg4mDsXkb4+kydP5vD33zNgwAChl+7t7S0Ixvr168eJEydQKBQ/EwjZ29sjlUopKirCxdkZgoLUiT6jRqnpgqNHQ3Q0opEj0TYzQ1skEu7eRowYgfPdsJaEhAS+++472traqKuro6WlBSsrK4qLiwUK7bBhw/gsNpaKQYOwKypS99x9fdUkCQAXF/STklj62We0trYyYsQIoQWoUqno6uqio6MDCwsLioqKOHr0KGKxGEtLS8Hu18rKigkTJmCgr09vS4uadnjjhppKmZCgvoD8CSvy/8phZ2pqKjY2Nr+aB9mHzs5Okt9/n5XNzez7WxEuvXuw1H+E16RfosPbLJL28ERYHglFDljJg6g+cQKpVMrp03lcuRJIaqoNXbNmMcnWlncHDcLKygpTU1Pmzp3L4cOHEYvFGBoaUltby5IlS7hx44bAu37yySc5efIk3t7e5Obm0tDQwFNPPcX27dtZs2YNBzs76bd5My2envTv3x9LS0sKCgqYPn06hYWFVFRUUFVVhY2NDWFffcXca9co+fZbbG1tcXZ2JiIigoAAPfbvD+b99wNJTk5myJDtQDYgJzbWhsbGAi5dmkJAgDVffw3r1q0jMDCQUa+/Tvb+/Zjd/YBbWVkRHx+PWCxGJBIxZkwHo0btZMGj7oTY2SF//XUSExPx8vLi6NGjjBtUgyVuPDTyMoaGhpzZto1U+WZq22yIOH2NVUNf429/G8rGjWLs7eGNN/48+fL/dfT09JCTk3P3TlAdxODt7U1VVRWlpaUsXbpUsAi2sbGhqqqKF154gerqaiZPnsyzzz7LmDFjMLG3VxfakhKQy2HWLJgwAduzZ3FxdiYqKkrYp4uLCzU1NbS1taGtrY2lpSVlfQXzHohEIgICAoiPj1evVNeuFVSXiMXqFexHHz1wJWtnZ0dFRQUikQhfX18sLS2ZP38+7u7u3Llzh4SEBPbt20dMTAy1tbVIpVJGjxnDVRsbVGFhcOWKmgr41VdqFWlpKQQFITE0ZOLEiYSFhQksHpFIhI6ODubm5owcOVJg8syePRtQ559evnxZLazr6sLg4EGM581TKzqvXoXdu9V3AL8QNP7vxh+V2TlZJBLliESifJFI9Oofsc1fQmFhIWKxWBA6/Br6PLBHb9qEyN6et1RP09Bhwy7pQTYqfBlFAf0I586dPOQs4hjB1N2Vjicm6tLW5s1335Ww5Jtv+OSFFzC+a207c+ZMIiMjqampwdnZmfz8fJYuXUpCQgKdnZ3cunWLBQsWEBYWhp2dHTU1NeTm5vLMM8+wfft2VqxYwTfffIOvry/V1dU4OztjYGBAeXk5kydPJisrC6lUSkZGBsbGxsTGxmKVk4NtUxNdx49jZ2dHXFwcKpVKMPjp6ekhLi4Oa+ty/PxKMDS0xdn5KObmwYhE5pSXK3nxxS3o6uoSEhJyVxVnzaRJIq5f7092drZgGiQSibh48SITJkxg4tatiN98k6g33yQgI4NTp07R2NjIG7sfZ97ojTyes4Mb777LkBUreN3wDEbswpMEvr48jwsX7Hj00V727bvOggV/TbOh38J/8tz+Z6GpqckTTzyBWCwW2h0AFy9evM/nPSsriy+++IKhQ4fi7u6Oi4sLzs7O9/fLH3lErdVQKtW0uo4OiIggdPhwEhISBEqeVCrF3d2d7OxsQF3YCwsLH3h8AwcOpLi4WK2KFIl+jH9TqdRtiZdfVv/7E+61ra2twEzpa9UYGBhgYmKCm5sbzz33HN3d3VRXV3P48GG2bt1KYWEhmVlZ3E5Lo+3bb1E88YSa4piYqBbs3L1geHh4oKur+0DqpI2NDc3NzXR1dWFvb8/06dPx9vZGJpMRFRVFckwMyvBw9d+msVEtOurz0v9J9ud/Cv9yIReJRBJgBzAF8AYWiUSiX4/q+SdRU1NDbW3t70pX7/P0GDFiBBpPPEFNQgLzV+ZgZzcMlaqFJlqJZiXnDAx48smPMNZWEaB5iUF2dmRmZrJsWQiGhkW8/fZSjh07JtzSjRw5kubmZuLi4hg0aBDZ2dnMnDmT0tJSqqurycjIYPTo0aSlpVFeXq4eLKaksGTJEk6dOkVwcDBnzpzBx8eHsrIyzM3NkUqldHd3M3ToUEpLS7GysiI8PBypVEp5eTmNjY08+8orpBgZ4bBiBU1NTcLjmWeeAeDMmTPcuXMHGxsb1nhrM0fxHC8Mk3PtmgGLFt3E1PQcnp53mDJlCrq6uujp6fHFF63U1g5m48YfvWPkcjlXrlzBy8uLxYsXo1Qqefz5cyyuv8Brr98kPz+f0NBQ4uLiqIlREVr7BnGnGhm/dSu9bzvz5rwMshhAg2oVmzbBO+9k8fDDjRw7ZvzvOCX+rfhPntv/KsRisTActLOzIz5ebR1sa2tLXV0dx44d4+rVqzz88MPMmzePFStWEBYW9mPxVanUK9eJE9Ucb7FYrVLU04NRozC0sWH48OFcuXJF2Ke3t7fgi/JrhVxLSwsfHx+SkpLu/0FHh7rNYm0N4eHwEyWotbU19fX1QpamjY0NANXV1Tg6OtLT04OXlxcDBw7k2WefZdWqVbi4uGBra8uXn33GVwcO8EFpKe9dusTfKyr48vBh9u7axZEjRzh79iza2trs2bOHmJgYMjIyKCwspLKyktbWViwtLSkuLgbUZndKpZKHHnqIESNGkJ6Xx47eXrJ6e8HEBIyNwdDwT6Ed9uGPWJEHAvkqlapQpVL1AN8DD/0B270PbW1tZGZmCquN30JcXBwDBgwQeuhhYWE88YQTyckNBAVtQZeBdLAHf9loOjpqUXU14dxjwIkjR5g7dy6DBlWTnDydwMBM4uPj0dDQwNvbG0NDQ44cOcLw4cMpKipi6NChiMVicnJyqK+vx8rKCltbWzo7Oxk6dKgwWc/MzKSxsZGSkhKBRdIXUGFubo6JiQlKpRJ7e3suXryIXC5HLBaTkJDA9u3bOaGpifv332O6dClpaWkUFRXx2muvIZVKiYqK4urVqzg7O6Ovr0/4Dz/g0dnJmogIampqeOQRC4KCvuattxbj7OxMe3s7jY2NPPOMBTY2dcybdwelUolcLicvLw+AefPmoaury/HjxzkpfoVq2jjY64m/vz+dnZ1UVlZyrXcpTSi4qtrNgQMH6O3tJd/Cgg93rsPOTsVzz9WwY0c9jY1zBTOt/zL8R87tPwKtra3COV9cXExbWxsTJkygo6ODzz//HBMTEx5//HFB2WlpacnDDz/M8ePH1bL0uytvOjt/XFWeOqVuT6xdCyIRQUFBlJeXC+n0/fv3p6qqio6ODuzt7amvr0cmkz3w+Pz9/UlMTBTEOIC6DSGXq9sSMTFqhWRbm7Ay19DQwNzcXJDN962U9fX1MTY2prCwkIEDBwoqUBMTE4YOHcq6desYP3kyoydM4A0nJ16aMIFVlpbMnjOH0RMnMnDgQOzs7LC3t8fIyIjExEQyMjKIjIzk7NmzQrvmq6++4tq1azQ1NSGVSunp6cHOzo4pkyczrbsbRUuLesCZkqJurzz++J8y6IQ/ZthpB9zbHCsHflZtRSLRGmAN8DOZ8G+hp6eHmJgYxo0b97tEJRkZGZibmwu3lHK5nMmTJ2NhYcGBAwdYvNiLm1cOolQs5YjYEtWJXlrQ4zu0OBQQQGNjI0OGDEEikbB//35cXFyYP38+J08aM3LkZpYuDaa2thZTU1Pc3d25du2aIN5ZtGgRMTExFBa6sWlTHKGhNvTr14+oqCgGDBhASUkJvb29QlqKu7s7JSUlDBs2DLFYzOXLl2ltbcXU1JTTp0/z+eefc/jwYXx9fXFzc+PIkSNUVlby0ksvYWBgQG5uLkePHsXb25uSkhJ6enowHzGC53Nzub1wIQMGDGDVqlU89dRTeHl5UVBQINjQ2tvfYve8ZFQHDyKRLqdjzBjS09NZt24d1tbWnD17Fmtrax57RoNPPz3FrLmeeHt788knnzBs2DCGij4jg6+YLnqCnqv6nD+eTRbH8NFZz9/ntyO3Hs2mTfN5/33Rrzkr/JXxbz+3/yiEhYXh5eWFtrY2sbGxDBw4kKKiIkpKSli0aBHjx4//2e/069ePqVOncujQIZYtXYrU35+OnBw6envpcHGhIz+f9ntYHR0dHZSXl/Pmm28ydepUXFxcsLKyIisrC39/fxwcHCguLv5R8XgPrKysMDExITc398efd3RAXp66NdHVBXv2QGSkegB69+LR1yd3cHDAxsaG9PR0HBwc0NDQIDc3l7Fjx3Lz5k3kcrng0ikSiZgydSr7amvxeeEFdM3N0ezsxEhP72eFViqVUldXx4wZM+57Pjk5mTt37tDb28u+ffvIzs4mKSkJiViMorQUl4wMcHGB5GT1sd+1wviz8B8bdqpUql0qlcpfpVL5/54hZR/6LGlDQkJ+V8RSaWkpCoWC/v37C89paGhw6pQFtrZ1JOypJmHNGmYPscHc3I8Z83oJDW1Al3Sm00z9XetVb29v3n//fQYPHszYsWOxt7dn48ZPaWsbxOHDMpqbm5k0aRKZH3+M+XPPkbh3L4899hhRUVGYmJhw6FAu7e0tREfPJy0tjfr6IJ5+Op3ERDFmZmaYmZkxaNAg0tLSGDduHN3d3cTHx1NVVUW/fv04deoUixYtEnzI3d3dOXz4MPX19SxZsgQnJycaGxv55ptvcHJy4vjxbHbtMiQurolNJ06Qc+ECTk8/zdNPP83KlStxdXUlJycHpVJJQEAAdXV1mJubk71/PxqNjegcOMCpU6dYtmwZ7u7uhIeH09vbi42NDd3dR1i4sJFt22bx0UcfERQURE5ODh+MM+dDAtB2zCX19GnSez6iuqeY11pWsPoba2prpyCVatDTk0pHx8+tQ/+v4J89t/8oFBYWUl5ezpAhQ0hLS8PPz4/GxkZOnTrF/PnzHyiTVyqVlJeXU1NTQ3V1NU8+9RRfdndzbvly4p95hhJ/f2RdXRgaGuLq6kpwcDCzZ8/mzTffxNvbGx0dHcrKysjKymLXrl1cv34dExOTX2yvAD8OPe+FRKJuR/T0qL/v3x/lrVv0NDXR0dGBoaEheXl5KJVKrK2tqampwdbWlvb2diGH1NbWVriT7IOlpSU+AwdyPS5O3SbqY5K0t9/Xi3dxcaGgoOBnrod6enpIpVImTpzI888/L7SrLmzZQuzmzeTp6tJRUaE2zPoLZM3+ESvyCuDe9GT7u8/9y7jXkvbXrGv70NjYSGlp6QMzPN98s5Dq6jx2VVkjYhrrMmuYMqeQH36IZcmSiXwaeBRlXBzmg0YxZswYNmzYwIgRIzAyMmJoUhJfjB/PTM/HOJ+nw+jRmaxc+TRxcXH4HD7Mu01NvJ6WxpUrVwSqkqfnHYqLPyQk5AijR09l/fov6ey0IyrKHhsbLY4d609aWjJbtz5MSUkJ7e3t5Obm4uLiwjffRJKTM4+UFDMmTZLi4ODA2bNnkcvlDBs2jOHDh9PT08OXX36JpqYmRUVFJCU50d4eT0nJFr7+upOPP1ZgZPQRNTXj8PBwwsKiCg0NDXx8fEhJSUEikahlz4sWYXT8ODvd3Zk1axbDhg0jPj6exsZGvL29iY6Opr6+nrfeeouNGzcKgdCDBw8m/YsvOAwMKihguESCtuYXHBQ9T2t3JF2qpWx5ux5VWza1yky2bh3Ec8/9EWfFfxT/tnP7j4S+vj6zZ88mKyuLqqoqnnnmGdatW8eGDRtwcnJi586dQuusoKCA3Nxc8vLy0NPTw93dnaeffpqioiJSU1NZtHz5b1oMT548mYSEBFauXMm0adPYuHEjra2tpKSkCBcViUSCRCJBLBYjFouRSCSoVCquX79Od3c3WlpayHt6kLu4IJfLkTs4IO/tRX7uHL02Nki/+AINTU1kMhn5+fmUlJRgbKwORc/NzaWsrAwPDw+KioqE9oq39/3jizFjxvD5558zdOhQbKyt1TYA0dFqZs7dFb+FhQW9vb00NTVhamp639+07wIoFouxsrRkyYQJhP3wA2XGxtyWyXB67TVGL1z4T+Ur/NH4Iwp5POAmEomcUZ/kC4FH/oDtkpiYiKur688saR8EmUxGcnLyL0r1Z8++w5EjEjrbapHJ32SX6jac06KzcwJHjjSjq3DiO17hteTrbNu2DW9vb7q6uli+fDm51tb0trTwcN63eL9kxurVa4iNjSUwMJA3vb1Zp1QSPWsWRkZGghnRoUMfcPz4IebNm8eOHTuYMsWRa9eMWb7cir17a2huriEqajq5ubkYGRlx9epVrKysSEtLIyvLlbY2f44dy2PpUlfS09Ppurs6mj9/PiqVir1791JdXY2hoSE6OjpYW5+jufl93njDio0bL9PYmEptrSHgzuefi/nmG3jhBWfMzKpQKBQUFRVhZmaGzdKlHNLSYqi7O9OnTyczM5Pq6mrc3d1JT08nLCyMdwcO5MDgwThNnEhXVxf6+vpIJBLOOjszqaCA4o4OdBQKFuhfQb7CDm3t+ezf38vSjk30KJs4Jv7qv7W18m87t/9IWFpaolQq2bNnD25ubkRERGBra4uBgQGGhoa0tLTw6aefIpPJcHR0xN3dnTFjxtz3uerz+967dy8rVqz41WLu4+PDzZs3KSkpoV+/fgQEBGBra8uMGTPYvHkz/v7+wjH19vaiVCqFr1tbW9HR0RGCuDWmTkWjpweNEyfQiI9Ho39/pNraiMzNYe1aenp6+Oi993j5pZdobmmh+24oeUpKCs3NzWRnZ7Nq1SouXbokiIP6oKOjw7hx47h48SIrH34YUXS0mu8dHa2W0d+1A+gb1N5byPX09H604VUqUYWHI46IwFIqxQYYvWwZLFr0p/XEf4p/+VKiUqkUwNPAZSALOKpSqTL+1e1mZ2cLSda/hd7eXqKiooRYtwccI6tWOfLhh7W88/4SjIzCmL1Qj6VLrTAyqmPZMnsOiddTjw/v9Hqiq6tLW1sbK1eupLGxkevjx9Pf1JTC8eOZM2cOaWlpBAQE8MEHHzD3rbcoP3yYnruhxadPn+b555/n3LlzzJo1i3379mFjY8PYsTqcO+eFp2cB8+aJMTcfzKJF5Tg5OXHp0iW0tbVpaGigp6eHV15ZjJFRAsuX2yGXywVD+3Xr1gnUwNjYWFxdXZFIJMTGxvL00/OoqQnG1vYSHh5n0dLKZtAgXSwtrVEqy6ivN+PDD7UIDa3gwIEyNDU1BaWooaEhjz32GKWlpVRUVGBmZkZRURGnT59mzZo1/LBlC1VtbRhdu0ZnZyfOzs4cPXqUCWvWcMx7FgeU7xHDDG51dTHku+9YbXiT558/xZBFemyyucPZv33DsmUPjtn6K+PfdW7/OxAbG4uFhQVNTU00NjYyc+ZM4uLi2LNnD11dXejp6fHiiy+yZMkSAgMDH7g4Cg4Oxt/fnz179twXC/dTiMViRo0aRXh4OKAu7Onp6UgkEsFB08HBAScnJ1xcXHB1dcXd3R0vLy8mTZqETCajf//+ODo6YmNri7m5OUYpKeg6OqKRkoLI0lJdbNvb0dyzB+3z5+n64gssLSzw9fVl4MCBhIaGEhISQkFBAXv37qWoqIjdu3cTFxcnxNvJZDJ8fX2Ry+WkFxX9yJEPCrqPXdLXXrkXurq6arfI3l7Yvl099L19G2VGBmKF4k/xHP81/CHKTpVKdQG48EdsC6CsrAyZTMaQIUN+z76JiIgQrvAPQlNTE1u2RHP1qidLlqSwYIETP/wgYsqUQpYv78/hw8b4ORQRn5nLMOcYpNJAFi5cCMCxY8dwMjWlorcXX0dHGhsbGTBggMADNzY2Ji4uDnNzcy5cuMDUqVPJz89nxIgRnD9/Hi0tLUQiEX5+fiQkJODh4YGpaQvLl4ODg3p4KZfL0dXVJS0tja1bt7Jv3z6OHPHD1taac+fOUVNTw1tvvYWGhgZpaWkcO3aMsWPHkpSURF5eHiEhIaxbt47bt2/fjaSqYOvWmXejqSK4caOT2NgpNDVdoaWllNOnJTzyiMvdMIkq3nvvPZqbm/nss0L27ROxaFETItFVQkJCqKurI8XVlQkFBYS5PMKVDzzx8vqBefOGc+vWLbKyhtGKFbswJFRRz43mZ/B5N4k7uq68PHo8W9p62LGtP5sdtf4rlZ1/9Ln970BLSwuRkZE89NBDbNiwgWeffZa8vDzOnDnDs88+y4wZM9i7d+/vmjEFBQUhFovZu3cvy5cv/8W74YEDBxIeHk5paSn9+/fn5MmTtLS04OPjw/79+5kwYcID/Y/6ZjttbW0/JkfdNeri1i0wNYXTp9W957Y2uHULU1tbGiMjMVy9GnNzc/Lz87G9ewHw8vJi5cqVxMbGCsKgvLw8WlpaaGlpQaVS0dvbyyeffsqokBBUQUEoNTRQ7t4t3Cl0dHSQnJxMRUWFYFanUCjIyMjg7TfewODSJVK7u9GRyagSi9FVqWg8epQBQUG4Dh78r7x1fxj+chL9Poreg/rcD8JPaYY/hUwmIykpiRs3JtHQUMn333silyfQ2FjIxYtuSKW21NVFkFjnwhtMo71EHxeXhQLDxcbGBtM330SzpQWz775D/6mnuHr1KlKplFGjRnH8+HFcXFy4ceMGEokEc3NzFAoFeXl5yCIikF6/jt/q1SQnJ+Pt7U12djbBwcHo6+tz/vx56uvr6d+/P2FhYXz88cccOHCAoUOH4urqysGDB6mrq+O5557D2NiY2tpatm3bRmhoKOHh4XR3d2NqasqmTZvIzc2loqKCY8eO8eKLL9Lc3Iyenh7V1dV8+ukj3LlznU8+CSc6upcVK6aiUMiJjY3l1VfVGpe0tDT27JHT1NTJvn1ZPPmkLt7e3mzdupWJq1Yh1dXlyvMSmpvDSE21YciQAiyrq5klP89Z5jKMnVxlCc0YEt4TCD1WfHKmG6VqMo3M/W2J/tdfq3X8/zNl+Yeho6MjZG7269eP7OxsUlJS8PT0xNHREQsLC0xNTcnPz/9dwR7Dhw9HJBIJxfxBhmcSiYSRI0cSEREhxKhlZGQQFBSEvr4+JSUlODs7P/D3+gbvgj99n+Jz1ix13qatrZpXvn49ACZNTTSNGkU/PT3Mzc2JiYlh6NChApulsrKScePGcefOHSZMmHBf+lFXVxetra3s3r0bewcHXFxchL79vY+mpiYWLlyIkZERGhoaSKVSNm/ezLPr1qE0MuKj7GyC9PSI7O1Fu6sLh/HjMfyTmSr34s/v0t+Dzs5OkpKS7jPf+TX8lGb4U9zbcnn00UbMzNpZvDgbN7dqoIehQ/V47TUHrK2nMn14BC6mpox+/HGmTp3KpUuXkEqlmJmZ0TZoEP1EIvD3p6SkhKysLFauXMmxY8fo378/tbW1iMViHnvsMaqqqtDW1iYzMxPv8HAGtLZStns3bm5uHDt2THBq7EsM8vDw4Nq1azz//PNcunSJQYMG4eTkxJEjR2hqamL+/Pm4uLjQ3d3Nu+++i5+fHxEREWhra1NfX89nn31GS0sLBQUFfPHFFzz//PMUFBRgbGxMQUEBK1eupKysjPLycmxs6jh5ciqzZ2tx/vx5li1bhrW1NbGxsfT29hIYeB0Dg3IGDSpm4cKFbN++nWHDhmFvb09LSwteXtfR1q5n4kT1RcUwLo6FsssEiB9nomExkziNHpcZRQwmJk3MGnmbt43isTEq/c0eedqGDSjuTW/+H343+gbeRkZG2NjYcO7cOZYvX87w4cMFwY6vr+99WZi/hWHDhhEcHMzevXtpbGx84GsGDx5MXV0dFRUV9/G5Bw4cSGpq6i9u29PTU1CEChCJwMpKnRxUVqb+3sUFioowlUppbGqCtjbMzcyor68XSAX29vaUl5ejra2Ng4PDzwKU++wDRo8eLbQFnZyccHBwwM7ODhsbG6ysrASr3z5th1gsRqVSoaGhgcGTT6I9diyeY8fi/Mgj+GzejN9772F5N+v2r4C/TCFXKBRERUXdF+j7aygtLUUul99HM7wXfcrO4cOHo6mpydq11qxZY8mePdVkZg4HfMjMHMnKlWKmTr3N6ZwAsl9OYdSWLaSmplJWVoalpSU9PT0EZWVhqVKhGR/PmTNnePHFFzl8+LC6R335MkXr1mGS609oaAQFBUO4fPkyw4cPh4ULUZqaYrZkibCybmlpIScnh7CwMNzc3IiMjGTatGnU1NRgbW2NlZUV169fp7Ozk4CAAEaOHIlKpWLLli0YGxtTXFyMvr4+OTk5fPjhh+jq6hIfH8+XX37J/PnzKSkpwdXVlYqKCsaMGUNraysZGRlERESwZs0adHV1OX/+PCNHjmTYsGFERkZiaWlJSUkJgYHazJ2bzLZta/j0009xcXEhMDBQEDNJpQXs3DmVjo7rODk58djrr/OxhgZeo0ejvXkzOpIY1vEZT+l+xYoV4by2fxlDLy/gm0O5v7rIzs7ORvOpp5D+RpTf//BgKBQKWltb8fT0pLCwkICAgLuGat4kJSUJXvP5+fm0tbUhk8loaWkRinBRURE5OTmkpaWRmJjI7du3CQ8Pp7m5GbFYzOuvv87x48eJiooiJSWF/Px8ampq6O7uJigoiPDwcJycnGhra6OhoQEfHx8hCOVBcHV1paysjO7un8xN+lbmu3bBihVqh0SVClOFgqbvvoPQULT27kVbSwsdHR3q6uqws7MTPF68vLweGBrR97Ps7GzBW0WASgXt7RgbGdHc1KSmJyqV0N6OUqFA/NlnqFavRiESobF7N72TJiExNPzLDDn78JdorfSFxgYHB/9in/te/BrNsA/x8fF4enoKfbj29nZ27LhMa+uj6OnlYGs7ir/9rYfr169z8qSUpiZPPv/cAbG4inffvcHy5Z74+hpib2+P3ltvUf/SS+xobuZVa2suXryIlZUVurq6ZO3bx9Pt7bidSaFVtZJPPtnLd98F093djeXChRQNG4a7uztp4bY8+2w+Tz9tg4bGTQYMGEBmZiZOTk6YmJjQ2NiIs7Mz1Xv30rB3L4YTJ7Lg7bcB+O6776isrMTV1ZWmpibKyspYtWoVPj4+3Lhxg5MnT+Lq6oq+vj56eno0NjZiZWWFq6srx44dIzo6mpUrVwp3KGZmZixatIgbN27g6upK9DvvUPfDD9T5+fHwyy9z8OBBpFIpkyZNIjExEYlEQnx8PC+88AKffvopnp6erF+/npdffhm3Rx/Ftq6OpldewcDMjEG1tYj8/BjV1YVZcDCfeq3nSOZy3n77wR2ToqIiuru7GbxhA2zYgBDy+U+2WGq3bmUwDPqHf/G/GFKplICAAH744QeWLVtGQkICd+7cISkpiYSEBMGiNTs7m/Xr1+Pi4oKmpuZvPvrYJbq6uiQlJTFq1Chqa2tpb28XHjKZjOzsbFQqFfb29qSnpzN69GisrKzIy8t7oDhIS0sLR0dH8vLyfm63IRKBgYG6oC9eDLt3Y7J1K40Sidr7JTwc8xEjaG1pwcDAQEgMksvleHh4cCUsDEVzM1Ijo/uKrYmJCYaGhpQUF+NsafnjsPMuJdHY0JCW5GSorlabX4nFqJKTEdXUoNDURHLXTE55N06vq6sLsVj8uyy0/xP4SxTy27dvM3jwYPR+h0/Bb9EMQW0OZGJiIgQPA1RUVDB69DzOn69m8mRvJmjH8frT5cwKymX16kkcOjSAV1+V8be/fUdrqydHjvRjzZpebG3VcWZHX3qJx3p6yN2yBfnf/46VlRWZmZnMCQ3lxMmTvDxQnw+LjjJ//gB1aLKTEzExMYwaNQodHR22bs2lvt6Dzz5LYMwYDS5f7sTXt5N9+57lq6++Ijg4GHNzc+oOHqSjrY2XYmIQi8VERkYSFhbG1KlT1b35vDz8U1JYMG0aiUlJxMbGUl9fz+rVq6mtrRVOsAkTJvDNqlWknT7NmIULUalUZGRk0NLSwnvvvcft27dxc3Pj2rVrRHz/PdYyGb4pKcTFxdHQ0MD8+fPJz89HoVAQGxvLaC0tvnj4YWz8/Hj99df58ssvkclkuLq60nrwIJXt7dS09ecwu3CNuUR+1CTmkcvZyplUYfbAHnlVVRW1tbWC7YJKpeLW668TXFeH6J/wva2qqqL0ww+Rwm+vBv6PIT4+nnnz5tHW1saNGzfQ1dVl2LBhmJiYYGVlxYgRIyguLubMmTM888wz/1DsXkBAAAcOHEBbW5tJkybd97Pe3l7Onj1LZmYmnZ2d3Lx5E0tLSyFA+UGFHNTtlZycnF/2Teor6OvWYdrdTdPnn6u9XwDzkyepLyrCetgwGhsasDQ0pDI3FycvLywzMylasgS3adPUF4POTnXRFonw9vIi6+9/x7m1VT1cXbxYzY5xcsLo9m2au7thxAg4fhxmzqS3vJxWLS1K29qo1Nbm3MWLRN0VNJmYmDB37ty/TJj4n95auXPnDnZ2dpibm//ma3+LZgjqgt3Z2Ymbm9t9z5mbmxMb241SqU1srDWbDtvSoOrmVLQrmzcHUVKiRKn8hsWL3bCyGsDy5fXCSXbq1Cm8Vq1Cy8qK9PHjsbKyoqCggLFjx1IYGclMlQqD1Nf5cGYWU6eqe3VRUVGEhobSe+wYlcHBvDKqHVPTJEJCsrlyRUp7eyYFBR+wZcsdvv12POnpPhQXFxM1ZAgv2digtXEjxcXFfPnllyxcuJBTp06ho6ODfXIyf2tro+TNN0lLSyMsLIwXX3xRuL2USqWMHTuWb7/9loTTp/GQybA4c4aamhqys7N5+eWXSU9Px87Ojlu3bhEVFYVTaChSfX3ax4+nqKhISEcpKSkhIyMDIyMj4i5eREOh4O3iYq5du0bs8ePYX7xIzNE8/t79MEXSIcRovEc9+cQqllKPjB94gY06n2FnJ/tZx6SxsZG8vDwCAwOBH1th3n/7G6J/osUibO/dd1GA/B/65f8DmDNnDnl5eVy7do3BgwczYcIEvL29cXd3F6h1Tk5OaGtr/0wF+VsQiUTMnj2b+Ph4wWelDxKJhHHjxiGRSHj11VcxNjbmzJkz3Lx5k2vXrglmbD+Fh4cHeXl593uvPAhiMTovvohy0CBkdnZQUIB5Vxf133+P9a1bVH/zDQ47dlA2fz588gmeSUlkp6fD3r1q2uCTT6pX3UolXmZmZMXEoHJ0VBdwUBf04mKMNTVprKyk/MoVbjk78110NBkGBnyrrU2cqSlKT0+s+vXDycmJqVOn8tprr/1lijj8yYW8oKAAqVSKk5PTb762j2Y4fPjwX2y/9A397g1hbm5upqCgABsbG/r1i0UsdmPMGFgcehkjUSWbFtohEok4fPgwlpaWPPecNwcOFPDBB0EAREVFIZfL8e/Xj8tdXbhaWgo9R4VCgd3zz9MMdADWFy5gYWFBfHw8EyZMoL6+Hr99+xhaX49X+GpeeimbKVPMcXGJwtLyAxYsSOH4cTMaGlz5+99zuHr1Kk9+8QWmlZV0PPIIGzduZO7cuezfvx+lUomuri7Pv/8+Hba2xM2YwZ49e3jrrbfIzc0FwNjYGAcHB7744gvu3LmD6/jxeJqa0vXww8THx7NmzRoaGxvR0dEhOzubyMhI7O3taXRxwezddymytsbT0xM/Pz/CwsKor6+np6cHAwMDquzseN/cnM+817N69RGqs3ugs5PITBNkcgVpRh8TOvACxmgwxj0TXckVXuEQPqNyOH06877FdXt7OykpKYSEhAgX5NjYWNzc3DB97jl1Ed+0Sd1m+R24d3s9v9CX/b+Oq1evUltby9q1a/Hx8RHsX11cXIR5kkgkYtiwYcTExPzD2zcwMGDmzJkcP378Z8ZYhoaGODk5kZOTw0MPPYSbmxuPPPIIVlZWbN26lS1btnD48GFu3bolWGjo6+tjbm4uOAz+GkQyGaYNDTQ6OoJKhXlZGfUWFlgVFlITG4t9by/ld6mKnpqaZHd1qfnfsbE/CoC2b8d882Z0lErKMzLAz48uiYS8ceO4PnMml6uquKijwzmplFYXFwaZmuLh48P69HTm37qFx+zZBAQGCsZ0f7Ug8T+ttVJdXU19ff0/5Gbo7e39I/f0J+ju7iYuLo7Q0FDhj9zV1UV8fDyhoaHU1NRQUbEKpVLKjRsqdu92580TahrgjRs3BPFARUUFQUFBSCQScnJyyMjIYOXKldywtcW7pQXRwYMoRoygX79+tLS0YPrUUxw9dgz/5GSUvr7qBPohQ6iqqiI0NBTVhg0krF9PcXs7FpmZhHV3s23bM2hqViMW62NsbMD27dkMG3aLmTNn4u7ujkql4oOHH2ZEVBSR5eW0ag4nIqKDDRueRudJO85mZbFn925WLV5MbW0tra2tODg4cP26Dt99J8PTs4rQUDvKGM+2rvnYfn2cGu0llJUZc+tWDWvWSGhuPoeJiQn19fW41NRQ/+23iAMCWPbaa3z00Uekpiq5fbuR0FAvbt06y7bdu2kCdk7ahVwuI19jFCv1arBWXqKmYzrT3a/QlPQN++jmTJkOoToSnmxv51S8KQ/dTXDpe59u377N2LFjhfcpJSUFa2trwab0zhtv4FRbi/HvaK90dXUJ2+vt7SV848b/L1srY8aMETQLfUZToGZtWFlZCXzvAQMGcOXKFWpra3+R7fVLcHd3p7CwkLNnz/Lwww/fV8z8/f25du0aS5YsITw8nMmTJ7Nq1SrOnj3L0qVLKSsro6ysjEuXLlFXV4e1tTWtra2cPXuW0aNHCwrQnypBlUolvQoFpcbGnIqJwWbIEBpdXIhLSkLbxoaY9nbcNTXJ7Oykc+RITEJD0d+zh/KHHsJBT4/u+Hja3dxou3mT9oYGlMXF7OnsxLyiguYbN7B96CEcU1MZLZcja2nh8cceg8REun190bt0CcRilHp6iO9y8KVS6S8Ocf9M/Ckr8t7eXrKzs4Xb6t9CZmYm5ubmWP0C3acvkWfUqFGCCKG3t/e+52xsbNi4UYq9PSxbFo+vry+HD+tjbZ3LF18k4+XlRX5+PsbGxujp6VFfX8/FixdZtmwZt27dQmvFCowsLMiZNInx48dTXl7OgAED+Prrr1lRVYUKUKWmoq+vT2dnJyEhIWob2iFD0NXRway7m6gDB5h417ZWKpUiFosZObKa117LZOFCD8aOHQuoWzn6N27Q2NaGxa1bRER00Nm5kB07HAkPD+fKvn2M7+nB7MwZqqqqMDMzu2uvO5SGhivcuWOPi4sLJ07o09wZR2ZvAA0dIZw6lUVtrSVbt+6kqMiUTz7poKLClrLz58lrb+eNrCw+/fRTJBIJt2/X0t3tSVjYadavX4/GxYuETZ2KrvgaWloOLFw6jpvjxuEsL+UCn9CRtI35S5aQqK9P/0mTWD1xIrdEIuZOmiTMPhQKBREREYwaNUqIBMvKykJHR0cICsnOzkYUEIBSLFYH2f4K+sK3+97j8PBwgt588//L1oq2trZQWK2tre9b6fYxVkBdiPz9/YmNjf2n9jN+/HgaGxt/5i3ev39/urq6aG5uFhJ8HB0dhWGkj48PU6ZMYc2aNbz00kuMGzcONzc3MjIyKCoqoqqqSohw6+jooKenB9XdwaKOri5mEyeitWwZ/Z98khEbNqATGor9ggX0uLuT8dRTlIwezebGRt6tryfD15ePrlzh/X37+HtqKofPn+dmaSnZubkY2drSUVXFQ/7+vGJgwIqpUxnX2IjPjBkojI1RrVwJwcH0lpQgdXYGPT2USqVQV/6qhfxPWZF3dHTcd1v9aygtLaWnp+dnhjj3os9Yq08I0Ge2FRgYeJ84AEAuz0ZXVz0AeuutZmpqjnH9uj979/qiq6uLr68vMpmMAwcOsGLFCjIzM5FIJBgsXsx1GxtWrlxJUlKS0IeeOnUqmVVVGO/bR9qUKbibmjJgwAChF9nb20vprFmkfv01Q4BJV69S+sQTdHd3o62tTWlpKUqlksWLFwPqFkNsbCxDRCJqgBKlkmUrR3Pu3HAefTSNy5cvYzR6NP6RkWS3tyOJicHzxRcxNTVlxIhdhIWpmD3bATMzM6ZOreDMD+Z4K8rJ0byMm08P6eknmDzZmUuXaunsbCEsTMRoFxc+r6tjf3AwMpmMqqoq3N27ycq6zOTJczAyMiL+yy85KpMRqKHgsYMzOPf3v1OfmMh3U6bwclgYI729qT92jO7gYNbu2MGZAQOYrFKx/6I9mxzUUW+uruEEBQUJ70lhYSFyuZxBgwYJ33d0dFB38yYuSiWcP/+L77lSqVQX7rvh2xEREfj5+aH/K+57/5dRV1fHhQsXaGpqoqWlRZg9TZw4EVdXV06dOiUMKv39/fn8888ZP348OncHiL8XUqmUefPm8e233+Lg4CCs6kUiEUOHDiUxMRF/f39Onz7N8OHDhVZOXzYmqHnvzs7OODs7U1FRgZ+f328mfonFYlpbWxns6wsqFa5NTbh//TUjtLUZM3kyBpaWuLq6MmDAAIoyMji2fDkvjh+P1smTaoFRfj4EB6PU1uZDiQST5mYko0apnQuDgtCIjkbi4oJcWxvNtWtRzJyJ5NAhEIno7e39WSGXy+XIZLLfNBj7T+FPWZEbGBj8LrlwH83Q19f3F1+TlJSEi4vLfVLixMRE3NzcMDIyuu+1GzdWUlPTwc6dbigUCgIDv8DU1Id33x2Hnp4eQ4YMQalUsnfvXmbOnCl8KKRSKeHh4TzyyCMkJiYSEhLCuXPncHV1pbOzE7Ply7n1t78xon9/HOfPx/T4cerq6qisrKSyspKi/v0xmjOHpTY25Pv40PHQQ5jdvEl1dbUQASeRSCgsLOTIkSOMHTuWptmzqdbSIkAq5bPBNcTHVyMWn6ClpYXZb7+Nsa4uXd3dTLlxg56eHqKiorC2LmX37iFMnao2/HFxqSAj71GWPtxMpN56TDu28eGHA/D2bsPJKQ1tbTmuroX87auviJkxg/wLF2hPSEAmk2Fk1MzChR489dQw6uvr+UpHBwuJhJXLl5OcnEx0XBy75HLevnABV7GY6rQ0TrfasefyqyxceJu/dX7PRdEaNvW8Qnm5ig0bovDz8xNW5xUVFdTX1wtFvLy8nNraWhoaGlCoVIjgF/0s+gajfduLiYnB09MTExMT8jZs+P+ytaKvr8/IkSNZtmwZb7zxBiNHjkQkEvHll1+Sk5MjSNb7Xuvh4fHzxJ7fCXNzcyZMmMDx48eF9B5Qi44yMzOxsLBAIpFQXFyMj48P1dXV1NXVPXBbfT4tvwUDA4MfTaw6OjCuqKDZwgLL8nJqiotxdHSktLQUDQ0N3AYNwsjLi7riYhg6VF3EPT1BTw/x3/+O/QsvULp+/Y+5oXdzRHXHjKFTJlMXbx0dJHfvGnt7e+ns7CQlJYXY2FhOnTrFRx99xK1bt/6pv9+/A39KIf89K/E+aX1QUNAvviY/P1/N5LirygLIycnBwMDgZ2Zbra2tPPJIHnZ2frz5JuzcuZP5850pLh7HE0+oP/e7dqmwtDxCaamfuijk5SGRSDh37hwBAQHk5+cTEBDAnTt36OjowMHBAYlEwuXLl3n00Ufx+vprnKqr6XzrLVJSUmhtbaW8vJyGhgae3LuXhH37CMnKwr2+nvIdO4iIiOD5559HR0eHpqYmvvrqKx566CFSU1OpcnVlsoEBC2Uy5O++y4EDBygrK+Oxxx5DqVRya/x4HjI0pLy9Hfnx41y6dIm5c+fS0NCAtrY26enpzJ07l6ysLB4JD2dnXR2jS0tpaGigpqaG/v01efhhES++OJeioiKOHThAi0wGycmCom3FihXU1dXx9ddfIxKJeFJPj46eHo4cOcKWtWvZr69PqqIfn3Y+SozCk1TeopYuIiN1qOsx5m3Va7yp+SFmZhd4+WV3QepdX19PUVERAQEBANTW1lJUVERnZyc9PT2MnD4dPYkEpk9/4PseGxuLh4cHJiYmJCUlYWdnh5WVFSUlJdT+Rbwv/tPQ0dGhf//+mJqaIpFIsLKywsfHh7Vr19LY2EhOTg7nzp0TWCLDhg0jLi7u5wKZ3wlfX18sLCzui37T19enf//+pKWlCavz32rlDBgwgKysrN88DgMDA9ra2tTf6OlhMngwTUVFWA0bRk1rK46OjpSUlAAgEosZsGYNmcuWwfffw7PPgrm5OijZygonZ2dK6ut/5JnfzRHV1dMTcmvlcjnNzc1cvnyZb775hszMTPLz87GyssLX15dXXnmFKVOm/FN/u38H/nT64YNwL83wQcY7oM7vbGhouI+nWlFRQVtb289oQT09PcTGxvLhhyMpLxdhYvIDmpqajB079r7h6euvX6Ox0YADB3y5ffs2oD45g4OD0dPTw8nJiZaWFuLj4xk3bhx1dXXcunWLefPmYWRkhGjjRnrt7Lg1fz6AYODz0ksvERcXx8iRI6lat44sMzOuDRnC6tWrsbS0pLu7m08//ZRRo0YRFRWFUqnE29ubUe+/DyYmnGhsJO/MGZYsWUJbWxvZ2dkMf/FFnAwNcWlv59PPP2fdunXExcVhb29PcnIyo0ePprGxkcGDB3PYzg4lIHV1pbKykvz8fDw9PXF2dkZbW5uzZ88iHjCAAfr6lDo7U1NTw2uvvUZ5eTlnzpyhvLycKW1t2La28u533/HUU09R3thIWnc3WaJgOtElRfwU83QPYqLTzKhRMkw10nmD98Ajgh072nnxRTWnv7W1lbS0NIKDgxGJRDQ3N5ORkSGYFwUEBJB386Y6NebmzZ+978nJydjY2GBtbU1GRgYGBgY4OjpSVVVFcXExTX+hVdKfCVNTUxobGzE2NmbevHk88sgjREdH89lnn5GYmIiVlRVGRkY/l8r/TohEIqZPV9sw37sNf39/EhISGDRoEPn5+XR0dODv709GRsYDY+BMTEwwNjamqKjoV/enr6//YyEXiTBZtIimNWuwfPxxauvqsLS0pKOjQ1i1D/DxIaOwEJVYDOvWwRdfCB7k/fr1E4r+vdDR0SEvL48LFy6wY8cOysvL0dLSYsaMGQwbNox58+YREBAghE78lfCXK+T30gx/STXV3t5OZmbmfcPSlpYW8vPzGTp06AO3N3LkSCQSCdHR0ZSVlTFmzJj7BEOpqalMm1aGre00Hvbcge6KFQxKTUUmk+Ht7Y1EIsHY2JgffviBBQsWkJmZSXFxMUOHDv2xv7d6NbcOHUJ7zhxqampISkriqaeeoqCggMF3V4pHJBKuP/ook19+GW9vb5RKJTt37hTMjgwNDdHV1WX+/PmwejUVWlrEyWSMS09HLpfT2tqKjY0NQ4YMoevVV3lBW5vnnn6aa9eu4ebmRlZWFj4+Pujp6QlmXlXZ2QxFPVgsKSnBz8+P5uZmBg4cSFhYGDKZjHHu7lzs6qK+tZWXX35Z8JS5ffs2wcHBLFq3jsfFYtzdF7Bpkz4fH7mBmVzOcJIxRIcgvsGo8wyfaD3BSy9psVnvRYL4BnFOjtCb7ezsJDY2VtABtLe3k5CQgLa2Nm1tbfj5+ZHx0Ud4dHerQ21/wiXPyspCV1cXJycn8vPzUSqVuLm50dDQQFZWFi0tLYj/Yvaifxb6CnkfRo4ciYODA7NmzSIrK4vt27ejq6v7L7UHtLW1mTt3LmfPnqW1tRVQx8f19vZSV1eHl5cXycnJ6Ovr4+7u/outHB8fHzIyft0duK+10sdJNzYxobm7G0srK+rq6hCJRDg4OAh6CgsLCzQ0NNTsnbsr7r4VuK2tLfX19XR3d6NUKikqKuL8+fOC+M7AwICFCxfi5+fHmDFjsLS0FLoIOjo6v5hL+mfiL1fIf4tmKJfLuX379n2ioD7q4YMGqNHR0fj5+aGjo0N0dDRXrlwhJCTkPsFQZWUlN2/e5JtvlnL8eByvZ37MiPp60j/6CA8PD776qpIpUzxZs2YvCxcuJCkpCZVKhZaWltpT5S6Sk5ORSqVUVFSQlJTEnDlzUKlUmJubY25uTltbGyKRCG9vbyFDcceOHbTfuEHv889jkJJCQ0MDTzzxBCKRiNbWVr4YMgQnQ0NsVq1CQ0NDCNVVqVQ8k5LCnD17qGptxerDD2k4dQpLS0scHR0xMzMjNTWV9PR0BixYQKS2NuUuLvj5+VFUVMTkyZNJSUmhvLycgIAA9h47RptCwdK2NpqampDJZOzceYjaWg9cXF5m1f79hGpoEF3gTUvLl1SJg7HS1UWTNB7nbdZqpKNlYEDwiy+Sm5vLmPXriTM2ZvF772FsbCz08ceMGSNInKOjozE0NKSxsREfHx/y8vKwP3iQqpYWtRrvHuphUVERPT09eHh4UF5eLlyIWltbSUpKQiaTIRKJCJ058w87F/+b8dNCrnfXOVCpVLJkyRIefvhhFAoFly5dYvPmzZw+fZrLly8THh5ObGwsd+7cIScnR92uuktx7WOS3AsHBweGDx/OiRMnUCqViEQiIWi571+VSsXw4cN/sZXT5wr6a+KgvgF5z91IOBMTE5qamtDW1hZak/e1V0QiwQbjp1AoFIK749atWwkLC8PQ0JDQ0FBmzJhBSEjIfSETfduDv24h/0vdH/wWzbBvdR0cHCwMS/syPR/UhklNTcXe3h5TU1Pa29s5ffo0/v7+963a29vbOXz4MGvXrqWgoAAzMzNMN27k2htvEPD66yTcucN3342jsnIvN26MJTc3F0tLS2JiYli7dq2wnaKiIjo6OqisrCQ9PZ2BAwfi5eVFVVWVsL/o6GiiouTExS1BLhfh43ObvLw8ZkdFUdfczPkTJ/i0shKpVEptbS379u2DIUMY8+679PT0EB8fz5NPPgnAxo0bcXZ2VrvOPfUUui0tNJ8/j+vatbS0tNDc3ExqaioDBgzgZF4elQEBLFiwgH379vHCCy9QUVHB9evXGTRoEHfu3EFha0twYyO6M2agr6/PO++8Q2urGUrlK3z00dNMoBYzhQJ90Ta68GOStJo8V1ds9fVZkZLCTrmc9Rs3ckgk4uFZs7i2cSMTtbXR1tBg585e3ngjnLfeCmHiRA3kcjkRERGYm5tTWVkpFGcbGxtKfHwIqq29j3p4r5S/traWkpISgoOD6ezsJCYmht7eXnp7exkzZgxRjz76h5yL/+34aSEHNQ+8L07Q3t6eJUuWMHToUA4cOEBhYSF+fn709vbS0NBAV1fXfQ+ZTEZXVxe9vb1oa2vf99DU1CQlJYWenh4WLFjA4MGDCQ8PZ+LEiWhpaVFYWEj//v0xNjYmKyuLAQMG3HdcRkZGmJubU1BQgLu7+y/+n/r65FpaWkIhV6lUWFlZUVNTg6OjI5cvXxZeP2DAAA4ePEhwcDClpaWUlJRQUlJCQ0MDLXe9Wh577DFhdnPz5k2hR34v7r149RVylUolUH9/yoz7M/CXKeRlZWW/STOMjo7G11dNE4Qf2QsPohkWFxcjEolwcnJCoVBw7do1Ro4cybRp04Srq0Kh4Ntvv2XRokV0dnbS0tJCYGAgEVVV+GVnE5+UxOhRo5g9+wLff+/IY491YW2tDnt47rnnhO00NjZSVFREU1MTxcXF6OjoMGfOHKFXDZCQkEBcXByxsX+jslLKm28WsXlzLoaGK3lYNgF/zXfZvH4iRkZGKJVKtm/fTmNjI48//jhtbW1ER0fz9NNPI5FI+OCDD6ioqOCtt94iIiIC08WLyd+3D4/ly9HU1KS6upq8vDxMTEz4/vtCLlyoYfDg+bzw7Cmmi7W5/Gkq3yVcwdvbDlNTUy5ciKe6xgevedOwmmPD5s2bEYlETJs2m0uXNuHoKMHeehjp8fG4OpoysTyKzq4uVBkSNpuZ8axcziq5nHObNzM1MpKTJ09SeLydTbI4Nry0nTc0wqmvH8bmzTo8/ngvN2/exMrKirKyMlxcXGhoaPhR5ZeSgoZKJfTH+6T3ISEhNDc3k5mZyejRo+nu7iYyMhKRSER3dzdjx44lNjYW++HD4dy5P/js/O+DsbExra2t9Pb2Cosed3d3jh49yqRJk4Rz18vLi40bN3Lp0iXu3LnDnDlz7iMP/BS9vb0PLPLW1tZ8++23lJWV4erqilQqJT4+XuiZ9+/fn+HDhxMdHf2zQg7qopuRkfGrhbyvT25qakpnZyeNjY2kpqbS1dVFXFyc4NQZExNDW1sb9fX1pKSk8M477+Dj4yPI621tbcnOziYtLe0+r3VdXd1fZNf0QSaTkZmZyWeffQbAww8/LAjZ/kz8JQr57wmTSE1Nxc7ODjMzM+G5X6IZNjY2UlFRQXBwMCqVips3byIWi5k4caKwalepVOzfv5+xY8diYmIiqAOTk5NxdnYmPT2dwMBA7ty5w4gRLTzzjBs9PT2cO3eONWvWCDYBXV1dJCQk0NXVJdCsNmzYQExMjKAyraio4Pvvv2f9+vU4O+uzcWMDU6ZEM3DgQNavr6eho5hog/PM2GvOm44QEpKDQqFgxYoVwsm4YsUKdHR0iI+PJyYmhs8//5ybN29ia2tLmosL/fbtQ9PYmKQkP954o4HRo8UsWmTOpUtXkMsnkZBQDCwgvFeP1ph9KPCmtHQcN258RWWlJr29/Th/so2W4+up19fn6b/9jUOHDhEYqIOHhxtypZKqnh5sbW3RsramNjaWp6VSXqmtZay2Ni0GBuQOfp1XR15l/nxbLmrtpUKmzxu9oSx9FI4ckbJhg9rlsk+w4ujoSGdnJ0ZGRoKAxS04GI1z52DMGNrb20lOTmbs2LF0dnaSkJDAuHHj1ArO8HCkUimtra2MHj2ahIQEDA0NaX3AgPT/R0gkEoyMjGhubhY+M1ZWVigUCuHC2QctLS0eeughMjMzOXz4MIGBgYKg7UHb1dPTe6DBnbGxMbdu3WLo0KFERETwxRdfMGnSJJKTkxk6dKgQa1hRUYGdnd19v+vt7c2NGzdQKBRIpVKUSiUtLS00NjbS0NBAQ0MDGRkZZGdnY2BggL6+Pu3t7dy8eROFQkFxcbEQ8JyQkMDgwYMZPHgwmpqa6OnpMXny5Pv2Z21tfR/jBn65bdLV1UVJSQm7d+8W4hhnzZqFg4PDX0aq/y8VcpFI9DDwFuAFBKpUqoR/dBt9NMNfczPsW13fKxqQf/klxps2YfsTGfdP3RFjY2Pp7Oxk1KhRaGlpCUE0M2eeZc4cJ5ycnITebVFREZqamtTV1QmWsQkJCcycOZPy8nISExOZO3eucOHoU5SCWpCRlZXFm2++SUJCgtD+6ejo4JNPPmHZsmXY2NiwZIkMQ8OrODg4U1tby6RJRVy7Np3ubnPKy+Gtt1p44YXztLePZNq0FiZNKuD116dgYWFB47ZtvPTKPnJ0jvD225EsWmRLZmYmtra2aGtrM2rUKBYsSKexMYbw8In09m5hzBgvoqK6cHOzoDy/H66y52i31Kdc9jJmZm/S1dXFxInTiI0NwK75BdKUPcyXybhw4QKmpqZYWVnR3d1NWVkZBgYGgmpv5rZtXDlxgprIdl7rfY75Hd9z8LaMtq4hnD/mzXLFU3ytN5tHn7KjqioDkWgseXmRBAVZUlRUJKxitLW1hffXxsYGWWwsIqWSrhs3hIurXC7n1q1bgvL15s2baGpq0tTURHBwMKmpqRgYGNDQ0ID93R7qv4o/4tz+T6O2thYdHR1hvmRqakpDQ4NQyEUikdBeeZBJnbe3N/b29pw6dYqCggJmz579wHSgX8LgwYPJyMhQ022ffBITExPa2tqwtLTk448/xsnJidLSUjZt2oSvr686fFlDA01NTTQ0NKisrOTTTz9FW1ubpqYm9PT0MDU1xczMDDMzMwYOHCh4vkilUi5evIiRkRG+vr58+umnLFq0CDc3N6qqqggJCQHUnPeDBw/edxfS97fp7OxEJpMJoihdXV2htaJSqaivr+fkyZNER0ejUCgYOXIkrq6ubNmyBQsLi79MEYd/fdiZDswBIv6ZX/49NMP6+noqKysZOHDgfc9rvP8+rtXV9yXK9G2vb+iZ8fbbNE6fjl92tiAY2rQJystj+f77DkJDQzlx4gQODg40NzdTU1Mj9P10dXU5c+YMs2bNIicnh7KyMgYPHoyLi4uwv+joaLTDwqhbsICk777jiSeeoLi4mAEDBqCnp0dvby8ff/wx48ePZ9CgQfT29hIWFoaxsTFtbW1UVVXx3HP+VFc789FHYGfXzfjxP2BoaMjRowbU1zdw+bIHXl5edHd3s++tt8iSf0Z1azqnThkLZmB9DnTqfvwRzM2n06/fJzg4ODBunCkvvSRi+/YgHnv6GuJhRuw+tZ2hQ9/HzEx+lxM7gRkzTtJh2so4TU2y+/dHKpViaGgo9EWbCwrwi4mh8OpV5EUGvPZ0CXfKDLmt9xKN8jIOdvdjOjewsLBmqeJ1ojoSkHTY0tPTwbVri6mouMX+/aZCWrmOjg4ikYjy8nKhiItEInzeeQeFnR2RDz/MqLuB1vfK+iMiItDS0qKpqYnAwEBycnLQ1dWlvr5efev9x/lD/0vn9p+B4uJidu/eLbQHfq1P/kswNDRk6dKleHp68vXXX5OamvpA98IHQSQSMWPGDGJjY6mpqWHGjBm0tLSwbNkyXF1dWbZsGR9++CF2dnYEBgYyadIkQkJC8PPzw9PTk+DgYHp7e5k3bx6vvPIKzz//PMuXL2f69OmMGDGCYcOGIZPJBOpfXzqQrq4upqamVFRU4OXlRU5OjjA4vY+98pNjtba2prq6WnhOR0eH+vp6wsPD+eqrrygrK8Pa2ppZs2YxevRoPDw8hHbSz0Ix/mT8S4VcpVJlqVSqnH/yd3+TZtjZ2Xm3tTHi5z988024x+60T5Y/bNgwNDU11T33L75gckMD9nf7WQCPP16AsXEi77+/gK6uLkJDQ3F0dCQ1NVWIbevfvz+HDx9mxowZpKWloaGhgUqlui+Cri/WSmffPpKbm5mRloZUKsXY2FgY1u7cuRMHBwcmTpwotHj62C7t7e1YWloKophVq5R89tkFPDxq8PPzY/78NkxMlLz//liUSiV79uxh+ksvsUhvOya6XTz0UBNmZmZ0dHQwefJkZDIZu3fvZv36ccyZs5uBA/VxdHREJpMREBBAUlISly5dYtu2bWzZsgW5XI6+vj6PPfYYe/bsITk5mQEjRlAeEoLRXbVlb28vFhYWREVFMbChgbbOTsjIICZPhzbEJOcNZVj7h+hJClmiU4r3RD0uXxZhOlFGruhzatHi8GFPHB2/B9rw8irA0NAQc3Nzenp6qKioQKVSCeKtgTExdL71FuHz5xP07rtoaGgQHh7OiBEj0NbWJjo6GolEQn19PUOGDKGsrAxtbW3q6urQ09Oju7ubYR9//Id4rfwr5/afhcDAQMaMGcO+ffsoKyt7YCF3dnamqqqKrq6uX9yOSCQiKCiIZcuWERkZyfHjx3/19ffC0NCQCRMmCLbL48aN4+rVq4wfP57z58+jr6/PQw89RFJSEvb2ak8gDw8PfHx8mDNnDoCwQv8pflp4+wo5qF0eCwsLMTQ0xMzMTGjV9bFXHkRv7Nted3c3ycnJHD9+nKSkJDo6OhgzZgzjxo1jxIgRglDt+PHjfPbZZ4SEhPxiKPWfhf8Y/VAkEq0RiUQJIpEooa6ujvj4+F+lGSoUCm7duvXL3uOrV6uz/e62VZKSknBzc8PQ0FAYOg55913E9xT7lk8/xW5rAFXvqli7Voy2tja2traCV0taWhqBgYEcPXqUYcOGUVxcjJ2dHXfu3GHevHnCrsvKymhsbEQkEpE8eTIexsb4vvoqLS0twrDm9OnTtLW1sXTpUkQiEQkJCUJyj0wmo7Ozk6lTpwrbjIiIICUlhdmzZ1NfX4+HRxENDYtYvRq+//57fH19aZo4Ef+vHuLbg3pMmqQ2I5oxYwYSiYQ9e/bg7u5ObGwsjY2NuLu7o1AocHNzo7GxkW+//ZaPPvqI/fv3U1NTQ1tbGxs2bGDXrl0UFxcLNEBfX1/Ky8vR0NBAW1ubCxcuYGU1klPKJ4gUOaE7ZAgjPHrQpYwAfkCsSCDZ7CT100fxya1n+fLLXLxWrGCAWxEiCvA1iyYtLR+QkZ6uh4ODA62trdTU1CASibC1taW3t5dBgwYR+frrhFVW4nfkCLq6uoIMX19fn/j4eOF2d8CAATQ0NCAWi6mtrRWK+JgxY/gzbnZ/em7/mfD19WXWrFkcPnyY5ubmnxVyDQ0NnJycBI/yX4O1tbUQD/jll18+UETzS8egp6fHrVu38PPzQywW09PTg4aGBomJiQwaNAiVSiUshu49tsGDB5OYmPjA7RoZGSGXy+no6ADUPfm+mLu+Qg4/j3zroyHee2fR29tLd3c3p0+fZtu2beTk5DBo0CCCgoKYOnWqkJB0+/ZtTp06RUpKCnZ2dqxbt+4+m+y/Cn6zkItEoqsikSj9AY+H/pEdqVSqXSqVyl+lUvkbGBgI/ddfeC2RkZGMGDHid0W/5ebmoqenh62tLV1dXSQmJqpXz/cU+56eHuLefZelTU1ob94s7CciIoKsrEBcXWPJzR3F5cuXMTc3p7e3Fx0dHc6dO8fatWuFi0lf5qZcLqelpYVqNzcWlpaSNXSosLpOSkoiLi6OJ554Ag0NDa5du0ZBQYGQa1hUVMSCBQuEbaamphIVFcXcuXMpKSkhOTmZxx9/HJFIxJUrVzAwMMDc3JzU1FSsra2RyWTU1tYybdo0jIyMOHbsmHpbV68Ss2kTA7q60NDQwMzMDE1NTbZt28YLL7xAREQECQkJdHZ28sILL7B7927a2tpoaWlBqVQSEBAg0LOUSiUZGRkMHjyYzExTOnoyKdAMZPyTT1Krkcnn346nwcGQeC7wkf5MLh9ro6GhlSNH6jEwMCAmNwwV7sRklDB/vicGBvmsX+9KXV0dTU1NgFqYoVAo8PX1JSoqivZFixhuY4PJW28RExMjyPDv3LlDd3c3tbW1uLu709XVhUKhoLa2Fi0tLYG1Ul1dTcqbb/5ur5V/x7ltYWHxj/zqvwWurq4sXryYuLg4QfNwL9zc3H61vXIvNDQ0mDp1KtOnT+eHH37g2rVrvxkG0ddiiYmJoba2lunTp3Pz5k1Gjx7NjRs3hLvIa9eu3efVAmplaHJy8gMdBn/aDhGJRMKq3NHRUVhd/zSf08LCQrhLLyoq4uzZs2zdupWMjAx0dHR45plnWLhwIXZ2dujp6ZGfn09YWBiXL1+muroaOzs7VqxYgUqlYs+ePRw/fvx3t5v+U/jNQq5SqcarVCqfBzxO/7M7VSqV97mh/RR9oiB9ff3f3FZ1dTXNzc14enoKw8efTtz7uOYhb7+N5J4VekJCAp6enrz7bgr19SPYuDGF5uZm+vXrh6GhISdPnmTGjBnCxaSnp4eYmBiUSiUmJiZcv36dZ599ltu3bwt9+YqKCg4fPszjjz+OoaEh9fX1ZGVlYWVlRXNzM1lZWSxevFhoJxUXF3P9+nWCg4PJy8sjOTmZtWvXoqGhwZ07dygvL2fYsGFcuXIFDw8PamtraWlpYdSoUdjb23Pp0iUKCwvx9vbm5uHDDO3uRjciAl1dXYyNjdm+fTszZ86kqqqKCxcuYGBgQEhICN999x0qlUpwl3RzcyM/34gTJ9IRifrR2NhIv379sLS0xNIyAQ2NHp55Zh1btmxhxIg3eeaZVDJqFlBPOd8V1tOPO0Aafn7OZGRksGTkAAw5zRT/Shwc8jl8eAAhIeW0tbXR29uLjY0N3d3d+Pn5CeEdWlIpFmIxSSUl2NraYm1tTXZ2Nq2trdTW1uLs7IxYLKazs5Pa2lo0NTUF/nh9fT2lpaX4TZz4u8/Df8e5/VeBnZ0djz/+OFVVVezates+Cby7uzt5eXn/kM+Km5sbjz/+ODU1NezevZv6+vpffb2RkRHjx4/n1KlTmJmZCd4rQ4YMISwsDEdHR+zt7YnuS+q5CzMzM6ysrH4xRPmX2isaGhrY2dlRUlKCqakp+vr6lJWV0dHRQUZGBk1NTWzevJmwsDBMTU1Zs2YN8+bNw93dXci5jYiI4ObNm0JU3rJlyxg4cCB5eXl8//33VFdXM336dFatWvWXGnTCn6Ts7OOBPwiZmZnCm/lbaG9vJysri4CAgF+1rr19+zZ+fn5oP/mksELPycnB0NCQiooKXn7ZAyuDYia1v0FQSQnt7e3U1dXxxBNPCLz2vrsEqVSKs7MzBw4c4MUXXyQxMZGgoCCkUikdHR1s376dhQsX4uDgAKipSz4+PnR1dZGbm8ucOXME1ktjYyPXr1/H3NwckUgkqFNNTEyIi4vj+vXrTJs2jaNHjzJo0CAqKiqQy+W4uroyaNAgoqOjiYmJYezYsZw6dQq70FBE+voYTJuGRCLh888/x9XVFQMDA27cuIFFVxeWERHcuVBGeLgVd+400tysS2GhJ4osMy6eO4ZS6U52thxLS0thqKOpqYuW1gROn36Dmfb2HPw6io6OLhQ9hcAFRnstpgALwITMTAd6enowHtFJ0OQuLhUEUlc3BH19fX74QcaiRb1ER6uLuL+/P5GRkYjFYtra2rA/dIicigr0v/kGJycnCgsLqa2tpa6uDltbWwwMDGhqaqKurg5NTU1UKhWjRo0SUqDc3NxIDQv7507K/4OwtLRk1KhR9O/fn7Nnz7J//37Ky8sxMjLCwMDgZwPA34Kenh6LFi1iyJAhfPvtt4Jq85cwZMgQdHV1iY6OZtSoUVRVVWFra0tJSQnFxcWMHz9e4Hzfiz7u+YPwa31yGxsbbt26RVxcHE1NTWzbto3t27eTlpbG4MGD6devH2vXriU4OBhjY2O6urooKytj79697N69m97eXoYPH87s2bORyWQcP36c69evY2xszKpVq5g9ezZOTk5/uSIO/2IhF4lEs0UiUTkwAjgvEoku/9bv/BrKysro7u7+1dV6H+RyOdHR0cJKODk5mf79+/+MU36vurMP1dXVtLa2IhaL0dfX56WXbDisNY53ZWEU//3v6OvrY21tfR/dMTY2FqlUip2dHTt37uTRRx+lvLwcT09P9PX1USqVbN26lZCQEEHJ2SceOHmym0ceqaCmJvi+An/16lWam5sZWVZG77x5zFCpGDlyJB0dHZw/f54pU6awf/9+jIyMqK6upra2lubmZsaPH096ejrXr18nMDCQr776ChsbG1o9POi3Ywc9w4YJWZt91qIdHU7cyHRG1jOQ2FwTurogM7OWsjIjurqmcyQuCk9a0KCd/v2V5OfnM3DgQEQiEWWFHrS3n6MoT0JzeDhSjgMWKCkBpnErK5L+tmlYWz9KYOBxLNLSEO3YQWy4K01NcOSIHgqFgn37qmloMGHnzi4CAgKIjIxEV1dXCOmQPvMMCktL3N95h4qKCkpKSqivr8fCwkL4ADc2NgoCl5EjR9Le3k5OTg5eXl5kZGQw8J13/pBh5x99bv9ZsLW1xdjYmKeeegofHx+OHTvG4cOHsbCw+M32Sp99a3NzM7W1tZSVlVFYWIi+vj4BAQEcO3aMzZs3ExMTQ35+PrW1tYLqEdStj5kzZ3L79m2ampqYNm0aV65cITQ0lPPnz2NoaMjQoUO5du3affv18PCgsbGRmpqanx3TvQPKgoIC8vLyiIiI4MMPP+TmzZtERkZSU1ODv78/+vr6vPjiiyxatIhp06ahUqloa2ujoqKCc+fOcfDgQSoqKggMDOTJJ5/E1taW+Ph49u7di6amJiNGjGDNmjUEBgYKFsB/VfxLPHKVSnUSOPlHHEjfgLKP//kb+xWMsKRSKXl5eejo6PxMZHCvurMPbW1tZGVl4eXlRUlJCcPuFj3bdevI2b4drxdfpOauYxuoYyM3bMhiyZJuliwx4vjx44wbNw4dHR00NTUFPvSuXbuwtbVl2rRpgLqdExUVhUQi4cCBBpqbHdi7dwjvvKP+2bVr18jNzeWll16i1dkZvYYG0r6GhYd6mTs3gvfeUzsmjh49murqaqRSKSqViscee4ySkhLCwsIYPnw4MTExuLi4UFlZyYQJEwReeXh4CaWlk+nqKqRfP4iLK0POKMIoZYRHA9dzs/D2dmTAgImcPHkcG71WrNpqEFs4kl2ozciRE2lqaqKzsxMXVSuZeGJGAnVeXnQnWQMmiJAhJYIuejCtC6FM/xS6usZc+f5DnLu6mK19nB8MJ7BihTW1tVUMH55FYmJ/3nlnOBEREZiZmZGQkMDo0aPROHaMyk8/JfC996ibNYvs1FTa2towMjLCxcWF/Px8WltbkUgkSKVShg8fTnd3NxkZGYLNwJgxYxD9g8HCv3KO/WHn9p8JGxsbqqqq8Pf3x8/Pj0GDBpGQkMC5c+coLy+npqYGhUJBT08PPT09dHd3C1/3Maw0NTWFx73fBwUFkZaWxp49e/Dz8xMGj0qlEgMDAwwNDTEwMEBPT49t27axcuVKLC0tqa6uFkR4ISEhfPbZZ1RVVQmfJYlEgp+fHwkJCUybNg2lUkltbS2VlZWUlpZy+/ZtGhoacHBwwMHBAQ8PD8aNG8fQoUP54osvGDJkCPb29sLK383NDZlMhlwu57333hNM555++ml27txJdnY2Z86cwcHBARMTE1asWEFXVxdHjx4lOTmZ0tLSn9Gf/2r4Syg7+waUvyYKuhcxMTEMGjQIXV1dampqaGxs/Fn2573qzj70GW4NHz6chIQExo4dS0VFhTqiKiiIQatXk52dzeh7vFg2bqyipqaK/fs1GTAgGTMzMwICAigoKBAMs86ePUtLS8t9sv1bt26hpaVFW1sbs2fLuXx5omDmFxkZSWpqKqtWrUKpVJK6cCHjjh5lXscGKioi+eGHkejpZbJnjzteXmncie1msWofA2Y/hduHMsaNu8j06ba0t7cTH6/k6tU61qyZS0rKLQYNGsT+/fspLh5JW1sl0dGdaGtXExo6lKiodgIDNWlqLmDSJHtsbKzo6rqNg0MrJSV2mPh4kZuliVyuR0xMCz09eYSGhhJ2RheUJbRq+OM22ZoRhi2Eh3+PROKESmGGAlduyidB00ucO9eftUFBLEpL4yXrMn7YOoDe3i7q63tZtcqPWbOGs2FDJOvW2WJufo0pU6agq6vL2Q8+YHxzM81vvUWyk5Mg1Ohzxuvo6EAsFiOVSgkMDESpVHLnzh18fX1JTk5mzJgxNDQ0UP3/abDEL8HGxoY7d+4I3/ddBH19ffn666+FoXmfZ8q9hVoikfxmG2HGjBlERUWRmJjIkiVLBGppa2srbW1ttLa2YmlpSWVlJTt37sTAwIAzZ87g4+PDlStXqKurw8LCgl27djFz5kwUCgXd3d20t7dz6tQpSktLaWpqwtDQEDs7O4GDPnr0aMFR1NjYmOLiYgICAoSLur29PT4+Ppw/f15QEvcd26JFi8jMzOTEiRNUVlaiVCpZt24durq66OnpsW/fPoyNjYmLi8PAwIApU6bgeU/u7F8Rf7r7YV+25i9Jgn+KjIwMrKyssLCweKCdLTw4lOJe3nqflWp7ezt5eXn09PTg6elJamrqfQ6KbW1tzJ+fhplZL0sGxdPy3HMs7ukhNTVVuHAkJycLCfV9vfm+D05XVxelpaXs3LmA8nIRq1erGS2pqalMnDgRKysrtYBp82ZE5eUsfzIbGxsP1q6t4NtvjaiuzubmTWjsHMtx2Tts+t6eqqrznD2rdn/LyMjg+vV6ZLKZfPttLAMHDuTIkSP4+PgQEtKGnl4vrq4V2NvbM2yYlCeekNPeHoNYLEZHZyzff29EXFwZpaVmKBTOpKc34uHRhYaGJXK5Djo6wxg2bBjugxLR0JCgwI3jx28zerQ5Uqk2CoUNYk1djIzMsbR8DB0dBwICOpnt58fXnZ08PHQovb296Ovr09raypw5c3jjjRvU1Tny8ccXBdbNkSNHGDd6NKZiMbGennR1dSGVSvHz8yM9PZ2uri5EIhEaGhr4+fkhEolITEzE19eXpKQkxowZQ2NjI+np6djdFRH9D2pYWVlRW1v7M6aJtrY2TzzxBMbGxuTm5mJvb4+VlRXGxsbo6uoilUp/Vy9YJBIREhLCmDFj2Lt3L+Xl5WjezaV1dnZm8ODBhISE8MYbb+Dg4MC8efN44YUX6OrqIigoiMjISAwNDWlububChQvU1NTcTagyYuDAgWhqavLCCy/w9NNPM3v2bAIDAxk1atR9Huje3t7k5+fT09ODj48PkZGRnDlzhmvXrpGcnIyxsTFPP/00wcHBtLW18dJLL9He3s7ChQt59dVXKSgoID4+nl27dpGamkp2djZDhw5l9erV2NjYMGjQoL+c//hP8acW8l8bUD4IZWVlyOVytbry669Jc3EhJCfnvhPuXrXovc/HxMQwcOBAEhMTBYFRTEyMYDGbnZ0teJbDjzz2KVNUXLtmiVfiJp5ubeX2O+8I266srOTw4cOsXLlSkDKXlJTQ3NxMZ2cnmZmZLFu2TDgJCgoKyMjIwMHBgaFDhxIdHY2/vz+amprk5uaybJkhCQkqpk3rYNmyOszNxcyZMwR7Ey3eMPqGqSO+w9CwldWrPblz587dC00ghoaZzJnjwIULFzAzM7sr6NBm2rRirKy6MDAwoKWlhcREBUlJMtzcHuXy5UpkskzKygwYNEgLsbgZ8MTSsj8SSTMKRRvR0U8ye/an2PbooyU3Ry7vpLr4SW5/8AGL7V3RppjBelcI6VrOLPdenn5am7FjrYjcuRNRRwcWZ88SEWHG9OnJKJUruXnzJtOmlWJoeILXXpuDiYkJu3fvZtasWeTdusUNpRJ5SgoAw4cPJzk5mZ6eHhQKBdra2gwePBgtLS3i4+Px8/MTslP7iriOjg5tdy0T/gc1NDU1MTIyeiDLRCqVsnDhQsrKyggPD/+X9uPr68vMmTM5dOjQA3vvOjo6LFiwgAsXLuDs7My4ceOQSCQEBQWhVCrZuHEjWlpaeHt7M2HCBEaNGsXjjz8u9OfvhYeHB4WFhYK6UkdHB21tbXbt2sXevXtpa2sjLy+Pp556ilWrVnH69Gm2bt1KSkoKy5cvFwzYCgoKiIyMJCcnh9u3bzN+/HjeeOMNZs+eTU1NDcOGDRMWEn91/KmFvE/E89MB5YPQ3NxMcXHxj/mdmzYxoq4O6XvvCa/5qbqzD32r+OLiYry9vZHL5URGRuLs7Ex3dzcNDQ1Cq6ZvO30Mlf79+3Pjxg2Wv/8+tywsGL5hAxoaGnR2dvLZZ58xd+5cnJ2dhWPMy8tDJpORk5PDggULBHOhuro6ofjOmjWL9PR07O3tMTExESiUNjY25N3t8T70kIiICBt++MGaknpdbPeNYvBCC06fHoi9fQrKmBgcv/oKn7YzbNqkiYnJHXp6emhvbxeSX0QiEXp6Y/nySxkFBcbcvHEBheJ5zhzPw8UlDzCjt9cOiUSKtsQMhaKViBvaKBSV6OltpKfn7/T0LOZW2iimchEzfPFUbCS0p4cZRd/yBmewaYrHrLsbZWIitbW1DB48mM6RIxlkbIzp6tV8+WUGLS2DePvtWHR1dVEorpGRsYBnnjFlx44dLFiwgLS0NFrnzkViZoZiwQKCg4NJSEhApVIhl8vR09MT6KgxMTGCz/W9K/E+cZd9aOgfcGb+30Jfn/xB0NbWZsmSJaSmphIXF/cv7cfd3Z1HHnmEM2fOkJyc/MDjGD9+PEeOHGHEiBFoaWmhra1NfX092dnZzJ07lxMnTtDc3Cwc25QpUzh79ux9vHIdHR0cHByIiIjg8uXLbNu2jba2NjIzM5k9ezabNm2ivLycDz/8UBAgaWpqEhISQldXF0qlkrCwMK5evcq4ceP4+OOPEYvFGBsbIxaLCQkJIeXugsLV1VX4+q+MP62Q5+bmoq+v/7NszQehu7tbMKIS8BOJPtyv7uyDatcuJKGhyA8eFOTzERERqFQqysvL0dbWxtzcnHuFHH3UJ3t7e06fPs2KFStIHzYM1+RkDNetQ6lUsm3bNiElHH7kmCsUCsrKyhg3bpwwvOnzzc7NzWXNmjUCjbBfv37C8HXw4MFER0djZmaGXC5HJBIJMXbHjx+nuroaFxcXrl+/rubNXruGWWsruefPU1NTI6hKvb29ablxg44jR3BuaeHKlTI6OoI4d+47pklMMaEFh54CcnJUSKWG9PY2kpLii0JuigYeqHpbUSheQST6nhkzHLCw8GFSwB1WmOWzaMxnTJ7szEI9Pb4TiZBpaKDj4AA6OmRYj+b06VA+/LCFT655kyWfRotMhq9vIqambbzyijf79+9n06ZNmJqasn37dqGIKxQK9LW06FKpCHF1JSEhAbFYTFeX+m7Czc0NY2NjoqOjCQgIEOYbTU1NpKeno6Wlhb29Pb29vaT/xNHuf/g5Ze+n0NfXZ+nSpURFRf1MbfmPwt7enhUrVhAeHk5kZOTP6Il+fn44Ojpy7tw5Zs+eTWFhIQMGDCAqKkqwBjhy5IggFPLy8sLU1JSoqChUKhVlZWVcvnyZrKwsdu/eTXd3N0uWLOH1119n5MiR/P3vf2fHjh0MHjwYqVSKi4sLw4cPR6FQ8Oqrr5Kfn8/YsWP54osvMDExQSaTYWpqysiRIzl//jwqlQoDAwMGDRokKL779v1Xxp9SyPtUkT/N1nwQfknk81OJfl5eHrq6uj+7MIjeeQejmhpaP/8cd3d3VCoVgwYNQqFQ4OLiQldX1310x9zcXNra2jA2NubGjRvMmjWLxsZGtLS0BFbMN998g6WlJTNmzAB+7L9LJBKampro378/Pj4+gLpFExERQXp6OmvXrkUmk5Gfn4+vr68wfB05ciSRkZEYGRmRnJxMW1ubMEhNTEwkPz8fTU1NqqqqUCqVeHp6Mubpp2k0MsIuNFTwh0lOlvL++wpuXinHWS6n8OZNFi8eg1S6n379xhCt9TKTtM6RLy5GLh+JUmkB9EeptKYHa7SRs3i4AUZGOYwY0cyLL45iy5Y0nt/xCJcWL6a/pSXOt26xv7cXe5WKDLGYXJUzR2WziS3qobk5k5iYQ3T0SPimYwoWBw8SHGxEevpQurp2MW3aNCwtLfn888+ZNWsWBQUFSKVS2tvbSdm7l5DGRhLefx+pVIpMJsPQ0BAnJycsLS2FFlx8fDxjxoyhqamJtLQ0NDU1cXR0pLu7m8bGRmz/1yP/GX5tRd4HExMTFi9ezKVLl8jPz/+X9mdubs6qVatIT0/n4sWLPxMeTZ06lcbGRu7cucOCBQsEGvHx48fx9vbGzMxMKKodHR24uLjw3XffsX79es6cOYOWlhbPPvsszz//PCkpKVy+fJlPPvmE9vZ2vLy80NfXFxg6x44dY//+/cyePZsnn3ySjo4O+vXrh76+vtDq6WujdHR0kJ6eTm9vL7a2tvzwww8cOnToZ2lBf0X8KYW8q6tLoPf9Fm7duoW/v/+v9tBrampoamq6L4i5D20vv0y2uTn+77wjPFdYWIhvWhpF/v743ePrUFJSQmlpKRoaGuTl5TF48GCMjY2prq4WzPDPnz9Pc3MzS5YsES4sMTExiEQiIW6sz261r0UjO32a2Z9+isGRI0LhBgQKZVxcHH5+fhgYGGBlZSVctHJzcxGLxXh5eWFjYyOsHFpaZjD+C3e+clzPB9csyc0VU1RUxM2bTrS3l5BIINmawwkTbSEzM4ypU7VobBxKQwccU+gi0XgYLS1TJJIaYCRSaTOGhjD5YTOmvjCEFSvu8Oij/shkMsQRERwfNw7Xmhrsr16lpbmZK92u7OVFCs2GUlb+PDLa0WYturoKrKx60Zd08ibXOWxhwdKlSzl27BhOTk4MHz6cXbt2MX78eOrr69HQ0KC4uJiK48dZqlSSoq+P5vLltLe3Y2hoiL29PXZ2dkRERBAYGEhcXBxjx46lublZKOL9+vWjs7OTtrY25HI5nf9bkf8MNjY2VFdX/+aq0srKigULFnDixAlBZPPPwsDAgJUrV1JbW8vx48fva41IpVIWLFhAVFQUXV1dTJ06lZiYGAYPHszXX3+NhYUFly5dYs2aNWzZsoXCwkJmzZqFvb09IpEIfX19iouLSU9Pp7Ozk+joaPT09AgNDcXX15eqqio++ugjDAwM2L59O97e3tTV1RESEoKFhQWnT59GpVJhbW3N5MmTOXLkCK2trfTv35/t27ezefNmEhISsLKyYuLEiTz66KN/SRHQvRD9GbcM/k5OqoTfYcCTnJyMhYXFryaWdHR0EBcXp+YQ/+SPLZfLuXHjBqGhocIQ8/bt27i5uWHq64uqokIt2S8ro7a2lv379zNgwAB0dXVpaGhgypQp3Lp1SwiISElJ4cSJE6xbt07wc87KyqKyspL6+nqamppYvXq1sK/4+Hh6enqwmDsXt5oabpqbE1BUhL6+Prdv38b1bqq9sbExTk5OxMbG4uLigoWFBZWVlVRWVtLZ2cmRI80cPWrIzJnlDBkyh3XrLqBSxQNqRZyhoRuRkaE8+mgEiYnX8fZ2p6RERUeHEVLpSQoKjvPEE41cuLATsVgbpdILbe0YnnxyGV9/HcPEiRoMUURicOMGnePG0erlxahRozh9WsaRryoYw36eMC8ic+w+Nhy7hkI6EpniMEZG0xjtFMm1VAPmDtfGc6YhLi4utK9di6ylBXNjY5o/+AAvLy9EIhHp6el4e3tjbGxMZ2cn8fHxamn1G2/Q3tSEg7k5Td98g5GREVZWVvTv35+bN28K7ZQxY8bQ0tJCenq6ML9oaWkRZgOmpqZ0BASwtr2dBJXqT/nk+fv7q35Jlfhn4pNPPmHp0qX3BbP8EvLy8jh9+jTLly/nX/WOUSgUnDhxgs7OTubNm4dCoRBoiZmZmVy5coUBAwZQXFwsLKLEYjH+/v6Cx7yDgwN+fn6oVCquXr0qLJyCg4OFDNjjx4+TmprK4MGDWbRoEZX/r73zDovyzPr/56EPdRCGMlSlK0VUrCACJmtN2TSzWcsmr8bdbHZTTXZNSDQxxewmmzfJL8V0o1njpu7G5N0YxYKKinRpSpGBGWDoMLSZeX5/jPME7MYYSuZzXV4XDA9wP+PNd86c+5zvqasjNzeXu+66C71ez9tvv83s2bOJjo7m/fffZ9y4cQQHB1NVVcXnn3+OXq8nOTmZgoICli9fTkREBF999RVKpfKSg86fA0EQskVRPGtBQ5Mjv8jbPDBVeJhzn+dDr9cP6u4cyMCmIbOwmg89PT09sXriCd6VP0xAVzGbNplKDSMjI/H396e0tJTrr79+UPVLXV0d27ZtY9myZZKIq9VqVCqVqRY8P5+5c+dKv6u0tFSadhL+1FMc8/Iics0anJ2dKSoqwsvLS6qNDgoKory8HLlczhdfKFAqG3nppRP4Z2TQeOONbP/QDa32M7799kaefDIDUawHlMTEeOPoeD19fbcxfXo5OTn/BKagUnlz//23YWX1f8hkb/HxxwJ7934JtGBnDMfRLpubb56Bi0sGy5fXct11Cibs24d9eztHv2nhvffuZ+dOB774IoEWHNjHY4Q98ABP7eilAzdEfRGOuLBichMezsVskr9PrF85tra2/PrXv6YpLQ1vuZySxESmTZuGWq3m5MmTKJVKlEqlFEU5ODiYumJjYvAGWsaPl2xIQ0NDB4l4cnKyJOLW1tbS4A+9Xk9bWxtjxoyhrq6OiT+Rje1o42J58oGEhYVx7bXX8tFHH0kHj5dLX18fp06d4siRIwiCQFZWFkuXLmXdunXs2LGDwsJCnJ2dSUtLQ6vVIpfLueGGG1iwYAFhYWF0dnZy4sQJDAYDx44dY+3ataSnp9PV1cUf/vAHHn30UaytrXnqqadYt24dY8eO5aWXXkIul1NYWMi0adMICgpi+/btyGQyrr/+ej766CO2bduGTqfjjTfeYMeOHQiCwLJly4iIiOD2229n6tSpkruieS7oSGBoiiMvcsDZ2NhIY2PjoAn1Z7FpEwfXrmVmejo211xz1pezsrIGVaKoVCp6e3t/mBe4cuXpIROmYRMTJtQTFRXFl19+yR9lMg75+pKwdi1211yDTqfjtddeY/HixVI+vbOzUzrNNhqNrFmzRqq+MbfT9/X1kZqaSoVCgWzWLHzHj0elUtHX1ycZQs2aNQutVktTUxPTp08nJaURtfojPv74jyzT30p0czOLZBv51ncLv41+H/Xer/jacQV+IaWcOuWBlcERXW8JsAOZbBXW1hPp7Y3i2Q3XYyPeQkeHFxs2bEOpzKCp7E/E8Bg3y2rRxYZSXBzGV18l4+cXQsnUDbz67UmshIdp0zSxebMHN96YxacfjWMZb9Grn0Cq/n/5joVMZTMPkc/Ow86k2trS1tqKsHMnd7z6Kvv27UNmZ0eOXs/8yEg6OzvRaDR4enpKgyBycnKwsbHBxcUFGxsbqnNzUQKK48eRy+VERUWxe/duEhISpJx4e3u7JOLh4eE0NDRI3uTm4bspKSkIqankrV6df1n78ReAOU9+rnmZ5yI2NhadTsfmzZu58847zznazYzBYKC+vp66ujpqa2upq6ujubkZhUKBn58foaGhJCcnS4f+KpWKqKgoEhISkMlk3HrrrdTW1nL06FEKCgqwt7enrq4OlUpFT08PcrkcT09P/Pz86O7uZvPmzbS2tuLn58eDDz6Ih4cHO3bs4Pvvv+f6669n165dfPjhh8THx7Nz507y8vLw8PBALpdz4sQJ7rzzTnx8fAgLC2PSpElSp7VOp8PLy0sqd5TL5YPq1YczQyPk5xgzZaarq4uCggIpz3xe1q9nVmMjVs8/D3/846AvHT9+fFAlStvLL3NywwaSN2yAAV7C6ekmEb/rrkI8PDz46quvWLFiBXZxcUxvbMT6b3/DeO+9vPzyy0yZMkWqP9fr9dJJtiAIpKWl4eDgAJgi+6KiIsmVr6WlBY1Gw8yZM2ltbaWiooKEhAQpZdPT00Nubi5pp8vmVq9u4s037+See2oxdq+i5vXXeX3dQp7Xanj5SStuEfXc73I3L6v/RVubF254Y89LwARSUmL49tsgjMb7gBtxJAYHXkPhtY9Vq25gTvNRdrxSw+w/38+7dfG8/74notjLyy9DV0stHSxDLgh4etayZEk/8+c78fevfkutWs3Ov7vx66W3EL1tPcrx49GWuWOcMgWXsDC0W7YQ+7vfUVRUhLu7O31ff41PZydjNm/mC7kcDw8PFi5cyMGDBzl16hRdXV3ExMRQX1+Pk5MTY++4A9ft23FZtYrY2Fh2797N5MmTOXLkCMnJyZKIW1lZERERgVqtlg5/vb29aW5uPr9vvQXAJORZWVmX9T3Tp09Hp9OxZcsWli9fjr29PUajUZraZRbuhoYG3N3d8fPzQ6lUkpCQgJeX1zmbaIKDg2lsbCQzM5P//d//JT4+ntDQUOrr62ltbZX+pnx8fPDy8sLa2pqenh7q6+s5cOAAVlZW+Pr6csMNN+Dl5UVGRgZBQUHcfPPNlJSUsHHjRvz8/MjJyaG8vFyaw7tmzRp0Oh2vvvoq/v7+hISEUF1dLfml+/n5UVtbi5eXl3TYa4nIfyTmVElKSsrF/yjT07Fav35Q+SFAbW0t3d3dkmshgHHjRhIbG02qPWC+58qVMG9eDVptP3v2HGDhwoV8+ukY1ncVky5fz8r0MN555x08PT1ZvHgxgiBIKRtRFLGxsSEhIUES8ddf7yc9/SDLl9vz2GOTEUWRY8eOkZaWRm9vrxRdmr2ZgUGj6Uy3Fck99zRRUlJLt/UCJv7pT7QZjbwyoYRmUcFWpvHO7aFsmHwNjzwi0K/7NzPFnTx1/zUs2RqP0fhXANwcfss9NndDkpamwPt48cUb2OL9EmohC+3f0tlqlYgoNgLxJCVtZuI3Gl7rdeUm4ffM//AuHBwcmDJlCrqHHiJ/wwaM115L08SJOEVGEjZlCu+99x5LliwhLy+Pmf/+N83NuxlsdQAAKWRJREFUzSRERfHWW28RctNNuH/1FdkLFtDX18fSpUv59ttvaWlpQaVSERsbi0ajISQkhK6uLlxvuQXZsmVMmjqV3bt3M3HiRI4ePcrs2bPp6OigsLAQQRCIjIyktrYWR0dHampq8Pb2pqura1BZauOLLxIHsT96E45SfH19qamp4aOPPsLKygorKysEQbjgx4IgIAgCGo2Ghx9+GJlMRltbG87Oznh7e6NUKqVo28nJSZrBaWtri9FoxGg0nrNbWyaTERISQnd3N5999pk0n9McpSuVSuzt7VGr1WRlZdHT0yPZGvv7+6PVasnLy5PKFbVaLffffz++vr6EhIRw4sQJ1q9fzzfffMPixYspLS2lvb0duVyOq6srarVamtVrxuyiOHny5EER+Y9NLf3cDBshHzhM4pLaYVeuHCTKAO3t7Zw4cUKa9WjG/cknTSJ+hui3tbVRWVmJVqslKiqK8PBw0tJA1eLMev+N+PntoKWwkHvuuUdaU3Z2Nn19fdjZ2REaGip1dIqiSHr6XrRaOVu2ePPCC27s3LmTpKSkQfn6zMxMabzdwYMHiY+PH1SR093dzdNP57B1ayD33gsTJzqTmZnJunVJrF27lcWLg1n8cjoODgKPP15Na+tX5MjvJO7xFdztUs4zzzTwwguvcM89MlbPDuWDb8Lo5UZEtqJW/wpRdGAL1/E7p/f4yOfvzJ37ORs23ETgNc5cuzaBihtvJDg4GEEQMBqN5MbEUPrAA4SEhFBfX4+vry/ffvstCQkJqFQqFi1axH//+19uu+02tm/fTmRkJI0eHvgvW8aO7dt59oEH+M9//kNTUxMNDQ0olUrs7OykKT+urq7Y2dmRkJBARkYGcXFx5OTkkJSURGdnJ4WFhYCpDbu6uhpXV1eqq6tRKBTo9fpB9gzHjh3DaeNGi9fKOXBxcWHVqlW0tLRIIiuK4lkfn+uxlJQU1Go1fX19uLm5IQgC/f399Pf3U1dXR3V1NX19fdJjA/9ZW1tjMBjo7Oyko6MDURTR6XSEhoYyYcIEHn74YamfoqamhsOHD/Of//yH1tZWZDIZs2fP5tZbbyU4OJjW1laysrKora2lt7eXqqoqjh49yqRJk7jtttsoLy/nj3/8I++88w5gytM3NzczduxYKisriY+Plz6eNWuWVAbt5uaGv78/WVlZzJkzB71eT1dXF05OTvT399Pb23tJnedDybARcvPot0sZJnEu+vr6yMrKIjU19exo/hyi39fXx+HDh3HdtQvDW2+R9NxzkJQkpVtWrMjl8OHDrF69WsoPnjhxgsbGRuzt7fH09BzkqpiVlcWjyZ288Lkd6+dWc/BgrckD3cFBaiwoKioiIiICFxcXSkpKUCgUg6oIzPYC27bF0NBQyRtvTGf69O9JTExEp/s/5s3rZOfOW9m82YGlS3uIitqIKD7IU0+FYfPBG9Q/9wjp897luedkNDYW8s99Rnr4K3AUQbDnjjti+L8vvmU133Prg+FMi85EqZxAYGAg2o4ODvf3c1NYGMX19SQkJHDgsccofvddgm6+GV1ZGbIvv0Q/fjxCfj5BK1Zgs2gRGRs2MP/77zly4gQ9gYG4ZmbSunkzO2fN4q7169m5cyfV1dVSXbj5MEmr1WJnZ4dq82aSd+xg729/S8yjj5KTk8OsWbOkml6A6OhoKioqcHd3p6qqCg8PD2xsbKRafVEUOXDgAIGBgQQ89RT6Vassh53nwGxHcTURRZGWlhbJebCyspKuri6ioqLw8fFhzJgx2NqaxhQ2NDTw2WefYTAY8PT0RKvVEhQUxL333ktYWBgtLS0UFxdLds9BQUG0tLRIEX9qaipNTU3Y2dkxf/58qqqqUKvV0oSgsLAwysvLBwn5uHHjyMrKIjExkaCgIKqrq4mNjZVSK2DycW9sbCQ4OFiKyi9lPsJQMiyEvKSkBHd39x/9ZJ2rQuVi1+/bt4+AgACqN23ipuZmKe2yciVce201b721nTvuWIqPjw8AWq2W0tJS7O3tsbe3Jzb2h3fvx48fR6FQ8GDWLTxoVHH8O2/sn8zEw8ODvLw8AgMDaWxsxMXFBV9fXxoaGmhvbx8UTZrXNK24mOUdH7BZ/jpLl2YRHx/PsWPHqN++nV3bVtAgerFunUjPrt/xVNFOkp6ZyCYi8f0j3MVsXvsqEZWhiZdfzmT9rdNI/6SGXpsMXn7tYRITj/NoyCEaX/saVctvkMlkzJgxA1EU2b1hAze3tlL4/PMkVFSwf/9+bDZvxre9HdmXX9JjNGLd1sbxgwdJBGz/+U96581j3q5dnGxooHTzZiI+/BDDxo3o2toIzcxEo9Fw/Phx+vr6CAoKIjY2llOnTvHRR2Xs3GnF4sXOvPT9NxxvaGD81q3kzpvHzJkz0el0FBYWIoqiNKHF09OTqqoqydTJ7EZnMBjYs2cPsbGxJpFauZK8Vassh50/E6Io0tDQQHV1tdSHYbaODgwMZNasWSgUigumSru6umhra8PFxWXQDF9PT0+SkpIkbxS1Wo2joyMBAQHU1NTwzTff4OvrS1dXF+Xl5cTGxpKfn8/UqVN59913mT9/PtnZ2dKoOVEUCQoKkuraBwq5k5MTjo6OaLVa6cAzODhYypMPdyEfcvfDuro6urq6CAsL+9E/w5yikMlkl3y92f405P77Bw1obm9v57HHHiM5OVkSi57/9/84FBmJ9X//iyiK0qEnIJ2sh4SEQHo6al9fdHfdRUhICJWVlVhZWWFnZyd1snZ3d1NQUCDN9zSTnZ1NREQEri+8wLOdW9hlH8add3pQX1/PyZMnuf3773la/Bh/6zpuuy2D4O++I0mrhfXrWbv2EK14sc36bf56Wwly+Rc89NBc/ph6inS3yTS8KOPmm1tMTQ+bNtGv1cLWrSQnJyMIAkeOHGHWo49S7+3N2Ace4ODBg8hkMppvuokwhYLKuXOxWbIElasrY2fNIsLbm8r584mOjqbqN7+hWS7H5le/ws3NjYZFixgjlyNedx2ZmZno9XoaGyeyZs0Y/vKXLacNmibQ0WHNd9/NpGTpUiJ8fChYsoSZM2dKz4/RaCQ2NpbS0lIUCgVVVVU4Ozvj4eEh/b/09vaya9cuEhISrnqkacGEwWBApVKRmZnJ1q1b2bhxI5988glqtZqwsDDuvPNO7r//fm666Sbp0PNi513mebvnG8QOSNVMQUFBWFlZERgYSFdXF0qlEhsbGwoKCoiNjaWwsBC5XI6zszO2traoVCocHR2xsrKiqakJBwcHFAoFKpVKEnIzfn5+qFSqsypXRkKefEgj8ra2NsrLy8/KaV8OhYWF+Pj4XFKjA5hqyX18fHBzc+P66683lSeuXQuYygg/++wz5s+fzzUDSxo3bICmJtiyhdkbN0oHOG1tbVRUVEjr7/rNbygJDZW8sdVqNTExMVIzi3nYhFlAzZSVlUnROunpaJ94gublywlwdCQjI4O0tDScnnySlevXkzKpgd3v7jUNsNizh7qpU7lmx+PskW8nfaOcuMpX+dxmE3O8nuHA2sdZ0daG7PnnORQZSWpqKgfuuAPX99/H889/xtnZmby8PBQKBY52dlQZDNSfnkpfW1tLnL8/X/X2EiKX06/X0w8sVip5vaCAmyMjqaqqou+aayh2cWHGjBmUlpbivmABB93d0el0+NjYMHnyZO6+O56WllLy8ubw4IP2LF1qw7Zty5gy5VWUd99N0a9+xbRp0yQRF0Xx9NDn4/j6+lJZWYmDgwN+fn4EBgYCpuqggwcPkpycPCh/qbUcdv6k9Pf3o1KppGhbpVIxZswYAgMDiYuLY/HixRcU4KuFIAhMmDCB/v5+urq6OHnyJDfccANyuZyKigqioqKoqKjA39+fyspKKb3i6enJuHHjqKioYM6cOXR2dkr5cPOBZ0xMjJTWGymVK0Mm5OYc9Tlz2pfIIFvbS8Bcw22upT3zUHX//v24uLhw3XXXSWsSRZGDS5Zg98EHTH38cUk0zOs3lw0aDAYyMzNJTU2VSgqTkpLYs2eP6R7ffpsDa9cy5a9/xW7Ai4RGo6GtrU2K0HuXLSN37FimTJnCkXXriNm6FeXTT8PKlbTfdhvF48Zxe2srVnv2QE0NJxQKXu3R4u4ZQ/+KCjKUm5ir1VL++OMo/vQnxrz5JnuXLGHGjBlkZ2fjJ5ejBkK8vCgpKcHe3p6xY8dS+9xzdGu1OG/ZQs3MmcTFxVH1hz8Q3N6Ozfbt2AMr2ts58K9/ca0oovrHP+idMoUjr79O8N69qKuq+L/2CHbt0jNunA9VVcHcfrup8uW224r48MNObr/dDhsbG/72t1SWLDmKt/cKPnnwQf7n0CF6H3qIgvh4jEYj8fHxFBQU4OfnR1VVFba2toSGhkomZFqtlvz8/EEdu2B6Ue97/nnLYecVYPbQNwu3RqPB29tbslgICAi45He+V5vo6GhpuHN3dzfFxcXSYImkpCS2bNnC9OnTpTx5WVkZCQkJjB07lt27d5OamkpgYCDV1dWMHz8ef39/qcqsoaEBURSloRXDnSud2fmCIAglgiDkC4LwuSAI8kv6xsZG9vr5kVRefkk57XPR2toqHWBcCu3t7Zw8efK81+fn50vj0mxtf9CBI0eOYFywgKicHOR//jNgitz37t07yMhr//79zJgxA0EQ2L9/v2SENWvWLNM9rl9PXGMj7n//u/SzOzo6KCkpkVqAzXlycyNM2vbtxDY0wPr16PV6srKyWLBhA86nU0GlpaUo77sPd39/xMcfZ//+/cx64gna3Nxo6OoizNsb7f33E/DRR1S88AIKhYJxr7/OzMZGKtPT6enpITIyElEUqVi6FCeFglM33siECROorq6md8kSbMeMwfaOO0hMTyfb05OxixejUyioWLjQVEWSkYFjWxs1n9nw5RcP0t4ukJsbQ2urLV98MY2CggLmzOni/fetWbjQmpSUFI4dOyZF2ssOHqRdrabg2WclEc/Pz5eG9FpZWREdHS2JeE1NDaWlpaSkpEh7x/xOx8nJiUlPP/1Tzez8cXt7hNHZ2UlRURE7duzgjTfe4MUXX+TgwYPY2tqSmprKmjVr+J//+R+uueYawsPDh42IgykVotfr8fX1xdramoKCAiZMmEB5eTmurq7Y2tri4uJCeXk5QUFBVFZWIooiAQEB1NfX09vbOyi94uPjI82EtbGxoaOjA3d3d8n3fDhzpTny74BoURRjgTLgL5fyTaJazRStFodnn/1xv3XTJkrDw0ksLr7k6/NCQ0k8R5eWKIo899wp5sw5zqlTSZIF7ptvGvH2PsK2bZ14e3tLQ5PBlGM3V6QA0uBnZ2dn04HltGlkZ2cTFxcndZaSni4JMJjesh46dGhQDfnhw4eJjY3l8OHDpheJJ56QrHoPHDjA9OnTsb77bqipobmri5akJEK9vEyReUMDYb/5DY729nQ7OjKjsxPWr8fzpZfo12iwffNNk296ejoaX18aVqyQvN0PHz6M3U03Uf3KK4y/915qamro6enBkJaG/UcfMX3dOg6PHw9bt9L8l79g/803GJKSaG1dxDPi55xy/T1v2fwDkUPAWBJtd+HjM5NbbskbNN0nJSWF/Px8FAoFJ0+eZNKkSdg+/DBVnp4YfvtbJk2aRG5uLkqlEpVKhSiKTJo0Scp/l5WV0djYyKxZs6TnrLu7m++//54JEyaY7m/lSvLgpzjs/FF7eyTQ2trKV199xSuvvMJrr71GXl4ebm5uLFq0iEceeYTly5czZ84cxo4dOyioGW4IgkB0dDRGo5GOjg7JLiMwMFAayK3RaLCzs5NGBzY0NJj8ffz8qK6uHiTk1tbW+Pj4UF5ejiiKtLa24uPjw4oVK4b2Ri+Bn8w0SxCEG4GbRVG842LXTgkOFo8aDCZRO6Ms8JIICDD11p82vLqS63NyckidlUlrdwr+7kHUNJvKH318iqmvz8DTM4bGxkTp+vz8fFxdXQkODgZMA547OjqkXLhSqaS5udnUsXh64MSZiKLIrl27mDlzphThlJeXYzQaqa+vJzY2FrlcLl1ftG4dLm+8QeCAhia1UomPWo1w+p5Ef3+E2tofPNpP181XNzXR/NJLxJ9OzzQ1NXH8+HESExMRBEGawlNVVUVERIQ0jLenpweZTMaECRP49ttvmTNnDsePHyc0NJRPPtHz/vvxtLXl0dHhir//WO644wBvv9LIr8W3WbduNnkxMfT19WE0GrGzsyMlJYWSkhJcXV05deoUEydOxGAwkJ+fj9FoZNKkSeTk5ODn5ydFSzNmzJDyr7m5udjb2w9yuGxsbJTG8w0cJHI+Y6Efy2Xt7WFqmjUQc1WQ2SJ4JHfEajQa/vnPf+Ls7Exvby+TJ0/GxcVFSpF8+umnhIaG4uTkRHt7O56enkyfbhr+3d3dzdy5c3n++ed54IEHaGpq4s0330Sr1bJw4UIWLFgw7J6bn8M0607gm0u60tNzkJf4ZXOOoRI/5npz6VS6bQn+uJIurpe+ds891nh4hLBhww9dg+ZXbrOId77yCqqpU4k5dIjy8nKcnZ3R6/UYDIbzijj8UDVjFnHxrbfoTkyka/Nmxo0bN0jEASI2bSJQozGJ82l8160zifjpexIGRO+sXImxuhrN4sXUJScTX18PK1fS0dFBXl6eJOLHjx+nt7eXyspKqeGnq6tLKvWaMWMGarWaefPmsXt3CPfcM4OtW7t4//14VKoSBMEef/+xLFt2lLS0Ll59p5v0stfJi4mRngdbW1uSk5MpKyvDycmJmpoa4uLiJBE3GAzS2DalUklDQwM9PT0kJibi4uIi1Yi7u7sPEvGysjIqKipITU0dJOJXiUvf2yMAR0dHpk6dire397ATqsvF29sbGxsb6V4KCwsJDw+ntrYWZ2dnDAYDHh4elJWVERwcTGVlJYB0+AmmyP7FF1/kk08+YezYsSQnJ7Nw4cIR9dxcNCIXBGEn4HOOL60VRfHL09esBaYAvxbP8wMFQVgFrAIIDAycXH0JNrZXG/NShbff/qHzc+VKDAYDu3btIjk5WRKJ5uZmKZKVvt/fH7G2lkZfX6q/+IKwsDCKiooGXXMmBQUFuLi4SC8GAAQEcEKlot/bm6hzOdRt2jRofZdCUVERR48eZdmyZZJX+v79+6VZiSdOnKChoYGamhr8/f1pamqitbWVmpoaJk6cSFhYGGFhYWzaBE89JdDe3kJ7ez5+frO5554q/vGPNp5+eiLTpxdQX1+PVqtlxowZlJSUYDAYpLeyiYmJnDp1ChsbG+rr64mOjkYURUnEJ0+eTHZ2Nr6+vtKsU3MlisFgYO/evUyYMAEvLy/p/+zw4cPI5fLzDia51Ih8NO/tXxIZGRk0NzdTUlKClZUVd999N3v37kWhUNDR0YGNjQ1Hjhzhd7/7He+99x5r1qyhvb2dRx55hODgYJqbm4mKimLFihXU1NSwc+dO7rrrrqG+rXPyoyNyURTniqIYfY5/5o2+AlgE3HG+jX7657wliuIUURSnXKnH8U+F2UvizGlD5mk0ZhHv6enh2LFjzJw5c/D3P/EEOqWS47ffLqVWzrxmINXV1YiiOFjEgfr77qNJoSBqwPCLQZyxvoshiiIdHR3cdNNNCIJAVVUV+/btIzk5GSsrK2pqaqirq6OsrAyFQiGZKSkUClavXk1t7QLS0sJ5+22Bp54SUKk6MRqP4eeXxJ//rCY1tYH6+onMnl2KRqNBq9WSkJBAaWkpRqNREvEZM2ZQW1uLlZUVDQ0NjB8/fpCIT5o0iezsbLy9vWlra6Onp4eUlBTs7e3p6+tj165dTJ48WRJx82Njx469pOlSl/A8jdq9/UsiOjqayspKvL29cXd3l2rK8/PziYqKoqysjLFjx6JWq9Hr9WzatIk333wTFxcX5syZw/Lly3FycsLKyooxY8bQ3Nw81Ld02Vxp1co8YA1wnSiKup9mSUPLsWPHCAkJkSxp//73BgIC9lFWlnSWAVD/ihUceO89Zj37rORdfi6TIDBF9GbDqIF0dnZyfNIkpp5Of/wUCILA9OnTcXZ2RhRFsrKyCAoKws7OjqysLPbv38/evXvp7OzEz8+P2267jdra+axaNZ/77vPgD38QJHvfv/ylF0/PA7zwQjJ5eS1Mm3aCqVOnUllZSXV1NU1NTUycOJGqqippNJdMJmPq1Kk0NDSg1+tpamoiMjISQRDIz89Hr9dLIm6OmswibmtrS1dXF3v27CEp6YfD59bWVvbs2cPMmTMlYb+ajMa9PVrx9PTEyckJT09PRFGksLBQmhxlb29PR0cHOp2Od955h9raWgRB4L777mPevHn09vYOagBydnamv7+fnp6eIb6ry+NKc+SvAi7Ad4Ig5AqC8MZPsKYhYdMm8PU9yb//PXiYxTPP7EKr9eXZZweb5phLBWfOnMnBgweZOnXqeY11uru7zxnRm2d2nmswxk91TwEBBpqabiAiIoKenh7Jv3vBggWsXr2aiIgIduzw4957bVGp4OOPwWAAa2tYu1ZPaOgeVKpk7rijW6rPVavVlJaW0tTUxIQJE9BoNBgMBtrb23FycmLy5Mm0trbS3d1Ne3s7YWFhWFlZSSJuTqd4eHjQ1dVFf3+/VE7Y3NzMoUOHSElJkaqCzGO90tLSfs7yt1Gzt38JREdH09fXR0tLCzqdjoaGBiIiIti2bZu0f+zt7Vm1ahVyuRx7e3uUSiVqtRoPDw/a2tqkoedjxoyhqalpqG/psrgiIRdFMVQUxQBRFCee/rf6p1rYz4koijzxRAMaTQNvv/2D8b5er2ft2rn4+0efda6alZVFdHQ0ZWVlhIaGShH8mZiNsM70yzb7w8yaNevS3B5/BOvXQ22tDY89Zk9AAHzwgR2LFi0iNTWV7OxJeHnZ4O4Oa9b8IN633246M33tNSNhYaYI2Gg0cujQIZKTk2lqaiI3N5eWlhbCw8Npb2+XpvQ4OTkRFxdHV1cX7e3t6HQ6xo0bh42NDXl5eVIkfuzYMdzd3enp6UEURSnlU1tbS1FREampqdjY2CCKojSMOjEx8bzvdq4Go2Vv/1KYMGEClZWV+Pr6YmVlxTvvvMPBgwcpKirilltuIS4ujoCAAOnAXRRFfH19qaurw9raGg8PDxobGwHw8PAYcemVIfdaGQ5UV1eTlvYFfn7TBgm2jY0NDzzgeVZ62myS1d7ejkwmw8/P75w/VxRF9u/fz7Rp086qrDh48ODgOvOrgLlYRxRN1ZdPP211Oko3iXdLC7S2giCYrnv9ddi8GU6dEomM3CdZ7Jrz652dnRw+fJj29naCg4OlQ82WlhacnZ2Jjo6mv7+f5uZm+vr6CA4OxtbWlry8PAwGA/Hx8eTk5ODq6kpvby/W1tZSTfiJEydQq9VSRY35oFOhUBATE3PVniMLowN3d3ciIyOJjY2Vhrk89NBDREVFERISgkqlws/PT7LxNfuT6/V6OjtNvSLm9IqHh8cvKyIfLdTX1/PyyzejUlldNE1tNskyD4YdWBJ3JtnZ2YSFhUl5XjPmzsWrbfRkPiPduHFweblKZRJvd3eQy+H55wefpWZlZREeHo6bmxsZGRkkJSXR399PZmYmnZ2d+Pj4YGdnR0dHh1QzHxERgSAI1NfXYzAY8Pf3x87Ojtzc3EEi7ujoSF9fHzKZjOnTp0t5897eXqZMmYIgCHR2dvL9998zadKkC85stWBhINdddx2TJk1i/fr1jBs3jt7eXiIjI6VI3d7enurqaslTRRAEKSr38vKivr4eYEQeeFqEHJg6dSpjxoy54DWbNoGfXxsvv1xBeHg4hYWFg2xoz6SsrAxnZ2eUZ8wnNfs2nFm5cjUZWPRijtKffx6am01R+cAXr9zcXHx8fPDx8WHPnj1MmzYNKysr9u7di06nQ356dFtLSwvNzc24uLgQFhaGg4OD9MehVCpxcHCQRDwuLo7c3FxkMhkGgwE3NzcmT54sHcS6uLhI/jdqtZojR46Qmpo6JGZMFkY+giAQFRVFcXExERERlJaWEhoaKjW+mV0OASlPbonIRwGXctC4bl0vdXWH2bp1OgcOHLjgjEizEZbZbtVMU1MTtbW1Z1Wu/JxcqJKxpKQEBwcHaQyWeXj17t270el0ODg4SD4Vzc3NODs7ExwcjIuLC5WVldjY2ODl5YVMJhsk4gUFBdjY2GAwGFAoFMTGxkp+NUFBQVLzVFFREXV1dcyZM+eqnRtY+GVgFvLAwEBaWlrw8vJCrVbj4OCATCaThPx8EXlTUxMXqDgddliE/BIwGo3ccss+lMpElizZf8EDyo6ODoqLiyUjLDM6nY7c3NwL1pkPJVVVVZKJ1pEjRxg3bhxjxoxh9+7d9PT0YGNjQ3h4OCqVSorE/f398fT0pLy8XPJ5dnJyIicnB4PBQExMDEVFRVhZWWE0GvH39ycqKor+/n527dpFXFwcPj4+GI1GMjMzkclkTJ48eUR11FkYngQEBEhdymFhYbS1tdHd3Y1CoaC3txeNRoNer5cicldXV/R6PTqdTjq36u7uHuK7uHQsQj4A80Hgpk2DHz9w4ABr107k00/zeOSRaGn025mYjbDOjNbNFrfDddK7RqNBo9EwceJE8vPz8fT0RKlUkpGRgU6nQ6/Xm4ZIVFXR3NyMo6Mjvr6+KJVKjh8/jpOTE+7u7jg7O5OTk4PRaCQ6Opri4mJp/mNoaCihoaHodDp2797NrFmzkMvlUj48Kirqku2ILVi4GOZh3SUlJURERFBWVsa4ceOwsrJCpVLh4eGBRqNBLpdLnubmqFwQhBGXXrEI+QDMB4EDLE3Iy8sjICCAAwcOIIrieZtRBpYTDrTmNT8+ffr0Yekk19LSQmlpKdOmTaO0tBRbW1vGjh1LZmYmOp1OMiIqLy+Xpp37+PgQFBREfn4+bm5uuLq64urqKon4+PHjKS0txWAwIIqiNNmlrKyMAwcOkJKSgkwmo7S0lA8++IDZs2df9IzCgoXLxZxeCQ0NpaamhsDAQLq7u6murpby5OYDT7VaPagxaKQdeFqEfABnemtVVVVhZWWFp6cnHh4eFzzcPF85oXmo9HA8uOvs7CQ7O5ukpCSqq6vR6XRERUVx5MgR2tra6OjoYNq0aRQXF9PW1oajoyOenp6EhYWRk5ODu7s7Tk5OyOVyjh49itFoxMfHh0OHDtHR0UFVVdWgwbYZGRnMmDEDW1tbRFFky5Yennnmd3z44fCeUG5hZBIcHExTUxO9vb2SDbVGo8HBwQFHR8ez8uTe3t5SntwSkY9gBh4Emg8mY2JicHR0PCvSHkhBQQG+vr5nlRMWFxdf0VDpq0lvby8HDhxgzpw51NfXo9FoiI+PJzc3F61WS2trKzNnzqSoqIjOzk4cHBxwc3MjKiqKzMxMaQhya2srO3fupLi4GH9/f7Kysujr66Ovr29QO/2//uXM+vUr2brVlJYSBIH33oujrs5x0DsgCxZ+KqytrYmIiKC4uJjIyEhOnTqFXC6X8uE1py2tzXlyS0Q+yuju7iYnJ0c6mLxQXru6uhqj0XiWba1KpaK7u/uKhkpfLfR6PXv27CE5OZn29nbKy8uZNm0ax48fR61W09zczMyZMykoKKCjowO9Xo9cLkehUPD1119jbW2NRqPB398fjUaDn58fK1aswNPTkxUrVtDZeTurVt1MUlI077xj2mJ/+5sbtbXCING+XDdiCxYuF3N6JTw8nBMnThAcHIwoijQ1NdHX10dHRwdKpVKqXGlsbEQURUtEPtI5X0v9uWhubpb8tQfS2tpKRUUFkyZNuppL/VEYjUbJfKqvr4+cnBySkpKoqKigsrKSpqYmwsPD2b9/P6WlpVRXV6PVapk+fTp1dXWkpaURERHB/PnzcXBwQKNZzPXXJzFunDsPPeRNSIgdjz5qRWurQGvrD+cN5xLtyzR1tGDhshk3bhxqtRpra2vc3d1xcHBAp9Nx6tQpaRKV+cDTYDBgb29Pa2vriCtBtAj5ANra2s7bUm/GXNny2mvnNsLq7e3lyJEjF/QkHyrMRl/x8fHY2NhI/in5+flkZGSQnZ1NeHg4OTk5gOmP4LrrruP3v/89dnZ2pKWl4e3tzXffBRMYKPDOO1asX/9Dq//HH5/dNWoWbotoWxgKzIO7S0tLiYyMpLOzk46ODuzt7XF2dj7ngadWq0Umk7Fo0aIRI+SWrosB7NmzB4VCcVZL/UBMlS0GnnxyP7W1yYOMnMxNLheysx0qenp62LVrF/Hx8XR0dHDgwAGuvfZaVCoVe/fuRSaTkZSUREREBHFxcdja2kr3YJ5rMWcOZGRAZydStJ2eDo88YvJzWbTI9PUfO8HPgoWrQVRUFHl5ecydO5ePP/6YgIAAyezNnCdPSEjA2dmZJUuWSD0iQ9m4d7lYhPw0RqORiRMnEhgYeMHrHn9c5LHH9vPYY2dH7fv37ychIeG8drZDybFjx7Czs8Pb25uvv/6a8PBw7OzscHR0ZPXq1YNKIwcK99dfm0RbFH+wuHV3HzRVziLaFoY1YWFh/Pvf/8bV1VWqEXdwcCA0NBRfX1+AC3omjQQsQn4aKyuri4o4wOTJx8jNDUOpHBy1mwdSnDlvc7gQGxsrDZqYN2+eJNxeXl5s2mSKqnt6wPwaZE6VGAymz80Wt5aI28JIw97ensjISLRaLbfeeitjxowZlsHWlWAR8svAPED4TCOs8vLyC9rZDgecnZ0BUwWOra3toDGg5jw3QHf3DxG3OSIXRZODokW8LYxUbrzxxqFewlVleCVyhzEajYbW1tazjLA0Gg0tLS0j4q3ZQAuCgV2s6ekm8ZbJBtvabt58bodECxYsDC8sQn4eBoqe2QgrISFh0DXne3y4cqZ4D8xzNzeDTmcRbQsWRiJXOnz5KUEQ8k/PNPyvIAjKi3/XyMAseuvWmeZqnllXfj6DrOHMmeJtKQc8P6N5b1sYfVxpRP6CKIqxoihOBP4DjJoevfR08PMTufXWvSQmJp5lhLVnz54Ltu0PRyzifVmM2r1tYfRxRYedoii2D/jUCRgZ1fOXwMqVEB19iLCwwUZYnZ2dHDp0iPj4+Ks6b9PC0DKa97aF0ccVV60IgrABWAa0ASlXvKJhQmFhIT4+PmcZYR09ehRBECy2q78ARuvetjD6EC7WgioIwk7A5xxfWiuK4pcDrvsL4CCK4hPn+TmrgFWnP40ASn/Uii8dT0B7lX/Hz4XlXi6PIFEUFRe7yLK3hwWj5V5+rvs4596+qJBfKoIgBAI7RFGM/kl+4BUiCMJRURSnXPzK4Y/lXoYWy96+eoyWexnq+7jSqpWBHq3XAyVXthwLFoYHlr1tYSRxpTny5wRBiACMQDWw+sqXZMHCsMCyty2MGK60auWmn2ohV4G3hnoBPyGWe/mZseztn43Rci9Deh8/WY7cggULFiwMDZYWfQsWLFgY4YxqIRcE4QVBEEpOt1p/LgiCfKjXdLkIgjBPEIRSQRBOCILw6FCv58cgCEKAIAi7BUE4LghCkSAIfx7qNY10RvreHg37GobP3h7VqRVBEK4FdomiqBcE4XkAURQfGeJlXTKCIFgDZcA1gAo4AtwuiuLxIV3YZSIIgi/gK4riMUEQXIBs4IaRdh/DiZG8t0fLvobhs7dHdUQuiuJ/RVHUn/70EOA/lOv5EUwFToiiWCGKYh/wT0ylcCMKURTVoigeO/1xB1AMDF/z9hHACN/bo2Jfw/DZ26NayM/gTuCboV7EZeIH1Az4XMUIF0BBEIKBeCBriJcymhhpe3vU7WsY2r094icEXUqbtSAIawE9sOXnXJuFwQiC4Ax8Ctx3himVhXNg2dsjh6He2yNeyEVRnHuhrwuCsAJYBKSJI+9AoBYIGPC5/+nHRhyCINhi2uhbRFH8bKjXMxIYxXt71OxrGB57e7Qfds4DXgSSRVFsHOr1XC6CINhgOhRKw7TRjwC/EUWxaEgXdpkIpskbHwDNoijeN8TLGRWM5L09WvY1DJ+9PdqF/ARgDzSdfuiQKIojqtVaEIQFwD8Aa+BdURQ3DO2KLh9BEBKBfUABppZ3gL+Korhj6FY1shnpe3s07GsYPnt7VAu5BQsWLPwS+CVVrViwYMHCqMQi5BYsWLAwwrEIuQULFiyMcCxCbsGCBQsjHIuQW7BgwcIIxyLkFixYsDDCsQi5BQsWLIxwLEJuwYIFCyOc/w9EmWbe3BSt6wAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXIAAADSCAYAAABXT0tTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAAC/HklEQVR4nOydd3gUVdfAf3c32fTeKymQAgFCS+hVqiIKUlSKgkEUXzvqqxJIVD57bxBRugLSFaT3FkgILZCE9N573935/thlDZAAvoYi7u955tnZmTszd2bunDlz7rnnCEmS0KNHjx49/1xkd7oCevTo0aPn76EX5Hr06NHzD0cvyPXo0aPnH45ekOvRo0fPPxy9INejR4+efzh6Qa5Hjx49/3DuWkEuhEgTQtx3p+vxT0EIYSSEiBdCuNzputwKhBDrhBAj73Q9bgVCiH5CiITrrF8ihHj3dtbpbuBuPW8hxHwhxIr/cds+QogkIUSVEOKh1qrTXSvI7xa0AvJ7IUS+EKJECLFFCOF2G47rJoTYpD1mlhBi1g02mQkckCQp96r9zBdCSEKI0Js8rpe2vEGTZU9ol712VdksIcTAmzujv80HwF33ULcGkiQdlCTJ/07X41aibT9tr7P+CSHEodtZpztEJPC1JEnmkiRtvHqlECJQCLFHCFEuhLgkhHj4ZnaqF+RNaCq8mvAC0AvoBLgCpcBXf2GfDkII8T9UZwWQCjgB9wMLhBCDrlN+FrD8qmMLYCpQov39O5QArwkhLP7mflq6ztdFkqRowFII0f3vHv9u4n+5Freau7FO9xBtgPPNrdBe903Ab4AtGuVshRDC70Y7/UcIciFEiBDiqBCiTAiRK4T4Wgih0K77RgjxyVXlNwshXtLOu2o/ywuFEKlCiOeblJsvhPhVCLFCCFEBPNHM4b2B7ZIk5UuSVAesBjr8hepPB1KFEBFCCO+bPF9zYCDwniRJjZIknQZ+1e6rufKegA9w/KpV/QAX4Hlg0uVrpt3GRAjxiRAiXfv2PySEMAEOaIuUaT//emn/XwCOAi+3UAcjIcTnQogc7fS5EMJIu26gVnt/XQiRB/ykvfZrtde+UghxVgjhJ4T4rxCiQAiRKYQYdtVh9qF5qd3VCCG6CiFOac9rrRBi9WUTQQvXYqAQIqvJ9l2EELHa7VcDxtc5VroQopt2/nGt5ttB+3+GEGKjdr7FZ0i7XhJCzBZCJAFJTZY9L4RIEUIUCSE+EkI0KzNu8IxeblOntW1q4lXbBgLfA72068uarLYRQvyuvRbHhRC+TbYLEELsFJqv1gQhxITrXCcrIcRibd2yhRDvCiHk2nVPaNv/x0KIUq2cGNlkW28hxH5tHXYC9i0dR1s+TGi06RKhkUWu2uXJaJ7TLdrzNLpq0wA0yuJnkiSpJEnaAxwGplzveABIknRXTkAacJ92vhvQEzAAvNAIlRe160KAHECm/W8P1KDRZGVADBAOKLQXMQUYri07H2gEHtKWNWmmHt21F9MVMAVWAZ//xXPpCXwHFAN7tTfG9DrlLQAJcGyyLAo41UL5+4HzzSxfDKwBDLXHHtdk3TdoBKMbIAd6A0ba6ysBBk3KPgEcAoLRfJHYapdnAQO185HAMcARcACOAO9o1w0ElGjMI0aAifba1wHDtfd1GZovkLe09Q0DUq86n5eB9Xe6bd7gXiuAdDRfcobAWKABePc612IgkHXV9i9pt39E20bfbeF4y4BXtPOLgGTgmSbrXrrRM6RdLwE70WiCJk2W7dUu8wQSgadaqMfN7L/tda7bE8Chq5Yt0bbbEO1+VwK/aNeZAZnAk9p1XYAioH0L+98ALNRu5whEA083OXajts3JgWfQyBShXX8U+FR7v/oDlcCKFo4zWFuPrtryX6ExeV4j15rZNgiounxc7bKdwIYbtrs73fCvc2Ovd8IvNj05baMZqp1/DtiqnQ8FMq7a9r/AT9r5+U0vcgvHsgJ+0TZEJXAKrSD7H87JCJgAbEVjqvjhOmUPaRuBsbZRlAAJLZR9HDh21TJToAJ4SPt/IbBJOy8DaoHOzezLixYEuXZ+DfCBdr6pIE8GRjXZZjiQpp0fiEaYGTdZPx/Y2eT/aG0jlmv/X36ZWTcpEwbsudNt8wb3uD+QfdXDeIgrBfnV12Igfwry/jQRItplR2hZkM8ANjd5Dp7iT2GXDnS9yWdIAgZfVUYCRjT5/yyw+yavQ3P7/18E+Q9N/o8CLmrnJwIHryq/EJjXzL6dgHqaKGrAo8DeJse+dNWzIwHOaF5gSsCsyfpVtCzIFwMfNvlvjuYl4aX9n0bLcs0QjaL5mnZ+mLatbL/R9f6nmFb8hBC/CSHyhMYEsoArP2+WApO185P501bcBnDVfu6VaT/Z3kRzYy+TeYPDf4NGANuheZuvB7a1UM83tZ9MVUKI769eL0lSPXAGiENzg4Kuc9zH0Zh1MtFo8yvQCM7mKEUj+JryMJoGuFX7fyUwUgjhgObaGaMRvn+VcOAZIYTTVctd0QiOy6Rrl12mUNKYppqS32S+FiiSJEnV5D9oHoTLWABl/0OdbyeuQLakfTK1XN3GmrsW19s+vYWyAPuBfkLjrSRH86LtI4TwQqOExMFNPUPN1fPqZVffUx03uf//hbwm8zX82R7aAKFXPduPoxG+V9MGjWDMbVJ2IRrN/JrjSJJUo501R9svJklSdZOy17sfVzwHkiRVofmquKGDhCRJl60D92vr8wqa+9nSc6/jHyHI0Qiyi0A7SZIs0Qjjph2IK4AxQojOQCCwUbs8E83nuXWTyUKSpFFNtr1R+MdgYIkkSSVaQfwVECKEuKaRSpK0QNL0RptLkqTzMhFC2AkhnhNCRAN70DxwgyRJ6tnSQSVJSpck6QFJkhwkSQpF81BEt1D8DOAtruykmoamIWZobbFr0TTmx9B8+tUBvlfviBtcD0mSLqJ5mb111aocNA/MZTy1y25qvzdJIHC6FfZzK8kF3IS4ooPb46oy17sWzW3v2VJhSZIuoRFw/0HzdVmBRgjMRKPhqrVFb/QMtVSvpnW/+p425Wb2fz3+avvIBPZf9WybS5L0TAtl6wH7JmUtJUm6mb6uXDR2erMmy1q8H1z1HGi3s0PzlXZDJEk6I0nSAEmS7CRJGo7GHNzSc6/jnyLILdCYCaqEEAFobFg6JEnKAk6g0cTXSZJ0WZuLBiq1HUsmQgi5ECJICNHjLxz7BDBV21liiObzMkeSpKKb2VgIMQPN59QAIALwkCTpdUmSLtxgu0AhhIUQQiGEmIzmM+vT5spqz/8SGlsiQuMeOQR4AM2LKBjojMYuO1X7cP8IfCo0ncFyIUQvbedLIaBG04BaIgKNbdK6ybKfgbeFxkvHHo3m/j/52l6HAbTwNXQXcRRQAc8JIQyEEGPQ3pe/sL0SeF4IYSiEGHsT2+9HY1Lcr/2/76r/cINn6DrMEULYCCE80Nj9V7dQ7kb7z+f6bSofcBdNOmBvwG+AnxBiivY6GQohemg7Tq9A0rjk7gA+EUJYCiFkQghfIcSAGx1EkqR04CQQoX0W+6IxA7bEz8CTQohg7fO0ADguSVLazZyUEKKTEMJYCGEqhHgVjbPCkhtt908R5K+i0SQr0XT6NdeYlgIdaeKCp/1MvyzMUtFooj+g+eT8K8euQ9OTX4jGTndTvp1ajgJtJEkaL0nS701MBzdiOBp7WSka18IRkiQVXqf8Qv7s3Z4CxEmStEOSpLzLE/Al0EkIEaQ9r7NoXlQlaIS8TPtZ+R5wWPsZes1XgyRJqWiuc1Mt5V00Df6Mdr+xtKLft/blWyVp3BDvWiRJakDTwTkDjRloMhqhU/8Xt38CzX2ZiOYL6HrsRyNID7TwH27uGWqOTWgcBuKA39HYgJvjRvufDyzVtqnmvEv2oHHLyxNC3FBJkiSpEo1yMwmNFpzHnx3IzTEVTUdyPJpn6lc0QvJmeAxNf1sJMA9NJ3JL9doFzAXWodHmfbV1vFmmaLcrQKOMDdVaAq7L5V7ZfzxCiP5oNMA20r1yUn8B7dv/FDBEumpQ0L2AEGIdsFiSpK03LHyXIYQ4DnwvSdJPd7oufwUhhITGVHLpTtdFz/W5Jxz/tSaPF9D0cP/rhDjoOlLb3+l63CokSRp3p+tws2g/2RPQfAE+jmYw2R93tFJ67mn+tmlFa8+JFkKcFkKcF0JEtEbF/sLxA9F8wroAn9/OY+u5t/kbbdsfTadsGRrPg0fuxa8kPXcPf9u0ou1dN5MkqUqrGR8CXpAk6VhrVFCPnjuFvm3r+afwt00rWlNGlfavoXb6V5o39Nxb6Nu2nn8KreK1onVfi0PT07pTkqSrY37o0fOPRN+29fwTaJXOTq1LXbAQwhrYIIQIkiTpXNMyQoiZaAYpYGZm1i0gIKA1Dn17KSqiMT2darQO1G3agH1rDF7736mqqsLMzAxxkwEWq6qqMDc3/8vrmlJTU4OxsTEy2d3pvRoTE1MkSZJDa+zrX9O29fwjaKltt7r7oRAiHKiRJOnjlsp0795dOnnyZKse97bg4cGZrCx+RuMY2tndHTJvNML/1pKfn09ZWRn+/jcXzvr8+fO4uLhga2t7zbpDhw7Rt2/fG+4jLy+Pqqoq2rZtMbz0HUUIESNJUquHu72n27aefwQtte3W8Fpx0GorCE0Y1KFohureO0RFIbm7w8CBBLm50cPXly8BBg68wxUDR0dHCgoKbrq8t7c3qampza6zsrKivLz8hvtwcHCgsPB6Y5PuDf4VbVvPPUFrfBu7AHuFEGfQjBLcKUnSb62w37uHyEgOZGcj7d2LLCuLgKoqaoDYFStgyo1DBd9KhBDIZDJUqpsbMGpqakptbW2z6zw9PUlPv148IA1yufymj/cP595v23ruCf62INcGeekiSVInSZKCJEmKbI2K3XGiosDDQ/MbHo63szOXZmniYAVGRtITjVH05IoVpBkYaMrdIa6nZbdEcyY1KysrKioqWqta/3ju2bat557j7uytulM0Fd6RkSRlZUFkJISF4ZmbS1afPqjVasTMmYwwMqIWTTaFDJWKrPDwO1ZtFxcXcnNvfryJs7MzeXl5Ny54HQwNDWloaPhb+9CjR0/roBfkTVBFRJByWXiHh1Pn5ETeCy/o1nfs2JGzZ88C4PfllzyFJjLURSDxscfuSJ1BY14RQqBWq29cGI0JJSMjo9l1xsbGLZpemuLk5PSXbPN69Oi5degFeRPk8+aR5eBA3X//C2FhBOXmcr5LF50Zwt7enrKyMhobGxEzZzI6KQnbjh3ZOHIkBmPG/GXzRmtyPeF8NQqFokVt2sPDg8yb8MRxcnL621q9Hj16Wod/jyCPiiLP1fX6tuywMEIyMjjRsSOg0XQDAgK4ePFPR4WuXbty6tQpAHx9fZk9ezZxcXGcOnWKlJSUZm3PtwMPDw+ysm6YSESHgYEBSqXymuU36wVjYmJCXV1LSW706NFzO/n3CPLISCpzc0m+gS3b2NgYa2trnbbp5uZGfn4+jY2NAFhYWKBSqaipqUEIwfDhw3F1dWXz5s3IZDKSkpJu+ak0hxCiae6/G9KS4L/ZgUXSokWUP/TQHe3k1aNHj4Z/jyAPD6eduztZjz9+Q00yKCiIc+fO6YRi9+7diYmJ0a3v2rUrsbGxAHh5efHcc89x4cIFoqOjyczMvGNauZubG9nZN5VRCldX1xbLyuXyZrX1poh33iG9uBh1xG0NdqlHj55m+PcI8rAwyMyk53vvcezY9YPXCSHo1KkTZ86cAcDc3ByZTKYbLGNkZISJiQmlpaUADBkyBC8vL37//XckSeLChetmcbtltGnT5qb8wAFkMlmLnaM39UIID8fKxoaSl1/+q9XUo0dPK/PvEeRajIyM8PT0vKEJxNHRkcrKSmpqNAm1m2rhAMHBwZw+rckD7OHhwfPPP09ycjKHDx8mJyfnpj1IWhO5XI5arb7pLwJjY+Nmv05cXV1J+vzzP10xmyMsDJdffyXjLhjdqkfPv51/nSAH8PHxITc394Zudj169ODEiROApnPQ1dVV5xkil8txdHTU+W/3798fPz8//vjjD5RKpc5N8Xbj5OREfn7+TZX1OniQNC+va4S1gYEB6UuWUHnZFbMF/P39uXRJnwVMj547zb9SkAP07NnzhiYWIyMjHBwcdJ2Cfn5+JCUl6bTtwMBAnRnF1dWV559/nszMTA4cOEBRUdEN7cy3Ah8fH1JSUm6qrP2nn3IsP79ZYe0xbRpJDg5wnc5hZ2dniouL/+e66tGjp3X41wpyhUKBj4/PFa6FzREYGEhCQoJmROdVtnMhBD4+PiQnJwPQu3dvOnTowM6dO6mtrdWZXm4nBgYGKDdsuL5ZRIuYN48aa2tUb799zTrv2bPJjIrS9C20gFwuv2Mdu3r06PmTf60gB03nYFFREdXV1S2WEUIQHBxMXFwcoIn8V1lZqbMte3l5kZ6ejiRJODk58fzzz5Ofn8/evXspLS3VuS3eTuyXL+fgDcwiAISF0W7NGs6EhFyzyt3dnaKiohsGxzI1NaWysvLvVFePHj1/k3+1IAcIDQ3l+PHj19Us7ezsqKuro6pKk/Wre/fuNI05fdld8fL+goOD2bt3LxUVFbrBQ7eTtvPmkWBtrRmhegNCQkKaraOJiQlWVlY3HGTUrl074uPj/+e66tGj5+/zrxfkhoaG+Pn53VAY9ejRQye8TUxMMDMzo6ioCNB4uJSUlKBUKrG3t+fZZ5+lpKSE3bt3U1FRQX19/S0/j6YonnkG959/5lwzmvbVWFlZUVdX16zm7eDgcMPh+p06ddILcj167jD/ekEOGjNCWVnZdU0EhoaGuLq66vy0O3furLOVExVFl4ce4pSNDURF4Xn8ON1yczm4cSPFxcVXuC3eLlxdXcnLy7spG7aLi0uz3ie2trY3DGtrYWFxU0G29OjRc+vQC3ItoaGhREdHX1fw+fn5cenSJVQqFbLFi/F5+GHiFAoSZs4kp6yM2KoqaiMi8I2KondDA5W5uezatYvq6mqdP/rtws/Pj8bGxpsaIOTv709CQsI1yz09Pamurr6prEF69Oi5c+gFuRYDAwMCAwNv6P+tGxgUGUleRQXRjY0cBE4C7YANI0ZgNG8egxwd6dypE0ePHiU7O/u228qNjY2xs7O7KUHu7e1NQUHBNe6SVlZWWFlZ6bxymkNatAiTN9+k9PPP/26V9ejR8z+iF+RNcHV1vb4GGhWFTadOqNevp2LOHNpYWeFvaEilgQF1xsYUhYVR1rUrOfffT9f8fPpPnUptbS179+6lurr6tnt3WFpaIkmSrpO2JUxMTLC3t2/W/9x01y6qR4xo0ZWxZP58LMrLOfPee61SZz169Px1WiP5socQYq8QIl4IcV4I8cKNt7p7CQkJ4cSJE82aWCrnzycpK4tuy5cT07EjLmVlmB05gvfatfDVV1T17ImXlxe//PILkiQxZcoU2rdvz8mTJ0lPT7/tWrmfnx+GhoY6j5rrYX/kCNm9e18jsI2XLiWhsBBlC8GxbOfPx8rOjksjR7ZKne8m7rW2refepTU0ciXwiiRJ7YGewGwhRPtW2O8dQS6X07Fjx2YH81jMn0+RgwMVr76Kp6cnycnJdOvWDWNjY0xMTFCr1RQWFmJra8v+/ftxcHBg/PjxVFdXs2fPHmpqaigrK7tt52JqaopKpaKhoeGGsV/cli/naHHxNQLb87XXqLOyIk2br/RqxMyZGG/YQF1oaKvV+y7inmrbeu5dWiP5cq4kSbHa+UrgAuD2d/d7J3FycqK+vl4X3VBHWBiheXnEdOigyzivUqno27cvKpUKKysr6uvrMTQ05OTJk1RUVPDII4/oBhQlJibe9tGehlu3Yj9+PEk3MH14zJuHsaUl56dPv2K5w8sv47J4MTHt2rW4rZ2dHTU1NTccPPRP415s23ruTVrVRi6E8AK6AMdbc793gh49ehATE4MkSdR9+y2SuztERSGTyejTpw+HDh2iW7duxMTEYG5uTq9evaioqMDc3JyamhosLS3ZuHEjJiYmzJo1i9raWg4ePEh1dbXO//x24LtsGdEFBeR99dV1yxnMmkWHNWs45nalnBJC3DBrkLe3NyqVipycnFap893IvdS29dx7tJogF0KYA+uAFyVJusb5WAgxUwhxUghxsrCwsLUOe8uQyWR07tyZ2NhYyt59l5PZ2boh76ampvj7+5OSkoJMJqOsrIx27dphZ2eHra0tQggMDAwoLCwkLi6OAQMGMHDgQE6dOsW5c+f+9D+/DThGRFBtbY3pU09d+4VxFVZWVtTW1l4TVsDAwOCKAVBXY2JigpOT0209r9vJvda29dx7tIogF0IYomnoKyVJWt9cGUmSFkmS1F2SpO4ODg6tcdhbjoODA2q1GsM5c7B2ciL+qad061xdXZHJZDg6OuqyBz3wwAOcP3+e9u3b09DQgKGhIbGxsdTW1jJz5kzUajWHDx+mpqbm9iUuDgsjaONGqoYOveEIzMuBwY6++eYVQbcMDQ0xNzfn4MGDLW+7bx/nHn30nkv9dq+2bT33Fq3htSKAxcAFSZI+/ftVuouIiiLooYeIzcjANyeH+gcfvCJTfefOnUlNTcXV1ZXExEQMDAx45JFHuHDhAo6OjigUCrKzszl27Bhdu3Zl7NixnDlzhtjYWM6fP3/bTsPOzo4Dn31G4YMPovz++xbLdevWjZ49e3I6KoqUJkG3fHx8sLW1JSsri6qvvmo2smLvP/6gurLyxoG6/kHc021bzz1Fa2jkfYApwGAhRJx2GtUK+73zREaSkJODw6pVxMTE0KVLFzIyMigpKdEV6du3L1lZWWRlZdHY2EibNm0wNjbG09MThUKBhYUFycnJnD9/nvHjx2NkZMShQ4eorKz8S1nv/w4BAQF0PXSISyUlXJg/v8Vyy5YZMW5cD477zyDVzg7lW28BmqH6PXv2RKFQcPGddyhpJrLi/iE/8xnP8UXvhbfyVG43927b1nNP0RpeK4ckSRKSJHWSJClYO21tjcrdccLDCXZ3p2HGDIqLiyksLKRPnz6cOnVKN+TewMCAHj16oFardUG1Jk6cyP79++nRowfGxsZkZ2eTm5uLp6cnkyZN4uzZsxw5cuSGsdBbCwMDA0YuWICTjQ3nRo9usVxkJGRny9iVPpPczz8nvndvQKN8Bwaak5UVSsHEiVxsJuHEewcHU4UHC/Z53NJzuZ3c021bzz2FfmRnS0RFaSRbeDghCxZgYWHBvn37kCSJ/v37c+jQId2Qdmtra7y8vMjNzaW4uBgDAwOGDRvGuXPn8PHxwcnJiVOnThEbG4u9vT0qlYodO3ZQVlZGamrqbTkV7/dmUTQ3iQQ3txZTwYWHg7s7REb6UVJSouscjYyErCz48cdOJPv50bh2LVKT/oLL29ra+jF69I0HH+nRo6d10QvyFlBFRLA3KwuVdoBM7969MTU1ZdeuXRgaGtK7d2/279+vGwHatm1bnJ2ddcs6duyIJEk4ODhgY2NDZmYmaWlpdOzYked79qT6zBnWffABcXFx101s0RpcFsSffmqHr68ve/fubbZcWBhkZsLMmQJra2sMDQ3JycnRCfj582XI5fIrcpc23TYhoS/OzrfP9q9Hjx4NekHeAvJ58+ju6sre8eNRKpUIIRg1ahTp6ekkJiZibm5OJ21QrMv06tWL+vp6XRTFPn36sH37dkJCQvAvKSHzjTdYHxnN/C1fcUm6nzUnL7J9+3aio6M1O4iK0vmrtyaXBXF4OAwfPpzTp09T/+23100HN2TIEFJTU7l06ZJOwIeFaZJoFBUVNRuMy97entraWhoaGlq1/nr+GahUqntuUNg/Bb0gb4mwMCyys+n17rvs3buXhoYGhBBMnz6djdo44w4ODri6ul6Rw/OBBx5g1apVFBYW4rZtG97vvktCx44krivlq6qJLNxjjIoLwBrUPISdnR1OTk6aY0ZGEpOdTcV1OiSLPv0U1V8U9k0FsaOjI76+vvz61lskXCcdnKurKyUlJRgaGl4Rb7xHjx6cOXMGAwODZtPYubu73zCCpJ57k/j4eJ599ll9Htc7gF6Q3wAzMzP69u3Lvn37qKurQy6X89BDD7FgwQJqa2vx8vJCJpPpIgdaWFgwe/ZsjkVEUDh7NrE1g5mu+opljKKGANScBWrQBL79ngULnOnQwVUjl8PD6eLmxvEJE1rM9Wn4ySccazI46X/h/vvv50xoKFl2ds0mXgbNS8nLywtDQ0NOhIdT5OoKUVGYmJigUqnw9vYmMTHxmu06d+7M2rVr/+e66fnncvjwYQoKCjh48CClpaU3jO+jp/XQC/KrkBYtusa8YWJiwoABAzhw4AC1tbX4+fkxfvx4du7cSX19PUFBQRQUFFBQUEDJ55+zO2QhYd8+xAL1fSzlOUppi8AAKwQDOUoIc4AzQBwwAVhKxKxsAORZWfR57z0OHjzYrGZjNX8+Dk5OJD399P98ji4uLriMGEHtkiWc6tatxXIhISHEx8ejXrKEs7m5upeHt7c32dnZFBcXX7NNaGjobQ0MpufuQJIkXWf+F198QWhoaLNhkfXcGvSC/CpqIiLYnZ1N/VVRAI2MjBg0aBCHDh2iqqqKs2d78swzQ3njjQMolUpCQ0M5f/48qg8/JLy8KwX0ZbVsJlOHJuJgbsgUtjCJVwnkHH6k4MMa4ARQAHSjl3osVVqTiqmpKR06dODEiRPXVjAsDL+8PAoGDfpbmXvGjh3LkSNHqKurazFVm4ODA6Wlpdg88wxVdnYUv/wyADY2Nuzfvx/T7dup0GrqlzEzMyMoKOiGMdD13Fvk5+dTUlKCtbU1Hh4eqNXqezZkw92IXpBfhdn8+fRzc+Pg+PHXaJyGhoYMGjSIY8eOMX9+BTk5JqxZ05t9+/ahVqvp378/cRMnEm55AjvFRv5juo1hHVL4zXg8vdhNKFAJNFpb04UDTOQl3qQTh81HMso6kVWDB1NXVwdoIjBaWVmRlJTUbD179uxJdHT0/9y55Onpibm5OXV1dTr/9+YwNTUlr08fzNas4bxWe+/evTv29vbYLV7M7000ddDI9PnzA1iwQJ+Q+d9EXFwccrkcHx8fHB0dMTIyuiO5av+t6AX51YSFYZSVxZBPPyUxMfGapMQGBgYMGjSISe1/xFkcZ/7gGEJCQti/fz9CCPouWEDgugfItnsFq6rFmP3wAw319XQ0N0dmaooloCgrIw+oBjLlcg4MHUr7P/6gqksXtmzZorOP+/v7U/LjjxRepfWCJm56SEjIFV4zgKbcdbxRmtK1a1e2bt2KmZlZs2YSmUzGhAkTUCqV2NjYoFQqqaio4KefDHjjjZEs6/EhBVZWSHPn6raJjITi4kAWLtR/Vv+bOHbsGO7u7ri4uGBlZYWlpSXx8fF6L5bbhF6Qt4AQgl69eqFUKq9JyiyXy/nowsd8IvXEddtYzM3N6dKlCwcOHMDY2Jhu3boRPXkyz7m5cVKp5FhlJaZmZnR48UU6W1kheXnhq1CQ7+VF6ciRJOTmcnjYMPw3b+bi9OlsGzqUAhcXiIqi+7JlrMrNpaYZTxYrKyucnZ2v7HSMjORcVtY1pqHmGD58OL6+vhgaGrYYJ33NGiueeqoDW7daIJfLOXPmDJGRkJfnyDfHvQhat44TwcG68uHh4ObmwqhR5Xo3xH8J1dXVpKSk4OzsjJOTE5aWllhYWFBVVXVPhza+m9AL8hsQEBCAl5cXe/bsuUIwyebN41E3N6oCAlhmb4/xqlV06NCBw4cPY21tjc8LL3Bq0yb+88UXGFhZsahDBzxfeIGOu3Zx3/z5VN5/P8ZyOTG//capY8fYVlHB+f37Sa6qomz/fn7OyyMrPBz5/PmMc3bm+z59mtVu2rZtS1FR0Z8djOHhtHVz49CECTd0A/vhB8E77wzl668v4H74MGnal0dTNEK7DV98kY1cLgfg9ddrcHeH6dMN6dWrF8eOHdOV17g6CoYPN9N/Wv9LuGz+MzIywsnJCYVCgbOzM7W1tddN3K2n9dALcqDhu++ou45vtqOjI70vXmSfq+uf2eLDwhBZWYxLTaWitJSo555DWrYMHx8fjh8/jpubG+bm5iQOGMALpaV0cndnjpcXFtu20aFDB0JDQ3HIzMQJMABsFQoy/fyoMOjLfwwWcM7kATYPGkTmiBG45+Zy/zvvsGjRombr17NnT06cOKER9GFhGGdl0fnNNzl+/Po5ECIjIT+/Hb/+akjd11+zPy8P6SpNXjOYSPDEE3JsbGxQKBR063aazEyYPNmCvXv3YmlpeUXiCWnRIsyff56sJUtu8g7o+Sdz6tQpbG1tqampwdHREUNDQ91v03yxev/yW4dekAPSe+8RnZ3NxSa23qtR/N//QXExR99994r4KAbz5/OsEBQBP0REUFZWhqurKzExMfj7++s+L5/cswfX2lpeeu89/P39qagYwjbpS+KYQwzjWdMwmu9ThvObCKVCCWsV9+Pw8MNs376dzMxM/P396dKlCytXrrymbjKZjNDQ0Cvs5fb29tja2jbr632Zy0J69mwfTo4YgY+9PdvGjr2izOXBRFOnWpOZmUlNTQ1qtZqGhgb8/PwwMDBg8ODB7N69W7dNZWQkzqWlmP36q96X+B5HpVIRExNDhw4dkMvlmJmZUV5eTmVlJSUlJWzatInVq1fT0NDAhg0b9IPFbhF6QQ4YzZtHf3d3TF98kd27d1NRcU0SGOTz5jHE0hLT+npOvv8+J0+e1GgYYWEYLFzIW25uGA0fzsqVK7l06RJWVlacOXOGrl27cu7cOU4/+SQ+1nM4JN5l2LD/sHixG7WN3YDOQDtAgVKZgSTVYWpaxsCBxeTl5WFnZ8eePXvIzMykZ8+e2NjYsHXrtQH4LC0tcXFxISEhQbfMz8+P0tJSWspac1lIP/ecCw29emGxcyeJPj7Nnn9QUBBBQUG4urri6OjI6dOnWbpUwYwZA/njDw/Ky8t1MWOs5s/nV7OJPNm4nw8+uHYov557h8zMTBoaGrC1taWkpIQvv/ySxMRE1Go1Dg4OVFZW8ttvv7F8+XJ69uzJjh07iIuLu9PVvufQC3LQSTTPN95gwIABxMfHExsbi3rhQk47OWmSMYSFIbOwwLyqCsuoKBK/++5PDxOtp8vLQ4fS/ttv+ePDDzl27BiSJHHhwgXat29PcnAwEWbvU1n3KomJY/H0fAULCxPkcj+gPeCDXG5O+/YZTJtWSfv21ZSXl5OSkoKNjQ0HDx4kIyODUaNGUVZWxpEjR645DV9fX4qLi68YkBMSEsKZM2d0bo3N4ejoSHX1WO67L5fS0iEsW7bsmjJRUdCrlzu7dnnqco9GRCjJzjbinXcEnp6e7Ny5U3c9V1l+Tn5FDR991HyALj33BgkJCTQ0NHDy5EkqKysZP34877zzDp06dWLSpEk4OztTWlpKdHQ0+/btY/LkyezZs0eXVetW82+J//LvFuTNuOoZGBjQs2dPPD092fP225gXFHBo9myS3n0XMW8e3WQy1JKE0YYN1NfXs3jxYp3gbIiMxLmsjJ4nTpCYmMjOnTuJjY0lKSmJoqKHqa6WsLaG999/kC+++A8PPPAeO3dWER3tx8qV7XnzTR+Cg210ySsaGhqora0lfskSrJ5/nmOPP06GiwsPbdnChfvvJ3bUKGrc3K6o/xX2cjTeN3379uXQoUPXNXN8/rkjxcWefPttMR4eHtcMRrocQXHBAiNsbW3x9vbmySfP6oJxeXl5kZGRoQvtGxHhjL19JY88YtZKN0vP3cjhw4fJz8/nwQcfxMPDA3NzcwwMDBg+fDjV1dX0798fIyMjSkpKOHLkCIcOHWLatGkcOHDgz2BxrYAkSVRWVnLp0iUOHz7M+vXr+e6771iwYAHffPNNs+619xLiTnRAdO/eXbreIJTbRYO7O4eys/F3ccGtiZuUtGgR6shIZAMHErtqFdGSRB9HR4p+/pngM2ew+vhjYqdOJbFDBxQKBWlpaYwaNYoOR44gRURwISyME15eZGZmUllZSUVFTxYtGoNaLcPdXWPOAE2QoY8//pjBgwfj5+dHcnIyFy9eJC0tjcKYGKyTkvAbOpSGvXspq6khBMgG+gMNQAJgBjzg4oJdk/pXVlYSFxdHv379dMtKSkq4ePEivbXJIq4mKgpeew0kqYz33zdHqfyeqVOnYmlpqVuvDc+OSqXk3XcbmTTpOB9+2B+ZTEZUFMydm8TMmdVERgYDkJKSwvLldfzwQ3vCwzUfPrcDIUSMJEndb8/RruRuadu3g8LCQqZOnUpQUBAfffQRmzZtwtHRkV69eiFJEitXrsTR0ZEdO3aQlZWFgYEBDg4ODB06lF69erFs2TJCQkLo1avXXzpuY2MjhYWF5OfnXzGBZiBd08ne3p7o6Gh27tzJqFGjsLa21nW6NvdrZWWFm5sbmix/dx8tte1/tSAnKgopIoKEmTPJ7dePwMBAnJ2daXB350h2NjaOjnSMjKRkzhyWNTbiOXUqHtOno1Kp6B4XR/1773Fo3Djyu3aloKAAb29vHnnkEYQQVFdX8/XXX2NkZMTcuQVUVXVHJnuY778Xfwq0qChS3n6brzp1wnXYMPr160dqaioXL14k9YMPSKuvx8jQkOBBg2g4dIhL1taMrakht00bBmdnkxMYSHJcHG0mTqT33Ll4enrqTi0lJYX8/Hx69uypa5TJyck0NDQQGBjY7OXw8NBo3e7usHLlAU6fPs1zzz13TaO+XM5ZnOaPt9fROTJSt8zefh8FBQMQQiBJEo6O+ygqGnTFC+xWoxfkt4eFCxeSmJiInZ0d//3vf0lJSWHPnj2EaRt4YWEhP/30EwMHDmTZsmVUVlYil8uxt7dnxIgRdOvWjaVLl9KlS5c/lQ5JgupqMDNDAsrKynSCuqCggPz8fMrKyrC3t9cJawcHB8zNzWloaKC0tJTi4mJKSkp0k1wup6KigpSUFHr16oW9vT2Arl03/S0oKCAwMJAhQ4bc9ut5M7TUtg3uRGXuGsLCEGFhBAD+Wnv2hQsX6NCrFwM3bKCof3/2+/lhY2JCr8pKEteu5UDbtnTv3p3Nc+dSVVLCA2vXUv3KKxw8eJD09HTef/99nnnmGaytrbG1fZ233z5Fjx55nDwZx9ChHzJlyguAMaBJXpFWUMCjp0+zvX9/1q5dy8iRI0lOTkbVuTPy2FgqXF2JaWykw/TplMXW8MJpF8Z0cMd4chVdunRBHR1NhZ0d8fHxVFVV0b59ewA8PDzYv38/bm5uOgHv6+vL0f/+l7wlS3COjLxGRQ4P/1PrDg4OJjk5mVOnTtG1a9drykXMyuAR9Rvs+fIo7d54g/BwUyIj4bnnfElOTqZt27YIIZg924FFiwoID3e85bdTz+0jMzOThIQEevXqRXJyMrW1tXh7e1NWVkZJSQm2trY4ODjQqVMnCgoKuO+++9izZw+1tbVUVlaya9cujIyMePLJJ1m6dClVVVX4+/lRHBVFfnQ0+W5uFAQGYmRsjJOTE46Ojnh6euLr64taraa8vJySkhLOnj2rE9a2trbY2tpiZ2dHQECA7r+JiQmgsedv2rSJDh060KlTp2bPq6amhh9//BFzc3NCQ0Nv5yX9W7SKRi6E+BF4ACiQJCnoRuXvuNYSFUVjRASG8+ZdI8zUajXxrq4czs+nu4MDXfPzKfj0U+Lffx+bWbMov+8+Tpw4gdmpUwRs307C8OG4TJhA//79SUhI4OjRo5w+fZrHHnuMGTOGkZUFbm71rFx5jAsXLhAfH88bb7yBq3bY/eUvgmgvL2JjY2loaKBDhw6cPGnOqlXnaWhIAQqQy00BC1Qqbyws7Jg5sxB7e3tycjqzapUBEyZUMnmysy6HqBCChQtVRETkExHhqjvNUldXfszNZaarKxbZ2de9TN98U0tk5Hlef92Ll1+2v+YaZoWHc3bCBDq//rrmfICGhgYWLlzIzJkzMTIyQq1Wc/DgQQYMGNBKN+/GtJZG/lfbNdwFbfs28fvvv5OZmYmnpydZWVmMGjUKd3d3fv/9dywtLXUadm1NDV9/+ikTp0xh3fr1ZGRkUF1dTX11NUpJom27dhgaGHDx/HkqKiqwuXgRSzs7TGtqMHnoIRqB2tpaqqurMTQ0xNraGnNzc0xMTHB2dsbR0RELCwsUCgVqtfqKSaVSXbOsuLiY3bt3axKSd+2KqakpJiYmmJiY6Obr6+tZvnw5w4YNIyjopm77beOWmlaEEP2BKmDZP0KQe3hwPiuLQnt73I4cwdfXF9nixX+qo0DjK6+wS63m4qhR9Hj+eXqdP8++t9+mcvx4fJ95hpSUFOLi4ggMDMTCwoLs7Gy8vb0JCgpi69atLP2/zRxLCsbIaBoff+VFWBikp6dz5MgR9u7dy9ChQxk7dqxutGRdXR0vv7yNFSvSsLc/TWrqJMAWyAQOAI1o+qar6djRg7lzO7JkyWm2bu0CNGJv78NHH8Xj7e2NJEn069cPLy+5zlSiM2tERVE6bx4Le/Zk0qef4uXldb3LRFaWhL39LvLyBuvq2pQ334zmp5+8iIx01L0soqOj8fT0xNnZGYCTJ0/i5+ens7ffalpRkP+ldg13Qdu+TaxatQqZTIaNjQ0VFRUEBATQsWNH0tPT2bp1K8888wyo1fDVVxz74w92GRri9eCDbPzjD7JjYmgsL0dtYoKBqyuW5eU4NzZi6eGBSpKwLinBuk0bCAlBJZejVKmor6+nsrKSsrIyhBCYmppSUVGBnZ0d3t7euLu7o1AokMk06QhlMlmzk1wup66ujm3btuHh4YGvry+1tbXU1NRQW1urm6qqqkhPT6dv374EBwfj6emJi4sLBgZ31ohxy23kQggv4Ld/hCDX9txJc+eSc//9XLp0CaPx41EUFtLg4ECH5GQaAwI4k5ODuYMDxcuXc2HiRALLy7FxdCTtq69QKpUEBQVx/Phx8vPzdTk6q6ur8fb25uE+jRRwCjPO8+3SfowePRobGxsaGxs5dOgQixYtom3btrz55pu6Tz+N4MwA9gPngE7AJCBXOxWhiZ9Yh5FRPnK5PzU1MYAL48fX8PrrA1i9ejVPP/00KSkpJCX14//+z7jZjsbo6Gi2bdvGSy+91KKAvdzB+eqr5fj5HWHIkCEoFIoryri7S2Rn78bNbQBZWYa67SIiGpk3z5CwMI2WvnfvXgYPHoyhoWFr3cUWaU0b+V9p13AXtO1bzKVLl6iqquLo0aO4uLhgbm6OEAIDAwMGDBiAJEl89tlnTJo4kcpvvuH8jz+SYGlJUUUFlaameAUEUJaWRkxuLvmVlaiMjBB1dQgjIwyNjLDq0AFVdjYWxcW4KBT49u6N/5QptGvXDgczM2zd3THWPi+NjY0kJCRw+vRpMjMzCQwMpHPnzrRp0+aGnZWVlZX8+OOP9OvX7xrToSRJKJVKjh07xs6dOwkJCdHF3+/SpQsjR468Zdf3RtxxQS6EmAnMBPD09OzWXM7HO0ndt99yLiKCkkcfpX7IECz278d5xQocXn+diyEhNKxfT9WSJWQMG4bP1Km4urpq7NLbthH4++8cGzSI4nbt6NatG0II9nyVwNoDHXlsUBLmvUoQQtCxY0fuu+8+bG1t+fDDbN5553N69ZJYufJ1HBwcdIKzuFhFbe1JIBlQA8MAR0AC9gHFgACSMKAdBqKOUPkZzhn1odegdhw9msDcuYNp3/44PXr0wNrautlz/vTTIv7v/87wxhtBvPJKyzZstVrNpk2b8Pf319ngL6MJW1vNo4+e5OOPNeaTpp2mmZmgVCpZtmwZDzzwAI6Ot95WfrsF+d3etluTHTt2YGJiwqFDh+jatSsKhQIrKysyMjJ4aMwYCtPS+GHpUs7Fx9M/PR3HujpESgrZajVZjo6UGxhQXFuLT14eSgsLEuvrKTcywriuDqlNGww8PVHs349ZQwNymQxLb2+UAwciJSTgWF6OZ6dOuEyahJD96TkthKCmpob09HRSUlJQKpUEBwcTFBSEpaUlZmZmmJubY2ZmhqmpKTLttsXFxSxZsoRRo0Y16wAgSRI///wzbm5uDBgwgPr6eqqrq7G1tb1t1/tq7rggb8pdqbVERZEeHo71G29Q/vDDpH75JRmLF2M+aRKOkyfTrl07ioqKyM3NJTc3l+rqatzd3WkzfTp/FBSQaGpK0fB57NvnxQMPVHDffQpd/AkXFxcOHjzItm1pxMc/yJNPmrNqVUdyc60wMfkFSSrByGgKH31kQ1iYRjjOmqlETRmCzfj4WpCaOo4ePWQkRpdRLl1ETTUaU8sewBvI1/5aA8bYmZWTmNGP06dP4+/vj5OT0zWmkcumEweHY5w44UqbNm1avDyLFknMn19ERIRDs26EaWlp1CxdSvsffiBq4Eoi9/W/4kvg669rWLCgkogIp1vuhqjXyG8dK1euJCgoiN9//52QkBAUCgUeHh78vGoVnklJ5O7ahZNCwTE3N8rS0wkoK8PewACcnanIy8Osb1/MCgpIzsvDoaKCId26USoER42NOWFoSGNlJWV79qBUqTAHaNsW644dsTx7Fk9XV0rz87F8+GFCe/TA1tUVtN5RoBG8kiRRXFzM0aNHqauro2vXrqhUKqqrq6mqqqKurg4TExOdYG9sbOTo0aNMmDCBfv366b6OL1NRUcH333/PE088cVuUkBuhF+RAxZdfovzgA2znz7/W1uDhQU1WFgmOjlSuXYvRI49gX1jIMVtbCt5+Wxc03/PECRwXLeLiY4+R4OeH+sABzLZtI3j2bPp96UxFxQWsrIJZtMiS3NxcioqK6NGjBxYWFowde4mysnPA84waVUl0dBmNjUGUl1cB63FxmUJOjgMAX1i/wLvlvXnWfBvfm75EQUElbm4hZM1biscz95OlckJGDIPEJmLkNnhykjR5V9wbj5ClDqS3Yi+PL34ONzc3XQagUaNGXXHKTX3DQ0JOo1AomndNjIrSHtP1um6ERx0dqSssZKCbGyIr6+rLe629/hahF+S3js8//5wRI0awZ88efHx8KCwspKysjEN79hB0/DhmpaUoDQww8fXlYlUVJYaGDK6vp6efH1ahoZQ//DBZP/xAxsmTnBSC6jZt6N65M9169cLaxob83FzO//e/KBMSkBsZkde9O6JLFxpiYlBcuIC9XI6zszM5SiUBoaEMDg/HwsUFrjKlXO5kP3nyJA8//DA+Pj665dXV1TrBXl1dTXx8PFu2bKFt27a0a9eO9u3b4+/vj7m5OaDp44mLi2P69Ok6bf5OoRfkQJ27O8nZ2ZQ6OCCtW4eDgwPee/aQFhmJh4cHubGxVI4Yge8vv2C4fDmJERGUTZ2KwcMPI0kSFy9epPKVV6goL8fE0pIu69ahUCj44IPtHD7sRvfufpw+bc2YMYlUVm6ia9euHDum4vffSzA2DmPYMGvWrz+OJNUgxP18950p2dnn+PTTUpRKf4yNDfnoI3vNO0YrZQtfeokPc7uzZIng8cdrGT1aTlLSAN57z4DwcJg6tZ6YmBgOHz6sOcljx9i2JY0j6kcRhsYEB5uSljaGLl3SOX26HfPnW7SoEScmJlJQUECnTp2usJvnuLqyOLcPi+RfEP6da4vb1337LQveeIMBTz3F4E8+ucJO2fSlodfI/5k0NDTw0UcfMW7cOHbv3k1ubi5ZWVn07tWLlDNnSFy1Co/6etyFoNPkyQR6epKwZw+rqqux6toVDx8f3D08cHdzw93WFhdfX4pLSli7di3e3t6MGDECQ0ND1GVlXJg4kUNyORV5eZhOnkxWdjYNv/1GaUUFBoWFmDo7Y6lSUWFhQdfevenz9ts4aD1Ymra7lJQU1q9fT48ePejfv3+LtvOjR48SGxtLnz59uHTpEpcuXcLJyYnAwEACAgLYuHEj/v7+f3nwUmtzq71WfgYGAvZovvHnSZK0uKXyd6yxN5Em0lNPUVRURGpQEIUFBRQIgbUkYWxrS+NPP2FhYYGhoSGurq44OzuTmppKcXExDRs2ULlsGUWjRpHTti1lZWX89JMP5eXe2NkZsHy55vPu119L2LTJhtraemprz6Cxbz/K5FAZq04Uo1YXIJMN4/vvTZgxQ42LyzkKCkpwdvYlJcX+mk+8qqoqYmNjOX36NKmpHVizZhDz5v05uKiqqorw8OMsX25ITU0NNTU5aEwvboBAJnNHrfbH3V1cVyO+nAn94YcfvuK6pYSHk/n44/RasOCaDs+mfPppEe+/n8KTTzby/vu978gIuVb0WvlL7RrubUGenZ3Nb7/9hqWlJVu3bqVX164cPHIEx6IinMvKsJbLyayuJjgkBPkDD5B06RKudna4+fhwPDqawYMH07Nnz2v2W19fz6ZNm3QDdkyMjalYtYryuDiS7ew4Y2pKXW0tBikpkJhIvUyG1NiItZkZFj4+GFZVUdWzJ74BASiVSp3/+OXJ0NCQAwcOYGVlxbhx4zA1Nb2mDpIksX79eoQQPPzww6hUKpKTk7lw4QIJCQkYGRmRkJDA3Llzda62dwL9yM6WmDKFC6tWYdu5MxWJieQKQfGUKVT27ImDgwMNW7YgrV6NzZNPYjJhAh4emkh/+fn5nD9/nr17a9m6NQC1OolBgwrp1csYNzc3XnqpjIoKA2AmxsaN1NX9AsQCbenTx5UjR4YiSfY6U4PG00PN+PG7KSnJYNeuCc1qzw0NDXh4nKWgoAoXF39ycpx16zTmi2LMzc8AclSqHDp1qiEhQU1wsAtnzwpef70Lc+a4XPeSfP11Ne+/b8S8eQZXHL+mpoajR48SEBCAm5tbs9teNqG4uOSxdm0yvXvffmGuH9l5azh16hTbtm2jqKiIvP376VJQQK1SSbZSyaA+fXCpqeFg164k5+czdOhQHnzwQZ15oqysjGXLltGhQwddf1PT6XL0zOzsbDw9PendqxfudnZYOjlhaWVFfn4+e3bvxuzIEZSpqRTY2lKnVGJUUIBPly4Y9upFlVzOuPHjqampuWJkZ0lJCcXFxZw9exYhBA888ACdOnXCy8vrCi+qxsZGFi9eTJcuXa4YDKRSqUhPT2flypWkp6czZ84c/P39b/v1B70gv5Y/XUSoqK0l28KCRIWC7OJisLbG7PPPsbS0xPCpp4gtKUFYWOD+xRcYGBhgbW2NlZUV1tbWDBsmJz+/BAcH2LbNlA9m/sT2WDsC2gii002Bdlhaduej0Sk8szIENQJn5yJGjNjNhg2FjB5twYIFmsEUlwWexqWvEXd3RbPa82WhP3NmAv375+Po6IijoyMbNtjrzBdDh6axZs0aPD09WbbsLAcPKhk0yJSXXupPZWUl7du3p23bts1emuvZsyVJ4uzZs9TW1tKlS5drtPOmJpTRo/PYu3cvDz300DVfGLcSvSC/NXz99dfExMTgamnJubVr6VlZyVBJItHYmC2mpgzq148xn3yCTC5n6dKlPPDAA/j4+JCRkUFKSgoXLlzg+PHjuLu707t3b+zt7XWTjY0Ncrmc+vp6jh8/zrFjx/D392fAgAE6ryuVSsXRI0c4vHcv1hcvknX2LNW2thjl5+NfVIR1YCAFjz/O5KlTm9W6Gxsb2bhxI7GxsbRt25aCggI8PDxo164dbdu2xc7OjtLSUhYvXswjjzxyzRiLsrIyPvjgAxwcHPD392fYsGG3xZ22KXpBfjUeHpzJyqISSAQaTUxweOIJ2q1bh+ebb1I+dixnz54lc9UqGn/7jcpBg6jt2BGFQkFRURHW1tZYWFhw4pcMdp7sxmMDcxn93y6MGR5NHcMxpwSl8Qnq6hSAN7NmyTE1tWH5cjlvvtmRF1+0IT8/ny++SOeHH+CJJxp44AE19vb27Nvny//9n9G19uTmDM1RUZx6+22+ajuDP1KfJyLCWbdKqVTyxRfFzJljq7XLNzB2rIrDh+sICkojPr4H8+ebXaP134w9u6ioiGXLljFx4sQWtXOVSsWpU6dYt07FihWhty1wll6Qtz6xsbH833vvoUhNxauxEUtJojgpCXsjI3q4ueG6aBGbjx7lyenTkcvlHDp0iLVr12Jra0vnzp3x8fHB29sbS0tLli9fTvfu3a9rb66treXQoUMcOnQIV1dX/P39USqVlJeXk5uWRvQ331BpaEhDRQXlJSUYGhvTVqXCesoUGoXg6eeeIyAw8JqvwcvBvJycnOjXr592vEUSly5dwtDQkLZt26JQKIiJiWHWrFlYWVldsf3ixYsJCQkhISGBgoICHnnkkdvqzaIX5FczZQoNq1Zh2L07IieHhjffJGfkSBITE8nJyaGmpgb4Mw+ht7c3KpWKpKQkzp07x/Hj9Rw54sr9dZuwrt/FEXk7koxHUV0tAx7E2KAXX35rxKxZEmp1A87O2fz6ay7nzp1j794G9u7tx9tv+/LhhxZXaL/FxcUkJydTX19PfX09rq6uf/pue3iQkJVFgYMDii1bcHNzw6VnTy5kZzOYDRTSETdrG7JK//RzvaxdX0YuB5Xqz9+/40VSVVXFZ59ls3Ch3xX2eh1RURTPm0fn2otkl1netsBZekHeuuTl5fHxRx9x8Y8/sEtNZUxAABfVarKMjXnVwQGfUaOomTqVNWvXcuDAAby8vAgODsba2ppjx47Ru3dv+vTpoxOq5eXlLFmyhF69etG1a1ddfJarg11VVlZibGxMcbEmyUrv3r3p0aMHVpaWWK5fz9GtW0mxs6PywgXKL10ChYIuHTqQ3dDAOYWC0ClT6NW7N0FBQVeMyKypqWHhwoWMHDmSgIAAQCPgCwoKdEL9yJEjmJmZ8dZbb+mCbIFmIF1mZiZjx47l2LFjJCYmMm3atNt2L/SCvAllX3zB+Zdfplitps7EhEojI4zGjsXqoYcwNzfHwcEBa2trrK2tkclkZGZmkpSURH5+PvX19QC89ZYpZWU2WJsU8H+KOfyn8mGU6h5AFmCPgYEJX3whsWNHKTt2eGBoOJgPPnBm1iwDremkGEfHLKZNq2LJEpg+XY5arWLVqp4623RGRgbffpvFsmV+RETYE8afqnLDtGlkZ2eTu3Ahqh9/ZFNZX35o7Mp9/MaASd7YPvCANhm0P++/b8KAARL79wsGDoR9+9D9/l0t+bpuhR4eJGdl8a3ZBFZZvE94uDvPPPPPGtn5V7nTbbvVkSSWLFzIhs2bsbxwAeuGBoLq63nohRfIGDaM/bt24dmuHSkpKfj5+QGaKJuPPfYYbm5uVFRUsGrVKhwdHenfv7/Gvp6XR3JyMrt378bOzo527dphZ2d3TSeltbW1buxDfn4+mzdvxsDAgNGjR2NvZ4dUVcXW/ftJPHuWomXLaLCwwCQpiSfHj+eP2FhcXn6ZKrWavLw8unXrRvfu3bGwsAAgKyuLn3/+mRkzZjQ7wKempoZwbbiOsWPH0rNnT2QyGdXV1Xz11Ve8/PLLyOVy3n//fV577bXbZmLRC/KmeHggZWURB+QpFNQ2NFBpY0PNyJFc2rQJdc+eSEFBqFQq5HI5lpaWWF24gOXOndg9+iguU6eyfbsl33xTRp8++5DLDVm/XgH0AdoA5lhbm1BaKsjJyaFLl1IKClQ4ONSwfr2SFW/tZfVBI+7vno/nfRNZurQ9r7xSx/vvJ1BY6IK7u49OKN6s/7V64UIKn32WU2o1qSYmJMhknHUfwfEsXwYNMqZLF4mCgk5s2NCeiAh/Zs26Nm7K/8J1zTBNQiGkDR3K77//TmFhf378sdMtNbPoBXkrIUmkvPsub/zwAzI7OxwyM7EvK+OtoCDSf/mFPQcOcPToUUJDQ5k6daquH+TixYts2LCBbt26YWRkRFpaGjt27EAul3Pffffh5uaGk5MTQgi2bNnClClTWjTPNaW+vp4DBw6wd+9eOnXqROfOnZHJZOzZvZvU9eupS03FyNAQx5oaJtnZ8bOXFzOiolBLEsePH+fcuXP4+fnRs2dPXF1dOX78OKdOnWLGjBnNCuKLFy+ydetWbG1taWxsZMyYMTg6OrJixQrdyNHvvvuOMWPG3DZPFr0gb0LFxImcXbMGAGFmhmRqinraNJRLlqAqKqLGzg7lokUolUqqqqooLS2lIiKC9MpKShUKGocMob6+XvspKCMzsw2aEZUdgTYoFG0xMbFn/rA4Rh6YwYZeX/H50a789792zJ5tjoG3N/VZWRyzt2ec9AvFxZY4ODTw5JPw00/w5JPw4IOabEXbt1vy3XcKevRoJDbWj3nzZC0LwMtStaqKXWVlTBLLKZZcsbdX89FHWbzwQi4VFZUYGxsil9+HXN6bjz+W37aEDzU1Nfj6FpGX54q7u8EtM7PoBXnroCov580+fciUJERFBY83NBCnUOBUV0ftSy8xYPRoPD09+fHHHxk0aBBOTk4kJyfr3Pby8/Pp0qULQ4cOxdXVlZ07d1JXV8ekSZN0po74+Hg2btzI+PHjAY25rqVJpVJhbm6OXC4nPj4ed3d3vLy8UDY2cvy998jOzkZlaYmdsTH3de6MX0MDZ0aNYvqzzyKXy6mtrSU2Npbo6GisrKwICQkhPj4eY2NjHnzwwWvOX5Ikvv/+ewYPHkxVVRW7d+8mNDQUCwsLEhISePTRR9mwYQNt2rS5Jl7LrUIvyNGaVN57D8rLoaGBGqBmwABUzz+PSqVC2rUL1q6FRx5BGjIESZKQy+XI5XIMdu9Gvno16kmTKOjShYMHDfj11yRqa81Qq/3Q+GtbAtFo4o0H4CgKWCoNp8rGhtT//pfjx2H//q5M73qRB09FwJNPspkH+fHHBp54QsZDD2kad1ZWFqdPe7N0aXtefbWewYOzuO++XIqKAnB397qxANQK9KiBK4nY24///reOcePKiYoq56uvSqmpKaK6uhiQI5ON5Pvv7QgL02j1dZGRKObORf700zqb5uVgYJddya53zMuqtiRJzbod3o6BQXpB3gpIEqePHuXtp5/Gvb6eNoGB+BYVsSEujjf69ydoyxZkBgbk5eWxf/9+Nm7ciJeXF/3798fHxwcvLy9qa2tZuXIlPj4+9OvXj8LCQlavXk1tbS3t2rWjorycsqwsMktLqa6pYfDgwbowtc1NRkZGujZVUFDA0qVLmTVrFhbV1aSHhLBeLie/pIRMb29KCwt5ZPBgZIMH49mmDYMHD9admlqt5uLFixw7dozi4mJycnKYOHFisz7u58+f5+jRo8yYMYOKigp+++03SktLyc7OJjw8nFOnTlFeWsrIbt3A0RFu8chPvSAHnZ2iGogDSoEyU1PqFApqhw+nMSSExsZGVCoVDQ0NupjGl6fL/3Nzc1m/3gylsgZwAnyBdljjRDmCDvILFNgF8FTXE4yOmYt6+nSk0aN5+GFBYaGEgwNs3PinkKuoqGDZsmT27h1JZKQP992XSt++tuTkWF3hZ95aAlCT1k1FebkcSfrTbNPg7s757GwaHBxQbtigKy9JEidOnKCgoDfLl/do9qsg29WVtNxccHCADRtITk7m+HFrNm4c0qxnzK1EL8j/JpKE6rvv+Pqnn9jf2MjEF19k+65dDBs8mPTkZB6bOZOsnBzi4uKoq6ujc+fOuLi48McffxASEkKXLl3Izc0lJyeH1NRUtm/fDsDAgQNxcHAgJiaGQD8/Bq9di825cyhCQ9n4yCM0KJVMmDDhpscd7N69m5KSEsaPG4f0+ON8v2sX5m3bUvDww8gliXOJibRt146SkhJmz57dbCyhnJwcduzYwbZt2+jbt6/Ov9zNzQ0DAwPUajXffvstI0eOxNfXF0mSOHPmDJ9++inBwcH07tmT+Jde4snCQggNhRUrbqkw1wtyoGrSJM6sXQsBAZCRoQm4A5RWVlJhY4P45psrygshrtBKGxoaqK+v5+Lq1Xy6uwuajJluaIR5FmAByDA2LMLcqiOzZzsyZkwjjY2aafNmWLy4DD+/QlJTBxEZ2YawMI2boJeXnOxscUsEd0s0PcbgwclseuM8n67vyrzHUghb3l9X7nIwojZtZC3b66+qcGlpKR07WpKdXYuj4wVefNGBb75pw7x5mut5K89NL8j/JlVV1M2cydc5OWTn5WHZpg2lcXEs8PDgPTs7avz9GTR4MJ07d9b5Wufk5BAbG8uvv/5KfX09AwYMwNfXFzc3N13eTplMxvjx46mqrGTR448zbf9+nFxcQJJQ7t/P8p07cXd3Z+jQoTdVzcbGRr777jtGjhxJO19fYnbu5FRGBrm5uQilEmtHR/z9/Tlw4ADp6ek899xz+Pn5YWVldc3LIjo6mt9//53Q0FCysrIoKirCzc0Nb29vamtryczMZMaMGbrtjh49yo4dO1DU13P+iy94rE0bnCoqaH/wICbe3q16O5qiF+QANjZQVkadsTGnLSxomDaNRpWK+mXLaJg4kYaBA8n59Vfytm5F2asXUpN0UJdjLhsaGlL8ySd8XzMKNQ5ozClmQHdcXFzJy5NQKNTU13vg6qogKckQQ0NDDAwMdLk8/fwkcnLMrxCITeUgND//d4Re9ddfk//ee1SEhVE9fPg167Ozs/nPf/woKAhq0X7d0stFkiROnz7NunUSP/3UgedDNtPn0LNs7jKPn05147HHKli9uj15efHY2hZiZDSU3FzHW+aOqBfkfxO1muQxY/jjyBFOWlgw3NmZk5cu4WxoiJGLC/b/+Q/jp0whLS2Nixcv6oawBwQE4OPjo0sR2L9/f0JCQpDJZDQ2NvLLL79QXl7OmPvu49Jzz3Hq7FmeqarCeNQoxOrV1NTVsXjxYnr37k23bt1uqqrJycls2bKFZ599FoDPP/sMmzNnKD9/HteOHanu25cnJ07kpzVrOBkTg7e3N4aGhnh4eOgmFxcXZDIZGzduRCaTMWbMGOrq6sjIyCAtLY2UlBT27dtHUFAQwcHBODs7Y2pqysaNG3l9zhze7tSJwWVlVHt7M3j1aizd3a8J4tVa6AU5UGNjw6myMtRoonwbmJlhZGoKYWGox4xBrVajfPBBVIWFyOztkW3cqNtWrVZTVVVFfX09WatXM+eX7tTRBZlMhVqtArKQyZxQq4dgZVWGJMmQyWz58ENFiwNu5s6VCAk5zYYNMhYtsmbmzHKCgy8xfXoZZWXdsbcvRpJKKC7ujbu7s07o5efn8+OPtXz9td11g2A1pdzNjUU5A/lcFsG873yZOfNv2K+jovhizjkWqCcxbZaS0aM1nVQzZnQlN9cJd3kOGSo3Clxc+LLzfBZtt8XZxYb4vEDGj7dkyBBzvUZ+N1NZyclx4/gyOxtbpZKeXbuyaft2PvbyouGhh3g3LY02Xl64u7vj7+9PQEAAdnZ2gOY5KSgo4Ny5c2zevJn6+no8PT1RqVQYGRmRnJyMsZERPnl5xMXGYmxvj+vIkSiMjTEyMkKpVBIXF0ePHj1wdXXF0NAQhUJxzW/T+V27dmFtbc3YsWPZ+/vv5L76KvmFhRipVMjbtuUBHx+8hg1js4sL5RUVjBw5ktzcXDIzM8nMzKSkpARnZ2dcXFw4fPgwI0eOJDQ0FLlcrtPAz58/zy+//MKwYcMoKSkhLy+Pffv20bt3b/JycxlfVUXwsWMas8q0aTBr1i0R5npBDn9KKq0TdXZlJenl5Zg6OmJ68CByuZyGFSuo//ZbSidPpqK/Zjh7dXU1arUa0DTUsrIy4uPt2LIlD6XSj9raTkAegYFGFBUJxo7NY/16ZwoLe+DubkRmJlRXV5OWlkZSUhJFRUU0NDQgSRJFRUV89pk95eUO2NlZsmqVjB07jFixwoUXXzTCyMicjz825plnshk0qBBJkigpKWHGDEuKinq3OIy/KQ0NDex77TUmfzWYQvX9uLvLeestJf/9r4z6ehlGRvDhhzcnVBsbG4l1c+P+wg8oZizu7lbXfFX0cT7N3tgchvfYy84TD5Gn9kfGJdR0xN3dlLlzJd55R+gF+d2IJFH08cd88Omn2MjlpCsUBFpbk2tjw5D//Ie4hAQURkbI5XJmzpxJQ0MDWVlZuik3NxdLS0vc3d1xc3PTjb8ICwvD3Nyc6upqvvn6a2ZMnEhDQwM///or/5k1C6WxMfUNDdTV1ZGQkMAff/zBI488onkmGxpobGxs8beiooLDhw9rRmWq1SR9+y1G5eVYGBoSYmZGfc+eTLG1Rf3116zdtg0hBI888oguJG19fT3Z2dlkZmZy9uxZDh8+jJubG5aWligUCoyMjFAoFJw/fx4HBwcGDRqEq6sr+/btw93dnaP791O9cSOe5eU8YmODe3Cw5mG4nnPA/4hekKPxyiiJiKD02WcpHTaMxnXr4KefKG3fnszTpzEeMwbTkSN1HhdCCCwsLDA2Nqaurg61Wo0QgtraWrZsqWTjxkp8fOo4dcoU6IOFhSnm5ra8+GI9Ffu28s22Irzci0it9OLBgEwGJkRhNXEiNhMm6HrgbWxs+OMPRz75xIZ582RMm9agS16hVCoBMDU1xc3NDQcHB13ju5H2XF1dTVJSEpWVlTrPm5MnO/POOxkMGLCVHTusKCszRuP37o61tTtmZipderbmjlFRUcHp06dJ+fFHStdb8Il8AeEfmOvC7ibMncuSLl1YFP0UJSVDcXMzp6fjUdaduoiLVVvyK0MYPPg4Z8/ak58fpDet3IVIlZUsHzECydaWxOhoUquqeL1LF/4vK4uxkZGMGjuWyspKFi1aRFpaGp6envj5+eHu7q4T3sbGxn/uT5LYvXs3ly5dYtq0aZgYG3P4tdfIOHqURz08WBYdTSdTU4Jnz4ann9Zpsdu3b6e8vJzx48ffVOfnhg0bcHZ2xt/Pj4VPPklFdDQZjY2ozcxAJqN3aCgBM2ZgZW3N4cOHcXFxYcKECc3GF09JSWHdunWMHz8eJycnXd9YSUkJ3333HcOGDaO4uJiDBw9ia2uLs6Mjvhs20PvCBczNzTF+4w29Rn4rqXV3JyM7GxtLS8zMzal48UUKhw+nfMgQRFERODggnz6dmh9+oOGxxzB75BEkSaKsrIzy8nIqKyt1Q3m/+qoDZWWuQBGBToKL+UkILFDTDlPTOjaYTCOruJg3ZXvJVw/ATZZNjNoDOzc3DK5KuqBeuJAjc+fCE09gOG6cLnTuXxktdlm7T05OprGxETMzM9q2bYuFhYVuJN3lF1F1dTWbNtWwbFk9jY0CAwOBECpqasbpviAA3N1ryc5W4eJSzc8/X8TCwoKOHTvq7P3wZwCvaeVPEFq1nA5OTux5J485cxpRKjegVJ6lvv4NhDBAkvZhZ6dmxIjh/PKLjEcfheXLW+vu/olekP8NJImGr7/mg0WLUBYXU2hggHtVFdVdu9Lz+efJzsmhrq6Ojh070tDQwJkzZ+jTpw+9e/duMemCJEns3LmT1NRUpj78MIb/+Q/fFBUxOiEBydSU7RUVPDNwIOKHH3RarFKpJCoqitDQ0Jvy0b48UnTmzJmcjI4m/uhRsvPykMzMCHB15XRaGoOHDKG0tJS8vDwOHToEQEBAgM5Mc3lSKBSUlJRw5swZhgwZgo2NjW7dkSNH8Pb25r777iMpKYnU1FSKsrO5uHgxnby8GG5kRLtffgHtCNLWpqW2fWdTQt9mTObNwz8ykuqqKs7l5GD/6ad4Pf00Fu+9h3jnHaS5cymNiOBScTElK1eS0rUrtbW12NnZ4efnh7W1NRkZGRw9akB9fSEaT5XOXMxPR6INEhVAAwpFP4b93/8hRUSgGiQjcp8gfGAKm3+bQ2RNOOFRV2rRsnffpW9hIfz8M8oFC/j660o+/tiAefM066+neTd89x3R8+YhPfEEDtOn6/IoVlRUcOHCBerr63X+3yqVii1b1Cxfbszzz3uzZ08Z9fX1+Pr6smWLky5ZhSRJ7HnlFXoWx7LP7BWeftqXfv36XfOgFhYW8vrr2ykttWaJ1bu8574XwsOxrvqMV8urqaY7VlazUSgqqKl5FwODV1Gp3Pn113OoVJ347bdbcpv1/A0aGxtZY2xMzdChOGdmkhQdzYiHH2argQGxp04xdepUvLy8dC/yTp06sWbNGn7//Xe6dOmClZUV9fX1Oi22oaGBBq3J5OzZsxz56Sf65edjIEl8Z2ZGWGUlqspKkqqq8GsSsdDAwIBx48axZMkS2rRpo7PBN4ckSXh6emqEdG4ugUeOsOvTT3EzMEDl4IAwMcHb0xMTtZoBY8aAEDzxxBMsX74ce3t7hg4dilKp1HmXXTbb2NnZUVRURPv27XXL3dzcOHHiBGVlZSQmJqJQKAhq357g4GAGNzRg17//LTGp3Ih/lUauQ+NITS2Q9corFAwaRGVlJXl5ecgPHMBh82acZs3CfNo0CgsLycjIoLi4GBsbG3x9fbn//gqKi08hlxujUtVja2JKSa0P/o4l5NVPRCYz4IMPrhS8hYWFBAZGU1wcgLu775Umhago1BERxD/1FH+Ym/Pxx6PIz2+Ps3MySmUmRUXdcXc35+23VbzzjrjCj1tyd0fKzuYHq1eJNP+Q50PWEXroWSxmzsTo0UcpLCzE0NAQpVKpdf/yJj8/AQcHI+bODeaDD8wYNEjw++8gSTB/fhlBQTG0nTwZRV4ezs2kbQOo//Zbvn/zTS50epnfU8N1L5qysjIi3N1RVA9ilXwhTwzfymdbj1DN2whhgyRtR+N33wMbGygpaf3bq9fI/0ckicovvuDoli2ctrIix8MDY5mMeiF48skn+fXXXxk5ciRlZWUUFBRQWFhIQ0MDDg4O1NTUcOHCBdq0aUPv3r2xsbHR2ZYv/yoaGlg/bhxVlpb0UKtZ164dhvv2UWlsTFlpKZ3DwpCbmiKEQCaTIYQgLS2NiooKgoKCrhnX0XRsh1wuJy0tDaFU0jYujqSMDGyEAKUSZbt2TK2vZ6dczuwnn8T8hRdACOrr61m5ciX29vaMHj36GhNOXV0dX3zxBU8//bQulG5xcTHLly/nxRdfJC4ujr179mB68iTnYmLwDgxkaEQEHTt3vmW3SG9auYoyNzdic3KosLPDZt063Yiyy5HXsrKyMDExwdnZGUdHRwoLC4mJiSErK4uYmGpOnOhIfX0yGj9ygDHIZG6YmeVQWWmGu7sbmZmacK8XLlxALpezbZsJS5Z0uUK7rqur48yZM9TV1em0/sWLJSIi4pg0qRQXl/Z8840zQ4f+wu+/e1NY2P+KLD/SokVsf+stptT9QFHVaNxkOWSpPTgpk2E0ciTFx49jGhZGuzlz2L9/P99+e5AzZ57ntddMWbDgMMXFAchkVajV7YGjODpaEBnZjXf/W0u4FEnYh+10lb1sM3/llVI6vOdHv6IijLSCPioK5s/Jo1f9JN65z4JDhwKZL71Iu5r7sWmcxmYCsXOooqjIBQeHcoqLR+pNK3cbVVWon3mGLfX1HD53jqJOnejdty+n4uPxDwggPj4eR0dHhg8frouBb2lpqROA9fX1HDx4kNjYWHr27EmvXr2uNA9KEspvv2XpihX49OxJh9dfZ8mzzzJLoWCJWk3nZ5+lY6dOunELarUatVrN8uXLCQ0NJSgoSNff03S6LPQTExM5cvgwEyoq2Pftt6TU1XHO0BBzuZyasjLqXVywqK+n+yuvYGxtjYmJCXK5nIMHD+Lg4EC/fv201ZR009GjRwHo1q0bKpVK50Y5aeJE8tLTyUhKIvDQIVINDRlhYYFnVBTmzs7XXNrWQi/IgfxPPiHpgw/giSewMjHB64cfsJg/n/KaGnZFRtIwdiwOEydiZ2dH20OHiH/nHU4MGUJxQABWVlbY2NhQW1tLVVUV77xjREWFGvAB/IEzgBIzMzlWVg/y9NOpDBiQj52dHYGBgddksC8uLiY+Ph5DQ0M6duyImZkZNTU1xMXFIYQgODgYhULBmTNnqKqqwsPDgx072lzh7VFaWkpsbCzm5uacOtVNYxoZeICwnweDSkWNTIaxWk26pSXH5XIcn3iCDq+/jpmZGUePHmXXLlMWLTpDp07OHDu2B4XidebMqeKbb6ooKOh+TWekq2sxubklODgUkPfOOWTvvquz+Tg7J5OfH4cL7chxvx/nxsPk5y/HxWoy6op88qUkND73MoSwRpL66Ds77zYkCfV337Hm55+5WFJCQm4u3c3Nyff3J/iJJxj94IN8//33TJ48GReXlrNMlZaWsmvXLrKysrjvvvsICgr6U9uVJKoLCvjh558ZOGgQ+bm51OTmEjpsGCtWrWL27NnXJIVITU1ly5YtzJ49+5rnqCl1dXV8+umnvP7aa5RkZrLil1/wdHfHzMSECytWMEWh4PPKSka+9RYWlpbU1dVRW1tLZWUl27dvx9/fH09Pzyu+CMrLyzlw4ABjx47VvTh++eUXHpTLSfvtN7JKS7FtbCRfpaJb9+4M/PVXzSCnW8QttZELIUYAXwBy4AdJkt5vjf22No6ffYZTYSFERVFnZkbyzJmUBAQgxo2jS0kJbbZto+LDD0lISGDr/PmUlZRg8scftH3gASoqKgBNfPJz587h79+BEyds0aSliEEub4+Z2QOo1Wd57LHjmJr6MXlyAOHhEKRN2ytJEikpKWRmZmJnZ0fv3r2Ry+VUVVXx2muH+OknORERXXnmGSMuXrxIXl4ep0935pNPbAkPh5kzNZNSqeTYsZMYGBgwaNAgZDIZoaGajnLoD/2/g8hITAcOpG7vXtLKyuhdUYHn2rWkPf88CQkJ+Pv7o/79U3rIllPh9QBr136EJEls2XKIuXMf5YMP/hyQBHD27FlCQ7dw9OiDvPNOH2RhfeDpp5Ekid9/+41+/RI4ums68/g/Mnr0oM1vI8BiHY/OSCE9PYZdu8zp3Nmc8+dl2NmVkZys8QK92/mntO3WQjZ5MrLGRix++gkTlQpvSSIUWL57NwiBsbExH374IQO1N0+pVKJSqXS/Teerqqp49913sbS0JCgoCCsrK4yMjDAyMsLB0ZGvvvqKBw0MOHPsGF1zcgjq0oVdu3ZdE8DK29sbW1tbYmJiCAkJabHuxsbG2NjYkJuXh1ubNqhjYnDdv5+k8nLMJImyIUMY8+CDXEhIYMqUKVeYUjp06MDmzZsZNWrUFbHLJUkiIyODXr166fqajuzdy6D4eE7LZLRpbMRJLifTxobBLi6YNZOZ6HbwtwW5EEIOfAMMRdP7d0IIsVmSpPi/u+/WRsybB5GRZFVWkpOdje/ChXSYN4/SN98kYcECEsaOJX/TJpRKJaYPP4zJunWYjB+P2sAAKysrqqqqMDU1xcPDg4UL4wAlGm18KkZG55HLV1NR0YdVq5xQKpMpKDAmMtKaadMaOHfuHBUVFfj6+jJgwACEEFRUVBAXF0diYiI//uhGcfFw3nknC3//JAICAggMDGTy5HJyclKIjPQBYO7cJDp2zCI+vjvz51vQvTm9MywMwsJISUkhY8YMesfHY7hgAccmT8aypgYbGxuKioowW7kSk5ISxu3eTZ5KxaVLl3TDkJ977s/dVX/9NTvefpvIF16g44YmyeSjosgPDye+d296943i2DEbCP+Q3a/bMqixLytUFhxYt4pL6VZ0atvAmTPVTJtmzy+/eKJSaeKh3838k9r230aS4PvvYelS7MrKqLaywsHUlD/q6xnm7U1gYCAFBQX07t2bqqoq0tLS6N+//59B5QwMrvi9PC+E4MiRI5w6dYqQkBBsbW11SVNU1dVseP99rK2teTsqiqFvvcXJc+dwcHCgc+fOmJiY6ITtfffdx4oVK+jcuTNGRkYtnkabNm3IyMjA3doa36IiJDc3sqOj6TtiBLEHDzLutdc4fuIEycnJV6Q69Pb2xtHRkePHj9OnTx/dciEEzs7OnDt3Dnt7e0pKSkjOzGS9qSlnq6qolMuRARX19SRLEtMaGrBvpl63mtbQyEOAS5IkpQAIIX4BxgB3X2PXCjj3qCjcX3uNxOpqzrz6KuU1NZQplSjLyrCzstIMQhgxAosxY6ivr6exrg65XI6NjQ2HDx8mNTUVlcoNGI8QB7Cy2s60ab6AB2vWOPLQQwcwNbVh1SrBo48e4sQJodNIQNMheObMGYyMjJDJZHh6ejJnTgAff7yP2bM9GDx4MEIIsrOz6d37Fw4fns7jjx/l1VcPUFHxCEVFg1CpqomMbN6T5bvvGpk37xjPP+/E228PpKp7dw60a0dwcLCuQ+qHH0qIatjGO9ZrONKjOwv805HJ+jJ6tNAlnACIiGjkkbL9vFtdjvmPP0JEhM5W/nZlIkbleTx/7Bjtom3JypJ4882D/PjYY7z93Wxy1KfJTtcksT14qQqwYuVKI6ZNy2P16oArNP67lH9O2/67VFfDgQNQU4NJYyMKmYypq1axef9+Rr/xBkqViq+//pqAgAA6duzIwoULMTY2JjAw8Ia7HjNmDAEBAWzevJnBgwfrht/36NYNuxUrqDl5kjIjI6p278avRw++/PJL2rdvj4GBATY2NrpJrVbz888/ExoaqrOhN7WnS5JEZWUlp06dQiYE5W3acDYuDgMPD7KzsjhlbEyPkhJCQ0P57bffmDFjBo2NjboXi7e3N7/88gu1tbXU1NRQWlpKaWkpZ8+eJSYmhu7du2NjY4MEBOXnI6nVWHTsiMP8+WTn5/PI5Mm3bGj+jWgNQe4GNLV0ZgGhVxcSQswEZgJ4enq2wmH/BmFh5M+bR15uLobLlhEil3OptJSa33+n/P77sbe3x9jYmPz8fIyMjLCysmLnzp3UnzqF4+nThA4ezG/CAElKxcAggGee8WXp0mCmTo1j8+YUunR5gPxPPuEx5XiCvOdj2OcZQGMXP3fuHBYWFrRt25b4+HgCAgJITk5mxIhS5swZqHPxi4+Pp6qqiqVLn2Hv3r2cO3eO8PAn+Owze9q128L58/aEh1+b8zAnJ4e5c09TXNyXhQstmDw5jYyMDHr06MGJEyfo0aMHZ8+eZdEiewoqAgh3tkZ5KJPKylCglp9/NkWlUhIZaYAkqcnO3sda62/43P2YTrpHRkJWVg1zLUaQ4LoK4/nzeaW6hAVzY7iv+gMG+D1In3F/8McfMoKdZJy5VEJbzwbiCz2pq/Pl7Nnbl4j5b/LPa9v/K2Zm0L8/pKbSQaGgNjSU1KoqCisqWLZ8OSNHjqRz584cOXKEESNGMH78eFatWoWzszM2NjY33L2/vz/Tp0/nl19+ITs7W2PCqK1laFUVC9VqQoTg4OHDjK2uxsvTk2o/Px4YPZqysjKdQPX09GT79u2o1WrMzMx0duymNu3LGe9Ly8qwfOgh0oUgqHNnjiYmIjc25uuvv8bV1ZW4uDhSU1Px8fHRmXuMjIywtLQkNjaWwYMH06FDB2xsbEhLSyM1NZVx48bR2NDA6b176bRvH7lOTlimp2NtbMwloLCoCGNjY10WotvJbfMjlyRpEbAINB1Ct+u4OqKiqIuIIP6JJ6gcOhTHWbMI/P57EiZP5nhlJbI1a3AIC8PSw4PExEQsLCywtbVl+/btSJKEn58fNitWoKisJHPvXhSKCOrqrDE1HcEPP1ygsHA5S5eO5//+z0qjsb45mXBVEl0WLIBnniHno48o+Phjes+fz6lu3cjMzMTExIScnBx69+6t691XKpUcOXIET09PjI2NWb16NT4+Prz22msIIRg8+BRVVdb07h1C034f9cKFRM+dS864cYwfP5QtW8yYPPk4NTUW+Pr6EhcXR+/evXW5CMeNu8j69TBmTDwymYwVK6JRq1X062dAXJwtc+f6Eh29mi1bOjD/XUcIy7x8H3nkkd2sXKngP/9xx2ZuNpIkYb9yJZ8aPs/4qlJy5p6guK4tZsabqW9cjMCGEK9K0ms6U1RUx86dIUgSLX5R/NO44227NRBC08kyeTKyykoMk5KwNDWlW7duJCcns2nTJioqKkhMTNTlke3Xrx9r165l+vTpV9iVW8LOzo6nnnqKTZs28dNPPzFh5EisDAwYZ2XFiooKhjg5sbGujrCSElbm53Pu3DlCQkKuyL7j5OREUVGRLhHF1UiSRHp6OgMHDsTExIT09HTGjRvHihUrmDhhAr+tX89/XnqJ3Lw8Vq1axaxZs64w1RQWFrJ06VK6dOmi61itqqoiNjYWJImSzz+nfNs2Dhkacjg7m0ZXV6Tffyc7J4fy8nIGDBhAx44d/+bN+Ou0RuDcbMCjyX937bK7i8hILmVn0+7rr/GdNImCigrSnnyS+p9+IsDFBeetW7nQrh0FBQXY2dnpUkp1796d/v37M3r0aBoffJBia2tcx49n8OAinJy6M2HCNkJDf8fF5WEiIjSmk4gINVkqBZHyCJ0W+/uCQkYV7OC1OXtx2LWLxtGj6aK1G14W4qWlpezdu5eup0+T2aMHMR98QP/+/RkwYACgCZ1pa2tLv379rum9L4mIoE1hIWa//sqbXkmsqHdiTvInKAcNouD77wkODubIkSM6G+dDD5mxe7eaceMsee21LixenMH582489NApMjO98Pc/gKvrBTIy/K8QtjU1NbRtm8CaNWrmzvUHoLKyEiMjI9L7f0NbeTaRtSGcbfiMvIoiotN9KSOQXw5aMXVqLU5O9gwevB93d/4JppV/RttuLYQACwssXF3pP2AAPXr0YPjw4VhYWPDss8/y1FNPERQUxJIlS/joo49ITk6mqKiItWvX0tjYyM14wBkZGTF+/HgCAwOJ+vln0kaPxmXgQHpNn86Zzp3xUyrZbmLC+MceY//+/WRnX3m5+/btS3Z2NqmpqS2cgsDR0ZGCggIAPDw8KCoqwsXZmcbly1GsW0fKe+/h6uJCu3bt2L9//xXbOzg44ODgwPnz5ykpKSE+Pp4zZ85w5PBhPomI4PuVKykxMqLa1RWb2bPp+8EHPPPss3Tr1o3nnnvujghxaAX3QyGEARrXjSFoGvkJ4DFJks63tM0dcdG6bNitrkZZWoqBuzsNkkRMdjZnra1xmzIFsXIlu7p2xSQkhODgYCRJon379lRVVbFv3z58fX0xMDDQJWtNSUmhQ4cOdOvWTSdYy8vLefrppRw4MJGICCfCwjRagrPVQQoqTXGz9ifLvP01iTgTExMpLi4mNDSURk9PDmRn09XFBbucHNRqNa+9doBVq9oTEeHY4gjP/eHhDIyMxHDBAqSsLOplMgrUaoytrLigUND3nXc4pM0a7uHhQXZ2NsHBwZw8eZLQ0FCOHTtG3759SUhIICkpiYEDB2Jra3tFzJWAgIOUlZUxatQofvxRTmQkjB37Bw89ZMTkyV3IycnFxvQoT4jt/KjuToiXC8cvXGTaIEssepUzZ84cZs1ayuHDL9z1QbP+MW37FiJJEp988gkzZszAxsaGiooKvvvuO5588kkKCgqIj4/nt99+o7KyEhcXF5ydnTEyMtKFfL48Nf1/eb6wsJBjR4/Sp3t3+uXns3vrVvyNjTlTXc2AESOQT5rEjh07eHryZEzs7XX25/j4ePbt28esWbOaDQuwZcsWnJ2d6dGjB9HR0eTl5eFgZkbhu+/i5utLUkICk7Zto0yp5IsvvmDMmDEAujEk586dIzU1leDgYFxcXHBycGBjRARvWVujMDDgx9RUXn76aba4uuLi6kpwcDDvvfces2bNoqysDH9//1t2P26Z+6EkSUohxHPAdjQuWj9er6HfMbQdnURFoYqI4MikSVzIzcX7jz8Y8eqr7PrgAwrKyugXEwPPPou9vT1+fn6sXr0auVxOjx49UKlUWFhYUFpaSl1dHSUloxg3zumKoFLHjx/nk0/G4ebmBGgaR3R0NI9Ol7N6tQfzIi2AcJ1kVKlUHD16FGdnZ3r16kVpaSkx48fTb+1ajOfNo7Gxkf3797NyZXvy8uyIjNScTpMgjrz9toqLiW1Za5TBPAMTwsINEJGRGA8cyPbfXIgoe5Zw3sV6zhxqFAqC5syh0sGBQ4c8GD8+jZdeasu+fclERfkTEpLBkSOldO/uxQsvaNweNTZxifnzS4mMTGT8+PHI5XLCw9PIyzNh2Vdnec/XiCFDktm0qYpXXnuQ6upLrOrbgY0bKzmebYt5z76Ul+fRvn0tVVUjqaxs5JlnDHW35m7kH9O2bwFNA8e1adOG9PR0bGxssLS0JDg4mJiYGEaOHElQUBDjxo0jISGBEydOkJubS/v27enYsSMWFhY0NjZeM/z98n97e3ucnZ35beNGYg8exNzamj0nTtC5Sxe+W7OGx/v1w+rUKX76+WfGjhuH4YwZyA0McHd3x9DQkP3799OpUyeqq6t1U01NDcnJyRw7dowLFy6Qm5vL+fPnadeuHRerqugUG0ucTMb5999HYWREcXEx3377LSNGjMDW1hY/Pz+6d+/O0qVLeeqpp7AwN4cvvuB8TAySuTlCoQAbG6pqa8nIyCAjM5Pz589z4cIFlixZQtu2bfHz87vpLEetxb9nQFBUFDXz53N6yhTqlUpUS5fSMzyc87m5HP7mG9p07ox5fDxMnkzwm29y/PhxTp8+TceOHfHx8SEzM/OK0WR9+vTB11ehU6yPHcvm0qVL9O3bF7lcjiRJxMXF0djYiEKh4OLFi0ycOPGKG3xZ8IeEhGBlZUVaWhrZ2dn06tULmUxGbW0tBw8exNHRke++S2Lr1vGEh2s8SbKzS5DLnVCpGrC3P4RC0UObrEJcMchGm90OZ9kJtpsNoWNlJUUuLqRt2sTo0fbk5xfi6tqOuroDlJQMAXYDhgjRD0lqxN3dljffbGT+/LM8EvgHL178knbvvEP6sGFERBxgyxLBHGkrT7js4yX3Sew4GcKzHS5yJmk30cYbKa7+lnrlWKxNdqI2nEBFxWmMjEKpr08AemFtDaWlrXur9QOC/j47d+6ktraWAQMGkJCQQE5ODg899BCgiaz59ddfM2vWLJ0n1mWKi4uJiYkhLi4OV1dXunfvjp+fX4sBtQDqamtZPWsWBpcu4VlYyK95eVh6eJDRvj090tI4r1YjqqrwnzEDtaEhKpWK8vJyEhMT6dq1K/b29piZmWFqaoqZmRn19fXs27ePmTNnYmpqyvLlyxk9ejQH9u+nvbc3lUolpWVlPP7441ekcmvqjrh+/Xrc3d0Jad8e5YwZfLNpE86NjdTI5ez29SXIxIT0rl0J6dMHX19fduzYwezZs687UKo10I/s9PAgKysLezc3jIUgKyuLs3Z21EoS9iUlNNrb47J/P6ampqxcuRJbW1v69OmDUqkkKSkJJycnZDIZtra2BAUFoVKpCA+P5aefPHj66RJGj66jS5cuutFgJ06coFOnTpSUlNDQ0EDHjh2vEOLJycnk5ubSq1cv5HI5cXFxyOVynY3tspDv27cvBw8exN/fnzZt2lBXV8eMGT+xd+8EunUr4NChA8ybN4Ha2jK+/BIiI72v0HAjIy/y/fe2PP74RT7yS6AhIoKDEybQ5tlneeWVVZw8+RYjR66moaGGXSt7YqN+nRIRiWePaLKypjJ/vhleXjspLi6m50sv4ZWXB+7uxG3ZQkVFBQc/zeb73wbw2JCNLN5pRbH0GCb8QC2dADWGZNOIDSHyNZyS9aOxUYFC4YShYT7V1RNuSbwVvSD/+9TW1nLkyBFOnjyJh4cHmZmZvP7667r1u3btora2ltGjRze7fWNjI/Hx8Zw8eZLy8nK6du1K165dsbS0bLa8Sqlky/LlFHz/PYM6dWLT9u04u7pSUF/PI+7u/GFpSZspUxg2fLjuOTp8+DAJCQk88cQTV7woJEniq6++Yvz48bi4uHDwoMYc2KFDB7Zt20ZYWBjffPMN48aNw9PTk8TERHbs2MEzz2i8ywoLCzl8+DDHjx+nra8vhZs3k7F7N8FGRlgbGBDv7EyfQYP4uaICL29vrKyssLe3Z+rUqa11+VukpbZ9a1M+302Eh+Pu7k71K6+wNyCAOCEw69IF57AwDBwcCA0PJzo6mqVLl9K7d28effRRLl26xKVLl+jWrRuNjY106NCBIO0wzZMnTxIcnMavv6YwebIRXbt2JSoKnJxO83//F8+gQYMoLCxErVbTqVMnXeNTq9UcO3aMxsZG+vbtC8CBAwewt7fXCfHLcV0GDRrE8ePH6dmzpy5x7KVLl5gzpxfp6ZYEBS3j2LGBhIUpUCjWk5bmeoUQz8zMxN5+D0uXnub99/sgPfUUh5Yto8+CBWzevJnIyDGsX3+SRx914p13hrL21eXMsz3Ghc8O8d577cjONkOSJB57THDsmC0771uNhzybRQNWUFJSosmZeHIcWSpHok5Y06ejA4I91KICzgInkYQADhIvfwG5vAgwQKGo4YEH8rC0LAM03Rd67i5MTEwYMmQIzz33HLa2tsTGxhIVFUVMTAyVlZX07t2bCxcuUNrC55ShoSGdO3dmxowZPPbYY1RVVfHtt9+yevVqkpOTr+kYlRsYMGbaNPz79OH3mBjut7amyMIC+4oK1qSnM8TLi9QLF9i9a5du28sjow8ePHjFvoQQBAYGEh+vcffv3Lkz8fHxuLu7Y2BgQGpqKn379mXt2rVcvHiRgoICkpOTCQ8P5/3332fdunVUVFTQ0NBAcHAwA194AdPQUHLc3dkTEEBRz56cdnenqrpaNxbE0tLypjp7bxX/njC2YWHklJVR8P77DGhoIEOSSI6Lo8Mvv5Aql/P+m2/i98gjzP7oI8rLy3WBemxsbMjNzWXQoEE6F6vz589jbGyMtbU1fn5+2NvbIy1axJuzjCmW2rNyZS8effQ0xsbG+Pv76zoLX3+9Gn//I3Tr1g1bW1tqamo4fPgwoaGhOk0lMzOTjIwMBg4cyNtvx/DTT35ERFgSFgYFBQXU1dXRvXt3fvjhB6ZOncqBA/689dZh3nprxjUj3pKTk/Hw8NA1+FOnThEYGMipU6do27Yt9vb2fPNNNj/8YEJkpBu7kh04ZlLIpMyDtDXqw5NPQnl5CpWV1axdO4h1MkuyVDU887MbLzimMWdOB9q120FOThs6djRh10kJiUPAA8AWTE19qK+/CCoFSpkX3bvHExPjjCQZU1dXgalpFXl5VkRGirvWTv5vx8zMjBEjRlBRUUFdXR2pqans3LkTW1tbFAoFq1evZsyYMSiVymuG6zddZmtrS48ePUhKSuKLL77QKUbt27fH1NQUY2NjjI2NafOf/6AcNIg1Cxcyor6eE0oltpLEus8+40EfH/Z27IhMJmOQdtDcww8/zMKFC/H19cXd3R3QhGt2dXVl7dq12NjYUFZWRl5eHu+99x719fXs37+fDh06kJqaSm1NDd2Dghg2dCh79+5l5MiRFFdXc/HMGbKzs9n7zjsosrMpUShg4ECMAAnw9vEhLT2dWbNm6Zwf7iT/HtMKgIcHVVlZnDQzw8XcHIfXX2eNiQkOb71FYEkJ/q6unJg6lZxFixgSHs657t2xt7e/ohf69OnTKJVKSkpK6NOnjy7AT5WbG0/muHNEtpwn/1vFk09a4evre/mwZGVJOMi2kPNNDgazZunyGvbr10/nfpiUlERFRQXdunUjKSmJfv2U5Of74u6u4NKleg4dOsTgwYPZunUrxsbGDBkyBBeXdPLyqrGxaY+Z2Z8doLNnZ5CWdoLNm3sREeHKyJFZLFpUzOLFbejXbxlLlszkyJEjTJxoQFFRKDY2v6JQ9CA/3wRHx2Lkcldycx2BtSgURpiZPcjQoWX8+usx1GoDZDI5n37alTfeWEhdnROWlkNpbNxKbW0S0AchlmFm9hU1VdNQ8xQWRl5Mnr6EX365j9LSCmxtzXj99T68+241Bgbtrgn7+3fQm1Zan+TkZPbs2UNYWBgqlYqMjAzOnj3Lpk2bMDQ0pFOnTpiaml4zXP/qofuXfwsLCzl9+jSFhYUEBATg5uami1teV1dHbk4OCfHxmGVlUXP2LCaSRL2hIV28vUnr2hXv9u1p36EDarWa1NRUzp07R6dOnaivq6O6rAwzGxsuXrxI586d6dChA7W1tRw+fJhnn3mG39atI6hbNwwVCpa8+ipdGxqocHPjdFYWjfn5dLW2Rg2cKCjAq7iYIGNjii0sODNgAN179eLw4cN4enoSEBDAlClTrhvIq7XR28iB0gkTuLhuHd0nTSKvUyc2vf8+499+GydLSyrmz+f4hAl0X7MGkZPDCXt7Qi5duqIzJzY2ltraWpRKpa5TEzQ2ub2vvkqHn38m/YkncJw5Ey8vL912H374/+2dd3hUdd637zOTmSSTZNImlSSkASGEElpC766olBV9FBVWXWHXuu7r6q4NBNS167r7gGDDBijWx5UuCCKdACEhlSSkZyZteiZTzvtHmLMJxQYLAc59XbkgM2dmfif55XO+51treO3RBhZ5ljEvbgMtDz1Eyd//zrAlSxDmzwc6mlIplUrS09NpaGigoqKCH35I4dln9/Dss9eSkrKVUaNGkZ+fz7Fjx5gzZw4Oh4OHHtrM559nY7fraG01o1QG4XZbCQ39Ah+fARgMGcTGtvHRR/u45ZZR1NWtJCpqEh9/XEVKSgovv1zIqlXRTJmyk4EDZ/D00x9z1VVzWLfuG2y2McDzwMNAEgrFHsaMaWL79mrgZgIDG7BYPqCjAPIu4kOnU9UyGTDRURB5K0qeI5yFTPd/nuQnR5GfH8Znn6nx8Unlrrva+OgjLQbDUOLilOetE6Is5Ocfj8fDSy+9xLx587pUcjocDqnyeMqUKV3ciD+Hqqoqtm3bRmtrK+PHjycjI0Pyd7e2trJm1SpcW7YgHjhASVsbruBgYjUarDodPtnZTJo8mWCVivyCAkqqqvidjw+Jx46hGDeOkokT2fD119zxhz9gaGxkzerVmHfsILChgRygR3Y2vtu3U+x2E+d2E6FWY1Cr0ZeUMGDgQNTHjnHQbqcHMDwujoY//AGTw8Ho0aM5evQof/zjH1Gr1ef5J/3jyEIOEB+Pu7qaAxERqASBTL0eIS6Ooi1bpBzukmeeoflf/yJ7yRIUf/iD9FLvVJDw8HApqOll586dpKWlUVJSQnx8vHSLBx3ph++++y5/CgjA55ln6JTPB3FxiE8+yf4nn0T3pz+R/NhjWK1W9u7dy4QJE9i0aRMxMTE4nc4O/77VyqZNm7jrrrvw8fFhw4YN5Ofnc88997B0qZm//30nY8cOZ+vWtcyd2xdBgE8/ncL//M82XnhhHHPnLmfjRi3/7/9lo1D48MorpUyaVIDL5WD37j+SnPwNhYUaHI4+WCwtQAHgpMNV0grUoVTuQaUKRa2ehst1BJttFfAAIOLPK8zHwhsoiaE/FSiJCKyhzTKfduV6fvf7gSQllfL889G0tmYSEWHl/vvDWbpUw+LF8bJF3s35+uuvpSSAU6mtreXrr7/Gz8+P66677kcn+pyJ8vJytm7disPhYMKECaSlpUkl91u3bOHo0qWkNzaSc+IEaDQENTURN2MGx1tbmX78OL39/dmfnc26Tz8l28cHXz8/6ocPZ+vu3TQFBpJ5/fWE+fiw/623EDUa/BwObEOGYC8qItZqpcFmA6uV/gEBhEZGUmI2kxYczGSHg3+3tpJ5ww2MfvFFPvv8c/R6PXa7ndTUVCmT50IhCzlgnz2bHz75hKE33EDI5Mk4Fy1i9+zZxN19NwkJCezatYu4uDiSk5Ol13iby+v1evr37y+5S7wcOHCA6OhoKioqSElJ6ZJ+JIoiW7duZejQoV3TtDpV2IiLFtFaU0NoXByu8nK2bdvGhAkTaGxspL6+nvDwcOkCsnHjRqZPn054eDhFRUUYDAZ8fX0ZNmwYO3bsIDw8nL179/LFF5Xs338LqakHKS5OYvz43mzYUE9b2ys89dTjjB1bw403xlFf34K//z7s9h7ASAThfUTxfnx8XsPlmgn8FXgSf/8DuFyxOJ2VdFjaMUQFjSBz1Kf8sMFJLDEUYSU+xIWxFVJC/k1F6x9pYRswDRgAfIROdzV//es+tm+3cODAXcyZU8Hw4fVkZGSQdrJQ6XwgC/l/h7KyMrZs2cL8k3eRp+LxeNi7dy/ff/89WVlZjBo16meV7nsRRZGSkhK2bt2KQqFg4sSJJCcn4zYayb/tNr40m4k7cYKq1lYMwcEYBYEIlYryhgYCFAoCw8Lws9kwt7XRrlQSrdOhiYqivq4OY2AgnuZmeqhU4ONDpVqNf0YG/fv3p/HECeL37WNg377sP3aM0WPHklFTw6caDaWRkWQOHMg3335LdEwMGo2G8vJyhg8fzrRp07oYbRcCeWYn4Pf990zyeBB27UL/z3+Sm5TEiBEjsNvtfPfdd2RnZ0s9h6FjY23fvh29Xs+ECROIiIjo8n75+fkEBwfz2mvHWbWq72lVlzk5OfTr1++0XFupOAkQgNDFixGffJLvv/+ekSNHIggCeXl5ZGdnc+DAATJyctj+zDMMue8+wsPDsVgsNDQ04HQ6KSgYzW9/a+fWW5X8NXoTeQsWkKMspcFYhL5hPCIm1q5VAruAqTz+eAla3xHoenwJRGG3O4DewEoiIgah1+8FzHS04O4B7KGtLYyIiG/Q6/sRjAkzE9FatrNtWzH3Th7Nym8DQSyiqnUO8AUlrpuYPS+EDz5w0b9/K3l5+3G5zNx+e8ddTN++Nt55x5fCQhGFIobevXufv1+yzH+NxMREjEYjLS0tZ2yUpVAoGDFiBOnp6axbt47ly5dz3XXXSRlXZ6KtrQ2j0YjRaJSGnIeHh1NYWMjf/vY3aWZujNNJmMVCXnIyNc3NeJqbsQcFUWa3o/R4qHO58FUqcfj74+vxoA4Nxejjg09ZGe6gIFRNTahdLmhpQYyIYEZYGP4aDUetVkaKIhVNTby/aROpw4fz0hdfEBERwSCVCkVMDEeKi7n1ttvIycnhL3/5C1u3bkWtVl9wEf8xrighFxYuRFy0iEO3346nqopJZWXk3XYb9jvvZNIzz3Rxl4iiyPr167FYLFx33XWnTS0pKyvD5XKh1+tZtWoAdXW+XZpAPfdcJa+9pmbJkugfdxmcFPXHH9vHyqd6smhRABkZuxk6dCi7d+9mwoQJGG+5hdDmZga88w7iU0+xZ88egoOD6devH7ffDjU1O/joo3H0sl7HQxYLPYKWsEBzLaLNHyUVtFNGO3ogDBiMybEPU1k5YAQGAdsBPXp9K1CAyzWeDiH/LXAMUeyJXt8A9MFIKhBMiRgKjghW5c3mmlu/5rPPnFx1VRzr1u3i/vv/SWPjCm6+OYDw8OOMHu1BofBl2LA6RDEejUYjdZU0m80/Wiwi031QKBT07duX9evXS3URnb8A6f+DBw+mrKyM5cuXExsbS1JSEm1tbVitViwWCxaLBbPZjCAIhISEEBoaKv3bu3dvqUjOZDJRUVFBXl4exwsKCAoOZpC/P/qaGvR6PWqXC6fdjsliwX5y2HOLUonQ2oq/00mcWk2Uw0GIUom/2UxbWBgV9fUY/Pxwb9lC2qxZfP3tt8zKzkZ34gTG8eN5bdQoVn36KXfNnYvn97/n1ddeY8SIERw+fBiTyURcXFxHE61uxBUl5AA729tJ1WqJGTIE+4wZhDQ00P+DD+DZZ6VjPB4Pn332GWq1mlmzZp0Wla6rq6OhoQGbzUZmZiazZx/mww/DWbCgY+iqxWLhlVfKMRjG/awOf4WFhbzzTigNDVEsXFjH+vUaCgoKGDp0KEqlkiOzZzPq449hwQKOHDlCSkoKtbW1hIeHM39+Mc8+m4fZnMLu/vfy+4qV2IZUEbgnHr1tBwJu+mm/JM+UAgTS0Ur7B6CWjqEY5cAhYCRQRIe4fwNEA4H4KtVotK1ERsZSX69g4MA48vP1hIbupq5Ow0MPQXHxPm69VcmYMTtoaIDrr4cnnqjk5ptvxn/XLrZ/9BGT58yhvrGRuLg4AgICqKmpITo6GovFcj5+rTIXiHHjxrF9+3aKi4u7zLY821dqairl5eUcO3YMPz+/LgOZtVotCoUCt9tNXV0dpaWlWCwWbDab1CPc4XAgiqI0/afdaMTf4SCgrIyIigoMQUH49OyJX2AgUVFRREREEKRWo//oI462tWGsqcFgtxPidJIWG4tdELhr2DB2NTczYto0bNnZjHQ6URYUcOvcubxms+E/bx49Y2M5OmAAg0+mEB89epTevXtTXFwsTRPytjHoDlxZQr54MaMNBoTXX4eHH8Z/4ULivd2gTuJ2u3nvvfdITk6WJvl0pqWlhcLCQpxOJ9nZ2SiVSrKyGnnmmZH4+XW8fteuXdxzTw/eequdBQt+PKpdW1uL1WplyZIhPPlkCTfddAJ//wT8/f0JDQ3lyJEjpD30EL4vv9xRJVpaSnV1tTTySqtdj1Y7Gb3+UzaUL8Bw6AEiv/iCub1bePllDaKooNwdzdSp7ezaVUVs7DHKysJwOAxAHtCKUnkct/s+OizzbJKSfqCmZgCi+C3TZqQQFLTpZIoZuN0nuPlmFTt2mMjK6sugQQUcO+ZiwoQJ7FixgquOHqXh4YdR7tpFWEoKtk8/Jc5mI/Szz6hMS8NgMDB48GDefbeJDz7Qcc894eTn/6cpl5xP3r0JCgriuuuu+1WvdTqdtLS00NzcLP3r/WprayMiIoI+ffpIPV1CQkLQarX4+vricrkwm80dX3o9wqFDaEeOJN5kIvLtt3GoVNTX19PQ0IBBryd17FiuKy+nIDiY1vJymqKj6RURQeKf/4xREJgYGIjBbObEiRPMvP9+Pl+zhrG//z3D9u5l9549DBszhi1btpA5eDCZmZmsX7+ecePGcfDgQbKysvDz86OxsfE0d+vF4soS8gULEDoLdydfNYDrjTd469FHybrvPjLvvPO0l1utVvbt24coiowZMwaNRsPWrVuZOXOmlIbkbYAVH7+H6up+P7ocb3/ncePG4XLt5ZFHfuCGG26gurqakSNHYjAYcDqdxMbG4vF4OHjwIBkZGTQ2NuLr60tFRQWhoaHcfHMd777r4qmn1GzcuJGRI0dSU7OWRx+dyeuvf8WMGUlkZlq5+morjz8ejsNRhlodh1rtZvBgN76+/dmxYx1OZymzZqVTV1fCsmU38eabOxk7No2dO63069ePmJgYjEYjdrsdPz8/pk2bxpd//Su+69aRnZzMR/v28Yf2dnZ89x19gYZVq+j5u9/x0Rv7edb0OO5HS5kxw8ptt6WzcuV+DIYG3ngjDoUCqqvbWLzYTxbyS5yOZnLNZxRru91OSEgIYWFhhIaGSo3pwsLCCAkJ+fn52KIItbWwaxdMngxaLRpBIDk5+T+JCtOng9VKtlLJP2fPJqa6muPBwQxMSuLY7t30nTyZnA0b6N27N4cOHya5b18OHT7MsJMTiiZMmIDT6aSqqoqePXvS3t6Ov78/1dXVOBwO4uLiqKqqkoX8onCKcHfG6XSy7cknuaW1Fe3KlbBkSZfn29vb2bZtG0qlUmpan5ubS9++fSURX7y4gGXLYrj11iqeeGIW0CVBpctHO51O9u7dK411O3HiBJmZmRQVFTFp0iScTidHjhxh0qRJQEf645AhQzh06BATJ05EFEU2b97M1KlTyc//J2vWjCMzs44NG1z4+fmRmppKUdFnPPAARES0ERgYTH19PWPG2PjuuzZmzMhEqdwNQFZWXwIDtyGKISQl1aPRpFBWVsaoUaNoaGggKSmJoKAg/Pz8Tg5+3kPv3r2Jjo7GvnEjoXY7La+/TlBGBhtLBrPIrMSHTP4nrZzDzhH82xEOtAM6Nm5sQa1Wc8MNTaxdCwsX9sNuN/LMM3ksWHB6WptM9yUvLw+DwdBFrL1VnF6xjouLY8CAAZKVfV7iIYIAf/gD3HZbx2SjM7k3BAECA1EDv1myhPVffYXSZmPz5s3MnDmTzZs3M3r0aHJzc2ltbWXSpEns2LGD4cOH079/f2ma1r59+0hISGDQoEEcOXIEX19fysrKSE9Pv6gl+adyZQn5WfCW7Y556in8n3vutIkHbrebTZs2ATBx4kR8fX0lC8M7vaSxsZF//cuEwRDBhx/24KWXQoD/pIx39pWLosiOHTukoqLS0lLa2toQBEHqfLhz505GjBiBIAjU1tbi5+dHfX09ffv2lbJaQkND2bZtG5mZmVx99dWsXbuWkSNHkp+fT0ZGBps3b2b27Nk0NTVRU1NDQEAA/v6HmD8/npQUD99/306vXr0IDQ2Ver/k5eUxc+ZMtm7dypgxY9i3bx/jxo1DdbLrXNv69YSvXUvozJnk5uYSOHUqBV+3MMU0lpGRdl6rnIjT/D5O+vJVoQ9igR5IBarw8wvguutUNDU1kZBQwJo1w5g0SeDQoTLS021MmXKBfuEy54X6+nqUSiWpqamScAcEBFwYv/FJof459MvI4GBODr5GIwaDgfLycuLj42ltbcXlchHfaSpYYWEh2dnZvP322/zud79j7dq1qFQqysrK2LNnD+PHjyclJeWCFwL9FFd8uoDdbmf79u2MHTsW/3vv7Rj00Ml0FkWR7Y88gs/tt3NVVRW+vr6Sm2PYsGFAh7V++PBhnnyyH6Gh+1iypJf0+j//uZEePdq7XBv27NkjTQkXRZF169bRp08fkpKSCAwMpKioSAoKdqQYFpB20r8cGxuLy+Vi3759pKamYrFYSElJoaamhvb2dsLCwmhpaaG4uJiEhAQqKyuJjo7G4/Hg8XhwOp3MmDGDsrIy1Go1gwcPpqamBo/HQ1JSEs0nh9Pa7XacGzei/PJLnNu3ExkZidFoRPXVV+Rae7Fg1S08+GAuCzdm8ZVyISZHKfv3D+eqq0pQqQLx969m+nSBwYNz0WprmDLlBP/v/x1n9uw4KisrSUxMxOPxAKDRaBg0aNAF+X3LnD8mT57MhAkTGDhwIPHx8QQGBnab4F9nBEFg6tSpWCwWVCoVe/fupX///uTm5pKZmUldXR1VVVVSf5a9e/dSVlbGkpN35bW1tcyaNYtRo0Z1caN2J65oIbdarezcuZPx48fj5+d3xmN2795N/9WrubqpCfXJzJa9e/cybNgwFAoFoiiyc+dORo4ciV7/PH/60wAWL+5wqTQ2NhIQ8BkLFqikx4qffpqo669H98UXAGzdupW4uDgUCgU9e/bEaDTS1NQk+fr27NlDdnY2OTk5DB3aUQdw8OBBdDodu3fvJjk5mQEDBnDgwAEGDBhATk4OaWlprF+/nlmzZuHxeNi9ezdJSUkYDAaCg4NxOBxUVlYSExPDtm2+LFx4EKs1iaqqKnr37s3atWsZPnw4B9euZVZbG9u+rGX2bIH58z28FPRHvuFGDOJk9u2zYDI1IgjB+Pq28PDDQ/DzO8Cf/xzE7bfv5De/8cPP7zgPjPmOgbveQJOfT//+/bHZbISHh0v+xbPlJcvInC8iIyMZMmQIWq0WQRDYtm0bI0eOZPPmzdTW1pKbm8vHH39MdXU1TqeTW265hczMTObNm4dGoyEhIYHk5GQqKiou9qmckStWyM1mM7t27WLChAlnvcLm5OQQFxdHxKJFeIdMVlVVERQUREhIiHRMeno6tbW1JCYm8uabvSRXSmNjI9nZ2SxZIlBd7WbxYkh94w2S6+th8WLsdjsHly4laP58hh46hMfjYd++fWRldQxqLysrIyoqivb2dlQqFQEBAdhsNkpKShAEgR49ehAQEEBtbS0Oh4PU1FROnDiBwWAgPDyc48ePM6C8HOsLL+D53//lyKuvMjcsjCMrVuD6+muGtLTw4YfVOBw2jmzvy/uvfs6qVb9n6dJCHnooln9a/4db+ZD1rrlYrb7Y7TZyKnWABtjHkCFqNBozU6d+y6RJbqZObaG8vJzY2FgUhYWE33cfCRYL2bt3E2i1EvDdd8TExOByuTAajURHRwMdrqtfUgEoI/NrGD9+PNAh6t999x2rV6+mvr6emJgY4uPjSU1NZdq0aajVakaOHEljYyM6nY7a2lrsdjtJSUmykHcnjEYj+/btY+LEiWcVkIKCAgICAkhISOhwtVRV4Zg7l5KSEvr168hGqaysRK1WExkZyVdffcWcOXN44gmB6OgynniiIzd24MCBPPKIhYiIPYwfDz1thbwZ8jAsWMCHH37IlO+/Z0xTE8Lf/sbe6GiG5uejVCqx2+2ShXz48GEyMzOBDmvc399fGhKdkZFBfn4+KSkp5ObmknjsGBtmz2aORkNNTQ0Vb7/NRKuVkh9+oGd7O2GrV1O2YQMZTieRX33F0KHF+KFgHhspqtGg14dQWurAZqvDQ2/sNCGoovH3r8XX10ZKSgFarYvp07/jppvauOsuJb6+B0lPT+fQq68SvGsXkXl5jD98mKqWFvoeOULj9On4BQXhe+21CIKA1WrF4/F0m4i/zJWBr68v9913H/feey+PPPIICQkJPPjggygUCtLS0ggNDcXhcHD06FEAqX9Sz549KS0tlUbeeV2C3YlzEnJBEG4UBCFfEASPIAgXpbfFL6V92TIOpqYyobT0rOlOFRUVOByO04ao7t69Wyqht1gslJeX079/fzZs2MDIkSNRqVRERX3N/PkWFiw4wpEjHQVCKSk7WL/ej+++g+qWQBYHvkDxuHH4+/uT+cwz+MXFgSjS22Ag9OWXAah86SVG3HorZc8+S8+ePVEqlTQ3N6NftYr2+fNJKyrC6XRiMBikCUR5eXn0WbMGf5uNtuXL6du3L8bf/AZPeDg1KSmMCg2lctYsWtLTSQoJoXXWLNTqQuaMbkEZsJVxaToCA98gK2ssKtUPKJUJqFRFTJ9ezt135zJz5j769dOzfHkcgwY5qa2tZbLbTfPatfxWqcTvq68IcjhoXLuWHvPnUxwQQN/bb6fRbCZQoSAiKIiGhgZ8fHwIDAzs0j2yu3Ep7m2Zn8bHxwdBEMjMzKRXr15UVVURGRkpVRmXlpYSFhZGUVERGRkZHD16lD59+lBUVERgYCBBQUHU19df7NM4jXO1yPOA64Ed52EtFwT1s88yobERxdNPn/H5hoYG6urqTgu+FRQUkJiYiJ+fn1T0M2rUKJqamigvLyc7OxuPx4NWq+XNN+PQ6628/HIYbrebgIAAMjMz+etfrcTGWnjsMSfffPMNN954o2Tt88ILhJ903wD0WbECZU0NJ159VfKXHz58mJBPPyW2uRnte+/Rq1cvjh8/TnR0NOXl5YSFhfH1hAlcq9Oxd+JE/Pz8SJ47l4LHHsM5ejQj9u1jj1ZLzKhRJH/2GYUJCajVagbNns3+7Gxm3D+Gq68u4t57VYwYcYLZs9czf75AZqYVlUqFTqejV69eeDZvJuwf/8Bx6BApn3yC2+Gg93vvUTlhAqlBQbSMG0dkUBDNHg+xoaHEb9uGy2gk4fPPqa2tRa1WSz1tPB5Pdy3Rv+T2tswvY+LEiezfv5/hw4dTXFxMeHg4KpUKPz8/Dh06RFJSEiaTCZ1Ox/Hjx3G73SQmJnZL98o5/QWJolggimLR+VrMBWHBAoROgtkZo9FIQUEB2dnZXR43mUw0NzdLPcZ3795NVlYWSqWSzz//nJkzZyIIghQFnzu3iJiYgSxYALm5ufTv3x+Xy4Wv7yrKylTEx28kKyur60Qfr6B7M2YWLOBQZCSDHn8c6HDjOJ1Oou65B21kJE1z5mAymfB4PAwcOFDKey3S6eh96BDh111HXl4e/v7+VFRUkJ6eTl1dHZWVlfTp0we1Wk1xcTE6nY6wsDB0Oh3h4eEEBgZSUFDAgAEDUKlUZGVlIYqiNBEmMTGR2k8/JdloxP/gQYpvuIFof3+q7rqLEzExDHj/fYShQ+m5dClBdjvWpUsJHjQIC7Aj7m9cc00b33yjwNfXlzffhPh4I5s3B5/8f/cZ+3ZJ7m2ZX0RwcDBDhw4lLy+P1NRUNBoNbW1t1NfXU1VVhdlsJj09nRMnThAWFkZlZWW39ZNfMFNIEIT5giAcEAThgMFguFAfezqnCuZJbDYb+/fvZ+zYsac1z/LOzYQOyzwmJobg4GBycnIIDw+nR48eOJ1OzGYzKpWKqVPb+fDDA9x5pxuTyURYWBh2u52oqChee03P3Ll6jh7terE4Festt+D88ktCH3wQURQpLi7Gx8cHw/jxRBw8SNTvf09NTQ1BQUFYLBbcbjcHDhwgKyuLdevWkZWVRWBgIMePH8dqtTJ69GiOHz9OW1sbqampFBYW0traSlpaGhs3bmTatGls3bqVyZMnk5+fz+DBgxEEAY1Gg+HbbzEtWYJw9CiZmZnE3ngjtcHBpM6YQY5OR58nn8Tc1obj3XfZ+noxL78cyW3Kd1jKA0xofpHXfpjMs7zDw4fux2CAlSubiYyMZPFiqK1tYfny0JP59iKLF5//X/l/m26zt2V+MaNHj6a0tJS+fftSVVVFcHAwNptNao/hda/07t2boqIievbsSWVlZbfzk/+kkAuCsEUQhLwzfM34JR8kiuIKURSHiqI4tLsFuZzLlrGzZ0/GlZScdpt/8OBBMjMzUSqVNDY2YjKZSElJwWKxcODAAa666iqgw+0xaNAgcnJycLlcqNVqyRoHOHasYyDz88/vpKVlNE8//eM/+gMHDkjphseOHUOj0aDVaomOjqa0tBSn04lCoSAjI4MdO3aQnZ3Ntm3bmDlzJu3t7ezdu5eUlBRKS0vR6XSEhoaya9cuhg0bRlBQEPn5+URERKDRaKiuriY9PZ3m5mYiIiJQKpU0NDQQExODj48PAw8c6LhY7NmDy+WCiRP595gHefiTB3h6SRHPLBzPktcDWW27hbe2hWE0RvFJVRDtTMPutrHRMQEbCYAb8OHaa5uJiorikUfMREY288QTYSxYAFFRRWe6UfqvcSXsbZkfx9fXl/Hjx7N3714GDhwo9XWx2Wzk5eURHx9PVFQUvXv3JjExkYCAAO6+++5uly//kzlfoihOvhALuZg4n36a0Y2NqJ59Fu6+W3rcW7mm0+mkoh9vyfy2bdsYMGAAgYGBXTq1hYaG0tTURHZ2Nj/88ANhYWG0t7fjdrs5fPgwt94axOefJ/2oYNXW1hIREYFKpcLlcmEwGHC73djtdnr16oXFYqGxsRGFosNFYTAYMJlM9OzZk40bNzJx4kS2bt2KXq/HZDKRlZVFbW0tFRUVzJw5E4fDQW1tLX369EGv19O3b19yc3MJra/n+I03kjx8ONXV1SQnJ9Pa2sr+AQ/z5o5a3LZAVkytYFRPJVsKbXR0UwzC6uzJFsYC3+Mr1BEVOYZkzVccLb8Wl3I/I8Y2s2+fgCj+wJw5rWRnK9FoNMTFfcHateGMHeuH1Wqlvf1b5s07fwMmfoorYW/L/DSDBw/myJEjDBw4ED8/P7KysoiIiCA8PBxBELjhhhsApKExp80X6AZ0yyjThUbz1FNoTvGbO51O8vLyGDRokFT0M3r0aARBoLi4GLPZLHUgzMnJYfDgwRw9ehStVktCQgJHjx7l0KEBxMfDokW5hIaG0tLSwmOPDeHtt789a3MoURQpKCigb9++0nuHhITg4+NDamoqeXl5iKKIv78/ffr0YefOnQwePJi1a9dyxx13UFVVhV6vp1evXhw9ehSVSsXo0aOlSUYBAQHseOUVfL/+mojiYgr+/W9uXLWKb994g2vy8/nMFM/bW2Zx6JCNI0eCefDBNt7apaKdCNyeEdjtFr4tHAMEAA0IqAlQHGKqaj9aHIxSfUFpaQ+uvr2NT+57g/v8n2WSdgXPPXecRde8QZ/VdxKybx9utxuz2UxbWxsAarWaXr16dcsMFpnLG4VCwZ133klsbKxUqRobG9s1htXNOdf0w98KglANjAC+EQRh4/lZ1gXmDH7zPXv2SL1OvEU/fn5+OBwODh06JPUKt9lsAOj1ehISEigvL6dnz56YTCZefjmU6moPK15voHbcOLQ7diCKInV1dWddSl5eHhkZGQiCgM1mw+Vy0dTUhNvtJioqClEUsdlstLW1ERkZSVFREaGhoWg0GqmZz9GjR1EoFJhMJqKjo2lqamL/xx9zw9dfo928mfatW4mw23GtX4//sWMkNjVhOHSIrEcfZRe9aMXOkSORfPNNEq2tLgSXDR/0+BCFnx+M0q0kGJFreZg/s4wVwXMYe90eHgp8HV1/hXTHUPrBBwywWDB++y19+vRhzPbtRJtMBK9di1KpJCUlhYCAAKDjjykoKKjb3LJeNntb5mfRXfbdr+Vcs1a+EEUxThRFX1EUo0RR/M35WtjFpLS0VLJeDa+8gvraa4n++mugQ+CDgoLo1aujn0pOTg6ZmZkcP36cwJPN7XNzcxkwYAALFkBkZB5/E9YR2NTE4JOVZNdff/0ZP9exdCmtkyYR9X//B3T458PDw2lvbycjI4Pc3FwAwsLCSExM5PDhw6SkpPDJJ58we/Zsdu3aRVpaGlqtlsJ33sFvxQqG6/UdLqLCQsJaW6ldtgzL8OGkBQdTm5XFkOnT2RIcTGJWFoVDhzKqjwp/9jOlVxOzZjUSHOzPtXF5zGQp96XdwTPPOLim/RXuYhEKnyP4qFSo2tsxFhczUKUi4eR6dTod4TfcwKioKHxGj0an06G5+248oaFE3Xcf0DV/3Gq1SqLeHbhc97bM5YnsWjkFq9VKbW2tJNS6V16hf0MDLF5MVVUVzc3NDBs2DEEQMJlM+Pr6cvz4cdLT0yksLCQ1NRWz2XyyT7iZhQt3cvezfREjIghauBCz2XxWH5vq2WfJNhhg8WJcb7xBxI03Un3vvQTMnUv4F19gXrMGZs2i6b33SExMZO/evQw4ehTrCy8Q8u9/ExISwpYtW0hOTiZs40bcFgtJq1ezdetWps+ejRgRQenkybj79UN84QVaEhIY+fDDbOrVi+vz8vj2xRe5q2EzU1jNkNI1KJXf8f77OiaYNuEBKk+mMbaPG0e0ry+JgsAoHx+mWK205+fTs6WFHnv3cuLECSIjIzENHYr7++8JHDOm4y7iuutwTJtG9IoVeJYvx+FwSOJtsVi6zEuVkZH5+chC3glRFCWXihdh4UKIi8P1+OPk5eURFhYmlZYfPnyYjIwMaZp9SEgIeXl5DBzYUdG5du1a4uPjOThwIEOqqqi99lqp7e2ZUCxciOqkr97nmWfwb2ggcds2xjQ2UrBwIemrVxNvMBD10UdUVVWh1WopeeklrrFYWPfss0ydOhWr1Up1dTWuGTNICQmhes4cKisryXzoIcK/+47G3r2JiYlBv24dqtWrSfn+exxHjzK8uZna774jdO5cVEoloz0efAoLsVgshN14IxP9/Ahzu+l98CCOjAwGBAaidDoJ9/FBjInBr18/DoeEkPa731FXV0dUVBQej4empiaCgoKAji6RievWEVpbi3nxYjweD2FhYUBH7xvvcTIyMr8MWcg7ceTIEdLT01GpVP958KT//MCgQSiVSinA2dzcLKXxDRo0iLy8PNLS0jCbzVJDLaPRSFZWFgEBAZLlnpKSIr31aUUwnX31CxZwXKcjefZs6NGDxttuI2bxYip0OtIWLWLz5s1MnjyZ4quvJiM6GvvUqVI5sc1moywhgXF791LWrx86nQ6DwcDhV17B9OqrpFVW0rh5M7+x2Vi3aBFDp04lNyCAcLebQ5WV9PH3Z4zNhs8PP2C8915KDQaSNRrinE6M//gHYWFhOGfPJiAwEO6+m0MffkjqQw9R98gjpN5/P83NzQQHB6NQKGhZtYqeixbB//0fTqeTwHnzEOLiMN5/P263W+p6KFvkMjK/HlnIT9LU1ER7e7uUYtQZg8GA3W5Hp9Ph7+8PdFRs9u7dG4fDgY+PD/7+/hw7dkyyxr2NrPLy8ti/fxBxcW2sX6/ukqfeeejEqVRdfTXxu3YhfPghJ3bupOe999J6440Eb9rUUSzkdFJXV0ePm27i+zfeYMLJOwa3241Op8Pj8dDe3s7mpUu5+4sv8NuwAf2nn9LTasW2Zg0BY8eSFBTEdpuNWZmZlKnVjGtvp+Kbb+jldnM4IICeCgVxra20fPstlhtuoF9YGE233kpQUBClqanEPPccQbfeSllZGfHx8Vgsli7tgIODg3F89BEZTU3w7rsYjUZ0d90FVVWYrrsOQRAk8W5raztrK2EZGZkfRxZyOtqodu733RlRFDly5Agej0fqv9LQ0IBOp+Pw4cMMGTJEsuQtFotkjW/dupV+/foRFxfH008rqKnJ4/33M7q89+OPu4iJaTxjTnlpaSmpqalARxOvxMREjh49KjXpmjhxIgUFBfTv35/y8nKCg4MJCQmhvLyc2tpaRo0ahV6vR330KB6DgYB33sEzZQoRoaGUxscTv2sXvQQBTXs7CS+/TLPdTkhAAB5BoLfdzhaFgqmPPYYqPBzfMWMwDBxIxOefUzNoEBERETQ0NBAbG0tkZCStra0EbdmC+M9/4v/nP6N59FHavvySiIgIzDNmEBgTg+quuzqEXKcDOlwpGo1GyhboThPJZWQuNWQhp2NQxPDhw8/YvOnQoUNotVqSkpKk548dO0ZcXJyUZyoIAoWFhQwYMADosOA1Gg0VFRX06tWLxx5zEh5ez1NPdXUdJCdvZfv2ltNyymtqaoiNjUUQBBobGwkPD8dut0sun9raWhQKBT4+PjQ2NtK3b182bNhASl4eSU8+SdmXX9K/f38OHTrElFtuwRwRwZ6kJAI3bybs1lsJqaoizWSi3G4nCihzOOjZ1oZBrabnNdeQHBNDQ1YWQXfdRfPrrxM/bRpOpxOHwyFNDrdYLISGhhK0di2uxYtR/OtfpJvNhHz+OZ7WVswffURoaCjCxIl4cnLQ3HILDodD8oN342ZZMjKXHFf8X1JlZSXBwcFnzCQxmUy0tbVhsVikDoTV1dXExsZKJfnefgxWq1Wyxr/55htSUlJIT09HEAT8/T/iyy9Dugi2KIo4nU7Cw8NP+9zi4mJ69+4NdFw00tPTpcqzHTt2MLyujuKsLFJWruTIlCmMLi7Gbrfjfu89Qpqb6bF3L1X/+hflCxYwoU8fwr79luiSEtxGI86338avvZ3QoCCKVCrGA00qFZEREVROmYJu6lS0paX4ZGZSXV1Na2srycnJ2Gw2HA5HR+78p58S8u67qNavx/f55wk3m/EIArE6HY2//S1+oaE4pk/H4/EQEhKC0WhEoVD86Cgw2RqXkfn1XNFC3tbWxvHjx6VBEZ0RRZH9+/ejUqm6tLQtLi5Gq9USERGBKIq0t7dTUlIiWeM2mw2LxQJ0lPR6PB6qq6tP+wyn0ylNG+9MXV0d0dHR0gAGPz8/eOstPDNm4PfBB1R98AHDX3gBZXMzfTdsoFdLCzsXLyYtLY3I7Gy2AZNGj8a8YgU9bDbKXnwRnU6HNT2dCMDodBJvt9NHq6V+xgwGxcSgvOce2tesoTktjZiYGKnHhPXjjzH87W8I69cTHBxMck4O6kWLCHznHaItFnj3XfR/+hPBYWE4/vhH/L76ivonnyRszRqsw4fT3t5OUFAQra2tiKLYJSulvb29W84+lJG5FLmihbz0uecYMWfOGXunFhQUEB8fLw00ho7Ra0lJSRQUFJCenk5ubi7p6eldrPHt27ej1WqliT4Gg4GEhITTZlKWlJRIueqdsb/7LmlTpsCbb0qFRcqnn2akwUD1woWM2rABQRTxUygou/Za0rRaCo1GfH/7W+K2b0cJBBw4QM20aVwdEIDLbqf8H/8g5NgxAoB4Pz+CIiLwW7gQ94gRVO/YQdjtt2M0GlGr1UT88AMHrrqKYTU1OFeuJMBspub990lMTKTXihUoW1uxiSK+ISFwxx3UTZyIbu1aLBMmEBISgtlsRqlUolKpEEURpVKJy+XCbDZ3yUrxdoWE7jlYQkbmUuKKFvKMt9/Gr6bmtLQRu91OY2MjDQ0NUgBUFEUqKirweDwkJyfj8XiwWCxUVFRImSpOp1Nqdel11axfv55rrrnmtM9uamqSAn+dSV62DKGmBueiRbhcrg6L/GQP9eO33krKokWUREXRa+ZMmvbuxQdIczoZabWS7/EwOCCA6tZWjB9/TF+lkr4WC6533sH/zjtR63R47rqL4M2bKR43jp6FhdSNHEnbqlUot2xB88IL9Fy2DB+jkR4rV6K7+26CQkJomzq1o1r0978nITycyuuvJ3bVKkJ/9ztsNhtKpVJqwO/xeGhtbSU0NBS32y359VtaWqT8e293Oe/FzW63S9lAMjIyv5wrWshZsEAaqtyZvXv3kpSUhFarlQKaxcXF0nDjxMREjh07Ru/evbFarZJo5+Tk4Ha7pd7loihKAteZH3UrnFxT3h13SC1wmTcP08MPE/TBBwiCQN2aNcTu28cog4ECUWRCSAg+ISEU9u/PILudOIeDQW1t+CmVOGNiCL/nHqwTJ9L+/vs4r7qKPn36sPe55xi3bBl9DAYsy5cT8ckn+JhMRCkUuEJCaJ4/H+WNNxLx9tu4R4xAqVRyLD2d6M2baR04kLCwMCIjI7HZbFLgMjQ0FKvVitPpJCQkRAqIAl0yVkwmE6IoSncxFotFLgaSkTkHrmwhP0OzrObXXiPmppsofvVVye/t8XioqamhtbWV/v37I4oijY2N1NbWSta4x+PhwGuvMei55/B9/32gI+MlLe30tqzFxcVndKt41yRWVmKcNEkSOoC2556jv15Py1NPdTy+YAGK4GBcooj6hRcwFBcz+PhxIjwe2oG+Wi08/zxln3xCu9uNYs4c/F55hfjbb8fvgw9I/Pe/CRZFIhQKuP12Gv/nfwgLDcX5zDP4PP88pilTaGpqQqvVIooiOp2O5uZmSbRdLhdarRaTyYTL5SI0NBS73Y7H48HHx0c6rnNxlDewazKZ0Gg0UtbKqW4XGRmZX8aVLeRnIOzll0Gvp9fq1VImRX5+Pn369JHcA8XFxSQnJ3exxgsKCojdtImJjY2Sq2bPnj2MHTv2tM9obm4+Y7aKl6ZXX6X3Lbd08d1HLlqEOi6OY7fd1hE4nTcPZ2AgAywWWLyYoqIi0hctgrg49H/5C5FGI6Io4pk6Fb+nn2ZgUxM+W7eSodfjWbQI4fbbIS6O5pdeInTuXOoGDiT2s8+omDRJKooyGAy0trYSFhYmPWa326W7CYPBIPnDNRoN9fX1KBSKjs/1eKTnAgMDcbvd+Ph0tL83Go1dGmTJVZ0yMueGLOSn4Hr8cWp1OhJOirHb7aapqYmamhoGDx6MKIrU1tbS2NgoWeOiKFJSUkLvBx6Q5oGaTCZ8fHxOq1Z0OBw/ma2he/VVYuvquvru581DfPJJfFeuRLVyJQC+CxcSEheH54knOizhP/6R9scew+/99+HNNxGWLGGUxUJfQKlQEHHttRAXR+0DD9Dj7ruhqoqKsWPx9/fHZrPRp08faci0v78/LS0t0sXL4/Gg0Wgwm82SlV5XV0dISAhKpVK6S/H398dutyOKonS8v79/l3O2Wq1dfOLdrfOhjMylhizkp5AzeDCDS0sld0tubi6pqam43W6CgoKorKwkNja2izVeXl6Oy+Ui7YknJFfN999/36X5lpfOOeJn5Sy+e2HJEobq9f8R+JOuoYqmJpJvugnefBP1s88yzHvMggUoQ0MhJISyRx4h+dNPoaqKytGjiY+PBzrSJb3ThqKjo6VpRP7+/mi1WpxOJwEBAZSWlhIXF0dtbS0xMTEolUra2tpQq9VSF0OPx4PdbpdK7wVBoLW1FUEQuvjAPV9+ScQNN0h3HKIoysVBMjLngPzX0wnvEGOvQHsHKldUVDB48GCgIwXRZDJ1yS0vKysjKioKpVIJdPjLvZPrT6WlpeW03PHTOMuA6LMJfNLSpfSor5fE23tXwLx50NwMLS20X3ONZBV73Rzesnir1Yqvry8ejwe3243FYsFqtRIeHi4J7PHjx4mJicFoNBISEoJOp0MURYxGI4CUkdLS0iIFOEVRxGw2Y33/faLvu08SbmHlSvqcbA3sPU5GRubXIwt5Jw4ePNil38rhw4dJSEhAo9Hg6+tLfX29VC6v1WqBjrmeFoulS8FPSUkJsbGxkrB7cTgc5zY+6iwCLyxc2FW8Tzmmra1N+tzOazAYDISHh6PX64mKiqKmpkYSZIvFgs1mw9/fXxpTB/8R3bCwMJxOJ3a7HaVSiVarRRAELBYLAQEBKBQK6SLQtnw5ozrFDrjjjjNekGRkZH4dspCfpK6uDp1OJ+U9e4cpl5eXS77wwsJCHA5HF2u8qKiI4ODgLlb2kSNHpIKgzhQVFf20W+XXcDYL/iRlZWVSi4Hy8nISExOBjmZcarWapqYmBg0aREVFBTqdDh8fH5qbm6UhGBEREbjdblpaWvD19cXhcGC32/Hx8UGpVOLj49MxZGPdOgL/9jecTz9N8PXXE7x5MwDuO+7Ap7NwT5/eZb1yeb6MzLlxrjM7XxQEoVAQhFxBEL4QBCHkPK3rgiKKotTTxEtOTg7R0dGSP7i5uZmAgADa2toka7y1tRWXy0VkZKT0utbWViwWCz179jztc7yFMheapqYmKUvGYDBIVrfD4cBgMODxeEhISJCyULRaLe3t7bhcLnx9faV2Ak1NTVJrgrq6OgRBIDg4GEEQaFqxAuXf/86AlhbCv/sOv4YGwpYv71hAJ+Fub2/v2u+9m3K57G2ZK4Nztcg3AxmiKA4AioFHz31JF54Tzz1H3zlzEN56C+gIAIpffknliBH02bED6BiK7PF4JOsc4OjRoyiVyi654kePHiUpKek0K7Oze+NC4nWFdF6PIAh4PB4EQcDlciEIAqIo0tLSgtvtpr29XcoLDwwMpLq6msjIyNMuAsLXXxNw883wf//HwHffxS6KaAWBsOnTaYmMJOjRR09zLxmNxi4NyrqxsF8We1vmyuBchy9vEkXRdfLbPUDcuS/pwpO4dGmXdL+cnByGfPQRYxobEZYswWw2o1KpaG9vl6xxm82GQqFApVJJYuV2u6mqqjpjEVBRURF9+vS5cCd1kvr6eqKjo4GOOwKviNbX13fM1TSZ0Gq11NfXExwcjFKp7BL0FQQBvV5PZGSkNP1IvW4d4TfcgLBsGZkGA+r33oMFCxAjImh98knC33uPts8+o2327C5FTYD0eV6664i3y2Vvy1wZnE8f+Z3A+vP4fheOTtkg3oHKvp3mZ3qn13f2jefm5qJSqejbt6/0WFFREQEBAZJwdsab7XGh8Q6lgK6+8srKSqmf+aBBg6iqqpKyVJxOpzRrU6PR0NzcjM/nn8NTT6H44gsi332Xvg0NIAg0xcQQ/sADHXnun3+O+aqrCAoKQhAEWlpaUKvVaDSaLj+Hzhb5JVIMdOnubZkrgp8UckEQtgiCkHeGrxmdjnkccAEf/cj7zBcE4YAgCAcMBsP5Wf35olOw0Ntn3PuY/bbb8Hg8uFwuyXJ0Op24XC7sdnuXIGdNTQ2RkZFndKtcrDFmLpdLcl1YrVZJNJ1OJ3q9HqPRKHVwbGtrIywsDKvViiAIKBQKgtevx/3gg9hfeIF+JhOu5cuJePxxrLGxaP70Jxo3bkR3331dPtN7/i0tLQiC0OUCdmqDrIsp5FfE3pa5IvD5qQNEUZz8Y88LgnA7cB0wSfyRhGBRFFcAKwCGDh3aLROHvQOVO/tsjxw5ApxujUdHR9Pe3i491tTUhNlsZsiQIae978Vyq3jTBwHJJw4dLiClUonT6UQQBJRKJU1NTWg0mo4c882b8bz/Poo5c+j5+ef0am3FGhSEv05H2+23E3DffZyYNo0IpZITJ06g1WolgW5ra5P88k6nE6vVSlxcV69E5wvdxWyYdSXtbZnLm3PNWrkaeASYLoqi7fws6eLh7f/txel00rZ2LcKsWQStWQMgta+tq6vrIs4FBQWEhoaesdjnVHfCheL48eOkpKQAHemVsbGxQMeouKioKKnNrF6vhy1bCLzjDuwPP4zmn/8kobWVgNWr8Vm4ECEiAu6+G+GLLzoyUOjIfvEWBQmCQFNTk3Tuna3sU33ip+JyuaQeLN2Jy21vy1zenKuP/F9AELBZEITDgiC8cR7WdFFoW7qU6JtvRvnOO9Jjubm5DF6zhpEGgxQILSgoICUlBYVCIQU5XS4XbW1tZ3QR2O32i+ZW8f3qK0IHDIA336SyspKEhAQAqqqqUCgUmEwm0tLSqHz9dcLfeovkxkaGbtqEQhRRKxQo77gD6y23oNmwAfe113bJQHE4HF3Oy2vRe3u0dK7uvETL7y+bvS1z+XNOppAoiqnnayEXG7+//500b9n4vHlSqbr2qaek0ndRFNHr9bhcri4558eOHUOhUJw1W+VMj18Iei9fDtXV8Ne/4vbxweeZZ6Rzq1++nIbXX2e8SgWCQK4okqBU4r7pJpSbN+OYMwf/WbNoaGggKCiIlpYWgoODcbvd0vt3HqBssVhwOByEh4fT3NxMSkoKVVVVXdZzJu9Edy3Pv5z2tszlzyVpKv1XOKWPSX5+vtQu1hsIraioICkp6bTCnubmZnx8fM7o6/0p18J/Fe85iSKjTt5ViCtWoLvxRnosW0aK3Y7WZEIhCARERsKyZehfegnttm1YJ04kKioKvV4v+dcFQZCKn7x5550tb28fGW+wtHO2ClzcoK+MzOWMLOReOgm2KIo0NzefNtmnoqICPz+/LpWcer1e6hR4Kp2DjRcF7zm98ILUi0VYsoS+DQ0kKJWog4IgJITahx4iNjcX5s2jrq5OenlUVBQul4uWlhaUSiV2u52IiAgpsNnY2NjlZ+T1jYuiSGtr60/mkINcni8jcz6QhfwMnKknSsPLLxM1ezYlr7zS5bmioiLcbne3KgI6jc69WE5a6Y6nn0a9ZQu0tGCYMEGq2LTZbJjNZgICAqSLkLdbotPpxNfXV6rwbG5uJiwsTAp4ApLl3tLSctpdyqlBX7fbfan6z2VkuhXyX9EpePuIeDM8vES8+iqpDQ0oVq6Ugn7t7e3SlPgzuQy8Qxi6FSdFvXbqVOkcTw1IejNJvGmK3mO8eIXc+/yZztNsNuN2u7tY5ada5JdIMZCMTLdHFvJT8A5XPhXFwoUci4yk3+OPS4/l5+cTGRl5mgsGOizbU33E3Qlv6X5ngfYGL70+cYPBQFhYGO3t7fj6+kpWd1tbWxeXUWNjo5R66O0p4x083TmWcGqmiyzkMjLnB1nIO/Pmmxiyskg82X61C/PmYfzkE0L+9CfpIaPRiF6vP+Mg5cLCwu7hVjkLXneJyWSS3B0Gg4Hg4GBsNhs6nY6GhgbUarUUuOxsTXe+ADQ1NeHr60tAQIDkboGfHqp8MYuBZGQuJ2Qh78zixQzT6xGWLDntqYaGhi5BTu/Is84l8J3pziIliqIkxDU1NZKLpa6uTnKlREdHYzabsVgs0ms6n3/ncn+Hw4HNZiMsLKxLJgv8eDDzp4ReRkbm5yELeWfOMkoNTp+1WVJSgr+/Pz169DjtWKvV2q3dKp2t8M4WtMViwWKxoFKpJOvbO0TabDYTHh4uDY/2VnYCUmVneHg4RqORwMDAnxXEdKxdi29qqjQCTkZG5tchC3lnzjJpxxvU9Fqr3qHDJ06cICkp6bS3uZhFQD+HmpqaLhegzlbz2fqme10x3kBn59RDURSlmIB3TuepqYfiihXw2992Ee0+H3yAUFPznxFwMjIyvwpZyH8Gp04PysvLk74/k+XZ3YN4ndMGvXhTCL2PeV1Dpw6m8Aq5N3DZObNF6nq4bBnB2dkIV1/9H+FevJhBnVodAOgWLZJnd8rInAdkIf8ZdO4lLooiFouFxsbGM1rj3uHD3R1BELq4VZqamggJCZEGS9fX16PVanG73VJ/cehwG3U+v5Z//IPQq6+Gq6+GOXOInDWLiBdfRGcykW2xSMItLFxIwKmi/ROzRmVkZH4espD/BPX19URFRUnfm15/ncTZs6l5440z+se7u1ulczvbzi6Wuro61Go1oigSHR1NY2OjZKWr1WopgCkIArz5JsL118Obb+L38svEe0V79Wp6NTSgVShQh4aiCAn5j3DLoi0j819DFvKfoKSkpEuQM/ill+hRX4/yvffOmJFxqsXa3fCObYOuBTpGoxGLxYJCoUCn0+F2u2lsbATA/fHHRE6aBHPmEH/DDfDII1JHyMCnniIgNBRlSAjMnt3hKnn+eWhuhpYWWbhlZC4A3a8RdDfCG+Ts4gdfsICSJ5+k9yOPnHZ8d/eNQ4cV3nk8XeeLkdVqxd/fH8Xbb8Pjj+MzdCjxP/xAhMmEBmD1ahLcbggNlXq3MG+eLNYyMhcZWch/hGPHjnV0QOzMvHk09ulD+tixpx1fWFjYRSS7I3a7HY1G08XFIq5YAX/5CzgcBKjV4OPDgNZWtJs2gbdtrVLZYXF/991/BFxGRqZbIAv5j3CmyT5nS8+DjrL87uxW6Yzh1VeJePFFWLIE1+LFpJjNhAPq9nYIDUUbFwfjx8M334AowgsvyOItI9NNkYX8LNTV1REdHX3a44WFhWcMZprN5m5byelFXLGCmIULYfFi/F95heCTgzRUCxcS89e/Qlsb+Pp2+Lhl0ZaRuWSQg51nofZ//5dekyadVnXYuSqyM929twqAsGQJKfX1sHgx2qeewq+zn7u5GWw2OUApI3MJcq7Dl5cIgpB7cqbhJkEQYn/6VZcGQ957D8UpVYc/1hvE63vu1nRuQSCnA/4ol/Pelrn8OFeL/EVRFAeIojgI+Ddw+ZTonaHvytncKiaTqdu7VQBZvH8Zl+/elrnsONfhy6ZO3wYA3XOS7q/hDGl1Z7O6i4qKyMjIuFArk7kAXNZ7W+ay45yDnYIgPAPMBYzAhHNeUTelubm5S3vWznhnWMpcXlwpe1vm0kfo3DjpjAcIwhbg9PQNeFwUxa86Hfco4CeK4sKzvM98YP7Jb/sARb9qxT8fHdD4X/6MC4V8Lr+MnqIoRvzUQfLe7hZcLudyoc7jjHv7J4X85yIIQgKwThTFbuFjEAThgCiKQy/2Os4H8rlcXOS9/d/jcjmXi30e55q10nnG2Qyg8NyWIyPTPZD3tsylxLn6yJ8TBKEP4AFOAH889yXJyHQL5L0tc8lwrlkrs87XQv4LrLjYCziPyOdygZH39gXjcjmXi3oe581HLiMjIyNzcZBL9GVkZGQucS5rIRcE4UVBEApPllp/IQhCyMVe0y9FEISrBUEoEgShVBCEv13s9fwaBEGIFwRhmyAIxwRByBcE4U8Xe02XOpf63r4c9jV0n719WbtWBEG4CtgqiqJLEITnAURR/OtFXtbPRhAEJVAMTAGqgf3AbFEUj13Uhf1CBEGIAWJEUcwRBCEIOAjMvNTOoztxKe/ty2VfQ/fZ25e1RS6K4iZRFF0nv90DxF3M9fwKhgOloiiWiaLYDqyhIxXukkIUxTpRFHNO/t8MFACnDzyV+dlc4nv7stjX0H329mUt5KdwJ7D+Yi/iF9IDqOr0fTWXuAAKgpAIZAJ7L/JSLicutb192e1ruLh7+5IfLPFzyqwFQXgccAEfXci1yXRFEIRA4DPgwVOaUsmcAXlvXzpc7L19yQu5KIqTf+x5QRBuB64DJomXXkCgBojv9H3cyccuOQRBUNGx0T8SRfHzi72eS4HLeG9fNvsausfevtyDnVcDrwDjRFE0XOz1/FIEQfChIyg0iY6Nvh+4RRTF/Iu6sF+I0DHl+T2gWRTFBy/yci4LLuW9fbnsa+g+e/tyF/JSwBdoOvnQHlEUL6lSa0EQrgFeA5TAO6IoPnNxV/TLEQRhNPA9cJSOkneAx0RRXHfxVnVpc6nv7cthX0P32duXtZDLyMjIXAlcSVkrMjIyMpclspDLyMjIXOLIQi4jIyNziSMLuYyMjMwljizkMjIyMpc4spDLyMjIXOLIQi4jIyNziSMLuYyMjMwlzv8HXPGaXBn3vugAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize the step-wise flow in the full net\n", + "from matplotlib import collections as mc\n", + "\n", + "# plot the coordinate warp\n", + "ng = 20\n", + "xx, yy = np.linspace(-3, 3, ng), np.linspace(-3, 3, ng)\n", + "xv, yv = np.meshgrid(xx, yy)\n", + "xy = np.stack([xv, yv], axis=-1)\n", + "in_circle = np.sqrt((xy**2).sum(axis=2)) <= 3 # seems appropriate since we use radial distributions as priors\n", + "xy = xy.reshape((ng*ng, 2))\n", + "xy = torch.from_numpy(xy.astype(np.float32))\n", + "\n", + "zs, log_det = model.backward(xy)\n", + "\n", + "backward_flow_names = [type(f).__name__ for f in model.flow.flows[::-1]]\n", + "nz = len(zs)\n", + "for i in range(nz - 1):\n", + " z0 = zs[i].detach().numpy()\n", + " z1 = zs[i+1].detach().numpy()\n", + " \n", + " # plot how the samples travel at this stage\n", + " figs, axs = plt.subplots(1, 2, figsize=(6, 3))\n", + " #plt.figure(figsize=(20,10))\n", + " axs[0].scatter(z0[:,0], z0[:, 1], c='r', s=3)\n", + " axs[0].scatter(z1[:,0], z1[:, 1], c='b', s=3)\n", + " axs[0].quiver(z0[:,0], z0[:,1], z1[:,0] - z0[:,0], z1[:,1] - z0[:,1], units='xy', scale=1, alpha=0.5)\n", + " axs[0].axis([-3, 3, -3, 3])\n", + " axs[0].set_title(\"layer %d -> %d (%s)\" % (i, i+1, backward_flow_names[i]))\n", + " \n", + " q = z1.reshape((ng, ng, 2))\n", + " # y coords\n", + " p1 = np.reshape(q[1:,:,:], (ng**2-ng,2))\n", + " p2 = np.reshape(q[:-1,:,:], (ng**2-ng,2))\n", + " inc = np.reshape(in_circle[1:,:] | in_circle[:-1,:], (ng**2-ng,))\n", + " p1, p2 = p1[inc], p2[inc]\n", + " lcy = mc.LineCollection(zip(p1, p2), linewidths=1, alpha=0.5, color='k')\n", + " # x coords\n", + " p1 = np.reshape(q[:,1:,:], (ng**2-ng,2))\n", + " p2 = np.reshape(q[:,:-1,:], (ng**2-ng,2))\n", + " inc = np.reshape(in_circle[:,1:] | in_circle[:,:-1], (ng**2-ng,))\n", + " p1, p2 = p1[inc], p2[inc]\n", + " lcx = mc.LineCollection(zip(p1, p2), linewidths=1, alpha=0.5, color='k')\n", + " # draw the lines\n", + " axs[1].add_collection(lcy)\n", + " axs[1].add_collection(lcx)\n", + " axs[1].axis([-3, 3, -3, 3])\n", + " axs[1].set_title(\"grid warp at the end of %d\" % (i+1,))\n", + " \n", + " # draw the data too\n", + " plt.scatter(x[:,0], x[:,1], c='r', s=5, alpha=0.5)\n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "# train and render\n", + "# code duplication because it's very late at night now and i'm tired\n", + "\n", + "import matplotlib.gridspec as gridspec\n", + "\n", + "ng = 20\n", + "xx, yy = np.linspace(-3, 3, ng), np.linspace(-3, 3, ng)\n", + "xv, yv = np.meshgrid(xx, yy)\n", + "xy = np.stack([xv, yv], axis=-1)\n", + "in_circle = np.sqrt((xy**2).sum(axis=2)) <= 3\n", + "xy = xy.reshape((ng*ng, 2))\n", + "xy = torch.from_numpy(xy.astype(np.float32))\n", + "\n", + "xval = d.sample(128*5)\n", + "\n", + "model.train()\n", + "for k in range(500):\n", + " \n", + " # sample\n", + " x = d.sample(128)\n", + " \n", + " # train a bit\n", + " zs, prior_logprob, log_det = model(x)\n", + " logprob = prior_logprob + log_det\n", + " loss = -torch.sum(logprob) # NLL\n", + " model.zero_grad()\n", + " loss.backward()\n", + " optimizer.step()\n", + " \n", + " if k % 10 == 0:\n", + " # vis\n", + " zs, log_det = model.backward(xy)\n", + " backward_flow_names = [type(f).__name__ for f in model.flow.flows[::-1]]\n", + " nz = len(zs)\n", + " i = nz - 1 - 1\n", + "\n", + " z0 = zs[i].detach().numpy()\n", + " z1 = zs[i+1].detach().numpy()\n", + "\n", + " # plot how the samples travel at this stage\n", + " ss = 0.1\n", + " fig = plt.figure(figsize=(10, 5))\n", + " outer = gridspec.GridSpec(1, 2, wspace=ss, hspace=ss)\n", + " inner1 = gridspec.GridSpecFromSubplotSpec(3, 3, subplot_spec=outer[0], wspace=ss, hspace=ss)\n", + " inner2 = gridspec.GridSpecFromSubplotSpec(1, 1, subplot_spec=outer[1], wspace=ss, hspace=ss)\n", + " \n", + " backward_flow_names = [type(f).__name__ for f in model.flow.flows[::-1]]\n", + " nz = len(zs)\n", + " for i in range(min(nz-1, 9)):\n", + " ax = plt.Subplot(fig, inner1[i])\n", + " z0 = zs[i].detach().numpy()\n", + " z1 = zs[i+1].detach().numpy()\n", + " ax.scatter(z0[:,0], z0[:, 1], c='r', s=1, alpha=0.5)\n", + " ax.scatter(z1[:,0], z1[:, 1], c='b', s=1, alpha=0.5)\n", + " ax.quiver(z0[:,0], z0[:,1], z1[:,0] - z0[:,0], z1[:,1] - z0[:,1], units='xy', scale=1, alpha=0.5)\n", + " ax.axis([-3, 3, -3, 3])\n", + " ax.set_yticklabels([])\n", + " ax.set_xticklabels([])\n", + " #ax.set_title(\"layer %d -> %d (%s)\" % (i, i+1, backward_flow_names[i]))\n", + " fig.add_subplot(ax)\n", + " \n", + " ax = plt.Subplot(fig, inner2[0])\n", + " q = z1.reshape((ng, ng, 2))\n", + " # y coords\n", + " p1 = np.reshape(q[1:,:,:], (ng**2-ng,2))\n", + " p2 = np.reshape(q[:-1,:,:], (ng**2-ng,2))\n", + " inc = np.reshape(in_circle[1:,:] | in_circle[:-1,:], (ng**2-ng,))\n", + " p1, p2 = p1[inc], p2[inc]\n", + " lcy = mc.LineCollection(zip(p1, p2), linewidths=1, alpha=0.5, color='k')\n", + " # x coords\n", + " p1 = np.reshape(q[:,1:,:], (ng**2-ng,2))\n", + " p2 = np.reshape(q[:,:-1,:], (ng**2-ng,2))\n", + " inc = np.reshape(in_circle[:,1:] | in_circle[:,:-1], (ng**2-ng,))\n", + " p1, p2 = p1[inc], p2[inc]\n", + " lcx = mc.LineCollection(zip(p1, p2), linewidths=1, alpha=0.5, color='k')\n", + " # draw the lines\n", + " ax.add_collection(lcy)\n", + " ax.add_collection(lcx)\n", + " ax.axis([-3, 3, -3, 3])\n", + " ax.set_yticklabels([])\n", + " ax.set_xticklabels([])\n", + " #ax.set_title(\"grid warp at the end of %d\" % (i+1,))\n", + " fig.add_subplot(ax)\n", + " \n", + " # draw the data too\n", + " plt.scatter(xval[:,0], xval[:,1], c='r', s=5, alpha=0.5)\n", + " \n", + " break\n", + " #fname = 'out/step_%04d.png' % (k,)\n", + " #plt.savefig(fname, dpi=200)\n", + " #print(\"saved\", fname, 'loss', loss.item())\n", + " #plt.close(fig)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ng = 100\n", + "xx, yy = np.linspace(-3, 3, ng), np.linspace(-3, 3, ng)\n", + "xv, yv = np.meshgrid(xx, yy)\n", + "xy = np.stack([xv, yv], axis=-1)\n", + "xy = xy.reshape((ng*ng, 2))\n", + "xy = torch.from_numpy(xy).float()\n", + "zs, prior_logprob, log_det = model(xy)\n", + "plt.scatter(xy[:,0], xy[:,1], c=prior_logprob.detach().exp())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/seminars/seminar-7-nf/nf.pdf b/seminars/seminar-7-nf/nf.pdf new file mode 100644 index 0000000..8c85034 Binary files /dev/null and b/seminars/seminar-7-nf/nf.pdf differ diff --git a/seminars/seminar-10/nflib/__init__.py b/seminars/seminar-7-nf/nflib/__init__.py similarity index 100% rename from seminars/seminar-10/nflib/__init__.py rename to seminars/seminar-7-nf/nflib/__init__.py diff --git a/seminars/seminar-10/nflib/flows.py b/seminars/seminar-7-nf/nflib/flows.py similarity index 100% rename from seminars/seminar-10/nflib/flows.py rename to seminars/seminar-7-nf/nflib/flows.py diff --git a/seminars/seminar-10/nflib/made.py b/seminars/seminar-7-nf/nflib/made.py similarity index 100% rename from seminars/seminar-10/nflib/made.py rename to seminars/seminar-7-nf/nflib/made.py diff --git a/seminars/seminar-10/nflib/nets.py b/seminars/seminar-7-nf/nflib/nets.py similarity index 100% rename from seminars/seminar-10/nflib/nets.py rename to seminars/seminar-7-nf/nflib/nets.py diff --git a/seminars/seminar-7-nf/nflib/nflib1.ipynb b/seminars/seminar-7-nf/nflib/nflib1.ipynb new file mode 100644 index 0000000..422a019 --- /dev/null +++ b/seminars/seminar-7-nf/nflib/nflib1.ipynb @@ -0,0 +1,587 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n" + ] + } + ], + "source": [ + "import itertools\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "import torch\n", + "import torch.optim as optim\n", + "import torch.nn.functional as F\n", + "import torch.nn.init as init\n", + "from torch import nn\n", + "from torch import distributions\n", + "from torch.distributions import MultivariateNormal, Uniform, TransformedDistribution, SigmoidTransform\n", + "from torch.nn.parameter import Parameter\n", + "\n", + "from nflib.flows import (\n", + " AffineConstantFlow, ActNorm, AffineHalfFlow, \n", + " SlowMAF, MAF, IAF, Invertible1x1Conv,\n", + " NormalizingFlow, NormalizingFlowModel,\n", + ")\n", + "from nflib.spline_flows import NSF_AR, NSF_CL\n", + "\n", + "# for auto-reloading external modules\n", + "# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Lightweight datasets\n", + "import pickle\n", + "from sklearn import datasets\n", + "\n", + "class DatasetSIGGRAPH:\n", + " \"\"\" \n", + " haha, found from Eric https://blog.evjang.com/2018/01/nf2.html\n", + " https://github.com/ericjang/normalizing-flows-tutorial/blob/master/siggraph.pkl\n", + " \"\"\"\n", + " def __init__(self):\n", + " with open('siggraph.pkl', 'rb') as f:\n", + " XY = np.array(pickle.load(f), dtype=np.float32)\n", + " XY -= np.mean(XY, axis=0) # center\n", + " self.XY = torch.from_numpy(XY)\n", + " \n", + " def sample(self, n):\n", + " X = self.XY[np.random.randint(self.XY.shape[0], size=n)]\n", + " return X\n", + "\n", + "class DatasetMoons:\n", + " \"\"\" two half-moons \"\"\"\n", + " def sample(self, n):\n", + " moons = datasets.make_moons(n_samples=n, noise=0.05)[0].astype(np.float32)\n", + " return torch.from_numpy(moons)\n", + "\n", + "class DatasetMixture:\n", + " \"\"\" 4 mixture of gaussians \"\"\"\n", + " def sample(self, n):\n", + " assert n%4 == 0\n", + " r = np.r_[np.random.randn(n // 4, 2)*0.5 + np.array([0, -2]),\n", + " np.random.randn(n // 4, 2)*0.5 + np.array([0, 0]),\n", + " np.random.randn(n // 4, 2)*0.5 + np.array([2, 2]),\n", + " np.random.randn(n // 4, 2)*0.5 + np.array([-2, 2])]\n", + " return torch.from_numpy(r.astype(np.float32))\n", + "\n", + "d = DatasetMoons()\n", + "#d = DatasetMixture()\n", + "#d = DatasetSIGGRAPH()\n", + "\n", + "x = d.sample(128)\n", + "plt.figure(figsize=(4,4))\n", + "plt.scatter(x[:,0], x[:,1], s=5, alpha=0.5)\n", + "plt.axis('equal');" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "# construct a model\n", + "#prior = MultivariateNormal(torch.zeros(2), torch.eye(2))\n", + "prior = TransformedDistribution(Uniform(torch.zeros(2), torch.ones(2)), SigmoidTransform().inv) # Logistic distribution\n", + "\n", + "# RealNVP\n", + "# flows = [AffineHalfFlow(dim=2, parity=i%2) for i in range(9)]\n", + "\n", + "# NICE\n", + "# flows = [AffineHalfFlow(dim=2, parity=i%2, scale=False) for i in range(4)]\n", + "# flows.append(AffineConstantFlow(dim=2, shift=False))\n", + "\n", + "# SlowMAF (MAF, but without any parameter sharing for each dimension's scale/shift)\n", + "# flows = [SlowMAF(dim=2, parity=i%2) for i in range(4)]\n", + "\n", + "# MAF (with MADE net, so we get very fast density estimation)\n", + "# flows = [MAF(dim=2, parity=i%2) for i in range(4)]\n", + "\n", + "# IAF (with MADE net, so we get very fast sampling)\n", + "# flows = [IAF(dim=2, parity=i%2) for i in range(3)]\n", + "\n", + "# insert ActNorms to any of the flows above\n", + "# norms = [ActNorm(dim=2) for _ in flows]\n", + "# flows = list(itertools.chain(*zip(norms, flows)))\n", + "\n", + "# Glow paper\n", + "# flows = [Invertible1x1Conv(dim=2) for i in range(3)]\n", + "# norms = [ActNorm(dim=2) for _ in flows]\n", + "# couplings = [AffineHalfFlow(dim=2, parity=i%2, nh=32) for i in range(len(flows))]\n", + "# flows = list(itertools.chain(*zip(norms, flows, couplings))) # append a coupling layer after each 1x1\n", + "\n", + "# Neural splines, coupling\n", + "nfs_flow = NSF_CL if True else NSF_AR\n", + "flows = [nfs_flow(dim=2, K=8, B=3, hidden_dim=16) for _ in range(3)]\n", + "convs = [Invertible1x1Conv(dim=2) for _ in flows]\n", + "norms = [ActNorm(dim=2) for _ in flows]\n", + "flows = list(itertools.chain(*zip(norms, convs, flows)))\n", + "\n", + "# construct the model\n", + "model = NormalizingFlowModel(prior, flows)" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "number of params: 5844\n" + ] + } + ], + "source": [ + "# optimizer\n", + "optimizer = optim.Adam(model.parameters(), lr=1e-4, weight_decay=1e-5) # todo tune WD\n", + "print(\"number of params: \", sum(p.numel() for p in model.parameters()))" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "58.01276397705078\n", + "58.52654266357422\n", + "55.55945587158203\n", + "59.15089416503906\n", + "51.24017333984375\n", + "75.04576873779297\n", + "55.522010803222656\n", + "73.14872741699219\n", + "51.68043518066406\n", + "57.83416748046875\n" + ] + } + ], + "source": [ + "model.train()\n", + "for k in range(1000):\n", + " x = d.sample(128)\n", + " \n", + " zs, prior_logprob, log_det = model(x)\n", + " logprob = prior_logprob + log_det\n", + " loss = -torch.sum(logprob) # NLL\n", + "\n", + " model.zero_grad()\n", + " loss.backward()\n", + " optimizer.step()\n", + "\n", + " if k % 100 == 0:\n", + " print(loss.item())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'z -> x')" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "model.eval()\n", + "\n", + "x = d.sample(128)\n", + "zs, prior_logprob, log_det = model(x)\n", + "z = zs[-1]\n", + "\n", + "x = x.detach().numpy()\n", + "z = z.detach().numpy()\n", + "p = model.prior.sample([128, 2]).squeeze()\n", + "plt.figure(figsize=(10,5))\n", + "plt.subplot(121)\n", + "plt.scatter(p[:,0], p[:,1], c='g', s=5)\n", + "plt.scatter(z[:,0], z[:,1], c='r', s=5)\n", + "plt.scatter(x[:,0], x[:,1], c='b', s=5)\n", + "plt.legend(['prior', 'x->z', 'data'])\n", + "plt.axis('scaled')\n", + "plt.title('x -> z')\n", + "\n", + "zs = model.sample(128*8)\n", + "z = zs[-1]\n", + "z = z.detach().numpy()\n", + "plt.subplot(122)\n", + "plt.scatter(x[:,0], x[:,1], c='b', s=5, alpha=0.5)\n", + "plt.scatter(z[:,0], z[:,1], c='r', s=5, alpha=0.5)\n", + "plt.legend(['data', 'z->x'])\n", + "plt.axis('scaled')\n", + "plt.title('z -> x')" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize the step-wise flow in the full net\n", + "from matplotlib import collections as mc\n", + "\n", + "# plot the coordinate warp\n", + "ng = 20\n", + "xx, yy = np.linspace(-3, 3, ng), np.linspace(-3, 3, ng)\n", + "xv, yv = np.meshgrid(xx, yy)\n", + "xy = np.stack([xv, yv], axis=-1)\n", + "in_circle = np.sqrt((xy**2).sum(axis=2)) <= 3 # seems appropriate since we use radial distributions as priors\n", + "xy = xy.reshape((ng*ng, 2))\n", + "xy = torch.from_numpy(xy.astype(np.float32))\n", + "\n", + "zs, log_det = model.backward(xy)\n", + "\n", + "backward_flow_names = [type(f).__name__ for f in model.flow.flows[::-1]]\n", + "nz = len(zs)\n", + "for i in range(nz - 1):\n", + " z0 = zs[i].detach().numpy()\n", + " z1 = zs[i+1].detach().numpy()\n", + " \n", + " # plot how the samples travel at this stage\n", + " figs, axs = plt.subplots(1, 2, figsize=(6, 3))\n", + " #plt.figure(figsize=(20,10))\n", + " axs[0].scatter(z0[:,0], z0[:, 1], c='r', s=3)\n", + " axs[0].scatter(z1[:,0], z1[:, 1], c='b', s=3)\n", + " axs[0].quiver(z0[:,0], z0[:,1], z1[:,0] - z0[:,0], z1[:,1] - z0[:,1], units='xy', scale=1, alpha=0.5)\n", + " axs[0].axis([-3, 3, -3, 3])\n", + " axs[0].set_title(\"layer %d -> %d (%s)\" % (i, i+1, backward_flow_names[i]))\n", + " \n", + " q = z1.reshape((ng, ng, 2))\n", + " # y coords\n", + " p1 = np.reshape(q[1:,:,:], (ng**2-ng,2))\n", + " p2 = np.reshape(q[:-1,:,:], (ng**2-ng,2))\n", + " inc = np.reshape(in_circle[1:,:] | in_circle[:-1,:], (ng**2-ng,))\n", + " p1, p2 = p1[inc], p2[inc]\n", + " lcy = mc.LineCollection(zip(p1, p2), linewidths=1, alpha=0.5, color='k')\n", + " # x coords\n", + " p1 = np.reshape(q[:,1:,:], (ng**2-ng,2))\n", + " p2 = np.reshape(q[:,:-1,:], (ng**2-ng,2))\n", + " inc = np.reshape(in_circle[:,1:] | in_circle[:,:-1], (ng**2-ng,))\n", + " p1, p2 = p1[inc], p2[inc]\n", + " lcx = mc.LineCollection(zip(p1, p2), linewidths=1, alpha=0.5, color='k')\n", + " # draw the lines\n", + " axs[1].add_collection(lcy)\n", + " axs[1].add_collection(lcx)\n", + " axs[1].axis([-3, 3, -3, 3])\n", + " axs[1].set_title(\"grid warp at the end of %d\" % (i+1,))\n", + " \n", + " # draw the data too\n", + " plt.scatter(x[:,0], x[:,1], c='r', s=5, alpha=0.5)\n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "# train and render\n", + "# code duplication because it's very late at night now and i'm tired\n", + "\n", + "import matplotlib.gridspec as gridspec\n", + "\n", + "ng = 20\n", + "xx, yy = np.linspace(-3, 3, ng), np.linspace(-3, 3, ng)\n", + "xv, yv = np.meshgrid(xx, yy)\n", + "xy = np.stack([xv, yv], axis=-1)\n", + "in_circle = np.sqrt((xy**2).sum(axis=2)) <= 3\n", + "xy = xy.reshape((ng*ng, 2))\n", + "xy = torch.from_numpy(xy.astype(np.float32))\n", + "\n", + "xval = d.sample(128*5)\n", + "\n", + "model.train()\n", + "for k in range(500):\n", + " \n", + " # sample\n", + " x = d.sample(128)\n", + " \n", + " # train a bit\n", + " zs, prior_logprob, log_det = model(x)\n", + " logprob = prior_logprob + log_det\n", + " loss = -torch.sum(logprob) # NLL\n", + " model.zero_grad()\n", + " loss.backward()\n", + " optimizer.step()\n", + " \n", + " if k % 10 == 0:\n", + " # vis\n", + " zs, log_det = model.backward(xy)\n", + " backward_flow_names = [type(f).__name__ for f in model.flow.flows[::-1]]\n", + " nz = len(zs)\n", + " i = nz - 1 - 1\n", + "\n", + " z0 = zs[i].detach().numpy()\n", + " z1 = zs[i+1].detach().numpy()\n", + "\n", + " # plot how the samples travel at this stage\n", + " ss = 0.1\n", + " fig = plt.figure(figsize=(10, 5))\n", + " outer = gridspec.GridSpec(1, 2, wspace=ss, hspace=ss)\n", + " inner1 = gridspec.GridSpecFromSubplotSpec(3, 3, subplot_spec=outer[0], wspace=ss, hspace=ss)\n", + " inner2 = gridspec.GridSpecFromSubplotSpec(1, 1, subplot_spec=outer[1], wspace=ss, hspace=ss)\n", + " \n", + " backward_flow_names = [type(f).__name__ for f in model.flow.flows[::-1]]\n", + " nz = len(zs)\n", + " for i in range(min(nz-1, 9)):\n", + " ax = plt.Subplot(fig, inner1[i])\n", + " z0 = zs[i].detach().numpy()\n", + " z1 = zs[i+1].detach().numpy()\n", + " ax.scatter(z0[:,0], z0[:, 1], c='r', s=1, alpha=0.5)\n", + " ax.scatter(z1[:,0], z1[:, 1], c='b', s=1, alpha=0.5)\n", + " ax.quiver(z0[:,0], z0[:,1], z1[:,0] - z0[:,0], z1[:,1] - z0[:,1], units='xy', scale=1, alpha=0.5)\n", + " ax.axis([-3, 3, -3, 3])\n", + " ax.set_yticklabels([])\n", + " ax.set_xticklabels([])\n", + " #ax.set_title(\"layer %d -> %d (%s)\" % (i, i+1, backward_flow_names[i]))\n", + " fig.add_subplot(ax)\n", + " \n", + " ax = plt.Subplot(fig, inner2[0])\n", + " q = z1.reshape((ng, ng, 2))\n", + " # y coords\n", + " p1 = np.reshape(q[1:,:,:], (ng**2-ng,2))\n", + " p2 = np.reshape(q[:-1,:,:], (ng**2-ng,2))\n", + " inc = np.reshape(in_circle[1:,:] | in_circle[:-1,:], (ng**2-ng,))\n", + " p1, p2 = p1[inc], p2[inc]\n", + " lcy = mc.LineCollection(zip(p1, p2), linewidths=1, alpha=0.5, color='k')\n", + " # x coords\n", + " p1 = np.reshape(q[:,1:,:], (ng**2-ng,2))\n", + " p2 = np.reshape(q[:,:-1,:], (ng**2-ng,2))\n", + " inc = np.reshape(in_circle[:,1:] | in_circle[:,:-1], (ng**2-ng,))\n", + " p1, p2 = p1[inc], p2[inc]\n", + " lcx = mc.LineCollection(zip(p1, p2), linewidths=1, alpha=0.5, color='k')\n", + " # draw the lines\n", + " ax.add_collection(lcy)\n", + " ax.add_collection(lcx)\n", + " ax.axis([-3, 3, -3, 3])\n", + " ax.set_yticklabels([])\n", + " ax.set_xticklabels([])\n", + " #ax.set_title(\"grid warp at the end of %d\" % (i+1,))\n", + " fig.add_subplot(ax)\n", + " \n", + " # draw the data too\n", + " plt.scatter(xval[:,0], xval[:,1], c='r', s=5, alpha=0.5)\n", + " \n", + " break\n", + " #fname = 'out/step_%04d.png' % (k,)\n", + " #plt.savefig(fname, dpi=200)\n", + " #print(\"saved\", fname, 'loss', loss.item())\n", + " #plt.close(fig)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/seminars/seminar-10/nflib/spline_flows.py b/seminars/seminar-7-nf/nflib/spline_flows.py similarity index 100% rename from seminars/seminar-10/nflib/spline_flows.py rename to seminars/seminar-7-nf/nflib/spline_flows.py diff --git a/seminars/seminar-7/GAN-CIFAR.ipynb b/seminars/seminar-7/GAN-CIFAR.ipynb deleted file mode 100644 index 4563983..0000000 --- a/seminars/seminar-7/GAN-CIFAR.ipynb +++ /dev/null @@ -1,477 +0,0 @@ -{ - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.8" - }, - "colab": { - "name": "GAN-CIFAR.ipynb", - "provenance": [] - } - }, - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "id": "i_XLktmfLY69", - "colab_type": "text" - }, - "source": [ - "You can fing the original paper [here](https://www.arxiv-vanity.com/papers/1406.2661/)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "k27LUMyrLehA", - "colab_type": "text" - }, - "source": [ - "\"Open" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "H_82oIw1LY7C", - "colab_type": "code", - "colab": {} - }, - "source": [ - "import os\n", - "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"0\"\n", - "\n", - "from comet_ml import Experiment\n", - "\n", - "from tqdm import tqdm_notebook as tqdm\n", - "\n", - "import torch\n", - "import torch.nn as nn\n", - "import torch.utils as utils\n", - "from torchvision import datasets\n", - "import torchvision.transforms as transforms\n", - "from torchvision.utils import make_grid\n", - "\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "\n", - "%matplotlib inline" - ], - "execution_count": 0, - "outputs": [] - }, - { - "cell_type": "code", - "metadata": { - "id": "CzmYGwk2LY7H", - "colab_type": "code", - "colab": {} - }, - "source": [ - "batch_size = 64\n", - "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n", - "\n", - "mnist_transforms = transforms.Compose([ # Compose combines a number of transforms into one operation\n", - " transforms.ToTensor(), # PIL Image -> Tensor\n", - "])" - ], - "execution_count": 0, - "outputs": [] - }, - { - "cell_type": "code", - "metadata": { - "id": "xbAGYisbLY7L", - "colab_type": "code", - "colab": {}, - "outputId": "ddb04413-bd09-4329-c4bc-f01c66d7a5e0" - }, - "source": [ - "# We can use torchvision package to get MNIST dataset\n", - "\n", - "data_path = \"./data/\"\n", - "\n", - "train_dataset = datasets.CIFAR10(data_path,\n", - " train=True,\n", - " transform=mnist_transforms,\n", - " target_transform=None,\n", - " download=True)\n", - "\n", - "train_loader = torch.utils.data.DataLoader(dataset=train_dataset,\n", - " batch_size=batch_size,\n", - " shuffle=True,\n", - " drop_last=True)\n" - ], - "execution_count": 0, - "outputs": [ - { - "output_type": "stream", - "text": [ - "Files already downloaded and verified\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "IT8MgclQLY7R", - "colab_type": "code", - "colab": {} - }, - "source": [ - "def plot_image(image):\n", - " plt.figure(figsize=(5, 5))\n", - " plt.imshow(image.detach().cpu().permute(1, 2, 0))\n", - " plt.show()" - ], - "execution_count": 0, - "outputs": [] - }, - { - "cell_type": "code", - "metadata": { - "id": "ZAs9Vvu8LY7U", - "colab_type": "code", - "colab": {}, - "outputId": "1f480377-3d2f-4731-d1d0-114a65374212" - }, - "source": [ - "img, label = next(iter(train_loader))\n", - "print(f'Label: {label[0]}')\n", - "plot_image(img[0])" - ], - "execution_count": 0, - "outputs": [ - { - "output_type": "stream", - "text": [ - "Label: 4\n" - ], - "name": "stdout" - }, - { - "output_type": "display_data", - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "tags": [], - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "OJKXwgJ6LY7Z", - "colab_type": "text" - }, - "source": [ - "Наша цель - построить простейший GAN, составленный из двух частей, генератора и дискриминатора.\n", - "\n", - "1. Генератор G принимает на вход шум из какого-то заранее заданного латентного пространства и преобразует его в какую-то картинку заданной размерности (в нашем случае 3x32x32). \n", - "2. Дискриминатор D принимает на вход какую-то картинку заданной размерности и выдает вероятность того что картина - реальная (не сгенерированная)\n", - "\n", - "![im](https://lilianweng.github.io/lil-log/assets/images/GAN.png)\n", - "\n", - "Для обучения такой конструкции мы можем использовать простую бинарную кросс-энтропию:\n", - "\n", - "$$\\text{BCE}(\\hat{y}, y) = \\frac{1}{N} \\Sigma^N_{i=0} y_i * \\log \\hat{y}_i + (1 - y_i) * \\log (1 - \\hat{y}_i)$$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "imhWZQXgLY7b", - "colab_type": "text" - }, - "source": [ - "### D:\n", - "\n", - "С одной стороны, мы хотим получать предсказания близкие к единице на реальных данных -> максимизировать $E_{x \\sim P_{real}} \\log D(x)$\n", - "\n", - "С другой стороны, мы хотим получать предсказания близкие к нулю для сгенерированных данных -> минимизировать $E_{x \\sim P_{gen}} \\log (1 - D(x))$\n", - "\n", - "### G:\n", - "\n", - "Генератор в свою очередь должен уметь \"обманывать\" дискриминатор - получать единицы от D на сгенерированных данных -> минимизировать $E_{x \\sim P_{gen}} \\log (1 - D(x))$" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "hRT_9x2YLY7f", - "colab_type": "text" - }, - "source": [ - "Тогда мы приходим к такой задаче:\n", - "\n", - "$$\n", - "\\min_G \\max_D L(D, G) = \\mathbb{E}_{x \\sim p_{\\text{real}}(x)} [\\log D(x)] + \\mathbb{E}_{x \\sim p_\\text{gen}(x)} [\\log(1 - D(x)]\n", - "$$" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "lRyNxQa_LY7h", - "colab_type": "code", - "colab": {} - }, - "source": [ - "class Generator(nn.Module):\n", - " def __init__(self):\n", - " super(Generator,self).__init__()\n", - " self.upsample = nn.Upsample(\n", - " scale_factor=2,\n", - " mode='bilinear',\n", - " align_corners=True\n", - " )\n", - " self.layers = nn.Sequential(\n", - " # YOUR CODE\n", - " ) \n", - " \n", - " def forward(self, x):\n", - " # YOUR CODE\n", - " return x" - ], - "execution_count": 0, - "outputs": [] - }, - { - "cell_type": "code", - "metadata": { - "id": "tTYhg-4-LY7k", - "colab_type": "code", - "colab": {} - }, - "source": [ - "class Discriminator(nn.Module):\n", - " def __init__(self):\n", - " super(Discriminator,self).__init__()\n", - " self.layers = nn.Sequential(\n", - " # YOUR CODE\n", - " )\n", - " def forward(self,x):\n", - " # YOUR CODE" - ], - "execution_count": 0, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "TJ2hjon6LY7o", - "colab_type": "text" - }, - "source": [ - "_hint: use torchsummary.summary to check shapes_" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "5pXlKUlgLY7p", - "colab_type": "code", - "colab": {}, - "outputId": "8cf6f271-4a5a-4c59-ad29-6b99ee76d5da" - }, - "source": [ - "experiment = Experiment(api_key = 'HIZapbzNjFips0c32Co7gXkQZ', \n", - " project_name=\"hse-gans\", workspace=\"maximartemev\"\n", - " )\n", - "\n", - "LR = 0.001\n", - "\n", - "optimizer_G = torch.optim.Adam(generator.parameters(), lr=LR)\n", - "optimizer_D = torch.optim.Adam(discriminator.parameters(), lr=LR)\n", - "\n", - "def sample_noise(batch, dims, mean=0, std=0.1):\n", - " # YOUR CODE\n", - " return z" - ], - "execution_count": 0, - "outputs": [ - { - "output_type": "stream", - "text": [ - "COMET INFO: Experiment is live on comet.ml https://www.comet.ml/maximartemev/hse-gans/6d7e14c8d6694fd8b3b3618ca9e394d6\n", - "\n" - ], - "name": "stderr" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "RabytOuMLY70", - "colab_type": "code", - "colab": {} - }, - "source": [ - "sample_interval = 500\n", - "n_epochs = 10\n", - "\n", - "for epoch in tqdm(range(n_epochs), desc='Epoch loop'):\n", - " for iter_ind, (imgs, _) in tqdm(enumerate(train_loader), desc='Train loop', leave=False):\n", - " \n", - " step = epoch * len(train_loader) + iter_ind\n", - " \n", - " # generator update\n", - " optimizer_G.zero_grad()\n", - " fake_imgs = # YOUR CODE\n", - " loss_G = # YOUR CODE\n", - " loss_G.backward()\n", - " optimizer_G.step()\n", - " \n", - " # discriminator update\n", - " optimizer_D.zero_grad()\n", - " fake_imgs = # YOUR CODE\n", - " err_real = # YOUR CODE\n", - " err_fake = # YOUR CODE\n", - " loss_D = err_real + err_fake\n", - " loss_D.backward()\n", - " optimizer_D.step()\n", - " \n", - " experiment.log_metrics({'Generator loss': loss_G.item(),\n", - " 'Discriminator loss': loss_D.item()},\n", - " epoch = epoch,\n", - " step = step) \n", - "\n", - " if step % sample_interval == 0:\n", - " plt.figure(figsize = (10,10))\n", - "\n", - " plt.title(\n", - " f\"[Epoch {epoch}/{n_epochs}]\" + \\\n", - " f\"[Batch {step%len(train_loader)}/{len(train_loader)}]\" + \\\n", - " f\"[D loss: {loss_D.item()}] [G loss: {loss_G.item()}]\"\n", - " )\n", - "\n", - " plt.imshow(make_grid(fake_imgs.data[:25]).cpu().detach().numpy()[0, :, :])\n", - " experiment.log_figure()\n", - " plt.show()\n", - "experiment.end()" - ], - "execution_count": 0, - "outputs": [] - }, - { - "cell_type": "code", - "metadata": { - "id": "fQ2i39xNLY75", - "colab_type": "code", - "colab": {} - }, - "source": [ - "plt.figure(figsize = (10,10))\n", - "\n", - "plt.title(\n", - " f\"[Epoch {epoch}/{n_epochs}]\" + \\\n", - " f\"[Batch {step%len(train_loader)}/{len(train_loader)}]\" + \\\n", - " f\"[D loss: {loss_D.item()}] [G loss: {loss_G.item()}]\"\n", - ")\n", - "\n", - "plt.imshow(make_grid(fake_imgs.data[:25]).cpu().detach().numpy()[0, :, :])\n", - "plt.show()" - ], - "execution_count": 0, - "outputs": [] - }, - { - "cell_type": "code", - "metadata": { - "id": "3-aqBW3LLY78", - "colab_type": "code", - "colab": {} - }, - "source": [ - "" - ], - "execution_count": 0, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "FHcNFlQBLY7_", - "colab_type": "text" - }, - "source": [ - "#### Дополнительное задание для тех кто уже все успел и лень сидеть ждать конца семинара" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "MnCWaV0YLY8A", - "colab_type": "text" - }, - "source": [ - "Возьмите датасет с постерами, тот который мы использовали в семинаре 4, с PixelCNN. Попробуйте научить GAN генерировать постеры. \n", - "\n", - "Потом вам эта заготовка поможет немного сэкономить времени при выполнении домашки по ганам" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "mwFr_ky5LY8C", - "colab_type": "code", - "colab": {} - }, - "source": [ - "" - ], - "execution_count": 0, - "outputs": [] - }, - { - "cell_type": "code", - "metadata": { - "id": "IfZcyjBeLY8E", - "colab_type": "code", - "colab": {} - }, - "source": [ - "" - ], - "execution_count": 0, - "outputs": [] - }, - { - "cell_type": "code", - "metadata": { - "id": "SD7Vz3LELY8K", - "colab_type": "code", - "colab": {} - }, - "source": [ - "" - ], - "execution_count": 0, - "outputs": [] - } - ] -} diff --git a/seminars/seminar-8-ffjord/.gitkeep b/seminars/seminar-8-ffjord/.gitkeep new file mode 100644 index 0000000..8b13789 --- /dev/null +++ b/seminars/seminar-8-ffjord/.gitkeep @@ -0,0 +1 @@ + diff --git a/seminars/seminar-8-ffjord/simple-ffjord.ipynb b/seminars/seminar-8-ffjord/simple-ffjord.ipynb new file mode 100644 index 0000000..d2d1834 --- /dev/null +++ b/seminars/seminar-8-ffjord/simple-ffjord.ipynb @@ -0,0 +1,542 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "import numpy as np\n", + "import os\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.nn.functional as F\n", + "\n", + "from PIL import Image\n", + "from urllib.request import urlopen\n", + "\n", + "from torchdiffeq import odeint_adjoint as odeint" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "Z_DIM = 2\n", + "MAX_VAL = 4.0 # The image spans from -4 to +4 units in the x and y directions.\n", + "\n", + "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n", + "\n", + "\n", + "def make_image(n=10000):\n", + " points = np.zeros((n, 2))\n", + " points[:n//2,0] = np.linspace(-1,1,n//2)\n", + " points[:n//2,1] = np.linspace(1,-1,n//2)\n", + " points[n//2:,0] = np.linspace(1,-1,n//2)\n", + " points[n//2:,1] = np.linspace(1,-1,n//2)\n", + " np.random.seed(42)\n", + " noise = np.clip(np.random.normal(scale=0.1, size=points.shape),-0.2,0.2)\n", + " np.random.seed(None)\n", + " points += noise\n", + " img, _ = np.histogramdd(points, bins=40, range=[[-1.5,1.5],[-1.5,1.5]])\n", + " return img\n", + "\n", + "plt.imshow(make_image())\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQEAAAD8CAYAAAB3lxGOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy8WZNeSXrf98vMs7/7W2/tAAp7A713T/cs5FAMWqIohy4YIUcobF35Slf+AP4ADn8IXfjSYTvkC8myJCqGIsXhcIYzvUzvABpAowqo/a13f8+emb7IArqHm1pBd6gZgycCUVUHZ8mTJ5/t//yfFNZanstzeS6/viL/aw/guTyX5/JfV54bgefyXH7N5bkReC7P5ddcnhuB5/Jcfs3luRF4Ls/l11yeG4Hn8lx+zeUbMwJCiH8khLgrhLgvhPifv6nnPJfn8lz+diK+CZ6AEEIB94DfBZ4AvwD+B2vtp/+/P+y5PJfn8reSbyoS+C5w31r70FpbAv8H8Pvf0LOey3N5Ln8L8b6h+24Dj7/y9xPge3/dyYEIbUTjGxrKc3kuzwVgznhorV39i8e/KSMg/opjv5J3CCH+OfDPASISvif+/jc0lOfyXJ4LwI/sv9z9q45/U+nAE+DiV/6+ABx89QRr7b+w1r5lrX3LJ/yGhvFcnstz+c/JNxUJ/AK4IYS4AuwD/z3wz77uxcL7cljWWIRSIM+DC2PBmvMTpftdKXf8y4u+PCbFs/8TSvIUCBXiV4MVq8/v+fR8KbBVjZAChET4HiYvzu+jvrxQCoQQv3Jfq82z4+4cCcY8+92WJSj1K2Ow1oLWf3kyzt/Dav0r8/D02mfjPn9v4XnYukYEwfl8mWfPt9a68dX1s3d6eo7V5tm8CSHcOJ+O5y/O39O5tsZ9A/mVudTafT8psVX95Rx5Hlj75Tx89Z2V+vLn0/n9C+c9PfYMyP7qt3363tr8yjdGaze+87E/na+v/o4Uz84TvvflPH9l7uxXvstXx/bsemPdc5/O4dO5/crcP/up1LN5sHXt5vt8bmxVu7l6+oyvrpuvivzSd1utv9QJ8RWfLgW2KP7ytX+FfCNGwFpbCyH+J+APAAX8b9baT77OtcIPGP2z7+AVFqEtsoZs4F4u3RCIGvp3NDoUnLwFzV1Jum0JR4KybYlOBcmpYXpFohOLLN014RTmOxZhoe5XYAUYCI98qqsZwf2Y+NiSbkEwFcxvVfTf8RA1lF2B+c0p7f+rhawt4xvni0SAP4f5VYOVYEODiDRy6BOOJNWrC6S0WCuoTmNspPHOfPqfwPgWVH0NFmQuCaaSxr6ljgTCgr+wGA9GbxjadxT+wlL0BVUDZAX5qkFtZnifNPDnkG1Y/JkgfykjvBPjvzUmy33E/QY6BKssyZEk3TI0v5AIC9MXa5rrC5b7LVr3FZ1HNaNbHtm6wfYqmHtERwo/BR3C8kaJWHj0PxZgoU4EVkC6bVGZoOxrVt6TnL1lCFZT1PstrIJsq6Z3Ycr4rEmwH1CuOKWKDj3iU8v0BUvzkWR2q0bmEpOcK512z8GzNAYpxf020VCQbhhkKUCCtxCoAoqexZ8Lqrb7WTctvU9h+Lp1a2TLGQbjW0y3RiwV0bGi6Bu2/8Qw3/YQv3fG+EmH7vaMyaiBSD1kr8CchXgLtwaDF2bUH3UoB5rwRFE1LfGxIN0ytL6QIKCOIfzhkNk8QSrjvn2jRgWGly8c8GC0wuK4SfzYo3oppddZcvqkC56FWhD2curKA2HhMMKsVNhcoZYSKyC8tCAKKmbzhNZPYsKZoY4Fy21BNIR8BayEy//ru1/LEHxTkQDW2n8L/Nv/8gsNRU9gZ2ClQGi36JOTmtae5eTNAC/VqFxg1jT2ekbz33eZ/CDHVpKqqyi7Cn17wfX1IY/O+ug7LdQJ9D6F6QuwfWHE/kEfjFu4tlBUNzO8ZUx9LaOY+SAto9c1yZ5H3bD0ooKTt1pudrdTdOYRNEuKvQayENz43i7DtMHvbH3Ov/r8FdJWxE5/RqEVzaDk/iiCUhJMBKdva2xDQ+EWDRZnkP67Y872Vmje88nWoOwaaFakm5K6YUkOBfWtFPkwpvWFZFklNH9wyjyNaIYl04c9hLTk6xr/6XR64C8EdQzLHY03k+RrlmAs8GaKNG0TLARWwvFbitYjS/5KQfB5jJUW68PsVoXIFd3BgnkcMXo1JBgp/CUY5YyqThXBesrsehPRLrm5fspHOzEbO2eINGKZhWAF8Ymgaknkak4uwHoKExislMRPPGQFwkiWFzXWs3gLhfEs+axF+wvODRqsvX7M2axBkQbEd0NUiTMAM0HjwFL0BGe/l2FHAaqwWAkmsPgbKTfWT3k06tO9kbEsAtJPe0xervkH60/4SekzfdIhmEj82zMCrybzNfkwRjYrlmcJvUOLfGmJ3LRUuc+i5aIu8Q8mzJcRv331PodZm8m0Qb0IiTeWFJnPxbURiVey3ZkyjQpOW21e3j5kb9rFb5foWuI1Nf/kxgf8m92XUMIy34RLgwnH0xa5H6ImHlcHZ3z6aAsx8cnXYHYd/LnAX8LygnOI8clfE1n+FfKtYwxaY4mHhsVFtzABsoHg7CUf40uCKVQthY4kyacRm+0ZwkCw6xZZsJZSrGnqk5iLjTGD1pLqUsH0hlOIqlfzg7UvWF2fEh752NDQ+izAux+TbRg2VqbIQqLimmiQUbUtOrJ0wpwLrx4htjN05iFSha4VL3/3IfVKTeKVnI2a/MnRNcrDBls7Z+zur1DWik6QodoVwgrqhsX6Fv/EJz5wNjg5lPTuGobvrCNCTbZh0BHcfPkJ3d6S1iMINpdk64Y69RAGpi9XyMtL0iJASkOaB5hmTfvHMd5cUr7fw+428GfOm3qpwJ9IwrGg8RjqBIKxoPeZIDkEVUKdWLJVgdyLaO5Ziosl+YWS/nsenbsS9a97qIcx0eYSlYOoIZiBnHvQrWjEBdV2iZ0EfHT3It5EcfLZKp4y9NtL5NRzkUwN9jhC5pJiTSNqZ+zzNU36Uk7ZtvhTSXzg4c8E7YeSlQ8Ei0tQtaC5J5n9aIPwz1p0/zzAy6DsGWQNxaqhbri1YyYBnTuK2TVo3RxDr6ScB2wnE15dP8BXmt++cJ/RD0tee3GXH+9epXjSZO2ngvBMkOc+k3GD4qCB3y1AQPLQZ/yqZtBacnNwwu+/8CEXr5zS355wrT/kH934jF+ebnF3f51OO+V7Lz0gDkusEazGCz4brjMtIqbLGHsa8sFnO8zu9gnCGqEsdan4P//oN5iPGgyaSwCeDLvk4wgKibcUfHLvAl5UcfWVfV76+/ewgcWElmzVIktnmE9/WP1KWv03ybfOCGANrd0CqyxlV1DHgsX1mnzVcvq6R9mB0S3F0fclRc/y8GSFoi9IDgAL5mGT3qUxNrD8h/df5vGjAcozXHtrj8XvLpCZ4l/9h+8DoEOLN/LI1i1eBsIIQq/G20xRD2KUMujQohuGe3vr1EZyef0MOfOIThQchXxw7xIoy7sfX+W1nSfUWiH6BWezBnLsM5k0CKRmY2WK18/xloLgTGGlUyIR1yx3NOma+8A285DbGToxTPKYOKiYvmAJf9pCrOeEBz7Fmmbj0ogLKxOWo5h0HCMEiEIx+V5J+wtoP7SsvWPwMujeN8Sn1qUepVPCYsVgfNChIFsXTF4vAUh3avyZoOgK2h+EDP7MJxoZkO5cgPyoQdWypFvOWK39AqJ7EfWPBrTfDYkPFckjH38hCEeS2bDB6aiNP5NYD+RWhpcK2vckyZ5HcqBYXrDYwGJrd05rD5JDS3zi0qLpDZfBlW2LDqBx5JR+vuOig+YXClkJmruSogOLazVWWOZXDLpfscwC7NIjaJX8ye510jpgWQb8+OAqg9UZd47X8N5rYZo1wzcgfStFTwLEOOB3f/ABWks4DUl3at5+9QGDeMFx2uIPdm8z/JNNRkcdFlXIv/vxG+Q/HeD5mnZUILFc6Y6wWvLZ6Tq3B8c0g5JBa4ntlW7NrpZc6o2xRxFCWbztFOlrjBX4vsZUkrif4U8U3Frw0s0n9Nspm8mUSNV4c0k1qBAGkkP3bdXE4+sSAb8RxuB/qbRF3z4rEQoBb7/M8mJCuibJVwS9Hx5xPGojHseoXFBsVsT9jNCvWaYhUhmKeYhYeHTuSSYv1SBBVILB1RFpEZDOInorc3Y6YwAejAbMDlvIXNK4MkUAs3GCH9VcXR+ireTgDy9Sts9zycjSvi+ZfKcgvu/CT/P9KbzToW66PDT4jTOaYYmSht1PN8Gz2KRGSEuzkwGQ3+mit3OCqEY/aLp3vrxEPGigr2T4dxJMaKm6BqssMpXYfsXqH7qQM+8LpIbpLY2/mlGdxKilRNYgtKDYqoh3fcKx85o6hMGHGllZRi96yBLSLYusoOoa1FLS3BMUPTAe1A1DY18iNKjcUnYExgcTQHPPkvcFVQvCCXhLh1N4S/CXLuRONwVF37DyS0G2JqhalmAqMB4I7dLcOgZhoPnEstxy9/dn4KeWs7dr5FIRH0nKjqXqa7ofeRgfEFAlnBtslxbMXyxJuhnFoxbBWJJt13hzRXxzQrqMaDRy5pMEWwvkwqN9ZQLAdmfK3YN16tzjv33lY/7gJ68j1nLevPSY9/cuok8j+h8Kzt7WiEiTtHO6ScbBvVVEvyT8LKbsWlQOjddGzOYJUVxS3GtTdzRep6TOPba3Rhx8vopt1rywc8QoSwAoKo9aS/7p9ff50+E1Gl5J5FWkdcDDsxUu90fP9OPB6QDP02RpiBCWVjOjl2QcjDsURwk2MARDj8YTyFYF0QiCmaX3v//CgY/n8iP7L9+11r71F/XvG8ME/jZiAsViW5GcGCa3LIcPVml8ocg2DFXHsn3pjLN5g8mwSbOfspjEUEluvPyEzzvriLlHMJSoTFBc9FhvzzkGrBWkdcDeqIe+28JXUA0qVptLXuicMBw0OFh0GERL3j/cxniQHArKDqy/eciTtS6BMmQ7ktbagmyS0D+xzM6hgtCvORq3qNIAfIM3V/iHIQhYrPtYzxJlgnoWoD6JKS5obKLpxiWTXoQ8iSjWNf5IQrPCDzSdnycYPyDdFMjSKZCOwMYa86iBHVSQSaqWpf1AEE584hODsNA8tBhPcPqGRGiBDi3th04Z/bkgPlIkpwawNA4dKKkDQTTVWAl1JECA8QV15AxKOLV0vjBUDRdEFkDVhKrpQDnvxgxzkqBDhbeEcAw6gPSqwayWtDoZ1d0uyYEgWxWUry2p5gH10KOeCzof+1gFVQPiY4GXecxuGOJDSdW01JdzskIRHPmUmxX+qY9+EiBDS7ZdIwuJ2cwxP+2hL9dkStPoOKUZzht0k4zhosHxooV4FMNaxahM6F4bkeYhv/j4GmquEMpy9paGwGBzRR74TH/WwXtjid1NyNc1wgiq1QqAN3f2eG/3kovIaoEQznkcjdp0dyZ4yvDwzy85Q9bViFLw29/9lD8fXeZqa8iyDun6GfeLmOUkZtEMudQa8bNHV6iWPmG7IPowRuUw34qZxAbRK6FTwcKjTiyLv5dRLQJ04qFPBb2vqW/fPiMgJMsLEdmaW2w7/85y/B2f5MSCkOgAwpdrB9S0KpbzCDlxaPyD9oDNjTGHs1VELVxomwX47RlSGqbTBCEszbhg2GnQvqfQo4BH4Qotv+CDBxfBQujVSGnRL8+pPmqhXp8SeRUCkNKiZoqsGRK3cqYvBOjEEI4Ux/cHyJUCb+hjtnLWrw6ZpDHLUYyX1BgtyC9Y0IJ81eANMrCCyagBytJ6KOFpZeBxyOy6U7yiK7AerP8ip04UdSw5My4XLrRP574L1a2E+NTg5ZayKdE+qMoSDSXTV0uoJXZX0X7oFNNKqEPhvKqAfEUiDKhjg6wt06sBrV3D2SvQ+Ry83CJrSziuQXjkPUl8YhEaFhcFqhDoOy186So54dgdN6FFNw39/oLt9ow7Oz5l1qRqGtZ7c5prJY/7XXi3TdWA9EYJhaSaKepejX/mkb6YYzMPSoWaeMTHgqqjsJcyqqMIsZGjrMBasLUk2zQQGsKwZrszZRAt2T/t4vUMjbDk5LTNhe8cUWrF56MBSlqKZYBsVGhpCY88irZBzD1sook+TEg3DWYWsPYpVImk+r0pg+aSQGruDtewFqQB26zZWplytkxYTmNeXj3EWMlPek4tZbNitT9nWka0g5z/eP8FxG7Mqz/8nKZfcH3nmJVoiRKWOC5Z6805HHYortTIZsVrl55QW8Xt9hH/6fA604drFFdzEJbg2Kl02caVI78SCfx18u0zAoAqLf5CkvUVwrjQM+8Jyq5DPo/+8AJqYFBnEeV6TePyjKVqEXgaAfzGW3f5xeNLqL0Gti14eDzgytoZWZxzMm3SbWYMrow4jTpEewEm89hKpqy/POOP/+B1Hp9uoyPLpZcO2XvBIxGWN3uPiVTNB5/tIEKLOInQs5jolSnpMiR9HZS01LmH9CztP4s5+S3DW5f2OOs0KLTH3sEKcS8jGybY9QIeNQhHgsbSlRmLLngpLLfPEfB3LMaHsi3wZjC5FlI1BcHUEkwgH1i8TBAsDCaHvCso2wLjC+Y7gnzNYAMD2tL5IKDswFPiptAW4wuKvqD9SKMDByDmfaiaPo19SzS0SG3p3hN4maFsSvwUyq5HlUjqWOCllmDhxlH0LLIWFD1X256+VhG2CzpJQVr47HTGXGqM+Wh+kWqrojFI6YQ5d/Y2sEsPcTtHDAPk1CM+kiyvVqiZwlsK/DsRVjrgr31zTHnVoyUN2kjsToWUlu3OlLz2meUhE9FgsLIgLXwSr2RSxgRhzaN3L9B98YxmJ+N01qTIfAYrc3ylQVqEsvitkjKXdD4I8DJLuulTtSyNx5I6kXiZ5uwVSSIslVbs3tsgeayQr6bc/MEjKq24/8EFbGBZuTzmg+NtlDRcvX7ELI8wFgbJktoq3v/oCo0vPMo3FjwYDVhrLgCIVcUvj7d5Ze2QB9MVLq2PmHVCZp+u8Nm9G+QbNR/bHZI9RbFl8MOachQhLpQ0uynz06bjhHwNffvWYQLCD5j80zdJTmtmOz4qh+Eblv7HAh3A/Cq0H8D8d5ZU8xBRSlrbM5YPOpiVirBRstpeuA98mCB6JZurU/YP+shA4/ma6iQm3lqQLUOEtCjPlVJ2Vseklc/4TzeoG9ZxBAaa3vYUJS3Lnw7ccQv1Tk7yYUzZcmU0gN/5b37Jf3p0HfFxi+gMZt/PMEsfr12iTyPUag5PYmTpvLCsofUFjF906LyVDqGXtStnicqh99PrUPdrvDOPcOx4BEXf0n4AXmqZXpfo0BINBYsdg0004aFH1bSYTg2FRFhB674iOXacBu0LpjcdBtD/0GEAVsHkBdAtTedTj+mLNd0PPaS2lG3B8oJBaIiGEi8DDJRdCCaw/G6GGQVs3jhllkUszhJuXzvAkwZPaEZ5g++tPuKXowvcaJ/S8AreObvEow+3nq2DcCxRGcRDS9ERZBsWu5NRL3ySlZTba8d8MekD0ApLrrTP+ORsA4BaSzZac3ZHPbKDJjbWtAZL5mcNonaBMY6r4c0kddsZR2/sYUKL9Sw2NI6XACAtwYlHOdBgYOV9xfwSmGsZdj/GSwXl5Rx1GFJ3NMFIoXKBjizlRkX8MKD/W0f8YO0LfvT4BSYnLa5fPeJyc8THow3G84RiGdDqpSz224hCuO+kBXKpMN2KpJ1zsTdhb9SjriW6Uni7507vgY+XwuKSwQQWrEBW4C0lddMQnknq2HLlf3nvV3gCf2cwAas1yWmNUQJ/4fLU5q4kH0A4tpitnHEjwLOC33/zff5w7yYW2HntgEeHK5RPGjRfPyNZKbk7C/H3IuqVOf/ktff42ellZlmEWSkQAnY2z9g76tOISybDJg/rAUmjoH5pSb+zZLqMiYWll2Q8Olxh9ZFhesPlwmovIt00rP0cjn9gSfYVP/rJa8hS4AmY3tYM+guKd1dJNxXSsyQ/T1CFZfZbGd7nCcVqTbkisEmNWXj0Lo8pKp90v0l8qKgblsVFR17SkaL5WBBODbKCzkM3N3UsaD90EcP8ssW2aoQylDvOsKlhgMrd4p69XJKu+0RDl+sLY0HC/DKoQuDPIRyBzhTpluXmjQPuZxfo3BOubh9YZKsiXwWz9BGlQPRKimlAr72kauS8vbrHe8OLvDA4IZCa2kouxmOksPzH/ZtoI2gFOeNinYcP1mldnXK9P+TDJ9uE9xOCuWX4hkWs5xgtoHLzvdpaMi1jaq1YLiNU1zIuEpZ5QDqOUUnNbJ4QRiWyX3Jt45TH4y4A1V7DGVUtqJuG6FiRXdb41+bkBw1s4ND0YCLQsaVcrSm3KsRC0ftYggETwkp3wdlejDA4bONeRHLkUbWgblhkIfCGPvUrCy63R/zfP/kujceK2IeH8YB04LPZmDEct8AIWlFBtZZyZXCGJw13DtewowYi1Pz2pQf88e51srMYAkO7lyJfyTDLiOULhv5gzlZQcTDswmGI7mh0t0Z4lrShCE7VX9Ktv06+dUZAKMVyw2e5Jeg8NMyv4PL0kQOlGu/HlN+bUywD/vVHrxEkJcVZzKLsEF+Ys/HKGUfzFqFfc/vqAfsrHU4ervD/TBtsDyZUlULXknQR8mgc88aNXXLtY6z7KIfDDturE+Z5SD4LQQsOAZN6GF8QTBw7r//qKaMPVqma0PpC4qUWL5U0DzTzC4piBeZpRHFDY0NN3M0pFm2EEehCIW8ukbXELH3avZRZ1mJ6t4+JLZ1LU5bLHkY5cKzsWmyjxgQB6ZpkcUUTHygHECpL4wmEM4u3lNgDn3JFo9oV4ScxsoLF9Qq5VGAE228esnt/jWCkqM7JSOGFjDwLqIEq9wj2A6pBxemyAcLhDdGpok4sullxdWvIw8MBShlubp5w2G2R5iFbvSm1UYyWCT9ce8B744u82XvMe+OLaCsZHrfBwvv3e/hzSSMF/ajHPdujM7bEQw0CVC6JGzmLeYSdBIQTyX6zS73wUc0K+ThiWElOD7pgIfnCR5UBOoBgGhNXloPOJWwTklempHWCP/aoGwZv4bgm8c99dBCgQqgTRTiGugFlbAmPfIKZ41KYwFVNxKUFZx+tMvjAMr0mmO92ELczZFJSpAHtn8aEE8PxbxpaUcU7P7rNxieWvG9Jb1j8hxGzRoEvDdc2TtlMZqyFc3ZbfSZFTFb7BIGm8/oxAthb9rjYm7C+vUdtFAbBrIx4+/JH3F2s83Cywv5pF3kQIQswkcSGhmA3IByDl319stC3Mh0Y/o/fceCYL5hfFORbGjWX1F2NmitHHd1yHjE+lmTrBn/uPEb1QsqFwYRZHjJbxPh3E6qWgc2COClIlyG2ljB1MXw4kjTfHrLMA6S0ZLstvKUracW3JsxHDcRS0bmjEMaRafKLLldlM4f9mHAk8BeubJWvgo4szRdHzO/06XzugL7j37RExwpRQ9WyVJsl5Ap/7DgD/tx5oartFmpyKGgcG9JVyfyKOVcOQXQiyFct3u0Z2SKk+7MQWUGwcCG0qN3CrWNXyquaDrhbefWU48MuIlXIfokZBQTrKRvdOXntEXk1L/cOeXd4gbNJE8/XFI+bdO6e9yh4gsmbJWjB9atH7J700VpiMo/1bVd2vdo5QwrLewcXeH1zn9IoTtIWW80p7zzawQxDvFTQvQNFX5CtWhoHgnBiiEYaKwWTax7plgvR/ZnEnztl9FKIzhxGsbggUcV5ydG4UqWOcOVMz/ELdCSomi5t6txz6ZYOcOh800WZOhDka+flyaVL/+rEAaXplqVqGRqPFdHQUjcEsrQEc3fd5LbjmajC5d0CqBODP3OErKc0ZvvdKel59UpUgmRfkQ8M0dU5r64f0PBKPh5tYK2gFRaEqsYTht1Jj7Xmgk6Y8cvHF2g2cr6z/gSAnx9eAkBJw/i4jX/q4S2ds1AlRENXSVr/F+9gq/KZnv0dSwc0i02FyiG7UuINfZAQHXjkGzXhfcXyqsau1KQqpHFlyvyohTdRqC9ioo1Trq0NeRAN2E09qCTqKKTMI5ongsVlxz3X6yWt6zNO913YGD3xsQNN1bYEGylZGuJFNd0f+8yuW6qOobGniHd9kkNLcexqvrKCogf+Eoq+xoaG/M9XaMzPS3q+oPmFW7DGh+RIsAh9gonL3WQNdctSNwyt+4ps01L0QEeS9iON0JJs3bENhXE4Qrbs0BtZ4jOXpxsPyrakuW+ojQPsZCXwUkG2Zjn7cBUZWRp7kmIaofuaRlyQ+CV7Byt4YU03zNhszFhPFny4u400LgoQ1o2bQnL1xhFHsxZV6iMWHmpQcDpq4Qc1n1XrTKcJ4YOIh0nO2aRJnXoMH22iYkvj1I1LmC8VuI6huW8p24q856ogwUSAEHjZOadAO7anVVAHjpdgJURnBlVaVGWpI0k4cY5DVpZwZigKiSoFOoJiBTDuPo0Di/ad4gcPYHHBPSueGHIkfmaxSoKVtPYMdSSIzlzZtWy4+QjGgvL1FP/DBvGppWoKhFFUDVhc1tjAoK/U6GFCvOdjQkvZN+e8CUlZeHx4vMXrG/v8w607HORdlnVAWgfcPVnjpY1DpmXML+5eQSw8Vl4e8eeHl1hvLdhozXk87rKzOmalkXLfbADeeUkVii7YFr/a2PU3yLfOCIArv+QDgfEtyYOAfM0QTCQ6toRDhZdC8shn5x/uc/fkEvOTJv3tCSPTxe/nLMqQ9d6MD8st+uszttszHo173Bqc8IvPL4MRdNdmFJXPWmPBpdtjHo5XmE37xIeKfM1gHjSp1yvkxENHji/gPZDkK1AMDN3PcaFyIEg3LeFYEI0sVihkpShWLGnT0XWDifNiRddZ6OTYkK06r93YF3iZy++LvqJ5oGk/hioRjF4ULEpXIdGhBeMIQLJ2hBmj3Ecum5KqCeHI4uXunw4EJoVoZOk8tFglSAcOWym3S8TSI/v5gDvXm3hRRbUM+OCzHfxuDlawtTZBrwrKm4r5Isb7uEH3E48no21ELYiMU+LM9xFGIDcqoqBiCpTXM46PO1BL/KGHji3NXRDWvYNVznu3H4B/XnXQIVQNQT5wUYDKBMFEEOaWOhEEMzd/OnRG119Yio7Eyyx+6ubPSmcwslWJylVtwqEAACAASURBVC2qcPPuZQYdCLJViTc7b0wTLmrwM0tzH/zUnRMsLcFME041zQPJyXck1VqFd+YjS4hP3JxHQ4v/kwYYWG4Jgqnjb8RDi44l4aszPKUZlS2qlsVEFgTImwvajYyi8tjuTNmOJ3w03eJac8jeokfDL3hj6wlfzPoc7fdcWbfpynyXuhPuHKxjzkJsYLhTrdNpZfjtkkqCP/fJEyiu5dj87zAmAI6kkhw5RDqYOQWb3HaIbriScbIVQinphyk3Xn/Mg3cuMc76JBfm8E6H09dhthKz3pxzvGghsby98ZifPrnM1uaYw3urpO8OqG5kbCcTQlkzLhLiV445POphtSAYB/T+yCfvC/p3csqOx2JDOd57v+T0OyF1vyI88JG18zazq46ui4Vo7Or70Zlx3tSAP3/ayQa9u/YcpX/KpLMEM+cBVaZROay95+r2VSwIp4Jw6kp5xnfdhHUsKBuSaKKJh26RVQ1J1ZCowpIMNXXk/rYSorFBaoGsQ6q2JdusCR6H6CiAbo0/VoizBvGR4PBaTPfaiNivGZ9FxAtQhVNcrCVfFeR9izdTJEcC86jNcK1FmAp0YIlnTmGrlkHlAj+1VIlA8GVYrjIXwWSrAlVCMLd4uUO6jS9cf8PMKZyqXCiOdVFA0REUfWAkXAivLdZzUYAwjpno5e6ZeV/iL6yrjCin+OngSy+pCotRgjoShDPDbMejjt03bTyGchaQHJ2Xa7tu/FVDEI4t2bqguFKgjwLCoSBdc/yI6hc9ZjsVF3eGqAuuZPr4tEeZe/QHKU/KDpvxjPdGFzmctrlzso5SxmEzqUfUKXjp+j6eMHw+HPDg8RreQUCwdOMubpVs9GccjdpU45DoxKly1bLYQuFNv75qfyuNQHu3ZHI9oI5cjby1a/EXgnJL02ulXNw64P29i7zzo9tc/a1d1l89Zv9Jn/SkQauA+vMG/ym4Rp4FRHHJpwcb9DtL6lpydNrBhoayK4iikrOiQW0Ue+9uI0uga4hOFcW65nRFgDLMXpN03/GoE2gcGhr/b8DkukDHrjTkzyEeGqqmQ+8RjnwjjFv8VjnGXTQ2GM8h+v7SYnxL0XeEm3joQtuyJaEpnUdPDcYXeDmowiArg8pdd6VRnlv4Eoq2IpxpZH0eDtf2PFfWyNJSNaWr60fnXZm1a6kVVmCvpVgtCXYjgqnASx1duH1fUu0NqDW0DUxfL2l+FtDcN0SjGj/zqBNJvlGzCF37bzD0iE4BnFJKDRhHc37aDarOlbQ+70MoWwKV48ZsnYIZJVCF4x74qcWe753gLw2yNFQtRXxmCafu3sZzhlLmbj5U4XAQK8ErrKM1AnlfIvR53jw2FF1J1RBkA0Hj0KJDF9lFY4s8Nc/u0TyCsiFJhppyIVlckAQT64DqY4O+63P2CiwvGloPpYtmlAMsD0cb6IZBrhQkSYESlnEek+c+f3T/JjpX+EmFfZxQbudc3zxh96xPt5myGi04WHZIxzHxo4DsQk21YgmGHmFc0Y0y9o/WiUeS/HqOGAdYATKu8fb9X91j42+Qb6URKLoe45cM0YlrbbXKlclkEXK8HHDab9FppSyJufvLS7zx1n2mKxFxUDGM2zQ+CSkKj0trI56cdVnpLphnEdUiQASG33zlc+6NV2mFBR8dbCE/adIc4cgylWLlN44YL2PKB228pUQYhbDOSxlfML0mXJPGUtLadTlj1RRoXzC6rWg+dlFMcmoQ1lIlEI0tRVfiL92H8QqDWEKwMOhAgnDGQVbOg+VdhZcbrBLPFCWanJf1LIQz/Yy6q31BHbk9AsApubCgIzduVVnE0jw7V2gIxwIrBTpsIEt34ey6QWWC7j2IxpqyeZ6WKei94xONDV5mWGz5zK6BvpIhJgHJviPRNA4tsnKsQiyoyikouPH4qVNSYR0TkhKscAZRaouVgqh0yqhK8DLjkHl7zp3wBVgXHUnt3ktlBusJF0UBy3WFf85stFKgfTCeoOwI/Lm7xkVgknBisNLNrSod6UkYl15lfUnroMacb1LiFY6F6eWW9hfacUUiwXJDsbhsCMYCGVlmL9Ss7ozJK49bgxM8YXj3yUXKWUgKRFHFchqw0llyNm3QWMm5sXLK3WgNawWTPObv7dznu60viGTFj3iRo0GL5oUR2e4K0YGPvrXEWsFHn14iOZXUiYWZj1WW7s6E2TxBfL3CgFuLf1uF/SbESpCDArFdMXtFkfy4ifahtWfJNyzWCNJ3B5SrmuhQ8eGf3qDeLIlXK27tHPIgHlCNI8yKwPM0J2dt/KBmdXPK6W6P+5MBV7tnnGZN6krhKyhbLtdno8ACReETn7p0JFsVzK5bdEPT+MJj7f2aoi0pegJhLO3H1fkChbKtkJXFP8/ZrRCEM2fIGofuy/hLkJUL30UBYCjPFTqcGWRlic9q6lgia0tcWBcJ1JY6dnsQPN1rAfHUu7qIA3vuCa3FBO75wrixSG0JpxqrFMtVSTi2rkMQl1rEx5LFCyUTfHp33XXBxIXBfuq8bR0q/NS6pqNFTHxiqSNoHrhI5mlYbQKQc4uXnY/FcxGKPc/F45FjLTaO3fvqUCIr6zoFO8pFBhoQgmDu5k2HLrUxPlghEcbiS4HKDH5eIyqDrH2MJ7AKwOECCPc847veCCthdtW9bziz1IkzWLK25B31rD+jjhyN2ypxHpHZc4PrDE62JshXLN7CRVCylqQ3KvLK41J3wrSIEcJS5R7xno8OPeTLBVfXJtzqHDPtxdwZr/Hegx2Ye4heyWprwVnR4Gf2Gm0vo+Xl9JKM3b0BrfUF7Z2CaRaRZwEEhnxgMLGLPv1ujjaS4LOY/h395Q5c/xn51hkBIQVFV2JGIeUipu7X1FcN0akkHmrifY/25REn/YDuR5JsDZq7UA9DTq/16LyQ871LjzAXJcYKbnZO+LP9K/BnXU6vxXS3Z/TjlE9P18mzAHEcUjcN1dWCIKop9xvM391ArViqJnhLQf8zTdGR+EvJ7DIsNxTRyLA8T1eKjk8y/BLgSk7ss+jAXzgvk3cksnZ8fmEhnLqF/XTB15EgmhinzMKBbk875YThS8U3zrM5T+uUS2inbAh7vvhBFhZhDHWi0KHz5uAWs9BOuZ+2FRvPAW3+wiJ0QDB3IbMV7v5ezjMP7qcuOkmGhuTUjUufpyDg8I6q6cZnhYsMgmmFjpVLX5Rwhgyn+NmK57CDRBBOLdFYo0rLcs1FNkXPzaPQjpGn1x0tVglLXvrki8ARioyHzCSdu87oGiWIR7WLTCqDqC1lx+fsRRepde47INAoN6eqcBUGBDSPHJZilHtnoxzWUEcO59C+A3P9haNJ1zGuKd+CHPtUuz3uRl3qjmtAUmOP+sUl9ShCfNjl7lqL++1Veu2UZljw/RsPKY1iXCQcz1pcbo3oB0tOihYHyw6j1PWezIcNqic9V7q8NuWlnV0eTlcYzxPKSYh91KBaiGcdoPbvcjogK0geK6Izy3Lbp3Fgme9Y5hcUyZFFG8nO7SMON9oYLVm8aNG1QpyF7I87PBl1iYKK39p+wJ8eXCVdhJibFa3PfCamzaC55MXVYx5OVrCtjOFJmyQpkdJSFw6hDqau3KIjtxCsgMkN54VSXxDMXR2+7EL3nvt/wIWWucF4jjiEhXTVtcI+XVSyslTJed6fu3QgnFtUYZGFQUfK7aqVGURtnDGQzlN55+mEymvqpv/MU7ljmqrpUScKcb43nawsqjRMrvkOpAwEfmbwM6hiib801LHbtipYaMKJxnqCsiXP+/fFszTDCpC1ODcQzkAhBKpy1QhZ22cKo0qH/AvtWImq0JRtn8WWQgeCxSW3uYpcyxCPYsKJ2z1KlobJ9YDZDUebrrsut5FLhdjIaSUF2khqI0iiglaSM5kl1KMIu1Iyft3DHynUjQX63zfp3c/RoUJi0JEzyk8boepEuK35nqYauG9UJfLcQHBeLoTlmgMXdSjwli7dKzugby8JwpqidNZ3o7ugFRQU2mNRhJw96rk5u9OguljivzLnuxtP6PoZTVXwi9EOd87WGD/pILTAJprPk1X2vB6eMCyqgHZU4ElDEXrkCw/rWxaPOvz0oEU4yOg0MxbKULcVKqrQ73RJ1xSxFF8rGPjWGQFrLO1HBWU7It10ilg1BMazTF429D6SFH88YPhiSX91xmjYAit44/ouw9UmsVfRCnLe/fwy/+bxmzQvzEiaBc3BjONsQOu+x/1gneOB27WlKHy8U5+0clRaejXttQXNqOBo2MHbjbB7EE0M05uub7/xCJLjEn/psdhSzC4L4lNJ49hQtCXLDY9oaphe8YmHBj+zeIULf6tEkvfcgvLTGm9p8IWmaiq8VJ97akudSIquJJwKVGEoOq5UWLZciuAvA8Kxa2MVxiIqlxsDeKnGX9SY4JziXBgGH2rKroeXOsXUgSSsNFaIZ8e8XLtwPnBVEGEc+FVHULWE26jjnkfZtVQtMIkm2XU8dgfI8axkF04NXqrdOzc95tsek1tP0xaLXSlh4hPFJaWO6d7XqPy88eiWKyXqfo3XrDBaEK+mZMuA7NMuXuYijWnHoi4t8YMauZpSZj5BL6fOEnThkb+t6d0Hf1Kc18xdm/Lx98BfyPOypeu/yLvCRVXWYipn0GTlIpSyc75Tkf8lsOovXRQwPY2QE4luOqN2MAuJ+xlRUHG5O2KouhjfEt2aoHOfxWGTHx/dormxYK21YJzGbuu1WNPpL/nu5i6+MDS8gsO8jcqbHC+a3Fw5paFKjlda3DlYx7sf070nqRpNTt+K6K7Nqe+3UPsCoqcVmK+3Z9C3zggIpZhfDMkHlqpl3bZYc+d9xMyhuYurNWGzoBFUbF/d57OfXeH94gov3X7Mw+EKxV4TvxB4C0E17OG/PqasFbRr9G8ueGP1hINFh9G0wasX9hn2mhyO21SFhzwOWSw65KnAdg1V0zK9qjDK9cZjHVBVxwpRu00lVj7RlC0XPoZTl7uXLUly7JQ6W5EkJxovs6hS09zXeJkm3QxdQ87BHJWGmEix+489ep9It5VWxyBq6Tx9u8JqCaUry2EEyBBRu0WJdRtuCuNq493PDdPLIeOX3EabzUNNfFpilHRAW2UwvgTPEYK87Lz85kkHpDUEwjpl8DJBvgJqKSlWLMHEbQQSnfhEZ5Y6diQfkdnzd3ShQ9H1yFYkZdflzuCUL1+vIfVQpaD8uEPvrnUGzULZ8VDrGfVZRNApCMPKlc1qiZ0EtHbBSscIHHykOfp+A3lrShIWTGqF0dLtUJQrbt44IG9vEac1ZTsg70jSDYuJDEXDUjUV8YkkOnNzqM5ByaLrynxl1zWtGe9pWdLN7/yqRbc13shDGIGoBa1HjqFo31zy6uYBDVWyn3bcmtaCNA15cfuI9qWc46zFg8+22B91qBOLd2nJxa0RNzqnlMbj/bMNRpMmphYIZUkaBU/mXQbxklkRoWcBQSU4fdMiNjJurg+5f7iKWalZCg8vdeXTtb/LZKHllsvT2lfHpHlALSx15WHGAZknEY2aIKh5ctjnibTYtuOcj/OYf3z1E36cXOPso1Wqznk56m6X9ELOymDOeOo2Dnlz9QnDdoPPz1bpJhn6cYI4nw1ZufzT8fLV0+5b2o8MqrBMryis9M5LfrhSnic4+B3Lxp9KvNx5EB060orxOS/RuRzXnyuaBxX+XOMtHRFE5jXj2wk20Cy3oVx3OyLbAGRSY+Y+zYcejQNX6y5bguVFS902yMzxArJ1h6KnFyy9e5bWfsVyK2D2ds409Wh/FhNOLPFIEx1nIAU68pCVQkeuSclKpwzR1FAlgqrhQK/2I4M+PK9eFIZifJ4L47ypylyd30/NM2S+jgXLC1DHFt1yG2no8P+j7k1iZMvS+77fGe4U98acc+abx3pVXd1drJ7EJlskIdA2LNiAYUH2xgYEaGED3kpeeSVAK29s2AAXhm1AsqiNRVm2SEKc1Gr2wG5WV3dXvao3DzlnZMxx53uOFyeq2LQpsWlQcHds3subU0RGxDnf+b7///e3iFqgVk5e237tJMN1pEBAuqFoJxmTSuF5DXWtkMqgtaG0rhmXXa3w2gWb39folaaqFFJY9zRZgfUMGMFePOPD3hW8pcfxz/vUiXH9lkpihcEOKorKxwr3uKqOMxn5M6dUrBJ3PFCV21nz6wXhi8CxL61zevoTSX0/pddf8KAz5kcXO3z74U3UxMnSpbbUnQbmPh+rLaS05LMAAQRvT/ni9hH34zOOix57wZT/6/hNJj/cIBoLVgcN+/fOeWtwwtP5Bu9/fBX/XOPfWfG5z7xmXLQ4mXd49PEe4WZGXijEtRWtOGf+wfBnd0QolGR1q6LzoUfzBwPsF1aYVzFmp0D2S2pP0+ulvLFxxrjT4tHDA0RSIZRlnoU8nO/wmeEJe//OQ/7g7A4vn26BhZvbl+y25sRbBZGqSFTBw+k204uEqUjwDlKqaQgBoC1qpui/rwin5tORlxP9WJIjQ7YpWYbObRdNnLd+5+sSXbhmWDBzR4MqcRMGq1xJrXK3cy6uevSeFK7foBTWk8zuut22SixCW1gpRxAqFMkzzf7vL7BK8ORvtkieCzqPYX5bYnwnlLGthqYR+P2cbDPCnzdsvl8zMiH5tmF+r6b9VJNta7YXnpuZ5zWyMuhMfNo8+6TZGEwtRjvPhJUCVbr77q8s0eWaR9B1OnxVOKUiQB1JFvuKsu80/03gqhfjWUfiqSX1sCZ57eEvXN/DBhJvXhNGklmtsc0aEGIFQoCva1aRwZsrtv4J1FGELHKayFIXGmsFthEor8G2wKw0l0WMLtx9H/6oYXpbkb2Rw8Ij3l7hqYZpJak3LeErH71aS6S1s6yrHIyyru9RQPDap25ZTGSQrRqRVMQ/ipgHEedGMFtFFJkHRuCtBPlWjT/M0bqhHTmxQi/MGOylXOQJZ4uEx9NNvnt0lcCr2UhWHD/dpH0mWNxoiK8smKQRv315n3ac81ff/oizrM3z0ZDvfPMe/lQSTEFdN+jvtPGGlkpaTFS6hedntRKwjUGmiuqrc7KLFspI2vcnzF52UQtJM2yYveryrcMuMhMICWrQMOiuOB91eJRvcdTq8uamx1e3nnKQTMkbTdfLOck6PJluoKThQf8MLQ2/8OYjxkWMFJaLbkxZK0Kv5qKdMA0i59FuW/RCMviha4CtdqQbh2lB/6FbILyVIbqoWO36eGY9Emuc+UUYsf56l1OAcJr/ywch4djQfVxjlaQJ17Ja32IL6TBVymBLhbewGC0phgEqWwtaKrer4q0bk9qAEmx0l2Aj/ElBHXsMPhKc9iX+WLO8akBajsKQzfdrZKXxJyUqbajaPla5c3Hju3Gazu0aQOJK4db5n5zd65YiHNv19EGgSlelpBuSuuUea5VAPayInvuUb2bI8xDRQPeRoPu0WIugGliCqA3hpeA0DZATj0yA9BusEYR+xebelHEck+45JkPzlQizURAnBUWhsXMf0y8wmcbvFbyY9Nm6KNdHONfkVdqQHMy41pswLSLSjk95GVIlTjPgLV0VqtcYdhtAtlGj54q6V6MWit6PNNMHLi9i+sCBaAfdFUpaslnI9sGEN98+JVIVTxYbnC3aAMxWEYss4GmxSZ1qdKsmXYXYs4B8UFE1CqsNi89VBK2KJCzo+AVZy6PllRyuehyOe+SXESK0FEND85mUbitnPGzTehQQvwqQjc/e2PxJ+Mufc/upWwSwhs5jSXnWIZKgv7BgI1nxxS+/5Ou/8Xl6x5rpOyX+iUfyylFolTacjzrsbk3xVYMUlh+c7/LNxQ06nYytZMmtZMSiDshqj8ZIXiwHdP2MH57vMT3p4PdzDoZTGiM5PnSZBNG5ogkt3kRiFRR9hzdbvFGhx5ruE8vkDYE/kww+qsm2fKfz9xzhJ90R+HPn6nMGE7coWCVYbUuW1yzTdysQCd2HC2QhaBKDKAV2XZFIbYk6K2ZfDWiCmP6jiqu/VZBu+0zuOYiElUDgGGFCGapGEa8M1Aa9KFB5zfAHLS5+NYepj/UNxSYsrmjar9fHkVWBFmClTxMpF6yjwVsad95fTzXqUJINFXUk1oufE/rIxi0WwjhfQz50Dr5gLAjf81ldsbTjnFUaEZ0J4jOXtoMEuSyxoXspehcprT8esLhVI1Ya/IYwKmmsIJSGa1tjxnELrQxCWPJKk+cede6hZ5IqdDj4zStLpr+/g3c5xvqa4maAP4cmqNDKkDeatPLw/ZoyNLBy3X2jQH/C4RBOpKZyTXxsmd/Q1Hsli12HRTt7NUDmkvBUY360weLAsvPZc6SwfOfkKsvzmP7uHCEsWemRRAW77Tmhqvijx9dpJgHENbZloJKUjzpI32J8Q/0sYZK3uQws/t0553XC164/4SCe8l19hXTp2JX1UYuJHxGduqNc2XOLXRMo2kphzZ+vGvrpWwTWHc1st6F1pEhXISdGklYe4ZcuKb45JDj06X/xDPWupfrtHfyPEtSm4Ox8ywVc3J5xpTdl5NVkpUdpFD+c7hGqCmsFh2d9mHpE+0s22ytuPLjEWMmzibPHDrbnjI96YEClgux6hZop5rcdD59GEB8KJl/LkIch4chy/o4mHK3lr407D1sJqwODLBxnz2yUrEqFmik6TwTJC0H8bU0wrTChpvMUxl+p8aY+ZQw2aGhSTSZcc2jxeUm65wOaJjbYwDXTROnAF3KuMUnNxas+G69nUDegJGQVnWeC4lsxyyuWutWgJpLVvsVbKOowAhHRebxAVWZ9RBGOd+ALsoETzeQb7jG1Tu2ngR6fSICjsROsgFv0ghmUxh2FlgcCcyUnzR3gJLo0+NMalVZYLbGBQpS1q4JCzeBhxeqKwqwXtrp2b9C6UYxLj8YKNDigyCwCYQnikmIX5MzDBIbjsx43vlNgQo9iGDK/Cd4S0ouYolMybK3YipdMVcRqFtEkDU0C3lS50V9snBYjdXqFdEvAzSVcRFAITG+JCBvIJWXHEH5+yk5YkFUem/GSybKFXCkmx12CM43OYHS9Jt/WZJlP1C7Y2r9kI3I4sfdeXiG6v2S/O8NYwcflHiZTqJ2Ut7ePSWuf16s+H73cJXgWQN+gdlPqwCIzQXa9JHzlIyoo9irsvRLxaxJb/flvuZ++RYC1kuy1It0z2ImP/lbE+YEDUtgNt/Mtf3eb1YFh+6+dcXbRxRYKkUuiPVc5ZLXH3f4Fae1RW4UWDR+c7CKl5erOmFt3R8S6YFQkPJ8PSPySxWVMf3NB7Fd4V8c0B5LpvIUCjO9W1LrxGX5PcflOjagl/tyVwaIRLr9g5Ywln7jdTGBpIkN7b8HitI1qV8h2wSQJ6TzUzrziSUSg6D0tGX9B4s/WKT0bBXaNvLJWILTBHuRI1aCBplKYpZOLIkGUApRl53c/yb8T0Bhs5NOEmt6TkmLg07QVTWRpnUiKHkRPG/K+It9q4U9L0BJRW3TjGnaqdOPC6MKJgax0/AK5luDKZj1aW8/arXBVQ3QBTSgohw12pfEOI/yFkwrPbgb0HhnKno8wPt68QpYN1lOEFzlb3445/UWwZwH1ZoHWjZvwAHnu0XiSbBkgvQapLFWpUSNXidl+zdV/pFB5CVIwv+789umDHGFhbzhjnLWI/ZLRPEaHFbWwyJHvpi1GEEydctDeX1IftQgmgmweoIcFUhkuHw0JLx0W3VsIaiO51ztn01/wW4f3KV4nyFpggPpOSjF3yPjVIsTWkqidEqianXDBB9MdTKnIMp/bBxecF21kXOMPcm5tjng+H2CtYPGvtgiVyxUQmwVBUPNJwR8e+hjfku80qImH/8j/0zmV/4bbT98iIAWzuxa1m9L+w9il7Xwxd9po39D9wGP2oGZ53zHZLr+/hX9ryXBrysnjTfzf7XLWd1kAr/Uu7OW0WgWf2z7ixuYljZWcLRKOL29xe+eCWRGS+CW1kVy7MuLV6YBJ0WGwM8NThiTOmV4kqJnGbJb0740Zb8cEfk39MsF4MPqcM7w0oVsEllcB3MdWW4JBhsAFjQhhicKKJmsx+KhEp40T06wqaCyD73aY37K0nykWMkANCldOpj6mkghpMY1G6fXO66+faAHWCPwjn+7jJablO6FRXjF9o8P0nuTKb69onXhkuxYigyqcXqFKJJ1XOUZLZNUgFgYTaey6seQv3KRAGNfo81fGVQcIWqNm7XSUa5WjyyJQheuwpzdLgk6B+LCNt3SOQCvdBCg59nj1110z8eavK+pYu8mCFrTOKnb/wGNyV2JWIemGh4hrwlbJTt+BQS+UIc89qtRHn3sY39J0G3Z+0ye4XFEMQ7INTd1y/Rm70ty9e8z19iVP5ptIYQn8mtWTLlKAP5br3oFTi2JBfpDAwGC/PIPzmKaWeB+2qAeGbL8mPNXk+xUJ8Dsf3UOMffd9tcAeZMRhhbXQubZwkWdpgBdVbCdLZkXIcdYhUG7kba3g9w9vU9eKnY0ZSliKRnN63IdGECkHQOk+hbMvBXTuzUhuFowmbbq9JaNpgvcq+ongoj9++6lbBIQQyEpQrTyKAcRHlvZ7IWUXytsls88bWo8C0jsl/Z05D94641svrnPxx9v4lSDbWsdcXc24v3cGwNmyzePpJpezmGF3xe3BiBfTAaM0RknDk5fbUEhUp0J7DbWFqlG0g5LZKkJFDQ2wvTF39/E0QMwjmp2aZmggl6hcEZ25DD1/ojCB88QLoyh0gOhCr++aR6vcxypL0VufgxeuZrOeZOO9JdiEfAjtJ4rFzQAxKBHSIrVBKItSBt+vaRpJ4zWU0wA1d4y8nT8qaQKFaCRSGkygaZ1V6ELz7D+K2PmmofvQOSKrlntRWeF2Z5XWa2my66iLtSuxip1Ixsl3LU0oKXqC5MiVzNkaVd66cNWSMDC/4/aom9fPefZ6k+4lhGND2XZvyGLD8OpXFfFzSb5pAHcMEY17CcuyIT5saJ1Kyp5mtaUo+pqyunBIMAAAIABJREFUG3DstTEtgygEOhO0VoKy6yqb7e+WyLxkdbXF8S9C/NotSPYXJtxMVpws2hSNxlMNz0424DzAxMZpL4DozC1i6Z4hPJdkuw3xa8WyGxJtpABkVxTJ1ookLDhPOrDwCL2aL9//mFkVcrTs0g1yBkFKpCpiXXCcdbnQCYFuyEqPl+M+w7VTcFZFDDsrWl7FZuiOB8erLvM8oBdmn25OWI+qA2fvlEhtOX49RIY19w7OmBUhUVRS3jBsdpeM/3DnZ9c7YK0Tp8hTj/J2RjH0CS4V/hyC70TMPltS9iydH/osNwd8/Lbl/t4ZJ+02Za1ZTiOCVwH13OeD2RWizZQoKLmcJghpOTvrcVr3Eamid33Kf3r9j3g43OX90T6X04QoKvHbDaPDHtm0R9M20IC3kphdweUkQV9JCcOSJnMlXlUH+AuH/QovlENuCzA9A77Biyo8z4EwtVdTv4oJJ5LVDhhPkw81nSdOwSgsbP3hhNmbPZYHksEPJPkwIt80mGFFGJb4Xs1yETqS8UwRjwWdF4bOsyVWOXcgUtAEirLnO6NS4xiEq21J+7Dh/F1JOWwwgSJ5KagSjYfTnDeRdiPRSKFygz9zUt7lgaVpG1qvHHJLrcdvOofVrqDsupThJlifpfdynh9uunTf2rLalbTOLOe/VPFffPH3+B++/it0XjiSUN1yikmrBI3nxpIAKq2JXyyJjt2btGl5CGvJhz5GuxGeLgzRWYFalTSxz8lXY1afyQmehPhzy/iLFUxaXOtPmOuQjWjJ955cg0IRTiUmE6hUULct0x4kr8H2K9K284SvrkGnn5J+3HOhLRaWIubznzmk4xc8PdvgcpzwPXNAy6+4mLQ5rbvu7y5AezVbXacOXF620GMP7+aCtwfHZI3H8bJLYySRrvjjowOEgL3+DF83fHi0QzPz8WaK4Atj/t2rH/Jbh/eZvOyDZ/CfRjwLhpS5R/yjkN6JpQhjIm1/hhWDQpDvVniXGkYBaEt+vaCceHgHK9TLhKZlqEOFKgTLLGC3PV+TZiuSXsZKOW96GJdcHUyYFSE3t0e0dMnLWR9rBZPLhOnzPv/d/Je4vXvBXuIaMi2vYpJGTre+4QQ7Kq6IrhaMng0Id1cMkpRZFtJUCu95CNs1y3slcT8jf95GZ4JgLFjcMohMYUce9k7FRn/BMg8oEkNlBPmOIZhKdG1Z3IiJRhX+ZYYNNd2HU+LjiLLrEY0FPIIq9qhit/AkLUF8bAimFd6yRqYVsnCNNhN6WCVRtdM4NKHg8g3tcG1bEE6ES1YaQjkwjLuC6rmm9wRkZcDA4nqA0ZCc1AhraY2MM0AFTv1YdB2oJO9JF9XVCLoPnUnIWwislOiopHjhVHPT+y42Pj4p6X0v4H9UXwPPULUU0eUnAiPQWYMwzoOgKmeoamIfNcsReYEauyOHnkbUvZCi54EAPc2Yv9Hj5D8s6XYuaX1jSN2C1a8skWsdwcmiw3gaE3kVVBJvqvAXUNlPGJGuSgkmlvBxgPeFCYvDDqIUlN/vQ+QSn+WwwFeGtPY5mnUxlUT7DdYKssr9rtt7F1xNJhgreDrfYJxGjiO4seLmnTGr2ueff/SAQX9FJ8y51R2hheHOrXMiVfFbh28wW4aYUiEawYOvPKMfpPz6Bz9H8HFEnIHViqJvac4d5q5uQbrtqiLZiJ9tnUD83CPfdHnv2ZbFbtSI1Kd5nmB2CwcKfXdJXXg0xzE/nAds704xVjC66BB3M37h4Bk9nRLImnkd8nS5ycOzHfJpSHtzyebWnMvZEP9JxHM1pK4UwdOQaeAgoN5mxi9cf8Y3D6/TPGyT6QhxkFNkHkejDYZ/pMjesOi35pTzEFtKyo874DvdwOqKIXmhKfqWaqsiXQX4usZaUEuJvLaiXvksrivaL2F+Q1B1Pba/5dE6LVGpQGUVrUWBCTWiNmDtp+UyxmB9jcwqZxe2FhqDqBtUUdP0Wxx9rY3VrplX3M0IP4xcExF3BPAmimq7ImwXNMdtR/OJHawkuqzXo0yNl6lPuX2N5/ofqrAUHcc+bD/SWOkw64P35DqwA8rnHcKlILpwFuL2UUXZdT8/eT+kSiDdASvl+tihCceOWfDJTdcWUTXYQIGOwFqMrykGAemWR+M7ee/43pCqYwk+ijCziNVbFapdYS5aELujyXayYJEGGCvcRMVCtunIVaq0pPsu8GX8wHn09df76HdXeD+MSe8UKN9ALTAXIcGZ5Puv7qCvLWl3MxojWa5ChHT3fZS2mJcB9/vnvD044jDsURqNFJZhsCLUFa+DHtN5iyQoeKf9inEdc5j30dJwpTNhvtqFuUZuFJRG8a3X17FTnya0hF8Yc3d4wemqw+szl2yUS4/QaqyCfFj/xOEjP3WLgPA0qzsl4WtHSSk3GjY7KaN+SHiiUEVAsdWQZz7JdyPSPcv2vTFp6TE56YAVLLOE31w8oJUU9FoZsyzk3d3X/Of3v8W/OL/P0w/3yJcS2zHsffWQaRYym8fk1wvibk4kDYM45dvH18hGLVTL4l1dUU1CRCWJtldk/57lVm/G4w/3sUmN1y7RLx1vr04s0dUF5qxLvV+glKWZe8xOB8iDFHYLykmIaARlzzBpCaJzkKXk7EuG9rOQzR9Y1Mrt7ACs3/yfOAZlViOyEjyNqGpE3azP8Q1ISbob0UTOIdc6tag8QqeQHELREaT7bv4c/26X+ZcbzPWa3W9VNIGiaitGn9GEF87v754YKDrSIcoqg9GKbMtNQqYPjItbnyjyDXdNltDEluEHjosQXVRkGx4X7wianYIwLjGNROqG8ZoArc89ZrckddeiUgko+h+410G+6eTLRsPizZKgXVAVbveNHoZ0XhryvqTswPx+w/Wb55xOO7CV4nk1e505PT9DCDh/bxs7qAkvnClL5a5a6j20pJsSvYT8Wkl20CCftsj2GnrfDajakF5psHFNeiAJz7XbVPZmKFkhpSHQDXUjUdLSDzMiVXEldOGip3mHti7YDWdkjYfct2jZMC8jfu/yLq/nfTphzvfSAzbjFdc3xvQPUo6XXZ6cbVCNQ0RSw6bTOnx4sc3iPHGjyrlH60g5ZeqgIXmm/1QY6b/p9ucuAkKI/wn494Fza+1b62sD4NeB68AL4G9Yayfrz/3XwN8CGuC/stb+1k90Tz65mXUQxAzahw2tc8ns5ib+ZxcURYz1LfFzzeoGmK9Nsc86XHxvm9ZbE3o7C1brc7p5HVMeBhztRNy7foIva1Ljc7M9ovu5DCksxgp+dLLLTm9BOKzZjFZcjccEsuZ3Du9SFvrT6Ki6kVSLmPDGgkHsjgOPnuzSuzojLz28b7YphtZp/iuJedJx48yVRo0VykLVMTTTENUpSbaXLCctgjOfYrthmUB0pOh/6IwoR1+N8JYR0cgQXTYEFykm0MiyWR80FSYKWdyIaZ0UWE9SxY6NV/QkZdstFvXnlhzsnPHzwyf8cLEPQCAb3h/tMXox4PpHBRCRD0AWbkJQJm6XTHcFXipdzJkWjD9jMYmh9cwnurD4M2e26TxSqNIyu2PJNyxFX9B5CvbYxYTLypl1ZjclJjDYTJMLHAzzXEPH4G3m1HuG/jcCllcVZb8h2V0yasf0thdkiwiTK4RviD4O8ZY+g1PjrNAtw/SWpPXzI76y/Yrvnl/h1ekAUyla3Yw892gNSr71h/eRtSB5CeqRxirL4oYbeUbnLj8xf5Bh5z5q5ONNBdaD9lNF2QH1pQlhrSift/EWLnH53u1jekHGwE8pGs3AX5E1Ph/Pt3h2MeSjH1wl3F/y7v4rul5ObSUneZdV4/N60cNXDa/OBpiFR7SZsp0seOfgNY8XW44tWGyAFZhGIOKaq7tjVqXPxXEP/1Qjb+TsbMyYxhGZSJC5QBTSEZ3+EnsC/zPw3wP/649d+7vA71hr/74Q4u+uP/47QogHwN8E3gT2gH8hhLhrrf2JYUfWuq668WD8hiMLVx1LvfLx9lLiqKTcVTCJyJ65zHu9guk45m987nss6pDf/OBNvBIXCdXJeXy0RXi15izrcJYmKGG5mCWUUxcu8vIyQjSC80EHsy94o3PKl3dfMipiTlcdRhdtxEKjKkH2qs35vEOx0RBuOmpsPoqoty11r3Zc/0pQdxpaLzXZDpTDhuSpBiGpeoZm5pMagR+XVG0PvZCoXJBeqUmvQPuxpv/Y2XuX+4rR5wTCdDDemsSbSryViwA3oQFfQy3wR4pyr3SN0dsZ28MZ8yzk2WSAr64zKVocTzukly1kqmi/lNSxZfO91GkVasc2SLddrJk/F3ipYbmrXDT5CzCBRNTOCJXuGeJDSTF0mQj+VFC/taQeRVgl8eeWsi0o+pLuc2idWcKxIB9oyp4ivDvjxr0xP3x0BfkoJmhg9osZZuITXGjkxz02Zxbos7v4E4ybt3KL0vSOpE4E3p05dzZGZLXH7zy7S7nwkQvN3bcPKY0irzXf//5NkmMHDUFYjO+ORNGZIN1xdumybwk/jMh2DM2ggplPeSujVpamkvC6Q3juSFT5Xo1aSh4fb7GzMWPitWj7OV9/cZPmtIXcyrFWQLei08oJZMPj2SbjNCJdhUStgk6UM00jgrAiN4LAq1mWASd5l9IojJFsD+bc6o6Yli0+eL3LPA/cz1XuMQQPIyYiIrtZMrg6wRjJfBFR1MFfXk/AWvsvhRDX/x+X/wPgr67//78Avw/8nfX1f2StLYDnQognwBeBb/5E9wawVc21f55hfMn0duBy+DZdNlvoV0ynMZ1Ohhym+Ns14+MuGIFYav73j9/mrb0Tfun+xzzbH376B9vtzQl1Rdko5mlIK6gYdFaMnsfUmxXXr14gheX50QahquiqjFUdMCsiji+7tH8UkL6TEV3NaRonUhEzj3wUQdggogbbLdGAPI8cRCIVVF2L3MzxH7Y+DRhRmRPqNEtFvZNj2g1y4kJJ/JGi3KnJ3k1Z3ggIRg6isv0dV+oaLUl3LVY7Zx5A8kyT7rtxVtWx6PO1W87C8YsN0IY3bh3z3h/eRS8FxrdsrnHp3qpBrxryTZ/wogTr5L/+zFL0HB/AWzQEoWB2S2I8S51Y/LEzLXmLT6TQlrJjMS0D0xB8Qx0pZOXYAMHBgnTZITlxvILpfYtJGpZnCR+XmqifUScuJKOZBXhLSbFdI6wm33TwEqsc5KSJG9RKYT2L1YYb90/wZMPxskNWekhpuX3jjEUR8GI0oMo8vEOfzUdQxa5Xsbzhmp/+xG0yJrBUAuS1Fdm2pv1eyGrfc1CZVyFVYrFhQ3SmHGptBapd8Qufe4LE8v2LPZZ5wFi32B/OeN0452M3yfj85iFvxCeMqjZHXheVGE5qRboK2OksaHkVV+MJsS54NN9inLX4wfkuq2WIEHBy2uf4+QYoSzTImE5ivLDmyv4l2ZaHEBZrBaERLsJuERB9FBKf2J84gej/a09g21p7AmCtPRFCbK2v7wPf+rGvO1xf+3/dhBB/G/jbACGtP7nuaU6+5D5eXnMhIfrcIzXQP8igt2K2aDmF6idW1lKCtiStgrzxeLGM8GXD+LRL/MTj5Ybl9OacN7bO+JVrjxh6bhz3D2Yx+kXMC7tJe2NF0s2Idclp2eG8SJgVIRxFrPYNJtUsmwipLEk3w7QL0sMEufK48fkjxmnE5FUfAhfyaTdKgqiiPo5pfEu226CXinpYIWfa8fseRxRDQ50YRCOpuobe9z2MdoKe6m7GPAqZ3hdY5ZKJWGv6kS5cJNt2L+hiaPAnrmMvK0Hm+fSuzZhNWzz/vevIwKUbeQtJ0Xd0ZFVZyq4GAfmmz+itFp3nxr1JfUvyWqLzhmAq6T6BxTWJuLuktDGdp67krBLn7zcts17EKnqbSxZxRP4qpHUoqWYd5rcN0chRjYbvKxbXPYxn4TImGzQQNvitCq+XIweW6/0555sJplbYRiKERbxoYayA/YxeO6UdlEzSiOk05mB7wpe3X9DROb9/eoezsy5y5qFTZ/Iq+i6boWob9FyCdMRl4wmCS4ksIfNaiJ2CxQ2znnBAdCooHzSIwJBdrVBJRRTn2Kc9vn7yJmarxNYSOdWYXk3eT/GDiiv9KcNwRdZ4/MMXXyDUNYs8YLu94JevPaaykp6XURjNogr5YLrL4WWPbpJxtTflV+98CEBuNS+zDQyCV6s+9UDSWOmSiy53id5rUQws4uaKMKiwtavu8qH4/21E+GfVH39mg9Ja+2vAr4GLIfv0E41j7s8eNMhM0iQN7ccaeeRzMt/C9Cs2t+bklWZxniDj2oWUPPZZLAdMBh2ifsb14Zi//vnv8+T2Jq+nPawVfP/VFd6zVxACd8YSFu/mkoP+nEhXjLMWk6LFRZ5wsmjTDkre/tITfnS0hwKquY/slCxO2+AZWieKbK/h1ahPOQvQ/YImcW9UdRyQ9zQEhnLHQiOwyiJnGhtY5FLStCzhhcRqyLdrROVKU28l8GaCyoZup02aTxNzrYKmXyE8d7bGAJ5FLhTZ9RIZNJhKIVaK5cM+0rPk10oHIWkc/EOncs1F0GRbloPfq/AvMrbKFnnf7XbBpWJ1YEmOPcdXTC3xkWW0HeOtBKsDS+NbgrHEm7vKAMA/8ci7jhhUqNA59wpnxDn7eUPrtSY6t4Qjd6RQBXQfK/KBpuoEGG0ptmsOnyf033LxcMPeglkWMh/4YAT9TsrP7z6jNooPpjt8de8ZH0x3+cbJDcZHPcJTTXuxZjMayIcOslHFLtqs7LkIO38mUTmkB06Gy0mAOAsY/sD1P7KbGd12inwycGKyQlB7htagZLWXIp7GiJMAeyVj781LtloL8sZjWQY8vxjwtNnEVBJbSrx2SRBWaGl4thyy35pRGM2rVZ+D1pSunzEOWwyiFF/W/NPTt1HCsN+a0fNSN9167xrWc4Ba26qR2rC8XREOcobtFcePNvFS6Y6jIf/WR4RnQojddRWwC5yvrx8CV37s6w6A47/oD28f1RQDjXxnRvP9rqO+FM7HLZQlLXzaUc7CCNRhiOk19L52ymeHx0zLCINgWkR8MN3lajIhrXwuFjGe72S7290FWhqUMFymMbMs5LTokF9GjJYbbjfdyemEBZOihdKG8nVMdCnJ9yQiqWDqE/6VEdkkoXndQm4X1DPfYbDGESa0hKcaUUN2UCNKZyKy0hKdaIz+BMfl5tJ1qOg8g+U1KPoWcTWlaSRCwM5gzvmoA+P1seHMozooHJMuapB+43zvucTUksH+lFkQY3pgMk340kdnUHadndkqWFxVLK81Lo4tkDQdnyaU6zm5o//opWK5p6jaAn9mWVwD+iUmD6j7NTJVTu0nLRgXedY6sUzChOSNS9LYrInH69jxpSS90pDtCLqPILyAqiNY7bqgj7LfoHJJcOJGjqtvbKJyONnquOyCKwW2lMyWIb/xnXdcBSgth6s94iMHKu23HENQGBdQImvrqMBbNd78EwqrSzAp7mYEH0XohaAMPfReTlNJFtdCgkuBul2wnSy59nMTtDS8f7RP9IOEi7NtVC5cX2jH6Uaudy4BOFl1qBrFsLsiUA2vz/uw0vQ6KTvJgmke4ak1dVo0DIOUPzi8zfJFF4YFjRVkaYCQhqZSfJzu8ZW3nnDQmvKjrcL5Zy4DKBR2qRESqkoxXraQw5KmD/XcJ7hQ/9ahIv8U+M+Av7/+9zd+7Po/FEL8t7jG4B3gO3+hnywkyz2XErt43qa5WpLvSPRSoReKq3dOeX68Qf60g/QsonLOr/G3dvijdzX3Buc8nw2QwqKE5eF4m5vdS/biGd99dZVq4fNy5bO9NUMKy2wR4Qc1+TREZpLw5oKqUmx0HTAS4NKrMZmgejPFzn3E3KN1ZeGOJSMffXVFL8k4b7pUT9uEK0Gx3ZDvV0QvPbyJwlzLMOMAUQuyKy4lOHjhmmeysmy8v3bkXUgWtxrkUYTYy2mmPvMwpNdbsQpqTCMpFz7UEqIGtXYatgYpaRkjCgn/bEi/dDJfVbpcwzpy5GRZO4tv1W8IzhXdJ05N2HiSo68J0BY9t3hT5UJSAwfXSHcEVccwHCwZ5QpvpJGVG3HKXNL0K6rEo46c7FhJg+i4c77NNUwknecOFV7HgtWeQ8f1njgEWxUJiqWijl2eIwrKLbfA6EvPEXRPXPiqyn1E6L7/E6NWMHPahmDmFJOrHUkxcI+73igRuXIR457FW0fa2YnvDF4t63IuAT1T1InFmwuWrzo8DBLajzyyLUu9WeGtI8iN56o7YwQ3uyNeLQYOBV56jhz0SaUG9A5mDKKUzWDJ9fiS86LNd04cSKQb5twajPA3z3j/eJ/FWcK9O8e8O3hFYTQ/mOyzrANKoxj0llxOEvzdFTvr6qioNNk8JMs10nPsheDMjT7/0ioBIcT/hmsCbgghDoH/Bvfm/8dCiL8FvAL+YwBr7QdCiH8MfAjUwH/5F5kMANi6YvCwoI4U4USRbvvkA/dENS3D8+MN1GlAMBZkO5bqWgFGUGWK/LDH6KiLaldsD+ZcLlsUz9uctQbuwS4V9Gu2Nuf0w4yen5F4Ja8nPaKXDkJZVB3qTsPxJGTUz0lariKIvnzI8bRDey9jsYwoS0XcKpC3cqajhLN5QOuZI88Umw2iUyLPAyfWuZa5B9ep6PVWTF/2MK2G+T2DWiniI0ly1OCtDDo3hGNF2Rbk8xYytKQyJrUQHWlsaBFdp9lHgDry0BZ43iWSLrQjH7ixl/HXII0cwku3yMzuNggjiJ9r/Jkluqhp1lFlKhc0LUs1qNET7aqCqSXdWScAzYVT2ylLHVt05rIWZSncDhS7WK6N9y3ne212NmecnPbX+HHAQu955YArpeHyzYDTrwjssKTbS2kqTejVbIYFShq0NNRGMt8OqBrlmrKLEHvs4y0EwdRFk7XOa/Syouz7NIGTRhsP/Jnj+wkc6ksYPj2cNsMKOfM+RbQX2w16qkgOXeWy2rcu++Iwokqg8xQmsWLn506ZZSH9tf4kLz2+e3QVYwSe11AWGi8pqc9aCGmxSU1ZK56dDzn0ezzYOqXr5Xzt4AmvVgPO0oTdlot0L1JHJbpMY+adkP1gyucGhxRGc5j2WGYBYVSy1VkyXrVIwoJulGPajpJ0sYxZHLepW5b2C/7yGoPW2v/kX/OpX/nXfP3fA/7eT/Tb/6ybkBhfUsdu1j2/UyNq8an3/+WLTfypYHWnhFqgTwPsQca1gwtWpc90GVFXmpPHm+jNDH11ReQ1FIVmcD0l9kv6QUptFBd5wvkiIT+OCT67YNBecTrqImpJu5eyXISUvib2K07nbW4Mx/iy5lh3mS4jstxjfzhj/9bMAU77HqZlSJ4qikGIvZXSAByurai7DfOLPl4uqA5cE8eWLsTEn8kfy8yrCGaS6NKRhdMN5Wb2K2idQDFw3ENVuLyAOnIqPn+1pub6DhyqcpcToHMXZ9Z4gta5WMM/GrINxwvI+84QZK+k2IWHnmmaxFCnCn9p4FQ6xHZHkPgFneGKuXFNO9G4iYNq1Rjf0BSOwSdOQy68Bi+qUE8SvCUMPs4xSrK44TG9Z+ndGfFmZ05Ll3/qJeDLGiUsXS9DYVg2AaXRVEax3Ajwb9fkjcc0jzibtjm7DOk8iuk9dTkD4diNEKtYrPManJGoakN6UCMaAYXCtGtYechCEN2cU3zcZXHNEp0J6l5D6DWU2pLvNuTXG/S5z+GjLay2ZH2PXjujrBVbnSUvP9qhSGp00HBjc4zYuqQyisPLHnnq8+bVE+ZFSKxLFnXAx9MtloXPchUiheULm6/4K3ee8eFom8ks5l+Zm9wfnnMzHvE03WCUJZSlBis4erxHHRsW7ZogLqkrRZ26z8l8bW8vfnIv4U+fYlApDn/ZIzx38Mf2U035pQVl4aG6BpRLpole+JT3M4ZXJoS6Jq089pIZvmrYai14HG8yP0+IN1LioHSLQJSSeAXHyy4WGM0ShLB88ece88uDj/gw3ePb9hpnZz0WswimPqupz7LVIuwUnC3bCGEZPR04c0gteDF3/gYVNDTDCv/II//ikrrU2FmAzCVqHcMdv1aUHffkhI9CsoPagS8trPbdmxygCdwOVXYEgw8ruktDOHXSXZ0ZZK0xvsN7fxL8UXYFVUdQ9JzK0gYNQlv0qU/rSBFODNGowR/nNC2PKnFNxXRLkQ8EVWLRusG2BN4rD+M7PX3RkUSXDVY6hWDRaBojUXFFoywiVY6EnGune4g8lvuK+BAWrQgrLb0xdF84efNqz2P5yys+s3NG4hXUVhKpiqLRxLokkDWVlWSN270rq0hUgdQ5WePT8XIkllEZkyQFG9GSdNPneK/D4dWu01GsQ01l5foOsnKYtLq1XhQ8i54pvLkmHFvmtyzpMkB47nvzLQeGqUpN68ac7GkHs455b2LwB44bmBY+nVbOqvS58+AIgEDXvNU5pqszHq22CVTN45Mtno6GtALnFr0dX3CRJQzjlG6Ur0lXQ3xV84v7TzlMe9xKRgD8y7PbTLOQQDdo3VDMQlBAt6LbTRnEKVoYjucdlhcxm/dHnL0aYIVm+LNqILJNQ+8hLK9C96khGtU8fxBw7cqIqlHs74+Z9iPyReAsq2nI2ThCRjV1o7h82ef8cgdZCrheoqRhJ17QDXKeXQwxzxKH8QosdbdBd0tezvs8jrb5aLbNbBUhlKGVFHz+7hMiVXGSdWnpkmUV8OGrXbyFpOw3iF5J+DQiHMH8pkEoJwzyXsQQu2DT/HqJCSTxK83ymlvAvIU7m+MbRCaR6wahWCt0VWHxly7hR1jAulSioisp245aLGv38Sfhp2XPrtn4oIcZD3bPuJ5csnoj4MVyQFFrXrzY4Oo/i4gOV+hlyeKg7fIFGrAa7myN+OD5Htl1V/LL2qd9WLrglTcUzYHTyLeCktU4Qi61EytV64mIMp+EAdG+MCAdmMNfWMKzlCbykDWUKx9f1XiywTQCLQyxn9LR7thUWUVH5ySqwBOvINhBAAAgAElEQVQNhdXM6ojKSpSwrBqfs7TtmHxAWWuXH7GfUqYeTQfM2MMvXRBK8toyvetGsKpTYaYOPmJ8lyWgUwi+FyErmN8xeHNB04IgLMmedTCR6yPkexUqqd3vGLdgN+ft7WNiXXKSdT6dCizKgLvdc7aDOZGq6F3LKI3idNXh6WyDizxhGK4oG81ne4c8XW0yymNCXbHlLUjaBY+WWyyrgMYKBq0MJQ33Bue88+AV/+fpW6xKn9E0YTqOidoFgVeDZ7j84SbhSqzx+D+jVmIhXRmXHVSUHU37uU9wCJNhRFUrsvMWIq6xtSR84ZPteqAsXlAzOu1A1GB8SeNbWs98ylc+Hz7w2Owt6cQ5rXcWvDoeEn8QkEuF6FkS35WjXxq+4FoyZlK2eD4d8s3nN5HK0IlzAMpaEUQV7c8tGE8TmpVGFrhR2ivpENxCkl53jb86sYiVQuaS2RvOl26026GsgviRi7z2MrMW6jhUVzBzzbIylpS767BTH8q+oRnU+HGJWAMxLBB6NZ4VjreX+UhpeT3vMs5b7CUzDuIpt1oX5Nse/2TzbaL/o8PwR0vaRy7U9PLdBhlXfPhyFyGgtz1n+qLncgotSGPpfwjpOML8ypTpIgIr8CeSYsMiMo2JDPlRgreTUi3jdby8YbkvXQiokphg3bBqBHnj0fdTdoMZG96SgXY++tJqYlmwaEIqq5k1TgyyqgPO8jaLMuB02iFfBFAL1EKhV44rYDzozF0fJLy0juzcgtWepGobjG8g1YRnCqsdUr7sClQmWNxqoFOhzgLaL6A+VzTPu3htKPyGcsfJwZtMEXQK9q9c8Pqiz7e/fQ/rW/rXJqR5wP3dcy7SmI+n2/zS9iP2gimF0WijuNO7oLGCk7TLJI/4pZ3H9PWKz7RLfsg+J2mHf3D6Lrc2LglVxbOLIVeGU84XCa2g5BsPb/ON4q7zD8w82k8U/sKyvBKwur9ic2vO9P+m7s1+LMuuM7/fHs587hTzkFNlTSyyKFJT25TUVncDjX7wo1/6b/O7AUNvhuGX7pZlt9SSJZFySWSxWFlVWTlHRsSdhzPuwQ/7ZrD9YtCA22BdIFCJLGTkyRNnr7PWt77h+mgf7f6bn7nfuiLgrWX4wrC7pzGlY/2RoHwmkf9+QvOJRU067CpCjTvq+wLRSNKTioOy4l9//DMqF/NX14+5mQ/pn2X0Y8vxoOb90ZSPiht+sbngeX/M9qOwa6dXfP30jNeTEf/i4dc82xxyuytYb3LiLzLqhz1b6fm3H/2MP3/7Ma83YxZ9wftntzz59ozmBzXqRUo69yw/Dodb9AFkcw8a/HofPjjq6daSw3/yewSdfcBlCPqMapCdg0SE9KGBpDoX1BcWnzh00TMsay6G6zvdgxQeLewdgAYghUcKT2c1tYmYNQWRtAx0w0m84ffOX/LX3/8B5ZsEGwuq42Allpct22mBiBxVExNt9gGhWuDEPltQwkFacatK3EoF1qIP7TWRw2vH+WTNGw/965LiyrB5EL6PixU2DkatAMfJlrNkTbSPz5U4TvSGpc25NUMqF2O9ZGUyvtyc8vXtEcZITBe8DsQu4CIu9bR7U5BkLtCVp7jyxFtLdaQDNfjGk90KXBRGH9UGI9R38W7tiSNaS0wfAMf6OPx+4FRAewifPH7DV1cnJGlo6d+uBgzKmod/8IZNn2Kc5P5wRawMh1nFN7dH/A/zP+C94znH2fbO5m4cV4zimm0X82e/+l3KvOXeaMXjcsrvDV+QX7S86g74D28+ptjblP+3Dz/HIvmzt78f2JKDntHngfw0+z2HPqoZFA3T6QB/YHCRIn76m40C8FtYBIRSVCcqBFoctdw7XnD7oGR9UyBMEFIMvtHYWFNfWPRJTZZ0HGU7vtqd8NnbS06HG6RydAcW0UqmTw/4y1dj/ir9IPTOfRBjfP/hFZf5kut6iPGSf/fkE9S3KdFGwLEL5o2jljJr+R+f/D4XkxUfXNyy7hJaq7m4N+fms1MQMP8BlM+DpHf5PYEpHOplyuBWsPm0Rb9JkJ1g81BQnzjSaVC8CQejr0MH4PcznNOCZOOQVqJrxeaRYHwe1kxaOKRwe8fciFz3JNLgEEg8bs/XKnTHaWZY9eFN+vXmmHlSMG9zbGHphuGtLDzIVtC2GnpBNOwD0r0VCOeoDzVRHRKHhRM4BF2jGbyQbB4H9SAexFbjhz2rOuXiYM3rewXjr8IBjLYWmypMEcDPi/s3FLplpGoO9JYzvULieGMm7FxC5WKmfcmyz3mxnbDuEsqsJdUGKTzGSfR5cBvW0rFpEzqjqNuY+SxDrxTCaoo3oTuoT4PJqFfhcNcnfp+zQKBPbwTZjxasXo3I33qWH4WNSndsIXKkw5YvvrkgG4eOsO8Vplf0veKzF48ZXK5xXvCyOsDWiug2Qm8F5tzSHSrmbc7trsR5cAPBvzn+Jc/yQ/7X7iOyuOe2KhhGDZ3TfLk6wXnBSbGlNZrOKX42f8Agbnh8/5an7gR5m7D4seXo3pLLfMftrmA+HQT3qdzgc0O7yL67piIA9bEI2vkXGS+vUpJHG9RWMnoiqE9SNh/3YAT5S017KHFOcpxuWXQZ3sP1esCfPHyKfOT56dv7LGclcdHxydk1qe752y8e42vNk6sT0ns9Uji2bUaWt1z85BYlHbG0fP76HGsF80VBXrZ8++U5B/8gmf+u48e/85SbasDl713x/Ntj9Eqzed9hJ4b0RYxJgwDHxhC9jRl+A+0B6F1gqr3Lj09nYXemek+8DklK/T6mPN44ulIxeiKZjUuys57OKUZxAziOky2JMkjCnAxgvWCoW6RwJNKQSENtY47iXVgzdQkoH77vs5bduQpOu7sYOew5Gm25XQxAhNzDvhC4VYgTlx3UJvSZ1bmHoxZ6iVxGQVXnIjZJykFRYU86thcx5RuDyRXrB0GE1A88j7Idl8mSkarIZYvE8bQ74aofszUJ1+2QdZ+S645JWnGY7oIf4B40NE5hfLhHndVIPF2kOCm33KYFzXFENc/Zak20FnftsWpAOegm0BxbiheK/MbT57ATE5g4uqFg/CvP7Cc9ybDFvCwws4hsJTCf9nx6+YavZsfwpAiuzGeGUdaQaMMq7okOLekjE1aaXgT34WzL83ZCkXaM45rPNvd5tRtjnOQwqzhNN/zs+h7rbcagaJDSBaXg8wnCCuRBh1QW02lErZBGcP5oykW54svpCc0vxqgEXLqnRPs9QU19h92GVQP1Dxui2OCMovtmiDtrmR9Ixj+NiVcR3Z+ucccCV0fsvpjwF7v0zpkX4H/7609BQHJ/y6P7t9R9xNvdgCLuOL0I+QJZ1PPN/IjlbQnA/fsz/vT4K2Z9weercwDsVR6opipFaZj/2BEtJF/envD+0YzX6yGiUfh7NeJVhlxqkhnoRGBKaA8teiPZ3hek0/A2chrMJKQS6Z2/KwhI2J5rmkOBzYLhpVNh1Zd8k/JqfQIDw+npksOsIpYWvf96t1bL8BS6pbYRkbCUUQvRjtZpHpVBaIMI5J/iraJ4a8PoddZxONkSK0tfReg9wCd7j8lCd2IyGEQNWdGxm0TQKegkPvKYgsDo7CWvZmOSomP2h4ryf2KfxBTivNp7PafZmpGqSGXPodpya4bMTcltN2DZZUjhOU62ZCoU6Hcf4xVYjRPhQX83AgnhKaKOYRSUey+aYB8nXOAuyC6sYPoiqB2TmaAfSrYfGPqBxmuP3grilaIfhGIdTSM67WFv6e0V9IuEz+aP8Ykl0sDjHawTXr454PJ8gXWC6e2EpOhQyuGc4Cf3nrGzMX907xl/d/WAv3n6HlFssM9KzNDy1AuemGPaTUI2amh7TZZ0WBe6Vd+pQD324FvF+P6KNO4p45av50dUVYLuQqHrzjr8Jg3RdJXE++9oDNm7T/Q0RXaCyRvP+n2wq4jouKb5ly2mV/jnZfCGFx4eVthdFHjzJjjyZreS9sBTpB3TbYEQng8OplQmcAkuD1a8no/oXxcoB3ZsmO9y/mF1n0WbM4przg9XvLaCttQc/U2YL+f/3PDo+9fUJuLZYsLmuiS92NHuYsbfm7N4PaI+FZQvQLWC9FahK0+319VLA6oMD1U6C+u96lyQ3sLqcYQpPN1RTzxuSWJD12n6RiMWMdFSImcJb90EeyqJpaHQLYl81yYrEtnjvGCoQ+u6tQkQEHfjFJO05tZNkBZsFhKSVS1w04jR/QYlHNmoweSBped0iOi2KdQXlmldYowkGCT8Z4w0D6IXyIEnjg3GKKJxw+yHJdHaEwWPTnRquEhWAByqLRuX8aaf8MvtOY3VHCY7juPt3TW/wwxqu7eOlzYAbcIhlcd5h5aWxkZ8vTxitc3o1glCBTejaBtMUqOtIN54uuH+OipB/iYYrlaXYaSZ/MrTjiSbP65x0wTWGp84RCXpPqyRALMEMbToD/dSYSsonyS8dgf87ofPeTha8PNXlzTzFLzgb3hEmbVsqpQ/vPecF/kB023B+NNbsqhnui343ukNj96fcR6viIRlbgpe1BPMgeKL6SnbLyfY3JGcVGjluP7qiNk2sB7FSUt7FMxtD/88pTkUbO/14Rx8V52FAPIbB0iinac5EJjM4bVHfF0Qz0RofRS0Ym/tvNJEBmyqKR5taOoYF4XAyG2dhKSa64LPXg8pv1HoGL69yIlOa2QvSG8EbRcRHW0ZRQ3vl1P+cXHJyxdHqKIHGYwy6hNPMap5uxmwvi1RuUGVBvekRDxoWG8zonFL9suCbG7Z3FP7N2kg79RHgn7o8fdq1NOUeBXWeunU05dBtdYdG5JxQ5b0DNKWbNhjvMRdiICK32akz2Omm0OK73ccJhVrk97l3SvhaFyE84JEGpCQyp5SNSxMwd81D9BLhbBg0sCOi1fQHnkiaXl6e4jpNcruEeY9QGayELs1TBrqPAr7au0RjUS24dr1RtInmsqBji3OSepTh+yDB0E3gsenUxyCgWpYu5QnzTm/2Fyw7RMel1MmUYXEo4Qjp6NyMbWN0NIR7132axtR6J5NnzJrC+o+ouoilvMSVhG6FZjS4uIQH+5l+Lu9FJRXjnYQko/6ImgW9EbQHzjasaI5hCJv2ZqUyS8FJlPUZx7xKsWUDtkL/CxB3GQ0ZxYKi/uvV3w0XnGYVLzcjTGtCt1hFLqBptc8OFhwnq7pnOYo25IqQ+cUPzp4zaZPUTiuuhGRsEy7kpfbCaf5hiLpOPi91wHwxXOar+kmUy7TJa+bMa82Y6ZRgd+U3P5JGGFkr9HffpdzB+Auw2/zYUA+fRMhdhqvYf1xYHzJSuJKi08tOjaYJiLKepKo58dnr6nuRzxbHlAmHcOkoZ8smVY56pHng/GU26bk2+vDYEetofj+gh+evGHVp7zajdn1MfGw5XS84Xo5YPCv5wyBt/Mhg6JhfLJh+WbI8MsgBupOFePjLc0/HKCr0OLLHkwuaA882Y0gnXuyKYgnKVEVRC7xxmJySVQFc85aeyaDCmMViTYk2oDROCG4mKywow3Ps0PUNObZ0xNG32s4THYYJxlEDbnsGKmaysU0LmKgwu9VLmbR54zShtvTDm6Su/vtFYhxmFe1dnSNwA88ppAhPyAFmwdDk1md0/QaEVt8L/Ey8JdlFyjHKI9UHtMr3E4j0r0tmobm3PLx6JrzaEnjIp73R7xtRwx0y1m6RuGQeHqvGKjmrpgNdYNDoHC0TjOOamobs+wyrjd7Jh3BqUh6MCMDTuAyx+59i8wMbh1h5wqbhn+TV9AcBf6FbgR6JWkOArmo+sUY/6ClH4R0qXThmf5IkJ7vaN4UxGcV/ZlAf1uQ3N9wNtwghOdvXj+iWqfIRYQbGcZHW0ZZw4ej2+Dk1JZkqsfKsCY8THd0TvNqN+bL/oQfHFzx17fv8Xg843654MXmgPk25/unb3kyOyaPexZNxr3Bkpf1JMjeZyPsJoLDfTiOUQjh6Y6+w4GkQmve/hFEa0/xQtFuCiIH8ULQjT2ykYweL1guC+Q0Rs00ZhDhEwevCtpNyd8eHOLvh8CPuo1ZRSnrqwFy0COl5++WJXnREMeG5kGLzHuO85q/e/mQro4ohg19r3DPCqabEld6rs41OrbYWrN7NqEfW0hdcKU5NKjMsrwaUvxoRd2NUL0kmzqqE0n5AoT3RNvACTCJpB3t29OBohuKO+6AqBXGKsZZjSRU/0HcoKWjs4pdn/DJoyuuj0oWswG/uj7h0/MrDuJAN+y9QgqH9ZJU9jQuwnqJQ2C84sU0mFLaNGwkbBI6nOGw5vlmQt8rdGxwfRLyCCT7PABwiSPVJuzuBYEkRDDlEIqwh/egtCXRDlk2bNcZNg45eT4LOZFzU6KEwyEY6qCpz1TPQDV3GEDjotANqA7rJVuT0HtF6zTGKa6bAV9dnWA2EbIwnB2tqNPAn1AyFJ486mmtojOKXZzQZjG8ikOAahSKsOoF3dDhxga71ggbfBLUVUI3gOzWU51I4mV4Pk8+mHHz1RE+cgw/WbJZZTxvIi6Plnx0dMPzaMJClCRZ8BxM99ubVBv+6vljjkZbyqjjT46+4S+uP+Knzx5iO8nF+YJIOB6PZ2z7hG03ZFFlpHHP89UBP7l4xvPtAVfrIS/XE2b7rufddia5VbTnnk8vr5g3OS93R7/xmfutKwLeOvJXIdW2L8JcPXgWALJ+GJRw218eEJngaNMfGmRueHCyoLqIuH05QeSGNA6tY7OLkaWjON1hraS9yvHas6k0F/dnjA7nrNqUZ1+fIowgPq0YZg3TrsSMDaAZfDJntc4x0xQxMFz8wRUvvjgjWijSqWA9FsRfZHSf1OxuCkZbaA5Czr3XQBusoMWRQFqJTcLqzKSBj9+NoRu5ICu+VrSXikQZct0hhacxEVJ4yqgl3stQ46FlmLbMd8ED4V4entJE9oxVRSMb5qakJ6z1NjblTTW6s1RrDx2qCddiJiEWe9MmDIuGxTon2gXvAaPAxmGNGK0VV4shcWzwfZDxCiPDqGYEwoRuRoTlDn2v8VVwv3UR4KFzmoXJiYQlkpZEGkoV9uGRsEjhcF7ihKPfq3siYTmJN0z7ko1J+XZ9yKvpGO8E47MNSRRA0cMiRHuVUUuhOlqncV6wNQnLOOONGdEfOPRGkswFJt8Dt1uJvoruOAzxWtxJvVePJdJAvIb6iwHX5ymUJvgmLMYwcvSJ4tnqlOnplh+eXLEst/ROUeiO2kTctCUHaUV+3LHtEuZ1zr+7+h5VG3NxtCTTPYO44ReLc8q45ZPhWy6TBV9Xp3yxOuXpy2P+/be/Q3alqB4YDi6XwU3LCHwUVrfdw5Zy2PDzlxdEsUHPfvOj/VtXBPCO/DoEWOwuBf1HNds+I5t62hNLclDTrVLi6/BwqY3CAs+fHQeFWBLaVGslfF2QbwTV/Qhc4Ppz2EGj0AvN9fKU64uGLG+5fG/KbFPQ3uQsPxvgS085F2y/17GrE4qyoThcU7Ux6ybEg6tKMP7KMHgpsLGjXmcMXlm254H6q1tPR3jLpzN/p/zzMlBVVx9Ce94H3MEJuk6RvIrYvB1wExkeDBcYJ4mVIVU9Q91S7+e8wX4NGIqEZt7llCrs3iUOiyRXbQhOkYbGRRwmO44uV0xfjXFxYNMB4ATbLma+zoPmodJkVcBdCGljdKPgZziMTZAJq9BKe78nDCkfHsjUIqVjmDc0XUSbRdhUhXj21HKRLHnZTChVS6na0PZ7Te80FkEiLJVXWC+JhGVlMka63mMDMS+2E15PxyRJz7ioGcQtrdXE0nKcbYmkReJZdBll1BLJwJ2Y+xzvBGqzD7w9DoxBX1j6KHQOehlCboQNGEI38vhH9V0UXfImIppG9EOL/2DHw+MF8ypj/naE2iiqZshnVlLf5kTjlr6O0KnhcLxlviq4f7ygiDp2bcz07QEoT3rWM12MEcLT94rLwxXTruR1Pebp6pCqi6ALTkjVhy3ZoOUor/jk8IbbumTbx6zrlN2LIe7LlMyFLi/6f6Hd/e0rAuzZWorQAbxK8Xov/gDaXYxILOahwe8ibB7AKQC9k9jLhoPJjrqLqB82lKMd/+r8W/50+CX//cv/hhd/+YB0Gg7p+jH0W822VuyiFJYx6rihGQqYJdSxJ76K6GTgu2+3Q9RRG/judu9NV0psJFh+vA8g1Yrq0mH3dlvSQjcSmCy0n9E6BFzsLgXtsWFwvGWcNVgv6IxmkRToVymrSUZXbih1e+eN4BBkqscRhDzvOgPjJJ3T+03AkEgYeq9wXnKgt/ResxWOQdQwTBtmvUDVIW7dZJ78eEfTRcTxfhfdhQALVQdk3asAsNFIul4jpQudwLuPCniBSMKT55xk18ZhPpWhWERbaHvJTTcgUz21i4nkKrT/nrtRoHLhdZzvu4OjyFK5ODAH1yds2oSjyQbr5B15aBQ3lFF7R5rqvUQKz7rLMF6ybDJmmwK3iYi68GzltyE5urMR+uGWdpGi2hAqa7Ng3RYvBNU0oY1NcPyNQfRA7Hh4vGAQNcx8zuX9GZvjhM06BIyoYc/heMsui9ltUnor+WcPn/P18ojOKA6KCiE8k7wOnYpy1FWC0parxZCbdckPz674N5dfIPH8/fgh06pgtiypVylPZue8Pd3y4eEtz2cTpPRhnBTg0mAzr/7vwsz/x89vZRHohuGGrz50JPOQB5dMFYc/U+zONdJA9cBA7FCzKIhBojAaZFnPepdirnLiuWT+nuR/WX3KXxQf0veK9mFLc6ZAO37wwWtS1VOZmNtdiTp2rHYZbR/hU8fgK83m05bf/+A5n724j8xCtDm3gf0nDNRHoXUcfOvvXGxsHlKKTeFBhDdktHo3P0P22rO9D9G45SCvGSYNzgtiaTgfrHlWTNi+HvK2HPCDw90dS9B6gZaWRIS3XbGfn3cmYdYWACjh6L3mWG/Y2JRctqysJhEmAIR9hOjFncGGLR3Hgx2N0bS9xtcq2K9pIAlWZ6oJgitXWvpeEceeqOzo69Bh4QmjgfC4WtMrj3MC78HtPe+inUBG7o68dJEscV7SuohUGCwCu18JOi/JZUcsDEubszLBJWpeZRRxz1G2vVuJzpuc8d7f3+zVh7E0DKKWWVuwblPm2xzzTUncg+yCOrIbhze+aqCdZ4jcEP9oy2ZeIKRHxJbdQUTyVtMfadAOUziSqSJ9EfPN7hJ13GA2EcvMcu90wUFRsawyrJE0XcRBXmOMYj4d8H9scoZlcKfubQDvEmW4zFf8cPKGUrX8Yn3BbVWwqVPe7oa82Y4o45ZUhbWv7VSwiXOC9h8n/MN7GX/0wVMAfuruY9uS9DYUbuH5L+4s9F/uI8Kcuv1BC15QHzuyX6WhsvkQUCo8JHOFizTVeXjDcr+hyFuqKiHLOvxZRfyoR+/z7aXwtLPww/YO1FLzzV+8h8k87l7DaFhxkDVBRTiL8bmj/WdbhknPzz5/zPh8Td1GtLOM4lpiU2hOLfWl5+AfFUhYfB/8/Yo86al3CX4ZBaLRkbtTD+oK8hvL/MeCMuuIVDjQ795oOxMzSFs2yjNblKwGKbEKZCAA4xRHyZbeu7vIdYBJUlHb6K51PhWGA72lcglSOI6iDVubULUxLnOoTu15/45VnTLOaxY2D2u/KjxIar/664ehdVZrBWWPtRKpXJBPd1GwOZMOV2twAtsqsjy8yftNghtYzDYUhet2wHv5jMrGRNIy0bs7MLOyCZE0pMIwlDU7l3DTDflyc8qqSTnKK07zNc5LGqvJdUdcmDs/f+sFR3Ew97xuBtzsysAbWCaI0mFyC42ENxqTesxJH1rtPRFn+2KIOuxAeMwydCTm/QY3TZBGIHwwKnWZR20l4nmGetBwcbTkw9EtB/GO5TCnthGvdyOuFkOS2FADdhWz7CWjccVJviEuA0h63QxYt+kdBbozikcHcz4ZvqX3imfbQ5yXGBsIQ/GwDdhWahkOgzrxzXaEsxL7sEH9sGL9ZEK8lN/d7QAEECl6G2Mu2jv31OqhZXy+Zv3tmPxNsJ+WJnAB3FGPFp6mjhEvMmqdkl9Jtr9b84fvPefvnz6kmQVEuxzVbOoB9sBw9P0lF+WKMmp5tj7k6zfHMEtwI4PQjsmgYrYs0WvFyowYfy7RI0E3CV0H2kGrWD8Oo4Atg6y2npYIJ9CbkLAczxTJLGAD5VuLSSU+MYyzhsN0RywNxil2Jjx4h1nF9mzD+rZk3hRcFCs6pxnoFucFtY3IVE8qKxoXfr0zCY4Ago2SIMlNRU9DhPOSrYtIZFAdIsK8LwFZK7RyrJsk4Ci9RHbhum0SCq4X4WfiU8vBoMI5yWqV46sg5sESiEOSII9Wjt06RUUOkVikdnil0ZGl1N3d6hLAeUmpGrY2DatB0ZDLlsZHvOgOeVEfsOtjHo9nZKonUz29U4yjmp2NcTYK2MheULXsM66qIa9mY7pVgswNBxcrdnVCFFl2qwy8JlkIvIrw5w2uU8jIwjYJfICjnvS4ZlQE05DFOhQ6d9Dje4lMDfLIMhlU3NyMePPzU1YfpAzSlsejaXBEBs4n68BMjXs2dcJhWZHpnsZGvFfMKFXLm3aExPPlzQl9p7E7TdNF3OxKLso1z5eTYFm2Dc9Gtwz+FeOjLe9NZmgRtkb2bUa8kixOIpJKoGu+w50AAdjoJxaxilCdoB8FGuSuSlBnFTuREy9DXpw9MNAoRv97TH0SzDFMCtvHFjFN+NvmMcnr4MVvS8v29TCQWzJDbyVaOp6tD7lXLnl/NOU/ig+gVbCOWH99gh96pINoIVk/Dm9OLyC50ggj6L9XIcaOPOswTuKcoGoCnVZXwbhTLYOuPb91eAk2EYhW0Vm134O3rE2Cc0EElOuOHxy/5TNzyWyXM05qpHAYJSlUF+iz9GxNcscWzFRHJCxbm7CyGaUtONFrCtmhhGdpcyoXk8c9uya47AKIBw2H+Y4362E4DE1A+/thoNsKGzAahIfIs63CW8vboCwUNoO8zVgAACAASURBVBh1CC/wzgcasRTIzKC0RUgXxgsFkXL0TrEzCZGwjHRFJCwLUyCFu8MFUtmztDlbk7DtEwZ7tD9R+27IS+ReO5CpQI6XwrMzMVfVkJe3E9w0QYx6jg82jNOaWFvaXhPnHTaPEVsRCsE6o77f45oIhgavHRhJu4u5nofYufx8yzBvUMLzx6dPmbYlf/vmIbdfHqG6EDSznhVsoow312MenM85yra83o6YpIFcdjFeY5ykNhG3u4LaRGS6J9cdD4o5jx7PmLYl2z7hti5YVRlTVfDJ0XVYq7Y5v3p5BokjLVvWm4xf1OeMyobZvMRnjk4AmaUbh3yL3/Tz21cEvGP0jaed6fD2EQTDihb05zn9ULD+2KA+3dDeFmRPY2zmWX4CXrrwBw6D76CIHGwj0ilEzwQ21ezugX9/R5b2zKcD6jambSJuViWHw11I+MoMPrW0E5CvU/pRUJMNj3ZsXg6JVpL2Xk8xrjnMa5ZVxubrMaoRiA+3iFaGTYQIbEAv9v5+jxQ2gcFLj9pIxmmNFo7eSyLhSHR7dxt2JuZosOPV2wnNSHOSbShUR6FbdiYQfd4VACUctY1xssd4xawrmejAG4j28/a7dZvzgSXooyAIyrKOTZew26bh/8fB91D4ADbhIWSWg4wtQvg9IQW8Di7DshG41AfHG+0QsUPHlizpMS5saryDep0ya3O+N7gmlX14++9BzNNodUcR3rmEaT9gaxNS3d8VgHejTywFkXDs+xoWXU4sLes+5Xo1wNYaYs9wVHNSbMl1xzBuWLUZu7jn9UkKTmMGAa9JX0d4FeTO/WlHeVDRdRp3XQRh1KFm2g4Q0vE/bz/l+6dveXQwZ11UYXUbt4zjmnmbk+uOV5sxN9WA82JNYyOOix0XxYreKRqr+a+OZ1wmCxSe/7R8n8+X50TSsmwyBknLqsr4w4sXFKrj6faQeZ0zXQzQbxJM6ajfdSPSY51AaYfNDT4VxK9ishtBX/zmR+63rwiIQKTpi4BwVvdcEH1Mg9mIlzD6XNMehjQXfrym3yaIeUR6KzGlp6tDm2p7SXZQs/tJj1nHRPMQZ97MU/osQihPc1XgY4fKOiLpeHg6Y1mn1G0cVF/n02BnVeWs1gWjB6sA6jhJ12nezofI5xk+9dj3aoTZG1ZoT3MUNgPCQzIVjL+xAZEeBD8B6yWdU3dy31FUE+1BQOcFw6RBJ4ar9ZCTbBNINb4jkT2t00TCksvQART7UaFQ4b+VTXjbjziLVqSip7KBbON9uB4XefoDS6ENndGkWUe1zALSr3yg1Q48qt3PlUbgjcQpiW1DQRF7DwGrJcLstwVekBUtbRvRW4WUjkhbmpFDVIoyau8osMm+AIx0xUA1RCK86W/NkFlfYJwKPoPCE0uz5xGEg7/ss+DaE4VcydpGLJqMeu8ydXlvRrTHUi7TJVo6XssxrR0HBmGicbFDdhKnfZANO6BRwRI8hu1JB8S4q+yOAdj2ms9e3Oe9sylvpmPsTnN0seL0aEOuO35xdR7usfBclCtebcYo6ZjXQZCmpGPR5rzMJtzPFhSqw6U7Pr8+o21idnmMlI6jeMvapMTScjMdMv7rJLg0J4LicoeWjl31a9bneLxj8WZE8SqwbeP1b37kfvuKAGGFUz0Odt3JTIbQiO2ev/+4w5Yd7tsCaQTm6wGct7jU4WIJDrLnEc2HLR/ev+Yw3fH57RnrdUx/0iPeRpBZzs6WrHYZdR2GY2slSjqefnVGtFSh4hYpUzMKqTNZR5z0pHHP9e2I8XiHSnqW0wx7YJCFwS7j4G1/YNBlKDwudsjYUusEpEJvuQvkME6y6VIO0/DW3u3bey0tmeopo5aPzm756vqYeVtwmoZCkEgDPhSKxkUkyqBwKBEYg+++ImHpvCIWcBRt+KvlB0xvhkgfOBOil0gBrVHUuwShHb7TSCOwhQtZCZHHJQ5RGLIydCqm/fVjoxKLNTK00T5sHdo2wtv9dmBvR7aWHhJHshcAvetMRqpmrCoiYYj317vak4kSZe4Ov/PijmAEAUtwBHzEeUHnFIttjip7RoOKRBuO0y2F7lj2eTBacQGVHw5qlsMgiXapCxuRPhDF2mXK8sU4bHMmFv14i3OCYdGglQ3y4FnG059fwlFLNOg4yCp2NmbR5kjp+fTsDS83Y372/AFx0vPx8Q0fDm75+fKC1mouiyXv5TO+rYJ7lQdOD9YcH01ZthnTbcF/ePlx8Ei4KvHas/rjJgimas1ulZGWLTqyWCf5+OKa1mr6U8X6nyfYRlE8iX/j8/bbVwRkSOVNrjR96VEdmEPDYgLZi4jRZzG7+1EQh5w1mFojVhEMDOpHO2ynaFqNnMY8qS64fDzlqNxhT0KU1bYvkauIt4zRiWV8tuHDw1tebsY8uzoMOXoXJpiALCTticVNE9xVjhl5zKcdf/D4OZ3VfD07QvQSnxpcFeK8TO7QZY9UDiJHfBWhdzH1maU98ETr4GvnJaybhGEazDYHur3zBnhHAjpL1+x0wptsyKLJOM9+7SpkCWQa4yS9VIF9JwxbmyCV51UzYaSDXLdyCVub8iBbEGU9bqH3XAxPZ1Tg3jsR5nzpMSODGvTwJt0HeIavvleBTOQJzraxDV2B8ODknsFG+D4C+k4jlaMWAVjTeVhe1zZmHFXhYO+JTLlsWdsUh6T3ikz1d+OO8wIp/b7DiXE+cAF2JgmgqI25qQYYI3n/dEprNaO4DvczGPDf+Q8UUQc5bIYpdhVD5HAPepLYoJSjix0+cnRxUEqaXhHFhunLMaIwHB1uaEYt0ZGlmuWIsqc2ESMvgu/BxPPt8pDDfIcfC25nAxZtzjwpuMxXbExwTv7Z4gHP5gd8eH5DrjucF0zrkukm9PGbOiPNOtKzHX98/1ukcPz92wesridw1KKUo9oltD7iq188ItqGMc9+0KFnEfH6O+w2DAGJLp+HccAm0B4L8pMd8sSzuirRG0Uyk+S/zOgLwfYPaj68uA1/FsHrxYhGADvN6+eHnD2Y88HhlCe3x8hWIhuBqmLUh1ucF7zejjjOd1SDmN0uxW4ikrlg+74hGje4l0VgJ9YC5wkVH89umaGOWmyrUGuFHVrURiGfZtjUw9jQHRlsEhhzNvbUJ3sJqIHNLuW42FGZODzsBNPN4zi88d+1vvdGK57ODlkUGZG0d7Px2qZEwtE6Q+s0aIhkeDtE0rIyOWd6hUVQqobrfojp9vN87lCDHiUdpteB/GMFRHvj0DdpyExIHSIz6NgQRXYf4RYAUO/2LqfKg/X4PTXYdYpiUjPIGtZVivcCHzviONCEsz2TZbQ3FrVImr0pXufDI7m1CaVq7/QPkbBU/l0BUOH7JGErYpzEecHxeEsRtRRRy0m6vdu6aNVT24haBJvy1gR7bgSIVmGNRB+EdKrJ4Yb1JufyckZjNKOkoXMKPVkh8dzuCrK0Z7PMGZ5sibXl5atDXsdjLk+WKOnIop5ZVbCpEryV7LqYp5tDdl1Mqg23m4JYWw6Kil+9OMNbydHJmnFWM8wbrq9HAPgUtLb8fHbOB+MpWjn8QYeYJlQQ7r8Iq1zZQX0aAlFs7lh9KDj5Lq8IhQ1OsFHl8VIwfKKxz0Z0A0++C/LPfuTZ5PtgjV9mvHzyAKcDiy9aCfyH4UETrWT9H0+5vjwiv9jiMku8iIjXUMmS4eewPhO8ec+QnVRcHC2ZZzndRHGQN8yvh3DQc/rjUGR2Xcy314f4m5R0IWketQERV6AKg00sxoWbPzncsv5qwvCboBEQDraPDSI3sInw64TNOEHA3YHPVM/aZAx1mHXHUYXxknUZCCSDqGUU/Zoz4IQMqL/sqGxM6zRD3XC6HwrXLqOQLb0L7beMHE7tab4erJNIZaHw2G0EvUTtZFh3OkB4ZOTwTqJVv2cBOlwdI9SeCo2A2IWduwvdRN8rukjRtRGT0Y46j4m1ufsZK+HudA47l7DZX+fWpmxt2B68Wxkmug+kItnTo4LjseywSOYu5/V2RKIsiTbE73gXeBQOJwSd03ROM4pqmiziugomsaKVyKN2P7YItrMcrEAkjle3EyajYN0FkMc9WdTfEX3+5OOveLI4Yb7OmRwHFeGiytguM3Ri+Rfvf8WPBy+46sb81c37rJsU6wTXL0IQjj2oOR1s+Le/81P+aXXJk6sTpjdDdGo4OwumN7NFidKW3TZlscnpm9DhehWcw9TLBF0LupGjfmj43Y+ec10N2DYJm+ej3/i8/fYVAWtJZ+BVyKjrRpDdQnHlWL23Zw/OFaMn0O798oUQdB/WjEYVba9R/2lE+iLMRLILBcMnjlgbdvv0nL4MRhOz3/HYSYdca5rXJW+ONQ9P5kTS8tWbk6ALV55nr47CQ65CtX386RselXM2JuGnTx8SX6Vwz3BxuuLbV8ckzxL6XyYUJlhx2WRPaooc5aimy3q6OmKS1neMsFiaABQR2v1S1ncGGmXccrMLDkjvALJRtmBlMoxT9ELtW2e5pwyLO2zA+iDDdV5gax2i+AAd2btWu690yOgzYr8aVNg0rDRdL5Ha05uQAuQ6FYDCTt5F0AojwrZg/0mSwK4U0rGtE1ylyY4C5dl5QS47xqoiFT0H0ZbGRzQuYtqXtE5zGO0Y6YpcdmxtisRj9y19sBlT1DamMjFKeC6K1X5V2t91GwELcER7ZuWmT6lNxLZJEI1EeLCVJh62jMoak7d0RlNdlUQ3itlRzOD+mjJtKeMAaG4XOXj46937fO/y7R3PxOyR/+d6wmaX8udffI+/zB/z48vXjJOaTRvzeDLDjJa83oyYzUue/PIeX42DeWmS9nzv4pp1m/LyZhLyBpUnudxQGYX3kOQ9zWjvptRLBj9YMMoaXrw9gF7yf37+HtFKEa0FUfFdHgf21lE2DQKO9qJH2Ji+kAxeOhAhwGN7P4BWpnSk1wr9LGXykxlPvz1l3EGrgroquP9CNNXshglnlwveiglqoTFZ6DpE7HClRZc9Wd7ycjrm8cmMx+dTnqsD+lWCqPReOw+iUXz75oiX8Zi+ipFLTXtk0Vbw4uYAeRvfAYDv/h26FvQji4gdibYM0pY36wOMkxgRHHPWXUa3l9XaPRCWq455F4wolyoQYTLVc5EskXiOoi0bm+J8OFyFbkN7LMReehsxkPWdRx8+cMsBhkWD89B1OoCCez1AkBB7/D5p2FuJw9ER4d5ZuL0bA949a0LcrUW9FTR1jI4sUWRJIkPtcjqjsXuzk1wG0tA4qoiFDViA0Fgkk6giVy2ti2hdRO8VlY1ZmpyDaEdrw3W2TrPpUi7KFYXuiKTlYJ/gctuV+3uiUMrTO0VlYjqnqHYJPnGB579S+FnB7TBFFCasdU93mEPJKOuompj3D6Zc7YIlkYwtJ4dr3hvOucyWfLE+4/UugHmTvOZ8sKEzGuckJ6MtrzZjTvINf3z+LU+3R8TSEGvD+5e3/PjTV6xNyvPtAbnumNZlEGdJz+X3rsl0z2G648VmwutnR4iZCg3XsSUdV/zg+C3GS2aDnN2L4V2GRP52v979zpKFvCPeeupMBLFNF4cY6bVn9qlAN2EGin+0oKoSBn+fM3xmEd6zeH2J+MSz+sQiJy2ul2S/Silu9wYfb0qWkxLxuOXo+1MWm5yuiogii/w2BSJalWHudZzna54sj4NV2VFF86ZAOAEjgxz0FHmLsZJ+L+eMFxLT5nDewkVDpRKG34RYsfFXsDsT9GMYjSrGWY1xEtEqtl1CWbSkytAQ1IGRtIx1hRKOysaBG2BjxmnNosnonWLalxxFW5p9m9y4iNpGlKrFIO+KwspmJLKncmFUQILLPEjPapsSx3vLb+WxrQjYxcDhRTAIARDSoyKHaVUYJ94VAhcIQ3jC6MD+132wePNeoNTeDt2H9ZhxIVEokT2p6BjIOngfiJ5n5gjjJLkOa8935oubPrAJM9mhhGMSVbxtR7yuRnQudED/+T2zXrLqMxoTMYxrdl2QS2pp6a3CbaMwvpjA8rQy3A9fa1CeXutAdBKeg+GOTZ+SaoOWjvR0zuvpmJvZECk9UWyItOW9yZxYGVZtxiSviVToshJt+Mfn93hzOMI6yTirqbuIdZ3ylT5hGNd3BeBqNuLD8xv+5ftfcVUPeTo95DYugrhr0jC6X9+NjdcvDvjbp59gE0+0Fei9a7IpPOK/m3L77IDJn32nMYEQA7X90IKF7ErRF4L8KpBudvc93T9OsPc7Nj9u2DyK8aWl/FKTv7OZFnGQwI49/vc3gZK5SCi/UUT/lDA7PcbFHgYmHJjCITuBGYQk3FEU0naOR1vePDlGdgJ1vyJNenqjWN+WlE8ixL3w9JvcYwuHepsw+EZS3Fi6ItBuo61DWEl6WJPGPYkybNoCHNyuSk7yDQCHyQ4lPHbfylsnyVWI5mqdZt2lKPHr6m69ZKAabroBNjjgsTaBc9B7yVA3bE1CJAqsl9Q2BhPWeEThur3fJwc1+u5ACyPCk9EJvPSIzAUVtPLB1loH2yyMQFgZ8AW9j4hrVNiS7FF15wT9Xl8g9u262vMgYmkpRMeOmLf9iNft5I4B2HuFwrOyGfO+YLBPJHIIViZj2e8NSbMtA91yEO0CZuAVW5twkmzCyhjYWc+iDYWg7jXDvQfBromp35YB1H23Ei0sZh3jt5KqKll/UJMeL9i2CaflhvN8RxEFn4fTdMOXyxOmm4Jlm/FHx09pM82yzzlN1ly3Q2obsTlIWG4ziqzlelOGZYvw/OLVBXHSkyUd8+shInZcrYdo6XhcTvnB6IrX9Zhll/HV9TG9Ubw3mfFyPUFkBtuHItxf9vhaoXeBYDf76pDBc/n/XSDp/+8fpdhdSOReMJS9VXvhRgiCEA6iVZDj2mmE055kLuE2DlFdhx6bhrhsADPa22lPY/zQ0hz/WgIrTptAcvECd9LhfNAWPJos+Ifpfa6vxhyfrcgutwyylroLO2m/zy5oDzzJQtKcGaKLGneTM/6VwCnP7kyh2uAduL3U5Nee1SwjHYcAznEquR2HMEnn5Z0CLtnvwd+57QS7LcFhtMPlkl0cs+iyvSgoGG9oGUA84yMcgoMoiGikCFZdEs8k2nDdDcMqUAWwzzmJUn3QXCiPdyKYhfZhC+IlCB3Q/nxU46L9VkCGEcE7EToGwoxKFwBHAG8kPRorPf8XdW8Sa1uW5nf9VrP709z+vj4isq2sTKrKdqlsyR4ggbA8YgRigkCy5AkSQmJgw9ySR5aYWmIAEggsYQkQAwSGEgWiyqbKVZVkRGZkxIvmtbc797S7XQ2Db5/zIqkyhKW0FbWl0HtxbvPO2eestb7v//0bYz26VdRdSmH6A5ux1B09hl3I+Lh9yBANZ2ZLpgdWriTXAytXMLUtc9OITDgk7LxEdefjhrHfJMVMVR+4+5kWkHUIhtwO9N5QpQOJEdVm0yfEzMNWk781uCoSrWb6dM36ZkIoNMWPS768yIkmUj9OaOYJ6zZn16Z82D/g0emKv/bBh3Qh4aebSyZJx0d3D+jcU8p0oOkTjA4kiec3zl/zveqKF62Agz9bX9A5MT5JJj3DNmWzLXgBLNuCEBW7LmW5qJgd19StjEJPyx23N1PsTpPfKppLTfL+ln5mUS9y8ist/hVf8/rmbQIhYrrRVWin6Y5FhoqS6gAtnup6OqBf5qRLPabI+DEY01Ce1pxPdwxBkxovuW1qCl4R32uwiWdatjyZLvnD58/wXjE5alAqcj7Z0XvD7aYim3bs2hSl4OrNEeiIXo0x10cDrnIMvUFlnuHLiqSWyDDdw+S1Z/tAaMKuimyfKVQvPvS6jJzlO67nNffXU1zU44c3YWY7rPYjCUZTpj1z27BwlejljaL1FvOVBZ4oTxMTKtuxHAoJ8bQdtU8xY50eRlANKyPAUFt06cSy2orNuOrl/u4X8r4dMJlnVrbcrSrRrmvwNrwDBgNEFVG8Kz9jEMDRDxrXWGwQ59uvpiftTVEXXoJGztMNZ3bDypcYFVi5glJLJZRoRzdaju1NRPagX6aHQ5nsEf6AVhGn/WFDcEHz6eKMaS7tlh71/H1v6XuN6QzDkSd/bdkOc9Rpz/e+/ZrnJ2eEJpETdzDM04bvz6/RRD5aXbLrU3779Xf44GhB6xNql1KlPU9nO75YiZXbaiWGJv+XespP0geHxCgftMSNpwN+MJTHDX/l6XPu+5J//PEHqJ0hThw4zebLGTGNvNqmmKWluB8TpzykS8Xw6YRQBSgiQ4QtiuOvueS+eZsAYzTUaZByXUFXIJZYl8LMozdwK+ORYSbfV7wy9LVQQGtV8nowVEXP6dGSm80EdZtKGdal+Ag35zm37YnETxWR08dCMx28Yd3mNKscWzi8G4UYOh50CeenG3Lr+OKzc4oXCdl9Qj9OZDYfeLI7g2k1KkayhRiJuBLaR4Eq7Q9c+EezNfdvZ9w1JQ8rGekt+pKLfCMLPmruXcncNsKaQ3HTTShtT+MTap8eQjv3p2GiAony+CitxMoVB9txH0VPERUoO+YMqkhVdMSoGLalgJ9GhENERSjF1n1d52gt+YduBOZIgnxvO96jgMzegyIOCvJxJKlkY6mynlzL6V3pDkOkjhlfdGdY7cVJyEvZ3obkMO40KmBGA9L7oWTnU9Lx/jwp7w7mpPusBfld4ZBurFVkO8jG8KBac9dWzNOWk7xmleX0aUr31GMWQkJLtopYZ3z69hnufIAAyU2Cqwz/ZPkBybzjvYsFl8WG5/0p3ZDw4dUDEuv5wfkVrXEcpw1PHi552874MDzAe2FOOm8oEklqUirSva7oT4WJ2Wxy/pff/g18HqiebNn1lSQ7VR6OZIIQvGboNa0FVKTzSiphIFYee5OQ3yqyxZ/lSgDBg4prTXEtNmO6B1co6keKcG+ZvlZ0x8J/r16KB1w/BX/Z8SvP3ool+Kak6RJ+/MkTiucp8futlMJvU5G8mkgsPH3hKY5aNl3K4IU91y1z6Z0LeHi64tFkxR+9fky7Ej/72w/P8FOPchrTiwFHfiv9v3aG7ng8+YPYeUcNbgIqEwss4flrJkmHmQzcLSc8nS6Z2o5unGkDEisWFT5qjAqk2jEZRUaaSDmSbszIMEzw9FgBCG2Hj/qwOZwlEuZBVNLbm4hSgIq0fcLQWVQA/RXHoP00JHpFW6dinqkiWeJom/RgcBFNFPs2JcBiHDfMGAQY9KOuINFSlSTKH3QCn/dn3PRTztMNiRax034iYHXgZPQbaEPCEGQsCPAwl03TR80hu2WsjowS1mWmAhtENDUESSjKjeNxtaIPhu2QkVoPJmKvUpKtojsLmEaRfG8tjEevUW8zQiqVaMwcR7OaZ9U9/+T6MetNSV70XM43XJYb/tLRc/5g/YybbsLzzSmrJufJ0ZLPbk55++KEdN7x/ZNrfuvsCz5aP+Anm5ywTkS9WQYufu2KwRuaPiE/behbOwKWMC07qrTni/Z0FNZFslcJ5Vvxq9ypRCTtGQwT9cuLIVNKPQX+c+ABstf/vRjjf6KUOgH+a+B94HPg34wx3o8/8x8Bfx1Rmv/7Mcb/8Ws9m/GKGuoHgfqReMKHDNzxgGo1s4/l1Kleisiln0FfCrkIoB5S8Z9fW5IvCzIP3ZEg3JNZwy4JhPuU6kgQ3OWiorkv4Bi6JiH0hmQmhiY28bTO8vPFGUNvwWmq3yvxBTQGsluJE9s9C4SzHn2dETKPcgq7VZTXkclrx+7C0l5AMekozMDG5Uxty1m648nZkhfXx4f+NkTFoi95nC9pQkoYZ/1bn7EZctHTj6V97VPmtmFi2oOjcOPTAwMvUV5ow1Hsx10wRCcLVxlB+X2X4nQkdqNBqBFlIEpEUOhIaMVZp61TXCIipDBuFioJxMGgxrL70EpE2Tycs/K7tCzS/XMyRNqYcN3PDlVAiPoQRFrqfrRL7w58B60iqyHHqnA49RMjIqp7J/qAEIRvMTEdi6E6TA/Wbc55tT20EMnYKrSDxdwlpGuh3ZavNP1RpNllPLxYkujAZp5yv5iQFgNKQW4db5oZqfWUVcvmZkJiPIUdeN6c80F5x5Av+cPlE952M57XpxxNG7ps4GK65cPbSz5SF8SoSHPHk0e3NEMibehqQr9NOTrb4pVGv86ZvlJsn1rWueP2ejZatkXsvUVF2D4Vs5PqpSZdR+5/NdCd8Es1FXHAfxhj/AOl1BT4faXU/wT8u8A/jDH+HaXU3wL+FvA3lVK/CvxbwA+BR8D/rJT6Xozx60GVWjHMYP5zRXuiGH5YM6laVi/nTD8Zg0qbiG3jwdM/fNBQlh3953OuP3mErSK8V7NTOeq4x7zMSZ7ntCqHb7VUjzcMg6HMev7i9z7jppnw/OcPwEayecvZbMdiWxKjYp63vF7OCIMmuzbUjyNu5pn91JIvIqtvKzklFinRigY/FBE3iYQ76KeG7kQRksAwSMk6T8QOyyAkoNAZXmyP+d78mgw1OuUmQvIZFXKFGQhjpaCj+Ad0wdKGhDO7oRuR8b2Fd6L8YVyWaUcdUqz2UgURiV6jk4B3EDuhDEcFGFDEA/OPiKD+499jlFBYpSOx17Kp6PFTsr8U4yag0anH6IjXCbmVEJRKd/TR0IaMpSu5TNeHBf+yPzmc7B7FJuQHsdHWZ8yTVjCCsQVKlKeLQrHugqULlvN0y2Ko2Lr0IDFOrZMefMg4zerDCNU5g596OsQZWg0jcGoiN/dTIUdtElQlkw7XW142x+hRMOU3YrGmdeC2rtj2GSd5TTq6Hj87uQckw9F5AS1Pq5rBG1ZNTndd8mmd8OzhQiatXqNqw+qLuRi7nDjcd2tm1nH/eo7ZCpDtTwbU+zuaZU7+2jL5QhKZfSreiMmOXx5PIMb4Bngz/n2jlPoIeAz868C/PH7bfwb8NvA3x8f/qxhjB3ymlPoE+C3g//xazwhpB4apIqkh+Uclmyc5aa1ozyTkE8QOO9lFylearilZf8tCGmgeyqiq+LAiNYR8eAAAIABJREFU7WFnE8L5gL1JsLXCBaGIdncFt7VwuZshgSyglxa3nPBqWpDeiLrwk7OcZGFJBxi+1fLwbMXbH18SErj5zYA565iUHc3Pjg79I05TXCnyZaB62VKfl4Q0ktp3IN3+JDtKG5Kqp3VSxoPgApXtmY3c+kw7PJrTZMfa5SOtuD2AXpuQMzc1t256YNPJ10RkVIeUE7tjOQjbDachcYfTfG8KsncRUpHx9I5iN5YIgcVYj9YRm8g97IMSAxbGCmDPGRgDSUAAQh/G1sjIib/05eFPaWukxWljMpbz4cAWDFGxciVbn+GCbHKLoSLTwzg+FV+CfS5hH+Q+CtkqkJjAZ+sTYlRUScc8lU1ER01pB44mNTeDwY88fKUVsfSwSghOMX22hknLZl3Ia08d/m1JUPDtH71iOS+4fXnE4mbG9ESmHq23aBU4zWqO05qPVxdcryYcT2uOs5rS9rzYHvPe0T2bqmbTZdztSvre8t2H1+RPhkO2QJo52jZhVxeo3OMD6NlAkQ+0byvxspyI5Ns2Ml6ffrlfvP8cEoiUUu8Dfw74PeBy3CCIMb5RSl2M3/YY+N2v/NjL8bH/9+/6G8DfAMgp330hRNI1DBPYvC+z++qlJl1FupORAegiIVFsninsTmS5yXWCKyUmSjnhU/Owoyp6+s4SrGWYCdBY31Qk9wZ9Kiaf93WBTj3p046+s7BJGE6CLAIvzMT8Byt8nXHz+5dkW8X2ewN/+Yc/59VuztvljPC4hW1C+aXF1jB9OY76TlM23w7EShB2O5aiXz3NsszR9gnLvhRGmfbsnIhljpKarc84TkRzv6cUdyNuIMpBMQQZomEIEtChTaTU7dgGaFauYOdTlA2YwuGdJsmlBelXoy49jEtXjW5C4xWdpjxqSK2k7VZZT9MnMlUYDMMmk81vVA+KTblsHFkx4J3GGXFMAg7koOfN+SFsZDO+BoAz+yezCGVkKpvCSSIpxW1IDiEl8tERN+YuJAep8X1X4rzhpJAwxLuu4p7yoNQ8XFray+MPJL9huawIu4TNixmx8jx+tGBZF+zuSpJWEWzk+R89JlSCKTD+rrNyx0km/9bzzSlvV1OcM8SgeFit+Y35S366fcB5saX3luvNRL4+PpVFU4qi8OUR2bVBDzl+FlHnPadnG+5XFfE6o01TmA3Y1xnBQP2rLbveUD5PcP3Is/plR5MrpSbAfwP8BzHGtVL/1H7jT/vCn6hLYox/D/h7ADN18ie+nt9EMXxIINlKdLceFN1UQMJujF2qXhhsDbZRuNLgU5ksJI93dLcF/mcFYRop38p8220L+qPAcOZ4PNvxxf0xk7zj1y9f8+HtJZfzDVfZlCRxbO5LGDT+xLF7Pmf6maY7hvo9h+o0v/c7P8BXAXvaot7kXP6RnJ4+g26qGaZyK0LqMAuLeRQozEBlpKxfh5zNOM5aLiqeHi2ZJoIbSP6eZ+2EE7Dv8ffa+l3IuEzXgheMdl16vM0yWVCHhWW1xHel2o2En4A2CjeIohAdwYuPg9rbAhThF95NrQPWBLrBstwWHE9rEh14fXs0ag70SNMWC/hoIpGA94owyoz3lYtHsw4FV92Mx4UsutJI79+5Eo+S8ahyXA+zUW+gWfTV6DPYMzEdpRknDCHlOKlZuYIk+nEjsCx6sfHaNhnvzReiWbD9YSPeuZQyGcjzgV1jSd8mNF+e0V54qQYyD4W0Rnebimcn99wmA6uqFP2EiuA1ysqGdzndMkk6Pry9pBssXZuSF72EtYxS4f9h90NiVNwtJ7htgl1Y3LFjdrnFjxyHk6JmdVzgVxXdhcPOeo4mDe1g8Z3B9grVKgZt8Vkkv9b0XoRo0cgBauv/7/X81etrbQJKqQTZAP6LGOM/GB++Uko9HKuAh8D1+PhL4OlXfvwJ8PprPyMtyL+uFLsPHPlbS3ekWD6IhFwWfjQR1WuOfyJBn/1c0Z7BMAkHnfw+MBMFfuqx31+x+uRYiDAzR/55yt3rB/hf2dI2Kfebkm6bsc4L8nxglnc8+2DJts94fTeHYmBVpTx4tuDtF6fMf2pYfyeQXda09znWw+appriNVG/leaqryPax+Az4SWCSCL990VdkxnGUNGTacVNNWL+ZsmwLStvjx8ViVDyg6PtWYWqknG2G9CC3nWc1J0ZK0TfDEX4E2EJUzG0j47bxrQ6dLHybOILXQnyKexVQRNBBUIXEYisT0KMwyHmN1pEqb9m2GbtVcZCzHt4Xrw6AorIRYyLeIYarWsC/VHd83Dygsh1nyQbDKHwK9pBGtDcb9VEzBHEj3mcKPLL1mE0YD3jBHvtYDBUejQuG1ZDz2fWpvEbgNKupbDfSkPVhVl+/njD/2GB3AoYmW4NpNNtnMPnRgvNqx8vlnFWXkyeOVVQkhbguZ5OOYTDEoFm1OW9WM5pdynxeMytbnDfcfXaMbjUvTgvef3pDqj0Xj7e4oLnaTqjSgW2XklpPO1g+256SJB7z/SXHZcPNpmL7f58IeetBj89FEIeWbIh9VJybBdwEileG4ib+8toBJUf+fwp8FGP8u1/50n8H/DvA3xn//G+/8vh/qZT6uwgw+F3gH32tZwMQIslWRC7V55bdaJKgnSJ7uKHZ5CLdLT2uSDB9RPeRo59FgpUPpMsVu8cGX0RcEbFrw+72BJVBfNpQ5QO7xwqztvBKWH6rb0Py/o6TWY3RgR8cXwHwYXuJGwwXZ2uuO8tqVwhp6K/eMo9KEoIuttSTDGcC/T+aEJVh+sph2jDK9YSHn1knJ7wK47grOTjo2HnPps1gAomSuG1NPBCHCi0oOEA5goJDNOR6ODx+KIvH8E6jkNNReVwwbIYcnXqyvEeNjkJ+tB5H8y5DQAGrBJIIqVQBAJOsp7ADi0b6173qcN8GqF4dREeMuQN5OtB3FjcTCzSPoo+Wq25GZTuGYBnG56yJByyg0h31IA7KdUjZuYwhGBEQRXvgBuwJU6gghiqjhDgxntL2ZPlAah21S5kmHY1PmCYtmyEX63JnUfOe3ZOcfAyNtXXENqIyXX55RPotz9Bb7j+aMRxLmxhcSswDp6crjJbWoh4STqqayfE9ISqsDhylDS/Tnle3R9DJpCKzjs8WJ+J8DCxtIGwSzE4Tznt+9P5rNJFXmzlffvRA+DAnHl0NxF0CuUeXjjjaovsiEs0YYXfpaR57tDO/1HbgLwP/NvBjpdQfjo/9x8ji//tKqb8OfAn8GwAxxp8opf4+8CGCGf97X3syMF5DJSy77E5Jrz8JpEuN/8mMeOHBBuydbAD1paK9COhOMf0CslVkqBT9qSe9M4dZt20UyQZ6V1D+2o6mSkleJaggTkYqRIZ1xlWd8vjRgo/uL7nbVPStWGXvdeCXjzf0k5r7bYlzmpNZzf2mxNWW8nmKcpBuIj7T6GGUDytB13dDKvN77WlHW6yjpOai2PBFcsJyUbGe5eg0UqlIFzVahYM8dk8YAin5QU5AQyBRjmpMJF440cAnWnzzPFomA0BoLZ2W0NDgRznwXk8Q1SHIJVoBBeM4LnwyX/Gd6Q1/cPsUazzvny344u4YZyzBKaLX4PcuQ+NkoTMsbyZjzwwz28rUAiHyFGagi/Ygfsq0o4uWMu0xBDFIDYazZEs/mqzseRK5HkQY5VIyJY5Me06ER0MMXDdTlIrkiWOWtgeTkc1YJexcKiV4YzFOzGy2T4QolW6gnwkmdPX5CcopTCrVjpkOTCcN63VB7w2/efKaLlh+/+oJJh242k5oupQscYSZokx6Lk7W/LnTVyyHgk+WZ2yvJuhWk19p6g8GzGxg9rjmV06v+WJzzOsvT1G9Jtko4cpMBvKiJxYD7asJISjyBzXdPMG8zkiXEtirOgmLCf8MaN/XmQ787/zpfT7Av/JP+Zm/Dfztr/80vvrDAT3AcD5QXKec/XHEp5IUu30yyledPgBXk5eBo08j7VzRH8lY0XSQLMU6O2owrairXBUp3xOLLmO99MAe1t8VQ5Hvnd1xlDa03rIdMq7dVECyFyXFWtEfBz5/eYbaWcxO444dV02CWSTMXmiqN4GhlHiroVT0E83qOzA927G5L6mHhDa1zM27wAyRvGrKXMrKfd+sVTgs9H70FRSAcEeGqAY3LmdiOoYx9dSowNzsWDgpiQnvNgIXDOshR2Wijgt71p8dUX03cgNGSbBsAuNUwETWXc7kqMPqQGE86z4jTcXxtgsJ0UMsvOQPKFBZkBFkPzoWIcBdFxJu/XTMTRgOQOZkxEkS5al0x52f0AVRRW69VAF7W3WAiWnpQoIm0sV3H+P99zchox5SHk43Bw/HzZBzlDako21ZHyyLWKC3Bu3kRPUpuJmnMZH8dYLpYZhpkkc7IQ8BJ0dbciu4S90nPN+eUg+yoVzfT5lULd87v+H5/QmfXJ2R5wMK+O0X30HrwEnZcPJ4SQiaZTUFG/A7y/LuiJ+CpCor0K2U+raBbp1A0VPlPe1Rj32T4VcTzLg462cOVTj0TSqTgvbrL7lvJGNw8iqQLxKUj+wuNdkqkm4jpz8JDJ9b6geK+kHAlZp0EylftRQ3GldYXv8VS/2eR3Wa7E42gvZZjzKRyVHN5s2UbmnwT1qGxz3TD1NMrbHW8+nNGe0mw+TiN+fucmISePobbzjKGl5vZ2ybjHZnZSRmIvkXGbqHbCkxZNkmHiqA+twwHHumxmMyLxHZQ8Y8FX/9ajS/6ILlB6fX/JF7xIv7I2aXLS6IhdZxIgEjBgGzDJGJaQmjx143Bnm2MaV1KalyApipwMbnB7BpN3rzxdriCydzfq8Pf6JkRg688xV0GjJPkjjWbcbvL57ROsv1ekKR9TJDD6Ogaj8eHEeF0Sv8YNG5Q6Xg672PQMer7uiwwe19DrSKHCc1E9NyZHZsfH4Yb35enwJwmb1jCV4Pou//KmC6HSnCLhqumhm9N3x3fnNgaO7B0T2+MrEdRkdiFvG9onqt8CmElaV54mkv3ZjQEunWGSoNxM5w66c8ulyyqzOC0/x0VaB0JM3lvu6ajB+vHxG2Ccm8o8p6bhYzfK9R64R+eUx/PHI27KjU8grdaZaLCfmkAxUJRSRdCis1WVv6uxlrBcVOMUzlUFNBQFzdatQmkwN0Ki7KX/f6Rm4CLldsnkH5VlG9DRKcmckcu59JuVa+lhd5/wPFzW8WkjG3ka/Zpdh+D9MIj1oxAx002y9npGupKpSGpBoISUp6r+n/6JjsHhIDmx9AcVrTG0nZ/fLnl7xs1IEEw9nA9OmO7U+Pxdvtkcc2BpdrqquAdhGXjyGp85735vf83Fm6IRE7a+RkLpKBuW3kA689s6Llzdtj9AMhvmTRiQJu7PvrkOJRbH2OH1uFtSt4nN1zNAKDYtrZs3LlIZ/A6tEl1yWoPbgaFMqGEeWW+36YmMWRNBMhan0Iy9xbbQE8nG54vZ4RraJvR1FVOsqTeyEJxajEp8BpVCITipUvuepmzJL2F1iNPmrmpuFRcs/GF6x8eZhunGVbwkidlrHqwO0w/YXPzL2T0ZobsZYvlsd8cHxHFyyXZk2iPfdDebAas/scxzbFbPTBqFON0z6z09idxMsnG1GDDjNov9tiUyeZg8tUmJIeshsj06fjwPxb9+zI6K34F94tJ9jEUZQefVzTXKTE1qKtBLPEVUqy0JheETcZ/Sxh+p0Vm7fyGvtZJCRS0Q7TwPCkJ9aG5LgT5+dWPu+h8MTGoFv1T6/d/5Trm7cJGMPusfSm7TnUDxTaS4afclIeNZeRcNnBSnTq6VJMK1whibKmVaR3GttAuC4oryLbJ4r+RzX5s4716ylqmeJNxP2wJe5ES9+dAxoeP1kA8MGvLtj0Ga2zvP38FDLJ34udYXVfUd0osvtI/V3H7rFi8qXGpzIo117cXY7nO1w0OGdolznLsuEobThKmkNpOzUtG5MzTTtee8Xr7ZwnkyXrIafQ/WEmDjAES1CBLtpD6VsHoQVXI0A4RMPUtF+R1xoR1Hgji9NLYIXr7EH0g5JIN+XUO3BQQ1IOoKJ4DnhDkQ70veXzxQldm2ATLwvd71OJhJa8pxq7Xkw91RhGunAVrbecpH60DpMJh1aeqWmY6obX7li4BHrgdpiwHAoe5ms0ch/2wOfhIzO2Ti5IdfTp6ozVsmQ3Eb7BnjHZ+FRwA2+p0poq78Q4NY24SiYY/VxG0clKCGm70S/C1pLJaF9nmG8PfO/smvoopfOWN/cz/KXihw/fsBsyPr06I8sGnn1wxfuTBT9fnfN2OWVWtCQ6iAV7nVOPnoZ61mMuBx4eSWzZrk+5vZ6RLAx64OCQFRJ5bvEmpbhR6J9Z+iPwWWS4GEBD+kaTLQ5+LF/r+sZtAkopfBGxWznV3RyGWaA7kbQY3WnShcbc5dgdQh8uRDTRPvSkxy3DTUHUmv5IFHxDKV/XnxX4dYn99Rq3StG1JjpBW9O3CSGVG7qsC9o24Y2fc366ITUeVTnSzzNsndJcBEIROP/jnm5uuPhfU5E+d5G7X5PY79nngfZUMR2NLx8crfmytRLoM8pg9+OwIZpDn6ps4HZT8Wx6P6Lpo0uQUgfzTRARzsAYtBoShmiptJiT3DoZEWoVMTHQjD4Duy4lzweaXSoOwONUQDn1bvF/pRogSB9vtIiGnsxXWOVxXtN0qZgI9Vb6/r2sWDHiC4A36Go4vLdaRSaj1dneC7E0shE8zu4pdUcdM/pomdua+xHgnFlxHZbEZYOP4qa8J0Lt/QZBpgx325Ji0tF5y/vTO9YuF4Zlog4ahLXLhJK9S8nuNekK7E4s6UIifIn0LpKuNCF9twlk319xXDas+oJ1m7O4r0gyR54N/PzunF+/fM3pezt+fP2QTZfxJcdclBtWTc6b66PDBhu94vKJUIpzK+3WF1enBKdgmZKtBIMajiLZjSWkstBVbUgXRtZGNTI1FSSTnhA0kB4UrV/3+sZtAjFGdA/thZcQyNKLmGfWo03A/tHkEI+lvLQOJx92DDNLcWMIpkJFuP9hRD1sCT8v0R6mn0f6mZIQ05+UTJaw+Vbg/V95gw+aL9SZOO1uDOZ35qSVpA5f7U6YPthgU0d/kqAHQygCj/+hYvsooZ8q2vNIsKP18yAuQ5LqG1lsS2ZZKzPy2lJ3cnr4WIgMWHuGYA7moccnW+4XE6kCzCAuubY5jAGBEQBsBRQLVnwDUkHTjQpMTMtmpNJqFZmYjmUQrYQC2jY5TAdCM34E4juikPTB8l8MirOTLQ+rNRf5lmVfiAS2TrCpl/PYSQLRgWY8ui3H0WJMqUhw76jSdpz5712FtYrkahCcI9qR16+57qe4aLhM1wctRO1TStP/gpnqPqsBxA7eOcOT0yVV0o+W7AlDHFgOJS5qapdQ2oEQR7ckB+kqElKoHwbCkcPcJQSjmLyUVmD1q56z9xeUycCPjt9gtecf3zwjRkW3SxleV0Qd+d1PfkDy/pa/+q2PeNtKvPjL5Zy+S2Rs2hqZNLSKq+GY8rSms1ZSiRNHvyjF4aqKqONeNu08x2QSgHp/O0XdGFzBQbbtJp64zLFrwzAJ+LlHb82f8VTiFGIpPaVqNabWxG3OUET0aBk/TCPpStqGq9/K5KY5RflWwBLdK8LrnP7U020Nk5dB3IgyKG4RTkGEZZOzazJUazAbTcgi26dxjD4z4nz84THxL9X8yg9f8PHJBce/U9BPoL6UdiAk479nxQClegnFzUB3lI55cZoq6dCVY7PLCWeK2o1kHzpK0+OjFv6AN8TGclNXPCmXFGPMWKn7A1iWKH9w3rFaTsddyHhAJNcNO50xtzVX/eywQIaoafqE1bokOk3fGyH05F7GgGPA6J41yKgfCIPmbl2RjLPw3AxoBdrKAg+9EVORvdhoDy7uxYS1PSgLCzOwHV2B9hboRgchNEXZIPpg8OjDa91Te4doSLSjNP3BSGWfSiQbgmbnU16s51RFRz0kzNOGwkg7VepeosOHgtYn5MaxHnKil9GabeSAsA2Yexn1hhR2jxSmh/JLw00+J5t2vL6biwIwG/i1917Resur1ZzEeHpn2V1V/PevfpPyvTXHZYPWEVdLwIueDIRtgp9JZuN7J/fUQ8rLP36AaRX5GAfvc3D3KY1J0NOBeJPRflSQSVcojtlnDpzCbgxqN+ZipODDn/F2AMCnEZ3JyRmTKPHjEy+IjTZkC+iPhL6bLA3VC4VtFNXrgG0Dpos0Zwm+gOnnYvZ5/wOF8or8BlSM1I8i4aJncTsV6qxT+Icd6RcZkxeix+6n0B1D83SgzAY++uQxemdoLhXHHwXKt/KU8htRM5pOYRoJTdk8TelnUnLvwcC9VXftxBRj4/IxYVj61uOsRnFCeb7jZjFjPb+jyCRP4NjuuExWBzeeRHn8iP6Iei5hFzKmWjgDQzRY5Wl8SqI9fbBMsp7jBw1vV1MxEektbptIO7BnCXvegUpBYdLA0aThbPTyO8u2fJme0JaWYTD4QVRt+3TimAaiR3QIURHjSCMu5B4sh/Lweu3o8OOj5sRsOTI73rr5Iabc6kCGIyAW5VMtU5GVK0YcQTaIBE8XNW/qGetNydGsZpZ2/OrsLQBrl48Rb8OY9Sgpv9s+gzuZsQ+VvO78VtrQ9iwyfNCirjJMo+if9Dx4sGTbZrSfTQhJpJ5ZPnKXDE2CTj2T4w3vHy2oj1I+fnnJbpOzXZQ8eHRP9ahn02SSWlTKZCS2hp+9vMSmHn/k8L1G9zLRsqetmOe0hngvLcswi4REXrPuFKrTJCuN3Qp+oZwcRj61+MqjlPqTfP0/5frGbQJKKbiQmCUqR1gnMusfzSDbRwPdiSa7NRRXFttCdwLVq4jpI0OlUSFw9GlgKIQIFKz0cw9/5YrXV0cUP82ByPx3c4q7gM8Uy+9DXxryW0Vx68VcIyhcBZNPEtr7GeZpw+xyzfC/nbJ9oiluZBzoKiXosoZhJh/+o08GVLQsB8NuSCmLXkDFZcZdUzJNO47TBjueZKXqeZitOC4lqWYYDDfNhJN0R8YoEjIwVc1IqY1cDzOmpmXnskPy8ICh0h2l7pmNw2IXDZXpmWWtLLqR/hujepc4tO/nGU91Lf9vE8dyW1AkA8dpw3U3ZZa1IoMNVlyIfSBGLQShgEhre01M4oGNqFKJHC9Mz0Znv8CD6IKl0j1tFIvx20HyFUJUTJP2AAgmKmNu6gNTEDgAn2uXcVdXPDm/5zTfkY4eBeUY0Lp2BcuhFA/GbMd2yFg0pSymKKYwwSi6E2nnko1iuM1Qj1r6bYK5S1i8vCC/U+SJxMsPLqEPStR9jeU6zLi5n1KVHUnmqIqOLHHcLESKjopML7ZiSx4Mr+7mhFclHkif1PTblKDBbDX+qkAFyJbiWbFPwLL1uEldeGEuJu+8NIZ5PNjDJStDjF9nC/gGbgIxRrKfFUKSCON45KIjLFOhTS4ybC1oab6IVFcOnkNzZrn6ixqfRc7+wDB90RGsvMHtiSW/MtwtHqBOAtHC5EtxAQ4WXAF2q6heWKprz/o9w+5JIF2JSrG4jZRvYdkXrKqc+Mwz/5lh8UNINppkA/PPxf+vmwmQhIJ86Rl2KfOHIvudThrajwsWm4rJSc/GZRRjf1v7VLwB047ECPj2ajXn2eRegkZoGKJh5SumpiFVbkwnThii5lV3zLndUEbhCEx1Q23TMXtAPgxvRselGNUoCw74YN4BgvsKYO8zqCPdLiUtBy7LDV0wPMzXzJOGV+sZSeJxDrEqa8zB7UZUiCJKIovEgNhzq712wB0mI3vzkHzEPPa9/c5nTG07goADUyMb2jBShusg2MGeSfn57oR2sLw3X5Bqz+NiSaI890M1goEyomy9JTeOzZBz8/qI1AnoZ2swQxBJ9Y2Y1SgP8XVO/t6OvrT02wS0iNR85VGlR5tAOen41579lN+7eZ9XL07prOdsvuXN9RHGBj54cMunLy7Q1xndlxnPkyPQ4E4G1Hkv05QmkU13ZcjuFckWabOMuGv7i57kZcpQCkU4WWnREJgo6tigDliZDupQMXyd6xu3CeA9s+eB5kyjvaD79ucZ7ZminhjseYu7z5j/xFBee6IWZt7dr0X81DP5NEG7wPq9jHQbKK570k0gW4ogBJCU40I+8elGrJlCButvw+Z9OdGUF5pxuoq4HFypyJZQ3MhOPEyguFLjaA1cJorHfCWsQbvz+NxINRGFVJMljjqJ9JuMbm5xQXPbTTjLtgekfJJ03DUlPipCUPx8dc63Z7ecJVtKRD/fhuQXZbAIq3AXMjSBU7ul0j0nZsftMBWmnrfsmgzXGY5Pt0yynhevTmXx70v5cRGrkfUXgSR3nM23LLuC3Dgy7XlVz1mtK4z19LsUZSSiXG6oxJHFXERegABYinFMJ47KE9uxcgW5HkYqcWQXMrqx1dFEcj0cPAn1fmMLmfAFtASztCFh7XPu24J50TJNOnxUPM4Eee+ilexBROefjonPIapD1eIz6Keix9eDJFu1Z7KZERR9K9Jsc9Ry9v6Wt7dz9HUmmNVxx/a24h/c/3mmJzuSaSe8iRmk+QA/nfDikydwGki2o7ZlEsgWGhUSXBGJSaB8IVJ35aRybU+hO/XENJLeGOJNKvyA0c/RBanewthmERR6aQ6j3uxO/xkOHwGiEWKGq+IhN09dttAY3DoVHUEBu0uDEh9Mpp8pXCEpRenGc/fDhH5mCDYT6fGRyFzzq9GKvADtFMHA7IWnW2lcDpv3gScNvCwknWicQkg5BvMvBjaPLSqI2MRnEIzi5s8r0qXi/A8HypctobCERIgky7bg0WTFk+mS6ydz1NqOFOKRuTaOCn3UPC3uqV3Keblj0ZTc7UqeTeU5T40EdQwkEAPDSBCf2ZZFXx0che/chJlpD/7+mXY0Kh2xD03bJ7R9Irl7nX6HByDuOpGxrM8CSSoeAp++PefseINWQfICqpa6zgRMHD0EiQp6Pdq48+6xkaa91z5kYxKxIYwbmkx1Ch1tAAAgAElEQVQ2lr5k4So2Luc83VCOoGimB07NdhwTRhZuwtw0h+Sl227CzXLCxdGWm3bC+9WCLiRkemBuZLJyO0xItYi1di5l2eTYlaW4VmgnmZcqwvK7Ysxha0X7ZBBDlbsMOsXkBwve3swJTqNOe9gkJB+X5I3kW+zWc3SvyHaKN5tz0vMa+6M1zS6FZSqORYOCs47sWw0T67n7+JSYROrvdWQvUoapcF3Cec903tA0KcOQky4M7iaVqVM/tgABiDKtqi53hHNFc19g1ubwnn6d65u3CRjD+n15Q0yrsCNZQl1Ji6AHKd2ilTFg8mSHtQH/x3N0B9e/BdWLBN3LwrVdoD0xhFR2yJAKCNbPJbK6nylcJVoEWyvst2XW3h47amcJqWKYwsmHgXTtIUamrxzd1pDsAlErNk/MAVBqzizoHN2FMURFM0m7g1bg4mLF7d0Zy3XJSVGTJuIZcJTUB2bgabZj1edk1jEvWrZDRu1TFm7CmRUPAY8w6Lp9QwgsXMVlsiRETf8VPoGo8ARnUI2m8SM45d9FhwHERLzr9Egjjk7TbCRV+Hi+I7eO0g4UZuA2r9jVGTr1hM7wLp14DCzZpxMFUJMx5WgMCt0/L6MFFzi361H/IFdluq9EtAdOzZZSd2xCwY0TFt3c1JS648P6ET+5ecDRtCGzjqO0obKScATCoNxjCBe5vLcbcuE5KGHsBitu0OkGZs9lU+/nUHyWki8i3bGi+X7L8sWRPEEbKM9rdl7TXoz4SQRVePJ5QwiK00wyBy5nG97GKa2CLreYpcW8yNm8B/EmI8wcyU0iYtOd9Pw+hdBk7PKMmESq1xrTgmsUzWXAzQLpncG0CtMremB3X2BGNmjII9rxz8dZ6F/EpZSiOw3E0pNeW2wnI5r2TPz7TAco6Ody0/LfmRI1zN6Kl0CzFSClfigjxO0DQ7KV8JL8TuNT2UD0oKifOeYfWSYvoHrTs32SsphNRCkWQTtwpTARb/8lxdHPLelGbqzpIunK0Z3IFEIPonlIV6Po58him0Cy1KJDNxOOs5rUiHBp2KZsjt/ReveJQaXpOUl23LQT5mlDaxLxsw/pOA6zIzCYHmi1e+793VCxSCZMjVBy9wvGEGQcFpR8YJMgLD844AEqSqKzIPx7ObBYhueppC5dtxMGb0iM5/p+KqQfrUbXYeSN2asInRptykSpmM8GkpG3nxl3yB4oTUeluwNVGDiM/uS5x3fMSt3gjRo3toyFq8YKSGF0oHOWx8VyZEsmh5/bX6JMFA1B3yUkW0W6iSS7SDcXUpkrZTNPtnKIdEcydotek53XdPc5REViPE8f3/Hq+ohQW8zUgYrsVgXKBpptRgyKz+tUVIprQ9ILljWceLJPBPhjkYptfhGJK3OoBLKFMF5l8jISMcfPbdTSeu4FcqHyZK8SXGWhkCSlqPnlOwv9i7pilFLMYRjmgWEmnAFBnhUqpDJHzSL5neLi93eCCxylbJ4aTC8GpNqJkqq6lkXr7zS+EFlm89ijj3vS5zkhQQxNq5T6oeL0j4VnsHlP0zzypAtNSCJHP5OWwmeazftQvYChzLBtYPJSJhHaiSmHbRzJekAPnnQlQpdZ2ohxqB4z5u8lB2GWCuAl3nhChDlNdgcEe5J0XNdTXjdzLpINU9OwCaJDL3XPyktSjRuddyghV8Nhdr714lykVSTsLFQObQO+MxI2MgKCwYheQHl1YKExugudVmLM+bha8iRf8snunOt0wtDbgy3WQVexnzLoeDB4Uc1X1ZFxBPZSjm3Nud0cnIc3PudNO+MyE/vxXEmVYFSgjdI6pcoz1Q1Xbs7WZ7zcHmF14HS0D9vzKHzU3A6TUVg02qcpoRVfNVN8Z2Aa6GeaoZJqqH4gI7jp50qmPsU4evMw+TBl91QOJV8ElrcTVtsjTKMgi5gbS7CQOOjPxSmoaROG+1ywkQjD3ION6N3odTHxwi79RBESTXciG8TlswVXL44pP0+wNYRMDpniRm6wfxjgWYsbNLG22IVFOUW6UESj/5lAQfgGbgIgOx4mHvwA7GvDMJOTnQj9caS4EqLO7nFONAqXq5FnDaaN5IOUVd1UY/qILxT9THqp6aeGoSooriNJHUg3Ad1H+nnC5pni6JPI/NNA9VoTDPhcU9w5ojL4QnHx+x7TBaJStCeG5fclBcYMmnTpsPcNavCESU6yjvTOsO4LcjtQJT1F1dG/zrjbCC12kopE92L+RrIGUMysxF1XtqdOU15v5zwt7rlMVgeAbG5lXBZQTEdcQICzFaV+F0rSjGEdaKA1hEShOiMlux4BQSPWaMqNG0Eikm3w3O1KHkw3uGC4Gyruu1KyB+pUqouvThfsiCeMHgV7K/LECPg3S1qsFpOTvQlKHw19tNy7EhfMgTGY6HcWxkO0LMdKQSzYc141R9zXBQ+mG9Zdzo9O3pAooRPfDRWNTzlJxY/weLxXjU9YtTm0mmStMZ2wO0OiKN8KINhcSLU4TMVmrHyekq4j9mPNMIH+SDNYKZ9srQl+BIfPe3Eh3iasryeYyXAASk2nCJlCzQby05r6rkTXAhx3R+pgpHP0x5buxxeUM0kX8rkUV1HDUAmT0Ow06csSFaRSTVeyUekBtBOnLf+uS/z/vb55m0CITD9TdMeG9qEnpoE+KJJ5x26VSQ/rhXbZzxREQ7YEW8sJ3o++ftky0j1V7DI1ns6QLSJJDcWtIxrp5Vff0sw+V0y/7Dj/w0h9mXDzFxTlK8XxxwO7hxJhvnlsMUMk2US2jwwhMeS3kd1DRbKWViBbenTviVmCagf0qsY2E9LEMUsbZraT5JwTxU+nE/zbkr5sSUcXHBe0iHaUuPAMo1z4YbHGqsByKHkzHPEwkZJ3iAYSeNUdH+K9hmgOeIBHSucGKG0vGQHevGMH6q+cGBHJExw3hb2WIAyaR7M1ISrOsi233YRlUwhb0O13EH6BYLT3FDhUB0FRpAMLJzbgMxsPzkm5GqhDxu0w5aerS87y3YE/UOruMDKEd+V87TO2TqqAad4dPP9T7UZegD5wJDZORFj7600zZ7UtDkYnIVFku4hZSzW3/va7/sjUGld5hkk8GK6oIOi+lHEOdyagbowjvgKoymFfZ+g3CXEqOhNXjr6L6wSX+EOic3avRo/MSLKD5kKx+0BCYoqXYk3XXnhMLTiNaUFvxVLc55AtwPRCia8fRapXMtbO7+KfXUwAJK2nP5YbrdKATj3ea+ysx/eG2Bra7/SYJOAXGTEx5NcKnyNATYT+WDFU0lpk9yIH7Y4V/RGsPxgJSB1Mv4j0E8XiBxnlTcC2kmqUL4JMGI4ixRWYQRaM6SNqBSpEyhtHfq/xucK0o5tQabHbHpRCbWuKO8+iyWEuvX9hBi6LDT+b9ahrKdUbl1DanuVQSoZgSMn1wMRojIqsh5zS9geH4Vs35WFyT64GdkipmyiPi5pX3RFaBb6fvWGqW7Y6l7Gin0jASK+IhZzWyu97x3jABfaW4SGJkAUuL1ZYFbhpK7rKUtmeh9M1i6ZkpUv5nI1TCRWUsAUVB3ViNJLMZMbswT5YKiubyv6kb2PCvRP+wixpSUaiD0hr89Ydce+qkfEn5KoXzTE36wmPjlfcNSVPp0sMQZKdRk5B4xManzKEAqsDy6Fg0ZTk2UCcKdy9Jdkqto9lxzK9nKrBjq9FCwdiuBxwU/EdBIh5QHUamw+4uwK70aKXOhsku6Lqac802atU5MGnjn/1L3zE//HyWzSfT1E/qzClxNn3s0h3IkIln0dcEUgWFjcN9McBu9Wk95rsfhTClZH2oceXwhTUSox3XSnSe9OONnv/DNc3bxOIgexO6h9XQecUfgZZ1WNtoO4NqnQkX2SYXpH1jItfflxy/0au+o0a31BId2JM0s+kbdBDJN0GXKFpzhXZajwBfaR6K6cCiEZB/z/UvcmvbVme3/VZ3e5Oe8/t3n1NRGRERlaWs4oqqyQXwh4gA8IzIyQkZgyQPOEPwAwZWDITZkw88wQhTxAWCItGMEAql7FNVVZlOKOP17/bnn73ay0Gv33OiwKDoyTLyjzSU9y8ec695+6z11q/3/f3bXqFe4GQRBLF/onQlE1npfwaaxLERwAgWg3OwignvW/Yr3N2pym56Vi2ont/drnkxfKS9T5nlgorrvKO+3bM3JUDycdx14yOfXQb3rPkHvyYTHVkqsNpT9knxwCOLljKkDI3Jdfd9yRlh17/e1MBGX+q914CyJTgcLI3nWXdZvxo+kBuOl6Vc3759kJkyCCmJAyLRg1Goyq+jyNDNpvUvi/tDYGJbSl0yz6keETodFlsmAwWZIUW5eABC5iZ8sgZeB1OeLObcT7dMXLiHnyW7plaEU4dpgEeES1dphsK3bIiZ1OnNI0TPgRiZac7AQHbKbSLQMw97lYmTPo2gahINoo+F9Q97Izw9JuCeNLTjzvYOczaEi8autZy+XjFtZqjUw8PCf/TP/1tzLQlTDyhtQIQTqV6NXvZANrLDlP0+KAwrzPsXk58dQRZob3sUEMEebQCkOtOZMbtVKEbMd/Vv9baAWNY/RT8tAMXUTuDXjpaHZmfb8iTjruXc7GCyoUgpDKPvknJbwT4M9V7IVF9LmUSaNJVxDtFdQbjV/Lr+kyR30XqhSK/B91G6hNNN1b0Y/lZo5eR4sajopyYrjLoLjJ6uaddZHin8E7RFRpTBYIz2HWJ8gFTdcQ6xerAehCvfDS6l/n20x37VQ4LqRJqL+y/Azp+nmxJdcdtO8apwOtyxrIrOHElTXCsQ8GPs2vO7I51L2Dhvk95nCxxyvOulw1AdAQB5QLU5sjzP5TrBxD9UAmoVghT0cK+StA60PkFuzyl6h2LaUnbG3ZlSrdN5ed5UGZY+EMFwBA6El1k4oT9l5vuGJO27Eec2e1AF7ZMbXPkBhwmIbf9hCY4niYPwiuIjs82V1Sd5TcWt9TeUmQtcyubRAiKdZ+z6TP6waXYo/m6PGPTyjXK0o7N/YjRSpD30ZtAM9dsPw6YUuPeykRJeygfiTrUNFBfBOxei7nHow69stKa3qS4vcLUsE8Tolfs/iQnzaFdeOJIpOrJV6JoZZia6A52zyLNVYd9sGQvE5qFlSzOa9mF+0JagODkc0reSUJyshbBU58PXJbBG7K6lDFjso6/vtMBpRThssElPf1dTswCetyxmJasdjkXsx3ZWUXt0veBmK0hXDTsLxHapAuoUGBL8E6qg6hlCgAw+0ZO7e1TiwqR/C5gK0U70rRXChUi9RkEE1l8Bsk2oEKkOrW0E4VpIsVdwI8cy08TgoP8NuD2gebEYtqA8oG43aPLivnP57z8cM5JVpENWYRWB2ZFxf7diHWTMUtFZ98Pp73EckmKr0fzi9WV5BR2I56kKwrdcNdd8M+qx3yQ3nPhtmy7jGWb86pd8KP0lnO7YefFh7CyCdoFYqvec/oV70klw8xcDQo01Wq8iXTblMvLO56Nlqw7yUD4aHLPtsv41i24HiYEKug/CxAeVIRD9XGSVEeUPkQBMmemZG5Kfl4+41095SwRdyQJGdU8b84oQ8LT5IGJlqnIF9Uj3u0nPJuuWbU5XTD8bPRWvBQR78HSJxgVQXssfnBejlyXEvRxMi7ZBJGkq14AN1tGsltNfR4IiYzyYpSRnE8j9WVAzVp8n+K2ch+FPGCXFtMounGkPovYrZaKMkB2D+nS0OeGfjyE65aycAH6M5HNq1rTzz22tNi9+BkEJ9VJupLJTbTCbEw2giVoL885MDttKV/0hRikJGt+vTGB6BWLaUmZibd70zju7yYoG7jdjNE6MD4tOR2VvFtNaB5y2DnUTKy0w0NKcxYoJx5VDaXb0CfpHlY/FgCsLyLFG8X6E8P028DkVcP6I6EoHwJNfBrJv6yxm5qQzAjW0I8U6x9Z0pUhvxdSkNuHYTdWdGOLm+ToqoY0YfqyZ9eLKu4g5pk5WfRvwznbKsXOxGbcDulEwGAMEuiD4TzbcV+P2PcJD/2IUotn4M6nfFefceZ2LJI9t82Yrc/EiUhz7I/vu5FoBZQozeJAcDl41g9YolQCyAyaTOiYD1UhhqC95el4xdRK9kE7NmyrjH1TvCfMREUMQqBRLahGEwrPxA1CpwFIlAxFTx0dq76gD+KIHFASohoScR7WLedWSD4P/ZjbdoLVgWlS8Xo/5zzf8SRd/hlJ8fcp1W6oBAAeNiOmo1o2CC+LzU+QU3nADvO3muoqyEJaysZmKkV+bageZQQjkyAVEvo8YhoZV5tGdCRRD2h9lDY12CNkQv3Y0+01yVLK+z6PmKuKuEzJ3lihLH/col2g1rJhtnNF/k4qqv43SlTS0301IV0JABisGKTqgU+TLtXwWf46awcAGsP1uznKBNKik3jraIhbR91pTk53JNbTBU3fG1Tew9aJUisq3E6jOvBTiLnHzz39kBijM496m+H2UhJvfuoZf23QfWTzQcryL0CygfwmYodJgu4Dq986wScKVw4JQ+eysYzfRJJNYH9pSfYR0wb6TKP6AFoT5mOSZcvD9ZTM9Zzne0kf6lOuS3EzLm9HPJwUnA2uuF00zHSJGVhze59Q9gkj11B7KZ0nRhSBu16sut+2M5pgKWwro8JEbqKJrgYKbc8ob1lNE/RaYsjjwTjkey0BUQ0klCha9bEQez6e3NEGy6fFjbw/K/Zo95MRdZXgvQRzqqDem4rYAVVPPWPTsO7kCBRVX4ZLZbOzymO1OC2Nh6lHoTwzU5HqjmzADl40C95WU/oggOllvuVZsWSi64EE5Fj3OZWXGPNU90NWoXADusZy9WjDtk1RjZzYbgPpMh59FGwNPpVDQgUB4tpHHfXOioIPoQgXb+WabT6G/rwjPjhxYFrK2LWZyfSl+1FNKC3jrxzZraEby0EUNaQPmrgZkZZg9+IUlDxPaecBkojdic+h7qTozf7pENeXQn0eyNC4vVQr3QRQ8rMlteuHL7dfzU0gCZycbfGDM07VOFzWk84rZrmcbGXrqJocrQPZpGPfa0wSOJntsVee5bbAdJawSoi9onhp8ZmUp6Ya5q214tE/jJi6Y/vM4hPF/JfCHdBeyrB6YVh/MmHyqsc20I4EL9A9TF4NYR9OdnZbBnQXMHWUleUsalfBLCX/LmFzmnGSVYSoeJqtGNuWF7MF5nXGtk25yLe0gzruQARqvBvUdDI7v64yHtoRxWC/bQ6aeuW568fYATv4yegdKR1EezTnKNKWFQPwN4yz4kDsOeIEh/ThwdEpAmWT8NXmnJFr+f3pDqc825Dxxf6CqnMEPzAG9TB2DAOYNWwGLpdYsMo7JkNuwNTWdNGS6Q6tIiPzPnx0ZstjFXSYEmy9SIF3bYoPAvh9XIiw6u5IJa7Yqoy7RqTIaSJBrvfNiO/uF4ynIt1+2BdktxrTSAXUTaQdkA0AmrMg12jcix/jSpbJwaI+JLD6TcnCmDyH1cjg5z32rYyTowbVQbZUJKucfgTVo4Dbavoi0iQRUyrSlcIjff/BKOcwpdGV/jPVmsSLicQ5XYLuRT+TrKWlYIgFNLU8P9n8mlcCOvE8na2peseqyvG9QQ2sNzuk4RgduZyJd9v2qzlJqWjPNM3IUDaO9rYgfyXMrOBkbtpNFOXV4Bq0kh327rfEvy1Y2T3VWOFeyAXcP9bYMpKuAuWpYfHLCrszqOjYfKjZX2naKehOTpVuZMmWgfHrhugMpAlqXxGspngXWe5T+pncwKtewkenk4rV3FJ3VvAA7XnbzChMy4XbcDMoBqfD4tl1csJrImfDdn+YCkxszV0zJkTFt9U5f3n6pbDw2hmp7hk7ka0eH4cKQA098HD6oUDVhlgMcmMvcV1/cf6Sr+sL/mj5lN8//Y7LdMt35lQCTA6bSfPemyC6CB6ena44sSVNKtHhVofvRacr9r1MTsqQ8CRd8sw98KY7wSnPqdlhiNz1E77ZntIFzScnd4B4NRZaqgdD4MGP2PmUiRPzkZtmzMi22OFv+OmFpErtthknb+Uz7iYyQWrmgqr3uUR71497aDXuQYA6n8kC7adBnJiTSHPhMZVl8XPN+lNNc+ZJby3NZY/ZGpKtiMy6WlFfRupFg3ubYHpFd9bTnSjSG0twUVoHA6EI6FKjW6HF96M40NLfewmgZPF3UeETUcAqL//cXpiatonSlv2Ax6/kJqAUXOVr7puRpOCeCZGmbB1vl1MW0z1l41htCnG2Oe0Ah1sZdnmBTXuS85JS5dKjmshypCDKaK++ELpmSGVWm18r3E624GQnoqDsvmPyTYPqA/1MbKDbmWN3ZbFN5OxPeum9FGw+sFQXEftWNAXd2GI2Gl3WoBRuVWOahNCYIURDQjdGpmExKlmZMU3n6KNGR8kfPKjsDglDPRLSMU0q1l3GxmVMTM1FsmHdF3RqKH9NT907vtme8uP8hsduydoWrPuc02yPSr1Ifc1gqpmIR/1hnBcTiCqCiZhUosjPpzs+nd3SBcOmz9g2KbftmG2X4Qcn4QhHAsxh/BjjIMnWniZa3lQzZq4WoZRpOLcbPqufSMyaeW+jtgn5UT3oVM8mZHxTnbGqMhZFRR80Pxnf8CRZYgiUQTbGu25yDGo5pDbdtSNuqzFpKlZsb3YzwtaR7GVRJ/tIl8vYt1nIQZDdQX5jaE4U5SctJvfwJpMTOfeomccoCF5Rfhypz43M+S97/NYw/spSXQoTsc/FBcvuNF0utvgCwlpMK5XpAXvyFx1qa48TBFuC28v70u3gXZkp+u69n+XBbTi/kU0sOJl4JTslMes/ABv8ldwEAL7anOOD5pPpHV3UvNgumGYNSkXulhMm44qmTrBpL4v7w4bZqKJuHetVgU0gOa2JQeGHkI3Qafo5oKBPDeOvHW4bKR8pki3kNz2mDZQXDp9qjDPoGOkzIwt+YI21E8XojUf7QL1IKG4CyUaRrYYg0oEvEBYTVOeJztCNwN47yseOL9fnPB2vuEw3/MbshuvFhP27EffTEZf5dhAUGerojpZiz6tT7puC2guxyOpAGRLGpj5GlsNQIeQ7tm3G2udcuvWxz5bkpYD3HEt1dRD/GAbhD+gom4PfOvQs8Gi0YWQb3jYzumBIjOdPH67kb4wKl/W0wUnuQCvJRwfD0pAEPh7fA8JaXCR7TuyehdnRRctNO6WP+iinnuiKtR/hUUx1RaI837QXvNyf4EygD5rCtkPykuHCbXC+57qfse0zdn2C+14+wcQ2fLa7xBnPfT2i9YbilUX3nmaiSXaBZA/9Uh05JOla2sHqQmFyqYa6iUd1CvfOARKNF61scge5OUgpb2uR+65/6kkeDO08YCqFu3a0s8jkuWw0PlU0p9AsgqD7rSYmUrUYRE7vdtCcBKILZNeWdDlgFcmh7IeopZoJTqTxupecjh/6+JXbBGKMxJuU1TTjcrxj3WXij5c0VL1DK/CdaOLTrKVtHEnakTqJf9Y6UEwa8qSj7iz7rSjtlI7k44a2ceRFw7YZ05zEo6Ps+FVLtAq778jvxZugXST0ecbyU0N2LzLkPhOKsIhuNKYJmAZsPdCVlx2m7OkWGXbbEuYZ1VlCNIpkCbs6ZZbXvNnPWCQlT9Ml86Ki9GOWZc7ENbTBMLWihDuzG84srF3Ovk/oo6Ed4rqu3IoypDTRHE/RnUuP3PxDVkGIMpefuposb9llDlUajgGkWkp3XQ43jhaCD0VPt0n4xfUjlvOCdZ1hhnas94ZR0vJuNcFaTxsSdOrxQ6LPoSIw05bzRND9w+LMVMep3XHfj3leLrADgn+VyN9z3U0ptKDk+5Dysl5wV444K/YCINoWNzgKZaqjVoO4SPfMnbAyD1bk902B95qPTpZUveNhPeL823D0oWjH4gSVbOTzTR/iEbizFah/lotJB0PfPg/kbw3JxlCfRvxphy+gbx3ZFxm+iDTzQUtSGeoLj93r4zh29EZCTupz+f3BCrLvE1Ctwq0lCKV6FDC1oj4V1qsK5n3c+IAbqH4guMGRIKSMkL+68Q/fBH54VtG/oodSSmKVFOzalC/uz/nq9oz7qiC3HT+a35ONWqr7nEneMBlXPB5CGx42gp4aHfBBcVJUnJzsuDjbMB1XKAXTSSm4gg10M0+yhum3LdoHglOsPylYfexkExiLZdbkRSBYxeit5+TLHhTsrxy3v5vSTg3dSOMTPYCGlmA1puoxyz3J1zdMvtoMBBqoqgRnBnMLn2BU4OlkBUDVJFjtOUmqYzLRgxcl3EWykTFbl3BbjgZCUY8e4sac8oxNfeTMJ6bnZXlCFw0Lu+MqWTG3JY+m2/dz/EHlJ56Cg0tzr6TntRGXS6BFXSbcbMeMEgnNiFExzys2dUpbO8plLkrBZYqK4qh7yDMYFSJkOlCeD0nKAHf9lE2bMRrYg3NTUkc3RKqXjIZ48uflgq6XGeY8KXmcrvgwueOJk5CYlS+46yZHSXUf9HEs+O3yFO+1uCQTZXw8V+wei3e/TyXENt16ooLqUtFOFOWFkMuSjZiPmlpwE7cRia/PZGZffJngbhyq53hd+3Fk/8zTTSPusqI77YUReObZPx7swXZS3nezgM+j+FH0Qn3vC8ivh/Fko+jHAVOK/sXUB82DVAMhRSTf3WFcKO/Tlr/mwCCIM9K6yqjKlNP5jnHSsu8S7ivhmI8vxOTi0WjLqslZjEpOT/ecDD3zsinYtUN0c9Ak1pNYT9U6mtaiTGT0ncW0kWgU+9NULqxT+EzhHWRLjy09zYnF1p7ibY3PLOlDRzeVaYKtRU0oMK6893aR4HY9YT7CdD16tUN30oe4Lwrui4b5MOWog+O3Jm/4J6cfUN/ltBfS05Y+4SpZ41TP2heiwLM1H40f+OXqgk2fE9DMTUlpE0ov1lyXbs11O8WqwENT0A7TgWYAGE+zPe/O9uz6sTADjQBJqtUD9RcOPoHtMoPUc3EmIa7vVlM+vbjl3W7C9XZM0zhs0tN5935j8ZI+pO3Wyw4AACAASURBVHpFTCNX0w2Z7rjpJmIaquKRDXjXjal7J9kLg216iFrk1GbHyo/4RfmEb1cLRmnLR+MHRqbhxO45NTt81GxDzjZkx4XfB0OPbBh7n9B5w08ub0WOfT9j/K0hXUkwTDSyAZg2cv17ctJm90K/bU4j8UFGb8rLqeu2MouPCnQD7UxO6cl3DLqUiNsI5yDFCK3Xj3BRvBrSG4PbSQtwONXVSQs3KSpyjEIzNUfCUTuNMO3oKo3PxGjnUKlEB64U4pBs4OAHwla6Db++wGCMEV1qem+Y5TU+aDqvqTonqLIOfLBYihln0Hw0vueFOhny5hW39RirPbs2wenA6aTkeicEk5vlhPCqILtTnH3lMW0vF+y+xm3En62bJqiXgW4iugCfafpMUNhuVJBuPKNvS5RPRGWXKNGjR+klAUwd0FVPs0hJ1AyzrcnvAutPFemDZPtNs4Ztl/Idp3yU33Ox2PDu5oJtm9JkllVfiK/ggH5/WV0ejTgS43loC1a+4OPkhkur+NZf0EVDqjvOky2bLiMx4io01RUeRYgKqwKJ7TGzlrBMjyrAQxiplKhSmsZEwMHltqCtHGdnW54vT2g7S98ZIpAkPV2nj6+PWizGVa8I056fTG9Y2B3fVOekujtaihnCMWh0ZBompmaiq6OVehsNoyGmbJo1xKiwynPmdjxxy6NngFQOcuqHqBhZqTwq7/jD6w+pa0kuHieS25ffRLpCLMaTNTQzRRsU02/lvbczsY/vJjLzdFuR+UYlIJw6pP0Oi7Q58/QjmeX1Jz1u7dA9NAsJMzGlhIeOXsqkqS/AL8Q2z+4VfJehe6Ecm2pwx3bv9QDaQ7xPMJU8R3eDxDgZeA2lTDS6scK0MuWK6feYoD/g8Su3CYDciJu3E6oTx2RUsygqPhgtqbyj7BMCioeqILU9X23POc92x6jpTZPhjASXvHuY8trPCa1BbS2zLzWqj9h6iCyvPP3IsPtoRPGmZv80F0BFQbrxBCcmpsk+UFvRC6R3LX4kG4CtPM2QBhGNmIoEq7DbFl13uI0GrVBNR7rsQckN0m8d/kTyBwDI4d+4+JZ/UGXsmpQ+alKk1J+YSuS2qZz2q67gZjNGq8hNMeWj5I4uCnlIDDSyY0xX1TtuWnnOzAhp6DLd8Cqds96MiDaIfHjg+sdBqKI7hSSXR0JraFuDSTyrbc5kVFOkLet9TrXKqCrhzx/JRkEdF0g+q7lItmy9EHjmruTMbXnilnzXnvH5wzmLogLESDTTHWWfMtHCIdgHuGvG5LZjnlTcNWM+yu4plICCt37KPqRsfSY5BgQmA2140+c0veFysSGz0n7EZvCXHAm3XveR4lZs6rMHcXwK1qBbRf7O0JxIIlGyVoyfC0ZQPhLw0DRiS+Z2huqJh0mHWjmqpwIgHqjZdit+f9VFZPRGqgTViX+migP7MIqgLRoZKR6Mb9v0sNDlOd1EKo/Oycgyux827mE82BfqSHj6tQYGQXbA4kLYcyFoUtOz7VNq76h6x8TVnOV7HuoCpz3rNuO6nLCtU7YPI9TOHMdfdt7iXomVVLoMmA66XE72+tSxv9Ikm0iXF5guDtJaERKZJqAHCTFz2D3RBJdT3PTYXUc3EjcZSa7xtBONrSLRaPwopZ84slcborP4TNKQ+wyyN4772ZDwm8F1O+U82TLNa97dzbgeTVikJa+bE565BxLlpewfZuDzUTXk6eXH4M61F5rxlVuSaonc0shzNj47BnhqFSk7J85C39sAdDfkBHTDTdlDjFpeZQO9F217k3jKOqWpnByPBxOSAQM4RpNruJxtObNb1r44Ovw6JVThA8HnMt9SmBZDpIuWLlpSLc5Ir9oFr3ZzzvIdI9sytRVndkMdHXWQf2/bOauuYO5KiGFQX1r+9OERu3UuHv/esGwKkhvL6G3L6Fqx+sQdWZOuDNjKs3ss7lKmloWU3QsHBKC8kl4/flDSbx3Fc3fUWcz/RNONM9qZnP7RRnStsbVi/DrSLRX1uagUD/Z4yVqwhW4i479DRdZO1NFHU4spFbqT96S8VCU+Y7DIk9eqXqLSghPJvG7fS99/yONfCAwqpTKl1D9SSv2xUuoXSqn/fPj+Qin1Pyulvhz+e/K91/xnSqmvlFKfK6X+3R/8buS1xCQSgmaUtVyMdyS6Z2IbPh3fcFWs2Xcpn99ckNuOwrY8X5/gdKCuRSIa3eBHuDfor3Oxeg5DYEQhvWBfKOqFuBP1haI+VbhdYPZNzezbGt0GfKZp5mYABTtm33nStR/YXU40AztxN1ZBTgZTe5qzlOoqQ/WRfpYTnSV9aHA7RTcN6BaSZDCFjIpVm7PrU34yv0XryKbJjuEckrUXmJsSo4JIY4st19sxf7q84mW3YOUL9JBM9ODHGII49GZ7uqFvnptSEPehnVBmqBcHIFC38u/oKfA9xyBlI67oWJxvOJ/smBQ1WdFiR5JYfLQjQ6YM0cr//mjyMAidxse/J1MdG5/xrpnhTGDqpL4+5CeWIcEQ2IaMTS9mq4eKSatIGVJWA0ZShpRlXxxHqkKjTnlbz1huCz59esMsrQhR8241JbtTNAvH7soNLDsZr/Wpoi8k389nop7sCkR9qqB66ql/3EAA91mBqg31WRjax0h9psjuI8U76dd1oxi/UqgOdk8Gj0ItJ/kBjASwOxi/iridtAB9Ic9pZ5GoRCloatEIwBCiM2AUulM0J5H6XImdnge3iUOLyp/LU+CHVAIN8FdjjDullAP+D6XU/wj8+8D/GmP820qpvwn8TeA/VUr9BeA/BH4GPAb+F6XUT2KMP1zhnAQuZ1uyYZEXVminn28vebOZUtaSqlv1UopXTUJZp3x4vuR6O5Z8Pm+oP5+BhupCxi3ByaJvToSJhYLsRswmNx+Df6mozxJ0F3H7ngBUZ5p0JeBgtdCMhqyDqKF410CMtHNpD3yiePgLKaaJTF71JA8VqpT5t1n2zL4ccf+78ifu7wsmT+uBBSnA3VmyYzKu2NYp/cRw3UxZ2JPBKkxGYmK/pbmabOmj5o+3z/jp6N2RgQeQaSHKBBTPdwt+XNywH4xKDyGlSd7R9Bq9laTkg/QXkElBr4RopYVY1PWOLm/ZNSl3N1PUMFEgDN4EAVDxGGnmi8BVuqaOCfvhri9DMnghjNj0KbkTNyAQj4F1GB2FQAuz5yt/IToBE3hbTclNy3U34zeytwC8ak8wSKxY5R13/ZgmWH5x+whjRO3YB8OtdzT7hDRIFZhuA30mIFw7k0XU54p2rkhW78eD41fiUE00NGdC9JHUKU03joLun3iJA9triutANJp2Bs1cfk79tKManJyKl/Z9v28j3VTh2/ftU7MIhCzgNoZ+JHoCn8lGc8AEDputqYQXEJU8x5YSnWcasRjr0x9OFvoXVgJRHgc5ghv+ReCvA393+P7fBf694eu/Dvw3McYmxvgt8BXwl/7Fb+X4+6DVbOqUzMjI5+v1KS+2J2yajHHa8mi+ZTHdY3Sg6h3GBE4nsl0uioq2t+weiqOYIhroZoF2Hln/JFI+62USkEWahQSLjl/Kgt9farKbCl3LnjV93hOs9PvFXcBWAVMPp3/naRYp1ZlFxcj4dUt+G7AlJA8taj/EgJ2NqX50Qn7vCSNP+UlLcm1JB1sxo0QoFKLiYrxju8lZtcILeNEs6KLF4VnYHRNXk9mOXZfQ9MLH/8PlR/zJ7glbn7EbFISHEVliPKVPj5beVgfGiQBtx15+OPkPKPNhIUcdiZnHjjtOLrZkrqdqHeOTktgPCbvDDX68oQazUkyki4ZlP6LxdshFdMdJx0MzYpbU3/MPEGNRMQQRU5TbeszDXqZBB2XgpVuzMDve9SKYqgbL9RNXkpqesndsHkb87FJyCLuoaXqLuU4YvRucnnNF8a4je+iZvOhxGzmhk7VYfGX3whVoTtSQNg3ZjcbnQiyTe0euW/HcoiJsPwqsf6SJZmD3DZuEe7CQeUgC7Yn8nux+EBnNI91UKoPgkIj0e0N6L5hFXwBhGP1lHOXIzYlQiYng84MTUsQM1c2BA/FDHz8IE1BKGeCfAD8G/qsY4x8qpS5jjG+HhftWKTV4+/AE+Iffe/mr4Xv/z5/5N4C/AZBRfP/7kHpmeU1ielpvOc1Lpq4+2mxJqqz0mPf1iNNRyYt3C+yrFJ9H3JM9+aymOjjbmIh9k+LWimgVutOUzzzptWHyXKjCxdua9ScFxW1PNJpultDnGrsPaC/MMNMEkvsSfKQ7Lwi5JV22qGFEFhKNrSMqBKLVhGkOWmP2Lbr1+NyhqgR7UWH3Ca/v5syfVFTekeiesZOQzVha1o38rdsuE+twKzr7M7fjXT3ldjXmJ49uuUi3VD7hm+0plXfMXEWXilnnIil5t59y3U75UXqDR0ZpZ9mOrzkT45CB+qwOE85BVhwNhDyii54QFMu7iYiOhjEgaZDKwb/nsx+sylSvUEngKlnzupnTBEseO+ZOWpK37YzX6xkfzpfHicY25Gx9RqY7JqbiupuxbIrjRp/bjmfZA4/cmgc/5pvqnHWXY1VAW8kqrLzjT18/xuUdHxYP3LVjHpoRD1VBSCP7R4ZsGUj2gXYm4TAHzCckHAG5qBXNyQDK7WUsKMKhwQ7fxEGOLW7Ebq3pPqkI64xYyWncjwK6VbgHjd2lIgUeRZrTSPog8mCGUzwYGTceFrHPACVy9qjBdEJSO2ACulP4g1CpGaqIubx3twGfHea1P+zxgzaBoZT/XaXUHPhvlVK/9f/z9H9eM/L/ekcxxr8D/B2AqVq8//+1Zr7Y8+PpHds+5SQtsSrQR8252aGJrJt80J9LrXO9npBkHf2HkVBa2spxerrjx+d3fPuwYL/NjnHPwUVUCvkrw9P/bYe52xKLlM1P58w/39GepHRTJz3ZxqN8RLcBbRXBKPwoQVc9dtvSjxNCKqxB7QPt1KFCxO08ZteiS2kX+vMJD7+Z4/aR/K0mXEWqx57084IX4zlPZ2sS3ZOmMlL7ZXbF2+s5Vx/LfP66m+GU57qb8bw6ZdNmzCeVvEb3PEo29FGz7xNu6zHLVjZVqwJd0Nw1I75NLpiYGqsDi6TkbLbjzeb0SO+NOooz8CAECqmIf7hPCZMeZaRXNlmPr6yEmEYGTsH7j/zw88bzkrGpqYKkIjfB0kXDd/UpX+/OJbjkREr50qd0wR6pzw/9mC/2l6yrjLa3dK7nN6bXPHMPtNEMVYDIha0Jg34gYdkUdKuURx/ds+kzEt3zpFjx+ZtLshtNfh8wbUS3g05kE9BtwO0NuytHP5zuevAaNDWkG4nEqx5FupMeM+kIjRH7+KWlG0sqtfujXK5PKxFi2bWhWQgQHfVg6d4rqT7nguyHIUnYdhBSRTsPxHmHv3foTuHWimTD4IgsFQgMnICW44YN0mIcLMh0e8QZf9DjzzUdiDGulFL/O/DXgGul1NVQBVwBN8PTXgHPvveyp8CbP8/vaXvDbT0moEh0Tzfo4ZtBZquUgGc+KqZJg7Wek6Ki9YZtluK9JkT48uaccd6QLXbc7SzRaPFgKxWLzz3d2AET6vNMfADGCfXC0mcCkBU3Pa7xmKojOIOyGlN2hMxSXuWYJuA2Hd3UEQZnHeF1a5IYIQRU3WJv4XzfEjKLrXPenI9Q5w32RU7TyUeQDgtlbBouLtZcv5nz7WqBXdyx7CVN1ynP42x11Msvm4LXZo4rPH9l9iXloLm/biYDddbwbLIiRMWyLyiM+PZV3pHZHlUPNmI6Eq2wBIchAroZ+OiTHld0jIqGzhv294VMEHr1vpkcbkbdDlwBF/nXLt4Kwl/Ombqai3zLT7J3fF1f8MvrC7QJfDBakumOTS/U7lO3p4uGL/aX/OLhEetNgdKRq9mGM7eVFifCy3rBavAmaILhVT3HqcBnby8hwu+dvTpOSN5WU8K7jNk3geyuI1pNdWZoZjIZ6YYhTTSQrBC/CDdMCKooKr1EFpYuDWptsUHIP8FCHHl2E+n387uITxXZnWRVTr/SknVZCPbgizgg/2IM6lNpNaIWkDBYhblLxfdxuLbdWMBAU4t5iN1J5dXOeH+0Hha+keepwL9cj0Gl1DnQDRtADvzbwH8B/H3gPwL+9vDf/254yd8H/mul1H+JAIOfAv/oB7+jECgfCrazlA/Gwg24rUQe23oRr9ztRiIKUpHeGwEJO9kmi7RjV6WsViNCr2lu5FQcPxb++ocnSz77xQfEL6R8335UEKwQfdqZbACmjbgyYitPMJo4TjB1j1lXhCKhepSxf6RpTgzNwjD/XFHceJqZwacw+6aFEMBZQpqgvMePEppFgk8VxRtN3WbiMXdf0MzXrDuZdT9KJbPwNpugFdS94001Y+9SRrbhg1QMP8vOsakyOm/4jfE1I90wMRVO9XyaX/Pz3TP2IWXmKl7uTwiZYuczumCOYSRIrID08IMfgPLqODrDBug0/X3GurGcnW8YP2m4fjMnKmEbHsFExTFjwGeBy3TD23bOQ1XwQbHkKlnh0fzp5jEAo1wA0y6YY0U3G2h0XdTsB9Xl4ycPnGe793gBZiCNefZ9glbiW/jzu8f4dwW/93tfcZ5seVEt2PuE1+sZbqdoR2AaS7LpsZWGKL6C49eBdiLioZDKiewTAdramZB32lnET3tUJ4dLdBG71xSvFe1cTEKrp552pvGFlzyD+gD4Seugm2FjdYO78EaUgwc6su4HivCQOpysBHyOdmAqNsIoDMl7IPDgWqSCPO8Qrqp7UNsfvOJ+UCVwBfzdARfQwN+LMf73Sqk/AP6eUuo/Bl4A/wFAjPEXSqm/B3wG9MB/8ueaDGhNNq+5zLfcNyOq3nGe7+iD5vVuRusNj6Zb+qC53Y6ZZjWLvMQZT4iKV+sZXScbgzLD+CoJ7F9OSO8Nv7gaQ+rZP0rIbxXluR5uekVx3WGHKiBq6AuD6iPBGXQXiMaw+VHB6F3Lydaj20A7d7z7fUN5aZm8iNgysn2WkE0M+wuDrWXc1Jwo5l8HsoeeduSoLmH3QcCu7JH4tOpyprbiw+KBP1LP6L1Gq0DrLWsyPszvKUNCHzVV6whB0QfNm2bGxNQ8dkvKkJLqjsepVAwhahpvuWuEYGQIvNifEOJgCmrEwEIPeoED0ywaaQcUCr1o+PGjW252Y9aDPoPMQ6dRmYfOHl+jOyUxZyryzf6Mx+M158mWia5Z+4JvHxa0twXPfrqiDwZnPQQoTHtMTgLoOgOdpvMGO/gGTHTNn1ZPeV3N2XVierrvEh6P19zfTTAXNZ+M77htJ+x9wqrJ2b6eootIc6KpLgymMYzeBdJNIFt6QqIwjcKW+mga0g9/Yu+kB7elwj84WWjx8BwBldMl6DuIr82AJ4ji1CcHk1DZDMrHAja2J17YqcgI0OcCINpSCwagZHLVj2UiUJ8JtpA+CC05WQ9kpRrM9zAF1Q+nfxjwnH+Z4SMxxp8Df/Gf8/174N/6/3jN3wL+1g9/G3/2EYLiF7ePsMYzSjquy4OvXMNJVsqH26Wcjff4oMkTUY09v1/QlI7oNTRaQjeTgFla0juJOh99Kzru1W93bIoe8zJj/sXBzFHhykA0AoCZWr42bYAQiU6zf6wZv4mYfYeuO+yy4oNVzv3PMpa/CZPvFKNrz/axFR14Jzvz+c870vsGn8uYKLtTNL9Tob/OuXsz49lPl/RRc91M+SB/4GS2Z73LqKdS4VjtedPMscrTeEvVJBRZwyRtOHV7Cj0kG6Mkh0/3TFxNGyxaRVZtzsTVPE7XnCQVn717hK71YAE2IMoD9TcMwCBDInToNbf7EanrKUYN+z4XIxEbJSrbChgYnPSu+Uw8CK32PElXPE0eOLU7Pisf09SOqCNXxZpUd0c7sA/Se4wKvGhP2bQ5zSbFbGUzf5qtOLcbPm+u+Hx3SW46WmOovWWRC/gZe8Vv/khGpTfNmD5o2VxvDHY/aPMHUc3DzxS6s4yfR0bXPfVcWH0xCsnG3QtIaGrR5/tUTuXsWth8/Vj6b58OUWVjuV+yexk7q54B/VdUFzJWNA20pwEz6+jHPbxJya+VzPsvPJWSDcNtlVjAD1oAu5fy31ZSCSgv1UVw8rVuhSZ8yHo4mI/+y+YJ/Kt9hIDvDZOZnP5V58hdx6ZO0Qr2XUIEctcxSRr2XcKuTdm3CeO8wZiBNJQq/Mah6yEHbhIxjVyY8oknubPYnaN64rn7N3vcqwRbG0w3jIs2PfWpLEDdR9yqoV1kTJ97dNWjy46YWVAK5QPzr1rG7wz13HD/m3JZfRo5+SIy+6fXqCBMQp0m2A9FrKTyluoTSL7Nuf5gwoeTpRBefMooabm/XrA7SXk8XnOW7BnZhlWX88v7C7rOsO4Kem/4Kj2Xk1R3ZKrnVXsi83UCl8mGm2TMF/fnLNIS0sGJ6CHHdooQRTmIGsCkQUAkvAqI44DSke1usOvOReLrO40ygRi/1xZ4ARirVcYXO5nx/6i4Z6QbfNSsugL/NkdfNKTaM7by/ZmtKHRDGVLWfc7z1QnJO0dIYJ4Lrfh5e87LeoHVMmpsvTgUZabj5YtnEMWI5v+8/xCQ2LPNPqP5qME8OMbP9bHNmX0pWIDYdkn7t3+kqS4lotyPPbqSkr4fRdLHO/rO0Bq5N30jfpX0GtM6sjuhBftMrlmykt7fbSPVhaK8EqS/nYN+mQlrdRqpF1JlmK0RWvBseIMKmhNP/taSPrzfEKISnEIFaJ0Yluh+YBd2QnpTEUzJMQPjhzx+9TaB4RGBR6Pt0Y/f6MDItTTeUnaOfZuwa1Ks8dSto+ksWkeqMiFJe4wJlJ0mjnriVhKHfBEJaRAwbCfJrumNIfuloZ3A9b8eSR8MV3/Q4h5kxn/QAaA1+0vLyed7zL6lWxR0Exkz2b3HdIHkdUuycuR3VgwjZprVJ5rdkyuKd1J+prflkflVXo/R4w63Vdw8TBm7ltImrLuMR6MNLxcnXK8mTNNakP6oOU92nI5KdvuMvrH0qWbTZty0E/HY8+I4dMgcaEJPoj2p9UfPPq0CJIHg3oOZh4sejZx+pAEmPcYF8RC0kTTtMSoKAcUr4kA7JgwhpgaiVxBkdDtLKk7s/hggctuMMY3i8cWS3Ii97/czBr6uL3hTzdhsc2wUbGHiak6ccEC0iqQD4pWYHhsVN+UEszHEy4Z/fP2MxHp+enLDl6tzwjdj3LCAurGczKM3sljtXhbNm79s6E979B6KV5rxm4Dymj5XxxTg5rsJYRHJb6U6aKfSxzenkfaTivbHoF9nQ3wbNAtZ9MpH0hU0JwfevwDT2R2i2ByYlrYagNWlXM++iGAi1Qcd7s7itsJEFBBzEAo5SLZCc+9zGVeaVloQlUDofp0rAcC6nifjNWWf8FAWrKuMWV7TeEtqepwWd9qml7FS7w0hejYPI0zWS0tQWUilb8VKWa+8wuwMppWyqbn02LWmvITzPw5c/UHH+uOUF/+OI9kkLD7zpO92qF2JX0xxVURXIkZBQ3lu2T9WmNZi9/FoXFncesbf7Zh0nv3HU+5+y1KfaJqZ4mxjmX3T0swHm+nf2VM+TdCvc9Zzocl+uzpllLT8+PEtX/7iCftFwnm2ow+GVScJRtZ5utJR3hes8oa7dEzlxYa88o77esTINTyYgj5qdlXKXT1mnW14uT+R5CArJ/j3J31BI2W+jiILHkYAWkec8Vgz5PAZOQkPrEGOaUMcv54lNZmS63Xvx3x1e4bPIk/Hq+Mk4EU95yLdsva5jAv7hNhLfx6TyKNcUou/rs/Z9yn7PqENRlyXveX5yzOYeD5+dC+aiCDGom/enaCf1YT7hNELKffTKlKfSm8dnMh+Z19B/odauB1aymw4zO6FtJPfCONUBUH/9x94iteGsz+K+M8yupFi82lg89sd7s5ht4p2KmIflOAGcv/J/WHryOiNMPzKxwHdyKQlWmkJTAW2tOIvmMnJ302lNRCR06A2TNQxQh1A1xG3U0Mgya95JfB9hphWkVle44wX8wnbYrVn0+asmwylIk1vZEQXwG8S3IORHfJEjC9jEiH1xMrgTzq8lnm3uslwO7mQycbjHkrOlhUnv0xYf1Lw9q8obn93weU/ntFONKM3HXpbEa0hWM3+iaL8uMXdOopWSsHpi15aiYuCZNUy/nJNeb5g9NbTzDSbj/MjuQaQdNpeesFtlYp92vWU9nTPhydLVFC8eLdgltS0wXBXjvh4fo/Tni/KS6I3XL8W2cYiL9k0GfOs4jTbE1CSZYBYZL3bTvjZTLGspbSPqQCTR6LP8FCtAq2IEQl/cXL6yjizlyTigRWIllNLXjhUs3vLZb7lo/yetS8og+er6oL67QilINX9MYH4EL/WR5m979qUWMrnl5+VTGzNi2bBm0oqmxAViRarsPu98Pizyz0hKrZVhveaskkwNwnZp2s619PfTUg2HAk7/TSQvzIkG1mQwYrNeLCygHQr+EFIxIhU+P7ygY3eBWytaWaw+VDTjyOjl5Hzfwx97lj9NJL9/gO7MqV5XaBb8bVsJ0JBzu5kEtOcSplvKvm5bq2O1y8M2ixdC4vT1EosxpRwDZLu/WgxKqEXm0Y2qOAO7cEPX2+/epuA1iRJz8i04gQTRQcfoxpaA8u+HnG7FxPSaV6TuZ775Ri9syQrLYDNoh+Qa43K5cY9ebpmX6X43sCbjNFbTfoQGd30mLInZA7lA6oPLP54yck/s9TnOfe/5dh93JM8JBRvHx954ckanvwDQ59FoRO3MlfuxpaooZ0ndLOE6fNOyrVOQB2A0886lj92+MwSP6qoswT1akJ1knJ2uUGpyKv1jOgi7nnGN5MFmet5WI25GO14Uqx5PZmxK8eQBHLXMU1qCttymu4FPAuWTZdRe8vFdMebhxn/wzc/Q+uITjxhZ0VCPFBNj15VEYkYzwL0oh9QCowJmO8nGXslY0Q/mI1W9ri5vdrN+Xh0x6bN+Hx7SaJ7kqVYbm/7lC5qjZZVJwAAIABJREFU5q5i7koJYfUJb+sZ9/sCtzEkK0UAXldzQFyWrQ7Mk5KHZsTruznxZUFcdPzVD7/krpVNodymmOsUn8mEotkn2LEw9dxOMf0a/BuNilEQ9R72V7LpFDdh4PWLs1A3Ga5LGLz/HewvpUphWKwEqB4pdil0Jx5MZPViTkwD6rzFfSMcCLeHaiy4QHAy8vMJx4QjFYbE4V7AVZ9BNwkEFGkpasaD8Ci4A29Ayv90OUx1NLhdHAJKFb+2MWQglUATLLnpyPPuyCTzUXFXj9l14hiTJwIO3uzGhNZgWxFU9KMgiLWOqJOWGGF+IpOE4DWh0+iojuk7wSlQipBKLNnuWUafKlwVcVvPxT9pOP+/JByiPDcCHhWROoGQiPqsvhLbsfyVEXHJ1OM2AuxMvxPoObvvUD5i1w0htyQbKwpGrzh7umL/B2dUY808r7jMZdD7uY40X5/h//CEu0eB5GrPVb5haiWDYZcUqJ3hYV/wl86eA5JH2AY7cAICPxrds20z2mWGnbYoHaR39wqfi6eACvxZNaCJ2KxHqUieSybAfpuxi0rMSvNeMAEQg8x+MBYZXr9rEirvuG6mgzmouI/6E6F7GxV5aIWp04SKVZfzx9ePqT+fkT3IifzJ2b1EjXnDvkt4NNowdxV/fP0E34t57O//5jfMXclDW1DXDvs6JV0pqt8RxaTaOAnwaGWu3k4Vbi+EoHwlG7fdD6CeGcxGdpHRu0i/UrQzwQH6QqjE2b20TH0hIqD21JO/tpBA/lqMQP9v7t7kR7IsS+/73elNNvoQ7jFmREZWTlXdxeqJJNAk0JQEQoAa0E7QXgCXEqCFSP0BArSUttxpJ+20lEBREEkQ7CZ6KtaQlXNkzD6Zm7mZvfneq8V5Zp5FUlAK0JAlAxwePpibhdm7957znW+oTiLBaXTraA49UWuSlUL1cp8+l00A2GcG+ATxLMwjtmKYTg28gFSeu63kc0gYsh0ALTThqAetAYP5SBv5jY4hA6i9sAOP081eWfaL5T0uNiNiVPS9oTeeRVWwXI5Qa0s/6/GnnrSQYMowEIq6rWNjpFScTUuur8bYCtKl7KB9ptl+nO2ZV92QN9gcaoLTFG+EwFGc9xz+ouTgV4pu5lg/kDFgsob8wmAaMSOJA9iju47tXUewkF15gtNU9wyFHVyLp7Jisk9y2r9e000jemU5W49JTc+T0YJH02t+dnLE+LmifOoxRsJFKODyZoSqDHajqaqEN/WU03TN4/ySLljetlO2vXgUPplc8Vl6SlE03CzkfgzpwahbxqDqBbBSXtHXFle0JNZTd2LJFnsl8fBDeMmOLKQGNdwu2KRqRDF4nG7ITcezzaH8fSsX5qGTaqXyAho6ncj40AwLzEWeL+ccjUrq3nJ+NSW1vXhK1A6uUvw4MDItX2zv8OnlCf5tweStYvWRpC2tXs4oXmvKjxvYWNJLIXP1gw9fcyh5EMkm0nsB3lQQQw41LL5sIaakprkVFOkOfCLU6tE3lmQVideK+gjaCeTnMjLsC8iuzBBbLz29L+Jt2zQw+5qR0JhDEm8t3hAgO1kJeNuPo1wfvcJuBieiVp5zGIFOZaPbJSzLwfYbXAnMi4qPJmdctGMuhwCJEBUj16Inkaa33B3d8MXimIvnB2JqMe6ZH28kZWeb0zYCMAHQa7pVCiZy3U4wCyu9WJQ3x5Xy4kYDo/OeeCliIZ9oogW78dhtj257upmUd3brKS40rhTkViLKAspDfaQJLjL7ZEv+cs3Nx3OufitBt0IaaWYps687iovA8n0Jmrh5MyF/b037zZj12ZhusiYg7kM+F9TOXVoql/EsivtujAq31LgbxfY6JTwWf77VwHZpgqX2EvjRBks2btmWqSD7KqKD3seI7wNEBwLRLkmo2yZcbhPymUxL4nACixlelDFhLxeuajUx8yg09XXG4sGI3568oraOT65P0Z3i+HjNSbbhbrriaXLB6+6AN+2Mi3pMv8iwXkrd+q6nPR+ztiMBMXtF3VveGV/zGXewW8XxR5ccpxu+vHjC8mzC/HONaSJ62lG+GTP62tDOIqwcplHU9zqyN05IOVGINu1MMgfMIMTRHXtVYbAi3OnGciJL2KcEl45eqkHwI1WF8kLk6QtZ/N/uy3epwdWTDlUa3HpHGRa8oXij2L4jRCvVqX3uQHS3f0MqGfEokANGxoIqqj2vo0vlfuJ+/d3X2/dyE6g6y/PqgJs2Z5rInHjdp7TesGkTfNB8ennCdpvJyTXuOb4j5fPFcoxznixvKVc5amtQ027f6+rLBHcjTrJ9IaOi/KLFNGISkl3U+MLS55ZurOlTxfxMarf2IMN0AXPTomJEt548QnuQUB8a+kx6x/GrHt0FqocjiStvI5PnnvLEMHqhyJY7Wp6UdNXHNdmXGZUqMFGch96cTshtx1U5Ik472qmk4fZjSxUUedry8GjJV+sE3SagYNEUHCbFEPFleFXOCVHh0Wgis1HF+fkMvJLAkQHQE7fhQUSEzPt3oz9cYHJQMs0a3i6msugbI3gAEHtzq1bZRZglgiX87Pwe7+QLumh4czGj2MK2Tgbtg2XpC7poWPYFl+UIXcsp18wjo5MtVZmgd1OHLHBarKm8w78u0BYeTZZcNmMu1iOSC4tPYflbnjTpaYyjPYi09zqoNX7moReAzW7lcFCDV59uB4JUAlkpi9Z0kXQl5TcR6mOhDk8+dbitVJA+FSNSWahyiPg8ErwsTJCNxm0EsNMbQyi8UJ+3QhIyWy1mpV/qvWFIsJJ3aCq1xwqiUcSxVKTdaEgrdmpfUfT5oGeQECvsS/Wb3Q6UtViJjV3D3Im33KZL6YLB6UBqPGWT4LcWeyS2473XbMuUJO1JbM+mTKFXzB8vsSawrRPqMhHzxg7GbzztSEtgiI80M00wij4v8KkSH0Ilrq3tYQJBLMS80zBy9GNHN9ZUR3K/dBWwtQCD27tWxom9fJg6UD2wpEv5HRQ0c0N5RxMdxMoIppCIKYXbwPp8zCvrWSxHTA5K1o8M7saQ3i3pO0Puep5OrlieZmzeHmFvDF+eH1PYlpBpLtsRyzrn4WTJ2DS8radcXk+kjw+363bXx0fi3ib8tiqQz21rOStTQqfl/lE0BhHADZJiK94D+IF15ALrm5x/tXpAHzTpZ7m48wITW1OYhjfdnLXP+PLmmLOXBxSXMief/uiKB9Mb2rlh1WQYFRm5lsz0PF8foDvF9IdXbLqUF+s57ZdT5l/CzdPIBx+85u16QhMFQEtGLfFsRD9wHWIS9nP+dKH2dl8370kVp6KWNi0KpbedRWLqcQtD/tzhNuIj2U8Gq7D4rddyF+oSB/7+sAZVEIvxZKVpp8MGFMEOuQT1HU3xRg4QlCzi9Fqqq2QZh4RjNbgeRaLVQvAaSHC6HWTHA7lp11L9RrcDRdYwsQ1bn7DuMy5qCZjciYgO85I8SdAnQpwBSLRncngp+oH1nCzrsFbQ7OVNwWxSkVjPaplw9ElPMGqgfmraBxnNXFOcB9zG47YK1QeSANoP76SP+MzQjwzlXcfqPRGOmEbQ3dVHQgbJ38gG0gdFLBSjtz3FNyuyc0d1b0Q0Ai7CoFjLFOlbR/NOw9NHF2gV+aK4S3JuqY4dcZlgJhXkHl9rfnz3DYn2gwhIHJTEUkrK+lebGZsupbAtT2eX5Kbjr5YP+eb6AF8PJ7iG6MLePERYgjK6ikOpH62MVU0SBFvR4faicpFoPTr18ti7KUGvpSVw8kdd2u/p3LqH+KMt7x1fcZKsKX3KdVdQhYSqd9hrMecoH3oejzfiH4G0XvfHKx7l17ypZ7x6eQgzzzyv+frqkHJRcPCVlPW8v2GS1LyOU8ZfS2VQLTL0sHh0o9G1Gt5faA8iybVsBKOXmupuoC+ELdlNA34U0JXGXUm8vZCOBLlXATonvbqp5bVLr+XUbuZyMqfXt2M8nw6jx+2tNkF0CYbyfmB7H9LlsLDHg7mDhibK4wYD6YVcc7tw0qiHzWaQEJvm170Gvuvte7kJ1K1j6xNy07HuUpz2zJOK+dAaVANR5KbOmCQNT0ZXbHuZnzTBcne85uVqRuMdIcL9oxWH2ZZPL04YPTfUs0gzV8y+6dGt9GLp5z0qQnUkWQQ+NdQHEjiarMVhaPTlcq+dn//C0h1kmMbT54brj1JungphRG3tfv5789Ti/84R0cqGkb9VFOdB3sAO6iN5k5WOLKuM3PXooqd47bgZTYh5YHk5hk6TLjS/PLvLj++9JtedjNjymjcJhHnHo6MV46ThNBOm5f1UIszeVDO26wxVGmkBNHsZcEhuZ/zCDximBKksah+UWFgrwQP2BCEt3g2AXOVBDaSsKFFkgPea882Y5vWI+Ljnbz9+xjv59Z7V2ARJXA5R5N3BwOMP3vKgWPFiO+ers2OyvOX+yYpU97zczElfO8yPbrAqUJcJ6RtLvoi8/ZuRe7MNb7ZT6s9mHJxFNu/cBn5GKwi6H0V8bTAVpFcCsLlthLWM4bYPIrGIpJea0c9kUQYn0t2oxUp8N04VC3A5oVUveICtZWEGZNynNwIA25LBhFbu204h5tLLp1f6dtGqocqyt+nZPhWg1lYKt5HrpS9kIxCtgHxWftAa9P8/2ATED0C8BE4y8aEzhL3C7Kw65GIz4nSy4TRb77XltXeMbEtmOpkgdIamc2Su55dv79IscvLkFv0vjwyjM0/x9Q2hcDR3MqpjvXeF9akgtD6H+tji//BI/OKHdFifi8dccWfLh3eec1mN2TQJ12dTQjAc/kxx/GfXxMRSn+Q0M8P2vmLzQN6h8SuxIrt5L+BepCyC4sPHb/nDH3zJv/z6Rxz9VHH1E425NnR3W3RnCT+d8hed4XC25WS0ofVmoJUmvM5mvHtyxdyVpLqnMA1fV3f47OwOSkXCEEIad1HkYpd/u/AVUgGAlKVZj9IwGVdsyxQfDdggnIBe35qRKgbXIQ3J4G3lIn7raLOOv/77n/EgW/K742+46Ce8ag647Ma8rScUNuVsMSXpoLrr+WB2ztTW/Pnm4X4KdNmMqb3lxVd34MTzo6OFaCNeZsy+gOsPNXd/+JbcdXz54oTiWrF5JIvCNYMYqBGTD0ykG0X6XOS6MtKU18JtI5OvpX/fvBto54rirdpbeqteyD0+i5gdQLeGYKSU7wupAGw5CLKGtmsn+d35UKoA9anfm7tGC+5Gyn+3lWoiOLVvu+z2tvQHhdrsWg/2pqO7ZGOfCnM1Wf2G04ano5rHxQKn/N591qP3cdNllzDNGp5OLjEDs7Dyjvv5ij4Ynq0lseZkvNnbUx1Nt1xGRd0UNMfyOGHSc9Vr1MCzjzqi60DxRrLfZa4rVXB+Dod/0tPnmnquqU4VyVqRfLhlu8z5q9dPcTca3Spmi0Ho4aE7KnBXJcl1ixr0neWp5N/dPNHkF5H8rSa/jCxzx/mRpPJ000i6ioyfGSk/n3aYOiW/iDTliOt5wdm9OWjIkYvs3ZMr3p9eMB5izP/0+l0+v7pD3xtCY2756iDTgW5II47sk4SVH0aENqBEdk/bi10ZOqIUMips1L4iUE6u9lgb6AZMoJXpQV0P1mm24V+Vjyh0y7Ir2PYJV/WIlc4Jg0WZOmhJdc+iHbHe5BjreXSw5IulYAbZG0v3UUmie37xxWNmbxS28tR34CgvuShHuFcJwUD1qIOocNeG4CLpQksfvtAUZ4r1u4HqriD9cjoL807riK3h8KeKfqSoj2VR2lIAOdMBWjYCgizgPpdU4HQlk4IdjTcMWRQ7AVBwQhZqjgJMe/KfS/W6mzxELX4GqoN0JdqDqES1GAZfgZBINWLq3RhSMK5kpQitjFZ3noXf9fa93AQy2zM2DQGFCWHvHrxoC8o+YZyIy02IGqfEYuthJn51vypP0SpyOFwUqfHUvaVsHeOiZjF1xKDQN5biy4SjX/b4VOHWoi232w7TCLknOs3VxxnFhWfzwPD83zeYWpGdi/lD/eMK9dmUfOB07xxhRI0mb8Tl7zuIs/2pG11AZR1q4Zj/akDYNazfgfRSs+kOqd7bEJLA+qElvwxs72m62jIeuO+7LLpkIiKc6r3I00cXPBwt0Sqw6VM+35zw82f3ZWHGod8vvCzSoPbTAIxsCCrKRbWrBJSKIq11nmqbYmyQTkhFqQKs8AHob0tZlfcDa1B0B6rXhDblz5J3mD5uuJOsccqTm5ZVl+2p4QBuDf3XGX9+5xHLbU6/cfgm5VlUtNuE8eeO5lDwip9+85DJJwnNIazfVdz/4JxFVfD2zQGjtZKe2kXod6CcPEG7lY3blhJJL2W9nOASKyaLrHgbUV6em0sU5QPBB5ILg2llA/CDs9CuIlz/wJNeGtKFjIHdSsl0wYlFGAra+eAFUClC7+gmMH4hf8eWinYmizhk4AuRm7t1xPeKUEAY/BpMq/btpe6l+uiLwZHYS1XQF7/h2oGqc1y0k8FMosWjWXY5fdTcy2/QKuyDN3ctQkCx8SmbLiW34i9gVKRwLasqY7Ms4MaSLQx9LsIMtxWQLr8KRCuLqzmwFG9bNo8yrj9W+CTSj4YwzE9EH775ccP9u9e8/vIOxbVcdP0kEg9aYq9JXzlmnwsv3bRgq0A70WwemkFoZKhOFet35Y1Mr6CLivxc+Aq1GjP+YMWNn9BcGppjD2vH5vHAMPutNX/jwQs2XUpiRCU4Gk7/59tDfvbiPmHt0I0W+mpQRBcwqce3DtUPZaiBMJB3drZi+8+IIrD3QhLyvRbNwM6lOPPoLOBrK7wBFWUDgD39ONoINlCtMv7xsw/4d598xv10yd3khqmtqXLHm3rGVxxT34HmQYfTQbQjRU/wDuc88cxJuT0KjIqG8htJ5UhWUD/wXKzGhG9GTM4kQsx8uMZ9PiEkEviZ39tQXowonluCgc1DRTcLpJdaFihDqu+woLqRVEQhkb5/9qmiH1nW73n6wVpND5uBVvJvd2UFuTfiOdiP5PQ2ddxb1LsN+zbEltJ2dGM1ZBJIteFThUEWdXkayczgAt3LCNNbqQJ0owipJBq7fhhNpsNG0N5avX2X2/dyE9jWEjV2YMt9S/AwW9IMBhnAvlKog2PRjjhxMkMeu4bCtrTB8mS84JfXd7m5ydEXCem1JLtKOdZR/60O3xuug8IlIj+OUXHRa0b5kokJXN8UbE4N6sZRBoiHDQ/vXvPmaoY5aGiPAkez7b7iODub0T5puHxHYV8nHP9U8uKyq55s0RON4uaRo7oTmX4F9TFsnshJExJLspSDdHuTkZ0NcdRRNoL+nZpQWe6OS7Ek7xLhx/eW621OtUmJjUGXBh0gZGHPj1CNJjTJ3gVWrKukApDMgWHRDurBGMSZSeuIHnT0UXliUMTOEntJJ1JmaAX8ABgqhNLq9S0I2Wrqy5z/qf0hh/MNT+dXhChEqLFreHCy5MXGMT/ecFKsGScNZ5sJ6iBStU764RHEkQiZoot0E0SzMero3hYkNfvwELzoR9KFjBzLLIfU439SEaOiayz6ItlTcneluk+hG6lfs+wODojCFMzeGprjgJ/2hFpm/VFDTOIACgr9NzhQ3c7YVjbbPZXCQ7YQB6puLLTkb4eP2nJIFR7Yhc2haB50x95GzOeie/ApaBsx7WAJZ9jbmpvfdLKQMbfH0crn+yBOrcTLfmarvfFmh+FxfoXTonWfuAZNpI6Kz2/u7MVHYd7TeXGHTa412ecZkJEMqbTtJCMa4Q+UdwzlyZjNTNKM8kcbpqcrPj48Y9snHCQlv3v8gvN6Qtkn3C9WXDYj3m6nJIVclLPPtdBFE8X57ybiXX8lgZfBQboY4qQMTD9XbJ5IDHpI5CQprRCAfArtPKCPG/xGrM3fPj/kbTJHuyDodStWXMCe9hvTb5WDu3/uCEG9GubNww/0t35/Zyeu5O/aUUtXub2TkDJBuAGRvYQ4NoOvwB4gHB4zAM2uV4CwTLgo51yvRuRFw+lkQ2GF43/4cMm788X+vZ5mNWc3E4wOhDRSHfX83gfPBHxVMjLupx7Vy9TEDWBZNBr752PUSEC29DpSvHY0h4rgxPq7e+DJn0oJsHk9wS00evBZTJdiBtLn0ouXd8Ped5EoAaPKG8JRh77X0j8fkZ/pgSkYoZCpj91IhaiClPUwlO0Z+BNFthCQkDBwrAzYSklI6oEsdlNK2xYsmEFN2M6DRJDVMimQ6YVUtiDvieQg/oZXAgA3ncyIGy9PMTcdVksqrVOeF/Uhc1fi0fio+aY65tBtMUlg1Ys2/abN6IKGpcMcNxw+uKbpLJtPD1g/DahOUTiJeto8jhz8EtLrTgCdVtNsFTc/7DmebLk7uuH55oDOm/0c/uvlIY+mK55vDzjfjlmXmaT1poH6SKK+g4XmVNKPyweakATiyGOznjoo1JsMThUEEY4EA1jZqJrjgLvRUppepmivCLnM96NXhE5cfZSThRlLK30+sLMOlw1gAPui0FKJSlh9arhYdot2JyBqhE6sE4/3WhSHKqJdkMdUMtJUJhAac/umeTVw37+1wajbC3IHSvarhPUyYW3HjI5LJnnNcVFS9glWB95uJjjjORyVrKpsP4H4ZnXI5fkU3Wq6iVh1+ZWjeBOHBB81eP9FYu6JHzUko5qqcXStpasc2fOE2acG89MZm3fAfbglud/T/nJGMKLMc+OBfKNkfNceBPpDDyqSThuMgqZytLXj+OMrbt7J6DtLHF5Hf5MQtTAB3Zoh0UhAPt3Jxr69L9x/08h/z1aDU5CPFOcyOt7RmHc+BGrYCKKVKUDo5etvB41EF2/DYb/j7Xu5CYzSlpFtsMqTu5aprQko9HCkvagPGdlGKKRo7iVLJqZGq0DpU+4lK77oT6h7R9sbYiYX79nrOXSarFTUEw8Z9Esru/W5Itl46qOEPleUdxXVacCMO+6OxP//NJf5++52WEhFcl2LdfjHp2/JTM8Xy2PWRxnVOuXwTxzjF0Zcbd4EgtVUpwblE7JLAYXK+9Dd6VFBnkt7GIi5h6BQS/FGjL1kNMJQxmeSJxg6IzTeb532QlaXL1UnozwV1O0i51sbxc4kxAvIhwv7n0evZBqgorQBQRFbI6d/HCgT4ZYjwLeeBjD8reH5RG6rBMXekmx7NmKb5JwNKsP54YaDouL1tUxsEtdjGkVoNderEdnzRIg+H1ey6NLA4nflsdTW4FZaALNLB88dy+lIFhKgpoF2GqjveczakCw1+i/GbJ70HPz2gtUXBzIZyuDmRx1u0hCClpyFXuGuHbx2qFaRRXAlNCHDpdA87XGzhv4qA6/op4HwuKHaOHmsa02ykvenm8nr0dtIP7qd70ct4KTdDtgPUgXoOESRe7GC84Mv5K41EI6AjH51Ixv+/61Go/9f3HYW1FpFpraWjL2oKYM456S623PiH6TXAINpZUGmO7QKnNWTIXcP3KQVYMsrAYdSwEbslaWbRKp3esafO7LLjn5kaKZW4p0OOn7v0UsmA+j2qpzho+bhaMm9dMW97GaQyc752fYef/n5Y9yopW8s5k3K+FJGTGISKcsjvQn4VOMzJa5EDRSvI6p3mEYmCwBqa8jODT6NgxcecnrbiMs7ySzcZtK7J1FOZPutxRa+VQ7u3H/U0A4Mm0JMA8qIh2Ao7d4cRO3KfQY2YFTYdOjHU4+xgb4xezmy/KL613YAbv9WkMqFIaiUfYw5gkl0A+gIXL+ecTPNCQMPwacS/xV1JM1a2kwqxNBp1MKhUvmZXllRPo4iYSI6gfTccvCLnSpRUbwxgwRYqM/tXJ6PXRuaPzki//0VH/7BGT97fR/dGdK0xxkPY7AmEB+IJ+Mo6Xh7PaGqHPQavTWoVuHf5MR5D41m9MzizwpUMVQpx4HmCLEjL6XS2FmLBcee7ONTeb5uLS5H7cD+i0Y+Ky/VYsiFYm5LWfwhEfzFrodg2e8mG5D19t1/9f+9mzOeqa0lsloF/LABVN6Rmw6nJKjj2G0odEsXDW6ogbQKexXd+/MLPlmcMioatlWC2shctr7boxKPwmK3isk3lmjg4icZ7Vzmvv2sx+UdX10fcVBUzJKKw7SkDeKA81fLh3yzOCCxnqpxnMw2fHxyxqrNebOasm0MXeM4+DSQX0qU+fZBRnmiqe4oQa4Hymk7F4rpTspKhOzcCE11KqVfLDzKyaJ1Sc96m6G1BIv63mDHrXglBAUJhEHtFzstZXr3rwmGhpvSkVAPl8FgoBG1Ip80VKuMbNpQbxL6wTBEmUBfWxgsyknCwBsYDEf3UeXDHL0XQ1JlI8oIzyDsNg6nboHFTu9xDb92InKqNf5OwNwvyQZ3o/6oxxQ9cWuxjaJPB/biSPABsUqX+/ajIBOePJJeCZreHnnQkhGYrASfqR92mCc14VdTfv7zKe3DDnvu6Msc6sFqLAxAn40sJ4NXJaAnHWbSMBnVdN6wvhiDgu2HLebK4day+epOkV8MI+STSJsMs307pAkrASVJd6Ct2hOCvs0mDJa9Q/TeEy4OpiepYAN2+93xAPiebgIg6H+mO+rgJMm2HTG1FU2w9MEwsg2p7siUfKyDnBClT7nqRmgi6y5lXaV0raVvLMWFONuYSbcXWOmO2xHOOpJfRG6eaPxYEYNmuRizXIx579E5WlWUfcKvLk4p1yk27bk/v+HpvUuu24IX6zllk1BXCejI6HVk9umakDnWT3IJNu0gv4iUp4pkYIkpD5vHQdhow4InGrqJ5CZEF9BZT2gMsbWUWydW6plMNJQOJIkYgFgd2FYp0Qa818RdKtBgAyZsPwGclJYyf4/qD99DRdrGoRNPUzpohCmIHjgCvbp1GNZRTnmFtBMMvb8LmLy/NSqyniTpCUEPHASxL2sbh1IBnKerLbt8QzSYVtEvEx7/8DVX2wIfNKbo0cbjsfCkJG4S7KjDX6Uw6bGJJ77JcCtNc8djW0X+ViThUYPqpKfujnr6kSZZGKa/dHRjR3scSFaK4ov2e5WHAAAgAElEQVSE8lFPfxDJX7i9LsNngxP1tUa3WkZxQ+bCzcMR/UGPSr1E4nUW/agVPst1gq4VbaPJruJ+hLhLHo4D34DhpO/Gsrjdmj2GEJ3wBGyl8J2wM2Ma8YlwB3S943nIB813X2vf202gHJoaowLXfcGqy+ijZmRaprYaqoDbjaL0qfTnXcFlIxFm5+VEGGDO07eG+k7Aj71QZpeO7EJGOjvgxjaRbqSonrYk45Ys7UhnPZntyW3H2+2U1hu2q4y7d5cUriO3Hc/WR8zSisfTa8o+4RkHtM5y/dsGFaYcfFJh60iXg9KDj3wN3kEopEkW95uB9904CapIhpF7VFLu+9sFQqfw3hFcEOAuKIyJYgQKezWlH2vKMsV3omTRiSdoTazMwJTTtx6BETkl016qCj+Afi5gMo82nuANoR/AxU7dTgn2SUQRM+5JM2lqU9eTJx1V68gT4QHsLOOqzqIU6F37ZwJdY/etQe8Vdq15dnaENgGlIn5rcQc9favptg5Va3prIA2otcVHizppaNIEsxE2YH0aBDBrFTH3ZC/Eo6E7bWk1dFOZ249eaZp5xE8jqtUk97bEw5rmMofM4/IOYwNta/GlVEY68YTKyuRgZTC1xWwztJYWIH204d5HV5yvx2yKMdHIkusHc5HkWv6v3WhIQK7FZ6CdgkmkEhA/CfbTIz0Y2kYgFLKpqzAAyGkQeXSjQH+3iuB7uQls24TLZsxxuiFExXk9IdGe42QjnPgBNSlDSh0dG5+x9lIJbHxK7S3rNmU7XHhNZ6l6TTjq9hdrzAL1HT0ouySf/up3PON7Gzgb013ktC5lerphltWcb8c8nCy5n694Nj5inpT0wfDV6ohJ2nBVi+dhauX0szbQWKGRrh9nJNtAMzdsH0TJpGugn4kKTwWFahXaCGJs16JUY6fzVxFVifhHBSWsPztc1InGt5qytCgbqbOOPOs4HotN98i1NBPL65spSkWMinTeUMZUFnLPLY5gItqKajBGhUm8ODOVDq0DfSP8AGWHycIQU7bfABLBF0ajmkfzpWA6rmbuKhZtwaZPuWlkYlO3TvQhtmdbpRgTSJNeItOBrrbEJOBThXqd0Y4DutSYAE0qASa0YuHtnUFlXghRC4ffOJQCf6/BvUgJieApkwcbbs7G1Pc7VG1QG8ER3I0eFKWQ3IiQyW0UfjOmnQTxWgyK/qwgDP7/FPIaxE2Kq3YjwEg4aQg24Bcpo2cG+8WU18dT+g9Lfu+3v+LlkzkXiwnxKhUqcxjMQsKABXyrQhU3Imkl+jwOPocD+NeCH0vkeQxmL0gLXngGpgHCd2MNfi83gXWZcT3JB5/5ntx0pKYHRE7cRYMZ6nmN2o8EnfIYFam95BKMkg6jA0YHNklGqC2q0qjekmyUVAKZsLF8DmQB+4/m5EegfrLiZLrhwWjFss3JRx0HScXLcs5FKe3Gtk/4a8evmNqaJlgW7Yg2GE7zNV+ujlCnkfB3I5dlSrjIcGtxn1HXu4RZA0rUbH2xE4PI4RwSAXt2hBtVqz0HQK5Y5PTZaFTUMlrUkd46NkcSce6jYmky7oy2fHznTKy5ell8L1pDlnVsN4It+NYInVoH0rSnKlOStKPrDMpEuj0zUAgqWgeStKepJQ7NWE+a9ozSlh/ML3knX9AEy8anfLU54mI7pveatjd0ncF3BqXZtwZdY2m0kJPSrCN4jY+KkCt0pfdcBnXQUGQd206Tvnb0o0hyYWjvBZJJS2cibCzZW0P1MNDe7dAbS3FYcnMxllSjwShEV+L9V5wJL6CZDwYjhRDK1EnD6eENZxczxtOKtS5g4USWXImLdUwDXRFRlZYosQvhm/gjz/bHNUpF1NuM8Z8U/Ktn79Pd7QTXuVvSmBy3NntjELcZQMLByLTLZawozsJqUEOCT8Nen2BTTx8UPirUamjH0jDEk3+32/dyEwA4SCqc9nRRY7VHEymGwIqAwkdNYRpKn5LqHjMEayS6xw4LX6tI6w1lk6DOU9m9DWKgETXNgagE3QbWPxBDjPrvrLkz3aBV5MX5Id/0RxSThh+evOXni7ustjl5Krbnf3D4DVpFnpVH6CE+/abNOMnXvD+/4M9evQP/csrhmQRWlPcHpF8LOwxg/I0YWEYtPzPN4FCTDWw7E/c03P1HGFqKUtoIW+0AJPGj77cZy0PBDVzR4oYWofGW3HZcliPuzDeSTIwUArUWn+sQNE1jSVJRYjIIh/CKJO9wTlqPo3GJj4obFRlnDafFhmlS7V2Of35zn5smY90kbMoM3xtRMnoltgQKfKuxqZf2AoSFaAJ9r7HOE6PCtxKVpreGaCPOefpeQyv4ji8CIVPQ6WFsGUkuDf0oYjZmP5Isb2R0l13K/exv3dA2lvjzEd1YUd2JtA9bcaeuRCNivshZdTlJEtmOE5SLxJNGKqjdIesHk5Yk0llPMGZ4XzRqlRKd+BGufqeF2uDeuiE1KCMcyojQrQUU1v2A/g9agJAHVNQk1/J+h7HkJezt4KISIFgJDtNPBmKTl9biN7od8F7tKcJaBakEdC8UYi9YwcxVbIYWACBVUik45clMx2mxYVEX3FQZ23UGWUSNetRlImNrI1dHMLB5JP4Apoqgxmz1mNUHcoEdPlrykzuv+adf/QCAJO340fFblm3B//jlj8mSjnHaMk1rLssRf3j6FYtuxD/57H3i1uIOZDdPl5Hxc+GStzMlFtg3YiMtZZ6iHwUJ9Ny9d4PTzbBnSQWgAaRK6FJFSDQoRXYVcdtIcSY6dp9qNg8s2w9gERWrbc6kqPFB0/WGurOEVDHLa7atg2zA9oZWYJS1+KDYeo22AZt5jqbb/VM7KdZkpueNnWJVQKvAs5sjqs7hg8IHTVU7uusMuza47eCcM4zmQhGgkA3Fpv1+k5APcK4Xs9hEpgY7mnO9TvejxXDcQW2IdhhDBk2ad9TvaJLnCf0kCmB2t4HaoDqF+ZvXbN9OaK4K9MbgP65odYRXOenzlOak/zWSTjuXUzcedMTK4J5ntAfDjHNwYtpFuqsoZC4fNcFGDEqERF6hXqY0h5H2ficTlJeO/K0ajE/Zs0N3foQ7s5d+JH877vIhGUDECLrWBCeVWrSBiN77RPDdC4Hv5ybgnGfuqr3t+Ng0e8dhj6YPmrXP9gQipzxNtGgiY9NwNxNyT0CxqjIBBsdySoAQM2yp2D7psTeSTrO9P8zIdyQ6A6SBSdryi8Vd/saTZywaQag/ubqLUpFpUfPx4RlP8isCiuM7G162B3yyOEWbSPrckl3Jbh8VjM4CKkRUMPuM+naOlPU12EqLPie7fcP3bL4dQWRQ/uECOvP4saKcWNqpIVtosksRRiWbwMHnEd0nrD+G3gVCUJTDqE3rQO8NvTdkrseZwDyruCpHzPOKiau5bgrypGNdy2h17FraIdq8sC3n1YSbWgJg3q4n9P7WTKRZZhRfOw6fB7SPksU4VEH9W0VzaNg+UoReEXNxIfK9oa8tvtMSpOHNEHUW0VGJR18v4B4AN1Z4BpMeZT3BK+o3I+LI0x4EVDuciJ1Gry2zTxXtqwOSUaQ7DIzeXTHNGt5czOBuTW8iVBYqLTZd0yDErJ2tmgL1/gZVDTrdqGBr0ZUWnUZAcBotKH40soiTlbD67Fahnyc0BwH/ww3NeU7+1kgLGGD7VDArXWsZD7ZqCHqFvQZkcCPWXoGPqK2BaY/OPKGBmACt/s3nCcxHFSPbkEfhAHTRUHlHFRI2fcLUNkCNJu45AqVPSHXPxNTkpuPQbjm3EyZZw3qVk41aqnVKUglNuJtE8lfCD6jv9qi8J/kmJb1S1Mcyv3/nty7IbcdJsebTxQmXr2bYSUeadbxzcM1P5i85a6YUpuGOXfOL8gGfrk+5O1ozSlqexSP0T3OCFWOLm/cVyotT7fi15/rIiEpxOlh9dbdU0T2zLrK/EFERpQZcYADgrPEszYjeBTZ3oD5yZJea8UuwTeTgsx4VEm4+6gRPtF5OWiM24k3tmE3Eo/EqjEhtz5PxglWX4YMs6oezFSDkLaMDmzblq9UxEfbpT30vmQ5d5UjeOO58DqYJmC5SHWqaA0U7E1/96GSBKo8kRNlIhxV9woA5hKCFT6AiaOHDx10r1BjMVuNHgeg89sJhn24wJlBdpdi3ju6oR7eG7ELD23Tv7LO9L9bdo68N6vMDXr/vee+j13xzcUC3SUQafdyijWhV+rVDzxpGo5r1qynNMhvaMSXEqXmLbweOQ9ETWoNqNL4I2I0hZJEuCFrfjwYpcK0IL0Zw0pA8XrF6PiN7axh/7tg+Etep6ETjAXId6FZYgT4XpaK339qgaoOeDGYvrR5yJs2/ubD+D27fy00gMZ6JqbnsxvSDbeu6y7Dac5quRV2oey67Cds+xWpPGyxOeRb9aD82tNrzdHbJqzcH1GWCtkG84zKZHe9AOH5U0dZWAiCOJRs+f7ym9YabOmWTpNSd5dGTS96bXaKJNMHi0fz25CVv2jn/7Op9LsoR2yah741YX+Udx3/3FcsyZ/vLA9yNZNC3Ezj7Aw2PSvx1SnJpGL0SQ8n1Y/YuNLs5vNrN8jVS+jqZ0a9XOcYFrPNM51sp8eeK8n5CfZwx/Upi0scvPVE71h9A50Tv33UCBPadoemlGmg6S2p7Vl1G7R2LbUGRtlLa9w6tIts2oe4s3mvytMWoiI+IC1BryJ4lzL4KBKuoDzXl3Uh77LGzVrgBvcImMrIN7ZB9YAPaRCEfagk8DTsX415GXwTASnkfg6KfeMysxTeG/qDHV04UlEMpPfrK4VOoTwL5WwmfXX4E3aG0jdWpIr9QnP5zxfkXjwgPAocfLli8naHPE0Ie9/kLvjFsB7/D5MzSnvbM7t3grGexGqGd2KrFnd3atBPMYgJmYyRWbKBsd7OwpwjrNynl8xT7/pbKZRTfWIrXIkbqJtIaRhuH0aEcAlEL8CcHhiKOetCQZq3gObiB8PXdJgPwPd0EYlRcdmPWnZT8TWuZJxV3kjUHVoIsNz5jO8RZVZ2jGRJ37iRrumC4aCcYJTl3Lu9kvn2dwKzDd5pwlewtxJrKoa4S+rln+qml9YoibblcjZmOanLbQQF3RzeMTMuiLfhwfMa76Tmf1fd4U0vKzjgRRdydfMudbINWgb+8eMi2SujvN5D21MuM0deWo59FmucFpo6U95ALpFDSS7aD63dEZL07n/8YUVETvRB/Ipo+KJTWbE1CCIKyx6gw725YHGRszuWxDj7r6TNH9W7EFAIIhgFgWi9GbJ3fn34rJ3ZtP7n7iufrA1ZNRoiK3muazu7HeCFIawbQVY78s5SjX/RUR4blh9AfdqhUTFEj0o4ZJ+i/G8aBaiAmxR34OWgU2BGQvn0tR/YnaXPUEhYyZuumgvfM7q5Yj3P8y4L0Wl5TdyMLrr4nwZ+6NPJ63q+p7kN5LyW5hmSpaf/pMeq3atzGcfQvxCJ+9WGEceBwvmF2t2ZRDlZ2rUOpyN3DGw7zknWbSgxamRJ6jS16+toSOoVpZBOSiU/AdwNG0oh/Zbga033UU77bkb+QVsPUiu7QYzbSanTD/10FBkfnYWOJinRcczCqWFUZnbHD+/r/wHRAKWWAPwNexRj/WCl1CPwPwBPgGfAfxRivh9/9L4H/BLmW/9MY4//8nZ8R0AdNG+SpNd4ysi0j0wzZhJouSP8/sg2LdsTWJ0xsw2l6g1Oe181MtAVRcVZOmE/EoPSynzCZVmy+npEuIsVFYPPAkH+SoTuo7kkpfv9vvRySjqTc7aPmfDVmXaf8tH7Ak+MFxazhv/3832FxPuX49Ib3Di4ZmZbU9ExszefrO6y7jMJ1XHVjJn+ZUZwFglO40lPPNeM3nj6Vi7rPb3Pogb0/HbAXBe2swIAdi0g2iV5TtbnIUkficqkUmHFHq+Bm45h8A7OvAv3E0Z1G0lGLAdraCQXYyOu12WYUaUvVOhZVgQ+KcdpS91bYb0HvxUO7DaGpHOlXKcXbyM1jK/bdhw153tG2Fq2DmIMMsm5Z+AlJ2gmrEdEC0ApxSbgIA5tx9xrsSUkyj1dXCeZeSX+oCcsE+zLDv8zxTwNPf/clX3x1F3tt91OXkET8rMdcO1Fj+pQw71AHHfVYxo26h+yLjPbjklf3HMmFuBOrVykXW8ti1pHlLdvrHFUbSh25TgLnxYQ8b3k4W9FNDGfrMeU2g3podWbS7ulGYbdS2fZFJF8LMK0CzH5hWT8NVPd6snNxXnZLQzf3mEmHtxbWuzADMQ3xqXAVusZyU6dD6pa6ZYF+x9v/lUrgPwM+AabD1/8A+Mcxxv9aKfUPhq//vlLqh8B/DPwIuA/8L0qpD2KM31ngqFWk8ZbKOyau/jUdQR0cK5/TB41Hk+oe7QL305VEXVeHbH3CYVJStTk+aOrO4ownes16WeBKJQqwmWb9NAioM9zCv7fi5dUc7zW+tNhfjHl2OGP6dEmRtjyeX/P7B9/wTy4/ILGeRw+vWNcp13XBg/mSRTfCKjn9FmXO4uWc7MySXwTKU40tI6PXPW6jsVXP5Y9y6pNIP+8hKOyNkTDN7jbKWliC8dYj0A3038hAKkA2BRvEi8HApKhZrEZgItsnPT615GeR6ZewyB19KpFmcSD7xMaAkdL+fDElzbo9k29ZZdRVgrFhYCbK43ivaRuLe5GSXcL6saK5L6e/2JFF0rSjaRx1aTDOY0yk6ywu6el7s2cHxuF0Yyj9dzmHaqczMECPLIpSvBzdT8dUDzx33l1wvRpR9TnzTxSvLx6hTwLTj6+4fnaA3WqKV4aojVQNHSgUcSOsP3vYkPy1DZtlgbp2mGc5/rinm0TSK019v0d1Cr926FHN/HhD5w1tY+k7Q1c6uq1jfZPj0iG/sWigaGhqR1c62Fh8EaDUpEsB97qxcAP8wA1wN/pbBqMDk3Vl6CMkhzWtz4QXMmyOqtUimQ6KuhYXJj28R/G7QwLfbRNQSj0E/gPgvwL+8+Hb/yHwR8O//zvgfwP+/vD9/z7G2ABfK6W+AP468C++65PauQdNnNijjE2DUYHSJzjtMQSc8Vy0Y+4k4i9w1k5ZtjmbPsUqT+MtZZ+Q2p6mcdw52rJQE2KjaU87NpuE8kkHLjL/iwS3lsdc/7HFvyjI37thU1vaj0s+vn/GO6PrfbvxupGk3PfnF7TBks86TtI1r6o5i6ZgZTL+6qt3xM3o8QZzGpj97RWb1Yz2r2b4NMWWkZBYln+tA6+YfCplYHASYyYMtrgfVyg/mEUM3IEYlLD8kK/dWMjiWdZxNCp5cz3FN0bGUZmnOdRErUkXkL9VlElCHHdyYgwjLjqNzjzGeqoykfLbiLMQSPugVNynAgFwIWDq9mGkOxLu/E7c0nVDZPxw870hhFtZ8p69WQ/zfPet8kcH1PD9fX/rIrrW2K2mudfhM0Px0rCojyh+sIIfNVxPphz8XJOsNMtwiL1f0k4c6quUZC3GHdlVpLqjKJ0iudbkP8up7hRw4sneWaN15DBteTJb8BcvHqLO8/3orWkcSdKzXeZo55nNStreiAZCh70hjvca7zUPjpckWq7HdZOwuJwACcmNkIDa2ZBTWKk9brBTjqoIvgjoWtOuUlTmCYO9WRy4FiiIraGPCq2jfMsKZvBdb9+1EvhvgP8CmHzre6cxxjcAMcY3SqmT4fsPgD/51u+9HL73azel1N8D/h5ARvFrP6t7KyQhPLnpMCqQ6g4ftWwGMaHqE+ZOyvwmWCa2JtE9Ly/nnBSS45eYnrNyjDGBiWv27Cq9HhRxvSZ7YcgWgXaiuP5hxPYa/bAkcz1V6hkVDVXveL494FevT5mOK4qkY+RaFs2IH0wuuGzG/OnFExZlztGo5LrOOTpeE47gdLzhONvwz798j9AaXB6pLaiPBc0e/emMk79sKU+C6BZO1G1c+I4fYOKenKJ6JWOgwdbb5RJW5ztDPmqxOrDYFhK/DvsNQ806GmcIzuA2iuzMUmfDyQHsPK608fueP0aF0n5/Wmsdca7fv0/VMiPZKsp7EX/YiUpwcCT2nSH6YbQ2qAt3pCOSIKX/gAHs0zMUYMTQNH7LkWj3eee9D3I/3cP2SY/ZaOpfzelHgeRuyfpEMflfR+INcDWm+0FD9nsLlosR7iwRleSFJAf3hdh82QqO/1yT/6MR5bHh/I8ans6ueHpyxafVXbJxK5wG68lcjz3asNlm+KiY5A1d0gkduxQ69sFsyygRUPWikklL21lGsxp9UOK9ptymqIX4I3STiN1oVJC8Q3/YoZdOBE+7U10PZi37ENmhPQwQW03IFEoH0iTQuPTfto7/rbf/001AKfXHwHmM8c+VUn/0Hf7mv20L+jcalBjjPwT+IcBUHf7azzuvuZNssDowM7LQV73k1oUotmKNCizakfgLmJ6RaTivJ2gVKXvx3tt0KReLKccHay4ricHWiScaiQ83a40ZfOnrQ0Vyb0NbJiRFy9VXB8SxJz/opBx2lnCZ0qSiRbh/uqL1lj89f0zZCIFpkjWMnCjHmqC4P72h84Z/9qv3odWYGytl7I+XbC5GTD9xzD/vuXnssGWkPhRDieAkmlt58GOhCMc07J17ZNYHrujIsg6jIn2qJalZazY3Al5l45a+k9l77DSq8PRDDLktFerG4e5thxJURD0xaFwq8mTjPAyof1p0KBWlhB9wAHchCLw/6AY9ASKm2ZuXKlTqiaW9tTL3ggsQ2GcgoNRgaRb3zD/8rT36t68gn0AsZCYfUlGE+ugoPrd0U4N7NhG35z9esH0x5+jPNekqZfm7ClUZ3I1i/VHH9nd6wtZSPHOU9wN+4v936t70R5YrPfP7nYgTW0buS+11q+5KXu5kU1KrF3W3uqdHS89g7JGAGcCGPgxmPtiAv/sPMOB/wZ9sGP5gyIa20WgftXqkVjd7YbNJXpJ3v7VvWblGZuxx/OFEZpGCbVH2QGAHQPCCzKpblRlxznve93l+D7NNk867Jlao6P6lwzsP77L+1UPa3SlRYhHPHVIkhqFwrYyqHzGPtGvUMAs8Rx+hpCyIUsnloAoKXD/RpqORjZyaJR1IoTo57lag38+ZTeJI5KQ8Bk0s3GtTwqMqRiIoTK0hwShHrKUyUJkC4ZRR8+XOIWVO+LEj7t93fZpK4IvAPxdC/BrgAnUhxP8GnAkh1ssqYB04L19/CGx/7Ou3gONP/RMBnqWlv66RYhkZ89xZsgRSdIDl8VyTZ1yZkpaG6wKBaRTkhYFrphwHDVwv4U7rnPcv1smH2mLrnZvYY5jcygmaityVhNspRqIfliS0UG5Bva1X80IJnj1dwcgE4cxhfWXEB+dreHbKuNTe1yox6/5kuQC9vnLEXz28jXHiQi2nvj4lbkne3Drgu+/eoXFPEnfg4DdyVF5gXVjIkka7sBQLVYpPHIWITJSb69W/BHXkuUEU2vpmDByt8U9NTFmgQMtiM6MUG2kWAe2YFAcEuOcGoe0hG1qOLaWuAhYz+jyRekRnFWSpiTAKTdqJJOZAalZ+yTlQueYWfNxiTGpo2/LiWS60GWqhgVCG0lXBoh9QfIx7UDZDxcKebBW6mhDayy9KbkEemcipWVJ+IerpEpo/bqPeTAm/FZA8qGMOJZWbY4r9Fut/YRI3JYPPJ5i/MES+28Q/tMhc6L+Zo/wMMZd4hybnf7pF95tHeFaGa6ckmcR3Etb8KQ/7XXqNQI+FCwNpat9F0PehQC9QkSSJLYpMIPys/BVMjAQqexL269pK3C6gE0OnIA9szIlJOCt384VcXKHfX7vQR6hyUaA8BhQl8DXP83/QccD4+16glPrvlVJbSqlddMPvL5VS/xXwB8BvlS/7LeD3yz//AfCvhBCOEOI6cBv4waf+iQBHZjTMEEdkS2mwZ6ZLk06YW2TK0FTh3CQpjwM1GWMZOZ5Micrc+932gKJcJER5sytT6wHsoYkc6Q9kZ/eCItJnaDWXWAPJdKwhp/unbbx2iLIUtqvLPsdK8e2ERjVis63FNGvulDiXbFVH3Bus0WzOqN+9ZPfWGd3qjG/e+IjvP9tFuDm9f3GA9doQ48Km99cW1/4kpnqoSJq6HDQjrWoUiwdnsSsKFkloFKlBGtiMJ/o45Tj6aJDFJvlcLoEeiwesyAyKxNTuPFebUSr7kmyiK5kiN0hjSZ4ZGIvS3tYQDgWg9Mxcnlvat17NEFaB6ydYlQTTT5FuhmHnGoLq5PrnrWRQS/l4/NlyYUgM/aAnBiIux3flQiEyQ1dBhhbFGLG4ahQ2UoxEYJ9YFJZitlUQt8EeQmUjINiBzT8yCfdr2HcmyMAgebdJ+HJIsKmroY0/thDfbpFejwh2CmSoicLuU4fa5oTKF/uEawXP9nscnbTwrIyN+oSGExHlkp32EAVsNsZU3Zi87JlU2nPsZkyRGri1GMvWzWvDKhCVjLSdEa/kRCsFaU2jwkUG5qGLfN/HPdKEZUaWHmn7hX5fLC0IEsbH7gdDf06mrRu9psyX98mnvf7/6AT+R+C3hRD/BtgHfhNAKXVPCPHbwAdABvy3/5DJAELgyVRLfjNd1i6cg8dhg1aZRyhFsZSwNqyQWeYwzRxsM6ciEzKlR09SaP+6aSjazRlD4ZPbEiPVoRByriXDFSvRJplLDfPIXcXG6ojLWYVrawMmkUPc0h3Y6dylKAR1N2a1OmUSu7zWO8IzE+42zjBEQdEQ7E1aOGbO3eYZg6TCH37wMq1WwPCyxrOzDkoJOu+BmSgyT9OGlVSIuaHjqKWeDRMamoOQGSi70OdlgxIbBsVMIpyCONJJzQCGl6EKoQU5SmiWYGosASK5r0tKqbRMVdXLI7ksdGnrJaSZqcdOhdAlbuBgjCytWqtmYGgYaZaay4WjyPXfKWSxrAxUbH4Cd7Y8BpQBJouKYNkH+BiqTHkFdj0mPff010mFGRqYAwdVWn4LqW3Z4XqBGUrmJ1XsBNKKQfMDmEZ1Gp/rM/lJB/oO07dbWakAACAASURBVDsZ1SeSuKGbhM5HHuH1hNav9bHMnEf311E/bTG/PeeFN58xijwO9rucDuo8v3HGMPJouaE2q3kFTXvOrj/gJ5ebjGYerp1ieTG5bxCXvRnPSfRxKjd1lZZIksgiLeXIZIIiMhCFobUQsW4A5k1w2iEVNyGYO2Rx2c9ycn3EKxcDaeW4dkoYW3qM+/Gj1N9z/YMWAaXUX6GnACilLoGv/z+87n9ATxL+P11xLhmmFU3JyRxOI92P7DgzqmZMkDtUrZis3OHD3AJTB44YKJp2yCR1STLJLLMZJy5hoj3xFT8i3FXEExt7IlFCYL800tSaWkqa6tlua3PEIKiQ7FUJ3DrVzQmGoZgd1Whsj2l4EaejOqZZ0KiEGKKgawUMhM9R2CTJTbZrI1wzZZR4DKMKpiywZU6zrc+B8vdaVM4z5iuS8zcskqZGQylTMb+W43ZD0omDOZIYc51tv6T6LLiBZll2hyZ5ZC53ygKppcZmuWvk4qpMdzTENKtCVgOcAtvUI0cpC2wrw5aa9jtLbLLcYB7ZqMTQVamnHZeiPPtrzoDArCZ61pUJMAWGW6YWL/oEZXWhUuPqCFFQHiG4GoH+neNslpooPyc3QDk5ItJA0cJSzNcLZKgrhMZHJvZYkTQMkp2Y6NKlepwj7xlMp11e/dX7PBp0udYY8W5lE2vfwbsooR25YP/hKus3L/jmm+/x5z98Bbnn8f5wh1deekbzzgHvPdzi8UWXdm1GVhiMohqOzBhFHo7MuF4f4LVSholHUsgrVD6Kg0mDaaA3tXRuabdiKq4EQJRiIgkUisLUG4KaS5KRRWJUoJ5Sa4RawTm3UcXV0avqxZhGwTyytQnrP+dx4B/9Ukqr72Rclv+VpWFl4SYslIFnptRkjG8mWhOQW0wTLS2epC5NK6TuRsSZRBoFq/Upq7WAphchrRxR7jq5B2v1qVYFlg0rs66be/lHNWRgYA0MOv5cv7mZoObGxLnJ7ZULfvPmT/hX2z9mzZngGCnncY0gdZhndvl7JBzPGjx8f4tKJeZ28wKA+bstqicZly9YRP/liHA700zBRkHj9T6tzTHJkY8xluReccWSF+gHMDJ1hz0Xy/MxhhYUqfJcvsgYQKEZf17Z2Y/LnAIDcHNsP9GRY6bmBOSF9v2P5h5RKkkySRpLyIVeiExNOzasQi8KuUCUSjgUmoQsdbPKMBVmKW1lARTNSo+AVS4msYmITb0Q5EKj0RfNw9iAcwcUtK4Nsc8szODKLWd0Y+RUy2dHr6SYqaL5AMwTh+KrI87+i5jCgtbDgp9+5w49f8YL9RO+cuchxY2Q1Nd27N7WCNmO6I+rPJl26e4OsCaC2kOTn36ww7o3ZnfnAsvKSDLJwbDJPLGIM0nVjrVFOyqPqoVJVhjUrYh1b4whCppeRKcZYMoCtx5T6c10P2XxOxfiKg+y0KlDi5JeeeVxYGIxuagihGJ7ZYjp5Jh2TpEazGOrzNgon6P/3DqBf+wrzU3uB6vYRoZjZjiAXVqJL1Ofaeaw4kypmlcgtcOsiWXmBKmjxUaFJC80mMKTKU17zsm8QZKbRFMHGWmEU9LOuWOHPLzsadVaM+X66iWPj3qIqu7Eyk7I0WVDM/AaKU03ZNWd0rZnXHfO6WdaP/X7x6+yf9pmpTthHtt8ZesRhlCcT6p0b10upwijvSZuIhj/NxO+tL7Hn373NWQi2HzzmJYz590f3MTtG9guJPVCewaWmHDdVVvumOXNo6RGYi2bbgvKr6F06Zgb2vtu6MVAxRodLgSkFx7Ky8ntHGnnVNyEuPQHACgFxcy6YhFy5cjMIolZHj30fy9fX+YRLJyFwiytrkrrFlQuULFcZiBSWmd1pjfL383oxjTqM6bvdRjETexbM8z7PvYY5qugzh3C3ZTqBw7hiuL8n0U0/8ql8RDUkwbRLRD/ss/4r3tsfidh+HCbv/hNjyw3sJ0U51vnjI6bpFOP17YPOZ/XeLS3yubGgO43n/HRu9dAwcGsRcuZ68lPJnlx9ZSjoEFWGASJw5o/YdWdchFVyZTB6bTG3LXZ8LXv5elRF8PSyknTLIgjrfEvLDAoI8vLZmlWKT/m8iN3GhHJeUXTphXMxh5xLNnojJlGDgGu9qukUk95rqjxn+r67FUCwDRyiDKLKLc0CKO0E89yh1nmaHmukWEZmjo8L2xadkjVirmc+9pqnDmYZZDpJNaGmEIJRkEpr010GWh2Yh4PukzOqiB04+9yVtEimZUIVclI5zbpyKXVCdhYH9JxZswyG9dIeRyvcpI0eBis0HLmrPfGXI59utUZdRmxP2uRZQbTH/QwjIIn4y7eRsB/969/n1dXjvnO776BPTS4+eY+x4MGj37vNkamXY5Fea4zAwNzbiyrl+UHvGgQOotKARZo8QVhWKSGzghcaM7LxieFHpmZZ7Ym96SG7ixnJtPAIw6tpSswHbm60lgsAKaiCCzymQWRcSXwUZDPpP7+gqsmVoH+GSJjqX68mgh87Hf5GCBDmbpnkE8sBud1rOcmND6UOE7K5heOtJ02A2UrKk8sMh/8Y4H9kcfkl+cMvxox/mpI80MofqdL9saU4y9ZFBJGP+3S8CLmQ49p6GC4OdZPq/zw/ZscnLforY45Pm0xCCsYvQihBA+OVwHYrQ/YrI2531+hZsfkhcGaP6EmY55MO0S5Pga8vnJE0wk5njUIU4vXrh/QbQYkkSR8VoN9D2OmidLLcBaplqKwvFJoDHmmFZpK6sVcuDoEJYslR+dNKk5CvTYHIE2ljowrI+DEooP891yfyUogyw3dXFOCpqMbMHFh0Y/1A+67Gp81zjwtG1YKy8gZxR47jQEAk8TFMrR81zEzLsIq55MqeWZi+SmFY+muayiZ5J6WYOYC5WaEsY1h5qQzG7uakCUm1faMuhtTsRIejHr8+sY9UmUSF5KjsMlh0CSIbUZPW9BKeLF5wiRzeTzo0qyFTF9SfGvnHvPC5o3dZ/x0do3vPr1Bdifm528/5f2zdewfV3UeXjtDjqSmybjF8qwsCoERmlfpPgurrdAThMVrRCpQbtllh+UCIBaz5MU4LufqexXlDr5oHiqtelOpgTE3NASkXFxU2XsQ1RRllzdw9n8zDix5hMIuFY4I/fUzuRT/LC4ldYd86ZsvHwwjNJADk3khELdzmn/aRP7GlPgXAuwfVTEyk6Sl8E4FWYmKs3/qs/srTzGE4sk/6+D9YR37rRrzjYLBlxNUbvBmZ5+arQNu+mGV6edDwoMG1R95JIWH+fk55xd1Pn/rKR9VV3CsjIeXPdbqU9Lc5MXeKQ+HPXYaAx4NupiG4rn2Ob6MSQrJMPGo2yGuTBnFHh+drxIFDkyllvWXv3ruFRjx1V5c2JohWBRlT2ChljQUKjeWORGmlZMlkothjUYtxDQLXFvToKap1PeM+nTlwGeyEnDtlIpMaVgRnpGQFSaz3KZhRTTsiORjo0ITvVjEuaTphLhmxjRxmZdhnZ6VMkttzsY1wsDBcVOyvquP142E9orOpFs8QGkkce2UdKRHk7dXL7ix0afhRVhmzrY/5Curj5gXNs/CDn9ycJfvvX+Lo4smHX/O+nPn3Nk6Y5R6PAm6TCceF4dNmtU5XSvApODbo7schC1+7c49/uvXv68RaIdVghsZ8UuhDg9dj3Tu/FA/9HoB0OdkVVpX5UqIquaacFNaS0W5u2oIqc5SFEXZQ8iudmyhFjcZS+GJKLv90sqRTlaKd8TVPBr0XN/UbD1V5gXkgdRildLXQJkmhNILwYJGbPjpcpG44iVyZY39mKCIvFzYSglt9YGFvTYnrQrOf+ca17pDZrt5yYcsmL6QaC5g2Tp5NmhTkQnd6ozN33pC8HKMPTCwvZRXbx4QF5I4k/TcAMvMmc5cqKUYGbQ/iFn5XQeV695TxU6JEovt5gjQVKWkMNmuDxknHp9f36PnB3zQX+Xt820MFB1nzqjE0J9M6hSF0GNTA30MsPUDLio5hVdgxkL3OtBv+6LZiYA0NT8xMRELMWXJZxwHrpYpFwa+k2DZV6rOT3N9JhcBuMoezDGIC0nb0vTcaepgGxk9e0pdRkwyj1SZrDoT2vacTBkUCGaJjWumdNyZhjAKRbUREkUWZmhQ2IpmY4ZnZRp46WcYsaBSixkd1TFnBk4t5jKs8OysQ64EPTegaYX87cUN/vjgLoezJuNHLUQZROGYGauVKU8vOhTK4NF5F+PCpr0x5nPdQ/6Pg9f59w9fYpo63PIveN474TKp0rAj1u9csLHbx/cjVCXHOHYRdwP9wMYGRjMhr+V6R1YCqxVpTX9kaFJxIso5erm7m/pBE6Utd5G0u8wiXKwHBhSyDCnNDAyhO/hQ7uQl2mvh4CMVV+jzoYZwUGiU+aKxSmZclfuZ0KALU13lFi6EQuXfI0oJsbIUrY0xRitBWQojMcDPEDdmms70sMrspYi4CWf/YZs3XnlMuJ3iH5h4z2wKVzHfyJlvZ6gfNfjhD+7Q9bSl+1svvUu4m5LMdeL1e8MNel4AwMutYwyhkE7GbEMxvWYTNwyaP7b59v073G2daWv53GcaO2x7QxpWxDV/yJY/YpR4tJ05DS+i7c05CetcRFUqMqHlhrT9OWvNqdYLtGKK1ZiimerPaSIRsVFi6AUyKLHzC6aEVZBOStFQ2XcpMrH0ZGjnoFmOH7W1W8ocJYtPfRz4TC4CcWoxzRw8MyUrTLbcYTkutHHNjKoZl1MCwawkCsWFdh0uZMSFglnqcBn5OGbOdmu0BGfmjj5v2jJnGjlaL5+YFL1EG2ekIm9lvLR+QtXWEWbHJy0uoiq//c7n6Ac+WW7y9KxDUdM8euPQZZba/OThjqb2ioI4cFh98Zwvrj+ln/iI/6UHwIv1E3bdPvtxhx2vT9cO+Fz3gOv1AfP7Oi+x8/IF6oMaRiaQq3OKTFBfDTR6qpKRxZL00Ne9gkUOgAkLz/2y0bY4FSweeuvq4QOWi4MRC0gNCiVo1ea4bqrHWDmffH052gL935dwi5GNCM3ya/7OzbfQCCyqBVFWJ4tGZtkVp4DRQRPDKGhtjhEZuI8dxH1fC6sSoQlROynTOxnv/dVtXr/7jLipqJwpVv9W4J6Z2AOTzFOYseDtxzuME49+XOW5m8eoucn7exusVyb4MuYs1E1d10vw3JR0RVcrCxefGNq8P1jjX2z9FMvMmcU298brSCPnw9EaTycdapbOwdz0xxQIJrHL/rjJ3kQH2N5tnrHmT9hqj/Arsa6OIhMj1u+VcvMy/0KVFRo6achResy6PMpxhTlDf6YqLxFtSmDLfAnYxfr0ncHP5CJgGAWb7miZOxjkDnvzNpkyaNszPFOLicIymmyWOwxSnziXjGOP81l1+b0atsY+jyKPtfpU77RuDtWUJDMxjQLfS6i059Tqoc7kkwpjIumHVR7f28A8cej2pjw56WL2bSwzJ0ml5tvbOdVKhH17wnZ1yI2dcxxXE3c3NwZ8afUJmTK531/h9MuKb9x8wHHU5H969CUcI+M8qdOSc+oy4gd7O7Re6nP3uUOmf7NCvJWgXpgCcGf7DEMotl841XCOE7075CX/XpTKugXHj4XLcFGZl/8suHVGxlJ8s+hMU/6rP6oyvfTLtJ6y4VhKVhdMAyPSi4/IxDJ6bJExuDzHLjIJFJ+YLOgFSy1LY1VKhxeLR54ZDM/qbL96QrSS41wKwvtN7n79IdutEXIgqexLkl7OO+/d4Mu//B7xr40Z3zDw+go5FyTrKezMtVJPKEaJntEbiQETi+NZg3HqEWYWz4ION1oDpkd1NrYGDL4eMb4Ns20F3ZhRUCHIXT7fe8btzgWXc5/7o1XuNk9xzIwH4xVGSYWinERdTv2yf5RSsyP6sU9NxqxXxtgy11WTXPRwWPZ2lGBZTS2mP6ocp5KzXEQXQNalX6D0dySZiVWOeP+u1uL/9Xn7Bzyb/2iXa2XLHAFpFPSTKraR0S3FQpbICTKHvKxppcg1ECNzCFJbo65yE9+KqciEWaIjr8eRSxhZWPWEl3aPccuZryyda8HUvXK1dbX4QrQTVl89Y/hRm8o7HkLp1OSN1pjaSsD6qqYR310542jW1FVCZvJc9Yyvr9+nH1f5zv5NRkd1tm6f8+cPn+ckrHO73ccSObe9M3acPoUS/OsXfsQX1p6SFwadr5xQ78yIJw7fuPmAOJdMJh6TyME4cilc/fAaZXc+66a0rg9LzT1l7a+usOVCfTLCetHUV/qGKyyFOTPwKrHu+sfGJxh3gJ7nL+y/ptbwK6mubuBFtV+OLRdobFEIDcT82N+/rBbKamKxwIhUYBy7WBeSwx9vsH77gskrCZVTwUd/epueF9B86VJDOQ4lZivmu/vX+ZWdD9n+2j6Dz2VYUzC9nO3eULv5ZMKN6iVPzjvcevkQIxKcvLXOWw+uM0tt3n1/l93qJV94/T7PN89pNmakvQy2QlwvoVmdc5HUyDGwzZzXekd0vYD3hhts+FoyfhlWWHGn3K2f8nNbe2z442Vq1dNRh6N5g3v9NWyZUfFjvSiWBGEjMcirBWldLwxGKrCm+v1X4cINCrj5UiFYFIZGyzlauVkkGmmXFlcGrE97fSYXgYqVLpkCi5Fg257jleGj88ImLf2VUhTEhcQSBT0noGbHJJnJSi2gasU8GnUJEwtH6maJ7yX4lZhCCQZTX5f/QDizqVRjmuu6UWg7GTUr5trqgOOzJihBcCfF3A24GFfpuDMsM2c081h3xzwedJnGDl/cfMqrG0c0zJB7k3X+6m9fIo5svvG5ezTdEMdNaTszGlbIaVLnPK2TKpPnvWOiwqIhS9dk6LLTGvIbb/yYv3j0HM/2ery6c8joaYu8qkEoWroL7Rf6uI2Y4ZM2CzBp58YQZZcpRVJhJGKpIVhc4mPjOSPT8tvF/14sAIvm1FLq+7EUYpFeHUUAyIQucctqQ/8di0oAaqsBwi4wqinO6vwTTUKjDFfRgqFSMp3Dyf0Vdq9dMH0twhnBj//sBX5p/RHm81PCmzF5ZlBxE753fh3fivniSw+Jf2mKtLTGZLM2JswsPhyvImXBgyfr5NUCty8wB5qb6K0FvHW+Q1KYnIR17nbOWd0cUvUjal7MZnVMnEueBZ2rvpMSSFHwYNTDMTNMoXjncou9eZsotwgyh6wwaLoh0szL5qDB+aCOZea0etNSC1G+4WW1lLtXFcJSBKYojVdiebQyzBxh6CpQ2hkIKBKzVMaqK2/Bp7g+k4tAVhj04yqjtIJTRo2fRnWC3KGfVMkKg6xcBBwjIyvMZUhJnEuc8gYYlWpDz9aLykZ1QrMS8lz3nMuwQhJJTKmjthB6hwcgNKlVIqSRs3fSwbAK8m6i3+jHVdQTnyB1mAYer64d8yBYIUostmoj0sKkYYW8M93ifn+FopXyK3c+oC5DDscNbnQuWXcnfO94lz//g5/jf733C/xoep3H8SrTzKViJOzWLvn59X3+ae8ebw+2yTODG7vnvPN0G1XNUFLR2x4ivYzbrxxwcdYgf1jFGRjapmoX9E8amkJTltl5tQSD1LOSTbcYywmop2RVXctHsc73W/YQbIVoJMtO/lV4qVqOJxdFB7D0PyzHW4ujRC6Y9n2kk6GGNlGgoSVLoVMhKGo51RtjlKHBGkasw0L2PlhnfXXE6OWMaCPlcdDjG7v3MZ0c0beZhQ5btRHDuIIvY751833qfsSjsy73z1eIc0mUSeLQwm1G4ORMXkmoPTU4eNqjXolwZcazcZuHJyv4MubnV/Z4eeWY3caAhhVxGWsr+iR12Q9azFKdfZmWeY0VK6HphEwSl6Ogwft7Gzw+7XE+q+LKjLY/x7EyXE8LsYK5g2iV95RTLMeyCK1fSRrl6lAqQikrLruivyaLJUVhaJCI0GIsAFVKlX/mF4E4k8vMgbCwmZUKQcfI8M2EHIMg0/0Ao4SJBqnDOPV0cIadMEttBqH2HxhC0bBDCsSyIzwKKphWzkpT6/j9asT5RZ1p4OH2QuJUchn5iL5NHlhYZ7YWdyQa+xwkDs36HEMohnGFTm3GLHXIlMFd/4SzeZ0wtKm35vQTn4OwxUo14Mudh7x1sYv6mxbxzYhXto74cLzK7z19ZXlu/WL9IV9u3GeY+exWB3z19kOKUjJc68zobo3w7YTnNs64f39Ti3DQD05W0/N860KWGCqFbEdgFShbLXd1ofRoTjn65jNnOn+hyA19xCiu+gGWczVyUpbSSCtbNxu0rfeTn5+SSrsGFxqE8nhiBFJnDEqlQ0PsAmM1YufuKUaMds8BWTdFKIi7uQ7dcArO7q2we/OMam9Gx5nx3nCDL1x/Ar2YZORwNq/xRvsASxTc9s640bwEJYimDkfvrBMmFmrgsNEa61GdgKgN/jPJ2eMu+/fW6VZmrLQnXERVPhyvUZUJz1XPKBA8uuzyeNChH/ncqF3iSL3RbNVGzMsjaNWKea15yOudI7525wEvbx2x2xjgyZTGwvhmaDFPkZsa0rI5W/o7dBp12bvJxZI3ubCPG5ZOn15g4fJIau6DWehoODvX2L1CNx5/pnUCeSGWzb/zqIo0cqyS25cqg8N5k0IZNK0Qr4wmi3KLy8jHlSm2kZMXBp6lMwPW/Kl+iAC7jDRTCpq1kNFcmz/mMxcVSvLQJApsFDoYVc/gtY2VMhPAiARNN2StOiVIHR49W+Wk3yApTGxD25+f9dvYdsZ07GkRU2XA11c+4n/+6Bc1lfa1kEZzznv/6TbPTjsEzxrcrp6zY/cpMPj+9BYVI+ELDS09zguDjZURL/TO+OL6E36x+5R7TzcQmWD75gVpJyPtZchuiAiNpTElb2ZkfRdzKBH1BDEztQjJ0qV9ZT2Aka1VelJpErNTUNsZQ02Xmb4Xa33AYlcvx4KqHI0qk080okQuMKTC9NNPVBSqlSACeYVRV4I8MZFGQbKRktQLJic1Xr59iL87RgYGmavwDiTm1py9j9ZoVUJWnQk9L+C7j27yq89/wJ1bJ3TcGe+ONtl2BwS5y+v1Axw3xTnQx73hSZ2V2316XsCL2ydYZxYiB2egF6zWPcEw8ggTvRAFic3DSY+HwQpnYY3ne2dsNsbLVKyFNmUQ6QqhQDBKPD6YrFMgaNszDiYtfvR4h/tHq7x7sMXlqMo8sqn7EY6bIIxCi9dqOv6MVKcoC6XVkIUsj2zyamSbZSbS0toQEoMs0pxDTXLWiU5JLK/6OZ/i+kwuAp6dUpchQWaz4gZL5+AsczgL67hmRt2KCHObQeKTKT3f9qVGfjsyY82fYKCwzRxXpkijYJo4nMw1i7DIDaZzd9kTyGdyCcIgNHFkTprpZpb/1MSM9AcSreZk3ZSOo3ekD09Xqbbn3Fjv03FnmGVd3G0EWnuvBDvVAZvOkB+Pd5Ay5/W1Qw3y/KMWIhO8vH3Mv/v6f+TxrMdp1uDefFOj0kXOvz9/lbY9Y6Uy5bXOEV9t3edZ0OEP915ETCUbty84vmxg1jQv0HF0bK6R6MpA2IWOO6vrCG2RCk3kiQzsdsRs5EFDP6zK1TuKKsenevYPg7M6ppthtSJ9vEjKoBQ3L/FXiqKVItqxrhAKKAY6V13ZOmgEBSu9CUY7weuE2g2YCNTc5NH9dXprY2Sobc1HkzqfWzsk24rJ2hlmAsUzn9Vbfc5GNRoy5CKs8ku3H/G90x3+5cbbbFX0NOm7g5ukyqRhzvn6tQfknsKa6p91+HaPnx5vIkWOeSsgfXFO3BasroyZ3ITLURXHyphnth7XphaDuMLptMZl5FO3I8axy17QZhK7nE+rNJ2QSkmTmqU209Th4aTHLHfoVGaYVkn9KbHrydTm4lz3BxrVSIexTu2yeUup/iwfhDJnAFNBohWZWWqSlUYt/Q0NskQvAlIWS7ahsj69bPgzuQgIIFUmdRlTkxGjtEKhDMLcIsol9VJJCCxDQCtSh4ROYpeqjIlyS/MG0K7EeWaTFwaWkfPgZIW8JNbYTkkxakUYXobwcoxE+8CngYc91K+LVgqKMid+55oOIDmcNUlGDh1/zuGgyU5FS5Z/NNzBlRnJzMbyUm5VzrkXbHIZ+by2esQg9gmHHurXB/z6t75Px5nxYLaKU1YR3zm5RcMKOUkaHAd1tuwh3+q9y63KGX8zus0gqtCrzlCOBq7mI5s8lDi1mIanxUZ5RaE6CdLONKSkmmJdSlQnQVkFWS3XDaR0IQOGei9AKbBaMWFiUfQdrUOITCwr1y5Bga6OWgmqnADonb+g15kuOXgi13Te5sp02Xs422/TqM+wZI7haHFRe3ukKceFIK0VmJHgenPAg1GPL9x6wqvP7ZP/woTcVdTtmM9tHeAYKbfqfTbdEbPQ4Z3gGrtun93qgL1hi29f3OH92ZbGzq/GOt67b1N/Ap3/vcJH56tstMbkQ4fwxZCKlZJvRpiyoG7H3N9b4yLSY+ajcQNb5kwih0eDLhUrZZ7amEbBbObywfEa9x9scvDBGnv313iyt8KjvVW+/ew2UWax0p7oc/7IJp/Yy4DZaODSP2pofLtdaNt3oY9bQunqSn1sskMp+srKwJblg4LWDiwCXNNY6sX+Z306EKba0uDL+MqTLQqC1KHpLOCiWlB0MG0iDV2eHU6bxJkkyiWzVI8Fi/KdOp9VmSUWx5M6eSgRhtYjVNxYy43tFMfToZNKaOhDHkjSmiK4maHaCSIV+JtTDi9afDRaYe+ixdq1AaZRcK2tBU2PJ132Ri3WKxNu7ZzxT27c52nY47sH10lzk6pMCBKHX375Qz6/vsfTWYe/2bvBt3/4IvuzFo/nPfoXdapmzH/Ye5Hn22fkCKLCYp47zDOLV9rHOGbGN19/nzC16F4b8fKtQ37l5odIo6DSnmNGgmZzRpZIdl861mM/Ad3uFDmS3Lh9SppI/N4cOTbJOymbjTFqbGu2fr+CGRplv8Agz4V2ElZTjEinCGGUTS0FXDpMQ0er3zJBUqSG8wAAIABJREFU4eeISkaUWNoKaypwcgYnDW53Lri9eY6yCobPWqxuDxkcNPnCm/cRObz95Bo7tSEPhlpc9dWdR1y7e8ostVlxp8xzRwegzjt8eecJf/HoOf6y/zyemXK3d8aTH1zjOKzzdn+bb734HuGqwh4YRG1B5grE23Xe7OyjrIJ6Xd9P7dYMKXOOJ3WMscXT0y7btRF5btAf1gjmLrPQ4WjYIC0MLmcVHDchHWu9hjIU1FMtu3YzpMyZpxZ5YaASAyMpRVShiZiberISG6hLBzG0lvf+QuuxmKgop7gyhRmAEjpTwsv0AuHohm6SSNJEUkTaLCbSn3HvQJRYjFKvVAQ6FEowTj2kkVOTMWlhsj9vAWAZBZsVrekWQmHLjLN5bZmjZ6BwzYyN6gTfTglGFcgElp1RcVJcK+PxoEPF0TRZTfPVugFMhbE9A1djsujGSKNAPtI++yI3aTgRNSvmdv2CvXmbAsF6fcJh0KTnBoS5xQfDNeLQ4nbjgu+f7NB2Z6TK4FnQZhhXSGY2Zkdj1U/mdVZXR5xEDSZnVV6rHfJovsogqzIvbF6on7Lj9fla7z477oCmG3K7dcGuf6nFR5MqYeCQ+YqtxpiNFQ1M8Voh2VpCxUrJVhJu1C6pVUM8O0UU0O1Ntd+iFWtirqnIOhpXVjgKz02hgEZzjpEJLCun2prruX5pHHLtFOWWEMy5Sa0eEl161HpBCUg1kAPJjz+8zq1aH1HJMTox5/06opLTj3x2f/EAlRu0be2Me6F+wo57yVdWH+JbCfdG6xzHTeoywpcxTUu/7nG/w6NplzV3QiEV907WtbpvtM4//8ZbpC/OwQArVHjnit/+0c/xq6+/xxurh9xtnFF1YrLMxJYZhVOQTy0uwioNP0QIHYlecRPqlQhDKGpuTM2LaW2Mqa4GtK4P8WvR0lJdLcVC5xd16t2Zfp/mmoOw5DzwsTFtOQ4UWZlsXC6cwi7vveWfFXlm4ropwta5kpTYuDwuqwS7+IcEEH0GF4GiII4tktKdF+bWEiTasCIKJbiIqrhmSpRZNJ2QQhkM4wpVO2E087DK0AxTFPgyoV7mFxRK4DdCZC2lWZ3TP6tzcq45BGZJ0kWB8LTnWzdetO/bMBXr3TGjfpXcU7QrIV4l5v6zdepl53dv0mIUegwjj6odI42cWW6zf9zB8xO23CGOlbE3bpEUkknssnfcofa+psHU7Yg32/t8be0h392/zovPHQJwf6Jp7gttRKEMtq0BsZLcqvVp2iFr9oSaGXGtPQQB9p0J08ThueY5e09WWG9O2FgbkhUGL984Yj9o4TsJtszINmN2GgPW/Ak7KwPurJ9j+QmGk5O7iqKSU3VjhBI6zdjXFKKfX9/Xu3yp+/dtPREoKjlmXM6zQ4N2JcRZnetMAnSenyEKbm6fs7MyQEUmb956xrN+m893n/Lc7gnSyPny2mMeBCtMc5f9sM216hBPprw72MAxMppWyNNZB89LmI88cmUwSCq8+YsPaFS1Zv/0P27x/Ytdbqz2iZta1OSMC6oPLQ7nTS5jn0fTLv3AxzS19by9NaK2NqUf+Hxt7SHN+pyi0NF0K35A1UqwzRzPSmlVQm0cq01ZqQXsbFziVWJcmTGYe0vFotgMydt6UUVod6iy1VV+gKE+Zgfn6s+Cq0CW0tWZhxr7Ju1c+zJg2XegEEsG4c90TwAlmGc28xIN5hg5294QgOkigDSXJIVJ3Q6ZZg6zxOZ0UvtEMMZifDhKdIcetCMrTw3OLhpQCFqtAGkWHJ03KTID0U7wahFRqM9vKheYrqa3XIyr2iO/PWccucwOanRXJhTK4P3hOqenTcZTjyixWHWnvLW/y1sPrnN964Jv7NznJ6NtTg/aWGbBRVilP/ERA5vpCwlfu/mANXfClj3gIqnxld1H7PoD/tPlbRwzI1Um150LbrlnrFtDJoVHVFiaWiPnrFpjxpnHtj+CqcVra0eAzmQwaymFEmzVRjqqXeQ8OetSdzRJR1pambnmTugHGuPeawZsrw7xr03w2iEvtU8wmgmv9Y7xt6akiWTLG9LbGOkxYSNhozrGqiRgKbJWRpYbFF7BVnWEbWU0WzOKrYi0VXAe1/jm6gdIUeA0I5Jc8sbmIZbIWa9MKJTgucopK27ADy93yJXg4bjH51tP2aqO+OHlDoUSVGTCdOwhTMXjDzdICokUBbPIpmbFhOs5Z++vcDBs0ny1z9E/UYxumSSfC7h/usL985VlzkK3qhu7SglMoZjPHd4ZbfFL64/YbI2p2ToKr+cF3G2ecadxTsedseZP6LmB/pzKqPdx6BKMKuSRZHRa48ZqH+ll2mEpS2VkZCxdn8rSY0BlqVJwZWhFYWZo+ffiIS9RcdFcJ0LpwBZ9v4sF8WlhCPuUx4HPHk/AMDDMHNvIsI0caeRkyuAobBLlGhXWsCIu4ippYRLlFkdBgzQ3iCMLy844G9e43r2k6wb0oyrSKPQHVNikicS0CrK5xKrFrFYDHp11KUKJ1w5pVeecXjRwvJTM0Im/jpUxOqqTziTVzQlxbHFx2IRqTtMLOZnXOR3VIDapdac0Pf3zuU5KrxHwC51n/M7DVxECVreG1JyY82kVx8648do+rplyGfvUrBjXSPFljEnBO8Mt9s46vLJ9yHuTDf42uQHAv9n+a07iFq6RcjBvUdgG47zCIPGJC4nR0garl1vHPAm63Fo/Z6c6ICtM6p6uihSw7k04q1RpejrO/UnQpebGrFcm2KbPqjvldgP2gxamUDiubr7ebF9yEfpUzYiXOye8Fdu0fV2W31rt89G717j+4jHHwwZuJ+TZpM12c6QbtJFN59aYQgmO4hbXqkPN6Ys9blYv2As7NKyQ47BBx5qx5Qw5lE2uVy75yekWfzu4Qc8NyJTB3rzNTmVAozkn/lGbaDXn7YMtnl8/Z6UekBQmla0A8f0GQbVCOq7RfuGSqGch7tUxQ4H/pQseHqxyfeuCi8Bn2vfx2yFRaJPPJR8+3eDOq+c4ZkaQOFzOffJCIE3dlG25IWdBjbwQTAIPAdSqIdIs6PYmBKFDkkjiXJKFEnMkyeu5bqZGpaW4dHwSS72D5+VI1dYVrTZblWG11ZRcCVQuyDMD0y50eK1AVwFmgbQyEvHpw0c+e5VAUaAKY9nUG8Q+h7Mm88xeYsQv4ioXcx/HzBjHerYblfPdtcaUVzeOaNohg1LlJYUuQy8nPu2mFoRUO3M2O/pmzCLdNJMy53LiaxegodNzPSchmLn6LGcVTPs+rdoc4RRYlYSzaVV/jwOd+5flJjUr5tFFlzfWDnmlc8zvPnqVVm3O5zYP8O0EXyas1AIcK+No3ODhZY+dyoCblQumucefPrmLNAr2z9s8v3nKO+/e4O0n13hwf4NHxz3+fPgSbw13GaYV9qctTqMafzO4iS/1w39r7YK4kEwzV7Pu7IiONUMaOcOgwix12O4NKRBs18dcqw4Jc4vToEbTDYlziWumjFOXaeaw5Y/Yn7WQZqHZDpnNuj8hyF1WnQkvrJyyUpny7skG2/4Q5RT0vIAklnRqM04HdXb9Adv+CN+LebVzzCRxOY9q3PFPeal+TNMJeRis0LTm2mId+VwkNR7OV7hW0RFwm40xe8MWTycdfCvBNVPeGW7xxuohcauMB3+mP3PHzJZdfHukzThf+sr7TKYVffYfCYwU+k/bWAc2/cDHMnOcekySmDhusiQgvXW+wyuNI50xaJV8gVQyj21OpjWEUEQlyDaLTVqVkOHY5+KsQXhRoejrxGIRmdoVOpT6zL6YtBRae2KklKErWiYsyl1efcz0USxs2plBURhYdoZpF/pYMJUUmYFl5XzCKPL3XJ+9RaC8DHSC0CTWN/IgqmAb+mGepTZ1O9a8t1wihCJNJLVqyMutY2wjWwp3CiXYG7cIUhspdZk4mnm4pbR4EFZ0R9dPdb77zKbTCWhWQupexDxyyCKJ1YywGzFWNSGIHFRokgY2wWGdvZPOMipqrTbl3adbbLdGvN9f5/54haIQzGObTBmselNWvQlBSfFNUsmXt56w7Q7oyik/nOxQ9WLeHmyTzSyOxg29S0wtqk8kX7z1mMu4wvO1M94bbjCJHDrOjPsXK7zd3+avn90gVwY3/QuOZw3iXGIIRdcKOAvrRHObhhPimBn7QYsws/DNBCkKuhUdqR7lkiB1OAoaTBIXX8asulOutwb4Mua5+jk1K+ZhsEKQa6hqUkiiE/0AWs0I30wwZc5KZUoemxiiwDP1cQLgYuZzEVVJC4ljZNyunWOgmOUOkbJY9abl16Q8nPSYF3ras1GfcPLD9SV49vFhj1luo0zofd9EWYoPv3edtjNnEjlsN0fMNnXs2tNJh9evHeB7MekvTgluZqCg8soQW+Zcbw5oVkMa1UiDbZohhptxMawR5A6rlSlJbtKf+MxnLnEqCWOb/mWNcOCRDl2ITZ4c9MhCWSZFaRPXbOyhZKG1G2UzMKvnS+m0dnZqgVfh6/t8gWAXubgaF5apTijNFTDNQgebRDqklUwH0vzMi4XyzCApzDIvoMzWK89/UhTEmWQcuwSpFvrEqYXtZOw0hiSF5CBoLSuHaeJQdzWQNI4sfRwwC6SZM4o8KlaK5yVUKjGzsYtpF9TdSKvYMkl8Vinns1qZ5bkp85OqTsadaglsrR5CNwaheHzao9ubcDBsIs2cJ/sr5JnJc91z7lZPMYTiJxdbKCVoVUI+t3lA25rhipSztMG6O+GX1h/x6NkqvY0R41EFayKwBwbBrYwvNB5jm5qteHTZIApttt0h1zu6sQdadj3P9S41mnsEqcNJ0uDpsI20crrOjIdHKxwNGhSI5fjVNVOOZw3O5jUqUk8SbtUu6Fgz4kKyURlTNWN2vD4Am94Ix8ioyITnamd4GwF1GfHSxgkFAs/VhCi7klKXEf24Ss2KOJw3GV7WGMw93p1uMi9swtzm/vkKf/bweea5w+uNfTJlsj9rLT/nIHHwrZjMV/x47xo9O4CJxftn6+y8cIIVKlrvC2rP4Hv3b7LVGNN2ZsSrGUYKwz/a4DhoEMxcklhixJrF59opQegwjCvUnBhp5hgCHCtbuva+f7bLTkWPgy0rp1YNCfsV4kMdNWZ4GdgFzfWJbgY6OdgFIjSQgaETg6RC2YrC1gImOTW1m9MqvRYC3VDNxXIcaJR4+GVEWyaW9mw1kySJ1m4sKVGhQRZYemLzKa/P3iJgGDheqhuDJRZMmjmrlSmjxOMy8mm6IU03pOFEZUpuQdufY5s5h/MmdikamsQum9Uxu7UBk9Alz7SowilTWtreHNMoqHsR0swRhmKtM2ae6qPFZOZqddxC9aUgjCzIdYy0GQuM0CCKLdTA5s71U7Z6Q/rP2oQDD0MoTCdnZ/WSrDCYZC5PJ226lRkb1TG71QFHswapMjlJm8SF5KZ7zrePbuPUYnw7wTh3iHs53qtD/u0XvsO80Dr5P3l2l+ysQn7m0ZVTPt9+yp3qOV/efULXC3g4XSHYr7PTHLLqTjkIWySpxPMSzqMqxVyShBb7/Rb3x6s8uuzy8LLHJHEIE4t7p+vEmeTZrEOB4OmkvcS//3SyzTR1CHObo1Af1d4bbZAmuuqYpdrmnZV4riwxGaQ+H/ZXyQqTitRCr2ngsTdp8TjoMskcXDslH9v8aHQNV2QYKD48XMMUij97+jwvtE7pOHOcrQD7vQr/54PXaO0OiZ7UaDlzxjcMZKSIuoLWDy3tH4l9Xnz+gPl2hsjhaL+jcwxGNu72lO61EUlm8tzKOc81zpdcysnMJZg7tBsz6lU9/ckKg5sNHVAC0Nse0rypexL1eojXiGhWQorEpAgs/q/23iTG0iy77/vde7/5TfFiyMzIqbKmru6uZqtZapKCKRIyZVCkPGkjQAsDWgjQRgsbXhgUBBjwQgt7IWilhSDZEGBLgmBbMEEBlClZgiGYcrOb7JHdXZU15JwZ0xu/+bv3enG+9zKr1UO2uqsy2hUHCMSLL957ceK9d88995zz//914PCZpR1biC16GaBLSfe7gd9owD4zIdjTNuQ92UrU07a3bElX8D1TU3+UsJsx4h7WrVuFWQT0s3TPt+R+0jX7UVjXCkPw8WpA12l2UuEVBJjET4EYtQ1Y1zFJ2G2x28s6YValzIuU0FgS0/L+co+yjLYBo2oD6lZYYasuIDKWUdwwmgiW4HQ+JDSWtgyF467WqHWACRxtGRLkmmgONpIq7NXdBa+/+YBpUnD/G1cwK83o0prHJxOuH8w4Wg1xXvOkHhP1PIWNC7if70igwKHx3M4PWFgBQU1HBVUX8LlffI9f/5PSzy5cxEk75DBbUsxSXvrsI/7Cr3yJ3WDNpXCJRXMzPeN6Nuf92S5otkKsf3j3Bm0TcDhecncplGi+F/9c1Im8LmXEuoolA3o44NHphPfPdvmj+Q0ePtzluBwSKkuoLQ/WE+4WknGVXciiTujqgJN6yKJOti3Xu+sprjY8LCbkZcS8TVk2CcmwpjtLaDojsxJOeB3M2vDNB1c56YYsuxj1WApc5UnGv77zGuOgJAwsQQXhl0ZEgcVOLHcWUz73n36H4rJmeN9THMK9L1/DecW1bM702oLycg/UaTWTG8IDMIga1kXCMJTK/0kxoGoDDiZrdkYlRjte2z1hklTcKXZpXEBRRcyPRhR1hFaQ9epChztLmU/pFAQOtwoJByK/poqAaKEJ14L01M1TwVWf2W12oNv+eNCzQ/meqUlXG2CXTBjStwFdPxtgEgF1eSP4lk2L9nns/AUBJ8WVugvYGZSkibS3EtOSmJZlk3BaZtuzbhR08kb2KWNo7Ifgw8smpXNSLNlKbPdtoLMy2+Lnqy4gL2KZu/aKzgnrro8tujD42ElLppMMwAfgRpb4lSVlG1J2IV/9F58WpthEVGuNcdy5c0D1zoRFI0W0G8MZT8oxDxYT4qBjL8mZhjl3y13245yjZkwWN/zG1W9zbSjCFV9+coOvn1yVdmeXcVZnRKNG2lPxgvfrS/zO0ef5Z++/ye8+/AxDU/Pq7gl7t2bkdcQ3Tg/pjtItMeXp2VDS00ZjW8MiT0XReB1S1wHegx92BKHMB9yZTaESdJrpD7RHp0LL9XA95sHZhNkqw9ea03rAupKFq5SXWkzWcVIO0NrzqBhTtBHjrMJrz9nDCfMyQeMJjMUlDt7PeDc/wCiPSzyPz8YEc0N5nPHP73yGaVbiDLQjeHx/l2hcM7s75Vem79D9yoJ6qjClYvQe3H58wKpNKOuI5lKHXgWEg4bAOIrjAXfeu8QbV46YNym5FXLaQf/ZmSYloZaj0mG20Ztc8msvv8P0shy9AiPF5HWe8GQ5YlXFvUIUoKE7TuTcXyvaoaMdbHQdwTT9JGCr8MnTTgBacBw0PaioZyHyRsBs3vNUfQqBFduNpiMy3LWVM38OO39BAMArxknFNCm5NhGGlkf5mKNihO3BQnUX8GA2oekCTvOMeZ6ShQ0HyVqEM5xiVcdUNmA/zcmSp0IlbWco67CnNves63iLMvReBD3P8kx6tD0PfDKtBJ3VaGzkKa46PvXKI/7sS29zfTTnwdEOykK7Y3GZBKLuLCF+GGITxyiqmbcZJ9WQe8sJWdwwDGqupvLhuptPuR7PmAQlv3n1j3Eo9uKcyFhaa/jCwQNqF7LuIuZVyqRPUb+2vMH/9O0/xTfvXKW8M2KRpwxNzVk14PRUOhdn8yFB3o9Pr4f4ZfSULmwRUc0TAaUgjDVKQTKuicKORZ6SFzHEDqW8DO6sp3irmFcpJycj6rN0K5LaOENZCMy7a4O+tdgyjiuc1XzweI/YdETGooctqtYs3t7lUTFmmpRMbi5AwR/cu8lbo7v8B299ly/evPtUm+9rE07WA5odj27AzAMOp0tUq/jtR3+Cl/fOWP18Rb3rWd+Ewb8Z8N2zA6rTlGAo5J6TYcV8mTG8vAblpTisPHfXU0ZxTdmGrKqYx6sRsyLlveM9vvLwBvdXO9wvdnhneUAatRjtOJ0PhbzUSUFufjR6yuwUinoy2uOGFuUUphaE4LP7tLIKnRuBgmcemzjBE/S4DK+fQRP2E4Kq1r3mA7K5lUaOGtrLtKEC3M/w2DDKb3H/ZRdydzal6QLGcUVrDU0XsK4jmibY/p97Q+lTL9sE60WAtO0MkZFZg6YLCJNOUk7jGA8qDgY5s0LUaMpGxEbTuJUd0mlB0UWOYL/EdjLnrQuBe9rdls5rfv/xy3zlm68QvZtSXREA+NWbpzy5u4tqFPVBx+jmknvzHVadFN/GSc0vHNylsgGdM9wp97k5mHGn2sV6TWEjKhdilGcU1Py5m9/hIBKuwVhbdtOCLGz5+v1rvL/cxRhHnLZMXp3xxWt3eae4xKPZmNGkJC9i1IOEdtdiAsv8dIiZ1ttK80a5qGsNOuuweUi+SGhbQxq18hr38uR5I6jNo5WAa8o2hLXUT6p1hGo1yzrBWyWj25UIxlZlj9TsNH4ecVJkpEGLNp4g10IR/sElbgxmHI6XQgR7e8AH1R6vD44k6F9pic4MqoP8yYA3f/U22kK0VNw7mnL46SPunE4ZhxU6cHC1ornS0oyl9kA/G6J3a3bSkku7S9GDHLU8vH1A5zRPliPKNiQNW6kxBZa6Cuk6Q12HHB1N+KMPbnDnaJdlmbBapHRnCawFZ6K1QyedHAda2UDcuBNikJ5UNVyL/uAGBKhr1VOw8TQyGCQLNR4/6HCpwyU9qeszJLK6lkxhW1TYtB1jh4t+lluEWjOaFgxMw1E+5N7RLgCvTmU8trZCoeS9Yjou0D0jkNGOspO0PA4sgbGEgRQIH+VjIX3IKiZpxTgVJplZJXJO1iva1uA9FJV8YLO4YTisSIYNUWRpZzG6ETIOF3tG04L37l7i5NGEcGFoBx416CAWosfsbiDjs5N2i2M4LoeclENeG5+waFMZPTUNqWl4OTvh9vKAUFmGpuZRNSZQlsvxcqu2dLeYEmrLm5NHonM4qLicrUiilpf3T5lmJf/m7dc4roZc35uzPB1IX7lvSdXzhHjYZ0RWipq6kjOs7zTqUdL3pgW0dbbMsPNoS2mVV9LmXJ9moORnBt2WOUhPRSpeaRF8SSdSuHVWUXYhk4lgDVZrqddEcbstegWnAe+t9om0JXt5KajDWtikjsshV186FbcTT3YvYNGkVJ8vMCUkf5yyKBPiqGM3EqZk836CXgUUL3Vo4/jUrcfgFVd2lzxajKnagLKImE5yGHbcfnxAFMik39FiSN5EDKKGq3sLdie57LbrAP0woTtOyO+PBMxTK+JjQ/wkwD1I0Q8SzMoI8zKg8oBgbXqqd7bFwM25XbcCErITeR3DlTyn31C3OYXKOnxqcZFDV2orL7eNJD1Ho82cAI5aLa/r8y65n2S9flRmlOdBMQHg+sGMg9GaeZ3yMJ9QNSE7WcnhWM5kG4bVvBF2l6INMdoR97WBqhNBzUlWsp8VW+7CTe0gjju6zpDGLTvDUphaRk9fwSjs5BhgFS5zuEAINtfLFFpJ40wpwUEfR6jQ8eTurqRwtcYfxXgvu9HlbMVuUpB3Ee8u9ntlJWFReju/xJs7jxiZCoficrziSrQk0w3LLmE/WPPzO/e4Gs9Zdgk7icysX8/m3BgvuDff4cHZhFevHzMOBdR04/opOzs5QaXIDnLe/NR96jyim0cEKyMowMQRX83lgwSwCjCxZW9nLQIsgZddaS10VnkXyVnVKZo6hFUAPdJNa7fVHtTKY4wj0kLfljcR89lAdrz3M07LTFpwVpE+0WgLt9+7IoSf196nvtbw9aNDchvz7h/eAIR2Kyglpb5ztItdh6zfrDE15A9GfObgCYG2HIxEryE+0YRzQ9ezSl+9ccqiTCjWMTtpRRh1rMuYeCCl9L1BQVlG1Cs5HrZOU3VSe5qMC3Zuzun2W5i0+IHF1zIW3ew4kY2LpBYQLqRuhHuqOIyXVmA77klZNwIiveiqTuyWUMQ0CjOXz5yqDCZwW9TgBpatrBQXg7XBrM1TpGGvQGXKn+XCINKKqW0g6iplQt5E3JvtcJpnDOIGjxwT6s5Q1SGzIqXtDFUXEGpHGsoi3lAzR0FHFrbUNmA/FTLS1hrpCWtR0lHK03Qi722Mwzrhca/qkDYP0ZUmeST0YuFOjW9EytyUimgub2a4kpQvWBgRmmxEDMT0o5xFJ1nG7fk+rdO8PbuE85pxIGO746DCojhph1uwUKg7rsVzzroBiy4VfEAy47XRMb+we4eH5YQkaHl594zxoKJsQ+6vd7gznzKMauo2oLouAJtv3b6GOYmITwzdbktyY4VKO7r3h5i1we50+MThrOLx/V10ITPsvpYet+0EqLVRQHatFkqsSqPTjjhpCYxDG8+TtajnDsIaFCzWKSxC/OUa3SpOFwMuDddUlzu6tGcn0p5/++QWsybj2vUzVk+GvLM8wIeehx/s85lfep9611HveBQQnskRb/V6R3xkWDYJZ01G2YZEn1vQTjw2FibesguZJiXWaoKoo2hDunsDymUidF13Mx4vR4yHJdGwoagjqjZgtsoompB1njB7MkYVBl8GxMOaYNRixi1up8WlDp86umlHveewiRONR8AmQuPmFdvz/ZbdyctidkWw/T2eD6X+ziqiqEMlth8zlmCjAFPRS8qpp9wD8DNeGHSOfJFyvBpKugkUdSRvnnYsyoRFkfaVatltQmMZPVP4s06zqiOGUdNzvzXEpiM0dstPUHXScgyMIwzlLN90ATSi4CK/s1KJbSS96jKPTb3QOeUijrk9h3lh8vG9Ys/mjGd3OvYGBd3dAY01PFyP6az4PltlpKbBeUWoHKGy3C4us2oTQmVpveFxPUH3v+uc2VKxXwpXhNpyNV3wUnbGQbxmthhwuhrweDbipZ2ZDFv1aMjgNIROi/z5y4IfKB8NYR5hEydUVqUmnlToJzG6zxS8kZqBqmTGYlEl+IFIlZHaUxWeAAAbI0lEQVQHcnwwHtca6jpgsU7xQFHJkNY0Etpu7xThUpMNamHUvTMgMR0EnvqgIz5TBKeCv//y7VvcHM148437TKKS4LDArAy3j/c5ePNYCFO8ohs5/L2MNz99j+pqx+0n+4TK8drOCZdGa7qxJb6x5uqVGWd5RmJabkznGOPJwpbBqwvMLKCqpK6RPxgRh6KwXL07Zj4f0LWGsohJ04bBXiFy4q2iPkuFmOZRTPAkIpgbwtMAs5TV51OHbhXRTMtQkvLbz4SybEk/lO8XvvbYkesDQ/+xsoha1jqkqcOnGgTI++J6glbV8wfQKZktiB02+SnXBJRSHyilvqGU+qpS6sv9tV2l1O8ppd7pv0+fuf9fV0rdVkp9Vyn1557bm958ZbBW03UarWWRx1FH5zTOKeKwZVEmOK9oGkn3QWYH1r38t/dKxCDC9kP0Y6tWhojqNqDt6wtFnmCdFtbhyBGHHesioWpCDnbW6FG7VYbRnWQYfihFxvhUYWMRkrSZJ34YEq4UXeoZvTYnOAm582gPUynuzXY4fjyhbgPmRcrN/RmXomVPoa65W+6y7GJ2o5xJUBIqK/UAZXEoaheQ6JZMNxjlmAY507Dg/XyPssdV7AwLPnXlmO8eXWLdxFwerTE7DcHLaymOXZOdWS8DdK0IrxREV4qeklzhnHrKKLxXQ+hkeEXDIGlYFQk0olas6l7h2CpohWPAdn0xcBkzywW5uTcspCgYQH5/RHfQEhRSJ1Ctxkxaqj2PrmGxSlGzkNvzfXZ6iHYUdbjM0dQhJ1+/xODVBa7VjK4t6XY6vvXuNd741ANGg4r7+Q430zMOsyW/9HO3SaKWWZ6yO5Cj4OVsyTAVANfre8eMX59hy4BuTzoHizylaw2mAfU4wa1Duiogz2WWQhBCcn7XgcMHPNUO7NhKwem1EYIQ0+/8rUjf2cThNQQFWyJRlzkZSNtgBQx0w77n34BZG9xJjCokE1WtZJx26OjSp7UBXWmoRXPSVB/NceA/9N5/wXv/xf7n3wL+pff+deBf9j+jlPos8JeAN4HfAP6OUurHSE5ApR11GTIaVIzihsPxks5qinWMUnK+tk5jdK/LZyyhsXiEnzANWvYGhbSitCVvoi3/26qOWVUxo0TERQDhqA87wROMagHKtKZvNWpca2hHkuK50KP7yvpqnqGbfvrLQLBWxKeK+pLF3ywpvjHl4KuSHTRXWupt0bHllb1T3hgf8aCe8rga07iA1mvC/hCZ6YaFlanDwsZUThb50FQULtpmCvfLKZOw4lo659de+y6/fvU7lF1IGjfspgVp0PKFG/e5uTvj5167z3Bc4jfahIcVWnu6ewPhA7i5pD1LcKHHDSyu0+jY4kKhHS9qGbsO53J4dVlPIOIV08MlWdyC8pIlKChmKbMmJW9C3CqkvdygK81oN6cdOd55cInhtaXIwF2vpEbhFX7aMl9JAJlGQnxCp0iz/vz/7oTJNOel6Yz9qwsuH865N9vh8nDNrdEpyy6l6IQUZK9HNy6rmA8WuxRdxMFgzTQryYKGK6MV6aSSOofyjDOhGfN9vQTAzAJcq1kvU5TpwTqBKC1vFrpN+ixxIKm6biXz0U2f9pue13EmY766k2ygS/zTrKDVaKvkMzZthEAkhqBQBEU/MFQrgnxDQ+6wmRPh2qUmmmmChcHkEsSe136S48B/DvyD/vY/AP7CM9f/sfe+9t6/D9wGfvHHffLDS3N2s5K8ibhzNqUqI1wV0HVaWGTDFqU8o2GJ7YUgRlEt039RhcZTtLL4lfLSL88zrNNM0ophVLOqY+KwFUBJZ6g7Qxx1FHWEqw1tE5DXkUxu9UUf1SmcVQSnMlTT7NDryEsEX36mQ+/WDL6UMX4XbLhh1AmxtSHbKXl1eiJjzV3Mt+aHLJuERZOwbkV/cRoUrGzCu+t9jHLcqXZ5UO1wNZmT6YZpkFO5kAf1lNS07EY5mWnYCUtOmyEH6ZpfvfYuw6BmHAoO4iBdc1pKTSWIO4KbOUo7mioAp7jx2ceAfDCDSyXpbkmUtexOc1zqCOOO4iQjG1TS2grkGKBLBYOub90abB7StYaXrp8Qj+stBoPAk40r7Ei4C9ylBpYht6Yz0qRlNCwl0C4jpnsrbGf4f955hVBbrgxX+EFHFHTUV1u8hsX9CYfpgpcmZwyihp8/fEBiWkLliHXLZ8ePsU6zqBL2hgVJ2OG94s5il+N8yJXBEqM8j1cjgsCiMotKLU1nuH4wk92878PrVqFPQpGu70VVg1kAx7FAfpUsdN3KDrzZhV3Yq0T1ZKy6hnAtaX649sQzCHMlKMF1iGoUNhJ8gTZWPldWMglTK0wlRUNl+9Zi89S/cAXRApJjRbSU+zyvPW8Q8MD/qZT6ilLqr/bXLnvvHwH03y/1168B95557P3+2odMKfVXlVJfVkp9uaX+0O904DkcLDkrUk6OxtRVhOv7rl1ntiIhZR1R1qG0RgORLgu0o+hk8W/O/SA7QV5GstADGVaxTtRdjZYCYl2H5Hkife1GY1tN0wSowGNGLT52uJHFLyMZXlkH6BayR8Lg215pCM8M/kmCqeQD0ExEctomAj1OopYvf/ASAOs2pmhl5FZ4FD3joKT1hifNmJ8bP+RxPSbvZAIv0w2hstQu5EuzWyzalFi3JLolVBaDo/V6q+O4AQcFynFSDTgcLNlLCybDiv1xThA4bl454+BzR9vXaXhjye64IAgscSx6jcG4IYo6cEoKs4HQW9+6dYQdWQ6vzJikleAqlKdrDFnYcDhdsm6FiFUlQmz62uuPiALLWy/fRU9FH+KN/SP2h7kUGUPHG7vH+HmEPol4XI7YiQrCYYPuq9/pSyv0tGbWZLw1ucdbu/fovGYSSWdlHFTsBjlv7DwRlahSxpjrzgiKdJnx3ZNLWK+4PlmwOhswmeZkw5qyjoSWvpXFpEtNl7meVl1hBh1mJYM9qqdVswP7VClIAw5M2QcDjezcjd4W67yRzUEJMTTBygjzcuhpdyw+s5hNkW9TSGxlxkB19M8pnQ9TSL1KtxCtPMmZJ5r3BUP/fIKEzxsEftl7/xbwm8BfU0r96g+57/c7jPw7VQrv/d/13n/Re//FkA8TIJhAZtPPjsfoUIZc6DThpCbLJGBUTUgQWHaGJVnc8GgluAHnlbAKG2lNdU7TdIaiimlnCUWesKikLrDZvTb1AWuFukkpD4FIVcsY8TPOBUKhbSqIT43s/q+KJFj4OEJ3PSGEVnSpoh1CtJAztbs34OzBDm4W4bzi3bN9ZuuMk8VwG8CGpt5KsdcuYNZkvD444tODx1sXvr6+zjgquZWekhqpEcR9Y3hoahHgbFOuJcK9eFZnIp0dVgxDoRILtCOJWuZFyjiqpWjqFLemQpi6m5X8ySv30crz5rVHAOhhK8y8ux3eaQZhw/RwyTCUo8eN/Tk3bpzy8rWT7Wj2ZhJTG/n51vCMNGwZhTWfvvaYvSRnElYY5bj10jHjvZzOa4bXl7hYKOMB3rpxnyjo+NSrj7g8XvH56w+4mi543IzZD9dMwpK76yknPYcEwEG05tpwse0yHQxzpsOCLg/Ji5i3Z5e2950/GlMWEVHYsWxiSe1TT3LcD+N4UIXB5gFuvxEp8UKChPJKYMH0taFUKviuVxoOSrYMwjamV3pmu9Prlj5TUBB6klEtw1f9McFUEObI8zgJNLqB9InC1AqbyHMJDwHozhPmz18YfC5mIe/9w/77kVLqnyLp/ROl1KH3/pFS6hDYbCf3gRvPPPw68PC5PQKaRcxRazCxJRtUshuHjijuhAXYCqFCFssgTl5FOKcwQ0fXCJGE6YkeVC/cYYzQOoWRZAGLMiE0kpouFhneapFy6uevzaDFOy0RrdUifhqIeq5upFcNUF6zAupYB7T7nUyGDTq6ocH1kT+aQ3lVIrsuZRa87JGKdSVp5mk14AvT+8w6GWE9bVL2wpwb6Yy6B0+FyvJOeZnShnx6+JjCRkyCshfD0OyHawoXsehSLscrJkHJvM04TGWmQivPwDSUhNwcnRFPLKsuRuMla9jxvD48osykdtE6s4VwD+IG50SDz8QSmLOgYRg3W1Tda+NjjqshlQ2pbUAWNjxZDzHa8/kbwpc4CGp+bvqQvIv5ws59Shty3EgQfHPnMUepyMy9tnvCB9oxr1MOsyWvZCekpmU/WvOkHjEOai6FK94v91l0KW9kT7ZSYaetMCwdRgveU/tM0oqzdcaySiibkKs3Tnl8POHJgynuquLylTnHpyP8ImJZGSY3Ktr9FlUaTG3woUM3Bt0qrBMSVR95mqmVY2LPCeAiLzMjyO4vXaJnqveb9RRAl4EpZWG3o/5+rRRYnVOYk4igkOfcbKs2gXbshePRaKKVIlxLYAHJLkzjZRCp+Sl2B5RSA6XUaHMb+HXgm8BvA3+5v9tfBv6P/vZvA39JKRUrpV4GXge+9NweAWjPziTHO6FSdk4RJC1dp+nagLY1JJGkqqenwy1HgHWaVRmzLBMaa+icpqwFFBKHLTuXVlyerAi0IwwsdRuyXAtqz3vpKBDbHuChsK2AidjIc3ca1Z8JfQDFSx3RmRYF2Z0GvTYECwEetf2GpPvzn66ldRjkMtSxLmOZ6KsN8bsJ07jgSrzgQSmQ4oNojUVv5wWyXoDlUTXhVnZKqCyZkQzAIJTsFsXKJmSm2QqbHiaimjMKK2LdMQordqKSdRuTdxED03ApWdE5zTSRCnqqG6xXLNqEy6O1yLdlOTenMw7SNeNRwSirGQU1t8anjMOKYc9qpJUn0oI0BDgY5Lyyc8qrwxNeHx0Dkq3EptsGgCfFmGFY41A8XE+IjOWsGvDa7gm7ccGleIVWntezI4amZjcqKG1IZupeqyGmcBGfHj0hMS0n9ZDTdkDlAw6TBXHQkcaNQJujlqKOhGJ80HJ6NuR0PhRwmAMaLSAgpwgXWs7aM0NQKKKFIn2spQB8bBjcNwQLQzgzxKcGUymCUhGsFNrKex9UYCPZ7aU1KLWCLpXbW1l4x1Zl2vUDV9FCagE2FDWidiDIVd1TjdU7fb2gksxAeU+XClTZmefvDjxPJnAZ+Kc9c2kA/EPv/e8qpf4A+CdKqb8C3AX+IoD3/ltKqX8C/DHQAX/Ne/9jlCkADbOzIVHa4qworOjQ0VWGZFgTBAKqqaoQEzoReaxCauMIjKOqBQ2ntVBFK+UZJzVp0LKsE8o+/W8ag9YO2wVQa6GCTvuquPH4TmM3JA9Bz+Daj3/mL1mp1jZ9tD6NpTpbgU0iTCVzBS6WoaHx24rVny7wd1N84GnvDqBPIbvM8/LglLfzK9xf7wBwoobsRr0Uu7Y4r3lUT7gcL5kEUvHeNwULm6H7jsKiy5i3Ka+kOa0X4ZW1lZbjfrjCeb3NFKZRSdu3TjtneCk7o3SCDdiIvDxcT7YSbuOwYicsWXYxr+2eMApqBkHNw3JCpC1FFzHXKZG2jMKaRZOwahO+MJUMYHMsCJVl2aVYr7hT7LIX5xyka0JteVyO2E0Lii7i5uiMYdAwCiomptyiF6U1KkGgsDFX4gWzNqOwEbHuSE3LwgXkXcydcp9xICxKSSgMQaOh4ClevnQqaMoiwFtFsFv1w12a5TJFRQ4Xye4brHuIb9+Kc5HCJh5TKZITKcJ1KZge7BNUsrsHBVIfaMA1MvijO2EEAknhbSTPaSrRHmwFliGy71qUr2wMFnlsUCqCtdqKk7hQHm8TaCKZXGWlCPPnqwdsFvUPNe/9e8Cf+D7XT4E/+wMe8zeBv/ncXnz4sZjTEHVNdjITOIFKrkLCcYPWXo4EncFWAdGgIdCO0qvt5J93ChM4rFUkYUfTGWLzVDVT9xOWUSStxdwr2i4Sjbw+C6nbkNJH+JmczXzWCOVzz+KClTdu09d1qcXFCkqFaRTRCrqhnBHDNXSpYiMPplrF5G3F/DMGl1pu/cJ9Shvx+w9usZOVW879TbEwVJaVTUhNy16Y0/bzAgubsbIJiW5pvRB37IU5WjlaFzENcvJyn/10jcGT6EaAST2Y4HK86guNAVfiBXfKfZ5UIyItqkxXhwuc1zQ956BDcRCtGQY1RQ+7vZ7NaVxA5zXXkzmn7aDXiHAcZottfWInLLevf+0CdsIC5/V2UnLeZuzFBZfjJWsbE/bl7US3rG1MZhqsFyjz2sZciZectgOmYSGKUy7kbrnLKKxYtGkfoMaMRyVlFzIMG+aRzH9o41i3kSj3LI1M5VUpbr8RiHUts/8u9LhQ3mNtQdXyXptK0n/TSFcoqKTN5+J+wUbg+jayltMielP7Vk8zAOWhG8mQUPpA6O7bkacrAkgcLjSEuSx2rySbCHKpR6GhGfcTiLa/TwBOI0fV5z8NnMeJwV47TjvaJqDO5XyqUkuSSlegKQQnQCeEoJ3TIsagBKutjQQA+qCQxcITH2nLOK6kUFjEdJ2cceOklXNdZVBKUtg4bGWcNBIaaEDGY7u+XVNqoYXfzoZLdG9HHtVK+tal8rj1DUV5yWOLgGbHER8bTC196PHlNWnQ8rtvf5amFqRk0LMsg+x8hY1ovWEUVNQ+IOynTFY2wSi3RR5GumNoapzXDE1F7cJtW/Gsk/TYIWKv19NZL/BqsGhCZXkpPeHW4EyIT9IZWdCSd9EW7Wg3RT4kOJ01Qk+e6mYLiW5cwCQsGQU1O2GJwXEQrck7mcd3Xm0JUS/Hyy1g6nK85Grf1ZCdvp8W7b+33nDaDrBeGJqEbt3zsN4hVjJQlVtRsF63MUNTMwxl5TXW8M6DSyRRS1sHtHXAyWIITgnoxvQTfMsQ1WlUHkhWV0jrzdR9Aa+Tr02RzgUQFJ6g8MQLaQGqDlz8tFCnG0+09Nu+/QZAtJky9eopyajyGyyBEdLagceFSIEx2ICOwLQe1w+ubYJAuJIv3UgQstHPMnZAK7qBaK67PlXzHhlAQXQDoqxBG4sZdGRJjXNSTGnbgCJP5EzllQiCAnkdUXcBSdAr6vRZg7Oa9Sqh6wwqlQEXWwQ8XI5pOsEubIgafC6cdHZkaQ46UfxNBRDiwh4E0ihsBPFcdo9N6tbsW/mfao0fWiKp06FqzaXRmm989wbuNCIIZaw572K6TVURuJ0fkHfxtlUYKsuTdszIVNvpQYDDaNEXFh2tC7BeY73UFTY7q0a0GIZG2mgbM3gWXcaVeMFuJPWJTw8f8/pYzvFPyhGrNtmewUNlt+o/Fk2mGwoXMQoqDqI1h8mCvVAmHyd9+r7pfGz+h03L0z3TUGq9ITM17TN+a+Vp+5Hp42ZErGV6tLQRrTPUXjKjqEdbJqaldiGdMzypxyRBh280i+VAMr2dnKYIUZXGD0TwdNNXF0UlWcDxmSIoJZPTDSjrMbXHVLKolYOg9oSlXLdpHxzCTYegRwxaCQ5d1gOI+lXntfyN+EQT5M9U/kuFKs023Xem5w/skKr/BoVYQrSU44fuPNHiqV8/DnZAPa9AwUdpY7Xrf0nJyUIFAYu/+MVtpOxSOXMpD13SR0vbd236c5Hpo99mDHOj46bs05aMC5UsVifR29TyAptG2nkgaZ1uPV0imnVS2PHYCKK1wwWKaqIJC0+0drSZfioc6fu00EG06FDO06UyHdaMDbqT5y72DZMPGkzRMX8jo7ykGH8gJBDNWPUZhJLor+T/jRZ9wScAt5Gubtn+Pxs4uX8mpG/Or5vUc3N21P3wiesLUrrtU0ktv9uknTaWn+k/xJvnd8HTvy1Tb3Ie9j2TzqbAtfn7bEAz3dPfi4Pypbqn94F+d1Nsuy8uevqemlp8tzHbYtrmsS4A0/avmZWdc/McppSKubbyPq6vGsKV375f8hngmcWpUM4T5o6gtNsim2ld//8plPe0WUC0aDB5g48C2lGEto56GuKVIp63mLJDtRaXhLSjEBcogsJiU40pHaa2fXbgcbGh3gkxTc8y1HlMLaPKLtToxhGsG/AeFwXorld/CjTKeZT12ESCrFk3+K/+Mc/2t/+F/1+/8szE79bOnfiI7zrG/+jfvmg3fqANnrmd/Ij7boLxs1MQ6TO3p78PUy7s47bBj77Lh+wHbaqb93UT1zaLKf2e+/WxkOiZa88uvE0eZIDsR/iwWdLqe25vfqe/537PY+fvOHBhF3ZhH6tdBIELu7BPuF0EgQu7sE+4nYvCoFLqGMiBkxftyw+xfc63f3Dh40/L/v/q40ve+4PvvXguggCAUurL369yeV7svPsHFz7+tOyT5uPFceDCLuwTbhdB4MIu7BNu5ykI/N0X7cCPsPPuH1z4+NOyT5SP56YmcGEXdmEvxs5TJnBhF3ZhL8BeeBBQSv1GT01+Wyn1Wy/Qj/9RKXWklPrmM9c+Mlr1fw//biil/pVS6ttKqW8ppf7Lc+hjopT6klLqa72P/9158/GZv2uUUn+klPqd8+jjx0rz771/YV/ISPS7wCvIaPXXgM++IF9+FXgL+OYz1/4H4Lf6278F/Pf97c/2vsbAy/3/YD5i/w6Bt/rbI+Dt3o/z5KMChv3tEPh/gT91nnx8xtf/GviHwO+ct/e6/7sfAPvfc+0j8fFFZwK/CNz23r/nvW+Af4xQln/s5r3/v4Gz77n8kdKq/5j+PfLe/2F/ewV8G2FxPk8+eu/9uv8x7L/8efIRQCl1HfiPgb/3zOVz5eMPsI/ExxcdBJ6LnvwF2k9Eq/5RmVLqFvDzyE57rnzs0+yvIsSzv+e9P3c+An8b+G94CgDkHPr4U6f5/0H2oqHEz0VPfg7thfmtlBoC/xvwX3nvlz334/e96/e59pH76IVP8gtKqR2Em/JzP+TuH7uPSqn/BDjy3n9FKfVnnuch3+fax/Fe/7L3/qFS6hLwe0qp7/yQ+/5EPr7oTOAnpif/iO1JT6fOT5tW/d/HlFIhEgD+F+/9/34efdyY934O/GtEiu48+fjLwH+mlPoAOX7+mlLqfz5nPuKfofkHPkTz/9P28UUHgT8AXldKvayUihANw99+wT49ax8drfqPaUq2/L8PfNt7/7fOqY8HfQaAUioF/iPgO+fJR+/9X/feX/fe30I+b/+X9/6/OE8+fuw0/x9HJfZHVEH/PFLpfhf4Gy/Qj38EPAJaJLL+FWAPEVt9p/+++8z9/0bv83eB3/wY/PvTSIr3deCr/defP2c+fh74o97HbwL/bX/93Pj4Pf7+GZ52B86Nj0i37Gv917c26+Kj8vFiYvDCLuwTbi/6OHBhF3ZhL9gugsCFXdgn3C6CwIVd2CfcLoLAhV3YJ9wugsCFXdgn3C6CwIVd2CfcLoLAhV3YJ9wugsCFXdgn3P4/I6HeEl9OS2cAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "class ImageDataset():\n", + " def __init__(self, img):\n", + " h, w = img.shape\n", + " xx = np.linspace(-MAX_VAL, MAX_VAL, w)\n", + " yy = np.linspace(-MAX_VAL, MAX_VAL, h)\n", + " xx, yy = np.meshgrid(xx, yy)\n", + " xx = xx.reshape(-1, 1)\n", + " yy = yy.reshape(-1, 1)\n", + " self.means = np.concatenate([xx, yy], 1)\n", + " self.probs = img.reshape(-1) / img.sum()\n", + " self.noise_std = np.array([MAX_VAL/w, MAX_VAL/h])\n", + "\n", + " def sample(self, batch_size=512):\n", + " inds = np.random.choice(int(self.probs.shape[0]), int(batch_size), p=self.probs)\n", + " m = self.means[inds]\n", + " samples = np.random.randn(*m.shape) * self.noise_std + m\n", + " return torch.from_numpy(samples).type(torch.FloatTensor)\n", + "\n", + "def read_image(url, pad=10):\n", + " raw_img = np.array(Image.open(urlopen(url)).convert('L'))\n", + " img = np.zeros((raw_img.shape[0] + (2 * pad), raw_img.shape[1] + (2 * pad)))\n", + " img[pad:-pad, pad:-pad] = raw_img[:, :]\n", + " return img\n", + "\n", + "img = read_image('https://homepages.cae.wisc.edu/~ece533/images/baboon.png')\n", + "plt.imshow(img)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "class ODEfunc(nn.Module):\n", + " \"\"\"\n", + " Calculates time derivatives.\n", + "\n", + " torchdiffeq requires this to be a torch.nn.Module.\n", + " \"\"\"\n", + "\n", + " def __init__(self, hidden_dims=(64,64)):\n", + " super(ODEfunc, self).__init__()\n", + " # Define network layers.\n", + " dim_list = [Z_DIM] + list(hidden_dims) + [Z_DIM]\n", + " layers = []\n", + " for dim_from, dim_to in zip(dim_list[:-1], dim_list[1:]):\n", + " layers.append(nn.Linear(dim_from + 1, dim_to))\n", + " self.layers = nn.ModuleList(layers)\n", + "\n", + "\n", + " def get_z_dot(self, t, z):\n", + " \"\"\"z_dot is parameterized by a NN: z_dot = NN(t, z(t))\"\"\"\n", + " z_dot = z\n", + " for l, layer in enumerate(self.layers):\n", + " # Concatenate t at each layer.\n", + " tz_cat = torch.cat([t.expand(z.shape[0], 1), z_dot], dim=1)\n", + " z_dot = layer(tz_cat)\n", + " if l < len(self.layers) - 1:\n", + " z_dot = F.softplus(z_dot)\n", + " return z_dot\n", + "\n", + "\n", + " def forward(self, t, states):\n", + " \"\"\"\n", + " Calculate the time derivative of z and divergence.\n", + "\n", + " Parameters\n", + " ----------\n", + " t : torch.Tensor\n", + " time\n", + " state : tuple\n", + " Contains two torch.Tensors: z and delta_logpz\n", + "\n", + " Returns\n", + " -------\n", + " z_dot : torch.Tensor\n", + " Time derivative of z.\n", + " negative_divergence : torch.Tensor\n", + " Time derivative of the log determinant of the Jacobian.\n", + " \"\"\"\n", + " z = states[0]\n", + " with torch.set_grad_enabled(True):\n", + " z.requires_grad_(True)\n", + " t.requires_grad_(True)\n", + "\n", + " # Calculate the time derivative of z.\n", + " # This is f(z(t), t; \\theta) in Eq. 4.\n", + " z_dot = self.get_z_dot(t, z)\n", + "\n", + " # Calculate the time derivative of the log determinant of the\n", + " # Jacobian.\n", + " # This is -Tr(\\partial z_dot / \\partial z(t)) in Eq.s 2-4.\n", + " #\n", + " # Note that this is the brute force, O(D^2), method. This is fine\n", + " # for D=2, but the authors suggest using a Monte-carlo estimate\n", + " # of the trace (Hutchinson's trace estimator, eq. 7) for a linear\n", + " # time estimate in larger dimensions.\n", + " divergence = 0.0\n", + " for i in range(z.shape[1]):\n", + " divergence += \\\n", + " torch.autograd.grad( \\\n", + " z_dot[:, i].sum(), z, create_graph=True \\\n", + " )[0][:, i]\n", + "\n", + " return z_dot, -divergence.view(z.shape[0], 1)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def _flip(x, dim):\n", + " indices = [slice(None)] * x.dim()\n", + " indices[dim] = torch.arange(x.size(dim) - 1, -1, -1, dtype=torch.long, device=x.device)\n", + " return x[tuple(indices)]\n", + "\n", + "\n", + "class FfjordModel(torch.nn.Module):\n", + " \"\"\"Continuous noramlizing flow model.\"\"\"\n", + "\n", + " def __init__(self):\n", + " super(FfjordModel, self).__init__()\n", + " self.time_deriv_func = ODEfunc()\n", + "\n", + " def forward(self, z, delta_logpz=None, integration_times=None, reverse=False):\n", + " \"\"\"\n", + " Implementation of Eq. 4.\n", + "\n", + " We want to integrate both f and the trace term. During training, we\n", + " integrate from t_1 (data distribution) to t_0 (base distibution).\n", + "\n", + " Parameters\n", + " ----------\n", + " z : torch.Tensor\n", + " Samples.\n", + " delta_logpz : torch.Tensor\n", + " Log determininant of the Jacobian.\n", + " integration_times : torch.Tensor\n", + " Which times to evaluate at.\n", + " reverse : bool, optional\n", + " Whether to reverse the integration times.\n", + "\n", + " Returns\n", + " -------\n", + " z : torch.Tensor\n", + " Updated samples.\n", + " delta_logpz : torch.Tensor\n", + " Updated log determinant term.\n", + " \"\"\"\n", + " if delta_logpz is None:\n", + " delta_logpz = torch.zeros(z.shape[0], 1).to(device)\n", + " if integration_times is None:\n", + " integration_times = torch.tensor([0.0, 1.0]).to(z)\n", + " if reverse:\n", + " integration_times = _flip(integration_times, 0)\n", + "\n", + " # Integrate. This is the call to torchdiffeq.\n", + " state = odeint(\n", + " self.time_deriv_func, # Calculates time derivatives.\n", + " (z, delta_logpz), # Values to update.\n", + " integration_times, # When to evaluate.\n", + " method='dopri5', # Runge-Kutta\n", + " )\n", + "\n", + " if len(integration_times) == 2:\n", + " state = tuple(s[1] for s in state)\n", + " z, delta_logpz = state\n", + " return z, delta_logpz\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def save_trajectory(model, savedir='imgs', ntimes=101, memory=0.01, n=4000):\n", + " \"\"\"\n", + " Plot the dynamics of the learned ODE.\n", + "\n", + " Saves images to `savedir`.\n", + "\n", + " Parameters\n", + " ----------\n", + " model : FfjordModel\n", + " Model defining the dynamics.\n", + " savedir : str, optional\n", + " Where to save output.\n", + " ntimes : int, optional\n", + " Number of timesteps to visualize.\n", + " memory : float\n", + " Controls how finely the density grid is sampled.\n", + " n : int, optional\n", + " Number of samples to visualize.\n", + " \"\"\"\n", + " model.eval()\n", + "\n", + " # Sample from prior\n", + " z_samples = torch.randn(n, 2).to(device)\n", + "\n", + " # Sample from a grid.\n", + " npts = 800\n", + " side = np.linspace(-MAX_VAL, MAX_VAL, npts)\n", + " xx, yy = np.meshgrid(side, side)\n", + " xx = torch.from_numpy(xx).type(torch.float32).to(device)\n", + " yy = torch.from_numpy(yy).type(torch.float32).to(device)\n", + " z_grid = torch.cat([xx.reshape(-1, 1), yy.reshape(-1, 1)], 1)\n", + "\n", + " with torch.no_grad():\n", + " logp_samples = standard_normal_logprob(z_samples)\n", + " logp_grid = standard_normal_logprob(z_grid)\n", + " integration_times = torch.linspace(0, 1.0, ntimes).to(device)\n", + "\n", + " z_traj, _ = model(z_samples, logp_samples, integration_times=integration_times, reverse=True)\n", + " z_traj = z_traj.cpu().numpy()\n", + "\n", + " grid_z_traj, grid_logpz_traj = [], []\n", + " inds = torch.arange(0, z_grid.shape[0]).to(torch.int64)\n", + " for ii in torch.split(inds, int(z_grid.shape[0] * memory)):\n", + " # Batched evaluation of transformation.\n", + " _grid_z_traj, _grid_logpz_traj = \\\n", + " model(z_grid[ii], logp_grid[ii], \\\n", + " integration_times=integration_times, reverse=True)\n", + " _grid_z_traj, _grid_logpz_traj = \\\n", + " _grid_z_traj.cpu().numpy(), _grid_logpz_traj.cpu().numpy()\n", + " grid_z_traj.append(_grid_z_traj)\n", + " grid_logpz_traj.append(_grid_logpz_traj)\n", + " grid_z_traj = np.concatenate(grid_z_traj, axis=1)\n", + " grid_logpz_traj = np.concatenate(grid_logpz_traj, axis=1)\n", + "\n", + " if not os.path.exists(savedir):\n", + " os.makedirs(savedir)\n", + " plt.figure(figsize=(8, 4))\n", + " ax_range = [[-MAX_VAL, MAX_VAL], [-MAX_VAL, MAX_VAL]]\n", + " # For each time...\n", + " for t in range(z_traj.shape[0]):\n", + " plt.clf()\n", + " ax = plt.subplot(1, 2, 2, aspect=\"equal\")\n", + "\n", + " # Plot the samples.\n", + " ax = plt.subplot(1, 2, 1, aspect=\"equal\")\n", + " zk = z_traj[t]\n", + " ax.hist2d(zk[:, 0], zk[:, 1], range=ax_range, bins=200)\n", + " ax.invert_yaxis()\n", + " ax.get_xaxis().set_ticks([])\n", + " ax.get_yaxis().set_ticks([])\n", + " ax.set_title(\"Samples\", fontsize=24)\n", + "\n", + " # Plot the density.\n", + " ax = plt.subplot(1, 2, 2)\n", + " z, logqz = grid_z_traj[t], grid_logpz_traj[t]\n", + " xx = z[:, 0].reshape(npts, npts)\n", + " yy = z[:, 1].reshape(npts, npts)\n", + " qz = np.exp(logqz).reshape(npts, npts)\n", + " plt.pcolormesh(xx, yy, qz)\n", + " ax.set_xlim(-MAX_VAL, MAX_VAL)\n", + " ax.set_ylim(-MAX_VAL, MAX_VAL)\n", + " cmap = matplotlib.cm.get_cmap(None)\n", + " ax.set_facecolor(cmap(0.))\n", + " ax.invert_yaxis()\n", + " ax.get_xaxis().set_ticks([])\n", + " ax.get_yaxis().set_ticks([])\n", + " ax.set_title(\"Density\", fontsize=24)\n", + "\n", + " # Save the figure.\n", + " plt.savefig(os.path.join(savedir, f\"viz-{t:05d}.jpg\"))\n", + "\n", + "\n", + "\n", + "def trajectory_to_video(savedir='imgs', mp4_fn='transform.mp4'):\n", + " \"\"\"Save the images written by `save_trajectory` as an mp4.\"\"\"\n", + " import subprocess\n", + " img_fns = os.path.join(savedir, 'viz-%05d.jpg')\n", + " video_fn = os.path.join(savedir, mp4_fn)\n", + " bashCommand = 'ffmpeg -y -i {} {}'.format(img_fns, video_fn)\n", + " process = subprocess.Popen(bashCommand.split(), stdout=subprocess.PIPE)\n", + " output, error = process.communicate()\n", + "\n", + "\n", + "def standard_normal_logprob(z):\n", + " \"\"\"2d standard normal, sum over the second dimension.\"\"\"\n", + " return (-np.log(2 * np.pi) - 0.5 * z.pow(2)).sum(1, keepdim=True)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "image_url = None" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# Define a distribution we can sample from.\n", + "if image_url is None:\n", + " img = make_image()\n", + "else: \n", + " img = read_image(image_url)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the target image.\n", + "plt.imshow(img)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "# Make a dataset to draw samples from an image-defined distribution.\n", + "dset = ImageDataset(img=img)\n", + "\n", + "# Define the model.\n", + "model = FfjordModel().to(device)\n", + "\n", + "optimizer = torch.optim.Adam(model.parameters(), lr=1e-3, weight_decay=1e-5)\n", + "model.train();" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from tqdm.auto import tqdm\n", + "from IPython.display import clear_output\n", + "\n", + "losses = []\n", + "\n", + "for iteration in tqdm(range(1000), position=0, leave=False):\n", + " optimizer.zero_grad()\n", + "\n", + " # Sample from the image distribution.\n", + " z_t1 = dset.sample(512).to(device)\n", + "\n", + " # Transform to the image samples to base distribution samples.\n", + " z_t0, delta_logpz = model(z_t1)\n", + "\n", + " # Calculate a loss: Eq. 3\n", + " # Log likelihood of the base distribution samples.\n", + " logpz_t0 = standard_normal_logprob(z_t0)\n", + " \n", + " # Subtract the correction term (log determinant of the Jacobian). Note\n", + " # that we integrated from t_1 to t_0 and integrated a negative trace\n", + " # term, so the signs align with Eq. 3.\n", + " logpz_t1 = logpz_t0 - delta_logpz\n", + " loss = -torch.mean(logpz_t1)\n", + " \n", + " # Take an optimization step.\n", + " loss.backward()\n", + " optimizer.step()\n", + " \n", + " losses.append(loss.item())\n", + " if (iteration + 1) % 100 == 0:\n", + " clear_output()\n", + " plt.plot(losses)\n", + " plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the results.\n", + "save_trajectory(model, ntimes=101)\n", + "trajectory_to_video()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/seminars/seminar-8/WGAN.ipynb b/seminars/seminar-8/WGAN.ipynb deleted file mode 100644 index 1065081..0000000 --- a/seminars/seminar-8/WGAN.ipynb +++ /dev/null @@ -1,749 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "os.environ[\"CUDA_VISIBLE_DEVICES\"]='1'\n", - "\n", - "\n", - "# %pip install comet_ml\n", - "from comet_ml import Experiment" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### This notebook:\n", - "###### 1. Super-quick intro into BaBar DIRC subdetector\n", - "###### 2. You create a WGAP-GP GAN\n", - "\n", - "###### BaBar DIRC:\n", - "![image](https://www.slac.stanford.edu/BFROOT/www/Detector/DIRC/Gifs/NewDirc.gif)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Detection of Internally Reflected Cherenkov light - a particle identification detector in other words.\n", - "We will only generate high-level observables (particle delta log-likelihoods (DLL)) that are obtained after the reconstruction.\n", - "\n", - "We want the generation to be conditional on full kinematics of event: energy, pseudorapidity and the distance between the particle track and DIRC bar side of signal particle. For the data-driven GAN this is just 11-D tabular data.\n", - "\n", - "Data was generated with FastDIRC modified to simulate two particle-events." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Эта тетрадка сделана так, чтобы быть и семинарской тетрадкой и домашкой.\n", - "\n", - "### Задача\n", - "A couple of years ago this would have been a paper in a good journal, now should be doable in 20-60 minutes*:\n", - "* after Denis Derkach formulated the problem and ёж did all the dirty work of getting training data\n", - "\n", - "Задача в общем виде выглядит как:\n", - "\n", - "Create a conditional **GAN NAME** to generate Y given X\n", - "\n", - "\n", - "### Задачи:\n", - "\n", - "1. JS-GAN, 1.5 балла\n", - "1. [Least Squares GAN](https://arxiv.org/abs/1611.04076), 1 балл\n", - "2. WGAN, 1.5 балла\n", - "3. WGAN-GP, 2 балла\n", - "4. VAE, 1.5 балла\n", - "5. Написать метрику с классфикатором, 2 балла\n", - "6. Написать обьяснения, 0.5 балла\n", - "7. Напишите любой достаточно сложный ган (например [отсюда](https://towardsdatascience.com/gan-objective-functions-gans-and-their-variations-ad77340bce3c)), получите до 5 бонусных баллов" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Данные\n", - "\n", - "Сюда можно не смотреть" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import requests\n", - "import re\n", - "\n", - "URL_RE = r\"http[s]?://(?:[a-zA-Z]|[0-9]|[$-_@.&+]|[!*\\(\\), ]|(?:%[0-9a-fA-F][0-9a-fA-F]))+\"\n", - "url_scrabber = re.compile(r'\\s*' + URL_RE + ')\" '\n", - " 'id=\"downloadURL\">')\n", - "\n", - "def get_cernbox_direct_link(url):\n", - " guard_page = requests.get(url)\n", - " for line in guard_page.text.split('\\n'):\n", - " match = url_scrabber.match(line)\n", - " if match:\n", - " return match.group('download_url')\n", - " raise RuntimeError(\"downloadURL not found. Most likely case is a change in CERNBox\")\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "File `./kaons.hdf' already there; not retrieving.\n" - ] - } - ], - "source": [ - "data_url = get_cernbox_direct_link(\"https://cernbox.cern.ch/index.php/s/hWCh4umYQ0KShjW\")\n", - "DATA_FILE_NAME = './kaons.hdf'\n", - "!wget \"$data_url\" -O \"$DATA_FILE_NAME\" -nc\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "\n", - "import matplotlib.pyplot as plt\n", - "from IPython.display import clear_output\n", - "import numpy as np\n", - "import pandas as pd\n", - "from scipy.stats import ks_2samp\n", - "from sklearn.model_selection import train_test_split\n", - "import torch\n", - "import torch.nn as nn\n", - "import torch.nn.functional as F\n", - "import torch.utils.data\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
dll_electrondll_kaondll_muondll_protondll_btparticle_one_energyparticle_two_energyparticle_one_etaparticle_two_etaparticle_one_xparticle_two_x
48609366-0.2127082.3144530.404724-8.901489-395.6254275.7616427.775553-0.101042-1.1705464.80635511.518691
85800802-0.9755867.093811-0.254272-118.109131-125.6331182.9524954.515579-1.0278121.4252838.34798212.483961
480638901.2109681.983414-0.938339-3.278305-201.8280495.6671686.8837640.2435600.6886729.7658961.966456
6662551-0.0331421.2371220.0607910.109146-196.2282416.9887724.271856-1.019691-0.69303514.18590615.605581
894929930.2391203.052887-0.522217-22.034760-268.2875985.4035068.0193100.9758981.0157186.3503324.286400
\n", - "
" - ], - "text/plain": [ - " dll_electron dll_kaon dll_muon dll_proton dll_bt \\\n", - "48609366 -0.212708 2.314453 0.404724 -8.901489 -395.625427 \n", - "85800802 -0.975586 7.093811 -0.254272 -118.109131 -125.633118 \n", - "48063890 1.210968 1.983414 -0.938339 -3.278305 -201.828049 \n", - "6662551 -0.033142 1.237122 0.060791 0.109146 -196.228241 \n", - "89492993 0.239120 3.052887 -0.522217 -22.034760 -268.287598 \n", - "\n", - " particle_one_energy particle_two_energy particle_one_eta \\\n", - "48609366 5.761642 7.775553 -0.101042 \n", - "85800802 2.952495 4.515579 -1.027812 \n", - "48063890 5.667168 6.883764 0.243560 \n", - "6662551 6.988772 4.271856 -1.019691 \n", - "89492993 5.403506 8.019310 0.975898 \n", - "\n", - " particle_two_eta particle_one_x particle_two_x \n", - "48609366 -1.170546 4.806355 11.518691 \n", - "85800802 1.425283 8.347982 12.483961 \n", - "48063890 0.688672 9.765896 1.966456 \n", - "6662551 -0.693035 14.185906 15.605581 \n", - "89492993 1.015718 6.350332 4.286400 " - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data = pd.read_hdf(DATA_FILE_NAME)\n", - "data.head()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "X_COLUMNS = [\"particle_one_energy\",\n", - " \"particle_two_energy\",\n", - " \"particle_one_eta\",\n", - " \"particle_two_eta\",\n", - " \"particle_one_x\",\n", - " \"particle_two_x\"]\n", - "Y_COLUMNS = [\"dll_electron\",\n", - " \"dll_kaon\",\n", - " \"dll_muon\",\n", - " \"dll_proton\",\n", - " \"dll_bt\"]\n", - "assert Y_COLUMNS + X_COLUMNS == list(data.columns)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Please use the sklearn.preprocessing.QuantileTransformer to transform each feature\n", - "# into a Gaussian\n", - "plt.hist(data.values[:, 0], bins=100);\n" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "data_transformed = # YOUR CODE" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Результат должен выглядеть как-то так:\n", - "![image.png](https://github.com/yandexdataschool/mlhep2019/raw/master/notebooks/day-6/gauss.png)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.hist(data_transformed[:, 0], bins=100);\n" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "train, test = train_test_split(data_transformed, test_size=0.1)\n", - "LATENT_DIM = 64 # Размерность \"шума\"\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Здесь нашим генератором и дискриминатором может быть любая полносвязная сеть.\n", - "\n", - "По желанию можно использовать шедулер :)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "gen = # YOUR CODE\n", - "gen_opt = torch.optim.RMSprop(gen.parameters(), lr=1e-2)\n", - "gen_scheduler = # YOUR CODE\n", - "\n", - "assert gen[0].in_features == LATENT_DIM + len(X_COLUMNS)\n", - "assert gen[-1].out_features == len(Y_COLUMNS)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "disc = # YOUR CODE\n", - "disc_opt = torch.optim.RMSprop(disc.parameters(), lr=1e-2)\n", - "disc_scheduler = # YOUR CODE\n", - "\n", - "\n", - "assert disc[0].in_features == data.shape[1]\n", - "assert disc[-1].out_features == 1" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "TRAIN_BATCH_SIZE = 1024\n", - "\n", - "def sample_real_data(batch_size):\n", - " \"\"\"\n", - " Inifintly repeats and shuffles the train dataset, outputs the\n", - " result in delicious batches.\n", - " \"\"\"\n", - " while True:\n", - " dataloader = torch.utils.data.DataLoader(train,\n", - " batch_size=batch_size,\n", - " shuffle=True, drop_last=True)\n", - " for batch in dataloader:\n", - " yield batch\n", - " \n", - "infinite_data = sample_real_data(TRAIN_BATCH_SIZE)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "# Эта функция семплит данные из вашего генератора\n", - "# Принимает на вход x (condition) \n", - "# Возвращает concat(gen_y, x)\n", - "\n", - "def sample_gen_data(x):\n", - " noise = # YOUR CODE\n", - " gen_input = torch.cat # YOUR CODE\n", - " return torch.cat # YOUR CODE\n" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "test_sample = sample_gen_data(torch.from_numpy(train[:3, len(Y_COLUMNS):]).cuda())\n", - "assert test_sample.shape == (3, data.shape[1])\n" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "# https://github.com/caogang/wgan-gp/blob/master/gan_mnist.py\n", - "\n", - "def calc_gradient_penalty_classic(critic:torch.nn.Module,\n", - " real_data:torch.Tensor,\n", - " fake_data:torch.Tensor):\n", - " \"\"\"\n", - " Computes Gradient Penalty in random interpolates, in its classic form:\n", - " (|∇(D(x)|^2 - 1)^2, x is interpolated between a real and a generated sample\n", - " Args:\n", - " critic: a torch model which gradient needs to be penalised\n", - " real_data[batch_size, n_features]: a sample of real data\n", - " fake_data[batch_size, n_features]: a sample of fake data\n", - " Returns:\n", - " torch.Tensor, scalar, gradient penalty evalute\n", - " \"\"\"\n", - " assert real_data.shape == fake_data.shape\n", - " alpha = torch.rand(real_data.shape[0], 1)\n", - " alpha = alpha.expand(real_data.size()).cuda()\n", - "\n", - " interpolates = (alpha * real_data + ((1 - alpha) * fake_data)).cuda()\n", - " interpolates = torch.autograd.Variable(interpolates, requires_grad=True)\n", - "\n", - " disc_interpolates = critic(interpolates)\n", - "\n", - " gradients = torch.autograd.grad(\n", - " outputs=disc_interpolates, inputs=interpolates,\n", - " grad_outputs=torch.ones(disc_interpolates.size(), device=\"cuda\"),\n", - " create_graph=True, retain_graph=True, only_inputs=True)[0]\n", - "\n", - " gradient_penalty = ((gradients.norm(2, dim=1) - 1) ** 2).mean()\n", - " return gradient_penalty\n" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "LAMBDA = 1. # for gradient-penalty\n", - "def train_disc(gan_type):\n", - " \"\"\"\n", - " Trains the discriminator for one step. Please note\n", - " this is not a pure function, it captutes the majority of variables\n", - " from the context.\n", - " \"\"\"\n", - " real_data = next(infinite_data).to(\"cuda\")\n", - " x_gen = next(infinite_data)[:, len(Y_COLUMNS):].to(\"cuda\")\n", - " gen_data = sample_gen_data(x_gen)\n", - " \n", - " if gan_type == \"JS\":\n", - " disc_loss = # YOUR CODE\n", - " elif gan_type == \"WGAN\":\n", - " disc_loss = # YOUR CODE\n", - " elif gan_type == \"LSGAN\":\n", - " disc_loss = # YOUR CODE\n", - " elif gan_type == \"WGAN-GP\":\n", - " disc_loss = # YOUR CODE\n", - " else:\n", - " raise ValueError(\"Unknown GAN type. Valid ones are: JS, WGAN-GP, WGAN, LSGAN\")\n", - " \n", - " disc_opt.zero_grad()\n", - " disc_loss.backward()\n", - " disc_opt.step()\n", - " return disc_loss\n" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "def train_gen(gan_type):\n", - " \"\"\"Trains generator for one step\"\"\"\n", - " real_data_x = next(infinite_data)[:, len(Y_COLUMNS):].to(\"cuda\")\n", - " \n", - " gen_data = sample_gen_data(real_data_x)\n", - " \n", - " if gan_type == \"JS\":\n", - " gen_loss = # YOUR CODE\n", - " elif gan_type == \"WGAN\":\n", - " gen_loss = # YOUR CODE\n", - " elif gan_type == \"LSGAN\":\n", - " gen_loss = # YOUR CODE\n", - " elif gan_type == \"WGAN-GP\":\n", - " gen_loss = # YOUR CODE\n", - " else:\n", - " raise ValueError(\"Unknown GAN type. Valid ones are: JS, WGAN-GP, WGAN, LSGAN\")\n", - " \n", - " gen_opt.zero_grad()\n", - " gen_loss.backward()\n", - " gen_opt.step()\n", - " return gen_loss" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "ename": "ValueError", - "evalue": "Comet.ml requires an API key. Please provide as the first argument to Experiment(api_key) or as an environment variable named COMET_API_KEY ", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mexperiment\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mExperiment\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;31m# YOUR INFO\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m~/.local/lib/python3.7/site-packages/comet_ml/__init__.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, api_key, project_name, workspace, log_code, log_graph, auto_param_logging, auto_metric_logging, parse_args, auto_output_logging, log_env_details, log_git_metadata, log_git_patch, disabled, log_env_gpu, log_env_host, display_summary, log_env_cpu)\u001b[0m\n\u001b[1;32m 183\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapi_key\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 184\u001b[0m raise ValueError(\n\u001b[0;32m--> 185\u001b[0;31m \u001b[0;34m\"Comet.ml requires an API key. Please provide as the \"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 186\u001b[0m \u001b[0;34m\"first argument to Experiment(api_key) or as an environment\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 187\u001b[0m \u001b[0;34m\" variable named COMET_API_KEY \"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mValueError\u001b[0m: Comet.ml requires an API key. Please provide as the first argument to Experiment(api_key) or as an environment variable named COMET_API_KEY " - ] - } - ], - "source": [ - "experiment = Experiment()# YOUR INFO" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "DISCRIMINATOR_ITERATIONS_PER_GENEREATOR = 5\n", - "VALIDATION_INTERVAL = 256\n", - "HIST_BINS=100\n", - "DATA_HIST_RANGE=[-5, 5]\n" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "data_linspace_np = np.linspace(0, 10, num=256, dtype=np.float32)\n", - "data_linspace_torch = torch.from_numpy(data_linspace_np)[:, None].cuda()\n", - "validation_data = torch.from_numpy(test).cuda()\n", - "validation_data_np = test\n", - "validation_x = validation_data[:, len(Y_COLUMNS):]" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mdisc_scheduler\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0m_\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mDISCRIMINATOR_ITERATIONS_PER_GENEREATOR\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mdisc_loss_this_iter\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrain_disc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0mgen_loss_this_iter\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrain_gen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m\u001b[0m in \u001b[0;36mtrain_disc\u001b[0;34m(gan_type)\u001b[0m\n\u001b[1;32m 35\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mthe\u001b[0m \u001b[0mcontext\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 36\u001b[0m \"\"\"\n\u001b[0;32m---> 37\u001b[0;31m \u001b[0mreal_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minfinite_data\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"cuda\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 38\u001b[0m \u001b[0mx_gen\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minfinite_data\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mY_COLUMNS\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"cuda\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 39\u001b[0m \u001b[0mgen_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msample_gen_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx_gen\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m\u001b[0m in \u001b[0;36msample_real_data\u001b[0;34m(batch_size)\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0mbatch_size\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbatch_size\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 11\u001b[0m shuffle=True, drop_last=True)\n\u001b[0;32m---> 12\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mbatch\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdataloader\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 13\u001b[0m \u001b[0;32myield\u001b[0m \u001b[0mbatch\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/datadrive/anaconda3/lib/python3.7/site-packages/torch/utils/data/dataloader.py\u001b[0m in \u001b[0;36m__next__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 343\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 344\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__next__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 345\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_next_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 346\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_num_yielded\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 347\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dataset_kind\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0m_DatasetKind\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mIterable\u001b[0m \u001b[0;32mand\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/datadrive/anaconda3/lib/python3.7/site-packages/torch/utils/data/dataloader.py\u001b[0m in \u001b[0;36m_next_data\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 383\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_next_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 384\u001b[0m \u001b[0mindex\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_next_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# may raise StopIteration\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 385\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dataset_fetcher\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfetch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# may raise StopIteration\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 386\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_pin_memory\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 387\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_utils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpin_memory\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpin_memory\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/datadrive/anaconda3/lib/python3.7/site-packages/torch/utils/data/_utils/fetch.py\u001b[0m in \u001b[0;36mfetch\u001b[0;34m(self, possibly_batched_index)\u001b[0m\n\u001b[1;32m 45\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 46\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 47\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcollate_fn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m/datadrive/anaconda3/lib/python3.7/site-packages/torch/utils/data/_utils/collate.py\u001b[0m in \u001b[0;36mdefault_collate\u001b[0;34m(batch)\u001b[0m\n\u001b[1;32m 62\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdefault_collate_err_msg_format\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0melem\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 63\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 64\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mdefault_collate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mas_tensor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mb\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mbatch\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 65\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0melem\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# scalars\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 66\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mas_tensor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbatch\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/datadrive/anaconda3/lib/python3.7/site-packages/torch/utils/data/_utils/collate.py\u001b[0m in \u001b[0;36mdefault_collate\u001b[0;34m(batch)\u001b[0m\n\u001b[1;32m 53\u001b[0m \u001b[0mstorage\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0melem\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstorage\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_new_shared\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnumel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 54\u001b[0m \u001b[0mout\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0melem\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnew\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstorage\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 55\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstack\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbatch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 56\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0melem_type\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__module__\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'numpy'\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0melem_type\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;34m'str_'\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 57\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0melem_type\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;34m'string_'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " - ] - } - ], - "source": [ - "for i in range(100000):\n", - " gen_scheduler.step()\n", - " disc_scheduler.step()\n", - " for _ in range(DISCRIMINATOR_ITERATIONS_PER_GENEREATOR):\n", - " disc_loss_this_iter = train_disc()\n", - " \n", - " gen_loss_this_iter = train_gen()\n", - " experiment.log_metric('loss/discriminator', disc_loss_this_iter.item(), step=i)\n", - " experiment.log_metric('loss/generator', gen_loss_this_iter.item(), step=i)\n", - "\n", - " if i % VALIDATION_INTERVAL == 0:\n", - " clear_output(True) \n", - " validation_generated = sample_gen_data(validation_x)\n", - " validation_generated_np = validation_generated.data.cpu().numpy()\n", - " \n", - " fig, axes_list = plt.subplots(ncols=5, figsize=[6*len(Y_COLUMNS), 6])\n", - " for index, ax in enumerate(axes_list):\n", - " ax.hist(validation_generated_np[:, index], range=DATA_HIST_RANGE,\n", - " alpha=0.5, density=True, label='Generated', bins=HIST_BINS)\n", - " ax.hist(validation_data_np[:, index], range=DATA_HIST_RANGE,\n", - " alpha=0.5, density=True, label='Real', bins=HIST_BINS)\n", - " ax.set_xlabel(data.columns[index])\n", - " ks_result = ks_2samp(validation_generated_np[:, index],\n", - " validation_data_np[:, index])\n", - " ax.set_title(\"KS stat = {:.4f}; p-value = {:.4E}\".format(*tuple(ks_result)))\n", - " fig.suptitle(\"Iteration {}\".format(i))\n", - " plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Метрика с классификатором, 2 балла\n", - "\n", - "Одним из возможных способов подсчета качества вашего гана является качество классификатора обученного на разделение реальных и сгенерированных данных.\n", - "\n", - "1. Возьмите модель, например catboost, xgboost или lightgbm\n", - "2. Сгененируйте достаточно большие выборки из реальных и сгенерированных данных (для каждой построенной вами модели)\n", - "3. Обучите модель на бинарную классификацию\n", - "4. Посчитайте ROC AUC модели, чем ближе к 0.5, тем лучше" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Обьяснения, 0.5 балла\n", - "\n", - "1. Напишите, почему для одних ганов метрика выше чем для других.\n", - "2. Напишите как можно было бы улучшить те ганы которые у вас есть. \n", - "3. Напишите, какие бы еще модели тут можно было бы попробовать" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (datadrive)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.4" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/seminars/seminar-9-nf-3/moons-ad.ipynb b/seminars/seminar-9-nf-3/moons-ad.ipynb new file mode 100644 index 0000000..9073c8f --- /dev/null +++ b/seminars/seminar-9-nf-3/moons-ad.ipynb @@ -0,0 +1,383 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "import itertools\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "import torch\n", + "import torch.optim as optim\n", + "import torch.nn.functional as F\n", + "import torch.nn.init as init\n", + "from torch import nn\n", + "from torch import distributions\n", + "from torch.distributions import MultivariateNormal, Uniform, TransformedDistribution, SigmoidTransform\n", + "from torch.nn.parameter import Parameter\n", + "\n", + "from nflib.flows import (\n", + " AffineConstantFlow, ActNorm, AffineHalfFlow, \n", + " SlowMAF, MAF, IAF, Invertible1x1Conv,\n", + " NormalizingFlow, NormalizingFlowModel,\n", + ")\n", + "from nflib.spline_flows import NSF_AR, NSF_CL\n", + "\n", + "# for auto-reloading external modules\n", + "# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Будем работать с тем же датасетом Moons. Набросаем равномерным случайным образом аномалии" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import pickle\n", + "from sklearn import datasets\n", + "\n", + "class DatasetSIGGRAPH:\n", + " \"\"\" \n", + " haha, found from Eric https://blog.evjang.com/2018/01/nf2.html\n", + " https://github.com/ericjang/normalizing-flows-tutorial/blob/master/siggraph.pkl\n", + " \"\"\"\n", + " def __init__(self):\n", + " with open('siggraph.pkl', 'rb') as f:\n", + " XY = np.array(pickle.load(f), dtype=np.float32)\n", + " XY -= np.mean(XY, axis=0) # center\n", + " self.XY = torch.from_numpy(XY)\n", + " \n", + " def sample(self, n):\n", + " X = self.XY[np.random.randint(self.XY.shape[0], size=n)]\n", + " return X\n", + "\n", + "class DatasetMoons:\n", + " \"\"\" two half-moons \"\"\"\n", + " def sample(self, n):\n", + " moons = datasets.make_moons(n_samples=n, noise=0.05)[0].astype(np.float32)\n", + " return torch.from_numpy(moons)\n", + "\n", + "class DatasetMixture:\n", + " \"\"\" 4 mixture of gaussians \"\"\"\n", + " def sample(self, n):\n", + " assert n%4 == 0\n", + " r = np.r_[np.random.randn(n // 4, 2)*0.5 + np.array([0, -2]),\n", + " np.random.randn(n // 4, 2)*0.5 + np.array([0, 0]),\n", + " np.random.randn(n // 4, 2)*0.5 + np.array([2, 2]),\n", + " np.random.randn(n // 4, 2)*0.5 + np.array([-2, 2])]\n", + " return torch.from_numpy(r.astype(np.float32))\n", + "\n", + "class DatasetAnomalies:\n", + " def sample(self, n):\n", + " return -2 + 4*torch.rand((n,2))\n", + "\n", + "d = DatasetMoons()\n", + "a = DatasetAnomalies()\n", + "#d = DatasetMixture()\n", + "#d = DatasetSIGGRAPH()\n", + "\n", + "x = d.sample(128) # normal samples\n", + "x_an = a.sample(30) # anomalies\n", + "plt.figure(figsize=(10,10))\n", + "plt.scatter(x[:,0], x[:,1], s=5, alpha=0.8, label='normal samples')\n", + "plt.scatter(x_an[:,0], x_an[:,1], s=5, alpha=0.8, label='anomalies')\n", + "plt.legend()\n", + "plt.axis('equal');" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# construct a model\n", + "#prior = MultivariateNormal(torch.zeros(2), torch.eye(2))\n", + "prior = TransformedDistribution(Uniform(torch.zeros(2), torch.ones(2)), SigmoidTransform().inv) # Logistic distribution\n", + "\n", + "# RealNVP\n", + "# flows = [AffineHalfFlow(dim=2, parity=i%2) for i in range(9)]\n", + "\n", + "# NICE\n", + "# flows = [AffineHalfFlow(dim=2, parity=i%2, scale=False) for i in range(4)]\n", + "# flows.append(AffineConstantFlow(dim=2, shift=False))\n", + "\n", + "# SlowMAF (MAF, but without any parameter sharing for each dimension's scale/shift)\n", + "# flows = [SlowMAF(dim=2, parity=i%2) for i in range(4)]\n", + "\n", + "# MAF (with MADE net, so we get very fast density estimation)\n", + "# flows = [MAF(dim=2, parity=i%2) for i in range(4)]\n", + "\n", + "# IAF (with MADE net, so we get very fast sampling)\n", + "# flows = [IAF(dim=2, parity=i%2) for i in range(3)]\n", + "\n", + "# insert ActNorms to any of the flows above\n", + "# norms = [ActNorm(dim=2) for _ in flows]\n", + "# flows = list(itertools.chain(*zip(norms, flows)))\n", + "\n", + "# Glow paper\n", + "# flows = [Invertible1x1Conv(dim=2) for i in range(3)]\n", + "# norms = [ActNorm(dim=2) for _ in flows]\n", + "# couplings = [AffineHalfFlow(dim=2, parity=i%2, nh=32) for i in range(len(flows))]\n", + "# flows = list(itertools.chain(*zip(norms, flows, couplings))) # append a coupling layer after each 1x1\n", + "\n", + "# Neural splines, coupling\n", + "nfs_flow = NSF_CL if True else NSF_AR\n", + "flows = [nfs_flow(dim=2, K=8, B=3, hidden_dim=16) for _ in range(3)]\n", + "convs = [Invertible1x1Conv(dim=2) for _ in flows]\n", + "norms = [ActNorm(dim=2) for _ in flows]\n", + "flows = list(itertools.chain(*zip(norms, convs, flows)))\n", + "\n", + "# construct the model\n", + "model = NormalizingFlowModel(prior, flows)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "number of params: 5844\n" + ] + } + ], + "source": [ + "# optimizer\n", + "optimizer = optim.Adam(model.parameters(), lr=1e-4, weight_decay=1e-5) # todo tune WD\n", + "print(\"number of params: \", sum(p.numel() for p in model.parameters()))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Обучим модель" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "5aecf9bad6ef4d62a601e4190c53fff3", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=0.0, description='Loss: ?', max=1000.0, style=ProgressStyle(description_wid…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "from tqdm.auto import tqdm\n", + "n_epoches = 1000\n", + "model.train()\n", + "pbar = tqdm(range(n_epoches), desc='Loss: ?')\n", + "for k in pbar:\n", + " x = d.sample(128)\n", + " \n", + " zs, prior_logprob, log_det = model(x)\n", + " logprob = prior_logprob + log_det\n", + " loss = -torch.sum(logprob) # NLL\n", + "\n", + " model.zero_grad()\n", + " loss.backward()\n", + " optimizer.step()\n", + " \n", + " pbar.update(1)\n", + " pbar.set_description(f'Loss: {loss.item():.2f}')\n", + " pbar.refresh()\n", + "pbar.close()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Посмотрим на выученную плотность распределения" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ng = 100\n", + "xx, yy = np.linspace(-3, 3, ng), np.linspace(-3, 3, ng)\n", + "xv, yv = np.meshgrid(xx, yy)\n", + "xy = np.stack([xv, yv], axis=-1)\n", + "xy = xy.reshape((ng*ng, 2))\n", + "xy = torch.from_numpy(xy).float()\n", + "zs, prior_logprob, log_det = model(xy)\n", + "plt.scatter(xy[:,0], xy[:,1], c=(prior_logprob+log_det).detach().exp())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Задание 1**: Посмотрите, как отличается likelihood для нормальных объектов и аномалий (используйте гистограммы)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Object `? # Your code here` not found.\n" + ] + } + ], + "source": [ + "??? # Your code here" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Задание 2**: Посмотрите на ROC AUC для классификации аномалии по предсказанному NF лайклихуду для объектов (для расчёта берите соотношение аномалий к нормальным объектам 1:1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "??? # Your code here" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Задание 3**\n", + "\n", + "Реализуйте алгоритм поиска аномалий из статьи [WAIC, but Why?](https://arxiv.org/pdf/1810.01392.pdf)\n", + "\n", + "Алгоритм предельно простой и представляет собой Watanabe-Akaike Information Criterion (WAIC), оцененный по ансамблю моделей:\n", + "$$WAIC(x)=\\mathbb{E}_\\theta\\log p_\\theta(x)-Var_\\theta\\log p_\\theta(x)$$" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Object `? # Your code here` not found.\n" + ] + } + ], + "source": [ + "??? # Your code here" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/seminars/seminar-9-nf-3/nflib/__init__.py b/seminars/seminar-9-nf-3/nflib/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/seminars/seminar-9-nf-3/nflib/flows.py b/seminars/seminar-9-nf-3/nflib/flows.py new file mode 100644 index 0000000..5168053 --- /dev/null +++ b/seminars/seminar-9-nf-3/nflib/flows.py @@ -0,0 +1,294 @@ +""" +Implements various flows. +Each flow is invertible so it can be forward()ed and backward()ed. +Notice that backward() is not backward as in backprop but simply inversion. +Each flow also outputs its log det J "regularization" + +Reference: + +NICE: Non-linear Independent Components Estimation, Dinh et al. 2014 +https://arxiv.org/abs/1410.8516 + +Variational Inference with Normalizing Flows, Rezende and Mohamed 2015 +https://arxiv.org/abs/1505.05770 + +Density estimation using Real NVP, Dinh et al. May 2016 +https://arxiv.org/abs/1605.08803 +(Laurent's extension of NICE) + +Improved Variational Inference with Inverse Autoregressive Flow, Kingma et al June 2016 +https://arxiv.org/abs/1606.04934 +(IAF) + +Masked Autoregressive Flow for Density Estimation, Papamakarios et al. May 2017 +https://arxiv.org/abs/1705.07057 +"The advantage of Real NVP compared to MAF and IAF is that it can both generate data and estimate densities with one forward pass only, whereas MAF would need D passes to generate data and IAF would need D passes to estimate densities." +(MAF) + +Glow: Generative Flow with Invertible 1x1 Convolutions, Kingma and Dhariwal, Jul 2018 +https://arxiv.org/abs/1807.03039 + +"Normalizing Flows for Probabilistic Modeling and Inference" +https://arxiv.org/abs/1912.02762 +(review paper) +""" + +import numpy as np +import torch +import torch.nn.functional as F +from torch import nn + +from nflib.nets import LeafParam, MLP, ARMLP + +class AffineConstantFlow(nn.Module): + """ + Scales + Shifts the flow by (learned) constants per dimension. + In NICE paper there is a Scaling layer which is a special case of this where t is None + """ + def __init__(self, dim, scale=True, shift=True): + super().__init__() + self.s = nn.Parameter(torch.randn(1, dim, requires_grad=True)) if scale else None + self.t = nn.Parameter(torch.randn(1, dim, requires_grad=True)) if shift else None + + def forward(self, x): + s = self.s if self.s is not None else x.new_zeros(x.size()) + t = self.t if self.t is not None else x.new_zeros(x.size()) + z = x * torch.exp(s) + t + log_det = torch.sum(s, dim=1) + return z, log_det + + def backward(self, z): + s = self.s if self.s is not None else z.new_zeros(z.size()) + t = self.t if self.t is not None else z.new_zeros(z.size()) + x = (z - t) * torch.exp(-s) + log_det = torch.sum(-s, dim=1) + return x, log_det + + +class ActNorm(AffineConstantFlow): + """ + Really an AffineConstantFlow but with a data-dependent initialization, + where on the very first batch we clever initialize the s,t so that the output + is unit gaussian. As described in Glow paper. + """ + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + self.data_dep_init_done = False + + def forward(self, x): + # first batch is used for init + if not self.data_dep_init_done: + assert self.s is not None and self.t is not None # for now + self.s.data = (-torch.log(x.std(dim=0, keepdim=True))).detach() + self.t.data = (-(x * torch.exp(self.s)).mean(dim=0, keepdim=True)).detach() + self.data_dep_init_done = True + return super().forward(x) + + +class AffineHalfFlow(nn.Module): + """ + As seen in RealNVP, affine autoregressive flow (z = x * exp(s) + t), where half of the + dimensions in x are linearly scaled/transfromed as a function of the other half. + Which half is which is determined by the parity bit. + - RealNVP both scales and shifts (default) + - NICE only shifts + """ + def __init__(self, dim, parity, net_class=MLP, nh=24, scale=True, shift=True): + super().__init__() + self.dim = dim + self.parity = parity + self.s_cond = lambda x: x.new_zeros(x.size(0), self.dim // 2) + self.t_cond = lambda x: x.new_zeros(x.size(0), self.dim // 2) + if scale: + self.s_cond = net_class(self.dim // 2, self.dim // 2, nh) + if shift: + self.t_cond = net_class(self.dim // 2, self.dim // 2, nh) + + def forward(self, x): + x0, x1 = x[:,::2], x[:,1::2] + if self.parity: + x0, x1 = x1, x0 + s = self.s_cond(x0) + t = self.t_cond(x0) + z0 = x0 # untouched half + z1 = torch.exp(s) * x1 + t # transform this half as a function of the other + if self.parity: + z0, z1 = z1, z0 + z = torch.cat([z0, z1], dim=1) + log_det = torch.sum(s, dim=1) + return z, log_det + + def backward(self, z): + z0, z1 = z[:,::2], z[:,1::2] + if self.parity: + z0, z1 = z1, z0 + s = self.s_cond(z0) + t = self.t_cond(z0) + x0 = z0 # this was the same + x1 = (z1 - t) * torch.exp(-s) # reverse the transform on this half + if self.parity: + x0, x1 = x1, x0 + x = torch.cat([x0, x1], dim=1) + log_det = torch.sum(-s, dim=1) + return x, log_det + + +class SlowMAF(nn.Module): + """ + Masked Autoregressive Flow, slow version with explicit networks per dim + """ + def __init__(self, dim, parity, net_class=MLP, nh=24): + super().__init__() + self.dim = dim + self.layers = nn.ModuleDict() + self.layers[str(0)] = LeafParam(2) + for i in range(1, dim): + self.layers[str(i)] = net_class(i, 2, nh) + self.order = list(range(dim)) if parity else list(range(dim))[::-1] + + def forward(self, x): + z = torch.zeros_like(x) + log_det = torch.zeros(x.size(0)) + for i in range(self.dim): + st = self.layers[str(i)](x[:, :i]) + s, t = st[:, 0], st[:, 1] + z[:, self.order[i]] = x[:, i] * torch.exp(s) + t + log_det += s + return z, log_det + + def backward(self, z): + x = torch.zeros_like(z) + log_det = torch.zeros(z.size(0)) + for i in range(self.dim): + st = self.layers[str(i)](x[:, :i]) + s, t = st[:, 0], st[:, 1] + x[:, i] = (z[:, self.order[i]] - t) * torch.exp(-s) + log_det += -s + return x, log_det + +class MAF(nn.Module): + """ Masked Autoregressive Flow that uses a MADE-style network for fast forward """ + + def __init__(self, dim, parity, net_class=ARMLP, nh=24): + super().__init__() + self.dim = dim + self.net = net_class(dim, dim*2, nh) + self.parity = parity + + def forward(self, x): + # here we see that we are evaluating all of z in parallel, so density estimation will be fast + st = self.net(x) + s, t = st.split(self.dim, dim=1) + z = x * torch.exp(s) + t + # reverse order, so if we stack MAFs correct things happen + z = z.flip(dims=(1,)) if self.parity else z + log_det = torch.sum(s, dim=1) + return z, log_det + + def backward(self, z): + # we have to decode the x one at a time, sequentially + x = torch.zeros_like(z) + log_det = torch.zeros(z.size(0)) + z = z.flip(dims=(1,)) if self.parity else z + for i in range(self.dim): + st = self.net(x.clone()) # clone to avoid in-place op errors if using IAF + s, t = st.split(self.dim, dim=1) + x[:, i] = (z[:, i] - t[:, i]) * torch.exp(-s[:, i]) + log_det += -s[:, i] + return x, log_det + +class IAF(MAF): + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + """ + reverse the flow, giving an Inverse Autoregressive Flow (IAF) instead, + where sampling will be fast but density estimation slow + """ + self.forward, self.backward = self.backward, self.forward + + +class Invertible1x1Conv(nn.Module): + """ + As introduced in Glow paper. + """ + + def __init__(self, dim): + super().__init__() + self.dim = dim + Q = torch.nn.init.orthogonal_(torch.randn(dim, dim)) + P, L, U = torch.lu_unpack(*Q.lu()) + self.P = P # remains fixed during optimization + self.L = nn.Parameter(L) # lower triangular portion + self.S = nn.Parameter(U.diag()) # "crop out" the diagonal to its own parameter + self.U = nn.Parameter(torch.triu(U, diagonal=1)) # "crop out" diagonal, stored in S + + def _assemble_W(self): + """ assemble W from its pieces (P, L, U, S) """ + L = torch.tril(self.L, diagonal=-1) + torch.diag(torch.ones(self.dim)) + U = torch.triu(self.U, diagonal=1) + W = self.P @ L @ (U + torch.diag(self.S)) + return W + + def forward(self, x): + W = self._assemble_W() + z = x @ W + log_det = torch.sum(torch.log(torch.abs(self.S))) + return z, log_det + + def backward(self, z): + W = self._assemble_W() + W_inv = torch.inverse(W) + x = z @ W_inv + log_det = -torch.sum(torch.log(torch.abs(self.S))) + return x, log_det + +# ------------------------------------------------------------------------ + +class NormalizingFlow(nn.Module): + """ A sequence of Normalizing Flows is a Normalizing Flow """ + + def __init__(self, flows): + super().__init__() + self.flows = nn.ModuleList(flows) + + def forward(self, x): + m, _ = x.shape + log_det = torch.zeros(m) + zs = [x] + for flow in self.flows: + x, ld = flow.forward(x) + log_det += ld + zs.append(x) + return zs, log_det + + def backward(self, z): + m, _ = z.shape + log_det = torch.zeros(m) + xs = [z] + for flow in self.flows[::-1]: + z, ld = flow.backward(z) + log_det += ld + xs.append(z) + return xs, log_det + +class NormalizingFlowModel(nn.Module): + """ A Normalizing Flow Model is a (prior, flow) pair """ + + def __init__(self, prior, flows): + super().__init__() + self.prior = prior + self.flow = NormalizingFlow(flows) + + def forward(self, x): + zs, log_det = self.flow.forward(x) + prior_logprob = self.prior.log_prob(zs[-1]).view(x.size(0), -1).sum(1) + return zs, prior_logprob, log_det + + def backward(self, z): + xs, log_det = self.flow.backward(z) + return xs, log_det + + def sample(self, num_samples): + z = self.prior.sample((num_samples,)) + xs, _ = self.flow.backward(z) + return xs diff --git a/seminars/seminar-9-nf-3/nflib/made.py b/seminars/seminar-9-nf-3/nflib/made.py new file mode 100644 index 0000000..95f76da --- /dev/null +++ b/seminars/seminar-9-nf-3/nflib/made.py @@ -0,0 +1,97 @@ +""" +# copy pasted from my earlier MADE implementation +# https://github.com/karpathy/pytorch-made + +Implements a Masked Autoregressive MLP, where carefully constructed +binary masks over weights ensure the autoregressive property. +""" + +import numpy as np +import torch +import torch.nn.functional as F +from torch import nn + +class MaskedLinear(nn.Linear): + """ same as Linear except has a configurable mask on the weights """ + + def __init__(self, in_features, out_features, bias=True): + super().__init__(in_features, out_features, bias) + self.register_buffer('mask', torch.ones(out_features, in_features)) + + def set_mask(self, mask): + self.mask.data.copy_(torch.from_numpy(mask.astype(np.uint8).T)) + + def forward(self, input): + return F.linear(input, self.mask * self.weight, self.bias) + +class MADE(nn.Module): + def __init__(self, nin, hidden_sizes, nout, num_masks=1, natural_ordering=False): + """ + nin: integer; number of inputs + hidden sizes: a list of integers; number of units in hidden layers + nout: integer; number of outputs, which usually collectively parameterize some kind of 1D distribution + note: if nout is e.g. 2x larger than nin (perhaps the mean and std), then the first nin + will be all the means and the second nin will be stds. i.e. output dimensions depend on the + same input dimensions in "chunks" and should be carefully decoded downstream appropriately. + the output of running the tests for this file makes this a bit more clear with examples. + num_masks: can be used to train ensemble over orderings/connections + natural_ordering: force natural ordering of dimensions, don't use random permutations + """ + + super().__init__() + self.nin = nin + self.nout = nout + self.hidden_sizes = hidden_sizes + assert self.nout % self.nin == 0, "nout must be integer multiple of nin" + + # define a simple MLP neural net + self.net = [] + hs = [nin] + hidden_sizes + [nout] + for h0,h1 in zip(hs, hs[1:]): + self.net.extend([ + MaskedLinear(h0, h1), + nn.ReLU(), + ]) + self.net.pop() # pop the last ReLU for the output layer + self.net = nn.Sequential(*self.net) + + # seeds for orders/connectivities of the model ensemble + self.natural_ordering = natural_ordering + self.num_masks = num_masks + self.seed = 0 # for cycling through num_masks orderings + + self.m = {} + self.update_masks() # builds the initial self.m connectivity + # note, we could also precompute the masks and cache them, but this + # could get memory expensive for large number of masks. + + def update_masks(self): + if self.m and self.num_masks == 1: return # only a single seed, skip for efficiency + L = len(self.hidden_sizes) + + # fetch the next seed and construct a random stream + rng = np.random.RandomState(self.seed) + self.seed = (self.seed + 1) % self.num_masks + + # sample the order of the inputs and the connectivity of all neurons + self.m[-1] = np.arange(self.nin) if self.natural_ordering else rng.permutation(self.nin) + for l in range(L): + self.m[l] = rng.randint(self.m[l-1].min(), self.nin-1, size=self.hidden_sizes[l]) + + # construct the mask matrices + masks = [self.m[l-1][:,None] <= self.m[l][None,:] for l in range(L)] + masks.append(self.m[L-1][:,None] < self.m[-1][None,:]) + + # handle the case where nout = nin * k, for integer k > 1 + if self.nout > self.nin: + k = int(self.nout / self.nin) + # replicate the mask across the other outputs + masks[-1] = np.concatenate([masks[-1]]*k, axis=1) + + # set the masks in all MaskedLinear layers + layers = [l for l in self.net.modules() if isinstance(l, MaskedLinear)] + for l,m in zip(layers, masks): + l.set_mask(m) + + def forward(self, x): + return self.net(x) diff --git a/seminars/seminar-9-nf-3/nflib/nets.py b/seminars/seminar-9-nf-3/nflib/nets.py new file mode 100644 index 0000000..c2f8ea4 --- /dev/null +++ b/seminars/seminar-9-nf-3/nflib/nets.py @@ -0,0 +1,79 @@ +""" +Various helper network modules +""" + +import torch +import torch.nn.functional as F +from torch import nn + +from nflib.made import MADE + +class LeafParam(nn.Module): + """ + just ignores the input and outputs a parameter tensor, lol + todo maybe this exists in PyTorch somewhere? + """ + def __init__(self, n): + super().__init__() + self.p = nn.Parameter(torch.zeros(1,n)) + + def forward(self, x): + return self.p.expand(x.size(0), self.p.size(1)) + +class PositionalEncoder(nn.Module): + """ + Each dimension of the input gets expanded out with sins/coses + to "carve" out the space. Useful in low-dimensional cases with + tightly "curled up" data. + """ + def __init__(self, freqs=(.5,1,2,4,8)): + super().__init__() + self.freqs = freqs + + def forward(self, x): + sines = [torch.sin(x * f) for f in self.freqs] + coses = [torch.cos(x * f) for f in self.freqs] + out = torch.cat(sines + coses, dim=1) + return out + +class MLP(nn.Module): + """ a simple 4-layer MLP """ + + def __init__(self, nin, nout, nh): + super().__init__() + self.net = nn.Sequential( + nn.Linear(nin, nh), + nn.LeakyReLU(0.2), + nn.Linear(nh, nh), + nn.LeakyReLU(0.2), + nn.Linear(nh, nh), + nn.LeakyReLU(0.2), + nn.Linear(nh, nout), + ) + def forward(self, x): + return self.net(x) + +class PosEncMLP(nn.Module): + """ + Position Encoded MLP, where the first layer performs position encoding. + Each dimension of the input gets transformed to len(freqs)*2 dimensions + using a fixed transformation of sin/cos of given frequencies. + """ + def __init__(self, nin, nout, nh, freqs=(.5,1,2,4,8)): + super().__init__() + self.net = nn.Sequential( + PositionalEncoder(freqs), + MLP(nin * len(freqs) * 2, nout, nh), + ) + def forward(self, x): + return self.net(x) + +class ARMLP(nn.Module): + """ a 4-layer auto-regressive MLP, wrapper around MADE net """ + + def __init__(self, nin, nout, nh): + super().__init__() + self.net = MADE(nin, [nh, nh, nh], nout, num_masks=1, natural_ordering=True) + + def forward(self, x): + return self.net(x) diff --git a/seminars/seminar-9-nf-3/nflib/nflib1.ipynb b/seminars/seminar-9-nf-3/nflib/nflib1.ipynb new file mode 100644 index 0000000..422a019 --- /dev/null +++ b/seminars/seminar-9-nf-3/nflib/nflib1.ipynb @@ -0,0 +1,587 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n" + ] + } + ], + "source": [ + "import itertools\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "import torch\n", + "import torch.optim as optim\n", + "import torch.nn.functional as F\n", + "import torch.nn.init as init\n", + "from torch import nn\n", + "from torch import distributions\n", + "from torch.distributions import MultivariateNormal, Uniform, TransformedDistribution, SigmoidTransform\n", + "from torch.nn.parameter import Parameter\n", + "\n", + "from nflib.flows import (\n", + " AffineConstantFlow, ActNorm, AffineHalfFlow, \n", + " SlowMAF, MAF, IAF, Invertible1x1Conv,\n", + " NormalizingFlow, NormalizingFlowModel,\n", + ")\n", + "from nflib.spline_flows import NSF_AR, NSF_CL\n", + "\n", + "# for auto-reloading external modules\n", + "# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQwAAAD4CAYAAAAZ+NgoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAcVElEQVR4nO3da2xc553f8e+fEkmJki2KEm2LlCjKsLf1RbsyzcqOFWyNJgFiozDtro21skCsbAIju2v09qYOsnFaJ0CSvui222SbehPHdps4ySaNpG2VNTabDVI4tWVKdkLJRhJZIimSQkyLEnWhTEqaf19whjscnpl5yDmcy5nfByA4lzPznDMz53+e+2PujohIiIZK74CI1A4FDBEJpoAhIsEUMEQkmAKGiARbWekdyGfjxo3e3d1d6d0QqUuHDh16193bcx+v2oDR3d1Nf39/pXdDpC6Z2VDU4yqSiEgwBQwRCaaAISLBFDBEJJgChogEU8AQkWAKGCISTAFDRIIpYIhIMAUMEQmmgCEiwRQwRCSYAoaIBFPAEJFgChgiEkwBQ0SCKWCISDAFDBEJpoAhIsEUMEQkmAKGiARTwBCRYAoYIhJMAUNEgilgiEgwBQwRCRZLwDCzZ83sHTM7kuf5e81s0szeSP89FUe6IlJeca2t+hzwZeCFAtv8X3f/5zGlJyIVEEsOw91/CkzE8V4iUr3KWYfxPjP7uZn90Mxui9rAzB43s34z6x8fHy/jrolIiHIFjMPAVnf/HeC/AnujNnL3Z9y9191729vby7RrIhKqLAHD3c+5+4X07QNAo5ltLEfaIhKfsgQMM7vBzCx9e2c63dPlSFtE4hNLK4mZvQjcC2w0sxHgs0AjgLt/FXgY+CMzuwJcAh51d48jbREpn1gChrvvLvL8l5ltdhWRGqaeniISTAFDRIIpYIhIMAUMEQmmgCEiwRQwRCSYAoaIBFPAEJFgChgiEkwBQ0SCKWCISDAFDBEJpoAhIsEUMEQkmAKGzOPuXJy+gqYrkShxLTMgCeDufOvVYQ4NneHOrev5yF1dpCdKEwGUw5AsUzNXOTR0ho7W1RwaOsPUzNVK75JUGQUMmdPStII7t65n7Owl7ty6npamFZXeJakyKpLIHDPjI3d18eAdnbQ0rVBxRBZQwJB5zIw1zfpZSDQVSeqQWkJkqXQpqTNqCZFSKIdR5YrlBhabW1BLiJQiloBhZs+a2TtmdiTP82Zmf25mx8zsF2bWE0e6SZfJDXxm7xG+9erwXFDIBIlUKhX5fKH3c3d6ulrVEiJLEleR5DlmFyp6Ic/z9wE3p//uAv5b+r/kcHemZq7S0rRiQW4g03qRKVLc3nktA6OTdLa2cGjoDH07OjCzyBaO7KJIT1crT/fdxprmlSqOyKLEksNw958CEwU26QNe8FmvAK1mtimOtJMkN0exurFhQb+I7CAyMDLJ9s51jJ29RE9XK3tfH82b28h+3eHhs5hZcLBQJalklKvSsxM4mXV/JP3YqeyNzOxx4HGArq6uMu1a9cg+qfuHJvjQrdeze+eWef0iMp2rDg2dobe7jd07t3Dpcgp356l9R+loXcWrJ07Tt6ODtasa5947+3WLKYpkglj/0ATbO9ex555uGhpU9VWvyhUwoi5lCy5X7v4M8AxAb29vYi9n2cWO7Kt85qTuH5oglXK+cOAtervb5rVkRHWuWtPcMFc38b3Do+DO3tdH+YO7txZ8XYipmav0D01w5uIMz708CMDHdm1TUaZOletSMQJsybq/GRgrU9pVJV9FJvzDSf2p+26hwYzO9S2RLRmZzlXZJ62Z0bejg451zey6aQOHh88Gva6YlqYVbO9cx/Hxi2xrX8vAyKRaVupYuQLGfuCj6daSu4FJdz9V7EVJVKxZ08xov6aZ3u62RbVkuDv73hhj7Ox7vPz2BD1drbG0gJgZe+7pZs+ubtpaGuntblPLSh2LpUhiZi8C9wIbzWwE+CzQCODuXwUOAPcDx4Ap4GNxpFuLVjc2zLZujEzmPfmWUnyYmrnK4eGz7LppIycnpnjwjs7Yig0NDQ18bNe2yGKU1JdYAoa77y7yvAN/Ekda5ZavvmGp7/XiwZMMjE6yffM6du/ckvc9FzumI7tS864bN8Q+HkRjTATUNbyguLtRX5y+wqvHT7OlrYUjo+e4dDnFmuZ4SoWVGmkaZ0CV6qf2sQJK6Uad23fB0y0Xw2cu8fKxd2OrY8i2lErNUhSqwJVkUsAoYCkTyrg7F967zDdfGZp3ImXqGN5/0wa6NrTEWsewHEI6a2VyTJvWrcobUNXpK1lUJClgsdn8zBX31ROnGTo9xV3b2ugfmph7/Vwdw7b46xjiFFIUc3d+cHiEE6enGDp9kUd6tywIqBoZmzzKYRSxmGx+pgizZX0LExenOTBwilTKWd3YMBd8Pvfg7VV/4oQUxS5OX+H7h0eZuXIVh7lxLIt9H6ktChgxyuQiTp6Zom1NM/fdvokGMy5dTgHlr2NYquCiWPo4GhoaIo+p0Ptkj7hVkaV2WLV+Ub29vd7f31/p3Vi0zImw9/VRDg+frdmseLHWD3fnm68McXBwgp3dbfO6oRd7n7nxKYMTpNxpaDB6t7bV5OeUVGZ2yN17FzyugBFuMU2I9dDcuNRjvDh9hc/sPcLGtc38zZFT3Ld9E+Pnp/ncg7dXdd1OPckXMPTtBMq+Km7fXHzUZj10dFrqMc4Nshuc4I6uVt45/x69W9XlvBYk+xcdo6mZq/QPTjAxdVmjNmPQt6ODvh0dtDSt4NLlVKJzYkmiSs9ALU0r2L55HSfGL3Bj+xoGRjVqcykyObWn9h1l3xtjNVMRLLMUMAJlj9pcv6ZJWeglKtbUqo5e1U1FkkXQqM3SZU8StL1zHasb/+GapY5e1a+ucxhLuZopC10aM2P3zi1s71zHwMgkLx48Off5q6NX9avbgLHYgVPKKsfn0uUUR0bPLZhRTItBV7+6LZLkXs1Cp+hXVrl0+SYk1mLQ1a9uA0ZL0wp6ulo5ODjBP+luK9gzM2p9kKT3sVhOCgy1q26LJHMcZq5c5dBw/rKzssrxi6oLSqVSfOPlE/zpDwY0v0aVqtvLZGZ+iq4Nazgyeo7tm9dxZPRcZEDQFXH5uTvP/WyQ514eZFv7WvoHJ5STq0J1+23kWxAoX0Coh67elTQ1c5WB0UlubF/D8fEL/NNd3crJVaG6PQPyLQgkldHStILerbMTDu35rXb23NMNzA5UU66uetRtwADlGqpJbgAH1DJVhXRJlaqRXREa1YlLfWEqL5aAYWYfNrNfmtkxM3sy4vk9ZjZuZm+k/z4RR7rLQT/K6pDbMrW6sUEzlFeBkvPjZrYC+ArwIWbXUH3NzPa7+5s5m37H3Z8oNb3lVKsdtJI4WU9uEUV9YapDHDmMncAxdz/u7jPAt4G+GN63bDK5iovTV2puLEOS1wbJLqKoL0x1iCNEdwIns+6PAHdFbPd7Zva7wK+Af+PuJyO2KbvsXEVPVys9Xa1zPT5r4UeZfeXtH5zgQ7deT/s1zYnJaWTk6wuTxNxVNYsjhxH1LeVe5v4a6Hb33wZ+BDwf+UZmj5tZv5n1j4+Px7BrxWWfcIeHz/LgHZ01sRRARubKO3pmipQ7X/jhW4nLaWTk9g5Ncu4qVLnr3OIIGCPAlqz7m4Gx7A3c/bS7T6fv/iVwZ9Qbufsz7t7r7r3t7e0x7FpxuVndNc0ra2r4eubK+6n7b6GhwehsbamZ4lSp6n04fCUCZhwB4zXgZjPbZmZNwKPA/uwNzGxT1t0HgLdiSDdIsQhcSwsM5WNmtF/TTO/Wtroq49d7vcZiAmZcOZGS6zDc/YqZPQG8BKwAnnX3o2b2NNDv7vuBf2lmDwBXgAlgT6npBu5b0NoZSejAVY/jXerxmLPlmyYgV5ytf4lel+T8pRn+4GsHmb58hdXNjfzPj+9k7arGmPaw+iS1AjCpxxWHkM8msw5MR+tqxs5eClr/pe7WJXF3vtt/kpMTUzSubGBVU2IPFajdPiTFzK0Hk54DtNh6MPUmJHccmhMJkdizaGrmKkfGzvHbm6/l7fGLPPA7m2q+2FHIvObVoeQ0r07NXKV/aIIzF2e0HkyEkBxGnEW3xIbqzOjHtrXN/OH7tyX+RzbXvHp2ilTK+cKBZDSvtjStYHvnOo6PX2Rb+1oGRrQeTEaxVpLsis64Jq9ObMDIRNXPP7idj+3alshsbO4P4iN3dfGp+26hwWzBBLu1Kns9mLaWRnq7tR5MRqFWkuVqck1uHj3h8tVZtF/TTG93Wyzl1WqxmPVg6qmCtFDdxHKNvUlswEhqJWBGvh9Ednl1dWNDYk6ekMq9pH/nuQp913FWdGZLXj49LfeEygwuq/UyfUahTkuZH8yLB08mttt0VEekeuz5me+7Xq4OiYkNGNknVE9XK3tfH03UyVPsB5Hkkydf+bxee37muzgCc1MDqA4jR27ZNTu75u48te9o4uZSKJRNX64saTUIKY4loRgWKvu7zlwcDw+fpaerFSDvejtLUftnDfnLrpkTyt0Te/Lkk+STp1AwTEI3/8XKd3E8eGICDLra1sR2oUzEJ1usRjjJJ08hST156vX7LCTq4rhzWxtArPO7JOLXNLfs4YkJdm6LbqdP6slTr/R9Rouaff2hns2xBdZkVXrqQlP3NInz/ImG4urhmZGIgDG37GHbGg4Nn2H8/HRd/2DqlWbgWn6JCBhJHUchYWp5EudSVCI3lYiAkdRxFFJcdq5i7+uj9HS1Mnpmits7r2V1YyJ+3pEqlZtKzCeaGUdx59b1DJ++SE9Xa100nxaT9DJ97iTOfTs62L55HQOjk7x48GRdHHc5L441HzAiTwhVfuLuXHjvMt98ZSixZXp3x93p6Wqd691pZhwZPZf4yZAr1au1ptulcjts9e3omKv8PDx8lod6Ntdl01vmc3n1xGmGT0+x66aNierhCgvXk3m677a5Y6uHTnqV6otS0zmM3GwZUJdjCXJlPpeuthYw4+TEVOI+j9yiSKYJMQmzwIeKu8k0RE1fbnK7CK9pXqkegMz/XB7u6Zw31iIp1D28Mmp+1vB6mjBlMUI/l1r+/Gp536tdYmcN19UkWj1MOBN1jAoiy6um6zCkNEmYMyO7lSzJPT1zj/PCe5e58N7lsh9jLJdmM/sw8F+YXfnsa+7+xZznm4EXmF1T9TTw++4+GEfaUlihK26tz5kR1Uq2HPNYVlpui5C78/3Do2DGwz2deVf0Ww4l5zDMbAXwFeA+4FZgt5ndmrPZx4Ez7n4T8GfAl0pNt5Ckd1YqJnP8qVSq4BW31lsU6qGVzN0ZPz9N/+DE7BwXgxP8v7dPc+nyVS7NXOHg4ERZc4ZxhN+dwDF3Pw5gZt8G+oA3s7bpA/59+vb3gC+bmfkynNG1Xi4vVfbx3955LQMjk3Nd5aOuuLVcB5T0VrLsVd9S7oyemWJndxvuztjke2DGzjIvuxDHL6UTOJl1fwS4K9826cWbJ4ENwLvZG5nZ48DjAF1dXUvameWaXr1WZB//wOjkXDfp37r+GlatrO0TKFe+zktJ+b4z32VnawujZ6f41H230H5NMzA7xwVQ9ubyOCo9o/Y2N+cQsg3u/oy797p7b3t7+5J2pl4ngs3IPv7erW189O4uZi5f5VuvDPFvv/tzUqlUpXcxVpXovFQuud9lJlhMzVxlTfNK1q5qLPtxxxGKR4AtWfc3A2N5thkxs5XAOmAihrQXqPfp23KPf/z8NAOj57hu3SpeHz7LuxdmuO7aVZGvVZNkdYmaPavSxe04chivATeb2TYzawIeBfbnbLMfeCx9+2Hgx8tRf5GR5KtOiOzj37i2iTu6Whk/N80dXa1sXNsU+ZpMeflP9w7wjZdPJC4nUquyv8tqaAYvOYeRrpN4AniJ2WbVZ939qJk9DfS7+37g68D/MLNjzOYsHi01XQnT0NDAn/3+Dt69MMPGtU1515jVKunVrxqawWu+a7jEw935xssneO7lQba1r6WtpZHPP7Q9MRWISVGuYmNiu4ZLPDKrpAMMjExqlfQqVelmcAUMmbOYVdIlPrVU2ayAIfNU+gpWb0I7GlZLUNHgM5EKKtTyEdrFv5x0KRGpoHwtHwu6+I9Ozs1TWsneywoYIhWUr6PhvC7+I7Nd/I+Mnqt472UFDFkgt7xcLeXnpIqqN8rOefR2t7F75xYuXU5V/DtQwJB5civhdu/cwosHT9bt6N9Kicp5rGmufJVj5fdAqkpuJdy7F2boH5xg49pm+ss890K9y+4WXi1zvChgyDy5o303rGkk5c7fHDlFyj3Ryw9Wq2qaelBFEpknNys8NXOVhgbjvu2beOf8e1y6nKqKrHGtKaUeqJrmeNE3LwtkZ4VbmlbQu7WN8fPT9G5Vd/HFiKsfRTXN8aLBZ1JU5ocP0TM81cMaKKEyx7i6sWGusji7H8XY2Ut87sHbF51DKPdnp8FnUpJ9b4xFtpREdW0GFvy462Gu1XzzqcbRj6JauuyrSCJFFeq+nPvcxekrkdnvapj8pVTFWiqi5lPNFCMeuXMzT/fdVvOBUgFDispXhs4sqtPT1Tr3HBAZGEoph1dDk2JIS0XuHJx77unm6b7bAPjs/jfZ90buzJW1p/J5HKl6UZ2I5qbAH5zg9s5r+Q8P3MraVY0AkWMjljrXarUUZUJaKqKO0SzF4eGzVdHCEQflMCRI7jypUzNX6R+cYGLqMs//bIi/OjQyt12+xZGWMtdqtRRlonJIUTmf3GOsphaOONRuqJOKamlawfbN63ju5UFubF/DwOjk3PT3oQtBZ1oTCo2RqIZ5LGHpM3hnv251Y0PNtxIpYMiSzJvSb3RyUX005q3olXIazOjtbos86app2YjsQHhx+kpwZ6pMf5ZqKFqVSkUSWbLMlH6ff3D7ok6ATDHjumtm10ppv2bVXAtLVOVmNS4bsdiiRrUUrUqlHIaUZCn9AzInW//QxOyaKeff486t69n7+iiHh89G9vWoZFY+X/p9Ozro29ERFMyqpWhVKvX0lIrIrcNwd57ad5SO1tXzekPG0UpSSsDJ1zFtKftU6cC3GPl6epZUJDGzNjP7WzP7dfr/+jzbXTWzN9J/uauiSR3K5EwaGhpY07ySNc0rI7P4IXNeRl30Co3jWEy/jqj0l1q8qMai1WKVWiR5Evg7d/+imT2Zvv/vIra75O47SkxLEixf5WbInJeFuqtnd9E+NHSGvh0debu5Z8vOAUWln4TixVKUGjD6gHvTt58HfkJ0wBApKqo+JBNI+nZ0zHu8UEeqqC7amXEcQNHWjahZx3IDWbW03JRbqQHjenc/BeDup8zsujzbrTKzfuAK8EV33xu1kZk9DjwO0NXVVeKuSZLk5gqycx49Xa1zRY1ME+bcfJhb58+HCflzB5lchbsH9eqs5R6bS1W00tPMfgTcEPHUp4Hn3b01a9sz7r6gHsPMOtx9zMxuBH4MfMDd3y6Urio9JePi9BU+s/dIZIXoxekrka0rhSoYo57LzlX0dM3+pKNabOrFkoe3u/sHC7zpb8xsUzp3sQl4J897jKX/HzeznwB3AAUDhkhGvnqM2bEaFjlWo1AOIOq57GLM4eGzPN13Gw/1bK67IkcxpXbc2g88lr79GLAvdwMzW29mzenbG4FdwJslpit1pND4lLjGamTeZ/TsFLd3XktL04qab9FYDiX1wzCzDcB3gS5gGHjE3SfMrBf4pLt/wszuAf47kGI2QP1nd/96sfdWkURCxdW/IZVK8dzPBudWr6/HokjGssy45e6ngQ9EPN4PfCJ9+2fA9lLSESkkrgrIS5dTHBk9N9cEW+tD0ZeDxpKIpCVtKPpyUPgUSaumkbHVSgFDJEu99q8IpSKJiARTwBCRYAoYIhJMAUNEgilgiEgwBQwRCaaAISLBFDBEJJgChogEU8AQkWAKGCISTAFDRIIpYIhIMAUMEQmmgCEiwRQwRCSYAoaIBFPAEJFgChgiEkwBQ0SClRQwzOwRMztqZqn04kX5tvuwmf3SzI6Z2ZOlpCkilVNqDuMI8C+An+bbwMxWAF8B7gNuBXab2a0lpisiFVDqymdvAcXWb9gJHHP34+ltvw30ofVVRWpOOeowOoGTWfdH0o8tYGaPm1m/mfWPj4+XYddEZDGK5jDM7EfADRFPfdrdF6zWHvUWEY9FrgDt7s8Az8DsYswB7y0iZVQ0YLj7B0tMYwTYknV/MzBW4nuKSAWUo0jyGnCzmW0zsybgUWB/GdIVkZiV2qz6kJmNAO8D/o+ZvZR+vMPMDgC4+xXgCeAl4C3gu+5+tLTdFpFKKLWV5AfADyIeHwPuz7p/ADhQSloiUnnq6SkiwRQwRCSYAoaIBFPAEJFgChgiEkwBQ0SCKWCISDAFDBEJpoAhIsEUMEQkmAKGiARTwBCRYAoYIhJMAUNEgilgiEgwBQwRCaaAISLBFDBEJJgChogEU8AQkWDmXp3rBZnZODC0hJduBN6NeXeUfu2kXw37kIT0t7p7e+6DVRswlsrM+t0970rySj/Z6VfDPiQ5fRVJRCSYAoaIBEtiwHhG6dd1+lD5fUhs+omrwxCR5ZPEHIaILBMFDBEJVvMBw8weMbOjZpYys7xNSWb2YTP7pZkdM7MnY0y/zcz+1sx+nf6/Ps92V83sjfTf/hjSLXg8ZtZsZt9JP/+qmXWXmuYi099jZuNZx/yJmNN/1szeMbMjeZ43M/vz9P79wsx6ypz+vWY2mXX8T8Wc/hYz+3szeyv9+/9XEdvE/xm4e03/AbcA/wj4CdCbZ5sVwNvAjUAT8HPg1pjS/4/Ak+nbTwJfyrPdhRiPuejxAH8MfDV9+1HgO2VOfw/w5WX83n8X6AGO5Hn+fuCHgAF3A6+WOf17gf+9jMe/CehJ374G+FXEdxD7Z1DzOQx3f8vdf1lks53AMXc/7u4zwLeBvph2oQ94Pn37eeDBmN63kJDjyd6v7wEfMDMrY/rLyt1/CkwU2KQPeMFnvQK0mtmmMqa/rNz9lLsfTt8+D7wFdOZsFvtnUPMBI1AncDLr/ggLP9ylut7dT8Hslwhcl2e7VWbWb2avmFmpQSXkeOa2cfcrwCSwocR0F5M+wO+ls8LfM7MtMaUdajm/81DvM7Ofm9kPzey25UokXdy8A3g156nYP4OVpby4XMzsR8ANEU992t33hbxFxGPB7cmF0g99D6DL3cfM7Ebgx2Y24O5vL+L183Yp4rHc4ynpmGNI/6+BF9192sw+yWxu55/FlH6I5Tz+EIeZHY9xwczuB/YCN8ediJmtBb4P/Gt3P5f7dMRLSvoMaiJguPsHS3yLESD7CrcZGIsjfTP7jZltcvdT6ezeO3neYyz9/7iZ/YTZK8JSA0bI8WS2GTGzlcA64stCF03f3U9n3f1L4EsxpR2qpO+8VNknr7sfMLO/MLON7h7boDQza2Q2WHzT3f9XxCaxfwb1UiR5DbjZzLaZWROzlYAlt1Sk7QceS99+DFiQ4zGz9WbWnL69EdgFvFlCmiHHk71fDwM/9nRNWAyKpp9TVn6A2TJ2Oe0HPppuKbgbmMwUHcvBzG7I1BmZ2U5mz7XThV+1qPc34OvAW+7+n/JsFv9nsFy1uOX6Ax5iNpJOA78BXko/3gEcyKkx/hWzV/VPx5j+BuDvgF+n/7elH+8Fvpa+fQ8wwGxrwgDw8RjSXXA8wNPAA+nbq4C/Ao4BB4EbY/7ci6X/BeBo+pj/HvjHMaf/InAKuJz+/j8OfBL4ZPp5A76S3r8B8rSgLWP6T2Qd/yvAPTGn/35mixe/AN5I/92/3J+BuoaLSLB6KZKISAwUMEQkmAKGiARTwBCRYAoYIhJMAUNEgilgiEiw/w+WXyEjSYnM7wAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Lightweight datasets\n", + "import pickle\n", + "from sklearn import datasets\n", + "\n", + "class DatasetSIGGRAPH:\n", + " \"\"\" \n", + " haha, found from Eric https://blog.evjang.com/2018/01/nf2.html\n", + " https://github.com/ericjang/normalizing-flows-tutorial/blob/master/siggraph.pkl\n", + " \"\"\"\n", + " def __init__(self):\n", + " with open('siggraph.pkl', 'rb') as f:\n", + " XY = np.array(pickle.load(f), dtype=np.float32)\n", + " XY -= np.mean(XY, axis=0) # center\n", + " self.XY = torch.from_numpy(XY)\n", + " \n", + " def sample(self, n):\n", + " X = self.XY[np.random.randint(self.XY.shape[0], size=n)]\n", + " return X\n", + "\n", + "class DatasetMoons:\n", + " \"\"\" two half-moons \"\"\"\n", + " def sample(self, n):\n", + " moons = datasets.make_moons(n_samples=n, noise=0.05)[0].astype(np.float32)\n", + " return torch.from_numpy(moons)\n", + "\n", + "class DatasetMixture:\n", + " \"\"\" 4 mixture of gaussians \"\"\"\n", + " def sample(self, n):\n", + " assert n%4 == 0\n", + " r = np.r_[np.random.randn(n // 4, 2)*0.5 + np.array([0, -2]),\n", + " np.random.randn(n // 4, 2)*0.5 + np.array([0, 0]),\n", + " np.random.randn(n // 4, 2)*0.5 + np.array([2, 2]),\n", + " np.random.randn(n // 4, 2)*0.5 + np.array([-2, 2])]\n", + " return torch.from_numpy(r.astype(np.float32))\n", + "\n", + "d = DatasetMoons()\n", + "#d = DatasetMixture()\n", + "#d = DatasetSIGGRAPH()\n", + "\n", + "x = d.sample(128)\n", + "plt.figure(figsize=(4,4))\n", + "plt.scatter(x[:,0], x[:,1], s=5, alpha=0.5)\n", + "plt.axis('equal');" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "# construct a model\n", + "#prior = MultivariateNormal(torch.zeros(2), torch.eye(2))\n", + "prior = TransformedDistribution(Uniform(torch.zeros(2), torch.ones(2)), SigmoidTransform().inv) # Logistic distribution\n", + "\n", + "# RealNVP\n", + "# flows = [AffineHalfFlow(dim=2, parity=i%2) for i in range(9)]\n", + "\n", + "# NICE\n", + "# flows = [AffineHalfFlow(dim=2, parity=i%2, scale=False) for i in range(4)]\n", + "# flows.append(AffineConstantFlow(dim=2, shift=False))\n", + "\n", + "# SlowMAF (MAF, but without any parameter sharing for each dimension's scale/shift)\n", + "# flows = [SlowMAF(dim=2, parity=i%2) for i in range(4)]\n", + "\n", + "# MAF (with MADE net, so we get very fast density estimation)\n", + "# flows = [MAF(dim=2, parity=i%2) for i in range(4)]\n", + "\n", + "# IAF (with MADE net, so we get very fast sampling)\n", + "# flows = [IAF(dim=2, parity=i%2) for i in range(3)]\n", + "\n", + "# insert ActNorms to any of the flows above\n", + "# norms = [ActNorm(dim=2) for _ in flows]\n", + "# flows = list(itertools.chain(*zip(norms, flows)))\n", + "\n", + "# Glow paper\n", + "# flows = [Invertible1x1Conv(dim=2) for i in range(3)]\n", + "# norms = [ActNorm(dim=2) for _ in flows]\n", + "# couplings = [AffineHalfFlow(dim=2, parity=i%2, nh=32) for i in range(len(flows))]\n", + "# flows = list(itertools.chain(*zip(norms, flows, couplings))) # append a coupling layer after each 1x1\n", + "\n", + "# Neural splines, coupling\n", + "nfs_flow = NSF_CL if True else NSF_AR\n", + "flows = [nfs_flow(dim=2, K=8, B=3, hidden_dim=16) for _ in range(3)]\n", + "convs = [Invertible1x1Conv(dim=2) for _ in flows]\n", + "norms = [ActNorm(dim=2) for _ in flows]\n", + "flows = list(itertools.chain(*zip(norms, convs, flows)))\n", + "\n", + "# construct the model\n", + "model = NormalizingFlowModel(prior, flows)" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "number of params: 5844\n" + ] + } + ], + "source": [ + "# optimizer\n", + "optimizer = optim.Adam(model.parameters(), lr=1e-4, weight_decay=1e-5) # todo tune WD\n", + "print(\"number of params: \", sum(p.numel() for p in model.parameters()))" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "58.01276397705078\n", + "58.52654266357422\n", + "55.55945587158203\n", + "59.15089416503906\n", + "51.24017333984375\n", + "75.04576873779297\n", + "55.522010803222656\n", + "73.14872741699219\n", + "51.68043518066406\n", + "57.83416748046875\n" + ] + } + ], + "source": [ + "model.train()\n", + "for k in range(1000):\n", + " x = d.sample(128)\n", + " \n", + " zs, prior_logprob, log_det = model(x)\n", + " logprob = prior_logprob + log_det\n", + " loss = -torch.sum(logprob) # NLL\n", + "\n", + " model.zero_grad()\n", + " loss.backward()\n", + " optimizer.step()\n", + "\n", + " if k % 100 == 0:\n", + " print(loss.item())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'z -> x')" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "model.eval()\n", + "\n", + "x = d.sample(128)\n", + "zs, prior_logprob, log_det = model(x)\n", + "z = zs[-1]\n", + "\n", + "x = x.detach().numpy()\n", + "z = z.detach().numpy()\n", + "p = model.prior.sample([128, 2]).squeeze()\n", + "plt.figure(figsize=(10,5))\n", + "plt.subplot(121)\n", + "plt.scatter(p[:,0], p[:,1], c='g', s=5)\n", + "plt.scatter(z[:,0], z[:,1], c='r', s=5)\n", + "plt.scatter(x[:,0], x[:,1], c='b', s=5)\n", + "plt.legend(['prior', 'x->z', 'data'])\n", + "plt.axis('scaled')\n", + "plt.title('x -> z')\n", + "\n", + "zs = model.sample(128*8)\n", + "z = zs[-1]\n", + "z = z.detach().numpy()\n", + "plt.subplot(122)\n", + "plt.scatter(x[:,0], x[:,1], c='b', s=5, alpha=0.5)\n", + "plt.scatter(z[:,0], z[:,1], c='r', s=5, alpha=0.5)\n", + "plt.legend(['data', 'z->x'])\n", + "plt.axis('scaled')\n", + "plt.title('z -> x')" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXIAAADSCAYAAABXT0tTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3hU1fb3P3smM+k9gYQUEjqICIqiKCCIBX9UFbggUpQidr2We+W9oSmKomCHIFWULgJiAWlBOihGUEoISUhvMykzmcmU/f5xJocMKSCiwL35Ps95Zmb3fWafddZebQspJQ1oQAMa0IBrF5orPYAGNKABDWjAn0MDIW9AAxrQgGscDYS8AQ1oQAOucTQQ8gY0oAENuMbRQMgb0IAGNOAaRwMhb0ADGtCAaxzXDCEXQqQJIXpf6XFcKxBCtBNCHLrS47hUCCG+FELcd6XH8XdACNFNCHGinvzFQojX/s4xXQ24WucthJgihFh2iXVvF0KcEkKUCyEGXq4xXTOE/GqBUDBTCFHkut4SQoi/od/pQohfhRB2IcSUi6gyHZhVrX6aECJPCOFbLW2sEGJHtd8DhBBHhBClQohCIcRWIUScK2+KEMLmWoBV18sXMe57hRBJQogyIUSBEGKnEKK/K2+0EOLHOqq+Cbx+EfO85iGl3CWlbH2lx/FXQgghhRAt6smvby38N2Ea8KGU0k9K+dX5mUKIp4QQh4QQViHE4otttIGQ1wMhhEctyeOBgcANQAegLzDhD7TZ+BKHkwK8DGy6iD4igZ7A+QvFA3i2jjotgKXAP4FAIB74GHBWK7bStQCrrrcuMI6HgNWudqOBxkAC0O9Cc5BSHgAChBCdL1T2WkYda+yK4moc038RmgLH6snPBl4DFv6RRq9JQi6EuEUIsVcIYRRC5AghPhRC6F15Hwkh3jmv/EYhxHOu702EEGtd3OEZIcQz1cpNEUKsEUIsE0KUAqNr6X4U8I6UMlNKmQW8U0e5urBYCHFACDFRCBF0sZWklEuklN8CZRdR/G7gJyml5bz0t4EX6+i3I3BGSrlVKiiTUq6VUmZc7Birw7VLeReYLqX8VEpZIqV0Sil3SinHXWQzO4D/u5T+rySEEDcKIX527UJWCyFWVokIhBB3CiEyhRCvCCFygUVVadXqdxJC/OSqvxLwqqevdCHETa7vI1ycbzvX77FCiK9c3+t8Zlz5UgjxpBDiFHCqWtozQohU1w7tbSFErTTjAs9kkqvYL66d3NDz6rYF5gK3ufKN1bKDhRCbXPdivxCiebV6bYQQW4QQxUKIE0KIIfXcp0AhxALX2LKEEK8JIbSuvNFCiB+FELOEEAYXXehTrW68aydZJoTYAoTV1Y+r/DghRIprXBuEEE1c6aeBZsBG1zw9z68rpfzSxakX1dfH+bgmCTngAJ5HuaG3AXcBT7jylgDDqhacECLMlb/clbYR+AWIcqU/J4S4t1rbA4A1QBDweS19X+eqX4VfXGkXi/7ADOAeIF0I8YUQ4u66HpBLxPVAbTLXQyjE8cVa8n4C2gghZgshegoh/P7kGFoDMSj38lLxO8rO55qBi3itAxYDIcByYNB5xSJceU1Rdnjn1/8K+MxVZjXwYD1d7gTudH3vDqQCPar93un6Xt8zU4WBQBegXbW0QUBn4EaUZ+PROsZRZ/tSyu6uMje4dnIrq1eUUv4OPA7sdeVXZzSGAVOBYJRd6esAQhERbgG+ABq5yn0shKjrWVwC2IEWQCeU529stfwuKM9MGPAWsMDFjODq47ArbzoKM1crhBC9gDeAIUAkkA6scM2zOZAB9HPN01pXO38U1yQhl1IellLuk1LapZRpwDxci9e1JS9BWUgA/wB2SCnzgJuBcCnlNCllpZQyFZjvKlOFvVLKr1zcY0Ut3fu52q9CCeBX7U+/0NhtrvYHAc2BfcBMIE0I8dTF3YELIoi6OfcE4GkhRPh540pFIQhRwCqgUCjKpuoEfYiL46q6mtQzhlDXZ84lzUBBGcpcriXciiLCet/1X38JHDivjBOYLKW01rLGbgV0wBxX/TXAwXr628k5wt0NhYhU/e7hyq/3mamGN6SUxeeNaaYrLQOYg0Iwa+Ai278UfCmlPCCltKMwVh1d6X2BNCnlIlefPwFrgYfOb0Ao4sw+wHNSSpOUMh+Yjftzny6lnC+ldKAQ/UigsRAiFoVu/Mf1fyWhMIN14WFgoZTyJxeh/jfKTiPuku/AReCaJORCiFZCiK+FELkuEcgM3Lc7S4ARru8jULgbUDigJtWJEfAqiuy2Cmcv0H05EFDtdwBQLmuJPiaE+FacUww+XEtbRUAycASF44i/QN8XCwPgX1uGlPIo8DXwr1ry9kkph0gpw1GIQndgUrUiq6SUQdWu7HrGULU1jLykGSjwB4wXLHV1oQmQdd56OH9NFdQi9qqvfno9/e0EugkhIgAtsBK43UU4AlHW1sU8M7WN8/y0dNf4auAi278U5Fb7bkZhpEB5lruc9yw/jLLbOR9NUV6OOdXKzkPh5Gv0I6U0u776oczXIKU0VStb3//RpHq+lLIc5VmIqqfOn8Y1SciBT4DjQEspZQAKMa7OES8DBgghbgDack7pdxZFDlydGPlLKe+vVvdC4SCP4b7dv4E6lBdSyj7VFIOqmEYI0VIIMR04A7wH/Ao0k1L+8wJ9XyySgVb15E8GxlHP4pJSHgS+BNpf4hhOoNzv+sQCF0Jb3MVY1wJygKjzdmgx55Wpb43VVj+2rsJSyhQUAvcMkCSlLEMhSuOBH6WUVcrqCz0zdY2r+thjUZRxteFi2q8PfzQM61lg53nPsp+UcmIdZa1AWLWyAVLKixGJ5qDI6X2rpdX5f6Dcn6ZVP1z1QoGsi+jrknGtEnJ/oBQoF0K0Adz+PCllJsp29DNgbbWt4gGgVCiKJm8hhFYI0V4IcfMf6Hsp8IIQIsolWvgnijz0oiCEWAjsRREZPCilvEFKOVtKWXCBejohhBfKf+YhhPCqUtbUgi3Aja7yNeB6+FeiPPxV7d/hUtI0cv1ugyLP33exczuvDwm8APxHCDFGCBEghNC4+kl0n5rwqn5Vy+sBfHsp/V9B7EWRFz8lhPAQQgwAbvmD9e3AM676D1xE/Z3AU5yTh+847zdc4JmpBy8JIYKFEDEoFk8r6yh3ofbzUBR9dSEPiBbVFLAXwNdAKyHEI65nQyeEuFkoilM3SClzgM3AO9XWYXMhxAVFP1LKdBTd0lQhhF4IcQf1W119AYwRQnR0KTNnAPtd4qYLwvWfe6HsrrSuZ+KCVkTXKiF/ERiOIkOdT+2LawmK0q9KrIJL/tUPl4UGUAh8irIFvVjMQ5GR/QocRTEHnPcH6s8Fmkgpn5ZSHv4D9eYDFSgyykmu74/UVtClD9iGopyqC9OA6lyGEYVw/yqEKAe+Q1Ha1WtiWB9c8t2hKAqybJSH9TVgfbViXVHmol6uxXwzYHLpPK4ZSCkrgQeAx1Du6QgUonNRiq1q9UejiMiGouyM6sNOFEKaVMdvuLhnpjasR1H0HUFZ6wvqKHeh9qcAS1yijdqsS7ah7GxzhRCFFxqUa+dxD4qcOxtlFzITqGEJ4sJIQA/8hnJf13DxYr/hKMrQYpTd7NJ6xrUV+A+KvD4HRQ/2j7rK14L/h/Ic/Atl7VS40uqFqEW0+18BIUR3FBFLXLXt5f8MhGKCtgS4pTb5/dUOIcRaYIGU8psrPZY/CyHEfmCulHLRlR7LH4EQQqKISlKu9FgaUD/+Kwm5EEKHYvLzi5Ry2pUeTwP+t+Dasp9A2fE9jLILa+ba4l8zaCDk1w7+tGjFJcM5IIT4RQhxTAgx9XIM7E+Mpy3KljYSxVyqAX8hhLvLfvWr25Ue25/Fn1jbrVGUtCUoOpSHrjUi3oBrC3+aI3dp132llOUuTvhH4Fkp5SUpyRrQgKsFDWu7AdcK/nRMBZf8tdz1U+e6/vvkNQ34n0PD2m7AtYLLYrXiMuM7AuQDW6SU+y9Huw1owJVGw9puwLWAyxLlzGXW11EowZjWCSHauzwIVQghxqPGlfC9SUdzOtykq9lYcjLYbKDTQYcOV01+crJDScZJB5Ivqf3kZBs2mwc6bHTQHb+k8SUftmBDjw7HRd0/5WclOp1eac6Vn0wHbEg1vfr8QGKDc3WA5GQ7NptG6bee+ScftmJDiw7pNr5zc7cDdmx4otNpkLISu12PTmcHNNhsEoXp1aB4smtdeTpsNhuKea0GHWbQeWOzCbehJB+2YSMLKQsvS2jhP7q2fX19b2rTps3l6LoBlwHl5eXYbDaCg4MBKCgoICAgAE9PxUpRSklubi4RERGIC0TZyM3NJTw8HK32nPtGRUUFFotFbT8/P5+QkBA8PDzIyckhIiICs9mM3W4nMPCPWDnXjsOHDxe6PK/dIaW8rBeKneWL9ZXR0UEmjtgpa0ViopTR0crnVZSvJo/YecntJyZKGR1cJhODXrrk8SWO2CmjtVkXff9qNOdKSByx0y29+vwSg15SxplYS7MXmH9d46ur/erjq7o/I7xXK58jzsuLlnJElxNq+7XdqsQRO6WO66W8zOtaXuTavummm2r/Xxrwt6OyslK+/fbbMjc3V0opZX5+vpw1a5Z0OBxqmd9//10uXbr0gm3l5+fL2bNn10jfvHmz3LlTWet2u11OmzZN2mw2WVpaKt9++20ppZTbtm2T27dvvwwzkhI4JGtbm7Ul/pELCAeCXN+9gV1A3/rqNCz2BvyVqGux/9GrYW1f29i3b59cvny5+nvz5s1y8+bNbmU2bdokf/zxxwu2deDAAblu3boa6UuWLJEnTpyQUkpZUFAg58yZI6WU8uzZs3LevHlSSik3btwoDxw4cMnzqI661vblkJFHAtuFEMkobvFbpJRfX4Z2G9CAK42GtX2Nwm63s3v3brp3VyLoOp1OkpOTueEG96jIqampNGtWX+QABWlpacTFxbmlSZdYJjJScRAtKioiNFQJ+llaWqqKUsxmMz4+Pn92SvXiclitJKPE921AA/6r0LC2r138/PPPRERE0KSJEqzxzJkz+Pv706jRuYCHpaWlmM1mIiJqC5h4DlJK0tLSuPvuu93Sy8rKEELg56cEZKxOyEtKSggIUIKkmkwmfH19+StxrcZaacAfxNy5dqKjJfPnn0t7//1St7QPPignOtrhVubjj61ER9vd0hrQgKsJVqsVo9FIYWEheXl5ZGRksHHjRpo3b05GRgYZGRls2bKFxo0bc/bsWTIzM8nOzmbfvn0EBwdTVFSEwWBQCbvVasVut1eJ1ygqKkKn0xEU5B4av0qZWaUkrYsj/zsIecPZfFchpJQ4HA7sdjt2ux2bzYbVasVsNmOxWLBYLJhMJsxmM2VlZWzcWMq6dRncfbcPXbtqsVqt2Gw2t2vu3GIqKkp44YWWZGf74nA4eOedTMxmH158sRV2u45XX82nvNzBv/51I3FxSpn//MdIcfFpJk3qQa9ekep4qn86nU7Wr3cyf/7vPPHEjUyffiMajcIjfPihmTff1DF5so5xF3vAWwMa4EJ5ebnK8daGM2fOsGHDBpxOJx4eHmi1WlJTU6msrOTo0aMcPXoUi8XC/v37ue222ygoKFDlygcPHqRRo0YsX74ch8OhPnNV3x0OB1qtlrNnz6LValm8eDHBwcEEBwcTEhLCiRMnCA8/Z0BSVFREu3bK4UolJSVERSlRoq8J0colITkZ5s+n1id7/nyYNg0SEv6W/CqiWXU5FyzA8eabOF56CduwYVitViorK9XLunIllZ9+imXECCy9elFRUaGaIFVUVGBJSqLyhx+wd++O44Yb3Iiq3W7H+dtvOH76CUeHDjiaN1fTHQ4HTqcT55kzpB0v55SMpmUbP6KjXcoMjQYhBJrMTDSnTqFt0wZNs2bodDrWr/fAajXx7bdhtDZl4rF7N9qePfHu0oXAwEB0Oh39+sXw/fde9Gtzmug5c9AMGMBDD/VgwwYtAweCj49k0KBoNq6tpH9FIjnLI9D06sXAgYJ161rx4IP5HDtWjHbLFnQrVqB95BE8BgxAq9UihGDRIoHR2ITE94383/wIePRR6N+fKVMKKSrKJyHhPsaNi+btB9fx3lc3M3l4KuM+6/6n/7/a8m9QDsVuwDWOlJQU1q9fz1NPPaWaC1aH0Whk7dq1PPDAA6qcu6CggEWLFjFhwgSVI/76669p1aqVm2jEYDBgNBp5/vnn0elqMeNFYagsFgvvvfcegwYNQqfTYTAYMBgM/Pbbb2zbtg0vLy/y8vJo1qwZqampDBigBByt4sidTicWiwVvb+/LfXvccEWCZnUSQv4cHQ1nax5I4oiOZl9WFoSHw7p1NfKdAwdytLAQXVAQujlz0Ov16HQ6dDoder0e7YgRnCwuRhMYiHjjjRr15b//TWpJCfj5wYQJAGg0GjQaDVqtFs3775NTXo7G2xuP0aPR6XR4eHig1+uVvmbPJrusDJ2vL55PPIGnpydeXl74+Pjg4+OD9yuvkFZSwm79zezzGkbfvt707u2Jp6dy6SdM4GRREdrAQPQzZqDX6/Hx8Tk3j8ceY1jRE5TiJCioOV9/3Qpvb2813+POO/k1NxcRGop28WK0Wi1btuhYtsyTxx7TMXhBf34rKEAGB6P54AN1buo1fjwpxcU4AwIQkya55QkhEJMnk1FSgvT1hQkT3GxrdTod3h99REHV/J9+Gn9/f0JCQvjppyDWrvVmmGUJzc3rkAEBhH/4IYcPR/D55148+qiG/v2h7x37MOJJY27kVOn1+Pu7H2Qko6P5KSuLm+pZH6eysmhTR35FdDTdsrI4JOVlsSP/o+jcubM8dOjQlej6vwpnz55l+fLlDBs2jJiY88/lAJvNxoIFC7jhhhu47bbbAEWhuWDBAjp16kTnzp0BhWAnJiby9NNPu3HFmzdvBuCee+6pdxxJSUnk5+fz0EPuJ8g5HA7eeustHn/8cQoKCjh+/DhffPEFd9xxB507d2bHjh1MnDgRrVbLJ598wksvvfSn7kcVhBCHpZSdz0+/Ihy5U6dTOKpaoJ08mdurOK7bb69ZYMYM7pg6FdukSVgfeACr1ep+PfkkgXPnYh8zpnaHmwkTuGHRIhgzBvr3R6vVqkRWp9Oh9fVl7oyjfObxGq+2DeeRRxROWeXafX1xzp6N45lncAwZonLSKkf/zDO0mjuX98xPU1p6Ezt3tuXzz6vRlOLi+jnK/HxmvXyKaSKBhJl+NW/BtGk0r6rfty8AffrAu++68pu9zo1V+Q/Xcrrchfr38ak1X0qpiHJCQymZNYuyRx+l5K67KC4uxmAw0KJFBs89Z8V5wIZxpz+ie3dMaWkEBqbw/POe+Pr6UlgYx7i7PVn0QzR9u35Dv37LOHbsQV5/vRfjxyv3SEyeTFBCAsfHjaM2txrt5MkUTJpEmzrWj/2VV7A/84yt1swGXBPIz89nxYoVDBo0qFYiLqVk/fr1NG7cmFtvvVVN37t3L3q9nptuuklN27lzJ7fccosbEbfZbBw5coRxF5D1VVRUsG/fPh577LEaeWfPniUsLEwVtej1evLz8+nduzcHDx7k8OHDHDhwgNatW//lYhW4Qhz5DTfcIH/55eo4wctut7u9CCoqKujS5RSFhXFERbUiM/PSGLsLSQD+22EymTh79ixnz57FaDRSWlpKVlYW5eXl+Pr60qRJE155pSkGQw7+/un84x9t2LSpN1OmhDBuHOzbt4+WLVuqyqPq2LVrF9261R5csaysjICAgFq5lr8DDRz5n4PRaGThwoXcfffdXH/99bWW2b17N8eOHWPMmDGqWKSwsJCFCxcybtw4Ny/ORYsW8cwzz+Dlde7gqZ9++okTJ04wbFit50ir2Lp1KyaTif79+9eaJ4SgV69egPISKS4u5v/+7/8oLCxkwYIFtGnTRn25TJ482c0j9FJxVXHkVxM8PDzw8PBw0yrPmNFMJcKXinHjrj4C/u67hbzzjg9TpvioY3v77RzefdfMpEmRPPXUOc5h1qxcZs8OcCt7PqSUfPqpqPWF5evrS5s2bTjfXd1qtVJQUMCpU6fo2zeFDRts9OqlZ8WKU5SV2Zg0KZ5HH+1Cly5d+OGHH7jzzjtryDADAwMpKSm5LC7PDbh6YDKZ+Oyzz7j99tvrJOIpKSkql2y1WsnOzqawsJA1a9YQERHB7t27Vb3TwYMH8fHxYePGjWi1WvXaunUrnTp1YseOHaro9PxPq9XKrl27eP7552sdx+nTp7n33nvV37m5uTRtqhzVWVRURHR0NAMGDCAgIIAvv/ySefPmcf/999ewRb9c+J8n5LXhaiTCF4LT6aS8vJyysjLeeiuZzz8XPPKIB3fdZcFsNmMymZgyJYOyMh/+/e8baNXKE7PZzIwZuRiNkqlTY+nU6ZxCZsaMMxgMUUydeitjx3pRWVlJWVkZZWVllJeXU15ejsVi4aWXkikp6cnUqdczbtyFdy+enp5ER0cTHR1Nz549AWVXNGNGCnPm/ERw8OeEhOzkuef68sILt7B7927uvPNOtzZiY2PJyMio82FvwLUHq9XKsmXLaN++PV26dHHLM5vN5OTk8Pvvv/Pll1/SokULPvnkE7RaLSEhIRQVFQFw8803q/oyg8EAwKBBg9Bqtaro8+zZs3h4eNC0aVOcTicmk6lWS6z9+/djt9tZunQpLVq0oGXLljRt2hSdTofJZFKJdRVycnJUMU91M0SdTkffvn2JjY1l1apVjB07lpCQkMt+/64IIa+srLwS3V5zkFJSXl5Ofn4+hYWFFBYWUlxcjMlkoqKiAqvVqlrLOJ1OVda/cKGZ8vJwliyJ4c479Xh5eREaGsqECS1YskTDmDHg5eVBeHg4L77Ykg8+0PLUUw78/EyYTCaklIwdG8fixYKHH/6JPXsUAuzv74+fnx9NmzZVdzDTp3fmrbf8a+xePv7YwowZ2osyO/Tw8CAhoQ0JCW2IiRlOaWk2c+Ys5uTJALZvv5dx444wfXpHtXxQUBBHjx6tp8UGXEuw2+0sX76c6Ohobr31Vs6cOUN2drZ6mc1mwsLCSE5Opnfv3vTo0YOQkBC8vb0xGo0kJibyz3/+k7CwMLXNZcuW8dBDD9Xw5Dx58iRDhgzh5pvrPm89PT2d/Px8nnjiCQwGAykpKSQlJZGXl0dsbCwajYaIiAhVVGKz2TAYDKqzUVFRkepkVFpaSkhICG3btuXHH3/EZDIREBBAeXl5Dbv0P4MrQshPn/as0/rwvxVVpkxV3HFJSQkFBQUYDAaVMDudTtVcyWKxYLVakVLi5+fH3r0Odu5szPDh4dx337kFoNFoVKuXKpjNHixcqOfxx7XExysa9oqKCgYOlAwcqJSx2+0YDAbuu8+LwYMVAu3v3xhfX180Gg233w5vuY5ddjqdqg7BYrFgMBjIzc3FYrFw661WVq5UdIt79pybb0KCkaKiDBIS+jBuXNOLvk8JCTBtWhMSEl5lyhQDeXkH+eCDZCZObKR66TXg2oeUkpKSEvLz81m9ejUGg4HY2Fh++eUX1SOzdevW9OzZk5CQENasWcPdd99Nv379VEsqKSVff/01t912mxsRT09Pp6ioyE3pCYoFS0ZGBg888ECd43I4HHz99dfcd999eHl5ERkZSWRkJN26daOiooLU1FQWLlyIw+Fgw4YNdO3aFYvFQlhYmErYi4qKuO666wCFkMfHxwOK8tTHx4fCwkLWrVvHxIkTL9v9vCKE3GbzYNq0a5eQqxYcLlFDWVkZpaWllJWVYTKZKC8vVz8rKipUp5mquk6nE41Gg16vx9fXFy8vL/R6vUowhRDo9Qon7enpiVarZdu2YsrKLKxc6cWwYT6qw43T6awRfrNvXzuDB+vw9/fG19cXnU6HRqPBZrOpL4jzPwsLC93mVx1CCNXMsuozODhY/a3T6WqM4fXXHUybBv/5j8RqtfLeewXMnu1gypRoJkyoW+njLtYKZsqUrnTqFEX79rt47bUBPPGEorTy8vKioqLiL7fPbcCfg81mo6ioSN1RVl1FRUV4e3uTm5uLRqNRzQzDwsLUtV2FXbt2UVpaygMPPOC2zn799VfKysro2rWrmialVHUr5ysXDxw4QKdOndyYnvOxZ88egoODadu2bY08b29voqKiaNSoERMmTOCXX35h0aJFVFZWujEZ53t4VrnqVzkG5efn12oX/2dwRQi5jkoS7kwCajqEOOfN48TkyXg+8wyeo0ap4oIqgiETE/l98mS0TzyBdtgwVYFR5dWl+fxzTs6ciWbMGLQPPHDOPtxlK82aNZz86CPsDzyAvUcPlcBWQW7bRsaXX1LZrRuyU80wG/LwYfKSkqBTJzxvuEElbFWX908/UfTNN+h79cKnRw9CQ0MVs0atFp1Oh/+ePWR/8QVbmw1nc0oUI0bEM3y4wk14enoS8N13ZLz3HppHHkFfbeFOnAiLFgkev/l3jANfQTt8OJ4DB9ZclBs2kDp/Po7+/XG4LDuqFLo6nQ79jh3kLl+Ovn9/PO+5R7G9r6YI0m7eTN5nn+E9eDD+Awfi4+ODh4eHuktgwwbyPv2UkDFj0A0aVPPP3bABw4IFXPfoo6xePRCtVktysoa33y6hsFAw9RUnw6bdQcCUKbW+yWViIhVTp+IzZQrjxo1j3Dg/YmKuw2BoweTJu3iMkzBjBrHPP0+Gvz+tW7d2Xz8LFzY4BF1hnDp1in379lFUVER5eTkhISGEhYURFhZGq1at6Nq1K6GhoZw8eZJt27Yxbty4Ok30Tp06xYEDBxg3bhweHufIlclk4vvvv+fhhx92I9gnT57EarXW0J9YrVaOHDnC448/Xue4i4uL2bt3L+PHj68zNvmhQ4fo2LEjQUFB9OjRg65duzJz5kx+/fVX1q5dS7du3bBYLCrxriLkDoeDyspKvLwUfVN9L5NLwZUxPxRC/lKHQ4eMjsaQlYU1MhLrnj3qlr7Ks9I5YADlhYU4Q0NxLl58zn7bJZawT5iAyWhEGxyMdvZslYirhGrcOJxGI/rgYDw+/5yvvipnzZoAHnlEcP/9wPDhWIqK0IeEoFm+vObghw/H6soXy5dTVlbGpk0mNm26kUmTYhk9sy2W7Gw8IyMRx4/XrK8oa7AAACAASURBVN9Wye8g9pMnQ4iKiiMzs9r7NCaGisxMvKKiEJmZNevHxGDKzMQzKgqPOvLLMjPRNGmCJiXFbf5CCIiJwZiZiT0yEvtPP7m5Jdvtduzdu1OYl0dJaCil772HyWTC4XCca//VVykxGjH7++Px4ot4enoSHBxMVFQUgYGBiAceILOggILAQPRvvUV8fDw+Pj5s2ACLFsEY80fEm5bzg1cPdgctZNq0Zm70XEZHsyMrixubNCEwKws4Z8r56KO/0uKDHsQZDNwRFcXuFSu444473KafHRlJ/9zcBoegK4Tk5GQ2b95M7969iY2NJSgoqAaHDZCdnc2yZcsYNWoUjRs3rrWtoqIiFi5cyNChQ4mNjXXLW7t2Lf7+/m4OPVJK5s6dS69evWq84Pfv3096ejpDhgyptS8pJZ9//jnx8fHcXpv/CsruYs6cOTz22GOqwtJmszFr1iwmTpzIkSNH2Lx5M5WVlcycOROAGTNmMGnSJMxms+oYdOzYMY4dO1bnWOrD1WV+WI9DkJg8mZAqe7baTHVmzDhnoO1yiHFDSQmyDoehyspKrE8/jXXePGyjR0NAAKtWpWM0NmbNmq7MmeMBb7xxrv3avL7Oyy8tLeXpp83k5zfm7bcFz0yZQkBVvuut7AZX/vQ7LUzb0aLmbUhIwLs+28eEBHwvkO9flV+L2OGD2+fz+mo//nWHkefOi/r2xhtpfGDZzX8CP2biG21qOBR9/LGFGQwjIfB1npoeS9lDD1FWVkZOTg5nz54lPT0d7r4bzTff0GjIEILj41WX5gEDopk69UY8l95J0ZQdTCl/h7zcdP7znwrGjm2nckBi8mS6T53K9sGD6erailaJW6Rsz+RDb/PCt768dmcE19U2/xdewP7yyw0OQVcAJ06cYPPmzYwcOdItyuD5KC8vZ+XKlfTt27dOIm61WlmxYgU9e/asQcRPnjxJWloaQ4YM4ffff1ed0g4fPkxGRgZCCHbs2KGuKYfDwaFDh2jTpg1Lly5Vd+/VPzMyMkhJSeH6668nOzubkJAQN9tzgKNHj9KkSRM3q5OUlBSioqIICgrizjvvRErJxo0bWbhwIb1798bPzw+NRoPZbFbFgP89HPlV4hAkpRL5b/p08accd6425x+LxcLUqb/w6aflTJgQzP33W1RZ+sCBlRQWGmjUqA1btzopKSlRZeIDBmRRXNyaqKjrOXtWQ3l5uSrftFgsDBxYQFGRgcjIPmRnR9boV0pJYqJk+nTJM8/kcscd6ZSUlGA2mykpKcFoNKrmh7t3h7J4seC++37HZCpm9+6HmD79HHdus9nYvn07PXr0cJMnxsRAZmY6ERGQmJjM9ddf72abm52dTVRUVIND0N+MM2fOsGbNGoYPH64Gi6oNDoeDJUuWEB8fr5qfng8pJatWrcLHx4d+/fphsVjIysoiKyuLlJQUtm3bRuPGjWnWrBkhISEEBwcjpWT79u0MHz5cfYlUresdO3ZQWlpKnz593IJjVe1Es7Ky2LRpE7169UJKSXFxMcXFxeh0OkJCQtQ+tm/fzpAhQ1RFJig7g6ZNm6ohAVavXk2LFi2orKxk3bp1+Pj4kJCQQFpaGtu2bePRRx9l3759GAwG+vTp84fv81XFkV8t5odCCMaPh/Hj/1w7f7fducPh4L33DLz9dgkjR+Zy6635KsEE0Ov1zJ1rw2iMJzHRg0GDPKmoqABgzBgdixc34emndURHh9O6dWsMBgOFhYWMG6dh4cJyhg/fy+7d4O/vT2hoKO3bt8fLy4vp0228/roHkycrnI7FYsFoNGI0GikpKcFut/PKKwcpKbmR99/vyssvn3ugy8rKyMzMpKCggKysLJo2zWTu3Ehat76N3r3DycvLZNKk3YwadbMaV6Z79+4kJSXRs2dPVT6akABTp8YyfPiPxMXFYTKZ3O5Nlksc04C/D1lZWaxZs4bBgwfXS8QBvv32W3x8fGr4BlTBZrOxfv16kpOT6dSpEx9++CGlpaVERkaqYWiHDh1K3759VY7barWSmJjIww8/XMPcMC0tjdzcXCZOnFirHL64uJitW7fy/PPP06pVKzVdSonJZFKJ+tatWzEYDGzYsIHjx4/ToUMHYmNjOXXqlOoYVD1ueVBQEMXFxaxdu5Zt27YRERGh9v9XcORXyPzQ63/O/PCPoMp+3GAwkJeXR35+PkVFReqn3W7no4+KqKiIYeHCnowe3UZdeFUvyfHjYfFiPc8950+rVmEIISgqKmLo0EL6968A8jh6NA+tVktoaCgRERHMmNGGN988J8+sItRpaWmUlJTQoYOdlSuVvN27FeVsUFAQYWFhNG/eHJ1Ox2uvdWTmTF8SEpR55OTkMH++kcTEKKZMacu4cYo1gMPh4MyZM+zZs4c77yzl++8DadXKg8jIPJ55pg0JCW3x8vLitttuY+fOnfTs2RONRuN6aQp27YLdu9sxfbqZ6nrT6mFFG/DXIz8/n+XLlzNgwIALei0eOnSIjIwMNXZJWVkZubm55OXlqZ+//fYbJpOJPn360KxZM7p160Z4eDhCCNasWUP79u3diLiUkg0bNhAXF1eDiFutVr766iv69+9fKxE3mUwsW7aMnj17uhFxQD0wws/Pj/z8fPR6PW+88QZCCI4dO0ZSUhK//fabalUGSpgAvV6v2ofbbDZGjhzJqVOnOHjwIC1btgQUQn65rVauiGhFiM4yOvpQbbrO/wlUmWRlZWWRm5tLfn4+FouFbdvMfP99Jd27m7nhBife3t4EBgYSEhJCo0aNVLldeXk5X3xh4IsvfBkzRvCPf/gQHh5OcHAwFotFdRyqbpHj6+tLWFgYoaGh6qKuzlEbjUZ3pSaKiV9QUBCBgYFqOFxQFmJ1E8vy8nLVbPJ8VFZWMnSoloKCTkRH+9f5n+fn59OmzXcYDFrCw1syd24m3bt3JywsDKPRyJEjR+jRo4faR0ZGBl26OMnNjaO63vz990t59tnuNimPXF6W5yLxvyRaKS4uZvHixXXGRZFSUllZidls5vjx46xatYrbb78ds9lMbm4uABERETRu3JiIiAgMBgMHDx7k0UcfrRFjZ/v27aSmpjJq1Cg365X9+/dz5MgRHnvsMbd0gPXr16PRaOjXr1+NsdlsNlXEc9ddd9U5x+PHj7Np0ybGjBnjJhuvin4YFBREWVkZt99+OxqNhvz8fDWU7SeffMKAAQNo1KgRM2fOpLCwkGeffZbffvuNsLAwbrnllou4y+74y0QrQogYYCkQATiBRCnle/XVqUfXedWiSv772muaWmXhDocDk8lEWVmZelrJggUpfPWVkd697XToUKG6ANtsNqSU6HQ6fHx8CAoKQq/X8/33pZSVhXDw4P8xa5Yeg8HgRlyrZHZRUVH885+ljB5dpB4wkZ6eTmZmJsHBwYSFhdGiRQtsNpub6KPqtJQqfPutFwsWBPHyy+E88UQ8VqtVJcyKQqqCRYtyGTMml+pxg3Q6ncqtfP99Y2bNas7kyXp36xMpsdlsVFZW8uqrlbz1VjlPPlnM88+fZPnyCCZPbsPEiediqCiLfSRTpzoZPfpnvvwyn/Hj9zJihJ6XXmpPu3bt2LlzJ506dSIwMJCYmBj+8Y+trF7dhISEczR75kwBeNQeYPoP4lLW9rUKp9PpFhu/roMWqn6XlJSwevVq2rZtS15eHmfOnMFsNlNRUaF+VlRUoNVqkVJy7NgxunbtqhLtiIgI/Pz81Bfz8ePHOXToEKNGjapBxJOTk/nll18YO3asG7HOzMwkKSmpBhF3Op38/PPPHD16lBEjRpCVleVmmWWz2fjuu+/Q6XRER0eT4rLuqrqqrLxycnL49ttvGTlyZA23+r1799K0aVOGDx9OYWEhW7du5bvvvuO+++5T135xcTGNGzdGq9XSrFkzOnTowLp168jNzeX++++/rP/fn+bIhRCRQKSU8ichhD9wGBgopfytrjqd9Xp56KOP/pKDI2RiIo6pU6n897+xPfKI26EQubm5fDn5EEu3XMf4+9Pom3Cdah9d5XFp+u47LF9/TWXv3lR06KCkmUxYLBY++yyNysoIfPFlQu9UbG3bqg41NptNifNw+jTeP/+M1x138Mnu6zCZICioDZ991kTJ//57gpctI+SFF2DYMEwmEwaDASklX31lZ2mijSdZzoT/tEUzahQGg4Hi4uJzBH3DBnyWLCH0uefwHTeOyspKSkpKKCkpUcqodn5j+MZjMJ9+6smTT3owdKhGOVlo+XLkwoXI0aPp/2kHDAYnYWGxfPWVEqPC8+uv0c2bh+mxx7j74+aUlITTqFEsX3+tEOXq7dO/P/36pWEw2AkLi+Grrzzd8vUPPaTGcdfr9Xh6enJTuxTyy9oTHexFeqFPTdM01/8bY/qdTIMfjRufZMiQFNauvZPhww/Ry7qGPuvWYZ80iU+BoUOHqtHuACb3XcQbm2ZTKZP/tPnhJa3ta5AjLywsZPXq1aqC73zfjPN/OxwOkpKSaNWqFR07dlTi8Ht7n4vJ7/ru7e2N1WplwYIF3H777TU8LauQkpLCunXrePjhh2t47549e5YVK1YwatQoN0uY4uJi5syZQ+fOnQkODlYPijAajWRnZ5Oamsp1111Ho0aNalioHDt2DIvFoioo3Q6WcYWkrhLzxMbG0qVLF1q0aEGLFi3w8/OjpKSEefPmuUVaLC4uZtasWcTExKDRaLjuuus4fvw4Y8eOBWD27NmMHDkSf39/pk2bRmVlJW3atOG2226r1fmoLtTFkV920YoQYj3woZRyS11lbhRC/vQnD5YgKEgxRTw//9//Jr2kBK2fHx7PPac6w2i1WsxmM3OmWyjDj0DgzU8aqQdS+Pj4EBAQgM+wYZwqKsIrOBjvRYsICQkhNDSUoKAgli/X8u5LlYyQT9A/fD++mzer8Yj9/f0RQiCjo9mTlYUID+eHp5KYOzeMyZODVW/GqnxNeDghu3YRHh7ubmsbE8OezEwIDyd450415rHKccTEsDczE2d4ON7ffUdQUBBBQUEEBAQoZWJi2JeZiSM8nP6OjyguNhEe3pbkZCXgT0G7duzMz8cRFMQPPf/Fzp0tGTu2MX37OikuLqZ0zBjOGAx4BQRw8J4Etm1rzciRngwYoESFswwcyO6iIkr9/GD8eA4fruCnn6IYOLARd92lR//882QYDBz06s4W/YM8+GAwgwadG9+G+z4isbwD/by3Y+rTm5072zNtWi+eeMJTnd/+zEx2BzzJ7IAPXS77kJkJ0dHwfMmTzCx7kNeCvqNk0gvMnq1XQ98CFDRpQp+cnL/Ejvxi1va1RsiLiopYsmQJPXv2pFMtDnDnw2azsWzZMiIjI7n33nvrdJypKrt06VKaNm1K7969ay2TlpbGqlWraj1Awmg0smDBAvr3709ERAQZGRmkp6eTmprKtm3biI+P59ZbbyUoKIjg4GCCgoIQQrBu3TruueceOtRyHsGhQ4fYu3cvY8eOrdMr+Oeff+aHH35gyJAhBAcHk5KSQkpKCqmpqQQFBZGdnU3nzp3dwttu3LgRX19fevbsybFjx0hMTMTX15fHHnuMyMhI3n//ff71r38hhGDOnDkMHz6coqIiVq5cyf/7f/+vhlioLtRFyNXz6y7HBcQBGUBAfeXaenhImZgoa0ViopTR0X9ZfuKInTJamyUTR+y8Iv1f7vyqn3PnOmROTo48+OqrMik8XCa99JJ87rkfZGjoZvnSS0kyKSlJ7t+/X+bOmiWdUVHSMXeuPHv2rNyzZ49MSkqSe/fuldnZ2dI5b55b+yaTSR47dkwmJSXJXbt2ycOTJsnCyEilnAtOp1NarVZpNBrlqenT5XehodLf61UJC2Vo6Lfyiy++kImJifLjjz+WHw8fLj8OCpLvDR0q/fwmS3hNBga+K1977TX5zDPfyCaB+fKTgH/KXydPltu2bZOpqaly3jynOqTo4DIJv8qIgGMyOlpKUIZbhfeHfit1XC/lZVzX8g+s7Ztuuqn2/+0qRFFRkXznnXfk4cOHL6q8w+GQK1askKtXr5ZOp7Pesk6nU65atareshkZGfKtt96SqampNepmZGTIV155Rc6cOVPOmTNHvvnmm/KLL76QO3bskO+++65cu3ZtjXbLy8vl+++/L/fu3VtrfykpKfLtt9+WRUVFdY5569atcs6cObKgoKBGvs1mk5999pl88cUX5YwZM+SyZcvkyZMnpdFolG+++aY0mUzqfZo1a5b8/vvv5ccffywTEhLkpEmTZElJiaysrJTTp0+XDodDms1mOWPGjHrv4/kADsla1t1l48iFEH7ATuB1KeWXteSPB8YDREVF3ZRZm1diAy4KNpuNzMxM9uzZw8SJJykr60B4eARJSaFoNBoKCwtxOBzodDpiYmKIjIxUrVbOnDmDxWJBo9HQpEkTYmJi3LiBKnl7YWEhQgi8vb2Ji4sjJCSkBvdls9nIyckhOzsbu90OKLHCo6OjWbjQxpw5jUhIgLFjJbNnF/Huu34kJHgyfrxASsmHH5YzY4aBsWOLaN36GE8/bcdotODvn8aAAfFs3tyD4cOz6NdPEB4eTkhICN98E8W0aTBw4CZCQmJZuPB6NylbRMQx8vJGIeWhy8aR/5G1HRsbe1N6evrl6vovQ3FxMUuWLKF79+51ijyqQ0rJpk2bKC4uZvjw4RfkILds2cLZs2cZOXJkrWVzcnJYtmwZAwcOpGnTpmRnZ6sHkaSlpZGcnEy7du3o06cPTZs2JTw8HKfTycqVK9Hr9TzgCr9RBavVypIlS2jevHmtysv8/HyWLFnCkCFD1Ljh1WG321m/fj0Gg4Fhw4bVeur9rl27+PXXXxntOgLy6NGjHDhwgCNHjtCyZUvGjx+Pn58fJ0+eZMeOHYwfPx4pJYsXLyYrK0uNdZ6VlcVzLmnBunXrePLJJy94/6vwl9qRCyF0wFrg89oWOoCUMhFIBNDrO8sG88P6MX8+TJ0qeemlEu67L4/09HRycnIwmUxotVoaNWpEu3bteP75DnzyiYnRo+0UFxcTFRVFly5d0Gq1lJeXk5qaSmpqKgBhYWG0b9/ebUtpNps5deoUixYVsXgxjB/vzXPPNaVNmzZuhFtKyZw5Bt544yyjRpXQv7/Aw8ODJk2acNNNN9U4/OHxx00MGJBCQUEBu3c7mD79d4zG65g27WbGj9fx6aeCt97yZ9o0f8aNiwU6UVGhzPnZZ3OZMyeY/Pwcli4tJiCgDfPmedOnzxZatuwONCM+/hbOnNkPuFtL/OtfkTz/vP2yeXb+0bXduXPnv98M7A/CYDCwZMkSunXrdlFEHJSzK7Oyshg9evQFifjBgwc5fvx4rZYkdrudkydPsmDBAlq2bMm2bdsoLCwkIiKC6OhorrvuOkpKShg2bBj9+/dX16DT6eTLL79ECMGgQYPciLjdbmflypVERkaqJ/ZUR0FBAfPnz6dr167o9XrOnj2rOgTZ7XbKysrYvHkzISEhDB48uIZHJyjWMT///DNjxoxRrb6qAnBlZ2cTExPDhx9+SNOmTcnIyFDHIaWkqKiIxx9/nODgYDZu3EhpaSnffvstJ06coKKigjVr1hAcHMzNN9+sxmj5o7gcyk4BLAGKpZTPXVydq9v88K/21Kyt/YqKCk6fPk1qair5+fk899yvLkVpB5YubURsbCyxsbFUVlaSnp5OZWUlQggiIyOJiYlBp9NhtVpJT08nLy8PAD8/P+Lj493iHldUVKgcNygR3Zo2bcoNNwSTnW0mKkpPZqYnlZWVqnmk3W6nvLycRx5xUFTUlqioZuoReNIVjvT993P48MNiRo+W9O+vmDtGRkYSHh6OVqtl3jwn06ZV8NRT+XTqdILhw/MxGHoSHR2jysGr34/q96i6jBzOfZfSQVaWhuhooa6l+fNh/PiOl8X88FLW9tUuI6/ixO+44456Y3JXx+HDh/nxxx957LHH8PPzq7OclJLjx4+zevVq+rrCZxiNRjdFZGFhIadPn6Zz587ccccd6o7Rw8NDjUvu6+vLwIEDVWItXWd0lpaW1tgNOJ1OVqxYgdlsplu3bqoHcVVoiJSUFI4fP07z5s1p1aqVm9LTw8OD3NxckpOTadGiBZGRkWoEU29vbwICAvDz8yMnJ4esrCyefvpp4uLi1JdL1fFyI0aMoEmTJlRWVrJ582bWrVtHfHw88fHx+Pr6cvr0aV544QWEEKxevZqWLVvSsWNHkpKSSE1N5cYbb+Tw4cP4+fkxePDgev+Lv0zZKYS4A9gF/IpiogXwqpTym7rq6PWd5UcfHbqqOPIqU73s7Gx69UqhuLgdUVFt6j2zs+ptfvr0aVatsrBsWRumTg2rYYZntVopLS0lPz+ftLQ0hg3bT3m5F4GBwcyYofRdtXgiIiJo1KgRP/zgx5Il7Xn5ZSvdup1RPTMbNVKIupeXl+penJmZicPhQK/XExcXR6NGjdTFVlFRwdtvp/PBBwWMHu1k6FBf4uLiCA0NVZSzUpKRkcE//7mKH37wZty46xkwQInUGBUVRVhYGKdOnSI9PZ0tW7SsWnUj48fnc/fdJeocAwMD6dUrn8JCLVFRXUlNVbigvLw8Vqwws3gxjB4Nw4b50qhRI3x9ffn0UwvvvGNl9Ogc5s79GaOxM1FRN3H0aCnLl/syY4ZONVF9+WUQAlxxiNyO4Tv/BaC48He+LKKVS1nbV4KQOxwOzGazm21/bZ/FxcX88ssvBAQEEBMTgxACjUajflb/XvVZXFzMqVOnuP766/H29laD00lXOObql9FoJCsri7Zt29KsWTNVEV91AaxZs4aePXty44031pjDypUr0el0PPjgg25E/JtvviEvL48RI0ag1+sxm82kpaVx4sQJNmzYgNls5rbbbiM0NFRVenp6enLkyBGMRiODBg2iRYsWbv2ZzWa++eYbcnJyGDhwoJui1el0UlZWxv79+9m+fTt6vZ6WLVuSl5eHRqMhLi6Oxo0b8+OPP3LXXXepu5rKyko++eQT+vTpQ0xMDKdPn2bBggVotVrCwsKIjIxkz549jBw5kvj4eHbv3k18fDydO3fmxx9/xGw2uwUBqw1/m9XKxeCvXuxVRPnNN3/l888jmDq1DePHC9Vb0mAwUF5e7lbHw8NDtf749NNS5s6N5YUXyhg4UIk1XuX+Xh0OhwMPDw+MRiMjRwqKirwJDS3l/feVI9csFgtlZWVUVFTg4eFBYGAgoaGhJCVpWL8+hkcf1dK/v8DLy4vo6GgaNWpEWVkZZ86cUccXEhJCXFwcPj4+SCkpKCggLS0Nq9WKRqNRj02r8i6rqKggIyODgoIC9TCLwYOPU1ISSlTUIDIzvbFYLKSmprJv3z5MJhONGzemVatWNG/eHH9/f0DhNnbv3k1BQQEREREEBgai0WgIDQ0lMjKSgIAAKisr2bt3L2fOnOHbb41s29aGRx/156GH9KrZ1803m8jLc9CokZkvv6xUrRPHj/dm/PgwdDod772XxsKFktGjnbRpc5JXXmlCYWEXwsOPIaWNwsKbadLExgsv2Hj3XT/1HFElrot7nJxHHoFlyy4PIb8U/J2EfNGiRRQUFGCxWPDx8cHX1xc/P79aP729vdm4cSNxcXHce++9qpLsfKJcPa1KBNOvXz/i4+PdCP75L4Dc3Fy++OILHnjggRpEE5RwrosWLeLWW2+tcZSbw+Fg9erVAAwePFhdy1JKtmzZwqlTp+jWrRs5OTmcOXMGg8GAn58fp0+f5uabb2bw4MGqy7uUkl9++YUtW7bQsWPHWs98rXLyad++Pb169XLLdzqdHDt2jB07duDv70+vXr3UoF12u51Dhw6xc+dOfv75Z9WjOS4ujtjYWI4fP463t7d6cMWZM2fYsGEDTz31FBaLhV27drFjxw46d+5MYWEhu3btIjY2loiICNLS0ggMDKRdu3bo9Xrat29f6338ryHkdrud0tJS9SovL1eD49hsNsrKyjCbzUgpmTixGKOxBeHhvqxbp8QOqXK+cTgc6oEQNpu7SNVms+FwONTFKl3OO9Wdfqr69fHxwdPTk++/d7BmTSUPPujBgAF+rhN3/AkLC8PhcFBQUKD2ExwcTExMDAEBAZhMJnVxgsLdxsXFucUzTk1NpaysDFA48qZNm6pyvI8/tjBtWjojRxbQr59Uufr8/HzKysoICwtj/Xpv5swxMHq0ma5di8jLy6NJkyZ069aNoKAg1cY+OzubM2fOUFhYSEBAAF26dCEmJgYfHx9KSkrIy8tTg2hVnX3YsWNHWrdujYeHB4WFhRQUFFBaWkpaWhoZGRmkpcXy/fd389JL3txzTy49e6ZTVKQhPDyAdesEP/wQxNy5ATz1lJW77irEarWyaZOWJUs8GTtWoNN58fHHpfTvn8b69REUFnYnKsrJsmV7GDrUl/z8m908O6OjbWRl3fY/QciLioqUGPje3rWGiq2OTZs2YTQaGTZs2AXLgkJcFy9eTKtWrejmimtfF/Lz81m6dCl9+/atcdg2KNEOFy9eTKdOnWqEiHU6naxduxabzcbQoUPRarXYbDYyMjJYv349hw8fplWrVqqoIi4ujvT0dPbu3Uvfvn3dbLCLi4v5+uuvqaiooH///kRGugd2q6io4NtvvyUzM5OBAwe6RVWUUvL777+zfft2vLy86Nmzp3qyT0ZGBr/++iu//fYboaGhdOjQgXbt2uHt7c1vv/1GUlIShw8fxul0EhcXR1RUFKGhoezbt48ePXpwyy23EBgYyPLly+nYsSMdOnSgvLycDz74gGeffRaLxcKSJUto3769KqKJjIxUj4urjquLkNfjEOScN4+zU6ZQMn485dU4B1DiH4iNGzEtWIBj+HC0ffvi5eWlLky9Xk/gd99h+uADxIQJrLDdz8KFDkaPhgEDXDLd9espX7hQCdHapw9eXl5ub2S5fj2FCxfiHDwYcc89qmNDlVNE4PffU/LRR1SOUQ7W8gAAIABJREFUGoXG5Yqr0WgICwujcePG+K9YQcrkyRSMGoXs1w+tVktERARRUVHo9XpkYiInEhIoGDkS+vXD19dXlWMLIWrkBwQEEB8frxJ2mZjIqYQE8keOxNCtGw8//DNlZR2JjOzD3r3ZpH3wAfmLFhEwYgS+LnlblRtxZWUlEUlJaD/6iILRo3G45JgOhwODwYCv7/9n77vjorqz9p8ZepM2IAwjoHRQ1FjAGtTYYjSWWGMs0ZjsmuKbTcwmFgwxiZqoMYkNsSQW7MYeRVSUXhwUBQbpzABDZyjDtHt+f4xzZZyBmH2zu9l9f+fzuR90zr3f288931OexwbBQiFU27ejZulSKJ90n+mqVxobG8G5fBl0+DBsli+HesoUNoSja/5oPXECrYcPw2HpUphMmwYulwsiQktLC6RSKZL3F+Ni8kQsnZCDwW+5YvnyGjQ1BcHd3Q/l5T2xf0ki1h/jYPH4B0D/ATh82B2Rkd5YsYKLxYu5OHZEg/Hmm/A/f6nFz7VbceKECebPBw4f1t6/Vwdcx4X7n/2fMOTPKxkZGUhPT8fy5cufG+Pj+vXrqK2txYIFC7qtFa+rq8NPP/2EiRMnom/fvgZ6uVyOQ4cOITAw0ADtkGEY/PLLL2hpaUFERAQqKipQXFyMsrIyVFZWwtraGsuWLWNj2+3t7fjll1/Q1taG2bNns+EahmGQkpKCpKQkjBgxAsOGDTP4WIlEIly6dAnBwcEYN26cngdfUFCAW7dugcPhYOzYsfD19UVNTQ1ycnKQk5MDc3NzhIaGom/fvnBwcIBYLEZubi7y8vJgYmKC4OBgBAUFsTH2uLg43L59Gx4eHuDz+WhubkZhoTbxP2LECPTo0QNSqRQNDQ0YP348LCwscOLECcyePRv29vYwMTGBp6en0XzEn8qQm3P60k6Hl/FW4xYDHSMQQCKRwJ7Ph21FhcENIYEAlRIJHPl8WInFBg8ZCQSokEjQg8+HXXm5Ad2TTm/H58OurMwgq05P9u/I58O6i/GrJRK4dEPsUCMWw6UbYog6sRjO3ejrxWI4PdF3TvotX06o9fBAZlUVbHg8ON+6hVOnGOze3YZFi5R4910veI0ciVqJBDwPDzRkZyMvLw9cLhfBwcHaLrRevSAVi+HE56M6NRXFxcWwtrZ+Ws3Sqxeqn+zfrKICYrEYxcXFMDc3R0hICE54bURk01ystT+KvzZtg0wmQ25uLpRKJZKTvfDjGlOsYlbjPY8EaAoK8PDhQ8jlcnh7e0MgEIDr5YVyiQQVPB6aDh5EVlYfxMQEY+1aDZyczuIv89pQz0wFn9MCjWsrpFJzCAT+qKgA+PxKVFW5wQNFEAvGwoPJQ2WlrZ5H7sEVo5Km/39D/kR08LKdyRB+S0QiEa5cuYK33367S+YeQFv9cujQIYwZMwYDBgww0Hd0dODnn3+Gt7c3xo8fz75LurLVEydOoKSkBAKBAA4ODujduzdcXV2RmpoKd3d3TJ06lXWyysvLcebMGYSEhGDcuHHse11VVYULFy7AysoKr7zyisE5yuVy/PrrrygvL9cD9iIitrFIqVRi+PDhcHBwQHp6OkQiERQKBfz8/ODv7w8nJyc0NjYiNzcXZWVl6NGjB/r164fQ0FC4ubmBw+FArVazSWFPT09ERESwAG6FhYU4e/Yspk2bBnt7e7S0tODAgQMYNGgQXFxcUFdXhxs3bmDixIlgGAbV1dWws7PDokWLDK5pV4bcZMOGDc9xa/9YWf/5gQ1Cq4P48BPDwgKOnR3shUJYREaCM9iwgYljZ4ceQiHMIiPBMVI6pdveMjIS3C62txcKYRUZCa6RrL1ufPNuxrcTCsGNjASMlW7Z2cFGKASnG731c+hVa9Ygm8vFokW3UVPThtTUMoSHl4LL42FgQQFUf/0r6lxdERpqhq++CsXLL/vCwcEBjI0NyjMykL9gARhfXwwcOBDe3t5PQe2trFCUkYGi11+HzQsvYMCAAfDw8Hg6K7GzAzcrCw8WL8Z3v5rh/fdt0a/fAEyf3gsWFhaYvmUYKjvckGXRE0OGP0Z7eztCQ0Ph4+OD+fMdIGk2Rw63N8Lf4qDRxQV9+/aFn58fHBwc8P33TXj16iAw5sC8LxYiZOFCvPgiDy0tedi0KRd+fgGY6saF8JE9QoPT8VhaCRubkdi4kYszZ9KRkJAHW7M+2GizFaljP8TF+/mwtQ3Cxo1PL2XKhYfIq7qKDRtWfG54cf/5Eh0dvWHF/xYX+Q+ShoYGHDt2DK+99tpzE1c3NTUhNjYWc+bM0SM0flZkMhl++umnLlvvlUoljh49CgcHBwQGBiIvLw/p6em4efMmrl+/jvPnz8PExAQLFy7Eyy+/jJEjR8La2hqXL1/GoEGDMGHCBBanJSkpCdeuXcPUqVMxdOhQln82Pj4ecXFxGD16NCY8mT13lsePH+Po0aPg8XiYMGEC1Go1GybZvXs3rl69qmUVU6tRUlKCU6dOobKyEu7u7vD09ISJiQmampqQkpKCq1evQqPRsF3WYrEY6enpSEpKwrlz53Dq1Ck8ePAAHh4esLGxQVVVFfLy8nD9+nVcvHgRQ4YMgYWFBTueRqPB6NGjYW9vj6qqKjg4OGDkyJHw8PBgQfVcXV3ZKpzm5mYoFAp8++23VRs2bIh+9nr/ezzyP2HVyu+R5ylP/K11FAoFvv++Ad99Z4PISDssWaJCRUUFW+7X2NgIpVKJ27fNce5cP2zY4I0ZM+pRUFAAAPD399fDnmhqasKjR4/AMAwCAwMN4Fxra2uRn58PExMThISEwN7e3sDbLykpQUVFBaytrREcHAxf31pUV/MhEJijokLr/XzwwQnExZlj7drX8Le/Pd1/fX093norBgkJnvjoo3D8/e9Py7TEYjEeP36M116rR0PDeAgE9qio0LZnFxcXY+HCIFRVmUMgcIZI1I6UlBS88UYwqqrsIRBYIze3BX36ZKKuri8EAhdUVABubo8hlRZAIJiiV8bq5pYPqXTh/3mPvKOjA/v370dYWBiLKfKs6BKbOowRpVKJgwcPIiQkBEOGDDHoHtQlQWUyGY4dO4agoCAEBQVBLpejo6OD/SuTyZCWlgaZTMaGHHRAWRYWFoiLi0OfPn0wadIk1rPOycnB1atXMW3aNDbO3tbWhnPnzkGpVGLWrFmwt7cHABQXF+PixYsQCASYNGmSXvOOXC5Hfn4+zp8/j4cPH7IJ/B49erCLDn526tSpcHJygr29PbKysvD48WMsWrRIr3Y9Li4OBQUFWLBggR6Yl1wuR1paGlJSUuDq6oqBAwfCyckJ1dXVKCgoQFFREWpqasDj8eDl5QWZTMbi8fN4PPTv358FE6uoqMCIESNgZ2fH4tj4+vrCw8NDLyLg5uaGKVOm/HlCK3+Gh10mk2HPHhl27LDFhg0Oz/VRaWtrQ2pqKubPN0dt7VAIBBYGtfAqlQo1NTUIDU1BQ0NPeHgMg1hsCoZhUF9fj8rKSrS0tEClUmH69HTIZD5wcemJX34xYbc3MTFBr1690KtXLyiVSuTm5qKlpQWurq7w9/dnH36GYVBYWIiqqiq9jLdONBoN8vPzUVtbCxcXFwQGBrLbajQaeHgUQSpthIsLg9OnVejduzcET4q1jx8/jowMV5w8OQJLluRi/HhtfS0RYcKECVoibCI29FJaWgo3NzcWZJ9hGIhEIlRXV0MgEEAsFuPUqSZcvDgDq1ZJMXDgI3h5ecHb2xt//esZnD8fhA8+sMXw4eUICwvDK6/cxa1bvTFvnhcWL74FoTAI27Y1YuNGLX7G//xPCjgcBbZti9C7d7NmVeLs2Wn/pwy5QqFgCRDq6+tRW1uLhIQEaDQaBAUFscba2KJD+gO0VGY2NjYICgpiE/3PLu3t7cjKykLv3r0REhLCJlt15OMdHR2Ij4+Hv78/pk+fzuZ+AO2H+/Tp03jxxRfZGnYiLbPPgwcPMH/+fJb6rbS0FGfPnkX//v1ZLPr29nZcv34dJSUleOWVV1h876amJuTn50MkErGNc3w+H6+//jrc3NxgZWXFHkNLSwt27dqFd999l/0A1NfXY//+/Vi+fDkbmlEoFGwSds6cOeyMtqWlBSkpKRAKhQgICEB4eDjkcjlEIhEKCgqgVqvZYoSOjg6UlpbCzMwMffr0gZeXF9zc3NDa2oqMjAzcv38fwcHBGDJkCCwtLcEwDG7cuIHW1lYWerfzh9TKygqenp7//Yb8t7zg1tZWlJWVoaGhAW1tbXj99bYnHmIPA4Pc1taGyspK1NbWsrjeuhLA5GR/bNlih08+acPLL2uJH3Qt6qampnB1dUV0tBQHD1pi8eI2TJsGFkKTYRhYWlrC1NQUt265YccOORYtqsP06Sbw9vZmp8BlZWUoKyuDhYUFgoOD9Tq+Wltb8fDhQyiVSvj6+hpMm5ubm/Ho0SNoNBqj3rlGo8Hly5exe3cKsrKmYsOGQSxolVwuR2JiIltRo/POS0pKYG5ujqAniI+PHj1Ca2srBAIBGhsb4ezsjN69e0OpVCInJwctLS0ICAiAu7s78vLywDDME6jaRzhyhIeoqBCsWMFBbm4u6uvrAYD92NTX18Pf/xoaGuaAx0tAaWk4Lly4gLCwMPTp0wcCAUEiOQlHRxUaGhbqnZuLSzLq6t7/rzPkuum2zlh3/qtQKFhKMgcHB2RlZcHOzg4zZ86Eubm5HoLhs1CtHA4HLS0tiI2NRc+ePfHKK68Y5JV0UlFRgRMnTmDMmDFGwykFBQU4f/48XnrpJQMArqysLNy8eROzZs1Cnz59AGjDL2fPnkV7ezvmzp0LGxsbMAyDu3fvIiMjA9OnT4evry+ICA8fPsS1a9cQEhKCMWPGoKGhgTXera2t8Pf3R8+ePZGamoqgoCCMHz/eaHVOXFwc1Go1S7Oma6EPCgpCeHg4AO37ExsbCz6fjylTpsDExAT19fVISkpCXl4e+05VVlaisLCQJVhpaGiASCRCc3OzHpidiYkJFAoFWlpaUFdXh/r6enh6esLf3x/W1tZsZVxubi7kcjkGDx4Mc3Nzg49oz5498dJLL/33GnKdlzBzZgfq6sIgEPRAeTmhqakJZWVlbOmera0tvLy8WOjJmBgOoqKA1atbMXFiJerq6tivX+fORC6Xi8bGRlRXV7OQs4DWsPfs2RPm5uaoqalhSwg5HA569OjBVmswDMNiHzs5OaG4uBgNDQ0wNTWFr68vy4DSOXHo5eUFT09PPSYUnXG3sbFh6dd0QkQoKiqCWCyGvb09QkJCDOikGhoakJ2djZycHDa22XnqJhKJEBcXh6CgIPj4+LCYFBkZGXBxcYGFhQUKCwvZxKednR0yMzPB4/HA4/Fw//59EBFCQ0PZD4/u4ZTL5bC0tMT06QMgkWggEFjg1q1CVFdXQy6XIywsDD169ADDMIiPj0dx8Vh8+ukprFs3HitX2iEjIwOPHg3HF19w0K+fEOnpNfjgA2+sW6fPlv7qq8W4cGHOf5Uhb25uxrFjx6DRaMDj8VhETt1fHfImwzA4ffo0NBoN5syZ06VB7iw1NTU4duwYXnjhBYwaNarLCpW8vDxcvHgRM2bMYD1hneji2GlpaZgzZ45Bc821a9dQVFSE+fPns+EJXSyez+ezH4/W1lacOXMGRIRZs2bBzs4OTU1NLMbLgAED0NzcDJFIBAsLCwQEBCAgIAACgQDl5eVss1FXsANyuRzff/893nnnHTZMk56ejpycHCxduhRcLhcSiQTHjx/HsGHDMGzYMFRVVSEpKQmPHj0Cj8eDUqlEeXk5W3YMaAlYKisrweVyMWbMGPj5+bF6lUqFgoICtvrlhRdeQGhoKKytrcEwDNvbcu7cOSgUCkycOBFmZmZsXb8u7MUwDGxtbRESEvLfYchbW1tRVVWl5ynrygMvXLDEzp2tWLxYjqlTtfXanp6eet6sjvW9rq6O3d7W1pY12gzDoKamBtXV1WwTEIfDgaOjI3r27Akul4uqqio0NDSwYzo6OsLV1ZX14nWNQgKBAHw+HwqFAgUFBZDJZLCwsICvry/7QOuwJ2pra9GjRw8EBwfrlYjJ5XI8fPgQ7e3tbONB55etvb2drQzx8fExiKup1WqWaVwHljV69Gh2HxqNBiKRCMnJybC2tsaMGTPYaSQR4ebNm9BoNLCwsACfz4ePjw/r6WRmZoLD0TZaWVtbIzQ0VO/YhUIhRCIRPD09MWjQIFhYWGDPHjXWrbuNESN8cfduGlas8MaXXw5hx0xLS4Ofnx/u37+Pe/fu4W9/+xuysrLg5+eHkJAeEIuBHj024eBBf4wZM0YPixwAeLx41Nd/8l9jyDUaDQ4ePIjAwECMHDmyy/UYhsG5c+cgl8sxb96854JF1VW0TJw40Sjkq07S0tKQmJiI+fPnG8z+VCoVLly48IRGcC5rIAFtnP706dMgIj0Mk/Lycpw8eRIjR45EWFgYOBwOiouLce7cOQwaNAijR48GoMV3OX/+POzt7WFubg43NzfWeHdOxGZnZyMuLk7P2zcmd+7cQUNDA6ZPnw5A+zGJjo7Gm2++CR6Ph9zcXFy6dImtljl58iSys7PBMAy4XC6srKzg7u6OkJAQeHp6gs/ng8vl4vLly/Dx8cHEiRNhamoKjUaDhw8fIiUlBYWFhfDw8IBAIGDZvXT9K3K5HFZWVigoKICdnR0GDhwIU1NTdrbUuflKV+IcHh7+5yFffvAAv8nZSaTlraysfOopA08xPLy8vFBbW4uKigq0t7eDw+Fg7lwrfPxxCKysrFhvuKqqCjk5Oez2tra24PP58PX1RUdHB0u19vjxYzx+/JgNjfj7+4NhGFRWVrJT2IaGBjg4OIDP58Pf3x+VlZWQSCRaHG+ZzACwSiQSoaSkBFZWVvD399d7yKVSKQoKCsDhcBAQEIDg4GC9c6+srERRUREsLCzQt29fvYQOEUEikeC774rw88+WWL++H959Vz9jrxufy+XCz88PMpkMnp6ebANFbW0tRCIRVCoVy+jdmThXIpHg1KlTLPh952PXYV9cvizHxYv98PnnA/H220+nsbomD4VCgVdffZXtFgWAV1+tRVvbfXzxhQjNza/iyBEBvv5aqxOLxbC2toZMJoOlpSUGDRoEIkJsbAtOnOiBIUPEAAQYMcJar+27s4SFOeNKlw30/3ly7do12NraGjTSdBYiLW9la2vrcyETAk+N3+zZs7vk2tR1VhYUFODNN980+GjKZDIcP34cTk5OWLp0qV4/Rn19PWJjY1kDp/tQ67C+dW3zDMPg1q1bEAqFmDlzJtzd3ZGRkYGjR4+isrISEydOxODBg+Hv72+ASEhEiI+PR25uLpYuXdptlY1KpUJaWhqWLFmid82GDx8OZ2dnNpwTGBiI3bt3IyUlBT169MDQoUNZL5rP57PPMhHh3r17iI+Px+TJk9GvXz9oNBokJSVh3759aGpqQmBgIIKDg9lZ07OLjY0NG4fXxcQ7g3k9u3TrdBvDtv1nL8ALJHBsIWOi3rOH7rq40N2PP6bs7GySSqWk0Wj09HdcXChx9WoqKioihUKht73mN7bvrM/MzCSxWExKpZLVM3v3svr79+9TbW2tHu6xTp/0ySdUWlpKKpVKb/86fdaaNdTa2mpwfszevXTHxYXyPv+c1Gp1l/qCL74wiuOs06f8/e/k7HydgHY9PG7d/nXj19TUUFxcHDU3N7P6RBcXerRhA1VXV1NcXByLo6zT3+LxKGbRImpsbNTbd3Q0kYeDjBZaTaDE1avJza2agA6D/R9ycKCUv//d4NiJiGq+/ZY+srWlH+ddJz6/kYVd7+jooPj4eNLs2UP3XF2pZutWys/Pp/z8fHJ3lxBA5Oh4gNp++IGOOTrS3Y8/Njq+k80vBAwi+jc810R/LB75gwcPaMeOHSSXy7tch2EYunjxIh04cMDgXehq/Zs3b9J3331HNTU1Xa6nUqno5MmTdODAAWpvbzfQV1RU0NatW+nOnTsGz2lxcTFt2bKFMjIy2N80Gg39+uuvtGPHDhbru7m5mQ4cOECHDh0ioVBIp06doq+++oref/992rFjR7fno1Qq6fjx43TgwAG957crSU1NpePHj7P/z8rKor1795JCoaBTp07RBx98QLNnz6bXXnuNvv76a/r222+7HEuhUNCZM2do586dVFtbS2q1mjIzM+nrr7+mRYsW0dGjR7vFa1er1SQUCmndunX0+uuv0759++jYsWN08uRJOnv2LF24cIGuXLlC169fp5s3b9KdO3coOTmZcnNzu8Qj/7c87GboR9EOxl9Eo2wB/1+vp28H6BdnZ1q79p4hB8WT7RkPD8rKyqKMjAz9h+qJPrdnT0pNTTV44No9POgaQO0eHkSkz2Ph4cEQkEhuSCESCGjjxsfk7HxJb/9CV1d63MXxNzY20k0ejxIBUnl4UGxsLKu7efOm1mA9Ob5CNzf65psq4vFu0Zw5TcTna+ivfz1PrXw+JQJ018XF6OWZZLaJgBeI/sMNuVQqpc2bN1NVVVWX6zAMQ1euXKF9+/ZRR0fHb46pVqvp7NmzFB0dTS0txh0pIqL29nbav38/nTx50sBRISLKzs6mzZs3U35+voEuPT3dgCxCLpfTkSNH6KeffmI/CiKRiNatW0fffPMNbdmyhWJiYig9PZ2uXLlC+/fvN7pfnchkMtq7dy+dPXu22/U6n/e2bdtILBYTkfYDsmXLFnr48CGtXr2aXn/9dXr99dfpzJkzpFar6cqVK3Tnzh2jY0mlUvrxxx/pl19+ofb2dsrIyKBt27bRnj17KDIyku7evdvlcXR0dFBSUhJt3bqVdu/eTatWrSKhUEhisZiKioooNzeXhEIhpaamUkJCAsXFxdGlS5fozJkzdOzYMfr111+7NOS/DbrwT5BQs3y8tcXPuHL9ei1GaVfszP9H9PsijqJXL20IqrPUrFqFZB4Pk7/4AlFRA1BR8UyIav16tPL5iJ89Gx4eHhg8eLBezFyzdi3uurjA4v332fikTmQyGRJnz8YYDw8cGXMMvXoBn3wCiMUaREUBs2Zdh7ONFFEOZ4H167FyJQ9Hj5pi+XLtlE8oFMLu/ffha+T8WltbkZWVhRc3bgTHxQXqzz6DRqOBSqXCw4cP4evrq42hPjn/5mXL8O237air64lbtx4hNVWCBQucYbNhAzQ8HkzefNPo5Us39wPwbwmP/2GiUChw4sQJTJgwwSjeBvA07FFRUYGFCxf+Zuu9XC7H4cOHoVAosGTJki7haHX0agKBAK+99poBZKyu/XzJkiUICAjQ0125cgVpaWlYtmwZi1PS0NCA/fv3w9HREfPmzUNdXR1+/PFHfPbZZwCAQYMG4c0338SyZctgbW0NkUiEuXPndhkeqqqqQkxMDIKCgjB9+vTnCiM9ePAAzs7O8PDwAMMwOHDgANrb2xEdHQ21Wo1t27ahb9++mDRpErhcLgoKCuDv728wzv3793Ho0CEMHToUfD4fe/bsgUgkwtixY9HW1oYpU6YYzWO0tLTgxo0b2LFjB6qqqjBjxgw2Z3b37l1cvnwZd+/exf3791FSUoL6+nqoVCpYWFjAxcUFPj4+GDhwIPr162cwtk7+45Kd/23ybMkkEeHx48cYObIGtbVhEAjM2NJIkUiEpqYmDB06tMvqApFIhNraWoSHhxs85LpGDV2FSGepq6tDTk4ORo8eDRMTkyclfoC9vRrm5plYtoyDSZMUqK+vZ9HdACApKQnh4eHIzs6Go6Oj0WSTrqRxzJgxMDU1RXJyMoYPH47U1FT4+PigqKiILf3qPO65cyrExo7EG2+kY+5cLWrj0KFDcfXqVfj5+ekZEp2MH38HN258iP/UZCcR4dSpU7CysmLjpsbk5s2bKCgowOLFi7vkntRJU1MTjh49Ch8fH0yYMKFL0KzKykrExsZi1KhRGDp0qJ6uo6MDZ86cgVqtxuzZs/W6KOVyOU6dOgUul4vXXnuNTWrm5eXh0KFD8PLygpWVFaqqqtDR0YHGxkasXLkSAQEB7HNcVVWFw4cPY9GiRV1+vHSwtVOmTNHLKXUnDMNg165dCAsLQ0tLCzIzM5GdnY2VK1dCpVJBoVBg7Nix2LRpE9auXYu6ujocOXIEq1at0oMUuHr1KkpKSuDv74+8vDy4ubnhxRdfBIfDwbFjxzB+/Hj0799fb991dXVITk5GXl4eQkNDER4eDmtra8TExCAzMxM7d+6EtbU11Go12tranhLAP/Nv3f+dnJwwa9asP0+y888kRDq4TsLWrfaIjDQ1moRlGAYxMRwD2FSddFfDbkzHMAzKy8uxbp0SUqkPoqJMsGwZgwcPHqCoqAirV4/Ajh1aTG4iQlpaGpydnQ0gQHWig5T19PQ06hUUFxc/wVofa1CW9s03lfjmm2Js3BiBMWO0TR+vvXYXp09PwOLF2eDxUjH7iYefkpKit623tzcuXryIAQMGGE2aKZVK3L17FxEREeyHRec8uLm54fr165g/f77BdqdPt+PoUVssX34PH37oz9aaKxQKNDU16XW1dpasrAajv/+nSGpqKpqamvQ+ls9KQkIC8vLysGTJEtaI6zC0m5ub0dzcDJlMhubmZlRUVCA1NRV8Ph82NjY4cuSIQS25iYkJGhoakJiYiGHDhqGlpQUJCQksCYNCocCVK1fQq1cvhIeHs93Fuhr0c+fOgcfjISAgAKdOnUJLSwsqKytRUFCAoUOHIigoCJ6enuDxeIiJicHy5cv1kAdbW1tx/PhxvPLKK0aNOBEhJSUFqampWLBggV5SvjtpampCfHw8EhMToVAo0K9fP8yZMwcqlQrDhw9HWloaOjo60NbWBltbW3A4HNYb1xlxXdK2paWFbdmfN28e+Hw+ysrKcPLkSQMUxoqKCiQlJaGiogJDhgzBe++9B2traygUChw5cgSNjY0wMTFBTEwM2traoFarWRhiGxsbvX87OTmx/+98QWRPAAAgAElEQVSOPei/0pA/Tws9wzCQSCQoKyvDo0ePsGnTENTUDERUlP42urrRkpISrF6dg+bmyYiKCmLXaW9vR05ODj75JAeNjaMRFeXP6lQqFe7fv49PPslFY+NIREX1wfLl2ooUXTfkhx+OwQ8/mGDlynLcuvUYoaGhLADRRx9pDVd8/F0MGDCgy6y8WCxGQUEBhg0bZuCdERHS09Nhb2/fpYHfskWCujoXfPEFBytWAImJiZgzxw7btwP79gnx0kuvsh2fz87gJBIJVCqVUSOuVquRkJCAUaNG6aHN6aSiogKurq5GPcRDh4rQ1DQFu3dfwfr1oSgtLYW1tTWL8d65iqazhIaaIyHBqOpPL2VlZUhMTMRbb71lMJvSIVTeuHEDGRkZePHFF3H16lXWcOuat+zt7dnFzMwMJSUlmDNnDkJCQvQ6PDv/u729HQkJCZg0aRIEAgFbJaFQKKBWq3H16lW4u7uzHbq6e6jRaHDz5k14e3sjLCyMbYW3tbXFxYsXMXXqVD3H49KlSwgICNAz4jqatoEDBxr1sjUaDa5cuQKJRIJly5Z1ed910tLSgkePHuHhw4doaGiAo6Mj+vXrxzL0AFq0UoVCwTbitLS0sKGmgoIC9j0RCoWIiYmBmZkZwsLCEBERwULj6oCwZs2aBR8fHxBpURSTkpLQ0tKCYcOGYdasWWwlj1KpxLFjx8Dj8ZCcnIyRI0di2rRpsLGxgYWFhZ73r2NTam5uRkNDA4qLi9Hc3Nztuf9XGfLW1lZcu3YNn33mhLq6UYiKMjUwyjoqNR0pg67wn8s1QVQUsHatBmVlYkgkEpbA2MvLC+PGjcNXX43CV1+Z4J13ipCYWAUiLR65j48P1qzpje3bXfA//1OH9PRiKBQKtpZ8zZpe2LbNGgsXpuHOnQ54eHhgxIgRGDlyJFpaWjBkyC14eHjAz2+sXsikoaEB9+7dw8iRI43yCDIMg/T0dNja2mLMmDEG4Zb29nYkJydj4MCBejgROsnLy0NLSwvGjMlAYuJcrF+vLUt0cnLCCy+8gNTUVLi4uHRZm/vpp2k4dMgdCxd24LXXSG//DMPg9u3bBh8XIgKXy0VZWRmcnZ316vF1olar4efHIDPTEkOH9oWFhQXbvahQKNgxjMn9+y1Gf/+zi64ZZvLkyWhtbUVpaSnq6urYpampCQqFAhKJBJMnT2YxQnr06AF7e3vY2dnpzbRaW1tx4MABTJ8+3SBs9aycPXsW48ePx8tPYIs7i1AoRGhoKJYtW2ZwzdPT0zFkyBAsWbJE794XFBRAoVDoYbyUl5dDJBLpEQ0TES5dugQ7Ozu8+OKLBvuWy+U4efIkzMzMsHTp0i7zAG1tbcjLy8PDhw8hlUoREBCAiIgINk7/7bffQiaTsYawR48ekMlkrCFvbW2Fra0t5HI5Cymxbds23LlzB5MmTcL06dP1Zgq5ubm4fPky5s2bBw8PD2RnZyMpKQmmpqYYMWIEgoOD9a6VSqVCbGwsHB0d4eXlBaVSCU9PTxQWFrKgWLpFqVTC3t6eLa+1t7eHv78/HBwcDMo/O8t/hCEn0rbo/vKLOfbu7YPISDPWQOuoqBQKha7zCRs3+mHjRhOsX6/9Qj9+/BhtbW0wMzODj4+PXmyOYRhIpVL061eGY8dUT16Gp/XgDMOgqqoKaWlp6NdPjdOnzZ6wegwHl8uFUqlESUkJhg6tQWysCM7OzujTJxSWlpZQq9UQiUQYPLgOFy/aITi4P2uQVSoVsrKywOVyMWrUKAMPrKioCFKpFGPHjjVqtBoaGpCVlYUhQ4YYraeWSCQoKCjAiy++aMCQAmhfUA6Hg+bmZuzbp/V01Go1bt++j7FjxyI1NRWurq4G3aG6+5GWloZDh/iorvbE4cMd+NvfpOzDTkRISEjA4MGDDZJqRFrqu5KSEkRERCApKQlE+h+BnJwcFBV5gSgOQqEXq7OwsEBHR0e3+NjBwRwkJ3ep/peK7lx1na3dLampqejo6EBHRwfbKcvj8RAaGgoejwdLS0vExMRgyZIl8PHx6Xa/HR0dOHLkCBuX7U7y8vIgkUjwzjvvGOjkcjni4+OxYMECg2ewpaUFt2/fxtKlS/WT6RoNrl+/jokTJ7IfFrVajYsXL2LyE/x/naSmpqK6uhpvvvmmwT3VITf6+fkZbbfv6OhAfn4+Hj58CLFYDF9fX4SHh8PX19fgXQoICEBeXh57Lezs7AwMuZ2dHQoLC+Hm5oadO3ciPz8fO3bsYLubdZKdnY0bN25g9uzZEIvFOH36NFxcXDB58mSWRamzqNVqHD9+HHZ2dpg6dSp+/PFH1Ndrwe88PT1hb28PPp/PGm4bGxu945JKtRAgxcXF3Sa0/z0NQVkq7HvjDt46PNpAR9HRaP78c1S9/TYaxo1jp3GNjY3YtWsgqqtNEfmOEMGFx6GZMgVOTk7o3/+pgaToaDh+PhahixZBHTgFhYW28Pf3Zw0KRUejfsMGlC5dCvmkSeBwOHBzc8MLL7zAEj/Uv/Ya7i1dio4nWWx3d3cMHjxYCxQVHY26mTORuWQJFJMnw8zMDL1792bjahQdjcqXXkLR66/DZPp0BAQEICQkRO/88tevh3ThQgyKjNRrltHps9atg83KlRhupLKFoqPxYN06KJYtw7iNGw3x2qOjkb1uHbhvv42Izz83xFOPjkba2rWwfucd1IwerUeFlZqaiqG5uUhdsAC9P/4Y0vHjDdqxz38uxIz4enw0XYXFixn8/LM51q3rjZKSTLi5uYGio5G4di36/v3vcHiGSAAAmOhoPPz0U6z4+msgIgI8Hg+1tbVszJuioyFdswbLBm/A/kxnLF78tBHC0tISTfv2gbtjB2BqajRuliv893rkdXV1+OGHH1gkQDMzM1hZWRld7Ozs4OrqynbnRkZGwtHR0fCePUmABgcH/6YR18HHenl5GfVyO0tbWxsuX76MuXPnGv3Yx8fHIygoyCgE7q+//orBgwcb4PhkZmbC3t5ej6YsKSkJjo6OenHkx48fIzk5GcuXLYO5UgmYmWmJWaENMZ06dQoRERF6Xr1SqUTBE4z7kpIS9O7dGwMGDMCcOXOMOhw6CQ4OZpPygKFHrgutpKenIzc3F0FBQZg0aZKBEU9PT2cBwU6cOAFfX1/Mnz/fgIlIJ7qwkZWVFaZPnw6RSASpVOvwzJw5kwUI6+joQE1NDfLz81nDrYsauLq6sjy9Xe0HwB9TRw7gAIAaAA+fb/0XSGAiMV7z6eFBDwCqc3c3qHGOjiby4FbQF5hNqid1zs+KxsODRAApu9HnAtTG5xvVM0/07V1sz3h4UB5AHd3oCwHSdLP/ym7qxDUeHlTXjZ7x8CDpb+hrf0OfB9BtFxe9RqnCwkISiUTEeHhQ/ZPtjdXS8jjnCKgngYmESktL6eDBg8QwDCUkJLDjN3Sz/w4+n2520re1tVFmZqbe+RcC9DfbecTj3aY1azKpvb2dEhMTqaWlhTJdXCium/GHcd79w+rIf+9zTUTo168f1dbWUmtrq9GGL2Ny+fJlunnzZpd6oVBIO3fu/M2aabVaTYcPH6azZ89225BCpK1Bj42Npbi4OKN6sVhM33zzjdFmIJFIRDt27NBrpCPS1p9v2bKFpFIp+1ttbS1t3ryZmpqa9H7bsmULlZWWEu3eTfTGG9q/DENCoZC2bNlCRUVFRKRtTMrLy2ObhQ4fPkxCobDbJqlnRaVS0ddff83WzsfHx9Pt27cpMzOTzp8/T+fPn6fY2FhasGAB3blzhxITE+natWt61+rChQu0fPlyioyMpCtXrlBDQ0O3+1Sr1XTs2DE6ceIEqdVqYhiGdu/eTZGRkbR27Vo6cuQIHTlyhLZu3Upffvkl7du3j86fP08pKSlUVFRktJmQiP7pdeSHAEx63pXNoMb6+YVGdSaRkegnEMDZiDf51luAeM9VrBWkwDQy0uj23MhI+AsEMOtGHyQQwLoLQg3OE71VF9tzIiMRKBDAohu9j0CgJZ7oYv/u3dSRcyMj4dyNnhMZCdff0PO60ZetXIkmFxeM7uTNt7W1QSKRaGcVkZFwEgigXrNGL+a6b5+Wob6vnxRu3CKsn18IT09PTJo0Cffu3cONGz3g4SFDzJhjcOyuTn7NGti5urJ6a2tryOVyvfPX9OyJQ8x01NUVIibGHk1NTQC0oRX1smWwcnHpcvw8q3D8gXXkh/A7nmtASzfI4/FgY2PzXKBVOrTIroCeGhsbcf36dcyaNavbmmmGYXD27FmYmJjg1Vdf7Tb8BGhrqxsaGhAREWF0rMuXL2P8+PEGyXOlUokrV65gypQpBl58QkICgoKCns6unsTAR48aBXsTE4AIcrkcsbGxeGncOHhaWADJyYCXFygpCfGXLyMhIQFvvPEGGI0Gv8TGYuu33yItLQ3e3t744IMPsHDhQgwYMMBozqgrMTU1hZ+fH/Lz8wHoe+QajQYZGRl48OABy2ivi5nr5NKlS4iJicHMmTOxevVqTJ48udt4tUajwenTpwEAs2bNgomJCYqKilBfXw97e3sUFBRAqVRi8ODBWLp0KT799FMsX74c06ZNQ3h4OPr06WMAR/Bb8ofVkXM4HG8Al4jIkLjvGfl31ZE/TzVLZ/nhhxZs3mypF5P/R8f6M0heXh4UCoUeLReRFq/i2Vh6YWEhrK2twefzsW8f8M47BIaRgccT4u9/z8LKlSvZlyk7OxsTJ1qgpkYMgWC8ASRwZ9FB4HY2XImJiXoVNZmZmbhyxQbffZeD1auH4tVX5Wz9fGpqKgB0iT2yYMFuxMbuVRFldz3X/h3ye55r4Pc/25mZmSgqKsLcuXMNdAzD4ODBgwgODsawYcMM9ETEkmLHx8ejpKQEo0ePBsMwUKlU3S5CoRCBgYHw9vbWq3Sxt7dHcXExysvLsWzZMoMPQlxcHGQyGWbNmqX3e11dHQ4cOICVK1eyRkh47x4yEhOx3MQE3LQ0MOHhOGprCxdnZ0x6+BAQCgEuFyouF2csLVHm4wMfgQDFJSVwLihA3/p6BEdEwO7jj4HnIIzuTnJzc5GZmYlFixZBJBIhMzMT3t7eOHHiBBQKBd5//32cP38eH330ES5cuAB/f3+EhoaiqqoK69evx8yZM1no2+5E90FVKBR6jU0HDx5Ec3MzXFxckJiYiPfee++5a+E7S1dUb/+yGDmHw1kBYAUAvfKjf5U0NDRgzZp81NYOQVSUoWHuLO3t7Th69CiiojxRVzfBoCSxqakJ69ZJIZV6ISrKUk/3zzLw/9txhUIhrK2tDbgVhUIh+vXrZ+BdaamqRuKLL4DWViUYpgNcbiLefNMBEyZMQE1NDXsf+/fvj4ULbyE6+hbeeksAIAhdCcMwBsZBl3zS1ckqFAosX86Hj48Kw4cTpNJm2NjYoK2t7TfPs0cP4/Xl/0z5R59tIkJGRgZLxvGsJCYmwszMDOHh4VCpVKitrUV1dTWkUin718zMDD179kRGRgbmzJkDJycnmJmZ6S3m5uYGv+3YsQPz5s0DwzBsCaOOVDg5ORlExCZeXVxc2Fh4ZmYm3nvvvWdPBHEXL2LE8OFaI84waCspwY2NG7GQCNyqKmD0aFw/cwaYOxcTDhwAXbyIJktLVHp64puQEMiVSrx4/z7cjxzBS+bmcDA3BxwdgT17AHNzYNUq7b7a2gAbGzae/rzi6+uL8+fPo729HT169EBxcTHu3bsHV1dX9OqlpTHUaDQs4J2dnR2USiXOnDkDHx+fblEVdaIjk5bL5Zg/fz5rxMvKylBfXw+lUslygapUqt91/L8l/zJDTkTRAKIBrdfyR4z5vMatra0NFy9exLvvDsW+fWZdzvqVSiXu3bsHIsLMmTNB5MQ2AOmkpKQEt2/fxvLlofjpJ0s9nUwmw7p11ZBKXREV5fC7DXx360RGVqKqyhlRURa/y5DTk2YKgUBgYGRqampARGzSpfM2gPZYJJJ22NikwN19AKZObcPMmdrGDx3JLKBtDPn665FwckrBgAHFYJiALssDyUjpoKenJyoqKvSSwnv31uO77yqwalULJkzQwM7OjsWV705iY6UATA0zd/9E+Uef7YqKCqjVarZMDtAmyHSMN8ePH0d4eDh27drFkne4ubmhZ8+eCAgIQM+ePWFjYwONRoPi4mJMepK8fx6xt7eHlZWVwb0HgL59++LBgwd4+eWXUVtbi9raWhQUFCA7OxsikQh79+6Fs7OzFhPd0RFtJ0+iICEBY+bPR4uXFyxWrcLl27cRZGoKm4ULUZeVhbRDh5DA42G4qSl+SkhANYcDi7Y2uLW1oY+vL0xMTSE7fx7Fzc1Qmpujl5UVBI8fa2d9P/8MLF0KHD+uDcUMHw68/fbvMubm5ubw8fFBZmYmKioqkJeXh0WLFqG5uZklfNExJulCK9euXQOfz4dYLO4WWRF4iqbY0tJigEB59+5dltdAIpGgT58+zxV2+z3ypy8/7M64rV8vRnW1FaKinLs0bhUVFSguLsaCBQtgZmbciGs0Gty/fx+tra144YUX2PjYihXaBdB+VYuKitC7d28sWrQIJiYm2Ljx6RiVlZVPMJudcOqUn95+qqqqsGZNOWprgxEVZcce6w8/tGLLFlv23D7/XAOJpF1vHZ2sWkXYtCkWa9YsxPPeNoZhcOfOHQQHBxt0QqpUKjx48ADjxo0z2G7bthps2WKB4ODLUCpdsWCBBt9954ykJA9YWVlBoVDA29ubrRwAtC/KjBkzkJ6ejpSUlC5DH/RMqSEAODg44NGjR3q/xcQIIJPZYvfuFkyYoPXa6+vrjW7fWaZONcXRo+o/1t35XwoRsQ02nZeLFy/C0tKSJU5oaGhAa2srevTogaqqKnh5eaF///7o2bMnXFxcunz529vbWaaZ5xUrKysWb/9Z6devH4tD33n6P3HiROzcuROzZs0Co9GgXixGfU0NhHfvopLLxek9e6D4/nu0S6VIMzdHGADR9euw4HLxiM+HL5eLnp6e6D9sGHomJcHazg74+GPgL38BALQ5OUF84ADESiUSQ0NR2dgI+8ZGCGpr0WvGDPTi8cALCAAnORlYuBDoAi/G2PUvKytDRUUFrl27hgULFsDX1xe9e/dmMfXVarUeY5KOwnD58uXYvn270RLfzuNfunQJjY2NeP311/Vmt5WVlezMyc3NDYGBgSgoKMBLL730XMf+vPKnxSNnGAaPHz/G2rXNqKkZjKgort76eXl5eOmlu7h16y2jxplIixdsZmbWZRkWkZZeqaamBv3792f5+jpLeXk5CgsL4eXlZbTpprKyEiKRCO7u7pg1axbmzDHB9u1Pxy8oKEBubi7eeacPDh60w/r12g9HXFwcNm50RU3NC2zoZt064LPPLmDdugV4NmH3t7+5YeBADwwb1gHgtx9glUqF27dvY+jQoUY7wlJTUzFs2DC989FN9aOikiCTeQLojXPn5AgLG8uuo+Mi7N27N27dugVv76cky0FBQUhLSwMRIT8/nyXR7SzGQivGDNCGDY74+GMOli7V/t/Ozg6lpaUsyUVXYmr6/Emwf4Y0NDTgwIEDBkaby+XCwsJCb8nPz8ewYcNYijtdk4+JiQlOnz6NgICAboGSdNLW1va7k2NWVlZ6SebOYmpqirCwMCQnJ+tBBdjZ2WH48OFIT0vDnMZG9HniHYcvXIi9hw/jLWdnWCgUoPp67FYoMDkwEL3v3gViY5F24QIqevXCsHHjgLFjAalUGyKxs2M9a5v330fAm28iAABsbMBs3gzpF1+gwtUVpbm5uBsWBvnlyxCEhECQno5eXl7w8PDoMvEpk8mQnZ2N7OxsmJqaIjAwEFwuF+PGjWNzLTpwKp0hV6lUaGtrQ1xcHObPn4+2tjY4Ojp2+RElIly5cgU1NTVYuHChQRnk3bt30adPH4jFYlRVVaF///4sy9MfKX+IIedwOLEAIgDwOByOGEAkEe3van2VSmMQd+4sRIT79+8jPz8fn346CVu3cvWMtW66t2/fIlhaGhoBhUKBxMREhISE6HVkdfbux44tQllZGYKCgvSm9DoRi8XYvr0AR48KEBU1BmPHdm3AIyIiDIyRjiFeR0I7Y4aWVk67rRQajQYbNvTDV189LcBYsYILCwsV5s1TANB/OE1MTBAREYGUlBSWQaUraW9vR2JiIkaNGmUUUGnjxsfYudMdUVE2etgvmZmZT0gmTHHnzjBERrpBo0lkp4kcDgfm5uaQy+WIieFg/XofvPtuEdas8WX1vr6+UCgUqK6uhouLi0FHqbHQCqD16BUKBfsiLFwoR1FRBaZO1cb0zczMoFAo2G7bruTs2Rr8UaGV3/tcA9oqnHHjxhkYbWOGwMzMDIMHDzYK/tXa2vpcxplIS4Atk8lw//59KBQKNhbb3d+8vDxkZGRg5MiR4PP54PP5cHNzY+/14MGDsWPHDoPW8GHDhmHntm0oTUuDd0gIkJwMh5070cfFBcKHDxF+6xY4trYY5O2NLGtr9DY1Bd55B/1nz8atffvQ+gTXBMZqojkcrWF/ItzVq+F+7x7cs7Iw9MUXgZ9/RuvWrRDfuQPx+fO4ExiIqoYGODg6QuDhgV48Htx690ZDYyOys7MhFosREhKCWbNmgc/nQy6XIycnB4DWIdHx6Oqa90xMTCCTyVBSUoIVK1agV69eyM3N7TKsQkS4du0aqqqq8MYbbxg4GLW1tSgvL0evXr0gEAhQVVWF6upqA3CtP0L+kPJDIppPRO5EZEZEgt962E0hx/qIO0Z16j17cNPVFYJbtzBv3jysWuWoB9Wq2r0b+SEhGJWfb/RLrN6zB0kCAUaIRAYAPBs2NEEs1uCzd06Ce/Ikxo4da1Bkz+zdi9suLpDu3o1Dh5oglVrgiy84BnpZTAwiIiIQGBio35q+dy9uubhAc/QoxowZA4FAoN/5tncvigcMwMsSCf7yFzO9c+NwOBglkUDh42OIXwvti+8YH492Dw+jet3+07y8MKaoyKgRZ/buxffrH6K62on9sNTU1ODmzZvw8/NDz6QkLLrxOSo/v4xp06R618fe3h507BgQFobPV7egutoL331Xroef4p2cjMCFC6E6fx737t2DUqnU2z/3559hNX68wfHrcDwUu3fDedYs1OzYAalUCpVKBSsrLfIhANClS7CbMqXL858SIIEZlEZ1v1d+73MNaA2Eji3d0dER1tbWXXpzjo6ORiEKALBATkaOCVKpFOnp6Th16hS2bt2KX375BaWlpSgqKkJNTQ3kcjlMTU1ZqsOQkBCEh4dj/PjxmDlzJhYvXoxly5bB29sbvXr1glQqxaVLl7B582bs3bsXFy9eRG5uLry8vJCUlNR55zBTKPDS5Mn41dISTGkpMGgQYGODYWPHIo3PBxMXB6xbh1B/fxTyeGjncAAOB5Y8HoJDQiAUCp/v4gOAiQlw4oQ2Ln7kCCCXw/bcOQSWleGlCxewND4eqx0cMGrECNSdOYOfli/H8okTceL4cfTt2xcffvghXnnlFZb+0MrKChqNBkqlkmWtV6lUbBkil8vF1atXYW9vj1GjRgHQVuMYM+T0BEa4vLy8SxjhxMRE9O/fH6Wlpejo6EBQUBBKSkqMOo7/azFWXP7PXgb9i4kZdOwkn32WTgITCe3Fsm63VwB0k8ejTz9NM0rcwDwz/q5dCvLwUGrXM6L/Z5/f8+o1Gg2luLjQHISTOzeb9uxRU2pqKgmFQmIYhoqKiui+qyu7fWJiol5Ti0Qioa/s3iIBymmSxVfk5lZEmzeL9QkGnuxf6u5Od+7cofj4eKPEFs8en0ajocTERD1ijMjISLp8+TIVFBSQRCKhxMRESnRx6fb8j9rb0yCA6N/wXBP9PmKJlJQUunz5slHdpk2bqLW1lTQaDYnFYkpKSqJjx47Rpk2b6Pvvv6fz589TdnY2NTY2kkwmo6+//vo3m4A6i1wupy+//FKPhUepVFJFRQWlpqbS2bNn6ZtvvqHZs2drSR/S0qhx61aiN94gZtcu2v/DD5T14YdE8+axzTwxMTGUm5tLxDBELS109swZSk5OZsevrKykbdu26TWi/S6RyYjCwqg1MJAeWFrSOQ8P2urpSds2bKDzERGUs2IFVc6aRZujogzYrXTy/fffU01NDcXExJBQKKTvv/+eTp48ScnJybRy5Ur68ssvadeuXez6Z86coezsbL0xGIahGzdu0O7du402TBERNTQ00KZNm+jmzZt04sQJ+vrrrykhIYFOnTr1j537E8GfiVgCZmZ/CDGDrklFzzkzsn1raytUKhXWru2Lit2XsUJwrcvxZR9/jAQeD0MjI/HVV0ONEjdwnoyv0Whw/PhxrFt3BRKJqdbD7aT/357fH6XXaDTIzs7GnTt30OeTT3DIowLCLTfg43MLAQEBGDBgAKRSKWpraxG6cSMgEIDWrWPLsXTi6OiI7fQGxOiFB5YLsWFDHN57zwkSieSpV/5k/66ffw4HBwfY2dkhOzv7N4+fy+Vqx3iijxlzDNu3W+HqVWLhQwFoqxe6OX/ZlClQA3+qZGdX4uTkpOeRExFkMhny8/NRUFCAM2fOYPPmzTh//jwaGxsRGhqKv/71r3jvvfcwbdo09O/fn73G5ubmT6/Rc4ilpSV69eqFoqIi9jczMzMIBAKEhYVhxowZ+Oijj7Bo0SJt8q+wEPuOHsXOmhrE7diB4DNncOPAASju3wcOHQJaWxEeHq6FOeZwAFtbvDBoELKysthnw93dHba2tnj8+PHvuk4qlQqFhYW4npyM3b1744fmZjxiGPAVCizm8bBq1SpMmzsXfeVyuL/0EsJGjUJcXJzRsXTNQLrQis4jz83NRUtLC6ZNm6Y30zfmkSckJEAkEmHRokVdYsEnJSVh0KBByMnJgbW1Nfr06QORSIT+/fujsrKyy/zEPyzGrPs/e/m9dFid6cY6i7u7uFvnlEjbKnv9+vXnapcuLy+nhIQEg3Wf3fuU+rsAACAASURBVD/DMCQSiejmzZtUWlpKe/ZojB6fblvWW/8Xi0qloszMTEpISKD6+noi0l6PlJQUys7OZj24xsZGun37tp5HJ5FIqKCggP2/7hoMH36Y3N1rKTpa69Vdv36dxGIxPXr0yOgx3Lp1i1JSUqiiouI3jzcpKYm99lrHfA85OZ2jgoICSk5OpsTEREpKSurWo5sxYxMB/ZX0J/LIGYahjo4Oam5uptraWpbaKzExkT766CO6evUqHTp0iDZt2kRbtmyhffv20YoVKygvL++5+CiJiI4dO9blPdBoNNTR0UGtra3U2NhINTU1JJFI6JdffqH9+/d3ez0VCgVt3bqVSktKiNm1i8Svvkq3AgMpeuxYesPcnCJdXCgjJIQayspIo9HQ9u3bWUo1hmHohx9+oNLSUnY8oVBIR44c6fZcGIYhiURCd+/epUOHDtGXX35J+/fvp9u3b1N5bi5p5swhmjiRyNubaPt27QzgySyAGIaUSiVt376dSkpKDMY+d+4cZWVl0enTpyklJYU2b95MO3fupHfeeYe+/PJLKioqokOHDrHH8eWXX+rBASQkJNCPP/5o2ELfaf8ymYw2bdpEOTk5tGvXLtqzZw+lpqbSt99+S2q1mn744QcqLy/v9hp0JejCI//TVq3oRKPRYN26Ikil/noJ0tLSUkyZkoJff53fpXMKAMnJySySYXeljPfv3wcAo4nEzz9XQiIxQVSUCV59tQY5OTnw8/PDmCegUG+/rV06C8MwuHfvHj7+OAnNza8gKsrnX9I4BGjr4bOzs6FQKBAaGsomq6qrq/Hw4UMMGTKE/U0ulyMzMxNjx+pD6JaUlOgh50VFAWKxEnK5Hb788gyWLXsLXK4lwsLCcO/ePTAMw1YFdJYRI0bg9u3bePz4MRz/H3tvHhfVeb7/v2eGfZNVkBkUUREERQREBVSMGrPZmL0xTUyiJrVtkk+ardnUNE2bNNEsTaKiWZs0TWM0mzEaURAQWQWEERBwYd+3YZ2Z5/fHMCcMzIAal7Tf3/V68UqcZ55zzpw5c5/73M913Zeb24gLeD4+PtTW1qJUKnn+eXjyyTHccouWjo4O9Ho9crkcKysrent7LWZCBw54crl55IPR1NTEtm3bpIXF3t5e+vv7sba2xtbWFhsbG2kBVC6X09zcjLOzs2F9YoAX3tPTQ2Njo1nWz1B0d3dTVlZGRUUFWVlZTJo0Ca1Wa6Li1Ov1khDIyspK+n+dTkdSUhJVVVWEhIQQGBj4k+XeAGxsbFi6dCl7vv+eB9auRblyJcoHHmBhRgbXBgbySk8PJ6OjOfTvf2MzIKr5z3/+w+rVq3FyciIiIoKcnBypAVVISAj79u2jpaXFRObe2tpKeXm59FmM7aHnzJmDv7//TzVoISA+HlJTYdkyeOghw+tGoRBg3dvLksWL2bt3L2vXrjW5Jo0ZubFe3tHRwYkTJ7jqqqtoamqSrjMwdHi0tbWVzkdqaip5eXmsWrXK9DoWArZulTjuRyZOJCwsjKKiIiZOnIharaatrY3p06dTW1uLXq+X+vtfLFyRQD4aa8UIIQQfffQRa9fO4v33TZ+mm5qaeOqp2ZbWvAADRVGlUkmKQQNPu4IXXpgs7Vun05Gamoq/v79ZVV5BQQHXX1/C119fzR135FBb6zos6A2G0Wiit7eXwMBAXnjhXv7+dxfp2LVaLcnJyTz7rJMJrfJiBPaenh6OHTuGVqslLCxM6qyo0+nIyMiQGBXGY9dqtZJ7z+CLXQhhUlZJSICODoGTUzL33uvOvHkB1NUZFkJdXFwIDg4mJyeHwsLCYXQ5a2trZs6cKXW7u+qqqyyKhZRKJXl5eSiVSu67T0d/fzOurq7SY6ijoyPd3d0jBvJf/Qo+/vjK8cidnJy47rrrTAK2jY2N2etFCCHdMM9VICKEoLa2ltLSUkpLS6mvr2fChAnMmjWLlJQUVqxYga2trUngNvKjzWH8+PHodDrp3H/99dcolUoCAwMJDAzEw8ODkJAQsrKyyMrMZLaXl2ER8pZbUFZXc9XixTj7+XF7fDx1dXUUFRXx4YcfsmnTJpydnfHw8CAlJQWVSmXoQePgwNTx40lLTSVg0iTKy8spLy+np6eHgIAAJk+ezNKlSy2bKMhkhqzprrukwM2WLZCcDHFx0NMDGRlMmz+fTHt7cnJyTDoojhkzhqqqKpycnOjp6UGtVhMeHo5SqaSpqcnkuh9cVjly5AjZ2dmsWrVqWMdSNBqpZ0xXcjK59fXcdf/9fPzxx0ybNo0ZM2aQl5fHypUrycnJYcaMGefF+T8XXJFAbmXVM2IWbUR6ejrz58/nnnsmSgwLMASmzs5Oi42GwPAltLe3S60zhRDccMNXfPnlJGnfGo1GytjN2Si1t7dz9uxZbrjBjnvuKSAiYo7Fdpk1NTWUDijRZsyYIQWahx4y/Gk0Go4ePS61Nt2wIZyXXpLz3HOCnJxcnn66mcbG+bzwgo0UyN94o41XXx0zanDv6uqS6tAzZ8408VOsqamhqKiIqKgok8+o1+tJSkoiJiZm2GeqqakxaV26fn09bW12uLqWcv310wgNDSUxMREfHx9kMpmkNDx06BAhISHDArWXlxd1dXU4Oztz9OhRs31DwNAUy8hyaWhooLKy0uSCN6o7jQwWc1iwAD7+OC/f8tm6tLC1tT1nKzKZTCbx8gdneEKYip56enooLy+XgretrS1Tpkxh4cKFTJgwwUQK3tXVNXK70yGIi4tjy5YtLF68mMjISMl8xeh2Y2dnR2BgIKEhIRxYs4aQtjYcjTXj2FjibriBhO3bmTtvHj4+Pvj4+NDV1YWTkxMzZsyQXLj27duH0tcXzQ8/UF9UhNramqWrVhEcHs6tt96Kt7f3uQe3gRo8AB0d8OGHPwXTzk6ws0NWUcGyTz7h4127CAkJkX6PLi4uEqXwxx9/RKFQEBQUJNXxB2fkDQ0NeHp6kpGRQUZGBqtWrTJvt+boaFCbpqVx1Nub4LAwysrKCAoK4sSJEyxZsgRHR0c8PT05fvw4999//zl/P+eKKxLIg4NH7nUChiBu5F8OxfHjxwkNDbWYxRpLC4NVi4YmNu689toUHBwMZYaioiKTftyD0d7ezs6dOxk/fjyRkZFmMwSdTodaraapqQkfHx9iY2ORy+XScT33nGDJklOcOXMGBwcHkwAfFwe3395Mfn4+TU39PPvsbF591UYSDO3evZuXXppoIhgais7OTo4dO4a1tTWzZs0yeSTWarVkZmbi5OQ07AlCCEFqaiqzZs0yW+oYXFb5xz80tLbuxs1tLWvWzMDJyY7e3l6CgoJQq9WS8i8gIICqqiq+//57rrvuumHbDA0N5dChQ7i5uVFaWjqsz/lgCCGk/tXV1dXS605OTpJC0hJGGvslwlIgb29vJyUlhdLSUknlOXnyZOLi4iyKScLDwzl27NioPcsHY8yYMYSGhpKWlsaSJUuwsbEhKChICm7VVVWU5OeTffAgxWVlvOrmxpr6enw/+wwCAnCTyZgyZQpHjx6VhHeRkZF8+umnzJ8/H3d3d9zc3Ni5cyd333wz8oMHYfly9n3xBR3//jcx1tYQE3PevVOGQaczBHEbG0NQ1+nw8fYmODhYsrEzft729nZOnjxJfX09wcHBUl9yMA3kRnem0tJSVq1aNepTQu+tt5K5fTv3xcRIxh4+Pj5UVFQQNhDc3d3dL7oYCC4Sj/x8ITtxwiIPmIQE0seORZWcbDaI67dupWXxYjy+/JKNG/uprMQkWxfbtpGqVBJTXGwSvDIzMw0u1p98wgsu9xMWWMLJk/HDg3hCAmU+Pmy97z7i4+O56qqrpC8wIQH83Dt5y/URjjz1FGlpaZKbttF16MhTT/GnB/5JZeURnn02GYVCwfz584mKijIE8YQEWpRKDj32GGfOnCEuLo4lS5bw8MNjDAwZEjju64tPRgYvvDBzOEEjIYE2pZLDTzyBWq1m9uzZREdH/xTEExKo9vUl6YknCA0NZfr06aaZTkICWT4+TEpPN9uKU2zbhn7FCrbfnYy3dz5PPZVCd/ckHB1h+XJw3buXloAAlANqtnff7ZeYQ3FxcZz+9FOqx40z+/3GxMTQ8MEH1M+bR8vrr5v9+t0OHKBFpcL2o49wcXGhv79fMqe1srKib9cueqKjLV4/dd99RxjMMDv4C4SdnR3Nzc0UFxdz4MABPvroI1599VVOnTpFe3s7sbGxPP7446xcuZLo6OgRg0BoaCgZGRmkpaWRm5tLQUEBarWa0tJSqaOhUTLe1NQkeX1GRUWRmZlJZ2enyfZkgPLbb4n/7DMecHLib4sXU9/ayrsODuxITOR4YSE6nY64uDiOHj0q3UR9fHxwdXWluLgYMJTM7O3tOVlTY8hcy8uJd3GhytGR4u+/NwTeC4WTE6xaBWFhsHQp2NkZSj9TpoCjI/Hx8eTn59PQ0AAYMvL8/HwKCgqIiooymMkMLBiCIZAbSyu5ubmUlJRw9913jyjRN5wsGZlqNZMmT6alpQVHR0dp7aGkpITp06eTl5fHjBmX5tK8aG1szwezZDKRo1Jhrt9pn0pFQ1UVykHjCQmwcaOe9evl/Gajiq6qKtxVKh65eQc7dy41ycj7VCpaqqrwHjS/pqaGxsZGpk+fjlalwq/q39QSiUplO+wQ2n19+bymhlW+vlhVVZmM+flBZaWesezljHIttpWV0phGoyErK4uem28msWkun8hfZ/2WScMyaaFSkV9VRahSiWLQfCP0KhVnq6qYYOH8GOeHKJVYmZkvVCqKq6qYqlQis7D9qqoq/Cxsv1+loqyqiljZxzSJbhwdA3B1XcD69VZER+fjvWwZ9jU1uKhUdBQVMWlSLg0N8zFurtXXl7SaGmJ9fXEZcv4Amnx9sa2p4YinJwurq4fdSLtVKvqqqhijUrH/vffIzMwkMjISf39/HB0dKZ05k7DGRkPPczPHv8XFhe0dHWQJcXGLkOeIiIgI8eOPP45q7dbT00N3dzeZmZl4eXkxffp0VCoVSqUSNzc33nvvPZ588slz3m9rayvffPMN3333Hddeey0uLi6SibJRwWju38b/z83NJTg4mOuuu46wsDDD4mJHh6HZkJ8f1NbCW2+hfuEF9icnE79sGdkBATS3tBAZGcmZM2fw9/eX2hEXFBSQm5vL3XffDRjIBPn5+fzmrrsMmfM//8mp/fv5Ui5n3bvvYufpeeFZuRCGm4Febzje8eOhqsqQ4U2cSHpGBqWlpaxcuZL9+/ezY8cOfv/731NbWyupr11cXFCr1cTFxVFRUcHy5cu54447eP7550dvkyAE/S0tvPHuu/zm/vtJPHgQX19fjh49yqJFiygtLWXFihVs3ryZhx9+2KT0eb6w1MZWscGCwcKlxB827trgs3w7ETdNGDamcHbGJTfXkIZGRCCE4Jpr0qmtdSI3154n1jtjn5tLyx//SK13O59+GsXgUrnC2RmnIfOPHj3KnDlzkMlkyJ2daTj4OWV209nwFy+TuZ2dnaTX17Pi7FmsNmyAITV4Ieo5diSbFx32M/svN0FEBFqtlqysLGpra5k9ezZTPT1ZkvtvHv37eCLWDK/hb8+N5IHCv+ByQ7zZzy9zdsZ10PGbG/fJzTUYV1gY98zNRTbC+BgL29fr9bx4yIP7S2cwbWI/Ovu1rFnTwJ49E4iIMPB5++zs8C4uhuefx3buXM6eLaSkZD9/+tMk5syxx87FhYCcHFJuuw1VfPwwMwQHFxdscnPxeeYZ0geabw2GtbMzdgPHV+3jQ1VVFSqVCldXVzQaDf1yOYGnT1s8P3lqNen5+f0Pbtjw52GDlwF//vOfNzg6OlJeXk5NTY1kmiyXy6U6qZ+fH4GBgYSFhdHR0cGtt95KfHw8EydOxMPDA7lcTnp6ukmPdksQQpCVlcXOnTuZMWMGNjY2LF++nMjISKZNM6xnzJgxg5kzZzJr1iwiIyOJiooiOjqauXPnEhMTQ1xcHDKZjIkTJ9LQ0MD3339PW2srrt9/j+Pu3ZCeDv7+sHw5nv/5DxV2dlifOsWvNm5k4tSplJWVkZeXR3JyMrNmzWLMmDF4eHjw448/MnXqVBwcHKSa9NSpU3Fwc4PISFyvu46m9HROvvMOU3t6DN/nhQRzmcxQUrGxgaYmKCyEkhLYtg0yMhi3bh0HEhM5evSo9HQXGhpKQ0MDHR0duLu7Y2NjQ2NjI35+fnR0dGBjY0NiYiIrV64c2cRigLGS/dvfos3KItjOjgPNzYz19sbT05OKigoiIiKoqalBr9cTHh5+/p9vEDZu3FizYcOGbWaO4/JzbWHGiNzvwaisrBS/+c22YTztM2fOiPLy8lHnHzt2zMR6qru7W7z77rvDbKo6OzvFvn37LNpp9fT0iLfeekvU1tYKIQwcU7VaLRITE01srEZCTk6O8PD4UkDzOX/+y4He3l6Rnp4uNm/eLFxc/iKgWKhUQmRlZYm2tjbpfRqNRmRnZ5vM7e/vFx999JHYt2+fZKUlhOF8jcbfP3v27DDV3GCkpKSIzZs3i/3794uioiKJSz4Stm/fbpFrezn+zlcj8eGHH4qTJ0+avNbd3S1eeumlUec2NTWJ9957TyQkJIj6+nohhEG52NjYeF7HIIThvBn53u3t7eLgnj3i1ZkzxftjxojjTk5CO2uWEG1tQrz7rmi9/Xbx8ooVorGhQZqv0WjExo0bxR/+8Afx8ccfi7KyMrF//37x/fffS+85cOCAqZK1o0P03Hmn2LRkiSi78UYDD/vnQq8X4uRJofX3FxUzZ4ofx40TW195Raxbt05s2LBB9Pf3i9dee01kZ2eLjz/+WPz9738XX3zxhdi3b5948803RWZmpvj666/Ft99+K9atW2dyTZtFR4fQ3n672OTjIyqDgkRifLz45j//EZs2bRJqtVq8/PLLor+/X7z//vsG1evPhKVr+4rUyK2s+s6JtSKEoYvejh2rhiksT58+PcwcdSi6u7vp6OgwaeFaWFg4zGzWyF6JN5NBgiETTU5O5r777sPb25u6ujoSExNxHKjBWVwEGZibl5dHUlISWq2Wp5+OQ6VyM/n8ZhWqlxhCCMrLy0lISGD79u00NjYil8v505/uQqUK5LnnDKa0g1fph9qygaFTXmRkJFOmTCErK0tanLS1tSU6Oprk5GSp/jgUKpUKnU5nsqA5GHZ2dgbDayEkLvn/CxiNvaHX6zly5Ajbt28nODiY++67TzJ+MDZ/Ol8Mbo7l7OzMwmXLeOQ3vyEKyJTLeb2hgUMpKXTceSdjtm8n7rHH+G7PHum7dXBwYPXq1fj5+TF16lT27NlDQUEBe/fula6ZyMhIiZqLECAEtnFxXO/gwDfW1vSN0AxtNAghaGpqIiMzk38dOcIrvb3sKyoCZ2eW3nQTjz32GCqVSuLRD+4/bpwPSK+dOHECd3f3Ee31EAL0evKVSjwcHBjn4kKOmxtj/fxwcHCgvr6ekJAQOjs7qaurG3GB/+fiirBWpk2zOSeudGFhIUFBQcPqqEIIk9VlS8jMzCQ6Olr6t7E2OXiRb7QgrtPpOHToEDExMQghSEpKwt3dfUQuORhWvE+cOIFMJmPatGlSx7OoKHj00Z/eV15ezjPPVNLQEMoLL7hfUtu4trY2ysvLqays5NSpU4wbN47bb78dnU5HdnY2DzzwALa2tjz1FJSVlWNtPborCkBQUBCJiYnEx8eTl5dHc3MzoaGhuLi4MG3aNKm0ZQ7h4eEcPHgQNze3YdxwJycnFAoFfX19F91R5ZcCS9eQpZtfQ0MDX331FVZWVqxevXrY4qdOpxs5+JiBTqdDo9EMo9Yp7r+fkLQ0QrKyqJ81i0ydjnfefZeAgAAiIiI4lpdHQUGBtIA3uIPi7373O0pKSti6dStPPvkky5cvZ9asWQQEBHAsN5foY8cMdMG5c5ny8cf47dtH4sGDErvkXNDT00NFRQVlZWWUlZWh1WqZFBDA9OPHWW5tjWNsLAwkcY2OjlL/dWNyYAzaxqwWDDfJlpYWif9vsdPmQElF//77pNTUcP3dd1Ny44245eVx+swZZs6cSUZGBitWrKCgoICQkJDz/l7OB1em18o5oLOzk7a2NrOc3Pr6erPOJoNRVVWFh4eHSVey7OxsE+55V1fXqEH84MGDzJ49m8LCQvLy8pg7d+5wJsig9xcWFpKUlERtbS1z5swhJiaGL75wM8m4NRoNOTk5JCcnU15ezkMPjUOlcr/oWXp3dzdqtZrDhw9z+PBh0tPTqampwd/fn3Xr1nHLLbfQ0tJCYWEhixYtMjlXZ8+exc/P75z2I5PJCAkJobCwkPDwcJycnEhJSUGv1+Pt7c3YsWOl9qHm5sbGxpKamjoseDk5OSGXy00s3mQy2f9cZj70cw+mwxmh0+k4fPgw77//PmFhYdxzzz1mGSwXkpG3tbVJ53rggAxKxd/+Fior4bbbGOvkxHXx8TzyyCNMmDCBPXv20NLSwo4dO2hvb5e2FRcXR0pKCkIIpk6dyqOPPsrYsWPp6+tjx44dnDlzhl2ff053cjJMmABHjoBGw7Jlyzh+/DiVZhbojdDr9VRWVpKUlMSOHTvYtGkT2dnZeHh48Otf/5pHH32UG5csIbS6GseQECgvh+JiWLoUh9//nq6B62hoIB/8Hej1esmIfMRkUaOBpCSKKipwaGzEf+9esnJzCQkNlWiGYLi55eXlXZLWtYPxi3QIEkKQkZFhse92WVkZUVFRFufr9XrUarUJj7ylpQV7e3tp4aKrq4vU1FQWLlxoNojr9XqJ95yTkyMt4phDa2srhYWFkkx9aJvKjRu7qaqq4plnWpk61eDmMnXqVEkhtngxPPus4XPX1zdw6NAhnn7alcbGhSYCodGg1Wo5e/Ys1dXV6PV6qaWqYbv1TJ48mYCAAOkmlJ+fjxBi2KKaUT49UrY4dMzHx4fi4mL6+vrw9/fH1dWVAwcOEBMTQ0BAAAUFBZSXl5v1PrSxsSE8PJyMjAyTJygnJydkMpmJk43Ru3OYuu5/CEMDeW1tLV999RUODg6sXbt2RCrc0EZn54K2tjbTbRrFNQEBhmB49qxBaeXoiK1MxuzZs4mKiuLUqVP84x//YOPGjdxzzz1Mnz6dCRMm4ODggFqtJiQkRLIY9PX1ZenSpajVarZt28afamsJqahgop0dE1evxu/qq7lm2TK++uorHnjgAek32dbWxsmTJyXpvouLC5MmTRomhpIwSJzDfffB+++Dry/2WVn0+vtL7QoGl1aMT/jwUyC/9dZbyczMtPzU7eiImD2bw998w1XOzrQKQfXp0/gHBTFlyhSKi4uZOXPmJZPkD8UvMpCr1WoCAwMtPopotdoRzQXy8vKYOXOmyZdw7Ngx6cbQ3d0tBXFz2xFCsGvXLqysrJgyZYpZBaler+fkyZPU1NQwZswYiZM6GO3t7Xz77bdMmZJKT8+1PP/8QubPNxV+NDU1cerUKbq7u5HJZHh5eREVFcWLL47nxRcVw9YSdDodXV1dfPaZMxs3Ch5+uJa4uNP09/djZWWFn58fc+fORafTcfz4celcDrbsMtZYlUrlMNYIGEpalkohzs7OkjntUERGRpKVlcW8efNwdXVl4cKFHD58mJCQEKZPn056ejqOjo5mn6Y8PDxoaGigrKxMErQ4OjpKgVynM/h2WllZ0dHR8f9EINfpdCQnJ5OVlcXixYuHXdPmcCGlldbW1p8C+UDtmjlz4PBhuOeen2zVBu3byHK57bbbKCoqIj09nYyMDJYtW0ZcXByJiYlMmzYNmUzG/Pnz+eabb5gxYwbTp0/n97//PT/u38/iyEhO3XMPSRoNtXl5+CgU1NXVkZCQgL+/P2VlZXR3dxMQEMDUqVO55pprRv/eB0v47e2hqAiOHEE2dy72np50dXVJgVyr1Urn03jjbG5upr+/H29v75HPo0xG6TXXIEtLY4pOx4HmZmakpVFQVsbijRv5ctcuHnzwQdLS0i6JJH8orkxpRa22WDPoeecdWhYuRPX992bH2954A9dbb4WEBLPlh9533qHr6qvx3LVLeu3s2bP4+vqiUCjQbtlCyvjxLDx50mwQ127Zwltubnilp7N8+XKp/4pxX1vvOkT62LGkPPkkTk5OLFiwgJkzZ0pBXGzbxtGxY/nw3nv57LPPiI6OZu/eTTQ2Xsfvf++I2LaNHG9vDj/xBCkpKTQ0NDBt2jTi4uKIjY1lanIy2rlzmVO1kS++OMq0aamkpv70d+RPf+IFX1+eePgdqqpS2LRJw6xZs4iLi2Pu3Lko9+whw8eHo888w8SJE1mwYIGJZFts28ZBb2+CMzPNBnHtli3Ib7oJq/ffN3v+3ffu5W3V4/i5dw77Ch0dHbH+7js6BowvrK2tiY+P58yZM5w4cYLo6GjUf/+7RWOMoKAgarZupXNg3MrKCnt7e+RyOTqdDnt7e/Sff45m1izLNaekpP8qQZA5yGQy2tvb2bp1K7W1tTz44IOEh4ef0yKoEOYdmEZCS0sLPT096LRaQ0nld78zBHHjusSQID4YRrrkmjVriIqK4vPPPyc/P5+uri6pXe2ECRNwdHSkqKgIgMDAQKytren56ivim5q4T6vlMW9v5s+bR0REBMePHycvL4/rr7+exx57jJtvvtmkd9CoMEr4ZbKfbkxC4ODgYBLIzdXIz5w5Q0BAwKhOVEIIkpOTiQsIQC+TkVtejnLSJPpOnqS3tRUfHx+cnJw4fvz4JRMBDTugy/03mrGEbpRxo3GDUtk3vI3tkPl6vd7U3EClEloL29fr9SLZy0tUmRk3tFXtFipFlegdwbihwNtb/ACidtw4i8evGTR/WItelUo0gOjw9TVLhdQrlaIDxDbXx823zh0wxhjp/Fn6/Mbx0YwxlJwScEB4eu4b1gJVr1SanV9aWirS0tKE1td3xO3rhszfuXOn2Lp1q0hKShJFRUXi+1Z0uAAAIABJREFUuLe3+F8xlhBCiI8//liUlpaavNbV1SVWrFgh8vPzz8ssoq+vT7z44ovntX8hhHj44YfF7373O/HS+vXik9hYkb5ypah3dxf6qVOFiI42GDpYQEtLi3jttdekf/f29orExETxyCOPiCeffFKi+ZaUlIi3335b+jzFOTnindmzhT44WAhHRyFuuUWIgWupp6dHfPXVVxZb0Z4zamqECAgQIiZGiIAA8d7A9nbv3i0OHTokXnvtNbFlyxbx2Wefia+//lq8/vrrYu3atWLXrl2isbFRvPHGGxY3XV5WJt686SahmzhRFMTEiA8mThTfxMWJpEcfFZ/885/i2LFjori4WGzfvv3Cj98MuJT0Q5lMtkwmkxXLZLKTMpnsqVEnjGIsIR/FOEE2YHxw000/DpewD5lfVFQk9VMwjivMbF8IwZEjR5jyxBP4mjFmuO22RMaOzef5X5/EZsi4Xq8nPz+f5ORkxj7+OEtVKrw3brR4/A4Dx5+dnc2f/vQNlZWtP7UZeP55PFUqnDZsMPtoJ1u/HieVijWvTBluejEwf+jxDR039/kHj49mjLHe9W2UruHcf78jBw8epK6uzuT4zM2fPHkygYGBHLztNvqUSovblw+Zb29vL313Op2O9lWrRjbWuPnmi2oscd7X9kVAU1MT/f39FhfVLeFCFjp7enqoqanhgQce4OHHHycsPp66M2f4Z08Pm0+d4quKCo4XFpqsUwzGmDFjpI6UYFjviI+P57nnnqO6uppNmzZx/PhxJk2ahEKhkGT7U8LCsJo4EXV7O0RHG8Q89fUGSqKtLcuXL+faa69l586d/PDDD2i12vP6XAB4ecGsWVBdDdHROHh7m83IwfAbrqmpwdnZGW9vb7RareXSihAc/vZbYnt6kAcFkVVSQtjNN1O4eDGTH32UM2fPEhwcTH5+/uXJxrkIEn2ZTKYASoAlQCWQCfxaCFFkaU5kZKTIysr6Wfutq6vjm2++YfXq1Rbfo9VqSUlJYeHChaNu7+jRo5JE2ty+0tPTueaaa0zq4MY6dEtLC6GhoRZNWgejqamJ4uJiyYsyJSWAzZs9L0lf8kuBoY3KhBAcP36c5uZmZs2aNerjb29vL4cPH2bmzJnndL6SkpI4ceIEwcHB0g8wJibG4vs//fRTVq5caVbGfL64HNf2P//5T6Kjo004xjk5Obzyyit89tln53W8nZ2dbNmyhccee+yc5+Tl5fHWW2+xceNGw7UvBNTWIpYvp6mjg3KFgrI//pFTdXV4eHgQEBDApEmT8PPzkwLdu+++y69+9SuTjpkAH330EePHj+fEiRPY2toyadIkiouLWb16NTKZjNITJ9h/5538trkZmZcXBAUZGmg98IBUyunq6uK7776jvr6eFStWDNuHRRiZN6mpEBoKDz7IN0lJjPP1paWlBblcLrVHcHR0xM7Ojk8//ZSlS5cyY8YMlEol3333HWvXrh223cq//Y3/7NzJQxMn0gJ80NfHoueeQ11cTEBAALW1tVxzzTW8/vrrPPTQQz9Lkj8UliT6F2OxczZwUghRPrCjz4BfARYv9osB4xc7Eoxsk9GQlZXFuHHjzAbx1tZW1Go1y5cvN8kMCwoKaGtrIzQ0dFRqUUdHB3/9q5rt23tYt86dp5+OlG4Is2eb8sqNuJTGEz8HGzY0U13dxsaNKtassUYmkzF9+nT6+/slg4mIiAiL7X5tbW256qqrSE9Pp6WlZVSRxOCs6ArQDq/Itd3Y2DiiAYclXEhGrlarGTNmzE9GzzIZ+Pggu/dePBMT8Vy0iNn33otugPpXVlbGjz/+SGNjI+PHj2fSpEmSvH1okPX19UUmk7F27VpycnJITEykvLycuXPnEhoaymSlkkM2NhTNnUvI0aPg62tgmxgXVzEIjW655RaOHz/OJ598QlRUFHFxcaN/zkE9wtm1C/LycBw7Fs2NN2JtbU1fX59JRn7q1CmcnZ3x8vLCysrKMqGis5PD33xDjLU1iuxssuPjmXn77eQfP87s2bNJTk7m6quvRq1W4+/vf1GD+Ei4GKUVJTC4e1HlwGsmkMlka2UyWZZMJssydiL7OWhubsbDw8PiuEajQafTme8fPAg5OTl4eHiYNZXo6uoiKyuL+fPnI5PJ0Gq15OTkkJKSwvjx41mwYIHFY+jp6SE3N5fk5GRKS0v58MNQGhpi2b59msUgJwZogl999RXPPptNZaUw6ez4S8D69W54eORx/fVfm6g8ra2tiY6OZsaMGaSnp5OXl2cx8MpkMolZk5GRYVH8YnyvcZHqCuCKXNsXGsjPl7Fi7D3u4ODwUyA3Qi43lDsGAp1CoWDChAksWrSINWvW8MgjjxAeHk5DQwNHjx7liy++GMYB9/X1pbq6GrlcTmRkJH/4wx8ICQnhtddeIy0tDZ2tLQu9vEjavx/h7m4ogcyb95NhxACMycIDDzxAZWUlO3bsYNTzbKQhGj1JAwJwKC6mq7l5WGnF+GTt5+cndT80W1oRgrp33qHq7FnCS0vpnzKFvKwsAnx8aGhokMpM/v7+l4U7PhgXI5CbK+IN+2UKIbYJISKFEJFGOfGForW1dURZPAwX/5hDXl4eLi4uTJw4cdhYX18fKSkpLFiwAL1eT3Z2NmlpaRITxJwYo7+/n6KiIpKTk8nLyyMgIID58+cTGhrKsmVf4ul5gOefl5ns49SpUxw5coSUlBRSU1NpbGzE399/oIWt7JxaGVwOJCSASmXgj9fXL2fz5mvJzs4mNzfXJGA7Ojoyf/58fH19OXTokIm571AEBQXh7+9PYmKiZCgxFA4ODigUChNR0M8tB54HLvm1ba4Gfrky8pMnTzJ27FicnZ1N5xmz2UmTDP8102bW3t6eadOmccMNN7B06VJCQ0P597//ze7du6V2uL6+vibG3Pb29qxevRqlUkl5eTlvb95Mb38/1hERFPr4wN//blJWGQoXFxdWrlzJrFmzeP/99zly5Ijla8FIQ9y2zdDm9swZHCIi6BrgkWu1Wmnu2bNnsbGxwdfXVzqHRjqvCTQaUvbsYW58PNb+/hSdPYuvRkPFe+8xY/p0iaHS3t5OfX39JZXkD8XFKK1UAoMlgCrAfPOMiwS1Wj2qO5CLi4vFzBcM5hT29vZMnjx52JjRy3DOnDnk5eXR1dVFWFiY2ZuHXq+noqKCqqoqiXdu5GzrdDpycnLo7Ozk6afn8ve/u1FZWcDhw23IZDKsra1RKpVERUUNu2jCwob7gF5JvPACVFUdZ/16b9asGYu9vT2xsbE0NjZy8OBBpkyZYvJU4+XlxaJFi6ioqODAgQNMnz7dpOeNEWPHjmXevHkkJSURFRU1TOxiVBx2d3ej1+txcnJCo9EMzyAvDS77ta3X62lubr7gjPx8AnlRURF+fn7Db6KDRTVmMuShaGlpYdmyZfzqV78iKSmJd955h7i4OKKiotDr9SY9e+zt7QkICGBOdDSKf/+bfcXFNGm17A4PZ5qXF3KZzNCOtr7eIK8fQqWUyWRERkYSEBDA7t27OXHiBDfeeKPZ3vrIZODsLPHKHWpq6EpPlwK5sf1Dfn4+8+bNw8rKSjqHJhm5MLTJbe7poczdnet7emDlSrL+9S/mhofzfUoKK//wB/65axerVq0iPz+fadOmXVJJ/lBcjD1lAlNkMtlEoAq4A7jzImzXLIQQ9Pf3jxik8/PzR1zgVKvVKBQKAgMDzW7/wIEDWFtbS49HQ8szQgiqqqqoqKgADO44xlagxvFjx45RXFyMu7s7Dg4O1NTU0NPTw4QJE8zeELRaLT09PdKfsS9MT08PfX191NTU8MMP/Xz33WI2bvS6LHVzIxvn228d6eiYwJgxY4mP34le/4BUW/T09GTRokWUlJRw8OBBIiIiTM7XxIkT8ff3l8RJ5hZE7e3tueqqq0hLS0OpVJo8IQ0O2AqFAmtra1pbWy9XIL8s1/bgrNJoSqDT6c57OyMyLcy89+TJk1xzzTUmrCNguC/mKMwZoxLY1taWpUuXMmvWLPbu3UtOTg4KhYLq6mqTa2LKlCmUFhRwTUkJa++8k7zsbF53cmLDxo1ER0Xhv2ULE4qKcJo7F/75z2HBHMDd3Z1Vq1Zx5MgREhISWLx4sWWu/QCv3GGg34q1tTX9/f0oFApKS0vx8PDAy8vLwKUfCOS9vb2Gc2lcNE1LI8XRkagJE7CtqqKut5e28eOR19YyJiiIdq0WV1dXPDw8yM/P54Ybbjin7+Fi4WeXVoQQWuD3wA+AGvhcCFE40hx9fr5FQUfHW2/RZkEwAtD19tsE3nHHiIKiyStXIt+xw+y4dssWiI8nOCXF7HjKk0/Sd+edRB4/Tlxc3PAgvm0bqd7e9H30kdTLWalUSmq8Ey+8wD/c3Kh5/33mzZvHokWLiI2NJTY2lpCQEMZ8/jlpY8eS+uSTksjniSdS8PVN4+WXS2l6910ywsIofvNNNBoN3t7eREREsGTJEr7//iZqarx45sGvSX3ySY4dO8apU6dobW39qbwx4LCU+uSTZGdnc/LkSRoaGn7KuhISODpo/5mZmRQVFXHq1Cnq6+vpfOst6fh+/PFHqqurefttK9rarHFyGstL09voHqLCkslkTJ06lbi4ONR//Su9KtWw8enTpzNv3jyKXnpp2DiAXC4nNjYWzYcf0j1o3NHRkb6+Puzs7JDJZFh9+SXWs2db/P6tDh26aIKgC7m2fy6Mhr8XogQ8n4y8vLwcb29vhBDmb4qDRTUjoKenB61Wa/IE4enpycqVK1m8eDFlZWV8+eWXtLW1SeNTpkyh9OxZxNy5yM6eZeaNN/LQH/+Ij48PbkKQl5HBP/R6/vHDD3zz0UcUHD1K+6D5RsjlcmJiYli1ahWZmZn861//oqOjw+KxDhYE9ff309rayunTpyV6skKhMMnIra2tDWWl1FTanJxQp6URnZwMxcVkf/AB4atWcWzFCsIfeYS8/HzCwsKoqalBq9Wec5+ii4Ur4hAUJpOJPAsOLxqlkpLqasItjA/Y9MAlGM/Ozmbs9dfjV1t73vNPnTpFeXk5U1auPOf5/eXlqNVq5s/fR1tbHErlbCpl46GyEr1SSVtBAU1NTTQ3N9PX18fXX8MHrzVyn/497hp7FIcjRwBDy4H29nZDMF+xAhoaEJ6eWH/7LXK5HJlMJjnBGMfx8oJdu3BwcJDc1mUyGT3z59NdX0+fpyfFL73E8eN+fPjhQuRyO15+Gda8cOnOv7lxvV7Pp59+iqOjIz4+PjjceCNh9fUW5+9yc+Mvra1XzCHofOmHRiaG8enQuE5SXFzME088cV77Li0t5ejRo9x1112jvnf37t34+Pig1Wrp7u5myZIl57UvI2pqati9eze//e1vzY7v3buX0tJSuru7iYmJYc6cOcjlcjZt2sSqe+7Bw84OHB3p7etj86ZNPOTggMPmzejr66lzdeX0tGmc7uvjtKcndgsWMMHfnwkTJkj9fIwwlkOzs7O59tprh/U7AsMa1ssvv8yvf/1r9u7dS2pqKsHBwfj6+uLs7Ixer6e7q4v46Ghq2tpoa29n2ZIlMGcO3x8/jkKpZKmbG31dXWzu6OCu/fv5eECKv2XLFh5++GGSkpKwtbUlPj7+gs7naLBEP7wyEv0RBEGOGzag8fIaUZAyoiDkAseLiopwcXHB74UXzmt+TU0NiYmJ6HQ64uPjR50vnnuOMz4+JN9xB5mZmSiVSl58cR0qVTTr18uk7cvXr8fNzY3Jkycze/ZsYmNjeeWVWOq3NPCSMgfln/4k9WppaWlBp9MZmlnddx+u3t4EPP44kydPZty4cdjZ2f30qH7vvYYgfu+92Nvbo1AoEELQ29tr8HG8+260np4UXX01anUA//jHVbS12eHoOECDvETn39K4XC6XujLq9Xo6RxME3XHHRRUEXWoMzbwbGxvx8PC4pBm5TqejpKSE4OBgOjs7f1aZylhWsYT+/n7mzp3L6tWrOXXqFFu2bOH06dOGrPzkSSnrt7W1JXD8eAr27oVbbkFuZ8e4MWOYk5vL7aGhPO7gwB3LlzNu3DhKS0tJSEhg8+bN7Nq1i5ycHNra2oiPj+fOO+/k4MGDfPHFF8N651tbG+iyVVVVpKam4unpKbHOZDIZCrkcXWIiiuefR7tzJ1ZyOZw6haahgXwvL+ZqtXDLLRz382P8kiWcamggKCiIkydPEhAQgK2trUlb38uJK5ORh4WJvLw8i+MpKSnnZHN1sVBeXk5nZ+d5fQGNjY0UFBTgPeDUPdoPz8hH7+/vx8/PD39//0vSSEev19PW1kZzczPNzc309vZKZR+5XM6YMWMkZ3OtVktrayutra3So69Go+GDD0o5cGAefX0zaW2VoVDAu+9eOT77d999R3t7u7SYOpIgaNeuXdx0000XRRB0ITjfjPzTTz8lMjJSysi3b9/OvHnz+O6773j88cfPa9+FhYUUFRVx6623jvi+8vJyDhw4wJo1a/jPf/5DUFDQ6L6UFpCamkpnZydXX3212fHPP/9cspwTwmAUs3fvXhQKBXZ2diaCm7KTJzmwfj1rdTo4ehQcHODUKUN5JzjYYDmnUIAQiM5Omnp6OHX6NKdPn+bUqVMA+Pv7o1QqOX36NJWVlSxfvlxijzQ2NvL000/j7OyMu7s7er0ed3d3bG1tGTNmDIq+Phreeovlc+ZwoqgIWWAgC1tbOZCZSXdbG9cvWgQff8y2t99m4dVXs2//fpYvX87+/fuJjY1FLpeTlJQ0okjx5+JSCoIuOuRy+Xkt3PwcGI2ZZ8+efU7vb2tr49ixY7i6urJgwYIRGxT19fWhVqsl95WRhDLmUF5ezgcftLNjhz8bNrieUyCVy+W4ubnh5uYmdRE0YnCQr6yslGTVAO+9V86ePVE8++wskpMXUl9vg6vrT8nvlRQl2dvbS+1Az7ch1H8DjMmUEILGxkbc3d0v6CZ/rvRDtVpNcHAwwM/OyJubm/Hx8bE43tPTIxmGyGQygoODmTRpEj/++CPvv/8+oaGhREdHo1AomBgQQEd4OA0334zX3r2wfz/U1cGUKYb/NjSAtzds3YosLQ3PefPwfOABIiMjEULQ0tIiBfWamhqampr4y1/+wtSpU1EqldTX12NjY8NNN90ktcU1PskCWDk6olOpUJw+jXbSJBxKS+mZNYuswkLW/utfMHMm1bW1dOn12Aw8JTo4ONDc3MzkyZPZtWvXZeWOD8YvMpB7e3tTX19/7nLcC0RzczOlpaXExcWN+l6NRkNubi52dnbExMRYvMkIIaioqKCyshIbGxuCgoJG7B9thE6no7a2lurqainAajQatm1TUVc3hhde+PnB1FKQ1+l03Hqriro6D/72NzvWr5f9olSlNjY2WFlZ0dPTc9mUclcCGo0GuVyOg4PDBZdWRkt+hBCo1WruvfdeAIstic8VLS0t0k3BHLq7u4eZF9vY2HDVVVeRmppKeXk5OTk5XH311UyZMoUZYWHklZWx+MEHYeVKA3smI8PQVtfBATo6IDnZ0Ct9kApUJpPh7u6Ou7u7ZHDc2tpKSUkJH3zwAXPmzOHOO+9k06ZN2NraIpfLsba2lkqOMkCxbx/azEwU7u5ofX2xCgsjIzubwPBw3GbOBLmcrKwsIiIiyMvLIzw8nPz8fKZPny6xgK699toLPpc/B7/IQO7r60thYeElDeSdnZ3k5uYSHx8/4o+mt7eXnJwcZDIZUVFRJi46g2HsoaLT6fD39zehIw6FMXuoqqqSShoKhQJvb2+mT59ucuH/+c8/SfUvFRQKBS+84G8SvH8JAdwIo7pTo9FI1LwL8aX8pcPIWBFmjDvOBeeSkZ89exZHR0epNnypa+SDM/LB6OrqwsvLi5UrV1JaWsrevXvJyMggIiKCPXv2sGjRIuQuLvDJJ4ZsfNcuQ3tdrRYqKgyGF6tWWea46/W49vQwOzKS7OxsgoODsbKyoq+vz1Bm7OvD2srKYCEoBLS1oSgqQtffj6K3l/6CAsTzz3O0uJhVnZ2wbRs999xDUVERa9asISEhgd/97nfs2LGD22+/naKiossqyR+KX2Qgt7e3p6en55Jtv7e3lyNHjhAfH2/xUV2r1ZKbm0tvby+zZs0y+wUZrdQ6Ozvx8PBg9uzZZjOi7m6DQ1B9fb1EE3Rzc8PPz4/Q0NARf7TmgqpWq2XbNh1//avtRcuaf2nBezDkcjl2dnZotVpsbGxoa2szq6z9b4cxkMPoBszmcC4Z+eCyirHfiKXk5Fz2197ePuITp7mMHAyB3PjkERgYyKRJkzh69Chff/01VVVVFBUVERoaauCQOzsb6uO+vvDFF3DzzXDmDPzqV4YgPKAkleiSer0hUz96FKKj0c+bZ5Dia7XourrQf/IJiqwsrMeNoyssDP2PPyIqK7GytUVnbY3C0RFtcDAl5eVMaGnBa8ECSEujIDiYgIAATp8+jb+/P01NTdja2uLj48O+fftGdC271PjFGUtIDg5ffz3y+GjzLYzrtm4lWaUirrTUvMXb1q0c8/Ym9amnmDp1KrGxsSZBXGzbRomPD8mPP05BQQGBgYHMnz9fMlcV27ZR5etL5jPPkJKSQkpKCoWFhTg6OhIdHU2sWs3022/H+4cf6O7u5uzZs5SVlaFWq8nPzyf72WdJ9fIy4Zmb/D35JKnjxvH0Y5uorMxn48Yhi9UJCejN8LQHj4tRxn/O+RXbto24ff3WrRbH9Xo93W+/Pez4HR0dUSgUyGQyZLt30xISYvn49u37rzKWGBywGxoaLmlGbiyrDK2PX+iie1tb23B5/5D99fb2jhjIjVAoFMybN49169bh5eXFO++8w7fffkttbe1PStOBdrTU1BgC9v/9H9x5p8ErcfFieOONn1Sh6ekGZWh6OqK9HRnQ/8472HzwAdr33kPW2YnVqVP0JyUh9uyBEydQ1NSgu+suFN9+S++CBRw/eZK4666D06cRc+eSVVhIZGQkubm5hIeHc+zYMcLCwmhvb6e2ttaswPCywVyT8kv9FzKCMUDduHHiNIgjXl5SU/rBqB43zqzxgxGtvr7ixCjGBZoRxvVKpWgeZbwGhF6ptDheDqLbwrhQqcRxECe8vUVZWZk4c+aMqKmpEY2NjaK9vV10+fqKFBBJnp4iOTlZFBYWivZBjf31SqVIAfFHxzvE2LGZYvPm5mH7TwWR7OUlamtrzR7fIRClPj5mD0+nVIrkET5/ibe3aBoY37ZNCF/fZvHSSxWipaVF5OXliU/c3EQhiOPe3iInJ0ccOXJE/PDDD+K9994Tb7/9tnjb1VUcBJHi5SVSUlJM/tLS0kTW2LHDjDHKysrE7t27xffffy+OmRkfjD2urv9VxhKffvqpUKvVQgghPvroI1FcXCyam5vF66+/fl7bEUKIgwcPisTERIvjVVVV4o033pDMHU6fPv2zjA9KS0vFhx9+aHG8q6tLvPTSS2bH8vLyxBdffGF27IcffhA//PCDZP6QkJAgjuXmir7mZoP5RHW1wfAiJEQId3chgoKEGDdOCH9/IV5/XYj+fiEiIw2GFeHh4o1Nm0RjRYVoCw8Xr9rZiURHR/G5p6d4d8UKsTE0VLzt4iL+4+AgkqZOFX95/nnR09MjXnzxRfHKK68IodcL0dEhzpw+Ld544w1RV1cnXn31VdHd3S3++te/ivb2dpGcnCy+/vrrCz6P5wMupbHEed88rKwsFn3HPPssdWPH4vN//zdcOgzYPP447d7eFue7rF9P3Qg8dPn69TiMwEOWrV+P2yjjPioVsvXrLY5PVKmwszDO888TolIx9c9/JiAgAD8/P3x8fPDw8MDZ2Rn7DRuIUamY/9JLxMbG4u3tTVlZGYcPH+bw4cNk3n03E8eN4+XXFlJRMY3Fi6uksdLSUrTPPMM8lYp5f/4zLS0tJCUlkZWVJXFqZevXs0ClQv6HP5CYmEhra+uw8+Pn44PaQp2l+q67cBswhtiwoY3q6ixeey2HXbt2cfbsWWKeeAIXHx96Vq+msbGR7u5uvL29ueWWW1i3bh3rXnmFhSoVMX/5CzExMSZ/c+fOJeLFF4cZYzg5OUkLnZp77x3ROEN+993/VTzywWhsbMTLy+uCm4KNxvRSq9WSjyZcufo4DM/Ih87z8PBgwYIFPPLII8TGxlJw/DibExL4Yf9+moxsK5kMXFzAzs5gSxccDNnZ0NgIU6casveWFvSJicg1GvowLLT2KRTIr74a+dKlWAUEoHV1BR8frK6/Ht2APL+kpMRAgR5QuGZlZxMZGSll4SUlJfj5+eHk5ET+gKrzSuLK1MgDAy0WZG3XraMvLIxxkZHk5eUNc592ePBBNPPng4WmWbK1a5EFByNiY822rhu1GPwLGpdh8EQc3Cq3JyqKqvvvJ722Fn12NjKZjLFjx6JSqWhvbydr5ky0n36Kra0tAZ6eTJ06FY1GQ0FBAd3d3Sjj4wm4/34C5HImDDT10ul0REZGGoLAmjX4r1lDWloa7e3tJi0Kuru7sb/tNmSvvgrAeiF47jkv7r7bjsWLo6iuruZMTAxWCxYwYcIEZo0bN/yx/QLOj5OTE3q9nr6+PhQ33AB/+5vl+ddeS96bb+ZbfsMvE319fWg0GsaMGUNLS8tFFwQJISgqKuKmm26SXuvo6LikgdxSfRxGDuTd3d3SDUAulxMUFERQUBAtLS1kZWXx3uef4x0URFRDA1OvvRb5XXfB++9DTo6hBDN2LERGwptvGtzuExORrVxJ34QJ2CgU9IWFIVu2DHlrK9YxMejmzEEolcinTEG7dy979+5lzJgxTJgwQTqe4uJiFi9ezJYtW7jvvvvYs2cP4eHhV0ySPxS/yMVOMBgQmGttamdnZ8J/Ngdvb2/q6upG5Lf+t8LOzo5JkyZJ9EG9Xk9jYyMnTpyQenY7ODjg6elJXV0darUaMHQjnDFjBo2NjaSmpqJQKAgKCiIqKoqOjg4OHz6MSqUInaNeAAAgAElEQVSSxBPR0dEcPHjQwB4YMKg12ubp9XqOHj1Kb28WCQkTcHNzQ6PRMHPmzAteOBsJRgPmwT/w/zU0NTVJRsbiZ9TILWXkDQ0NaLVaEybYxeCQD020BmO0jNzb29vsmKXv2c3NjSVLlhAfH09RYSFHUlPZ09VFRG4us+69F5fVq39q8vXQQ9DXB+++i97KCnl/P316PTYrV9Lv54dMLkehUGBlbY1WJkPY2SGTy2lqaqKhoQF/f3/pJpSXl8eUKVOorKzE09MTa2trqqurueOOOzhw4AAzZsy4JOK+88F/nbrCqFIcCf7+/lJnwv91yOVyxo4dS0REBHFxccTFxREcHExvby+tra2GBUKZjLa2NjIyMqioqMDa2ho/Pz8qKytJSkqivLycmJgYbGxsOHDgAC0tLSgUCsLDwzly5Ag9PT10dXWRnp5OZ2cnt9/+OtdeW0BLy2JuuOEG4uLiCAoKuiRBHAzfub29Pd3d3ZezF/llgTEAGBc6gQsO5CNl5MZFzsHbvRgc8tEy8gsprYx2w7aysmJGWBj3rVvHXb/5DRqNhne3bOGzb7+lrLzccI3I5fDYY/Dww4gxY5A7ONAXEYGNpyd9/f3S78LY0hbgzJkz1NbWctNNN6HVarG1tUUIQVZWFpGRkeTk5Ejc8WnTpqFQKK6YJH8ofpEZuZEzbLRkOh81JBjqYP39/5Vl0osCBwcHAgMDpVV0vV5PXV2dpObs7u6WWoy6uLjQ2dkpZekBAQGUlJSg0+nw8/OjpqaGEydOoFKpqKqaTXh4Iz09t9HW5ktCgvyyGV/Y29uj0Wjo7e294ED3S8Zg6iFcGP1wpIxcrVZzzTXXmLz2czJyMaCFGK1G/nNLK6PB29ub6667jsWLF1NQUMD+/fvp6+sjMjKSmTNn4vDww+g7OpCtWUNfQwM2J07Q3d0tiYKsrKzQaDQcO3YMjUZDUFAQPj4+0rGfPn0amUyGq6srlZWV3HLLLWzfvp0bbriBsrIy3NzcRnQqu1z4RQZyLy8vGhoaGDduHLW1tWZt2EaDnZ3diBfS/0uQy+WMGzeOcePGSa91dHRQWVkpNd3aujWTtLQwlizJY8ECKw4fFuzenYuV1TIWLYJDh1xpa4sEZCbS/cuFwQ2+uru7/6cUnmJAmm80JLnYGXlzczMdHR3D6rg/p0au0WiwsrIa8fc1UkAebex8f7e2trZERkYSERFBZWUlWVlZvPnmm0ydOpXGjg40cjmagRa2TU1NKBQKamtrqaiooL6+nokTJ7JixQqpH5JCoUChUEjZeF5eHtOmTaOxsVFKcnbu3PmLyMbhFxzIjSvBubm5FxTIJ02aRFlZmdl2lv8/wNnZWeIT9/T0sHZtOM3NduzZ08qhQz10d7vT3e0AOPDtt9YYmycqFPDKK5dfPGRUd8pkMlpbW/+nAjmYZuQ/J5Cby8jVajVBQUHDxG8/JyMfLRuHC8vItVotOp3uvJ/CjZDJZPj5+eHn50dXVxcpKSnU1tbywQcfUFJSghCCzs5OrK2tcXJywtPTE39/fwNjzN4ee3t7ent7sbW1RaPRSLL7hIQEbrnlFslspq+vj9LS0ismyR+KK0M/LCmxKOjofvtt9JMm0ffFF2ZLJN1vv03vjTeOOL9bpcJ9506ampqGjfe+8w6dIxhXaLdsoXmEcd3WrdT7+o44XjvCuH7rVirHjRtRUJPr7U3jpk1m68Fi2zbyvb3peOsti/OLfHwMBhoWxs8M2b+dnR0bNypRqTxQaH2oq/NF3u+Gq+sY3Nys+fWvwdUV3Nzg9Vt/4K6NlgU/Va+8YtY4AgzMjKKNG82O6/V6av8/7s47PKoy7f+fyaT3PumE0AOhFwlBIKhrAdeGuypVieKibnnF911LIs3uWtZVIIoK6AoWiihICSGNAAkxlQTSezLpPdOe3x9hjpnMTOgL+/te11yQ85znOc85c+Y+97mf7/e+a2s58/LLZvvb29tjeeAAuilTzB5ffuDAf5UgCH4r76Z/Rb8a+qEpj1xPOxx4zK6urisqKQeXZsjNed1CCLOGXL9Aei1CZ/b29qhUKpYuXcoLL7zAnDlzWL16NRMmTODOO+9k1qxZjBo1Ci8vLzo6OqQ8N/oHUEZGBqNHj6aurg4rKysUCoVUl/NGS/IH4oYYcq1Gg7ny8D2vvUZxVVUfncgEmjZupKmhAbF2rcn2zo0bKa+qQrZ+vcmFUflrr/FrdbXZ48s3bCCjupoeM+NbrF9PaU0NJWbiCvING6iuqSHvlVdM99+wgfbaWpJeeklaZOkP2fr1jKqvR/nWWyQnJ5OYmMiZM2doamrq89TWr2dofT2FGzaQmJhISkoK1dXV0nnK1q9HUVfHyehoEhMTqa+vNxpfXVvLsRdfNKhMHxXVV6fhTetX8eQgb1q/QnMzNDXB9u1I/w87ugTLqiqj69fe3k58fDxt//gH1v3aVSoVOTk5JCQk9BXu2LwZ66oqGmNiyMrKktSvqamptLe3M+rzz7ExMb6lpWVfTHPbNgJqa81+fzbbt2MJViYbb0LIZDLa2tpwdHTsq0jDtfXI29raaGxsJDg42GB7V1eXFK66EjQ1NV00TYK5EIlKpepjjJhJZ3GtmEktLS3k5uYSHh6OWq2moqICW1tb/Pz8UCqVQN995eTkJDHh9OlBrK2tSb/AHc/IyGDy5MmcP38eLy8v3NzcbgrueH/cGNbKIIIg15gYmi8UPoC+2Ff/vCt2L7wA7u70vviiyf4ur7xCywVBkI+PT5/Et/+hY2LQeXmhffllk/1lMTHM9vcncdEik56RLCaG6QEBtD/5pETtM0B0NJMDArB+9llSU1ONx4iOZkxAABNfeYXjx49TU1Nj1G4fEMCY9euJiIhg9uzZjBo1ipqaGpKSkkh85BEKvb0J/vvfmT17NtOnT6e7u7uvLTGRs1FROPn7M2vjRsLDw2loaOD48eNkZmb2vd1ERzMsIIBZ69Zx5swZcnNzDeb45NsjSfP5G/OeN64rWl9fj9vTT2PVL0Cu0Wg4deoUeXl5zJo1izHr16Py9yf78ccl4+3g4ICXlxdarZb8xYtJ8fKiftUqhgwZwqxZs4iIiCA8PJwRI0bg8OqrJgPwelEQK1YMHqB//PH/OkFQc3OzwULn1dAPBxrms2fPMnLkSKPt15tDDoMnzLoWC50XQ2JiIlOnTsXe3p6ysjJ8fX2pr6/H29ubnp4eent7pcIlek9cH1ppa2vDxsYGDw8Pzp07x/jx48nMzGTixIm0trbeeEn+AFxVjFwmky0CXgXGANOFEJeWUT8kxGyQVfbkkxAait2F+nq+vr7U1NRIBXntnnoKWWAgnXPnYir6ZvX002jGj4dZswhWq0lLSzNY5CMqihELFlDY1sYoUxOIisI6KorJjY2kpqYyc+ZMo3aiohgPnDt3Tsq7MLB9OOBcX8+xY8eYPXu25G3p2x2BSCHIysqivLycadOm9cUwTQhiHBwcfov1z55NR3Q0paWl5CQmAn3x7vHjx+Ps7EzD6NFk/O53fXUuz5xh+PDhhIaG0tzczKlTp9COGsWotDQUCgURQFVVFXFxcUydOrWvKHRUFEOiooiLi2P4AIOSk5PD3JgYWLsWIQTnCgqoqalh8uTJWFtbk5eXR21QEG3vvYeTkxOOFhZotVra29vx9/dn9OjRyCIi+oLs5mBGMOTo6Eh3dzdO994Lb75pvv+995L5zjtXLQi64nv7CtDU1ISXl5f097Vc7Dx79qzxPcy1UXVOnjx50H3MeeSDLVZfK0Pe3NzM2bNnefbZZwEoLCxk2LBhlJWV4efnh7e3N42NjTg6OmJtbY2joyNdXV2Sw1BVVcVjjz1GTk6OpNkoKSnh/vvv5/Tp04SGhv5H6iVcKq52JjnAA8DmazAXA+iZK/7+/qSlpUmG3MbGBplMRldX10VpP/05ov3h6+vLuXPnGDXKpCkH+hSVnp6eFBQUmN1v5MiRlJeXc+LECW655RajH5+3t7ckrAkPDzf64chkMiZMmEBzczNxcXFMmjTpkqhMjo6OfZnhLqCtrY3S0lIpJa6LiwtjxozBysqKoqIicnJypEUgPz8/CgsLyc/Px8XFhdDQUHx8fEhLS8PKyoqJEydiYWHB2LFjycnJYezYsVhYWJCTk0NQUBBCCOrr6/n111/x8PCguLiYvLw85HI5QUFBKBQKJkyYgLe39zUtAuHo6IhGozEpErtOuG739kC0tLQY5fS+FvTDzs5OamtrCQkJMdr3ajnkTU1NV+WRX0vGiikkJCQwbdo06ThFRUXcd999pKSkEBAQgKurK/X19fT29iKXyyVHQW/gGxsbCQsL44svvmD+/PlSgjxra2syMzNZsGDBVc/xWuKqDLkQ4ixc2U03GBwcHLCzs6O0tJQhQ4YYGGN9StPOzs5LGsvW1tbkU97BweGiXsmIESM4efIkSqXSwGPqj6CgIGxsbEhISGD27NlGxsvBwYHIyEgSExMJDQ01qWZzc3Nj/vz5pKenU1ZWxqRJky7rmjo7OxvQoFpbWykpKaGtrU3iwAYFBUmiIJ1Oh5ubG56enqSlpaHRaBgxYgSWlpYcPXqU4OBggoOD2bNnD97e3nh6enL48GEefvhhli6N5eefZYwcKeP8+SqWLPHjnXfm//bGcZ2gz9I3sA7j9cL1urdN4VqFVgZ65AUFBQwbNszkd3M1HrlKpaKnp+eiD4KLpbA11+dqPfKmpiYKCgokb7y1tVXSpdjb29Pa2oqtrS0eHh60trYSEBCAk5MT9fX1dHd3c+LECSZPnkxzczNdXV2EhIQQFxfH/Pnzqa2tRa1WXxGT7nriPxYjl8lkT8pksjSZTJam9xzNwcfHh9bWVrNS/Msx5Hoa4kCMHTuW3Nzci/afPn06WVlZg+ZH13uhx44dM/kGYGlpydy5cykrK+PcuXMmx5DJZEydOpWAgACOHj1KW1vbRedmDi4uLkyYMIHZs2cTERFBYGAgJSUllJWVodPppEXg6upqaYEsPj6ejIwMGhsbSUtL429/+4U1a+5h5MgmHn20nVdffZTQ0C727/8dLS0PkJb2R5qbV/DDD3deFyM+MFuutbU1crkctVr9n/TKLwn97239ItrloKmp6ZrFyPt75PqUCqZwNTHylpYW3NzcBp2jEKIvvHeZhnwwWf+lIiEhgenTpxt448OGDaOyspKAgACqq6ulXOy5ubkkJibyyy+/kJCQQEdHh8RHz8jIYOLEiTQ0NNDe3s7QoUPJzMy8KST5A3FRj1wmkx0BTCUteUkIsfdSDySE2AJsARg1atSg/CovLy/6F7C1s7Mz+PKtra0HNaz9FaHu7u4mDbZ+dfpiPxqZTEZERASJiYnMnz/f7L6urq7ccsstUkx84A0sk8mYPn06+fn5UrkoU2N5e3szb948Tp06hZOTE2PHjr3qm8bV1ZWJEycCSAVwP/usjq+/DmPtWg8eeqiZ77/vZft2F8LDh3PqlC3d3e60t1sCfnz/vcUFHrlCEgPNnQvx8ddPFLRuHVRWIpW40/PIVSoVbW1tBobvSnE97u2pU6deFndQXxzbIOf9FdIP+3vkPT09VFRUmC3E3NHRccVe5aWGVaytrU2G1y7mkV+JUlKn01FWVkZcXBwJCQlMnTqVgoICLCwsyMrKwsXFhaNHjwJQV1eHq6srTk5OUom48PBwzp49ywMPPEBCQgJ2dnacOHGCJ598ktOnT0tvvDk5OVKZvJsJF/XIhRC3CSHGmfhc8o1uhOLiQQsXWA4diuaHH6RNGo2GlJQUqV32wAODFp5wvfdeWj/6aOB5SO16V0+fb2Rg/4GFE2xsbJg4cSInT54ctLCCg4MDcwoLSQwMNMvzHp2YiP+993J8zRqpXuDA48uDg5mZk4OrqytxcXEGNMGrLfwg+/RTxtxxBzu3TqWmxoN16/pCO7t2zUOpnMz+fcHU1PhBL7i6WuLmZmHAI39rQQIVBLL91lgqKkysS17l/PTt0XMT8PNrMnhQ2NraIjt0iLawMPP99+27ZB75dbm3LxNtbW1G3u218MjPnTtHcHCw2fw3VxMjv15iILi80IpWq6WoqIgff/yRd999l23btpGenk5UVBQPPfQQCxcuZNasWTg6OvLEE0/g6+vL448/zvz585k/fz4LFixg2rRpeHh4MGTIEKmUYFdXF7W1tfj4+ODs7CxRDYuKinBxcbkpJPlGMJWk/HI/QDww9VL3Hz5IYYAmPz9RDSLRy0ukp6eLzs5O0dnZKVJTU4UQfYUn9l8oTGAKdb6+Ig/EOYVC2nb+/HlRVVUlja8vTKHT6cTx48cN+nf6+YkiM/MrKCgQOd7eInOQ+av9/cVpEEc9PUVDQ4NRu8bfX6SDaPXzE4cOHRJdXV1G7an9CleoVCpx/Phxce7cOSFEX2GIRBDZCoXQaDRG4+v8/cVxEJW+vibnp+//icv/iIAAIbZs6du+ZUvfKT1i+7VQEC+2uK4x2T9HoTBbmKOmpkbEeXqKngHtGo1GlJaWiqSkJJHg5SW1q1QqUV1dLbKyskRiYmLf50K7xt9f7Nixw2D8pKQkcczTU7QNcv1Penhc08ISl3tvX25hiddee03885//NNhWUlIitm7delnjCCHEhg0bRG9vrxBCiH//+98iIyPD7L4ffPCByfvzUrB//37p92gOVVVVYtOmTSbbdu3aJbKzs022bd++XbrXTUGtVouCggKxZ88e8eabb4rY2FiRnJwskpKSxFtvvSUqKysN9v/ll1/EwYMHRV1dnXjvvfdEamqq2Lt3r3jvvfdEXFyc+OGHH8THH38sysvLxfr164VOpxObN28W77//vsjKyhKFhYVi8+bNQgghvvvuO3Hy5MlBz/t6g+tRWEImk90vk8kqgZnATzKZ7JdLenjI5WbfyR1ffpkyLy8sn3gCV1dXlEolX31lz4MPTiE2FrR//Sud7u4Sz3wgep57DiuFgpYnnpC2BQcHU1ZWBoDdSy9R7e0N0dFS9rP+MVe7mBgqzBSmGDlyJO2PP47S05O6v/zF5PEtY2JwUCgY8pe/kJeXR3V1tUG7PCYGJ4WC6qeeYu7cuaSkpBgoUOUxMQT5+nJyyRKgL0x06623IpfLiY+PR/Xii8zy98fnhRdISUkhOTmZ/msOeh58x9NPExcXZ1ScQxYTw0Q/P0KWaygo6JI8ar0g6OsPO/jWaxFRb40wOrf6+nq6nnjCqDBHZWUlx44do6mpibkbN2Lt70/dX/7CyZMnSUxMJCEhgZqamj7G0fLlnPbyIumRRzhz5gydnZ0EBQVJfPKIjRuxCQhAc0EnMDAebvX44zgNwiO3XLXqmvDIr/Tevly0tLQY1bwUV+mRq1QqSkpKzLKthBBXFSP/T3vkarWa/Px8fvjhB9555x2SkpJQKBQ89dRTrFy5EhsbG1JTU1m2bBn+/v5Sv97eXjIyMpgxYwaFhYUMHz6cqqoqvL296ezsRKPR4O7uTltbGxYWFjg4OCCTyWhoaJCYRPpCEvpiE/3ZYjcTrpa1shvYfdkdg4PN8sitnn4aTVgY/v7+6HQ6lEol69YNoarKknXr4KGslah8feECHXEgLBYvxvKPf0RVVSVts7S0lBYhbf/0J3rGj4eICADGjBlDXl6eFEOWPfkk1mFhfSkvTYw/47XXOBIZSbpaze1qtfFCX1QUY6KiSEpKYtzYsZw/f56enp7fKGBRUYyIiuL06dM0NjYSGRnJiRMn8PX17aNYRkXhGxWFpqKC06dPSwVdQ0JC8PPz40hnJ3bbthEZGcls+gxdbm4ura2tBAYGErJyJbKoKEYBI4UgNzeXvLw8wsLC+uLKUVE4RkUxT60mMTGRsLAwQ0ZOVBQWoaHoZs40eMqrVCqysrKYv2EDbNyIEIKy0lKKi4sJCAhg0qRJ5OXlscvFhbaYGBwcHPDp7MTa2honJyc8PT3x8vLC4a23LolHbgMMS001Mmhi4cLBeeQPPEDmxo1XzSO/4nv7MqB/0N9///1GbZdryPVFvS0sLCgsLCQgIMBsiEKlUiGTya447fDVyPPh4obc1tZWymWSl5dHUVERvr6+jBkzhttvv90gJJScnMzp06dZsWKFkdL0119/ZejQobi6ulJUVMS0adM4fPgwQ4cOxcvLi5aWFkJCQlCr1eh0OhwdHRFCUFhYyH333YdWq+X8+fPcddddnD179qaS5A/ETZuPXKFQ0NLSQm9vL9HRv4n5bGxs0Gg00o07EHK53GSbfsF0IFxdXRnIohk1ahQFBQUmx5fJZMyePRudTvdb3N4EwsPDSUtLY/LkyXR0dJCXl2fQPnXqVM6ePUtnZyfh4eF0dnaSmZkptQcGBuLl5cWZM2ekbba2tsyePZsjRxzx928mNrZv4XfSpEnMmTMHa2trEhISOH36NN3d3chkMsaNG8ecOXOoqqri+PHjUmk3Kysr5s2bR2FhoRGrJzAwkIqKCulvIQRJSUnMmjUL6Eu0/8QTXxEWtpktW3I5fPgwe/bsQQjBrFmzWLJkCY8++iiRkZFEREQwdepUgoODLzuvh5+fn8EbjY2Nzf8X6YmFECQmJnLw4EEiIiKMYtVX4pH3l+f3L7BsCldDPdTpdLS2tl4Xj1yr1VJWVsZPP/3Eu+++y5kzZwgJCeHZZ59l2bJlTJ8+XbpWQgji4uLIyMgwacR1Op0k6FOpVFRUVKBQKOjo6ECj0eDt7U1zczPW1tY4OztLeWeam5upqqpi+vTpBvlU9GyVmxU3pSF3cnJCo9FInGH9a39UFJIXoVarTa7uW1hYmDTk/WmIA38knp6eNDQ0SH+7u7vT3Nxsdn62trbMmDGDhoYGs3RCCwsLwsPDSUpKIiwsDEtLSwOjrH8gnDhxAo1Gw7hx43B3dycxMVGaf3BwMC4uLgYG3tnZme3bp1Nd7WaQbkQv+JkzZw6hoaFkZWVx/PhxqqursbCwYMKECcyaNYuioiISEhJob29HJpMxc+ZMenp6yMjIkMYayBr64YcfCAwMZM2aw7i5fczf//4t+/b50NGxiMTElaxevZrly5cza9YsAgICrlnq4IGGXC/a+G+GRqNhz5495OXlsXLlSlxdXY3fOq7AkOvl+RqNhvPnzzN69Giz+16NIW9ra+tLXnYRVePFEmb1b1Or1Zw6dYr169fT0NDAuHHj+POf/8ySJUuYMmWKkQMghODgwYOcO3eOFStW9CmSB+DcuXPY29sTEBAgqTkbGhqkf729vWlqakIul+Pk5ER+fj6ZmZm89957jBkzBh8fHyms0tbWRm1t7aACwhuNm9KQBwQESGySgcZaLpdjZWWFEMIkz9zigix8INzc3CRv1NLS0sCzGzVqFPn5+Qb7m/Pg9fDy8mLcuHGkp6fT3t5uch8HBweGDx9OZmYmI0eOxNPTk5SUFOmcLC0tmTlzJklJSQghCAwMJCwsjEOHDlFcXAz0PYDs7OzIycmRxu3/hmLuuDNmzGD27Nl0dHQQHx9PVlZftGHKlCnMnDmTs2fPkpSURFdXF6GhoZLop76+HisrK+nB9s47tSxbZseUKRq2bfOntXUZ2dkbeP312wgImMyrr16/0muWlpYG36WjoyO9vb0mufr/Dejq6mLbtm2oVCpWrFiBs7OzSaNtykG5GPTUw+LiYhQKxaCG+mrj4xdLlgUXT5hlZWVFb28vycnJfPDBBxQVFeHu7s4zzzzDlClTzIYwdDode/fupbq6muXLl5t9yztx4gQzZ85EJpNJ8vyqqir8/f2pr6/H2dlZylGkz1MUFBTE0qVLGTt2LM3NzSiVSkaOHElWVhZjxoy5qST5A3FTGnJ3d3eampqQyWSSMrM/bGxspMoeA6EPrei9k/7QC2E8PT0NFhgtLS0RQhgYjdGjRxsZ94EYNWoU/v7+HD582OyPT1/TsLKykqCgIIYPH87x48clr9vR0ZFRo0aRnp4O9IV69MZfv9A3cuRILCwspCRd/d9QBoOFhQUjR45k7ty5BAQEkJqaKuVnHj9+PNOmTSMrK4udO3fi4OCAQqEgOjqB4GALDh26l8BA2LjRnc7Ou2lvH4NcPoWAAEeioy99DtcC+murX4y6VDHYzYSGhgZiY2MJCgri4YcfHjTf9pV65JaWlhcNq8DVUQ8vhUMO5oU93d3dyOVyjh07xgcffEBtbS1LliwhPDwcnU43aP4WjUbDd999R3t7O0uWLDH75lddXU1LS4uUule/0FlcXIxarSYlJYXvvvuO0tJS2tra+N3vfsftt9/OpEmTEEJgb29PVlYW48aNk3joN1OmQ1O4KQ25/iZ2c3PDysqKgWq5/vlWBkIfWjEV+9a/qnt6ehqNOWLECM6fPy/97eTkREdHx0XnGhERgVarJTU11ew+EyZMoLCwkM7OTry9vZk4cSJxcXGSetPX1xcHBwcKCwsBGD58OA0N9xMSYinRpUNDQ6XX5iuBu7s7ERERzJgxg9zcXP70p12EhHSRmTmdSZMm8d57Zdx99zh27nyAqiode/f60vdSZP0bh/yt/5zx7j/vpqYmAMmLNPcGBNAnP5hwUwUzi4uL+fzzz7n11lu57bbbLsoZv9IYuUwmo6Cg4JIM+fVkrIBxaEVcUBLv3LmT3Nxc2tvbWblyJQ8++CDe3t7ExcUxZ84cs2l11Wo133zzDUIIHnnkEbMPQq1Wy/79+/Hw8CA1NZWdO3eSnp7Ozp07+fnnnykoKJBCinfffTehoaEEBQVJcXt92EdfQKK2thaVSnXTSfIH4sYUligtHbSwgyYgAIv9+/Hy8kKj0RgYXc2mTciXL0f2448mPTPt1q2oIyNx+fFHKZSih7e3Nynr1mEfGkrbjh0GbT4+PtTV1UnHJzYWR0dHI6m8dvNmVP0KH1hYWLBw4UIyMzOpqalBN6AdflOHpqSkoPnkE+zHjWNiVhZbtmyRjNKYMWNoaGig7p13UAUEsO5/O+WTLn0AACAASURBVKiqsjCIg4eFhdH+5Zec9fEZtDDFYIUzLD//nDkrV3J4zwNUV7uxYYMFo0aN4osvJlFVZYHo6cbfoopHpp4jIKDPeOtzkUdF9RXm0Jop/ADQ+sEHZtuFENS8/bZ0fQe2dXR0UPr666j7tfdfeLWyssImLo7eadPMHn/zh92A5U2Tjzw9PZ3vv/+eRYsWGWbJHARX6pG3tbXh6upqMmbcH1dryC8ltKJf7Ozp6eHUqVNs3ryZXbt2UVxcTFRUFPfee680TklJCR0dHWa93p6eHrZv346DgwOLFi0ymXP9zJkz7Nq1i2effZakpCTkcjltbW3U1dURHh7O/PnzmTNnDvfccw/h4eFSrhX924n+wdPd3U1nZydyuRw/Pz+ysrJuSkm+EUyRy6/3Z8gggo4WPz+RCaLQx0dUVVVJQhE9yn18xDcgEry8RFpamlH/DC8vcRREl7+/UbtKpRKvOTtLgqOBSEtLE4UKhTh3YX5dXV1GAoAuf39xysT8a2trxUcffSQ6/fxEopnza25uFnGeniL5Qvs//9khfHwqJFGOTqcTBz08RByILa5rDAQ7eqj9/cVmEKU+Piavn87fX6SAyO8niOoPrb+/OATiY5e/mRQE/cP5GXHWzPxVKpX4xdNT9Jpob2hoEPHx8SLN21uo+7U3NzeL9PR0kZCQIBITE0WBQiHqLswvJSVFJCUlSZ9ff/1VVPr6Cs2A8ft//0leXkIMcv+sc3xcWBEmxA24r0U/QZBWqxUHDx4UH3744aDCm6+++krk5+cbbMvPzxdff/212T6mUFVVJVavXm1wrcxh27Ztg4puBsOmTZuMRDcDodPpxIYNG8Snn34qXn/9dbFr1y5RVFQk8vLyxL/+9S+h1WoN9o2NjTUrEOro6BCbNm0S+/fvFzqdTgjxm8Ds8OHD4pNPPhFvvPGG2LVrl4iNjRVvv/22aG5uFkL0iYfeeustoVQqRUJCgvj5559FQkKC+OWXX8Tu3btFenq6+PTTT0VpaamIjY0V5eXl4siRI+L1118XiYmJQqvVirffflsolcorulbXA1wPQdCVQmNhYXalzuXVV2n18sL/lVeMxDQANs8/j3BzQ7Z8ucl8K+qVK7H09MQ2Otqo3crKiltXrcLK1xeWLzfqO3bsWCoWL6bjgmBIn4+lP+xiYugxIRhSKBSEh4ez+847sfD0pOfvfzca39XVlSF//SuFbm7oXn6ZN990oLY2QPK6ZTIZkevXc8bFhRWvh5gMY1jGxDDN25usBx8kKSnJ6BiymBhmBgQgv+CZDFz4tYiJIdzPjzErZZSXCyNB0Ip1w9EqFEbnp9VqiY+PJyImBut+K621tbXEx8dTVVVFREQEodHRnFMoOLpoEbt37+bo0aM0NjZiYWGBTCajcflymhQKPF54genTpzNr1izpM2HCBPzXrkU+2EruRQpLRD7tQSjZN5SjqFKp2LlzJ7W1taxcufKyJd3iCjxytVpNfX39RcMqcOUxciGE2dCKEIKamhoOHTrEhg0byMrKYtiwYTz77LMsWrSIIUOGcPToUW6//XaD/Cvnz59HpVKZrK3b1tbG559/zvDhw5k9eza//voru3bt4u233+bgwYNYWFhw99138/zzz0tpjletWiUJrHJzc/Hx8cHT05Pi4mJCQkKora3F19dXOg/9tdCHVtra2qiqqmL8+PEUFxfj4uJyTfL6XG/ckGVYq6Ag84HWqCgYPRqbiAh6kpONmm1WrkTt7Y3MRI5lANU992C5YAGy8HAw0f+w3RIelr3IYlkO4TqdwU1la2sLCxbQed99kmBIH6OVXiejorCZMIGe8eONCltMmjSJ9JkzKYmMRD58ODNMzC/kxRfJDQsjTaEgOrovKVR/m2T19NPcERHB93l5/MHM9Rn/+OPUHjpES0sLbW1tODs7G16/C4UtvFpbiYuLY8aMGb/tExWFQ1QUwysrpYon/WGxYgW6yEgIC5O2CSGkjHL2t98OzzxDUVER+T/9hIeHBzKZjJMnT5KUlISNrS0+n32Gl5cXIV5eeHp6SiloAZg1C954w9SZGcw/NhbWBfZdm0mTbH/jJV+ksER7ZCSZb7991YKgK4VWq2Xr1q34+fnx8MMPX7SUmimjLS6DtaLT6SgtLWX37t14e3tf0kPjSkMreqemf+xbqVSSk5NDTk4OOp2OsWPHYm9vz5o1a5g6daq0X0ZGBk5OTgwfPlzaJi5wwSMjI42uQWNjIx9++CFubm6cP3+etLQ0QkJCGDlyJHfffbc0f51Ox759+2hqamL58uUGC6CnTp3i1ltvRa1WU1VVRXBwML/88gtz586VFm3b29sNDHlRURH+/v44Oztz+PDhm5o73h83xJBXVMiJjTVvyz08PKQFLnt7ezo7O6UYll4UotFopIrb/X8sGo1mUMXaJ5+oqa+34ssvXfm//zMWNgwZMsSA7z1y5EjS09MNqqzoOemmvIhFixYRGxuLu7u7UVpRPe655x7ef/99/vSn8URFGa+8jxs3joKCAg4fPkxkZKSRMZDL5fj4+HD8+BBWrXIkJsb0tXRxcTFQjuornUAfm0apVEqULD0G8vCFECQnJzNu3DicnZ1JTU3lo48y2bMnl8hIDx56aCihoaEsXrz4mpXoAsPsh6dP99FR+xsBc/D29r5mc7gSNDQ0MH78eIn6diW4mEeuz/SXm5vL2bNncXFxobGxkccee+yiY2u12kEr9AwGvfHT18LMzs6mq6uLcePG8cADD+Dn50diYiLe3t5MmTJF6tfb20t8fDyPPfaYwXmdPXsWCwsLiZ+tVqspLCwkKyuLffv2SXTcESNGEBAQYJRJUc9i0Wg0LF682GABtKqqiq6uLkaMGEFJSQk+Pn1JLtvb2yXqoZWVFXK5HLlcjkqloqGhgbNnz7Jo0SJ6e3s5f/48d95552VfpxuBG2LItdrf0pOaQnBwMHl5edja2uLi4kJ5eTlZWVnMmDEDa2triQOenZ1NZGSkQV9TBZf744kn1GzbZsVf/9onAhpoyIODg/n555+lv62trVGpVAY/Lg8PD7O5zHftcuG99/7CggV78PXNMfJ4oc9YTps2jaNHj3L33Xcb/WhlMhkKhYKamhry8/NNPjDGjx/PHXck0tAwd9BrKZfLiYiIID8/n9TUVKZPny79ICZOnEh8fDxubm7SD7ulpUVaXNaLV6ZNm8aJEyfYu7ed779vQKebSWfnCjIyrM0mobxavPBCO2+8oSU62hVvb2+KiooYPny49P3erItPLi4uhIeHX/L+5jxyU9vKy8ullAv6FMcrV66koaGBQ4cOMWOGqXdAQ3R2dmJvb39Z1Zt0Oh3V1dXs3btXSgcRGhrK3XffTVBQkDTX2tpaTp48yZNPPmkw/5SUFEJCQgxKLup0Oo4dO8acOXPIysoiPz+f4uJiqTDywoUL+eMf/2h2Tr29vezcuRM7OzsWLVpk5OycOnVKKp+oD6vU1dXh7e1Na2srLi4ukprzzJkznDt3ju+//x4PDw8mT57M2bNnCQoKumw18o3CDTHkcrlm0DzW9vb2dHd3M2LECFpaWrC0tJTEP/1vwDvvvNPohu/vUerFQf2/5AULNGzcaIlW60FaWgkjRhgmh5LJZFhaWhrEAvWMFv1Tvf9xBv4g1q2D6mpLfvxxLhMnfsuECRNMGp1JkyZx8uRJjh8/zowZM4y82bCwMA4fduavf/Xj1VeNDbVcLufpp1357LMmoqMvziIYPXo0TU1NHD16lKlTp0qKwvDwcLZt28aiRYukbVqtlthYePnlPJYs8aSgQMOHHwajUgXT2uos5SS/XrnIAR59VIWr688sXrwYmcxCejjrdQU3a86Ly1W1DmbIhRBUVlaSm5tLbm4u9vb2jB07lhUrVkghFCEEO3fuJDIy8pKM86XEx4UQKJVKiouLpYIkXV1dVFdXExUVxdSpU40Mp0ajYffu3dxxxx0GrJn29nZOnTrFU089ZTCHvXv3kpGRQWtrKyEhIYwePZqFCxdSU1PDvn37TOaf0aO7u5sdO3agUChYsGCB0Xl3dnZSUFAgedPFxcXcddddUmraxsZGhBD8/PPPkn4jKCiI5557jn/84x/Y2dmRlZVl8FZxs+OGGPKgIIuLcpFlMpm0SOHq6moQq9KHVxISRnH77UgCFX0/PZydnaV8z3rofyQDVYP9YWNjQ3JyslSXb9iwYZw8edLAkOtpcUOGDDHo+1vc25MhQ4aRnJxMxIV4e384Ojoil8tpb28nOzub6dOnG7S7urqyaVMmSuUEsx53TEwYkZGJzJ071/RFHAB3d3fmzZvH559/zqRJk5g6dSo2NjbMnj2bt946x/bt05kzx4+4OCt6eqC5eQw7d/Yx+errMTDg15tLbmdnh4eHhyTukslkUmIjvVf5/xN0Oh3t7e20tbVJRb0rKyuxtrZm7NixLF261GS5wdzcXORy+aCS/P4wFx9vbm6mpKREMt7W1tYMHTqUsLAwhg4dSlJSEqtWrcLPz8/kuMePHzf6nQLEx8dLtMsTJ05w9uxZKisrOX/+PI8//jizZs2SQiK9vb38+OOPLFy40Gx4tL29ne3btzNixAgjTr4eZ86cITQ0FDs7Ozo7O6UwS1xcHFqtloMHD2JlZcXYsWOZO3cu8+fP5/Dhw1IpQbVaTU1NDSNHjryka3oz4IawVqzKyy9aWMD3+HHq6+svLGbA2LHOfV1iY7H6299Q7dvH+vUyKY4qYd8+uP9+iI3FxcXFSPjDvn0XLWwwfM0aQi48qeE3qbgQQppf4MGDBoml9IgilgoCiSKW22+/nZMnTxrmbelXWMHHx4f8/Kncd5//b9Pp175qlSt+fi2Gnm+/drlcjpubm4FK9WKFGyw//5zla9fy87qzBARoiI3t89a3bZtCZSV887WgpsYb0dNDQIAV0dG/pQR46y2oiI4lat3VF464WLv9V1+hUCikBTaFQkF9fT2Oe/fSMX68+f4//HDJhSWuJ8SFnCINDQ2Ul5eTn59Penq6VFZs9+7dfPXVV6SkpLB161Y2btzIp59+ysGDB8nLy8Pd3Z3HHnuM1atXM3fuXJNGXKvVcuzYsUErVw2E3pB3dHSQnZ3Nvn37+OCDD/jss88oKSkhJCSEqKgo/vznP3PvvffS3d1NSkoKy5YtM2vEKysrycjIYOHChdI8xIXMmwcOHKCgoIAtW7agVCqJiIhgxIgRLF26lHnz5hnEtY8cOcLQoUPNroU0NzezdetWwsLCTAqrmpubOXHiBDt27KCkpIQPP/yQ559/ntraWk6dOkV5ebmULnnJkiWMHj2awMBAaaFTrVZLCmp98fL/FsguZ4X8WsFSFiw+cX2YqGbjdKbt/v70VFfj6u9P+oWFjPvua6OxcQIBAf5k6fzZV11Nj6srbS/m8uGHfgYe4n5PT2waG7k9IIDsn3+muLiY3//+99L4P3l6MrexEYeAAJK/+UbK6KeH0s+PN2omsdPiY2I2DZHGLSkpwdLSEsdbbsGiuhqXgAASvvqKW2+91aB/m78/mupq3AMCoKKCo0ePkp6ezgsvvGDUri0txdc3BaVyNhd2p8nfH/mF8VVFRUYLrf3bqaiQPIy5c+fi4OBAp78/XdXVeOkHHABVQADKqipukVdRqfWTjhsb2/dAnNnwOck903nV9UuT30+ejw/D6uqwMTF+W1sb2cOHM02p7KMo9mvv6uqiuLiY5shIpiuVUn8hhCTcaGhoQHfffUy70N6ak0NpaSkTJkygp6eH7Oxswu6/n46qKjzNnF+OtzfLlUrShLghQfSgoCDxzDPP0NPTg42NDfb29jg4OGBvb2/y8+OPP3LHHXcQGhoqhSt++uknPD09LxrzPnPmDNnZ2SxbtszsPjqdjpaWFhoaGmhoaODAgQOSwjg4OJihQ4dKaV0HPgwSExPJyMhgyZIlZtWcarWaTZs2ERkZyciRIyktLeX8+fMUFBSQmprKrFmzWLhwIUOGDMHCwoKcnByOHz/OU089ZUAEKC0t5YcffuBPf/qTyfBUfX09O3bsYPbs2VJqZ32R8dLSUkpKSuju7qasrIzx48dz55134uzszNdff83ChQtxd3cnNjaW559/nk8//ZQ777yTrKwsvLy8sLS0pLy8nHnz5vHZZ59ha2vL3XffTXBw8KDX/0ZAJpOlCyGmDtx+YxY7EayTRWPq7dw+OprMV14hIiYGtVqNp6cnixd38c03rURH+9Pd8hd6X3sN+wce4I9POrBmjWH/urvvZuiBAxAdTWhoqNHNWXHnndheKDapj7f2j08XL1vGjjfnUa9zNghpDBkyhOTkZHyefhqXjz+G6Gg8PDxobGw0oHz1/s//0PzWW7hfcKMjIyP55hsl/v5dvPqqPff85S/0/uMfuEdHI5fLWb5cxtdfa4mO7vsRl65YwejPP4foaGlht38ctWj5csK+/FIKUMtkMnp6eqipqWH48OGo1qxB+cYbeJkJYFtFR1P08stE/66QdfF+krd/gfVH8v/m8/VXr2AZE2PQTwjBiRMn8HnuOWw++cSosERhYSHOzs5MW7sW69deQ/PSS1SUlFBVVYUQAjs7OwIDA3F7/nly332XrkcegaQkZDIZzs7OKBQKhg0bhnzjRomT6eLiIilrbW1t6e3txTYmBtuBnM1+sH72WTTR0TeMR+7u7s7q1auxs7O7pJi1k5MT7u7uBjFnpVJ5UT64RqMhPj6ehx9+GOgLSzQ2NkoGW/9pamrC0dERT09P2tvbaW9v5+mnn2bEiBFm5yeE4OjRo1J2wcFi6vv27aOrq4vMzEz27duHj48PI0aMYNSoUTg7O7NixQrpOB0dHRw4cIBHH33UwIirVCr27t3LggULTBrxyspKvrngdNnY2LB3715KS0tRqVQEBwcTHBzMxIkT+emnn3j44YclOuO5c+ewsbFh6NChnDlzRmJtKZVKvLy8aGtrY9iwYTQ2NkryfLVajUwmMwqZ3uy4QYud1kS/aZrHKn/qKXRjxiBmz8YyNRUfHx+WLOkiJsYXNzdobHwcXFwYM3myIX/6AlQzZ2Lz1FMwaxZbY2Ht2rEG9DxdeDjyC/J8r/JyGhoaCAwMlPqr77mHv7oE8sEHHURH/+aF6Bc36+bORfHcc+DszPDeXn799VcDQ279xBP03n67xMOWyWTs2zea+vpe1q2z556TjyEefBAu8OCff34ky5cXSAl+uu68E/sNG6TxvLy8yMjIkJIJ9d51F7YbNxrMq6HhPm69tYG1a+GRlStRz5sHZuTOsiefRDZmDCsjIoga4LMKIdDecw+WA3javb29JCYmMmnSJDzCw+HFF9FqteTn5qJUKvH39+fWW2+loaGBXzUaer76iu7ubmzKyrC0tJQeNqWlpXgvWsToZ54xH+PWP1EGXHfJ6AxoN8If/kBmdPQN45FbWlpeFtNBbaI4iT47X1tbGyqVit7eXqN/T58+TW1tLUePHqWhoYGenh48PDzw9PTE09NTymjp4eGBlZUVBQUF/Pjjj7z44ouDUjR1Oh0///wzNTU1LF++3KgotFKppLy8nIqKClJSUqiqqmLhwoWMGzeO+++/Hzs7OxobG/nss89YuXKl9L0JIdi/fz+TJ082oLsCxMXFERgYaBSTbm9vJzk5mZ07dxIQEEBiYiJDhgxh6NChzJw5U3qLaG1tZdu2bUyYMMHgDTklJYVZs2Yhk8koKipi1KhRtLS0YGdnh62tLW1tbTg5OVFRUSHJ85VKJXfddddNy4oyhxtiyGWywT0VPz8/ampqCAgIoKWlhZ07u/n3v92IjoY//rEvprZ3r5z775cNuvC2bh1UVckkz3pgGMnT05P8/HwDQw4QFeXI739fz0CnSJ+USL8waWNjY1SKTE9X7I+1a8cRHX2C6OjZRjeIt7e3lNVQf4yBczx8+PCgWeE2bJBTU6Ng3TpYutTqosUX9PFmhUJhsL2mpsaAIgZ9dMTTp08ze/Zs6Q0mKyuLzs5OQkJC6O3tlXKf29nZ4ePjg62tLf7+/igUCjw8PC6L6jYQAQEB0qKyo6OjJOC4WdHR0UFcXJykc9BrHfr/3f9z6tQpWlpapIIp3d3d5OTkoFarsbW1xdraGmtra2xsbKR/VSoVGRkZPPTQQwwbNgxPT09cXFzMGp+SkhL27dvHo48+OqgR12q17Nmzh/b2dpYuXYqFhQVlZWWUl5dTXl5OZWUldnZ2UpIpJycnPvjgA4P4vU6nY8+ePcyZM8cgJ0t2djZNTU089NBDBsfUUypXrVpFS0sLpaWllJWVUVZWRk1NDaWlpTz44INERESgUCiMzrG5uZkvv/ySGTNmGIQgq6qqaG5uJjQ0FJ1OR0lJCXfddZdU6g2QxHTd3d24u7vT2dlJXV3dTZ/p0BSuypDLZLK3gYWACigCVgghWgbvBRqNelDu89ChQzlx4oRUmOHTT8/R3BzGunUuLFtmQ3NzMx9/XEhT0ySDcXQ6HV1dXZSWlhIeHk50tMxAOalUKg1ifR0dHaSnp0tGUq1W98XBHR2lfOD9ERERgVKpNPCgBoZnTBn3VassmTjRivHju2hrM+a5d3Z2kp2dbbIeoJeXF1VV8wgMhP/9307Cw4092f4KUSurixvy4OBgTp8+jbe3t/TD0Gq1ZGdnc9ttt0nXoqSkhLq6OqZPn05rayuHDh1i165q9u1rZubMZh5+eBTBwcFMmTIFhUJxTQVBegQGBpKSksKQIUMIDAyksrLykmToV4srvbeFEMjlcinVsqWlJXK5XPr/wI/e83VxcZH+/uWXX1i1apXZ8b/66iuWLl3K7NmzL3oelZWVfPfddyxatMjIE+4PtVrN9u3baWxsJDQ0lO3bt1NXV4dCoSAwMJDJkyfz+9//HkdHR86cOUN8fDyrV682UpKmpqYil8sNWFjt7e388ssvPPbYY1JIRVzIhvjhhx8SFBTEli1b0Gq1DBkyhCFDhhASEsKBAwd44oknzC5+NjQ0sG3bNm699VYDFSn0eeMzZ85ELpdTWVmJs7MzTk5O1NfX4+3tjUajoaenBwcHB7q6upDL5SQmJuLs7PxfIckfiKv1yA8DfxdCaGQy2ZvA34H/vVgnudxyUA6yPqe4TCZDJpOxfPlQdu2ylQyVra0ty5a58+23hqHSnp4eXFxcsLe3RyaTGb2FV1RUGHgkXl5eBjxy/ZdsyqsG+OwzC156yYemJpk07vDhwyksLCTsQijFXIWisLAwicM90JBPmzaN8+fPm80s9+GHfSllN2yoIDs70Kjd8DxNH78/hBCkpqZyyy23SLFZfY3EefPmIZfLiYuLo6uri8LCW7j33q+YNCmErCwbVKpJtLdPJienm19+MQ5tXWtYWPzGIXd3dzd4e7nOuKJ728nJiTlz5lzSAYQQWFpa4uPjI30PbW1tJhkqemRmZtLR0XFJoqO6ujr+/e9/c9999xEcHCxRHFtaWmhpaaG5uVlaCE1JSaG3t1daJBw7diz+/v5GYZ/09HQSEhJYtmyZkRFvaGggKSmJqKgoA/bK/v37mTRpEhqNhuTkZMrLyykrKyMvL4+hQ4cya9YsgoODcXd3l4off/nllyxYsMCsEa+rq2PHjh3Mnz/fSHSnp1LqSQ5FRUVSfLy+vp7hw4dTW1tLV1cXx44dIyEhgfT0dCwsLLj99tsvel1vRlxt8eVD/f5MBR4yt29/yGQXp/X4+vpSW1uLjY0NQ4aMhwulkGUyGadOWRMfP9NIKKNUKklP92Dfvvk0NBh7/AOrlnz6qYy1ayOkGHptba3JBVI91q0DpdJQlerm5mZQvcccrKysqK2tNVmqbM8eL9audSYqqpDnnjOmeOk97kcfbcTTc/ByUy0tLdTW1g66j42NDQ0NEQwZIpPO/bPPdLz22gPY2Fij1WpYty6MtWv9+OADDS0tfyIhoU+R+xuX/D9HzXJ2dpbUeP8pXOm93dPTc9GCJHqo1WoaGxspLCzEwsICCwsLsrOzkcvlVFRUYGFhgVwul/7t6Ohgz549PPTQQyiVSilsow/d9P9/U1MT3333HaGhoaSmpnLgwAHa2tqws7PD1dUVV1dX3Nzc8Pf3p6ysjIiICJYtWzZobpjTp0+TlJTEsmXLTNbI3LNnD/PmzZNymFRWVnLs2DFSUlIYPXo0xcXFkuxeq9USFBTEH/7wB4NjtrS0sH37diIjI6V1o4Gorq7m66+/5q677jJSPQshOHbsGMOGDZN+b3FxcYwYMYLdu3dz6NAhMjIy0Gq1dHR0YGFhgYeHB6tXr+bkyZNSIZj/NlzLGPnjwM5L2VGjEYOGVqCvanxqaiojRozg3ntrqKtzkfr8/LMVLS2WRmPU1dXx/ffeKJXOFx0f9DH038YZrPI39BnUl14yfAsQQlBXV0dZWdmgK93W1tb09DxCeHgNzzwDL788cB42/OtfLURHG9+8eo87Keni0nRbW9tLKoW2ffs0g/WDN990oKbG4QIn35KaGj/WrYOYmL7rM3cuXCD7/EcLS0DfW09+fj5TpkyRKj/9h8tuXfK93dXVxa+//npJg/b09NDe3k56ejo6nQ6dTkdGRgaurq50dnai0+nQarXSv3l5echkMuLj46VwjT5XSP8QjkqlIi4ujmnTpjF58mTJaLu4uBh42Dqdjt27d+Pl5WVkUAfi1KlTpKSksHz5ciMqokqlYv/+/ZSVleHi4kJycjK9vb3Y29uTm5vLn//8ZyZMmIC1tbWkqFSr1SxevNjgmB0dHWzbto2ZM2eazd1eXl7Ozp07WbhwIf7+/hQXF6NUKqmvr0epVFJRUUFeXp4UDpTJZFRWVhIREYGLiwvOzs6sWbOG4uJiysrKmDt3LsnJyXh4eBgnoPtvgqnctv0/wBEgx8Tn9/32eQnYzQVeuplxngTSgDQLPMWWxcdNJ9zdskXo/P2F2LJFHD9+XDQ0NIjHHvvkt9zZW7aIBM0QSAAAIABJREFUB23nCIXzaaNc3Tt27BAv3rlZBMirjMZvb28Xp06dEseff14aX5+DWz9OYmKi0G3eLDT+/uL7VatER0eH0fQS16wRAxOF5+XlSTmldZs39+XMHjg50dcNaoXCItGgXT+PNWv6jm8qEXlFRYXYu3ev0G7aZLJdj02PHRO+Ftlmr69+/C2Lj5vMR77psWNis8vzIsCt3eQh1J98Il0/U+j9+GOhHaS966OPzLbrdDrR9uGHQmOiPSEhQQghROnrr4syHx+z4xesWycmgEpcQu7w63FvBwUFmZyXKTQ2Nor333/fYJu5XOFqtVq8+eabUq5tc+jp6RGbNm0Sx44dG3Q/nU4n9u7dK7744guhUqkG3Tc1NVW89957orGxUTQ0NIi8vDxx7Ngx8c0334gPPvhAPPvss2Lx4sXi3//+t8jIyBBKpVK0traKd999V5w9e9ZgrCNHjojNmzeLnp4eg+1dXV3i448/FvHx8UbH7+7uFqWlpWLv3r1i+fLl4vXXXxdvvPGGePPNN8XWrVvF/v37xcmTJ0VxcbHYsWOHOHLkiNQ3LS1NfPvtt0IIIcrLy8XmzZulecTHx4uOjg7xxhtvCCGE+Oijj0RdXd2g1+JGAzP5yK86kT6wDDgB2F9qn9GDFAbo8PMTaRfaCwoKRE1NjcEXU+HjI94BUenra9T3448/Frvd3UW7ifHz8vLE2bNnxf85OYluE+1arVYkJyeLk97eohvEF25uJm/wra6uomNA/y1bhPD37xJbtgiRpVCIX8yc35YtQnjKdopXuM+ova2tTcTFxYlELy+T8zt37pw4ceKEOGymsIMQfT9OT4tvBPSIAHmVUbsQQmR4e4tWM/21Wq044ulp9vpkZGSIeC8vo+O3traKtLQ0kZCQIE54eQnVhfb29nZx7tw5kZycLBUISfXyEpUXCkukpqYaFJZISkoSmd7eUv/+SE5OFmq1Wmj9/YV2kPunUqEQU0CIq7yvxRXe2/rCEpeCmpoa8a9//ctg26ZNm0RVlfF3l5eXJz7//PNBx9NoNGLbtm1i3759UhEGU9DpdOLgwYMiNjbWyKDqdDrR2dkpqqqqRF5envj000/FypUrxfvvvy82btwo3nvvPfH111+LI0eOiOzsbHHs2DHx1ltvidraWmkMtVottlxwxPojKSmpr/hKZ6fB9p6eHhEbGysOHjwompubRX5+voiPjxfffPONeP/998WGDRvEP/7xD7Fs2TLx/fffi5KSEpNOVkVFhXjnnXdEb2+vtG3btm0iNzdXCNH3QPrxxx+FEEJ8++23IjMzU1RXV4uPP/5Y6HQ6sXHjRtHd3T3oNb7RMGfIr5a1cid9C0BzhBDmS84PQCEjiZ0ba1IQ5PDqq3S89BK6l18mJCSEkydPcv78HJYv73utv2/NGnJfOsKM7n8TMyAVbl5eINGqHbzmeoyoaMNkWI2NjcycOZPh992H7bFjRoISfSZE5dKl2H7zDcoZHxISYmUUSui66y4cEhMN+veFRuxYtw6+XroUhy++MClYiYoCp1OHGbkvBaI3GLTV1dVRWFjIrNWrsf30U6P+Bw4oWLeujFfmf8FtKatMjp+SksLfH7Djvd2NRD9SCBjG24UQtCxZgvPOnUb9hRB9XPGXXsL23XeldnFBaq1UKhk/fjwTN25ErF1L9XPPUZqSglarxdHRER8fH9rb22lYvpxjW7fSfs89aH76CXt7e1xcXKRXaNnKlXRu3Yr7Cy8QMnmysQx6wwbjJO30MW1KS0sZHhNjsl0P2f/8D5oXXrhqQdCV3tuXA61Wi1Kp5OjRo1hZWWFlZUV+fj7jxo2jo6MDGxsb6XPy5ElCQ0MNxGH9IYRg3759WFpacs8995hMxKWPnx85coSsrCxuu+02if7Y2tpKa2srLS0tyOVyXFxcqKqqoqWlhUcffZRhw4bh7e1tsMaUkZFBeno6y5cvlxZohRD8+OOPuLq6GrBq0tPTOX36NI8//jj29vaoVCqUSiU1NTV8//33Eoc7JycHhUKBj48PY8eOZf78+VhbW7N161b++te/mqUGCiE4ePCgtD/0hbkqKyv5wx/6MvtXV1dL4U99jYG2tjZcXFykpHyDpcC+mXFVEn2ZTFYI2AD6ZB+pQgjTvCmDfmNFQECuKYU10LdoWVdXx7hx40hISODRR2dTVSUjIADOnu0gMPA7WlqWM1Cl7e2djFIpCAiIMBo7KSmJ48d9+Oc/bVi/PtAozpuZmUlnZyejRo3Cw8ODwMC+fNj9j9HR0cHOnTt54oknDPrq5e0vv6xjzJi+qjz9kwHpUV1dTVpaGs7OzkaJrt5+u4Y33jjFG2/83mhuQggUimSUylEEBHiZvG5nzpzB09Nz0CKxZWVl6HQ6hg4darBdq9Vy8uRJhg8fjre3t8QSOXfuHFVVVYSGhuLh4UF+fj719fUUFRVJFVm6u7slY+7h4YGzszMuLi64ubnh5uaGg4PDNRFXCCFISkq6KOWuuroaf39/kzLmy8GV3ttTp04VaWlpl3ycnJwcmpqaUKvVqNVqdu3axR133IFWq6W3t5fe3l46Ozs5ffo0Y8aMQSaTSUa//0fP854xYwZCCDQajUHefo1Gg4WFhZRA6pZbbsHb2xsXFxepzqf+X2traw4cOEB5eTmLFy82mWQrPT2d48ePs3TpUgO63okTJ8jMzOTxxx/H2toanU5HcnIy+/btIyIigu7uburr62lra8PT05OKigpsbW354x//iK+vr9Gx1Go1X3zxBSNGjBg0OVx2djYnTpwwYMxkZGRw/vx5Sf360Ucf8dBDD6FQKHjzzTd57rnnyM3NlSi23377LatXr77k7+5G4LpI9IUQF8/0bwJyuXpQ+qGXlxc5OTkIIXBycmLlylw++2wc0dF9i3m3395EcnIn0dG/Kei0Wi2LF/fy1VfORmNrNBrkcjnvv19JQ8Mckwuh7e3tqNVqiVJlqnpPdna2yVVt/WJkRUUVanUAP/30E7fccovRfoWFhZSVzef119tYu9ZwDm+/XUhT020m53b69Gmef34o//ynl8nrVlBQgL29/aBGXKVScejQIaO8HEIIvv76ayZMmCAZ8UOHDmFhYcGpU0N57712xo07xa+/FnPrrW04Onry8889rF49mT//OQg3N7f/SHKh/nS2/4Tq7krv7ctFf+2ATqfj5MmT/OEPfzA4x7KyMlxdXVn5/9o777Co7uz/vy8wFIWICkjbaGKLGgRWoyHGGKMbYyyra4qaxBhdXOOaZ9MTE6VIROwB1wbGhPCz5BtFYgFbBEGUXpUmHYY2Qxtghqnn98cwVy4zg12Endfz3Efnnls+93Lm3Lnnc8o//wmVSsUafc1SU1OD4uJifP755xg8eDAbo87j8Tgx6+np6YiLi8NHH32kNwJIqVQiPDwcIpFIq+OOhqSkJMTHx2P58uVs9IpmojYiIgKvvvoqzpw5g7q6OlRUVKCkpATTpk1jOwRpOhllZWVBLpfD09NT53lUKhXCw8NhY2PTbUinXC7HpUuXsGjRIq3GFZqwYKlUiubmZtja2qK1tRWtra0oKytDfHw8RCIR8vLy7rqC5JNIj2R2jhplcsfIB00XHjs7O7i5JaOiQqPwJhg5sh6HDhE6P7xv3LiBkSPzkZ29CF2T15KTkyGRSLB69UD88gujZQzb2tqQmprKKa6lKxNcUzhLH+Xl5XjxxRfR2DgTo0ZZcNwyUqkUPB4PW7fejg7RyMrKyrB2rS1CQvprjS0jIwO2trb4+msndNTd4lBRUYG2trZuMz8BdXzysGHDtN4Sdu4UYOtWV/j5uWD8eGD79mps326DdeuexZ49KtTXuyEuzhoq1XykpSnAMCZobgZ+/RXoVCngsaCpbdMbEzbuBqlUClNTU60HVWVlJfsDwsjIiHW3AGCjQBYuXNhtW7Ls7GxcuXKFTT7SheaNwMjICO+//77OB3RMTAxiYmIwY8YMpKens/VdampqkJ+fz+YmPPvss5g8eTLOnTuHefPmaf2w0fT31PewANTVECUSiZaB7sq1a9fYTOL6+nq0trZCIBAgLi4ONjY2KC8vZzNGAwMDUVVVhYaGBqSlpaGhoQFjx47FtGnTery71IPQI4b81i1et63eAHWh9+joaEyfPh1HjxrjL3+5HfpWX/9XjBljyTGUAwcOhL29vc5kCrFYjPb2dnh5TYWfn/a5jI2NIRQKu612pimwo68KHAC2dnZw8HPg87nx5jdv3sS4ceO0funLZDIUFRXBy+s1LSOek5MDCwsLLVeIhoyMDIhEIq0KjLr47bf+2Lx5hlZbuB9/tENdnR38/IBVq4CgIEfU1Tlixw7A1xfYuHFwp9BDtbp046J+pAwfPhyZmZl9ypBrSiHzeDxIJBKoVCrIZDLweDzWeFVWVursEgWoDbRUKmUrAuoiLy8P58+fx7Jly3QmnAG3mzWYm5vDw8MDubm5rN9cJBKhubkZt27dAp/Ph4eHB+rq6jB48GDW7RYTE4OpU6dyEmoyMzOhUCi0au2LxWL89ttvmDNnjl7jmZycjIKCAqxcuZKTDSoWiyEQCNiiYIWFhWwHosLCQlhaWsLS0hKVlZWws7MDj8eDtbU1ampq8Morr2DOnDkoLi5GeXk5Fi5ciJ9++gkeHh5apSl6Gz1iyBWK7lu9aXB0dERVVRUCAx3ZuuOenkB4uL1WYk5UlDM2bCiHUMhoHTc7+6/w97+JTZt4Os8ZFNSAAwfeRHc9odX1pF3h72+ms0dmS0sL69/z9ma0jJ2mV2DnX/rUKcOyM0TqSoNWVlZ6kyKkUilyc3PZlPo7ERBgofVwAbRdSJ0/66tP9TjiyDXzDp0f1mZmZuykVF9BM9kol8vR2NiIvLw8bNu2DUqlEubm5jAzM0NGRgYEAgGys7M5E6BGRkaIiIjA3/72N6SlpbHJQ50XPp+PqKgozJw5EwUFBcjKykJ7eztnkUgkSE1NhVKphLu7O2JiYti5Djs7O4wcOZLtmvXZZ59p1SbKzc2FUCjk1FERi8W4ePEili5dyqm1o1KpcPz4cYwbN07vwyk/Px9RUVF44403kJ6eDqFQyBpvAGxhMBMTE1RUVGDNmjWYNGkS+7Ypk8kQFBSEZcuWsQ+KzMxMTJkyBQMHDoRQKGTXNzU1wdra+uH9QXuIHjHkJibKu/pFN2rUKFy5cgXr1w/BDz8Ys/t89BFw+DDBy+v265afnwoCgbHOB0RAQCUEgjF6Hx7bthXo9Z1raG9vx+bN5jqNIQC2pySgbQBzc3N1PvFjYmLYmtWduXXrFsrKyrQKDHXm0CEGmzYthre39oNLF7p8/rrGeqfigo8LX18FJ1lLg6mpKaRSaa+NLujKokWL2P+rE9pOYM2aNVAqlayRLS8vx+zZsyGXyzkVEHNzc9n+m9XV1ZwEIpVKxUaouLq6shPTmj645ubm7FJUVAQiwr///W+9SUHHjx/HxIkTtYy4RCJBZGQk3n77bY4r5uLFixg3bpxWM4rLly9DpVLhpZdeQlVVFadUQGNjI0pLS5GVlYUxY8YgPz8ftra2cHR0xPjx42FjY8NOnjc0NOCXX37Be++9p+VSSk1NxdNPP80aa02DD80cUl1dHZ555hkoFAq2+FevR1dM4qNenjMx0ZvQ0b5nDwkcHFj5mTNnKDk5mZU37tpF2wcMoJagIM5+336bQHZ2qbTr7dMk7ZRQ0tbWRl98Ec0mv9Rs307yTvLGxkZavz6NlfO3buXIiYhqamooKyuLgoOJHAYU0t4Bn3PkcrmcDh48SO3t7VSzfTvJuux/6NAhqqysJCKiii1bSObkRKoDB+jUqVNacbwFfn60/al/k5O1SOsWKRQKyvTyIrmTEzkPbKGu4dRSqZTSN2zQGr8GmUxGGRs2aI1Pg1gsptTvv9cpVygUVF5eTte++YZzfzX7VVRUUEZGBl39+muSdlyfRCKhuro6Ki4upqysLIqPj6foL76gOgcHqtm+nUpLSykvL48yMjJux5R//TW1OzmR15xDNGTIDa1h1u/aRXWd9KMrdTt23HVC0KNY7iWOvCvV1dW0b98+zrrW1lbasmWLzu1Pnz5N169f13u8tLQ0Cg0N7facMpmMduzYQWVlZXq3ycnJoaCgIJ15FeHh4RQZGclZV1JSQgEBAVRSUkK5ubl0/fp1ioqKom3bttHixYvJx8eH/P39ad++fXTs2DE6d+4cJSYmUkJCAnl7e1NWVla3Y25qaqJdu3ZRSkqKzuvZvn07VVdXs+uys7Pp8OHD7OcdO3ZQY2MjCQQCCgwM7PZcTxp4VAlB97OYYDQFW3+lc6AqJye6CKiNBakVOSkpiZXXOjhQmI6EkHPnzlFNTQ3F2NqSqpM8OTmZzp49S0Rqg3PZxoY6W8B9+/aRUChUH7u2luJtbamrhQwLC6OioiISiUQUo0Mul8vp+PHjrLzz+YODieztCyk4mCgvL49S7eyIANo/4EtyclKy9qilpYX+/PNPKrG3J2eUc07R3t5OiYmJ6kxXBwcigIKtv2IfPrW1tRQbG0vx8fHU5OioNb6mpia6evUqxcXFUUMXuUKhoPz8fIqJiaHExEQSdchlTk5UVFREsbGxFBsbS5GRkfTttwk0EIdoDWZSqLU1BQUF0aZNm8jX15cCAgJo165dtGfAANoL0F5razp48CAdOXKEIiIi6Pz583TlyhVKsrOjLIAKhgyh8vJyEggE1NLSQnK5XD1YdfortTo60t69e7UTNDrk+hKCRI6ODy0h6H6WBzHkfD6f9u/fz1lXW1tLu3fv1rn97t27qaqqSqdMqVRSUFAQFRcXd3vOmJgY+r//+z+98ra2Ntq+fTtr6DUJQ7W1tXTx4kX68ssv6eLFi3Tq1CkKCwujwMBAWrJkCX366ae0d+9eOnLkCEVGRtKZM2fo888/p9TUVBKLxVoJS01NTbRz507KyMjodrwikYgCAwP1PsASEhLoyJEjnHURERGUmJhIROos0U2bNpFKpaJbt27d8UH3pKHPkBv7+Pg89rcAb98Qn3SLX/H5N6ZaMsbKCvapqUhcsgTDXn8doaGm+PhjB1hZMZgwATAyN8fxKwPxkeocrAaZQtPo+syZwVi+3BL9Xa0xU5qp9iFMmICDB0Xw8ZkIS0sjtLXF4uXx42GcqZYrXF3R2NgIFxcXiEQiZGZmYqqbG5iMDHb/kBDg229l+MtfRqGtLQ6vurvDqJMcUPtzv/nGCQJBEv75Dle+YAFQVTUIiYmZ+PBDI4wfMQJIT8dCxe/g15khLY0wY0YWKisr4eHhgcEDB8IqLgrpFh74er0UCkUKqqur4eLigpEjR6LfU08B6elw9f07Zq0zQ79+eWAYBu7u7hg6dCjMO+S0YQPKBg9GRkYGJBIJ3Nzc8Mwzz8DiqadAaWm4/v77KDQ2Bp/Ph4ODA65efQ6ennxUjR6MAeIb2DJqDdb65iMv7yns2nULpaXJiIioQbOsCoXwwIrVf8HouXMxefJkTJs2DVOnTsWUKVMwycYGL6Sn44UffsBf//lPuLi44LnnnsPw4cMxdOhQOFlbY0h6Ogb7+mLA9Ono168fTE1Nb/tRrayA9HSYentj7PvvIyUlhVvDpkPe+f53RmZqip+iouSrfXx0TGs/eoKDg31WrVp1X/uqG4rHoqioCPn5+SgsLER2djaKi4thaWkJoVCIpqYmtLa2or6+HteuXWNjq42MjLRC72pqathuOV0hUve4PH78ON544w12ErGqqgrl5eUoKipCQUEBjh07BpFIhIaGBly5coVtXZiXl4eoqCi4uLiwDSyGDx8OiUSCp59+Gl999RUmTZoEFxcXODs74+LFi1iwYAHc3Nw4E7mAOmpMU1O8aznazojFYvz6668YP368VotGQB1mfPz4ccydOxcWFhYQi8Vobm7GyZMnMWLECNTW1rINoJubm3Ht2jWMHz++V3UD8vX1rfbx8Qnuur5HenaamrrSnj2Z3fpiS0tLIRaLMWvWWE5iDhFhyJBrEAimcJJ11Ak8qXB0HAU+/7bPS5PYY2eXiqwsZ04zhQMHlPDzY7BunRSjRl3Fa6+9puUjVO+vgo3NFZSWTtLZ/cXZmcDnR8PR8UXw+Vx/d3AwYf36JHz2mR3WrbsdfRISAnh71+Pdd9Px7bcunHEJBALk5OTA0tISLi4unJDBhoYG5OTkAFA3Te4awdHQ0ICEhAT069cPw4YNw9ChQzlfmpAQwMurAsuWleOrr0az+zs5taKqqg4ODuaoqnLsuCYxjIyMoVKZw8mJ4OUF+Pl138zjYVNUVASlUnnXHc07JpUfOCHofrnXhKCu1NfXo6WlBRKJhK2kmJOTg5deeokzQVlWVgY+n49Ro0ax8eRGRkYwNTUFj8dDbm4ubG1tYWtryym81dmHXlJSAh6PBxcXF5ibm7OdcywsLGBhYYHW1lbExMRgxYoVGDRoEBsRYmJigvPnz6OtrQ3/+Mc/2LHX1tYiNDQUH3/8Met3VqlUOHz4MOzs7DBr1iyt65VKpQgNDcWIESPw2muv6b0v7e3tCA0NxbPPPgsPDw+IRCJORmpzczNSUlIgFAoxYsQIKJVKtutPRUUFpk+fznYDEovFmDt3LttisLtiYU8a+hKCeuT1c+zYsXf1GnHt2jXauVOoVSPqq6/iyMlJxVl34ICKbGyitVynwcFEDg5VtGFDutbx1W/pMrKxOc+pz9B1fzu7FNq6VfcrLBHRunWJ5OBQo3VulUpFV65c0Xr9VSgUlJCQQCkpKaRUKkmlUpFKpaLS0lK6fPkyZWdnk1KpZLdvamqi2NhYio6OpoyMDL1FjvbulZGt7VXasCFDb60NfZ6JrgXENJ/ff7/bGl2Phbi4OBKJRHe1rUgk0vv6+TiWB3Gt6CI9PZ3Cw8O11sfFxdH58+fZzyqViuRyOYnFYiotLSUvLy+qq6ujxsZGEolE1NraShKJhGQyGSkUCmppaaHNmzdTS0uL3nP/+uuvHLemhqqqKtq6dSun3olSqaSQkBAtv/X58+cpNDSUo88a5HI5/fLLL3T69GlSqVSkUCioubmZKioqKCcnhxITE+nSpUt07NgxWrt2La1evZo2btxIAQEBtH//fjp69ChFRkZSfHw8Xbx4kb7//nsqKSkhqVTK6n9ERARdvXqVPeepU6dYN0tvRJ9u91Crt7vLzJswYQISE/fi5s0VbHlJiUQCe/sklJe/BCOj28dxdU3CmTMW6Np4/K23GjF8eC6mT5+udfz161VYv/4KvL1f1kqUAdQPuRkzSjBligXGjtWOOlEqlbh58yaWL7eGvz+3bVpVVRVyc3Ph7u7Oxu4SEa5duwaJRIKJEyfC2toaKpUKZ86cgampKZuG3Pn+7NkjgY9PAjw9B8LfnxuP2xV/fx4Egin4+Wd0lKPVprdFrwDAiy++iOjoaMycObPX9VJ8UPRF6AgEAk7eA8MwbAYnn8/HxIkTu21QkZKSgrFjx+pMvweA4uJiNDY2aiWaqVQqnD59GjNnzuS8nSYlJcHExISzfVZWFnJzc7FixQq0tLSwGZWa5hbR0dFobW3Fc889hx07dkAsFqN///6wsrJiF4Zh2J61c+bMgbW1tdZ3tbW1FcHBwfjwww8596S9vR25ubn45JNP2HU1NTW9spXbnegRQ15QYHbHhCBA0//yLYwaVQE/v3Hw9AQsLCwgELyEoUONOK/4AoEAL7/8Mmd/InVbrIULF2oZAJlMBob5BTdvLoCdne5GwGlpaWzigC7y8vKQkZGBDz74gLNeoVAgKiqK07cwJATYsCEH777bAn//qeyXYMeOWuzYMRzr1jlh1iztjLuAAAsIhbMQFgb4+3d/v/QZ6c48SQb6bjExMYG7uztSUlK6TXzpi3RnyPX5k3NycnT+cNEgl8uRnJyM5cuX65QTES5duoQZM2ZouR2SkpLA4/EwZswYNDY2QiwWo6qqCseOHcPrr7+OCxcuoK2tDZWVlUhISMDw4cOxa9cu9O/fH5aWlrCysoKxsTGSkpIwZMgQLF26FNbW1rCysoKlpSUn5rympgZHjhzBggULdJa8ANQPlhMnTsDNzY3T7QtQJ0sNHz6c/a6pVCqdvWr7Aj1iyOVy5q4SggBg925n1NY6cbYPC5vEiecOCQF8fF6Fj48l55hBQSIEBCyAmZmT1rk2b76Fffs8ANhC19xUcDDh+++b4eWlO+FGbZhN4eOzVOshsX+/DAEBy+DtzYOmU9XGjUBt7TiEh49DYGDnMTqgttYB27cD//mP9nnuxjhr6I1G+m6xsbFBZWWlzgbRfRkLCwvExcVBKBSyCUJmZmZIS0vDuHHj0NjYyBbOMjU1hUQiQVlZGfr37w+BQADSMQeWnp6Ofv36dbTyK4RcLodMJmN97bdu3WJzH3Jzc9He3g6pVIqmpiakpKRg2LBh2LlzJ/r16wdzc3OkpKSwSUP9+/eHtbU10tLS4OnpiRdeeIGNdQdut5+bN28epk2bpvcNq7i4GCdOnMCbb76pN3EIAKKjo8EwjFZBLSJCSkoKxy9fX18PKyurPpODwEGXv+VRLzyM77axRGenbFffLQUHq0PvOjU+4Ph9O+2g0x/cIXeyFumOYuPIVXrluuK4NXJnY76WTDOsA+/FdHt9+hpLaFAdONBtY4dHIVcoFLR/v4IcHVvov4svPLLzq1QqUu7f36380mefacWxd0YUFNRr48h1oVQqqbCwkG7evEmpqal07do1ioyMJE9PTzp16hQdP36cjh49SqGhoXTw4EH67rvvaPXq1fTf//5Xa9mzZw/t2bOHVqxYQX5+fnTo0CEKCwujY8eO0YkTJ+jUqVMUGRlJn376KR0+fJiSkpIoKyuLCgoKqKysjIKDg+n06dOcOZro6GgKDQ1lfdJKpZLCwsLo3LlzWteSn59PW7ZsuWOceGZmJm3dupVKSkq63S4vL4927NihtzaTrFCJAAAOGUlEQVR5YGAgZ64oMzOz21DL3gD0+Mh7JGrFhWEou2sN2g4Uzs6I5fMx1sEB9lVVWvJ6R0dUV1fj+U77c8rIbrDHFIEAxs7OCPGq4KR5FxcXo3zyZLwiFOIn66+w0XIrK5NKpbhx4wbaZs/GywKBllwul+PGjRsQzZqFqTrkra2tyMnJQfvcucgVzMcPxhvhtc+RbSFXXFyMhoYGYNEiTBEIYOTsDCovR1NTE6qrq9UyAPjHP+AhEEDu5IT6xEQ0NDRAJBLdvj8LFmCMUIhWe3s0R0ZCLFaXyiZS15uWLFqE0fX1kAwZgrCP/sDBg1IsWFCFRYus1REPK1diZEMDpLa2OPnh7/jpp3JMn16N2bMHqcPfPj+OqPZX8ZLZWczduQxnzvBx+XIuVKoBkMsrYA5zfIyzMLK0BP71L+0/7oEDGNraChNra52+IOa77/BcUxN4trbAyZNcGcMACxZggkAAMz36IXF2BsPnw1yPXOnsjMl8PlKIesSZ/qBRK3eDUCjE0aNHOb5fDWfPnsXgwYP1uiJEIhH27duHL7/8Ume0RkVFBU6ePIlPPvmE82v51q1biIqKwscff8xmcJaVleH333/Hv/71LzZKJTo6GmVlZVi2bBn7K5yIkJiYiPj4eLzzzjta2aEaqGMOKSkpCe+9957OOiwaPa+ursahQ4cwd+5c2NjYQCaTsYtUKkVGRgZcXFw4YYqaMgRda7/0Jh5JGdv7hUxM9PoKTLy9Md3XFzdWrkReTAxsbW05r1aSTz9FRkAAnu+0v6cn8N57Yhw7dgxjvv0Wxrt2AV5e8PQE3n1XBJFIhMuXC/DMM8/gVX9/YONGeHqNxIoVStTX1yMuLh8mJiZ4/vnnYbVpE0cuEolw9epNMAyD559/HgM65CvWD8fyFXIUFxfjypUa9O/fHy4uLjDx9cWUTZswe+0IVIydirg4dSGt0aNHY8iQIahZswaxe/ZA+fbbMIqJAcMwbN1mgUAAy6VL8UdYGGSzZ4OXkAArKyv069eP/VL94fY9Fv4JzBtajQ/q62Fubg6GYdjjDF67FkYHDsD+m2/w6zY3CIXZCA8nrF3rACsrK/T/7jv037kT/by88I7fVDQ21iI+XogjR0bB1NQU/t9/gOZ2c6Sbv4OzH4/C5s0MpFIZBgwwgpWVCTZMu4JVVzL1N+8cPVq7SArnD2xyW64jFhgd91effljcobGEsbc3FKtWPXBjiScZsVisVdZBQ01NTbeuiIKCAowYMUJvyF1iYiImTZrEMeJyuRyRkZGYM2cOa8QlEgnCw8Mxf/581ogXFBQgPT0dq1atYo24UqnE2bNnUVJSgnfeeQf9+vVDdXU1x/DKZDK0t7fj+vXrKC0txdSpU3H16lVIpVLWrdN1ycvLw7Bhw5CcnAxTU1POYmZmhgkTJsDNzY1zbRN05B30FXoojnwC7dmTekd/Lp/Px+bNaQgPnwxfXzt2+x9+KMCBA6NYWxESAqxfn4I1ayzg5TWWVcLAwGb4+ByBp6cLtmyZwq5X+7+vYN68Cnz55QSMHj2ao9jq42Vg1qxkfPHFJIwdO5ZTRyIoSAQfn9+xZIkN1q+fBAcHBxw4oMSGDYmYMSMNa9e6w9nZGadODYKv72XMnl2L1avHYdCgQfjtNwUCA+OxdKkDPvzQAYMGDcIffzyFgICb+Pvfq/Cf/4zHgAEDMGDAAFhaWmp94ZydleDzhXBwUKGqqntfsa7CU3eSd113p2M8ieiNtX0MPI5f5Lm5ucjMzMTixYs564kIfn5+WLt2rd4m4seOHcO4ceMwZswYrebOzc3N+Pnnn7F8+XKYmJiwDSkSExNRV1eHV199lW1YERcXBwBwdXWFXC5Hc3Mz4uLi2EgYzS/j7OxsSCQSuLq6sslfXRelUomkpCRYWlpi2rRpeOqpp9i5gM7zAmZmZmhpacHRo0fh4eGh962jL6NPt3vEkDPMRHJ2TtHbIagzujr1dF2n/kxwdmY4x3RyEqOqyhzOzkZd1reiqqoRjo4DwOdrd812dpaBz6+Go+NTqKy01pqQcXISoaqKgZOTBSorTTr2UYHPl8HRUYnKSvUvaM24nJzkqKw05YzdyYlQWcnovUZ99EbD+rjp64ZcJBKhpaUFTk5OnPUKhQK7d+/utkJkWloaXFxcYGFhwVZL1PxbWVmJ1tZWuLu7s6GMDMPgwoULmDFjBgYNGgQTExM0NTUhNjYWixcvhoWFBXg8Hv7880/Y2tpi2rRp7MRramoq8vPzsWrVKr3NR0pLS3HixAlMnDgRr7zySrfhpdXV1Th8+DBmzJgBd3f3+7t5vZwnKiGIx5tw1wkmWpOdOtbp2uZ+1j+I/GGvM3D/oA8lBD1s/P399TYYPnPmDCUkJHDW5efn008//cRZd/ToUU5STWFhIf3444+cSdDCwkLatm0bNTU16TyXSqWiuLg42rZtGxUWFt5x3GVlZbR161a2kfL/Kvp0+4GUFoAfgCwAGQAuAHC8m/2edGU30Lt5GIa8r+r2li1bdEZ5EBH9/PPPVFRUxFkXHh7OMdo1NTW0bds21mjL5XIKCgqi/Px8dpuGhoZuo07EYjEdOXKEQkJC9Br6zty6dYu2bNlyVwa/r6NPt420fqLfG9uIaDwRuQE4A6AH+sYYMPBI6JO6bWRkBJVKpVMmEAg42aAKhQL5+fkYM2YMuy4uLg4eHh6sq+T69euwsbFha+HI5XL89ttvmDp1qs6OW9XV1QgODoa1tXW3vUM13Lx5EydPnsSSJUswfPjwe73c/xketPmyqNPH/gAev8PdgIFHQF/VbWNjYyiVSq31YrEYSqWSk7JfVFQEe3t7NipFKBSipKQE8+bNAwA0NzeznesB9dv96dOnYWdnh8ldamUQEdLT03Hp0iW8+eabnKbT+khNTUVMTAyWLVvWJ7MxHyYPHH7IMMwmAMsANAPQnxfciaxUGUI+iIVnmHavSeWBA0jZsAFYuRI1L76I6GgL/P77JPj4WMPTE6DgYOz8KhM/Gm+B1xZLNrLC21uIt95KxiyKxJyICMDLC7vbl2DjxiS8/XYzPvywo1NJRATS9sngrXoDC5c0YsWKLiUsIyKQsU8BL9XfMf/dCqxc+QxnAubId3E4HD0ES6bx8X7AdISHKxEcnI9XXqnE/PmOiA7OwdkkO7zqVoi5a1/EpUtinD5dghdekOGllwYg+WQxruUOwMRRtZjyFreNW0JCG67FVsCDKYXHzCGArgmd9HQMu34dRvPnI1rpgT/+KMVf/9qMl18exMqHXr8O4/nzgU69PC9caMXZs6WY5FyOxbWXteQxMSpERJTD3T4D7wmvwmT+fJwRjcaFC5VwcgIqKuoxbhzwvGkFHLKzYTR1qt7xPX39Oky6HJ8lNhajo6LAW7kSWLBAS3z0uzj8v2gbLJ5WjQ8CdFTDi4iAW1gYzHT12wNw4P0Y8ODyUOLM7ke3n3Ts7e11Tii2tbVh5MiRHFl9fT2n+05JSQkmT57MZkbm5ORg8uTJbB/b2tpa1NfXY/ny5VrnKCwsxPXr17FixYq76rlaX1+P+Ph4LF++HIMHD76va/1f4o5RKwzDXAJgr0P0PRH90Wm7dQDMichbz3FWAehIhu8/gYdnIUd2atftXIHxJgBPAcgzgSzAdTxgwgMUciAzyxUYnwMXnhym0KzrvI0rMmEC8GoAJR+uqs77ao6vvT/3/N3JeXCZIIcpeJB1jJ87vnuXc84+HjDh8SDDWGR3XD8AwAaAUPv+uELX9XHvn/axxyMbdyfXHF/D7furvb++vx8XJ8DNHjDWJ+/+/tz5+Or9q0AkvGNC0KPRbYwGkH+ncz8grD70AfrKtTyu6xhKRFrV0B5a+CHDMEMBnCWiO78zPQYYhkmhHgpBe9gYrqVnMej2o6OvXEtPX8cDTXYyDNO53Nh8AHkPNhwDBp4MDLptoDfxoD7yAIZhRgNQASgDsPrBh2TAwBOBQbcN9BoeNGpl0cMayCNAq69dL8ZwLY8Zg24/NvrKtfTodfRIir4BAwYMGHh4PGhCkAEDBgwY6GH6tCFnGGYbwzB5DMNkMQxzkmEY654e073CMMwbDMPkMwxTyDDMtz09nvuBYZi/MAwTzTBMLsMwNxmG0dELycC90Nt1uy/oNfDk6Hafdq0wDPM6gMtEpGAYZgsAENE3PTysu4ZhGGMABQD+BqASQDKAJUSU06MDu0cYhnEA4EBEaQzDWAFIBbCgt13Hk0Rv1u2+otfAk6PbffoXORFdICJFx8cEAM49OZ77YBKAQiIqJiIZgGMA/t7DY7pniKiaiNI6/t8CIBeAU/d7GeiOXq7bfUKvgSdHt/u0Ie/CCgBRPT2Ie8QJQOcK5ZXo5QaQYZhhANwBJPbsSPoUvU23+5xeAz2r2z3S6u1hcjdp1gzDfA9AAeDw4xzbQ0BXmnmv9YUxDGMJ4ASAT7sUpTKggz6s231Kr4Ge1+1eb8iJaGZ3coZhPgQwF8AM6n0TApUAOneqdQag3ZG6F8AwDA9qRT9MROE9PZ7eQB/W7T6j18CTodt9fbLzDQA7AUwjIkFPj+deYRjGBOpJoRkA+FBPCi0lops9OrB7hFGXwgsF0EBEn/b0ePoCvVm3+4peA0+Obvd1Q14IwAxAfceqBCLqVanWDMO8CeBHAMYADhHRph4e0j3DMMzLAOIAZEOd8g4A3xFRZM+NqnfT23W7L+g18OTodp825AYMGDDwv8D/UtSKAQMGDPRJDIbcgAEDBno5BkNuwIABA70cgyE3YMCAgV6OwZAbMGDAQC/HYMgNGDBgoJdjMOQGDBgw0MsxGHIDBgwY6OX8fzYAGb/iJJ31AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize the step-wise flow in the full net\n", + "from matplotlib import collections as mc\n", + "\n", + "# plot the coordinate warp\n", + "ng = 20\n", + "xx, yy = np.linspace(-3, 3, ng), np.linspace(-3, 3, ng)\n", + "xv, yv = np.meshgrid(xx, yy)\n", + "xy = np.stack([xv, yv], axis=-1)\n", + "in_circle = np.sqrt((xy**2).sum(axis=2)) <= 3 # seems appropriate since we use radial distributions as priors\n", + "xy = xy.reshape((ng*ng, 2))\n", + "xy = torch.from_numpy(xy.astype(np.float32))\n", + "\n", + "zs, log_det = model.backward(xy)\n", + "\n", + "backward_flow_names = [type(f).__name__ for f in model.flow.flows[::-1]]\n", + "nz = len(zs)\n", + "for i in range(nz - 1):\n", + " z0 = zs[i].detach().numpy()\n", + " z1 = zs[i+1].detach().numpy()\n", + " \n", + " # plot how the samples travel at this stage\n", + " figs, axs = plt.subplots(1, 2, figsize=(6, 3))\n", + " #plt.figure(figsize=(20,10))\n", + " axs[0].scatter(z0[:,0], z0[:, 1], c='r', s=3)\n", + " axs[0].scatter(z1[:,0], z1[:, 1], c='b', s=3)\n", + " axs[0].quiver(z0[:,0], z0[:,1], z1[:,0] - z0[:,0], z1[:,1] - z0[:,1], units='xy', scale=1, alpha=0.5)\n", + " axs[0].axis([-3, 3, -3, 3])\n", + " axs[0].set_title(\"layer %d -> %d (%s)\" % (i, i+1, backward_flow_names[i]))\n", + " \n", + " q = z1.reshape((ng, ng, 2))\n", + " # y coords\n", + " p1 = np.reshape(q[1:,:,:], (ng**2-ng,2))\n", + " p2 = np.reshape(q[:-1,:,:], (ng**2-ng,2))\n", + " inc = np.reshape(in_circle[1:,:] | in_circle[:-1,:], (ng**2-ng,))\n", + " p1, p2 = p1[inc], p2[inc]\n", + " lcy = mc.LineCollection(zip(p1, p2), linewidths=1, alpha=0.5, color='k')\n", + " # x coords\n", + " p1 = np.reshape(q[:,1:,:], (ng**2-ng,2))\n", + " p2 = np.reshape(q[:,:-1,:], (ng**2-ng,2))\n", + " inc = np.reshape(in_circle[:,1:] | in_circle[:,:-1], (ng**2-ng,))\n", + " p1, p2 = p1[inc], p2[inc]\n", + " lcx = mc.LineCollection(zip(p1, p2), linewidths=1, alpha=0.5, color='k')\n", + " # draw the lines\n", + " axs[1].add_collection(lcy)\n", + " axs[1].add_collection(lcx)\n", + " axs[1].axis([-3, 3, -3, 3])\n", + " axs[1].set_title(\"grid warp at the end of %d\" % (i+1,))\n", + " \n", + " # draw the data too\n", + " plt.scatter(x[:,0], x[:,1], c='r', s=5, alpha=0.5)\n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "# train and render\n", + "# code duplication because it's very late at night now and i'm tired\n", + "\n", + "import matplotlib.gridspec as gridspec\n", + "\n", + "ng = 20\n", + "xx, yy = np.linspace(-3, 3, ng), np.linspace(-3, 3, ng)\n", + "xv, yv = np.meshgrid(xx, yy)\n", + "xy = np.stack([xv, yv], axis=-1)\n", + "in_circle = np.sqrt((xy**2).sum(axis=2)) <= 3\n", + "xy = xy.reshape((ng*ng, 2))\n", + "xy = torch.from_numpy(xy.astype(np.float32))\n", + "\n", + "xval = d.sample(128*5)\n", + "\n", + "model.train()\n", + "for k in range(500):\n", + " \n", + " # sample\n", + " x = d.sample(128)\n", + " \n", + " # train a bit\n", + " zs, prior_logprob, log_det = model(x)\n", + " logprob = prior_logprob + log_det\n", + " loss = -torch.sum(logprob) # NLL\n", + " model.zero_grad()\n", + " loss.backward()\n", + " optimizer.step()\n", + " \n", + " if k % 10 == 0:\n", + " # vis\n", + " zs, log_det = model.backward(xy)\n", + " backward_flow_names = [type(f).__name__ for f in model.flow.flows[::-1]]\n", + " nz = len(zs)\n", + " i = nz - 1 - 1\n", + "\n", + " z0 = zs[i].detach().numpy()\n", + " z1 = zs[i+1].detach().numpy()\n", + "\n", + " # plot how the samples travel at this stage\n", + " ss = 0.1\n", + " fig = plt.figure(figsize=(10, 5))\n", + " outer = gridspec.GridSpec(1, 2, wspace=ss, hspace=ss)\n", + " inner1 = gridspec.GridSpecFromSubplotSpec(3, 3, subplot_spec=outer[0], wspace=ss, hspace=ss)\n", + " inner2 = gridspec.GridSpecFromSubplotSpec(1, 1, subplot_spec=outer[1], wspace=ss, hspace=ss)\n", + " \n", + " backward_flow_names = [type(f).__name__ for f in model.flow.flows[::-1]]\n", + " nz = len(zs)\n", + " for i in range(min(nz-1, 9)):\n", + " ax = plt.Subplot(fig, inner1[i])\n", + " z0 = zs[i].detach().numpy()\n", + " z1 = zs[i+1].detach().numpy()\n", + " ax.scatter(z0[:,0], z0[:, 1], c='r', s=1, alpha=0.5)\n", + " ax.scatter(z1[:,0], z1[:, 1], c='b', s=1, alpha=0.5)\n", + " ax.quiver(z0[:,0], z0[:,1], z1[:,0] - z0[:,0], z1[:,1] - z0[:,1], units='xy', scale=1, alpha=0.5)\n", + " ax.axis([-3, 3, -3, 3])\n", + " ax.set_yticklabels([])\n", + " ax.set_xticklabels([])\n", + " #ax.set_title(\"layer %d -> %d (%s)\" % (i, i+1, backward_flow_names[i]))\n", + " fig.add_subplot(ax)\n", + " \n", + " ax = plt.Subplot(fig, inner2[0])\n", + " q = z1.reshape((ng, ng, 2))\n", + " # y coords\n", + " p1 = np.reshape(q[1:,:,:], (ng**2-ng,2))\n", + " p2 = np.reshape(q[:-1,:,:], (ng**2-ng,2))\n", + " inc = np.reshape(in_circle[1:,:] | in_circle[:-1,:], (ng**2-ng,))\n", + " p1, p2 = p1[inc], p2[inc]\n", + " lcy = mc.LineCollection(zip(p1, p2), linewidths=1, alpha=0.5, color='k')\n", + " # x coords\n", + " p1 = np.reshape(q[:,1:,:], (ng**2-ng,2))\n", + " p2 = np.reshape(q[:,:-1,:], (ng**2-ng,2))\n", + " inc = np.reshape(in_circle[:,1:] | in_circle[:,:-1], (ng**2-ng,))\n", + " p1, p2 = p1[inc], p2[inc]\n", + " lcx = mc.LineCollection(zip(p1, p2), linewidths=1, alpha=0.5, color='k')\n", + " # draw the lines\n", + " ax.add_collection(lcy)\n", + " ax.add_collection(lcx)\n", + " ax.axis([-3, 3, -3, 3])\n", + " ax.set_yticklabels([])\n", + " ax.set_xticklabels([])\n", + " #ax.set_title(\"grid warp at the end of %d\" % (i+1,))\n", + " fig.add_subplot(ax)\n", + " \n", + " # draw the data too\n", + " plt.scatter(xval[:,0], xval[:,1], c='r', s=5, alpha=0.5)\n", + " \n", + " break\n", + " #fname = 'out/step_%04d.png' % (k,)\n", + " #plt.savefig(fname, dpi=200)\n", + " #print(\"saved\", fname, 'loss', loss.item())\n", + " #plt.close(fig)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/seminars/seminar-9-nf-3/nflib/spline_flows.py b/seminars/seminar-9-nf-3/nflib/spline_flows.py new file mode 100644 index 0000000..9ff6ef7 --- /dev/null +++ b/seminars/seminar-9-nf-3/nflib/spline_flows.py @@ -0,0 +1,254 @@ +""" +Neural Spline Flows, coupling and autoregressive + +Paper reference: Durkan et al https://arxiv.org/abs/1906.04032 +Code reference: slightly modified https://github.com/tonyduan/normalizing-flows/blob/master/nf/flows.py +""" + +import numpy as np +import torch +import torch.nn as nn +import torch.nn.init as init +import torch.nn.functional as F + +from nflib.nets import MLP + +DEFAULT_MIN_BIN_WIDTH = 1e-3 +DEFAULT_MIN_BIN_HEIGHT = 1e-3 +DEFAULT_MIN_DERIVATIVE = 1e-3 + +def searchsorted(bin_locations, inputs, eps=1e-6): + bin_locations[..., -1] += eps + return torch.sum( + inputs[..., None] >= bin_locations, + dim=-1 + ) - 1 + +def unconstrained_RQS(inputs, unnormalized_widths, unnormalized_heights, + unnormalized_derivatives, inverse=False, + tail_bound=1., min_bin_width=DEFAULT_MIN_BIN_WIDTH, + min_bin_height=DEFAULT_MIN_BIN_HEIGHT, + min_derivative=DEFAULT_MIN_DERIVATIVE): + inside_intvl_mask = (inputs >= -tail_bound) & (inputs <= tail_bound) + outside_interval_mask = ~inside_intvl_mask + + outputs = torch.zeros_like(inputs) + logabsdet = torch.zeros_like(inputs) + + unnormalized_derivatives = F.pad(unnormalized_derivatives, pad=(1, 1)) + constant = np.log(np.exp(1 - min_derivative) - 1) + unnormalized_derivatives[..., 0] = constant + unnormalized_derivatives[..., -1] = constant + + outputs[outside_interval_mask] = inputs[outside_interval_mask] + logabsdet[outside_interval_mask] = 0 + + outputs[inside_intvl_mask], logabsdet[inside_intvl_mask] = RQS( + inputs=inputs[inside_intvl_mask], + unnormalized_widths=unnormalized_widths[inside_intvl_mask, :], + unnormalized_heights=unnormalized_heights[inside_intvl_mask, :], + unnormalized_derivatives=unnormalized_derivatives[inside_intvl_mask, :], + inverse=inverse, + left=-tail_bound, right=tail_bound, bottom=-tail_bound, top=tail_bound, + min_bin_width=min_bin_width, + min_bin_height=min_bin_height, + min_derivative=min_derivative + ) + return outputs, logabsdet + +def RQS(inputs, unnormalized_widths, unnormalized_heights, + unnormalized_derivatives, inverse=False, left=0., right=1., + bottom=0., top=1., min_bin_width=DEFAULT_MIN_BIN_WIDTH, + min_bin_height=DEFAULT_MIN_BIN_HEIGHT, + min_derivative=DEFAULT_MIN_DERIVATIVE): + if torch.min(inputs) < left or torch.max(inputs) > right: + raise ValueError("Input outside domain") + + num_bins = unnormalized_widths.shape[-1] + + if min_bin_width * num_bins > 1.0: + raise ValueError('Minimal bin width too large for the number of bins') + if min_bin_height * num_bins > 1.0: + raise ValueError('Minimal bin height too large for the number of bins') + + widths = F.softmax(unnormalized_widths, dim=-1) + widths = min_bin_width + (1 - min_bin_width * num_bins) * widths + cumwidths = torch.cumsum(widths, dim=-1) + cumwidths = F.pad(cumwidths, pad=(1, 0), mode='constant', value=0.0) + cumwidths = (right - left) * cumwidths + left + cumwidths[..., 0] = left + cumwidths[..., -1] = right + widths = cumwidths[..., 1:] - cumwidths[..., :-1] + + derivatives = min_derivative + F.softplus(unnormalized_derivatives) + + heights = F.softmax(unnormalized_heights, dim=-1) + heights = min_bin_height + (1 - min_bin_height * num_bins) * heights + cumheights = torch.cumsum(heights, dim=-1) + cumheights = F.pad(cumheights, pad=(1, 0), mode='constant', value=0.0) + cumheights = (top - bottom) * cumheights + bottom + cumheights[..., 0] = bottom + cumheights[..., -1] = top + heights = cumheights[..., 1:] - cumheights[..., :-1] + + if inverse: + bin_idx = searchsorted(cumheights, inputs)[..., None] + else: + bin_idx = searchsorted(cumwidths, inputs)[..., None] + + input_cumwidths = cumwidths.gather(-1, bin_idx)[..., 0] + input_bin_widths = widths.gather(-1, bin_idx)[..., 0] + + input_cumheights = cumheights.gather(-1, bin_idx)[..., 0] + delta = heights / widths + input_delta = delta.gather(-1, bin_idx)[..., 0] + + input_derivatives = derivatives.gather(-1, bin_idx)[..., 0] + input_derivatives_plus_one = derivatives[..., 1:].gather(-1, bin_idx) + input_derivatives_plus_one = input_derivatives_plus_one[..., 0] + + input_heights = heights.gather(-1, bin_idx)[..., 0] + + if inverse: + a = (((inputs - input_cumheights) * (input_derivatives \ + + input_derivatives_plus_one - 2 * input_delta) \ + + input_heights * (input_delta - input_derivatives))) + b = (input_heights * input_derivatives - (inputs - input_cumheights) \ + * (input_derivatives + input_derivatives_plus_one \ + - 2 * input_delta)) + c = - input_delta * (inputs - input_cumheights) + + discriminant = b.pow(2) - 4 * a * c + assert (discriminant >= 0).all() + + root = (2 * c) / (-b - torch.sqrt(discriminant)) + outputs = root * input_bin_widths + input_cumwidths + + theta_one_minus_theta = root * (1 - root) + denominator = input_delta \ + + ((input_derivatives + input_derivatives_plus_one \ + - 2 * input_delta) * theta_one_minus_theta) + derivative_numerator = input_delta.pow(2) \ + * (input_derivatives_plus_one * root.pow(2) \ + + 2 * input_delta * theta_one_minus_theta \ + + input_derivatives * (1 - root).pow(2)) + logabsdet = torch.log(derivative_numerator) - 2 * torch.log(denominator) + return outputs, -logabsdet + else: + theta = (inputs - input_cumwidths) / input_bin_widths + theta_one_minus_theta = theta * (1 - theta) + + numerator = input_heights * (input_delta * theta.pow(2) \ + + input_derivatives * theta_one_minus_theta) + denominator = input_delta + ((input_derivatives \ + + input_derivatives_plus_one - 2 * input_delta) \ + * theta_one_minus_theta) + outputs = input_cumheights + numerator / denominator + + derivative_numerator = input_delta.pow(2) \ + * (input_derivatives_plus_one * theta.pow(2) \ + + 2 * input_delta * theta_one_minus_theta \ + + input_derivatives * (1 - theta).pow(2)) + logabsdet = torch.log(derivative_numerator) - 2 * torch.log(denominator) + return outputs, logabsdet + +class NSF_AR(nn.Module): + """ Neural spline flow, coupling layer, [Durkan et al. 2019] """ + + def __init__(self, dim, K=5, B=3, hidden_dim=8, base_network=MLP): + super().__init__() + self.dim = dim + self.K = K + self.B = B + self.layers = nn.ModuleList() + self.init_param = nn.Parameter(torch.Tensor(3 * K - 1)) + for i in range(1, dim): + self.layers += [base_network(i, 3 * K - 1, hidden_dim)] + self.reset_parameters() + + def reset_parameters(self): + init.uniform_(self.init_param, - 1 / 2, 1 / 2) + + def forward(self, x): + z = torch.zeros_like(x) + log_det = torch.zeros(z.shape[0]) + for i in range(self.dim): + if i == 0: + init_param = self.init_param.expand(x.shape[0], 3 * self.K - 1) + W, H, D = torch.split(init_param, self.K, dim = 1) + else: + out = self.layers[i - 1](x[:, :i]) + W, H, D = torch.split(out, self.K, dim = 1) + W, H = torch.softmax(W, dim = 1), torch.softmax(H, dim = 1) + W, H = 2 * self.B * W, 2 * self.B * H + D = F.softplus(D) + z[:, i], ld = unconstrained_RQS(x[:, i], W, H, D, inverse=False, tail_bound=self.B) + log_det += ld + return z, log_det + + def backward(self, z): + x = torch.zeros_like(z) + log_det = torch.zeros(x.shape[0]) + for i in range(self.dim): + if i == 0: + init_param = self.init_param.expand(x.shape[0], 3 * self.K - 1) + W, H, D = torch.split(init_param, self.K, dim = 1) + else: + out = self.layers[i - 1](x[:, :i]) + W, H, D = torch.split(out, self.K, dim = 1) + W, H = torch.softmax(W, dim = 1), torch.softmax(H, dim = 1) + W, H = 2 * self.B * W, 2 * self.B * H + D = F.softplus(D) + x[:, i], ld = unconstrained_RQS(z[:, i], W, H, D, inverse = True, tail_bound = self.B) + log_det += ld + return x, log_det + + +class NSF_CL(nn.Module): + """ Neural spline flow, coupling layer, [Durkan et al. 2019] """ + + def __init__(self, dim, K=5, B=3, hidden_dim=8, base_network=MLP): + super().__init__() + self.dim = dim + self.K = K + self.B = B + self.f1 = base_network(dim // 2, (3 * K - 1) * dim // 2, hidden_dim) + self.f2 = base_network(dim // 2, (3 * K - 1) * dim // 2, hidden_dim) + + def forward(self, x): + log_det = torch.zeros(x.shape[0]) + lower, upper = x[:, :self.dim // 2], x[:, self.dim // 2:] + out = self.f1(lower).reshape(-1, self.dim // 2, 3 * self.K - 1) + W, H, D = torch.split(out, self.K, dim = 2) + W, H = torch.softmax(W, dim = 2), torch.softmax(H, dim = 2) + W, H = 2 * self.B * W, 2 * self.B * H + D = F.softplus(D) + upper, ld = unconstrained_RQS(upper, W, H, D, inverse=False, tail_bound=self.B) + log_det += torch.sum(ld, dim = 1) + out = self.f2(upper).reshape(-1, self.dim // 2, 3 * self.K - 1) + W, H, D = torch.split(out, self.K, dim = 2) + W, H = torch.softmax(W, dim = 2), torch.softmax(H, dim = 2) + W, H = 2 * self.B * W, 2 * self.B * H + D = F.softplus(D) + lower, ld = unconstrained_RQS(lower, W, H, D, inverse=False, tail_bound=self.B) + log_det += torch.sum(ld, dim = 1) + return torch.cat([lower, upper], dim = 1), log_det + + def backward(self, z): + log_det = torch.zeros(z.shape[0]) + lower, upper = z[:, :self.dim // 2], z[:, self.dim // 2:] + out = self.f2(upper).reshape(-1, self.dim // 2, 3 * self.K - 1) + W, H, D = torch.split(out, self.K, dim = 2) + W, H = torch.softmax(W, dim = 2), torch.softmax(H, dim = 2) + W, H = 2 * self.B * W, 2 * self.B * H + D = F.softplus(D) + lower, ld = unconstrained_RQS(lower, W, H, D, inverse=True, tail_bound=self.B) + log_det += torch.sum(ld, dim = 1) + out = self.f1(lower).reshape(-1, self.dim // 2, 3 * self.K - 1) + W, H, D = torch.split(out, self.K, dim = 2) + W, H = torch.softmax(W, dim = 2), torch.softmax(H, dim = 2) + W, H = 2 * self.B * W, 2 * self.B * H + D = F.softplus(D) + upper, ld = unconstrained_RQS(upper, W, H, D, inverse = True, tail_bound = self.B) + log_det += torch.sum(ld, dim = 1) + return torch.cat([lower, upper], dim = 1), log_det \ No newline at end of file diff --git a/seminars/seminar-9/1.aae.ipynb b/seminars/seminar-9/1.aae.ipynb deleted file mode 100644 index 82fd4a3..0000000 --- a/seminars/seminar-9/1.aae.ipynb +++ /dev/null @@ -1,352 +0,0 @@ -{ - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.8" - }, - "colab": { - "name": "1.aae.ipynb", - "provenance": [] - }, - "accelerator": "GPU" - }, - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "id": "M3QD3ugjaxIN", - "colab_type": "text" - }, - "source": [ - "\"Open" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "iiV4GELubv0j", - "colab_type": "code", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 332 - }, - "outputId": "3ff2b742-8ae2-49fc-c651-c724b53185c8" - }, - "source": [ - "!pip install comet-ml\n", - "\n", - "# import comet_ml in the top of your file\n", - "from comet_ml import Experiment\n", - " \n", - "# Add the following code anywhere in your machine learning file\n", - "experiment = Experiment(api_key=\"lODeHEtCf7XLaV6DJrOfugNcA\",\n", - " project_name=\"hse-gans-aae\", workspace=\"holybayes\")" - ], - "execution_count": 1, - "outputs": [ - { - "output_type": "stream", - "text": [ - "Requirement already satisfied: comet-ml in /usr/local/lib/python3.6/dist-packages (3.1.1)\n", - "Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from comet-ml) (1.12.0)\n", - "Requirement already satisfied: comet-git-pure>=0.19.11 in /usr/local/lib/python3.6/dist-packages (from comet-ml) (0.19.15)\n", - "Requirement already satisfied: everett[ini]>=1.0.1; python_version >= \"3.0\" in /usr/local/lib/python3.6/dist-packages (from comet-ml) (1.0.2)\n", - "Requirement already satisfied: nvidia-ml-py3>=7.352.0 in /usr/local/lib/python3.6/dist-packages (from comet-ml) (7.352.0)\n", - "Requirement already satisfied: wurlitzer>=1.0.2 in /usr/local/lib/python3.6/dist-packages (from comet-ml) (2.0.0)\n", - "Requirement already satisfied: netifaces>=0.10.7 in /usr/local/lib/python3.6/dist-packages (from comet-ml) (0.10.9)\n", - "Requirement already satisfied: websocket-client>=0.55.0 in /usr/local/lib/python3.6/dist-packages (from comet-ml) (0.57.0)\n", - "Requirement already satisfied: jsonschema<3.1.0,>=2.6.0 in /usr/local/lib/python3.6/dist-packages (from comet-ml) (2.6.0)\n", - "Requirement already satisfied: requests>=2.18.4 in /usr/local/lib/python3.6/dist-packages (from comet-ml) (2.21.0)\n", - "Requirement already satisfied: urllib3>=1.24.1 in /usr/local/lib/python3.6/dist-packages (from comet-git-pure>=0.19.11->comet-ml) (1.24.3)\n", - "Requirement already satisfied: certifi in /usr/local/lib/python3.6/dist-packages (from comet-git-pure>=0.19.11->comet-ml) (2019.11.28)\n", - "Requirement already satisfied: configobj; extra == \"ini\" in /usr/local/lib/python3.6/dist-packages (from everett[ini]>=1.0.1; python_version >= \"3.0\"->comet-ml) (5.0.6)\n", - "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests>=2.18.4->comet-ml) (3.0.4)\n", - "Requirement already satisfied: idna<2.9,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests>=2.18.4->comet-ml) (2.8)\n" - ], - "name": "stdout" - }, - { - "output_type": "stream", - "text": [ - "COMET INFO: Experiment is live on comet.ml https://www.comet.ml/holybayes/hse-gans-aae/2f0b2c25e56d43a29ef9ce1461f322fa\n", - "\n" - ], - "name": "stderr" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "In3JGXgmaxIT", - "colab_type": "code", - "colab": {} - }, - "source": [ - "import torch\n", - "import torch.nn as nn\n", - "import torch.nn.functional as F\n", - "import torch.autograd as autograd\n", - "import torch.optim as optim\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib.gridspec as gridspec\n", - "import os\n", - "from torch.autograd import Variable\n", - "from torch.utils.data import Dataset, DataLoader\n", - "from torchvision import transforms, datasets" - ], - "execution_count": 0, - "outputs": [] - }, - { - "cell_type": "code", - "metadata": { - "id": "s6BdrapvaxIb", - "colab_type": "code", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 89 - }, - "outputId": "0e854f0a-a724-49b1-ba97-7950ae5f9091" - }, - "source": [ - "batch_size = 256\n", - "\n", - "transform = transforms.Compose([\n", - " transforms.CenterCrop(160),\n", - " transforms.Scale(64),\n", - " transforms.ToTensor(),\n", - " #transforms.Normalize(mean=(0.5, 0.5, 0.5), std=(0.5, 0.5, 0.5))\n", - " ])\n", - "\n", - "dataset = datasets.CIFAR10('./data/',transform=transform,download=True)\n", - "data_loader = DataLoader(dataset, batch_size=batch_size, shuffle=True, num_workers=20, drop_last=True)" - ], - "execution_count": 3, - "outputs": [ - { - "output_type": "stream", - "text": [ - "/usr/local/lib/python3.6/dist-packages/torchvision/transforms/transforms.py:220: UserWarning: The use of the transforms.Scale transform is deprecated, please use transforms.Resize instead.\n", - " \"please use transforms.Resize instead.\")\n" - ], - "name": "stderr" - }, - { - "output_type": "stream", - "text": [ - "Files already downloaded and verified\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "FzL9aTSvaxIh", - "colab_type": "code", - "colab": {} - }, - "source": [ - "cuda = True\n", - "cnt = 0\n", - "lr = 1e-4\n", - "\n", - "nc = 3 # number of channels\n", - "nz = 64 # size of latent vector\n", - "\n", - "\n", - "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n", - "\n", - "class Decoder(nn.Module):\n", - " def __init__(self):\n", - " super(Decoder, self).__init__()\n", - " ??? # WRITE YOUR CODE HERE\n", - "\n", - " def forward(self, x):\n", - " ??? # WRITE YOUR CODE HERE\n", - "\n", - "class Encoder(nn.Module):\n", - " def __init__(self):\n", - " ??? # WRITE YOUR CODE HERE\n", - "\n", - " def forward(self, x):\n", - " ??? # WRITE YOUR CODE HERE\n", - "\n", - "class Discriminator(nn.Module):\n", - " def __init__(self):\n", - " ??? # WRITE YOUR CODE HERE\n", - " \n", - " def forward(self, x):\n", - " ??? # WRITE YOUR CODE HERE\n", - "\n", - "Q = Encoder().to(device)\n", - "P = Decoder().to(device)\n", - "D = Discriminator().to(device)\n", - "\n", - "def reset_grad():\n", - " Q.zero_grad()\n", - " P.zero_grad()\n", - " D.zero_grad()" - ], - "execution_count": 0, - "outputs": [] - }, - { - "cell_type": "code", - "metadata": { - "id": "i6qk1b1naxIo", - "colab_type": "code", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 631 - }, - "outputId": "cdfb6c3d-389f-477b-d35e-3047df00fe8b" - }, - "source": [ - "Q_optim = ??? # WRITE YOUR CODE HERE\n", - "P_optim = ??? # WRITE YOUR CODE HERE\n", - "D_optim = ??? # WRITE YOUR CODE HERE\n", - "\n", - "for it in range(100000):\n", - "\n", - " for batch_idx, batch_item in enumerate(data_loader):\n", - " #X = sample_X(mb_size)\n", - " \"\"\" Reconstruction phase \"\"\"\n", - " X = batch_item[0].to(device)\n", - "\n", - " z_sample = Q(X)\n", - "\n", - " X_sample = P(z_sample)\n", - " recon_loss = ??? # WRITE YOUR CODE HERE\n", - "\n", - " recon_loss.backward()\n", - " P_optim.step()\n", - " Q_optim.step()\n", - " reset_grad()\n", - "\n", - " \"\"\" Regularization phase \"\"\"\n", - " # Discriminator\n", - " for _ in range(5):\n", - " z_real = torch.randn(batch_size, nz).to(device)\n", - " \n", - " z_fake = Q(X).view(batch_size,-1)\n", - "\n", - " D_real = D(z_real)\n", - " D_fake = D(z_fake)\n", - "\n", - " D_loss = ??? # WRITE YOUR CODE HERE\n", - "\n", - " D_loss.backward()\n", - " D_optim.step()\n", - "\n", - " # Weight clipping\n", - " for p in D.parameters():\n", - " p.data.clamp_(-0.01, 0.01)\n", - "\n", - " reset_grad()\n", - "\n", - " # Generator\n", - " z_fake = Q(X).view(batch_size,-1)\n", - " D_fake = D(z_fake)\n", - "\n", - " #G_loss = -torch.mean(torch.log(D_fake))\n", - " G_loss = -torch.mean(D_fake)\n", - "\n", - " G_loss.backward()\n", - " Q_optim.step()\n", - " reset_grad()\n", - "\n", - " experiment.log_metrics({'D_loss': D_loss.item(), 'G_loss': G_loss.item(), 'recon_loss': recon_loss.item()}, \n", - " step=batch_idx, epoch=it)\n", - "\n", - " # Print and plot every now and then\n", - " if batch_idx % 100 == 0:\n", - "\n", - " z_real = z_real.unsqueeze(2).unsqueeze(3) # add 2 dimensions\n", - " if cnt % 2 == 0:\n", - " samples = P(z_real) # Generated\n", - " else:\n", - " samples = X_sample # Reconstruction\n", - " #samples = X_sample\n", - " samples = samples.cpu()\n", - " samples = samples.data.numpy()[:16]\n", - "\n", - " plt.figure(figsize=(4, 4))\n", - " gs = gridspec.GridSpec(4, 4)\n", - " gs.update(wspace=0.05, hspace=0.05)\n", - "\n", - " for i, sample in enumerate(samples):\n", - " ax = plt.subplot(gs[i])\n", - " plt.axis('off')\n", - " ax.set_xticklabels([])\n", - " ax.set_yticklabels([])\n", - " ax.set_aspect('equal')\n", - " sample = np.swapaxes(sample,0,2)\n", - " plt.imshow(sample)\n", - "\n", - " experiment.log_figure('samples', figure=plt, step=cnt)\n", - " \n", - " cnt += 1" - ], - "execution_count": 6, - "outputs": [ - { - "output_type": "error", - "ename": "KeyboardInterrupt", - "evalue": "ignored", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 15\u001b[0m \u001b[0mrecon_loss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mF\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmse_loss\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX_sample\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 16\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 17\u001b[0;31m \u001b[0mrecon_loss\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 18\u001b[0m \u001b[0mP_solver\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 19\u001b[0m \u001b[0mQ_solver\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/comet_ml/monkey_patching.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 290\u001b[0m )\n\u001b[1;32m 291\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 292\u001b[0;31m \u001b[0mreturn_value\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0moriginal\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 293\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 294\u001b[0m \u001b[0;31m# Call after callbacks once we have the return value\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/tensor.py\u001b[0m in \u001b[0;36mbackward\u001b[0;34m(self, gradient, retain_graph, create_graph)\u001b[0m\n\u001b[1;32m 193\u001b[0m \u001b[0mproducts\u001b[0m\u001b[0;34m.\u001b[0m \u001b[0mDefaults\u001b[0m \u001b[0mto\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m`\u001b[0m\u001b[0;31m`\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;31m`\u001b[0m\u001b[0;31m`\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 194\u001b[0m \"\"\"\n\u001b[0;32m--> 195\u001b[0;31m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mautograd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgradient\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mretain_graph\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcreate_graph\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 196\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 197\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mregister_hook\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhook\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/autograd/__init__.py\u001b[0m in \u001b[0;36mbackward\u001b[0;34m(tensors, grad_tensors, retain_graph, create_graph, grad_variables)\u001b[0m\n\u001b[1;32m 97\u001b[0m Variable._execution_engine.run_backward(\n\u001b[1;32m 98\u001b[0m \u001b[0mtensors\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgrad_tensors\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mretain_graph\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcreate_graph\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 99\u001b[0;31m allow_unreachable=True) # allow_unreachable flag\n\u001b[0m\u001b[1;32m 100\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 101\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " - ] - }, - { - "output_type": "display_data", - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAOwAAADnCAYAAAAdFLrXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\npDT6DQAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "vpBzPu1pcNEh", - "colab_type": "code", - "colab": {} - }, - "source": [ - "" - ], - "execution_count": 0, - "outputs": [] - } - ] -} \ No newline at end of file diff --git a/seminars/seminar-9/2.alpha_gan.ipynb b/seminars/seminar-9/2.alpha_gan.ipynb deleted file mode 100644 index bf3dc2f..0000000 --- a/seminars/seminar-9/2.alpha_gan.ipynb +++ /dev/null @@ -1,2270 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "x2fkdYZmmquY" - }, - "source": [ - "\"Open" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "BJIoR_FfnOO2" - }, - "source": [ - "Some code is taken from [github](https://github.com/victor-shepardson/alpha-GAN)" - ] - }, - { - "cell_type": "code", - "execution_count": 0, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "Gqf8beTxmquc" - }, - "outputs": [], - "source": [ - "use_gpu = True\n", - "data_dir = './data/'" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 156 - }, - "colab_type": "code", - "id": "GlYIoMsImquj", - "outputId": "d6fa3d49-ef24-476f-93d4-e3532c90a2bb" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Cloning into 'DeepGenerativeModels'...\n", - "remote: Enumerating objects: 37, done.\u001b[K\n", - "remote: Counting objects: 100% (37/37), done.\u001b[K\n", - "remote: Compressing objects: 100% (25/25), done.\u001b[K\n", - "remote: Total 156 (delta 14), reused 30 (delta 7), pack-reused 119\u001b[K\n", - "Receiving objects: 100% (156/156), 52.73 MiB | 10.32 MiB/s, done.\n", - "Resolving deltas: 100% (59/59), done.\n", - "/content/DeepGenerativeModels/seminars/seminar-9\n" - ] - } - ], - "source": [ - "import sys\n", - "sys.path.append('../')\n", - "\n", - "COLAB = True # Change this variable if you are running the notebook on Colab\n", - "if COLAB:\n", - " !git clone https://github.com/HSE-LAMBDA/DeepGenerativeModels.git\n", - " %cd DeepGenerativeModels/seminars/seminar-9/\n", - "\n", - "%load_ext autoreload\n", - "%autoreload 1\n", - "%aimport alphagan" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 35 - }, - "colab_type": "code", - "id": "TBEG6shtmquq", - "outputId": "4be6db47-5b02-4766-ac4a-8782e00cbbe1" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Requirement already satisfied: psutil in /usr/local/lib/python3.6/dist-packages (5.4.8)\n" - ] - } - ], - "source": [ - "!pip install psutil" - ] - }, - { - "cell_type": "code", - "execution_count": 0, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "LTaxigymmqux" - }, - "outputs": [], - "source": [ - "from collections import defaultdict\n", - "from psutil import cpu_count\n", - "\n", - "import numpy as np\n", - "import pandas as pd\n", - "\n", - "import torch\n", - "from torch import nn\n", - "from torch.nn import init, Parameter\n", - "import torch.nn.functional as F\n", - "from torch.autograd import Variable\n", - "from torch.utils.data import DataLoader\n", - "from torchvision import datasets, models, transforms\n", - "from torchvision.utils import make_grid\n", - "\n", - "import matplotlib.pyplot as plt\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 0, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "DPd1ufsMmqu4" - }, - "outputs": [], - "source": [ - "# get a image data set into a tensor, scale to (-1, 1), discarding labels\n", - "def torchvision_dataset(dset_fn, train=True):\n", - " dset = dset_fn(\n", - " data_dir,\n", - " train=train,\n", - " transform=transforms.Compose([\n", - " transforms.ToTensor()\n", - " ]),\n", - " target_transform=None,\n", - " download=True)\n", - " return torch.stack(list(zip(*dset))[0])*2-1" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 119, - "referenced_widgets": [ - "19ab040ed7714754817b312b0af63c3a", - "e36e9f37a9df4ef8aa87f4209c86e5a6", - "45a501258fd44fb888990f8a74121977", - "082e4f395f38407a94b22ed373b45a44", - "e9be692b5b734a189974d77fdcc633dd", - "00fe4fb7a50646c58ec33e1c005b07b8", - "5e0d087e8c72421fb2b1919dbba3a377", - "66ccd6417930418b98da96115493e140" - ] - }, - "colab_type": "code", - "id": "zpMHzRbxmqu9", - "outputId": "70f7a6c4-3216-4b36-a6b9-c072b7c255d9" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Downloading https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz to ./data/cifar-10-python.tar.gz\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "19ab040ed7714754817b312b0af63c3a", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(IntProgress(value=1, bar_style='info', max=1), HTML(value='')))" - ] - }, - "metadata": { - "tags": [] - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Extracting ./data/cifar-10-python.tar.gz to ./data/\n", - "Files already downloaded and verified\n", - "torch.Size([50000, 3, 32, 32])\n" - ] - } - ], - "source": [ - "cifar = torchvision_dataset(datasets.CIFAR10, train=True)\n", - "cifar_test = torchvision_dataset(datasets.CIFAR10, train=False)\n", - "print(cifar.size())" - ] - }, - { - "cell_type": "code", - "execution_count": 0, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "9gdgxJ6WmqvE" - }, - "outputs": [], - "source": [ - "batch_size = 64\n", - "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')" - ] - }, - { - "cell_type": "code", - "execution_count": 0, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "jM_FifCgmqvL" - }, - "outputs": [], - "source": [ - "num_workers = cpu_count() if use_gpu else 0\n", - "\n", - "X_train = DataLoader(cifar, batch_size=batch_size, shuffle=True,\n", - " num_workers=num_workers, pin_memory=use_gpu)\n", - "X_test = DataLoader(cifar_test, batch_size=batch_size, shuffle=False,\n", - " num_workers=num_workers, pin_memory=use_gpu)" - ] - }, - { - "cell_type": "code", - "execution_count": 0, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "711zLWLhmqvQ" - }, - "outputs": [], - "source": [ - "class ChannelsToLinear(nn.Linear):\n", - " \"\"\"Flatten a Variable to 2d and apply Linear layer\"\"\"\n", - " def forward(self, x):\n", - " b = x.size(0)\n", - " return super().forward(x.view(b,-1))\n", - "\n", - "class LinearToChannels2d(nn.Linear):\n", - " \"\"\"Reshape 2d Variable to 4d after Linear layer\"\"\"\n", - " def __init__(self, m, n, w=1, h=None, **kw):\n", - " h = h or w\n", - " super().__init__(m, n*w*h, **kw)\n", - " self.w = w\n", - " self.h = h\n", - " def forward(self, x):\n", - " b = x.size(0)\n", - " return super().forward(x).view(b, -1, self.w, self.h)\n", - "\n", - "class ResBlock(nn.Module):\n", - " \"\"\"Simple ResNet block\"\"\"\n", - " def __init__(self, c,\n", - " activation=nn.LeakyReLU, norm=nn.BatchNorm2d,\n", - " init_gain=1, groups=1):\n", - " super().__init__()\n", - " self.a1 = activation()\n", - " self.a2 = activation()\n", - " self.norm1 = norm and norm(c)\n", - " self.norm2 = norm and norm(c)\n", - " \n", - " to_init = []\n", - " self.conv1 = nn.Conv2d(\n", - " c, c, 3, 1, 1, bias=bool(norm), groups=groups)\n", - " to_init.append(self.conv1.weight) \n", - " self.conv2 = nn.Conv2d(\n", - " c, c, 3, 1, 1, bias=bool(norm), groups=groups)\n", - " to_init.append(self.conv2.weight)\n", - " \n", - " # if using grouping, add a 1x1 convolution to each conv layer\n", - " if groups!=1:\n", - " self.conv1 = nn.Sequential(\n", - " self.conv1, nn.Conv2d(c,c,1,bias=bool(norm)))\n", - " self.conv2 = nn.Sequential(\n", - " self.conv2, nn.Conv2d(c,c,1,bias=bool(norm)))\n", - " to_init.extend([self.conv1[1].weight, self.conv2[1].weight])\n", - " \n", - " # init\n", - " for w in to_init:\n", - " init.xavier_normal(w, init_gain)\n", - " \n", - " def forward(self, x):\n", - " y = self.conv1(x)\n", - " if self.norm1:\n", - " y = self.norm1(y)\n", - " y = self.a1(y)\n", - " \n", - " y = self.conv2(y)\n", - " if self.norm2:\n", - " y = self.norm2(y)\n", - " \n", - " return self.a2(x+y)" - ] - }, - { - "cell_type": "code", - "execution_count": 0, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "kSH_ZZVqmqvW" - }, - "outputs": [], - "source": [ - "latent_dim = 128" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 89 - }, - "colab_type": "code", - "id": "wUDjcb0Amqve", - "outputId": "75ec52a6-e861-43df-ccde-7d60f6cc8c29" - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:47: UserWarning: nn.init.xavier_normal is now deprecated in favor of nn.init.xavier_normal_.\n", - "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:14: UserWarning: nn.init.xavier_normal is now deprecated in favor of nn.init.xavier_normal_.\n", - " \n" - ] - } - ], - "source": [ - "# encoder network\n", - "h = 128\n", - "resample = nn.AvgPool2d\n", - "norm = nn.BatchNorm2d#None\n", - "a, g = nn.ReLU, init.calculate_gain('relu')\n", - "groups = 1#h//8\n", - "E = nn.Sequential(\n", - " nn.Conv2d(3,h,5,1,2), resample(2), a(),\n", - " ResBlock(h, activation=a, norm=norm, init_gain=g, groups=groups), resample(2),\n", - " ResBlock(h, activation=a, norm=norm, init_gain=g, groups=groups), resample(2),\n", - " ResBlock(h, activation=a, norm=norm, init_gain=g, groups=groups),\n", - " ChannelsToLinear(h*16, latent_dim)\n", - ")\n", - "for layer in (0,8):\n", - " init.xavier_normal(E[layer].weight, g)\n", - "\n", - "t = Variable(torch.randn(batch_size,3,32,32))\n", - "assert E(t).size() == (batch_size,latent_dim)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 89 - }, - "colab_type": "code", - "id": "gt2HwTsVmqvi", - "outputId": "2303df25-d60e-427f-a19b-07d86205b0ee" - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:47: UserWarning: nn.init.xavier_normal is now deprecated in favor of nn.init.xavier_normal_.\n", - "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:15: UserWarning: nn.init.xavier_normal is now deprecated in favor of nn.init.xavier_normal_.\n", - " from ipykernel import kernelapp as app\n" - ] - } - ], - "source": [ - "# generator network\n", - "h = 128\n", - "norm = nn.BatchNorm2d#None\n", - "a, g = nn.ReLU, init.calculate_gain('relu')\n", - "groups = 1#h//8\n", - "resample = lambda x: nn.Upsample(scale_factor=x)\n", - "G = nn.Sequential(\n", - " LinearToChannels2d(latent_dim,h,4,4), a(),\n", - " ResBlock(h, activation=a, norm=norm, init_gain=g, groups=groups), resample(2),\n", - " ResBlock(h, activation=a, norm=norm, init_gain=g, groups=groups), resample(2),\n", - " ResBlock(h, activation=a, norm=norm, init_gain=g, groups=groups), resample(2),\n", - " ResBlock(h, activation=a, norm=norm, init_gain=g, groups=groups),\n", - " nn.Conv2d(h, 3, 1), nn.Tanh()\n", - ")\n", - "for layer in (0,9):\n", - " init.xavier_normal(G[layer].weight, g)\n", - "\n", - "t = Variable(torch.randn(batch_size,latent_dim))\n", - "assert G(t).size() == (batch_size,3,32,32)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 89 - }, - "colab_type": "code", - "id": "c5WfohkOmqvo", - "outputId": "677a1fa5-1500-4332-90b9-e0fc7e37a2e3" - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:47: UserWarning: nn.init.xavier_normal is now deprecated in favor of nn.init.xavier_normal_.\n", - "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:15: UserWarning: nn.init.xavier_normal is now deprecated in favor of nn.init.xavier_normal_.\n", - " from ipykernel import kernelapp as app\n" - ] - } - ], - "source": [ - "# discriminator network\n", - "h = 128\n", - "resample = nn.AvgPool2d\n", - "norm = nn.BatchNorm2d\n", - "a, g = lambda: nn.LeakyReLU(.2), init.calculate_gain('leaky_relu', .2)\n", - "groups = 1\n", - "\n", - "D = nn.Sequential(\n", - " nn.Conv2d(3,h,5,1,2), resample(2), a(),\n", - " ResBlock(h, activation=a, norm=norm, init_gain=g, groups=groups), resample(2),\n", - " ResBlock(h, activation=a, norm=norm, init_gain=g, groups=groups), resample(2),\n", - " ResBlock(h, activation=a, norm=norm, init_gain=g, groups=groups),\n", - " ChannelsToLinear(h*16, 1), nn.Sigmoid()\n", - ")\n", - "for layer in (0,8):\n", - " init.xavier_normal(D[layer].weight, g)\n", - " \n", - "t = Variable(torch.randn(batch_size,3,32,32))\n", - "assert D(t).size() == (batch_size,1)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 72 - }, - "colab_type": "code", - "id": "fZoywvDFmqvt", - "outputId": "fc341713-cc83-4d62-a9d4-7cfc559a3d53" - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:11: UserWarning: nn.init.xavier_normal is now deprecated in favor of nn.init.xavier_normal_.\n", - " # This is added back by InteractiveShellApp.init_path()\n" - ] - } - ], - "source": [ - "# code discriminator network\n", - "# no batch norm in the code discriminator, it causes trouble\n", - "h = 700\n", - "a, g = lambda: nn.LeakyReLU(.2), init.calculate_gain('leaky_relu', .2)\n", - "C = nn.Sequential(\n", - " nn.Linear(latent_dim, h), a(),\n", - " nn.Linear(h, h), a(),\n", - " nn.Linear(h, 1), nn.Sigmoid(),\n", - ")\n", - "\n", - "for i,layer in enumerate(C):\n", - " if i%2==0:\n", - " init.xavier_normal(layer.weight, g)\n", - "\n", - "t = Variable(torch.randn(batch_size,latent_dim))\n", - "assert C(t).size() == (batch_size,1)" - ] - }, - { - "cell_type": "code", - "execution_count": 0, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "1zhdeLETmqvy" - }, - "outputs": [], - "source": [ - "model = alphagan.AlphaGAN(E, G, D, C, latent_dim, lambd=40, z_lambd=0).to(device)" - ] - }, - { - "cell_type": "code", - "execution_count": 0, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "HEZWxcWTmqv4" - }, - "outputs": [], - "source": [ - "# model.load_state_dict(torch.load('../models/cifar10_dim_{}_lambda_{}_zlambd_{}_epochs_{}.torch'.format(\n", - "# latent_dim, model.lambd, model.z_lambd, 8\n", - "# )))" - ] - }, - { - "cell_type": "code", - "execution_count": 0, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "xaGc9COnmqv9" - }, - "outputs": [], - "source": [ - "diag = []\n", - "def log_fn(d):\n", - " d = pd.DataFrame(d)\n", - " diag.append(d)\n", - " print(d)\n", - "def checkpoint_fn(model, epoch):\n", - " path = '../models/cifar10_dim_{}_lambda_{}_zlambd_{}_epochs_{}.torch'.format(\n", - " model.latent_dim, model.lambd, model.z_lambd, epoch\n", - " )\n", - " torch.save(model.state_dict(), path)" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 531, - "referenced_widgets": [ - "db40e0128a3a4a518f66d76b1806c353", - "de4f03c00a1b49228be7c95f46b19eec", - "52aee75deda74a16802a3dcc4cee56de", - "352f55380b8d43a492c4f70d6a0e698c", - "e9ed4e8ddb9a4a1e9a52adcea5acf713", - "7f59c6c59c8f4c4e9b65b0849e73134d", - "d576e345dd344619afa7271ccf855888", - "fb91407de2e24f009559a2d1da775f10", - "7ee42f4703234956afc5ff5a4fda0f1c", - "bd84920c653f4c2d8fd6df0326d6a731", - "3bad0fb5d1d14f7fb51ebb3b1c00ab1b", - "ffd2b78ce4424a33a1a804d8febab240", - "90bdb49716734a009d579d18d1455732", - "2b077ae4248b4f6983c3ef99c332edae", - "9801ba49f2d04fdd9cfe2bf2406a39f7", - "353de7603de84401808a7c6e3bbdf35f", - "e50fe478f0824fb881210e37d29875c8", - "eb85fd3c8a894be188b8d7b4fc9a6acb", - "a26e02db2caf46e291e4cf2aa76e76ad", - "171f9d87475c4020804b22a1312bf89b", - "8d3fc534c4884cd78372d66fb5293868", - "723de5911e8b4d89974274db176d2777", - "47b4d89673b3499fa4bc0f956716f5d3", - "ced6c99c69d1496d9ca6b700a631e962", - "c5ab3b9fe04b400bbb56c46e67f48f7b", - "8a991f775b1647d38bbfb284a8749b6c", - "fcf741b3be19495987c11e4e32817861", - "2534a46353084dc69fad9571ce258981", - "536c5724ec104f679a92d16e89160279", - "2e14e504d59d4685a0bef108c47416a1", - "36aada7d2f6744158e0ff3fc6d3ce0a6", - "cd882cd2e2c74c47871b3e83408f2e14" - ] - }, - "colab_type": "code", - "id": "GsnwuFWhmqwD", - "outputId": "61173671-a5ff-44df-a5bc-28f783f5769e" - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "db40e0128a3a4a518f66d76b1806c353", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(IntProgress(value=0, description='epoch', max=10, style=ProgressStyle(description_width='initia…" - ] - }, - "metadata": { - "tags": [] - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "7ee42f4703234956afc5ff5a4fda0f1c", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(IntProgress(value=0, description='training batch', max=782, style=ProgressStyle(description_wid…" - ] - }, - "metadata": { - "tags": [] - }, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e50fe478f0824fb881210e37d29875c8", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(IntProgress(value=0, description='validating batch', max=157, style=ProgressStyle(description_w…" - ] - }, - "metadata": { - "tags": [] - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " train valid\n", - "code_adversarial_loss 1.282896 1.415141\n", - "adversarial_loss 1.598211 1.078382\n", - "reconstruction_loss 10.052920 9.644336\n", - "discriminator_loss 1.329990 1.389029\n", - "code_discriminator_loss 3.056269 2.253097\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c5ab3b9fe04b400bbb56c46e67f48f7b", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(IntProgress(value=0, description='training batch', max=782, style=ProgressStyle(description_wid…" - ] - }, - "metadata": { - "tags": [] - }, - "output_type": "display_data" - }, - { - "ename": "KeyboardInterrupt", - "evalue": "ignored", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mn_iter\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_epochs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mlog_fn\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlog_fn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlog_every\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mcheckpoint_fn\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcheckpoint_fn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcheckpoint_every\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m )\n", - "\u001b[0;32m/content/DeepGenerativeModels/seminars/seminar-9/alphagan.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, X_train, X_valid, opt_fn, opt_params, n_iter, n_batches, n_epochs, log_fn, log_every, checkpoint_fn, checkpoint_every)\u001b[0m\n\u001b[1;32m 248\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 249\u001b[0m diagnostic['train'].update( self._epoch(\n\u001b[0;32m--> 250\u001b[0;31m X_train, loss_fns, optimizers, n_iter, train_batches ))\n\u001b[0m\u001b[1;32m 251\u001b[0m \u001b[0;31m# validate for one epoch\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 252\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0meval\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/content/DeepGenerativeModels/seminars/seminar-9/alphagan.py\u001b[0m in \u001b[0;36m_epoch\u001b[0;34m(self, X, loss_fns, optimizers, n_iter, n_batches)\u001b[0m\n\u001b[1;32m 180\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mopt\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 181\u001b[0m \u001b[0mloss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloss_components\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 182\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzero_grad\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 183\u001b[0m \u001b[0mloss\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 184\u001b[0m \u001b[0mopt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36mzero_grad\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1096\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mp\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparameters\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1097\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgrad\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1098\u001b[0;31m \u001b[0mp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgrad\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdetach_\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1099\u001b[0m \u001b[0mp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgrad\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzero_\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1100\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " - ] - } - ], - "source": [ - "model.fit(\n", - " X_train, X_test,\n", - " n_iter=(2,1,1), n_epochs=10,\n", - " log_fn=log_fn, log_every=1,\n", - " checkpoint_fn=checkpoint_fn, checkpoint_every=2\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 501 - }, - "colab_type": "code", - "id": "MeGCc-H1mqwH", - "outputId": "ece106f8-b41e-49c9-f3fa-8b2bb6b0f5e4" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 20, - "metadata": { - "tags": [] - }, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAy8AAAHSCAYAAADlvvTeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "tags": [] - }, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "fig, ax = plt.subplots(1,1,figsize=(14,8))\n", - "diagnostic = pd.concat([pd.DataFrame(d.stack(), columns=[i]).T for i,d in enumerate(diag)])\n", - "cols = list('rgbcmy')\n", - "colors = defaultdict(lambda: cols.pop())\n", - "for c in diagnostic:\n", - " component, dataset = c\n", - " kw = {}\n", - " if dataset=='valid':\n", - " kw['label'] = component\n", - " else:\n", - " kw['ls'] = '--'\n", - " ax.plot(diagnostic[c].values, c=colors[component], **kw)\n", - "ax.legend(bbox_to_anchor=(1, 0.7))" - ] - }, - { - "cell_type": "code", - "execution_count": 0, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "gPD6ZU5CmqwL" - }, - "outputs": [], - "source": [ - "model.eval()\n", - "pass" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 499 - }, - "colab_type": "code", - "id": "Urm9V_FEmqwQ", - "outputId": "3ace1e58-0a79-4da4-86a0-9da172f156e6" - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6UAAAHiCAYAAAAQ42q7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUk37AAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "tags": [] - }, - "output_type": "display_data" - } - ], - "source": [ - "# samples\n", - "z, x = model(128, mode='sample')\n", - "fig, ax = plt.subplots(1,1,figsize=(16,12))\n", - "ax.imshow(make_grid(\n", - " x.data, nrow=16, range=(-1,1), normalize=True\n", - ").cpu().numpy().transpose(1,2,0), interpolation='nearest')\n", - "pass" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 166 - }, - "colab_type": "code", - "id": "p-5sSKTjmqwV", - "outputId": "3f9d8a08-f158-4268-831e-ac3b74788004" - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA54AAACVCAYAAAAwoCW5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0\ndHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOy9Wawl2XUltk7MEXd+85hzZVbWyCqS\nxUmk2CRoym4ZEiSjYTfUQDfc3WgY9o8N2P3RH/ZHf9qADQOWhXYbaMEty5YtNSWRFiWKY7FKrHmu\nHF/me/nm6Y4xRxx/7H3OvS/fI1UkVSi1OvZH3pdxb0SccZ9z9l57bSGlRCWVVFJJJZVUUkkllVRS\nSSWVfFhifNQFqKSSSiqppJJKKqmkkkoqqeRvtlQHz0oqqaSSSiqppJJKKqmkkko+VKkOnpVUUkkl\nlVRSSSWVVFJJJZV8qFIdPCuppJJKKqmkkkoqqaSSSir5UKU6eFZSSSWVVFJJJZVUUkkllVTyoUp1\n8KykkkoqqaSSSiqppJJKKqnkQ5Wf6+AphPglIcQNIcRtIcQ//asqVCWVVFJJJZVUUkkllVRSSSV/\nc0T8rHk8hRAmgJsAvgLgAYCXAPwnUsp3/+qKV0kllVRSSSWVVFJJJZVUUsm/7fLzeDyfA3BbSnlX\nSpkC+D8B/MpfTbEqqaSSSiqppJJKKqmkkkoq+Zsi1s9x7zKAjYn/PwDwqZ90gxDiZ3OvVlJJJZVU\nUkkllVRSSSWVVPJvgxxIKWcfvvjzHDw/kAgh/jGAf/xhv6eSSiqppJJKKqmkkkoqqaSSj1zun3Xx\n5zl4bgJYnfj/Cl87IVLK3wLwW0Dl8aykkkoqqaSSSiqppJJKKvl3UX6eg+dLAB4RQlwEHTj/YwB/\n94Pe/NnPfwEA0O0eAQBco8SUQ+fSc9MBZqdqAICZdh0A4Jg2LNenm00q9tFxF2lO93TaLQCAUWRI\nkgQAEMcxPN8DABQoAABhNESr3aTnSLqWJilM2PRo0wQANOp11GpUBtv2ECUp3SI4LNawkPK1XAoA\nwH/xz39L1+9//YNvAgAevP8K9tfeozIUFubPPUp1vHydyr1wDp5P9bn5zg8BAPdvv4lsMKTyFPRd\ns9OC5QUAgOc+9wVcuUrPiXvUfu+8/RrKksqTZjEA4N133kK/ewAASNIEWUp1OzoMAQDDMEZeUFvN\nzk5ReabqKOSA6pVRXeJI4mt/8Ke6bmVZnvj8KxU2TQhBbRqNQhweUR2mpjoAgCKN4QfUFqbj6j4p\nQfeYP8NrLWs8FZYXaJz5vq/LYRn0VMMwkJeFKiQAoNvrwzMcAEDNsDBIIvpt4NJzXEePpVarDQA4\nPj5COkomq4wszcBVgGmZcGyqV6tGY3hxtoPN3V0AwCilMjSbHeQZPWE06gEAVpabsG1L1+v3/vjN\nE3X93T98Xved71IZHc9DadLfuaT3WjBhclXtEgATkUmLvs+E1GU3Cv5L2ro8haHaafxuKSU0oRlf\nL0uJgv8jJ36nylgUxfh+/sylhJT0/T/81Sf19//yH/1DAEA0SrkdDYjVRQBAN/DxVIv6af3N1wAA\nf/jC6+gmNNBNk+olhIDtUptPzc4AAJq+gUfOEWLki597DnlG9xz0aJ7ajQ7eu03GvW995wUqjGXA\nVX1ok35xrAIp35tnAuA6uNz2oUxxHFMtDZ5/f/zCj3T9fvuVXwcAPP/nu2h4pANqQRO2oP6u1+g9\nM60ldIIVAEC7Rbpx+2Add/ffoPosU7mnl0ew3ZDbrAvPo/YxBY3TsshRFKQPOk16nusGsEDXen0a\nw4e7FuIhvSdM6lAj4/hom66FCfpDGp8SOX83xL/+b1/EpCxfugpDsi4OTKxeW+Q+oe/v3dlCWVJd\nG60Gf3qoOzQ/FxcXAADd4QCH3WMAwNT0DNJjmpPD3UOqS6OBhfPLdC0nfdk7PMRwMKJ389KYJQV6\nfSq33/GRFdQpGfdhURaQrA8cnnO+5yFNafy99cJ47v3zP7mr7yl4bNv8nWMYECa1fVpSZQdpBFOx\nMMQhmqxPmnUam3kODDLWS9xAGQqUvB4JOTHxfoJIKSFRqv8AAEopcWLiAuPJB5oj/93fvnTi63/2\nz/4r9Haov+MRtanl1gCDKnH5ymUAwKXLl/V7Nh9s4N2XXgIA3LvL7WMABrel65OebzeaaPI4Vp+d\nqQ5aLVq3gnoHjQZd9+t0jxcE8HzSu6ZDOr2EUDWFnGS4YP1VliUMbvRPPfO4/voTX/wE1bvkuVmU\n4D/ha93e0jprMBjAYDu759jcJiF8h/rOcegdbs2Ca9O1OM75M0XMa4gwBOo12gO5nur3TI8vl/dE\nhwdd7O7uU10tGifCtPV+JsvG9xwf07zY3dzS9fvv/+f/BQBwbr4FK6e57Zs0xs8vL8Gvke7b7Av8\n2Q9eBwAMj2heNJodfONgmt792C8CAPov/Q6+bJGO/fu/8fcQBR1uX9I7Fiwc7VE5fus3/3cAQO+4\ni//6n/6XAICLFy8AAF5++WVcufoIlcfzUa9TWxwd0b5nOBxibm7uxDXXc/GJT30Gk/Lb7w5QFrn+\nv1rX1ZAWEFrH6N98CG6SD0zmKYGS14aMR2xelgCvrf/kuXn907ZxYoGlT66MYYwHuTjj2mR51Pfi\n4Ybgaw9/X4oTKkE/b/J3Zz3rYSnLUpdDrfVHcaq//0//x2+jZB2rnyYKFLzvk6xFbSlhjEj/1FLy\ngT1z7Rx6hzQvfvD880hjmldTU6Q3PM+D4zj8N82b69cfg2PTvDJNe2IglLpe43ZjfTDRB5P7FlWf\nsix1u//Gb/zGuG6/o+YgP1sK/TpplPo7s6QylkIgF/RMpd7pZyd74uT/xPjjzPF3mupHrd96XThx\nqzl+ppSQfLYS3Ab/6u+unPGOk/IzHzyllLkQ4j8H8Cdckn8ppXznZ31eJZVUUkkllVRSSSWVVFJJ\nJX8z5eeK8ZRSfh3A13+We995l86ovUO2QLuAmCaLw0zRgPDJijUq2bJVSEhBp/6QrSFhlCAr6ER+\nYNJp27Mk8pyumYYFlz06YUyW7LxMIWKyzrETC1mSwLfImjhkL+ZRkSMIyJIpDBvCZNs0Wy3CONNe\nD2VhnJT+MZV7uj0FOUvWKWk1sXiOrMRFSfcaZYgyZEvnMbWFjGIsz1D9z61eAQCsXjmPpWWyJMzN\nzcO22TvVJuvu6soC8pzKHrNVp3s8xMEBlcNyPEBQhTvczl4tQq9PVkfXo6FQyhw216ff6wIA0uRs\nK92k5ezDkiTs4egBWcI33iMLa68/wue+9GUAQNP3oCw2gq0wP2+pbLYSF3mGkseXYKtYkucwLR44\nbM1rNwI02eqdDkYoI+qHgK1mrcBHwJ73Olu/D6IEpSRvkbK0zc7OaGu053tYWqQxYLL1aW5uCjY/\nZ22DLGWOLdBu07vr9IHpVku3xSgcnapfKQDLpXKkbEkc9Qawa+wx5nJDCu1FzoVEEdOYjXs0vhzP\nRcEWsWFElmxDuKjXyPOgrGVlUZywMCtrobLslaXU75H62kkrqLayYuyROcvjfry5BgCwuN9sS2KT\n2/lWlOGp6zT/ypSuzc/MwI/YtcjPFkIgZNRE74j6YygKJDyvnn72U8hC8ugcHNL3856PMu0DAHyX\ny4gScw2y0D9xiebx/t4moog8CsPhEDCoH1yLdMDSQguZQ/1++917p+rHjlHUZoZ48xVCSKwuPItG\njfosZlRDNJCI2qrvyKPZWbLwyCrN88gjz/mg7KLs09h2ixoklz0r6B7LrGOqSV7fgBEp2aiB/og8\nkYNDqvP6zfswXe4PO8ODzR0AQKNOzx4OCuS5c6KdzwJMyEyi4DEZFRl2tql952ZocHuWAUNQXe2S\n6poch+jMkh5cmSfdXvMthH3SfUiGuH6dvJsLnyUvcd134dapMRNGiiTJCvpd6hvlQd7f2sfafSqo\nM9WE6bFuEHSP3/TguVSvhscIGctCye6wSY+n5DWkhNBKKkpY9xcCDt+jLMeWYUGUyktjaE/mKKax\nZwoHgseP0sUGhDKeax3w40SjFQCYhtKd1PZZViB7qH9OOFDP8GR0ZpcwO01r3bmV83RtagapoDIK\ni9pJSqnXqGsLF3D50acAAHdv3gQA9I6P0GXv1fp9ms8b62uw+JU+69AiDWGzLva8DixGKXgN6ge/\nUUd7mjx17aklAECr3UG9RYinBn/69QZMlxE0lgXLPI2ZSVLSb66p1klJ3hBAW/xH4QC2TXX0AxeJ\n8lpyweutOhyDt1w85hyj1B7saEieGUMW8H0amyWAlNd18EcQ+BCGcotQJ9UbAQ4O2Oud05gxYWgd\nmmWZ1peT6B4lz1yneWEbJfa2aHy155e5DBbUgJ1uN/HLX6W1d/cBrUEPtnZwhdt+aFO/zZ9votgm\nvfqDHz0Pf4b2LlcvU3RWvdPG8+8RkuO73/0utVNZ4k+/SUixX/v1XwMAPPnE44gjbseygMPe6EZA\nOqDuu6jx3445w3Ude8uUWKZAObkzeGj8iolr6hujfPgHP6XIyT9Vf4nT1068RujvJLvkDe5DUwqU\nZ2xuTngVz5iX6pX6c+JnkyVQd54c/VweQ+ib9D3iJ2sYIYRe5MUZb5IKmTFRZvOMuSdkDkOeVEaG\nlPrdJc8/0wAcRuzYFo2Jb3zzG7jzDqF8RqMRBOt1IcYNmTO0r2QE5NKLL+DLX/4KAOCJx59GqscT\ne57zUs8lhZLK8xI5z7tJL7Ihx6ivND+94JlqHivdLwpIKASf0u1j9JhRFqipocRtmpsGCu61XI+Z\nfKLNx379sfd2Yhye6QXVuBB9ZdxNE/WY9KJ+AO+2kg//5FBJJZVUUkkllVRSSSWVVFLJv9PyobPa\n/jjxlfmSjeDnp11cmCdPydzsFHzlbVSxfkmMOOOYOL7m+D7AMZ6ypO9aU4GOMXNsHyo8zHTYup3G\nyHK6P+BrVs2Hx3/ngjxEhiyRq5hBAdRrZBEdjsgTkOUZFKx7wDFAJ4S9oWmSIQzJYnLh6jKGI3q+\nisOcmmnB4jiwRx65CgD47Kc/geV5shC2WmSxzawCAXvGLAkItq5EI7LEJlmGgONhOm3ymFy+9Bje\ne+8GlUdkSBIqe6tJ8Ra2A/T65PmQbE4tS4njYypjFHJ7/5iwhA8cr/BTiHqmio/Z2VjDmy98DwCQ\nRVR+u95BxG3enJoae8s05v/nE8dSsX4GOjPkQRmpdxemtmwJLuviwhwWZul3a7fvYMaicbywRPFm\nRm7oGKwmeyynWw1Ikz2iHLMU1AKYBj17dn5Gxwap8ZXLDC2OZV7mcW9agGXT3ypOsEwLNBtkzZcP\nuy0A9EdDHaN2sE9e9gebezDZY1Nv0PhwDVdbSdM8Q5lR2UKOP/ZtV5uFByl5itJU4NJFism5cpm8\nHr7nnYwL1tZWFSsidaep/n94bOn4FHUPznCXAViLGeEQUZs5IgYKjv8WDg7u03h/ZesBAOD9vWNI\n9jqpd3iehyxnxcGeJM930Y3onT966xYWp+mZSa6sfBIua1PbVsGrwLXLFNd24Ry1RbsRYGf7Hn2d\nxah3yHNYsJc5cIdYmiEv6YYZnKrf5h7119LFDkyTYhyn6pcAUH9urhE6YG1zG8tLNGZHkn7XsY6R\nN9+natXpOUlmY9Cl+k9ZARz2ajZbVIaGv4JE6bKcvJvIS/R2SS8d3+X49JdfR22VnrN8ZQ4ex5r2\nB3RPEucAe74OOOZG6cBJcR0LsqD2KwoJ5GTJneuQNyM+ChEN6T0ez58gCHD9GnmUH7l6AQDQGw5g\neyoeX+KxJ+n6xQvk+UqTESTPNYV8sWwbJcdOZxwjnI4W8OmY4vGF7cEI2OPpMGIlAAzub4frZ0zE\nAP0P/824bhlbvGUxttYb/PIsL1EqFIyaDKYBsOfecVzkKg6Y56FvGzAsfuY4YHpi7ojx5wmHA8+h\nchyzZCjdqeYf5Cm9Pzknz9L9V69dx60btwAABz3SB0GjBdfnGMd4yHVxUKbkxRolIWbnaA58ZvkC\nAGBz/R5CRtt85nO/AADY3t2Ewyifdp3G89tvvoTvfosAV8XeXR1npfYHpuvo+C2T42Ztx4HFKKiA\nUQKt6Xk0pmi97XSmMD09fapuyqvJ3YE8SeAx54JZUv18v45mk/TucDRCyrHDbkA637ddmNxsScQe\nDCHRY56LkuOHbdtGpmL9TUN7gSz27iZprH9bFqovAZc973mU87Wxjszz/ER/PyyrczS/iiJHHlG5\nhUH1KyQgeGzXXAeKI7J1idrs3NIcrti0Zrx/SHuGzrnHUd+nv7e39xEyT4NcoTXRdX2snr8IADh/\n7hzVazTEk0+S9zuOSXf5roVGoGJbE2ys3aZy8BhwHAdZrOKyGeFRjmM5lViGGMc+f0DPjJh0y/wM\nHs8zfKon9yZyvHY8LHJizgqujpASpfGTC/KT6iYn/9JxmJMxoKqkxqnqlkKcKuVZcbGny3P67eNi\nnB1L+rBYxuS7Vfw6YPIewGD0SX/vPu7cfQsAcPiA0BN5fw8N9oLWaw2kGcdHsv7K82LsZWWkzd21\n2xj+G9JVcZzoMamQAmWZ6XIWrBCkLE7vWWSJmPfnB8dH2ON5fqJuPKe1Q1cIlIxMtLl93DyEzWvV\ndCPHlE17m90dWkdv7eTwZmh/4TZo7w/DhvyAHCza8zzR62p/JUV5JnJmXFUJ5SMXPwUC8iM7eHo8\nmxoNKvTV5Q6mfW7wMsbwiAZTwdiCKMzB/C1oMuGQ5bjo8gKn0CNTjQCDPh/u4hEihgeqhbleqyHj\nRc9g4h7bdVGwIrcYspskGRyGzRhljmRIkC9FQuCaHOwNoMckMZOSM5RI5AVcJjboHRxgeoGV9eO0\nUZpbXdLwHMXmk+Ux3t+mjWF4lwZXZqS48RZBBj55/TF84blPUr14BPT7PazfV/BLRWDQxMwswWXW\nN27B4YVyGI34ngNYvGlqNum7KAqhYvAVZFktaA/LB1XgP40oeGbGh+StjftoMpQmaNNis3c8wOE2\nBY/Pr57TO0e93fpLlPNfJq0mvcfzPU1csMeQcM910TumTdH8DG2+XdeEz5ur5dUFTSSUpdSQDhy4\njjoQ0bhYXZqDtHlTye2bpilm+EBjGSWShPqpofomiTDo0ThMElKS0zMN+DUmEuKgcyt1EI/oPXmi\nYKRj+eGLL2DICtFgOEeUSMQF1dF26NMsDfC+BrHMUfCGo8YEGb6w4Lm8ETdovo5GGV5m4p69AxqP\nly5exMwMbWz8IIAsTxIJlLKEUBiiH2PMUEpUbSrlj4HaRjx/jxiaIooE06wc6s0OYiZg6g5ozvbj\nDJJ/q8pjxhksBQZRxE1pgjqX7UdvvImrV2j+PnqZNk2WE+DCBTpkjngjuru9j/6A+gF8qP/EF57C\n6y8RtCzKcwwy6tvDEW3cpqIYyybptHh4ehzfvEnfXbg0i4vX6N13b93GKKT+rDXoeYOoh7dv0CJc\nXyJDwHQjRc6Gggd3D7lhA3QcOoxJ5PAcGtNTLYJMDnsO3n+PxnGnRpvGRtNANk39Ptqkazu7bVxc\noWtB3UBeUjlSPmxYjoHjIyp7yMQz4gwWsFrbgsVjoVF48BnCJxTM0PIQx3SYDYe8mQ0M7G3R715j\niHCcJpjmubu4soDFJR5/bdaNAJRa85iYSBYSmdLlPkPrHQMy4Q1OYQEu9Yk/R/M09yUSoYjnxgQ1\npTw9Nn+cUQUAhJg4MPJGaJKoI0siOGwcdDgsxJ64XxGQTMLoxi8+6+JYyrJEpuDv6po0gIeMO5P6\n/qxZ2mk0cOkKjbUHG/cBAEdHu2gy6Y/rKUikRI3JdaI41YYGtueh1eogZZhqXlCdVy9fhu8R4VU9\noM+Z1YsIudzf/P3fhcnGOIchsHaZ6rAHg9f32BAouR77qs1u3wLYyGMapg7PmRSf184spvFhGNZE\nezDszjI0XE8ICZ9J4RRU1rHHEOwGGxAtM8cWw9Jdhvsapg2hIHqmgMmG6YyfMxoO4fCap0JuTMvQ\nxqI0Z2N0WsJmUjPLsjTpYqPROFW/nPdEYRjBZxIjRagnpdSQ7jQa6fCDeZ5fXmBimkN1lnkd9ARQ\nNsiQvjKzih4fZktFyJiWePwJ2tB//vOfBwDMdJr46i99FQBw9y4dMHe3ttFgUq1oNMARh6K02kw0\nWOSwLHqnMgiHvLZNimlMkgV9MNP0hw4H/Eu2KaUi+uJ6GUUBcYbSVIb3yedpk9MkKZD+0tYEWtpe\nVRgYHyAkLDa0aIOWEPowYgg1xkt9aFFCxp/JA746PU8SGp0s5OTP1N5gUiyB8YGb32cYgCVoTt95\n+y8AAHff/AHCI3akcDjebKeOeTZsWZ4P26Y6DtggmhcFTD4wpVnEbVHguEvf/+Effw0Ptmiv+fST\nTwMggkjHVkZGVacSeU7z67hLe4z93X3s7dAe6HjQR1yc3osZ6uDCOtCSCQyev2ZGB9WOOIKX0DOv\nLSzDs+g54d17AABn/xjxgOptdGi/781dgVNjgkAOUSwlJqnVxoWQymAnoTrF0Mxr5em1Q45B4nKC\nhO6nCb2roLaVVFJJJZVUUkkllVRSSSWVfKjykXk8O4xLU+kcWjUfs00mDShV8hOMiVwMAwlDkZTL\n25IlCraMSrbg7O11UbA7fRCGCNliWvc5hUpSTLjoGa7oeojYCh/YTX62RMxWkyjLNalJd0i/64YZ\nhooUKDt9fk+Y1KXue2hOkRfh2ac/htVLZBEesBXrxt0N9ENOb9IlT9ph9xDbO2TZazLUFkaCP/rd\n/wcAYP8dA7/4GYIg2Ta1ycLCEiDJA9A9Js/Cq6+9CYstorVGEzl7a9Mhvcc0xmlUCm6nw6MDGAhO\ntHObrbMftkgpdZ/sH5FH5t69dST8t4JMhMM+3n+DvGoLFy6jvbCsHqA/fh5v7AzDa8uyRMpEHvML\nZN0NPB8ueyQWZxkGnYU4PNijMjYbGjpdporgRsDgIPIoZLiiAAxPQaci/ky0tX3YH6DGaQGUJ+7w\n6BiurSDo9Jg0TTAYKu8lXUz7BdKUxkWdva+T0h1GE/AKKpfl2Ag48N5kAgwHDmKeiTkMDHhMRwwX\nd4WJulQWd3q27fqIeY7c2SBL4f3tHbSbNIZWV1Ywy+3b7pDV2jJMmFJBVsaWOJWhpYSY8BYxZFdK\n7T2YFFeQlXAxoPnVho2pDnla1uQANZ+9+DzOAmEhq1EdMkYcxEmCgm1yKm2P49pY4LQsSyurOOA6\n7vSp7z71qedwtEuei1/79c8BAL7+R3+CF35I6ULOPfEsAOBLT30cdzYZDvv8S+il5H0YMrrg+ief\nRZTR3J+Z8U7Vb2NdWaIj9Kc3AACp0UPBVtB2h+bzI9cuYnePrKQjhrS++c4hcvbutmdID0EOYLv0\nfWdqCvWAPIODPo2Pg90EZUqd6zESoJ928FZMJE3JFBO1zd1H4NE8Pe4eYXuLUzIxjDlLYgxHbGVm\n3afCGyblwuPzcGMmcRhIbG6SrrrxJj3bkBaSPulLkTNyJSmx9jLVdd2hsuayxMw8zdnjlQXUSvKu\nzDUJNruwuICAiZTUWEgHEYaMUkj7pA+H9/bR57QP6SBGxJDmmatEkmJ0fHhz5GkSbeUxELCN056J\nTJFXTRBjaMitEMgYQqugX8IwdBow0wACRqcwQhR5GCJhOGQyQQmiAXza6/qXJ5gaQ2xP/v/Hy2n9\n+t5bb6A5TW3uc7jC8eEeIvY6zik9bRTI2KKe5nKcooQ/bdtCp0Pr8PPPfxsA0PBdPPb4cwCAhL2T\naQE0Z8njnlm+JmYLGH4cmDZcXsMEE+ZJaB6PMdmKLAEOFZBSYhCerrsiK1HAjFrTR8TIoYjXiMGg\nr/VpKUsN+axxh0kU8Bk2anK6mAIGGkwkqLZjg/5Qp1KwTQOZpOcU7AWdmZ+Bw32qyO/K0tAIm6JQ\nUFuh55plWTqdShCchvC//tarVJdRBOQq1Ratt81GG1Nt8vZE/SNs3CEYo2AocS0I4NuMuGB0kmmV\nsNqkG+y6gXidSKK2tinEIegs43hI5bl27RoA4Je+8kU0Od3Y9DTpod0H6+juk9eoWfM1WUvYJ73g\nBz7SiDxNChIozoDaGsKAVJ46jL00Z43j8Zyc8PidZAo6dW2SFOi0nL0XObFFecgLKCF1mqaCifCy\nJNcEXSfEnIDLPvRwgtErMkQm+bI9mIyaMBvUzgtPfxa1OfJQbx7FGBxQPxm7lArQOl6DSEnHKhh4\nWeTa+zn2csqHHGRn1F2M4fzqNxrOKc4i4DE1gkSNe7OIcON1CsF6+8U/AwDEw32NmrAYDyIMD9NM\n7tmYaugwql6f9kXhKESNWRnVvPFtV3tlu6MRQiYDfO01IsPyvQAWe/dmpmm99QMPe+xt3dqmffhx\nL0XM+wjTcuH5p/fRgcVzqGTy08EaPF7/vZLWy+WFKSQj3s/4loa0Oj7NtcUlB5LhoL0RIU0Ga9uI\n64Rk8heoX53G7Ji4qJyYLzynSiOHYL2sPil8TbMZ8bWHa6H6/oMnMvzIDp6zDHlq2IqVzoTBARC+\n7+sYqzHbZapzdhapYqHKIPnAJHlCDtIRioKeGRYlclbMgxHHQB2NYLNSbzKULds5QNSjzcy5GYbA\nzq1ANGiiJceHGA5pYPQGzGbZi3BvgwZGcQYTl8usoZnZQOTTxmStH+H1H9DgPTokRb25tQub4YGq\nXEme6kPv4ix10d7OfTR5IRh0+7i5Rop8cZEUh21bWFylRXiJP9d3NnDjLdqczi3O4t46TQhFV1im\nJQqL2lltAl3LRhSrHJF8CD+DtffDEQnJk2DzASm+tfUH2LhNG/UZZghdmalhe50m2Fsvv4RPfJEW\nq4APNz8TA92EGGyYSJNYK30FUUziEBYr+j5j9gUKSD4cbm5vo8XxJwGPyX7S0xs5hyFJWZ4h42cr\nRVLmBUpOnOk6tp7oIS+sjhvoOKfAY/y/66DHBoseQzzqXguCx6RukwmJ0lLn+dSxJ0UGyZtqwWUQ\nchyHl1lAI6D2H/DGv59GSEoVg8bMno6EyfkIRww9MUsDyQFDXLtD1OqsMBdJMV6+eAl1Nf74OVmW\naVZNifHCIyeMC8UZa7zDsONLHOtwUVpoMTQYvQcI2vSekUN1KO0Cn/gYHQoVdOzu7dvYWKdDs6GY\nK/MYHh/aPvOpZ7FPt+NH348YEsQAACAASURBVP0OAODGjXMoOA4YNTpQd0cJhmyUus3Q+VFpYpSz\nkaybIPGoTR85Twe59vwS9hnW/aUvUR7B3/w3/5uuX55Qebp7KbKQGalrEp0FWgClSwvU3JU6+pwz\nb8gbfx9TODyk/mw4NC6WVtrIQEaTXhljxLFYntnie4FGk+PfHXrf3mgOX/99jgmXtCm87MzBlDTm\nDrb6SGMVg0zjK84yDZOuM/TyrDyTv/Srn8foHpXnhW+8CJPh5mFfwaEN+DwxWgHHndkFpvkw0g54\nvFsmoHJcbvbx+h89DwC4//q7AIAv/nufxROPXuD76XdOL4c4YCPPOs3t+P1tjDiWJk4ibPGG9/4t\n0qvWdAvBOervx75C+WTtwNVs65Oi866JcTza+JoxwTrJxiDb0sYk05TIeGMUD5kVeWsbM1efAABk\nvKHIS2iDjNR7OTEmHsRp9SjxY2DAZ549dTD2qW+Ouvt4+3WCvdl8eFm4eF6zOQa8wQuCRb0Bykvo\njZ1mmU8TvP/GKwCAV79DLKe1Wg2Ls2T4mV9lyK5t4cnH6EBk/b3/DJsM7+1x7upB/whD7q8RG8ui\nKNLx7aqdhTDgWOqZ9vhgdu9wXDnetNeZCdmzbA1jzUqO/7cMpMxDASE07NbzxzDdEYdajGLBbVJH\nyYa+0ZC+85sthCOOByslGmzwSfjgmKapNhw6irsijuEpJlw+sJimrTfTjuNqo6aq/6SsP6D9hAUD\nAa8xyYjjUCH1YcGyDYUE1wdvoIC0qWwtT409G5JzjJqOhdXzFIMW8J4CXgPJPuVcfPbZjwMAGs02\nCj48Ly3SYSHuX4Clcx2P+yzl/aFtmeM8z2pMngFzh2HqvYWFfGITfdppoCC5phQoHmJTP/G7Mch1\n4uA5/u2JfJYT8++UyDH7qT4ym0If6rKE9HgaA653xsFTnnzfqffwxFKHVtN1ETTIaH7ty38HANB6\n5m/hcId1v50gatA+OJmh+ZXsvgdvg3SoFdLerBAJDElj19A6J0N54vColRqXcXzt5Lmb63AGXNMQ\nFmr86yKmw907r3wPb71M+bKjAWeDKEsIHrsWjz23VsPFSxcBAJ2ZNkw+HCkdGUURUoagb2xSvcJh\nhOU5Gn+u5SKtMbyeO7E36OO9u3cAAFeukCGz1ZnB9i6tj/vH1F/15iw6dVobmq0WWjz2v4Hf1nW7\n5tD6GRTU9kOnB4O32zJTjPcWhObfaCJjg6ujwlCMROf4VdkpWkmMLvfTaI3W06K1gmCG9hl2Ywa5\n4LYqVF5QU6/Jqm8Ko3wonvOMg6e6p4LaVlJJJZVUUkkllVRSSSWVVPLXRT4yj+fSLJ3gmw7ZeOqB\nAyHH+fQEW60S9iIYEJhmS3mNg/b7vQNtRRgwidD9zQMME7Zgl8BywLBcm6wE9w67SNgybyt2tmYD\nn33sE/TMbT79hxKtGbI4JKGF4ZDO6C5bOVcXGphjq8hun7wI99/c0PULAvpur5vj9gZdf/edt2Eo\niA2TvkSDEUz2pkUJeVC7gz4GHCB/7wFBHWp+A9cuEyQFeYrnv/8dAMD5i2TNuXrtKqanFYkDWz2a\nLoyc4XaJoVlqI85VVxQxPCYDGPbpWrPRhMsQUAXXDBkKfFo0FdfEtTNsetpTL8fWSCEgTtk9BEqG\nySjY4yCM8WCXrL+7/FkUc1iZo3vff+lHmFsgS/jVTz7Hz7FgKCuMstYYEx6AsyyiJ0rB3knHGrOf\ncWB4Ekfo+JyvT+fbs3X+RMf1kDKBQsokV07d1x5BYascoQl8JtvIuJ0bzTY8tlwJUWgIbcZMm8J2\n9feKNTkJExQpQy8s8p41p6Y0bK8/Ot13URIjyRRzL9XB87wxzE5BaYQkxlkAo9EQns9eVlWHTCBW\nJCBCkf9ITXwx7l45Zm8TEgMmwundorF9cHiAhkdjd2VZsUt24LDVEhCaYEGlwsphaOjZpAxTGs8t\nkwmeDo6x0SXv5S88/SiilPpkmZ/jBRKf5jyoj80SeiAsJQ5U/l8mcypSwGI43vn1NfiKCXaWvO3Z\n269p7+gL71K9bmxtIWav7+Y6WR/3Dvfx3DOfpue0V/E//es/AACkEcF0X3npALu7ZE199suPnqqf\ny56XLIrRWSBkw+buLvox1VEaBIN7+omr+MxX6fuaQx6TLGzg5k3qr/4xefF830XhUDs+6K9jukHj\naqnDHuwpHw535IgRJ3ce3MfdH5BeSQdUVrHaQ7hH+mvxfAC/zZZ5g3SjYToIAkVQQvPDNk5D/p74\n2DJus4e/dxxiOqCyq5zJB4MjLPKzrzDZmIVC593sNJk8yK9puLTn+ahxjtreHumQG3/0bbR3GH7L\nsM48TlGmjD6JGIZbSoTsQUMJFIyM6R4wa+v+CBnr0+QZsiabFyycwSOBzbV1+l6UOv+kYOZqYRpw\nNZkde3MSAyVDRT1TAOzlySXnXV24gGPW6SP23FimMyY5Yj0nYIyJH0p5it1DnpHxDZgkaVNeC0N7\nJkpxuoLNVgtrPLcPdsgzEZWZhpIqXeN7HqZnCe1gWbZe430mdLp18z288IPvU1uwNb57cICtB7SO\nug2CcDpBHe0WeRQ+/8UvaVbbiFlOw3CA0YAZIB+QN/Te2hpu3WZmVA5DWFlZxTTnH/V9H1NThB74\n9iv/RNdNebBVGs44j2HwfqVkVEgiS9jay+egXmcINsMDi8IClNeN+7/XHUAU1Icx6/tGo46pOqMC\nylQz8iqi7TCMMWJ92G6xV982kHFuUJ+9suEw032Y57mGGJdnLNEff4rQFUJCe4UUa7vr1iB4j9Ka\nauHKNYLuWbwXsk0THjeM8u5K24Lga7Y0IBgFJGrUtocDA49fJd05O03tFKU5EmYOrzepDJevXEER\nsgdXZBouW+hc0KVeG9TeQsjTUFuCt5+EEQJnO/VNFcYyHEDwfxSssZByzJ5/gmxr/CTjg/hzJtC+\nE9w6Y2ivNCB5nkdMiBeHkdYRk6JI9s4idyFvK5MTceYHSzho8lo+EzMh5XvfQ9Sj76+6TQx4/dzg\n8LbtfArD2S8CALyU1jfn6H3YCek+tU/ISwmh/baT5EInofyT5T1BEnjG2HQNID0mvf29b/8eAGCw\nv4ZAEb15vM7VG/AZVaFQaw3bwjzv0/2aC9/hfNDsLWy1WnqvOX2XkHXrd+5qqL+T2Ogxwkuhv477\nPRyxzr9y9TEAwOq5C3jhL14GALRniPRvZfUcptrkWa7XG2fmB140qV65R2UwRQDB8zjSLOkGhFAh\nFwYk6w6LzxKK1RcYjx/P8zHLntM67y8Ho/voDsn76UyvojZLKASbIcC5Yen71R7ZhpjweJ5E6QAn\nyYUqj2cllVRSSSWVVFJJJZVUUkklf23kI/N4TjXIgmSlFIPh2hYCphNPogwZe77aTJstpURaMK04\nWx6Ceh1bnCvqzn2mMB7kYM4fnPdN/OrnPwYAWFkkq9rvvXIXL9wm70LOlgXLkBh0yQMQDhXluK0p\njj3PhsNewICtEHmR49wqWW0bnCbg2xMez/YUeU9ub9zE9j2KnwjsBL0ReVCGfbI8iLJEl/Midply\n3HJtTYzhs5d3+cLTWOUyrL3xAky2cmRsEd4/OMSTTxLe/MojZHlfXZxF/dPPAADefH8dSUxWnoTT\neJRoomRr2A7TPjuui1ZHkR2M42LOltP2QjlpshozVfCHhGRrmIAxDoA/gfmnf89duEBt1miiz6lB\nFCX32xt78Dnu1IpTvPPD7wIAppfJstVZuQSRK4vo2KpfMsGP8ZfwZihLnCwlfCaGiNmj59RqKFTK\nBfayLMzPIz/kh+Ypairuhvu1tTB1yms8Mz+LhMkVTB5Ttu3CY4t5HA11Gh7DobHbGyXImDjLVPFe\ncQaUNC40Db7jIM7o2fsH+6fql8oSQpNS8OdkChq2JErTQGkocgroNEQqnUPddxCmNGZz7tdEAgm3\nvcsWbxOmjunKyhw5E6aodt452sNWQnEat++TV2h2dgZLS0TgUq83tIVSqryH0hjH9kzIrEm/W2Yv\nQ7PZwOvH5G08Tno4z97x/2iPkAJ2f4TpW/S9e4dijooywwVuDpt1gGF5KLifkh+9ihZ7MssZJibI\nS4DjEJsm9VcyGmGKjZyBZE/jzn0sXyePQaPm4bnLRLiy16P+2hmGCEOygt69detU/QYcP9KckTjs\nU3m9usBwpJACVIb3313D9ia1ZaNBbTI/v4q5C0zQdZ/m9sb+HfgNGgPTs010muyhNKhNLMeDY7BF\nNCWdVmYCKEmPXX+S9O6jF3toBJzDb7ZEGFK7pCnHpR/uomCyLd9hT+cZQbqtlo2DA07rY9RQ5/48\nLlkHyBgOz+lzDXqH75pgp78m6hr0Qjg+eVmkLRAIes4cp/VxLIlwg9aB7T2aI3mRwjDYy86oGMsV\naEzRtaSfIOBxeDSkeoe7R2jxWlbnmJnCyJGeoWNeXd/mZxd67NvKUwmh00IoJI5tAhwKiLlWExem\nyAq/wIiWelDTxDaCdcBxv4eI52TBniDTdnQsoISEyV7UJB6Tsqg8wyqOsMhz7dFSyAxDWFql52eZ\nrC1Xk1vtMtW/F4XoP6BxuLvLOXRffRWPcWxmUGsiTXjMcV3ffPVH6HFsZq64HopxPJ1CoWRphqGk\ncRwEgMu5cP0atVOrM6dzITucDqTfC/GlL1Hao/l5Wi/qjSYsTpdSluUYVTIh6p0Jx+UHrq2JdArO\no2yYtn7Ozv4BQo5PrgVUHs/2kHPKBk/F2Je59i74TB5VZDHq7DlMoxQp95MiWvR8X/et8hUFtQAx\nt2OzSfpnNDyAz7FhsjRQlMpbfXpwXr94Rb9D59JWHik5TrUR+AGMGR6zPD4cy4Kh1hPl2TLG+WhN\nmQMcX5gxyiE/7KFWo/npKgJJ28PhEXt/+/TZrvkoBaemk7F2laj8pYYwdC7cslCe/tNuMxspypKJ\npoQJqDVIcQdM1Le3T+P0W7//e2iw1/rqo4Q28zst1JhUMKhPodCpKNjriEmP6klSFvU9FWJ8TQqB\nwjh5jyElJMdPHh+S3rh352189jP//qm6aVwCsSqeeI+QY5SZ4kPJoj4Od2n8HL5P333xY09ipUke\nsEF2gK2DdwAA4Rq928w9RNcp7U137ssAgPTumwhu/TEAwGHki5FJ7RKTkIAiHxLjtlDIB3lGbOpZ\npGbh0Rpe+POvAQB6zEFgWj4WeP/tBHRGqLuuzkcfc1zsfLOJnPdKaQIc7dK++5lnaF/cbgW6zTyf\n+nh5YQphRnv6u7v3EQtC8vR7nG83GGBxlcbu1Udoj/LM05+E5POJxeg2yxYwOWDTMM7erwSsWwec\nD9wpywl+Gx7XWT5OJwfo2HK9T6UofX4ixyRLQ6fjUWi7lhBoqBSQR2voHhFKqjZ/AQDQWLoM4XH+\nd6VYSnmKqFOe+FuOndo/RRrDj+zgOcdsiNGRWnQsDEOGn6Y5LIZ7hJkKcAci3ky32Q2eFhJ3H9CB\n6Yg3fdJyYDL5S9MrMGfRAPJYoT3SXMD2FH2/26VBmIQpXrtJEDWDsXxZrQlwLjsYFlotUpgNVt5x\nmkGmNCAvzJ5mDr1zh0iE3r9zG1vbNCmLwQiNFv322iMXAABPXH8C2/ukWO/v00I1uzCP85dpY9xg\nlsDd4xHkAR1g1++vY79Lm7Pr5OnHV65e1+QEpYq1T1O88yIFYD9y7WOYXyZoy4s/Ijawnd2+hmTG\nDH87Ph7Ar3P+Hx59o1CRCDwsPz4wH5hQImrBk4XOReY440TUY8gXoJL7dThh/C984Yt463VKen9v\njeBSRV7gtkmbRu/CEgpOWv7Wdyn4/VP/4Sx8JsJReSiFGCvo/Aw2uknZ3O/p8tc4h1+d+y1OC70Z\nXl4khecGAianee0EDtrMXNhYoDokhsRNPti32zR2k9ExYraQ2Py8rJ8j5kD3UpgwGdI6ZDKRPKIx\nDwCzbRqPU80Obg0IIjLNLLHCJAZAACizBoDtE/XLJ6DGRTkmLFEsxqrNLCPVsArbFrCUulDQGCFR\n542d2oiWBpDx9yoHnyEMSJ5XBQoUKov6BCeESlCeM6NQf+sY97fvUfs6nib8UJtC13G0Ap6URzmP\nZe2QFyijxNUVgu8Odvf1orisWG0dAZMPeopdMwWQqI0Ab9htKWFxHWwjQ8b5hyVDHfNEouCxNM85\nTb/k15ByDq1iiXSJd+8eQoWWajbw+KO04VsMmUwsy3H1Mi2oV2bq/MPf0fUTpToICwwjzic7PwcT\ndDjc2iId2pce+sdsWPPoYHU42kerQWPEY4Kn5vQKfGYYn+8swncVHIhzCmcFsozJG5ituX88C8UR\n8sWvkB53sYfFhTo3mYmbb1FbHR1zXs1+BMkLaovrVeSnF2LfcSH4+uC4C4PnhsrZJnMDeV7nsjG5\nUFDCZp0/GDC83fPRqHO+S8fESOX249zNU+2anmtqP5AlIWImdRkMqNxBzUGHN597/RQeHyxkyblW\n0wwb66SLLm5QO89dWEFRns7tLDiv2mQetIT/SAEUeqNKczIoJTLG7NbCGJIhlO0pqsNiQ8DknNYH\nPar3nb0Qtw/pb6GhXaHWta5pa8ZddeCb1I3q4Jllmd7YePrgaWqmXOcMAsM4L3WuaHW4zbNUQ8N2\ntmi9vbO2gRdeILZnw7RhMSX27BS3TxaDyScx4BCQ6UZd5ztWkK6iLFByGIJtOzq3o2J6jeMYN28Q\nLPD57/w5AODevbtYWiJjz8Exj2sIWHxAs2xbw7onxVdQSz7Um6ap2Yf9+jiveMbz07ZtTTg34LzP\nlrThMEFZjQm7TGEh4rCbuRmaw3EpdWiHZdv6QKly2lootaEgZ5hgr5ciZiOEygtuWuPklZZtwJTK\n+Hd63t1+5wYAwPEd1Fu0qZ7h0APDcOGxU8CCNcGAo+CTUh+EFTQV5Zgo0ARlDgDGuUFbNQ+OyZtp\nvvfB/gg3HnCe62XWT3UfpsVQwqLUcFlTEebIYsxSrPYZ+enDi1H2YQmGLwM6n6GaiVJKbQDuHtB8\nfvPF7+h8kGtv0gGjuTyPC08SRP8zn/8qBBu0CqFgvhLGqcOTfMi4Tn8pgLsUQsN3Cw4F2d3awvzc\nKl+j/ci926+hGZzea6r3GUKMiYbUdxPERvr3RYEy4lCu9XsAgMFiASshZuPRUYaSx9KjTLrVXFzE\n/gyV44c8vzbtSxBtIuYTMW2AzHwLUqj8rxm0aeSsfeEZctZ3f/HDbwIGjYtHHicCtyyNtdNEzddh\nmiBPqV4lw9eby8uo8WJ1sLeDm+8Rudy9LdpL14O6PuDvcnhAnIYoXRq7t3ZvY+kCrd3nV0k/+YEH\nREygmJBRTYpnMDtD30esQ8uyhOS80gUsnFXr6Vna35eHNOb6gz4ZsakxAAC240AaymEDWBzSY+l8\nz+Ncm9qpIuU4AwDvx45ur8HiA26tM4V6ndqlv0f7x6PuHmpzZHyoLdKn8GvjBVLllZ1YMMTEmVec\nweT+46SC2lZSSSWVVFJJJZVUUkkllVTyocpHl8dzhuAKHba8G4aNbp+sJtloqEkFSmWZsi3U2YKd\ngT7fu3sTI4azeB7TnDsW/BpZ5zpmjldukxUj51x0SWsBsx0mcAGd+LM8RsgQrRHn8ErzHII9rBBj\nIhkF9bMtCzlbzOUZkLEXv/enAABr/houXycrjZ+WuP4Y5c+7dpW8MEVsQrI1ZwTy0li2B9Nk0pKc\n0z8MjtBiqvG8kFjn3HJendzlrWYHly5foPKwPSHqhnj/L16na1GJJ776SwCAJ58iKG70ch93bt8D\nAATsIWy1p6FcUX3ujyT5MeRCmq1n8trYCqo9jGyZunX7lqZgf/T6dbjsXTEmXPklQ9xKHpqf/dzn\nsb5GdfwXv/kv6HlRivV9hmgHLh5hD/aN71Nw9+zKJTz6OSIaCtk8a5cGHH7PUchpctLkTK9Lwhan\no6MjBCFZ/qZ4LNiw4HEAe8w5OYdhrtvAzHMkAxoXs5z+5catNdTZE1Bny3mSROgsEixNFOztCxMw\nig6DuIDLVuKd3S1uHB91znMWMyFHnmXwGYLdqJEV7mgw1FZyBRU6Ub8s1fAJnXpBSuRMFBRxf9uO\nDZMtsa5laziRUH1UljrXmLI6h0WOVOXJVZ4VIWAr+I1RImOrvzJuGqYJCAXxpGsSlJsOANJoiD5T\n+4O9qEiGZ+ZqPdoi613Clr3ILBG2qA38MEP8HqMPOGVMXrNgmPRMN1dkLB5yLm+hIC62fYKAxZqj\nOdToUhljD0jPk8elk3NOuzhFziREQ86pGW49j+2X3wAANB+/ikNO1ZEGNBbyCAgPad717TFpgJLh\ngDxA5shAg+F6WRjCABO0uIr63UOj0+a6UhmidB/hLj3z4jKRibT8WSBj6GKvjg7rTvC7w3gEWAzr\nY8/U3ds2OvOkl579OHk8fTyCrKB6xyOBPCO9m3KqDNd04XO+VOWIU4QlJyTLYXNX2zDQZu9LUNJc\n2OiPkLDXchArb1cIi8mgcp6nK6sraHGOtYPDQ2R8Pef5laWpJuqImcyoiEKEDPHrH9HclrmP+iz1\na5blGHJarjDhVAe5RMxEQ2s3KdRi5jNLsOzT1l+p1osJ+FI5CZHS45kRA6KEx14jo8yx02NEC6MU\n7nVDJAyx7XK5emGOkNejPqNZDBjaG2QZEsqbbWiylQnKfCY0KUtrvK7lar4WY4/KGaiq9swcdpkw\nTFnj4ygEOLeqzal1fNfCUCEFsgylSjvFJE5FPEKrTWM3VQijJMGQyXeUh3QYJ2g2aA0vs1ITGo1G\n1B83br6Hl1+i9C5375JHbzQcYu0+6QCVUqqUAgangDJNU+e+nBSFuOgycVGej6GQpvY8AGEY6Ws6\nTy2jOIo0hOAwl/kWoRrWtrYwwyiYDiNW+lGBMGLEQZ7BYlSJmi1FWWovhgqDcV1XI0BKBfmzjHFq\nFcNCzmij8gyUz+/+X0Tacu3RR/DMxwkGXWPkTi0wkbMHTFqmhsYq6KBhmqeeKA0TLqe2ON7dw2CH\n1uvGEiG5+kd7+Ma3aY/UYyKvQ7kAv01evqUFShNkSomc4c1lkWqPWME6qyxySIZSqnyE8gzywK2N\nd7G4+km6R5ba2zhJcKieU3AYRcsVMHgOjPYo9OCwv419DsvyrSaeepZyNhuu2vcUEGdsq42HtkoE\nUeR7SkHeaQAP7tM4ffG7f4LnnqNc7et3CPa6v3UfL4WnkRSTk3EyhYu+dupTwFYcRkwe1Jn2cb1J\n4+d7r20h4Lz3Ci6dhTtw3/h/AQBP+LSnDHARG7yHDhs0ZvxsADPr6feNYc/jdGgPl1FK+RO9oEcH\nuzi3QiEyx0z2V7cFQvYSZjxfm40m5jnnvC0YoZDF2NjaVJWFxXPtUNB6efvOTazdo+d0d1U6GRt2\noODfMRZXyfM/0yOERBQNEDGCZv1dCvMycxODHpVDIS/S2IHf5JBCr0n484dEKFJGbqckL1BkimiI\nfuP6gU7VRlDuk88wJi6oN5STWVL5DzdJ4HK4Sy8J4XFe5dYCeXTzuI/RJunv4YDQKVNLFxBMLfID\n2NtelFBuTiEnXlCRC1VSSSWVVFJJJZVUUkkllVTy10U+Mo8nONhfTMRpuR79HaAGi8/EKs4kQwmX\naX8PdsiiGR4c49IUE+aQQQ5eLcA1Juwwkhg546GV984ye2gwpfJ0h0gGLj9yDmvrLwEA3r9J1hHH\nSiAlWTXy3ILBVllbWR/LUlsOxRlJiPc2yHryzNN/G65L3t0pE1hcIouLomPeuH2EtOQAZEWZbJUo\nJFu2cpV+JYIsVLzhDA6HZHk1uC4USKxiKumj7jVxgQlaPFPCANXnySfI6thut/G1iBJ072xT+yzP\nLaEQKlbE4rbrA3j/VB1V8LKQY2y+tj4a0Ja4DSY5+cOv/xH6fbKGffZgD3/rF78EADqxdSmlturm\nqq6NBn75V34ZAHD7BsXh/tk3/lRb89/f3EGHrVteTP3w4v/3TVhM0W7Mk+V81O3BZuvvdp+sl71B\nT8fFTMrcFKdwiIdocFyVZGuxaRma9l8Z6cIoRcpBjq5n4fo1itvbYQt8kkjMMCGBit0pYeuE6mlI\ndTV9AZO9gaOjHnrsmVUpg4ahRMEWSpXWJ8tzLJ9b5WdSex/3h9oi3p6aPVW/MI5h6fQK47jNaETl\ndRyq2NT8Cnz2PhlFDlPV22DvyvEhoiF5hs5fpMD8QVbD8TGV2+W4oCxLIaA8o1LHCKnxU0jAUV4Y\nU8VtCBTs8YQwIBnZUHbJq3S4efdMC+LhkCzrGyMmPSpzOILo1oPODA7ZA7dgUr/6sYGiz6lpmHYc\nMzOoXaU+jNl7OTzow+X4LTNJkOzTc+ByXG27DkulseD0Sv7jlwAmhgr2GNWwuYnu+5TOoVzfRYPH\n2lGb+utwZ4httq5fdBZP1c90Gc0QZxje5zQeBxHmlujdNU4i34u6aFikQ6bmyXq7v+/CLDi+klNO\nxcMQrmAKerONowOyrFo16q/DQYKIPU2waC5tbFpYXKE+9urU/1acIoo4/jFpY2WZE8qzB3Xn/gi1\nOn/PMbDidIgu+ofHGLHHtxM0tNco5Ti40ioQMtnIcUJt0WjasFnXqNjmditAo07jtdctcMh6xwTV\nf5bbHQBiJm9BKpGyRXg4pD4cjoZwObawMAQO2ON8zPfEWYk4o7+3Ng90WUvrtAW/0J40qYkYdCoB\nKXXsoooHy4VEg/WBZwAHQ46X5dhWo2sgZBYjj83jpRCo8T0p8yMUhQsbioiiQKl+q0hHRDkmk1DI\nBDmen1omAnrOyki1unoBN1/6IQDgsEftHR0nWLlA6QUUssUwDO2kkbIcx2pxvGbN99Dndh4wkZtv\nGHjlVYpBu8fogUargxrHvDnCxs2btEYds0fq3r1bOGYuBJV6SZZSu36Ux06W5HWi8sgz01IoL6jy\n0mRpin6f14QmjWthFLp9fN9HxoRyM1OkI0wrh80xXynHrkaDCDXQGN/fonJ3wwwGo11sz9H9VHA8\nZ5TEOmWVStlSq9XQTSSkKgAAIABJREFU52c6TLIUjmL0emoPk8FmkpE8Pe3RffU98qrVphr4mKQY\nxiHvmZCXMHlPEAQ+TPY4q/LkMtNkdeyIxG6vi70Duj8cRJosaY7Ju/6P3/5X+OHzNFaKOsWTtS//\nAp4JyLsUMfFJ1ppCeMiokGyEkmOnC65Dkabaa6f2Hmd5z+7cfAtLy+SVM4Q9QWxIUpoGcp7TN994\nhX6XhZjj9r23xzwJooayRzrvz7/2B6jZnIrrGUK15WJMsqKcfUUp9fhT664QBgzeN5qQyDmV3o3X\niZPj3de+j2GP2mBrnfZP3d7xmfG5el6JMWpi0qsoNVqP322OU3JE3AI3dxJ8hT3dz4o2HhyQjl3f\npbl2GPWR5rS2dgR5ZT/t72G2TvuLu5aKB34S8uA1atP8aAINdzp1it4zSqmvn9V3jixwdI/TdvHz\nglYdS1OcPq5J54LZ2Vn4vP6pNG97h4d46y3a1/j1Gjb6jIrgfcBoZx/bTFhkMZ/A8GgA44CJeawC\nP+i+DQCoubynanmaC6G+Q97Sd177vxGOSB8sM8nl4VGOxKYyfupzn8Xi4tKpupVS6epMt4/DSBzl\ns7QdB0YyuU+d6G8A4oyEWJPXdLyvLGGwZ73erCNhnab0oGvbsPiZ8Yg8nt0b+xhM0/5y6hyRIjZb\nU9q7WUzwFfwUDs+P7uAZcd5NkSnG1ByjEU2+NDOQGzwIQhog/XCA5VUqrsw5n96MwOUlWoRDpv9b\nvvo0HMn5dnoZ/DZBwXBIA2V1YRHdEW1iLz1KsNdmJ0CzQ4ywx7yhPO71YPOhzpCunvBq3hRZruET\nZ02WoE4wL1sCXSYxcqfaCHNFfEC/8zsNvaFFrAiSgDijBcrzx7l6SmYJrU8vwZFEgmH6zPrrmCgZ\nPiAKtZG0YDP80q87yDnn0uEmTb7p2ix+5T/4KgDg5TfuUXtHKeKEFH3CMJ52o32qftwK9CEMHDNR\nQ4/zLQlTYGef6v3Cy0S09Mo7b6B/RMoryVI8/iTBaeaYxMA0LfSZ1KPbpd9dWFnB0goFYP/9f/Qb\nAICNzTv4izfepOeMTNx6QJM/WKA+Pnz7bYSECsHlz1Hw+/FwgJChsYmgZ6dZoqGmk1JnpXL98jn4\nDLEyeLHd2dhGzlCcWp3K1R3GMJlERkBg0KN23t8jhUY6hfOl8ia+lBlCJm0a8kGlGTSQ8gFMihwm\nz+RmgzbJfmDp/G+KqdQ0TK2019bpUCYsBw7Dvwbh6YN1kefaRtFhFt1mLUDEOW/BjMn2MILHB+q5\nuTnEPr0z5Q2H7wUwmdkx4MNxu7aIhRmGRnG5YikR8t87+7vIRtT+NufBs/IYZqlITajtLDNAyZD6\n0rAAXij6W/cAAMnxLobD07CjY55YO5xPMOuPMDNPi6NcnYPbYSbFPrP1bu0j5Q39kM0eRd2HfZ42\nyxYbg2rtENlN2gBkaYaYD9+NLxC7V9g9AG6wcUYxLW0fICm5rgu06Cz84qfh+tQ3RzfvoB0y2cZ5\nWjDXd3bhM/mSfUbONpWTTcYFZps8b6Ic+YANYkwUlMYDHBzQ+JKMq6rZNczOUTnmpune2fYckHH4\ngOkgM6nd+iPSAQ9217DzgPTF0S5XL3kKjTZ9v3NAZA0tESBwqC3mlq5iaZnz9uXUh4PrPlI+xBes\np8IkAvC1E/Ur0wwZ64CpegO9Ls3Z/Yg2QDPnO+jUqK47PO+b8SJcZoSdZoKaeuDBYvKSZtPD1jqN\ni9FofOAbqoMcHxDKFDjmudgdMCxRprB2aB47jRqGDHPt5YrFWSBh/R0z7DUvJYrsNExa5ZkUZ2wQ\nJyFo4/x+Bgo2rrhGiSETffQZulnzBSw2ErlsJOxFGWoM860zxPXecYqQN362Oc6frO2lcnwYm0T+\njr9Wh83Tm95JCUwPi6sXAAAZbwDzJEPCh+Mut20mBWzWJaIoUfCGP2djtDRdWC4TaDCkOZEG3maW\n58NXGOrn1+EwiZGUAhHD0coJyKVpKuuGyi08hvUpnQ5zTMoymZfuLFG5P5NwiDyn+qTc14Y53h/A\nNNDiDXHG9fMMEzKmMu6wrm63FxGzsazHB5phJtGcZ3Imo0TKY81iA4jjOog5R3ST9W4YhtpQrMgV\nXdfWsGxDAA4bzYszDHYRG80yA2jxHJpq8qHedKBGgykKDNmIo4y2AoDJRsKMmd6//q3v4Fvfo0OU\n7dTxDO+1HJdIpd588y3MrdCB0zv/GQCAbD2Cg00yyr34LTr8WU9dxoDDamrtJpoNhkTzYbMscqik\nuSUfPE/khWTpHeyhiNlI5s+N+fF4rZOGjaMDJr96k5wQDcdCi43ih8wOn/e6mGJDcWdG4MbLPwAA\n3H2Pwifq7Q6e/jjtOdQYLw1DDym1j0yiFBGz3g+7h9i4Twf/d1+m/LVlNMDe5j0AwIB/59UCGNbp\nuilSQCHE+MDJewdDiPGJgPWPaZqaIdlgnfLausS7Nunv5/7BP8DqFu3n3Ffp0IX795CnHN7Da3E5\n2MPHXDKSnq/RGH8NLQxjOmyZwx6ygsNy5Gl9OCkPM91OSsc10OFQsKVFlbOzjpmZKX62YpeSsByV\nL5zXwSTGjRs0pmBa2Dwmgsqry7Sve2ZpBiuz9PetLd63bR0BvG2yZIm9fdYrSm+iB0MZytnIZ5m2\nhrr776/xtZqGGm9s3ESr1Txd8YdyKgsptcFCGcDMCUOdwNgIpsJHIEsNM9eeG8ixdVCR/5QlYoat\nO34HCeuQPrONz88uKG5Pffg1hYWsT+vs0Xu0Dg5mVzC3SnM3aLd1HcVPgEs/LBXUtpJKKqmkkkoq\nqaSSSiqppJIPVT4yj2fBnoRJeITKF1ZvBNjiFCNrD8jSZNkSDpOsxLt07ZE5G1/+IlnS7mySp62x\nPIuZabKK7O3vot1m71+p8nmZ2NsnCIPlkSVtv7uNzW2yKtk2WT/azRIRB71Ly5iARnFAvRBjWvcz\nDvqL5wjOKgwDMVvadvsWnDZ5GrKcPWS2raFsmVSkAC5yhgIqT9LcdBfyiNokzXIItjAqmnfDhIYs\n6aB/24Rk6+dwNIBgM5/L5e7v78JnUpMvfIbgNTfu3Mfb75KFY8gWEcd+OK+Z8mgpjyfQ65M15Ps/\nJAvg/a0HOOBcbMdM9mDUHHgJ9cfe4QG+/0Oy7l24QK5813Wxyf2dMSV1FHYxHLDXiEfr9U9ewuu3\n36K2GEg8YK9IwLC8lZaHtZcJlqWgicbSFHo5Wa407Yd0kCSnvWZ1tprVgpqGVrfa1E6+AI4PyRr4\nznsE/c1LAy5DKqdqHWxt0vg6PKA2iXMPffaCKjeDLIFul8m02HCVJikCDmqfmm5pCHeSj2FiUUxj\nQHIf5Hmu61Bwf/gTlOvWGV4z5ClaAXmk2uzl3NxeR6Tyjyq49M59XOR0PnOry3h/a4vLQXMhGEVo\n1WhsvLXBFt+FEersrVi7Sd6wotZB+xEaX/WlKxjdpwB2k2G6TTlEyFb/kIPaHbuOfszpCtqzmPbp\nnUO2NEKMrbqYyI+1ukqkXQYTUvkRULDHxRU2jhlV8cMNstQuxQM8CmpTBbWNNjeRvkpljxRcZXkZ\n8VXSK2Ee4KnLZB0eGdTv0dY9OD2G9zapzdP1dWS7NIfsOapXOD8He4o8IZ0vP4vuBkG42jNU12fr\n5/GnP6Bx4bZPw6TBOYwdy0ZdpXopLA1TFC5D4jwXh3tUn4Ktt9cvrWJ5mvSSxaED8ciGDdIhwhQY\nclvdWCPv7nZ3HQZDNssu9euUjHC1Q22fs0c9tTyYGY13YRhwfLo+P0P6eaZ5Dn3OYZwwNLVmTZ+q\nngUDtrJWRwn6bO2P2Dv+C1/5LP5/9t60WZbsug5bOVZlzbfuPLx5Qg/oCQ000GgQgMEBtAjOpORg\nyFbIDn6wIxieIqyQ/QP0wSGFw/IQFCVaphimKJIAAYIEiHlgA43uRs/9Xveb7hvufG/NlXPm8Ye9\nTtZ9rx7IpsIMRli1P/S7fetWZp6T5+xzzt5rr/XIwwJB/u7v/ikA4HArwCqjyU0SesVxWECJ8ixB\nFE0kGQDgqNMBck32Q3j7KEeP7zCjJqdpO9g9kjGz2moAzPAPKacS5SZShomtYxJOxgO0EnVU+zj5\nyfEI//3yU5lhIOTzpqNDKMpBOCW5z3LDhUf/for6pGeWKqiWGSnnbb5zbRffvCrvphMbsPSYLiQ5\nVBF4NyYY2ILwQttxcMiDyIXCoY91rb1LfxnsBegQej/2Jz5LZ1/yLCkyVTGfqzsYFNk5ve4GUYwR\n4WZ6/KRpBktDiI37sjxgOYzmvTj2PrLs/qzRve/gQW3TslNa5sVyLJhcoxPiSz3HQplZZsuxoZiZ\nHpKIJLdsNFl+4FOzu3tnGzazd2VmiSvlElokX9w72pvQhHAeGgYK8iqNmrEdu9BxHg2lv23LRInw\n2jjOizmg9aGPW4kImoXVeTiEYttEWCnDLLIZOTKMNTnfmIiBkY8tkh0mRB68+IPv4/Z1yVAf+gHe\nfkfWB4dzZXn9FFaXJWuyF8q1m/MKV94RgsC+KfPrzNwSfsi1vBP2sEyI/CPnhdzticcehso0yaPW\noJ2Ww+kc3cXNG4KSuvTIx2AQ8qt1dC2lcGdzE8AEbXVydQEgaVeRVMtSBGNp/1x7DlFf/PqbLwqq\ny3VNdK9JW8vMjns1r5g8vQMS1AzHuEsI7Wg4BIhcyLhHMY0cKSU0aiVpc5Ap5FrP+JhdeEIIjnKl\nkGjZMq3PneVTMNbjAExNqjXKDfzOFyXLjLkzeOpRgQ4/25b14ky3A39IqalD2QeMDneg+rJf01qa\n9XAdXxFVO4R3Mjih+J1U6V2XUfi/B2U3HwRz/9ATF3FiTdbenAiG4WCICvc5et+TZxMoqUHoqu/H\n2OReoDm/DIvr3gfeL7700aU5fPVlGbt17rXrCyGSEVEROVBS+p3wgVIDyLnuaf3yvIJKQ5ACFx4V\nH/jQxfdj745AhMfdW6jWfnR7dbbUcexCDso4VppQ/L1lFSSsO9yP5ZlzbIBO9D5xXz8bmECac5UX\nZ68e0YpRnMOraXSd+CK3VIKj/YCWydu7i52BjIXWyhra67LnKv1IZOS0zTKeM5vZzGY2s5nNbGYz\nm9nMZjazv1H7W8t4tih8nZKqfzQKoRjR6w/7uHV7j7+XaKFXNrFzUyLPy2WJWqyvn0KL9NzOkFHM\nsoONx0VKo7y7BS+ViEwGXeMTYrUi0cRYRxaqNWxUpfap3pLIyvBoF/t7EglIDKfARmuF1mqpjJgi\nvDordty0iG6SpPBJlFDyPAwZKYhZ9+EPhgW1dZ1yA4tzbTTaEs1ZbJEW2m4iKElfdU6tIcpY7M5a\n0CyNkTMTlVGmwHAstNpaVNtHRkKeZlOu6RoKPWYTVSJteeKhFbTq8hx/8idCPHRAmmltb7GewWZ0\nM4ljdBkl7I0kGnh7ZwvNJclotHm/+YVFHFyX57785hv4yleFTr1JymnLtop6IC1u/qUvh6BufVHr\nWVlw8PgT7wMAvPLdd+AT2P7uEYvIsyrmUoncXPu+RPF6i2V02C9OLNHdNEnh+9NSMRsrcp8szzBH\namyL79NZmMPKorTra98QKu08t9CqS9/v7oRYplxPizIevf0Ah/uSRW7NSVStWnXR5M/1qmQH6s0m\nqjVKqwQBbly7xX6R8e5HMWJmgmPWPlmWWYhhe5QUygwHCSN+STRd42lmCVZImrDXlYhtUjdgs5bU\nZFvTpItTT4nsRhc54jmKwzMjZTbK6JHQYshMbO73EIUcZw1KYIxGGDPSe6rVwtolyX723uac3LqF\n7p60dTAmGUhqoh9QfmFuEfUTJGdinW4YRIVcy3FbWZPC/iGJXipzBsDslWMa2DmU6//Wa1JTc2m+\nht+geHxFS7mMR+i8IRnPzqJERm9E4yIjs3ZxDSfn5Pfxjoy52p0dGKxTxVCeu2R6GLDuLLshMi9q\nexddzq/qpQ2snRGCs5BEVIuVKp58VIiNTpzZmGpfoynvoFz1oChPUW3VkGY6C8S64b4Pi1HbEut4\nEDhAIJkxw15kP9dQIgFCkiUgWz3UQGrevaQNT8mYLFlC2rbbewmnbZkjG2Wp007MBAHravvxDvIO\nKfVzeV+t6gC5Ke0eDmTsutW5qfaVVAUri9InL2d76FImZu0Rud+zn3gY73tIfPU8s/Vf+n++hkFP\n7u2P5V12DgeImRlTtolhxIw5s9pzQYQSa9Q16U9v6CNONaGDjN0wSdANtd9QCCxmuCH9HCOHz9pV\ni++1Ui0je0A0P8m0jAkKYpF7ov7Hso2AcGdROQYORni6Jdd//ANPAwCWGjZyomQ02cyJRQcmMwBp\nKr+zLy1jEMjvvny9J7IoQEEIYxtWQTyiimfIAS0voVE+mBBeQE2nBaMwKKRO5hrybtMwKBKKPjkD\nXNtCwPrAPElgW7reVf7ONBXCUGcZNMGYUfg+bUqpST2nYRQFltl9fwNMZGtMc1IHd/+1+MMDhd7T\nmHIiWuPAnEh/KT5jEMVYbMr4q9Wr2CKXQsYFPnNdpCTZcUmU2Ll8FSYzdMvMptfateK9u5UKkiJb\nr58sR5UydEPuLWzHRULugYzj3sisQg4riROkzAg69nTGc35OE7TMQcUaCcAPbRtmoRcm2VwAcNkX\nrufh27dlT/DyFSGeubV5Ew7vl6dj7BFJMOdJVuSo24O6LRmb0rr4ItcMcIWZUXtDfE1gNDC3If7g\nzz/7OwXi48oVySSdOH0Oy0uUxSOHhWlN51PioIvtLfHpFy49gfFIxmLKjKVpmxgdkgyQ7Y/yDF3W\nffbp2yqVKmxb17TFyJj9XGTduZVH6F4XNFZUSJ5FRULKqxIZVa8gP5I1IfVjXHifrLNlV/zcKPBx\n60D2ij3uzYxqinJ9um3/22/+c+nnXCHhGIm514vjuPBvGgknMmicF3zHeZah05H75crAIUm5FH1W\nxTWwT/TJnV1mCCs15G3rnv5ZqXXx+EP034GP6EDGgxWxn40MWeE73ltN4EK7Xqx7Afc9seugxP1O\npP2CmSPRbdQoqCyFAZL1lGwE9P9Pvl/2+Z985Dx++wufBQAMDPFZlVobfibjw8gTZJB9UcbMn2Q8\n6Ts1aVRuFNJ1509L+0+dWEO3J8iqVM2jWZlGnxX14XytTsmezHctQTMp3ISBHCZreqtEm/lJCgXt\nByd1nTpDqedx4paQBCT2G0ewOH8tZskHwz5GRKG5RFQsr62h5OnMslzHK1WQ0sf0b12Hxec78fj0\nev6j7G/t4DnkwLZjcRaOYRYYSNuy4PMAM1eXRreqZQRd6ZSlNdn4rz/2cbx5Vzry3Wvy77OrbfR6\n8vPyuccLfbuYhDktlWOwL/f2OAhX2230Mm5OH5POC3o7+Is/FeKLu3cOYBWHS0J/FJBo5t1kGtoB\nsqDaeYwmkaonmgbed5bkF4QVW4aJMSGpISEsXjXBpQtyGDlxitBB5xRGPNydWF3FpZsykRtk9W3P\nNQr4nIYXKUsK0gEgDVN9ZobDUR4iwvyCTJYRD2Dj3i7WycD685/5SQDA57741Xua9vwPhI0uIBS3\nWq7iZ37m5+Q+Svrx5TeuoFlnXxKWsLa0jGRPJnR/7MO/Kk5pjnDYarOK2pzcu1yVwdxsWQWra6NB\nPcZaBZ/4j56R6xz28eab4sCzRN7N7V5YQBfsXXG6w26KtE5Ysieb7607OxiwDcdNQ0FKrlMQNSQk\npCpZRkHWollXTdOZQAfyBKdOSTBEM9lu7IxQIvy0wY2JZRnY3xcIyLPPSKBkZW0NKYmxBkcH6JIV\n8KhHOJWlsLggGwRNipRnGZp0eF3CeZVpICaUSwcbjlu7UccCIRU9Msa0yw5KbFfK7yydu4SzqwIb\neev2DbRIbqG1EpdWWjA5fsaEuJh1F90DOWSfWpKx67sxupm0odM9gLkqxD0bD38YALB190qhS6ph\nXipTBYFE1NvHAaRtKcepaZnHEbaF9TOyVyuZS45tIyZZTy8N0CF8PqUG38DxsKXh9YSqx2YKRVbp\nfi73u7s/RoOEZ10P+PyW+IZL67JBOtcuY74ki9l4U95rFowLOEu3e1C0K+aCmfQPEb8ucLQKF+Go\n7ODUw7IJSbZvTbXPijQMM0VC+KmvAJ8s1w4hWw2jghIPI27KYId1ClYki2IeyAHdc1oAdf+MLMNq\nXeBvKy15N0E2xJgQ/5v78jxz9ltoKumzk0tyvcu712Fy4XaMpAiMhDzwBLUXkBHiNwhJONTbmWqf\nP0hgluR5Iw9YOyXj79N/V57n/KUFuJ608ZHnBO6c2sB3/8UXAACvXhdfYEQ2Mi6ocC10qNXZZlDI\n9lwEOmhC5s9xjIKxM6L/7ochfPbj5a0D3D6U3w8zDVlSiLgmNDg3a9UKOqMH+JVMs8gaUOa9my6l\nVLFR0Ky2CjksmyRi9dMwGBmJuNnt2FXUqbV49UDWxhev9DA+kg19ZUX8kJkZSHwZKzUzR6gZXBlA\nygCAYyk7xrKbpxOmRQCwLWPCQaSmtw6+38WtTRnPHoPDrUYdEddHU5YvLM63i0Nk4PsFo2PM9di2\nrYnfpS9K0+yeZ5P+URMyH0MVJ9cCWmYYkz41pw+bx+0eGOIDggYZA2tahPY48VcBX8sSjElYFScR\nUv1w/E5qKIzpOxf0OleqFjreeoNpOQpRxPKbOCh8iK0DbUoV/r1MKK1tmEVQINUb19wqDoy2ZUs9\nDoAwmIZrVsiimwRhsU/QMrthEBQ4w0zl6I1k3hjsk5X2EpZWBP7++h99DoCUNaytyNztbN4oDvs1\nEu6oOMBSS3xIdV7WxBe/81UMqeW6XZVn/f0v/QE+8YwEWs6trmLzphw4b1Ob8a0rl7GyIuREGmJt\n2dNjMw6GuH1Tgo03rl5GyZL+v/aDbwIA6p4Dsxhr8g5feP0VLNa4h+EBIxuNsLDEoF0SY8wSkXkG\nqLPYAMiMjUCuVzEVbM6H1dOyRljpGFtlGe+DKEHO+VAn0/3GwjzahC7+3pckQL90YQmt9eZU2zp3\n5bCuTAMufew8yeOsug3D0DBOvfewoPexmpgnTTPkWZtXtLC/ywN3T3zNaOQjI1Nsk2zhpmvgldfE\n3772qhy2rSyF65FkJy8jr8i4iMj+roIdWAEPtfoZjrXlQfDbklsqgmWWoXWNs4l/0gEylU/IIou/\nVwXcPMpGUCaJvhzu2fMBXJ35SbWfK8Ei6ZRppMU+zyj0yScHWx1gVLaBgDDoIUmYonwMg2RQRwMf\nj1+YPngGnMeaKMh1HcTRveSMAGCw3MpMksIPlB1NaJlOAnDH6iG079MJKWehDcX1IjIMWCTOOlGW\nsRKmE+h+wBKaNE5gmSxx0CRntl0ECZ0kQZm1PFXrLyefO24zqO3MZjazmc1sZjOb2cxmNrOZzexv\n1P7WMp4asZIRrqpgwGShbmZY6DIgMRgwohDFWGW26IOf/CQAYOPSh/FHv/2vAAArhDBYcYCtGxIV\nWzn7MMrzAlurKmp/dvbh5RJ9iZllORz6aC1KdHh+5TQAIBg1YJL9OHPDImKqIxNGmhUUxmk63Y0f\n/8gHAABnH368IJtZX2vj4gXJEKwsCqTCUgaGQy0xQjkU00CNhem1GiPergeHUL5gfICnHpXMxOmL\n8rxJnkAxjpCSCEFZRgGLSUKFnBG9ogC7bBRsCToqbVsOslieZ5HZrOc+9kH8uz+aZD1vbEqUq09C\ngQtnLsBjOn57WyJlt27eRo2aekW7BgGCHjNwpoHz54Qg4BzhjPW5Bvb3deG+PNfqiSqGA/m+q9HU\nuYUGv/MTn/4kOsyE792Vex9GOSqkpl9ittQ2FNbrEtGrLkvUcWtzEzHleo7bbRLP1KpVDIcSAdLZ\nvhgJMkKMK4SmxkGKpUUZUyUzwLmzkgXT+n+m48FlxtNjNNA0DSjSkkcDRrebAeZXpV1mGuAUiXJK\nZWnLYNyDS/IKm9mKNEkKavSMkW6rXIUi7KpWbQN46572nVpp4xd/WjRUb904DQAYhiNEoXw/jeQd\nnV47WUTQ1MIK+hz7Y8JqNhaWkDI7PKJupiqXUFOEJxOit9z0MN6XjN9oy0cSUQ5iWdq39sjHkCfy\n3ve3Ze76oyHA7zeqFmwSAOlES+JnRcT0uLl8Hk3YsWA6iKkNaicxfMImdVZ/48wJbBF2pTMdbtmB\nwTkdk4BmdX4BrArA4GAXqiNjcvtIxke/4uIktSbNQ5nvCFKYlFYJCIH1sxiKmdNKYGBnS8ZahSHE\ncZqixf5feOziVPvyfWa6vRwxI5Gu58J1BAViMtqu0hg527C09gQAwMku4WCbpBrMCqReiozQsiCI\nUWZGQqOKmq1VuA3KvyzKtd1qBYNQ5v5eIHT7tRUT5UzeexTWYGUCh9XvaLfzCkqOzJd2W6DWZlKb\nat/do108/4YgKhbPNfGrv/6LAICzD2uIcICImq4xCZUe/cBDuPVDGTdf/bdfl2eMq0girR2bolmW\n5zixKnMThsKI7dZQ2l5UKiKxjiP9PHQiOMzM3Ll7hN2hfGfhpPjv7bsHSClHY1JSadAdIkynScss\nTDJyU4QfSt2TqeMvYZAU747v4EpfxtfbRyLF0WzXkRNa1+vLGE7uvg27uwkA+PlfkzXtYGsb57h2\nmuU6nr8l745AADRdG3VKSOnsgGFZE7ItnyiVMMNB9KO3DD948VvYui1SAg51TMejHmxNGkhkxsbq\nKvqU1epmWaG9p8s1THOi4xwEY/ad+8BMZIGaPSZRcw9h0wOe837phvuzLA/Kuhhas5JzHDbgUrrI\noTySZR/Xh7TQIsHSwaFAGCv1Clx+XiX6pt1qY0y5tZQw0tHgCC1KQPWiEUrMwjuakCnNMaa/XV9b\nL57x8IBEL0Q+lZwKwpCQd5UUCADTmS5RGA21BNgBUr53/bvvvfoqLK5fURoXaLQn3ydw/FTlaLOk\nR5PnDf0AiyRTca0SyoQRz3HNDP0RYra7F5A86M4mDPrtTk+QODsHJoYD2euUoJAz6zKKZUxu7e1M\nyBQ1LPsBIrOCJ2+TAAAgAElEQVSmUuh1BImzu72Fj31A0BIPfUKIea6//RpGLM+wKZHRQ4om58Xq\nOXmGO5evF6UkTrsEh5liXfYQpxYMV/xFBFm3rSxBmSQ+mhDOQoTFlqz1B8MjHJJo0NBESdEAq/My\nBpoaUupHRTnNcXuVCLRKow6dyVzgdyuVSoEaqHKP7HneMeQCs+yWVZROlUoe5mok9qO25d2gg6UN\nycC6DuXJVAaHKKF3CH3e294tSDBhqALWbbokkqvUkaYyftLjklN/CerWNM2idGjCZ5kXklV5NkFm\nGPfphUZpiozoFSPIihNPZMk4HMYOQpKeWUTSVBsl5JyLZmbD0QgRrans2KgWezt5H72xD7fweZzH\noxEcU/6u6TXx3HMkC/yfJ23Tz5lqLU3bZkZ6QipkmiZMnf2MgqIUSpOkCdLh3nKF4z5M/24Q+ojZ\nV825+WJvZzDb7tkOTMoHVkiUZ9s2smwiyQQAWRIgZ1bWShK4PAdV7Gm/8qNslvGc2cxmNrOZzWxm\nM5vZzGY2s5n9jdpfmfE0DOMEgP8bwDIkLvGbSqn/xTCMNoB/C+A0gE0Av6qU6r7XG2t284yRDMM0\nC6pyFSTQNbLteTmBr1RSPPW0ZAAeelbqfbr7I5QYPTm7IdmT3MixQgx+GqbwWe+pRZiTwEYGOc1f\nZ7bhjTdfwrMflr+bX5HIzGC4D5Z+YeF0VUSAAWSMsqdRjD6FjaNhZap9H3hMyG8eefJxBI9KlrPa\nbBR4dk3iYFoO2lXJwGldZxPHIiG6Ri9JEBFjf+78SXiuRLA1tbcybcDQ9OfMiiiFrKCWV4hZ25Hl\njH7bBkzGHoZHksG5dfMOPvrckwAAP5GIZ6V8b2Zp3Jd7+qzxKFXK6JPC/dadTQBAq9lAxqisQSKl\nnd1r2NnWkgsRfvWXJJuRjyQi/PXvfhO3Xpds0XxTIkW7Vw2sr0lNYD+hgr2zj/a81Ki9/9KjiH9e\n2v2v/uXvSJ8MQ2yTbASM/kZxjhGJZdYoveB6DhaWJIp359akns5nPVgOAzGx9e1FihXnKcJQxuyJ\nE1LD8vab78BhxHN1ZRGLi5qQiKQkziQ6XiHG3rIMIJD3HgwkMto52IdiFssrG8XfNuryPgd+pyj2\n19JDhu0WWfgGiSsy20CDhewPCG6jYYX4yFPSpx96RCLmQz8q5HwSEqykfoCA7+5MvA6fGaTROGC7\nbHT57OUzcr8giqAoGbS1KzV8V2/exsNzkiG6fdABckbsyhJ1rJ16Ch87d1r6gPTj7/zwZezvSg1w\n1egCzHKFFKQ28ryQFIiySY21F0gfbKcSTV4yQ8wFMk/t/R2kQ3FRDz0s2aCTly6g85rcZ1WrJzsK\nDvvCY62eDYUKo/bvXt/Ewlg+P3taxsVdN8HeNWmvR9p5I1Uw+LyhpetHTcRjkoRlQ1QqMhaHzL6N\nI4UOSUnskyu43x7eECRFVikhYx3zamsBZY5pg9HZg4Pb6PA+VllQH2HYQsBIbtmT+RrHIQLKIozH\n4yJ7oKOcjXpd5AAAbJHsIrQq2BlLdqV2JGPFmvOQDDYBABXTxZx3Wtrgsm44clEtiW/dWBGJFQeT\nbI22lXMbSGsynp94+nGcf1z6IFNEBWRhEbXVsBm3ZuPk++Wao89+Q+6bKAzGFMu2TTzxPkFXnD4j\n//bHI4z3ZRzvsv5xz89hsU7FssX31VYsfPQ/flY+/8IPsJ1I/eTP/dqPAwC+/fXv4fvfEt9RSEFF\nJ2EY0xPPOkZ04zKLpREDUZoei1LrOiUTBkkjotzAETOzmtSlHo41/w9qlC0I1QAJr5l2ZTzu3nkH\nKTMTH/nkp7HArPYSicxOzNfhMcNbZiTftu2ipjJldPvmbg+/9d1NAMBOOF3Pc/2dN9GhhNTZs8xS\neWWEsSY6kbHn2JN2WYaBITOqirVLpbKHlBJciuMxztNjci6T9aiQXzcmpEEPIg/6y+z+DOeDJB20\noHpuTrKkOZFFx8kFU64X5VKlyP4tLIo/NJHCLdP3Eb1kmwrzc7IGdcfMAHZ91DifzSxDjfX4GTOR\nhgKqjszJcY/EhaUSQL9d0pIT/R5ioliSKEZGn6brmI9byDWkPxpiSCTY3bsyfl578w04XIv80C+Q\nXhdOn5ZrZylqRPKsrUhbX3n1Ldwl+VKqFNpEcC3OydrYTQMM9inZNJIseTQMYRP1VmEb3MTHjbek\nhrFzsIuUOygtreNHETKNctGZ7Hw6fZbFFiIte+TYSFmP57L2slGxscoM7ZlFErh5Hpy6rJOPPyG1\ninloIiYxlm2aUOy3Q2Zvdw47RbaoxLppRAHKidyn3xEfYSQ+SnyHcZzAj1kTbks/dbuHGDFD6xpE\n0nhVNOaniaEqJMfLEhQEHyGzbp5dhkeiNC1/49kuKuT+wDGUhan5FdIQaaLrHvm5MuCV5N7r64Jm\nGfaPUCMCi9sbmFYGQ+8jkhAJ1xuDazAUinlTbPJVXhwIHjRzh8MhfHIzhHo8hwkci9e0tOxcgpzE\nRdqvhlFSEIMtug52iaD8vT+QWvQXWndgcC+9fErWp4Wls7j5zhUAQPfgCOlQ1w5T4qnmYvWinEXe\nd0H2+c9/4zs4oNzj5qacK0bDPmJDfKetTHQH0z7TZBrRPIbCeJCMSkEYlsbIWLM7Zn1onmXF2Nem\nlCpqvrUsluu4BVHooD+Gx2x9QyMpkCPmmAyhURx2keq0dZZXKaREArq2iREJKnOiFN6LvReobQrg\nv1NK/dAwjDqAlw3D+AqAfwDga0qpf2IYxj8C8I8A/A/v9cY5HXQQafhWrUj1W2aM8yvioMqedP7p\nUyfw+HMCsV0lK+ar3/ttnDwhf7fyiOgOuYvnYFdk0+mHo4JAYm9b4EndvbvICP30tHbVgoM7268A\nAJYJxUr9ERQPIMa4i0xxceQE8UoO3BV53kFperp4GipbLqFK9kXYVrF4FoPLMJBzkuTJhLBCa5Jp\nR2saE/a8WqtdQJEybuKRGwWzlVnkxI0CFqqgCsIjg3iFUm7BIbFIlZqJai/AwQ0ZQBuX5DB/aI7u\naVvMA7DPw8C1m9fw2c/9IQDgu98SpldDGdgjhPTglvS9kwMJ7+2uNPEX3xYdz4gaoG9ffRfjPTJM\nHsjftebLOCBB0KAv95treYgz0dD85jd/CK8hDmNuQQ43h8kRfMIVt4aEgJYMVPh962Cf124Wi/Ar\nL75WtM/koheFMUrFwVXGQqlswuR7ygj3GXZ78MkGdubkOXgcDzVqZTbnPCSEamVk+rMsEwsL8vk+\nN8A7Bx28/KZojZ0/fxL7JAzZ3pHFKkWEVkO+43BclEplpIQ4RJop0gAqbdnMDEb3vjsAGHW6uHtT\nIJIb63IAW19dhs3nzRnAGBweFlqj8+15jAOS2ZAZbTwaYziSuXaJsOnxeFyQVywSQudECT7wjGze\nO36CzV0eegg5zYIQINnG2mPyPIuP/QTSrozDzuUXcPPNFwEAh9flvZvuGCYL9xFPDp596q59s0+i\niHngo9zkefu7KHPuP/kBgRqvnTiPL/xAiBH63MxkdoKEmxSPTju8uwurLYfMs3MLCDNq5VVlfDz2\n3IfQIbqy87KMryhXyG3pg4DXqVbnAcLSA9dCPi/+Szv63YMO+iTY6F65ivvtscc/Ie1v1mGSiKJV\nrhREARZk7L71zks4IjP4zV0SN9khPEKoXAaVVOJiTJhmqqJCP9EngciNzeuocXOW5TIuRkmMg6EE\ncc4lp6XNWwlub4o+qxNbaNXk3munZXz00w5yQlbbDg+t1Kc7bq3VNv6L/+YfyDN6JhLq+Znat8GG\n58n3NOFEmkdYOyUH1IsPyQH07hsHhb6f5XiISdLz6nU5JO73+tg9oH/qy/gYGBZMS/qiRuKPZz75\nMXzop4XI7Huv3YR/TXxZtSV98plf/DG8+5awIr76ksypT3zmAlZOTzP8uSx7MMwMTc4Nnxu7YDAs\n4EfHz0EuN1UKBmyuEycb8t2Hl1vodGXz1R/KO07yDPv0u9+kL3706Y+gxJ3hXK2CE4RxLvLg2aqU\nYHITWOG7Ni2zIPvpkTDnnTvbyPRGMp8+WB/e3UKece3hWPEqLewfsHTBkw35cNSFw4BEGIagO4HH\nIEy/34Wiv6xwrgyCDDn7ypzga4vNlYEHHzinD5XWj4TYAvceYI+bU2YpD5fyMBwjSWWsBIFed50C\nChj4Mcos81hdl7EZBX34obybGiGT5TIwpE6sjkobmY3+kYz72E8xSOVnj4df23QKMrF+KO9/bm4O\nJbJG97oSIDrqdFEhc3TJcREmeuP7AMZl7mtGcYhDUltfviKb7+2DPcwvy9rqhz6ODmRuX7+9CQCo\nOiWs8KD8yz/3aQDA3Z0tZFyDLccpSpUyBjFSfwjPkM89Tdwz7sLkoaRtEPLXH6CvSwGyDL4uN+KB\nz3EnhC3qPvj6cVNw4Y8518Ih9g/FD9j6PdQ8PPmQrGE7W1KacvD6bZw4LwfOU6sk63nsLF56/gUA\nwLB/CFtrSQbyDrt72zjktrrJw3jZVqgyENyjjnQwHIJxQYzjuGBrT0HSqbKH8RFJ6jjOmo1leLXp\nsXn9ugRrM8OGx3XA57q/t7uLGtcJh/4njiK0CPPVjNWuWyo+T9OoIO6rVlr8XYJ3eBjTmrYDf4xX\n35V+PKSiQBoOCh+Q5/mxuZYXv5sM9OOBNr0xnmqeXEez9Grd9UwVxNqaWMeEKhiNdUAuzSZ6lcvN\nChRLE154YVO++8RFLF8kE35dfNrTH38Ua2fkmtu3HIxZVjNiwmEEA1uGBGX2NmWt9muHyE35vM8g\nglWKYVkydxtlBy/fW/EEYKIMYevSlyguCJ/sY1Bbh4c+ZU38U3te9iPd0f6k2wqoPybxS/a965bg\nUuvXjyKU2Vd5AVnOEBJG3uXchW3B5riwNZFZe7GAPtuuhztX2bDwvR88/0qorVJqRyn1Q/48BHAZ\nwDqAnwPwr/ln/xrAz7/nu85sZjOb2cxmNrOZzWxmM5vZzP6Dsb8WuZBhGKcBPAngBQDLSinNh78L\ngeK+Z3MYOuwyUpuFBjxC2SxTYYkQ2zs7EtE799SnsfH+T/PbEsVLhmM069SfuigEGmO7jbdekexI\nFIwxoFTJ4ZbAOqwsRrks914/I9nNxy6eR2oxKmRJhMdxE9jMIPm3tooMLblCMLIsVEgDvkx5l+NW\nb0o0QlkOfJK+qChCFE2yRYDo+EQkLEhZ/J8kSQGf1DqT/nhY0LPX203Um/KcrbpE4squW8B3wEii\niRR1ZnWP9mOEJHLKSa5kwEXOrECDGnSnTi4jIKWyYmSrSUkbbc229HnCvhiMBnj71VcBAHs3b/Le\nNiqM5rgssFZxXNC7b6yuo025lS6hVmdPX8ItymH0OtRzLLWwR8iu77Pov7MHgwXYodFFz5eIn0kq\n8dxyoVz5XGt8ZmmOKj+vNQmFtcwiWnbcVhYkQl1yTFQYafIqhHBkMRymrRtl6Z9z68toceyuLbVQ\nIyFBgzpLoenBzUk8wkxcuerBqUj/6MzLnY6Pd65J1Gh3P8SAMg8JdbwefmgVtbJ8J2NBPPJJBL/M\nbFWWZjA0lE+H/o5Zy6tieCQwnh2OqYUVA01+p0oadzTrsAjzqXtAk5AvZU5kVS6/LVHQxUVNZnCy\niMY/flrm18effgoBsxV+Clw4IX2+dyTvfXu3g92bkkm6zYhkWKnDa0nGvfXop/HEJaHMX78pGeHX\nn/9THOzeZIsmBFHxQOAu1xiBDRIXrQ2ZI487CepkCDpDmHSj1kbELHTkk9LcyRAq/sy2unGKgDpn\npm0jJzPLHvuxe/ltVAijGzI7MvQqiNhnY8rxVBba6BD6M0wzmAmz3bvyjs1yFQPO/eqgj/vt/GMf\nBAAop4zM1oRgY1iZjDWDRCf+mxm27sgc6oTyb71WQ7rLTFJJnnGpvYT5hsznkT8u4JAJIU2j3gAh\n/YBJ/zIK72Cko945pRVMBceQJeDta9fRXJDfd21m6KsJRsyyHnWlrWeWn55q3zgaokqJqBzJRHOS\n0dk0yqFUkRsEAMRJiNay3Oczv/TTAIDf2/08/J4ubLBwZFLGYoltTfuISApkE3bmWSmWFqUNz3xE\nyEc+/OMfgNGS+62daSMn2c+1azL2PvN3PoRLlyQr8vIPBbJ9d3MHp86vTbWtyvtYlkKHWSWfusVZ\npgoxtwm5UF5ocmZ5iqdI7vFjlNrKoxR9ruCaQMMf9lHj+9R6n09/+DnUKuLf4yguSCKKlIEBuMyU\n6Ej23c27+PZLggJ5aUfe2+Vehn48KdO43wZBiIoj725AoiDbK6NCaK+jiT3CCDVmisIwgOL6l3DO\nqTQusr5arkAQPhpK+wAN1Af8/4M+s0yzyChkD9Jjwr0yBtoslgWMfMnWm26Ksqd1/ZhRcGxkWtMz\njNHpkjCGcg2Vsok+dbxXqXF94eIa3nxZfudTizxMFBJqw5YsC0P609SVOWcoA2MtK6XHTG4WEmKJ\nhuTCgKUllRwUGrUPSiv1xnK/27vbuLktGepDonju7u3CJtT23IXzOKS2pSZBsUyg7MizPf2kIA6e\n+9gHcPe2tH+nM0SfmfkS9VmzOERKWDu3K2g3yoXMTomIrnKu0BnI/YaejT7HiobXVmvVYr7o96ke\n8F4vPHIR3Z7cO+jv4c3XJVP1g325thME+O9/478EAPxCg0iS+W9hfChb3Oq+oE8u1kJcpzze3du3\nYJ04DWBSnhIpEyOi7IKxlpBxYJKkZ+izzKJ3iLFGFIxD8NXi+i3p+xPzTThFKQmhxKYFlU6v57//\n+1+Uzx0HNuvVLE5yy7IKiKjNjLnneRoFXqSebNsuJIyQT2RJPF2+k6XokLDRJArMcBuIcmbQKIce\n+vExxi9gIpaipv57HOaLgnhtemzONRsAJflKdCJhmKBMCHFW+MisKGHTsimGkSIjYZVlJnj/hvTF\nrR2+h84muh2OpTMCm23PVXBhXnx6eD6BRfTFdke+89kv7+DkGdGvNonIVBtnULHEh165LOjJc+eA\nD54XJEAWxbi1Oe2fNOJO7/1hmBPmVUtnPA04JP0JHQ+Kvr5MFItlmVqJstArflDmuOyVsHFC1qUk\nySZETDrjmecoc/4tcYCkyijQl1o3Pc1TxJrAK0oK3d8rb745fdMfYe/54GkYRg3AHwL4r5VSg+Nw\nFKWUMgzjgV7fMIxfB/Dr9/8+Ij65ws4zyhYck2ysWVpAwn727/4sAODZn/4UGguyKdi7IZAuy0zR\nY23hwaYs+tvDDN/8nGhJ1TwHIfWwVpZlMW7Uq7h5Vza5Me/XXjuNi++X2ilQz7PTuws/lDZ2gxQG\n6TTDgDUGSkERR/9Qa7rdn/v8n8nlnO+gS8jgqH9YaGTpA+je3h4yTvI2mW7nFuYLJrsx2f/evXq5\ngE2eOHMKFheZRl0WsDNnTmLjhByYzpBVtV0yUOdBJW82Cj2xhIcRyzZhERa6fJoH2EYJidZAIoql\n3W7c07YaD542D6Tx0RiH70qfnqjJZ4bpYsh3HLKfDa+MEiGMB3sdvPyCbGyWyXR31O2hT5jmSEth\nHQ6gZ5HNB/IchZAT5KDXQ8YJUSGDmmGaMMuTqQgAUAnGrE0cDOTfufmW4FLvMy2mXvYqcOjIHWqN\nhsMICSFLzbr0yxNPLBQ1Uo7jFnqqhe6cGaLEWoga4W1uyYDKNVuhXPvtK+9gzHozZOMiIOFamgm3\nVDjWnAxrgyDAkJpLun/iOEVK2GgBTTlmq+0mDC56nT1ZeF97/RpeeVPm0PK6HMo+9vEfwzrZg8Ou\nD0sLj5uTOrCTa3KI9zjOSq6JBln9UJe/S7I5DAnTDTIDl69uAgC61NZ96uwiRkvSFzd35CB3+dYV\nvHbjGgBgWGphoSHXfHhZxvbTP/YTeOV7om827B8UbfvJUzImDzpysHrxpo+vbFIf92wVlZrM77ol\n10uGITJqg43ZZ2XLRqYXYTrg3DTR4eZMhSlcBkMS1pCr67dRoSOPCRl8I42wyU1aWUtK5gEcBr6M\nxEDYk03nWMkcsGtOITh/am7asVSa8j7S3IRGNcJJkStZ+cv0m8n4AHtXRTBdEWq1uPIIrr0jB/PA\n4FwZR7DXNVxRYYfwuTGhX74/gsWNnKFYh1TuQdH/3NmVeT/XrOLESQkURJGHIJa+iul/620HIcsq\nYh6oS7g+1b40jZEX58oMdjKpEwMABbvQkExSwujNHKkj4/zEY6cBAN5KA/3LAlUzbAcnnhEI98/+\nqmgT7+ztYH9ffOuQ8OzUSLFOSN1JstbGdoIudec2TrVhm9KXN96Va1d/JcfTT0kN7Ss/lM1pMI6R\nJdOHlwHrobMkR6w3Wpz77rGVWMNHTYgOHQCcX67i1z4u+q59jr1uv4c5rp9bZBp97NGH8cxzAiOf\nI9OoZztFvdlco4wyb+bSLx8dHuCtKzL3v/O97wMA/uI7f4GuLeOv/ezPAAD81EHOuYJ8egMcxAks\n1uh1DmWcLS6vYH1N+lLXj3aODnF4IH2aZwkqhKi59ONLayvYPZT2dAkbvvfgOfHZx+s638vBM8vz\nyWHt2IHleD3Vg6C2eo0pMcBYrhrwHPlOd5vlDElKUVTAtlAcoqKhvHfPqhYam2P6kmbNQdnjRp7r\nUhqlMBkgqzYrOODBv1kTvxKMAySsm9UQvOF4WNTtpVof0TALFnDXsJHqsotk0taifxjwc51Ssckd\ncoMbqhzdDg8duY1l1vCX6Rc8K8LdHuGeNRn3i4smXn6JsNLULKDeej+mkCFP5Tk7LIexq3UsrUoA\ns8P7HQQJgljrJ2YIuEHXdYuNShUGnz1K9DueHgfzK20sEWKO3MCAgZ+DgRwsh1td3N4RX722IJvz\nn/z4p3DntZflebZlr2IutrC6IPPq2vXLOuZQ9PkoCGBwzxBzHveDCAFr6yzN+hv1YTMYZHgOujys\njsmwHgVjrC3KGuZzv1HyXFj2A94dfbmgUcmOHmo+j7w41MS8jlJ5UbOsA/jOMTbV/Fh9oOcxGVQu\nIdaHQovvoOmhwvIcy5T+zDNVMKLLlNMHoWl/eNyKeYxpCP/O/hGaVe5j9f7HED4XAMh0yUWWFrez\n9POXK8hYOnR718eYwdo6A0mG7cMlh0k/kXf00ltvQ+2L/9q/dQeK+skJ2d1HUY5sm1qkOiGhFMq6\npI7s5u/u3EYwIu/KOEUvmNbxTFMNIWY5kFeCyTXvuG+LuZccJ2mh9zviaV8pNanP0LHEYyzfxb2S\nBCHHhcqNguVaM+rCMAo4bYnlW2kGBPQ1OriSGQoZ9/FRmiOnXq32C+/F3hOrrSEKtH8I4HeVUn/E\nX+8ZhrHKz1cB7D/ou0qp31RKPa2Umg5vz2xmM5vZzGY2s5nNbGYzm9nM/n9v74XV1gDwLwFcVkr9\n02MffR7Afwbgn/DfP/7r3DgnrEZX4xtpjpRRWcNQKJeYTfqAZCJLjoO3X5UUdpdaf1EUYshC+jvX\nJLo/Uh6cTCJoNdtCo6zZ1CRTsLO3i5RwIn9IiOPN29BahyOSapRthbQkkdqjtAGPcKEK9bc8u4Sh\nLgh/QPT3K98QbaXWxiWoTO7zyvPfwCmy7y7MS6Zy6+4uUvaBJoSJzRx7zMp+6kMCMXzisUfgMyNj\nOjZu3pai7nevSl+88eYraDUlQvZLv/wLAICPPnIRLmFpG6snEDOipQv9c6WQaNIOm1G1Vhkeo7+5\nxQL++9qWu4QXMOXiWiYcRtNONgQGlpoWhsxeWg15LtMtI9iTSHbU8zEkgcIhUxy9yMfpp4Q4apcR\n8V63XxTHh4QAJ04ZIYufgyQvyJQ09EIZCTJGhSwWbZvpRDtvn2zEaTZh3TxuMQvZh2MfZl2ivwHZ\nA5M0QcXTUT4SBhz1ETHj2R8FSKhnqPiMjm3AYcTcz3RxPBCTvEpn/Xd3dxApMtBZSaHHZjF76/sZ\nUg1FYmSqHwbYPZJoo9LRQmXAYGbCK01P8ddfeRHqSMZPk3pfL791BVeYifzoJz8FAPg3v/s7+Myn\nngMAzJUVymy3TbrnIPSxOC9zJC+Rje9YhlXDIxOYMAjBu3brLv7ZP/1nAIDDfZm7z3z4OfzMr/x9\nAMDSijxPNQ2wxoj4W70cObMz+xz3F04u4+wlgUNeffMHxT0vrkl7/2FF2AhPlLbw9Xdk/n1tM8ET\npySaPbouUMkeTFgcF71YIoiLlToyMjImhOkcqByHZCsM7RR1RlGrTRIyxSlAkpAS++JuGOCI0fgV\nZggr1RrqJB5TQYhDElTZltzb6vh4VFHzbTghTdJm6lecpQUcP81C5C6ZmPkdY3SEdCRIizlqFEcH\nexjvi19JmelPRoOCLMQqWQioLRuQLGPoH8HSIWxL/M/GGRtLq+KfGbSHUgrjRLLVZ06fhJ1JZtqP\nxa+a9l3EmfjOao0M5NPNgwGj8M+2bUGDBnxCyyXbqeHz8ndO2UHMEKrXkg6qrbWwS2bUZrOBpXMy\nJ5un5R2W107hvCHMq0mgIcQRcq1ZZuosb44SIVQLi/OoN2Qcu468w0q9icc/JPDCuc9+q2jXg+Zd\nnE0yDjahqoZmksyAlHFgrfWo0gzLNRkLv/Chs9ggoZHPLOByq445wvoXqrJOPHTpITRY5hFrQjQr\ng8m1tbO/g1ubsmb84CXRT3zxh6/h2nXRZh4SXpnBwtwzQtsQaBh3GsPRSAA1HbNOgz5yHcsmaZ2h\nUtgkAVtZFUTO0sIy/uz6nwIA1lbXQA4W+IR3j5MMaa4ZgDXMS03JeN5PBHS/Nqp8dg+4D/mxjKc2\n0zSL3x3XUz1uNlEIwYhoIWQoEcJY5R7DjPNiP2M6FupEPmjW25JlYoHanpVyhW0OMWapSUE0kgAV\nktHMLzbRI8RfMZtsWAZireGn0UlGBgPUM9SQW9MokDEKBiyOOV02dE9f6lRtEsMhGqbCjEirXMaY\npEiH3QOUNTEWfcU47OPdI5a7kHk5t0Ik1C4eHI1gUA+5rlmTTWDIzH3E+9SrHk6dEIhjRPTX629c\ngU1k0YOJDnEAACAASURBVOraInrvCKqgSqh2u9EA7ofWPoBRGkYKBaJTjKwg6Vlel/t4ZqUgPhwx\nG2ooBx/8iV8GAFx9S9B2URLBfVHWIK/mFQikXp97ijydkOaoyb92od4gf+8teHjyGdnrLLYX8M0/\nF8Ki3TuC3tnqKIzIKJ/QR1TnK3gApxcsjjPbtuGSqbRMHxmHIyRckz3uaxQclFhOo9do03IAzdys\nFHJmu0u8tmm5AJlVbTKfenMr0Cn+VFcHGMAE5znRl5z4i8mcfODfPcC++KWvY46lYA2iOGrVElrc\nV5aZlXUcpyCD1Ei2LFUwwH1a4GO/JM9rU4t8HmU4CUuDHqJ2cP8WLt+SObe32YdqSp+WOI/n1ksY\nEwofEqUQpSOMYuqTNgnnDTO8e0M+r0Y1RIQqH7eI77jQojXNKR1PGAZ8vsNyHOuKDPSps5ur/Fh2\nc9K3Ewo2doma+NAsz4uSAw0QME2zIDBV9LsqTwvtXLoc5Hle+JAwjDDck/3D4eak5OmvsvcCtf0o\ngL8P4A3DMF7l7/4x5MD5+4Zh/OcAbgH41fd815nNbGYzm9nMZjazmc1sZjOb2X8w9lcePJVS38WP\nDkd86t//1oyMMbJiOxVkPEXHSLFMApgvf/5PAADt5bewtCq1Z7EvkQXHKaFWZbSHqYCq42CFhfvB\nsAuP0eqjA8FvJ3GGOjUQY9Y8XH3lJexcEZmGiNTVcKyirqO6UQWq8pxmiXVgeYo5yHUeeuQM2/RK\n0bpf+U/+UwBAaekC/KFkAq6+8RpWV6QNOprhlRuIqSl18VFGzleX4LOO4Gd+WvTiKnWvqEHLjWM6\nRaxz2t/v4NZNwaVrbcDdu0fYfEsihGYY4sauoKE/9JOCej51eq2o9zRJow8ng1HoLJFq+z58fo/Z\nP03GUo0tLK5IJunoltzj2uYtHJB6v00ZCrPsYZxLNDFLDKTMYoSRjpopHOzKexqTwl8lCpWSRIdj\n1owapRJSRorcahUq05pNLJI2FWIdsWMUzy2XUGPGyuO/SaIeqNl2SCKEtaV5DKl9lbK4vT3fxnDA\n36XybxTHRdToyrWbhTSBlkI4eXoNJmsLwzEL4eMYKbNdJf5dr9vHu1sSTT2zuIo2ibNs1tiOxwm6\n1K21Wac1DEJ0tZ4To4oGbDhkbBj70zWeBz0fVyhpYe1LZvn2zg5+7FOfAAD84//pfwQA/K///H/H\nF7/weQDA+9bn4ZCwqcoIdJZlaDO7stiWiLBt23CZjTWZFRxlKWLWpvwf/+dv4+0rIl+i381nP//v\nsHFJ5JDef0H0sbxSGQ1qD67VgJTfHzPLruIIp9ZPTrUtYtayzbqNj1xcwOFY3sfLW31c3pPxd4G1\nDrFrQzHjPuSYUpFb1GEWmnC5KnSvhirE4KS0d/4RISSwcuCNL0vG6wSvszG3CHBMlpn16ScBxtTM\nXanUsLYgvsplVtHp9HGKSIwTrekaz4DkP3GQIeT4yVSANJUIbcqovt8fwmT9tl2Va/cOBzjcEfKK\nWMl10sxHrSVZhjS0kLP//EDGR5jtw3A1OYX0xcLGKs5fFJ+3SxIntwEYpvwcjztYmZP3CVP8gqoN\n8M4V6ftVEvhUS9P6x0GsCpIL17aRMoKrCdqCcHhszspnVatWkLqY1MFtrc4h1bXRTgltRsq1v4uR\nwExJQMFMEcwMMbPIBuuZFBRc1k7XGvOYW6B2KrXsMrOK+ZPyHCfPybtUmTGlqyb30dHoCWeAfu/N\niouIy6yu+7GSDBs1adel1TkEzAgaRE1Uy1WcOiNZW5N1/SW3NJF5OpR15+Vr1/DWW5J5fuW113D9\nBrObrD3M0hQ5I+7kzEJ5fhn1RbmmJjTJ83SCqsC9awIAnFyoYL4t77Q1J+/YqTQQkrzrgPXOp9bP\n4QTn7uJCCyl1WbffEu6Gw94QccG1oesxj0kuHLPj2clJ9lPXRh37uXjeabmU41mG9AHkLQBgcZ0t\na9KNQVZoX6as5/Usu6iNy4DCDzYogQUjw1yLGtLkcPCH/UJOTUsq2E6KjD5p0E9gUiZlkfrktu1i\nuyN7DYcoH8tzENPnV5kJqlYriCkf5Q99lCgdEvrT7872iBpqlTBg5gbUHrYbNnxmtvayHgxD2r2d\nyfhZyH1cHUjWaOeG1EyaUR1nH5Lxk7xxHTu7zAjyfbRrZaTM4LaIRju5uoIKs4Uf+4iQqNVsB9/9\nvmQDK6UNVCgHsUy/ubq0CKvQ8ZxqVmFmniLmvHFKJnzW2Op9lFV28bnPSxXZk2dl7O7v97H00McA\nAB7H80vPfx23qVVbqVcRsW69SvKlFCnml+XZTE2+ZDtw+fM6pXU2HlnBAlEjJcMu9lRf3heJuSS3\nMIykQUuUilo62YbhxlNtcyqyBjuOC48+1WQmPBoFiEhgZnJ/UPLqqLW07r3WEwYMki9aNpCG1K/m\nXhJKQaHP71C6y/aQk3AuLzJl99da3593u//nB/3/vba3s4MsIIpoS/a4MM1inWhSyqdaraJF0s0q\nCaIM00DJluc5u9rCc5+UObR7R9aq7mGMNJU+eKoh7/KgPEaHpEDVtRQBkWtDaLJHYEi4juYesGFC\nMSOccP9nlBxUlohS6KdIBtO+RRPODUg+aJrmlI5nnucAkVOWYRWyXMtEBYzGkyrHCTHdBLmhtzCl\nkluMyShKihpPxNyTQiEiok67wTTJkOk9B4nB/FG/IAs7OjjAiJwNzeb0ev6j7K/Favv/peVMhbss\nYi3beSFUqqwqcsI9Drl4jg524SXi6HIufu25ebTWZCCldCpb27sTcgbTRqwXcUPDYipFQbhVMEkp\nZHS2Jp9r4HcRl2QBr69FGHskouBEC8cm5hui+7SwNM1qWyIc9d0rb2LQlzYopZDwxY7IVGcYBsol\nQmN8cT79A4W92wKJ+7MvC0lRdzhEnwQS9UYDzTlxNlVqut29u42lBXH05YYMyO988c/QuSosoFmc\n4NquTLa7hKBdeOgCmiRtadL5e5VyUcjtEOJZ0Xg6bQGxUTzTpIaLMfcjO4S57KQ5Rnr3cCTPbTk+\nfA2Hyg0EfDcaLuQ6LrYYINA6pQYMHJAdUMMJVJbBIbyi4bpFwKJgLrRNeAQIa10nx3FhcCOg9b4M\nyywOR8ftzvY2v2MVh8MTJG4a+xEGI33w1EyJFnwedC9fu1EEQbbvyCK80J5Dkw7x6lUhzFFQ+Nm/\nI/C4khInN9eqwxvIuD/q9ZCz/zS73WBUwZjaqT6fy3RLCBPdHmlLnufocqws1KcFp9dPn0dGJlgt\n8OxWa1g9wY0mF/8Taxv46h+LPutwdw4VQqxKnr6mUcDN9KG+4lUK4oIyFzJVLuGAsKy3Lr+NH/9x\niVc9/sTjAIB/8Vu/je99W8b52RXpJ7di4XBX5s1rV9+FU5VrLTfk8yzI4LnTQQPdBwYPFautMp49\nI2N7EIfYJLOhT/jS0okTsEiGFPJ9hsMh7ESPSblvE0C6J4exRpYiYvChw75vzc2hxcXXoYNer1bh\nErJiVEkk4VRhjmSsLNsV8HwMk8EXfzhEk7DbcyfLU+3Lcg2TB8qubGiTaIy4t8PnET9VmW/h4z8p\nm6ZtX+bPnc4WFs/Jc+iNQpb4iLmgVhtr2OeYDWNp64Un2oAn/XLUlyBFa8kD6E+DETeSi1WkSu6z\nsNzE4qI+CArhQC+oYJHssCUSO+1vB1PtCxPA5PxMECPRwtkck25pMt8182IYxQg5VxJO53qzBouB\nEqfsoeTIc0TcdKdmhDySfraJX8sz2TgBQEpYmh/4iAip73TGCHgwr3A8Hnb6SDlWqgwUjccZfH8a\nR1ziQRgWcJGEO+dIpnKqXUZPazPyXzcNUU+kT+MwQ8QNUJ3w/0qpUnB2VMmg3e3u4xvfkM3r89Qb\nvHzlOg4Jx4/TaEJ6lk109DS7op4LzvxJGPxZsxkbll1owik1vYk6d2IBlbr4Aacq8/TW9iGOeMD1\nxzyAnuxgZV2CHQcHu7ixKWvd1i5JwgwLiuuIDvw8iPDnuCmlipILvf4jzycINE1KorIpVmTA+Mv3\nxQAUGeFNQiZVlmPMUgmL64pX9gq21UEUFPp3GgKcZzE67IsWD6CmYRRBkZgHhHgAjKinN7AieCT7\n6ZGhP1MKFgmJTOKUI0zeh83AsUrTYt7Uah66R+GPbOD8msyPjhPhhQNZo1K6+ezMHEwGbO6kQ7iE\nHRv0NUfX38LVLVm3b5CVfc4O8fEP/hgAYG1pA7//B+LfU66NOYAPsqzmzEkJniwvLQKBjP3zy/I8\nlQ8+ie8//zyvfb2Ar66SRX1hrlUQyTiarvkBhIEjfwifftmwgBGJBjX7Uuak+NJXvgEA2LksQaX9\nUYD8LYEQ60NyFPXhtpm42O3CH1GPnvNh8WQbn/l7QmBm0Lmblod4KJ+vMKEQWAMEZKuveBVceOgc\nAOAvvkVFhqEDkwmSi49cAgAstdsIkmk4o1eVvrJdC+Dnd25JImUw6BS6mwUX3XiEnEGOhdXzfMaK\niMoCKDsuIhLk5CQUzFUKE1Q74PwxDRuZoYnQGDQxJnNJIZsAPh8AzZ/YMajtA+beyvwcHnmf7LV7\nPOSEqYF3rkmQ/uZNIUZzXRcu50WFmtH1WhMn1sQv1xAhviPv/R/+8lMAgP/rd7+L7V3xS62SzO19\nM0KH5S6+IQE3AEhj6Z9qPIca2xPrxE1Whaf7IGVALwoKX5RkfYzVtKa6LuvSOvFJkhQ+VpdTDQeD\nYtxbpgGX+0EdzDAwOWRqf5mnWfHcudYijxL4vh738v/yDNL+LEuhia8rnt4/J4gyjin2c7/TFe11\nAKPhAKb2c2Ztqn0/yt4TudDMZjazmc1sZjOb2cxmNrOZzWxm/772t5bxNJmuL5eYFUGKKjWDqvUF\n+MzEzFOSwUaKuC/RtJwRaN/JsbwskK+cmcRLj23g+W98DQAQKx+OoUkBJNrVqDfgMtpjMVw8CkPc\n3KF+ZI8RCGOMxYtyLl9veYgZAekeynXc0EF1nZBef7pYX+skfv2Pv4g7uwJvM5MAr7/OAmPjGKyK\nz/GVP/m6XNsp4YknJSITM6sxiHzcuC0p9aOjy4hZxL+9uwkAuLl5GU8/KURMv/Ff/bcAgB98/3tI\nmaUYRBECRl9uvCQR5u+8vIMq6aU1jNIqlVBnxnPj1GkAwM/90t+7p202sx0JoyyjIEKHUgEdRm5S\nx4ZKqbWpIbJRjERpanQLVUIkCj0w2y4CY0X20rKOFVtrCILIWwACZ7EIY9R6Tso0CkjBPdT5WhqD\nf5emD4ZWafjEUb+PBiE0Ostp2XaRcR8HWksNUIRL1z0L+x35/atvSESu6h0gCnUGhDDcsoXLV+Xz\n5YpELOtVBysr8vPRrV0YxA7tH0gmYGNjvsh4RVoXczwsiGIy/QyNGmJGvsY663y8fcgKynmX0Jxq\nY9LGvX2532Gni7u7pA1Pk2KuajkZhYmuVpVZe8u24OnIKQk0csvAbRLYQBn4+V8Q8qtnn30WAHDn\nzl189vNfAAC88ppEv7MwRpdEVPHRFuxM5oHPov4b3TuFxupx0zpgiu/YzSM83JZnPFitYcwi/ZRj\ncmF+EWVKAPXYJ0mcICXiIiKhjmlYaHBsljGRBAG1ftXuPjYYrnUIUasHfSxZ0mdaQ65Un0NOOYPU\n72HArFukVSqiMVYflmzYmZOLU+2LY40EsGFo3ZHMhkMYXbkl/VQb1zG8IfP86UfkOucesQBTIGNx\nIN998dt3cHgo786r1+Ezs9Nsy+8e++Ap3NyXSCfq0r61kyuYm5OMVa0q2YEg3cOQsO5cObh7KJpe\n7ZbONDbR9Ah3DQgDC6dh4OM4RZro8gsTw6FkVerM6C3Oz0MR8qt9RBDGCBjJzSztC1KYJA7rjQa4\ndVP8+9wqicG8ERQhnjnp64dhgDCO7rl2kiRIeb/bd3bQZ8bKpJTGYDSCybUhCOXvrl7bQn8wnfH8\n+GNSStGqKJxbJJSLENemnSIh+ieg/03HY0Q+37FpFqQlFWb6HVNhRNmS0bY819deeAX/5g9E1++Q\n8zjPJyQ9uWEVREOalt9wSoUfcDWsemkdsJlx51zKER2Dck2vedVmFWZJMp1+pgnqTNjMnngkQhqO\n+xgTAnpj82YhnZHmkwykzpRMYHvmJKp/D3mQ/ooqZEltTZ4HVaBb8mMaoBpurbOTpjHJ2IgO3gNk\nWYig0Fm1amWukDOKSJToB0FBJFStVos1qJCmcEtYbMh71wQ9nU4XFtEXmlBoo1HHlU1ZG8qVMhJK\nkAQFtB4FOiw3dCZkIi+htaktE0UGybQslCh5pSU7jtsllji827uNIeeQS+K0pVZ7gsgIYli6L/kO\nN6/fRdSXMdWMZU/k5Q4s+tiNuQWskIRua1/WgcVGG4+eFrjnPFFXdUvBJpIAQ5mvi2ULn/qwlAb9\n2fdfxDDSutLMOvo+IlO/Y47TB5TP2I4N5evMMwotWKfMkifPw4VHpQ/OtgX5Yw720aP+7/I8M7Dz\nZ5BQvqy7PcSwo0mFSC7YH2FImKqWo4vjAYxM+n6POt6pGxYcSN1xgIxw0ArRDP39cUHm0j2Ue6hk\nHVY2zS700WekrEGlEX7wvJR7pFxXXNsprqOni2EAYV/2knGN0Pi190FRf9o2DVipjM+IG7IUDgwi\nVWrMKi6360VJk+rKuFajBnLCULM8PMbqNSG/KXAWajLfJ1nSaWs1GwUizyAJZhRnePR94k+/02Xp\nV5pBcU2xBvSl4yM8TOj0QrOOuzuEknI/9lOfOI/PfVG0yDXgYm8UIR7wXDLMoFju4BL4Z5sJlCFz\no0QdU2UqxFxvCBCBHToFydqGtYjAkhu8c0x3POAcKfPicZwUPiskOWceJ0U5QpomGFHGcUhCq9Af\nwSC7k5bxipO4kJlRSu/DY/gk6IyTrJBnHHOuDXodnH9I9Ek//JSMqbub7+Kdfcn6xyMp56lWXPQ0\n0acCqk3ZX3jL59mqF/BX2SzjObOZzWxmM5vZzGY2s5nNbGYz+xu1v7WMp0uyEE0TbJWryEkE5CcB\nLEaZS66mSq7CrUjUo8nC4d2DPfjrEjVbOiGn7a39QzzywY8CAEYH27jxrpAqjEcSHbCtoChG1oQD\nO1vbuH2LNZ6UQmgsV7BIUhcjDGF05PdzXemy9aU2Nligfe3t3an2rS5LRuDC6TNFZNk2c1i6cNjS\ndMUKLunYQcmJtbV1fOKnfgoAUGd9R7M8h7ffFBHjd69dx8r6aQBAyIiU5VXw5rsSuXn7XcH3V04/\nhO1tyTLMteawRMx4pSZ92tm9haMtqec4OJRIZJgpJIxO7fSkrc9+6l7g/YjkJwMSCoxHAcakRtdR\ntUargZJ3b22oYZrwSHftuKUik+kwa2bZdlF/NImGTSigrYJeWhX002maTrITmvYZChazB5qwQSmF\nMjNxOkun8gyl0n31qwDmGN1sNKoo8287FHj2vAoSFmPHrDWzHRMus29xlmC/I38bpvK87XoLG2fl\nmgkx/YNhD5t3JQLmLhJPr1LUGPU2lubQ8GT8jXqSEdi8tYlzF4WUQ4s5x1lY8Hz4rN092W7AI1lU\nFEyTERz2jpCQLMPWMgJphldelyzV+x+XzPkrr7+BhLGp2PYQMzO0syP1PGEUFugBlh3AwEQ+QL/X\nTOUYkcynvbBcSAkNmSVfWV1Bpyt98ed/LjIL4WiMoyNG5AwTNseSxXbPLS9iaXllqm1F7aImQUkT\nNJk5fvLEAo6GErWL96SWMRmP4TLKHvK7iTJh6qgts7tGZiDl57FjAFragGMgs9wiC5Hp2uUwRJmR\nbsUs3m65h4RjJS8BDrNbPom6XJVj8aS0q2xPZ3QzTQQQhrAZJTfs/5e9N421bcvOg745V7vb095z\n+/a9euV6r169Krsau1xuyhZ2sK0QrAglISAhpEiAED8QIIEQP4wUkIhIlEQBQkRiE7AFOI5kE4Qt\n22W5ylV2lcuu5vXN7ZtzT7+71c7Jj/GNufZ955RdASqFyB4/3rlvn7PXWnOu2Yw5xje+b4HRWNrQ\nLmSde3D3Nbz1DZnbo1wIkIrNx1jwObZ6Mo6sK3BuQyL9WW+AkhHTtW3JXNVNhclE3vflK+fYFwU+\n95sS1Uz68vc711qkXL8fP3yKqpVM+cFUMqKb+WWsDWU8K1FU405n4yfTaagRzuIEKSPBWottTIyK\nZAdzCmjXdRtC5bpq1L5BxGzG0dEhfu1//w0AwHjrpwAAN24N0ZJUqGm1nrPEhFFgRUIkaQLr5B09\nerLfzXnKpVRNi1ZRHmzPw7sPw9hdtn/lE4LOSTOPO49kvH/hc1KP+dJOD4btrpjFeueNb+B5ZqIs\nGhw9kMjz7FD2qsePdvHWO/LZvT3p76Z/AZuX5T6e76OtGnApQllXaMgl0GOtnvVtkKpqc1mnehs7\nISOscl8ebcgytu1ppMja9gXcfSTX1va1xqCiwHjBtehoVsBwbSjrNpBf6FrtWtPVRQZOoG6sLGc+\ndb+JIxtIejzdGpNkgXhO913Xtmha/T4zd97ChPHlAqnesum6PRgr6qOEY71iSfKknonCvtTWDiX7\nb0zpj7XxCBm/43m9pun2IN2fJnWJmugVkzYY0weoiCiYn0wxZmYs4TofZQZVq/wRMj4u71zAdC7r\nQVUUgezoLHMHcr+bg3MYMBWXN9wv94GMBCxZbyNwGDQlM9X9BC5lrRtrGPPUwpQkgQTwPRfFH5qy\nTvXTH30ZL1I6xZZy714MGNZB94goMEmGH/3BTwIA/vj2HUxuPwAArLOWeDGdwnAttlznfXzarW3K\nEkMi6uI4RsH6N13frY2xwWefUErquVeuoeX71vd2OJ8iUT/00g4e3pY2Xt2RNfvR8WM8eihz8Vwm\nz+jQBOIVJcSJ+8OQkcrSfkCsXHlOfMoH77wJENFy/67sVYvye5AMTvsrf+nP/zQAoDg6wGxP0HVK\nVlMsZoDTOnlFlvUwYHbzB16S9eUHPvsZnNSUvTMRaiJfjjlnW2MwJSHTlQvCL/LSBz+Iiln43/pN\nedbP/+4UdaUSIVUgH1KEhLU21DDqGuvalkiDpYzn/lFo3/XrV4P0x/a27EGLxQLjkYwVlRHcPTzC\nkFJlL39I9ry4l8ORKO/y5U38wVdERu2d1+W5P/zSCNuspX33Te7L58b4kauS+fvq7a/iztPbAIAX\nXnkJALCWn8Pue+IvKxFXtJ1hEMtzmFKuczm/DnLd4cdf/kE8GspZ5I3ffS+0rSVSU0kIk8jihJlO\nrzJDW9sBNbi9sYl3b8vzPHgg42J/dw/ZUOt4iYhzbfCHa/oWJ/sHwc/f3TvAAQmtihPxicq6QM55\nZfxHAQCXtjdxtMnx/omPAZAM/decIDLMueu48LxwdQy3ZK9/49f/If40+64dPM+TfKLel0m6aB04\nV+BtGzah8Zisj0mCxUwWhB43LVQxvszC81sfJHHO/ccBktnPEkTcfHs9GZCz6QILvtiGMIFhL8On\nPyYTMCdjZxM1aAklWdwrYCeyCO/0JcX+sRdews66pPC/8qgbSGoHT+Vlfv+nPo1P/8iPAACyLEKs\nuknKWOUdIjrJeqBZVHPs35drHhAScLB3IMX1AB7uPsZwR14yyLRp0j4qwoF+/XO/CwC4/tzLuErY\nSG5j9BPCJwoZcO+efBNDZShlcfzjwym2t28AAOZ0Qn/zc51OIgDs8Z3p8xZFhYoTKMmVmCgN/WxD\nm6MgROi9CQ6fpSPa62eBxVBPm+2Sc6pOj1mqQJ/P52GzVzIHb80SG+IyZOtZPEee9848eE7o0DpX\n49J5gQil3LTmZYUBmd4U9mEijyQlbK2xmBNKmFL7dbg1RE0dyiaWn/l6H47EPBNCXD9w6zqax3R8\nZwscE9rwgecFUnL/3luo6fgaTt3pyTzA6IZ0UIb9FDOy8UYcr8vWGgdDHNCUbV1Mp0E79a//zb8F\nALjz9h1M+Y7ffvA0FK5rf9fOwXCTiZREBwaG7fdmidSAfd4blNjn+NHi+ZPjk0Cccvv2ffZji1oP\nE1k/bEh6KBlkQ8xnpx3ElPM8Isy3OpoG5+LSeh8vH8sC/tqRrBePH97FCR2NqUJcrEXCtja6YfoY\nM46luTeIFbpIVkNXFkGjTT3pIm6DBtZMP8tKgNp6eZLB0Vkc0Dl4/vwIGylh1Eubr1qSyHpQT+dC\nJgGgaPfw8ImQiL3+ZWEMHkVDDGoZf6/9tqhgZTcM9gkN7j8nB8sbV/q4/4SOQtUg5js5f42wNT+F\nmzNgRXbN9954C1/4krynKy/ysDCySBpZq5uTFJvn5PPb78ma9frxAX7is0J2dOGKbPSzZv9U+3pZ\nipzOdJpY5IRYqT7bYlHg+OiY/5axOxyOA7RaD6OwwIDO3sc+8b24fU/Yvf/u3/4FAMCP/PAn8T0f\nEYbxtfPSLu8jxBHXU9Wnqxo8JaTp7XduB4yQrpetM1hw7esRkpVMYszOCPgsSGRyMCvwOg9on/+G\n6E/f7ztsMSC4lsi1x6MReiQsuv9oD2/dkf76yh+J/uZb9x9iwpILxNKGH/vYi/ipDwkRR67Q8DTD\ng12B1t3f3cMJoZZvflMCTW985QuB1Ta9KGuNizK0c1l/FBNok3Tp4Hl67pUNcP8h70PcWuV8cKCb\nStrVHwwQ06lqax/WFYUve7ekyclrG9hTDOTOdQdPA9/tGcrQa6OwDyjJl4861s2O9MfBcR2z3sFG\nwf3tjGu1s1wXXA1PAruYAdQ0TgNRR1X5QDySMGAVb6yj5YFTA6NZlsNYmdODoYy9o/0Jrt4QB9tG\nHgMGI6FM9rtzDMc6L/huYoucUOYmYxArS5ETClgWk26fPONgtslyIVP7AP9WhtkUERLdY0YZUvoR\n9ZxMuOkGUupiRoaHl6g7ABrTw5cDIYpc5/zmOnZIsBTVZFONksBOrbjpOEnw/A05EN66fh3v3Rdn\n++Y1mbvj4QCmJSSRo0WZOZfNA+hzfzTGYspEhCYf4jRDnwmNzXVqtm9t44gs4TV9oSjJMWGyZOvK\niHvgHwAAIABJREFUDpKR+GmvvCIEQNXXStQsh9AAq49q9FO5ds2gh0uS4AtKUFz64HnO3W9+6R6G\nDFjoM7beYn197VTbIiYszl24gJ/+SSE2mjLYc/vRQ5QkaLPsn/FgjJdfEH/3L//ZPwMAuPahF1CB\n2sx5Dy21LXdZIlI5gwUPoxEDnteu3cKcepi7Tz4EADg+Pgjw0SiO4VS3nAfQNE3DAViDOU3dhLmo\n68vb934ltO/ipfN48ED2m7KUPhv0+mGf3dqQfjo6OYZj/zacz88/dw17D2WtfbJ7H4Zw2Cf7MsZf\njiNsrVETvbkhbTXbGM6ZuJjVKA/k2WYMEtveFCcHcvA6PpQ1+YXBdaTcMx6+dVcevI1wneSfR298\nERfXT8+7t16V9b/imHKxxQkDR5b+6vHBPk6oAdpPAMNgrCZujvZ20aOzVBBq/OTpLvaPqbPLA+bJ\n092g04ykh02yyy8YIEtiiyOy1T7dlXn2wvXzeOWTkoh494G09eGrd7B5QzTUs/XLSHsyJq09DQP/\nVraC2q5sZStb2cpWtrKVrWxlK1vZyr6j9l3LeF67KlGGNSPRmrfvzfHkKenE2wzDoTzajJqdrZuG\nrMoBMzOTaYOiZqrbU2pkuIEnjyVSe39WBCrh8+ck+mRcjcMjKabNCFtYXxuFSFzJDA/iBDNGV6pp\nggGjts9TVuPShS3cuy9Zk/2n81PtG1CCZP+kwFe/9hUAwM7OBs7vKORSogyHh0eBoCQmvO/yzUu4\nuiGZqgdvSuRhNi0DtLC/tY4ol+jUnNGlixev4fFDiQrtUb7k4qUZjBIAlXWIitfMDmS9ATJGmKp9\nVlbbBOcJ462Y/vfvCwDXtcInGMmNE2jiMEhtGECVSjQy4zzQ+i5iHjFCorIHNrFIGVn2S9Fr/74H\ncG2XMV5fXw99qZHO1vj3ZToF1tE0JPxolfjDnxm571NbqW0qlLx2nCgsOA3t0biNTYA46TKzJd+j\nYTS6v5ZiMlGorvTP06cHiGN5xxs9uU5/fYxhLtHb8+fWsEd5in5f+mRnZyvAU3WYWgOMKdWicMuT\n4yPsUWvMn0Fxvbm1CTDLvqB0QzkYwhrVE5Wo19a5HaxtUq7IeTivunXMkDVNIBpydfe+StVT1ffm\nXYjeHZ2c4PNf+DwA4LOf/SwA4JuvvhYIEJQUKUIUMrl169CSVAKUHLh35x6i7HQ2VzPqhgRYcQ8o\nrBJoeVy7KO/2vfvMTJQztIzGHhEBsWdijJSqfInI5JjP+LhqQ18p9BfoongJ+/aJq3HMKOiU371s\nDdbZZ9HBBOdJ4PJ9XFeeu9pDn5FlhfAt22F9j8+9AJPaeHL0dTw8FFKJPerlXUhewhYjyyeE3yaP\nx0gZCb/fChz/gz92HftOfn/4MMa5i/JsH/mEtCYf5NjbE1juU6I4BsMRPvQhgYSNr1Bvt12gpZbJ\n4wczzA4IRaX28NH0GA8+JGvfYCQogkd7XzvVvgQtLNudR71ARRFIYlqPjCgPhQ72egNMCP9vW3me\nvN/pBD73wet44WWJ7v7aL0k//aP/6fP4iZkQuH38x4XQytk4SKMo+Yj3Bru7ut8UuHr9Gv8t8/nx\n7lPEqsW5JT9tsoOpwneW7IsPZT6XRYlHT+T7TMLgYD7Be9RZvkS408/+uR/Ciy8LjCntjbBFHeud\n75HsymerBjuEQa33+Ay9PjJCNgf8mViLKSPqB/MKj47knfzOOXkfC+fxkCgEz2zf/OBhIM9R3WNv\no1Pr6rItZvOwFtsg11NBawE0wxN5DyZNkMLAcfNQGLNgJJ7FThvTkcstI7T1MwOHiHNNMzu2LRDx\n9z3VyIyjkHFpaoVaO0C1XOEC2c+yKUebJVlYliVhf8wzRVXlmBBibZIIuT5voQirEhGzujXh4ut5\nH4eEK86UHG5niIRwPdd02sSeSImtnU3UvLdmfepFiSRXAiX5uyRJUB7ywX3n6mnGatmuM4si+zJJ\n0lRbOIqCdAOaOaKI/sNAM5odoY/RbLE1iLi/WRPBkQCo0D26bTBaY/aOBCxx1usQBcwmpxaISKa1\nvjbCoC/9v0MkRGSAKfdb3W8UorhsjQVatiuOI6Qkwys5T/N+jk3K4uVM0kVJBs/1oMeMZOSakKm7\ncuMCbt+QObR2XubaS6+8EKSWRiSSmheTUB4QpE3sGC2zc4vZMfq8fm8o7/3SzW1cuy5otYf3pZTr\n6d4x+hcGp9qW0NdMEoubz0km89/6y7KwPNk/wCNmyzTbdf3iBbx0U9Yx1YJskwGMStBlCUq+E88+\n297aQuukPXuEa5ZlEcoLSiJ7JvNp0Ad2TY2aMGo4LV04AzXhfajRSpPkVPuuXr0coP1vsozsyB0F\n2PJoQIRMbHEykbny6puiVdzrp9imtEpdtzi/Lf2na81weAUfelHW4mktz/rewVMcsvTn0x9t8UNr\n8h5+6zcEafLo5AR/5s8K7HY9l98NrMeYPvu76+qjHOAv/Muyt6CIcVye9jVVlmRGGaF42A/rSUn0\nzt7TJzg6lL33q4t9bF6UvXfG0qq2rnD3tmTe91lycee99xATLaNrxHRyHBCEg7U+egN53hnnVFEW\nKIg8Oz6U53rX7+P1e7Iv3TuUiVHZLfR3SPYU9UOm8/2IlD/JVhnPla1sZStb2cpWtrKVrWxlK1vZ\nd9S+axnP8QYFyJkt3NiJAGaa9p6UITIWpxJlqSrAMfpUEzd+vDjEgKQjBSmuF8UeqloL/NtAJTyl\n4Pt43MOY9RFaI7S3f4jhkHh6jdw1HinFc7McSJmVu/H8Dfnu3ON3fkfw2V97c/dU+zJmwMriCF/4\ngsi7+LrAuK/kBEq4sAj1YtdvSET7w9//Ip67JjWcR/cki/n4cA8p2/rc1gU8fSqR1Zc/KEXQL738\nQfzi//jz0meQCFA9K0KkzTctkLO+hBGVGzdvYfcepRIYtegNMnzoQy+wT+UeVy/uPNO2LdYuWEbI\n2taj1podo1jzBUzUUdgDUlNTKdmD6/DgXUa0DddZruPUOh4VjG+aNmD5ozgKReqhmNo1gcp+OUIf\nZFnQZefcGQQnuYpzmxQL1gpkfN5elgYyAxXyRWQwXpOC++LkGFXMsZvJtRdVgYg1lUwWolp4PCok\nK7l5WaJm9aNd9Nh/+SjCuTXp9719qRnYXBtLehXAlPW8H7x4CY5jXEXr57Mam2tKDnOqeWjhQrtj\nEt1kWT/U/mxsSBQXTRv63EYRGkbetS6xbbvraAKkqZtAQlCWKopcoWWEsSxL/OqvidzDN1jf8OWv\n/GHIULZ87433aJU1qXEh4qnYAmMj5P60ZIXWk5Wc25E3ofbSV3UgH9geSxsOnu5iwkzTMSOoX3A1\nNtieMZ9rYAxq1nedNB4FtNZWLLI2ZAX63aeISYrS53dd3aBiKqmHFmskBUDNOtNDh5Ox3NM0p9t3\nOCUC4uQxWkZJj6bvhKzKWp8Zq+O3MdjkeCepT5IPMa5Zj3Fe1tqNcznGa/I8d984gmG29uAJ+7HZ\nw/kLEmG990D6dH9vBp9I/+1QcSPLTJhrZenw6E1pz4D1Ry989GYgPdk7lGdMstMR4KYq0DCrHUdA\nv6/kciRRsXGo89WsW1mUcIQAWJI5NWWLmpPt4HAfP/DDUoP0qc+INMMXP/dNvHdH1tYL92Q9zIZD\nrHEea63eycmsq8F+8Tmsr0tmerzB+prjk4DcuPYBmcfF3GJenc54Hh5IxrNpAEPURUqpkcpmuLAp\n7bnyvBA73HrlExhRHsdaizHr6M5vfZDflZpEgDWOkHWz1cnIfbJqHCyzfP00wfk1meef+vjH2e51\n/Opvyh5196HULrVugYbvzpLwJUYaotvPSJnQiukEDev6ja7z8GHuaqbR12WQPIEBPDPYjdfnbeDf\npyTfOtdltJYSdkoQ5GBCFL1Pea1+YjBmNqjf17ZEYZ3TCL337hmSooQZtjfunYT7lE75CHL2RROy\njmaJ3C4lSQysQco29Ei2FkUWnhnPKeuvktbBsV747mPZDzYubaMquF7O5oFLQDNkcRwFKSXd+6qm\nCtmpklIai8U01J82TYsklWd3/vTYTMLe2M1jaA1iHMMxE5WmCXLWHiZEHERJDKfERfxOEifI8q4W\n7Salsa4+lTkQpz2sbRL9VdAvSfMgiVI0KovVrYHOtRgSDaBETM61sHH37AAQmdNubdRLMee+lcUG\nQ5Vy47yp2xqG72ZOdNLApdDXCcr7We8CyqDpR3jp+17gs8uf3dq4irtPJUN5fChtTbIUtcp4tayx\nz8ZhTxz1BjCcxwOi8C4/dw7XPiD7/8lM+u7kZIL54rQUjnIlwAgyAgCu3JRM2/MvfxQcfnjvHckC\njsZr2BiqNgjfay9DxSxnkiYoS/n9cCD9szYeoGGG8ojt8t4hYeZ4spD23X24i+mx/L6aT+EbZuuX\n9upQY61kYEs+WHRG/XG/18MHnhfy0I01qfe9c/u2ECcBuDmUtnqb4tXXyY1yLD7Il//om/jwi0K2\ndn57A30r+8nDR7Ln/8I//Bpu3pB7/ht/SSREXrtt8Pbb0uevfI/Hix+V7/yrP3pD2tXkGG1I//zO\n58U3e3q0wHOX5bM//xNCwjM7msPmMube+MYBjuenkQbrl8TnP7ojz72+toXLl2SPOTqQrKtva9zh\nPHjn9W9im5nMnsqlwIfM8migczPHtStE8vC2b0+naBcytm3ksSiUEJT+hiuCStYfvS1Z7Sg5REPp\ny6gn47GX5OG8AB+FvcXa09nqb2XftYNnnMut87FMms2hRczBm/QcTsgeqzCMXr6Dloe5thRoWNqP\nkZB0IqLGUOldcBq8Nyp9Bq9Qh0IWRbkAC38PD7Ggbt8aC95ja2F57TkaPNmTF3Y4JaRgdozf+G1h\nkX1yGmmL+UJJLix+8l/8GQCAq2aIamXy4qSLIkS8T86D9+OjBSZHAik4IDTO5Dne+CNZOPZ/7ylu\n3RTn4xMknqkWBXpsjyeEaL4oYCOSfxhgoYcNOgLXr9xCMZXU/IssrP/9r3wVD+/IYXRBGIqfHz7T\ntjEhJE6xWN6iZP+d8LAaJxEiHswCpKIV2BcgDJBKaKG6YzAWRqGLrpuk6nCEPkPHYFgtqgDvUnIB\nWBNIKTqSCo8+N6tUNypjziRaUNh1v9/viCq4IUaRQRs0lTjOIovJhNDVk5PwtznHeFU3qPke58cl\nn6GH0eY6b6hkDQtEJJZJsxSeZEkKoc3iCOuEvnoykRnbopjIe1I92bzfX9LbO73YGRMhUdZAhZW1\nBonCXHTOGINMIVbGIGVXGdBRrJuO/Ml3B9StbXHeNbjivUPbKktlG4iPHj+Rxe3GjZuYzHTM6sbq\ng55q613YnJb1WRVmtyBTLYCgT6qEJSaySDm//KIObdshPOcPv/4N7D+UBb6hw/IUBid8t30+d98A\nmTpiafqsPiwEbq66gCdhfLSBwS9Vr7hu4JRsK/ZwhPgdkewi8g0yK86DcafH5mLymO16imQka9pa\n36B8l1p450g+tH0Ak8h7uLQpwan7Dx7j+C3ZUF+8LOQAw6HH1SvS1v2HB3j3VcK/qIMW9edIe4R/\nX5LrPb6/h9IpE5weeBzG6zKObz63gadvCyS4IcHRyUGJx4/EkS9bQrnJnLtss3mNmgfuurGoKhLF\n9ZaIY7hGRFzb2qpFveD44fr85ME+zhNKurG2jjkPoddflvlzWJwLzOrKt1DbBmmPpEHUyY2zPs6T\nOf3GrQxVpVA5+U5VRzimpuuA5EC93CPun96EL64pwUiL2kjbs4H8vFsC6Zo87w/9sJA5bI6GIRDn\nfBvg2vrcoyWS0th3bOlRONTxIV0L75YgspwD62MZZx987iZefUMYRh88kINn47pSCD3cwXdO4hn0\nO3BNgU0GTeJYIXiAd2Qy5wE2jROkvHbrEhzz8KQM4k1ugl5tUysREE4xnhsYRIR2pnGLNWq9nlcW\nxl6MXMs44m6+6riJ6QcYY2AYGBLdaJ2sb4a25QyAnJD9N7cGKT8zRgmHHDKSmpV1HfatjM6gQ8dM\nq/uKMzVqrjXjkYwF38QouUeXaLHB8ox13m96PMMxx3NVdYf1jBDPzQ0GQYsi9FVVlYEgJ466oK/a\naFO+A2OR8j0o4U2cZbA83MRxHA59eh0TRWh0zFmdm9Eza+SQPsMOWUmL2qFU/emwv9doldTLK8Nx\nC8P34SD6qEBHFOS9D76ABkmNO90+mwBlwVKReY1Wdae5Rxvrgr8S9+U9FE0diJRUUztqDRI62Cbx\neOFlOdRAfZzGYM6DveEYXhv3sU+d4bpSGHiLSMmnohg6oxSmO1hLsX1exvHlq/JuyrpEdjreE0oO\nEmtQGBkPXA5RFy367Ock1jKoDBkZdxMmM1wUh9OzsVEYNzpHyrINxIZ6bMjzPhqFt6tf17TQcGwU\nRXBOgztMLrRtcElCcsF0Gr1tczoYmSU9xIR3X78m7//q9WuhtEqJLT/6sTluXBXlhz/4qgS1HzzZ\nw1vvPWb7LfKYsFrqLL91d45HE+mDT74n15kcAJ5a2w92Fyh+T97TdCLPOFkUuJFIcPCz/8KnpH1R\nhLfffA0A8J/+5/8IgJSA3PqQ+OfHhxmyZOtU2yKSIeYMDsPaUI5VEwr7j3/ll1EzsDw7nuP2O3LY\nrXngOzw6RlWpdip919EYtcLa2c9Z1kdFaC9cBDBxpESTDWK4hDqyjfxu3B8jIwOy4bgX/0UVJmy3\nXtrTSZxvZSuo7cpWtrKVrWxlK1vZyla2spWt7Dtq37WM53TKiHAkp+nhoEDCqPYgy7G2Jqfn6cmC\nP59gyoxOTRjKKN1Cnii0SiI9cWxDdiHJogDz7JOsyMadbltKQobxeh8H1F6cMHo23tzCnJHIt27v\n4/WvSwT/PLU9z1/phxP+9ppEJm4fFKF9AxaJr3lgdE7gGGVZIudZXyFWvtdDRrp0V0i2cDI5QUTJ\njh3KHjzX38NblCaAiUJB+YNHEv3Y2t7AFnWoKkIQyvI46GuW8ylqQnBiRmXPXzqHO48k6/Tkrly7\nmB7jnW+K/MLWFrNrjKCqKahJI71VXaJgql+Jh2wUdRqRzBpVTYNS5UCWJE+saptaC8dMQ0ejH2Qq\n4bUo3Tl4QhhtbEIkHeHvlsmJFNaBQEdvA2W7C2QiyzZgBjJegm9plHc6nQbIbqqkEoN+928LLCi/\ncH5HCvgLtFhnND45l+qtUUPhNzIee8MBkn4Hm6nZ3u1zMkdSFyNiBFIJVrwv0Sf5R0+/G0VBymZx\nBjTH+yhkQDTqaEyXHQ6Zz7gjE7HGCPYRnZ5q4nzINoestumyjREhHE3bQIPsibXoMbJ/+RrHvfNY\nECqpWVLnXIh0e+/Ds2nfC4mR9N/Du7dD2yyfPdGoqgdMpOiJFi1hwBepg7eVtEgYTRyzTwpjwxhp\nmLmZOY8Fxw/aGlHTZV0AwDZVpy9oFP4IJIxKJnyGnrGg6gYGpkUShh+hdYsZ+Ijo2z7eb4sDQVlE\nWYmS90lHOS6+dIn9x4xBZuGOZQ052ZV5Pz2aY/FI2vr1P5BsztY4hk1k/Hz/j/Zx46aQ8Gyek74d\n72TobRGmaAUCtPfgJnYPRCPUZaSOrxOAma20n4LoHIyGmo2YYMpsZENpIc2oLNvRcTde27YK0kSG\nUMeyWISMlZLopGmGKUstar6X0eYIP/Ajkjm8duMiLCVKRpsSYf7oJ15EP5X+VQRHiQUiEqoYZsgy\nG4XFqKiKMN5zRqVHo1GY+1GqhEpl+GzZbm1TuspVOOK4mhMS/4GNDTz3fUIkdPkytXrrOhDd+PCf\nLrMj8i8k7NE12XbEPIEAaCk96ZwL31cpjnE/x/PX5J7vvCuomvsHJ/CElVrTZQYVZeCXEClqBjXO\nbcoYOLfF6LhrYcH+sZ270el0OoypM5dQQ9tag5J7PBN6sub7Z9tlbYSUyI1eWmOosNpep5moa5Vl\nP0Y2XoKEcX2BXwrB2zPblqgeNP+/NQhZ9D4zToPRCAvNiDuLlvC4OYnRkiwNciq6rmaDDEmj5DjM\nILYx5kUniaLPk1OqbNa2IdOr46MtXchoavnRfLqAd1rm0hHBRfb02Lx841boi4AIozXoiHm8Bwrt\nfy3DgIMvn10PTWrRQus8DKaUdFiQMOXJ0wM8JOx2QE1cWy7g6FN4Itgy4+CZHR+tjQO8V5EkgDn1\nvs6CgcM3wV+pmyaQSGr/xXGMlutprXrNdY2FaoO3CoXthzUgjiJkI2YMFfnTOFy5RR1mLdlJgJ7u\n/8TuLubTAJOO7QBW/Rn6MhcubaHP8XzrOYFj7j59iiw5nStS3dooihHRd1Ek7bwxAfa+uS0Zt7g/\nRqLPxvlR1haNliWZBo2uNfys9k3I+upPfftAVwphTRJIJ43pNNg7xEUU5GE8TvteZ707E8eIlfhI\n9XjhETMbnWW6n/TxQ58Rya4XXxK461t37uD3vyiSi3u7E/RyGUvDkbyPqzc/gPt3xQf+d/79/0P6\nrCrDXLSuCr5NyU6x8QA/8uOyZ164KPvOdHqCt9+SjOcffPE2AOD7vu9ljC+wTM1bJPFpMkQFk2wT\nnZNnEVyQz5Hfff0bryPhWj3s9/GbXxSy0gtE4pg4CyUZSg4Un0xxQkci4phK0iSUHVXOIeG8Soi0\nuXrlFrauC5JyfVMQMImJYHU94PrtbLcOWmOhzp1mVr8dW2U8V7ayla1sZStb2cpWtrKVrWxl31H7\nrmU870spCcojiTyMzjXIe6yzHAKbm/JoU9aDHR3NcbgvURVqtiJyUaijCBkX14bTtLEmFCsvlB66\nARJGIhsKZLeLOVqe6o9IJFG1wAGzrbff3sfRPj+naP2FtQv4EOmu+Wf48nudIPp8wvoQZ5FQVPnJ\nk2O89eptAEBOvH26to7tHclUXtoWTH9sLbbWJDqlMhPF4hA7OxIxv3xpE48eC279TeLKb1Q3QwZo\nMpGao/n8SRCeLedTtKRtjxhZ/uY3tgMl/M6OZDouf+TD2KGw7PY5Ru6yZym8Nbqnshl1XQUSI71e\nVTeh9sIsYf6VKtrGEdpGawB9uK5R8grNJC2RtqgVRRGihZG1IQsWyEbKEnPWVGgELc/zEP1WcWFr\nLPL8dPQ30Yhu2yBldmX5ebT9Sv3dNA0cMzK5tVgjAYKWveRpP5Cf9Iek9i4rFKwD1ixwP42RMGI5\nm8+Rj+R9axR9UVZIPGtTlMI6yrUMGvOFPNfR0WHoH63/WLaqaEO/KDw/WWqXzhkTR0HOwsEH9IBm\nQJJeAh/JXMqi5RjWaSkbrTdw3oVnm7MGpm1bFIz6d8QWBp5z2jsX2rFck6t1Pstm+fvId1lthIxn\nEkhNhkae54dfuoRjZly+elfIPfbKBgWj6CXb4iIb5F1a52EZPdfHtbaLukcqGO+BHqOEfWZZRrHB\niEiJrRjo8wKJElZZD88MeFGczlZfIEpjnhnErLX1sUW6IX9bHUrkc74LHL4m61E6lfE4LrfQMGJe\nUhrHtX0cPpG5O6kr3Lop0c+SmZmDe/uwUyFiyJmqvXnzFZy/LOvXYSHj9enTCVwlzxOlBq986ob8\nu5WshsMci4Zzks9t7OnMkkPaZVxsgulMvtNyzs6mM0TMRm6sMwMf51A9p5y1lRfSGINtifj2RjbU\nvsSOaIaNBAOua5rNqhclLOvWFQlxMjlGyXub2CJmVlMTLlmeIeY6MGP9nrUZppMO/aK2PWLtThVj\nOpf+7X9YsrJXt8f44C1BmKRBpilGwvGVRAFwENai2PiwxnTj0J7KSnq08Mph5ZtAQhORSGrQy/CR\nl4V8qeR8/z9/98vYPSahiq4VxgIBIXFWVskjjlViSzMhOZJI19huXdD9uqqakAkdjWU+O18FkiuV\nfTK2DRmr5WcIaJmlPtBnM8Z261zUrZua8TRGSYaWCMhguzTEkmkNrWaYDVxYGzU73nrA85p5vwcP\nmWMFkUaYzACt52Q2azIvg+Sbir8niJ+RD0LyLJFQ4xpsnxMU0qCU/invP4HTMkMlHKoWoa6vP8hD\npvOIsgjL5lnfWNdNkPzQvXxWVkEGbVEssGCdWMJa0MhGaFhU6JsljoLgmznsPlLpOVmTdnsp3rv3\nAACwRqSOb8uuTxOZm8M0Rs41b7ZYoKCPM6UMWNvPQoZI37UiiJatbWp4TSG5FgtmlME1yBrb1Sly\nbE4XHcJBUzyjYoghyZUG/X6ogSyY/c7SBDXvrxlv2wA9zv0BkW7FIu6kh6xBSuInQ5f82s3LYY70\niM65mF8AotN1dJbwkqbxiFm72WNdnm+AXtLtwwDQxjkaRUoQkVM1QK3pSetCPytyw0Z2ic9As/8+\n9NkakRtRHIda7LPyX3KJZ0knvfen0AzLVjc+zG0dc8skWAHlFGfoU1JoMBRfemtnEzub4l9/9Utf\nQU3Jot5AvnP7zj28/k0ZmxWfpzQ1iloy9JFLkIT8HtEKEfC//G//WD4KfAMGfWZTr14V9NFwOEDl\niFDLM8yb0/OubJRbhoRBWRokapQ066d++qdxQkKnu3fu4jzlVK7fEsKl1956B7MF9/NKeTEiykQh\nZCyv3riJKaXafJajvyXZ2PUtyW5ubZ9HnClahNw5JgqygLC6zhn4gEN08NxcEnvWGz/bvmsHzzYh\no1kqzHqlK2EbcfzyNYP1czIRNwjL2pw7HB3I5D3aI5HLLEbb0LGmo+kah4ILY5qmiNhpk4IMo9MC\nCZ2uEUk8nD1BTQ26jCxeeZJhPZW/u4V1vPyKLDYf/IjAoW48/zw++f2yodx/SGzcl98L7XM8iFlY\nxDUhTYnDV774OQDA4yfSVpNk+OQnxfn4zA9IXxwfH+Nrf/glAMCMzFNv3r2Hd2/fljbM54HwIR+L\ns3JyMsHkUK45O5FBagDEhJKsjfq4dFMK4Tc40HYuXcCljwmT1ybJhdIo6nQqjTJXPZsY1wVTYbVN\n0wSSkXAwsFHH7blECKNOT9004W91gTXwwUFYZk8Mi5Ie+JbIXZYPoQoRXSY20Gs3S4yDfU5gc0dd\nAAAgAElEQVQug7MdKGUhbNsW3ikkh8XW43E4oOl3j44O4blZr/V6GAbnlOO0bGHoBLpa3tFoMAww\nFAWczKoSSU2250WJxsoiuUcGxOn+CdbXZd7sz+Qd5z0LTyKGwwMZj5P5PBSo689lk7FDiJYW85sW\nGTeZDj5bI0kVMucC3EXhYo1fChoo8MZ2G4JCqZMsQkQojjGmI9ZgP9ZNDeuUdIvvq22DRqZrmjM3\npjN1o7iBh03Ce4DjrGlqOC55eri72Ad+5hUJIJ0nednbT07whGRHh2RXLFwEosnQmAZeD+Ec21HU\njfeE7zp2wEBhofz7zDiMSZSwERsM6AAosUocdf0/N6ehSNuNbKLlxTF27wuke/f+EzR9lhpUZK19\n0CI/oAOm0LpmjMHzhBg/R6hetQbsynUev/sE7aGMoZ2bvI6L0CtlvTg4Fmcvae9i67wEpy5sCklR\nWzzAvQeygfeGfWycozNUkIgkMcAeD/PHWjJx2kGsah/0FReLOhBRZcpqGw9CHMFzfSqbFiU32Zps\nsh4tsjHfuykCS2hbMmg2K1FFhHhyY9472MXmhjhQGtDce/Q0MKxvX7yAlmP74EQJ13wgcHtEnU7n\nPFp3+t15Oh5FWaLHw8RLzwvE9dJGjh51GgMs1HREQNb7QJSnhy3jfWAhdLabH0377NpXtx4zBnmm\nRYlFqVAuBmWbFi3Xt4tkQtzauI39k3vdcwAw3nXkb2e4lWYpCJhy3cjzBDGvrQdm51x4Nu8c+gmZ\niyM9OLQwDM4E3oql0oyOlAQdEZpfPnx35HGBYClozS2zMHb7UtDu9HapwKKzvjKlKoTfGniOSYWH\nVk2D1ulhNgrj06aqsxgHmLgS5R0dFbA89KlWpLFAqvdpfWhvyTFl0hg9wmn3DyXI3O8NkPVVi5Ml\nNXEEmM5B1KKVs9zDOQ+ZTduGgJce7hZFFQI3i2KBgj5JRzR1xn4CLMFiPWKS+dy6cQMA8Nyt69g+\nLw56FmlUZBHmjadealsXePNtKQOazaa4elXW6gcPhJG62n+CkoQ6CEG808RexjWI1Z8xBnvURQTf\n+2g8DnD1fepYT2ZF8FEUSnoynYV2102FMbVICwanGlejoS601+BvniDjeM5IduVdBBtp4NWh4SFV\ngxUeBlXzLPw2TmI0OH14WfCQOMjTEASJ++LbDtHCcl2pT+Tv8ryPJOfBk0Gf2DYoGOSzSBArTa/T\nORd1SgxK0jRokffUV9LDdgOvcGnjQ9kJjOojLz959z9/0sEzStPgK+joSqOoWwd1jsMLiyYQCG9M\n4vHKh4Vc7+q5q7i/J2NpqhqY7gE+8KIGLWWvqo3DnEGgtiiQRKoDKs82n03Ck69vyH78/PMfCGR2\nmzxEDvs5cmrdxokNB7Rn2sY1bUYI+uR4EmDdB08fApDAlQbML1y8iGs3nwMAfOH3/wAA8Gh3H/0B\nyzgYXKlrhzjlHKIfejBpcO6q7Nfnrn8A/Q05wKa5+P5xHIfDowZjHQwa15FEAnIY1cDieDTA9fOy\nZ968KMmyX/0vTjXzlK2gtitb2cpWtrKVrWxlK1vZyla2su+ombMiDN+xm3VYmZWtbGUrW9nKVray\nla1sZStb2f//7Cve+4+//8NVxnNlK1vZyla2spWtbGUrW9nKVvYdtdXBc2UrW9nKVrayla1sZStb\n2cpW9h217xq50L/0sjCmehbXRr04aOelaUfUoayuk7JGwsLhETWRRmmnFVnVnR4hSNSRJhniVArk\nZ3OykzkSXQCwJGFYVBWioKsl3z1v1uFZeH4yrVCTfapoqbnlgJJF20Oe3//Wb78a2veLf++XAAAN\nLKwycXmDitpDRklZWheY1Rpl20uAZq6MlnLtrZENhEJpmsBSx6sik6JzDcpW/l1W8oyTg/twVorE\nj0+OcHAkJEjTuySNiFO0ykzLwud6VgY22oafpQ74xd/8rdC2wCBMO5PhEKcLxb/V3303TakX4iWi\nmu99ToqufWwRZyQ1CWRHLnyJwxFl2yDV/4lNYKJUJoooiQP7pJLSGGdR90koQII9v8RImVgbCE5U\nB9VboOdIQKH8Ca0P0SPrlTTEYU6ClgwWv/H7rz/T5v/h51+FIVFxnw/bSxOUGfWYamWcrAObYezn\n8NS2CsyDANKesp8p66+BCyQocXhu1R+F84FZ1ai2V2x0CqDhXGld6D5EkUGiWoL8sHIeBYkL/vWP\n74S2/c0f/WEAwIzjPh5mMJB/H7kWlmN3MZe50JQOLpbf1yzMb4s2FM+nQymcH/USXPuwMH+aPMV7\nX/9tAMDxiRBtXLh1FWOyGZMfAvO6wpy/jziXYoygMoJ+iZU7IYmady1OGvmOaaS/f+6Xfym076/9\n/I8BAIqmDaQKsYnQ25BxEcZCGiFXZtHhdd6whlWNNY73UTQKX7I+CkRicyNs2GmUI0+UpZnkQJVH\n1Uojy1Ke1XmHPtmXGuNxMhf2ymP283z3PkqOq3nRsVn/tf/kq1i2v/izPwhKkeF4MsOc6251ogQi\nHhH5ozKyXe70NwLLXq+vZBkGG1vy7kxkEJNZtUcim3RzDKWDVj1Q72rcf08YfEGCsGGewZNkJb/Q\nx41rQrTUsp8ODw7gSeIwIenGfDIJ2oP/1X/2d0Pb/sHvSZ8UzmGgcr1cFxyiwEIbNC4bwEayD7jW\noA5kLmJN25EPkQMEjfeYTkn0wus13nRzqXWB06Nbng0qjr+EYyq3PqxF/R7HjPeoVYMvi/Af/PBN\nLNvf/6t/FS6Xi567IP2URQlKryQzXJPiGODeOZs5NHy4gvtXU1eoD0jUFCtJUY69XSGEuefe4rUH\nKGbynXlRYD5ddNcHsChrDDN5N69sCPHHYNDDaCzjYjwWApbRcBvThZCN3Ln9Gg4P5X3/R3/j74W2\nfeYnBC1WO2UT74iUYmoqw/nAx5ekBlksJCNKNmONQ8a1prc2Zp8i0J8vSGjyaO+g06a0ERrVvgbJ\nX2yEulAyGxLQHM4DUU5LUhrnW7i6Y0GtlCiP69wbr74TfvfLf/tvyd/YBjEHp23Z1sFG0CPO+mNE\nqbKIyjPUjV8iGpR7TPafwJOR2MEBZHCfk+cshoUnSVHDceHrIBWINFU23k3cuvx81+d8jpgkTXE/\nC2zHymbb1DU+/KlPYdl+4dUTxNwfUxvoqVBaJerqiKx0WvSTJVZkZWIFUJnuO0oXo9+ZLxyqMO/4\nOwMY/o+6CabtOBvTues4sAJbukGmZKK8zolzYc/7tz++Fdo26FH/FlFH7KOMwsskuEu8YMYqCR9J\nASMEUq0otR2BF/d/31QoAjnO0gLin12zANMtLMYgNu+7julYwCJdz4wPz6G+xYKkcgDwN/7Of4s5\nx0rco7/SH6IphfTHOxmHR9MjHJKI8fDkcdf+WnVyHRrVbeX4SbIewL3s+JikXNYg575vTIK0LwzS\nNX1liwgxtdNfWCepjzWBZCxh+wZxpxQwmc9Q8jl+7j/+d0Pbfu5/Fk1O5eRKEx/26BnHhPFydgCE\nZG6m81LfMfta+nJpjwiviVrHcQQXBoENe4+eK9BtJ4FEbmJs+Ld14atIVErBABUpnwp+9N/9xQ/g\nT7NVxnNlK1vZyla2spWtbGUrW9nKVvYdte9axhOkEI9SZvSGaaB2Rmw66mKllHYNBqRuPr8jEZ5+\nZEN2rzii9pRr4HkCj5IsaL61jPDHiUWvzwiuRhmQY6xaQAN5rvMuR5JL5G//pMD+oWQAska1nnyQ\nSHCnWZJRMcJV2y6zEzmgXqKmB0Q+wvFBPDNB3nk48uQrFX3TmqA7Bh+HSJxLVLOtQcM4woTRx0lj\nw3XmdR10iuJcIkVZkqNoJCOhkRCXODhGgFTnDfXZGc4/jZfq/4sZzvfbWU+oUTGbWmSZZtqod+Xr\noDWqsgeofdD1Q9RFvjRqbYxEawHAa7QUUchQdrpxNkRWI5gQ0Qqadtajz2hzNtB347tsI6Nrs7IK\nIaWzJCuOyjkmHLQJl4DUWlhmLzVi59sGqooboYJnWkVfe2RtiGguR7A4ZZFayrLEBionah3QMlqW\naMi3tYj12tpmb8N9nPNBLkI/TVqH4gwdyHSDkgJDZjOSEeZTufYgKVEye3V8TGp528OlNZEGKYia\n2PNTlF5+v8+/318Y9HYl4+DTAo/3Zd4MhpJt3Vq7jHPMYsypC+rLBYpS1o3jI8mkDXKHvqIeXBIi\ny8bwPbVNyJg7c/rdHU/kl/OoxZjST/00QZTre2DWw5iAYoiZgrWRD1lotTZqu2ipM3D8d8sxXhkb\n9OiUar0xgIs16tploh3RIIt2ghkkQj1PqOvb86iY7bBc54rydPt8lIaMSt5GmEyP+Bzy+7puQwag\n5fMcRxVq5h4G/O7WsIcqJooly0MGxVBqwRmLfixR66HKWEQekw0ZvIeFRM5PihMYRrrXqj4sMzcV\nJbvi5gTNULIHO+dE6iEqaxxVpzVYywW1QSuHxYDrLdsSm073VzVhnTfhfQIGzfvW09aiy3jyV603\nIXsS1mdvOhkDY8Ia1GmDGDiuT6pVW0dOE2ghwxMhJCpRVWesK7OjkMXZiiXLnvZGqCodm8x8WiNa\nQxBdTEXY+JZ6qLMZZgyvH8yeApCx4COV5pF5Vi2A6ZRjrnbwhplr/myqKaaUBnlcyji6+lwfox3J\nxvYprxX3RhjwHW4sdnFYnNZgLYg+0MROYkyQ2tA+c953i1/kYaCZR5XF8CBQCfNKdS8dokSRJPIz\nT7NOkiqOgr6nojWyNMeiJlqLWWJECUxAkrThem2QOakRc06D8/SZ9jHrWFqHcSJ9kREdYPIhEttl\niFSWLIrlp289PJEJioAo4hwFx0jr2yBVYpjxTaIoZAQ1oxKlMRIiDbJUfJR0MIChBAniKCDkvGpJ\nplHIeEaUvnJn5FNi32V6YZcQADr/0PkC/n1ZTiz9zvglVMmShI9er12aowHlBIQ/bNX/s50MT2yD\n2k9A9HS7bHfvofNnpooU+WJM3MnnqO8Bv4RQUh3uaOmGHJvWdnJNsEHLW2XQqmkD26h+p+4X7dJ9\n9LEt1BnyxkAvGqRPYIMEmeW9RUpG59AZMlTeIEplziecK7PS45BZ0emxrBFHh48DKqumPzErS7RL\nWqyV+lw6b2yDppA9vqHfPOxnACXCB8MRooHsE8mIZ5bWh/W2UN89jkL/aj/WxsCxjc42QZbkGWv1\n0XiuiAyMaknrUoLufgBQKUpUM56+yxT7JbmrkKkMmsjd3DDGnhphXd658yNglrLfwU31aHWTMR4J\nUSA1Tr+7b2XftYNnRsclyqQBO+cGSLgolcUCT49VtFv+fpBFuHxZUt43L1A8GTFOCEnNG9lYns4X\nKLlAD4wLEznjAXRnc4RrPLiqQx9Zg4Q3mhH3GE8HGAzk747LfcydOJA54XSZM2hKcT7LM05gC11o\nWh9emPUIA1Hhk3VTByyFgy7eC8yncu1xX3SCBqNh6B9rDUBR4Nip4xoh5sFhwg18bNfxmDpf93Yf\nwqY8sPMUsChqLCho7VVnCeZUCt4vwzWwvCT+s7IlsTY1c8YK/H/Dzjwa6+ZmgChVB5sBjLoJi3+U\n6aHNw3DyIbJB78grlDSNYFTvUQ9QziAZUXeU76uX5DCqx+e6TSg0O3bYiAUyNh7Lpl/OS5gg2MzA\nQlmgpM6gK0+/rVffvY05D4URBcZTF8FTVHlE7c8oMVAXZWSazrlVPTlrYY6Xd1d5ZmMUisXFFEBO\nnanEWyzYVRmXn2yYIuNY66u4fdSdx71zqJ1CedkV3qA4raWNkhAY1c7z480AjR7lE1SlrBf3eLC4\n1E+xcUEOnlNqd7beYuF5QD0R3dWydvBWNrrDYoY9rjEvvSzw25c/8wkUhPoZamGupzH69wXWvv+q\nvA8bA0nGtaF2yBTyE8ncrKoSKXu9qE+/u2mjItcWpRcHsWhTDFpCz9hPlfWI+fURnzW2HTRKoanT\nagbFB1qTBKxbQ0HqunWIOVZyjuEsGsLqASU45A1cI2vNwfwQj/dE03PKw+/AR1hAAySEU7nTs69u\nDRo6Bd5aNApb43pZ1W0IGKom4mLkg46nwu3Ggwg4T1jWqI8N1TRrFDrWYq3PdZJwqTiJMRwJzP6N\nxyJuf/jgDsZrFHePYzw9knGzvy+BhHk5Q2rl+zeuymHrcg+wqhO4ZEd0KGYtECssmfM98jLmAQRH\n2jdATGfZuIAMXnJyl2QaNRDpOtitC8PHhDXEx1G3fitMzgIuXNy+77tLkEFvQT10FNXpyXfsS3gG\nE6Z0QnposeB6EeuhIorhqJlr/TDoGa45wtLTHNsDeV8P/vj3AQB333wP58Y3AAD1GnVXd48wn8i+\n39oMaUINYK4hbeqRsVOPqAt5MbGYERK990R08uo2QT6UdWN2PMXT6emgQUNfoaFj7OIIlu1RXVBn\nHJoAPbQw1EXWughjDBz9jJZBrrZqglMe86CXjYZBBzVJM5wo7LBSKHGGRSlzsqE2rOllYW1USLax\nSXCCUfrwIn1z+t35gXjaNgIMIcixlefxSS8EW02awefybCm1Hq0BenzHCWHHiXWYMQDXtiVyDSwO\n5Zq5B4qFrLGt1ibAIomfhdKmWQ6nBytrQ8DLq8R420HCNXGhAfxla2BCPzuzFIixGkQ3iLWzjA3f\n0XnQzZlOSzJGBz9UH6kxS3DaJYdd3fwu8OxDkKbtKhyWfC0fDiN6Xm4MsDjD+XLqZwgm85kHdtI4\ntjFs0kAol+LvloJYTduGAIC2oXUdBNTrHHDuGbi+3tAHf82gVWj+ktamHva1751fuub7nU0ARz4K\nSZcqlrFZVRUqajY/ePAIALD76E0M1mUvH26K3zyrSnjOFURAwSBiy0NgntUoa9m3GgbpbTJAT/Xo\noxhgudXGWKDzZdliwTViWqs+ax76Z8HnqhsDXU8bRFic4Tm3HLNOfe0l/1uDwB5+KYnj4dyzG0EL\nFwJiWh5oBU8NoPMLW2PCmMJSaVkIfqPzNfV5jLfoDqZLURYdCwBqOhqu/vYTTd+2926MiYwxXzXG\n/Cr//6Yx5kvGmLeNMb9kjEm/7buubGUrW9nKVrayla1sZStb2cr+ubF/moznvwfgNQBj/v9/CeC/\n9t7/ojHmvwHwbwL4O9/uxZTEoMfI1maSIiGU5r3JFG0hp+hBrpEHIGXErpxI1MLYBgkjcWt9iaQd\nLUqcMLW+N1mgdRJ9WPA0nsYZrmwRYjWUKF+SRTCMhM8XCg2I4JhxODoucXgi99zhdy6Ohugx4vD0\nDFiVD4XYFo5ZVO89Wi2oZmSnrkvECjsmRKiX9ULYLCfUIc/yQIxhqzpcX7Ni1tsQ0dseSWQmG/dx\nUkokqbUdhMtrxsr4ABcK0ZHGQVNEoWD8n2nKk5kAvsOyqrFg9rtkFrhEi4tXBC7V6+dnXOP/mQWi\nocgiUsYBRpnKsglxnz6jVb0kRWwI8YSHZzRRC71jGyPlONXMMowJRBRKhjHqJYGwwrsuKucYdvWx\nR4+kOQp9Kto6kEmMCEVfy3LUhHLpXFm2xfwEjqFak2vmHWgco8zMHpkIqBXW0ZYhytwowZb38JoT\n9R1sKGYWtSWLTu0N6oIRcRNjwYwfMpmHcRuFiLrjvSNjluNrIYoaOAyc6aDOS9bIdEcOeR/jYQ43\nV9KOKRYLzisv927nKY725mwCM9DoIeVcGWYyl8ZxjAskKCkOPVLG2Xp87nq+wNGukMfMeb9LV6/g\nwpZ85+iSZMOieYU8UZSCwYDENgqXKkwDUzDr2J6GrijUyMdRgCqZpkJbdxBlAHBRtwY5jqOmacPc\nbxlh9i5GHMszRJHtMme1tGFRVgGqo4iJ9X4eiBaqKTMucEiZgh75GAXHqWWGwsznMITsG66x5ozM\nCxzQTwmZTAwOJuwXp1BrId4CgEi7p2xgKvl9TXif3WyxwezLldEYY0bXS8I+XZ5CI6VNSfKgdB0X\n1uV9MTGO9TbDlZEQ4UW2wN0HfyzfmXTolJTMENtDQeJspA7TyWlYlYNmZT08v1Mrit75JfIG7R8T\nBrz1Fq1+Hq7nlyBR/NAjEIwowspYH6La1vsQuTYKk7Md5HAJkdtlLpayMebZj56xLOojZaakx/Uw\nroGEe1DGORO3Bm1IWVl4jpGyUFKlBGtDopKsZDD2927DcJ9tKtkHDvYPYRWh1MtQk8hrXsvPLMsx\n5vyyGpUvSzx9KpnO3Se3AQDrG1vojQQyX5dHMO70fh6golxzkjQNGXcl8DHeIOa6HJkORdWqL9DW\naPR5Fe1hY0EaYKk0Aw4Rx2tsLcY9yfLkJJEpihKG4yfAs6MofMczg2yMCRlxH/lw/RanobYJUTeJ\nTTGErN9jQtEbk4X1KbVxIPjRkozYxgGpE/Mdj+MI7Uj9jQapEs0RiWIbhyqQvjBT3fhTvoaNLXLu\nJ7AdTFwRF5GNQvIm8pp5Pj33zBKUPUKHKlCStQiA0Qwcv+NNh7pZznw2S1POvO/3ci3NQC5nPLvn\n0Lbo+m27YpoAjfZAB5DU6ewMztjyukymdx0EIqRQ/TLXz9KXSPC2xJQYKQw666E3EnKdfk/GwNNH\nR2HvCJAT40MZWeg0s3RvswRWDsCoDvobfmW6fce0p/eEqqg7kqKMmf6qQjuXddsT9Rg3Dp6fzRTG\nW7awRMFYWNREO1QV9/y6QEXkYkMfxaYpSs7pagb06K8MiTLLUo+EJHYjLtpp1kPDdW7RyP1K2yAj\nOVqGNJSLLFsUXko3VgJ0XImvpFND/73/K8/8eynj7U9lmx28Iu6WCLa6Wy99xtdgly4Z0DWRCagl\nBxOysdac0cBvYd9WxtMYcwXATwP47/n/BsCPAfhf+Sf/AMCf+7bvurKVrWxlK1vZyla2spWtbGUr\n++fGvt2M518H8B8CGPH/twAc+S6tdx/A5X+aG6cpMw+pYoVrlJVEDHaPZ6Gm6zyzONYY5IVEO2aF\n1Eu992TaEQ5dOs/rJWiOJOpRFQskKlegRAALh3rOzCllC+w4xxqj48p38WBRIpoRx+0azBnl0UxS\nb92gtyHRoPqMwH15IjU+PkrRBDy1h2mfxV3DekSMvV/YJAnK+ggZoywRs1BNYrBGavjY9FB7ebbD\nI3meui4DBbXWRV2/uIMpP7vXesyfSL1avCHR3aRngZlG+TQ7UsCyXkwj56fiGN9+YONb2vujXvww\nUM/ff/ouAOC1X/kNTJVan/XATx/ew/mXPw0A+Nl/7S8gJlnL/1vWZw2LSS0yZphalchomhBxykle\n0hsm6PcECFB7oOU4bSuSusQ2ZKYbleyIDIasj7OBpCFBn/WV1aJGwQia5XeyPEbV18FGyRy/wMmc\nRCheIuKXNjaxtib/VhKLZdu9+yV4RuLSdckcx61FzRRSwQwYWh+iZdNhR7/gNRPr2y4kHKJwbRg/\nTvsOEWLW2FkbweSSGZr3ZQz3qwF6jKJvrssS08sSxAyxtfDosZ5IZYgKY1Dg9MSzrdR8KVW7rTO0\nU6nheP3hq0iYTWsT6Zf9xQFeeywRz1oRFYtSmMAADPrSj6VL8OD2m/zOccjiLB5Jrd9kFGF+LOvO\nE6IjBqbFBtvz0rVrAIAKU8zmMp6L0iHNNeot94kaICMBzvoZ9S7FVN617zmUlJ5pGuDgCaWPlPQn\nsYiZSahKrS91iMjw0/DaceYR8X1nWRIyAJplr5oYYPZTa3K9KzF5KoQO+wfyc3t9DMTS7sVigpKk\nLjOVZMIUDDzDcbq26enMxFq/RZaTGKKoYes52yNtGfdTJCT80uzmwd4iZAoGlMOqSo9tJV+yiyBx\n0yOqJEGNhvvNYiL1+229QM0dri0le51WCZ5jtjrNG8yPJVs2f3xf+sSnOPfC98q/e6y7Lg+R56e3\n1qPHMg6LpkXU43qgf1bbrmxdo9K1RSmlSohaC8cxqQtQbpaoSLzWr3m4BcfFcjEoLbbdyqtzyRvA\nOEXQdLJRevVCJUQawDPCX7rT2fgUxzi/JXvLlS35Tr9tsU+CrYxp1SRL4XSt8S0q3iemFItpHZyV\n+TA+Lx1w9aWXsMmMsnMyJsziHjKmgNYGCd7bEwmFpw84vx7dxoR1WRczWZ831kpslSTsm8sz5P0Y\ng5IcD1hD5k7vTWm/yxQAQNyPQ5pLx3qe95Do2mkaROz3iC+2mpSoa0qi8O96+QAp3+eilHbV1sFr\nKnwYI8t0TVTClAo1r22ZDRz1Xcg6VtBa9RolC+qtBRL6WpEW6i5ZrDJEvQSDofTVoEeGlV4SMnqR\n6Wpb+5mOuQSRZi2dIqe6ejEP18llqaxW28KGmjCiFXwFo5JduvZZC6taE7HpEmtKqWB6Yd4YaBb4\n9PvLI4D8a2ij7j0qWsFYE7L5SrRYoyNW0YxbBY+B67LNtkvlAQBGvY5ssptpPuyTmiD03nd19r4j\nlPNL9ZjH5bPZRO8MFuaMPc9299EaSbO0d4TsblhgWrhW76OIKIOYiMOr1z6CtY1z0t5S9puHd15H\nXdFfJiorydKABKtaEnK1NqTGjDVh7CtyQ+TDOrSN9GMCyw7oCNQ61IFd3EUUy1gcVOKvmPkCR5O7\nAIC0lvm+NojhvDzHEc8ANRxizpU4zjBkbfkJCcTaWRQG6nAga9f2xWu4cu4GAOBcvAYtZ9/SzHo/\nR7RO/4qondY7WGY6axJ1oWo7ibvIdDX6SzagP6eEi96YgCwzRYdMVNIqD4/WKyoTS58xQ0s0WuRM\n8MkUXWFtFsZp0vqQdszQnU90H9VhlizxVWGJzFF9O+8Nav3cflt5TD7Tn2LGmJ8BsOu9/4ox5ke/\n7St33/8rAP7K+z9Xx6akA3d0soAncUZdtwHiqExuxjoMecjUAtmTssa8JpnEJg9gVRvgemmW4Rwh\nuIXq0iwqvH1HnCVlCL18bRODSzKwj5mKf/3+AXpatI4kbNILbjLzcqHEvJ3m1pK1ClfE+xYAo8xi\nLPi1bXhhqgP34M4BSjp7WyRlyccp2r58trO1jZROZ7mQ56nbGlVFeBzZuaazQYCtbX58nMkAACAA\nSURBVKyNMT/ghs3B6R3gSC5U0zPzbRUGsbLsmfefNN/f3D/lIBocnW91jaVFtyGcan4ohwE0Izy4\nIwvM8aEcKh4/3MNX/ui3AQAXxxfx0Z/8QQDAaDT4kx/k27RADtQYNFxMIsJH0ihCRgbkEUkMXFMj\n4oF5POwjIYFCSYIWD2BOCEjNz6IkRr/37CGgakpoHXzrXQfR4nwu6gaeTvKIzIJ1WeH4RDaH2VwW\n08QAnqulOWNszqazAHNKSXKSRf1ALtQYwic9Avudj5IACQvMc94F5jSFKVlrgkMWiBdaDyjDoa3R\nVHT0yYBYRhVaBn6GA2lXHpkOMmg62LIOFmMRNs9lm86U0EKuvb0JXL4sQamd4kHY2FrCag/mcxyR\nqXTBubSYFUgYVGjJ1uiTHAexEOYUpsL6UJ5zc5MHmWGGtpDrTDgWDoopelAWYhmbzcIEXoeyaNCS\nYKPfV73CCGiCSOup9lXc6Hzt0SjKue2CX+rMCHySsGWe+Iz14TNLmGAUR3Bkzq5NFCDcMdu/ng0C\npFXh0vuHx3hyXw5RU8LfE0SYNPJeHy+OMW2lL0rVgIw8mvpZR/zUugLRIJxOCJks5ojoGCqxUc92\nrFOqpWmNDyQWcSpjYtSLMMx1c2yCRmtYfxMHmyjsT343W0wwo7P35EACh5PjCFcIycytw95TPTzK\nd7bOXcCF8zcAABX3ouLwAO0ZuKqCbSnqOjynngl9a/F+kubIRQiowRadJ69kdMYA73N8XdT1RRtg\nV92zGOOW1mMfvqrQa4VQwbiw54Vrt6aDb7nTDvB0XmCtVFg3LxPnGI6pM6gsRYjQI6yvmSeoyJqs\nfksvSlEt5AJXt3jwHOcYxiTggqx3H7t2GbnCPr3DNJHvfPWPXwMA/Po/+SfY35XA0NqGjPHHDxrs\nkXE5y2W+l70RmlqunaUd2+2y+fbZvrCtC5DCsDfYuCOhg0FKEj/V3DZpBcd5pcQ8ZbtAOaPDykBI\nm0RIuW/HURTWoGP6Hs1igV6P644SvrZlgNQ79nPTNEFz28AHPb+zKmUCMV2aIlLtatV1th00zloT\nfDOFAlrT8WZq4Mr7NgTAnbdhvHSruOkYNvmpNfESjLwLsphIy4G6Q6XuN8bYMG667eKsFiJMFYuu\nPYHgBy58X8+5kQVy271PPg5aJWmyZummCov0HTHL0o1DXFYfzXW/j51B+j7IbusD8XO3zzlz5qFa\nYcce3aFviWY2zP+OQd13h0N97ijBcFsOm5defB6XLkuwbcQA9r37r2KPwbaA4rW2Y3LVEbCMljb8\nAEulHd4HyK5fYtQNb+QMX7KqXUj4oFexT1pM9klmty/rQW+thx7H7nFxxPa1sNwz8yj9v9h7sxhL\nk/Q67ET8690yb65VWXtX1fQ6Mz1bi6RJikOtECGJJkHAlmhbNig/CTAM24ChF78aBvxiP4k0aBgG\nIQvWg0SapGTRkIakORuHs/S+1NpVWVW5593/LSL88J2Ie6szx5yRTIwh3Hip7M6b//1jj/jO+c5B\nviJns7UVL4LVgiYdf2XzZfl3fQurTAOKJjXcVPa1/V3xvTWdDKsMSBf01Gy1cuSkk7fokWrNLNxz\nYqcQnSNqG9Zi3w9az8e+b+cFvdnFJd+rIlvY8HNQqIeaP8fPL2sWeLM6DMawkivMBYT8pNJufsZb\noPjqhe/xdTDndd73KT8I4vmTAP6mUurnAOSQHM//AUBfKRUT9bwCYPe8P3bO/RqAX5MXP2fWLMuy\nLMuyLMuyLMuyLMuyLMuyLMu/1eVPvXg65/4+gL8PAEQ8/yvn3C8rpf4xgF8C8I8A/B0Av/nDfLEN\nt3kfIYvgLQcrp9FhFL5NJETnFi3qGnmGRlMfBL85L7c/q0yI/neiGCukPM3G8vCjkylOjyndzBv6\neFYjoa3P4aFENyalxQuXLwEAeqstFPc9vYJRxQXxAK3O+n41npaQN3ANffuUhqM1QdnQmmF8jG4m\n0ZPxUJ73zr13cUg7guuXXpAH5ikSIsI3X3sRN3bkbxwpSevrG8gjoQrsnQqlNmvH2GpLBOjlV25i\nQsQi94iBUcHb01EUwC6IEAQWpTqLvPww5U+LgywmOXuqTYsWBVufuYoPDyWCPSJFqNe+gY8fSR1/\n9X/9B/jpBw8AAP/pf/4rAOaCJv+6JQT9oQI11odMkiRFpy3o+IUNoXGdlGNERKlyHaNHD7KSqFqa\nptin+MuQiexpnOIC/QOnDOadnk6D1H8UR4g8au7tAWyDmijECilLK3kbM4pPeOS0rsxcFlufbf3G\n2CAcVY9lvKu0RkSqrvHS3gqBz1GqDMovF0EFZS757hH8OFWAH+9e98koeEECpQBMfYI/KTAoYTvS\nllMi/D0VQbWIvmnAhEAukS2rUE7OjktLK46SNJ52Y9DylGircUD6vCaamFRliFrOPEqcthGTDbFC\nm4Gb6+u4dEXoskVmYY9k/F3dlPc1tYPlsxPO/cxWsKTGFpzvWjtsdaS/1lciFKQB+znXSuKAkFh9\ndhzXXiwMFjOGxHOrgvesF0mLbYSEpos1+62pDPQp1wCi7clKhpjoU6yAlBYtGdkluVrBWi6oU0QE\nsa0c2lItfPeZUE8PTAM4qeOxbkDVe8REPK1zMB4J9/5i51CJR9U02ANUjUVO9oBh3zSVg8dFeqxD\n5mJMLFF677FzaqDHXINjB2e8ZQzRGmUCdbgVe2uKBpYQ5Dbtql64toZuLm128ugAp6QYT4309eX2\nJta0fHdBGuXEzIBz1qCadTC1CQIwHgGLjIWKP4EE27nYljM60PQ8va/RZzFjZxfEURZ83vyCoPSC\nr998oQserN5WxaGZo3se3Wzm+/Z5wleRamPMuX1wQiS/nwfrkI/vy1iJ+l289vJrAICdXgcHZBzU\n3i9aze2pNrn/r3dbKImEH5Iiu761josXRfjJVDV6azKOv/h5ScOYDffxtW+8BQAYTGW+TvccGlKR\nb1wVVGNjpYA+FmRUp22o7KxgXWDBOAoGGRui/prUb6ddYGnoWANc/43xSKRGTFuXjMjMdFKHcRHx\n81mUoEV2SWqAguJXFdlAkbFoU1RvRqpkfWoCtTrYoEVxQHvsgsjMeQbcbQoX5lke0h48Qu0Qz30Y\nVbTg3cv6Iwo0ziBjol1A55yZ4yKKz1baIYo9K8wjoya8Wxj32gXRIKeeR0z93wZ/So/AnoN4RmqO\nIFbOBZE6L2bjFMLe69usqRq0OhR3XGP7WIVJ7s9PQM8jP35rNHN0atHIM9SR71MpB+83nymL2DNS\nay8m5pB7oTjPUjEWk3Pm3aJHr0c/lRdFXFBIiij2p6MmUHG9T+fG1k289vobAIAvvPQyblwVSutL\nt28BAC7Pcvzvv/NrAICHe2JfYk0ZfH29d6x1Jpw5lFZBtEzDzxs3Tynw64914efzoKmqrIJQ3vRE\n6PRRDUx4dhmTNptd2EKLZ7OuIfstj9FlHbPVLjq0Q0w5/zrdVSj61vboFdptxSifyZpeD/cx3ZUU\nmzv7gngejU+wvikidO1V+ff2i6/h5s3PSJNz79g/tDAe1VUqpO8slsSPi0V/10BU8XPGBU9Pqx0i\n61OYuJ9U84VZk0mjzPzv/WB3qobiHcIuWO94+zsVK8Se5ejXeefCPm0XxI7C+2KBhfBD4Io/OCn3\nbPmvAfwXSqk7kJzPX/83eNayLMuyLMuyLMuyLMuyLMuyLMuy/Ftafhg7FTjnvgLgK/z5HoA/96/7\nxR61VIwITGEwJLl+bOsQlEsownD16ipWIZH33YHwtxunMSJc9OiQZsRGQRMtNdZhWni5f7lj9zop\npsyFK5nfdnha4MFjSVDeOxVEalZFWM0lerLW6uAyDWnLmvl0ZYWCeWSev75YjmfMYytqBANppzFm\nrt90zHyw4Sky5mu2vVz6bIQeI211Lc85GZ5ifCzf/Xh0D4e3BX358U9/GQCws9bHhOiK79TINjg4\nkb8/2j/C1AuThNyfGIaqOV4mXtkGihESb/2iPhFlCxHz8N9q8Zfftyi1IDjgzn7YuQVqeSYRroPh\ndzGLJMdz7aqgYqk1yOmp/fbDj/DotyUK9kt/R4SVN7a2v/9L/ADF8+0jrULQ0r94muog/LTeF8Sl\nHyWYjClagwYD5r01zGvsJhFiRtji1EuWJ0GcoZ3zd9ZgMJWKVVUTEKKI4VDjTEgsL2m27lSC3Odm\n+siUqufy7ueAv1Z3RCkECObctY1DXpafm1ZraEbXlI3mCArRJQcHnwnv8wCiyiLySkw+bGY0UkbJ\nY53A1jJCa+YXm8yiJCLx8VBEXbo6QndNYLMsy5FAIpU+ctxKUxh7FpkYjaTt21xLnjy4h+0Vmbup\nnUE18nvNd7zeyxBHRC2NRLWvbKwiZz+tch6udVaweVvyXp4N9nHnkYhflYUgllGqMOK7j5hze3Jk\nMXpGZJX2Iq1uGyt+DHR7sBMiTUR7XBMjJeIS52dFQHw+XNMYlLWP9OvQDyEt1DaCugCIyMxQLkHN\nfDKf/+FSICIrJDEKMUP3kfFjrkHlpL9jRktnwxl2Hz2QOh6yvzZX0eJztNUoZ0S4+Q6xAuLG53jK\nKzYLuYe+TOoGhtSXxhnE/LBHRwAVhOnqRt6rMcDaqgjPXLkofXh5vYUVIrT1rA5idWlKxNwBzlGO\nv/b6AE1A+71YSj8z6K9yP5nkIb+Z5BHsPz1Fb1fGwoUtQQnqCGjOCel64TqR6mf+N/PEE6sR2Tn7\nBxD0JK7noi1+nfUpbwYLa3AQJbFginFASmzj5pZM2gYmS+QRaK3QcFy5kMDVhNB7SOk2Co62JOYc\nRT1VJ5gcSZ88jgXdPPzoPr72UHLD7rx3Xz7XzvDCrTsAgJdeuIKoQ7sMMj9UppBWMvdXLsqa34ly\nZJHPe/SCJlMU3GfzWEMzn7pHO7H/8G/9Mt55778FAJw+lXGKSnIxAeCQMgKjd55hhfN8Y/sCVvtn\n9w/1CR8Law0ib60Sz+eppbBIpKOFfdGrhSg0RG4Kby2UdNClMF2uZT+ZxVVAw4p6ipK58A5zsbow\nfz1rQDVzVBY+r9OGfctZO89TPSd3XNWsQ6MC6t/4zU/F87VcxVDai5Us7N9+UDlf4/lm79ycqWIC\nGmZxZv+HnY85bcP/82wFZ3VA90Iqo1Zh7wkWK9+HYuX7w1gVvlt77b1YI+dcvPe2zOe7b34HLYri\nvfwzctR9/eYlbHRlHNYOYZ2zfvl1JkCQofkWEE9vMKIiF3RAaj1ngzTB5sqg4Z5ZNJ4lZ3DanK2c\n72+4OZoYhZw/F1BEP2/S2AY7o4Rrdn91Fde2rgAALmzsoEX0z5ObvvT6y2h3fx4A8Ou//U8AAM8e\nPYKZcG8g9NkoE95H7APntkkARDznE6KVzjm4oIlythSmQk2LsslYcu8Tk8Ly2Z2u7O/tTgf9FbGB\n8TZxab+NPvvQxRqKe0dJFkJdV2g8K4AWjqNBg+ZAvuebf/i7ODgRhNdxv3HKYEJLp5xaANYpFEru\nCysrsnZpONT8ngYazp7dFFT8iXVUu8BE0QEhtaHNjHILecB+rNQwpf+Zi39jUXn7LrIZle4iDTe+\nZmFPIEqudMjf9R1RGwSLNuWFw+DC32inns8n/gHLD3Xx/P+yUJsDOiiQKLSZKX+xlQe/uhUehLZ1\nGwVFAVocPJ/+7OVw4RzwUpbnCbZ3/KRxmPDAV/AkMLYz7JOit3FBLno3XroIzcPH4xN5ztTM8HAs\nm2fTXYXuc9GfymIwGY/RgixAeeesqM3uwSMAQOWAlP53iVKw9fOCMWmvE5KsLWmG/fWVcHg95IRT\n1Sa6q0Irmpwc4e1vSkrtZPK2PCdWWG3JpFvviJiKKp7gG1/9GgDg0d37GFF8YG1LPucqi8pzJUiV\niNcTGW1AoNQEhT2WIKYUOB7zAff/Rqu1bvGA5MLPfmF0DkHpzJDyd/TRGsrT2wCAEZWCZ+MZMJSL\nyHrvdZTP5BDzG//dPwAA/N3/5r9Ep9f+xDt+n3IO7Shf4+Fbq6C25udjx2TIqQA4JqWy00oQOzkA\n1WWD6dQrlXnFsyIoaHJNQrtjUPAg5cUs+lmG0TN5n2o6CztXw4NA6TRiKuHOxjJe41gh936Z3oes\nLkHxtuA3uViqbB8xD1pOe//RJniMetGISOkgFjGux+EAavg+zlmolPOCB3trbaBBNQ89bWN+8U6T\nBLG/PPHya45SOC8yVnxH6uViKL6binLkXV78SYuJ4hZmk7N+e3epJLxNBceNaoKotwEA+KsvfR67\nT0m5ow9lr7uBfosCOWzHXr+NyIuRecGPyqIpJQAyHe0iTWWzy1aFjo92F1lX5uwmpUq3+9toJ/QK\nzmXOxdUp1EzmdGpjtPj7QVvqGkUxYi8csnq27wbHHK9tjYbUc601GlKDvQJy3CjUPGj0UtJrkw5a\nU9mEIx5g8qaN1Q0ZlEa5QIXLeKkva4VnvMynMxnv9ccHePJADvJ5V/72wtZVXPi0tOnTw30c17yQ\n5/SL63TQ0GtzjcIp1Tlzc6czQ5n64EoUDlCV9/IzwPBY2u/JnrR3hUP8pZ+W9eDLLwv1yRYjGAY2\nMudguD8o0nNVdhW18UJUDL40GfJG3nvvmEJm9z/CzZuy1j76UOPhfaFkzmL5/enBKSZ/+CYA4Auf\npeK5c7DnUOIOhpIyYCMNZ57vr9p2oT3NztN0XYqOT+cwBoq0XM1+zaL5ph+EBa3DkfE/U1TKzS+h\nqqjC4TTQGSOHlNkinjLZOBPmu8KQbR8Hil4xPjv39pJH6DMYtzeStfqd73yI0h8qSUHbezbCB+9J\nm/0fNsXatoiadFZljug0Q96lH+Ql+d1LV17F7YvStyvrQmkrZhV278izu50UX1Jy4RxUDJpUHbRS\n2QsHzRO2bYYsrcPfA8DQjIAu/XrtCho7OFM3UIU2pDBECVRGr1JS+ayx4aCprIPTQsuOIgrBxXVQ\ntW1xfcqzlXCBM6Q7JyaG4gXVwCHxx7RGxrB1LtADc9Lx47ULmFKobDaT97dWQ7XkmcrMY5DKnF1X\nDq2si/24i7WOtHnEcZhmBmGPVwaR9l7AsnbpKIL2duv82LROwliqaoOaZ5yOF92KrESjMB+HytTh\nZ+9xaRoDG01DfZwXwQrARQcR05+8CNE5VpBIzSRQDoW6Ky+a9yi+mOkQEP0/P5Cx+Qe/9auIMlnn\nv3Vf9qX3fvYX8eW/8joA4HInxZSH+yNeXq5ZwHivZDNPLehQqMl7T6exhuWZ1KQOE+4zD/fpVjCZ\n4eiJBNRnpAC7osDTJ6dn6lZRzEYB4TDllKcnp+EI5INvTV1je4f7UpcXiPYh6rasc3sHK7j7sbzH\nd78j9VqNc2zkAna8euFL0o4nCvdOHgAAfOwlitMgKlXbFM4JoOO9X+VsQXpp7IMVLgQL1Nm7GZ6M\nDuDYPhXnWjuOgWucf/SFnsQV7lF13BhZS3bW+mis7B1NZdCMSKE13od5D5rzODlhmo4pcfcDOVff\nu/Ph3Fcz8alTMQYn8j7lusy58tEDTFMZp1dfkPS4XnsrGEKrSQ1FwdDF0qXEe+3PwHbOJzdzdUbE\nzfyQbNq+3eR9KqcwoQBSMpb2zpMI04HM6RnXRdWfYZVU47aKw8X1kG0amQg50240L5mtbieIZQU/\nb6XQ9nMXDlGgWZ+jnvR9yr8J1XZZlmVZlmVZlmVZlmVZlmVZlmVZluVPLT8yxDNmNI0q+ej1Ymwx\n+pSZ1YCQeDj4Wx88wZMBxTQoynLl6jqubwua8YDIYJ5H2FiV358OZzghsgHSWau6xIS2IzstiQTE\nFpieyuc2WxIRsB2NLhGpcmSDeIcLnmg6UHrdOZH7xEv1qzh4e0XWoWHUwNfL1EWwzYgyiZi0WjGm\nU0EUjulHtLVxEVsXJBKZDx0OHkk09Z177wMA2vEJfuxzPw4AuH1TEsJr24MjUpD1+6hqeRaV3JHp\nbI5QetsQxNCBxkNK5Cfq5oUldOC9zOuvnkNB2WY+wiWQp/zs5gI3jlQSYx0M31FpiRTd+EwLnU8J\nqvTRuxJFv393glvXpI7d/jU8+a702R+9+Y4853/6n/G3f15oIX0mycdRtCDBzneF95V6vsTB8kaF\nOnhRkm43QsLI6mAiMMHJYBKStl2kUZZe8lvqVxZFeE6nI/2fx0AxEyQpI98njSIYRsi0bZAueCX5\nNvXt6zgerZa6SZvxdzaeOyicQ+8QVJmIJ5EXqBig8AUCJWlO322UWRA6mQsFBR+zwJHWc/pX5vlQ\nFg19YpsCSL3PVTSnTFYUJfF0xKqxwa/P2RnGFATzwhFxnoc+WSwbLanXekbUuinR0USmtcPtaxfZ\nfvJuk8EMCe2HVuhbp0yJeuR5f+zXwkETEd3ZWMPlDRmT3VVp+6PjPeT0HlvfkGjrjSs7yLX3vpRn\nN6OZiAEAgLaB5pqRZq9qF/rWnBO695QbkaZg3wBoiJok7Ic4ioNQQDmWz125uo4LXUGN9o4EuTOF\nRgba+tQ1Cvr5lERTJ4VFSV/SVkfmWdat0elJ5H3WZSTaaQw5H3bW1/GpNamvIRoxdAWOScvKSJ07\nrs9uP3GkYRgPrZwKkXBPk7PWBQStopBQf6uFv/qlTwEAVk8FFfrGnzzA7ddkb7i0vYrDkXxnQVEg\nMzrErKLgE9EnYzWaET1xBzI3P35yiAePpK3GwzUMS4oz9Jg+UTs42gxcuUGxmnYXbcrxL5bGs11q\nDePXGO4nBi6wpb24ktJz31/nLFT4/16oRIW1zNucaGVQcM7HjOqrBZEiXc0RT8cwu4lc8Dl19Luu\nnQ2+q95WxdYWEVHL5hxaVUd3sKJkHD8hVe1wf4reptCgvaAOXBGEhOpmgsNdWfNJEoKKE8SkPWr+\nzcP1N/HBbUESLtyWhvr07aswXHeHkxkeDUitHhA9uvcuxgVtrIgcV5UL1FUPE0c6CwhbnlVQ6Vm0\nOliieBAiUgsQIv8f5oweW1sUVr47pxiNcg4JN98s7/D7ugDFg2bVhK+lkfKL4jgNaKIXGGmMgSZF\nLyLUlJgIKmI6ApeuSTEOnpLWmdCP54mAeBtGNJC9AEDkDwpOz+sFnKHsOudgvLARf1fVDjFf3DQu\noDdlQHMaxPweFxBfM7fN0h7913NGlFUBfQk+lE0Dy88GuuuZ2ondVOQ9tGED5FL597UKBa2U3ntH\nqJXKRJidCpL04Vd/DwDw+O138dXvfRkA8Of/2l/GazsyJtNVilg2JsxP5/c8q1DQ2zr2QkhRjCnT\nQY7KCn9yV9Cp73z1jwAAx0e7UFyLQEQqzXNY+D16XhZs4hfOYovCTZ5u7futQcL3WQOZYVWCjCJX\n650YnZzsgaeCug5Hh+isCrvlr31Z7Ot+6vXb+B//F5F2GReyRhaTKryChls4G3PdXLB3cwsTxz1X\nieeLW7De8R6i3U4bOuNZwHtzG43BVND+JPZ03hrlbMR3nKPeq13OFR3h5FTO2vVQJsGH997C4JmM\nAQOHlPcNHc9FxDwN2pI9UBcRZhMydbhHdNIEie+7tsGMYkiLRcdzSjQgjBOv5Rkvii/5M5UFMuXR\nRjJ1IsAx/UkzfSQxBmr8QH7fcC9qX0fJA1akskDZbbhIGKegmV6YKdKTm/l5JBinqPk6B7eQtnOO\nr/r3K0vEc1mWZVmWZVmWZVmWZVmWZVmWZVn+TMuPDPFMmZMU88a/2uliY1Vu2zudDjJaDtz5QDjb\nb94d4DFNpftdCenNtMbldbnNX75+GQCwsdYKyeZ39+5jMGG0nyIFL1zpY9BINOPRkUS1d5+NsEWT\n69c/fRMAsJ4rdBk5Hqo6uAor5ti1e110yM/2ycmLZaUtqIcFEFHiWTuFWSHRF9PM8wDHE3mPgwP5\n91JrBVvbInBgM4nCrPX62NySCH7aypFC6jNhVPHekyMcTL4OAPjJsaARV1dXcftTYor7mdu38fW3\nvy1/Q8EilWXoMrLs28zGNRTz7Tz6pKvnY4gVEaIk8nkLc+PnBcWhudl4kEif53U6a4O5tSESUNV1\nQFOHTNpf37yGFS0oVcTE6cdP38TISYSwp1Zx5RWKMxzJWNjfexf/6B9L+PzKjVcAAF944yewvn0V\nAJARbY+TGJX5JJ7rDY0FvfW89pS5NO1IBQn2yYS2IKUJSfhJGkMxmu8D4nmaokUkbm1FxkwrUpgw\n76HHqJhL5ggrtAoR+YxzJUljoKSQkEfioIN0ukcf4zQJlhOuDj2zUMEMznHsEhGP4wya7+NthpSt\n55SEZo68NszxiSIXouPefiRJYlQTibpZL1qjNDQT86ezAkUjYzoiKpk2Cpa/116XqFEA8xCVkXEJ\nIJip2+kk5MssFi/M4pkJZWFw8jFFfw5O0V6TnJ3eutS7PhgjiciWYD6PdQ2mx8yT8rYGOkNnm7nj\nmxppKsjhYCS2R0/evxOEFLYvy3N0fQjDdja0QqiKISIf0qxcyKuNG64RSgfBtaI6u6542yjXOLja\ny6QrRMybjbytjW4h8n0/lIjwdvsqrnVuAAD2Hkud9549RYdISd6P4IhKDkfyvtNpBU0Rtj5zzPtX\nV/F0XxgXe2OJiJ+YCDc25B12dq5ip0+EseFYaE6RcdzEnMfN7KzyVawBnymSJDFSriHViHPNAOvr\nROWM7BFfevECbvaEDTIh6lrXCve+Levc1udaaHuEgzk+xeAANdHYHtkpVmko5v1tcU6pbo6TqdS/\nMBVybpmVz723DuWQbXUkKN/lVgddfRaZaKxfR03I6fERfGfLkBNm2QKRBhIf6XYKjnoFkRd2SDJE\nkc9P9XO3RsH+ShjJ1mqGmot5bMuQe5cExoBCA5+n4+f+nNESrDQ0oLwQR33WQuxgNEXJyHtJ9kWb\nllMAYIg0tvMMW9syfyaNQTER5LkYyb+qMWi431rmQz85meLoieSgrX9EZsHf+Hdxa11yOA9HA3zw\nTJ4/nMj+9+33/xU+/vgjeSb3LBMlwZbGM0QQNbAU/YtPh8FS5rkSpqJHqi0c8iRpLwAAIABJREFU\n2QHB/sACwTYKKvRtMGBP85DHCUtGV60R0X4qZc6krSo4skIqzBCx37Wa53T7kVTWXogrRZTJmOuu\nc20fadQnx6zrHDXxyPliKcP6NBccdBxTlZrnRGqnwv5gPEKvNapK3ndaSB8enBwFKG7v8AQVWSf6\ngH/bmWK9SyEYfi5TDTT3kzXm+2ZJHnKeY62hyQKyXrTFzvOSvU3TeSymqqqgm7nQi6dSaO7rJtLo\nUuzv8suSyzje38L0iDnqFDwriynufeVfAQDqg/twf+M/AAB8/hU5WzTdNvgYlISRq9rAGn/elfod\njWZ49EzWzu989y7e+qbkkE4PH8r7pBFi7fd4smLyDhzO5udqPtPWTTh0eLEea2cIrC2/lyuHmoJ6\nUUfOmbMKGJOVY6Bx9cp1AMCFCzK/3vvmN/HhqaCaP/V5yXF9/fZlfOnbfwIAePvutwAAj6ZP4Ygq\n6gRwgeE3R2LnpLiz4/A8RY5IqSCwGPGcnrUTqIiIe+It+DpYa0u9RodkUx1OsfextPN0NsQqbds2\nrkn99PAYew8/AACcsH4nx4fhfB7nGfJWi+82V4vy/ejbvlEGBe2eBnvyHNc0aGcUGlIalrZRz9WN\nTIrYo9Kw4dynmYOptIWJPAMLUJ6R4BkbyiAia6fDsRKXEzgyKHpt2d9NXaA5kXccmRop17KCa6Nt\nKozXRGBqfUXaJ15phfXSLSCwsbdFwtxOxf0Qdio/sounX9oTdmYeR8iYvOtsBH/XOaFQwKwBVtoy\n6K5syabVa2dhMe535HB1fXsDFRkKP/WKRn9bqJbr6zLgTDnD65+SReL+ngzIb779Mda3pHNWSaGq\nhiOMS06aboKYTaXDJHZBocycQ7VVHDRVXUFx4+jkHSjWIeYm0LI5ti/I4LSlvOP6WowNXqgt1cWK\nwQgD+tKtra5hpZTnTJhYPjt1OD6RDfdf/MEfAgBevHARr3OR2Mhy3NiRy/ndpzwczGpQ+DGoWFqn\nocNO6ifD86WiqI7loSdJ8zApnfU0wSZQy0peForpnKpkbDNXFfLKurHGhPSSkhtZM22wfywHjg/f\nER+l6ckEYyOHynLvBFd6Mh7imbRzoxTefCSCQ2+/IxfQ+x++i9YqL+GviFjR1VduIe2cXci9cqxW\nQMJNr82LY54oFKTSal7aXWUDjSlPo8Bu9Up1rURhm+Nzc1X6rSkazHhB7fDiiTjGjQsSXNAxMBj7\nIAU3R22CoqBfBIxzgTqlF9TJIs6w8yhxsAaOFxWtZbOhG648mx/T2iHyPoPaBY8xf/CQuzHHAG8L\nsZp7scEwaV+poPBrijld2Cux1ZVFVfhLvOcBavH/hN+MPJ3DC1JZRObsvBtw3FT082xqg2pfFuDG\naawcS3Cnvyc1Ho8cXlyjmM+OzDmXpOius468/NpSQTseFkuDgheYcsQ+dN3gk5ZSgKzeqwMdtpp6\nFb0JcrZ2ttqGIn3HNF6oJAaCauTZoMhckMstUObc/ELq1RNdDTdjIIJtPx4NcFLKGuHXsW47xWRI\nymmeoePFm6isa4YDTIfyNwePZC65dgfrVA+8ssJ37XVx7bK0rXUljhhMKxlQqDMVVG9bHKeTcwg3\nWabhezzOE6xSuDgntbCsHFY5F9vc/GIzxfBIgokbpIO99qnLeLIrh+kHe1OsdLwCst+0E1hehEt6\nITZGQfNi4Hgg0FDhUNBKdJizPkDmDGAZEPViV2VpoDrnzDt/gVs4XnkFyKapwqXFBl+1JCg3Kodw\nwzG8jNmqRJuKjV7AxhqDqaf08uLZVCUKKrnHroTiYckfaK1WIbhoPaXUAE57Cn8T6uo5uaU7Ky50\ncjrEaCjPaefSDxtrK5j4uaLn4oCOl4Wy0kgZwPVriVIaEduq5F5jDOC4T8wORXX0zT/8TTxelf19\nb3yCjcx7dUug6cHDDzAmfS6jSJxKXFDy9sOvqW3YqxIVIddn9wQbVEm5J2oR4wJE4Vb+p4Nlf0Yq\nQuSFfzxXFlEQZ3JU468xRsq6dpjao2KFhofBorEw/jLL10qTNAjzOIqOqGgeqPT7ahzp8A6NNUHZ\n/zy9vamRNWDaJKh4duF0hYvmFwLb1GFcKa6HprI4GEmbv/e2CGi9e/8+jve5bjzdR63k+SnF0VR7\nhk7KNY+CJpv9CBsUmrp4RQ7A/ZVt5D0Z4/3uJjKq87X8WVEBKvEv6s8gZ+debQwir8qu58Ebw5pN\nK4Mpz1ezoZwLx5MZbCbrXLvjhVXaaDgOn77/Lr6ifgMA0Ev/utThtdfD+PEiO7ZxKOGDItJ2H+9+\ngK///jcAAA/feYpx6cef1CuKeuHi4Odh08x9OhdL2G6thaI4o29Tpea+7P7soJSBTqUdX3rliwCA\nNz79ElKv3j04xYD+zJYXvq7T4Yxz+kBE9vbHR6DOIm5dlTP13tN9WB+cUjYMnPmlTc9ppSEVS/4L\nOPcuiggqeLTmHDP9dhuN4t7C9TCKFTIG0u1IPn+8+wCnTCtpmgp9nllPnj4AAHz8ZBdPjyR4bBkQ\njXSMKGMAN06Ct3wIcCiHoNLL+WfVPIA25Dnc2BpVR9bJImoBfl1eKCEotVDvOY11rlLtvTS1c4j8\n+u1TcUw99yVlQOFwbxdNIXvw2oYEF6blKUZHIj6U6lKABQCawSJtp9AzaRdNv/my/wayNsWZ/DhS\nWKAGL1Bwz5l3368sqbbLsizLsizLsizLsizLsizLsizL8mdafnTiQpmnO8pVP7EaJS0iTpIMKaOI\nu6RYmThHj+HvjS1BjbbXemiImjxihKM1TLC1LlHQz/30v4M+xYLuffgWAKDOY3zhDUEB/9LqZwEA\nr3/je/jKmxLFefs9+beoDa5tCs1gK20J9Q9A2vZeWjXsyIt7nE1nv0vbhqGp0d+UZu45hYZ19MnU\nr1y7htdfFArb6jV518OjA4yIAG30BZF6tJJj/46IWBw9ewRzyETwi4Ji7rx4A/lAoo73Hnwo73A0\nwkXSv7pXL+OFW4L0RR15348+PsBwRARE+6TtLMiRrzCK7iM+vhx8IPSlfFWiK73N7RDtOGC0eXi0\nhzHpaKcHQst7kmlk1kdJG+hE3uPmlggF9ddWoIhieQR2YCv89h8JgvvHpKN017fxaVKnx0WNd5/c\nBwCUU9ahW8MQfcoYOX7rzh2s5RRXmkpE8+DpMZCepT/4pG4Hh5TRnBVGmLPGhneLKMACoxDTH3Ct\nk6PLqFpBJESv51hflwhjymjVwbTAk2NPWaUNQ1ehtSb1atkGxwNBdUeU4U60Cp+1PsFcKQRmWLwg\nXMWoozpnhusohybKYBgtVmmKFpP0Y/qCduI0+Ce20jjQ/lKiIvVsDEPpKS+/XboKxsn8THPSACcG\nxxTvSrsdmFNawlA8qKkUIlqnRIpJ/TYNnoJOGbipj6rJP5F2cPZs3xlS5ryP4klpQbtLvBoBjojo\nnYfyuQeTBh925Lt/kePn+ks30e1JHTzyNRvO4AZCvx2Ppjh4KGNxRNpwf7WHFUYGc1IuMqRoSJeN\nZ977rYImtTMeV4EaFRFVypDDBF/JgzP1C96dsYWazYW62kQqg51KmYHaJjglFfTe9x4jfe0GAODK\npz8v/x7v4+E9mT+7D4+wsymIwyZRxV6rg/EDMg7ox/js8hauXBVE4vaGt5NJsZKQrVAXGBVEtRNB\n8FVWw1s/tkhza0fPrysA4Fb6qIgq5lmGyzvSD62rMn92H5/g2S69jQ+lnbKxwd5d6YfLrwir4eWL\nF6COZM1/f/cp3iwl6v3KNVlPN9vbSDyKTlZNXRnUXrCBLzvQCkdc+00zC+IoFdkBtVHoEGkakWY6\nmI2RFWdtD8YU3NFJhIb9pUgtr+rhHBGlfZVRBUwk64GGRYt9b4YyDvff+yZuXpa949YtEVeytUV0\nLHWdeJZubjEjS6NJYtSk/c28p2ts0dKylnsKWRNZWC9URU6lrS0YJEcxOdt3RTNPn5hyPcjSNqak\njQ45NqcuwoztK7a69LXVnrvp0DQytyNvLGddsDsqS2nHB/dPsRvs0ircJ8uhrjwN08ByTQxuBI0J\nQmcBhFEJFM8bg9NDNMVZO5W5DVpQpQnCKY3z++TcysMqIPLsn9qzEFK0tIzjHutczwpo2p90SBup\nsxoxrYBsFGPkxfd8aotO4by4iUcbCqAhama45lRVNGfIwMIRzT9PAmTwkcxtNx3h4oqcKdau0Gap\nsTDBT9YFYR9NT+TDgxN89XtCtXz/W2JD8fDZh5hQ1MxURaA6eQuRNDNz72KiJytJF72+rP/tXEQT\nlUmRkrq5uXUV2zdlPbn54osAgM987icC88x69Kk6W7/h7hPo3DMJWgE5S3tM25o6PHsqyNe9XVnb\nMRogos/Qit9j6wmmZGX12gnSB8LCUu/8MQDgiWoQ0w+T+j2wZYUpRQNPD+Xs8fTju7j/HaY+mTEs\nBd4MKeyujtDvyDk2I7OqrU5h67MsGFvP2WarfVm/P/2KpIy9euklPNqXeh3RIzwxBV74Cz8LAPiV\nn/vLAIBuYrH7RMbA/33nTYxPpW9OuJ+2nUOXJpB/9Me/DwB4+/13cGVHaMn/0S/9LWm7e8/w4MkD\nACJWl3oWFueuhg0IWe3FJd3ce/U8JMymEYxnCNKGsWlrpLT88l7Hx6PjcCbjUQ/16TMkZPmspAkS\nWkONj7i3mgk2mHZTNHxeNUPtvK8xYL1/rp/vmAss+nSgKO8ji7kOkGKt6zZqrtUuGkKVZ+1UvJ96\nYP8tsCL8uVtjzq5wWiEh0uvZNzGmuEgm3SXSpWcPinBu3KQ928w4NKXUO6+OscpxBaLseebw5Jnc\nHZ7sCuLd6fWwff01+dnT0psGBdkOEWxgd85m50y871N+ZBfPFpVB89RTPB32DmRQVOUIjmbQR4cy\nYTe7XbR4CfP5W3VtkHuqGj3imqZBzY4bDQ+w96YshKczgZhXVzOMOea8R9q1tRV8/lNC1yxo6D62\nwORUfp7Mhoi9UqBXYrNqbsB6Tv0S0iO317v4858T37F+u4XTfbmYpeSqv3h5B30efP3GgrSHzMrg\nXacHaGu7hVMq3H7wvT9BcyidfemWqKqt9FowlbTPF1+R73vp2iauXpB8s1aSYJ3elnkkC6dGjrv3\n5Xv8uF/tdeCsN7NnO3/CtHjCiTU6loXspByg4mL84LHQ8WaDI9SkbxWk8j20LtBhjVFQ9OtTss/h\n9mduo83DuyGd5/BkgJx0sp0tOYSlnTY22X6FnWA0pRN4yc2knQPOU5rlV6pK4EhL3t+Tg8tp8yF6\n656CNy8xJ5hONHJOWk+zMNaGA2JO78WqVMiY5JlajTbzHS9uMSdwewWp99rkIaJBiqRHhdtV5kEp\nh5Ox9PG0GKPFi1vW5UGxrmB58vWbv1GAtp4GRJoO1Dzf5ZzRGUdNoLXF5FrHMIh4cMtJYWynGtPC\nq802QdmxifwFNMJFesIWA5mnw2mFlBcrb9Y8mpYo2GZx1saQf1+WMmZcYwPtDyHXrAm0baXnlJ0g\nhKfVuQeoFg9aWzxkbGiHyzSof7kT44iH7afMxyjqBvvM1f0aDe6H+0NsbMqh6yk3+uGowfYlOeQP\n1Azv3pFxPuKi++J6gU9dEkpLytzVOjGoff63VzWMVVATrU0VvLSqwqccpGgoS3mqzh6AgyKpxcJp\nGsHk2ed9lgWgG6/sKx/rI8Glvoy1jNTT4YFD7PPNZ1McMu8ofJ/JkLM/C5+v09RYbVGxkpeu08kE\nus3LQi9Fiwe7kmOycCb4283wvM/dYmkqEw75UZwh5rhpMcZzbbuNFV7w2lbm14uXVlAV8sxv/IHQ\n18ajAgXH7tc+OsCAlF8fDLuWG5iOfM8Gc/AbpTEsPI11rqLsg0+TupibaHuTS6thmY9YM+fPGDtX\nIVwoNW9tqqrR8NCAlJu5i4N/rj+QK1fBTekD15SI6T/ZmcgBsd3cxcqeHNDXOkJxbMcdmKFscONM\n9rS6s4WaFLTRrICj/7SiYXqjZkG53BQ+b8ghojJvTAqosQiqkOdtejpS4ULk8/ZqYzAlrdTne2mt\nAE/jTTScV1X0FxFr5/mXviiHxl8seCgczIrgaeqUCu/mKXyLOfpeadspF9bE8DnM9/LGAtU5Hqze\nONJTAZ1zoQncoiKlTxvVUUh30Bz3kW3Qy2TMbqUyD4vmGIae3RUvvLZxQTk9sZ25OmyQC1VQvv38\nOIt0yG10QRYzMALZnp5bfLbzZoxSFccj7D0WFWKfA9be2Ah9Yx2QUaVfc+x+/OQ+PnpLcv0efyzr\norUFNA/y1ixoFxTeIxzQ8BdB/s46TEjrH59wLlXzQNVgeILDoezrFZVKr998Fekmc9j8jvDJsQNg\nVhUwNQOdmIQ9asQzU89FaLheXH75cwCAR/cOMKRaa8xLgzIJcp7X8m6GES/z/+wrXwEA7Nx9Gy9d\nugEA6GzJJbAyDocnAkRMqL8xGk/m3roqsOyDkrnSCWzM+UB1eBVFwcf0ucJB2VnbxN/7e/8+AOAX\n/+JfAACstzeC4rA/Jz17eA8VA4aaQMjdDz7C7p6sG924i4S09eGpnJXyJMYW1/z3n8r6c3q0h1sX\npY6Xrkidf/kX/j38b7/5D+WZuweIvRc5KcAyF+b1ljI/U7lzFpZMJ/M55tfi6RCFm887AEgiFX7f\n8nmNTYPGSd8ZpVHQ0eKUc85oh4zpb5OhtI9xBjaoxyP0k8+5jVQUxliLSvhZp4sug7UKXrNkhoq5\nyEmkEZ+z34VjjT+nLtTfK21rWERe5dkCCn5uMId4NkSf5zhF2mzqarR4Du3xHVtG4cR7zJ4eAgQY\n1tfkAK6sgR5z/+M+WR/fQbPJQApdQOBcyLEWvWGvbr308VyWZVmWZVmWZVmWZVmWZVmWZVmW/5+U\nHxni2eUVv8WbfFY2wYNunDjsHRH5YeT50sY62mvP+yfuHzS4wAj+8R4pt+UQpSVacfgUMSkMP84I\nULc1w+4joY4N6JWpex184UtCu+1RjXYyM/jnv/cVAMCD+3u4siZRwGhFIgujsgY81e0cPuP125Js\nne6s4bXPCVSdOIf6qkShu22JBrbTNNArPDWzk3fRoWdeQnrDVncVK5/7NADgcO8IR08k6nH5kqhP\njY6foCb8/dNvyPddW09RMspXT6ZBUa/fkvb53NUVXGf71YxExkmExtPMKEgxrp6PZBRU5p1VEqEd\nHTk0FHE4GE/D80pGTRrSpU+TBpFXjaoF8QEAPBGUpffCFraJFlWFRPrdzOEnPv8TAIAXLkrk5f2P\nDwBGbuK6RkGBRUMfrllSw/MMvRhYK+7A9qXNj4n4RocHmDVn+67NSG7UjrDBKJ9Xsh3ZMgg2UJME\nuVZop6R8lQ6H/O6GqpnF7hiDsXw4Y1SsMA4VKacFxYU6/RyzAVEj5XDrmow5RaTx7rMjnI6JDnjO\nn9JQpExE6VwUyYtzWH02tuSqAgWjn46UtqYoULE+rXVBybtxgikpX3kWBeXaNp/dbuWYzYSlMDmW\nyOhkWqBDFbg+fXnHJxOUfI7WOTpEPMdOvruqTVB5DEqQBoGGqgGAEVjnEUQdQdmzEbZ1iiHssE22\nTIVL/HkFZRhzt9hf290Yj/lu+0SX9iaPceuAEXGiv8ZqtD26kGtc8FRCLwQwnqCiWFlFyg2yCIrf\nU1PRc9Y0KP17K42K4/jYCy4ZiySXuV/0zqJmLqhhNmi8emmcQre8QjTRaAA9CkxgTeb7tWvbyBL5\n/bMHIr51fDxEsiUpBS+2eig4P3N6FCvEsLnUp+4QbdApSqK2RS1tdjCdAX3pz420D5V6AQSPWsfQ\nRHFS9n9tzs69vKNRk2patxz2S3nmKaPkVzdW8epLbwAAPgtZq692dvCd3xfa2m/8zr8AAOz0uvjU\nxblS8IR89Kdcs9vWoGI/BHGYPMIuPSBLpnD0eglKL2qjExiOhyimSqzRUJwXjRcssQb2HGDCkJat\n4hjWe6N5D8MmCmuaI7U1dhEiJXPIWSDnOrzFPsyjCpgJgrJ3R+h03bQ7T3FIheVjuxoDK2tJ3VsD\nEgq0eNGyZoySCBNIRa9HI8Qt+rf25fOo50wUo8/OvQwAOG4SSntOigo1VaNj0vpTDUzJrqgmEWpS\nwowXbYuioLjbBAENG0RUPGJpLYL/tI5jJH68E0Ywbo4feMETh0XfQ98HcxTGNVEQT1ssQQTEPy9S\nQYFVe9EWh5AqEiNFXBMZJHOjGlcoZ7I3VBTH0VWDlheqYgWr2kIRUdD5HFHwCsZQgPOCT5yHqrEB\nhXaeVl1NUJOx4ZQN7AF1jrpQ8DZFgd2nkkqTePERcwE50cnu6gXkiazvbbJK4sRiMBFEr6Rgl60r\nWC9ZZ+tAlWzIlqpLi0T5dqOQm2nBm8cmPB8mOoain+i0rDF6LBRALiHY/eId9KjUnRBFPk8ZVTWT\n4KupnUXUkAEwpWdn0g4Mpdu3Za4M1rfw7LGcFScnss6lqUa/xTafTHFKKmpJatXo2TM8yYSuGGVE\nRtMMNceIVw/WWYySTIAoS6Ccp3N6hXoX0kZq6wXaYkTNWYr75iVhvX3pr/8U/u5/8isAgHbkz1EV\nOly/VyGMnPXNTTw4FYGuyUM5Ax8WI7SY1nCxew1PnwjSu/v0AQDgxo3rePnGlwAA33n7awCEXfjo\nmXxu/1jQ0lc/+wX8bQqP/fo//b8wOvGpa9zfXDNnBXAPnc/M54XXfOm2Uiju6ynb0ZY1ai+Clcp+\n2W13oUm97/Fz9zNgTO61ijLkXmSM945JOQvesTOyXWpXQ3uKjTFBEdzTheN2Ck2P+06fZ7c0hmdr\nGa5JqhzDevZEFAexycXiUc0gzKMUYi8W6eaCZp5OHusILV8HjrnY1EiHMv808ysuxi24WPrTZyS1\nWitox7JnDkuNlHX04pbj0yEynm03c86544+x/+E7AICTLaFv91oddDJ6nmsHRYaWF4j8QcoS8VyW\nZVmWZVmWZVmWZVmWZVmWZVmWP9PyI0M8K/goQx3+9VYTFzdXURqJ9nQbQac6SRWSdleZYby+3odi\nNML5yPjIISeCODka49VbkqC9c12EderpU7Q3mCMUMxLi0pA/oRidTbI2TpmkXyQWE597xgTaycQg\nYvTc+0wtllcvS3Rg44Ud9FsSSTOlQc5IZ7BUUDEaRhlq/z6RC2IHPuqhrcMm8x//5k/8GB4+kEh3\nh/Lih+UIV24IV/vlGxIBc8UpBvTjq5t4wZdNohXtPA25DuVknhfi81jX2bZ7o+eFMkqiZYNjiRaO\nCgNF8RcvT544EXIAAMvIXhkbOObiqtoF2emjGXM0tcKNm9JPO+vSZlWjsdGXn1stqUurY5EaeuY4\nh5p9UvPZk4mCpnhDyiSXqARiLzzTDNmmMRCd9dsLtgWmwYxS3bGPZDuFNVo2+KT+We7QYRRqfFIE\nxMEx8jVzwOmMCDUjd3kcYcy+rZl3sLW2jYt89mausLYh4+LwWKKSp+0CGVHraYuIplUwfDfDfGc4\nF5T1A2KwUPRwDDtmPhEFhTbX1rF+UeaKZrQrrxo8OJG+KUYGlU8Y4ngvxyVOnkqfzJjjq7XGLPcy\n5zKOikmBguhvFldwbIuI9bZFjYqoR5NyLNgY3kDKwUJ7QRC9EDVUZ4UWOkQFNujttVXFyDi2o1mN\nbfb3+qaguoPTEexIkKGjkMCvg5eij7+uJDGmhtLoM+ACWQO3N2VsJrFDymRKR4R/PBzDEcFXtEuZ\nFBVmFHmYGYMx89UOGOmurUOXgmh5fXZsKu/bZ+q5R5pqoB1tNYiIbnS30Bl6gTa+9+kBdt+TnMBH\nPkKaZmit05og09i8KOjnOtHN8WCEwVP5vReHGZYlNokSZ8ylSbMW0GFOPDQyeLsCv8XM39dDV/qc\nXKy1ToTMeyWvdHB5hf639Gvs513E9GLTjWdrAMMTad/NVCK6q8ohL2Ser6kaQ35n6u0nlIatpF6H\nXEpU2uDpIecu38fMYtAlBVZHcIx6+3wWFWmkfB9wna+TFKU6J6Zbz2FQxTw5LyDhGhX8WyPrc4pM\n8Lpdbee40pH26hXMg9/fQF3T/stS6GUyw9Ep0UTm99vOZ9DfEbZI3tIwbIOY+c5dtQGzSrSNqOr0\n8BANqSRR46X8dUBkfI7mYtGwaLg+GebE5dC4yLXci28cnQyQUUysdmkQhfGtrhEhCVAlxQWtgvVi\nJMGPMA3IBRDBWv3cc6ybezp60a0FJ4DwuWBfAKZunZOfa83z7+iUAqLnEQylo+CRaWclGloKbdC6\nQtUaKwlFA+lLHKcaXYoTzWhpMopb8NjBCBnq4K8s31eWUzTWs1w475Ms7H+W65Q1KuQk62j+uov1\n9WVGBDrTCjOisg/uir/h6dP3sMo6bFx7Ba/cEg0JMD+w1Wujf1FEf/aOKaxSGigidcY1QXTJ59ra\npg6MII94FsYgZr5nStZRCgQbmFllg37HyZ7sX8f3HsFepQXZChkORN0XS+WmmDVeuKchyg3UEfc3\nXeJoIgvBOkUsL124gicDQTwrMrmcaaBrjzZHaJNR1+ZOUZsCx0cUBay8H28E7YVn+D46idGQhRGv\npoiI1id+WjmLsvRnUunjVpYiyc/W7eVLLwEA/rOf/wX0mZdtuZ/OphWmM1oSeXCtadChTV//kqwR\nWWsDjgKJukkCc+aVF+XZL7/8Mq5clTPt+gZFOVSKMZlX33rrTQDAtKjx7gffk++xSZh32s9xO2+E\nAPItDsdzUMFI64W8XT4vcojnAh4AgKYGIl/JeIVfN7duMnBzixueZaya70M+x94hQeSZG3kLLvN7\nxpxh5Jk8UXiHImwaDfUEYEzwuk+1C+vXYvFLjWdFaKWQcJ8MgktawesAJU5B52wDsko6ucMK7w7r\nvDd0ehWePCELbSDnm6S9hbwnZ7wyvzcXefIex00VPDlj5hebaorxsbCjUp4vVbUB3d9mmzmAZ5iy\nOofm833Kj+7iOSPdzh/OlULfQ/CpgSadaG2DKk2lQ87N7rVX5XJy4eLv2uC3AAAgAElEQVQKvvd1\noTXE/NyNWy9g70BoRx/du4s2aUKjQg7v7bSH/oUbAAA1E7GQoqjh4NVzZeK23RFuX5IDxf7eUwx5\n+K/J5klgkMbeq/Ns/dZvvgIA2NjuAYTlndKYRbz8eAaRiYLPp6LZrEUFxQnrBWULk6Li5HWtDNEW\nqbqgWMaNdWxst/g9FCcpp5jSC1BFLvg8GioXlo2D5hAovQJpaRF7Sk8ubfpJ3tjvfFOU3IpI2mxQ\nG1FjwpwOlETAlCq7J1TVdPvHcKRAJGkW1IArqnS9/94Yjx9Lf17bkAVx/frrmDBhOqKYyEY3RTOQ\nPj4ePsXQD3g+++jjOHhpKm4MaaIRPZb3mfumG8AO8cmiulLvMq5wQmGlbarNXu92sblK8QWeDkaj\nEh/VQjk5HdYg6QzdHdkQP33zBjQFPcTQGTidGXxRxHyxdUMO1b1uGxkPEi5ViBV97y5IAv/arSlO\nH8v3eErksDYYeV8/CtRo2KAMenqO0lj79uehh/Kcl37iLwIA/uOf+0lc3aCqMn33orrEwxNpnze/\n9xEOKMjjIqnDeFzi5IEIDTSRLHJOzVBRCbfPS5lds6hIDWtrg6cFL4WGJtb7ExxQfXl6yIOSniew\nQzXICh4qSAtJ2gmioLb8XqjbLdJvNnloXm0Uevx/EQwiKinnVJAclFNEpHy+QC+sVCncq2TMPeGB\n7JVOjnv0pXtY1ngpk3b5cfrAbm2sIaJCREERmP3xFMNj+Z61RN4/yRwmDIy1VIYuRXg6pIlN6hoH\nvIAMAv1tXnZekzXr6PQIdUkV3cbBjKTv1uivqUyEhw+F/nR3Xw5Xn79yGSt9+shy7marKca8LJye\nTHCpK2N2h3PtcDqYUz8VqbbFMQ4G8sxbN2VsbimDw1I2qFNzDB15BT9e1BaoiTMt3z0sztI1f/yn\nfxaTifxtZ2MdaxRGUBxfdW0wGFDwg6q/jyfr2PqiqCu+EctB6c69b+HDj0nHjzQu9inuxecNcIo9\nUpAGU/lc2olRXKToHfeiw5bD8IS02r0KKYN/nKZIkhiXJbMBm1dk7G52ZljtnlW1tZ1XAZBepbxI\nEefs6kqgQCqKhZWZQkoKYxwX4N0SI4rwrSU99LrS/rsP3gUAfPvDD9DZkRd64bW/AgC48NqXAKZ2\nTGuLisHeacwAbCvFJg9ajAVhb2uG2Ug+l/MQq43FzFPHyrM+nvszC1d7eqbUr9VuQbs+v1s+p9MM\nqz1eRlcOMGDQoBySHjgbo2IQx9MMy6ZAw4ObF8vSURxos85Z1Gy3cEW0LhzsvNAZ4KA9uc9z/sws\nXAgKrefCUQvFU9n90dGkGprznbFEpJGDYbANTYmjU+mnSxclvaaT5XC8RHrBjzhxGDLA+5gB2JVI\nYcpDXh0pxBxzs3oucmWpcNzinExWJqDRKuqcAzupEXEuOdWEoLA5J2B38pDiixdzlEzZmXBfeXZ4\njANejA72FLbGsje/9Kq818VqgDd2ZBze+7rQ8h4dTQHjhbMcIu7NfnxpBSh/GWEwMUpLpD61gQek\naeXQoUTppEKg7B6MpS5Pjp9hPJF1IKEIVkKK62J5fO8dgHM27uYwWto6ZyBpMJnCTJjuwea59LNt\nrNOP9lDLHl2XBQ6OZW43SqFhmydMD7BxBE3BTK9eXkMFinriFWq7KbLIBw4VhkMGw3k266x0EfFF\nYt5GZ60K4/rs5eUyL/2pq3D/AwEDvFDOva//FvaO5UKdMoXj8oVL2PqiBA9yCkC18hYsqdXZ5jpe\nXJM+vn5LLpmzssHb3/mXAIB3PhQFY5tq9DZkHh98WxTEv3nvLTyl+ntuc0y7DA4aP39qOHifT84z\ntVCn6Ozca2ZlSLvxisUqA/Ih/SUbfw6v0GHfV5GMZ50nsOyPialQsf2mPHvqXg6XeMFQrjlFFbyO\nu9vraLPPqsoH1YCGa+L4kEGIlkHFs2/Z+DOMQcbFwSQNZrOza+YokrGkvGJ1mqBiUDPz0vxRM78k\nVgX29qk4vCtCXqumxKoXXqV35/ToGQwDWcgowJrGKCCfG9UZFDeUmCCfnU5geAFuIvmcHQGuR3Gz\nI4pKDU5xsivn706+AsV70PHh4Zn6fb+ypNouy7Isy7Isy7Isy7Isy7Isy7Isy59p+dEhnowUeTn+\nLFeIGWYuihKO0U0vK45ojsK/8BnxLLt48SraLYlEfXFNUFBnIvyzf/K7AICyzFBRHv7jjyQp/YXr\nt9HpCtxc0WIlSSpoT/ugUIRtRtigzHJqgSlpmgkjd904Ro65FcyZ+pGKVlQlOr6VlUTIAQCMkE0X\naB8R6VdxmgaZeM+PMW4utdyKM3jmYUU00EwjPKJfka28II5CZCQqpJ2CY8SzarzJkQn+iy5Ittch\nOudtAnx0J9TNSXTO8r3T2KFoPGWa6KZRaEhd4a/Q6Bpaz+lUjZeLJoq19/QI9+8IavIh669a38XO\nttDErl8VwabKaIyPJfpyPDzGxlqfdaBgw7gM1E5HW5pGO4CCJ4FynCqo6mwE0SdLO1MFusNKxraY\njvGI9FNXyN/2ki4q0is6WY6NdXmfL35OxunLn/sMUiLpDT0eT09qXNgQusJgJO35zrvfxIhUpVav\nBT2VyGHWk6hr1k9wTJEDx/YxTlOuXuxfAKCbRrBmLmL0yXLz4g288eWfAQD87Jd/DACwtdZCU88p\n0QDQyyJcXJX3fn1tI4hoWc7dclZjNGJk9YFEWt+6/wAfPJX6rHZJkZpNoBWjb9NDpAw9v3hT5uHR\nVoJvvyu0LmMZxVtdRUUkYDI9Qs76OJ9Q3wZ0fR5lTP7mlH2zYiI4vndja9REtxzFnuIaeLEl/XVp\nU9DEsqpwsC/jqxMowinG0yHf0aHHMTQ6kijfdG9vLjHO6OzudIx9Is/bsdRfxxqOdKDV1GGFFKzE\no10AGkY/J9HZ+nlhsNW+RsYofF4qqEOJUMekmI93hzg+YlSf9KtZ4/D1d4St8JSCOReRQ5H2aNQI\nQ6KfIyfr5Qf378GSGh2zvQdmiohR9D49CPNEo/CiCFYhCdQo0pccgp1K7W2ozlk3N9d2sE7aZ7uz\nEmhYDcU3lJ0L++jcU40uoLMpa8Od92UNfDp8C20KHxWxRcm1c0qa3LQ0OBjQeobfvb6qsbItkd4r\nGzJG1zav4P5d2SeG0wNUXsKfofcEDhmj7BFFe5yKUJmzVNSEkWetAMt1UAWpfoeIPwcvVu0QO+nD\n2bTBR7tSt76n3l15JaBTh6QVF3GDSy/9An8vyGejs7BWNXUT6FR0l0KkTPBYzUnt7fdTpByTGVkf\nrmkCvac5RwSkqiuA7ev9iovCYHgiY8WLC/X6fbQp5W9nCdZ9tJ5pIw8+fAeG1Ebj7W0agwBEeqTI\n2bmnpI6ChYu3nHBqLqSjFsC1oK3jx59zoTbKuvPVaTwVLvK0vCh4jPqejhyCrVGmE8S5NPA2BeXG\neyNMvFAVBXNanQwJzxEVaYtVlmLAvfe0mcKSFVaSflrBhC8tSooVDUaw9KP154RYIeyxMC4AS/o8\n4StymyfVFBFRnCigHwVOyV56fGeEzVWuNdyDdNrBC58SpkH/gtjX3T88RUO1uiiOAn2QwwLKKjTe\nXogNrm2EyKefsN9nRYmESLayEbyJVs11eXBygPFA1uA8knX8HD09jIanMGSxJDZHSSqm//CsAboE\nStdin350gi//pAjq4AsyNn/vt38Xx/vCuBiXJTwBIKXnedJOwj7gR5WL4oDUejpnklh0KO4ympVQ\nrE+gGEclNP8+9Uj22KAsz55XPtwVmut//6vvAgP5+5NTecdyuI+TyfPChpfXr2Hz7n0AwBufEuuY\nGxcvBdQs1zm0t2ChV+uv/sN/jre++k8BAIdP5dkqiTHlPvrusYgIHY3G83prBUcxpciLzMEEurXy\n9j+w4Ux2zpaA0pah3fzZQSkNS5q94Tiq6xlOSSs+5fw5OTpByfkTmSjMfU+1RaSR8cxfMEVqdaOP\n7YvCauu0M7Q8BZd9PR032D8gSuj3tMqg4r4W8RwWRwkM7wEN9Nz6aKFYCoF5oSUYC2t8fTjWUc7T\nUpyFIYut8WftpkTjGSITGePdNMXOmrAQbLbGd4zg6NfcXruJ6amctfeZS5I5g4bCkKpDa7i1mxiR\nETY9FZSzKPYQR/KcMutCUbzKe0X/IGWJeC7LsizLsizLsizLsizLsizLsizLn2n5kSGeiXdiZvSy\nmyWImfdiqypERTJGZbPI4vprLwIANq4KUpIlES7ckJ9dVyIUzx7shwTtn/n8Z9Fj4vl3vye89D95\n/9t444tinXKhRxPdvIUWkdXBWKI57/3xv8Sbbz6Qd4VDsiK3+rUWI1LOARNvMn62jBjlNWWFY0at\nrbGYWIlaD4kYPDodopXJE9a3BCG7vrOCSztSr2As2yh0colGXOp3UTNx/aPvStTi4YMjFPQOmbwm\n0cfNXg8j8sojKKiMuUPM1ZtOJiFBJfc5aLGeRyAZ4ak+EWWb+ii0T9RW7ZC0XU58yEqjJke9ZASw\nbkyIWFYOUIweW36uKKYYHEskySOVdf0MRw8lOvf04XVpU6OCLUSSpVhbX+d7MUKUxSHq6+Xt4SxK\nP9wZuoqrCPq8ZHZv+K3mxuKTsbzPYFphb0DRjUrac6ddQjM/8vUvvo4v/Tmxe1BMeq8QwVkO5IR5\nU2ubyGhcf/JQ0KXf+t0/glYSfUsjjeGJoElDcv57qxESIikXLkp098KFixj5/mBVqkwh9bl156CC\n/STGpRVGtjiOysEUe6cUCqKtCNoajhHhJjEBsVltM8+ySbF2WebF9RcluvZT7mU8JiJsKEL1nTsP\ncH9X8nCiZhWplXp3rtHgvshxZU0ibLeZA3vr4gY6kH7dPTnE7lsPpS3GgkSeHD2APcdOZYPaCz5n\nba0wiIhGu6qA47qTMlra0gag/HsGae9WN8PrtbxjwyjoxBRgCi0uZTkuUQBoSAukUT1DScR4n+91\naCoM2fwnjLDuuDiYSk/MBCWRPLp3YGgMxjUZC9HZleXWFcll1K0al2mDEpkIgxNpqyHbPkYbtwaM\nnJay1kyPHuOdh4Io5xvC5lCjNdQMMxflCGOaUh9NpX32RgXalKtPmXc1zi1aRr5nPJHcyyrRoM4N\nUq0Bj8jzvSM1h5q8Sbg7R1zIxBEMUazJ/8Pem/TclmTXYSsiTnu7r319Ni+zWC1VplyiSBOwadqy\nARuGYY808ERuAM00tv+GpoIAwwMPbHhigwIE2BRky7JF0mIVVcViZWZl9/L17+tvc7poPIi149xX\n3y0wbYiogW4M8r68373nnhPNjh17r70WGgSiLXrWA3mVAZMyfRYAuk2Dzka7Wi5i1vobH34D5foL\nAMBX6w3OeSflnfjdd09O8cjGMT5kbeb8KMPsMK6LKTN/9WSBbzyMiIsvzSv87MtINvKKNeZWawSS\n3WXMfLaug96BpMhLkUrQ8OZtyvxQqJGIwwsSxMKRqKrtgNkHcb+6S+K6yUzh1efxue/8zg8AAN99\n5z/C90nQtqSt/enlGQIz73VR4/4xa5kZqb5Y93hyFT97UoxZlhcXMYuqeqJ9shyFSGDsSAtmQUPR\nxmYiPzJ4mOHtbE+32mB1GefZzfoak4Noyz68/xgAcFZOsaFMUyrYNGYr6i/kbwMcU06mKJArQStJ\nPVlIdcUJPBAUbqmJKDVm34Pf+tGtj8hSFImnXEOLD8N5qKCh+9inZamR51KvyHpNp6GzmDnTzFRj\nyDAnKdXxLGYmrB/GGjK3Qeil1pspuUwhMAttmc3BsIGizRcuh+DdmH2zDk7QTTvSSpYoKLdyUKzn\nPCyjjZgWGZbsk+bmGp99GrOazdN4D4+/8Rjf/kGUevvBh5HY8KPPn2IpciBdBwGukY8Pyttx7JgG\nDcHACzmTECmFgE6kWFRAx4y64hp5cn6B52cRkXA4J3bBT28939VmBcfsXd51qAv6bqxV7n2GDckL\nmyzagLIHDsmb8Vc+/GsAgIvPL/C//zDyUNhuDStTII+/GQzQce1LxkpnDgI8ErMw6QbUtGOTfILs\niDV1XKfXz6/huEedkCuhmGu44fae0NNn/eiPr7CmbycovMnQo+NavbmibX/+EfrPos/x43vRL/73\n/91/G9/9VrQr62aFy8vYp3/4x/8XAOD//l9/H5vruIcHzzr4KkNDVFugj1ibEhPJgG16OMLdBIkT\ntBlljIIIqQSA+6NSt+dm6IeEbOhJDJkPQMNNM8myrDdY3Wx4nfjdrl0ibMsRBcmSEu3SKflpVLTj\ni3snuHMUx3OzaROHyJw+hXYDBpEOoW/m4EYpHHK2aPgk39a6HNiBPhtRF/FF+5AKyVN2P7jkx87L\nErP3o6/0nOcB++QZOsriyfjrrsWKJGFvSBK2yq/Qcm0cThdYXlNuhWjHkJfouBbNNPoW2d13oFl/\n3J3TlgQNSxmvYfkK3gh/ye3H+2XtV3fwpHHM6Y9Pqjw5HO3GYkW9whuiQh+dznF6LzpAqzZu+uvz\nFYIV8photNvuBvcfSmFsi/Y8LqA3L8jAWqywobbQo3ns3G9+/wc4nUUn+MunEYr2Rz/6GBveQ60L\nLA7iNY9o+23bJh29XSx4qy4auScvnmDVRaf5q08+w7KLzm1HLdJ1P4D8IqgPYiH3/QcH+Pb3fwMA\n8IBsjifVKU4IRbJ9BvK34M5RPFj/8Mcf4XIT+2VAnBTH0xmWdJzLvICeEKpzHQ2sdQ6Ki6kmhG8x\nm+J4Hp3YtJH/wkatnbBb8eAJPepLOekSD0VWtszz8z6DkwOh3YK8knxpMpmhfERinzaO2/LiCorQ\ng/UNdRIHh7oUXbEDPH3NTZPXKb1KmJ7EGhkwaioRpxyUhtrhZFTU7kSWpXv3dKTLMsd0RtjeVbzO\ni6srdIR7/PZkhsNFnEs9F2djN1gPXKh+hGse07l9/jTOR2UsMnpIlyuLNaFKa2Kk7MaBBGvIbngg\nLEoMgxzACFPqFErq/1l320F8ubzAP/3JDwEA1/zOB8dTdHzGGSFAOivg6czkSuOQkBTKhcI5C0tI\nXEFnpcqBD8hC7GfxvQzAnWl8b319hiueUAx/Z+0yPHoU16+QNISsS8GH+0czLMiut7yKRvfndoPL\n/uLWs93hNe9Ra266cehXgtds0HPn7zfsW2vxyonuXVwrs+k8HeI7HrbO2xZLOrS5drgiM624hEoZ\nnPOA+7EEWhB1twBuuACcMhi4ua49UBN2mxxIFdKMdDscxIM6jutQWAwkn8qzAvMp5yeijVw8rFAv\n49i/IgnBanmN+3ejjbn7zThHC1i8eBYPU6v1Fc5JSlFS31bXZdJWFShRqx2sBLkIXzP5BCqXAzNg\nGbwRiJnaCmjJU+3SEwwesMKyp03imjB07rXO4Ampd3SAVJvj6Igb5XcfAwBm5gI3H5H5e3OFO4R2\nfue34gHt1987SvZidiBEQAEDYf89157VBgXfe/Db38PTiwjre7OSZwiYEJ4kY638bliVQOdMUCmo\nJ3q7TiloMnoqKwcEBeTxUFbMjnH//Qgn/vY70T7fm2m0V9EZXORxPL91coI7G8JcSdj1r58ENFxL\nbwaHjMHBgQR/zasl+ot4Q3cex8Pt2U2Lm8+jvQ1cH6cP7qMm0U2Z7XCistGaOs5xo4BqImyjJEnp\nezgnh2uNQJvX8ndMniOnrRF2XAeMkbWw/SqlGyHB3sTRhNKJcV4OPsqFtO8kGDjcFsZP7cT7KYHb\nJeLckD4n+pABBo797GHhhamaJTQH9+5g8SCuv28dxH375YtP0V1F+y82xSmLRrzP3CQtZrEMLgQo\niF0h3NeYdOgX9kzrfNIO9F6NB+UdQ9cLRNr4yFSJqHcJALlTmIhW6aRARphwXhE23K9w9jweZBY8\nrN65c4TNOdnNbYdB4INGCPACFGsShHBp8B7cRpGxv50PCZpvVcBAR99IqZYf4Hm48QmLfduumLxK\n0Py8LFDwGaalEM9orKia0Isuux7w4jyur2Id/cLQq6SP/Cr40Yaxr/p+7PORRGc8LGaVwM2nOD2N\ncyBY4IyJinOW0qw3A6o591QSg81nGs3m1qMlcp6+cyg40b0SdQGfAhFeGF+tR2CA9+x1TFz8wz84\nx4/+NNrQg/k9XKyjTbwkYUzfbVLgpywIya0qTAgnr0iEFAaPFW2ncxYhl/nHMdq6bZnPamsd72pu\nC1IvDKqbTYO+i/+esyTOe5ug8PNDEjwuZ2AlE/rBJ7veE75tyhKL4xnvR6JKHjeEn/btAFPF9yWJ\nc3W1lEo3VHTes0wnYs0s+Z5qZAf9JWzZxsieacZXjp1JEHSb9kTrXSpZmSyiT2Xv5fCrOF6bV0wq\nnb/EG56N+8O4N+T1IZYMZF4OFs0kJgvEV77qX+PlZYTUFzpe5/SdDLPjuCeIxqe1HTaEW69XZymA\nHHY83y9re6jtvu3bvu3bvu3bvu3bvu3bvu3bvv2ltl9ZxnMyZ7H5JJ6WqxzoGMG46j0C9S5P5/H1\n0bsHKNcxuvLm4xhda89vcHAUT+Pv3iFc5aCAXkb4wMufP8WyjRGrknqFs5nCp29iJPij9WcAgCef\nf4Hv3I+ZlNckfwkri5oZjtncolZCKhG7bLCDsHPDmdsRtod8vrByePJpjBxfPX+JnoXeGdPTkyyH\nIwGSGmLmrgkOz27+GABgTyPMa/X4BGeKVNG9x/vvR8jdXWrI3a1LdMt4TUctuuszBU34V14qXFEO\n4oYp+Ek1Q0XNxhVhnephibkUbRtC635BkuPNipqNQaC2AwZqwjWUsfCDT1AaIf3pMcNAGKJzAYqU\n+1PqR/m8TIQMQSKSASk6KYQlq3WTorF26GDtGNUFgE15vJVxEGyP3tKLUun5zI7YS8771hrwHG+B\nqs1qj9k8Rvw+c7HPXq83uHwZn/ujj36Gd08iJHg6IwmGmaMhVf50EqOcuZrj5nnsxy8/jhFvd9mj\nYUh9DQvF5z4mvLue5Chr0eqM/Xj56jplkhQ1vlzjoSBELrceD6vPP8ZXX8X7+fLH/xwAYFwDkFTh\nO9+MkO/pfIYloT0ffOM7+K3vRTmIw+OYHa9NDn0Qo2mWmUGlPHKBiBJ+tJhPcNLF7+T6EC0JSgIz\n8HdmBSqO4fmT+AyXzRoXhDfXRYmM8N6BENji/in69fWtZ5seT/g8jPz2gGLEcuMqDIysWtGOUxaB\n431GWPLVqsOaa/ozSgq0zmEQmGHIURKOJRCiG93jNSOiZ+zzIjOYMKK5ZhTzaQAsI+C5AlbMTrwr\njBgqoGL/hey2eT4ivLbBLMHNvClQZYR/EwlQ1CUC6fOf3cR1f7W8QHEQ++LIxLG5aC7gAynd1QoA\nNQAJwTflAJu/jRTAbAprYuj97DqiOZZ9gdNp/D1VFRCNVaFn174a8xCiT7aD5CRonXT4AooEcUwZ\nHphEciWwxWER0EzidzZtvOgXn7zGknIgBwf38cF/+FsAgHu/HV8PwhINbX3HzGeuM4SDaBsLH8fX\nw6Alnq48q3FH4KBXMTJ8MjuCo23oSfbQuD7JLGy3ak7yuGGUYQCJvO5Wh2lNa9pD1ArZPP72ZHEX\n5Zw7DqPjJ4sS3/wGkTpfxPt5/eo1zr+Ma/ujs/8TAHBUAc/P4p75z37yI3hKBPWEiQ+Dh2cm/eM7\nUQYsnx6iDzEifvA4PvNy5dEthbhudev50LdJj04kwrRS8OptW6yVwZyyPieuxg1RCM++YGb+7E2C\njqVyDqPgmC8Z1RcUtMyLoKC51oQYJUBBK8mU8xs+jIRDvEoE147rb1c8vmRmQ9A/g87Sp7KWmQ6l\n0a2FGEShpqZsVsYMtV/PUIRo/1tqaV83HdaEuV4rIfULWMkNG50ytJ4ZOeMVghDuiJ2f9MgknyTg\nCedS5gsIaX/c1Wrq9ubVAEMYWsd5v2xXCc1w/84M778Xfa0FtyJrNV6QfOica6BtbYLZ+4Ckv1nk\nokPp4TjfBYLYe59IJeeEPZpMYdCCvFIpSybogvnJKWqWWdVEEJXlbbs5r/qkM2zqHAX9ELlLFYAJ\nkQazGaGDyJIG5mfrOEZL65NGuNIq2Scn8hwwSXMyiFyMA7IDyt8Q6l+fAl0eU3Evn7W4PGM5Fm1J\nVhnMiBySLOkAP2bct5oQ901KYCOIIdFcVjpl1YQsTOclTB79xoz2/vrlBYaLeJ3L00sMJMVZk1gO\nKqCo4hypiCY6XkxxQOLDy7OIKOx6l+DURV2ho4/nRQcFYcwC0s8MPqR1ih1Iiu76EhnHNCN6wHYr\neM7PKUndJicnaLlfrykrUhiTyMbW6w0GZjwV/eLDqk6IQ8n8WevR8HNZpjAfqD/M8rj+YokJs6xz\n7jsZRqSBotPVm1H3OKhslG/aapboQSH5NBgltrokD1Wi5dodOiAbaHtJaDUUNTrE+TklzNlmGY6J\n4jz8TtzzLroNbtaxVGndLKFlvXAfbewannKPLRGb6+tzZCwB0Cbu7+26xaZhKaEKCWHi2l3p+N1t\nn/Hct33bt33bt33bt33bt33bt33bt7/U9ivLeKZoIyMzQ/BwDOdUE4Oa1M8TyjnUdYFeCgBYe5hP\nCzR9jBrdEJPuVI4VC8Yv7Q2MYMwZhWoGD1A+YHoQH//85go/21Bkd8GMCRxOWND56N5hItTZtJKx\n1ChIm9wOt6PbUtOldAmjSJ1e15hIpkTF17W1CByG+UHMuh6dVMhYxLnsYhShe5Ph4SL+vffAx1/F\n6LAinfWbNqCgHITUFljXJ7Fo3w5wjDMUJbNGRQnDCGSwIg1jsWFEJXghB3pbcNoxouMZFev1KNSd\noPhQ6d+S+ex9nyjUnfdQvJ9W9AyMhpX7kKh2NkNQQqpAYqdJnajROw/YrSwqAChnofmeBJkU1FYZ\nAeuLvIfWt5dA56Q+DZCi1VQnYQwWMxZoLyQCb+CbePEnL17g93//HwAAZpQTObn3TZxS8uWdD2L0\naNN3ePZTUs9/+Sn7YYCWjFWm4CXixfvOVYasJCmF1ChkOmWCLbgwJY4AACAASURBVJ8lElOM9be/\n2HoMuKEczc0qrp9+s0HObPOnn0V69rZvseHvVHce4IP3IynX++99AwDwvW/+Gh4+iogD6ROTe8y4\ndiVL/Md//hyXzLqptsMzRpEPH7DOcHKEXiZLG8etClmK7m6ul7hmLemrJ18AANZXn8Gtb0fYpAxM\nsvSFs2leDCokMe5KaisGhY7RxIJ9H0yJy4EZF5LavDupoPndeshhCpGWkfnjMC3ic89YI7UKPTzn\nT82HmSidpmEGDSOEamHMTATJTOzIVuf8vFNZqmmz3sGzZmdaxbVd310gv4i/NKOA9r94/RTnL2NE\n8xUlkeZ3M6yYIrGFQnZE0imOnS9DykwIOY6qgT7EMWxY597BoWBNtyo8KhFRl/WlR1KTQezTjrqe\nENRYSKdM6oQxWOyhaRuFwKaGhg5COhLH6OrsEmB9+6//a9/Cvb/+u/H6zCKE8/OUXVFb0i+GBC4m\nCImOTivoaDFBzoh8KtvSY+2q7BEFgnC2vdUyRvpLY5Isl67jPUymZUI4CPGeL4A5a+aOj47RZXF+\nnm3isz65NqhIGHf/YVxLk7VDwwz2P/+nUVas3TxLVPc3g4XlcztmDDKdg9soHAmFytkJZg8jocr1\nM9qhaoLpItqvSbWDoMY7aKndJFLEQ6FjfZLmnuihUXH9mBy4ehPrha7fxLr+dnWd0uFSo6/CWI8v\n4walUnYJSo2ZTO4TCGM0XvYnhbG2TFoI4a36pF0EJ/KegDlCplN9rswVrQ2YnIN3HoG1gFwWeH72\nBT59GVFWT1m3p9wljkj0NifnxNVqiZYZ3+AtlNgqsfMhjH0gdYQ+jPfIyamM2dqQQ1p/Ox4PC2ZK\n8lqlDJkV8hfnUHLuVWWJgUiwjgXYwdQoOJ5Zqs316feMzsaMVko9q8T4lGxpP5JF+VR/GyAmxIWQ\nasaFNGoxmWDK74tMld9Raxa27C58gOVnZU6ZzCSEifBQDD6gpx0MrDW+ePkaa5Lm6RBr+wCgZv8h\nVwn9I2Okywz1cfz7yaOYaTxcVFitmBlbW7Q30Z5m7J+yngDkZ7hi3ecms6iMZIzH1pHk0vY+9UGS\nzlFRVgcADJ9rkhcYFvE+KvrSgy3w/r2IcJjfPcAZCWVekT9j3TaJ9CywztKYkORfBImV2yHtUdOs\nSv6yl+yvGjN6kg30GOWMdsmp9HbAul3z60QkBg/FjN+b63ivhba4Zl37Gd9zQ0DB7GTeKVj+QDYl\n+qTUWJPbIeccLbNJciSCd3C8X5EKtM4mKZyctsb2Ns07qeVHUG+TsO0AHAgXghaUnRnXpxAgBRWg\nZB17YNBCGGb4rGvcvIrorw+I+HHNgLaJKISwjPtBZQrkWuRoahj6CjnlVpzWqMk1cUnugFdf/hnq\nk3f5e3G8ljcvYG/Ir2GQ5FSC2uGw/JL2tQ6eSqlDAH8fwF9B9Gj/SwAfAfgfADwG8AWAvxlCuPy6\nPyyHjsBF6iuNko5vMQT0G6aWOVpXFxucPIoT/pA6if7M4uVXMcW/PoxO/GHxADkd3+n9U9xhsf96\nKexTa3zzUVxgd3kIer26AmhMD2kMa23wIbXcPnznDl5+FYusn1BbcDqpkBMCGZq3D2YA8JxkRufn\nV9A83E0O72AQsoSezm7hYJjrL8koeNNdYUmGVsNZeNCs8Z2jeLCsDhb44U/j4eD50zi5pvNDLGYR\nxtMR1tl3bdKXHFSOjE5MwcXSDy2uCVc0nFRD4WGFCVdIPPq3V0yWnAGm9V2RFqqS4ABUMiyyUVnv\nE6QpKCRdJGELhQMybmay2Zg+x8A5kk6jWifttN7ZxGIoLqKCGeFWyZCN5BOyWQfldzr3fSvEDkDQ\nPBXzHq5aBWXie3Mar1qXKDsGTazC55+SiMDFfqyP3uD9exEOdP48GvzPX16ioAbkJZnYFscHqA7j\nNdfXa2w2fAbOi8lUo9ICFR0DNsIGnW+RSgzivLvbD9iFHhBHoopr6XB+L54oAHSEUdS+QcXD1Opi\niT9/8Y8BAD/8P6JD+w+MQWBQ5WAajdfBwRwZ52xLQ3RxscSCG+68nOJ8Ffuvoo7pd3/9r0It4prM\nL+OGMegOn/30EwDAFx//KQYGloRQYHIwhRdnZqvJoc0lprY8HY5WIcNciD4WcS3Y1RIljfqCEGqr\nNa4JfTrjZnI3MygJcVy1Pb4axAmU+apxdxr7su/jd3+07pPjknEtZWac96VWmBPCdkRomcoMNnRm\nusXtnaoX/UetE/OjRUBFlkxFjUeDAg3n1YabttUBHecDJf9wdKdMDKOhAyZ0fFxDMiQ4qAQNlsBV\nQEndsFpYmHWOKdeI6fsElddKmAfNFn+LbKK356ZSBlr4GFQGLQcHgbdBpcCjYrlCXQfkdBrfezeO\nwcHxfbzyP+EzAIoslsKSe1POYLlheo5lF3LUhBCLGGsBDZFYm1RV0opc8yA3mwdUNCJyuFsOLYK5\nvbWWHM6JUelAzrMJJnWJjPBuCTp2mcdpRdKfuUokYp88jzb76iLDtwh7n0/HkoknLIVYOtEsNahn\n0Xk4sQOWnQTq4u8cTO7AEQasCdUbVJbslxOmyCGgqKIdMwKT3G69TwZXNJ6hACUEkEKC4jpoywdX\nHSxLP4KVA6qC4z4ckv0KgHo7wKuUGg9ZSqUAQTrkKGBk0OQ6DSNcc5tiSA6tQf3isZSfSQceXk/5\n9NsFxy1XGpjT8Q89ltxbDzxhjaZHS23ZJTulKB26CTWehchNV8jauDf4yiUSNk3fAc6mILJhUNYo\nIBNI7pZ2acZ92bktsrIdTO4F94s8ZDigQ9rRDoXrHopkY+ubDV500ec4JrnQyfEd3CnJUF5F+3xy\n5xjn5yzJGcbyi0yg0QaJXGg+j8+w7lr0PKWLj+KUwrSQUp0MjH3hXhnt3P07hyhJbNPexPuqqttr\nb/tAo0yWDmYyazJksAxaScmXXV1CkUW+FMbSpk9ss9DjwbNimYuvC6AX5jCSNE1KzE7JEExI+2Q6\nw0ye670SK5LdJbbUSYlSSnUkeWA9etxed0MQXznIWTXZKXiV2HUlIbEZNmivY3nPhteuihpLlkmF\n5ggVx/Ob343BEIsW5y/jHtwOoq+tUTAYG4RlzxoYYX9Fjjz11fahXoIK4uOqUYM3u73nWTsGJIQl\nbLqYIqPdbm/iOrvcnKFnec6SNquoKxyyDE8FBc+5UlG0dT7Pk11VtC9VHhKpnR0CJtzXKt7jEBRy\nrqEi1YKYtL4SNH4r6K+12sUtNL4nJQVBpUOZDGFATDAAgLMWGwbyAksmQq0xey/6T4fn8XOffPJH\n+Nl5LK9YkXj15INvQyn6As0rDCau8wQXnmqY15Lo+iLeT38GEQ/Q9PWcW8LT/tuhgwLhy+72OeiX\nta8Ltf27AP5hCOE7AH4DwJ8D+G8A/EEI4ZsA/oD/v2/7tm/7tm/7tm/7tm/7tm/7tm/79lb7CzOe\nSqkDAL8L4D8HgBBCD6BXSv0nAH6PH/vvAPxjAP/11/1hUYCQVHRmClhGl25uGmxED5JZqpNZjXen\nx/xsjBpdL5/hzYuY8p0cRbiOKjW+olZdNi8xOYzRRqtiFuLUDPjw3RglPljGiIHxLWpGl2YsoH51\n3qE5I7xPvcKLp/H7S0ZMTk+mmAqUxt6OIL5iqv9idY0lC547rzGQIMAnWEiXdCMD6dSHfsB8Nuez\nxmio9yFJF3Qd8OlXpGB/HSOo91UF6Bjxs5aRK9gEKdHwENho7yVidYWmoyQDswi9CuhJxpKTkAlW\nqq/5v4kXg5EdYxLMR0ATzgUM3duSCsGpEVSxFYJU8m8VI8kARiia0WgYSQmMsgQfUvE8whj1Tni8\nXN3KqihtoAiTC/I3Mxbhb7deMqIuJLiDZA431w4ic1mRjGdiMoBkGtZYVHWMAF1fxEjccNXjaRcz\n4F88ib+3CQUek5Zci1htnqGcxOjUatWjU4TucTxsPuqADQm+rNAxq1YKvNb7JNmxi42g1wXyw5ht\nrJm9Pjw6xnwao2bnhKtk7RLCLP/q1adYUtvISIbnaomWenvNOs69F+dI2nFCFFXWU9Qc1zassSZR\nw806yv9kZsDxOx/EfvkiSnt88cWf4ep5hHv07TpRi5ucBfU+h8lv67Wt0nzn81cZVoTvnvk+BfsL\nwuN65RIpieX8WvchSacIiv687VP2MziDBQkWBKajHXCnpuQSM6M5dEqrSFbaqjBm9LTChDCxkuRJ\nBwcTOGavzgrBoI/NJUkEAyNQLpVhkUU7kTE9d/PmBT79/E8AAE0b5+G00jghQc3DBzEzeHJa4Zr6\no+e2g+M4ea4VA4VKaPS3tJc5JTHjM+f5SNjhmgYD4jWFJr42LskKBC2273aJgvMqyStEmpdfgB0H\nn/ogZaGMhyEygVUEODyZ4ILpkVcXL+Gf/jQ+73vf4yMU6CjDYJMckU62WNa91hoyCjfLcyjPNUmI\na14qKBIEDRvRVHRo+tvPhmqER7oE2YzfacMallDdjNnCcjHHgUDvrAUDy1hkchWL9ZLENENcs7rp\nkR3FPS8/jAR0lXY4OI5rO2yWCGKXiXCY1PexFAITSm21rkvZ/JLlKm64xMVKMlK3H6/TPsH5AjMp\nKvgEo5cSjfV6Dcu+KGsPS5h4gtfq0Ua/Bd8SU5ayjmoLg63SWhNIqlI62Xe5jlNjpmUkFwpbl9md\n8XQCrsiFCG+UYHEihWRt0ryujEZFBMWgmaEwIcn+3OcYrVavcbYi+SBnWjYYGNHkzPWoc8l1qoOB\nGOaE/dEhSdjIzAvBw7FPvbEjnH+X4J681WkcnsR7Kw6jD+LaHjeElyIL6X7yCffqqYciwc3hYbyH\nd987wctXcU42a4eS35kR6jc/qHCHWcLvfMgSoRLoiB7rCcn42bMzlEQhvFm2CYlxKOQwBwv0QbSU\nWSJ0W2UL1muQuwk5FKpsJKUCYsmXaCVKCYBHj0C/aD1QH7EaIYrGN0kH3Uzj9Q5OF8mPtdRPRpVj\nfo9rjdndkBsM3KvqRYbJafx7y6/kdUBVC1EXkRltgN2hyz05iT7D1dkbOCH5CyKhEmBp52QKa9ek\nfU3468pC4z6RgL/+b/4O3rkTbcedO/G+fv7xZ/jjf/QFAODZRZyvx3ePcXYVM/PX5yRIVDqhB1b9\nBl2SBRKbHxIyLWSjD6ck07mDgMdpl0peqjmJkmoDfUUk3ZaufC7lChlL4rROMmm5AWrurSJbh6bD\nAceknJMMLGQACRBN8Kh5vzOiQmzTJII2IbmsdI7WCfEV55RG0qrPjMKuLUHWpOFRzKj4m+wMvgaI\nYKz2WYI8D0keUOEBteyPdJybX55bvCJEe3YUfbRpe4nzN3Gcnn7xL+ApAybIlyKf4Ioko5sVCUgX\nBWbsy806PrNSdvT3g0dKibodD/hL2tfJeH4A4A2A/1Yp9UOl1N9XSk0B3AshvOBnXgK497V/dd/2\nbd/2bd/2bd/2bd/2bd/2bd/+lWlfp8YzA/ADAH8nhPCHSqm/i1+A1YYQgtpVkQ9AKfW3AfztX3y/\nZGGwLpjFcgbXjLa+sRZWCmuYeVjMC9jrsf4LAK7OB4QqRnuOWFTbnz1Df836CVVi+iBG7YQwZrCA\na0T6I17nsJ6C7O7QlAX5/E6Na576z15d4w3JShxrso6zDIqZqqW/XfCtWNA7cR4Ns6g65MiL+O92\nE689OAeWZWFzw3qeR4/wHomCVIjXbjY9Vm384IvPPsJXX8brhwkjO81LLEnoYIXOum0gqOtc+ST6\n3bWxT67XFxgo2l0yY3cAhbaJv2lImd80b9cVnF3ETJTUhZpqDsPIjWO21bZDys6BhDhlcYhBhIS9\ng2E0X4f4XME7OIqaW95POdsg40M4ZkK8d1C5iNmM2S3J0hRNO1J1M6SXaY2MtQeOoU8dNMpdY3cl\n9QRjDZaIb2+CQ9MLnXV8ndUGD1wcL600VmfxmvaatbClh2HW+OSA2YijdzAp431cvIzxm01uccga\nxOPjA9ictU+5RJR8kiKRJG/uNSwzwmverIZJQSjb344gDhcvoGZcD3WcCxfLAd0mRjLXzGx6paFZ\nT9BeB5SBwtG9FMTPkNexz0tmqDvrMMi4MhMwxQTlJck0rIO6YlaF5EBPXlxifRgzUm82cY0vLy6h\nGek1eY2ypFSH1CB2Dm5zdevZTmaxf0VmoOoMwMxhOAUOmeWRrH8fFDSfgVMOP7+8wVPWm20YdXw5\ndIls4yCr8SebGOm9YhaizDTuMerfM4usM52yK5+w1vxhq5Cx3qnKXcpOGC+SDAozsY36baQBANy8\n+jMAQF4DDf+eGYPZECOe66s4hq9/+hzX18wAMJqsixqK9RzXUqOnb7Ce0QYHBYmLa0O7gAwT3q8h\nskNPHaqKtXXZmnfmcHEeI+ZZqZEz8yPi2/1Bh8AsjhC5tDtqQi4u3yQSpyyrJFCORjKwISRqeakD\n80OJDQnlnn9GUozLDsM01ry/2lgMP4kZeWcjDYE7fI1L1jLnJMtQZYFZN5IKAYDtG6y45q4O5zDf\nYm3QMs6j/AhYce+oWauHYZLqhrbbAxLYORQwzNhkRDXYi2sUlAAYWNN9MjwCmHlY9xYt97XTWZyo\n6zXw+kWcc9Zxbean+M7jeJ3PfvM/BgB88Wf/JGboAFTzd1Kt0rrhHtIO2LyO8yZn5rzMp9AQRIbs\nxTkC68Csuv18U+9gtBCHSFpW4dLHKLpkPMsSWByTu2B9hHWIY9eJ5IIPMC5P3wdiIiQwi2NqqVnb\nqvE0KhFMiYg8tErkQuA+qk1ItVdCcjKt8pS9NBrIWf9+fT5SVszJEQEhVfIKhjWBjms7bBxcL2RR\nU8wo89Ey8zCoNaZEbVV57OfObGAot9KzT7uTSxSytxZIhEV6wiyW0qP8CzP0/rqELqR2jn+CQ04y\nQ+ftKPewg8GlPIl9v7pe4pOX8X6PD2Jt3EYPsAXH67DC4n58/34W77soMyyvmA3y8fW3PzzBm8/i\nvX3WfI4594ejx6zFfucBfvDt9wEA757Gvigc0HNvET6G72yu8Own0dZ+cvYS1/SrvnkU/b6Hx3Ms\nmK0PK6njflv+DQBOJg18Tntju5TxlKxRCCHJ0Qgyqq0W6FlzuVx9Hr9brPHOaVyTwwVguTYOJjHv\n8u5Dk+x2qONz6SrDbBb/PeUYWWfR5kKcVsF8GH/z7BVJcWwPk5PbYcIs8dEsyRX9ydazffdxlNz7\n0WqDjC59yX3rugyw9GOl1tPAIatj/x3ejVm+Dz74Fv7qv/MfAAC+/93HkKU4cNwe/dpD3Kd0ysb9\nBl87/MlPItfI1SXrKFUGTVtzfnmF+jzaojwba6g10Qc16/YDAnIhUOQy205a35vewXkT7dyaPnJz\nvcJmHa/NrRq5Dqmmu6AfVaocYUVyPJXhaMb9n/a5u7K4cxTt3DeILly3AQNrmr3PkVNe6ID23c3b\nhC5oKduWeY2cfBhS7/uonCV+gFwX4NLA/7b1bLUgtIgMKoIf13QXx02rgEVJ37aYoG3iRa94fskb\nhwPaoM8/if7B8zdfoSNj3OsXPwcAvLh5imvC9VRuUXD+bYi46EOOljYosBbZqwkakvQJUg1Vjqwm\nKkLVo3TWLq2fX9K+zsHzKYCnIYQ/5P//T4gHz1dKqQchhBdKqQcAXu/6cgjh7wH4ewCwfThN2oNK\nNsGAa2pg2dIg40AIG9Zq2eBSR6OzIYMouh7HQorAouveDrh7L3ZK0Aovz1/z3wJDHPD6Km4ox1ts\nexfcWLScKYJBv4n31iidCmu1aOfYDCshzdkBf0gIA11iXsZFWWTAkg7Sooz3aMoSPufh8V70YB69\n/wD3OcnXZCwr7+T47Cd/CgD4f/7onwBUET08jc6e6izaDWG8ZNt1/ZAOob23WPEY2nVy8L4ZtbTo\n2Hf9kGCqMpF+Uf9LkDojWY9K5Cmi2amNQimaXeV4WAiJQVInhkBNSFdQLl1T4BgGASXvw6UCbA3F\nFe2gEnGE5RhrAJ4XV0Iyo3Vy8r1UbcPAi6bUVnNSHB6ijh8wQleGQUGRTUxQYIMJWBGCZ7IMGxq/\nwE2/ns/QEc55yYPK3PfoyNS6pAEpD6Y4mMe5cjNskJHESIiWfAjpgC/NeoU++YBcUzDwQvJx6+no\nuAhZAh0c2zk0JF4RxIRVBpqwdugsaTt1hI43vUVBuLCiofe+gWBJxTkaTI6GcyrPNcKUGzMPHkNw\nuFxGp7wl461CBs1rKlOM0Ds5UYew8+kE3ss9AFMU0CpeczGdYzGPh5Gb1zF48qa3mB7EdSfwko83\nK1yL8WewY+UDNnzvzFqsee+Wc3IacjRhhD8DkSlxznF/yXG/VD5Bbb1XmBEalfcCs1fIWoEB3zbk\nLe1HFzx6ktAYDVwvI5HA1bO4iTRXr3GwiPdDLifkPsf0QKBl8fea6wY515IqQoKxOq6liVE4oCPf\nClYouOTEthuBNjvkhAoOrkcvGshCahtMInURUqSwY/xa2wmPF5T1mHAOdYn8BOghbIgkv/EDMkJW\nA+8xD1coed/aKbTLePB8cx6DPDpvsaYdFNlMHTx0IczpQiRhYck00dkWEzq5iyMGQgqT4FYyWpnK\nsUsysaEucte1MLTFhh6etj7ZQ0d9NVNVKIWJHB6nx9TFZfDAnyp0j6g3Kg6MMjjlhf6zD34PAPDD\n9+/io08/BgCUemS1ffNFJO+6uHiOksFBzz5zyiftvYz3mhUGpdgDfztooJROY5zYNa1OEMYsCJNt\nlthvu36JjP0ie77VAUEw8amKYuQXFhIdBDNyDofIMhpvnq8eEM8vjNtOuqiQ2yA3I8JPK6gdzKFW\noLq872CBQva/reClJvRS64CBa1WIqg6O7yZm32se+jvfJt3JaU4CLXUZ2fcBwLoEHRY0YoBKh3ix\ni1rrEWqbNmiX2EuU9gm4twvnlnEfWGRVcrQzBo8mDphwLz/KC8x5I3PZGmoFxbWc83B8ND/Bo8eR\noOZy8xyHhEDeP4n291unj/H4kCyqhK66tkNJwsacJRX5/ATzPs77N+4CG5JOBh7KTFkhSACqYHLA\n7Vh8W+MOF2BZDpKID51NfSWHN992UNwMJfg2ubvA5cto5070fSiSAR4/igfPB/c7uE7mORn8jUaV\nM4gjZDveYMLDfH6gce8kPu8RIdhvXr5M45AT114rk1Qgtpunjuw7D9/Fwa9FHd6M8NJnLy8A7lUZ\nTz6VafHhdyJj9fe+9y0AwAeP38ecjNV1aRJTbiMlJ7mDPYh/n3v6wrnGAffoBfesP/3ZT3FOKK5v\neyjZ7CQY5EPyv6yRQAq2/MLbYzefV9jQriwvRZN6AzCwrUS7FBZJRFSqqUyOMMjhziYtU2Ed9wBK\n5d56L8Ai8D2FHh1LdTRtUpVP0Et5XCKpCihJFiVatabQiRTIBLNFlLbV2C+DEnvp0twUH63K8sTG\nnxdl8jsDM1bXaPGTj2Jg5LMfxkDAm02Hns+65Hi0Zy4xFuVVhYLzfNXHkidYn3RFQdKybvAoggQt\no2+KPDIaA/EsIOVzate6+yXtLzyihhBeAvhKKfVtvvU3APwUwP8C4G/xvb8F4H/+2r+6b/u2b/u2\nb/u2b/u2b/u2b/u2b//KtK+r4/l3APz3SqkCwGcA/gvEQ+v/qJT6rwB8CeBv/n/5Ya/fCkEiqzME\nRk2Ut9BCRc2Td52XWK5JlbxkZk971IRF3FySjlppPHg3Rpc+//wlXvM7H74To2+LyRQrygtcEZ7b\nrVsMDJMuwCzLzGCjR0hYzohwNWF0LQ9wkgHQt6NQDMLAZQY14YzKDgiUN8kItTo4PEGnqDvKSNlZ\nUNhcxIyEYXH7ewcKf/JJzHh++vwJjh5EMpbHpIV+9foMltGppCs2uBTBRkDSl2ps/L3eDym9VRLj\nMIQ+EelMJXv0C1EoxesMg1DUe2hGHUstGWiPQXSxCGXzxqfMce6HsUBZyCK0Rsb5IJFsrRUyRj8F\nMuidFxnLWGgtmkuisecUdCFZ2zFLI5glxeiRRhjTllvNyu8oBc/IKpjVtlVANY3PVVHDyoU+EbQc\nLiZ4QK1AkZ/QusA5oWyvCbfzYQmTcRwYSDq6c4ieUJyuVqgJy2YCG13bo1eicyZaTh5Oomr8oA8h\nyRTtQj/YYkAh8CQSX7jO4Uai54zcZfApU6CPamxex6zRysr6AwKJQbpW4DwOhoQzQijkAzB0Y0Zm\nVhFaRahN5xoYQtQGElaYzMCLDdB21CARbSvoFGXfbvmC986sUF4dIlcRcmJNB3PAdWwjxKg432DJ\n3/7sPEICf9oNSdNrQjvV2YBrget7pKyRIDdy53Cd5lrs9KkKKOU6zEDnBglinmUKlnanYQZysFFO\nAQDsDqKFImmpOYQmIjcMPPrIyYTNk5jRu2xadLRvDaVEyqrC/W/QvtG2PR/WKeqaTfIkLZKWRZbD\nGcnA8j3tkq6t5RiUlcaBlAUMHW4IT80I5a+HLNHN50RZmHAbEue8Q88wsgsmyY4ISYwPgBWNUSXa\nlMABNXPrRw/i6wcPMVBqC6rFknIFOXWR6yEkGawltQC0LsDETIJ1uqBgSdDSdw08++3hN2L03yMg\ncyL1IgRSKmkOb7chSMZzTABkXMc+Q4rGT0gwVs3mCdGzUAoCIKmMoDBUQpjIvNh4jxkzEneoS/tr\n/+lv4dn19wEAf/rFlzh7FSPc14jr+ebyGRRLAcSWwHUoCFUuJyRTyULa6kK3I/OikGyxU4JcGW2s\nTnIEAReE27uVTdnhVNbQj6UESORAY0mFIEAUVJIuCCYgJZMk3aFCIiWTrJjSIZFzSNQ+r/IEz80z\nhVzfHruUQhFCIe9TZr6U5ytGCTHoDoOJ9uTofszsTU0JuyTKhWgXXQKeKAQh3VJ9zJAAQPAqSQXJ\nfjJYl0jAJE2e5SqVkAhqSKmRaElDS+J1C6k0tpPDOOfyXOP4IJaN9CQTuVitUQv5SV1hQvsupGym\nrGESjIPr1PRYHMfPnR7P8fg0ktn94K9HeO1pPcdqE+3X8NXgpQAAIABJREFU5TLORzs0mE6jr3RK\nUsgQOuSH8dqLoxqv3xClMCUJkW9haS8V7UmP2+OntRmf3xh48Rk4nsEClhk0SbYPTY/AbOP0rmhk\nO5SP44Z96iocH8XfnhPF0+ejDEYvqGytMRFiQyEL0xlcEDuWIeeavke/sJ5ruJb+jNjdNiSEzXb7\nnd/+nfi5R3fwe3/tNwEAK0KSn155HBD6OSHc19kG2WFc28f8W2hcIiZaqwG5+Ln8PdtbGMIvm46l\nROhRHsW5/W/9e/8GAGBZOVz+EYnOTA0jUHkSsGFwaa1lalzbqexqhy+9mJVQ9G1mJ7Hvn7++QkP5\nnBWh7OtVi4wGvHCCUNAYtX7z5AML3LwoMtT87Sl/eu0HvL6O/Td0HQqBT4mUy0mOkvukzJ86LzCh\nXKHIsihVISOaIQegzO1nG2jfRi36HkluRrLyrsE1ffbgLa5vKFNEP3W19PizH/04fv8iSvmp2iBT\ncbxF2kx1XUJ5OJgEN7aUD3S2hxbpJpYfZdMaJfXWF0S7ONeiG7J0P6KTHtxfmMdM7WsdPEMIPwLw\nmzv+9De+9i/94jWF1ZWaSZUv8YiitmvbJrbITBhWDRDovObC6JYjHVRkgzIlMEC+YzDlI4rujmv6\nVOPpCO1drjqIRtiUwue+HB35PFMocxGXlXy8gxVnaMfzCfzT2QadQGWCx9BThJbQTJXlSeCt4Wb0\n2q6QE1ctta7G3MP1MtY6KOUQ6Cy9Yb1l2/VpgUlGX3VdcgyD97CEUlo6/FqrJE4tTKRts4RmHZwi\nA11GCJA0x0Uy8Bk0Glip6ZHN04xMZZl4CkMGJyLYzkAwUYEOK0yAsnLwpMEqOijBC/MQqG3a/+P4\nc8KPTJwZAjHxo7AVoAUOLGiC4EdWwK022r6QaiqklkjnGTQNptTHxsM6Nx7XIaMHVVbxtek9Wl60\nPIx9qiuP3AvEI75enL/AJTdWhQ6LBWvGxDNzNhlMteUIpeW+9bcEXNmBfjBaIQzC3snrWCQYr+cG\n3DTrBJWp8hzTaTT61C9Glhep/six0MIrDUdnKCdFn9UelsEHazvYgePFTcC6FoFG0IlTnWWjthcw\nHjyVH9/bwT8psBp3Q223sxs4CnW7ImC1jM6O1AS+Wa9xTpbPJ6zj1kpjTkf1SrRRg0szxWuV6sOS\nY4sRJFQmAa6ADRkFpYalVApeyTh5NLQhAzUg26WBIWQMO7QghUB78C7VSKrg0bAWaeCcGyYGHQ9m\nXmDHkxL1EWubWjJkep1OQTobYYxpzSmfnFyxh6YyybkSFlNt5D9AYUrUvKan/do0Q2KllqCRNTuC\nPrDpMO6CRps2ZNHVNOiU2HepwwE21Edck2W5unuAm4Po7F50V1BT1mQ6gVn28LxfZ2Xej+the93I\nEgnewhTC0jvlfTkoyHUk8ODH9bndpIxAm6TZKXKXvi+QUehc2KUPFwscT8icHZAMk4xRplSy+eLT\nKPik95jY1gMwJTfBw9NjPBDnnjrEq1WBqyfRWeyo3akLlaB+yRnUA5TY2h2UDioEBAnIcGx10AmP\nFlLQyCdd5KosEhzNDnH/y4siMcUKdFdDJX1OnY3zRoJPSo97htgFo0OC7wbZw5Qda0Wl1rrePnjq\nnbVKcs6Tw68JUX8QQDr8aq0RRJ81MygXh+yL+N7GDljaeBhtCP+fTadprxImcqUBI6ckNzqYYt/D\nW2UGY2BZaudkbimMZhN6ixF7B5xxWstebzDhvyvWbnVGY6YkoFehEBZQKzUgZpRY5ZzLZhrffD8e\nYK9fPcPRPO5lB4fxtTYVbC8waB5gzSTdW8OSi6ZvoamRfVJNcM2yiDrVSOvk+ynZJ8Pt51M6pPIT\n633yP/tU664QWNsLrpUiHxJ9s9Que9PDs853WhaopilCEi+TBRiZP2JDjUYl9LFyCAp29Bt9nvS5\nE/N3NUm2TxiZdQC6HbXjj+7Fg4E6OUgwz6ODOPd0WSRW8onoxdo+8UHY1FcDBvZFVpqkTyqlSHVR\nwq75Hc7N1g3JJk1Z8zc/qlHPhdXdQN/Q3ia265ACULmUJCEkv2bHuRO5B474XKc8Izw6uIfXl08B\nAF8+jYGLN8bBSZk47Utne1RMoGiTwTE4kZj3tcGGAchVJnazw82KZUVdiwPWts6p8lAYM+qkS+C1\nKJAx0JeUOnSBjPMnC7sDPjfUXG7baHerEtjQD+muYuD06s1LrLm/desON1dMFghXwrLH9XW036qL\n/o3PPBzennMqVxAOB68DRv9bgv1ANuU6fRDX7uHJ++kZqjDC0zUVHRACBu4Jtv2Xy2q7b/u2b/u2\nb/u2b/u2b/u2b/u2b/v2/7t9Xajtv/TWM5LbNcw0HlZ4/DBGqKchwxevIinQ6/MI4WvONxhqamjO\nSbIw0ynDdsVILbxGVsRrP7hf4pxwkRUjAYN1MAIplOL4YBIT5QUDQCeNxoQRv6kyKRtUMgo8NwaK\nGYduuE20cM3srLdmZFnTGjn13wZmQtbLJSrCic2GEaWmQ+cZUSDscTizuHsYC9iH9hzBRBjLFSFL\nCkVk9QISucIQqpTCtzZE2AGAvI4wC5N5ON7bhq9+PSBnZqtiir5S1VvPVpZHvLd47bo+QZHP+Vyi\nyaaQMyopxfG92qBnnxnrt/BUkvGMYwFEFloAyMwCllqjg40R8eAddL59T/HelSEMxwE+hagZhdIq\nwR4d54zxBtPsthZkS3hEABLxQy4su65ELzBWRs2qvEC+IFQNPW4oJGY5hjrPcPCABedCVuQaLNnn\nRcVMtW3RkmhIeYxsj4QaOxcwZeRZcGkh82h5HcXIcWRlZKZuBzSnnM8k+ZLgPrrIkDErKRDyHirB\n0VyewxBqUZORsZ5OkZFYI2XBhwEtiXIcI9XKGGghEggBRgQJJZOm85SyUWaMmklEOHgLNxRvvWuQ\n3SJaAoCe0clcyGhMjYqZ48nUo6NO1YufRvvSdD1czWz1Mn6n1wrXjAKuBCkBJH2yEFRKQku2wyiF\nkpHFhRAGBJ804YRU5ECZRD5VeY1ayNX49w00NPs/2Nvm+eKa7KwThyBrJSjoCRlsSWhxdG+GekOo\neyO4dIcrHzOCAmOe5cWoRZebBBN2zAgrqxIMrF4IUcQIuewZ3e16B+QRnjStDCpmt3pGcpu+Q05Y\nF4hqEJ3a7bZethhKQTiYBP8amOXKYaC4poWlujEVrpjpXJOpdpgF3P3B4/jYzTk21Llcu4gaaTZd\nWvtG0BFmQOsJKzUCd1LohRirVCmb4nv2LQZkQgEpsEfkCDui26dkN19rhcAUuGSW6/v3cPckZikk\n+zSbZZjTNkyAZC8z9rnPVMpd5UkL2aQ13wpyoffp34uiAJFVOLkT94GHv/Z9rJexjKPv4lpQ7RqB\ndOI9Wa6LmUFGvVnjb89NU1VwwhIqZRZKIRcbwTXldUDOPXoymSXCHmFCHnzAnH8fetlbdUJAKK6L\noBR0LtmyAhmJaYS1tjAeBfeJohZd3haBWbmCtr2oqkTesShK1GJjt5qwWyMhX7YZdbcykewzXQRU\nU7KSO87JYKEP498nWrKuzYg44HZYNCOxyNCpRORFlDjgR9KSQEPksgJBhkRKW6yDE6bbEJJ+6y7i\nK9lPFUYivZroiUM1ION4KwNknEu9bNtGJQij5z753uIQgcipT6YFbm4iMuuzj+OPPzq6g6qM36mZ\naWxu+kSy0m6E3dajPKAvpH3K+lqxO5slQD1nJzqnw2270tkslQwMfkTPaRJnaagE4TaEIQzlYSKC\nG8i239oCRw8FUqYSysFRn92ssgT3nHJOKWOQkf1U7GvwKjnf+dTBCOJMSKV0hprQIoGJT3QGuwMF\nM3knahMPxuPJm/jsU/qNvrToWSZ0s4o+cDAep4o68ZKczdQ4p5xJ6IFCMp7B44oakZloV/Y6lQ/4\nnr5B+y4mNo5HaQ0syzwk0avRj8z0Zsy+5V7Kcm5PzocPPohlYQCyUggHSzw4ic9wcvwQAPD0xXPc\nXMT95uLLJ/HLKktp/xAGHBjJfjLD7Cz68zh2z/q4t07rCu/fiaiT5bpBNqMNzqVEJk9KC31HhJED\nFA2rZna2LgIy7lvZYEbSs61W0L41ZKpd31zh6iLuUW+++iJeu28S2iiDgREk3TKOdTt0Cb2Tzx/x\ncwGW5HlOEGaqhwpCjKnghUVS7E9V4fT0MQDgvYcx41nPpxiIPu1aZnLzDNMtv0gIGMMWEuUvavuM\n577t277t277t277t277t277t2779pbZfWcazZLTDVDGadbiYYF4zmtoOUc8GI91143rMeLsd66Eu\nnEOeS8EQIybOIQhtO8aTtTCMG2NQF0JRz4il72LIAkgae7rO4eUeepuim3kutYcGqpRI523cfeJZ\n9ibxoKsUq8YYOVcm1YoqRspMoVFkjLxPpHawgWfGoFjMMZAEyTD04qyCg9SOsSmdMi0mi3UOwBhZ\nVcrDB6EgZybS1KgZVSqYVTPu7Wky4ft1ETNJs4P7yJmFWJKGu28aBEZJk96Z0xhE3NOHRHwgdYQa\nGobZ34JkTsqolDWRe1RKwTBKqpRO2TbJOKgspGJ0odNXW/WsmvoJyudAtyNyL5ktKGhG7hPJibdj\nPyeGEA3LSGzX9xHQj7GuwZgMivO950R0vUMn2HpGyLIsTyRNfgjjQIo0AcZIeCY1I3acm3KvWaEx\nSM1luB2FyrVJuPwkOxMUvNTDMipWVtMUGVRBJVKmnDTe1bRGlmod4nj11sMwG8S3MKg41wApc2ME\nm6F3D5ukFhoiF4ZmQCdZeO9G2QTJZLuAsIO+W/pCkAmlqpIWMLIMLbWoloziTWYVDOd7JVFDhUSE\n46RGWoUtY7KdRR4JEsQKCDmODUHKtzHhXCkyhU5qsExItYRT1oeUmU4SR3pH5kXsYdt2CPx7nWVQ\nzLBteiHs6ZN170nsoE1IRF5CXx+MTtlorVUiyBEtTefHulKpNTJmrI8zTsbQpCzE4AM2vdSMU5Jj\nphEYGZW1siMZD51rmEIIStTI6aKlHtilbKLi/OgGwIr+n5N6FmDNfnRFltAJy3XMPhXOIKPenkT3\nNVSqHRfSCGzVFqqQZmGSPgnQKDgO0mfG5ylKvN0KIkDUtIbmeBe80MHDU9w/oCSRAAKcSvIJSqtU\nh7irUs9vvUrVt/Svgk46ekNQqbZqqmJm4nd/83v43jci6cs/+qOY+Xzz43+W+Bem1LkztYIjokXt\nyEyUWiW7koS2gk8yBCLz4TH2b9u0KCi3NZ8SFZIpDJzH8jetipSlF3CTCxZSujmrCsxZR2i4P82K\nmBkBAJ/FrIZTNfVqRzKj6Wyesj2lVwjr26kJs1VLCcS9SmZDyjt7JJvUNBY9SCTHuVeYbCQqkayP\nc6n2VfgPgh1GUqBMJ/1FL7YoeIgxklpQrfNUDysoJx9GDgyvHAbxkeztPUH2i26w0CUl34i0aYcB\nehDpCsBwjCcTZs3yIpEhSU2tzjQGZgH7do2O3BZ9iPZ3Y6uklymcHU75aFyAtA/mSiUpvMEOCMxe\nCboJxiEwQ5mkfHbUV7vgRhk4bZIvILIZ1rokSSRoKTfYxPGQObGRefL3Qghpb5FMv8p04poQIjKl\nFHzSvRX7C2ga6BBGH1BeoQ20zBWi5NAbBBL7bTed5Hay0RaJjJBVqe5RZWkDg+N4pRp96MRz4rVK\nUldeuEoQECSzT1TSoAdY/nbPW2yLFqjoS1sN1RKZNYzyI1InLbXILngEyb7tqK8utUkIFJkfSjtY\nGoKHzIjPilNsTuN1npXRdj1/fo71VZxznbI4JJJCfDPbeDSd+HPkQOktNI3DpCyQcT+qxEaUGQLH\n5ILzw25xISTiKqUTMaZ2AHZoH8+p0SrEYW1n0RFtNFtE5GHXemTCr5BVWIkG6TU1nLVJtZkJzhCC\nAB8AyUQqjEicENIZxZQkgzw5wfRO/M2W2XZlN2lz0VuustR0K4x8K+M//uL2Kzt4ZpUQBIlDrvA5\ni4Sfn90k581MpdB7Cs2DzNkyrqSm7zCd0cHkBm69gzIckNbhjJqDOSE5ZWES4UwjGqFDSAxkRsgR\nmi7pK66aER4wo1bmZZljIhqQOw6efRqtbiSfCEOC+UgBuvYOXlLiPKBNizIdjsGDYdNcjXCOegJF\n5901FB3vPQb+pk6LU6eDB003AKCjJdJwCWshh3VdzhNTYkcDk4kBZFtygRU5tSurAZpQiL6PUMbV\n+hrDhgtWHIJOYXDxO96P7GZGSIH0SDikesJrdUBLIVxvowFRKkMgDFVpg8A+sthhvOS8YsYFZgg/\nyo1Bnb8NI44f4Hgpl8hGhgTXcOngKcbQaSTYgt3ifWhpbJUDjJFx4KbkAStOvhBIaQ0tDGQI8HQg\nOjFkWkEFgSpzkwghMd0qK6x+gNeyEd42Bta65LXK7+mgE2xUmJANfIKlO7NAXkVHo6LDqs0IzZTg\nQeGBnJ6zMPj1CAiKVtCrkayE/WRDlzSllBxAVYOwpkPiFCwhXLLp6SLcCogAQENIlJtwPi5bNDfR\nHlx9eomf0cZ8fB3XzTQv0VXRQXxFiFanQ2KtvUnaWyGxzDoA3VsrCuh9AEkIsdw6UQkpReaEzEmB\nMsx47QOm7IRj2pWDzmHOzePg9rkTDallV84np6GsDa4J3b9u6WBnHob33pC5uK6KRMgzdEL0k8EY\nIYPQEZoEpNNP0BjhrlKiACRoYkG7uu4HXBDSA2fRroUki8QEg4a/FkeMrLbiUG21davgNAnnCoMc\nAmkt0rWFECQR83QNMvbZlJvsaljjBUWZ66M56uwBO1C0cZforDjvhF7qDIXA/znsASMDbWIlAxCE\ntCYAPXdkQ2c58xpml8YsS0SySYmSkHCZwdUkS4xGwlhtnAKnM0qlkP/CJcN45Nk6eKqkQywkg0H5\nZHeyNqSAV8Hg3Xyi8N48lnE8ex4hVmc/VpBTnSFxSA+bNEuz/HaJQgMHS4dFiC2UHvWVOy0wyTHo\nGAaXNEQPCZ3Llh16BhUkwDY/WCSYK7XSsbFdOvwtZoeJeGTKYLbWDuteCFPEufSpjMOzQ6tskhhP\nzRBQFrf3886PkFUA0I1KgSYrgcyg05xEAAzJvST2F0oHw30koWIxjo0cOgbroIrtAJCQD/H3nIPn\nGpCDd8CQnPfBiVXyqYQowoAl4HN73TVWoJ4Nrqn7d8F9qc80cs79SZWjINRvIj9uCpTyQBzXq+sl\nzl5HW6vyEoua8EvC29cNsCKBUFVF53sStthNGRwYXI9XTyJE9Oq8QUf98mVgQH4dsJGRIKlWvSMP\n0A3dlrdbJx8p8DqDb9KBU2yWznUKqOeijR4sBtHxRoAiyYowh+Y6pJKXxOukNLSUE22R0cl8LrxO\nLkvyh5UeSZLooxVK79zzHF2YuqwwmclBZyTzSfFxzneLHpaJjVFcwgGJMCxgJPEbDy3CGi2vWaZT\n+UktZWcXL7FmwMqrLB22JEbcK5P2xAAhOBqST5Dp288XKp8ItoSszoYBKyYxnPhP5RxT/t7Dh9Ge\ntZ2Ca+ivFTk6ITQU/8khHQ57GszLTYNBRZ/hYDbFhCUdNywRqvpRg77BLPVZn0jUZFxN2jMqHVL5\nwXZ7RiZ9IcaaLg5xj4fI41kshXj+6ivcrOPn8mqKjIREJf1vVekUVFiRjdc7Cy02TxC1ndoKJMR1\nCQCTo1jiOD8+RUlCUc/gm8/LlIASUk0X/EjkpUZ9ZrejdOaXtT3Udt/2bd/2bd/2bd/2bd/2bd/2\nbd/+UtuvLOO5yOLJuuEpuvUGzVroegOqWiCXTI0bDSfpekY1lDIJRadEbyioRHzhgwZRLgmm4oNC\nJ0FtkV7wQCvQV0aKOufQO4GOqRQMkuRm6wYc8j7yHSlm1nNH2Au1DlsE9KL9KfBIBYCRG9Gn69Yr\n2NUV742ZtOs3cLzfvgOswMgI6bLDVhZLQt1ajRTsSiV9ocRDEXTSHRN65Kyco2MHbUQvFddvPZvQ\nkjfMSr65fJEgJ9c3kcRjcH1iExfCnLJVSb/Vb0l+iBSA8SOVvWSgex0SVEl+N8BT7wiAM5B4/5AE\nuEKKzgjEE0qNWmMCtYKGui0lmOA1CBp9SoBQI9U5SLxGYIvWBfgEockSZ5LMgeA9dJI62SItSdBo\nmc8KCcvlRqicSzT6hHwCUAL36X0iE5FolvFyn4CWMPlWc10HJ5nKfJyPAkcMCULmIZNKFTpBtOUe\nre9TXwr0zoaQ5mwgBXhQJkVQVdCJ/CLIA3qXgruKA1LkDl4yCdAIiZpe6O39lnzC2Cz7smvW/JxB\nR3mSZ/0N1owCbvgsnetxRtKNgVnpHgE97cB6ixEgbMGk+oRjZDQVKWEl3DkAVBovoSyvoYX9H9A6\nZU0Ejt/AYTCEGO+AxFHNA7kzAMmrOhXQtDJ2JJVAliRuBnZu7jQKI+gCSgupCFePj6KQtoSUyR4B\nBElvV42STUKe5AIgPDBBK8olAblAx7VKcFgja0nfHr+h7RPU2DiVII696NE4Bc8Iq4zBOigUXNsC\nIbbQcPychZLuhRaitGyNQSC/W5BJ0SqV+RyUgqM9yIMeIZCSRUABIwZVpFoQdkbuq9SRPkXmJRum\nwpD2hozrxwSNQDKMTgUkuyMX1EgSPwl+q8aMcpJsCT7tj1BOFCLQcz85X7Z4ckYtRWYsy4PjpEWd\nMkHaIMvjvl2E20iRsHFJ082JZJUD3CB2juUqhUoR+nwwqXylqLhGvELJTFTB7OWdk3kaY5A0a2Vd\nWpOzusa8FjkDRvWVS+QeE2bXizJP6ArJnJusorwAUPgOZfY2wid2jNg8edgAK8Qq8nxqnNMuxOeM\nn+V7NsASep5vZcx1JvBk2Rswbh7eJvtuB9lvxtIOy88Fa0fIbp9uEt0W3NNIFmwHTLogmqwLZZI5\nEZ4b78fxUplGEII89qO3OiG8LOfusLpMz3o4maOeiB5vRCGsulWCrPZEmpgiQNFuSKa2+X/bu79Q\nycs6juPvz5xztl10WXUtC7UsWoi9KIsQIy/MKKwku5AwiiQEb7owKMK6iQIvusmKIoiSLPonliVd\ntahQN1luWloWmhkl5lLrn3LXc/bMfLuY5zdnWE9Q7JnfDOe8X3CY3++ZOfwehu/M83vm+T7Pc+I4\nTx4Z/w9Z4fRuS6/lbvGpNZ5tiwrt6dKPN1k9aamKtfb+jWoqnbaN1A2HTNqWLvNsNH3/1I0UjUac\nWO/S3zfS9LvvkOFwfXKv2U3ZWapi2C1W1upTGWxMe6jaaPYnWduDSdp2tS+lwWh908V3jrcsl6Xh\ngNVuS5guBXhlMLl3XV3v9oU8wZ5uG7SNHaAm323jWO/uh7t9H2uyBVe3kNRwfcSJ1hA8/OdHx3VZ\nG7HaPvyjLDMadVN+uvdpOGn3u4VuyGiyncpmi7Lt3bWH51qMDCdvUOhSjJa7rWieX2PQbcPUGtaX\n7j8T2jYfa6MRaanK3bUHWZ7Ec5fSXsNM7s9Xj48YDLqRzPF11obPT75j1lvm4dJSWO5Gctv/rp8Y\ncaxtkbi2vs7ohWuQcuzoePTy2ban7d5j+9jXtgxaP9FlGu1mtd1rV1Ym2bS7WibhcHkjjifxkZVJ\nVlLXJo7WVidZDzUYTNIlTjttnCmye7DESrVRyy7zc6U2Rq2npsh02bsDpj5Lgxfer/w3jnhKkiRJ\nkmYq9X9MCD3li2WTXaclSZIkSdvF4ap648mFjnhKkiRJkmbKjqckSZIkaab6XlzoH8Bz7VGat7Mx\nFrU4jEctCmNRi8R41KIwFv93r9issNc5ngBJ7t0s51fqm7GoRWI8alEYi1okxqMWhbF46ky1lSRJ\nkiTNlB1PSZIkSdJMzaPj+dU5XFPajLGoRWI8alEYi1okxqMWhbF4inqf4ylJkiRJ2llMtZUkSZIk\nzVRvHc8klyf5Y5JHktzQ13W1cyW5OcmRJA9OlZ2V5FCSh9vjma08Sb7Y4vO3Sd4wv5pru0lyfpK7\nk/w+ye+SXN/KjUf1LsnuJL9M8psWj59u5a9Mck+Lu+8n2dXKX9TOH2nPXzDP+mv7SbKU5L4kP2nn\nxqLmIsljSR5Icn+Se1uZbfUW6aXjmWQJ+DLwDuAg8L4kB/u4tna0bwCXn1R2A3BnVR0A7mznMI7N\nA+3vOuArPdVRO8M68NGqOghcDHy4fQcaj5qHVeCyqnodcCFweZKLgc8CN1XVq4GngGvb668Fnmrl\nN7XXSVvpeuChqXNjUfP0lqq6cGrrFNvqLdLXiOdFwCNV9WhVrQHfA67s6draoarqZ8DRk4qvBG5p\nx7cA75kq/2aN/QI4I8nL+qmptruqeqKqft2O/8X4ButcjEfNQYurf7fTlfZXwGXAba385Hjs4vQ2\n4K1J0lN1tc0lOQ94F/C1dh6MRS0W2+ot0lfH81zgr1Pnf2tlUt/Oqaon2vHfgXPasTGqXrTUsNcD\n92A8ak5aauP9wBHgEPAn4OmqWm8vmY65STy2558B9vdbY21jnwc+Doza+X6MRc1PAT9NcjjJda3M\ntnqLLM+7AtK8VFUlcVln9SbJ6cAPgI9U1bPTP9Qbj+pTVQ2BC5OcAdwOvGbOVdIOlOQK4EhVHU5y\n6bzrIwGXVNXjSV4CHEryh+knbatPTV8jno8D50+dn9fKpL492aVBtMcjrdwY1UwlWWHc6fx2Vf2w\nFRuPmquqehq4G3gT4zSx7gfp6ZibxGN7fh/wz56rqu3pzcC7kzzGeBrWZcAXMBY1J1X1eHs8wvhH\nuYuwrd4yfXU8fwUcaKuU7QKuBu7o6drStDuAa9rxNcCPp8o/2FYouxh4ZiqtQjolbQ7S14GHqupz\nU08Zj+pdkhe3kU6S7AHexnje8d3AVe1lJ8djF6dXAXeVm4BrC1TVJ6rqvKq6gPG94V1V9X6MRc1B\nktOS7O2OgbcDD2JbvWXS1+c1yTsZ5/EvATdX1Y29XFg7VpLvApcCZwNPAp8CfgTcCrwc+Avw3qo6\n2joGX2K8Cu4x4ENVde886q3tJ8klwM+BB9iYx/RrmsfsAAAApklEQVRJxvM8jUf1KslrGS+QscT4\nB+hbq+ozSV7FeNTpLOA+4ANVtZpkN/AtxnOTjwJXV9Wj86m9tquWavuxqrrCWNQ8tLi7vZ0uA9+p\nqhuT7Me2ekv01vGUJEmSJO1MfaXaSpIkSZJ2KDuekiRJkqSZsuMpSZIkSZopO56SJEmSpJmy4ylJ\nkiRJmik7npIkSZKkmbLjKUmSJEmaKTuekiRJkqSZ+g//P+7xPBL9gQAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "tags": [] - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(1,1,figsize=(16,4))\n", - "# training reconstructions\n", - "x = cifar[:16]\n", - "z, x_rec = model(x)\n", - "ax.imshow(make_grid(\n", - " torch.cat((x, x_rec.cpu().data)), nrow=16, range=(-1,1), normalize=True\n", - ").cpu().numpy().transpose(1,2,0), interpolation='nearest')\n", - "pass" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 166 - }, - "colab_type": "code", - "id": "06u-CiCHmqwZ", - "outputId": "5cff5222-d68e-4331-a51e-259320090650" - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA54AAACVCAYAAAAwoCW5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "tags": [] - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(1,1,figsize=(16,4))\n", - "# test reconstructions\n", - "x = cifar_test[:16]\n", - "z, x_rec = model(x)\n", - "ax.imshow(make_grid(\n", - " torch.cat((x, x_rec.cpu().data)), nrow=16, range=(-1,1), normalize=True\n", - ").cpu().numpy().transpose(1,2,0), interpolation='nearest')\n", - "pass" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "vh0XchtImqwe" - }, - "source": [ - "### pairwise distances give a sense of how encoded z are distributed compared the prior:" - ] - }, - { - "cell_type": "code", - "execution_count": 0, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "HxCVVi06mqwg" - }, - "outputs": [], - "source": [ - "fig, ax = plt.subplots(1,1,figsize=(16,5))\n", - "n = 64\n", - "\n", - "import scipy.spatial\n", - "train_z = model(cifar[:n], mode='encode').data.cpu().numpy()\n", - "test_z = model(cifar_test[:n], mode='encode').data.cpu().numpy()\n", - "sampled_z = model.sample_prior(n).data.cpu().numpy()\n", - "train_cdist = scipy.spatial.distance.cdist(train_z,train_z)\n", - "test_cdist = scipy.spatial.distance.cdist(test_z,test_z)\n", - "sampled_cdist = scipy.spatial.distance.cdist(sampled_z,sampled_z)\n", - "cax = ax.imshow(np.concatenate((train_cdist, test_cdist, sampled_cdist),1))\n", - "fig.colorbar(cax)\n", - "ax.set_xlabel('train, test, sampled z pairwise distances')\n", - "pass" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "jbTr7XdOmqwk" - }, - "source": [ - "### interpolation" - ] - }, - { - "cell_type": "code", - "execution_count": 0, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "GW25nRogmqwl" - }, - "outputs": [], - "source": [ - "def slerp(z0, z1, t):\n", - " \"\"\"Spherical linear interpolation over last dimension:\n", - " z0.shape = z1.shape = (m,...n, d) and t.shape = (q,) -> (q, m,...n, d)\n", - " Project to unit sphere and linearly interpolate magnitudes.\n", - " \"\"\"\n", - " m0, m1 = (np.linalg.norm(z, 2, -1) for z in (z0, z1))\n", - " p0, p1 = z0/np.expand_dims(m0,-1), z1/np.expand_dims(m1,-1)\n", - " omega = np.arccos((p0*p1).sum(-1))\n", - " while t.ndim<=omega.ndim:\n", - " t = np.expand_dims(t,-1)\n", - " sin_omega = np.sin(omega)\n", - " t0 = np.sin((1-t)*omega)/sin_omega\n", - " t1 = np.sin(t*omega)/sin_omega\n", - " lim = abs(omega)<1e-15\n", - " t1[lim] = t[lim]\n", - " t0[lim] = (1-t)[lim]\n", - " t0, t1 = np.expand_dims(t0, -1), np.expand_dims(t1, -1)\n", - " m = np.expand_dims((1-t)*m0 + t*m1, -1)\n", - " return m*(t0*p0 + t1*p1)\n", - "def slerp4(z, t):\n", - " # z (4,n) and t (m,) -> z' (m, m, n)\n", - " return slerp(\n", - " slerp(z[0], z[1], t),\n", - " slerp(z[2], z[3], t),\n", - " t)" - ] - }, - { - "cell_type": "code", - "execution_count": 0, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "i86OpdVMmqwq" - }, - "outputs": [], - "source": [ - "# torch.manual_seed(2)" - ] - }, - { - "cell_type": "code", - "execution_count": 0, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "nm5i0dthmqwu" - }, - "outputs": [], - "source": [ - "n = 7\n", - "fig,ax = plt.subplots(2,3,figsize=(17,11))\n", - "for ax in ax.flatten():\n", - " x = cifar_test[torch.LongTensor(np.random.randint(len(cifar_test),size=4))]\n", - " z = model(x, mode='encode')\n", - " z = slerp4(z.data.cpu().numpy(), np.linspace(0,1,n)).reshape(n*n,-1)\n", - " x_rec = model(z, mode='generate')\n", - " ax.imshow(make_grid(\n", - " x_rec.cpu().data, nrow=n, range=(-1,1), normalize=True\n", - " ).numpy().transpose(1,2,0), interpolation='nearest')" - ] - }, - { - "cell_type": "code", - "execution_count": 0, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "jBzhUq_1mqwz" - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "accelerator": "GPU", - "colab": { - "name": "2.alpha-gan.ipynb", - "provenance": [] - }, - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.8" - }, - "widgets": { - "application/vnd.jupyter.widget-state+json": { - "00fe4fb7a50646c58ec33e1c005b07b8": { - "model_module": "@jupyter-widgets/base", - "model_name": "LayoutModel", - "state": { - "_model_module": "@jupyter-widgets/base", - "_model_module_version": "1.2.0", - "_model_name": "LayoutModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "LayoutView", - "align_content": null, - "align_items": null, - "align_self": null, - "border": null, - "bottom": null, - "display": null, - "flex": null, - "flex_flow": null, - "grid_area": null, - "grid_auto_columns": null, - "grid_auto_flow": null, - "grid_auto_rows": null, - "grid_column": null, - "grid_gap": null, - "grid_row": null, - "grid_template_areas": null, - "grid_template_columns": null, - "grid_template_rows": null, - "height": null, - "justify_content": null, - "justify_items": null, - "left": null, - "margin": null, - "max_height": null, - "max_width": null, - "min_height": null, - "min_width": null, - "object_fit": null, - "object_position": null, - "order": null, - "overflow": null, - "overflow_x": null, - "overflow_y": null, - "padding": null, - "right": null, - "top": null, - "visibility": null, - "width": null - } - }, - "082e4f395f38407a94b22ed373b45a44": { - "model_module": "@jupyter-widgets/controls", - "model_name": "HTMLModel", - "state": { - "_dom_classes": [], - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "HTMLModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/controls", - "_view_module_version": "1.5.0", - "_view_name": "HTMLView", - "description": "", - "description_tooltip": null, - "layout": "IPY_MODEL_66ccd6417930418b98da96115493e140", - "placeholder": "​", - "style": "IPY_MODEL_5e0d087e8c72421fb2b1919dbba3a377", - "value": "170500096it [00:30, 15736685.35it/s]" - } - }, - "171f9d87475c4020804b22a1312bf89b": { - "model_module": "@jupyter-widgets/controls", - "model_name": "HTMLModel", - "state": { - "_dom_classes": [], - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "HTMLModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/controls", - "_view_module_version": "1.5.0", - "_view_name": "HTMLView", - "description": "", - "description_tooltip": null, - "layout": "IPY_MODEL_ced6c99c69d1496d9ca6b700a631e962", - "placeholder": "​", - "style": "IPY_MODEL_47b4d89673b3499fa4bc0f956716f5d3", - "value": " 99% 156/157 [00:21<00:00, 7.40it/s]" - } - }, - "19ab040ed7714754817b312b0af63c3a": { - "model_module": "@jupyter-widgets/controls", - "model_name": "HBoxModel", - "state": { - "_dom_classes": [], - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "HBoxModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/controls", - "_view_module_version": "1.5.0", - "_view_name": "HBoxView", - "box_style": "", - "children": [ - "IPY_MODEL_45a501258fd44fb888990f8a74121977", - "IPY_MODEL_082e4f395f38407a94b22ed373b45a44" - ], - "layout": "IPY_MODEL_e36e9f37a9df4ef8aa87f4209c86e5a6" - } - }, - "2534a46353084dc69fad9571ce258981": { - "model_module": "@jupyter-widgets/controls", - "model_name": "HTMLModel", - "state": { - "_dom_classes": [], - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "HTMLModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/controls", - "_view_module_version": "1.5.0", - "_view_name": "HTMLView", - "description": "", - "description_tooltip": null, - "layout": "IPY_MODEL_cd882cd2e2c74c47871b3e83408f2e14", - "placeholder": "​", - "style": "IPY_MODEL_36aada7d2f6744158e0ff3fc6d3ce0a6", - "value": " 22% 170/782 [01:34<05:41, 1.79it/s]" - } - }, - "2b077ae4248b4f6983c3ef99c332edae": { - "model_module": "@jupyter-widgets/base", - "model_name": "LayoutModel", - "state": { - "_model_module": "@jupyter-widgets/base", - "_model_module_version": "1.2.0", - "_model_name": "LayoutModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "LayoutView", - "align_content": null, - "align_items": null, - "align_self": null, - "border": null, - "bottom": null, - "display": null, - "flex": null, - "flex_flow": null, - "grid_area": null, - "grid_auto_columns": null, - "grid_auto_flow": null, - "grid_auto_rows": null, - "grid_column": null, - "grid_gap": null, - "grid_row": null, - "grid_template_areas": null, - "grid_template_columns": null, - "grid_template_rows": null, - "height": null, - "justify_content": null, - "justify_items": null, - "left": null, - "margin": null, - "max_height": null, - "max_width": null, - "min_height": null, - "min_width": null, - "object_fit": null, - "object_position": null, - "order": null, - "overflow": null, - "overflow_x": null, - "overflow_y": null, - "padding": null, - "right": null, - "top": null, - "visibility": null, - "width": null - } - }, - "2e14e504d59d4685a0bef108c47416a1": { - "model_module": "@jupyter-widgets/base", - "model_name": "LayoutModel", - "state": { - "_model_module": "@jupyter-widgets/base", - "_model_module_version": "1.2.0", - "_model_name": "LayoutModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "LayoutView", - "align_content": null, - "align_items": null, - "align_self": null, - "border": null, - "bottom": null, - "display": null, - "flex": null, - "flex_flow": null, - "grid_area": null, - "grid_auto_columns": null, - "grid_auto_flow": null, - "grid_auto_rows": null, - "grid_column": null, - "grid_gap": null, - "grid_row": null, - "grid_template_areas": null, - "grid_template_columns": null, - "grid_template_rows": null, - "height": null, - "justify_content": null, - "justify_items": null, - "left": null, - "margin": null, - "max_height": null, - "max_width": null, - "min_height": null, - "min_width": null, - "object_fit": null, - "object_position": null, - "order": null, - "overflow": null, - "overflow_x": null, - "overflow_y": null, - "padding": null, - "right": null, - "top": null, - "visibility": null, - "width": null - } - }, - "352f55380b8d43a492c4f70d6a0e698c": { - "model_module": "@jupyter-widgets/controls", - "model_name": "HTMLModel", - "state": { - "_dom_classes": [], - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "HTMLModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/controls", - "_view_module_version": "1.5.0", - "_view_name": "HTMLView", - "description": "", - "description_tooltip": null, - "layout": "IPY_MODEL_fb91407de2e24f009559a2d1da775f10", - "placeholder": "​", - "style": "IPY_MODEL_d576e345dd344619afa7271ccf855888", - "value": " 10% 1/10 [07:34<1:08:10, 454.52s/it]" - } - }, - "353de7603de84401808a7c6e3bbdf35f": { - "model_module": "@jupyter-widgets/base", - "model_name": "LayoutModel", - "state": { - "_model_module": "@jupyter-widgets/base", - "_model_module_version": "1.2.0", - "_model_name": "LayoutModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "LayoutView", - "align_content": null, - "align_items": null, - "align_self": null, - "border": null, - "bottom": null, - "display": null, - "flex": null, - "flex_flow": null, - "grid_area": null, - "grid_auto_columns": null, - "grid_auto_flow": null, - "grid_auto_rows": null, - "grid_column": null, - "grid_gap": null, - "grid_row": null, - "grid_template_areas": null, - "grid_template_columns": null, - "grid_template_rows": null, - "height": null, - "justify_content": null, - "justify_items": null, - "left": null, - "margin": null, - "max_height": null, - "max_width": null, - "min_height": null, - "min_width": null, - "object_fit": null, - "object_position": null, - "order": null, - "overflow": null, - "overflow_x": null, - "overflow_y": null, - "padding": null, - "right": null, - "top": null, - "visibility": null, - "width": null - } - }, - "36aada7d2f6744158e0ff3fc6d3ce0a6": { - "model_module": "@jupyter-widgets/controls", - "model_name": "DescriptionStyleModel", - "state": { - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "DescriptionStyleModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "StyleView", - "description_width": "" - } - }, - "3bad0fb5d1d14f7fb51ebb3b1c00ab1b": { - "model_module": "@jupyter-widgets/controls", - "model_name": "IntProgressModel", - "state": { - "_dom_classes": [], - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "IntProgressModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/controls", - "_view_module_version": "1.5.0", - "_view_name": "ProgressView", - "bar_style": "", - "description": "training batch", - "description_tooltip": null, - "layout": "IPY_MODEL_2b077ae4248b4f6983c3ef99c332edae", - "max": 782, - "min": 0, - "orientation": "horizontal", - "style": "IPY_MODEL_90bdb49716734a009d579d18d1455732", - "value": 782 - } - }, - "45a501258fd44fb888990f8a74121977": { - "model_module": "@jupyter-widgets/controls", - "model_name": "IntProgressModel", - "state": { - "_dom_classes": [], - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "IntProgressModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/controls", - "_view_module_version": "1.5.0", - "_view_name": "ProgressView", - "bar_style": "info", - "description": "", - "description_tooltip": null, - "layout": "IPY_MODEL_00fe4fb7a50646c58ec33e1c005b07b8", - "max": 1, - "min": 0, - "orientation": "horizontal", - "style": "IPY_MODEL_e9be692b5b734a189974d77fdcc633dd", - "value": 1 - } - }, - "47b4d89673b3499fa4bc0f956716f5d3": { - "model_module": "@jupyter-widgets/controls", - "model_name": "DescriptionStyleModel", - "state": { - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "DescriptionStyleModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "StyleView", - "description_width": "" - } - }, - "52aee75deda74a16802a3dcc4cee56de": { - "model_module": "@jupyter-widgets/controls", - "model_name": "IntProgressModel", - "state": { - "_dom_classes": [], - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "IntProgressModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/controls", - "_view_module_version": "1.5.0", - "_view_name": "ProgressView", - "bar_style": "danger", - "description": "epoch", - "description_tooltip": null, - "layout": "IPY_MODEL_7f59c6c59c8f4c4e9b65b0849e73134d", - "max": 10, - "min": 0, - "orientation": "horizontal", - "style": "IPY_MODEL_e9ed4e8ddb9a4a1e9a52adcea5acf713", - "value": 1 - } - }, - "536c5724ec104f679a92d16e89160279": { - "model_module": "@jupyter-widgets/controls", - "model_name": "ProgressStyleModel", - "state": { - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "ProgressStyleModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "StyleView", - "bar_color": null, - "description_width": "initial" - } - }, - "5e0d087e8c72421fb2b1919dbba3a377": { - "model_module": "@jupyter-widgets/controls", - "model_name": "DescriptionStyleModel", - "state": { - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "DescriptionStyleModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "StyleView", - "description_width": "" - } - }, - "66ccd6417930418b98da96115493e140": { - "model_module": "@jupyter-widgets/base", - "model_name": "LayoutModel", - "state": { - "_model_module": "@jupyter-widgets/base", - "_model_module_version": "1.2.0", - "_model_name": "LayoutModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "LayoutView", - "align_content": null, - "align_items": null, - "align_self": null, - "border": null, - "bottom": null, - "display": null, - "flex": null, - "flex_flow": null, - "grid_area": null, - "grid_auto_columns": null, - "grid_auto_flow": null, - "grid_auto_rows": null, - "grid_column": null, - "grid_gap": null, - "grid_row": null, - "grid_template_areas": null, - "grid_template_columns": null, - "grid_template_rows": null, - "height": null, - "justify_content": null, - "justify_items": null, - "left": null, - "margin": null, - "max_height": null, - "max_width": null, - "min_height": null, - "min_width": null, - "object_fit": null, - "object_position": null, - "order": null, - "overflow": null, - "overflow_x": null, - "overflow_y": null, - "padding": null, - "right": null, - "top": null, - "visibility": null, - "width": null - } - }, - "723de5911e8b4d89974274db176d2777": { - "model_module": "@jupyter-widgets/base", - "model_name": "LayoutModel", - "state": { - "_model_module": "@jupyter-widgets/base", - "_model_module_version": "1.2.0", - "_model_name": "LayoutModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "LayoutView", - "align_content": null, - "align_items": null, - "align_self": null, - "border": null, - "bottom": null, - "display": null, - "flex": null, - "flex_flow": null, - "grid_area": null, - "grid_auto_columns": null, - "grid_auto_flow": null, - "grid_auto_rows": null, - "grid_column": null, - "grid_gap": null, - "grid_row": null, - "grid_template_areas": null, - "grid_template_columns": null, - "grid_template_rows": null, - "height": null, - "justify_content": null, - "justify_items": null, - "left": null, - "margin": null, - "max_height": null, - "max_width": null, - "min_height": null, - "min_width": null, - "object_fit": null, - "object_position": null, - "order": null, - "overflow": null, - "overflow_x": null, - "overflow_y": null, - "padding": null, - "right": null, - "top": null, - "visibility": null, - "width": null - } - }, - "7ee42f4703234956afc5ff5a4fda0f1c": { - "model_module": "@jupyter-widgets/controls", - "model_name": "HBoxModel", - "state": { - "_dom_classes": [], - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "HBoxModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/controls", - "_view_module_version": "1.5.0", - "_view_name": "HBoxView", - "box_style": "", - "children": [ - "IPY_MODEL_3bad0fb5d1d14f7fb51ebb3b1c00ab1b", - "IPY_MODEL_ffd2b78ce4424a33a1a804d8febab240" - ], - "layout": "IPY_MODEL_bd84920c653f4c2d8fd6df0326d6a731" - } - }, - "7f59c6c59c8f4c4e9b65b0849e73134d": { - "model_module": "@jupyter-widgets/base", - "model_name": "LayoutModel", - "state": { - "_model_module": "@jupyter-widgets/base", - "_model_module_version": "1.2.0", - "_model_name": "LayoutModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "LayoutView", - "align_content": null, - "align_items": null, - "align_self": null, - "border": null, - "bottom": null, - "display": null, - "flex": null, - "flex_flow": null, - "grid_area": null, - "grid_auto_columns": null, - "grid_auto_flow": null, - "grid_auto_rows": null, - "grid_column": null, - "grid_gap": null, - "grid_row": null, - "grid_template_areas": null, - "grid_template_columns": null, - "grid_template_rows": null, - "height": null, - "justify_content": null, - "justify_items": null, - "left": null, - "margin": null, - "max_height": null, - "max_width": null, - "min_height": null, - "min_width": null, - "object_fit": null, - "object_position": null, - "order": null, - "overflow": null, - "overflow_x": null, - "overflow_y": null, - "padding": null, - "right": null, - "top": null, - "visibility": null, - "width": null - } - }, - "8a991f775b1647d38bbfb284a8749b6c": { - "model_module": "@jupyter-widgets/base", - "model_name": "LayoutModel", - "state": { - "_model_module": "@jupyter-widgets/base", - "_model_module_version": "1.2.0", - "_model_name": "LayoutModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "LayoutView", - "align_content": null, - "align_items": null, - "align_self": null, - "border": null, - "bottom": null, - "display": null, - "flex": null, - "flex_flow": null, - "grid_area": null, - "grid_auto_columns": null, - "grid_auto_flow": null, - "grid_auto_rows": null, - "grid_column": null, - "grid_gap": null, - "grid_row": null, - "grid_template_areas": null, - "grid_template_columns": null, - "grid_template_rows": null, - "height": null, - "justify_content": null, - "justify_items": null, - "left": null, - "margin": null, - "max_height": null, - "max_width": null, - "min_height": null, - "min_width": null, - "object_fit": null, - "object_position": null, - "order": null, - "overflow": null, - "overflow_x": null, - "overflow_y": null, - "padding": null, - "right": null, - "top": null, - "visibility": null, - "width": null - } - }, - "8d3fc534c4884cd78372d66fb5293868": { - "model_module": "@jupyter-widgets/controls", - "model_name": "ProgressStyleModel", - "state": { - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "ProgressStyleModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "StyleView", - "bar_color": null, - "description_width": "initial" - } - }, - "90bdb49716734a009d579d18d1455732": { - "model_module": "@jupyter-widgets/controls", - "model_name": "ProgressStyleModel", - "state": { - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "ProgressStyleModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "StyleView", - "bar_color": null, - "description_width": "initial" - } - }, - "9801ba49f2d04fdd9cfe2bf2406a39f7": { - "model_module": "@jupyter-widgets/controls", - "model_name": "DescriptionStyleModel", - "state": { - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "DescriptionStyleModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "StyleView", - "description_width": "" - } - }, - "a26e02db2caf46e291e4cf2aa76e76ad": { - "model_module": "@jupyter-widgets/controls", - "model_name": "IntProgressModel", - "state": { - "_dom_classes": [], - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "IntProgressModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/controls", - "_view_module_version": "1.5.0", - "_view_name": "ProgressView", - "bar_style": "", - "description": "validating batch", - "description_tooltip": null, - "layout": "IPY_MODEL_723de5911e8b4d89974274db176d2777", - "max": 157, - "min": 0, - "orientation": "horizontal", - "style": "IPY_MODEL_8d3fc534c4884cd78372d66fb5293868", - "value": 156 - } - }, - "bd84920c653f4c2d8fd6df0326d6a731": { - "model_module": "@jupyter-widgets/base", - "model_name": "LayoutModel", - "state": { - "_model_module": "@jupyter-widgets/base", - "_model_module_version": "1.2.0", - "_model_name": "LayoutModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "LayoutView", - "align_content": null, - "align_items": null, - "align_self": null, - "border": null, - "bottom": null, - "display": null, - "flex": null, - "flex_flow": null, - "grid_area": null, - "grid_auto_columns": null, - "grid_auto_flow": null, - "grid_auto_rows": null, - "grid_column": null, - "grid_gap": null, - "grid_row": null, - "grid_template_areas": null, - "grid_template_columns": null, - "grid_template_rows": null, - "height": null, - "justify_content": null, - "justify_items": null, - "left": null, - "margin": null, - "max_height": null, - "max_width": null, - "min_height": null, - "min_width": null, - "object_fit": null, - "object_position": null, - "order": null, - "overflow": null, - "overflow_x": null, - "overflow_y": null, - "padding": null, - "right": null, - "top": null, - "visibility": null, - "width": null - } - }, - "c5ab3b9fe04b400bbb56c46e67f48f7b": { - "model_module": "@jupyter-widgets/controls", - "model_name": "HBoxModel", - "state": { - "_dom_classes": [], - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "HBoxModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/controls", - "_view_module_version": "1.5.0", - "_view_name": "HBoxView", - "box_style": "", - "children": [ - "IPY_MODEL_fcf741b3be19495987c11e4e32817861", - "IPY_MODEL_2534a46353084dc69fad9571ce258981" - ], - "layout": "IPY_MODEL_8a991f775b1647d38bbfb284a8749b6c" - } - }, - "cd882cd2e2c74c47871b3e83408f2e14": { - "model_module": "@jupyter-widgets/base", - "model_name": "LayoutModel", - "state": { - "_model_module": "@jupyter-widgets/base", - "_model_module_version": "1.2.0", - "_model_name": "LayoutModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "LayoutView", - "align_content": null, - "align_items": null, - "align_self": null, - "border": null, - "bottom": null, - "display": null, - "flex": null, - "flex_flow": null, - "grid_area": null, - "grid_auto_columns": null, - "grid_auto_flow": null, - "grid_auto_rows": null, - "grid_column": null, - "grid_gap": null, - "grid_row": null, - "grid_template_areas": null, - "grid_template_columns": null, - "grid_template_rows": null, - "height": null, - "justify_content": null, - "justify_items": null, - "left": null, - "margin": null, - "max_height": null, - "max_width": null, - "min_height": null, - "min_width": null, - "object_fit": null, - "object_position": null, - "order": null, - "overflow": null, - "overflow_x": null, - "overflow_y": null, - "padding": null, - "right": null, - "top": null, - "visibility": null, - "width": null - } - }, - "ced6c99c69d1496d9ca6b700a631e962": { - "model_module": "@jupyter-widgets/base", - "model_name": "LayoutModel", - "state": { - "_model_module": "@jupyter-widgets/base", - "_model_module_version": "1.2.0", - "_model_name": "LayoutModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "LayoutView", - "align_content": null, - "align_items": null, - "align_self": null, - "border": null, - "bottom": null, - "display": null, - "flex": null, - "flex_flow": null, - "grid_area": null, - "grid_auto_columns": null, - "grid_auto_flow": null, - "grid_auto_rows": null, - "grid_column": null, - "grid_gap": null, - "grid_row": null, - "grid_template_areas": null, - "grid_template_columns": null, - "grid_template_rows": null, - "height": null, - "justify_content": null, - "justify_items": null, - "left": null, - "margin": null, - "max_height": null, - "max_width": null, - "min_height": null, - "min_width": null, - "object_fit": null, - "object_position": null, - "order": null, - "overflow": null, - "overflow_x": null, - "overflow_y": null, - "padding": null, - "right": null, - "top": null, - "visibility": null, - "width": null - } - }, - "d576e345dd344619afa7271ccf855888": { - "model_module": "@jupyter-widgets/controls", - "model_name": "DescriptionStyleModel", - "state": { - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "DescriptionStyleModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "StyleView", - "description_width": "" - } - }, - "db40e0128a3a4a518f66d76b1806c353": { - "model_module": "@jupyter-widgets/controls", - "model_name": "HBoxModel", - "state": { - "_dom_classes": [], - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "HBoxModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/controls", - "_view_module_version": "1.5.0", - "_view_name": "HBoxView", - "box_style": "", - "children": [ - "IPY_MODEL_52aee75deda74a16802a3dcc4cee56de", - "IPY_MODEL_352f55380b8d43a492c4f70d6a0e698c" - ], - "layout": "IPY_MODEL_de4f03c00a1b49228be7c95f46b19eec" - } - }, - "de4f03c00a1b49228be7c95f46b19eec": { - "model_module": "@jupyter-widgets/base", - "model_name": "LayoutModel", - "state": { - "_model_module": "@jupyter-widgets/base", - "_model_module_version": "1.2.0", - "_model_name": "LayoutModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "LayoutView", - "align_content": null, - "align_items": null, - "align_self": null, - "border": null, - "bottom": null, - "display": null, - "flex": null, - "flex_flow": null, - "grid_area": null, - "grid_auto_columns": null, - "grid_auto_flow": null, - "grid_auto_rows": null, - "grid_column": null, - "grid_gap": null, - "grid_row": null, - "grid_template_areas": null, - "grid_template_columns": null, - "grid_template_rows": null, - "height": null, - "justify_content": null, - "justify_items": null, - "left": null, - "margin": null, - "max_height": null, - "max_width": null, - "min_height": null, - "min_width": null, - "object_fit": null, - "object_position": null, - "order": null, - "overflow": null, - "overflow_x": null, - "overflow_y": null, - "padding": null, - "right": null, - "top": null, - "visibility": null, - "width": null - } - }, - "e36e9f37a9df4ef8aa87f4209c86e5a6": { - "model_module": "@jupyter-widgets/base", - "model_name": "LayoutModel", - "state": { - "_model_module": "@jupyter-widgets/base", - "_model_module_version": "1.2.0", - "_model_name": "LayoutModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "LayoutView", - "align_content": null, - "align_items": null, - "align_self": null, - "border": null, - "bottom": null, - "display": null, - "flex": null, - "flex_flow": null, - "grid_area": null, - "grid_auto_columns": null, - "grid_auto_flow": null, - "grid_auto_rows": null, - "grid_column": null, - "grid_gap": null, - "grid_row": null, - "grid_template_areas": null, - "grid_template_columns": null, - "grid_template_rows": null, - "height": null, - "justify_content": null, - "justify_items": null, - "left": null, - "margin": null, - "max_height": null, - "max_width": null, - "min_height": null, - "min_width": null, - "object_fit": null, - "object_position": null, - "order": null, - "overflow": null, - "overflow_x": null, - "overflow_y": null, - "padding": null, - "right": null, - "top": null, - "visibility": null, - "width": null - } - }, - "e50fe478f0824fb881210e37d29875c8": { - "model_module": "@jupyter-widgets/controls", - "model_name": "HBoxModel", - "state": { - "_dom_classes": [], - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "HBoxModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/controls", - "_view_module_version": "1.5.0", - "_view_name": "HBoxView", - "box_style": "", - "children": [ - "IPY_MODEL_a26e02db2caf46e291e4cf2aa76e76ad", - "IPY_MODEL_171f9d87475c4020804b22a1312bf89b" - ], - "layout": "IPY_MODEL_eb85fd3c8a894be188b8d7b4fc9a6acb" - } - }, - "e9be692b5b734a189974d77fdcc633dd": { - "model_module": "@jupyter-widgets/controls", - "model_name": "ProgressStyleModel", - "state": { - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "ProgressStyleModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "StyleView", - "bar_color": null, - "description_width": "" - } - }, - "e9ed4e8ddb9a4a1e9a52adcea5acf713": { - "model_module": "@jupyter-widgets/controls", - "model_name": "ProgressStyleModel", - "state": { - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "ProgressStyleModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "StyleView", - "bar_color": null, - "description_width": "initial" - } - }, - "eb85fd3c8a894be188b8d7b4fc9a6acb": { - "model_module": "@jupyter-widgets/base", - "model_name": "LayoutModel", - "state": { - "_model_module": "@jupyter-widgets/base", - "_model_module_version": "1.2.0", - "_model_name": "LayoutModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "LayoutView", - "align_content": null, - "align_items": null, - "align_self": null, - "border": null, - "bottom": null, - "display": null, - "flex": null, - "flex_flow": null, - "grid_area": null, - "grid_auto_columns": null, - "grid_auto_flow": null, - "grid_auto_rows": null, - "grid_column": null, - "grid_gap": null, - "grid_row": null, - "grid_template_areas": null, - "grid_template_columns": null, - "grid_template_rows": null, - "height": null, - "justify_content": null, - "justify_items": null, - "left": null, - "margin": null, - "max_height": null, - "max_width": null, - "min_height": null, - "min_width": null, - "object_fit": null, - "object_position": null, - "order": null, - "overflow": null, - "overflow_x": null, - "overflow_y": null, - "padding": null, - "right": null, - "top": null, - "visibility": null, - "width": null - } - }, - "fb91407de2e24f009559a2d1da775f10": { - "model_module": "@jupyter-widgets/base", - "model_name": "LayoutModel", - "state": { - "_model_module": "@jupyter-widgets/base", - "_model_module_version": "1.2.0", - "_model_name": "LayoutModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "LayoutView", - "align_content": null, - "align_items": null, - "align_self": null, - "border": null, - "bottom": null, - "display": null, - "flex": null, - "flex_flow": null, - "grid_area": null, - "grid_auto_columns": null, - "grid_auto_flow": null, - "grid_auto_rows": null, - "grid_column": null, - "grid_gap": null, - "grid_row": null, - "grid_template_areas": null, - "grid_template_columns": null, - "grid_template_rows": null, - "height": null, - "justify_content": null, - "justify_items": null, - "left": null, - "margin": null, - "max_height": null, - "max_width": null, - "min_height": null, - "min_width": null, - "object_fit": null, - "object_position": null, - "order": null, - "overflow": null, - "overflow_x": null, - "overflow_y": null, - "padding": null, - "right": null, - "top": null, - "visibility": null, - "width": null - } - }, - "fcf741b3be19495987c11e4e32817861": { - "model_module": "@jupyter-widgets/controls", - "model_name": "IntProgressModel", - "state": { - "_dom_classes": [], - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "IntProgressModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/controls", - "_view_module_version": "1.5.0", - "_view_name": "ProgressView", - "bar_style": "danger", - "description": "training batch", - "description_tooltip": null, - "layout": "IPY_MODEL_2e14e504d59d4685a0bef108c47416a1", - "max": 782, - "min": 0, - "orientation": "horizontal", - "style": "IPY_MODEL_536c5724ec104f679a92d16e89160279", - "value": 170 - } - }, - "ffd2b78ce4424a33a1a804d8febab240": { - "model_module": "@jupyter-widgets/controls", - "model_name": "HTMLModel", - "state": { - "_dom_classes": [], - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "HTMLModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/controls", - "_view_module_version": "1.5.0", - "_view_name": "HTMLView", - "description": "", - "description_tooltip": null, - "layout": "IPY_MODEL_353de7603de84401808a7c6e3bbdf35f", - "placeholder": "​", - "style": "IPY_MODEL_9801ba49f2d04fdd9cfe2bf2406a39f7", - "value": "100% 782/782 [07:12<00:00, 2.21it/s]" - } - } - } - } - }, - "nbformat": 4, - "nbformat_minor": 1 -}