From 4fb2acfbc2f12f2f3fa69f48c27c25d1fb1b32cd Mon Sep 17 00:00:00 2001 From: Octavi Fernandez Date: Tue, 10 Mar 2020 10:41:39 +0100 Subject: [PATCH 1/5] first commit --- .../Cleaning-checkpoint.ipynb | 6 + .../.ipynb_checkpoints/main-checkpoint.ipynb | 1852 +++++++ your-project/cleaning.ipynb | 301 ++ ...ekwondo_Technique_Classification_Stats.csv | 4750 +++++++++++++++++ your-project/data/Taekwondo_people.csv | 7 + your-project/data/clean_data.csv | 81 + your-project/main.ipynb | 1852 +++++++ your-project/main.py | 39 + 8 files changed, 8888 insertions(+) create mode 100644 your-project/.ipynb_checkpoints/Cleaning-checkpoint.ipynb create mode 100644 your-project/.ipynb_checkpoints/main-checkpoint.ipynb create mode 100644 your-project/cleaning.ipynb create mode 100644 your-project/data/Taekwondo_Technique_Classification_Stats.csv create mode 100644 your-project/data/Taekwondo_people.csv create mode 100644 your-project/data/clean_data.csv create mode 100644 your-project/main.ipynb create mode 100644 your-project/main.py diff --git a/your-project/.ipynb_checkpoints/Cleaning-checkpoint.ipynb b/your-project/.ipynb_checkpoints/Cleaning-checkpoint.ipynb new file mode 100644 index 00000000..2fd64429 --- /dev/null +++ b/your-project/.ipynb_checkpoints/Cleaning-checkpoint.ipynb @@ -0,0 +1,6 @@ +{ + "cells": [], + "metadata": {}, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/your-project/.ipynb_checkpoints/main-checkpoint.ipynb b/your-project/.ipynb_checkpoints/main-checkpoint.ipynb new file mode 100644 index 00000000..59f8ff1e --- /dev/null +++ b/your-project/.ipynb_checkpoints/main-checkpoint.ipynb @@ -0,0 +1,1852 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd, numpy as np\n", + "import matplotlib.pyplot as plt\n", + "pd.set_option('display.max_columns', None)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Reading the data" + ] + }, + { + "cell_type": "code", + "execution_count": 196, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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P.20 P.21 \\\n", + "0 P3 P3 P3 P3 P3 P4 P4 P4 P4 P4 P5 P5 \n", + "1 1 2 3 4 5 1 2 3 4 5 1 2 \n", + "2 1027 1027 1026 1026 1026 1026 1026 1027 1026 1026 1026 1026 \n", + "3 1026 1026 1026 1026 1026 1026 1026 1025 1026 1026 1026 1028 \n", + "4 1026 1026 1026 1026 1026 1026 1026 1026 1026 1026 1026 1028 \n", + "\n", + " P.22 P.23 P.24 P.25 P.26 P.27 P.28 P.29 \n", + "0 P5 P5 P5 P6 P6 P6 P6 P6 \n", + "1 3 4 5 1 2 3 4 5 \n", + "2 1026 1026 1026 1026 1026 1026 1026 1026 \n", + "3 1026 1026 1025 1026 1026 1026 1026 1026 \n", + "4 1026 1026 1025 1025 1026 1026 1026 1025 " + ] + }, + "execution_count": 196, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = pd.read_csv('data/Taekwondo_Technique_Classification_Stats.csv')\n", + "original_data = pd.read_csv('data/Taekwondo_Technique_Classification_Stats.csv')\n", + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 195, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(4749, 115)" + ] + }, + "execution_count": 195, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['P1', '1', '1026', '1027', '1021', '1025', '1017', '1024', '1019',\n", + " '1031', '1023', '1022', '1015', '1053', '1067', '1078', '1058',\n", + " '1045', '1039', '1040', '1029', '1016', '1028', '1054', '1064',\n", + " '1068', '1051', '1043', '1038', '1033', '1030', '1014', '1009',\n", + " '1010', '1011', '1012', '1013', nan], dtype=object)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.R.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Technique object\n", + "R object\n", + "R.1 object\n", + "R.2 object\n", + "R.3 object\n", + " ... \n", + "P.25 object\n", + "P.26 object\n", + "P.27 object\n", + "P.28 object\n", + "P.29 object\n", + "Length: 116, dtype: object" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.dtypes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Defining functions" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Defining a function to get only the interesting data:\n", + "\n", + "As every column is on different time lengths, we need to remove all the NaN produced after the impact." + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1032" + ] + }, + "execution_count": 168, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def cut_data(data):\n", + " new_data = data[~data.isna()][2:].astype('int64')\n", + " # Taking only from row 2 because 0 and 1 are descriptive.\n", + " return new_data\n", + "\n", + "# data_str = cut_data(data['C.4'])\n", + "# data_str.max()" + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 169, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(data_str)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As this graph is not usable, we need to clean it" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Defining a function to set the mean to 0\n", + "\n", + "We need to remove the offset created by the lecture.\n", + "We substract the mean from the number to have data gathered around value 0." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "140" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# We could set the mean to 1026, as it seems to be the starting value for almost every lecture. \n", + "\n", + "def norm(data):\n", + " data_mean = int(data.mean())\n", + "# Because the data is full of integers, we don't want to convert the dataset to a float series.\n", + " new_data = []\n", + " for i in range(len(data)):\n", + " new_point = data.iloc[i] - data_mean\n", + " new_data.append(new_point)\n", + " return new_data\n", + " \n", + "# data_norm = norm(data_str)\n", + "# max(data_norm)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Defining a function to remove small noise\n", + "\n", + "There seems to be static noise in the data. We can define the upper and lower limits to remove it." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 140\n", + "dtype: int64" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def small_noise(data, lower, upper):\n", + " new_data = [x if (x>upper or x\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", + "
0
0NaN
1NaN
20.0
30.0
40.0
......
33030.0
33040.0
33050.0
33060.0
33070.0
\n", + "

3308 rows × 1 columns

\n", + "" + ], + "text/plain": [ + " 0\n", + "0 NaN\n", + "1 NaN\n", + "2 0.0\n", + "3 0.0\n", + "4 0.0\n", + "... ...\n", + "3303 0.0\n", + "3304 0.0\n", + "3305 0.0\n", + "3306 0.0\n", + "3307 0.0\n", + "\n", + "[3308 rows x 1 columns]" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def rolling(data, smoother):\n", + " new_data = data.rolling(window = smoother).sum()\n", + " return pd.DataFrame(new_data)\n", + "\n", + "# smooth = 3\n", + "# data_rolled = rolling(data_non_noise, smooth)\n", + "# data_rolled" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " Checking the data cleaning with a graph" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "viewing = cut_data(data.iloc[:,2])\n", + "\n", + "test = rolling(small_noise(norm(cut_data(viewing)), -10, 10), 2)\n", + "\n", + "plt.plot(viewing)\n", + "plt.plot(test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This graph is too small to show anything visible. We need to make other kind of graphs." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "How many graphs do you wish to see? 3\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# We plot the original data next to the cleaned and zoomed in data.\n", + "# The objective is to show a better lecture of the data.\n", + "\n", + "number_of_graphs = int(input('How many graphs do you wish to see? '))\n", + "fig, ax = plt.subplots(number_of_graphs, 2, figsize= (10,number_of_graphs*4),gridspec_kw={'width_ratios': [2, 1]})\n", + "lower, upper = -10, 10\n", + "smooth = 3\n", + "\n", + "for i in range(number_of_graphs):\n", + " viewing = cut_data(data.iloc[:,i+80])\n", + " test = rolling(small_noise(norm(viewing), lower, upper), smooth)\n", + " \n", + " test_max = viewing[viewing == viewing.max()].index[0]\n", + " \n", + " ax[i,0].plot(viewing, color='orange')\n", + " ax[i,1].plot(test)\n", + " ax[i,1].set_xlim(test_max - 30, test_max + 50)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1884, 1954)" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 2, figsize= (16, 4))\n", + "lower, upper = -10, 20\n", + "smooth = 3\n", + "\n", + "viewing = cut_data(data.iloc[:,55])\n", + "test_max = viewing[viewing == viewing.max()].index[0]\n", + "\n", + "test = rolling(small_noise(norm(viewing), lower, upper), smooth)\n", + "ax[0].plot(viewing, color='orange')\n", + "ax[1].plot(test)\n", + "ax[1].set_xlim(test_max - 20, test_max + 50)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Function to find the top peak of the data" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ nan, 0., 22., 94., 119., 59., -22., -119., -106.,\n", + " -201., 47., 129., 25., 32., 36., 15., -4., -36.,\n", + " -40., -28., 26., 29., 9., 2., -12., -35., -31.,\n", + " -24., 23., 21., -2., 3., 7., 12., 11., 8.,\n", + " 20., 19., -15., 4., 18., -63., -43., -25., 24.,\n", + " -21., -26.])" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def peak(data):\n", + " new_data = []\n", + " for i in range(len(data)-1):\n", + " new_data.append(data.iloc[i+1]-data.iloc[i])\n", + " return pd.DataFrame(new_data)\n", + "\n", + "test_peak = peak(test)\n", + "test_peak.iloc[:,0].unique()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Creating a new DataFrame with the hitting point of every strike" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### We need to drop the first column, as it only contains headers" + ] + }, + { + "cell_type": "code", + "execution_count": 199, + "metadata": {}, + "outputs": [], + "source": [ + "data.drop(columns = 'Technique', inplace = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 298, + "metadata": {}, + "outputs": [], + "source": [ + "lower, upper, smooth, min_time, max_time = -8, 5, 3, 30, 50\n", + "\n", + "clean_data = pd.DataFrame()\n", + "j = 0\n", + "\n", + "for column in data.columns:\n", + " name = data[column][0] + '-' + column[0] + '-' + data[column][1]\n", + "# The name will take the person's ID, the class of the strike and the number of trial\n", + "\n", + " clean_ = rolling(small_noise(norm(cut_data(data.iloc[:,j])), lower, upper), smooth)\n", + "# We just run all the little functions to clean the data\n", + " \n", + " pos_max = clean_[clean_[0] == clean_[0].max()].index[0]\n", + "# We find which is the maximum of the dataset\n", + "\n", + " temp_list = clean_.iloc[pos_max - min_time: pos_max + max_time]\n", + "# We determine the range of the data we want\n", + " \n", + " clean_data[name] = temp_list[0].reset_index(drop=True)\n", + "# We add it to a new dataframe\n", + "\n", + " j += 1\n", + "# clean_data = clean_data.transpose()\n", + "# # We transpose the data in order to access them directly.\n", + "\n", + "clean_data.to_csv('data/clean_data.csv', sep = ',')\n", + "# Save the new DataFrame into a CSV file for further manipulations." + ] + }, + { + "cell_type": "code", + "execution_count": 299, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(80, 115)" + ] + }, + "execution_count": 299, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clean_data.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We converted a (4749, 115) dataset into a (80,115) dataset." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plotting the maximums of every series" + ] + }, + { + "cell_type": "code", + "execution_count": 300, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 300, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Participant IDSexAgeWeight (kg)Experience (years)Belt
0P1M7251Green
1P2M9232Red Stripe
2P3M13396Black Stripe
3P4M14438Black (Competitive)
4P5F16548Black (Competitive)
5P6M167213Black (Competitive)
\n", + "
" + ], + "text/plain": [ + " Participant ID Sex Age Weight (kg) Experience (years) \\\n", + "0 P1 M 7 25 1 \n", + "1 P2 M 9 23 2 \n", + "2 P3 M 13 39 6 \n", + "3 P4 M 14 43 8 \n", + "4 P5 F 16 54 8 \n", + "5 P6 M 16 72 13 \n", + "\n", + " Belt \n", + "0 Green \n", + "1 Red Stripe \n", + "2 Black Stripe \n", + "3 Black (Competitive) \n", + "4 Black (Competitive) \n", + "5 Black (Competitive) " + ] + }, + "execution_count": 197, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list_of_people = pd.read_csv('data/Taekwondo_people.csv')\n", + "print(list_of_people.dtypes)\n", + "list_of_people" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Group the kicks by participant and type." + ] + }, + { + "cell_type": "code", + "execution_count": 302, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['P1-R', 'P2-R', 'P3-R', 'P4-R', 'P5-R', 'P6-R', 'P1-B', 'P2-B', 'P3-B', 'P4-B', 'P5-B', 'P1-C', 'P2-C', 'P3-C', 'P4-C', 'P5-C', 'P6-C', 'P1-P', 'P2-P', 'P3-P', 'P4-P', 'P5-P', 'P6-P']\n" + ] + } + ], + "source": [ + "list_of_person_per_kick = []\n", + "for i in clean_data.columns:\n", + " if i[:4] not in list_of_person_per_kick:\n", + " list_of_person_per_kick.append(i[:4])\n", + "print(list_of_person_per_kick)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 321, + "metadata": {}, + "outputs": [], + "source": [ + "def mean_of_kick(data, value):\n", + " test_df = pd.DataFrame()\n", + "\n", + " for i in data.columns:\n", + " if i[:4] == value:\n", + " test_df[i] = data.loc[:, i].reset_index(drop=True)\n", + "\n", + " new_mean = test_df.mean(axis=1)\n", + " \n", + " return new_mean\n", + "\n", + "\n", + "data_means = pd.DataFrame()\n", + "for i in list_of_person_per_kick:\n", + " data_means[i] = mean_of_kick(clean_data, i)\n", + " \n", + "# data_means" + ] + }, + { + "cell_type": "code", + "execution_count": 347, + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "'RangeIndex' object is not callable", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata_means\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabel\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mi\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 7\u001b[0m \u001b[0mymax\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmax\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata_means\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 8\u001b[1;33m \u001b[0mxpos\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdata_means\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mymax\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 9\u001b[0m \u001b[0mxmax\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mxpos\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 10\u001b[0m ax.annotate('local max', xy=(xmax, ymax), xytext=(xmax, ymax+5),\n", + "\u001b[1;31mTypeError\u001b[0m: 'RangeIndex' object is not callable" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10,8))\n", + "\n", + "value = 'P'\n", + "for i in data_means.columns:\n", + " if i.endswith(value):\n", + " plt.plot(data_means.loc[:,i], label = i[:2])\n", + "ymax = max(data_means)\n", + "xpos = data_means.index(ymax)\n", + "xmax = x[xpos]\n", + "ax.annotate('local max', xy=(xmax, ymax), xytext=(xmax, ymax+5),\n", + " arrowprops=dict(facecolor='black', shrink=0.05),)\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 346, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "values = ['Round', 'Back', 'Cut', 'Punch']\n", + "fig, ax = plt.subplots(4, 1, figsize = (10,20))\n", + "\n", + "for j in range(4):\n", + " for i in data_means.columns:\n", + " if i.endswith(values[j][0]):\n", + " ax[j].plot(data_means.loc[:,i], label = i[:2])\n", + " ax[j].set_title(values[j])\n", + "plt.legend()\n", + "\n", + "\n", + "plt.show()\n", + "plt.clf()" + ] + }, + { + "cell_type": "code", + "execution_count": 346, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "values = ['Round', 'Back', 'Cut', 'Punch']\n", + "fig, ax = plt.subplots(4, 1, figsize = (10,20))\n", + "\n", + "for j in range(4):\n", + " for i in data_means.columns:\n", + " if i.endswith(values[j][0]):\n", + " ax[j].plot(data_means.loc[:,i], label = i[:2])\n", + " ax[j].set_title(values[j])\n", + " ymax = max(y)\n", + " xpos = y.index(ymax)\n", + " xmax = x[xpos]\n", + " ax.annotate('local max', xy=(xmax, ymax), xytext=(xmax, ymax+5),\n", + " arrowprops=dict(facecolor='black', shrink=0.05),)\n", + "plt.legend()\n", + "\n", + "\n", + "plt.show()\n", + "plt.clf()" + ] + } + ], + "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/your-project/cleaning.ipynb b/your-project/cleaning.ipynb new file mode 100644 index 00000000..245cecf3 --- /dev/null +++ b/your-project/cleaning.ipynb @@ -0,0 +1,301 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd, numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Function to clean" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def cleaner(data, lower, upper, roll):\n", + " new_data = roll_data(small_noise(norm_data(cut_data(data)), lower, upper), roll)\n", + " \n", + " return new_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Defining a function to get only the interesting data:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "def cut_data(data):\n", + " new_data = data[~data.isna()][2:].astype('int64')\n", + " return new_data\n", + "\n", + "# test = cut_data(data['R.9'])\n", + "# test.max()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Defining a function to set the mean to 0" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def norm_data(data):\n", + " data_mean = int(data.mean())\n", + " new_data = []\n", + " for i in range(len(data)):\n", + " new_point = data.iloc[i] - data_mean\n", + " new_data.append(new_point)\n", + " return new_data\n", + " \n", + "# data_norm = norm(data_str)\n", + "# max(data_norm)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Defining a function to remove small noise" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "def small_noise(data, lower, upper):\n", + " new_data = [x if (x>upper or x" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 2, figsize= (16, 4))\n", + "lower, upper = -10, 20\n", + "smooth = 3\n", + "\n", + "viewing = cut_data(data.iloc[:,55])\n", + "test_max = viewing[viewing == viewing.max()].index[0]\n", + "\n", + "test = rolling(small_noise(norm(viewing), lower, upper), smooth)\n", + "ax[0].plot(viewing, color='orange')\n", + "ax[1].plot(test)\n", + "ax[1].set_xlim(test_max - 20, test_max + 50)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Function to find the top peak of the data" + ] + }, + { + "cell_type": "code", + "execution_count": 309, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ nan, 0., 35., -35., 30., 38., 37., 9., 12., 28., 11.,\n", + " 4., -2., -6., -69., -67., -55., -21., -20., 21., 20., -12.,\n", + " -15., -18., -7., 5., 19., 15., 13., -19., -11.])" + ] + }, + "execution_count": 309, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def peak(data):\n", + " new_data = []\n", + " for i in range(len(data)-1):\n", + " new_data.append(data.iloc[i+1]-data.iloc[i])\n", + " return pd.DataFrame(new_data)\n", + "\n", + "test_peak = peak(test)\n", + "test_peak.iloc[:,0].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 337, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n", + "0 125.0\n", + "dtype: float64\n" + ] + }, + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 337, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "lower, upper = -10, 20\n", + "smooth = 3\n", + "\n", + "clean_data = pd.DataFrame()\n", + "\n", + "# for i in range(number_of_graphs):\n", + "# viewing = cut_data(data.iloc[:,55])\n", + "# test_max = viewing[viewing == viewing.max()].index[0]\n", + "test = rolling(small_noise(norm(cut_data(data.iloc[:,1])), lower, upper), smooth)\n", + "\n", + "pos_max = test[test == test.max()].index[0]\n", + "\n", + "temp_list = test.iloc[pos_max - 20: pos_max + 50]\n", + "print(pos_max)\n", + "print(test.max())\n", + "len(temp_list)\n", + "\n", + "# plt.plot(test)" + ] + } + ], + "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": "3.8.0-final" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} \ No newline at end of file diff --git a/your-project/data/Taekwondo_Technique_Classification_Stats.csv b/your-project/data/Taekwondo_Technique_Classification_Stats.csv new file mode 100644 index 00000000..2d49d8a5 --- /dev/null +++ b/your-project/data/Taekwondo_Technique_Classification_Stats.csv @@ -0,0 +1,4750 @@ +Technique,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,B,B,B,B,B,B,B,B,B,B,B,B,B,B,B,B,B,B,B,B,B,B,B,B,B,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P 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+,,1027,1026,1027,1026,1030,1026,1026,1025,1060,1027,1026,1026,1026,1025,1025,1028,1026,1026,1042,1024,1026,1052,1025,1025,1026,1029,1037,1026,1027,1026,1026,1027,1026,1026,1025,1027,1028,1026,1026,1026,1023,1026,1031,1026,1025,1027,1027,1026,1024,1022,1027,1028,1024,1025,1027,1027,1026,1026,1027,1026,1026,1028,1026,1026,1027,1026,1025,1026,1027,1023,1041,1026,1027,1025,1027,1028,1024,1021,1023,1026,1031,1019,1025,1030,1026,1026,1027,1026,1026,1026,1023,1026,1026,1025,1026,,1025,1027,1027,1021,1026,1026,1026,1032,1023,1027,1025,1026,1025,1026,1033,1025,1026,1027 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+,,1027,1026,1027,1026,1020,1026,1024,1027,1015,1026,1026,1025,1025,1025,1025,1090,1026,1027,1015,1030,1026,1048,1026,1024,1024,1033,1021,1026,1027,1026,1026,1027,1026,1026,1025,1027,1028,1026,1027,1026,1024,1026,1030,1026,1025,1026,1027,1026,,1021,1024,1029,1023,1026,1026,1026,1026,1026,1026,1027,1026,1027,1026,1026,1027,1026,1026,1026,1026,1023,1033,1027,1027,1026,1025,1025,1025,1022,999,1020,1031,1021,1029,1028,1026,1026,1027,1026,1026,1026,1021,1026,1028,1025,1026,,1025,1027,1027,1023,1026,1026,1025,1028,1022,1027,1026,1028,1025,1026,1032,1023,1026,1027 +,,1027,1026,1027,1026,1024,1026,1024,1027,1015,1026,1026,1025,1025,1026,1025,1083,1026,1026,1014,1029,1022,1043,1026,1024,1025,1032,1020,1026,1026,1026,1026,1027,1026,1027,1026,1027,1028,1026,1026,1026,1024,1026,1029,1026,1026,1026,1027,1026,,1022,1024,1028,1023,1026,1026,1026,1026,1026,1026,1027,1026,1027,1026,1026,1027,1027,1026,1026,1026,1023,1033,1027,1027,1025,1024,1025,1025,1022,1002,1020,1031,1021,1029,1028,1026,1026,1026,1026,1027,1026,1022,1026,1027,1025,1026,,1025,1027,1027,1023,1026,1026,1025,1027,1022,1027,1025,1028,1025,1026,1033,1022,1027,1028 +,,1027,1026,1027,1026,1027,1026,1024,1027,1019,1026,1026,1026,1025,1026,1025,1077,1026,1027,1014,1030,1028,1044,1026,1024,1025,1030,1019,1025,1027,1026,1027,1027,1026,1026,1026,1027,1028,1026,1026,1026,1024,1026,1028,1026,1025,1026,1027,1026,,1021,1024,1028,1023,1026,1026,1026,1026,1026,1026,1027,1026,1027,1026,1026,1026,1026,1026,1026,1026,1023,1032,1027,1027,1025,1024,1025,1025,1022,1003,1021,1031,1022,1030,1028,1026,1026,1026,1026,1026,1026,1021,1026,1027,1026,1026,,1025,1027,1028,1023,1027,1026,1025,1027,1022,1027,1025,1028,1025,1026,1032,1022,1028,1029 +,,1027,1026,1027,1026,1027,1026,1024,1027,1024,1027,1026,1026,1025,1026,1025,1083,1025,1026,1018,1031,1026,1041,1026,1024,1024,1028,1019,1026,1026,1026,1026,1027,1026,1026,1025,1027,1028,1026,1026,1026,1024,1026,1028,1026,1025,1025,1027,1026,,1022,1025,1027,1023,1027,1027,1026,1026,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1027,1023,1031,1027,1027,1026,1024,1025,1026,1022,1006,1022,1031,1022,1030,1028,1026,1026,1026,1026,1026,1026,1022,1026,1027,1025,1026,,1026,1027,1028,1023,1026,1025,1025,1027,1022,1026,1026,1028,1025,1025,1032,1023,1028,1027 +,,1027,1026,1027,1026,1026,1026,1024,1027,1030,1026,1026,1026,1025,1026,1025,1060,1026,1026,1021,1031,1026,1042,1026,1024,1024,1029,1019,1025,1027,1026,1026,1027,1026,1026,1025,1027,1029,1026,1026,1027,1024,1026,1028,1026,1025,1026,1027,1026,,1021,1024,1029,1023,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1027,1027,1026,1026,1026,1027,1023,1030,1026,1027,1026,1023,1025,1026,1023,1010,1022,1031,1022,1030,1028,1026,1026,1026,1026,1026,1026,1023,1026,1027,1026,1026,,1025,1027,1027,1023,1026,1026,1025,1027,1022,1027,1026,1028,1025,1025,1032,1022,1028,1028 +,,1027,1026,1027,1027,1023,1026,1024,1027,1036,1026,1026,1026,1025,1026,1025,1040,1026,1027,1023,1032,,1043,1027,1025,1024,1032,1019,1026,1026,1026,1026,1027,1026,1027,1025,1026,1028,1026,1026,1026,1025,1026,1028,1026,1025,1026,1027,1026,,1024,1024,1028,1023,1027,1026,1026,1026,1026,1026,1027,1026,1027,1026,1026,1027,1026,1027,1026,1026,1023,1029,1027,1027,1026,1023,1025,1026,1023,1010,1022,1031,1023,1030,1028,1026,1026,1026,1026,1027,1026,1024,1026,1027,1025,1026,,1025,1027,1028,1023,1026,1026,1025,1027,1021,1026,1026,1028,1025,1025,1032,1022,1027,1029 +,,1027,1026,1027,1026,1020,1026,1024,1027,1040,1026,1026,1025,1025,1026,1025,1048,1026,1026,1030,1031,,1040,1027,1025,1024,1032,1019,1025,1026,1026,1026,1027,1026,1026,1026,1027,1028,1026,1026,1026,1025,1026,1028,1026,1026,1026,1027,1026,,1022,1023,1029,1023,1027,1026,1026,1026,1026,1026,1027,1026,1026,1026,1026,1027,1026,1027,1026,1026,1023,1028,1027,1028,1025,1022,1024,1026,1023,1013,1022,1031,1023,1031,1028,1026,1026,1026,1026,1026,1026,1023,1026,1027,1026,1026,,1025,1027,1028,1023,1026,1026,1025,1027,1021,1027,1025,1028,1025,1025,1031,1022,1026,1028 +,,1027,1026,1027,1026,1019,1026,1024,1027,1043,1026,1026,1025,1025,1026,1025,1061,1026,1027,1034,1031,,1040,1027,1025,1024,1030,1018,1026,1026,1026,1026,1027,1026,1026,1026,1027,1028,1026,1026,1026,1025,1026,1028,1026,1026,1025,1027,1026,,1022,1023,1029,1022,1027,1026,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1027,1026,1025,1026,1023,1027,1027,1028,1026,1022,1024,1026,1024,1017,1022,1031,1023,1029,1028,1026,1026,1026,1026,1026,1026,1024,1026,1027,1026,1026,,1026,1027,1028,1023,1026,1026,1025,1028,1022,1027,1026,1028,1025,1025,1032,1022,1027,1029 +,,1027,1026,1027,1026,1017,1026,1025,1027,1046,1026,1026,1025,1025,1026,1025,1065,1026,1026,1039,1031,,1044,1027,1025,1024,1027,1019,1025,1026,1026,1026,1027,1026,1026,1026,1027,1028,1026,1026,1026,1025,1027,1028,1026,1026,1025,1027,1026,,1022,1024,1028,1022,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1025,1026,1023,1027,1027,1027,1026,1022,1024,1027,1024,1019,1022,1031,1022,1029,1028,1026,1026,1026,1026,1026,1026,1024,1026,1027,1026,1026,,1025,1027,1027,1024,1026,1026,1025,1028,1021,1026,1026,1028,1025,1024,1031,1022,1028,1029 +,,1026,1026,1027,1026,1017,1026,1036,1027,1046,1026,1026,1026,1025,1026,1025,1076,1026,1026,1041,1031,,1047,1027,1025,1024,1028,1018,1025,1026,1026,1026,1027,1026,1027,1025,1027,1028,1026,1026,1026,1025,1026,1028,1026,1025,1025,1028,1026,,1022,1025,1030,1022,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1027,1027,1027,1026,1025,1026,1023,1026,1027,1028,1026,1022,1024,1026,1024,1020,1023,1031,1023,1028,1028,1026,1026,1027,1026,1026,1026,1024,1026,1027,1025,1026,,1026,1027,1028,1024,1026,1026,1025,1027,1022,1026,1025,1029,1025,1024,1030,1022,1028,1027 +,,1027,1026,1027,1026,1018,1026,1026,1027,1046,1026,1026,1025,1025,1026,1025,1073,1026,1027,1041,1031,,1045,1027,1025,1024,1031,1018,1025,1026,1026,1026,1027,1026,1026,1025,1027,1028,1026,1026,1027,1025,1026,1028,1025,1025,1026,1028,1026,,1022,1025,1031,1022,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1027,1026,1027,1026,1027,1023,1026,1026,1027,1026,1021,1024,1027,1024,1020,1023,1031,1023,1029,1028,1026,1026,1026,1026,1026,1026,1025,1026,1026,1025,1026,,1025,1027,1028,1024,1027,1026,1025,1028,1022,1026,1025,1028,1025,1025,1031,1022,1027,1027 +,,1026,1026,1027,1026,1019,1026,1025,1028,1046,1026,1026,1025,1025,1026,1025,1078,1026,1027,1040,1032,,1046,1027,1025,1024,1032,1017,1024,1026,1026,1026,1027,1026,1026,1026,1027,1028,1025,1026,1027,1025,1027,1028,1026,1025,1026,1027,1026,,1022,1025,1031,1022,1027,1027,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1027,1026,1025,1026,1023,1026,1026,1027,1026,1021,1024,1027,1024,1026,1023,1031,1022,1029,1028,1026,1026,1026,1026,1026,1026,1025,1026,1026,1026,1026,,1025,1027,1028,1024,1026,1026,1025,1028,1022,1026,1026,1028,1025,1023,1031,1022,1027,1028 +,,1026,1026,1027,1026,1017,1025,1023,1027,1047,1026,1026,1025,1024,1025,1025,1074,1026,1026,1033,1031,,1049,1026,1025,1024,1030,1016,1024,1025,1025,1026,1026,1025,1026,1026,1027,1028,1024,1026,1026,1025,1027,1028,1025,1025,1025,1027,1026,,1021,1024,1030,1021,1026,1026,1026,1026,1025,1026,1026,1025,1026,1025,1026,1027,1026,1026,1026,1027,1022,1026,1026,1028,1025,1021,1023,1027,1024,1025,1023,1030,1022,1028,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1025,1026,,1025,1026,1028,1023,1026,1027,1025,1027,1022,1026,1025,1028,1025,1023,1030,1022,1026,1025 +,,1026,1026,1026,1027,1016,1026,1024,1028,1049,1026,1026,1026,1025,1026,1025,1069,1025,1026,1028,1031,,1046,1027,1025,1024,1027,1018,1024,1026,1025,1026,1027,1026,1026,1025,1026,1027,1025,1026,1027,1025,1026,1027,1026,1025,1025,1027,1026,,1022,1024,1031,1020,1027,1025,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1025,1026,1022,1026,1026,1028,1026,1020,1024,1027,1025,1023,1024,1031,1023,1028,1027,1026,1026,1026,1026,1027,1026,1026,1026,1026,1025,1025,,1025,1027,1027,1024,1026,1025,1024,1028,1022,1025,1025,1028,1024,1023,1030,1022,1027,1025 +,,1027,1027,1027,1026,1014,1026,1023,1028,1049,1026,1026,1026,1025,1026,1025,1064,1026,1026,1027,1031,,1046,1027,1025,1024,1028,1017,1024,1026,1026,1026,1027,1026,1026,1026,1027,1027,1026,1026,1027,1025,1027,1027,1026,1026,1025,1027,1026,,1022,1025,1031,1020,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1025,1026,1022,1026,1026,1028,1026,1020,1023,1027,1025,1022,1025,1031,1023,1028,1027,1026,1026,1027,1027,1026,1026,1027,1026,1027,1025,1026,,1025,1027,1028,1024,1027,1026,1025,1028,1022,1026,1025,1028,1025,1023,1030,1022,1027,1028 +,,1027,1027,1027,1026,1014,1026,1023,1028,1047,1026,1026,1026,1024,1026,1025,1053,1026,1027,1025,1031,,1044,1027,1025,1024,1030,1018,1025,1025,1026,1026,1027,1026,1026,1026,1027,1027,1025,1026,1026,1025,1026,1027,1026,1026,1025,1027,1026,,1022,1025,1031,1020,1027,1027,1026,1026,1026,1027,1026,1026,1026,1026,1026,1027,1026,1026,1025,1026,1022,1023,1026,1027,1026,1019,1023,1028,1025,1024,1025,1031,1023,1028,1027,1026,1026,1026,1026,1026,1026,1027,1026,1027,1025,1026,,1025,1027,1028,1024,1026,1026,1025,1027,1022,1026,1025,1028,1025,1024,1031,1022,1026,1025 +,,1026,1027,1027,1027,1010,1026,1025,1028,1046,1026,1026,1020,1025,1026,1025,1044,1026,1022,1026,1031,,1045,1027,1020,1024,1027,1018,1020,1026,1026,1026,1027,1020,1026,1026,1027,1028,1020,1021,1027,1023,1027,1032,1026,1020,1025,1027,1026,,1017,1024,1029,1020,1028,1026,1021,1026,1021,1026,1026,1021,1026,1026,1026,1027,1026,1021,1025,1026,1017,1025,1026,1028,1026,1019,1024,1023,1020,1020,1026,1030,1017,1028,1027,1026,1026,1027,1026,1027,1026,1026,1026,1027,1025,1026,,1025,1026,1027,1019,1026,1026,1025,1028,1022,1026,1025,1028,1025,1023,1029,1022,1027,1025 +,,1021,1027,1027,1026,1016,1026,1023,1028,1051,1026,1026,1026,1025,1026,1025,1036,1026,1026,1026,1030,,1044,1027,1026,1024,1029,1018,1025,1025,1026,1021,1027,1026,1021,1026,1021,1027,1026,1026,1027,1025,1021,1027,1026,1026,1026,1027,1021,,1022,1024,1030,1020,1028,1020,1026,1021,1026,1026,1026,1026,1026,1026,1026,1027,1026,1027,1025,1022,1022,1025,1026,1028,1026,1019,1024,1028,1025,1026,1026,1031,1023,1028,1027,1026,1021,1027,1026,1027,1026,1027,1026,1027,1026,1021,,1020,1027,1028,1024,1021,1026,1024,1028,1022,1026,1025,1023,1025,1023,1029,1017,1026,1027 +,,1026,1027,1027,1027,1015,1026,1023,1028,1051,1026,1026,1026,1025,1026,1025,1031,1027,1026,1025,1030,,1043,1027,1025,1024,1027,1018,1025,1025,1026,1027,1027,1026,1026,1026,1027,1027,1025,1026,1027,1025,1027,1027,1026,1026,1026,1027,1026,,1022,1024,1032,1020,1028,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1027,1026,1027,1025,1026,1022,1025,1026,1028,1026,1019,1023,1028,1025,1026,1026,1031,1023,1028,1027,1026,1026,1026,1026,1026,1026,1027,1027,1026,1026,1026,,1025,1026,1028,1024,1026,1026,1024,1028,1022,1026,1026,1028,1025,1022,1031,1023,1027,1026 +,,1026,1026,1027,1027,1017,1026,1023,1028,1049,1026,1026,1025,1025,1026,1025,1031,1026,1026,1026,1030,,1043,1027,1025,1024,1028,1018,1025,1026,1026,1026,1027,1026,1026,1026,1027,1027,1025,1026,1027,1025,1027,1027,1026,1026,1026,1027,1026,,1022,1024,1032,1020,1028,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1027,1027,1026,1025,1027,1022,1026,1027,1028,1026,1019,1024,1028,1026,1026,1026,1030,1024,1027,1027,1026,1026,1027,1026,1026,1026,1028,1026,1027,1026,1026,,1025,1026,1028,1025,1027,1026,1024,1028,1022,1026,1025,1028,1025,1022,1030,1023,1027,1026 +,,1026,1026,1027,1026,1017,1026,1023,1028,1046,1026,1026,1026,1025,1026,1025,1029,1026,1027,1027,1029,,1042,1027,1025,1024,1031,1017,1025,1026,1026,1026,1027,1026,1026,1026,1027,1027,1025,1026,1027,1026,1027,1027,1025,1026,1026,1027,1026,,1022,1024,1030,1020,1028,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1027,1026,1026,1025,1027,1022,1026,1026,1027,1026,1018,1024,1028,1025,1027,1026,1030,1024,1027,1027,1026,1026,1026,1026,1026,1026,1028,1026,1026,1025,1026,,1026,1027,1028,1025,1026,1026,1025,1028,1022,1026,1025,1028,1025,1022,1029,1023,1027,1027 +,,1026,1026,1027,1026,1018,1026,1024,1028,1042,1026,1026,1026,1025,1026,1025,1027,1026,1027,1030,1029,,1039,1027,1025,1025,1033,1017,1024,1025,1026,1026,1027,1026,1026,1026,1027,1027,1026,1026,1026,1025,1027,1026,1026,1026,1026,1027,1026,,1022,1024,1032,1020,1028,1027,1026,1026,1026,1027,1026,1026,1026,1026,1026,1027,1027,1026,1025,1027,1022,1026,1026,1027,1026,1019,1023,1028,1026,1026,1027,1030,1024,1027,1027,1026,1026,1026,1026,1027,1026,1029,1026,1027,1026,1026,,1025,1026,1028,1025,1027,1026,1025,1029,,1026,1026,1028,1025,1022,1029,1023,1027,1026 +,,1027,1027,1027,1027,1019,1026,1023,1028,1038,1026,1026,1026,1025,1026,1025,1019,1026,1027,1031,1029,,1038,1028,1025,1025,1030,1018,1024,1025,1026,1026,1027,1026,1026,1026,1027,1027,1026,1026,1027,1025,1027,1026,1025,1026,1026,1027,1026,,1022,1024,1033,1021,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1024,1026,1022,1027,1026,1028,1026,1019,1023,1028,1026,1027,1027,1030,1024,1027,1027,1026,1026,1026,1026,1026,1026,1029,1026,1027,1026,1026,,1025,1026,1028,1025,1026,1026,1025,1028,,1026,1025,1027,1025,1021,1029,1024,1027,1026 +,,1026,1026,1027,1027,1019,1026,1024,1028,1034,1026,1026,1026,1025,1026,1026,1014,1026,1027,1031,1028,,1039,1028,1025,1025,1028,1018,1024,1023,1026,1026,1027,1026,1026,1026,1028,1027,1026,1026,1026,1025,1027,1025,1025,1026,1026,1028,1026,,1022,1025,1032,1021,1028,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1027,1026,1026,1024,1026,1022,1026,1027,1027,1026,1019,1024,1029,1026,1029,1027,1030,1024,1027,1027,1026,1026,1027,1026,1026,1026,1029,1026,1027,1026,1026,,1025,1026,1028,1025,1026,1026,1025,1028,,1026,1025,1028,1025,1021,1028,1024,1027,1027 +,,1026,1026,1027,1027,1020,1026,1024,1028,1031,1026,1026,1026,1025,1026,1025,1009,1026,1027,1030,1028,,1040,1027,1025,1025,1029,1018,1024,1026,1026,1026,1027,1026,1026,1026,1027,1027,1026,1026,1027,1026,1027,1025,1025,1026,1026,1027,1026,,1022,1025,1032,1022,1028,1026,1026,1026,1026,1027,1027,1026,1026,1026,1026,1027,1026,1026,1024,1026,1022,1026,1027,1028,1026,1019,1024,1029,1026,1029,1028,1030,1025,1027,1027,1026,1026,1026,1026,1027,1026,1029,1026,1027,1026,1026,,1025,1026,1028,1025,1027,1026,1025,1029,,1026,1025,1028,1025,1021,1028,1024,1027,1026 +,,1026,1026,1027,1027,1020,1026,1023,1029,1030,1026,1026,1026,1025,1026,1026,1000,1026,1027,1030,1028,,1039,1028,1025,1025,1032,1018,1025,1025,1026,1026,1027,1026,1026,1026,1028,1027,1026,1027,1027,1025,1027,1026,1025,1026,1026,1028,1026,,1022,1025,1032,1022,1029,1026,1026,1026,1026,1027,1027,1026,1026,1026,1026,1026,1026,1026,1024,1027,1022,1026,1026,1028,1026,1019,1024,1029,1026,1030,1028,1029,1025,1027,1027,1026,1026,1026,1026,1027,1027,1030,1026,1026,1026,1026,,1025,1026,1028,1025,1027,1026,1025,1029,,1026,1025,1027,1025,1021,1027,1024,1027,1026 +,,1026,1027,1027,1026,1022,1026,1024,1028,1028,1026,1026,1026,1025,1025,1026,1004,1026,1026,1027,1028,,1038,1028,1025,1025,1032,1018,1024,1026,1026,1026,1027,1026,1026,1026,1027,1027,1026,1027,1027,1026,1027,1026,1025,1026,1026,1027,1026,,1022,1025,1035,1022,1029,1026,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,1024,1026,1021,1026,1027,1028,1026,1019,1024,1029,1026,1031,1028,1029,1025,1026,1026,1026,1026,1026,1026,1026,1026,1030,1026,1027,1026,1026,,1025,1026,1028,1026,1027,1026,1025,1029,,1026,1025,1027,1025,1021,1026,1024,1027,1026 +,,1027,1026,1027,1026,1023,1026,1023,1029,1027,1026,1026,1026,1025,1026,1026,1007,1026,1026,1027,1027,,1038,1028,1026,1025,1030,1019,1024,1026,1026,1026,1027,1026,1026,1026,1028,1027,1026,1026,1027,1026,1027,1026,1025,1026,1027,1027,1026,,1022,1025,1033,1022,1028,1026,1026,1025,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,1024,1026,1021,1025,1026,1027,1026,1019,1024,1029,1026,1031,1029,1029,1025,1026,1026,1026,1026,1027,1026,1026,1026,1030,1026,1026,1026,1026,,1025,1026,1029,1026,1027,1026,1025,1029,,1026,1025,1027,1025,1021,1026,1024,1027,1026 +,,1027,1026,1027,1027,1023,1026,1024,1029,1026,1026,1026,1026,1025,1025,1026,1011,1026,1026,1027,1027,,1036,1028,1026,1024,1030,1019,1024,1025,1026,1026,1027,1026,1026,1026,1027,1027,1026,1027,1027,1026,1027,1026,1025,1026,1027,1027,1026,,1022,1025,1032,1022,1029,1026,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,1024,1027,1021,1026,1026,1028,1026,1019,1024,1029,1026,1032,1029,1029,1025,1026,1026,1026,1026,1026,1026,1026,1026,1030,1026,1026,1026,1026,,1025,1026,1029,1026,1027,1026,1025,1029,,1026,1025,1027,1025,1021,1025,1024,1026,1027 +,,1027,1027,1027,1026,1023,1026,1024,1029,1026,1026,1026,1026,1026,1025,1026,1018,1027,1026,1027,1027,,1036,1028,1026,1025,1032,1019,1025,1026,1026,1026,1027,1026,1026,1026,1027,1027,1026,1027,1027,1026,1027,1026,1025,1026,1027,1027,1026,,1022,1025,1032,1022,1029,1026,1026,1026,1026,1026,1027,1027,1026,1026,1026,1026,1026,1026,1024,1027,1022,1025,1026,1027,1026,1019,1024,1029,1025,1032,1028,1029,1026,1026,1027,1026,1026,1027,1026,1026,1026,1031,1026,1026,1025,1026,,1025,1026,1029,1026,1027,1026,1025,1030,,1026,1025,1027,1025,1021,1025,1024,1027,1026 +,,1026,1026,1027,1026,1024,1026,1024,1029,1025,1026,1026,1026,1026,1025,1026,1011,1027,1025,1027,1027,,1034,1028,1026,1024,1032,1020,1024,1025,1026,1026,1027,1026,1026,1026,1027,1027,1026,1026,1027,1026,1027,1026,1025,1026,1027,1027,1026,,1022,1025,1033,1022,1029,1026,1026,1026,1026,1026,1028,1026,1026,1026,1026,1026,1026,1026,1024,1027,1021,1025,1026,1027,1026,1019,1024,1029,1025,1032,1030,1029,1026,1026,1026,1026,1026,1027,1026,1027,1026,1031,1026,1027,1025,1026,,1025,1026,1028,1026,1026,1026,1025,1029,,1026,1025,1027,1025,1021,1025,1025,1027,1027 +,,1027,1026,1026,1027,1024,1026,1026,1028,1022,1026,1026,1026,1026,1025,1026,1014,1026,1026,1027,1027,,1034,1028,1026,1025,1030,1021,1025,1026,1025,1026,1026,1026,1026,1026,1027,1027,1026,1027,1027,1026,1027,1025,1025,1026,1028,1027,1026,,1023,1024,1033,1023,1029,1026,1026,1026,1026,1026,1029,1026,1026,1026,1026,1026,1026,1026,1024,1026,1022,1025,1026,1027,1026,1018,1024,1029,1025,1032,1029,1029,1026,1025,1026,1026,1026,1026,1026,1026,1026,1031,1026,1027,1025,1026,,1025,1026,1028,1026,1027,1026,1025,1030,,1026,1025,1027,1025,1021,1024,1025,1026,1026 +,,1027,1026,1027,1026,1024,1026,1024,1029,1020,1026,1026,1026,1026,1025,1026,1030,1026,1026,1027,1027,,1034,1028,1026,1024,1030,1021,1025,1025,1026,1027,1027,1026,1026,1026,1027,1027,1026,1027,1027,1027,1027,1025,1025,1026,1028,1027,1026,,1022,1025,1033,1022,1030,1026,1026,1026,1026,1026,1029,1026,1026,1026,1026,1027,1026,1026,1023,1027,1022,1025,1026,1028,1026,1019,1024,1029,1025,1032,1029,1029,1026,1025,1026,1026,1026,1026,1026,1027,1026,1031,1026,1026,1025,1026,,1025,1026,1029,1027,1027,1026,1025,1030,,1026,1026,1027,1025,1021,1024,1026,1025,1026 +,,1027,1026,1027,1026,1024,1026,1024,1029,1019,1026,1026,1026,1026,1025,1026,1033,1026,1026,1025,1027,,1033,1028,1026,1025,1033,1020,1024,,1026,1026,1027,1026,1026,1026,1028,1026,1026,1027,1027,1027,1027,1026,1025,1026,1027,1027,1026,,1022,1025,1033,1023,1029,1026,1026,1026,1026,1026,1030,1026,1026,1026,1026,1026,1026,1026,1023,1027,1022,1025,1026,1027,1026,1019,1025,1029,1025,1033,1029,1029,1026,1025,1026,1026,1026,1026,1026,1026,1026,1031,1026,1027,1026,1026,,1025,1026,1028,1027,1027,1026,1025,1029,,1026,1025,1027,1025,1021,1024,1026,1026,1026 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+,,1027,1026,1027,1026,1023,1026,1024,1029,1016,1026,1026,1026,1026,1025,1026,1036,1027,1026,1022,1028,,1032,1028,1026,1025,1031,1021,1025,,1026,1026,1027,1026,1026,1026,1028,1026,1026,1026,1027,1027,1027,1025,1024,1026,1028,1027,1026,,1023,1026,1034,1022,1030,1026,1026,1026,1026,1026,1032,1026,1026,1026,1026,1026,1026,1026,1023,1026,1022,1024,1026,1027,1026,1019,1025,1029,1024,1032,1029,1029,1027,1024,1026,1026,1026,1026,1026,1026,1026,1032,1026,1026,1025,1026,,1025,1026,1029,1027,1027,1026,1025,1029,,1026,1025,1027,1025,1021,1023,1026,1026,1025 +,,1027,1027,1027,1026,1022,1026,1024,1029,1012,1026,1026,1026,1026,1025,1026,1039,1026,1026,1023,1027,,1034,1028,1026,1025,1030,1022,1025,,1026,1026,1027,1026,1026,1026,1028,1027,1026,1027,1027,1027,1027,1025,1024,1026,1028,1027,1026,,1023,1026,1033,1022,1030,1026,1026,1026,1026,1026,1033,1026,1026,1026,1026,1026,1026,1026,1023,1027,1022,1024,1026,1027,1026,1019,1025,1030,1023,1033,1029,1029,1027,1024,1026,1026,1026,1027,1026,1026,1026,1032,1026,1026,1025,1026,,,1026,1029,1027,1027,1026,1025,1029,,1026,1025,1027,1025,1021,1022,1026,1026,1025 +,,1027,1026,1027,1026,1022,1026,1024,1028,1009,1025,1026,1026,1026,1024,1026,1033,1026,1026,1024,1026,,1034,1028,1026,1025,1032,1022,1024,,1026,1026,1026,1026,1026,1026,1027,1026,1026,1027,1027,1027,1027,1025,1024,1026,1028,1027,1026,,1022,1025,1034,1022,1030,1026,1026,1026,1025,1026,1034,1026,1026,1026,1026,1027,1026,1025,1023,1026,1022,1023,1026,1027,1025,1019,1025,1029,1023,1031,1029,1028,1026,1023,1026,1026,1026,1026,1026,1026,1026,1031,1026,1026,1025,1026,,,1026,1029,1027,1027,1026,1025,1029,,1026,1025,1027,1026,1021,1022,1027,1025,1026 +,,1027,1026,1027,1026,1020,1025,1023,1027,1002,1025,1026,1026,1026,1024,1026,1038,1026,1026,1025,1025,,1033,1027,1026,1025,1033,1021,1024,,1026,1026,1026,1025,1026,1026,1028,1027,1025,1026,1026,1026,1027,1025,1024,1025,1027,1027,1026,,1022,1025,1034,1022,1030,1026,1026,1026,1026,1026,1036,1026,1026,1026,1026,1026,1026,1025,1023,1027,1022,1022,1026,1027,1025,1020,1025,1029,1023,1030,1029,1028,1026,1023,1025,1026,1026,1026,1026,1026,1026,1030,1026,1026,1025,1026,,,1026,1029,1027,1027,1026,1025,1028,,1026,1025,1026,1025,1021,1021,1026,1026,1025 +,,1026,1026,1026,1026,1022,1026,1024,1028,1000,1026,1025,1026,1026,1024,1025,1041,1026,1026,1024,1025,,1032,1028,1026,1024,1031,1023,1024,,1025,1026,1027,1026,1026,1025,1027,1026,1027,1027,1027,1026,1026,1025,1024,1026,1027,1027,1025,,1023,1025,1034,1021,1030,1026,1026,1025,1026,1026,1038,1026,1026,1026,1026,1026,1026,1026,1023,1026,1023,1023,1026,1027,1026,1019,1025,1030,1023,1030,1029,1029,1027,1023,1025,1026,1026,1027,1026,1026,1026,1030,1026,1026,1025,1025,,,1026,1028,1027,1027,1025,1024,1028,,1025,1025,1026,1025,1020,1022,1026,1027,1024 +,,1027,1026,1027,1026,1022,1026,1024,1028,997,1026,1026,1026,1026,1025,1026,1037,1026,1025,1025,1026,,1032,1028,1027,1025,1031,1023,1024,,1026,1026,1027,1026,1026,1026,1028,1027,1026,1027,1027,1026,1027,1024,1024,1026,1028,1027,1026,,1023,1026,1036,1022,1030,1026,1026,1026,1026,1026,1039,1026,1026,1026,1026,1026,1026,1026,1024,1027,1023,1023,1026,1027,1026,1020,1025,1030,1023,1031,1029,1029,1027,1022,1026,1026,1026,1026,1026,1027,1026,1030,1026,1026,1025,1026,,,1026,1029,1027,1027,1026,1025,1027,,1026,1026,1026,1025,1021,1022,1026,1027,1025 +,,1027,1027,1027,1027,1024,1026,1024,1028,997,1026,1027,1026,1026,1024,1026,1031,1026,1026,1026,1025,,1031,1028,1026,1025,1033,1024,1025,,1025,1026,1026,1026,1026,1026,1027,1027,1026,1027,1027,1027,1027,1024,1024,1026,1027,1027,1026,,1023,1026,1033,1022,1030,1026,1026,1026,1026,1026,1038,1026,1026,1026,1026,1027,1026,1026,1024,1026,1023,1023,1026,1027,1026,1020,1025,1029,1023,1030,1029,1028,1027,1022,1026,1026,1026,1027,1026,1027,1026,1030,1026,1026,1025,1026,,,1026,1029,1027,1027,1026,1025,1027,,1026,1025,1026,1025,1022,1022,1027,1026,1025 +,,1027,1027,1027,1027,1016,1026,1024,1028,1004,1026,1026,1026,1026,1024,1026,1027,1026,1026,1027,1026,,1031,1028,1026,1025,1032,1018,1020,,1025,1027,1027,1020,1026,1026,1028,1027,1021,1026,1022,1026,1027,1024,1019,1026,1022,1027,1026,,1023,1026,1035,1022,1031,1026,1021,1026,1026,1021,1037,1026,1026,1026,1022,1026,1026,1021,1027,1026,1018,1015,1026,1026,1026,1021,1021,1030,1023,1030,1030,1028,1021,1024,1026,1026,1026,1026,1026,1027,1021,1025,1026,1021,1020,1026,,,1021,1029,1022,1027,1026,1025,1027,,1026,1025,1026,1026,1021,1021,1027,1026,1024 +,,1022,1026,1027,1026,1023,1026,1024,1028,1013,1026,1026,1026,1026,1024,1026,1019,1026,1026,1027,1025,,1030,1028,1027,1025,1032,1023,1025,,1026,1021,1027,1026,1021,1026,1028,1019,1026,1027,1027,1027,1027,1024,1024,1026,1028,1027,1026,,1023,1022,1035,1017,1031,1026,1026,1026,1026,1026,1033,1026,1026,1026,1026,1022,1026,1026,1024,1026,1024,1023,1026,1027,1026,1021,1026,1030,1023,1030,1025,1028,1027,1022,1026,1026,1021,1027,1021,1026,1026,1030,1019,1026,1025,1026,,,1026,1024,1027,1022,1021,1025,1026,,1026,1026,1026,1025,1022,1022,1021,1026,1025 +,,1027,1026,1027,1027,1024,1026,1025,1028,1013,1026,1026,1026,1027,1024,1026,1022,1026,1026,1027,1025,,1031,1028,1026,1025,1031,1023,1025,,1026,1026,1026,1026,1026,1026,1028,1027,1026,1027,1027,1027,1027,1025,1024,1026,1027,1027,1026,,1023,1026,1034,1022,1031,1026,1026,1026,1026,1026,1032,1026,1026,1026,1026,1026,1026,1026,1024,1027,1024,1023,1027,1027,1026,1021,1025,1030,1023,1030,1030,1028,1027,1022,1025,1026,1026,1026,1026,1026,1026,1029,1026,1026,1025,1026,,,1026,1029,1028,1027,1026,1025,1026,,1026,1026,1026,1025,1022,1022,1027,1027,1025 +,,1027,1027,1027,1027,1024,1026,1025,1028,1013,1026,1026,1026,1027,1024,1026,1022,1026,1026,1026,1025,,1031,1028,1027,1025,1033,1024,1025,,1026,1026,1027,1026,1026,1026,1028,1026,1026,1027,1027,1027,1026,1024,1024,1026,1027,1027,1026,,1023,1026,1034,1023,1031,1026,1026,1026,1026,1026,1033,1026,1026,1026,1026,1027,1026,1026,1023,1026,1024,1023,1027,1027,1026,1022,1026,1030,1023,1031,1031,1028,1027,1021,1025,1026,1026,1026,1026,1026,1026,1029,1026,1026,1025,1026,,,1026,1029,1028,1027,1026,1025,1026,,1026,1026,1026,1026,1021,1022,1027,1027,1024 +,,1027,1026,1027,1027,1024,1026,1024,1028,1014,1026,1026,1026,1027,1024,1026,1022,1026,1025,1026,1025,,1032,1028,1026,1025,1032,1024,1024,,1026,1026,1026,1026,1026,1026,1028,1026,1027,1027,1027,1026,1026,1024,1024,1026,1026,1027,1026,,1023,1027,1035,1023,1031,1026,1026,1026,1026,1026,1034,1026,1026,1026,1026,1026,1026,1025,1023,1027,1025,1024,1026,1026,1026,1022,1026,1030,1023,1031,1031,1028,1027,1021,1025,1026,1026,1027,1026,1026,1026,1029,1026,1026,1025,1026,,,1026,1030,1028,1028,1026,1025,1026,,1026,1026,1026,1025,1021,1022,1027,1026,1025 +,,1027,1026,1027,1027,1024,1026,1024,1028,1015,1026,1026,1026,1027,1024,1026,1023,1026,1026,1026,1024,,1031,1028,1026,1025,1029,1023,1025,,1026,1026,1026,1026,1026,1026,1028,1026,1027,1027,1027,1027,1026,1024,1024,1026,1026,1027,1026,,1023,1027,1035,1023,1031,1026,1026,1026,1026,1026,1033,1026,1026,1026,1026,1026,1026,1026,1023,1026,1025,1024,1027,1027,1026,1023,1026,1030,1023,1032,1030,1028,1028,1021,1025,1026,1026,1026,1026,1026,1026,1029,1026,1026,1025,1026,,,1026,1030,1028,1028,1026,1025,1026,,1026,1026,1026,1025,1021,1022,1027,1027,1025 +,,1027,1026,1027,1026,1025,1026,1025,1028,1018,1026,1026,1026,1027,1024,1026,1025,1026,1026,1026,1024,,1030,1028,1027,1025,1031,1023,1025,,1026,1026,1027,1026,1026,1026,1028,1026,1027,1027,1027,1027,1026,1025,1024,1026,1026,1027,1026,,1024,1027,1037,1023,1031,1027,1026,1026,1026,1026,1033,1026,1026,1026,1026,1027,1026,1025,1023,1026,1025,1024,1027,1026,1026,1022,1026,1030,1022,1032,1031,1028,1028,1021,1026,1026,1026,1026,1026,1027,1026,1028,1026,1026,1025,1026,,,1026,1030,1028,1028,1026,1025,1026,,1026,1026,1026,1026,1022,1022,1026,1028,1025 +,,,1027,1026,1027,1025,1026,1025,1028,1018,1026,1026,1026,1027,1024,1025,1026,1026,1026,1025,1024,,1031,1028,1027,1025,1033,1023,1025,,1026,1027,1026,1026,1026,1026,1028,1026,1027,1027,1027,1027,1026,1025,1024,1026,1025,1027,1026,,1024,1027,1036,1023,1031,1026,1026,1026,1026,1026,1032,1026,1026,1026,1026,1027,1026,1025,1023,1026,1025,1024,1027,1026,1026,1023,1026,1030,1022,1034,1031,1028,1028,1021,1026,1026,1026,1026,1026,1026,1026,1028,1026,1026,1025,1026,,,1026,1030,1028,1028,1026,1025,1026,,1026,1025,1026,1025,1022,1022,1026,1027,1024 +,,,1027,1027,1027,1025,1026,1026,1029,1022,1026,1026,1026,1027,1024,1025,1027,1026,1025,1026,1024,,1030,1028,1027,1025,1031,1023,1024,,1025,1026,1026,1026,1027,1026,1028,1027,1026,1027,1027,1026,1026,1025,1024,1026,1025,1027,1026,,1024,1027,1037,1023,1031,1026,1026,1026,1026,1026,1031,1026,1026,1026,1026,1026,1026,1025,1022,1027,1025,1024,1027,1026,1027,1023,1026,1030,1022,1036,1031,1028,1028,1022,1026,1026,1026,1026,1026,1027,1026,1028,1026,1026,1025,1026,,,1026,1030,1028,1028,1026,1025,1026,,1026,1026,1025,1025,1021,1022,1026,1027,1025 +,,,1027,1027,1026,1024,1026,1027,1029,1026,1026,1026,1026,1027,1024,1025,1026,1026,1025,1025,1025,,1030,1028,1027,1025,1030,1024,1025,,1025,1026,1026,1026,1026,1026,1028,1027,1027,1027,1027,1026,1026,1025,1024,1026,1025,1027,1026,,1024,1027,1036,1022,1031,1026,1026,1026,1026,1026,1031,1026,1026,1026,1026,1026,1026,1025,1023,1026,1026,1024,1027,1026,1026,1023,1026,1030,1022,1038,1031,1027,1028,1022,1026,1026,1026,1026,1026,1027,1026,1028,1026,1026,1025,1026,,,1026,1030,1028,1028,1026,1025,1026,,1026,1026,1025,1025,1021,1022,1191,1027,1025 +,,,1027,1027,1027,1023,1026,1047,1030,1029,1026,1026,1026,1027,1024,1025,1026,1026,1025,1025,1025,,1030,1028,1027,1025,1031,1023,1025,,1025,1027,1026,1026,1026,1026,1028,1027,1026,1027,1027,1026,1026,1025,1024,1027,1024,1027,1026,,1024,1027,1036,1023,1031,1026,1026,1026,1026,1026,1030,1026,1026,1026,1026,1026,1026,1025,1022,1026,1026,1024,1027,1026,1027,1024,1026,1030,1022,1041,1030,1027,1028,1022,1026,1026,1026,1027,1026,1026,1026,1027,1026,1026,1025,1026,,,1026,1030,1028,1028,1026,1025,1026,,1026,1025,1025,1025,1021,1022,1111,1028,1023 +,,,1026,1027,1027,1024,1026,1164,1029,1032,1026,1026,1026,1027,1024,1025,1026,1026,1026,1025,1026,,1029,1028,1027,1025,1031,1022,1024,,1025,1026,1026,1026,1026,1026,1028,1026,1026,1027,1027,1026,1026,1025,1024,1027,1024,1027,1026,,1024,1026,1037,1024,1031,1026,1026,1026,1026,1026,1029,1026,1026,1026,1026,1026,1026,1025,1022,1026,1025,1025,1027,1026,1026,1024,1027,1030,1022,1039,1030,1027,1028,1023,1026,1026,1026,1027,1026,1026,1026,1027,1026,1026,1025,1026,,,1026,1030,1028,1028,1026,1025,1026,,1025,1025,1025,1025,1021,1022,1111,1028,1024 +,,,1026,1027,1027,1024,1026,1255,1029,1035,1027,1026,1026,1027,1024,1025,1024,1026,1025,1025,1026,,1029,1028,1027,1025,1029,1022,1025,,1026,1026,1026,1026,1027,1026,1028,1026,1027,1027,1027,1026,1026,1025,1024,1027,1023,1026,1026,,1024,1027,1037,1024,1032,1026,1026,1026,1026,1026,1029,1026,1026,1026,1026,1026,1026,1025,1022,1026,1026,1025,1027,1026,1027,1024,1027,1030,1022,1036,1030,1027,1028,1022,1026,1026,1026,1026,1026,1027,1026,1027,1026,1026,1025,1026,,,1026,1030,1028,1028,1026,1025,1026,,1026,1026,1025,1025,1021,1022,1274,1028,1024 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+,,,1026,1026,1027,1024,1026,1281,1029,1042,1026,1026,1026,1027,1024,1025,1025,1026,1025,1025,1027,,1030,1028,1027,1025,1030,1022,1025,,1025,1026,1026,1027,1026,1026,1028,1026,1027,1027,1027,1027,1025,1025,1025,1026,1023,1026,1026,,1024,1027,1036,1024,1032,1026,1026,1026,1026,1026,1029,1027,1026,1026,1026,1026,1026,1025,1021,1026,1026,1025,1027,1026,1027,1024,1027,1030,1022,1028,1030,1026,1029,1023,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1025,1026,,,1026,1030,1027,1028,1026,1025,1026,,1026,1026,1024,1025,1021,1022,1179,1028,1023 +,,,1027,1027,1027,1025,1026,1168,1029,1043,1026,1026,1026,1027,1025,1025,1027,1026,1025,1025,1028,,1030,1028,1027,1025,1029,1023,1025,,1025,1026,1026,1026,1027,1026,1028,1026,1027,1027,1027,1026,1026,1026,1025,1026,1022,1026,1026,,1025,1027,1036,1024,1032,1026,1026,1026,1026,1026,1029,1026,1026,1026,1026,1026,1026,1025,1021,1026,1026,1026,1027,1026,1027,1025,1027,1030,1021,1025,1030,1026,1030,1023,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1026,1026,,,1026,1030,1027,1028,1027,1025,1026,,1026,1026,1025,1025,1021,1022,1088,1028,1023 +,,,1027,1026,1027,1025,1026,1122,1029,1043,1026,1026,1026,1027,1025,1025,1027,1026,1025,1025,1028,,1030,1028,1027,1025,1025,1022,1025,,1025,1026,1026,1027,1026,1026,1028,1026,1027,1026,1027,1027,1025,1025,1025,1026,1021,1026,1026,,1025,1026,1037,1024,1032,1026,1026,1026,1026,1026,1029,1026,1026,1026,1026,1026,1026,1025,1021,1026,1026,1025,1027,1026,1027,1025,1027,1030,1021,1023,1030,1026,1029,1024,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1026,1026,,,1026,1031,1027,1028,1026,1025,1026,,1026,1026,1025,1025,1022,1022,1216,1028,1021 +,,,1027,1027,1027,1025,1026,1010,1029,1042,1026,1026,1026,1027,1024,1025,1028,1026,1025,1025,1029,,1029,1028,1028,1025,1028,1022,1024,,1025,1026,1026,1026,1026,1026,1029,1026,1027,1025,1027,1026,1026,1025,1025,1026,1020,1026,1026,,1025,1027,1037,1023,1032,1026,1026,1026,1026,1026,1029,1026,1026,1026,1026,1026,1026,1025,1020,1026,1026,1026,1027,1026,1027,1025,1027,1030,1021,1021,1030,1026,1029,1023,1027,1026,1026,1026,1027,1026,1026,1027,1027,1026,1026,1026,,,1026,1031,1027,1028,1026,1025,1026,,1026,1026,1025,1025,1022,1023,1114,1027,1020 +,,,1027,1027,1027,1026,1026,938,1029,1041,1026,1026,1026,1027,1024,1025,1028,1026,1026,1024,1029,,1030,1028,1027,1025,1028,1022,1025,,1025,1027,1026,1026,1026,1026,1029,1026,1027,1025,1027,1026,1026,1025,1025,1026,1019,1026,1026,,1025,1026,1036,1024,1031,1026,1026,1026,1026,1026,1029,1026,1026,1026,1026,1026,1026,1025,1020,1026,1026,1026,1027,1026,1027,1025,1027,1030,1021,1019,1030,1026,1029,1024,1026,1026,1026,1027,1026,1026,1026,1027,1026,1026,1025,1026,,,1026,1031,1027,1028,1027,1025,1025,,1026,1026,1025,1025,1022,1023,1085,1028,1021 +,,,1027,1026,1027,1026,1026,906,1029,1040,1026,1026,1026,1027,1025,1026,1027,1026,1025,1024,1030,,1031,1028,1027,1025,1026,1022,1025,,1025,1026,1026,1027,1026,1026,1028,1026,1027,1025,1027,1026,1026,1025,1025,1027,1018,1026,1026,,1025,1026,1037,1024,1032,1026,1026,1026,1026,1026,1029,1026,1026,1026,1026,1026,1026,1025,1019,1026,1026,1026,1027,1026,1027,1025,1027,1030,1022,1020,1029,1026,1029,1024,1027,1026,1026,1027,1026,1026,1026,1027,1026,1026,1026,1026,,,1026,1031,1027,1028,1026,1025,1026,,1026,1026,1025,1025,1022,1023,1166,1028,1022 +,,,1026,1027,1026,1026,1026,973,1029,1038,1026,1026,1026,1027,1025,1025,1027,1026,1026,1025,1030,,1029,1028,1027,1025,1026,1023,1025,,1025,1026,1026,1026,1026,1026,1028,1026,1027,1026,1027,1027,1026,1025,1025,1026,1018,1026,1026,,1025,1026,1035,1024,1032,1026,1026,1026,1026,1027,1029,1024,1026,1026,1026,1026,1026,1025,1019,1026,1026,1026,1027,1026,1027,1025,1027,1030,1022,1019,1029,1026,1029,1025,1026,1026,1026,1026,1026,1027,1026,1027,1027,1026,1026,1026,,,1026,1032,1027,1028,1026,1025,1025,,1025,1026,1026,1025,1022,1023,1096,1028,1021 +,,,1026,1027,1027,1026,1026,1018,1029,1036,1026,1026,1026,1027,1025,1025,1029,1026,1026,1024,1031,,1029,1028,1027,1025,1028,1022,1025,,1025,1026,1026,1026,1026,1026,1028,1026,1027,1026,1027,1026,1026,1025,1025,1026,1017,1026,1026,,1025,1027,1037,1024,1031,1026,1026,1026,1026,1026,1029,1032,1026,1026,1026,1026,1026,1025,1019,1026,1026,1026,1026,1026,1027,1025,1027,1030,1022,1017,1030,1025,1029,1026,1026,1026,1026,1027,1026,1026,1026,1027,1027,1026,1026,1026,,,1026,1032,1027,1028,1026,1025,1025,,1026,1026,1026,1025,1022,1024,1079,1027,1022 +,,,1026,1027,1026,1026,1026,1042,1028,1034,1025,1026,1025,1027,1024,1025,1028,1026,1025,1025,1032,,1029,1027,1027,1025,1027,1023,1025,,1025,1026,1026,1025,1026,1026,1028,1026,1026,1026,1027,1027,1026,1025,1024,1025,1016,1025,1026,,1024,1027,1036,1024,1031,1026,1026,1026,1026,1026,1029,1034,1026,1026,1026,1026,1025,1025,1019,1026,1026,1026,1027,1026,1026,1025,1026,1029,1021,1016,1030,1025,1029,1025,1026,1026,1026,1026,1026,1026,1025,1026,1026,1025,1025,1026,,,1026,1032,1026,1028,1027,1025,1025,,1026,1026,1026,1025,1022,1023,1050,1027,1023 +,,,1027,1026,1027,1028,1026,1089,1028,1032,1026,1026,1025,1028,1025,1024,1035,1026,1026,1024,1032,,1030,1028,1027,1024,1023,1024,1025,,1024,1025,1026,1026,1025,1025,1028,1025,1027,1026,1027,1026,1025,1025,1025,1026,1016,1026,1026,,1024,1025,1035,1023,1031,1025,1026,1026,1026,1026,1029,1034,1026,1026,1026,1025,1026,1025,1018,1026,1026,1027,1027,1026,1027,1025,1027,1030,1022,1017,1030,1025,1029,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1025,,,1026,1031,1027,1028,1026,1025,1026,,1025,1025,1025,1025,1021,1024,962,1028,1021 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+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1027,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1021,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1021,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1021,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1028,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1027,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1027,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1025,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1027,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1025,1026,,,,,,,,,,,,,,,1025,,,,,,,,,1025,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1020,1021,,,,,,,,,,,,,,,1021,,,,,,,,,1021,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1021,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1023,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1028,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1025,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1030,,1027,,,,,,,,,,,,,,,,,,,,1025,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1034,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1034,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1035,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1021,,,,,,,,,,,,,,,,1018,,,,,,,,,1030,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1033,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,,,,,,,,,,,,,,,,1026,,,,,,,,,1035,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1041,,1026,,,,,,,,,,,,,,,,,,,,1026,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1045,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1027,,,,,,,,,,,,,,,,1026,,,,,,,,,1047,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1052,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1060,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1027,,1027,,,,,,,,,,,,,,,,1026,,,,,,,,,1062,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1064,,1026,,,,,,,,,,,,,,,,,,,,1026,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1066,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1065,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1027,,,,,,,,,,,,,,,,1026,,,,,,,,,1061,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1057,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1052,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1046,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,,,,,,,,,,,,,,,,1026,,,,,,,,,1043,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1035,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1033,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,1029,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1024,,,,,,,,,,,,,,,,,,,,,,1027,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1023,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1024,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1016,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1012,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1008,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1005,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1026,,,,,,,,,,,,,,,,1021,,,,,,,,,1002,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1021,,,,,,1021,,1027,,,,,,,,,,,,,,,,1026,,,,,,,,,1006,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1010,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1013,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1013,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1012,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1013,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1013,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1027,,,,,,,,,,,,,,,,1026,,,,,,,,,1013,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1028,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1007,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1011,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1015,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1015,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1016,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1017,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,, 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+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 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+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, diff --git a/your-project/data/Taekwondo_people.csv b/your-project/data/Taekwondo_people.csv new file mode 100644 index 00000000..ef7cb304 --- /dev/null +++ b/your-project/data/Taekwondo_people.csv @@ -0,0 +1,7 @@ +Participant ID,Sex,Age,Weight (kg),Experience (years),Belt +P1,M,7,25,1,Green +P2,M,9,23,2,Red Stripe +P3,M,13,39,6,Black Stripe +P4,M,14,43,8,Black (Competitive) +P5,F,16,54,8,Black (Competitive) +P6,M,16,72,13,Black (Competitive) diff --git a/your-project/data/clean_data.csv b/your-project/data/clean_data.csv new file mode 100644 index 00000000..0714ba99 --- /dev/null +++ b/your-project/data/clean_data.csv @@ -0,0 +1,81 @@ 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"metadata": {}, + "source": [ + "# Reading the data" + ] + }, + { + "cell_type": "code", + "execution_count": 196, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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TechniqueRR.1R.2R.3R.4R.5R.6R.7R.8R.9R.10R.11R.12R.13R.14R.15R.16R.17R.18R.19R.20R.21R.22R.23R.24R.25R.26R.27R.28R.29BB.1B.2B.3B.4B.5B.6B.7B.8B.9B.10B.11B.12B.13B.14B.15B.16B.17B.18B.19B.20B.21B.22B.23B.24CC.1C.2C.3C.4C.5C.6C.7C.8C.9C.10C.11C.12C.13C.14C.15C.16C.17C.18C.19C.20C.21C.22C.23C.24C.25C.26C.27C.28C.29PP.1P.2P.3P.4P.5P.6P.7P.8P.9P.10P.11P.12P.13P.14P.15P.16P.17P.18P.19P.20P.21P.22P.23P.24P.25P.26P.27P.28P.29
0IDP1P1P1P1P1P2P2P2P2P2P3P3P3P3P3P4P4P4P4P4P5P5P5P5P5P6P6P6P6P6P1P1P1P1P1P2P2P2P2P2P3P3P3P3P3P4P4P4P4P4P5P5P5P5P5P1P1P1P1P1P2P2P2P2P2P3P3P3P3P3P4P4P4P4P4P5P5P5P5P5P6P6P6P6P6P1P1P1P1P1P2P2P2P2P2P3P3P3P3P3P4P4P4P4P4P5P5P5P5P5P6P6P6P6P6
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2Readings1026102610261026102610261026102610261026102610261026102610261026102610261026102610271025102710271026102610261027102610271026102610261026102610261026102610261027102610271026102610271026102610271027102610271026102110261026102710261027102610271026102710271026102710271026102610261026102610261027102610261026102710261026102610271026102610271026102610261026102610261027102610261027102610271027102610261026102610261027102610261026102610261026102610261026102610261026
3NaN1026102810261027102710261026102610261025102610261026102610261026102610261026102710271025102610261026102610261027102610281027102610261026102610271027102610261027102610271027102810271027102610261027102610261023102110251026102610261026102610261026102610261026102610261026102610231025102610261027102610261027102710261026102610271026102610261026102610261026102610261027102610261026102610261026102610261026102610261025102610261026102810261026102510261026102610261026
4NaN1026102810261026102710261026102610261026102610261026102610261026102710271026102710271024102710271026102610261027102610271026102610261026102710271027102610261027102610261027102810271026102610261027102610261024102210251026102610261026102710271026102710261026102610261026102610231025102610261027102610261026102610261026102610271026102610271026102610261026102110261026102610261027102610261026102610261026102610261026102610261026102810261026102510251026102610261025
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" + ], + "text/plain": [ + " Technique R R.1 R.2 R.3 R.4 R.5 R.6 R.7 R.8 R.9 R.10 \\\n", + "0 ID P1 P1 P1 P1 P1 P2 P2 P2 P2 P2 P3 \n", + "1 Trial # 1 2 3 4 5 1 2 3 4 5 1 \n", + "2 Readings 1026 1026 1026 1026 1026 1026 1026 1026 1026 1026 1026 \n", + "3 NaN 1026 1028 1026 1027 1027 1026 1026 1026 1026 1025 1026 \n", + "4 NaN 1026 1028 1026 1026 1027 1026 1026 1026 1026 1026 1026 \n", + "\n", + " R.11 R.12 R.13 R.14 R.15 R.16 R.17 R.18 R.19 R.20 R.21 R.22 \\\n", + "0 P3 P3 P3 P3 P4 P4 P4 P4 P4 P5 P5 P5 \n", + "1 2 3 4 5 1 2 3 4 5 1 2 3 \n", + "2 1026 1026 1026 1026 1026 1026 1026 1026 1026 1027 1025 1027 \n", + "3 1026 1026 1026 1026 1026 1026 1026 1026 1027 1027 1025 1026 \n", + "4 1026 1026 1026 1026 1026 1027 1027 1026 1027 1027 1024 1027 \n", + "\n", + " R.23 R.24 R.25 R.26 R.27 R.28 R.29 B B.1 B.2 B.3 B.4 \\\n", + "0 P5 P5 P6 P6 P6 P6 P6 P1 P1 P1 P1 P1 \n", + "1 4 5 1 2 3 4 5 1 2 3 4 5 \n", + "2 1027 1026 1026 1026 1027 1026 1027 1026 1026 1026 1026 1026 \n", + "3 1026 1026 1026 1026 1027 1026 1028 1027 1026 1026 1026 1026 \n", + "4 1027 1026 1026 1026 1027 1026 1027 1026 1026 1026 1026 1027 \n", + "\n", + " B.5 B.6 B.7 B.8 B.9 B.10 B.11 B.12 B.13 B.14 B.15 B.16 \\\n", + "0 P2 P2 P2 P2 P2 P3 P3 P3 P3 P3 P4 P4 \n", + "1 1 2 3 4 5 1 2 3 4 5 1 2 \n", + "2 1026 1026 1026 1026 1027 1026 1027 1026 1026 1027 1026 1026 \n", + "3 1027 1027 1026 1026 1027 1026 1027 1027 1028 1027 1027 1026 \n", + "4 1027 1027 1026 1026 1027 1026 1026 1027 1028 1027 1026 1026 \n", + "\n", + " B.17 B.18 B.19 B.20 B.21 B.22 B.23 B.24 C C.1 C.2 C.3 \\\n", + "0 P4 P4 P4 P5 P5 P5 P5 P5 P1 P1 P1 P1 \n", + "1 3 4 5 1 2 3 4 5 1 2 3 4 \n", + "2 1027 1027 1026 1027 1026 1021 1026 1026 1027 1026 1027 1026 \n", + "3 1026 1027 1026 1026 1023 1021 1025 1026 1026 1026 1026 1026 \n", + "4 1026 1027 1026 1026 1024 1022 1025 1026 1026 1026 1026 1027 \n", + "\n", + " C.4 C.5 C.6 C.7 C.8 C.9 C.10 C.11 C.12 C.13 C.14 C.15 \\\n", + "0 P1 P2 P2 P2 P2 P2 P3 P3 P3 P3 P3 P4 \n", + "1 5 1 2 3 4 5 1 2 3 4 5 1 \n", + "2 1027 1026 1027 1027 1026 1027 1027 1026 1026 1026 1026 1026 \n", + "3 1026 1026 1026 1026 1026 1026 1026 1026 1026 1023 1025 1026 \n", + "4 1027 1026 1027 1026 1026 1026 1026 1026 1026 1023 1025 1026 \n", + "\n", + " C.16 C.17 C.18 C.19 C.20 C.21 C.22 C.23 C.24 C.25 C.26 C.27 \\\n", + "0 P4 P4 P4 P4 P5 P5 P5 P5 P5 P6 P6 P6 \n", + "1 2 3 4 5 1 2 3 4 5 1 2 3 \n", + "2 1026 1027 1026 1026 1026 1027 1026 1026 1026 1027 1026 1026 \n", + "3 1026 1027 1026 1026 1027 1027 1026 1026 1026 1027 1026 1026 \n", + "4 1026 1027 1026 1026 1026 1026 1026 1026 1026 1027 1026 1026 \n", + "\n", + " C.28 C.29 P P.1 P.2 P.3 P.4 P.5 P.6 P.7 P.8 P.9 \\\n", + "0 P6 P6 P1 P1 P1 P1 P1 P2 P2 P2 P2 P2 \n", + "1 4 5 1 2 3 4 5 1 2 3 4 5 \n", + "2 1027 1026 1026 1026 1026 1026 1026 1027 1026 1026 1027 1026 \n", + "3 1026 1026 1026 1026 1026 1026 1026 1027 1026 1026 1026 1026 \n", + "4 1027 1026 1026 1026 1026 1021 1026 1026 1026 1026 1027 1026 \n", + "\n", + " P.10 P.11 P.12 P.13 P.14 P.15 P.16 P.17 P.18 P.19 P.20 P.21 \\\n", + "0 P3 P3 P3 P3 P3 P4 P4 P4 P4 P4 P5 P5 \n", + "1 1 2 3 4 5 1 2 3 4 5 1 2 \n", + "2 1027 1027 1026 1026 1026 1026 1026 1027 1026 1026 1026 1026 \n", + "3 1026 1026 1026 1026 1026 1026 1026 1025 1026 1026 1026 1028 \n", + "4 1026 1026 1026 1026 1026 1026 1026 1026 1026 1026 1026 1028 \n", + "\n", + " P.22 P.23 P.24 P.25 P.26 P.27 P.28 P.29 \n", + "0 P5 P5 P5 P6 P6 P6 P6 P6 \n", + "1 3 4 5 1 2 3 4 5 \n", + "2 1026 1026 1026 1026 1026 1026 1026 1026 \n", + "3 1026 1026 1025 1026 1026 1026 1026 1026 \n", + "4 1026 1026 1025 1025 1026 1026 1026 1025 " + ] + }, + "execution_count": 196, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = pd.read_csv('data/Taekwondo_Technique_Classification_Stats.csv')\n", + "original_data = pd.read_csv('data/Taekwondo_Technique_Classification_Stats.csv')\n", + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 195, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(4749, 115)" + ] + }, + "execution_count": 195, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['P1', '1', '1026', '1027', '1021', '1025', '1017', '1024', '1019',\n", + " '1031', '1023', '1022', '1015', '1053', '1067', '1078', '1058',\n", + " '1045', '1039', '1040', '1029', '1016', '1028', '1054', '1064',\n", + " '1068', '1051', '1043', '1038', '1033', '1030', '1014', '1009',\n", + " '1010', '1011', '1012', '1013', nan], dtype=object)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.R.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Technique object\n", + "R object\n", + "R.1 object\n", + "R.2 object\n", + "R.3 object\n", + " ... \n", + "P.25 object\n", + "P.26 object\n", + "P.27 object\n", + "P.28 object\n", + "P.29 object\n", + "Length: 116, dtype: object" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.dtypes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Defining functions" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Defining a function to get only the interesting data:\n", + "\n", + "As every column is on different time lengths, we need to remove all the NaN produced after the impact." + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1032" + ] + }, + "execution_count": 168, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def cut_data(data):\n", + " new_data = data[~data.isna()][2:].astype('int64')\n", + " # Taking only from row 2 because 0 and 1 are descriptive.\n", + " return new_data\n", + "\n", + "# data_str = cut_data(data['C.4'])\n", + "# data_str.max()" + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 169, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(data_str)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As this graph is not usable, we need to clean it" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Defining a function to set the mean to 0\n", + "\n", + "We need to remove the offset created by the lecture.\n", + "We substract the mean from the number to have data gathered around value 0." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "140" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# We could set the mean to 1026, as it seems to be the starting value for almost every lecture. \n", + "\n", + "def norm(data):\n", + " data_mean = int(data.mean())\n", + "# Because the data is full of integers, we don't want to convert the dataset to a float series.\n", + " new_data = []\n", + " for i in range(len(data)):\n", + " new_point = data.iloc[i] - data_mean\n", + " new_data.append(new_point)\n", + " return new_data\n", + " \n", + "# data_norm = norm(data_str)\n", + "# max(data_norm)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Defining a function to remove small noise\n", + "\n", + "There seems to be static noise in the data. We can define the upper and lower limits to remove it." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 140\n", + "dtype: int64" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def small_noise(data, lower, upper):\n", + " new_data = [x if (x>upper or x\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", + "
0
0NaN
1NaN
20.0
30.0
40.0
......
33030.0
33040.0
33050.0
33060.0
33070.0
\n", + "

3308 rows × 1 columns

\n", + "" + ], + "text/plain": [ + " 0\n", + "0 NaN\n", + "1 NaN\n", + "2 0.0\n", + "3 0.0\n", + "4 0.0\n", + "... ...\n", + "3303 0.0\n", + "3304 0.0\n", + "3305 0.0\n", + "3306 0.0\n", + "3307 0.0\n", + "\n", + "[3308 rows x 1 columns]" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def rolling(data, smoother):\n", + " new_data = data.rolling(window = smoother).sum()\n", + " return pd.DataFrame(new_data)\n", + "\n", + "# smooth = 3\n", + "# data_rolled = rolling(data_non_noise, smooth)\n", + "# data_rolled" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " Checking the data cleaning with a graph" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "viewing = cut_data(data.iloc[:,2])\n", + "\n", + "test = rolling(small_noise(norm(cut_data(viewing)), -10, 10), 2)\n", + "\n", + "plt.plot(viewing)\n", + "plt.plot(test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This graph is too small to show anything visible. We need to make other kind of graphs." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "How many graphs do you wish to see? 3\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# We plot the original data next to the cleaned and zoomed in data.\n", + "# The objective is to show a better lecture of the data.\n", + "\n", + "number_of_graphs = int(input('How many graphs do you wish to see? '))\n", + "fig, ax = plt.subplots(number_of_graphs, 2, figsize= (10,number_of_graphs*4),gridspec_kw={'width_ratios': [2, 1]})\n", + "lower, upper = -10, 10\n", + "smooth = 3\n", + "\n", + "for i in range(number_of_graphs):\n", + " viewing = cut_data(data.iloc[:,i+80])\n", + " test = rolling(small_noise(norm(viewing), lower, upper), smooth)\n", + " \n", + " test_max = viewing[viewing == viewing.max()].index[0]\n", + " \n", + " ax[i,0].plot(viewing, color='orange')\n", + " ax[i,1].plot(test)\n", + " ax[i,1].set_xlim(test_max - 30, test_max + 50)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1884, 1954)" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 2, figsize= (16, 4))\n", + "lower, upper = -10, 20\n", + "smooth = 3\n", + "\n", + "viewing = cut_data(data.iloc[:,55])\n", + "test_max = viewing[viewing == viewing.max()].index[0]\n", + "\n", + "test = rolling(small_noise(norm(viewing), lower, upper), smooth)\n", + "ax[0].plot(viewing, color='orange')\n", + "ax[1].plot(test)\n", + "ax[1].set_xlim(test_max - 20, test_max + 50)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Function to find the top peak of the data" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ nan, 0., 22., 94., 119., 59., -22., -119., -106.,\n", + " -201., 47., 129., 25., 32., 36., 15., -4., -36.,\n", + " -40., -28., 26., 29., 9., 2., -12., -35., -31.,\n", + " -24., 23., 21., -2., 3., 7., 12., 11., 8.,\n", + " 20., 19., -15., 4., 18., -63., -43., -25., 24.,\n", + " -21., -26.])" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def peak(data):\n", + " new_data = []\n", + " for i in range(len(data)-1):\n", + " new_data.append(data.iloc[i+1]-data.iloc[i])\n", + " return pd.DataFrame(new_data)\n", + "\n", + "test_peak = peak(test)\n", + "test_peak.iloc[:,0].unique()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Creating a new DataFrame with the hitting point of every strike" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### We need to drop the first column, as it only contains headers" + ] + }, + { + "cell_type": "code", + "execution_count": 199, + "metadata": {}, + "outputs": [], + "source": [ + "data.drop(columns = 'Technique', inplace = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 298, + "metadata": {}, + "outputs": [], + "source": [ + "lower, upper, smooth, min_time, max_time = -8, 5, 3, 30, 50\n", + "\n", + "clean_data = pd.DataFrame()\n", + "j = 0\n", + "\n", + "for column in data.columns:\n", + " name = data[column][0] + '-' + column[0] + '-' + data[column][1]\n", + "# The name will take the person's ID, the class of the strike and the number of trial\n", + "\n", + " clean_ = rolling(small_noise(norm(cut_data(data.iloc[:,j])), lower, upper), smooth)\n", + "# We just run all the little functions to clean the data\n", + " \n", + " pos_max = clean_[clean_[0] == clean_[0].max()].index[0]\n", + "# We find which is the maximum of the dataset\n", + "\n", + " temp_list = clean_.iloc[pos_max - min_time: pos_max + max_time]\n", + "# We determine the range of the data we want\n", + " \n", + " clean_data[name] = temp_list[0].reset_index(drop=True)\n", + "# We add it to a new dataframe\n", + "\n", + " j += 1\n", + "# clean_data = clean_data.transpose()\n", + "# # We transpose the data in order to access them directly.\n", + "\n", + "clean_data.to_csv('data/clean_data.csv', sep = ',')\n", + "# Save the new DataFrame into a CSV file for further manipulations." + ] + }, + { + "cell_type": "code", + "execution_count": 299, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(80, 115)" + ] + }, + "execution_count": 299, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clean_data.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We converted a (4749, 115) dataset into a (80,115) dataset." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plotting the maximums of every series" + ] + }, + { + "cell_type": "code", + "execution_count": 300, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 300, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Participant IDSexAgeWeight (kg)Experience (years)Belt
0P1M7251Green
1P2M9232Red Stripe
2P3M13396Black Stripe
3P4M14438Black (Competitive)
4P5F16548Black (Competitive)
5P6M167213Black (Competitive)
\n", + "
" + ], + "text/plain": [ + " Participant ID Sex Age Weight (kg) Experience (years) \\\n", + "0 P1 M 7 25 1 \n", + "1 P2 M 9 23 2 \n", + "2 P3 M 13 39 6 \n", + "3 P4 M 14 43 8 \n", + "4 P5 F 16 54 8 \n", + "5 P6 M 16 72 13 \n", + "\n", + " Belt \n", + "0 Green \n", + "1 Red Stripe \n", + "2 Black Stripe \n", + "3 Black (Competitive) \n", + "4 Black (Competitive) \n", + "5 Black (Competitive) " + ] + }, + "execution_count": 197, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list_of_people = pd.read_csv('data/Taekwondo_people.csv')\n", + "print(list_of_people.dtypes)\n", + "list_of_people" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Group the kicks by participant and type." + ] + }, + { + "cell_type": "code", + "execution_count": 302, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['P1-R', 'P2-R', 'P3-R', 'P4-R', 'P5-R', 'P6-R', 'P1-B', 'P2-B', 'P3-B', 'P4-B', 'P5-B', 'P1-C', 'P2-C', 'P3-C', 'P4-C', 'P5-C', 'P6-C', 'P1-P', 'P2-P', 'P3-P', 'P4-P', 'P5-P', 'P6-P']\n" + ] + } + ], + "source": [ + "list_of_person_per_kick = []\n", + "for i in clean_data.columns:\n", + " if i[:4] not in list_of_person_per_kick:\n", + " list_of_person_per_kick.append(i[:4])\n", + "print(list_of_person_per_kick)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 321, + "metadata": {}, + "outputs": [], + "source": [ + "def mean_of_kick(data, value):\n", + " test_df = pd.DataFrame()\n", + "\n", + " for i in data.columns:\n", + " if i[:4] == value:\n", + " test_df[i] = data.loc[:, i].reset_index(drop=True)\n", + "\n", + " new_mean = test_df.mean(axis=1)\n", + " \n", + " return new_mean\n", + "\n", + "\n", + "data_means = pd.DataFrame()\n", + "for i in list_of_person_per_kick:\n", + " data_means[i] = mean_of_kick(clean_data, i)\n", + " \n", + "# data_means" + ] + }, + { + "cell_type": "code", + "execution_count": 347, + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "'RangeIndex' object is not callable", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata_means\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabel\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mi\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 7\u001b[0m \u001b[0mymax\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmax\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata_means\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 8\u001b[1;33m \u001b[0mxpos\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdata_means\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mymax\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 9\u001b[0m \u001b[0mxmax\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mxpos\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 10\u001b[0m ax.annotate('local max', xy=(xmax, ymax), xytext=(xmax, ymax+5),\n", + "\u001b[1;31mTypeError\u001b[0m: 'RangeIndex' object is not callable" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10,8))\n", + "\n", + "value = 'P'\n", + "for i in data_means.columns:\n", + " if i.endswith(value):\n", + " plt.plot(data_means.loc[:,i], label = i[:2])\n", + "ymax = max(data_means)\n", + "xpos = data_means.index(ymax)\n", + "xmax = x[xpos]\n", + "ax.annotate('local max', xy=(xmax, ymax), xytext=(xmax, ymax+5),\n", + " arrowprops=dict(facecolor='black', shrink=0.05),)\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 346, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "values = ['Round', 'Back', 'Cut', 'Punch']\n", + "fig, ax = plt.subplots(4, 1, figsize = (10,20))\n", + "\n", + "for j in range(4):\n", + " for i in data_means.columns:\n", + " if i.endswith(values[j][0]):\n", + " ax[j].plot(data_means.loc[:,i], label = i[:2])\n", + " ax[j].set_title(values[j])\n", + "plt.legend()\n", + "\n", + "\n", + "plt.show()\n", + "plt.clf()" + ] + }, + { + "cell_type": "code", + "execution_count": 346, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "values = ['Round', 'Back', 'Cut', 'Punch']\n", + "fig, ax = plt.subplots(4, 1, figsize = (10,20))\n", + "\n", + "for j in range(4):\n", + " for i in data_means.columns:\n", + " if i.endswith(values[j][0]):\n", + " ax[j].plot(data_means.loc[:,i], label = i[:2])\n", + " ax[j].set_title(values[j])\n", + " ymax = max(y)\n", + " xpos = y.index(ymax)\n", + " xmax = x[xpos]\n", + " ax.annotate('local max', xy=(xmax, ymax), xytext=(xmax, ymax+5),\n", + " arrowprops=dict(facecolor='black', shrink=0.05),)\n", + "plt.legend()\n", + "\n", + "\n", + "plt.show()\n", + "plt.clf()" + ] + } + ], + "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/your-project/main.py b/your-project/main.py new file mode 100644 index 00000000..2519e5d7 --- /dev/null +++ b/your-project/main.py @@ -0,0 +1,39 @@ +import matplotlib.pyplot as plt +import pandas as pd +import numpy as np +import csv +import hashlib +import json +import random +from cleaning import * + +if __name__ == '__main__': + print('It’s good to meet you') + # Acquisition // The path is always ../data + tkd_data = pd.read_csv('Taekwondo_Technique_Classification_Stats.csv') + original_data = pd.read_csv('Taekwondo_Technique_Classification_Stats.csv') + tkd_data.head() + + # Wrangling + lower = -10 + upper = 20 + roll = 2 + final_df = cleaner(tkd_data, lower, upper, roll) + +# final_df.to_csv('CSVs/marvel_cleaned.csv', sep = ';', index = False) + + # Analysis +# final_df.describe().to_csv('CSVs/marvel_describe.csv') + + # Doing a multi-graph figure + graphing(final_df, lower, upper, roll) + + # keep_on = True + # while keep_on: + # dict_test = {"good": 0 , "bad": 1, "neutral" : 0 , "male": 0 , "female": 1, 'all': 2 } + # gender, alignment = ask_input(dict_test) + # selected_df = df_selection(final_df, dict_test[gender], dict_test[alignment]) + # graphing(selected_df, 'marvel_'+alignment+'_'+gender) + + # print(selected_df.describe()) + # Reporting \ No newline at end of file From 20ebb787b59513b059d34dea1257c32a3c5215a3 Mon Sep 17 00:00:00 2001 From: Octavi Fernandez Date: Tue, 10 Mar 2020 20:00:55 +0100 Subject: [PATCH 2/5] second commit --- .../.ipynb_checkpoints/main-checkpoint.ipynb | 281 ++++++++++++---- your-project/cleaning.ipynb | 301 ------------------ your-project/figures/evolution.png | Bin 0 -> 97796 bytes your-project/figures/participant_strike.png | Bin 0 -> 158255 bytes your-project/figures/strike_participant.png | Bin 0 -> 140673 bytes your-project/main.ipynb | 281 ++++++++++++---- 6 files changed, 430 insertions(+), 433 deletions(-) delete mode 100644 your-project/cleaning.ipynb create mode 100644 your-project/figures/evolution.png create mode 100644 your-project/figures/participant_strike.png create mode 100644 your-project/figures/strike_participant.png diff --git a/your-project/.ipynb_checkpoints/main-checkpoint.ipynb b/your-project/.ipynb_checkpoints/main-checkpoint.ipynb index 59f8ff1e..89c6eaa6 100644 --- a/your-project/.ipynb_checkpoints/main-checkpoint.ipynb +++ b/your-project/.ipynb_checkpoints/main-checkpoint.ipynb @@ -1460,22 +1460,22 @@ }, { "cell_type": "code", - "execution_count": 300, + "execution_count": 445, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 300, + "execution_count": 445, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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pe4f3DzdL2qYi+jzSVz39FnyfBYVRBqJni77bXpnvRL6UTUAR/YTEMOmPlvU6xSBEPw+yzLS0xtaM9CWtMAsAnCazOBJqyiaQSlsVw9HNyUwgllWYBegi/TKvflOtlXNH+gAwOld9i0eIfh6i6uKt3UqtWZGbYe/YbebKYElIMuy29IVcEembD1lmmAvF0Gtg73gqNFwoIafXxGQyXMO0TSH6eeBn9w63A5LMauK31RJF9FP2jtl8bSVPX3j6ZmcpkkBCYnkj/XLbK/MrSFsO0R/scMFqoZqkbQrRz0NEE33lbN9qEXAskZ69w4Wv1Y4zF+mePj/21jqxCwqj5egbLeTySL9ceydPRa6y3YJVne6apG0K0c8Dr8btUHN3W00M4xl5+mbLVY/rPX3V2jLLsQtSaNW4Rgu5Du7pl2fvxKX89g7Ac/WFvVNXuL3Tqc7MjEmtlcqY6ek7zLaQm8yO9IXom48ZbSC6I+s2LdIvM2XTaIhKJrXK1Reinweeo8+r9Ph4wVYhszjLbMIn8vQFgD7Sd2Xd5rJbQFR+pJ/UdXTNRa1aLJcl+kTUSUSPE9EZIjpNRLcQUTcR/ZiIzqn/d+nu/1kiOk9EZ4loX/m7X1246Ldze6fFBCEzT99s/WcMPX2TXOUIUswEY3BYLWhX1+70EBG8jvLbK8clBrsl1dzQiFq1WC430v97AE8zxrYAuA7AaQCfAXCAMbYJwAH1dxDRNgD3A9gO4G4AXyIiq+GzNggRzd5pTU9f6b1jsJDbYie3XIg8fQEAzAbi6PU5cgqyuwLtlZOSnHMRl8NF/7e/dhDv+/LL+Mgjr1dkKHsmJYs+EbUDuA3AvwAAYyzOGFsEsB/AI+rdHgFwn/rzfgCPMsZijLFLAM4DuLHU168Fqeyd1hN9WWaISxmevukWcmVtAdcuFnJNy0zQOEef43VY4S9zzoT+qjIXWwfb8bG3r8d1Qx2wWy24shjNmqlbCbKvZ4pnPYAZAF8lousAHALwCQADjLEJAGCMTRBRv3r/VQB+rnv8uLqtYdE8fU/r2Tv8WPT2jtmmRyV1X0SzHbsgxWwghsGObD+fs67Xi7OTgbJeIyGznH13OFYL4bP3bC3rdYqhnNOIDcBuAF9mjF0PIATVysmB0REbGqhE9FEiOkhEB2dmZsrYxfLQ7B23mr3TQgu5/FjSK3K5xWEOX1tv71gtBCLh6ZuR+VAc3d7szB3O7uEunJ8OYilc+gJrUpJzdtisNeXsxTiAccbYq+rvj0M5CUwR0SAAqP9P6+4/pHv8agBXjZ6YMfYwY2wPY2xPX19fGbtYHtkLua2TssnnA6R7+uZqOhbXRfp8ZGIrWXiCwjDGMB8uIPprlFyUI2MLJb9OQmKahVhvShZ9xtgkgDEi2qxuugPAKQBPAnhA3fYAgCfUn58EcD8ROYloHYBNAF4r9fVrQSQhwWG1wK0WMLWSIKSGomfbO610nLlgjKW1YQCU4xf2jrmIJCTEk7JWi2PEdUOdsBBweKQc0Zdhb5BIvxxPHwD+G4B/JyIHgIsAfhPKieQxIvotAKMA3g8AjLGTRPQYlBNDEsCDjLGGDp0jcQkuu0VbTGmlpmtapG/SPH1JZmAsvdWt3UqmOHZBigXVsuny2HPex+e0YfOKdhweXSz5dYpZyK0VZYk+Y+wogD0GN92R4/4PAXionNesJZG4BLfDqgljK0XAUSNP30Sirw21yDh+Mxy7IMVCKA4AeSN9ANg93Iknjl6FJLO8BVa5SEqsYMpmrWiMU0+DEklI8DhsmjC2VqSvir7doDjLBIuZfN1CXxavePqtf+yCFAthRfTzefoAcMOaLgRjSbw5VVoWT0JmOTts1prG2IsGJRyX4LJbU73WW0r0s+0dIjKNr82P0ZFRp2CGYxekKMbeAZQMHgA4PFqar59Ipq8f1RMh+nmIJiS4dZ5+K2W1pBZy0z8CdiuZoirVaHyd8PTNx2K4OHtnTY8H3V4HDo+U5usn5dZI2Wx5uL3TilktqTz99E4YdpulpU5uueC1CHrRF5G++ZjXPP38kT4RYfdwJ46UGulLLG39qJ40xl40KNzesVktsFqotUTfIE8fMM9iZlyL9DM8fROsZwhSLIYTaHPZisqs2b2mCxdnQ9qJYjkoKZvC3ml4oglJG6LgsFo0oWwGvvLiRTzy8uWct+eydxwmWcxMGswstVstprC2BCkWwnF0FbB2ONzXPza2fItHZO80CZG4BI+a3eKwNU+1ZkKS8fcHzuGJo1dy3seoOAswj8VhaO9YzWFtCVLMh+LoKpC5w1nV6QaQGq+4HBopT78x9qJBCceTqUi/ibzuQyMLCESTCMZydwaMJXLZO+ZYzNTsHZtYyDUzi+FEwcwdjs+plDXl+17lIiEL0W8KogkZLrve3mkOQXjujNLuKJCnHWzu7J3WiPS/8uJF/OmTJ3Pensjl6TfJeyyoDMuxd3wuRfTzfa9ykZQKd9msFUL0c5CUZMQlGR410nfam0cQDpyeAgAEixD9zEHN9iY6ueXjhXOzePbkZM7btTx9vadvEmtLkGIhVLzo260WuOyW0iJ9SRbFWY0O77DpbrJIf2QuhAszIXR57AjGk5Bl40VZPh83c1pQqxRnhWNJzAbjYMz4+Pkx2jI8fbMMhRcoKdihuFS0vQMAPqe9pEg/ITGRvdPocNF38Ui/SRZyubVz785BMAaEE8YZR8p83Oy3326jlhC+YCyJuCTnnHgU1xZy9faO8PTNhFaYVeRCLgC0uWwlDS4XC7lNQDSufPmrnb0jyQx/9dRpXF2szDDk585MY0OfF9tXdgDIbfHEklJa3x1Oq0T6IXWm6VyOTAtDe6dFjl1QHLwFQ3eR9g6giH4p9o6SstkYctsYe9GAhBPKG+vWIn1rVbJ3RufD+Kf/uogDZ6YL37kAwVgSr16cxzu39KNNW3QyjkpyRvotspgZjilXOLNB40IaozYMzZSWKygfXmS1PHvHlnetzAjGGBKy6L3T8PBRie4qR/pclEMlRA+ZvHR+FnFJxju3DKQyDXI8byyZy95pjWiXR2OFIn19yqbw9M1FsX139PictmV7+nx2g4j0GxzN07dXtyLXH1E+QJUQ/VNX/SACdq/pRBvPKc5n79iM7Z1mqUfIRVKStUX3XIU0vN1CZspmK5zwBMWh2TvL8vTty7Z3kmoyhajIbXCiquh7HLWJ9EvxCTMZX4hgoM0Fp82qRfq5njeWlLMKswDeZbO5o91QPHVynslh7yRzePpJmeXMeBK0Fgvh4pqt6SllITdu8FmrJ42xFw1ImNs7VRf9ykX6YwthDHUrpeK+ApF+MJbUTmh6WqENg/5vWdDeScvTN9dgeLOzEIrDbbdqV/PF4HMqC7m5UoGNSKpXlTaRstnYZHr6ziq1YfBrnn751tGVhQiGujwAlMtQ/fNnMu2PYaDNlbXd3gL2jl70c9k72rjEjDx95bbmPn5BcSwsowUDp81lg8xSQWExJA3Wj+pJY+xFA8LtHX2kX43iLJ5HXq69k5BkTCxFsLorI9I3eF7GGKYDUfS3Z4t+K6Rs6u2duRz2Dr9qy/T0AYjFXJOwEC6+2RqnkG1qhNbnSQxRaWzCBtk71RD9Snn6VxcjkBmwuluJ9K0WgsdhNbR3FsIJJCSGgXZn1m32Fshg4ZH+QLszT6Qvw2ahtIpkMw2GFyyv7w6HB1PLyeDR7B2xkNvYZGbvONX89eV4ecVQKU9/fEEp7uKRPpDyHzOZXIoCAAYMIn271QJJZpCaeDGTH/Oabm/OSN+oQlIbDC9y9U3BYjixrEVcAGhXbdPlLOYarR/Vk8bYiwYkklB601jVxRc+J7fSUXAxkb6RCP3BfxzFH377mPb72HwYADRPH1AuRY0ikqkAF32DSF9dzGzmaDesVuMO93gQiCU1q05PwqDrYeo9bt5jFxTPfCi+rHRNoDR7J2GQHlxPhOjnIBJPTc0CUsNGKr3IWShPf2QuhN1/8WP8+NRU2vbj44v46dlp7cpjfCECq4Uw2JGK3ttcdsPirGm/Ivr9Bgu52jzgKghfIJrAtw+OVfx5Mwmqi+Jre5QToJHFE5dkTeQ5/KpuOYt0guZEkhn80cSyCrOAwllxRvApbSLSb3AicUnz84FUFFjpS/9ALH/2zj8+dx7BWBJvTgXSts+H4pgNxjGhWjVjC2EMdrjSqv7anDYEDS5Dp/yKCPYbRPpatFsFi+OpNybxqcePa1cl1YKfQId7vACMF3MTyWx7p9enCEApk5EEzcVSJAHGlteCAYCuvclyIv3sjq71pDH2ogGJJNIjfS6Gla7K5R+euCRnnVBG58L47hFl5KFeuJKSjMWIIuZvXFkCoNg7emsHyO3pT/mj6PLYDStyq5nB4q9gIVo+wrEkiIChrvTxdtGEhCePXcWJK0uIJCQD0VdOgrnWAQStAy/MWq690+ZUPf1S7J0GydO31XsHGpWsSN9apUhfFzGEYkk4bKkP4Zd+eh5WC6HdZcNcKBV9LoSVKAUA3hhfwr7tKzC+EMHbr+lLe26fy7g51JQ/ZriIC1Q3g4WLfbXtk2BMgtdhyxLxJ49exae/c1y73/o+b9rjetT7i0i/9VkILb/vDgB4nYomLMve4aLfIHn6QvRzEElU395hjCEQTaDXp6QWBmNJLW94bD6Mxw+N41dvGsbxK0tp0SfvDggokX40IWE6EMNQd3qk35ZjITdXjj6QWmyqRnpqSBP96kb6oVgSXqdVE/0ZVcSPjC2g3WXDX9y3A0fHFrF1RXva47wOK1x2ixB9E8D77izX3rFZLXDbrSVl74iK3AYn095xavZO5cQwmpCRkJi2+BrSieE/vXABFiJ8/PYN6PGm55vzqH+o2403rixp6Zq8BQOnzWkznJ415Y9ihYGfD1S3KpUvsFY70g/Fk/A6bHA7rPA6rNrf7ujYEq4b6sT+Xavw+fdsxwf2DqU9jojQ63MKe8cEcHtnuXn6wPJ76ouUzSaAMYbJpSg63KkowFEF0efRwgou+roP0sHLC3jrpl4MdrjR63NgThfdc1G6/Zp+zIfieO3SPABgdaan77JlTc+SZIaZQG57p5ppi/z4ItUW/VgSXjXLordNEfFwXFkM3zXUmfexPT6ndmUgaD6WwsVF4NzeWW5FLqCmQpeUstkYclv2XhCRlYiOENEP1N+7iejHRHRO/b9Ld9/PEtF5IjpLRPvKfe1qceKKHxNLUdym88grYe9cWYzga69c1n7nLRh4pB/UZfAsRRLoUT+QPT4H5kNxLWLn9s7tm5X9e+rEBAAYLOQqJy29/zgXjEFmyGPvVF/0Q1W3dyTNe+XW2cmrfkgyw3Wr84t+n8+Rc/CKoLEZmw/j+r94Fi+emyl434szIXjVK8Hl0rbMnvo8ZbOVKnI/AeC07vfPADjAGNsE4ID6O4hoG4D7AWwHcDeALxHR8v/iNeCpExOwWgh3bR3QtnF7JzN/nTGGH5+aKip6/Y/XRvG5J05qdgOP9Ac7FFtGH+nr+4L0eJ2QZIYlNWNnLhgDEXDLhh7YLISXL8zBYbWgvy3dskkVkqSiH56uOdBmbO/YtQXrymfvBGsV6av2DgD0eB2YC8ZxbGwRAHDtUEfexyr2joj0jbg8G8KND/0EI3Oheu+KIbwVyY/emMx7v4Qk49lTk7hj60BaG45iaXPZDVOhc7+e8l1qidbKRLQawLsAfEW3eT+AR9SfHwFwn277o4yxGGPsEoDzAG4s5/WrAWMMT5+YxM3ru9Mu/RxWtTgrI9I/PLqA3/7aQfzojYmCzz2i5qdPq8KbHekrv0cTEqIJWbOXetT8ce7lz4WUniEehw2bBtogyQyrutywZCwU8Zxi/XDwSX/uFgwA4KhiRS4/vkp0FM1Hpr0zG4zh2PgSVna4DAvS9PSoVproqZ/Nzy/OYToQw9nJQOE71wFuY+qLFo14+cIcFsIJvPvawZJeJ1cqdC5SefqtEen/HYBPA9ArxABjbAIA1P/71e2rAOjLMcfVbVkQ0UeJ6CARHZyZKXypVknOTQdxcTaEu3ekfyD4wJFM0X/6hBJVTAcKR4cjc6roq20Qcnn6mYtMvVoqobJdXz5+7SolctX33OEYTc+aKiD69iqlpgK67J1Ede2dYDuYuHgAACAASURBVExKib7XgflwHIdHFnBdAT8fUP7Wksy0OghBijOq2C816N+GX0FOLEVxVlfM+NWXLuEnuor2Hx6/ijanLc2+XQ652pvkIqll7zR5pE9E7wYwzRg7VOxDDLYZno4ZYw8zxvYwxvb09ZX2xpTKU29MggjYt20gbTu/NNMXZzHG8MxJ5cPEhTofoxmRfiAj0ueiuJiRTqZF+qrozwXjmt+/YzUX/XQ/HzDuEzLtj4IoVX2aSXXz9JW/XbXtnXA8qXm1vW1OMKaspxQj+j1abr+weDI52+Cir88Ke/6MEiyenw7iz39wCr/36BFcWYwgnpTx9IlJ3LVtYFnDU/S05ah/yUW8heydtwB4LxFdBvAogHcS0TcATBHRIACo/0+r9x8HoM+RWw3gahmvXxWePjmJG4a7shY6jRZyz0wGNCEvlOYXiCa0BVgebfNIv8fnhMNq0URxIWNgc49XFSLN3olpJ4KdaqSfma4JGPcJmfLH0Otz5iwJd+RYu6gEoRrYO7LMEI7rIn1fau3i2tX5/Xzl/srfVWTwpMMY06Jnf4OKfkRNEFjR7sLzZxXZ+ecXLsJhtYAx4HPfP4GfnZ+BP5rEu68rzdoBcqdC5yLZKvYOY+yzjLHVjLG1UBZon2OMfRjAkwAeUO/2AIAn1J+fBHA/ETmJaB2ATQBeK3nPq8DIXAinJ/y4e8eKrNuMxPDZk1MgAlZ2uDAfyi8S3NoBUlaQP5KEhZSiIK/TmhXp87avXR47iFL2zlworp0Idqxsx2/cuhb37Mj+EBuVjE8FoobdNbXjrFIbBklmWrvqSBXtHZ4ZxE94/IqIKHWCzEdfhpUmUJgJxrSgJV+kX+nW48uBD8+5Z+cKHBpZwPnpAL535Ao+sGcIn/yFa3DgzDT+/D9Pod1lw1s3lu4g8FToYrPQ+GD0lknZNOALAO4ionMA7lJ/B2PsJIDHAJwC8DSABxljDdXO8MBpJTrYtz2P6Osi/WdOTmL3cBc2DrRhvkB+MG8yZrNQWqTvc9pARPA6bTk9fZvVgi6PA3PBmNJ3J5zQPH2b1YI/fe92rOv1Zr6kZu/oqwencoxJ5FTL3tF/QaoZ6fNLfI8zZe8AwMY+nzZCMh/C3jFGv3ibS/QvzgSx7XPP4EMP/xyPvT6Wc1RnteDv/b07ByHJDP/nvx9GUpbxkbetw2/cuhY7VrXj8lwY+7avyOqwuhz456jYxVyjKW31pCKizxj7KWPs3erPc4yxOxhjm9T/53X3e4gxtoExtpkx9lQlXruSTAWicNgsWe0MgOyK3LH5ME5N+LFv+wB6vI7Ckb4q+jtWdWiRfiCaRLuaoaPPCMiM9IFU6iEvH8/lyesxmp417Y9ioCOf6Fcne0efjlpNT5//DX3aQq4i4sX4+QDQ6bbDaiHRiiEDLvqrOt05Rf/g5QVEEhJG58P49HeO474vvlTLXUQknoTLbsHu4S50eux4cyqIe3YOYk2PFzarBV/4pWvR6bFnVWIvl+W2V07KMqwZU9rqSWNcbzQI/kgS7S7jdkSphVxFDJ85qWTt7Nu+Al0eB+YL2AEjc2F0ex3Y0OfT+tn7o0ktavA6bVo0vBiOw223pi009fqcmAvFNF+/25vbotGjP5nEkzLmQvH8kX6VWkjrRb+axVn8dXiefrvbhvv3DuH9N6wu6vEWC2knWEGKM5MB9PqcWNfrzSn6b04F4LRZ8MKn34Ffv2UNxucjNd3HcFxptGe1EN62SbFvPn7bBu32Has6cOR/3IW9a7vLeh2fQSp0PowG9tQT0XBNRyCa0MahZUJEcKgjEwHFCtqyog1rerzo8TkQikuIJqScGQGj8yEMdXvQ366U+cvqEAeeS+912rCk2joLBmPcenwOnLrq104uxbaE1ZeM88XJYjz9Si/k8kVqr8Na1UifW0fc3iEifOGXr13Wc/T4cs/WNStnJwPYsqINHW47JpaMxfzsVACbBnywWgj9bU7EJdlwLGW10A8++sQdm/DWjT3YmbF4X4lou32Z07MSktwwQ9EBEemn4Y8m0ebO7fs6bCnRPz3px+41SocJLsD50jZH5sJY0+3BQJsTCYlhIRxX7B31A+RzWnX2Tjyr5StvJ8B78BRj7wDpJeOFcvQBnadf4YpcHoH3t7uq2nAtlGHvlEKvz4EZEelrSDLDm1MBbF7Rhna3PWekf24qiGv62wAAbvVKq5ZTyELxJDyq6G/s9+GDe4er8jpG7U3ykZRYw7RVBoTop+GPJHLaO4Aq+pKE+VAci+EE1quLp3zBNd8Q7quLEazp8WipoNOBWNqVhddh06LUhXAiq+Vrj9cBfzSpDTUvNtLXl4xPqY81mpjFsVoIVgtV3NPnJ7Q+n7O69o763N6yRF+0YtAzMhdCLCljsxrpK1On0oOCpUgCk/4oNg0oos/rJKrdRltPOC5pJ5tqYpQgkY+EJDdMW2VAiH4a/jz2DqAs5saTMi7MBAEAG/p9AFLFU7ki/SsLSk+Q4W6PZq1M+aMIRJNp9k5IF+lntnzlWSXnpgOwUPHDH/SePq8p4L1+cmG3Vl70+bH1tTsRiUtVS+0LaTZSeZH+bDBW1/TDRoIv4m5d0Y4Otx0JKZV+yzk/rdxn8wrlO+FRT7rVbrmhJxKX4Cmx4Go5tC3b3mENk64JCNFPQ8mmyR/px5IyLnLR71U+4Fyg9cNN9PDMnTU9Xq33y7RfifT5Qq5PXchljGExh6cPAGengujyOGAtMnLQT8967dI81vd6C14l2K2Winv6mr3T5kRSZhV9/hNXlnR9fXikX/qXv9fnRDQha3nfZufMpBJobBrwaf2gMi2es5PKd2KTau9w8a129bUepSiv+qLPA4piWzEo6xoi0m9IFHsnj6dv5ZF+CA6bBavUfje8ACiXvTOqdiUc7vagT80bvzgbgsyQFunLTPngLkayRZ97+OemAsua6+lzKgu5SUnGa5fmcdP6noKP0S9YVwq+kMuPv1JiMO2PYv8XX8JXf3ZJfR3li+gpI9IXufrpnJ0MYG2PFy67NafovzkVgMdhxapO5TvBF9Kr3UZbjzL4qPr2jtVC8DqsRYt+UpYbZig6IERfI5aUEEvKmggbwRdyL84Esa7Hq0XbHW47LJTb3hmZC8NpU1of8y8Ot4hSefrKl2TSH4Uks2x7R03RDMclLeovBj7l58RVPwKxJG7ZUFj07VZLVewdC6VOkJWKop85OQlJZjijtggIx5Nw261FXwkZwU+wIoNHgS/iAqnakcxhJeemA9g00KZ1evVqC7m1E/1QLFkTewdQ18pixXr6wt5pSPhZuz1P9o7TptgeF2ZC2NCfqoC1WEipmM1j7wx3e7QvxEC7ExemFdHXR/oAtNGHmZ69Xuh7iszR58/PGPDcaaUx3M3rCucoO2yWirdhCKrtjnkkFqmQGDyldjm9OBNSX0cqaxEXSPXrmQk0XwaPVOGW0LLMMLYQxpoe5fOez965Rl3jAqBl0dQye0efslltfEWMTOTvhbB3GhTeRCqvvWOzIBhLYnQ+jPW9vrTbur25C7TG5sNY05Oq8u1vc2k+v744C1AWfYHsgc0+p00rHV9OpM/Ty549NYUNfd6cE7P02K1UFU/f57TpsjrKF4P5UByvXpqHw2rBpdkgZJmpr1PeF5+L/lyBKutG4+TVJWz//NM4Pr5YseecD8eRkJg2U9lI9BdCccwGY7hGzdwBUgu54Rot5DLGEE5I2smm2vgKTM/68k8v4NYvHMDEUgRJiYnsnUbEr0X6+ewdK85PBSHJDOv70nvddKt92zNhjGF0Pozh7tT9+9udWhTAI/02LdJXTgaZnj4RoVe1Rpbl6avPf2YyUJS1A6j2TqUrcuM80le93gqIwU9OTUGSGd63ZzWiCRlXlyIIx5Nl+flA6u8722SR/rGxJUQTMh5+4WLFnpOnCPOZD+0Gov+maq1tGkgFQvzkXitPPy7JkGRW9lVesbTl6ak/vhDG3/3kTUz5Y/jj776BeA0L1IqhcfakzvBIP19TLofVolW3bugziPQN7J3DowsIxyUM61of66c3tWdE+rnsHSC1wNizDNFv030Jbi5iERfg9k5lRT8QVUSfe72V6LT59MlJrO5y473XrQQAXJgJIaheUZSDw2ZBh9vedJ4+H2P41InJnFWzyyWzoK/NaQNRentlLvrc9wegndxrZe/wKwp3zTz93PbOXz11BkTAx25bj+fPzuDo6KIQ/UZE8/QL5OlzDCP9DNE/Pr6I3/jq6xjqduNd167UtuvbILRnefpKpJ+5kAukbJ0eX/Gevs+1fNGvVsqmz2nVLr/LjfQD0QR+dm4Wd29foZ2AL84E04ail0Ovz9F09s7luRC6vQ4wxvD1V0Yq8px8pjKP9C0WQrvLnhHpB9HmtGGFzjp0WC2wWahmC7l8VGIt7R2jitxXL87hh8cn8Dtv34g/unsL9q7tUiN9Ye80HLwNbD57h4t+f5sz64qg2+vAYjiu2TYnrizhw195FZ0eOx796C1aqqLy+NSXQ5+nDygTnoCUd6qHL+Aux97h9tGmfl/aQJF82K1UhTYMSjMs7vUuJ2VzZC6EaEYx0HNnphGXZNyzcwV6fQ60uWy4MBNUSvErcInf63M2nb0zMhfG9UOduHPrAL712iiiCQmjc2H8zjcO4dmT+YeF52LSH4WFUnMGAGhVuZw31Z47+r42REqH11oVZ/HEgFot5La57FkVuZLM8Gf/eQqrOt346G3rYbEQ/vp918Fps5Q8pasaCNFXKcreUUU/M8oHFCGWWcrr/KPvHIfPacO3fvtmLXeZwyN9m4XgUmfv8uh0yh9Du8tmmHLIUwmL7bsDpE4mxfr5gLJ2UfmGa4rtwlPqio0AT131453/73/ha69cTtv+k9PT6Gtz4vqhLhARNvT5cHEmpFxRVCBXu9fnxGwTRfqMMaW/U48Xv/mWdVgIJ/BH3zmOe//hRTx1YhJPlyj6U0vRrElrmaJ/fjqYtojL8ThstYv04+VXYi+Hbq/SZFF/df+z87M4NeHHp/Zt1k4+63q9+MZHbsJ/v+uamuxXMQjRVwlEU1OscsFFP9PPB1LR93xIqbQ9NeHHB/YOGc6u5ZF+m8umRUf6D2tXjkh+RYdLjboKZ+Boj2l34V3XDuIDe4rvIe6oRhuGzIXcIiJ9WWb43BMnIMkMJ6/60247dXUJ1w91ammw6/u8SqRfgZRNQFlIz8xFb2RmAjFEEhLW9npw8/pubFnRhieOXsWWFW1Y3+fVvPnlMumPatYORy/6S+EE5kJxw0DI47TWztOP19beecfmfgDAD9+Y0LY9efQq2lw23LMzfQjT3rXdWk+iRkCIvoo/mkC725639SpvO7w+r+gncHRsEYwBu4e7DJ+HNzzT1wRY1IEnQO6+Oh/cO4THPnYLOjy5r0YysVkt+OKv7MaOIkYFcqpVnOV12uC0WWC1UFH2znePXMHBkQX4nDacmwpq2+NJGZfnwmnZIhv6fJjyx9R6gPK/+J0eOxYNGos1KpfnUq0+iAh/877r8Jf37cCjH70ZmwfaNG9+uUz5o2l2JJAu+pfUxeO1Pdmi73XYaij6tbV3tg624ZoBH544cgUAEE1IePbkJPZtXwGnrXGsHCOE6KsUasEAFLZ3ACXSPzyyCCJg17DxtCaX3Yp2ly2r+pdHqJk5+hyPw4Y9ZQ6AKAZF9CsndrGkhITE4HNaFa/Xbi2YyrcUTuCvfnQau4c78cG9Q7gwE9TWSy7PhSDJTOvzAgAbdO9JJSL9DrcdksyKbqpVby5r4qtcWe5c3YEP37wGNqsFA+2uMiP99LUgfXvly7PK6xp9J9wOa9rwnGqSivRrY+8QEfbvWoWDIwsYmw/jp2dnEIgltUyyRkaIvopf1/EyF/wMvtEg0ueLrHOhOA6PLuCa/ra8J5GBdpc2uJzD/ffOPFXBtcBe4d47WudL9fg8zsKDVL740/NYCMfx5/t34JoBH2JJWStc41F/ZqTPqYi941ZO4otNYvGMzIVgs1DW+hGgXFkGosll++vRhITFcCItKwdAWnvlS7MhWAiGI0a9DmtWN85qUWt7BwD271IE/sljV/Gfx66ix+vArctYO6sXYnKWSr6pWZyb13fjXTsHsdLgi9XlVR47F4zjyOgC3nXtYN7n+v07r8n6gHJboti2ydXCYatsRW6q86Uq+g5bQU//0MgC9q7txo5VHdqIynPTAQz3ePDmVABE6UI/3OOBhQCZ5V+XKRZuoS1FEihvomptuDwXxuout2FjLy7aU/4Y1vUW/5XPNXSn05Nqr3xpNoSVnW5DS8PjtGntvKtNpA6iv7rLg71ru/Dtg2OY9Efx/huGGqqxWi4afw9rhD+Sv60yANy0vgdf/NXdhpk1TpsVPqcNr1+ehz+axPU5/HzOu64dxDu29Kdt44u5Rjn6tcRRYU8/c1i5224t2HtncimqRa0b1Z4u59R+Reengxju9qSlwTltVgyr0WZlIn3jHjONyshcSOuPk8mAJvrLs3gyq3E5+lYMl+dCWNdr/Loeez0Wcmsbx+7ftQqX58KIJmS8d1fjWzuAEH0Nv663fal0ex34+cU5ALkXcfPBRZFfNdSLSrdhyBxh6NVldSQlGb/0pZfw/Jlp7f6SzDDpj2KwUxGbDrcdA+1OzdY5Nx3Apv5si40vsJdbkQukrraawd5hjGFkNqz5+ZnoB/csh0n1/kb2DqCI/qWZ3KLvddZ2IZcIWgp0rbh35yBsFsLKDhduKOE7Xw+E6KsUs5BbiC6vAwmJocNt10YpLgceodbb3rFXuMtmMMPecevsnYmlKA6PLuJn52e1+88GY5BkhhW6CV8b+304PxNEQpJxaTZkmALHF3MrcYnPex8tRhq/QGs+FEcglqx4pK/ZOzki/YszIQRiScPMHUB5H2qZp++2Wysy+Hw5dHsd+NS+zfije7Zo6cONjvD0oUSbobhU0N4pBO+Js3u4s6QPgLeRFnIlGYyxinyJ+EKuFuk7rJhUe8NMqBbCmM775dtW6sRmU38bvn1wDJdnQ0hIzDDS5zaQUTXzcuHP0QyRfmoym3Gk73Pa4HFYl522ObkUg8dhTevfBKT+NsfGlG6e6wwydwBF9BMSQzwpa5lv1SIcr12HzUw+9vYNdXndUhGij1QkWnak7+GiX9plHs8eqr+nrwh9QmJw2Coh+ukjDN268vyratsJ3mgOACbUbXoveWO/D6G4hBfOKVcE+nRNzv5dq+Bx2HLaDcvBZbfCZbc0hafPG63livSJCAPtLs2uKZapQBQr2l1ZJ34u+ke56OeM9FMtN6ot+pEKdFc1C8LegbKIC6BgymYheEO03WtKE32+kJvZVrnW8C9opRZzMxdyPbpUvqtLXPSNIv2UvcMj+6fUCkj9EBuOy27Fe65bWbFL/E630k+p0bk8GwYRMNSde+D9QLsT08sV/aWoVkiohxcVvnFlCTYLYXWX8et6azgysZ6RfrMhRB/6Zmvlie2GPi/aXDZcN2RclFWI4R432ly2ohujVQveBrZSop+ZsunV9WThkb4/mtSi6omlCJw2S9rJj3v4B0cWMNTtrklU1+mx183e+cqLF/HfvnWkqPuOzIWwssM4bZKjFGgt097xR7MWcYFUe2WlZbgnZ5qiu4YjE8M1nJrV7IjrIehEv0x75/03DOHenYMlZ4/sv24V7tw6UPcPLxd9nqs/HYiix+ssee5sMJ6Ew2bRntftsCKaUIZeTCymos/xhTA63B2YWIpisCPdVuj2OtDjVUZSGlk71aDDrbRiqAf/8foYRubDkGVWcH3o8lwYa3uN/XwOr8otdp2GMYZpfyxrERdIb6+8No+V5q3gwJxCKMNzhOgXg4j0UTl7x2KhstI+y318pXBokT5DIJrA2//6p/jOofGSny8YTR9skhqkIuHqUhT9attp7usrop9tGWxQLR6jRdxqUK+ma9P+KM5NBxFPypgO5I/OGWO4PBdKm8xmxEC7C7GkXPQaxXwojrgkG0b6QMrXz7d+4tEi/VqIviQ8/SIpWfSJaIiIniei00R0kog+oW7vJqIfE9E59f8u3WM+S0TniegsEe2rxAFUAh7pVyLroxWwq4u3iaSMiaUoIgkJJ68ulfx8oYwmaNpUpVgSVxcjuFEd1s5Ff1KN9DPhYr+xVqLvdtQlZfPlC3Paz2ML+StapwMxLIYT2DyQ/2+SytUvzuLJlaPP4d+VfJF+ajh69e2dSA3n4zY75UT6SQCfZIxtBXAzgAeJaBuAzwA4wBjbBOCA+jvU2+4HsB3A3QC+REQN8S4VMzXLTOjtHZ6rfWmu9HL6oDpAhcO/nLPBOJYiCWxb2Q6vw4qx+TAkmWFKV5ilh4t+rdrU1svTf+n8rGaljRb4u5+eUFpObxlsz3u/5ebq58rR52iRfo7MHUC/kFurSL8h5KThKVn0GWMTjLHD6s8BAKcBrAKwH8Aj6t0eAXCf+vN+AI8yxmKMsUsAzgO4sdTXryR8gIqvTHunVeD2TjwpY1qNDHlaYCmEMubW8svw8zNKhe2qTjdWd3kwvhDBbDCGZEZhFmf/rlX4zD1bcO0y2kSXQ7vbjlhSzpraVU0YY3j5whxuv6YPRIUj/dMTynzarSvyiz6P2ItN25xciqU9LhNN9HPk6AP6lM0aLOTGknDbxfe3GCri6RPRWgDXA3gVwABjbAJQTgwAeIOZVQDGdA8bV7fVHX80AZ/TeFqVGbHrUjanAopIjC9ECmbznJ0M4He/eRixZLpI8gEqHB6RXVB76Qx2uLG6y43xhbCWrjloIDZdXgc+/vYNNat87PTUvv/OyFwYVxYjuH1zH1a0uwo2LDs94ceqTnfBGQt8XGexaZuT/iiIkDbmU0+X1w6X3WL4PnEqNQ+5EIwxhIW9UzRliz4R+QB8B8DvM8b8+e5qsM2w1p+IPkpEB4no4MzMTLm7WBB/JKkNKBekL+TySF+SmdbaOBdf//ll/OD4RNrAEyA1KpHDL/t5pD/Y4cJQtxLp88IsI3un1tSjvfJLF5Tis1s39mKo25NWqWzEmUk/tqwobHe57FZ0euxFe/pXFyPo8zk1qy+Tj7x1Pb70q7vznoA9NUrZjCVlMKa07BYUpizRJyI7FMH/d8bYd9XNU0Q0qN4+CIB30hoH0rrUrgZw1eh5GWMPM8b2MMb29PX1lbOLRRFQp2YJFPR5+tOBVGR4KY/FwxjDgdPKW50pVFkLuepl+IXpIIiUytvVXW4EY0mcnlTsCqPsnVqj9d+pYYHWy+fnMNjhwvpeL4a6PBibz32ijSYkXJgJYWsBP58z0FZ8Ve7FmaDhWFDO2l4v3rllIO9zKGm6VPXsHa3DZgMNH29kysneIQD/AuA0Y+xvdTc9CeAB9ecHADyh234/ETmJaB2ATQBeK/X1K4nSYVNE+hy72oYhLimePl9AHZnNLfonr/o1a2YkS/QlQ3vn4mwI/W1KNMmrOl+/NA+nzZJzelgt0frv1MjekWWGly/M4tYNvSAiDHd7MOmP5lxTOD+tTBMrWvQ7XEXZO4wxXJgJGVY9Lxd3Ddor8ysJkbJZHOVE+m8B8GsA3klER9V/9wL4AoC7iOgcgLvU38EYOwngMQCnADwN4EHGWO1WyPKg2Dv1F5lGwa5byJ0KRLXsmst5MkkOnJ4GkSLoeh+aMYZQPGMhV43640lZi+j5APkjYwtZhVn1QvP0a2TvnJ70YyGcwFs2KtOXeFuFK4vG0T7P3Nk6WFw200Cbsyh7Zy6kZFWt7y0/NdbrtFV9ZCI/qdS7qLFZKPnUyBj7GYx9egC4I8djHgLwUKmvWS0CsQQ2uxtnWn29cdp0ou+PYaDdhTU93rwZPAfOTGHXUCdklp5m6I8mwVh64Zs+IlupevdDquhHE3JDWDuArqd+jXL1n3pjEhYC3rZJsTT5UJjR+bCh1XJ6IgCX3ZKz0VomA+0uzKhtq/MlLfAF9g0VqIfwOKwIVyH76c2pAI6MLuCDe4frMiqxmREVuVAifWHvpOCR/lwwhnhSRn+bE2t7PTkj/Sl/FMfHl3Dn1gEMd3vSIv3zqoCs00WNbp33ypuqtbttWgtfo8KseuB1WGGzUE0Wchlj+P7RK3jLxl4tY4bPnR3PsZh7esKPzSvai846G+hwQZIZ5oL5o/0LM8rJfUOedMxi8ThsCJcQ6Z+4soSvvXI55+3/+Nx5/NF33kAwlhT2zjIxvejLMitqPq6Z4CmbvEK2v92FtT1ejM2HkTRI23xOnXp159YBrOn24MpiKr3zrLowq88wsVpIm3A0qI5EJCKsUn39zPF89YKIlAKtGnj6h0YWML4QwX27UlnMfT4nnDaLdhIdmQvh1//1NZyfDoAxhtOTfmwr0toBFHsHUJrW5ePCTBAuuyWty2mpeBzWkoqzvvLiRXzuiZNatbweXssAAGcn/XWZj9vMmF70Q/EkZIayB6i0Enwhl3vJA21OrO3xIikzXF3MXgj8yakprO5y45oBH4a7PWmN1M5O+uF1WLV5txwelekHpfDIdtBg8Hy96HDXpv/O949egctuwb4dK7RtFrVtMc/g+dorI3jhzRl87OuHcGEmhMVwouhFXAC4eUMPNvX78IlHj+TtpXRhJoj1vb6K1EMoIxNLiPSvKusVJ8az23+cnw5iVr1aOTUR0E4qQvSLw/SiL1owZMPz9PWRPp/KdDnD158PxfHShVncuXVAyThR7zcyr9zvzGQA16xoyxIQ/gVdqRN4nsGTr+Cn1nR6qt9/JyHJ+OHxCdy5dSCrQyu3y5KSjCeOXsU1Az5cmg3ht792EACwpUAlrp52lx2P/86t2Lu2G5/89jF88fnzhve7MBOsiJ8PKIury83eCcWSuKDWcBwzEH0e5TusFpye8GsVv2IhtzhML/o8p9xoWIRZsWuir/5t2pxaY61M0f/LH55CUmL4lZuGAaQvPjLGcHYqYFg8xEVfX4TFM3gaoTCL4ueUigAAEFRJREFU0+mufv+dF96cwUI4kWbtcHiB1ovnZzEbjOGTv7AZf7hvMy6p6bNblmHvAMqVy7/95o14z3Ur8TfPnNVGHnKiCQnjC5GK+PmAsi4SXmZF7qkJP5hatnl8fDHr9pcvzGJ1lxvXD3fi1FW/dlLxCk+/KFpe9JNqFBXJEW0cHlU+VLuGmmOSfS3gk7MWwkp7Cq/Thv42J9x2Ky7PphYVf3ZuFt89fAUff/sGXKM2QVvR7oLDqvjQqQ6QRqJvg91K6PWmTrZ371iBD988rD1XI9BRg6Zr3z96FZ0eO267JrsQcbjbg0Asia++dBmdHjvesbkfH79tA/ZtH8DWwfaSrlAdNgv+71/cgV6fA3/2nyfBWKow/vJcCIwhb2HWcvA4bMuenHXiihLd37i2G8czIn1ZZvj5xXncuqEH21a24+xkQEsJFZF+cbS06Esywye/fQwPfvMwfqSO2cvk0MgC1vV60e2t71zaRsKms2L4FRARYU2PR0vbjCYk/Mn338DaHg9+950btftbLITV3W6MzoVxRl3E3WxgQXgcVqzocKXZPqs63fjL+3bmLP2vBx1ue8V67zDGsvoSXZoN4ZmTk3j3tYOGc2T51c8Lb87gPdeuhMNmgcVC+PKv3oAnHnxLyfvS5rLj0/u24PDoIp48liqMvzCtvL/rKxTpexxWROJS2omlEG9cWUKvz4m7tg3gymJE8+8B5SpgKZLArRt6sXWwHZGEhNMTAVgolWosyE/LXg9JMsOnvn0MTxxVPtDnpoNZ92GM4cjoAm7f3J91m5khIjisFsQlWRtwAgBre7w4Nx3AfCiOv/zBKYzMhfHNj9wEV0b5+xrVhz47qbb9NbB37tk5qHU3bWQ63Q4EY0kkJLmkkxFjDH/zzFk8d2YaI3NhSIzh7z64C/fuHIQsM3z68WNw2Sz4vXduMnw8t8sA4Bd3p+wfi4XgKHOh9X03rMbXfz6Cv/rRGdy1bQAeh03z0itRmAUoC7lJmSEuyXnHOeo5cWUJO1e149rVSjfV4+OLWsuHV1Q//5YNPZhRB8wcHJmHx2FriIK+ZqAlT42SzPCpx4/hu0eu4A9/4RpcM+DT8sX1jM6HMReKY/ea0mbatjI8g2dAt6i6Rs3Vf9v/8xy+d1SxdW7d2Jv12OFujxbp97c50WVwFfVrN6/Bg+/YmLW90eBVuaWeoF6/vIAv/fQC2lw2fOjGYWwbbMcnHj2CF8/N4JFXLuP1ywv43Hu2oz/H4jWvyl3X68X1Jc5ezoXFQvjT927DpD+Kvz9wDoCyiLuq010xq0QbpFKkrx+JSzg/HcTOVR3YsaoDFgKOjaUsnpcvzGJ9nxcD7S5s7PfBZiFM+WPC2lkGLRnpM8YgyQz//a5r8Lvv3ISTV/1avriew6NKvvLuYeHnZ2K3WYC4lCb6u1Z3QmYM79jSj0/csSnnMJPhHi8CsSRevTiPzUV0gGxktKZrkQR6ShhY/9WXLqHDbcfX/o+b4HZYsRRJ4IP/9Ao+9vVDYAy4fXMffnl37g7jbS473rqxF/fuHKxKJHvDmm586MYhPPzCRdy2qa+imTuATvQTEor5lp2a8ENmwI5VHfA6bdjY79MWcxOSjNcuzWtXPC67FRv6fDg7FdDm8QoK05Kib7Na8L8+sEvzizf0+fDsqSnEk3Kab3poZAE+p62hFg4bBW5l6O2du3eswBt/uq/g4HduSVxZjODenSvy3rfR0ZqulbCYO74QxjMnJ/Hbt63XItEOtx1f+60b8f7//Qrmg3H81S/tLCjm3/jITcvf8WXwP969Da9dmsfv/8dRBKNJ7L2xu2LPrbVXLrIqly/i7lStnWtXd+L5M9NgjOF7R64gFJfwlg2pq8ttK9txdioAt8jcKZqWtHcApC0Qbuz3QZJZVu+YwyOL2DXUKYanGMBz9fW2AxEVFHwAWk4/YLyI20zw/jtLJeTqf/2VERARfv2WtWnb+9tcePLBt+JHn3hbQ/QZ8jhs+Mdf2Y2lSAKRhFSxzB1g+SMTlUVchzax67rVHZgLxfH82Wl87okTuHl9N+7almrpzJvNicKs4mlZ0dfDP8R8kQpQCkDOTPqxe1j4+UbwK6L+HJOT8sGbpwHGi7jNRGeJkX44nsS3XhvFvu0DWdXIgJIKOqRbpK03Wwfb8T/etRUAsH1l5U7UfHZCsVW5J64sYfvKDu3q59rVyvfz4984jHaXHf/woeth0y2o84pkIfrFY4prIp5+xhtJAcCx8UXIDLh+jfDzjTBayC0Wt8OKvjYn5oIxbKygP1wPUoNUlif63ztyBf5oEr/5lnXV2K2q8Gu3rMXtm/srejLikX4xC7nRhIRz00HcuTUVyW8ZbIPdSpBkhn/8ld3ob0v/PHLRd4sBKkVjCtH3Om1Y2eFKy+A5rDad2i2Ksgwx8vSXw9oeD9qctqx0zmajzWWH1UKYKdCZMpPnz0xjfa8Xe5osqKj01Qf39Isp0Do6tghJZtihG3zvtFnx8bdvwHC3Bzeuy15r6PU5sarTjR6fqLMpFlOIPqD0BtfbO4dHF7Gx31dwoLRZsVstWjVuKfzxvVsRS+YfpN4MWC2EbYPtODqa3Q4gHxdnQti8os30ueNa9k4Rnv73j1yBx2HF2zalpwF/8hc2533cNz5yk2iNvgxM4ekDiq9/YToIxpRWyi9fmMUt63vqvVsNi8NqKTnKB4Drh7twc4v8ffes7cKRsQWtXXQhEpKM0flwxapamxmvNhw9v+hH4hJ+cHwC9+4cXHagsa7Xi94S0mnNinlEv9+HUFzCpD+KH70xgWhCxi/lyY82O1sH27BnbXNZE9Vi79puRBMyTqrtfgsxNh9GUmZpg2PMilsrzspv7zx9cgLBWBLvu2F1LXbL1Jjmmoh3DbwwHcLjh8axoc+LXRWucGwl/mz/jnrvQsPAffnXL80X9Zm5OFPZ/jXNjMNmgd1KBVM2Hz80rvj2aytXIyAwxjSR/kY1bfPAmSm8fnkB77thyPR+q6A4+DyB1y/PG96+EIqnWT+87fH6XiH6gLKYO74QhiwbN10bXwjj5Qtz+OXdqysyuEWQH9OIfl+bE20uG/7956OwEPCL1wtrR1A8e9Z04+DIQla3SH80gbf/zfP48k8vaNsuzgbR7XVohV1m5+b13fjB8Qns+7sX8MPjE1ni/73DV8AYhN1aI0wj+kSEDX0+xCUZb9vU1zBzWAXNwd61XZgPxXFxNr2q+wfHJuCPJvHiuRlt24WZkIjydXz5V2/A//eh68EAPPjNw/jl//0yjo4tIpqQ8JUXL+KfX7yIm9d3N1SxWitjGk8fUDJ4jo4tisUiwbLZq+aIH7w8n9am4D8OjgFQOkFGExJcdisuzYZwu8FAFLNisRDec91K3LtzEN89PI6/fuYs7vviS8rQ+XACt27owZ+LNaSaYSrRf9umXrxxZTGtd4dAUAzr1UE7r11awAf3KqMhz04GcGxsETet68arl+Zx4soSNq9ow0wghvUV7F/TKlgthPfvGcI9Owfx5Z+ex8WZEH7j1rW4qUVSe5sFU4n+fdevwn3CyxeUABFhz5ouHBxJLeY+dnAMdivhoV/cgTv/9gW8fnlB61kkMndy43Pa8Kl9W+q9G6bFNJ6+QFAue9d2Y2QujKdPTCKelPG9I1dw59YBbOxvw4Y+Lw5enk+lawpPX9CgmCrSFwjK4b27VuLR10fx8W8cwqZ+H+ZDcXxg7xAA5YTw1IlJbFvZDgsBwz1iUVLQmIhIXyAokoF2F57+/dvw+fdsw5Q/itVdbty2SVmw3bO2G0uRBJ45OYnVXZ6i58EKBLVGRPoCwTKwWy34zbeswy/tXo2EJGsDePaqLSvenAri9s0ic0fQuIhIXyAogQ63Pa3J13C3R2tQt1703BE0MDUXfSK6m4jOEtF5IvpMrV9fIKgGRIS9at+YdSJzR9DA1FT0icgK4IsA7gGwDcCHiGhbLfdBIKgWvCvpBpG5I2hgau3p3wjgPGPsIgAQ0aMA9gM4VeP9EAgqzv5dq3BlIYLdTTYtS2Auam3vrAIwpvt9XN2WBhF9lIgOEtHBmZmZzJsFgoak2+vA//XubU0/IlLQ2tRa9I36pmb1W2WMPcwY28MY29PXJzIhBAKBoFLUWvTHAQzpfl8N4GqN90EgEAhMS61F/3UAm4hoHRE5ANwP4Mka74NAIBCYlpou5DLGkkT0uwCeAWAF8K+MsZO13AeBQCAwMzWvyGWM/QjAj2r9ugKBQCAQFbkCgUBgKoToCwQCgYkQoi8QCAQmghjLSpNvKIhoBsBIiQ/vBTBbwd1pBFrxmIDWPK5WPCagNY+rFY9pDWMsq9Cp4UW/HIjoIGNsT733o5K04jEBrXlcrXhMQGseVyseUy6EvSMQCAQmQoi+QCAQmIhWF/2H670DVaAVjwlozeNqxWMCWvO4WvGYDGlpT18gEAgE6bR6pC8QCAQCHUL0BQKBwES0pOi3yhxeIhoioueJ6DQRnSSiT6jbu4nox0R0Tv2/6UY1EZGViI4Q0Q/U35v6mIiok4geJ6Iz6vt1S7MfEwAQ0R+on70TRPQtInI123ER0b8S0TQRndBty3kMRPRZVTvOEtG++ux19Wg50W+xObxJAJ9kjG0FcDOAB9Vj+QyAA4yxTQAOqL83G58AcFr3e7Mf098DeJoxtgXAdVCOramPiYhWAfg9AHsYYzugdMa9H813XP8G4O6MbYbHoH6/7gewXX3Ml1RNaRlaTvShm8PLGIsD4HN4mw7G2ARj7LD6cwCKkKyCcjyPqHd7BMB99dnD0iCi1QDeBeArus1Ne0xE1A7gNgD/AgCMsThjbBFNfEw6bADcRGQD4IEy9Kipjosx9gKA+YzNuY5hP4BHGWMxxtglAOehaErL0IqiX9Qc3maDiNYCuB7AqwAGGGMTgHJiANBfvz0rib8D8GkAsm5bMx/TegAzAL6qWlZfISIvmvuYwBi7AuB/AhgFMAFgiTH2LJr8uFRyHUNL6oeeVhT9oubwNhNE5APwHQC/zxjz13t/yoGI3g1gmjF2qN77UkFsAHYD+DJj7HoAITS+5VEQ1efeD2AdgJUAvET04fruVdVpOf3IpBVFv6Xm8BKRHYrg/ztj7Lvq5ikiGlRvHwQwXa/9K4G3AHgvEV2GYr29k4i+geY+pnEA44yxV9XfH4dyEmjmYwKAOwFcYozNMMYSAL4L4FY0/3EBuY+hpfTDiFYU/ZaZw0tEBMUnPs0Y+1vdTU8CeED9+QEAT9R630qFMfZZxthqxthaKO/Nc4yxD6O5j2kSwBgRbVY33QHgFJr4mFRGAdxMRB71s3gHlHWlZj8uIPcxPAngfiJyEtE6AJsAvFaH/asejLGW+wfgXgBvArgA4E/qvT9lHMdboVxaHgdwVP13L4AeKBkH59T/u+u9ryUe3+0AfqD+3NTHBGAXgIPqe/V9AF3Nfkzqcf0ZgDMATgD4OgBnsx0XgG9BWZNIQInkfyvfMQD4E1U7zgK4p977X+l/og2DQCAQmIhWtHcEAoFAkAMh+gKBQGAihOgLBAKBiRCiLxAIBCZCiL5AIBCYCCH6AoFAYCKE6AsEAoGJ+P8B9wBBWkO6bF4AAAAASUVORK5CYII=\n", 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" ] @@ -1487,7 +1487,159 @@ } ], "source": [ - "plt.plot(clean_data.iloc[30, :])" + "maxs = clean_data.iloc[30, :].tolist()\n", + "plt.plot(maxs)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see there is a pattern as the participant is older for each kick. We can try to decompose the data by participant and strike to see if there is a pattern on the stroongest hit on a trial." + ] + }, + { + "cell_type": "code", + "execution_count": 402, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "23" + ] + }, + "execution_count": 402, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lst = []\n", + "for i in range(0, len(maxs), 5):\n", + " lst.append(maxs[i: i+5])" + ] + }, + { + "cell_type": "code", + "execution_count": 302, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['P1-R', 'P2-R', 'P3-R', 'P4-R', 'P5-R', 'P6-R', 'P1-B', 'P2-B', 'P3-B', 'P4-B', 'P5-B', 'P1-C', 'P2-C', 'P3-C', 'P4-C', 'P5-C', 'P6-C', 'P1-P', 'P2-P', 'P3-P', 'P4-P', 'P5-P', 'P6-P']\n" + ] + } + ], + "source": [ + "list_of_person_per_kick = []\n", + "for i in clean_data.columns:\n", + " if i[:4] not in list_of_person_per_kick:\n", + " list_of_person_per_kick.append(i[:4])\n", + "print(list_of_person_per_kick)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 441, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'P1-R'" + ] + }, + "execution_count": 441, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "i= 3\n", + "j = 2\n", + "list_of_person_per_kick[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 461, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(4, 6, figsize= (14,10))\n", + "colors = ['orange', 'green', 'red', 'black', 'blue', 'yellow']\n", + "plt.gca().get_xaxis().set_ticklabels([])\n", + "\n", + "for i in range(4):\n", + " for j in range(6):\n", + " num = i*6+j\n", + " if num < 11:\n", + " viewing = lst[num]\n", + " ax[i,j].plot(viewing, color=colors[j])\n", + " ax[i,j].set_title(list_of_person_per_kick[num])\n", + " ax[i,j].tick_params(\n", + " axis='x', # changes apply to the x-axis\n", + " which='both', # both major and minor ticks are affected\n", + " bottom=False, # ticks along the bottom edge are off\n", + " top=False, # ticks along the top edge are off\n", + " labelbottom=False) # labels along the bottom edge are off\n", + " ax[i,j].tick_params(\n", + " axis='y',\n", + " direction='out',\n", + " length=2,\n", + " labelsize=7)\n", + " \n", + " \n", + " if num == 11:\n", + " ax[i,j].axis('off')\n", + "\n", + " if num > 11:\n", + " viewing = lst[num-1]\n", + " ax[i,j].plot(viewing, color=colors[j])\n", + " ax[i,j].set_title(list_of_person_per_kick[num-1])\n", + " plt.gca().get_xaxis().set_ticklabels([])\n", + " ax[i,j].tick_params(\n", + " axis='x', # changes apply to the x-axis\n", + " which='both', # both major and minor ticks are affected\n", + " bottom=False, # ticks along the bottom edge are off\n", + " top=False, # ticks along the top edge are off\n", + " labelbottom=False) # labels along the bottom edge are off\n", + " ax[i,j].tick_params(\n", + " axis='y',\n", + " direction='out',\n", + " length=2,\n", + " labelsize=7)\n", + "\n", + "plt.savefig('figures/evolution.png')\n", + "plt.show()\n", + "plt.clf()" ] }, { @@ -1643,28 +1795,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Group the kicks by participant and type." + "## Group the kicks by participant and type.\n", + "\n", + "We first need to find which are the different kicks and who performed them." ] }, { - "cell_type": "code", - "execution_count": 302, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['P1-R', 'P2-R', 'P3-R', 'P4-R', 'P5-R', 'P6-R', 'P1-B', 'P2-B', 'P3-B', 'P4-B', 'P5-B', 'P1-C', 'P2-C', 'P3-C', 'P4-C', 'P5-C', 'P6-C', 'P1-P', 'P2-P', 'P3-P', 'P4-P', 'P5-P', 'P6-P']\n" - ] - } - ], "source": [ - "list_of_person_per_kick = []\n", - "for i in clean_data.columns:\n", - " if i[:4] not in list_of_person_per_kick:\n", - " list_of_person_per_kick.append(i[:4])\n", - "print(list_of_person_per_kick)\n" + "Then, we can make means of every kick, by participant." ] }, { @@ -1694,23 +1834,22 @@ }, { "cell_type": "code", - "execution_count": 347, + "execution_count": 348, "metadata": {}, "outputs": [ { - "ename": "TypeError", - "evalue": "'RangeIndex' object is not callable", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata_means\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabel\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mi\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 7\u001b[0m \u001b[0mymax\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmax\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata_means\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 8\u001b[1;33m \u001b[0mxpos\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdata_means\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mymax\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 9\u001b[0m \u001b[0mxmax\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mxpos\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 10\u001b[0m ax.annotate('local max', xy=(xmax, ymax), xytext=(xmax, ymax+5),\n", - "\u001b[1;31mTypeError\u001b[0m: 'RangeIndex' object is not callable" - ] + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 348, + "metadata": {}, + "output_type": "execute_result" }, { "data": { - "image/png": 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FWqXitlzQIGYRke1SsBI5gPKZdLNwHWMIHzmy7c+K9ScAnOPAVIpaWsFKRGS7FKxEDpilcolysUDCPQoMjYxgIpFtf97yvMAsoZGU2i2IiOyAgpXIAZN3g0//cGrHrRZg5Y5VMJVS8bqIyA4oWIkcMPk5N1gNecFq+/VV4DQIheV5gfWFBezS0o7XKSJyL1KwEjlgSrksALFEgtrdnXVdB4j1txwFer2s5uZ2tkgRkXuUgpXIAVPK5wAIL1Wx1SqhHQarnr4+AsGg28vKDVY6DhQR2RYFK5EDppTPgzEEF5ydq/DRnR0FGmOcJqFu8TqgNwNFRLZJwUrkgCnlc0Tj/dSnpgAIjx/b8Wc2u6835wUqWImIbIeClcgBU8rniPUnlruuH9vZUSB48wJzBIeHAc0LFBHZLgUrkQOmnM86werOJIFEgmA8vuPP9HasApEIwWRSvaxERLZJwUrkgCnl3B2ryckd11d5nHmBTs1WcES9rEREtkvBSuSAaT0K3GmrBU9vIkG5kKdRrxNKjegoUERkmxSsRA4Qa60brPo70nXd43VfLxfy7iBmBSsRke1QsBI5QKqVMvVajZ5ID418fsdd1z0r5gW6g5ittR35bBGRe4mClcgBUso5zUEjtQZAx3esvJYLtlymUSx25LNFRO4lClYiB0iz63q57HztWI2Vs2OlJqEiIjujYCVygHjBKlRwdpM6tmPVPApcbhKqlgsiIu1TsBI5QLxgFVxYwITDzYaeOxXr73c/P0uw2X1dwUpEpF2hvV6AiPjn1ViFZucw40cxgc78t1EwFKant49SToOYRUR2QjtWIgdIKZ/DmADcnerYMaDH674eTCYhHFaNlYjINihYiRwg5UKOaH8/tcm7hI92OFglEizmsphAgNDwsI4CRUS2QcFK5AAp5XLE4v3U0umu7VgBTi8rBSsRkbYpWIkcIKV8jmhPFOjcG4Ge1nmBClYiItujYCVygJTyOXqCQYCOdV339LrBylpLaCRFLaMaKxGRdilYiRwgpXyOnoATrIJDQx397Fh/gnqtRrVcIphKUZ+dw9brHf0dIiKHna9gZYx51xjzujHmVWPMK+61IWPM140xV92vgy33f84Yc80Y85Yx5uPdWrzIvcQbwBxxR/gFBwY6+vlrmoQ2GtTn5zv6O0REDrt2dqx+zFr7qLX2MffnzwIvWmvPAi+6P2OMOQ88A1wAPgF8wRgT7OCaRe5JS6VFGvU6kYaTrEKdDlbNeYHZll5WOg4UEWnHTo4CnwKedb9/Fni65fqXrLUVa+0N4Brw+A5+j4gApXwegHC1RqC3FxOJdPTzl+cF5gil3GClAnYRkbb4DVYW+DNjzHeNMZ92r41Za+8CuF9H3evHgNstz06410RkB0p55429cLnS8WNAaD0KbB3ErGAlItIOvyNtnrDWThpjRoGvG2Pe3ORes841u+YmJ6B9GuC+++7zuQyRe1ezx9RiqTvBqnkUmCPkziDUjpWISHt87VhZayfdrzPAV3CO9qaNMUcB3K8z7u0TwImWx48Dk+t85hettY9Zax8bces5RGRj3pzAcKHYlWAVicUIhkKUclkCvb0E+vrUckFEpE1bBitjTJ8xpt/7HvgJ4A3gBeBT7m2fAp53v38BeMYY02OMOQWcBV7u9MJF7jXNHauFXFeClTFmTff1unasRETa4ucocAz4ijHGu///tdb+qTHmO8BzxphfBm4BnwSw1l4yxjwHXAZqwGestWqGI7JDpXyOQDCIWch0JViBU2e16HZfD46kqM1ox0pEpB1bBitr7XXgkXWuzwJPbvDM54HP73h1ItJUyueIxvtp5K4SHEh25XesGGszMkLlymbllCIispo6r4scEOV8nlhfH1jbvR2r1qPAoWFqs7Nd+T0iIoeVgpXIAVHK5+jpiQGd77ruceYFOsEqmEzSyOc11kZEpA0KViIHRCmfI+o2Be3mjlVlsUi9VmseNzbcxqQiIrI1BSuRA6KUz9ETdMoiu1m87v2uQMLpa1XPZrvyu0REDiMFK5EDwDYazgBmt/9uN3eswAlWwaQTsuru0aCIiGxNwUrkAKgsLmIbjeYA5u7VWLnBKpclmHR+R31BO1YiIn4pWIkcAN6cwEi1DsEggf7+rvye1nmBwaSOAkVE2qVgJXIAeC0QwktLBJNJ3Ia9Hbf+UaCClYiIXwpWIgdAyX0zL7RY7toxILQEq1yWoHss2NCOlYiIbwpWIgdAc8eqSwOYPYFgkGhfnFI+h4lEML29qrESEWmDgpXIAeAFq2Bu+YiuW5x5gctNQvVWoIiIfwpWIgeAM4A5hFnIdnXHClbOCwwmEipeFxFpg4KVyAFQyuWIJRI0Fha6H6xa5gU6O1YKViIifilYiRwApXyOWF8cW+5u8To4vayaO1bJpIrXRUTaoGAlcgCU8jmisV6ge81BPd6OlbWWQDKh4nURkTYoWIkcAOV8jp4uD2D2xBJJGvU6lcWiitdFRNqkYCVyADgDmMNA94NVb8sg5mByAFup0CiXu/o7RUQOCwUrkX2u0ahTLhToMd0dwOxZr0mo3gwUEfFHwUpkn6sUi1jbINJwft6No0CAxVyO4IA71kbBSkTEFwUrkX3Oa30QqdUBCA7u0o5VXmNtRETapWAlss+Vct4A5iqmt5eAW8TeLc0aq1yOQFI7ViIi7VCwEtnnmnMCS+Wuj7MBCPX0EApHmsXrAPWs3gwUEfFDwUpknysVnFAT6vIAZo8xpjnWJphU8bqISDsUrET2Oe8oMJTLN4vJuy2WSLCYyxKIxyEY1FgbERGfFKxE9rlSPkcwHIZs9wcwe7zu68YYDWIWEWmDgpXIPlfK54j1784AZk+vexQIEEwk9FagiIhPClYi+5wXrOq53K7vWAEEBpIqXhcR8UnBSmSfaw5gbjQI7VawSiRZKpWoVasEE0kdBYqI+KRgJbLPlfM5opEeoPtd1z3LvayyziBmBSsREV8UrET2uVI+T09odwYwe5a7r+ecYJXTUaCIiB8KViL7WKNep1wsEAk4/1R3LVi5o2wW3V5WjVwO22jsyu8WETnIFKxE9rFysQDW0mOdn3ej8zpArN89CnR3rLCWRj6/K79bROQgU7AS2ce85qCRurNbtNs7VqVcVvMCRUTaoGAlso+V8k6YCS1VIRAg4AaebovG4xgTcHasEgpWIiJ+KViJ7GMrBjAnEpjA7vyTDQSCRONx563AAS9YqYBdRGQrClYi+1gzWC0u7toxoCeWSDrF6wlvEPPCrv5+EZGDSMFKZB8ruQXjwVxh94OV2309qBorERHfFKxE9rFSPkco0oPJ7t44G48zLzDXLF5vqJeViMiWFKxE9rGyNydwFwcwe2L9CRZzWQKRCCYWo76gHSsRka0oWInsY6U9DFbR/n4qxQLWWnVfFxHxScFKZB8r5XJE43FsqbT7wSreT6Nep1ouaV6giIhPvoOVMSZojPm+MeaP3J+HjDFfN8Zcdb8Ottz7OWPMNWPMW8aYj3dj4SL3glI+R7QnCuxec1BPNB4HoFwoEEwk9FagiIgP7exY/TPgSsvPnwVetNaeBV50f8YYcx54BrgAfAL4gjEm2JnlitxbSvlcywDm3Rln44nG+501FPIEB5I01MdKRGRLvoKVMeY48NPAb7Vcfgp41v3+WeDplutfstZWrLU3gGvA451Zrsi9o16rUVks0hNw/rtk14vX+5xgVS7kCegoUETEF787Vv8G+O+A1vH2Y9bauwDu11H3+jHgdst9E+41EWlDueD0sIp4A5j39ChQwUpExI8tg5Ux5meAGWvtd31+plnnml3ncz9tjHnFGPNKOp32+dEi9w6v63qksbsDmD3eUWC54DQJtZUKjXJ5V9cgInLQ+NmxegL4OWPMu8CXgI8aY34HmDbGHAVwv864908AJ1qePw5Mrv5Qa+0XrbWPWWsfGxkZ2cFfQeRwagarpRqwl8GqQDDpjbVRnZWIyGa2DFbW2s9Za49ba0/iFKX/hbX2HwIvAJ9yb/sU8Lz7/QvAM8aYHmPMKeAs8HLHVy5yyDXnBJYrmGiUQDS6q78/FIkQ6ulxiteb3dd1HCgispmd9LH6TeBjxpirwMfcn7HWXgKeAy4Dfwp8xlpb3+lCRe41JbchZ2hx5z2srsxe4Tf+9jeoNqptPReN91NuCVaqsxIR2Vxbwcpa+1fW2p9xv5+11j5prT3rfp1rue/z1toz1tpz1to/6fSiRe4F3o5VKL/zAcx/cfsv+MPrf8jbc2+39VysL065UCCQULASEfFDnddF9qlSPke4JwrZ7I6D1Z38HQBez7ze1nPNHasBL1ipxkpEZDMKViL7VDmfI5bozJzAO4UdBisdBYqI+KJgJbJPFbML9Lr9o3badX37wSpOuVgg0NcHgYDG2oiIbEHBSmSfyqVn6B8ecYJVcvs7Vkv1JWYWZ4iFYtzI3iC/lPf9rLdjhTEEEwkaOR0FiohsRsFKZB+y1pLPpOlPDkC9vqOjwKniFBbLR058BIBLs5d8PxuN91OvVqktVQgkE9QXdBQoIrIZBSuRfWgxu0CtukS8tw/YWXPQicIEAB8/+XEA3si84fvZFWNtkgPUtWMlIrIpBSuRfSiXcQYZ9EWcpqA7qbHy6qvOD53n/sT9vJ72X2e13H3dKWBX8bqIyOYUrET2oZw7P7MvEAR2tmM1WZgkZEKM9o7yUOqh9nas+lqCVSKhYCUisgUFK5F9yNuxijWc+eU7CVZ38nc40neEYCDIxdRFZkozTBWnfD278igwSUPBSkRkUwpWIvtQLj1DJNZLaLEE7DBYFe5wLH4MgIdSDwH+66y8o8CS2yS0nsthG41tr0VE5LBTsBLZh3KZGRIjo9QXFpqtDrbrTuEOx/qdYHVu6ByhQMh3P6tYS41VIJEAa2nk/bdrEBG51yhYiexD+fQMidSI03U9kcAEg9v6nFKtxGx5trlj1RPs4dzgOd87VqGeHoKhEOViodlLS28GiohsTMFKZB/KZdLNHaudHAPeLdwFYDw+3rx2MXWRS7OXqDfqWz5vjGkZa+PsmqmXlYjIxhSsRPaZymKRymKRRGrnwcrrYXU8frx57eGRhylWi7ybe9fXZ6yZF5hTsBIR2YiClcg+k0s7bwQ6O1ZZAh3oYbV6xwr8zw2MxuOU88vBSm8GiohsTMFKZJ/xWi14O1ahHfawigQipGKp5rWTiZPEw3HfjUK9HauAW0CvXlYiIhtTsBLZZ1buWO3sKPBO4Q7j8XECZvmfesAEuJC60MaOVT+lYmH5KDCr4nURkY0oWInsM7lMmmA4TCwao7G42LEeVq0eSj3E1fmrlGvlLT+juWPV04OJxbRjJSKyCQUrkX0mNzPttFpw2xp0I1hdTF2kZmu8Offmlp8Ri/dTq1SoLS1prI2IyBYUrET2Gac56JjTHJTtB6vCUoFsJbuicN3TTgf25lgb9zhQbwWKiGxMwUpkn8ll0s3moLD9YOW9Eeh1XW812jvKWO+YrzqraHzlIOaG+liJiGxIwUpkH6kuVVjMLjTfCISdB6vWHlatHko95G/Hqq9lrI07L1BERNanYCWyj+QzaWD5jUDYfrCaLEwCrHsUCE6d1a38LRbKC5t+TvMosOAeBarGSkRkQwpWIvtIs9VCarQ5OmYnO1axUIzBnsF1/7xZZzW7+a7VyqNABSsRkc0oWInsI83moO6OlYlEMNHotj5rojDBsfgxjDHr/vn54fMYzJZ1ViuCVTKJLZdpVCrbWpOIyGGnYCWyj+TSaUwgQHxomHrWaQ66UTDaymRhct1WC554JM7p5Okt66wisRgmEHDeChzwmoRq10pEZD0KViL7SC4zQ3xomEAwSH0hu+1jQGvthj2sWj004hSwW2s3vMcYszyI2R1ro3mBIiLrU7AS2Udy6RkSqVEA6vPzBIeGtvc5SzmK1eKGheueh1IPMVeeY7I4uel90Xg/pUKBgDfWRm8GioisS8FKZB9xmoO2BKtt7lhNFCaAjVsteC6mLgJsOZA5Go+7NVbOenQUKCKyPgUrkX2iUa9TmJtduWM1uM03AvNOD6utdqzODp4lForx3envbnpfzDsKTDpHgRrELCKyPgUrkX2iMDeLbTRIjIxg63KTN9QAACAASURBVHXq2SyhwfVbJWzF62G1Xtf1VuFAmA8c+QDfnPzmpvdF++LNPlYA9ezmva9ERO5VClYi+8SKHla5HFhLcGB7wWqiMEF/pJ9EJLHlvR8+9mFu5W9xK3drw3u84vVAPA7G6ChQRGQDClYi+8SKHlbz8wAEd7BjtdUbgZ4Pj38YgG/c+caG90Tj/SyVFmk0Gs68QB0FioisS8FKZJ/wdqz6WwcwbzNY+Wm14DmROMF9/ffxd5N/t+E93libymLRmReoHSsRkXUpWInsE7nMDL3JAcKRnpYdq/aL1621TBYmtyxcb/XEsSf4ztR3qNTX76judV8v5XMaayMisgkFK5F9IpdJr2i1AGyreH22PEu5Xva9YwVOnVWpVuJ7099b98+Xx9q4g5jVx0pEZF0KViL7RGtz0NoOaqzuFJxWC1v1sGr12NhjhANh/u7O+seBsVXzAvVWoIjI+hSsRPYBay35FTtWC5holEAs1vZn+e1h1ao33Mv7x96/YZ3VykHMKl4XEdmIgpXIPrCYXaBWXSKRGgG85qDbfCPQHU/TzlEgOMeB1xauMVWcWvNnrUeBAfco0DYa21qfiMhhpmAlsg+0tlqAnXVdn8hPMNgzSG+4t63nPnxs47YLPb29YAzlYp5gIgmNBo1CYVvrExE5zBSsRPaBXDoNsGKcTWibzUHb6WHV6nTyNEf6jqxbZ2UCAbf7en65+7oK2EVE1lCwEtkHculpYHnHqraw/aPAO4U7W46yWY8xhifGn+Bbd79FtVFd8+fOIOYCwQE3WC2o5YKIyGpbBitjTNQY87Ix5gfGmEvGmH/pXh8yxnzdGHPV/TrY8sznjDHXjDFvGWM+3s2/gMhhkMvM0NPbR09vH+AUrwcH2j8KrDfqTBbb62HV6sPHPkyhWuC19Gtr/swbaxNMeIOY9WagiMhqfnasKsBHrbWPAI8CnzDGfBD4LPCitfYs8KL7M8aY88AzwAXgE8AXjDHBbixe5LBwWi04heu2WqWRy21rxypdSlNr1NpqtdDqh4/+MCETWvc4sBms3KPAhpqEioissWWwsg6vSjXs/s8CTwHPutefBZ52v38K+JK1tmKtvQFcAx7v6KpFDplcJk2/V7juBpbtFK97Pay2u2PVH+nnkdFH1i1gd2qsnLcCW9cpIiLLfNVYGWOCxphXgRng69babwNj1tq7AO7XUff2Y8Dtlscn3GurP/PTxphXjDGvpN3CXZF7VWtz0J10XZ8sbK/VQqsPH/swV+aukCllVlz3dqxC7hGlN89QRESW+QpW1tq6tfZR4DjwuDHm4ia3m/U+Yp3P/KK19jFr7WMjIyP+VityCJWLBZZKi8uF6zvouj5RmAC2v2MF8MT4EwB8c/KbK65H4/2UF4vYUJBAb6+ClYjIOtp6K9BauwD8FU7t1LQx5iiA+3XGvW0CONHy2HFgcscrFTmkcmnnn06ypes6bHOcTf4OI7EReoI9217PuaFzDEeH1xwHxuJxsJbK4iLBgQEFKxGRdfh5K3DEGDPgfh8Dfhx4E3gB+JR726eA593vXwCeMcb0GGNOAWeBlzu9cJHDIpdZ1cNqYfvBarK4fg+rcrHKte/OrPPEWgET4IljT/DS5EvUG/Xm9RVjbQYGqClYiYis4WfH6ijwl8aY14Dv4NRY/RHwm8DHjDFXgY+5P2OtvQQ8B1wG/hT4jLW2vu4ni0hzx6q16zqwrXYLk4VJjsaPrrn+va/d5Gv//g0Wphd9fc4T40+wUFng8uzl5rXVwaqhPlYiImuEtrrBWvsa8L51rs8CT27wzOeBz+94dSL3gFxmhlCkh1jCfdtufp5Aby+BnvaO8xq2wcziDEf6jqy4bq3l+qvOrtjk1QUGxrYedfMj4z+CwfCNyW/w0MhDgNMgFJx5gZGBAap37rS1PhGRe4E6r4vssXx6hv7UCMY4733Ut9l1fb48T7VRZax3bOX1qUWyMyUAJq/5O74bjA7yUOqhFXVWK3eskqqxEhFZh4KVyB7LZZabg4LzVuB2gtX0ojMW50jvyh0rb7dq7FSCuz6DFTjNQi9lLlGulYG1R4H1XA5b1ym/iEgrBSuRPZbLpJv1VeCOs9lOsCo6wWqsb+WO1Y1X04yeTPDA+0fJZcoU5iu+Pu9C6gJ1W+fNuTcBp0Eo4M4LHABrNYhZRGQVBSuRPVRdqrCYXWi+EQhOjdV2uq57O1atR4GF+TIzN/OcfjTF+FnnM/3uWl0cdtrVXZq9BEAgGCQS66VUyDUL63UcKCKykoKVyB4qzDrdzVuPAuvz89vquj6zOEPIhBiKDjWv3fiB8/mnHx0hdTxOuCfou85qrG+MkdgIb2TeaF6L9fcv71ihYCUistqWbwWKSPcU5ucAiA8NA9BYWqJRLG67xirVmyIYWJ55fv3VNANjvQwe6QPgyOn26qwupC40d6ygZRCzF6w0L1BEZAXtWInsIS9Y9Q06u0zNruvb6GE1XZxecQxYLlaZfHuB048u74YdfWCA2cki5WLV12deHL7Iu9l3KSw5c9ibwcobxKwdKxGRFRSsRPZQYW4WgPigs2NVX/Cag25vx6o1WN18Y5ZGw3Lq0VTz2vgDA2Bh6h1/O00XUxex2Gaj0GhfXEeBIiKbULAS2UPF+VnCPVEisRjQ0nW9zaNAa60TrFreCLzxapreZISx+xPNa2OnEgSCxned1fnh8wC8MevUWXk7VoH+fggEFKxERFZRsBLZQ4W5OeJDQ8vNQZvBqr2jwNxSjlKt1Nyxqi3VuXl5jtOPjGACpnlfKBJk9P5+33VWg9FBjsWPNQvYnWDlHAsGk2oSKiKymoKVyB4qzM8166vAaQ4KtP1W4MyiM2/Q27G6/eY8tUp9xTGg5+gDA8zczFNb8tfc82LqIpcyTgF7NB7H2gZL5ZLTJFTzAkVEVlCwEtlDxfm5Zn0VbH8A8+oeVjdeTROJhTj24NqANv7AAI26ZfqGv+aeF4cvMlmcZK48t7b7elY7ViIirRSsRPaItZbC/Fyz1QJAfSFLoL8fEw639VnNruu9YzQalhuvZbj/4jDB0Np/4kfOJMH4nxt4IXUBgDcyb7QEq4J2rERE1qFgJbJHKsUitaUK8ZajwPoO5gQaDCOxEabeWaBcqK5os9Aq2hdmeDzuu87q/PB5DIZLmUtE485Ym5LbckE1ViIiKylYieyRwrzTaqFvTbDa3jib4dgw4WCY669mCIQM910Y2vD+8QeSTF3P0ag3tvzsvnAfp5OneWP2DWKrjwIVrEREVlCwEtkjza7rq4JVaAc9rKy13PhBmhPvGSIS3XiwwtGzA1QrdTITBV+ffyF1gTcyb9CzahCzLZVoVPwNdRYRuRcoWInskWIzWC3XWNUWtnkUWJxmtHeU2TsFcpnyhseAnvEHnF2xyas+BzKnLjJXnmMBJ4itGGujXSsRkSYFK5E94nVd7xtq3bFa2HaN1VjvGNdfzYCBkw+vbbPQqm+gh0Qqyt1rPjuwD18E4EruLcI9UQUrEZENKFiJ7JHC/BzRvjjhSA8AjVIJWyq1HawWq4vkl/KM9Y3x7msZjp5O0puIbPnc+AMD3H1nAWvtlveeGzpHKBBqvhm4cqyN3gwUEfEoWInskcLc7MrCdXfnp93ida+H1WjPGLMTBY4+4O/5o2cHKOWrLEwvbnlvJBjh7MDZ5puB5WKe4IAGMYuIrKZgJbJHiqt7WG2zOajXdT25OEKjYUkdj/t6bjt1VpdnLzvBSkeBIiLrUrAS2SOF+bkVbwRud5yNt2MVmncC1fAxf8EqORoj1h/2X2eVuki+mqfRE1x1FKhgJSLi2fh9bBHpGttoUFyYW9XDyjsKbDNYuV3Xa+kQwVCAgbGYr+eMMYw/MOC/A/uw04G9EKxQzecIRKOYaFTBSkSkhXasRPZAKZ+jUa+v6WEF2whWi9Mke5IsTJYYGu8jEPT/z/roAwPkZ8sU5stb3ntm4AzRYJR58pQLBay1ahIqIrKKgpXIHmg2B11dY2UMwUSirc+aLjqtFmbvFBj2WV/lGT/r1ln52LUKBUK8d/i93G3M0qjXqFbK7iBmvRUoIuJRsBLZA14Pq9bmoPWFeYKJBCbU3gn99OI0xwL3UcpXSfmsr/IMH48TDAVI3/LZgX34AndqU4DbJFTzAkVEVlCwEtkD680JrO1gAPOR8kmAtnesAgFDIhUlnyn5uv9i6iKFoDPCxitgV7ASEVmm4nWRPVCYc44C+1rmAm6n6/pSfYm58hwD9ggW2t6xAkikYmTbCFaVsDO4uVzIE1awEhFZQTtWInugOD9Hb3KAYMuxX32h/WDl9bCKZpP0DfQQjYfbXksiFSOXLvnqwH5f/32E+py3Dhdz2WaNlZ9nRUTuBQpWInugML+y6zo4xevb7bpuZ3t8NwZdLZGKslSuU1msbXmvMYb7jj8IwMLUXaeXVb1OI5/f1u8WETlsFKxE9kBhbo7+ljcCrbXU5+fbbw5anCbQCFLJWN+NQVdLpJwdqJzP48ALRx+mEKuRnri53CRUbwaKiAAKViJ7YvWOlV1cxC4tbesocLA0hm2wgx0rJ1hl0z6D1fAFsn1V7t66pnmBIiKrKFiJ7LJ6rcZiLrtqnI3bdX2g/eag45XTQPtvBHoSqSjgf8fqYuoi2XiVwtQMAbfnloKViIhDwUpkly1mF8DalT2sdtB1/VjltDPKZtTfKJvVItEQsf4wudmtu68DHOk7QmMwiq3WKBkDKFiJiHgUrER22Xo9rOoLXrBqs3i9OM3w4rG2R9ms5r0Z6Nfo8ZMAZEtOY1FvzqGIyL1OwUpklzXH2aw3J3CgvWA1VZyiNzu07WNATyIV830UCHDmzMMA3E3fAWO0YyUi4lKwEtllzXE2q+cEQltvBdYaNYq5CsFKZFuNQVslUlHycxUa9Yav+x+5/wNUQnVu3LxMIJFQsBIRcSlYieyy4vwcJhCgN5FsXqvNz0Mg0CwG92O2NMtg8Siw/cJ1TyIVwzYshfmKr/svjlwkG6+RuXOL4EBS7RZERFwKViK7rDA3R9/gECaw/M+vPr9AcGBgxbWtTC9OM1wcB7bfasGT9Fou+DwO7Av3YYeiLM3ME0xqrI2IiEfBSmSXFeZnV9RXgdd1vf03AocXj9GTDBLta3+UTat+r+VCGwXsyaPjhEoN6ol+BSsREZeClcguK87PbRCstvNG4DjDx/p2vKb4YJRAwJDL+Gu5AHDi/nMAzPao3YKIiGfLYGWMOWGM+UtjzBVjzCVjzD9zrw8ZY75ujLnqfh1seeZzxphrxpi3jDEf7+ZfQOSgKczP0dfSwwqcdgttj7PJO13Xj5xoL5CtJxAw9A9H23oz8MK5xwGYsiUFKxERl58dqxrwz6217wU+CHzGGHMe+CzworX2LPCi+zPunz0DXAA+AXzBGBPsxuJFDprqUoVyIb9mx6o2v9B21/W5qSIBGyR1vL8ja0uMtNdy4eEzj1MPWGbqizSKRezSUkfWISJykG0ZrKy1d62133O/zwNXgGPAU8Cz7m3PAk+73z8FfMlaW7HW3gCuAY93euEiB1HRbasQXz2AeWGh7Rqr0pTTGmGnbwR6nF5W/o8Cw+EI1USI3JLzTD2X68g6REQOsrZqrIwxJ4H3Ad8Gxqy1d8EJX8Coe9sx4HbLYxPuNZF7ntd1vXXHqlEoQK3WdrBiNooN1Lc9yma1RCpKuVilUqr5fiY6OsRS1Ql4Og4UEWkjWBlj4sAfAL9urd3sP03NOtfsOp/3aWPMK8aYV9LptN9liBxoxc26rrdRvN6wDaLZJHaosqNRNq28lgvtHAeOHj9JuBqiYRSsRETAZ7AyxoRxQtXvWmu/7F6eNsYcdf/8KDDjXp8ATrQ8fhyYXP2Z1tovWmsfs9Y+NjIyst31ixwohTknWPXtsOv6XGmOoeJRoqNb3+tXYhvB6oEzj2AwFCNhBSsREfy9FWiA3wauWGv/15Y/egH4lPv9p4DnW64/Y4zpMcacAs4CL3duySIHV2F+lmA4TLRvuS6q1tyx8h+sJqaniNX6GRjvzDEgOEeBALm0/zqr06cvAlCMRhSsRESAkI97ngB+CXjdGPOqe+03gN8EnjPG/DJwC/gkgLX2kjHmOeAyzhuFn7HW1ju+cpEDqDDnNAd1/nvFUZ93Aklbweqmc3x+9L4267I20dMbpqc31NaO1eC4Uz5Z6NGOlYgI+AhW1tpvsH7dFMCTGzzzeeDzO1iXyKFUXK+HlbdjNeC/xio9kQfinDx1tJPLc98M9B+sItEYJhEjvxChODvN8NaPiIgcauq8LrKLCvNzK1otgBusQiECcf9tEwpTNQqRBY4Od7DICidY+Z0X6EkePUouGiYz9W5H1yIichApWInsosJ642wWnHE2rceDW6lnQhT6MwQDne29mxyJkp8t02iseZF3QyfuP0cpEiGXXvOOiojIPUfBSmSXLJUWqZZL63RdnyfURtf1erVBKNtLbajY6SWSSMVo1C3FhYrvZ0ZPnKIRCFDMznd8PSIiB42Clcguyc+tbQ4KTvF6O4Xrc1NFjA0QHun8OyHNlgtp/8eBQ+PHAVhaXMJa/ztdIiKHkYKVyC7xmoOuV7zeTrCaedfpz9s/Hu7c4lzNYDXrP1gNH3fa1jVskJu5mx1fk4jIQaJgJbJLCl7X9aHVO1bzbXVdv/3OLOVQkZEj/p/xKz7UgwmYtmYG9iYHCAUC1AMRXk+/1vE1iYgcJApWIruksM5RoK3XqWezbe1YTV1fYDr+LkfiYx1fYzAYID7YQ7aNo0BjDAP9SRYjES7f+X7H1yQicpAoWInskuL8HJFYjEist3mtnstBo+F7nE1lsUpxpsZ0/7uMxjrbasHTbi8rgMHBYQrRMDduasdKRO5tClYiu6SwXnNQd3ZgcFVB+0am3fqq6fi7DEX9PdOuZCrafrAaGaMSDpG58w6Vuv83CkVEDhsFK5Fd4o2zaVVLO6NpQj4HkU9dzwGWmfhNBqOdG2fTKjESo5SvslSu+X5myC1gH1gI8Obcm11Zl4jIQaBgJbJL1msO2gxWo/6C1fSNLHaoQj1cpT/S3/E1wvKbgflZ/wXswydPAzBYCPN6+vWurEtE5CBQsBLZBdZaivOz9K0OVjP+d6xswzJ9I8fScJaBngECpjv/fL1g1U4B+9CpM5iGZajSx2t6M1BE7mEKViK7oFzIU6/ViK+qsaql05ho1NecwIWZRSqLNXKDUyR7kt1aKkmvl1UbdVbhoSH6lqokan18Y/IblGv+d7tERA4TBSuRXbDcw2pVsMpkCKVSvuYEOvVVkO6/xWBPd+qrAHr6QkSiwbZ6WZlwmHitQaAWIr+U5y9u/UXX1icisp8pWInsguIG42xq6bT/wvUbWSKxEHcjNxno6XxzUI8xhv5UrK3u6wCJQIhStcrx3mN8+dqXu7Q6EZH9TcFKZBfk591gNbT9YDV9PcfYqQQLlYWuvRHoSaZibc0LBEj0xLDAzwx9lG/f/TZ3Cne6szgRkX0stNcLELkXFN1+VX0Da4NV34/8yJbPL5VrzE0WOPXISeaz813dsQJIpKLcvDSLbVhMYOtjSoBkPAGlWR4LX8BgeP7a8/zqo7+65XN/99zvMnv7Jj19ffT09rlf40T7+hgaP86RBx7c6V9HRGTXKFiJ7ILcbJpYf4JQJNK81iiXaeTzvnasZt7NYS0M3Beh9oNa13esEqkY9WqDxdwSfQM9vp4ZGByG0izMFvng0Q/y1Wtf5Z888k82fXtxbvIO3/qD/9isPasUi1Qry7VdgWCQ/+aLv0vUR3G/iMh+oGAlsguy01MMjB1dca2WyQAQGklt+fzUDadwPXS0Bj+g+ztWI27LhUzJd7CKDg0RvVVn7s5tfv6nf55/8Tf/gm/d/RYfGv/Qhs+8/hdfIxAM8g//p39D34ATFuu1GpXFIhOXX+cP//VvMvHmJR547Id3/pcSEdkFqrES2QUL01Mkx46suNZOD6vp61kGj/SyGMgD7EqNFbTXciE4MED/Yplbl17jR8c/TCKS4KtXv7rh/bVqlUt/9eeceeyHm6EKIBgK0ZtIcvqHHicYDjNxWX2xROTgULAS6bJ6rUY+k2ZgdbDyOc7GWsvUDadwfb4yD3R/x6p/KAqGtgrYgwMD3J/JUZib5ca3vs1Pn/5pXrz1ItlKdt37r778TUr5HA//+E+u++ehSITxs+/h9uU3tvV3EBHZCwpWIl2Wz6SxtkFydHvBKpcpUS5UOXI62Qwp3Q5WwXCA+EBPW72sggNJRvKLDB8Z5+Xnf5+nTz/FUmOJP77xx+ve//qf/ynJsSPcf/GRDT/z+PmLzLx7nXKx0PbfQURkLyhYiXTZwswUwNqjwHQagkGCq1owrOY1Bh07lWS+7O5YRbsbrMApYG/3KNAAj37gQ8zduU3k3TzvGXoPX7n6lTX3zk1OcPvy6zz00Y9jAhv/39CJ8w+Btdx58/J2/goiIrtOwUqky7LTbrBaZ8cqNDy8abAAp74q3BNkaLyPhcoCQROkP9ydAcytEqloW/MCgwNO2Dt15ASJkTFefv73ePrM01yZu8KV2Ssr7n3tRado/eJHfnzTzzxy9hzBUIjblzXYWUQOBgUrkS7LzkwRDIXWNgfNpAml/L0ROHoyQSBgmK84Paz8jMDZqeRoL4u5JZZKNV/3e8HK5nJ84Gd/nrtX3+L91TOEA2G+em25iL22tMSlv36RBx774Iqi9fWEIz0cPfseJlRnJSIHhIKVSJdlp6dIjIwRCARXXK+lM1vWV1WX6mQmChw5lQBgodz9ruuewbFe53fOLPq63wtW9WyWCz/248QSSS7/8Z/w5H1P8kfX/4hKvQLA1e+8RHmTovXVjp+/yMyNd6gs+luHiMheUrAS6bKFmbWtFsA9ChzdPFilb+axDcuR00mA5o7VbhjwgtW0v0ATiMchGKS+sEA40sP7f+opbrz6XX4i9iFySzn+8vZfAvDan/8JybEj3HfxYV+fe/y9F7G2wZ23Lm3vLyIisosUrES6LDsztaa+ytZq1Gdnt9yxmrruvAU4tgc7VsnRGBiY9xmsjDEEk0nqCwsAPPITP0UkFqPy0lWO9B3hK1e/wuyd20xcfoOHn/zElrVlnvEH30MgGNJxoIgcCApWIl1UKuSpFItre1jNzoG1Wwar6Rs5kiMxYv3OKJzd3LEKhYMkhqO+d6zAOQ70glW0L87DP/6TvP3SN/i54Z/gpcmXeOlPv0wgGOTC33/S92eGe6IceeBBFbCLyIGgYCXSRc03AlcHq4zTwyq4SfG6tZap61nGTju7VQ3bIFvJbi9YZSfgm/871P0VonsGxnrbD1bz882f3/9TTxEIBrjvLQjU4a2/+Sse+MCPbFm0vtqJ8w8xff0aSyXVWYnI/qZgJdJFWbeH1cAGzUHDm+xY5efKLOaWOHLKqa/KL+Wp2/r2jgK/9j/An/2P8Lf/S1uPecHKNqyv+8NHxqhOTTV/jg8Nc/5HP8q733iJn8w+DOUq5z+6eYuF9Rw/fxHbaHDnrStb3ywisocUrES6aKHZw2psxXU/Xden3cHLXuH6truuz92AKy9AbBD++l/BrW/5fnRwrJfaUoPCQsXX/eFjx6nevYut15vXHvvZX6BWq5L6dpZcb5XriflNPmF9xx58L4FgkAkdB4rIPqdgJdJF2ZkpYokkkVjviutesApuEqymrmcJhQMMHesD2P6cwG99AUwQfvnrMHAf/ME/hvL68/tWa/fNwPDx41CtUpuZaV4bGj/Gg49/CKzl7hnD7139vfbWD4SjUcbOnFWdlYjsewpWck+rVeu88ifvUi5Wu/L52empNceA4ASrYDJJIBJZ9zlrLTdfn+XImSTBoPPPdKHsFIW3dRS4OAff/x14+BchdRZ+/rcgdwf+0z/39fjAmBPqfAerY8cAqE5MrLj+oV/8B5x89P2878mf4qW7L3Erd8v/38F14r0XnTqrsv9u8CIiu03BSu5p73x3hm8/f50//w+XsdZfHVE7shv0sKpnMgRHNi5cn343RzZd4sHHl48Qt7Vj9Z3fhuoifOifOj+f+AB85HPw+u/BD/6/LR/vG4gQ7gn6brkQOe4Eq6U7d1ZcHz5+H7/wuX/JLzzyDEET5Pev/r7/v4PrxPmHaNTrTKrOSkT2MQUruadd+16aQMBw8/VZfvDi7Y5+dr1WI5dJr+lhBVCbSW9aX/X2t6cJhgOced9o81rbO1bVMrz87+CBj8Hoe5ev/73/Fu77kLNrNXdj048wxrT1ZmBofByMoTpxZ90/H+0d5SMnPsJXr36VpfqSv7+Ha/zcezGBABNX1M9KRPYvBSu5Zy2Va9y+PMfFv3+M04+O8NKX32kWjHdCPpPGNhpreliB23V9g2BVrze4+so0px5JEYmFmtfnK/OEA2F6Q73rPrfGa1+CYhqe+LWV1wNB+PkvggnAl/8x1Dc/Bm0nWAUiEUKjo2uOAlv94oO/yHxlnj+/+ee+PtMTifVy5PRZbqtRqIjsYwpWcs+6+fos9VqDMz80yo/90nvoG+jhz377DSqLnam3WphZv4eVtXbTYHX70hzlQpVzj698bqGywGDPoL8BzI0GfPP/gKOPwMm/t/bPB07Az/5rmPgO/PX/vOlHDYz1kp8rU1uqb3qfJ3z8ONU76+9YAXxw/IMcjx/nubef8/V5rY6fv8jUtbepVsptPysishsUrOSe9c73Z+hNRDhyJkm0L8xP/NcXyM9V+MvfebMj9VbN5qCrjgIb2Sy2Wt0wWL318hTRvjAnLgytuD5fnmcg6rO+6urXYPYqfOjXYKMgdvEX4NF/4PS2uvnNDT9qYCwGFrJpf0Xj4WPjLN3ZeMcqYAJ88twn+e70d3ln4R1fn+lx6qxqTL79ZlvPiYjsFgUruSdVK3VuvjHL6UdHCASc4HHkdJIPPnWad76X5tLfTu74d2RnpgiGQsSHVgakzXpYDdUlvAAAIABJREFULZVq3PhBhrOPjTbfBvR4O1a+/N2/heQJOP/05vf95L+CgfvhK78C5fWPQQfdNwPnp/wWsB+nNjWNrW688/f0A08TCoT4/bfbK2IfP3ceYwLqZyUi+5aCldyTbl2apbbU4MwPrQw37/vYfdx3fohvPHeVzER+R78jOz1FYmSMQCC44notkwEglFobrN75fpp6tcGDP7y2Lsv3jtXEK3Drm/DBX4VgaPN7e/rhP/t3zsibr31u3VuSozGgnZYLx6HRWNGBfbWh6BAfu/9jPP/O85Rq/tsn9PT2MnrqjOqsRGTf2jJYGWP+b2PMjDHmjZZrQ8aYrxtjrrpfB1v+7HPGmGvGmLeMMR/v1sJFduKd76eJxsOMn10ZVEzA8OR/eZ6evhBf+/eXWCq3N1uv1cIGrRY227F6++UpEiMxxk4l1n5eZcFfq4Vv/luIJuGHfsnfQu/7YXji151+V2/+pzV/HImG6Bvo2XEvq9V+8cFfJL+U52vvfs3fOl0nLjzE1LW3qC756wYvIrKb/OxY/QfgE6uufRZ40Vp7FnjR/RljzHngGeCC+8wXjDFBRPaRWrXOu69lOP1IikBw7T+B3kSEn/hHF8jOLPLSl9urAWqVnZlav9WCF6xGVwarwnyFibfmOff42JoC9XqjTm4pt3WwmrsOV/4QHvtHzm6UXx/5HBx5CF74NSik1/zxwFiv715W4ePHATYtYAd4/9j7OZ08ze+91V4n9uPvvUi9VuPu22+19ZyIyG7YMlhZa/8GmFt1+SngWff7Z4GnW65/yVpbsdbeAK4Bj3dorSIdcfvKPNVKnTM/NLrhPcfODXL+w+Nc+eb/z955h0dVpn34npYp6b33BumEEHqTIkhTAUHXXlHXvqvurrprL7tr17WgqCCgFEUUEZAOIUBCIBBSIL3XSZ/JlPP9MRAIaZOQUPzmvq5zDcyc8573TCY5v3ne5/k9ZbQ29c1vCUDT1IS2uRmHC3oEgsnDSqRUIra27vB8zqEKEOhyGbCxrRGjYOzZw0qngZ1vmtrXjFzStwlLreDGz0HbCBsfgwuS9x3PNmM2I6lf5uEOEgltvUSsRCIRN4XfxLHqY2TWmp+M7j0kAoDSbItRqAULFq48+ptj5S4IQhnAmcezdyhv4HyXxeIzz1mwcMVwOrUSuUqK95CeE8FjJvti0BvJ2Nv3RPb6s1YLHp6dXjtrtXBhVCrrYDnugXY4uHX2qerRdb2xAna8Bu9EmryrRtwDtp3FWa+4DYUpL0DWL6ZlwfNwcFfR1qqntbF3KwqRVIrMw6Nbk9DzmR00G4VEwerM1WZPU2Ftg62LKzXFfW+LY8GCBQuDzUAnr3dV193lV1yRSHS/SCQ6LBKJDldVdV56sGBhMDDojeQfqyYwxqVT1d2FOHlZ4x3uyPFdJRgNxj6dR11RBtB1n8DqaqQuHdvZ1JQ0UVPcRHgX0Sow5VcBHasCy47BDw/Cu1EmLyqfEXD7TzDjjT7NtQOjHjL5Xm1+Fury25928DjbjLnZrGF687I6i73cnjnBc9h4eiPVrdVmT9PZx88irCxYsHBF0l9hVSESiTwBzjyebWVfDPiet58P0OXXfUEQPhMEIUEQhATXHlp7WLAwkBRn1aFt0fe4DHg+MZN9aKrTkn+spk/nUbd7WHWxFNiFOWhWcjlisYiQ4V3Pq05zJmKlcIDmGvh6Dnw6HjI2wPA74ZEUuGU1BE3s3rfKHMRiuP5jkyv7Dw+C0WQK6uhuElbmWi7IvL17TV4/yx2Rd6Az6lh5cqXZ03T28aO2tBij0TzTUgsWLFi4VPRXWP0E3HHm33cAG857frFIJJKLRKJAIBQ4eHFTtPD/laQfTnH413wMur5Fi3ridGolMoUE36FOve8MBEQ7Y+Mk59jOvvURrK8sR2lnj5Wy87LehcJKMApkH6zAL9IJpa1Vl+N1iFgd+Ajy98K0l+DJE3Ddv8E5uE/z6xEHP5O/VeF+SPoQABsnBRKpGHWlmSahPt7oq6owanuv3PO382eK3xS+y/qOFp15ws3Fxw+DTtduwmrBggULVwrm2C2sApKAcJFIVCwSie4B3gCmiUSiHGDamf8jCMIJ4HsgA9gMPCwIguUrpYU+U3pKTepvhSRvyGXVy8kUnbywfqLvGA1G8tKqCYh2QSIz7zuFWCImeqIPJVlqakqazD5XfUV5l8uAxtZWjE1NHYRVSY6aZrW2y6T1s7RHrCQKOLwMwq+DsY+B0kzD0L4Se7PpHLveAr0WsViEvZvSbMsFq7OWCyXm5afdGXUnDW0NrM9Zb9b+zj5+AFRf5HKgIAhUFjTQUG2+l9alovSUml8/Taco4+I/+xYsWLh0mFMVeLMgCJ6CIMgEQfARBOELQRBqBEGYIghC6JnH2vP2f1UQhGBBEMIFQfh1cKdv4Y9Kyq/5KG1lzFwSDQL89F4aW5Yep1ndf++ikhw1mmYdIWYuA54lYqwXEpmY9J3mLW3BGasFMz2sspPLkSkkBMa4dNr/LGqtGoVEgfLkRmit7XvVX18RiSD+Dmhram9349iHZsznLBfMe89iXWOJd4tnecZy9MbevcOcfUwZBzVF/RNWTXUaDv+az7f/PMCa1w/z7b8OcHhTPoY+5tINBkaDkYM/5/Hjf1PJO1rNT++nsfnTdBprLf0RLVi4GrA4r1u44qgsaKDwRC2xU3wJinNl8QuJjJgdSG5aNd/+6wBHtxdhNPa9l19uahVSK3GnHny9obCRETrCnazkcrMaNBv0ehqqq3r2sDojrHRaA6dTKwmOd0Nq1b3lW52mzlQReOATcI+CgHF9uoZ+ETgeJHLI2QqYKgMbqlrNEh/melmdz11Rd1HaXMqW/C297mulVPW5MlDfZiDnUAU/vZ/G13/fT/KGXKzt5Uy+dQiBMa4k/5TL2jcOX7Tj/sXQWKvhx3eOcOjnPEIT3bnrzbGMnBtEwfEaVv7zjPgbwKVxCxYsDDy99LuwYOHSk/JrAXKVlOiJppuzVCYhcXYgYYnu7Fmdzd7vc8g5VMG8x4chk5vnP2s0CpxOq8I/ygVZDwKmO2Im+ZC5v4yT+8uIm+rX476NNdUIRiP27l0lrp9pZ+Nqik4d21FEm8ZA5DivHsdUa9U4iKRQeQLmfnhxCermYmVtEnA5W2DGazh4qDAaBRqqWnH0sO7xUKmrKyKZzOwEdoAJPhMItA/kqxNfMTNwZic7igsxtzJQEAQyk8rZtzYHbYseGyc5CTMDGDLaA3tXUw5cxDgvTqdWsmtVFmteO8zwmf4MnxmARHrpvnueSqlk57eZGA0CU++KaK8QTbgugLCR7uxbe4rkn3LJTCpj/KIw/KOcL9ncLFiwYD6WiJWFK4qakiZy06qInuyDlbKj7ndwUzH7kVim3hVBRX4D+9edMnvc8tP1tDa0deoNaC6ufrZ4BtuTvqsEoZdo2dmEagf3rj2swCQ8NM06jmwpJCDaGY8g+x7HrNPW4dCiBpUzRC/s1zX0i9DpUJMDtbnt/lrmLAeKxGJkXl60meFllb6zmKQfT5OdXMEtTvdwujKPA2UHej3OnMrAloY2fv0kne3fnMTZ24a5j8dx+ytjGDk3qF1UnSU43o1b/jmKkAQ3Dv2Sz5rXD1NZ0HVj6oFEpzWwY/lJfvv8OPZuKhY9N6KT7Yads5KZD0Qz59FYRGIRP394lL1rcgZ9bhYsWOg7loiVhSuKlM0FSOUSYif7dvm6SCQifKQH1cVNpG0txD/amYDo7nOTwBSxOL67BIlMfFHf8qMn+bDlixMUnKjp8Zzt5qDdLQVKpUgcHTm0IRdtq56R83qv6Ktvqca7scJkrSBT9Psa+kzoNNj8DORswyHqLgDqKloINONQmbd3r0uBpTlqdq/OPu8ZW+7mTZLTa6nwT8XeRYncWoZcJUWulGKlkiJXypBbS3H08GmvDHT07OxDnHe0ih0rMtG26hkzP4S4Kb6IxD1HwRQ2MqbdHUlIgju7vs1k3VspLPxbAi4+fWgP1AcEQWDT/45RnFVH/Ax/EucE9uiv5hfhzOLnHdnzfQ5Hfy/CM9jebOsQCxYsXBoswsrCFYO6soVThyuIm+qHwkbW476j5gZRlFHL9uWZ3Px8Yrc2BQCpvxWQc6iChOsCsFL0/yMfFO+Kaq0V6TuLexRW6ooyJFIpNk6dc7n0VVVInZ1padBxdHsxYYnuuPjY9HruupYqHIwCjLi33/PvF87B4BwCOVtQjLwfpa2sTwnsmq1bu33daBTY8302No5ybn5hJC0NbdSWNbPl6E4yT53CpcWO2vQWtC06jPrOUULBaPIWS95wiLjpNrj52yKWiGlr1bN3TQ4n95fh7GPDvMeH4ezd+3t8PoExLngEJrLyX8ns+S6H658c1uvSZH/ITCqjOLOOCYvDiJ7kY9YxEqmY8TeFUlXYyI4Vmbj622LnrBzwuVmwYKF/WISVhSuG1N8KEEvExE7tOlp1PhKZmGl3R/D964fYsSKTmUuiu7zxZR0o48CPuYQlupM425w4Sw/nlIiJmuDNwY15qCtacHDv7FEFpqVAO1d3xOLOuVxnPawObcpHMAokzg7q9bz6VjUNgg5H5zCw6zkXa1AInQ6Hv4Q20zX3RVgZ6uowNjd36osIkLG3lOqiJqbfG4mVUoqVUoqDu4qbh05n+tr/YO1XzxvjTS7yep0BbYuetlY92hY9rY1tFGe6cXD9SrKSTnI6zQ4rpRTvMAeqi5toqtWYIkCzA/udJ6W0tWLU9UHs/DaLU4crCR3ROWfuYmhpaGPf2lN4htgTNaH7zl9GowF1eTk1RQVUn9lqiguxcfZArwln6xcnuP6p+F47CViwYOHSYBFWFq4IGms1ZCWVEznBG2t7uVnHOHvbMPr6YPatPcXJ/WVEjO0oOooyatn+TSbe4Y5cc/vQXpeBzCFinBeHN+WTvrOY8YvCutxH3Y3VApja2Wg9QsjYW0rUBG/sXXuPNNQfMfU7dwic3P+JXwyh0+DAx5C/Bwd3P/KPmdd6RuZt+nm0lZSgCOv4XmmadSRvyMUr1KGT27y93J75YfNZeXIljw17DE8bT6QyCVJ7SYfPRmCsKyd3u+IRLGbohEiKT9ZSlFmH1ErCDX8Zjmdwz3lr5jB0rBcn9pSyb90p/KOdLyrieSF7v89G12Zg8q1DuvxsNlRXsemDf1Nx+hR63ZlG4CIRDm4eOHn7UJqVgab5IK31Afz+ZR3T75s2YHOz0DPN6jrqykvxGRJ5uadi4QrEIqwsXBEc2WKq7ho2veeKuwuJvcaX/PQa9nyfg3eYQ3tCclVRI79+lo6jp4qZS6IHrLrL2l5OcLwbJ5PKGDkvqMsbbX1lOZ6hQ7o8Xl9VRbb/TUgQk3BdQO8nNBpRH/kabMDRI+4iZ99P/MeCTAU5W3Bwf5TWRh2aZh0K656Xa63OWi4UdxZWB3/OQ9uiY/yi0C4jjbcNvY2VJ1ey/ORynh7xdLfncPHxQ11eTGiCO6EJAxtRAhCLRUxYHMa6t1JI2VzA6OsHxuE+P72anMOVJM4J7LbC8uCP31N+Kpu4a2fj4heAi68/zt6+yBSmHDttSwtpW37hwLq1pG97j4rTW5h46634RsYMyrKlBRMVuaf44a2XaK6rZcrdDxJ37azLPSULVxiW2LGFy05zvZaMvaWEj/bA1qlvidkisYgpdwxFIhGxbVkGRoORhppWfv7wKHKllNl/jkWuHNjvD5HjvdBpDBQc79w/UNPUhLa5GYcuegQKej3qNhXFWnfipviisus+L6yd079T12iyLHBQOFz03PuFVA5BkyBnC45nKwMre18OlLW7r3dMYK8paeL4rhIix3t3mxTuaePJjMAZrM1eS2VLZZf7ADhdgp6BHkH2hI/yIG1boVnX3RttGj27VmXh6GlN/LX+Xe7TrK7j+M5tREycwqTb7yVq0lQ8gkPbRRWAXKVi5PULue+jL7F1m0ZVYRFrXv4Ha17+BzqNxUx0MMhJ3s/qfz6DWCLBP2YYv3/5P9K2bLrc07JwhWERVhYuO0e3FWE0GLu9yfSGrZOCCTeHUZ7bQNKPufz8wVH0bUZm/zkWG8eBr6DzDHFAaWfF6ZTON/z2isCuXNdrajgdMAcrqZG4aWZG5g78D7XKlATvKB+k9jXmEDoN1IU4WFUA5lkuSJydESmVHbysBMGUsG6lkDBybs/5ZQ/HPoxRMPLGwTe63edS9QwcfUMwEql4QCwOkn/KpalOy+Rbh3QbSU377WcMej0Js2/sdTyVnTU3PnMPSsd7cQ2cRdGJY+z7frnZ89G26Gis1WDQW4xHu0MQBA5uWMtPb7+Gq18Af3r1bW545gWChify+xcfc3SrRVxZOIdlKdDCZUXTpCN9dwkhCe7tPkn9IWyEB/nHakjbWohYKmLuI3F9rgQzF7FYRPAwVzL3l6HTGjqYlKp78LAqOlJCrXMkwyME86JoVdmmiFXCTVBzwOS8frkIMeXv2NXuQCyOQl1uhpeVSITM2wtd6bmIVe6RKkqy1ExYHNZr5aevnS8PxDzA+0feZ3fxbib4TOi0j7PvuZ6BXVkuDBTW9nJGzApk/7pT5KdX92rx0R0VeQ0c21FM1ATvbnPA2jStpP32C6EjRuPkZd41ufjYMG7hEHavFuMV3kDKpp/wChuBW+C5JVhBEGis1VBX1kJdRQvq8mbqyltoaTibvwUqWytsHOVYO8ixcVRg56IgYpzXgOaWXW0Y9Dq2Lf2Y4zu2EjZ6PDMeehyZlSnXb84Tf2Pj26+xbenHgIjYaTMv72QtXBH8//1tsXBFkHO4Ar3W0O9o1flMvDmMNo2eoaM98Q4f3OhOSLwbx3eVkJ9e3SG355yHVcelQEEQOLRHjVxbR+SoEPNOkvwJSKxQe0SahNVFLAVuz6zg01253DU2kGsj3fueg+PgC24RSE5vwc51hPmVgd7e7SahujYDe9fm4OxtTeR486ob74y8k19yf+HVA6+SMC8Blayj+Hb2PtczMHTE6D5cUN+JmexDxt5S9n6fg+8QJ7MbeZ/FYDCyY8VJrO3lPeZqHd++BU1zEyPmzu/T+FETvSnOrOP0kRggjZ/fewcruz8hEnX+My9XSXH0sMY/yhkHDxUKlYzmei1NtRqa1Frqq1opzVGjbdFTXdTE1Lsi+jSXPwqtTY1s/O9rFGWkM+rGRYxZ+CdE4nM/d6lMxpwn/35GXH2ESCQiZuqMyzhjC1cCFmFl4bJScLwGe1elWV5OvSFXyZj9cOwAzKp3PEPPLAemVnYUVhXlKO3ssVJ2FAB5R6uproEh+ZtQeLzc+wkaK+DICohZRJ3QhlKqRC4xr1ryQk5XNfHoqjQ0OgPJebXE+TrwzIwhjA7uo1lq6DRI+hgHFxl1ZgorK28fWlOPAKYChaZaLVOfiEBspjWATCLjhdEvcMfmO/jk6Cc8mfBkx/H70TOwv0ikYsYvCmXj+0dJ+72Q4TMC+nR82tZCakqambkkulNXgbMY9HoO//IjPkOj8AwN79P4IpGIaXdHEJruTmm2hEM/vo/fkDzCx8xr38fWSY6DuzVKW5lZ4jp5Yy6Hf8knKM6VoGH961pwtdJQXcnaV1+gobKcmQ8/ScSEa7rc76y4+um/r7L18w9BBDFTLOLq/zOWHCsLlw1dm4HirLqrsueZWCwiOM6VgvQadNpzidPqijIcLnBcFwSBlM0F2Fi14VF+AKmLGctIBz4Cow7GPYFao+53flVLm54HV6Qgk4jY8ZdJvDk/mvJ6DTd/foA7vjzI8ZJ68wcLvRaMOhzkVdRXtprVCFvm7Y2xsZG6vCqO/FZAcLxbn6OJ8e7xzA+dzzcZ35BVm9XpdRczewYOBH4RzgTGunB4Uz5NdeYliAuCQMbeUg79nE/wMFeC4roXKFlJe2isrupztOosUisJIcPdmHDzdIaOn8zpQ5tw8mglfKQH4SM98Ap1RGVnZXbEMuG6AFz9bNm5MvPckuH/A2pLS1j9wjM019Wy4LlXuhVVZ5HKZMx98u8Exg1n62cfkpW09xLN1MKViEVYWbhslGTVYdAZ8Y+++oQVQPBwN/Q6Y4fqwPouPKzKTtdTmd9AsKIAmb0dIqteqgFbauHQFxB5IzgHmxow92MZUBAE/rY+nZzKJt6/eRi+TioWjfBj518n8ffrhpBWpGb2B3t5dNURyuvNEAm+iSC3x7HtOAa9kaba3o+R+figkyrZ9FkGYqmYMfP7Z1fwxPAnsJfb81LSSxguqAC8FJWB5zNuYSiCAGvfTCEruRxB6F5gtjaZehXuWJGJZ4g9E//UfRRKEAQO/bQOZx8/AuOGX/Q8J99xH3JrG3775H2Mhv69NxKJmKl3RtDWamDnt5k9XusfhaqCPL771zPo27Tc9M/X8RkaZdZxUisr5j71DzzDhrDl0/eoK+u9T6aFPyYWYWXhslGQXoNULsE79DJWu10EXqEOKG1lnE41VQe2NjZQX1WJk1fH1iRpWwtRWMvwbspA6mrGcsrBz6CtCcablr3U2v5FrL5JKmBDWilPTQtjfOi58ypkEu6fEMzupyfz8ORgtmSUM/fDvRwrVvc8oEQGwZNxqNsBQHFWXa9zEHt6kR55Pw1qPTOXRPe79Yq93J6/jvgrx6qPsSZ7TYfXeqoMNApGChsK2ZK/hWXHl5Grzu3X+c/HzkXJ9U8OQ2VnxbZlGaz/d2qXzZoLTtSw+qWDFJyoYeyCEOY+GofSpntRnX80lerCfEbMnd8hj6e/KG3tmHL3Eipyc0jZtKHf4zh5WTNyXhB5R6vJOjC41ZeXm9LsTL578VnEEgmLXnwT98C+fRGQWlkx+7GnEUukbHz3TfRt/3+ifBbOYRFWFi4LgiBQcLwG3yGOfU4CvlIQi0UEDXMjP70aXZuBgmNHQBDwjxnWvo+6ooW8Y9VETfSG6vLehZW2EQ78D8KvA3eTq3Odpq7PEauUgjpe+SWDKUPceGhS18ny9koZf712CBseHodMIuamT5PYfLys54FDp+OmT8bFQ8LOb7M4vrv7b+WCILB/vw61YxiJQTX4XGRBwazAWYzyHMV7qe9R1VLV/vzZysCqogKy67JZn7Oe15Jf4/Zfb2f0ytHM+mEWT+16irdT3mbehnks2baEfSX7Lir64hFoz8JnE5h82xDqq1pY88Zhti8/SUtDG/o2A7u/y+bnD46isJGx8NkRxE3169X5/9BP67BxdmHI2M7Vj/0lbNQ4ghNGsf+7FRcVQYmd4otXqAN7vsum0YxI5dVI4fGjrH3lOZQ2dix+8a32woi+YufixoyHnqAqP5ed3ywd4FlauBq4Ou9oFq56asuaaazVXJX5VecTEu+Kvs1I4fEa8o+morC2wSMktP31tN+LEEtERE/yQV9dhdS1l/yqw8tAo4bxT7U/1deIVXWTloe/TcXTXsnbN8Uh7uWGHu5hy48Pj2Wopx1LVqTy8c5T3YuOkKlIRTpuGJ+CX4QTu1ZmsX/9KYQu8q2Sf8olJ62O4JLNeGuyzZ5/d4hEIp4f9TxthjbePPQmWoOW1IpUflZvB+D1Tc8x/6f5/HP/P9lwyhShmRs8lxfHvMjq2avZumArD8c9TGZNJku2LeGGDTewJnsNGn3/hIJILCJirBd/emk0cVN8yUoq59sXklj9ykHSdxQTc40PC/+WYFZhRvmpbIpOHGP4dfOQSHu2oejTHEUipt7zIBKZjC2ffYBg7J9XlfiMEa8gwO9fn+zy5301czolmfVv/At7N3cWvfhmp6revhI8PJGEOTdydOsmspL2DNAsLVwtWKoCLVwWCtJNeUlXu7A6uxyYk1JOXloK/jHD2psvtza2kZlUxpCRHihtZRiqqnuOWOk0kPQhBE4EnwTTUwYdTbomsz2s9AYjj6w8Ql1LG+sfGoO9yrybtKutnFX3jeKva4/x1uYs8qqaefWGaKwuNLC0dQfPOKzyf+O6Bx9nz/c5HNlSSEN1K1PvjEBqZbr2jL2lpPxaQMRYT/zWZqMr6ezr1R/87Py4P+Z+Pkz7kO2F29EZdQAsVvkTbvThhnGPE+MSg5+dH2JR5++NS2KXcHfU3WzO38zyjOW8lPQS76e+z5PDn+SG0Bv6NSe5UsrYBaFEjPNi37pT1BQ3MeeRWPwizf9sH9q4HrnKmpgp1/ZrDj1h4+TMxNvuYcun77N75VeMv+WOLhuEd4XRYEAsMe1r56Jk7IIQdn6bRfquYmIm9y+ic6UgCAKlWSc5vnMbJ3Ztwz0wmBv/9iJKW7sBGX/c4tspycpgy6fv4xYYjKPHZWigbuGyYBFWFi4LBcdrcPaxGRRn9EuJWCImKM6VjH3HaK1XEzgsof2147tLMOiMxE71w6BWI+h0PQurtBXQVAHzzy0fqLWmvCdHhXkRq3e2ZZOUW8O/F8QQ6dW3JsQKmYT3F8cR6GLN+7/nUFjbwie3DsfR+oK8oNDpsOc/iMtSmTBZib3Cln1bqmiq3M+sWxypqpawc2UZfhFOTLglnNIDPugKC7o+qb4NGkpA6QhK88Tj3VF3U95Sjo3MhmFuw4hzi2Nn6Xs01dUyN3hur8dbSayYGzyXOUFzOFxxmA+OfMBLSS8R7hROhHP//ZocPayZ/XAsgiD0ySesrryUnOT9jJg3v5NNx0ARNXka5aeyObxxPRWnc7ju0b9i4+jU7f46rYaktatI3bSBa5c8xtDxpgbgEeO8yE2rZv/60/gOdeq2z+HlQtPUxJHfNiJX2eDq54+zrz8qu46/Bw3VVWTs3s6JXdtQl5chkyuImjSVSbffO6Dvv0QqZfZjT7P8mcf4+Z03ufnlfyPtrXDFwh8Ci7CycMnRtugoO11PfB8bLl+pBA934+hWU1L02fwqfZuB9J3F+Ec74+RpjSbblN/SrbAy6GDfe+CTCAHj25+u05oSxM2JWBXWtPDprlzmx/uwMKF/0QSRSMST08IIcrHm6bXHmP/JflbfPwo32/OIBbtWAAAgAElEQVQEcNgM2P0WLJ2CCIgDbO1Hsa34cdb+t4hWoz1Okgqu1T2DZLk7Vpo2mgvKEA4uRdRUAepCUBeYHhtKgTPLSk7B4DXMtHnHg0cMyDsvo8kkMv45+p8dnnP29afwxDGMRoPZ0RiRSMQIjxF8cM0H3LDhBv6+5+98N+e7fvuFnT+uuQhGI3tXfYNYIiZ+Zu+i8GLmNO3+P+MVPpRtSz9m+TOPct0jf8E/unNj77y0FLYt/ZiGqgqsHRz5fdkn+EbFYuPohEgk4prbh7DqpWR+/ugY0++JxD1gYCI8F0trYwNrX3meyvzTHZ5X2TuYGlj7+lFbUkxBehoIAj4RUYy6cTGhI8dgpehfUUVvnM23+vGtl9i5/Aum3vPgoJzHwpWFRVhZuOQUZtQiGAX8+9kW5ErDO9QBwViAwtazPQqQlVxOa6OOuKkm8aivMiVbdyus0teahMbMf8N5N2a1xhSxMkdYvfd7DhKxiKdn9M1YsiuuH+aNp72Cu746xK1Lk1l9/2iczkaufIbD7Rug9VwVYTBgU67jl5/dkIuNzJ5ciZU2FtSFyAwFCG1iDOv/ilQJ2HmDg59pydPBD+x9oLkSSlKh8AAcX3tmVBG4hIF7BLhFgNtQ06NjAFwgnpy9fdsrA/va2sZebs/LY19mybYlvJf6Hk+PeLrf71tfEASBbV98TPaBvYxddBvWDoNfHRs5cQruQSFsfOcN1r76PKPn38yo+YsQiyU0q+vY8fXnZO3fjaOXD4v++QbWjo5889dH2Lb0Y+b95R+IRCKs7eXMeiiWLUuPs/6tFEbMDiR+hn+vuXxdodcZSN9ZQtkpNR5B9vgOdcLFx6bXRP8LaalXs+aV51CXlXLj317E1T+Q6sJ8qosKTFthAem/b0Flb8+oGxcTOXEKDl308xwMzuZbHd64Ht+IKMJHj+/9IAtXNRZhZeGSU3C8Brm1FPfAK+Ob7sWi02owtJUglo5A32ZAIhWTtq0IVz9bvMNMgshQXQ2ApCtzUKMR9r4N7tEQ1jHHpj1i1UtV4OmqJn44UszdYwNxtxuY5dWRQc4svSOBu5aZxNWq+0ady9kKmtRpf/dIuGWUKedJYT29/XlZ4HY48DC6uWuRjpxgsm3oiaZKKE2D0lQoO2r694kfaY9sSZXgGg7OIeAcDE5BOJ/p3VZdVNCvnoFjvceyKHwRyzOWM9FnIiM9R/Z5jL4gCALbl33KsW2bSZy3gJE33DSo5zsfF19/bn3tHbZ98TFJa1dSkpVBSMJI9n2/Ar1Wy+gFt5B4/UKkMtPPaeyiW9m14kuykvYwZIypYtEz2J7Fzyeya1U2yT/lUniihql3RWDnYl7kx2gwknmgnEM/59FUp8XGSU7e0WqSfjiNwlqGzxBHfIY44jvUqdcxm+pqWfPyP2ioquT6Z15oj8LZODoREBvfvt/Zgow+t3MaAMYtvp2SzBNs+/wjfCNjOi1PWvhjYRFWFi4pglGg8EQNfhHO/fqGeyVSeDwNBCMikR+FGbWIxCLUFS1Muyei/Y/4uYiVW+cBMjdCdTYsWNYhWgXnIla9VQW+uy0HhUzCkkn9M+DsjjHBLnx623Du/yaF25cdZMU9idgquhdGCuvOr8m8TUJHp9ai7E1UAdi4Qdh003aWtmaoyoTKk2e2DCg+BCfWg2DE2SABxlDz7SOEptmeiXCdF+Wy9ej03l7Ik8Of5EDZAZ7b9xzr5q7DzmpwhL8gCOxavpS0335m+OwbGHfzHZf8Zi9TKJjx0BP4RESx/YtPKExPwyciimn3/bmTD1v8rHlkHdjL9i8/wS8qtl0UyFUypt8TiX+UM7tXZbH6lYNMXBxG2EiPbq9HEATy0qo5sOE0deUtuAXYMfXOCLzDHWmu11KcWUfxyVqKTtZyKsXkDzd8pj+j5nX9uW6sqWbNy3+nqbaWG//2L3wjoru95sshqM4ikUq5dsnjfPP0I+xesYwZDz1+2eZiYfCxCCsLl5TKgkZaG3UEXKVu612Rn5aKlVKJ0t6fUymVNKu12DjKCY4/J6K0p3OR2Nsjsbkg2VcQYPd/TNGXiHlciDk5VpnlDfx8rJQHJwbjYnNx+UFdMSncjQ9vGcZD36Zy91eH+PruRFRW5v/pkHmbbtRtJRfhRG1lDd7DTdv56NtAXYhVbS62b31OjTIcFM1wahukfXtuP4WDKaTmMwL8Rptc5FUdk7dVMhWvjTP5X72R/AavjX+t//PtBkEQ2LPyK1J+2UD8zLlMvPXuy3bDF4lERE+ejlfoUGpLighJHN3lXMRiCdcueYwVzz7G9i8/Yfbjz3R4PXykB57B9mz7KoNtX53kVGoVLr42SGViJFKx6fGMV92JPaVU5DXg6KFi5gPRBMa5tJ/T2l7e3npHEATUFS2kbi4g5dcC5EoZwy7IyWyoquT7l/9Oa0MD8//xMt7hQwfpnRoYnH18SZhzAwd/XEPU5KlmO7pbuPqwCCsLl5T849WIRKaea38EBEEg72gKflGx2Lm7k5lcjlEvMHZBCJIzjYYFQaB5/35Uo0Z1HiBvN5Qfg7kfdsobAqjX1mMjs0HWQ6Tnna3Z2FhJuX9C0IBd14VMj/Tg3cVxPLrqCPd9c5gv7hiBQmZekrjExhqJgwO64kFo8SG1ApcQcAnBJXgfNXW1cPtK02vNNabI1tkIV3k6JH0E+941ve4WAX6jTEIraDLYuBLjGsN9MffxydFPmOw3mWn+0wZsqoIgsO+7FRz6aR2x02cx6Y77LmsU5SzOPr44+/Rc7ODi68+o+Tez77vlhI8ZT2jimA6vm9zo40n9rYDU3wrIP1bd5TjWDnIm3zaEIaM8emzELRKJcPSwZvLtQ9HrjOxffwqFjZShY0yWBeqKcr5/6W+0tbaw8LlX8AgJ6+NVXx5G3biIzH272Lb0Y257830kUsst+I+I5adq4ZJSkF6De6A9CpuBM0G8nNSWFNNYXcWoGxbh4OVGxr4yrBQSIsae86xpO30afUUF1mPHdB4g+VNQuUD0wi7Hr9PW9RitSi+u57cTFTw+NRQH1eCWcs+O8UKrM/KXtUd5cEUKn9w2HLnUPHEl8/ZGdzERKzPoVBlo7QyB403bWdpaTLlbhUmmRPn0tXD4SxBLIXwmxN/B/VH3sKd4Dy8lvUScaxyuKjPaEJnBgXWrSf7hO6KnXMuUux64IkRVXxgxdz7Zyfv4/Yv/4RMRjdLGtsPrYrGIhJkBJMwMQBAEjHoBvc6AXmfEoDNi0Buxc1b2qdOCWCxi6l0RaFv17FieiVwlwzNEwbrXnken0bDw+df63HbmciKTK7jmrgf48a2XSfnlRxLnLbjcU7IwCFic1y1cMprrtVQVNl61TZe7Iv9oCgABsfF4hzti66QgZoovVspz31ma9+0DwGbs2I4H1+VD1iZIuAtkXSecqzXqHj2s3t6ahb1Sxt3jAi/uQsxk/nAfXr0+mh1ZVdz79WFa2vRmHSfz8UFXXDyoczu/MrBbrFQQMA4m/BVuXQfP5MMDu2HUg1CQBN8uQPZBAq/JA2nVtfDC/hcGpPFwTUkR+9d8S8SEa5h278MD0gvwUiORSpnx4OO0Njawq5dWLSKRCIlMjFwlw9pejp2LEgd3Vb/aV0mkYmY+EI1bgB2/fX6Mda++QmN1Fdc//cJVJarOEjx8JMEJo0hat4qG6srLPR0Lg4AlYmXhklF4wuS2/kfKr8pLS8HJ2xe7M0npt74yulOOdNPefVgFBrYncbdz8HPT8l/C3d2OX6etw1nR9fuVUlDHjqwqnp4Rjl0PCeUDzS0j/ZCKRTy7/hi3Lk3myztH9Botk3l707R9O4LROGii4mzPwOriQvMrA8US8Iw1bde8YBK6qV8TtO9/PG5nw5vGvezc/ncmD7sfnPovXnMP7AJg3IxJiNqaQG7bazL9lYhbQBCJ8xZwYP136MOc8IqORiVToZKq2h/FIjGFjYXk1eeRV59Hbn0u+fX55Dfk02Zow0pihVwib3+US+SopCrcVG64W7vjrnLHw9oDd5U7bio3lFIlUrGUyfeH8P3f3qUi9wSjF95/xedU9cQ1d97PsqceZMdXnzHvL89d7ulYGGAswsrCJaMgvQZrBznO3r33Trsa0Gk1FJ88Ttz069qfu7DS0ajV0nLoEA4LLgj5a5sgdbkpYd2u+1YXao2aEIeumyi/vTULZ2sr7hgd0O9r6C83jfDFTinl0VVpLPr0AN/ck9ijzYPMxxtBp0NfVY3MvYvKyAHgbNPcmqJCQkeM7vsAUiuIvN601RWwOPUbVhd8zwe565m452PETsEQMhVCp4H/WFP0S6+FllpoqYGWatNjU+UZE9RCqDMZoeZm++Mql2C73ORgjlgGKuczm5PJPiLyRlO+1xUezZKPDadhq55D367khwmlCD1MV4QILxsvAuwDGO4+HJVMRZuhDY1eQ5uxDa1BS5uhjaa2JnLrc9lfup8WfUuXY4UV2jCmzhmDKpL9O+HvNdNps2vqIOpUMhXWMmsC7AIIdQwlxCGEIPsgFNIrq8ODnasbo+ffzJ6VX3E65SDBwxMv95T+MAhGIwa9/rK63FuElYVLgkFvpPBkLaEJ7lddbkl3FGccx6DTERA7vNt9WlNTETQarMddsAx4bDVo62Hkkh7P0V2O1YHcGvadquG5WUOxll+eX+MZUZ4su0vG/d8cZsEn+1lxz0j8nbtucWLl7w9AW+7pQRNWVkoVti6u1BQXXvxgjv5IpzzPw3kJPL37aTaPvZfrKgsh9Rs4+ClI5CCxgrbGro+XWZvMTx39afVIpORoDoljY2D8/WdE2NmtFpqrIW0lHFoKtl4QdaNp84q/4qJaO4t28pddfyE6xoOoffCyy6PYxATRom+hWddMi74FvVGPn60fgfaB+Nn5oZT2zdW8qa2JipYKKporqGipQGvQ0pJbSt3mHUhD3LCZNgT9BgULsp6iZWo2TfZVtOhbaNG10KJvobixmP0l+2kztgEgFonxtfUlxCGEWNdYJvpMJNA+8LL/HRo+ax4Zu7ezfdmn+EXFIJN3FH96nY7qwnxsHJ2wcfrjRPkHk6a6WjZ//A42jk7MeOiJyzYPi7CycEkoO6VGpzFc9U2XzyfvaApSK3mPZdNNe/eCTIb1iBHnnhQEU9K61zBT+X83aPQaWvWtnYSVIAi8vSUbdzs5t47yv+jruBjGhriw8r5R3LnsIAs+SeKbuxMZ6tnZ/0kRYerBp8k4ifXofkSTzMTFx4/K/Nw+9+vrjmsDrmVp+lI+asxk2s0/IjMYoGAf5O4Eo94UbWqPPDmbChGsXU3Pnzl//r5dCMK/Cbr2Nggb0vWJtE2QvRmOrzN9NpI+BMdAiJoPcbeYjFAvMz/k/MCLSS8yxGkI/7nxQzYWvEDdziPMnXXPgC7v2ljZYGNlQ7CD6ZrVFeV8u+4JnDx9uOUf/0WuUlET2sQvHx1D9ms0N9wxlNCx7h3G0Bv1FDUWcUp9ilN1p8hR55BTl8Pvhb/zdsrb+Nj4MMl3EhN8JpDgntBj1e1gIZHKmHrPQ3z34rMcWP8dsdOuoywnk7KcTEpzsqjMO41Bp0MskTBkzAQS5tyIq3/Py9FGg4GKvFMIRiNKWzuUdvbIVdaXXUReCnJTD7H543fQabVMvuO+Afsb0B8swsrCJaHgeA1iqQifIYPftuNSkZ+Wgm9kdI8h5+Z9+1ENG4bY+rxITu4OkyHoDZ/1GJE424D5Qtf1XdlVHMyv5eV5kWZbHgwmsb4OfP/AaG774iCLPk1i2V0jGO7f0SNK6uiI1NMTTUbGoM4lOGEk25Z+TP7RVALjuo8kmotYJOaRYY/wyPZH2HBqAwvCFkDIFNNmJrkpB1Ha2eMREtr9TnIbiF5g2lrr4OTPJpG1923Y8x9T/8jhd8KQ2d0WOgwWgiCw7MQy3kl5h9Geo3l38ruoZCpGXr+QTR/+l1OHD3SyXxgotC0t/PjWSwBc//TzyFWmJsnO3jYseDaBzZ+ms2XpCerKmhkxK7C9FY5ULCXQPpBA+8AOlhnlzeXsLt7NruJdrMlew4qTK7CWWTPBZwJPDX8Kd2v3zpMYRHwiooicOIWDP67h4I9rTHOXWeEeHMKwGXPwCA6lNOsk6du3kLFnB/4xwxgxZz5+0bHtokHT3ET+0VRyUw+Rd+QwmqaOUVSxRILCxhalrR0KGxusFEpkCiUyheLMvxVYKVV4hQ3BK2zoVWcBoW9rY/e3yziyeSOu/oHMevTpXu1DBpur6x20cFXSptGTlVyO71AnrBR/jI+curyMurJS4q6d0+0++qoqtJmZuD5xQUg6+VOwdjPl8vR0Dm1n13WDUeCNXzPxc1KxaMSV08Q61N2WtQ+axNUdXx5i9f2jiPLu2LZDEREx6MIqavI0Dm5Yy77vVhAQGz8g31gn+kwkxjWGT45+wpzgOX1q0mw0GMg/mkrw8ESzm0OjdIT420xbQ5nJ6DT1G1h3j8noNHYxxN9h6qE4gBg1GnSlpehKSkxbcTG6qiqSbCpYbX2YmfEzeXX8a+3RnfAxE9i/ZiXJP3xPyIiuzUUvBkEQ2PTBv6krK2H+31/G0aNjLqLKzop5jw9j58pMDv2ST21ZC1PuHIrMqvv32cPag5vCb+Km8Jto0bVwsPwgO4t2silvE8llybw+7nXGeA+OSOyOibfdg5VKhaOHF15hQ3HxC+ggbsJHj2f0gls4unUTRzZvZO2rz+EaEERIwkiKT56gJPMERoMBpa0dQfEjCByWgFyporWx4dzWYHrUNDXS2thAfVUlbZpWdJpW2lpbEYxGAKyUSvyi4giMG05AXDx2LoOzbD9Q1BQX8st7b1FVmM+wmXOYcMtdlzW36ix/jLuchSuaYzuKaW3UkTAz4HJPZcDIP5oKQGBcfLf7NCclAXTMr6o5Ddm/wcRnQNrzDbpO09l1/ccjJWSWN/L+zcOwkl5ZSc4+jipW3jeSBf9L4o4vD7JmyWiCXM8VKiiGDqVp+3aMzc0dI3gDiEQqY9T8xWz55H1OH04mZEQXpqx9RCQS8diwx7hnyz18n/U9t0XcZvaxpTmZaJoaCYrvuOQrCAJ1LTrK6lspr9cglYiJ9rY/1+j6LHaeMOEvMO5JyN8NKV+bfLeSPwGXcJNHV8B4k4WEdf+amtd+s5zqzz/DUHWBqadUSou1hMh6Le8BMu8jVI9/FZsJE1AljkRiY82IeQvY+tkHAxYhPJ/8tBRyUw8x6fb78IuK6XIfiUzMNbcPxcnThv0/nKKhupXrHozBxrF38auSqZjkO4lJvpO4PeJ2ntr1FEu2LeG+mPt4KPYhJOYK4YtEaWvHNXc+0OM+ChsbRt5wE8Nn38DJvTs4vPEHktauwsUvgIQ5NxIUn4hnaJj54v08BEFA29JM0Ylj5KWlkJeWwqlDpr9dzj5+eIdH4ODphYOHJ47unth7eCKz6vj+6rQamtVqmutqaa6vw6DTdXkumVyBW2AQts6uFyXE9W1tHN+5jV3Lv0Aml3PDM//s9Dt2ObEIKwuDiqZZx5EthQTEuOAR9MdpPJp3NAV7dw8cPLqv6GvauxeJoyOKoeeVhR/83GRGmXBXr+eo19YDtPtYaXQG/rslixgfe2ZHe17cBQwSnvZKlt+TyMJPkrjti4OsfXA0nvam5GVFRAQIApqsLFTx3QvSiyVygmlpZf/3Kwgenjgg+T+JnomM9BzJ0vSl3Bh6I9Yy84RhbuohxBIJ5Tb+fLnuGPk1zZTXayir16DVGzvt7+OoJMbHnhgfB2K87YnysTdZaYjFpsbXQZNMjvLp30POVkhbZUp6B3AdahJY/mPAPQqcgkDS85/4hq1bqXjtNVSJiVj/6U/IvL2ReXsjeLjwbMZb7CzZxV+872ZOlQ/Ne/ZS/9NG1Ku/A6kUx5tuIuJvz5C0bhUH1n83YBHCsyT/uAZbZ1firr2ux/1EIhHDpvvh6KFiyxcnWPPGIWY9FIObv/m9HoMcgvj2um95Lfk1Pjv2GUcqj/Dm+DcHzBx2oJDKZERPnk7UxKloWpo7mbT2B5FIhMLahtDEMYQmjkEQBGqKC8lPSyHvaCrZB/ejaWzocIyNswu2js5omhtpVtfR1trap3Mq7ezxCArBPTgMj+AQ3ANDsHZ06vHzU1deSt6RFPKPplB0Ih19mxb/mGHMeOgJbByduj3ucmARVhYGlSNbC2lr1TNy7uC1W7nU6HU6io4fI2LilO6bzRqNNO9PwnrMmHM3dm0jHFkBkTeYmgL3woV9Ar/en09pvYb/3BR7RTewDnK14eu7E1n82QFu++Igax4YjaO1FYrIMwnsJzIGVViJJRLGLLiFTR/+l+zkfYSPHt/7QWbw6LBH+dOmP7EiYwUPxPYcYQCobNBwePdeKlXe3L7iGLYKKeHutkT7ODA9UoGHnQJPewWeDkpa2vSkF9dzrKSeY8VqNqWbTE5FIojysmdsiAvjQ10Y7u+IwtrZZGg66kEw6KA0DfL3QP7eM9WFn5smIJGDa9i5ZtSuQ0EiMzW0bmtGcyqP0pdWoQhwxnexL2J5FYjraKlP57GcnSRryviH61gW0wzKPTiNqUCIVNByupH6k63UrVyJrHAtiQHBbE+vpnj9G/jGJpqqIcXd3FpUzqDoXfCUZGZQknmCyXfch0RqXmJ5QIwL858ezi8fHeOH/6Yy/Z5IAmPNF0YqmYpXxr1CgkcCrx54lYUbF/LGhDcY5XnxUc+BRiQWD4io6nJskQgXX39cfP1JmHMjAJqmJtQVZajLS6krL0VdXkZTXS12rm5YOzph7eBo2uwdUDk4IrXqOmKobW6iIvcU5bk5VOSeIv/odwiC6QuGRCY7M4YjKgdHrB0csHZwpLWxkfy0FNQVZQA4eHgSfc1003JlbPwVabZrEVYWBo2WhjaObS8idIQ7Lj5/DO8qgIJjqei0mh6XAbXZ2Riqq7EeN+7ck2mrTOX5vVgsnEWtMeVY2cvtUbe08dGOU0wKd2VMcP+WfC4lUd72fH57AncsO8idXx1i5b0jUbm5IXF2RnPy5KCfP3zsBJJ/XMP+NSsJHTmmX0skFxLjGsNk38l8feJrFg9ZjL28cwTWYBTYlV3JqoNFHEo/xW115bSETOXdBXHMiPLosdjg/J9rXXMb6SX1pBbWsf9UDUv35PLJrtPIpWJGBDgxNsSFKG87kzBzG4a17wgY/6RJaFWcONMf8cxj/l449l2Hc+k1Yoq2uCCRiPCJPYE4JQuMBupFAg+5u3JCbsVrVTXMyVtlEkk27mDjhsjRB+tJ8ahmuWH8bBeV+0sIcinmgNSR5F9+xjf9jd7fSGtXUzTNKQicgk3Gqw5+ptwyhT0o7Dm4YQ0KWzuir7nW/B8QpqT2+c8MZ9PHx9j0STrjFoYSe03fEpmvD7meSOdIntr1FPdvuZ9nE5/llqG39GmMPxoKGxs8bELxCO6hAMNMPEPD2/+t02iozM+lIu80jTVVtKjraK5XU19ZTmn2SVob6pHK5fhFxhA/ax4BsfGdcu2uRCzCysKgkfJrPga9QOLsS9Nu5VJQXVTA5o/fxcHdE7+o2G73O9vGxnrMmURYo9GUF+OdAD7m5aLUaeuws7JDKpby0Y4MGrV6np3ZTbn+FcjoYGc+vHkYD36bygPLU/jizgQUQ4cOegI7gFgsYczCW9j4zhtk7ttNxPjJAzLun4f9mQU/LWDZ8WU8Pvzx9udb2vSsOVzM0r25FNW24mJjxc2eTVAIL/55oflO8GdwtLZiQpgrE8JceXwqNGv1HMyrZU9ONftOVfPm5swO+9sqpHjaK/CwVxLgrGJG5DRGxixGcjay2ao2VaIKRoxYUfyXVzEYTuP/9VJkMfEgFlPdWs39W+4nvyGf/459jSne40AwgJVtJ9NSEeA58km0ixZRsauWYQ8tYt/P6ymbshRPOyMInZc5QYCmCqjNhZpcyN0FR1d12qtKoyI3bzhjvKuRfTHR9DsTPsPUKFve+xc0a3s51z8Vz9YvTrD3+xwaqloZuzC0T1HeUMdQVs9azbN7nuX1g6+jlCq5IfQGs4+3YB4yhQLvIRF4D+m6EMOgN7XMutoqFa+u2Vq4amis1XB8TwlDR3vg4K663NMZEOorK1j36vNIZDLm/+PlToZ+7QgCTbt2Ig/0Q9acAcd2QvkxqD0NN/bcY+3cEAJFjUU4Khwpqm3h6/0FzI/3YYiH+XkjVwLTIz14c34Mf1lzlMdXp/GP8CFoD3yFUatFLDe/uq4/hCaOwTUgiKQ1KwkfPX5A/jiHOYYxM3Am3578llsjbkXQ2/JNUj7LDxSgbtExzM+Bv80cyrQId35660XqPb37LKq6wlouZfIQNyYPMVVpVTZqyKtqprzBlK9VXq+hVN1KeYOGtfm1fJNUgKutnFnRnsyJ9SLezwGRbyKCIFD+j+doPZaB9ztvo4xLAKC0qZT7ttxHVWsVH075kDFevVfGSWys8fnwA/IX3oTTDz8jd7Ah+UAm1//1efMvrK3F1DOzvgg0DaBRc/CnJGSyauJGDwd9LZzcCGkrTIasAeMgbCaEXQuO3Xu4yawkzHggmv3rTnH09yIaajRMvycSmdz8yKVKpuI/E//Dn3//M/9K+hc2VjYdrBssDD79+Z3VaQ1omnXYOl0+t32LsLIwKBz6JQ+AhFl/jGhVc00l6175OzptK4seewgHbQGcSIKG0jNbSfu/jXXltB52wTG0Gb6Zd24QzzhTC5te0Bl1vHLgFfaW7OX2iNt5e2s2IhE8OS1sEK9w8Fgw3Ad1Sxuv/HISQ7WBJ/R6atJP4poQN6jnFYnFjL3pT/z41stk7N5O9DXTL2o8o1GgUavnxsC72Zz/G3f98AZZGVPQGYxMHerOAxOCSAgwJdG2aVopOn6UuGtnA9Cafhz12rVYjx6F7bXXXnSSt5utAjfbrm8crW0GdmRV8lNaKSsPFvLV/ny8HZTMifVi4tGtOKxfj8OSJavoKYEAACAASURBVNjNnAlAQUMB9265l+a2Zj6b9hlxbub/XOSBgXj9+y2KH3yIsImjST+cTFVBXq9Glu1YqUy2EWesI9QV5WSd2kj8rHkoF95DW1ER4ukKpA2ZJgPV7N/g17+aNucQ8B0JPgkmo123CFPvxzOIxSLGLQzF3lXJnu+y+eG/qcx6KAZrB/MFvZXEincnv8sDWx/g6d1P89E1H11yOwYLPaNrM1B+up6S7DpKstRU5jfgF+nErIe7X1EYbCzCysKAU1feTGZSOdGTvC/rt4Z+o2+DjA1w+AuoPIm2VcP6vKE0tilZ4JeO649bOu4vVYK9t6nnn/9YWiQgGHdjvfBhGDeuPT8FuV2vLUoa2xp5cueTHCg7wAMxDzDJ7VbmrN/HAxOC8XLoW2uQK4l7x5tEx/J1AuyFV9/9EZ/blNw9LrCzxcAAEhSfiEdIGEnrVjF0/GSksu4ToZu1ek5XNZm2ymZOVzVRWNtCfauOhlYdjVo9gmDaV+45jDy735k9bC4PT4gn2LXjElVh+lEMej2+Xr4UP/4EjZs3g0SC+rvvUMbH4/63Z1FGRw/KNSutJFwX7cl10Z40anRsOVHBxmOlpK75hdn7v2CvVzSvlwfh8frv+LgYKZC/jlGkZZHPyxSUulJXW4mdUoqdQoatQnZuOfECbBVSFDIJtpMn4/LnP6P738dkxoWS/MP3zH78mX7N/fDG9YjEYoIbWsmdOw9tdjYAElcXFKGhyEMXIA+0Ry4pRW7IQpz9m8nnC8DK5kw3gwRwiwSXUHAOIXqSD7ZOCn774gTLn0siZLgbkRO88QiyM0vgqmQqPpr6EXdvvpvHdz7eZ/FpYWAx6I1U5NVTdLKOkuw6KvIaMBoERGIRbv62xE3zxTfi8nb4EAln/1IM9MAi0QzgPUACLBUEodusxoSEBOHw4cODMg8Ll57flh4nP72G214ejcru8pu1mU1DGaQsg8PLoLkSnILR+U9i/fZSSiubuX5uAoHhgWBlbRJJtp4mQaVw6CCYKl5/nbpVqwk7mIxYYb6wLG0q5eHfHya/Pp8X/q+9+w6PqkofOP49UzLJZNJ7IQRC6BA6IkUQQUCxYENQsawFF1FXxfZzde0dxV11VWxrW2VRUVE6SJNeIxAgkN77zGT6+f0xkaIBAkwScM7nee4zJXfuPedOMvPmlPcM+juXp1/O9bPXsaOghhUPjCAsqOWX3fA1KSW7+g1gR6eBPJgyFmOAluvOact1A9uSEtW0LmMpJXmV9Rj0GqJNhmN+8f/mwNZNzH3ucbpecSNBGcMoq7NTZrZTVmentM57m1dppajGdug1Wo2gbaSRtlFGIowBhAbpCQ3UeW+D9DhFOS9m3sSkztfy4IA/BhE/vfYiWetWMXJ7NlqDgagbbyRyyg3ULlxI2euzcJeXE3rJeGLvvRd9QvOmzpBuN1WffELpzNdwJ7Vh/2OvcsAs2V9exVrrM9hELpac2/DYTj7hbEJYIG2jjKRGBHHRVzMpL99Pdkw4k56fRUK7ps8EdpstlHz7Df+d9zlJFbX0yC8jKCOD0IvGIV1u7Hv3Ys/Kwr5/P9LmfZ+0UVEkPPUkIb3aQf6Gw1vxDu9yQ78JTYbodKoDe7G9tD+79wbjtHuISjLRfVgiHQfGNylxcXl9OTf+dCOV9ZV8MOYDOkV2OuFrlNMnpaSy0ELerkrydlVRuLcKl8OD0AhiUkJI6hhOUqcIEtLCWjQBtRBik5SyX6M/a47ASgihBbKAUUA+sAG4VkrZ6KhVFVidmMNW702+Vl3lTcRWXYW1pqrh8eHNbjYTaDJhDI/AFBGJMaxhGmx4+DHHBGm0Woxh4YemzAaFhJ7yFNayvDq+fGYDfce25ZxLW399sxNy1kPBZm8uoF3zwOOG9FEw4HY8qecx77Xn2b9pPePuup8ug89r0iH3X3wx+tg4Ut6f3eRiZFZkMm3JNOwuO6+OeJVzEs5h6e4Sbv5wI/93URf+MvTPk64i54Yp3izfb7zHm8v2MW9bIR4J7aODGdYxhvM6xTCofdRRM+hKa22s3l9+aPB2Sa0d8AZAcSEG4sMCSQgLIj4sEL1WQ0mt7VDyzaLqei7K+5owVw0fJ0/G3ZAKwGTQERNiIMZkICkiiA6xJtJigkmLMZESZcSgO/54nMdWP8aPB37kxwk/Hsp35K6ro/zf7/DV2sVEWmycP+QCou+4HV304Rl/brOFinfeofLDD0GjIermm4i65ZZmSZpqy8qi6LHHsG3bTvCwoSQ8/TT62FiklDy08iHmH5jPy+e9zHlJF1Bnc1Fr87bO1dpcDbdOPI19RUhJtdXJwQorORUWDlZYsVZV88rKN8hqE4xVG8yePtfRtksaPZLDyUgOo32M6aggWDqdWNasoebbedQtXcquCCPZMeFc1m8Yba6ZeGjh7t9YHS5Kq61U7DuIOXMXIV99TFBuNpXDx1I0+XY8Qd7AXOdxkiiLSHDkEWk7SHBtNpqKLCjfCw4zDmlkb9D17KwZRnmVEb1BS+dz4hl0RYfjZm0H7z8/N/x4A06Pk4/GfERqWOrpvkXKMVQVW9i+LJ/9W8qor/UuqB0RbyS5cyTJnSNI6hSBIaj1Ot1aI7AaBDwhpbyw4fHDAFLK5xrbv7kDK0tdHcs+eb/Zjn+6PG43Lrsdp82Gy27DaW+4bXjsstvwuN1/fKEQ6AwG9IZAdIZA9IGBaPUBuB0O7zFsh491Un47bkAgQtt4gCU02obzGtAHes+vMwRSXRSHrS6I9v0L0egamxnUerQuK1prOVprOTpbmfe+rRKJwEYwdWHdMAe3x+7S4rRasVVXYS0vp83gIcR2O3qhZRlowB33x+UeNOUVJNz4V2punox5wtHL3QTqtcSGGND8rvshqyqLJ9Y+QYQhgqfOmcmOg0HM21bItrxqUiKNLPrbsBN+yZ9NSp57nqovvqDTpo0InY68SiuLd5WwIquMtfsrsLs8GHQaBraPIjXKyC/ZFWSVmAGIMOo5t0M0g9pHIYHimvpDg7d/S7zp8niIa8gRFR8WREJYIFF1+Zjnvk7ysLEMmngT0SEBGANO70M5rzaP8d+M59rO1zKj/wxqv/+ekhdepNJax+r0ZC6YOIWMy6865uudBQWUvvIqtfPno4uJIfb++wgdP94neXk8DgcVb/+b8nffRWsyEffII4RefNGhrq+3tr7Fm9veZHrv6dza89bTPh+A2e7i4OZMDr7wd/YY3PTMLaFOG8OyxAxWJmbgCA0nNdJI7/oi+mX9Qvsdawkw1+AJCcUxbAQrSrIIaNcdef4N3lbFOjuldbZD9y2Ooz8D9W4Xk3cv5Mq9yyg1RvBKn4lkRjf+D0hkcABxJj39DbkM9mwkw7qWOEsWpc50tjknsLduINGJkp43ZKANOn4rc775II+tv5MAjYHnznmHyMAzK4loq/K40ZkL0bisp/RyKSUVeW4ObHFQetCFRgtxaTpi2uqIbqMjKKRpfxsGYwgJbZu3RbE1AqsrgTFSyr80PL4eGCilnNbY/s0dWO3etI4fXnyq2Y7vc8KAEMEITTBoghHCiNAEI0QwaIyHfyaCmjRGQEoPyHrv1OnGfo4bpBXpsXg3aQWPBSktx5g2DVI6D70GGl++4Gyl8XgIdLoxuFwkVJlJrahtdL/8KPils+CXzhpyYwAhGL7dw50/eLjvFi15sU0foJwQ2JGQmlvZfMCNlNAtMZTxGYlM6JN0zEHKZ6uaefMonPEg7eZ9S2DHowfk25xu1h2oZMWeMpZnlVJQVc+Adt68TUM6RNM1IfS40+allEhJo/ssnv0W2xb+wBWPPkVqz94+qcujqx5l+8YfmbmpC84Nmwns0YO8EYPZ8PNipr7zCcbQE682YN2yhZJnn8O2YwdBGRnE/d+jpzX+yrp5C0WPPYZj/35Cx48n7uGH0EUezkz9Q/YPPLTyIS5Ju4SnBz/t+zX+PB4+fXA6NUWFnF/jhL37kEJDaVpX9JXlRFYW49DoWBfflSVt+rIprhMZtds5t2odnydeSbkhhtBAb2titMlAbGggMSaDt3UxxEBsw63JoEMIcG3biu2pvyMLCwmYfAO6W+6g0imP6vL9rdu3/Igu4EhXGedrt3K+ZjPx9gh+rr2TWP0eZNhiFnt6scLTExuND3TXBBZgTPk3HmcU1pzbwdM8f6PR1GASVuwyADv6Q5urFYdHa3GTLMpIFSW0FcUNtyWkimLaiFICROPfM8fjknqy6oex3XoxFa5UgjQ1dA/6ke7GnzBqa076eNsC+5Px0OKTft3JaI3A6irgwt8FVgOklHcdsc9twG0AKSkpfXNycnxejt9UlhQz9+mnm+34p01o0Gp1aHR6NFodQpx5mWSPx+Nx43G78LideNwO9PqK1i5So6RGi1tnxK0x4M3E00CARqdDo9cj9HqEVnPCL5vAGjMJW3cRnZWDkJK6uCgK+3Ql4mABoQWl/PTifX8YqF7vdFHUMC2+sLqeOlvDOBCpxWXpSPvocC7JSOTinol0iP3zJFT9Pfu+fWRfPJ6E558j/LLjL0QtpfTJF790Oin/8kvmLZuPw+VkwoTJBEdFozEa0RiD0ScloTWdXFecp76e7NdfpP7jL/AEBpAy42HCr7qKzx67H6HVMumpl5tePo+Hmq+/oXTmTNzl5YRNmEDsvfegi2l6a4i7ro6yma9R9fnn6OLjSfjHE5iGDTtqn62lW7l5wc30jOnJO6PeIUDbPGMgS7L38ekjfyNj9FgGDxlJ7fz51C1ajC4igtBLLyH0wgtxBgVTXGMjv7yWTS/+jdCkVEb97TGiTYbjJlJtjMdioeT5F6j+6isMHTuS9PprGNode2ailJJam+tQ0FVbW43cuJn9myKIN+xlfNgTaPVQFjuYksSRlMSPwHnEYugAWbUb+XD/Y7QP6cmN7Z9Gpzm9MZB6exVh1TsJr8okrGoHYVU7CbKVNF5focWlM2EOaU9dWEfqQtMbto5/KOcpkRKDrZSQ2ixMdQcINudgtOQSbM4lyFqARh4ew+bSGrGYUrAGp2AxtcUanIJT37Ss8JYaPWV5Jsrzg3E5tBhDHMSn1RKdZOF0cvoGRSbQ9Zwxp36AJvD7rkBFaS6u8nLqFi+hdsFPWNetB4+HsEsvJfGFE2egLjfbySqp42C5lYw2YXRNaNospbOddLvZ07cfEddcTdzDD7fIOSs/+oiS556nNjCANenJRNdZ6Xuw+HB4rddj7N0b07ChBA8diqFjx0bfC+l04sjLx7ZzB2Wvz8JZUED2oBReHVjOf6csIMiu5e3br2fIxBsYePnVJ11Ot9lM+VtvUfnxf9AEBBB951TCr7kGrenYgbaUkrqFiyh55hlcZWVETJ5MzD33/CFQzK/LZ/L8yZj0Jj4d9ynhgeHHOKJvLHn/bbYtnM/kZ18lrn2Hxsvu8bD84/fY/OM8rn78Odp0Pb2ZknXLl1P08CNIt5vk12YeTtDbRHs3lrDo/UziE+HinosI2DcPavNBaL1rMHa+GDqP82aKB77Z9w2PrX7s5Fv/bDXepYgKtxzeqo9oXIjqAIl9ILEXGKPBZQOX/ejb+ioo2+3NtN+wSgMAwbHeGZGHstsfsRlM3mTFTsuhpY1wmL3lKc+Ckl8bsvb/evQxA0Ig6nfHimgHUWneWc8n8blVb3aQtb6E3WuLKM8zo9EJ2vWIpvt5SSR1ijhrPgNbI7DS4R28PhIowDt4fZKUMrOx/VVgpfwZuCorsaxejbF/f/TxJ14L0J8dvGYiQq+n7Sf/afZzuWtq2Df6QoK6dSPxxRfYvOB7Vs6bw9DRF9O1Y3c8FjO2zEzMK1dh3+3NaK6LjSV4yBCCevbAWViE40A29uwDOHJzwent+g5ISyP+8b9T3jmOS765hOu7XM/Iys4sff9tbnjxjabncmqE/cABSp9/AfOKFYjAQEJGjyL88ssxDhx41BgsZ2EhxU89jXnZMgydO5Pw1JONdiPuLN/JQysfospWxSfjPqFdWPPnl7NZzHxw7x2ExsQy6amX/zB2zOVw8NObM9mzdiUZo8Yx8papPvlSdeTnkz/1TuzZ2cQ98jCRkyef1Ov3bSpl4exM4lJDGT+tJwHVO2HX97D7ByhrWI4pvie0GwYBJt6u28W/qrZwa/QApieeDzqDd1aiywZO29HBUE2eN4iq2Hf4hOFtvQFUYh9I6gMJGd6lfZpKSqgr9gZDvwVFFfu9Ge4tpUfvqwsC13EWTDaEeXOKxXY5vMZkdCcIjj6p4On3HDYXuZmV7N1YwsHt5XjckpiUEDoPSqBj/zgCTWffjOcWD6waTjoOeA1vuoX3pZTPHGtfFVgpin8pfvJJar6dR8cN65t9EdWSF1+i8oMPaPfN1wR26oT0eJj7wj/Iz9zBdc+/RlTy4TQDzpJSLKtWYV61EsvqNXhqa0GnIyAlhYD27TC0a09AWnsM7doR2LUroiEv1iMrH2HPmpUM2RZJbLs0Jj39ik+ChPpt26j++mtqf5iPp64OXWIC4ZddRuj48Vh+/pnS12eBlMRMm0bklBsQv8tUbXaYeWPLG3y++3Oig6J5+byX6RPXfAtg/96vK5fx4z9fYdSt0+h5weGuGWttDd++9DSFWbsYNvkm+o2f4NOWCrfZQuEDD2BetozwaycS/8gjh96rpti/uZSF72US0zaE8dN7HZ59VrEfdn/vDbSKtoHbjgT+ERXJ/0JNPFZeydV15sYPqtF789kl9m4IpHp7gyljZOP7+4K9DioPeIOsymyor/Tm+woIbthMh2+jOnhz8fnofbDWOji4vZzsbWXk76rC7fIQFKKn48B4ugxKICrp7B7u0CqB1clQgZWi+JfqOXMo+r/HSPvpRwJSU5vtPI78fLLHjiN0/HgSnz38v52luoqPHpiGKSKSSc+82mjiUOly4SwuQR8Xe8Iv5cVzP2Tbf+dAchjTnnoHg9G3qRM8Nht1S5ZQM/drLGvW8Fum0uBhQ4n/++MEJP9x2ZwluUt4dt2zlFnLuKbTNUzvM52QgKaNffEVKSVfPvkw5bk53DTzbYyhYVQVFTD3+Seoqyhn7F/vo9OgISc+0Kmc2+2mbOZMKt6bjXHQOSTPnIk2vOndn9lbyljw7k4iEoyMm9qT0OhGEvR6POB24HKYuXvVQ6wq3sDrfWcwPHEQ6AKP2Ayc1qChk1BTZqWuwobT7v7DZjDqSO8XR1BI84ytqyq2cHB7BQe2l1G0vwYkhEQF0r5XDO17xRCfFnZSazaeyVRgpSjKGaU+M5ODV1xJ0sxXDy2t0hwK/nYfdUuXkrbgJ/RxcUf9LHvzBr5+4R/0vehSht9waikHpJSs/u9/WPf1l9jbhzCvy35+uOpHooKaL/Ozs7iY2h9/IqBNMqaRI//Q0lNsKea5dc+xNG8p6RHpPD7ocTJiWm95j/K8HP7z4HS6DhtJt+Ej+fYl71iky2Y8RmLHLs1+/uq5X1P8+OPoExNJfutNDO2bnhMub1clC97diUYrGHN7DxI7HDswszqt3LzgZvZX7+etC96iX3yj37nNprLIwvrvstm/uey4+2m0gnYZMXQbkkhy5wjEaQQ6breHor3VHNxRwcEd5dSUersZo5JNDcFUNFFJprNm3NTJUIGVoihnFI/DwZ6+/Yi6cQqx993XLOeo376dg1dfQ/SdU4mZPr3RfZa8/zZbF3zPZTP+TlrfASd1fI/bzeL3/sWOpQvpcf5o2l81liu+v5Ip3abwt75/80UVTtrS3KU8vPJhPNLD1F5Tub7r9ehPc7aaL6z45H02fjcXrU5HaGw8Ex58nPD45s04fyTr5s3kT7sLj9VKzN13E3nD9Qht01qQqkusfP+vbdRV2Bg+uTNdzj12uSvqK7hpwU0U1BXwwrAXuKDtBb6qwjHVlNWz4fsDZK0vRhegJWNkG5I7R6A3aNEbtAQE6tAbtOgMWqqKLexaXcSeX4q9CxVHBdJ1cAKdByViijjxGopSSmpK6ynIqiJ/dxW5mRU4bG60Og1JnSJI7RFF2x5RhEadvctvNZUKrBRFOeNkT5iALjzipDLUN5WUkpzrr8dx4CBpCxYcM5WC02Hn80fvozwvl37jL2fQVZPQB5z4C8bpsDN/1kvs2/ALAy+/hsHXXIcQggd/fpBlecuYP2E+0UHRJzyOL63IW8E9y++hc0RnXjzvRdqEtGnR8x+Pw1bPfx6cTkhkNOPve4QgU8t2SYJ3/FzxE09gXraMoF69SHj2mSa3XtksTha8u5P83VX0GpXCoMvTjtmlVW2rZtrSaWwv284jAx9hYueJvqzGIeYqGxvmH2T36iI0WkGP4cn0vjCFINOJu/ncTg/ZW8v4dXUh+burQEBoVCDhccFExBsPbeFxwThsLgqzqsnfU0VhVhWWGm8WdGNYAKndo2jbI5rkzhEtupzMmUAFVoqinHEKH30U89JlpK9Z7fOugrrFi8mfdhfxTzxBxMRrjruv3WphxX9ms2PpQiISk7nwjrtJ6tR4F5Xb5WL/pnWs/2YOJQf2MWLKbfQZezjDfk5tDpd9cxlXdLyC/zvn/3xap+NZVbCK6Uun0zGiI++OfrfFx1I1hdvlQqPVtmq3kJTSmyH/6Wfw1NcTPW0aUTff9IdB/41xuz2s/nIvO1YUkNojilE3dyPgGEuq1LvqmfHzDJbnLefWHrdyV++7fFZvl9PNph9z2LIwFykl3YYk0ndcKsFhJ/6HoDE1ZVb2biilstBMVYmV6mIrLucfE0MbQwNI6hhOYscIkjtFEBbbtATVf1YqsFIU5YxT+emnlDz1NB2WLfXpQsTS6ST74vGg09H+22+a9KUJcHD7Fha98wa15WX0GXsJQyZef2h9zdryMnYsXcCOpQuxVFUSEh3Dedfd0ujA66d/eZo5WXP45tJvWmQtubWFa5m2ZBpp4Wm8O/pdwgwnMVXfT7nKyih+8inqFi0isHt3Ep595g+rABzLjuX5rPxyL+FxRsbc1p3IhMZbQ10eF8+se4Y5WXO4NO1SHj/38dPuls3fXcnyz/ZQU1pPxwFxDLy0vc+73aRHUldlo7rYSlWxFa1eQ1LHcMLjjC0SSLk9bkqsJeTW5ZJbm4vdbSfRlEiSKYlEUyKhAaHNXoamUIGVoihnHOuWLeRcO4nkf/2TkJEjfXbc3wK25LfeJGTEiJN6raPeys+ffcS2hT8QHpdA/0uvIHvzBrI3bUAiaderLxmjxtGud180x5jlVV5fzri54xiaNJRXhr/iiyod04biDdy5+E5SQlOYPXp2syf9/DORUlK3YAHFTz6Fu6aG0AtHEzllCkEZJx7on7e7kkWzM3E6PAyf1IlOAxvPWyel5O3tb/Pm1jcZkjSEV857BaPeeNJlrTc7WDNnH7t/KSY0JojhkzrRpkszpmloQQdrDjJv/zz2Vu0lty6XvLo8nJ5jL5MWEhBCkimJeGM8Qgjc0o3b48blceGSLtweNz1iejCj/4xmLbcKrBRFOeN4rFb29OtP9NSpxNzV6DKiJ81dV8f+0Rdi6NiRlA8/OOX/sPMyt7Pg37OoKSnGGBZO9xGj6DlyDGGxcSd+MfDm1jd5a9tbfDbuM3rEnF428WPZVLKJqYunkmRKYvaFs4kM/HN80bY0V2UlFe++R/VXX+ExmwnKyCDyximEjBp13NZOc5WdhbN3UrSvhq5DEhl6dTq6gMaD7f9l/Y8nf3mSlJAU/tLjL4xrP65JrVdSSvb8UszqOftw1LvoPTqFfuNSj3mes4XT42RZ7jK+3PMl64rXoRM62oW3IyUkhZTQFO9tw32D1kChpZBCs3crMBdQaC6k2FIMgFajRSd0aDVatEKLTqOjR3QPpvdpfMKKr6jASlGUM9L+iy4mICWFNm+96ZPjlb72GhVv/5vU/80hqFu30zqW02aj9GA28R3S0epOrgvH4rQwbu440sLTmD16ts+7ULaWbuX2RbcTFxzH+xe+3+ID5f+M3GYLNV9/TeV//oMzNxddQgKR100mZORI9G3aNDqL0OP2sO67A2z+KYeoJBNjbutOeFzjLVJrCtfw6sZX2VO1h/jgeG7sdiOXd7i80RYs6ZHkZFaw+accivbXEN8+jOHXdSIq8exOqllkLmLO3jnM3TuX8vpyEoMTuarTVVzW4bKz7ndYBVaKopyRCh6YgXX9etJXLD/tY7nNFvaNGEHwueeS/Pprp1+40/TZrs94bv1zvDnyTYYmD/XZccusZUyYN4HQgFA+GPMBscZYnx1b8SYWNa9YQeVHH2Ndtw4AYTBgSEvDkJ6OoWNHDB3TCezc+dAi2Tk7K1j8wa+4XR5GXN+Z9H6Nt2xKKVlVsIr3drzH5tLNRBgimNRlEtd2vpYwQxhup4c964vZuiiXqmIrpggD/cal0nVw4mnlm2pt5fXlvL75debtn4eUkmHJw7i609UMThyMtoUSp/qaCqwURTkjVXzwIaUvvED66lXook4vqWbFhx9S+vwLpH71ZaPr5bU0p9vJJd9cQpA+iK8u/sonXyBSSqYumcqm4k38d/x/aR/W9GSXysmz79tH/fYd2LOysO/diz0rC1fZ4QSchk6dvAt3DxmKO7ULiz7Koji7hsT0cLoNSyStVyxafeNLNm0p3cLsHbNZkb+CMBnJBeariMvujMeqISrZRO9RKXToF4tW27xLPjUnh9vBp7s+5d/b/43dbWdS50lM7jKZRFNiaxfttB0vsPKvxBOKopxRArt40xrYft2FaeipL20inU4qP/oYY//+Z0RQBaDX6pneZzozfp7B/APzGZ82/sQvOoEv9nzB6oLVPDLwERVUtQBDhw4YOnQ46jlXVRWOffuwbtmKZdUqKj74kIp330MTHEy/cwZRkDaK/RUGFs3+lVUhe+lybgLdhiYdtSSO0+4mpiqVKbb7GFx2LRUHrAi3lpywXWztspSAFCe5miEMKR5Ch4gOGHVGgnRBZ03rjpSSn/N/5sUNL5JbWk12TgAADwNJREFUl8t5yefxQP8HaBvatrWL1iJUi5WiKK3GXVtL1oCBxNw9neipU0/5ODXffU/hAw+c0kzA5uSRHq794VqqbFV8d/l3GLSnlmsIILsmm6u/u5p+8f14a+Rbfp1D6EziNpux/vIL5p9XYl61EldhESI0DOcVU8kN7klOZhUSSOkaSUR8MEX7ayjPrcPjkSAgKtFEYocwugxJpC60jNUFq1lVsIqNxRtxeBxHnStQG4hR7w2yIgMj6RXbi/5x/ekb3/eMSEPgkR52V+5m1pZZrC5YTbuwdszoP4PBCediWbOW+s2bEIFBaIzGw1uwEU2wicAundEEnV7qCI/FQs33PyAMAYRfdpmPatU41RWoKMoZ68A112DP2kubt98meODJLSsD3v+OD0y4Aulw0P67eQjNmdV18kvRL9y68Fbu73c/U7pNOaVjON1OrvvxOgrNhcy9ZC4xxhgfl1LxBSkltp07KX/rbcxLl6IJCyNo0i0UJg9l9/pybBYXsakhJHQIJyEtjPj2YQQGNz4xot5Vz6aSTRRZirA6rVhdVu9tw/1iSzHby7bj8DgQCDpHdqZ/fH/6x/cnPSKdOGMcOk3zdkrV2GvYUb6DbWXb2F62nR1lO6hz1mHSm5iaMZWrIkZg/uY7aub8D2dh4XGPJYxGQs4/n9CLxmEaPBgR0PSFom1ZWVR/8QU1387DY7FgGjHCZxNijkUFVoqinLFcZWXk3HQTzvwCkv/1T0yDB5/U6y1r15J7080kPP0U4Vde2UylPD23L7qdzIpM5k+Yf0otC7M2z+LdHe8yc/jMFll/Tjl99TszKf/XvzAvW4Y2LIyIG28ibNIkAsJ8lxXf7razo2wHG4o3sKFkA9tKtx1q5dIKLXHGOBJNiYcSbEYFRjXa0iml9OaD+i0nVEM+KLd0Y3fbDwVz9a76Q/crbZXk1OYAoBEa0sPT6RnTk54R3RiQrcX17Y9YVq4Cj4fgcwcRftVVmEaOBI8Hj9Xq3SxWPFYL7qpqzMuXU7dgAe6aGjRhYYSOHkXouHEYBwxofEamw0HdggVUff4F9Zs3IwICCB07lvCJ1xDUq1ezt+iqwEpRlDOaq7KS3JtvwZGdTfIbszCdd16TX5v7l1ux7d5NhyWL0RhOvautOe2q2MXEHybSNbIrs86fdVItTltLtzLlpylcknYJTw1+qhlLqTSH+h07Kf/nPzGvWIE2KorYe+8hbMKEZmlZtbvt7CzfSU5tzqF8TwXmAgrMBZRZy5Cc/Pe9XqMnWB+MUWfEqDd6x3vpgwgNCKVLZBcyYjLoFt0NozaImnnzKHt9Fq6iInSxsYRNuJzwK68kIDm5SeeSDgeWtWup+eEHzIuX4LFavT/Q6RBarTfAarjvsduRViv6tilEXDORsMsvQxcRcdL1O1UqsFIU5Yznrq4m95a/YMvKInnmq4RccOKWGduePRy49DJi7rmH6Dtub4FSnrolOUt4eNXDhASE8Mb5b9A1qusJX2NxWrhy3pVIJP+75H8E6xtfPkU589Vv307Jc89Tv2ULgd26EffoIxj79Gmx8zvcDmodtcf8uVZo/5BsUyuatrajZc0aSl56GfuuXQR260b0X+/ENGxYk5eTaozHZsO8fAX2rD1ItwfcLqTLjXS7we0CjZaQ80dgPOecVun+V4GVoihnBXdtLXm33kZ9ZiZJL79E6Jgxx92/8MGHqF20iPSlS9CGn/nLueyu3M1dS++i2lbNM0OeYXTq6OPu//fVf+fb/d/y4ZgP6R3bu4VKqTQX7yLQP1D68su4SkoIvfhiYu+/D31840vinOlse/ZQ+tLLWFatQp+URMy99xI6buwZN86xOajASlGUs4bbbCHv9tup37KFxOeeJezSSxvdz1lczL4LRhFx7bXEP/pIC5fy1JXXl3P3srvZXradO3vdyR097ziqVSC3NpdFOYtYmLOQXyt+5dYetzb78hxKy/JYrZS/+y6Vs98HrZaov9xC6OjRBKSlnRVBibOkhLLXZ1Hz9ddoQkKIvuMOIq6bjOYkBpyf7VRgpSjKWcVjtZI39U6s69ZhOu88Yu+/D0N6+lH7lLz0EpUffEjawgVNHsNxprC77Tyx5gm+z/6eMaljuLXnrSzPW86inEXsrtwNQI/oHoxtN5aJnSc2aV055ezjyM+n9IUXqVu0CACNyURQzx4E9epFUEYGgT17tui4oRPxWK1UvP8BFbNng8tFxHXXEX37bWdFa7GvqcBKUZSzjsfhoOrjjyn/9zt4LBbCr5hA9F13oY+NxW02s2/4CEzDhpL06qutXdRTIqVk9s7ZzNo869Cg4oyYDEa1HcWotqP+FNmplaZx5ORg3bKF+m3bqN+6DfuePeDxABCQloZxQH+CBwzA2L8/uuiWX1NPejzegekzX8NVUkLIhRcSe/99BLRp0+JlOVOowEpRlLOWq6qKirffpvKzzxE6HVE33QQaDeX//CepX31FUI/urV3E07K+aD3ZNdkMbzOc+OCzc6yN4lsei4X6zEzqt27DunED9Rs3HZohF9AhzRtkDRiIceCAZm/Rsm7aRMlzz2PbuZPA7t2Je/ghjH37Nus5zwYqsFIU5aznyM2l7LXXqJ3/IwDGAQNo+/FHrVwqRWl+0uXClpmJZf16rOs3YN20CWm1ghAEdu1K8LnnEnzuIIL69PFJyhFnSSnmZUupW7gQy5q16OLiiP3bvYSOH39WjAFrCSqwUhTlT6N+2zYqP/qYyJtuPGPWBVSUliSdTup37MSydg2WtWup37oNXC6EwYCxbx+Chw4jZMRwAlJTm3xMe/YB6pYspm7xYmzbtgOgb5tC+OWXEzllymkvN/NnowIrRVEURfmTcpstWDduwLp2LebVq3Hs2w9AQGoqphEjMA0fjrFPb4Rej/R4cBYUYN+7F3tWFvasvdgyM3HkeLOoB3brRsioCwgZOZKADh3UmpTHoAIrRVEURfETjvx8zMtXYF6+HOu6dUinE01oKAFt2mA/cMDbjdhAn5SEIT2d4MGDCblgJPqEhFYs+dlDBVaKoiiK4oc8FgvmNWswL1uOq7iYgA5pGNLTCUxPJ6BDB7QmU2sX8ax0vMCqeZe+VhRFURSl1WiCgwkdNYrQUaNauyh+Qw3vVxRFURRF8REVWCmKoiiKoviICqwURVEURVF8RAVWiqIoiqIoPqICK0VRFEVRFB9RgZWiKIqiKIqPqMBKURRFURTFR1RgpSiKoiiK4iMqsFIURVEURfERFVgpiqIoiqL4iAqsFEVRFEVRfEQFVoqiKIqiKD6iAitFURRFURQfUYGVoiiKoiiKj6jASlEURVEUxUdUYKUoiqIoiuIjKrBSFEVRFEXxERVYKYqiKIqi+IiQUrZ2GRBClAE5LXCqaKC8Bc5zplL1V/X35/qDugaq/qr+qv6+0VZKGdPYD86IwKqlCCE2Sin7tXY5Wouqv6q/P9cf1DVQ9Vf1V/Vv/vqrrkBFURRFURQfUYGVoiiKoiiKj/hbYPVOaxeglan6+zd/rz+oa6Dq799U/VuAX42xUhRFURRFaU7+1mKlKIqiKIrSbPwisBJCjBFC7BFC7BNCPNTa5WkJQoj3hRClQoidRzwXKYRYJITY23Ab0ZplbC5CiDZCiGVCiF1CiEwhxN0Nz/tF/QGEEIFCiPVCiG0N1+AfDc/7zTUAEEJohRBbhBDfNzz2m/oLIQ4KIXYIIbYKITY2POdP9Q8XQswRQuxu+CwY5Gf179Tw3v+21Qoh7vGza3Bvw+ffTiHE5w2fi81e/z99YCWE0AL/AsYCXYFrhRBdW7dULeJDYMzvnnsIWCKlTAeWNDz+M3IB90kpuwDnAH9teM/9pf4AduB8KWUG0AsYI4Q4B/+6BgB3A7uOeOxv9R8hpex1xBRzf6r/68BPUsrOQAbe3wO/qb+Uck/De98L6AtYga/xk2sghEgCpgP9pJTdAS0wkRao/58+sAIGAPuklNlSSgfwBXBpK5ep2UkpfwYqf/f0pcBHDfc/Ai5r0UK1ECllkZRyc8P9OrwfqEn4Sf0BpJe54aG+YZP40TUQQiQDFwHvHfG039T/GPyi/kKIUGAYMBtASumQUlbjJ/VvxEhgv5QyB/+6BjogSAihA4xAIS1Qf38IrJKAvCMe5zc854/ipJRF4A0+gNhWLk+zE0KkAr2BdfhZ/Ru6wbYCpcAiKaW/XYPXgBmA54jn/Kn+ElgohNgkhLit4Tl/qX97oAz4oKEr+D0hRDD+U//fmwh83nDfL66BlLIAeBnIBYqAGinlQlqg/v4QWIlGnlNTIf2AEMIE/A+4R0pZ29rlaWlSSndDN0AyMEAI0b21y9RShBAXA6VSyk2tXZZWNFhK2QfvMIi/CiGGtXaBWpAO6AO8JaXsDVj4k3Z5nYgQIgC4BPiqtcvSkhrGTl0KtAMSgWAhxHUtcW5/CKzygTZHPE7G2xzoj0qEEAkADbelrVyeZiOE0OMNqj6VUs5teNpv6n+khi6Q5XjH3PnLNRgMXCKEOIi3+/98IcQn+E/9kVIWNtyW4h1bMwD/qX8+kN/QSgswB2+g5S/1P9JYYLOUsqThsb9cgwuAA1LKMimlE5gLnEsL1N8fAqsNQLoQol1D5D4RmNfKZWot84ApDfenAN+2YlmajRBC4B1bsUtK+eoRP/KL+gMIIWKEEOEN94Pwfsjsxk+ugZTyYSllspQyFe/f/FIp5XX4Sf2FEMFCiJDf7gOjgZ34Sf2llMVAnhCiU8NTI4Ff8ZP6/861HO4GBP+5BrnAOUIIY8N3wki8422bvf5+kSBUCDEO73gLLfC+lPKZVi5SsxNCfA4Mx7uadwnwOPAN8CWQgveX7iop5e8HuJ/1hBBDgJXADg6Pr3kE7zirP339AYQQPfEOzNTi/QfqSynlk0KIKPzkGvxGCDEcuF9KebG/1F8I0R5vKxV4u8U+k1I+4y/1BxBC9MI7cSEAyAZuouFvAT+oP4AQwoh3jHF7KWVNw3P+9DvwD+AavDPFtwB/AUw0c/39IrBSFEVRFEVpCf7QFagoiqIoitIiVGClKIqiKIriIyqwUhRFURRF8REVWCmKoiiKoviICqwURVEURVF8RAVWiqIoiqIoPqICK0VRFEVRFB9RgZWiKIq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+ "image/png": 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\n", 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" ] @@ -1728,22 +1867,27 @@ "for i in data_means.columns:\n", " if i.endswith(value):\n", " plt.plot(data_means.loc[:,i], label = i[:2])\n", - "ymax = max(data_means)\n", - "xpos = data_means.index(ymax)\n", - "xmax = x[xpos]\n", - "ax.annotate('local max', xy=(xmax, ymax), xytext=(xmax, ymax+5),\n", - " arrowprops=dict(facecolor='black', shrink=0.05),)\n", + "\n", "plt.legend()" ] }, { - "cell_type": "code", - "execution_count": 346, + "cell_type": "markdown", "metadata": {}, + "source": [ + "## Graphs of participants per strike" + ] + }, + { + "cell_type": "code", + "execution_count": 385, + "metadata": { + "collapsed": true + }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1764,31 +1908,40 @@ } ], "source": [ - "values = ['Round', 'Back', 'Cut', 'Punch']\n", - "fig, ax = plt.subplots(4, 1, figsize = (10,20))\n", + "strikes = ['Round', 'Back', 'Cut', 'Punch']\n", + "graphs = len(strikes)\n", + "fig, ax = plt.subplots(graphs, 1, figsize = (10,20))\n", "\n", - "for j in range(4):\n", - " for i in data_means.columns:\n", - " if i.endswith(values[j][0]):\n", + "for j in range(graphs):\n", + " for i in list(data_means.columns):\n", + " if i.endswith(strikes[j][0]):\n", " ax[j].plot(data_means.loc[:,i], label = i[:2])\n", - " ax[j].set_title(values[j])\n", - "plt.legend()\n", - "\n", - "\n", + " ax[j].set_title(strikes[j])\n", + " ax[j].legend()\n", + "plt.savefig('figures/participant_strike.png')\n", "plt.show()\n", "plt.clf()" ] }, { - "cell_type": "code", - "execution_count": 346, + "cell_type": "markdown", "metadata": {}, + "source": [ + "## Graphs of strike per participant" + ] + }, + { + "cell_type": "code", + "execution_count": 386, + "metadata": { + "collapsed": true + }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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FBbGxsQwaNIjw8HCmTZvW6Dalx0uI9qCoOvGqZYPsxNwywnxdMTSklMRxTh5w0Yvw3Z1c77OS70t7k5xfTsS59J6JBlt9KJs3l8fj62aii787XQLc6BLgRtcAdwI9nFBKtXSIQjS7+vZMNbXjc7yakiReQrQHx4unetTc45WUV35uw4zH9b4Ktn3GwCMz8eU1tiUVSOJ1Hvy4K52HvtlJiI8LFpvGxmN5VFrsJ153dzJwx4hIHrkwRhIwIdoISbyEaA+K08DVD4xnDiXa7RqJeWWM7OZ/7u0rBVOmo/tgBP/nNJ9tSX24Ki60EQGLs/l6czL/XrCHwRG+zL5jEJ7ORux2jcziSo7llHEst5T1R/KYueoIFpudJyb3kORLiDZA5ngJ0R4Up9U6sT6rpJJKi/3cVjSeKqA7atjfuFr9RtnRDY1rS9Tpw9+P8uQPexgbE8CcO4fg6WwEQKdTBHu7MCran9uGR/LBLXHcOiyCj/44xmtLD8ncOyGaWGlpaZO3KYmXEO1BHcVTExqzovHPxjxOqSmAacXvUVIuG2Y3NU3TeH3pQV5dcpDL+gfz0a2DcDHpa71eKcXzV/Tm5qHhfPj7UaYvk+RLiNZOEi8h2oPitDo2x3ZUWo70d238c5w8SBn0f/TVJZK1qvGFBMVJdrvGU4v28v7qo9w0NJy3r4/FZDj7W7RSiheu6MONQ8J4b9VR3loefx6iFUKcK0m8hGjrqsqhoqD2FY15ZZgMOoK9XJrkcSGjb2a9vRehO96AstwmaVPA8z/t54uNydw7pisvTe2DXlf/+Vo6neKlqX25flAYM347wtsrJPkSorWSxEuItu74isY6hhojfF3RneUPefnWrdgKC8/6OE8XE5953Y/BWgYrnm1otKIGR7JLmLshkVuHRZzzJHmdTvHKVX25ZmAob684zIyVh5s+UCHOs7YwdN7QGCXxEqKtO0vx1MTcsrNOrK/Ys4ekW24l4drrMB9LOOsj/bv053NtCuz4HNK2Nzhkcbo3l8fjYtTz0KSYRrWj0yleu7ofV8WF8ObyeH7dl9lEEQpx/jk7O5OXl9eqky9N08jLy8PZuf7FqaWchBBtXR09Xna7RlJ+OeN6BNbZRO6HH6Hz9MReXk7ijTcSOmMGbkOH1Hr9wHAfntl0Bbd5rUG/+hW4+dtG/Qgd2d60In7Zk8mDE6LxdTM1uj29TvHqVf2Izyrh8e930z/Um85e57BjgRAtLDQ0lNTUVHJyclo6lDo5OzsTGlr/8jqSeAnR1hWnOo419HilF1VQZbUTWceKxspD8ZSuXIn/Aw/gNfUKUu65l+S77iLohefxnjq1xnsGRvhQiit7Im4nNv4dSN0GoQOb5MfpaN5YdggvFyN3jY5qsjZNBh3v3DCAS2es5aFvdvLFXUMbNGdMiNbAaDQSFdV0vxethQw1CtHWFaeDiy8Yz5w8X58VjXkffYTO1RXfW27GFBpK5Ndf4TpwIBlPPEnOjBk1dvNH+Lni52ZivprsePbvrzbdz9OBbE3MZ9WhHO4d0/VEra6m0jXAnecu782GY3l8/MexJm1bCHHuJPESoq2rq4ZXXnUNr1rmeJkTEihesgSfm29C7+0NgN7Tk/CPP8Lr6qvIff8D0h99DLvZfNp9SiniInzYkGaGEX+Hw8sgdWsT/lDtn6Zp/PfXQwR4OHH7iIhmeca1g0K5pG8Qbyw7xK6Usy+cEEI0P0m8hGjritLq3Bzb2aijk0fNc3zyZs1GmUz43n77aeeVyUTQiy8S8NBDFP/0Eyn33otmtZ52TVy4Dwm5ZeT1vt3R67Vaer0aYu2RXDYl5PPAuG64mppn1odSipev7EughxP/mLeDUrP17DcJIZqVJF5CtHV1Fk8tI9LPrcZSEpa0NIoWL8b7uusw+J+5j6NSCv977iboxRco37CR3PffP+31wZE+AKxLqe71OrJcer3q6XhvV4i3CzcMCWvWZ3m5Gnn7hgEk55fz7OJ9zfosIcTZSeIlRFtmqYCK/FoTr4S8slon1ud98gkohd+0O+t8hPc11+B15ZXkfvAhZRs3nTg/INyHIC9nftieCkPull6vBli2P4vdqUX8Y0I0TobatwRqKkOifHlgXDe+25bK4l3pzf48IUTtJPESoi07UUrizKXMVpudlPzyGmt4WbKzKfzue7ynTsXYufNZH9P5P/+HKTKS9Mcew1pQADjKFlwVF8If8TlkmQ0w8kHp9aoHm13jzWXxdPF346q4moeIm8ODE6KJC/fm/37YQ0p++Xl7rhDidJJ4CdGW1VE8Nb2wEotNI6qGFY35n36GZrXi99e76vUYnZsbIW++ga2ggIwnnjyx0vGagWHYNViwIw0G/7W61+uVc/95OoCfdqdzKKuEhybFYNCfv7dgg95RYsKuaTLkKEQLksRLiLasjuKpx1c0/nmo0VpQQMG8eXheegmm8PB6P8q5Z08CH3uM0t9/p2DuXMCxWnJQhA/fbk1BM7lV93qtgJQt5/gDtW8Wm503l8fTM8iTS/oGnffnh/m68o+J0aw8mM1vB7PO+/OFEOch8VJKJSql9iildiqltlaf81VKLVdKHa4++jR3HEK0S3X0eCXm1lxKIn/uXLSKCvzvvrvBj/O55Wbcx48na/obVOx19JpcOyiUozll7EwpdPR6ufpJXa9arNifRVJeOf+cGH3WvTObyx0jougS4MbzP+7HbLW1SAxCdGTnq8drnKZpsZqmDar+/glgpaZp0cDK6u+FEA1VlAYuPmA6czgxIbcMN5OeAA+nE+dsxcUUfP4FHhdeiFO3bg1+nFKKoJdexODnR9ojD2MrLWNK3yCcjTq+3ZYKTu4wQnq9avPV5mSCvZyZ2LNTi8VgMuh49rLeJOaVM3vN2fflFEI0rZYaarwCmFP99Ryg5n1JhBB1q6N4amJeGRF+bih1smel8LvvsZeW4ndPw3u7jjP4+BDy39expKSS9cLzeDgbmdwniB93pVNpscHguxy9Xn/895yf0R6l5Jez5nAu1w8Ob/Htey6ICeDCXp2Y+dsRMooqWjQWITqa85F4acAypdQ2pdTxd/tOmqZlAFQfa9zBVyl1t1Jqq1Jqa2vfJFOIFnGWGl5/HmYs+fVXnHv3xqV370Y91nXwYPzvu4+iRYspXvor1w4MpaTSyq/7Mh29XoPvclSzz5celePmbUlGp+C6wfXfTLc5PXVpL+yaxsu/HGzpUIToUM5H4jVS07Q4YDJwv1LqgvreqGnax5qmDdI0bVBAQEDzRShEW1VLj5fFZieloOK0PRotWVlU7NqFx6SJTfJo/3vvwalnT7JefZUhnZwJ8Xbhu23VG3YPvAOUDrb+r0me1dZZbHbmb01lfI9AgrzO3FOzJYT5unLvmK78uCudjcfyWjocITqMZk+8NE1Lrz5mAwuAIUCWUioIoPqY3dxxCNHuWCqhPLfGxCu1oAKbXTttRWPJihUAeEyadNq1BZUFvLvjXcZ8M4YrF13JK5teYUXSCgor697bTxkMdH7qKayZmeR//BFXDwxl7ZFcx9CVZzD0uAR2fO4o8trBrTyQRU6JmZuG1n8V6fnwt7FdCfF24dnF+7Da7C0djhAdQrMmXkopN6WUx/GvgQuBvcBi4PjmcLcDi5ozDiHapZLjpSTqt6KxZMUKTF264NS1KwDZ5dn8d8t/uej7i/h498f08+9HgEsAC44s4KHVD3HBNxdwzeJreG3za2zNrLkoqmvcALyuvJK8z+ZwlZ8FTYMftlevtBzyV6gogH0LmvCHbpu+2pxCkJczY2JqnFXRYpyNep66tCcHM0v4clNyS4cjRIfQPDuzntQJWFA9udcAfKVp2lKl1BZgvlJqGpAMXNvMcQjR/hyv4VXDBtkJ1YnX8ar11oICyjdvwW/aNFJLUvnf3v+x8MhC7JqdyVGTuavvXXT1diRkFpuFvXl72ZyxmS2ZW/g2/lu+OPAFU6Km8Njgx/Bz8TvtWYH/eoSSFSvQzXyDoUPu4rttqdw3tisqcjT4d4fNsyD2pub7d2jlHJPqc/jHhOgWn1Rfk4t6d2ZUN3/eWHaIS/sF4efudPabhBDnrFl7vDRNO6ZpWv/q/3prmvZS9fk8TdMmaJoWXX3Mb844hGiXDv4MSu9Ibv4kMa8MDycDfm4mAEpW/QY2G7P99nLpgktZeGQhV3S7gh+v/JFXRr9yIukCMOqNDAgcwD3972H2RbNZe8Na/tb/byxLWsblCy9nweEFJyrXAxj8/Ah48EHK1m/gTnsCCbllbEsqAKUck+zTt0Patub/92il5m1JRgHXD27ezbDPlVKKZy/vRXmVjdeXHmrpcIRo96RyvRBtUWkObP0U+l0PnmdWQE/ILSPS341CcyGf7f2MFZ+/TK4n/GI6yC09b2HJVUt4ZvgzhHmcPRlwNjhzX+x9fH/Z93Tz7sbT659m2rJpJBYlnrjG58YbcOrRg6hvZuGrrCcn2fe/AYxusOWTpvrJ25TWOKm+Jt0CPbhzVBTfbE1hc4J8DhaiOUniJURbtOFdsJlh9CM1vny4aD/l3nOZ8O0EZm6YTo/DFRjGjmTldb/xr8H/opNbwwt4dvHuwqcXf8ozw5/hYN5Brl58NR/t+gir3eqYaP/0U9iysngsdwM/7c6gvMoKzp7Q/3rY+z2Ud7w/6Mcn1d84pHVNqq/JPydGE+rjwpM/7HbUYxNCNAtJvIRoa8rzYfNs6H0V+J9efb7IXMSTfzxNmd+bFGq7uDbmWr7y+RcGq0a/a+7GSd+4+Ts6peOamGtYNHUR48LHMXPnTN7f+T4ArnFxeE2dSr8NP+OVm+6o6QWObYSslbDji0Y9uy06Pql+bPfWNam+Jq4mAy9d2ZejOWW8v+pIS4cjRLsliZcQbc3G98FSBhf868QpTdNYmrCUKxZewS8Ji6jKu4A3h3/Hk0OfxG3DXvS+vrgOHNhkIQS4BjB9zHSuir6K2XtmsyF9A+CYaK93ceHhA4v54fhwY6deEDEStn4C9o5TsuD4pPrrB4e1ykn1NRkTE8CVA0L44PejxGeVtHQ4QrRLkngJ0ZZUFMKmj6Dn5RDYE4D00nTuX3k/j/7xKJ3dOnOJ32tYcy9hSEQw9qoqSlevxn38OJRe3+ThPD74caK8ovj32n+TV5GHwd+fgAcfpFf6QdSaVeSXVTkuHDwNChLh6Momj6G1+mZLCgq4blDrnFRfm/9c0hN3JwOPf78bm107+w1CiAaRxEuItmTzx2AuhgsexWa3MWffHKYumsrWrK08PvhxvpzyJYkZ3vQM8sDFpKd8wwbsZWV4/qloalNxNbry3zH/pdhczP+t+z/smh2fG29A6xrN3bsWsmJTvOPCHpeBeydHaYkOwGKz883WFMZ1DyTYu/VOqq+Jn7sTT13aix3JhXyxMamlwxGi3ZHES4i2wlwCG96DmMkQ1I/pW6czfet0hnQewqIrFnFLr1sAHbtSCokL9wEcRVN1bm64Dh/ebGHF+MTw2ODHWJe2jrn75qIMBqJeewVvcynMfNNxkcEEcbc79m8sSGy2WFqLlQeyW2Wl+vq6ckAIo6P9eX3pQdILZecBIZqSJF5CtBWbZ0FlIYx5lPmH5vPFgS+4uefNvDv+XYLcHSUl4rNKKKuyMSDcG81mo2TFStzHjEFnMjVraNd1v44J4RN4Z/s77M3di0uf3hy58Br67t9A+s+/Oi4a9JcOs3/jnPWJBHs5Myambe4xq5Ti5Sv7YtfgqYV7T6vbJoRoHEm8hGgLqspgw0zoOoGNOgsvb3qZ0SGjeXTQo1TvDAHA9uQCAOLCfSjftg1bQQEeFzbPMOOplFI8N+I5AlwDePT3RymtKqXbQ3/nqGcwuc8/h7Wg4OT+jds/d+wz2U7tTStiw7E87hgZiUHfdt9iw3xdeXhSDCsPZvPznoyWDkeIdqPtvisI0ZFs/RTK80gYfBsPr36YKK8oXr/gdfS60yfM70guxNfNRLivKyXLV6BMJtxHjz4vIXo5efHaBa+RUZbB8xuep1e4L1+NvwNdSTFZL73suGjQnVCRD4d+Pi8xtYTZa47h7mTghjZQu+ts/jIykr4hXjy7eB+F5VUtHY4Q7YIkXkK0dpYKWD+DwsgRPLB/FkadkZkTZuJucg733v4AACAASURBVD/j0u3JBcSFewOO+V1uo0ahc3M747rmMiBwAPfF3seSxCUsOLKA/mMH83X3SRT/9BPFy5ZB1BjwDIWdX5+3mM6njKIKftqdwfWDw/B0NrZ0OI1m0Ot49eq+FJZbeHrRvpYOR4h2QRIvIVq77Z9jKc3iYW8XMsoyeGfcO4S4n7kxdmF5FcdyyhgQ7kPl3n1YMzLwmDjxvIc7rc80hgUN48VNLxIRks686HGUR3Yj87nnsRYVObYROroSitvf8NVn6xLRcPQUtRe9g734x4RoFu9KZ9HOtJYOR4g2TxIvIVozSwXa2jd5MaIHW4oO8/zI54kNjK3x0h0phQAMCPemZPly0OtxHzf2PAbroNfpeWPsG0R6RvLOnv+jc6cSvhx7O7biYrJeeAH63wiaHfbMP++xNaeSSgtfbUpmcp/OhPq4tnQ4TepvY7syINybpxbuJaNIVjkK0RiSeAnRmm3+mC9UKT/oyrm7391c2uXSWi/dkVSATkG/EC9Kli/HdchgDD4+5zHYkzxNnrw/4X1cDa5YA2exuNyC+933UvzLEoq3HoWwobDzK2hHq+W+2ZJCidnKX0d3aelQmpxBr+Ot62Kx2DQe/XY3dimsKsQ5k8RLiNaqsohjG97hLT9fxoWN4/7Y++u8fEdKId07e2JIOkZVQgKeF154ngKtWZB7EO9NfA+7KscU8j9WxY3BuU8fMp97DmuXqZBzENJ3tGiMTcVqs/PpukSGRPrSP8y7pcNpFpH+bvzn0p6sPZLL3A2JLR2OEG2WJF5CtFL2dTN4zkOPi8GVp4c/jU7V/utqt2vsTC4kLtyb4iVLQKfDo4UTL4Aevj14e9xb6J2y+fDw8wS88Cy2oiJyV2eAwdnR69UOLNmbSVphBXeNjmr6xiuLIWu/o4DuudI0KMmElM2wf7Fjo/VzcNOQcMZ1D+CVJQc5ki17OQpxLgwtHYAQogal2Xy/539s93Hn+SGP4+/iX+flR3JKKTFbGRDmTfGHS3AbNhSDn995CrZuI0NGMszzXjaWvM9zWZ/z8PXXUzB/Pj73jcNpz7dw0UtgcGrpMM+ZpmnMXnOMKH83JvbsdO4N2SyQdxSy9kL2fkeylbUPipJPXuPeGfyjwa8r+EU7vtaboKoUzKXVxxLHsaIACpOhIAmKUsB6Su00jyCY+gF0HdegEJVSvHZNPy566w/++c1OfvjbSEwG+fwuRENI4iVEK5S9+iXe9HJlqF9fpnabetbrtyc5CqfGmrOxJCXjN21ac4fYIA8OuYnf58WzlJ/pNvY2xv7sRtZaM2Exhaj4pdDripYO8ZxtSSxgV2oRL0ztg06nzn5Deb5jmDX3MOQdhtwjjmNBItitjmuUHqtbN8z2GMwMwlppxDXKHTf/clTBUdi/yJFY1UbpwNkbvMMdm6nHXATeEeATAXojLHkCPp8Kw+6HCU+D0bneP2+ghzOvXNWXe7/Yzru/HeaRC7vX+14hhCReQrQ+hcm8kvILFldXnr7g1dMq09dmR3Ih3q5GPDasJl+vx6OZNsU+V31CPAm0X4rBbmZm4lx6XH8xgbN+ojQgCI+dX7XpxGvWmmP4uBq5Ji707BfvWwDf/xXsFsf3eidH71VgL8qNwyg5WoE5sxxzUjrW7Bxgv+M6nY48ux29lxfuEyfgedFTuPWLQRUngWYDkzs4uTuOJncwukBd/9/cvRqWPw0b34OE3+Hq2Y4ErZ4u7hPE1XGhvLfqCGO7BzIwomUWcQjRFkniJUQrs3L5v1jh6sw/e91OuGf9qp9vTy5gQKgXJV8uwW348BZbzVgbpRSX9A3mkzWTGTXazCPacuaEB5G9owR37+Wo0mxwD2zpMBssIbeMFQeyeGBcN1xM+rov3vMd/HA3hA2B0f8C/27gFYa1qJjs116naOFClMmEqVtX3IaPwKl7d5xiYnCKiUbv6UnZunUU//orJb8uo+j7H9B5eOAxfjxeU6/AdVjfeiXoJ5hc4ZLpED0JFt0PH42BSc/D0HvqTthO8czlvdh4LI/7vtzGd/eOIMy3fZXQEKK5yOC8EK1ISdo2XireS3eDJ7cN/Hu97imqsHA4u5Sx5GFJS8Nz8uRmjvLcXNo3GKtdxzifRwjyCmPmqDKqckrJP+wMu9tmTa9P1h7DqNNx6/CIui/c9Q388FcIHw43fwfRE9G8Iyj66WeOTbmEop9+wu+ee4jZvIkuP/xA8Guv4nfnX3AfNRJjYCA6Z2c8Jkwg5PXXiV6/jtAPP8BjwgRKVq0i+S93cuyyyyiY9w328vKG/QAxF8Hf1kOXsbD0cfjqOqgsqtetns5GPrljEJUWOzfN3khmUfvdf1OIpiSJlxCtyNurHiFPr+O5C17HqKvfljO7qgun9o3fAkYjHhMnNGeI56xPiCdhvi78tr+UmRNmsjvawKEYV3L2e2Nd/0Wbq+mVlFfGt1tTmTogmECPOuZI7fwKFtwDESPh5vng5E5VcjIp0+4i/bHHMYWHE/XD9wQ+9E90zmefa6UzmfAYO5bgV18hes0fBL3yCspkIvPZZzk8dhxZr/+XqtQGVJh3D4SbvoEp0+HobzB7EuQfq9etPTp7MufOIeSXVnHLJ5vIL5P9HIU4G0m8hGgltu/7mvm2PG7x7EnvsJH1vy+5AIWG+8bVuI8Ygd7LqxmjPHdKKab0DWLdkVw89UG8Pe5tZo21YrNoZK9Oh8zdLR1ivdntGo99txuTQcfDk+qYXL79c1h4H3QZAzfNR9M7kztrFscuu5yKXbvo9PRTRHz9Fc4xMecUh87JCe8rpxL1/fdEfPUlbiNGkD9nDkcvvJDku/5KzowZFC9divnYMTSrtfaGlIIhf4VbF0JZNswaDwlr6hVDbJg3s28fTEp+Obf/bzPFlZZz+lmE6Cgk8RKiBkXmInZm72TRkUXM2D6DufvmcrTwKFoz9cqUW8p5dut/CbHZuf+i9xp0747kQi7UcrBlZuI5pXUOMx535YAQrHaN77enMrjzYKZd9gy/DlAUHnWl8pcPWzq8evtyUxKbEvJ56pJedPaqpZdq66ew+AHoOh5unIclv5jk2+8g5403cRs9ii6//IzvTTehdI1/G1ZK4RoXR+jbb9FtxXL87roLS3o6uR9+RNo/H+LYlEs4NHAQCVddTfqT/6Z8y5aaG4oaDXetBLcAx6rHbZ/V6/nDu/rxwS1xHMgo5q7PtlJRZWv0zyREe6Wa6w9JUxs0aJC2devWlg5DnANN0zhaeJQtWVvYmrkVZ4MzkyImMSJ4BCa9qaXDo6SqhHXp69iYvpFjRcdILEqkwHxyqb5e6bFpjj8knd06MzJ4JCOCRzA0aCheTo3vXSqzlHHfjzewsziBD0IvZcTEV+t9r92uEfv8Mp5J/pXeW1YQvX4deg+PRsfUnK75YD15ZVX89sgYlFLMWP0Sw/75BfhpDF66C2Vs3TW9UvLLuejtPxgY4cPcO4fUPKl94wew9AmIvhCu+5ySNevJePLf2C0WOj/9FN5Tz14ipCnYKysxHz2KOf4w5vh4zIcOUblvH7aiItwnTiDwkUdwiqqh6GtlEXz7F8dm5sPug0kvgP7sa7F+3JXOg/N2cEF0ALNuGyQ1vkSHppTapmnaoDPOS+IlmpqmaSQWJ7I5YzNbsrawJXML+ZWOStmd3TpTZimjpKoEN6MbY8PGMiliEiODR+JsqH8tocZKK01jdcpqVqesZmvmVqyaFU+TJ9E+0UR6RhLlFUWEZwSRnpGEeISQU57DuvR1rE9bz8aMjZRaStEpHXGBcdzd726GBw8/pzhKq0q5b9lf2Z27h1ct7lx85xpHnaV6OpJdyqQ3VrHoj9fwiYsl7L2Z5xTH+bRgRyoPfbOLL+8ayshu/tjsNmY/eREXLEojd9pIRj86u6VDrJWmadz6yWZ2JBew7OExhHi7nH6B3Qa//hs2fQg9LsV++Ydkv/UuBZ9/jlOvnoS88UbNic55ZK+oIH/OHPI+noW9qgqf66/H/4H7z1wJa7PCsv9g3fQBWV3HYJv8GpjczmjPw+SBt5P3iQR03uZknvhhD5f0DeKdG2Ix6CX5Eh2TJF6iWWmaRnxBPMuSlrE8aTkJRQkABLoGMqTzEIZ0HsLgzoMJcQ/BareyMWMjy5OW81vKbxSZi3AxuHBB6AWMChnFyOCRBLgGNGVwWAoT2XlsOesy1vNHaSKHzXkAdPHqwpiwMYwLG0c//37odWcpCQBY7Vb25O5hbdpafjz6IxllGQwNGso/4/5JH/8+9Q6rpKqEe5ffy/7c3byeU8ik25Y1qJYSwPytKcz5cCHT175P8PTpeF16SYPubwmVFhvDX1nJ8K5+vH/zQADKSvNZf9lIQjNg3+W9mfzCZ7g5ubdwpGf6enMyT/6whxen9uGWYX9ayWguhe/vgvglMPwBzNF3kvavRzHvP4Dv7bcR8Mgj6Ewt38N7nDU3l5x3Z1L47bfoXF3x/OudZEweQKI5ncTiRBKLEkksTiSlOAmrZq+zLReDCyHuIYS4hxDsHkxqtjPLdlsYHBLDB9dfhLeLlJoQHY8kXqLJaZrGgfwDLEt0JFvJJcnolI5BnQYxMWIiI4NHEuYRVmd9IYvdwpbMLSxPWs6q5FXkVToSohifGMeQXsgI4gLjah6S1DTH1ijledX/FTiOFflQlkNK7gHWFR9hna2IzU5GynU6DJrGgEozY8srGFteQbizP3TqDZ16Qae+EDHcUe27nqpsVcw/NJ9Ze2aRX5nPpIhJPDDgAbp4danzvuKqYu5Zdg8H8/czPTOLCSP/DSMfrPdzj3vyh90EfjqTycmbiV63Dr37mT0SrdHLvxzgf2sTWP/EeAI9HT2d5jUz+WP6O4QeMnAwxpWYt9+jd5dhLRzpSemFFVz41h/0DfHiy7uGotMpNIsFa24u1oQDWH94AktmKtbgC7EaQiheuhSdyUTQyy/jMb5hW/OcD3bNTnxBPNs2LsJr9kK67i+k1BnigxVHw/QURndG17s7oYHdCC/MwLh9LoQMhCF3n1brq8hcRFppGuml6aSVppFWmkappfTkgzRFkHswXbwjifR0/BfmEUaIewhB7kE46Vv30LIQ50oSL9FkEooS+CXhF3459gvJJcnolZ4hnYcwKXIS48PG4+dybnsEHv9DsC5tHevT17M9eztWuxUXvTN9vLrQ2+RLb5uO3hWlhBakonKPQKWjlEKpUhxwMrHPZGKfk4k9Tk6kGR1zUkL0rozy7MaIoGEM6XIx7iYPxx54Wfuq98TbBzmHwGZ2BOIdDpEXOCYaR44Cr7NXJC+zlDF3/1zm7JtDhbWCK7pewZQuU4j2jj7j36PIXMTdy+/mcEE8b+YUMdY7Bu74GerR2/Znk99czfNfPkHQyKGEzninwfe3lITcMsZNX80jk2L4+4Rox0mrGe2dAexMcMWwqox8D0X6v2/mukufqFdPZHPSNI07Pt3C9qPZLJ7gg/vBXZRv2kzFzp1oZvPpF+v1GPz9ce7Th85P/Qdj584tE3QNKqwVrE5ZzZrUNaxPX3/aB53LCiPpt6sEt4Mp2I8lOT7Y6PU4d++OS2x/jNYkDMk/Y4idhOHy5zF2CkTnVnOiX1xVTEpJCov27uLzbVtwdy8gNLCUtLJkKqwVp10b4BJwoqcs0DUQo86ISW86cTTpTBj1Row644nj8XMmnQmd0tX44U6hcDG44GZ0w83ohqvRtd4lWoRoCpJ4iUbJLs9mScISfkn4hf15+1EohgQNYUrUFMaHjcfb2btpH1iSSfmBxWyOX8T6woPsMek5ZDJhqX6D9UBHL6M3Pk7eHKwqJLEq/8StQa6d6OXXmyFBQxkZMpJwj/CzV/W2WSH3ECSuhcQ1juPxvfB8oqD3VMck47NUV8+vzGf2ntnMOzgPS/W2ML7OvsT4xBDtE020dzRfHfyKY4XHeMvuywWp++Bva8G37h6yGv+JKi3c8sD7vLr2Q0LeerPVFk6tza2fbOJodilrHh+P/vgeh9vmwI8PktP/OZJem4OxtJLl13XhpodnEewefF7j06xWLGlpVCUmsnXlZtJWraV/URL6KjMohVOPHrhFd8KUvQSDpwuGq1/B2Gskel9flL5lE8VTaZrGrpxdLDyykKWJSymzlOHj5MOw4GEnFor8eWjfVlxMxa5dVOzYQfmOHVTu3oO9rOyMtnWuro7kq6bEx8kJ5z69yQqL4fljBgqCI/lk2jA83MtO9IyllaaRVpJGelk66aXp5FbkUmWrQqN5/i4ZdUbcjG44G5xPJHDHk7wTSd3x7//0tU7VPFfNw+RBv4B+9A/o3ySLbUT7IYmXqLcKawVHC49yuOAw8QXx7M/bz47sHWho9PbrzZSoKUyOmty087DsdsjeB4eWOubIpG1znPcOh5jJEDYEi28UR/SwrziBfXn72Je7j0JzIT18e9Dbrze9/XvTy68Xvs6+TRdP4lo4ugqOLAe9CeJudwwJnqUXrLCykAP5BzhccJjDhY5/x6OFRzHbzJh0JmaETmHk7zPgkjdh8LltaL18fxa7Hn6SKRk76LFhHTrXtjWPZuneDO79YjuzbxvExF6dHCdtFpg5GJzcsVz1A7vv/wuue46xOtZAxa2Xce3ovxHmGVZnu5qmUb55C9bMDEzduuHUrRs6p9qHs+yVlZiPHMUcH0/VsaOYExOpSkikKjkZLCdrUmX6h9Lj4rG4DR2C2+DB6FNWOLYA6tQLbpoPnuc3MTyb7PJsfjz6IwuPLCSxOBEXgwuTIiYxtdtUBnYaWGsiURNN07CXlWHNysK66Bmsu1dgDbsEi0tXtIqKGu+xlZZSuWs3lvR0AMx6I0f9IogZP4IuUybgOnBgrQmq1W7FYrdQZavCYrdgsVkc35flYMnchSVjF1XZ+7DkxmOzmWtsww5UKEW5TkeZTkeZTlGmdJQbjFQ6e2Jx88Pi4oPFyYMqnQGLdvJ5Vbaq02KoslfVWkqmzFJ2YtVzF68uDAgcQP+A/sQGxhLpGdmwrZxEu9LqEi+l1MXAO4AemK1pWp1r6CXxapwqWxWHCw6zL28fReYiquxVWGwWquxVJ95kCs2FHC44TEpJyolPnC4GF7p6dWVU6CimRE0hyqsJVmRpmqMydvoOyNgJ6TshYxeYix2vhwyC7pOh+xTHZPPW8MaVewTWvgW75wEK+t8Aox5ybHBcTza7jZSSFFxKsuk05woIHwa3/HBOP5/ZauOSt1bz0pdPEDR2FOFvv9XgNlqaxWZn5Ku/0TvYk0//MuTkC7vmOSq9XzcXLeYSjr3+ApVffIsdjQ29dGRPHc7lFz1Iv4B+p7Vnr6igaPGPFHzxOebDR06+oNNhiow8se+hKSyMquTkEyUWqpKSHIk2gNGIKTwcU1QkTlFRGCMjefugmZ+KTHz76MV0Caie8L/jC1j0AESMcFR9d2r5Eh52zc7+vP0nhup35uzErtmJC4xjarepXBh5IW7GJpgDaLfBt3fAgcVw5UeO34U6WDIzqdi5k8z1mzny2wbC8pIxaHb0fn54TJqI58UX4zpoEMpQS7mK4nRY84ajoGvuIcc5pYegfhA2FAK6g5PnaRuFa3oXrAWlaBVFjtIYFQWOY2UhlBeirziKPmeHY44ogHtnCB8KoUMgJA4693O0VQ/llnL25e1jZ/ZOdmTvYFfOLoqrHO9l3k7eJ5Kw2IBYevv3xsXgcpYWRXvRqhIvpZQeiAcmAanAFuBGTdP213aPJF6n0zSNvMo8io8nK39SYa3gQP4B9uXtY3/efuIL4rHaT69c/efudDej24nhsGifaGJ8Ygj1CG3QJ+Ma2ayOBCvhD0cPUtrWk/vB6Z2gcx8IHuCYuNt1Anh0atzzmlNhCqyfAdvngq0Kek2FgXdA5GioTyFMuw0+nQLZB+C+DeAVck5hfLh4G6Xvz+SSxI2EzHgHzwsvPKd2Wtqby+N597fD/PHouJObLNtt8P4wUDrHPoI6PZa0NFI/+YjS7xdgMFvZFak4cHEMY678O4OIpGL+DxR+9z32oiKcevbE99ZbcenXF/ORI5jj46mMj8d8KB5LSorjGUphDAvDKSYa55jumGKiKQvzw6drT1ycT/7B/Xl3Bvd/tZ0nJ/fgnjHVSfbmWfDLvxyFUa//0rHhdAuwa3YyyzLZkrnlRB264/Xnevr2ZHToaC7vejkRnmfZR/JcWM3w5bWO3+drP4VeV9TrtuySSu79eA2uO7dwa9VRIuJ3oFVUoPfxwWPiRNzHjcO5V08MnTqh7FbY9BGsfsXRE9plrCM5ChsKwQPQjK7Y8vOpSkjAnJDg6KVMTKQqIYGqlBSoq1I/oPfzwykkEJOvAZNLCSYtBZMuHZO7DaVT4B/jeF8KHgDBsY4Pgc5nH0q0a3YSixLZkb2DnTk72Zm9k8TiRAAMykBPv56nJWOd3Frx+51olNaWeA0HntU07aLq758E0DTtldruae7Ea8eq7ynKTmm29hvDhp18SyHZVXnkVOU5juY8KrSz74vmonMmzKkzYS5BhDkHE+YchKfBA4PSNWtPkrKacc7fh0v2bpzz9qKvnlBr9oyg0rcXZt/umH2iqfKMAN3ZCzO2NvrKfLwPL8AjYQl6SykWt86UhE+gJHwSVvc/TabW7JiKEnDJ3o1r1iZcs3eSNehflEZMPO0yk9FI14G96iw5YK+q4thH/6Pw449wsZrxvf46Ov/nP7X3FrRy6YUVjHrtN+4d05XHLu5x8oW9P8B3f4GrZkG/606cthUVkfXVF+TM/QxTQSlZ3hBQBJqCI/38SJ88AI9Bg4n0isLfxf+MYR6tvAJLejqp7mYSqjJOlExIKk6iwlqBj5MPt/S6hRt63IDN4sykt34nyMuFBfeNcNSjWjcDlj/l6I299jMwNP+KPIvdQnx+vKO47yllHpKLk6m0OTam9nP2Y0TwCEaEjGB40PBzXuDSIOYSmDvV8UFq4F/gwhfr1UtUabHx6pKDfLY+kdgAJ6ZHVuCy/ndKV606scm3zt0VJ08zzq7Fjl7KS/6BzeJEVaIjwTJXH+3FJz94KqMRU2QEpsgoTJGRGMPDUMYaJtNrYM3NOS1RsxWcLJiMXofJ3x2TF5icijA5F+HkYUVntIOLL3iFgU84eIU7pkK4+Ts+JNSh2FLG4dJkDpUkc7AkiaMlaZg1xzB2gMmL7h4RdPeIoIt7CCbVNn+XW5sSs5Vyc+3J9+Apf8HNo3nn5LW2xOsa4GJN0+6q/v5WYKimaQ/Udk9zJ16LLulDzFHZ5kK0LIuTCz6jhuM+ahRuo0ZhCnPMZ9I0jZIlS8h+400saWlsD+rJ2DeeJySu/nXDWqu/zt3KjuQC1j8x4WSlc7sdPhoNlnK4f8sZVdPtVVUU/riYlO++JCvCky0jfNmvzyahOIGSqpJ6PVehCHYPJtIrkijPKEI9QlmXto41aWtwN7rjr43jwMFYFv/tYnoFecDvr8Pql6H3lY6EsAGFbhsqrTTtxJDhpoxNJ8oz6JWeEPcQR3FfL0dphr7+fenu273xPdPnwlLp+DdZN8ORhEz9ACLrt8/o8v1ZPPrdLixWOy9e2YcrevpTuXUd5h/foXLfTsylbpiLnbGXV552n6FTJ0xRUSeGg02RkZiiojAGB5/zogZbYeGZvWaJCVQlJqFZZO/J9sjwzWyi+9d/T9xz0doSr2uBi/6UeA3RNO3vf7rubuBugPDw8IFJSUnNFtOyz16kND2h2dpvDIXCQ+eKt94do2o9q6XqoqGj3D0cq6njrPIxmvPxzd6IX/YmnMy5AJid/CjxiqHUK5pSz2gsTrVP/I9PzqFw42bGFh/DLT/b0WZEOO4jR1Gxby+Vu3ZjjujCcyETuXzaVP4ysmUroDeV1YeyuePTLbx74wAu63/KBPWDP8O8m+DymRB3a73a0jSNAnPBGds+ncqgDIS4hxDmGVZjDakDeQd4ef1MduStwaCM3NjzWm7Pz6Pzxo+h/01wxcxzKv1Rl5KqErZnbWdDxgbWpa07MTQV5BbEiOARDAseRox3DGEeYRibMeE7Z8kbYcG9UJAIw++H8U+B8ew7UWQUVfCPr3ZQnryNh4IPML7sJ1RVuWMBy+h/oRldsKanY05IxODrgykiotYSFs1Bs9mwpKc7EjDz6Qkg5lIoyTxR0qax8i1lpJsLsFN3sVpxUmaxmeS8cgrLq7BX5zLORj3eriZ8XA04G2vvPZz4t1fw9Kl7lXpjtbbEq9UNNQrRZOx2x5w2N/8GFWPVNI2nF+3j8w2JPNHPjevsaZSuXUP55i3oPTxwv+8BrjjsRaC3CwvvG9lutmKx2zXGTF9FiLcL8+4+ZeslTYNZ46AsD/6+DQznp+p7qdnKRW/9gcE5mxG9/mBJxhrsmkZ3gyeDY65gSNBQ4jrF4WnyPOdnlFnK2Ja1ja2ZW9mcuZkD+Qewa3ac9c4M7DyQUcGjGBEygijPqLazKs5cCiuegS2zwb87XP6uY25UTcOxmuZYubx/Idr+RajCZCyans3GgYRf91/CYmLPf/yiTdA0jeX7s3h7xWH2ZxQT4efK+B6BDIzwYWCED0FerWfxQmtLvAw4JtdPANJwTK6/SdO0fbXdI4mX6Ajsdo0nftjN/K2pPHZxd+4b2w2tqgr0ep796QBzNyax8L6R9A9r4rppLeyD1Ud5belBVjx8Ad0CT1kheHgFfHk1XPIGDL7rvMTyzKK9LN24k5/7/I7/4W9Jc/fhx/9n777jo6rSx49/zpT0QjolIY3QEiBUQaVIUUAEu9i3uPa2TUHXurZd/e5Pd9VdcS2sDSsqKiCiUqSDlAABAklIIL23STIz5/fHHTBiqJnUed6v17xm5s6dc8+ZhPDMuc99zoBJbLQ42Vq4jQZnAyZlon9of0Z1H8XUuKkkhyeftF2H08Gyg8t4Z9c77CjegUM7sJgsDA4fzKgexrJagyMGd/5K7hnLjSs+q4wyEngFgF+okR/lFwY+QZCz9pBANQAAIABJREFUESpzwWSFxPNg4Cw2eo/hlo8PYHc4efna4ZybFN6+4xAditaab9MLef6bfew4VEFsmB/3TEpi5pCeHfZLaIcKvACUUtOB5zHKSbyutX7yRPtL4CU8hcOp+cMHW/ls62EemjGQ354bz/bccma99AM3jI7lsVmdP6/rWMXV9Zz99LdcNrwXT1/apEyE1vD6VOMq0OE3wtDrjPIBZ8rRCJWHwDfEKEFwzGzS5n05rJ7/MLd5fYWXchrL44z7k7E/UO+oZ3vRdjbmG4u/byvaRqOzkSERQ7h2wLVMjp38i+rojc5Gvtj/Ba+nvU5WZRZxQXFMiZ3CqB6jGBIxpGuWF6grh12fQnWRsYRXbQnUlroelxo/w4EXQ7+pRz9bgJzSWm6av4mMomoevWgg14+Ja78xiA5j9b5inl2azrbcCmJCfbl7YhKXDO3VYQOuIzpc4HW6JPASnsTucHLnuz+yZGc+j89K5oNNORRU1rP8j+MJ8umAOT5u8OjnO/nf2iyW3juOpKgms17FGbDsYdi3FJx2o87b0Gsh5bLjX96vtRFgFewyCuEW7DQeF+8F14oCWP0gIAoCe0Bgd+y+YVRs/ogwXYZ9wCVYpjwCoSfOo6tuqOaz/Z/x7u53OVh1kEjfSK7sdyVX9LsCP4sfCzMW8kbaG+TV5NE/tD+/G/Q7JvWe1O5LIHVk1fV27nnvR5anF3LDmFgenjGww/8HK1pHdkkNf/1iN9/sLqBXN1/untSHS4dFY+0kvw8SeAnRyTTYndz69ma+TTcS7X+RfN7FlNY0MP7Z7xgRG/LzgqpHVBfC9g+M4qVFu8HiY5R18A50LY5e9vOZlaZ164KijQrzkQONore2CiMxuioPqgqgKo+G8sNstffGa9oTpI45vbpoTu1k9aHVvLv7XX44/ANWk5UAawBl9WWkRqTyu8G/Y2yvsZ0nX6udOZyavy9J55WVBzi3TzgvXTOMYL+u+YVD/FJNvZ0Xv8vgtVWZWMyKOyf24bfnxuNt6VxfWCTwEqITsjU6uHfBVrytJp6/KrXL/8c9b+V+nvoqnbd/e9bxc3y0hsNbYOu7sOszo4bSkfwhvxDj3jfUWMInKtkofNnkdFZz3vghk8cW7WL2yBieuWzwCfc9mQMVB3hv93uU2Eq4uv/VjIga0eV/bq3lw005PLBwBzEhfjwyM5mxfcIxmeSz7Ai01tTbnTQ6nAR4W9zyO+50aj7deohnFqdTWFXPpUN7cf+0/kQFnfwK2Y5IAi8hRIdXb3cw6f9WEOBt4cu7x/60eHYr+t/aLB7+bCcXJEfx4jXDOs1pDE+xMauU29/ZQlFVPb1D/Zg9KoYrhscQEdjJL0LoJHYeruCttdnsKaiipt5OTb2D6no7NfV27E4jfvCymIgK8iYq0IeooCM3b1J6BTMiLuSkM1WFVTaWpuXz4eZctudWMCQ6mEdmJjOs94m/MHV0EngJITqFRdsOc9d7P/L3ywdz5YgTL4jdUm+ty+ahT9OYMjCKl64Z9lMBV9Gh1NsdLN1ZwDvrslmfWYrVrDg/uTvXntWbMQlhMqPoZnaHk693FfDmD1lsyCrF12pmeGwIAd4W/L0tBHib8Xc9tpoVxdUNFFTaKKi0UVhVT2FlPdWuqvG+VjOjE0IZ1zeC8X0jiA/3RylFfoWNJWl5fJWWz8asUrSGhAh/bh2fyOXDorvEzKYEXkKITkFrzaX/XsOhsjq+//ME/LxaZwmVd9cf5IGFO5g8IJKXrx0uQVcnkVFYxbvrc/h4Sy4VdY30DPZhdGIYYxLCGJMYRnRI+6yd2RWU1TSwYGMOb63N4nCFjegQX24cE8eVI2JOO8eu0tbIxsxSVu4tYsXeIrJKjOWgokN8CQvwZluOUXi2X1Qg0wZ1Z/qgHiRFBnSpIFoCLyFEp7E5u5TL/r2Weycnce/kvm5vf8GGg8z5ZAcT+0fy7+uGdbqkXWHkP365PY/l6QWsO1BKaY2xdm1MqC+j48MYERdy3KB9cHQwsWFtVwG/I2p0ONlbUMWO3Aq2H6og7VAFu/MqaXRozukTxo1j4pg0IMptp/sPltSyYl8RK/cWUVRVz+QBkUxN6UGfyJOv79lZSeAlhOhUbn9nM9+lF7HizxOIdGNy7Qcbc7jv4+1M6BfBf64bjo9Vgq7OzunU7C2sYt3+EtYeKGF9ZinltcdfY9FiUlw3Opa7JyUR6t82KyK0NVujg6KqetcpwPompwFt7C+uYXdeJQ12Y3miQB8Lg6ODGRzdjYtTe9Gve+BJWhenQgIvIUSnkl1Sw+R/rODSodH87fKWXWkIxinMV1Ye4G9L0hmbFMG86yXo6qqcTs3B0lrszl+ue9hg17y9PpsFGw7i723hrol9uGFMXKf6XXA4NYfK6thfXM3BktqjQVVBpY3CynoKqmzNBp5eZhMRgd7EhPoyOLobKb2CGdwrmNgwvy51iq+jkMBLCNHpPPHFLl77IZOv7h7LgB5nvjZiXYOD+z/ezufbDnPhoB7835VDOtV/tML99hZU8fRXu/luTxHRIb7cN7U/Fw3u0eECEK013+8pYkNWKQeKqjlQVEN2SS0Njp+CSotJERnoTWSQD5GB3kQduQ/+6QrDqEAfuvlZO9z4ujIJvIQQnU55bQPjn/2exAh/nrxk0BkFX7lltdzy1mZ25VXyp/P7cfuERPnPRxy1el8xT361m915lQzt3Y2nLx1E/+5nHuS7U2ZxDQ9/lsaqfcVYzYreoX4kRASQEO5PQoQ/CREBxIb5Ee7v3SWuAuxqJPASQnRKH23OZe4n22l0aAb1CuaKEdHMHNKTbn4nz81Zd6CE29/ZQqPdyQtXpzKxf1Qb9Fh0Ng6n5pMtuTyzOJ1KWyN3npfEbRMS2+1KV1ujg5e+y+CVFQfwtpj44/l9uXZ0rNSY62Qk8BJCdFplNQ18tvUQH27OZefhSrzMJqYkR3H5sGgSIwLwd9UV8raYUEqhteatddk8vmgXvcP8ePWGESRGdN2rp4R7lNY08NiinXy29TD9uwfy7OVDGBR9nPVAW8ny3QU8umgnOaV1XJzakwcuHEBkYOes3O7pJPASQnQJuw5X8uHmHD798RBlxyQQW0wKPy8zvl5mCirrmdQ/kv83O7XLLiwuWseyXQU8uHAHJTUN3DIugbsnJbV6TmBhlY0HPknjm90FJEUG8PisFMYkhrXqMUXrksBLCNGlNNidrNlfTHF1AzX19qPLmBiPHfTvHshvz42X3BdxRipqG3niy118uDmXxAh/Xpg9lJRerTP7tcm1LFKlrZF7J/flN+fES0HfLkACLyGEEOI0rdhbxJyPt1Na08DfLhvMxUN7ua1trTVvrsniyS93Ex3iy3+uH95hEvtFyx0v8JKQWgghhDiO8X0jWHTXuQyJ6ca972/lqa9243C2fMKitsHOve9v5bFFu5jQL4LP7jxXgi4PIYGXEEIIcQLhAd68c9NZ3DAmlnkrD/CrNzZQXttwxu1lFddw6ctr+HzbYf50fl/mXT+CYF/JQ/QUEngJIYQQJ2E1m3h8VgrPXDqIdQdKmPXSD+wtqDqtNurtDj7enMtFL64mv9LG/F+P4s6JSZKH6GGaX0FUCCGEEL8we1RvkqICufXtzVzy0g88MjOZyQOiTrjmY3ZJDe9uOMiHm3IprWlgUK9gXr52GDGhfm3Yc9FRSHK9EEIIcZryK2zc8vZmtuWUA5AQ7s+w2BCGu25xYf4s313AuxsOsmpfMWaTYvKASK45K5axfcJllssDyFWNQgghhBvZHU62HCxny8EyNmWVseVgGaU1Ru6X2aRwODU9g32YPao3V42MISpICqF6kuMFXnKqUQghhDgDFrOJUfGhjIoPhfFGeYisklo2Z5eRnlfJmMQwJvSLxCyzW6IJCbyEEEIIN1BKER/uT3y4f3t3RXRgclWjEEIIIUQbkcBLCCGEEKKNSOAlhBBCCNFGJPASQgghhGgjEngJIYQQQrSRTlPHSylVBGS38mHCgeJWPkZHJuP37PGDfAYyfhm/J48f5DNw5/hjtdYRx27sNIFXW1BKbWqu2JmnkPF79vhBPgMZv4zfk8cP8hm0xfjlVKMQQgghRBuRwEsIIYQQoo1I4PVz89q7A+1Mxi88/TOQ8Xs2Tx8/yGfQ6uOXHC8hhBBCiDYiM15CCCGEEG1EAi8hhBBCiDYigZeLUmqqUmqPUipDKTWnvfvT2pRSryulCpVSaU22hSqlliml9rnuQ9qzj61JKRWjlPpOKbVbKbVTKXWPa7tHfAZKKR+l1Aal1DbX+B9zbfeI8R+hlDIrpX5USn3heu5p489SSu1QSm1VSm1ybfOYz0Ap1U0p9ZFSKt31t2CMp4xfKdXP9XM/cqtUSt3rKeMHUEr93vX3L00p9Z7r72Krj18CL4w/vsBLwDRgIHC1Umpg+/aq1b0JTD1m2xxgudY6CVjuet5V2YE/aq0HAKOBO1w/c0/5DOqBiVrrIUAqMFUpNRrPGf8R9wC7mzz3tPEDnKe1Tm1Su8iTPoMXgCVa6/7AEIzfBY8Yv9Z6j+vnngoMB2qBhXjI+JVSvYC7gRFa6xTADMymDcYvgZdhFJChtT6gtW4AFgCz2rlPrUprvRIoPWbzLGC+6/F84OI27VQb0lrnaa23uB5XYfzB7YWHfAbaUO16anXdNB4yfgClVDRwIfDfJps9Zvwn4BGfgVIqCBgHvAagtW7QWpfjIeM/xiRgv9Y6G88avwXwVUpZAD/gMG0wfgm8DL2AnCbPc13bPE2U1joPjMAEiGzn/rQJpVQcMBRYjwd9Bq7TbFuBQmCZ1tqjxg88D9wHOJts86TxgxFsf62U2qyUutm1zVM+gwSgCHjDdbr5v0opfzxn/E3NBt5zPfaI8WutDwHPAQeBPKBCa/01bTB+CbwMqpltUmfDAyilAoCPgXu11pXt3Z+2pLV2uE4zRAOjlFIp7d2ntqKUmgEUaq03t3df2tk5WuthGGkWdyilxrV3h9qQBRgG/FtrPRSooYueVjsRpZQXMBP4sL370pZcuVuzgHigJ+CvlLquLY4tgZchF4hp8jwaY8rR0xQopXoAuO4L27k/rUopZcUIut7RWn/i2uxRnwGA6/TK9xg5f54y/nOAmUqpLIzUgolKqbfxnPEDoLU+7LovxMjvGYXnfAa5QK5rphfgI4xAzFPGf8Q0YIvWusD13FPGPxnI1FoXaa0bgU+As2mD8UvgZdgIJCml4l3R/2zg83buU3v4HLjR9fhG4LN27EurUkopjNyO3VrrfzR5ySM+A6VUhFKqm+uxL8YfoXQ8ZPxa67la62itdRzGv/dvtdbX4SHjB1BK+SulAo88Bs4H0vCQz0BrnQ/kKKX6uTZNAnbhIeNv4mp+Os0InjP+g8BopZSf6/+DSRi5vq0+fqlc76KUmo6R82EGXtdaP9nOXWpVSqn3gAlAOFAAPAJ8CnwA9Mb4pbxCa31sAn6XoJQ6F1gF7OCnHJ8HMPK8uvxnoJQajJE4asb4AvaB1vpxpVQYHjD+ppRSE4A/aa1neNL4lVIJGLNcYJx2e1dr/aSHfQapGBdXeAEHgF/j+veAZ4zfDyO/OUFrXeHa5kk//8eAqzCucv8RuAkIoJXHL4GXEEIIIUQbkVONQoguz1UotE4pVa2UKlBKvaGUClBKPecqlFjlKqJ5Q3v3VQjRtUngJYTwFBdprQMwEqhHAn/BuJLtIiAYI5/jBaXU2e3XRSFEV2dp7w4IIURb0lofUkotBlK01jOavLReKbUKGAOsaZ/eCSG6OpnxEkJ4FKVUDDAdI5m26XZfjJmwne3RLyGEZ5DkeiFEl+eq1xWOcfVSBfAlxlqddU32mQ9EAdO0/GEUQrQSOdUohPAUF2utv2nuBaXUs0AKxoLREnQJIVqNBF5CCI/mquUzDRjvactGCSHangReQgiPpZSaC1wDjNNal7R3f4QQXZ8k1wshPNlTGBWq97lqfFUrpR5o704JIbouSa4XQgghhGgjMuMlhBBCCNFGJPASQgghhGgjEngJIYQQQrQRCbyEEEIIIdpIpyknER4eruPi4tq7G0IIIYQQJ7V58+ZirXXEsds7TeAVFxfHpk2b2rsbQgghhBAnpZTKbm67nGoUQgghhGgjEngJIYQQQrQRCbyEEEIIIdpIp8nxEkIIIYTnaGxsJDc3F5vN1t5dOSEfHx+io6OxWq2ntL8EXkIInE7NE1/u5ooR0QzoEdTe3RFCCHJzcwkMDCQuLg6lVHt3p1laa0pKSsjNzSU+Pv6U3iOnGoUQ7Mqr5PUfMpm/Jqu9uyKEEADYbDbCwsI6bNAFoJQiLCzstGblJPASQrAhsxSAFXuL0Fq3c2+EEMLQkYOuI063jxJ4CSFYn1kCQF6FjYzC6nbujRBCdF0SeAnh4ZxOzYbMUsYkhAHGrJcQQggwm82kpqaSkpLCRRddRHl5eYvblMBLCA+XUVRNWW0jlwzrRWKEPyv3Fbd3l4QQokPw9fVl69atpKWlERoayksvvdTiNuWqRiE83PoDxmnG0fFh7M6r5N31B7E1OvCxmtu5Z0IIYXhs0U52Ha50a5sDewbxyEXJp7z/mDFj2L59e4uP67YZL6WUWSn1o1LqC9fzUKXUMqXUPtd9SJN95yqlMpRSe5RSF7irD0KI07c+s5TuQT7EhPoyvm8E9XYn613J9kIIIcDhcLB8+XJmzpzZ4rbcOeN1D7AbOFIEaA6wXGv9jFJqjuv5/UqpgcBsIBnoCXyjlOqrtXa4sS9CiFOgtWZ9ZilnJxqXbJ8VH4aXxcTKvUWM7xvR3t0TQgiA05qZcqe6ujpSU1PJyspi+PDhTJkypcVtumXGSykVDVwI/LfJ5lnAfNfj+cDFTbYv0FrXa60zgQxglDv6IYQ4PVkltRRV1TMqPhQAXy8zZ8WHSoK9EELwU45XdnY2DQ0NbsnxctepxueB+wBnk21RWus8ANd9pGt7LyCnyX65rm1CiDZ2JL/rrPiwo9vG940go7Caw+V17dUtIYToUIKDg/nnP//Jc889R2NjY4vaanHgpZSaARRqrTef6lua2dZsxUal1M1KqU1KqU1FRfINXAh325BZSniAF4kR/ke3jXOdYlwps15CCHHU0KFDGTJkCAsWLGhRO+7I8ToHmKmUmg74AEFKqbeBAqVUD611nlKqB1Do2j8XiGny/mjgcHMNa63nAfMARowYIeW0hXCz9ZmljIoP/Vnl5aTIALoH+bBibxGzR/Vux94JIUT7qq7+eUHpRYsWtbjNFs94aa3naq2jtdZxGEnz32qtrwM+B2507XYj8Jnr8efAbKWUt1IqHkgCNrS0H0KI05NTWsuh8rqfnWYEY/mL8X0jWJ1RjN3hPM67hRBCnInWLKD6DDBFKbUPmOJ6jtZ6J/ABsAtYAtwhVzQK0faOrM94JLG+qXF9I6iy2dmW2/IqzUIIIX7i1gKqWuvvge9dj0uAScfZ70ngSXceWwhxetZnltDNz0q/qMBfvHZun3BMClbsKWJ47C8DMyGEEGdGlgwSwkNtyCxlZFwoJtMvr3cJ9rOSGtONFbJ8kBBCuJUEXkJ4oIJKG1kltZzVzGnGI8b1jWB7bjllNQ1t2DMhhOjaJPASwgMdWRLo2MT6psb1jUBrWJ0hs15CCOEuEngJ4YHWHyghwNvCgB6/zO86Ykh0N4J9rVLFXgjhscxmM6mpqQwZMoRhw4axZs2aFrfp1uR6IUTnsD6zlBFxIVjMx//uZTYpzk0KZ9W+IrTWP6v1JYQQnuDIkkEAS5cuZe7cuaxYsaJFbUrgJYSHKa6uJ6OwmsuGRZ903/FJEXy5PY89BVX07x7UBr0TQohmLJ4D+Tvc22b3QTDtmVPevbKykpCQkBYfVgIvITzMxhPU7zrW2L7hgFFWQgIvIYSnqaurIzU1FZvNRl5eHt9++22L25TASwgPsz6zFF+rmUG9gk+6b49gX/pFBbJyXxG3jE9sg94JIUQzTmNmyp2anmpcu3YtN9xwA2lpaS1KvZDkeiE8zPrMUobFdsPLcmr//M9NCmdjVhm2RllgQgjhucaMGUNxcTFFRS274EgCLyE8SEVtI+n5lScsI3GsMQlhNNid/HhQlg8SQniu9PR0HA4HYWGn/vezOXKqUQgPsjGrFK05YeHUY42MD8WkYN2BEsYktuwPjhBCdCZHcrwAtNbMnz8fs9ncojYl8BLCg2zKLsNqVgyJ6XbK7wn2tZLcM5i1B0r4fSv2TQghOhqHw/0pFnKqUQgPsi2nnIE9gvCxnt43tjGJYWw9WC55XkII0UISeAnhIRxOzY5DFac123XE6IRQGhxOtmSXtULPhBDCc0jgJYSH2F9UTXW9nSHRpx94jYz7Kc9LCCHEmZPASwgPsTXHuCoxtffpB16BPlYG9TLyvIQQQpw5CbyE8BDbcsoJ9LEQH+Z/Ru8fnRjG1pxy6hokz0sIIc5UiwMvpZSPUmqDUmqbUmqnUuox1/ZQpdQypdQ+131Ik/fMVUplKKX2KKUuaGkfhBAnty23nCHR3TCZzqzi8uiEMBodms2S5yWEEGfMHTNe9cBErfUQIBWYqpQaDcwBlmutk4DlrucopQYCs4FkYCrwslKqZUUxhBAnZGt0kJ5XxZCYky8TdDwj40Ixm5TkeQkhPEZ+fj6zZ88mMTGRgQMHMn36dPbu3duiNlsceGlDteup1XXTwCxgvmv7fOBi1+NZwAKtdb3WOhPIAEa1tB9CiOPbebgSu1OfUWL9EQHeFsnzEkJ4DK01l1xyCRMmTGD//v3s2rWLp556ioKCgha165YCqq4Zq81AH+AlrfV6pVSU1joPQGudp5SKdO3eC1jX5O25rm1CiFay7Uhi/RmUkmhqTGIYr648QG2DHT8vqb8shGgbf9vwN9JL093aZv/Q/tw/6v7jvv7dd99htVq59dZbj247UsW+JdySXK+1dmitU4FoYJRSKuUEuzeXYKKb3VGpm5VSm5RSm1q6KKUQnmxbbjk9gn2IDPJpUTujE8KwOzWbsiTPSwjRtaWlpTF8+HC3t+vWr6xa63Kl1PcYuVsFSqkertmuHkCha7dcIKbJ26KBw8dpbx4wD2DEiBHNBmdCiJPbmlPeotOMR4yIDcHiyvMa1zfCDT0TQoiTO9HMVGfjjqsaI5RS3VyPfYHJQDrwOXCja7cbgc9cjz8HZiulvJVS8UASsKGl/RBCNK+spoHsktozqt91LH9vC4OjJc9LCNH1JScns3nzZre3645TjT2A75RS24GNwDKt9RfAM8AUpdQ+YIrrOVrrncAHwC5gCXCH1loKAwnRSrblGvld7pjxAuN04/bcCmrq7W5pTwghOqKJEydSX1/Pq6++enTbxo0bWbFiRYvadcdVjdu11kO11oO11ila68dd20u01pO01kmu+9Im73lSa52ote6ntV7c0j4IIY5vW04FSsGg6DMvJdHUmMQwHE7NxqzSk+8shBCdlFKKhQsXsmzZMhITE0lOTubRRx+lZ8+eLWpXLksSoovblltOUmQAAd7u+ec+PDYEq1mx7kApE/pFnvwNQgjRSfXs2ZMPPvjArW3KkkFCdGFaa7a5KbH+CD8vC0Oiu0melxBCnAEJvITownLL6iipaWBIC+t3HWt0QhhphyqosjW6tV0hhOjqJPASogs7kljf0sKpxzqS5yX1vIQQ4vRI4CVEF7b1YDneFhP9uge6td1hvY/kecnpRiGEOB0SeAnRhW3LLSelVzBWs3v/qft6mRkaEyJ5XkIIcZok8BKii7I7nOw4VOHWxPqmRieEknaogkrJ8xJCiFMmgZcQXdTegmpsjU6GxLinftexRieE4dSwJVvyvIQQXZPZbCY1NZWUlBSuuOIKamtrW9ymBF5CdFGtlVh/xJG8sf1FNa3SvhBCtDdfX1+2bt1KWloaXl5e/Oc//2lxm1JAVYgualtOOd38rPQO9WuV9kP9vQj2tXKgqLpV2hdCiCPyn3qK+t3pbm3Te0B/uj/wwCnvP3bsWLZv397i48qMlxBd1FZX4VSlVKu0r5QiIcKfAzLjJYTo4ux2O4sXL2bQoEEtbktmvITogmob7OwtqOL85O6tepyE8ABWZxS16jGEEOJ0Zqbcqa6ujtTUVMCY8frtb3/b4jYl8BKiC9qRW4FTQ2orJdYfkRDhz8dbcqmut7ttLUghhOgojuR4uZOcahSiCzqSWN9apSSOSIzwByBTTjcKIcQpkcBLiC5oW04FMaG+hAV4t+pxEiICADhQLAn2QghxKiTwEqIL2pZbzuBWnu0CiA3zw6SkpIQQomuqrnb/l0oJvIToYmrq7eSW1TGwR1CrH8vbYiY6xE9KSgghxClqceCllIpRSn2nlNqtlNqplLrHtT1UKbVMKbXPdR/S5D1zlVIZSqk9SqkLWtoHIcRP9ruCoD6RAaf+Jocd1r8CORtP+3hSUkIIIU6dO2a87MAftdYDgNHAHUqpgcAcYLnWOglY7nqO67XZQDIwFXhZKWV2Qz+EEMC+AiPwSjrVwMteDx/9ChbfB69Nhrcvh0ObT/l48eH+ZBbX4HTqM+itEEIcn9Yd/+/K6faxxYGX1jpPa73F9bgK2A30AmYB8127zQcudj2eBSzQWtdrrTOBDGBUS/shhDDsK6zGy2w6tYr1DbXw3tWwexFM+StMfhQObYJXJxrb805epTkhIoC6RgcFVbYW910IIY7w8fGhpKSkQwdfWmtKSkrw8fE55fe4tfCOUioOGAqsB6K01nmujuUppSJdu/UC1jV5W65rmxDCDTIKq0iI8MdiPsn3KlsFvHsV5KyHmS/CsOuN7SN+CxtegTX/glfGwoCLYOJDENGv2WYSw42SEgeKaugR7OvOoQghPFh0dDS5ubkUFXXsIs0+Pj5ER0ef8v5uC7yUUgHAx8C9WuvKEyxT0twLzYazSqmbgZsBevfu7Y5uCtHl7S2oZnD0SQqn1pR0ksXUAAAgAElEQVTA25dCQRpc9hqkXPrTaz5BMO7PMPJ3sO7fsO5lyFwJt6+DoJ6/aOpoSYmias7pE+7OoQghPJjVaiU+Pr69u+F2brmqUSllxQi63tFaf+LaXKCU6uF6vQdQ6NqeC8Q0eXs0cLi5drXW87TWI7TWIyIiItzRVSG6tLoGBzlltSRFBh5/p8o8eHM6FKXD7Hd/HnQ15dsNzpsLN38Pjkb47E5oZso/Ksgbfy+zlJQQQohT4I6rGhXwGrBba/2PJi99Dtzoenwj8FmT7bOVUt5KqXggCdjQ0n4IIYwrGrWGpKjjJNaX58AbU6EiF679CPqewkXFYYkw5XHYvxw2vf6Ll5VSxEf4c6BYAi8hhDgZd8x4nQNcD0xUSm113aYDzwBTlFL7gCmu52itdwIfALuAJcAdWmuHG/ohhMfLKDzJFY1f/sE4zXjDZxA/9tQbHnkTJJwHXz8EpQd+8XJCeIDU8hJCiFPgjqsaV2utldZ6sNY61XX7SmtdorWepLVOct2XNnnPk1rrRK11P6314pb2QQhh2FdYhcWkiA3zb+bFb2Df1zDhfogecXoNKwWzXgKTBRbeBs6ff1dKiPDnUHkdtkb5DiWEECcileuF6EL2FVQTF+6Pl+WYf9oOOyx9AEITYNQtZ9Z4cC+Y/nfIWQdrX/zZSwkRAWgNWSVyulEIIU5EAi8hupCMwurmTzNufgOK98D5T4DF68wPMPgq6D8Dvn0CCnYd3ZzQpKSEEEKI45PAS4guot7uIKuk5peBV10ZfPckxI+DftNbdhCl4KIXwDsIFt4C9gbAONUISJ6XEEKchAReQnQRmcU1ODX0iTqmlMSKvxvFUi942gicWso/3Ai+8rfDymcB8POy0CPYR2a8hBDiJCTwEqKLaHaNxuJ9sGEeDLsBuqe472ADZsDg2bDq/yB/B2Cs2bhfSkoIIcQJSeAlRBexr7AakzICoKO+/gtYfOG8v7j/gNOeAa8AY0YN43RjZlF1h15XTQgh2psEXkJ0ERmFVcSG+eNjNbs2LIe9S2DcnyCgFVZ+8A2BUb8zFtgu2kNCeACVNjslNQ3uP5YQQnQREngJ0UXsK6imz5HTjA47LH0QQuJg9G2td9DRt4HVF1b/vyYJ9nK6UQghjkcCLyG6gEaHk8ziJlc0bnkTinbDlL+Cxbv1DuwfDsN/Bds/oK+XUSNZrmwUQojjk8BLiC4gu6QGu1PTNyoQ6qvgu6cg9lwYcFHrH/zsu8BkpnvaK3hZTLJmoxBCnIAEXkJ0AUeuaOwTGQBrX4baEmNha3eUjziZoJ6Qeg2mrW8zPMQmM15CCHECEngJ0QXsK6xGKUj0r4c1/zKqy0cPb7sOnHMPOO38xvyl5HgJIcQJSOAlRBewr7CamBA/fNe/AA3VMPGh03q/vayMnFtvo/Ttd86sHERoAqRczvjKL6gsLaDR4Tz9NoQQwgNY2rsDQoiW21dQxajQOtjwKgyZDZH9T/m9zro6cm+9jbpt26j+/ntqVq2ix9NPYQkNPb1OjP0DXjs+4HrTYg6WXkhiRDNrRnYRpTUNfLO7gBV7iwj182JEXAgj40Lp2c23vbsmhOjgJPASopOzO5wcKKrhaa/3QTthwtxTep/WmgOlGeTf+0dCtu/j+UutdK/z4oplKymePpmKP99I/JSLiQmMwaROYXI8cgDlsRfwq6ylbD5c0OUCr9yyWr7eWcDSnflszCrFqSEqyJtqm5231mUD0KubLyPjQhgRF8q4pAh6h/m1c6+FEB2NBF5CdHIHS2vp6TzEkKJFMPK3EBJ73H3tTjtrDq9hZe5KVueuYuonOVywRbNoVhR9L5lBVWMV8/pvYeZb+4l+8D8s+PwVPp8cyIheo7ln2D0kdEs4YV8s4/5EQPZS/La9CUP+6uaRto8duRXMXbidtEOVAPSLCuSO8/pwQXJ3knsG4XBq0vOr2JhVyqasMn7YX8KnWw9jNSvun9qf35wTj8nUBhc5CCE6BdVZlvcYMWKE3rRpU3t3Q4gOZ+nOfOoX/IoLvbdivnc7BEQ2u191QzX3fn8v6/PW42vx5ZYdUZz9aQbeN1xFwgOP/mzf+upKDjz5MCxcSllsKM9eaCezWz1X9L2C21NvJ8Qn5Lj9WfvoOFLMBwmcs9sortqJVdkamf7PVTTYnfzmnHjOT+7+8yWZmqG1Jruklie/2s2yXQVM6BfBc1cMITygFeupCSE6HKXUZq31iGO3uyW5Xin1ulKqUCmV1mRbqFJqmVJqn+s+pMlrc5VSGUqpPUqpC9zRByE8VfmBzcw0r8Ux6tbjBl2FtYX8asmv2Jy/mYdGP8TigLmc/WkGQdOnEz/n4V/s7x0QxICnnyf6pRcJL3fw9BuN/KFoOB/u/ZALP7mQ+Tvn0+hobPZYi0OvJdBRBlv+59ZxtodHPt/JobI6Xr52GLeMTzxp0AWglCIu3J951w/n8VnJrNlfwrQXVrF6X3Eb9FgI0dG566rGN4Gpx2ybAyzXWicBy13PUUoNBGYDya73vKyUMrupH0J4nJT0f1KJP15j72n29QPlB7juq+vIqcrhpUkvcWFZbwr/8gh+I0fS45mnUabj/xkInDSJ+M8/wzc5mZGvruH9bWMZHpzCc5ueY9Zns/gm+xuc+udXMNb3HMOP9IfVz0Ojza1jbUufbzvMJ1sOcdfEJIbHnuaFBhgB2A1j4vjsjnMI9rVy/evreWZxulzxKYSHc0vgpbVeCZQes3kWMN/1eD5wcZPtC7TW9VrrTCADGOWOfgjhcQ6uI7lmHUuCZxuLVh9jS8EWrl98PY2N9byR9CgDVmaTe+ddeMfFEv3Si5i8vE56CGtUFL3ffIPw22/D+dVy7n35MK8mPoSXyYvff/97LvzkQl7d/ioFNQUAJET482zDpVB1GH58y+1DbguHyut4cOEOhvbuxl0T+7SorQE9glh057nMHtmb/6zYz+X/WcvKvUU4nJ0jzUMI4V5uy/FSSsUBX2itU1zPy7XW3Zq8Xqa1DlFKvQis01q/7dr+GrBYa/3RidqXHC8hjqE1+o1pFGXv5vVhC5kza9jRl5w1Nfyw9A1WLJ5HSr6FfocV1NQC4BUXR+/XX8Pas+dpH7JmzRoO3Xc/zqoqIh6cy9rhfnySsZCN+RsxKRPn9jqXRJ9J/HORmbTYFwmozYG7t4LVx23Dbm0Op+bqV9ex81AFi+8Z59YrE7/akceDC3dQVttI9yAfLhnWi8uGRf+0uLkQoss4Xo5Xe1zV2NzlPc1Gf0qpm4GbAXr37t2afRKi89m7FHVwLf+0/5pBPcOPbm7Iy2P35bMIL6niUgXWpFgCLhqO39Ch+A4dijUmBnWGSwn5n302CQs/4dB991H48KMMnTGD6U+8TG5DIQszFvJZxmesrFuJf1IADwalcNO+raRsfhM1+lZ3jbrV/WfFfjZklvJ/VwxxezmI6YN6MLF/JMt3F/LxllzmrTzAv7/fz5CYblw+rBczBvckxP/ks5BCiM6rNWe89gATtNZ5SqkewPda635KqbkAWuunXfstBR7VWq89Ufsy4yVEE402eHk0NXZFatGjLLhtHMNjQygryyftyln4F1Ty/a+HcMuv/4V/twi3H147HJTMm0fRC/8k/I47iLjrTsAoV7EiZxV3LXoFa2A6Thz0cmguGHQjFyRcyIDQAWcc9LWFbTnlXPbvNUxN6c6/rh7a6n0trLLx+dbDfLQ5l/T8KswmxZiEMKamdOf85CgiAzvPTKEQ4ueON+PVmoHXs0CJ1voZpdQcIFRrfZ9SKhl4FyOvqydG4n2S1tpxovYl8BKiiZXPwrdP8MWQl7lzfTe2PXI++8u3sff23zEo3ca+OZcz84bHTq3waQvk/v73VH/3PYlLl2CNijq6feJz3xMfaeKipHUs2TqP9X7+2HESGxTLBXEXMDNxJrFBx6831h5q6u3M+Ndq6hsdLL5nHMF+Vvc1rrWxlFNdGdRXQ3gSmK1NXtbsPFzJlzvyWJKWT2ZxDUrBiNgQpqb0YGpKd3pJVXwhOpVWDbyUUu8BE4BwoAB4BPgU+ADoDRwErtBal7r2fxD4DWAH7tVaLz7ZMSTwEsKlPAdeHAlJU/ij+hOrMgr49YX7KX/+RS5e68R5969Ivv3+NulKQ24uB6ZNJ+jCC+n5zNNHt9/93o+sO1DC+gcmoeZfRHnJXr6Z/hhLcpazMX8jTu1kWOQwLu5zMRfEXYCftf0rvM/9ZDsLNubw3u9GMzoh7MwbslXChldg/3dQW2IEW7Wl4GxSfsM3BPpNhwEzIfE8sPxU40trzd6CahanGUFYen4VYFy0cHZiGOckhjM6IUxOSQrRwbX6jFdrk8BLCJf3r4d9y+DOjVz4zlZK/N5kRFo6d3zpJOCKS4l+/Ik2PZ1X+NxzlPz3NeI++gjflGQA3lmfzYML0/juTxOIr/4R3rwQLngaxtxOQU0Biw4s4tOMT8muzMbX4sv5sedzSdIlDIsc1i6nIlfvK+a619Zzy/gE5k4bcGaNHAm41rwItnLoNQKCeoBvqBFo+YUaj81WIyjbsxjqK8ArEPpeAAMugqTzwevnQWhmcQ3f7Cpgzf5iNmSWUtPgQCkY0D2IsxPDmDaoO8N6h3ToU7hCeCIJvIToCvZ/C29dQvn4P/FRWA+e3/QqKYcbeXhBA/4jR9J73jyU1Y2nyE6Bo6qK/edfgHefPvT+33yUUmQUVjH5Hyv522WDuGpkb3hzBhTvhXu2Ha1mr7Vma9FWPs34lCWZS6i11xIfHM/sfrOZmTiTAK+2udKvtsHOBc+vxGIysfiesfhYT7OsoK0SNsyDtS8as1t9p8GE+6Hn0BO/z94AmSth92eQ/qUxOxbQHaY9AwMvhmYCqUaHk+25FazJKGbN/hI2Hyyjwe4kuWcQN4yJZeaQXvh6SVlEIToCCbyE6OzsDeyfN4a3LY184eeFzVFP2KFYXvikgIDwcOLeX4A5OLhdulb23nvkP/Y40S/+i8DJk9FaM/LJbxiXFME/rkqFrB/gzelwwVMw5o5fvL+2sZavs7/m/fT3SStJw8/ix8zEmVzd/+qTrg/ZUk98sYv/rs7k/ZtHc9bpnGJsqIH1/4E1/3IFXFNh/P3Qa9jJ33sshx2yVsE3j0DeNugzBS58DkLiTvi2mno7n249xFtrs0nPryLY18pVI2O47qxYWaBbiHYmgZcQnZRTO1l9aDVvr3mKtXWH8FYWZvSZRWLDuUT++a/EYKPPh+/jFRfXbn3UdjsHZl2MtjeSuGgRysuL29/ZzLacCn6YM9HYaf5FUJhuzHp5HT8o2FG0gwV7FrA4czGNzkbO6n4W1w28jvHR491+Om1bTjmXvPwDs0f15qlLBp3amxx2ozDs989Adb5xenDCHOg1vOUdctiN2bPvngSnw5g5G3PnzxLxm6O1ZkNmKf9bm82Snfk4tWZS/0j+MKUfA3sGtbxfQojTJoGXEJ1IbWMt6/LWserQKlblrqKgtoBIh5PZ1iguv+JjgpzefD1jNtH5B+j93/8SfPbo9u4y1StXknPzLUTNnUPojTfy5g+ZPLpoF6vvP4/oED/IXgtvTIXzn4Cz7zppe6W2Uj7Z9wkf7PmAvJo8zu11Lg+e9SDRgdFu6W+jw8lF/1pNWW0Dy/4wniCfk5yi1do4Jbj8MeO0acxZMPkxiB3jlv78TEUuLL4f0r+AyIEw43nofdYpvTW/wsa7Gw4yf00WlbZGLkntxR/O72v8DIQQbUYCLyE6uIOVB1mZu5KVuSvZVLCJRmcj/lZ/xvQYw5SCTKbsW4P1jnXogGi2//oWLJvXk3n7XGbcfX17dx0wZl1ybvoddWlp9Fm6hL11Jqa9sIp/XDmES4e5gqX/zYKCnXDnJvDtduIGXexOO++lv8eLP76IUzu5dcit3JB8A1ZTy3LZXvx2H899vZdXbxjBlIFRJ9754DpY9jDkrIfwvjDpEeh/YbN5WG6V/iV8dR9U5kL0KBh6LSRfCj4nn8WqqG3k3yv288YPmWgNN4yJ5Y7z+sjVkEK0EQm8hOiA8qrzWJK1hMWZi9lduhuAhOAExvYay7jocQyNHIo1Z4ORHzXuPvT4ORz+831UfvUVb4yezeOv/uX0k8FbkW3PXjIvuYSQ664lcs5chv51GVOTu/O3ywcbOxzaAq9NgcRJcPUCOMEC3cfKr8nn6fVP823Ot/Tp1odHxjxCamTqGfUzo7Ca6S+sYkpyFC9dc4KcrIZaWHI/bPmfkfh+3lxIvQ7MbbjoR301bHodtr4DRelg8YWBs4wgLPbck36Gh8vr+H/L9vLxllz8vS3cNiGR35wT36F+b4ToiiTwEqKDKLWV8nXW1yzOXMyWwi0ADAofxNS4qZzX+zxiAmN+2rnyMLx+gbEu4+3ryX/mOcrfW8BryReS8oc7+NU58e00iuPLe/gRyj/5hITPP+eOlUXsL6zi2z+d99MOG/+LWvxnGHcfTHzwlNrUWh/N7/ru4Hc8teEp8mvyuSzpMn4//PcEe5/6RQVOp+aqeWvZW1DNN38YT0Sgd/M7FuyCj34NRXvgnHtg/H3g5X/Kx3E7reHQZvjxbUj7GOoroVss9B4NfuFGuQr/cOOxfzj4hRk3n25gMrEnv4q/L0lneXohSZEB/OPKVAZFt8/FGEJ4Agm8hGhHWms25G/gnd3vsDJ3JQ7tIDE4kekJ05kWN42YoJhfvqmmGN6YBpV5cOPnFH6wkpJXXuGHkdN5pf80Vt13XoectbAXF7P//Atw1tYedx+TtxmzuR5TVG/MEdGYg4MwBQSi7XYclRU4KypxVFUdfaydTiwREVgjI7FERUFEKBvsGSyv24o9JIArRv+O8YNmYgkJQZlP/Jm8tTaLhz7byXNXDOHy4c3ki2kNm9+EJXPAOwgufQUSJ7bsQ3G3hloj/2vbAijZBzUl0FjT/L7K/FMQ5h9OoTOQ1w715v26kfx64hBuPy8Rq7l1VzgQwhNJ4CVEO6htrOWLA1/wXvp7ZJRn0M27G5ckXcKF8RfSN6Tv8a/Sqys3rgIs3gfXf0LJN+kUPvssjdNmMtNrLH+ZMZCbxrZumYWWqP3xR2rWrKGg0sa76w8yfVAP+nUPNF50OHBUlOP8cSGOymocYYNx1jbiqKpCWa2YAwMxBQdhDgwyArKgIJTJhL2wkMaCQuyFhdgLCnDWNBNomEyYQ0OxhIVhDg3B3K0b5uBg1303qr39eOjbHLrH9eSJX43FEh6OyafJeoh15bDoHtj1qRFsXfIKBES2zYfWUo11Ri2w2hIjaP/Z42LXfamRuF9xkAblzRf2kWwJmc6vrr2ePlFy9aMQ7iSBlxBtKKcqh/fT3+eTjE+oaqhiQOgArhlwDdPip+FtPs6prSMaauCtS4x8qKsXUL69krwHHyRw6lQeSL6SXQXVrLpvYqcolGl3OEl9fBkXD+3JExcfU66hIhfmTQCfYPjdt8b9aXBU12AvLKChqJCV2z/nh51fEVStGeMzgHhnKM6ychzl5TgqKnBUVICj+eVgTf7+mMPDsAT4YLHtw2qtxjrsfKznXoO1VzTWXj0xB7RNMdc2obXxu7X1bRq3foDVXk2ujqAo8TKGzLgNU2hce/dQiC5BAi8hWllBTQFfZ3/NkqwlbC/ajlmZmRw7mWv6X8PQyKGnVoPKXg/vXgWZK+CKN6mp7M7Bm27Cf9Qoih54msv+u5G50/pzy/jE1h+Qm9z4+gYOl9ex7A/jf/li1g/wv5lGwdDZ755Wsv2x8qrzeHL9k6zIXcGA0AE8cvYjJIcZSxhpp5OighKu+PtSpvX25Y7UUBwlJdiLS7AXFeDYvRp7bgaNNm/sdRZ0o/1nbZu7dcNn4EB8kpPxSUnBNyUZS8+enX+ZnsY6KrZ8wqHvXmWg7UcAGnqNwWv4NUYC/2kGw0KIn0jgJUQrKK4rZln2MpZkLuHHwh/RaPqF9GNq/FRmJMygu3/3U2/MYYcPbzRyd2a9TEPIOWReNRtLeDhxC97jtx/tZntuBavuOw9/7za8qq6FXv4+g78v2cPmv0wmLKCZ2b71r8Di+2D8HOOqwRbQWrMsexnPbHiGUlspNw26iVsG34LVbOXZpem8/P1+lv1+PH0iXTNY2Wvh8zuhJAOG3QBT/or2DsJeXIz98GEaXbf6rCxsu3ZRv3cf2I2gzBwSgk9yMt59+uAVF4tXXBxesbFYoqJQJwggtdbo+nocFZU4qypxVBo3Z2Ul2uHE5OuDydcX5eOLydcH5eODOTDwpO229HNbtGIdB759nUtMq4nlMFh8oN80GDwb+kw6aRFX0Tk5nBpbo4O6Rgc19XbyK2zkVdg4VF5HXkUdeeU2DlfYsDUaa4SalMLkuldKYTEpgn2tdPOzEuLnRYiflWDXfXiANxGB3kQGehPi54XJ1Mm/qJym4wVeneevtxDtzGa3sadsD7tKdrGzeCc7S3ZyoOIATu0kMTiR21JvY2rcVOKDz+BKQ3s9fH6XEXRN+zuOxIvIuWo2Sili/v0yO8odfL+niPum9utUQRfAWfGhAGzMKmVqSo9f7jDqZji8FVY8Y1yNN+I3YDqz06hKKc6PO5/RPUfztw1/45Xtr7AidwUPjHyM/63JYVpKdyPoqq+G5Y8bVeK7xcD1n0KiceWlAqyRkVgjI/FN/Xm5Cmd9PfV79mDbuZO6tDRsO3dRu3Ejur7+pz74+ODVuzfmsFC0rR6nzYaurcVps+Gsq8NZVweNjac9NpOfH95JSXj364d337749OuLd9++blkmSinFzAlj2DsghZve3ox/yTYe7r6DoZnfonYuNK6UHHwlpF4L3VNafDzhfg6npqS6nsKqegqrbBRV1VNa00h5XQPlNY2U1TZQXtdIeW0DVTY7dY0OahscNNidx20z2NdKj2AfenbzJcDbglNrtAan1q6bUYi4oq6RQ+V1lLuO0dx8jsWkiAj8KRAL8/cmPNCL8ADvJjcv/LwteFtM+FjNeFtMWEyq888sH0NmvESnZXfayavJo8xWRnl9OaW2UspsZZTVl1FZX4mvxZcQnxBCfEII9Q49+jjQKxCryXr0ZjFZUEqhtaayoZL8mvyfbrX55NXkkVGWQUZ5Bg5t5AmF+oSSHJbMoIhBTO49maSQpDMfyN6lxhV0pQdg4kPos+8l5+ZbqNm4kdjXX8Nv5Eh+++ZGNh8sY/X9EwnoZIFXg93J4MeWcvWo3jxyUXLzOzXWwbtXGotGR6XA+X91y5WEyw8u5/G1j1Nuq6SucDIfzp7DkIbtsOhuKM8xgr5JD4P3medwaacTe0EBDdnZNGRl05CVRUN2No6yMkx+rpkrHx+Urw8mXz9jRiswCHNQIOagIONxcBCmwECUxYKzrg5ts+Gss+Gsq0XbbDjKK6jPyKB+zx7q9+41ctZcrD174pOSYtySB+KbnIy526kVp21OXYODRz/fyfubchgTG8RLZ5USmvExpH8FzkbokQpDr4OUy4wSFqLNldU0sGZ/CaszitlxqJyCynpKqutxNvPfuZfFRIhrNirY17gP9LHg52XGx8uMn9WCr5cJX6sZXy8LUUHe9Aj2pWc3H/y8Tv9vjdOpqbQ1UlbbSHF1PYWVRiBYWPXT46KqekpqGiitacDRXKebMCnwtpixmhUmkzo646aazLyZlMJk+unxkZk5i0nhbTXjYzH97N7bYuKhGQMJ9m3dWVw51Sg6Na01udW5pBWnHb3tKtmFzWH7xb5Wk5Vg72BqG2uptR+/pMGx71EoGpwNP9tuURYi/SKJC44jOSyZ5PBkksOSifKLavm3sJL9sGQu7FsKYUkw7W/QZxL5f32CsnfeoceTT9DtsstIO1TBjH+t5o9T+nLXpBYEeO3omlfXUV7byFf3jD3+TlrDzoXwzaNQnm3kfZ3/V4gc0KJjH64sYvrbd+PwT2OwtvJkbjZxwXEw88XWWe6nlWmtsRcWUr93L7b0dOp376YubSeNBw8e3ccaE4NP//5YY2KwRvfCKybm6IUCJu+TXNzh8umPh3hg4Q68LSb+cWUq58WYYceHsPVtyN8BZi+jev+AmRAzCoJ6tX4lfw9la3SwKauM1RnFrM4oYufhSrSGQG8LQ2ND6BnsQ2SgNxFBxn2ka2YpzN8bH6upw84YOZ2astoGSmoa+P/s3Xd4XNWZ+PHvma4yM+rdstyw5SobYyAYQnElEEpCSQMSfmGzy6Yt2QRIdpOQEBLCsgE2DUiIk01CWFJoMQZMDabZYIPkJnerd81Imnrn/P64I1m2ZUu2RsWa9/M897l3bjn3nJE0euecc89p8Ydo6Q4TDBsEowahSIxQ1CAYX0cMjY7XsvXWtsViGiNeC6f71cL11shFDE0oGiMUMQjG172v//7lc8lIHdlZHCTwGmtaQ8P7UP0coMBTBO7CQ2uXxzzHV2tOJNy01RylummrWRPiygBvifnh5i2Or0vMa90FkJZ70s0z41FPpIfKlko2N29mc9NmPmj5gI5QBwAOi4Py7HLm5cxjRuYMsl3Zh2q2XFmk2lL7PmhCRsisBYvXhLUH2+mOdBOJRYgYEXMdixA2wsR0jJyUHArSCvqWbFc21kS/r+FuePUeeON/zH9eH/4GnPkFsDlo+8MfaLzje2R97nPkf/3f2d3cxZf++B4H2np4/dYLB59PcJy674VqfrJ+J5v/YwXe1EHKEA2ZTYCv/BjCfrPv1Ye/Yf6un+g/kPb9bHniJxTtfZx30qPcmZND0GrlwkkXsnraJSwtXorDOjGm0DE6Owlu3Wo2gVZWEdq5k0htLTp8xJeJvDxsubnmk5zZOdiys7HlZGPNysaSloaORPqW5jY/f3pzLy3t3SyYlMFFcwpIdzlQXfVQ+w7UbkQHe4hFLcQsbmLOfGK2TGIWN9qWhtUbH9Ijw3vY0B7KMfB7rqxWLL3Df3g8g47JNlFprdnZ2MWrO5t5tbqZt/e2EYrGsFsVC0szWTo9h6Uzcog5Pb0AACAASURBVJhf7MUmY7CNWxJ4jYWYAQfegG1Pm3OudR449rmOdFAWczTqXun5kDsLsqdB0GcGZZ214K+D2OFPXaEsZvCVnm8unkLImWnWFuSVn9w/rWMIRoM09TTR1NNEV6QLi7KgUOZamWsLFjSamI71Lb2vj8Uf9vNBywdsbtrMzvadfc1607zTmJ87n7k5c5mXM4/pmdOHPU/fiDKi4K+H7mYItEFPOwTa49ttZj8uXy3Mv8acZNlj9nvq3rCBA5+/ifRzz6XwgQd45I0D3PPcDpw2Cz++agEr55xAR/1x5s09rVz74Jv86vrFXFQ+yLyIvXra4JUfwTsPm7/v9jTzver7wlJgblts5pcWHQNtxNcx2L8BvXMdMRTvOs/kjKu+RlPBXB6sfJjn9j1He6gdt8PNstJlrJ6ymiUFSxIfZI8xHYsRbW4mUlNDpKaGcE0Nkdo6os3NRFtbMFpaiba19T0wMCwKLHawWA0s9hhKgRFzYoQUOjzwUB7HT09h8XjMoM2bYT5w4HRgcbpQTmd824k1IxPH5FIc+ek4M61Ywi3m31dXk5mO1W7+jlhs5pdTi80cGDc93/wd6v3MtI1tAN7aFeIfu1p4rbqF16qbafSZ/QZn5KVz7oxczp2Rw5IpWadcH89kNu4CL6XUKuA+wAo8rLX+4fHOH9eBVywG3U1mUOSrMdeNVbBzrTmAodVp9lcpvwROWwX2VPMfs7/eHJXcX2euY1HInQl5s81g6Vj9J2KG+U+9NwjzN0BXY3zdBF0N5rGelkPXOL3xIGwWZE83pxrJnAyZZUc9Mh6MBjnoP8h+3372+/Zz0H+Qhu4GGnsaaeppwhf2MVJSbCnMz51PRW4FFXkVzMuZd0LTwYyaYCe6oYrYwQ/QrfvRbTXo9lp0Rz3a34w2NLGowohYiEUUsfjaiLnMGoHsecRIJdbTYy7d3URqanCUlmI88BBf//su3jvQwbLyfH5wxVzyPK7B8zSOBSMG87/zHDecU8btF59g02HrbvOLi7/enEKp92/H3wBG+NjXpeVRVXgZn6+cx12fu5gPn5bbdygSi/BW/Vus3buW9QfW0x3pJtuVzSVTL+GamdcMPJPABKVjMWI+H9HWVmI9AZTDgbLbUQ67ubbbUTYbe5q7+dHft/L2nlZm5qVx64oZzC/2oBwOLKmpZjCklDlQa81GqHnbXNe+SyzgxwhbMFQGhnsWuLLB5jQXq8N8gtLmRBvaHHutowPD5zeXrgBGd4hY2EBHY+hojFhUo+OLEdLQ79+YLcXA4Y7iyNDY0zT2lCj2lDC2lCj2FAN1rNg6JctsTShaCMWnQ9Ei87N4hOblDEdjbNrfzmvVzbxW3UJlXSdaQ0aqnXOm5/DhGbksnZFDUUbKiNxfjLxxFXgppazATmA5UAO8A3xCa731WNeMq8Ar0G52NN32FDRVxYOmI55Scnlhxkoz2Jp20bA675607hZo2naoybJpOzRvg0A7EeCg3cYBm539qW4OpHrY73Sx3wKNET+63ydZliuLwrRC8lLzyEvNIz81v2/b4/AcVrPVf7u3Fqz/olDmY2MDcFqclHnLsFnG0Te6QAd0HoTmHcQOvk9wyyYC2/cSqO0h0OogGjixGhLldGJJSzu0pKYeWmdksK5iJXdt6iDVYeW7H53DRxdMgLGi4q7+xRuEjBhP3HxOYhKMxSDYYX4RURazRldZ+hbD6uKi/36NdJeNp/516THfx2A0yGu1r/HMnmd4+eDLxHSMpcVL+cSsT3BO8TlYlDTl9NJas7ayge8/vZW6ziBXLirm1lWzjv/FIGZAy06oecdcat81vzhGAmazuz5GbZgj3ayZcrrNxeY8VGPVrwYrZk0nEnQT6rIRbjMIN/oJ1TUTPlBDrN9DCAAohTU7C1t2Jrb0FKxpdqypCpsjhtUewqY6cUR34bC3mwGaLQUKF0DxIvOLa9Y0swUiPf+EWxB6mw837G7hH9UtvLGnlZ6wgc2iWFSaybkzcjj3tFzmFXuxjtawC5Gg+fnWvh869plf2I1wvxrk2KGaZKvDnKvUkR7/2aSbr50ec3aH9AKzsmCCfF4lwngLvM4GvqO1Xhl/fRuA1vquY10z0oHXjk3r6fL7iDnc6AFGFreE/Tjr38ZV+waOpvchFsVIzSWSPQsjJYdYai5GSjaxlByM1GxiDjfHjDBGQUxH8YU76Qi30RlqpyPcQWeojc5wB8099bQGm4n1C67SsVAUiVASCVFkaPLTS8nKP4uMyStxuQeYz24UWYLtqMjQOskPhYpFUJEAKtKNJWquVTSACvpQzbWolnp0WzO6s4NYdwQjZCHYaSPUYQdt/kytOW6sp01Hlc9He/PA7oR47QB2O9hsdFkctCsHbdhpjtlojFppCmq6ggMPJVDbEWBnYxcr5+Tzvcvnkuc+tWu5jnTPuh38/JXdbPn2ilF5MvOpLXV88Y/v8fNPLWL1vAGGsRhAY3cjj1c/zuM7H6cl0MIk9ySumXkNl0+/fHzWvI6RnnCU/3lxFw+9tgeAi+cVct3ZZSwqzTixLwpagxGBSI8ZiMWihwKtBDT7xrq7iTQ2EqmvJ9rQQKS+gUhDPUZzC9GOdoy2doy2tqOnn7JasOdm4My240jpwWFtwJkewOGJYHNqM/DImmoGYVnTzFaE3u148KG15kBbDxt2t/L6rhbe3NNKS5dZQzs5O5Xz4s2HZ0/Lxn2yfTe1NoPXkN/sphL0oYOd9ARa8PW0EA11xd/b7kPvcbjL7P7gqzVbavpRFhtubLjjX5rNLzNWc21EzT6Xx+kugsUeb7rNM5txvZMga4r5XmVOQbuLMbqDx53HdbTYi4pGvA/heAu8Pg6s0lr/v/jrzwBnaq3/9VjXjHTg9cRH5nHa7gT0cxATimGx0ON0Up+ezXuZM9iaNYUdmaV0nkQNZrrTRk66A7fLPuCXQrvVwvUfKuPS+YUTpparv9eqm/nMr97mt59bwnn9mv1Ggtaa1fe9RsSI8fxXP3zCAzdGjAgvHHiBR7c/yrtN72JVVqZmTKU8q9xcssuZlTWLNHvaCJXg1LC/tZvfbNjH4xtr8IeizCnycP3ZZXy0omhcTuB+LLFQCKOjwxwWZN8+Qnv3Et6zl/DevYT37z9snDarJxVnbgqOjBjOFD9OezMOTwiby+zXFrK5qbeVsCOcy+5wBg06k6Arn8JJU5k+bToLZ8+kJNtzKOiMBg8tkYA5xlyo0wymgr54UOVH+1uINtQRaW6mp6Wdg51dNHVH6Q4rglZF0KIIWM0laoWoBbpdis406EiDzjRz25cCepC/B4uy4HF48Dq95uLwkunKJNuVTbbDQ5YtleyohayOMN7OHtLa29AtTRhtTRhtbeY0Xf5uDH8AIxTDCFkwwhZikfFTezzj9X9gy84e0XuMt8DrKmDlEYHXEq31F4847ybgJoDS0tLT9+/fP2J5evpn3yBwsBqLEcKqI1iMEJZYGGssjIoZBFLy6E4tIew4NcatUUrhtKThsqbhsqRht7hO+JtoSrCRjM4qMjsqSQ00oJUVn2cGLZkL6fCWoxPQwd0W8eHp2oe7aw/pXftICTbR22Ej5MiiO62E7tQSotbE/YPTFguGxUnM4sSwOuJrJ4bVRcSbS9TtxfB4ibq9aNfJ96/wptjJcTvJTnOQ63aeUv+IRkJ3KMr87z7HFz48lX9fOWtE77V+WyM3rtnIPVct4OOnD6/GdkfbDtbtW8e2tm1sa91Ga7AVAIVismcyZxaeybLJy1icv3h8NZOPou5QlL++V8tv39jHzsYuvCl2PraohHNn5LBocuaIj5c0krRhEKmvJ7x7N6Hdewjt2U149x5Cu3cT8x3q7xqy2enypKA9FtIzwuR7/XisPiwYYNHx1nBtTotldUAkZA40GgMdU2brnqGIBqxEAhaiAWvfdqTHSix09OdH2AqBVAtWrbBqsJq3wmJolKFRA/x/10phuFOJeVIx0lMwPGnE3KkY7hSMNBfhSJBQqIdIKEAkFMAIBTHCISzdAVJ8YTzdMbw9kHKM7pVaQTjVgZHuMu+T7iTmsqJdoB1RlC2EUiFiaLSOoeNdU4h3UzG0xiCGoWMY6PhrTRQwFBhKYaAwFESVwsDsp2ieBWZKoAdqceqrwbPwua//HxmFwxuqZjDjLfAad02NYhCNVbDlUXMcH3+92a4/+zKYc7nZETUlc/A0tDY7Rx98C/a9Bvv+Yfb9AHC4ofRMKDnjUMfWtJH9NiJG3+U/fR2bRfH4P39oRO9z9S/eoLYjwMv/fj72BD9u39zT3BeEVbZW8lb9WwSiAbxOLxdMuoDlk5dzVuFZE2aYihOhteatvW389o19PFfVSDSmUQpm5rtZXJbJGWVZLC7LovgU7TDeFYryyo5mXtjWyIvbGrF0tFHW1cQZFh9zI60U+xpJqz+Ibmsd9r1inlS6vA4a0wwOuLppTYcOjwVP8RQmTV3ArNPOZv70pXicngGv11oT8/uJtrRitLYQbW0zn2RtNZ9kNTo7D00i39FBrKPzUBOgzXboIYv4Yk1Pw5qdjc70EvamEvA46Eqz0p4So9UZpskWoM7qp1Z10BRsoS3Ydlhf4eFQKOwWOw6rwxz42nr4ANg2i83sU6w1FjRKx7DEYigdM5uv+xajb/uBK/+GN31oXRBOOt/jLPCyYXauvwioxexc/0mtddWxrpHAa5yIGebo4u//CbY+afYdALOPQ2/AVHy6+fRkxwFzoMX+S6DNPN+RDqVnw5RzoWwpFCwYsaeHxPhx19pt/Pofe3n/2ytJcYxMDeDWOh8X3/8at188i5vOG/nJxAPRABtqN/D8ged55eArdEW6SLOncVbhWUzPmM5U71SmZUxjsmcyLtvE6rd3PD3hKJsPdrBxXzvv7Gvj3f3tdMeHlchMtTM9L53pee74Op0ZeekUek+wZn6ExWKanU1+3t7bxvptTbyxu5WwESMj1c6Fs/JYMTufpTNyj+qzaHR0EN6/n1goBNEo2jDQ0SgYBjpqABpls4HVirLZ6DIC7O8+yK6e/bwTrmZDeDsBSxSbsjEvdx5nFp7J4vzFzM+dT4pt5IJWHY2CxZKQOUGNmEHICPWNldh/3MRoLHrUg1cWzOGIjgys7Bb7KTvMy7gKvACUUhcDP8EcTuLXWus7j3e+BF7jULg7/pTSJvNJpZqN5lAWR7I6IX+2ORVMwXzzCaHCCgm0ktArO5u5/tdv88gNZ3DBrLwRucetf36fv22u5c3bLhrxkamPFDbCvFn/Ji/sf4FNjZuo6arpG7tOoShxlzDNO40FeQs4o+AMZmfPHt9j0iVQ1IixvcHPxn1t7Gj0s6upi+qmLjp6Dj1s4rJbKPKmUJjhMqet8boozEih0Gu+LvC48KTYRiw4C0YM3q/p5J19bWzc18am/e34gmbf38nZqSwvz2f57HxOn5x5UgOXaq1pDbZS3V5NVWsVW1u3srV1K7VdtYD5O1KeXc6ZBWeypHAJi/IWkWpPTWgZxegZd4HXiZLA6xThqzMDsebtkFEGBfPM2jAJsgQQihosuuN5LltYzA+umJfw9Dt6wpx113ouryjmhx+bn/D0T1TICLHft589HXvY07mH3R27qe6oZm/nXgBSbakszF/IGflncEbBGZRnlydNIAbxQKQ73BeE7Wvppr4zQF1HkPrOAE3+0FETLrvsFvI9LvI9Lgo8LvI9TvLcLvI8TnLTneba7cLjOn6AFowYbKv3UVnnY2tdJ5W1PnY0+AkbZqA8Iy+dxWVZLJ6cyeKyTEqzUgcN+EJGiJZAC809zTQHmqnrqqPGX0NtVy21XbXUddUdNs3ZJPckZmfPNqcjy55DeXY5bof75N9QMa4cK/CS/4YisTxF5lJ+6VjnRIxDTpuVD8/MZf22RmKXzT3hpw0H89jGgwQjMa47uyyh6Z4sp9XJaZmncVrmaYftbw20sqlxE283vM3Gho38pPYngDkd1rSMaczKmsXMrJnMzJzJzKyZE/afsVKKnHQnOelOzpp6dJ/OiBGj0RekvjNIQ2eQRp+5bvCZ2+8dbKfRFyIcPXqIA4fNQprDSqrDhstuIdVhI8VuTgzd0Blgd3N33wTNGal25hZ5+ezSMs6YnMXpkzPJTDu8tjRshGnobqCuu476rnrquuuo66qjsaeRlp4WmgPNAw4unW5Ppzi9mCneKSwtXtq3PTt7tgxRkqSkxksIMar+8m4N//bYFp64+RwWTMpIWLpGTHP+PS9R6EnhsS+cWpNftwRa2NS4iaqWKra3bWdH+w7agm19x/NT88lwZpDuSCfdnn5obU/HYXWYU3VhOWzaLuCwfjW9/WyiOkqmM5PC9EKK0oooTC+kMK1wRPsODUUgGqAr3HVUn6BwLEzYCBOIBuiJ9tATMZfuSDc90R6C0SDd4RD+UJCucIjucIieSIhgNEIsZo6zG9MKI75txMBhU6S5NKlOcNrBYjEIG2GiOooRMzC0QTQWJRqL9m13hjoP6yyuUOSl5lGQVkBuSi45KTnkpOSQm2pu56bkUpRehMfhGVf91sTokRovIcS4cMHMPCwKXtjWmNDA6+UdTRxsC3DrqpF9RHwk5KTksLJsJSvLVgJmE1xLoKUvCNvTsQd/2E9XpIvGnkZ2d+ymO9KNP+IneuS8rQNwWBx9HZYtykJnqLNvLtRevTNUFKUXHbYuTi+mIK0At8M9pFH8tdb0RHvwhXy0hdroCHbQFmyjPdhOR6iD9lA7HcEOOsOddIQ66Ax20hnuJGSEBk37SHaLHZfV1Ve23qfeHE47qSk2NNp8uk/HiBFDa42hDazK2teJ22FxYLc48Tq92JT5hJzVYsWmzLVVWbFZbGS7svuC1aL0IvLT8pOqWVgkjgReQohRlZnmYHFZFs9vbeSWFTMTlu5vNuyjwONixZwhTsI9jimlyE3NJTc1l3NLzj3uuVrrvqm6tNbEiPVtO6wOrMp6VI1LNBaluae5r7msvru+b13dXs2rNa8eFQgpFGn2NNLsabgdbtLsaaQ70onFYvjDfnxhH76wD3/Yf1RQ18umbHid5mCcXqeXSemTzPlYHeZAnW6H+4iA6NATbim2FNLsaaTaUkm1p5JqS8VulcBHnHok8BJCjLoVs/P5/jPbONjWw6Ss4T+1tbu5i9eqW7hl+WkJH7drvFNK9c2LOlQ2i81sYkwv5PT80486rrWmLdhGfXc9tV21NHQ30BXpoivcddi6M9iJRVnwurxM8kzC4/D0LW6Hm0xXJlmuLDJdmWQ4M6TZTQgk8BJCjIGLys3Aa/22Rm44Z8qw0/vdG/txWC1cu6Q0AbkTSimyU7LJTslmbs7csc6OEBNKcn01FEKMC1Ny0piel87z2xqHnVZXKMrjm2r4yPxCct1HT3AvhBDjiQReQogxsaw8n7f2tNEZiAx+8nH85d0aukJRrjt7coJyJoQQI0cCLyHEmFg+O49oTPPKzuaTTkNrzZoN+1hQ4mVh6RDmCxVCiDEmgZcQYkxUTMokJ93BC1tPvrlxw+5Wdjd3j5sBU4UQYjASeAkhxoTVorhwVh4v7WgiYhw98vhQ/GbDPrLTHHxkfmGCcyeEECNDAi8hxJhZVp6PPxjl7b1tg598hJ2NftZva+TaJZNw2a0jkDshhEg8CbyEEGNm6YwcnDYLz59gc6PWmm/9rRJPip0bl04dodwJIUTiSeAlhBgzqQ4bS6fn8MK2Rk5k3ti/ba7l7b1tfH3lLLKOmMxYCCHGMwm8hBBjatnsfGraA+xo9A/p/M5AhDuf2caCSRlce8akEc6dEEIklgReQogxdVF5HsCQn26897kdtHWH+f5lc7FYZPoZIcSpRQIvIcSYynO7qJiUwfPbmgY9t7K2k9+9uZ9PnzWZeSXeUcidEEIk1rACL6XUVUqpKqVUTCm1+IhjtymldimldiilVvbbf7pS6oP4sfuVzJgqRNJbPjufLQc7aPQFj3lOLGZ2qM9Kc3DLipmjmDshhEic4dZ4VQJXAq/236mUmg1cC8wBVgE/U0r1Pu/9c+AmYEZ8WTXMPAghTnHLyvMB+PXre485ptefNh5k88EObltdjjfFPprZE0KIhBlW4KW13qa13jHAocuAR7XWIa31XmAXsEQpVQh4tNZvaPMRpt8Clw8nD0KIU99p+emcd1ouv3xlD+f/+GV+9+Z+ghGj73hbd5gfPbudJWVZXLmoeAxzKoQQwzNSfbyKgYP9XtfE9xXHt4/cL4RIYkop1nz2DB654QzyPE7+42+VnHf3Szz82h56wlHufnY7/mCU710+F+mdIIQ4ldkGO0Ep9QJQMMChb2qtnzjWZQPs08fZf6x734TZLElpaekgORVCnMqUUlwwK4/zZ+byxu5WHnhxF99/Zhs/fWkX7T0RPn/uFGYWuMc6m0IIMSyDBl5a62UnkW4N0H+AnRKgLr6/ZID9x7r3g8CDAIsXLx766IpCiFOWUooPTc/hQ9Nz2Livjf95aRcNnUG+vOy0sc6aEEIM26CB10l6EviDUupeoAizE/3bWmtDKeVXSp0FvAVcBzwwQnkQQpziFpdl8ZvPLhnrbAghRMIMdziJK5RSNcDZwDNKqXUAWusq4DFgK/AscLPWuren7D8DD2N2uN8NrB1OHoQQQgghThXqROZHG0uLFy/WGzduHOtsCCGEEEIMSim1SWu9+Mj9MnK9EEIIIcQokcBLCCGEEGKUSOAlhBBCCDFKTpk+XkqpZmD/CN8mB2gZ4XuMZ1L+5C4/yHsg5ZfyJ3P5Qd6DRJZ/stY698idp0zgNRqUUhsH6giXLKT8yV1+kPdAyi/lT+byg7wHo1F+aWoUQgghhBglEngJIYQQQowSCbwO9+BYZ2CMSflFsr8HUv7kluzlB3kPRrz80sdLCCGEEGKUSI2XEEIIIcQokcBLCCGEEGKUSOAVp5RapZTaoZTapZS6dazzM9KUUr9WSjUppSr77ctSSj2vlKqOrzPHMo8jSSk1SSn1klJqm1KqSin15fj+pHgPlFIupdTbSqkt8fJ/N74/KcrfSyllVUq9p5R6Ov462cq/Tyn1gVJqs1JqY3xf0rwHSqkMpdTjSqnt8c+Cs5Ol/EqpmfGfe+/iU0p9JVnKD6CU+mr8869SKfXH+OfiiJdfAi/MD1/gp8BqYDbwCaXU7LHN1Yj7DbDqiH23Auu11jOA9fHXE1UUuEVrXQ6cBdwc/5kny3sQAi7UWi8AKoBVSqmzSJ7y9/oysK3f62QrP8AFWuuKfmMXJdN7cB/wrNZ6FrAA83chKcqvtd4R/7lXAKcDPcBfSZLyK6WKgS8Bi7XWcwErcC2jUH4JvExLgF1a6z1a6zDwKHDZGOdpRGmtXwXajth9GbAmvr0GuHxUMzWKtNb1Wut349t+zA/cYpLkPdCmrvhLe3zRJEn5AZRSJcBHgIf77U6a8h9HUrwHSikPcB7wKwCtdVhr3UGSlP8IFwG7tdb7Sa7y24AUpZQNSAXqGIXyS+BlKgYO9ntdE9+XbPK11vVgBiZA3hjnZ1QopcqAhcBbJNF7EG9m2ww0Ac9rrZOq/MBPgK8DsX77kqn8YAbbzymlNimlborvS5b3YCrQDDwSb25+WCmVRvKUv79rgT/Gt5Oi/FrrWuAe4ABQD3RqrZ9jFMovgZdJDbBPxtlIAkqpdODPwFe01r6xzs9o0lob8WaGEmCJUmruWOdptCilLgGatNabxjovY+wcrfUizG4WNyulzhvrDI0iG7AI+LnWeiHQzQRtVjsepZQD+Cjwf2Odl9EU77t1GTAFKALSlFKfHo17S+BlqgEm9XtdglnlmGwalVKFAPF10xjnZ0QppeyYQdfvtdZ/ie9OqvcAIN688jJmn79kKf85wEeVUvswuxZcqJT6X5Kn/ABorevi6ybM/j1LSJ73oAaoidf0AjyOGYglS/l7rQbe1Vo3xl8nS/mXAXu11s1a6wjwF+BDjEL5JfAyvQPMUEpNiUf/1wJPjnGexsKTwPXx7euBJ8YwLyNKKaUw+3Zs01rf2+9QUrwHSqlcpVRGfDsF80NoO0lSfq31bVrrEq11Gebf+4ta60+TJOUHUEqlKaXcvdvACqCSJHkPtNYNwEGl1Mz4rouArSRJ+fv5BIeaGSF5yn8AOEsplRr/f3ARZl/fES+/jFwfp5S6GLPPhxX4tdb6zjHO0ohSSv0ROB/IARqBbwN/Ax4DSjF/Ka/SWh/ZAX9CUEotBV4DPuBQH5/bMft5Tfj3QCk1H7PjqBXzC9hjWus7lFLZJEH5+1NKnQ98TWt9STKVXyk1FbOWC8xmtz9ore9MsvegAvPhCgewB/gs8b8HkqP8qZj9m6dqrTvj+5Lp5/9d4BrMp9zfA/4fkM4Il18CLyGEEEKIUSJNjUKICS8+UGhAKdWllGpUSj2ilEpXSt2tlDoYHzxyv1Lqm2OdVyHExCaBlxAiWVyqtU7H7EB9BvAtzH5+s7TWHsyOtZ9USl05hnkUQkxwtrHOgBBCjCatda1Sai0wV2u944jDMWD6GGRLCJEkpMZLCJFUlFKTgIsxO9OilLpVKdWFObxAGvCHMcyeEGKCk871QogJLz5eVw7m00udwDOYc3UG4scV5pyVlwP3xKeREkKIhJMaLyFEsrhca52htZ6stf6X3qAL+uaufA8IAN8duywKISY6CbyEEOIQGzBtrDMhhJi4JPASQiQlpZRFKfVPSqlMZVoC3AysH+u8CSEmLgm8hBDJ7ApgN+AH/hd4IL4IIcSIkM71QgghhBCjRGq8hBBCCCFGiQReQgghhBCjRAIvIYQQQohRIoGXEEIIIcQoOWXmaszJydFlZWVjnQ0hhBBCiEFt2rSpRWude+T+hAVeSikrsBGo1VpfopTKAv4ElAH7gKu11u3xc28DbgQM4Eta63WDpV9WVsbGjRsTlV0hhBBCiBGjlNo/0P5ENjV+GdjW7/WtwHqt9QzMAQlvjWdkNnAtWr5zuAAAIABJREFUMAdYBfwsHrQJIYQQQkxoCQm8lFIlwEeAh/vtvgxYE99egzn5bO/+R7XWIa31XmAXsCQR+RBCCCGEGM8SVeP1E+DrQKzfvnytdT1AfJ0X318MHOx3Xk18nxBCCCHEhDbsPl5KqUuAJq31JqXU+UO5ZIB9Aw6fr5S6CbgJoLS09KTzKIQQQohTSyQSoaamhmAwONZZOS6Xy0VJSQl2u31I5yeic/05wEeVUhcDLsCjlPpfoFEpVai1rldKFQJN8fNrgEn9ri8B6gZKWGv9IPAgwOLFi2VuIyFGUKCyCueM6ViczrHOihBCUFNTg9vtpqysDKUGqrMZe1prWltbqampYcqUKUO6ZthNjVrr27TWJVrrMsxO8y9qrT8NPAlcHz/teuCJ+PaTwLVKKadSagowA3h7uPkQQpy8aFsb+665hpZf/GKssyKEEAAEg0Gys7PHbdAFoJQiOzv7hGrlRnIA1R8Cy5VS1cDy+Gu01lXAY8BW4FngZq21MYL5EEIMIlhZCYaB/+9r0Voql4UQ48N4Drp6nWgeEzqAqtb6ZeDl+HYrcNExzrsTuDOR9xZCnLxAZSUA4f37Ce3YgWvWrDHOkRBCTEwyZZAQgmDVVmx5eWC14lv77FhnRwghxgWr1UpFRQVz587l0ksvpaOjY9hpSuAlhCBYWUnqmWeSduYS/M8+K82NQggBpKSksHnzZiorK8nKyuKnP/3psNOUwEuIJBdtbiba2IhrzmzcK1eZzY3bt491toQQYlw5++yzqa2tHXY6p8wk2UKIkRGoqgIgZe5cHFOn0nDHHfieXYervHyMcyaEEKbvPlXF1jpfQtOcXeTh25fOGdK5hmGwfv16brzxxmHfV2q8hEhywaoqUApXeTm2rCzSzlyC71l5ulEIIQKBABUVFWRnZ9PW1sby5cuHnabUeAmR5IKVVTimTsWSlgaAe9UqGv7z24S2b5daLyHEuDDUmqlE6+3j1dnZySWXXMJPf/pTvvSlLw0rTanxEiLJBauqcM2Z3ffavXy5PN0ohBD9eL1e7r//fu655x4ikciw0pLAS4gkFmlqItrURMqcQ98mbZmZpJ15Jr518nSjEEL0WrhwIQsWLODRRx8dVjoSeAmRxILxjvWuuXMP2+9etZLI/gOEtm0bi2wJIcS40NXVddjrp556is985jPDSlMCLyGSWLAy3rH+iJHq+5obn103RjkTQoiJSQIvIZJYsKoKx7RDHet79TU3ymCqQgiRUBJ4CZHEglVVh/Xv6s+9ehWRA9LcKIQQiSSBlxBJKtLYRLS5GdecuQMedy9bJk83CiFEgkngJUSSOtSxfuAaL1tmJmlnnYVv3TppbhRCiASRwEuIJBWsrASL5aiO9f25V60kcuAAwa1bRzFnQggxcUngJUSSClZV4Zw2FUtq6jHP6W1u9MvTjUKIJGS1WqmoqGDBggUsWrSIDRs2DDtNCbyESEJaawJVVYf179qwuwV/8PARmW2ZmaSdfTa+Z55BG8ZoZ1MIIcZU75RBW7Zs4a677uK2224bdpoSeAmRhKJNTRgtLbjiTzTubu7ikw+9xSOv7zvq3IyrriJSV4d//fpRzqUQQowfPp+PzMzMYacjk2QLkYSClZUAfYHX01vqAdh8sOOoc93LLsJeUkLbb9bgWbFi9DIphBC91t4KDR8kNs2CebD6h8c9JRAIUFFRQTAYpL6+nhdffHHYt5UaLyGSULCqyuxYXz4LrTVPbqkF4P2ajqOeYFRWK1nXfYbAu+8S2LJlLLIrhBBjorepcfv27Tz77LNcd911w37KW2q8hEhCgcpKnNOmYUlJYVu9j93N3cwqcLO9wU9dZ5DijJTDzvde+TGa73+AtjVrKL733jHKtRAiaQ1SMzUazj77bFpaWmhubiYvL++k05EaLyGSjNaaYNXWvomxn9pSh9Wi+PqqmQC8P0BzozU9jYyrr8a37jkidXWjml8hhBgPtm/fjmEYZGdnDysdCbyESDLRhgaM1lZcc+agtebp9+v50LRszpmeg92q2FLTOeB1WZ/+FABt//v70cyuEEKMmd4+XhUVFVxzzTWsWbMGq9U6rDSH3dSolHIBrwLOeHqPa62/rZTKAv4ElAH7gKu11u3xa24DbgQM4EtaaxkkSIhR0jtifcrcObxf08mBth7+9cLpOG1WZhV4eL/m6BovAHtREZ6VK+h47DFy/uVfsKanDXieEEJMFMYIDKOTiBqvEHCh1noBUAGsUkqdBdwKrNdazwDWx1+jlJoNXAvMAVYBP1NKDS98FEIMWaCyEqxWnLNm8dSWOuxWxcrZBQDML/HyQU0nsdjAnUezbriBWFcXnX/582hmWQghJoxhB17a1BV/aY8vGrgMWBPfvwa4PL59GfCo1jqktd4L7AKWDDcfQoihCVZtxTl9OjicPP1+PR8+LRdvqh0wAy9/KMre1u4Br02ZP5+URYtoW/NbGVBVCCFOQkL6eCmlrEqpzUAT8LzW+i0gX2tdDxBf9z4CUAwc7Hd5TXyfEGKEaa0JVlbimjOHjfvbafAFuXRBUd/x+SUZAMdsbgTIuuF6IrW1+F+QAVWFEOJEJSTw0lobWusKoARYopSae5zT1UBJDHiiUjcppTYqpTY2NzcnIqtCJLVofT1GezuuuXN4aksdLruFZeX5fcdn5KXjslvYcnDgDvYA7oviA6quWXPMc4QQQgwsoU81aq07gJcx+241KqUKAeLrpvhpNcCkfpeVAAM+n661flBrvVhrvTg3NzeRWRUiKQXiI9Y7ymeztrKei2blk+Y89IyNzWphbpH3uDVe5oCq18mAqkIIcRKGHXgppXKVUhnx7RRgGbAdeBK4Pn7a9cAT8e0ngWuVUk6l1BRgBvD2cPMhhBhccNs2sFjYbM+lpSvMpQsKjzpnfkkGVXU+IkbsmOl4r7wSi9sttV5CCHGCElHjVQi8pJR6H3gHs4/X08APgeVKqWpgefw1Wusq4DFgK/AscLPWWnrpCjEKQtXVOMrKeGp7K2kOK+fPPHr05QWTvISiMaobuwZIwWRNTyPjqqtkQFUhxITW0NDAtddey7Rp05g9ezYXX3wxO3fuHFaaiXiq8X2t9UKt9Xyt9Vyt9R3x/a1a64u01jPi67Z+19yptZ6mtZ6ptV473DwIIYYmVF2Nfdo01lbWs2JOAS770SO5DKWDPUDmJz8JhkHnM8+MSF6FEGIsaa254oorOP/889m9ezdbt27lBz/4AY2NjcNKV0auFyJJxIJBIgcO0pBVhC8YHbCZEaAsOxWPy3bMEex7OUqKcc2bh/+550ciu0IIMaZeeukl7HY7X/jCF/r2VVRUcO655w4rXZkkW4gkEdq9G7TmTZ2JN8XO0ukDP7CilGJ+ScagNV4AnpUraLrnv4jU1mIvllFhhBAj40dv/4jtbdsTmuasrFl8Y8k3jnm8srKS008/PaH3BKnxEiJphKqrAXjK52L13AIctmP/+c8v8bKjwU8wcvzul+4VKwDwSa2XEEIMidR4CZEkQtXVaJud3Y5MvtNv0NSBzC/JIBrTbK33sag085jnOUpLcZaX43/uObI/e0OCcyyEEKbj1UyNlDlz5vD4448nPF2p8RIiSYSqq+nILSLF5eDMKVnHPXfBJC8A7x8cQnPjiuUE3nuPyDA7nAohxHhy4YUXEgqFeOihh/r2vfPOO7zyyivDSlcCLyGSRKh6F/s9hcwp8mKzHv9Pv8DjItft5P1BOtgDuFeuBMD//AsJyacQQowHSin++te/8vzzzzNt2jTmzJnDd77zHYqKjt9iMBhpahQiCRh+P9H6ej7IWcScYs+g5yulWFDiZcsQOtg7p07FMX0a/nXryPr0pxKRXSGEGBeKiop47LHHEpqm1HgJkQRC1bsA2JWWz7xi75CumV+SwZ6WbvzByKDnelaspGfTJqItLcPKpxBCTHQSeAmRBHqfaNznLmDukAMvL1rDB7VDaW5cAbEY/hfWDyufQggx0UngJUQSCFVXE3G68HuzmJqTNqRrDo1gP3jg5TztNByTJ+N/bt2w8imEEBOdBF5CJIFQdTUNmUWUF2UM2rG+V1aag5LMlCENpKqUwr1yJd1vvU20vX242RVCiAlLAi8hkkBo1y52puQOuZmx14KSDLYcHLzGC+KDqRoGXS++eDJZFEKIpCCBlxATXLS1FaO1lV1p+ScceM0v8VLbEaC1KzToua45s7EXF+N77rmTzaoQQkx4EngJMcH1PtG431PA3KITDbyG3s9LKYV7xQq6N7yB4fOdeEaFEGKcsVqtVFRUMHfuXK666ip6enqGnaYEXkJMcL1PNNZlFjEjP/3YJ7buhujhNVvzSrwoxZDG8wJz0mwiEbpefvlksyuEEONGSkoKmzdvprKyEofDwS9+8YthpymBlxATXKi6mh5XGgVlRdgH6livNbz2X/DAIvj5ObD/jb5D6U4b03LTh1TjBeCaPx9bfj6+ddLcKISYWM4991x27do17HRk5HohJrhQdbU5fle82fAw0TA89WXY8gc4bTU0VcEjq+CMz8Oyb4PTzYKSDF7e0YTWGqXUce+lLBbcK1bQ8ac/YXR1Y00f2tAVQghxPA0/+AGhbdsTmqazfBYFt98+pHOj0Shr165l1apVw76v1HgJMYFprQns3Mnu9AE61ne3wu8uN4Ou82+DT/wR/vkNOOtf4J2H4adnwc7nqCjNoLU7TE17YEj39KxYjg6H6X51eBPJCiHEWAsEAlRUVLB48WJKS0u58cYbh52m1HgJMYFFGxqgu5v9ngJW9+9Y37wT/nA1+OrgY7+CeR839zvTYdVdMOcKePKL8IeruHT6FdzLSt472MGkrNRB75myaBHWnBx8z67Dc/HFI1QyIUQyGWrNVKL19vFKJKnxEmIC6+1YX5NRyGkF8Y71e16GXy2DkB9uePpQ0NXfpCXwT6/Ch7+Bd89T/Nl5B1v2Nw/pnspqxbNiOV2vvkqsuztBJRFCiIlBAi8hJrDewMs+bTpOmxV2rIXfXQnuIvj8i2aAdSw2J1xwO+rjjzBV1ZFR/Zch39e9ahU6GMQvTzcKIcRhJPASYgIL7qymLcXL9GlFEO6BZ74GeeVw4zrInDy0RMovpSH1ND7q+yOh8OADqQKknn46ttxcfGvXDiP3Qggxtrq6uhKepgReQkxgXTt2stedz5xiL2y4H3w1sPpucJ3AQKpKUbvgy0xWjTS+9tuhXWK14l61iu5XX8MYgQ8uIYQ4VQ078FJKTVJKvaSU2qaUqlJKfTm+P0sp9bxSqjq+zux3zW1KqV1KqR1KqZXDzYMQ4mjaMIju2cM+dwGLvN3wj5+YnebLzjnhtIrOvJKq2GQyNt4HRnRI13hWr0KHwzJ3oxBC9JOIGq8ocIvWuhw4C7hZKTUbuBVYr7WeAayPvyZ+7FpgDrAK+JlSypqAfAgh+onU1GAJh6jxFjCr8h5Aw/I7TiqtwoxU1jiuxRM4CB/835CuSamowFZQgG/tsyd1TyGE0FqPdRYGdaJ5HHbgpbWu11q/G9/2A9uAYuAyYE38tDXA5fHty4BHtdYhrfVeYBdwnB6+QoiT0duxvqwErFV/hnO+DBmlJ52er3QF1aoMXr17SLVeymLBs2oVXf/4h8zdKIQ4YS6Xi9bW1nEdfGmtaW1txeVyDfmahI7jpZQqAxYCbwH5Wuv6eMbqlVJ58dOKgTf7XVYT3yeESKDgTjPw+pT7GUgrNgOvYVg4OZN7tl/BL9v+GyofhwXXDnqNZ/Uq2n7zG/zrXyTjissHPV8IIXqVlJRQU1NDc/PQhrIZKy6Xi5KSkiGfn7DASymVDvwZ+IrW2necqUUGOjBgOKuUugm4CaC09OS/qQuRjDq3bsefmkq5UQ3LHgbH8KbvWViayQ9jp+P3zsT96o9h7sfBevyPENf8+diLivCt/bsEXkKIE2K325kyZcpYZyPhEvJUo1LKjhl0/V5r3TvYT6NSqjB+vBBoiu+vASb1u7wEqBsoXa31g1rrxVrrxbm5uYnIqhBJo2f7drIzfHTlnT7wIKknaF6xF4vFyov5n4XWXVD550GvUUrhXr2K7g1vEG1vH3YehBDiVJeIpxoV8Ctgm9b63n6HngSuj29fDzzRb/+1SimnUmoKMAN4e7j5EEIcosNhbHUHcXsD2D7yIxhkcuuhSHFYmVXg5vHuCsibA6/+GGLGoNd5Vl8M0Shd69cPOw9CCHGqS0SN1znAZ4ALlVKb48vFwA+B5UqpamB5/DVa6yrgMWAr8Cxws9Z68E9vIcSQhba8hopptmfPxDX5jISlWzEpg801PmLnfR1aq6Fy8NHsXXNmYy8txfd3GUxVCCES8VTjP7TWSms9X2tdEV/+rrVu1VpfpLWeEV+39bvmTq31NK31TK21fBoLkWChv94NwMbZ1w9y5olZWJqJPxRld84FkDcbXvnRoLVeSik8q1bR/dZbRNvajnuuEEJMdDJyvRATze6XCG2vIqYgY+FZCU26YlIGAO8d9MGHe2u9Bu/r5bl4NRgG/ueeT2h+hBDiVCOBlxATScyAdd8k0O2mNj2POZOzE5r81Jw0PC4b7x3sgPLLIH8uvHwXGJHjXuecORNHWZnM3SiESHoSeAkxkbz7W2iqotPvZZ+7gNlFnoQmb7EoKkozee9AO1gscME3oW0PbP7Dca9TSuG5eDU977xDdJyPySOEECNJAi8hJopgJ7z4fXTJ2Vg6uujJLcTtsif8NhWTMtjZ6Kc7FIWZq6H4dHjlboiGjnudZ/VqiMXwPfdcwvMkhBCnCgm8hJgoXvsv6GkluvhrWGMGzpKhTQihtWZL8xbuf/d+9nTuGfT8haUZxDS8X9NpDlNx4bfAVwObfnPc65wzZuCYPg2/zN0ohEhiEngJMRG07YU3fw4Vn6Q75AXAPfn4sz3sbN/Jfe/ex+q/rObTf/80D33wEP/ywr/QFjz+k4cVJWYH+80HO8wdUy+AyUvh1Xsg3HPcaz2rV9OzaROhvXuHWDAhhJhYJPASYiJ44dtgscOF/0HDDjOoyZp2dODVGerkwfcf5IonruBjT36MRyofYbJnMt8753s8tOIhmnua+beX/43IcTrLZ6Y5mJKTZvbzArPW66L/gO4mePvB42Yz8+qrsaSl0fj9O8f1xLdCCDFSJPAS4lS373XY+gQs/Qp4CmnbewCA4tMOn+Nsd8durn36Wh547wHcDje3n3k7669azy+X/5LLp1/OWYVnccc5d7CpcRM/ePsHxw2MKiZl8N7BjkPnlJ4F05fD6z+BoO+Y19lyc8n90pfofv11/Oukr5cQIvlI4CXEqSwWg3W3g6cEzv5XAIIHa2h3plNWcmgoiVcOvsKn/v4pAtEAv1v9O367+rd8YtYnyE45fLiJj0z9CDfOvZHHdz7OH7f/8Zi3XViaQbM/RF1n8NDOC78JgXZ482fHzXLmJz+Bs7ycxrvuItbdfRKFFkKIU5cEXkKcyt5/FOo3w7LvgCMVAN1QT1t6Ft4UO1prfl35a7744hcpdZfy6CWPUpFXcdwkv7ToS5xfcj53v3M3b9a/OeA5CydlAhxqbgQoWgjll8KG/4GeY/cTUzYbBf/5H0QbG2n+2fGDNCGEmGgk8BLiVBXqghe+C8WLYd7H+3Y7WhvpycwjZIT45j++yX9v+m9WlK1gzeo1FKQVDJqsRVn44Xk/ZIp3Cre8fAsHfAeOOmdWoRunzcLmAx2HH7jgmxDugtfvO+49UhcuxPuxK2lb81tC1dVDK68QQkwAEngJcap66QfQ1QCr7jI7uAM6FsPb2UokL4PPPfs5ntrzFDdX3MyPz/sxKbaUISedZk/j/gvvx6IsfPHFL+IP+w87brdamFfsNUew7y+vHOZdBW/9EvyNx71H3i23YElLo+GO70lHeyFE0pDAS4hT0cG3zb5UZ3weJi3p293V0Iw9FmWbZyPVHdXce/69fGHBF1DxwOxETHJP4t7z7+WA7wBfffmr+MKHd5qvmJRBZW0n4Wjs8AvPvxWMMLzwHThOQGXLyiLvq1+l55138D399AnnTwghTkUSeAlxqokE4YmbwTsJln37sEM123YDcDDdx73n38vyycuHdaszCs7gu+d8l00Nm7jmqWvY3ra979jC0kxC0Rjb6o94ijF7Giz9Kmz5Azz3reMGXxlXfRzXvHk0/uhuDL//mOcJIcREIYGXEKeaV34ILTvho/eB033YoQPbqwDInlzB0uKlCbndR6d9lEdWPUI4FubTf/80T+x6AoAzp2ZhtSierWo4+qILvwVL/gne+B9zjLFjBF/KaqXgP/8To7WV5vsfSEh+hRBiPJPAS4hTSe278Pr9sPAzMO3Cow7vrF4LwA0XfS2ht63Iq+CxSx5jQe4CvvX6t/juG9/FnQLnzcjhb+/VEosdEVgpBat/BItvNDvav/i9YwZfKfPmknHtNbT//vcEt21LaL6FEGK8kcBLiFNFNAxP/Cuk58GK7x91eE/HHmKNO+hy2pg/dWHCb5+dks0vl/+Sz839HI/vfJzr117P+XPt1HcGeXNP69EXKAUX3wOn32DOI/nyXcdMO+8rX8GakUH9t7+DNoyE510IIcYL21hnQAgxRK/9FzRVwSf+BCkZRx2+d9O9nO1TdHoGHzLiZNksNr56+leZnzufb/3jWzzk/yLujGv4y3slfGh6ztEXWCzwkf+GWBRe+REoK5z/jaNOs3q95N9+O3Vf+xrtv/89WdddN2JlECNHa00gYtDRE6ErFB2wklMpKMtOw2GT7/0iOUngJcSpoKESXrsH5l0NM1cddfiNujd4peYVPtqWSqSgcMSzc1HpRUy/ZDpfeekrdBY+xNoDddwRmkOqc4CPFIsFLn3AHGX/5R+Y/3nP+/e+ITB6eT5yMZ1PPUnTT+4j/cKLcJQUj3g5xMnrCUe5b301m/a10xGI0NEToTMQJmIMPjRIcUYKX142gysXFmOzSgAmkos6VcbPWbx4sd64ceNYZ0OI0WdE4eELwVcHN78NqVmHH44ZXP301fhDfn74nUZazlvFip//aFSy1hPp4Qvr/p33Wl9lQcYFPPyRu3HZXAOfHDPgb/8M7/8J8ufCeV+D8svMwCwuUlfH7ksuJXXRIiY99OBJDYMBQGcNhPyQcxpYrCeXhjimN/e08vXH3+dAWw9LpmSRk+7Am+IgI9WON8VORoqddJcNywA/v0DY4Ldv7GNLTSfTctO4ZcVMVs8tOPmftRDjlFJqk9Z68ZH7pcZLiPFuw31QvwWuWnNU0AXwxO4n2Nm+k1vKvkGKcScppSWjlrVUeyq/Xn0/Z/38drbotVy39jruu+A+CtMHqHWzWOHyn8PUC8xm0/+7AXJmwrm3wNyPgdWGvaiIvK9+lcY778T39NN4L7106Jlp3gHbnjKX+s3mPqcHSs4wJ/GetMQc5d+ZnpCyJ6OecJS7n93Bbzb8f/buOsyqan3g+Hednu5mGhgaGSQVEQURDNSrYiei104wuL977a4rdiAWYudVCSmRbhgYmGGC6Y4zMyf3+v2xh5IQcApnfZ7nPPvEPnuvtSfOe1a8K5eEUF9mTx7KkJSwP3/jH1yQHscvW0p4bs52bv54LX3jgrhvbBojuoWrAEz521MtXorSke1aCTPGQY+z4eKZB7zc6G7krK/PIs4/jquck4h/4J9oDz9F74kT2rSYz/6yjbdWf09Y0pdYTVaeH/k8J0Yf8EVvL80LGd/A4uegLANCU+DkuyHpJKQ0kHfTPbjyC0n5+lNM4ZEgDOB1gscJHoc+0cDjAEctZM2DbT/oKTZAD656ng3+0bBrhX4NyzIAqR8n5gQ46zmIG9gm1+bvYt9WrmuGJzHlzDR8LX/tu7tXk3y1toCX5u2gsKaJoSmh3HNGGoOSDvyCoSjHm0O1eKnAS1E6qsYqeGOE3lJ04+KDDqifvm46b258k4/Gf0Tmhxvo+9aTRH/6GSEn9G3TomaV2Rn9wiJuHhPAkrpnKagv4B/d/0HP0J6kBqfSNbgr/paDtDRpGmT+CIuf1Vv1mjlrTez8JYLA+CbihtUc+L59CSMknawv0N3jLAiMPXCfphooXA35K2DDLGgo11vf+lzwF2v+99fk8vL0z9v2tHI9e2G/Y2rlOhynx8snK/J5dUE2FXYnI7qFc+fo7gxMDGnR8yhKW2rVwEsI8R5wNlAmpezT/FwoMBtIAnKBi6WU1c2vPQBcD3iB26WUv/zZOVTgpXQqUsKsSyBrPlw/B+LSD9hlV90uLvjuAkbFj+KZkc/w/l1PMOSnD+m+fBnG4AODtNZ27vTf8GqST286gUeWPcLCXQtxeB17Xo/2iyY1OJXeYb25vOflhNr2adWQEnJ/08dmaW7wuin/YgkV364g/s5x+PeOA5MNTFYwWpvvW8Dsq7dcHaQL9pAaKmD2FZC/DE59AEZOPWCg/1+1Nr+anzYVH3RWn8lo4LwBsfSIDmzRc7aGbSV13PbJOnaU2VusletwmlxePlqexxuLsqlscHFqWgR3je5O//i2/31WlL+qtQOvUwA78ME+gdczQJWU8ikhxP1AiJRyqhCiFzALGAzEAvOA7lLKwybvUYGX0qn8/oq+3M64Z2DIjQe8nFeXx/W/XE+jp5HPz/mcOP843rvkVtK3/Eb/jevaZZzMjKU5PPx9Br/ceQpp0QF4NS9F9iKyarL23LJrssmqycLX7MstJ9zCxLSJmAwH/yDXXC5yzjsf6XCQ8v13GPz8Wq6wHif8cBes/xh6XwDnvQbmI19E/HA+W7WLh77ZhEBgNh74c3B6NLxScv6AOO4e050uIb4tct6WJKXkw+V5PPbjVgJtZl64uD+ndI9os/M3OD18sCyPNxdnU9PoZnTPSB46qxfJ4S34O6AorazVuxqFEEnAD/sEXpnAqVLKYiFEDLBQSpnW3NqFlPLJ5v1+Af4jpVx2uOOrwEvpNHaP60obBxd/eECA9K8tAAAgAElEQVRrTHZNNpPmTMKreXnrjLfoEdoDgI9GX0yKu4bhi+a0R6mpsDsZ8sR8Jo1I5oFxPQ+5X3ZNNk+tfIrlxcvpGtyVBwY/wOCYwQfdt3HtWvIuu5yQq64k+sEHW7bAUsLv/4W5/4bYAXDJJxB47Kk4vJrkqZ+28vaSHEZ0C2f6ZekE+ZgP2K+20c1ri7KYsTQXJFw5LJFbRnUl1M/yFyrTcqobXEz5ciNzM0oZ2T2C5y/uT7i/tV3KYnd6mPl7Lm8sysbt1XhwfE+uGJKIwaAG4Csd36ECr9ZMoBIlpSwGaN5GNj8fB+zaZ7+C5ucURWmsgs+vhcA4OHf6AUFXZlUm1/58LQAzzpyxJ+iqd7gJrqvEGxnV5kXeLdzfyqndI/h2XRHePy4htI/U4FTeGvMWL416iSZPE9fPuZ57Ft5Dsb34gH1909MJuexSqj/8iIbly1u2wELASXfoAVd5Jrx9GhRvPKZD1Tvc3PDBat5eksPVwxKZcc2ggwZdAEG+Zh4Y15OF957KeQNimbE0h5HPLGD6rztodHn+So3+smXZlYx7eQkLM8uYdlZPZlwzqN2CLgB/q4lbRnVl3t0jGZIcxv99u4WrZ6ykuLap3cqkKH9Ve2SuO9hXlYP+lxZCTBZCrBZCrC4vL2/lYilKO5NSz3NlL4WL3j9gMP3mis1c98t1WIwW3j/zfVKDU/e8llfZSGRTNZbY9v0Oc356HCV1h1hCaB9CCE5POJ1vJnzDLSfcwuKCxZz7zbl8sf2LA/aNvPdeLElJFE2Ziqe6uuUL3WO8Po5OCPj0Mn2m5FHYVdXIha8vY9H2ch6d0JuHJ/Q5oqSgscE+PHNhf3658xSGpobx3JztjHt5CZkl9cdak2Pm1SQvzN3OZe8sx8di5OubT2LSiJQO07IUFWjj/WsH8fj5fViTV80ZLy7m63UFHC+TwxRlX60ZeJU2dzHSvC1rfr4AiN9nvy5A0cEOIKV8S0p5opTyxIiIthtfoCjtYtl02P4zjH38gMH068rWMWnOJAIsAbx/5vskBibu93pefikB7iYCk+JpT6N7RhFgNfHl2oIj2t9msnFT/5v47rzvSI9K5+FlDzNzy/5pMwy+vsQ9/xze6mqKH5rWOh+20X30bt26Ivj5gSN+2+rcKs57dSnFtU3MvHYwVw5LOupTd4sK4O2rTmTWDUNpdHk5/7Wl/Ly55KiPc6wq7U6umbGS/87fwfkD4vjhtpPpExfUZuc/UkIILh+SyE93jCAtKoC7Zm/g5o/XUml3tnfRFOWotGbg9R1wdfP9q4Fv93n+EiGEVQiRDHQDVrZiORSl49I0yF4As6+Euf8HPc+FwZP3viw15ufP58a5NxLuE877Z75Pl4ADE6SW78gFIKJbcluV/KBsZiPj+8bw8+aSo+o2i/GPYfrp0xmbNJbnVj/H6+tf3y/AsvXqRcQ9d2P/9VeqZ81qjaJDl4F6Mtf1H8PWH/5097zKBq58dyWBPma+vuUkTu52kLUqj8Kw1DB+uO1kukcFcNNHa3hh7na0w3TZtoQ1eVWc9d/fWJFTxdP/6MvzF/XH72DLPnUgiWF+zL5xGPeP68H8rWWc8eJivt9QpFq/lONGi/yFCSFmAacC4UKIAuDfwFPAZ0KI64F84CIAKeUWIcRnQAbgAW75sxmNitIhuRqhIlNf0kdqIL36Vmve+kVASCJYAw58b2OV/gG/egZUZYNPKAy7ZU9qgzpXHd9lfcfszNnk1uXSNbgrb415iwjfg7f81ubqLUx+bZi1/lAuSI9j9updzNlSynkDjrzr02ww8/SIp7EZbby24TWaPE3cNfCuPTM0Q6+6ioalv1P29DP4nngitu7dW77wp9wHO36B7++A+CHgf/DrLaXkwa83YTQIPrlhCDFBLTMjMirQxqeTh/Kvbzbz3/k7yCiq5cWJJxBgO/h4sWMlpeS9pbk8+b+txAb78NU/h3fIVq5DMRoEN41M5dS0CKZ+sZHbZq3j2/VFPHZeH6KDDrFklaJ0ECqBqqIcKSmhfJueWytrHuT9rmdT/zM+oRCSpAdhwYlQXwJbvtbfGz8UBl2vt3SZbWRWZfJp5qf8uPNHmjxN9AvvxyU9LuGMpDOwGg89yPnZGx/l7EWf0O23JZjC/1rLy1+laZJTnl2A2Wjgo0lDiAs+uqBEkxpPrHiC2ZmzmZg2kQeHPIhB6I3znooKdp53PqaQYJI+/xyDrRU+ZMu2wpsjoetouOTjg+b4+nz1Lu77YiOPndeHK4YmHuQgf83udA6PfJ9BYpgvb111IqkRLbPUUb3DzdQvN/K/TSWc0SuKZy/qf8iJAMcDryaZsTSH5+ZkYjYYeGB8Ty4ZFN9hxqcpnZfKXK8ox2rnItj0OWT/CnWF+nPhadD1dH0NQLOv/uEsjHqWeWGgweOkoCqT0uosSuryKW0so9RVQ6nXQb3RiME3DOEXidHqj0BgNBixu+xsrdqK1WhlXPI4LulxCb3Deh9REZ87/xbG7lhCn00bOsRad6tyq7huxir8bSY+vH4wXSMP0up3GFJKXlzzIjO2zODc1HN5ePjDe/J92Zf8xq4bbiD40kuI+fe/W6P48Pt0mPMQTHgNBly+30vl9U5Gv7CI7lH+zJ48rFU/4JfvrOTmj9ficHsZnhrG4ORQBiWF0icuCPMRDODfrabRxfKdVSzLrmBuRiml9U7uP7MHk0Ykd4jfl5aQV9nA/V9uYtnOSoamhPLUBf1IUnm/lHakAi9FOVqOOvjlQVj3IViDIGWkHmylng7BBx/EXmQv4r3N7/H1jq9xaa49zxuEgQifCKJ8owiyBKIJiaZpaGhoUr8ZhIFT4k7hvK7nEWw78kzddQ43s8dfTrq3moGL5v7lareUjKI6rnpvJR5NY8Y1gxiQcHTLv0gpeWPjG7y2/jXGJo3lqRFP7Qm+Sp96mqr336fL9FcIGD265QuvaTDzHH0Zo38u1Vsrm936yVrmbCnlf3eMoGtk6y+4XVDdyPRfs1iRU0VORQMAPmYjAxKCGZQUSpcQH6xmIxajAavZgLV5W9fkYdnOSn7PrmBLUR1S6u8blBzKbad1/Vuuhyil5LPVu3jsx624PBq3n96NyaekHFWQqigtRQVeinI0cn/TUzvUFui5nk59QF+u5hB21uzk3c3v8r+d/wMBE1IncFLcSUT5RhHlG0WYT9ghM7T/VRsLasi58CLik2JI//SDVjnHscqvbOTK91ZQVufkjSsHMvIYsp+/v/l9nl/zPOeknMNjJz+GQRjQXC7yLrkUd2EhyV9/hTn2IOsz/lXVefD6SRDTH67+HgwG5mWUMumD1dw9pju3n96t5c/5J8rqHazOrWZlThUrc6rYWlJ30GWJdrMYDQxICGZ4ajjDu4bRv0swFtPfPwgprXPw72+38POWEtKiAnjigr5q3UelzanAS+kcvG49D1ZDBQREg3/U0a3D53bAr4/Cslf1cVnnvwkJQw65+5bKLby76V3m5c3DarRyYfcLubr31UT7Rf/1uhyhb9cXEnnVBILHnkHPZ59os/MeqbJ6B1e/t4qssnqeu6g/E044+lxjb254k+nrpzMxbSIPDXkIIQTOnBxyL7wIU3g4CR9+gDky8s8PdLTWfQTf3gJjn6B+wGTOeHExATYTP9w2okMEMHanh+oGF06PhtPjxenRcHk0KpuqqXIVEBsicNNEk7uJBncDDe4GnF4noxNH0yusV3sXv9XNzSjl399uprjOwWWDE5hyZo/jejybcnw5VODVsecNK8rhFKyGNTP0weq7b42V7JeP1xoEEd31MVnh3SAiTc8Kv3uR5X0XXi7fprdylW+DQZNgzCNgOfgYkTWla3h749ssLVpKgDmASX0ncUWvK/Zf+LmN7CqqorurgZDk9s3hdSiRATZm3ziUSTNXc+fs9VQ1uLhmeNJRjS2a3G8yDe4GZmyZga/Zl7vS78KanEz822+RP+kG8q+5lsSZ72Nq6Xx/J1wO236EeQ/zcU4kJXW+vHr58A4RdIGe2d1qluyo3sGmqo1sLN/IxoqN5NXlHfI9AsE7m97hou4XcXv67QRZj5/ZjEdrTK8ohqeG8cLc7cxYmsOcjFL+fU4vzuob87cZ26Ycf1SLl3J82vwlfP1PMNsgJBkCYiAgqnkbDb5hejLMiu36cjAV2/WWsD8TEAMTpusz2v5ASsnSoqW8vfFt1patJdQWypW9rmRi2kQCLEc3eLwlPTL9Ry6afi+xzz5L0Dlnt1s5/ozD7eW2WeuYm1HK4KRQHhjf46jGfUkpeXzF48zOnM1tA25jcj8931njqlXkT74Rc1wsiTNnYgoLa9mCN1TifP0UaurtfNR3JvdceGrLHv8YrStbxzub3mFl8UocXgcAYbYw+kX0o19EP9JC0giwBOBn9ttz8zX50uRt4vX1rzNr2ywCLAHckX4HF3S7YM/M0b+rTQW1PPD1RjYX1tE3Loiz+sUwrk80iWFqAL7SOlRXo/L3ICX89iLMfxgShunr7PkeYStTUzVU7NBbxrwu8DjB49C3XicYTDDgCvDZPxjQpMa8vHm8s+kdtlZtJdovmmt6X8MF3S7Ax9Qy+Zv+iqlT3uCa714m8ZOP8U1P//M3tCOvJvlkZT4vz9tOhd3FWX1jmHJm2hF/+GlSY9pv0/h+5/dMHTSVK3pdAUDDipXsuvFGLPHxJHwwE1NIy43ncXq83Prih7zcMBVrTE+M1/0E5vb7ua8tXctrG15jRfEKQm2hjEseR/+I/vSL6EesX+wRt+RkVmXyxIonWFu2lj5hfXhwyIP0jejbyqVvXx6vxqxVu/hi9S42FOhLQ/WODWR8Xz0IS2mhlB2KAirwUv4OvG748W5Y+wH0+Yc+1d/cuskSt1VtY9pv08isziQpMInr+lzH2SlnYzZ2nHEi9175f1y/6nO6LlqIOar9Fsk+Gnanh7cW7+TtxTvxaBqXD0nk9tO7Eepn+dP3ejQP9y66l/n583lk+COc3+18ABqWLWPXTf/EkpxMwoz3Dhl8SSnRamtxFxfjLirCXdS8LSnGFBaO38kn4Td4MAZf3z2JUmet3MX3Y2rou+Rm6HsxXPDW0Y0dbAGrS1bzxoY3WFGiB1zX9bmOi7pfhK/Z95iPKaXkx5wfeX7181Q2VXJR94u458R7/tIxjxcF1Y38vLmE/20qZm1+DQA9YwK5algi5w+Iw2Y2tnMJleOdCryU45ujDj6/Ws+lNeIeGDUNDK3XNeLW3Ly76V3e3PAmwbZgpgyawhmJZ2A0dKx/xrWNbl6ceCcX7VxMr00bEK14TVpDWZ2DF+ftYPaqfPwsJm4/vRvXnJT0p9P/XV4Xt/96O78X/c5jJz/GuannAmD/bSkFN9+MpWsq8a+8gqeqGlduDq6cXFy5uThzc3Dn5aM1NOx3PGG1YoqOwlNahnQ4EGYzPgMHsiYqjf/WhTHu3JOZOq4nLH4Wfn0MRv8HTr6rla7KXlJKVpfqAdfKkpWE2cK4ts+1XJx2cYu2ttpddl7b8BofZXxEYmAiz458lh6hPVrs+B1dcW0TP28u4fPVBWQU1xHia+ayIQlcOTRJZcJXjpkKvJTjV20BfHyxPuj9nJcg/apWPV1WdRYPLX2IjMoMxieP58EhD3bYAcjrd9Ww7Jp/crKnjL6L5rd3cY7ZjtJ6nvjfVhZkltMjOoDHz//z6f9NniZu+/U2VhSvYMqgKVzZ60oA7EuWUHDzLUi3e+/OBgPmuDgsSUlYEhMxx8Vhjo3FHBuDOTYWY2goQgg0p5OmNWuwL/mNgjm/4luoD1I3x8fTZfor+jJFX14Pm7+CS2dB2rhWuR5SSn4v+p03N77JurJ1hPuEc12f67iw+4Wt2r29ongFDyx5gBpnDfeceA+X9bisUw1Cl1KyIqeK937LYe7WUoxCcFa/GK47KZn+8UeeW09RQAVeSgtrcDewo3oHfmY/uoW0Yj6jhgp461Rw1MLFMyH1tFY7lVfzMjNjJtPXTSfAEsC0odMYkzim1c7XEr5ZV4j3luvpnRRBj08+bO/i/CVSSuZklPKf77ZQXOvg0sHxTD2zB8G+h+5+dHldTF08lXn585jcbzK3nnArQgia1q+ncc0aLImJWJKSMCckYLD8eTfmbt+uL+SOT9dzfryZaZF1VE2fjtbYSPzrr+HbrxfMGAeVWTBpHkT2bInqA/o1WFSwiDc3vMnmys1E+UZxXZ/ruKDbBdhMbdPyUu2o5l9L/8WigkWM7DKSR056pF1m67a3/MpG3v89l89W78Lu9JAa4ceotEhOTYtkUHIIVlPHav1WOh4VeCnHrKShhI3lG9levX3PrdBeuOf1s1PO5s70O4nya+HxRZoXPjwfdq2Aa3+CuJYfOC6lZGftTtaUruHb7G/ZWL6R0QmjmTZ0GmE+LTw7rhW8NG87J957JYlnnkb8U0+2d3FaRIPTw0vztvPe0lyCfcw8OL4nF6THHbLlxaN5eHT5o3y146sD1nY8Fgszy5g0czUDE0OYed1gbGYj7qIi8q+fhLuoiLgXXyTgxDT9C4HZBybNB7+/vj7mol2LeGXdK2RWZxLnH8f1fa9nQuoELMYjDxhbipSST7Z9wvOrnyfYGsyTI55kSMyh89n9ndU73Hy9rpC5GaWs2FmFy6vhazFyUtdwRqVFMrpnJJGBqjtSOZAKvJRj8nPOzzyw5AE80oNBGEgMTKR7SHe6h3SnW3A3NlVsYuaWmRgNRq7vcz1X97665b6Zz38UljwHE17VZxu2ALfXzbaqbawtW8ua0jWsK1tHjVMfWBvpG8ndA+9mfPL446Z75e6PVnLDY1cTftutRNxyS3sXp0VlFNXx0DebWJdfw5DkUP7vnF70jj14l+++azuOSxrH4yc/fkwTINblV3PZ2ytICvdj9o1DCbTtPYanqopdk2/EsXUrMY89RvCgLjBjvJ7rbdSDMPBaMB59asTShlKeXPkk8/PnkxiYyA19b2B8ynjMhvafwJFZlcl9i+8jtzaXsUljubHfjXQN6drexWo3jS4Pv2dVsiCzjIWZ5RTWNGExGbh1VFduHJmiWsGU/ajASzlqX+34iv/8/h8GRA5gyqAppAanHjSoKqgv4IU1LzA3by6xfrHcc+I9jEkc89eCl8yfYdZEfTzXua/g9rrJrcsluyabrJossmqyyK7JpsZZQ4xfDF0CuhDnH7fnFu0XTUVTBXl1eeTV5ZFbl0teXR6F9kI0qQGQEJBAelQ66ZHpDIwaSHxA/HETcO123eNfcd+HDxHz5JMEn39eexenxWma5NNVu3j2l23UNLm5eGA894ztTmTAwYP7dze9y0trX+LkuJN54dQXjmo8VFZZPRe+sYxAm5kv/jmMyAAbUkoK7AXk1eUR4xdDrCGE8jvvpeH3ZUTedx9hZw2Gn++H3CV6kt6xj0O3I+ue9mpePs38lFfWvYJH83BT/5u4uvfVHSLg2leju5F3Nr3Dx1s/psnTxBlJZ3BTv5s6dQAGerC/o8zOy/N38OPGYlIi/HhsQh+Gd/3rrZ/K34MKvJSj8mHGhzyz6hmGxw7npVEvHdEH2KqSVTy18im2V2/nxKgTuXvg3ceWF6gqB/nWSDJCu7Bg4MUsLvqdHdU78EgPoC84nRCQQGpwKiG2EIrtxRTaCym0F+LW3AcczsfkQ1JgEomBiSQGJtItpBvpkelE+LZwlvN2cPk/X2HagtdImDkTvyGD27s4raa2yc0r83cwc1kuFqOBm0d15fqTkw865f+L7V/w6PJHSQxM5IqeV3B2ytmHTY8gpeTrdYU88kMGRoNg+lXxFDm2sLp0NatKVlHauDfxrkAQZ41k8jcOeqyvpHDCIMLvupO+1YUY5/4fVO3UF1Ef+/hhx35tq9rGI8seYVPFJobHDmfa0GnEB3TMlQd2q3HU8EHGB3sCsDGJY7ip/02tO8bzOLEws4z/+3YL+VWNnD8gjgfH9yQi4NBruyqdgwq8lCMipeTNjW/y6vpXGZ0wmqdPefqoxph4NS9f7viS6eumU+2s5vSE07ltwG2kBqf+6XvdXjerCn/j17n3slA4KDUaMAgDJ0ScQHpUOqnBqXQN7kpyUDJW44H/1DSpUd5YTqG9kJKGEsJ9wkkMTCTSN/K4a8k6EtUNLqZe/xh3rf+c1HnzsHQ5+jUQjzc5FQ08+b+tzMkoJS7Yh6njenBGr6gDArDFBYt5Zd0rbKvahr/ZnwldJzAxbSLJQcn77ZdfVc893/zM+vINhIcXYfXPpdJRDkCoLZRB0YMYFDWI1OBUShtLya/Pp6C+gF01eQyfncHIVU18P1jw41kRjIwbwagmJ8PWzMbmtEO/i/XWr6RT8PiGUGgvJKc2h+XFy/l026cEWYOYOmgq45LHHVe/n7sDsE+2fUKDu4H+Ef3pGtxVv4Xo2xCvjcbly8FgQJgtCKsFg9WK12TAadSwNWl4KyrwlJXhKS/HU1aOp7wcra4OTCbEPjfMJoTZjNE/AGNwEMagIAxB+tYYFIzB10c/j8EABiPCIMBoRBgMCIsFYbXqN4sFYTa32rV2uL28uiCLNxZl42M2MnVcDyaeGI/pT1KjKH9fKvBS/pSUkhfWvMD7W97n3NRzeXj4w5gMx7acZ4O7gQ8yPmDmlpk0eZo4O+Vsbj7hZuL89wYHUkqyarJYWbKSFcUrWFWyCrvbjo+mMSysH6N6TeSULqd0yhlVR2JNXhXf3PZvLs36lZ4b1iPMHauLqjX9nl3BYz9sJaO4DoOA+FBfUiP86RrpT9cIf1Ij/eka6UdOfQazts1iTt4cPJqHoTFDOSvlLArqC/gpazl59m0IgxOACJ8I0qPSGRw9mBOjTyQ5MPmwH9JSSvL/8380zv6CJVefwIzEXOxuOzajlWHGILpW5pNr0Mgxm8gzW3A3H0oguKDbBdw18K4Om6bkSNQ6a/l468esLFlJVk0Wtc5ahJSM2Cy5YqEk2H5kny3SYMAYHoYlMgpjYCDS60V6PEiPG9we/b7bjddej7emFtwHtmofDWG1YgwKwhQdjTkqSt9GR2GKisYcG4u1ezeM/seewT6rzM60bzaxfGcVsUE2LhuSwCWDEwj3Vy1gnY0KvJTD8mpeHlvxGF9s/4JL0i7hgSEPtMjabdWOat7d9C6zts1CQ+Pi7hfTLaQbK4tXsqJkBVWOKgC6+HdhiDmUU7fOZ+jAm7CN/s9fPvffWVaZneveX8Ul89/jdGcBaQsXtHeR2pxXk8zfWsqWojqyyu1kl9nZWdGAy6Pt2Scu2Ice0QEkRnqpMf7G2pqfqHSUgRR4ndFEWXpw7cBRjE4ZQozf0S+cLD0e8m+4gabVa4id8S6bY90syF/Agl0LKG8qJ84WToqwktJYT3JVPimORpLdHgL9YyA4EUISISRp7/2o3mA7/oIxKSUlKxdT8eQzmLbtpDI5lEXjYtEC/fGTZvykBR9pxkczYvMaKaGWjRSwQcunxkdDGsSeiTuBlkACLAH4m/0JMPkQUJWLf0kGIWZ/QgPjCfVLwmqKxCsD8LqNaA4HSIn0ekGToHmRmgZeL9LlQnO5kE4X0unUHzsdeGtq8JSU4i4twVNSima371cfc2ICth49sfXsga1nT6w9emKOijyq6zE3o5QPluXxW1YFZqNgfN8YrhqWRHpC8HHVwqkcOxV4KYfk0TxMWzqNH3f+yKS+k7h9wO0t/o+hpKGENza8wTdZ3+CVXiJ8IhgcM5gh0UMYHDOYuIoc+PACSBwGV3wFHSxDfEfye1YFN320BovJwMz17+JnM5H00UftXawOwatJCqobySqzs73UzraSOrYV15NdbsejScCLwVqCvzGaf5+Vftg0FUd8zpoaciZORLM3kPz5Z5hjY5FS4pGe/QfKe5xQsAryftfHglXnQU2evpg7zf+HTTZ9OawTr4O4gW2+LNGxcJeWUvb889R99z2miAgi7r6LoFGDEQ2l+pqoXjdobvB6mrdu8I+EsK40WvzYUpXBxvKNbCzfyM7andjdduzOWhwHGa+5m4+mEeb1EuaVxBgsdDf6090WQfeABKKDkhABMRCcAIknHdEKF167HU9pKa78fJzbtuHYug3H1q24d+3ae86BAwm/cTJ+I0Yc1e9MVpmdj5bn8eWaAuqdHnrHBjL5lBTO6ReLwdDxf74diZSScruTrDL9i1Z2eQOldQ6GJIdyZp+YDrfKgAq8lINyeV1MWTyF+fnzuX3A7dzQ74ZWPV+xvZgmb9P+3ThrZsKP9+jf+K/7pUVyIv1dfbZ6Fw9+tYnkcD/eu2YQjgvPxm/QIGKffrq9i9ahOT1esssayCyto7TOyT/Su7To4Gdndja5Ey/BHB9P0scfYfA9irUOPU59dYaqHNj2A2z8DNwNEN1PD8D6XgTWjrd4s1ZbRtX0Z6mY/TNoGqFDQgnv3YShcZe++PyRsAZCWCqEdYWwbuBpgk1fQm0+brMv9WlnYu9+BvXRvah01VJZX0hVTS6V9QVUNpRS6ayiwFVHoXTuOWSAV6Ob20V3l5s0/3h6nnw/XVNGH3Rc6J/x1tfjzMykcd06qj+Zhae4GGuvnoRPvpGAMaMRxiP/gtjg9PDN+kI++D2PzNJ60hOCefjcPvTtcvy1cLaWVblV5Fc2Uu9wU+/wUNe8rXd4KKptIrvMTp3Ds2d/P4uRED8LBdVNAAxMDGFcn2jG9Y0hLnj/CWFur0ZZvZOS2iaKax2M7xPT6oGvCryUAzR5mrhr4V0sLVzK/YPv5/Kel7dtAbwemDMNVryuZ6S/8D3wOfwyMZ2Vpkmem5PJawuzGdEtnFcvTyfAJNjW/wTCJt9A5B13tHcROz37okXsuumfBIwdS9yLLxx7S5qjDjZ9Bqveg7ItYAmA/hP1PGHRfVq20EejvkRvrctfhn3RIkrmV+O2mwjo0kTkEIklIXFvl2lwIgTGgckKRjMYLWAw63nOhBHsJVCZrWf/r9ih329hiskAACAASURBVK/dpbfwpZ4G/SZC2vgjDjjrXfVk1WSxvWo7Oyq3sr0yg+212TRoLgCMCJKDUugR1pMeoT1IDU4lISCBGP+YI07fIV0uar//gcq338aVm4slOZmwG24g6JyzDxhfKaWk0lFJQX0BBfYCCusL98y8LqgvoNpRT5NLoknwMZsJtFkwG4z4mHw4LeE0JnSdQGJg4tH9fI5jXk3y6A8ZvP977n7P28wGAmxmAm0mwvzNJEWYiAuFyGBJWICGxeKi3lVPTlUl6wuL2VpaTlVTHcLQRKCfF4tJ4vJ4cXo0XN79Y50fLn6T1PAj7z4+FirwUvbT4G7g1vm3sqZ0Df8Z/h8u6HZB2xagqRo+vxZ2LoChN8OYR48p+WRn4HB7ueezDfy4qZhLByfwyITemI0GXAWFZI8eTfSjjxBy0UXtXUwFqHz3PcqefbZlEtpKCbtWwur3YMvX4HVC3Ikw8Broc4GeuLU1eVyQ9xts/wV2zIWqbFx2I6XrQ7EXmLFEBRJ12zX4n3Up+LTAOobuJr1rsoXGuGlSo7B0I9sW/oetpWvJ9A9hm18gZc0JkwGMwkiMXwwJgQnEB8QT7ReN2WDGIAx7bxgwGAz4mHwIMAcQYPTDd+lGxIdfoW3PxhgfR/29V7M90UR2TTY7qneQXZtNrbN2v/KE2cKIC9DzDAZZgnB6vGwoqGJ7aR0mI/SO8cXfWsOqyo1oSNIDUzgvLJ0zArvip2n6z9/r0a/Rvl23mheEPqMTYWy+b9DvGy168GuyNW+tYGwOhg3N++55T/PW4gcWfz3otfgfftiHlPrtCLpzD6beVU9WVT6P/LyEzWW59EnQ6BKu4dQaafLYafDYsbvs1LvqaXA3IDl8vGIxWPAx+YFmw+G0oGlGLCYDFqMBc/N29+M3xrxKmG/rrr+pAi9lj1pnLTfPu5ktlVt44uQnGJ8yvm0LULEDZl2ij3E5+0VIv7Jtz38cWZNXxUNfbyaztJ4Hx/Vk0oi9XbS13/9A0X33kfDeu/gNH97OJVVAb+kovv8Bar/9lriXXyZw7Bktc+DGKtjwKax5Hyoy9VawfhfrQVhMv5Y5B4C9HLLmQuZPkL0AXPVgsqF1OZnKrX5U/rQejCYibrmZ0KuuQhzF+pftavsc+PFuqN1FVfqV5KaNId9dyy5HJbsaismvzye/Pp96V/2RH1NK0rMk18zTiKyB/w0S/DA6kITwVLoGdyM1JJUEv1jirKHEWoLw0TRwN+oBpr1UH+dXtZPG0iwaS3YQ6inHICSlRiPf+/vxrb8fuRYzPprGmIZGxjY0cqLDie9+n9lCD4ykpt9ag8lHD8KE8cCxeppbD9YCYiAoHoK6QLC+rfULp8jqS7nJTLmzirKmMioaKyhvKqekoYRCeyF1rrr9TuVv9ifYGqxPrrD46xMsLAF7J1v8yf32WF7rcDpc4CWEOBN4GTAC70gpnzrc/irwahmVTZXcOPdGdtbu5LmRz3FaQustOn0Arxu2fgff36V/45r4kT6YXjlApd3JUz9t4/M1BcQG2Xjs/D6c1kNfC9OZk0P5Cy9SP3cuppgYUr75GmOQGifSUWhOJ/lXXY1j+3aSP5uNtVsLJhiVUl+7dM37eiuYxwHh3fWkrV1P1weTW45ifJmmQfF6yJoHO+ZAwWpA6h+k3cdC9zNprA2m6KF/4961i8Dx44icMgVzdHTL1amtOO2w4HFY8cb+QYrRCrZAsAbSZPbB63GgeZrQ3I1oHgea14kXQaNBYBcG6g0G6g0Cu8GA3WDA6Ibey8zYttmwBLiJHVqDT9gRprzwDYPQFGRoMtmeSOYWWSloNFPcKKjzmqi11VATnIUjYAcYXQiMJPulcVriSZyaMILeEX33pvyREqlpNLrrqW6qpMZRRaOrjiZnPU0uOw63HYe7kSZ3A1LzEGC0EWC04m+0EmC0EmCwEWAwEyoFRnejfr1czTenHaS3ubvYDAaT3ppmNOstbnVFlNTmsKaxiLWanTVWM9kHCcpDDFbCLUFE+sfiY01iUYYXZ1MwU8cMZ0Lvvsd1epWD6VCBlxDCCGwHxgAFwCrgUillxqHeowKvY+PyusiozGB92XrWl69nTekaHB4HL496meFxbdBKIqU+k2vjbNj8FTRVQVQfuHSWPuuog5NS0ujyUtu0e5Dn3kGfdQ4PLo9GsI+ZUD/Lfjdfi/GYxvhommTWqnye+TmTBqeHSSNSuP30rvhaTHgqKqh47TWqZ3+GwWoldNL1hF1zzdEN5FbahLu0jJwL/4HR14+kLz7HGBDQ8idpqoZNX+itU3lL9SDMaIXE4XoQFj9UX8R7zwelWf/gREL+cr37MGsuNJQDQl+EvtsZ0P1MiOmvj1N6913KX3oZc0wMMY89it/QoS1fj7ZWmgElm8BZB47avVtHnd4aZfYBs2/z1kfvejPZ9Ov3x6683Sl3NDcNG3dS9O5cPNUNhI3tS/j4Phh8fPc51j73fUMhNOWQ3apSSqoaXBTXOiipdZBXVcv8nBVsqlqF17odg60IISQW4UtqcHc0mqh2VlPjqMHVPK7tWBmFkXCfcKL9oonyjSLKL4oo3yhsRhsuzYXT68Tl3butclSxvmw9RQ1FAPiZ/TghpAfpfvGkaoLwhioia4oIr8zBXJ27J+gtlmGsMKYzcPTFxA8cB9ZW+BtpZx0t8BoG/EdKObb58QMAUsonD/We1g68dmasxF5T3mrHby1uzUWjt4lGT9M+20ZqXLXsqM9mZ0MeHk2fBRJpDad7YDfGRJ9Kt4CUVi2XcNZjy52HLfsnTHUFSKMNZ+IpNHUdjytueLuO53K49UCqutFNbaOLmiY3NY1uaprc1DfpAVWdw01dk4d6hwu39+jPYTEJgnzMBNrMBNjMBPiYCLKZmh+b8LeZ8bMaCbDqW3+rGbvTzfQF2WQU1ZGeGMy9Z6SRHO6H9GrUfvctVe+8i+Z0EjLxYsJvvhlTuJr92ZE1rl5N3jXX4n/KKXSZ/oqeWb21uJv04CvrV731qiLzz99jC4auo/Vgq+vp+80m9lRXUzR1Kg2LlxAwdiwxjz3aOsHj34y3vp7Sp56i9suvsHbvTuyzz2BLS2ux47u9Guvya/hpaxbzc5ZS6t6EwVqOSfoR4hNMXEA4KaFR9IyMoUtQOH5mP3xMPtiMNnzMzdvm5d/qXfXY3fr4qd3365x1lDWVUdpQSmmjfitpKKHJ03RAWcwGMxajBT+zH/0j+pMemU56VDrdQ7ofNPG2pklWZRezdMVKSrf+xrl+GQxjAwaXXf9CkDhcX+khogcExuo3W/BxkVLlUDpa4HUhcKaUclLz4yuBIVLKWw/1ntYOvL49qw/ds4/hE1ZR2kjAmDFE3HUX1pTkP99Z6RCqPviA0ieeJOLOOwi/6aa2O3Ftgd6qszuP1p5cWm69xSG6n54n7CBfgBpXr6bwnnvxVlUR+cD9hFx6qUr4eZTqFy6k+F//QqupJfK+ewm58spWuYbFtU38nlXJ+l01rNtVzdbierya/pmeGObLyO4RjO0dzeDkUMzHuHSRlJJ6dz0urwuL0YLFYMFitBxxgu3Mknq+XlfId+sLKap14Gsxct6AOKad1RNfg6Z3ne+Yo7fAlm/d/81mv71BWFCX5lmzSXtnzvpHHfPA/rbQ0QKvi4Cxfwi8Bkspb/vDfpOByQAJCQkD8/LyWq1M3798J42Fua12/NZixIAFI2ZhwoIJizBixoQZI4Z2/GcphYFa/xTc5sB2K8OhmI0G/CxG/Kwm/KwmfC36zJe24vFKHG4vDo+XJrcXh1vD4fLi0SQ9YgLwOcjCz9a0NHz6HsOC40q7klJSdN8U6n78kfi33sJ/xMntXaRDkppG5VtvU/7KK5i7xNHlxRex9erV3sU6bnmqqih+aBr2BQvwGzGC2CefaPVW6iaXl02FtazLr2ZVbjW/ZZXjcGsE+5o5vUcUZ/aJZkS38IMuLt9SpJRsL7Uzf1sp328oZmtxHUaD4JRu4Zw3II4xvaLwtRyix6O+RJ90VVeoJxauK2q+X6h/magv3n9/o1UfzO8bpqci+uMtMFbPEReSpM/obGMdLfDqcF2NiqIorUFrbCT3kkvxlJaS9OWXHW4xc29dHbXff0/N7M9wbt9O4PjxRD/y8F9ar1DRSSmpnjWLsqefweDvT+wTj+M/cmSbnb/J5WXxjnJ+2VzCvK2l1Dk8+FqMpCeEEBlgJTzASri/hXB/K2H+VsL8LNjMBkwGAyajwGw0YDIIzCYDPmbjIVvNGpwefs+uZEFmGQu3lVFUqyfQ7R8fzPknxHJ2/9iWWavS7dDzvVXnQU0uVOfqAVljlT7msalG3/5xdqow6GOKw7ruvfWbqE+qaEUdLfAyoQ+uPx0oRB9cf5mUcsuh3qMCL0VRjleuvDxyLrwIc3wXkj75BIOtfZc2kVLStH49NZ99Tt1PPyEdDmy9exN6zdUEnn226lpsYc4dOyi89z6cmZmEXHEFkffdi8Hati0wbq/G8p2V/Ly5hM1FdVTUO6mwO3F6jjwNhc1s2DNONcBmJtDHjNujsSavGpdXw89i5ORu4YxKi2RkWgQxQT5/ftDW4HXrAVjtrr2JevdN1utugCk5+iSHVtShAi8AIcR44CX0dBLvSSkfP9z+KvBSFOV4Vr9gAQX/vJmg888n5onH2yW4kR4PNZ9/TvUns3Du2IHB15fAc84h+KKL8OnTu83L05loTidlzz9P9QcfYklKInLqFPxPPbVdg1wpJXanhwq7iwq7k0q7C5dXw+PV8Hglbk3D7dHwaJIml3e/JXx2z+zWNMnQlFBGpUVyYlJomw7bOCZS6l2agTGtfqoOF3gdLRV4KYpyvCv/73+peO11oh56iNArr2jTczsyMiiaNg1nxlZsffsSMvFiAseNw+DXyhnwlf3Yf1tK6eOP48rJwW/4MCKn3o8trXt7F0tpBSrwUhRFaWfS66Xg9juwL1hA/Ouvtcl4H83hoOLV16h87z2MISFE/+tfLZdRXzkm0u2metanlL/6Klp9PcEXXkjEHbdjCgtr76J1eFLT8NbU4KmowFtZibe2DmNgAMaQkD23tu7GPRQVeCmKonQAWmMjuVdcgTs3j8RZn7Ronqc/aly9muJp/8KVm0vQPy4gasoUtcpBB+KtqaH8tdeo/mQWBquVsMmTCTpvAuaoqPYuWofgKiigcflyGpavwJmdjbeiAk9VFXgPn/rJ4OuLMSQEYbWC14uUsnmrgVcDTSP5u28xhYS0avlV4KUoitJBuEtLyb14IhgMJM3+FHNkZIse32tvoOz556iZ9SnmLl2IeeRhtZ5nB+bcmUPZs89iX7AAAGuvngScOgr/Uadi6927dZPvdiCe8nIalq+gYcVyGpevwF1QAIAxPByf3r0xRoRjCgvHFBaGKTwMY1g4xqBANLsdT1UV3uoavNVVeKur8VRVIz1uhDCA0YgwNK9raRAIg5HIqVNafeauCrwURVE6EEdGBrlXXIk1JYXEDz/A4NMyM8A8FRXkT56Mc+s2Qq+6iog7blfLSh0nnDt2UL9wIfYFC2lavx40DWNEOP4jR+I3aBDWtDQsKSkYjpfFyY+A1tBA/bx51HzzDY3LV4CUGAID8R08CL+hw/AbOgRLaupxOdNWBV6KoigdTP2vCyi45RYCRo8m7uWX/nLLhis/n/xJN+ApL6fLyy/hf8opLVRSpa15qqtpWLyY+oULaVjyG5rdrr9gMmFNTsLaPU0PxJISMfj4IMwWhNWCsFgwWK0Imw1zZCSiAwZp0uulceVKar/5lrq5c5GNjZi7dCHo3HPxP+00bD17IIytl+S1rajAS1EUpQOqmjmT0iefIuyGSUTec88xH6dpyxZ2Tb4RvF7i33wDn/79W7CUSnuSHg+uvDycmZk4tm/HmbkdZ2Ym7qKiw7/RaMQSH48lJQVragqWZH1rTkjAGBTU6l2YUkq8lZW48vNx5eXj3qVvG9eswVNSgsHfn8Bx4wg6bwI+6enHZavW4Rwq8Gq/lYoVRVEUQq66CmduLpVvv4MxOITQa64+6m/7DcuWUXDLrRiCg0h45x2sKSmtVFqlPQiTCWtqKtbUVALHj9/zvLeuDndhIdLpRHO6kC4n0uXSHzc5cBXswpW9E+fObOxLloDbvfegBgPGoCB9JmBoCKaQEIzBwXCw3z0JSInUvHsGp0tN0wesa9qec0qXC83lRLrcSIcDd2kpsrFxv3Oa4+Kw9e5N0NQp+I8a1e7JhNuDavFSFEVpZ9LjoeDW27AvXIilayoRd9xBwOjRR9QCUPfTTxROmYo1KYn4d95WM+KUg5JuN66CAlw7d+IuLMRTXY23ulofkF5VhbemGk9NDWiHiAkMYp+B6gYwGPSt0YiwWhEWMwaLtfm+3uVpiozAkpCIJTEBS3w85tjYDtn12VpUV6OiKEoHJqWk/pc5lL/8Mq6cHGz9+hF51534DRt2wL6a04lz61bqFy2i8o038RmYTvyrr6pUEYrSgajAS1EU5TggPR5qv/2W8umv4ikuxnfYUMKuuw5PWRlNmzbh2LgJx/bt4PEAEDBmDLHPPtMpu2wUpSNTgZeiKMpxRHM6qfn0UyreeBNvdTUAhoAAbH1649O3H7a+ffDp1091LSpKB6UG1yuKohxHDFYroVdfTdA/LqRx5UosSUlYkhI7TTJNRfm7UoGXoihKB2b09yPgtFHtXQxFUVqI+uqkKIqiKIrSRlTgpSiKoiiK0kZU4KUoiqIoitJGVOClKIqiKIrSRlTgpSiKoiiK0kaOmzxeQohyIK+VTxMOVLTyOToyVf/OXX9Q10DVX9W/M9cf1DVoyfonSikj/vjkcRN4tQUhxOqDJTvrLFT9O3f9QV0DVX9V/85cf1DXoC3qr7oaFUVRFEVR2ogKvBRFURRFUdqICrz291Z7F6Cdqfornf0aqPp3bp29/qCuQavXX43xUhRFURRFaSOqxUtRFEVRFKWNqMCrmRDiTCFEphAiSwhxf3uXp7UJId4TQpQJITbv81yoEGKuEGJH8zakPcvYmoQQ8UKIBUKIrUKILUKIO5qf7xTXQAhhE0KsFEJsaK7/w83Pd4r67yaEMAoh1gkhfmh+3NnqnyuE2CSEWC+EWN38XKe5BkKIYCHEF0KIbc3/C4Z1lvoLIdKaf+67b3VCiDs7S/0BhBB3Nf//2yyEmNX8f7HV668CL/R/vsCrwDigF3CpEKJX+5aq1b0PnPmH5+4H5kspuwHzmx//XXmAe6SUPYGhwC3NP/POcg2cwGlSyv7ACcCZQoihdJ7673YHsHWfx52t/gCjpJQn7DOFvjNdg5eBn6WUPYD+6L8LnaL+UsrM5p/7CcBAoBH4mk5SfyFEHHA7cKKUsg9gBC6hDeqvAi/dYCBLSrlTSukCPgUmtHOZWpWUcjFQ9YenJwAzm+/PBM5r00K1ISllsZRybfP9evR/uHF0kmsgdfbmh+bmm6ST1B9ACNEFOAt4Z5+nO039D6NTXAMhRCBwCvAugJTSJaWsoZPU/w9OB7KllHl0rvqbAB8hhAnwBYpog/qrwEsXB+za53FB83OdTZSUshj0wASIbOfytAkhRBIwAFhBJ7oGzd1s64EyYK6UslPVH3gJmAJo+zzXmeoPerA9RwixRggxufm5znINUoByYEZzd/M7Qgg/Ok/993UJMKv5fqeov5SyEHgOyAeKgVop5RzaoP4q8NKJgzynpnt2AkIIf+BL4E4pZV17l6ctSSm9zd0MXYDBQog+7V2mtiKEOBsok1Kuae+ytLOTpJTp6MMsbhFCnNLeBWpDJiAdeF1KOQBo4G/arXY4QggLcC7weXuXpS01j92aACQDsYCfEOKKtji3Crx0BUD8Po+7oDc5djalQogYgOZtWTuXp1UJIczoQdfHUsqvmp/uVNcAoLl7ZSH6mL/OUv+TgHOFELnoQwtOE0J8ROepPwBSyqLmbRn6+J7BdJ5rUAAUNLf0AnyBHoh1lvrvNg5YK6UsbX7cWeo/GsiRUpZLKd3AV8Bw2qD+KvDSrQK6CSGSm6P/S4Dv2rlM7eE74Orm+1cD37ZjWVqVEEKgj+3YKqV8YZ+XOsU1EEJECCGCm+/7oP8T2kYnqb+U8gEpZRcpZRL63/uvUsor6CT1BxBC+AkhAnbfB84ANtNJroGUsgTYJYRIa37qdCCDTlL/fVzK3m5G6Dz1zweGCiF8mz8PTkcf69vq9VcJVJsJIcajj/kwAu9JKR9v5yK1KiHELOBU9JXYS4F/A98AnwEJ6L+UF0kp/zgA/29BCHEysATYxN4xPg+ij/P6218DIUQ/9IGjRvQvYJ9JKR8RQoTRCeq/LyHEqcC9UsqzO1P9hRAp6K1coHe7fSKlfLyTXYMT0CdXWICdwLU0/z3QOerviz6+OUVKWdv8XGf6+T8MTESf5b4OmAT408r1V4GXoiiKoihKG1FdjYqi/O01JwptEkLYhRClQogZzRMrdr8eKoQoF0L81p7lVBTl708FXoqidBbnSCn90QdQDwKm7fPa0+yfSFVRFKVVqMBLUZROpTl/z09AHwAhxLDm+zPas1yKonQOKvBSFKVTEULEA+OBdfssF3YrKnefoihtQAVeiqJ0Ft8IIWqA34BFwBPoa7WtUIlUFUVpK6b2LoCiKEobOU9KOW/3AyFELHrgNbD9iqQoSmejAi9FUTqrwUAMkKHnT8QHfcHcEiBOSultz8Ipyv+zd9/xVVf348df567c7D0ISQgBQkgYAcISQUURilq1buverXXU1tXaav22am3t1/qt1Z9SRxVXVdyAgOIABcLMYIWVhOw9bu4+vz9uoCCBJOSGkPB+Ph738bn3c8/nfE5CSN73jPcRA5MEXkKIk9UiIPWg15cBVwLnS9AlhOgtEngJIU5KWmsHULH/tVKqEXC1byUjhBC9QjLXCyGEEEIcJ7KqUQghhBDiOJHASwghhBDiOJHASwghhBDiOJHASwghhBDiOJHASwghhBDiOOk36SRiYmJ0ampqXzdDCCGEEKJT69atq9Fax/7wfL8JvFJTU8nNze3rZgghhBBCdEoptbej8zLUKIQQQghxnEjgJYQQQghxnEjgJYQQQghxnPSbOV5CCCGEOHm4XC5KS0ux2+193ZSjslqtJCUlYTabu1ReAi8hBJ7GRopvupmo664l/Jxz+ro5QghBaWkpoaGhpKamopTq6+Z0SGtNbW0tpaWlDB06tEvXyFCjEILa+fOx5+VR8ej/4K6r6+vmCCEEdrud6OjoEzboAlBKER0d3a1eOQm8hDjJuSorqfv3awRNmoS3tZWqp57q6yYJIQTACR107dfdNkrgJcRJrubZf6K9XgY9/hjR111L43vvY1u/oa+bJYQQfc5oNJKdnc3o0aM577zzaGho6HGdEngJcRJz7N5Nw3vvEXnZZViSkoj52c8wJSRQ8Yc/oN3uvm6eEEL0qcDAQDZu3Eh+fj5RUVE8++yzPa5TAi8hTmLVf38GFRBAzG23AmAIDib+Nw/i2LaN+jfe6OPWCSHEiWPatGns27evx/XIqkYhTlJtefk0L15MzM9/hikm5sD50NmzCZ4xg+q/P0Po3LmY4+L6sJVCCAF/+LiAwrImv9aZmRjGw+dldamsx+Nh+fLl3HjjjT2+r/R4CXGSqv7f/8UYEUHUDTcccl4pRcJDv0W7XFT9+ck+ap0QQvS9trY2srOziY6Opq6ujtmzZ/e4TunxEuIk1Prdd7SuWkXcA/djDAk57H3LkCFE33wzNc8+S8QlFxM8dWoftFIIIXy62jPlb/vneDU2NnLuuefy7LPPcuedd/aoTunxEuIko7Wm6qm/YRo0iMgrrjhiueibb8KcnEzFo/+DdjqPYwuFEOLEEh4ezjPPPMNf//pXXC5Xj+qSwEuIk0zz50ux5+cTe8cdGAICjljOYLWS8NBvce7aRe3Lrxy/BgohxAlo/PjxjBs3jrfeeqtH9chQoxAnEe12U/3001iGDyP8/B93Wj7ktNMIOe006l55heibb0IZ5LOaEOLk0dLScsjrjz/+uMd1+uW3qFIqQin1rlJqq1Jqi1JqmlIqSim1VCm1o/0YeVD5B5VSRUqpbUqpOf5ogxCic42ffIJz927ifvlLlNHYpWtC587FU1+PY0dRL7dOCCEGPn99fP07sFhrnQGMA7YADwDLtdYjgOXtr1FKZQKXA1nAXOCfSqmu/QUQQvRI08efYE5JIWTWrC5fEzx5EgC21at7q1lCCHHS6HHgpZQKA2YC/wLQWju11g3A+cCr7cVeBS5of34+8JbW2qG13g0UAZN72g4hxNF5GhtpXb2asLNnd2tvMfPgwZiTkrCtXdOLrRNCiJODP3q80oBq4GWl1Aal1HylVDAQr7UuB2g/7s/COBgoOej60vZzQohe1LJiBbjdhB5DHpqgyZOxrVmL9nr93zAhhDiJ+CPwMgETgOe01uOBVtqHFY+go4/ausOCSt2ilMpVSuVWV1f3vKVCnMSali7FFB+PdcyYbl8bPGUynsZGHNu390LLhBDi5OGPwKsUKNVa758A8i6+QKxSKTUIoP1YdVD55IOuTwLKOqpYa/2C1jpHa50TGxvrh6YKcXLy2my0fvMtoWeddUwrE4Mm+2YDyDwvIYTomR4HXlrrCqBEKTWy/dSZQCHwEXBt+7lrgQ/bn38EXK6UClBKDQVGADJ5RIhe1PLNt2iH45iGGQHMgwZhTkmhdc1aP7dMCCFOXEajkezsbMaNG8eECRNYtWpVj+v0Vx6vO4AFSikLsAu4Hl9Q945S6kagGLgEQGtdoJR6B19w5gZu11p7/NQOIUQHmpcuxRgRQVDOxGOuI2jyJJqXLkN7vZLPSwhxUti/ZRDAkiVLePDBB/nqq696VKdfAi+t9UYgp4O3zjxC+T8Bf/LHvYUQR6edTlpWrCB0ztko07H/lw+eMoXGd9/DsXUr1sxMP7ZQCCFOFPc0xAAAIABJREFUfE1NTURGRnZesBOSuV6IAa519Wq8LS3HPMy43/55Xq1r1kjgJYQ4vhY9ABV5/q0zYQz86ImjFmlrayM7Oxu73U55eTlffPFFj28r4wVCDHDNny/FEBxM8LRpParHHB+PZcgQbKtlSqYQ4uSwf6hx69atLF68mGuuuQatO0zE0GXS4yXEAKY9HpqXLyfktNOOuiF2VwVNnkzT4sVoj6fLWw4JIUSPddIzdTxMmzaNmpoaqquriYuL6/yCI5AeLyEGsLb16/HU1RF6ds+GGfcLmjwZb3Mz9i1b/VKfEEL0F1u3bsXj8RAdHd2jeqTHS4gBrGnpUpTFQsiMGX6p70A+rzVrCByd5Zc6hRDiRLV/jheA1ppXX30VYw97+yXwEmKA0lrTvHQZwaeeiiE42C91muPjsKSmYluzhugbrvdLnUIIcaLyePyf7UqGGoUYoOz5BbjLy3u8mvGHgqZMwZabi3a7/VqvEEKcDCTwEmKAal66FIxGQs843a/1Bk2ehLelReZ5CSHEMZDAS4gBSGtN8+efEzxlMsaICL/WHXxgnpfs2yiEEN0lgZcQA5Bz506ce/b4fZgRwBQbiyUtjdY1ks9LCCG6SwIvIQag5qVLQSlCzuxw164eC5oymbbcdTLPSwghukkCLyEGoOalywjMzsbcgyR/RxM8eTLe1lbshYW9Ur8QQgxUEngJMcB4bTbsW7f2eIugowmaNAnw7QMphBADVUVFBZdffjnDhg0jMzOTefPmsX379h7VKYGXEAOMfds28Hqx9mKCU1NMDJbhw7CtWdtr9xBCiL6ktebCCy/k9NNPZ+fOnRQWFvLYY49RWVnZo3olgaoQA4y9wDf8Z83q3czywZMn0/jBh2iXC2U29+q9hBDiePvyyy8xm83cdtttB87tz2LfExJ4CTHA2AsLMUZHY+ql+V37BU2eQv0bb2IvKCDQD7+MhBDiSP685s9srfNv7sCMqAzun3z/Ed/Pz89n4sSJfr0nyFCjEAOOvaAAa1YmSqlevU9g9jgA2goKevU+QggxkEiPlxADiNfhwFFURIifs9V3xBQfjzE8HMfWbb1+LyHEye1oPVO9JSsri3fffdfv9UqPlxADiGPbNvB4sGZm9vq9lFIEZGT4JvMLIcQAM2vWLBwOBy+++OKBc2vXruWrr77qUb0SeAkxgOzPqxXYyxPr97NmjMSxfTva4zku9xNCiONFKcXChQtZunQpw4YNIysri0ceeYTExMQe1StDjUIMIPaCAozh4Zh6+IuhqwJGZqDtdpx7iwlIG3pc7imEEMdLYmIi77zzjl/rlB4vIQYQe0Eh1qysXp9Yv581YyQAjm3+XW0khBADlQReQgwQXqcT+44dWLN6f37Xfpbhw8Fkwi4T7IUQoksk8BJigHDs2AEuV68nTj2YwWIhYOhQHFulx0sIIbpCAi8hBgh7ez6t47Gi8WCyslEIIbpOAi8hBgh7YSGG0FDMycnH9b7WjJG4KyrwNDQc1/sKIUR/JIGXEAOEvaAQa2bvZ6z/oYCRGb77yzwvIYTolAReQgwA2uXCsW3bcR9mBFnZKIQYuIxGI9nZ2YwePZpLLrkEm83W4zol8BJiAHDs3Il2Oo/rxPr9TDExGGNipMdLCDHgBAYGsnHjRvLz87FYLDz//PM9rtNvgZdSyqiU2qCU+qT9dZRSaqlSakf7MfKgsg8qpYqUUtuUUnP81QYhTlb2Al/G+r7o8QKwjhyJXXq8hBAD2IwZMygqKupxPf7MXH8XsAUIa3/9ALBca/2EUuqB9tf3K6UygcuBLCARWKaUStday54jQhwje0EBhqAgLKlD+uT+ARkjsf37NbTLhTKb+6QNQoiBq+Kxx3Bs8e+Hu4BRGST85jddKut2u1m0aBFz587t8X390uOllEoCzgHmH3T6fODV9uevAhccdP4trbVDa70bKAIm+6MdQpys7IWFBGSOQhn6ZvaANSPDN89s1+4+ub8QQvSGtrY2srOzycnJISUlhRtvvLHHdfqrx+tp4D4g9KBz8VrrcgCtdblSKq79/GDg+4PKlbafE0IcA+12Y9+6lcjLLu2zNgSM/O8Ee+vI9D5rhxBiYOpqz5S/7Z/j5U89/nislDoXqNJar+vqJR2c00eo+xalVK5SKre6uvqY2yjEQObcvRttt/fZ/C6AgKFDURaLTLAXQohO+GNcYjrwY6XUHuAtYJZS6nWgUik1CKD9WNVevhQ4OMNjElDWUcVa6xe01jla65zY2Fg/NFWIgadtf8b6PljRuJ8ymwkYPly2DhJCiE70OPDSWj+otU7SWqfimzT/hdb6KuAj4Nr2YtcCH7Y//wi4XCkVoJQaCowA1vS0HUKcrOyFhSirFcvQoX3aDtk6SAgx0LS0tPi9zt6cifsEMFsptQOY3f4arXUB8A5QCCwGbpcVjUIcO3tBIdaMDJTR2KN6Pty4j+pmxzFfb80Yiae2FrdMCxBCiCPya+CltV6htT63/Xmt1vpMrfWI9mPdQeX+pLUeprUeqbVe5M82CHEy0V4v9i1bejzMuL2ymbve2sgjHxcccx2ydZAQQnROMtcL0Y859+xB22w9nli/JL8CgE83l7O1oumY6pCtg4QQonMSeAnRjx3IWD+6Zz1eiwsqyEgIJTTAxNNLdxxTHcbwcEyDBkmPlxDCb7TuMOnBCaW7bZTAS4h+zF5YiLJYCEhLO+Y6SupsFJQ1cXfKTn4xOYzFBRXk72s8prqsI0dKj5cQwi+sViu1tbUndPCltaa2thar1drla/y5ZZAQ4jizFxQQkJHRo216lhRUcJZhHXM3P4UnYijvWu/l6WU7mH9tTrfrCsgYScs33+B1ODAEBBxzm4QQIikpidLSUk70PJ5Wq5WkpKQul5fAS4h+Snu92AsLCTv3nB7VsyJ/L08FvAYRQzHaannX+ifmbbmPvNIRjEkK71Zd1owM8HhwFBUR2Id5xYQQ/Z/ZbGZoH6fJ6Q0y1ChEP+UqKcHb0tKjFY3VzQ6m7XuZeF0F5z8L13xAmG7hP9Y/8vqiFd2u78DWQTLPSwghOiSBlxD9lH1/xvoerGhcvfY7bjZ+QkP6xZA6HQZPRF37EVEmJ3eW/pKC/A3dqs+SkoIKDMQu87yEEKJDEngJ0U+15eWjLBasI0YcWwVaM3T1wziUlfDzHvvv+cRs9DUfEaScDFp4EdQUdblKZTQSkD5CeryEEOIIJPASop+y5+URMCoDZbEc0/W2DW+T5djIyiE/R4XGH/JeYEo2yybPx+t24fzXXKje3uV6rSN9WwedyCuRhBCir0jgJUQ/pD0e2goLCRw95tgqsDdiWPJbNnnTiD391g6LnHPWWfzM9AdsDje8eRl4vV2qOiBjJN7GRtwVFcfWNiGEGMAk8BKiH3Ls3OnLWD9m9LFV8OVjWBy1PGW+lfFDYjosEmQxMef003nEfgXU7YKS77tUtTVj/9ZBMs9LCCF+SAIvIfohe14+AIFjjqHHq3wTes0LvKVnkzx6OgaDOmLRq6YOYV3QdOzKCpve6lL1Aen7tw6SeV5CCPFDEngJ0Q+15edhCA7G0t0cN14vfHIPTkskTzguZu7ohKMWt5qNnD9pBIvck9AFC8Fl7/QWxpBgzMnJ2LdIj5cQQvyQBF5C9EP2vHyso0ejDN38L5z3H9iXy3sxt4E1gqlp0Z1eMjUtmvc901GOJtixpEu3sY4ahX3Llu61TQghTgISeAnRz3idTuzbthF4LPO78t9FRwzhybJxnDUqHrOx818BE4ZEsJoxNJtjYNPbXbqNNSsLV3Exnqam7rdRCCEGMAm8hOhnHFu3gsuFtbsrGp2tsOsryhPOoKHNzdlZRx9m3C/IYmJ0UiRfmGbCjs/BVtfpNfuTuspwoxBCHEoCLyH6mba8PIDu93jt/BI8Dj53j8dqNnBaemyXL52SFs2LTZPB64L89zotb80cBfw3u74QQggfCbyE6GfsefkYo6MxJSZ278Lti9ABYczfm8Bp6bEEWoxdvnTK0CjyPcm0hqfD5s6HG03R0ZgSErAXFnavjUIIMcBJ4CVEP9OWn0fg6NEodeQ0EIfxemH75zQkzqS02dPpasYfykmNwmgwsC7ibChdC7U7O73GmpUlgZcQQvyABF5C9COellacO3dh7W7+rrL10FrFd6bJGA2KWSPjO7/mICEBJkYnhvGGbQqgYPM7nV5jzRyFc/duvK2t3WurEEIMYBJ4CdGP2AsLQOvuz+/atgiUkfebR5E5KIzwIPNhRWwuGy6v64hVTEmL5osyM57Umb7hxk72YrRmZoLWksFeCCEOYurrBgghus7ePrG+2z1e2xfjTZ7Cyt1eLpsUechbXu3l9cLXeXr902g0w8KHMTJqJOmR6aRHpjMyaiRR1iimDI3iha93sTvxHIbvuQ9K1kDKlCPe0pqV5WtzQSFBEyd2r71CCDFASeAlRD/SlpePefBgTFFRXb+ooRgq86mY/BvatnvISf1v4FXTVsND3z7EyrKVnJZ0GmkRaWyv2853Zd/x0c6PDpSbEDeBJ6b/HaVgiXcyw02Bvl6vowRe5rg4jLExMs9LCCEOIoGXEP2IPS+v+71d2xYDsMo4GbCRM8QXtH1d+jW/W/k7Wl2tPDTlIS4deekhE/br7HVsq9vG5urNPLfpOf6w5gEyEi7n22IHt2ecAwXvw9wnwGQ54q2tmZmSUkIIIQ4ic7yE6CfcdXW49u3r/vyu7Ysgejhf1ISRFBlIZIji8dWPc/vy24kJjOGtc97isozLDlslGWWNYlriNG4ddysPTX2IlftWYo7/gPXFdbhGXwJt9b6EqkcRmJWFY+dOvG1t3f1yhRBiQJLAS4h+wp6fD9C9jPWOZtjzLTp9Lrl76slMdnD5J5fzxtY3uGrUVbxxzhsMjxzeaTUXp1/MTWNuYrdjOTr8SzZaJkBwLGx+66jXWTMzwevFsX1719sshBADmAw1CtFPtOXlgVIHJq13yc4vwOOketAZVLdVkK//hbHNzbNnPsvMpJnduv8d4+9gd0MJy1nMgoJRTBp9MeT+y9fzFRjZ4TX7tw5qKyggcNy4bt1PCCEGIunxEqKfsG/Ow5KWhjEkuOsXbVsM1ggWt0YRNGQ+XhzMP3t+t4MuAIMy8ORpj2FxDeeL2v8jN2U8eJyQ+9IRrzENGoQxIkIm2AshRDsJvIToB7TWtOXnE9idifVeD+xYQsPw03m+6CEMpmb+edY/GRk18pjbYTFamB19P15XJHdtfoZdw0+Hlc+AvbHD8qq9h04CLyGE8Olx4KWUSlZKfamU2qKUKlBK3dV+PkoptVQptaP9GHnQNQ8qpYqUUtuUUnN62gYhBjp3eTme2lqs3ZlYX5pLa1sdP9MVNHvKGa7vYEJ8do/bMmPYEFqLrwdt5OfmJqpczfD9c0csb83MxLGjCK/T2eN7CyFEf+ePHi838Cut9ShgKnC7UioTeABYrrUeASxvf037e5cDWcBc4J9Kqa7v1ivESagtzzexvjs9XvatH/OLhDi2tFVgK72SWUOm+6Utk4dGoV1RzI7+DXXuVq4fMpTyNf8EW12H5a1ZmeBy4di+wy/3F0KI/qzHgZfWulxrvb79eTOwBRgMnA+82l7sVeCC9ufnA29prR1a691AETC5p+0QYiCz5+eB2UxARkaXyrs8Lu4p+Zh11gB+mvYAnpZMJqZ2PAG+u2JDAxgWG8yesihemP0CdUYj10UFU/L14x2WP5DBvlDyeQkhhF/neCmlUoHxwGogXmtdDr7gDIhrLzYYKDnostL2cx3Vd4tSKlcplVtdXe3PpgrRr7Tl5WNNT8dgOXKy0v1cHhf3L/8F35i8/C7uNGgdj8mgyE6O8Ft7pqRFk7unntHRY5k/92VazQFct+9TdpevO6ysOSkJQ2iozPMSQgj8GHgppUKA94C7tdZNRyvawbkOd9vVWr+gtc7RWufExsb6o5lC9Dva68Wen491bOfDjG3uNu788k6Wlq/i17X1XDLlHtbuqScrMYwgi/+yx0wZGkWLw01heRNZ0Vn8a8ZfcCu4ftmt7Kg/dEhRKdWewV4CLyGE8EvgpZQy4wu6Fmit328/XamUGtT+/iCgqv18KZB80OVJQJk/2iHEQOTcswdvSwuBnSRObXI2cdvS21i5byUPE821lkScYalsKmlg4pBu7O3YBVPTogFYvcs3r2tk2mxeDpuE0WnjhsXXsaV2yyHlrVlZOLZtQ7tcfm2HEEL0N/5Y1aiAfwFbtNZ/O+itj4Br259fC3x40PnLlVIBSqmhwAhgTU/bIcRAZc/LAzjqisaathpuWHwDm2s28+TU33Pxns2QMY+CskYcbi+T/DS/a7/4MCup0UGs3l174FzarEd4pbKGQLeTGz+/kY1VGw+8Z83MRDudOHbt8ms7hBCiv/FHj9d04GpgllJqY/tjHvAEMFsptQOY3f4arXUB8A5QCCwGbtdae/zQDiEGpLa8fFRQEAHDhnX4fllLGdcuupbi5mL+MesfzG1pBe2BrAvJ3VMP4LeJ9QebMjSaNbvr8HjbZwpEDSV5zBW8UlxMhDmE65dcz2uFr6G1PpDBXoYbhRAnO3+savxWa6201mO11tntj8+01rVa6zO11iPaj3UHXfMnrfUwrfVIrfWinrZBiIGsbeNGAjMzUcbDs67satjF1Yuupt5RzwuzX2D64OlQsBCi0iBhLLl760iJCiIu1Or3dk1Ji6LJ7mZrxUFTOmfeS6LXy5umNGYOnsmTa5/kji/uoDUhDENQEPYCWdkohDi5SeZ6IU5gnsZG7IWFBE2Zcsj5FmcLb259k2sXX4tXe3l5zstkx2VDaw3s/hqyLkQD6/bWkzPE/71dAKcMiwFgxbaDVhyHJ8HE6wnf9A5Pj72DByc/yKqyVVzy6aW4hifLykYhxElPAi8hTmC23Fzwegme6gu8iuqL+OP3f+TM/5zJY6sfIzk0mX/P/fd/twHa8vGBYca9tTZqWpzkpPp3Yv1+CeFWxiaFs7Sw8tA3ZtwDRjNqxeNcOepKFsxbQKApkCUBO2gpzMPtkgz2QoiTlwReQpzAWr9fjbJa+SaiiusXX8+FH13Iwh0LOWvIWbwx7w3eOOcNksMOWiRcsBCih0P8aNbu8Y3u5/TC/K79Zo+KZ2NJA1VN9v+eDE2AU+6A/Hdh99eMih7F2+e+Tfjo8Rgdbu59/acs3r0Ym8vWa+0SQogTlQReQpzAWr5bRdEQM79e9QBlLWXcPeFull2yjD+d+ifGxP4gvURLNez5BrIuBKVYt7eeMKuJ4bEhvda+szLjAVi+terQN2b8CiJT4ZN7wO0g2BzM1T95GABLUQn3fn0vM9+eyd1f3s2nuz6lxdnSa20UQogTif8yKgoh/KqtqgJX0U5Wn2Hkf6b/kfPSzsNoOMq2pls+Au31BV5A7t56Jg6JxGDoKGexf2QkhJIUGcjSwkqumJzy3zfMgTDvKVhwEax6Bmbei2XoUJTVyt0h53PJnNks3buUZXuXsbx4ORaDhVMGn8L0xOmMjxvP8IjhR/9ahRCin5LAS4gTkNaa116/jxnAlHNv4tzhF3R6DQULISYd4jKpb3VSVNXCheM73I3Lb5RSzM6MZ8HqYlodboIDDvqVMuIsyDwfvv4rjL4IFZWGdeRInIVbyEl4kJyEHO6ffD+bqjfx+Z7PWVa8jBUlKwAINgczNmYs4+PGkx2XzdjYsQSbg3v1azlZ2ZxuNhY3sG5vPfsa2lDK9+9qUKDwHQ0GRWiAibBAs+9hNRMeaCYs0ITFaMCrwePVeLXG49V4tC/FSJjVd014oJkA0+GBdJvTQ22rg7pWJ7WtTmwODwEmA1azEav50GN4oJmQABO+1JFC9F8SeAlxAnpmwzMY1uTiDrJwztw7Or+guRL2roSZ9x4YZgR6bUXjwWZnxvPyyj18s6OauaMHHfrm3CegaDl8di/89F2sWVk0fvgh2utFGQwYlIHxceMZHzee+ybdx76WfWyo2sDGqo1srN7Ic5ueQ6MxKAPpkelkx2YfKD8oZFDHDTqKZruLd3JLCTQbSYywMjgikMSIwEMDxgGussnO2j115O6pZ93eegrLmw7kYosNDQBAa1/w79UaDXg8mhanG93h5m5dE2AyEB5oJtRqwu7yUtfqpM3VvRSOZqMiIshCVJCFiCAzUcEWUmOCmTkilolDIrGYZPaMOPGdPL9thOgnFmxZwPy8+by0L5iIaZM7zN91mA6GGc1GxTg/box9JJNTowgPNPN5YeXhgVdYIsx6CBY/AIUfYs3Kov6NN3Ds2IF15MhDiiqlSApNIik0ifOGnQdAs7OZzdWbfcFY9UY+3Pkhb217C4D4oHiy47IZEzOG0TGjGRU1iiBz0BHb2epwc/3La8ltD0oPFh5oJjEikHFJ4czJSuCU4dEd9tCccNwOsDeC1w0el++4/2EwQ0QyXqOVvH2NLN9SybItVRSW+/KuWc0GspMj+Nlpw5iYGsmE5EjCg8xHvJXXq2l2uGlqc9Fkd9HY5qKpzYXLozEaFAal2o++HjI0NNldNNnbr2lrv8buIsBkJDrYQlSIxXcMDiAq2EJIgAmH24Pd5aXN5cF+0KOxzUVdq4sGm5O6Vif1NifbK5tZWljJcyt2EhJg4pRh0Zw2MpbT0mNJijzyz4IQfUkCLyFOIEv2LOHPa/7M+UHTCKn+huApU7t2YeGHEJsBcaMAyN1TR1ZiOFZz7wcPJqOBWRlxfLm1CrfHi8n4g16HSTfDxgWw+AFCLl8EBgNNixcfFnh1JNQSyvTB032JYQG31832+u2+HrH2XrEle5YAYFAG0sLTyIrOIismiwlxE0iPTEcpRZvTw42vrmVDSQP/uHI8E1IiKWtoY1/7o6yhjdL6Nj7ZXM5ba0sICTBxRkYcc7LiOX1kHCEnUo+Y1wt7v4WNb/r+3V2tRy1eQxQObywpOp5rw1OIzh5JekIoicFgcu8Glw1KbbDL5nvusoGrDZytvqOrFdxODIERhAfHEh4cCyFxEBzreySMgNhRYOib3qZmu4tVO2v5ans1X22r5vP29CYj4kK4ckoKl+Ykn1Q9muLEp3RP+o6Po5ycHJ2bm9vXzRCi16ytWMutS29lTMwY/toyj5rfPcLQjz7Emp5+9AubK+GpkXD6A3D6A7Q43Ix/9HNumD6UB+eNOi5t/3RzObe/sZ63b5nKlPYNtA9Rmgvzz4KpP2Pv2xW4y8pJW7zIL/N1atpqKKwtJL8mn4LaAvJr8qmz+1JpDA4ZzMzBp7O2IJGNRRE8fdlEzs8+8rw3h9vDqqJalhRUsLSwktpWJxaTgVkj4/j9eZkkRgT2uL3HrHYnbHoTNr0NjcVgCYWsC3DFj6Gi2cPeegd7G5zsqnWwr9lDAE6Gm2vJCW9kuLmGaMc+DC3lHdetDGAO9i2KsAT94HkQGC3QVu9L0NtaBbY64KC/HQHhkDIFUqZCyimQOB7M/t8toTNaa3ZWt7JiWxWf5ZWzvriBUKuJK6ekcN0pqQwK78N/P3HSUUqt01rnHHZeAi8h+t6O+h1cs+gaEoITeGXuK7T87k+0rlzFiG+/6Tw4WfMifPZr+PlqiMtgcX4Ft72+jjdvnsq0YR0EQb2gxeFmwqNLuWbaEB46N7PjQp/cA+tepj7xd1Q89SJD33/vwB6O/qS1pqK1gu/Kv2PZ3uV8W7oKrdwEGsM4O/UMzkg+g+y4bKIDj/698Xg1uXvqWFJQydtrizGbDPzl4nHMbk+hcdzsWoH3i8cwlK5GKwNlUVNYEzaH5UxiZ4OmqKoZl+e/c7SykyPITo5gfEoEOUOiDp335GqDxlJAtQdVgb4gy2iG7gTBHjfYan1BWGUB7F0Fxd9DzTbf+0YLDBoHkUMhIgUiktuPQ3y7G5gC/Pf9OYoNxfXM/3Y3i/LKMSjFuWMHcdOMNEYPDj8u9xcnNwm8hDhBVduqufKzK/F6vSw4ZwHxQfEUzTyNoEmTGPy3pzqv4OV5vt6In38HwAPvbebTzeWs//1szD8c9utF1760hj21raz49ekdB4ttDfCPHNwBSex4oZbo668j7le/6rX2uDxefvHGepYUFnP1LDtuax5flX5Fs7MZgITgBEZHjyYrJuvA8GSYJazDunbXtHLHm+vJ39fEdaek8uC8jF6bA1bf6qSgrIk9u7aSmfckE1q+okTHssB9Jgs9p1JJFAEmA8lRQSRHBpKeEMr45AjGJUeQEGbt21V/rbVQshqKV8G+DdBQDE37fLspHCwiBeIyfUPjsaN8x5j0XuslK6mz8cqqPby9toQWh5uJQyK5LCeZeWMHnVjDyGJAkcBLiBOQzWXj+iXXs7txN6/OfZVR0aNw7NrFrnnnkPDoH4i89NKjV9BUDn8bBWf8Bk67D601Ux9fzsQhkfzzpxOPzxfR7vXv9/LQB/l8/suZpMeHdlwo711470aKc0fibAtl2LJlvRIouD1e7n57I59sLueR8zK5bvpQAFxeF3nVeeTV5FFQU0BBbQHFzcUHrhsVNYqzU89m9pDZDAkbckidDreHJxZt5eWVe8hKDOMfV05gaIx/UlzsqGzmpZW7+Xp7DdUNTdxk/JRfmD7EoDRLon5KccaNJMdGkRwVSHJUELEhAf0nrYLHDc1l0FDiC8Qain09Y1VboWY7eF2+csoAMSNh2CxfKpKUU/weiDXZXbyztoQ31xSzs7qVIIuReWMGcWlOMpNSI/vP91T0CxJ4CXGC8Xg93P3l3Xy972v+b9b/MTNpJgB1b7xB5aP/w7DPl2BJSTl6Jav/Hyy6D25fC7HpFJQ1cs4z3/LkxWO5NCf56Nf6WWWTnSmPLefeOSO5/YzhRy64+gUanv095WsiSV3wKoETJ/u1HW1OD7/+zyY+zSvnN/MyuGXmsKOWb3Q0Hpgb9lXpV2yu3gzAyMiRzB4ym9mps0kLTztQfmlhJfe+uwmX28sfLxyWwZvZAAAgAElEQVTNheOTjqmdWmu+31XHi9/s4outVQSYDNyVspuf1v+T8LYSnOnnYpn3uK93aKDyuHxz16q3QNUWKFnjG7b0OHxzy1JnwPCzYPiZEH30f8fu0FqzvriBd9eV8PGmclocblKjg7gkJ5nzxiaSEi0rIkXPSeAlxAnmiTVPsGDLAn4z5TdckXHFgfOld95FW34ew5cv7/wT+EtzwdEMP1sJwLNfFvGXJdtY89sziQs9/pObz//Htyil+OD26Uct5/nmRXbc+hSREyOIn78UAo7QQ9ZNZQ1t3PJaLgVlTfzmR6O4eWZa5xf9QEVrBUv3LmXp3qVsqNoAQHpkOpdnXM55aedhNVkpb2zjrjc3smZPHWmxweQMiSRnSBQTUyNJiwk+6r+b2+NlUX4FL36zi82ljUQHW7htYgjX1D9DwI7PIHoEzHvS1/NzMnK2wp6VULQMipZC3S7f+dQZvq2o0k7v3ny0TticbhblVfBObgmrd/sWZYxLCue8cYmcM3aQTMgXx0wCLyFOIAu2LOCJNU9wdebV3DfpvgPntdfLjmmnEDJrFomPP3b0Shr3wf9m+vJkzbwXgIueW4XT7eXjO07tzeYf0f8t38FTS7ez5jdnEhd29MCv5KcXYN9SyPCfJaOueg8Ce5ZzLHdPHbe9vh67y8PfL8/mzFE9nwRf2VrJsuJlfFD0AVvrthIREMEl6ZdwRcYVRAZEs2B1MV9tr2bd3noa23xDZlHBFiakRJIWG0yrw02rw02Lw02z3U2r001Fo52aFidpMcHcdOpQLrauxrLkPnDa4IwHYertYLL0uO0DRu1O2PoJfP8cNJdD4gRfADZynt9TWJTW2/h0czkfby4jf58v39mk1EjOHesLwmJCjs+iADEwSOAlxAniy+IvuevLu5iVMounTnvqkD0J7YWF7P7JRSQ++WfCf/zjI1fi9cJbV/h6BX6xFqLSqG91MvGPS/nFrBHcM7uTFBS9ZGtFE3Of/obHLhzDlVOOPkTW+PHHlN17H0Nm1xOUNQKu/gCCj20V5ttri3nog3wGRwQy/9ochsf5pwdtP601uZW5vFb4GitKVmA0GJk3dB5XZ15NRlQGXq9mV03LgWzw+7ffCbWaCA4wERLgO+7fdudHoxM4K8WA4bN7YMvHMDgHLngOYvvm361fcDt86TS+/V+o3+PLW3fqPTD6IjD6f4L87ppWPtlUxieby9lW2YzRoDgtPZYLxw9mdmb8ccmRJ/o3CbyEOAEU1BZw/eLrGRY+jJfmvkSg6dBhjNqXXqbqyScZ/tUKzPFH6bFZ8WdY8RjM+ytMvhmADzfu4663NrLw56cwPqX3twrqiNaamX/5khFxobx03aSjlvW0tLJj+nQiZk8lIWIhRKbCVe9DeNf3l3R7vPzx0y28smoPM0bE8I8rJhw1+7o/FDcVs2DLAhYWLaTN3cbY2LFcMPwC5qbOJdTSxYAv/31fChBHM5zxW5j2i14JHgYkjxsKP4BvnoKqQghPgam3wfirwdrxqtSe2lbRzMIN+/hgwz4qmuyEBpiYN2YQF04YzOTUqF7diF70XxJ4CdHHipuKuXrR1ViNVhacs4CYwJjDy9x6K67iEoYt+uzIFW1fAm9cBuOugAv+eWC+yy/f3shX26tZ+9uzMPbhH4JHPy7k9dV72fC72Z1mDC+9405sGzcw4uU/ot6+AtAw7XY45c5O/4i2Otzc+to6vi2q4cZTh/LgjzIOz5rfi5qcTSzcsZAPij6gqKGIAGMAs1JmccHwC5iSMOWQnswDmitg0f2+wCFxPFzwPMRlHLc2DyheL2xfDKv+z5e+IiAMJlwDU27z5Q3rBR6v5vtdtby/fh+L8suxOT2kRAVx7SmpXJqTRKi1d4N+0b9I4CVEH6q2VXP1oquxuWy8+qNXGRo+9LAy2uVi+5SphJ3/YwY9/HDHFdXuhBfOgMghcOPnvgSY+P4g5PxxKWeMjONvl2X35pfSqe921nLFi9/z/FUTDt+78QeaFi1i3y/vIeWVVwhOj4Xl/wMF70NQNMy8D3Ju6HC+k8Pt4aZXc1lZVMMTFx3/FZwH01pTWFvIB0Uf8Nnuz2hyNhEfFM8VGVdw/ejrMSiDr5dm7Yvw5WPgtsNp98P0u6WXy1/2rYPvnoWCD3yvsy7wzZUbPMGvE/EPZnO6WVJQwYLvi8ndW09ogIlLJyVz3SmpJEfJqkghgZcQfabZ2cz1i6+nuLmYf539L8bEjumwnG39BvZeeSWD//53wuacfXgBRwv8a7av1+SWFb7gq9364np+8s9VPHPFeH48LrF3vpAucnu8TPzjMqalRfP81UfPJea12dg+/VTCf/xjBv3hEd/Jfeth2cOw+2vf8OOs30HWTw5MpHZ7vPzijQ0sLqjgr5eM4+KJx5bOoTc4PA5WlKzg/R3vs6psFeemncujKedh/uw+qMyDYWfCvL/4NTWCOEhDsS/FyrpXwdnsy5SfPhdGzoUhp/baooWNJQ289O1uPs0rR2vNnKwEbjx1KDmpUb1yP9E/HCnw6ptdTYU4STg8Du784k52Nuzk6dOfPmLQBWBb/T0AQZM7mBulNXx0B1RvhYv/dUjQBbBiaxUGBTNHHD58ebyZjAauPSWVxQUVfLhx31HLGoKCCD3jdJo//xztdvtODp4A13wEP30PLCHw3o0wfxaUbUBrzW8W5rG4oILfn5t5QgVdAAHGAOakzuH5s57nzqyb+GTXJ9zx2TXY2urg0n/DVe9J0NWbIlJgzp/gnkI492nfBPz1r8JrF8KTafDONb7NxRtKfP+n/CQ7OYJnrhjPt/efwS0zh7FqZy0XP/8dN76ylr21R9/EXJx8pMdLiF7i8Xr49Ve/ZlnxMp6Y8QTnpJ1z1PJ7r70OT1MTaQvfP/zNVf+Az38LZz0Cp/7ysLfP/b9vCDQb+c9tp/in8T3k9ni54sXvKSxr4pM7Zxw1w3vT0qXsu+NOkufPJ+TUH+T/8noh7x1Y+nt0azVrYy/mhuKzufHMcfyyj1ZudsrjgnWvwJd/4j2zh0ejIxgdncWzZz1PhLVnKTPEMXDaYNcK33yw7UugpcJ33hoB8aMhPgsSRvuex406MHzfEzanm9e+28szy3fg8mhuPS2Nn58+nECLrIQ8mchQoxDHkdaaR79/lHe3v8v9k+7nqsyrjlre29bG9ilTibzySuIfuP/QN3d95fvEnnGOr9fkB3NWqprsTO5KxvjjrKyhjXnPfMPgiEDe//kpR9zb0OtwsOOU6YTOnUPin/7UcWX2Rja/+itGl71LiyWG0AufQo36ca/N3zkmWsOWj2DZH6Bupy/h57y/sLytjPu+vo+k0CT+3+z/R0JwQl+39OTl9ULFJijN9W3uXZkPlYXg2t8rpSA82dcrGT0Mooe3P4b5Nvzu5s9bZZOdJxZtZeGGfQyOCOR3545iTlaCbE10kpDAS4jjpKathpfzX+bfhf/mpjE3cdeEuzq9pvLxJ6h79VWGvPZvgiYdNNS4bTG8e73vj8HNyzvM8P5Obgn3vbuZz+6cQWZi7yynP1ZLCyu5+d+5XHdKKo/8OOuI5fbddx8tK74i/dtvUJbD5+G8umoPD39UwC8zmriz7R+oynxI/5Evw/uJsKVO8ffw+e+gdI1veGv2ozDi7AN/qNdWrOXOL+4k2BzMC7NfIC2i+xn1RS/xeqF+ty8Iq9riW8BSW+Q7Ohr/Wy5qGIy/CrKvhNDuBc9rdtfx+w/z2VrRzKnDY3j4vExGHGk/UzFgSOAlRDdprWl0NFLWWoZBGYgNjCXSGulbpXYQl9fFpqpNfLvvW1aWrWRr3VYALhpxEQ9Pe7jTT7fNK1ZQetvPiPzpT0n43UP/fSP3Jfj0V5AwFq58B0I7zuv1s9fXsaG4ge8enHVCfpJ+9ONCXlq5m/939UTmZHX8B6v5yy8p/dnPSXr+OUJPPx3wff8Lypp4d10pr6zaw9mZ8fzzpxMw4YXVz/lWCAKc+XuYfKvfs5h3SfV2WP4HX2b1kASY9VsYd2WHqxW31m3ltqW34dZu7pl4D+emnYvFKBnqT1hag63WF4RVFULee7D3W1BGSJ/jyxs24uwur0x1e7wsWF3MXz/fRqvDzQXjB3P3memyL+QAJoGXEEfg8rjIr81nc/VmSppLKG8tp6yljLKWMmxu2yFlTcpEdGA0sYGxxAbFotGsrVhLq6sVozKSHZfNqYNPZXridDKiMjoNhFyVley+4EJM8fGkvv0WhoAA3yfwLx71ZegeMQcufgkCQo7Qdi/jH13KeeMG8fhPxvrte+JPDreHi5/7jr21rXx21wySIg//Q6OdTnbMPI3AceMwP/k0H2zcx/vrS9le2YLZqDhvbCKP/WTModnCG4rhk3t8+/mlnALn/+P4TFz3uGDbZ755XDu/AEsonHoXTP05WI48lw2gpKmEX3/9awprC4kLiuOazGu4JP0Sgszyx7dfqN0JG16DjW9AS6Uv2B53ua8XLHZkl6qoa3Xy3Ioi/v3dXjxezaWTkrlj1nDZE3IAksBLiHZOj5O8mjzWVqwltzKXTVWbsHvsAIRaQhkcMphBwYMOHBNDEtFoqm3VVLdV//fYVo3T4yQnPodTB5/KlEFTup65HNAeD8XX30BbXh5D33uPgLShvm1RPrwd8v4DE6/3ZaY/yifq/TmzjtabdCLYW9vKOc98S3p8CG/fOg3zQYlOnW4v2yubqXz+BRL/8xL3zPwFW6JSmZASwYUTkjh3zCAig4/QM6S1bxuZRQ+Ax+nr/ZpyW+/0ftXthvX/hg2vQ2sVhCX5Enbm3AAhsV2uRmvNd2XfMT9/Pmsr1hJmCePKUVdyZcaVRFr7ZseBo7Fv3UrjBx/iaWjAa7Md9lAWM+b4BEzx8Zji4zDHx2OKi8cyJIWAYQN0BafHBTs+h/Wv+Y7a49tDMvtK3xZGQZ2nkahssvOPL4p4a20xSimumjKEn58xTPaD7EW1LQ7eWlvCovxy3r3tlF7f9kkCL3FSc3ldfFP6DQt3LOS78u9weBwoFOmR6eQk5JATn8OE+AlEWY9f3p2a556j+u/PMOixx4j4yYXQVg9vXeUbzjjzYd/qxU56zB77bAsvr9zNxt+f3WmW+L720aYy7nxzAz+dkkJGQij5+5rIL2tke2UzLo8mwO3g38uewJkylKSXXjrqSsjDNJXBx3fDjiWQMg3Of9Y/vV9aw46lvqHNnV+AMvjyQk28DoafBR1lp++GTdWbeCnvJb4o+YJAUyCXjbyMm8feTJilb+fqaa1pXbmKupdeonXVKpTFgikmBkNwECooCENQEIagYAyBgWiHHVdlFe7KStzV1b4e23aBOROJueUWgmfMOCGHwf2iudL3QWnTm755YgazL2/YuCtg+OxOc4eV1Nl4ZvkO3ltfSoDJyGWTkrnx1KEnTRJWm9NNUVUL2yqa2V3TisVkIDLIQmSwhaggCxFBZqKCLUQGWbCaDcf0c1RQ1sgrK/fw4aYynG4vM0bE8OeLxpIY0bu9jCdc4KWUmgv8HTAC87XWTxytvARe4ljsadzDwqKFfFj0IbX2WmIDY5mTOodJCZOYGD+R8IDwPmmXbd069l59DWHz5pH48L2orR/D9/+E+r2+zZLHXtKlemb/7Sviw6y8ftOUXm6xfzz4/mbeXFMCQGSQmdGDw8lMDGN0YjhZiWGEf/Y+VY8/TsorLxM8dWr3Kj+k98sBM34FE6494ty4o/K4fPsprvw7VBVAaKIv2Bp/Vbf2kuyqopptLPz8Gb4u/ZrmwRH8POcOfjLiJ5gMxzeY1k4njZ99Rt1LL+PYvh1TbCyR11xN5KWXYgzv/P+Kdrtx19birqykbcMGal95FXd5OQEZGUTffBNhc+agTP77mrxOJ9rhwBAcjOqLOX74gtR6Rz1Vtiqq9q2hcscSqirWUeOx4zEF+LYvikz1DUu2zw8NNAUSFxRHfHA88UHxxAXF0WoLZv5XpXy0qQwNnDt2ELfMTCMrsRu/o1qqfas2yzf5FgqEJ/s+iCRPhsC+S2Xi8ngpb7BT2mCjtL6NvbWtbKtoYXtlMyX1tgMp1UwGhdt7UEyinChTC8rUjDI4MBmMhFgshFothARYCA2wEGa1EBUUSHSIlejgQGJDgogN8R1X7SrnnXU7KKisICDAycShVrKHWDCbHdw67lYCjL3bu3hCBV5KKSOwHZgNlAJrgSu01oVHukYCL3E0+yfC17TVUGOvoaS5hE93fcq6ynUYlZEZSTO4aMRFnDr41OP+x+yHPA0N7Dr/fJR2MvSqKIzlq0B7IXoEnPu/MHTGEa/VWtNgc7GntpWtFc08+H4eD50ziptm9I9Vck63l9W7a0mLDSEx3HrYp1evw8HOOXMxJyQw5M03jq2XpKnMtyhh22ftE6HnwoSrfb0PnU2Edrb6hhO/exYaSyB2FEy/C8ZcDEb/7MOnXS4cRUXYCwpoy8/HXlCIY9s2tNMJgMtsYGe8l5rUSMafcRljT7sI8+DBvdZj5GlsxLZuPbbcXJo++QR3VRUBI0YQdcMNhJ8zr8NVpl2lnU4aP/2M2vnzce7ciTk5megbbyRk1hmYYmO79DV5GhpwlpTiKinGWVyCs7QEV3EJzpIS3BUVvoDbYMAQGooxNBRjWBiGsDBMUZEEZmcTNGUqAekj/Pr9c3ldrChZwbvb3yW3Ihen13nI+wpFpDkYs9sJLjvg9QVd5kAwB9HqddHiajms3hBzCBaDFYfLSIsdvB4zYdZAUiLDSY2IJSYohhhLBDEYiHF7iHbZiWupI6JyK6piMzSX/beysMG+eWheN6B8+cpSpvoCsdQZx/aB5CgabE721NrYW9vKnhrfsaTexr76Niqa7BwcT5kMitSYIIbGe4mJaCEouB5tqqHJXXFgOketvRabu3eSzxo0LLvwU2LDe3dF9IkWeE0DHtFaz2l//SCA1vrxI13T24HXW78+D0Npea/VLzqnABMKIwoTBkxaYUJh0gY8SuPEi1N5ceLBhfY9Vx7feTRedejPcpA2kugNJMFrJUAf/8SF3iAzOjQAb2gA3rAAdLDFlybok43okjZSz6qhdVACBRGzKIicRaV1WIdDixqot7naf6G10mR3H3gv0Gzk81/OHFDDEvVvv0PFww8fssLxmNTsaJ8I/aZvTlZIgm8Ozpj23kRbDbTW+Fautdb4EmsWfugb8k2Z5ttLccTZPZ4v5q6vp23DRto2rMe2fgP2/Hy0wwGAISQEa2Ym1tGjsWZlgoa2vDwq1n6N2r4Hi7v9ZzoiHJWVTmt6IlVDI9kz2EQZDVS2VuLRHgKMAVhNVgKMAQeeR1ujmZUyi2ERhw65uqqqaFu3DlvuOmy5uTi2bwetUWYzQZMnE3XdtQSfeqpfAxXt9dLyxRfUvPAi9s2bAVABAZgHD8acnIRlcBLmpCQMwcG4SktxlpTgKvEFV96mpkPqMsbGYElKxpKSjDkpGUNICN7mJjyNTXiam/A2NuFpbsZdWYlrn2/nBGNUFMFTpxA0ZSrB06ZiTk4+pq+vpLmE93e8z8IdC6m115IQnMDsIbMZHDKYuKA4Xy9WUDzRgdGYDe2BussORcsg/z1fEleXDawR2FKmUJk4hsroVKqsIVTZa6lpq8HutmP32GmxNVBeXUZLax1GbLiMLhqNmjbD4e0O1pBkDCI5MJ7kyGEkxY0jKSqdUIMJS00Rlop8LGWbCCjfhNnZQrBWmIaf5evBTf9Rh8OhdpeHxjYXDTYXDTYn9TYX9Tan79Ha/rrVSU2Lgz21NhrbXAeuVQoGhVlJjgoiKTKIhAgT5sAKbOymyllEaWsRJc0lhyxeMiojg4IHER8cT0xgzGGPYHMwHmcr3sZS3I0leJv24W0qx91SicfdhsvtwOV24PY68XqdeLUXi9aEeb0HHqHKTFhwAsFhiaiLX4aQuG7/DHTHiRZ4XQzM1Vrf1P76amCK1voXPyh3C3ALQEpKysS9e/f2Wpvev3AcybudnRcUvaqrP40K335XCo3S+58fdF6Docu19QKt0K4f/IJUGoNV420zsDs7hVdGXcR2hnQpKWOo1URqdDCp0cEMiQ7yPY8JJjkq8IiJSfsr7XKxc945GEJCGPreuz0fQvK4fBnLN+yfCO09rIij0UT5+micTRawBvP/2bvvOKmq8/HjnzNte29sAXaBpS6wIEVAOkSjCGLsETVqLLFrbFG/ahI1yc8YNfYarKgIKCooCCIIKL33srC99zLt/P64AyyyDbbBzvN+veZ1Z+7ce+45s+zw7DnPPUf5+KPMZmNYzGLB5OODJSrKSCDvFHM0gdwSHQ1uF66yMtzl5bjLynCVleMuL8Oenk7V+g3Y9+83LmK14tu3D/6pg/Ad0B+/fv2wdulSb/uqq8uZ992LbPjhM7oeriE5U5NQYLznBnKiLGQnBVMQF0hOuInsMEVWsItKZafGWUO5oxyt3Zzt7MKUsu70TVeoLbtwHDoEgPL3xz81Ff+hQ/AfMgTfAQOMu2pbkdaaqg0bqd6xHUd6hhFkpafjSE/HXVZ29HOyxcVh7ewJrjp3wdY54ejW5N/0PzIcGRlU/PwLlT+vpmLVapy5ucYlunQhaOJEgiZNxC81FWWu/3fI6Xbyw+Ef+Gz3Z6zMXIlJmRgTP4ZLe13KqLhRmE8mz89eYQRf+5ZC2kpjol0Aa4AxHBjTz5i+Iuv43qty/84cNsWx3x7KlqoA0sz+ZJp9sQf4YQ614rCUYFe5VJNHpTsPN456KmAwa0UXp4vkmio6u8zYTX3Zq8aT5hhASaWmuMpOtePE35MjfK0mT/6VjYhA29HvpK4RAUSHaJzmHDIq0thesJ0teVvYUbgDh9uoU7hvOH0j+pIYnEjnoM50Ce5Cl6AuxAbGHgtWjyhKM4LWvd9D5obje/QAgmKNiW19g8Hqbzxs/see+4dDSILR+xccb7xuw1zD0y3wuhQ491eB1zCt9R31nSNDjd5Ba02ls5Iyexll9jLKHeWU2cvws/gR4RdBhG8EwbbgMyJR111TgyMz03hkZODIMJ5bE+KJuuOOdstJOROUfPEFmQ8+RPzzzxN83rktV3BppvElbvMH/0i0bziF85aQ9+rbmAIDCTrvXHC5jXUjXU60w4l2uXBXVeLMzcOZk4OrqKhJlzKHhuKXmorf4MH4D0rFt39/TL6+J13l/Kp8FqctJsQnhE7uICIOFOGzKw375q1UbdqEq7j42MEmE9bYWGxdu+KwKCo2bsBaavQqlPhDZrdg/AcPZsDkK4gdNKpF862ay1VSgruiAktMTIOB0KnSWmM/cJCK1aso/+EHKletRjscmMPDCRw/jqCJkwgYOeLoz6igqoA5e+bwya5PyKnMIcY/ht8l/47pydNbbvWBsmwjAEtbCYdWGWuxRiRD7ECIHWBsO/UH32N5XhU1TrZllrI5vZjN6SXszy+nyu6i2uGmxumi2uGkRhfhNheAyY4yOUEZD3VkaynH4pNDgG86NZYytOfr1KTBDxs2czi+1giCraGE+YYR4RdOiE8ggT5WAn1s+FgsWEwWTMqE3WUnrTSN/SX72V+yn9zK3KN19bP40TeiL/0j+5MSmcKAyAF0Cmhg5n5HNaT95Am2FkP+bmN/SBfoOhIiPSsJhHeH8G71TrNzujjdAq/TbqhRCHH60C4X+6dOA6Dbl1+0yn/E9oMHyXz4L1Rt2EDQ5Ml0euJxLBERjZ7ntttx5nru4svNBbMZc1AQpsAgzEGBmIKCjEczcqOaSmuNq6gIe1oajkOHsKelYU87hP3QIdwVFfgNGID/kLOo6NOFxXo7Cw9+y9aCrZiUidHxo5mePJ0xCWNO7GnwAq7yciqWL6fs+yWUL1uGu6wM5eODu18PNnd282XQPnbGuhjc+Wyu6n0VYxLGtH5+qNYt1iPjdLlxaY3WRrFurdEYW4tJ4Wc1o5Si2llNWs4m9m37hAOHl1NQmUeR2UyhXzCFPgEU4abEUdbgtfwt/iSFJNEtpBvdQruRFJxEUmgSXYK6NP6ZOe2eodjZsGuBMRRr9oHEc4w7h5MnG8HWGfDH9q+dboGXBSO5fiKQgZFcf5XWelt950jgJYR3KV34LRl3303sP54h9KKLWqxc7XZT9MGH5D73HMpmo9NjjxI8ZcoZ0YvaEtJK05i3dx5f7P2CvKo8InwjmNpjKhf3uJjEkMT2rl67cFZX89M3b3Bg4edE7colMcdIWcBmxX/AQPyHDcW3Xz98evTAmpDQKn8InDYK98P2L2H7PGN4D3B26k9Nr9/iShqNOyYFtwK3duNyuzCbzET4Rpzc74/bBQeXw5bZxvqm1SXgFw59p0HvKUbvlu3Mz1s9rQIvAKXU+cDzGNNJvKO1rmd1XIMEXkJ4F+12c+CSS3CXltF9wTcoa/N7ZRw5uWTefz+Vv/xCwNgxxP71b1hjWjfB9nTldDtZkbGCOXvm8GP6j7i0i+GdhnNr6q2cFXNWe1evTdhddubvm8+7294lrTSNLkFduKrPVUyJGodp824qf/mFyjVrqN6x4+j8ZMpmw9atGz7du+PTozvWzl0wh4RgDg7CFByM2fNoiX+v7a4ozQiMts2DDM//v/4R0H2i0RvVYyIERDZcRlWxkbeWvwcK9hjbwz8bd1zaAo1Aq/8l0G1ci905fLo47QKvkyWBlxDep3zZMg7ffAudnniCsCsub1ZZVVu2kH7b7bjKy+n0yF8Iufhir+nlakx+VT5f7P2CD3Z8QH5VPiNiR3D7oNsZEHV6LkPVXBWOCmbvns17294jtyqXPuF9uLH/jUzsMrHOZHlXeQX2fXup2buXmr37qNm3F/vefTgyM+so3aD8/bFERWKNjsESE4O1k+eGjBjPrP7dujVrqo42V54H+5caEwrv+964GxhlLApvrSN3UbuNnMqKvGP7TBZjTrNO/aHvRcaal9a2XypJO51tkt8ogZcQ4oyjtSbtyquo2beP0PbG3VwAACAASURBVEsuIWTaVHx79z7pckrmf0XWI49giYoi4ZVX8O3VsxVqe+arclbx6a5PeXvL2xTVFDEmYQy3pd5G34i+7V21FpFZnsns3bP5ZNcnlNpLGd5pONf3v54RsSNOKQh3V1TgyMrCVVqGq7QEd2npseclJTjz8o7N6p+Tg3bUutvQasWnRw98e/fGt09vfHr3xrd3b8zB7btqQZO43ZC10bhRJWOdsWRSXQJjIDLZuGEgMtkIusxWXCUlRj7iwYO1HmnYDx8Glwus1lp3FZtRFivmwECsCQmeRzy2hASsCZ2xxsUavYtKgVLH/RydRUXYDxzAvn8/NQcOYD9w0Hh9+DA9V6/CHNi6yfkSeAkhzkg1+w+Q++9/U75sGTid+PTqRcjUqQRPmdLoMKF2u8n7z/MUvPkm/kOGEP/iC1jC225ZqDNVpaOSj3Z+xLtb36XUXsrELhP544A/0i+iX3tX7aS53C5WZKzg092fsjx9OQDjO4/nhv43tGmP3pEbIZw5OdgPHKB6x06qd+6kescOXPn5R4+zJSXhN3AgfqkD8Rs4EJ/k5NPq7tOT5SotpXrrVqq2bDW2W7fizKo1Z6bJhDU+HltiIrbOnVE2G9rpRDsd4HIdvbPYVVyMIz0dR0bG0cmG6+QJwFDKCOKO7LZasSV2xZaYhC0piYjr/4A5tHVn85fASwhxRnMWFVH6zTeUfPkl1Zs2g8lEwIgRBIw4G9+U/vim9DvuL1hXeQWZ999P+dKlhF52GZ0efeTMGto5DZTZy/hg+we8t/09yh3lDI8dzvUpp95D1JbyKvOYs2cOs/fMJrsimyi/KKYnT+d3yb8jLjCuvat3HGdenhGEbdtO1ebNxjQhBcakbcrPz5jzLbErlrBwzOHhWMLDMIeHYw4LxxIRjiUi4rT4t+2urqZ6xw6qt2yhavMWqrZsxpF26Oj71q5d8Evpj2/fPtiSkoxgKyHhpOqu3W6cefk4Moz53xxZ2WiXE9ye2ze1G+12gwZzWCg+3bphS0rCGhfX5jdFSOAlhOgwavYfoGT+l5R9swD7kYmVlcKWlIRvSj/8+vWjePZsavYfIObhhwn7/VWnfaBwOiuzl/HZ7s/4YPsH5FXl0Se8D9enXM+krpPafQmu2vIq81hyaAmLDi1ibfZaXNrFiNgRXNbrMsZ2HnvGTJuhtcaRkUHVxk1UbdpE1eZNODIzcRUVg9NZ5znmkBDMUZHGRL+RUVgiPc+joz3bKKzR0ZgCTmLx+frq53TizM3FkZWF/WAaVVu3UL1pM9W7dx+tn6VTJ/z698c3JQW//in49uvXpPU+OxIJvIQQHZKzqIjqrduo3rrl6HCGMzcXU0gICf95joCRI9u7ih3GkbsA/7ftfxwsPUhCYALTekxjYNRAUiJTCLIFtXmdMsszWZy2mMWHFrMxdyMaTWJwIpO7TuaiHhfRJbh11+NrS1pr3KWlOAsLcRUV4SosxFlQiLMgH1d+Ps68fJz5nkdeHrq6+oQyTP7+x1Zg6BSLNbYTlphOxjYyEnd1jZGjVlZmLMNUWoK7tMzIV8vKwpGVhTMn5+hdnuBZ+qp/Cn79B+A3cAC+Kf299m7h2iTwEkJ4DUdOLiZ/P8xBbR8IeAOX28XSw0v537b/sSlvE2AsDN09tDv9I/szIGoAfSP6Eu4bTrAtGD+L34kLoms3eZV5ZFVkkVGeQWZ5JgXVBdS4arC77NhdduO523709XH7XXbsbjvFNcbM/T3DejKp6yQmd5lM99DuXt/DqbXGXV5uTPabl2dsc3Nx5ObizMnFmZ2NIzsbZ17ecUFUXZS/P5aICKxxcVhjY7HGxWKJjcUaG4c1Pg5b166yEkcdJPASQgjR4kpqStiWv41N+ZvYnLeZzXmbKbUfv7C1RVkIsgUR7BNMoDWQMnsZWRVZR9fvOyLIGoTNbMPH7IPNbDv63GqynrDPZrZhM9mIC4xjYpeJHapnqy1pp9PozcrOxpmfj8nXD3NIMKagIGP4MiioY8xJ1g4k8BJCCNHqtNYcKjvE7qLdlNSUUGYvo9ReamxrSil1lBJkDSIuMI74wHhiA2KJD4ynU0An/K1n/mzlQhxRX+B1+mRFCiGEOOMppega3JWuwV3buypCnJZkUFYIIYQQoo1I4CWEEEII0UYk8BJCCCGEaCMSeAkhhBBCtBEJvIQQQggh2sgZM52EUioPSGvly0QC+Y0e1XFJ+727/SCfgbRf2u/N7Qf5DFqy/V211lG/3nnGBF5tQSm1tq45N7yFtN+72w/yGUj7pf3e3H6Qz6At2i9DjUIIIYQQbUQCLyGEEEKINiKB1/HeaO8KtDNpv/D2z0Da7928vf0gn0Grt19yvIQQQggh2oj0eAkhhBBCtBEJvIQQQggh2ogEXh5KqfOUUruUUnuVUg+1d31am1LqHaVUrlJqa6194UqpRUqpPZ5tWHvWsTUppTorpZYqpXYopbYppe7y7PeKz0Ap5auU+kUptcnT/ic9+72i/UcopcxKqQ1Kqa88r72t/QeVUluUUhuVUms9+7zmM1BKhSqlZiuldnq+C0Z4S/uVUr08P/cjj1Kl1N3e0n4ApdQ9nu+/rUqpjz3fi63efgm8ML58gZeB3wJ9gSuVUn3bt1at7n/Aeb/a9xDwvdY6Gfje87qjcgL3aa37AGcDt3l+5t7yGdQAE7TWA4FU4Dyl1Nl4T/uPuAvYUeu1t7UfYLzWOrXW3EXe9Bm8ACzUWvcGBmL8W/CK9mutd3l+7qnAWUAlMBcvab9SKh64ExiitU4BzMAVtEH7JfAyDAP2aq33a63twCxgWjvXqVVprX8ECn+1exow0/N8JnBRm1aqDWmts7TW6z3PyzC+cOPxks9AG8o9L62eh8ZL2g+glEoALgDeqrXba9rfAK/4DJRSwcAY4G0ArbVda12Ml7T/VyYC+7TWaXhX+y2An1LKAvgDmbRB+yXwMsQDh2u9Tvfs8zYxWussMAITILqd69MmlFKJwCDgZ7zoM/AMs20EcoFFWmuvaj/wPPAA4K61z5vaD0aw/Z1Sap1S6ibPPm/5DLoBecC7nuHmt5RSAXhP+2u7AvjY89wr2q+1zgCeBQ4BWUCJ1vo72qD9EngZVB37ZJ4NL6CUCgQ+B+7WWpe2d33aktba5RlmSACGKaVS2rtObUUpNQXI1Vqva++6tLNRWuvBGGkWtymlxrR3hdqQBRgMvKq1HgRU0EGH1RqilLIBU4HP2rsubcmTuzUNSALigACl1NVtcW0JvAzpQOdarxMwuhy9TY5SKhbAs81t5/q0KqWUFSPo+lBrPcez26s+AwDP8MoPGDl/3tL+UcBUpdRBjNSCCUqpD/Ce9gOgtc70bHMx8nuG4T2fQTqQ7unpBZiNEYh5S/uP+C2wXmud43ntLe2fBBzQWudprR3AHGAkbdB+CbwMa4BkpVSSJ/q/AviynevUHr4ErvU8vxb4oh3r0qqUUgojt2OH1vq5Wm95xWeglIpSSoV6nvthfAntxEvar7V+WGudoLVOxPh9X6K1vhovaT+AUipAKRV05DnwG2ArXvIZaK2zgcNKqV6eXROB7XhJ+2u5kmPDjOA97T8EnK2U8vf8fzARI9e31dsvM9d7KKXOx8j5MAPvaK2faucqtSql1MfAOCASyAEeB+YBnwJdMP5RXqq1/nUCfoeglDoHWA5s4ViOz18w8rw6/GeglBqAkThqxvgD7FOt9V+VUhF4QftrU0qNA/6stZ7iTe1XSnXD6OUCY9jtI631U172GaRi3FxhA/YDf8Dz+4B3tN8fI7+5m9a6xLPPm37+TwKXY9zlvgG4EQikldsvgZcQQgghRBuRoUYhRIfnmSi0SilVrpTKUUq9q5QKVEr9Tyll9+w/8jC3d32FEB2XBF5CCG9xodY6ECOBeijwqGf/v7TWgbUervarohCio5PASwjhVTzz9ywAvGb6DCHE6UMCLyGEV1FKdQbOx0imBfiTUqrQM4no79qxakIILyDJ9UKIDs8zX1ckxt1LJcDXwH1AHyDNs+83wCfAeVrrn9qnpkKIjk4CLyFEh+cJvG7UWi9u5LjXgAqt9X1tUjEhhNeRoUYhhDhGU/cSYkII0SIk8BJCeC2l1CWeaSVMSqnfAEdmrxdCiFZhae8KCCFEO7oLY+koBRwA/qi1/qFdaySE6NAkx0sIIYQQoo3IUKMQQgghRBuRwEsIIYQQoo1I4CWEEEII0UYk8BJCCCGEaCNnzF2NkZGROjExsb2rIYQQQgjRqHXr1uVrraN+vf+MCbwSExNZu3Zte1dDCCGEEKJRSqm0uvbLUKMQQgghRBuRwEsIIYQQoo1I4CWEEEII0UbOmBwvIYQQQngPh8NBeno61dXV7V2VBvn6+pKQkIDVam3S8RJ4CSFAa1j7DiQMgdiB7V0bIYQgPT2doKAgEhMTUUq1d3XqpLWmoKCA9PR0kpKSmnSODDUKIaBwP3x9L7w1Cda8bQRiQgjRjqqrq4mIiDhtgy4ApRQREREn1SsngZcQAtI9U7VE9zUCsDl/hJry9q2TEMLrnc5B1xEnW0cJvIQQkLEWrAFw42IY/yhs/RzenAC5O9u7ZkII0aFI4CWEMHq84gaB2Qpj74cZ86CqEN4cD5s+ae/aCSFEuzCbzaSmppKSksKFF15IcXFxs8uUwEsIb+eohuwtkHDWsX3dxsLNyyE2FebeBN891n71E0KIduLn58fGjRvZunUr4eHhvPzyy80uUwIvIbxd9hZwOyB+yPH7g2Ph2vkw4ApY9RKUZrZP/YQQ4jQwYsQIMjIyml2OTCchhLfL8CTWJww58T2zBcY9CJtnwcYPYcz9bVs3IYQAnpy/je2ZpS1aZt+4YB6/sF+TjnW5XHz//ffccMMNzb6u9HgJ4e3S10JQHATH1f1+eDdIHA0bPgC3u23rJoQQ7aiqqorU1FQiIiIoLCxk8uTJzS5TeryE8HYZa4/P76rLoBlGrlfaT5A0um3qJYQQHk3tmWppR3K8SkpKmDJlCi+//DJ33nlns8qUHi8hvFlFPhQdPDG/69f6XAg+wbDh/TaplhBCnE5CQkJ48cUXefbZZ3E4HM0qSwIvIbxZxjpjW1d+V202f+h/CWz/Aqqafzu1EEKcaQYNGsTAgQOZNWtWs8qRwEsIb5a+FpTJmMOrMYNmgLPamFxVCCG8QHn58St4zJ8/nxkzZjSrTAm8hPBmGWshuh/YAho/Nm4QxKTIcKMQQjSDBF5CeCu32xhqbCyx/giljF6vzA2QvbV16yaEEB2UBF5CeKvCfVBd0nhifW0DLgOzTXq9hBDiFEngJYS3Sm9g4tT6+IdD7wtg8yfgrGmdegkhRAcmgZcQ3ipjLdiCILLnyZ03aAZUFcHOr1unXkII0YFJ4CWEt0pfC/GDwGQ+ufO6jYOQzjLcKIQQp0ACLyG8kaMKcraeXH7XESYzpF4F+5ZC8eGWr5sQQpwmzGYzqampDBw4kMGDB7Ny5cpmlymBlxDeKGszuJ0nl99VW+rvje3Gj1quTkIIcZo5smTQpk2beOaZZ3j44YebXaYEXkJ4owxPYn2tHq9d2WVUO1xNOz+sK3QbCxtl4WwhhHcoLS0lLCys2eXIItlCeKP0tUaeVlAMAJnFVZz/4nLundyT28b3aFoZg2bA5zfA4dXQdWQrVlYI4fUWPATZW1q2zE794bf/aPCQqqoqUlNTqa6uJisriyVLljT7stLjJYQ3ylgL8ccmTv1mSxYut2bJztyml5E01thmbmzhygkhxOnhyFDjzp07WbhwIddccw1a62aVKT1eQnib8lwoPgTDbjq6a8HWbAA2HCqipNJBiL+18XICo8A/EnK3t1ZNhRDC0EjPVFsYMWIE+fn55OXlER0dfcrlSI+XEN4m/fj8ruySatalFTG2ZxRuDT/ty296WdF9IHdHK1RSCCFOLzt37sTlchEREdGsclos8FJKmZVSG5RSX3lehyulFiml9ni2YbWOfVgptVcptUspdW5L1UEI0QQZa0GZIXYgAAu2ZgHw6AV9CPKx8OPuvKaXFd0X8nZCM7vehRDidHQkxys1NZXLL7+cmTNnYjaf5NyHv9KSQ413ATuAYM/rh4Dvtdb/UEo95Hn9oFKqL3AF0A+IAxYrpXpqrZt4O5UQolnS10JMP7D5A7BgSza9OwWRHBPEyB4R/Lg7D601SqnGy4ruA/ZyKDkMoV1aueJCCNG2XK6WD01apMdLKZUAXAC8VWv3NGCm5/lM4KJa+2dprWu01geAvcCwlqiHEKIRbjdkbjg6f1duaTVr0go5v38sAGN7RpNZUs2+vPKmlRfd19jKcKMQQjRJSw01Pg88ANSe0CdGa50F4NkeyUSLB2pPd53u2SeEaG35u6Gm9Gh+18Jt2WgN5/fvBMCYnpEA/LCricON0b2NrSTYCyFEkzQ78FJKTQFytdbrmnpKHfvqTBBRSt2klFqrlFqbl3cSeSdCiLodmTjV0+P19eYskqMD6REdZOwO86dbVAA/7mligr1vCAQnSI+XEEI0UUv0eI0CpiqlDgKzgAlKqQ+AHKVULIBne2SCoHSgc63zE4DMugrWWr+htR6itR4SFRXVAlUVwsvt/8GYAiIimbyyGn45eGyY8YgxyVH8vL+g6bPYR/eRHi8hhGiiZgdeWuuHtdYJWutEjKT5JVrrq4EvgWs9h10LfOF5/iVwhVLKRymVBCQDvzS3HkKIRricsHcxJP8GTKZaw4zHB15je0VR43Tzy4HCppUb3QfydhvlCyGEaFBrzuP1D2CyUmoPMNnzGq31NuBTYDuwELhN7mgUog2kr4GqIuhpzOCyYEsW3aMC6BkTeNxhZydFYLOYmj6tRHRfcNVA0YGWrrEQQnQ4LRp4aa1/0FpP8Twv0FpP1Fone7aFtY57SmvdXWvdS2u9oCXrIISox+6FYLJA9/EUlNewen8B5/ePPWHaCD+bmWGJ4SxrcuDVx9jKcKMQooPJzs7miiuuoHv37vTt25fzzz+f3bt3N6tMmbleCG+x+1tjMWvfEL7dloO7jmHGI8b0jGRPbjmZxVWNlxvVC1CSYC+E6FC01kyfPp1x48axb98+tm/fztNPP01OTk6zypXASwhvUJQGeTug53mAMVt9UmQAvTsF1Xn4mJ7GzSzL9zSh18vqB+HdpMdLCNGhLF26FKvVyi233HJ0X2pqKqNHj25WubJIthDeYM93xrbneRRW2Fm5r4Cbx3Srd3b6XjFBxAT78OPufC4f2oQZ6WXNRiFEK/rnL/9kZ+HOFi2zd3hvHhz2YL3vb926lbPOOqtFrwnS4yWEd9i9EMK7Q0R3Fm3PxuXW9Q4zAiilGJMcxfI9eThd7nqPOyq6DxTsA0d1C1ZaCCE6HunxEqKjs1fAgeUw9EYAvt6STZdwf/rFBTd42pieUXy2Lp1N6SWc1TWswWOJ7gPaBQV7oFP/lqq5EEIANNgz1Vr69evH7NmzW7xc6fESoqPbv8yY7qHnuRRX2lm5N7/Ouxl/7ZwekShF06aVkDUbhRAdzIQJE6ipqeHNN988um/NmjUsW7asWeVK4CVER7d7IdiCoMsIvt2WjdOtj67N2JCwABsDE0L5sSkJ9uHdwWSVBHshRIehlGLu3LksWrSI7t27069fP5544gni4uKaVa4MNQrRkWltJNb3mIA2W3n3p4MkRwfSPz6kSaeP6RnFS0v2UFxpJ9TfVv+BFhtEJkuPlxCiQ4mLi+PTTz9t0TKlx0uIjix7M5RlQc/zWL4nn53ZZfyxgbsZf21sz0jcGlbsbcKi2XJnoxBCNEoCLyE6st3fAgp6TOb1H/cRE+zDtNSmd5MPTAglyNfSxDyvPlCcBjXlp15fIYTo4CTwEqIj2/0txJ/F1hIbP+0t4A+jkvCxmJt8usVsYkxyFIu251BW7Wj44CMJ9nm7mlFhIYTo2CTwEqKjKs+FjHXQ8zze+HE/gT4WrhrehMlQf+WmMd0oqnTw6g/7Gj5Q1mwUQohGSeAlREe1ZxGgyY4Zw9dbsrhqeBeCfa0nXczAzqFMS43j7RUHyGho7cbQRLD4SZ6XEEI0QAIvITqq3QshKJbXdgWggD+MSjzlou4/txcaePbbBoYRTSaI7i09XkII0QAJvIToiJx22LeUmqTJfLI2nampccSG+J1ycQlh/txwThJzN2SwOb24/gOj+0qPlxCiwzCbzaSmppKSksKll15KZWVls8uUwEuIjujQSrCX8Z0zlSqHi5vGdGt2kX8a152IABt//3oHWuu6D4ruA+XZUFnY7OsJIUR78/PzY+PGjWzduhWbzcZrr73W7DIl8BKiI9r9Ldrswz93RTOuVxS9OzW8LmNTBPlauXtyT345UMh323PqPuhogr30egkhOpbRo0ezd+/eZpcjM9cL0dFoDbsXkhU2hPR0E/9vTPcmnVaxciW+AwZgDgys95grh3Zm5sqD/GPBTsb3isZm+dXfblG17mxMHHWqLRBCiONkP/00NTt2tmiZPn160+kvf2nSsU6nkwULFnDeeec1+7rS4yVER5O9BQr381FZKgMSQji7W3ijp5TM/4pD199A9hNPNnicxWziL+f35kB+BR/+nHbiAcFx4BMiPV5CiA6hqqqK1NRUhgwZQpcuXbjhhhuaXab0eAnR0Wybi1uZ+bCkP3+7oPHlgezp6WQ/+STKz4/Sr74i/Lrr8EvpV+/x43tFM6pHBC98v4eLByUQ4l9rigqlZOkgIUSLa2rPVEs7kuPVkqTHS4iORGvYNpfN1oEEhXfivH6dGj7c6STzz/cDkDjrY8xhYeQ++2z9yfOAUopHzu9LSZWDl5buOfGA6D7GUGMDZQghhLeSwEuIjiRrExQdYFbFWUxLjcNibvhXPP+VV6nauJFOTz6Bb69eRP7pT1SuXk3FihUNntc3LphLBicwc2Uahwt/dXt1dF+oLoay7Oa2RgghOhwJvIToSLbNRSsLC11D6B8f0uChlWvXkv/aa4RcdBEhF1wAQNjll2Ht0oXc//cs2uVq8Py7J/fE4XYzZ33G8W/I0kFCiA6ivLy8xcuUwEuIjsIzzJgRPpxiguifUH/g5SotJeOBB7AmJBDz6KNH9yubjeh776Fm925KvviywcvFh/oxNDGcLzdlHD80KVNKCCFEvSTwEqKjyNwAxWn85DOayEAbnYJ96zxMa03W44/jzM0j/tn/hzkw4Lj3g849F98BA8h78UXc1dUNXvLCgXHsy6tgZ3bZsZ0BkRAQLYGXEELUQQIvITqKbXPBZOWz8oGkxIfUezdjydx5lC1YSNQdd+A3YMAJ7yuliP7zfTizsyl8//0GL/nblE6YTYqvNmce/0b8WXDgR0mwF0I0S0M3+pwuTraOEngJ0RFoDdvm4Uoax4Z86s3vsqelkf33v+M/bBgRN9Y/H03AsGEEjh9Pwetv4Cwqqve4yEAfRnaPYP6mrOO/fPpMgZJDkNWyt2ELIbyHr68vBQUFp3XwpbWmoKAAX9+6RxjqIvN4CdERZKyHkkMcHnAnrm2alHoCr/xXXkEBcf/6J8psbrDI6PvuZf/UaRS89hoxDz9c73EXDojjgc83syWjhAEJocbOXueDyQLbv4C4QafaKiGEF0tISCA9PZ28vLz2rkqDfH19SUhIaPLxEngJ0RFsmwMmK6usw4HDdfZ4OYuKKP1mAaGXXoq1U8PzewH49OhB6O8upvCjjwm7+mpsnTvXedy5/TrxyLwtzN+UeSzw8g+HxNGw/UuY+LgxsaoQQpwEq9VKUlJSe1ejxclQoxBnOs8wIz0msj5HEx5gIzbkxG7v4tmz0Q4HYVde0eSiI2+/A2U2k/fCi/UeE+JvZUxyFF9tzsLtrjUk0HcqFO6TaSWEEKIWCbyEONOlr4XSdOg3nS0ZJXUm1muXi+KPZ+E/bBg+yclNLtoaE03Y5ZdR+u23uBqYz+bCgXFklVSz/lCtfLDeU0CZjOHGVnC4sJLzX1jOvZ9uZO3BwtM6D0QIIY6QwEuIM922uWC2Ud3tXPbkltM/PviEQ8p//BFHZiZhV1110sUHTZ4MDgcVK36q95hJfWPwsZiYv6nW3Y2B0dBlpDHc2MLKa5zcOHMthwor+W5bDpe8torf/OdH3llxgOJKe4tfTwghWooEXkKcydxu2D4PekxiRxG43LrO/K6ijz7GEh1N0MQJJ30Jv9RUzCEhlC9dWu8xgT4WJvSO5ust2bh+PdyYtwPydp/0devjdmvu+WQje/PKee3qs/jlkYn863cDCPCx8NevtjPs6e+5e9YGtmaUtNg1hRCipUjgJcSZLH0NlGZAv+lszSwFOOGORvuhQ1QsX07oZZehrNaTvoSyWAgcN5byZcvQTme9x104MI788hp+3l9wbGefC43tjpYbbvz3ol0s2p7Doxf04ZzkSPxtFi4b2pl5t43imztHc8XQzny/I5fLXl8lwZcQ4rQjgZcQZ7Jtc8HsAz3PY2t6CWH+VuJD/Y47pOjjWWCxEHrppad8mcDxE3AVF1O1sf55ucb3isbfZmZ+7clUg+MgYViLDTd+sTGDl5fu44qhnbluZOIJ7/eNC+av01L4/r6xhPpZuXHmWrJLGp59Xwgh2lKzAy+lVGel1FKl1A6l1Dal1F2e/eFKqUVKqT2ebVitcx5WSu1VSu1SSp3b3DoI4ZWODDMmTwbf4DoT691VVRTPmUPQpElYY6JP+VIB54wCq5WyBoYb/WxmJveNYcHWbBwu97E3+k6F7M1QeOCUrw+wOb2YB2ZvZlhiOH+dllLvzPwA0cG+vH3dUMqqHdwwcw0VNfX31AkhRFtqiR4vJ3Cf1roPcDZwm1KqL/AQ8L3WOhn43vMaz3tXAP2A84BXlFINz+QohDjRgR+gLAv6Tafa4WJ3TtkJ+V2l3yzAXVJC2FVXNutS5sBAAoYNo3xJ/YEXGJOpFlc6WLE3/9jOo8ON80/5+rml1dz03joiA314zhOcfAAAIABJREFU9erB2CyNf3X1iQ3mpasGsyOrlLtmbTw+90wIIdpJswMvrXWW1nq953kZsAOIB6YBMz2HzQQu8jyfBszSWtdorQ8Ae4Fhza2HEF6lpgzm3w2hXaHX+ezKLsP5q8R6rTVFH32ET3IP/IcObfYlA8ePx37gADUH6u+5Gt0zkiBfy/F3N4YlQmzqKU8rUe1wcdP76yitdvDWtUOICPRp8rnje0fz+IX9WLwjh2e+kUW7hRDtr0VzvJRSicAg4GcgRmudBUZwBhwZ54gHDtc6Ld2zTwjRVN8+AsWHYPrrYPNniyeJvHZiffWWLVRv20bolVc2OCzXVEHjxwFQvvSHeo/xsZg5r18nFm3LodrhOvZG36mQsRZKMk76uo9/sY2Nh4t57rJU+sSeOFVGY64dmch1IxN5a8UBPliddtLnCyFES2qxwEspFQh8DtyttS5t6NA69tU5BqCUukkptVYptfZ0X6tJiDazayGsnwmj7oKuIwDYmlFCiJ+VhLBjifVFH36Eyd+fkKnTWuSy1vh4fHr1anBaCYApA+Moq3GybHet39k+njqc5HDjnPXpfLL2MLeN7855KY0vc1Sfx6b0ZULvaB7/chs/7pbvEiFE+2mRwEspZcUIuj7UWs/x7M5RSsV63o8Fcj3704Hai74lALXGJY7RWr+htR6itR4SFRXVElUV4sxWkQ9f3gExKTD+L0d3b8kooX+txHpnURGlCxYQctE0zIEBLXb5wAnjqVy/HmdRUb3HjOweQXiAjY9+PnRsNvnIHhDd76SGG/fmlvHI3K0MTwrnnkk9m1Vvs0nx4pWDSI4O5LYP15NeVNms8oQQ4lS1xF2NCngb2KG1fq7WW18C13qeXwt8UWv/FUopH6VUEpAM/NLcegjR4WkNX90N1cXGEKPFyHWqcRqJ9bWHGUs+/xxttxN2ZdOT6puy5E7Q+PHgclGxfHm9x1jNJm4d251lu/P46JdDx97oOxUOrYKynEavU2V38acP1+NvM/PilYOwmJv/N2Kgj4U3rxlClcPFuz8dbHZ5QghxKlqix2sUMAOYoJTa6HmcD/wDmKyU2gNM9rxGa70N+BTYDiwEbtNau+ouWghx1KZZxlDd+EegU8rR3buyy3C4jiXWa4eDoo8+xn/o0Caty+hyu/hk5yeM/WQs9y+7n5yK+gMj35QUzFGRDU4rAXDDOUmMTo7kr/O3syu7zNjZZyqgYedXjdbp/77Yyp7ccv5zeSoxwScu+H2qOof7c8GAWD5Zc5iyakeLlSuEEE3VEnc1rtBaK631AK11qufxjda6QGs9UWud7NkW1jrnKa11d611L631gubWQYgOr/gwLHgAuoyAkXcc99aRxPojgVfx3Lk4MjOJuPGGRovdUbCDGQtm8Pef/05cYBxLDy9l6rypzNw2E4f7xMBEmUwEjRtPxY/L0fb610Q0mRT/vmwgQb4W7vh4vZFoH90HIno0Otw4e106n61L5/bxPRjTs+VTDP4wKonyGiez16W3eNlCCNEYmbleiNOd2w3zbgXthoteBdPx094dSazvHO6HttvJf+01fAcOIGDMmHqLrHBU8K81/+KKr68gozyDZ0Y/w8cXfMzcaXMZ2mkoz659lku/vJQ12WtOODdw/HjcFRVUrl3bYLWjg3z592Wp7M4p529fbQeloO80OLgCSrPqPGdPThmPzTPyuu6a2Hhv3alI7RzKWV3D+N/KgzK3lxCizUngJcTpbvUrcHA5nPs0hCed8PbWjFJS4oNRSlE8Zy7OzCyibr+9zikktNYsSlvE1HlT+WD7B1ySfAlfXvQlU7pNQSlF56DOvDTxJf474b9Uu6q5/tvreWj5Q+RVHrsTMGDE2ShfX8oamUwVYGzPKG4a040Pfz7Ewq1ZMGgGKBMsfeqEYyvtTv704XoCfMz8t4Xyuupz/agk0goqWbIzt/GDhRCiBUngJcTpbNs8WPQY9J4Cg6854W27082ubCOx3m23k//66/gNHEjAOeeccKzWmn+u+Sf3/nAvYT5hvH/++zw24jFCfEJOOHZc53HMnTaXmwfczHcHv+Pyry4nq9zopTL5+REwYgTlS5Y0KSH/z7/pxYCEEB6YvZkMUycYfjNs+ACytxw95lBBJfd+som9eUZeV3QL5nXV5dx+McSH+vHOiuYtYySEECdLAi8hWlil3cmk55Zx8Ss/8f7qNIor68+FatC+pTDnj5AwFC5+0xiq+5XdOWXYXW5S4kIo+fxznFlZRN5xxwm9XVprnl//PB/u+JDf9/k9s6bMYmDUwAYv72fx4/ZBt/PxBR9T7azmT9//iTK7kSgfOGE8jsxManbvabQZNouJF68YhMutuXvWBpyj7gO/UFwLH+GzNYe47PVVjPl/S/l2ezZ//k0vRie3/tQxFrOJa0d2ZdX+ArZnNjTtoBBCtCwJvIRoYZ+uOcze3HKKKh08Nm8rQ59azM3vr2Xh1mxqnE28gTd9Hcz6vZGMftUnYPOv87CjM9ZH+ZH/+hv4DR5MwKiRJxz3+ubXeWfrO1zW8zIeHPogFpOlye3pFd6L/4z/DwdLDnLPD/fgcDkIHDsWgPKlS5pURmJkAE9N78+ag0U89l0G80JmYD64jK/nvkduaTX3n9uLnx6cwG3jezS5Xs11+ZAu+NvMvPuT9HoJIdqOBF5CtCCHy82byw8wpGsYS+4by1d3nMM1IxJZl1bMLR+sY9hT33Pfp5t4b9VB1qUVUml3nlhI3i748BIIiIQZc8EvrN7rbckoIcjXQsiSb3BmZxN1x4m5XTO3zeTljS8ztftUHjn7kVNaPmh47HCeGPkEP2f9zF9X/xVLVBS+AwY0Oq1EbRcNiufiwfF8/MshnsgcTp4tgVej5rL03nO4bXwP4kL9Gi+kBYX4W7nkrAS+2JhJXllNm15bCOG9mv5nrxCiUV9tziSjuIonp/ZDKUVKfAgp8SE8/NverNibz9wNGSzdlcvn642pDJSCpMgA+sWFMCA+hCt7KQI/nA4mC1wzD4IaXiZna0YJA6P9KXjjDfyGnIX/2Wcf9/6snbN4du2znJt4Lk+OfBKTOvW/tab1mEZGeQavbnqVhMAEfjdhPHnPv4AzLw9LE1eWeHp6fy4cGMfwpHD89yuYdZWx/NHQG0+5Xs1x3chE3luVxoc/p3F3M2fHF0KIppDAS4gWorXm9WX76RkTyITe0ce9ZzGbGNcrmnG9otFak11azdaMUrZllrAts5T1aUX8tGkn5/3wd/ytZZj+8A2Ed2vwenanm51ZZfzVtQ1nbi5x//rXcb1Z8/bO46mfn2JcwjieGf3MSQ0v1ufWgbeSXpbOSxtfIjH5TroAZYsXN3mGfF+rmfG9PJ9Nr/Oh6zmw9Gnofyn4npjk39q6RRk/qw9Wp3HruO74WMyNnySEEM0gQ41CtJAfduWxM7uMm8d0x2SqfzhPKUVsiB+T+8Zw96SevHnNEH66sTPLYv9LlCuHu00Pk+HbeK7T5vRisNfQ74e5+A8dSsDZw4++t+DAAh5f+TgjYkfw7LhnsZqsLdJGpRRPjnySYZ2G8VDGy7gS4yn5+utTLQzOfQoqC2H5c40f30quH5VEfrmd+ZvqnltMCCFakgReQrSQV5ftIy7El6mpcU0/qTQTvrwTXh5OUEUahya9xtKq7lzy6kr25pbVeYrT5ebNH/cz4+1fmH74ZyzFhUTecTsAbu3mlY2v8OCPD5IalcoLE17Ax+zTEs07ymq28ty45+gS3JUvkwqoWrsOR9YpBi1xqTDwCmOusqK0Fq1nU43qEUHPmEDeWXGgSdNjCCFEc0jgJUQLWJdWxC8HCrlhdDesTZn4s6oIFv0fvDgINn4Ew/4Id26k5+hL+OSmEThcmktfW2X0atWyJb2EaS//xFPf7GBMl0D+cGg5/sOHEzBsGCU1Jdz+/e28uulVLux+Ia9Nfg0/S+skrIf4hPDKpFfYOCAQgIx5n556YRMeA2WG759sodqdHKUU149KYntWKT8fKGz8BCGEaAYJvIRogHY6ybj3PjLuf6DBXp3Xlu0jxM/KFUM7N1ygvQJW/AdeGAg/vWgsoXPHWvjtPyHQSFDvGxfM7FtGEOBj4co3VrNybz4VNU7+9tV2pr28gryyGl65ahCPH/oOXVhA1B23s6NgB5d/dTmrslbx6PBH+fuov7da0HVEfGA8f738TfbHmdk7+11KakpOraCQeGP9ya2fw+FfWraSTXTRoHjC/K0yoaoQotVJ4CVEA/JfeYXSb76hdOFC9p1/AfmvvYa75vipB/bmlrFoew7XjkwkwKeOBHat4dBq+OJ2eLYXLH4CEobBLcvh4jcgLPGEUxIjA/j81pHEh/lx3btrmPTcMt5ecYCrhndh8X1jOXvTEko++4yIm29mUWgGMxbMwOF28L/z/sflvS8/pSkjTkXv8N7EXXQZ8Rk1PD7rj1Q5q06toFF3QVAcfDIDCve3bCWbwNdqNj7bHTkcLqxs8+sLIbyHBF5C1KNi5UryX32NkOnT6b5gAYHnnEPe8y+w/8KpxjqFlYVQsI8Pvl9HkNXNdSMTjy+gJAOW/xteGgLvnAtb50DfqXD9d3D1bOjUv8HrxwT78unNIxjYOYQQPyuzbxnB3y/qj3n9GnL+8Q/8xo/ljeFlPPrTowyMGsinUz5tdDb61pBy+S1opQhfvo0Hlj2A013H3GSN8QmEqz8Hlx1mToPiwy1f0UZcfXZXlFK8v7p9cs2EEN5BnSnJpEOGDNFr165t72qIjqgsB7Z/Aft/AJMJrP44qswc+M8qzEG+JD1yESZqoDSTis17yP42G3uRJiC2mk6DS7AFeWajt/gZUyL4BoPFB3K2gXZD11GQ+ntjWNEn8KSrd+R3VCmF/eBBDlx2GRWhvjx8NWTqIv6Q8gfuHHRni0wXcarSrrmWwox9XDOjmOnJF/PkyCdPrdctcyPMnAoBEfCHBY3OY9bSbvtoPct357H6LxPxt8lsO0KIU6eUWqe1HvLr/fLNIrxTZSHs+NLohTq43AiQwruBxRddXU7mfDvuKkXX0emYVjxjJH8HxxHQOY5udw2hcGM1+d/uYs+3ASwbMYirLulLqKqE6hLjYS+Hnr+F1CsbnY+rMUcCmJqSInbceA0OZwUPXlBJ1+ih/GPwnQyKHtQSn0izBF9wAZWPP86fQy7n2b2fE+kXyZ2D7zz5guJSjd7A9y6C96bBdd8YQVgb+cPIRL7enMXcDRn8fnjXNruuEMJ7SI+X6PjcLihOg4J9kL8H9i+FfUvA7YTw7pDyO0i5GKL7AJD335fIf/llYp9+mtDpF4GzGsw2MB0/uWZhWia/XHY1cRUF9Hj3LfyHDm2d6ms33+1fSNU9j9FjbyUf3NydaZf+hRGxI9osl6sxzqIi9oweQ/g11/Da6Epm757NfWfdx3Up151agQd+hA8vhciecO188Att0frWR2vNhS+toMbh5rt7xpw2n68Q4swjPV6iQ9FaU/T++5R++x1+qQMJGDkS/7POwuTrC+W5sOZtyNlqBFpFB4zcoSNCOsPZfzICrtiBxkSeHhWrV5P/yiuETJtG6MXTjZ3Wuu8OfG5DAfNH3sSs7TM5fPMtdH77LfwHtVzvk8vtYvGhxbyx+Q2Gfb6Dqbs1xXdewT9u/b/TLiCwhIUROGoUpQsW8Jd7F1JaU8q/1/2bjPIMHhx2cotyA5A0Bi7/ED6+wli3csZc8AlqncrXopTiupFJ/PmzTazcV8DI7hE4c3JwlZTg06MHynz6zGzvKq+gYtVKTP7++A8ejMmvbde6PGNpbfwx5awxvhdqb23+dd7sIkRLkh4vccbRbje5//wnhTPfw9a1K/bMTHA4UDYbfklhBPinERBdjm+PRFRUT4joDhHJENEDIpPBP+K4YOsIZ14e+6dfjDk4mKTPPsUUEFBvHb7YmMFdszbyx9FJPDA0krQZM3AVFNLl3Xfx65/SrPY53U4WHFjAm1ve5EDJAS7dFc6lc3IJuepK4v7v/5pVdmsqmT+fzPsfoOsH7+MzeBAvrH+Bd7e9y8i4kTw79lmCbKcQOO2YD59eC52HwSXvQPBJTE57kpz5+VRv307Frt3MnbuC5Op8EkqycVdUAGAODSXgnHMIHDuGgHPOwRJW/+LlrVbHggLKliyhbPFiKleuQjscACirFb/UVPxHnE3A2SPw65+CsrbMagVnPKcdsjZB2k9waJVxh3F1cf3HJ58LYx+EhLParo6iQ6qvx0sCL3FG0XY7mX95hNKvviJsxgxiHn4IXVZM5cdPUbHoCyrSoabE+A/Hf8TZxD7+OLbExCaVe+jmm6nasJHETz/Bt2f9CybvySlj6ks/kRIfzEd/PBur2YQjK4u0GdfgKiuj6//exbdPn5Num8PlYP7++by15S0Olx2mZ0gP/rypM6EfLyJg5Eg6v/7aaf2fqbuigt2jziFk+kXEPv44AHP2zOFvq/5G1+Cu/Hfif+kc1Mg8Z3WomPUsZR+/gslHYR5wAebeYzCFhGD2PEw+Piib7cSHqeGbtrXW1OzaRfnSpZQtWUr1li1H36sODmOnTwRDxpxFZEovTP7+VKxcRfny5bgKC0Ep/AYMIGDMaEIvvRRrdHQDV2oed0UFxbNnU7poEVXrN4DbjTU+nqBJkwicOAFdU0PFqtVUrF5FzY6doDUmf38CzjmHqLvvwqdb83IMzzguJ2SsM1IK0n6Cw2vgyDQnET2g60ijV8vsY9wEY7Yd2xbsNVZRqCqCHpOMAKzzsHZtjjhzSeAlzniu8goy7rqLip9+Iuree4m4/lrUxg9h2b+gLNP4opzwGE5rPKULFpD34n/RdjuRt95C+A03YLLZTijTbbdTMmcO+W+8gTMzi9i//43QSy6ptw4VNU6mvrSCkioHX985mphg36Pv2dMzSJsxA11dTZeZ/2swePu1DbkbeHj5w2SUZ9AnvA+39LyO5P8uoHzxYkIuvphOTzxeZ/1PN+n33EPl6p9J/nHZ0SDxl6xfuOeHezArM8+Pf57BMYObVJZ2uch/+RXyX30VZbOh7TVwEl9XpoAArHGxWGJjscbGYY2NxRoXezSIKvthKc7MLFAK3wH9CRo/Hv8hQ7B1706B2Y9R/1jCdSMTeXRK32N1crup3raN8mU/Uv7jj1Rv2YI5NJS4f/2TwNGjT+qzaorK9evJfPAhHIcP49OrF0GTJhE0eRI+vXrVOdzsLCqi8pc1VKxeRenX3+CuqiLi2muIvPXWBntwz3ilWbB3sfHYv9S4wQVlTNnSdaTx6DICApsQINeUwZq3YOV/obIAuo03ArCuI1q9GaJjkcBLnNGcBQUcvvkWqnfsIPaxhwjtUgyrX4XSdGMy0kmPQ+I5x53jyM0l55lnKFuwEFv37sQ+8fjRBHh3TQ3Fs2dT8OZbOLOz8Rs4kMjbbydw9Dl1XR4wekjunLWRrzdn8sGNwxnZPfKEY+xpaaRdPQOtNV3ffw+fpKQG26W15oMdH/Dc2ueIDYzloWEPMZxuZPzpNmr27iXmwQcIu+aa0y6nqz5lixeTfvsddH7zjeMCkbTSNG77/jYyyzN5YuQTTO0+tcFyHLm5ZN7/AJU//0zIRRfR6f8eQ/nYcC99HveiZ3ERgGvQn3CFpqDtNWi7Hbfdjrbb0XYH2m7HVVyMIzsLZ2YWjqwsXEVFR8tXfn4EjBxJ0PhxBI4diyUq6oQ63PnxBpbuymX1wxPrnhgXqNm7l4x77qVmzx4i/ngjUXfe2SK9km67nfwXX6Tg7XewxsUR+8zTBAw7uZ4XZ0EBuc89R8nnc7DExBDz4AP8f/buO7zN6mz8+Pdo2pZtee8VO85w9iCDAEkTSAIkhF2gFEqhlAKlvC10vLSU0tLSF8r6FboYLbTMQMoeIayQhAw7ZCdO7HhvW5Zk7XF+fzyKs7dX4vO5Ll2P9OiRdB7Zlm+dc5/7xJ1//inzu3RUXS1Q+k+tFEzzZm1fXCYMnaN9CSucBdEnMRzs64J1z8LKJ8DVCiMXwgV/grj0Hmi8MhiowEs5Zfnr6qi98SYCTY1kXzeZOP9H4HNA/lkw4w4onnvInK09ur74gqbf3E+gvh7rZZcSNXw47U8/Q7ClheiJE0m57VYsZ5551H9Iz6+q4t43t3D3vOHc9o2hhz3OV1lJ9beuRZ+cxJBXX0UXE3PI41wBF79e+Ws+rPqQb+R+g9+d9TsMG3ZQd8ePkMEg2Y88csRAcCAK+/3snHEWcbNnk/XHB/e7z+6z8+PPfsyapjV8Z9R3uHPineh1Byerd61YQcNPf0bY7SbjV7/aO8lhj5btsOT70Pg1jL4cFjyq1U47Wts8HgKNTYTsnUSNHKlNxDiCshoblz61kt9ePJpvTzt8aYmw10vzHx6k85VXiB4/nuw/PYwxO/uo7Tkc7/btNPz0Z/jKy0m44grSfvYz9LEn3lvl+fprmu7/Ld6tW4mZOpWMX96Dubj4sMfLUIiw00nIbifkcBDqtBN2dSFMZnQxMegsMegsFu16TAy6uLi+DeYavobVf4PNi7Wk+PyzoPg87ZJWcsTPghPid8Pqv8Bnf9SS7+f/EcZe2fOvo5x2VOClnJJCdjuVCy8k7LSTe1YLMSl+KLkYzrwdso89+TXs8dD21FO0P/schELEnHEGKbfdSszUqcf0T2N9jY0r/7aKs4tTefq6yeh0R36Ma+VKam68CetFC8l88MGDXqOys5I7P7uTakc1d0y4gxtG34D9tcU03f9bTDk55PzlqaP2lg1UDf97D84PP6R4xZcHBTeBcIA/rvkjr+x4hRlZM/jjOX/EarYC2rqYrU8+Sftf/4Z5aBHZjz6KeehhAtxQQFvz8rMHYczl2tJLPUxKycVPrqDLF+TjH8886u+J4733aPzVvaDXk/X7B4g799zje71gkPZnnqX1z39Gn2Al87e/JW7WrJM4g32eOxSi87XXaHn0McJdXeiTDt0TJH1+wk6nNvPvGJlHjCDz/t8QPXZsj7T1kEJB2P62FnDVrAKjBcZfA1O/r02Y6Qut5fDmbVC3BobN1wL+XpzsoZz6VOB1mvEGQryzsZFOt58JeYmMzo7HbBg4U917RF0pDT/+IfZNHRTMdxE971qYegsknnhhS9/u3YS7XMc189Dm8nPhE8sRQvDuHWeREHNsuVatf36Stj//mYzf3k/iFVd07/9g9wfcu/Jeog3RPHTOQ0zJnELbX/5C6+NPYDnrLLIf+RP6+KP34AxUXStWUHvjTWQ//jjx8+Ye8pjF5Yt5YPUDZFmyeGL2E2TustHyp0fwrF+P9bJLyfjlL4+tPMKnv4fP/whXvwLD5/fwmcCS9XX8zysbeOHGKZxdfPBw5IH8NTXU/8+P8W7ZgnXRImLPnYPljDPQJxy6DpkMhfCsX49zmTZTMVBbS9z8+WT8+t5emTUZtNno+Ne/CHXYDnm/MBq1SQsJVnTx8ZEJDAnoYi1If4Cwy0XY7SLsdhN2uQjZ7dj+/R+Cra0kfftaUu+4o2dyyaTU1uysXgFVK7RVJbqaICFfC7YmXKutEtHXwiEt+Ft2P+iNMO8BmPBt1fulHJIKvE4TtR1u/r26mlfW1tLpDnTvN+l1jMmxMik/kYl5iUzMTyAt7shDKQNW9Sr44v9wfrGCuuXJJF8wjrQH/nJy+RrHSEpJg91LebOTXc1d7GxxsrbKRr3Nw+IfTGdszrEX8pShELXfuxn3unXkvfwiGxIcvLrjVT6u+ZhxqeP408w/kRaTRuvjj9P+179hXXQRmQ88gDCc2uX1ZDDIzlnfQBgMJF71TayLFmHMzDzouPUt63nyn7dx/icOSqpC6FNTSL/7bqwXHTn/az9BP/x9pjYL7daverzQqi8YYsaDnzIux8oz3zm2Arlhv5/WRx7F9vLLSK8XhMA8YgSWKVOImTqVqNGj8G7ciHPZJ3R99hkhmw1hNBIzbRoJl19O3NzzTqk8rFBXF62PPILtxZcwZmWRcd+vtfy+jkpwNICzSZv84mwCZ6O2RJdOr5V1iUmC6KS926AHqldC1ZfasQAxKVAwA8ZeBcPmHVTIuF+0V8Bbd0D1lzBkJpz/x+4CzIqyhwq8TmFSSlZWtPPPlVUs29aMEIJ5o9K5fnoBQ1ItlFV3UlZjo7TaxqY6O/5QGIAsaxRjcxIYm2tlbHYCY3K0xZYHJClh9+fw+UNQ/SUhfQqV7ySgT89iyOLXEb04o8/jD7G4rI43yuoob3Li8oe670uJNVOcFsv1Z+Yzf/TBwcPRtDVUUH/5VdiFl7uul5jjE/nm8G/y/bHfx6Az0PJ/D9Hx3HMkXHE5Gb/5zVFLIJwqXKvX0PbUU7hXrwYhsEyfjvXSS4k7dw66qCjc69bR+uSTuFd9RVecgcVTwhR+5xa+N/k2dOI434P6Mnj6XG15pkVP9vi5PLq0nCc+2cniW85kUv6xB//S78ezaROu1atxr16DZ/16pH9vIV9dfDyxM2cSN2c2lrPOQh97/Ot4DiTusjIaf3kP/soq4ocbSR9ZiyEqvPcAowXiMyE2Q1s1wtOhLd3l6dCW7NojNl2bKJM/Q9umDBuYPUrhMKx7Bj75rZaIP/kGmPW/fbrElXKcPJ3aKia2ahixQFubtxepwOsUYncH2NroYFujg62NDsqqbVS2uUiymLh6Si7fmppPVsKhh2F8wRCb6x2sr7Gxoc7OprpOqtrd3fcPSbGwcGwm359ZdNiZWn0mHIa6tdqaidvegs4a7UN5xo9oeL0S+wcfMuTVV4gqKTn6c52AFoeXf62q4j+ra+h0BxiVFc8ZBUkUp8dSnBZHcVosiZbjD/gCoQBlLWW8sfMNllYvpbDaz29eDOE+cyxj/vovogxRyHCY5t89gO3FF0n81rdIv+d/T5uga1/+ujrsS/6LfckSAg0N6OLiMA0ZgnfjRvQpKaR87yaiL1vE775+iLcq3uKioov47YzfHn/w9fF9Ws7Xta+B7kQ8AAAgAElEQVRrM9p6kNMbYP5jyzEbdLz3o7OJMp5Yj0vY58Pz9Qa8W7YQVTKSmEmTeq0u246OHXxZ/yWugAtP0IMr4MIddOMOuPEEPVjNVtJj0km3pGvbyPXU6FSiDEfvKZdS4gq4aPW0IqUkzl5H3IbXMH79Oh0bBW1b49FFmYmbNp7Yb8wids58dEmHWfA8HAafXQvChE6rsRUJtKSUBBsa8Gze0l0exJiRcdgJK/3C1Q6f/UGbAWmKhVk/gzO+B4aBX/7llBQKaCU/fI7ItgsC7shqBF4IeLWe04AXuprBVhUJtqoiZUYifrID4g7zO9lDVOA1QPiDYVq7fLQ5fbR17bn4aevyUdvhYVujg/pOT/fxKbFmSrLiuWhcFgvGZp7Qh77dHWBjfScb6+ysrergsx2tpMaZuWvuMC6flIv+KIniPSoU0IYStr0F297R8jb0Jq1WTskiGH0ZzuUrqbv1NlJuvZXUO37Y403Y2uDgmS9389aGeoJhydySdG46u5DJ+YknNMQTCofYbtvO6sbVrGlcQ1lLGZ6ghzhjHAuLFnLFsCtIfONzWh56mPR77iHxmqtpuu8+Ol9bTNKN3yXtrrtOqaGlEyHDYdxr1mBfsgTv1q1YL7uMxG9+szuPS0rJXzf+lae+fopLiy/l19N/fXzBV8ALfzsH/C64ddUxzXI8Hl/ubOPaZ1bzvbOHcM+FvfNF4GSFwiG+qPuCF7a9wNqmtQDohA6LwUK0MZoYQwwWowWz3ozD76DZ1Ywz4DzoeaIN0VjNVhLMCd2XWFMsdp+dNk8bre5W2jxteEPegx5rRBBnjKXIEcu8L10M2+YkyhUgbNTjnzAc08yzSZ17Aak5xYf8nZehEL7yctylZXjKSnGXlhFsbj7oOL3ViiFLq80WPXYMiVddddg8uj7Tsh0+/F+oWKatATv3t9qXAIO5b17f1Q4NZVoPcMN6aNqozfrUm7UgcN9t8lCY8SNIG9E3bTtRjkbY/o62gkXLNi3QCnqO/rg99GZIyNPyghMLtBzBPdfTSrQ8vV6kAq9+EAiFKW92srHOzsY6LfDZ0eQkGD74PY81G8i0RjEyM56SrHhGZsYzMjOuV/K0ymps/O6drZTVdDIiI45fLShhxtCDa1IdFym1b6zOxoNzOhyNe/e7WrRhBWOM9qFUskibBh5JlA11dlKxcCGG5BSGvPpKjw0xOr0B3tvUyOul9ayp6iDGpOfKybncMKOA/ORDJwOHZZgmVxMVnRXYfDY8AQ/ekBd3UOs18Aa9NLuaWde8DoffAUCRtYgpmVOYmjGV6VnTiTFq38xlOEzdbbfT9eWXWKZPw/XFclJuvZWUH95+2gddx+PP6//M3zb+jSuHXckvp/3y+N6b2rXw7FyYeD0sfKzH23bPkk28uKaGxbdMZ1J+Uo8//4lyBVz8d9d/+c+2/1DrrCXDksE1I67h4qEXk2BOOOJ76Aq4aHY30+xqptndTJunjU5vJ52+/S9Ov5MEcwIp0SmkRKeQGp1KSutOkre8jcGSgrPgLJwZJThlEKffidPvpNPXSYuzkfjt9Yzd7mXyTkl6ZKUejwmkTofQ6xB6PUJvRG8woO/yIjxaQGdITydm0iSiJ04ketxYpM9HoLGRQGMTgcYGrT5bQz2+nbsQMTEkXnklSTd8B2N6P9fZ2rlUC8DayrUePGuOFoglF+3dWlK0+4QOEHuv6/TaZ6M5Vus9OzAw8DnBXhe51Grb9l1aoNVZEzlIaDM9M8dr5S+Cfgj59l+Tsm6d1ks0+lKtOGzq8L5+lw7PVqUFWtvehto1gNSWfMufDlEJYI7X1m3tvsRq75nBDIZoMEZpW4NZO7YfRxJU4NVHdre5eGdDA5/saGFrgwNfUMtdiI8yMC43gdHZVvKTYkiJNZMSZybZYiI1znzCwxcnSkrJu5saefD97dTZPJw7Mo2fzR9Bcfoh1tMLBbWeKUcDOOoj232u7wmq9l2Ieo+YZK2oYVym1q0blwmZY6FojvahcID6u3+K4/33GfLaqye07M5+zQ5LVuxq4/WyOj7c0oQ3EKYw1cKVk3O5+ow8rDF7P9TaPG1sbd/Krs5dVHRWUNlZSYW9As9hvl2ZdCaiDFEkmBOYlD6pO9hKjTn8zLeQ3c7uSy8jUF9P6p13knLL90/q/E5HUkoeL3ucZzY/wzUjruHnU35+fMHXh/fAqj/DdW9B4cwebVuXL8i8R7/AZNDx3h1nE23q3yTvZlcz/972b14vfx1nwMn41PFcW3Itc/LmHP+i5MdDSm1od8VjWp7MZU/vt5B8i8NLabWN7U1OvIEQ3kAIV9CBI9BKTMM28so3kRBwYNb5CIbceP0uAgEfujD4jFCeLdieKwimJpBmSSc1JpX0mHSGxA9hWOIwhiUNIzkqufv3wrujnPann8bx3nsInQ7rxReTfNONmPJPfPbzSQsFtJ6alm1aIn5HBbRXakOqx0Nv0gIwk0UbWvMe8HidAay5kDUesiZC1gTIHHf0Hl9XO6z6f7D675EA7DKY+dP+DcCqV8FH92jLPYG26sDIRVrh2oHeM3cYKvDqRXU2N+9ubOTtjQ1srtd6PibkJTApL5ExOVbG5SSQnxwzIHs2vIEQ/1xZxZ8/2Um0r40ZiZ3MSbUzLrqNrFA9BluF9g0kHNz/gYZosGZrgVR81t6gar8gK+O4utmdy5ZRd9vtpNx+O6m333bC59Ro9/DCqmreKKunyeHFGm1k4bhMLpuYw/jcBILhIDtsO9jQuoENrRvY2LqR+q767senRadRlFBEUUIRhQmFFFoLSYtJI9oQTbQhGrPefML/2Pw1NfgqK3usPtPpSErJw+se5vmtz3NdyXXcNfk4hmIDHvjLDAgH4AertG/DPWjlrjaueXo1N541hF8t6J8hx0p7Jf/c/E/ernwbKSVz8+fy7ZJvMyZ1TO+/eCgAb/0QNrwEk79LcN7/sb3F3T25p7TaRp1t75cVk0GHWa/DZNAuZoMOnU6wu82FlNoEoHNL0jlneDy5qX5avU20ultpcbfQ6mml2d1Mq7uVJlcT7d727udNNCcyLHEYxYnFjE8bz8ycmegaW2l/9lnsr7+BDAaJnz+PhCuuIGbKFIR+AMyElFJbgqi9QpuFi9R6/2VYu0+Gtc/ZgFsbMvd1gb9Lu+7v0np3rDmRS662jU0/uVmeBwZgYy6H836rTYLoK+4O+PjXUPa8dl5TbtaCraRTs47hvlTg1cP8wTCvl9WxuLSO0mqtJs64HCsLx2VxwZjMwya/9xsptW9L7natS7qjEmy7oWM32KqQHZWIwN4kfJ80UkUGndH5GNKKKSouISG9QAu24rO0Lt8eDCSDHR1UXrQIQ2qqNsR4AknHO5qc/P2LSt78uh4JnD0slhkjIS3ZQUNXLbsdu6l2VFPRWYEv5AMgLSaNcanjGJc6jtEpoylOLCbedOrW0DpdSCl5cM2DvLj9RW4cfSM/mvijYw++qlfBc+fDlO/BBQ/1eNt++d9N/Gd1Da9+fzpnFPTdkOOG1g08u+lZPq39FLPezCXFl3D9qOvJjj3xKvnHxdcFr14HFcvwnfMLXjBcwTMrqmi0a0OD6fHm7nI2k/ITGZVlxWQ49DBPe5ePZdtbWLq1meU7W/EGwsRFGZg1PI3zStKZNTyV+Kj9PwM6vZ3s7NxJua2cnTZtu6tzF56gh1hjLOfln8fCooWM0+XR+fwL2F5+hXBXF4b0dKwLFxB/0UXHtX7qoOJq09amXP03rffy4r/0Sl28/UgJm16DD36hBaLTb4NZP9d6904TKvDqIcFQmDfW1/PEsp3U2TwMT4/jovFa4vvhcoWOSkptNoY/MjMj5NtnXP4Q4/Pd28j9e2ZwBD3a/oBH+/bibtf+oFxt2vVwYP/X1ZsjiYZDtG8XiUMgZSg+axHrOi18saud5eVtbG10YNQLLpuYwy0ziyhI6dk/DF9lJbU/+AHBxiYKXn2FqBGH71aWUhIIB3AH3LiCLjq9nXxRuZO3t2ylwlaPwWQnJcENBhsdvrbuxwkEWbFZ5MfnMzRhKGNTxzIudRwZlt6d1aKcOCklv/vqd7xa/irfG/M9fjjhh8cefL33U1jzd7hxKeQeW/2tY+XyBZn32BcYdIL3f3ROrw45eoIePqn5hMXli1nXvI54UzxXj7iaa0ZeQ1JUH+aZdbXCi1cgGzewtPDn3FUxHoc3yPTCZL55Ri6TCxLJTog+oV59jz/El7vaWLq1iWXbWmh3+THqBdMKk5lbks65JelkWg/9RTYUDrGueR1vV7zN0uqluINuMi2ZLChcwIVZ55FSuhvHW2/R9eWXEAphLhmJ9aKLsC5YgCHlJPNaT0P+pu3oXv8uhtYttJbcwI6xd2H363F4A8RHGRmTbSU36cR+zvtpr4B3f6wVxs2erOVkZvRBj20fU4HXSQqFJe9sbOCxj3eyu83F2BwrPz5vGDOHpe79JQwFtWmr7bu0XiWfM9JNHOkq3tNt7HMeMB3WefBQ3onoTiyM0pINY5K1JM7ubYq2jc/WAq24rGNKPKztcPOP5ZW8vLaWYCjMwnFZ3DprKMMzDpEPdpy6Vqyg/s7/QRiNJDzyB1qLk2noatj/4mrA4XfgDmjT4YPy0O+VHiOZsZlkx2WSackkLy6PAmsB+fH55MXlHdM0eWVgCcsw96+6n9d3vs55+edx/5n3E2s6huFDnxOenKpN2vj+Fz0+e2llRRvX/GM1350xhHsX9uyQYygcYm3zWt6ueJuPqz/uDiauHXktlw+7vHvCRp9p20XghcuRjgbuCN7Bh8EJzCvJ4JZZRYzP7dmZhKGwZH2NjaVbm1m6tZnKNhcAY7KtnDMshRlFKUzMTzxkTqwn6OHTmk95q/ItVjWsIizDpMWkMSltElPMwxmzwY5p6Uq8m7eAXk/sOedgveRi4mbN6tU6gQOJxx/iwy1NfF3bSYfLj83tp9MdwOb2Y3P5cflDmPHzM8PLfNfwAVvC+dwRuJ0KubdX1RptZHR2PKOzrYzJtjIyM56UWDPxUYajB2R+N6x4XCv9YjDDnHth8ncHRlHcXjDgAi8hxHzgcUAPPC2lfPBIx/dH4BUKS1qcWqLoE8t2Ut7cxYiMOO7+Rg6zk22I1m3QukOL3tt3asN2B/YqCd3e5EhTrJZQbo4/xMyMOO0YvUn7hezeHmIq8L7375nJYTD3epHBFqeXZ5bv5t9fVePyh5hbks73ZxYxMe/IM6cOp/H5Z7E9+CccWfE8eY2Vr/X1+91vMVpIicpABBPx+qJxunXY3TpCQRMybEKGzWTEJnDxmNF8a9JYMmJTBmQenXJypJQ8v/V5Hi19lNy4XB6d9ShDEw+/SHm37e/By1drH+5n/6TH23Xvm5t54atqXvreNKYVnljRTCklDr+DVncrrZ5Wvmr8incq36HF3YLFaGFu/lwWFi1kUvqk469tdgLc/iC7WrrY0eRkZ0sXpt2f8P3W3+GXen4Quosh42dz88xCilL7ptjrrpYulm5tZtm2ZtbXdhIKS0wGHZPzE5kxNIXpRcmMzbZi0O//3rR52lhWvYzS5lJKm0tp8bQAYDVbmR0axjmbQmQuL0fX3ok+IYH4hQtJuPSSk57QMxBJKSmrsbG4tI53NjTi9AWJNRtIjjWREGMiMcZIUsze69YYI/FRRgo6ljNqzc/Rh7zYv/EAtXmXsqnBweZ6B5vr7WxvchAI7Y0f9DpBQrSRRIv2PIkxJnKTYihOi6U4zcII26dYPrtPm4056lKY/4der6N1oLDfT7ClhWBTE9ETJ/Z67cQBFXgJIfRAOXAeUAesBa6WUm493GN6O/D6YHMTG+s6aej00NDppb7TQ5ejgzzZyBDRyJTYZs5N7iDdW4mwVe19oN4ESYVaXZSUYm3aa/JQrU5IVLzW+3SaBQOdbj/PrajinyursHsCFKZauGxiDpdMyD5ibpvT72RL+xZK69cQ/5fXmLyijdKhgr9famF03hmckXEGeXF5uFzxbKgSfLa9i4oW7RtvTmI0w9K1oqZD02IpTo+jKNVCXNQArcSv9Lh1Teu4+4u7cQVc3Df9Pi4ovODoD3rlWm16/w9WatP4T5DdZyckQ0gpkUjCMozLF+D651bj9Du475I8dAYX7Z522r3ttHva6Qp0HfK5wjKMzWuj1aPVwwrs82VNL/ScmXUmFxVdxKzcWb3eS+v0Blizu4MVu9pZWdHGjmZnZH1syS3G97hb/xJN5kI+m/AYc6afQYa1/3qNu3xB1uxuj7S1nW2N2kSmGJOe8bkJTMrXcssm5CXut0KHlJK6rjrKmsu6A7EaZw26sGR8lWDBNgsjtzrRB8PIghwCw/LpykumPTuWpgwzzVE+bD4beqEnxhhDjCGme2sxWjDpTYRkiFA4tN8WoCC+gJLkEtJi0vr8S2F9p4f/rq/n9dI6KttcRBv1XDAmk8sn5TB1SBK6Y6nf6GiEN74HVcu1mehn3q7VXBQCf1Arl1Te7OzuPbO5A9gi1ztcfmo63BQEq7jP+C+m6bZRLgp4JeV2XBlTD/t+WKONpMRqs/1TYvdcTCTGmI7YZhkIEGxpiZQcaSTQ0EiwuYlAUzPBpiYCzc2E2vdO0ChavhxTau8ONw+0wGs6cJ+Ucl7k9i8ApJR/ONxjejvwevLJ/0eoppRhpjYKdK1khpuIDe2duit1BkRSEaQOg9QR2jIWqcO14mynaTfp0bh8QT7c0sRbXzdQWmNDCJg6JImLxmVzVnE8ta5KtrVvZVvHdrZ3bKPaUUNUAG57J8zYKkn1gvEk33knVtNwtje6WVfVwdKtzTTaveh1gqlDkpg3KoPzStIH3mQFpV+0ulu56/O7KGsp4+oRV3P35LsxHmkY0dGgDTlmTYDr3jzmL0FSSspt5SytXsrS6qVU2iuPuY1mvZnkqGRiTbEIDn49IQSJ5kStJlZMCilRKaTGpJISnUJRQlGP5W75g2E8/hDuQFDb+rXSDk5vkNJqGysq2thYZycUlpgNOiYXJDI5P4lRaUamb7mfuPI3tDp7F/9lQCY8t3f5WFXZztrdHZTW2NjW6CQUqZE4LD2WcTkJpMdH7dcDkxBjJMliwh2ys61js3axbaK+YQuTNrmYtFOS1ypJ2idmdsQImrOi2DLSwvKxBmx6L66AC8mx/+9MjkqmJLmEkuQSRiaPZIh1CEnmJOLN8T3Sk9ni8LKp3s6mejubI9tmhzaBaEpBEpdPzuGCMZnEnshqJeEQfPWUNkToaoWU4dpC5eOuOvLvhbsD+ckDUPosQWM8qwpu5S39eexsddNgP7j4Lmh/d3ZPYL+etD2E0IKyNJNguKeFIns9ee21pLbWEdPZSrTdhth36SnAF22hMzaJ1igr9YZYms1W2qKttEUn8Nc/3kB6au8W3R1ogdflwHwp5U2R298Gpkopbz/cY3o78KpZNA3XjuOssaKckLDewPrLbuadnMlsqXfg9Gk5W2aDjnOGpTJvVAZzRqSd0HI9yukvEA7wWOljPL/1ecamjuXeafcyPOkI9YfW/APeuwsu+Zv2z+IwpJRs79jOR9UfsbR6KdWOanRCx+T0yZyZdSbRhmh0Qtf9j3LP9do2yZ8/bmJqXj5PfXMmcebYfhvybnZ4eXtDA29vaGBD3eE/z/Q6wdgcKzOKUjizKHlv3pSjAV7+llYB/Rv3wDl3nzI99i5fkA11nZRFylpsqnfQ4fJxiHrVhxBGZ25BZ2pjRGo6F+dlcJ4RLHVN+Mt34t24Cd/OnehiY0m47FISrrmGcHYa7oAbf8iPXqdHJ3QYhAGdTtuGZIhdnbvY2r61+1JpryS8T3CgF3qsZitJUUkkRiWSEpVCgbVAK2djLSI/Pv+QXyxanF6Wl7fxeXkrX1W20+LUgiwhoDDFwphsK6OzrZw7Mr3nJkMFfbD5DVj9F2jcoOVPTrwOxlwJ7jYt5aZtp5Z2074LOmu1VJszboRZv9AWQj8Ge4KvVqeX9spaXDt3EthVgb6qAktNBfEt9ejDWo+i2xhFlTWLJksybTGJtMUk0hqTELmegCnWQnZiNFkJ0WQnRJNljSIrQbs9LD3usLNue8pAC7yuAOYdEHhNkVL+8IDjbgZuBsjLy5tUXV3da21yvrsEf1Nbry8hcLqRUlLjqGFL+xZ2du7EH/ITrbdgEfmIYDIBn5Uujx6XP8SeX7XNKYXUpOQxMiOuO0FzdLa1T/4QlNPHR1Ufce/Ke3EFXEzJmMK1I69lZu7Mg3sQwmF4dp72z+D2dWBJJhQOUe2spryjnB22HWzv2M6Ojh20elrRCz1nZJzB3IK5zM6dTXL00fO3/rliN/e9vZVbZhbx8/P7ttij3R3g/c2NvLWhgVWV7UgJo7PjmT0inYRoI9EmPdFGfffWYtZTnB53ULkGatfAK9/WJgFd8jcYuaBPz6M3hMMSpzeoDX25/XS6/dhcAfyhMDqh9T7qhNYvqdNBvc3D4tI6qtrdxJoNLByXxZWTtfp/3o0b6Xj+BRwffgihELGzZpF03beJmTbtmANtT9DDjo4d1HfV0+HtwOa1dW9tPhst7hYauhq6e9P0Qk9efB4F8YW4vYJ6u41WtwN30IXQ+dDpfRj0YSyGeJKjk8iMSyE1RgvikqOSsZqtJJoTu5eASoxKJM4Ud3K9bFJCzVew+q9adfnIsCqg5TEnD92bejPyIkg/8uSTUJeLQG0N/ppa/DXV+Csq8VVU4K+oIOzeW+JIn5pC1MiRRI0s0bajSjDm5AzovN6BFngNuKHGGkcNVrMVq9naa69xOqnsrGTJriW8W/kurZ5WYo2xnJt/LhcWXsgZ6WegP2D41R8M0+L00mT3Em3SMyw9DqNeBVnKybH77Ly+83Ve3PYize5m8uLyuGbkNVwy9BJijDFIKWn3trOz8mN2ffRTdqUPY6c1jZ22nd1rDRqEgcKEQoYnDmdS+iRm580mMSrxuNohpeSe/27mxdU1/OmKcVw2Kac3TrdbOCz5YmcrL62p4ZPtLQRCkiEpFi4al8VF47OOL/k9HNaKaC67XyvKedVLR/1neTqTUrJmdwevrqvjvU2NeAIhhqXHMq0wmcIUC0N1XjI+f5fwW0sIdXRgKizEevHFWBcuwJh59MKjnW4/1e1uGu0eGu3aZ2Kj3Uuj3UOr04cn4MWvayaoayRobEIamtGZWxAiDGEzsaZYUi1WcqyJZMcnYNAZsPlsWvAWuXT4OggeYqZ8skMyoh6GeqwUWfIptOSSbk5BBMPIYBCkxJSXi7m4GHNxMfqUo0xY6qyFqi+135vkoVqy/AHHy1BIy72qq8NfV0+gthZ/XS2Bmlr8tbX75V0BGNLSMA8twlQ0FHNRUeR6EYbE4/ubHAgGWuBlQEuunwPUoyXXXyOl3HK4x/R24HX7sttZUb+CaVnTmFcwj9l5s1UhzQO4Ai4+2P0BS3YtYUPrBgzCwFk5Z7GwcCHn5JyjyjUo/SYQDrCsehkvbHuBja0biTPGUZxYTKW9kk5fZ/dxSaEQQ5NGMCxrKiOSRjA8aTiF1kJM+pMf1g6Ewlz3zBpKq228dPPUXlnPsdXp47XSWl5aU0Nth4dki4mLJ2SzaHwWY7Ktx//t39UGS26BXUu13omL/h9E9/Ni0wOI0xvgnY2NLCmrZ1vj3rQIgFgR4hLbVmbuWkV2XTlSCLwl4zDMv5C0BfNJSUui1uZhW6ODrQ0OtjVqlwPzm0x6HRnWKDKtUaTGmYk26rsr/e9b+X9oWixnDk05uKfyEKSUON2ddGwqpauslOCGzei27MTYtv/wcxgI6QGDAb3RhF7okM69CW56q1ULwoYVY8zORm+1oouPR29NQG+NR2+1IqKiCLa0RhLZmwg2NRNobiLY2ESgvp5AQwMysM9sf50OQ0Y6ptw8THm5GHPzMOXtuZ6LPu7kyxQNFAMq8AIQQlwAPIZWTuJZKeUDRzq+twOvre1b+aDqAz6q+oj6rnoMOgMzsmYwr2Aes3JnEWc6fX4ZjkcoHKKspYw3d73JR9Uf4Ql6KLQWcmnxpVxYeCEp0aoIoTKwbGjdwH+2/YcmVxNFCUUMTRhKcUIxRbHZJD+3QBsquWW5VsKlh9lcfi5+agUuX5D/3jaDnMSTr7klpWRVZTv/WV3DR1uaCIQk0wuTuWZqHvNGZZz48HzVl/D6TdqSLfMegDNuOmXyufqDlJLWLh+7W11UtrmobO1id5uLqnY3obpapleuZU5tKVmudrx6I19ljOLznPGUpQ0nZDRRlGphZGY8IzPjKUqNJTMSbCVZTD0yXCalxL97N64vV+BasQLX2rXIyFCdISuTmPETiJ6gXcxFhXhEkJXNX/Fpzad8Xvc5Dr8Dg87ACJHJGGcCRe1GMlsCJNQ7MFY1gst9lBZECIEhNRVDejrG7GxMuTkYs3Mw5uZgysnBmJnZ73XTQuHQQaMyvWHABV7Hq6/qeEkp2dK+hQ92f8CH1R/S5GrCpDMxO282lxRfwrTMaX1ST+dk7JmuHm+Ox6g7/pw1f8jPV41f8UnNJ3xa+ykd3g5iDDGcP+R8Lim+hLEpYwf0uLqiHFbl5/DCxZBWAle/DAm5Pf4Su1q6uOSpFSTEGLl11lAumZB9yIKfx2JtVQcPvr+d0mob1mgjl0/K4eopeQxNO4k6WuEQfPEwfP6gVgrn8ue0heuVEyalxOEJUm9z07amFPnReySs/gKT24mMjiF21kwSzp9P7Nlno4vumRnaUkqCLS141q/HtWIFXStWEGxoBMCUn49lxpnETJlC9PjxGDOOXC8rEA6wvnk9KxtWUu2optZZS42zBk/Qs+fFMAcgyWckIxxHWjCGlGAUiX4jcWET4SQr4dRESEtGn5JCdFQs0YZocuNyGZY4rEd6lE+EO+CmylFFpb2S3fbd3ZcaRw1fXPUFFmPvztZVgdcJkFKysW0j71W+x7u738Xus5NpyWTR0EUsKlpETlzv5nEcC0/Qw72CpTQAACAASURBVC7bru4E4XJbOTs6duAOat9OEs2J+01ZT45OJt4U373gc5Q+Stsaouj0dfJJzScsr1+OK+DCYrRwdvbZzM6bzcycmX1fMVtResOuj+G1G7Siw1e91ONLCgGs2d3Br9/awrZGB4kxRr41NZ/rpueTFn9sw/Hbmxw89MEOlm1vIS3OzI/OLeayiTknHMB1czTAGzdrdZnGfhMu/FOv9PwpWl0p1+o1OD/8EOfHHxOy2RDR0cTOnEns2WdhHj4C89AidFFH/52QUhJsbsa7ZQveLVvwbNmCd8tWQm3asmi6uDgs06ZhmTEDy1kzMOWc/P+mPfmRdc46ap21tLhbsPvsdPo66fR1YvfZsfls2H12vEEvnqDnkCU2DDoDwxKHMTp5NKNTRlOSXEJRQhEG3QmUtogIyzD1XfVUdlZS5aiiw9uhtcdr269tHd6O7sfohI7cuFyGWIcwxDqE7476LglRg6icxIno7yWDfCEfn9Z+ypKdS1jVsAqJZGrmVBYVLWJO3pw+DUqaXE18WPUhH1Z9yJb2Ld3Tky1GC8MThzMscRj58fk4/c7uIo3tnvZDFmw8UFJUEt/I/Qaz82YzLXNav31TUZRe1boDXrxSKxC56EkYe0WPv4SUkq8qO3h2xW4+3taMQSdYMDaL75xZwPCMOMwG3UE9x7Udbh5dWs6Sr+uJNRv4wawibjhzSM+sB7ntbXjrh1pZgAsegvHfUkOLfUQGg7jXrcPxwQc4l368N6Fcp8OUn495+HDMw4ox5eUT6uzUqqu3tBBsaSbQ0kKwuYWw09n9GHNREVGjRhE1ahTRY0YTNXo0wnDigUxPkFLiC/m6gzBXwEWlvZLN7ZvZ2raVLe1buosKCwQWowWL0UKsMRaLKbI1Wro7Bbo7Bwxa50CXv4sKewWVnVrv1Z7JMaAFdwnmhP0uVrOVTEsmhQmFDIkfQl58Xp//P1OBVw9q7GrkzYo3+e+u/1LfVU+0IZpz885lQdECpmZM7ZWx4zZPG0url/LB7g8oaykDoCS5hLOzz2Zk0kiGJQ0jOzb7qMOgUkr8YT+egAdvyIs76O7+QzHrzYxMGtknY9+K0u/cHVr5hOovtXpVs/73mNYuPRHV7S6eW1HFa+tqcfm16fcGnSA2ykCsWbtYzAY21dlBwA1nFvCDWUUkxPTAPwq/Cz74OZQ9rxWSvfRpSDmGJZeUXiFDIfw1NfjKd+LbsQNv+Q585TsJ1NTsPchg0PKk0lIxpqVjSE3FVFhI1KgSokaM6LHhyr4UlmGqHdVsad9CtaOaLn8XroCLrkDXftc9QQ+eoAdv0LtfcAV0B1JF1iKKEoootBYyxDqEeFP8gEx/UYFXLwjLMGXNZbxT+Q4fVX2EM+AkLTqNCwovYP6Q+QxLGHbkqtpHEAqH2N6xndVNq1lZv5K1zWsJyzBDE4Yyv2A+84fMJz8+v4fPSFEGmaAf3v0xrH9Bm9W34DGt0OORPsT9LuisAVs1OOqhcNYxL0fk8Ab4cHMTbV1+unwBurxBnL4gTm8QpzdAUWost88eSqa1h/6x1pdpS760V8BZd2rBpUH1Yg9EYZeLQEMD+sRE9ElJvb6O4KkgLMPdHQNRhqhez8nqaSrw6mW+kI/Paj/jnYp3+LL+S4IyiEEYKLAWMDRhqHZJ1LZxpjgEAp3Qhhp0aNtmdzOrG1ezunE1a5vW4vBra5ENTRjK7LzZzC+YT3FicT+fqaKcZqSEVU/CR78EJAg9RCdCTLIWhEUnaflg9lqwVWnLpuxLb4Zz7oIZdw6coCYcgpVPwCe/g9h0rSDqkLP7u1WKMqiowKsPdXg7WNWwil2du9hl28XOzp3Ud9Uf8+OzLFlMzZzafVElGxSlD9Su0S7udvB0aEOR7g7tetCrFYlMLICEfG2bWKAtm/LZH2Dz69oadgsfh/zp/XsenTWw5AfaEGrJor29eIqi9CkVePUzd8BNpb2SXZ278AQ93QnxYRkmLMNIKYk3x3NG+hnkxA3sZRAURTlA+Ufw7k/AXgOTboBz7+v7QqRSwsZXtXUpZRjO/6NKoFeUfqQCL0VRlN7k69J6v756CiypcOEjfbfeoccG7/wYtrwBudPgkr9C0pC+eW1FUQ7pcIGXyt5TFEXpCeZYrQL89z7R8qpe/TZUfNL7r1v5GTx1Jmx7C2b/Cm54TwVdijKAqcBLURSlJ2VNgBveh9QRsPi7WkJ+bwiH4aNfwfOLtKDvpo+1JH9VDkZRBjQVeCmKovQ0cyxc9R8t1+rlb2klKHpSKABLbtZmLk66AW7+XAv4FEUZ8FTgpSiK0huSCuHyZ6FlK7x5u5b83hMCHnjlWtj0Gsz5NSx8DExqOS9FOVWowEtRFKW3DD0X5tyrJb2vfOLkn8/rgH9fDuUfasn7Z//45J9TUZQ+1b+LOymKopzuZtwJjRvg4/sgYwwUzT6x53G1wb8vheYtcNnTMObyHm2moih9Q/V4KYqi9CYhtIW4U0fCazdAx+7jfw57HTx3vra491UvqqBLUU5hKvBSFEXpbSaLlmwPWrK9q+3YHiclVHwKz84HZxNc+wYMm9d77VQUpdepwEtRFKUvJA3Rku1bt8Ojo+G9u7WFtg9n93J47gJ44WItALv+bSiY0XftVRSlV6gcL0VRlL4ydA7cugpWPAHrnoO1z8Doy2DGjyBjtHZM9Ur49PdQtRxiM+CCh2HiddpC3YqinPLUkkGKoij9wV6vLS+07jkIuGDoeRAOQuWnYEnTZixO+g4Yo/u7pYqinIDDLRmkerwURVH6gzVbW2Lo7J9oPV+r/6rtn/s7mHyjqs2lKKcpFXgpiqL0p5gkmHk3nPU/2m29+lhWlNOZ+gtXFEUZCFTApSiDgprVqCiKoiiK0kdU4KUoiqIoitJHVOClKIqiKIrSR1TgpSiKoiiK0kdOmTpeQohW4AhlnntECnCMa3mcltT5D+7zB/UeqPNX5z+Yzx/Ue9CT558vpUw9cOcpE3j1BSHEukMVOxss1PkP7vMH9R6o81fnP5jPH9R70Bfnr4YaFUVRFEVR+ogKvBRFURRFUfqICrz29/f+bkA/U+evDPb3QJ3/4DbYzx/Ue9Dr569yvBRFURRFUfqI6vFSFEVRFEXpIyrwUhRFURRF6SMq8IoQQswXQuwQQuwSQvy8v9vT24QQzwohWoQQm/fZlySEWCqE2BnZJvZnG3uTECJXCPGpEGKbEGKLEOJHkf2D4j0QQkQJIdYIITZEzv83kf2D4vz3EELohRDrhRDvRG4PtvOvEkJsEkJ8LYRYF9k3aN4DIUSCEGKxEGJ75LNg+mA5fyHE8MjPfc/FIYS4c7CcP4AQ4n8in3+bhRAvRT4Xe/38VeCF9uELPAmcD5QAVwshSvq3Vb3un8D8A/b9HFgmpSwGlkVun66CwE+klCOBacBtkZ/5YHkPfMBsKeU4YDwwXwgxjcFz/nv8CNi2z+3Bdv4A35BSjt+ndtFgeg8eBz6QUo4AxqH9LgyK85dS7oj83McDkwA3sIRBcv5CiGzgDmCylHI0oAeuog/OXwVeminALillpZTSD7wMLOrnNvUqKeUXQMcBuxcB/4pc/xdwcZ82qg9JKRullGWR6060D9xsBsl7IDVdkZvGyEUySM4fQAiRA1wIPL3P7kFz/kcwKN4DIUQ8cA7wDICU0i+l7GSQnP8B5gAVUspqBtf5G4BoIYQBiAEa6IPzV4GXJhuo3ed2XWTfYJMupWwELTAB0vq5PX1CCFEATABWM4jeg8gw29dAC7BUSjmozh94DPgpEN5n32A6f9CC7Y+EEKVCiJsj+wbLe1AItALPRYabnxZCWBg857+vq4CXItcHxflLKeuBh4EaoBGwSyk/og/OXwVeGnGIfarOxiAghIgFXgfulFI6+rs9fUlKGYoMM+QAU4QQo/u7TX1FCLEAaJFSlvZ3W/rZDCnlRLQ0i9uEEOf0d4P6kAGYCPxFSjkBcHGaDqsdiRDCBFwEvNbfbelLkdytRcAQIAuwCCGu7YvXVoGXpg7I3ed2DlqX42DTLITIBIhsW/q5Pb1KCGFEC7r+I6V8I7J7UL0HAJHhlc/Qcv4Gy/nPAC4SQlShpRbMFkL8m8Fz/gBIKRsi2xa0/J4pDJ73oA6oi/T0AixGC8QGy/nvcT5QJqVsjtweLOd/LrBbStkqpQwAbwBn0gfnrwIvzVqgWAgxJBL9XwW81c9t6g9vAddHrl8PvNmPbelVQgiBltuxTUr5yD53DYr3QAiRKoRIiFyPRvsQ2s4gOX8p5S+klDlSygK0v/dPpJTXMkjOH0AIYRFCxO25DswFNjNI3gMpZRNQK4QYHtk1B9jKIDn/fVzN3mFGGDznXwNME0LERP4fzEHL9e3181eV6yOEEBeg5XzogWellA/0c5N6lRDiJWAWkAI0A78G/gu8CuSh/VJeIaU8MAH/tCCEOAtYDmxib47P/6LleZ3274EQYixa4qge7QvYq1LK+4UQyQyC89+XEGIWcJeUcsFgOn8hRCFaLxdow24vSikfGGTvwXi0yRUmoBK4gcjfA4Pj/GPQ8psLpZT2yL7B9PP/DfBNtFnu64GbgFh6+fxV4KUoiqIoitJH1FCjoiinvUihUI8QoksI0SyEeC4ysQIhxLlCiDIhhEsIUSuEuLK/26soyulLBV6KogwWC6WUsWgJ1GcAv4wUzX0RuAewohWTHewzHRVF6UWG/m6AoihKX5JS1gsh3gdGA78E/ialfD9yd3vkoiiK0itUj5eiKIOKECIXuAAtmXZaZN8mIUSjEOLfQoikfm2goiinNZVcryjKaS9SrysFbfaSHXgX+EnkegNaKYUGtJmeXinlt/qnpYqinO7UUKOiKIPFxVLKj/fdIYTwAM9JKcsjt38PfHyoByuKovQENdSoKMpgthG1PJiiKH1IBV6KogxmzwE3CCEKI8Ukfwa8089tUhTlNKaGGhVFGbSklM8KIfLRViwA+AC4ox+bpCjKaU4l1yuKoiiKovQRNdSoKIqiKIrSR1TgpSiKoiiK0kdU4KUoiqIoitJHVOClKIqiKIrSR06ZWY0pKSmyoKCgv5uhKIqiKIpyVKWlpW1SytQD958ygVdBQQHr1q3r72YoiqIoiqIclRCi+lD71VCjoiiKoihKH1GBl6IoiqIoSh9RgZeiKIqiKEofOWVyvBRFURRFGTwCgQB1dXV4vd7+bsoRRUVFkZOTg9FoPKbjVeClKAoAbZ42EswJGHTqY0FRlP5XV1dHXFwcBQUFCCH6uzmHJKWkvb2duro6hgwZckyPUUONiqJQ2VnJ3MVzeWXHK/3dFEVRFAC8Xi/JyckDNugCEEKQnJx8XL1yKvBSFIWH1z1MIBxgVcOq/m6KoihKt4EcdO1xvG1UgZeiDHIr6lewvH458aZ41resJyzD/d0kRVGU05YKvBRlEAuGgzy09iFy43K5c9KdOPwOKjor+rtZiqIoA4Jer2f8+PGMHj2ahQsX0tnZedLPqQIvRRnEXi9/nQp7BT+Z9BOmZUwDoKy5rJ9bpSiKMjBER0fz9ddfs3nzZpKSknjyySdP+jlV4KUog5TD7+DJr59kcvpkZufNJicuh9ToVEpbSvu7aYqiKAPO9OnTqa+vP+nnUfPGFWWQ+sfGf9Dp6+SnZ/y0Ozl0YvpEyprLkFKeEkmtiqIMDr95ewtbGxw9+pwlWfH8euGoYzo2FAqxbNkybrzxxpN+XdXjpSiDUI2jhn9v+zcXD72Ykckju/dPTJtIs7uZRldjP7ZOURRlYPB4PIwfP57k5GQ6Ojo477zzTvo5VY+XogxCj5Q+glFn5IcTfrjf/knpkwAobS4lKzarP5qmKIpykGPtmeppe3K87HY7CxYs4Mknn+SOO+44qedUPV6KMsisbVrLsppl3DTmJlJjUve7b2jCUGKNsZS1qAR7RVGUPaxWK0888QQPP/wwgUDgpJ5LBV6KMoiEwiEeWvsQmZZMriu57qD79To949PGq5mNiqIoB5gwYQLjxo3j5ZdfPqnnUUONijKIvF/1Pts6tvF/5/wfUYaoQx4zKX0SX9Z/ic1rIzEqsY9bqCiKMnB0dXXtd/vtt98+6edUPV6KMoi8XfE2uXG5zC+Yf9hjJqZNBFDDjYqiKL1ABV6KMkh0ejtZ3biauflzj1gqYnTKaEw6E+ub1/dh6xRFUQYHFXgpyiDxae2nhGSIuQVzj3icSW9idMpo1eOlKIrSC1TgpSiDxEfVH5Edm83IpJFHPXZi+kS2tW/DHXD3QcsURVEGDxV4KcogYPfZ+arxq6MOM+4xMW0iQRlkY9vGPmidoijK4KECL0UZBD6r/YxgOMh5+cdWdXl82ngEQpWVUBRF6WEq8FKUQWBp9VIyLZmMThl9TMfHmeIYnjRc5XkpijKoNTU1cdVVV1FUVERJSQkXXHAB5eXlJ/WcPRJ4CSEShBCLhRDbhRDbhBDThRBJQoilQoidkW3iPsf/QgixSwixQwgxryfaoCjKoTn9TlY2rOS8/POOa+HriWkT2di6kUD45Ko0K4qinIqklFxyySXMmjWLiooKtm7dyu9//3uam5tP6nl7qsfrceADKeUIYBywDfg5sExKWQwsi9xGCFECXAWMAuYDTwkh9D3UDkVRDvBZ7WcEwoFjHmbcY0L6BDxBD9vbt/dSyxRFUQauTz/9FKPRyC233NK9b/z48Zx99tkn9bwnXbleCBEPnAN8B0BK6Qf8QohFwKzIYf8CPgN+BiwCXpZS+oDdQohdwBRg1cm2RVGUgy2tXkp6TDpjU8ce1+MmpWkLZpe1lDEmdUxvNE1RFOXYvP9zaNrUs8+ZMQbOf/Cwd2/evJlJkyb17GvSMz1ehUAr8JwQYr0Q4mkhhAVIl1I2AkS2aZHjs4HafR5fF9l3ECHEzUKIdUKIda2trT3QVEUZXFwBFyvqV3Be/nnoxPH9uafGpJIbl0tpc2kvtU5RFGXw6Ym1Gg3AROCHUsrVQojHiQwrHsahkkzkoQ6UUv4d+DvA5MmTD3mMoiiH93nt5/jD/uMeZtxjYtpEPq/7nLAMH3fgpiiK0mOO0DPVW0aNGsXixYt7/Hl74pO0DqiTUq6O3F6MFog1CyEyASLbln2Oz93n8TlAQw+0Q1GUAyytXkpqdCrj08af0OMnpU+i09dJlb2qZxumKIoywM2ePRufz8c//vGP7n1r167l888/P6nnPenAS0rZBNQKIYZHds0BtgJvAddH9l0PvBm5/hZwlRDCLIQYAhQDa062HYqi7M8dcLO8fjnn5p97wr1VE9ImAFDaooYbFUUZXIQQLFmyhKVLl1JUVMSoUaO47777yMrKOqnn7YmhRoAfAv8RQpiASuAGtKDuVSHEjUANcAWAlHKLEOJVtOAsCNwmpQz1UDsURYn4ov4LfCHfCQ8zAuTH55MUlURZcxlXDLuiB1unKIoy8GVlZfHqq6/26HP2SOAlpfwamHyIu+Yc5vgHgAd64rUVRTm0pVVLSY5KZmLaxBN+DiEEk9InqQr2iqIoPeT/s3ff8XFVZ+L/P2eaei9Wb5ZtWe4ddzBgbCCUAKFDwCSBkE0CBDbZb7LZEBJS9pcQNssSQk1CCSV0MLYBGxewcZUtF1m2JFu9SyPNaOr5/XHHDUm2ZI1s2X7er9d93Zm5Zc6V5dEz5z7nOZItK8RZyOl1Hr7NaDYNrEzexKSJVHdWU9c5sKKBQgghJPAS4qy0pmoNTq9zQLcZDzmU57W1YeuAzyWEEOc6CbyEOAstL19OXEgcU4YNvPhfQUIBoeZQttZL4CWEEAMlgZcQZxm/9rOmag3nZ56PxTTwNE6rycqYxDESeAkhRBBI4CXEWaasrQy7x87kYX1Pqvf6/PzglS1sPtDS4/ZJyZPY3bwbp9cZrGYKIcQ5SQIvIc4y2xq2ATAhaUKfj9l8oJW3t1bz8voDPW6flDwJr/ayo3FHUNoohBBnArPZzMSJExk7dizXXXcdDodjwOeUwEuIs8y2hm1E26LJic7p8zGrSoyJJdbta0Lr7rNzHQri5HajEOJcEhYWxtatW9mxYwc2m40nn3xywOeUwEuIs0xRQxHjk8ajVE/TovZsVUkDSkFVq5OKpu7f6GJCYsiLyWNL/ZZgNlUIIc4Yc+fOpbS0dMDnCVbleiHEEGB329nXuo9Lci7p8zENdhc7qtr5+uR0/rW5inX7mshJjOi236TkSSyvWC4TZgshTrnfbvgtu5t3B/WcBfEF/Pv0f+/Tvl6vlw8//JBFixYN+H3l01OIs8j2hu1odL/yu1bvbQDgjlm5DIsOYe2+xh73m5A0gXZ3O2VtZUFpqxBCDHVOp5OJEycydepUsrKyWLJkyYDPKT1eQpxFtjVuQ6EYlziuz8es3NNAYqSNMWnRzB6eyMqSBvx+jcl07K3KQ4VUt9RvYXjs8KC2WwghjqevPVPBdijHK5ikx0uIs8i2hm0Mjx1OpC2yT/v7/JrVexuYNyIJk0kxKz+R5k43e+rs3fbNjs4mLiROEuyFEGIAJPAS4izh1362N2zv123G7VVttDg8zB+VBMCs4QkArC3tfrtRKcWE5AkydZAQQgyABF5CnCXK28tpd7f3K/BatccYzTh3hBF4pcWGkZsYwbp9TT3uPyl5EhXtFTQ5e94uhBBnk46OjqCfUwIvIc4S2+r7Xzh1VUk94zNiiY+wHX5t1vAE1u9vwuPzd9v/UJ7XoSKtQggh+kcCLyHOEkWNRUTZosiJyenT/q0ON1sPtjJ/ZNIxr8/OT6TT7aOosq3bMYUJhVhNVsnzEkKIkySBlxBniW0N2xifOL7PNbZW723Er+kWeM3MM/K81vWQ5xViDqEwoVDyvIQQp0RPM2kMNf1towReQpwFOj2dlLaUMj5pfJ+PWVXSQEyYlQkZMce8HhdhozA1utd6XpOSJ1HcWIzb5x5Qm4UQ4nhCQ0Npaup5GrOhQmtNU1MToaGhfT5G6ngJcRbY3ti/wqlaa1aVNDBnRCIWc/fvX7PzE3hhXQVOt48wm/mYbROTJvJ88fPsbNrJxOSJQWm/EEJ8VUZGBpWVlTQ0NJzuphxXaGgoGRkZfd5fAi8hzgKHEuvHJfWtcOquGjsNdle324yHzMpP5K+ry9hU0cKcEYnHbJuQfGTCbAm8hBCDxWq1kpube7qbEXRyq1GIs0BRYxF5MXlE26L7tP+qEuMbZG+B1/SceCwm1ePtxsSwRLKismTCbCGEOAkSeAlxhtNaU9RQ1O8yEqNToxkW3XNeQkSIhYmZsT0m2ANMTJ7I1oatQzr3QgghhiIJvIQ4wx2wH6DV1drnxHp7l4eN5S299nYdMis/ke1VbbQ5Pd22TUyeSHNXMwftB0+qzUIIca6SwEuIM9yhYqZ97fFat68Jr1+fMPCaPTwBv4b1+7tXqZ+UdGTCbCGEEH0ngZcQZ7ht9duItEYyPHZ4n/ZfVdJAhM3MlOy44+43KSuOUKupx+mD8mLziLJFSeAlhBD9JIGXEGe4osYixiaO7VPhVK01q/Y0MCs/EZvl+PvbLCam5cT3OGG2SZmYkDRBpg4SQoh+ClrgpZQyK6W2KKXeCzyPV0otV0rtDazjjtr3J0qpUqXUHqXUJcFqgxDnGofHQUlLSZ9vM+5r6KSq1XnC24yHzM5PZG99B/X2rm7bJiVPorS1lDZX96mFhBBC9CyYPV4/AHYd9fzHwMda6xHAx4HnKKUKgRuAMcAi4AmllBkhRL/taNyBX/v7nFi/eu/xy0h81ezhRg2vz3u43TgxyajhVdRQ1KdzCSGECFLgpZTKAC4Dnj7q5SuBFwKPXwCuOur1V7TWLq11GVAKTA9GO4Q41xQ1GkFPX3u8dla3kxhpIzM+vE/7F6ZFEx1q6fF2Y2FCIQrFzqadfW+wEEKc44LV4/UY8BDgP+q1YVrrGoDAOjnwejpw9Bj0ysBrQoh+2la/jZzoHGJCYk68M1BS38HIYVF9Pr/ZpJg5PIH1Zc3dtkXaIsmOzqa4qbjP5xNCiHPdgAMvpdTlQL3WelNfD+nhtR6rMCqlvq2U2qiU2jjU52oS4lTTWlPUWNTn24x+v2Zvnb1fgRfA+IxYKpoc2Lu61/MakzhGeryEEKIfgtHjNRu4QilVDrwCLFBK/QOoU0qlAgTW9YH9K4HMo47PAKp7OrHW+imt9VSt9dSkpL7lpAhxrqi0V9Lc1dzn24xVrU4cbl+/A6+CFGP/kjp7t22F8YXUOepodPZc4V4IIcSxBhx4aa1/orXO0FrnYCTNf6K1vgV4B7g9sNvtwNuBx+8ANyilQpRSucAIYMNA2yHEueaL2i8A+jxR9aHAaVRKZL/epyDVmP9xV033wGtM4hgA6fUSQog+Gsw6Xr8BLlZK7QUuDjxHa10MvArsBJYC92qtfYPYDiHOSh+VfUR2dDYjYkf0af89gcBrRD97vNJiQokKtbC7tr3bttHxo1EoyfMSQog+sgTzZFrrlcDKwOMm4MJe9vsV8KtgvrcQ55IGRwMbajfwnQnfQame0ia7K6m1kxYTSnSotV/vpZRidEo0u3vo8Qq3hpMTkyM9XkII0UdSuV6IM9CyimVoNItzFvf5mJK6jn73dh1SkBrF7lo7WncfBzMmYQw7GyXwEkKIvpDAS4gz0AdlHzAqbhR5sXl92t/r81Pa0MGolJMMvFKi6XB5qWxxdttWmFBIvbOeBoeMPBZCiBORwEuIM0ylvZKihiIW5S7q8zEVzQ7cXn+/RzQeUpBqHLe7tocE+wRJsBdCiL6SwEuIM8zS8qUALM7t+23GvYHE+pHD+jei8ZBRgYBtd033BPuC+AKpYC+EEH0kgZcQZ5ilZUsZnzSe9Mi+T/iwp7YDpSA/+eQCr4gQC9kJ4T32eIVbw8mLyZPASwgh+kACLyHOIPtb97OnZQ+X5l7ar+NK6uxkxYcTbjv5gcwFKVHs6qGkBBh5XlJSQgghTkwCLyHOIB+Wf4hJPxigbwAAIABJREFUmViYvbBfx5XU2RmRfJz8LnstFL0KzWW97lKQEk15YydOd/eye2MSx9DgbKDeUd/DkUIIIQ4Jah0vIcTg0VrzYdmHTBs2jaTwvk+h5fL6KGvsZOGYYcduaK+BXe9A8Vtw4HNAg8kK05bAvAchIvGY3UenRuHXsLfezviM2GO2FSYUAkaCfXJ48kldnxBCnAukx0uIM8Su5l1UtFf0azQjQFljJ16/NkY0drXDF/8Hzy6CP4yGDx8CZwuc/2O48yOYdAts+Cv8aQKs+h24Og6fpyDFmDqop0Kqo+JGYVImyfMSQogTkB4vIc4QH5Z9iEVZuDj74n4dV1JnBE+F4W3wzDXQsAuGjYUL/gMKr4SkUUd2zjoPzvsufPIwfPorIwg7/99h8u2BHDFzj3lehxLsJc9LCCGOTwIvIc4Afu1naflSZqXPIiYkpl/HltTaGW8uJ/+d+8DTBbe+BcMv6P2ApJFw/T/g4Jew/D/h/Qdg4/OYbnmdUSlRPfZ4gXG7cV31OrTWfZ7GSAghzjVyq1GIM8DW+q3Udtb2q3bXISFly/mn9WGU2QZLPjp+0HW0zGlwxwdGENa8H55dxHnxneyube9x6qDChEIanY2SYC+EEMchgZcQZ4APyz4kxBzCBZl9DJoO+fJpvlv7MxpCMuGuFZA8un/HKwWjvwa3vQ3OZr5X/j3inBXU213ddpUK9kIIcWISeAkxxHn9XpZVLGN+xnwirBF9O8jvh2U/g/cfYKVvAu9OfhqiUk6+EZnT4JsfYMXHq7aHObjzi267jIo3Euwlz0sIIXongZcQQ9yG2g00dzX3/Taj3wf/+hase5ym0bfybc/95KUNO/FxJ5IyFtet7+HCyrgVN8OB9cdsDrOESQV7IYQ4AQm8hBjilpYtJcIawdyMuSfeWWt474ew43W48D9ZOfzf8WFmxElOjv1VUemj+bfQR2lTsfD3q2DfJ8dsH5MwhuKm4h5zwIQQQkjgJcSQ5td+VlWuYl7GPELMISc+4ONfwOa/wdwfwdwHKKnvwGY2kZMQHrQ2xaXm8W+hv4b4PHjp+mOCr8KEQpq7mqlz1AXt/YQQ4mwigZcQQ1hxYzHNXc3Mz5h/4p3X/Q+s+SNMuQMW/BQwpgoanhyJxRy8/+oFqVFsarLiuuUdSBgBr94OdUZe19EV7IUQQnQngZcQQ9hnVZ9hUiZmp80+/o5bXoRlP4XCq+Cy/88YjYhRPHXksMigtqkgJRqvX7PPboWbXwVbBLz4DWivYVT8KMzKLAn2QgjRCwm8hBjCVleuZnzieGJDY3vfaff78M6/Qd4F8PWnwGQGwN7loarVaUwVFESjU43z7a5th5gMuOmfxrRDL19PmM9HXqwk2AshRG8k8BJiiGp0NlLcVHz8pPryNfDaHZA20Sh0ajmSB7a33pgqaFSQA6+chAhsFhO7awMV7FMnwHXPQe12eOMuxsQXsrNppyTYCyFEDyTwEmKIWl25GoB5GfO6b9Qadr0LL90AcTlw8+sQcuwtxZJAYDQqJbiBl8VsYuSwSHbVHDVn48hLYPHvoORDCutKJMFeCCF6IYGXEEPU6qrVJIclMypu1LEbmsvgpW/AP2+BuGy49U0Ij+92/J46O2FWM+mxYUFvW0FK9JEer0Omfwtmfo8xJZ8CxsAAIYQQx5LAS4ghyOP38Hn158zNmHtkwmmvC1b9Hp44DyrWwSW/hm+vgpj0Hs+xN5BYbzIFf8LqgpQoGuwuGju+MnXQxb9kZM5FmLWmuOTtoL+vEEKc6STwEmII2lq/lQ5Px5H8rv0r4f9mwaePwMhFcO8GmHkvmC29nmNPnT3oifWHjE6NNt7jq71eJhOh1zzDCG1hfflyaNo3KO8vhBBnKgm8hBiCPqv8DIvJwnnxY+DNe+BvVxpTAd38BnzjhV57uQ5p6XTTYHcNWuBVEMgbOybP6xBbOFeOX0KRzULR6zeDxzkobRBCiDORBF5CDEGrK1czNbaAiGcvhaJXjEr03/0cRlzUp+NL6oyeqJFBTqw/JCEyhOSokO55XgFXj7+TKHMoL3jrYemPB6UNQghxJhpw4KWUylRKfaqU2qWUKlZK/SDwerxSarlSam9gHXfUMT9RSpUqpfYopS4ZaBuEOJtU2SvZ17aPefvWgccBt78LF/4MrH1Pkj8UeAW7lMTRClKjjVpePYiwRnDt6BtZERlB5ba/Q9Grg9YOIYQ4kwSjx8sLPKC1Hg2cB9yrlCoEfgx8rLUeAXwceE5g2w3AGGAR8IRSyhyEdghx5nO28Nk7SwCYmzgR7l4LOXP6fZo9dXaiQi0Mi+7D/I4naXRKFCV1HXh9/h6331RwEyZl4cX0UfDuD6Fhz6C1RQghzhQDDry01jVa682Bx3ZgF5AOXAm8ENjtBeCqwOMrgVe01i6tdRlQCkwfaDuEOOMd3ABPzmV1+36yrNHk3PQmRCSc1KlK6joYNSzqyIjIQVCQGoXb66e8qbPH7SkRKSzKXcS/bD7abWHGnI7unvcVQohzRVBzvJRSOcAkYD0wTGtdA0ZwBiQHdksHDh51WGXgtZ7O922l1Eal1MaGhoZgNlWIocHvg5Jl8NL18MxCnEqxITKKuflfA9PJ/ffUWrO7pn3Q8rsOmZBhTGO0Yld9r/vcPuZ2HF4nr0+/ARp2wwcPDmqbhBBiqAta4KWUigTeAH6ote458SOwaw+v9Ti3iNb6Ka31VK311KSkpGA0U4ihobMJ1jwGj0+Cl66Dqs0w70d8ecXvcfk9zEvvoVp9H5U3OWjv8jI+PSaIDe4uLymSWcMTeGFdOZ5ebjcWxBcwI2UGL9Z/gWfeA7D1Rdjyj0FtlxBCDGVBCbyUUlaMoOtFrfW/Ai/XKaVSA9tTgUNfiyuBzKMOzwCqg9EOIYa8pn3wr2/DHwpgxc8hJhOufQ7uK4YFP+Wz+o2EWcKYmjL1pN+iqLIVgPEZx5lYO0iWzMmlpq2LD3fU9rrPbWNuo95Rz9KsCZA7D97/EVRvHfS2CSHEUBSMUY0KeAbYpbX+w1Gb3gFuDzy+HXj7qNdvUEqFKKVygRHAhoG2Q4ghr6YInrkYdn8AU74J3/0C7ngfxn4dLDa01qyuXM2M1BnYzLaTfpuiyjZCrcZ8ioPtglHJ5CVG8Myasl4nxZ6TPoe8mDz+tuvv6K8/AxGJ8PIN0F7T63n9fk1dexebD7TwXlE1/9pcSXF1G25vzz1rQghxpui97HXfzQZuBbYrpQ59jf0P4DfAq0qpJcAB4DoArXWxUupVYCfGiMh7tda+ILRDiKGrchP842qwRcGS5ZAwvNsu+9v2U91ZzV3j7xrQWxVVtjImLQaLefDL9JlMijtm5/Czt4vZfKCFKdnd54w0KRO3Fd7Gf33+X2zoKGPGja/As5cYwdcdH4ItHK01j63Yy+f7m6hudVLX3oXH1z2Qs5oV+clRFKZGU5gWzdi0aKblxA/KtEhCCDEYBhx4aa3X0HPeFsCFvRzzK+BXA31vIc4IFZ/Di9cZIxRve8eY2LoHn1V+BsDc9Lkn/VZen58dVe1cPy3zxDsHyTVTMvjvZSU8s6asx8AL4PLhl/P4lsd5ofgFZlz0BFzzjBF4vXU3XPs8/9xYyZ8+3suEjBimZseRFhtGamwY6bGhpMWGYTEpdtXY2VnTzs7qdj7b28AbmysBuHlGFo9cNXZQR3AKIUSwBKPHSwjRm/0r4eUbITodbn8HotN63XV11WpGxo0kJSLlpN+utKEDp8fHhMzBTaw/WrjNwo3Ts3jqs30cbHaQGR/ebZ8Qcwg3FNzAE1ufYH/rfvJGLYKFj8Cy/0fbh//FL9fPYmZeAi/eNaPX3qv85Ci+NuHIz6/e3sWTK/fz7NoyRg6L4vZZOYN1iUIIETQSeAkxWEqWwT9vgYR8uO0tiEzuddd2dztb6rbwzbHfHNBbFlW2Aacmsf5ot8/K5unV+3lhXTk/vbywx32uH3U9z2x/hr/t/Bv/Neu/YOa96IY9xHz5J76mfNx77f/rMej6qPwj3ix9ExMmrCYrVrMVi8mC1WQlPDmceaMn84t3i8lNjGDeSBn9LIQY2mSuRiEGw8534JWbILkAvvnecYMugGXly/BqLwsyFwzobYsqW4kKsZCbEDGg8/RXakwYl45L5ZUvD2Lv8vS4T3xoPFcMv4J3973L2qq1oBR/j/83PvcV8ivzX8js2H7M/lprnt7+ND9a9SMq2ipo6mriYMdBSlpK2Fa/jc+rP+e1ktdwxT/PyJQI7n1xM6X1Pc8dKYQQQ4X0eAkRTJ4u+OSX8Pn/QsY0uPk1CDtx79NbpW8xPGY4YxPHDujtiyrbGJcRc1qSzZfMyeWdbdW8urGSJXNye9znO+O/w5b6Ldy94m6uHX47Ly8r4KLsX3Ke40EjUL1rOcTn4fV7+fX6X/NayWsszl3MI7Mf6XGk57LyZTyw6gFumr6VNz4ew53Pb+Tte2cTF3Hyo0KFEGIwSY+XEMFSvRWemg+f/xmm3mncXuxD0LW/bT/bGrZxVf5VA0oQd3l97KppZ1zGqcvvOtqEzFimZsfx/LoyfP6eS0sMixjGS5e9xNX5X+f1fS9gzfgr93xtJOqmV8HvhSfn4fjif/n+J9/ntZLXWDJ2Cb+Z+5tey2sszFnIlcOv5JW9z/GjK0Kobe/i7n9skrITQoghSwIvIQbK54VVv4enLwRnK9z8Blz+B7D17Xbf26VvY1ZmLh9++YCasafWjsenD0/lczosmZPLwWYny3f2XlA1zBJGquc2nFXXYwuv5p5Pb2GNqw6+s4rGjEncUfQn1lau5mdjvsUPp/wQkzr+x9RPZvyEtIg0nt/7ax6+ajjry5r52Vs7jqkr5nT72F3bztIdtfzjiwrKG2XOSCHE6SG3GoUYiMZSePM7ULURxl4Dl/43hPdcUqEnXr+Xd/a9w9yMuSSGJQ6oKdsOJ9afnh4vgIVjUsiIC+OZNWUsGpva4z67a9v54/ISFhYu5keX3cQDqx7gnhX3cPPom1kZ4aZZRfJ4UxvzP3gY7J0w936whPT6nhHWCB6d+yi3L72d7V0v8L0LbuPPn5bS1Omiw+WlvNFBbXtXt+MmZcVy9aR0LhuXSkJk7+cXQohgksBLiJO14w14614jKLjmGRh3bb9Psa56HY3ORq7Kv2rAzSk62EpChI302LABn+tkmU2Kb87K4ZH3dx0u5Opwe3G6fTjcPjrdXh56vYjoMAu/vHIsCZEhvHTZS/x2w295cdeLxIfG89zivzMmbBgs/Qms+g0UvwnzHwKfBxyN0BlYHI1GD2NsJhOHjeHb6Rfx5L53+N3cOVxvz+Tj3fVkJ4QzKz+B3IQIshMjyE2IICLEzLKddby1pYr/fLuYh9/dybyRSVw5MY3JWXGEWs2EWk2EWc2npAitEOLconqb5mOomTp1qt64cePpboYQhi+ehKX/Dlmz4Npnjluf63juX3k/m+o2seK6FVhN1gE16ZI/fkZabCjP3TF9QOcZKHuXh5mPfoLD7aWXVC/+cusULhlzbL2y9TXryY7OPraO2d7l8N590HbwyGsmqzHtUEQihMRAawW0HcQL3J46jHKbjTdMWaSMvAxm3A0mc69t3V3bzltbqnl7axU1bd17xaxmRajVTHZCOE/dOpW00xjUCiHOLEqpTVrrbhPvSuAlRH9oDZ88Aqv/GwouN3q6rKEndaqWrhYWvLaAGwtu5KFpDw2oWQ63l7E//4jvLRjB/RePHNC5gmH5zjo2ljcTZjMTYbMQZjMTbjMTbrOQGR/GmLR+3A51O6B+lzFQISIRQqLhq4MQnC1QV8yBg2u5dv9LjPcpnjpQhilnLnz9qRMGxn6/5svyZg40O+jy+Ojy+HF6fMbi9vH6pkqyE8J57e6ZhNvkRoEQ4sR6C7zkE0SIvvJ54b0fwpa/w+Tb4bI/gPnk/wu9v/99vH4vV+dfPeCmFVe349cw4TTmdx3t4sJhXFw4LDgns4VDxpTj7xMWBzlzyMqZw49TRvDzdT/nb7Nu55tfvg7/NwuufAIKLu31cJNJMSMvgRl5CT1unz8yiTtf+JIHXyvizzdNkumJhBAnTRIYhOgLjxNevc0IuuY9CF/704CCLjBqd41JGMOIuBEDbt62g63Aqa9YPxRdnX8152ecz/81rKftzvchJhNeuRE+eNCos3YSLihI5seLCnh/ew2Pf1wa5BYLIc4lEngJcSLOVvj712HPB7D4d7Dgp91vdfXTrqZd7GnZE5SkejAKp6bFhJIUJaPzlFJ8b9L3cHgdvFy/Hu5aAefdCxueMkp+NOw5qfN+e14eX5+czh9XlPDh9pogt1oIca6QwEuI46neAs9cDJVfGkn0M74TlNO+VfoWNpONxbmLg3K+ospW6e06yqj4UczPmM+Lu17EoX2w6Ndw02tgr4W/zIcvnzHy9fpBKcWvrx7HpKxY7n91G8XVbYPUeiHE2UwCLyF64vPAyt/C0xeBqwNufdOo0xUEbp+b98ve58KsC4kJGXhOVpvDQ3mTg/GZQyO/a6i4a9xdtLpaeWPvG8YLIxfCPWsheya8fz+8fAN0NPTrnKFWM3+5dQqx4Va+9cJGGuyuQWj5wPj8PtpcbbS5JDAUYiiS5HohvqpxL/zr21C9GcZdB5f+3kjeDpJPD35Km6staLcZt1cFCqemS4/X0SYmT2RayjSeL36e60ddb0w7FJVizCyw4SlY/p/wfzPhyv+FkZf0+bzJUaH89bapXPvkOu7+xyZevGsGodbeS1YMFofHweNbHmdX0y7a3e3Y3XY6PB10eo5U5Y8PjSc/Np/hscPJj80//DgYAf9XeX1+KluclDV1UtHYSZ3dRVSohdgwG3HhVmLCrcSF24gNt5IUGXLW1khz+VxsqNnAlvotjE0cy9z0uVjNAysVI84uEngJcYjfD1/+1fiDbA2Da5+DsV8P+tu8VfoWw8KHMSN1RlDOt63SSKw/XXM0DmV3jb2L76z4Du/ue5drRgZ6LE0mOO9uyJ0H//oWvPQNmLoEFj5ijKDsg7HpMfz3dRP43ktbmPCLZYxJi2ZCZiwTM2MZnxFLTkL4oI583Ne6j/tX3k95ezmTkyeTHZ1NpDWSKFvU4cWv/exv209pSylvl76Nw+s4fPyCzAX8YPIPyIvNO6n39/r8bD7QyqqSeoqr2ylv7KSyxYn3qMJtZpPqdc5Om9lEbmIE+cmRDE+OZHiS8Tg3MeK45Tq01lQ0OdhY0cKmimY2lrdQ296FSSnMJoVJKUzKeG+zSWEzm7BZAstRj4cnRXLBqGSm58Zjsww8AKx31PNZ5WesqlzF+pr1OL3Ow9uibdFcnH0xl+VdxpRhU044BZY4+0kdLyEAqjbBil9A2SoYsRCu+B+jdyTI6jrrWPjGQpaMXcL3J38/KOf8zt83UlLXwac/Oj8o5zubaK254f0b6HB38M5V72D+ajFVrws+ftiY2DxhhFHzK31yn8+/em8Dq/Y0sK2ylR1V7Tg9PgBiwqzMzEvg3gvygx4Qv7vvXX75xS8Js4Txu3m/61MA79d+ajtrKW0tZWv9Vl7a/RJOr5Or86/mngn3MCzixKU/6tu7WFliXO/qvQ20d3kxmxSjhkWRmxhBdkI4OYkR5CZGkJMQQWKkjS6Pn1anm1aHhxaHmzaHh2aHmwNNDkrrOyht6OBgs+OYQrtRIRYSo0JIigwhKcpYosOslNTa2VjRQmOHcXs3OtTC5Ow4chIi0Frj0xq/Nmqy+QKL2+fH7fUfWXv9dHl9lNR14Pb6ibCZmTMikQUFyZw/Kplh0X2vybe/bT/Ly5fzycFP2Nm0E4C0iDTmZcxjfuZ8JidPZlPdJj4o+4CPD3yM0+skOTyZxTmLuSr/KvLj8vv8XuLMJAVUhfgqrxt2vQPrnzSS521RsPCXMOWbAx612Jv/2fI/PFX0FO9f/T5Z0VlBOefMRz9mem48f7phUlDOd7ZZUbGC+1bex+/n/Z5FuYt63mn/SnjzHuiogzn3GVMUHWd+yJ54fX721new7WAr2ypb+WB7LW1ODxeNHsZ9F4/oX9HYHnR5u/jNht/wxt43mDJsCr+f93uSwpNO6lzNXc38teivvLLnFSzKwi2Ft3DH2DuIskbRYHdR3uSgoqmTA80Oypsc7K2zs7vWDkByVAjnj0riglHJzB6RSHTowG6jdXl8lDd1UlrfQUWTg8YOFw32wBJ4bO/ykhUfztTsOKbkxDE1O54RyZGYTCf3/9Th9rKutIlP9tTz6e76w7MWjEuP4YoJaVwxMa3HIKy0pZTlFctZVrGM0tZSFIoJSROYnzmf+RnzyY/N77Gn0+l1surgKt4ve581VWvw+r3Mz5jPknFLmJQs/2+7cXdC60FoPWDMTNFaAS47mEPAYgusQ8BsM+5ORCRC5LDAktxzkeXTQAIvIQ7pqIdNzxsj2zpqIX64MVpxwo0QGj1ob/t59efcveJuFmYv5Pfzfx+Uc9bbu5j+q4/52eWFLJmTG5Rznm382s9Vb1+FzWTjta+91vstQGcLLP0P2PYSJBfCVU9A2sn/UbR3eXhubTl/Xb0fe5eXRWNS+OHFIyhI6f/v2IH2Azyw6gF2N+/mrnF3ce/Ee7GYBp4pUmmv5E+b/4el5R9g1hG4m2fR1T4Sf1c6YMKkID0ujJyECM7LS+CCUcmMTo1CKYXP72Nf2z7iQ+MHPMH7iXh8fqxByglz+9y4fW7CreGYlAmtNXvq7Hyyu56PdtSyrbINpXxMHW5iWr4mPclJnbOSVZWr2N+2H4ViUvIkFuYs5OLsi0kOT+7X+7d2tfLKnld4cdeLtLpamZw8mSXjljA3fe65WZjX54WqjVD6MZR9Bs37oPMrg17MIRAaAz6X8YXZ5wLt7/2cllAjADs6GDtmPQxSxhtB3CCSwEuc2zqbYO8yoxZXyVLwuSH/ImMuv+EXGnk/g6jSXskN799AUlgSL176IuHWvuUSncjHu+pY8sJGXrt7JtNy4oNyzrPR26Vv89O1P+V/L/xf5mXMO/7OJR/Buz8wAvST7P06WpvTw7Nrynh2TRl2l5fLxqdy7/n5FKYdPwDTWrOreRfv73+fN/a+gVmZeXTuoydufx9ordl8oJXXN1XyXlE1nbqC6LTl+EJ3AxBmjmRi4hTmZ81mdvpMsqOzaXG1UNRQRFFDEdsatrGjcQcOrwObycaNBTdy17i7iA0dmgM83D43a6rWsLRsKSsrV+L0OlEoIm2RRNuiD+fHmZWZivZK6hy1aHyHj1eYyY0cw9dHXcqleQtPuqfxaA6PgzdL3+SF4heo6axhRNwI7hx7J4tzFne/JX62aSk3Aq19nxjBlqsdlAnSJsOwQojNgtgcYx2XDRHJ3T+jfV4jAPM4jUCto874P9tRH3j8leeOxmOP/9FeIxAbRBJ4iaByeX3srrHj9vkZnxFDiGUQPyg6G6G9yihk2tV67Fr7ICrNmIsvOt1YRyYbEyM37jUCrT0fwsH1xjekyBQovBKmfwsSB14xvi8cHge3fngrNZ01/POyf5IZnRm0c/9heQl//mQvO35xicwheBwev4fL/nUZKREp/G3x3058wFd7v772J0ifOqAAvdXh5unVZTy3toxOt4+5IxL59rw85uQnHtPTUWmv5IOyD3h///vsb9uPxWTh/IzzeXDag6RFntxk7IfUtDn51+Yq3thUyf7GTsKsZhaPTeHaKRmcl5dAi6uZDbUb+KLmC76o/oLqzmrASBBvd7cDYFZmRsWPYnzieMYljWN9zXre3fcukdZI7hh7BzePvjloXywGwuP38EX1FywtX8onBz6hw9NBbEgsF2VfRHZUNnaPnQ53B3a3HbvHjt1tx+v3khqRSkZUBumR6XQ5Y9myz8wnxS5aOn2EWEzMHZHIwjEpXFiQTELkwAsWe/welpYt5dkdz1LaWsro+NE8NO0hpqZ0+3t95itfA58+ChVrjOcxmTB8gbHkzQ/q6PFufB7jb8mhgCz/QuPvxCCSwEucNI/PT0mdnaLKNooq29he1cqeWjsen/G7E2Y1Mz03njn5iczOT6QgJeqkcy8AaK+BirVQvhrK10LT3p73U2bjP47P3f31sFhwNBnPU8bByMUwajGkThz03q2jaa158LMHWV6xnCcufILZ6bODev5vPreB2rYulv5w4L0gZ7uXdr3Eoxse5flFzzNl2AnmfjzkUO+XvQYsYZCYD4mjIGkUJI6EpAJj3Y/fqTaHhxc3VPDc2nIa7C4KU6P59rw8YhP28VzxM2yu3wzA5OTJXD78chZmLxxQ+Ycuj4+Pimt5fVMla0ob0Rqm58Zz7ZQMLh2XSmRIzwG71ppKeyWf13xOcVMx2dHZTEiaQGFCIWGWsGP23duyl8e3PM7KgytJDEvkngn3cPWIq7GaTn0ZhUp7Ja/ueZU3S9+k1dVKlDWKBVkLWJy7mOmp00+qTV6fny/LW1i2s5ZlxXVUtToxKZiaE8+8EYlkxoeTHhtGelwYyVGhmE/i88+v/XxU/hF/2PQHajtruTj7Yu6fcj8ZURn9PteQc+AL+PRXRu9W5DA477tQcBkk5A+JXKzBIoGX6LcDTQ6eX1fOaxsPYnd5AWMk0fiMWMZlxDA+PQaTSbGutJG1+5oore8AICHCxnl5CaTFhhIbbiM+wkbc4bWV2EAtn2NyNqq3wMbnjG9EzfuM10KiIes8yJ4NCcMhNNYIqA6tbZHGfo5mo0esvRraK411Rz2kToCRiyA2eD1M/fXM9md4bPNj3DflPu4ce2dQz621ZsojK7hodDK/u3ZCUM99NurydnHJG5cwOmE0T170ZN8PdLbAzrehoQQa9xjrtgNHtqdPhcv/CKnj+9Uel9fH21uqeWr1fsrs2wnPfppoazJX5l3JzeOuIj0yvV/nO9oxtxK3VWN3eUmPDeOaKRlcMzmd7ISIkz738Wyp38Jjmx5jc/1mcqJzeGTOI0xIGvzfTa0EvkZjAAAZZUlEQVQ1n9d8zsu7X2bVwVWYlIkFWQv4Wt7XmJ0+26jhFsT3Kq5uZ9nOOpYV1x4edHCI1axIiQklMy6cCZmxTM+NZ0p2XJ8HITi9Tl4ofoFndzyLz+/jtjG3cde4u4iwHvtv5td+7G47Hr+HhNCEoZkfdvBLWPlr45ZiRJJx637qnUZC/Gmgtaa8vZyihiKuGH7FoP/MJPASfaK15ov9zTy7towVu+owK8Vl41O5aPQwxmfEkBXfe32i2rYu1pY2snZfIxvLW2iwuw4Pr+9JZIiFqSGV3K3/yXme9XSZwmlOmk5MwflEjJxvJD8OcCLq02lN1Rq+u+K7XJJzCb+b97sB/SfX2hga73T7cASWqlYntz+7gUeuGsst52UHseVnr6e3P82fNv+J+6fcz22Ft518Lo2707iVXfklrPwNOJthxj1wwU8gJKpfp6poO8D1792Ixx1G097vgD+ckcMiWTQmhYVjUhiTFt3n3x2318+726p5ek0Zu2rajVuJ4wK3EnMTBtYT3Udaaz6r/IxHNzxKbWct35v0Pe4ce+eg1K9yeBy8ve9tXt79MmVtZcSHxnPNiGv4xqhvkBIR/HIwPel0ealudVLZ6qSqxUlVYF3R1ElxdTtev8akoDAtmuk5CUzPjWdcRgzDoo5fRLa2s5bHNz/Ou/vfJSE0gQlJE2h1tR6z+AMJ5lHWKHJjcg8veTF55MTk0OXtorqjlh21B9nTWMmBtloanPW4/E7QFpS2AJYjj7UFs8mMWVkwKzNmkxmLsmAxmYmyRZEeNYzcuBRGJWYwPjWT9JiYnn83Kzca/y9Kl0N4Asz+AUy7C2yDE/D35lCv7YbaDWyo3cDG2o3UO+sB+PDrHw56b6IEXuK4ujw+3tlWzbNrythdayc+wsbNM7K45bzsftW26em8LQ43zZ1uWjqNGj6tDjfmhl1M3v8ko1tX4lARvB1+NU92XUJFpxmlYHxGLAtGJXNBQRJj02JOyR+MYDrQfoAb3r+B1IhU/r747/3OedFaU1TZdvjWxv7Gzl6LUX7w/bknTNQWBofHwU9W/4RPDn7C5OTJPDLnETKjBtgj6mwxasBtes7IM1z8Wyi4vE+3UNrd7dzywS00dzXz0qUvYfYnsay4lo+Ka9lQ1oxfQ0ZcGAsLU5iSHcf4jBgy4sK6/bFrdbh5cf0BXlhXTr3dxchhkdwxO5evTUjr9VbiYLO77Tz8+cMsLV/KjNQZ/HrOr/s9AvB4tjds58HPHqSqo4qxCWO5afRNLMxZSIh56EwU73T72HKghfVlzWwoa2bzgRZcXiNYMpsUKdGhpMeFkRG4TZkVH87M4QlkxB35vChqKOLxLY/T5GwiLjSO2JDYw0tcaBwmZWJfSxl7mkspby+j3dPcY1u0VuCLJMwUT5glHI0Pv/bgx4Mfr7HWXvz40PjQ2m+s8YHq+bNH+0Ow6BhspjBCTGHE4SXLVUViVwOhyoo9fiytsfl4lMbjd+HVHrx+F17txe8Hv9bG4tf4tPG5F2mLJCk8jtSoBFIi44gNjSXGFkOkNZIQSwgh5iOLzWzDYrLQ5Gyi0dlIvaOeRmcjDc4G6h31FDcVU9tZC0BCaALTU6YzLXUa01OmkxWVde71eCmlFgF/AszA01rr3xxvfwm8BkeHy8uLX1Tw9JoyGuwuClKiuHN2LldMTAv+NChaQ+12WPMHKH7TuJV43nfhvHsgLBa/X7Ozpp1Pdtfzye56tlW2ojUkRYVw7ZQMvjU3j/iIwR3+O1Dt7naWli3luR3PYffYeeWyV/r8rcrj87OhrJmPimtZvrOOmrYuzCbFjNx4JmTGEmEzE26zEG4zExZ4nBQVwsTMoTmSbKjSWvPu/nd5dP2j+LSPH039EdeNvG7gH8IHN8B790HdDuMW9+LfGSOyeuHxe/juiu+ysW4jT138FNNSph2zvanDxYpddSzdUcva0ibcPuMPdly4lXEZsYxPj6EwLZrP9zXx+qZKnB4jYf+uuXnMG5E4JG49aa15q/QtHt3wKKHmUB6Z88iAR2Vqrfnbzr/x2KbHSA5P5pE5j3T72Q1VLq+P7ZVtlNR1UNXqOKaHrLa963Ah2RHJkVxQkMz5I5OYmnOkur7Wmrp2F9sqW9le2UZRVRt7atupt7uOzPlucmIOqSc2uo20mBhGJWYwMS2LGVm5DE+MPqkvsYdua1a217K7oYq9TVVUtNVR01FHi6sZi6eOWF8VZuWg3WSmSYXiNAHahNZW0BbwWw4/1rq3vy0aZXKhzA6U2YkyefrdVjB6ABPDE8mPzWd6ynSmp0wnNyb3lP+fGFKBl1LKDJQAFwOVwJfAjVrrnb0dI4FXcDV3unlubRkvrCunq8vJNVmd3DracrhGTzeWUOMWii3CyK0KiTTWfZmDrKEEiv8FO96AxhLjuBl3w8x7Ibz3EghNHS5WlTTwUXEty3bWEW41c/usHL41N4+4IRSA+bWf9TXreav0LT4+8DEun4v82Hx+et5PT5jE3eXxsWZvIx/uqGXFrjranB5CrSbmj0xiYWEKCwqSh9S1nk1qO2v52dqf8UXNF8xOm80vZv2iTxXcj8vnNQryfvprY9DHxBth9g+NHMWjaK355Re/5LWS13h41sNcPeLq457W5fVRUttBUVXgD25lG3vq7Pj8GpvZxFWT0lgyJ49RKf27zXmq7G/bz0OrHmJPyx5uGX0L902576Tyrlq7Wvnp2p+yqnIVCzIX8PDshwdl3snTwePzU9bYyWclDazc08CGsmbcPqO6/qz8RPx+TVFV2+GJ2c0mxYjkSArTosmMCz+m5yw1JiwoUyEdl73OyN3a9rIx40d4Isz+Pl0Tv0mL10ZThxuX149fG7MIGL1axmOlFGFWs7HYTIRazYRazVjNJhrsLg42OzjQ7GB/UyvlzQ1UtjVS39mGw+MCkwelvKA8KJMXk8mPlShsxBCi4gg1xRJqCSPUaiLMaiYixEJkiPGFNTLEQkTg8Y3Ts4gY5N7goRZ4zQT+S2t9SeD5TwC01o/2dsxgB15b96yh1d7Qy1aF3xqJPyQaHcQkTQA0KE8nZo8dddT8Xl/ZBY/fg1t7cPs9uP1uPNqDy+/B4/fgCjw3tgVe0+7ANk/gWLex3efB4XTid3YRpV0kKhexfic2vw+b1vT2fcCqIUTrbovFEooKTzASJyOSjArCEYlgjcBav4vQyo3YWioI1WBLGU9I3gIsIy42iuH1Q0VTJy+uP8hnJfWEWs1cOTGNayZnEB02+KOmNBqv34vb56bL12WsvV24fC4q2it4d9+7VHdWE2WL4tLcS7k6/2oKEwp7/XblcHtZtaeBD3bU8unuejpcXqJDLVxUOIxFY1KYOyKJMNtZXsdniPBrP6/ueZU/bPoDFpOFH07+IVfnXz3wSY3bKmH1H2DLP8DvMUqYzLn/cAL+P3b+g99++VvuHHsn902576TeosvjY0+tnfS4MBKDUNZgsLl8Lh7b9Bj/2PUPsqOzeXDqg8zLmNfnXogt9Vt46LOHaHI28cDUB7ip4KYh0as3WDpdXtbta2LlnnpW723EZjExPjCoaVxGLIWp0af2c8LnMXp1S1cYS22R8XpUqvEleuqdg57D1eXxUd/uot7eRb3dRV17F40dLpxuPy6vjy7PsWuH20eny0un20uny0eHy4s7cKt3y88uHvQvtUMt8LoWWKS1vivw/FZghtb6e70dM9iB1+1/mcbm0K5BO/+pYvN3D46OXmxaowGXUnRZQnBbQ3FZrLhMZtxo6CH00mg8gcDDpb2n/JqGMoViZtpMrsq/igVZC3rNL+ny+Fi5p553t9Xw8e46ujx+4iNsXDJmGIvGpjIzL2Hwv6GKXlW0V/Cfa/+TzfWbSYlIYcnYJVw94uqB5wvZ6+CLJ4xZEtx2yL+Yz0ZfyL8VP8n5Gefzxwv+2HvSud9vFIZsO2gs3QpD1kFHg1HiYvz1MPqKQZ15IVjWVa/jNxt+Q1lbGbPTZvPQtIeOO1l3o7OR10te58ltT5Iakcp/n//fjEkYcwpbfI5wO4yyKfYasNcaS0et8Ttsr4HqrcbvsMkCmTOMOlj5F8Gwcae0RM9AeXx+HC4fUaGWQc8dHmqB13XAJV8JvKZrrf/tK/t9G/g2QFZW1pSKiopBa9PbK5+itqWsl60as9eBxevA7O0MrI3n6iQCEb8pFK8lHJ813FhbIvBawvGbev+QtyoLVmXGiuXwY5uyYMVirJUZCxZMffgGmJGVR/LwSSf1Ia21xu134/K5cHldeP1HXb/2GTW4Wg+gHY24U8fjCo839j20eF34dO8jHfuqps3JB9tr2XqwhUDqC1azIj02jIxATR2r2XRM97aRxAlevx+vXxuLz4/HZzwGzbDoULLiw8mMCyPqqOHfFpOFUHMoNrPNSOwMJHnG2GJ6rdbt9flZu6+Jd7ZWs6y4FrvLS2KkjcVjU1k8LoXpOfHHHdUkTi2tNeuq1/HktifZ2rCV5LBk7hh7B9eOvJZQy8kPMAHostfx+ZpfsaJiGctCzOR6vDzf1El4eKJR8PdQj7HfawRZrQeNXjOf69gTKXNg2pPA1CfhCUaNpJYyo85YwWUw4QbIu2BIjwj2+D38c/c/eWLrEzi8Dm4suJG7J9xNTEgMWmtKW0tZVbmKTw9+yvaG7Wg0l+Rcws9n/pwo29C8nXpG8HQZ9RGrtx4pvdNeHShQ3dJ9f0uo8XsWlQrJBUaglTuv33cszlVDLfAacrcaxZnJ7fWzr6GDndXt7KxpP7xucx4/KdOkwGYxYTObsFnMhFhM+LU+PFkuwLDoEMamxTAmLZrshAjiI20kRBj1yBIiQg5383d5fNS2dVHd5qS6tYvqVicHmh18srue5k43UaEWFo1J4YqJaczMS5Bga4jTWrOhdgNPbnuSjXUbSQhN4JbCW5iZNpNRcaP6PEdih7uD1VWrWVGxgtVVq3F6nURZo7ggKpcfRBaQ7HIYPVedDYEpT+qNaVNiM42K3rGZEJMVWGcYf/zC4rv3LmhtlLXY9oqRS+lsMaZYGXcdTL4VkkcPwk8pOJq7mvnzlj/zxt43iLZFsyBrAetr1lPVUQXA2ISxzM+czwWZFzAybuRZfWtx0LTXwN6PjGLA+1eCx2G8Hp54ZMaPmMCsH1FpEJVi/K5FDTNqJsrP/KQNtcDLgpFcfyFQhZFcf5PWuri3YyTwEn2ltabe7sLr11hMCrNJYTWZMJsVFlNg6SX4aXN62FndTnF1G8WBdWl9Bz1Vcgi3GQmhzZ3ubtsSI23MyEvgiglpzB+ZFPwRouKU2Fi7kb8U/YUvar4AIMwSxvik8UxKnsSkpEmMTxqPx++hor2Cg/aDVLRXcKD9AAfsByhpKTlc3HJB1gIuyrqIaSnTBp4/djxetzEnadErsGepkV+WMR0m3wZjrjYGxQxBe5r38Nsvf8v2hu3MSJ3B+ZnnMy9jXlDLT5wzPE4jEC9bbfwu1Gw1Xo/JNEbbjlwE2bPAdvqndTrbDanAC0ApdSnwGEY5iWe11r863v4SeInT5VCPVlOnUY+sudNFU6ebpg43To+PlOhQ0mLDSIsNJS0mjJSYUAm0zjK1nbVsqd9yeClpKTlcvPJoJmUiNSKV7OhsRsaNZEHWAsYnjj89kx53Nhq9YJv/ZlTct0XC2Gtg8u2QPnlI9mRorYder5bfZySSd9QbhXM9DiMfytMZeO40XjtmHViUyRj5bTIbuVEmq7G2BkaJh0QZZXWOfnx4sFKi0eN0ovwptwMqNxizfpSvhaqNxohaZYKMaTDyEmPKtOTRQ/Lf/Gw25AKv/pLASwgxVHS4OyhqLGJ7w3bCreFkRWWRFZ1FemR6UKenCQqtjdFom/9m3Ir0OIxpjubcB6MuPaMSo08Ze61RKqF0hbHuKf8JAGVMf2MNDyxhR55bAjm7fu+xi88LXie47MZy6NZfj6c3GyV3whONnD2fxwiqfN7A2g2uduO8ymTMRZszG7LnGNOthUmNv9NJAi8hhDjXdbVD0T/h8z9DS7kxwffsH8C4b4BliAWMp5K9zpgv9sDnsO9jo9AzGLly+RcZI/jicoyAyhZhLIcCrYH2Ivk8R4KwrjZwNBlLZ4PRa+loNNbab/SWmW2BJfA4NNYIsjJnnBGjWs8lEngJIYQw+Lyw8y1Y8xjUbTcSrGfea9yGHKJ5YEHjaIbqzVC1xQi2qreAvdrYZrJA5nlHlUoYKz2C4qRJ4CWEEOJYWkPpx7D2MaPMQGgsTP8WTP8ORCad7tYZtDbyrJwtR3p/Dq+bAiNBs44sUalGThUYAWb9TiMHqnKjccu1ed+RcyfkQ9okSJtsrFPGnf2BpzhlJPASQgjRu4NfGgHY7veN/KRJt8DM70F87uC+b1cb7HoPtr8GVZuMfCXtN4It7TMe94fJapTfCE+A+l1GEjwYCesZ0yFjKqRPgbSJUo9KDCoJvIQQQpxY415Y97gxItLvhcKrYPb3jR6hYPF0GaUOtr9m1JfyuYwcquEXBvKmTEavlTIfWYfFGiP9whOPrMPjjQCtrRJaKwLLAWipMHKkkgshMxBsxWbLqD5xSkngJYQQou/aa4wJvzc+a4ycSxoNhVcY804mF544iPG6AlPP1BjV0Q9NR9N6EPZ9Cq42oxdqzNdh/DeMXigJjMRZRAIvIYQQ/dfVZvR+7XwbKtYBGuKHG0HY6CuMSueNe6GxBJpKjXVjKbQd6H4ucwhEp0LWTKOyfu78IT21kRADIYGXEEKIgemoh93vwc53oOwzIwfraLZII2E9cSQkDD8yDU10amDKozjp1RLnjN4CL/mqIYQQom8ik2HqncbiaIaSpUb19sSRkDjCCK4ksBLiuCTwEkII0X/h8TDxptPdCiHOOFIZTgghhBDiFJHASwghhBDiFJHASwghhBDiFJHASwghhBDiFJHASwghhBDiFDlj6ngppRqAikF+m0SgcZDfYyiT6z+3rx/kZyDXL9d/Ll8/yM8gmNefrbXuNtv8GRN4nQpKqY09FTs7V8j1n9vXD/IzkOuX6z+Xrx/kZ3Aqrl9uNQohhBBCnCISeAkhhBBCnCISeB3rqdPdgNNMrl+c6z8Duf5z27l+/SA/g0G/fsnxEkIIIYQ4RaTHSwghhBDiFJHAK0AptUgptUcpVaqU+vHpbs9gU0o9q5SqV0rtOOq1eKXUcqXU3sA67nS2cTAppTKVUp8qpXYppYqVUj8IvH5O/AyUUqFKqQ1KqW2B6/9F4PVz4voPUUqZlVJblFLvBZ6fa9dfrpTarpTaqpTaGHjtnPkZKKVilVKvK6V2Bz4LZp4r16+UGhX4dz+0tCulfniuXD+AUuq+wOffDqXUy4HPxUG/fgm8MD58gf8FFgOFwI1KqcLT26pB9zyw6Cuv/Rj4WGs9Avg48Pxs5QUe0FqPBs4D7g38m58rPwMXsEBrPQGYCCxSSp3HuXP9h/wA2HXU83Pt+gEu0FpPPGoI/bn0M/gTsFRrXQBMwPhdOCeuX2u9J/DvPhGYAjiA/7+9+wmxsorDOP59mFFwxiKIinIKHYg2EikhkSHSRFCJ0yaaQJAg2gThIoLaRIG7iHZtrBAqw8rKpUFErSK0oKgWZaWTNiNE9mdj1NPiHPEi4e6eF+Y8Hxju+55ZzHnOzL33N+/5vTPv0kl+SeuAx4FbbW8EJoAFGuRP4VVsAb6zfdz2OeBNYH7gOY2V7Y+BXy8angf21+P9wP1NJ9WQ7dO2j9XjPygvuOvoZA1c/FlPV9UP00l+AEkzwH3AvpHhbvJfQhdrIOlyYBvwMoDtc7Z/o5P8F5kDvrf9E33lnwTWSJoEpoBTNMifwqtYB5wcOV+sY725xvZpKIUJcPXA82lC0npgE/ApHa1B3Wb7AlgGPrDdVX7gReBJ4N+RsZ7yQym2j0g6KunROtbLGswCZ4BX63bzPknT9JN/1AJwoB53kd/2z8DzwAngNHDW9hEa5E/hVeh/xnK7ZwckrQXeAfbY/n3o+bRk+5+6zTADbJG0ceg5tSJpB7Bs++jQcxnYVtubKW0Wj0naNvSEGpoENgMv2d4E/MUK3Va7FEmrgZ3AW0PPpaXauzUPbACuA6Yl7WrxtVN4FYvA9SPnM5RLjr1ZknQtQH1cHng+YyVpFaXoet32oTrc1RoA1O2Vjyg9f73k3wrslPQjpbXgTkmv0U9+AGyfqo/LlP6eLfSzBovAYr3SC/A2pRDrJf959wDHbC/V817y3wX8YPuM7b+BQ8DtNMifwqv4DLhR0oZa/S8Ahwee0xAOA7vr8W7g/QHnMlaSROnt+Mb2CyOf6mINJF0l6Yp6vIbyIvQtneS3/ZTtGdvrKc/3D23vopP8AJKmJV12/hi4G/iKTtbA9i/ASUk31aE54Gs6yT/iIS5sM0I/+U8At0maqu8Hc5Re37Hnzx9QrSTdS+n5mABesb134CmNlaQDwHbKf2JfAp4B3gMOAjdQfigfsH1xA/6KIOkO4BPgSy70+DxN6fNa8Wsg6WZK4+gE5Rewg7afk3QlHeQfJWk78ITtHT3llzRLucoFZdvtDdt7O1uDWyg3V6wGjgMPU58P9JF/itLfPGv7bB3r6fv/LPAg5S73z4FHgLWMOX8Kr4iIiIhGstUYERER0UgKr4iIiIhGUnhFRERENJLCKyIiIqKRFF4RERERjaTwioiIiGgkhVdEREREIym8IiIiIhr5D8EHeINgJEidAAAAAElFTkSuQmCC\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -1807,22 +1960,18 @@ } ], "source": [ - "values = ['Round', 'Back', 'Cut', 'Punch']\n", - "fig, ax = plt.subplots(4, 1, figsize = (10,20))\n", + "values = list_of_people['Participant ID'].tolist()\n", + "graphs = len(values)\n", + "fig, ax = plt.subplots(graphs, 1, figsize = (10,20))\n", "\n", - "for j in range(4):\n", + "for j in range(graphs):\n", " for i in data_means.columns:\n", - " if i.endswith(values[j][0]):\n", - " ax[j].plot(data_means.loc[:,i], label = i[:2])\n", + " if i.startswith(values[j]):\n", + " ax[j].plot(data_means.loc[:,i], label = i[3])\n", " ax[j].set_title(values[j])\n", - " ymax = max(y)\n", - " xpos = y.index(ymax)\n", - " xmax = x[xpos]\n", - " ax.annotate('local max', xy=(xmax, ymax), xytext=(xmax, ymax+5),\n", - " arrowprops=dict(facecolor='black', shrink=0.05),)\n", - "plt.legend()\n", - "\n", + " ax[j].legend()\n", "\n", + "plt.savefig('figures/strike_participant.png')\n", "plt.show()\n", "plt.clf()" ] diff --git a/your-project/cleaning.ipynb b/your-project/cleaning.ipynb deleted file mode 100644 index 245cecf3..00000000 --- a/your-project/cleaning.ipynb +++ /dev/null @@ -1,301 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd, numpy as np\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Function to clean" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def cleaner(data, lower, upper, roll):\n", - " new_data = roll_data(small_noise(norm_data(cut_data(data)), lower, upper), roll)\n", - " \n", - " return new_data" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Defining a function to get only the interesting data:" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "def cut_data(data):\n", - " new_data = data[~data.isna()][2:].astype('int64')\n", - " return new_data\n", - "\n", - "# test = cut_data(data['R.9'])\n", - "# test.max()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Defining a function to set the mean to 0" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "def norm_data(data):\n", - " data_mean = int(data.mean())\n", - " new_data = []\n", - " for i in range(len(data)):\n", - " new_point = data.iloc[i] - data_mean\n", - " new_data.append(new_point)\n", - " return new_data\n", - " \n", - "# data_norm = norm(data_str)\n", - "# max(data_norm)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Defining a function to remove small noise" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "def small_noise(data, lower, upper):\n", - " new_data = [x if (x>upper or x" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(1, 2, figsize= (16, 4))\n", - "lower, upper = -10, 20\n", - "smooth = 3\n", - "\n", - "viewing = cut_data(data.iloc[:,55])\n", - "test_max = viewing[viewing == viewing.max()].index[0]\n", - "\n", - "test = rolling(small_noise(norm(viewing), lower, upper), smooth)\n", - "ax[0].plot(viewing, color='orange')\n", - "ax[1].plot(test)\n", - "ax[1].set_xlim(test_max - 20, test_max + 50)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Function to find the top peak of the data" - ] - }, - { - "cell_type": "code", - "execution_count": 309, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ nan, 0., 35., -35., 30., 38., 37., 9., 12., 28., 11.,\n", - " 4., -2., -6., -69., -67., -55., -21., -20., 21., 20., -12.,\n", - " -15., -18., -7., 5., 19., 15., 13., -19., -11.])" - ] - }, - "execution_count": 309, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "def peak(data):\n", - " new_data = []\n", - " for i in range(len(data)-1):\n", - " new_data.append(data.iloc[i+1]-data.iloc[i])\n", - " return pd.DataFrame(new_data)\n", - "\n", - "test_peak = peak(test)\n", - "test_peak.iloc[:,0].unique()" - ] - }, - { - "cell_type": "code", - "execution_count": 337, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0\n", - "0 125.0\n", - "dtype: float64\n" - ] - }, - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 337, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1487,7 +1487,159 @@ } ], "source": [ - "plt.plot(clean_data.iloc[30, :])" + "maxs = clean_data.iloc[30, :].tolist()\n", + "plt.plot(maxs)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see there seems to be a pattern as the participant is older for each kick. We can try to decompose the data by participant and strike to see if there is a pattern on the stroongest hit on a trial." + ] + }, + { + "cell_type": "code", + "execution_count": 402, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "23" + ] + }, + "execution_count": 402, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lst = []\n", + "for i in range(0, len(maxs), 5):\n", + " lst.append(maxs[i: i+5])" + ] + }, + { + "cell_type": "code", + "execution_count": 302, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['P1-R', 'P2-R', 'P3-R', 'P4-R', 'P5-R', 'P6-R', 'P1-B', 'P2-B', 'P3-B', 'P4-B', 'P5-B', 'P1-C', 'P2-C', 'P3-C', 'P4-C', 'P5-C', 'P6-C', 'P1-P', 'P2-P', 'P3-P', 'P4-P', 'P5-P', 'P6-P']\n" + ] + } + ], + "source": [ + "list_of_person_per_kick = []\n", + "for i in clean_data.columns:\n", + " if i[:4] not in list_of_person_per_kick:\n", + " list_of_person_per_kick.append(i[:4])\n", + "print(list_of_person_per_kick)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 441, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'P1-R'" + ] + }, + "execution_count": 441, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "i= 3\n", + "j = 2\n", + "list_of_person_per_kick[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 462, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(4, 6, figsize= (14,10))\n", + "colors = ['orange', 'green', 'red', 'black', 'blue', 'yellow']\n", + "plt.gca().get_xaxis().set_ticklabels([])\n", + "\n", + "for i in range(4):\n", + " for j in range(6):\n", + " num = i*6+j\n", + " if num < 11:\n", + " viewing = lst[num]\n", + " ax[i,j].plot(viewing, color=colors[j])\n", + " ax[i,j].set_title(list_of_person_per_kick[num])\n", + " ax[i,j].tick_params(\n", + " axis='x', # changes apply to the x-axis\n", + " which='both', # both major and minor ticks are affected\n", + " bottom=False, # ticks along the bottom edge are off\n", + " top=False, # ticks along the top edge are off\n", + " labelbottom=False) # labels along the bottom edge are off\n", + " ax[i,j].tick_params(\n", + " axis='y', # changes apply to the x-axis\n", + " direction='out', # changes the direction of the tick\n", + " length=2, # lenght of the tick\n", + " labelsize=7) # size of the label\n", + " \n", + " \n", + " if num == 11:\n", + " ax[i,j].axis('off')\n", + "\n", + " if num > 11:\n", + " viewing = lst[num-1]\n", + " ax[i,j].plot(viewing, color=colors[j])\n", + " ax[i,j].set_title(list_of_person_per_kick[num-1])\n", + " plt.gca().get_xaxis().set_ticklabels([])\n", + " ax[i,j].tick_params(\n", + " axis='x', # changes apply to the x-axis\n", + " which='both', # both major and minor ticks are affected\n", + " bottom=False, # ticks along the bottom edge are off\n", + " top=False, # ticks along the top edge are off\n", + " labelbottom=False) # labels along the bottom edge are off\n", + " ax[i,j].tick_params(\n", + " axis='y', # changes apply to the x-axis\n", + " direction='out', # changes the direction of the tick\n", + " length=2, # lenght of the tick\n", + " labelsize=7) # size of the label\n", + "\n", + "plt.savefig('figures/evolution.png')\n", + "plt.show()\n", + "plt.clf()" ] }, { @@ -1643,28 +1795,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Group the kicks by participant and type." + "## Group the kicks by participant and type.\n", + "\n", + "We first need to find which are the different kicks and who performed them." ] }, { - "cell_type": "code", - "execution_count": 302, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['P1-R', 'P2-R', 'P3-R', 'P4-R', 'P5-R', 'P6-R', 'P1-B', 'P2-B', 'P3-B', 'P4-B', 'P5-B', 'P1-C', 'P2-C', 'P3-C', 'P4-C', 'P5-C', 'P6-C', 'P1-P', 'P2-P', 'P3-P', 'P4-P', 'P5-P', 'P6-P']\n" - ] - } - ], "source": [ - "list_of_person_per_kick = []\n", - "for i in clean_data.columns:\n", - " if i[:4] not in list_of_person_per_kick:\n", - " list_of_person_per_kick.append(i[:4])\n", - "print(list_of_person_per_kick)\n" + "Then, we can make means of every kick, by participant." ] }, { @@ -1694,23 +1834,22 @@ }, { "cell_type": "code", - "execution_count": 347, + "execution_count": 348, "metadata": {}, "outputs": [ { - "ename": "TypeError", - "evalue": "'RangeIndex' object is not callable", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata_means\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabel\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mi\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 7\u001b[0m \u001b[0mymax\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmax\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata_means\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 8\u001b[1;33m \u001b[0mxpos\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdata_means\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mymax\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 9\u001b[0m \u001b[0mxmax\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mxpos\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 10\u001b[0m ax.annotate('local max', xy=(xmax, ymax), xytext=(xmax, ymax+5),\n", - "\u001b[1;31mTypeError\u001b[0m: 'RangeIndex' object is not callable" - ] + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 348, + "metadata": {}, + "output_type": "execute_result" }, { "data": { - "image/png": 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+ "image/png": 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\n", 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" ] @@ -1728,22 +1867,27 @@ "for i in data_means.columns:\n", " if i.endswith(value):\n", " plt.plot(data_means.loc[:,i], label = i[:2])\n", - "ymax = max(data_means)\n", - "xpos = data_means.index(ymax)\n", - "xmax = x[xpos]\n", - "ax.annotate('local max', xy=(xmax, ymax), xytext=(xmax, ymax+5),\n", - " arrowprops=dict(facecolor='black', shrink=0.05),)\n", + "\n", "plt.legend()" ] }, { - "cell_type": "code", - "execution_count": 346, + "cell_type": "markdown", "metadata": {}, + "source": [ + "## Graphs of participants per strike" + ] + }, + { + "cell_type": "code", + "execution_count": 385, + "metadata": { + "collapsed": true + }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1764,31 +1908,40 @@ } ], "source": [ - "values = ['Round', 'Back', 'Cut', 'Punch']\n", - "fig, ax = plt.subplots(4, 1, figsize = (10,20))\n", + "strikes = ['Round', 'Back', 'Cut', 'Punch']\n", + "graphs = len(strikes)\n", + "fig, ax = plt.subplots(graphs, 1, figsize = (10,20))\n", "\n", - "for j in range(4):\n", - " for i in data_means.columns:\n", - " if i.endswith(values[j][0]):\n", + "for j in range(graphs):\n", + " for i in list(data_means.columns):\n", + " if i.endswith(strikes[j][0]):\n", " ax[j].plot(data_means.loc[:,i], label = i[:2])\n", - " ax[j].set_title(values[j])\n", - "plt.legend()\n", - "\n", - "\n", + " ax[j].set_title(strikes[j])\n", + " ax[j].legend()\n", + "plt.savefig('figures/participant_strike.png')\n", "plt.show()\n", "plt.clf()" ] }, { - "cell_type": "code", - "execution_count": 346, + "cell_type": "markdown", "metadata": {}, + "source": [ + "## Graphs of strike per participant" + ] + }, + { + "cell_type": "code", + "execution_count": 386, + "metadata": { + "collapsed": true + }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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FBbGxsQwaNIjw8HCmTZvW6Dalx0uI9qCoOvGqZYPsxNwywnxdMTSklMRxTh5w0Yvw3Z1c77OS70t7k5xfTsS59J6JBlt9KJs3l8fj62aii787XQLc6BLgRtcAdwI9nFBKtXSIQjS7+vZMNbXjc7yakiReQrQHx4unetTc45WUV35uw4zH9b4Ktn3GwCMz8eU1tiUVSOJ1Hvy4K52HvtlJiI8LFpvGxmN5VFrsJ153dzJwx4hIHrkwRhIwIdoISbyEaA+K08DVD4xnDiXa7RqJeWWM7OZ/7u0rBVOmo/tgBP/nNJ9tSX24Ki60EQGLs/l6czL/XrCHwRG+zL5jEJ7ORux2jcziSo7llHEst5T1R/KYueoIFpudJyb3kORLiDZA5ngJ0R4Up9U6sT6rpJJKi/3cVjSeKqA7atjfuFr9RtnRDY1rS9Tpw9+P8uQPexgbE8CcO4fg6WwEQKdTBHu7MCran9uGR/LBLXHcOiyCj/44xmtLD8ncOyGaWGlpaZO3KYmXEO1BHcVTExqzovHPxjxOqSmAacXvUVIuG2Y3NU3TeH3pQV5dcpDL+gfz0a2DcDHpa71eKcXzV/Tm5qHhfPj7UaYvk+RLiNZOEi8h2oPitDo2x3ZUWo70d238c5w8SBn0f/TVJZK1qvGFBMVJdrvGU4v28v7qo9w0NJy3r4/FZDj7W7RSiheu6MONQ8J4b9VR3loefx6iFUKcK0m8hGjrqsqhoqD2FY15ZZgMOoK9XJrkcSGjb2a9vRehO96AstwmaVPA8z/t54uNydw7pisvTe2DXlf/+Vo6neKlqX25flAYM347wtsrJPkSorWSxEuItu74isY6hhojfF3RneUPefnWrdgKC8/6OE8XE5953Y/BWgYrnm1otKIGR7JLmLshkVuHRZzzJHmdTvHKVX25ZmAob684zIyVh5s+UCHOs7YwdN7QGCXxEqKtO0vx1MTcsrNOrK/Ys4ekW24l4drrMB9LOOsj/bv053NtCuz4HNK2Nzhkcbo3l8fjYtTz0KSYRrWj0yleu7ofV8WF8ObyeH7dl9lEEQpx/jk7O5OXl9eqky9N08jLy8PZuf7FqaWchBBtXR09Xna7RlJ+OeN6BNbZRO6HH6Hz9MReXk7ijTcSOmMGbkOH1Hr9wHAfntl0Bbd5rUG/+hW4+dtG/Qgd2d60In7Zk8mDE6LxdTM1uj29TvHqVf2Izyrh8e930z/Um85e57BjgRAtLDQ0lNTUVHJyclo6lDo5OzsTGlr/8jqSeAnR1hWnOo419HilF1VQZbUTWceKxspD8ZSuXIn/Aw/gNfUKUu65l+S77iLohefxnjq1xnsGRvhQiit7Im4nNv4dSN0GoQOb5MfpaN5YdggvFyN3jY5qsjZNBh3v3DCAS2es5aFvdvLFXUMbNGdMiNbAaDQSFdV0vxethQw1CtHWFaeDiy8Yz5w8X58VjXkffYTO1RXfW27GFBpK5Ndf4TpwIBlPPEnOjBk1dvNH+Lni52ZivprsePbvrzbdz9OBbE3MZ9WhHO4d0/VEra6m0jXAnecu782GY3l8/MexJm1bCHHuJPESoq2rq4ZXXnUNr1rmeJkTEihesgSfm29C7+0NgN7Tk/CPP8Lr6qvIff8D0h99DLvZfNp9SiniInzYkGaGEX+Hw8sgdWsT/lDtn6Zp/PfXQwR4OHH7iIhmeca1g0K5pG8Qbyw7xK6Usy+cEEI0P0m8hGjritLq3Bzb2aijk0fNc3zyZs1GmUz43n77aeeVyUTQiy8S8NBDFP/0Eyn33otmtZ52TVy4Dwm5ZeT1vt3R67Vaer0aYu2RXDYl5PPAuG64mppn1odSipev7EughxP/mLeDUrP17DcJIZqVJF5CtHV1Fk8tI9LPrcZSEpa0NIoWL8b7uusw+J+5j6NSCv977iboxRco37CR3PffP+31wZE+AKxLqe71OrJcer3q6XhvV4i3CzcMCWvWZ3m5Gnn7hgEk55fz7OJ9zfosIcTZSeIlRFtmqYCK/FoTr4S8slon1ud98gkohd+0O+t8hPc11+B15ZXkfvAhZRs3nTg/INyHIC9nftieCkPull6vBli2P4vdqUX8Y0I0TobatwRqKkOifHlgXDe+25bK4l3pzf48IUTtJPESoi07UUrizKXMVpudlPzyGmt4WbKzKfzue7ynTsXYufNZH9P5P/+HKTKS9Mcew1pQADjKFlwVF8If8TlkmQ0w8kHp9aoHm13jzWXxdPF346q4moeIm8ODE6KJC/fm/37YQ0p++Xl7rhDidJJ4CdGW1VE8Nb2wEotNI6qGFY35n36GZrXi99e76vUYnZsbIW++ga2ggIwnnjyx0vGagWHYNViwIw0G/7W61+uVc/95OoCfdqdzKKuEhybFYNCfv7dgg95RYsKuaTLkKEQLksRLiLasjuKpx1c0/nmo0VpQQMG8eXheegmm8PB6P8q5Z08CH3uM0t9/p2DuXMCxWnJQhA/fbk1BM7lV93qtgJQt5/gDtW8Wm503l8fTM8iTS/oGnffnh/m68o+J0aw8mM1vB7PO+/OFEOch8VJKJSql9iildiqltlaf81VKLVdKHa4++jR3HEK0S3X0eCXm1lxKIn/uXLSKCvzvvrvBj/O55Wbcx48na/obVOx19JpcOyiUozll7EwpdPR6ufpJXa9arNifRVJeOf+cGH3WvTObyx0jougS4MbzP+7HbLW1SAxCdGTnq8drnKZpsZqmDar+/glgpaZp0cDK6u+FEA1VlAYuPmA6czgxIbcMN5OeAA+nE+dsxcUUfP4FHhdeiFO3bg1+nFKKoJdexODnR9ojD2MrLWNK3yCcjTq+3ZYKTu4wQnq9avPV5mSCvZyZ2LNTi8VgMuh49rLeJOaVM3vN2fflFEI0rZYaarwCmFP99Ryg5n1JhBB1q6N4amJeGRF+bih1smel8LvvsZeW4ndPw3u7jjP4+BDy39expKSS9cLzeDgbmdwniB93pVNpscHguxy9Xn/895yf0R6l5Jez5nAu1w8Ob/Htey6ICeDCXp2Y+dsRMooqWjQWITqa85F4acAypdQ2pdTxd/tOmqZlAFQfa9zBVyl1t1Jqq1Jqa2vfJFOIFnGWGl5/HmYs+fVXnHv3xqV370Y91nXwYPzvu4+iRYspXvor1w4MpaTSyq/7Mh29XoPvclSzz5celePmbUlGp+C6wfXfTLc5PXVpL+yaxsu/HGzpUIToUM5H4jVS07Q4YDJwv1LqgvreqGnax5qmDdI0bVBAQEDzRShEW1VLj5fFZieloOK0PRotWVlU7NqFx6SJTfJo/3vvwalnT7JefZUhnZwJ8Xbhu23VG3YPvAOUDrb+r0me1dZZbHbmb01lfI9AgrzO3FOzJYT5unLvmK78uCudjcfyWjocITqMZk+8NE1Lrz5mAwuAIUCWUioIoPqY3dxxCNHuWCqhPLfGxCu1oAKbXTttRWPJihUAeEyadNq1BZUFvLvjXcZ8M4YrF13JK5teYUXSCgor697bTxkMdH7qKayZmeR//BFXDwxl7ZFcx9CVZzD0uAR2fO4o8trBrTyQRU6JmZuG1n8V6fnwt7FdCfF24dnF+7Da7C0djhAdQrMmXkopN6WUx/GvgQuBvcBi4PjmcLcDi5ozDiHapZLjpSTqt6KxZMUKTF264NS1KwDZ5dn8d8t/uej7i/h498f08+9HgEsAC44s4KHVD3HBNxdwzeJreG3za2zNrLkoqmvcALyuvJK8z+ZwlZ8FTYMftlevtBzyV6gogH0LmvCHbpu+2pxCkJczY2JqnFXRYpyNep66tCcHM0v4clNyS4cjRIfQPDuzntQJWFA9udcAfKVp2lKl1BZgvlJqGpAMXNvMcQjR/hyv4VXDBtkJ1YnX8ar11oICyjdvwW/aNFJLUvnf3v+x8MhC7JqdyVGTuavvXXT1diRkFpuFvXl72ZyxmS2ZW/g2/lu+OPAFU6Km8Njgx/Bz8TvtWYH/eoSSFSvQzXyDoUPu4rttqdw3tisqcjT4d4fNsyD2pub7d2jlHJPqc/jHhOgWn1Rfk4t6d2ZUN3/eWHaIS/sF4efudPabhBDnrFl7vDRNO6ZpWv/q/3prmvZS9fk8TdMmaJoWXX3Mb844hGiXDv4MSu9Ibv4kMa8MDycDfm4mAEpW/QY2G7P99nLpgktZeGQhV3S7gh+v/JFXRr9yIukCMOqNDAgcwD3972H2RbNZe8Na/tb/byxLWsblCy9nweEFJyrXAxj8/Ah48EHK1m/gTnsCCbllbEsqAKUck+zTt0Patub/92il5m1JRgHXD27ezbDPlVKKZy/vRXmVjdeXHmrpcIRo96RyvRBtUWkObP0U+l0PnmdWQE/ILSPS341CcyGf7f2MFZ+/TK4n/GI6yC09b2HJVUt4ZvgzhHmcPRlwNjhzX+x9fH/Z93Tz7sbT659m2rJpJBYlnrjG58YbcOrRg6hvZuGrrCcn2fe/AYxusOWTpvrJ25TWOKm+Jt0CPbhzVBTfbE1hc4J8DhaiOUniJURbtOFdsJlh9CM1vny4aD/l3nOZ8O0EZm6YTo/DFRjGjmTldb/xr8H/opNbwwt4dvHuwqcXf8ozw5/hYN5Brl58NR/t+gir3eqYaP/0U9iysngsdwM/7c6gvMoKzp7Q/3rY+z2Ud7w/6Mcn1d84pHVNqq/JPydGE+rjwpM/7HbUYxNCNAtJvIRoa8rzYfNs6H0V+J9efb7IXMSTfzxNmd+bFGq7uDbmWr7y+RcGq0a/a+7GSd+4+Ts6peOamGtYNHUR48LHMXPnTN7f+T4ArnFxeE2dSr8NP+OVm+6o6QWObYSslbDji0Y9uy06Pql+bPfWNam+Jq4mAy9d2ZejOWW8v+pIS4cjRLsliZcQbc3G98FSBhf868QpTdNYmrCUKxZewS8Ji6jKu4A3h3/Hk0OfxG3DXvS+vrgOHNhkIQS4BjB9zHSuir6K2XtmsyF9A+CYaK93ceHhA4v54fhwY6deEDEStn4C9o5TsuD4pPrrB4e1ykn1NRkTE8CVA0L44PejxGeVtHQ4QrRLkngJ0ZZUFMKmj6Dn5RDYE4D00nTuX3k/j/7xKJ3dOnOJ32tYcy9hSEQw9qoqSlevxn38OJRe3+ThPD74caK8ovj32n+TV5GHwd+fgAcfpFf6QdSaVeSXVTkuHDwNChLh6Momj6G1+mZLCgq4blDrnFRfm/9c0hN3JwOPf78bm107+w1CiAaRxEuItmTzx2AuhgsexWa3MWffHKYumsrWrK08PvhxvpzyJYkZ3vQM8sDFpKd8wwbsZWV4/qloalNxNbry3zH/pdhczP+t+z/smh2fG29A6xrN3bsWsmJTvOPCHpeBeydHaYkOwGKz883WFMZ1DyTYu/VOqq+Jn7sTT13aix3JhXyxMamlwxGi3ZHES4i2wlwCG96DmMkQ1I/pW6czfet0hnQewqIrFnFLr1sAHbtSCokL9wEcRVN1bm64Dh/ebGHF+MTw2ODHWJe2jrn75qIMBqJeewVvcynMfNNxkcEEcbc79m8sSGy2WFqLlQeyW2Wl+vq6ckAIo6P9eX3pQdILZecBIZqSJF5CtBWbZ0FlIYx5lPmH5vPFgS+4uefNvDv+XYLcHSUl4rNKKKuyMSDcG81mo2TFStzHjEFnMjVraNd1v44J4RN4Z/s77M3di0uf3hy58Br67t9A+s+/Oi4a9JcOs3/jnPWJBHs5Myambe4xq5Ti5Sv7YtfgqYV7T6vbJoRoHEm8hGgLqspgw0zoOoGNOgsvb3qZ0SGjeXTQo1TvDAHA9uQCAOLCfSjftg1bQQEeFzbPMOOplFI8N+I5AlwDePT3RymtKqXbQ3/nqGcwuc8/h7Wg4OT+jds/d+wz2U7tTStiw7E87hgZiUHfdt9iw3xdeXhSDCsPZvPznoyWDkeIdqPtvisI0ZFs/RTK80gYfBsPr36YKK8oXr/gdfS60yfM70guxNfNRLivKyXLV6BMJtxHjz4vIXo5efHaBa+RUZbB8xuep1e4L1+NvwNdSTFZL73suGjQnVCRD4d+Pi8xtYTZa47h7mTghjZQu+ts/jIykr4hXjy7eB+F5VUtHY4Q7YIkXkK0dpYKWD+DwsgRPLB/FkadkZkTZuJucg733v4AACAASURBVD/j0u3JBcSFewOO+V1uo0ahc3M747rmMiBwAPfF3seSxCUsOLKA/mMH83X3SRT/9BPFy5ZB1BjwDIWdX5+3mM6njKIKftqdwfWDw/B0NrZ0OI1m0Ot49eq+FJZbeHrRvpYOR4h2QRIvIVq77Z9jKc3iYW8XMsoyeGfcO4S4n7kxdmF5FcdyyhgQ7kPl3n1YMzLwmDjxvIc7rc80hgUN48VNLxIRks686HGUR3Yj87nnsRYVObYROroSitvf8NVn6xLRcPQUtRe9g734x4RoFu9KZ9HOtJYOR4g2TxIvIVozSwXa2jd5MaIHW4oO8/zI54kNjK3x0h0phQAMCPemZPly0OtxHzf2PAbroNfpeWPsG0R6RvLOnv+jc6cSvhx7O7biYrJeeAH63wiaHfbMP++xNaeSSgtfbUpmcp/OhPq4tnQ4TepvY7syINybpxbuJaNIVjkK0RiSeAnRmm3+mC9UKT/oyrm7391c2uXSWi/dkVSATkG/EC9Kli/HdchgDD4+5zHYkzxNnrw/4X1cDa5YA2exuNyC+933UvzLEoq3HoWwobDzK2hHq+W+2ZJCidnKX0d3aelQmpxBr+Ot62Kx2DQe/XY3dimsKsQ5k8RLiNaqsohjG97hLT9fxoWN4/7Y++u8fEdKId07e2JIOkZVQgKeF154ngKtWZB7EO9NfA+7KscU8j9WxY3BuU8fMp97DmuXqZBzENJ3tGiMTcVqs/PpukSGRPrSP8y7pcNpFpH+bvzn0p6sPZLL3A2JLR2OEG2WJF5CtFL2dTN4zkOPi8GVp4c/jU7V/utqt2vsTC4kLtyb4iVLQKfDo4UTL4Aevj14e9xb6J2y+fDw8wS88Cy2oiJyV2eAwdnR69UOLNmbSVphBXeNjmr6xiuLIWu/o4DuudI0KMmElM2wf7Fjo/VzcNOQcMZ1D+CVJQc5ki17OQpxLgwtHYAQogal2Xy/539s93Hn+SGP4+/iX+flR3JKKTFbGRDmTfGHS3AbNhSDn995CrZuI0NGMszzXjaWvM9zWZ/z8PXXUzB/Pj73jcNpz7dw0UtgcGrpMM+ZpmnMXnOMKH83JvbsdO4N2SyQdxSy9kL2fkeylbUPipJPXuPeGfyjwa8r+EU7vtaboKoUzKXVxxLHsaIACpOhIAmKUsB6Su00jyCY+gF0HdegEJVSvHZNPy566w/++c1OfvjbSEwG+fwuRENI4iVEK5S9+iXe9HJlqF9fpnabetbrtyc5CqfGmrOxJCXjN21ac4fYIA8OuYnf58WzlJ/pNvY2xv7sRtZaM2Exhaj4pdDripYO8ZxtSSxgV2oRL0ztg06nzn5Deb5jmDX3MOQdhtwjjmNBItitjmuUHqtbN8z2GMwMwlppxDXKHTf/clTBUdi/yJFY1UbpwNkbvMMdm6nHXATeEeATAXojLHkCPp8Kw+6HCU+D0bneP2+ghzOvXNWXe7/Yzru/HeaRC7vX+14hhCReQrQ+hcm8kvILFldXnr7g1dMq09dmR3Ih3q5GPDasJl+vx6OZNsU+V31CPAm0X4rBbmZm4lx6XH8xgbN+ojQgCI+dX7XpxGvWmmP4uBq5Ji707BfvWwDf/xXsFsf3eidH71VgL8qNwyg5WoE5sxxzUjrW7Bxgv+M6nY48ux29lxfuEyfgedFTuPWLQRUngWYDkzs4uTuOJncwukBd/9/cvRqWPw0b34OE3+Hq2Y4ErZ4u7hPE1XGhvLfqCGO7BzIwomUWcQjRFkniJUQrs3L5v1jh6sw/e91OuGf9qp9vTy5gQKgXJV8uwW348BZbzVgbpRSX9A3mkzWTGTXazCPacuaEB5G9owR37+Wo0mxwD2zpMBssIbeMFQeyeGBcN1xM+rov3vMd/HA3hA2B0f8C/27gFYa1qJjs116naOFClMmEqVtX3IaPwKl7d5xiYnCKiUbv6UnZunUU//orJb8uo+j7H9B5eOAxfjxeU6/AdVjfeiXoJ5hc4ZLpED0JFt0PH42BSc/D0HvqTthO8czlvdh4LI/7vtzGd/eOIMy3fZXQEKK5yOC8EK1ISdo2XireS3eDJ7cN/Hu97imqsHA4u5Sx5GFJS8Nz8uRmjvLcXNo3GKtdxzifRwjyCmPmqDKqckrJP+wMu9tmTa9P1h7DqNNx6/CIui/c9Q388FcIHw43fwfRE9G8Iyj66WeOTbmEop9+wu+ee4jZvIkuP/xA8Guv4nfnX3AfNRJjYCA6Z2c8Jkwg5PXXiV6/jtAPP8BjwgRKVq0i+S93cuyyyyiY9w328vKG/QAxF8Hf1kOXsbD0cfjqOqgsqtetns5GPrljEJUWOzfN3khmUfvdf1OIpiSJlxCtyNurHiFPr+O5C17HqKvfljO7qgun9o3fAkYjHhMnNGeI56xPiCdhvi78tr+UmRNmsjvawKEYV3L2e2Nd/0Wbq+mVlFfGt1tTmTogmECPOuZI7fwKFtwDESPh5vng5E5VcjIp0+4i/bHHMYWHE/XD9wQ+9E90zmefa6UzmfAYO5bgV18hes0fBL3yCspkIvPZZzk8dhxZr/+XqtQGVJh3D4SbvoEp0+HobzB7EuQfq9etPTp7MufOIeSXVnHLJ5vIL5P9HIU4G0m8hGgltu/7mvm2PG7x7EnvsJH1vy+5AIWG+8bVuI8Ygd7LqxmjPHdKKab0DWLdkVw89UG8Pe5tZo21YrNoZK9Oh8zdLR1ivdntGo99txuTQcfDk+qYXL79c1h4H3QZAzfNR9M7kztrFscuu5yKXbvo9PRTRHz9Fc4xMecUh87JCe8rpxL1/fdEfPUlbiNGkD9nDkcvvJDku/5KzowZFC9divnYMTSrtfaGlIIhf4VbF0JZNswaDwlr6hVDbJg3s28fTEp+Obf/bzPFlZZz+lmE6Cgk8RKiBkXmInZm72TRkUXM2D6DufvmcrTwKFoz9cqUW8p5dut/CbHZuf+i9xp0747kQi7UcrBlZuI5pXUOMx535YAQrHaN77enMrjzYKZd9gy/DlAUHnWl8pcPWzq8evtyUxKbEvJ56pJedPaqpZdq66ew+AHoOh5unIclv5jk2+8g5403cRs9ii6//IzvTTehdI1/G1ZK4RoXR+jbb9FtxXL87roLS3o6uR9+RNo/H+LYlEs4NHAQCVddTfqT/6Z8y5aaG4oaDXetBLcAx6rHbZ/V6/nDu/rxwS1xHMgo5q7PtlJRZWv0zyREe6Wa6w9JUxs0aJC2devWlg5DnANN0zhaeJQtWVvYmrkVZ4MzkyImMSJ4BCa9qaXDo6SqhHXp69iYvpFjRcdILEqkwHxyqb5e6bFpjj8knd06MzJ4JCOCRzA0aCheTo3vXSqzlHHfjzewsziBD0IvZcTEV+t9r92uEfv8Mp5J/pXeW1YQvX4deg+PRsfUnK75YD15ZVX89sgYlFLMWP0Sw/75BfhpDF66C2Vs3TW9UvLLuejtPxgY4cPcO4fUPKl94wew9AmIvhCu+5ySNevJePLf2C0WOj/9FN5Tz14ipCnYKysxHz2KOf4w5vh4zIcOUblvH7aiItwnTiDwkUdwiqqh6GtlEXz7F8dm5sPug0kvgP7sa7F+3JXOg/N2cEF0ALNuGyQ1vkSHppTapmnaoDPOS+IlmpqmaSQWJ7I5YzNbsrawJXML+ZWOStmd3TpTZimjpKoEN6MbY8PGMiliEiODR+JsqH8tocZKK01jdcpqVqesZmvmVqyaFU+TJ9E+0UR6RhLlFUWEZwSRnpGEeISQU57DuvR1rE9bz8aMjZRaStEpHXGBcdzd726GBw8/pzhKq0q5b9lf2Z27h1ct7lx85xpHnaV6OpJdyqQ3VrHoj9fwiYsl7L2Z5xTH+bRgRyoPfbOLL+8ayshu/tjsNmY/eREXLEojd9pIRj86u6VDrJWmadz6yWZ2JBew7OExhHi7nH6B3Qa//hs2fQg9LsV++Ydkv/UuBZ9/jlOvnoS88UbNic55ZK+oIH/OHPI+noW9qgqf66/H/4H7z1wJa7PCsv9g3fQBWV3HYJv8GpjczmjPw+SBt5P3iQR03uZknvhhD5f0DeKdG2Ix6CX5Eh2TJF6iWWmaRnxBPMuSlrE8aTkJRQkABLoGMqTzEIZ0HsLgzoMJcQ/BareyMWMjy5OW81vKbxSZi3AxuHBB6AWMChnFyOCRBLgGNGVwWAoT2XlsOesy1vNHaSKHzXkAdPHqwpiwMYwLG0c//37odWcpCQBY7Vb25O5hbdpafjz6IxllGQwNGso/4/5JH/8+9Q6rpKqEe5ffy/7c3byeU8ik25Y1qJYSwPytKcz5cCHT175P8PTpeF16SYPubwmVFhvDX1nJ8K5+vH/zQADKSvNZf9lIQjNg3+W9mfzCZ7g5ubdwpGf6enMyT/6whxen9uGWYX9ayWguhe/vgvglMPwBzNF3kvavRzHvP4Dv7bcR8Mgj6Ewt38N7nDU3l5x3Z1L47bfoXF3x/OudZEweQKI5ncTiRBKLEkksTiSlOAmrZq+zLReDCyHuIYS4hxDsHkxqtjPLdlsYHBLDB9dfhLeLlJoQHY8kXqLJaZrGgfwDLEt0JFvJJcnolI5BnQYxMWIiI4NHEuYRVmd9IYvdwpbMLSxPWs6q5FXkVToSohifGMeQXsgI4gLjah6S1DTH1ijledX/FTiOFflQlkNK7gHWFR9hna2IzU5GynU6DJrGgEozY8srGFteQbizP3TqDZ16Qae+EDHcUe27nqpsVcw/NJ9Ze2aRX5nPpIhJPDDgAbp4danzvuKqYu5Zdg8H8/czPTOLCSP/DSMfrPdzj3vyh90EfjqTycmbiV63Dr37mT0SrdHLvxzgf2sTWP/EeAI9HT2d5jUz+WP6O4QeMnAwxpWYt9+jd5dhLRzpSemFFVz41h/0DfHiy7uGotMpNIsFa24u1oQDWH94AktmKtbgC7EaQiheuhSdyUTQyy/jMb5hW/OcD3bNTnxBPNs2LsJr9kK67i+k1BnigxVHw/QURndG17s7oYHdCC/MwLh9LoQMhCF3n1brq8hcRFppGuml6aSVppFWmkappfTkgzRFkHswXbwjifR0/BfmEUaIewhB7kE46Vv30LIQ50oSL9FkEooS+CXhF3459gvJJcnolZ4hnYcwKXIS48PG4+dybnsEHv9DsC5tHevT17M9eztWuxUXvTN9vLrQ2+RLb5uO3hWlhBakonKPQKWjlEKpUhxwMrHPZGKfk4k9Tk6kGR1zUkL0rozy7MaIoGEM6XIx7iYPxx54Wfuq98TbBzmHwGZ2BOIdDpEXOCYaR44Cr7NXJC+zlDF3/1zm7JtDhbWCK7pewZQuU4j2jj7j36PIXMTdy+/mcEE8b+YUMdY7Bu74GerR2/Znk99czfNfPkHQyKGEzninwfe3lITcMsZNX80jk2L4+4Rox0mrGe2dAexMcMWwqox8D0X6v2/mukufqFdPZHPSNI07Pt3C9qPZLJ7gg/vBXZRv2kzFzp1oZvPpF+v1GPz9ce7Th85P/Qdj584tE3QNKqwVrE5ZzZrUNaxPX3/aB53LCiPpt6sEt4Mp2I8lOT7Y6PU4d++OS2x/jNYkDMk/Y4idhOHy5zF2CkTnVnOiX1xVTEpJCov27uLzbVtwdy8gNLCUtLJkKqwVp10b4BJwoqcs0DUQo86ISW86cTTpTBj1Row644nj8XMmnQmd0tX44U6hcDG44GZ0w83ohqvRtd4lWoRoCpJ4iUbJLs9mScISfkn4hf15+1EohgQNYUrUFMaHjcfb2btpH1iSSfmBxWyOX8T6woPsMek5ZDJhqX6D9UBHL6M3Pk7eHKwqJLEq/8StQa6d6OXXmyFBQxkZMpJwj/CzV/W2WSH3ECSuhcQ1juPxvfB8oqD3VMck47NUV8+vzGf2ntnMOzgPS/W2ML7OvsT4xBDtE020dzRfHfyKY4XHeMvuywWp++Bva8G37h6yGv+JKi3c8sD7vLr2Q0LeerPVFk6tza2fbOJodilrHh+P/vgeh9vmwI8PktP/OZJem4OxtJLl13XhpodnEewefF7j06xWLGlpVCUmsnXlZtJWraV/URL6KjMohVOPHrhFd8KUvQSDpwuGq1/B2Gskel9flL5lE8VTaZrGrpxdLDyykKWJSymzlOHj5MOw4GEnFor8eWjfVlxMxa5dVOzYQfmOHVTu3oO9rOyMtnWuro7kq6bEx8kJ5z69yQqL4fljBgqCI/lk2jA83MtO9IyllaaRVpJGelk66aXp5FbkUmWrQqN5/i4ZdUbcjG44G5xPJHDHk7wTSd3x7//0tU7VPFfNw+RBv4B+9A/o3ySLbUT7IYmXqLcKawVHC49yuOAw8QXx7M/bz47sHWho9PbrzZSoKUyOmty087DsdsjeB4eWOubIpG1znPcOh5jJEDYEi28UR/SwrziBfXn72Je7j0JzIT18e9Dbrze9/XvTy68Xvs6+TRdP4lo4ugqOLAe9CeJudwwJnqUXrLCykAP5BzhccJjDhY5/x6OFRzHbzJh0JmaETmHk7zPgkjdh8LltaL18fxa7Hn6SKRk76LFhHTrXtjWPZuneDO79YjuzbxvExF6dHCdtFpg5GJzcsVz1A7vv/wuue46xOtZAxa2Xce3ovxHmGVZnu5qmUb55C9bMDEzduuHUrRs6p9qHs+yVlZiPHMUcH0/VsaOYExOpSkikKjkZLCdrUmX6h9Lj4rG4DR2C2+DB6FNWOLYA6tQLbpoPnuc3MTyb7PJsfjz6IwuPLCSxOBEXgwuTIiYxtdtUBnYaWGsiURNN07CXlWHNysK66Bmsu1dgDbsEi0tXtIqKGu+xlZZSuWs3lvR0AMx6I0f9IogZP4IuUybgOnBgrQmq1W7FYrdQZavCYrdgsVkc35flYMnchSVjF1XZ+7DkxmOzmWtsww5UKEW5TkeZTkeZTlGmdJQbjFQ6e2Jx88Pi4oPFyYMqnQGLdvJ5Vbaq02KoslfVWkqmzFJ2YtVzF68uDAgcQP+A/sQGxhLpGdmwrZxEu9LqEi+l1MXAO4AemK1pWp1r6CXxapwqWxWHCw6zL28fReYiquxVWGwWquxVJ95kCs2FHC44TEpJyolPnC4GF7p6dWVU6CimRE0hyqsJVmRpmqMydvoOyNgJ6TshYxeYix2vhwyC7pOh+xTHZPPW8MaVewTWvgW75wEK+t8Aox5ybHBcTza7jZSSFFxKsuk05woIHwa3/HBOP5/ZauOSt1bz0pdPEDR2FOFvv9XgNlqaxWZn5Ku/0TvYk0//MuTkC7vmOSq9XzcXLeYSjr3+ApVffIsdjQ29dGRPHc7lFz1Iv4B+p7Vnr6igaPGPFHzxOebDR06+oNNhiow8se+hKSyMquTkEyUWqpKSHIk2gNGIKTwcU1QkTlFRGCMjefugmZ+KTHz76MV0Caie8L/jC1j0AESMcFR9d2r5Eh52zc7+vP0nhup35uzErtmJC4xjarepXBh5IW7GJpgDaLfBt3fAgcVw5UeO34U6WDIzqdi5k8z1mzny2wbC8pIxaHb0fn54TJqI58UX4zpoEMpQS7mK4nRY84ajoGvuIcc5pYegfhA2FAK6g5PnaRuFa3oXrAWlaBVFjtIYFQWOY2UhlBeirziKPmeHY44ogHtnCB8KoUMgJA4693O0VQ/llnL25e1jZ/ZOdmTvYFfOLoqrHO9l3k7eJ5Kw2IBYevv3xsXgcpYWRXvRqhIvpZQeiAcmAanAFuBGTdP213aPJF6n0zSNvMo8io8nK39SYa3gQP4B9uXtY3/efuIL4rHaT69c/efudDej24nhsGifaGJ8Ygj1CG3QJ+Ma2ayOBCvhD0cPUtrWk/vB6Z2gcx8IHuCYuNt1Anh0atzzmlNhCqyfAdvngq0Kek2FgXdA5GioTyFMuw0+nQLZB+C+DeAVck5hfLh4G6Xvz+SSxI2EzHgHzwsvPKd2Wtqby+N597fD/PHouJObLNtt8P4wUDrHPoI6PZa0NFI/+YjS7xdgMFvZFak4cHEMY678O4OIpGL+DxR+9z32oiKcevbE99ZbcenXF/ORI5jj46mMj8d8KB5LSorjGUphDAvDKSYa55jumGKiKQvzw6drT1ycT/7B/Xl3Bvd/tZ0nJ/fgnjHVSfbmWfDLvxyFUa//0rHhdAuwa3YyyzLZkrnlRB264/Xnevr2ZHToaC7vejkRnmfZR/JcWM3w5bWO3+drP4VeV9TrtuySSu79eA2uO7dwa9VRIuJ3oFVUoPfxwWPiRNzHjcO5V08MnTqh7FbY9BGsfsXRE9plrCM5ChsKwQPQjK7Y8vOpSkjAnJDg6KVMTKQqIYGqlBSoq1I/oPfzwykkEJOvAZNLCSYtBZMuHZO7DaVT4B/jeF8KHgDBsY4Pgc5nH0q0a3YSixLZkb2DnTk72Zm9k8TiRAAMykBPv56nJWOd3Frx+51olNaWeA0HntU07aLq758E0DTtldruae7Ea8eq7ynKTmm29hvDhp18SyHZVXnkVOU5juY8KrSz74vmonMmzKkzYS5BhDkHE+YchKfBA4PSNWtPkrKacc7fh0v2bpzz9qKvnlBr9oyg0rcXZt/umH2iqfKMAN3ZCzO2NvrKfLwPL8AjYQl6SykWt86UhE+gJHwSVvc/TabW7JiKEnDJ3o1r1iZcs3eSNehflEZMPO0yk9FI14G96iw5YK+q4thH/6Pw449wsZrxvf46Ov/nP7X3FrRy6YUVjHrtN+4d05XHLu5x8oW9P8B3f4GrZkG/606cthUVkfXVF+TM/QxTQSlZ3hBQBJqCI/38SJ88AI9Bg4n0isLfxf+MYR6tvAJLejqp7mYSqjJOlExIKk6iwlqBj5MPt/S6hRt63IDN4sykt34nyMuFBfeNcNSjWjcDlj/l6I299jMwNP+KPIvdQnx+vKO47yllHpKLk6m0OTam9nP2Y0TwCEaEjGB40PBzXuDSIOYSmDvV8UFq4F/gwhfr1UtUabHx6pKDfLY+kdgAJ6ZHVuCy/ndKV606scm3zt0VJ08zzq7Fjl7KS/6BzeJEVaIjwTJXH+3FJz94KqMRU2QEpsgoTJGRGMPDUMYaJtNrYM3NOS1RsxWcLJiMXofJ3x2TF5icijA5F+HkYUVntIOLL3iFgU84eIU7pkK4+Ts+JNSh2FLG4dJkDpUkc7AkiaMlaZg1xzB2gMmL7h4RdPeIoIt7CCbVNn+XW5sSs5Vyc+3J9+Apf8HNo3nn5LW2xOsa4GJN0+6q/v5WYKimaQ/Udk9zJ16LLulDzFHZ5kK0LIuTCz6jhuM+ahRuo0ZhCnPMZ9I0jZIlS8h+400saWlsD+rJ2DeeJySu/nXDWqu/zt3KjuQC1j8x4WSlc7sdPhoNlnK4f8sZVdPtVVUU/riYlO++JCvCky0jfNmvzyahOIGSqpJ6PVehCHYPJtIrkijPKEI9QlmXto41aWtwN7rjr43jwMFYFv/tYnoFecDvr8Pql6H3lY6EsAGFbhsqrTTtxJDhpoxNJ8oz6JWeEPcQR3FfL0dphr7+fenu273xPdPnwlLp+DdZN8ORhEz9ACLrt8/o8v1ZPPrdLixWOy9e2YcrevpTuXUd5h/foXLfTsylbpiLnbGXV552n6FTJ0xRUSeGg02RkZiiojAGB5/zogZbYeGZvWaJCVQlJqFZZO/J9sjwzWyi+9d/T9xz0doSr2uBi/6UeA3RNO3vf7rubuBugPDw8IFJSUnNFtOyz16kND2h2dpvDIXCQ+eKt94do2o9q6XqoqGj3D0cq6njrPIxmvPxzd6IX/YmnMy5AJid/CjxiqHUK5pSz2gsTrVP/I9PzqFw42bGFh/DLT/b0WZEOO4jR1Gxby+Vu3ZjjujCcyETuXzaVP4ysmUroDeV1YeyuePTLbx74wAu63/KBPWDP8O8m+DymRB3a73a0jSNAnPBGds+ncqgDIS4hxDmGVZjDakDeQd4ef1MduStwaCM3NjzWm7Pz6Pzxo+h/01wxcxzKv1Rl5KqErZnbWdDxgbWpa07MTQV5BbEiOARDAseRox3DGEeYRibMeE7Z8kbYcG9UJAIw++H8U+B8ew7UWQUVfCPr3ZQnryNh4IPML7sJ1RVuWMBy+h/oRldsKanY05IxODrgykiotYSFs1Bs9mwpKc7EjDz6Qkg5lIoyTxR0qax8i1lpJsLsFN3sVpxUmaxmeS8cgrLq7BX5zLORj3eriZ8XA04G2vvPZz4t1fw9Kl7lXpjtbbEq9UNNQrRZOx2x5w2N/8GFWPVNI2nF+3j8w2JPNHPjevsaZSuXUP55i3oPTxwv+8BrjjsRaC3CwvvG9lutmKx2zXGTF9FiLcL8+4+ZeslTYNZ46AsD/6+DQznp+p7qdnKRW/9gcE5mxG9/mBJxhrsmkZ3gyeDY65gSNBQ4jrF4WnyPOdnlFnK2Ja1ja2ZW9mcuZkD+Qewa3ac9c4M7DyQUcGjGBEygijPqLazKs5cCiuegS2zwb87XP6uY25UTcOxmuZYubx/Idr+RajCZCyans3GgYRf91/CYmLPf/yiTdA0jeX7s3h7xWH2ZxQT4efK+B6BDIzwYWCED0FerWfxQmtLvAw4JtdPANJwTK6/SdO0fbXdI4mX6Ajsdo0nftjN/K2pPHZxd+4b2w2tqgr0ep796QBzNyax8L6R9A9r4rppLeyD1Ud5belBVjx8Ad0CT1kheHgFfHk1XPIGDL7rvMTyzKK9LN24k5/7/I7/4W9Jc/fhx/9n777jo6rSx49/zpT0QjolIY3QEiBUQaVIUUAEu9i3uPa2TUHXurZd/e5Pd9VdcS2sDSsqKiCiUqSDlAABAklIIL23STIz5/fHHTBiqJnUed6v17xm5s6dc8+ZhPDMuc99zoBJbLQ42Vq4jQZnAyZlon9of0Z1H8XUuKkkhyeftF2H08Gyg8t4Z9c77CjegUM7sJgsDA4fzKgexrJagyMGd/5K7hnLjSs+q4wyEngFgF+okR/lFwY+QZCz9pBANQAAIABJREFUESpzwWSFxPNg4Cw2eo/hlo8PYHc4efna4ZybFN6+4xAditaab9MLef6bfew4VEFsmB/3TEpi5pCeHfZLaIcKvACUUtOB5zHKSbyutX7yRPtL4CU8hcOp+cMHW/ls62EemjGQ354bz/bccma99AM3jI7lsVmdP6/rWMXV9Zz99LdcNrwXT1/apEyE1vD6VOMq0OE3wtDrjPIBZ8rRCJWHwDfEKEFwzGzS5n05rJ7/MLd5fYWXchrL44z7k7E/UO+oZ3vRdjbmG4u/byvaRqOzkSERQ7h2wLVMjp38i+rojc5Gvtj/Ba+nvU5WZRZxQXFMiZ3CqB6jGBIxpGuWF6grh12fQnWRsYRXbQnUlroelxo/w4EXQ7+pRz9bgJzSWm6av4mMomoevWgg14+Ja78xiA5j9b5inl2azrbcCmJCfbl7YhKXDO3VYQOuIzpc4HW6JPASnsTucHLnuz+yZGc+j89K5oNNORRU1rP8j+MJ8umAOT5u8OjnO/nf2iyW3juOpKgms17FGbDsYdi3FJx2o87b0Gsh5bLjX96vtRFgFewyCuEW7DQeF+8F14oCWP0gIAoCe0Bgd+y+YVRs/ogwXYZ9wCVYpjwCoSfOo6tuqOaz/Z/x7u53OVh1kEjfSK7sdyVX9LsCP4sfCzMW8kbaG+TV5NE/tD+/G/Q7JvWe1O5LIHVk1fV27nnvR5anF3LDmFgenjGww/8HK1pHdkkNf/1iN9/sLqBXN1/untSHS4dFY+0kvw8SeAnRyTTYndz69ma+TTcS7X+RfN7FlNY0MP7Z7xgRG/LzgqpHVBfC9g+M4qVFu8HiY5R18A50LY5e9vOZlaZ164KijQrzkQONore2CiMxuioPqgqgKo+G8sNstffGa9oTpI45vbpoTu1k9aHVvLv7XX44/ANWk5UAawBl9WWkRqTyu8G/Y2yvsZ0nX6udOZyavy9J55WVBzi3TzgvXTOMYL+u+YVD/FJNvZ0Xv8vgtVWZWMyKOyf24bfnxuNt6VxfWCTwEqITsjU6uHfBVrytJp6/KrXL/8c9b+V+nvoqnbd/e9bxc3y0hsNbYOu7sOszo4bSkfwhvxDj3jfUWMInKtkofNnkdFZz3vghk8cW7WL2yBieuWzwCfc9mQMVB3hv93uU2Eq4uv/VjIga0eV/bq3lw005PLBwBzEhfjwyM5mxfcIxmeSz7Ai01tTbnTQ6nAR4W9zyO+50aj7deohnFqdTWFXPpUN7cf+0/kQFnfwK2Y5IAi8hRIdXb3cw6f9WEOBt4cu7x/60eHYr+t/aLB7+bCcXJEfx4jXDOs1pDE+xMauU29/ZQlFVPb1D/Zg9KoYrhscQEdjJL0LoJHYeruCttdnsKaiipt5OTb2D6no7NfV27E4jfvCymIgK8iYq0IeooCM3b1J6BTMiLuSkM1WFVTaWpuXz4eZctudWMCQ6mEdmJjOs94m/MHV0EngJITqFRdsOc9d7P/L3ywdz5YgTL4jdUm+ty+ahT9OYMjCKl64Z9lMBV9Gh1NsdLN1ZwDvrslmfWYrVrDg/uTvXntWbMQlhMqPoZnaHk693FfDmD1lsyCrF12pmeGwIAd4W/L0tBHib8Xc9tpoVxdUNFFTaKKi0UVhVT2FlPdWuqvG+VjOjE0IZ1zeC8X0jiA/3RylFfoWNJWl5fJWWz8asUrSGhAh/bh2fyOXDorvEzKYEXkKITkFrzaX/XsOhsjq+//ME/LxaZwmVd9cf5IGFO5g8IJKXrx0uQVcnkVFYxbvrc/h4Sy4VdY30DPZhdGIYYxLCGJMYRnRI+6yd2RWU1TSwYGMOb63N4nCFjegQX24cE8eVI2JOO8eu0tbIxsxSVu4tYsXeIrJKjOWgokN8CQvwZluOUXi2X1Qg0wZ1Z/qgHiRFBnSpIFoCLyFEp7E5u5TL/r2Weycnce/kvm5vf8GGg8z5ZAcT+0fy7+uGdbqkXWHkP365PY/l6QWsO1BKaY2xdm1MqC+j48MYERdy3KB9cHQwsWFtVwG/I2p0ONlbUMWO3Aq2H6og7VAFu/MqaXRozukTxo1j4pg0IMptp/sPltSyYl8RK/cWUVRVz+QBkUxN6UGfyJOv79lZSeAlhOhUbn9nM9+lF7HizxOIdGNy7Qcbc7jv4+1M6BfBf64bjo9Vgq7OzunU7C2sYt3+EtYeKGF9ZinltcdfY9FiUlw3Opa7JyUR6t82KyK0NVujg6KqetcpwPompwFt7C+uYXdeJQ12Y3miQB8Lg6ODGRzdjYtTe9Gve+BJWhenQgIvIUSnkl1Sw+R/rODSodH87fKWXWkIxinMV1Ye4G9L0hmbFMG86yXo6qqcTs3B0lrszl+ue9hg17y9PpsFGw7i723hrol9uGFMXKf6XXA4NYfK6thfXM3BktqjQVVBpY3CynoKqmzNBp5eZhMRgd7EhPoyOLobKb2CGdwrmNgwvy51iq+jkMBLCNHpPPHFLl77IZOv7h7LgB5nvjZiXYOD+z/ezufbDnPhoB7835VDOtV/tML99hZU8fRXu/luTxHRIb7cN7U/Fw3u0eECEK013+8pYkNWKQeKqjlQVEN2SS0Njp+CSotJERnoTWSQD5GB3kQduQ/+6QrDqEAfuvlZO9z4ujIJvIQQnU55bQPjn/2exAh/nrxk0BkFX7lltdzy1mZ25VXyp/P7cfuERPnPRxy1el8xT361m915lQzt3Y2nLx1E/+5nHuS7U2ZxDQ9/lsaqfcVYzYreoX4kRASQEO5PQoQ/CREBxIb5Ee7v3SWuAuxqJPASQnRKH23OZe4n22l0aAb1CuaKEdHMHNKTbn4nz81Zd6CE29/ZQqPdyQtXpzKxf1Qb9Fh0Ng6n5pMtuTyzOJ1KWyN3npfEbRMS2+1KV1ujg5e+y+CVFQfwtpj44/l9uXZ0rNSY62Qk8BJCdFplNQ18tvUQH27OZefhSrzMJqYkR3H5sGgSIwLwd9UV8raYUEqhteatddk8vmgXvcP8ePWGESRGdN2rp4R7lNY08NiinXy29TD9uwfy7OVDGBR9nPVAW8ny3QU8umgnOaV1XJzakwcuHEBkYOes3O7pJPASQnQJuw5X8uHmHD798RBlxyQQW0wKPy8zvl5mCirrmdQ/kv83O7XLLiwuWseyXQU8uHAHJTUN3DIugbsnJbV6TmBhlY0HPknjm90FJEUG8PisFMYkhrXqMUXrksBLCNGlNNidrNlfTHF1AzX19qPLmBiPHfTvHshvz42X3BdxRipqG3niy118uDmXxAh/Xpg9lJRerTP7tcm1LFKlrZF7J/flN+fES0HfLkACLyGEEOI0rdhbxJyPt1Na08DfLhvMxUN7ua1trTVvrsniyS93Ex3iy3+uH95hEvtFyx0v8JKQWgghhDiO8X0jWHTXuQyJ6ca972/lqa9243C2fMKitsHOve9v5bFFu5jQL4LP7jxXgi4PIYGXEEIIcQLhAd68c9NZ3DAmlnkrD/CrNzZQXttwxu1lFddw6ctr+HzbYf50fl/mXT+CYF/JQ/QUEngJIYQQJ2E1m3h8VgrPXDqIdQdKmPXSD+wtqDqtNurtDj7enMtFL64mv9LG/F+P4s6JSZKH6GGaX0FUCCGEEL8we1RvkqICufXtzVzy0g88MjOZyQOiTrjmY3ZJDe9uOMiHm3IprWlgUK9gXr52GDGhfm3Yc9FRSHK9EEIIcZryK2zc8vZmtuWUA5AQ7s+w2BCGu25xYf4s313AuxsOsmpfMWaTYvKASK45K5axfcJllssDyFWNQgghhBvZHU62HCxny8EyNmWVseVgGaU1Ru6X2aRwODU9g32YPao3V42MISpICqF6kuMFXnKqUQghhDgDFrOJUfGhjIoPhfFGeYisklo2Z5eRnlfJmMQwJvSLxCyzW6IJCbyEEEIIN1BKER/uT3y4f3t3RXRgclWjEEIIIUQbkcBLCCGEEKKNSOAlhBBCCNFGJPASQgghhGgjEngJIYQQQrSRTlPHSylVBGS38mHCgeJWPkZHJuP37PGDfAYyfhm/J48f5DNw5/hjtdYRx27sNIFXW1BKbWqu2JmnkPF79vhBPgMZv4zfk8cP8hm0xfjlVKMQQgghRBuRwEsIIYQQoo1I4PVz89q7A+1Mxi88/TOQ8Xs2Tx8/yGfQ6uOXHC8hhBBCiDYiM15CCCGEEG1EAi8hhBBCiDYigZeLUmqqUmqPUipDKTWnvfvT2pRSryulCpVSaU22hSqlliml9rnuQ9qzj61JKRWjlPpOKbVbKbVTKXWPa7tHfAZKKR+l1Aal1DbX+B9zbfeI8R+hlDIrpX5USn3heu5p489SSu1QSm1VSm1ybfOYz0Ap1U0p9ZFSKt31t2CMp4xfKdXP9XM/cqtUSt3rKeMHUEr93vX3L00p9Z7r72Krj18CL4w/vsBLwDRgIHC1Umpg+/aq1b0JTD1m2xxgudY6CVjuet5V2YE/aq0HAKOBO1w/c0/5DOqBiVrrIUAqMFUpNRrPGf8R9wC7mzz3tPEDnKe1Tm1Su8iTPoMXgCVa6/7AEIzfBY8Yv9Z6j+vnngoMB2qBhXjI+JVSvYC7gRFa6xTADMymDcYvgZdhFJChtT6gtW4AFgCz2rlPrUprvRIoPWbzLGC+6/F84OI27VQb0lrnaa23uB5XYfzB7YWHfAbaUO16anXdNB4yfgClVDRwIfDfJps9Zvwn4BGfgVIqCBgHvAagtW7QWpfjIeM/xiRgv9Y6G88avwXwVUpZAD/gMG0wfgm8DL2AnCbPc13bPE2U1joPjMAEiGzn/rQJpVQcMBRYjwd9Bq7TbFuBQmCZ1tqjxg88D9wHOJts86TxgxFsf62U2qyUutm1zVM+gwSgCHjDdbr5v0opfzxn/E3NBt5zPfaI8WutDwHPAQeBPKBCa/01bTB+CbwMqpltUmfDAyilAoCPgXu11pXt3Z+2pLV2uE4zRAOjlFIp7d2ntqKUmgEUaq03t3df2tk5WuthGGkWdyilxrV3h9qQBRgG/FtrPRSooYueVjsRpZQXMBP4sL370pZcuVuzgHigJ+CvlLquLY4tgZchF4hp8jwaY8rR0xQopXoAuO4L27k/rUopZcUIut7RWn/i2uxRnwGA6/TK9xg5f54y/nOAmUqpLIzUgolKqbfxnPEDoLU+7LovxMjvGYXnfAa5QK5rphfgI4xAzFPGf8Q0YIvWusD13FPGPxnI1FoXaa0bgU+As2mD8UvgZdgIJCml4l3R/2zg83buU3v4HLjR9fhG4LN27EurUkopjNyO3VrrfzR5ySM+A6VUhFKqm+uxL8YfoXQ8ZPxa67la62itdRzGv/dvtdbX4SHjB1BK+SulAo88Bs4H0vCQz0BrnQ/kKKX6uTZNAnbhIeNv4mp+Os0InjP+g8BopZSf6/+DSRi5vq0+fqlc76KUmo6R82EGXtdaP9nOXWpVSqn3gAlAOFAAPAJ8CnwA9Mb4pbxCa31sAn6XoJQ6F1gF7OCnHJ8HMPK8uvxnoJQajJE4asb4AvaB1vpxpVQYHjD+ppRSE4A/aa1neNL4lVIJGLNcYJx2e1dr/aSHfQapGBdXeAEHgF/j+veAZ4zfDyO/OUFrXeHa5kk//8eAqzCucv8RuAkIoJXHL4GXEEIIIUQbkVONQoguz1UotE4pVa2UKlBKvaGUClBKPecqlFjlKqJ5Q3v3VQjRtUngJYTwFBdprQMwEqhHAn/BuJLtIiAYI5/jBaXU2e3XRSFEV2dp7w4IIURb0lofUkotBlK01jOavLReKbUKGAOsaZ/eCSG6OpnxEkJ4FKVUDDAdI5m26XZfjJmwne3RLyGEZ5DkeiFEl+eq1xWOcfVSBfAlxlqddU32mQ9EAdO0/GEUQrQSOdUohPAUF2utv2nuBaXUs0AKxoLREnQJIVqNBF5CCI/mquUzDRjvactGCSHangReQgiPpZSaC1wDjNNal7R3f4QQXZ8k1wshPNlTGBWq97lqfFUrpR5o704JIbouSa4XQgghhGgjMuMlhBBCCNFGJPASQgghhGgjEngJIYQQQrQRCbyEEEIIIdpIpyknER4eruPi4tq7G0IIIYQQJ7V58+ZirXXEsds7TeAVFxfHpk2b2rsbQgghhBAnpZTKbm67nGoUQgghhGgjEngJIYQQQrQRCbyEEEIIIdpIp8nxEkIIIYTnaGxsJDc3F5vN1t5dOSEfHx+io6OxWq2ntL8EXkIInE7NE1/u5ooR0QzoEdTe3RFCCHJzcwkMDCQuLg6lVHt3p1laa0pKSsjNzSU+Pv6U3iOnGoUQ7Mqr5PUfMpm/Jqu9uyKEEADYbDbCwsI6bNAFoJQiLCzstGblJPASQrAhsxSAFXuL0Fq3c2+EEMLQkYOuI063jxJ4CSFYn1kCQF6FjYzC6nbujRBCdF0SeAnh4ZxOzYbMUsYkhAHGrJcQQggwm82kpqaSkpLCRRddRHl5eYvblMBLCA+XUVRNWW0jlwzrRWKEPyv3Fbd3l4QQokPw9fVl69atpKWlERoayksvvdTiNuWqRiE83PoDxmnG0fFh7M6r5N31B7E1OvCxmtu5Z0IIYXhs0U52Ha50a5sDewbxyEXJp7z/mDFj2L59e4uP67YZL6WUWSn1o1LqC9fzUKXUMqXUPtd9SJN95yqlMpRSe5RSF7irD0KI07c+s5TuQT7EhPoyvm8E9XYn613J9kIIIcDhcLB8+XJmzpzZ4rbcOeN1D7AbOFIEaA6wXGv9jFJqjuv5/UqpgcBsIBnoCXyjlOqrtXa4sS9CiFOgtWZ9ZilnJxqXbJ8VH4aXxcTKvUWM7xvR3t0TQgiA05qZcqe6ujpSU1PJyspi+PDhTJkypcVtumXGSykVDVwI/LfJ5lnAfNfj+cDFTbYv0FrXa60zgQxglDv6IYQ4PVkltRRV1TMqPhQAXy8zZ8WHSoK9EELwU45XdnY2DQ0NbsnxctepxueB+wBnk21RWus8ANd9pGt7LyCnyX65rm1CiDZ2JL/rrPiwo9vG940go7Caw+V17dUtIYToUIKDg/nnP//Jc889R2NjY4vaanHgpZSaARRqrTef6lua2dZsxUal1M1KqU1KqU1FRfINXAh325BZSniAF4kR/ke3jXOdYlwps15CCHHU0KFDGTJkCAsWLGhRO+7I8ToHmKmUmg74AEFKqbeBAqVUD611nlKqB1Do2j8XiGny/mjgcHMNa63nAfMARowYIeW0hXCz9ZmljIoP/Vnl5aTIALoH+bBibxGzR/Vux94JIUT7qq7+eUHpRYsWtbjNFs94aa3naq2jtdZxGEnz32qtrwM+B2507XYj8Jnr8efAbKWUt1IqHkgCNrS0H0KI05NTWsuh8rqfnWYEY/mL8X0jWJ1RjN3hPM67hRBCnInWLKD6DDBFKbUPmOJ6jtZ6J/ABsAtYAtwhVzQK0faOrM94JLG+qXF9I6iy2dmW2/IqzUIIIX7i1gKqWuvvge9dj0uAScfZ70ngSXceWwhxetZnltDNz0q/qMBfvHZun3BMClbsKWJ47C8DMyGEEGdGlgwSwkNtyCxlZFwoJtMvr3cJ9rOSGtONFbJ8kBBCuJUEXkJ4oIJKG1kltZzVzGnGI8b1jWB7bjllNQ1t2DMhhOjaJPASwgMdWRLo2MT6psb1jUBrWJ0hs15CCOEuEngJ4YHWHyghwNvCgB6/zO86Ykh0N4J9rVLFXgjhscxmM6mpqQwZMoRhw4axZs2aFrfp1uR6IUTnsD6zlBFxIVjMx//uZTYpzk0KZ9W+IrTWP6v1JYQQnuDIkkEAS5cuZe7cuaxYsaJFbUrgJYSHKa6uJ6OwmsuGRZ903/FJEXy5PY89BVX07x7UBr0TQohmLJ4D+Tvc22b3QTDtmVPevbKykpCQkBYfVgIvITzMxhPU7zrW2L7hgFFWQgIvIYSnqaurIzU1FZvNRl5eHt9++22L25TASwgPsz6zFF+rmUG9gk+6b49gX/pFBbJyXxG3jE9sg94JIUQzTmNmyp2anmpcu3YtN9xwA2lpaS1KvZDkeiE8zPrMUobFdsPLcmr//M9NCmdjVhm2RllgQgjhucaMGUNxcTFFRS274EgCLyE8SEVtI+n5lScsI3GsMQlhNNid/HhQlg8SQniu9PR0HA4HYWGn/vezOXKqUQgPsjGrFK05YeHUY42MD8WkYN2BEsYktuwPjhBCdCZHcrwAtNbMnz8fs9ncojYl8BLCg2zKLsNqVgyJ6XbK7wn2tZLcM5i1B0r4fSv2TQghOhqHw/0pFnKqUQgPsi2nnIE9gvCxnt43tjGJYWw9WC55XkII0UISeAnhIRxOzY5DFac123XE6IRQGhxOtmSXtULPhBDCc0jgJYSH2F9UTXW9nSHRpx94jYz7Kc9LCCHEmZPASwgPsTXHuCoxtffpB16BPlYG9TLyvIQQQpw5CbyE8BDbcsoJ9LEQH+Z/Ru8fnRjG1pxy6hokz0sIIc5UiwMvpZSPUmqDUmqbUmqnUuox1/ZQpdQypdQ+131Ik/fMVUplKKX2KKUuaGkfhBAnty23nCHR3TCZzqzi8uiEMBodms2S5yWEEGfMHTNe9cBErfUQIBWYqpQaDcwBlmutk4DlrucopQYCs4FkYCrwslKqZUUxhBAnZGt0kJ5XxZCYky8TdDwj40Ixm5TkeQkhPEZ+fj6zZ88mMTGRgQMHMn36dPbu3duiNlsceGlDteup1XXTwCxgvmv7fOBi1+NZwAKtdb3WOhPIAEa1tB9CiOPbebgSu1OfUWL9EQHeFsnzEkJ4DK01l1xyCRMmTGD//v3s2rWLp556ioKCgha165YCqq4Zq81AH+AlrfV6pVSU1joPQGudp5SKdO3eC1jX5O25rm1CiFay7Uhi/RmUkmhqTGIYr648QG2DHT8vqb8shGgbf9vwN9JL093aZv/Q/tw/6v7jvv7dd99htVq59dZbj247UsW+JdySXK+1dmitU4FoYJRSKuUEuzeXYKKb3VGpm5VSm5RSm1q6KKUQnmxbbjk9gn2IDPJpUTujE8KwOzWbsiTPSwjRtaWlpTF8+HC3t+vWr6xa63Kl1PcYuVsFSqkertmuHkCha7dcIKbJ26KBw8dpbx4wD2DEiBHNBmdCiJPbmlPeotOMR4yIDcHiyvMa1zfCDT0TQoiTO9HMVGfjjqsaI5RS3VyPfYHJQDrwOXCja7cbgc9cjz8HZiulvJVS8UASsKGl/RBCNK+spoHsktozqt91LH9vC4OjJc9LCNH1JScns3nzZre3645TjT2A75RS24GNwDKt9RfAM8AUpdQ+YIrrOVrrncAHwC5gCXCH1loKAwnRSrblGvld7pjxAuN04/bcCmrq7W5pTwghOqKJEydSX1/Pq6++enTbxo0bWbFiRYvadcdVjdu11kO11oO11ila68dd20u01pO01kmu+9Im73lSa52ote6ntV7c0j4IIY5vW04FSsGg6DMvJdHUmMQwHE7NxqzSk+8shBCdlFKKhQsXsmzZMhITE0lOTubRRx+lZ8+eLWpXLksSoovblltOUmQAAd7u+ec+PDYEq1mx7kApE/pFnvwNQgjRSfXs2ZMPPvjArW3KkkFCdGFaa7a5KbH+CD8vC0Oiu0melxBCnAEJvITownLL6iipaWBIC+t3HWt0QhhphyqosjW6tV0hhOjqJPASogs7kljf0sKpxzqS5yX1vIQQ4vRI4CVEF7b1YDneFhP9uge6td1hvY/kecnpRiGEOB0SeAnRhW3LLSelVzBWs3v/qft6mRkaEyJ5XkIIcZok8BKii7I7nOw4VOHWxPqmRieEknaogkrJ8xJCiFMmgZcQXdTegmpsjU6GxLinftexRieE4dSwJVvyvIQQXZPZbCY1NZWUlBSuuOIKamtrW9ymBF5CdFGtlVh/xJG8sf1FNa3SvhBCtDdfX1+2bt1KWloaXl5e/Oc//2lxm1JAVYgualtOOd38rPQO9WuV9kP9vQj2tXKgqLpV2hdCiCPyn3qK+t3pbm3Te0B/uj/wwCnvP3bsWLZv397i48qMlxBd1FZX4VSlVKu0r5QiIcKfAzLjJYTo4ux2O4sXL2bQoEEtbktmvITogmob7OwtqOL85O6tepyE8ABWZxS16jGEEOJ0Zqbcqa6ujtTUVMCY8frtb3/b4jYl8BKiC9qRW4FTQ2orJdYfkRDhz8dbcqmut7ttLUghhOgojuR4uZOcahSiCzqSWN9apSSOSIzwByBTTjcKIcQpkcBLiC5oW04FMaG+hAV4t+pxEiICADhQLAn2QghxKiTwEqIL2pZbzuBWnu0CiA3zw6SkpIQQomuqrnb/l0oJvIToYmrq7eSW1TGwR1CrH8vbYiY6xE9KSgghxClqceCllIpRSn2nlNqtlNqplLrHtT1UKbVMKbXPdR/S5D1zlVIZSqk9SqkLWtoHIcRP9ruCoD6RAaf+Jocd1r8CORtP+3hSUkIIIU6dO2a87MAftdYDgNHAHUqpgcAcYLnWOglY7nqO67XZQDIwFXhZKWV2Qz+EEMC+AiPwSjrVwMteDx/9ChbfB69Nhrcvh0ObT/l48eH+ZBbX4HTqM+itEEIcn9Yd/+/K6faxxYGX1jpPa73F9bgK2A30AmYB8127zQcudj2eBSzQWtdrrTOBDGBUS/shhDDsK6zGy2w6tYr1DbXw3tWwexFM+StMfhQObYJXJxrb805epTkhIoC6RgcFVbYW910IIY7w8fGhpKSkQwdfWmtKSkrw8fE55fe4tfCOUioOGAqsB6K01nmujuUppSJdu/UC1jV5W65rmxDCDTIKq0iI8MdiPsn3KlsFvHsV5KyHmS/CsOuN7SN+CxtegTX/glfGwoCLYOJDENGv2WYSw42SEgeKaugR7OvOoQghPFh0dDS5ubkUFXXsIs0+Pj5ER0ef8v5uC7yUUgHAx8C9WuvKEyxT0twLzYazSqmbgZsBevfu7Y5uCtHl7S2oZnD0SQqn1pR0ksXUAAAgAElEQVTA25dCQRpc9hqkXPrTaz5BMO7PMPJ3sO7fsO5lyFwJt6+DoJ6/aOpoSYmias7pE+7OoQghPJjVaiU+Pr69u+F2brmqUSllxQi63tFaf+LaXKCU6uF6vQdQ6NqeC8Q0eXs0cLi5drXW87TWI7TWIyIiItzRVSG6tLoGBzlltSRFBh5/p8o8eHM6FKXD7Hd/HnQ15dsNzpsLN38Pjkb47E5oZso/Ksgbfy+zlJQQQohT4I6rGhXwGrBba/2PJi99Dtzoenwj8FmT7bOVUt5KqXggCdjQ0n4IIYwrGrWGpKjjJNaX58AbU6EiF679CPqewkXFYYkw5XHYvxw2vf6Ll5VSxEf4c6BYAi8hhDgZd8x4nQNcD0xUSm113aYDzwBTlFL7gCmu52itdwIfALuAJcAdWmuHG/ohhMfLKDzJFY1f/sE4zXjDZxA/9tQbHnkTJJwHXz8EpQd+8XJCeIDU8hJCiFPgjqsaV2utldZ6sNY61XX7SmtdorWepLVOct2XNnnPk1rrRK11P6314pb2QQhh2FdYhcWkiA3zb+bFb2Df1zDhfogecXoNKwWzXgKTBRbeBs6ff1dKiPDnUHkdtkb5DiWEECcileuF6EL2FVQTF+6Pl+WYf9oOOyx9AEITYNQtZ9Z4cC+Y/nfIWQdrX/zZSwkRAWgNWSVyulEIIU5EAi8hupCMwurmTzNufgOK98D5T4DF68wPMPgq6D8Dvn0CCnYd3ZzQpKSEEEKI45PAS4guot7uIKuk5peBV10ZfPckxI+DftNbdhCl4KIXwDsIFt4C9gbAONUISJ6XEEKchAReQnQRmcU1ODX0iTqmlMSKvxvFUi942gicWso/3Ai+8rfDymcB8POy0CPYR2a8hBDiJCTwEqKLaHaNxuJ9sGEeDLsBuqe472ADZsDg2bDq/yB/B2Cs2bhfSkoIIcQJSeAlRBexr7AakzICoKO+/gtYfOG8v7j/gNOeAa8AY0YN43RjZlF1h15XTQgh2psEXkJ0ERmFVcSG+eNjNbs2LIe9S2DcnyCgFVZ+8A2BUb8zFtgu2kNCeACVNjslNQ3uP5YQQnQREngJ0UXsK6imz5HTjA47LH0QQuJg9G2td9DRt4HVF1b/vyYJ9nK6UQghjkcCLyG6gEaHk8ziJlc0bnkTinbDlL+Cxbv1DuwfDsN/Bds/oK+XUSNZrmwUQojjk8BLiC4gu6QGu1PTNyoQ6qvgu6cg9lwYcFHrH/zsu8BkpnvaK3hZTLJmoxBCnIAEXkJ0AUeuaOwTGQBrX4baEmNha3eUjziZoJ6Qeg2mrW8zPMQmM15CCHECEngJ0QXsK6xGKUj0r4c1/zKqy0cPb7sOnHMPOO38xvyl5HgJIcQJSOAlRBewr7CamBA/fNe/AA3VMPGh03q/vayMnFtvo/Ttd86sHERoAqRczvjKL6gsLaDR4Tz9NoQQwgNY2rsDQoiW21dQxajQOtjwKgyZDZH9T/m9zro6cm+9jbpt26j+/ntqVq2ix9NPYQkNPb1OjP0DXjs+4HrTYg6WXkhiRDNrRnYRpTUNfLO7gBV7iwj182JEXAgj40Lp2c23vbsmhOjgJPASopOzO5wcKKrhaa/3QTthwtxTep/WmgOlGeTf+0dCtu/j+UutdK/z4oplKymePpmKP99I/JSLiQmMwaROYXI8cgDlsRfwq6ylbD5c0OUCr9yyWr7eWcDSnflszCrFqSEqyJtqm5231mUD0KubLyPjQhgRF8q4pAh6h/m1c6+FEB2NBF5CdHIHS2vp6TzEkKJFMPK3EBJ73H3tTjtrDq9hZe5KVueuYuonOVywRbNoVhR9L5lBVWMV8/pvYeZb+4l+8D8s+PwVPp8cyIheo7ln2D0kdEs4YV8s4/5EQPZS/La9CUP+6uaRto8duRXMXbidtEOVAPSLCuSO8/pwQXJ3knsG4XBq0vOr2JhVyqasMn7YX8KnWw9jNSvun9qf35wTj8nUBhc5CCE6BdVZlvcYMWKE3rRpU3t3Q4gOZ+nOfOoX/IoLvbdivnc7BEQ2u191QzX3fn8v6/PW42vx5ZYdUZz9aQbeN1xFwgOP/mzf+upKDjz5MCxcSllsKM9eaCezWz1X9L2C21NvJ8Qn5Lj9WfvoOFLMBwmcs9sortqJVdkamf7PVTTYnfzmnHjOT+7+8yWZmqG1Jruklie/2s2yXQVM6BfBc1cMITygFeupCSE6HKXUZq31iGO3uyW5Xin1ulKqUCmV1mRbqFJqmVJqn+s+pMlrc5VSGUqpPUqpC9zRByE8VfmBzcw0r8Ux6tbjBl2FtYX8asmv2Jy/mYdGP8TigLmc/WkGQdOnEz/n4V/s7x0QxICnnyf6pRcJL3fw9BuN/KFoOB/u/ZALP7mQ+Tvn0+hobPZYi0OvJdBRBlv+59ZxtodHPt/JobI6Xr52GLeMTzxp0AWglCIu3J951w/n8VnJrNlfwrQXVrF6X3Eb9FgI0dG566rGN4Gpx2ybAyzXWicBy13PUUoNBGYDya73vKyUMrupH0J4nJT0f1KJP15j72n29QPlB7juq+vIqcrhpUkvcWFZbwr/8gh+I0fS45mnUabj/xkInDSJ+M8/wzc5mZGvruH9bWMZHpzCc5ueY9Zns/gm+xuc+udXMNb3HMOP9IfVz0Ojza1jbUufbzvMJ1sOcdfEJIbHnuaFBhgB2A1j4vjsjnMI9rVy/evreWZxulzxKYSHc0vgpbVeCZQes3kWMN/1eD5wcZPtC7TW9VrrTCADGOWOfgjhcQ6uI7lmHUuCZxuLVh9jS8EWrl98PY2N9byR9CgDVmaTe+ddeMfFEv3Si5i8vE56CGtUFL3ffIPw22/D+dVy7n35MK8mPoSXyYvff/97LvzkQl7d/ioFNQUAJET482zDpVB1GH58y+1DbguHyut4cOEOhvbuxl0T+7SorQE9glh057nMHtmb/6zYz+X/WcvKvUU4nJ0jzUMI4V5uy/FSSsUBX2itU1zPy7XW3Zq8Xqa1DlFKvQis01q/7dr+GrBYa/3RidqXHC8hjqE1+o1pFGXv5vVhC5kza9jRl5w1Nfyw9A1WLJ5HSr6FfocV1NQC4BUXR+/XX8Pas+dpH7JmzRoO3Xc/zqoqIh6cy9rhfnySsZCN+RsxKRPn9jqXRJ9J/HORmbTYFwmozYG7t4LVx23Dbm0Op+bqV9ex81AFi+8Z59YrE7/akceDC3dQVttI9yAfLhnWi8uGRf+0uLkQoss4Xo5Xe1zV2NzlPc1Gf0qpm4GbAXr37t2afRKi89m7FHVwLf+0/5pBPcOPbm7Iy2P35bMIL6niUgXWpFgCLhqO39Ch+A4dijUmBnWGSwn5n302CQs/4dB991H48KMMnTGD6U+8TG5DIQszFvJZxmesrFuJf1IADwalcNO+raRsfhM1+lZ3jbrV/WfFfjZklvJ/VwxxezmI6YN6MLF/JMt3F/LxllzmrTzAv7/fz5CYblw+rBczBvckxP/ks5BCiM6rNWe89gATtNZ5SqkewPda635KqbkAWuunXfstBR7VWq89Ufsy4yVEE402eHk0NXZFatGjLLhtHMNjQygryyftyln4F1Ty/a+HcMuv/4V/twi3H147HJTMm0fRC/8k/I47iLjrTsAoV7EiZxV3LXoFa2A6Thz0cmguGHQjFyRcyIDQAWcc9LWFbTnlXPbvNUxN6c6/rh7a6n0trLLx+dbDfLQ5l/T8KswmxZiEMKamdOf85CgiAzvPTKEQ4ueON+PVmoHXs0CJ1voZpdQcIFRrfZ9SKhl4FyOvqydG4n2S1tpxovYl8BKiiZXPwrdP8MWQl7lzfTe2PXI++8u3sff23zEo3ca+OZcz84bHTq3waQvk/v73VH/3PYlLl2CNijq6feJz3xMfaeKipHUs2TqP9X7+2HESGxTLBXEXMDNxJrFBx6831h5q6u3M+Ndq6hsdLL5nHMF+Vvc1rrWxlFNdGdRXQ3gSmK1NXtbsPFzJlzvyWJKWT2ZxDUrBiNgQpqb0YGpKd3pJVXwhOpVWDbyUUu8BE4BwoAB4BPgU+ADoDRwErtBal7r2fxD4DWAH7tVaLz7ZMSTwEsKlPAdeHAlJU/ij+hOrMgr49YX7KX/+RS5e68R5969Ivv3+NulKQ24uB6ZNJ+jCC+n5zNNHt9/93o+sO1DC+gcmoeZfRHnJXr6Z/hhLcpazMX8jTu1kWOQwLu5zMRfEXYCftf0rvM/9ZDsLNubw3u9GMzoh7MwbslXChldg/3dQW2IEW7Wl4GxSfsM3BPpNhwEzIfE8sPxU40trzd6CahanGUFYen4VYFy0cHZiGOckhjM6IUxOSQrRwbX6jFdrk8BLCJf3r4d9y+DOjVz4zlZK/N5kRFo6d3zpJOCKS4l+/Ik2PZ1X+NxzlPz3NeI++gjflGQA3lmfzYML0/juTxOIr/4R3rwQLngaxtxOQU0Biw4s4tOMT8muzMbX4sv5sedzSdIlDIsc1i6nIlfvK+a619Zzy/gE5k4bcGaNHAm41rwItnLoNQKCeoBvqBFo+YUaj81WIyjbsxjqK8ArEPpeAAMugqTzwevnQWhmcQ3f7Cpgzf5iNmSWUtPgQCkY0D2IsxPDmDaoO8N6h3ToU7hCeCIJvIToCvZ/C29dQvn4P/FRWA+e3/QqKYcbeXhBA/4jR9J73jyU1Y2nyE6Bo6qK/edfgHefPvT+33yUUmQUVjH5Hyv522WDuGpkb3hzBhTvhXu2Ha1mr7Vma9FWPs34lCWZS6i11xIfHM/sfrOZmTiTAK+2udKvtsHOBc+vxGIysfiesfhYT7OsoK0SNsyDtS8as1t9p8GE+6Hn0BO/z94AmSth92eQ/qUxOxbQHaY9AwMvhmYCqUaHk+25FazJKGbN/hI2Hyyjwe4kuWcQN4yJZeaQXvh6SVlEIToCCbyE6OzsDeyfN4a3LY184eeFzVFP2KFYXvikgIDwcOLeX4A5OLhdulb23nvkP/Y40S/+i8DJk9FaM/LJbxiXFME/rkqFrB/gzelwwVMw5o5fvL+2sZavs7/m/fT3SStJw8/ix8zEmVzd/+qTrg/ZUk98sYv/rs7k/ZtHc9bpnGJsqIH1/4E1/3IFXFNh/P3Qa9jJ33sshx2yVsE3j0DeNugzBS58DkLiTvi2mno7n249xFtrs0nPryLY18pVI2O47qxYWaBbiHYmgZcQnZRTO1l9aDVvr3mKtXWH8FYWZvSZRWLDuUT++a/EYKPPh+/jFRfXbn3UdjsHZl2MtjeSuGgRysuL29/ZzLacCn6YM9HYaf5FUJhuzHp5HT8o2FG0gwV7FrA4czGNzkbO6n4W1w28jvHR491+Om1bTjmXvPwDs0f15qlLBp3amxx2ozDs989Adb5xenDCHOg1vOUdctiN2bPvngSnw5g5G3PnzxLxm6O1ZkNmKf9bm82Snfk4tWZS/0j+MKUfA3sGtbxfQojTJoGXEJ1IbWMt6/LWserQKlblrqKgtoBIh5PZ1iguv+JjgpzefD1jNtH5B+j93/8SfPbo9u4y1StXknPzLUTNnUPojTfy5g+ZPLpoF6vvP4/oED/IXgtvTIXzn4Cz7zppe6W2Uj7Z9wkf7PmAvJo8zu11Lg+e9SDRgdFu6W+jw8lF/1pNWW0Dy/4wniCfk5yi1do4Jbj8MeO0acxZMPkxiB3jlv78TEUuLL4f0r+AyIEw43nofdYpvTW/wsa7Gw4yf00WlbZGLkntxR/O72v8DIQQbUYCLyE6uIOVB1mZu5KVuSvZVLCJRmcj/lZ/xvQYw5SCTKbsW4P1jnXogGi2//oWLJvXk3n7XGbcfX17dx0wZl1ybvoddWlp9Fm6hL11Jqa9sIp/XDmES4e5gqX/zYKCnXDnJvDtduIGXexOO++lv8eLP76IUzu5dcit3JB8A1ZTy3LZXvx2H899vZdXbxjBlIFRJ9754DpY9jDkrIfwvjDpEeh/YbN5WG6V/iV8dR9U5kL0KBh6LSRfCj4nn8WqqG3k3yv288YPmWgNN4yJ5Y7z+sjVkEK0EQm8hOiA8qrzWJK1hMWZi9lduhuAhOAExvYay7jocQyNHIo1Z4ORHzXuPvT4ORz+831UfvUVb4yezeOv/uX0k8FbkW3PXjIvuYSQ664lcs5chv51GVOTu/O3ywcbOxzaAq9NgcRJcPUCOMEC3cfKr8nn6fVP823Ot/Tp1odHxjxCamTqGfUzo7Ca6S+sYkpyFC9dc4KcrIZaWHI/bPmfkfh+3lxIvQ7MbbjoR301bHodtr4DRelg8YWBs4wgLPbck36Gh8vr+H/L9vLxllz8vS3cNiGR35wT36F+b4ToiiTwEqKDKLWV8nXW1yzOXMyWwi0ADAofxNS4qZzX+zxiAmN+2rnyMLx+gbEu4+3ryX/mOcrfW8BryReS8oc7+NU58e00iuPLe/gRyj/5hITPP+eOlUXsL6zi2z+d99MOG/+LWvxnGHcfTHzwlNrUWh/N7/ru4Hc8teEp8mvyuSzpMn4//PcEe5/6RQVOp+aqeWvZW1DNN38YT0Sgd/M7FuyCj34NRXvgnHtg/H3g5X/Kx3E7reHQZvjxbUj7GOoroVss9B4NfuFGuQr/cOOxfzj4hRk3n25gMrEnv4q/L0lneXohSZEB/OPKVAZFt8/FGEJ4Agm8hGhHWms25G/gnd3vsDJ3JQ7tIDE4kekJ05kWN42YoJhfvqmmGN6YBpV5cOPnFH6wkpJXXuGHkdN5pf80Vt13XoectbAXF7P//Atw1tYedx+TtxmzuR5TVG/MEdGYg4MwBQSi7XYclRU4KypxVFUdfaydTiwREVgjI7FERUFEKBvsGSyv24o9JIArRv+O8YNmYgkJQZlP/Jm8tTaLhz7byXNXDOHy4c3ki2kNm9+EJXPAOwgufQUSJ7bsQ3G3hloj/2vbAijZBzUl0FjT/L7K/FMQ5h9OoTOQ1w715v26kfx64hBuPy8Rq7l1VzgQwhNJ4CVEO6htrOWLA1/wXvp7ZJRn0M27G5ckXcKF8RfSN6Tv8a/Sqys3rgIs3gfXf0LJN+kUPvssjdNmMtNrLH+ZMZCbxrZumYWWqP3xR2rWrKGg0sa76w8yfVAP+nUPNF50OHBUlOP8cSGOymocYYNx1jbiqKpCWa2YAwMxBQdhDgwyArKgIJTJhL2wkMaCQuyFhdgLCnDWNBNomEyYQ0OxhIVhDg3B3K0b5uBg1303qr39eOjbHLrH9eSJX43FEh6OyafJeoh15bDoHtj1qRFsXfIKBES2zYfWUo11Ri2w2hIjaP/Z42LXfamRuF9xkAblzRf2kWwJmc6vrr2ePlFy9aMQ7iSBlxBtKKcqh/fT3+eTjE+oaqhiQOgArhlwDdPip+FtPs6prSMaauCtS4x8qKsXUL69krwHHyRw6lQeSL6SXQXVrLpvYqcolGl3OEl9fBkXD+3JExcfU66hIhfmTQCfYPjdt8b9aXBU12AvLKChqJCV2z/nh51fEVStGeMzgHhnKM6ychzl5TgqKnBUVICj+eVgTf7+mMPDsAT4YLHtw2qtxjrsfKznXoO1VzTWXj0xB7RNMdc2obXxu7X1bRq3foDVXk2ujqAo8TKGzLgNU2hce/dQiC5BAi8hWllBTQFfZ3/NkqwlbC/ajlmZmRw7mWv6X8PQyKGnVoPKXg/vXgWZK+CKN6mp7M7Bm27Cf9Qoih54msv+u5G50/pzy/jE1h+Qm9z4+gYOl9ex7A/jf/li1g/wv5lGwdDZ755Wsv2x8qrzeHL9k6zIXcGA0AE8cvYjJIcZSxhpp5OighKu+PtSpvX25Y7UUBwlJdiLS7AXFeDYvRp7bgaNNm/sdRZ0o/1nbZu7dcNn4EB8kpPxSUnBNyUZS8+enX+ZnsY6KrZ8wqHvXmWg7UcAGnqNwWv4NUYC/2kGw0KIn0jgJUQrKK4rZln2MpZkLuHHwh/RaPqF9GNq/FRmJMygu3/3U2/MYYcPbzRyd2a9TEPIOWReNRtLeDhxC97jtx/tZntuBavuOw9/7za8qq6FXv4+g78v2cPmv0wmLKCZ2b71r8Di+2D8HOOqwRbQWrMsexnPbHiGUlspNw26iVsG34LVbOXZpem8/P1+lv1+PH0iXTNY2Wvh8zuhJAOG3QBT/or2DsJeXIz98GEaXbf6rCxsu3ZRv3cf2I2gzBwSgk9yMt59+uAVF4tXXBxesbFYoqJQJwggtdbo+nocFZU4qypxVBo3Z2Ul2uHE5OuDydcX5eOLydcH5eODOTDwpO229HNbtGIdB759nUtMq4nlMFh8oN80GDwb+kw6aRFX0Tk5nBpbo4O6Rgc19XbyK2zkVdg4VF5HXkUdeeU2DlfYsDUaa4SalMLkuldKYTEpgn2tdPOzEuLnRYiflWDXfXiANxGB3kQGehPi54XJ1Mm/qJym4wVeneevtxDtzGa3sadsD7tKdrGzeCc7S3ZyoOIATu0kMTiR21JvY2rcVOKDz+BKQ3s9fH6XEXRN+zuOxIvIuWo2Sili/v0yO8odfL+niPum9utUQRfAWfGhAGzMKmVqSo9f7jDqZji8FVY8Y1yNN+I3YDqz06hKKc6PO5/RPUfztw1/45Xtr7AidwUPjHyM/63JYVpKdyPoqq+G5Y8bVeK7xcD1n0KiceWlAqyRkVgjI/FN/Xm5Cmd9PfV79mDbuZO6tDRsO3dRu3Ejur7+pz74+ODVuzfmsFC0rR6nzYaurcVps+Gsq8NZVweNjac9NpOfH95JSXj364d337749OuLd9++blkmSinFzAlj2DsghZve3ox/yTYe7r6DoZnfonYuNK6UHHwlpF4L3VNafDzhfg6npqS6nsKqegqrbBRV1VNa00h5XQPlNY2U1TZQXtdIeW0DVTY7dY0OahscNNidx20z2NdKj2AfenbzJcDbglNrtAan1q6bUYi4oq6RQ+V1lLuO0dx8jsWkiAj8KRAL8/cmPNCL8ADvJjcv/LwteFtM+FjNeFtMWEyq888sH0NmvESnZXfayavJo8xWRnl9OaW2UspsZZTVl1FZX4mvxZcQnxBCfEII9Q49+jjQKxCryXr0ZjFZUEqhtaayoZL8mvyfbrX55NXkkVGWQUZ5Bg5t5AmF+oSSHJbMoIhBTO49maSQpDMfyN6lxhV0pQdg4kPos+8l5+ZbqNm4kdjXX8Nv5Eh+++ZGNh8sY/X9EwnoZIFXg93J4MeWcvWo3jxyUXLzOzXWwbtXGotGR6XA+X91y5WEyw8u5/G1j1Nuq6SucDIfzp7DkIbtsOhuKM8xgr5JD4P3medwaacTe0EBDdnZNGRl05CVRUN2No6yMkx+rpkrHx+Urw8mXz9jRiswCHNQIOagIONxcBCmwECUxYKzrg5ts+Gss+Gsq0XbbDjKK6jPyKB+zx7q9+41ctZcrD174pOSYtySB+KbnIy526kVp21OXYODRz/fyfubchgTG8RLZ5USmvExpH8FzkbokQpDr4OUy4wSFqLNldU0sGZ/CaszitlxqJyCynpKqutxNvPfuZfFRIhrNirY17gP9LHg52XGx8uMn9WCr5cJX6sZXy8LUUHe9Aj2pWc3H/y8Tv9vjdOpqbQ1UlbbSHF1PYWVRiBYWPXT46KqekpqGiitacDRXKebMCnwtpixmhUmkzo646aazLyZlMJk+unxkZk5i0nhbTXjYzH97N7bYuKhGQMJ9m3dWVw51Sg6Na01udW5pBWnHb3tKtmFzWH7xb5Wk5Vg72BqG2uptR+/pMGx71EoGpwNP9tuURYi/SKJC44jOSyZ5PBkksOSifKLavm3sJL9sGQu7FsKYUkw7W/QZxL5f32CsnfeoceTT9DtsstIO1TBjH+t5o9T+nLXpBYEeO3omlfXUV7byFf3jD3+TlrDzoXwzaNQnm3kfZ3/V4gc0KJjH64sYvrbd+PwT2OwtvJkbjZxwXEw88XWWe6nlWmtsRcWUr93L7b0dOp376YubSeNBw8e3ccaE4NP//5YY2KwRvfCKybm6IUCJu+TXNzh8umPh3hg4Q68LSb+cWUq58WYYceHsPVtyN8BZi+jev+AmRAzCoJ6tX4lfw9la3SwKauM1RnFrM4oYufhSrSGQG8LQ2ND6BnsQ2SgNxFBxn2ka2YpzN8bH6upw84YOZ2astoGSmoa+P/s3Xd4XNWZ+PHvma4yM+rdstyw5SobYyAYQnElEEpCSQMSfmGzy6Yt2QRIdpOQEBLCsgE2DUiIk01CWFJoMQZMDabZYIPkJnerd81Imnrn/P64I1m2ZUu2RsWa9/M897l3bjn3nJE0euecc89p8Ydo6Q4TDBsEowahSIxQ1CAYX0cMjY7XsvXWtsViGiNeC6f71cL11shFDE0oGiMUMQjG172v//7lc8lIHdlZHCTwGmtaQ8P7UP0coMBTBO7CQ2uXxzzHV2tOJNy01RylummrWRPiygBvifnh5i2Or0vMa90FkJZ70s0z41FPpIfKlko2N29mc9NmPmj5gI5QBwAOi4Py7HLm5cxjRuYMsl3Zh2q2XFmk2lL7PmhCRsisBYvXhLUH2+mOdBOJRYgYEXMdixA2wsR0jJyUHArSCvqWbFc21kS/r+FuePUeeON/zH9eH/4GnPkFsDlo+8MfaLzje2R97nPkf/3f2d3cxZf++B4H2np4/dYLB59PcJy674VqfrJ+J5v/YwXe1EHKEA2ZTYCv/BjCfrPv1Ye/Yf6un+g/kPb9bHniJxTtfZx30qPcmZND0GrlwkkXsnraJSwtXorDOjGm0DE6Owlu3Wo2gVZWEdq5k0htLTp8xJeJvDxsubnmk5zZOdiys7HlZGPNysaSloaORPqW5jY/f3pzLy3t3SyYlMFFcwpIdzlQXfVQ+w7UbkQHe4hFLcQsbmLOfGK2TGIWN9qWhtUbH9Ijw3vY0B7KMfB7rqxWLL3Df3g8g47JNlFprdnZ2MWrO5t5tbqZt/e2EYrGsFsVC0szWTo9h6Uzcog5Pb0AACAASURBVJhf7MUmY7CNWxJ4jYWYAQfegG1Pm3OudR449rmOdFAWczTqXun5kDsLsqdB0GcGZZ214K+D2OFPXaEsZvCVnm8unkLImWnWFuSVn9w/rWMIRoM09TTR1NNEV6QLi7KgUOZamWsLFjSamI71Lb2vj8Uf9vNBywdsbtrMzvadfc1607zTmJ87n7k5c5mXM4/pmdOHPU/fiDKi4K+H7mYItEFPOwTa49ttZj8uXy3Mv8acZNlj9nvq3rCBA5+/ifRzz6XwgQd45I0D3PPcDpw2Cz++agEr55xAR/1x5s09rVz74Jv86vrFXFQ+yLyIvXra4JUfwTsPm7/v9jTzver7wlJgblts5pcWHQNtxNcx2L8BvXMdMRTvOs/kjKu+RlPBXB6sfJjn9j1He6gdt8PNstJlrJ6ymiUFSxIfZI8xHYsRbW4mUlNDpKaGcE0Nkdo6os3NRFtbMFpaiba19T0wMCwKLHawWA0s9hhKgRFzYoQUOjzwUB7HT09h8XjMoM2bYT5w4HRgcbpQTmd824k1IxPH5FIc+ek4M61Ywi3m31dXk5mO1W7+jlhs5pdTi80cGDc93/wd6v3MtI1tAN7aFeIfu1p4rbqF16qbafSZ/QZn5KVz7oxczp2Rw5IpWadcH89kNu4CL6XUKuA+wAo8rLX+4fHOH9eBVywG3U1mUOSrMdeNVbBzrTmAodVp9lcpvwROWwX2VPMfs7/eHJXcX2euY1HInQl5s81g6Vj9J2KG+U+9NwjzN0BXY3zdBF0N5rGelkPXOL3xIGwWZE83pxrJnAyZZUc9Mh6MBjnoP8h+3372+/Zz0H+Qhu4GGnsaaeppwhf2MVJSbCnMz51PRW4FFXkVzMuZd0LTwYyaYCe6oYrYwQ/QrfvRbTXo9lp0Rz3a34w2NLGowohYiEUUsfjaiLnMGoHsecRIJdbTYy7d3URqanCUlmI88BBf//su3jvQwbLyfH5wxVzyPK7B8zSOBSMG87/zHDecU8btF59g02HrbvOLi7/enEKp92/H3wBG+NjXpeVRVXgZn6+cx12fu5gPn5bbdygSi/BW/Vus3buW9QfW0x3pJtuVzSVTL+GamdcMPJPABKVjMWI+H9HWVmI9AZTDgbLbUQ67ubbbUTYbe5q7+dHft/L2nlZm5qVx64oZzC/2oBwOLKmpZjCklDlQa81GqHnbXNe+SyzgxwhbMFQGhnsWuLLB5jQXq8N8gtLmRBvaHHutowPD5zeXrgBGd4hY2EBHY+hojFhUo+OLEdLQ79+YLcXA4Y7iyNDY0zT2lCj2lDC2lCj2FAN1rNg6JctsTShaCMWnQ9Ei87N4hOblDEdjbNrfzmvVzbxW3UJlXSdaQ0aqnXOm5/DhGbksnZFDUUbKiNxfjLxxFXgppazATmA5UAO8A3xCa731WNeMq8Ar0G52NN32FDRVxYOmI55Scnlhxkoz2Jp20bA675607hZo2naoybJpOzRvg0A7EeCg3cYBm539qW4OpHrY73Sx3wKNET+63ydZliuLwrRC8lLzyEvNIz81v2/b4/AcVrPVf7u3Fqz/olDmY2MDcFqclHnLsFnG0Te6QAd0HoTmHcQOvk9wyyYC2/cSqO0h0OogGjixGhLldGJJSzu0pKYeWmdksK5iJXdt6iDVYeW7H53DRxdMgLGi4q7+xRuEjBhP3HxOYhKMxSDYYX4RURazRldZ+hbD6uKi/36NdJeNp/516THfx2A0yGu1r/HMnmd4+eDLxHSMpcVL+cSsT3BO8TlYlDTl9NJas7ayge8/vZW6ziBXLirm1lWzjv/FIGZAy06oecdcat81vzhGAmazuz5GbZgj3ayZcrrNxeY8VGPVrwYrZk0nEnQT6rIRbjMIN/oJ1TUTPlBDrN9DCAAohTU7C1t2Jrb0FKxpdqypCpsjhtUewqY6cUR34bC3mwGaLQUKF0DxIvOLa9Y0swUiPf+EWxB6mw837G7hH9UtvLGnlZ6wgc2iWFSaybkzcjj3tFzmFXuxjtawC5Gg+fnWvh869plf2I1wvxrk2KGaZKvDnKvUkR7/2aSbr50ec3aH9AKzsmCCfF4lwngLvM4GvqO1Xhl/fRuA1vquY10z0oHXjk3r6fL7iDnc6AFGFreE/Tjr38ZV+waOpvchFsVIzSWSPQsjJYdYai5GSjaxlByM1GxiDjfHjDBGQUxH8YU76Qi30RlqpyPcQWeojc5wB8099bQGm4n1C67SsVAUiVASCVFkaPLTS8nKP4uMyStxuQeYz24UWYLtqMjQOskPhYpFUJEAKtKNJWquVTSACvpQzbWolnp0WzO6s4NYdwQjZCHYaSPUYQdt/kytOW6sp01Hlc9He/PA7oR47QB2O9hsdFkctCsHbdhpjtlojFppCmq6ggMPJVDbEWBnYxcr5+Tzvcvnkuc+tWu5jnTPuh38/JXdbPn2ilF5MvOpLXV88Y/v8fNPLWL1vAGGsRhAY3cjj1c/zuM7H6cl0MIk9ySumXkNl0+/fHzWvI6RnnCU/3lxFw+9tgeAi+cVct3ZZSwqzTixLwpagxGBSI8ZiMWihwKtBDT7xrq7iTQ2EqmvJ9rQQKS+gUhDPUZzC9GOdoy2doy2tqOnn7JasOdm4My240jpwWFtwJkewOGJYHNqM/DImmoGYVnTzFaE3u148KG15kBbDxt2t/L6rhbe3NNKS5dZQzs5O5Xz4s2HZ0/Lxn2yfTe1NoPXkN/sphL0oYOd9ARa8PW0EA11xd/b7kPvcbjL7P7gqzVbavpRFhtubLjjX5rNLzNWc21EzT6Xx+kugsUeb7rNM5txvZMga4r5XmVOQbuLMbqDx53HdbTYi4pGvA/heAu8Pg6s0lr/v/jrzwBnaq3/9VjXjHTg9cRH5nHa7gT0cxATimGx0ON0Up+ezXuZM9iaNYUdmaV0nkQNZrrTRk66A7fLPuCXQrvVwvUfKuPS+YUTpparv9eqm/nMr97mt59bwnn9mv1Ggtaa1fe9RsSI8fxXP3zCAzdGjAgvHHiBR7c/yrtN72JVVqZmTKU8q9xcssuZlTWLNHvaCJXg1LC/tZvfbNjH4xtr8IeizCnycP3ZZXy0omhcTuB+LLFQCKOjwxwWZN8+Qnv3Et6zl/DevYT37z9snDarJxVnbgqOjBjOFD9OezMOTwiby+zXFrK5qbeVsCOcy+5wBg06k6Arn8JJU5k+bToLZ8+kJNtzKOiMBg8tkYA5xlyo0wymgr54UOVH+1uINtQRaW6mp6Wdg51dNHVH6Q4rglZF0KIIWM0laoWoBbpdis406EiDzjRz25cCepC/B4uy4HF48Dq95uLwkunKJNuVTbbDQ5YtleyohayOMN7OHtLa29AtTRhtTRhtbeY0Xf5uDH8AIxTDCFkwwhZikfFTezzj9X9gy84e0XuMt8DrKmDlEYHXEq31F4847ybgJoDS0tLT9+/fP2J5evpn3yBwsBqLEcKqI1iMEJZYGGssjIoZBFLy6E4tIew4NcatUUrhtKThsqbhsqRht7hO+JtoSrCRjM4qMjsqSQ00oJUVn2cGLZkL6fCWoxPQwd0W8eHp2oe7aw/pXftICTbR22Ej5MiiO62E7tQSotbE/YPTFguGxUnM4sSwOuJrJ4bVRcSbS9TtxfB4ibq9aNfJ96/wptjJcTvJTnOQ63aeUv+IRkJ3KMr87z7HFz48lX9fOWtE77V+WyM3rtnIPVct4OOnD6/GdkfbDtbtW8e2tm1sa91Ga7AVAIVismcyZxaeybLJy1icv3h8NZOPou5QlL++V8tv39jHzsYuvCl2PraohHNn5LBocuaIj5c0krRhEKmvJ7x7N6Hdewjt2U149x5Cu3cT8x3q7xqy2enypKA9FtIzwuR7/XisPiwYYNHx1nBtTotldUAkZA40GgMdU2brnqGIBqxEAhaiAWvfdqTHSix09OdH2AqBVAtWrbBqsJq3wmJolKFRA/x/10phuFOJeVIx0lMwPGnE3KkY7hSMNBfhSJBQqIdIKEAkFMAIBTHCISzdAVJ8YTzdMbw9kHKM7pVaQTjVgZHuMu+T7iTmsqJdoB1RlC2EUiFiaLSOoeNdU4h3UzG0xiCGoWMY6PhrTRQwFBhKYaAwFESVwsDsp2ieBWZKoAdqceqrwbPwua//HxmFwxuqZjDjLfAad02NYhCNVbDlUXMcH3+92a4/+zKYc7nZETUlc/A0tDY7Rx98C/a9Bvv+Yfb9AHC4ofRMKDnjUMfWtJH9NiJG3+U/fR2bRfH4P39oRO9z9S/eoLYjwMv/fj72BD9u39zT3BeEVbZW8lb9WwSiAbxOLxdMuoDlk5dzVuFZE2aYihOhteatvW389o19PFfVSDSmUQpm5rtZXJbJGWVZLC7LovgU7TDeFYryyo5mXtjWyIvbGrF0tFHW1cQZFh9zI60U+xpJqz+Ibmsd9r1inlS6vA4a0wwOuLppTYcOjwVP8RQmTV3ArNPOZv70pXicngGv11oT8/uJtrRitLYQbW0zn2RtNZ9kNTo7D00i39FBrKPzUBOgzXboIYv4Yk1Pw5qdjc70EvamEvA46Eqz0p4So9UZpskWoM7qp1Z10BRsoS3Ydlhf4eFQKOwWOw6rwxz42nr4ANg2i83sU6w1FjRKx7DEYigdM5uv+xajb/uBK/+GN31oXRBOOt/jLPCyYXauvwioxexc/0mtddWxrpHAa5yIGebo4u//CbY+afYdALOPQ2/AVHy6+fRkxwFzoMX+S6DNPN+RDqVnw5RzoWwpFCwYsaeHxPhx19pt/Pofe3n/2ytJcYxMDeDWOh8X3/8at188i5vOG/nJxAPRABtqN/D8ged55eArdEW6SLOncVbhWUzPmM5U71SmZUxjsmcyLtvE6rd3PD3hKJsPdrBxXzvv7Gvj3f3tdMeHlchMtTM9L53pee74Op0ZeekUek+wZn6ExWKanU1+3t7bxvptTbyxu5WwESMj1c6Fs/JYMTufpTNyj+qzaHR0EN6/n1goBNEo2jDQ0SgYBjpqABpls4HVirLZ6DIC7O8+yK6e/bwTrmZDeDsBSxSbsjEvdx5nFp7J4vzFzM+dT4pt5IJWHY2CxZKQOUGNmEHICPWNldh/3MRoLHrUg1cWzOGIjgys7Bb7KTvMy7gKvACUUhcDP8EcTuLXWus7j3e+BF7jULg7/pTSJvNJpZqN5lAWR7I6IX+2ORVMwXzzCaHCCgm0ktArO5u5/tdv88gNZ3DBrLwRucetf36fv22u5c3bLhrxkamPFDbCvFn/Ji/sf4FNjZuo6arpG7tOoShxlzDNO40FeQs4o+AMZmfPHt9j0iVQ1IixvcHPxn1t7Gj0s6upi+qmLjp6Dj1s4rJbKPKmUJjhMqet8boozEih0Gu+LvC48KTYRiw4C0YM3q/p5J19bWzc18am/e34gmbf38nZqSwvz2f57HxOn5x5UgOXaq1pDbZS3V5NVWsVW1u3srV1K7VdtYD5O1KeXc6ZBWeypHAJi/IWkWpPTWgZxegZd4HXiZLA6xThqzMDsebtkFEGBfPM2jAJsgQQihosuuN5LltYzA+umJfw9Dt6wpx113ouryjmhx+bn/D0T1TICLHft589HXvY07mH3R27qe6oZm/nXgBSbakszF/IGflncEbBGZRnlydNIAbxQKQ73BeE7Wvppr4zQF1HkPrOAE3+0FETLrvsFvI9LvI9Lgo8LvI9TvLcLvI8TnLTneba7cLjOn6AFowYbKv3UVnnY2tdJ5W1PnY0+AkbZqA8Iy+dxWVZLJ6cyeKyTEqzUgcN+EJGiJZAC809zTQHmqnrqqPGX0NtVy21XbXUddUdNs3ZJPckZmfPNqcjy55DeXY5bof75N9QMa4cK/CS/4YisTxF5lJ+6VjnRIxDTpuVD8/MZf22RmKXzT3hpw0H89jGgwQjMa47uyyh6Z4sp9XJaZmncVrmaYftbw20sqlxE283vM3Gho38pPYngDkd1rSMaczKmsXMrJnMzJzJzKyZE/afsVKKnHQnOelOzpp6dJ/OiBGj0RekvjNIQ2eQRp+5bvCZ2+8dbKfRFyIcPXqIA4fNQprDSqrDhstuIdVhI8VuTgzd0Blgd3N33wTNGal25hZ5+ezSMs6YnMXpkzPJTDu8tjRshGnobqCuu476rnrquuuo66qjsaeRlp4WmgPNAw4unW5Ppzi9mCneKSwtXtq3PTt7tgxRkqSkxksIMar+8m4N//bYFp64+RwWTMpIWLpGTHP+PS9R6EnhsS+cWpNftwRa2NS4iaqWKra3bWdH+w7agm19x/NT88lwZpDuSCfdnn5obU/HYXWYU3VhOWzaLuCwfjW9/WyiOkqmM5PC9EKK0oooTC+kMK1wRPsODUUgGqAr3HVUn6BwLEzYCBOIBuiJ9tATMZfuSDc90R6C0SDd4RD+UJCucIjucIieSIhgNEIsZo6zG9MKI75txMBhU6S5NKlOcNrBYjEIG2GiOooRMzC0QTQWJRqL9m13hjoP6yyuUOSl5lGQVkBuSi45KTnkpOSQm2pu56bkUpRehMfhGVf91sTokRovIcS4cMHMPCwKXtjWmNDA6+UdTRxsC3DrqpF9RHwk5KTksLJsJSvLVgJmE1xLoKUvCNvTsQd/2E9XpIvGnkZ2d+ymO9KNP+IneuS8rQNwWBx9HZYtykJnqLNvLtRevTNUFKUXHbYuTi+mIK0At8M9pFH8tdb0RHvwhXy0hdroCHbQFmyjPdhOR6iD9lA7HcEOOsOddIQ66Ax20hnuJGSEBk37SHaLHZfV1Ve23qfeHE47qSk2NNp8uk/HiBFDa42hDazK2teJ22FxYLc48Tq92JT5hJzVYsWmzLVVWbFZbGS7svuC1aL0IvLT8pOqWVgkjgReQohRlZnmYHFZFs9vbeSWFTMTlu5vNuyjwONixZwhTsI9jimlyE3NJTc1l3NLzj3uuVrrvqm6tNbEiPVtO6wOrMp6VI1LNBaluae5r7msvru+b13dXs2rNa8eFQgpFGn2NNLsabgdbtLsaaQ70onFYvjDfnxhH76wD3/Yf1RQ18umbHid5mCcXqeXSemTzPlYHeZAnW6H+4iA6NATbim2FNLsaaTaUkm1p5JqS8VulcBHnHok8BJCjLoVs/P5/jPbONjWw6Ss4T+1tbu5i9eqW7hl+WkJH7drvFNK9c2LOlQ2i81sYkwv5PT80486rrWmLdhGfXc9tV21NHQ30BXpoivcddi6M9iJRVnwurxM8kzC4/D0LW6Hm0xXJlmuLDJdmWQ4M6TZTQgk8BJCjIGLys3Aa/22Rm44Z8qw0/vdG/txWC1cu6Q0AbkTSimyU7LJTslmbs7csc6OEBNKcn01FEKMC1Ny0piel87z2xqHnVZXKMrjm2r4yPxCct1HT3AvhBDjiQReQogxsaw8n7f2tNEZiAx+8nH85d0aukJRrjt7coJyJoQQI0cCLyHEmFg+O49oTPPKzuaTTkNrzZoN+1hQ4mVh6RDmCxVCiDEmgZcQYkxUTMokJ93BC1tPvrlxw+5Wdjd3j5sBU4UQYjASeAkhxoTVorhwVh4v7WgiYhw98vhQ/GbDPrLTHHxkfmGCcyeEECNDAi8hxJhZVp6PPxjl7b1tg598hJ2NftZva+TaJZNw2a0jkDshhEg8CbyEEGNm6YwcnDYLz59gc6PWmm/9rRJPip0bl04dodwJIUTiSeAlhBgzqQ4bS6fn8MK2Rk5k3ti/ba7l7b1tfH3lLLKOmMxYCCHGMwm8hBBjatnsfGraA+xo9A/p/M5AhDuf2caCSRlce8akEc6dEEIklgReQogxdVF5HsCQn26897kdtHWH+f5lc7FYZPoZIcSpRQIvIcSYynO7qJiUwfPbmgY9t7K2k9+9uZ9PnzWZeSXeUcidEEIk1rACL6XUVUqpKqVUTCm1+IhjtymldimldiilVvbbf7pS6oP4sfuVzJgqRNJbPjufLQc7aPQFj3lOLGZ2qM9Kc3DLipmjmDshhEic4dZ4VQJXAq/236mUmg1cC8wBVgE/U0r1Pu/9c+AmYEZ8WTXMPAghTnHLyvMB+PXre485ptefNh5k88EObltdjjfFPprZE0KIhBlW4KW13qa13jHAocuAR7XWIa31XmAXsEQpVQh4tNZvaPMRpt8Clw8nD0KIU99p+emcd1ouv3xlD+f/+GV+9+Z+ghGj73hbd5gfPbudJWVZXLmoeAxzKoQQwzNSfbyKgYP9XtfE9xXHt4/cL4RIYkop1nz2DB654QzyPE7+42+VnHf3Szz82h56wlHufnY7/mCU710+F+mdIIQ4ldkGO0Ep9QJQMMChb2qtnzjWZQPs08fZf6x734TZLElpaekgORVCnMqUUlwwK4/zZ+byxu5WHnhxF99/Zhs/fWkX7T0RPn/uFGYWuMc6m0IIMSyDBl5a62UnkW4N0H+AnRKgLr6/ZID9x7r3g8CDAIsXLx766IpCiFOWUooPTc/hQ9Nz2Livjf95aRcNnUG+vOy0sc6aEEIM26CB10l6EviDUupeoAizE/3bWmtDKeVXSp0FvAVcBzwwQnkQQpziFpdl8ZvPLhnrbAghRMIMdziJK5RSNcDZwDNKqXUAWusq4DFgK/AscLPWuren7D8DD2N2uN8NrB1OHoQQQgghThXqROZHG0uLFy/WGzduHOtsCCGEEEIMSim1SWu9+Mj9MnK9EEIIIcQokcBLCCGEEGKUSOAlhBBCCDFKTpk+XkqpZmD/CN8mB2gZ4XuMZ1L+5C4/yHsg5ZfyJ3P5Qd6DRJZ/stY698idp0zgNRqUUhsH6giXLKT8yV1+kPdAyi/lT+byg7wHo1F+aWoUQgghhBglEngJIYQQQowSCbwO9+BYZ2CMSflFsr8HUv7kluzlB3kPRrz80sdLCCGEEGKUSI2XEEIIIcQokcBLCCGEEGKUSOAVp5RapZTaoZTapZS6dazzM9KUUr9WSjUppSr77ctSSj2vlKqOrzPHMo8jSSk1SSn1klJqm1KqSin15fj+pHgPlFIupdTbSqkt8fJ/N74/KcrfSyllVUq9p5R6Ov462cq/Tyn1gVJqs1JqY3xf0rwHSqkMpdTjSqnt8c+Cs5Ol/EqpmfGfe+/iU0p9JVnKD6CU+mr8869SKfXH+OfiiJdfAi/MD1/gp8BqYDbwCaXU7LHN1Yj7DbDqiH23Auu11jOA9fHXE1UUuEVrXQ6cBdwc/5kny3sQAi7UWi8AKoBVSqmzSJ7y9/oysK3f62QrP8AFWuuKfmMXJdN7cB/wrNZ6FrAA83chKcqvtd4R/7lXAKcDPcBfSZLyK6WKgS8Bi7XWcwErcC2jUH4JvExLgF1a6z1a6zDwKHDZGOdpRGmtXwXajth9GbAmvr0GuHxUMzWKtNb1Wut349t+zA/cYpLkPdCmrvhLe3zRJEn5AZRSJcBHgIf77U6a8h9HUrwHSikPcB7wKwCtdVhr3UGSlP8IFwG7tdb7Sa7y24AUpZQNSAXqGIXyS+BlKgYO9ntdE9+XbPK11vVgBiZA3hjnZ1QopcqAhcBbJNF7EG9m2ww0Ac9rrZOq/MBPgK8DsX77kqn8YAbbzymlNimlborvS5b3YCrQDDwSb25+WCmVRvKUv79rgT/Gt5Oi/FrrWuAe4ABQD3RqrZ9jFMovgZdJDbBPxtlIAkqpdODPwFe01r6xzs9o0lob8WaGEmCJUmruWOdptCilLgGatNabxjovY+wcrfUizG4WNyulzhvrDI0iG7AI+LnWeiHQzQRtVjsepZQD+Cjwf2Odl9EU77t1GTAFKALSlFKfHo17S+BlqgEm9XtdglnlmGwalVKFAPF10xjnZ0QppeyYQdfvtdZ/ie9OqvcAIN688jJmn79kKf85wEeVUvswuxZcqJT6X5Kn/ABorevi6ybM/j1LSJ73oAaoidf0AjyOGYglS/l7rQbe1Vo3xl8nS/mXAXu11s1a6wjwF+BDjEL5JfAyvQPMUEpNiUf/1wJPjnGexsKTwPXx7euBJ8YwLyNKKaUw+3Zs01rf2+9QUrwHSqlcpVRGfDsF80NoO0lSfq31bVrrEq11Gebf+4ta60+TJOUHUEqlKaXcvdvACqCSJHkPtNYNwEGl1Mz4rouArSRJ+fv5BIeaGSF5yn8AOEsplRr/f3ARZl/fES+/jFwfp5S6GLPPhxX4tdb6zjHO0ohSSv0ROB/IARqBbwN/Ax4DSjF/Ka/SWh/ZAX9CUEotBV4DPuBQH5/bMft5Tfj3QCk1H7PjqBXzC9hjWus7lFLZJEH5+1NKnQ98TWt9STKVXyk1FbOWC8xmtz9ore9MsvegAvPhCgewB/gs8b8HkqP8qZj9m6dqrTvj+5Lp5/9d4BrMp9zfA/4fkM4Il18CLyGEEEKIUSJNjUKICS8+UGhAKdWllGpUSj2ilEpXSt2tlDoYHzxyv1Lqm2OdVyHExCaBlxAiWVyqtU7H7EB9BvAtzH5+s7TWHsyOtZ9USl05hnkUQkxwtrHOgBBCjCatda1Sai0wV2u944jDMWD6GGRLCJEkpMZLCJFUlFKTgIsxO9OilLpVKdWFObxAGvCHMcyeEGKCk871QogJLz5eVw7m00udwDOYc3UG4scV5pyVlwP3xKeREkKIhJMaLyFEsrhca52htZ6stf6X3qAL+uaufA8IAN8duywKISY6CbyEEOIQGzBtrDMhhJi4JPASQiQlpZRFKfVPSqlMZVoC3AysH+u8CSEmLgm8hBDJ7ApgN+AH/hd4IL4IIcSIkM71QgghhBCjRGq8hBBCCCFGiQReQgghhBCjRAIvIYQQQohRIoGXEEIIIcQoOWXmaszJydFlZWVjnQ0hhBBCiEFt2rSpRWude+T+hAVeSikrsBGo1VpfopTKAv4ElAH7gKu11u3xc28DbgQM4Eta63WDpV9WVsbGjRsTlV0hhBBCiBGjlNo/0P5ENjV+GdjW7/WtwHqt9QzMAQlvjWdkNnAtWr5zuAAAIABJREFUMAdYBfwsHrQJIYQQQkxoCQm8lFIlwEeAh/vtvgxYE99egzn5bO/+R7XWIa31XmAXsCQR+RBCCCGEGM8SVeP1E+DrQKzfvnytdT1AfJ0X318MHOx3Xk18nxBCCCHEhDbsPl5KqUuAJq31JqXU+UO5ZIB9Aw6fr5S6CbgJoLS09KTzKIQQQohTSyQSoaamhmAwONZZOS6Xy0VJSQl2u31I5yeic/05wEeVUhcDLsCjlPpfoFEpVai1rldKFQJN8fNrgEn9ri8B6gZKWGv9IPAgwOLFi2VuIyFGUKCyCueM6ViczrHOihBCUFNTg9vtpqysDKUGqrMZe1prWltbqampYcqUKUO6ZthNjVrr27TWJVrrMsxO8y9qrT8NPAlcHz/teuCJ+PaTwLVKKadSagowA3h7uPkQQpy8aFsb+665hpZf/GKssyKEEAAEg0Gys7PHbdAFoJQiOzv7hGrlRnIA1R8Cy5VS1cDy+Gu01lXAY8BW4FngZq21MYL5EEIMIlhZCYaB/+9r0Voql4UQ48N4Drp6nWgeEzqAqtb6ZeDl+HYrcNExzrsTuDOR9xZCnLxAZSUA4f37Ce3YgWvWrDHOkRBCTEwyZZAQgmDVVmx5eWC14lv77FhnRwghxgWr1UpFRQVz587l0ksvpaOjY9hpSuAlhCBYWUnqmWeSduYS/M8+K82NQggBpKSksHnzZiorK8nKyuKnP/3psNOUwEuIJBdtbiba2IhrzmzcK1eZzY3bt491toQQYlw5++yzqa2tHXY6p8wk2UKIkRGoqgIgZe5cHFOn0nDHHfieXYervHyMcyaEEKbvPlXF1jpfQtOcXeTh25fOGdK5hmGwfv16brzxxmHfV2q8hEhywaoqUApXeTm2rCzSzlyC71l5ulEIIQKBABUVFWRnZ9PW1sby5cuHnabUeAmR5IKVVTimTsWSlgaAe9UqGv7z24S2b5daLyHEuDDUmqlE6+3j1dnZySWXXMJPf/pTvvSlLw0rTanxEiLJBauqcM2Z3ffavXy5PN0ohBD9eL1e7r//fu655x4ikciw0pLAS4gkFmlqItrURMqcQ98mbZmZpJ15Jr518nSjEEL0WrhwIQsWLODRRx8dVjoSeAmRxILxjvWuuXMP2+9etZLI/gOEtm0bi2wJIcS40NXVddjrp556is985jPDSlMCLyGSWLAy3rH+iJHq+5obn103RjkTQoiJSQIvIZJYsKoKx7RDHet79TU3ymCqQgiRUBJ4CZHEglVVh/Xv6s+9ehWRA9LcKIQQiSSBlxBJKtLYRLS5GdecuQMedy9bJk83CiFEgkngJUSSOtSxfuAaL1tmJmlnnYVv3TppbhRCiASRwEuIJBWsrASL5aiO9f25V60kcuAAwa1bRzFnQggxcUngJUSSClZV4Zw2FUtq6jHP6W1u9MvTjUKIJGS1WqmoqGDBggUsWrSIDRs2DDtNCbyESEJaawJVVYf179qwuwV/8PARmW2ZmaSdfTa+Z55BG8ZoZ1MIIcZU75RBW7Zs4a677uK2224bdpoSeAmRhKJNTRgtLbjiTzTubu7ikw+9xSOv7zvq3IyrriJSV4d//fpRzqUQQowfPp+PzMzMYacjk2QLkYSClZUAfYHX01vqAdh8sOOoc93LLsJeUkLbb9bgWbFi9DIphBC91t4KDR8kNs2CebD6h8c9JRAIUFFRQTAYpL6+nhdffHHYt5UaLyGSULCqyuxYXz4LrTVPbqkF4P2ajqOeYFRWK1nXfYbAu+8S2LJlLLIrhBBjorepcfv27Tz77LNcd911w37KW2q8hEhCgcpKnNOmYUlJYVu9j93N3cwqcLO9wU9dZ5DijJTDzvde+TGa73+AtjVrKL733jHKtRAiaQ1SMzUazj77bFpaWmhubiYvL++k05EaLyGSjNaaYNXWvomxn9pSh9Wi+PqqmQC8P0BzozU9jYyrr8a37jkidXWjml8hhBgPtm/fjmEYZGdnDysdCbyESDLRhgaM1lZcc+agtebp9+v50LRszpmeg92q2FLTOeB1WZ/+FABt//v70cyuEEKMmd4+XhUVFVxzzTWsWbMGq9U6rDSH3dSolHIBrwLOeHqPa62/rZTKAv4ElAH7gKu11u3xa24DbgQM4EtaaxkkSIhR0jtifcrcObxf08mBth7+9cLpOG1WZhV4eL/m6BovAHtREZ6VK+h47DFy/uVfsKanDXieEEJMFMYIDKOTiBqvEHCh1noBUAGsUkqdBdwKrNdazwDWx1+jlJoNXAvMAVYBP1NKDS98FEIMWaCyEqxWnLNm8dSWOuxWxcrZBQDML/HyQU0nsdjAnUezbriBWFcXnX/582hmWQghJoxhB17a1BV/aY8vGrgMWBPfvwa4PL59GfCo1jqktd4L7AKWDDcfQoihCVZtxTl9OjicPP1+PR8+LRdvqh0wAy9/KMre1u4Br02ZP5+URYtoW/NbGVBVCCFOQkL6eCmlrEqpzUAT8LzW+i0gX2tdDxBf9z4CUAwc7Hd5TXyfEGKEaa0JVlbimjOHjfvbafAFuXRBUd/x+SUZAMdsbgTIuuF6IrW1+F+QAVWFEOJEJSTw0lobWusKoARYopSae5zT1UBJDHiiUjcppTYqpTY2NzcnIqtCJLVofT1GezuuuXN4aksdLruFZeX5fcdn5KXjslvYcnDgDvYA7oviA6quWXPMc4QQQgwsoU81aq07gJcx+241KqUKAeLrpvhpNcCkfpeVAAM+n661flBrvVhrvTg3NzeRWRUiKQXiI9Y7ymeztrKei2blk+Y89IyNzWphbpH3uDVe5oCq18mAqkIIcRKGHXgppXKVUhnx7RRgGbAdeBK4Pn7a9cAT8e0ngWuVUk6l1BRgBvD2cPMhhBhccNs2sFjYbM+lpSvMpQsKjzpnfkkGVXU+IkbsmOl4r7wSi9sttV5CCHGCElHjVQi8pJR6H3gHs4/X08APgeVKqWpgefw1Wusq4DFgK/AscLPWWnrpCjEKQtXVOMrKeGp7K2kOK+fPPHr05QWTvISiMaobuwZIwWRNTyPjqqtkQFUhxITW0NDAtddey7Rp05g9ezYXX3wxO3fuHFaaiXiq8X2t9UKt9Xyt9Vyt9R3x/a1a64u01jPi67Z+19yptZ6mtZ6ptV473DwIIYYmVF2Nfdo01lbWs2JOAS770SO5DKWDPUDmJz8JhkHnM8+MSF6FEGIsaa254oorOP/889m9ezdbt27lBz/4AY2NjcNKV0auFyJJxIJBIgcO0pBVhC8YHbCZEaAsOxWPy3bMEex7OUqKcc2bh/+550ciu0IIMaZeeukl7HY7X/jCF/r2VVRUcO655w4rXZkkW4gkEdq9G7TmTZ2JN8XO0ukDP7CilGJ+ScagNV4AnpUraLrnv4jU1mIvllFhhBAj40dv/4jtbdsTmuasrFl8Y8k3jnm8srKS008/PaH3BKnxEiJphKqrAXjK52L13AIctmP/+c8v8bKjwU8wcvzul+4VKwDwSa2XEEIMidR4CZEkQtXVaJud3Y5MvtNv0NSBzC/JIBrTbK33sag085jnOUpLcZaX43/uObI/e0OCcyyEEKbj1UyNlDlz5vD4448nPF2p8RIiSYSqq+nILSLF5eDMKVnHPXfBJC8A7x8cQnPjiuUE3nuPyDA7nAohxHhy4YUXEgqFeOihh/r2vfPOO7zyyivDSlcCLyGSRKh6F/s9hcwp8mKzHv9Pv8DjItft5P1BOtgDuFeuBMD//AsJyacQQowHSin++te/8vzzzzNt2jTmzJnDd77zHYqKjt9iMBhpahQiCRh+P9H6ej7IWcScYs+g5yulWFDiZcsQOtg7p07FMX0a/nXryPr0pxKRXSGEGBeKiop47LHHEpqm1HgJkQRC1bsA2JWWz7xi75CumV+SwZ6WbvzByKDnelaspGfTJqItLcPKpxBCTHQSeAmRBHqfaNznLmDukAMvL1rDB7VDaW5cAbEY/hfWDyufQggx0UngJUQSCFVXE3G68HuzmJqTNqRrDo1gP3jg5TztNByTJ+N/bt2w8imEEBOdBF5CJIFQdTUNmUWUF2UM2rG+V1aag5LMlCENpKqUwr1yJd1vvU20vX242RVCiAlLAi8hkkBo1y52puQOuZmx14KSDLYcHLzGC+KDqRoGXS++eDJZFEKIpCCBlxATXLS1FaO1lV1p+ScceM0v8VLbEaC1KzToua45s7EXF+N77rmTzaoQQkx4EngJMcH1PtG431PA3KITDbyG3s9LKYV7xQq6N7yB4fOdeEaFEGKcsVqtVFRUMHfuXK666ip6enqGnaYEXkJMcL1PNNZlFjEjP/3YJ7buhujhNVvzSrwoxZDG8wJz0mwiEbpefvlksyuEEONGSkoKmzdvprKyEofDwS9+8YthpymBlxATXKi6mh5XGgVlRdgH6livNbz2X/DAIvj5ObD/jb5D6U4b03LTh1TjBeCaPx9bfj6+ddLcKISYWM4991x27do17HRk5HohJrhQdbU5fle82fAw0TA89WXY8gc4bTU0VcEjq+CMz8Oyb4PTzYKSDF7e0YTWGqXUce+lLBbcK1bQ8ac/YXR1Y00f2tAVQghxPA0/+AGhbdsTmqazfBYFt98+pHOj0Shr165l1apVw76v1HgJMYFprQns3Mnu9AE61ne3wu8uN4Ou82+DT/wR/vkNOOtf4J2H4adnwc7nqCjNoLU7TE17YEj39KxYjg6H6X51eBPJCiHEWAsEAlRUVLB48WJKS0u58cYbh52m1HgJMYFFGxqgu5v9ngJW9+9Y37wT/nA1+OrgY7+CeR839zvTYdVdMOcKePKL8IeruHT6FdzLSt472MGkrNRB75myaBHWnBx8z67Dc/HFI1QyIUQyGWrNVKL19vFKJKnxEmIC6+1YX5NRyGkF8Y71e16GXy2DkB9uePpQ0NXfpCXwT6/Ch7+Bd89T/Nl5B1v2Nw/pnspqxbNiOV2vvkqsuztBJRFCiIlBAi8hJrDewMs+bTpOmxV2rIXfXQnuIvj8i2aAdSw2J1xwO+rjjzBV1ZFR/Zch39e9ahU6GMQvTzcKIcRhJPASYgIL7qymLcXL9GlFEO6BZ74GeeVw4zrInDy0RMovpSH1ND7q+yOh8OADqQKknn46ttxcfGvXDiP3Qggxtrq6uhKepgReQkxgXTt2stedz5xiL2y4H3w1sPpucJ3AQKpKUbvgy0xWjTS+9tuhXWK14l61iu5XX8MYgQ8uIYQ4VQ078FJKTVJKvaSU2qaUqlJKfTm+P0sp9bxSqjq+zux3zW1KqV1KqR1KqZXDzYMQ4mjaMIju2cM+dwGLvN3wj5+YnebLzjnhtIrOvJKq2GQyNt4HRnRI13hWr0KHwzJ3oxBC9JOIGq8ocIvWuhw4C7hZKTUbuBVYr7WeAayPvyZ+7FpgDrAK+JlSypqAfAgh+onU1GAJh6jxFjCr8h5Aw/I7TiqtwoxU1jiuxRM4CB/835CuSamowFZQgG/tsyd1TyGE0FqPdRYGdaJ5HHbgpbWu11q/G9/2A9uAYuAyYE38tDXA5fHty4BHtdYhrfVeYBdwnB6+QoiT0duxvqwErFV/hnO+DBmlJ52er3QF1aoMXr17SLVeymLBs2oVXf/4h8zdKIQ4YS6Xi9bW1nEdfGmtaW1txeVyDfmahI7jpZQqAxYCbwH5Wuv6eMbqlVJ58dOKgTf7XVYT3yeESKDgTjPw+pT7GUgrNgOvYVg4OZN7tl/BL9v+GyofhwXXDnqNZ/Uq2n7zG/zrXyTjissHPV8IIXqVlJRQU1NDc/PQhrIZKy6Xi5KSkiGfn7DASymVDvwZ+IrW2necqUUGOjBgOKuUugm4CaC09OS/qQuRjDq3bsefmkq5UQ3LHgbH8KbvWViayQ9jp+P3zsT96o9h7sfBevyPENf8+diLivCt/bsEXkKIE2K325kyZcpYZyPhEvJUo1LKjhl0/V5r3TvYT6NSqjB+vBBoiu+vASb1u7wEqBsoXa31g1rrxVrrxbm5uYnIqhBJo2f7drIzfHTlnT7wIKknaF6xF4vFyov5n4XWXVD550GvUUrhXr2K7g1vEG1vH3YehBDiVJeIpxoV8Ctgm9b63n6HngSuj29fDzzRb/+1SimnUmoKMAN4e7j5EEIcosNhbHUHcXsD2D7yIxhkcuuhSHFYmVXg5vHuCsibA6/+GGLGoNd5Vl8M0Shd69cPOw9CCHGqS0SN1znAZ4ALlVKb48vFwA+B5UqpamB5/DVa6yrgMWAr8Cxws9Z68E9vIcSQhba8hopptmfPxDX5jISlWzEpg801PmLnfR1aq6Fy8NHsXXNmYy8txfd3GUxVCCES8VTjP7TWSms9X2tdEV/+rrVu1VpfpLWeEV+39bvmTq31NK31TK21fBoLkWChv94NwMbZ1w9y5olZWJqJPxRld84FkDcbXvnRoLVeSik8q1bR/dZbRNvajnuuEEJMdDJyvRATze6XCG2vIqYgY+FZCU26YlIGAO8d9MGHe2u9Bu/r5bl4NRgG/ueeT2h+hBDiVCOBlxATScyAdd8k0O2mNj2POZOzE5r81Jw0PC4b7x3sgPLLIH8uvHwXGJHjXuecORNHWZnM3SiESHoSeAkxkbz7W2iqotPvZZ+7gNlFnoQmb7EoKkozee9AO1gscME3oW0PbP7Dca9TSuG5eDU977xDdJyPySOEECNJAi8hJopgJ7z4fXTJ2Vg6uujJLcTtsif8NhWTMtjZ6Kc7FIWZq6H4dHjlboiGjnudZ/VqiMXwPfdcwvMkhBCnCgm8hJgoXvsv6GkluvhrWGMGzpKhTQihtWZL8xbuf/d+9nTuGfT8haUZxDS8X9NpDlNx4bfAVwObfnPc65wzZuCYPg2/zN0ohEhiEngJMRG07YU3fw4Vn6Q75AXAPfn4sz3sbN/Jfe/ex+q/rObTf/80D33wEP/ywr/QFjz+k4cVJWYH+80HO8wdUy+AyUvh1Xsg3HPcaz2rV9OzaROhvXuHWDAhhJhYJPASYiJ44dtgscOF/0HDDjOoyZp2dODVGerkwfcf5IonruBjT36MRyofYbJnMt8753s8tOIhmnua+beX/43IcTrLZ6Y5mJKTZvbzArPW66L/gO4mePvB42Yz8+qrsaSl0fj9O8f1xLdCCDFSJPAS4lS373XY+gQs/Qp4CmnbewCA4tMOn+Nsd8durn36Wh547wHcDje3n3k7669azy+X/5LLp1/OWYVnccc5d7CpcRM/ePsHxw2MKiZl8N7BjkPnlJ4F05fD6z+BoO+Y19lyc8n90pfofv11/Oukr5cQIvlI4CXEqSwWg3W3g6cEzv5XAIIHa2h3plNWcmgoiVcOvsKn/v4pAtEAv1v9O367+rd8YtYnyE45fLiJj0z9CDfOvZHHdz7OH7f/8Zi3XViaQbM/RF1n8NDOC78JgXZ482fHzXLmJz+Bs7ycxrvuItbdfRKFFkKIU5cEXkKcyt5/FOo3w7LvgCMVAN1QT1t6Ft4UO1prfl35a7744hcpdZfy6CWPUpFXcdwkv7ToS5xfcj53v3M3b9a/OeA5CydlAhxqbgQoWgjll8KG/4GeY/cTUzYbBf/5H0QbG2n+2fGDNCGEmGgk8BLiVBXqghe+C8WLYd7H+3Y7WhvpycwjZIT45j++yX9v+m9WlK1gzeo1FKQVDJqsRVn44Xk/ZIp3Cre8fAsHfAeOOmdWoRunzcLmAx2HH7jgmxDugtfvO+49UhcuxPuxK2lb81tC1dVDK68QQkwAEngJcap66QfQ1QCr7jI7uAM6FsPb2UokL4PPPfs5ntrzFDdX3MyPz/sxKbaUISedZk/j/gvvx6IsfPHFL+IP+w87brdamFfsNUew7y+vHOZdBW/9EvyNx71H3i23YElLo+GO70lHeyFE0pDAS4hT0cG3zb5UZ3weJi3p293V0Iw9FmWbZyPVHdXce/69fGHBF1DxwOxETHJP4t7z7+WA7wBfffmr+MKHd5qvmJRBZW0n4Wjs8AvPvxWMMLzwHThOQGXLyiLvq1+l55138D399AnnTwghTkUSeAlxqokE4YmbwTsJln37sEM123YDcDDdx73n38vyycuHdaszCs7gu+d8l00Nm7jmqWvY3ra979jC0kxC0Rjb6o94ijF7Giz9Kmz5Azz3reMGXxlXfRzXvHk0/uhuDL//mOcJIcREIYGXEKeaV34ILTvho/eB033YoQPbqwDInlzB0uKlCbndR6d9lEdWPUI4FubTf/80T+x6AoAzp2ZhtSierWo4+qILvwVL/gne+B9zjLFjBF/KaqXgP/8To7WV5vsfSEh+hRBiPJPAS4hTSe278Pr9sPAzMO3Cow7vrF4LwA0XfS2ht63Iq+CxSx5jQe4CvvX6t/juG9/FnQLnzcjhb+/VEosdEVgpBat/BItvNDvav/i9YwZfKfPmknHtNbT//vcEt21LaL6FEGK8kcBLiFNFNAxP/Cuk58GK7x91eE/HHmKNO+hy2pg/dWHCb5+dks0vl/+Sz839HI/vfJzr117P+XPt1HcGeXNP69EXKAUX3wOn32DOI/nyXcdMO+8rX8GakUH9t7+DNoyE510IIcYL21hnQAgxRK/9FzRVwSf+BCkZRx2+d9O9nO1TdHoGHzLiZNksNr56+leZnzufb/3jWzzk/yLujGv4y3slfGh6ztEXWCzwkf+GWBRe+REoK5z/jaNOs3q95N9+O3Vf+xrtv/89WdddN2JlECNHa00gYtDRE6ErFB2wklMpKMtOw2GT7/0iOUngJcSpoKESXrsH5l0NM1cddfiNujd4peYVPtqWSqSgcMSzc1HpRUy/ZDpfeekrdBY+xNoDddwRmkOqc4CPFIsFLn3AHGX/5R+Y/3nP+/e+ITB6eT5yMZ1PPUnTT+4j/cKLcJQUj3g5xMnrCUe5b301m/a10xGI0NEToTMQJmIMPjRIcUYKX142gysXFmOzSgAmkos6VcbPWbx4sd64ceNYZ0OI0WdE4eELwVcHN78NqVmHH44ZXP301fhDfn74nUZazlvFip//aFSy1hPp4Qvr/p33Wl9lQcYFPPyRu3HZXAOfHDPgb/8M7/8J8ufCeV+D8svMwCwuUlfH7ksuJXXRIiY99OBJDYMBQGcNhPyQcxpYrCeXhjimN/e08vXH3+dAWw9LpmSRk+7Am+IgI9WON8VORoqddJcNywA/v0DY4Ldv7GNLTSfTctO4ZcVMVs8tOPmftRDjlFJqk9Z68ZH7pcZLiPFuw31QvwWuWnNU0AXwxO4n2Nm+k1vKvkGKcScppSWjlrVUeyq/Xn0/Z/38drbotVy39jruu+A+CtMHqHWzWOHyn8PUC8xm0/+7AXJmwrm3wNyPgdWGvaiIvK9+lcY778T39NN4L7106Jlp3gHbnjKX+s3mPqcHSs4wJ/GetMQc5d+ZnpCyJ6OecJS7n93Bbzb8f/buOsyqan3g+Hednu5mGhgaGSQVEQURDNSrYiei104wuL977a4rdiAWYudVCSmRbhgYmGGC6Y4zMyf3+v2xh5IQcApnfZ7nPPvEPnuvtSfOe1a8K5eEUF9mTx7KkJSwP3/jH1yQHscvW0p4bs52bv54LX3jgrhvbBojuoWrAEz521MtXorSke1aCTPGQY+z4eKZB7zc6G7krK/PIs4/jquck4h/4J9oDz9F74kT2rSYz/6yjbdWf09Y0pdYTVaeH/k8J0Yf8EVvL80LGd/A4uegLANCU+DkuyHpJKQ0kHfTPbjyC0n5+lNM4ZEgDOB1gscJHoc+0cDjAEctZM2DbT/oKTZAD656ng3+0bBrhX4NyzIAqR8n5gQ46zmIG9gm1+bvYt9WrmuGJzHlzDR8LX/tu7tXk3y1toCX5u2gsKaJoSmh3HNGGoOSDvyCoSjHm0O1eKnAS1E6qsYqeGOE3lJ04+KDDqifvm46b258k4/Gf0Tmhxvo+9aTRH/6GSEn9G3TomaV2Rn9wiJuHhPAkrpnKagv4B/d/0HP0J6kBqfSNbgr/paDtDRpGmT+CIuf1Vv1mjlrTez8JYLA+CbihtUc+L59CSMknawv0N3jLAiMPXCfphooXA35K2DDLGgo11vf+lzwF2v+99fk8vL0z9v2tHI9e2G/Y2rlOhynx8snK/J5dUE2FXYnI7qFc+fo7gxMDGnR8yhKW2rVwEsI8R5wNlAmpezT/FwoMBtIAnKBi6WU1c2vPQBcD3iB26WUv/zZOVTgpXQqUsKsSyBrPlw/B+LSD9hlV90uLvjuAkbFj+KZkc/w/l1PMOSnD+m+fBnG4AODtNZ27vTf8GqST286gUeWPcLCXQtxeB17Xo/2iyY1OJXeYb25vOflhNr2adWQEnJ/08dmaW7wuin/YgkV364g/s5x+PeOA5MNTFYwWpvvW8Dsq7dcHaQL9pAaKmD2FZC/DE59AEZOPWCg/1+1Nr+anzYVH3RWn8lo4LwBsfSIDmzRc7aGbSV13PbJOnaU2VusletwmlxePlqexxuLsqlscHFqWgR3je5O//i2/31WlL+qtQOvUwA78ME+gdczQJWU8ikhxP1AiJRyqhCiFzALGAzEAvOA7lLKwybvUYGX0qn8/oq+3M64Z2DIjQe8nFeXx/W/XE+jp5HPz/mcOP843rvkVtK3/Eb/jevaZZzMjKU5PPx9Br/ceQpp0QF4NS9F9iKyarL23LJrssmqycLX7MstJ9zCxLSJmAwH/yDXXC5yzjsf6XCQ8v13GPz8Wq6wHif8cBes/xh6XwDnvQbmI19E/HA+W7WLh77ZhEBgNh74c3B6NLxScv6AOO4e050uIb4tct6WJKXkw+V5PPbjVgJtZl64uD+ndI9os/M3OD18sCyPNxdnU9PoZnTPSB46qxfJ4S34O6AorazVuxqFEEnAD/sEXpnAqVLKYiFEDLBQSpnW3NqFlPLJ5v1+Af4jpVx2uOOrwEvpNHaP60obBxd/eECA9K8tAAAgAElEQVRrTHZNNpPmTMKreXnrjLfoEdoDgI9GX0yKu4bhi+a0R6mpsDsZ8sR8Jo1I5oFxPQ+5X3ZNNk+tfIrlxcvpGtyVBwY/wOCYwQfdt3HtWvIuu5yQq64k+sEHW7bAUsLv/4W5/4bYAXDJJxB47Kk4vJrkqZ+28vaSHEZ0C2f6ZekE+ZgP2K+20c1ri7KYsTQXJFw5LJFbRnUl1M/yFyrTcqobXEz5ciNzM0oZ2T2C5y/uT7i/tV3KYnd6mPl7Lm8sysbt1XhwfE+uGJKIwaAG4Csd36ECr9ZMoBIlpSwGaN5GNj8fB+zaZ7+C5ucURWmsgs+vhcA4OHf6AUFXZlUm1/58LQAzzpyxJ+iqd7gJrqvEGxnV5kXeLdzfyqndI/h2XRHePy4htI/U4FTeGvMWL416iSZPE9fPuZ57Ft5Dsb34gH1909MJuexSqj/8iIbly1u2wELASXfoAVd5Jrx9GhRvPKZD1Tvc3PDBat5eksPVwxKZcc2ggwZdAEG+Zh4Y15OF957KeQNimbE0h5HPLGD6rztodHn+So3+smXZlYx7eQkLM8uYdlZPZlwzqN2CLgB/q4lbRnVl3t0jGZIcxv99u4WrZ6ykuLap3cqkKH9Ve2SuO9hXlYP+lxZCTBZCrBZCrC4vL2/lYilKO5NSz3NlL4WL3j9gMP3mis1c98t1WIwW3j/zfVKDU/e8llfZSGRTNZbY9v0Oc356HCV1h1hCaB9CCE5POJ1vJnzDLSfcwuKCxZz7zbl8sf2LA/aNvPdeLElJFE2Ziqe6uuUL3WO8Po5OCPj0Mn2m5FHYVdXIha8vY9H2ch6d0JuHJ/Q5oqSgscE+PHNhf3658xSGpobx3JztjHt5CZkl9cdak2Pm1SQvzN3OZe8sx8di5OubT2LSiJQO07IUFWjj/WsH8fj5fViTV80ZLy7m63UFHC+TwxRlX60ZeJU2dzHSvC1rfr4AiN9nvy5A0cEOIKV8S0p5opTyxIiIthtfoCjtYtl02P4zjH38gMH068rWMWnOJAIsAbx/5vskBibu93pefikB7iYCk+JpT6N7RhFgNfHl2oIj2t9msnFT/5v47rzvSI9K5+FlDzNzy/5pMwy+vsQ9/xze6mqKH5rWOh+20X30bt26Ivj5gSN+2+rcKs57dSnFtU3MvHYwVw5LOupTd4sK4O2rTmTWDUNpdHk5/7Wl/Ly55KiPc6wq7U6umbGS/87fwfkD4vjhtpPpExfUZuc/UkIILh+SyE93jCAtKoC7Zm/g5o/XUml3tnfRFOWotGbg9R1wdfP9q4Fv93n+EiGEVQiRDHQDVrZiORSl49I0yF4As6+Euf8HPc+FwZP3viw15ufP58a5NxLuE877Z75Pl4ADE6SW78gFIKJbcluV/KBsZiPj+8bw8+aSo+o2i/GPYfrp0xmbNJbnVj/H6+tf3y/AsvXqRcQ9d2P/9VeqZ81qjaJDl4F6Mtf1H8PWH/5097zKBq58dyWBPma+vuUkTu52kLUqj8Kw1DB+uO1kukcFcNNHa3hh7na0w3TZtoQ1eVWc9d/fWJFTxdP/6MvzF/XH72DLPnUgiWF+zL5xGPeP68H8rWWc8eJivt9QpFq/lONGi/yFCSFmAacC4UKIAuDfwFPAZ0KI64F84CIAKeUWIcRnQAbgAW75sxmNitIhuRqhIlNf0kdqIL36Vmve+kVASCJYAw58b2OV/gG/egZUZYNPKAy7ZU9qgzpXHd9lfcfszNnk1uXSNbgrb415iwjfg7f81ubqLUx+bZi1/lAuSI9j9updzNlSynkDjrzr02ww8/SIp7EZbby24TWaPE3cNfCuPTM0Q6+6ioalv1P29DP4nngitu7dW77wp9wHO36B7++A+CHgf/DrLaXkwa83YTQIPrlhCDFBLTMjMirQxqeTh/Kvbzbz3/k7yCiq5cWJJxBgO/h4sWMlpeS9pbk8+b+txAb78NU/h3fIVq5DMRoEN41M5dS0CKZ+sZHbZq3j2/VFPHZeH6KDDrFklaJ0ECqBqqIcKSmhfJueWytrHuT9rmdT/zM+oRCSpAdhwYlQXwJbvtbfGz8UBl2vt3SZbWRWZfJp5qf8uPNHmjxN9AvvxyU9LuGMpDOwGg89yPnZGx/l7EWf0O23JZjC/1rLy1+laZJTnl2A2Wjgo0lDiAs+uqBEkxpPrHiC2ZmzmZg2kQeHPIhB6I3znooKdp53PqaQYJI+/xyDrRU+ZMu2wpsjoetouOTjg+b4+nz1Lu77YiOPndeHK4YmHuQgf83udA6PfJ9BYpgvb111IqkRLbPUUb3DzdQvN/K/TSWc0SuKZy/qf8iJAMcDryaZsTSH5+ZkYjYYeGB8Ty4ZFN9hxqcpnZfKXK8ox2rnItj0OWT/CnWF+nPhadD1dH0NQLOv/uEsjHqWeWGgweOkoCqT0uosSuryKW0so9RVQ6nXQb3RiME3DOEXidHqj0BgNBixu+xsrdqK1WhlXPI4LulxCb3Deh9REZ87/xbG7lhCn00bOsRad6tyq7huxir8bSY+vH4wXSMP0up3GFJKXlzzIjO2zODc1HN5ePjDe/J92Zf8xq4bbiD40kuI+fe/W6P48Pt0mPMQTHgNBly+30vl9U5Gv7CI7lH+zJ48rFU/4JfvrOTmj9ficHsZnhrG4ORQBiWF0icuCPMRDODfrabRxfKdVSzLrmBuRiml9U7uP7MHk0Ykd4jfl5aQV9nA/V9uYtnOSoamhPLUBf1IUnm/lHakAi9FOVqOOvjlQVj3IViDIGWkHmylng7BBx/EXmQv4r3N7/H1jq9xaa49zxuEgQifCKJ8owiyBKIJiaZpaGhoUr8ZhIFT4k7hvK7nEWw78kzddQ43s8dfTrq3moGL5v7lareUjKI6rnpvJR5NY8Y1gxiQcHTLv0gpeWPjG7y2/jXGJo3lqRFP7Qm+Sp96mqr336fL9FcIGD265QuvaTDzHH0Zo38u1Vsrm936yVrmbCnlf3eMoGtk6y+4XVDdyPRfs1iRU0VORQMAPmYjAxKCGZQUSpcQH6xmIxajAavZgLV5W9fkYdnOSn7PrmBLUR1S6u8blBzKbad1/Vuuhyil5LPVu3jsx624PBq3n96NyaekHFWQqigtRQVeinI0cn/TUzvUFui5nk59QF+u5hB21uzk3c3v8r+d/wMBE1IncFLcSUT5RhHlG0WYT9ghM7T/VRsLasi58CLik2JI//SDVjnHscqvbOTK91ZQVufkjSsHMvIYsp+/v/l9nl/zPOeknMNjJz+GQRjQXC7yLrkUd2EhyV9/hTn2IOsz/lXVefD6SRDTH67+HgwG5mWUMumD1dw9pju3n96t5c/5J8rqHazOrWZlThUrc6rYWlJ30GWJdrMYDQxICGZ4ajjDu4bRv0swFtPfPwgprXPw72+38POWEtKiAnjigr5q3UelzanAS+kcvG49D1ZDBQREg3/U0a3D53bAr4/Cslf1cVnnvwkJQw65+5bKLby76V3m5c3DarRyYfcLubr31UT7Rf/1uhyhb9cXEnnVBILHnkHPZ59os/MeqbJ6B1e/t4qssnqeu6g/E044+lxjb254k+nrpzMxbSIPDXkIIQTOnBxyL7wIU3g4CR9+gDky8s8PdLTWfQTf3gJjn6B+wGTOeHExATYTP9w2okMEMHanh+oGF06PhtPjxenRcHk0KpuqqXIVEBsicNNEk7uJBncDDe4GnF4noxNH0yusV3sXv9XNzSjl399uprjOwWWDE5hyZo/jejybcnw5VODVsecNK8rhFKyGNTP0weq7b42V7JeP1xoEEd31MVnh3SAiTc8Kv3uR5X0XXi7fprdylW+DQZNgzCNgOfgYkTWla3h749ssLVpKgDmASX0ncUWvK/Zf+LmN7CqqorurgZDk9s3hdSiRATZm3ziUSTNXc+fs9VQ1uLhmeNJRjS2a3G8yDe4GZmyZga/Zl7vS78KanEz822+RP+kG8q+5lsSZ72Nq6Xx/J1wO236EeQ/zcU4kJXW+vHr58A4RdIGe2d1qluyo3sGmqo1sLN/IxoqN5NXlHfI9AsE7m97hou4XcXv67QRZj5/ZjEdrTK8ohqeG8cLc7cxYmsOcjFL+fU4vzuob87cZ26Ycf1SLl3J82vwlfP1PMNsgJBkCYiAgqnkbDb5hejLMiu36cjAV2/WWsD8TEAMTpusz2v5ASsnSoqW8vfFt1patJdQWypW9rmRi2kQCLEc3eLwlPTL9Ry6afi+xzz5L0Dlnt1s5/ozD7eW2WeuYm1HK4KRQHhjf46jGfUkpeXzF48zOnM1tA25jcj8931njqlXkT74Rc1wsiTNnYgoLa9mCN1TifP0UaurtfNR3JvdceGrLHv8YrStbxzub3mFl8UocXgcAYbYw+kX0o19EP9JC0giwBOBn9ttz8zX50uRt4vX1rzNr2ywCLAHckX4HF3S7YM/M0b+rTQW1PPD1RjYX1tE3Loiz+sUwrk80iWFqAL7SOlRXo/L3ICX89iLMfxgShunr7PkeYStTUzVU7NBbxrwu8DjB49C3XicYTDDgCvDZPxjQpMa8vHm8s+kdtlZtJdovmmt6X8MF3S7Ax9Qy+Zv+iqlT3uCa714m8ZOP8U1P//M3tCOvJvlkZT4vz9tOhd3FWX1jmHJm2hF/+GlSY9pv0/h+5/dMHTSVK3pdAUDDipXsuvFGLPHxJHwwE1NIy43ncXq83Prih7zcMBVrTE+M1/0E5vb7ua8tXctrG15jRfEKQm2hjEseR/+I/vSL6EesX+wRt+RkVmXyxIonWFu2lj5hfXhwyIP0jejbyqVvXx6vxqxVu/hi9S42FOhLQ/WODWR8Xz0IS2mhlB2KAirwUv4OvG748W5Y+wH0+Yc+1d/cuskSt1VtY9pv08isziQpMInr+lzH2SlnYzZ2nHEi9175f1y/6nO6LlqIOar9Fsk+Gnanh7cW7+TtxTvxaBqXD0nk9tO7Eepn+dP3ejQP9y66l/n583lk+COc3+18ABqWLWPXTf/EkpxMwoz3Dhl8SSnRamtxFxfjLirCXdS8LSnGFBaO38kn4Td4MAZf3z2JUmet3MX3Y2rou+Rm6HsxXPDW0Y0dbAGrS1bzxoY3WFGiB1zX9bmOi7pfhK/Z95iPKaXkx5wfeX7181Q2VXJR94u458R7/tIxjxcF1Y38vLmE/20qZm1+DQA9YwK5algi5w+Iw2Y2tnMJleOdCryU45ujDj6/Ws+lNeIeGDUNDK3XNeLW3Ly76V3e3PAmwbZgpgyawhmJZ2A0dKx/xrWNbl6ceCcX7VxMr00bEK14TVpDWZ2DF+ftYPaqfPwsJm4/vRvXnJT0p9P/XV4Xt/96O78X/c5jJz/GuannAmD/bSkFN9+MpWsq8a+8gqeqGlduDq6cXFy5uThzc3Dn5aM1NOx3PGG1YoqOwlNahnQ4EGYzPgMHsiYqjf/WhTHu3JOZOq4nLH4Wfn0MRv8HTr6rla7KXlJKVpfqAdfKkpWE2cK4ts+1XJx2cYu2ttpddl7b8BofZXxEYmAiz458lh6hPVrs+B1dcW0TP28u4fPVBWQU1xHia+ayIQlcOTRJZcJXjpkKvJTjV20BfHyxPuj9nJcg/apWPV1WdRYPLX2IjMoMxieP58EhD3bYAcjrd9Ww7Jp/crKnjL6L5rd3cY7ZjtJ6nvjfVhZkltMjOoDHz//z6f9NniZu+/U2VhSvYMqgKVzZ60oA7EuWUHDzLUi3e+/OBgPmuDgsSUlYEhMxx8Vhjo3FHBuDOTYWY2goQgg0p5OmNWuwL/mNgjm/4luoD1I3x8fTZfor+jJFX14Pm7+CS2dB2rhWuR5SSn4v+p03N77JurJ1hPuEc12f67iw+4Wt2r29ongFDyx5gBpnDfeceA+X9bisUw1Cl1KyIqeK937LYe7WUoxCcFa/GK47KZn+8UeeW09RQAVeSgtrcDewo3oHfmY/uoW0Yj6jhgp461Rw1MLFMyH1tFY7lVfzMjNjJtPXTSfAEsC0odMYkzim1c7XEr5ZV4j3luvpnRRBj08+bO/i/CVSSuZklPKf77ZQXOvg0sHxTD2zB8G+h+5+dHldTF08lXn585jcbzK3nnArQgia1q+ncc0aLImJWJKSMCckYLD8eTfmbt+uL+SOT9dzfryZaZF1VE2fjtbYSPzrr+HbrxfMGAeVWTBpHkT2bInqA/o1WFSwiDc3vMnmys1E+UZxXZ/ruKDbBdhMbdPyUu2o5l9L/8WigkWM7DKSR056pF1m67a3/MpG3v89l89W78Lu9JAa4ceotEhOTYtkUHIIVlPHav1WOh4VeCnHrKShhI3lG9levX3PrdBeuOf1s1PO5s70O4nya+HxRZoXPjwfdq2Aa3+CuJYfOC6lZGftTtaUruHb7G/ZWL6R0QmjmTZ0GmE+LTw7rhW8NG87J957JYlnnkb8U0+2d3FaRIPTw0vztvPe0lyCfcw8OL4nF6THHbLlxaN5eHT5o3y146sD1nY8Fgszy5g0czUDE0OYed1gbGYj7qIi8q+fhLuoiLgXXyTgxDT9C4HZBybNB7+/vj7mol2LeGXdK2RWZxLnH8f1fa9nQuoELMYjDxhbipSST7Z9wvOrnyfYGsyTI55kSMyh89n9ndU73Hy9rpC5GaWs2FmFy6vhazFyUtdwRqVFMrpnJJGBqjtSOZAKvJRj8nPOzzyw5AE80oNBGEgMTKR7SHe6h3SnW3A3NlVsYuaWmRgNRq7vcz1X97665b6Zz38UljwHE17VZxu2ALfXzbaqbawtW8ua0jWsK1tHjVMfWBvpG8ndA+9mfPL446Z75e6PVnLDY1cTftutRNxyS3sXp0VlFNXx0DebWJdfw5DkUP7vnF70jj14l+++azuOSxrH4yc/fkwTINblV3PZ2ytICvdj9o1DCbTtPYanqopdk2/EsXUrMY89RvCgLjBjvJ7rbdSDMPBaMB59asTShlKeXPkk8/PnkxiYyA19b2B8ynjMhvafwJFZlcl9i+8jtzaXsUljubHfjXQN6drexWo3jS4Pv2dVsiCzjIWZ5RTWNGExGbh1VFduHJmiWsGU/ajASzlqX+34iv/8/h8GRA5gyqAppAanHjSoKqgv4IU1LzA3by6xfrHcc+I9jEkc89eCl8yfYdZEfTzXua/g9rrJrcsluyabrJossmqyyK7JpsZZQ4xfDF0CuhDnH7fnFu0XTUVTBXl1eeTV5ZFbl0teXR6F9kI0qQGQEJBAelQ66ZHpDIwaSHxA/HETcO123eNfcd+HDxHz5JMEn39eexenxWma5NNVu3j2l23UNLm5eGA894ztTmTAwYP7dze9y0trX+LkuJN54dQXjmo8VFZZPRe+sYxAm5kv/jmMyAAbUkoK7AXk1eUR4xdDrCGE8jvvpeH3ZUTedx9hZw2Gn++H3CV6kt6xj0O3I+ue9mpePs38lFfWvYJH83BT/5u4uvfVHSLg2leju5F3Nr3Dx1s/psnTxBlJZ3BTv5s6dQAGerC/o8zOy/N38OPGYlIi/HhsQh+Gd/3rrZ/K34MKvJSj8mHGhzyz6hmGxw7npVEvHdEH2KqSVTy18im2V2/nxKgTuXvg3ceWF6gqB/nWSDJCu7Bg4MUsLvqdHdU78EgPoC84nRCQQGpwKiG2EIrtxRTaCym0F+LW3AcczsfkQ1JgEomBiSQGJtItpBvpkelE+LZwlvN2cPk/X2HagtdImDkTvyGD27s4raa2yc0r83cwc1kuFqOBm0d15fqTkw865f+L7V/w6PJHSQxM5IqeV3B2ytmHTY8gpeTrdYU88kMGRoNg+lXxFDm2sLp0NatKVlHauDfxrkAQZ41k8jcOeqyvpHDCIMLvupO+1YUY5/4fVO3UF1Ef+/hhx35tq9rGI8seYVPFJobHDmfa0GnEB3TMlQd2q3HU8EHGB3sCsDGJY7ip/02tO8bzOLEws4z/+3YL+VWNnD8gjgfH9yQi4NBruyqdgwq8lCMipeTNjW/y6vpXGZ0wmqdPefqoxph4NS9f7viS6eumU+2s5vSE07ltwG2kBqf+6XvdXjerCn/j17n3slA4KDUaMAgDJ0ScQHpUOqnBqXQN7kpyUDJW44H/1DSpUd5YTqG9kJKGEsJ9wkkMTCTSN/K4a8k6EtUNLqZe/xh3rf+c1HnzsHQ5+jUQjzc5FQ08+b+tzMkoJS7Yh6njenBGr6gDArDFBYt5Zd0rbKvahr/ZnwldJzAxbSLJQcn77ZdfVc893/zM+vINhIcXYfXPpdJRDkCoLZRB0YMYFDWI1OBUShtLya/Pp6C+gF01eQyfncHIVU18P1jw41kRjIwbwagmJ8PWzMbmtEO/i/XWr6RT8PiGUGgvJKc2h+XFy/l026cEWYOYOmgq45LHHVe/n7sDsE+2fUKDu4H+Ef3pGtxVv4Xo2xCvjcbly8FgQJgtCKsFg9WK12TAadSwNWl4KyrwlJXhKS/HU1aOp7wcra4OTCbEPjfMJoTZjNE/AGNwEMagIAxB+tYYFIzB10c/j8EABiPCIMBoRBgMCIsFYbXqN4sFYTa32rV2uL28uiCLNxZl42M2MnVcDyaeGI/pT1KjKH9fKvBS/pSUkhfWvMD7W97n3NRzeXj4w5gMx7acZ4O7gQ8yPmDmlpk0eZo4O+Vsbj7hZuL89wYHUkqyarJYWbKSFcUrWFWyCrvbjo+mMSysH6N6TeSULqd0yhlVR2JNXhXf3PZvLs36lZ4b1iPMHauLqjX9nl3BYz9sJaO4DoOA+FBfUiP86RrpT9cIf1Ij/eka6UdOfQazts1iTt4cPJqHoTFDOSvlLArqC/gpazl59m0IgxOACJ8I0qPSGRw9mBOjTyQ5MPmwH9JSSvL/8380zv6CJVefwIzEXOxuOzajlWHGILpW5pNr0Mgxm8gzW3A3H0oguKDbBdw18K4Om6bkSNQ6a/l468esLFlJVk0Wtc5ahJSM2Cy5YqEk2H5kny3SYMAYHoYlMgpjYCDS60V6PEiPG9we/b7bjddej7emFtwHtmofDWG1YgwKwhQdjTkqSt9GR2GKisYcG4u1ezeM/seewT6rzM60bzaxfGcVsUE2LhuSwCWDEwj3Vy1gnY0KvJTD8mpeHlvxGF9s/4JL0i7hgSEPtMjabdWOat7d9C6zts1CQ+Pi7hfTLaQbK4tXsqJkBVWOKgC6+HdhiDmUU7fOZ+jAm7CN/s9fPvffWVaZneveX8Ul89/jdGcBaQsXtHeR2pxXk8zfWsqWojqyyu1kl9nZWdGAy6Pt2Scu2Ice0QEkRnqpMf7G2pqfqHSUgRR4ndFEWXpw7cBRjE4ZQozf0S+cLD0e8m+4gabVa4id8S6bY90syF/Agl0LKG8qJ84WToqwktJYT3JVPimORpLdHgL9YyA4EUISISRp7/2o3mA7/oIxKSUlKxdT8eQzmLbtpDI5lEXjYtEC/fGTZvykBR9pxkczYvMaKaGWjRSwQcunxkdDGsSeiTuBlkACLAH4m/0JMPkQUJWLf0kGIWZ/QgPjCfVLwmqKxCsD8LqNaA4HSIn0ekGToHmRmgZeL9LlQnO5kE4X0unUHzsdeGtq8JSU4i4twVNSima371cfc2ICth49sfXsga1nT6w9emKOijyq6zE3o5QPluXxW1YFZqNgfN8YrhqWRHpC8HHVwqkcOxV4KYfk0TxMWzqNH3f+yKS+k7h9wO0t/o+hpKGENza8wTdZ3+CVXiJ8IhgcM5gh0UMYHDOYuIoc+PACSBwGV3wFHSxDfEfye1YFN320BovJwMz17+JnM5H00UftXawOwatJCqobySqzs73UzraSOrYV15NdbsejScCLwVqCvzGaf5+Vftg0FUd8zpoaciZORLM3kPz5Z5hjY5FS4pGe/QfKe5xQsAryftfHglXnQU2evpg7zf+HTTZ9OawTr4O4gW2+LNGxcJeWUvb889R99z2miAgi7r6LoFGDEQ2l+pqoXjdobvB6mrdu8I+EsK40WvzYUpXBxvKNbCzfyM7andjdduzOWhwHGa+5m4+mEeb1EuaVxBgsdDf6090WQfeABKKDkhABMRCcAIknHdEKF167HU9pKa78fJzbtuHYug3H1q24d+3ae86BAwm/cTJ+I0Yc1e9MVpmdj5bn8eWaAuqdHnrHBjL5lBTO6ReLwdDxf74diZSScruTrDL9i1Z2eQOldQ6GJIdyZp+YDrfKgAq8lINyeV1MWTyF+fnzuX3A7dzQ74ZWPV+xvZgmb9P+3ThrZsKP9+jf+K/7pUVyIv1dfbZ6Fw9+tYnkcD/eu2YQjgvPxm/QIGKffrq9i9ahOT1esssayCyto7TOyT/Su7To4Gdndja5Ey/BHB9P0scfYfA9irUOPU59dYaqHNj2A2z8DNwNEN1PD8D6XgTWjrd4s1ZbRtX0Z6mY/TNoGqFDQgnv3YShcZe++PyRsAZCWCqEdYWwbuBpgk1fQm0+brMv9WlnYu9+BvXRvah01VJZX0hVTS6V9QVUNpRS6ayiwFVHoXTuOWSAV6Ob20V3l5s0/3h6nnw/XVNGH3Rc6J/x1tfjzMykcd06qj+Zhae4GGuvnoRPvpGAMaMRxiP/gtjg9PDN+kI++D2PzNJ60hOCefjcPvTtcvy1cLaWVblV5Fc2Uu9wU+/wUNe8rXd4KKptIrvMTp3Ds2d/P4uRED8LBdVNAAxMDGFcn2jG9Y0hLnj/CWFur0ZZvZOS2iaKax2M7xPT6oGvCryUAzR5mrhr4V0sLVzK/YPv5/Kel7dtAbwemDMNVryuZ6S/8D3wOfwyMZ2Vpkmem5PJawuzGdEtnFcvTyfAJNjW/wTCJt9A5B13tHcROz37okXsuumfBIwdS9yLLxx7S5qjDjZ9Bqveg7ItYAmA/hP1PGHRfVq20EejvkRvrctfhn3RIkrmV+O2mwjo0kTkEIklIXFvl2lwIgTGgckKRjMYLWAw63nOhBHsJVCZrWf/r9ih329hiskAACAASURBVK/dpbfwpZ4G/SZC2vgjDjjrXfVk1WSxvWo7Oyq3sr0yg+212TRoLgCMCJKDUugR1pMeoT1IDU4lISCBGP+YI07fIV0uar//gcq338aVm4slOZmwG24g6JyzDxhfKaWk0lFJQX0BBfYCCusL98y8LqgvoNpRT5NLoknwMZsJtFkwG4z4mHw4LeE0JnSdQGJg4tH9fI5jXk3y6A8ZvP977n7P28wGAmxmAm0mwvzNJEWYiAuFyGBJWICGxeKi3lVPTlUl6wuL2VpaTlVTHcLQRKCfF4tJ4vJ4cXo0XN79Y50fLn6T1PAj7z4+FirwUvbT4G7g1vm3sqZ0Df8Z/h8u6HZB2xagqRo+vxZ2LoChN8OYR48p+WRn4HB7ueezDfy4qZhLByfwyITemI0GXAWFZI8eTfSjjxBy0UXtXUwFqHz3PcqefbZlEtpKCbtWwur3YMvX4HVC3Ikw8Broc4GeuLU1eVyQ9xts/wV2zIWqbFx2I6XrQ7EXmLFEBRJ12zX4n3Up+LTAOobuJr1rsoXGuGlSo7B0I9sW/oetpWvJ9A9hm18gZc0JkwGMwkiMXwwJgQnEB8QT7ReN2WDGIAx7bxgwGAz4mHwIMAcQYPTDd+lGxIdfoW3PxhgfR/29V7M90UR2TTY7qneQXZtNrbN2v/KE2cKIC9DzDAZZgnB6vGwoqGJ7aR0mI/SO8cXfWsOqyo1oSNIDUzgvLJ0zArvip2n6z9/r0a/Rvl23mheEPqMTYWy+b9DvGy168GuyNW+tYGwOhg3N++55T/PW4gcWfz3otfgfftiHlPrtCLpzD6beVU9WVT6P/LyEzWW59EnQ6BKu4dQaafLYafDYsbvs1LvqaXA3IDl8vGIxWPAx+YFmw+G0oGlGLCYDFqMBc/N29+M3xrxKmG/rrr+pAi9lj1pnLTfPu5ktlVt44uQnGJ8yvm0LULEDZl2ij3E5+0VIv7Jtz38cWZNXxUNfbyaztJ4Hx/Vk0oi9XbS13/9A0X33kfDeu/gNH97OJVVAb+kovv8Bar/9lriXXyZw7Bktc+DGKtjwKax5Hyoy9VawfhfrQVhMv5Y5B4C9HLLmQuZPkL0AXPVgsqF1OZnKrX5U/rQejCYibrmZ0KuuQhzF+pftavsc+PFuqN1FVfqV5KaNId9dyy5HJbsaismvzye/Pp96V/2RH1NK0rMk18zTiKyB/w0S/DA6kITwVLoGdyM1JJUEv1jirKHEWoLw0TRwN+oBpr1UH+dXtZPG0iwaS3YQ6inHICSlRiPf+/vxrb8fuRYzPprGmIZGxjY0cqLDie9+n9lCD4ykpt9ag8lHD8KE8cCxeppbD9YCYiAoHoK6QLC+rfULp8jqS7nJTLmzirKmMioaKyhvKqekoYRCeyF1rrr9TuVv9ifYGqxPrrD46xMsLAF7J1v8yf32WF7rcDpc4CWEOBN4GTAC70gpnzrc/irwahmVTZXcOPdGdtbu5LmRz3FaQustOn0Arxu2fgff36V/45r4kT6YXjlApd3JUz9t4/M1BcQG2Xjs/D6c1kNfC9OZk0P5Cy9SP3cuppgYUr75GmOQGifSUWhOJ/lXXY1j+3aSP5uNtVsLJhiVUl+7dM37eiuYxwHh3fWkrV1P1weTW45ifJmmQfF6yJoHO+ZAwWpA6h+k3cdC9zNprA2m6KF/4961i8Dx44icMgVzdHTL1amtOO2w4HFY8cb+QYrRCrZAsAbSZPbB63GgeZrQ3I1oHgea14kXQaNBYBcG6g0G6g0Cu8GA3WDA6Ibey8zYttmwBLiJHVqDT9gRprzwDYPQFGRoMtmeSOYWWSloNFPcKKjzmqi11VATnIUjYAcYXQiMJPulcVriSZyaMILeEX33pvyREqlpNLrrqW6qpMZRRaOrjiZnPU0uOw63HYe7kSZ3A1LzEGC0EWC04m+0EmC0EmCwEWAwEyoFRnejfr1czTenHaS3ubvYDAaT3ppmNOstbnVFlNTmsKaxiLWanTVWM9kHCcpDDFbCLUFE+sfiY01iUYYXZ1MwU8cMZ0Lvvsd1epWD6VCBlxDCCGwHxgAFwCrgUillxqHeowKvY+PyusiozGB92XrWl69nTekaHB4HL496meFxbdBKIqU+k2vjbNj8FTRVQVQfuHSWPuuog5NS0ujyUtu0e5Dn3kGfdQ4PLo9GsI+ZUD/Lfjdfi/GYxvhommTWqnye+TmTBqeHSSNSuP30rvhaTHgqKqh47TWqZ3+GwWoldNL1hF1zzdEN5FbahLu0jJwL/4HR14+kLz7HGBDQ8idpqoZNX+itU3lL9SDMaIXE4XoQFj9UX8R7zwelWf/gREL+cr37MGsuNJQDQl+EvtsZ0P1MiOmvj1N6913KX3oZc0wMMY89it/QoS1fj7ZWmgElm8BZB47avVtHnd4aZfYBs2/z1kfvejPZ9Ov3x6683Sl3NDcNG3dS9O5cPNUNhI3tS/j4Phh8fPc51j73fUMhNOWQ3apSSqoaXBTXOiipdZBXVcv8nBVsqlqF17odg60IISQW4UtqcHc0mqh2VlPjqMHVPK7tWBmFkXCfcKL9oonyjSLKL4oo3yhsRhsuzYXT68Tl3butclSxvmw9RQ1FAPiZ/TghpAfpfvGkaoLwhioia4oIr8zBXJ27J+gtlmGsMKYzcPTFxA8cB9ZW+BtpZx0t8BoG/EdKObb58QMAUsonD/We1g68dmasxF5T3mrHby1uzUWjt4lGT9M+20ZqXLXsqM9mZ0MeHk2fBRJpDad7YDfGRJ9Kt4CUVi2XcNZjy52HLfsnTHUFSKMNZ+IpNHUdjytueLuO53K49UCqutFNbaOLmiY3NY1uaprc1DfpAVWdw01dk4d6hwu39+jPYTEJgnzMBNrMBNjMBPiYCLKZmh+b8LeZ8bMaCbDqW3+rGbvTzfQF2WQU1ZGeGMy9Z6SRHO6H9GrUfvctVe+8i+Z0EjLxYsJvvhlTuJr92ZE1rl5N3jXX4n/KKXSZ/oqeWb21uJv04CvrV731qiLzz99jC4auo/Vgq+vp+80m9lRXUzR1Kg2LlxAwdiwxjz3aOsHj34y3vp7Sp56i9suvsHbvTuyzz2BLS2ux47u9Guvya/hpaxbzc5ZS6t6EwVqOSfoR4hNMXEA4KaFR9IyMoUtQOH5mP3xMPtiMNnzMzdvm5d/qXfXY3fr4qd3365x1lDWVUdpQSmmjfitpKKHJ03RAWcwGMxajBT+zH/0j+pMemU56VDrdQ7ofNPG2pklWZRezdMVKSrf+xrl+GQxjAwaXXf9CkDhcX+khogcExuo3W/BxkVLlUDpa4HUhcKaUclLz4yuBIVLKWw/1ntYOvL49qw/ds4/hE1ZR2kjAmDFE3HUX1pTkP99Z6RCqPviA0ieeJOLOOwi/6aa2O3Ftgd6qszuP1p5cWm69xSG6n54n7CBfgBpXr6bwnnvxVlUR+cD9hFx6qUr4eZTqFy6k+F//QqupJfK+ewm58spWuYbFtU38nlXJ+l01rNtVzdbierya/pmeGObLyO4RjO0dzeDkUMzHuHSRlJJ6dz0urwuL0YLFYMFitBxxgu3Mknq+XlfId+sLKap14Gsxct6AOKad1RNfg6Z3ne+Yo7fAlm/d/81mv71BWFCX5lmzSXtnzvpHHfPA/rbQ0QKvi4Cxfwi8Bkspb/vDfpOByQAJCQkD8/LyWq1M3798J42Fua12/NZixIAFI2ZhwoIJizBixoQZI4Z2/GcphYFa/xTc5sB2K8OhmI0G/CxG/Kwm/KwmfC36zJe24vFKHG4vDo+XJrcXh1vD4fLi0SQ9YgLwOcjCz9a0NHz6HsOC40q7klJSdN8U6n78kfi33sJ/xMntXaRDkppG5VtvU/7KK5i7xNHlxRex9erV3sU6bnmqqih+aBr2BQvwGzGC2CefaPVW6iaXl02FtazLr2ZVbjW/ZZXjcGsE+5o5vUcUZ/aJZkS38IMuLt9SpJRsL7Uzf1sp328oZmtxHUaD4JRu4Zw3II4xvaLwtRyix6O+RJ90VVeoJxauK2q+X6h/magv3n9/o1UfzO8bpqci+uMtMFbPEReSpM/obGMdLfDqcF2NiqIorUFrbCT3kkvxlJaS9OWXHW4xc29dHbXff0/N7M9wbt9O4PjxRD/y8F9ar1DRSSmpnjWLsqefweDvT+wTj+M/cmSbnb/J5WXxjnJ+2VzCvK2l1Dk8+FqMpCeEEBlgJTzASri/hXB/K2H+VsL8LNjMBkwGAyajwGw0YDIIzCYDPmbjIVvNGpwefs+uZEFmGQu3lVFUqyfQ7R8fzPknxHJ2/9iWWavS7dDzvVXnQU0uVOfqAVljlT7msalG3/5xdqow6GOKw7ruvfWbqE+qaEUdLfAyoQ+uPx0oRB9cf5mUcsuh3qMCL0VRjleuvDxyLrwIc3wXkj75BIOtfZc2kVLStH49NZ99Tt1PPyEdDmy9exN6zdUEnn226lpsYc4dOyi89z6cmZmEXHEFkffdi8Hati0wbq/G8p2V/Ly5hM1FdVTUO6mwO3F6jjwNhc1s2DNONcBmJtDHjNujsSavGpdXw89i5ORu4YxKi2RkWgQxQT5/ftDW4HXrAVjtrr2JevdN1utugCk5+iSHVtShAi8AIcR44CX0dBLvSSkfP9z+KvBSFOV4Vr9gAQX/vJmg888n5onH2yW4kR4PNZ9/TvUns3Du2IHB15fAc84h+KKL8OnTu83L05loTidlzz9P9QcfYklKInLqFPxPPbVdg1wpJXanhwq7iwq7k0q7C5dXw+PV8Hglbk3D7dHwaJIml3e/JXx2z+zWNMnQlFBGpUVyYlJomw7bOCZS6l2agTGtfqoOF3gdLRV4KYpyvCv/73+peO11oh56iNArr2jTczsyMiiaNg1nxlZsffsSMvFiAseNw+DXyhnwlf3Yf1tK6eOP48rJwW/4MCKn3o8trXt7F0tpBSrwUhRFaWfS66Xg9juwL1hA/Ouvtcl4H83hoOLV16h87z2MISFE/+tfLZdRXzkm0u2metanlL/6Klp9PcEXXkjEHbdjCgtr76J1eFLT8NbU4KmowFtZibe2DmNgAMaQkD23tu7GPRQVeCmKonQAWmMjuVdcgTs3j8RZn7Ronqc/aly9muJp/8KVm0vQPy4gasoUtcpBB+KtqaH8tdeo/mQWBquVsMmTCTpvAuaoqPYuWofgKiigcflyGpavwJmdjbeiAk9VFXgPn/rJ4OuLMSQEYbWC14uUsnmrgVcDTSP5u28xhYS0avlV4KUoitJBuEtLyb14IhgMJM3+FHNkZIse32tvoOz556iZ9SnmLl2IeeRhtZ5nB+bcmUPZs89iX7AAAGuvngScOgr/Uadi6927dZPvdiCe8nIalq+gYcVyGpevwF1QAIAxPByf3r0xRoRjCgvHFBaGKTwMY1g4xqBANLsdT1UV3uoavNVVeKur8VRVIz1uhDCA0YgwNK9raRAIg5HIqVNafeauCrwURVE6EEdGBrlXXIk1JYXEDz/A4NMyM8A8FRXkT56Mc+s2Qq+6iog7blfLSh0nnDt2UL9wIfYFC2lavx40DWNEOP4jR+I3aBDWtDQsKSkYjpfFyY+A1tBA/bx51HzzDY3LV4CUGAID8R08CL+hw/AbOgRLaupxOdNWBV6KoigdTP2vCyi45RYCRo8m7uWX/nLLhis/n/xJN+ApL6fLyy/hf8opLVRSpa15qqtpWLyY+oULaVjyG5rdrr9gMmFNTsLaPU0PxJISMfj4IMwWhNWCsFgwWK0Imw1zZCSiAwZp0uulceVKar/5lrq5c5GNjZi7dCHo3HPxP+00bD17IIytl+S1rajAS1EUpQOqmjmT0iefIuyGSUTec88xH6dpyxZ2Tb4RvF7i33wDn/79W7CUSnuSHg+uvDycmZk4tm/HmbkdZ2Ym7qKiw7/RaMQSH48lJQVragqWZH1rTkjAGBTU6l2YUkq8lZW48vNx5eXj3qVvG9eswVNSgsHfn8Bx4wg6bwI+6enHZavW4Rwq8Gq/lYoVRVEUQq66CmduLpVvv4MxOITQa64+6m/7DcuWUXDLrRiCg0h45x2sKSmtVFqlPQiTCWtqKtbUVALHj9/zvLeuDndhIdLpRHO6kC4n0uXSHzc5cBXswpW9E+fObOxLloDbvfegBgPGoCB9JmBoCKaQEIzBwXCw3z0JSInUvHsGp0tN0wesa9qec0qXC83lRLrcSIcDd2kpsrFxv3Oa4+Kw9e5N0NQp+I8a1e7JhNuDavFSFEVpZ9LjoeDW27AvXIilayoRd9xBwOjRR9QCUPfTTxROmYo1KYn4d95WM+KUg5JuN66CAlw7d+IuLMRTXY23ulofkF5VhbemGk9NDWiHiAkMYp+B6gYwGPSt0YiwWhEWMwaLtfm+3uVpiozAkpCIJTEBS3w85tjYDtn12VpUV6OiKEoHJqWk/pc5lL/8Mq6cHGz9+hF51534DRt2wL6a04lz61bqFy2i8o038RmYTvyrr6pUEYrSgajAS1EU5TggPR5qv/2W8umv4ikuxnfYUMKuuw5PWRlNmzbh2LgJx/bt4PEAEDBmDLHPPtMpu2wUpSNTgZeiKMpxRHM6qfn0UyreeBNvdTUAhoAAbH1649O3H7a+ffDp1091LSpKB6UG1yuKohxHDFYroVdfTdA/LqRx5UosSUlYkhI7TTJNRfm7UoGXoihKB2b09yPgtFHtXQxFUVqI+uqkKIqiKIrSRlTgpSiKoiiK0kZU4KUoiqIoitJGVOClKIqiKIrSRlTgpSiKoiiK0kaOmzxeQohyIK+VTxMOVLTyOToyVf/OXX9Q10DVX9W/M9cf1DVoyfonSikj/vjkcRN4tQUhxOqDJTvrLFT9O3f9QV0DVX9V/85cf1DXoC3qr7oaFUVRFEVR2ogKvBRFURRFUdqICrz291Z7F6Cdqfornf0aqPp3bp29/qCuQavXX43xUhRFURRFaSOqxUtRFEVRFKWNqMCrmRDiTCFEphAiSwhxf3uXp7UJId4TQpQJITbv81yoEGKuEGJH8zakPcvYmoQQ8UKIBUKIrUKILUKIO5qf7xTXQAhhE0KsFEJsaK7/w83Pd4r67yaEMAoh1gkhfmh+3NnqnyuE2CSEWC+EWN38XKe5BkKIYCHEF0KIbc3/C4Z1lvoLIdKaf+67b3VCiDs7S/0BhBB3Nf//2yyEmNX8f7HV668CL/R/vsCrwDigF3CpEKJX+5aq1b0PnPmH5+4H5kspuwHzmx//XXmAe6SUPYGhwC3NP/POcg2cwGlSyv7ACcCZQoihdJ7673YHsHWfx52t/gCjpJQn7DOFvjNdg5eBn6WUPYD+6L8LnaL+UsrM5p/7CcBAoBH4mk5SfyFEHHA7cKKUsg9gBC6hDeqvAi/dYCBLSrlTSukCPgUmtHOZWpWUcjFQ9YenJwAzm+/PBM5r00K1ISllsZRybfP9evR/uHF0kmsgdfbmh+bmm6ST1B9ACNEFOAt4Z5+nO039D6NTXAMhRCBwCvAugJTSJaWsoZPU/w9OB7KllHl0rvqbAB8hhAnwBYpog/qrwEsXB+za53FB83OdTZSUshj0wASIbOfytAkhRBIwAFhBJ7oGzd1s64EyYK6UslPVH3gJmAJo+zzXmeoPerA9RwixRggxufm5znINUoByYEZzd/M7Qgg/Ok/993UJMKv5fqeov5SyEHgOyAeKgVop5RzaoP4q8NKJgzynpnt2AkIIf+BL4E4pZV17l6ctSSm9zd0MXYDBQog+7V2mtiKEOBsok1Kuae+ytLOTpJTp6MMsbhFCnNLeBWpDJiAdeF1KOQBo4G/arXY4QggLcC7weXuXpS01j92aACQDsYCfEOKKtji3Crx0BUD8Po+7oDc5djalQogYgOZtWTuXp1UJIczoQdfHUsqvmp/uVNcAoLl7ZSH6mL/OUv+TgHOFELnoQwtOE0J8ROepPwBSyqLmbRn6+J7BdJ5rUAAUNLf0AnyBHoh1lvrvNg5YK6UsbX7cWeo/GsiRUpZLKd3AV8Bw2qD+KvDSrQK6CSGSm6P/S4Dv2rlM7eE74Orm+1cD37ZjWVqVEEKgj+3YKqV8YZ+XOsU1EEJECCGCm+/7oP8T2kYnqb+U8gEpZRcpZRL63/uvUsor6CT1BxBC+AkhAnbfB84ANtNJroGUsgTYJYRIa37qdCCDTlL/fVzK3m5G6Dz1zweGCiF8mz8PTkcf69vq9VcJVJsJIcajj/kwAu9JKR9v5yK1KiHELOBU9JXYS4F/A98AnwEJ6L+UF0kp/zgA/29BCHEysATYxN4xPg+ij/P6218DIUQ/9IGjRvQvYJ9JKR8RQoTRCeq/LyHEqcC9UsqzO1P9hRAp6K1coHe7fSKlfLyTXYMT0CdXWICdwLU0/z3QOerviz6+OUVKWdv8XGf6+T8MTESf5b4OmAT408r1V4GXoiiKoihKG1FdjYqi/O01JwptEkLYhRClQogZzRMrdr8eKoQoF0L81p7lVBTl708FXoqidBbnSCn90QdQDwKm7fPa0+yfSFVRFKVVqMBLUZROpTl/z09AHwAhxLDm+zPas1yKonQOKvBSFKVTEULEA+OBdfssF3YrKnefoihtQAVeiqJ0Ft8IIWqA34BFwBPoa7WtUIlUFUVpK6b2LoCiKEobOU9KOW/3AyFELHrgNbD9iqQoSmejAi9FUTqrwUAMkKHnT8QHfcHcEiBOSultz8Ipyv+zd9/xVVf348df567c7D0ISQgBQkgYAcISQUURilq1buverXXU1tXaav22am3t1/qt1Z9SRxVXVdyAgOIABcLMYIWVhOw9bu4+vz9uoCCBJOSGkPB+Ph738bn3c8/nfE5CSN73jPcRA5MEXkKIk9UiIPWg15cBVwLnS9AlhOgtEngJIU5KWmsHULH/tVKqEXC1byUjhBC9QjLXCyGEEEIcJ7KqUQghhBDiOJHASwghhBDiOJHASwghhBDiOJHASwghhBDiOJHASwghhBDiOOk36SRiYmJ0ampqXzdDCCGEEKJT69atq9Fax/7wfL8JvFJTU8nNze3rZgghhBBCdEoptbej8zLUKIQQQghxnEjgJYQQQghxnEjgJYQQQghxnPSbOV5CCCGEOHm4XC5KS0ux2+193ZSjslqtJCUlYTabu1ReAi8hBJ7GRopvupmo664l/Jxz+ro5QghBaWkpoaGhpKamopTq6+Z0SGtNbW0tpaWlDB06tEvXyFCjEILa+fOx5+VR8ej/4K6r6+vmCCEEdrud6OjoEzboAlBKER0d3a1eOQm8hDjJuSorqfv3awRNmoS3tZWqp57q6yYJIQTACR107dfdNkrgJcRJrubZf6K9XgY9/hjR111L43vvY1u/oa+bJYQQfc5oNJKdnc3o0aM577zzaGho6HGdEngJcRJz7N5Nw3vvEXnZZViSkoj52c8wJSRQ8Yc/oN3uvm6eEEL0qcDAQDZu3Eh+fj5RUVE8++yzPa5TAi8hTmLVf38GFRBAzG23AmAIDib+Nw/i2LaN+jfe6OPWCSHEiWPatGns27evx/XIqkYhTlJtefk0L15MzM9/hikm5sD50NmzCZ4xg+q/P0Po3LmY4+L6sJVCCAF/+LiAwrImv9aZmRjGw+dldamsx+Nh+fLl3HjjjT2+r/R4CXGSqv7f/8UYEUHUDTcccl4pRcJDv0W7XFT9+ck+ap0QQvS9trY2srOziY6Opq6ujtmzZ/e4TunxEuIk1Prdd7SuWkXcA/djDAk57H3LkCFE33wzNc8+S8QlFxM8dWoftFIIIXy62jPlb/vneDU2NnLuuefy7LPPcuedd/aoTunxEuIko7Wm6qm/YRo0iMgrrjhiueibb8KcnEzFo/+DdjqPYwuFEOLEEh4ezjPPPMNf//pXXC5Xj+qSwEuIk0zz50ux5+cTe8cdGAICjljOYLWS8NBvce7aRe3Lrxy/BgohxAlo/PjxjBs3jrfeeqtH9chQoxAnEe12U/3001iGDyP8/B93Wj7ktNMIOe006l55heibb0IZ5LOaEOLk0dLScsjrjz/+uMd1+uW3qFIqQin1rlJqq1Jqi1JqmlIqSim1VCm1o/0YeVD5B5VSRUqpbUqpOf5ogxCic42ffIJz927ifvlLlNHYpWtC587FU1+PY0dRL7dOCCEGPn99fP07sFhrnQGMA7YADwDLtdYjgOXtr1FKZQKXA1nAXOCfSqmu/QUQQvRI08efYE5JIWTWrC5fEzx5EgC21at7q1lCCHHS6HHgpZQKA2YC/wLQWju11g3A+cCr7cVeBS5of34+8JbW2qG13g0UAZN72g4hxNF5GhtpXb2asLNnd2tvMfPgwZiTkrCtXdOLrRNCiJODP3q80oBq4GWl1Aal1HylVDAQr7UuB2g/7s/COBgoOej60vZzQohe1LJiBbjdhB5DHpqgyZOxrVmL9nr93zAhhDiJ+CPwMgETgOe01uOBVtqHFY+go4/ausOCSt2ilMpVSuVWV1f3vKVCnMSali7FFB+PdcyYbl8bPGUynsZGHNu390LLhBDi5OGPwKsUKNVa758A8i6+QKxSKTUIoP1YdVD55IOuTwLKOqpYa/2C1jpHa50TGxvrh6YKcXLy2my0fvMtoWeddUwrE4Mm+2YDyDwvIYTomR4HXlrrCqBEKTWy/dSZQCHwEXBt+7lrgQ/bn38EXK6UClBKDQVGADJ5RIhe1PLNt2iH45iGGQHMgwZhTkmhdc1aP7dMCCFOXEajkezsbMaNG8eECRNYtWpVj+v0Vx6vO4AFSikLsAu4Hl9Q945S6kagGLgEQGtdoJR6B19w5gZu11p7/NQOIUQHmpcuxRgRQVDOxGOuI2jyJJqXLkN7vZLPSwhxUti/ZRDAkiVLePDBB/nqq696VKdfAi+t9UYgp4O3zjxC+T8Bf/LHvYUQR6edTlpWrCB0ztko07H/lw+eMoXGd9/DsXUr1sxMP7ZQCCFOFPc0xAAAIABJREFUfE1NTURGRnZesBOSuV6IAa519Wq8LS3HPMy43/55Xq1r1kjgJYQ4vhY9ABV5/q0zYQz86ImjFmlrayM7Oxu73U55eTlffPFFj28r4wVCDHDNny/FEBxM8LRpParHHB+PZcgQbKtlSqYQ4uSwf6hx69atLF68mGuuuQatO0zE0GXS4yXEAKY9HpqXLyfktNOOuiF2VwVNnkzT4sVoj6fLWw4JIUSPddIzdTxMmzaNmpoaqquriYuL6/yCI5AeLyEGsLb16/HU1RF6ds+GGfcLmjwZb3Mz9i1b/VKfEEL0F1u3bsXj8RAdHd2jeqTHS4gBrGnpUpTFQsiMGX6p70A+rzVrCByd5Zc6hRDiRLV/jheA1ppXX30VYw97+yXwEmKA0lrTvHQZwaeeiiE42C91muPjsKSmYluzhugbrvdLnUIIcaLyePyf7UqGGoUYoOz5BbjLy3u8mvGHgqZMwZabi3a7/VqvEEKcDCTwEmKAal66FIxGQs843a/1Bk2ehLelReZ5CSHEMZDAS4gBSGtN8+efEzxlMsaICL/WHXxgnpfs2yiEEN0lgZcQA5Bz506ce/b4fZgRwBQbiyUtjdY1ks9LCCG6SwIvIQag5qVLQSlCzuxw164eC5oymbbcdTLPSwghukkCLyEGoOalywjMzsbcgyR/RxM8eTLe1lbshYW9Ur8QQgxUEngJMcB4bTbsW7f2eIugowmaNAnw7QMphBADVUVFBZdffjnDhg0jMzOTefPmsX379h7VKYGXEAOMfds28Hqx9mKCU1NMDJbhw7CtWdtr9xBCiL6ktebCCy/k9NNPZ+fOnRQWFvLYY49RWVnZo3olgaoQA4y9wDf8Z83q3czywZMn0/jBh2iXC2U29+q9hBDiePvyyy8xm83cdtttB87tz2LfExJ4CTHA2AsLMUZHY+ql+V37BU2eQv0bb2IvKCDQD7+MhBDiSP685s9srfNv7sCMqAzun3z/Ed/Pz89n4sSJfr0nyFCjEAOOvaAAa1YmSqlevU9g9jgA2goKevU+QggxkEiPlxADiNfhwFFURIifs9V3xBQfjzE8HMfWbb1+LyHEye1oPVO9JSsri3fffdfv9UqPlxADiGPbNvB4sGZm9vq9lFIEZGT4JvMLIcQAM2vWLBwOBy+++OKBc2vXruWrr77qUb0SeAkxgOzPqxXYyxPr97NmjMSxfTva4zku9xNCiONFKcXChQtZunQpw4YNIysri0ceeYTExMQe1StDjUIMIPaCAozh4Zh6+IuhqwJGZqDtdpx7iwlIG3pc7imEEMdLYmIi77zzjl/rlB4vIQYQe0Eh1qysXp9Yv581YyQAjm3+XW0khBADlQReQgwQXqcT+44dWLN6f37Xfpbhw8Fkwi4T7IUQoksk8BJigHDs2AEuV68nTj2YwWIhYOhQHFulx0sIIbpCAi8hBgh7ez6t47Gi8WCyslEIIbpOAi8hBgh7YSGG0FDMycnH9b7WjJG4KyrwNDQc1/sKIUR/JIGXEAOEvaAQa2bvZ6z/oYCRGb77yzwvIYTolAReQgwA2uXCsW3bcR9mBFnZKIQYuIxGI9nZ2YwePZpLLrkEm83W4zol8BJiAHDs3Il2Oo/rxPr9TDExGGNipMdLCDHgBAYGsnHjRvLz87FYLDz//PM9rtNvgZdSyqiU2qCU+qT9dZRSaqlSakf7MfKgsg8qpYqUUtuUUnP81QYhTlb2Al/G+r7o8QKwjhyJXXq8hBAD2IwZMygqKupxPf7MXH8XsAUIa3/9ALBca/2EUuqB9tf3K6UygcuBLCARWKaUStday54jQhwje0EBhqAgLKlD+uT+ARkjsf37NbTLhTKb+6QNQoiBq+Kxx3Bs8e+Hu4BRGST85jddKut2u1m0aBFz587t8X390uOllEoCzgHmH3T6fODV9uevAhccdP4trbVDa70bKAIm+6MdQpys7IWFBGSOQhn6ZvaANSPDN89s1+4+ub8QQvSGtrY2srOzycnJISUlhRtvvLHHdfqrx+tp4D4g9KBz8VrrcgCtdblSKq79/GDg+4PKlbafE0IcA+12Y9+6lcjLLu2zNgSM/O8Ee+vI9D5rhxBiYOpqz5S/7Z/j5U89/nislDoXqNJar+vqJR2c00eo+xalVK5SKre6uvqY2yjEQObcvRttt/fZ/C6AgKFDURaLTLAXQohO+GNcYjrwY6XUHuAtYJZS6nWgUik1CKD9WNVevhQ4OMNjElDWUcVa6xe01jla65zY2Fg/NFWIgadtf8b6PljRuJ8ymwkYPly2DhJCiE70OPDSWj+otU7SWqfimzT/hdb6KuAj4Nr2YtcCH7Y//wi4XCkVoJQaCowA1vS0HUKcrOyFhSirFcvQoX3aDtk6SAgx0LS0tPi9zt6cifsEMFsptQOY3f4arXUB8A5QCCwGbpcVjUIcO3tBIdaMDJTR2KN6Pty4j+pmxzFfb80Yiae2FrdMCxBCiCPya+CltV6htT63/Xmt1vpMrfWI9mPdQeX+pLUeprUeqbVe5M82CHEy0V4v9i1bejzMuL2ymbve2sgjHxcccx2ydZAQQnROMtcL0Y859+xB22w9nli/JL8CgE83l7O1oumY6pCtg4QQonMSeAnRjx3IWD+6Zz1eiwsqyEgIJTTAxNNLdxxTHcbwcEyDBkmPlxDCb7TuMOnBCaW7bZTAS4h+zF5YiLJYCEhLO+Y6SupsFJQ1cXfKTn4xOYzFBRXk72s8prqsI0dKj5cQwi+sViu1tbUndPCltaa2thar1drla/y5ZZAQ4jizFxQQkJHRo216lhRUcJZhHXM3P4UnYijvWu/l6WU7mH9tTrfrCsgYScs33+B1ODAEBBxzm4QQIikpidLSUk70PJ5Wq5WkpKQul5fAS4h+Snu92AsLCTv3nB7VsyJ/L08FvAYRQzHaannX+ifmbbmPvNIRjEkK71Zd1owM8HhwFBUR2Id5xYQQ/Z/ZbGZoH6fJ6Q0y1ChEP+UqKcHb0tKjFY3VzQ6m7XuZeF0F5z8L13xAmG7hP9Y/8vqiFd2u78DWQTLPSwghOiSBlxD9lH1/xvoerGhcvfY7bjZ+QkP6xZA6HQZPRF37EVEmJ3eW/pKC/A3dqs+SkoIKDMQu87yEEKJDEngJ0U+15eWjLBasI0YcWwVaM3T1wziUlfDzHvvv+cRs9DUfEaScDFp4EdQUdblKZTQSkD5CeryEEOIIJPASop+y5+URMCoDZbEc0/W2DW+T5djIyiE/R4XGH/JeYEo2yybPx+t24fzXXKje3uV6rSN9WwedyCuRhBCir0jgJUQ/pD0e2goLCRw95tgqsDdiWPJbNnnTiD391g6LnHPWWfzM9AdsDje8eRl4vV2qOiBjJN7GRtwVFcfWNiGEGMAk8BKiH3Ls3OnLWD9m9LFV8OVjWBy1PGW+lfFDYjosEmQxMef003nEfgXU7YKS77tUtTVj/9ZBMs9LCCF+SAIvIfohe14+AIFjjqHHq3wTes0LvKVnkzx6OgaDOmLRq6YOYV3QdOzKCpve6lL1Aen7tw6SeV5CCPFDEngJ0Q+15edhCA7G0t0cN14vfHIPTkskTzguZu7ohKMWt5qNnD9pBIvck9AFC8Fl7/QWxpBgzMnJ2LdIj5cQQvyQBF5C9EP2vHyso0ejDN38L5z3H9iXy3sxt4E1gqlp0Z1eMjUtmvc901GOJtixpEu3sY4ahX3Llu61TQghTgISeAnRz3idTuzbthF4LPO78t9FRwzhybJxnDUqHrOx818BE4ZEsJoxNJtjYNPbXbqNNSsLV3Exnqam7rdRCCEGMAm8hOhnHFu3gsuFtbsrGp2tsOsryhPOoKHNzdlZRx9m3C/IYmJ0UiRfmGbCjs/BVtfpNfuTuspwoxBCHEoCLyH6mba8PIDu93jt/BI8Dj53j8dqNnBaemyXL52SFs2LTZPB64L89zotb80cBfw3u74QQggfCbyE6GfsefkYo6MxJSZ278Lti9ABYczfm8Bp6bEEWoxdvnTK0CjyPcm0hqfD5s6HG03R0ZgSErAXFnavjUIIMcBJ4CVEP9OWn0fg6NEodeQ0EIfxemH75zQkzqS02dPpasYfykmNwmgwsC7ibChdC7U7O73GmpUlgZcQQvyABF5C9COellacO3dh7W7+rrL10FrFd6bJGA2KWSPjO7/mICEBJkYnhvGGbQqgYPM7nV5jzRyFc/duvK2t3WurEEIMYBJ4CdGP2AsLQOvuz+/atgiUkfebR5E5KIzwIPNhRWwuGy6v64hVTEmL5osyM57Umb7hxk72YrRmZoLWksFeCCEOYurrBgghus7ePrG+2z1e2xfjTZ7Cyt1eLpsUechbXu3l9cLXeXr902g0w8KHMTJqJOmR6aRHpjMyaiRR1iimDI3iha93sTvxHIbvuQ9K1kDKlCPe0pqV5WtzQSFBEyd2r71CCDFASeAlRD/SlpePefBgTFFRXb+ooRgq86mY/BvatnvISf1v4FXTVsND3z7EyrKVnJZ0GmkRaWyv2853Zd/x0c6PDpSbEDeBJ6b/HaVgiXcyw02Bvl6vowRe5rg4jLExMs9LCCEOIoGXEP2IPS+v+71d2xYDsMo4GbCRM8QXtH1d+jW/W/k7Wl2tPDTlIS4deekhE/br7HVsq9vG5urNPLfpOf6w5gEyEi7n22IHt2ecAwXvw9wnwGQ54q2tmZmSUkIIIQ4ic7yE6CfcdXW49u3r/vyu7Ysgejhf1ISRFBlIZIji8dWPc/vy24kJjOGtc97isozLDlslGWWNYlriNG4ddysPTX2IlftWYo7/gPXFdbhGXwJt9b6EqkcRmJWFY+dOvG1t3f1yhRBiQJLAS4h+wp6fD9C9jPWOZtjzLTp9Lrl76slMdnD5J5fzxtY3uGrUVbxxzhsMjxzeaTUXp1/MTWNuYrdjOTr8SzZaJkBwLGx+66jXWTMzwevFsX1719sshBADmAw1CtFPtOXlgVIHJq13yc4vwOOketAZVLdVkK//hbHNzbNnPsvMpJnduv8d4+9gd0MJy1nMgoJRTBp9MeT+y9fzFRjZ4TX7tw5qKyggcNy4bt1PCCEGIunxEqKfsG/Ow5KWhjEkuOsXbVsM1ggWt0YRNGQ+XhzMP3t+t4MuAIMy8ORpj2FxDeeL2v8jN2U8eJyQ+9IRrzENGoQxIkIm2AshRDsJvIToB7TWtOXnE9idifVeD+xYQsPw03m+6CEMpmb+edY/GRk18pjbYTFamB19P15XJHdtfoZdw0+Hlc+AvbHD8qq9h04CLyGE8Olx4KWUSlZKfamU2qKUKlBK3dV+PkoptVQptaP9GHnQNQ8qpYqUUtuUUnN62gYhBjp3eTme2lqs3ZlYX5pLa1sdP9MVNHvKGa7vYEJ8do/bMmPYEFqLrwdt5OfmJqpczfD9c0csb83MxLGjCK/T2eN7CyFEf+ePHi838Cut9ShgKnC7UioTeABYrrUeASxvf037e5cDWcBc4J9Kqa7v1ivESagtzzexvjs9XvatH/OLhDi2tFVgK72SWUOm+6Utk4dGoV1RzI7+DXXuVq4fMpTyNf8EW12H5a1ZmeBy4di+wy/3F0KI/qzHgZfWulxrvb79eTOwBRgMnA+82l7sVeCC9ufnA29prR1a691AETC5p+0QYiCz5+eB2UxARkaXyrs8Lu4p+Zh11gB+mvYAnpZMJqZ2PAG+u2JDAxgWG8yesihemP0CdUYj10UFU/L14x2WP5DBvlDyeQkhhF/neCmlUoHxwGogXmtdDr7gDIhrLzYYKDnostL2cx3Vd4tSKlcplVtdXe3PpgrRr7Tl5WNNT8dgOXKy0v1cHhf3L/8F35i8/C7uNGgdj8mgyE6O8Ft7pqRFk7unntHRY5k/92VazQFct+9TdpevO6ysOSkJQ2iozPMSQgj8GHgppUKA94C7tdZNRyvawbkOd9vVWr+gtc7RWufExsb6o5lC9Dva68Wen491bOfDjG3uNu788k6Wlq/i17X1XDLlHtbuqScrMYwgi/+yx0wZGkWLw01heRNZ0Vn8a8ZfcCu4ftmt7Kg/dEhRKdWewV4CLyGE8EvgpZQy4wu6Fmit328/XamUGtT+/iCgqv18KZB80OVJQJk/2iHEQOTcswdvSwuBnSRObXI2cdvS21i5byUPE821lkScYalsKmlg4pBu7O3YBVPTogFYvcs3r2tk2mxeDpuE0WnjhsXXsaV2yyHlrVlZOLZtQ7tcfm2HEEL0N/5Y1aiAfwFbtNZ/O+itj4Br259fC3x40PnLlVIBSqmhwAhgTU/bIcRAZc/LAzjqisaathpuWHwDm2s28+TU33Pxns2QMY+CskYcbi+T/DS/a7/4MCup0UGs3l174FzarEd4pbKGQLeTGz+/kY1VGw+8Z83MRDudOHbt8ms7hBCiv/FHj9d04GpgllJqY/tjHvAEMFsptQOY3f4arXUB8A5QCCwGbtdae/zQDiEGpLa8fFRQEAHDhnX4fllLGdcuupbi5mL+MesfzG1pBe2BrAvJ3VMP4LeJ9QebMjSaNbvr8HjbZwpEDSV5zBW8UlxMhDmE65dcz2uFr6G1PpDBXoYbhRAnO3+savxWa6201mO11tntj8+01rVa6zO11iPaj3UHXfMnrfUwrfVIrfWinrZBiIGsbeNGAjMzUcbDs67satjF1Yuupt5RzwuzX2D64OlQsBCi0iBhLLl760iJCiIu1Or3dk1Ji6LJ7mZrxUFTOmfeS6LXy5umNGYOnsmTa5/kji/uoDUhDENQEPYCWdkohDi5SeZ6IU5gnsZG7IWFBE2Zcsj5FmcLb259k2sXX4tXe3l5zstkx2VDaw3s/hqyLkQD6/bWkzPE/71dAKcMiwFgxbaDVhyHJ8HE6wnf9A5Pj72DByc/yKqyVVzy6aW4hifLykYhxElPAi8hTmC23Fzwegme6gu8iuqL+OP3f+TM/5zJY6sfIzk0mX/P/fd/twHa8vGBYca9tTZqWpzkpPp3Yv1+CeFWxiaFs7Sw8tA3ZtwDRjNqxeNcOepKFsxbQKApkCUBO2gpzMPtkgz2QoiTlwReQpzAWr9fjbJa+SaiiusXX8+FH13Iwh0LOWvIWbwx7w3eOOcNksMOWiRcsBCih0P8aNbu8Y3u5/TC/K79Zo+KZ2NJA1VN9v+eDE2AU+6A/Hdh99eMih7F2+e+Tfjo8Rgdbu59/acs3r0Ym8vWa+0SQogTlQReQpzAWr5bRdEQM79e9QBlLWXcPeFull2yjD+d+ifGxP4gvURLNez5BrIuBKVYt7eeMKuJ4bEhvda+szLjAVi+terQN2b8CiJT4ZN7wO0g2BzM1T95GABLUQn3fn0vM9+eyd1f3s2nuz6lxdnSa20UQogTif8yKgoh/KqtqgJX0U5Wn2Hkf6b/kfPSzsNoOMq2pls+Au31BV5A7t56Jg6JxGDoKGexf2QkhJIUGcjSwkqumJzy3zfMgTDvKVhwEax6Bmbei2XoUJTVyt0h53PJnNks3buUZXuXsbx4ORaDhVMGn8L0xOmMjxvP8IjhR/9ahRCin5LAS4gTkNaa116/jxnAlHNv4tzhF3R6DQULISYd4jKpb3VSVNXCheM73I3Lb5RSzM6MZ8HqYlodboIDDvqVMuIsyDwfvv4rjL4IFZWGdeRInIVbyEl4kJyEHO6ffD+bqjfx+Z7PWVa8jBUlKwAINgczNmYs4+PGkx2XzdjYsQSbg3v1azlZ2ZxuNhY3sG5vPfsa2lDK9+9qUKDwHQ0GRWiAibBAs+9hNRMeaCYs0ITFaMCrwePVeLXG49V4tC/FSJjVd014oJkA0+GBdJvTQ22rg7pWJ7WtTmwODwEmA1azEav50GN4oJmQABO+1JFC9F8SeAlxAnpmwzMY1uTiDrJwztw7Or+guRL2roSZ9x4YZgR6bUXjwWZnxvPyyj18s6OauaMHHfrm3CegaDl8di/89F2sWVk0fvgh2utFGQwYlIHxceMZHzee+ybdx76WfWyo2sDGqo1srN7Ic5ueQ6MxKAPpkelkx2YfKD8oZFDHDTqKZruLd3JLCTQbSYywMjgikMSIwEMDxgGussnO2j115O6pZ93eegrLmw7kYosNDQBAa1/w79UaDXg8mhanG93h5m5dE2AyEB5oJtRqwu7yUtfqpM3VvRSOZqMiIshCVJCFiCAzUcEWUmOCmTkilolDIrGYZPaMOPGdPL9thOgnFmxZwPy8+by0L5iIaZM7zN91mA6GGc1GxTg/box9JJNTowgPNPN5YeXhgVdYIsx6CBY/AIUfYs3Kov6NN3Ds2IF15MhDiiqlSApNIik0ifOGnQdAs7OZzdWbfcFY9UY+3Pkhb217C4D4oHiy47IZEzOG0TGjGRU1iiBz0BHb2epwc/3La8ltD0oPFh5oJjEikHFJ4czJSuCU4dEd9tCccNwOsDeC1w0el++4/2EwQ0QyXqOVvH2NLN9SybItVRSW+/KuWc0GspMj+Nlpw5iYGsmE5EjCg8xHvJXXq2l2uGlqc9Fkd9HY5qKpzYXLozEaFAal2o++HjI0NNldNNnbr2lrv8buIsBkJDrYQlSIxXcMDiAq2EJIgAmH24Pd5aXN5cF+0KOxzUVdq4sGm5O6Vif1NifbK5tZWljJcyt2EhJg4pRh0Zw2MpbT0mNJijzyz4IQfUkCLyFOIEv2LOHPa/7M+UHTCKn+huApU7t2YeGHEJsBcaMAyN1TR1ZiOFZz7wcPJqOBWRlxfLm1CrfHi8n4g16HSTfDxgWw+AFCLl8EBgNNixcfFnh1JNQSyvTB032JYQG31832+u2+HrH2XrEle5YAYFAG0sLTyIrOIismiwlxE0iPTEcpRZvTw42vrmVDSQP/uHI8E1IiKWtoY1/7o6yhjdL6Nj7ZXM5ba0sICTBxRkYcc7LiOX1kHCEnUo+Y1wt7v4WNb/r+3V2tRy1eQxQObywpOp5rw1OIzh5JekIoicFgcu8Glw1KbbDL5nvusoGrDZytvqOrFdxODIERhAfHEh4cCyFxEBzreySMgNhRYOib3qZmu4tVO2v5ans1X22r5vP29CYj4kK4ckoKl+Ykn1Q9muLEp3RP+o6Po5ycHJ2bm9vXzRCi16ytWMutS29lTMwY/toyj5rfPcLQjz7Emp5+9AubK+GpkXD6A3D6A7Q43Ix/9HNumD6UB+eNOi5t/3RzObe/sZ63b5nKlPYNtA9Rmgvzz4KpP2Pv2xW4y8pJW7zIL/N1atpqKKwtJL8mn4LaAvJr8qmz+1JpDA4ZzMzBp7O2IJGNRRE8fdlEzs8+8rw3h9vDqqJalhRUsLSwktpWJxaTgVkj4/j9eZkkRgT2uL3HrHYnbHoTNr0NjcVgCYWsC3DFj6Gi2cPeegd7G5zsqnWwr9lDAE6Gm2vJCW9kuLmGaMc+DC3lHdetDGAO9i2KsAT94HkQGC3QVu9L0NtaBbY64KC/HQHhkDIFUqZCyimQOB7M/t8toTNaa3ZWt7JiWxWf5ZWzvriBUKuJK6ekcN0pqQwK78N/P3HSUUqt01rnHHZeAi8h+t6O+h1cs+gaEoITeGXuK7T87k+0rlzFiG+/6Tw4WfMifPZr+PlqiMtgcX4Ft72+jjdvnsq0YR0EQb2gxeFmwqNLuWbaEB46N7PjQp/cA+tepj7xd1Q89SJD33/vwB6O/qS1pqK1gu/Kv2PZ3uV8W7oKrdwEGsM4O/UMzkg+g+y4bKIDj/698Xg1uXvqWFJQydtrizGbDPzl4nHMbk+hcdzsWoH3i8cwlK5GKwNlUVNYEzaH5UxiZ4OmqKoZl+e/c7SykyPITo5gfEoEOUOiDp335GqDxlJAtQdVgb4gy2iG7gTBHjfYan1BWGUB7F0Fxd9DzTbf+0YLDBoHkUMhIgUiktuPQ3y7G5gC/Pf9OYoNxfXM/3Y3i/LKMSjFuWMHcdOMNEYPDj8u9xcnNwm8hDhBVduqufKzK/F6vSw4ZwHxQfEUzTyNoEmTGPy3pzqv4OV5vt6In38HwAPvbebTzeWs//1szD8c9utF1760hj21raz49ekdB4ttDfCPHNwBSex4oZbo668j7le/6rX2uDxefvHGepYUFnP1LDtuax5flX5Fs7MZgITgBEZHjyYrJuvA8GSYJazDunbXtHLHm+vJ39fEdaek8uC8jF6bA1bf6qSgrIk9u7aSmfckE1q+okTHssB9Jgs9p1JJFAEmA8lRQSRHBpKeEMr45AjGJUeQEGbt21V/rbVQshqKV8G+DdBQDE37fLspHCwiBeIyfUPjsaN8x5j0XuslK6mz8cqqPby9toQWh5uJQyK5LCeZeWMHnVjDyGJAkcBLiBOQzWXj+iXXs7txN6/OfZVR0aNw7NrFrnnnkPDoH4i89NKjV9BUDn8bBWf8Bk67D601Ux9fzsQhkfzzpxOPzxfR7vXv9/LQB/l8/suZpMeHdlwo711470aKc0fibAtl2LJlvRIouD1e7n57I59sLueR8zK5bvpQAFxeF3nVeeTV5FFQU0BBbQHFzcUHrhsVNYqzU89m9pDZDAkbckidDreHJxZt5eWVe8hKDOMfV05gaIx/UlzsqGzmpZW7+Xp7DdUNTdxk/JRfmD7EoDRLon5KccaNJMdGkRwVSHJUELEhAf0nrYLHDc1l0FDiC8Qain09Y1VboWY7eF2+csoAMSNh2CxfKpKUU/weiDXZXbyztoQ31xSzs7qVIIuReWMGcWlOMpNSI/vP91T0CxJ4CXGC8Xg93P3l3Xy972v+b9b/MTNpJgB1b7xB5aP/w7DPl2BJSTl6Jav/Hyy6D25fC7HpFJQ1cs4z3/LkxWO5NCf56Nf6WWWTnSmPLefeOSO5/YzhRy64+gUanv095WsiSV3wKoETJ/u1HW1OD7/+zyY+zSvnN/MyuGXmsKOWb3Q0Hpgb9lXpV2yu3gzAyMiRzB4ym9mps0kLTztQfmlhJfe+uwmX28sfLxyWwZvZAAAgAElEQVTNheOTjqmdWmu+31XHi9/s4outVQSYDNyVspuf1v+T8LYSnOnnYpn3uK93aKDyuHxz16q3QNUWKFnjG7b0OHxzy1JnwPCzYPiZEH30f8fu0FqzvriBd9eV8PGmclocblKjg7gkJ5nzxiaSEi0rIkXPSeAlxAnmiTVPsGDLAn4z5TdckXHFgfOld95FW34ew5cv7/wT+EtzwdEMP1sJwLNfFvGXJdtY89sziQs9/pObz//Htyil+OD26Uct5/nmRXbc+hSREyOIn78UAo7QQ9ZNZQ1t3PJaLgVlTfzmR6O4eWZa5xf9QEVrBUv3LmXp3qVsqNoAQHpkOpdnXM55aedhNVkpb2zjrjc3smZPHWmxweQMiSRnSBQTUyNJiwk+6r+b2+NlUX4FL36zi82ljUQHW7htYgjX1D9DwI7PIHoEzHvS1/NzMnK2wp6VULQMipZC3S7f+dQZvq2o0k7v3ny0TticbhblVfBObgmrd/sWZYxLCue8cYmcM3aQTMgXx0wCLyFOIAu2LOCJNU9wdebV3DfpvgPntdfLjmmnEDJrFomPP3b0Shr3wf9m+vJkzbwXgIueW4XT7eXjO07tzeYf0f8t38FTS7ez5jdnEhd29MCv5KcXYN9SyPCfJaOueg8Ce5ZzLHdPHbe9vh67y8PfL8/mzFE9nwRf2VrJsuJlfFD0AVvrthIREMEl6ZdwRcYVRAZEs2B1MV9tr2bd3noa23xDZlHBFiakRJIWG0yrw02rw02Lw02z3U2r001Fo52aFidpMcHcdOpQLrauxrLkPnDa4IwHYertYLL0uO0DRu1O2PoJfP8cNJdD4gRfADZynt9TWJTW2/h0czkfby4jf58v39mk1EjOHesLwmJCjs+iADEwSOAlxAniy+IvuevLu5iVMounTnvqkD0J7YWF7P7JRSQ++WfCf/zjI1fi9cJbV/h6BX6xFqLSqG91MvGPS/nFrBHcM7uTFBS9ZGtFE3Of/obHLhzDlVOOPkTW+PHHlN17H0Nm1xOUNQKu/gCCj20V5ttri3nog3wGRwQy/9ochsf5pwdtP601uZW5vFb4GitKVmA0GJk3dB5XZ15NRlQGXq9mV03LgWzw+7ffCbWaCA4wERLgO+7fdudHoxM4K8WA4bN7YMvHMDgHLngOYvvm361fcDt86TS+/V+o3+PLW3fqPTD6IjD6f4L87ppWPtlUxieby9lW2YzRoDgtPZYLxw9mdmb8ccmRJ/o3CbyEOAEU1BZw/eLrGRY+jJfmvkSg6dBhjNqXXqbqyScZ/tUKzPFH6bFZ8WdY8RjM+ytMvhmADzfu4663NrLw56cwPqX3twrqiNaamX/5khFxobx03aSjlvW0tLJj+nQiZk8lIWIhRKbCVe9DeNf3l3R7vPzx0y28smoPM0bE8I8rJhw1+7o/FDcVs2DLAhYWLaTN3cbY2LFcMPwC5qbOJdTSxYAv/31fChBHM5zxW5j2i14JHgYkjxsKP4BvnoKqQghPgam3wfirwdrxqtSe2lbRzMIN+/hgwz4qmuyEBpiYN2YQF04YzOTUqF7diF70XxJ4CdHHipuKuXrR1ViNVhacs4CYwJjDy9x6K67iEoYt+uzIFW1fAm9cBuOugAv+eWC+yy/f3shX26tZ+9uzMPbhH4JHPy7k9dV72fC72Z1mDC+9405sGzcw4uU/ot6+AtAw7XY45c5O/4i2Otzc+to6vi2q4cZTh/LgjzIOz5rfi5qcTSzcsZAPij6gqKGIAGMAs1JmccHwC5iSMOWQnswDmitg0f2+wCFxPFzwPMRlHLc2DyheL2xfDKv+z5e+IiAMJlwDU27z5Q3rBR6v5vtdtby/fh+L8suxOT2kRAVx7SmpXJqTRKi1d4N+0b9I4CVEH6q2VXP1oquxuWy8+qNXGRo+9LAy2uVi+5SphJ3/YwY9/HDHFdXuhBfOgMghcOPnvgSY+P4g5PxxKWeMjONvl2X35pfSqe921nLFi9/z/FUTDt+78QeaFi1i3y/vIeWVVwhOj4Xl/wMF70NQNMy8D3Ju6HC+k8Pt4aZXc1lZVMMTFx3/FZwH01pTWFvIB0Uf8Nnuz2hyNhEfFM8VGVdw/ejrMSiDr5dm7Yvw5WPgtsNp98P0u6WXy1/2rYPvnoWCD3yvsy7wzZUbPMGvE/EPZnO6WVJQwYLvi8ndW09ogIlLJyVz3SmpJEfJqkghgZcQfabZ2cz1i6+nuLmYf539L8bEjumwnG39BvZeeSWD//53wuacfXgBRwv8a7av1+SWFb7gq9364np+8s9VPHPFeH48LrF3vpAucnu8TPzjMqalRfP81UfPJea12dg+/VTCf/xjBv3hEd/Jfeth2cOw+2vf8OOs30HWTw5MpHZ7vPzijQ0sLqjgr5eM4+KJx5bOoTc4PA5WlKzg/R3vs6psFeemncujKedh/uw+qMyDYWfCvL/4NTWCOEhDsS/FyrpXwdnsy5SfPhdGzoUhp/baooWNJQ289O1uPs0rR2vNnKwEbjx1KDmpUb1yP9E/HCnw6ptdTYU4STg8Du784k52Nuzk6dOfPmLQBWBb/T0AQZM7mBulNXx0B1RvhYv/dUjQBbBiaxUGBTNHHD58ebyZjAauPSWVxQUVfLhx31HLGoKCCD3jdJo//xztdvtODp4A13wEP30PLCHw3o0wfxaUbUBrzW8W5rG4oILfn5t5QgVdAAHGAOakzuH5s57nzqyb+GTXJ9zx2TXY2urg0n/DVe9J0NWbIlJgzp/gnkI492nfBPz1r8JrF8KTafDONb7NxRtKfP+n/CQ7OYJnrhjPt/efwS0zh7FqZy0XP/8dN76ylr21R9/EXJx8pMdLiF7i8Xr49Ve/ZlnxMp6Y8QTnpJ1z1PJ7r70OT1MTaQvfP/zNVf+Az38LZz0Cp/7ysLfP/b9vCDQb+c9tp/in8T3k9ni54sXvKSxr4pM7Zxw1w3vT0qXsu+NOkufPJ+TUH+T/8noh7x1Y+nt0azVrYy/mhuKzufHMcfyyj1ZudsrjgnWvwJd/4j2zh0ejIxgdncWzZz1PhLVnKTPEMXDaYNcK33yw7UugpcJ33hoB8aMhPgsSRvuex406MHzfEzanm9e+28szy3fg8mhuPS2Nn58+nECLrIQ8mchQoxDHkdaaR79/lHe3v8v9k+7nqsyrjlre29bG9ilTibzySuIfuP/QN3d95fvEnnGOr9fkB3NWqprsTO5KxvjjrKyhjXnPfMPgiEDe//kpR9zb0OtwsOOU6YTOnUPin/7UcWX2Rja/+itGl71LiyWG0AufQo36ca/N3zkmWsOWj2DZH6Bupy/h57y/sLytjPu+vo+k0CT+3+z/R0JwQl+39OTl9ULFJijN9W3uXZkPlYXg2t8rpSA82dcrGT0Mooe3P4b5Nvzu5s9bZZOdJxZtZeGGfQyOCOR3545iTlaCbE10kpDAS4jjpKathpfzX+bfhf/mpjE3cdeEuzq9pvLxJ6h79VWGvPZvgiYdNNS4bTG8e73vj8HNyzvM8P5Obgn3vbuZz+6cQWZi7yynP1ZLCyu5+d+5XHdKKo/8OOuI5fbddx8tK74i/dtvUJbD5+G8umoPD39UwC8zmriz7R+oynxI/5Evw/uJsKVO8ffw+e+gdI1veGv2ozDi7AN/qNdWrOXOL+4k2BzMC7NfIC2i+xn1RS/xeqF+ty8Iq9riW8BSW+Q7Ohr/Wy5qGIy/CrKvhNDuBc9rdtfx+w/z2VrRzKnDY3j4vExGHGk/UzFgSOAlRDdprWl0NFLWWoZBGYgNjCXSGulbpXYQl9fFpqpNfLvvW1aWrWRr3VYALhpxEQ9Pe7jTT7fNK1ZQetvPiPzpT0n43UP/fSP3Jfj0V5AwFq58B0I7zuv1s9fXsaG4ge8enHVCfpJ+9ONCXlq5m/939UTmZHX8B6v5yy8p/dnPSXr+OUJPPx3wff8Lypp4d10pr6zaw9mZ8fzzpxMw4YXVz/lWCAKc+XuYfKvfs5h3SfV2WP4HX2b1kASY9VsYd2WHqxW31m3ltqW34dZu7pl4D+emnYvFKBnqT1hag63WF4RVFULee7D3W1BGSJ/jyxs24uwur0x1e7wsWF3MXz/fRqvDzQXjB3P3memyL+QAJoGXEEfg8rjIr81nc/VmSppLKG8tp6yljLKWMmxu2yFlTcpEdGA0sYGxxAbFotGsrVhLq6sVozKSHZfNqYNPZXridDKiMjoNhFyVley+4EJM8fGkvv0WhoAA3yfwLx71ZegeMQcufgkCQo7Qdi/jH13KeeMG8fhPxvrte+JPDreHi5/7jr21rXx21wySIg//Q6OdTnbMPI3AceMwP/k0H2zcx/vrS9le2YLZqDhvbCKP/WTModnCG4rhk3t8+/mlnALn/+P4TFz3uGDbZ755XDu/AEsonHoXTP05WI48lw2gpKmEX3/9awprC4kLiuOazGu4JP0Sgszyx7dfqN0JG16DjW9AS6Uv2B53ua8XLHZkl6qoa3Xy3Ioi/v3dXjxezaWTkrlj1nDZE3IAksBLiHZOj5O8mjzWVqwltzKXTVWbsHvsAIRaQhkcMphBwYMOHBNDEtFoqm3VVLdV//fYVo3T4yQnPodTB5/KlEFTup65HNAeD8XX30BbXh5D33uPgLShvm1RPrwd8v4DE6/3ZaY/yifq/TmzjtabdCLYW9vKOc98S3p8CG/fOg3zQYlOnW4v2yubqXz+BRL/8xL3zPwFW6JSmZASwYUTkjh3zCAig4/QM6S1bxuZRQ+Ax+nr/ZpyW+/0ftXthvX/hg2vQ2sVhCX5Enbm3AAhsV2uRmvNd2XfMT9/Pmsr1hJmCePKUVdyZcaVRFr7ZseBo7Fv3UrjBx/iaWjAa7Md9lAWM+b4BEzx8Zji4zDHx2OKi8cyJIWAYQN0BafHBTs+h/Wv+Y7a49tDMvtK3xZGQZ2nkahssvOPL4p4a20xSimumjKEn58xTPaD7EW1LQ7eWlvCovxy3r3tlF7f9kkCL3FSc3ldfFP6DQt3LOS78u9weBwoFOmR6eQk5JATn8OE+AlEWY9f3p2a556j+u/PMOixx4j4yYXQVg9vXeUbzjjzYd/qxU56zB77bAsvr9zNxt+f3WmW+L720aYy7nxzAz+dkkJGQij5+5rIL2tke2UzLo8mwO3g38uewJkylKSXXjrqSsjDNJXBx3fDjiWQMg3Of9Y/vV9aw46lvqHNnV+AMvjyQk28DoafBR1lp++GTdWbeCnvJb4o+YJAUyCXjbyMm8feTJilb+fqaa1pXbmKupdeonXVKpTFgikmBkNwECooCENQEIagYAyBgWiHHVdlFe7KStzV1b4e23aBOROJueUWgmfMOCGHwf2iudL3QWnTm755YgazL2/YuCtg+OxOc4eV1Nl4ZvkO3ltfSoDJyGWTkrnx1KEnTRJWm9NNUVUL2yqa2V3TisVkIDLIQmSwhaggCxFBZqKCLUQGWbCaDcf0c1RQ1sgrK/fw4aYynG4vM0bE8OeLxpIY0bu9jCdc4KWUmgv8HTAC87XWTxytvARe4ljsadzDwqKFfFj0IbX2WmIDY5mTOodJCZOYGD+R8IDwPmmXbd069l59DWHz5pH48L2orR/D9/+E+r2+zZLHXtKlemb/7Sviw6y8ftOUXm6xfzz4/mbeXFMCQGSQmdGDw8lMDGN0YjhZiWGEf/Y+VY8/TsorLxM8dWr3Kj+k98sBM34FE6494ty4o/K4fPsprvw7VBVAaKIv2Bp/Vbf2kuyqopptLPz8Gb4u/ZrmwRH8POcOfjLiJ5gMxzeY1k4njZ99Rt1LL+PYvh1TbCyR11xN5KWXYgzv/P+Kdrtx19birqykbcMGal95FXd5OQEZGUTffBNhc+agTP77mrxOJ9rhwBAcjOqLOX74gtR6Rz1Vtiqq9q2hcscSqirWUeOx4zEF+LYvikz1DUu2zw8NNAUSFxRHfHA88UHxxAXF0WoLZv5XpXy0qQwNnDt2ELfMTCMrsRu/o1qqfas2yzf5FgqEJ/s+iCRPhsC+S2Xi8ngpb7BT2mCjtL6NvbWtbKtoYXtlMyX1tgMp1UwGhdt7UEyinChTC8rUjDI4MBmMhFgshFothARYCA2wEGa1EBUUSHSIlejgQGJDgogN8R1X7SrnnXU7KKisICDAycShVrKHWDCbHdw67lYCjL3bu3hCBV5KKSOwHZgNlAJrgSu01oVHukYCL3E0+yfC17TVUGOvoaS5hE93fcq6ynUYlZEZSTO4aMRFnDr41OP+x+yHPA0N7Dr/fJR2MvSqKIzlq0B7IXoEnPu/MHTGEa/VWtNgc7GntpWtFc08+H4eD50ziptm9I9Vck63l9W7a0mLDSEx3HrYp1evw8HOOXMxJyQw5M03jq2XpKnMtyhh22ftE6HnwoSrfb0PnU2Edrb6hhO/exYaSyB2FEy/C8ZcDEb/7MOnXS4cRUXYCwpoy8/HXlCIY9s2tNMJgMtsYGe8l5rUSMafcRljT7sI8+DBvdZj5GlsxLZuPbbcXJo++QR3VRUBI0YQdcMNhJ8zr8NVpl2lnU4aP/2M2vnzce7ciTk5megbbyRk1hmYYmO79DV5GhpwlpTiKinGWVyCs7QEV3EJzpIS3BUVvoDbYMAQGooxNBRjWBiGsDBMUZEEZmcTNGUqAekj/Pr9c3ldrChZwbvb3yW3Ihen13nI+wpFpDkYs9sJLjvg9QVd5kAwB9HqddHiajms3hBzCBaDFYfLSIsdvB4zYdZAUiLDSY2IJSYohhhLBDEYiHF7iHbZiWupI6JyK6piMzSX/beysMG+eWheN6B8+cpSpvoCsdQZx/aB5CgabE721NrYW9vKnhrfsaTexr76Niqa7BwcT5kMitSYIIbGe4mJaCEouB5tqqHJXXFgOketvRabu3eSzxo0LLvwU2LDe3dF9IkWeE0DHtFaz2l//SCA1vrxI13T24HXW78+D0Npea/VLzqnABMKIwoTBkxaYUJh0gY8SuPEi1N5ceLBhfY9Vx7feTRedejPcpA2kugNJMFrJUAf/8SF3iAzOjQAb2gA3rAAdLDFlybok43okjZSz6qhdVACBRGzKIicRaV1WIdDixqot7naf6G10mR3H3gv0Gzk81/OHFDDEvVvv0PFww8fssLxmNTsaJ8I/aZvTlZIgm8Ozpj23kRbDbTW+Fautdb4EmsWfugb8k2Z5ttLccTZPZ4v5q6vp23DRto2rMe2fgP2/Hy0wwGAISQEa2Ym1tGjsWZlgoa2vDwq1n6N2r4Hi7v9ZzoiHJWVTmt6IlVDI9kz2EQZDVS2VuLRHgKMAVhNVgKMAQeeR1ujmZUyi2ERhw65uqqqaFu3DlvuOmy5uTi2bwetUWYzQZMnE3XdtQSfeqpfAxXt9dLyxRfUvPAi9s2bAVABAZgHD8acnIRlcBLmpCQMwcG4SktxlpTgKvEFV96mpkPqMsbGYElKxpKSjDkpGUNICN7mJjyNTXiam/A2NuFpbsZdWYlrn2/nBGNUFMFTpxA0ZSrB06ZiTk4+pq+vpLmE93e8z8IdC6m115IQnMDsIbMZHDKYuKA4Xy9WUDzRgdGYDe2BussORcsg/z1fEleXDawR2FKmUJk4hsroVKqsIVTZa6lpq8HutmP32GmxNVBeXUZLax1GbLiMLhqNmjbD4e0O1pBkDCI5MJ7kyGEkxY0jKSqdUIMJS00Rlop8LGWbCCjfhNnZQrBWmIaf5evBTf9Rh8OhdpeHxjYXDTYXDTYn9TYX9Tan79Ha/rrVSU2Lgz21NhrbXAeuVQoGhVlJjgoiKTKIhAgT5sAKbOymyllEaWsRJc0lhyxeMiojg4IHER8cT0xgzGGPYHMwHmcr3sZS3I0leJv24W0qx91SicfdhsvtwOV24PY68XqdeLUXi9aEeb0HHqHKTFhwAsFhiaiLX4aQuG7/DHTHiRZ4XQzM1Vrf1P76amCK1voXPyh3C3ALQEpKysS9e/f2Wpvev3AcybudnRcUvaqrP40K335XCo3S+58fdF6Docu19QKt0K4f/IJUGoNV420zsDs7hVdGXcR2hnQpKWOo1URqdDCp0cEMiQ7yPY8JJjkq8IiJSfsr7XKxc945GEJCGPreuz0fQvK4fBnLN+yfCO09rIij0UT5+micTRawBvP/2bvvOKmq8/HjnzNte29sAXaBpS6wIEVAOkSjCGLsETVqLLFrbFG/ahI1yc8YNfYarKgIKCooCCIIKL33srC99zLt/P64AyyyDbbBzvN+veZ1Z+7ce+45s+zw7DnPPUf5+KPMZmNYzGLB5OODJSrKSCDvFHM0gdwSHQ1uF66yMtzl5bjLynCVleMuL8Oenk7V+g3Y9+83LmK14tu3D/6pg/Ad0B+/fv2wdulSb/uqq8uZ992LbPjhM7oeriE5U5NQYLznBnKiLGQnBVMQF0hOuInsMEVWsItKZafGWUO5oxyt3Zzt7MKUsu70TVeoLbtwHDoEgPL3xz81Ff+hQ/AfMgTfAQOMu2pbkdaaqg0bqd6xHUd6hhFkpafjSE/HXVZ29HOyxcVh7ewJrjp3wdY54ejW5N/0PzIcGRlU/PwLlT+vpmLVapy5ucYlunQhaOJEgiZNxC81FWWu/3fI6Xbyw+Ef+Gz3Z6zMXIlJmRgTP4ZLe13KqLhRmE8mz89eYQRf+5ZC2kpjol0Aa4AxHBjTz5i+Iuv43qty/84cNsWx3x7KlqoA0sz+ZJp9sQf4YQ614rCUYFe5VJNHpTsPN456KmAwa0UXp4vkmio6u8zYTX3Zq8aT5hhASaWmuMpOtePE35MjfK0mT/6VjYhA29HvpK4RAUSHaJzmHDIq0thesJ0teVvYUbgDh9uoU7hvOH0j+pIYnEjnoM50Ce5Cl6AuxAbGHgtWjyhKM4LWvd9D5obje/QAgmKNiW19g8Hqbzxs/see+4dDSILR+xccb7xuw1zD0y3wuhQ491eB1zCt9R31nSNDjd5Ba02ls5Iyexll9jLKHeWU2cvws/gR4RdBhG8EwbbgMyJR111TgyMz03hkZODIMJ5bE+KJuuOOdstJOROUfPEFmQ8+RPzzzxN83rktV3BppvElbvMH/0i0bziF85aQ9+rbmAIDCTrvXHC5jXUjXU60w4l2uXBXVeLMzcOZk4OrqKhJlzKHhuKXmorf4MH4D0rFt39/TL6+J13l/Kp8FqctJsQnhE7uICIOFOGzKw375q1UbdqEq7j42MEmE9bYWGxdu+KwKCo2bsBaavQqlPhDZrdg/AcPZsDkK4gdNKpF862ay1VSgruiAktMTIOB0KnSWmM/cJCK1aso/+EHKletRjscmMPDCRw/jqCJkwgYOeLoz6igqoA5e+bwya5PyKnMIcY/ht8l/47pydNbbvWBsmwjAEtbCYdWGWuxRiRD7ECIHWBsO/UH32N5XhU1TrZllrI5vZjN6SXszy+nyu6i2uGmxumi2uGkRhfhNheAyY4yOUEZD3VkaynH4pNDgG86NZYytOfr1KTBDxs2czi+1giCraGE+YYR4RdOiE8ggT5WAn1s+FgsWEwWTMqE3WUnrTSN/SX72V+yn9zK3KN19bP40TeiL/0j+5MSmcKAyAF0Cmhg5n5HNaT95Am2FkP+bmN/SBfoOhIiPSsJhHeH8G71TrNzujjdAq/TbqhRCHH60C4X+6dOA6Dbl1+0yn/E9oMHyXz4L1Rt2EDQ5Ml0euJxLBERjZ7ntttx5nru4svNBbMZc1AQpsAgzEGBmIKCjEczcqOaSmuNq6gIe1oajkOHsKelYU87hP3QIdwVFfgNGID/kLOo6NOFxXo7Cw9+y9aCrZiUidHxo5mePJ0xCWNO7GnwAq7yciqWL6fs+yWUL1uGu6wM5eODu18PNnd282XQPnbGuhjc+Wyu6n0VYxLGtH5+qNYt1iPjdLlxaY3WRrFurdEYW4tJ4Wc1o5Si2llNWs4m9m37hAOHl1NQmUeR2UyhXzCFPgEU4abEUdbgtfwt/iSFJNEtpBvdQruRFJxEUmgSXYK6NP6ZOe2eodjZsGuBMRRr9oHEc4w7h5MnG8HWGfDH9q+dboGXBSO5fiKQgZFcf5XWelt950jgJYR3KV34LRl3303sP54h9KKLWqxc7XZT9MGH5D73HMpmo9NjjxI8ZcoZ0YvaEtJK05i3dx5f7P2CvKo8InwjmNpjKhf3uJjEkMT2rl67cFZX89M3b3Bg4edE7colMcdIWcBmxX/AQPyHDcW3Xz98evTAmpDQKn8InDYK98P2L2H7PGN4D3B26k9Nr9/iShqNOyYFtwK3duNyuzCbzET4Rpzc74/bBQeXw5bZxvqm1SXgFw59p0HvKUbvlu3Mz1s9rQIvAKXU+cDzGNNJvKO1rmd1XIMEXkJ4F+12c+CSS3CXltF9wTcoa/N7ZRw5uWTefz+Vv/xCwNgxxP71b1hjWjfB9nTldDtZkbGCOXvm8GP6j7i0i+GdhnNr6q2cFXNWe1evTdhddubvm8+7294lrTSNLkFduKrPVUyJGodp824qf/mFyjVrqN6x4+j8ZMpmw9atGz7du+PTozvWzl0wh4RgDg7CFByM2fNoiX+v7a4ozQiMts2DDM//v/4R0H2i0RvVYyIERDZcRlWxkbeWvwcK9hjbwz8bd1zaAo1Aq/8l0G1ci905fLo47QKvkyWBlxDep3zZMg7ffAudnniCsCsub1ZZVVu2kH7b7bjKy+n0yF8Iufhir+nlakx+VT5f7P2CD3Z8QH5VPiNiR3D7oNsZEHV6LkPVXBWOCmbvns17294jtyqXPuF9uLH/jUzsMrHOZHlXeQX2fXup2buXmr37qNm3F/vefTgyM+so3aD8/bFERWKNjsESE4O1k+eGjBjPrP7dujVrqo42V54H+5caEwrv+964GxhlLApvrSN3UbuNnMqKvGP7TBZjTrNO/aHvRcaal9a2XypJO51tkt8ogZcQ4oyjtSbtyquo2beP0PbG3VwAACAASURBVEsuIWTaVHx79z7pckrmf0XWI49giYoi4ZVX8O3VsxVqe+arclbx6a5PeXvL2xTVFDEmYQy3pd5G34i+7V21FpFZnsns3bP5ZNcnlNpLGd5pONf3v54RsSNOKQh3V1TgyMrCVVqGq7QEd2npseclJTjz8o7N6p+Tg3bUutvQasWnRw98e/fGt09vfHr3xrd3b8zB7btqQZO43ZC10bhRJWOdsWRSXQJjIDLZuGEgMtkIusxWXCUlRj7iwYO1HmnYDx8Glwus1lp3FZtRFivmwECsCQmeRzy2hASsCZ2xxsUavYtKgVLH/RydRUXYDxzAvn8/NQcOYD9w0Hh9+DA9V6/CHNi6yfkSeAkhzkg1+w+Q++9/U75sGTid+PTqRcjUqQRPmdLoMKF2u8n7z/MUvPkm/kOGEP/iC1jC225ZqDNVpaOSj3Z+xLtb36XUXsrELhP544A/0i+iX3tX7aS53C5WZKzg092fsjx9OQDjO4/nhv43tGmP3pEbIZw5OdgPHKB6x06qd+6kescOXPn5R4+zJSXhN3AgfqkD8Rs4EJ/k5NPq7tOT5SotpXrrVqq2bDW2W7fizKo1Z6bJhDU+HltiIrbOnVE2G9rpRDsd4HIdvbPYVVyMIz0dR0bG0cmG6+QJwFDKCOKO7LZasSV2xZaYhC0piYjr/4A5tHVn85fASwhxRnMWFVH6zTeUfPkl1Zs2g8lEwIgRBIw4G9+U/vim9DvuL1hXeQWZ999P+dKlhF52GZ0efeTMGto5DZTZy/hg+we8t/09yh3lDI8dzvUpp95D1JbyKvOYs2cOs/fMJrsimyi/KKYnT+d3yb8jLjCuvat3HGdenhGEbdtO1ebNxjQhBcakbcrPz5jzLbErlrBwzOHhWMLDMIeHYw4LxxIRjiUi4rT4t+2urqZ6xw6qt2yhavMWqrZsxpF26Oj71q5d8Evpj2/fPtiSkoxgKyHhpOqu3W6cefk4Moz53xxZ2WiXE9ye2ze1G+12gwZzWCg+3bphS0rCGhfX5jdFSOAlhOgwavYfoGT+l5R9swD7kYmVlcKWlIRvSj/8+vWjePZsavYfIObhhwn7/VWnfaBwOiuzl/HZ7s/4YPsH5FXl0Se8D9enXM+krpPafQmu2vIq81hyaAmLDi1ibfZaXNrFiNgRXNbrMsZ2HnvGTJuhtcaRkUHVxk1UbdpE1eZNODIzcRUVg9NZ5znmkBDMUZHGRL+RUVgiPc+joz3bKKzR0ZgCTmLx+frq53TizM3FkZWF/WAaVVu3UL1pM9W7dx+tn6VTJ/z698c3JQW//in49uvXpPU+OxIJvIQQHZKzqIjqrduo3rrl6HCGMzcXU0gICf95joCRI9u7ih3GkbsA/7ftfxwsPUhCYALTekxjYNRAUiJTCLIFtXmdMsszWZy2mMWHFrMxdyMaTWJwIpO7TuaiHhfRJbh11+NrS1pr3KWlOAsLcRUV4SosxFlQiLMgH1d+Ps68fJz5nkdeHrq6+oQyTP7+x1Zg6BSLNbYTlphOxjYyEnd1jZGjVlZmLMNUWoK7tMzIV8vKwpGVhTMn5+hdnuBZ+qp/Cn79B+A3cAC+Kf299m7h2iTwEkJ4DUdOLiZ/P8xBbR8IeAOX28XSw0v537b/sSlvE2AsDN09tDv9I/szIGoAfSP6Eu4bTrAtGD+L34kLoms3eZV5ZFVkkVGeQWZ5JgXVBdS4arC77NhdduO523709XH7XXbsbjvFNcbM/T3DejKp6yQmd5lM99DuXt/DqbXGXV5uTPabl2dsc3Nx5ObizMnFmZ2NIzsbZ17ecUFUXZS/P5aICKxxcVhjY7HGxWKJjcUaG4c1Pg5b166yEkcdJPASQgjR4kpqStiWv41N+ZvYnLeZzXmbKbUfv7C1RVkIsgUR7BNMoDWQMnsZWRVZR9fvOyLIGoTNbMPH7IPNbDv63GqynrDPZrZhM9mIC4xjYpeJHapnqy1pp9PozcrOxpmfj8nXD3NIMKagIGP4MiioY8xJ1g4k8BJCCNHqtNYcKjvE7qLdlNSUUGYvo9ReamxrSil1lBJkDSIuMI74wHhiA2KJD4ynU0An/K1n/mzlQhxRX+B1+mRFCiGEOOMppega3JWuwV3buypCnJZkUFYIIYQQoo1I4CWEEEII0UYk8BJCCCGEaCMSeAkhhBBCtBEJvIQQQggh2sgZM52EUioPSGvly0QC+Y0e1XFJ+727/SCfgbRf2u/N7Qf5DFqy/V211lG/3nnGBF5tQSm1tq45N7yFtN+72w/yGUj7pf3e3H6Qz6At2i9DjUIIIYQQbUQCLyGEEEKINiKB1/HeaO8KtDNpv/D2z0Da7928vf0gn0Grt19yvIQQQggh2oj0eAkhhBBCtBEJvIQQQggh2ogEXh5KqfOUUruUUnuVUg+1d31am1LqHaVUrlJqa6194UqpRUqpPZ5tWHvWsTUppTorpZYqpXYopbYppe7y7PeKz0Ap5auU+kUptcnT/ic9+72i/UcopcxKqQ1Kqa88r72t/QeVUluUUhuVUms9+7zmM1BKhSqlZiuldnq+C0Z4S/uVUr08P/cjj1Kl1N3e0n4ApdQ9nu+/rUqpjz3fi63efgm8ML58gZeB3wJ9gSuVUn3bt1at7n/Aeb/a9xDwvdY6Gfje87qjcgL3aa37AGcDt3l+5t7yGdQAE7TWA4FU4Dyl1Nl4T/uPuAvYUeu1t7UfYLzWOrXW3EXe9Bm8ACzUWvcGBmL8W/CK9mutd3l+7qnAWUAlMBcvab9SKh64ExiitU4BzMAVtEH7JfAyDAP2aq33a63twCxgWjvXqVVprX8ECn+1exow0/N8JnBRm1aqDWmts7TW6z3PyzC+cOPxks9AG8o9L62eh8ZL2g+glEoALgDeqrXba9rfAK/4DJRSwcAY4G0ArbVda12Ml7T/VyYC+7TWaXhX+y2An1LKAvgDmbRB+yXwMsQDh2u9Tvfs8zYxWussMAITILqd69MmlFKJwCDgZ7zoM/AMs20EcoFFWmuvaj/wPPAA4K61z5vaD0aw/Z1Sap1S6ibPPm/5DLoBecC7nuHmt5RSAXhP+2u7AvjY89wr2q+1zgCeBQ4BWUCJ1vo72qD9EngZVB37ZJ4NL6CUCgQ+B+7WWpe2d33aktba5RlmSACGKaVS2rtObUUpNQXI1Vqva++6tLNRWuvBGGkWtymlxrR3hdqQBRgMvKq1HgRU0EGH1RqilLIBU4HP2rsubcmTuzUNSALigACl1NVtcW0JvAzpQOdarxMwuhy9TY5SKhbAs81t5/q0KqWUFSPo+lBrPcez26s+AwDP8MoPGDl/3tL+UcBUpdRBjNSCCUqpD/Ce9gOgtc70bHMx8nuG4T2fQTqQ7unpBZiNEYh5S/uP+C2wXmud43ntLe2fBBzQWudprR3AHGAkbdB+CbwMa4BkpVSSJ/q/AviynevUHr4ErvU8vxb4oh3r0qqUUgojt2OH1vq5Wm95xWeglIpSSoV6nvthfAntxEvar7V+WGudoLVOxPh9X6K1vhovaT+AUipAKRV05DnwG2ArXvIZaK2zgcNKqV6eXROB7XhJ+2u5kmPDjOA97T8EnK2U8vf8fzARI9e31dsvM9d7KKXOx8j5MAPvaK2faucqtSql1MfAOCASyAEeB+YBnwJdMP5RXqq1/nUCfoeglDoHWA5s4ViOz18w8rw6/GeglBqAkThqxvgD7FOt9V+VUhF4QftrU0qNA/6stZ7iTe1XSnXD6OUCY9jtI631U172GaRi3FxhA/YDf8Dz+4B3tN8fI7+5m9a6xLPPm37+TwKXY9zlvgG4EQikldsvgZcQQgghRBuRoUYhRIfnmSi0SilVrpTKUUq9q5QKVEr9Tyll9+w/8jC3d32FEB2XBF5CCG9xodY6ECOBeijwqGf/v7TWgbUervarohCio5PASwjhVTzz9ywAvGb6DCHE6UMCLyGEV1FKdQbOx0imBfiTUqrQM4no79qxakIILyDJ9UKIDs8zX1ckxt1LJcDXwH1AHyDNs+83wCfAeVrrn9qnpkKIjk4CLyFEh+cJvG7UWi9u5LjXgAqt9X1tUjEhhNeRoUYhhDhGU/cSYkII0SIk8BJCeC2l1CWeaSVMSqnfAEdmrxdCiFZhae8KCCFEO7oLY+koBRwA/qi1/qFdaySE6NAkx0sIIYQQoo3IUKMQQgghRBuRwEsIIYQQoo1I4CWEEEII0UYk8BJCCCGEaCNnzF2NkZGROjExsb2rIYQQQgjRqHXr1uVrraN+vf+MCbwSExNZu3Zte1dDCCGEEKJRSqm0uvbLUKMQQgghRBuRwEsIIYQQoo1I4CWEEEII0UbOmBwvIYQQQngPh8NBeno61dXV7V2VBvn6+pKQkIDVam3S8RJ4CSFAa1j7DiQMgdiB7V0bIYQgPT2doKAgEhMTUUq1d3XqpLWmoKCA9PR0kpKSmnSODDUKIaBwP3x9L7w1Cda8bQRiQgjRjqqrq4mIiDhtgy4ApRQREREn1SsngZcQAtI9U7VE9zUCsDl/hJry9q2TEMLrnc5B1xEnW0cJvIQQkLEWrAFw42IY/yhs/RzenAC5O9u7ZkII0aFI4CWEMHq84gaB2Qpj74cZ86CqEN4cD5s+ae/aCSFEuzCbzaSmppKSksKFF15IcXFxs8uUwEsIb+eohuwtkHDWsX3dxsLNyyE2FebeBN891n71E0KIduLn58fGjRvZunUr4eHhvPzyy80uUwIvIbxd9hZwOyB+yPH7g2Ph2vkw4ApY9RKUZrZP/YQQ4jQwYsQIMjIyml2OTCchhLfL8CTWJww58T2zBcY9CJtnwcYPYcz9bVs3IYQAnpy/je2ZpS1aZt+4YB6/sF+TjnW5XHz//ffccMMNzb6u9HgJ4e3S10JQHATH1f1+eDdIHA0bPgC3u23rJoQQ7aiqqorU1FQiIiIoLCxk8uTJzS5TeryE8HYZa4/P76rLoBlGrlfaT5A0um3qJYQQHk3tmWppR3K8SkpKmDJlCi+//DJ33nlns8qUHi8hvFlFPhQdPDG/69f6XAg+wbDh/TaplhBCnE5CQkJ48cUXefbZZ3E4HM0qSwIvIbxZxjpjW1d+V202f+h/CWz/Aqqafzu1EEKcaQYNGsTAgQOZNWtWs8qRwEsIb5a+FpTJmMOrMYNmgLPamFxVCCG8QHn58St4zJ8/nxkzZjSrTAm8hPBmGWshuh/YAho/Nm4QxKTIcKMQQjSDBF5CeCu32xhqbCyx/giljF6vzA2QvbV16yaEEB2UBF5CeKvCfVBd0nhifW0DLgOzTXq9hBDiFEngJYS3Sm9g4tT6+IdD7wtg8yfgrGmdegkhRAcmgZcQ3ipjLdiCILLnyZ03aAZUFcHOr1unXkII0YFJ4CWEt0pfC/GDwGQ+ufO6jYOQzjLcKIQQp0ACLyG8kaMKcraeXH7XESYzpF4F+5ZC8eGWr5sQQpwmzGYzqampDBw4kMGDB7Ny5cpmlymBlxDeKGszuJ0nl99VW+rvje3Gj1quTkIIcZo5smTQpk2beOaZZ3j44YebXaYEXkJ4owxPYn2tHq9d2WVUO1xNOz+sK3QbCxtl4WwhhHcoLS0lLCys2eXIItlCeKP0tUaeVlAMAJnFVZz/4nLundyT28b3aFoZg2bA5zfA4dXQdWQrVlYI4fUWPATZW1q2zE794bf/aPCQqqoqUlNTqa6uJisriyVLljT7stLjJYQ3ylgL8ccmTv1mSxYut2bJztyml5E01thmbmzhygkhxOnhyFDjzp07WbhwIddccw1a62aVKT1eQnib8lwoPgTDbjq6a8HWbAA2HCqipNJBiL+18XICo8A/EnK3t1ZNhRDC0EjPVFsYMWIE+fn55OXlER0dfcrlSI+XEN4m/fj8ruySatalFTG2ZxRuDT/ty296WdF9IHdHK1RSCCFOLzt37sTlchEREdGsclos8FJKmZVSG5RSX3lehyulFiml9ni2YbWOfVgptVcptUspdW5L1UEI0QQZa0GZIXYgAAu2ZgHw6AV9CPKx8OPuvKaXFd0X8nZCM7vehRDidHQkxys1NZXLL7+cmTNnYjaf5NyHv9KSQ413ATuAYM/rh4Dvtdb/UEo95Hn9oFKqL3AF0A+IAxYrpXpqrZt4O5UQolnS10JMP7D5A7BgSza9OwWRHBPEyB4R/Lg7D601SqnGy4ruA/ZyKDkMoV1aueJCCNG2XK6WD01apMdLKZUAXAC8VWv3NGCm5/lM4KJa+2dprWu01geAvcCwlqiHEKIRbjdkbjg6f1duaTVr0go5v38sAGN7RpNZUs2+vPKmlRfd19jKcKMQQjRJSw01Pg88ANSe0CdGa50F4NkeyUSLB2pPd53u2SeEaG35u6Gm9Gh+18Jt2WgN5/fvBMCYnpEA/LCricON0b2NrSTYCyFEkzQ78FJKTQFytdbrmnpKHfvqTBBRSt2klFqrlFqbl3cSeSdCiLodmTjV0+P19eYskqMD6REdZOwO86dbVAA/7mligr1vCAQnSI+XEEI0UUv0eI0CpiqlDgKzgAlKqQ+AHKVULIBne2SCoHSgc63zE4DMugrWWr+htR6itR4SFRXVAlUVwsvt/8GYAiIimbyyGn45eGyY8YgxyVH8vL+g6bPYR/eRHi8hhGiiZgdeWuuHtdYJWutEjKT5JVrrq4EvgWs9h10LfOF5/iVwhVLKRymVBCQDvzS3HkKIRricsHcxJP8GTKZaw4zHB15je0VR43Tzy4HCppUb3QfydhvlCyGEaFBrzuP1D2CyUmoPMNnzGq31NuBTYDuwELhN7mgUog2kr4GqIuhpzOCyYEsW3aMC6BkTeNxhZydFYLOYmj6tRHRfcNVA0YGWrrEQQnQ4LRp4aa1/0FpP8Twv0FpP1Fone7aFtY57SmvdXWvdS2u9oCXrIISox+6FYLJA9/EUlNewen8B5/ePPWHaCD+bmWGJ4SxrcuDVx9jKcKMQooPJzs7miiuuoHv37vTt25fzzz+f3bt3N6tMmbleCG+x+1tjMWvfEL7dloO7jmHGI8b0jGRPbjmZxVWNlxvVC1CSYC+E6FC01kyfPp1x48axb98+tm/fztNPP01OTk6zypXASwhvUJQGeTug53mAMVt9UmQAvTsF1Xn4mJ7GzSzL9zSh18vqB+HdpMdLCNGhLF26FKvVyi233HJ0X2pqKqNHj25WubJIthDeYM93xrbneRRW2Fm5r4Cbx3Srd3b6XjFBxAT78OPufC4f2oQZ6WXNRiFEK/rnL/9kZ+HOFi2zd3hvHhz2YL3vb926lbPOOqtFrwnS4yWEd9i9EMK7Q0R3Fm3PxuXW9Q4zAiilGJMcxfI9eThd7nqPOyq6DxTsA0d1C1ZaCCE6HunxEqKjs1fAgeUw9EYAvt6STZdwf/rFBTd42pieUXy2Lp1N6SWc1TWswWOJ7gPaBQV7oFP/lqq5EEIANNgz1Vr69evH7NmzW7xc6fESoqPbv8yY7qHnuRRX2lm5N7/Ouxl/7ZwekShF06aVkDUbhRAdzIQJE6ipqeHNN988um/NmjUsW7asWeVK4CVER7d7IdiCoMsIvt2WjdOtj67N2JCwABsDE0L5sSkJ9uHdwWSVBHshRIehlGLu3LksWrSI7t27069fP5544gni4uKaVa4MNQrRkWltJNb3mIA2W3n3p4MkRwfSPz6kSaeP6RnFS0v2UFxpJ9TfVv+BFhtEJkuPlxCiQ4mLi+PTTz9t0TKlx0uIjix7M5RlQc/zWL4nn53ZZfyxgbsZf21sz0jcGlbsbcKi2XJnoxBCNEoCLyE6st3fAgp6TOb1H/cRE+zDtNSmd5MPTAglyNfSxDyvPlCcBjXlp15fIYTo4CTwEqIj2/0txJ/F1hIbP+0t4A+jkvCxmJt8usVsYkxyFIu251BW7Wj44CMJ9nm7mlFhIYTo2CTwEqKjKs+FjHXQ8zze+HE/gT4WrhrehMlQf+WmMd0oqnTw6g/7Gj5Q1mwUQohGSeAlREe1ZxGgyY4Zw9dbsrhqeBeCfa0nXczAzqFMS43j7RUHyGho7cbQRLD4SZ6XEEI0QAIvITqq3QshKJbXdgWggD+MSjzlou4/txcaePbbBoYRTSaI7i09XkII0QAJvIToiJx22LeUmqTJfLI2nampccSG+J1ycQlh/txwThJzN2SwOb24/gOj+0qPlxCiwzCbzaSmppKSksKll15KZWVls8uUwEuIjujQSrCX8Z0zlSqHi5vGdGt2kX8a152IABt//3oHWuu6D4ruA+XZUFnY7OsJIUR78/PzY+PGjWzduhWbzcZrr73W7DIl8BKiI9r9Ldrswz93RTOuVxS9OzW8LmNTBPlauXtyT345UMh323PqPuhogr30egkhOpbRo0ezd+/eZpcjM9cL0dFoDbsXkhU2hPR0E/9vTPcmnVaxciW+AwZgDgys95grh3Zm5sqD/GPBTsb3isZm+dXfblG17mxMHHWqLRBCiONkP/00NTt2tmiZPn160+kvf2nSsU6nkwULFnDeeec1+7rS4yVER5O9BQr381FZKgMSQji7W3ijp5TM/4pD199A9hNPNnicxWziL+f35kB+BR/+nHbiAcFx4BMiPV5CiA6hqqqK1NRUhgwZQpcuXbjhhhuaXab0eAnR0Wybi1uZ+bCkP3+7oPHlgezp6WQ/+STKz4/Sr74i/Lrr8EvpV+/x43tFM6pHBC98v4eLByUQ4l9rigqlZOkgIUSLa2rPVEs7kuPVkqTHS4iORGvYNpfN1oEEhXfivH6dGj7c6STzz/cDkDjrY8xhYeQ++2z9yfOAUopHzu9LSZWDl5buOfGA6D7GUGMDZQghhLeSwEuIjiRrExQdYFbFWUxLjcNibvhXPP+VV6nauJFOTz6Bb69eRP7pT1SuXk3FihUNntc3LphLBicwc2Uahwt/dXt1dF+oLoay7Oa2RgghOhwJvIToSLbNRSsLC11D6B8f0uChlWvXkv/aa4RcdBEhF1wAQNjll2Ht0oXc//cs2uVq8Py7J/fE4XYzZ33G8W/I0kFCiA6ivLy8xcuUwEuIjsIzzJgRPpxiguifUH/g5SotJeOBB7AmJBDz6KNH9yubjeh776Fm925KvviywcvFh/oxNDGcLzdlHD80KVNKCCFEvSTwEqKjyNwAxWn85DOayEAbnYJ96zxMa03W44/jzM0j/tn/hzkw4Lj3g849F98BA8h78UXc1dUNXvLCgXHsy6tgZ3bZsZ0BkRAQLYGXEELUQQIvITqKbXPBZOWz8oGkxIfUezdjydx5lC1YSNQdd+A3YMAJ7yuliP7zfTizsyl8//0GL/nblE6YTYqvNmce/0b8WXDgR0mwF0I0S0M3+pwuTraOEngJ0RFoDdvm4Uoax4Z86s3vsqelkf33v+M/bBgRN9Y/H03AsGEEjh9Pwetv4Cwqqve4yEAfRnaPYP6mrOO/fPpMgZJDkNWyt2ELIbyHr68vBQUFp3XwpbWmoKAAX9+6RxjqIvN4CdERZKyHkkMcHnAnrm2alHoCr/xXXkEBcf/6J8psbrDI6PvuZf/UaRS89hoxDz9c73EXDojjgc83syWjhAEJocbOXueDyQLbv4C4QafaKiGEF0tISCA9PZ28vLz2rkqDfH19SUhIaPLxEngJ0RFsmwMmK6usw4HDdfZ4OYuKKP1mAaGXXoq1U8PzewH49OhB6O8upvCjjwm7+mpsnTvXedy5/TrxyLwtzN+UeSzw8g+HxNGw/UuY+LgxsaoQQpwEq9VKUlJSe1ejxclQoxBnOs8wIz0msj5HEx5gIzbkxG7v4tmz0Q4HYVde0eSiI2+/A2U2k/fCi/UeE+JvZUxyFF9tzsLtrjUk0HcqFO6TaSWEEKIWCbyEONOlr4XSdOg3nS0ZJXUm1muXi+KPZ+E/bBg+yclNLtoaE03Y5ZdR+u23uBqYz+bCgXFklVSz/lCtfLDeU0CZjOHGVnC4sJLzX1jOvZ9uZO3BwtM6D0QIIY6QwEuIM922uWC2Ud3tXPbkltM/PviEQ8p//BFHZiZhV1110sUHTZ4MDgcVK36q95hJfWPwsZiYv6nW3Y2B0dBlpDHc2MLKa5zcOHMthwor+W5bDpe8torf/OdH3llxgOJKe4tfTwghWooEXkKcydxu2D4PekxiRxG43LrO/K6ijz7GEh1N0MQJJ30Jv9RUzCEhlC9dWu8xgT4WJvSO5ust2bh+PdyYtwPydp/0devjdmvu+WQje/PKee3qs/jlkYn863cDCPCx8NevtjPs6e+5e9YGtmaUtNg1hRCipUjgJcSZLH0NlGZAv+lszSwFOOGORvuhQ1QsX07oZZehrNaTvoSyWAgcN5byZcvQTme9x104MI788hp+3l9wbGefC43tjpYbbvz3ol0s2p7Doxf04ZzkSPxtFi4b2pl5t43imztHc8XQzny/I5fLXl8lwZcQ4rQjgZcQZ7Jtc8HsAz3PY2t6CWH+VuJD/Y47pOjjWWCxEHrppad8mcDxE3AVF1O1sf55ucb3isbfZmZ+7clUg+MgYViLDTd+sTGDl5fu44qhnbluZOIJ7/eNC+av01L4/r6xhPpZuXHmWrJLGp59Xwgh2lKzAy+lVGel1FKl1A6l1Dal1F2e/eFKqUVKqT2ebVitcx5WSu1VSu1SSp3b3DoI4ZWODDMmTwbf4DoT691VVRTPmUPQpElYY6JP+VIB54wCq5WyBoYb/WxmJveNYcHWbBwu97E3+k6F7M1QeOCUrw+wOb2YB2ZvZlhiOH+dllLvzPwA0cG+vH3dUMqqHdwwcw0VNfX31AkhRFtqiR4vJ3Cf1roPcDZwm1KqL/AQ8L3WOhn43vMaz3tXAP2A84BXlFINz+QohDjRgR+gLAv6Tafa4WJ3TtkJ+V2l3yzAXVJC2FVXNutS5sBAAoYNo3xJ/YEXGJOpFlc6WLE3/9jOo8ON80/5+rml1dz03joiA314zhOcfAAAIABJREFU9erB2CyNf3X1iQ3mpasGsyOrlLtmbTw+90wIIdpJswMvrXWW1nq953kZsAOIB6YBMz2HzQQu8jyfBszSWtdorQ8Ae4Fhza2HEF6lpgzm3w2hXaHX+ezKLsP5q8R6rTVFH32ET3IP/IcObfYlA8ePx37gADUH6u+5Gt0zkiBfy/F3N4YlQmzqKU8rUe1wcdP76yitdvDWtUOICPRp8rnje0fz+IX9WLwjh2e+kUW7hRDtr0VzvJRSicAg4GcgRmudBUZwBhwZ54gHDtc6Ld2zTwjRVN8+AsWHYPrrYPNniyeJvHZiffWWLVRv20bolVc2OCzXVEHjxwFQvvSHeo/xsZg5r18nFm3LodrhOvZG36mQsRZKMk76uo9/sY2Nh4t57rJU+sSeOFVGY64dmch1IxN5a8UBPliddtLnCyFES2qxwEspFQh8DtyttS5t6NA69tU5BqCUukkptVYptfZ0X6tJiDazayGsnwmj7oKuIwDYmlFCiJ+VhLBjifVFH36Eyd+fkKnTWuSy1vh4fHr1anBaCYApA+Moq3GybHet39k+njqc5HDjnPXpfLL2MLeN7855KY0vc1Sfx6b0ZULvaB7/chs/7pbvEiFE+2mRwEspZcUIuj7UWs/x7M5RSsV63o8Fcj3704Hai74lALXGJY7RWr+htR6itR4SFRXVElUV4sxWkQ9f3gExKTD+L0d3b8kooX+txHpnURGlCxYQctE0zIEBLXb5wAnjqVy/HmdRUb3HjOweQXiAjY9+PnRsNvnIHhDd76SGG/fmlvHI3K0MTwrnnkk9m1Vvs0nx4pWDSI4O5LYP15NeVNms8oQQ4lS1xF2NCngb2KG1fq7WW18C13qeXwt8UWv/FUopH6VUEpAM/NLcegjR4WkNX90N1cXGEKPFyHWqcRqJ9bWHGUs+/xxttxN2ZdOT6puy5E7Q+PHgclGxfHm9x1jNJm4d251lu/P46JdDx97oOxUOrYKynEavU2V38acP1+NvM/PilYOwmJv/N2Kgj4U3rxlClcPFuz8dbHZ5QghxKlqix2sUMAOYoJTa6HmcD/wDmKyU2gNM9rxGa70N+BTYDiwEbtNau+ouWghx1KZZxlDd+EegU8rR3buyy3C4jiXWa4eDoo8+xn/o0Caty+hyu/hk5yeM/WQs9y+7n5yK+gMj35QUzFGRDU4rAXDDOUmMTo7kr/O3syu7zNjZZyqgYedXjdbp/77Yyp7ccv5zeSoxwScu+H2qOof7c8GAWD5Zc5iyakeLlSuEEE3VEnc1rtBaK631AK11qufxjda6QGs9UWud7NkW1jrnKa11d611L631gubWQYgOr/gwLHgAuoyAkXcc99aRxPojgVfx3Lk4MjOJuPGGRovdUbCDGQtm8Pef/05cYBxLDy9l6rypzNw2E4f7xMBEmUwEjRtPxY/L0fb610Q0mRT/vmwgQb4W7vh4vZFoH90HIno0Otw4e106n61L5/bxPRjTs+VTDP4wKonyGiez16W3eNlCCNEYmbleiNOd2w3zbgXthoteBdPx094dSazvHO6HttvJf+01fAcOIGDMmHqLrHBU8K81/+KKr68gozyDZ0Y/w8cXfMzcaXMZ2mkoz659lku/vJQ12WtOODdw/HjcFRVUrl3bYLWjg3z592Wp7M4p529fbQeloO80OLgCSrPqPGdPThmPzTPyuu6a2Hhv3alI7RzKWV3D+N/KgzK3lxCizUngJcTpbvUrcHA5nPs0hCed8PbWjFJS4oNRSlE8Zy7OzCyibr+9zikktNYsSlvE1HlT+WD7B1ySfAlfXvQlU7pNQSlF56DOvDTxJf474b9Uu6q5/tvreWj5Q+RVHrsTMGDE2ShfX8oamUwVYGzPKG4a040Pfz7Ewq1ZMGgGKBMsfeqEYyvtTv704XoCfMz8t4Xyuupz/agk0goqWbIzt/GDhRCiBUngJcTpbNs8WPQY9J4Cg6854W27082ubCOx3m23k//66/gNHEjAOeeccKzWmn+u+Sf3/nAvYT5hvH/++zw24jFCfEJOOHZc53HMnTaXmwfczHcHv+Pyry4nq9zopTL5+REwYgTlS5Y0KSH/z7/pxYCEEB6YvZkMUycYfjNs+ACytxw95lBBJfd+som9eUZeV3QL5nXV5dx+McSH+vHOiuYtYySEECdLAi8hWlil3cmk55Zx8Ss/8f7qNIor68+FatC+pTDnj5AwFC5+0xiq+5XdOWXYXW5S4kIo+fxznFlZRN5xxwm9XVprnl//PB/u+JDf9/k9s6bMYmDUwAYv72fx4/ZBt/PxBR9T7azmT9//iTK7kSgfOGE8jsxManbvabQZNouJF68YhMutuXvWBpyj7gO/UFwLH+GzNYe47PVVjPl/S/l2ezZ//k0vRie3/tQxFrOJa0d2ZdX+ArZnNjTtoBBCtCwJvIRoYZ+uOcze3HKKKh08Nm8rQ59azM3vr2Xh1mxqnE28gTd9Hcz6vZGMftUnYPOv87CjM9ZH+ZH/+hv4DR5MwKiRJxz3+ubXeWfrO1zW8zIeHPogFpOlye3pFd6L/4z/DwdLDnLPD/fgcDkIHDsWgPKlS5pURmJkAE9N78+ag0U89l0G80JmYD64jK/nvkduaTX3n9uLnx6cwG3jezS5Xs11+ZAu+NvMvPuT9HoJIdqOBF5CtCCHy82byw8wpGsYS+4by1d3nMM1IxJZl1bMLR+sY9hT33Pfp5t4b9VB1qUVUml3nlhI3i748BIIiIQZc8EvrN7rbckoIcjXQsiSb3BmZxN1x4m5XTO3zeTljS8ztftUHjn7kVNaPmh47HCeGPkEP2f9zF9X/xVLVBS+AwY0Oq1EbRcNiufiwfF8/MshnsgcTp4tgVej5rL03nO4bXwP4kL9Gi+kBYX4W7nkrAS+2JhJXllNm15bCOG9mv5nrxCiUV9tziSjuIonp/ZDKUVKfAgp8SE8/NverNibz9wNGSzdlcvn642pDJSCpMgA+sWFMCA+hCt7KQI/nA4mC1wzD4IaXiZna0YJA6P9KXjjDfyGnIX/2Wcf9/6snbN4du2znJt4Lk+OfBKTOvW/tab1mEZGeQavbnqVhMAEfjdhPHnPv4AzLw9LE1eWeHp6fy4cGMfwpHD89yuYdZWx/NHQG0+5Xs1x3chE3luVxoc/p3F3M2fHF0KIppDAS4gWorXm9WX76RkTyITe0ce9ZzGbGNcrmnG9otFak11azdaMUrZllrAts5T1aUX8tGkn5/3wd/ytZZj+8A2Ed2vwenanm51ZZfzVtQ1nbi5x//rXcb1Z8/bO46mfn2JcwjieGf3MSQ0v1ufWgbeSXpbOSxtfIjH5TroAZYsXN3mGfF+rmfG9PJ9Nr/Oh6zmw9Gnofyn4npjk39q6RRk/qw9Wp3HruO74WMyNnySEEM0gQ41CtJAfduWxM7uMm8d0x2SqfzhPKUVsiB+T+8Zw96SevHnNEH66sTPLYv9LlCuHu00Pk+HbeK7T5vRisNfQ74e5+A8dSsDZw4++t+DAAh5f+TgjYkfw7LhnsZqsLdJGpRRPjnySYZ2G8VDGy7gS4yn5+utTLQzOfQoqC2H5c40f30quH5VEfrmd+ZvqnltMCCFakgReQrSQV5ftIy7El6mpcU0/qTQTvrwTXh5OUEUahya9xtKq7lzy6kr25pbVeYrT5ebNH/cz4+1fmH74ZyzFhUTecTsAbu3mlY2v8OCPD5IalcoLE17Ax+zTEs07ymq28ty45+gS3JUvkwqoWrsOR9YpBi1xqTDwCmOusqK0Fq1nU43qEUHPmEDeWXGgSdNjCCFEc0jgJUQLWJdWxC8HCrlhdDesTZn4s6oIFv0fvDgINn4Ew/4Id26k5+hL+OSmEThcmktfW2X0atWyJb2EaS//xFPf7GBMl0D+cGg5/sOHEzBsGCU1Jdz+/e28uulVLux+Ia9Nfg0/S+skrIf4hPDKpFfYOCAQgIx5n556YRMeA2WG759sodqdHKUU149KYntWKT8fKGz8BCGEaAYJvIRogHY6ybj3PjLuf6DBXp3Xlu0jxM/KFUM7N1ygvQJW/AdeGAg/vWgsoXPHWvjtPyHQSFDvGxfM7FtGEOBj4co3VrNybz4VNU7+9tV2pr28gryyGl65ahCPH/oOXVhA1B23s6NgB5d/dTmrslbx6PBH+fuov7da0HVEfGA8f738TfbHmdk7+11KakpOraCQeGP9ya2fw+FfWraSTXTRoHjC/K0yoaoQotVJ4CVEA/JfeYXSb76hdOFC9p1/AfmvvYa75vipB/bmlrFoew7XjkwkwKeOBHat4dBq+OJ2eLYXLH4CEobBLcvh4jcgLPGEUxIjA/j81pHEh/lx3btrmPTcMt5ecYCrhndh8X1jOXvTEko++4yIm29mUWgGMxbMwOF28L/z/sflvS8/pSkjTkXv8N7EXXQZ8Rk1PD7rj1Q5q06toFF3QVAcfDIDCve3bCWbwNdqNj7bHTkcLqxs8+sLIbyHBF5C1KNi5UryX32NkOnT6b5gAYHnnEPe8y+w/8KpxjqFlYVQsI8Pvl9HkNXNdSMTjy+gJAOW/xteGgLvnAtb50DfqXD9d3D1bOjUv8HrxwT78unNIxjYOYQQPyuzbxnB3y/qj3n9GnL+8Q/8xo/ljeFlPPrTowyMGsinUz5tdDb61pBy+S1opQhfvo0Hlj2A013H3GSN8QmEqz8Hlx1mToPiwy1f0UZcfXZXlFK8v7p9cs2EEN5BnSnJpEOGDNFr165t72qIjqgsB7Z/Aft/AJMJrP44qswc+M8qzEG+JD1yESZqoDSTis17yP42G3uRJiC2mk6DS7AFeWajt/gZUyL4BoPFB3K2gXZD11GQ+ntjWNEn8KSrd+R3VCmF/eBBDlx2GRWhvjx8NWTqIv6Q8gfuHHRni0wXcarSrrmWwox9XDOjmOnJF/PkyCdPrdctcyPMnAoBEfCHBY3OY9bSbvtoPct357H6LxPxt8lsO0KIU6eUWqe1HvLr/fLNIrxTZSHs+NLohTq43AiQwruBxRddXU7mfDvuKkXX0emYVjxjJH8HxxHQOY5udw2hcGM1+d/uYs+3ASwbMYirLulLqKqE6hLjYS+Hnr+F1CsbnY+rMUcCmJqSInbceA0OZwUPXlBJ1+ih/GPwnQyKHtQSn0izBF9wAZWPP86fQy7n2b2fE+kXyZ2D7zz5guJSjd7A9y6C96bBdd8YQVgb+cPIRL7enMXcDRn8fnjXNruuEMJ7SI+X6PjcLihOg4J9kL8H9i+FfUvA7YTw7pDyO0i5GKL7AJD335fIf/llYp9+mtDpF4GzGsw2MB0/uWZhWia/XHY1cRUF9Hj3LfyHDm2d6ms33+1fSNU9j9FjbyUf3NydaZf+hRGxI9osl6sxzqIi9oweQ/g11/Da6Epm757NfWfdx3Up151agQd+hA8vhciecO188Att0frWR2vNhS+toMbh5rt7xpw2n68Q4swjPV6iQ9FaU/T++5R++x1+qQMJGDkS/7POwuTrC+W5sOZtyNlqBFpFB4zcoSNCOsPZfzICrtiBxkSeHhWrV5P/yiuETJtG6MXTjZ3Wuu8OfG5DAfNH3sSs7TM5fPMtdH77LfwHtVzvk8vtYvGhxbyx+Q2Gfb6Dqbs1xXdewT9u/b/TLiCwhIUROGoUpQsW8Jd7F1JaU8q/1/2bjPIMHhx2cotyA5A0Bi7/ED6+wli3csZc8AlqncrXopTiupFJ/PmzTazcV8DI7hE4c3JwlZTg06MHynz6zGzvKq+gYtVKTP7++A8ejMmvbde6PGNpbfwx5awxvhdqb23+dd7sIkRLkh4vccbRbje5//wnhTPfw9a1K/bMTHA4UDYbfklhBPinERBdjm+PRFRUT4joDhHJENEDIpPBP+K4YOsIZ14e+6dfjDk4mKTPPsUUEFBvHb7YmMFdszbyx9FJPDA0krQZM3AVFNLl3Xfx65/SrPY53U4WHFjAm1ve5EDJAS7dFc6lc3IJuepK4v7v/5pVdmsqmT+fzPsfoOsH7+MzeBAvrH+Bd7e9y8i4kTw79lmCbKcQOO2YD59eC52HwSXvQPBJTE57kpz5+VRv307Frt3MnbuC5Op8EkqycVdUAGAODSXgnHMIHDuGgHPOwRJW/+LlrVbHggLKliyhbPFiKleuQjscACirFb/UVPxHnE3A2SPw65+CsrbMagVnPKcdsjZB2k9waJVxh3F1cf3HJ58LYx+EhLParo6iQ6qvx0sCL3FG0XY7mX95hNKvviJsxgxiHn4IXVZM5cdPUbHoCyrSoabE+A/Hf8TZxD7+OLbExCaVe+jmm6nasJHETz/Bt2f9CybvySlj6ks/kRIfzEd/PBur2YQjK4u0GdfgKiuj6//exbdPn5Num8PlYP7++by15S0Olx2mZ0gP/rypM6EfLyJg5Eg6v/7aaf2fqbuigt2jziFk+kXEPv44AHP2zOFvq/5G1+Cu/Hfif+kc1Mg8Z3WomPUsZR+/gslHYR5wAebeYzCFhGD2PEw+Piib7cSHqeGbtrXW1OzaRfnSpZQtWUr1li1H36sODmOnTwRDxpxFZEovTP7+VKxcRfny5bgKC0Ep/AYMIGDMaEIvvRRrdHQDV2oed0UFxbNnU7poEVXrN4DbjTU+nqBJkwicOAFdU0PFqtVUrF5FzY6doDUmf38CzjmHqLvvwqdb83IMzzguJ2SsM1IK0n6Cw2vgyDQnET2g60ijV8vsY9wEY7Yd2xbsNVZRqCqCHpOMAKzzsHZtjjhzSeAlzniu8goy7rqLip9+Iuree4m4/lrUxg9h2b+gLNP4opzwGE5rPKULFpD34n/RdjuRt95C+A03YLLZTijTbbdTMmcO+W+8gTMzi9i//43QSy6ptw4VNU6mvrSCkioHX985mphg36Pv2dMzSJsxA11dTZeZ/2swePu1DbkbeHj5w2SUZ9AnvA+39LyO5P8uoHzxYkIuvphOTzxeZ/1PN+n33EPl6p9J/nHZ0SDxl6xfuOeHezArM8+Pf57BMYObVJZ2uch/+RXyX30VZbOh7TVwEl9XpoAArHGxWGJjscbGYY2NxRoXezSIKvthKc7MLFAK3wH9CRo/Hv8hQ7B1706B2Y9R/1jCdSMTeXRK32N1crup3raN8mU/Uv7jj1Rv2YI5NJS4f/2TwNGjT+qzaorK9evJfPAhHIcP49OrF0GTJhE0eRI+vXrVOdzsLCqi8pc1VKxeRenX3+CuqiLi2muIvPXWBntwz3ilWbB3sfHYv9S4wQVlTNnSdaTx6DICApsQINeUwZq3YOV/obIAuo03ArCuI1q9GaJjkcBLnNGcBQUcvvkWqnfsIPaxhwjtUgyrX4XSdGMy0kmPQ+I5x53jyM0l55lnKFuwEFv37sQ+8fjRBHh3TQ3Fs2dT8OZbOLOz8Rs4kMjbbydw9Dl1XR4wekjunLWRrzdn8sGNwxnZPfKEY+xpaaRdPQOtNV3ffw+fpKQG26W15oMdH/Dc2ueIDYzloWEPMZxuZPzpNmr27iXmwQcIu+aa0y6nqz5lixeTfvsddH7zjeMCkbTSNG77/jYyyzN5YuQTTO0+tcFyHLm5ZN7/AJU//0zIRRfR6f8eQ/nYcC99HveiZ3ERgGvQn3CFpqDtNWi7Hbfdjrbb0XYH2m7HVVyMIzsLZ2YWjqwsXEVFR8tXfn4EjBxJ0PhxBI4diyUq6oQ63PnxBpbuymX1wxPrnhgXqNm7l4x77qVmzx4i/ngjUXfe2SK9km67nfwXX6Tg7XewxsUR+8zTBAw7uZ4XZ0EBuc89R8nnc7DExBDz4AP8f/buO7zN6mz8+Pdo2pZtee8VO85w9iCDAEkTSAIkhF2gFEqhlAKlvC10vLSU0tLSF8r6FboYLbTMQMoeIayQhAw7ZCdO7HhvW5Zk7XF+fzyKs7dX4vO5Ll2P9OiRdB7Zlm+dc5/7xJ1//inzu3RUXS1Q+k+tFEzzZm1fXCYMnaN9CSucBdEnMRzs64J1z8LKJ8DVCiMXwgV/grj0Hmi8MhiowEs5Zfnr6qi98SYCTY1kXzeZOP9H4HNA/lkw4w4onnvInK09ur74gqbf3E+gvh7rZZcSNXw47U8/Q7ClheiJE0m57VYsZ5551H9Iz6+q4t43t3D3vOHc9o2hhz3OV1lJ9beuRZ+cxJBXX0UXE3PI41wBF79e+Ws+rPqQb+R+g9+d9TsMG3ZQd8ePkMEg2Y88csRAcCAK+/3snHEWcbNnk/XHB/e7z+6z8+PPfsyapjV8Z9R3uHPineh1Byerd61YQcNPf0bY7SbjV7/aO8lhj5btsOT70Pg1jL4cFjyq1U47Wts8HgKNTYTsnUSNHKlNxDiCshoblz61kt9ePJpvTzt8aYmw10vzHx6k85VXiB4/nuw/PYwxO/uo7Tkc7/btNPz0Z/jKy0m44grSfvYz9LEn3lvl+fprmu7/Ld6tW4mZOpWMX96Dubj4sMfLUIiw00nIbifkcBDqtBN2dSFMZnQxMegsMegsFu16TAy6uLi+DeYavobVf4PNi7Wk+PyzoPg87ZJWcsTPghPid8Pqv8Bnf9SS7+f/EcZe2fOvo5x2VOClnJJCdjuVCy8k7LSTe1YLMSl+KLkYzrwdso89+TXs8dD21FO0P/schELEnHEGKbfdSszUqcf0T2N9jY0r/7aKs4tTefq6yeh0R36Ma+VKam68CetFC8l88MGDXqOys5I7P7uTakc1d0y4gxtG34D9tcU03f9bTDk55PzlqaP2lg1UDf97D84PP6R4xZcHBTeBcIA/rvkjr+x4hRlZM/jjOX/EarYC2rqYrU8+Sftf/4Z5aBHZjz6KeehhAtxQQFvz8rMHYczl2tJLPUxKycVPrqDLF+TjH8886u+J4733aPzVvaDXk/X7B4g799zje71gkPZnnqX1z39Gn2Al87e/JW7WrJM4g32eOxSi87XXaHn0McJdXeiTDt0TJH1+wk6nNvPvGJlHjCDz/t8QPXZsj7T1kEJB2P62FnDVrAKjBcZfA1O/r02Y6Qut5fDmbVC3BobN1wL+XpzsoZz6VOB1mvEGQryzsZFOt58JeYmMzo7HbBg4U917RF0pDT/+IfZNHRTMdxE971qYegsknnhhS9/u3YS7XMc189Dm8nPhE8sRQvDuHWeREHNsuVatf36Stj//mYzf3k/iFVd07/9g9wfcu/Jeog3RPHTOQ0zJnELbX/5C6+NPYDnrLLIf+RP6+KP34AxUXStWUHvjTWQ//jjx8+Ye8pjF5Yt5YPUDZFmyeGL2E2TustHyp0fwrF+P9bJLyfjlL4+tPMKnv4fP/whXvwLD5/fwmcCS9XX8zysbeOHGKZxdfPBw5IH8NTXU/8+P8W7ZgnXRImLPnYPljDPQJxy6DpkMhfCsX49zmTZTMVBbS9z8+WT8+t5emTUZtNno+Ne/CHXYDnm/MBq1SQsJVnTx8ZEJDAnoYi1If4Cwy0XY7SLsdhN2uQjZ7dj+/R+Cra0kfftaUu+4o2dyyaTU1uysXgFVK7RVJbqaICFfC7YmXKutEtHXwiEt+Ft2P+iNMO8BmPBt1fulHJIKvE4TtR1u/r26mlfW1tLpDnTvN+l1jMmxMik/kYl5iUzMTyAt7shDKQNW9Sr44v9wfrGCuuXJJF8wjrQH/nJy+RrHSEpJg91LebOTXc1d7GxxsrbKRr3Nw+IfTGdszrEX8pShELXfuxn3unXkvfwiGxIcvLrjVT6u+ZhxqeP408w/kRaTRuvjj9P+179hXXQRmQ88gDCc2uX1ZDDIzlnfQBgMJF71TayLFmHMzDzouPUt63nyn7dx/icOSqpC6FNTSL/7bqwXHTn/az9BP/x9pjYL7daverzQqi8YYsaDnzIux8oz3zm2Arlhv5/WRx7F9vLLSK8XhMA8YgSWKVOImTqVqNGj8G7ciHPZJ3R99hkhmw1hNBIzbRoJl19O3NzzTqk8rFBXF62PPILtxZcwZmWRcd+vtfy+jkpwNICzSZv84mwCZ6O2RJdOr5V1iUmC6KS926AHqldC1ZfasQAxKVAwA8ZeBcPmHVTIuF+0V8Bbd0D1lzBkJpz/x+4CzIqyhwq8TmFSSlZWtPPPlVUs29aMEIJ5o9K5fnoBQ1ItlFV3UlZjo7TaxqY6O/5QGIAsaxRjcxIYm2tlbHYCY3K0xZYHJClh9+fw+UNQ/SUhfQqV7ySgT89iyOLXEb04o8/jD7G4rI43yuoob3Li8oe670uJNVOcFsv1Z+Yzf/TBwcPRtDVUUH/5VdiFl7uul5jjE/nm8G/y/bHfx6Az0PJ/D9Hx3HMkXHE5Gb/5zVFLIJwqXKvX0PbUU7hXrwYhsEyfjvXSS4k7dw66qCjc69bR+uSTuFd9RVecgcVTwhR+5xa+N/k2dOI434P6Mnj6XG15pkVP9vi5PLq0nCc+2cniW85kUv6xB//S78ezaROu1atxr16DZ/16pH9vIV9dfDyxM2cSN2c2lrPOQh97/Ot4DiTusjIaf3kP/soq4ocbSR9ZiyEqvPcAowXiMyE2Q1s1wtOhLd3l6dCW7NojNl2bKJM/Q9umDBuYPUrhMKx7Bj75rZaIP/kGmPW/fbrElXKcPJ3aKia2ahixQFubtxepwOsUYncH2NroYFujg62NDsqqbVS2uUiymLh6Si7fmppPVsKhh2F8wRCb6x2sr7Gxoc7OprpOqtrd3fcPSbGwcGwm359ZdNiZWn0mHIa6tdqaidvegs4a7UN5xo9oeL0S+wcfMuTVV4gqKTn6c52AFoeXf62q4j+ra+h0BxiVFc8ZBUkUp8dSnBZHcVosiZbjD/gCoQBlLWW8sfMNllYvpbDaz29eDOE+cyxj/vovogxRyHCY5t89gO3FF0n81rdIv+d/T5uga1/+ujrsS/6LfckSAg0N6OLiMA0ZgnfjRvQpKaR87yaiL1vE775+iLcq3uKioov47YzfHn/w9fF9Ws7Xta+B7kQ8AAAgAElEQVRrM9p6kNMbYP5jyzEbdLz3o7OJMp5Yj0vY58Pz9Qa8W7YQVTKSmEmTeq0u246OHXxZ/yWugAtP0IMr4MIddOMOuPEEPVjNVtJj0km3pGvbyPXU6FSiDEfvKZdS4gq4aPW0IqUkzl5H3IbXMH79Oh0bBW1b49FFmYmbNp7Yb8wids58dEmHWfA8HAafXQvChE6rsRUJtKSUBBsa8Gze0l0exJiRcdgJK/3C1Q6f/UGbAWmKhVk/gzO+B4aBX/7llBQKaCU/fI7ItgsC7shqBF4IeLWe04AXuprBVhUJtqoiZUYifrID4g7zO9lDVOA1QPiDYVq7fLQ5fbR17bn4aevyUdvhYVujg/pOT/fxKbFmSrLiuWhcFgvGZp7Qh77dHWBjfScb6+ysrergsx2tpMaZuWvuMC6flIv+KIniPSoU0IYStr0F297R8jb0Jq1WTskiGH0ZzuUrqbv1NlJuvZXUO37Y403Y2uDgmS9389aGeoJhydySdG46u5DJ+YknNMQTCofYbtvO6sbVrGlcQ1lLGZ6ghzhjHAuLFnLFsCtIfONzWh56mPR77iHxmqtpuu8+Ol9bTNKN3yXtrrtOqaGlEyHDYdxr1mBfsgTv1q1YL7uMxG9+szuPS0rJXzf+lae+fopLiy/l19N/fXzBV8ALfzsH/C64ddUxzXI8Hl/ubOPaZ1bzvbOHcM+FvfNF4GSFwiG+qPuCF7a9wNqmtQDohA6LwUK0MZoYQwwWowWz3ozD76DZ1Ywz4DzoeaIN0VjNVhLMCd2XWFMsdp+dNk8bre5W2jxteEPegx5rRBBnjKXIEcu8L10M2+YkyhUgbNTjnzAc08yzSZ17Aak5xYf8nZehEL7yctylZXjKSnGXlhFsbj7oOL3ViiFLq80WPXYMiVddddg8uj7Tsh0+/F+oWKatATv3t9qXAIO5b17f1Q4NZVoPcMN6aNqozfrUm7UgcN9t8lCY8SNIG9E3bTtRjkbY/o62gkXLNi3QCnqO/rg99GZIyNPyghMLtBzBPdfTSrQ8vV6kAq9+EAiFKW92srHOzsY6LfDZ0eQkGD74PY81G8i0RjEyM56SrHhGZsYzMjOuV/K0ymps/O6drZTVdDIiI45fLShhxtCDa1IdFym1b6zOxoNzOhyNe/e7WrRhBWOM9qFUskibBh5JlA11dlKxcCGG5BSGvPpKjw0xOr0B3tvUyOul9ayp6iDGpOfKybncMKOA/ORDJwOHZZgmVxMVnRXYfDY8AQ/ekBd3UOs18Aa9NLuaWde8DoffAUCRtYgpmVOYmjGV6VnTiTFq38xlOEzdbbfT9eWXWKZPw/XFclJuvZWUH95+2gddx+PP6//M3zb+jSuHXckvp/3y+N6b2rXw7FyYeD0sfKzH23bPkk28uKaGxbdMZ1J+Uo8//4lyBVz8d9d/+c+2/1DrrCXDksE1I67h4qEXk2BOOOJ76Aq4aHY30+xqptndTJunjU5vJ52+/S9Ov5MEcwIp0SmkRKeQGp1KSutOkre8jcGSgrPgLJwZJThlEKffidPvpNPXSYuzkfjt9Yzd7mXyTkl6ZKUejwmkTofQ6xB6PUJvRG8woO/yIjxaQGdITydm0iSiJ04ketxYpM9HoLGRQGMTgcYGrT5bQz2+nbsQMTEkXnklSTd8B2N6P9fZ2rlUC8DayrUePGuOFoglF+3dWlK0+4QOEHuv6/TaZ6M5Vus9OzAw8DnBXhe51Grb9l1aoNVZEzlIaDM9M8dr5S+Cfgj59l+Tsm6d1ks0+lKtOGzq8L5+lw7PVqUFWtvehto1gNSWfMufDlEJYI7X1m3tvsRq75nBDIZoMEZpW4NZO7YfRxJU4NVHdre5eGdDA5/saGFrgwNfUMtdiI8yMC43gdHZVvKTYkiJNZMSZybZYiI1znzCwxcnSkrJu5saefD97dTZPJw7Mo2fzR9Bcfoh1tMLBbWeKUcDOOoj232u7wmq9l2Ieo+YZK2oYVym1q0blwmZY6FojvahcID6u3+K4/33GfLaqye07M5+zQ5LVuxq4/WyOj7c0oQ3EKYw1cKVk3O5+ow8rDF7P9TaPG1sbd/Krs5dVHRWUNlZSYW9As9hvl2ZdCaiDFEkmBOYlD6pO9hKjTn8zLeQ3c7uSy8jUF9P6p13knLL90/q/E5HUkoeL3ucZzY/wzUjruHnU35+fMHXh/fAqj/DdW9B4cwebVuXL8i8R7/AZNDx3h1nE23q3yTvZlcz/972b14vfx1nwMn41PFcW3Itc/LmHP+i5MdDSm1od8VjWp7MZU/vt5B8i8NLabWN7U1OvIEQ3kAIV9CBI9BKTMM28so3kRBwYNb5CIbceP0uAgEfujD4jFCeLdieKwimJpBmSSc1JpX0mHSGxA9hWOIwhiUNIzkqufv3wrujnPann8bx3nsInQ7rxReTfNONmPJPfPbzSQsFtJ6alm1aIn5HBbRXakOqx0Nv0gIwk0UbWvMe8HidAay5kDUesiZC1gTIHHf0Hl9XO6z6f7D675EA7DKY+dP+DcCqV8FH92jLPYG26sDIRVrh2oHeM3cYKvDqRXU2N+9ubOTtjQ1srtd6PibkJTApL5ExOVbG5SSQnxwzIHs2vIEQ/1xZxZ8/2Um0r40ZiZ3MSbUzLrqNrFA9BluF9g0kHNz/gYZosGZrgVR81t6gar8gK+O4utmdy5ZRd9vtpNx+O6m333bC59Ro9/DCqmreKKunyeHFGm1k4bhMLpuYw/jcBILhIDtsO9jQuoENrRvY2LqR+q767senRadRlFBEUUIRhQmFFFoLSYtJI9oQTbQhGrPefML/2Pw1NfgqK3usPtPpSErJw+se5vmtz3NdyXXcNfk4hmIDHvjLDAgH4AertG/DPWjlrjaueXo1N541hF8t6J8hx0p7Jf/c/E/ernwbKSVz8+fy7ZJvMyZ1TO+/eCgAb/0QNrwEk79LcN7/sb3F3T25p7TaRp1t75cVk0GHWa/DZNAuZoMOnU6wu82FlNoEoHNL0jlneDy5qX5avU20ultpcbfQ6mml2d1Mq7uVJlcT7d727udNNCcyLHEYxYnFjE8bz8ycmegaW2l/9lnsr7+BDAaJnz+PhCuuIGbKFIR+AMyElFJbgqi9QpuFi9R6/2VYu0+Gtc/ZgFsbMvd1gb9Lu+7v0np3rDmRS662jU0/uVmeBwZgYy6H836rTYLoK+4O+PjXUPa8dl5TbtaCraRTs47hvlTg1cP8wTCvl9WxuLSO0mqtJs64HCsLx2VxwZjMwya/9xsptW9L7natS7qjEmy7oWM32KqQHZWIwN4kfJ80UkUGndH5GNKKKSouISG9QAu24rO0Lt8eDCSDHR1UXrQIQ2qqNsR4AknHO5qc/P2LSt78uh4JnD0slhkjIS3ZQUNXLbsdu6l2VFPRWYEv5AMgLSaNcanjGJc6jtEpoylOLCbedOrW0DpdSCl5cM2DvLj9RW4cfSM/mvijYw++qlfBc+fDlO/BBQ/1eNt++d9N/Gd1Da9+fzpnFPTdkOOG1g08u+lZPq39FLPezCXFl3D9qOvJjj3xKvnHxdcFr14HFcvwnfMLXjBcwTMrqmi0a0OD6fHm7nI2k/ITGZVlxWQ49DBPe5ePZdtbWLq1meU7W/EGwsRFGZg1PI3zStKZNTyV+Kj9PwM6vZ3s7NxJua2cnTZtu6tzF56gh1hjLOfln8fCooWM0+XR+fwL2F5+hXBXF4b0dKwLFxB/0UXHtX7qoOJq09amXP03rffy4r/0Sl28/UgJm16DD36hBaLTb4NZP9d6904TKvDqIcFQmDfW1/PEsp3U2TwMT4/jovFa4vvhcoWOSkptNoY/MjMj5NtnXP4Q4/Pd28j9e2ZwBD3a/oBH+/bibtf+oFxt2vVwYP/X1ZsjiYZDtG8XiUMgZSg+axHrOi18saud5eVtbG10YNQLLpuYwy0ziyhI6dk/DF9lJbU/+AHBxiYKXn2FqBGH71aWUhIIB3AH3LiCLjq9nXxRuZO3t2ylwlaPwWQnJcENBhsdvrbuxwkEWbFZ5MfnMzRhKGNTxzIudRwZlt6d1aKcOCklv/vqd7xa/irfG/M9fjjhh8cefL33U1jzd7hxKeQeW/2tY+XyBZn32BcYdIL3f3ROrw45eoIePqn5hMXli1nXvI54UzxXj7iaa0ZeQ1JUH+aZdbXCi1cgGzewtPDn3FUxHoc3yPTCZL55Ri6TCxLJTog+oV59jz/El7vaWLq1iWXbWmh3+THqBdMKk5lbks65JelkWg/9RTYUDrGueR1vV7zN0uqluINuMi2ZLChcwIVZ55FSuhvHW2/R9eWXEAphLhmJ9aKLsC5YgCHlJPNaT0P+pu3oXv8uhtYttJbcwI6xd2H363F4A8RHGRmTbSU36cR+zvtpr4B3f6wVxs2erOVkZvRBj20fU4HXSQqFJe9sbOCxj3eyu83F2BwrPz5vGDOHpe79JQwFtWmr7bu0XiWfM9JNHOkq3tNt7HMeMB3WefBQ3onoTiyM0pINY5K1JM7ubYq2jc/WAq24rGNKPKztcPOP5ZW8vLaWYCjMwnFZ3DprKMMzDpEPdpy6Vqyg/s7/QRiNJDzyB1qLk2noatj/4mrA4XfgDmjT4YPy0O+VHiOZsZlkx2WSackkLy6PAmsB+fH55MXlHdM0eWVgCcsw96+6n9d3vs55+edx/5n3E2s6huFDnxOenKpN2vj+Fz0+e2llRRvX/GM1350xhHsX9uyQYygcYm3zWt6ueJuPqz/uDiauHXktlw+7vHvCRp9p20XghcuRjgbuCN7Bh8EJzCvJ4JZZRYzP7dmZhKGwZH2NjaVbm1m6tZnKNhcAY7KtnDMshRlFKUzMTzxkTqwn6OHTmk95q/ItVjWsIizDpMWkMSltElPMwxmzwY5p6Uq8m7eAXk/sOedgveRi4mbN6tU6gQOJxx/iwy1NfF3bSYfLj83tp9MdwOb2Y3P5cflDmPHzM8PLfNfwAVvC+dwRuJ0KubdX1RptZHR2PKOzrYzJtjIyM56UWDPxUYajB2R+N6x4XCv9YjDDnHth8ncHRlHcXjDgAi8hxHzgcUAPPC2lfPBIx/dH4BUKS1qcWqLoE8t2Ut7cxYiMOO7+Rg6zk22I1m3QukOL3tt3asN2B/YqCd3e5EhTrJZQbo4/xMyMOO0YvUn7hezeHmIq8L7375nJYTD3epHBFqeXZ5bv5t9fVePyh5hbks73ZxYxMe/IM6cOp/H5Z7E9+CccWfE8eY2Vr/X1+91vMVpIicpABBPx+qJxunXY3TpCQRMybEKGzWTEJnDxmNF8a9JYMmJTBmQenXJypJQ8v/V5Hi19lNy4XB6d9ShDEw+/SHm37e/By1drH+5n/6TH23Xvm5t54atqXvreNKYVnljRTCklDr+DVncrrZ5Wvmr8incq36HF3YLFaGFu/lwWFi1kUvqk469tdgLc/iC7WrrY0eRkZ0sXpt2f8P3W3+GXen4Quosh42dz88xCilL7ptjrrpYulm5tZtm2ZtbXdhIKS0wGHZPzE5kxNIXpRcmMzbZi0O//3rR52lhWvYzS5lJKm0tp8bQAYDVbmR0axjmbQmQuL0fX3ok+IYH4hQtJuPSSk57QMxBJKSmrsbG4tI53NjTi9AWJNRtIjjWREGMiMcZIUsze69YYI/FRRgo6ljNqzc/Rh7zYv/EAtXmXsqnBweZ6B5vr7WxvchAI7Y0f9DpBQrSRRIv2PIkxJnKTYihOi6U4zcII26dYPrtPm4056lKY/4der6N1oLDfT7ClhWBTE9ETJ/Z67cQBFXgJIfRAOXAeUAesBa6WUm493GN6O/D6YHMTG+s6aej00NDppb7TQ5ejgzzZyBDRyJTYZs5N7iDdW4mwVe19oN4ESYVaXZSUYm3aa/JQrU5IVLzW+3SaBQOdbj/PrajinyursHsCFKZauGxiDpdMyD5ibpvT72RL+xZK69cQ/5fXmLyijdKhgr9famF03hmckXEGeXF5uFzxbKgSfLa9i4oW7RtvTmI0w9K1oqZD02IpTo+jKNVCXNQArcSv9Lh1Teu4+4u7cQVc3Df9Pi4ovODoD3rlWm16/w9WatP4T5DdZyckQ0gpkUjCMozLF+D651bj9Du475I8dAYX7Z522r3ttHva6Qp0HfK5wjKMzWuj1aPVwwrs82VNL/ScmXUmFxVdxKzcWb3eS+v0Blizu4MVu9pZWdHGjmZnZH1syS3G97hb/xJN5kI+m/AYc6afQYa1/3qNu3xB1uxuj7S1nW2N2kSmGJOe8bkJTMrXcssm5CXut0KHlJK6rjrKmsu6A7EaZw26sGR8lWDBNgsjtzrRB8PIghwCw/LpykumPTuWpgwzzVE+bD4beqEnxhhDjCGme2sxWjDpTYRkiFA4tN8WoCC+gJLkEtJi0vr8S2F9p4f/rq/n9dI6KttcRBv1XDAmk8sn5TB1SBK6Y6nf6GiEN74HVcu1mehn3q7VXBQCf1Arl1Te7OzuPbO5A9gi1ztcfmo63BQEq7jP+C+m6bZRLgp4JeV2XBlTD/t+WKONpMRqs/1TYvdcTCTGmI7YZhkIEGxpiZQcaSTQ0EiwuYlAUzPBpiYCzc2E2vdO0ChavhxTau8ONw+0wGs6cJ+Ucl7k9i8ApJR/ONxjejvwevLJ/0eoppRhpjYKdK1khpuIDe2duit1BkRSEaQOg9QR2jIWqcO14mynaTfp0bh8QT7c0sRbXzdQWmNDCJg6JImLxmVzVnE8ta5KtrVvZVvHdrZ3bKPaUUNUAG57J8zYKkn1gvEk33knVtNwtje6WVfVwdKtzTTaveh1gqlDkpg3KoPzStIH3mQFpV+0ulu56/O7KGsp4+oRV3P35LsxHmkY0dGgDTlmTYDr3jzmL0FSSspt5SytXsrS6qVU2iuPuY1mvZnkqGRiTbEIDn49IQSJ5kStJlZMCilRKaTGpJISnUJRQlGP5W75g2E8/hDuQFDb+rXSDk5vkNJqGysq2thYZycUlpgNOiYXJDI5P4lRaUamb7mfuPI3tDp7F/9lQCY8t3f5WFXZztrdHZTW2NjW6CQUqZE4LD2WcTkJpMdH7dcDkxBjJMliwh2ys61js3axbaK+YQuTNrmYtFOS1ypJ2idmdsQImrOi2DLSwvKxBmx6L66AC8mx/+9MjkqmJLmEkuQSRiaPZIh1CEnmJOLN8T3Sk9ni8LKp3s6mejubI9tmhzaBaEpBEpdPzuGCMZnEnshqJeEQfPWUNkToaoWU4dpC5eOuOvLvhbsD+ckDUPosQWM8qwpu5S39eexsddNgP7j4Lmh/d3ZPYL+etD2E0IKyNJNguKeFIns9ee21pLbWEdPZSrTdhth36SnAF22hMzaJ1igr9YZYms1W2qKttEUn8Nc/3kB6au8W3R1ogdflwHwp5U2R298Gpkopbz/cY3o78KpZNA3XjuOssaKckLDewPrLbuadnMlsqXfg9Gk5W2aDjnOGpTJvVAZzRqSd0HI9yukvEA7wWOljPL/1ecamjuXeafcyPOkI9YfW/APeuwsu+Zv2z+IwpJRs79jOR9UfsbR6KdWOanRCx+T0yZyZdSbRhmh0Qtf9j3LP9do2yZ8/bmJqXj5PfXMmcebYfhvybnZ4eXtDA29vaGBD3eE/z/Q6wdgcKzOKUjizKHlv3pSjAV7+llYB/Rv3wDl3nzI99i5fkA11nZRFylpsqnfQ4fJxiHrVhxBGZ25BZ2pjRGo6F+dlcJ4RLHVN+Mt34t24Cd/OnehiY0m47FISrrmGcHYa7oAbf8iPXqdHJ3QYhAGdTtuGZIhdnbvY2r61+1JpryS8T3CgF3qsZitJUUkkRiWSEpVCgbVAK2djLSI/Pv+QXyxanF6Wl7fxeXkrX1W20+LUgiwhoDDFwphsK6OzrZw7Mr3nJkMFfbD5DVj9F2jcoOVPTrwOxlwJ7jYt5aZtp5Z2074LOmu1VJszboRZv9AWQj8Ge4KvVqeX9spaXDt3EthVgb6qAktNBfEt9ejDWo+i2xhFlTWLJksybTGJtMUk0hqTELmegCnWQnZiNFkJ0WQnRJNljSIrQbs9LD3usLNue8pAC7yuAOYdEHhNkVL+8IDjbgZuBsjLy5tUXV3da21yvrsEf1Nbry8hcLqRUlLjqGFL+xZ2du7EH/ITrbdgEfmIYDIBn5Uujx6XP8SeX7XNKYXUpOQxMiOuO0FzdLa1T/4QlNPHR1Ufce/Ke3EFXEzJmMK1I69lZu7Mg3sQwmF4dp72z+D2dWBJJhQOUe2spryjnB22HWzv2M6Ojh20elrRCz1nZJzB3IK5zM6dTXL00fO3/rliN/e9vZVbZhbx8/P7ttij3R3g/c2NvLWhgVWV7UgJo7PjmT0inYRoI9EmPdFGfffWYtZTnB53ULkGatfAK9/WJgFd8jcYuaBPz6M3hMMSpzeoDX25/XS6/dhcAfyhMDqh9T7qhNYvqdNBvc3D4tI6qtrdxJoNLByXxZWTtfp/3o0b6Xj+BRwffgihELGzZpF03beJmTbtmANtT9DDjo4d1HfV0+HtwOa1dW9tPhst7hYauhq6e9P0Qk9efB4F8YW4vYJ6u41WtwN30IXQ+dDpfRj0YSyGeJKjk8iMSyE1RgvikqOSsZqtJJoTu5eASoxKJM4Ud3K9bFJCzVew+q9adfnIsCqg5TEnD92bejPyIkg/8uSTUJeLQG0N/ppa/DXV+Csq8VVU4K+oIOzeW+JIn5pC1MiRRI0s0bajSjDm5AzovN6BFngNuKHGGkcNVrMVq9naa69xOqnsrGTJriW8W/kurZ5WYo2xnJt/LhcWXsgZ6WegP2D41R8M0+L00mT3Em3SMyw9DqNeBVnKybH77Ly+83Ve3PYize5m8uLyuGbkNVwy9BJijDFIKWn3trOz8mN2ffRTdqUPY6c1jZ22nd1rDRqEgcKEQoYnDmdS+iRm580mMSrxuNohpeSe/27mxdU1/OmKcVw2Kac3TrdbOCz5YmcrL62p4ZPtLQRCkiEpFi4al8VF47OOL/k9HNaKaC67XyvKedVLR/1neTqTUrJmdwevrqvjvU2NeAIhhqXHMq0wmcIUC0N1XjI+f5fwW0sIdXRgKizEevHFWBcuwJh59MKjnW4/1e1uGu0eGu3aZ2Kj3Uuj3UOr04cn4MWvayaoayRobEIamtGZWxAiDGEzsaZYUi1WcqyJZMcnYNAZsPlsWvAWuXT4OggeYqZ8skMyoh6GeqwUWfIptOSSbk5BBMPIYBCkxJSXi7m4GHNxMfqUo0xY6qyFqi+135vkoVqy/AHHy1BIy72qq8NfV0+gthZ/XS2Bmlr8tbX75V0BGNLSMA8twlQ0FHNRUeR6EYbE4/ubHAgGWuBlQEuunwPUoyXXXyOl3HK4x/R24HX7sttZUb+CaVnTmFcwj9l5s1UhzQO4Ai4+2P0BS3YtYUPrBgzCwFk5Z7GwcCHn5JyjyjUo/SYQDrCsehkvbHuBja0biTPGUZxYTKW9kk5fZ/dxSaEQQ5NGMCxrKiOSRjA8aTiF1kJM+pMf1g6Ewlz3zBpKq228dPPUXlnPsdXp47XSWl5aU0Nth4dki4mLJ2SzaHwWY7Ktx//t39UGS26BXUu13omL/h9E9/Ni0wOI0xvgnY2NLCmrZ1vj3rQIgFgR4hLbVmbuWkV2XTlSCLwl4zDMv5C0BfNJSUui1uZhW6ODrQ0OtjVqlwPzm0x6HRnWKDKtUaTGmYk26rsr/e9b+X9oWixnDk05uKfyEKSUON2ddGwqpauslOCGzei27MTYtv/wcxgI6QGDAb3RhF7okM69CW56q1ULwoYVY8zORm+1oouPR29NQG+NR2+1IqKiCLa0RhLZmwg2NRNobiLY2ESgvp5AQwMysM9sf50OQ0Y6ptw8THm5GHPzMOXtuZ6LPu7kyxQNFAMq8AIQQlwAPIZWTuJZKeUDRzq+twOvre1b+aDqAz6q+oj6rnoMOgMzsmYwr2Aes3JnEWc6fX4ZjkcoHKKspYw3d73JR9Uf4Ql6KLQWcmnxpVxYeCEp0aoIoTKwbGjdwH+2/YcmVxNFCUUMTRhKcUIxRbHZJD+3QBsquWW5VsKlh9lcfi5+agUuX5D/3jaDnMSTr7klpWRVZTv/WV3DR1uaCIQk0wuTuWZqHvNGZZz48HzVl/D6TdqSLfMegDNuOmXyufqDlJLWLh+7W11UtrmobO1id5uLqnY3obpapleuZU5tKVmudrx6I19ljOLznPGUpQ0nZDRRlGphZGY8IzPjKUqNJTMSbCVZTD0yXCalxL97N64vV+BasQLX2rXIyFCdISuTmPETiJ6gXcxFhXhEkJXNX/Fpzad8Xvc5Dr8Dg87ACJHJGGcCRe1GMlsCJNQ7MFY1gst9lBZECIEhNRVDejrG7GxMuTkYs3Mw5uZgysnBmJnZ73XTQuHQQaMyvWHABV7Hq6/qeEkp2dK+hQ92f8CH1R/S5GrCpDMxO282lxRfwrTMaX1ST+dk7JmuHm+Ox6g7/pw1f8jPV41f8UnNJ3xa+ykd3g5iDDGcP+R8Lim+hLEpYwf0uLqiHFbl5/DCxZBWAle/DAm5Pf4Su1q6uOSpFSTEGLl11lAumZB9yIKfx2JtVQcPvr+d0mob1mgjl0/K4eopeQxNO4k6WuEQfPEwfP6gVgrn8ue0heuVEyalxOEJUm9z07amFPnReySs/gKT24mMjiF21kwSzp9P7Nlno4vumRnaUkqCLS141q/HtWIFXStWEGxoBMCUn49lxpnETJlC9PjxGDOOXC8rEA6wvnk9KxtWUu2optZZS42zBk/Qs+fFMAcgyWckIxxHWjCGlGAUiX4jcWET4SQr4dRESEtGn5JCdFQs0YZocuNyGZY4rEd6lE+EO+CmylFFpb2S3fbd3ZcaRw1fXPUFFmPvztZVgdcJkFKysW0j71W+x7u738Xus5NpyWTR0EUsKlpETlzv5nEcC0/Qw72CpTQAACAASURBVC7bru4E4XJbOTs6duAOat9OEs2J+01ZT45OJt4U373gc5Q+Stsaouj0dfJJzScsr1+OK+DCYrRwdvbZzM6bzcycmX1fMVtResOuj+G1G7Siw1e91ONLCgGs2d3Br9/awrZGB4kxRr41NZ/rpueTFn9sw/Hbmxw89MEOlm1vIS3OzI/OLeayiTknHMB1czTAGzdrdZnGfhMu/FOv9PwpWl0p1+o1OD/8EOfHHxOy2RDR0cTOnEns2WdhHj4C89AidFFH/52QUhJsbsa7ZQveLVvwbNmCd8tWQm3asmi6uDgs06ZhmTEDy1kzMOWc/P+mPfmRdc46ap21tLhbsPvsdPo66fR1YvfZsfls2H12vEEvnqDnkCU2DDoDwxKHMTp5NKNTRlOSXEJRQhEG3QmUtogIyzD1XfVUdlZS5aiiw9uhtcdr269tHd6O7sfohI7cuFyGWIcwxDqE7476LglRg6icxIno7yWDfCEfn9Z+ypKdS1jVsAqJZGrmVBYVLWJO3pw+DUqaXE18WPUhH1Z9yJb2Ld3Tky1GC8MThzMscRj58fk4/c7uIo3tnvZDFmw8UFJUEt/I/Qaz82YzLXNav31TUZRe1boDXrxSKxC56EkYe0WPv4SUkq8qO3h2xW4+3taMQSdYMDaL75xZwPCMOMwG3UE9x7Udbh5dWs6Sr+uJNRv4wawibjhzSM+sB7ntbXjrh1pZgAsegvHfUkOLfUQGg7jXrcPxwQc4l368N6Fcp8OUn495+HDMw4ox5eUT6uzUqqu3tBBsaSbQ0kKwuYWw09n9GHNREVGjRhE1ahTRY0YTNXo0wnDigUxPkFLiC/m6gzBXwEWlvZLN7ZvZ2raVLe1buosKCwQWowWL0UKsMRaLKbI1Wro7Bbo7Bwxa50CXv4sKewWVnVrv1Z7JMaAFdwnmhP0uVrOVTEsmhQmFDIkfQl58Xp//P1OBVw9q7GrkzYo3+e+u/1LfVU+0IZpz885lQdECpmZM7ZWx4zZPG0url/LB7g8oaykDoCS5hLOzz2Zk0kiGJQ0jOzb7qMOgUkr8YT+egAdvyIs76O7+QzHrzYxMGtknY9+K0u/cHVr5hOovtXpVs/73mNYuPRHV7S6eW1HFa+tqcfm16fcGnSA2ykCsWbtYzAY21dlBwA1nFvCDWUUkxPTAPwq/Cz74OZQ9rxWSvfRpSDmGJZeUXiFDIfw1NfjKd+LbsQNv+Q585TsJ1NTsPchg0PKk0lIxpqVjSE3FVFhI1KgSokaM6LHhyr4UlmGqHdVsad9CtaOaLn8XroCLrkDXftc9QQ+eoAdv0LtfcAV0B1JF1iKKEoootBYyxDqEeFP8gEx/UYFXLwjLMGXNZbxT+Q4fVX2EM+AkLTqNCwovYP6Q+QxLGHbkqtpHEAqH2N6xndVNq1lZv5K1zWsJyzBDE4Yyv2A+84fMJz8+v4fPSFEGmaAf3v0xrH9Bm9W34DGt0OORPsT9LuisAVs1OOqhcNYxL0fk8Ab4cHMTbV1+unwBurxBnL4gTm8QpzdAUWost88eSqa1h/6x1pdpS760V8BZd2rBpUH1Yg9EYZeLQEMD+sRE9ElJvb6O4KkgLMPdHQNRhqhez8nqaSrw6mW+kI/Paj/jnYp3+LL+S4IyiEEYKLAWMDRhqHZJ1LZxpjgEAp3Qhhp0aNtmdzOrG1ezunE1a5vW4vBra5ENTRjK7LzZzC+YT3FicT+fqaKcZqSEVU/CR78EJAg9RCdCTLIWhEUnaflg9lqwVWnLpuxLb4Zz7oIZdw6coCYcgpVPwCe/g9h0rSDqkLP7u1WKMqiowKsPdXg7WNWwil2du9hl28XOzp3Ud9Uf8+OzLFlMzZzafVElGxSlD9Su0S7udvB0aEOR7g7tetCrFYlMLICEfG2bWKAtm/LZH2Dz69oadgsfh/zp/XsenTWw5AfaEGrJor29eIqi9CkVePUzd8BNpb2SXZ278AQ93QnxYRkmLMNIKYk3x3NG+hnkxA3sZRAURTlA+Ufw7k/AXgOTboBz7+v7QqRSwsZXtXUpZRjO/6NKoFeUfqQCL0VRlN7k69J6v756CiypcOEjfbfeoccG7/wYtrwBudPgkr9C0pC+eW1FUQ7pcIGXyt5TFEXpCeZYrQL89z7R8qpe/TZUfNL7r1v5GTx1Jmx7C2b/Cm54TwVdijKAqcBLURSlJ2VNgBveh9QRsPi7WkJ+bwiH4aNfwfOLtKDvpo+1JH9VDkZRBjQVeCmKovQ0cyxc9R8t1+rlb2klKHpSKABLbtZmLk66AW7+XAv4FEUZ8FTgpSiK0huSCuHyZ6FlK7x5u5b83hMCHnjlWtj0Gsz5NSx8DExqOS9FOVWowEtRFKW3DD0X5tyrJb2vfOLkn8/rgH9fDuUfasn7Z//45J9TUZQ+1b+LOymKopzuZtwJjRvg4/sgYwwUzT6x53G1wb8vheYtcNnTMObyHm2moih9Q/V4KYqi9CYhtIW4U0fCazdAx+7jfw57HTx3vra491UvqqBLUU5hKvBSFEXpbSaLlmwPWrK9q+3YHiclVHwKz84HZxNc+wYMm9d77VQUpdepwEtRFKUvJA3Rku1bt8Ojo+G9u7WFtg9n93J47gJ44WItALv+bSiY0XftVRSlV6gcL0VRlL4ydA7cugpWPAHrnoO1z8Doy2DGjyBjtHZM9Ur49PdQtRxiM+CCh2HiddpC3YqinPLUkkGKoij9wV6vLS+07jkIuGDoeRAOQuWnYEnTZixO+g4Yo/u7pYqinIDDLRmkerwURVH6gzVbW2Lo7J9oPV+r/6rtn/s7mHyjqs2lKKcpFXgpiqL0p5gkmHk3nPU/2m29+lhWlNOZ+gtXFEUZCFTApSiDgprVqCiKoiiK0kdU4KUoiqIoitJHVOClKIqiKIrSR1TgpSiKoiiK0kdOmTpeQohW4AhlnntECnCMa3mcltT5D+7zB/UeqPNX5z+Yzx/Ue9CT558vpUw9cOcpE3j1BSHEukMVOxss1PkP7vMH9R6o81fnP5jPH9R70Bfnr4YaFUVRFEVR+ogKvBRFURRFUfqICrz29/f+bkA/U+evDPb3QJ3/4DbYzx/Ue9Dr569yvBRFURRFUfqI6vFSFEVRFEXpIyrwUhRFURRF6SMq8IoQQswXQuwQQuwSQvy8v9vT24QQzwohWoQQm/fZlySEWCqE2BnZJvZnG3uTECJXCPGpEGKbEGKLEOJHkf2D4j0QQkQJIdYIITZEzv83kf2D4vz3EELohRDrhRDvRG4PtvOvEkJsEkJ8LYRYF9k3aN4DIUSCEGKxEGJ75LNg+mA5fyHE8MjPfc/FIYS4c7CcP4AQ4n8in3+bhRAvRT4Xe/38VeCF9uELPAmcD5QAVwshSvq3Vb3un8D8A/b9HFgmpSwGlkVun66CwE+klCOBacBtkZ/5YHkPfMBsKeU4YDwwXwgxjcFz/nv8CNi2z+3Bdv4A35BSjt+ndtFgeg8eBz6QUo4AxqH9LgyK85dS7oj83McDkwA3sIRBcv5CiGzgDmCylHI0oAeuog/OXwVeminALillpZTSD7wMLOrnNvUqKeUXQMcBuxcB/4pc/xdwcZ82qg9JKRullGWR6060D9xsBsl7IDVdkZvGyEUySM4fQAiRA1wIPL3P7kFz/kcwKN4DIUQ8cA7wDICU0i+l7GSQnP8B5gAVUspqBtf5G4BoIYQBiAEa6IPzV4GXJhuo3ed2XWTfYJMupWwELTAB0vq5PX1CCFEATABWM4jeg8gw29dAC7BUSjmozh94DPgpEN5n32A6f9CC7Y+EEKVCiJsj+wbLe1AItALPRYabnxZCWBg857+vq4CXItcHxflLKeuBh4EaoBGwSyk/og/OXwVeGnGIfarOxiAghIgFXgfulFI6+rs9fUlKGYoMM+QAU4QQo/u7TX1FCLEAaJFSlvZ3W/rZDCnlRLQ0i9uEEOf0d4P6kAGYCPxFSjkBcHGaDqsdiRDCBFwEvNbfbelLkdytRcAQIAuwCCGu7YvXVoGXpg7I3ed2DlqX42DTLITIBIhsW/q5Pb1KCGFEC7r+I6V8I7J7UL0HAJHhlc/Qcv4Gy/nPAC4SQlShpRbMFkL8m8Fz/gBIKRsi2xa0/J4pDJ73oA6oi/T0AixGC8QGy/nvcT5QJqVsjtweLOd/LrBbStkqpQwAbwBn0gfnrwIvzVqgWAgxJBL9XwW81c9t6g9vAddHrl8PvNmPbelVQgiBltuxTUr5yD53DYr3QAiRKoRIiFyPRvsQ2s4gOX8p5S+klDlSygK0v/dPpJTXMkjOH0AIYRFCxO25DswFNjNI3gMpZRNQK4QYHtk1B9jKIDn/fVzN3mFGGDznXwNME0LERP4fzEHL9e3181eV6yOEEBeg5XzogWellA/0c5N6lRDiJWAWkAI0A78G/gu8CuSh/VJeIaU8MAH/tCCEOAtYDmxib47P/6LleZ3274EQYixa4qge7QvYq1LK+4UQyQyC89+XEGIWcJeUcsFgOn8hRCFaLxdow24vSikfGGTvwXi0yRUmoBK4gcjfA4Pj/GPQ8psLpZT2yL7B9PP/DfBNtFnu64GbgFh6+fxV4KUoiqIoitJH1FCjoiinvUihUI8QoksI0SyEeC4ysQIhxLlCiDIhhEsIUSuEuLK/26soyulLBV6KogwWC6WUsWgJ1GcAv4wUzX0RuAewohWTHewzHRVF6UWG/m6AoihKX5JS1gsh3gdGA78E/ialfD9yd3vkoiiK0itUj5eiKIOKECIXuAAtmXZaZN8mIUSjEOLfQoikfm2goiinNZVcryjKaS9SrysFbfaSHXgX+EnkegNaKYUGtJmeXinlt/qnpYqinO7UUKOiKIPFxVLKj/fdIYTwAM9JKcsjt38PfHyoByuKovQENdSoKMpgthG1PJiiKH1IBV6KogxmzwE3CCEKI8Ukfwa8089tUhTlNKaGGhVFGbSklM8KIfLRViwA+AC4ox+bpCjKaU4l1yuKoiiKovQRNdSoKIqiKIrSR1TgpSiKoiiK0kdU4KUoiqIoitJHVOClKIqiKIrSR06ZWY0pKSmyoKCgv5uhKIqiKIpyVKWlpW1SytQD958ygVdBQQHr1q3r72YoiqIoiqIclRCi+lD71VCjoiiKoihKH1GBl6IoiqIoSh9RgZeiKIqiKEofOWVyvBRFURRFGTwCgQB1dXV4vd7+bsoRRUVFkZOTg9FoPKbjVeClKAoAbZ42EswJGHTqY0FRlP5XV1dHXFwcBQUFCCH6uzmHJKWkvb2duro6hgwZckyPUUONiqJQ2VnJ3MVzeWXHK/3dFEVRFAC8Xi/JyckDNugCEEKQnJx8XL1yKvBSFIWH1z1MIBxgVcOq/m6KoihKt4EcdO1xvG1UgZeiDHIr6lewvH458aZ41resJyzD/d0kRVGU05YKvBRlEAuGgzy09iFy43K5c9KdOPwOKjor+rtZiqIoA4Jer2f8+PGMHj2ahQsX0tnZedLPqQIvRRnEXi9/nQp7BT+Z9BOmZUwDoKy5rJ9bpSiKMjBER0fz9ddfs3nzZpKSknjyySdP+jlV4KUog5TD7+DJr59kcvpkZufNJicuh9ToVEpbSvu7aYqiKAPO9OnTqa+vP+nnUfPGFWWQ+sfGf9Dp6+SnZ/y0Ozl0YvpEyprLkFKeEkmtiqIMDr95ewtbGxw9+pwlWfH8euGoYzo2FAqxbNkybrzxxpN+XdXjpSiDUI2jhn9v+zcXD72Ykckju/dPTJtIs7uZRldjP7ZOURRlYPB4PIwfP57k5GQ6Ojo477zzTvo5VY+XogxCj5Q+glFn5IcTfrjf/knpkwAobS4lKzarP5qmKIpykGPtmeppe3K87HY7CxYs4Mknn+SOO+44qedUPV6KMsisbVrLsppl3DTmJlJjUve7b2jCUGKNsZS1qAR7RVGUPaxWK0888QQPP/wwgUDgpJ5LBV6KMoiEwiEeWvsQmZZMriu57qD79To949PGq5mNiqIoB5gwYQLjxo3j5ZdfPqnnUUONijKIvF/1Pts6tvF/5/wfUYaoQx4zKX0SX9Z/ic1rIzEqsY9bqCiKMnB0dXXtd/vtt98+6edUPV6KMoi8XfE2uXG5zC+Yf9hjJqZNBFDDjYqiKL1ABV6KMkh0ejtZ3biauflzj1gqYnTKaEw6E+ub1/dh6xRFUQYHFXgpyiDxae2nhGSIuQVzj3icSW9idMpo1eOlKIrSC1TgpSiDxEfVH5Edm83IpJFHPXZi+kS2tW/DHXD3QcsURVEGDxV4KcogYPfZ+arxq6MOM+4xMW0iQRlkY9vGPmidoijK4KECL0UZBD6r/YxgOMh5+cdWdXl82ngEQpWVUBRF6WEq8FKUQWBp9VIyLZmMThl9TMfHmeIYnjRc5XkpijKoNTU1cdVVV1FUVERJSQkXXHAB5eXlJ/WcPRJ4CSEShBCLhRDbhRDbhBDThRBJQoilQoidkW3iPsf/QgixSwixQwgxryfaoCjKoTn9TlY2rOS8/POOa+HriWkT2di6kUD45Ko0K4qinIqklFxyySXMmjWLiooKtm7dyu9//3uam5tP6nl7qsfrceADKeUIYBywDfg5sExKWQwsi9xGCFECXAWMAuYDTwkh9D3UDkVRDvBZ7WcEwoFjHmbcY0L6BDxBD9vbt/dSyxRFUQauTz/9FKPRyC233NK9b/z48Zx99tkn9bwnXbleCBEPnAN8B0BK6Qf8QohFwKzIYf8CPgN+BiwCXpZS+oDdQohdwBRg1cm2RVGUgy2tXkp6TDpjU8ce1+MmpWkLZpe1lDEmdUxvNE1RFOXYvP9zaNrUs8+ZMQbOf/Cwd2/evJlJkyb17GvSMz1ehUAr8JwQYr0Q4mkhhAVIl1I2AkS2aZHjs4HafR5fF9l3ECHEzUKIdUKIda2trT3QVEUZXFwBFyvqV3Be/nnoxPH9uafGpJIbl0tpc2kvtU5RFGXw6Ym1Gg3AROCHUsrVQojHiQwrHsahkkzkoQ6UUv4d+DvA5MmTD3mMoiiH93nt5/jD/uMeZtxjYtpEPq/7nLAMH3fgpiiK0mOO0DPVW0aNGsXixYt7/Hl74pO0DqiTUq6O3F6MFog1CyEyASLbln2Oz93n8TlAQw+0Q1GUAyytXkpqdCrj08af0OMnpU+i09dJlb2qZxumKIoywM2ePRufz8c//vGP7n1r167l888/P6nnPenAS0rZBNQKIYZHds0BtgJvAddH9l0PvBm5/hZwlRDCLIQYAhQDa062HYqi7M8dcLO8fjnn5p97wr1VE9ImAFDaooYbFUUZXIQQLFmyhKVLl1JUVMSoUaO47777yMrKOqnn7YmhRoAfAv8RQpiASuAGtKDuVSHEjUANcAWAlHKLEOJVtOAsCNwmpQz1UDsURYn4ov4LfCHfCQ8zAuTH55MUlURZcxlXDLuiB1unKIoy8GVlZfHqq6/26HP2SOAlpfwamHyIu+Yc5vgHgAd64rUVRTm0pVVLSY5KZmLaxBN+DiEEk9InqQr2iqIoPeT/s3ff8XFVZ+L/P2eaei9Wb5ZtWe4ddzBgbCCUAKFDwCSBkE0CBDbZb7LZEBJS9pcQNssSQk1CCSV0MLYBGxewcZUtF1m2JFu9SyPNaOr5/XHHDUm2ZI1s2X7er9d93Zm5Zc6V5dEz5z7nOZItK8RZyOl1Hr7NaDYNrEzexKSJVHdWU9c5sKKBQgghJPAS4qy0pmoNTq9zQLcZDzmU57W1YeuAzyWEEOc6CbyEOAstL19OXEgcU4YNvPhfQUIBoeZQttZL4CWEEAMlgZcQZxm/9rOmag3nZ56PxTTwNE6rycqYxDESeAkhRBBI4CXEWaasrQy7x87kYX1Pqvf6/PzglS1sPtDS4/ZJyZPY3bwbp9cZrGYKIcQ5SQIvIc4y2xq2ATAhaUKfj9l8oJW3t1bz8voDPW6flDwJr/ayo3FHUNoohBBnArPZzMSJExk7dizXXXcdDodjwOeUwEuIs8y2hm1E26LJic7p8zGrSoyJJdbta0Lr7rNzHQri5HajEOJcEhYWxtatW9mxYwc2m40nn3xywOeUwEuIs0xRQxHjk8ajVE/TovZsVUkDSkFVq5OKpu7f6GJCYsiLyWNL/ZZgNlUIIc4Yc+fOpbS0dMDnCVbleiHEEGB329nXuo9Lci7p8zENdhc7qtr5+uR0/rW5inX7mshJjOi236TkSSyvWC4TZgshTrnfbvgtu5t3B/WcBfEF/Pv0f+/Tvl6vlw8//JBFixYN+H3l01OIs8j2hu1odL/yu1bvbQDgjlm5DIsOYe2+xh73m5A0gXZ3O2VtZUFpqxBCDHVOp5OJEycydepUsrKyWLJkyYDPKT1eQpxFtjVuQ6EYlziuz8es3NNAYqSNMWnRzB6eyMqSBvx+jcl07K3KQ4VUt9RvYXjs8KC2WwghjqevPVPBdijHK5ikx0uIs8i2hm0Mjx1OpC2yT/v7/JrVexuYNyIJk0kxKz+R5k43e+rs3fbNjs4mLiROEuyFEGIAJPAS4izh1362N2zv123G7VVttDg8zB+VBMCs4QkArC3tfrtRKcWE5AkydZAQQgyABF5CnCXK28tpd7f3K/BatccYzTh3hBF4pcWGkZsYwbp9TT3uPyl5EhXtFTQ5e94uhBBnk46OjqCfUwIvIc4S2+r7Xzh1VUk94zNiiY+wHX5t1vAE1u9vwuPzd9v/UJ7XoSKtQggh+kcCLyHOEkWNRUTZosiJyenT/q0ON1sPtjJ/ZNIxr8/OT6TT7aOosq3bMYUJhVhNVsnzEkKIkySBlxBniW0N2xifOL7PNbZW723Er+kWeM3MM/K81vWQ5xViDqEwoVDyvIQQp0RPM2kMNf1towReQpwFOj2dlLaUMj5pfJ+PWVXSQEyYlQkZMce8HhdhozA1utd6XpOSJ1HcWIzb5x5Qm4UQ4nhCQ0Npaup5GrOhQmtNU1MToaGhfT5G6ngJcRbY3ti/wqlaa1aVNDBnRCIWc/fvX7PzE3hhXQVOt48wm/mYbROTJvJ88fPsbNrJxOSJQWm/EEJ8VUZGBpWVlTQ0NJzuphxXaGgoGRkZfd5fAi8hzgKHEuvHJfWtcOquGjsNdle324yHzMpP5K+ry9hU0cKcEYnHbJuQfGTCbAm8hBCDxWq1kpube7qbEXRyq1GIs0BRYxF5MXlE26L7tP+qEuMbZG+B1/SceCwm1ePtxsSwRLKismTCbCGEOAkSeAlxhtNaU9RQ1O8yEqNToxkW3XNeQkSIhYmZsT0m2ANMTJ7I1oatQzr3QgghhiIJvIQ4wx2wH6DV1drnxHp7l4eN5S299nYdMis/ke1VbbQ5Pd22TUyeSHNXMwftB0+qzUIIca6SwEuIM9yhYqZ97fFat68Jr1+fMPCaPTwBv4b1+7tXqZ+UdGTCbCGEEH0ngZcQZ7ht9duItEYyPHZ4n/ZfVdJAhM3MlOy44+43KSuOUKupx+mD8mLziLJFSeAlhBD9JIGXEGe4osYixiaO7VPhVK01q/Y0MCs/EZvl+PvbLCam5cT3OGG2SZmYkDRBpg4SQoh+ClrgpZQyK6W2KKXeCzyPV0otV0rtDazjjtr3J0qpUqXUHqXUJcFqgxDnGofHQUlLSZ9vM+5r6KSq1XnC24yHzM5PZG99B/X2rm7bJiVPorS1lDZX96mFhBBC9CyYPV4/AHYd9fzHwMda6xHAx4HnKKUKgRuAMcAi4AmllBkhRL/taNyBX/v7nFi/eu/xy0h81ezhRg2vz3u43TgxyajhVdRQ1KdzCSGECFLgpZTKAC4Dnj7q5SuBFwKPXwCuOur1V7TWLq11GVAKTA9GO4Q41xQ1GkFPX3u8dla3kxhpIzM+vE/7F6ZFEx1q6fF2Y2FCIQrFzqadfW+wEEKc44LV4/UY8BDgP+q1YVrrGoDAOjnwejpw9Bj0ysBrQoh+2la/jZzoHGJCYk68M1BS38HIYVF9Pr/ZpJg5PIH1Zc3dtkXaIsmOzqa4qbjP5xNCiHPdgAMvpdTlQL3WelNfD+nhtR6rMCqlvq2U2qiU2jjU52oS4lTTWlPUWNTn24x+v2Zvnb1fgRfA+IxYKpoc2Lu61/MakzhGeryEEKIfgtHjNRu4QilVDrwCLFBK/QOoU0qlAgTW9YH9K4HMo47PAKp7OrHW+imt9VSt9dSkpL7lpAhxrqi0V9Lc1dzn24xVrU4cbl+/A6+CFGP/kjp7t22F8YXUOepodPZc4V4IIcSxBhx4aa1/orXO0FrnYCTNf6K1vgV4B7g9sNvtwNuBx+8ANyilQpRSucAIYMNA2yHEueaL2i8A+jxR9aHAaVRKZL/epyDVmP9xV033wGtM4hgA6fUSQog+Gsw6Xr8BLlZK7QUuDjxHa10MvArsBJYC92qtfYPYDiHOSh+VfUR2dDYjYkf0af89gcBrRD97vNJiQokKtbC7tr3bttHxo1EoyfMSQog+sgTzZFrrlcDKwOMm4MJe9vsV8KtgvrcQ55IGRwMbajfwnQnfQame0ia7K6m1kxYTSnSotV/vpZRidEo0u3vo8Qq3hpMTkyM9XkII0UdSuV6IM9CyimVoNItzFvf5mJK6jn73dh1SkBrF7lo7WncfBzMmYQw7GyXwEkKIvpDAS4gz0AdlHzAqbhR5sXl92t/r81Pa0MGolJMMvFKi6XB5qWxxdttWmFBIvbOeBoeMPBZCiBORwEuIM0ylvZKihiIW5S7q8zEVzQ7cXn+/RzQeUpBqHLe7tocE+wRJsBdCiL6SwEuIM8zS8qUALM7t+23GvYHE+pHD+jei8ZBRgYBtd033BPuC+AKpYC+EEH0kgZcQZ5ilZUsZnzSe9Mi+T/iwp7YDpSA/+eQCr4gQC9kJ4T32eIVbw8mLyZPASwgh+kACLyHOIPtb97OnZQ+X5l7ar+NK6uxkxYcTbjv5gcwFKVHs6qGkBBh5XlJSQgghTkwCLyHOIB+Wf4hJPxigbwAAIABJREFUmViYvbBfx5XU2RmRfJz8LnstFL0KzWW97lKQEk15YydOd/eye2MSx9DgbKDeUd/DkUIIIQ4Jah0vIcTg0VrzYdmHTBs2jaTwvk+h5fL6KGvsZOGYYcduaK+BXe9A8Vtw4HNAg8kK05bAvAchIvGY3UenRuHXsLfezviM2GO2FSYUAkaCfXJ48kldnxBCnAukx0uIM8Su5l1UtFf0azQjQFljJ16/NkY0drXDF/8Hzy6CP4yGDx8CZwuc/2O48yOYdAts+Cv8aQKs+h24Og6fpyDFmDqop0Kqo+JGYVImyfMSQogTkB4vIc4QH5Z9iEVZuDj74n4dV1JnBE+F4W3wzDXQsAuGjYUL/gMKr4SkUUd2zjoPzvsufPIwfPorIwg7/99h8u2BHDFzj3lehxLsJc9LCCGOTwIvIc4Afu1naflSZqXPIiYkpl/HltTaGW8uJ/+d+8DTBbe+BcMv6P2ApJFw/T/g4Jew/D/h/Qdg4/OYbnmdUSlRPfZ4gXG7cV31OrTWfZ7GSAghzjVyq1GIM8DW+q3Udtb2q3bXISFly/mn9WGU2QZLPjp+0HW0zGlwxwdGENa8H55dxHnxneyube9x6qDChEIanY2SYC+EEMchgZcQZ4APyz4kxBzCBZl9DJoO+fJpvlv7MxpCMuGuFZA8un/HKwWjvwa3vQ3OZr5X/j3inBXU213ddpUK9kIIcWISeAkxxHn9XpZVLGN+xnwirBF9O8jvh2U/g/cfYKVvAu9OfhqiUk6+EZnT4JsfYMXHq7aHObjzi267jIo3Euwlz0sIIXongZcQQ9yG2g00dzX3/Taj3wf/+hase5ym0bfybc/95KUNO/FxJ5IyFtet7+HCyrgVN8OB9cdsDrOESQV7IYQ4AQm8hBjilpYtJcIawdyMuSfeWWt474ew43W48D9ZOfzf8WFmxElOjv1VUemj+bfQR2lTsfD3q2DfJ8dsH5MwhuKm4h5zwIQQQkjgJcSQ5td+VlWuYl7GPELMISc+4ONfwOa/wdwfwdwHKKnvwGY2kZMQHrQ2xaXm8W+hv4b4PHjp+mOCr8KEQpq7mqlz1AXt/YQQ4mwigZcQQ1hxYzHNXc3Mz5h/4p3X/Q+s+SNMuQMW/BQwpgoanhyJxRy8/+oFqVFsarLiuuUdSBgBr94OdUZe19EV7IUQQnQngZcQQ9hnVZ9hUiZmp80+/o5bXoRlP4XCq+Cy/88YjYhRPHXksMigtqkgJRqvX7PPboWbXwVbBLz4DWivYVT8KMzKLAn2QgjRCwm8hBjCVleuZnzieGJDY3vfaff78M6/Qd4F8PWnwGQGwN7loarVaUwVFESjU43z7a5th5gMuOmfxrRDL19PmM9HXqwk2AshRG8k8BJiiGp0NlLcVHz8pPryNfDaHZA20Sh0ajmSB7a33pgqaFSQA6+chAhsFhO7awMV7FMnwHXPQe12eOMuxsQXsrNppyTYCyFEDyTwEmKIWl25GoB5GfO6b9Qadr0LL90AcTlw8+sQcuwtxZJAYDQqJbiBl8VsYuSwSHbVHDVn48hLYPHvoORDCutKJMFeCCF6IYGXEEPU6qrVJIclMypu1LEbmsvgpW/AP2+BuGy49U0Ij+92/J46O2FWM+mxYUFvW0FK9JEer0Omfwtmfo8xJZ8CxsAAIYQQx5LAS4ghyOP38Hn158zNmHtkwmmvC1b9Hp44DyrWwSW/hm+vgpj0Hs+xN5BYbzIFf8LqgpQoGuwuGju+MnXQxb9kZM5FmLWmuOTtoL+vEEKc6STwEmII2lq/lQ5Px5H8rv0r4f9mwaePwMhFcO8GmHkvmC29nmNPnT3oifWHjE6NNt7jq71eJhOh1zzDCG1hfflyaNo3KO8vhBBnKgm8hBiCPqv8DIvJwnnxY+DNe+BvVxpTAd38BnzjhV57uQ5p6XTTYHcNWuBVEMgbOybP6xBbOFeOX0KRzULR6zeDxzkobRBCiDORBF5CDEGrK1czNbaAiGcvhaJXjEr03/0cRlzUp+NL6oyeqJFBTqw/JCEyhOSokO55XgFXj7+TKHMoL3jrYemPB6UNQghxJhpw4KWUylRKfaqU2qWUKlZK/SDwerxSarlSam9gHXfUMT9RSpUqpfYopS4ZaBuEOJtU2SvZ17aPefvWgccBt78LF/4MrH1Pkj8UeAW7lMTRClKjjVpePYiwRnDt6BtZERlB5ba/Q9Grg9YOIYQ4kwSjx8sLPKC1Hg2cB9yrlCoEfgx8rLUeAXwceE5g2w3AGGAR8IRSyhyEdghx5nO28Nk7SwCYmzgR7l4LOXP6fZo9dXaiQi0Mi+7D/I4naXRKFCV1HXh9/h6331RwEyZl4cX0UfDuD6Fhz6C1RQghzhQDDry01jVa682Bx3ZgF5AOXAm8ENjtBeCqwOMrgVe01i6tdRlQCkwfaDuEOOMd3ABPzmV1+36yrNHk3PQmRCSc1KlK6joYNSzqyIjIQVCQGoXb66e8qbPH7SkRKSzKXcS/bD7abWHGnI7unvcVQohzRVBzvJRSOcAkYD0wTGtdA0ZwBiQHdksHDh51WGXgtZ7O922l1Eal1MaGhoZgNlWIocHvg5Jl8NL18MxCnEqxITKKuflfA9PJ/ffUWrO7pn3Q8rsOmZBhTGO0Yld9r/vcPuZ2HF4nr0+/ARp2wwcPDmqbhBBiqAta4KWUigTeAH6ote458SOwaw+v9Ti3iNb6Ka31VK311KSkpGA0U4ihobMJ1jwGj0+Cl66Dqs0w70d8ecXvcfk9zEvvoVp9H5U3OWjv8jI+PSaIDe4uLymSWcMTeGFdOZ5ebjcWxBcwI2UGL9Z/gWfeA7D1Rdjyj0FtlxBCDGVBCbyUUlaMoOtFrfW/Ai/XKaVSA9tTgUNfiyuBzKMOzwCqg9EOIYa8pn3wr2/DHwpgxc8hJhOufQ7uK4YFP+Wz+o2EWcKYmjL1pN+iqLIVgPEZx5lYO0iWzMmlpq2LD3fU9rrPbWNuo95Rz9KsCZA7D97/EVRvHfS2CSHEUBSMUY0KeAbYpbX+w1Gb3gFuDzy+HXj7qNdvUEqFKKVygRHAhoG2Q4ghr6YInrkYdn8AU74J3/0C7ngfxn4dLDa01qyuXM2M1BnYzLaTfpuiyjZCrcZ8ioPtglHJ5CVG8Myasl4nxZ6TPoe8mDz+tuvv6K8/AxGJ8PIN0F7T63n9fk1dexebD7TwXlE1/9pcSXF1G25vzz1rQghxpui97HXfzQZuBbYrpQ59jf0P4DfAq0qpJcAB4DoArXWxUupVYCfGiMh7tda+ILRDiKGrchP842qwRcGS5ZAwvNsu+9v2U91ZzV3j7xrQWxVVtjImLQaLefDL9JlMijtm5/Czt4vZfKCFKdnd54w0KRO3Fd7Gf33+X2zoKGPGja/As5cYwdcdH4ItHK01j63Yy+f7m6hudVLX3oXH1z2Qs5oV+clRFKZGU5gWzdi0aKblxA/KtEhCCDEYBhx4aa3X0HPeFsCFvRzzK+BXA31vIc4IFZ/Di9cZIxRve8eY2LoHn1V+BsDc9Lkn/VZen58dVe1cPy3zxDsHyTVTMvjvZSU8s6asx8AL4PLhl/P4lsd5ofgFZlz0BFzzjBF4vXU3XPs8/9xYyZ8+3suEjBimZseRFhtGamwY6bGhpMWGYTEpdtXY2VnTzs7qdj7b28AbmysBuHlGFo9cNXZQR3AKIUSwBKPHSwjRm/0r4eUbITodbn8HotN63XV11WpGxo0kJSLlpN+utKEDp8fHhMzBTaw/WrjNwo3Ts3jqs30cbHaQGR/ebZ8Qcwg3FNzAE1ufYH/rfvJGLYKFj8Cy/0fbh//FL9fPYmZeAi/eNaPX3qv85Ci+NuHIz6/e3sWTK/fz7NoyRg6L4vZZOYN1iUIIETQSeAkxWEqWwT9vgYR8uO0tiEzuddd2dztb6rbwzbHfHNBbFlW2Aacmsf5ot8/K5unV+3lhXTk/vbywx32uH3U9z2x/hr/t/Bv/Neu/YOa96IY9xHz5J76mfNx77f/rMej6qPwj3ix9ExMmrCYrVrMVi8mC1WQlPDmceaMn84t3i8lNjGDeSBn9LIQY2mSuRiEGw8534JWbILkAvvnecYMugGXly/BqLwsyFwzobYsqW4kKsZCbEDGg8/RXakwYl45L5ZUvD2Lv8vS4T3xoPFcMv4J3973L2qq1oBR/j/83PvcV8ivzX8js2H7M/lprnt7+ND9a9SMq2ipo6mriYMdBSlpK2Fa/jc+rP+e1ktdwxT/PyJQI7n1xM6X1Pc8dKYQQQ4X0eAkRTJ4u+OSX8Pn/QsY0uPk1CDtx79NbpW8xPGY4YxPHDujtiyrbGJcRc1qSzZfMyeWdbdW8urGSJXNye9znO+O/w5b6Ldy94m6uHX47Ly8r4KLsX3Ke40EjUL1rOcTn4fV7+fX6X/NayWsszl3MI7Mf6XGk57LyZTyw6gFumr6VNz4ew53Pb+Tte2cTF3Hyo0KFEGIwSY+XEMFSvRWemg+f/xmm3mncXuxD0LW/bT/bGrZxVf5VA0oQd3l97KppZ1zGqcvvOtqEzFimZsfx/LoyfP6eS0sMixjGS5e9xNX5X+f1fS9gzfgr93xtJOqmV8HvhSfn4fjif/n+J9/ntZLXWDJ2Cb+Z+5tey2sszFnIlcOv5JW9z/GjK0Kobe/i7n9skrITQoghSwIvIQbK54VVv4enLwRnK9z8Blz+B7D17Xbf26VvY1ZmLh9++YCasafWjsenD0/lczosmZPLwWYny3f2XlA1zBJGquc2nFXXYwuv5p5Pb2GNqw6+s4rGjEncUfQn1lau5mdjvsUPp/wQkzr+x9RPZvyEtIg0nt/7ax6+ajjry5r52Vs7jqkr5nT72F3bztIdtfzjiwrKG2XOSCHE6SG3GoUYiMZSePM7ULURxl4Dl/43hPdcUqEnXr+Xd/a9w9yMuSSGJQ6oKdsOJ9afnh4vgIVjUsiIC+OZNWUsGpva4z67a9v54/ISFhYu5keX3cQDqx7gnhX3cPPom1kZ4aZZRfJ4UxvzP3gY7J0w936whPT6nhHWCB6d+yi3L72d7V0v8L0LbuPPn5bS1Omiw+WlvNFBbXtXt+MmZcVy9aR0LhuXSkJk7+cXQohgksBLiJO14w14614jKLjmGRh3bb9Psa56HY3ORq7Kv2rAzSk62EpChI302LABn+tkmU2Kb87K4ZH3dx0u5Opwe3G6fTjcPjrdXh56vYjoMAu/vHIsCZEhvHTZS/x2w295cdeLxIfG89zivzMmbBgs/Qms+g0UvwnzHwKfBxyN0BlYHI1GD2NsJhOHjeHb6Rfx5L53+N3cOVxvz+Tj3fVkJ4QzKz+B3IQIshMjyE2IICLEzLKddby1pYr/fLuYh9/dybyRSVw5MY3JWXGEWs2EWk2EWc2npAitEOLconqb5mOomTp1qt64cePpboYQhi+ehKX/Dlmz4Npnjluf63juX3k/m+o2seK6FVhN1gE16ZI/fkZabCjP3TF9QOcZKHuXh5mPfoLD7aWXVC/+cusULhlzbL2y9TXryY7OPraO2d7l8N590HbwyGsmqzHtUEQihMRAawW0HcQL3J46jHKbjTdMWaSMvAxm3A0mc69t3V3bzltbqnl7axU1bd17xaxmRajVTHZCOE/dOpW00xjUCiHOLEqpTVrrbhPvSuAlRH9oDZ88Aqv/GwouN3q6rKEndaqWrhYWvLaAGwtu5KFpDw2oWQ63l7E//4jvLRjB/RePHNC5gmH5zjo2ljcTZjMTYbMQZjMTbjMTbrOQGR/GmLR+3A51O6B+lzFQISIRQqLhq4MQnC1QV8yBg2u5dv9LjPcpnjpQhilnLnz9qRMGxn6/5svyZg40O+jy+Ojy+HF6fMbi9vH6pkqyE8J57e6ZhNvkRoEQ4sR6C7zkE0SIvvJ54b0fwpa/w+Tb4bI/gPnk/wu9v/99vH4vV+dfPeCmFVe349cw4TTmdx3t4sJhXFw4LDgns4VDxpTj7xMWBzlzyMqZw49TRvDzdT/nb7Nu55tfvg7/NwuufAIKLu31cJNJMSMvgRl5CT1unz8yiTtf+JIHXyvizzdNkumJhBAnTRIYhOgLjxNevc0IuuY9CF/704CCLjBqd41JGMOIuBEDbt62g63Aqa9YPxRdnX8152ecz/81rKftzvchJhNeuRE+eNCos3YSLihI5seLCnh/ew2Pf1wa5BYLIc4lEngJcSLOVvj712HPB7D4d7Dgp91vdfXTrqZd7GnZE5SkejAKp6bFhJIUJaPzlFJ8b9L3cHgdvFy/Hu5aAefdCxueMkp+NOw5qfN+e14eX5+czh9XlPDh9pogt1oIca6QwEuI46neAs9cDJVfGkn0M74TlNO+VfoWNpONxbmLg3K+ospW6e06yqj4UczPmM+Lu17EoX2w6Ndw02tgr4W/zIcvnzHy9fpBKcWvrx7HpKxY7n91G8XVbYPUeiHE2UwCLyF64vPAyt/C0xeBqwNufdOo0xUEbp+b98ve58KsC4kJGXhOVpvDQ3mTg/GZQyO/a6i4a9xdtLpaeWPvG8YLIxfCPWsheya8fz+8fAN0NPTrnKFWM3+5dQqx4Va+9cJGGuyuQWj5wPj8PtpcbbS5JDAUYiiS5HohvqpxL/zr21C9GcZdB5f+3kjeDpJPD35Km6staLcZt1cFCqemS4/X0SYmT2RayjSeL36e60ddb0w7FJVizCyw4SlY/p/wfzPhyv+FkZf0+bzJUaH89bapXPvkOu7+xyZevGsGodbeS1YMFofHweNbHmdX0y7a3e3Y3XY6PB10eo5U5Y8PjSc/Np/hscPJj80//DgYAf9XeX1+KluclDV1UtHYSZ3dRVSohdgwG3HhVmLCrcSF24gNt5IUGXLW1khz+VxsqNnAlvotjE0cy9z0uVjNAysVI84uEngJcYjfD1/+1fiDbA2Da5+DsV8P+tu8VfoWw8KHMSN1RlDOt63SSKw/XXM0DmV3jb2L76z4Du/ue5drRgZ6LE0mOO9uyJ0H//oWvPQNmLoEFj5ijKDsg7HpMfz3dRP43ktbmPCLZYxJi2ZCZiwTM2MZnxFLTkL4oI583Ne6j/tX3k95ezmTkyeTHZ1NpDWSKFvU4cWv/exv209pSylvl76Nw+s4fPyCzAX8YPIPyIvNO6n39/r8bD7QyqqSeoqr2ylv7KSyxYn3qMJtZpPqdc5Om9lEbmIE+cmRDE+OZHiS8Tg3MeK45Tq01lQ0OdhY0cKmimY2lrdQ296FSSnMJoVJKUzKeG+zSWEzm7BZAstRj4cnRXLBqGSm58Zjsww8AKx31PNZ5WesqlzF+pr1OL3Ow9uibdFcnH0xl+VdxpRhU044BZY4+0kdLyEAqjbBil9A2SoYsRCu+B+jdyTI6jrrWPjGQpaMXcL3J38/KOf8zt83UlLXwac/Oj8o5zubaK254f0b6HB38M5V72D+ajFVrws+ftiY2DxhhFHzK31yn8+/em8Dq/Y0sK2ylR1V7Tg9PgBiwqzMzEvg3gvygx4Qv7vvXX75xS8Js4Txu3m/61MA79d+ajtrKW0tZWv9Vl7a/RJOr5Or86/mngn3MCzixKU/6tu7WFliXO/qvQ20d3kxmxSjhkWRmxhBdkI4OYkR5CZGkJMQQWKkjS6Pn1anm1aHhxaHmzaHh2aHmwNNDkrrOyht6OBgs+OYQrtRIRYSo0JIigwhKcpYosOslNTa2VjRQmOHcXs3OtTC5Ow4chIi0Frj0xq/Nmqy+QKL2+fH7fUfWXv9dHl9lNR14Pb6ibCZmTMikQUFyZw/Kplh0X2vybe/bT/Ly5fzycFP2Nm0E4C0iDTmZcxjfuZ8JidPZlPdJj4o+4CPD3yM0+skOTyZxTmLuSr/KvLj8vv8XuLMJAVUhfgqrxt2vQPrnzSS521RsPCXMOWbAx612Jv/2fI/PFX0FO9f/T5Z0VlBOefMRz9mem48f7phUlDOd7ZZUbGC+1bex+/n/Z5FuYt63mn/SnjzHuiogzn3GVMUHWd+yJ54fX721new7WAr2ypb+WB7LW1ODxeNHsZ9F4/oX9HYHnR5u/jNht/wxt43mDJsCr+f93uSwpNO6lzNXc38teivvLLnFSzKwi2Ft3DH2DuIskbRYHdR3uSgoqmTA80Oypsc7K2zs7vWDkByVAjnj0riglHJzB6RSHTowG6jdXl8lDd1UlrfQUWTg8YOFw32wBJ4bO/ykhUfztTsOKbkxDE1O54RyZGYTCf3/9Th9rKutIlP9tTz6e76w7MWjEuP4YoJaVwxMa3HIKy0pZTlFctZVrGM0tZSFIoJSROYnzmf+RnzyY/N77Gn0+l1surgKt4ve581VWvw+r3Mz5jPknFLmJQs/2+7cXdC60FoPWDMTNFaAS47mEPAYgusQ8BsM+5ORCRC5LDAktxzkeXTQAIvIQ7pqIdNzxsj2zpqIX64MVpxwo0QGj1ob/t59efcveJuFmYv5Pfzfx+Uc9bbu5j+q4/52eWFLJmTG5Rznm382s9Vb1+FzWTjta+91vstQGcLLP0P2PYSJBfCVU9A2sn/UbR3eXhubTl/Xb0fe5eXRWNS+OHFIyhI6f/v2IH2Azyw6gF2N+/mrnF3ce/Ee7GYBp4pUmmv5E+b/4el5R9g1hG4m2fR1T4Sf1c6YMKkID0ujJyECM7LS+CCUcmMTo1CKYXP72Nf2z7iQ+MHPMH7iXh8fqxByglz+9y4fW7CreGYlAmtNXvq7Hyyu56PdtSyrbINpXxMHW5iWr4mPclJnbOSVZWr2N+2H4ViUvIkFuYs5OLsi0kOT+7X+7d2tfLKnld4cdeLtLpamZw8mSXjljA3fe65WZjX54WqjVD6MZR9Bs37oPMrg17MIRAaAz6X8YXZ5wLt7/2cllAjADs6GDtmPQxSxhtB3CCSwEuc2zqbYO8yoxZXyVLwuSH/ImMuv+EXGnk/g6jSXskN799AUlgSL176IuHWvuUSncjHu+pY8sJGXrt7JtNy4oNyzrPR26Vv89O1P+V/L/xf5mXMO/7OJR/Buz8wAvST7P06WpvTw7Nrynh2TRl2l5fLxqdy7/n5FKYdPwDTWrOreRfv73+fN/a+gVmZeXTuoydufx9ordl8oJXXN1XyXlE1nbqC6LTl+EJ3AxBmjmRi4hTmZ81mdvpMsqOzaXG1UNRQRFFDEdsatrGjcQcOrwObycaNBTdy17i7iA0dmgM83D43a6rWsLRsKSsrV+L0OlEoIm2RRNuiD+fHmZWZivZK6hy1aHyHj1eYyY0cw9dHXcqleQtPuqfxaA6PgzdL3+SF4heo6axhRNwI7hx7J4tzFne/JX62aSk3Aq19nxjBlqsdlAnSJsOwQojNgtgcYx2XDRHJ3T+jfV4jAPM4jUCto874P9tRH3j8leeOxmOP/9FeIxAbRBJ4iaByeX3srrHj9vkZnxFDiGUQPyg6G6G9yihk2tV67Fr7ICrNmIsvOt1YRyYbEyM37jUCrT0fwsH1xjekyBQovBKmfwsSB14xvi8cHge3fngrNZ01/POyf5IZnRm0c/9heQl//mQvO35xicwheBwev4fL/nUZKREp/G3x3058wFd7v772J0ifOqAAvdXh5unVZTy3toxOt4+5IxL59rw85uQnHtPTUWmv5IOyD3h///vsb9uPxWTh/IzzeXDag6RFntxk7IfUtDn51+Yq3thUyf7GTsKsZhaPTeHaKRmcl5dAi6uZDbUb+KLmC76o/oLqzmrASBBvd7cDYFZmRsWPYnzieMYljWN9zXre3fcukdZI7hh7BzePvjloXywGwuP38EX1FywtX8onBz6hw9NBbEgsF2VfRHZUNnaPnQ53B3a3HbvHjt1tx+v3khqRSkZUBumR6XQ5Y9myz8wnxS5aOn2EWEzMHZHIwjEpXFiQTELkwAsWe/welpYt5dkdz1LaWsro+NE8NO0hpqZ0+3t95itfA58+ChVrjOcxmTB8gbHkzQ/q6PFufB7jb8mhgCz/QuPvxCCSwEucNI/PT0mdnaLKNooq29he1cqeWjsen/G7E2Y1Mz03njn5iczOT6QgJeqkcy8AaK+BirVQvhrK10LT3p73U2bjP47P3f31sFhwNBnPU8bByMUwajGkThz03q2jaa158LMHWV6xnCcufILZ6bODev5vPreB2rYulv5w4L0gZ7uXdr3Eoxse5flFzzNl2AnmfjzkUO+XvQYsYZCYD4mjIGkUJI6EpAJj3Y/fqTaHhxc3VPDc2nIa7C4KU6P59rw8YhP28VzxM2yu3wzA5OTJXD78chZmLxxQ+Ycuj4+Pimt5fVMla0ob0Rqm58Zz7ZQMLh2XSmRIzwG71ppKeyWf13xOcVMx2dHZTEiaQGFCIWGWsGP23duyl8e3PM7KgytJDEvkngn3cPWIq7GaTn0ZhUp7Ja/ueZU3S9+k1dVKlDWKBVkLWJy7mOmp00+qTV6fny/LW1i2s5ZlxXVUtToxKZiaE8+8EYlkxoeTHhtGelwYyVGhmE/i88+v/XxU/hF/2PQHajtruTj7Yu6fcj8ZURn9PteQc+AL+PRXRu9W5DA477tQcBkk5A+JXKzBIoGX6LcDTQ6eX1fOaxsPYnd5AWMk0fiMWMZlxDA+PQaTSbGutJG1+5oore8AICHCxnl5CaTFhhIbbiM+wkbc4bWV2EAtn2NyNqq3wMbnjG9EzfuM10KiIes8yJ4NCcMhNNYIqA6tbZHGfo5mo0esvRraK411Rz2kToCRiyA2eD1M/fXM9md4bPNj3DflPu4ce2dQz621ZsojK7hodDK/u3ZCUM99NurydnHJG5cwOmE0T170ZN8PdLbAzrehoQQa9xjrtgNHtqdPhcv/CKnj+9Uel9fH21uqeWr1fsrs2wnPfppoazJX5l3JzeOuIj0yvV/nO9oxtxK3VWN3eUmPDeOaKRlcMzmd7ISIkz738Wyp38Jjmx5jc/1mcqJzeGTOI0xIGvzfTa0EvkZjAAAZZUlEQVQ1n9d8zsu7X2bVwVWYlIkFWQv4Wt7XmJ0+26jhFsT3Kq5uZ9nOOpYV1x4edHCI1axIiQklMy6cCZmxTM+NZ0p2XJ8HITi9Tl4ofoFndzyLz+/jtjG3cde4u4iwHvtv5td+7G47Hr+HhNCEoZkfdvBLWPlr45ZiRJJx637qnUZC/Gmgtaa8vZyihiKuGH7FoP/MJPASfaK15ov9zTy7towVu+owK8Vl41O5aPQwxmfEkBXfe32i2rYu1pY2snZfIxvLW2iwuw4Pr+9JZIiFqSGV3K3/yXme9XSZwmlOmk5MwflEjJxvJD8OcCLq02lN1Rq+u+K7XJJzCb+b97sB/SfX2hga73T7cASWqlYntz+7gUeuGsst52UHseVnr6e3P82fNv+J+6fcz22Ft518Lo2707iVXfklrPwNOJthxj1wwU8gJKpfp6poO8D1792Ixx1G097vgD+ckcMiWTQmhYVjUhiTFt3n3x2318+726p5ek0Zu2rajVuJ4wK3EnMTBtYT3Udaaz6r/IxHNzxKbWct35v0Pe4ce+eg1K9yeBy8ve9tXt79MmVtZcSHxnPNiGv4xqhvkBIR/HIwPel0ealudVLZ6qSqxUlVYF3R1ElxdTtev8akoDAtmuk5CUzPjWdcRgzDoo5fRLa2s5bHNz/Ou/vfJSE0gQlJE2h1tR6z+AMJ5lHWKHJjcg8veTF55MTk0OXtorqjlh21B9nTWMmBtloanPW4/E7QFpS2AJYjj7UFs8mMWVkwKzNmkxmLsmAxmYmyRZEeNYzcuBRGJWYwPjWT9JiYnn83Kzca/y9Kl0N4Asz+AUy7C2yDE/D35lCv7YbaDWyo3cDG2o3UO+sB+PDrHw56b6IEXuK4ujw+3tlWzbNrythdayc+wsbNM7K45bzsftW26em8LQ43zZ1uWjqNGj6tDjfmhl1M3v8ko1tX4lARvB1+NU92XUJFpxmlYHxGLAtGJXNBQRJj02JOyR+MYDrQfoAb3r+B1IhU/r747/3OedFaU1TZdvjWxv7Gzl6LUX7w/bknTNQWBofHwU9W/4RPDn7C5OTJPDLnETKjBtgj6mwxasBtes7IM1z8Wyi4vE+3UNrd7dzywS00dzXz0qUvYfYnsay4lo+Ka9lQ1oxfQ0ZcGAsLU5iSHcf4jBgy4sK6/bFrdbh5cf0BXlhXTr3dxchhkdwxO5evTUjr9VbiYLO77Tz8+cMsLV/KjNQZ/HrOr/s9AvB4tjds58HPHqSqo4qxCWO5afRNLMxZSIh56EwU73T72HKghfVlzWwoa2bzgRZcXiNYMpsUKdGhpMeFkRG4TZkVH87M4QlkxB35vChqKOLxLY/T5GwiLjSO2JDYw0tcaBwmZWJfSxl7mkspby+j3dPcY1u0VuCLJMwUT5glHI0Pv/bgx4Mfr7HWXvz40PjQ2m+s8YHq+bNH+0Ow6BhspjBCTGHE4SXLVUViVwOhyoo9fiytsfl4lMbjd+HVHrx+F17txe8Hv9bG4tf4tPG5F2mLJCk8jtSoBFIi44gNjSXGFkOkNZIQSwgh5iOLzWzDYrLQ5Gyi0dlIvaOeRmcjDc4G6h31FDcVU9tZC0BCaALTU6YzLXUa01OmkxWVde71eCmlFgF/AszA01rr3xxvfwm8BkeHy8uLX1Tw9JoyGuwuClKiuHN2LldMTAv+NChaQ+12WPMHKH7TuJV43nfhvHsgLBa/X7Ozpp1Pdtfzye56tlW2ojUkRYVw7ZQMvjU3j/iIwR3+O1Dt7naWli3luR3PYffYeeWyV/r8rcrj87OhrJmPimtZvrOOmrYuzCbFjNx4JmTGEmEzE26zEG4zExZ4nBQVwsTMoTmSbKjSWvPu/nd5dP2j+LSPH039EdeNvG7gH8IHN8B790HdDuMW9+LfGSOyeuHxe/juiu+ysW4jT138FNNSph2zvanDxYpddSzdUcva0ibcPuMPdly4lXEZsYxPj6EwLZrP9zXx+qZKnB4jYf+uuXnMG5E4JG49aa15q/QtHt3wKKHmUB6Z88iAR2Vqrfnbzr/x2KbHSA5P5pE5j3T72Q1VLq+P7ZVtlNR1UNXqOKaHrLa963Ah2RHJkVxQkMz5I5OYmnOkur7Wmrp2F9sqW9le2UZRVRt7atupt7uOzPlucmIOqSc2uo20mBhGJWYwMS2LGVm5DE+MPqkvsYdua1a217K7oYq9TVVUtNVR01FHi6sZi6eOWF8VZuWg3WSmSYXiNAHahNZW0BbwWw4/1rq3vy0aZXKhzA6U2YkyefrdVjB6ABPDE8mPzWd6ynSmp0wnNyb3lP+fGFKBl1LKDJQAFwOVwJfAjVrrnb0dI4FXcDV3unlubRkvrCunq8vJNVmd3DracrhGTzeWUOMWii3CyK0KiTTWfZmDrKEEiv8FO96AxhLjuBl3w8x7Ibz3EghNHS5WlTTwUXEty3bWEW41c/usHL41N4+4IRSA+bWf9TXreav0LT4+8DEun4v82Hx+et5PT5jE3eXxsWZvIx/uqGXFrjranB5CrSbmj0xiYWEKCwqSh9S1nk1qO2v52dqf8UXNF8xOm80vZv2iTxXcj8vnNQryfvprY9DHxBth9g+NHMWjaK355Re/5LWS13h41sNcPeLq457W5fVRUttBUVXgD25lG3vq7Pj8GpvZxFWT0lgyJ49RKf27zXmq7G/bz0OrHmJPyx5uGX0L902576Tyrlq7Wvnp2p+yqnIVCzIX8PDshwdl3snTwePzU9bYyWclDazc08CGsmbcPqO6/qz8RPx+TVFV2+GJ2c0mxYjkSArTosmMCz+m5yw1JiwoUyEdl73OyN3a9rIx40d4Isz+Pl0Tv0mL10ZThxuX149fG7MIGL1axmOlFGFWs7HYTIRazYRazVjNJhrsLg42OzjQ7GB/UyvlzQ1UtjVS39mGw+MCkwelvKA8KJMXk8mPlShsxBCi4gg1xRJqCSPUaiLMaiYixEJkiPGFNTLEQkTg8Y3Ts4gY5N7goRZ4zQT+S2t9SeD5TwC01o/2dsxgB15b96yh1d7Qy1aF3xqJPyQaHcQkTQA0KE8nZo8dddT8Xl/ZBY/fg1t7cPs9uP1uPNqDy+/B4/fgCjw3tgVe0+7ANk/gWLex3efB4XTid3YRpV0kKhexfic2vw+b1vT2fcCqIUTrbovFEooKTzASJyOSjArCEYlgjcBav4vQyo3YWioI1WBLGU9I3gIsIy42iuH1Q0VTJy+uP8hnJfWEWs1cOTGNayZnEB02+KOmNBqv34vb56bL12WsvV24fC4q2it4d9+7VHdWE2WL4tLcS7k6/2oKEwp7/XblcHtZtaeBD3bU8unuejpcXqJDLVxUOIxFY1KYOyKJMNtZXsdniPBrP6/ueZU/bPoDFpOFH07+IVfnXz3wSY3bKmH1H2DLP8DvMUqYzLn/cAL+P3b+g99++VvuHHsn902576TeosvjY0+tnfS4MBKDUNZgsLl8Lh7b9Bj/2PUPsqOzeXDqg8zLmNfnXogt9Vt46LOHaHI28cDUB7ip4KYh0as3WDpdXtbta2LlnnpW723EZjExPjCoaVxGLIWp0af2c8LnMXp1S1cYS22R8XpUqvEleuqdg57D1eXxUd/uot7eRb3dRV17F40dLpxuPy6vjy7PsWuH20eny0un20uny0eHy4s7cKt3y88uHvQvtUMt8LoWWKS1vivw/FZghtb6e70dM9iB1+1/mcbm0K5BO/+pYvN3D46OXmxaowGXUnRZQnBbQ3FZrLhMZtxo6CH00mg8gcDDpb2n/JqGMoViZtpMrsq/igVZC3rNL+ny+Fi5p553t9Xw8e46ujx+4iNsXDJmGIvGpjIzL2Hwv6GKXlW0V/Cfa/+TzfWbSYlIYcnYJVw94uqB5wvZ6+CLJ4xZEtx2yL+Yz0ZfyL8VP8n5Gefzxwv+2HvSud9vFIZsO2gs3QpD1kFHg1HiYvz1MPqKQZ15IVjWVa/jNxt+Q1lbGbPTZvPQtIeOO1l3o7OR10te58ltT5Iakcp/n//fjEkYcwpbfI5wO4yyKfYasNcaS0et8Ttsr4HqrcbvsMkCmTOMOlj5F8Gwcae0RM9AeXx+HC4fUaGWQc8dHmqB13XAJV8JvKZrrf/tK/t9G/g2QFZW1pSKiopBa9PbK5+itqWsl60as9eBxevA7O0MrI3n6iQCEb8pFK8lHJ813FhbIvBawvGbev+QtyoLVmXGiuXwY5uyYMVirJUZCxZMffgGmJGVR/LwSSf1Ia21xu134/K5cHldeP1HXb/2GTW4Wg+gHY24U8fjCo839j20eF34dO8jHfuqps3JB9tr2XqwhUDqC1azIj02jIxATR2r2XRM97aRxAlevx+vXxuLz4/HZzwGzbDoULLiw8mMCyPqqOHfFpOFUHMoNrPNSOwMJHnG2GJ6rdbt9flZu6+Jd7ZWs6y4FrvLS2KkjcVjU1k8LoXpOfHHHdUkTi2tNeuq1/HktifZ2rCV5LBk7hh7B9eOvJZQy8kPMAHostfx+ZpfsaJiGctCzOR6vDzf1El4eKJR8PdQj7HfawRZrQeNXjOf69gTKXNg2pPA1CfhCUaNpJYyo85YwWUw4QbIu2BIjwj2+D38c/c/eWLrEzi8Dm4suJG7J9xNTEgMWmtKW0tZVbmKTw9+yvaG7Wg0l+Rcws9n/pwo29C8nXpG8HQZ9RGrtx4pvdNeHShQ3dJ9f0uo8XsWlQrJBUaglTuv33cszlVDLfAacrcaxZnJ7fWzr6GDndXt7KxpP7xucx4/KdOkwGYxYTObsFnMhFhM+LU+PFkuwLDoEMamxTAmLZrshAjiI20kRBj1yBIiQg5383d5fNS2dVHd5qS6tYvqVicHmh18srue5k43UaEWFo1J4YqJaczMS5Bga4jTWrOhdgNPbnuSjXUbSQhN4JbCW5iZNpNRcaP6PEdih7uD1VWrWVGxgtVVq3F6nURZo7ggKpcfRBaQ7HIYPVedDYEpT+qNaVNiM42K3rGZEJMVWGcYf/zC4rv3LmhtlLXY9oqRS+lsMaZYGXcdTL4VkkcPwk8pOJq7mvnzlj/zxt43iLZFsyBrAetr1lPVUQXA2ISxzM+czwWZFzAybuRZfWtx0LTXwN6PjGLA+1eCx2G8Hp54ZMaPmMCsH1FpEJVi/K5FDTNqJsrP/KQNtcDLgpFcfyFQhZFcf5PWuri3YyTwEn2ltabe7sLr11hMCrNJYTWZMJsVFlNg6SX4aXN62FndTnF1G8WBdWl9Bz1Vcgi3GQmhzZ3ubtsSI23MyEvgiglpzB+ZFPwRouKU2Fi7kb8U/YUvar4AIMwSxvik8UxKnsSkpEmMTxqPx++hor2Cg/aDVLRXcKD9AAfsByhpKTlc3HJB1gIuyrqIaSnTBp4/djxetzEnadErsGepkV+WMR0m3wZjrjYGxQxBe5r38Nsvf8v2hu3MSJ3B+ZnnMy9jXlDLT5wzPE4jEC9bbfwu1Gw1Xo/JNEbbjlwE2bPAdvqndTrbDanAC0ApdSnwGEY5iWe11r863v4SeInT5VCPVlOnUY+sudNFU6ebpg43To+PlOhQ0mLDSIsNJS0mjJSYUAm0zjK1nbVsqd9yeClpKTlcvPJoJmUiNSKV7OhsRsaNZEHWAsYnjj89kx53Nhq9YJv/ZlTct0XC2Gtg8u2QPnlI9mRorYder5bfZySSd9QbhXM9DiMfytMZeO40XjtmHViUyRj5bTIbuVEmq7G2BkaJh0QZZXWOfnx4sFKi0eN0ovwptwMqNxizfpSvhaqNxohaZYKMaTDyEmPKtOTRQ/Lf/Gw25AKv/pLASwgxVHS4OyhqLGJ7w3bCreFkRWWRFZ1FemR6UKenCQqtjdFom/9m3Ir0OIxpjubcB6MuPaMSo08Ze61RKqF0hbHuKf8JAGVMf2MNDyxhR55bAjm7fu+xi88LXie47MZy6NZfj6c3GyV3whONnD2fxwiqfN7A2g2uduO8ymTMRZszG7LnGNOthUmNv9NJAi8hhDjXdbVD0T/h8z9DS7kxwffsH8C4b4BliAWMp5K9zpgv9sDnsO9jo9AzGLly+RcZI/jicoyAyhZhLIcCrYH2Ivk8R4KwrjZwNBlLZ4PRa+loNNbab/SWmW2BJfA4NNYIsjJnnBGjWs8lEngJIYQw+Lyw8y1Y8xjUbTcSrGfea9yGHKJ5YEHjaIbqzVC1xQi2qreAvdrYZrJA5nlHlUoYKz2C4qRJ4CWEEOJYWkPpx7D2MaPMQGgsTP8WTP8ORCad7tYZtDbyrJwtR3p/Dq+bAiNBs44sUalGThUYAWb9TiMHqnKjccu1ed+RcyfkQ9okSJtsrFPGnf2BpzhlJPASQgjRu4NfGgHY7veN/KRJt8DM70F87uC+b1cb7HoPtr8GVZuMfCXtN4It7TMe94fJapTfCE+A+l1GEjwYCesZ0yFjKqRPgbSJUo9KDCoJvIQQQpxY415Y97gxItLvhcKrYPb3jR6hYPF0GaUOtr9m1JfyuYwcquEXBvKmTEavlTIfWYfFGiP9whOPrMPjjQCtrRJaKwLLAWipMHKkkgshMxBsxWbLqD5xSkngJYQQou/aa4wJvzc+a4ycSxoNhVcY804mF544iPG6AlPP1BjV0Q9NR9N6EPZ9Cq42oxdqzNdh/DeMXigJjMRZRAIvIYQQ/dfVZvR+7XwbKtYBGuKHG0HY6CuMSueNe6GxBJpKjXVjKbQd6H4ucwhEp0LWTKOyfu78IT21kRADIYGXEEKIgemoh93vwc53oOwzIwfraLZII2E9cSQkDD8yDU10amDKozjp1RLnjN4CL/mqIYQQom8ik2HqncbiaIaSpUb19sSRkDjCCK4ksBLiuCTwEkII0X/h8TDxptPdCiHOOFIZTgghhBDiFJHASwghhBDiFJHASwghhBDiFJHASwghhBDiFJHASwghhBDiFDlj6ngppRqAikF+m0SgcZDfYyiT6z+3rx/kZyDXL9d/Ll8/yM8gmNefrbXuNtv8GRN4nQpKqY09FTs7V8j1n9vXD/IzkOuX6z+Xrx/kZ3Aqrl9uNQohhBBCnCISeAkhhBBCnCISeB3rqdPdgNNMrl+c6z8Duf5z27l+/SA/g0G/fsnxEkIIIYQ4RaTHSwghhBDiFJHAK0AptUgptUcpVaqU+vHpbs9gU0o9q5SqV0rtOOq1eKXUcqXU3sA67nS2cTAppTKVUp8qpXYppYqVUj8IvH5O/AyUUqFKqQ1KqW2B6/9F4PVz4voPUUqZlVJblFLvBZ6fa9dfrpTarpTaqpTaGHjtnPkZKKVilVKvK6V2Bz4LZp4r16+UGhX4dz+0tCulfniuXD+AUuq+wOffDqXUy4HPxUG/fgm8MD58gf8FFgOFwI1KqcLT26pB9zyw6Cuv/Rj4WGs9Avg48Pxs5QUe0FqPBs4D7g38m58rPwMXsEBrPQGYCCxSSp3HuXP9h/wA2HXU83Pt+gEu0FpPPGoI/bn0M/gTsFRrXQBMwPhdOCeuX2u9J/DvPhGYAjiA/7+9+wmxsorDOP59mFFwxiKIinIKHYg2EikhkSHSRFCJ0yaaQJAg2gThIoLaRIG7iHZtrBAqw8rKpUFErSK0oKgWZaWTNiNE9mdj1NPiHPEi4e6eF+Y8Hxju+55ZzHnOzL33N+/5vTPv0kl+SeuAx4FbbW8EJoAFGuRP4VVsAb6zfdz2OeBNYH7gOY2V7Y+BXy8angf21+P9wP1NJ9WQ7dO2j9XjPygvuOvoZA1c/FlPV9UP00l+AEkzwH3AvpHhbvJfQhdrIOlyYBvwMoDtc7Z/o5P8F5kDvrf9E33lnwTWSJoEpoBTNMifwqtYB5wcOV+sY725xvZpKIUJcPXA82lC0npgE/ApHa1B3Wb7AlgGPrDdVX7gReBJ4N+RsZ7yQym2j0g6KunROtbLGswCZ4BX63bzPknT9JN/1AJwoB53kd/2z8DzwAngNHDW9hEa5E/hVeh/xnK7ZwckrQXeAfbY/n3o+bRk+5+6zTADbJG0ceg5tSJpB7Bs++jQcxnYVtubKW0Wj0naNvSEGpoENgMv2d4E/MUK3Va7FEmrgZ3AW0PPpaXauzUPbACuA6Yl7WrxtVN4FYvA9SPnM5RLjr1ZknQtQH1cHng+YyVpFaXoet32oTrc1RoA1O2Vjyg9f73k3wrslPQjpbXgTkmv0U9+AGyfqo/LlP6eLfSzBovAYr3SC/A2pRDrJf959wDHbC/V817y3wX8YPuM7b+BQ8DtNMifwqv4DLhR0oZa/S8Ahwee0xAOA7vr8W7g/QHnMlaSROnt+Mb2CyOf6mINJF0l6Yp6vIbyIvQtneS3/ZTtGdvrKc/3D23vopP8AJKmJV12/hi4G/iKTtbA9i/ASUk31aE54Gs6yT/iIS5sM0I/+U8At0maqu8Hc5Re37Hnzx9QrSTdS+n5mABesb134CmNlaQDwHbKf2JfAp4B3gMOAjdQfigfsH1xA/6KIOkO4BPgSy70+DxN6fNa8Wsg6WZK4+gE5Rewg7afk3QlHeQfJWk78ITtHT3llzRLucoFZdvtDdt7O1uDWyg3V6wGjgMPU58P9JF/itLfPGv7bB3r6fv/LPAg5S73z4FHgLWMOX8Kr4iIiIhGstUYERER0UgKr4iIiIhGUnhFRERENJLCKyIiIqKRFF4RERERjaTwioiIiGgkhVdEREREIym8IiIiIhr5D8EHeINgJEidAAAAAElFTkSuQmCC\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -1807,22 +1960,18 @@ } ], "source": [ - "values = ['Round', 'Back', 'Cut', 'Punch']\n", - "fig, ax = plt.subplots(4, 1, figsize = (10,20))\n", + "values = list_of_people['Participant ID'].tolist()\n", + "graphs = len(values)\n", + "fig, ax = plt.subplots(graphs, 1, figsize = (10,20))\n", "\n", - "for j in range(4):\n", + "for j in range(graphs):\n", " for i in data_means.columns:\n", - " if i.endswith(values[j][0]):\n", - " ax[j].plot(data_means.loc[:,i], label = i[:2])\n", + " if i.startswith(values[j]):\n", + " ax[j].plot(data_means.loc[:,i], label = i[3])\n", " ax[j].set_title(values[j])\n", - " ymax = max(y)\n", - " xpos = y.index(ymax)\n", - " xmax = x[xpos]\n", - " ax.annotate('local max', xy=(xmax, ymax), xytext=(xmax, ymax+5),\n", - " arrowprops=dict(facecolor='black', shrink=0.05),)\n", - "plt.legend()\n", - "\n", + " ax[j].legend()\n", "\n", + "plt.savefig('figures/strike_participant.png')\n", "plt.show()\n", "plt.clf()" ] From da1c31378b001648c9085a6abcef8733712a1c8e Mon Sep 17 00:00:00 2001 From: Octavi Fernandez Date: Wed, 11 Mar 2020 16:16:39 +0100 Subject: [PATCH 3/5] all graphs are done, maybe need some retouching --- .../.ipynb_checkpoints/main-checkpoint.ipynb | 1736 +++++++++++++---- your-project/figures/cleaning.png | Bin 0 -> 60859 bytes your-project/figures/maxs.png | Bin 0 -> 22389 bytes .../figures/mean_participant_strike.png | Bin 0 -> 158420 bytes .../figures/mean_strike_participant.png | Bin 0 -> 157096 bytes your-project/figures/participant_strike.png | Bin 158255 -> 35488 bytes your-project/figures/strike_participant.png | Bin 140673 -> 19317 bytes your-project/main.ipynb | 1720 ++++++++++++---- 8 files changed, 2762 insertions(+), 694 deletions(-) create mode 100644 your-project/figures/cleaning.png create mode 100644 your-project/figures/maxs.png create mode 100644 your-project/figures/mean_participant_strike.png create mode 100644 your-project/figures/mean_strike_participant.png diff --git a/your-project/.ipynb_checkpoints/main-checkpoint.ipynb b/your-project/.ipynb_checkpoints/main-checkpoint.ipynb index 89c6eaa6..0ed1ed40 100644 --- a/your-project/.ipynb_checkpoints/main-checkpoint.ipynb +++ b/your-project/.ipynb_checkpoints/main-checkpoint.ipynb @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 196, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -834,7 +834,7 @@ "4 1026 1026 1025 1025 1026 1026 1026 1025 " ] }, - "execution_count": 196, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -847,16 +847,16 @@ }, { "cell_type": "code", - "execution_count": 195, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(4749, 115)" + "(4749, 116)" ] }, - "execution_count": 195, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -938,16 +938,16 @@ }, { "cell_type": "code", - "execution_count": 168, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "1032" + "1084" ] }, - "execution_count": 168, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -958,28 +958,30 @@ " # Taking only from row 2 because 0 and 1 are descriptive.\n", " return new_data\n", "\n", - "# data_str = cut_data(data['C.4'])\n", - "# data_str.max()" + "data_str = cut_data(data['B.4'])\n", + "data_str.max()" ] }, { "cell_type": "code", - "execution_count": 169, - "metadata": {}, + "execution_count": 14, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 169, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -1015,18 +1017,7 @@ "cell_type": "code", "execution_count": 15, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "140" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# We could set the mean to 1026, as it seems to be the starting value for almost every lecture. \n", "\n", @@ -1054,21 +1045,9 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 16, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0 140\n", - "dtype: int64" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "def small_noise(data, lower, upper):\n", " new_data = [x if (x>upper or x\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", - "
0
0NaN
1NaN
20.0
30.0
40.0
......
33030.0
33040.0
33050.0
33060.0
33070.0
\n", - "

3308 rows × 1 columns

\n", - "" - ], - "text/plain": [ - " 0\n", - "0 NaN\n", - "1 NaN\n", - "2 0.0\n", - "3 0.0\n", - "4 0.0\n", - "... ...\n", - "3303 0.0\n", - "3304 0.0\n", - "3305 0.0\n", - "3306 0.0\n", - "3307 0.0\n", - "\n", - "[3308 rows x 1 columns]" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "def rolling(data, smoother):\n", " new_data = data.rolling(window = smoother).sum()\n", @@ -1207,9 +1090,19 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 18, "metadata": {}, "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, { "data": { "image/png": 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\n", @@ -1241,7 +1134,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -1253,7 +1146,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -1262,6 +1155,15 @@ "needs_background": "light" }, "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -1282,88 +1184,10 @@ " ax[i,0].plot(viewing, color='orange')\n", " ax[i,1].plot(test)\n", " ax[i,1].set_xlim(test_max - 30, test_max + 50)\n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(1884, 1954)" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(1, 2, figsize= (16, 4))\n", - "lower, upper = -10, 20\n", - "smooth = 3\n", - "\n", - "viewing = cut_data(data.iloc[:,55])\n", - "test_max = viewing[viewing == viewing.max()].index[0]\n", - "\n", - "test = rolling(small_noise(norm(viewing), lower, upper), smooth)\n", - "ax[0].plot(viewing, color='orange')\n", - "ax[1].plot(test)\n", - "ax[1].set_xlim(test_max - 20, test_max + 50)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Function to find the top peak of the data" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ nan, 0., 22., 94., 119., 59., -22., -119., -106.,\n", - " -201., 47., 129., 25., 32., 36., 15., -4., -36.,\n", - " -40., -28., 26., 29., 9., 2., -12., -35., -31.,\n", - " -24., 23., 21., -2., 3., 7., 12., 11., 8.,\n", - " 20., 19., -15., 4., 18., -63., -43., -25., 24.,\n", - " -21., -26.])" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "def peak(data):\n", - " new_data = []\n", - " for i in range(len(data)-1):\n", - " new_data.append(data.iloc[i+1]-data.iloc[i])\n", - " return pd.DataFrame(new_data)\n", "\n", - "test_peak = peak(test)\n", - "test_peak.iloc[:,0].unique()" + "plt.savefig('figures/cleaning.png')\n", + "plt.show()\n", + "plt.clf()" ] }, { @@ -1382,7 +1206,7 @@ }, { "cell_type": "code", - "execution_count": 199, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -1391,7 +1215,7 @@ }, { "cell_type": "code", - "execution_count": 298, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -1426,7 +1250,7 @@ }, { "cell_type": "code", - "execution_count": 299, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -1435,7 +1259,7 @@ "(80, 115)" ] }, - "execution_count": 299, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -1460,71 +1284,63 @@ }, { "cell_type": "code", - "execution_count": 445, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "[]" + "
" ] }, - "execution_count": 445, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" }, { "data": { - "image/png": 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "maxs = clean_data.iloc[30, :].tolist()\n", - "plt.plot(maxs)" + "plt.plot(maxs)\n", + "\n", + "plt.savefig('figures/maxs.png')\n", + "plt.show()\n", + "plt.clf()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We can see there is a pattern as the participant is older for each kick. We can try to decompose the data by participant and strike to see if there is a pattern on the stroongest hit on a trial." + "We can see there seems to be a pattern as the participant is older for each kick. We can try to decompose the data by participant and strike to see if there is a pattern on the strongest hit on a trial." ] }, { "cell_type": "code", - "execution_count": 402, + "execution_count": 26, "metadata": { "scrolled": true }, - "outputs": [ - { - "data": { - "text/plain": [ - "23" - ] - }, - "execution_count": 402, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "lst = []\n", + "lst_max = []\n", "for i in range(0, len(maxs), 5):\n", - " lst.append(maxs[i: i+5])" + " lst_max.append(maxs[i: i+5])" ] }, { "cell_type": "code", - "execution_count": 302, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -1540,34 +1356,22 @@ "for i in clean_data.columns:\n", " if i[:4] not in list_of_person_per_kick:\n", " list_of_person_per_kick.append(i[:4])\n", - "print(list_of_person_per_kick)\n" + "print(list_of_person_per_kick)" ] }, { "cell_type": "code", - "execution_count": 441, + "execution_count": 28, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'P1-R'" - ] - }, - "execution_count": 441, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "i= 3\n", - "j = 2\n", - "list_of_person_per_kick[0]" + "dict_max = dict(zip(list_of_person_per_kick, lst_max))\n", + "# dict_max" ] }, { "cell_type": "code", - "execution_count": 461, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -1593,6 +1397,9 @@ } ], "source": [ + "# As told in the repo of the data, participant 6 didn't perform the Back Kick.\n", + "# I decided to hard-code the omission of the graph.\n", + "\n", "fig, ax = plt.subplots(4, 6, figsize= (14,10))\n", "colors = ['orange', 'green', 'red', 'black', 'blue', 'yellow']\n", "plt.gca().get_xaxis().set_ticklabels([])\n", @@ -1601,7 +1408,7 @@ " for j in range(6):\n", " num = i*6+j\n", " if num < 11:\n", - " viewing = lst[num]\n", + " viewing = lst_max[num]\n", " ax[i,j].plot(viewing, color=colors[j])\n", " ax[i,j].set_title(list_of_person_per_kick[num])\n", " ax[i,j].tick_params(\n", @@ -1611,17 +1418,17 @@ " top=False, # ticks along the top edge are off\n", " labelbottom=False) # labels along the bottom edge are off\n", " ax[i,j].tick_params(\n", - " axis='y',\n", - " direction='out',\n", - " length=2,\n", - " labelsize=7)\n", + " axis='y', # changes apply to the x-axis\n", + " direction='out', # changes the direction of the tick\n", + " length=2, # lenght of the tick\n", + " labelsize=7) # size of the label\n", " \n", " \n", " if num == 11:\n", " ax[i,j].axis('off')\n", "\n", " if num > 11:\n", - " viewing = lst[num-1]\n", + " viewing = lst_max[num-1]\n", " ax[i,j].plot(viewing, color=colors[j])\n", " ax[i,j].set_title(list_of_person_per_kick[num-1])\n", " plt.gca().get_xaxis().set_ticklabels([])\n", @@ -1632,10 +1439,10 @@ " top=False, # ticks along the top edge are off\n", " labelbottom=False) # labels along the bottom edge are off\n", " ax[i,j].tick_params(\n", - " axis='y',\n", - " direction='out',\n", - " length=2,\n", - " labelsize=7)\n", + " axis='y', # changes apply to the x-axis\n", + " direction='out', # changes the direction of the tick\n", + " length=2, # lenght of the tick\n", + " labelsize=7) # size of the label\n", "\n", "plt.savefig('figures/evolution.png')\n", "plt.show()\n", @@ -1646,7 +1453,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We can see there is a pattern as the participant is older for each kick." + "We can see there is a pattern as the participant is older for each kick.\n", + "\n", + "Also, we can observe participants weren't consistant on their strikes." ] }, { @@ -1658,7 +1467,7 @@ }, { "cell_type": "code", - "execution_count": 197, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -1780,7 +1589,7 @@ "5 Black (Competitive) " ] }, - "execution_count": 197, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -1791,103 +1600,1206 @@ "list_of_people" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Group the kicks by participant and type.\n", - "\n", - "We first need to find which are the different kicks and who performed them." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Then, we can make means of every kick, by participant." - ] - }, { "cell_type": "code", - "execution_count": 321, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ - "def mean_of_kick(data, value):\n", - " test_df = pd.DataFrame()\n", - "\n", - " for i in data.columns:\n", - " if i[:4] == value:\n", - " test_df[i] = data.loc[:, i].reset_index(drop=True)\n", - "\n", - " new_mean = test_df.mean(axis=1)\n", - " \n", - " return new_mean\n", - "\n", - "\n", - "data_means = pd.DataFrame()\n", - "for i in list_of_person_per_kick:\n", - " data_means[i] = mean_of_kick(clean_data, i)\n", - " \n", - "# data_means" + "list_of_people['Description'] = list_of_people['Sex']+'_' + list_of_people['Age'].astype(str) + 'yo_'+ list_of_people['Weight (kg)'].astype(str)+'kg_' + list_of_people['Belt']" ] }, { "cell_type": "code", - "execution_count": 348, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" + "text/html": [ + "
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Participant IDSexAgeWeight (kg)Experience (years)BeltDescription
0P1M7251GreenM_7yo_25kg_Green
1P2M9232Red StripeM_9yo_23kg_Red Stripe
2P3M13396Black StripeM_13yo_39kg_Black Stripe
3P4M14438Black (Competitive)M_14yo_43kg_Black (Competitive)
4P5F16548Black (Competitive)F_16yo_54kg_Black (Competitive)
5P6M167213Black (Competitive)M_16yo_72kg_Black (Competitive)
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" + ], + "text/plain": [ + " Participant ID Sex Age Weight (kg) Experience (years) \\\n", + "0 P1 M 7 25 1 \n", + "1 P2 M 9 23 2 \n", + "2 P3 M 13 39 6 \n", + "3 P4 M 14 43 8 \n", + "4 P5 F 16 54 8 \n", + "5 P6 M 16 72 13 \n", + "\n", + " Belt Description \n", + "0 Green M_7yo_25kg_Green \n", + "1 Red Stripe M_9yo_23kg_Red Stripe \n", + "2 Black Stripe M_13yo_39kg_Black Stripe \n", + "3 Black (Competitive) M_14yo_43kg_Black (Competitive) \n", + "4 Black (Competitive) F_16yo_54kg_Black (Competitive) \n", + "5 Black (Competitive) M_16yo_72kg_Black (Competitive) " + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list_of_people" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Group the kicks by participant and type." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We need to add the columns of the missing data of Participant 6's back kick in order to have a coherent dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "for i in range(1,6):\n", + " clean_data[f'P6-B-{i}'] = 0.0\n", + "\n", + "# cols = clean_data.columns.tolist()\n", + "# print(cols) # Made to get the columns list needed to rearrange\n", + "\n", + "added_data = clean_data[['P1-R-1', 'P1-R-2', 'P1-R-3', 'P1-R-4', 'P1-R-5', 'P2-R-1', 'P2-R-2', 'P2-R-3', 'P2-R-4', 'P2-R-5', \n", + " 'P3-R-1', 'P3-R-2', 'P3-R-3', 'P3-R-4', 'P3-R-5', 'P4-R-1', 'P4-R-2', 'P4-R-3', 'P4-R-4', 'P4-R-5',\n", + " 'P5-R-1', 'P5-R-2', 'P5-R-3', 'P5-R-4', 'P5-R-5', 'P6-R-1', 'P6-R-2', 'P6-R-3', 'P6-R-4', 'P6-R-5',\n", + " 'P1-B-1', 'P1-B-2', 'P1-B-3', 'P1-B-4', 'P1-B-5', 'P2-B-1', 'P2-B-2', 'P2-B-3', 'P2-B-4', 'P2-B-5', \n", + " 'P3-B-1', 'P3-B-2', 'P3-B-3', 'P3-B-4', 'P3-B-5', 'P4-B-1', 'P4-B-2', 'P4-B-3', 'P4-B-4', 'P4-B-5', \n", + " 'P5-B-1', 'P5-B-2', 'P5-B-3', 'P5-B-4', 'P5-B-5', 'P6-B-1', 'P6-B-2', 'P6-B-3', 'P6-B-4', 'P6-B-5',\n", + " 'P1-C-1', 'P1-C-2', 'P1-C-3', 'P1-C-4', 'P1-C-5', 'P2-C-1', 'P2-C-2', 'P2-C-3', 'P2-C-4', 'P2-C-5', \n", + " 'P3-C-1', 'P3-C-2', 'P3-C-3', 'P3-C-4', 'P3-C-5', 'P4-C-1', 'P4-C-2', 'P4-C-3', 'P4-C-4', 'P4-C-5', \n", + " 'P5-C-1', 'P5-C-2', 'P5-C-3', 'P5-C-4', 'P5-C-5', 'P6-C-1', 'P6-C-2', 'P6-C-3', 'P6-C-4', 'P6-C-5', \n", + " 'P1-P-1', 'P1-P-2', 'P1-P-3', 'P1-P-4', 'P1-P-5', 'P2-P-1', 'P2-P-2', 'P2-P-3', 'P2-P-4', 'P2-P-5', \n", + " 'P3-P-1', 'P3-P-2', 'P3-P-3', 'P3-P-4', 'P3-P-5', 'P4-P-1', 'P4-P-2', 'P4-P-3', 'P4-P-4', 'P4-P-5', \n", + " 'P5-P-1', 'P5-P-2', 'P5-P-3', 'P5-P-4', 'P5-P-5', 'P6-P-1', 'P6-P-2', 'P6-P-3', 'P6-P-4', 'P6-P-5']]" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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14.0 -129.0 0.0 0.0 0.0 0.0 0.0 \n", + "2 0.0 0.0 -35.0 -136.0 0.0 0.0 -13.0 0.0 0.0 \n", + "3 0.0 0.0 -85.0 -139.0 0.0 0.0 -13.0 0.0 0.0 \n", + "4 0.0 0.0 -108.0 -141.0 0.0 0.0 -13.0 0.0 0.0 \n", + "\n", + " P1-P-1 P1-P-2 P1-P-3 P1-P-4 P1-P-5 P2-P-1 P2-P-2 P2-P-3 P2-P-4 \\\n", + "0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "\n", + " P2-P-5 P3-P-1 P3-P-2 P3-P-3 P3-P-4 P3-P-5 P4-P-1 P4-P-2 P4-P-3 \\\n", + "0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "\n", + " P4-P-4 P4-P-5 P5-P-1 P5-P-2 P5-P-3 P5-P-4 P5-P-5 P6-P-1 P6-P-2 \\\n", + "0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "\n", + " P6-P-3 P6-P-4 P6-P-5 \n", + "0 0.0 0.0 0.0 \n", + "1 0.0 0.0 0.0 \n", + "2 0.0 0.0 0.0 \n", + "3 0.0 0.0 0.0 \n", + "4 0.0 0.0 0.0 " ] }, - "execution_count": 348, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" - }, + } + ], + "source": [ + "added_data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['P1-R', 'P2-R', 'P3-R', 'P4-R', 'P5-R', 'P6-R', 'P1-B', 'P2-B', 'P3-B', 'P4-B', 'P5-B', 'P6-B', 'P1-C', 'P2-C', 'P3-C', 'P4-C', 'P5-C', 'P6-C', 'P1-P', 'P2-P', 'P3-P', 'P4-P', 'P5-P', 'P6-P']\n" + ] + } + ], + "source": [ + "new_list_of_person_per_kick = []\n", + "for i in added_data.columns:\n", + " if i[:4] not in new_list_of_person_per_kick:\n", + " new_list_of_person_per_kick.append(i[:4])\n", + "print(new_list_of_person_per_kick)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can make means of every kick, by participant." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "def mean_of_kick(data, value):\n", + " test_df = pd.DataFrame()\n", + "\n", + " for i in data.columns:\n", + " if i[:4] == value:\n", + " test_df[i] = data.loc[:, i].reset_index(drop=True)\n", + "\n", + " new_mean = test_df.mean(axis=1)\n", + " \n", + " return new_mean\n", + "\n", + "\n", + "data_means = pd.DataFrame()\n", + "for i in new_list_of_person_per_kick:\n", + " data_means[i] = mean_of_kick(added_data, i)\n", + " \n", + "# data_means" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also make maxs of every kick, by participant." + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "def max_of_kick(data, value):\n", + " test_df = pd.DataFrame()\n", + "\n", + " for i in data.columns:\n", + " if i[:4] == value:\n", + " test_df[i] = data.loc[:, i].reset_index(drop=True)\n", + "\n", + " new_max = test_df.max(axis=1)\n", + " \n", + " return new_max\n", + "\n", + "\n", + "data_maxs = pd.DataFrame()\n", + "for i in new_list_of_person_per_kick:\n", + " data_maxs[i] = max_of_kick(added_data, i)\n", + " \n", + "dict_max = dict(data_maxs.iloc[30])\n", + "# dict_max" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ - "
" + "[[150.0, 763.0, 410.0, 504.0, 541.0, 926.0],\n", + " [221.0, 446.0, 294.0, 526.0, 1033.0, 0.0],\n", + " [96.0, 138.0, 230.0, 319.0, 328.0, 407.0],\n", + " [96.0, 171.0, 414.0, 905.0, 319.0, 956.0]]" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "plt.figure(figsize=(10,8))\n", + "# First we bring the previous dictionary into a list\n", + "test = []\n", + "\n", + "for j in list_of_people['Participant ID']:\n", + " for i in dict_max:\n", + " if i[:2] == j:\n", + " test.append(dict_max[i])\n", + " \n", + "test\n", "\n", - "value = 'P'\n", - "for i in data_means.columns:\n", - " if i.endswith(value):\n", - " plt.plot(data_means.loc[:,i], label = i[:2])\n", + "# Then we can extract the kicks by \n", + "lst_lst_max = []\n", + "for i in range(0, len(test), 4):\n", + " lst_lst_max.append(test[i: i+4])\n", + " \n", + "lst_lst_max\n", + "\n", + "\n", + " \n", + "lst_max_lst = []\n", + "for i in range(4):\n", + " lst_max_lst.append([test[i], test[i+4], test[i+8], test[i+12], test[i+16], test[i+20]])\n", "\n", - "plt.legend()" + "lst_max_lst" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Graphs of participants per strike" + "## Graphs of mean of participants per strike" ] }, { "cell_type": "code", - "execution_count": 385, - "metadata": { - "collapsed": true - }, + "execution_count": 44, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1918,7 +2830,7 @@ " ax[j].plot(data_means.loc[:,i], label = i[:2])\n", " ax[j].set_title(strikes[j])\n", " ax[j].legend()\n", - "plt.savefig('figures/participant_strike.png')\n", + "plt.savefig('figures/mean_participant_strike.png')\n", "plt.show()\n", "plt.clf()" ] @@ -1927,19 +2839,17 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Graphs of strike per participant" + "## Graphs of mean of strike per participant" ] }, { "cell_type": "code", - "execution_count": 386, - "metadata": { - "collapsed": true - }, + "execution_count": 45, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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FBbGxsQwaNIjw8HCmTZvW6Dalx0uI9qCoOvGqZYPsxNwywnxdMTSklMRxTh5w0Yvw3Z1c77OS70t7k5xfTsS59J6JBlt9KJs3l8fj62aii787XQLc6BLgRtcAdwI9nFBKtXSIQjS7+vZMNbXjc7yakiReQrQHx4unetTc45WUV35uw4zH9b4Ktn3GwCMz8eU1tiUVSOJ1Hvy4K52HvtlJiI8LFpvGxmN5VFrsJ153dzJwx4hIHrkwRhIwIdoISbyEaA+K08DVD4xnDiXa7RqJeWWM7OZ/7u0rBVOmo/tgBP/nNJ9tSX24Ki60EQGLs/l6czL/XrCHwRG+zL5jEJ7ORux2jcziSo7llHEst5T1R/KYueoIFpudJyb3kORLiDZA5ngJ0R4Up9U6sT6rpJJKi/3cVjSeKqA7atjfuFr9RtnRDY1rS9Tpw9+P8uQPexgbE8CcO4fg6WwEQKdTBHu7MCran9uGR/LBLXHcOiyCj/44xmtLD8ncOyGaWGlpaZO3KYmXEO1BHcVTExqzovHPxjxOqSmAacXvUVIuG2Y3NU3TeH3pQV5dcpDL+gfz0a2DcDHpa71eKcXzV/Tm5qHhfPj7UaYvk+RLiNZOEi8h2oPitDo2x3ZUWo70d238c5w8SBn0f/TVJZK1qvGFBMVJdrvGU4v28v7qo9w0NJy3r4/FZDj7W7RSiheu6MONQ8J4b9VR3loefx6iFUKcK0m8hGjrqsqhoqD2FY15ZZgMOoK9XJrkcSGjb2a9vRehO96AstwmaVPA8z/t54uNydw7pisvTe2DXlf/+Vo6neKlqX25flAYM347wtsrJPkSorWSxEuItu74isY6hhojfF3RneUPefnWrdgKC8/6OE8XE5953Y/BWgYrnm1otKIGR7JLmLshkVuHRZzzJHmdTvHKVX25ZmAob684zIyVh5s+UCHOs7YwdN7QGCXxEqKtO0vx1MTcsrNOrK/Ys4ekW24l4drrMB9LOOsj/bv053NtCuz4HNK2Nzhkcbo3l8fjYtTz0KSYRrWj0yleu7ofV8WF8ObyeH7dl9lEEQpx/jk7O5OXl9eqky9N08jLy8PZuf7FqaWchBBtXR09Xna7RlJ+OeN6BNbZRO6HH6Hz9MReXk7ijTcSOmMGbkOH1Hr9wHAfntl0Bbd5rUG/+hW4+dtG/Qgd2d60In7Zk8mDE6LxdTM1uj29TvHqVf2Izyrh8e930z/Um85e57BjgRAtLDQ0lNTUVHJyclo6lDo5OzsTGlr/8jqSeAnR1hWnOo419HilF1VQZbUTWceKxspD8ZSuXIn/Aw/gNfUKUu65l+S77iLohefxnjq1xnsGRvhQiit7Im4nNv4dSN0GoQOb5MfpaN5YdggvFyN3jY5qsjZNBh3v3DCAS2es5aFvdvLFXUMbNGdMiNbAaDQSFdV0vxethQw1CtHWFaeDiy8Yz5w8X58VjXkffYTO1RXfW27GFBpK5Ndf4TpwIBlPPEnOjBk1dvNH+Lni52ZivprsePbvrzbdz9OBbE3MZ9WhHO4d0/VEra6m0jXAnecu782GY3l8/MexJm1bCHHuJPESoq2rq4ZXXnUNr1rmeJkTEihesgSfm29C7+0NgN7Tk/CPP8Lr6qvIff8D0h99DLvZfNp9SiniInzYkGaGEX+Hw8sgdWsT/lDtn6Zp/PfXQwR4OHH7iIhmeca1g0K5pG8Qbyw7xK6Usy+cEEI0P0m8hGjritLq3Bzb2aijk0fNc3zyZs1GmUz43n77aeeVyUTQiy8S8NBDFP/0Eyn33otmtZ52TVy4Dwm5ZeT1vt3R67Vaer0aYu2RXDYl5PPAuG64mppn1odSipev7EughxP/mLeDUrP17DcJIZqVJF5CtHV1Fk8tI9LPrcZSEpa0NIoWL8b7uusw+J+5j6NSCv977iboxRco37CR3PffP+31wZE+AKxLqe71OrJcer3q6XhvV4i3CzcMCWvWZ3m5Gnn7hgEk55fz7OJ9zfosIcTZSeIlRFtmqYCK/FoTr4S8slon1ud98gkohd+0O+t8hPc11+B15ZXkfvAhZRs3nTg/INyHIC9nftieCkPull6vBli2P4vdqUX8Y0I0TobatwRqKkOifHlgXDe+25bK4l3pzf48IUTtJPESoi07UUrizKXMVpudlPzyGmt4WbKzKfzue7ynTsXYufNZH9P5P/+HKTKS9Mcew1pQADjKFlwVF8If8TlkmQ0w8kHp9aoHm13jzWXxdPF346q4moeIm8ODE6KJC/fm/37YQ0p++Xl7rhDidJJ4CdGW1VE8Nb2wEotNI6qGFY35n36GZrXi99e76vUYnZsbIW++ga2ggIwnnjyx0vGagWHYNViwIw0G/7W61+uVc/95OoCfdqdzKKuEhybFYNCfv7dgg95RYsKuaTLkKEQLksRLiLasjuKpx1c0/nmo0VpQQMG8eXheegmm8PB6P8q5Z08CH3uM0t9/p2DuXMCxWnJQhA/fbk1BM7lV93qtgJQt5/gDtW8Wm503l8fTM8iTS/oGnffnh/m68o+J0aw8mM1vB7PO+/OFEOch8VJKJSql9iildiqltlaf81VKLVdKHa4++jR3HEK0S3X0eCXm1lxKIn/uXLSKCvzvvrvBj/O55Wbcx48na/obVOx19JpcOyiUozll7EwpdPR6ufpJXa9arNifRVJeOf+cGH3WvTObyx0jougS4MbzP+7HbLW1SAxCdGTnq8drnKZpsZqmDar+/glgpaZp0cDK6u+FEA1VlAYuPmA6czgxIbcMN5OeAA+nE+dsxcUUfP4FHhdeiFO3bg1+nFKKoJdexODnR9ojD2MrLWNK3yCcjTq+3ZYKTu4wQnq9avPV5mSCvZyZ2LNTi8VgMuh49rLeJOaVM3vN2fflFEI0rZYaarwCmFP99Ryg5n1JhBB1q6N4amJeGRF+bih1smel8LvvsZeW4ndPw3u7jjP4+BDy39expKSS9cLzeDgbmdwniB93pVNpscHguxy9Xn/895yf0R6l5Jez5nAu1w8Ob/Htey6ICeDCXp2Y+dsRMooqWjQWITqa85F4acAypdQ2pdTxd/tOmqZlAFQfa9zBVyl1t1Jqq1Jqa2vfJFOIFnGWGl5/HmYs+fVXnHv3xqV370Y91nXwYPzvu4+iRYspXvor1w4MpaTSyq/7Mh29XoPvclSzz5celePmbUlGp+C6wfXfTLc5PXVpL+yaxsu/HGzpUIToUM5H4jVS07Q4YDJwv1LqgvreqGnax5qmDdI0bVBAQEDzRShEW1VLj5fFZieloOK0PRotWVlU7NqFx6SJTfJo/3vvwalnT7JefZUhnZwJ8Xbhu23VG3YPvAOUDrb+r0me1dZZbHbmb01lfI9AgrzO3FOzJYT5unLvmK78uCudjcfyWjocITqMZk+8NE1Lrz5mAwuAIUCWUioIoPqY3dxxCNHuWCqhPLfGxCu1oAKbXTttRWPJihUAeEyadNq1BZUFvLvjXcZ8M4YrF13JK5teYUXSCgor697bTxkMdH7qKayZmeR//BFXDwxl7ZFcx9CVZzD0uAR2fO4o8trBrTyQRU6JmZuG1n8V6fnwt7FdCfF24dnF+7Da7C0djhAdQrMmXkopN6WUx/GvgQuBvcBi4PjmcLcDi5ozDiHapZLjpSTqt6KxZMUKTF264NS1KwDZ5dn8d8t/uej7i/h498f08+9HgEsAC44s4KHVD3HBNxdwzeJreG3za2zNrLkoqmvcALyuvJK8z+ZwlZ8FTYMftlevtBzyV6gogH0LmvCHbpu+2pxCkJczY2JqnFXRYpyNep66tCcHM0v4clNyS4cjRIfQPDuzntQJWFA9udcAfKVp2lKl1BZgvlJqGpAMXNvMcQjR/hyv4VXDBtkJ1YnX8ar11oICyjdvwW/aNFJLUvnf3v+x8MhC7JqdyVGTuavvXXT1diRkFpuFvXl72ZyxmS2ZW/g2/lu+OPAFU6Km8Njgx/Bz8TvtWYH/eoSSFSvQzXyDoUPu4rttqdw3tisqcjT4d4fNsyD2pub7d2jlHJPqc/jHhOgWn1Rfk4t6d2ZUN3/eWHaIS/sF4efudPabhBDnrFl7vDRNO6ZpWv/q/3prmvZS9fk8TdMmaJoWXX3Mb844hGiXDv4MSu9Ibv4kMa8MDycDfm4mAEpW/QY2G7P99nLpgktZeGQhV3S7gh+v/JFXRr9yIukCMOqNDAgcwD3972H2RbNZe8Na/tb/byxLWsblCy9nweEFJyrXAxj8/Ah48EHK1m/gTnsCCbllbEsqAKUck+zTt0Patub/92il5m1JRgHXD27ezbDPlVKKZy/vRXmVjdeXHmrpcIRo96RyvRBtUWkObP0U+l0PnmdWQE/ILSPS341CcyGf7f2MFZ+/TK4n/GI6yC09b2HJVUt4ZvgzhHmcPRlwNjhzX+x9fH/Z93Tz7sbT659m2rJpJBYlnrjG58YbcOrRg6hvZuGrrCcn2fe/AYxusOWTpvrJ25TWOKm+Jt0CPbhzVBTfbE1hc4J8DhaiOUniJURbtOFdsJlh9CM1vny4aD/l3nOZ8O0EZm6YTo/DFRjGjmTldb/xr8H/opNbwwt4dvHuwqcXf8ozw5/hYN5Brl58NR/t+gir3eqYaP/0U9iysngsdwM/7c6gvMoKzp7Q/3rY+z2Ud7w/6Mcn1d84pHVNqq/JPydGE+rjwpM/7HbUYxNCNAtJvIRoa8rzYfNs6H0V+J9efb7IXMSTfzxNmd+bFGq7uDbmWr7y+RcGq0a/a+7GSd+4+Ts6peOamGtYNHUR48LHMXPnTN7f+T4ArnFxeE2dSr8NP+OVm+6o6QWObYSslbDji0Y9uy06Pql+bPfWNam+Jq4mAy9d2ZejOWW8v+pIS4cjRLsliZcQbc3G98FSBhf868QpTdNYmrCUKxZewS8Ji6jKu4A3h3/Hk0OfxG3DXvS+vrgOHNhkIQS4BjB9zHSuir6K2XtmsyF9A+CYaK93ceHhA4v54fhwY6deEDEStn4C9o5TsuD4pPrrB4e1ykn1NRkTE8CVA0L44PejxGeVtHQ4QrRLkngJ0ZZUFMKmj6Dn5RDYE4D00nTuX3k/j/7xKJ3dOnOJ32tYcy9hSEQw9qoqSlevxn38OJRe3+ThPD74caK8ovj32n+TV5GHwd+fgAcfpFf6QdSaVeSXVTkuHDwNChLh6Momj6G1+mZLCgq4blDrnFRfm/9c0hN3JwOPf78bm107+w1CiAaRxEuItmTzx2AuhgsexWa3MWffHKYumsrWrK08PvhxvpzyJYkZ3vQM8sDFpKd8wwbsZWV4/qloalNxNbry3zH/pdhczP+t+z/smh2fG29A6xrN3bsWsmJTvOPCHpeBeydHaYkOwGKz883WFMZ1DyTYu/VOqq+Jn7sTT13aix3JhXyxMamlwxGi3ZHES4i2wlwCG96DmMkQ1I/pW6czfet0hnQewqIrFnFLr1sAHbtSCokL9wEcRVN1bm64Dh/ebGHF+MTw2ODHWJe2jrn75qIMBqJeewVvcynMfNNxkcEEcbc79m8sSGy2WFqLlQeyW2Wl+vq6ckAIo6P9eX3pQdILZecBIZqSJF5CtBWbZ0FlIYx5lPmH5vPFgS+4uefNvDv+XYLcHSUl4rNKKKuyMSDcG81mo2TFStzHjEFnMjVraNd1v44J4RN4Z/s77M3di0uf3hy58Br67t9A+s+/Oi4a9JcOs3/jnPWJBHs5Myambe4xq5Ti5Sv7YtfgqYV7T6vbJoRoHEm8hGgLqspgw0zoOoGNOgsvb3qZ0SGjeXTQo1TvDAHA9uQCAOLCfSjftg1bQQEeFzbPMOOplFI8N+I5AlwDePT3RymtKqXbQ3/nqGcwuc8/h7Wg4OT+jds/d+wz2U7tTStiw7E87hgZiUHfdt9iw3xdeXhSDCsPZvPznoyWDkeIdqPtvisI0ZFs/RTK80gYfBsPr36YKK8oXr/gdfS60yfM70guxNfNRLivKyXLV6BMJtxHjz4vIXo5efHaBa+RUZbB8xuep1e4L1+NvwNdSTFZL73suGjQnVCRD4d+Pi8xtYTZa47h7mTghjZQu+ts/jIykr4hXjy7eB+F5VUtHY4Q7YIkXkK0dpYKWD+DwsgRPLB/FkadkZkTZuJucg733v4AACAASURBVD/j0u3JBcSFewOO+V1uo0ahc3M747rmMiBwAPfF3seSxCUsOLKA/mMH83X3SRT/9BPFy5ZB1BjwDIWdX5+3mM6njKIKftqdwfWDw/B0NrZ0OI1m0Ot49eq+FJZbeHrRvpYOR4h2QRIvIVq77Z9jKc3iYW8XMsoyeGfcO4S4n7kxdmF5FcdyyhgQ7kPl3n1YMzLwmDjxvIc7rc80hgUN48VNLxIRks686HGUR3Yj87nnsRYVObYROroSitvf8NVn6xLRcPQUtRe9g734x4RoFu9KZ9HOtJYOR4g2TxIvIVozSwXa2jd5MaIHW4oO8/zI54kNjK3x0h0phQAMCPemZPly0OtxHzf2PAbroNfpeWPsG0R6RvLOnv+jc6cSvhx7O7biYrJeeAH63wiaHfbMP++xNaeSSgtfbUpmcp/OhPq4tnQ4TepvY7syINybpxbuJaNIVjkK0RiSeAnRmm3+mC9UKT/oyrm7391c2uXSWi/dkVSATkG/EC9Kli/HdchgDD4+5zHYkzxNnrw/4X1cDa5YA2exuNyC+933UvzLEoq3HoWwobDzK2hHq+W+2ZJCidnKX0d3aelQmpxBr+Ot62Kx2DQe/XY3dimsKsQ5k8RLiNaqsohjG97hLT9fxoWN4/7Y++u8fEdKId07e2JIOkZVQgKeF154ngKtWZB7EO9NfA+7KscU8j9WxY3BuU8fMp97DmuXqZBzENJ3tGiMTcVqs/PpukSGRPrSP8y7pcNpFpH+bvzn0p6sPZLL3A2JLR2OEG2WJF5CtFL2dTN4zkOPi8GVp4c/jU7V/utqt2vsTC4kLtyb4iVLQKfDo4UTL4Aevj14e9xb6J2y+fDw8wS88Cy2oiJyV2eAwdnR69UOLNmbSVphBXeNjmr6xiuLIWu/o4DuudI0KMmElM2wf7Fjo/VzcNOQcMZ1D+CVJQc5ki17OQpxLgwtHYAQogal2Xy/539s93Hn+SGP4+/iX+flR3JKKTFbGRDmTfGHS3AbNhSDn995CrZuI0NGMszzXjaWvM9zWZ/z8PXXUzB/Pj73jcNpz7dw0UtgcGrpMM+ZpmnMXnOMKH83JvbsdO4N2SyQdxSy9kL2fkeylbUPipJPXuPeGfyjwa8r+EU7vtaboKoUzKXVxxLHsaIACpOhIAmKUsB6Su00jyCY+gF0HdegEJVSvHZNPy566w/++c1OfvjbSEwG+fwuRENI4iVEK5S9+iXe9HJlqF9fpnabetbrtyc5CqfGmrOxJCXjN21ac4fYIA8OuYnf58WzlJ/pNvY2xv7sRtZaM2Exhaj4pdDripYO8ZxtSSxgV2oRL0ztg06nzn5Deb5jmDX3MOQdhtwjjmNBItitjmuUHqtbN8z2GMwMwlppxDXKHTf/clTBUdi/yJFY1UbpwNkbvMMdm6nHXATeEeATAXojLHkCPp8Kw+6HCU+D0bneP2+ghzOvXNWXe7/Yzru/HeaRC7vX+14hhCReQrQ+hcm8kvILFldXnr7g1dMq09dmR3Ih3q5GPDasJl+vx6OZNsU+V31CPAm0X4rBbmZm4lx6XH8xgbN+ojQgCI+dX7XpxGvWmmP4uBq5Ji707BfvWwDf/xXsFsf3eidH71VgL8qNwyg5WoE5sxxzUjrW7Bxgv+M6nY48ux29lxfuEyfgedFTuPWLQRUngWYDkzs4uTuOJncwukBd/9/cvRqWPw0b34OE3+Hq2Y4ErZ4u7hPE1XGhvLfqCGO7BzIwomUWcQjRFkniJUQrs3L5v1jh6sw/e91OuGf9qp9vTy5gQKgXJV8uwW348BZbzVgbpRSX9A3mkzWTGTXazCPacuaEB5G9owR37+Wo0mxwD2zpMBssIbeMFQeyeGBcN1xM+rov3vMd/HA3hA2B0f8C/27gFYa1qJjs116naOFClMmEqVtX3IaPwKl7d5xiYnCKiUbv6UnZunUU//orJb8uo+j7H9B5eOAxfjxeU6/AdVjfeiXoJ5hc4ZLpED0JFt0PH42BSc/D0HvqTthO8czlvdh4LI/7vtzGd/eOIMy3fZXQEKK5yOC8EK1ISdo2XireS3eDJ7cN/Hu97imqsHA4u5Sx5GFJS8Nz8uRmjvLcXNo3GKtdxzifRwjyCmPmqDKqckrJP+wMu9tmTa9P1h7DqNNx6/CIui/c9Q388FcIHw43fwfRE9G8Iyj66WeOTbmEop9+wu+ee4jZvIkuP/xA8Guv4nfnX3AfNRJjYCA6Z2c8Jkwg5PXXiV6/jtAPP8BjwgRKVq0i+S93cuyyyyiY9w328vKG/QAxF8Hf1kOXsbD0cfjqOqgsqtetns5GPrljEJUWOzfN3khmUfvdf1OIpiSJlxCtyNurHiFPr+O5C17HqKvfljO7qgun9o3fAkYjHhMnNGeI56xPiCdhvi78tr+UmRNmsjvawKEYV3L2e2Nd/0Wbq+mVlFfGt1tTmTogmECPOuZI7fwKFtwDESPh5vng5E5VcjIp0+4i/bHHMYWHE/XD9wQ+9E90zmefa6UzmfAYO5bgV18hes0fBL3yCspkIvPZZzk8dhxZr/+XqtQGVJh3D4SbvoEp0+HobzB7EuQfq9etPTp7MufOIeSXVnHLJ5vIL5P9HIU4G0m8hGgltu/7mvm2PG7x7EnvsJH1vy+5AIWG+8bVuI8Ygd7LqxmjPHdKKab0DWLdkVw89UG8Pe5tZo21YrNoZK9Oh8zdLR1ivdntGo99txuTQcfDk+qYXL79c1h4H3QZAzfNR9M7kztrFscuu5yKXbvo9PRTRHz9Fc4xMecUh87JCe8rpxL1/fdEfPUlbiNGkD9nDkcvvJDku/5KzowZFC9divnYMTSrtfaGlIIhf4VbF0JZNswaDwlr6hVDbJg3s28fTEp+Obf/bzPFlZZz+lmE6Cgk8RKiBkXmInZm72TRkUXM2D6DufvmcrTwKFoz9cqUW8p5dut/CbHZuf+i9xp0747kQi7UcrBlZuI5pXUOMx535YAQrHaN77enMrjzYKZd9gy/DlAUHnWl8pcPWzq8evtyUxKbEvJ56pJedPaqpZdq66ew+AHoOh5unIclv5jk2+8g5403cRs9ii6//IzvTTehdI1/G1ZK4RoXR+jbb9FtxXL87roLS3o6uR9+RNo/H+LYlEs4NHAQCVddTfqT/6Z8y5aaG4oaDXetBLcAx6rHbZ/V6/nDu/rxwS1xHMgo5q7PtlJRZWv0zyREe6Wa6w9JUxs0aJC2devWlg5DnANN0zhaeJQtWVvYmrkVZ4MzkyImMSJ4BCa9qaXDo6SqhHXp69iYvpFjRcdILEqkwHxyqb5e6bFpjj8knd06MzJ4JCOCRzA0aCheTo3vXSqzlHHfjzewsziBD0IvZcTEV+t9r92uEfv8Mp5J/pXeW1YQvX4deg+PRsfUnK75YD15ZVX89sgYlFLMWP0Sw/75BfhpDF66C2Vs3TW9UvLLuejtPxgY4cPcO4fUPKl94wew9AmIvhCu+5ySNevJePLf2C0WOj/9FN5Tz14ipCnYKysxHz2KOf4w5vh4zIcOUblvH7aiItwnTiDwkUdwiqqh6GtlEXz7F8dm5sPug0kvgP7sa7F+3JXOg/N2cEF0ALNuGyQ1vkSHppTapmnaoDPOS+IlmpqmaSQWJ7I5YzNbsrawJXML+ZWOStmd3TpTZimjpKoEN6MbY8PGMiliEiODR+JsqH8tocZKK01jdcpqVqesZmvmVqyaFU+TJ9E+0UR6RhLlFUWEZwSRnpGEeISQU57DuvR1rE9bz8aMjZRaStEpHXGBcdzd726GBw8/pzhKq0q5b9lf2Z27h1ct7lx85xpHnaV6OpJdyqQ3VrHoj9fwiYsl7L2Z5xTH+bRgRyoPfbOLL+8ayshu/tjsNmY/eREXLEojd9pIRj86u6VDrJWmadz6yWZ2JBew7OExhHi7nH6B3Qa//hs2fQg9LsV++Ydkv/UuBZ9/jlOvnoS88UbNic55ZK+oIH/OHPI+noW9qgqf66/H/4H7z1wJa7PCsv9g3fQBWV3HYJv8GpjczmjPw+SBt5P3iQR03uZknvhhD5f0DeKdG2Ix6CX5Eh2TJF6iWWmaRnxBPMuSlrE8aTkJRQkABLoGMqTzEIZ0HsLgzoMJcQ/BareyMWMjy5OW81vKbxSZi3AxuHBB6AWMChnFyOCRBLgGNGVwWAoT2XlsOesy1vNHaSKHzXkAdPHqwpiwMYwLG0c//37odWcpCQBY7Vb25O5hbdpafjz6IxllGQwNGso/4/5JH/8+9Q6rpKqEe5ffy/7c3byeU8ik25Y1qJYSwPytKcz5cCHT175P8PTpeF16SYPubwmVFhvDX1nJ8K5+vH/zQADKSvNZf9lIQjNg3+W9mfzCZ7g5ubdwpGf6enMyT/6whxen9uGWYX9ayWguhe/vgvglMPwBzNF3kvavRzHvP4Dv7bcR8Mgj6Ewt38N7nDU3l5x3Z1L47bfoXF3x/OudZEweQKI5ncTiRBKLEkksTiSlOAmrZq+zLReDCyHuIYS4hxDsHkxqtjPLdlsYHBLDB9dfhLeLlJoQHY8kXqLJaZrGgfwDLEt0JFvJJcnolI5BnQYxMWIiI4NHEuYRVmd9IYvdwpbMLSxPWs6q5FXkVToSohifGMeQXsgI4gLjah6S1DTH1ijledX/FTiOFflQlkNK7gHWFR9hna2IzU5GynU6DJrGgEozY8srGFteQbizP3TqDZ16Qae+EDHcUe27nqpsVcw/NJ9Ze2aRX5nPpIhJPDDgAbp4danzvuKqYu5Zdg8H8/czPTOLCSP/DSMfrPdzj3vyh90EfjqTycmbiV63Dr37mT0SrdHLvxzgf2sTWP/EeAI9HT2d5jUz+WP6O4QeMnAwxpWYt9+jd5dhLRzpSemFFVz41h/0DfHiy7uGotMpNIsFa24u1oQDWH94AktmKtbgC7EaQiheuhSdyUTQyy/jMb5hW/OcD3bNTnxBPNs2LsJr9kK67i+k1BnigxVHw/QURndG17s7oYHdCC/MwLh9LoQMhCF3n1brq8hcRFppGuml6aSVppFWmkappfTkgzRFkHswXbwjifR0/BfmEUaIewhB7kE46Vv30LIQ50oSL9FkEooS+CXhF3459gvJJcnolZ4hnYcwKXIS48PG4+dybnsEHv9DsC5tHevT17M9eztWuxUXvTN9vLrQ2+RLb5uO3hWlhBakonKPQKWjlEKpUhxwMrHPZGKfk4k9Tk6kGR1zUkL0rozy7MaIoGEM6XIx7iYPxx54Wfuq98TbBzmHwGZ2BOIdDpEXOCYaR44Cr7NXJC+zlDF3/1zm7JtDhbWCK7pewZQuU4j2jj7j36PIXMTdy+/mcEE8b+YUMdY7Bu74GerR2/Znk99czfNfPkHQyKGEzninwfe3lITcMsZNX80jk2L4+4Rox0mrGe2dAexMcMWwqox8D0X6v2/mukufqFdPZHPSNI07Pt3C9qPZLJ7gg/vBXZRv2kzFzp1oZvPpF+v1GPz9ce7Th85P/Qdj584tE3QNKqwVrE5ZzZrUNaxPX3/aB53LCiPpt6sEt4Mp2I8lOT7Y6PU4d++OS2x/jNYkDMk/Y4idhOHy5zF2CkTnVnOiX1xVTEpJCov27uLzbVtwdy8gNLCUtLJkKqwVp10b4BJwoqcs0DUQo86ISW86cTTpTBj1Row644nj8XMmnQmd0tX44U6hcDG44GZ0w83ohqvRtd4lWoRoCpJ4iUbJLs9mScISfkn4hf15+1EohgQNYUrUFMaHjcfb2btpH1iSSfmBxWyOX8T6woPsMek5ZDJhqX6D9UBHL6M3Pk7eHKwqJLEq/8StQa6d6OXXmyFBQxkZMpJwj/CzV/W2WSH3ECSuhcQ1juPxvfB8oqD3VMck47NUV8+vzGf2ntnMOzgPS/W2ML7OvsT4xBDtE020dzRfHfyKY4XHeMvuywWp++Bva8G37h6yGv+JKi3c8sD7vLr2Q0LeerPVFk6tza2fbOJodilrHh+P/vgeh9vmwI8PktP/OZJem4OxtJLl13XhpodnEewefF7j06xWLGlpVCUmsnXlZtJWraV/URL6KjMohVOPHrhFd8KUvQSDpwuGq1/B2Gskel9flL5lE8VTaZrGrpxdLDyykKWJSymzlOHj5MOw4GEnFor8eWjfVlxMxa5dVOzYQfmOHVTu3oO9rOyMtnWuro7kq6bEx8kJ5z69yQqL4fljBgqCI/lk2jA83MtO9IyllaaRVpJGelk66aXp5FbkUmWrQqN5/i4ZdUbcjG44G5xPJHDHk7wTSd3x7//0tU7VPFfNw+RBv4B+9A/o3ySLbUT7IYmXqLcKawVHC49yuOAw8QXx7M/bz47sHWho9PbrzZSoKUyOmty087DsdsjeB4eWOubIpG1znPcOh5jJEDYEi28UR/SwrziBfXn72Je7j0JzIT18e9Dbrze9/XvTy68Xvs6+TRdP4lo4ugqOLAe9CeJudwwJnqUXrLCykAP5BzhccJjDhY5/x6OFRzHbzJh0JmaETmHk7zPgkjdh8LltaL18fxa7Hn6SKRk76LFhHTrXtjWPZuneDO79YjuzbxvExF6dHCdtFpg5GJzcsVz1A7vv/wuue46xOtZAxa2Xce3ovxHmGVZnu5qmUb55C9bMDEzduuHUrRs6p9qHs+yVlZiPHMUcH0/VsaOYExOpSkikKjkZLCdrUmX6h9Lj4rG4DR2C2+DB6FNWOLYA6tQLbpoPnuc3MTyb7PJsfjz6IwuPLCSxOBEXgwuTIiYxtdtUBnYaWGsiURNN07CXlWHNysK66Bmsu1dgDbsEi0tXtIqKGu+xlZZSuWs3lvR0AMx6I0f9IogZP4IuUybgOnBgrQmq1W7FYrdQZavCYrdgsVkc35flYMnchSVjF1XZ+7DkxmOzmWtsww5UKEW5TkeZTkeZTlGmdJQbjFQ6e2Jx88Pi4oPFyYMqnQGLdvJ5Vbaq02KoslfVWkqmzFJ2YtVzF68uDAgcQP+A/sQGxhLpGdmwrZxEu9LqEi+l1MXAO4AemK1pWp1r6CXxapwqWxWHCw6zL28fReYiquxVWGwWquxVJ95kCs2FHC44TEpJyolPnC4GF7p6dWVU6CimRE0hyqsJVmRpmqMydvoOyNgJ6TshYxeYix2vhwyC7pOh+xTHZPPW8MaVewTWvgW75wEK+t8Aox5ybHBcTza7jZSSFFxKsuk05woIHwa3/HBOP5/ZauOSt1bz0pdPEDR2FOFvv9XgNlqaxWZn5Ku/0TvYk0//MuTkC7vmOSq9XzcXLeYSjr3+ApVffIsdjQ29dGRPHc7lFz1Iv4B+p7Vnr6igaPGPFHzxOebDR06+oNNhiow8se+hKSyMquTkEyUWqpKSHIk2gNGIKTwcU1QkTlFRGCMjefugmZ+KTHz76MV0Caie8L/jC1j0AESMcFR9d2r5Eh52zc7+vP0nhup35uzErtmJC4xjarepXBh5IW7GJpgDaLfBt3fAgcVw5UeO34U6WDIzqdi5k8z1mzny2wbC8pIxaHb0fn54TJqI58UX4zpoEMpQS7mK4nRY84ajoGvuIcc5pYegfhA2FAK6g5PnaRuFa3oXrAWlaBVFjtIYFQWOY2UhlBeirziKPmeHY44ogHtnCB8KoUMgJA4693O0VQ/llnL25e1jZ/ZOdmTvYFfOLoqrHO9l3k7eJ5Kw2IBYevv3xsXgcpYWRXvRqhIvpZQeiAcmAanAFuBGTdP213aPJF6n0zSNvMo8io8nK39SYa3gQP4B9uXtY3/efuIL4rHaT69c/efudDej24nhsGifaGJ8Ygj1CG3QJ+Ma2ayOBCvhD0cPUtrWk/vB6Z2gcx8IHuCYuNt1Anh0atzzmlNhCqyfAdvngq0Kek2FgXdA5GioTyFMuw0+nQLZB+C+DeAVck5hfLh4G6Xvz+SSxI2EzHgHzwsvPKd2Wtqby+N597fD/PHouJObLNtt8P4wUDrHPoI6PZa0NFI/+YjS7xdgMFvZFak4cHEMY678O4OIpGL+DxR+9z32oiKcevbE99ZbcenXF/ORI5jj46mMj8d8KB5LSorjGUphDAvDKSYa55jumGKiKQvzw6drT1ycT/7B/Xl3Bvd/tZ0nJ/fgnjHVSfbmWfDLvxyFUa//0rHhdAuwa3YyyzLZkrnlRB264/Xnevr2ZHToaC7vejkRnmfZR/JcWM3w5bWO3+drP4VeV9TrtuySSu79eA2uO7dwa9VRIuJ3oFVUoPfxwWPiRNzHjcO5V08MnTqh7FbY9BGsfsXRE9plrCM5ChsKwQPQjK7Y8vOpSkjAnJDg6KVMTKQqIYGqlBSoq1I/oPfzwykkEJOvAZNLCSYtBZMuHZO7DaVT4B/jeF8KHgDBsY4Pgc5nH0q0a3YSixLZkb2DnTk72Zm9k8TiRAAMykBPv56nJWOd3Frx+51olNaWeA0HntU07aLq758E0DTtldruae7Ea8eq7ynKTmm29hvDhp18SyHZVXnkVOU5juY8KrSz74vmonMmzKkzYS5BhDkHE+YchKfBA4PSNWtPkrKacc7fh0v2bpzz9qKvnlBr9oyg0rcXZt/umH2iqfKMAN3ZCzO2NvrKfLwPL8AjYQl6SykWt86UhE+gJHwSVvc/TabW7JiKEnDJ3o1r1iZcs3eSNehflEZMPO0yk9FI14G96iw5YK+q4thH/6Pw449wsZrxvf46Ov/nP7X3FrRy6YUVjHrtN+4d05XHLu5x8oW9P8B3f4GrZkG/606cthUVkfXVF+TM/QxTQSlZ3hBQBJqCI/38SJ88AI9Bg4n0isLfxf+MYR6tvAJLejqp7mYSqjJOlExIKk6iwlqBj5MPt/S6hRt63IDN4sykt34nyMuFBfeNcNSjWjcDlj/l6I299jMwNP+KPIvdQnx+vKO47yllHpKLk6m0OTam9nP2Y0TwCEaEjGB40PBzXuDSIOYSmDvV8UFq4F/gwhfr1UtUabHx6pKDfLY+kdgAJ6ZHVuCy/ndKV606scm3zt0VJ08zzq7Fjl7KS/6BzeJEVaIjwTJXH+3FJz94KqMRU2QEpsgoTJGRGMPDUMYaJtNrYM3NOS1RsxWcLJiMXofJ3x2TF5icijA5F+HkYUVntIOLL3iFgU84eIU7pkK4+Ts+JNSh2FLG4dJkDpUkc7AkiaMlaZg1xzB2gMmL7h4RdPeIoIt7CCbVNn+XW5sSs5Vyc+3J9+Apf8HNo3nn5LW2xOsa4GJN0+6q/v5WYKimaQ/Udk9zJ16LLulDzFHZ5kK0LIuTCz6jhuM+ahRuo0ZhCnPMZ9I0jZIlS8h+400saWlsD+rJ2DeeJySu/nXDWqu/zt3KjuQC1j8x4WSlc7sdPhoNlnK4f8sZVdPtVVUU/riYlO++JCvCky0jfNmvzyahOIGSqpJ6PVehCHYPJtIrkijPKEI9QlmXto41aWtwN7rjr43jwMFYFv/tYnoFecDvr8Pql6H3lY6EsAGFbhsqrTTtxJDhpoxNJ8oz6JWeEPcQR3FfL0dphr7+fenu273xPdPnwlLp+DdZN8ORhEz9ACLrt8/o8v1ZPPrdLixWOy9e2YcrevpTuXUd5h/foXLfTsylbpiLnbGXV552n6FTJ0xRUSeGg02RkZiiojAGB5/zogZbYeGZvWaJCVQlJqFZZO/J9sjwzWyi+9d/T9xz0doSr2uBi/6UeA3RNO3vf7rubuBugPDw8IFJSUnNFtOyz16kND2h2dpvDIXCQ+eKt94do2o9q6XqoqGj3D0cq6njrPIxmvPxzd6IX/YmnMy5AJid/CjxiqHUK5pSz2gsTrVP/I9PzqFw42bGFh/DLT/b0WZEOO4jR1Gxby+Vu3ZjjujCcyETuXzaVP4ysmUroDeV1YeyuePTLbx74wAu63/KBPWDP8O8m+DymRB3a73a0jSNAnPBGds+ncqgDIS4hxDmGVZjDakDeQd4ef1MduStwaCM3NjzWm7Pz6Pzxo+h/01wxcxzKv1Rl5KqErZnbWdDxgbWpa07MTQV5BbEiOARDAseRox3DGEeYRibMeE7Z8kbYcG9UJAIw++H8U+B8ew7UWQUVfCPr3ZQnryNh4IPML7sJ1RVuWMBy+h/oRldsKanY05IxODrgykiotYSFs1Bs9mwpKc7EjDz6Qkg5lIoyTxR0qax8i1lpJsLsFN3sVpxUmaxmeS8cgrLq7BX5zLORj3eriZ8XA04G2vvPZz4t1fw9Kl7lXpjtbbEq9UNNQrRZOx2x5w2N/8GFWPVNI2nF+3j8w2JPNHPjevsaZSuXUP55i3oPTxwv+8BrjjsRaC3CwvvG9lutmKx2zXGTF9FiLcL8+4+ZeslTYNZ46AsD/6+DQznp+p7qdnKRW/9gcE5mxG9/mBJxhrsmkZ3gyeDY65gSNBQ4jrF4WnyPOdnlFnK2Ja1ja2ZW9mcuZkD+Qewa3ac9c4M7DyQUcGjGBEygijPqLazKs5cCiuegS2zwb87XP6uY25UTcOxmuZYubx/Idr+RajCZCyans3GgYRf91/CYmLPf/yiTdA0jeX7s3h7xWH2ZxQT4efK+B6BDIzwYWCED0FerWfxQmtLvAw4JtdPANJwTK6/SdO0fbXdI4mX6Ajsdo0nftjN/K2pPHZxd+4b2w2tqgr0ep796QBzNyax8L6R9A9r4rppLeyD1Ud5belBVjx8Ad0CT1kheHgFfHk1XPIGDL7rvMTyzKK9LN24k5/7/I7/4W9Jc/fhx/9n777jo6rSx49/zpT0QjolIY3QEiBUQaVIUUAEu9i3uPa2TUHXurZd/e5Pd9VdcS2sDSsqKiCiUqSDlAABAklIIL23STIz5/fHHTBiqJnUed6v17xm5s6dc8+ZhPDMuc99zoBJbLQ42Vq4jQZnAyZlon9of0Z1H8XUuKkkhyeftF2H08Gyg8t4Z9c77CjegUM7sJgsDA4fzKgexrJagyMGd/5K7hnLjSs+q4wyEngFgF+okR/lFwY+QZCz9pBANQAAIABJREFUESpzwWSFxPNg4Cw2eo/hlo8PYHc4efna4ZybFN6+4xAditaab9MLef6bfew4VEFsmB/3TEpi5pCeHfZLaIcKvACUUtOB5zHKSbyutX7yRPtL4CU8hcOp+cMHW/ls62EemjGQ354bz/bccma99AM3jI7lsVmdP6/rWMXV9Zz99LdcNrwXT1/apEyE1vD6VOMq0OE3wtDrjPIBZ8rRCJWHwDfEKEFwzGzS5n05rJ7/MLd5fYWXchrL44z7k7E/UO+oZ3vRdjbmG4u/byvaRqOzkSERQ7h2wLVMjp38i+rojc5Gvtj/Ba+nvU5WZRZxQXFMiZ3CqB6jGBIxpGuWF6grh12fQnWRsYRXbQnUlroelxo/w4EXQ7+pRz9bgJzSWm6av4mMomoevWgg14+Ja78xiA5j9b5inl2azrbcCmJCfbl7YhKXDO3VYQOuIzpc4HW6JPASnsTucHLnuz+yZGc+j89K5oNNORRU1rP8j+MJ8umAOT5u8OjnO/nf2iyW3juOpKgms17FGbDsYdi3FJx2o87b0Gsh5bLjX96vtRFgFewyCuEW7DQeF+8F14oCWP0gIAoCe0Bgd+y+YVRs/ogwXYZ9wCVYpjwCoSfOo6tuqOaz/Z/x7u53OVh1kEjfSK7sdyVX9LsCP4sfCzMW8kbaG+TV5NE/tD+/G/Q7JvWe1O5LIHVk1fV27nnvR5anF3LDmFgenjGww/8HK1pHdkkNf/1iN9/sLqBXN1/untSHS4dFY+0kvw8SeAnRyTTYndz69ma+TTcS7X+RfN7FlNY0MP7Z7xgRG/LzgqpHVBfC9g+M4qVFu8HiY5R18A50LY5e9vOZlaZ164KijQrzkQONore2CiMxuioPqgqgKo+G8sNstffGa9oTpI45vbpoTu1k9aHVvLv7XX44/ANWk5UAawBl9WWkRqTyu8G/Y2yvsZ0nX6udOZyavy9J55WVBzi3TzgvXTOMYL+u+YVD/FJNvZ0Xv8vgtVWZWMyKOyf24bfnxuNt6VxfWCTwEqITsjU6uHfBVrytJp6/KrXL/8c9b+V+nvoqnbd/e9bxc3y0hsNbYOu7sOszo4bSkfwhvxDj3jfUWMInKtkofNnkdFZz3vghk8cW7WL2yBieuWzwCfc9mQMVB3hv93uU2Eq4uv/VjIga0eV/bq3lw005PLBwBzEhfjwyM5mxfcIxmeSz7Ai01tTbnTQ6nAR4W9zyO+50aj7deohnFqdTWFXPpUN7cf+0/kQFnfwK2Y5IAi8hRIdXb3cw6f9WEOBt4cu7x/60eHYr+t/aLB7+bCcXJEfx4jXDOs1pDE+xMauU29/ZQlFVPb1D/Zg9KoYrhscQEdjJL0LoJHYeruCttdnsKaiipt5OTb2D6no7NfV27E4jfvCymIgK8iYq0IeooCM3b1J6BTMiLuSkM1WFVTaWpuXz4eZctudWMCQ6mEdmJjOs94m/MHV0EngJITqFRdsOc9d7P/L3ywdz5YgTL4jdUm+ty+ahT9OYMjCKl64Z9lMBV9Gh1NsdLN1ZwDvrslmfWYrVrDg/uTvXntWbMQlhMqPoZnaHk693FfDmD1lsyCrF12pmeGwIAd4W/L0tBHib8Xc9tpoVxdUNFFTaKKi0UVhVT2FlPdWuqvG+VjOjE0IZ1zeC8X0jiA/3RylFfoWNJWl5fJWWz8asUrSGhAh/bh2fyOXDorvEzKYEXkKITkFrzaX/XsOhsjq+//ME/LxaZwmVd9cf5IGFO5g8IJKXrx0uQVcnkVFYxbvrc/h4Sy4VdY30DPZhdGIYYxLCGJMYRnRI+6yd2RWU1TSwYGMOb63N4nCFjegQX24cE8eVI2JOO8eu0tbIxsxSVu4tYsXeIrJKjOWgokN8CQvwZluOUXi2X1Qg0wZ1Z/qgHiRFBnSpIFoCLyFEp7E5u5TL/r2Weycnce/kvm5vf8GGg8z5ZAcT+0fy7+uGdbqkXWHkP365PY/l6QWsO1BKaY2xdm1MqC+j48MYERdy3KB9cHQwsWFtVwG/I2p0ONlbUMWO3Aq2H6og7VAFu/MqaXRozukTxo1j4pg0IMptp/sPltSyYl8RK/cWUVRVz+QBkUxN6UGfyJOv79lZSeAlhOhUbn9nM9+lF7HizxOIdGNy7Qcbc7jv4+1M6BfBf64bjo9Vgq7OzunU7C2sYt3+EtYeKGF9ZinltcdfY9FiUlw3Opa7JyUR6t82KyK0NVujg6KqetcpwPompwFt7C+uYXdeJQ12Y3miQB8Lg6ODGRzdjYtTe9Gve+BJWhenQgIvIUSnkl1Sw+R/rODSodH87fKWXWkIxinMV1Ye4G9L0hmbFMG86yXo6qqcTs3B0lrszl+ue9hg17y9PpsFGw7i723hrol9uGFMXKf6XXA4NYfK6thfXM3BktqjQVVBpY3CynoKqmzNBp5eZhMRgd7EhPoyOLobKb2CGdwrmNgwvy51iq+jkMBLCNHpPPHFLl77IZOv7h7LgB5nvjZiXYOD+z/ezufbDnPhoB7835VDOtV/tML99hZU8fRXu/luTxHRIb7cN7U/Fw3u0eECEK013+8pYkNWKQeKqjlQVEN2SS0Njp+CSotJERnoTWSQD5GB3kQduQ/+6QrDqEAfuvlZO9z4ujIJvIQQnU55bQPjn/2exAh/nrxk0BkFX7lltdzy1mZ25VXyp/P7cfuERPnPRxy1el8xT361m915lQzt3Y2nLx1E/+5nHuS7U2ZxDQ9/lsaqfcVYzYreoX4kRASQEO5PQoQ/CREBxIb5Ee7v3SWuAuxqJPASQnRKH23OZe4n22l0aAb1CuaKEdHMHNKTbn4nz81Zd6CE29/ZQqPdyQtXpzKxf1Qb9Fh0Ng6n5pMtuTyzOJ1KWyN3npfEbRMS2+1KV1ujg5e+y+CVFQfwtpj44/l9uXZ0rNSY62Qk8BJCdFplNQ18tvUQH27OZefhSrzMJqYkR3H5sGgSIwLwd9UV8raYUEqhteatddk8vmgXvcP8ePWGESRGdN2rp4R7lNY08NiinXy29TD9uwfy7OVDGBR9nPVAW8ny3QU8umgnOaV1XJzakwcuHEBkYOes3O7pJPASQnQJuw5X8uHmHD798RBlxyQQW0wKPy8zvl5mCirrmdQ/kv83O7XLLiwuWseyXQU8uHAHJTUN3DIugbsnJbV6TmBhlY0HPknjm90FJEUG8PisFMYkhrXqMUXrksBLCNGlNNidrNlfTHF1AzX19qPLmBiPHfTvHshvz42X3BdxRipqG3niy118uDmXxAh/Xpg9lJRerTP7tcm1LFKlrZF7J/flN+fES0HfLkACLyGEEOI0rdhbxJyPt1Na08DfLhvMxUN7ua1trTVvrsniyS93Ex3iy3+uH95hEvtFyx0v8JKQWgghhDiO8X0jWHTXuQyJ6ca972/lqa9243C2fMKitsHOve9v5bFFu5jQL4LP7jxXgi4PIYGXEEIIcQLhAd68c9NZ3DAmlnkrD/CrNzZQXttwxu1lFddw6ctr+HzbYf50fl/mXT+CYF/JQ/QUEngJIYQQJ2E1m3h8VgrPXDqIdQdKmPXSD+wtqDqtNurtDj7enMtFL64mv9LG/F+P4s6JSZKH6GGaX0FUCCGEEL8we1RvkqICufXtzVzy0g88MjOZyQOiTrjmY3ZJDe9uOMiHm3IprWlgUK9gXr52GDGhfm3Yc9FRSHK9EEIIcZryK2zc8vZmtuWUA5AQ7s+w2BCGu25xYf4s313AuxsOsmpfMWaTYvKASK45K5axfcJllssDyFWNQgghhBvZHU62HCxny8EyNmWVseVgGaU1Ru6X2aRwODU9g32YPao3V42MISpICqF6kuMFXnKqUQghhDgDFrOJUfGhjIoPhfFGeYisklo2Z5eRnlfJmMQwJvSLxCyzW6IJCbyEEEIIN1BKER/uT3y4f3t3RXRgclWjEEIIIUQbkcBLCCGEEKKNSOAlhBBCCNFGJPASQgghhGgjEngJIYQQQrSRTlPHSylVBGS38mHCgeJWPkZHJuP37PGDfAYyfhm/J48f5DNw5/hjtdYRx27sNIFXW1BKbWqu2JmnkPF79vhBPgMZv4zfk8cP8hm0xfjlVKMQQgghRBuRwEsIIYQQoo1I4PVz89q7A+1Mxi88/TOQ8Xs2Tx8/yGfQ6uOXHC8hhBBCiDYiM15CCCGEEG1EAi8hhBBCiDYigZeLUmqqUmqPUipDKTWnvfvT2pRSryulCpVSaU22hSqlliml9rnuQ9qzj61JKRWjlPpOKbVbKbVTKXWPa7tHfAZKKR+l1Aal1DbX+B9zbfeI8R+hlDIrpX5USn3heu5p489SSu1QSm1VSm1ybfOYz0Ap1U0p9ZFSKt31t2CMp4xfKdXP9XM/cqtUSt3rKeMHUEr93vX3L00p9Z7r72Krj18CL4w/vsBLwDRgIHC1Umpg+/aq1b0JTD1m2xxgudY6CVjuet5V2YE/aq0HAKOBO1w/c0/5DOqBiVrrIUAqMFUpNRrPGf8R9wC7mzz3tPEDnKe1Tm1Su8iTPoMXgCVa6/7AEIzfBY8Yv9Z6j+vnngoMB2qBhXjI+JVSvYC7gRFa6xTADMymDcYvgZdhFJChtT6gtW4AFgCz2rlPrUprvRIoPWbzLGC+6/F84OI27VQb0lrnaa23uB5XYfzB7YWHfAbaUO16anXdNB4yfgClVDRwIfDfJps9Zvwn4BGfgVIqCBgHvAagtW7QWpfjIeM/xiRgv9Y6G88avwXwVUpZAD/gMG0wfgm8DL2AnCbPc13bPE2U1joPjMAEiGzn/rQJpVQcMBRYjwd9Bq7TbFuBQmCZ1tqjxg88D9wHOJts86TxgxFsf62U2qyUutm1zVM+gwSgCHjDdbr5v0opfzxn/E3NBt5zPfaI8WutDwHPAQeBPKBCa/01bTB+CbwMqpltUmfDAyilAoCPgXu11pXt3Z+2pLV2uE4zRAOjlFIp7d2ntqKUmgEUaq03t3df2tk5WuthGGkWdyilxrV3h9qQBRgG/FtrPRSooYueVjsRpZQXMBP4sL370pZcuVuzgHigJ+CvlLquLY4tgZchF4hp8jwaY8rR0xQopXoAuO4L27k/rUopZcUIut7RWn/i2uxRnwGA6/TK9xg5f54y/nOAmUqpLIzUgolKqbfxnPEDoLU+7LovxMjvGYXnfAa5QK5rphfgI4xAzFPGf8Q0YIvWusD13FPGPxnI1FoXaa0bgU+As2mD8UvgZdgIJCml4l3R/2zg83buU3v4HLjR9fhG4LN27EurUkopjNyO3VrrfzR5ySM+A6VUhFKqm+uxL8YfoXQ8ZPxa67la62itdRzGv/dvtdbX4SHjB1BK+SulAo88Bs4H0vCQz0BrnQ/kKKX6uTZNAnbhIeNv4mp+Os0InjP+g8BopZSf6/+DSRi5vq0+fqlc76KUmo6R82EGXtdaP9nOXWpVSqn3gAlAOFAAPAJ8CnwA9Mb4pbxCa31sAn6XoJQ6F1gF7OCnHJ8HMPK8uvxnoJQajJE4asb4AvaB1vpxpVQYHjD+ppRSE4A/aa1neNL4lVIJGLNcYJx2e1dr/aSHfQapGBdXeAEHgF/j+veAZ4zfDyO/OUFrXeHa5kk//8eAqzCucv8RuAkIoJXHL4GXEEIIIUQbkVONQoguz1UotE4pVa2UKlBKvaGUClBKPecqlFjlKqJ5Q3v3VQjRtUngJYTwFBdprQMwEqhHAn/BuJLtIiAYI5/jBaXU2e3XRSFEV2dp7w4IIURb0lofUkotBlK01jOavLReKbUKGAOsaZ/eCSG6OpnxEkJ4FKVUDDAdI5m26XZfjJmwne3RLyGEZ5DkeiFEl+eq1xWOcfVSBfAlxlqddU32mQ9EAdO0/GEUQrQSOdUohPAUF2utv2nuBaXUs0AKxoLREnQJIVqNBF5CCI/mquUzDRjvactGCSHangReQgiPpZSaC1wDjNNal7R3f4QQXZ8k1wshPNlTGBWq97lqfFUrpR5o704JIbouSa4XQgghhGgjMuMlhBBCCNFGJPASQgghhGgjEngJIYQQQrQRCbyEEEIIIdpIpyknER4eruPi4tq7G0IIIYQQJ7V58+ZirXXEsds7TeAVFxfHpk2b2rsbQgghhBAnpZTKbm67nGoUQgghhGgjEngJIYQQQrQRCbyEEEIIIdpIp8nxEkIIIYTnaGxsJDc3F5vN1t5dOSEfHx+io6OxWq2ntL8EXkIInE7NE1/u5ooR0QzoEdTe3RFCCHJzcwkMDCQuLg6lVHt3p1laa0pKSsjNzSU+Pv6U3iOnGoUQ7Mqr5PUfMpm/Jqu9uyKEEADYbDbCwsI6bNAFoJQiLCzstGblJPASQrAhsxSAFXuL0Fq3c2+EEMLQkYOuI063jxJ4CSFYn1kCQF6FjYzC6nbujRBCdF0SeAnh4ZxOzYbMUsYkhAHGrJcQQggwm82kpqaSkpLCRRddRHl5eYvblMBLCA+XUVRNWW0jlwzrRWKEPyv3Fbd3l4QQokPw9fVl69atpKWlERoayksvvdTiNuWqRiE83PoDxmnG0fFh7M6r5N31B7E1OvCxmtu5Z0IIYXhs0U52Ha50a5sDewbxyEXJp7z/mDFj2L59e4uP67YZL6WUWSn1o1LqC9fzUKXUMqXUPtd9SJN95yqlMpRSe5RSF7irD0KI07c+s5TuQT7EhPoyvm8E9XYn613J9kIIIcDhcLB8+XJmzpzZ4rbcOeN1D7AbOFIEaA6wXGv9jFJqjuv5/UqpgcBsIBnoCXyjlOqrtXa4sS9CiFOgtWZ9ZilnJxqXbJ8VH4aXxcTKvUWM7xvR3t0TQgiA05qZcqe6ujpSU1PJyspi+PDhTJkypcVtumXGSykVDVwI/LfJ5lnAfNfj+cDFTbYv0FrXa60zgQxglDv6IYQ4PVkltRRV1TMqPhQAXy8zZ8WHSoK9EELwU45XdnY2DQ0NbsnxctepxueB+wBnk21RWus8ANd9pGt7LyCnyX65rm1CiDZ2JL/rrPiwo9vG940go7Caw+V17dUtIYToUIKDg/nnP//Jc889R2NjY4vaanHgpZSaARRqrTef6lua2dZsxUal1M1KqU1KqU1FRfINXAh325BZSniAF4kR/ke3jXOdYlwps15CCHHU0KFDGTJkCAsWLGhRO+7I8ToHmKmUmg74AEFKqbeBAqVUD611nlKqB1Do2j8XiGny/mjgcHMNa63nAfMARowYIeW0hXCz9ZmljIoP/Vnl5aTIALoH+bBibxGzR/Vux94JIUT7qq7+eUHpRYsWtbjNFs94aa3naq2jtdZxGEnz32qtrwM+B2507XYj8Jnr8efAbKWUt1IqHkgCNrS0H0KI05NTWsuh8rqfnWYEY/mL8X0jWJ1RjN3hPM67hRBCnInWLKD6DDBFKbUPmOJ6jtZ6J/ABsAtYAtwhVzQK0faOrM94JLG+qXF9I6iy2dmW2/IqzUIIIX7i1gKqWuvvge9dj0uAScfZ70ngSXceWwhxetZnltDNz0q/qMBfvHZun3BMClbsKWJ47C8DMyGEEGdGlgwSwkNtyCxlZFwoJtMvr3cJ9rOSGtONFbJ8kBBCuJUEXkJ4oIJKG1kltZzVzGnGI8b1jWB7bjllNQ1t2DMhhOjaJPASwgMdWRLo2MT6psb1jUBrWJ0hs15CCOEuEngJ4YHWHyghwNvCgB6/zO86Ykh0N4J9rVLFXgjhscxmM6mpqQwZMoRhw4axZs2aFrfp1uR6IUTnsD6zlBFxIVjMx//uZTYpzk0KZ9W+IrTWP6v1JYQQnuDIkkEAS5cuZe7cuaxYsaJFbUrgJYSHKa6uJ6OwmsuGRZ903/FJEXy5PY89BVX07x7UBr0TQohmLJ4D+Tvc22b3QTDtmVPevbKykpCQkBYfVgIvITzMxhPU7zrW2L7hgFFWQgIvIYSnqaurIzU1FZvNRl5eHt9++22L25TASwgPsz6zFF+rmUG9gk+6b49gX/pFBbJyXxG3jE9sg94JIUQzTmNmyp2anmpcu3YtN9xwA2lpaS1KvZDkeiE8zPrMUobFdsPLcmr//M9NCmdjVhm2RllgQgjhucaMGUNxcTFFRS274EgCLyE8SEVtI+n5lScsI3GsMQlhNNid/HhQlg8SQniu9PR0HA4HYWGn/vezOXKqUQgPsjGrFK05YeHUY42MD8WkYN2BEsYktuwPjhBCdCZHcrwAtNbMnz8fs9ncojYl8BLCg2zKLsNqVgyJ6XbK7wn2tZLcM5i1B0r4fSv2TQghOhqHw/0pFnKqUQgPsi2nnIE9gvCxnt43tjGJYWw9WC55XkII0UISeAnhIRxOzY5DFac123XE6IRQGhxOtmSXtULPhBDCc0jgJYSH2F9UTXW9nSHRpx94jYz7Kc9LCCHEmZPASwgPsTXHuCoxtffpB16BPlYG9TLyvIQQQpw5CbyE8BDbcsoJ9LEQH+Z/Ru8fnRjG1pxy6hokz0sIIc5UiwMvpZSPUmqDUmqbUmqnUuox1/ZQpdQypdQ+131Ik/fMVUplKKX2KKUuaGkfhBAnty23nCHR3TCZzqzi8uiEMBodms2S5yWEEGfMHTNe9cBErfUQIBWYqpQaDcwBlmutk4DlrucopQYCs4FkYCrwslKqZUUxhBAnZGt0kJ5XxZCYky8TdDwj40Ixm5TkeQkhPEZ+fj6zZ88mMTGRgQMHMn36dPbu3duiNlsceGlDteup1XXTwCxgvmv7fOBi1+NZwAKtdb3WOhPIAEa1tB9CiOPbebgSu1OfUWL9EQHeFsnzEkJ4DK01l1xyCRMmTGD//v3s2rWLp556ioKCgha165YCqq4Zq81AH+AlrfV6pVSU1joPQGudp5SKdO3eC1jX5O25rm1CiFay7Uhi/RmUkmhqTGIYr648QG2DHT8vqb8shGgbf9vwN9JL093aZv/Q/tw/6v7jvv7dd99htVq59dZbj247UsW+JdySXK+1dmitU4FoYJRSKuUEuzeXYKKb3VGpm5VSm5RSm1q6KKUQnmxbbjk9gn2IDPJpUTujE8KwOzWbsiTPSwjRtaWlpTF8+HC3t+vWr6xa63Kl1PcYuVsFSqkertmuHkCha7dcIKbJ26KBw8dpbx4wD2DEiBHNBmdCiJPbmlPeotOMR4yIDcHiyvMa1zfCDT0TQoiTO9HMVGfjjqsaI5RS3VyPfYHJQDrwOXCja7cbgc9cjz8HZiulvJVS8UASsKGl/RBCNK+spoHsktozqt91LH9vC4OjJc9LCNH1JScns3nzZre3645TjT2A75RS24GNwDKt9RfAM8AUpdQ+YIrrOVrrncAHwC5gCXCH1loKAwnRSrblGvld7pjxAuN04/bcCmrq7W5pTwghOqKJEydSX1/Pq6++enTbxo0bWbFiRYvadcdVjdu11kO11oO11ila68dd20u01pO01kmu+9Im73lSa52ote6ntV7c0j4IIY5vW04FSsGg6DMvJdHUmMQwHE7NxqzSk+8shBCdlFKKhQsXsmzZMhITE0lOTubRRx+lZ8+eLWpXLksSoovblltOUmQAAd7u+ec+PDYEq1mx7kApE/pFnvwNQgjRSfXs2ZMPPvjArW3KkkFCdGFaa7a5KbH+CD8vC0Oiu0melxBCnAEJvITownLL6iipaWBIC+t3HWt0QhhphyqosjW6tV0hhOjqJPASogs7kljf0sKpxzqS5yX1vIQQ4vRI4CVEF7b1YDneFhP9uge6td1hvY/kecnpRiGEOB0SeAnRhW3LLSelVzBWs3v/qft6mRkaEyJ5XkIIcZok8BKii7I7nOw4VOHWxPqmRieEknaogkrJ8xJCiFMmgZcQXdTegmpsjU6GxLinftexRieE4dSwJVvyvIQQXZPZbCY1NZWUlBSuuOIKamtrW9ymBF5CdFGtlVh/xJG8sf1FNa3SvhBCtDdfX1+2bt1KWloaXl5e/Oc//2lxm1JAVYgualtOOd38rPQO9WuV9kP9vQj2tXKgqLpV2hdCiCPyn3qK+t3pbm3Te0B/uj/wwCnvP3bsWLZv397i48qMlxBd1FZX4VSlVKu0r5QiIcKfAzLjJYTo4ux2O4sXL2bQoEEtbktmvITogmob7OwtqOL85O6tepyE8ABWZxS16jGEEOJ0Zqbcqa6ujtTUVMCY8frtb3/b4jYl8BKiC9qRW4FTQ2orJdYfkRDhz8dbcqmut7ttLUghhOgojuR4uZOcahSiCzqSWN9apSSOSIzwByBTTjcKIcQpkcBLiC5oW04FMaG+hAV4t+pxEiICADhQLAn2QghxKiTwEqIL2pZbzuBWnu0CiA3zw6SkpIQQomuqrnb/l0oJvIToYmrq7eSW1TGwR1CrH8vbYiY6xE9KSgghxClqceCllIpRSn2nlNqtlNqplLrHtT1UKbVMKbXPdR/S5D1zlVIZSqk9SqkLWtoHIcRP9ruCoD6RAaf+Jocd1r8CORtP+3hSUkIIIU6dO2a87MAftdYDgNHAHUqpgcAcYLnWOglY7nqO67XZQDIwFXhZKWV2Qz+EEMC+AiPwSjrVwMteDx/9ChbfB69Nhrcvh0ObT/l48eH+ZBbX4HTqM+itEEIcn9Yd/+/K6faxxYGX1jpPa73F9bgK2A30AmYB8127zQcudj2eBSzQWtdrrTOBDGBUS/shhDDsK6zGy2w6tYr1DbXw3tWwexFM+StMfhQObYJXJxrb805epTkhIoC6RgcFVbYW910IIY7w8fGhpKSkQwdfWmtKSkrw8fE55fe4tfCOUioOGAqsB6K01nmujuUppSJdu/UC1jV5W65rmxDCDTIKq0iI8MdiPsn3KlsFvHsV5KyHmS/CsOuN7SN+CxtegTX/glfGwoCLYOJDENGv2WYSw42SEgeKaugR7OvOoQghPFh0dDS5ubkUFXXsIs0+Pj5ER0ef8v5uC7yUUgHAx8C9WuvKEyxT0twLzYazSqmbgZsBevfu7Y5uCtHl7S2oZnD0SQqn1pR0ksXUAAAgAElEQVTA25dCQRpc9hqkXPrTaz5BMO7PMPJ3sO7fsO5lyFwJt6+DoJ6/aOpoSYmias7pE+7OoQghPJjVaiU+Pr69u+F2brmqUSllxQi63tFaf+LaXKCU6uF6vQdQ6NqeC8Q0eXs0cLi5drXW87TWI7TWIyIiItzRVSG6tLoGBzlltSRFBh5/p8o8eHM6FKXD7Hd/HnQ15dsNzpsLN38Pjkb47E5oZso/Ksgbfy+zlJQQQohT4I6rGhXwGrBba/2PJi99Dtzoenwj8FmT7bOVUt5KqXggCdjQ0n4IIYwrGrWGpKjjJNaX58AbU6EiF679CPqewkXFYYkw5XHYvxw2vf6Ll5VSxEf4c6BYAi8hhDgZd8x4nQNcD0xUSm113aYDzwBTlFL7gCmu52itdwIfALuAJcAdWmuHG/ohhMfLKDzJFY1f/sE4zXjDZxA/9tQbHnkTJJwHXz8EpQd+8XJCeIDU8hJCiFPgjqsaV2utldZ6sNY61XX7SmtdorWepLVOct2XNnnPk1rrRK11P6314pb2QQhh2FdYhcWkiA3zb+bFb2Df1zDhfogecXoNKwWzXgKTBRbeBs6ff1dKiPDnUHkdtkb5DiWEECcileuF6EL2FVQTF+6Pl+WYf9oOOyx9AEITYNQtZ9Z4cC+Y/nfIWQdrX/zZSwkRAWgNWSVyulEIIU5EAi8hupCMwurmTzNufgOK98D5T4DF68wPMPgq6D8Dvn0CCnYd3ZzQpKSEEEKI45PAS4guot7uIKuk5peBV10ZfPckxI+DftNbdhCl4KIXwDsIFt4C9gbAONUISJ6XEEKchAReQnQRmcU1ODX0iTqmlMSKvxvFUi942gicWso/3Ai+8rfDymcB8POy0CPYR2a8hBDiJCTwEqKLaHaNxuJ9sGEeDLsBuqe472ADZsDg2bDq/yB/B2Cs2bhfSkoIIcQJSeAlRBexr7AakzICoKO+/gtYfOG8v7j/gNOeAa8AY0YN43RjZlF1h15XTQgh2psEXkJ0ERmFVcSG+eNjNbs2LIe9S2DcnyCgFVZ+8A2BUb8zFtgu2kNCeACVNjslNQ3uP5YQQnQREngJ0UXsK6imz5HTjA47LH0QQuJg9G2td9DRt4HVF1b/vyYJ9nK6UQghjkcCLyG6gEaHk8ziJlc0bnkTinbDlL+Cxbv1DuwfDsN/Bds/oK+XUSNZrmwUQojjk8BLiC4gu6QGu1PTNyoQ6qvgu6cg9lwYcFHrH/zsu8BkpnvaK3hZTLJmoxBCnIAEXkJ0AUeuaOwTGQBrX4baEmNha3eUjziZoJ6Qeg2mrW8zPMQmM15CCHECEngJ0QXsK6xGKUj0r4c1/zKqy0cPb7sOnHMPOO38xvyl5HgJIcQJSOAlRBewr7CamBA/fNe/AA3VMPGh03q/vayMnFtvo/Ttd86sHERoAqRczvjKL6gsLaDR4Tz9NoQQwgNY2rsDQoiW21dQxajQOtjwKgyZDZH9T/m9zro6cm+9jbpt26j+/ntqVq2ix9NPYQkNPb1OjP0DXjs+4HrTYg6WXkhiRDNrRnYRpTUNfLO7gBV7iwj182JEXAgj40Lp2c23vbsmhOjgJPASopOzO5wcKKrhaa/3QTthwtxTep/WmgOlGeTf+0dCtu/j+UutdK/z4oplKymePpmKP99I/JSLiQmMwaROYXI8cgDlsRfwq6ylbD5c0OUCr9yyWr7eWcDSnflszCrFqSEqyJtqm5231mUD0KubLyPjQhgRF8q4pAh6h/m1c6+FEB2NBF5CdHIHS2vp6TzEkKJFMPK3EBJ73H3tTjtrDq9hZe5KVueuYuonOVywRbNoVhR9L5lBVWMV8/pvYeZb+4l+8D8s+PwVPp8cyIheo7ln2D0kdEs4YV8s4/5EQPZS/La9CUP+6uaRto8duRXMXbidtEOVAPSLCuSO8/pwQXJ3knsG4XBq0vOr2JhVyqasMn7YX8KnWw9jNSvun9qf35wTj8nUBhc5CCE6BdVZlvcYMWKE3rRpU3t3Q4gOZ+nOfOoX/IoLvbdivnc7BEQ2u191QzX3fn8v6/PW42vx5ZYdUZz9aQbeN1xFwgOP/mzf+upKDjz5MCxcSllsKM9eaCezWz1X9L2C21NvJ8Qn5Lj9WfvoOFLMBwmcs9sortqJVdkamf7PVTTYnfzmnHjOT+7+8yWZmqG1Jruklie/2s2yXQVM6BfBc1cMITygFeupCSE6HKXUZq31iGO3uyW5Xin1ulKqUCmV1mRbqFJqmVJqn+s+pMlrc5VSGUqpPUqpC9zRByE8VfmBzcw0r8Ux6tbjBl2FtYX8asmv2Jy/mYdGP8TigLmc/WkGQdOnEz/n4V/s7x0QxICnnyf6pRcJL3fw9BuN/KFoOB/u/ZALP7mQ+Tvn0+hobPZYi0OvJdBRBlv+59ZxtodHPt/JobI6Xr52GLeMTzxp0AWglCIu3J951w/n8VnJrNlfwrQXVrF6X3Eb9FgI0dG566rGN4Gpx2ybAyzXWicBy13PUUoNBGYDya73vKyUMrupH0J4nJT0f1KJP15j72n29QPlB7juq+vIqcrhpUkvcWFZbwr/8gh+I0fS45mnUabj/xkInDSJ+M8/wzc5mZGvruH9bWMZHpzCc5ueY9Zns/gm+xuc+udXMNb3HMOP9IfVz0Ojza1jbUufbzvMJ1sOcdfEJIbHnuaFBhgB2A1j4vjsjnMI9rVy/evreWZxulzxKYSHc0vgpbVeCZQes3kWMN/1eD5wcZPtC7TW9VrrTCADGOWOfgjhcQ6uI7lmHUuCZxuLVh9jS8EWrl98PY2N9byR9CgDVmaTe+ddeMfFEv3Si5i8vE56CGtUFL3ffIPw22/D+dVy7n35MK8mPoSXyYvff/97LvzkQl7d/ioFNQUAJET482zDpVB1GH58y+1DbguHyut4cOEOhvbuxl0T+7SorQE9glh057nMHtmb/6zYz+X/WcvKvUU4nJ0jzUMI4V5uy/FSSsUBX2itU1zPy7XW3Zq8Xqa1DlFKvQis01q/7dr+GrBYa/3RidqXHC8hjqE1+o1pFGXv5vVhC5kza9jRl5w1Nfyw9A1WLJ5HSr6FfocV1NQC4BUXR+/XX8Pas+dpH7JmzRoO3Xc/zqoqIh6cy9rhfnySsZCN+RsxKRPn9jqXRJ9J/HORmbTYFwmozYG7t4LVx23Dbm0Op+bqV9ex81AFi+8Z59YrE7/akceDC3dQVttI9yAfLhnWi8uGRf+0uLkQoss4Xo5Xe1zV2NzlPc1Gf0qpm4GbAXr37t2afRKi89m7FHVwLf+0/5pBPcOPbm7Iy2P35bMIL6niUgXWpFgCLhqO39Ch+A4dijUmBnWGSwn5n302CQs/4dB991H48KMMnTGD6U+8TG5DIQszFvJZxmesrFuJf1IADwalcNO+raRsfhM1+lZ3jbrV/WfFfjZklvJ/VwxxezmI6YN6MLF/JMt3F/LxllzmrTzAv7/fz5CYblw+rBczBvckxP/ks5BCiM6rNWe89gATtNZ5SqkewPda635KqbkAWuunXfstBR7VWq89Ufsy4yVEE402eHk0NXZFatGjLLhtHMNjQygryyftyln4F1Ty/a+HcMuv/4V/twi3H147HJTMm0fRC/8k/I47iLjrTsAoV7EiZxV3LXoFa2A6Thz0cmguGHQjFyRcyIDQAWcc9LWFbTnlXPbvNUxN6c6/rh7a6n0trLLx+dbDfLQ5l/T8KswmxZiEMKamdOf85CgiAzvPTKEQ4ueON+PVmoHXs0CJ1voZpdQcIFRrfZ9SKhl4FyOvqydG4n2S1tpxovYl8BKiiZXPwrdP8MWQl7lzfTe2PXI++8u3sff23zEo3ca+OZcz84bHTq3waQvk/v73VH/3PYlLl2CNijq6feJz3xMfaeKipHUs2TqP9X7+2HESGxTLBXEXMDNxJrFBx6831h5q6u3M+Ndq6hsdLL5nHMF+Vvc1rrWxlFNdGdRXQ3gSmK1NXtbsPFzJlzvyWJKWT2ZxDUrBiNgQpqb0YGpKd3pJVXwhOpVWDbyUUu8BE4BwoAB4BPgU+ADoDRwErtBal7r2fxD4DWAH7tVaLz7ZMSTwEsKlPAdeHAlJU/ij+hOrMgr49YX7KX/+RS5e68R5969Ivv3+NulKQ24uB6ZNJ+jCC+n5zNNHt9/93o+sO1DC+gcmoeZfRHnJXr6Z/hhLcpazMX8jTu1kWOQwLu5zMRfEXYCftf0rvM/9ZDsLNubw3u9GMzoh7MwbslXChldg/3dQW2IEW7Wl4GxSfsM3BPpNhwEzIfE8sPxU40trzd6CahanGUFYen4VYFy0cHZiGOckhjM6IUxOSQrRwbX6jFdrk8BLCJf3r4d9y+DOjVz4zlZK/N5kRFo6d3zpJOCKS4l+/Ik2PZ1X+NxzlPz3NeI++gjflGQA3lmfzYML0/juTxOIr/4R3rwQLngaxtxOQU0Biw4s4tOMT8muzMbX4sv5sedzSdIlDIsc1i6nIlfvK+a619Zzy/gE5k4bcGaNHAm41rwItnLoNQKCeoBvqBFo+YUaj81WIyjbsxjqK8ArEPpeAAMugqTzwevnQWhmcQ3f7Cpgzf5iNmSWUtPgQCkY0D2IsxPDmDaoO8N6h3ToU7hCeCIJvIToCvZ/C29dQvn4P/FRWA+e3/QqKYcbeXhBA/4jR9J73jyU1Y2nyE6Bo6qK/edfgHefPvT+33yUUmQUVjH5Hyv522WDuGpkb3hzBhTvhXu2Ha1mr7Vma9FWPs34lCWZS6i11xIfHM/sfrOZmTiTAK+2udKvtsHOBc+vxGIysfiesfhYT7OsoK0SNsyDtS8as1t9p8GE+6Hn0BO/z94AmSth92eQ/qUxOxbQHaY9AwMvhmYCqUaHk+25FazJKGbN/hI2Hyyjwe4kuWcQN4yJZeaQXvh6SVlEIToCCbyE6OzsDeyfN4a3LY184eeFzVFP2KFYXvikgIDwcOLeX4A5OLhdulb23nvkP/Y40S/+i8DJk9FaM/LJbxiXFME/rkqFrB/gzelwwVMw5o5fvL+2sZavs7/m/fT3SStJw8/ix8zEmVzd/+qTrg/ZUk98sYv/rs7k/ZtHc9bpnGJsqIH1/4E1/3IFXFNh/P3Qa9jJ33sshx2yVsE3j0DeNugzBS58DkLiTvi2mno7n249xFtrs0nPryLY18pVI2O47qxYWaBbiHYmgZcQnZRTO1l9aDVvr3mKtXWH8FYWZvSZRWLDuUT++a/EYKPPh+/jFRfXbn3UdjsHZl2MtjeSuGgRysuL29/ZzLacCn6YM9HYaf5FUJhuzHp5HT8o2FG0gwV7FrA4czGNzkbO6n4W1w28jvHR491+Om1bTjmXvPwDs0f15qlLBp3amxx2ozDs989Adb5xenDCHOg1vOUdctiN2bPvngSnw5g5G3PnzxLxm6O1ZkNmKf9bm82Snfk4tWZS/0j+MKUfA3sGtbxfQojTJoGXEJ1IbWMt6/LWserQKlblrqKgtoBIh5PZ1iguv+JjgpzefD1jNtH5B+j93/8SfPbo9u4y1StXknPzLUTNnUPojTfy5g+ZPLpoF6vvP4/oED/IXgtvTIXzn4Cz7zppe6W2Uj7Z9wkf7PmAvJo8zu11Lg+e9SDRgdFu6W+jw8lF/1pNWW0Dy/4wniCfk5yi1do4Jbj8MeO0acxZMPkxiB3jlv78TEUuLL4f0r+AyIEw43nofdYpvTW/wsa7Gw4yf00WlbZGLkntxR/O72v8DIQQbUYCLyE6uIOVB1mZu5KVuSvZVLCJRmcj/lZ/xvQYw5SCTKbsW4P1jnXogGi2//oWLJvXk3n7XGbcfX17dx0wZl1ybvoddWlp9Fm6hL11Jqa9sIp/XDmES4e5gqX/zYKCnXDnJvDtduIGXexOO++lv8eLP76IUzu5dcit3JB8A1ZTy3LZXvx2H899vZdXbxjBlIFRJ9754DpY9jDkrIfwvjDpEeh/YbN5WG6V/iV8dR9U5kL0KBh6LSRfCj4nn8WqqG3k3yv288YPmWgNN4yJ5Y7z+sjVkEK0EQm8hOiA8qrzWJK1hMWZi9lduhuAhOAExvYay7jocQyNHIo1Z4ORHzXuPvT4ORz+831UfvUVb4yezeOv/uX0k8FbkW3PXjIvuYSQ664lcs5chv51GVOTu/O3ywcbOxzaAq9NgcRJcPUCOMEC3cfKr8nn6fVP823Ot/Tp1odHxjxCamTqGfUzo7Ca6S+sYkpyFC9dc4KcrIZaWHI/bPmfkfh+3lxIvQ7MbbjoR301bHodtr4DRelg8YWBs4wgLPbck36Gh8vr+H/L9vLxllz8vS3cNiGR35wT36F+b4ToiiTwEqKDKLWV8nXW1yzOXMyWwi0ADAofxNS4qZzX+zxiAmN+2rnyMLx+gbEu4+3ryX/mOcrfW8BryReS8oc7+NU58e00iuPLe/gRyj/5hITPP+eOlUXsL6zi2z+d99MOG/+LWvxnGHcfTHzwlNrUWh/N7/ru4Hc8teEp8mvyuSzpMn4//PcEe5/6RQVOp+aqeWvZW1DNN38YT0Sgd/M7FuyCj34NRXvgnHtg/H3g5X/Kx3E7reHQZvjxbUj7GOoroVss9B4NfuFGuQr/cOOxfzj4hRk3n25gMrEnv4q/L0lneXohSZEB/OPKVAZFt8/FGEJ4Agm8hGhHWms25G/gnd3vsDJ3JQ7tIDE4kekJ05kWN42YoJhfvqmmGN6YBpV5cOPnFH6wkpJXXuGHkdN5pf80Vt13XoectbAXF7P//Atw1tYedx+TtxmzuR5TVG/MEdGYg4MwBQSi7XYclRU4KypxVFUdfaydTiwREVgjI7FERUFEKBvsGSyv24o9JIArRv+O8YNmYgkJQZlP/Jm8tTaLhz7byXNXDOHy4c3ki2kNm9+EJXPAOwgufQUSJ7bsQ3G3hloj/2vbAijZBzUl0FjT/L7K/FMQ5h9OoTOQ1w715v26kfx64hBuPy8Rq7l1VzgQwhNJ4CVEO6htrOWLA1/wXvp7ZJRn0M27G5ckXcKF8RfSN6Tv8a/Sqys3rgIs3gfXf0LJN+kUPvssjdNmMtNrLH+ZMZCbxrZumYWWqP3xR2rWrKGg0sa76w8yfVAP+nUPNF50OHBUlOP8cSGOymocYYNx1jbiqKpCWa2YAwMxBQdhDgwyArKgIJTJhL2wkMaCQuyFhdgLCnDWNBNomEyYQ0OxhIVhDg3B3K0b5uBg1303qr39eOjbHLrH9eSJX43FEh6OyafJeoh15bDoHtj1qRFsXfIKBES2zYfWUo11Ri2w2hIjaP/Z42LXfamRuF9xkAblzRf2kWwJmc6vrr2ePlFy9aMQ7iSBlxBtKKcqh/fT3+eTjE+oaqhiQOgArhlwDdPip+FtPs6prSMaauCtS4x8qKsXUL69krwHHyRw6lQeSL6SXQXVrLpvYqcolGl3OEl9fBkXD+3JExcfU66hIhfmTQCfYPjdt8b9aXBU12AvLKChqJCV2z/nh51fEVStGeMzgHhnKM6ychzl5TgqKnBUVICj+eVgTf7+mMPDsAT4YLHtw2qtxjrsfKznXoO1VzTWXj0xB7RNMdc2obXxu7X1bRq3foDVXk2ujqAo8TKGzLgNU2hce/dQiC5BAi8hWllBTQFfZ3/NkqwlbC/ajlmZmRw7mWv6X8PQyKGnVoPKXg/vXgWZK+CKN6mp7M7Bm27Cf9Qoih54msv+u5G50/pzy/jE1h+Qm9z4+gYOl9ex7A/jf/li1g/wv5lGwdDZ755Wsv2x8qrzeHL9k6zIXcGA0AE8cvYjJIcZSxhpp5OighKu+PtSpvX25Y7UUBwlJdiLS7AXFeDYvRp7bgaNNm/sdRZ0o/1nbZu7dcNn4EB8kpPxSUnBNyUZS8+enX+ZnsY6KrZ8wqHvXmWg7UcAGnqNwWv4NUYC/2kGw0KIn0jgJUQrKK4rZln2MpZkLuHHwh/RaPqF9GNq/FRmJMygu3/3U2/MYYcPbzRyd2a9TEPIOWReNRtLeDhxC97jtx/tZntuBavuOw9/7za8qq6FXv4+g78v2cPmv0wmLKCZ2b71r8Di+2D8HOOqwRbQWrMsexnPbHiGUlspNw26iVsG34LVbOXZpem8/P1+lv1+PH0iXTNY2Wvh8zuhJAOG3QBT/or2DsJeXIz98GEaXbf6rCxsu3ZRv3cf2I2gzBwSgk9yMt59+uAVF4tXXBxesbFYoqJQJwggtdbo+nocFZU4qypxVBo3Z2Ul2uHE5OuDydcX5eOLydcH5eODOTDwpO229HNbtGIdB759nUtMq4nlMFh8oN80GDwb+kw6aRFX0Tk5nBpbo4O6Rgc19XbyK2zkVdg4VF5HXkUdeeU2DlfYsDUaa4SalMLkuldKYTEpgn2tdPOzEuLnRYiflWDXfXiANxGB3kQGehPi54XJ1Mm/qJym4wVeneevtxDtzGa3sadsD7tKdrGzeCc7S3ZyoOIATu0kMTiR21JvY2rcVOKDz+BKQ3s9fH6XEXRN+zuOxIvIuWo2Sili/v0yO8odfL+niPum9utUQRfAWfGhAGzMKmVqSo9f7jDqZji8FVY8Y1yNN+I3YDqz06hKKc6PO5/RPUfztw1/45Xtr7AidwUPjHyM/63JYVpKdyPoqq+G5Y8bVeK7xcD1n0KiceWlAqyRkVgjI/FN/Xm5Cmd9PfV79mDbuZO6tDRsO3dRu3Ejur7+pz74+ODVuzfmsFC0rR6nzYaurcVps+Gsq8NZVweNjac9NpOfH95JSXj364d337749OuLd9++blkmSinFzAlj2DsghZve3ox/yTYe7r6DoZnfonYuNK6UHHwlpF4L3VNafDzhfg6npqS6nsKqegqrbBRV1VNa00h5XQPlNY2U1TZQXtdIeW0DVTY7dY0OahscNNidx20z2NdKj2AfenbzJcDbglNrtAan1q6bUYi4oq6RQ+V1lLuO0dx8jsWkiAj8KRAL8/cmPNCL8ADvJjcv/LwteFtM+FjNeFtMWEyq888sH0NmvESnZXfayavJo8xWRnl9OaW2UspsZZTVl1FZX4mvxZcQnxBCfEII9Q49+jjQKxCryXr0ZjFZUEqhtaayoZL8mvyfbrX55NXkkVGWQUZ5Bg5t5AmF+oSSHJbMoIhBTO49maSQpDMfyN6lxhV0pQdg4kPos+8l5+ZbqNm4kdjXX8Nv5Eh+++ZGNh8sY/X9EwnoZIFXg93J4MeWcvWo3jxyUXLzOzXWwbtXGotGR6XA+X91y5WEyw8u5/G1j1Nuq6SucDIfzp7DkIbtsOhuKM8xgr5JD4P3medwaacTe0EBDdnZNGRl05CVRUN2No6yMkx+rpkrHx+Urw8mXz9jRiswCHNQIOagIONxcBCmwECUxYKzrg5ts+Gss+Gsq0XbbDjKK6jPyKB+zx7q9+41ctZcrD174pOSYtySB+KbnIy526kVp21OXYODRz/fyfubchgTG8RLZ5USmvExpH8FzkbokQpDr4OUy4wSFqLNldU0sGZ/CaszitlxqJyCynpKqutxNvPfuZfFRIhrNirY17gP9LHg52XGx8uMn9WCr5cJX6sZXy8LUUHe9Aj2pWc3H/y8Tv9vjdOpqbQ1UlbbSHF1PYWVRiBYWPXT46KqekpqGiitacDRXKebMCnwtpixmhUmkzo646aazLyZlMJk+unxkZk5i0nhbTXjYzH97N7bYuKhGQMJ9m3dWVw51Sg6Na01udW5pBWnHb3tKtmFzWH7xb5Wk5Vg72BqG2uptR+/pMGx71EoGpwNP9tuURYi/SKJC44jOSyZ5PBkksOSifKLavm3sJL9sGQu7FsKYUkw7W/QZxL5f32CsnfeoceTT9DtsstIO1TBjH+t5o9T+nLXpBYEeO3omlfXUV7byFf3jD3+TlrDzoXwzaNQnm3kfZ3/V4gc0KJjH64sYvrbd+PwT2OwtvJkbjZxwXEw88XWWe6nlWmtsRcWUr93L7b0dOp376YubSeNBw8e3ccaE4NP//5YY2KwRvfCKybm6IUCJu+TXNzh8umPh3hg4Q68LSb+cWUq58WYYceHsPVtyN8BZi+jev+AmRAzCoJ6tX4lfw9la3SwKauM1RnFrM4oYufhSrSGQG8LQ2ND6BnsQ2SgNxFBxn2ka2YpzN8bH6upw84YOZ2astoGSmoa+P/s3Xd4XNWZ+PHvma4yM+rdstyw5SobYyAYQnElEEpCSQMSfmGzy6Yt2QRIdpOQEBLCsgE2DUiIk01CWFJoMQZMDabZYIPkJnerd81Imnrn/P64I1m2ZUu2RsWa9/M897l3bjn3nJE0euecc89p8Ydo6Q4TDBsEowahSIxQ1CAYX0cMjY7XsvXWtsViGiNeC6f71cL11shFDE0oGiMUMQjG172v//7lc8lIHdlZHCTwGmtaQ8P7UP0coMBTBO7CQ2uXxzzHV2tOJNy01RylummrWRPiygBvifnh5i2Or0vMa90FkJZ70s0z41FPpIfKlko2N29mc9NmPmj5gI5QBwAOi4Py7HLm5cxjRuYMsl3Zh2q2XFmk2lL7PmhCRsisBYvXhLUH2+mOdBOJRYgYEXMdixA2wsR0jJyUHArSCvqWbFc21kS/r+FuePUeeON/zH9eH/4GnPkFsDlo+8MfaLzje2R97nPkf/3f2d3cxZf++B4H2np4/dYLB59PcJy674VqfrJ+J5v/YwXe1EHKEA2ZTYCv/BjCfrPv1Ye/Yf6un+g/kPb9bHniJxTtfZx30qPcmZND0GrlwkkXsnraJSwtXorDOjGm0DE6Owlu3Wo2gVZWEdq5k0htLTp8xJeJvDxsubnmk5zZOdiys7HlZGPNysaSloaORPqW5jY/f3pzLy3t3SyYlMFFcwpIdzlQXfVQ+w7UbkQHe4hFLcQsbmLOfGK2TGIWN9qWhtUbH9Ijw3vY0B7KMfB7rqxWLL3Df3g8g47JNlFprdnZ2MWrO5t5tbqZt/e2EYrGsFsVC0szWTo9h6Uzcog5Pb0AACAASURBVJhf7MUmY7CNWxJ4jYWYAQfegG1Pm3OudR449rmOdFAWczTqXun5kDsLsqdB0GcGZZ214K+D2OFPXaEsZvCVnm8unkLImWnWFuSVn9w/rWMIRoM09TTR1NNEV6QLi7KgUOZamWsLFjSamI71Lb2vj8Uf9vNBywdsbtrMzvadfc1607zTmJ87n7k5c5mXM4/pmdOHPU/fiDKi4K+H7mYItEFPOwTa49ttZj8uXy3Mv8acZNlj9nvq3rCBA5+/ifRzz6XwgQd45I0D3PPcDpw2Cz++agEr55xAR/1x5s09rVz74Jv86vrFXFQ+yLyIvXra4JUfwTsPm7/v9jTzver7wlJgblts5pcWHQNtxNcx2L8BvXMdMRTvOs/kjKu+RlPBXB6sfJjn9j1He6gdt8PNstJlrJ6ymiUFSxIfZI8xHYsRbW4mUlNDpKaGcE0Nkdo6os3NRFtbMFpaiba19T0wMCwKLHawWA0s9hhKgRFzYoQUOjzwUB7HT09h8XjMoM2bYT5w4HRgcbpQTmd824k1IxPH5FIc+ek4M61Ywi3m31dXk5mO1W7+jlhs5pdTi80cGDc93/wd6v3MtI1tAN7aFeIfu1p4rbqF16qbafSZ/QZn5KVz7oxczp2Rw5IpWadcH89kNu4CL6XUKuA+wAo8rLX+4fHOH9eBVywG3U1mUOSrMdeNVbBzrTmAodVp9lcpvwROWwX2VPMfs7/eHJXcX2euY1HInQl5s81g6Vj9J2KG+U+9NwjzN0BXY3zdBF0N5rGelkPXOL3xIGwWZE83pxrJnAyZZUc9Mh6MBjnoP8h+3372+/Zz0H+Qhu4GGnsaaeppwhf2MVJSbCnMz51PRW4FFXkVzMuZd0LTwYyaYCe6oYrYwQ/QrfvRbTXo9lp0Rz3a34w2NLGowohYiEUUsfjaiLnMGoHsecRIJdbTYy7d3URqanCUlmI88BBf//su3jvQwbLyfH5wxVzyPK7B8zSOBSMG87/zHDecU8btF59g02HrbvOLi7/enEKp92/H3wBG+NjXpeVRVXgZn6+cx12fu5gPn5bbdygSi/BW/Vus3buW9QfW0x3pJtuVzSVTL+GamdcMPJPABKVjMWI+H9HWVmI9AZTDgbLbUQ67ubbbUTYbe5q7+dHft/L2nlZm5qVx64oZzC/2oBwOLKmpZjCklDlQa81GqHnbXNe+SyzgxwhbMFQGhnsWuLLB5jQXq8N8gtLmRBvaHHutowPD5zeXrgBGd4hY2EBHY+hojFhUo+OLEdLQ79+YLcXA4Y7iyNDY0zT2lCj2lDC2lCj2FAN1rNg6JctsTShaCMWnQ9Ei87N4hOblDEdjbNrfzmvVzbxW3UJlXSdaQ0aqnXOm5/DhGbksnZFDUUbKiNxfjLxxFXgppazATmA5UAO8A3xCa731WNeMq8Ar0G52NN32FDRVxYOmI55Scnlhxkoz2Jp20bA675607hZo2naoybJpOzRvg0A7EeCg3cYBm539qW4OpHrY73Sx3wKNET+63ydZliuLwrRC8lLzyEvNIz81v2/b4/AcVrPVf7u3Fqz/olDmY2MDcFqclHnLsFnG0Te6QAd0HoTmHcQOvk9wyyYC2/cSqO0h0OogGjixGhLldGJJSzu0pKYeWmdksK5iJXdt6iDVYeW7H53DRxdMgLGi4q7+xRuEjBhP3HxOYhKMxSDYYX4RURazRldZ+hbD6uKi/36NdJeNp/516THfx2A0yGu1r/HMnmd4+eDLxHSMpcVL+cSsT3BO8TlYlDTl9NJas7ayge8/vZW6ziBXLirm1lWzjv/FIGZAy06oecdcat81vzhGAmazuz5GbZgj3ayZcrrNxeY8VGPVrwYrZk0nEnQT6rIRbjMIN/oJ1TUTPlBDrN9DCAAohTU7C1t2Jrb0FKxpdqypCpsjhtUewqY6cUR34bC3mwGaLQUKF0DxIvOLa9Y0swUiPf+EWxB6mw837G7hH9UtvLGnlZ6wgc2iWFSaybkzcjj3tFzmFXuxjtawC5Gg+fnWvh869plf2I1wvxrk2KGaZKvDnKvUkR7/2aSbr50ec3aH9AKzsmCCfF4lwngLvM4GvqO1Xhl/fRuA1vquY10z0oHXjk3r6fL7iDnc6AFGFreE/Tjr38ZV+waOpvchFsVIzSWSPQsjJYdYai5GSjaxlByM1GxiDjfHjDBGQUxH8YU76Qi30RlqpyPcQWeojc5wB8099bQGm4n1C67SsVAUiVASCVFkaPLTS8nKP4uMyStxuQeYz24UWYLtqMjQOskPhYpFUJEAKtKNJWquVTSACvpQzbWolnp0WzO6s4NYdwQjZCHYaSPUYQdt/kytOW6sp01Hlc9He/PA7oR47QB2O9hsdFkctCsHbdhpjtlojFppCmq6ggMPJVDbEWBnYxcr5+Tzvcvnkuc+tWu5jnTPuh38/JXdbPn2ilF5MvOpLXV88Y/v8fNPLWL1vAGGsRhAY3cjj1c/zuM7H6cl0MIk9ySumXkNl0+/fHzWvI6RnnCU/3lxFw+9tgeAi+cVct3ZZSwqzTixLwpagxGBSI8ZiMWihwKtBDT7xrq7iTQ2EqmvJ9rQQKS+gUhDPUZzC9GOdoy2doy2tqOnn7JasOdm4My240jpwWFtwJkewOGJYHNqM/DImmoGYVnTzFaE3u148KG15kBbDxt2t/L6rhbe3NNKS5dZQzs5O5Xz4s2HZ0/Lxn2yfTe1NoPXkN/sphL0oYOd9ARa8PW0EA11xd/b7kPvcbjL7P7gqzVbavpRFhtubLjjX5rNLzNWc21EzT6Xx+kugsUeb7rNM5txvZMga4r5XmVOQbuLMbqDx53HdbTYi4pGvA/heAu8Pg6s0lr/v/jrzwBnaq3/9VjXjHTg9cRH5nHa7gT0cxATimGx0ON0Up+ezXuZM9iaNYUdmaV0nkQNZrrTRk66A7fLPuCXQrvVwvUfKuPS+YUTpparv9eqm/nMr97mt59bwnn9mv1Ggtaa1fe9RsSI8fxXP3zCAzdGjAgvHHiBR7c/yrtN72JVVqZmTKU8q9xcssuZlTWLNHvaCJXg1LC/tZvfbNjH4xtr8IeizCnycP3ZZXy0omhcTuB+LLFQCKOjwxwWZN8+Qnv3Et6zl/DevYT37z9snDarJxVnbgqOjBjOFD9OezMOTwiby+zXFrK5qbeVsCOcy+5wBg06k6Arn8JJU5k+bToLZ8+kJNtzKOiMBg8tkYA5xlyo0wymgr54UOVH+1uINtQRaW6mp6Wdg51dNHVH6Q4rglZF0KIIWM0laoWoBbpdis406EiDzjRz25cCepC/B4uy4HF48Dq95uLwkunKJNuVTbbDQ5YtleyohayOMN7OHtLa29AtTRhtTRhtbeY0Xf5uDH8AIxTDCFkwwhZikfFTezzj9X9gy84e0XuMt8DrKmDlEYHXEq31F4847ybgJoDS0tLT9+/fP2J5evpn3yBwsBqLEcKqI1iMEJZYGGssjIoZBFLy6E4tIew4NcatUUrhtKThsqbhsqRht7hO+JtoSrCRjM4qMjsqSQ00oJUVn2cGLZkL6fCWoxPQwd0W8eHp2oe7aw/pXftICTbR22Ej5MiiO62E7tQSotbE/YPTFguGxUnM4sSwOuJrJ4bVRcSbS9TtxfB4ibq9aNfJ96/wptjJcTvJTnOQ63aeUv+IRkJ3KMr87z7HFz48lX9fOWtE77V+WyM3rtnIPVct4OOnD6/GdkfbDtbtW8e2tm1sa91Ga7AVAIVismcyZxaeybLJy1icv3h8NZOPou5QlL++V8tv39jHzsYuvCl2PraohHNn5LBocuaIj5c0krRhEKmvJ7x7N6Hdewjt2U149x5Cu3cT8x3q7xqy2enypKA9FtIzwuR7/XisPiwYYNHx1nBtTotldUAkZA40GgMdU2brnqGIBqxEAhaiAWvfdqTHSix09OdH2AqBVAtWrbBqsJq3wmJolKFRA/x/10phuFOJeVIx0lMwPGnE3KkY7hSMNBfhSJBQqIdIKEAkFMAIBTHCISzdAVJ8YTzdMbw9kHKM7pVaQTjVgZHuMu+T7iTmsqJdoB1RlC2EUiFiaLSOoeNdU4h3UzG0xiCGoWMY6PhrTRQwFBhKYaAwFESVwsDsp2ieBWZKoAdqceqrwbPwua//HxmFwxuqZjDjLfAad02NYhCNVbDlUXMcH3+92a4/+zKYc7nZETUlc/A0tDY7Rx98C/a9Bvv+Yfb9AHC4ofRMKDnjUMfWtJH9NiJG3+U/fR2bRfH4P39oRO9z9S/eoLYjwMv/fj72BD9u39zT3BeEVbZW8lb9WwSiAbxOLxdMuoDlk5dzVuFZE2aYihOhteatvW389o19PFfVSDSmUQpm5rtZXJbJGWVZLC7LovgU7TDeFYryyo5mXtjWyIvbGrF0tFHW1cQZFh9zI60U+xpJqz+Ibmsd9r1inlS6vA4a0wwOuLppTYcOjwVP8RQmTV3ArNPOZv70pXicngGv11oT8/uJtrRitLYQbW0zn2RtNZ9kNTo7D00i39FBrKPzUBOgzXboIYv4Yk1Pw5qdjc70EvamEvA46Eqz0p4So9UZpskWoM7qp1Z10BRsoS3Ydlhf4eFQKOwWOw6rwxz42nr4ANg2i83sU6w1FjRKx7DEYigdM5uv+xajb/uBK/+GN31oXRBOOt/jLPCyYXauvwioxexc/0mtddWxrpHAa5yIGebo4u//CbY+afYdALOPQ2/AVHy6+fRkxwFzoMX+S6DNPN+RDqVnw5RzoWwpFCwYsaeHxPhx19pt/Pofe3n/2ytJcYxMDeDWOh8X3/8at188i5vOG/nJxAPRABtqN/D8ged55eArdEW6SLOncVbhWUzPmM5U71SmZUxjsmcyLtvE6rd3PD3hKJsPdrBxXzvv7Gvj3f3tdMeHlchMtTM9L53pee74Op0ZeekUek+wZn6ExWKanU1+3t7bxvptTbyxu5WwESMj1c6Fs/JYMTufpTNyj+qzaHR0EN6/n1goBNEo2jDQ0SgYBjpqABpls4HVirLZ6DIC7O8+yK6e/bwTrmZDeDsBSxSbsjEvdx5nFp7J4vzFzM+dT4pt5IJWHY2CxZKQOUGNmEHICPWNldh/3MRoLHrUg1cWzOGIjgys7Bb7KTvMy7gKvACUUhcDP8EcTuLXWus7j3e+BF7jULg7/pTSJvNJpZqN5lAWR7I6IX+2ORVMwXzzCaHCCgm0ktArO5u5/tdv88gNZ3DBrLwRucetf36fv22u5c3bLhrxkamPFDbCvFn/Ji/sf4FNjZuo6arpG7tOoShxlzDNO40FeQs4o+AMZmfPHt9j0iVQ1IixvcHPxn1t7Gj0s6upi+qmLjp6Dj1s4rJbKPKmUJjhMqet8boozEih0Gu+LvC48KTYRiw4C0YM3q/p5J19bWzc18am/e34gmbf38nZqSwvz2f57HxOn5x5UgOXaq1pDbZS3V5NVWsVW1u3srV1K7VdtYD5O1KeXc6ZBWeypHAJi/IWkWpPTWgZxegZd4HXiZLA6xThqzMDsebtkFEGBfPM2jAJsgQQihosuuN5LltYzA+umJfw9Dt6wpx113ouryjmhx+bn/D0T1TICLHft589HXvY07mH3R27qe6oZm/nXgBSbakszF/IGflncEbBGZRnlydNIAbxQKQ73BeE7Wvppr4zQF1HkPrOAE3+0FETLrvsFvI9LvI9Lgo8LvI9TvLcLvI8TnLTneba7cLjOn6AFowYbKv3UVnnY2tdJ5W1PnY0+AkbZqA8Iy+dxWVZLJ6cyeKyTEqzUgcN+EJGiJZAC809zTQHmqnrqqPGX0NtVy21XbXUddUdNs3ZJPckZmfPNqcjy55DeXY5bof75N9QMa4cK/CS/4YisTxF5lJ+6VjnRIxDTpuVD8/MZf22RmKXzT3hpw0H89jGgwQjMa47uyyh6Z4sp9XJaZmncVrmaYftbw20sqlxE283vM3Gho38pPYngDkd1rSMaczKmsXMrJnMzJzJzKyZE/afsVKKnHQnOelOzpp6dJ/OiBGj0RekvjNIQ2eQRp+5bvCZ2+8dbKfRFyIcPXqIA4fNQprDSqrDhstuIdVhI8VuTgzd0Blgd3N33wTNGal25hZ5+ezSMs6YnMXpkzPJTDu8tjRshGnobqCuu476rnrquuuo66qjsaeRlp4WmgPNAw4unW5Ppzi9mCneKSwtXtq3PTt7tgxRkqSkxksIMar+8m4N//bYFp64+RwWTMpIWLpGTHP+PS9R6EnhsS+cWpNftwRa2NS4iaqWKra3bWdH+w7agm19x/NT88lwZpDuSCfdnn5obU/HYXWYU3VhOWzaLuCwfjW9/WyiOkqmM5PC9EKK0oooTC+kMK1wRPsODUUgGqAr3HVUn6BwLEzYCBOIBuiJ9tATMZfuSDc90R6C0SDd4RD+UJCucIjucIieSIhgNEIsZo6zG9MKI75txMBhU6S5NKlOcNrBYjEIG2GiOooRMzC0QTQWJRqL9m13hjoP6yyuUOSl5lGQVkBuSi45KTnkpOSQm2pu56bkUpRehMfhGVf91sTokRovIcS4cMHMPCwKXtjWmNDA6+UdTRxsC3DrqpF9RHwk5KTksLJsJSvLVgJmE1xLoKUvCNvTsQd/2E9XpIvGnkZ2d+ymO9KNP+IneuS8rQNwWBx9HZYtykJnqLNvLtRevTNUFKUXHbYuTi+mIK0At8M9pFH8tdb0RHvwhXy0hdroCHbQFmyjPdhOR6iD9lA7HcEOOsOddIQ66Ax20hnuJGSEBk37SHaLHZfV1Ve23qfeHE47qSk2NNp8uk/HiBFDa42hDazK2teJ22FxYLc48Tq92JT5hJzVYsWmzLVVWbFZbGS7svuC1aL0IvLT8pOqWVgkjgReQohRlZnmYHFZFs9vbeSWFTMTlu5vNuyjwONixZwhTsI9jimlyE3NJTc1l3NLzj3uuVrrvqm6tNbEiPVtO6wOrMp6VI1LNBaluae5r7msvru+b13dXs2rNa8eFQgpFGn2NNLsabgdbtLsaaQ70onFYvjDfnxhH76wD3/Yf1RQ18umbHid5mCcXqeXSemTzPlYHeZAnW6H+4iA6NATbim2FNLsaaTaUkm1p5JqS8VulcBHnHok8BJCjLoVs/P5/jPbONjWw6Ss4T+1tbu5i9eqW7hl+WkJH7drvFNK9c2LOlQ2i81sYkwv5PT80486rrWmLdhGfXc9tV21NHQ30BXpoivcddi6M9iJRVnwurxM8kzC4/D0LW6Hm0xXJlmuLDJdmWQ4M6TZTQgk8BJCjIGLys3Aa/22Rm44Z8qw0/vdG/txWC1cu6Q0AbkTSimyU7LJTslmbs7csc6OEBNKcn01FEKMC1Ny0piel87z2xqHnVZXKMrjm2r4yPxCct1HT3AvhBDjiQReQogxsaw8n7f2tNEZiAx+8nH85d0aukJRrjt7coJyJoQQI0cCLyHEmFg+O49oTPPKzuaTTkNrzZoN+1hQ4mVh6RDmCxVCiDEmgZcQYkxUTMokJ93BC1tPvrlxw+5Wdjd3j5sBU4UQYjASeAkhxoTVorhwVh4v7WgiYhw98vhQ/GbDPrLTHHxkfmGCcyeEECNDAi8hxJhZVp6PPxjl7b1tg598hJ2NftZva+TaJZNw2a0jkDshhEg8CbyEEGNm6YwcnDYLz59gc6PWmm/9rRJPip0bl04dodwJIUTiSeAlhBgzqQ4bS6fn8MK2Rk5k3ti/ba7l7b1tfH3lLLKOmMxYCCHGMwm8hBBjatnsfGraA+xo9A/p/M5AhDuf2caCSRlce8akEc6dEEIklgReQogxdVF5HsCQn26897kdtHWH+f5lc7FYZPoZIcSpRQIvIcSYynO7qJiUwfPbmgY9t7K2k9+9uZ9PnzWZeSXeUcidEEIk1rACL6XUVUqpKqVUTCm1+IhjtymldimldiilVvbbf7pS6oP4sfuVzJgqRNJbPjufLQc7aPQFj3lOLGZ2qM9Kc3DLipmjmDshhEic4dZ4VQJXAq/236mUmg1cC8wBVgE/U0r1Pu/9c+AmYEZ8WTXMPAghTnHLyvMB+PXre485ptefNh5k88EObltdjjfFPprZE0KIhBlW4KW13qa13jHAocuAR7XWIa31XmAXsEQpVQh4tNZvaPMRpt8Clw8nD0KIU99p+emcd1ouv3xlD+f/+GV+9+Z+ghGj73hbd5gfPbudJWVZXLmoeAxzKoQQwzNSfbyKgYP9XtfE9xXHt4/cL4RIYkop1nz2DB654QzyPE7+42+VnHf3Szz82h56wlHufnY7/mCU710+F+mdIIQ4ldkGO0Ep9QJQMMChb2qtnzjWZQPs08fZf6x734TZLElpaekgORVCnMqUUlwwK4/zZ+byxu5WHnhxF99/Zhs/fWkX7T0RPn/uFGYWuMc6m0IIMSyDBl5a62UnkW4N0H+AnRKgLr6/ZID9x7r3g8CDAIsXLx766IpCiFOWUooPTc/hQ9Nz2Livjf95aRcNnUG+vOy0sc6aEEIM26CB10l6EviDUupeoAizE/3bWmtDKeVXSp0FvAVcBzwwQnkQQpziFpdl8ZvPLhnrbAghRMIMdziJK5RSNcDZwDNKqXUAWusq4DFgK/AscLPWuren7D8DD2N2uN8NrB1OHoQQQgghThXqROZHG0uLFy/WGzduHOtsCCGEEEIMSim1SWu9+Mj9MnK9EEIIIcQokcBLCCGEEGKUSOAlhBBCCDFKTpk+XkqpZmD/CN8mB2gZ4XuMZ1L+5C4/yHsg5ZfyJ3P5Qd6DRJZ/stY698idp0zgNRqUUhsH6giXLKT8yV1+kPdAyi/lT+byg7wHo1F+aWoUQgghhBglEngJIYQQQowSCbwO9+BYZ2CMSflFsr8HUv7kluzlB3kPRrz80sdLCCGEEGKUSI2XEEIIIcQokcBLCCGEEGKUSOAVp5RapZTaoZTapZS6dazzM9KUUr9WSjUppSr77ctSSj2vlKqOrzPHMo8jSSk1SSn1klJqm1KqSin15fj+pHgPlFIupdTbSqkt8fJ/N74/KcrfSyllVUq9p5R6Ov462cq/Tyn1gVJqs1JqY3xf0rwHSqkMpdTjSqnt8c+Cs5Ol/EqpmfGfe+/iU0p9JVnKD6CU+mr8869SKfXH+OfiiJdfAi/MD1/gp8BqYDbwCaXU7LHN1Yj7DbDqiH23Auu11jOA9fHXE1UUuEVrXQ6cBdwc/5kny3sQAi7UWi8AKoBVSqmzSJ7y9/oysK3f62QrP8AFWuuKfmMXJdN7cB/wrNZ6FrAA83chKcqvtd4R/7lXAKcDPcBfSZLyK6WKgS8Bi7XWcwErcC2jUH4JvExLgF1a6z1a6zDwKHDZGOdpRGmtXwXajth9GbAmvr0GuHxUMzWKtNb1Wut349t+zA/cYpLkPdCmrvhLe3zRJEn5AZRSJcBHgIf77U6a8h9HUrwHSikPcB7wKwCtdVhr3UGSlP8IFwG7tdb7Sa7y24AUpZQNSAXqGIXyS+BlKgYO9ntdE9+XbPK11vVgBiZA3hjnZ1QopcqAhcBbJNF7EG9m2ww0Ac9rrZOq/MBPgK8DsX77kqn8YAbbzymlNimlborvS5b3YCrQDDwSb25+WCmVRvKUv79rgT/Gt5Oi/FrrWuAe4ABQD3RqrZ9jFMovgZdJDbBPxtlIAkqpdODPwFe01r6xzs9o0lob8WaGEmCJUmruWOdptCilLgGatNabxjovY+wcrfUizG4WNyulzhvrDI0iG7AI+LnWeiHQzQRtVjsepZQD+Cjwf2Odl9EU77t1GTAFKALSlFKfHo17S+BlqgEm9XtdglnlmGwalVKFAPF10xjnZ0QppeyYQdfvtdZ/ie9OqvcAIN688jJmn79kKf85wEeVUvswuxZcqJT6X5Kn/ABorevi6ybM/j1LSJ73oAaoidf0AjyOGYglS/l7rQbe1Vo3xl8nS/mXAXu11s1a6wjwF+BDjEL5JfAyvQPMUEpNiUf/1wJPjnGexsKTwPXx7euBJ8YwLyNKKaUw+3Zs01rf2+9QUrwHSqlcpVRGfDsF80NoO0lSfq31bVrrEq11Gebf+4ta60+TJOUHUEqlKaXcvdvACqCSJHkPtNYNwEGl1Mz4rouArSRJ+fv5BIeaGSF5yn8AOEsplRr/f3ARZl/fES+/jFwfp5S6GLPPhxX4tdb6zjHO0ohSSv0ROB/IARqBbwN/Ax4DSjF/Ka/SWh/ZAX9CUEotBV4DPuBQH5/bMft5Tfj3QCk1H7PjqBXzC9hjWus7lFLZJEH5+1NKnQ98TWt9STKVXyk1FbOWC8xmtz9ore9MsvegAvPhCgewB/gs8b8HkqP8qZj9m6dqrTvj+5Lp5/9d4BrMp9zfA/4fkM4Il18CLyGEEEKIUSJNjUKICS8+UGhAKdWllGpUSj2ilEpXSt2tlDoYHzxyv1Lqm2OdVyHExCaBlxAiWVyqtU7H7EB9BvAtzH5+s7TWHsyOtZ9USl05hnkUQkxwtrHOgBBCjCatda1Sai0wV2u944jDMWD6GGRLCJEkpMZLCJFUlFKTgIsxO9OilLpVKdWFObxAGvCHMcyeEGKCk871QogJLz5eVw7m00udwDOYc3UG4scV5pyVlwP3xKeREkKIhJMaLyFEsrhca52htZ6stf6X3qAL+uaufA8IAN8duywKISY6CbyEEOIQGzBtrDMhhJi4JPASQiQlpZRFKfVPSqlMZVoC3AysH+u8CSEmLgm8hBDJ7ApgN+AH/hd4IL4IIcSIkM71QgghhBCjRGq8hBBCCCFGiQReQgghhBCjRAIvIYQQQohRIoGXEEIIIcQoOWXmaszJydFlZWVjnQ0hhBBCiEFt2rSpRWude+T+hAVeSikrsBGo1VpfopTKAv4ElAH7gKu11u3xc28DbgQM4Eta63WDpV9WVsbGjRsTlV0hhBBCiBGjlNo/0P5ENjV+GdjW7/WtwHqt9QzMAQlvjWdkNnAtWr5zuAAAIABJREFUMAdYBfwsHrQJIYQQQkxoCQm8lFIlwEeAh/vtvgxYE99egzn5bO/+R7XWIa31XmAXsCQR+RBCCCGEGM8SVeP1E+DrQKzfvnytdT1AfJ0X318MHOx3Xk18nxBCCCHEhDbsPl5KqUuAJq31JqXU+UO5ZIB9Aw6fr5S6CbgJoLS09KTzKIQQQohTSyQSoaamhmAwONZZOS6Xy0VJSQl2u31I5yeic/05wEeVUhcDLsCjlPpfoFEpVai1rldKFQJN8fNrgEn9ri8B6gZKWGv9IPAgwOLFi2VuIyFGUKCyCueM6ViczrHOihBCUFNTg9vtpqysDKUGqrMZe1prWltbqampYcqUKUO6ZthNjVrr27TWJVrrMsxO8y9qrT8NPAlcHz/teuCJ+PaTwLVKKadSagowA3h7uPkQQpy8aFsb+665hpZf/GKssyKEEAAEg0Gys7PHbdAFoJQiOzv7hGrlRnIA1R8Cy5VS1cDy+Gu01lXAY8BW4FngZq21MYL5EEIMIlhZCYaB/+9r0Voql4UQ48N4Drp6nWgeEzqAqtb6ZeDl+HYrcNExzrsTuDOR9xZCnLxAZSUA4f37Ce3YgWvWrDHOkRBCTEwyZZAQgmDVVmx5eWC14lv77FhnRwghxgWr1UpFRQVz587l0ksvpaOjY9hpSuAlhCBYWUnqmWeSduYS/M8+K82NQggBpKSksHnzZiorK8nKyuKnP/3psNOUwEuIJBdtbiba2IhrzmzcK1eZzY3bt491toQQYlw5++yzqa2tHXY6p8wk2UKIkRGoqgIgZe5cHFOn0nDHHfieXYervHyMcyaEEKbvPlXF1jpfQtOcXeTh25fOGdK5hmGwfv16brzxxmHfV2q8hEhywaoqUApXeTm2rCzSzlyC71l5ulEIIQKBABUVFWRnZ9PW1sby5cuHnabUeAmR5IKVVTimTsWSlgaAe9UqGv7z24S2b5daLyHEuDDUmqlE6+3j1dnZySWXXMJPf/pTvvSlLw0rTanxEiLJBauqcM2Z3ffavXy5PN0ohBD9eL1e7r//fu655x4ikciw0pLAS4gkFmlqItrURMqcQ98mbZmZpJ15Jr518nSjEEL0WrhwIQsWLODRRx8dVjoSeAmRxILxjvWuuXMP2+9etZLI/gOEtm0bi2wJIcS40NXVddjrp556is985jPDSlMCLyGSWLAy3rH+iJHq+5obn103RjkTQoiJSQIvIZJYsKoKx7RDHet79TU3ymCqQgiRUBJ4CZHEglVVh/Xv6s+9ehWRA9LcKIQQiSSBlxBJKtLYRLS5GdecuQMedy9bJk83CiFEgkngJUSSOtSxfuAaL1tmJmlnnYVv3TppbhRCiASRwEuIJBWsrASL5aiO9f25V60kcuAAwa1bRzFnQggxcUngJUSSClZV4Zw2FUtq6jHP6W1u9MvTjUKIJGS1WqmoqGDBggUsWrSIDRs2DDtNCbyESEJaawJVVYf179qwuwV/8PARmW2ZmaSdfTa+Z55BG8ZoZ1MIIcZU75RBW7Zs4a677uK2224bdpoSeAmRhKJNTRgtLbjiTzTubu7ikw+9xSOv7zvq3IyrriJSV4d//fpRzqUQQowfPp+PzMzMYacjk2QLkYSClZUAfYHX01vqAdh8sOOoc93LLsJeUkLbb9bgWbFi9DIphBC91t4KDR8kNs2CebD6h8c9JRAIUFFRQTAYpL6+nhdffHHYt5UaLyGSULCqyuxYXz4LrTVPbqkF4P2ajqOeYFRWK1nXfYbAu+8S2LJlLLIrhBBjorepcfv27Tz77LNcd911w37KW2q8hEhCgcpKnNOmYUlJYVu9j93N3cwqcLO9wU9dZ5DijJTDzvde+TGa73+AtjVrKL733jHKtRAiaQ1SMzUazj77bFpaWmhubiYvL++k05EaLyGSjNaaYNXWvomxn9pSh9Wi+PqqmQC8P0BzozU9jYyrr8a37jkidXWjml8hhBgPtm/fjmEYZGdnDysdCbyESDLRhgaM1lZcc+agtebp9+v50LRszpmeg92q2FLTOeB1WZ/+FABt//v70cyuEEKMmd4+XhUVFVxzzTWsWbMGq9U6rDSH3dSolHIBrwLOeHqPa62/rZTKAv4ElAH7gKu11u3xa24DbgQM4EtaaxkkSIhR0jtifcrcObxf08mBth7+9cLpOG1WZhV4eL/m6BovAHtREZ6VK+h47DFy/uVfsKanDXieEEJMFMYIDKOTiBqvEHCh1noBUAGsUkqdBdwKrNdazwDWx1+jlJoNXAvMAVYBP1NKDS98FEIMWaCyEqxWnLNm8dSWOuxWxcrZBQDML/HyQU0nsdjAnUezbriBWFcXnX/582hmWQghJoxhB17a1BV/aY8vGrgMWBPfvwa4PL59GfCo1jqktd4L7AKWDDcfQoihCVZtxTl9OjicPP1+PR8+LRdvqh0wAy9/KMre1u4Br02ZP5+URYtoW/NbGVBVCCFOQkL6eCmlrEqpzUAT8LzW+i0gX2tdDxBf9z4CUAwc7Hd5TXyfEGKEaa0JVlbimjOHjfvbafAFuXRBUd/x+SUZAMdsbgTIuuF6IrW1+F+QAVWFEOJEJSTw0lobWusKoARYopSae5zT1UBJDHiiUjcppTYqpTY2NzcnIqtCJLVofT1GezuuuXN4aksdLruFZeX5fcdn5KXjslvYcnDgDvYA7oviA6quWXPMc4QQQgwsoU81aq07gJcx+241KqUKAeLrpvhpNcCkfpeVAAM+n661flBrvVhrvTg3NzeRWRUiKQXiI9Y7ymeztrKei2blk+Y89IyNzWphbpH3uDVe5oCq18mAqkIIcRKGHXgppXKVUhnx7RRgGbAdeBK4Pn7a9cAT8e0ngWuVUk6l1BRgBvD2cPMhhBhccNs2sFjYbM+lpSvMpQsKjzpnfkkGVXU+IkbsmOl4r7wSi9sttV5CCHGCElHjVQi8pJR6H3gHs4/X08APgeVKqWpgefw1Wusq4DFgK/AscLPWWnrpCjEKQtXVOMrKeGp7K2kOK+fPPHr05QWTvISiMaobuwZIwWRNTyPjqqtkQFUhxITW0NDAtddey7Rp05g9ezYXX3wxO3fuHFaaiXiq8X2t9UKt9Xyt9Vyt9R3x/a1a64u01jPi67Z+19yptZ6mtZ6ptV473DwIIYYmVF2Nfdo01lbWs2JOAS770SO5DKWDPUDmJz8JhkHnM8+MSF6FEGIsaa254oorOP/889m9ezdbt27lBz/4AY2NjcNKV0auFyJJxIJBIgcO0pBVhC8YHbCZEaAsOxWPy3bMEex7OUqKcc2bh/+550ciu0IIMaZeeukl7HY7X/jCF/r2VVRUcO655w4rXZkkW4gkEdq9G7TmTZ2JN8XO0ukDP7CilGJ+ScagNV4AnpUraLrnv4jU1mIvllFhhBAj40dv/4jtbdsTmuasrFl8Y8k3jnm8srKS008/PaH3BKnxEiJphKqrAXjK52L13AIctmP/+c8v8bKjwU8wcvzul+4VKwDwSa2XEEIMidR4CZEkQtXVaJud3Y5MvtNv0NSBzC/JIBrTbK33sag085jnOUpLcZaX43/uObI/e0OCcyyEEKbj1UyNlDlz5vD4448nPF2p8RIiSYSqq+nILSLF5eDMKVnHPXfBJC8A7x8cQnPjiuUE3nuPyDA7nAohxHhy4YUXEgqFeOihh/r2vfPOO7zyyivDSlcCLyGSRKh6F/s9hcwp8mKzHv9Pv8DjItft5P1BOtgDuFeuBMD//AsJyacQQowHSin++te/8vzzzzNt2jTmzJnDd77zHYqKjt9iMBhpahQiCRh+P9H6ej7IWcScYs+g5yulWFDiZcsQOtg7p07FMX0a/nXryPr0pxKRXSGEGBeKiop47LHHEpqm1HgJkQRC1bsA2JWWz7xi75CumV+SwZ6WbvzByKDnelaspGfTJqItLcPKpxBCTHQSeAmRBHqfaNznLmDukAMvL1rDB7VDaW5cAbEY/hfWDyufQggx0UngJUQSCFVXE3G68HuzmJqTNqRrDo1gP3jg5TztNByTJ+N/bt2w8imEEBOdBF5CJIFQdTUNmUWUF2UM2rG+V1aag5LMlCENpKqUwr1yJd1vvU20vX242RVCiAlLAi8hkkBo1y52puQOuZmx14KSDLYcHLzGC+KDqRoGXS++eDJZFEKIpCCBlxATXLS1FaO1lV1p+ScceM0v8VLbEaC1KzToua45s7EXF+N77rmTzaoQQkx4EngJMcH1PtG431PA3KITDbyG3s9LKYV7xQq6N7yB4fOdeEaFEGKcsVqtVFRUMHfuXK666ip6enqGnaYEXkJMcL1PNNZlFjEjP/3YJ7buhujhNVvzSrwoxZDG8wJz0mwiEbpefvlksyuEEONGSkoKmzdvprKyEofDwS9+8YthpymBlxATXKi6mh5XGgVlRdgH6livNbz2X/DAIvj5ObD/jb5D6U4b03LTh1TjBeCaPx9bfj6+ddLcKISYWM4991x27do17HRk5HohJrhQdbU5fle82fAw0TA89WXY8gc4bTU0VcEjq+CMz8Oyb4PTzYKSDF7e0YTWGqXUce+lLBbcK1bQ8ac/YXR1Y00f2tAVQghxPA0/+AGhbdsTmqazfBYFt98+pHOj0Shr165l1apVw76v1HgJMYFprQns3Mnu9AE61ne3wu8uN4Ou82+DT/wR/vkNOOtf4J2H4adnwc7nqCjNoLU7TE17YEj39KxYjg6H6X51eBPJCiHEWAsEAlRUVLB48WJKS0u58cYbh52m1HgJMYFFGxqgu5v9ngJW9+9Y37wT/nA1+OrgY7+CeR839zvTYdVdMOcKePKL8IeruHT6FdzLSt472MGkrNRB75myaBHWnBx8z67Dc/HFI1QyIUQyGWrNVKL19vFKJKnxEmIC6+1YX5NRyGkF8Y71e16GXy2DkB9uePpQ0NXfpCXwT6/Ch7+Bd89T/Nl5B1v2Nw/pnspqxbNiOV2vvkqsuztBJRFCiIlBAi8hJrDewMs+bTpOmxV2rIXfXQnuIvj8i2aAdSw2J1xwO+rjjzBV1ZFR/Zch39e9ahU6GMQvTzcKIcRhJPASYgIL7qymLcXL9GlFEO6BZ74GeeVw4zrInDy0RMovpSH1ND7q+yOh8OADqQKknn46ttxcfGvXDiP3Qggxtrq6uhKepgReQkxgXTt2stedz5xiL2y4H3w1sPpucJ3AQKpKUbvgy0xWjTS+9tuhXWK14l61iu5XX8MYgQ8uIYQ4VQ078FJKTVJKvaSU2qaUqlJKfTm+P0sp9bxSqjq+zux3zW1KqV1KqR1KqZXDzYMQ4mjaMIju2cM+dwGLvN3wj5+YnebLzjnhtIrOvJKq2GQyNt4HRnRI13hWr0KHwzJ3oxBC9JOIGq8ocIvWuhw4C7hZKTUbuBVYr7WeAayPvyZ+7FpgDrAK+JlSypqAfAgh+onU1GAJh6jxFjCr8h5Aw/I7TiqtwoxU1jiuxRM4CB/835CuSamowFZQgG/tsyd1TyGE0FqPdRYGdaJ5HHbgpbWu11q/G9/2A9uAYuAyYE38tDXA5fHty4BHtdYhrfVeYBdwnB6+QoiT0duxvqwErFV/hnO+DBmlJ52er3QF1aoMXr17SLVeymLBs2oVXf/4h8zdKIQ4YS6Xi9bW1nEdfGmtaW1txeVyDfmahI7jpZQqAxYCbwH5Wuv6eMbqlVJ58dOKgTf7XVYT3yeESKDgTjPw+pT7GUgrNgOvYVg4OZN7tl/BL9v+GyofhwXXDnqNZ/Uq2n7zG/zrXyTjissHPV8IIXqVlJRQU1NDc/PQhrIZKy6Xi5KSkiGfn7DASymVDvwZ+IrW2necqUUGOjBgOKuUugm4CaC09OS/qQuRjDq3bsefmkq5UQ3LHgbH8KbvWViayQ9jp+P3zsT96o9h7sfBevyPENf8+diLivCt/bsEXkKIE2K325kyZcpYZyPhEvJUo1LKjhl0/V5r3TvYT6NSqjB+vBBoiu+vASb1u7wEqBsoXa31g1rrxVrrxbm5uYnIqhBJo2f7drIzfHTlnT7wIKknaF6xF4vFyov5n4XWXVD550GvUUrhXr2K7g1vEG1vH3YehBDiVJeIpxoV8Ctgm9b63n6HngSuj29fDzzRb/+1SimnUmoKMAN4e7j5EEIcosNhbHUHcXsD2D7yIxhkcuuhSHFYmVXg5vHuCsibA6/+GGLGoNd5Vl8M0Shd69cPOw9CCHGqS0SN1znAZ4ALlVKb48vFwA+B5UqpamB5/DVa6yrgMWAr8Cxws9Z68E9vIcSQhba8hopptmfPxDX5jISlWzEpg801PmLnfR1aq6Fy8NHsXXNmYy8txfd3GUxVCCES8VTjP7TWSms9X2tdEV/+rrVu1VpfpLWeEV+39bvmTq31NK31TK21fBoLkWChv94NwMbZ1w9y5olZWJqJPxRld84FkDcbXvnRoLVeSik8q1bR/dZbRNvajnuuEEJMdDJyvRATze6XCG2vIqYgY+FZCU26YlIGAO8d9MGHe2u9Bu/r5bl4NRgG/ueeT2h+hBDiVCOBlxATScyAdd8k0O2mNj2POZOzE5r81Jw0PC4b7x3sgPLLIH8uvHwXGJHjXuecORNHWZnM3SiESHoSeAkxkbz7W2iqotPvZZ+7gNlFnoQmb7EoKkozee9AO1gscME3oW0PbP7Dca9TSuG5eDU977xDdJyPySOEECNJAi8hJopgJ7z4fXTJ2Vg6uujJLcTtsif8NhWTMtjZ6Kc7FIWZq6H4dHjlboiGjnudZ/VqiMXwPfdcwvMkhBCnCgm8hJgoXvsv6GkluvhrWGMGzpKhTQihtWZL8xbuf/d+9nTuGfT8haUZxDS8X9NpDlNx4bfAVwObfnPc65wzZuCYPg2/zN0ohEhiEngJMRG07YU3fw4Vn6Q75AXAPfn4sz3sbN/Jfe/ex+q/rObTf/80D33wEP/ywr/QFjz+k4cVJWYH+80HO8wdUy+AyUvh1Xsg3HPcaz2rV9OzaROhvXuHWDAhhJhYJPASYiJ44dtgscOF/0HDDjOoyZp2dODVGerkwfcf5IonruBjT36MRyofYbJnMt8753s8tOIhmnua+beX/43IcTrLZ6Y5mJKTZvbzArPW66L/gO4mePvB42Yz8+qrsaSl0fj9O8f1xLdCCDFSJPAS4lS373XY+gQs/Qp4CmnbewCA4tMOn+Nsd8durn36Wh547wHcDje3n3k7669azy+X/5LLp1/OWYVnccc5d7CpcRM/ePsHxw2MKiZl8N7BjkPnlJ4F05fD6z+BoO+Y19lyc8n90pfofv11/Oukr5cQIvlI4CXEqSwWg3W3g6cEzv5XAIIHa2h3plNWcmgoiVcOvsKn/v4pAtEAv1v9O367+rd8YtYnyE45fLiJj0z9CDfOvZHHdz7OH7f/8Zi3XViaQbM/RF1n8NDOC78JgXZ482fHzXLmJz+Bs7ycxrvuItbdfRKFFkKIU5cEXkKcyt5/FOo3w7LvgCMVAN1QT1t6Ft4UO1prfl35a7744hcpdZfy6CWPUpFXcdwkv7ToS5xfcj53v3M3b9a/OeA5CydlAhxqbgQoWgjll8KG/4GeY/cTUzYbBf/5H0QbG2n+2fGDNCGEmGgk8BLiVBXqghe+C8WLYd7H+3Y7WhvpycwjZIT45j++yX9v+m9WlK1gzeo1FKQVDJqsRVn44Xk/ZIp3Cre8fAsHfAeOOmdWoRunzcLmAx2HH7jgmxDugtfvO+49UhcuxPuxK2lb81tC1dVDK68QQkwAEngJcap66QfQ1QCr7jI7uAM6FsPb2UokL4PPPfs5ntrzFDdX3MyPz/sxKbaUISedZk/j/gvvx6IsfPHFL+IP+w87brdamFfsNUew7y+vHOZdBW/9EvyNx71H3i23YElLo+GO70lHeyFE0pDAS4hT0cG3zb5UZ3weJi3p293V0Iw9FmWbZyPVHdXce/69fGHBF1DxwOxETHJP4t7z7+WA7wBfffmr+MKHd5qvmJRBZW0n4Wjs8AvPvxWMMLzwHThOQGXLyiLvq1+l55138D399AnnTwghTkUSeAlxqokE4YmbwTsJln37sEM123YDcDDdx73n38vyycuHdaszCs7gu+d8l00Nm7jmqWvY3ra979jC0kxC0Rjb6o94ijF7Giz9Kmz5Azz3reMGXxlXfRzXvHk0/uhuDL//mOcJIcREIYGXEKeaV34ILTvho/eB033YoQPbqwDInlzB0uKlCbndR6d9lEdWPUI4FubTf/80T+x6AoAzp2ZhtSierWo4+qILvwVL/gne+B9zjLFjBF/KaqXgP/8To7WV5vsfSEh+hRBiPJPAS4hTSe278Pr9sPAzMO3Cow7vrF4LwA0XfS2ht63Iq+CxSx5jQe4CvvX6t/juG9/FnQLnzcjhb+/VEosdEVgpBat/BItvNDvav/i9YwZfKfPmknHtNbT//vcEt21LaL6FEGK8kcBLiFNFNAxP/Cuk58GK7x91eE/HHmKNO+hy2pg/dWHCb5+dks0vl/+Sz839HI/vfJzr117P+XPt1HcGeXNP69EXKAUX3wOn32DOI/nyXcdMO+8rX8GakUH9t7+DNoyE510IIcYL21hnQAgxRK/9FzRVwSf+BCkZRx2+d9O9nO1TdHoGHzLiZNksNr56+leZnzufb/3jWzzk/yLujGv4y3slfGh6ztEXWCzwkf+GWBRe+REoK5z/jaNOs3q95N9+O3Vf+xrtv/89WdddN2JlECNHa00gYtDRE6ErFB2wklMpKMtOw2GT7/0iOUngJcSpoKESXrsH5l0NM1cddfiNujd4peYVPtqWSqSgcMSzc1HpRUy/ZDpfeekrdBY+xNoDddwRmkOqc4CPFIsFLn3AHGX/5R+Y/3nP+/e+ITB6eT5yMZ1PPUnTT+4j/cKLcJQUj3g5xMnrCUe5b301m/a10xGI0NEToTMQJmIMPjRIcUYKX142gysXFmOzSgAmkos6VcbPWbx4sd64ceNYZ0OI0WdE4eELwVcHN78NqVmHH44ZXP301fhDfn74nUZazlvFip//aFSy1hPp4Qvr/p33Wl9lQcYFPPyRu3HZXAOfHDPgb/8M7/8J8ufCeV+D8svMwCwuUlfH7ksuJXXRIiY99OBJDYMBQGcNhPyQcxpYrCeXhjimN/e08vXH3+dAWw9LpmSRk+7Am+IgI9WON8VORoqddJcNywA/v0DY4Ldv7GNLTSfTctO4ZcVMVs8tOPmftRDjlFJqk9Z68ZH7pcZLiPFuw31QvwWuWnNU0AXwxO4n2Nm+k1vKvkGKcScppSWjlrVUeyq/Xn0/Z/38drbotVy39jruu+A+CtMHqHWzWOHyn8PUC8xm0/+7AXJmwrm3wNyPgdWGvaiIvK9+lcY778T39NN4L7106Jlp3gHbnjKX+s3mPqcHSs4wJ/GetMQc5d+ZnpCyJ6OecJS7n93Bbzb8f/buOsyqan3g+Hednu5mGhgaGSQVEQURDNSrYiei104wuL977a4rdiAWYudVCSmRbhgYmGGC6Y4zMyf3+v2xh5IQcApnfZ7nPPvEPnuvtSfOe1a8K5eEUF9mTx7KkJSwP3/jH1yQHscvW0p4bs52bv54LX3jgrhvbBojuoWrAEz521MtXorSke1aCTPGQY+z4eKZB7zc6G7krK/PIs4/jquck4h/4J9oDz9F74kT2rSYz/6yjbdWf09Y0pdYTVaeH/k8J0Yf8EVvL80LGd/A4uegLANCU+DkuyHpJKQ0kHfTPbjyC0n5+lNM4ZEgDOB1gscJHoc+0cDjAEctZM2DbT/oKTZAD656ng3+0bBrhX4NyzIAqR8n5gQ46zmIG9gm1+bvYt9WrmuGJzHlzDR8LX/tu7tXk3y1toCX5u2gsKaJoSmh3HNGGoOSDvyCoSjHm0O1eKnAS1E6qsYqeGOE3lJ04+KDDqifvm46b258k4/Gf0Tmhxvo+9aTRH/6GSEn9G3TomaV2Rn9wiJuHhPAkrpnKagv4B/d/0HP0J6kBqfSNbgr/paDtDRpGmT+CIuf1Vv1mjlrTez8JYLA+CbihtUc+L59CSMknawv0N3jLAiMPXCfphooXA35K2DDLGgo11vf+lzwF2v+99fk8vL0z9v2tHI9e2G/Y2rlOhynx8snK/J5dUE2FXYnI7qFc+fo7gxMDGnR8yhKW2rVwEsI8R5wNlAmpezT/FwoMBtIAnKBi6WU1c2vPQBcD3iB26WUv/zZOVTgpXQqUsKsSyBrPlw/B+LSD9hlV90uLvjuAkbFj+KZkc/w/l1PMOSnD+m+fBnG4AODtNZ27vTf8GqST286gUeWPcLCXQtxeB17Xo/2iyY1OJXeYb25vOflhNr2adWQEnJ/08dmaW7wuin/YgkV364g/s5x+PeOA5MNTFYwWpvvW8Dsq7dcHaQL9pAaKmD2FZC/DE59AEZOPWCg/1+1Nr+anzYVH3RWn8lo4LwBsfSIDmzRc7aGbSV13PbJOnaU2VusletwmlxePlqexxuLsqlscHFqWgR3je5O//i2/31WlL+qtQOvUwA78ME+gdczQJWU8ikhxP1AiJRyqhCiFzALGAzEAvOA7lLKwybvUYGX0qn8/oq+3M64Z2DIjQe8nFeXx/W/XE+jp5HPz/mcOP843rvkVtK3/Eb/jevaZZzMjKU5PPx9Br/ceQpp0QF4NS9F9iKyarL23LJrssmqycLX7MstJ9zCxLSJmAwH/yDXXC5yzjsf6XCQ8v13GPz8Wq6wHif8cBes/xh6XwDnvQbmI19E/HA+W7WLh77ZhEBgNh74c3B6NLxScv6AOO4e050uIb4tct6WJKXkw+V5PPbjVgJtZl64uD+ndI9os/M3OD18sCyPNxdnU9PoZnTPSB46qxfJ4S34O6AorazVuxqFEEnAD/sEXpnAqVLKYiFEDLBQSpnW3NqFlPLJ5v1+Af4jpVx2uOOrwEvpNHaP60obBxd/eECA9K8tAAAgAElEQVRrTHZNNpPmTMKreXnrjLfoEdoDgI9GX0yKu4bhi+a0R6mpsDsZ8sR8Jo1I5oFxPQ+5X3ZNNk+tfIrlxcvpGtyVBwY/wOCYwQfdt3HtWvIuu5yQq64k+sEHW7bAUsLv/4W5/4bYAXDJJxB47Kk4vJrkqZ+28vaSHEZ0C2f6ZekE+ZgP2K+20c1ri7KYsTQXJFw5LJFbRnUl1M/yFyrTcqobXEz5ciNzM0oZ2T2C5y/uT7i/tV3KYnd6mPl7Lm8sysbt1XhwfE+uGJKIwaAG4Csd36ECr9ZMoBIlpSwGaN5GNj8fB+zaZ7+C5ucURWmsgs+vhcA4OHf6AUFXZlUm1/58LQAzzpyxJ+iqd7gJrqvEGxnV5kXeLdzfyqndI/h2XRHePy4htI/U4FTeGvMWL416iSZPE9fPuZ57Ft5Dsb34gH1909MJuexSqj/8iIbly1u2wELASXfoAVd5Jrx9GhRvPKZD1Tvc3PDBat5eksPVwxKZcc2ggwZdAEG+Zh4Y15OF957KeQNimbE0h5HPLGD6rztodHn+So3+smXZlYx7eQkLM8uYdlZPZlwzqN2CLgB/q4lbRnVl3t0jGZIcxv99u4WrZ6ykuLap3cqkKH9Ve2SuO9hXlYP+lxZCTBZCrBZCrC4vL2/lYilKO5NSz3NlL4WL3j9gMP3mis1c98t1WIwW3j/zfVKDU/e8llfZSGRTNZbY9v0Oc356HCV1h1hCaB9CCE5POJ1vJnzDLSfcwuKCxZz7zbl8sf2LA/aNvPdeLElJFE2Ziqe6uuUL3WO8Po5OCPj0Mn2m5FHYVdXIha8vY9H2ch6d0JuHJ/Q5oqSgscE+PHNhf3658xSGpobx3JztjHt5CZkl9cdak2Pm1SQvzN3OZe8sx8di5OubT2LSiJQO07IUFWjj/WsH8fj5fViTV80ZLy7m63UFHC+TwxRlX60ZeJU2dzHSvC1rfr4AiN9nvy5A0cEOIKV8S0p5opTyxIiIthtfoCjtYtl02P4zjH38gMH068rWMWnOJAIsAbx/5vskBibu93pefikB7iYCk+JpT6N7RhFgNfHl2oIj2t9msnFT/5v47rzvSI9K5+FlDzNzy/5pMwy+vsQ9/xze6mqKH5rWOh+20X30bt26Ivj5gSN+2+rcKs57dSnFtU3MvHYwVw5LOupTd4sK4O2rTmTWDUNpdHk5/7Wl/Ly55KiPc6wq7U6umbGS/87fwfkD4vjhtpPpExfUZuc/UkIILh+SyE93jCAtKoC7Zm/g5o/XUml3tnfRFOWotGbg9R1wdfP9q4Fv93n+EiGEVQiRDHQDVrZiORSl49I0yF4As6+Euf8HPc+FwZP3viw15ufP58a5NxLuE877Z75Pl4ADE6SW78gFIKJbcluV/KBsZiPj+8bw8+aSo+o2i/GPYfrp0xmbNJbnVj/H6+tf3y/AsvXqRcQ9d2P/9VeqZ81qjaJDl4F6Mtf1H8PWH/5097zKBq58dyWBPma+vuUkTu52kLUqj8Kw1DB+uO1kukcFcNNHa3hh7na0w3TZtoQ1eVWc9d/fWJFTxdP/6MvzF/XH72DLPnUgiWF+zL5xGPeP68H8rWWc8eJivt9QpFq/lONGi/yFCSFmAacC4UKIAuDfwFPAZ0KI64F84CIAKeUWIcRnQAbgAW75sxmNitIhuRqhIlNf0kdqIL36Vmve+kVASCJYAw58b2OV/gG/egZUZYNPKAy7ZU9qgzpXHd9lfcfszNnk1uXSNbgrb415iwjfg7f81ubqLUx+bZi1/lAuSI9j9updzNlSynkDjrzr02ww8/SIp7EZbby24TWaPE3cNfCuPTM0Q6+6ioalv1P29DP4nngitu7dW77wp9wHO36B7++A+CHgf/DrLaXkwa83YTQIPrlhCDFBLTMjMirQxqeTh/Kvbzbz3/k7yCiq5cWJJxBgO/h4sWMlpeS9pbk8+b+txAb78NU/h3fIVq5DMRoEN41M5dS0CKZ+sZHbZq3j2/VFPHZeH6KDDrFklaJ0ECqBqqIcKSmhfJueWytrHuT9rmdT/zM+oRCSpAdhwYlQXwJbvtbfGz8UBl2vt3SZbWRWZfJp5qf8uPNHmjxN9AvvxyU9LuGMpDOwGg89yPnZGx/l7EWf0O23JZjC/1rLy1+laZJTnl2A2Wjgo0lDiAs+uqBEkxpPrHiC2ZmzmZg2kQeHPIhB6I3znooKdp53PqaQYJI+/xyDrRU+ZMu2wpsjoetouOTjg+b4+nz1Lu77YiOPndeHK4YmHuQgf83udA6PfJ9BYpgvb111IqkRLbPUUb3DzdQvN/K/TSWc0SuKZy/qf8iJAMcDryaZsTSH5+ZkYjYYeGB8Ty4ZFN9hxqcpnZfKXK8ox2rnItj0OWT/CnWF+nPhadD1dH0NQLOv/uEsjHqWeWGgweOkoCqT0uosSuryKW0so9RVQ6nXQb3RiME3DOEXidHqj0BgNBixu+xsrdqK1WhlXPI4LulxCb3Deh9REZ87/xbG7lhCn00bOsRad6tyq7huxir8bSY+vH4wXSMP0up3GFJKXlzzIjO2zODc1HN5ePjDe/J92Zf8xq4bbiD40kuI+fe/W6P48Pt0mPMQTHgNBly+30vl9U5Gv7CI7lH+zJ48rFU/4JfvrOTmj9ficHsZnhrG4ORQBiWF0icuCPMRDODfrabRxfKdVSzLrmBuRiml9U7uP7MHk0Ykd4jfl5aQV9nA/V9uYtnOSoamhPLUBf1IUnm/lHakAi9FOVqOOvjlQVj3IViDIGWkHmylng7BBx/EXmQv4r3N7/H1jq9xaa49zxuEgQifCKJ8owiyBKIJiaZpaGhoUr8ZhIFT4k7hvK7nEWw78kzddQ43s8dfTrq3moGL5v7lareUjKI6rnpvJR5NY8Y1gxiQcHTLv0gpeWPjG7y2/jXGJo3lqRFP7Qm+Sp96mqr336fL9FcIGD265QuvaTDzHH0Zo38u1Vsrm936yVrmbCnlf3eMoGtk6y+4XVDdyPRfs1iRU0VORQMAPmYjAxKCGZQUSpcQH6xmIxajAavZgLV5W9fkYdnOSn7PrmBLUR1S6u8blBzKbad1/Vuuhyil5LPVu3jsx624PBq3n96NyaekHFWQqigtRQVeinI0cn/TUzvUFui5nk59QF+u5hB21uzk3c3v8r+d/wMBE1IncFLcSUT5RhHlG0WYT9ghM7T/VRsLasi58CLik2JI//SDVjnHscqvbOTK91ZQVufkjSsHMvIYsp+/v/l9nl/zPOeknMNjJz+GQRjQXC7yLrkUd2EhyV9/hTn2IOsz/lXVefD6SRDTH67+HgwG5mWUMumD1dw9pju3n96t5c/5J8rqHazOrWZlThUrc6rYWlJ30GWJdrMYDQxICGZ4ajjDu4bRv0swFtPfPwgprXPw72+38POWEtKiAnjigr5q3UelzanAS+kcvG49D1ZDBQREg3/U0a3D53bAr4/Cslf1cVnnvwkJQw65+5bKLby76V3m5c3DarRyYfcLubr31UT7Rf/1uhyhb9cXEnnVBILHnkHPZ59os/MeqbJ6B1e/t4qssnqeu6g/E044+lxjb254k+nrpzMxbSIPDXkIIQTOnBxyL7wIU3g4CR9+gDky8s8PdLTWfQTf3gJjn6B+wGTOeHExATYTP9w2okMEMHanh+oGF06PhtPjxenRcHk0KpuqqXIVEBsicNNEk7uJBncDDe4GnF4noxNH0yusV3sXv9XNzSjl399uprjOwWWDE5hyZo/jejybcnw5VODVsecNK8rhFKyGNTP0weq7b42V7JeP1xoEEd31MVnh3SAiTc8Kv3uR5X0XXi7fprdylW+DQZNgzCNgOfgYkTWla3h749ssLVpKgDmASX0ncUWvK/Zf+LmN7CqqorurgZDk9s3hdSiRATZm3ziUSTNXc+fs9VQ1uLhmeNJRjS2a3G8yDe4GZmyZga/Zl7vS78KanEz822+RP+kG8q+5lsSZ72Nq6Xx/J1wO236EeQ/zcU4kJXW+vHr58A4RdIGe2d1qluyo3sGmqo1sLN/IxoqN5NXlHfI9AsE7m97hou4XcXv67QRZj5/ZjEdrTK8ohqeG8cLc7cxYmsOcjFL+fU4vzuob87cZ26Ycf1SLl3J82vwlfP1PMNsgJBkCYiAgqnkbDb5hejLMiu36cjAV2/WWsD8TEAMTpusz2v5ASsnSoqW8vfFt1patJdQWypW9rmRi2kQCLEc3eLwlPTL9Ry6afi+xzz5L0Dlnt1s5/ozD7eW2WeuYm1HK4KRQHhjf46jGfUkpeXzF48zOnM1tA25jcj8931njqlXkT74Rc1wsiTNnYgoLa9mCN1TifP0UaurtfNR3JvdceGrLHv8YrStbxzub3mFl8UocXgcAYbYw+kX0o19EP9JC0giwBOBn9ttz8zX50uRt4vX1rzNr2ywCLAHckX4HF3S7YM/M0b+rTQW1PPD1RjYX1tE3Loiz+sUwrk80iWFqAL7SOlRXo/L3ICX89iLMfxgShunr7PkeYStTUzVU7NBbxrwu8DjB49C3XicYTDDgCvDZPxjQpMa8vHm8s+kdtlZtJdovmmt6X8MF3S7Ax9Qy+Zv+iqlT3uCa714m8ZOP8U1P//M3tCOvJvlkZT4vz9tOhd3FWX1jmHJm2hF/+GlSY9pv0/h+5/dMHTSVK3pdAUDDipXsuvFGLPHxJHwwE1NIy43ncXq83Prih7zcMBVrTE+M1/0E5vb7ua8tXctrG15jRfEKQm2hjEseR/+I/vSL6EesX+wRt+RkVmXyxIonWFu2lj5hfXhwyIP0jejbyqVvXx6vxqxVu/hi9S42FOhLQ/WODWR8Xz0IS2mhlB2KAirwUv4OvG748W5Y+wH0+Yc+1d/cuskSt1VtY9pv08isziQpMInr+lzH2SlnYzZ2nHEi9175f1y/6nO6LlqIOar9Fsk+Gnanh7cW7+TtxTvxaBqXD0nk9tO7Eepn+dP3ejQP9y66l/n583lk+COc3+18ABqWLWPXTf/EkpxMwoz3Dhl8SSnRamtxFxfjLirCXdS8LSnGFBaO38kn4Td4MAZf3z2JUmet3MX3Y2rou+Rm6HsxXPDW0Y0dbAGrS1bzxoY3WFGiB1zX9bmOi7pfhK/Z95iPKaXkx5wfeX7181Q2VXJR94u458R7/tIxjxcF1Y38vLmE/20qZm1+DQA9YwK5algi5w+Iw2Y2tnMJleOdCryU45ujDj6/Ws+lNeIeGDUNDK3XNeLW3Ly76V3e3PAmwbZgpgyawhmJZ2A0dKx/xrWNbl6ceCcX7VxMr00bEK14TVpDWZ2DF+ftYPaqfPwsJm4/vRvXnJT0p9P/XV4Xt/96O78X/c5jJz/GuannAmD/bSkFN9+MpWsq8a+8gqeqGlduDq6cXFy5uThzc3Dn5aM1NOx3PGG1YoqOwlNahnQ4EGYzPgMHsiYqjf/WhTHu3JOZOq4nLH4Wfn0MRv8HTr6rla7KXlJKVpfqAdfKkpWE2cK4ts+1XJx2cYu2ttpddl7b8BofZXxEYmAiz458lh6hPVrs+B1dcW0TP28u4fPVBWQU1xHia+ayIQlcOTRJZcJXjpkKvJTjV20BfHyxPuj9nJcg/apWPV1WdRYPLX2IjMoMxieP58EhD3bYAcjrd9Ww7Jp/crKnjL6L5rd3cY7ZjtJ6nvjfVhZkltMjOoDHz//z6f9NniZu+/U2VhSvYMqgKVzZ60oA7EuWUHDzLUi3e+/OBgPmuDgsSUlYEhMxx8Vhjo3FHBuDOTYWY2goQgg0p5OmNWuwL/mNgjm/4luoD1I3x8fTZfor+jJFX14Pm7+CS2dB2rhWuR5SSn4v+p03N77JurJ1hPuEc12f67iw+4Wt2r29ongFDyx5gBpnDfeceA+X9bisUw1Cl1KyIqeK937LYe7WUoxCcFa/GK47KZn+8UeeW09RQAVeSgtrcDewo3oHfmY/uoW0Yj6jhgp461Rw1MLFMyH1tFY7lVfzMjNjJtPXTSfAEsC0odMYkzim1c7XEr5ZV4j3luvpnRRBj08+bO/i/CVSSuZklPKf77ZQXOvg0sHxTD2zB8G+h+5+dHldTF08lXn585jcbzK3nnArQgia1q+ncc0aLImJWJKSMCckYLD8eTfmbt+uL+SOT9dzfryZaZF1VE2fjtbYSPzrr+HbrxfMGAeVWTBpHkT2bInqA/o1WFSwiDc3vMnmys1E+UZxXZ/ruKDbBdhMbdPyUu2o5l9L/8WigkWM7DKSR056pF1m67a3/MpG3v89l89W78Lu9JAa4ceotEhOTYtkUHIIVlPHav1WOh4VeCnHrKShhI3lG9levX3PrdBeuOf1s1PO5s70O4nya+HxRZoXPjwfdq2Aa3+CuJYfOC6lZGftTtaUruHb7G/ZWL6R0QmjmTZ0GmE+LTw7rhW8NG87J957JYlnnkb8U0+2d3FaRIPTw0vztvPe0lyCfcw8OL4nF6THHbLlxaN5eHT5o3y146sD1nY8Fgszy5g0czUDE0OYed1gbGYj7qIi8q+fhLuoiLgXXyTgxDT9C4HZBybNB7+/vj7mol2LeGXdK2RWZxLnH8f1fa9nQuoELMYjDxhbipSST7Z9wvOrnyfYGsyTI55kSMyh89n9ndU73Hy9rpC5GaWs2FmFy6vhazFyUtdwRqVFMrpnJJGBqjtSOZAKvJRj8nPOzzyw5AE80oNBGEgMTKR7SHe6h3SnW3A3NlVsYuaWmRgNRq7vcz1X97665b6Zz38UljwHE17VZxu2ALfXzbaqbawtW8ua0jWsK1tHjVMfWBvpG8ndA+9mfPL446Z75e6PVnLDY1cTftutRNxyS3sXp0VlFNXx0DebWJdfw5DkUP7vnF70jj14l+++azuOSxrH4yc/fkwTINblV3PZ2ytICvdj9o1DCbTtPYanqopdk2/EsXUrMY89RvCgLjBjvJ7rbdSDMPBaMB59asTShlKeXPkk8/PnkxiYyA19b2B8ynjMhvafwJFZlcl9i+8jtzaXsUljubHfjXQN6drexWo3jS4Pv2dVsiCzjIWZ5RTWNGExGbh1VFduHJmiWsGU/ajASzlqX+34iv/8/h8GRA5gyqAppAanHjSoKqgv4IU1LzA3by6xfrHcc+I9jEkc89eCl8yfYdZEfTzXua/g9rrJrcsluyabrJossmqyyK7JpsZZQ4xfDF0CuhDnH7fnFu0XTUVTBXl1eeTV5ZFbl0teXR6F9kI0qQGQEJBAelQ66ZHpDIwaSHxA/HETcO123eNfcd+HDxHz5JMEn39eexenxWma5NNVu3j2l23UNLm5eGA894ztTmTAwYP7dze9y0trX+LkuJN54dQXjmo8VFZZPRe+sYxAm5kv/jmMyAAbUkoK7AXk1eUR4xdDrCGE8jvvpeH3ZUTedx9hZw2Gn++H3CV6kt6xj0O3I+ue9mpePs38lFfWvYJH83BT/5u4uvfVHSLg2leju5F3Nr3Dx1s/psnTxBlJZ3BTv5s6dQAGerC/o8zOy/N38OPGYlIi/HhsQh+Gd/3rrZ/K34MKvJSj8mHGhzyz6hmGxw7npVEvHdEH2KqSVTy18im2V2/nxKgTuXvg3ceWF6gqB/nWSDJCu7Bg4MUsLvqdHdU78EgPoC84nRCQQGpwKiG2EIrtxRTaCym0F+LW3AcczsfkQ1JgEomBiSQGJtItpBvpkelE+LZwlvN2cPk/X2HagtdImDkTvyGD27s4raa2yc0r83cwc1kuFqOBm0d15fqTkw865f+L7V/w6PJHSQxM5IqeV3B2ytmHTY8gpeTrdYU88kMGRoNg+lXxFDm2sLp0NatKVlHauDfxrkAQZ41k8jcOeqyvpHDCIMLvupO+1YUY5/4fVO3UF1Ef+/hhx35tq9rGI8seYVPFJobHDmfa0GnEB3TMlQd2q3HU8EHGB3sCsDGJY7ip/02tO8bzOLEws4z/+3YL+VWNnD8gjgfH9yQi4NBruyqdgwq8lCMipeTNjW/y6vpXGZ0wmqdPefqoxph4NS9f7viS6eumU+2s5vSE07ltwG2kBqf+6XvdXjerCn/j17n3slA4KDUaMAgDJ0ScQHpUOqnBqXQN7kpyUDJW44H/1DSpUd5YTqG9kJKGEsJ9wkkMTCTSN/K4a8k6EtUNLqZe/xh3rf+c1HnzsHQ5+jUQjzc5FQ08+b+tzMkoJS7Yh6njenBGr6gDArDFBYt5Zd0rbKvahr/ZnwldJzAxbSLJQcn77ZdfVc893/zM+vINhIcXYfXPpdJRDkCoLZRB0YMYFDWI1OBUShtLya/Pp6C+gF01eQyfncHIVU18P1jw41kRjIwbwagmJ8PWzMbmtEO/i/XWr6RT8PiGUGgvJKc2h+XFy/l026cEWYOYOmgq45LHHVe/n7sDsE+2fUKDu4H+Ef3pGtxVv4Xo2xCvjcbly8FgQJgtCKsFg9WK12TAadSwNWl4KyrwlJXhKS/HU1aOp7wcra4OTCbEPjfMJoTZjNE/AGNwEMagIAxB+tYYFIzB10c/j8EABiPCIMBoRBgMCIsFYbXqN4sFYTa32rV2uL28uiCLNxZl42M2MnVcDyaeGI/pT1KjKH9fKvBS/pSUkhfWvMD7W97n3NRzeXj4w5gMx7acZ4O7gQ8yPmDmlpk0eZo4O+Vsbj7hZuL89wYHUkqyarJYWbKSFcUrWFWyCrvbjo+mMSysH6N6TeSULqd0yhlVR2JNXhXf3PZvLs36lZ4b1iPMHauLqjX9nl3BYz9sJaO4DoOA+FBfUiP86RrpT9cIf1Ij/eka6UdOfQazts1iTt4cPJqHoTFDOSvlLArqC/gpazl59m0IgxOACJ8I0qPSGRw9mBOjTyQ5MPmwH9JSSvL/8380zv6CJVefwIzEXOxuOzajlWHGILpW5pNr0Mgxm8gzW3A3H0oguKDbBdw18K4Om6bkSNQ6a/l468esLFlJVk0Wtc5ahJSM2Cy5YqEk2H5kny3SYMAYHoYlMgpjYCDS60V6PEiPG9we/b7bjddej7emFtwHtmofDWG1YgwKwhQdjTkqSt9GR2GKisYcG4u1ezeM/seewT6rzM60bzaxfGcVsUE2LhuSwCWDEwj3Vy1gnY0KvJTD8mpeHlvxGF9s/4JL0i7hgSEPtMjabdWOat7d9C6zts1CQ+Pi7hfTLaQbK4tXsqJkBVWOKgC6+HdhiDmUU7fOZ+jAm7CN/s9fPvffWVaZneveX8Ul89/jdGcBaQsXtHeR2pxXk8zfWsqWojqyyu1kl9nZWdGAy6Pt2Scu2Ice0QEkRnqpMf7G2pqfqHSUgRR4ndFEWXpw7cBRjE4ZQozf0S+cLD0e8m+4gabVa4id8S6bY90syF/Agl0LKG8qJ84WToqwktJYT3JVPimORpLdHgL9YyA4EUISISRp7/2o3mA7/oIxKSUlKxdT8eQzmLbtpDI5lEXjYtEC/fGTZvykBR9pxkczYvMaKaGWjRSwQcunxkdDGsSeiTuBlkACLAH4m/0JMPkQUJWLf0kGIWZ/QgPjCfVLwmqKxCsD8LqNaA4HSIn0ekGToHmRmgZeL9LlQnO5kE4X0unUHzsdeGtq8JSU4i4twVNSima371cfc2ICth49sfXsga1nT6w9emKOijyq6zE3o5QPluXxW1YFZqNgfN8YrhqWRHpC8HHVwqkcOxV4KYfk0TxMWzqNH3f+yKS+k7h9wO0t/o+hpKGENza8wTdZ3+CVXiJ8IhgcM5gh0UMYHDOYuIoc+PACSBwGV3wFHSxDfEfye1YFN320BovJwMz17+JnM5H00UftXawOwatJCqobySqzs73UzraSOrYV15NdbsejScCLwVqCvzGaf5+Vftg0FUd8zpoaciZORLM3kPz5Z5hjY5FS4pGe/QfKe5xQsAryftfHglXnQU2evpg7zf+HTTZ9OawTr4O4gW2+LNGxcJeWUvb889R99z2miAgi7r6LoFGDEQ2l+pqoXjdobvB6mrdu8I+EsK40WvzYUpXBxvKNbCzfyM7andjdduzOWhwHGa+5m4+mEeb1EuaVxBgsdDf6090WQfeABKKDkhABMRCcAIknHdEKF167HU9pKa78fJzbtuHYug3H1q24d+3ae86BAwm/cTJ+I0Yc1e9MVpmdj5bn8eWaAuqdHnrHBjL5lBTO6ReLwdDxf74diZSScruTrDL9i1Z2eQOldQ6GJIdyZp+YDrfKgAq8lINyeV1MWTyF+fnzuX3A7dzQ74ZWPV+xvZgmb9P+3ThrZsKP9+jf+K/7pUVyIv1dfbZ6Fw9+tYnkcD/eu2YQjgvPxm/QIGKffrq9i9ahOT1esssayCyto7TOyT/Su7To4Gdndja5Ey/BHB9P0scfYfA9irUOPU59dYaqHNj2A2z8DNwNEN1PD8D6XgTWjrd4s1ZbRtX0Z6mY/TNoGqFDQgnv3YShcZe++PyRsAZCWCqEdYWwbuBpgk1fQm0+brMv9WlnYu9+BvXRvah01VJZX0hVTS6V9QVUNpRS6ayiwFVHoXTuOWSAV6Ob20V3l5s0/3h6nnw/XVNGH3Rc6J/x1tfjzMykcd06qj+Zhae4GGuvnoRPvpGAMaMRxiP/gtjg9PDN+kI++D2PzNJ60hOCefjcPvTtcvy1cLaWVblV5Fc2Uu9wU+/wUNe8rXd4KKptIrvMTp3Ds2d/P4uRED8LBdVNAAxMDGFcn2jG9Y0hLnj/CWFur0ZZvZOS2iaKax2M7xPT6oGvCryUAzR5mrhr4V0sLVzK/YPv5/Kel7dtAbwemDMNVryuZ6S/8D3wOfwyMZ2Vpkmem5PJawuzGdEtnFcvTyfAJNjW/wTCJt9A5B13tHcROz37okXsuumfBIwdS9yLLxx7S5qjDjZ9Bqveg7ItYAmA/hP1PGHRfVq20EejvkRvrctfhn3RIkrmV+O2mwjo0kTkEIklIXFvl2lwIgTGgckKRjMYLWAw63nOhBHsJVCZrWf/r9ih329hiskAACAASURBVK/dpbfwpZ4G/SZC2vgjDjjrXfVk1WSxvWo7Oyq3sr0yg+212TRoLgCMCJKDUugR1pMeoT1IDU4lISCBGP+YI07fIV0uar//gcq338aVm4slOZmwG24g6JyzDxhfKaWk0lFJQX0BBfYCCusL98y8LqgvoNpRT5NLoknwMZsJtFkwG4z4mHw4LeE0JnSdQGJg4tH9fI5jXk3y6A8ZvP977n7P28wGAmxmAm0mwvzNJEWYiAuFyGBJWICGxeKi3lVPTlUl6wuL2VpaTlVTHcLQRKCfF4tJ4vJ4cXo0XN79Y50fLn6T1PAj7z4+FirwUvbT4G7g1vm3sqZ0Df8Z/h8u6HZB2xagqRo+vxZ2LoChN8OYR48p+WRn4HB7ueezDfy4qZhLByfwyITemI0GXAWFZI8eTfSjjxBy0UXtXUwFqHz3PcqefbZlEtpKCbtWwur3YMvX4HVC3Ikw8Broc4GeuLU1eVyQ9xts/wV2zIWqbFx2I6XrQ7EXmLFEBRJ12zX4n3Up+LTAOobuJr1rsoXGuGlSo7B0I9sW/oetpWvJ9A9hm18gZc0JkwGMwkiMXwwJgQnEB8QT7ReN2WDGIAx7bxgwGAz4mHwIMAcQYPTDd+lGxIdfoW3PxhgfR/29V7M90UR2TTY7qneQXZtNrbN2v/KE2cKIC9DzDAZZgnB6vGwoqGJ7aR0mI/SO8cXfWsOqyo1oSNIDUzgvLJ0zArvip2n6z9/r0a/Rvl23mheEPqMTYWy+b9DvGy168GuyNW+tYGwOhg3N++55T/PW4gcWfz3otfgfftiHlPrtCLpzD6beVU9WVT6P/LyEzWW59EnQ6BKu4dQaafLYafDYsbvs1LvqaXA3IDl8vGIxWPAx+YFmw+G0oGlGLCYDFqMBc/N29+M3xrxKmG/rrr+pAi9lj1pnLTfPu5ktlVt44uQnGJ8yvm0LULEDZl2ij3E5+0VIv7Jtz38cWZNXxUNfbyaztJ4Hx/Vk0oi9XbS13/9A0X33kfDeu/gNH97OJVVAb+kovv8Bar/9lriXXyZw7Bktc+DGKtjwKax5Hyoy9VawfhfrQVhMv5Y5B4C9HLLmQuZPkL0AXPVgsqF1OZnKrX5U/rQejCYibrmZ0KuuQhzF+pftavsc+PFuqN1FVfqV5KaNId9dyy5HJbsaismvzye/Pp96V/2RH1NK0rMk18zTiKyB/w0S/DA6kITwVLoGdyM1JJUEv1jirKHEWoLw0TRwN+oBpr1UH+dXtZPG0iwaS3YQ6inHICSlRiPf+/vxrb8fuRYzPprGmIZGxjY0cqLDie9+n9lCD4ykpt9ag8lHD8KE8cCxeppbD9YCYiAoHoK6QLC+rfULp8jqS7nJTLmzirKmMioaKyhvKqekoYRCeyF1rrr9TuVv9ifYGqxPrrD46xMsLAF7J1v8yf32WF7rcDpc4CWEOBN4GTAC70gpnzrc/irwahmVTZXcOPdGdtbu5LmRz3FaQustOn0Arxu2fgff36V/45r4kT6YXjlApd3JUz9t4/M1BcQG2Xjs/D6c1kNfC9OZk0P5Cy9SP3cuppgYUr75GmOQGifSUWhOJ/lXXY1j+3aSP5uNtVsLJhiVUl+7dM37eiuYxwHh3fWkrV1P1weTW45ifJmmQfF6yJoHO+ZAwWpA6h+k3cdC9zNprA2m6KF/4961i8Dx44icMgVzdHTL1amtOO2w4HFY8cb+QYrRCrZAsAbSZPbB63GgeZrQ3I1oHgea14kXQaNBYBcG6g0G6g0Cu8GA3WDA6Ibey8zYttmwBLiJHVqDT9gRprzwDYPQFGRoMtmeSOYWWSloNFPcKKjzmqi11VATnIUjYAcYXQiMJPulcVriSZyaMILeEX33pvyREqlpNLrrqW6qpMZRRaOrjiZnPU0uOw63HYe7kSZ3A1LzEGC0EWC04m+0EmC0EmCwEWAwEyoFRnejfr1czTenHaS3ubvYDAaT3ppmNOstbnVFlNTmsKaxiLWanTVWM9kHCcpDDFbCLUFE+sfiY01iUYYXZ1MwU8cMZ0Lvvsd1epWD6VCBlxDCCGwHxgAFwCrgUillxqHeowKvY+PyusiozGB92XrWl69nTekaHB4HL496meFxbdBKIqU+k2vjbNj8FTRVQVQfuHSWPuuog5NS0ujyUtu0e5Dn3kGfdQ4PLo9GsI+ZUD/Lfjdfi/GYxvhommTWqnye+TmTBqeHSSNSuP30rvhaTHgqKqh47TWqZ3+GwWoldNL1hF1zzdEN5FbahLu0jJwL/4HR14+kLz7HGBDQ8idpqoZNX+itU3lL9SDMaIXE4XoQFj9UX8R7zwelWf/gREL+cr37MGsuNJQDQl+EvtsZ0P1MiOmvj1N6913KX3oZc0wMMY89it/QoS1fj7ZWmgElm8BZB47avVtHnd4aZfYBs2/z1kfvejPZ9Ov3x6683Sl3NDcNG3dS9O5cPNUNhI3tS/j4Phh8fPc51j73fUMhNOWQ3apSSqoaXBTXOiipdZBXVcv8nBVsqlqF17odg60IISQW4UtqcHc0mqh2VlPjqMHVPK7tWBmFkXCfcKL9oonyjSLKL4oo3yhsRhsuzYXT68Tl3butclSxvmw9RQ1FAPiZ/TghpAfpfvGkaoLwhioia4oIr8zBXJ27J+gtlmGsMKYzcPTFxA8cB9ZW+BtpZx0t8BoG/EdKObb58QMAUsonD/We1g68dmasxF5T3mrHby1uzUWjt4lGT9M+20ZqXLXsqM9mZ0MeHk2fBRJpDad7YDfGRJ9Kt4CUVi2XcNZjy52HLfsnTHUFSKMNZ+IpNHUdjytueLuO53K49UCqutFNbaOLmiY3NY1uaprc1DfpAVWdw01dk4d6hwu39+jPYTEJgnzMBNrMBNjMBPiYCLKZmh+b8LeZ8bMaCbDqW3+rGbvTzfQF2WQU1ZGeGMy9Z6SRHO6H9GrUfvctVe+8i+Z0EjLxYsJvvhlTuJr92ZE1rl5N3jXX4n/KKXSZ/oqeWb21uJv04CvrV731qiLzz99jC4auo/Vgq+vp+80m9lRXUzR1Kg2LlxAwdiwxjz3aOsHj34y3vp7Sp56i9suvsHbvTuyzz2BLS2ux47u9Guvya/hpaxbzc5ZS6t6EwVqOSfoR4hNMXEA4KaFR9IyMoUtQOH5mP3xMPtiMNnzMzdvm5d/qXfXY3fr4qd3365x1lDWVUdpQSmmjfitpKKHJ03RAWcwGMxajBT+zH/0j+pMemU56VDrdQ7ofNPG2pklWZRezdMVKSrf+xrl+GQxjAwaXXf9CkDhcX+khogcExuo3W/BxkVLlUDpa4HUhcKaUclLz4yuBIVLKWw/1ntYOvL49qw/ds4/hE1ZR2kjAmDFE3HUX1pTkP99Z6RCqPviA0ieeJOLOOwi/6aa2O3Ftgd6qszuP1p5cWm69xSG6n54n7CBfgBpXr6bwnnvxVlUR+cD9hFx6qUr4eZTqFy6k+F//QqupJfK+ewm58spWuYbFtU38nlXJ+l01rNtVzdbierya/pmeGObLyO4RjO0dzeDkUMzHuHSRlJJ6dz0urwuL0YLFYMFitBxxgu3Mknq+XlfId+sLKap14Gsxct6AOKad1RNfg6Z3ne+Yo7fAlm/d/81mv71BWFCX5lmzSXtnzvpHHfPA/rbQ0QKvi4Cxfwi8Bkspb/vDfpOByQAJCQkD8/LyWq1M3798J42Fua12/NZixIAFI2ZhwoIJizBixoQZI4Z2/GcphYFa/xTc5sB2K8OhmI0G/CxG/Kwm/KwmfC36zJe24vFKHG4vDo+XJrcXh1vD4fLi0SQ9YgLwOcjCz9a0NHz6HsOC40q7klJSdN8U6n78kfi33sJ/xMntXaRDkppG5VtvU/7KK5i7xNHlxRex9erV3sU6bnmqqih+aBr2BQvwGzGC2CefaPVW6iaXl02FtazLr2ZVbjW/ZZXjcGsE+5o5vUcUZ/aJZkS38IMuLt9SpJRsL7Uzf1sp328oZmtxHUaD4JRu4Zw3II4xvaLwtRyix6O+RJ90VVeoJxauK2q+X6h/magv3n9/o1UfzO8bpqci+uMtMFbPEReSpM/obGMdLfDqcF2NiqIorUFrbCT3kkvxlJaS9OWXHW4xc29dHbXff0/N7M9wbt9O4PjxRD/y8F9ar1DRSSmpnjWLsqefweDvT+wTj+M/cmSbnb/J5WXxjnJ+2VzCvK2l1Dk8+FqMpCeEEBlgJTzASri/hXB/K2H+VsL8LNjMBkwGAyajwGw0YDIIzCYDPmbjIVvNGpwefs+uZEFmGQu3lVFUqyfQ7R8fzPknxHJ2/9iWWavS7dDzvVXnQU0uVOfqAVljlT7msalG3/5xdqow6GOKw7ruvfWbqE+qaEUdLfAyoQ+uPx0oRB9cf5mUcsuh3qMCL0VRjleuvDxyLrwIc3wXkj75BIOtfZc2kVLStH49NZ99Tt1PPyEdDmy9exN6zdUEnn226lpsYc4dOyi89z6cmZmEXHEFkffdi8Hati0wbq/G8p2V/Ly5hM1FdVTUO6mwO3F6jjwNhc1s2DNONcBmJtDHjNujsSavGpdXw89i5ORu4YxKi2RkWgQxQT5/ftDW4HXrAVjtrr2JevdN1utugCk5+iSHVtShAi8AIcR44CX0dBLvSSkfP9z+KvBSFOV4Vr9gAQX/vJmg888n5onH2yW4kR4PNZ9/TvUns3Du2IHB15fAc84h+KKL8OnTu83L05loTidlzz9P9QcfYklKInLqFPxPPbVdg1wpJXanhwq7iwq7k0q7C5dXw+PV8Hglbk3D7dHwaJIml3e/JXx2z+zWNMnQlFBGpUVyYlJomw7bOCZS6l2agTGtfqoOF3gdLRV4KYpyvCv/73+peO11oh56iNArr2jTczsyMiiaNg1nxlZsffsSMvFiAseNw+DXyhnwlf3Yf1tK6eOP48rJwW/4MCKn3o8trXt7F0tpBSrwUhRFaWfS66Xg9juwL1hA/Ouvtcl4H83hoOLV16h87z2MISFE/+tfLZdRXzkm0u2metanlL/6Klp9PcEXXkjEHbdjCgtr76J1eFLT8NbU4KmowFtZibe2DmNgAMaQkD23tu7GPRQVeCmKonQAWmMjuVdcgTs3j8RZn7Ronqc/aly9muJp/8KVm0vQPy4gasoUtcpBB+KtqaH8tdeo/mQWBquVsMmTCTpvAuaoqPYuWofgKiigcflyGpavwJmdjbeiAk9VFXgPn/rJ4OuLMSQEYbWC14uUsnmrgVcDTSP5u28xhYS0avlV4KUoitJBuEtLyb14IhgMJM3+FHNkZIse32tvoOz556iZ9SnmLl2IeeRhtZ5nB+bcmUPZs89iX7AAAGuvngScOgr/Uadi6927dZPvdiCe8nIalq+gYcVyGpevwF1QAIAxPByf3r0xRoRjCgvHFBaGKTwMY1g4xqBANLsdT1UV3uoavNVVeKur8VRVIz1uhDCA0YgwNK9raRAIg5HIqVNafeauCrwURVE6EEdGBrlXXIk1JYXEDz/A4NMyM8A8FRXkT56Mc+s2Qq+6iog7blfLSh0nnDt2UL9wIfYFC2lavx40DWNEOP4jR+I3aBDWtDQsKSkYjpfFyY+A1tBA/bx51HzzDY3LV4CUGAID8R08CL+hw/AbOgRLaupxOdNWBV6KoigdTP2vCyi45RYCRo8m7uWX/nLLhis/n/xJN+ApL6fLyy/hf8opLVRSpa15qqtpWLyY+oULaVjyG5rdrr9gMmFNTsLaPU0PxJISMfj4IMwWhNWCsFgwWK0Imw1zZCSiAwZp0uulceVKar/5lrq5c5GNjZi7dCHo3HPxP+00bD17IIytl+S1rajAS1EUpQOqmjmT0iefIuyGSUTec88xH6dpyxZ2Tb4RvF7i33wDn/79W7CUSnuSHg+uvDycmZk4tm/HmbkdZ2Ym7qKiw7/RaMQSH48lJQVragqWZH1rTkjAGBTU6l2YUkq8lZW48vNx5eXj3qVvG9eswVNSgsHfn8Bx4wg6bwI+6enHZavW4Rwq8Gq/lYoVRVEUQq66CmduLpVvv4MxOITQa64+6m/7DcuWUXDLrRiCg0h45x2sKSmtVFqlPQiTCWtqKtbUVALHj9/zvLeuDndhIdLpRHO6kC4n0uXSHzc5cBXswpW9E+fObOxLloDbvfegBgPGoCB9JmBoCKaQEIzBwXCw3z0JSInUvHsGp0tN0wesa9qec0qXC83lRLrcSIcDd2kpsrFxv3Oa4+Kw9e5N0NQp+I8a1e7JhNuDavFSFEVpZ9LjoeDW27AvXIilayoRd9xBwOjRR9QCUPfTTxROmYo1KYn4d95WM+KUg5JuN66CAlw7d+IuLMRTXY23ulofkF5VhbemGk9NDWiHiAkMYp+B6gYwGPSt0YiwWhEWMwaLtfm+3uVpiozAkpCIJTEBS3w85tjYDtn12VpUV6OiKEoHJqWk/pc5lL/8Mq6cHGz9+hF51534DRt2wL6a04lz61bqFy2i8o038RmYTvyrr6pUEYrSgajAS1EU5TggPR5qv/2W8umv4ikuxnfYUMKuuw5PWRlNmzbh2LgJx/bt4PEAEDBmDLHPPtMpu2wUpSNTgZeiKMpxRHM6qfn0UyreeBNvdTUAhoAAbH1649O3H7a+ffDp1091LSpKB6UG1yuKohxHDFYroVdfTdA/LqRx5UosSUlYkhI7TTJNRfm7UoGXoihKB2b09yPgtFHtXQxFUVqI+uqkKIqiKIrSRlTgpSiKoiiK0kZU4KUoiqIoitJGVOClKIqiKIrSRlTgpSiKoiiK0kaOmzxeQohyIK+VTxMOVLTyOToyVf/OXX9Q10DVX9W/M9cf1DVoyfonSikj/vjkcRN4tQUhxOqDJTvrLFT9O3f9QV0DVX9V/85cf1DXoC3qr7oaFUVRFEVR2ogKvBRFURRFUdqICrz291Z7F6Cdqfornf0aqPp3bp29/qCuQavXX43xUhRFURRFaSOqxUtRFEVRFKWNqMCrmRDiTCFEphAiSwhxf3uXp7UJId4TQpQJITbv81yoEGKuEGJH8zakPcvYmoQQ8UKIBUKIrUKILUKIO5qf7xTXQAhhE0KsFEJsaK7/w83Pd4r67yaEMAoh1gkhfmh+3NnqnyuE2CSEWC+EWN38XKe5BkKIYCHEF0KIbc3/C4Z1lvoLIdKaf+67b3VCiDs7S/0BhBB3Nf//2yyEmNX8f7HV668CL/R/vsCrwDigF3CpEKJX+5aq1b0PnPmH5+4H5kspuwHzmx//XXmAe6SUPYGhwC3NP/POcg2cwGlSyv7ACcCZQoihdJ7673YHsHWfx52t/gCjpJQn7DOFvjNdg5eBn6WUPYD+6L8LnaL+UsrM5p/7CcBAoBH4mk5SfyFEHHA7cKKUsg9gBC6hDeqvAi/dYCBLSrlTSukCPgUmtHOZWpWUcjFQ9YenJwAzm+/PBM5r00K1ISllsZRybfP9evR/uHF0kmsgdfbmh+bmm6ST1B9ACNEFOAt4Z5+nO039D6NTXAMhRCBwCvAugJTSJaWsoZPU/w9OB7KllHl0rvqbAB8hhAnwBYpog/qrwEsXB+za53FB83OdTZSUshj0wASIbOfytAkhRBIwAFhBJ7oGzd1s64EyYK6UslPVH3gJmAJo+zzXmeoPerA9RwixRggxufm5znINUoByYEZzd/M7Qgg/Ok/993UJMKv5fqeov5SyEHgOyAeKgVop5RzaoP4q8NKJgzynpnt2AkIIf+BL4E4pZV17l6ctSSm9zd0MXYDBQog+7V2mtiKEOBsok1Kuae+ytLOTpJTp6MMsbhFCnNLeBWpDJiAdeF1KOQBo4G/arXY4QggLcC7weXuXpS01j92aACQDsYCfEOKKtji3Crx0BUD8Po+7oDc5djalQogYgOZtWTuXp1UJIczoQdfHUsqvmp/uVNcAoLl7ZSH6mL/OUv+TgHOFELnoQwtOE0J8ROepPwBSyqLmbRn6+J7BdJ5rUAAUNLf0AnyBHoh1lvrvNg5YK6UsbX7cWeo/GsiRUpZLKd3AV8Bw2qD+KvDSrQK6CSGSm6P/S4Dv2rlM7eE74Orm+1cD37ZjWVqVEEKgj+3YKqV8YZ+XOsU1EEJECCGCm+/7oP8T2kYnqb+U8gEpZRcpZRL63/uvUsor6CT1BxBC+AkhAnbfB84ANtNJroGUsgTYJYRIa37qdCCDTlL/fVzK3m5G6Dz1zweGCiF8mz8PTkcf69vq9VcJVJsJIcajj/kwAu9JKR9v5yK1KiHELOBU9JXYS4F/A98AnwEJ6L+UF0kp/zgA/29BCHEysATYxN4xPg+ij/P6218DIUQ/9IGjRvQvYJ9JKR8RQoTRCeq/LyHEqcC9UsqzO1P9hRAp6K1coHe7fSKlfLyTXYMT0CdXWICdwLU0/z3QOerviz6+OUVKWdv8XGf6+T8MTESf5b4OmAT408r1V4GXoiiKoihKG1FdjYqi/O01JwptEkLYhRClQogZzRMrdr8eKoQoF0L81p7lVBTl708FXoqidBbnSCn90QdQDwKm7fPa0+yfSFVRFKVVqMBLUZROpTl/z09AHwAhxLDm+zPas1yKonQOKvBSFKVTEULEA+OBdfssF3YrKnefoihtQAVeiqJ0Ft8IIWqA34BFwBPoa7WtUIlUFUVpK6b2LoCiKEobOU9KOW/3AyFELHrgNbD9iqQoSmejAi9FUTqrwUAMkKHnT8QHfcHcEiBOSultz8Ipyv+zd9/xVVf348df567c7D0ISQgBQkgYAcISQUURilq1buverXXU1tXaav22am3t1/qt1Z9SRxVXVdyAgOIABcLMYIWVhOw9bu4+vz9uoCCBJOSGkPB+Ph738bn3c8/nfE5CSN73jPcRA5MEXkKIk9UiIPWg15cBVwLnS9AlhOgtEngJIU5KWmsHULH/tVKqEXC1byUjhBC9QjLXCyGEEEIcJ7KqUQghhBDiOJHASwghhBDiOJHASwghhBDiOJHASwghhBDiOJHASwghhBDiOOk36SRiYmJ0ampqXzdDCCGEEKJT69atq9Fax/7wfL8JvFJTU8nNze3rZgghhBBCdEoptbej8zLUKIQQQghxnEjgJYQQQghxnEjgJYQQQghxnPSbOV5CCCGEOHm4XC5KS0ux2+193ZSjslqtJCUlYTabu1ReAi8hBJ7GRopvupmo664l/Jxz+ro5QghBaWkpoaGhpKamopTq6+Z0SGtNbW0tpaWlDB06tEvXyFCjEILa+fOx5+VR8ej/4K6r6+vmCCEEdrud6OjoEzboAlBKER0d3a1eOQm8hDjJuSorqfv3awRNmoS3tZWqp57q6yYJIQTACR107dfdNkrgJcRJrubZf6K9XgY9/hjR111L43vvY1u/oa+bJYQQfc5oNJKdnc3o0aM577zzaGho6HGdEngJcRJz7N5Nw3vvEXnZZViSkoj52c8wJSRQ8Yc/oN3uvm6eEEL0qcDAQDZu3Eh+fj5RUVE8++yzPa5TAi8hTmLVf38GFRBAzG23AmAIDib+Nw/i2LaN+jfe6OPWCSHEiWPatGns27evx/XIqkYhTlJtefk0L15MzM9/hikm5sD50NmzCZ4xg+q/P0Po3LmY4+L6sJVCCAF/+LiAwrImv9aZmRjGw+dldamsx+Nh+fLl3HjjjT2+r/R4CXGSqv7f/8UYEUHUDTcccl4pRcJDv0W7XFT9+ck+ap0QQvS9trY2srOziY6Opq6ujtmzZ/e4TunxEuIk1Prdd7SuWkXcA/djDAk57H3LkCFE33wzNc8+S8QlFxM8dWoftFIIIXy62jPlb/vneDU2NnLuuefy7LPPcuedd/aoTunxEuIko7Wm6qm/YRo0iMgrrjhiueibb8KcnEzFo/+DdjqPYwuFEOLEEh4ezjPPPMNf//pXXC5Xj+qSwEuIk0zz50ux5+cTe8cdGAICjljOYLWS8NBvce7aRe3Lrxy/BgohxAlo/PjxjBs3jrfeeqtH9chQoxAnEe12U/3001iGDyP8/B93Wj7ktNMIOe006l55heibb0IZ5LOaEOLk0dLScsjrjz/+uMd1+uW3qFIqQin1rlJqq1Jqi1JqmlIqSim1VCm1o/0YeVD5B5VSRUqpbUqpOf5ogxCic42ffIJz927ifvlLlNHYpWtC587FU1+PY0dRL7dOCCEGPn99fP07sFhrnQGMA7YADwDLtdYjgOXtr1FKZQKXA1nAXOCfSqmu/QUQQvRI08efYE5JIWTWrC5fEzx5EgC21at7q1lCCHHS6HHgpZQKA2YC/wLQWju11g3A+cCr7cVeBS5of34+8JbW2qG13g0UAZN72g4hxNF5GhtpXb2asLNnd2tvMfPgwZiTkrCtXdOLrRNCiJODP3q80oBq4GWl1Aal1HylVDAQr7UuB2g/7s/COBgoOej60vZzQohe1LJiBbjdhB5DHpqgyZOxrVmL9nr93zAhhDiJ+CPwMgETgOe01uOBVtqHFY+go4/ausOCSt2ilMpVSuVWV1f3vKVCnMSali7FFB+PdcyYbl8bPGUynsZGHNu390LLhBDi5OGPwKsUKNVa758A8i6+QKxSKTUIoP1YdVD55IOuTwLKOqpYa/2C1jpHa50TGxvrh6YKcXLy2my0fvMtoWeddUwrE4Mm+2YDyDwvIYTomR4HXlrrCqBEKTWy/dSZQCHwEXBt+7lrgQ/bn38EXK6UClBKDQVGADJ5RIhe1PLNt2iH45iGGQHMgwZhTkmhdc1aP7dMCCFOXEajkezsbMaNG8eECRNYtWpVj+v0Vx6vO4AFSikLsAu4Hl9Q945S6kagGLgEQGtdoJR6B19w5gZu11p7/NQOIUQHmpcuxRgRQVDOxGOuI2jyJJqXLkN7vZLPSwhxUti/ZRDAkiVLePDBB/nqq696VKdfAi+t9UYgp4O3zjxC+T8Bf/LHvYUQR6edTlpWrCB0ztko07H/lw+eMoXGd9/DsXUr1sxMP7ZQCCFOFPc0xAAAIABJREFUfE1NTURGRnZesBOSuV6IAa519Wq8LS3HPMy43/55Xq1r1kjgJYQ4vhY9ABV5/q0zYQz86ImjFmlrayM7Oxu73U55eTlffPFFj28r4wVCDHDNny/FEBxM8LRpParHHB+PZcgQbKtlSqYQ4uSwf6hx69atLF68mGuuuQatO0zE0GXS4yXEAKY9HpqXLyfktNOOuiF2VwVNnkzT4sVoj6fLWw4JIUSPddIzdTxMmzaNmpoaqquriYuL6/yCI5AeLyEGsLb16/HU1RF6ds+GGfcLmjwZb3Mz9i1b/VKfEEL0F1u3bsXj8RAdHd2jeqTHS4gBrGnpUpTFQsiMGX6p70A+rzVrCByd5Zc6hRDiRLV/jheA1ppXX30VYw97+yXwEmKA0lrTvHQZwaeeiiE42C91muPjsKSmYluzhugbrvdLnUIIcaLyePyf7UqGGoUYoOz5BbjLy3u8mvGHgqZMwZabi3a7/VqvEEKcDCTwEmKAal66FIxGQs843a/1Bk2ehLelReZ5CSHEMZDAS4gBSGtN8+efEzxlMsaICL/WHXxgnpfs2yiEEN0lgZcQA5Bz506ce/b4fZgRwBQbiyUtjdY1ks9LCCG6SwIvIQag5qVLQSlCzuxw164eC5oymbbcdTLPSwghukkCLyEGoOalywjMzsbcgyR/RxM8eTLe1lbshYW9Ur8QQgxUEngJMcB4bTbsW7f2eIugowmaNAnw7QMphBADVUVFBZdffjnDhg0jMzOTefPmsX379h7VKYGXEAOMfds28Hqx9mKCU1NMDJbhw7CtWdtr9xBCiL6ktebCCy/k9NNPZ+fOnRQWFvLYY49RWVnZo3olgaoQA4y9wDf8Z83q3czywZMn0/jBh2iXC2U29+q9hBDiePvyyy8xm83cdtttB87tz2LfExJ4CTHA2AsLMUZHY+ql+V37BU2eQv0bb2IvKCDQD7+MhBDiSP685s9srfNv7sCMqAzun3z/Ed/Pz89n4sSJfr0nyFCjEAOOvaAAa1YmSqlevU9g9jgA2goKevU+QggxkEiPlxADiNfhwFFURIifs9V3xBQfjzE8HMfWbb1+LyHEye1oPVO9JSsri3fffdfv9UqPlxADiGPbNvB4sGZm9vq9lFIEZGT4JvMLIcQAM2vWLBwOBy+++OKBc2vXruWrr77qUb0SeAkxgOzPqxXYyxPr97NmjMSxfTva4zku9xNCiONFKcXChQtZunQpw4YNIysri0ceeYTExMQe1StDjUIMIPaCAozh4Zh6+IuhqwJGZqDtdpx7iwlIG3pc7imEEMdLYmIi77zzjl/rlB4vIQYQe0Eh1qysXp9Yv581YyQAjm3+XW0khBADlQReQgwQXqcT+44dWLN6f37Xfpbhw8Fkwi4T7IUQoksk8BJigHDs2AEuV68nTj2YwWIhYOhQHFulx0sIIbpCAi8hBgh7ez6t47Gi8WCyslEIIbpOAi8hBgh7YSGG0FDMycnH9b7WjJG4KyrwNDQc1/sKIUR/JIGXEAOEvaAQa2bvZ6z/oYCRGb77yzwvIYTolAReQgwA2uXCsW3bcR9mBFnZKIQYuIxGI9nZ2YwePZpLLrkEm83W4zol8BJiAHDs3Il2Oo/rxPr9TDExGGNipMdLCDHgBAYGsnHjRvLz87FYLDz//PM9rtNvgZdSyqiU2qCU+qT9dZRSaqlSakf7MfKgsg8qpYqUUtuUUnP81QYhTlb2Al/G+r7o8QKwjhyJXXq8hBAD2IwZMygqKupxPf7MXH8XsAUIa3/9ALBca/2EUuqB9tf3K6UygcuBLCARWKaUStday54jQhwje0EBhqAgLKlD+uT+ARkjsf37NbTLhTKb+6QNQoiBq+Kxx3Bs8e+Hu4BRGST85jddKut2u1m0aBFz587t8X390uOllEoCzgHmH3T6fODV9uevAhccdP4trbVDa70bKAIm+6MdQpys7IWFBGSOQhn6ZvaANSPDN89s1+4+ub8QQvSGtrY2srOzycnJISUlhRtvvLHHdfqrx+tp4D4g9KBz8VrrcgCtdblSKq79/GDg+4PKlbafE0IcA+12Y9+6lcjLLu2zNgSM/O8Ee+vI9D5rhxBiYOpqz5S/7Z/j5U89/nislDoXqNJar+vqJR2c00eo+xalVK5SKre6uvqY2yjEQObcvRttt/fZ/C6AgKFDURaLTLAXQohO+GNcYjrwY6XUHuAtYJZS6nWgUik1CKD9WNVevhQ4OMNjElDWUcVa6xe01jla65zY2Fg/NFWIgadtf8b6PljRuJ8ymwkYPly2DhJCiE70OPDSWj+otU7SWqfimzT/hdb6KuAj4Nr2YtcCH7Y//wi4XCkVoJQaCowA1vS0HUKcrOyFhSirFcvQoX3aDtk6SAgx0LS0tPi9zt6cifsEMFsptQOY3f4arXUB8A5QCCwGbpcVjUIcO3tBIdaMDJTR2KN6Pty4j+pmxzFfb80Yiae2FrdMCxBCiCPya+CltV6htT63/Xmt1vpMrfWI9mPdQeX+pLUeprUeqbVe5M82CHEy0V4v9i1bejzMuL2ymbve2sgjHxcccx2ydZAQQnROMtcL0Y859+xB22w9nli/JL8CgE83l7O1oumY6pCtg4QQonMSeAnRjx3IWD+6Zz1eiwsqyEgIJTTAxNNLdxxTHcbwcEyDBkmPlxDCb7TuMOnBCaW7bZTAS4h+zF5YiLJYCEhLO+Y6SupsFJQ1cXfKTn4xOYzFBRXk72s8prqsI0dKj5cQwi+sViu1tbUndPCltaa2thar1drla/y5ZZAQ4jizFxQQkJHRo216lhRUcJZhHXM3P4UnYijvWu/l6WU7mH9tTrfrCsgYScs33+B1ODAEBBxzm4QQIikpidLSUk70PJ5Wq5WkpKQul5fAS4h+Snu92AsLCTv3nB7VsyJ/L08FvAYRQzHaannX+ifmbbmPvNIRjEkK71Zd1owM8HhwFBUR2Id5xYQQ/Z/ZbGZoH6fJ6Q0y1ChEP+UqKcHb0tKjFY3VzQ6m7XuZeF0F5z8L13xAmG7hP9Y/8vqiFd2u78DWQTLPSwghOiSBlxD9lH1/xvoerGhcvfY7bjZ+QkP6xZA6HQZPRF37EVEmJ3eW/pKC/A3dqs+SkoIKDMQu87yEEKJDEngJ0U+15eWjLBasI0YcWwVaM3T1wziUlfDzHvvv+cRs9DUfEaScDFp4EdQUdblKZTQSkD5CeryEEOIIJPASop+y5+URMCoDZbEc0/W2DW+T5djIyiE/R4XGH/JeYEo2yybPx+t24fzXXKje3uV6rSN9WwedyCuRhBCir0jgJUQ/pD0e2goLCRw95tgqsDdiWPJbNnnTiD391g6LnHPWWfzM9AdsDje8eRl4vV2qOiBjJN7GRtwVFcfWNiGEGMAk8BKiH3Ls3OnLWD9m9LFV8OVjWBy1PGW+lfFDYjosEmQxMef003nEfgXU7YKS77tUtTVj/9ZBMs9LCCF+SAIvIfohe14+AIFjjqHHq3wTes0LvKVnkzx6OgaDOmLRq6YOYV3QdOzKCpve6lL1Aen7tw6SeV5CCPFDEngJ0Q+15edhCA7G0t0cN14vfHIPTkskTzguZu7ohKMWt5qNnD9pBIvck9AFC8Fl7/QWxpBgzMnJ2LdIj5cQQvyQBF5C9EP2vHyso0ejDN38L5z3H9iXy3sxt4E1gqlp0Z1eMjUtmvc901GOJtixpEu3sY4ahX3Llu61TQghTgISeAnRz3idTuzbthF4LPO78t9FRwzhybJxnDUqHrOx818BE4ZEsJoxNJtjYNPbXbqNNSsLV3Exnqam7rdRCCEGMAm8hOhnHFu3gsuFtbsrGp2tsOsryhPOoKHNzdlZRx9m3C/IYmJ0UiRfmGbCjs/BVtfpNfuTuspwoxBCHEoCLyH6mba8PIDu93jt/BI8Dj53j8dqNnBaemyXL52SFs2LTZPB64L89zotb80cBfw3u74QQggfCbyE6GfsefkYo6MxJSZ278Lti9ABYczfm8Bp6bEEWoxdvnTK0CjyPcm0hqfD5s6HG03R0ZgSErAXFnavjUIIMcBJ4CVEP9OWn0fg6NEodeQ0EIfxemH75zQkzqS02dPpasYfykmNwmgwsC7ibChdC7U7O73GmpUlgZcQQvyABF5C9COellacO3dh7W7+rrL10FrFd6bJGA2KWSPjO7/mICEBJkYnhvGGbQqgYPM7nV5jzRyFc/duvK2t3WurEEIMYBJ4CdGP2AsLQOvuz+/atgiUkfebR5E5KIzwIPNhRWwuGy6v64hVTEmL5osyM57Umb7hxk72YrRmZoLWksFeCCEOYurrBgghus7ePrG+2z1e2xfjTZ7Cyt1eLpsUechbXu3l9cLXeXr902g0w8KHMTJqJOmR6aRHpjMyaiRR1iimDI3iha93sTvxHIbvuQ9K1kDKlCPe0pqV5WtzQSFBEyd2r71CCDFASeAlRD/SlpePefBgTFFRXb+ooRgq86mY/BvatnvISf1v4FXTVsND3z7EyrKVnJZ0GmkRaWyv2853Zd/x0c6PDpSbEDeBJ6b/HaVgiXcyw02Bvl6vowRe5rg4jLExMs9LCCEOIoGXEP2IPS+v+71d2xYDsMo4GbCRM8QXtH1d+jW/W/k7Wl2tPDTlIS4deekhE/br7HVsq9vG5urNPLfpOf6w5gEyEi7n22IHt2ecAwXvw9wnwGQ54q2tmZmSUkIIIQ4ic7yE6CfcdXW49u3r/vyu7Ysgejhf1ISRFBlIZIji8dWPc/vy24kJjOGtc97isozLDlslGWWNYlriNG4ddysPTX2IlftWYo7/gPXFdbhGXwJt9b6EqkcRmJWFY+dOvG1t3f1yhRBiQJLAS4h+wp6fD9C9jPWOZtjzLTp9Lrl76slMdnD5J5fzxtY3uGrUVbxxzhsMjxzeaTUXp1/MTWNuYrdjOTr8SzZaJkBwLGx+66jXWTMzwevFsX1719sshBADmAw1CtFPtOXlgVIHJq13yc4vwOOketAZVLdVkK//hbHNzbNnPsvMpJnduv8d4+9gd0MJy1nMgoJRTBp9MeT+y9fzFRjZ4TX7tw5qKyggcNy4bt1PCCEGIunxEqKfsG/Ow5KWhjEkuOsXbVsM1ggWt0YRNGQ+XhzMP3t+t4MuAIMy8ORpj2FxDeeL2v8jN2U8eJyQ+9IRrzENGoQxIkIm2AshRDsJvIToB7TWtOXnE9idifVeD+xYQsPw03m+6CEMpmb+edY/GRk18pjbYTFamB19P15XJHdtfoZdw0+Hlc+AvbHD8qq9h04CLyGE8Olx4KWUSlZKfamU2qKUKlBK3dV+PkoptVQptaP9GHnQNQ8qpYqUUtuUUnN62gYhBjp3eTme2lqs3ZlYX5pLa1sdP9MVNHvKGa7vYEJ8do/bMmPYEFqLrwdt5OfmJqpczfD9c0csb83MxLGjCK/T2eN7CyFEf+ePHi838Cut9ShgKnC7UioTeABYrrUeASxvf037e5cDWcBc4J9Kqa7v1ivESagtzzexvjs9XvatH/OLhDi2tFVgK72SWUOm+6Utk4dGoV1RzI7+DXXuVq4fMpTyNf8EW12H5a1ZmeBy4di+wy/3F0KI/qzHgZfWulxrvb79eTOwBRgMnA+82l7sVeCC9ufnA29prR1a691AETC5p+0QYiCz5+eB2UxARkaXyrs8Lu4p+Zh11gB+mvYAnpZMJqZ2PAG+u2JDAxgWG8yesihemP0CdUYj10UFU/L14x2WP5DBvlDyeQkhhF/neCmlUoHxwGogXmtdDr7gDIhrLzYYKDnostL2cx3Vd4tSKlcplVtdXe3PpgrRr7Tl5WNNT8dgOXKy0v1cHhf3L/8F35i8/C7uNGgdj8mgyE6O8Ft7pqRFk7unntHRY5k/92VazQFct+9TdpevO6ysOSkJQ2iozPMSQgj8GHgppUKA94C7tdZNRyvawbkOd9vVWr+gtc7RWufExsb6o5lC9Dva68Wen491bOfDjG3uNu788k6Wlq/i17X1XDLlHtbuqScrMYwgi/+yx0wZGkWLw01heRNZ0Vn8a8ZfcCu4ftmt7Kg/dEhRKdWewV4CLyGE8EvgpZQy4wu6Fmit328/XamUGtT+/iCgqv18KZB80OVJQJk/2iHEQOTcswdvSwuBnSRObXI2cdvS21i5byUPE821lkScYalsKmlg4pBu7O3YBVPTogFYvcs3r2tk2mxeDpuE0WnjhsXXsaV2yyHlrVlZOLZtQ7tcfm2HEEL0N/5Y1aiAfwFbtNZ/O+itj4Br259fC3x40PnLlVIBSqmhwAhgTU/bIcRAZc/LAzjqisaathpuWHwDm2s28+TU33Pxns2QMY+CskYcbi+T/DS/a7/4MCup0UGs3l174FzarEd4pbKGQLeTGz+/kY1VGw+8Z83MRDudOHbt8ms7hBCiv/FHj9d04GpgllJqY/tjHvAEMFsptQOY3f4arXUB8A5QCCwGbtdae/zQDiEGpLa8fFRQEAHDhnX4fllLGdcuupbi5mL+MesfzG1pBe2BrAvJ3VMP4LeJ9QebMjSaNbvr8HjbZwpEDSV5zBW8UlxMhDmE65dcz2uFr6G1PpDBXoYbhRAnO3+savxWa6201mO11tntj8+01rVa6zO11iPaj3UHXfMnrfUwrfVIrfWinrZBiIGsbeNGAjMzUcbDs67satjF1Yuupt5RzwuzX2D64OlQsBCi0iBhLLl760iJCiIu1Or3dk1Ji6LJ7mZrxUFTOmfeS6LXy5umNGYOnsmTa5/kji/uoDUhDENQEPYCWdkohDi5SeZ6IU5gnsZG7IWFBE2Zcsj5FmcLb259k2sXX4tXe3l5zstkx2VDaw3s/hqyLkQD6/bWkzPE/71dAKcMiwFgxbaDVhyHJ8HE6wnf9A5Pj72DByc/yKqyVVzy6aW4hifLykYhxElPAi8hTmC23Fzwegme6gu8iuqL+OP3f+TM/5zJY6sfIzk0mX/P/fd/twHa8vGBYca9tTZqWpzkpPp3Yv1+CeFWxiaFs7Sw8tA3ZtwDRjNqxeNcOepKFsxbQKApkCUBO2gpzMPtkgz2QoiTlwReQpzAWr9fjbJa+SaiiusXX8+FH13Iwh0LOWvIWbwx7w3eOOcNksMOWiRcsBCih0P8aNbu8Y3u5/TC/K79Zo+KZ2NJA1VN9v+eDE2AU+6A/Hdh99eMih7F2+e+Tfjo8Rgdbu59/acs3r0Ym8vWa+0SQogTlQReQpzAWr5bRdEQM79e9QBlLWXcPeFull2yjD+d+ifGxP4gvURLNez5BrIuBKVYt7eeMKuJ4bEhvda+szLjAVi+terQN2b8CiJT4ZN7wO0g2BzM1T95GABLUQn3fn0vM9+eyd1f3s2nuz6lxdnSa20UQogTif8yKgoh/KqtqgJX0U5Wn2Hkf6b/kfPSzsNoOMq2pls+Au31BV5A7t56Jg6JxGDoKGexf2QkhJIUGcjSwkqumJzy3zfMgTDvKVhwEax6Bmbei2XoUJTVyt0h53PJnNks3buUZXuXsbx4ORaDhVMGn8L0xOmMjxvP8IjhR/9ahRCin5LAS4gTkNaa116/jxnAlHNv4tzhF3R6DQULISYd4jKpb3VSVNXCheM73I3Lb5RSzM6MZ8HqYlodboIDDvqVMuIsyDwfvv4rjL4IFZWGdeRInIVbyEl4kJyEHO6ffD+bqjfx+Z7PWVa8jBUlKwAINgczNmYs4+PGkx2XzdjYsQSbg3v1azlZ2ZxuNhY3sG5vPfsa2lDK9+9qUKDwHQ0GRWiAibBAs+9hNRMeaCYs0ITFaMCrwePVeLXG49V4tC/FSJjVd014oJkA0+GBdJvTQ22rg7pWJ7WtTmwODwEmA1azEav50GN4oJmQABO+1JFC9F8SeAlxAnpmwzMY1uTiDrJwztw7Or+guRL2roSZ9x4YZgR6bUXjwWZnxvPyyj18s6OauaMHHfrm3CegaDl8di/89F2sWVk0fvgh2utFGQwYlIHxceMZHzee+ybdx76WfWyo2sDGqo1srN7Ic5ueQ6MxKAPpkelkx2YfKD8oZFDHDTqKZruLd3JLCTQbSYywMjgikMSIwEMDxgGussnO2j115O6pZ93eegrLmw7kYosNDQBAa1/w79UaDXg8mhanG93h5m5dE2AyEB5oJtRqwu7yUtfqpM3VvRSOZqMiIshCVJCFiCAzUcEWUmOCmTkilolDIrGYZPaMOPGdPL9thOgnFmxZwPy8+by0L5iIaZM7zN91mA6GGc1GxTg/box9JJNTowgPNPN5YeXhgVdYIsx6CBY/AIUfYs3Kov6NN3Ds2IF15MhDiiqlSApNIik0ifOGnQdAs7OZzdWbfcFY9UY+3Pkhb217C4D4oHiy47IZEzOG0TGjGRU1iiBz0BHb2epwc/3La8ltD0oPFh5oJjEikHFJ4czJSuCU4dEd9tCccNwOsDeC1w0el++4/2EwQ0QyXqOVvH2NLN9SybItVRSW+/KuWc0GspMj+Nlpw5iYGsmE5EjCg8xHvJXXq2l2uGlqc9Fkd9HY5qKpzYXLozEaFAal2o++HjI0NNldNNnbr2lrv8buIsBkJDrYQlSIxXcMDiAq2EJIgAmH24Pd5aXN5cF+0KOxzUVdq4sGm5O6Vif1NifbK5tZWljJcyt2EhJg4pRh0Zw2MpbT0mNJijzyz4IQfUkCLyFOIEv2LOHPa/7M+UHTCKn+huApU7t2YeGHEJsBcaMAyN1TR1ZiOFZz7wcPJqOBWRlxfLm1CrfHi8n4g16HSTfDxgWw+AFCLl8EBgNNixcfFnh1JNQSyvTB032JYQG31832+u2+HrH2XrEle5YAYFAG0sLTyIrOIismiwlxE0iPTEcpRZvTw42vrmVDSQP/uHI8E1IiKWtoY1/7o6yhjdL6Nj7ZXM5ba0sICTBxRkYcc7LiOX1kHCEnUo+Y1wt7v4WNb/r+3V2tRy1eQxQObywpOp5rw1OIzh5JekIoicFgcu8Glw1KbbDL5nvusoGrDZytvqOrFdxODIERhAfHEh4cCyFxEBzreySMgNhRYOib3qZmu4tVO2v5ans1X22r5vP29CYj4kK4ckoKl+Ykn1Q9muLEp3RP+o6Po5ycHJ2bm9vXzRCi16ytWMutS29lTMwY/toyj5rfPcLQjz7Emp5+9AubK+GpkXD6A3D6A7Q43Ix/9HNumD6UB+eNOi5t/3RzObe/sZ63b5nKlPYNtA9Rmgvzz4KpP2Pv2xW4y8pJW7zIL/N1atpqKKwtJL8mn4LaAvJr8qmz+1JpDA4ZzMzBp7O2IJGNRRE8fdlEzs8+8rw3h9vDqqJalhRUsLSwktpWJxaTgVkj4/j9eZkkRgT2uL3HrHYnbHoTNr0NjcVgCYWsC3DFj6Gi2cPeegd7G5zsqnWwr9lDAE6Gm2vJCW9kuLmGaMc+DC3lHdetDGAO9i2KsAT94HkQGC3QVu9L0NtaBbY64KC/HQHhkDIFUqZCyimQOB7M/t8toTNaa3ZWt7JiWxWf5ZWzvriBUKuJK6ekcN0pqQwK78N/P3HSUUqt01rnHHZeAi8h+t6O+h1cs+gaEoITeGXuK7T87k+0rlzFiG+/6Tw4WfMifPZr+PlqiMtgcX4Ft72+jjdvnsq0YR0EQb2gxeFmwqNLuWbaEB46N7PjQp/cA+tepj7xd1Q89SJD33/vwB6O/qS1pqK1gu/Kv2PZ3uV8W7oKrdwEGsM4O/UMzkg+g+y4bKIDj/698Xg1uXvqWFJQydtrizGbDPzl4nHMbk+hcdzsWoH3i8cwlK5GKwNlUVNYEzaH5UxiZ4OmqKoZl+e/c7SykyPITo5gfEoEOUOiDp335GqDxlJAtQdVgb4gy2iG7gTBHjfYan1BWGUB7F0Fxd9DzTbf+0YLDBoHkUMhIgUiktuPQ3y7G5gC/Pf9OYoNxfXM/3Y3i/LKMSjFuWMHcdOMNEYPDj8u9xcnNwm8hDhBVduqufKzK/F6vSw4ZwHxQfEUzTyNoEmTGPy3pzqv4OV5vt6In38HwAPvbebTzeWs//1szD8c9utF1760hj21raz49ekdB4ttDfCPHNwBSex4oZbo668j7le/6rX2uDxefvHGepYUFnP1LDtuax5flX5Fs7MZgITgBEZHjyYrJuvA8GSYJazDunbXtHLHm+vJ39fEdaek8uC8jF6bA1bf6qSgrIk9u7aSmfckE1q+okTHssB9Jgs9p1JJFAEmA8lRQSRHBpKeEMr45AjGJUeQEGbt21V/rbVQshqKV8G+DdBQDE37fLspHCwiBeIyfUPjsaN8x5j0XuslK6mz8cqqPby9toQWh5uJQyK5LCeZeWMHnVjDyGJAkcBLiBOQzWXj+iXXs7txN6/OfZVR0aNw7NrFrnnnkPDoH4i89NKjV9BUDn8bBWf8Bk67D601Ux9fzsQhkfzzpxOPzxfR7vXv9/LQB/l8/suZpMeHdlwo711470aKc0fibAtl2LJlvRIouD1e7n57I59sLueR8zK5bvpQAFxeF3nVeeTV5FFQU0BBbQHFzcUHrhsVNYqzU89m9pDZDAkbckidDreHJxZt5eWVe8hKDOMfV05gaIx/UlzsqGzmpZW7+Xp7DdUNTdxk/JRfmD7EoDRLon5KccaNJMdGkRwVSHJUELEhAf0nrYLHDc1l0FDiC8Qain09Y1VboWY7eF2+csoAMSNh2CxfKpKUU/weiDXZXbyztoQ31xSzs7qVIIuReWMGcWlOMpNSI/vP91T0CxJ4CXGC8Xg93P3l3Xy972v+b9b/MTNpJgB1b7xB5aP/w7DPl2BJSTl6Jav/Hyy6D25fC7HpFJQ1cs4z3/LkxWO5NCf56Nf6WWWTnSmPLefeOSO5/YzhRy64+gUanv095WsiSV3wKoETJ/u1HW1OD7/+zyY+zSvnN/MyuGXmsKOWb3Q0Hpgb9lXpV2yu3gzAyMiRzB4ym9mps0kLTztQfmlhJfe+uwmX28sfLxyWwZvZAAAgAElEQVTNheOTjqmdWmu+31XHi9/s4outVQSYDNyVspuf1v+T8LYSnOnnYpn3uK93aKDyuHxz16q3QNUWKFnjG7b0OHxzy1JnwPCzYPiZEH30f8fu0FqzvriBd9eV8PGmclocblKjg7gkJ5nzxiaSEi0rIkXPSeAlxAnmiTVPsGDLAn4z5TdckXHFgfOld95FW34ew5cv7/wT+EtzwdEMP1sJwLNfFvGXJdtY89sziQs9/pObz//Htyil+OD26Uct5/nmRXbc+hSREyOIn78UAo7QQ9ZNZQ1t3PJaLgVlTfzmR6O4eWZa5xf9QEVrBUv3LmXp3qVsqNoAQHpkOpdnXM55aedhNVkpb2zjrjc3smZPHWmxweQMiSRnSBQTUyNJiwk+6r+b2+NlUX4FL36zi82ljUQHW7htYgjX1D9DwI7PIHoEzHvS1/NzMnK2wp6VULQMipZC3S7f+dQZvq2o0k7v3ny0TticbhblVfBObgmrd/sWZYxLCue8cYmcM3aQTMgXx0wCLyFOIAu2LOCJNU9wdebV3DfpvgPntdfLjmmnEDJrFomPP3b0Shr3wf9m+vJkzbwXgIueW4XT7eXjO07tzeYf0f8t38FTS7ez5jdnEhd29MCv5KcXYN9SyPCfJaOueg8Ce5ZzLHdPHbe9vh67y8PfL8/mzFE9nwRf2VrJsuJlfFD0AVvrthIREMEl6ZdwRcYVRAZEs2B1MV9tr2bd3noa23xDZlHBFiakRJIWG0yrw02rw02Lw02z3U2r001Fo52aFidpMcHcdOpQLrauxrLkPnDa4IwHYertYLL0uO0DRu1O2PoJfP8cNJdD4gRfADZynt9TWJTW2/h0czkfby4jf58v39mk1EjOHesLwmJCjs+iADEwSOAlxAniy+IvuevLu5iVMounTnvqkD0J7YWF7P7JRSQ++WfCf/zjI1fi9cJbV/h6BX6xFqLSqG91MvGPS/nFrBHcM7uTFBS9ZGtFE3Of/obHLhzDlVOOPkTW+PHHlN17H0Nm1xOUNQKu/gCCj20V5ttri3nog3wGRwQy/9ochsf5pwdtP601uZW5vFb4GitKVmA0GJk3dB5XZ15NRlQGXq9mV03LgWzw+7ffCbWaCA4wERLgO+7fdudHoxM4K8WA4bN7YMvHMDgHLngOYvvm361fcDt86TS+/V+o3+PLW3fqPTD6IjD6f4L87ppWPtlUxieby9lW2YzRoDgtPZYLxw9mdmb8ccmRJ/o3CbyEOAEU1BZw/eLrGRY+jJfmvkSg6dBhjNqXXqbqyScZ/tUKzPFH6bFZ8WdY8RjM+ytMvhmADzfu4663NrLw56cwPqX3twrqiNaamX/5khFxobx03aSjlvW0tLJj+nQiZk8lIWIhRKbCVe9DeNf3l3R7vPzx0y28smoPM0bE8I8rJhw1+7o/FDcVs2DLAhYWLaTN3cbY2LFcMPwC5qbOJdTSxYAv/31fChBHM5zxW5j2i14JHgYkjxsKP4BvnoKqQghPgam3wfirwdrxqtSe2lbRzMIN+/hgwz4qmuyEBpiYN2YQF04YzOTUqF7diF70XxJ4CdHHipuKuXrR1ViNVhacs4CYwJjDy9x6K67iEoYt+uzIFW1fAm9cBuOugAv+eWC+yy/f3shX26tZ+9uzMPbhH4JHPy7k9dV72fC72Z1mDC+9405sGzcw4uU/ot6+AtAw7XY45c5O/4i2Otzc+to6vi2q4cZTh/LgjzIOz5rfi5qcTSzcsZAPij6gqKGIAGMAs1JmccHwC5iSMOWQnswDmitg0f2+wCFxPFzwPMRlHLc2DyheL2xfDKv+z5e+IiAMJlwDU27z5Q3rBR6v5vtdtby/fh+L8suxOT2kRAVx7SmpXJqTRKi1d4N+0b9I4CVEH6q2VXP1oquxuWy8+qNXGRo+9LAy2uVi+5SphJ3/YwY9/HDHFdXuhBfOgMghcOPnvgSY+P4g5PxxKWeMjONvl2X35pfSqe921nLFi9/z/FUTDt+78QeaFi1i3y/vIeWVVwhOj4Xl/wMF70NQNMy8D3Ju6HC+k8Pt4aZXc1lZVMMTFx3/FZwH01pTWFvIB0Uf8Nnuz2hyNhEfFM8VGVdw/ejrMSiDr5dm7Yvw5WPgtsNp98P0u6WXy1/2rYPvnoWCD3yvsy7wzZUbPMGvE/EPZnO6WVJQwYLvi8ndW09ogIlLJyVz3SmpJEfJqkghgZcQfabZ2cz1i6+nuLmYf539L8bEjumwnG39BvZeeSWD//53wuacfXgBRwv8a7av1+SWFb7gq9364np+8s9VPHPFeH48LrF3vpAucnu8TPzjMqalRfP81UfPJea12dg+/VTCf/xjBv3hEd/Jfeth2cOw+2vf8OOs30HWTw5MpHZ7vPzijQ0sLqjgr5eM4+KJx5bOoTc4PA5WlKzg/R3vs6psFeemncujKedh/uw+qMyDYWfCvL/4NTWCOEhDsS/FyrpXwdnsy5SfPhdGzoUhp/baooWNJQ289O1uPs0rR2vNnKwEbjx1KDmpUb1yP9E/HCnw6ptdTYU4STg8Du784k52Nuzk6dOfPmLQBWBb/T0AQZM7mBulNXx0B1RvhYv/dUjQBbBiaxUGBTNHHD58ebyZjAauPSWVxQUVfLhx31HLGoKCCD3jdJo//xztdvtODp4A13wEP30PLCHw3o0wfxaUbUBrzW8W5rG4oILfn5t5QgVdAAHGAOakzuH5s57nzqyb+GTXJ9zx2TXY2urg0n/DVe9J0NWbIlJgzp/gnkI492nfBPz1r8JrF8KTafDONb7NxRtKfP+n/CQ7OYJnrhjPt/efwS0zh7FqZy0XP/8dN76ylr21R9/EXJx8pMdLiF7i8Xr49Ve/ZlnxMp6Y8QTnpJ1z1PJ7r70OT1MTaQvfP/zNVf+Az38LZz0Cp/7ysLfP/b9vCDQb+c9tp/in8T3k9ni54sXvKSxr4pM7Zxw1w3vT0qXsu+NOkufPJ+TUH+T/8noh7x1Y+nt0azVrYy/mhuKzufHMcfyyj1ZudsrjgnWvwJd/4j2zh0ejIxgdncWzZz1PhLVnKTPEMXDaYNcK33yw7UugpcJ33hoB8aMhPgsSRvuex406MHzfEzanm9e+28szy3fg8mhuPS2Nn58+nECLrIQ8mchQoxDHkdaaR79/lHe3v8v9k+7nqsyrjlre29bG9ilTibzySuIfuP/QN3d95fvEnnGOr9fkB3NWqprsTO5KxvjjrKyhjXnPfMPgiEDe//kpR9zb0OtwsOOU6YTOnUPin/7UcWX2Rja/+itGl71LiyWG0AufQo36ca/N3zkmWsOWj2DZH6Bupy/h57y/sLytjPu+vo+k0CT+3+z/R0JwQl+39OTl9ULFJijN9W3uXZkPlYXg2t8rpSA82dcrGT0Mooe3P4b5Nvzu5s9bZZOdJxZtZeGGfQyOCOR3545iTlaCbE10kpDAS4jjpKathpfzX+bfhf/mpjE3cdeEuzq9pvLxJ6h79VWGvPZvgiYdNNS4bTG8e73vj8HNyzvM8P5Obgn3vbuZz+6cQWZi7yynP1ZLCyu5+d+5XHdKKo/8OOuI5fbddx8tK74i/dtvUJbD5+G8umoPD39UwC8zmriz7R+oynxI/5Evw/uJsKVO8ffw+e+gdI1veGv2ozDi7AN/qNdWrOXOL+4k2BzMC7NfIC2i+xn1RS/xeqF+ty8Iq9riW8BSW+Q7Ohr/Wy5qGIy/CrKvhNDuBc9rdtfx+w/z2VrRzKnDY3j4vExGHGk/UzFgSOAlRDdprWl0NFLWWoZBGYgNjCXSGulbpXYQl9fFpqpNfLvvW1aWrWRr3VYALhpxEQ9Pe7jTT7fNK1ZQetvPiPzpT0n43UP/fSP3Jfj0V5AwFq58B0I7zuv1s9fXsaG4ge8enHVCfpJ+9ONCXlq5m/939UTmZHX8B6v5yy8p/dnPSXr+OUJPPx3wff8Lypp4d10pr6zaw9mZ8fzzpxMw4YXVz/lWCAKc+XuYfKvfs5h3SfV2WP4HX2b1kASY9VsYd2WHqxW31m3ltqW34dZu7pl4D+emnYvFKBnqT1hag63WF4RVFULee7D3W1BGSJ/jyxs24uwur0x1e7wsWF3MXz/fRqvDzQXjB3P3memyL+QAJoGXEEfg8rjIr81nc/VmSppLKG8tp6yljLKWMmxu2yFlTcpEdGA0sYGxxAbFotGsrVhLq6sVozKSHZfNqYNPZXridDKiMjoNhFyVley+4EJM8fGkvv0WhoAA3yfwLx71ZegeMQcufgkCQo7Qdi/jH13KeeMG8fhPxvrte+JPDreHi5/7jr21rXx21wySIg//Q6OdTnbMPI3AceMwP/k0H2zcx/vrS9le2YLZqDhvbCKP/WTModnCG4rhk3t8+/mlnALn/+P4TFz3uGDbZ755XDu/AEsonHoXTP05WI48lw2gpKmEX3/9awprC4kLiuOazGu4JP0Sgszyx7dfqN0JG16DjW9AS6Uv2B53ua8XLHZkl6qoa3Xy3Ioi/v3dXjxezaWTkrlj1nDZE3IAksBLiHZOj5O8mjzWVqwltzKXTVWbsHvsAIRaQhkcMphBwYMOHBNDEtFoqm3VVLdV//fYVo3T4yQnPodTB5/KlEFTup65HNAeD8XX30BbXh5D33uPgLShvm1RPrwd8v4DE6/3ZaY/yifq/TmzjtabdCLYW9vKOc98S3p8CG/fOg3zQYlOnW4v2yubqXz+BRL/8xL3zPwFW6JSmZASwYUTkjh3zCAig4/QM6S1bxuZRQ+Ax+nr/ZpyW+/0ftXthvX/hg2vQ2sVhCX5Enbm3AAhsV2uRmvNd2XfMT9/Pmsr1hJmCePKUVdyZcaVRFr7ZseBo7Fv3UrjBx/iaWjAa7Md9lAWM+b4BEzx8Zji4zDHx2OKi8cyJIWAYQN0BafHBTs+h/Wv+Y7a49tDMvtK3xZGQZ2nkahssvOPL4p4a20xSimumjKEn58xTPaD7EW1LQ7eWlvCovxy3r3tlF7f9kkCL3FSc3ldfFP6DQt3LOS78u9weBwoFOmR6eQk5JATn8OE+AlEWY9f3p2a556j+u/PMOixx4j4yYXQVg9vXeUbzjjzYd/qxU56zB77bAsvr9zNxt+f3WmW+L720aYy7nxzAz+dkkJGQij5+5rIL2tke2UzLo8mwO3g38uewJkylKSXXjrqSsjDNJXBx3fDjiWQMg3Of9Y/vV9aw46lvqHNnV+AMvjyQk28DoafBR1lp++GTdWbeCnvJb4o+YJAUyCXjbyMm8feTJilb+fqaa1pXbmKupdeonXVKpTFgikmBkNwECooCENQEIagYAyBgWiHHVdlFe7KStzV1b4e23aBOROJueUWgmfMOCGHwf2iudL3QWnTm755YgazL2/YuCtg+OxOc4eV1Nl4ZvkO3ltfSoDJyGWTkrnx1KEnTRJWm9NNUVUL2yqa2V3TisVkIDLIQmSwhaggCxFBZqKCLUQGWbCaDcf0c1RQ1sgrK/fw4aYynG4vM0bE8OeLxpIY0bu9jCdc4KWUmgv8HTAC87XWTxytvARe4ljsadzDwqKFfFj0IbX2WmIDY5mTOodJCZOYGD+R8IDwPmmXbd069l59DWHz5pH48L2orR/D9/+E+r2+zZLHXtKlemb/7Sviw6y8ftOUXm6xfzz4/mbeXFMCQGSQmdGDw8lMDGN0YjhZiWGEf/Y+VY8/TsorLxM8dWr3Kj+k98sBM34FE6494ty4o/K4fPsprvw7VBVAaKIv2Bp/Vbf2kuyqopptLPz8Gb4u/ZrmwRH8POcOfjLiJ5gMxzeY1k4njZ99Rt1LL+PYvh1TbCyR11xN5KWXYgzv/P+Kdrtx19birqykbcMGal95FXd5OQEZGUTffBNhc+agTP77mrxOJ9rhwBAcjOqLOX74gtR6Rz1Vtiqq9q2hcscSqirWUeOx4zEF+LYvikz1DUu2zw8NNAUSFxRHfHA88UHxxAXF0WoLZv5XpXy0qQwNnDt2ELfMTCMrsRu/o1qqfas2yzf5FgqEJ/s+iCRPhsC+S2Xi8ngpb7BT2mCjtL6NvbWtbKtoYXtlMyX1tgMp1UwGhdt7UEyinChTC8rUjDI4MBmMhFgshFothARYCA2wEGa1EBUUSHSIlejgQGJDgogN8R1X7SrnnXU7KKisICDAycShVrKHWDCbHdw67lYCjL3bu3hCBV5KKSOwHZgNlAJrgSu01oVHukYCL3E0+yfC17TVUGOvoaS5hE93fcq6ynUYlZEZSTO4aMRFnDr41OP+x+yHPA0N7Dr/fJR2MvSqKIzlq0B7IXoEnPu/MHTGEa/VWtNgc7GntpWtFc08+H4eD50ziptm9I9Vck63l9W7a0mLDSEx3HrYp1evw8HOOXMxJyQw5M03jq2XpKnMtyhh22ftE6HnwoSrfb0PnU2Edrb6hhO/exYaSyB2FEy/C8ZcDEb/7MOnXS4cRUXYCwpoy8/HXlCIY9s2tNMJgMtsYGe8l5rUSMafcRljT7sI8+DBvdZj5GlsxLZuPbbcXJo++QR3VRUBI0YQdcMNhJ8zr8NVpl2lnU4aP/2M2vnzce7ciTk5megbbyRk1hmYYmO79DV5GhpwlpTiKinGWVyCs7QEV3EJzpIS3BUVvoDbYMAQGooxNBRjWBiGsDBMUZEEZmcTNGUqAekj/Pr9c3ldrChZwbvb3yW3Ihen13nI+wpFpDkYs9sJLjvg9QVd5kAwB9HqddHiajms3hBzCBaDFYfLSIsdvB4zYdZAUiLDSY2IJSYohhhLBDEYiHF7iHbZiWupI6JyK6piMzSX/beysMG+eWheN6B8+cpSpvoCsdQZx/aB5CgabE721NrYW9vKnhrfsaTexr76Niqa7BwcT5kMitSYIIbGe4mJaCEouB5tqqHJXXFgOketvRabu3eSzxo0LLvwU2LDe3dF9IkWeE0DHtFaz2l//SCA1vrxI13T24HXW78+D0Npea/VLzqnABMKIwoTBkxaYUJh0gY8SuPEi1N5ceLBhfY9Vx7feTRedejPcpA2kugNJMFrJUAf/8SF3iAzOjQAb2gA3rAAdLDFlybok43okjZSz6qhdVACBRGzKIicRaV1WIdDixqot7naf6G10mR3H3gv0Gzk81/OHFDDEvVvv0PFww8fssLxmNTsaJ8I/aZvTlZIgm8Ozpj23kRbDbTW+Fautdb4EmsWfugb8k2Z5ttLccTZPZ4v5q6vp23DRto2rMe2fgP2/Hy0wwGAISQEa2Ym1tGjsWZlgoa2vDwq1n6N2r4Hi7v9ZzoiHJWVTmt6IlVDI9kz2EQZDVS2VuLRHgKMAVhNVgKMAQeeR1ujmZUyi2ERhw65uqqqaFu3DlvuOmy5uTi2bwetUWYzQZMnE3XdtQSfeqpfAxXt9dLyxRfUvPAi9s2bAVABAZgHD8acnIRlcBLmpCQMwcG4SktxlpTgKvEFV96mpkPqMsbGYElKxpKSjDkpGUNICN7mJjyNTXiam/A2NuFpbsZdWYlrn2/nBGNUFMFTpxA0ZSrB06ZiTk4+pq+vpLmE93e8z8IdC6m115IQnMDsIbMZHDKYuKA4Xy9WUDzRgdGYDe2BussORcsg/z1fEleXDawR2FKmUJk4hsroVKqsIVTZa6lpq8HutmP32GmxNVBeXUZLax1GbLiMLhqNmjbD4e0O1pBkDCI5MJ7kyGEkxY0jKSqdUIMJS00Rlop8LGWbCCjfhNnZQrBWmIaf5evBTf9Rh8OhdpeHxjYXDTYXDTYn9TYX9Tan79Ha/rrVSU2Lgz21NhrbXAeuVQoGhVlJjgoiKTKIhAgT5sAKbOymyllEaWsRJc0lhyxeMiojg4IHER8cT0xgzGGPYHMwHmcr3sZS3I0leJv24W0qx91SicfdhsvtwOV24PY68XqdeLUXi9aEeb0HHqHKTFhwAsFhiaiLX4aQuG7/DHTHiRZ4XQzM1Vrf1P76amCK1voXPyh3C3ALQEpKysS9e/f2Wpvev3AcybudnRcUvaqrP40K335XCo3S+58fdF6Docu19QKt0K4f/IJUGoNV420zsDs7hVdGXcR2hnQpKWOo1URqdDCp0cEMiQ7yPY8JJjkq8IiJSfsr7XKxc945GEJCGPreuz0fQvK4fBnLN+yfCO09rIij0UT5+micTRawBvP/2bvvOKmq8/HjnzNte29sAXaBpS6wIEVAOkSjCGLsETVqLLFrbFG/ahI1yc8YNfYarKgIKCooCCIIKL33srC99zLt/P64AyyyDbbBzvN+veZ1Z+7ce+45s+zw7DnPPUf5+KPMZmNYzGLB5OODJSrKSCDvFHM0gdwSHQ1uF66yMtzl5bjLynCVleMuL8Oenk7V+g3Y9+83LmK14tu3D/6pg/Ad0B+/fv2wdulSb/uqq8uZ992LbPjhM7oeriE5U5NQYLznBnKiLGQnBVMQF0hOuInsMEVWsItKZafGWUO5oxyt3Zzt7MKUsu70TVeoLbtwHDoEgPL3xz81Ff+hQ/AfMgTfAQOMu2pbkdaaqg0bqd6xHUd6hhFkpafjSE/HXVZ29HOyxcVh7ewJrjp3wdY54ejW5N/0PzIcGRlU/PwLlT+vpmLVapy5ucYlunQhaOJEgiZNxC81FWWu/3fI6Xbyw+Ef+Gz3Z6zMXIlJmRgTP4ZLe13KqLhRmE8mz89eYQRf+5ZC2kpjol0Aa4AxHBjTz5i+Iuv43qty/84cNsWx3x7KlqoA0sz+ZJp9sQf4YQ614rCUYFe5VJNHpTsPN456KmAwa0UXp4vkmio6u8zYTX3Zq8aT5hhASaWmuMpOtePE35MjfK0mT/6VjYhA29HvpK4RAUSHaJzmHDIq0thesJ0teVvYUbgDh9uoU7hvOH0j+pIYnEjnoM50Ce5Cl6AuxAbGHgtWjyhKM4LWvd9D5obje/QAgmKNiW19g8Hqbzxs/see+4dDSILR+xccb7xuw1zD0y3wuhQ491eB1zCt9R31nSNDjd5Ba02ls5Iyexll9jLKHeWU2cvws/gR4RdBhG8EwbbgMyJR111TgyMz03hkZODIMJ5bE+KJuuOOdstJOROUfPEFmQ8+RPzzzxN83rktV3BppvElbvMH/0i0bziF85aQ9+rbmAIDCTrvXHC5jXUjXU60w4l2uXBXVeLMzcOZk4OrqKhJlzKHhuKXmorf4MH4D0rFt39/TL6+J13l/Kp8FqctJsQnhE7uICIOFOGzKw375q1UbdqEq7j42MEmE9bYWGxdu+KwKCo2bsBaavQqlPhDZrdg/AcPZsDkK4gdNKpF862ay1VSgruiAktMTIOB0KnSWmM/cJCK1aso/+EHKletRjscmMPDCRw/jqCJkwgYOeLoz6igqoA5e+bwya5PyKnMIcY/ht8l/47pydNbbvWBsmwjAEtbCYdWGWuxRiRD7ECIHWBsO/UH32N5XhU1TrZllrI5vZjN6SXszy+nyu6i2uGmxumi2uGkRhfhNheAyY4yOUEZD3VkaynH4pNDgG86NZYytOfr1KTBDxs2czi+1giCraGE+YYR4RdOiE8ggT5WAn1s+FgsWEwWTMqE3WUnrTSN/SX72V+yn9zK3KN19bP40TeiL/0j+5MSmcKAyAF0Cmhg5n5HNaT95Am2FkP+bmN/SBfoOhIiPSsJhHeH8G71TrNzujjdAq/TbqhRCHH60C4X+6dOA6Dbl1+0yn/E9oMHyXz4L1Rt2EDQ5Ml0euJxLBERjZ7ntttx5nru4svNBbMZc1AQpsAgzEGBmIKCjEczcqOaSmuNq6gIe1oajkOHsKelYU87hP3QIdwVFfgNGID/kLOo6NOFxXo7Cw9+y9aCrZiUidHxo5mePJ0xCWNO7GnwAq7yciqWL6fs+yWUL1uGu6wM5eODu18PNnd282XQPnbGuhjc+Wyu6n0VYxLGtH5+qNYt1iPjdLlxaY3WRrFurdEYW4tJ4Wc1o5Si2llNWs4m9m37hAOHl1NQmUeR2UyhXzCFPgEU4abEUdbgtfwt/iSFJNEtpBvdQruRFJxEUmgSXYK6NP6ZOe2eodjZsGuBMRRr9oHEc4w7h5MnG8HWGfDH9q+dboGXBSO5fiKQgZFcf5XWelt950jgJYR3KV34LRl3303sP54h9KKLWqxc7XZT9MGH5D73HMpmo9NjjxI8ZcoZ0YvaEtJK05i3dx5f7P2CvKo8InwjmNpjKhf3uJjEkMT2rl67cFZX89M3b3Bg4edE7colMcdIWcBmxX/AQPyHDcW3Xz98evTAmpDQKn8InDYK98P2L2H7PGN4D3B26k9Nr9/iShqNOyYFtwK3duNyuzCbzET4Rpzc74/bBQeXw5bZxvqm1SXgFw59p0HvKUbvlu3Mz1s9rQIvAKXU+cDzGNNJvKO1rmd1XIMEXkJ4F+12c+CSS3CXltF9wTcoa/N7ZRw5uWTefz+Vv/xCwNgxxP71b1hjWjfB9nTldDtZkbGCOXvm8GP6j7i0i+GdhnNr6q2cFXNWe1evTdhddubvm8+7294lrTSNLkFduKrPVUyJGodp824qf/mFyjVrqN6x4+j8ZMpmw9atGz7du+PTozvWzl0wh4RgDg7CFByM2fNoiX+v7a4ozQiMts2DDM//v/4R0H2i0RvVYyIERDZcRlWxkbeWvwcK9hjbwz8bd1zaAo1Aq/8l0G1ci905fLo47QKvkyWBlxDep3zZMg7ffAudnniCsCsub1ZZVVu2kH7b7bjKy+n0yF8Iufhir+nlakx+VT5f7P2CD3Z8QH5VPiNiR3D7oNsZEHV6LkPVXBWOCmbvns17294jtyqXPuF9uLH/jUzsMrHOZHlXeQX2fXup2buXmr37qNm3F/vefTgyM+so3aD8/bFERWKNjsESE4O1k+eGjBjPrP7dujVrqo42V54H+5caEwrv+964GxhlLApvrSN3UbuNnMqKvGP7TBZjTrNO/aHvRcaal9a2XypJO51tkt8ogZcQ4oyjtSbtyquo2beP0PbG3VwAACAASURBVEsuIWTaVHx79z7pckrmf0XWI49giYoi4ZVX8O3VsxVqe+arclbx6a5PeXvL2xTVFDEmYQy3pd5G34i+7V21FpFZnsns3bP5ZNcnlNpLGd5pONf3v54RsSNOKQh3V1TgyMrCVVqGq7QEd2npseclJTjz8o7N6p+Tg3bUutvQasWnRw98e/fGt09vfHr3xrd3b8zB7btqQZO43ZC10bhRJWOdsWRSXQJjIDLZuGEgMtkIusxWXCUlRj7iwYO1HmnYDx8Glwus1lp3FZtRFivmwECsCQmeRzy2hASsCZ2xxsUavYtKgVLH/RydRUXYDxzAvn8/NQcOYD9w0Hh9+DA9V6/CHNi6yfkSeAkhzkg1+w+Q++9/U75sGTid+PTqRcjUqQRPmdLoMKF2u8n7z/MUvPkm/kOGEP/iC1jC225ZqDNVpaOSj3Z+xLtb36XUXsrELhP544A/0i+iX3tX7aS53C5WZKzg092fsjx9OQDjO4/nhv43tGmP3pEbIZw5OdgPHKB6x06qd+6kescOXPn5R4+zJSXhN3AgfqkD8Rs4EJ/k5NPq7tOT5SotpXrrVqq2bDW2W7fizKo1Z6bJhDU+HltiIrbOnVE2G9rpRDsd4HIdvbPYVVyMIz0dR0bG0cmG6+QJwFDKCOKO7LZasSV2xZaYhC0piYjr/4A5tHVn85fASwhxRnMWFVH6zTeUfPkl1Zs2g8lEwIgRBIw4G9+U/vim9DvuL1hXeQWZ999P+dKlhF52GZ0efeTMGto5DZTZy/hg+we8t/09yh3lDI8dzvUpp95D1JbyKvOYs2cOs/fMJrsimyi/KKYnT+d3yb8jLjCuvat3HGdenhGEbdtO1ebNxjQhBcakbcrPz5jzLbErlrBwzOHhWMLDMIeHYw4LxxIRjiUi4rT4t+2urqZ6xw6qt2yhavMWqrZsxpF26Oj71q5d8Evpj2/fPtiSkoxgKyHhpOqu3W6cefk4Moz53xxZ2WiXE9ye2ze1G+12gwZzWCg+3bphS0rCGhfX5jdFSOAlhOgwavYfoGT+l5R9swD7kYmVlcKWlIRvSj/8+vWjePZsavYfIObhhwn7/VWnfaBwOiuzl/HZ7s/4YPsH5FXl0Se8D9enXM+krpPafQmu2vIq81hyaAmLDi1ibfZaXNrFiNgRXNbrMsZ2HnvGTJuhtcaRkUHVxk1UbdpE1eZNODIzcRUVg9NZ5znmkBDMUZHGRL+RUVgiPc+joz3bKKzR0ZgCTmLx+frq53TizM3FkZWF/WAaVVu3UL1pM9W7dx+tn6VTJ/z698c3JQW//in49uvXpPU+OxIJvIQQHZKzqIjqrduo3rrl6HCGMzcXU0gICf95joCRI9u7ih3GkbsA/7ftfxwsPUhCYALTekxjYNRAUiJTCLIFtXmdMsszWZy2mMWHFrMxdyMaTWJwIpO7TuaiHhfRJbh11+NrS1pr3KWlOAsLcRUV4SosxFlQiLMgH1d+Ps68fJz5nkdeHrq6+oQyTP7+x1Zg6BSLNbYTlphOxjYyEnd1jZGjVlZmLMNUWoK7tMzIV8vKwpGVhTMn5+hdnuBZ+qp/Cn79B+A3cAC+Kf299m7h2iTwEkJ4DUdOLiZ/P8xBbR8IeAOX28XSw0v537b/sSlvE2AsDN09tDv9I/szIGoAfSP6Eu4bTrAtGD+L34kLoms3eZV5ZFVkkVGeQWZ5JgXVBdS4arC77NhdduO523709XH7XXbsbjvFNcbM/T3DejKp6yQmd5lM99DuXt/DqbXGXV5uTPabl2dsc3Nx5ObizMnFmZ2NIzsbZ17ecUFUXZS/P5aICKxxcVhjY7HGxWKJjcUaG4c1Pg5b166yEkcdJPASQgjR4kpqStiWv41N+ZvYnLeZzXmbKbUfv7C1RVkIsgUR7BNMoDWQMnsZWRVZR9fvOyLIGoTNbMPH7IPNbDv63GqynrDPZrZhM9mIC4xjYpeJHapnqy1pp9PozcrOxpmfj8nXD3NIMKagIGP4MiioY8xJ1g4k8BJCCNHqtNYcKjvE7qLdlNSUUGYvo9ReamxrSil1lBJkDSIuMI74wHhiA2KJD4ynU0An/K1n/mzlQhxRX+B1+mRFCiGEOOMppega3JWuwV3buypCnJZkUFYIIYQQoo1I4CWEEEII0UYk8BJCCCGEaCMSeAkhhBBCtBEJvIQQQggh2sgZM52EUioPSGvly0QC+Y0e1XFJ+727/SCfgbRf2u/N7Qf5DFqy/V211lG/3nnGBF5tQSm1tq45N7yFtN+72w/yGUj7pf3e3H6Qz6At2i9DjUIIIYQQbUQCLyGEEEKINiKB1/HeaO8KtDNpv/D2z0Da7928vf0gn0Grt19yvIQQQggh2oj0eAkhhBBCtBEJvIQQQggh2ogEXh5KqfOUUruUUnuVUg+1d31am1LqHaVUrlJqa6194UqpRUqpPZ5tWHvWsTUppTorpZYqpXYopbYppe7y7PeKz0Ap5auU+kUptcnT/ic9+72i/UcopcxKqQ1Kqa88r72t/QeVUluUUhuVUms9+7zmM1BKhSqlZiuldnq+C0Z4S/uVUr08P/cjj1Kl1N3e0n4ApdQ9nu+/rUqpjz3fi63efgm8ML58gZeB3wJ9gSuVUn3bt1at7n/Aeb/a9xDwvdY6Gfje87qjcgL3aa37AGcDt3l+5t7yGdQAE7TWA4FU4Dyl1Nl4T/uPuAvYUeu1t7UfYLzWOrXW3EXe9Bm8ACzUWvcGBmL8W/CK9mutd3l+7qnAWUAlMBcvab9SKh64ExiitU4BzMAVtEH7JfAyDAP2aq33a63twCxgWjvXqVVprX8ECn+1exow0/N8JnBRm1aqDWmts7TW6z3PyzC+cOPxks9AG8o9L62eh8ZL2g+glEoALgDeqrXba9rfAK/4DJRSwcAY4G0ArbVda12Ml7T/VyYC+7TWaXhX+y2An1LKAvgDmbRB+yXwMsQDh2u9Tvfs8zYxWussMAITILqd69MmlFKJwCDgZ7zoM/AMs20EcoFFWmuvaj/wPPAA4K61z5vaD0aw/Z1Sap1S6ibPPm/5DLoBecC7nuHmt5RSAXhP+2u7AvjY89wr2q+1zgCeBQ4BWUCJ1vo72qD9EngZVB37ZJ4NL6CUCgQ+B+7WWpe2d33aktba5RlmSACGKaVS2rtObUUpNQXI1Vqva++6tLNRWuvBGGkWtymlxrR3hdqQBRgMvKq1HgRU0EGH1RqilLIBU4HP2rsubcmTuzUNSALigACl1NVtcW0JvAzpQOdarxMwuhy9TY5SKhbAs81t5/q0KqWUFSPo+lBrPcez26s+AwDP8MoPGDl/3tL+UcBUpdRBjNSCCUqpD/Ce9gOgtc70bHMx8nuG4T2fQTqQ7unpBZiNEYh5S/uP+C2wXmud43ntLe2fBBzQWudprR3AHGAkbdB+CbwMa4BkpVSSJ/q/AviynevUHr4ErvU8vxb4oh3r0qqUUgojt2OH1vq5Wm95xWeglIpSSoV6nvthfAntxEvar7V+WGudoLVOxPh9X6K1vhovaT+AUipAKRV05DnwG2ArXvIZaK2zgcNKqV6eXROB7XhJ+2u5kmPDjOA97T8EnK2U8vf8fzARI9e31dsvM9d7KKXOx8j5MAPvaK2faucqtSql1MfAOCASyAEeB+YBnwJdMP5RXqq1/nUCfoeglDoHWA5s4ViOz18w8rw6/GeglBqAkThqxvgD7FOt9V+VUhF4QftrU0qNA/6stZ7iTe1XSnXD6OUCY9jtI631U172GaRi3FxhA/YDf8Dz+4B3tN8fI7+5m9a6xLPPm37+TwKXY9zlvgG4EQikldsvgZcQQgghRBuRoUYhRIfnmSi0SilVrpTKUUq9q5QKVEr9Tyll9+w/8jC3d32FEB2XBF5CCG9xodY6ECOBeijwqGf/v7TWgbUervarohCio5PASwjhVTzz9ywAvGb6DCHE6UMCLyGEV1FKdQbOx0imBfiTUqrQM4no79qxakIILyDJ9UKIDs8zX1ckxt1LJcDXwH1AHyDNs+83wCfAeVrrn9qnpkKIjk4CLyFEh+cJvG7UWi9u5LjXgAqt9X1tUjEhhNeRoUYhhDhGU/cSYkII0SIk8BJCeC2l1CWeaSVMSqnfAEdmrxdCiFZhae8KCCFEO7oLY+koBRwA/qi1/qFdaySE6NAkx0sIIYQQoo3IUKMQQgghRBuRwEsIIYQQoo1I4CWEEEII0UYk8BJCCCGEaCNnzF2NkZGROjExsb2rIYQQQgjRqHXr1uVrraN+vf+MCbwSExNZu3Zte1dDCCGEEKJRSqm0uvbLUKMQQgghRBuRwEsIIYQQoo1I4CWEEEII0UbOmBwvIYQQQngPh8NBeno61dXV7V2VBvn6+pKQkIDVam3S8RJ4CSFAa1j7DiQMgdiB7V0bIYQgPT2doKAgEhMTUUq1d3XqpLWmoKCA9PR0kpKSmnSODDUKIaBwP3x9L7w1Cda8bQRiQgjRjqqrq4mIiDhtgy4ApRQREREn1SsngZcQAtI9U7VE9zUCsDl/hJry9q2TEMLrnc5B1xEnW0cJvIQQkLEWrAFw42IY/yhs/RzenAC5O9u7ZkII0aFI4CWEMHq84gaB2Qpj74cZ86CqEN4cD5s+ae/aCSFEuzCbzaSmppKSksKFF15IcXFxs8uUwEsIb+eohuwtkHDWsX3dxsLNyyE2FebeBN891n71E0KIduLn58fGjRvZunUr4eHhvPzyy80uUwIvIbxd9hZwOyB+yPH7g2Ph2vkw4ApY9RKUZrZP/YQQ4jQwYsQIMjIyml2OTCchhLfL8CTWJww58T2zBcY9CJtnwcYPYcz9bVs3IYQAnpy/je2ZpS1aZt+4YB6/sF+TjnW5XHz//ffccMMNzb6u9HgJ4e3S10JQHATH1f1+eDdIHA0bPgC3u23rJoQQ7aiqqorU1FQiIiIoLCxk8uTJzS5TeryE8HYZa4/P76rLoBlGrlfaT5A0um3qJYQQHk3tmWppR3K8SkpKmDJlCi+//DJ33nlns8qUHi8hvFlFPhQdPDG/69f6XAg+wbDh/TaplhBCnE5CQkJ48cUXefbZZ3E4HM0qSwIvIbxZxjpjW1d+V202f+h/CWz/Aqqafzu1EEKcaQYNGsTAgQOZNWtWs8qRwEsIb5a+FpTJmMOrMYNmgLPamFxVCCG8QHn58St4zJ8/nxkzZjSrTAm8hPBmGWshuh/YAho/Nm4QxKTIcKMQQjSDBF5CeCu32xhqbCyx/giljF6vzA2QvbV16yaEEB2UBF5CeKvCfVBd0nhifW0DLgOzTXq9hBDiFEngJYS3Sm9g4tT6+IdD7wtg8yfgrGmdegkhRAcmgZcQ3ipjLdiCILLnyZ03aAZUFcHOr1unXkII0YFJ4CWEt0pfC/GDwGQ+ufO6jYOQzjLcKIQQp0ACLyG8kaMKcraeXH7XESYzpF4F+5ZC8eGWr5sQQpwmzGYzqampDBw4kMGDB7Ny5cpmlymBlxDeKGszuJ0nl99VW+rvje3Gj1quTkIIcZo5smTQpk2beOaZZ3j44YebXaYEXkJ4owxPYn2tHq9d2WVUO1xNOz+sK3QbCxtl4WwhhHcoLS0lLCys2eXIItlCeKP0tUaeVlAMAJnFVZz/4nLundyT28b3aFoZg2bA5zfA4dXQdWQrVlYI4fUWPATZW1q2zE794bf/aPCQqqoqUlNTqa6uJisriyVLljT7stLjJYQ3ylgL8ccmTv1mSxYut2bJztyml5E01thmbmzhygkhxOnhyFDjzp07WbhwIddccw1a62aVKT1eQnib8lwoPgTDbjq6a8HWbAA2HCqipNJBiL+18XICo8A/EnK3t1ZNhRDC0EjPVFsYMWIE+fn55OXlER0dfcrlSI+XEN4m/fj8ruySatalFTG2ZxRuDT/ty296WdF9IHdHK1RSCCFOLzt37sTlchEREdGsclos8FJKmZVSG5RSX3lehyulFiml9ni2YbWOfVgptVcptUspdW5L1UEI0QQZa0GZIXYgAAu2ZgHw6AV9CPKx8OPuvKaXFd0X8nZCM7vehRDidHQkxys1NZXLL7+cmTNnYjaf5NyHv9KSQ413ATuAYM/rh4Dvtdb/UEo95Hn9oFKqL3AF0A+IAxYrpXpqrZt4O5UQolnS10JMP7D5A7BgSza9OwWRHBPEyB4R/Lg7D601SqnGy4ruA/ZyKDkMoV1aueJCCNG2XK6WD01apMdLKZUAXAC8VWv3NGCm5/lM4KJa+2dprWu01geAvcCwlqiHEKIRbjdkbjg6f1duaTVr0go5v38sAGN7RpNZUs2+vPKmlRfd19jKcKMQQjRJSw01Pg88ANSe0CdGa50F4NkeyUSLB2pPd53u2SeEaG35u6Gm9Gh+18Jt2WgN5/fvBMCYnpEA/LCricON0b2NrSTYCyFEkzQ78FJKTQFytdbrmnpKHfvqTBBRSt2klFqrlFqbl3cSeSdCiLodmTjV0+P19eYskqMD6REdZOwO86dbVAA/7mligr1vCAQnSI+XEEI0UUv0eI0CpiqlDgKzgAlKqQ+AHKVULIBne2SCoHSgc63zE4DMugrWWr+htR6itR4SFRXVAlUVwsvt/8GYAiIimbyyGn45eGyY8YgxyVH8vL+g6bPYR/eRHi8hhGiiZgdeWuuHtdYJWutEjKT5JVrrq4EvgWs9h10LfOF5/iVwhVLKRymVBCQDvzS3HkKIRricsHcxJP8GTKZaw4zHB15je0VR43Tzy4HCppUb3QfydhvlCyGEaFBrzuP1D2CyUmoPMNnzGq31NuBTYDuwELhN7mgUog2kr4GqIuhpzOCyYEsW3aMC6BkTeNxhZydFYLOYmj6tRHRfcNVA0YGWrrEQQnQ4LRp4aa1/0FpP8Twv0FpP1Fone7aFtY57SmvdXWvdS2u9oCXrIISox+6FYLJA9/EUlNewen8B5/ePPWHaCD+bmWGJ4SxrcuDVx9jKcKMQooPJzs7miiuuoHv37vTt25fzzz+f3bt3N6tMmbleCG+x+1tjMWvfEL7dloO7jmHGI8b0jGRPbjmZxVWNlxvVC1CSYC+E6FC01kyfPp1x48axb98+tm/fztNPP01OTk6zypXASwhvUJQGeTug53mAMVt9UmQAvTsF1Xn4mJ7GzSzL9zSh18vqB+HdpMdLCNGhLF26FKvVyi233HJ0X2pqKqNHj25WubJIthDeYM93xrbneRRW2Fm5r4Cbx3Srd3b6XjFBxAT78OPufC4f2oQZ6WXNRiFEK/rnL/9kZ+HOFi2zd3hvHhz2YL3vb926lbPOOqtFrwnS4yWEd9i9EMK7Q0R3Fm3PxuXW9Q4zAiilGJMcxfI9eThd7nqPOyq6DxTsA0d1C1ZaCCE6HunxEqKjs1fAgeUw9EYAvt6STZdwf/rFBTd42pieUXy2Lp1N6SWc1TWswWOJ7gPaBQV7oFP/lqq5EEIANNgz1Vr69evH7NmzW7xc6fESoqPbv8yY7qHnuRRX2lm5N7/Ouxl/7ZwekShF06aVkDUbhRAdzIQJE6ipqeHNN988um/NmjUsW7asWeVK4CVER7d7IdiCoMsIvt2WjdOtj67N2JCwABsDE0L5sSkJ9uHdwWSVBHshRIehlGLu3LksWrSI7t27069fP5544gni4uKaVa4MNQrRkWltJNb3mIA2W3n3p4MkRwfSPz6kSaeP6RnFS0v2UFxpJ9TfVv+BFhtEJkuPlxCiQ4mLi+PTTz9t0TKlx0uIjix7M5RlQc/zWL4nn53ZZfyxgbsZf21sz0jcGlbsbcKi2XJnoxBCNEoCLyE6st3fAgp6TOb1H/cRE+zDtNSmd5MPTAglyNfSxDyvPlCcBjXlp15fIYTo4CTwEqIj2/0txJ/F1hIbP+0t4A+jkvCxmJt8usVsYkxyFIu251BW7Wj44CMJ9nm7mlFhIYTo2CTwEqKjKs+FjHXQ8zze+HE/gT4WrhrehMlQf+WmMd0oqnTw6g/7Gj5Q1mwUQohGSeAlREe1ZxGgyY4Zw9dbsrhqeBeCfa0nXczAzqFMS43j7RUHyGho7cbQRLD4SZ6XEEI0QAIvITqq3QshKJbXdgWggD+MSjzlou4/txcaePbbBoYRTSaI7i09XkII0QAJvIToiJx22LeUmqTJfLI2nampccSG+J1ycQlh/txwThJzN2SwOb24/gOj+0qPlxCiwzCbzaSmppKSksKll15KZWVls8uUwEuIjujQSrCX8Z0zlSqHi5vGdGt2kX8a152IABt//3oHWuu6D4ruA+XZUFnY7OsJIUR78/PzY+PGjWzduhWbzcZrr73W7DIl8BKiI9r9Ldrswz93RTOuVxS9OzW8LmNTBPlauXtyT345UMh323PqPuhogr30egkhOpbRo0ezd+/eZpcjM9cL0dFoDbsXkhU2hPR0E/9vTPcmnVaxciW+AwZgDgys95grh3Zm5sqD/GPBTsb3isZm+dXfblG17mxMHHWqLRBCiONkP/00NTt2tmiZPn160+kvf2nSsU6nkwULFnDeeec1+7rS4yVER5O9BQr381FZKgMSQji7W3ijp5TM/4pD199A9hNPNnicxWziL+f35kB+BR/+nHbiAcFx4BMiPV5CiA6hqqqK1NRUhgwZQpcuXbjhhhuaXab0eAnR0Wybi1uZ+bCkP3+7oPHlgezp6WQ/+STKz4/Sr74i/Lrr8EvpV+/x43tFM6pHBC98v4eLByUQ4l9rigqlZOkgIUSLa2rPVEs7kuPVkqTHS4iORGvYNpfN1oEEhXfivH6dGj7c6STzz/cDkDjrY8xhYeQ++2z9yfOAUopHzu9LSZWDl5buOfGA6D7GUGMDZQghhLeSwEuIjiRrExQdYFbFWUxLjcNibvhXPP+VV6nauJFOTz6Bb69eRP7pT1SuXk3FihUNntc3LphLBicwc2Uahwt/dXt1dF+oLoay7Oa2RgghOhwJvIToSLbNRSsLC11D6B8f0uChlWvXkv/aa4RcdBEhF1wAQNjll2Ht0oXc//cs2uVq8Py7J/fE4XYzZ33G8W/I0kFCiA6ivLy8xcuUwEuIjsIzzJgRPpxiguifUH/g5SotJeOBB7AmJBDz6KNH9yubjeh776Fm925KvviywcvFh/oxNDGcLzdlHD80KVNKCCFEvSTwEqKjyNwAxWn85DOayEAbnYJ96zxMa03W44/jzM0j/tn/hzkw4Lj3g849F98BA8h78UXc1dUNXvLCgXHsy6tgZ3bZsZ0BkRAQLYGXEELUQQIvITqKbXPBZOWz8oGkxIfUezdjydx5lC1YSNQdd+A3YMAJ7yuliP7zfTizsyl8//0GL/nblE6YTYqvNmce/0b8WXDgR0mwF0I0S0M3+pwuTraOEngJ0RFoDdvm4Uoax4Z86s3vsqelkf33v+M/bBgRN9Y/H03AsGEEjh9Pwetv4Cwqqve4yEAfRnaPYP6mrOO/fPpMgZJDkNWyt2ELIbyHr68vBQUFp3XwpbWmoKAAX9+6RxjqIvN4CdERZKyHkkMcHnAnrm2alHoCr/xXXkEBcf/6J8psbrDI6PvuZf/UaRS89hoxDz9c73EXDojjgc83syWjhAEJocbOXueDyQLbv4C4QafaKiGEF0tISCA9PZ28vLz2rkqDfH19SUhIaPLxEngJ0RFsmwMmK6usw4HDdfZ4OYuKKP1mAaGXXoq1U8PzewH49OhB6O8upvCjjwm7+mpsnTvXedy5/TrxyLwtzN+UeSzw8g+HxNGw/UuY+LgxsaoQQpwEq9VKUlJSe1ejxclQoxBnOs8wIz0msj5HEx5gIzbkxG7v4tmz0Q4HYVde0eSiI2+/A2U2k/fCi/UeE+JvZUxyFF9tzsLtrjUk0HcqFO6TaSWEEKIWCbyEONOlr4XSdOg3nS0ZJXUm1muXi+KPZ+E/bBg+yclNLtoaE03Y5ZdR+u23uBqYz+bCgXFklVSz/lCtfLDeU0CZjOHGVnC4sJLzX1jOvZ9uZO3BwtM6D0QIIY6QwEuIM922uWC2Ud3tXPbkltM/PviEQ8p//BFHZiZhV1110sUHTZ4MDgcVK36q95hJfWPwsZiYv6nW3Y2B0dBlpDHc2MLKa5zcOHMthwor+W5bDpe8torf/OdH3llxgOJKe4tfTwghWooEXkKcydxu2D4PekxiRxG43LrO/K6ijz7GEh1N0MQJJ30Jv9RUzCEhlC9dWu8xgT4WJvSO5ust2bh+PdyYtwPydp/0devjdmvu+WQje/PKee3qs/jlkYn863cDCPCx8NevtjPs6e+5e9YGtmaUtNg1hRCipUjgJcSZLH0NlGZAv+lszSwFOOGORvuhQ1QsX07oZZehrNaTvoSyWAgcN5byZcvQTme9x104MI788hp+3l9wbGefC43tjpYbbvz3ol0s2p7Doxf04ZzkSPxtFi4b2pl5t43imztHc8XQzny/I5fLXl8lwZcQ4rQjgZcQZ7Jtc8HsAz3PY2t6CWH+VuJD/Y47pOjjWWCxEHrppad8mcDxE3AVF1O1sf55ucb3isbfZmZ+7clUg+MgYViLDTd+sTGDl5fu44qhnbluZOIJ7/eNC+av01L4/r6xhPpZuXHmWrJLGp59Xwgh2lKzAy+lVGel1FKl1A6l1Dal1F2e/eFKqUVKqT2ebVitcx5WSu1VSu1SSp3b3DoI4ZWODDMmTwbf4DoT691VVRTPmUPQpElYY6JP+VIB54wCq5WyBoYb/WxmJveNYcHWbBwu97E3+k6F7M1QeOCUrw+wOb2YB2ZvZlhiOH+dllLvzPwA0cG+vH3dUMqqHdwwcw0VNfX31AkhRFtqiR4vJ3Cf1roPcDZwm1KqL/AQ8L3WOhn43vMaz3tXAP2A84BXlFINz+QohDjRgR+gLAv6Tafa4WJ3TtkJ+V2l3yzAXVJC2FVXNutS5sBAAoYNo3xJ/YEXGJOpFlc6WLE3/9jOo8ON80/5+rml1dz03joiA314zhOcfAAAIABJREFU9erB2CyNf3X1iQ3mpasGsyOrlLtmbTw+90wIIdpJswMvrXWW1nq953kZsAOIB6YBMz2HzQQu8jyfBszSWtdorQ8Ae4Fhza2HEF6lpgzm3w2hXaHX+ezKLsP5q8R6rTVFH32ET3IP/IcObfYlA8ePx37gADUH6u+5Gt0zkiBfy/F3N4YlQmzqKU8rUe1wcdP76yitdvDWtUOICPRp8rnje0fz+IX9WLwjh2e+kUW7hRDtr0VzvJRSicAg4GcgRmudBUZwBhwZ54gHDtc6Ld2zTwjRVN8+AsWHYPrrYPNniyeJvHZiffWWLVRv20bolVc2OCzXVEHjxwFQvvSHeo/xsZg5r18nFm3LodrhOvZG36mQsRZKMk76uo9/sY2Nh4t57rJU+sSeOFVGY64dmch1IxN5a8UBPliddtLnCyFES2qxwEspFQh8DtyttS5t6NA69tU5BqCUukkptVYptfZ0X6tJiDazayGsnwmj7oKuIwDYmlFCiJ+VhLBjifVFH36Eyd+fkKnTWuSy1vh4fHr1anBaCYApA+Moq3GybHet39k+njqc5HDjnPXpfLL2MLeN7855KY0vc1Sfx6b0ZULvaB7/chs/7pbvEiFE+2mRwEspZcUIuj7UWs/x7M5RSsV63o8Fcj3704Hai74lALXGJY7RWr+htR6itR4SFRXVElUV4sxWkQ9f3gExKTD+L0d3b8kooX+txHpnURGlCxYQctE0zIEBLXb5wAnjqVy/HmdRUb3HjOweQXiAjY9+PnRsNvnIHhDd76SGG/fmlvHI3K0MTwrnnkk9m1Vvs0nx4pWDSI4O5LYP15NeVNms8oQQ4lS1xF2NCngb2KG1fq7WW18C13qeXwt8UWv/FUopH6VUEpAM/NLcegjR4WkNX90N1cXGEKPFyHWqcRqJ9bWHGUs+/xxttxN2ZdOT6puy5E7Q+PHgclGxfHm9x1jNJm4d251lu/P46JdDx97oOxUOrYKynEavU2V38acP1+NvM/PilYOwmJv/N2Kgj4U3rxlClcPFuz8dbHZ5QghxKlqix2sUMAOYoJTa6HmcD/wDmKyU2gNM9rxGa70N+BTYDiwEbtNau+ouWghx1KZZxlDd+EegU8rR3buyy3C4jiXWa4eDoo8+xn/o0Caty+hyu/hk5yeM/WQs9y+7n5yK+gMj35QUzFGRDU4rAXDDOUmMTo7kr/O3syu7zNjZZyqgYedXjdbp/77Yyp7ccv5zeSoxwScu+H2qOof7c8GAWD5Zc5iyakeLlSuEEE3VEnc1rtBaK631AK11qufxjda6QGs9UWud7NkW1jrnKa11d611L631gubWQYgOr/gwLHgAuoyAkXcc99aRxPojgVfx3Lk4MjOJuPGGRovdUbCDGQtm8Pef/05cYBxLDy9l6rypzNw2E4f7xMBEmUwEjRtPxY/L0fb610Q0mRT/vmwgQb4W7vh4vZFoH90HIno0Otw4e106n61L5/bxPRjTs+VTDP4wKonyGiez16W3eNlCCNEYmbleiNOd2w3zbgXthoteBdPx094dSazvHO6HttvJf+01fAcOIGDMmHqLrHBU8K81/+KKr68gozyDZ0Y/w8cXfMzcaXMZ2mkoz659lku/vJQ12WtOODdw/HjcFRVUrl3bYLWjg3z592Wp7M4p529fbQeloO80OLgCSrPqPGdPThmPzTPyuu6a2Hhv3alI7RzKWV3D+N/KgzK3lxCizUngJcTpbvUrcHA5nPs0hCed8PbWjFJS4oNRSlE8Zy7OzCyibr+9zikktNYsSlvE1HlT+WD7B1ySfAlfXvQlU7pNQSlF56DOvDTxJf474b9Uu6q5/tvreWj5Q+RVHrsTMGDE2ShfX8oamUwVYGzPKG4a040Pfz7Ewq1ZMGgGKBMsfeqEYyvtTv704XoCfMz8t4Xyuupz/agk0goqWbIzt/GDhRCiBUngJcTpbNs8WPQY9J4Cg6854W27082ubCOx3m23k//66/gNHEjAOeeccKzWmn+u+Sf3/nAvYT5hvH/++zw24jFCfEJOOHZc53HMnTaXmwfczHcHv+Pyry4nq9zopTL5+REwYgTlS5Y0KSH/z7/pxYCEEB6YvZkMUycYfjNs+ACytxw95lBBJfd+som9eUZeV3QL5nXV5dx+McSH+vHOiuYtYySEECdLAi8hWlil3cmk55Zx8Ss/8f7qNIor68+FatC+pTDnj5AwFC5+0xiq+5XdOWXYXW5S4kIo+fxznFlZRN5xxwm9XVprnl//PB/u+JDf9/k9s6bMYmDUwAYv72fx4/ZBt/PxBR9T7azmT9//iTK7kSgfOGE8jsxManbvabQZNouJF68YhMutuXvWBpyj7gO/UFwLH+GzNYe47PVVjPl/S/l2ezZ//k0vRie3/tQxFrOJa0d2ZdX+ArZnNjTtoBBCtCwJvIRoYZ+uOcze3HKKKh08Nm8rQ59azM3vr2Xh1mxqnE28gTd9Hcz6vZGMftUnYPOv87CjM9ZH+ZH/+hv4DR5MwKiRJxz3+ubXeWfrO1zW8zIeHPogFpOlye3pFd6L/4z/DwdLDnLPD/fgcDkIHDsWgPKlS5pURmJkAE9N78+ag0U89l0G80JmYD64jK/nvkduaTX3n9uLnx6cwG3jezS5Xs11+ZAu+NvMvPuT9HoJIdqOBF5CtCCHy82byw8wpGsYS+4by1d3nMM1IxJZl1bMLR+sY9hT33Pfp5t4b9VB1qUVUml3nlhI3i748BIIiIQZc8EvrN7rbckoIcjXQsiSb3BmZxN1x4m5XTO3zeTljS8ztftUHjn7kVNaPmh47HCeGPkEP2f9zF9X/xVLVBS+AwY0Oq1EbRcNiufiwfF8/MshnsgcTp4tgVej5rL03nO4bXwP4kL9Gi+kBYX4W7nkrAS+2JhJXllNm15bCOG9mv5nrxCiUV9tziSjuIonp/ZDKUVKfAgp8SE8/NverNibz9wNGSzdlcvn642pDJSCpMgA+sWFMCA+hCt7KQI/nA4mC1wzD4IaXiZna0YJA6P9KXjjDfyGnIX/2Wcf9/6snbN4du2znJt4Lk+OfBKTOvW/tab1mEZGeQavbnqVhMAEfjdhPHnPv4AzLw9LE1eWeHp6fy4cGMfwpHD89yuYdZWx/NHQG0+5Xs1x3chE3luVxoc/p3F3M2fHF0KIppDAS4gWorXm9WX76RkTyITe0ce9ZzGbGNcrmnG9otFak11azdaMUrZllrAts5T1aUX8tGkn5/3wd/ytZZj+8A2Ed2vwenanm51ZZfzVtQ1nbi5x//rXcb1Z8/bO46mfn2JcwjieGf3MSQ0v1ufWgbeSXpbOSxtfIjH5TroAZYsXN3mGfF+rmfG9PJ9Nr/Oh6zmw9Gnofyn4npjk39q6RRk/qw9Wp3HruO74WMyNnySEEM0gQ41CtJAfduWxM7uMm8d0x2SqfzhPKUVsiB+T+8Zw96SevHnNEH66sTPLYv9LlCuHu00Pk+HbeK7T5vRisNfQ74e5+A8dSsDZw4++t+DAAh5f+TgjYkfw7LhnsZqsLdJGpRRPjnySYZ2G8VDGy7gS4yn5+utTLQzOfQoqC2H5c40f30quH5VEfrmd+ZvqnltMCCFakgReQrSQV5ftIy7El6mpcU0/qTQTvrwTXh5OUEUahya9xtKq7lzy6kr25pbVeYrT5ebNH/cz4+1fmH74ZyzFhUTecTsAbu3mlY2v8OCPD5IalcoLE17Ax+zTEs07ymq28ty45+gS3JUvkwqoWrsOR9YpBi1xqTDwCmOusqK0Fq1nU43qEUHPmEDeWXGgSdNjCCFEc0jgJUQLWJdWxC8HCrlhdDesTZn4s6oIFv0fvDgINn4Ew/4Id26k5+hL+OSmEThcmktfW2X0atWyJb2EaS//xFPf7GBMl0D+cGg5/sOHEzBsGCU1Jdz+/e28uulVLux+Ia9Nfg0/S+skrIf4hPDKpFfYOCAQgIx5n556YRMeA2WG759sodqdHKUU149KYntWKT8fKGz8BCGEaAYJvIRogHY6ybj3PjLuf6DBXp3Xlu0jxM/KFUM7N1ygvQJW/AdeGAg/vWgsoXPHWvjtPyHQSFDvGxfM7FtGEOBj4co3VrNybz4VNU7+9tV2pr28gryyGl65ahCPH/oOXVhA1B23s6NgB5d/dTmrslbx6PBH+fuov7da0HVEfGA8f738TfbHmdk7+11KakpOraCQeGP9ya2fw+FfWraSTXTRoHjC/K0yoaoQotVJ4CVEA/JfeYXSb76hdOFC9p1/AfmvvYa75vipB/bmlrFoew7XjkwkwKeOBHat4dBq+OJ2eLYXLH4CEobBLcvh4jcgLPGEUxIjA/j81pHEh/lx3btrmPTcMt5ecYCrhndh8X1jOXvTEko++4yIm29mUWgGMxbMwOF28L/z/sflvS8/pSkjTkXv8N7EXXQZ8Rk1PD7rj1Q5q06toFF3QVAcfDIDCve3bCWbwNdqNj7bHTkcLqxs8+sLIbyHBF5C1KNi5UryX32NkOnT6b5gAYHnnEPe8y+w/8KpxjqFlYVQsI8Pvl9HkNXNdSMTjy+gJAOW/xteGgLvnAtb50DfqXD9d3D1bOjUv8HrxwT78unNIxjYOYQQPyuzbxnB3y/qj3n9GnL+8Q/8xo/ljeFlPPrTowyMGsinUz5tdDb61pBy+S1opQhfvo0Hlj2A013H3GSN8QmEqz8Hlx1mToPiwy1f0UZcfXZXlFK8v7p9cs2EEN5BnSnJpEOGDNFr165t72qIjqgsB7Z/Aft/AJMJrP44qswc+M8qzEG+JD1yESZqoDSTis17yP42G3uRJiC2mk6DS7AFeWajt/gZUyL4BoPFB3K2gXZD11GQ+ntjWNEn8KSrd+R3VCmF/eBBDlx2GRWhvjx8NWTqIv6Q8gfuHHRni0wXcarSrrmWwox9XDOjmOnJF/PkyCdPrdctcyPMnAoBEfCHBY3OY9bSbvtoPct357H6LxPxt8lsO0KIU6eUWqe1HvLr/fLNIrxTZSHs+NLohTq43AiQwruBxRddXU7mfDvuKkXX0emYVjxjJH8HxxHQOY5udw2hcGM1+d/uYs+3ASwbMYirLulLqKqE6hLjYS+Hnr+F1CsbnY+rMUcCmJqSInbceA0OZwUPXlBJ1+ih/GPwnQyKHtQSn0izBF9wAZWPP86fQy7n2b2fE+kXyZ2D7zz5guJSjd7A9y6C96bBdd8YQVgb+cPIRL7enMXcDRn8fnjXNruuEMJ7SI+X6PjcLihOg4J9kL8H9i+FfUvA7YTw7pDyO0i5GKL7AJD335fIf/llYp9+mtDpF4GzGsw2MB0/uWZhWia/XHY1cRUF9Hj3LfyHDm2d6ms33+1fSNU9j9FjbyUf3NydaZf+hRGxI9osl6sxzqIi9oweQ/g11/Da6Epm757NfWfdx3Up151agQd+hA8vhciecO188Att0frWR2vNhS+toMbh5rt7xpw2n68Q4swjPV6iQ9FaU/T++5R++x1+qQMJGDkS/7POwuTrC+W5sOZtyNlqBFpFB4zcoSNCOsPZfzICrtiBxkSeHhWrV5P/yiuETJtG6MXTjZ3Wuu8OfG5DAfNH3sSs7TM5fPMtdH77LfwHtVzvk8vtYvGhxbyx+Q2Gfb6Dqbs1xXdewT9u/b/TLiCwhIUROGoUpQsW8Jd7F1JaU8q/1/2bjPIMHhx2cotyA5A0Bi7/ED6+wli3csZc8AlqncrXopTiupFJ/PmzTazcV8DI7hE4c3JwlZTg06MHynz6zGzvKq+gYtVKTP7++A8ejMmvbde6PGNpbfwx5awxvhdqb23+dd7sIkRLkh4vccbRbje5//wnhTPfw9a1K/bMTHA4UDYbfklhBPinERBdjm+PRFRUT4joDhHJENEDIpPBP+K4YOsIZ14e+6dfjDk4mKTPPsUUEFBvHb7YmMFdszbyx9FJPDA0krQZM3AVFNLl3Xfx65/SrPY53U4WHFjAm1ve5EDJAS7dFc6lc3IJuepK4v7v/5pVdmsqmT+fzPsfoOsH7+MzeBAvrH+Bd7e9y8i4kTw79lmCbKcQOO2YD59eC52HwSXvQPBJTE57kpz5+VRv307Frt3MnbuC5Op8EkqycVdUAGAODSXgnHMIHDuGgHPOwRJW/+LlrVbHggLKliyhbPFiKleuQjscACirFb/UVPxHnE3A2SPw65+CsrbMagVnPKcdsjZB2k9waJVxh3F1cf3HJ58LYx+EhLParo6iQ6qvx0sCL3FG0XY7mX95hNKvviJsxgxiHn4IXVZM5cdPUbHoCyrSoabE+A/Hf8TZxD7+OLbExCaVe+jmm6nasJHETz/Bt2f9CybvySlj6ks/kRIfzEd/PBur2YQjK4u0GdfgKiuj6//exbdPn5Num8PlYP7++by15S0Olx2mZ0gP/rypM6EfLyJg5Eg6v/7aaf2fqbuigt2jziFk+kXEPv44AHP2zOFvq/5G1+Cu/Hfif+kc1Mg8Z3WomPUsZR+/gslHYR5wAebeYzCFhGD2PEw+Piib7cSHqeGbtrXW1OzaRfnSpZQtWUr1li1H36sODmOnTwRDxpxFZEovTP7+VKxcRfny5bgKC0Ep/AYMIGDMaEIvvRRrdHQDV2oed0UFxbNnU7poEVXrN4DbjTU+nqBJkwicOAFdU0PFqtVUrF5FzY6doDUmf38CzjmHqLvvwqdb83IMzzguJ2SsM1IK0n6Cw2vgyDQnET2g60ijV8vsY9wEY7Yd2xbsNVZRqCqCHpOMAKzzsHZtjjhzSeAlzniu8goy7rqLip9+Iuree4m4/lrUxg9h2b+gLNP4opzwGE5rPKULFpD34n/RdjuRt95C+A03YLLZTijTbbdTMmcO+W+8gTMzi9i//43QSy6ptw4VNU6mvrSCkioHX985mphg36Pv2dMzSJsxA11dTZeZ/2swePu1DbkbeHj5w2SUZ9AnvA+39LyO5P8uoHzxYkIuvphOTzxeZ/1PN+n33EPl6p9J/nHZ0SDxl6xfuOeHezArM8+Pf57BMYObVJZ2uch/+RXyX30VZbOh7TVwEl9XpoAArHGxWGJjscbGYY2NxRoXezSIKvthKc7MLFAK3wH9CRo/Hv8hQ7B1706B2Y9R/1jCdSMTeXRK32N1crup3raN8mU/Uv7jj1Rv2YI5NJS4f/2TwNGjT+qzaorK9evJfPAhHIcP49OrF0GTJhE0eRI+vXrVOdzsLCqi8pc1VKxeRenX3+CuqiLi2muIvPXWBntwz3ilWbB3sfHYv9S4wQVlTNnSdaTx6DICApsQINeUwZq3YOV/obIAuo03ArCuI1q9GaJjkcBLnNGcBQUcvvkWqnfsIPaxhwjtUgyrX4XSdGMy0kmPQ+I5x53jyM0l55lnKFuwEFv37sQ+8fjRBHh3TQ3Fs2dT8OZbOLOz8Rs4kMjbbydw9Dl1XR4wekjunLWRrzdn8sGNwxnZPfKEY+xpaaRdPQOtNV3ffw+fpKQG26W15oMdH/Dc2ueIDYzloWEPMZxuZPzpNmr27iXmwQcIu+aa0y6nqz5lixeTfvsddH7zjeMCkbTSNG77/jYyyzN5YuQTTO0+tcFyHLm5ZN7/AJU//0zIRRfR6f8eQ/nYcC99HveiZ3ERgGvQn3CFpqDtNWi7Hbfdjrbb0XYH2m7HVVyMIzsLZ2YWjqwsXEVFR8tXfn4EjBxJ0PhxBI4diyUq6oQ63PnxBpbuymX1wxPrnhgXqNm7l4x77qVmzx4i/ngjUXfe2SK9km67nfwXX6Tg7XewxsUR+8zTBAw7uZ4XZ0EBuc89R8nnc7DExBDz4AP8f/buO7zN6mz8+Pdo2pZtee8VO85w9iCDAEkTSAIkhF2gFEqhlAKlvC10vLSU0tLSF8r6FboYLbTMQMoeIayQhAw7ZCdO7HhvW5Zk7XF+fzyKs7dX4vO5Ll2P9OiRdB7Zlm+dc5/7xJ1//inzu3RUXS1Q+k+tFEzzZm1fXCYMnaN9CSucBdEnMRzs64J1z8LKJ8DVCiMXwgV/grj0Hmi8MhiowEs5Zfnr6qi98SYCTY1kXzeZOP9H4HNA/lkw4w4onnvInK09ur74gqbf3E+gvh7rZZcSNXw47U8/Q7ClheiJE0m57VYsZ5551H9Iz6+q4t43t3D3vOHc9o2hhz3OV1lJ9beuRZ+cxJBXX0UXE3PI41wBF79e+Ws+rPqQb+R+g9+d9TsMG3ZQd8ePkMEg2Y88csRAcCAK+/3snHEWcbNnk/XHB/e7z+6z8+PPfsyapjV8Z9R3uHPineh1Byerd61YQcNPf0bY7SbjV7/aO8lhj5btsOT70Pg1jL4cFjyq1U47Wts8HgKNTYTsnUSNHKlNxDiCshoblz61kt9ePJpvTzt8aYmw10vzHx6k85VXiB4/nuw/PYwxO/uo7Tkc7/btNPz0Z/jKy0m44grSfvYz9LEn3lvl+fprmu7/Ld6tW4mZOpWMX96Dubj4sMfLUIiw00nIbifkcBDqtBN2dSFMZnQxMegsMegsFu16TAy6uLi+DeYavobVf4PNi7Wk+PyzoPg87ZJWcsTPghPid8Pqv8Bnf9SS7+f/EcZe2fOvo5x2VOClnJJCdjuVCy8k7LSTe1YLMSl+KLkYzrwdso89+TXs8dD21FO0P/schELEnHEGKbfdSszUqcf0T2N9jY0r/7aKs4tTefq6yeh0R36Ma+VKam68CetFC8l88MGDXqOys5I7P7uTakc1d0y4gxtG34D9tcU03f9bTDk55PzlqaP2lg1UDf97D84PP6R4xZcHBTeBcIA/rvkjr+x4hRlZM/jjOX/EarYC2rqYrU8+Sftf/4Z5aBHZjz6KeehhAtxQQFvz8rMHYczl2tJLPUxKycVPrqDLF+TjH8886u+J4733aPzVvaDXk/X7B4g799zje71gkPZnnqX1z39Gn2Al87e/JW7WrJM4g32eOxSi87XXaHn0McJdXeiTDt0TJH1+wk6nNvPvGJlHjCDz/t8QPXZsj7T1kEJB2P62FnDVrAKjBcZfA1O/r02Y6Qut5fDmbVC3BobN1wL+XpzsoZz6VOB1mvEGQryzsZFOt58JeYmMzo7HbBg4U917RF0pDT/+IfZNHRTMdxE971qYegsknnhhS9/u3YS7XMc189Dm8nPhE8sRQvDuHWeREHNsuVatf36Stj//mYzf3k/iFVd07/9g9wfcu/Jeog3RPHTOQ0zJnELbX/5C6+NPYDnrLLIf+RP6+KP34AxUXStWUHvjTWQ//jjx8+Ye8pjF5Yt5YPUDZFmyeGL2E2TustHyp0fwrF+P9bJLyfjlL4+tPMKnv4fP/whXvwLD5/fwmcCS9XX8zysbeOHGKZxdfPBw5IH8NTXU/8+P8W7ZgnXRImLPnYPljDPQJxy6DpkMhfCsX49zmTZTMVBbS9z8+WT8+t5emTUZtNno+Ne/CHXYDnm/MBq1SQsJVnTx8ZEJDAnoYi1If4Cwy0XY7SLsdhN2uQjZ7dj+/R+Cra0kfftaUu+4o2dyyaTU1uysXgFVK7RVJbqaICFfC7YmXKutEtHXwiEt+Ft2P+iNMO8BmPBt1fulHJIKvE4TtR1u/r26mlfW1tLpDnTvN+l1jMmxMik/kYl5iUzMTyAt7shDKQNW9Sr44v9wfrGCuuXJJF8wjrQH/nJy+RrHSEpJg91LebOTXc1d7GxxsrbKRr3Nw+IfTGdszrEX8pShELXfuxn3unXkvfwiGxIcvLrjVT6u+ZhxqeP408w/kRaTRuvjj9P+179hXXQRmQ88gDCc2uX1ZDDIzlnfQBgMJF71TayLFmHMzDzouPUt63nyn7dx/icOSqpC6FNTSL/7bqwXHTn/az9BP/x9pjYL7daverzQqi8YYsaDnzIux8oz3zm2Arlhv5/WRx7F9vLLSK8XhMA8YgSWKVOImTqVqNGj8G7ciHPZJ3R99hkhmw1hNBIzbRoJl19O3NzzTqk8rFBXF62PPILtxZcwZmWRcd+vtfy+jkpwNICzSZv84mwCZ6O2RJdOr5V1iUmC6KS926AHqldC1ZfasQAxKVAwA8ZeBcPmHVTIuF+0V8Bbd0D1lzBkJpz/x+4CzIqyhwq8TmFSSlZWtPPPlVUs29aMEIJ5o9K5fnoBQ1ItlFV3UlZjo7TaxqY6O/5QGIAsaxRjcxIYm2tlbHYCY3K0xZYHJClh9+fw+UNQ/SUhfQqV7ySgT89iyOLXEb04o8/jD7G4rI43yuoob3Li8oe670uJNVOcFsv1Z+Yzf/TBwcPRtDVUUH/5VdiFl7uul5jjE/nm8G/y/bHfx6Az0PJ/D9Hx3HMkXHE5Gb/5zVFLIJwqXKvX0PbUU7hXrwYhsEyfjvXSS4k7dw66qCjc69bR+uSTuFd9RVecgcVTwhR+5xa+N/k2dOI434P6Mnj6XG15pkVP9vi5PLq0nCc+2cniW85kUv6xB//S78ezaROu1atxr16DZ/16pH9vIV9dfDyxM2cSN2c2lrPOQh97/Ot4DiTusjIaf3kP/soq4ocbSR9ZiyEqvPcAowXiMyE2Q1s1wtOhLd3l6dCW7NojNl2bKJM/Q9umDBuYPUrhMKx7Bj75rZaIP/kGmPW/fbrElXKcPJ3aKia2ahixQFubtxepwOsUYncH2NroYFujg62NDsqqbVS2uUiymLh6Si7fmppPVsKhh2F8wRCb6x2sr7Gxoc7OprpOqtrd3fcPSbGwcGwm359ZdNiZWn0mHIa6tdqaidvegs4a7UN5xo9oeL0S+wcfMuTVV4gqKTn6c52AFoeXf62q4j+ra+h0BxiVFc8ZBUkUp8dSnBZHcVosiZbjD/gCoQBlLWW8sfMNllYvpbDaz29eDOE+cyxj/vovogxRyHCY5t89gO3FF0n81rdIv+d/T5uga1/+ujrsS/6LfckSAg0N6OLiMA0ZgnfjRvQpKaR87yaiL1vE775+iLcq3uKioov47YzfHn/w9fF9Ws7Xta+B7kQ8AAAgAElEQVRrM9p6kNMbYP5jyzEbdLz3o7OJMp5Yj0vY58Pz9Qa8W7YQVTKSmEmTeq0u246OHXxZ/yWugAtP0IMr4MIddOMOuPEEPVjNVtJj0km3pGvbyPXU6FSiDEfvKZdS4gq4aPW0IqUkzl5H3IbXMH79Oh0bBW1b49FFmYmbNp7Yb8wids58dEmHWfA8HAafXQvChE6rsRUJtKSUBBsa8Gze0l0exJiRcdgJK/3C1Q6f/UGbAWmKhVk/gzO+B4aBX/7llBQKaCU/fI7ItgsC7shqBF4IeLWe04AXuprBVhUJtqoiZUYifrID4g7zO9lDVOA1QPiDYVq7fLQ5fbR17bn4aevyUdvhYVujg/pOT/fxKbFmSrLiuWhcFgvGZp7Qh77dHWBjfScb6+ysrergsx2tpMaZuWvuMC6flIv+KIniPSoU0IYStr0F297R8jb0Jq1WTskiGH0ZzuUrqbv1NlJuvZXUO37Y403Y2uDgmS9389aGeoJhydySdG46u5DJ+YknNMQTCofYbtvO6sbVrGlcQ1lLGZ6ghzhjHAuLFnLFsCtIfONzWh56mPR77iHxmqtpuu8+Ol9bTNKN3yXtrrtOqaGlEyHDYdxr1mBfsgTv1q1YL7uMxG9+szuPS0rJXzf+lae+fopLiy/l19N/fXzBV8ALfzsH/C64ddUxzXI8Hl/ubOPaZ1bzvbOHcM+FvfNF4GSFwiG+qPuCF7a9wNqmtQDohA6LwUK0MZoYQwwWowWz3ozD76DZ1Ywz4DzoeaIN0VjNVhLMCd2XWFMsdp+dNk8bre5W2jxteEPegx5rRBBnjKXIEcu8L10M2+YkyhUgbNTjnzAc08yzSZ17Aak5xYf8nZehEL7yctylZXjKSnGXlhFsbj7oOL3ViiFLq80WPXYMiVddddg8uj7Tsh0+/F+oWKatATv3t9qXAIO5b17f1Q4NZVoPcMN6aNqozfrUm7UgcN9t8lCY8SNIG9E3bTtRjkbY/o62gkXLNi3QCnqO/rg99GZIyNPyghMLtBzBPdfTSrQ8vV6kAq9+EAiFKW92srHOzsY6LfDZ0eQkGD74PY81G8i0RjEyM56SrHhGZsYzMjOuV/K0ymps/O6drZTVdDIiI45fLShhxtCDa1IdFym1b6zOxoNzOhyNe/e7WrRhBWOM9qFUskibBh5JlA11dlKxcCGG5BSGvPpKjw0xOr0B3tvUyOul9ayp6iDGpOfKybncMKOA/ORDJwOHZZgmVxMVnRXYfDY8AQ/ekBd3UOs18Aa9NLuaWde8DoffAUCRtYgpmVOYmjGV6VnTiTFq38xlOEzdbbfT9eWXWKZPw/XFclJuvZWUH95+2gddx+PP6//M3zb+jSuHXckvp/3y+N6b2rXw7FyYeD0sfKzH23bPkk28uKaGxbdMZ1J+Uo8//4lyBVz8d9d/+c+2/1DrrCXDksE1I67h4qEXk2BOOOJ76Aq4aHY30+xqptndTJunjU5vJ52+/S9Ov5MEcwIp0SmkRKeQGp1KSutOkre8jcGSgrPgLJwZJThlEKffidPvpNPXSYuzkfjt9Yzd7mXyTkl6ZKUejwmkTofQ6xB6PUJvRG8woO/yIjxaQGdITydm0iSiJ04ketxYpM9HoLGRQGMTgcYGrT5bQz2+nbsQMTEkXnklSTd8B2N6P9fZ2rlUC8DayrUePGuOFoglF+3dWlK0+4QOEHuv6/TaZ6M5Vus9OzAw8DnBXhe51Grb9l1aoNVZEzlIaDM9M8dr5S+Cfgj59l+Tsm6d1ks0+lKtOGzq8L5+lw7PVqUFWtvehto1gNSWfMufDlEJYI7X1m3tvsRq75nBDIZoMEZpW4NZO7YfRxJU4NVHdre5eGdDA5/saGFrgwNfUMtdiI8yMC43gdHZVvKTYkiJNZMSZybZYiI1znzCwxcnSkrJu5saefD97dTZPJw7Mo2fzR9Bcfoh1tMLBbWeKUcDOOoj232u7wmq9l2Ieo+YZK2oYVym1q0blwmZY6FojvahcID6u3+K4/33GfLaqye07M5+zQ5LVuxq4/WyOj7c0oQ3EKYw1cKVk3O5+ow8rDF7P9TaPG1sbd/Krs5dVHRWUNlZSYW9As9hvl2ZdCaiDFEkmBOYlD6pO9hKjTn8zLeQ3c7uSy8jUF9P6p13knLL90/q/E5HUkoeL3ucZzY/wzUjruHnU35+fMHXh/fAqj/DdW9B4cwebVuXL8i8R7/AZNDx3h1nE23q3yTvZlcz/972b14vfx1nwMn41PFcW3Itc/LmHP+i5MdDSm1od8VjWp7MZU/vt5B8i8NLabWN7U1OvIEQ3kAIV9CBI9BKTMM28so3kRBwYNb5CIbceP0uAgEfujD4jFCeLdieKwimJpBmSSc1JpX0mHSGxA9hWOIwhiUNIzkqufv3wrujnPann8bx3nsInQ7rxReTfNONmPJPfPbzSQsFtJ6alm1aIn5HBbRXakOqx0Nv0gIwk0UbWvMe8HidAay5kDUesiZC1gTIHHf0Hl9XO6z6f7D675EA7DKY+dP+DcCqV8FH92jLPYG26sDIRVrh2oHeM3cYKvDqRXU2N+9ubOTtjQ1srtd6PibkJTApL5ExOVbG5SSQnxwzIHs2vIEQ/1xZxZ8/2Um0r40ZiZ3MSbUzLrqNrFA9BluF9g0kHNz/gYZosGZrgVR81t6gar8gK+O4utmdy5ZRd9vtpNx+O6m333bC59Ro9/DCqmreKKunyeHFGm1k4bhMLpuYw/jcBILhIDtsO9jQuoENrRvY2LqR+q767senRadRlFBEUUIRhQmFFFoLSYtJI9oQTbQhGrPefML/2Pw1NfgqK3usPtPpSErJw+se5vmtz3NdyXXcNfk4hmIDHvjLDAgH4AertG/DPWjlrjaueXo1N541hF8t6J8hx0p7Jf/c/E/ernwbKSVz8+fy7ZJvMyZ1TO+/eCgAb/0QNrwEk79LcN7/sb3F3T25p7TaRp1t75cVk0GHWa/DZNAuZoMOnU6wu82FlNoEoHNL0jlneDy5qX5avU20ultpcbfQ6mml2d1Mq7uVJlcT7d727udNNCcyLHEYxYnFjE8bz8ycmegaW2l/9lnsr7+BDAaJnz+PhCuuIGbKFIR+AMyElFJbgqi9QpuFi9R6/2VYu0+Gtc/ZgFsbMvd1gb9Lu+7v0np3rDmRS662jU0/uVmeBwZgYy6H836rTYLoK+4O+PjXUPa8dl5TbtaCraRTs47hvlTg1cP8wTCvl9WxuLSO0mqtJs64HCsLx2VxwZjMwya/9xsptW9L7natS7qjEmy7oWM32KqQHZWIwN4kfJ80UkUGndH5GNKKKSouISG9QAu24rO0Lt8eDCSDHR1UXrQIQ2qqNsR4AknHO5qc/P2LSt78uh4JnD0slhkjIS3ZQUNXLbsdu6l2VFPRWYEv5AMgLSaNcanjGJc6jtEpoylOLCbedOrW0DpdSCl5cM2DvLj9RW4cfSM/mvijYw++qlfBc+fDlO/BBQ/1eNt++d9N/Gd1Da9+fzpnFPTdkOOG1g08u+lZPq39FLPezCXFl3D9qOvJjj3xKvnHxdcFr14HFcvwnfMLXjBcwTMrqmi0a0OD6fHm7nI2k/ITGZVlxWQ49DBPe5ePZdtbWLq1meU7W/EGwsRFGZg1PI3zStKZNTyV+Kj9PwM6vZ3s7NxJua2cnTZtu6tzF56gh1hjLOfln8fCooWM0+XR+fwL2F5+hXBXF4b0dKwLFxB/0UXHtX7qoOJq09amXP03rffy4r/0Sl28/UgJm16DD36hBaLTb4NZP9d6904TKvDqIcFQmDfW1/PEsp3U2TwMT4/jovFa4vvhcoWOSkptNoY/MjMj5NtnXP4Q4/Pd28j9e2ZwBD3a/oBH+/bibtf+oFxt2vVwYP/X1ZsjiYZDtG8XiUMgZSg+axHrOi18saud5eVtbG10YNQLLpuYwy0ziyhI6dk/DF9lJbU/+AHBxiYKXn2FqBGH71aWUhIIB3AH3LiCLjq9nXxRuZO3t2ylwlaPwWQnJcENBhsdvrbuxwkEWbFZ5MfnMzRhKGNTxzIudRwZlt6d1aKcOCklv/vqd7xa/irfG/M9fjjhh8cefL33U1jzd7hxKeQeW/2tY+XyBZn32BcYdIL3f3ROrw45eoIePqn5hMXli1nXvI54UzxXj7iaa0ZeQ1JUH+aZdbXCi1cgGzewtPDn3FUxHoc3yPTCZL55Ri6TCxLJTog+oV59jz/El7vaWLq1iWXbWmh3+THqBdMKk5lbks65JelkWg/9RTYUDrGueR1vV7zN0uqluINuMi2ZLChcwIVZ55FSuhvHW2/R9eWXEAphLhmJ9aKLsC5YgCHlJPNaT0P+pu3oXv8uhtYttJbcwI6xd2H363F4A8RHGRmTbSU36cR+zvtpr4B3f6wVxs2erOVkZvRBj20fU4HXSQqFJe9sbOCxj3eyu83F2BwrPz5vGDOHpe79JQwFtWmr7bu0XiWfM9JNHOkq3tNt7HMeMB3WefBQ3onoTiyM0pINY5K1JM7ubYq2jc/WAq24rGNKPKztcPOP5ZW8vLaWYCjMwnFZ3DprKMMzDpEPdpy6Vqyg/s7/QRiNJDzyB1qLk2noatj/4mrA4XfgDmjT4YPy0O+VHiOZsZlkx2WSackkLy6PAmsB+fH55MXlHdM0eWVgCcsw96+6n9d3vs55+edx/5n3E2s6huFDnxOenKpN2vj+Fz0+e2llRRvX/GM1350xhHsX9uyQYygcYm3zWt6ueJuPqz/uDiauHXktlw+7vHvCRp9p20XghcuRjgbuCN7Bh8EJzCvJ4JZZRYzP7dmZhKGwZH2NjaVbm1m6tZnKNhcAY7KtnDMshRlFKUzMTzxkTqwn6OHTmk95q/ItVjWsIizDpMWkMSltElPMwxmzwY5p6Uq8m7eAXk/sOedgveRi4mbN6tU6gQOJxx/iwy1NfF3bSYfLj83tp9MdwOb2Y3P5cflDmPHzM8PLfNfwAVvC+dwRuJ0KubdX1RptZHR2PKOzrYzJtjIyM56UWDPxUYajB2R+N6x4XCv9YjDDnHth8ncHRlHcXjDgAi8hxHzgcUAPPC2lfPBIx/dH4BUKS1qcWqLoE8t2Ut7cxYiMOO7+Rg6zk22I1m3QukOL3tt3asN2B/YqCd3e5EhTrJZQbo4/xMyMOO0YvUn7hezeHmIq8L7375nJYTD3epHBFqeXZ5bv5t9fVePyh5hbks73ZxYxMe/IM6cOp/H5Z7E9+CccWfE8eY2Vr/X1+91vMVpIicpABBPx+qJxunXY3TpCQRMybEKGzWTEJnDxmNF8a9JYMmJTBmQenXJypJQ8v/V5Hi19lNy4XB6d9ShDEw+/SHm37e/By1drH+5n/6TH23Xvm5t54atqXvreNKYVnljRTCklDr+DVncrrZ5Wvmr8incq36HF3YLFaGFu/lwWFi1kUvqk469tdgLc/iC7WrrY0eRkZ0sXpt2f8P3W3+GXen4Quosh42dz88xCilL7ptjrrpYulm5tZtm2ZtbXdhIKS0wGHZPzE5kxNIXpRcmMzbZi0O//3rR52lhWvYzS5lJKm0tp8bQAYDVbmR0axjmbQmQuL0fX3ok+IYH4hQtJuPSSk57QMxBJKSmrsbG4tI53NjTi9AWJNRtIjjWREGMiMcZIUsze69YYI/FRRgo6ljNqzc/Rh7zYv/EAtXmXsqnBweZ6B5vr7WxvchAI7Y0f9DpBQrSRRIv2PIkxJnKTYihOi6U4zcII26dYPrtPm4056lKY/4der6N1oLDfT7ClhWBTE9ETJ/Z67cQBFXgJIfRAOXAeUAesBa6WUm493GN6O/D6YHMTG+s6aej00NDppb7TQ5ejgzzZyBDRyJTYZs5N7iDdW4mwVe19oN4ESYVaXZSUYm3aa/JQrU5IVLzW+3SaBQOdbj/PrajinyursHsCFKZauGxiDpdMyD5ibpvT72RL+xZK69cQ/5fXmLyijdKhgr9famF03hmckXEGeXF5uFzxbKgSfLa9i4oW7RtvTmI0w9K1oqZD02IpTo+jKNVCXNQArcSv9Lh1Teu4+4u7cQVc3Df9Pi4ovODoD3rlWm16/w9WatP4T5DdZyckQ0gpkUjCMozLF+D651bj9Du475I8dAYX7Z522r3ttHva6Qp0HfK5wjKMzWuj1aPVwwrs82VNL/ScmXUmFxVdxKzcWb3eS+v0Blizu4MVu9pZWdHGjmZnZH1syS3G97hb/xJN5kI+m/AYc6afQYa1/3qNu3xB1uxuj7S1nW2N2kSmGJOe8bkJTMrXcssm5CXut0KHlJK6rjrKmsu6A7EaZw26sGR8lWDBNgsjtzrRB8PIghwCw/LpykumPTuWpgwzzVE+bD4beqEnxhhDjCGme2sxWjDpTYRkiFA4tN8WoCC+gJLkEtJi0vr8S2F9p4f/rq/n9dI6KttcRBv1XDAmk8sn5TB1SBK6Y6nf6GiEN74HVcu1mehn3q7VXBQCf1Arl1Te7OzuPbO5A9gi1ztcfmo63BQEq7jP+C+m6bZRLgp4JeV2XBlTD/t+WKONpMRqs/1TYvdcTCTGmI7YZhkIEGxpiZQcaSTQ0EiwuYlAUzPBpiYCzc2E2vdO0ChavhxTau8ONw+0wGs6cJ+Ucl7k9i8ApJR/ONxjejvwevLJ/0eoppRhpjYKdK1khpuIDe2duit1BkRSEaQOg9QR2jIWqcO14mynaTfp0bh8QT7c0sRbXzdQWmNDCJg6JImLxmVzVnE8ta5KtrVvZVvHdrZ3bKPaUUNUAG57J8zYKkn1gvEk33knVtNwtje6WVfVwdKtzTTaveh1gqlDkpg3KoPzStIH3mQFpV+0ulu56/O7KGsp4+oRV3P35LsxHmkY0dGgDTlmTYDr3jzmL0FSSspt5SytXsrS6qVU2iuPuY1mvZnkqGRiTbEIDn49IQSJ5kStJlZMCilRKaTGpJISnUJRQlGP5W75g2E8/hDuQFDb+rXSDk5vkNJqGysq2thYZycUlpgNOiYXJDI5P4lRaUamb7mfuPI3tDp7F/9lQCY8t3f5WFXZztrdHZTW2NjW6CQUqZE4LD2WcTkJpMdH7dcDkxBjJMliwh2ys61js3axbaK+YQuTNrmYtFOS1ypJ2idmdsQImrOi2DLSwvKxBmx6L66AC8mx/+9MjkqmJLmEkuQSRiaPZIh1CEnmJOLN8T3Sk9ni8LKp3s6mejubI9tmhzaBaEpBEpdPzuGCMZnEnshqJeEQfPWUNkToaoWU4dpC5eOuOvLvhbsD+ckDUPosQWM8qwpu5S39eexsddNgP7j4Lmh/d3ZPYL+etD2E0IKyNJNguKeFIns9ee21pLbWEdPZSrTdhth36SnAF22hMzaJ1igr9YZYms1W2qKttEUn8Nc/3kB6au8W3R1ogdflwHwp5U2R298Gpkopbz/cY3o78KpZNA3XjuOssaKckLDewPrLbuadnMlsqXfg9Gk5W2aDjnOGpTJvVAZzRqSd0HI9yukvEA7wWOljPL/1ecamjuXeafcyPOkI9YfW/APeuwsu+Zv2z+IwpJRs79jOR9UfsbR6KdWOanRCx+T0yZyZdSbRhmh0Qtf9j3LP9do2yZ8/bmJqXj5PfXMmcebYfhvybnZ4eXtDA29vaGBD3eE/z/Q6wdgcKzOKUjizKHlv3pSjAV7+llYB/Rv3wDl3nzI99i5fkA11nZRFylpsqnfQ4fJxiHrVhxBGZ25BZ2pjRGo6F+dlcJ4RLHVN+Mt34t24Cd/OnehiY0m47FISrrmGcHYa7oAbf8iPXqdHJ3QYhAGdTtuGZIhdnbvY2r61+1JpryS8T3CgF3qsZitJUUkkRiWSEpVCgbVAK2djLSI/Pv+QXyxanF6Wl7fxeXkrX1W20+LUgiwhoDDFwphsK6OzrZw7Mr3nJkMFfbD5DVj9F2jcoOVPTrwOxlwJ7jYt5aZtp5Z2074LOmu1VJszboRZv9AWQj8Ge4KvVqeX9spaXDt3EthVgb6qAktNBfEt9ejDWo+i2xhFlTWLJksybTGJtMUk0hqTELmegCnWQnZiNFkJ0WQnRJNljSIrQbs9LD3usLNue8pAC7yuAOYdEHhNkVL+8IDjbgZuBsjLy5tUXV3da21yvrsEf1Nbry8hcLqRUlLjqGFL+xZ2du7EH/ITrbdgEfmIYDIBn5Uujx6XP8SeX7XNKYXUpOQxMiOuO0FzdLa1T/4QlNPHR1Ufce/Ke3EFXEzJmMK1I69lZu7Mg3sQwmF4dp72z+D2dWBJJhQOUe2spryjnB22HWzv2M6Ojh20elrRCz1nZJzB3IK5zM6dTXL00fO3/rliN/e9vZVbZhbx8/P7ttij3R3g/c2NvLWhgVWV7UgJo7PjmT0inYRoI9EmPdFGfffWYtZTnB53ULkGatfAK9/WJgFd8jcYuaBPz6M3hMMSpzeoDX25/XS6/dhcAfyhMDqh9T7qhNYvqdNBvc3D4tI6qtrdxJoNLByXxZWTtfp/3o0b6Xj+BRwffgihELGzZpF03beJmTbtmANtT9DDjo4d1HfV0+HtwOa1dW9tPhst7hYauhq6e9P0Qk9efB4F8YW4vYJ6u41WtwN30IXQ+dDpfRj0YSyGeJKjk8iMSyE1RgvikqOSsZqtJJoTu5eASoxKJM4Ud3K9bFJCzVew+q9adfnIsCqg5TEnD92bejPyIkg/8uSTUJeLQG0N/ppa/DXV+Csq8VVU4K+oIOzeW+JIn5pC1MiRRI0s0bajSjDm5AzovN6BFngNuKHGGkcNVrMVq9naa69xOqnsrGTJriW8W/kurZ5WYo2xnJt/LhcWXsgZ6WegP2D41R8M0+L00mT3Em3SMyw9DqNeBVnKybH77Ly+83Ve3PYize5m8uLyuGbkNVwy9BJijDFIKWn3trOz8mN2ffRTdqUPY6c1jZ22nd1rDRqEgcKEQoYnDmdS+iRm580mMSrxuNohpeSe/27mxdU1/OmKcVw2Kac3TrdbOCz5YmcrL62p4ZPtLQRCkiEpFi4al8VF47OOL/k9HNaKaC67XyvKedVLR/1neTqTUrJmdwevrqvjvU2NeAIhhqXHMq0wmcIUC0N1XjI+f5fwW0sIdXRgKizEevHFWBcuwJh59MKjnW4/1e1uGu0eGu3aZ2Kj3Uuj3UOr04cn4MWvayaoayRobEIamtGZWxAiDGEzsaZYUi1WcqyJZMcnYNAZsPlsWvAWuXT4OggeYqZ8skMyoh6GeqwUWfIptOSSbk5BBMPIYBCkxJSXi7m4GHNxMfqUo0xY6qyFqi+135vkoVqy/AHHy1BIy72qq8NfV0+gthZ/XS2Bmlr8tbX75V0BGNLSMA8twlQ0FHNRUeR6EYbE4/ubHAgGWuBlQEuunwPUoyXXXyOl3HK4x/R24HX7sttZUb+CaVnTmFcwj9l5s1UhzQO4Ai4+2P0BS3YtYUPrBgzCwFk5Z7GwcCHn5JyjyjUo/SYQDrCsehkvbHuBja0biTPGUZxYTKW9kk5fZ/dxSaEQQ5NGMCxrKiOSRjA8aTiF1kJM+pMf1g6Ewlz3zBpKq228dPPUXlnPsdXp47XSWl5aU0Nth4dki4mLJ2SzaHwWY7Ktx//t39UGS26BXUu13omL/h9E9/Ni0wOI0xvgnY2NLCmrZ1vj3rQIgFgR4hLbVmbuWkV2XTlSCLwl4zDMv5C0BfNJSUui1uZhW6ODrQ0OtjVqlwPzm0x6HRnWKDKtUaTGmYk26rsr/e9b+X9oWixnDk05uKfyEKSUON2ddGwqpauslOCGzei27MTYtv/wcxgI6QGDAb3RhF7okM69CW56q1ULwoYVY8zORm+1oouPR29NQG+NR2+1IqKiCLa0RhLZmwg2NRNobiLY2ESgvp5AQwMysM9sf50OQ0Y6ptw8THm5GHPzMOXtuZ6LPu7kyxQNFAMq8AIQQlwAPIZWTuJZKeUDRzq+twOvre1b+aDqAz6q+oj6rnoMOgMzsmYwr2Aes3JnEWc6fX4ZjkcoHKKspYw3d73JR9Uf4Ql6KLQWcmnxpVxYeCEp0aoIoTKwbGjdwH+2/YcmVxNFCUUMTRhKcUIxRbHZJD+3QBsquWW5VsKlh9lcfi5+agUuX5D/3jaDnMSTr7klpWRVZTv/WV3DR1uaCIQk0wuTuWZqHvNGZZz48HzVl/D6TdqSLfMegDNuOmXyufqDlJLWLh+7W11UtrmobO1id5uLqnY3obpapleuZU5tKVmudrx6I19ljOLznPGUpQ0nZDRRlGphZGY8IzPjKUqNJTMSbCVZTD0yXCalxL97N64vV+BasQLX2rXIyFCdISuTmPETiJ6gXcxFhXhEkJXNX/Fpzad8Xvc5Dr8Dg87ACJHJGGcCRe1GMlsCJNQ7MFY1gst9lBZECIEhNRVDejrG7GxMuTkYs3Mw5uZgysnBmJnZ73XTQuHQQaMyvWHABV7Hq6/qeEkp2dK+hQ92f8CH1R/S5GrCpDMxO282lxRfwrTMaX1ST+dk7JmuHm+Ox6g7/pw1f8jPV41f8UnNJ3xa+ykd3g5iDDGcP+R8Lim+hLEpYwf0uLqiHFbl5/DCxZBWAle/DAm5Pf4Su1q6uOSpFSTEGLl11lAumZB9yIKfx2JtVQcPvr+d0mob1mgjl0/K4eopeQxNO4k6WuEQfPEwfP6gVgrn8ue0heuVEyalxOEJUm9z07amFPnReySs/gKT24mMjiF21kwSzp9P7Nlno4vumRnaUkqCLS141q/HtWIFXStWEGxoBMCUn49lxpnETJlC9PjxGDOOXC8rEA6wvnk9KxtWUu2optZZS42zBk/Qs+fFMAcgyWckIxxHWjCGlGAUiX4jcWET4SQr4dRESEtGn5JCdFQs0YZocuNyGZY4rEd6lE+EO+CmylFFpb2S3fbd3ZcaRw1fXPUFFmPvztZVgdcJkFKysW0j71W+x7u738Xus5NpyWTR0EUsKlpETlzv5nEcC0/Qw72CpTQAACAASURBVC7bru4E4XJbOTs6duAOat9OEs2J+01ZT45OJt4U373gc5Q+Stsaouj0dfJJzScsr1+OK+DCYrRwdvbZzM6bzcycmX1fMVtResOuj+G1G7Siw1e91ONLCgGs2d3Br9/awrZGB4kxRr41NZ/rpueTFn9sw/Hbmxw89MEOlm1vIS3OzI/OLeayiTknHMB1czTAGzdrdZnGfhMu/FOv9PwpWl0p1+o1OD/8EOfHHxOy2RDR0cTOnEns2WdhHj4C89AidFFH/52QUhJsbsa7ZQveLVvwbNmCd8tWQm3asmi6uDgs06ZhmTEDy1kzMOWc/P+mPfmRdc46ap21tLhbsPvsdPo66fR1YvfZsfls2H12vEEvnqDnkCU2DDoDwxKHMTp5NKNTRlOSXEJRQhEG3QmUtogIyzD1XfVUdlZS5aiiw9uhtcdr269tHd6O7sfohI7cuFyGWIcwxDqE7476LglRg6icxIno7yWDfCEfn9Z+ypKdS1jVsAqJZGrmVBYVLWJO3pw+DUqaXE18WPUhH1Z9yJb2Ld3Tky1GC8MThzMscRj58fk4/c7uIo3tnvZDFmw8UFJUEt/I/Qaz82YzLXNav31TUZRe1boDXrxSKxC56EkYe0WPv4SUkq8qO3h2xW4+3taMQSdYMDaL75xZwPCMOMwG3UE9x7Udbh5dWs6Sr+uJNRv4wawibjhzSM+sB7ntbXjrh1pZgAsegvHfUkOLfUQGg7jXrcPxwQc4l368N6Fcp8OUn495+HDMw4ox5eUT6uzUqqu3tBBsaSbQ0kKwuYWw09n9GHNREVGjRhE1ahTRY0YTNXo0wnDigUxPkFLiC/m6gzBXwEWlvZLN7ZvZ2raVLe1buosKCwQWowWL0UKsMRaLKbI1Wro7Bbo7Bwxa50CXv4sKewWVnVrv1Z7JMaAFdwnmhP0uVrOVTEsmhQmFDIkfQl58Xp//P1OBVw9q7GrkzYo3+e+u/1LfVU+0IZpz885lQdECpmZM7ZWx4zZPG0url/LB7g8oaykDoCS5hLOzz2Zk0kiGJQ0jOzb7qMOgUkr8YT+egAdvyIs76O7+QzHrzYxMGtknY9+K0u/cHVr5hOovtXpVs/73mNYuPRHV7S6eW1HFa+tqcfm16fcGnSA2ykCsWbtYzAY21dlBwA1nFvCDWUUkxPTAPwq/Cz74OZQ9rxWSvfRpSDmGJZeUXiFDIfw1NfjKd+LbsQNv+Q585TsJ1NTsPchg0PKk0lIxpqVjSE3FVFhI1KgSokaM6LHhyr4UlmGqHdVsad9CtaOaLn8XroCLrkDXftc9QQ+eoAdv0LtfcAV0B1JF1iKKEoootBYyxDqEeFP8gEx/UYFXLwjLMGXNZbxT+Q4fVX2EM+AkLTqNCwovYP6Q+QxLGHbkqtpHEAqH2N6xndVNq1lZv5K1zWsJyzBDE4Yyv2A+84fMJz8+v4fPSFEGmaAf3v0xrH9Bm9W34DGt0OORPsT9LuisAVs1OOqhcNYxL0fk8Ab4cHMTbV1+unwBurxBnL4gTm8QpzdAUWost88eSqa1h/6x1pdpS760V8BZd2rBpUH1Yg9EYZeLQEMD+sRE9ElJvb6O4KkgLMPdHQNRhqhez8nqaSrw6mW+kI/Paj/jnYp3+LL+S4IyiEEYKLAWMDRhqHZJ1LZxpjgEAp3Qhhp0aNtmdzOrG1ezunE1a5vW4vBra5ENTRjK7LzZzC+YT3FicT+fqaKcZqSEVU/CR78EJAg9RCdCTLIWhEUnaflg9lqwVWnLpuxLb4Zz7oIZdw6coCYcgpVPwCe/g9h0rSDqkLP7u1WKMqiowKsPdXg7WNWwil2du9hl28XOzp3Ud9Uf8+OzLFlMzZzafVElGxSlD9Su0S7udvB0aEOR7g7tetCrFYlMLICEfG2bWKAtm/LZH2Dz69oadgsfh/zp/XsenTWw5AfaEGrJor29eIqi9CkVePUzd8BNpb2SXZ278AQ93QnxYRkmLMNIKYk3x3NG+hnkxA3sZRAURTlA+Ufw7k/AXgOTboBz7+v7QqRSwsZXtXUpZRjO/6NKoFeUfqQCL0VRlN7k69J6v756CiypcOEjfbfeoccG7/wYtrwBudPgkr9C0pC+eW1FUQ7pcIGXyt5TFEXpCeZYrQL89z7R8qpe/TZUfNL7r1v5GTx1Jmx7C2b/Cm54TwVdijKAqcBLURSlJ2VNgBveh9QRsPi7WkJ+bwiH4aNfwfOLtKDvpo+1JH9VDkZRBjQVeCmKovQ0cyxc9R8t1+rlb2klKHpSKABLbtZmLk66AW7+XAv4FEUZ8FTgpSiK0huSCuHyZ6FlK7x5u5b83hMCHnjlWtj0Gsz5NSx8DExqOS9FOVWowEtRFKW3DD0X5tyrJb2vfOLkn8/rgH9fDuUfasn7Z//45J9TUZQ+1b+LOymKopzuZtwJjRvg4/sgYwwUzT6x53G1wb8vheYtcNnTMObyHm2moih9Q/V4KYqi9CYhtIW4U0fCazdAx+7jfw57HTx3vra491UvqqBLUU5hKvBSFEXpbSaLlmwPWrK9q+3YHiclVHwKz84HZxNc+wYMm9d77VQUpdepwEtRFKUvJA3Rku1bt8Ojo+G9u7WFtg9n93J47gJ44WItALv+bSiY0XftVRSlV6gcL0VRlL4ydA7cugpWPAHrnoO1z8Doy2DGjyBjtHZM9Ur49PdQtRxiM+CCh2HiddpC3YqinPLUkkGKoij9wV6vLS+07jkIuGDoeRAOQuWnYEnTZixO+g4Yo/u7pYqinIDDLRmkerwURVH6gzVbW2Lo7J9oPV+r/6rtn/s7mHyjqs2lKKcpFXgpiqL0p5gkmHk3nPU/2m29+lhWlNOZ+gtXFEUZCFTApSiDgprVqCiKoiiK0kdU4KUoiqIoitJHVOClKIqiKIrSR1TgpSiKoiiK0kdOmTpeQohW4AhlnntECnCMa3mcltT5D+7zB/UeqPNX5z+Yzx/Ue9CT558vpUw9cOcpE3j1BSHEukMVOxss1PkP7vMH9R6o81fnP5jPH9R70Bfnr4YaFUVRFEVR+ogKvBRFURRFUfqICrz29/f+bkA/U+evDPb3QJ3/4DbYzx/Ue9Dr569yvBRFURRFUfqI6vFSFEVRFEXpIyrwUhRFURRF6SMq8IoQQswXQuwQQuwSQvy8v9vT24QQzwohWoQQm/fZlySEWCqE2BnZJvZnG3uTECJXCPGpEGKbEGKLEOJHkf2D4j0QQkQJIdYIITZEzv83kf2D4vz3EELohRDrhRDvRG4PtvOvEkJsEkJ8LYRYF9k3aN4DIUSCEGKxEGJ75LNg+mA5fyHE8MjPfc/FIYS4c7CcP4AQ4n8in3+bhRAvRT4Xe/38VeCF9uELPAmcD5QAVwshSvq3Vb3un8D8A/b9HFgmpSwGlkVun66CwE+klCOBacBtkZ/5YHkPfMBsKeU4YDwwXwgxjcFz/nv8CNi2z+3Bdv4A35BSjt+ndtFgeg8eBz6QUo4AxqH9LgyK85dS7oj83McDkwA3sIRBcv5CiGzgDmCylHI0oAeuog/OXwVeminALillpZTSD7wMLOrnNvUqKeUXQMcBuxcB/4pc/xdwcZ82qg9JKRullGWR6060D9xsBsl7IDVdkZvGyEUySM4fQAiRA1wIPL3P7kFz/kcwKN4DIUQ8cA7wDICU0i+l7GSQnP8B5gAVUspqBtf5G4BoIYQBiAEa6IPzV4GXJhuo3ed2XWTfYJMupWwELTAB0vq5PX1CCFEATABWM4jeg8gw29dAC7BUSjmozh94DPgpEN5n32A6f9CC7Y+EEKVCiJsj+wbLe1AItALPRYabnxZCWBg857+vq4CXItcHxflLKeuBh4EaoBGwSyk/og/OXwVeGnGIfarOxiAghIgFXgfulFI6+rs9fUlKGYoMM+QAU4QQo/u7TX1FCLEAaJFSlvZ3W/rZDCnlRLQ0i9uEEOf0d4P6kAGYCPxFSjkBcHGaDqsdiRDCBFwEvNbfbelLkdytRcAQIAuwCCGu7YvXVoGXpg7I3ed2DlqX42DTLITIBIhsW/q5Pb1KCGFEC7r+I6V8I7J7UL0HAJHhlc/Qcv4Gy/nPAC4SQlShpRbMFkL8m8Fz/gBIKRsi2xa0/J4pDJ73oA6oi/T0AixGC8QGy/nvcT5QJqVsjtweLOd/LrBbStkqpQwAbwBn0gfnrwIvzVqgWAgxJBL9XwW81c9t6g9vAddHrl8PvNmPbelVQgiBltuxTUr5yD53DYr3QAiRKoRIiFyPRvsQ2s4gOX8p5S+klDlSygK0v/dPpJTXMkjOH0AIYRFCxO25DswFNjNI3gMpZRNQK4QYHtk1B9jKIDn/fVzN3mFGGDznXwNME0LERP4fzEHL9e3181eV6yOEEBeg5XzogWellA/0c5N6lRDiJWAWkAI0A78G/gu8CuSh/VJeIaU8MAH/tCCEOAtYDmxib47P/6LleZ3274EQYixa4qge7QvYq1LK+4UQyQyC89+XEGIWcJeUcsFgOn8hRCFaLxdow24vSikfGGTvwXi0yRUmoBK4gcjfA4Pj/GPQ8psLpZT2yL7B9PP/DfBNtFnu64GbgFh6+fxV4KUoiqIoitJH1FCjoiinvUihUI8QoksI0SyEeC4ysQIhxLlCiDIhhEsIUSuEuLK/26soyulLBV6KogwWC6WUsWgJ1GcAv4wUzX0RuAewohWTHewzHRVF6UWG/m6AoihKX5JS1gsh3gdGA78E/ialfD9yd3vkoiiK0itUj5eiKIOKECIXuAAtmXZaZN8mIUSjEOLfQoikfm2goiinNZVcryjKaS9SrysFbfaSHXgX+EnkegNaKYUGtJmeXinlt/qnpYqinO7UUKOiKIPFxVLKj/fdIYTwAM9JKcsjt38PfHyoByuKovQENdSoKMpgthG1PJiiKH1IBV6KogxmzwE3CCEKI8Ukfwa8089tUhTlNKaGGhVFGbSklM8KIfLRViwA+AC4ox+bpCjKaU4l1yuKoiiKovQRNdSoKIqiKIrSR1TgpSiKoiiK0kdU4KUoiqIoitJHVOClKIqiKIrSR06ZWY0pKSmyoKCgv5uhKIqiKIpyVKWlpW1SytQD958ygVdBQQHr1q3r72YoiqIoiqIclRCi+lD71VCjoiiKoihKH1GBl6IoiqIoSh9RgZeiKIqiKEofOWVyvBRFURRFGTwCgQB1dXV4vd7+bsoRRUVFkZOTg9FoPKbjVeClKAoAbZ42EswJGHTqY0FRlP5XV1dHXFwcBQUFCCH6uzmHJKWkvb2duro6hgwZckyPUUONiqJQ2VnJ3MVzeWXHK/3dFEVRFAC8Xi/JyckDNugCEEKQnJx8XL1yKvBSFIWH1z1MIBxgVcOq/m6KoihKt4EcdO1xvG1UgZeiDHIr6lewvH458aZ41resJyzD/d0kRVGU05YKvBRlEAuGgzy09iFy43K5c9KdOPwOKjor+rtZiqIoA4Jer2f8+PGMHj2ahQsX0tnZedLPqQIvRRnEXi9/nQp7BT+Z9BOmZUwDoKy5rJ9bpSiKMjBER0fz9ddfs3nzZpKSknjyySdP+jlV4KUog5TD7+DJr59kcvpkZufNJicuh9ToVEpbSvu7aYqiKAPO9OnTqa+vP+nnUfPGFWWQ+sfGf9Dp6+SnZ/y0Ozl0YvpEyprLkFKeEkmtiqIMDr95ewtbGxw9+pwlWfH8euGoYzo2FAqxbNkybrzxxpN+XdXjpSiDUI2jhn9v+zcXD72Ykckju/dPTJtIs7uZRldjP7ZOURRlYPB4PIwfP57k5GQ6Ojo477zzTvo5VY+XogxCj5Q+glFn5IcTfrjf/knpkwAobS4lKzarP5qmKIpykGPtmeppe3K87HY7CxYs4Mknn+SOO+44qedUPV6KMsisbVrLsppl3DTmJlJjUve7b2jCUGKNsZS1qAR7RVGUPaxWK0888QQPP/wwgUDgpJ5LBV6KMoiEwiEeWvsQmZZMriu57qD79To949PGq5mNiqIoB5gwYQLjxo3j5ZdfPqnnUUONijKIvF/1Pts6tvF/5/wfUYaoQx4zKX0SX9Z/ic1rIzEqsY9bqCiKMnB0dXXtd/vtt98+6edUPV6KMoi8XfE2uXG5zC+Yf9hjJqZNBFDDjYqiKL1ABV6KMkh0ejtZ3biauflzj1gqYnTKaEw6E+ub1/dh6xRFUQYHFXgpyiDxae2nhGSIuQVzj3icSW9idMpo1eOlKIrSC1TgpSiDxEfVH5Edm83IpJFHPXZi+kS2tW/DHXD3QcsURVEGDxV4KcogYPfZ+arxq6MOM+4xMW0iQRlkY9vGPmidoijK4KECL0UZBD6r/YxgOMh5+cdWdXl82ngEQpWVUBRF6WEq8FKUQWBp9VIyLZmMThl9TMfHmeIYnjRc5XkpijKoNTU1cdVVV1FUVERJSQkXXHAB5eXlJ/WcPRJ4CSEShBCLhRDbhRDbhBDThRBJQoilQoidkW3iPsf/QgixSwixQwgxryfaoCjKoTn9TlY2rOS8/POOa+HriWkT2di6kUD45Ko0K4qinIqklFxyySXMmjWLiooKtm7dyu9//3uam5tP6nl7qsfrceADKeUIYBywDfg5sExKWQwsi9xGCFECXAWMAuYDTwkh9D3UDkVRDvBZ7WcEwoFjHmbcY0L6BDxBD9vbt/dSyxRFUQauTz/9FKPRyC233NK9b/z48Zx99tkn9bwnXbleCBEPnAN8B0BK6Qf8QohFwKzIYf8CPgN+BiwCXpZS+oDdQohdwBRg1cm2RVGUgy2tXkp6TDpjU8ce1+MmpWkLZpe1lDEmdUxvNE1RFOXYvP9zaNrUs8+ZMQbOf/Cwd2/evJlJkyb17GvSMz1ehUAr8JwQYr0Q4mkhhAVIl1I2AkS2aZHjs4HafR5fF9l3ECHEzUKIdUKIda2trT3QVEUZXFwBFyvqV3Be/nnoxPH9uafGpJIbl0tpc2kvtU5RFGXw6Ym1Gg3AROCHUsrVQojHiQwrHsahkkzkoQ6UUv4d+DvA5MmTD3mMoiiH93nt5/jD/uMeZtxjYtpEPq/7nLAMH3fgpiiK0mOO0DPVW0aNGsXixYt7/Hl74pO0DqiTUq6O3F6MFog1CyEyASLbln2Oz93n8TlAQw+0Q1GUAyytXkpqdCrj08af0OMnpU+i09dJlb2qZxumKIoywM2ePRufz8c//vGP7n1r167l888/P6nnPenAS0rZBNQKIYZHds0BtgJvAddH9l0PvBm5/hZwlRDCLIQYAhQDa062HYqi7M8dcLO8fjnn5p97wr1VE9ImAFDaooYbFUUZXIQQLFmyhKVLl1JUVMSoUaO47777yMrKOqnn7YmhRoAfAv8RQpiASuAGtKDuVSHEjUANcAWAlHKLEOJVtOAsCNwmpQz1UDsURYn4ov4LfCHfCQ8zAuTH55MUlURZcxlXDLuiB1unKIoy8GVlZfHqq6/26HP2SOAlpfwamHyIu+Yc5vgHgAd64rUVRTm0pVVLSY5KZmLaxBN+DiEEk9InqQr2iqIoPeT/s3ff8XFVZ+L/P2eaei9Wb5ZtWe4ddzBgbCCUAKFDwCSBkE0CBDbZb7LZEBJS9pcQNssSQk1CCSV0MLYBGxewcZUtF1m2JFu9SyPNaOr5/XHHDUm2ZI1s2X7er9d93Zm5Zc6V5dEz5z7nOZItK8RZyOl1Hr7NaDYNrEzexKSJVHdWU9c5sKKBQgghJPAS4qy0pmoNTq9zQLcZDzmU57W1YeuAzyWEEOc6CbyEOAstL19OXEgcU4YNvPhfQUIBoeZQttZL4CWEEAMlgZcQZxm/9rOmag3nZ56PxTTwNE6rycqYxDESeAkhRBBI4CXEWaasrQy7x87kYX1Pqvf6/PzglS1sPtDS4/ZJyZPY3bwbp9cZrGYKIcQ5SQIvIc4y2xq2ATAhaUKfj9l8oJW3t1bz8voDPW6flDwJr/ayo3FHUNoohBBnArPZzMSJExk7dizXXXcdDodjwOeUwEuIs8y2hm1E26LJic7p8zGrSoyJJdbta0Lr7rNzHQri5HajEOJcEhYWxtatW9mxYwc2m40nn3xywOeUwEuIs0xRQxHjk8ajVE/TovZsVUkDSkFVq5OKpu7f6GJCYsiLyWNL/ZZgNlUIIc4Yc+fOpbS0dMDnCVbleiHEEGB329nXuo9Lci7p8zENdhc7qtr5+uR0/rW5inX7mshJjOi236TkSSyvWC4TZgshTrnfbvgtu5t3B/WcBfEF/Pv0f+/Tvl6vlw8//JBFixYN+H3l01OIs8j2hu1odL/yu1bvbQDgjlm5DIsOYe2+xh73m5A0gXZ3O2VtZUFpqxBCDHVOp5OJEycydepUsrKyWLJkyYDPKT1eQpxFtjVuQ6EYlziuz8es3NNAYqSNMWnRzB6eyMqSBvx+jcl07K3KQ4VUt9RvYXjs8KC2WwghjqevPVPBdijHK5ikx0uIs8i2hm0Mjx1OpC2yT/v7/JrVexuYNyIJk0kxKz+R5k43e+rs3fbNjs4mLiROEuyFEGIAJPAS4izh1362N2zv123G7VVttDg8zB+VBMCs4QkArC3tfrtRKcWE5AkydZAQQgyABF5CnCXK28tpd7f3K/BatccYzTh3hBF4pcWGkZsYwbp9TT3uPyl5EhXtFTQ5e94uhBBnk46OjqCfUwIvIc4S2+r7Xzh1VUk94zNiiY+wHX5t1vAE1u9vwuPzd9v/UJ7XoSKtQggh+kcCLyHOEkWNRUTZosiJyenT/q0ON1sPtjJ/ZNIxr8/OT6TT7aOosq3bMYUJhVhNVsnzEkKIkySBlxBniW0N2xifOL7PNbZW723Er+kWeM3MM/K81vWQ5xViDqEwoVDyvIQQp0RPM2kMNf1towReQpwFOj2dlLaUMj5pfJ+PWVXSQEyYlQkZMce8HhdhozA1utd6XpOSJ1HcWIzb5x5Qm4UQ4nhCQ0Npaup5GrOhQmtNU1MToaGhfT5G6ngJcRbY3ti/wqlaa1aVNDBnRCIWc/fvX7PzE3hhXQVOt48wm/mYbROTJvJ88fPsbNrJxOSJQWm/EEJ8VUZGBpWVlTQ0NJzuphxXaGgoGRkZfd5fAi8hzgKHEuvHJfWtcOquGjsNdle324yHzMpP5K+ry9hU0cKcEYnHbJuQfGTCbAm8hBCDxWq1kpube7qbEXRyq1GIs0BRYxF5MXlE26L7tP+qEuMbZG+B1/SceCwm1ePtxsSwRLKismTCbCGEOAkSeAlxhtNaU9RQ1O8yEqNToxkW3XNeQkSIhYmZsT0m2ANMTJ7I1oatQzr3QgghhiIJvIQ4wx2wH6DV1drnxHp7l4eN5S299nYdMis/ke1VbbQ5Pd22TUyeSHNXMwftB0+qzUIIca6SwEuIM9yhYqZ97fFat68Jr1+fMPCaPTwBv4b1+7tXqZ+UdGTCbCGEEH0ngZcQZ7ht9duItEYyPHZ4n/ZfVdJAhM3MlOy44+43KSuOUKupx+mD8mLziLJFSeAlhBD9JIGXEGe4osYixiaO7VPhVK01q/Y0MCs/EZvl+PvbLCam5cT3OGG2SZmYkDRBpg4SQoh+ClrgpZQyK6W2KKXeCzyPV0otV0rtDazjjtr3J0qpUqXUHqXUJcFqgxDnGofHQUlLSZ9vM+5r6KSq1XnC24yHzM5PZG99B/X2rm7bJiVPorS1lDZX96mFhBBC9CyYPV4/AHYd9fzHwMda6xHAx4HnKKUKgRuAMcAi4AmllBkhRL/taNyBX/v7nFi/eu/xy0h81ezhRg2vz3u43TgxyajhVdRQ1KdzCSGECFLgpZTKAC4Dnj7q5SuBFwKPXwCuOur1V7TWLq11GVAKTA9GO4Q41xQ1GkFPX3u8dla3kxhpIzM+vE/7F6ZFEx1q6fF2Y2FCIQrFzqadfW+wEEKc44LV4/UY8BDgP+q1YVrrGoDAOjnwejpw9Bj0ysBrQoh+2la/jZzoHGJCYk68M1BS38HIYVF9Pr/ZpJg5PIH1Zc3dtkXaIsmOzqa4qbjP5xNCiHPdgAMvpdTlQL3WelNfD+nhtR6rMCqlvq2U2qiU2jjU52oS4lTTWlPUWNTn24x+v2Zvnb1fgRfA+IxYKpoc2Lu61/MakzhGeryEEKIfgtHjNRu4QilVDrwCLFBK/QOoU0qlAgTW9YH9K4HMo47PAKp7OrHW+imt9VSt9dSkpL7lpAhxrqi0V9Lc1dzn24xVrU4cbl+/A6+CFGP/kjp7t22F8YXUOepodPZc4V4IIcSxBhx4aa1/orXO0FrnYCTNf6K1vgV4B7g9sNvtwNuBx+8ANyilQpRSucAIYMNA2yHEueaL2i8A+jxR9aHAaVRKZL/epyDVmP9xV033wGtM4hgA6fUSQog+Gsw6Xr8BLlZK7QUuDjxHa10MvArsBJYC92qtfYPYDiHOSh+VfUR2dDYjYkf0af89gcBrRD97vNJiQokKtbC7tr3bttHxo1EoyfMSQog+sgTzZFrrlcDKwOMm4MJe9vsV8KtgvrcQ55IGRwMbajfwnQnfQame0ia7K6m1kxYTSnSotV/vpZRidEo0u3vo8Qq3hpMTkyM9XkII0UdSuV6IM9CyimVoNItzFvf5mJK6jn73dh1SkBrF7lo7WncfBzMmYQw7GyXwEkKIvpDAS4gz0AdlHzAqbhR5sXl92t/r81Pa0MGolJMMvFKi6XB5qWxxdttWmFBIvbOeBoeMPBZCiBORwEuIM0ylvZKihiIW5S7q8zEVzQ7cXn+/RzQeUpBqHLe7tocE+wRJsBdCiL6SwEuIM8zS8qUALM7t+23GvYHE+pHD+jei8ZBRgYBtd033BPuC+AKpYC+EEH0kgZcQZ5ilZUsZnzSe9Mi+T/iwp7YDpSA/+eQCr4gQC9kJ4T32eIVbw8mLyZPASwgh+kACLyHOIPtb97OnZQ+X5l7ar+NK6uxkxYcTbjv5gcwFKVHs6qGkBBh5XlJSQgghTkwCLyHOIB+Wf4hJPxigbwAAIABJREFUmViYvbBfx5XU2RmRfJz8LnstFL0KzWW97lKQEk15YydOd/eye2MSx9DgbKDeUd/DkUIIIQ4Jah0vIcTg0VrzYdmHTBs2jaTwvk+h5fL6KGvsZOGYYcduaK+BXe9A8Vtw4HNAg8kK05bAvAchIvGY3UenRuHXsLfezviM2GO2FSYUAkaCfXJ48kldnxBCnAukx0uIM8Su5l1UtFf0azQjQFljJ16/NkY0drXDF/8Hzy6CP4yGDx8CZwuc/2O48yOYdAts+Cv8aQKs+h24Og6fpyDFmDqop0Kqo+JGYVImyfMSQogTkB4vIc4QH5Z9iEVZuDj74n4dV1JnBE+F4W3wzDXQsAuGjYUL/gMKr4SkUUd2zjoPzvsufPIwfPorIwg7/99h8u2BHDFzj3lehxLsJc9LCCGOTwIvIc4Afu1naflSZqXPIiYkpl/HltTaGW8uJ/+d+8DTBbe+BcMv6P2ApJFw/T/g4Jew/D/h/Qdg4/OYbnmdUSlRPfZ4gXG7cV31OrTWfZ7GSAghzjVyq1GIM8DW+q3Udtb2q3bXISFly/mn9WGU2QZLPjp+0HW0zGlwxwdGENa8H55dxHnxneyube9x6qDChEIanY2SYC+EEMchgZcQZ4APyz4kxBzCBZl9DJoO+fJpvlv7MxpCMuGuFZA8un/HKwWjvwa3vQ3OZr5X/j3inBXU213ddpUK9kIIcWISeAkxxHn9XpZVLGN+xnwirBF9O8jvh2U/g/cfYKVvAu9OfhqiUk6+EZnT4JsfYMXHq7aHObjzi267jIo3Euwlz0sIIXongZcQQ9yG2g00dzX3/Taj3wf/+hase5ym0bfybc/95KUNO/FxJ5IyFtet7+HCyrgVN8OB9cdsDrOESQV7IYQ4AQm8hBjilpYtJcIawdyMuSfeWWt474ew43W48D9ZOfzf8WFmxElOjv1VUemj+bfQR2lTsfD3q2DfJ8dsH5MwhuKm4h5zwIQQQkjgJcSQ5td+VlWuYl7GPELMISc+4ONfwOa/wdwfwdwHKKnvwGY2kZMQHrQ2xaXm8W+hv4b4PHjp+mOCr8KEQpq7mqlz1AXt/YQQ4mwigZcQQ1hxYzHNXc3Mz5h/4p3X/Q+s+SNMuQMW/BQwpgoanhyJxRy8/+oFqVFsarLiuuUdSBgBr94OdUZe19EV7IUQQnQngZcQQ9hnVZ9hUiZmp80+/o5bXoRlP4XCq+Cy/88YjYhRPHXksMigtqkgJRqvX7PPboWbXwVbBLz4DWivYVT8KMzKLAn2QgjRCwm8hBjCVleuZnzieGJDY3vfaff78M6/Qd4F8PWnwGQGwN7loarVaUwVFESjU43z7a5th5gMuOmfxrRDL19PmM9HXqwk2AshRG8k8BJiiGp0NlLcVHz8pPryNfDaHZA20Sh0ajmSB7a33pgqaFSQA6+chAhsFhO7awMV7FMnwHXPQe12eOMuxsQXsrNppyTYCyFEDyTwEmKIWl25GoB5GfO6b9Qadr0LL90AcTlw8+sQcuwtxZJAYDQqJbiBl8VsYuSwSHbVHDVn48hLYPHvoORDCutKJMFeCCF6IYGXEEPU6qrVJIclMypu1LEbmsvgpW/AP2+BuGy49U0Ij+92/J46O2FWM+mxYUFvW0FK9JEer0Omfwtmfo8xJZ8CxsAAIYQQx5LAS4ghyOP38Hn158zNmHtkwmmvC1b9Hp44DyrWwSW/hm+vgpj0Hs+xN5BYbzIFf8LqgpQoGuwuGju+MnXQxb9kZM5FmLWmuOTtoL+vEEKc6STwEmII2lq/lQ5Px5H8rv0r4f9mwaePwMhFcO8GmHkvmC29nmNPnT3oifWHjE6NNt7jq71eJhOh1zzDCG1hfflyaNo3KO8vhBBnKgm8hBiCPqv8DIvJwnnxY+DNe+BvVxpTAd38BnzjhV57uQ5p6XTTYHcNWuBVEMgbOybP6xBbOFeOX0KRzULR6zeDxzkobRBCiDORBF5CDEGrK1czNbaAiGcvhaJXjEr03/0cRlzUp+NL6oyeqJFBTqw/JCEyhOSokO55XgFXj7+TKHMoL3jrYemPB6UNQghxJhpw4KWUylRKfaqU2qWUKlZK/SDwerxSarlSam9gHXfUMT9RSpUqpfYopS4ZaBuEOJtU2SvZ17aPefvWgccBt78LF/4MrH1Pkj8UeAW7lMTRClKjjVpePYiwRnDt6BtZERlB5ba/Q9Grg9YOIYQ4kwSjx8sLPKC1Hg2cB9yrlCoEfgx8rLUeAXwceE5g2w3AGGAR8IRSyhyEdghx5nO28Nk7SwCYmzgR7l4LOXP6fZo9dXaiQi0Mi+7D/I4naXRKFCV1HXh9/h6331RwEyZl4cX0UfDuD6Fhz6C1RQghzhQDDry01jVa682Bx3ZgF5AOXAm8ENjtBeCqwOMrgVe01i6tdRlQCkwfaDuEOOMd3ABPzmV1+36yrNHk3PQmRCSc1KlK6joYNSzqyIjIQVCQGoXb66e8qbPH7SkRKSzKXcS/bD7abWHGnI7unvcVQohzRVBzvJRSOcAkYD0wTGtdA0ZwBiQHdksHDh51WGXgtZ7O922l1Eal1MaGhoZgNlWIocHvg5Jl8NL18MxCnEqxITKKuflfA9PJ/ffUWrO7pn3Q8rsOmZBhTGO0Yld9r/vcPuZ2HF4nr0+/ARp2wwcPDmqbhBBiqAta4KWUigTeAH6ote458SOwaw+v9Ti3iNb6Ka31VK311KSkpGA0U4ihobMJ1jwGj0+Cl66Dqs0w70d8ecXvcfk9zEvvoVp9H5U3OWjv8jI+PSaIDe4uLymSWcMTeGFdOZ5ebjcWxBcwI2UGL9Z/gWfeA7D1Rdjyj0FtlxBCDGVBCbyUUlaMoOtFrfW/Ai/XKaVSA9tTgUNfiyuBzKMOzwCqg9EOIYa8pn3wr2/DHwpgxc8hJhOufQ7uK4YFP+Wz+o2EWcKYmjL1pN+iqLIVgPEZx5lYO0iWzMmlpq2LD3fU9rrPbWNuo95Rz9KsCZA7D97/EVRvHfS2CSHEUBSMUY0KeAbYpbX+w1Gb3gFuDzy+HXj7qNdvUEqFKKVygRHAhoG2Q4ghr6YInrkYdn8AU74J3/0C7ngfxn4dLDa01qyuXM2M1BnYzLaTfpuiyjZCrcZ8ioPtglHJ5CVG8Myasl4nxZ6TPoe8mDz+tuvv6K8/AxGJ8PIN0F7T63n9fk1dexebD7TwXlE1/9pcSXF1G25vzz1rQghxpui97HXfzQZuBbYrpQ59jf0P4DfAq0qpJcAB4DoArXWxUupVYCfGiMh7tda+ILRDiKGrchP842qwRcGS5ZAwvNsu+9v2U91ZzV3j7xrQWxVVtjImLQaLefDL9JlMijtm5/Czt4vZfKCFKdnd54w0KRO3Fd7Gf33+X2zoKGPGja/As5cYwdcdH4ItHK01j63Yy+f7m6hudVLX3oXH1z2Qs5oV+clRFKZGU5gWzdi0aKblxA/KtEhCCDEYBhx4aa3X0HPeFsCFvRzzK+BXA31vIc4IFZ/Di9cZIxRve8eY2LoHn1V+BsDc9Lkn/VZen58dVe1cPy3zxDsHyTVTMvjvZSU8s6asx8AL4PLhl/P4lsd5ofgFZlz0BFzzjBF4vXU3XPs8/9xYyZ8+3suEjBimZseRFhtGamwY6bGhpMWGYTEpdtXY2VnTzs7qdj7b28AbmysBuHlGFo9cNXZQR3AKIUSwBKPHSwjRm/0r4eUbITodbn8HotN63XV11WpGxo0kJSLlpN+utKEDp8fHhMzBTaw/WrjNwo3Ts3jqs30cbHaQGR/ebZ8Qcwg3FNzAE1ufYH/rfvJGLYKFj8Cy/0fbh//FL9fPYmZeAi/eNaPX3qv85Ci+NuHIz6/e3sWTK/fz7NoyRg6L4vZZOYN1iUIIETQSeAkxWEqWwT9vgYR8uO0tiEzuddd2dztb6rbwzbHfHNBbFlW2Aacmsf5ot8/K5unV+3lhXTk/vbywx32uH3U9z2x/hr/t/Bv/Neu/YOa96IY9xHz5J76mfNx77f/rMej6qPwj3ix9ExMmrCYrVrMVi8mC1WQlPDmceaMn84t3i8lNjGDeSBn9LIQY2mSuRiEGw8534JWbILkAvvnecYMugGXly/BqLwsyFwzobYsqW4kKsZCbEDGg8/RXakwYl45L5ZUvD2Lv8vS4T3xoPFcMv4J3973L2qq1oBR/j/83PvcV8ivzX8js2H7M/lprnt7+ND9a9SMq2ipo6mriYMdBSlpK2Fa/jc+rP+e1ktdwxT/PyJQI7n1xM6X1Pc8dKYQQQ4X0eAkRTJ4u+OSX8Pn/QsY0uPk1CDtx79NbpW8xPGY4YxPHDujtiyrbGJcRc1qSzZfMyeWdbdW8urGSJXNye9znO+O/w5b6Ldy94m6uHX47Ly8r4KLsX3Ke40EjUL1rOcTn4fV7+fX6X/NayWsszl3MI7Mf6XGk57LyZTyw6gFumr6VNz4ew53Pb+Tte2cTF3Hyo0KFEGIwSY+XEMFSvRWemg+f/xmm3mncXuxD0LW/bT/bGrZxVf5VA0oQd3l97KppZ1zGqcvvOtqEzFimZsfx/LoyfP6eS0sMixjGS5e9xNX5X+f1fS9gzfgr93xtJOqmV8HvhSfn4fjif/n+J9/ntZLXWDJ2Cb+Z+5tey2sszFnIlcOv5JW9z/GjK0Kobe/i7n9skrITQoghSwIvIQbK54VVv4enLwRnK9z8Blz+B7D17Xbf26VvY1ZmLh9++YCasafWjsenD0/lczosmZPLwWYny3f2XlA1zBJGquc2nFXXYwuv5p5Pb2GNqw6+s4rGjEncUfQn1lau5mdjvsUPp/wQkzr+x9RPZvyEtIg0nt/7ax6+ajjry5r52Vs7jqkr5nT72F3bztIdtfzjiwrKG2XOSCHE6SG3GoUYiMZSePM7ULURxl4Dl/43hPdcUqEnXr+Xd/a9w9yMuSSGJQ6oKdsOJ9afnh4vgIVjUsiIC+OZNWUsGpva4z67a9v54/ISFhYu5keX3cQDqx7gnhX3cPPom1kZ4aZZRfJ4UxvzP3gY7J0w936whPT6nhHWCB6d+yi3L72d7V0v8L0LbuPPn5bS1Omiw+WlvNFBbXtXt+MmZcVy9aR0LhuXSkJk7+cXQohgksBLiJO14w14614jKLjmGRh3bb9Psa56HY3ORq7Kv2rAzSk62EpChI302LABn+tkmU2Kb87K4ZH3dx0u5Opwe3G6fTjcPjrdXh56vYjoMAu/vHIsCZEhvHTZS/x2w295cdeLxIfG89zivzMmbBgs/Qms+g0UvwnzHwKfBxyN0BlYHI1GD2NsJhOHjeHb6Rfx5L53+N3cOVxvz+Tj3fVkJ4QzKz+B3IQIshMjyE2IICLEzLKddby1pYr/fLuYh9/dybyRSVw5MY3JWXGEWs2EWk2EWc2npAitEOLconqb5mOomTp1qt64cePpboYQhi+ehKX/Dlmz4Npnjluf63juX3k/m+o2seK6FVhN1gE16ZI/fkZabCjP3TF9QOcZKHuXh5mPfoLD7aWXVC/+cusULhlzbL2y9TXryY7OPraO2d7l8N590HbwyGsmqzHtUEQihMRAawW0HcQL3J46jHKbjTdMWaSMvAxm3A0mc69t3V3bzltbqnl7axU1bd17xaxmRajVTHZCOE/dOpW00xjUCiHOLEqpTVrrbhPvSuAlRH9oDZ88Aqv/GwouN3q6rKEndaqWrhYWvLaAGwtu5KFpDw2oWQ63l7E//4jvLRjB/RePHNC5gmH5zjo2ljcTZjMTYbMQZjMTbjMTbrOQGR/GmLR+3A51O6B+lzFQISIRQqLhq4MQnC1QV8yBg2u5dv9LjPcpnjpQhilnLnz9qRMGxn6/5svyZg40O+jy+Ojy+HF6fMbi9vH6pkqyE8J57e6ZhNvkRoEQ4sR6C7zkE0SIvvJ54b0fwpa/w+Tb4bI/gPnk/wu9v/99vH4vV+dfPeCmFVe349cw4TTmdx3t4sJhXFw4LDgns4VDxpTj7xMWBzlzyMqZw49TRvDzdT/nb7Nu55tfvg7/NwuufAIKLu31cJNJMSMvgRl5CT1unz8yiTtf+JIHXyvizzdNkumJhBAnTRIYhOgLjxNevc0IuuY9CF/704CCLjBqd41JGMOIuBEDbt62g63Aqa9YPxRdnX8152ecz/81rKftzvchJhNeuRE+eNCos3YSLihI5seLCnh/ew2Pf1wa5BYLIc4lEngJcSLOVvj712HPB7D4d7Dgp91vdfXTrqZd7GnZE5SkejAKp6bFhJIUJaPzlFJ8b9L3cHgdvFy/Hu5aAefdCxueMkp+NOw5qfN+e14eX5+czh9XlPDh9pogt1oIca6QwEuI46neAs9cDJVfGkn0M74TlNO+VfoWNpONxbmLg3K+ospW6e06yqj4UczPmM+Lu17EoX2w6Ndw02tgr4W/zIcvnzHy9fpBKcWvrx7HpKxY7n91G8XVbYPUeiHE2UwCLyF64vPAyt/C0xeBqwNufdOo0xUEbp+b98ve58KsC4kJGXhOVpvDQ3mTg/GZQyO/a6i4a9xdtLpaeWPvG8YLIxfCPWsheya8fz+8fAN0NPTrnKFWM3+5dQqx4Va+9cJGGuyuQWj5wPj8PtpcbbS5JDAUYiiS5HohvqpxL/zr21C9GcZdB5f+3kjeDpJPD35Km6staLcZt1cFCqemS4/X0SYmT2RayjSeL36e60ddb0w7FJVizCyw4SlY/p/wfzPhyv+FkZf0+bzJUaH89bapXPvkOu7+xyZevGsGodbeS1YMFofHweNbHmdX0y7a3e3Y3XY6PB10eo5U5Y8PjSc/Np/hscPJj80//DgYAf9XeX1+KluclDV1UtHYSZ3dRVSohdgwG3HhVmLCrcSF24gNt5IUGXLW1khz+VxsqNnAlvotjE0cy9z0uVjNAysVI84uEngJcYjfD1/+1fiDbA2Da5+DsV8P+tu8VfoWw8KHMSN1RlDOt63SSKw/XXM0DmV3jb2L76z4Du/ue5drRgZ6LE0mOO9uyJ0H//oWvPQNmLoEFj5ijKDsg7HpMfz3dRP43ktbmPCLZYxJi2ZCZiwTM2MZnxFLTkL4oI583Ne6j/tX3k95ezmTkyeTHZ1NpDWSKFvU4cWv/exv209pSylvl76Nw+s4fPyCzAX8YPIPyIvNO6n39/r8bD7QyqqSeoqr2ylv7KSyxYn3qMJtZpPqdc5Om9lEbmIE+cmRDE+OZHiS8Tg3MeK45Tq01lQ0OdhY0cKmimY2lrdQ296FSSnMJoVJKUzKeG+zSWEzm7BZAstRj4cnRXLBqGSm58Zjsww8AKx31PNZ5WesqlzF+pr1OL3Ow9uibdFcnH0xl+VdxpRhU044BZY4+0kdLyEAqjbBil9A2SoYsRCu+B+jdyTI6jrrWPjGQpaMXcL3J38/KOf8zt83UlLXwac/Oj8o5zubaK254f0b6HB38M5V72D+ajFVrws+ftiY2DxhhFHzK31yn8+/em8Dq/Y0sK2ylR1V7Tg9PgBiwqzMzEvg3gvygx4Qv7vvXX75xS8Js4Txu3m/61MA79d+ajtrKW0tZWv9Vl7a/RJOr5Or86/mngn3MCzixKU/6tu7WFliXO/qvQ20d3kxmxSjhkWRmxhBdkI4OYkR5CZGkJMQQWKkjS6Pn1anm1aHhxaHmzaHh2aHmwNNDkrrOyht6OBgs+OYQrtRIRYSo0JIigwhKcpYosOslNTa2VjRQmOHcXs3OtTC5Ow4chIi0Frj0xq/Nmqy+QKL2+fH7fUfWXv9dHl9lNR14Pb6ibCZmTMikQUFyZw/Kplh0X2vybe/bT/Ly5fzycFP2Nm0E4C0iDTmZcxjfuZ8JidPZlPdJj4o+4CPD3yM0+skOTyZxTmLuSr/KvLj8vv8XuLMJAVUhfgqrxt2vQPrnzSS521RsPCXMOWbAx612Jv/2fI/PFX0FO9f/T5Z0VlBOefMRz9mem48f7phUlDOd7ZZUbGC+1bex+/n/Z5FuYt63mn/SnjzHuiogzn3GVMUHWd+yJ54fX721new7WAr2ypb+WB7LW1ODxeNHsZ9F4/oX9HYHnR5u/jNht/wxt43mDJsCr+f93uSwpNO6lzNXc38teivvLLnFSzKwi2Ft3DH2DuIskbRYHdR3uSgoqmTA80Oypsc7K2zs7vWDkByVAjnj0riglHJzB6RSHTowG6jdXl8lDd1UlrfQUWTg8YOFw32wBJ4bO/ykhUfztTsOKbkxDE1O54RyZGYTCf3/9Th9rKutIlP9tTz6e76w7MWjEuP4YoJaVwxMa3HIKy0pZTlFctZVrGM0tZSFIoJSROYnzmf+RnzyY/N77Gn0+l1surgKt4ve581VWvw+r3Mz5jPknFLmJQs/2+7cXdC60FoPWDMTNFaAS47mEPAYgusQ8BsM+5ORCRC5LDAktxzkeXTQAIvIQ7pqIdNzxsj2zpqIX64MVpxwo0QGj1ob/t59efcveJuFmYv5Pfzfx+Uc9bbu5j+q4/52eWFLJmTG5Rznm382s9Vb1+FzWTjta+91vstQGcLLP0P2PYSJBfCVU9A2sn/UbR3eXhubTl/Xb0fe5eXRWNS+OHFIyhI6f/v2IH2Azyw6gF2N+/mrnF3ce/Ee7GYBp4pUmmv5E+b/4el5R9g1hG4m2fR1T4Sf1c6YMKkID0ujJyECM7LS+CCUcmMTo1CKYXP72Nf2z7iQ+MHPMH7iXh8fqxByglz+9y4fW7CreGYlAmtNXvq7Hyyu56PdtSyrbINpXxMHW5iWr4mPclJnbOSVZWr2N+2H4ViUvIkFuYs5OLsi0kOT+7X+7d2tfLKnld4cdeLtLpamZw8mSXjljA3fe65WZjX54WqjVD6MZR9Bs37oPMrg17MIRAaAz6X8YXZ5wLt7/2cllAjADs6GDtmPQxSxhtB3CCSwEuc2zqbYO8yoxZXyVLwuSH/ImMuv+EXGnk/g6jSXskN799AUlgSL176IuHWvuUSncjHu+pY8sJGXrt7JtNy4oNyzrPR26Vv89O1P+V/L/xf5mXMO/7OJR/Buz8wAvST7P06WpvTw7Nrynh2TRl2l5fLxqdy7/n5FKYdPwDTWrOreRfv73+fN/a+gVmZeXTuoydufx9ordl8oJXXN1XyXlE1nbqC6LTl+EJ3AxBmjmRi4hTmZ81mdvpMsqOzaXG1UNRQRFFDEdsatrGjcQcOrwObycaNBTdy17i7iA0dmgM83D43a6rWsLRsKSsrV+L0OlEoIm2RRNuiD+fHmZWZivZK6hy1aHyHj1eYyY0cw9dHXcqleQtPuqfxaA6PgzdL3+SF4heo6axhRNwI7hx7J4tzFne/JX62aSk3Aq19nxjBlqsdlAnSJsOwQojNgtgcYx2XDRHJ3T+jfV4jAPM4jUCto874P9tRH3j8leeOxmOP/9FeIxAbRBJ4iaByeX3srrHj9vkZnxFDiGUQPyg6G6G9yihk2tV67Fr7ICrNmIsvOt1YRyYbEyM37jUCrT0fwsH1xjekyBQovBKmfwsSB14xvi8cHge3fngrNZ01/POyf5IZnRm0c/9heQl//mQvO35xicwheBwev4fL/nUZKREp/G3x3058wFd7v772J0ifOqAAvdXh5unVZTy3toxOt4+5IxL59rw85uQnHtPTUWmv5IOyD3h///vsb9uPxWTh/IzzeXDag6RFntxk7IfUtDn51+Yq3thUyf7GTsKsZhaPTeHaKRmcl5dAi6uZDbUb+KLmC76o/oLqzmrASBBvd7cDYFZmRsWPYnzieMYljWN9zXre3fcukdZI7hh7BzePvjloXywGwuP38EX1FywtX8onBz6hw9NBbEgsF2VfRHZUNnaPnQ53B3a3HbvHjt1tx+v3khqRSkZUBumR6XQ5Y9myz8wnxS5aOn2EWEzMHZHIwjEpXFiQTELkwAsWe/welpYt5dkdz1LaWsro+NE8NO0hpqZ0+3t95itfA58+ChVrjOcxmTB8gbHkzQ/q6PFufB7jb8mhgCz/QuPvxCCSwEucNI/PT0mdnaLKNooq29he1cqeWjsen/G7E2Y1Mz03njn5iczOT6QgJeqkcy8AaK+BirVQvhrK10LT3p73U2bjP47P3f31sFhwNBnPU8bByMUwajGkThz03q2jaa158LMHWV6xnCcufILZ6bODev5vPreB2rYulv5w4L0gZ7uXdr3Eoxse5flFzzNl2AnmfjzkUO+XvQYsYZCYD4mjIGkUJI6EpAJj3Y/fqTaHhxc3VPDc2nIa7C4KU6P59rw8YhP28VzxM2yu3wzA5OTJXD78chZmLxxQ+Ycuj4+Pimt5fVMla0ob0Rqm58Zz7ZQMLh2XSmRIzwG71ppKeyWf13xOcVMx2dHZTEiaQGFCIWGWsGP23duyl8e3PM7KgytJDEvkngn3cPWIq7GaTn0ZhUp7Ja/ueZU3S9+k1dVKlDWKBVkLWJy7mOmp00+qTV6fny/LW1i2s5ZlxXVUtToxKZiaE8+8EYlkxoeTHhtGelwYyVGhmE/i88+v/XxU/hF/2PQHajtruTj7Yu6fcj8ZURn9PteQc+AL+PRXRu9W5DA477tQcBkk5A+JXKzBIoGX6LcDTQ6eX1fOaxsPYnd5AWMk0fiMWMZlxDA+PQaTSbGutJG1+5oore8AICHCxnl5CaTFhhIbbiM+wkbc4bWV2EAtn2NyNqq3wMbnjG9EzfuM10KiIes8yJ4NCcMhNNYIqA6tbZHGfo5mo0esvRraK411Rz2kToCRiyA2eD1M/fXM9md4bPNj3DflPu4ce2dQz621ZsojK7hodDK/u3ZCUM99NurydnHJG5cwOmE0T170ZN8PdLbAzrehoQQa9xjrtgNHtqdPhcv/CKnj+9Uel9fH21uqeWr1fsrs2wnPfppoazJX5l3JzeOuIj0yvV/nO9oxtxK3VWN3eUmPDeOaKRlcMzmd7ISIkz738Wyp38Jjmx5jc/1mcqJzeGTOI0xIGvzfTa0EvkZjAAAZZUlEQVQ1n9d8zsu7X2bVwVWYlIkFWQv4Wt7XmJ0+26jhFsT3Kq5uZ9nOOpYV1x4edHCI1axIiQklMy6cCZmxTM+NZ0p2XJ8HITi9Tl4ofoFndzyLz+/jtjG3cde4u4iwHvtv5td+7G47Hr+HhNCEoZkfdvBLWPlr45ZiRJJx637qnUZC/Gmgtaa8vZyihiKuGH7FoP/MJPASfaK15ov9zTy7towVu+owK8Vl41O5aPQwxmfEkBXfe32i2rYu1pY2snZfIxvLW2iwuw4Pr+9JZIiFqSGV3K3/yXme9XSZwmlOmk5MwflEjJxvJD8OcCLq02lN1Rq+u+K7XJJzCb+b97sB/SfX2hga73T7cASWqlYntz+7gUeuGsst52UHseVnr6e3P82fNv+J+6fcz22Ft518Lo2707iVXfklrPwNOJthxj1wwU8gJKpfp6poO8D1792Ixx1G097vgD+ckcMiWTQmhYVjUhiTFt3n3x2318+726p5ek0Zu2rajVuJ4wK3EnMTBtYT3Udaaz6r/IxHNzxKbWct35v0Pe4ce+eg1K9yeBy8ve9tXt79MmVtZcSHxnPNiGv4xqhvkBIR/HIwPel0ealudVLZ6qSqxUlVYF3R1ElxdTtev8akoDAtmuk5CUzPjWdcRgzDoo5fRLa2s5bHNz/Ou/vfJSE0gQlJE2h1tR6z+AMJ5lHWKHJjcg8veTF55MTk0OXtorqjlh21B9nTWMmBtloanPW4/E7QFpS2AJYjj7UFs8mMWVkwKzNmkxmLsmAxmYmyRZEeNYzcuBRGJWYwPjWT9JiYnn83Kzca/y9Kl0N4Asz+AUy7C2yDE/D35lCv7YbaDWyo3cDG2o3UO+sB+PDrHw56b6IEXuK4ujw+3tlWzbNrythdayc+wsbNM7K45bzsftW26em8LQ43zZ1uWjqNGj6tDjfmhl1M3v8ko1tX4lARvB1+NU92XUJFpxmlYHxGLAtGJXNBQRJj02JOyR+MYDrQfoAb3r+B1IhU/r747/3OedFaU1TZdvjWxv7Gzl6LUX7w/bknTNQWBofHwU9W/4RPDn7C5OTJPDLnETKjBtgj6mwxasBtes7IM1z8Wyi4vE+3UNrd7dzywS00dzXz0qUvYfYnsay4lo+Ka9lQ1oxfQ0ZcGAsLU5iSHcf4jBgy4sK6/bFrdbh5cf0BXlhXTr3dxchhkdwxO5evTUjr9VbiYLO77Tz8+cMsLV/KjNQZ/HrOr/s9AvB4tjds58HPHqSqo4qxCWO5afRNLMxZSIh56EwU73T72HKghfVlzWwoa2bzgRZcXiNYMpsUKdGhpMeFkRG4TZkVH87M4QlkxB35vChqKOLxLY/T5GwiLjSO2JDYw0tcaBwmZWJfSxl7mkspby+j3dPcY1u0VuCLJMwUT5glHI0Pv/bgx4Mfr7HWXvz40PjQ2m+s8YHq+bNH+0Ow6BhspjBCTGHE4SXLVUViVwOhyoo9fiytsfl4lMbjd+HVHrx+F17txe8Hv9bG4tf4tPG5F2mLJCk8jtSoBFIi44gNjSXGFkOkNZIQSwgh5iOLzWzDYrLQ5Gyi0dlIvaOeRmcjDc4G6h31FDcVU9tZC0BCaALTU6YzLXUa01OmkxWVde71eCmlFgF/AszA01rr3xxvfwm8BkeHy8uLX1Tw9JoyGuwuClKiuHN2LldMTAv+NChaQ+12WPMHKH7TuJV43nfhvHsgLBa/X7Ozpp1Pdtfzye56tlW2ojUkRYVw7ZQMvjU3j/iIwR3+O1Dt7naWli3luR3PYffYeeWyV/r8rcrj87OhrJmPimtZvrOOmrYuzCbFjNx4JmTGEmEzE26zEG4zExZ4nBQVwsTMoTmSbKjSWvPu/nd5dP2j+LSPH039EdeNvG7gH8IHN8B790HdDuMW9+LfGSOyeuHxe/juiu+ysW4jT138FNNSph2zvanDxYpddSzdUcva0ibcPuMPdly4lXEZsYxPj6EwLZrP9zXx+qZKnB4jYf+uuXnMG5E4JG49aa15q/QtHt3wKKHmUB6Z88iAR2Vqrfnbzr/x2KbHSA5P5pE5j3T72Q1VLq+P7ZVtlNR1UNXqOKaHrLa963Ah2RHJkVxQkMz5I5OYmnOkur7Wmrp2F9sqW9le2UZRVRt7atupt7uOzPlucmIOqSc2uo20mBhGJWYwMS2LGVm5DE+MPqkvsYdua1a217K7oYq9TVVUtNVR01FHi6sZi6eOWF8VZuWg3WSmSYXiNAHahNZW0BbwWw4/1rq3vy0aZXKhzA6U2YkyefrdVjB6ABPDE8mPzWd6ynSmp0wnNyb3lP+fGFKBl1LKDJQAFwOVwJfAjVrrnb0dI4FXcDV3unlubRkvrCunq8vJNVmd3DracrhGTzeWUOMWii3CyK0KiTTWfZmDrKEEiv8FO96AxhLjuBl3w8x7Ibz3EghNHS5WlTTwUXEty3bWEW41c/usHL41N4+4IRSA+bWf9TXreav0LT4+8DEun4v82Hx+et5PT5jE3eXxsWZvIx/uqGXFrjranB5CrSbmj0xiYWEKCwqSh9S1nk1qO2v52dqf8UXNF8xOm80vZv2iTxXcj8vnNQryfvprY9DHxBth9g+NHMWjaK355Re/5LWS13h41sNcPeLq457W5fVRUttBUVXgD25lG3vq7Pj8GpvZxFWT0lgyJ49RKf27zXmq7G/bz0OrHmJPyx5uGX0L902576Tyrlq7Wvnp2p+yqnIVCzIX8PDshwdl3snTwePzU9bYyWclDazc08CGsmbcPqO6/qz8RPx+TVFV2+GJ2c0mxYjkSArTosmMCz+m5yw1JiwoUyEdl73OyN3a9rIx40d4Isz+Pl0Tv0mL10ZThxuX149fG7MIGL1axmOlFGFWs7HYTIRazYRazVjNJhrsLg42OzjQ7GB/UyvlzQ1UtjVS39mGw+MCkwelvKA8KJMXk8mPlShsxBCi4gg1xRJqCSPUaiLMaiYixEJkiPGFNTLEQkTg8Y3Ts4gY5N7goRZ4zQT+S2t9SeD5TwC01o/2dsxgB15b96yh1d7Qy1aF3xqJPyQaHcQkTQA0KE8nZo8dddT8Xl/ZBY/fg1t7cPs9uP1uPNqDy+/B4/fgCjw3tgVe0+7ANk/gWLex3efB4XTid3YRpV0kKhexfic2vw+b1vT2fcCqIUTrbovFEooKTzASJyOSjArCEYlgjcBav4vQyo3YWioI1WBLGU9I3gIsIy42iuH1Q0VTJy+uP8hnJfWEWs1cOTGNayZnEB02+KOmNBqv34vb56bL12WsvV24fC4q2it4d9+7VHdWE2WL4tLcS7k6/2oKEwp7/XblcHtZtaeBD3bU8unuejpcXqJDLVxUOIxFY1KYOyKJMNtZXsdniPBrP6/ueZU/bPoDFpOFH07+IVfnXz3wSY3bKmH1H2DLP8DvMUqYzLn/cAL+P3b+g99++VvuHHsn902576TeosvjY0+tnfS4MBKDUNZgsLl8Lh7b9Bj/2PUPsqOzeXDqg8zLmNfnXogt9Vt46LOHaHI28cDUB7ip4KYh0as3WDpdXtbta2LlnnpW723EZjExPjCoaVxGLIWp0af2c8LnMXp1S1cYS22R8XpUqvEleuqdg57D1eXxUd/uot7eRb3dRV17F40dLpxuPy6vjy7PsWuH20eny0un20uny0eHy4s7cKt3y88uHvQvtUMt8LoWWKS1vivw/FZghtb6e70dM9iB1+1/mcbm0K5BO/+pYvN3D46OXmxaowGXUnRZQnBbQ3FZrLhMZtxo6CH00mg8gcDDpb2n/JqGMoViZtpMrsq/igVZC3rNL+ny+Fi5p553t9Xw8e46ujx+4iNsXDJmGIvGpjIzL2Hwv6GKXlW0V/Cfa/+TzfWbSYlIYcnYJVw94uqB5wvZ6+CLJ4xZEtx2yL+Yz0ZfyL8VP8n5Gefzxwv+2HvSud9vFIZsO2gs3QpD1kFHg1HiYvz1MPqKQZ15IVjWVa/jNxt+Q1lbGbPTZvPQtIeOO1l3o7OR10te58ltT5Iakcp/n//fjEkYcwpbfI5wO4yyKfYasNcaS0et8Ttsr4HqrcbvsMkCmTOMOlj5F8Gwcae0RM9AeXx+HC4fUaGWQc8dHmqB13XAJV8JvKZrrf/tK/t9G/g2QFZW1pSKiopBa9PbK5+itqWsl60as9eBxevA7O0MrI3n6iQCEb8pFK8lHJ813FhbIvBawvGbev+QtyoLVmXGiuXwY5uyYMVirJUZCxZMffgGmJGVR/LwSSf1Ia21xu134/K5cHldeP1HXb/2GTW4Wg+gHY24U8fjCo839j20eF34dO8jHfuqps3JB9tr2XqwhUDqC1azIj02jIxATR2r2XRM97aRxAlevx+vXxuLz4/HZzwGzbDoULLiw8mMCyPqqOHfFpOFUHMoNrPNSOwMJHnG2GJ6rdbt9flZu6+Jd7ZWs6y4FrvLS2KkjcVjU1k8LoXpOfHHHdUkTi2tNeuq1/HktifZ2rCV5LBk7hh7B9eOvJZQy8kPMAHostfx+ZpfsaJiGctCzOR6vDzf1El4eKJR8PdQj7HfawRZrQeNXjOf69gTKXNg2pPA1CfhCUaNpJYyo85YwWUw4QbIu2BIjwj2+D38c/c/eWLrEzi8Dm4suJG7J9xNTEgMWmtKW0tZVbmKTw9+yvaG7Wg0l+Rcws9n/pwo29C8nXpG8HQZ9RGrtx4pvdNeHShQ3dJ9f0uo8XsWlQrJBUaglTuv33cszlVDLfAacrcaxZnJ7fWzr6GDndXt7KxpP7xucx4/KdOkwGYxYTObsFnMhFhM+LU+PFkuwLDoEMamxTAmLZrshAjiI20kRBj1yBIiQg5383d5fNS2dVHd5qS6tYvqVicHmh18srue5k43UaEWFo1J4YqJaczMS5Bga4jTWrOhdgNPbnuSjXUbSQhN4JbCW5iZNpNRcaP6PEdih7uD1VWrWVGxgtVVq3F6nURZo7ggKpcfRBaQ7HIYPVedDYEpT+qNaVNiM42K3rGZEJMVWGcYf/zC4rv3LmhtlLXY9oqRS+lsMaZYGXcdTL4VkkcPwk8pOJq7mvnzlj/zxt43iLZFsyBrAetr1lPVUQXA2ISxzM+czwWZFzAybuRZfWtx0LTXwN6PjGLA+1eCx2G8Hp54ZMaPmMCsH1FpEJVi/K5FDTNqJsrP/KQNtcDLgpFcfyFQhZFcf5PWuri3YyTwEn2ltabe7sLr11hMCrNJYTWZMJsVFlNg6SX4aXN62FndTnF1G8WBdWl9Bz1Vcgi3GQmhzZ3ubtsSI23MyEvgiglpzB+ZFPwRouKU2Fi7kb8U/YUvar4AIMwSxvik8UxKnsSkpEmMTxqPx++hor2Cg/aDVLRXcKD9AAfsByhpKTlc3HJB1gIuyrqIaSnTBp4/djxetzEnadErsGepkV+WMR0m3wZjrjYGxQxBe5r38Nsvf8v2hu3MSJ3B+ZnnMy9jXlDLT5wzPE4jEC9bbfwu1Gw1Xo/JNEbbjlwE2bPAdvqndTrbDanAC0ApdSnwGEY5iWe11r863v4SeInT5VCPVlOnUY+sudNFU6ebpg43To+PlOhQ0mLDSIsNJS0mjJSYUAm0zjK1nbVsqd9yeClpKTlcvPJoJmUiNSKV7OhsRsaNZEHWAsYnjj89kx53Nhq9YJv/ZlTct0XC2Gtg8u2QPnlI9mRorYder5bfZySSd9QbhXM9DiMfytMZeO40XjtmHViUyRj5bTIbuVEmq7G2BkaJh0QZZXWOfnx4sFKi0eN0ovwptwMqNxizfpSvhaqNxohaZYKMaTDyEmPKtOTRQ/Lf/Gw25AKv/pLASwgxVHS4OyhqLGJ7w3bCreFkRWWRFZ1FemR6UKenCQqtjdFom/9m3Ir0OIxpjubcB6MuPaMSo08Ze61RKqF0hbHuKf8JAGVMf2MNDyxhR55bAjm7fu+xi88LXie47MZy6NZfj6c3GyV3whONnD2fxwiqfN7A2g2uduO8ymTMRZszG7LnGNOthUmNv9NJAi8hhDjXdbVD0T/h8z9DS7kxwffsH8C4b4BliAWMp5K9zpgv9sDnsO9jo9AzGLly+RcZI/jicoyAyhZhLIcCrYH2Ivk8R4KwrjZwNBlLZ4PRa+loNNbab/SWmW2BJfA4NNYIsjJnnBGjWs8lEngJIYQw+Lyw8y1Y8xjUbTcSrGfea9yGHKJ5YEHjaIbqzVC1xQi2qreAvdrYZrJA5nlHlUoYKz2C4qRJ4CWEEOJYWkPpx7D2MaPMQGgsTP8WTP8ORCad7tYZtDbyrJwtR3p/Dq+bAiNBs44sUalGThUYAWb9TiMHqnKjccu1ed+RcyfkQ9okSJtsrFPGnf2BpzhlJPASQgjRu4NfGgHY7veN/KRJt8DM70F87uC+b1cb7HoPtr8GVZuMfCXtN4It7TMe94fJapTfCE+A+l1GEjwYCesZ0yFjKqRPgbSJUo9KDCoJvIQQQpxY415Y97gxItLvhcKrYPb3jR6hYPF0GaUOtr9m1JfyuYwcquEXBvKmTEavlTIfWYfFGiP9whOPrMPjjQCtrRJaKwLLAWipMHKkkgshMxBsxWbLqD5xSkngJYQQou/aa4wJvzc+a4ycSxoNhVcY804mF544iPG6AlPP1BjV0Q9NR9N6EPZ9Cq42oxdqzNdh/DeMXigJjMRZRAIvIYQQ/dfVZvR+7XwbKtYBGuKHG0HY6CuMSueNe6GxBJpKjXVjKbQd6H4ucwhEp0LWTKOyfu78IT21kRADIYGXEEKIgemoh93vwc53oOwzIwfraLZII2E9cSQkDD8yDU10amDKozjp1RLnjN4CL/mqIYQQom8ik2HqncbiaIaSpUb19sSRkDjCCK4ksBLiuCTwEkII0X/h8TDxptPdCiHOOFIZTgghhBDiFJHASwghhBDiFJHASwghhBDiFJHASwghhBDiFJHASwghhBDiFDlj6ngppRqAikF+m0SgcZDfYyiT6z+3rx/kZyDXL9d/Ll8/yM8gmNefrbXuNtv8GRN4nQpKqY09FTs7V8j1n9vXD/IzkOuX6z+Xrx/kZ3Aqrl9uNQohhBBCnCISeAkhhBBCnCISeB3rqdPdgNNMrl+c6z8Duf5z27l+/SA/g0G/fsnxEkIIIYQ4RaTHSwghhBDiFJHAK0AptUgptUcpVaqU+vHpbs9gU0o9q5SqV0rtOOq1eKXUcqXU3sA67nS2cTAppTKVUp8qpXYppYqVUj8IvH5O/AyUUqFKqQ1KqW2B6/9F4PVz4voPUUqZlVJblFLvBZ6fa9dfrpTarpTaqpTaGHjtnPkZKKVilVKvK6V2Bz4LZp4r16+UGhX4dz+0tCulfniuXD+AUuq+wOffDqXUy4HPxUG/fgm8MD58gf8FFgOFwI1KqcLT26pB9zyw6Cuv/Rj4WGs9Avg48Pxs5QUe0FqPBs4D7g38m58rPwMXsEBrPQGYCCxSSp3HuXP9h/wA2HXU83Pt+gEu0FpPPGoI/bn0M/gTsFRrXQBMwPhdOCeuX2u9J/DvPhGYAjiA/7+9+wmxsorDOP59mFFwxiKIinIKHYg2EikhkSHSRFCJ0yaaQJAg2gThIoLaRIG7iHZtrBAqw8rKpUFErSK0oKgWZaWTNiNE9mdj1NPiHPEi4e6eF+Y8Hxju+55ZzHnOzL33N+/5vTPv0kl+SeuAx4FbbW8EJoAFGuRP4VVsAb6zfdz2OeBNYH7gOY2V7Y+BXy8angf21+P9wP1NJ9WQ7dO2j9XjPygvuOvoZA1c/FlPV9UP00l+AEkzwH3AvpHhbvJfQhdrIOlyYBvwMoDtc7Z/o5P8F5kDvrf9E33lnwTWSJoEpoBTNMifwqtYB5wcOV+sY725xvZpKIUJcPXA82lC0npgE/ApHa1B3Wb7AlgGPrDdVX7gReBJ4N+RsZ7yQym2j0g6KunROtbLGswCZ4BX63bzPknT9JN/1AJwoB53kd/2z8DzwAngNHDW9hEa5E/hVeh/xnK7ZwckrQXeAfbY/n3o+bRk+5+6zTADbJG0ceg5tSJpB7Bs++jQcxnYVtubKW0Wj0naNvSEGpoENgMv2d4E/MUK3Va7FEmrgZ3AW0PPpaXauzUPbACuA6Yl7WrxtVN4FYvA9SPnM5RLjr1ZknQtQH1cHng+YyVpFaXoet32oTrc1RoA1O2Vjyg9f73k3wrslPQjpbXgTkmv0U9+AGyfqo/LlP6eLfSzBovAYr3SC/A2pRDrJf959wDHbC/V817y3wX8YPuM7b+BQ8DtNMifwqv4DLhR0oZa/S8Ahwee0xAOA7vr8W7g/QHnMlaSROnt+Mb2CyOf6mINJF0l6Yp6vIbyIvQtneS3/ZTtGdvrKc/3D23vopP8AJKmJV12/hi4G/iKTtbA9i/ASUk31aE54Gs6yT/iIS5sM0I/+U8At0maqu8Hc5Re37Hnzx9QrSTdS+n5mABesb134CmNlaQDwHbKf2JfAp4B3gMOAjdQfigfsH1xA/6KIOkO4BPgSy70+DxN6fNa8Wsg6WZK4+gE5Rewg7afk3QlHeQfJWk78ITtHT3llzRLucoFZdvtDdt7O1uDWyg3V6wGjgMPU58P9JF/itLfPGv7bB3r6fv/LPAg5S73z4FHgLWMOX8Kr4iIiIhGstUYERER0UgKr4iIiIhGUnhFRERENJLCKyIiIqKRFF4RERERjaTwioiIiGgkhVdEREREIym8IiIiIhr5D8EHeINgJEidAAAAAElFTkSuQmCC\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -1961,6 +2871,7 @@ ], "source": [ "values = list_of_people['Participant ID'].tolist()\n", + "description = list_of_people['Description'].tolist()\n", "graphs = len(values)\n", "fig, ax = plt.subplots(graphs, 1, figsize = (10,20))\n", "\n", @@ -1968,9 +2879,132 @@ " for i in data_means.columns:\n", " if i.startswith(values[j]):\n", " ax[j].plot(data_means.loc[:,i], label = i[3])\n", - " ax[j].set_title(values[j])\n", + " ax[j].set_title(description[j])\n", " ax[j].legend()\n", "\n", + "plt.savefig('figures/mean_strike_participant.png')\n", + "plt.show()\n", + "plt.clf()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Graphs of max of strike per participant" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# print(lst_lst_max)\n", + "\n", + "strikes = ['Round', 'Back', 'Cut', 'Punch']\n", + "n_cols = 2\n", + "n_rows = 3\n", + "fig, ax = plt.subplots(n_rows, n_cols, figsize = (10,10))\n", + "\n", + "list_of_tuples = []\n", + "for i in range(n_rows):\n", + " for j in range(n_cols):\n", + " list_of_tuples.append((i, j))\n", + "\n", + "for i in list_of_tuples:\n", + " k, v = i\n", + " ax[k][v].bar(strikes, lst_lst_max[k*2+v])\n", + " ax[k][v].set_title(description[k*2+v])\n", + " \n", + "plt.savefig('figures/participant_strike.png')\n", + "plt.show()\n", + "plt.clf()" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "n_cols = 2\n", + "n_rows = 2\n", + "\n", + "for i in range(n_rows):\n", + " for j in range(n_cols):\n", + " list_of_tuples.append((i, j))" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# print(lst_lst_max)\n", + "\n", + "strikes = ['Round', 'Back', 'Cut', 'Punch']\n", + "n_cols = 2\n", + "n_rows = 2\n", + "fig, ax = plt.subplots(n_rows, n_cols, figsize = (10,10))\n", + "\n", + "list_of_tuples = []\n", + "for i in range(n_rows):\n", + " for j in range(n_cols):\n", + " list_of_tuples.append((i, j))\n", + "\n", + "for i in list_of_tuples:\n", + " k, v = i\n", + " ax[k][v].bar(values, lst_max_lst[k*2+v])\n", + " ax[k][v].set_title(strikes[k*2+v])\n", + " \n", "plt.savefig('figures/strike_participant.png')\n", "plt.show()\n", "plt.clf()" diff --git a/your-project/figures/cleaning.png b/your-project/figures/cleaning.png new file mode 100644 index 0000000000000000000000000000000000000000..00765e2cf792df05c6f72532ffe116e6ef4c75ee GIT binary patch literal 60859 zcmeFZby!v3w=TW_326lB2I&szkW@lZM7mqpbT2PvWuvxma|=p2<9U z?UuSV?d}#k`uXvVb~yWPn@EM}9&LNchhO(m7TDri?2(?K(|ieZ@{fBp(T~0DWG39r 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\n", 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\n", 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" ] @@ -1015,18 +1017,7 @@ "cell_type": "code", "execution_count": 15, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "140" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# We could set the mean to 1026, as it seems to be the starting value for almost every lecture. \n", "\n", @@ -1054,21 +1045,9 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 16, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0 140\n", - "dtype: int64" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "def small_noise(data, lower, upper):\n", " new_data = [x if (x>upper or x\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", - "
0
0NaN
1NaN
20.0
30.0
40.0
......
33030.0
33040.0
33050.0
33060.0
33070.0
\n", - "

3308 rows × 1 columns

\n", - "" - ], - "text/plain": [ - " 0\n", - "0 NaN\n", - "1 NaN\n", - "2 0.0\n", - "3 0.0\n", - "4 0.0\n", - "... ...\n", - "3303 0.0\n", - "3304 0.0\n", - "3305 0.0\n", - "3306 0.0\n", - "3307 0.0\n", - "\n", - "[3308 rows x 1 columns]" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "def rolling(data, smoother):\n", " new_data = data.rolling(window = smoother).sum()\n", @@ -1207,9 +1090,19 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 18, "metadata": {}, "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, { "data": { "image/png": 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/0AwsT3f7IiKSPZmcOVwMdAIPmNmrZna/mU0H5rl7G0A0nRv1XwAcTlm+JWoLmNntZtZkZk2dnZ0ZlCgiIunIJBxKgCuB77v7FcBpoktI47Ax2nysju6+1t0b3b2xtrY2gxJFRCQdmYRDC9Di7i9Fz39BMiw6zKwOIJoeTelfn7L8QqA1g+2LiEiWpB0O7t4OHDazS6Km64CdwAZgddS2Gngsmt8ArDKzcjNbAjQAW9LdvoiIZE9Jhsv/R+AhMysD9gFfIRk4683sNuAQcDOAu+8ws/UkAyQG3OHu8Qy3LyIiWZBROLj7a0DjGC9dN07/bwHfymSbIiKSffoNaRERCSgcREQkoHAQEZGAwkFERAIKBxERCSgcREQkoHAQEZGAwkFERAIKBxERCSgcREQkoHAQEZGAwkFERAIKBxERCSgcREQkoHAQEZGAwkFERAIKBxERCSgcREQkoHAQEZGAwkFERAIKBxERCSgcREQkoHAQEZGAwkFERAIKBxERCSgcREQkkHE4mFmxmb1qZhuj59Vm9pSZ7Ymmc1L63m1mzWa228yuz3TbIiKSHRNx5nAnsCvl+Rpgk7s3AJui55jZUmAVcBmwArjPzIonYPsiIjLBMgoHM1sI3Ajcn9K8ElgXza8Dbkppf8TdB9x9P9AMLM9k+yIikh2Znjn8b+CvgERK2zx3bwOIpnOj9gXA4ZR+LVFbwMxuN7MmM2vq7OzMsEQRETlXaYeDmX0OOOruW9/rImO0+Vgd3X2tuze6e2NtbW26JYqISJpKMlj2GuDzZnYDUAFUmdnPgA4zq3P3NjOrA45G/VuA+pTlFwKtGWxfRESyJO0zB3e/290Xuvtikjean3b3W4ANwOqo22rgsWh+A7DKzMrNbAnQAGxJu3IREcmaTM4cxnMPsN7MbgMOATcDuPsOM1sP7ARiwB3uHs/C9kVEJEPmPuZl//NGY2OjNzU15boMEZG8YmZb3b0x3eX1G9IiIhJQOIiISEDhICIiAYWDiIgEFA4iIhJQOIiISEDhICIiAYWDiIgEFA4iIhJQOIiISEDhICIiAYWDiIgEFA4iIhJQOIiISEDhICIiAYWDiIgEFA4iIhJQOIiISEDhICIiAYWDiIgEFA4iIhJQOIiISEDhICIiAYWDiIgEFA4iIhJQOIiISCDtcDCzejN7xsx2mdkOM7szaq82s6fMbE80nZOyzN1m1mxmu83s+okYgIiITLxMzhxiwH9y9w8CVwN3mNlSYA2wyd0bgE3Rc6LXVgGXASuA+8ysOJPiRUQkO9IOB3dvc/dXovkeYBewAFgJrIu6rQNuiuZXAo+4+4C77weageXpbl9ERLJnQu45mNli4ArgJWCeu7dBMkCAuVG3BcDhlMVaorax1ne7mTWZWVNnZ+dElCgiIucg43AwsxnAo8BfuHv32bqO0eZjdXT3te7e6O6NtbW1mZYoIiLnKKNwMLNSksHwkLv/MmruMLO66PU64GjU3gLUpyy+EGjNZPsiIpIdmXxayYAfA7vc/bspL20AVkfzq4HHUtpXmVm5mS0BGoAt6W5fRESypySDZa8B/gTYZmavRW1fB+4B1pvZbcAh4GYAd99hZuuBnSQ/6XSHu8cz2L6IiGRJ2uHg7s8z9n0EgOvGWeZbwLfS3aaIiEwO/Ya0iIgEFA4iIhJQOIiISEDhICIiAYWDiIgEFA4iIhJQOIiISEDhICIiAYWDiIgEFA4i+eLkQfjmLGjZmutKZApQOIjki71PJ6evrDt7P5EJoHAQyRdF0Z9CS8RyW4dMCQoHkXyhcJBJpHAQyRcKB5lECgeRfFFUnJwqHGQSKBxE8sXImYP+R5Zkn8JBJF/ospJMIoWDSL7wRHIaH8ptHTIlKBxE8sXwv1zXmYNMAoWDSL4YDgXdc5BJoHAQyReJ6LKSzhxkEigcRPLFcCgc3QU/+KT+xpJklcJBJF8Mh8NAF7Rvg60P5LYeKWgKB5F84aPuNejeg2SRwkEkX4y+13D6aG7qkClB4SCSL4ZvSA8b6MlNHTIlTHo4mNkKM9ttZs1mtmayty+St0afOfR356YOmRImNRzMrBj4B+CzwFLgS2a2dDJrEMlbo+856MxBsqhkkre3HGh2930AZvYIsBLYOeFbWveHcHzvhK9WJGe6j4x63pL8t6FVC3JTj2TX8q/CJ7+Ws81PdjgsAA6nPG8BPja6k5ndDtwOcNFFF6W3pfqPwew0lxU5H736s7fnl30Btj+anLdiuPja3NQk2VN9cU43P9nhYGO0edDgvhZYC9DY2Bi8/p58+r+ktZjIeSs1HK68FeYshue+AxddDSv/IWdlSWGa7BvSLUB9yvOFQOsk1yCS/0qmwfTa5Lwnzt5XJA2THQ4vAw1mtsTMyoBVwIZJrkEkP33w82/Pl5RDZU1yPtafm3qkoE1qOLh7DPgz4ElgF7De3XdMZg0ieeuLP4FZ0X20kgqovSQ5v+yPc1eTFKzJvueAuz8OPD7Z2xXJe2Zv37UrKYO5l8Jf7oPK6pyWJYVp0sNBRDLg0eczrDg5nX5B7mqRgqY/nyGST0ork9Oi4tzWIQVPZw4i+eTLP4dtv9AvvknWKRxE8kn1Evi9v8x1FTIF6LKSiIgEFA4iIhJQOIiISEDhICIiAYWDiIgEFA4iIhJQOIiISEDhICIiAXNP73/pTBYz6wQOprl4DXBsAsvJJxr71DWVx6+xv22Ru9emu7LzPhwyYWZN7t6Y6zpyQWOfmmOHqT1+jX3ixq7LSiIiElA4iIhIoNDDYW2uC8ghjX3qmsrj19gnSEHfcxARkfQU+pmDiIikQeEgIiKBggwHM1thZrvNrNnM1uS6nmwwswNmts3MXjOzpqit2syeMrM90XROSv+7o/2x28yuz13l6TGzfzSzo2a2PaXtnMdrZldF+63ZzL5nZjbZYzlX44z9m2Z2JDr+r5nZDSmvFdLY683sGTPbZWY7zOzOqL3gj/1Zxj45x97dC+oBFAN7gYuBMuB1YGmu68rCOA8ANaPavg2siebXAH8bzS+N9kM5sCTaP8W5HsM5jvda4EpgeybjBbYAHwcMeAL4bK7HlubYvwn85zH6FtrY64Aro/mZwFvRGAv+2J9l7JNy7AvxzGE50Ozu+9x9EHgEWJnjmibLSmBdNL8OuCml/RF3H3D3/UAzyf2UN9z9t8CJUc3nNF4zqwOq3H2zJ79ifpKyzHlrnLGPp9DG3ubur0TzPcAuYAFT4NifZezjmdCxF2I4LAAOpzxv4ew7NF858K9mttXMbo/a5rl7GyTfWMDcqL1Q98m5jndBND+6PV/9mZm9EV12Gr6sUrBjN7PFwBXAS0yxYz9q7DAJx74Qw2Gsa2mF+Hnda9z9SuCzwB1mdu1Z+k6VfTJsvPEW0n74PvA+4HKgDfhO1F6QYzezGcCjwF+4e/fZuo7RltfjH2Psk3LsCzEcWoD6lOcLgdYc1ZI17t4aTY8CvyJ5magjOoUkmh6NuhfqPjnX8bZE86Pb8467d7h73N0TwI94+zJhwY3dzEpJfnN8yN1/GTVPiWM/1tgn69gXYji8DDSY2RIzKwNWARtyXNOEMrPpZjZzeB74DLCd5DhXR91WA49F8xuAVWZWbmZLgAaSN6jy3TmNN7r80GNmV0ef1rg1ZZm8MvyNMfJHJI8/FNjYo1p/DOxy9++mvFTwx368sU/asc/1Hfks3eW/geSd/b3AN3JdTxbGdzHJTyW8DuwYHiNwAbAJ2BNNq1OW+Ua0P3Zznn9KY5wxP0zyFHqI5E9Ct6UzXqAx+mLaC9xL9FcCzufHOGP/KbANeCP6plBXoGP/JMlLIG8Ar0WPG6bCsT/L2Cfl2OvPZ4iISKAQLyuJiEiGFA4iIhJQOIiISEDhICIiAYWDiIgEFA4iIhJQOIiISOD/A9jqI5nyjW1IAAAAAElFTkSuQmCC\n", @@ -1241,7 +1134,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -1253,7 +1146,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -1262,6 +1155,15 @@ "needs_background": "light" }, "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -1282,88 +1184,10 @@ " ax[i,0].plot(viewing, color='orange')\n", " ax[i,1].plot(test)\n", " ax[i,1].set_xlim(test_max - 30, test_max + 50)\n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(1884, 1954)" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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q65t9na8KXfNfd9Xr75iIJJbCqoifNv8M1n7Huz9iUkKbIiIiqW93fTNlPi1bE1JRmAtA1X6FVRFJLIVVEb+11Xu3gQzvNs3fDxEiIiIhu+ubfS2uBFBe6P3dqlRYFZEEU1gV8dvh7d5tR7CSYii0ioiI+OhgcxsHW9p9HwZcmJtBbmaawqqIJJzCqogvrOtu5WLvNjRnVdUURUQkDuKxbA2AmVFRmEPl/kZfzysi0l8KqyLxEupZRWFVRET8Vx0Mq+MK/J9uUlGYS9UB9ayKSGIprIrESyisus7EtkNERFJSdbBab6mPa6yGlBfkaBiwiCScwqpIPDgX1rOqsCoiIv6rrm/GDEriEFYrCnOob2qjoVlrrYpI4iisivjB7OjHna3qWRURkbjaXd/M2JFZZKb7/3FOy9eISDJQWBXxQ/ciSp0tXQWWNGdVRETioLq+2fdKwCGh5WsUVkUkkRRWReKho0U9qyIiElfV9U1xma8K3jBgQBWBRSSh+gyrZvaAmdWa2ZqwbaPN7Hkz2xS8LQxun2RmTWb2TvDrZ2HHzDez981ss5n9xKz7uEmRIeyYYcAt0NktrDbugvoPBrddIiKSsuLZszpmRCbZGQEVWRKRhIqmZ/VXwKXdtt0JLHPOTQOWBR+HbHHOzQl+3Ra2/T7gVmBa8Kv7OUVSR3jPamgY8FPT4JlZCWuSiIikjkMt7RxsbqcsDsvWQGit1VyFVRFJqD7DqnNuObCv2+ZFwEPB+w8BV/V2DjMrA/Kcc2845xzw676OERnSOltg74qux20HoUNDqURExB+7g2usxqtnFbzla7TWqogk0kDnrJY456oBgrfFYc9NNrPVZvaKmZ0V3FYOVIbtUxncFpGZ3WpmK81sZV1d3QCbKJJAh7Ye/Xjbb7vut+4f3LaIiEjKiecaqyEVhTmasyoiCeV3gaVqYIJzbi7wVeBhM8sDIs1P7bFEqnPufufcAufcgqKiIp+bKBIP3d7iVU93ezq96/4fRkPrgfg3SUREUlb1kZ7V+AwDBm/5mv2NbRxqaY/ba4iI9GagYbUmOLQ3NMS3FsA51+Kc2xu8/zawBTgerye1Iuz4CmDXQBstkny6XXtJ63alO5B59GP1roqISAyqD3hhtSQ/K26voeVrRCTRBhpWlwA3Be/fBDwJYGZFZpYWvD8Fr5DSh8GhwgfN7LRgFeAbQ8eIpKZgeK242rsNZCSuKSIiknJ27GukNC+brPS0uL1GaPmaqgMaCiwiiZHe1w5m9jvgXGCsmVUC3wLuAR41s1uAHcD1wd3PBv7VzNqBDuA251yoONPteJWFc4Dngl8iqSm0RE36CO/2mLVWexwFLyIi0qcd+w4zcUxuXF+ja61V9ayKSGL0GVadc5/s4akLIuz7OPB4D+dZCczuV+tEhgrXLXzuft67TQ9+kDiyjI2IiEjstu1t5Lzp8a3rUTQyi6x0rbXal5fW15KVHuCUyaPJSPO7HIzI8NZnWBWRaPTQU5oW7Fk9JqxGqjkmIiLSt8Mt7dQdbGHimBFxfR0zo7xAFYF784e3K/naY+8CMCo7nfOmF3PhzBLOOb6I/BxNARKJlcKqSDwd6VntflVaw4BFJD7M7AHgCqDWOTc7uG008HtgErAN+Lhzbn/wubuAW/Cm7/z/zrmlCWi29MP2vV54nBTnsApekSUVWIrstU17uPPx9zjzuLF89vSJLFtXw7J1tSx5dxfpAeP0qWP4/vUnUxLH5YVEUp3Cqkg8heasth9MbDtEZDj5FfDfwK/Dtt0JLHPO3WNmdwYff93MZgI3ALOAccALZna8c65jkNss/bBj32GAuM9ZBW/5mj/v2h331xlq1lU3cNtv3+a44pHc+5l55GVncMmsUjo6He/sPMAL62r4+fIP+eVrW/nG5Sckurk96ux07Kpv4sO6w3xYd4gP9xxm657DzJ1QyFcumEYgoJFgklgKqyLxkpbdFVbr1ya2LSIybDjnlpvZpG6bF+EVSwR4CHgZ+Hpw+yPOuRZgq5ltBhYCbwxGW2VgtgV7VgcnrOaw93Arja3t5GbqYyNAdX0TNz/4V0ZmpfPgzaeQl9013DctYMyfWMj8iYVsqjnEH1dX8fVLZ5CWZKHvYHMb//7sOhavrqK5rasI5MisdMrys/nJsk1s3XOYH1x/MpnpmocriaPfOiK+iDCst6OZI6tDBeK3Dp6ISBRKgsvI4ZyrNrPi4PZy4M2w/SqD245hZrcCtwJMmDAhjk2Vvmzfe5gxIzIZlR3/OZEVYWutTisZFffXS3YNzW3c/OBfOdTSzmO3nU5Zfk6P+147r5wX1tXwl817OPv4+BbD6o83P9zL3z36LtX1TVw/fzwnjy9gStEIpowdQdEo7/PK/yz/kHueW8+BxlZ+9pn5jMhSZJDE0DtPJJ4seCW1reHo7d2rB4uIJEak7p6Iv6Ccc/cD9wMsWLBAv8QSaNuexkHpVYWw5WsOKKy2dXTyN79dxebaQzx48ymcUJbX6/7nn1BMXnY6T6yqTIqw2tzWwfeWbuCBv2xl4uhcHrvtdOZPHB1x39vOmcroEZnc+fh7fOoXb/Hg/zmF0SMyB7nFIke6fUQkJj2FTwv+F+s+Z/Wp4+Lbnt407YaO1sS9vogkQo2ZlQEEb2uD2yuB8WH7VQC7Brlt0k/b9x4elOJK4M1ZBa21CnD3M+t4bfMevnPNiZw1re/wmZWexkdPGsfStTUcbmkfhBb27L3KA1zxX6/xy9e28tnTJvLsl8/qMaiGfHzBeP7nswtYX93AdT97naoDeg/I4FNYFYnG7hdh9T/A7hd62KGnTobgf7E9EaZ/NWz0o2XRq34eniiBxWXw+yxorhvc1xeRRFoC3BS8fxPwZNj2G8wsy8wmA9OAFQlon0Spua2D6oZmJgxSz2rRyCwy0wLDfvmaQy3tPPLXHXx8QQXXLxjf9wFB184rp6mtgz+tSVyRqje27OXqe1/nUHM7v7llIf+6aHbU848vmlnCb245lbqDLVx77+t8WHcozq0VOZrCqkg0XrwA1n0PXrwIqp6Ghw0eyex7OG/rPu+2s+3Y556e7n87e1L9PLx0MTTXdm1bMnnwXl9EBo2Z/Q6vQNJ0M6s0s1uAe4CLzGwTcFHwMc65tcCjwAfAn4A7VAk4uVXub8S5wVm2BiAQMMYVZA/75Wuee7+a5rZOPnFK/+Zrz59YyITRuTyxujJOLevbQ69vozA3g6VfOTuqHuHuFk4ezaNfOJ3Dre388PlBvtAuw57Cqkh/vXKld9vZBh/c0/N+gQzo7GPYz6afDbwdh7bBc/P7PsfmX3hBtbv2wwN/bT8c+hD+dAq07E1sO7rb/HNY8YVEt0JkwJxzn3TOlTnnMpxzFc65Xzrn9jrnLnDOTQve7gvb/27n3FTn3HTn3HOJbLv0bduewasEHFJRmDvshwE/saqKSWNymTehoF/HmRlXzy3n9S17qa4f/J/hgcZWXlxfy6I55eTnDrwg1wlleVw7r4I/f1BDfWOEC/AicaKwOhQ0Vnk9eTv/mOiWDE/bftfzc+9+o+fnCueDi/ALfexHILvUu//X271/24cN3rmrf+1aMhn2r/LO0dOxB7fAis9790/+Ttf2tOAC5a0H+veafWnYCNsfhe2/h11LYf1/QtWz8KeFwe/xG/D+v3r3l0yFfSu99m/7HdS87D33+me8Yz58CHY85p2n5iX/2nhwC+x6zjt39fNQ+eTRz6+4FTbf79/rJcKhrYlugYjEyba93oXGwepZBSgvyBnWYbXqQBNvbt3L1XMrMOv/EjRXzy3HOfjj6sGfDv70e9W0dnRy9dyIRb775br5FbS2d7LkPU1rl8GjasCHtkFjJRSf2bWtvRFWfw2yy2D0PMguhox8yCyA/e9Ayz7Y/Weo/wDmfAd2PA6bfgppudAR5ZyOwnngOuDAu0dvzy6GBT+F9/7Jm1PYuq/ruVevhgtehC2/hG3/620bMQmO+4L3uh0tUPlHmPMfUL3UO9e4y+C1T0AgHQpOgpoXj61MG3Lag/DmzZA3HaZ9EXb+AU77FTSsh/wT4PXPwoKfQMHJsPNxKL8S0oJLshzcDB8+CDPvhPSR3rFZY2H9j7weyMKTvZ682d/0gkf6SDi8FY6/wzu+/gOv/aPnQtUzUHSGFyZqXobtD0PhHJjzXSi7yAtCHc0w5abI30dIZxus/CKc+C+QUxrdvwt4Q3t3PAbjLoUtD8KqrwR/1hPh8Hbv/syvwwf/4d3f+FOOmrM6/lrv53PuM7Du+8eePy0brtwEj3WrqvjBPZBTDm9/yXs87XbvvRDpD2P3YcUf3OO9F0OadsNLl8CB97q2zboTKhZBZys0bIC/fAJql0PFx/r8kUSlua7voc0ffOfYbTse877Chd7f4SZcDwvv9/4fDlRTTeTiVtklUHoxbPtN17bn5sGoaeDaYecT3rZL3/bee0UfGdjrOwdvf9n7vzn7n6I/rvIpKDkHMnqvPAl4Qfzly+GsJ2D81QNr52BorPLetyMmwgff9f7PF5wMU270ft/uXeHts381tNTB3B/AiOjniYmkqh37GsnLTqcghl6y/qoozGHPoRaa2zrIzkgbtNdNFn9cXYVzDDjwTRo7gvkTC1m8upLbzpkyoMA7UItXV3F8yUhmjYvi70cfZo3LY0bpKP7wdiWfPW2iD60T6Zu5JF9CY8GCBW7lypWxnWTz/d6wvvxZUL8WSi6AmmVQfC7UvuztM+F6IAC7nz86IErvsopg7GlQ9VTXtuxSaI6ykMD468DSYMfvvcejjoeDvcyHKLvEC+IhFVdD5WIviB94Lxigg0OjQucEyJ/pBWLodlHBvH/7HY96PZ57XvfCZEfzsa9dcTXM/7EXKANpsOG/vWBZOAfq10Fni7ffxw9Bcw2MnOIVZVr3vaPPM+6jcO7TsLgCmqr6/hkt2ua9f8O/75BpfwOb7vXuX38QMkaC64Tfdfsw8dEPvAsOIc21XrGlQAbcEEVl4I5WeOfr3uvlTfO2tTfCoz5e2T/uNtjcx5Dm8dfBWY/1vg94Fwkq/wgH1sK1e7x/r93L4MUL/WnrQGWNhZY93v3Si6GjCepe9YJa3V9g7OmRi3ENVPnHoGpJz8/nVngXV078NrQd9C66dbbDrLsga4x/7djw3zBmIWSMgmdmDvw8n/Ln75WZve2cW+DLyYYpX/42y4Dc+MAK9h9u5akvndn3zj5ZvLqSv/39uyz7u3OYWjRy0F43GTjnuOhHyynMzeCx2wZ4oRL47Zvb+ac/ruHpL53J7PJ8H1vYs217DnPu91/mzstmcNs5U3055y9e/ZD/+8w6nv/bs4f9Ukbir57+Ng+PntVQb1j9Wu+2Zpl3Gwqq0NUDpaDaPy11RwdV8HpNo1X//tGPewuqcGxgq1zs3Yb+/aqe8nqG27pVqwsFVejW++28XmDwgipEDqrgLUMzIqywwvF/44XV/e8cvV/6CC+oQtec1Tnf9XqQ/vIJSAsuIH7lBng0ip/Vk5N6fm7u96H6z3BoM7x6rRfm3//W0ft8dO3RQRW8iwzg9dA213o9feFa6+H5M6F+jff4rMWw4cfeV7Su3eP1kLl2IOD1EFcv9Yb3nvUY7Fvt9TKetxTSgz+Thfd5tx3NXUOVwQvrm+/3/q0aNnrfc/0aWNgt3LY3wuFtsPrvu7Y90sOvuVDw6WzzevWfKDr2337SZ4/ubY1VKKgCNG73erjBC6rgb1CF3oMqeKNKNvyn9xVu/Q9ie91AVtfFGxHx1fa9hzlxkMJOSPjyNcMtrK6pamBz7SG+c82JMZ3nipPK+NenPuCJVVWDFlYXr67CDBbNGefbOa+aW849z63nD6squeuyE/o+QCRGwyOsnny3N6S3einserqrFyO8l+OK9d7tw8GhGaEPsg93G6px3X5vGOKr13pDA898DCZc17/29PQamYXQut8bIjoqbKjik5O9D+DnLfWGduZWwFU7I5+r+2vc0Or1nr1wjjfk84KXoOTcrv32rIA/nwqjT4FLV0T+nkNCr7HlQcg7HpqqvWC68b9g17NwzlNQfsWxx711K2z5Ocz7cdeQ2pDQz717u099ALKLus639jve/NCZX4c593gfsrc8AFNuhieDAXLmXd7zmXAGCgAAACAASURBVPnecMt13/OGvda8BKMXwNZfe//e24NzULPGwLwfeT/zt7/sBb2S82HyjV7Rolnf8JZ4CbFuvZUWxZRvFwyrgcyuIBQKYekjvGHdy84/9rjL18CB9+H1T/Z87jMe8ULe+Uu9+Z+7/+x9AUz9PMz9bs9DZs1g0qe94bZPlPT9fbw6gOGkaTne8PPwXzPlV3T9m46eCxct7+HY7KMfL/wfr5fwlSuOHmrcsB4ufBnW/xhW/e3Rx8z9Aaz+u77bGcjwvj7Rw3yscZfB65/y3uvthyCjANoGONd31DQ4uMkL/+Ov8oa/vvN172fV0Y/5YMVnez2Vta9585Y7k2zd3GiC6mWrvVEJIdt+5/2cQ879E7x8adfjGV/1r30iQ1RbRyeV+5u48iT/wkc0ygu8C4rDcfmax1dVkpke4PITy2I6T0FuJufPKGbJu1V84/IZpKfFt2yMc47Fq6s4Y+pYyvJzfDvv2JFZnDu9mMWrqvj7i6fH/fsQGT7vsOlfhKmf8+6PD4bL/vQAhoSGmIYq+3cPMLE4cu7Oo7eHXiv0Ab4/Q7cDwTktoTmO1u36RChM9ef7mHqzF/gnXOfN6wydO5AZef/Qa0Qz3y5k0qePDr7d259bASd+8+gewTn/7gVV8MLYzH8Izr+9DcYs8ObbnvEwFM719jlvKUz+bNe582Z6x+SUwknf7vrZhUT6GV2xAfJn9/x9HAmr6V1hJC3sj0bJeXD2k/CJsA/3n3JQMAsm3QAXvuptm/8TL9hf9o73/KccTPyE99zIKXDivx79uqdGMbfzdJ96DEPt6a574IxV+UeP3Vb7Cjw55digOuuf4ISvwvnLvIsCkz4z8NcNvT9GHe/d5pT0/D133x56PCK4TFDo/Rt6L4UuSo0KDq3u3sMd6dyfcnDhKzD3e3DJG3BDS/D98Kmj9z8nOOJhZHDoV0bBsecKOf8Frye8p+9r9rfgkhXe/G+A3Ak9t/esJ45+P3cX+j2X1e3Y7oE7vVul06Kzej6nyDBRtb+Jjk43qJWAAUryskkP2LArstTW0clT7+7iwhOKyc+JfY7w1fPK2XOolVc37el75xi9vX0/O/Y1+lJYqbvr5ldQe7CFVzfH//sQGT5hFbxiI4u2ewEBjg4N0ToS/kJh1cfO6SPt6fZhMRRWj4TBAczbOhIou/2yPXLuGL6P0IfM7uc+5rX78Rpp3YLvkdDX7TV6es3edL/Q0FP7uxdAiBRW846Hj74PF70e+bUm3uDdll4Y1rPa7X1X8bFjv9+Q4jO98DD9S17wLjw58n6zvgHnPx/5uZ6YwZhTvfun3AdTb+l6LvSzKAgOe+otRHU3+5vB8w/Sr5fDYZVvC06Ci9+Ck//Ne1x6vjeH+CNhwXzMqTDmtOjPH6roHPp+BnKB6sg5gu+p0P+F7hd6AjEEfNd9maTga4Xeb739Xym94Og5qoHgiIKRwTBddgmMOaVrn9CFkMwI81rHX93z+xm6vvfuFzO6Fw0LPW8B7/f2+Kt6PqfIMLF9X2jZmsGrBAyQFjDGFeQMu7VWl2+sY+/hVq6ZW+HL+c6bXkxBbgZPrI6iXkWMHl9VRU5GGpfO7keBySidP6OYwtwM/vB24taOleFjeAwDDjdiglcAqPRib3jwB/d4QyZDZt4FOWFDPU57EPat8sLG9t93fdic+11vSGBphCGcfZn3Y2+uZ8g5z8DWX3nD3N77Vtd8x5DQh9Dc8VB2mVf8JGT6l7sCRbgzHvGKRYUs/B94586jh92B9wG05HyY98OubVNu9oY+7nnL6/lp3X9sb2+4+T/xerZ6CgChD8tpud7PuuS8o4f7hTv7Se/nfMw5QkNnu/WGhwJEf3rxXLcLDVNv8YYxT//ysftO+oz3IXrH773iMD3pqbJf8dldPVXVwSG6mYXRtzVagTQYe0b/j7vkzaMfj5gE7/2z1xvXsL7rZxRNiDrtIdj7Jpz0L95XPBXO9arEdjdmIYxd2Pux3b/nvoy/1ptnO+Or3nDogYTV0KiCBf8Na/7Ne18AjLvcuz/zTq+CbyADJnwcJt8ErwR7kmd9o2uOcW/Su314DYXTrNHe7ZF2R1GF0nW7wBQ6V+j9EAqr2UXQsM573xze1vd5wXv/tzUcG54nXAdbH4J9b3ujENJyYPw1XuGt8LniIsPY9iPL1gxuzyp4FYGH2zDgJ1ZXMXpEJudMj+J3cBQy0wNcedI4Hl25k4PNbYzKjk9F5+a2Dp55bxeXzi5lRJb/H/Uz0wMsmlPOw2/toL6xLab1W0X6MvzCKnhX/c8PFuo56w9HPzfn349+POX/eF9w9BIf+SfAhQNc+3FGt1BUfrn3BV3tChfes3res0c/N7+HgjcTP9E1TBS8JXjO//Ox+6VlwwXLjt522gPe7YTrI5+7u8KTjj1HuLnf9YbtVlwFE67tet1I1UYrPhZ5KZXpf+sVwTn+i8c+d8p9XmXnaHUf+pxdDBe9Gnnfj/zGK5KUf0Ifc+aCASDShYOQ42715szO/Hr0be2PUO/c6BiKnB7p3Qp+P6GLFKFzh6oqW1rX+zJkyo3e12DofvEkVEW6p6HoAGf8HnIHMBwqs8CbW7tvlfc4PKye9iuvN/fwVm8OfMhFr0Pjjq7H5zzjVScuOa9rZAd4F0AufAXq13ed+8zgxZrTfwN5M7wh7NGY9wNvuPH7wZ7t0gu94eEVi+C5k71zL7zfq3p9pF1PRb7QUzjXC42Fc72LFqFwOuVmaNrlDZdf/2PvPb3tYai40ltmKvy9d+6zQMAbzttcA3/9G+8i3fnLvItD3S/+ZBZ4/w+fnuEVnrJ0OOvx6L53kWFi255GcjLSKBqV1ffOPisvyOGVjXV975gi6pvaeP6DGj61cAIZPs7LvGruOH7z5nZeXF/Lojn+D9EFeGl9LQ3N7XEZAhxy3fwKfvX6Npa8t0vL2EhcDc+wOtSMv9arhNq952SoyCzw5peG6+/6j+k5PffWTbutf+cqv9L7MBxNbxV4vUsnfqvv/fqSltV7j+NH18V2/kAaXLjcW6JpoEJBPn+W12M24XpvLeDxV3uhZ9R0r4ptdqnX4z6QofSxmPhJr0BW+ZVeu8Zd4RVNGz3fC6vF5/Ry7Mdje+3sYCGq8rCLKaG1fkfPPXrfotOB07sej5wEM7oVFwsX6v2sCBvqOrmf82wzC+HEf+4KqxbwHrfWe4/HXwvHff7oYyIVRANvPnf9Ou/7mvq5rrm1aZld7+HZ/+jdhi6+dR8RMu6yox8XnQGHd8Koqd6w9p6E/n9m+9OTIZJKtu89zMQxuYO6TmdIRWEutQeHz1qrz71fTWt7p++Bb+74Qkrysnj2/eq4hdXHV1VRPCqLM44b2/fOA3RkzdWVOxVWJa4UVoeCBT+Fk/7t2IIjMjAn3wMzvgbZfv4SD/VExrAOZP6M2JtRHGMRmvHXwNp/9y4uzP9Pb0j81P/P6zUMhHqigz+3gfRSxur0h7x2ZY6G4++Ad4ND4ksv9JbxyY1jhczccri6un/zd6OVXeydO9oLKL054WtHL0WTmQ9X7+7fuqlZY7z50uD9bP2QU3b0FIuehP5/+rnOq0iK2L6vkalFiblwXVHoXZysrm9m8tghevG8H55YVcXUohGcVOHvMjOBgHHZ7DJ+t2IHh1vafR+mu+9wKy9vqOVzZ04mLRC/ixpmxnXzK/i/z6xjY81BjteaqxInw6vA0lAVSI/PB+ThKpDmVXT1UwKucsfF6PnBasQnesHPzPtZBZLkKnogw+txC6R5VZtP/DaUXuT1GsYzqIbklMavcFROqT8/57nf85asOurcJbEVURtM8fj/KZICOjodO/Y2MmmQiyuFlBcOn+Vrdu5rZMW2fVwzryIuvdiXzS6lpb2TlzbU+n7up97dRXun45p58b+gfNXcctIDxuMqtCRxpLAq4osUCatDzYiJ3lzszMFZYF1EJFF2NzTT2tE56JWAQyqOhNXUrwi8OFitd9Gc+FwEXTBpNGNHZvHc+7t9P/cTq6s4oSyPGaX9WC5wgMaOzOK8GcU8sbqK9o5eCnGKxEBhVcRXMQwDFhER6cH2PYmrBAxQmpdNWsBSvme1o9PxyIodnHncWCoK4/OzTgsYl84u4cX1tTS1dvR9QJQ21hzk3Z0HuCaOhZW6u25+BXUHW3h5w/ApviWDS2FVxA+pMgxYRESS0pE1VhM0XzQ9LUBZfnbKr7X64vpadtU385k4Fw26fHYZTW0dvOzjUOBfvrqV7IwA1873Z13YaJw/o5iSvCx+/eb2QXtNGV4UVkV8obAqIiLxs23vYTLTApTm9WNdcZ+VF+Sk/DDg3765ndK8bC48Ib61QhZOHs2YEZk8u8afocC1B5tZvLqK6+ePZ/SIXpZx81lGWoBPnzqR5Rvr+LDu0KC9rgwfCqsivtIwYBER8d/2PY2MH50T1wqvfakozE3psLp972GWb6rjhoXjSfdxbdVI0tMCXDyrlBfX1dDcFvtQ4F+/vp22zk5uOXOyD63rnxsWjicjzfj1G+pdFf8prIr4Qj2rIiISP9v2Hk5YJeCQsvxsag4209mZmhdmH35rBwEzbjhlwqC83uUnlnK4tYPlG2Ob79nY2s5v3tzOJTNLmZSAYeLFo7L56IllPP52JYda2gf99SW1KayK+MF8WGdVREQkAuccO/Y1JqwScEh+TgbOwaHW1AskzW0dPLpyJxedUEJp/uAMtT5tyhgKcjN4LsahwI+trKS+qY3Pnz3Fp5b1340fmcTBlnYWr9IyNuIvhVURX6hnVURE4qPuUAuNrR1MTFAl4JD8nAwA6hvbEtqOeHhuTTX7G9viXlgpXEZagItnlvDCBzW0tA9sKHBHp+MXr33I/ImFzJ9Y6HMLozd3fAEnVeTz0BvbcbpwLz5SWBURERFJYtv3BisBJzis5oXCalPqhdXfvrmDKWNH8JGpYwb1dS87sYyDLe38ZfOeAR2/dO1udu5r4vNnJa5XFcDMuPH0SWyuPcTrW/YmtC2SWvoMq2b2gJnVmtmasG2jzex5M9sUvC0Me+4uM9tsZhvM7JKw7fPN7P3gcz8x01ofkkpCb2ddTRQREX9tO7LGamKHAeflpAPQkGJhdV11A29v38+nTp1AYJALWJ0xdSyjstN59v3+DwV2zvE/yz9k0phcLppZEofW9c8VJ5UxekQmD72+LdFNkRQSTc/qr4BLu227E1jmnJsGLAs+xsxmAjcAs4LH3GtmacFj7gNuBaYFv7qfU2To0rUXERGJk+17G0kLGOWFOQltR2gYcENzaoXV3765naz0ANcN4vqkIZnpAS6aWcKf1+6mtb2zX8eu3L6fd3ce4JazpiS0SnRIdkYaN5wynhfW1VC5vzHRzZEU0WdYdc4tB/Z127wIeCh4/yHgqrDtjzjnWpxzW4HNwEIzKwPynHNvOG8g+6/DjhFJIepZFRERf23f10h5QQ4ZcV5OpS/5KTgM+FBLO39cXcWVJ4+jIHfw1icNd/nsMhqa23njw/4Nn71/+YcU5mZw3bzBD9k9Cc35/e2bOxLcEkkVA/2tV+KcqwYI3oZWTi4HdobtVxncVh683317RGZ2q5mtNLOVdXWxlfMWGRzW7VZERMQf2/ceTvh8VUjNsLp4dRWHWzsGtbBSd2dOG8vIrHSee7866mO21B3ihXU1fPb0SeRkpvV9wCAZV5DDxTNLeeSvO3xZP1bE70t0kT6pu162R+Scu985t8A5t6CoqMi3xomIiIgMJc45tu5J/BqrACMy0wlY6oRV5xy/fWM7s8vzOLkiP2HtyM5I44ITinluzW4ao1wW6JevbSUjLcCNpycuZPfkpo9M4kBjG0ve3ZXopkgKGGhYrQkO7SV4WxvcXgmMD9uvAtgV3F4RYbuIiIiI9OBAYxsHm9uTomc1EDDycjJoaEqNdVZXbN3HhpqDfObUiSS67ueNp0+kvqmNR/+6s899axqaefztSq6dV87YkVmD0Lr+OW3KaKaXjOKh17dpGRuJWfoAj1sC3ATcE7x9Mmz7w2b2Q2AcXiGlFc65DjM7aGanAW8BNwL/FVPLRURERFLctr3JUQk4JD8nIy49qweb2/jft3bQ0nZskaETykZx8axSX1/POcePXtjI2JGZfGzOOF/PPRDzJ45m4aTR/PzVrXz6tIm9zk++7+UtdHQ6bj/nuEFsYfTMjJs+MolvLH6flzfWcd704r4PEulBn2HVzH4HnAuMNbNK4Ft4IfVRM7sF2AFcD+CcW2tmjwIfAO3AHc650ID12/EqC+cAzwW/RFKE5qqKiIj/nlhVRcBgRtmoRDcFiF9YfWFdDfc8t77H5x+77XROmTTat9d7bfMe3vxwH9++cia5mQPtu/HX7edO5eZf/ZUl7+zi2h4qE1fXN/Hwih1cN7+CCUnQ296T6+ZX8LNXtnDPs+s5e1pRUlQrlqGpz/+dzrlP9vDUBT3sfzdwd4TtK4HZ/WqdiIiIyDC1pqqe/31rO589bSIVhckRTPKyM+KydE11fTMAa/7lEnIzugoGNbV1cNEPX+Gf/7iGp790Juk+VER2zvG9pRsoL8jhk6dOiPl8fjl3ehEzSkfxs1e2cPXc8ohrvt770hY6Ox13nJecvaohmekB/uHS6Xzx4dU8vqqSjy8Y3/dBIhEktga6SMrRlUMREYldZ6fjm0+uoTA3k69ePD3RzTkiXj2rtQ0tjMpOZ2RWOoGAHfkakZXOP10xk/W7D/K/b/mzHMrStbt5r7Ker1w4jaz05Kmka2bcfu5UNtUeYtn62mOe33Wgid//dScfP2U840cnx8WL3nz0xDJOHl/AD/+8kaZWVQaWgVFYFfGVCgmIiEjsnlhdxaodB/j6ZTOOLBmTDLwCS/6H1ZqGZkrysiM+d9nsUs48bizf//MG9hxqiel1Ojod3//zRqYWjeDquT2uopgwHz2xjPGjc7j35c3HFCf66UubcSR/r2qImfGNy2awu6GZB/6yNdHNkSFKYVXEDwmuIigiIqmjvqmNe55bx9wJBVw3L/LcxUQJ9az6XeXVC6uRK9uaGd/+2Cya2zr4j17mtUZj8eoqNtce4msXT/dlSLHf0tMC3Hr2VFbvOMCKrfuObK/c38ijK3fyiVPGU16Qk8AW9s+pU8Zw4Qkl3PfyFvbGeKFBhqfk+18qMqQptIqISGx+9PxG9h5u5d8WzY44bzGR8nLSaetwNEeo2huLmoaWHntWAY4rHsnnzpzMY29X8vb2/QN6jZb2Dn70/EZOLM/n0tn+Vhf20/XzKxg7MpN7X95yZNtPX9qMYUOmVzXcnZdNp7G1nf96cXOimyJDkMKqiIiISJJYV93Ar9/YxqdPncDs8vxEN+cYoSHJfs5bdc5Re7DnYcAhXzp/GiV5WXxryRo6Ovvfs/vIip1UHWji7y+ZnvB1VXuTnZHGzWdM5pWNdazdVc/OfY08trKSTy4cT1n+0OlVDTmueBSfOGUCv31zO9v2HE50c2SIUVgVEREZ5szsUjPbYGabzezORLdnuHLOK6qUn5PB15KoqFK4eITV/Y1ttHU4SkZFHgYcMjIrnX/86EzWVDXw8Ir+FVsK9eydOnk0Z00bG0tzB8VnTpvIyKx0fvbKh/zXi5sIBIy/GYK9qiF/e+E0MtICfG/phkQ3RZJQc1vPBbgUVkVERIYxM0sDfgpcBswEPmlmMxPbquHpj+9U8ddt+/n6pTMoyM1MdHMiysv2P6zWNHjL1vTVswpw5UllnD5lDN9fuoF9h1ujfo0H/7KNPYda+IdLk7tXNSQ/J4NPnzaBZ97bxeOrqvj0qROi+vkkq+K8bD5/9hSeeb+a1TsGNoxbUtd9YUPeu0uOVZBFREQkURYCm51zHwKY2SPAIuCDng7YXHuIRT/9yyA1b/j4sPYQJ48vSOo1KUM9q35WBA6F1eIowpiZ8S+LZnH5f77Kop++xugRvffGhmzcfZALZhQzf+LomNo6mG45YzIPvrYNM7j9nKmJbk7Mbj17Cg+/tZ1bf/M244ZQkSiJv3W7Gnp8TmFVxA8+V0UUERlE5cDOsMeVwKnddzKzW4FbAUaVTaEgiZZTSRUfOW4Mf3/J9KQrqhQuHsOAaxu8KrE9VQPu7viSUXznmhN5+r3qqF/jjOPGcNflJwyofYlSnJfNN6+cSUaaRRXkk93IrHR+9Ik5PPDaVgYw5VhS2GUnlrKph+cUVkVERIa3SMnomI+Szrn7gfsBFixY4B763MJ4t0uSUDzC6u5gz2pRH3NWw12/YDzXJ3EPtF8+c9rERDfBV2dNK+KsaUWJboYkoZ98MvJ2zVkV8cMQmP8iItKDSiD8U38FsCtBbZEkNyrb6+fwe87q6BGZZKWn+XZOEUkNCqsiftAwYBEZuv4KTDOzyWaWCdwALElwmyRJpacFGJmVTkOzn2G1heJ+9KqKyPChYcAiflIPq4gMMc65djP7IrAUSAMecM6tTXCzJInl52T4O2c1ijVWRWR4UlgV8ZN6WEVkCHLOPQs8m+h2yNCQl5PhezXgGaWjfDufiKQODQMWERERkajlZaf71rPa0emoO9iinlURiUhhVcRPGgYsIiIpLj8ng4amdl/OtfdQC50uujVWRWT4UVgVERERkaj5OWe1JrTGqgosiUgECqsiIiIiEjV/w6q3xqqGAYtIJAqrIiIiIhK1vJwMmto6aG3vjPlcNQe9sFqar7AqIsdSWBURERGRqOXnZAD4stZqTUMLAYMxIzJjPpeIpB6FVRFfaMkaEREZHkJh1Y+hwLUNzYwdmUV6mj6Sisix9JtBxFeqBiwiIqnNz7Ba09Cs+aoi0iOFVRFfqYdVRERSW15OOgANvoTVFkryVAlYRCJTWBURERGRqPk6DPhgs9ZYFZEeKayK+ErDgEVEJLXlhQosxRhW2zo62XOolZJRCqsiEpnCqoiIiIhELS/bn57V2oMtABoGLCI9UlgVERERkahlZ6SRlR6gobk9pvPUNHhrrKrAkoj0RGFVRERERPolPyeD+sYYe1aDYbVYPasi0gOFVRFfqAqwiIgMH/k5GTEPA65pCA0DVs+qiESmsCriKxVYEhGR1JfnS1htJj1gjM7N9KlVIpJqFFZFfKUeVhERSX35ORk0NMfes1o8KotAQBd6RSSymMKqmX3ZzNaY2Voz+0pw27fNrMrM3gl+XR62/11mttnMNpjZJbE2XkREREQGnx/DgLXGqoj0JX2gB5rZbODzwEKgFfiTmT0TfPpHzrnvd9t/JnADMAsYB7xgZsc75zoG2gaR5KOrwyIikvr8mbPazOSxI3xqkYikolh6Vk8A3nTONTrn2oFXgKt72X8R8IhzrsU5txXYjBd0RURERGQIyctO51BLO52dA5/+UtPQouJKItKrWMLqGuBsMxtjZrnA5cD44HNfNLP3zOwBMysMbisHdoYdXxncdgwzu9XMVprZyrq6uhiaKCIiIiJ+y8vJwDk4OMC1VpvbOqhvalNYFZFeDTisOufWAf8BPA/8CXgXaAfuA6YCc4Bq4AfBQyKNj4x4Oc45d79zboFzbkFRUdFAmygiIiIicZCfkwEw4KHAtVq2RkSiEFOBJefcL51z85xzZwP7gE3OuRrnXIdzrhP4OV1DfSvp6nkFqAB2xfL6IiIiIjL4Yg2rNQebASjJy/KtTSKSemKtBlwcvJ0AXAP8zszKwna5Gm+4MMAS4AYzyzKzycA0YEUsry+SNJyWrBERkeEjLxhWB7p8TU1DKKyqZ1VEejbgasBBj5vZGKANuMM5t9/MfmNmc/CG+G4DvgDgnFtrZo8CH+ANF75DlYBFREREhp6Ye1ZDw4BHKayKSM9iCqvOubMibPtsL/vfDdwdy2uKJCXTkjUiIjJ8xD5ntZms9AB5ObH2m4hIKotpGLCIBGkYsIiIDCOxhtXdDc2U5GVjutgrIr1QWBXxk/7oiojIMJCbmUZawGgY8DDgZhVXEpE+KayK+Ek9rCIiMgyYGfk5GTEtXVOs4koi0geFVRERERHpt1jCak1Ds4oriUifFFZF/KRhwCIiMkzkZacPKKweamnncGuHhgGLSJ8UVkVERESk3/JyMmhobu/3cVpjVUSipbAqIiIiIv2Wn5MxoAJLobBarJ5VEemDwqqIiIiI9NtA56zWNrQA6lkVkb4prIqIiIhIv+UFw6rrZyV8DQMWkWgprIr4QkvWiEhimdn1ZrbWzDrNbEG35+4ys81mtsHMLgnbPt/M3g8+9xMzVYmT6OXnZNDR6Whs7ejXcTUNLYzITGNkVnqcWiYiqUJhVcRX+pwnIgmzBrgGWB6+0cxmAjcAs4BLgXvNLC349H3ArcC04Nelg9ZaGfLyczIA+j0UuOZgMyX56lUVkb4prIr4Sj2sIpIYzrl1zrkNEZ5aBDzinGtxzm0FNgMLzawMyHPOveG8cZy/Bq4axCbLEDfQsFqrNVZFJEoKqyIiIqmtHNgZ9rgyuK08eL/79ojM7FYzW2lmK+vq6uLSUBla8rK9sNrfisA1DS1aY1VEoqLJAiK+0jBgEYkfM3sBKI3w1D86557s6bAI21wv2yNyzt0P3A+wYMECDSORAfWsOueoaWhWcSURiYrCqoiIyBDhnLtwAIdVAuPDHlcAu4LbKyJsF4nKQMJqQ1M7Le2dFCusikgUNAxYREQktS0BbjCzLDObjFdIaYVzrho4aGanBasA3wj01DsrcoyBhNW11fUATBqTG5c2iUhqUVgVERFJAWZ2tZlVAqcDz5jZUgDn3FrgUeAD4E/AHc650FojtwO/wCu6tAV4btAbLkPWyGxvgF5Dc3vUxyzfuIeMNOPUKWPi1SwRSSEaBiwiIpICnHOLgcU9PHc3cHeE7SuB2XFumqSotIAxKju9XwWWXtlYx/yJhVpjVUSiop5VEV+o1oiIiAw/+TkZUQ8Drm1oZl11A+ccXxznVolIqlBYFREREZEB6U9YXb5pDwBnHz82nk0SkRSisCriM2z29wAAC1RJREFUCy1ZIyIiw09edkbUw4Bf2VhH0agsZpblxblVIpIqFFZFfKFhwCIiMvxE27Pa0el4bVMdZ00bi1d8WkSkbwqrIr7SH2ARERk+og2r71fVs7+xjXOOLxqEVolIqlBYFfGVelhFRGT4yM+NLqwu31iHGZw1TWFVRKKnsCoiIiIiA5KXnU5LeyfNbR297vfKxjpOKs9n9IjMQWqZiKQChVURX2kYsIiIDB/5ORkANDT33Lta39jG6h37NQRYRPpNYVVEREREBiQvFFZ7GQr8ly176HRwtsKqiPSTwqqIiIiIDEgorPY2b/WVDXWMyk5nzviCwWqWiKQIhVURERERGZAjw4Cb2iM+75xj+aY6zjxuLOlp+tgpIv2j3xoiIiIiMiD5ffSsbqo9RHV9s+arisiAxBRWzezLZrbGzNaa2VeC20ab2fNmtil4Wxi2/11mttnMNpjZJbE2XiRpOC1ZIyIiw09fYfWVDXWA5quKyMAMOKya2Wzg88BC4GTgCjObBtwJLHPOTQOWBR9jZjOBG4BZwKXAvWaWFlvzRURERCRR8rJ7L7C0fFMd04pHMq4gZzCbJSIpIpae1ROAN51zjc65duAV4GpgEfBQcJ+HgKuC9xcBjzjnWpxzW4HNeEFXRERERIagzPQAORlpEXtWm1o7eGvrPvWqisiAxRJW1wBnm9kYM8sFLgfGAyXOuWqA4G1xcP9yYGfY8ZXBbSKpw7TOqoiIDC/5ORkRw+qbW/fS2t6p+aoiMmDpAz3QObfOzP4DeB44BLwLRC4F54n0KT7iRD8zuxW4FWDChAkDbaKIiIiIxFlPYfWVDXVkZwRYOHl0AlolIqlgwGEVwDn3S+CXAGb273i9pTVmVuacqzazMqA2uHslXs9rSAWwq4fz3g/cD7BgwQJVrpHkF5p+HchObDtEREQGWV5OOq9t3sNFP3zlqO2V+5s4dfIYsjNUokREBiamsGpmxc65WjObAFwDnA5MBm4C7gnePhncfQnwsJn9EBgHTANWxPL6Ikmj4ESY/S2YekuiWyIiIjKobj5jMk+/d2z/w/Elo7jx9IkJaJGIpIqYwirwuJmNAdqAO5xz+83sHuBRM7sF2AFcD+CcW2tmjwIf4A0XvsM51xHj64skBzM46duJboWIiMigu/zEMi4/sSzRzRCRFBTrMOCzImzbC1zQw/53A3fH8poiIiIiIiKS+mKpBiwiIiIiIiISFwqrIiIiIiIiknQUVkVERERERCTpKKyKiIiIiIhI0lFYFRERERERkaSjsCoiIiIiIiJJR2FVREREREREko455xLdhl6ZWR2w3YdTjQX2+HCe4Uo/v9jpZxgb/fxip5+hZ6JzrijRjRjKfPzbHKvh8p7W95la9H2mFn2fsdsD4Jy7tPsTSR9W/WJmK51zC/5fe3cXI1ddxnH8+6MvVMCKEGtqW9glAZNCFCgWjEUIEcWqtAZNuFBM8EIMF6WGaDcYY2NiBI0S0wtjBILxhYSoETEm1hckCraw7a60Ln2VhEpjL5RIqxQrjxfnmfSw2Wl2u07nnP/8PsnJ/OeZc6bneeZ/9sx/zkv7vR5t5frNnms4O67f7LmGVppB6dPOsyzOsyzOs7d8GrCZmZmZmZk1jgerZmZmZmZm1jiDNFj9dr9XoOVcv9lzDWfH9Zs919BKMyh92nmWxXmWxXn20MBcs2pmZmZmZmbtMUhHVs3MzMzMzKwlPFg1MzMzMzOzxil+sCrpBkm7JO2VtKHf69Mkku6XdEjSjlrsHEmbJe3JxzfWXhvJOu6S9L5afIWkZ/K1b0rSqc6lHyQtk/RbSROSdkpal3HXcBokLZC0VdJ41m9jxl2/GZI0R9J2SY/mc9fQWqvLvulSSX+UNCbpaUkrMz5f0gPZd8clXVtbptF9ukueb5f0ZK73zyQtrL3Wym13JnlKOjf3q4clbZr0PiXleb2k0YyPSrqutkxJea7MbXYst88P15YpJs/a6+dl372zFismT0lDkv5d+0y/VVumd3lGRLETMAfYB1wAzAfGgeX9Xq+mTMC7gcuBHbXYPcCGbG8A7s728qzf6cBw1nVOvrYVeCcg4BfA+/ud2ymq32Lg8my/HtiddXINp1c/AWdlex6wBbjK9TupWn4G+AHwaD53DT21duqyb/plp08Cq4HHsn078EC2FwGjwGn5vNF9ukueTwHXZPtW4EvZbu22O8M8zwRWAbcBmya9T0l5Xga8JduXAH8tNM8zgLnZXgwcqj0vJs/a6z8CHgbuLPTzHKrPN+l9epZn6UdWVwJ7I2J/RLwCPASs6fM6NUZEPA78fVJ4DfBgth8E1tbiD0XE0Yj4C7AXWClpMbAwIp6Mqrd+t7ZM0SLiYERsy/ZLwASwBNdwWqJyOJ/Oyylw/WZE0lLgA8B3amHX0Fqry74pgM5RjDcAL2R7OfDrXO4Q8CJwRRv6dJc83wo8nu3NwE3Zbu22O5M8I+JIRPweeLk+c4F5bo+ITh/eCSyQdHqBef4rIo5lfAHVdlzc5wkgaS2wn+rz7MSKy3Mqvc6z9MHqEuD52vMDGbPu3hwRB6EajFH9Ug3da7kk25PjA0XSENUvpVtwDadN1emrY1S/tm6OCNdv5u4FPgu8Wou5hlaaO4CvSnoe+BowkvFxYI2kuZKGgRXAMtrbp3cAN2b7o1S5QHnbbrc8uyk5z5uA7RFxlALzlHSlpJ3AM8BtOXgtKk9JZwKfAzZOmr+oPNOwqsuOfifp6oz1NM/SB6tTnS/t/6vn5HSr5cDXWNJZVKd+3BER/zzRrFPEBrqGEfHfiLgUWEp1lOCSE8zu+k0i6YPAoYgYne4iU8QGuobWGp8G1kfEMmA9cF/G76f6YvQ01Q83TwDHaG+fvhW4XdIo1eUlr2S8tG23W57dFJmnpIuBu4FPdUJTvEer84yILRFxMfAOYETSAsrLcyPwjdrZYh2l5XkQOC8iLiMvP8rrWXua59z/1xs11AFe+2vAUo6fOmRT+5ukxRFxMA/rH8p4t1oeyPbk+ECQNI9qoPr9iPhxhl3DGYqIFyU9BtyA6zcT7wJulLSa6hSrhZK+h2to5fkEsC7bD5OnvedRmvWdmSQ9AewB/kEL+3REPAu8F0DSRVSn+ENh2+4J8uymuDzzEo6fALdExL4MF5dnbZ4JSUeortEtLc8rgY9Iugc4G3hV0stU3w+LyTOP/h/N9qikfcBF9PjzLP3I6lPAhZKGJc0HbgYe6fM6Nd0jVF8KyMef1uI35zUVw8CFwNY8xfAlSVflnb9uqS1TtMz3PmAiIr5ee8k1nAZJb5J0drZfB7wHeBbXb9oiYiQilkbEENXft99ExMdwDa08LwDXZPs6qgEpks7IU/CQdD1wLCL+3NY+LWlRPp4GfB7o3G2zqG33BHlOqbQ8c9/3c2AkIv7Qmb/APIclzc32+VTXQj5XWp4RcXVEDOW++F7gyxGxqbQ883vbnGxfQPV3aH/P84wG3ImqlxPVXQN3U905765+r0+TJuCHVIf0/0P1q8gngXOpblaxJx/Pqc1/V9ZxF7W7fAFXUJ3fvg/YBKjfuZ2i+q2iOs3hT8BYTqtdw2nX723A9qzfDuALGXf9Tq6e13L8bsCuoafWTl32Tauo7vQ7TnVvgBU571D25QngV8D5tfdpdJ/ukue6/M6yG/hKfZ3buu2eRJ7PUd3w5XDOv7y0PKkGAEc4/t1hDFhUYJ4fp7rh0BiwDVhbar+tLfdFXns34GLypLq+eifV3+FtwIdORZ6df9zMzMzMzMysMUo/DdjMzMzMzMxayINVMzMzMzMzaxwPVs3MzMzMzKxxPFg1MzMzMzOzxvFg1czMzMzMzBrHg1UzMzMzMzNrHA9WzczMzMzMrHH+BytrWs8b23LeAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(1, 2, figsize= (16, 4))\n", - "lower, upper = -10, 20\n", - "smooth = 3\n", - "\n", - "viewing = cut_data(data.iloc[:,55])\n", - "test_max = viewing[viewing == viewing.max()].index[0]\n", - "\n", - "test = rolling(small_noise(norm(viewing), lower, upper), smooth)\n", - "ax[0].plot(viewing, color='orange')\n", - "ax[1].plot(test)\n", - "ax[1].set_xlim(test_max - 20, test_max + 50)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Function to find the top peak of the data" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ nan, 0., 22., 94., 119., 59., -22., -119., -106.,\n", - " -201., 47., 129., 25., 32., 36., 15., -4., -36.,\n", - " -40., -28., 26., 29., 9., 2., -12., -35., -31.,\n", - " -24., 23., 21., -2., 3., 7., 12., 11., 8.,\n", - " 20., 19., -15., 4., 18., -63., -43., -25., 24.,\n", - " -21., -26.])" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "def peak(data):\n", - " new_data = []\n", - " for i in range(len(data)-1):\n", - " new_data.append(data.iloc[i+1]-data.iloc[i])\n", - " return pd.DataFrame(new_data)\n", "\n", - "test_peak = peak(test)\n", - "test_peak.iloc[:,0].unique()" + "plt.savefig('figures/cleaning.png')\n", + "plt.show()\n", + "plt.clf()" ] }, { @@ -1382,7 +1206,7 @@ }, { "cell_type": "code", - "execution_count": 199, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -1391,7 +1215,7 @@ }, { "cell_type": "code", - "execution_count": 298, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -1426,7 +1250,7 @@ }, { "cell_type": "code", - "execution_count": 299, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -1435,7 +1259,7 @@ "(80, 115)" ] }, - "execution_count": 299, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -1460,71 +1284,63 @@ }, { "cell_type": "code", - "execution_count": 445, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "[]" + "
" ] }, - "execution_count": 445, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" }, { "data": { - "image/png": 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "maxs = clean_data.iloc[30, :].tolist()\n", - "plt.plot(maxs)" + "plt.plot(maxs)\n", + "\n", + "plt.savefig('figures/maxs.png')\n", + "plt.show()\n", + "plt.clf()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We can see there seems to be a pattern as the participant is older for each kick. We can try to decompose the data by participant and strike to see if there is a pattern on the stroongest hit on a trial." + "We can see there seems to be a pattern as the participant is older for each kick. We can try to decompose the data by participant and strike to see if there is a pattern on the strongest hit on a trial." ] }, { "cell_type": "code", - "execution_count": 402, + "execution_count": 26, "metadata": { "scrolled": true }, - "outputs": [ - { - "data": { - "text/plain": [ - "23" - ] - }, - "execution_count": 402, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "lst = []\n", + "lst_max = []\n", "for i in range(0, len(maxs), 5):\n", - " lst.append(maxs[i: i+5])" + " lst_max.append(maxs[i: i+5])" ] }, { "cell_type": "code", - "execution_count": 302, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -1540,34 +1356,22 @@ "for i in clean_data.columns:\n", " if i[:4] not in list_of_person_per_kick:\n", " list_of_person_per_kick.append(i[:4])\n", - "print(list_of_person_per_kick)\n" + "print(list_of_person_per_kick)" ] }, { "cell_type": "code", - "execution_count": 441, + "execution_count": 28, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'P1-R'" - ] - }, - "execution_count": 441, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "i= 3\n", - "j = 2\n", - "list_of_person_per_kick[0]" + "dict_max = dict(zip(list_of_person_per_kick, lst_max))\n", + "# dict_max" ] }, { "cell_type": "code", - "execution_count": 462, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -1593,6 +1397,9 @@ } ], "source": [ + "# As told in the repo of the data, participant 6 didn't perform the Back Kick.\n", + "# I decided to hard-code the omission of the graph.\n", + "\n", "fig, ax = plt.subplots(4, 6, figsize= (14,10))\n", "colors = ['orange', 'green', 'red', 'black', 'blue', 'yellow']\n", "plt.gca().get_xaxis().set_ticklabels([])\n", @@ -1601,7 +1408,7 @@ " for j in range(6):\n", " num = i*6+j\n", " if num < 11:\n", - " viewing = lst[num]\n", + " viewing = lst_max[num]\n", " ax[i,j].plot(viewing, color=colors[j])\n", " ax[i,j].set_title(list_of_person_per_kick[num])\n", " ax[i,j].tick_params(\n", @@ -1621,7 +1428,7 @@ " ax[i,j].axis('off')\n", "\n", " if num > 11:\n", - " viewing = lst[num-1]\n", + " viewing = lst_max[num-1]\n", " ax[i,j].plot(viewing, color=colors[j])\n", " ax[i,j].set_title(list_of_person_per_kick[num-1])\n", " plt.gca().get_xaxis().set_ticklabels([])\n", @@ -1646,7 +1453,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We can see there is a pattern as the participant is older for each kick." + "We can see there is a pattern as the participant is older for each kick.\n", + "\n", + "Also, we can observe participants weren't consistant on their strikes." ] }, { @@ -1658,7 +1467,7 @@ }, { "cell_type": "code", - "execution_count": 197, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -1780,7 +1589,7 @@ "5 Black (Competitive) " ] }, - "execution_count": 197, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -1791,103 +1600,1206 @@ "list_of_people" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Group the kicks by participant and type.\n", - "\n", - "We first need to find which are the different kicks and who performed them." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Then, we can make means of every kick, by participant." - ] - }, { "cell_type": "code", - "execution_count": 321, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ - "def mean_of_kick(data, value):\n", - " test_df = pd.DataFrame()\n", - "\n", - " for i in data.columns:\n", - " if i[:4] == value:\n", - " test_df[i] = data.loc[:, i].reset_index(drop=True)\n", - "\n", - " new_mean = test_df.mean(axis=1)\n", - " \n", - " return new_mean\n", - "\n", - "\n", - "data_means = pd.DataFrame()\n", - "for i in list_of_person_per_kick:\n", - " data_means[i] = mean_of_kick(clean_data, i)\n", - " \n", - "# data_means" + "list_of_people['Description'] = list_of_people['Sex']+'_' + list_of_people['Age'].astype(str) + 'yo_'+ list_of_people['Weight (kg)'].astype(str)+'kg_' + list_of_people['Belt']" ] }, { "cell_type": "code", - "execution_count": 348, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" + "text/html": [ + "
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Participant IDSexAgeWeight (kg)Experience (years)BeltDescription
0P1M7251GreenM_7yo_25kg_Green
1P2M9232Red StripeM_9yo_23kg_Red Stripe
2P3M13396Black StripeM_13yo_39kg_Black Stripe
3P4M14438Black (Competitive)M_14yo_43kg_Black (Competitive)
4P5F16548Black (Competitive)F_16yo_54kg_Black (Competitive)
5P6M167213Black (Competitive)M_16yo_72kg_Black (Competitive)
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" + ], + "text/plain": [ + " Participant ID Sex Age Weight (kg) Experience (years) \\\n", + "0 P1 M 7 25 1 \n", + "1 P2 M 9 23 2 \n", + "2 P3 M 13 39 6 \n", + "3 P4 M 14 43 8 \n", + "4 P5 F 16 54 8 \n", + "5 P6 M 16 72 13 \n", + "\n", + " Belt Description \n", + "0 Green M_7yo_25kg_Green \n", + "1 Red Stripe M_9yo_23kg_Red Stripe \n", + "2 Black Stripe M_13yo_39kg_Black Stripe \n", + "3 Black (Competitive) M_14yo_43kg_Black (Competitive) \n", + "4 Black (Competitive) F_16yo_54kg_Black (Competitive) \n", + "5 Black (Competitive) M_16yo_72kg_Black (Competitive) " + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list_of_people" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Group the kicks by participant and type." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We need to add the columns of the missing data of Participant 6's back kick in order to have a coherent dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "for i in range(1,6):\n", + " clean_data[f'P6-B-{i}'] = 0.0\n", + "\n", + "# cols = clean_data.columns.tolist()\n", + "# print(cols) # Made to get the columns list needed to rearrange\n", + "\n", + "added_data = clean_data[['P1-R-1', 'P1-R-2', 'P1-R-3', 'P1-R-4', 'P1-R-5', 'P2-R-1', 'P2-R-2', 'P2-R-3', 'P2-R-4', 'P2-R-5', \n", + " 'P3-R-1', 'P3-R-2', 'P3-R-3', 'P3-R-4', 'P3-R-5', 'P4-R-1', 'P4-R-2', 'P4-R-3', 'P4-R-4', 'P4-R-5',\n", + " 'P5-R-1', 'P5-R-2', 'P5-R-3', 'P5-R-4', 'P5-R-5', 'P6-R-1', 'P6-R-2', 'P6-R-3', 'P6-R-4', 'P6-R-5',\n", + " 'P1-B-1', 'P1-B-2', 'P1-B-3', 'P1-B-4', 'P1-B-5', 'P2-B-1', 'P2-B-2', 'P2-B-3', 'P2-B-4', 'P2-B-5', \n", + " 'P3-B-1', 'P3-B-2', 'P3-B-3', 'P3-B-4', 'P3-B-5', 'P4-B-1', 'P4-B-2', 'P4-B-3', 'P4-B-4', 'P4-B-5', \n", + " 'P5-B-1', 'P5-B-2', 'P5-B-3', 'P5-B-4', 'P5-B-5', 'P6-B-1', 'P6-B-2', 'P6-B-3', 'P6-B-4', 'P6-B-5',\n", + " 'P1-C-1', 'P1-C-2', 'P1-C-3', 'P1-C-4', 'P1-C-5', 'P2-C-1', 'P2-C-2', 'P2-C-3', 'P2-C-4', 'P2-C-5', \n", + " 'P3-C-1', 'P3-C-2', 'P3-C-3', 'P3-C-4', 'P3-C-5', 'P4-C-1', 'P4-C-2', 'P4-C-3', 'P4-C-4', 'P4-C-5', \n", + " 'P5-C-1', 'P5-C-2', 'P5-C-3', 'P5-C-4', 'P5-C-5', 'P6-C-1', 'P6-C-2', 'P6-C-3', 'P6-C-4', 'P6-C-5', \n", + " 'P1-P-1', 'P1-P-2', 'P1-P-3', 'P1-P-4', 'P1-P-5', 'P2-P-1', 'P2-P-2', 'P2-P-3', 'P2-P-4', 'P2-P-5', \n", + " 'P3-P-1', 'P3-P-2', 'P3-P-3', 'P3-P-4', 'P3-P-5', 'P4-P-1', 'P4-P-2', 'P4-P-3', 'P4-P-4', 'P4-P-5', \n", + " 'P5-P-1', 'P5-P-2', 'P5-P-3', 'P5-P-4', 'P5-P-5', 'P6-P-1', 'P6-P-2', 'P6-P-3', 'P6-P-4', 'P6-P-5']]" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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P1-B-1 P1-B-2 P1-B-3 P1-B-4 P1-B-5 P2-B-1 \\\n", + "0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "\n", + " P2-B-2 P2-B-3 P2-B-4 P2-B-5 P3-B-1 P3-B-2 P3-B-3 P3-B-4 P3-B-5 \\\n", + "0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "1 -9.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "2 32.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "3 46.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "4 85.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "\n", + " P4-B-1 P4-B-2 P4-B-3 P4-B-4 P4-B-5 P5-B-1 P5-B-2 P5-B-3 P5-B-4 \\\n", + "0 0.0 0.0 0.0 0.0 0.0 0.0 8.0 0.0 0.0 \n", + "1 0.0 0.0 0.0 0.0 0.0 0.0 19.0 0.0 10.0 \n", + "2 0.0 0.0 0.0 0.0 0.0 0.0 31.0 0.0 23.0 \n", + "3 0.0 0.0 0.0 0.0 0.0 0.0 38.0 0.0 38.0 \n", + "4 0.0 0.0 0.0 0.0 0.0 0.0 43.0 0.0 40.0 \n", + "\n", + " P5-B-5 P6-B-1 P6-B-2 P6-B-3 P6-B-4 P6-B-5 P1-C-1 P1-C-2 P1-C-3 \\\n", + "0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "\n", + " P1-C-4 P1-C-5 P2-C-1 P2-C-2 P2-C-3 P2-C-4 P2-C-5 P3-C-1 P3-C-2 \\\n", + "0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "\n", + " P3-C-3 P3-C-4 P3-C-5 P4-C-1 P4-C-2 P4-C-3 P4-C-4 P4-C-5 P5-C-1 \\\n", + "0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "\n", + " P5-C-2 P5-C-3 P5-C-4 P5-C-5 P6-C-1 P6-C-2 P6-C-3 P6-C-4 P6-C-5 \\\n", + "0 0.0 0.0 57.0 -123.0 0.0 0.0 0.0 0.0 0.0 \n", + "1 0.0 0.0 14.0 -129.0 0.0 0.0 0.0 0.0 0.0 \n", + "2 0.0 0.0 -35.0 -136.0 0.0 0.0 -13.0 0.0 0.0 \n", + "3 0.0 0.0 -85.0 -139.0 0.0 0.0 -13.0 0.0 0.0 \n", + "4 0.0 0.0 -108.0 -141.0 0.0 0.0 -13.0 0.0 0.0 \n", + "\n", + " P1-P-1 P1-P-2 P1-P-3 P1-P-4 P1-P-5 P2-P-1 P2-P-2 P2-P-3 P2-P-4 \\\n", + "0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "\n", + " P2-P-5 P3-P-1 P3-P-2 P3-P-3 P3-P-4 P3-P-5 P4-P-1 P4-P-2 P4-P-3 \\\n", + "0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "\n", + " P4-P-4 P4-P-5 P5-P-1 P5-P-2 P5-P-3 P5-P-4 P5-P-5 P6-P-1 P6-P-2 \\\n", + "0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "\n", + " P6-P-3 P6-P-4 P6-P-5 \n", + "0 0.0 0.0 0.0 \n", + "1 0.0 0.0 0.0 \n", + "2 0.0 0.0 0.0 \n", + "3 0.0 0.0 0.0 \n", + "4 0.0 0.0 0.0 " ] }, - "execution_count": 348, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" - }, + } + ], + "source": [ + "added_data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['P1-R', 'P2-R', 'P3-R', 'P4-R', 'P5-R', 'P6-R', 'P1-B', 'P2-B', 'P3-B', 'P4-B', 'P5-B', 'P6-B', 'P1-C', 'P2-C', 'P3-C', 'P4-C', 'P5-C', 'P6-C', 'P1-P', 'P2-P', 'P3-P', 'P4-P', 'P5-P', 'P6-P']\n" + ] + } + ], + "source": [ + "new_list_of_person_per_kick = []\n", + "for i in added_data.columns:\n", + " if i[:4] not in new_list_of_person_per_kick:\n", + " new_list_of_person_per_kick.append(i[:4])\n", + "print(new_list_of_person_per_kick)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can make means of every kick, by participant." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "def mean_of_kick(data, value):\n", + " test_df = pd.DataFrame()\n", + "\n", + " for i in data.columns:\n", + " if i[:4] == value:\n", + " test_df[i] = data.loc[:, i].reset_index(drop=True)\n", + "\n", + " new_mean = test_df.mean(axis=1)\n", + " \n", + " return new_mean\n", + "\n", + "\n", + "data_means = pd.DataFrame()\n", + "for i in new_list_of_person_per_kick:\n", + " data_means[i] = mean_of_kick(added_data, i)\n", + " \n", + "# data_means" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also make maxs of every kick, by participant." + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "def max_of_kick(data, value):\n", + " test_df = pd.DataFrame()\n", + "\n", + " for i in data.columns:\n", + " if i[:4] == value:\n", + " test_df[i] = data.loc[:, i].reset_index(drop=True)\n", + "\n", + " new_max = test_df.max(axis=1)\n", + " \n", + " return new_max\n", + "\n", + "\n", + "data_maxs = pd.DataFrame()\n", + "for i in new_list_of_person_per_kick:\n", + " data_maxs[i] = max_of_kick(added_data, i)\n", + " \n", + "dict_max = dict(data_maxs.iloc[30])\n", + "# dict_max" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ { "data": { - "image/png": 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QJ3/m9HouUUQEoOGdpXZza6yW27t3LwCDg4N89KMf5YUXXmg5WKnGSqTDpacSdPX04PP6KCeS+Kv/UKymOxIjn07hGxigPDWNLZfXeaUiIltHNpslnU7Xvv/nf/5nhoeHW76vdqxEOpzbHLR09SpAw8EqFIuRTibwHjoKlQrlmRl88fh6LlVEZMuYmJjgox/9KODUXv3CL/xCrfaqFQpWIh0ulUw4rRbGnSafDe9YRWNMnhuthalSIqFgJSLbUiZzfcH84cOHeeWVV9r+WQ0dBRpjeo0xf2eMecMY87ox5l3GmD5jzDeNMW9Vv+6qe/1njTGjxpg3jTEfaPuqRaQmnUwQ6a8LVvsa3LGKxsilUnj7q8FKTwaKiLSs0RqrLwDPWGvvAO4GXgc+AzxrrT0CPFv9GWPMMeAx4DhwEvgzY4y33QsXESgWChQyaSL9cYrjV8EY/ENDDb3XnRdYifQAUEooWImItGrVYGWMiQLvBv4cwFq7YK2dBR4Bnqy+7EngI9XvHwG+ZK2dt9aeB0aBe9u9cBFZ2mqhOD6Ob2Bg1VYLLreX1YLPqQjQjpWISOsa2bE6DCSAvzDGvGyM+W/GmB5gyFp7FaD6dbD6+n3A5br3j1WviUibpaecMOQeBTZaXwWL3dcLxQU8PT2Uqm0bRERk7RoJVj7gJ4D/y1r7DiBL9djvBswK1+x1LzLmU8aYF40xLyYS+gddZC3qu64Xr17Fv3dPw+91d6xyqVmn5YJ2rEREWtZIsBoDxqy1P6j+/Hc4QWvCGLMHoPp1su71t9S9fz8wvvym1tovWmtPWGtPDAwMrHX9IjtaKpkAY+jp3UXp6tU17VjlU3P44nHVWImItMGqwcpaew24bIy5vXrpfcBZ4Cngk9VrnwS+Vv3+KeAxY0yXMeYQcAR4oa2rFhHAaQ4a7t2FnZnFFov4mghW9fMCvQNxSto5FpFtyuv1MjIywvDwMI8++ii5XA6A2dlZPvGJT3DHHXdw9OhRvve977X8WY0+Ffg/AX9jjHkVGAH+APg88LAx5i3g4erPWGvPAF/GCV/PAJ+21qqls8g6SCcTROIDlK4218MKls8LHFDxuohsW+5Im9OnTxMIBHjiiScA+K3f+i1OnjzJG2+8wSuvvMLRo0db/qyGGoRaa08BJ1b41ftu8PrPAZ9rYV0i0oD0VJKBtx1a7GG1p/FgBXXzAuNxKpkMlXweTyi0HksVEdkSHnzwQV599VVSqRT/+q//yl/+5V8CEAgECDT4VPXNqPO6SIey1pJOJjh8z71NNwd11eYF7rsVgNLUFIH9+9u+VhERgG//5ReZvHiurfccfNth3vPLn2rotaVSiaeffpqTJ09y7tw5BgYG+JVf+RVeeeUV7rnnHr7whS/Q09PT0no0hFmkQ+XTKUrFhWoPq6t4olG84XBT9wjFYs5R4MDiWBsRke0mn88zMjLCiRMnOHDgAI8//jilUomXXnqJ3/zN3+Tll1+mp6eHz3/+8y1/lnasRDpUrdVCf9zpYbWn8VYLrtq8wOqTuaqzEpH11OjOUru5NVb19u/fz/79+7nvvvsA+MQnPtGWYKUdK5EOtdh1fbDp5qCuxXmB/YB2rERk59i9eze33HILb775JgDPPvssx44da/m+2rES6VDppNt1Pc7s+Djd73xn0/dw5wWWgl3g8ahJqIjsKH/yJ3/CL/7iL7KwsMDhw4f5i7/4i5bvqWAl0qHSUwm8fj8B46GSyaxpx8rtZVXIZvD29alJqIhsS5lMZsXrIyMjvPjii239LB0FinSodDJBND5A6epVgKbG2bhCtbE2Kaf7unasRERaomAl0qFSUwmncP1K881BXUvmBSpYiYi0TMFKpEOlkwki/YMU19B13XXdvEAFKxGRlihYiXSgcqlEdmaGSNxptWD8/tqTfc2o7VjNzeEbcMbaWGvbvVwR2eE69d+VtaxbwUqkA2VnprG2QqR/gOL4OL69ezCe5v86+wIB/MGQ0319IA7FIuXZ2XVYsYjsVMFgkKmpqY4LV9ZapqamCAaDTb1PTwWKdKBaD6v+OKXxq2s6BnR1R6POUeCtTv+WcjKJb9eutqxTRGT//v2MjY2R6MA+ecFgkP1NjvlSsBLpQLWu6/FBpsfH6Xn3g2u+VygSJZ9O4Y1Xx9okk3QdOdKWdYqI+P1+Dh06tNnL2DA6ChTpQOkpp8i8JxqllEjg37P2HSun+/ocvrjG2oiItErBSqQDpZIJgj1hPDNOPVQrR4HujtXiIGYFKxGRtVKwEulA6eQkkfgAxVpz0NZ2rPKpFJ5wGNPVpR0rEZEWKFiJdKD0VHJZc9Dmu667uqMxSgvzlObnqy0XOq/AVERkq1CwEulA6WSCSHyQ4vg4GIN/9+413ysUiQI4x4HxOKUOfHJHRGSrULAS6TALhTyFbIZo9SjQNzCACQTWfL/FeYFz+AbilHUUKCKyZgpWIh0mXQ0+kX6n63or9VWwdMfKG4+reF1EpAUKViIdJj1dDVZ9brBae30VOA1CYXFeYHl2Fruw0PI6RUR2IgUrkQ6TT80BEIpGKV1tres6QChSdxTo9rKanm5tkSIiO5SClUiHyadTAPgXithiEV+LwaqrpweP11vtZVUNVjoOFBFZEwUrkQ6TT6fBGLyzzs6Vf09rR4HGGKdJaLV4HdCTgSIia6RgJdJh8ukUwXCE8rVrAPj37mv5nrXu67V5gQpWIiJroWAl0mHy6RShSHSx6/q+1o4CwZ0XmMLb3w9oXqCIyFopWIl0mEJ6zglWV8bxRKN4w+GW7+nuWHkCAbyxmHpZiYiskYKVSIfJp6o7VuPjLddXuZx5gU7NlndAvaxERNZKwUqkw9QfBbbaasHVHY1SyKSplMv44gM6ChQRWSMFK5EOYq2tBqtIW7quu9zu64VMujqIWcFKRGQtFKxEOkhxvkC5VKIr0EUlnW6567prybzA6iBma21b7i0ispMoWIl0kHzKaQ4aKFUA2r5j5bZcsIUClWy2LfcWEdlJFKxEOkit63qh4HxtW42Vs2OlJqEiIq1RsBLpIG6w8mWc3aS27VjVjgIXm4Sq5YKISPMUrEQ6iBusvLOzGL+/1tCzVaFIpHr/Oby17usKViIizfJt9gJEpHFujZVvahqzdw/G057/N/L6/HR195BPaRCziEgrtGMl0kHy6RTGeODqtbYdA7rc7uveWAz8ftVYiYisgYKVSAcpZFIEIxFK41fx72lzsIpGyaXmMB4Pvv5+HQWKiKyBgpVIB8mnUoTCEUqJxLrtWAFOLysFKxGRpilYiXSQfDpFsCsItO+JQFf9vEAFKxGRtVGwEukg+XSKLq8XoG1d113d1WBlrcU3EKeUVI2ViEizFKxEOkg+naLL4wQrb19fW+8dikQpl0oUC3m88TjlqWlsudzWzxAR2e4aClbGmAvGmNeMMaeMMS9Wr/UZY75pjHmr+nVX3es/a4wZNca8aYz5wHotXmQncQcwB6oj/Ly9vW29/3VNQisVyjMzbf0MEZHtrpkdq/dYa0estSeqP38GeNZaewR4tvozxphjwGPAceAk8GfGGG8b1yyyIy3kc1TKZQIVJ1n52h2savMC5+p6Wek4UESkGa0cBT4CPFn9/kngI3XXv2StnbfWngdGgXtb+BwRAfLpNAD+YglPdzcmEGjr/RfnBabwxavBSgXsIiJNaTRYWeCfjTE/NMZ8qnptyFp7FaD6dbB6fR9wue69Y9VrItKCfNp5Ys9fmG/7MSDUHwXWD2JWsBIRaUajI23ut9aOG2MGgW8aY964yWvNCtfsdS9yAtqnAA4cONDgMkR2rlqPqVx+fYJV7Sgwha86g1A7ViIizWlox8paO179Ogl8Bedob8IYsweg+nWy+vIx4Ja6t+8Hxle45xettSestScGqvUcInJj7pxAfya7LsEqEArh9fnIp+bwdHfj6elRywURkSatGqyMMT3GmIj7PfB+4DTwFPDJ6ss+CXyt+v1TwGPGmC5jzCHgCPBCuxcustPUdqxmU+sSrIwx13VfL2vHSkSkKY0cBQ4BXzHGuK//f6y1zxhj/h34sjHmceAS8CiAtfaMMebLwFmgBHzaWqtmOCItyqdTeLxezGxyXYIVOHVWuWr3de9AnNKkdqxERJqxarCy1p4D7l7h+hTwvhu853PA51penYjU5NMpguEIldRbeHtj6/IZS8baDAww//rNyilFRGQ5dV4X6RCFdJpQTw9Yu347VvVHgX39lKam1uVzRES2KwUrkQ6RT6fo6goB7e+67nLmBTrByhuLUUmnNdZGRKQJClYiHSKfThGsNgVdzx2r+VyWcqlUO26sVBuTiojI6hSsRDpEPp2iy+uURa5n8br7WZ6o09eqPDe3Lp8lIrIdKViJdABbqTgDmKv9d9dzxwqcYOWNOSGrXD0aFBGR1SlYiXSA+VwOW6nUBjCvX41VNVil5vDGnM8oz2rHSkSkUQpWIh3AnRMYKJbB68UTiazL59TPC/TGdBQoItIsBSuRDuC2QPAvLOCNxag27G27lY8CFaxERBqlYCXSAfLVJ/N8ucK6HQNCXbBKzeGtHgtWtGMlItIwBSuRDlDbsVqnAcwuj9dLsCdMPp3CBAKY7m7VWImINEHBSqQDuMHKm1o8olsvzrzAxSaheipQRKRxClYiHcAZwOzDzM6t644VLJ0X6I1GVbwuItIEBSuRDpBPpQhFo1RmZ9c/WNXNC3R2rBSsREQapWAl0gHy6RShnjC2sL7F6+D0sqrtWMViKl4XEWmCgpVIB8inUwRD3cD6NQd1uTtW1lo8saiK10VEmqBgJdIBCukUXes8gNkVisaolMvM57IqXhcRaZKClUgHcAYw+4H1D1bddYOYvbFe7Pw8lUJhXT9TRGS7ULAS2eIqlTKFTIYus74DmF0rNQnVk4EiIo1RsBLZ4uazWaytEKg4P2/EUSBALpXC21sda6NgJSLSEAUrkS3ObX0QKJUB8O7aoB2rtMbaiIg0S8FKZIvLp9wBzEVMdzeeahH7eqnVWKVSeGLasRIRaYaClcgWV5sTmC+s+zgbAF9XFz5/oFa8DlCe05OBIiKNULAS2eLyGSfU+NZ5ALPLGFMba+ONqXhdRKQZClYiW5x7FOhLpWvF5OstFI2SS83hCYfB69VYGxGRBilYiWxx+XQKr98Pc+s/gNnldl83xmgQs4hIExSsRLa4fDpFKLIxA5hd3dWjQABvNKqnAkVEGqRgJbLFucGqnEpt+I4VgKc3puJ1EZEGKViJbHG1AcyVCr6NClbRGAv5PKViEW80pqNAEZEGKViJbHGFdIpgoAtY/67rrsVeVnPOIGYFKxGRhihYiWxx+XSaLt/GDGB2LXZfTznBKqWjQBGRRihYiWxhlXKZQjZDwOP8Vd2wYFUdZZOr9rKqpFLYSmVDPltEpJMpWIlsYYVsBqylyzo/b0TndYBQpHoUWN2xwloq6fSGfLaISCdTsBLZwtzmoIGys1u00TtW+dSc5gWKiDRBwUpkC8unnTDjWyiCx4OnGnjWWzAcxhiPs2MVVbASEWmUgpXIFrZkAHM0ivFszF9Zj8dLMBx2ngrsdYOVCthFRFajYCWyhdWCVS63YceArlA05hSvR91BzLMb+vkiIp1IwUpkC8tXC8a9qczGB6tq93WvaqxERBqmYCWyheXTKXyBLszcxo2zcTnzAlO14vWKelmJiKxKwUpkCyu4cwI3cACzKxSJkkvN4QkEMKEQ5VntWImIrEbBSmQLy29isApGIsxnM1hr1X1dRKRBClYiW1g+lSIYDmPz+Y0PVuEIlXKZYiGveYEiIg1qOFgZY7zGmJeNMV+v/txnjPmmMeat6tddda/9rDFm1BjzpjHmA+uxcJGdIJ9OEewKAhvXHNQVDIcBKGQyeKNRPRUoItKAZnasfgt4ve7nzwDPWmuPAM9Wf8YYcwx4DDgOnAT+zBjjbc9yRXaWfDpVN4B5Y8bZuILhiLOGTBpvb4yK+liJiKyqoWBljNkPfAj4b3WXHwGerH7/JPCRuutfstbOW2vPA6PAve1ZrsjOUS6VmM9l6fI4/1+y4cXrPU6wKmTSeHQUKCLSkEZ3rP4Y+F+A+vH2Q9baqwDVr4PV6/uAy3WvG6teE5fCIxIAACAASURBVJEmFDJOD6uAO4B5U48CFaxERBqxarAyxnwYmLTW/rDBe5oVrtkV7vspY8yLxpgXE4lEg7cW2TncruuBysYOYHa5R4GFjNMk1M7PUykUNnQNIiKdppEdq/uBnzPGXAC+BLzXGPPXwIQxZg9A9etk9fVjwC11798PjC+/qbX2i9baE9baEwMDAy38EUS2p1qwWigBmxmsMnhj7lgb1VmJiNzMqsHKWvtZa+1+a+1BnKL056y1vwQ8BXyy+rJPAl+rfv8U8JgxpssYcwg4ArzQ9pWLbHO1OYGFeUwwiCcY3NDP9wUC+Lq6nOL1Wvd1HQeKiNxMK32sPg88bIx5C3i4+jPW2jPAl4GzwDPAp6215VYXKrLT5KsNOX251ntYvT71Or/3b79HsVJs6n3BcIRCXbBSnZWIyM01Faystf9irf1w9fspa+37rLVHql+n6173OWvtrdba2621T7d70SI7gbtj5Uu3PoD5ucvP8Q/n/oEfTf+oqfeFesIUMhk8UQUrEZFGqPO6yBaVT6fwdwVhbq7lYHUlfQWA15KvNfW+2o5VrxusVGMlInIzClYiW1QhnSIUbc+cwCuZFoOVjgJFRBqiYCWyRWXnZumu9o9qtev62oNVmEI2g6enBzwejbUREVmFgpXIFpVKTBLpH3CCVWztO1YL5QUmc5OEfCHOz50nvZBu+L3ujhXG4I1GqaR0FCgicjMKViJbkLWWdDJBJNYL5XJLR4HXstewWB665SEAzkydafi9wXCEcrFIaWEeTyxKeVZHgSIiN6NgJbIF5eZmKRUXCHf3AK01Bx3LjAHwgYMfAOB08nTD710y1ibWS1k7ViIiN6VgJbIFpZLOIIOegNMUtJUaK7e+6ljfMd4WfRuvJRqvs1rsvu4UsKt4XUTk5hSsRLagVHV+Zo/HC7S2YzWeGcdnfAx2D3Jn/M7mdqx66oJVNKpgJSKyCgUrkS3I3bEKVZz55a0EqyvpK+zu2Y3X42U4PsxkfpJr2WsNvXfpUWCMioKViMhNKViJbEGpxCSBUDe+XB5oMVhlrrAvvA+AO+N3Ao3XWblHgflqk9ByKoWtVNa8FhGR7U7BSmQLSiUniQ4MUp6drbU6WKsrmSvsizjB6va+2/F5fA33swrV1Vh5olGwlkq68XYNIiI7jYKVyBaUTkwSjQ84XdejUYzXu6b75Et5pgpTtR2rLm8Xt++6veEdK19XF16fj0I2U+ulpScDRURuTMFKZAtKJRO1HatWjgGvZq4CsDe8t3ZtOD7MmakzlCvlVd9vjKkba+PsmqmXlYjIjSlYiWwx87ks87ks0XjrwcrtYbU/vL927a6Bu8gWs1xIXWjoHtfNC0wpWImI3IiClcgWk0o4TwQ6O1ZzeNrQw2r5jhU0PjcwGA5TSC8GKz0ZKCJyYwpWIluM22rB3bHytdjDKuAJEA/Fa9cORg8S9ocbbhTq7lh5qgX06mUlInJjClYiW8zSHavWjgKvZK6wN7wXj1n8q+4xHo7HjzexYxUhn80sHgXOqXhdRORGFKxEtphUMoHX7ycUDFHJ5drWw6renfE7eWvmLQqlwqr3qO1YdXVhQiHtWImI3ISClcgWk5qccFotVNsarEewGo4PU7Il3ph+Y9V7hMIRSvPzlBYWNNZGRGQVClYiW4zTHHTIaQ7K2oNVZiHD3PzcksJ1VzMd2GtjbarHgXoqUETkxhSsRLaYVDJRaw4Kaw9W7hOBbtf1eoPdgwx1DzVUZxUMLx3EXFEfKxGRG1KwEtlCigvz5OZma08EQuvBqr6HVb0743c2tmPVUzfWpjovUEREVqZgJbKFpJMJYPGJQFh7sBrPjAOseBQITp3VpfQlZguzN71P7SgwUz0KVI2ViMgNKViJbCG1VgvxwdromFZ2rEK+ELu6dq34+1qd1dTNd62WHgUqWImI3IyClcgWUmsOWt2xMoEAJhhc073GMmPsC+/DGLPi74/1H8NgVq2zWhKsYjFsoUBlfn5NaxIR2e4UrES2kFQigfF4CPf1U55zmoPeKBitZjwzvmKrBVc4EOZw7PCqdVaBUAjj8ThPBfa6TUK1ayUishIFK5EtJJWcJNzXj8frpTw7t+ZjQGvtDXtY1btzwClgt9be8DXGmMVBzNWxNpoXKCKyMgUrkS0klZgkGh8EoDwzg7evb233WUiRLWZvWLjuujN+J9OFacaz4zd9XTAcIZ/J4HHH2ujJQBGRFSlYiWwhTnPQumC1xh2rscwYcONWC67h+DDAqgOZg+FwtcbKWY+OAkVEVqZgJbJFVMplMtNTS3esdq3xicC008NqtR2rI7uOEPKF+OHED2/6upB7FBhzjgI1iFlEZGUKViJbRGZ6ClupEB0YwJbLlOfm8O1auVXCatweVit1Xa/n9/h55+538t3x7970dcGecK2PFUB57ua9r0REdioFK5EtYkkPq1QKrMXbu7ZgNZYZIxKIEA1EV33tA/se4FL6EpdSl274Grd43RMOgzE6ChQRuQEFK5EtYkkPq5kZALwt7Fit9kSg64G9DwDwnSvfueFrguEIC/kclUrFmReoo0ARkRUpWIlsEe6OVaR+APMag1UjrRZct0Rv4UDkAM+PP3/D17hjbeZzWWdeoHasRERWpGAlskWkkpN0x3rxB7rqdqyaL1631jKeGV+1cL3e/fvu59+v/Tvz5ZU7qrvd1/PplMbaiIjchIKVyBaRSiaWtFoA1lS8PlWYolAuNLxjBU6dVb6U56WJl1b8/eJYm+ogZvWxEhFZkYKVyBZR3xy01EKN1ZWM02phtR5W9U4MncDv8fP8lZWPA0PL5gXqqUARkZUpWIlsAdZa0kt2rGYxwSCeUKjpezXaw6pet7+be4buuWGd1dJBzCpeFxG5EQUrkS0gNzdLqbhAND4AuM1B1/hEYHU8TTNHgeAcB47OjnIte+2639UfBXqqR4G2UlnT+kREtjMFK5EtoL7VArTWdX0sPcaurl10+7ubet8D+27cdqGruxuMoZBN443GoFKhksmsaX0iItuZgpXIFpBKJACWjLPxrbE5aDM9rOodjh1md8/uFeusjMdT7b6eXuy+rgJ2EZHrKFiJbAGpxASwuGNVml37UeCVzJVVR9msxBjD/Xvv5/tXv0+xUrzu984g5gze3mqwmlXLBRGR5VYNVsaYoDHmBWPMK8aYM8aY/1y93meM+aYx5q3q11117/msMWbUGPOmMeYD6/kHENkOUslJurp76OruAZzidW9v80eB5UqZ8WxzPazqPbDvATLFDK8mXr3ud+5YG2/UHcSsJwNFRJZrZMdqHnivtfZuYAQ4aYz5SeAzwLPW2iPAs9WfMcYcAx4DjgMngT8zxnjXY/Ei24XTasEpXLfFIpVUak07Vol8glKl1FSrhXr37bkPn/GteBxYC1bVo8CKmoSKiFxn1WBlHW6Vqr/6nwUeAZ6sXn8S+Ej1+0eAL1lr562154FR4N62rlpkm0klE0TcwvVqYFlL8brbw2qtO1aRQIS7B+9esYDdqbFyngqsX6eIiCxqqMbKGOM1xpwCJoFvWmt/AAxZa68CVL8OVl++D7hc9/ax6rXl9/yUMeZFY8yLiWrhrshOVd8ctJWu6+OZtbVaqPfAvgd4ffp1kvnkkuvujpWvekTpzjMUEZFFDQUra23ZWjsC7AfuNcYM3+TlZqVbrHDPL1prT1hrTwwMDDS2WpFtqJDNsJDPLRaut9B1fSwzBqx9xwrg/r33A/Dd8e8uuR4MRyjkslifF093t4KViMgKmnoq0Fo7C/wLTu3UhDFmD0D162T1ZWPALXVv2w+Mt7xSkW0qlXD+6sTquq7DGsfZpK8wEBqgy9u15vXc3nc7/cH+644DQ+EwWMt8Loe3t1fBSkRkBY08FThgjOmtfh8Cfhp4A3gK+GT1ZZ8Evlb9/ingMWNMlzHmEHAEeKHdCxfZLlLJZT2sZtcerMazK/ewKmSLjP5wcoV3XM9jPNy/736+N/49ypVy7fqSsTa9vZQUrERErtPIjtUe4NvGmFeBf8epsfo68HngYWPMW8DD1Z+x1p4BvgycBZ4BPm2tLa94ZxGp7VjVd10H1tRuYTwzzp7wnuuuv/RPF/mn//s0sxO5hu5z/977mZ2f5ezU2dq15cGqoj5WIiLX8a32Amvtq8A7Vrg+BbzvBu/5HPC5llcnsgOkkpP4Al2EotWn7WZm8HR34+lq7jivYitM5ibZ3bN7yXVrLedOObti42/N0ju0+qibd+19FwbDd8a/w50DdwJOg1Bw5gUGenspXrnS1PpERHYCdV4X2WTpxCSR+ADGOM99lNfYdX2mMEOxUmSoe2jp9Ws55ibzAIyPNnZ8tyu4izvjdy6ps1q6YxVTjZWIyAoUrEQ2WSq52BwUnKcC1xKsJnLOWJzd3Ut3rNzdqqFDUa42GKzAaRZ6JnmGQqkAXH8UWE6lsGWd8ouI1FOwEtlkqWSiVl8F1XE2awlWWSdYDfUs3bE6fyrB4MEot90zSCpZIDMz39D9jsePU7Zl3ph+A3AahALVeYG9YK0GMYuILKNgJbKJigvz5OZma08EglNjtZau6+6OVf1RYGamwOTFNIdH4uw94tyz0V2r4X6nXd2ZqTMAeLxeAqFu8plUrbBex4EiIkspWIlsosyU0928/iiwPDOzpq7rk7lJfMZHX7Cvdu38K879D48MEN8fxt/lbbjOaqhniIHQAKeTp2vXQpHI4o4VClYiIsut+lSgiKyfzMw0AOG+fgAqCwtUstk111jFu+N4PYszz8+dStA71M2u3T0A7D7cXJ3V8fjx2o4V1A1idoOV5gWKiCyhHSuRTeQGq55dzi5Trev6GnpYTWQnlhwDFrJFxn80y+GRxd2wPbf1MjWepZAtNnTP4f5hLsxdILPgzGGvBSt3ELN2rEREllCwEtlEmekpAMK7nB2r8qzbHHRtO1b1weri6SkqFcuhkXjt2t7besHCtR83ttM0HB/GYmuNQoM9YR0FiojchIKVyCbKzkzh7woSCIWAuq7rTR4FWmudYFX3ROD5Uwm6YwGG3hatXRs6FMXjNQ3XWR3rPwbA6SmnzsrdsfJEIuDxKFiJiCyjYCWyiTLT04T7+habg9aCVXNHgamFFPlSvrZjVVooc/HsNIfvHsB4TO11voCXwbdFGq6z2hXcxb7wvloBuxOsnGNBb0xNQkVEllOwEtlEmZnpWn0VOM1BgaafCpzMOfMG3R2ry2/MUJovLzkGdO25rZfJi2lKC4019xyOD3Mm6RSwB8NhrK2wUMg7TUI1L1BEZAkFK5FNlJ2ZrtVXwdoHMC/vYXX+VIJAyMe+t18f0Pbe1kulbJk431hzz+H+Ycaz40wXpq/vvj6nHSsRkXoKViKbxFpLZma61moBoDw7hycSwfj9Td2r1nW9e4hKxXL+1SRvG+7H67v+r/juW2NgGp8beDx+HIDTydN1wSqjHSsRkRUoWIlskvlsltLCPOG6o8ByC3MCDYaB0ADXfjxLIVNc0mahXrDHT//ecMN1Vsf6j2EwnEmeIRh2xtrkqy0XVGMlIrKUgpXIJsnMOK0Weq4LVmsbZ9Mf6sfv9XPuVBKPz3DgeN8NX7/3thjXzqWolCur3rvH38Ph2GFOT50mtPwoUMFKRGQJBSuRTVLrur4sWPla6GFlreX8KwluuaOPQPDGgxX2HOmlOF8mOZZp6P7H48c5nTxN17JBzDafpzLf2FBnEZGdQMFKZJNka8FqscaqNLvGo8DsBIPdg0xdyZBKFm54DOjae5uzKzb+VoMDmePDTBemmcUJYkvG2mjXSkSkRsFKZJO4Xdd7+up3rGbXXGM11D3EuVNJMHDwruvbLNTr6e0iGg9ydbTBDuz9wwC8nnoTf1dQwUpE5AYUrEQ2SWZmmmBPGH+gC4BKPo/N55sOVrlijvRCmqGeIS68mmTP4Rjd0cCq79t7Wy9XfzyLtXbV197edzs+j6/2ZODSsTZ6MlBExKVgJbJJMtNTSwvXqzs/zRavuz2sBruGmBrLsOe2xt6/50gv+XSR2Yncqq8NeAMc6T1SezKwkE3j7dUgZhGR5RSsRDZJdnkPqzU2B3W7rsdyA1Qqlvj+cEPvW0ud1dmps06w0lGgiMiKFKxENklmZnrJE4FrHWfj7lj5ZpxA1b+vsWAVGwwRivgbr7OKD5Mupql0eZcdBSpYiYi4bvw8toisG1upkJ2dXtbDyj0KbDJYVbuulxI+vD4PvUOhht5njGHvbb2Nd2DvdzqwZ7zzFNMpPMEgJhhUsBIRqaMdK5FNkE+nqJTL1/WwgjUEq9wEsa4Ys+N5+vb24PE2/td6z229pKcKZGYKq7721t5bCXqDzJCmkMlgrVWTUBGRZRSsRDZBrTno8horY/BGo03dayLrtFqYupKhv8H6KtfeI9U6qwZ2rXweH0f7j3K1MkWlXKI4X6gOYtZTgSIiLgUrkU3g9rCqbw5anp3BG41ifM2d0E/kJtjnOUA+XSTeYH2Vq39/GK/PQ+JSgx3Y+49zpXQNqDYJ1bxAEZElFKxENsFKcwJLLQxg3l04CND0jpXHY4jGg6ST+YZePxwfJuN1Rti4BewKViIii1S8LrIJMtPOUWBP3VzAtXRdXygvMF2YptfuxkLTO1YA0XiIuSaC1bzfGdxcyKTxK1iJiCyhHSuRTZCdmaY71ou37tivPNt8sHJ7WAXnYvT0dhEM+5teSzQeIpXIN9SB/UDkAL4e56nDXGquVmPVyHtFRHYCBSuRTZCZWdp1HZzi9bV2XbdTXQ03Bl0uGg+yUCgznyut+lpjDAf2vx2A2WtXnV5W5TKVdHpNny0ist0oWIlsgsz0NJG6JwKttZRnZppvDpqdwFPxMp+0DTcGXS4ad3agUg0eBx7fcxeZUInE2MXFJqF6MlBEBFCwEtkUy3esbC6HXVhY01HgrvwQtkILO1ZOsJpLNBis+o8z11Pk6qVRzQsUEVlGwUpkg5VLJXKpuWXjbKpd13ubbw66d/4w0PwTga5oPAg0vmM1HB9mLlwkc20ST7XnloKViIhDwUpkg+XmZsHapT2sWui6vm/+sDPKZrCxUTbLBYI+QhE/qanVu68D7O7ZTWVXEFsskTcGULASEXEpWIlssJV6WJVn3WDVZPF6doL+3L6mR9ks5z4Z2KjB/QcBmMs7jUXdOYciIjudgpXIBquNs1lpTmBvc8HqWvYa3XN9az4GdEXjoYaPAgFuvfUuAK4mroAx2rESEalSsBLZYLVxNsvnBEJTTwWWKiWyqXm884E1NQatF40HSU/PUylXGnr93W97J/O+MucvnsUTjSpYiYhUKViJbLDszDTG46E7GqtdK83MgMdTKwZvxFR+il3ZPcDaC9dd0XgIW7FkZuYbev3wwDBz4RLJK5fw9sbUbkFEpErBSmSDZaan6dnVh/Es/vUrz8zi7e1dcm01E7kJ+rN7gbW3WnDF3JYLDR4H9vh7sH1BFiZn8MY01kZExKVgJbLBMjNTS+qrwO263vwTgf25fXTFvAR7mh9lUy/itlxoooA9tmcvvnyFcjSiYCUiUqVgJbLBsjPTNwhWa3kicC/9+3paXlN4VxCPx5BKNtZyAeCWt90OwFSX2i2IiLhWDVbGmFuMMd82xrxujDljjPmt6vU+Y8w3jTFvVb/uqnvPZ40xo8aYN40xH1jPP4BIp8nMTNNT18MKnHYLTY+zSTtd13ff0lwgW4nHY4j0B5t6MvD47fcCcM3mFaxERKoa2bEqAf+ztfYo8JPAp40xx4DPAM9aa48Az1Z/pvq7x4DjwEngz4wx3vVYvEinKS7MU8ikr9uxKs3MNt11ffpaFo/1Et8facvaogPNtVy469Z7KXssk+UclWwWu7DQlnWIiHSyVYOVtfaqtfal6vdp4HVgH/AI8GT1ZU8CH6l+/wjwJWvtvLX2PDAK3NvuhYt0omy1rUJ4+QDm2dmma6zy15zWCK0+Eehyelk1fhTo9wcoRn2kFpz3lFOptqxDRKSTNVVjZYw5CLwD+AEwZK29Ck74AgarL9sHXK5721j1msiO53Zdr9+xqmQyUCo1HayYCmI95TWPslkuGg9SyBaZz5cafk9wsI+FohPwdBwoItJEsDLGhIH/Dvy2tfZm/2tqVrhmV7jfp4wxLxpjXkwkEo0uQ6SjZW/Wdb2J4vWKrRCci2H75lsaZVPPbbnQzHHg4P6D+Is+KkbBSkQEGgxWxhg/Tqj6G2vt31cvTxhj9lR/vweYrF4fA26pe/t+YHz5Pa21X7TWnrDWnhgYGFjr+kU6SmbaCVY9LXZdn85P05fdQ3Bw9dc2KrqGYHXbrXdjMGQDfgUrEREaeyrQAH8OvG6t/T/qfvUU8Mnq958EvlZ3/TFjTJcx5hBwBHihfUsW6VyZmSm8fj/BnsW6qFJtx6rxYDU2cY1QKULv3vYcA4JzFAiQSjReZ3X48DAA2WBAwUpEBPA18Jr7gf8AvGaMOVW99nvA54EvG2MeBy4BjwJYa88YY74MnMV5ovDT1tpy21cu0oEy005zUOf/VxzlGSeQNBWsLjrH53sONFmXdRNd3X66un1N7Vjt2uuUT2a6tGMlIgINBCtr7XdYuW4K4H03eM/ngM+1sC6RbSm7Ug8rd8eqt/Eaq8RYGghz8NCedi6v+mRg48EqEAxhoiHSswGyUxP0r/4WEZFtTZ3XRTZQZmZ6SasFqAYrnw9PuPG2CZlrJTKBWfb0t7HICidYNTov0BXbs4dU0E/y2oW2rkVEpBMpWIlsoMxK42xmnXE29ceDqyknfWQiSbye9vbejQ0ESU8VqFSue5D3hm552+3kAwFSieueURER2XEUrEQ2yEI+R7GQX6Hr+gy+Jrqul4sVfHPdlPqy7V4i0XiIStmSnZ1v+D2Dtxyi4vGQnZtp+3pERDqNgpXIBklPX98cFJzi9WYK16evZTHWg3+g/c+E1FouJBo/Duzbux+AhdwC1ja+0yUish0pWIlsELc56ErF680Eq8kLTn/eyF5/+xZXVQtWU40Hq/79Ttu6ivVyMXWx7WsSEekkClYiGyTjdl3vW75jNdNU1/XLP56i4MsysLvx9zQq3NeF8ZimZgZ2x3rxeTyUPQFeS7za9jWJiHQSBSuRDZJZ4SjQlsuU5+aa2rG6dm6WifAFdoeH2r5Gr9dDeFcXc00cBRpj6I3EyAUCnL3yctvXJCLSSRSsRDZIdmaaQChEINRdu1ZOpaBSaXiczXyuSHayxETkAoOh9rZacDXbywpg165+MkE/5y9qx0pEdjYFK5ENklmpOWh1dqB3WUH7jUxU66smwhfoCzb2nmbF4sHmg9XAEPN+H8krP2a+3PgThSIi242ClcgGccfZ1CslnNE0vgYHkV87lwIsk+GL7Aq2b5xNvehAiHy6yEKh1PB7+qoF7L2zHt6YfmNd1iUi0gkUrEQ2yErNQWvBarCxYDVxfg7bN0/ZXyQSiLR9jbD4ZGB6qvEC9v6DhwHYlfHzWuK1dVmXiEgnULAS2QDWWrIzU/QsD1aTje9Y2Ypl4nyKhf45ert68Zj1+evrBqtmCtj7Dt2KqVj65nt4VU8GisgOpmAlsgEKmTTlUonwshqrUiKBCQYbmhM4O5ljPlcitesasa7Yei2VmNvLqok6K39fHz0LRaKlHr4z/h0KpcZ3u0REthMFK5ENsNjDalmwSibxxeMNzQl06qsgEbnErq71qa8C6OrxEQh6m+plZfx+wqUKnpKP9EKa5y49t27rExHZyhSsRDZA9gbjbEqJROOF6+fnCIR8XA1cpLer/c1BXcYYIvFQU93XAaIeH/likf3d+/j70b9fp9WJiGxtClYiGyA9Uw1WfWsPVhPnUgwdijI7P7tuTwS6YvFQU/MCAaJdISzw4b738oOrP+BK5sr6LE5EZAvzbfYCRHaCbLVfVU/v9cGq513vWvX9C4US0+MZDt19kJm5mXXdsQKIxoNcPDOFrViMZ/VjSoBYOAr5KU74j2MwfG30a/zHkf+46vue//LfMHX5Il09PXR191S/hgn29NC3dz+7b3t7q38cEZENo2AlsgFSUwlCkSi+QKB2rVIoUEmnG9qxmryQwlroPRCg9Epp3XesovEQ5WKFXGqBnt6uht7Tu6sf8lMwleUn9/wkXx39Kr9x92/c9OnF6fErfP+//22t9mw+m6U4v1jb5fF6+c0v/g3BBor7RUS2AgUrkQ0wN3GN3qE9S66VkkkAfAPxVd9/7bxTuO7bU4JXWP8dq4Fqy4VkvuFgFezrI3ipzPSVy3zsQx/jP/3rf+L7V7/PT+39qRu+57Xn/gmP18sv/eEf09PrhMVyqcR8LsvY2df4h//z84y9cYbbTtzX+h9KRGQDqMZKZAPMTlwjNrR7ybVmelhNnJtj1+5ucp40wIbUWEFzLRe8vb1EcgUunXmVd+99gGggylff+uoNX18qFjnzL9/i1hP31UIVgNfnozsa4/BP3IvX72fsrPpiiUjnULASWWflUol0MkHv8mDV4Dgbay3XzjuF6zPzM8D671hF+oJgaKqA3dvby9uSKTLTU5z//g/40OEP8eylZ5mbn1vx9W+98F3y6RR3/fQHV/y9LxBg75E7uHz29Jr+DCIim0HBSmSdpZMJrK0QG1xbsEol8xQyRXYfjtVCynoHK6/fQ7i3q6leVt7eGAPpHP279/LC1/6Ojxx+hIXKAt84/40VX//at54hNrSbtw3ffcN77j82zOSFcxSymab/DCIim0HBSmSdzU5eA7j+KDCRAK8X77IWDMu5jUGHDsWYKVR3rILrG6zAKWBv9ijQACPv/Cmmr1wmcCHNHX138JW3vnLda6fHx7h89jXufO8HMJ4b/zN0y7E7wVquvHF2LX8EEZENp2Alss7mJqrBaoUdK19//02DBTj1Vf4uL317e5idn8VrvET86zOAuV40HmxqXqC31wl7h3bfQnRgiBe+9v/ykVs/+kfXQgAAIABJREFUwuvTr/P61OtLXvvqs07R+vBDP33Te+4+cjten4/LZzXYWUQ6g4KVyDqbm7yG1+e7vjloMoEv3tgTgYMHo3g8hpl5p4dVIyNwWhUb7CaXWmAhX2ro9W6wsqkU7/zZj3H1rTe5p3grfo+fr44uFrGXFhY48/89y20nfnJJ0fpK/IEu9hy5gzHVWYlIh1CwEllncxPXiA4M4fF4l1wvJZKr1lcVF8okxzLsPhQFYLaw/l3XXbuGup3PnMw19Ho3WJXn5jj+np8mFI1x9htP874D7+Pr577OfHkegLf+/XsUblK0vtz+Y8NMnv8x87nG1iEispkUrETW2ezk9a0WoHoUOHjzYJW4mMZWLLsPxwBqO1YbodcNVhONBRpPOAxeL+XZWfyBLu75mUc4f+qHvD/0U6QWUnz78rcBePVbTxMb2s2B4bsauu/+o8NYW+HKm2fW9gcREdlAClYi62xu8tp19VW2VKI8NbXqjtW1c85TgEObsGMVGwyBgZkGg5UxBm8sRnl2FoC73/8zBEIh5r/3Frt7dvOVt77C1JXLjJ09zV3vO7lqbZlr79vvwOP16ThQRDqCgpXIOspn0sxns9f3sJqaBmtXDVYT51PEBkKEIs4onI3csfL5vUT7gw3vWIFzHOgGq2BPmLt++oP86Hvf4ef638/3xr/H9575ezxeL8f/h/c1fE9/V5Ddt71dBewi0hEUrETWUe2JwOXBKun0sPLepHjdWsu1c3MMHXZ2qyq2wtz83NqC1dwYfPdPoNxYIbqrd6i7+WA1M1P7+Z6feQSP18OBN8FThjf/9V+47Z3vWrVofblbjt3JxLlRFvKqsxKRrU3BSmQdzVV7WPXeoDmo/yY7VunpArnUArsPOfVV6YU0ZVte21HgP/2v8M//G/zb/97U29xgZSu2odf7dw9RvHat9nO4r59j734vF77zPT44dxf8/+ydd3hUZdqH72nJZFImvU56g1RKCL1JEZSigoqu3bWvZXXXssVd66r7ra51LVhBVEAUCyIgHUKAhEAo6Y30OunTz/fHkEBIm4SEoue+rrkGzpzznvdMJjm/ed7n+T06IzGX9W2x0BOamDgEi4Wy7BP97ywiIiJyARGFlYjIMKLt9LDy6bLdFtf1qlONlzsS1wftul5fCCe+Awc32PEylOyz+VA3HxUmg4UWrd6m/RUBGowVFQhmc+e2pIVLMJmMeKY20qQyUuDS0McIPRMQNRKpTEapuBwoIiJykSMKKxGRYaSxuhIHFzV2Dqou2zuElawPYVVZ0IhcIcU9wBFg8H0C970DEhncuRlcg+Dru0DXc/++sxloZaBCowGjEVN1dec2d/8AopIngSBQES5hTe6agc0fUCiV+IRHinlWIiIiFz2isBL5TWMymjn4UxG6VuOwjN9YVdltGRCswkqmViO1s+vxOEEQKM6swzdcjUxm/TXV6qxJ4QNaCmyrh0MrIeE68IyEa5ZDUxn8+JhNh7v6WEWdzcIqIAAAY2lpl+2TrvsdIaPGMnrWFaRUpFDSVGL7NZwicGScNc9KZ7sbvIiIiMj5RhRWIr9p8tOqSV1fwJZPjiMItuURDYTGXjyszLW1yLx6T1yvKmqisaadqOTTS4iDilgd+BCMbTDpQev/A8fBjKcgcw0c/qrfwx1d7VDYy2y2XLDTWIWVoaysy3YPTRBLnnqGJYnLkElkrM1da/s1nCIwJh6L2Uy5mGclIiJyESMKK5HfNHnpNUilEooz6zj8y8khHdtsMtFUW9PNwwrAVF3TZ35VTmoVMoWU8NHendsGHLEy6mD/exAxB7xHnt4+9VEImmSNWtUX9jmERCIZUGWg3N8fJBKMpWU9vu6t8mZG4Ay+zf0Wg9lg23Wcwj96JBKplNITop+ViIjIxYsorER+sxh0Jk4eryduegBho7xIWZffmTA+FDTX1iBYLN08rOCU63ovwspstpB7sIrQRE/sHOSd2xv0DSikClRyVY/HdePIl9BaA5Mf6rpdKoNr3geJFNbdBea+l0EHIqykdnbIvb27LQWeyXVR19Ggb2BL8RabxuzAzkGFb1gkJ0WjUBERkYsYUViJ/GYpzqzDbLIQPsabmTePwNHVnk0fHkXfNjT5Vtrqnj2sBEHoU1idPFaPrsVIdHLX47R6LW72brY1YLZYYO9b4JcIIVO7v+4aCAtfg9IDsOOVPody9VHRXK/DZDD3uV8HCo0GY1nPESuACf4T0DhpWJ2z2qbxzkQTE0dlXg5GvW7Ax4qIiIicD0RhJfKbJf9QNSoXO3zD1SgdFcz9fSzN9Xq2rcwaknyrTnPQs5YCLY2NCEZjr8Iqe38lSkcFgbHuXbY36BpwVdqYX5X7M9TlwqSHoDchFrcERv3O6m1VvLfXoVx9HECAxhrbksYVAf4YynqPWEklUq6Nvpa0qjTytfk2jdmBNc/KRHlO1oCOExERETlfiMJK5DeJUW+m+GgdYaO8kEqtwsM3TM2ExWHkp9dwbFf5OZ+jsboSmVyOk3tXgdSXh5Wh3UTh4Voik7w7qwE76IhY2cSeN0AdCDFX9b3f/JfBNRi+uQd0PS+Dup2qDGyotDWBXYOpsgrB2Hvk76qIq5BL5azNGVgSu390DBKJVPSzEhERuWgRhZXIb5KSY3WYDBbCx3QVN6PnBBEU487u1bnUljaf0zkaqypx8fJBKpV12W6qrQVA7tldWOUfqsFstBA1vntels0Rq9KDULIXJtwPMnnf+9o7w9XvWVve/PxUj7uovR2AgVguaMBi6eLAfjbuSnfmBM9hff562k222yfYq1R4h4aLeVYiIiIXLf0KK4lE8pFEIqmWSCRHz9jmLpFINkskktxTz25nvPaURCLJk0gk2RKJ5PLhmriIyLmQf6gGpZMC/8iuQkUilTDrthjsHeX8/MExDLqB9dY7E20vVgt9Raxy9lfi4uWAT6hL9/H0WtusFva+AUo1jLnZtokGjYfJj1j9rrJ+7PaynVKOo6v9OXtZnc11UdfRbGjm56KfbZvnKQJj46nMy8ZosM0NXkREROR8YkvE6hNg3lnbngR+EQQhEvjl1P+RSCQxwDIg9tQx70gkEhkiIhcRJqOZoiO1hCV6IpV1/xVQudgx945YGqvbSFk3sBygM2msruzZaqFDWHl3FVYtDXpKsxuITvbplqButphpMjT1L6zqC+DE95B0hzUaZSszngLfePjuIWip6fayq4/KZi8rhUYD0GcCO8BYn7GEqcNYkz0wJ3bNyDjMJhMVOdkDOk5ERETkfNCvsBIEYSdQf9bmxcCnp/79KXDVGdu/FARBLwhCIZAHJA/RXEVEhoSTJxow6s2Ej/HudZ+AaDdipvhzYm8F7S0D81sC0LW0oG9txfWsHoFg9bCSODggdXTssj33QBUI9LgM2GxoxiJY+vawMupg+8vW9jXj7x3YhOV2cM0HoG+G7x+Gs5L33TqaMduQ1K/w9QGZDEM/ESuJRMJ10ddxpPYIWfW2J6MHjIgBoDxHNAoVERG5+BhsjpWPIAgVAKeeO+5QAcCZLoulp7aJiFw05KdXY6+SEzCi70TwhJmBmE0Wju8eeCJ7Y4fVgq9ft9c6rBbOjkpl76/EJ9QFV+/uPlV9uq43V8G2F+G1WKt31bg7wbm7OOsX75Ew62nI/tG6LHgGrj4qDO0m2pv7t6KQyOUofH17NQk9kwVhC1DKlHyZ9aXN01Q6OuHs6UVd6cDb4oiIiIgMN0OdvN5TXXePX3ElEsndEonkoEQiOVhT033pQURkODCbLBQdqSU0wbNb1d3ZuPs7EhDtxtEdZVjMlgGdR1tVAdBzn8DaWuSeXdvZ1JW1UFfaQnQP0Sqw5lcBXasCK47AN/fBf+OsXlSacXDLdzDvpQHNtQsT7rf6Xm18EhqKOje7+nY0Y261aZj+vKw6UNurWRi+kO/zv6e2vdbmaXpogkRhJSIiclEyWGFVJZFI/ABOPXe0si8FAs/YTwP0+HVfEIT3BUFIEgQhyauP1h4iIkNJaXYD+jZTn8uAZ5IwU0NLg56iI3UDOo+208Oqh6XAHsxBs1MrkUolRIzteV4NulMRK6UrtNbBpwvhvalwfD2MvQ0eTIMbv4Sw6b37VtmCVApXvWN1Zf/mPrBYTUHdfKzCylbLBUVAQL/J6x3cGnsrRouRVSdW2TxND00Q9eWlWCy2mZaKiIiInC8GK6y+A2499e9bgfVnbF8mkUjsJRJJKBAJ7D+3KYr8Vkn5Jo+DPxVhNg4sWtQX+enVKJQyAke6978zEBLvgZO7PUe2D6yPYGN1JQ4uauwcui/rnS2sBItAzv4qgmLdcXC263G8LhGrfW9D0W6Y8yw8egyu+Dd4hA9ofn3iGmT1tyrZCylvAeDkrkQml6KtttEkVBOAqaYGi77/yr1gl2BmBc3iq+yvaDPaJtw8NUGYjcZOE1YRERGRiwVb7Ba+AFKAaIlEUiqRSO4EXgLmSCSSXGDOqf8jCMIxYDVwHNgIPCAIgviVUmTAlOdpSf+5hNT1BXzxXConT5xdPzFwLGYLhRm1hMR7IlPY9p1CKpMSP11DWbaWurIWm8/VWFXZ4zKgpb0dS0tLF2FVlqulVavvMWm9g86IlUwJBz+G6Ctg8sPgYKNh6EBJvMF6jh2vgEmPVCpB7e1gs+WCXYflQplt+Wm3xd1Gk6GJdbnrbNrfQxMEQO05LgcKgkB1cRNNtbZ7aZ0vyvO0/PReJiePn/tnX0RE5PxhS1XgDYIg+AmCoBAEQSMIwoeCINQJgjBLEITIU8/1Z+z/giAI4YIgRAuC8NPwTl/k10raT0U4OCuYf288CPDd6xlsWn6UVu3gvYvKcrXoWo1E2LgM2EHMZH9kCimZ221b2oJTVgs2eljlpFaiUMoITfDstn8HWr0WpUyJw4nvob1+4FV/A0UigTG3gqGls92N2wCaMZ+2XLDtPUv0SmSM9xhWHF+BydK/d5iHxppxUHdycMKqpUHHwZ+K+Pwf+1jzr4N8/s99HNxQhHmAuXTDgcVsYf8PhXz7n3QKD9fy3RsZbHwvk+Z6sT+iiMilgOi8LnLRUV3cRMmxehJnBRI2yotlTyczbkEoBRm1fP7PfRzeehKLZeC9/ArSa5DbSbv14OsPpZOCyHE+ZKdW2tSg2Wwy0VRb07eH1SlhZdSbyU+vJnyMN3K73i3fGnQN1orAfe+CTxyETBnQNQyK0Kkgs4fczYC1MrCppt0m8WGrl9WZ3B53O+Wt5Wwq2tTvvnYOqgFXBpoMZnIPVPHdGxl8+pe9pK4vwFFtz8ybRhCa4EXqdwWsfengOTvunwvN9Tq+fe0QB34oJDLZh9tfnsz4RWEUH61j1T9Oib8hXBoXEREZevrpdyEicv5J+6kYe5Wc+OnWm7NcISN5QShRyT7s+jKH3atzyT1QxeJHRqOwt81/1mIRyM+oITjOE0UfAqY3EmZoyNpbwYm9FYyaHdTnvs11tQgWC2qfnhLXT7Wz8bJGp45sO4lBZyZ2in+fY2r1Wlwlcqg+BoveOrcEdVuxc7QKuNxNMO9FXH1VWCwCTTXtuPk69nmo3MsLiUJhcwI7wDTNNELVoXxy7BPmh87vZkdxNrZWBgqCQFZKJXvW5qJvM+Hkbk/S/BBGTPRF7WXNgYuZ4k9+ejU7vshmzYsHGTs/mLHzQ5DJz993z7y0arZ/noXFLDD79pjOCtGkK0KIGu/DnrV5pH5XQFZKBVOvjyI4zuO8zU1ERMR2xIiVyEVFXVkLBRk1xM/UYOfQVfe7eqtY8GAis2+Poaqoib1f59k8bmV+I+1Nhm69AW3FK8gZv3A1mTvKEPqJlnUkVLv69OxhBVbhoWs1cmhTCSHxHviGqfscs0HfgGubFlQeEH/toK5hUETOhbpcqC/o9NeyZTlQIpWi8PfHYIOXVeb2UlK+zScntYob3e8kv7qQfRX7+j3OlsrAtiYDP72bydbPTuAR4MSiR0Zxy/OTGL8orFNUdRA+xpsb/zGBiCRvDvxYxJp/HaS6uOfG1EOJUW9m24oT/PzBUdTeKq7/27huthsuHg7MvyeehQ8lIpFK+OGtw+xekzvscxMRERk4YsRK5KIibWMxcnsZiTMDe3xdIpEQPd6X2tIWMjaXEBzvQUh877lJYI1YHN1ZhkwhPadv+fEzNGz68BjFx+r6PGenOWhvS4FyOTI3Nw6sL0DfbmL84v4r+hrbaglorrJaKyiUg76GARM5BzY+AblbcI27HYCGqjZCbThUERDQ71Jgea6WnV/mnLHFmTt4mdTMeqqC01F7OmDvqMBeJcfeQY6dSo69gwJ7RzluvprOykA3v+4+xIWHa9i2Mgt9u4lJSyIYNSsQibTvKJjSScGcO2KJSPJhx+dZfP1KGtc+lYSnZgDtgQaAIAhs+N8RSrMbGDMvmOSFoX36qwXFeLDs727sWp3L4V9O4heuttk6RERE5PwgCiuRiwZtdRt5B6sYNTsIpZOiz30nLArj5PF6tq7I4oa/J/dqUwCQ/nMxuQeqSLoiBDvl4D/yYWO8UK21I3N7aZ/CSltVgUwux8m9ey6XqaYGuYcHbU1GDm8tJSrZB0+NU7/nbmirwdUiwLjfD3r+g8IjHDwiIHcTyvF34+CsGFACu27z5l5ft1gEdq3OwcnNnhueHk9bk4H6ilY2Hd5OVl4enm0u1Ge2oW8zYjF1jxIKFqu3WOr6A4ya64R3sDNSmRRDu4nda3I5sbcCD40Tix8ZjUdA/+/xmYQmeOIbmsyqf6ay66tcrnp0dL9Lk4MhK6WC0qwGpi2LIn6GxqZjZHIpU6+LpKakmW0rs/AKdsbFw2HI5yYiIjI4RGElctGQ/nMxUpmUxNk9R6vORKaQMueOGFb/6wDbVmYx/974Hm982fsq2PdtAVHJPiQvsCXO0sc5ZVLipgWw//tCtFVtuPp096gC61Kgi5cPUmn3XK4OD6sDG4oQLALJC8L6Pa+pXUuTYMTNIwpc+s7FGhYi58LBj8BgveaBCCtzQwOW1tZufREBju8up/ZkC3N/H4udgxw7BzmuPipuGDmXuWv/D8egRl6aanWRNxnN6NtMGNpN6NtMtDcbKM3yZv+6VWSnnCA/wwU7BzkBUa7UlrbQUq+zRoAWhA46T8rB2Y4JV4Wx/fNs8g5WEzmue87cudDWZGDP2jz8ItTETeu985fFYkZbWUndyWJqTz3qSktw8vDFpItm84fHuOqxMf12EhARETk/iMJK5KKguV5HdkolsdMCcFTb23SMR4ATE68KZ8/aPE7srSBmclfRcfJ4PVs/yyIg2o3LbhnZ7zKQLcRM8efghiIyt5cy9fqoHvfR9mK1ANZ2NnrfCI7vLiduWgBqr/4jDY2HrP3OXUNnDn7i50LkHNj3DhTtwtUniKIjtrWeUQRYfx6GsjKUUV3fK12rkdT1BfhHunZzm1fbq1kStYRVJ1bx8OiH8XPyQ66QIVfLunw2QhO9OLHTC99wKSOnxVJ6op6TWQ3I7WRc/aex+IX3nbdmCyMn+3NsVzl7vs4jON7jnCKeZ7N7dQ5Gg5mZN43o8bPZVFvDhjf/TVV+HibjqUbgEgmu3r64B2gozz6OrnU/7Y0h/PJRA3PvmjNkcxPpm1ZtAw2V5WhGxF7oqYhchIjCSuSi4NAma3XX6Ll9V9ydTeJlgRRl1rFrdS4BUa6dCck1J5v56f1M3PxUzL83fsiquxzV9oSP8eZESgXjF4f1eKNtrK7EL3JEj8ebamrICb4OGVKSrgjp/4QWC9pDn4ITuPmOOsfZD5LgyaBQQe4mXH0eor3ZiK7ViNKx7+Vauw7LhdLuwmr/D4Xo24xMvT6yx0jjzSNvZtWJVaw4sYLHxz3e6zk8NUFoK0uJTPIhMmloI0oAUqmEacui+PqVNNI2FjPxqqFxuC/KrCX3YDXJC0N7rbDc/+1qKvNyGHX5AjyDQvAMDMYjIBCF0ppjp29rI2PTj+z7ei2ZW16nKn8T02+6icDYhGFZthSxUlWQxzevPEtrQz2z7riPUZdfeaGnJHKRIcaORS44rY16ju8uJ3qiL87uA0vMlkglzLp1JDKZhC0fH8dittBU184Pbx3G3kHOgj8kYu8wtN8fYqf6Y9SZKT7avX+grqUFfWsrrj30CBRMJrQGFaV6H0bNCkTl0nteWCf5v9DQbLUscFW6nvPcB4XcHsJmQO4m3DoqA6v7Xw5UdLqvd01grytr4eiOMmKnBvSaFO7n5Me80HmszVlLdVt1j/sAuJ+HnoG+YWqiJ/iSsaXEpuvuD4POxI4vsnHzc2TM5cE97tOqbeDo9i3ETJ/FjFt+T9yM2fiGR3aKKgB7lYrxV13LXW9/hLP3HGpKTrLmub+y5rm/YtSJZqLDQW7qXr78xxNIZTKCE0bzy0f/I2PThgs9LZGLDFFYiVxwDm85icVs6fUm0x/O7kqm3RBFZUETKd8W8MObhzEZLCz4QyJObkNfQecX4YqDix35ad1v+J0VgT25rtfVkR+yEDu5hVFzbIzM7fsfWpU1Cd7Nfpja19hC5BzQluBqVwXYZrkg8/BA4uDQxctKEKwJ63ZKGeMX9Z1f9kDiA1gECy/tf6nXfc5Xz8CJV4cjk0uHxOIg9bsCWhr0zLxpRK+R1Iyff8BsMpG04Jp+x1O5OHLNE3fi4PZ7vEKv5OSxI+xZvcLm+ejbjDTX6zCbROPR3hAEgf3r1/Ldqy/iFRTC7154laufeJqwscn88uE7HN4siiuR04hLgSIXFF2LkcydZUQk+XT6JA2GqHG+FB2pI2NzCVK5hEUPjhpwJZitSKUSwkd7kbW3AqPe3MWkVNuHh9XJQ2XUe8QyNkawLYpWk2ONWCVdB3X7rM7rF4oIa/6OS/02pNI4tJU2eFlJJCgC/DGWn45YFRyqoSxby7RlUf1Wfga6BHJPwj28cegNdpbuZJpmWrd9PAJP9wzsyXJhqHBU2zPuylD2fp1HUWZtvxYfvVFV2MSRbaXETQvoNQfMoGsn4+cfiRw3EXd/267JU+PElGtHsPNLKf7RTaRt+A7/qHF4h55eghUEgeZ6HQ0VbTRUtaGtbKWhso22po78LVA52+HkZo+jqz1ObkpcPJXETPEf0tyySw2zyciW5e9wdNtmoiZOZd79j6Cws+b6LfzjU3z/6otsWf4OICFxzvwLO1mRi4Lf7m+LyEVB7sEqTHrzoKNVZzL9higMOhMjJ/oRED280Z2IMd4c3VFGUWZtl9ye0x5WXZcCBUHgwC4t9voGYidE2HaS1HdBZofWN9YqrM5hKXBrVhXv7Sjg9smhXB7rM/AcHNdA8I5Blr8JF69xtlcGBgR0moQaDWZ2r83FI8CR2Km2VTfeFnsbPxb8yAv7XiBpcRIqRVfx7RFwumdg5LiJA7iggZMwU8Px3eXsXp1L4Ah3mxt5d2A2W9i28gSOavs+c7WObt2ErrWFcYuWDGj8uOkBlGY1kH8oAcjgh9dfw87ld0gk3f/M26vkuPk6EhzngauvCqVKQWujnpZ6HS1aPY017ZTnatG3mag92cLs22MGNJdfC+0tzXz/nxc5eTyTCddcz6Rrf4dEevrnLlcoWPjoX06Jq7eRSCQkzJ53AWcscjEgCiuRC0rx0TrUXg42eTn1h71KwYIHEodgVv3jF3lqOTC9uquwqqrEwUWNnUNXAVB4uJbaOhhRtAGl73P9n6C5Cg6thITraRAMOMgdsJfZVi15Nvk1LTz0RQY6o5nUwnpGBbryxLwRTAwfoFlq5BxIeQdXTwUNNgoruwAN7emHAGuBQku9ntl/jEFqozWAQqbg6YlPc+vGW3n38Ls8mvRo1/EH0TNwsMjkUqZeH8n3bxwm45cSxs4LGdDxGZtLqCtrZf698d26CnRgNpk4+OO3aEbG4RcZPaDxJRIJc+6IITLTh/IcGQe+fYOgEYVET1rcuY+zuz2uPo44OCtsEtep3xdw8MciwkZ5ETZ6cF0LLlWaaqtZ+8LTNFVXMv+BR4mZdlmP+3WIq+/+8wKbP3gLJJAwSxRXv2XEHCuRC4bRYKY0u+GS7HkmlUoIH+VFcWYdRv3pxGltVQWuZzmuC4JA2sZinOwM+FbuQ+5pwzLSvrfBYoQpf0Sr0w46v6rNYOK+lWkoZBK2/WkGLy+Jp7JRxw0f7OPWj/ZztKzR9sEiLweLEVf7Ghqr221qhK0ICMDS3ExDYQ2Hfi4mfIz3gKOJY3zGsCRyCZ8d/4zs+uxur3va2DNwKAiK8SA00ZODG4poabAtQVwQBI7vLufAD0WEj/YibFTvAiU7ZRfNtTUDjlZ1ILeTETHWm2k3zGXk1JnkH9iAu2870eN9iR7vi3+kGyoXO5sjlklXhOAV5Mz2VVmnlwx/A9SXl/Hl00/Q2lDP0r8936uo6kCuULDo0b8QOmosm99/i+yU3edppiIXI6KwErlglGU3YDZaCI6/9IQVQPhYb0xGS5fqwMYePKwq8hupLmoiXFmMQu2CxK6fasC2ejjwIcReAx7h1gbMg1gGFASBp9Zlklvdwhs3jCbQXcX144LY/ucZ/OWKEWSc1LLgzd089MUhKhttEAmByWCvxs1wFLPJQkt9/8coNBqMcgc2vH8cqVzKpCWDsyv449g/orZX82zKs5jPqgA8H5WBZzLl2kgEAda+nEZ2aiWC0LvAbG+x9irctjILvwg103/XexRKEAQOfPc1HpogQkeNPed5zrz1Luwdnfj53TewmAf33shkUmbfFoOh3cz2z7P6vNZfCzXFhXz1zycwGfRc949/oRkZZ9Nxcjs7Fj32V/yiRrDpvddpqOi/T6bIrxNRWIlcMIoz65DbywiIvIDVbueAf6QrDs4K8tOt1YHtzU001lTj7t+1NUnG5hKUjgoCWo4j97JhOWX/+2BoganWZS+tfnARq89SilmfUc5jc6KYGnn6vEqFjLunhbPz8Zk8MDOcTccrWfTWbo6UavseUKaA8Jm4NmxkVPf6AAAgAElEQVQDoDS7od85SP38yYy9myatifn3xg+69YraXs2fx/2ZI7VHWJOzpstrfVUGWgQLJU0lbCraxMdHP6ZAWzCo85+Ji6cDVz06GpWLHVs+Ps66f6f32Ky5+FgdXz67n+JjdUxeGsGih0bh4NS7qC46nE5tSRHjFi3pksczWBycXZh1x71UFeSStmH9oMdx93dk/OIwCg/Xkr1veKsvLzTlOVl89cyTSGUyrn/mZXxCB/ZFQG5nx4KHH0cqk/P9f1/GZPjtRPlETiMKK5ELgiAIFB+tI3CE24CTgC8WpFIJYaO9KcqsxWgwU3zkEAgCwQmjO/fRVrVReKSWuOkBUFvZv7DSN8O+/0H0FeBjdXVu0DUMOGKVVtzA8z8eZ9YIb+6f0XOyvNpBwZ8vH8H6B6agkEm57r0UNh6t6HvgyLl4m1Lx9JWx/fNsju7s/Vu5IAjs3WtE6xZFclgdmnMsKLgy9Eom+E3g9fTXqWmr6dzeURlYc7KYnIYc1uWu48XUF7nlp1uYuGoiV35zJY/teIxX015l8frF3LvlXvaU7Tmn6ItvqJprn0xi5s0jaKxpY81LB9m64gRtTQZMBjM7v8rhhzcPo3RScO2T4xg1O6hf5/8D332Nk4cnIyZ3r34cLFETphCeNIG9X608pwhK4qxA/CNd2fVVDs02RCovRUqOHmbt83/DwcmFZc+80lkYMVBcPL2Zd/8fqSkqYPtny4d4liKXApfmHU3kkqe+opXmet0lmV91JhFjvDAZLJQcraPocDpKRyd8IyI7X8/45SRSmYT4GRpMtTXIvfrJrzr4Mei0MPWxzk0DjVjVtuh54PN0/NQOvHrdKKT93NCjfZ359oHJjPRz4d6V6byzPa930RExG7nEyNVT0wiKcWfHqmz2rstD6CHfKvW7AnIzGggv20iALsfm+feGRCLh7xP+jsFs4OUDL6M360mvSucH7VYA/rXhbyz5bgn/2PsP1udZIzSLwhfxzKRn+HLBl2xeupkHRj1AVl0W9265l6vXX82anDXoTIMTChKphJjJ/vzu2YmMmhVIdkolnz+dwpfP7ydzWykJl2m49qkkmwozKvNyOHnsCGOvWIxM3rcNxYDmKJEw+877kCkUbHr/TQTL4LyqpKeMeAUBfvn0RI8/70uZ/LRU1r30T9TePlz/zMvdqnoHSvjYZJIWXsPhzRvITtk1RLMUuVQQqwJFLgjFmda8pEtdWHUsB+amVVKYkUZwwujO5svtzQayUioYMd4XB2cF5praviNWRh2kvAWh00GTZN1kNtJibLHZw8pktvDgqkM0tBlYd/8k1CrbbtJezvZ8cdcE/rz2CK9szKawppUXro7H7mwDS2cf8BuFXdHPXHHfI+xancuhTSU01bYz+7YY5HbWaz++u5y0n4qJmexH0NocjGXdfb0GQ5BLEHcn3M1bGW+xtWQrRosRgGWqYKItGq6e8ggJngkEuQQhlXT/3nhv4r3cEXcHG4s2suL4Cp5NeZY30t/g0bGPcnXk1YOak72DnMlLI4mZ4s+er/OoK21h4YOJBMXa/tk+8P067FWOJMy6fFBz6Asndw+m33wnm957g52rPmHqjbf22CC8JyxmM1KZdV8XTwcmL41g++fZZO4oJWHm4CI6FwuCIFCefYKj27dwbMcWfELDueapZ3BwdhmS8acsu4Wy7ONseu8NvEPDcfO9AA3URS4IorASuSAUH63DQ+M0LM7o5xOpTErYKC+O7zlCe6OW0NFJna8d3VmG2WghcXYQZq0WwWjsW1hlrISWKlhyevlAq7fmPbkpbYtYvbYlh5SCOv69NIFY/4E1IVYqZLyxbBShno688UsuJfVtvHvTWNwcz8oLipwLu/4PaUU602Y6oFY6s2dTDS3Ve7nyRjdqamVsX1VBUIw7026MpnyfBmNJcc8nNRmgqQwc3MDBNvF4R9wdVLZV4qRwYrT3aEZ5j2J7+eu0NNSzKHxRv8fbyexYFL6IhWELOVh1kDcPvcmzKc8S7R5NjMfg/ZrcfB1Z8EAigiAMyCesobKc3NS9jFu8pJtNx1ARN3MOlXk5HPx+HVX5uVzx0J9xcnPvdX+jXkfK2i9I37Cey+99mJFTrQ3AY6b4U5BRy951+QSOdO+1z+GFQtfSwqGfv8de5YRXUDAegcGoXLr+HjTV1nB851aO7diCtrIChb2SuBmzmXHL74f0/ZfJ5Sx4+HFWPPEwP7z2Mjc892/k/RWuiPwqEIWVyHlH32akIr+RMQNsuHyxEj7Wm8ObrUnRHflVJoOZzO2lBMd74O7niC7Hmt/Sq7AyG2HP66BJhpCpnZsb9NYEcVsiViV1bby3o4AlYzRcmzS4aIJEIuHROVGEeTry+NojLHl3L1/ePQFv5zMEcNQ82PkKLJ+FBBgFOKsnsKX0Edb+5yTtFjXusiouNz6BbIUPdjoDrcUVCPuXI2mpAm0JaIutz03lwKllJfdw8B9tfQSMAd8EsO++jKaQKfjHxH902eYRGEzJsSNYLGabozESiYRxvuN487I3uXr91fxl11/4auFXg/YLO3NcWxEsFnZ/8RlSmZQx8/sXhecypzl3/wH/6JFsWf4OK554iCse/BPB8d0bexdmpLFl+Ts01VTh6OrGLx+/S2BcIk5u7kgkEi67ZQRfPJvKD28fYe6dsfiEDE2E51xpb25i7fN/p7oov8t2ldrV2sA6MIj6slKKMzNAENDExDHhmmVEjp+EnXJwRRX90ZFv9e0rz7J9xYfMvvO+YTmPyMWFKKxEzjslx+sRLALBg2wLcrEREOmKYClG6ezXGQXITq2kvdnIqNlW8WiqsSZb9yqsMtdahcb8f8MZN2atzhqxskVYvf5LLjKphMfnDcxYsieuGh2An1rJ7Z8c4KblqXx590TcOyJXmrFwy3poP11FGA44VRr58Qdv7KUWFsysxk6fCNoSFOZiBIMU87o/I3cAXALANci65OkaBGoNtFZDWTqU7IOja0+NKgHPKPCJAe8Y8B5pfXYLgbPEk0dAYGdl4EBb26jt1Tw3+Tnu3XIvr6e/zuPjHh/0+zYQBEFgy4fvkLNvN5OvvxlH1+Gvjo2dPgufsAi+f+0l1r7wdyYuuYEJS65HKpXRqm1g26cfkL13J27+Gq7/x0s4urnx2Z8fZMvyd1j8p78ikUhwVNtz5f2JbFp+lHWvpDFuQShj5gX3m8vXEyajmcztZVTkafENUxM40h1PjVO/if5n09aoZc3zf0NbUc41Tz2DV3AotSVF1J4stj5Kisn8ZRMqtZoJ1ywjdvosXHvo5zkcdORbHfx+HYExcURPnNr/QSKXNKKwEjnvFB+tw95Rjk/oxfFN91wx6nWYDWVI5eMwGczI5FIytpzEK8iZgCirIDLX1gIg68kc1GKB3a+CTzxEdc2x6YxY9VMVmF/TwjeHSrljcig+LkOzvDo+zIPltyZx+8dWcfXFXRNO52yFzei2v08s3DjBmvOkdJzbuV0RuhX2PYBx0Vrk46dZbRv6oqUayjOgPB0qDlv/fexbOiNbcgfwigaPCPAIB/cwPE71bqs9WTyonoGTAyZzffT1rDi+guma6Yz3Gz/gMQaCIAhs/fg9jmzZSPLipYy/+rphPd+ZeAYGc9OLr7Hlw3dIWbuKsuzjRCSNZ8/qlZj0eiYuvZHkq65FrrD+nCZffxM7Vn5EdsouRkyyViz6hatZ9vdkdnyRQ+p3BZQcq2P27TG4eNoW+bGYLWTtq+TAD4W0NOhxcren8HAtKd/ko3RUoBnhhmaEG4Ej3fsds6WhnjXP/ZWmmmqueuLpziick5s7IYljOvfrKMgYcDunIWDKslsoyzrGlg/eJjA2odvypMivC1FYiZxXBItAybE6gmI8BvUN92Kk5GgGCBYkkiBKjtcjkUrQVrUx586Yzj/ipyNW3t0HyPoeanNg6cddolVwOmLVX1Xgf7fkolTIuHfG4Aw4e2NSuCfv3TyWuz9L45aP97PyzmSclb0LI6Vj99cUAVahY9TqcehPVAE4eUPUXOujA0Mr1GRB9YlTj+NQegCOrQPBgodZBkyi7vMHicxwPhXhOiPK5ezb7b09m0fHPsq+in38bc/f+HrR17jYDY/wFwSBHSuWk/HzD4xdcDVTbrj1vN/sFUol8+7/I5qYOLZ++C4lmRloYuKYc9cfuvmwjblyMdn7drP1o3cJikvsFAX2KgVz74wlOM6DnV9k8+Xz+5m+LIqo8b69Xo8gCBRm1LJvfT4NlW14h7gw+7YYAqLdaG3UU5rVQOmJek6eqCcvzeoPN3Z+MBMW9/y5bq6rZc1zf6Glvp5rnvongTHxvV7zhRBUHcjkci6/9xE+e/xBdq78mHn3P3LB5iIy/IjCSuS8Ul3cTHuzkZBL1G29J4oy0rFzcMBBHUxeWjWtWj1ObvaEjzktovT5BcjUamROZyX7CgLs/D9r9CVmMWdjS45VVmUTPxwp577p4Xg6nVt+UE/MiPbmrRtHc//n6dzxyQE+vSMZlZ3tfzoUAdYbtaHsHJyo7RwhYKz1cSYmA2hLsKsvwPmVD6hziAZlK+RtgYzPT++ndLWG1DTjIGii1UVe1TV5W6VQ8eIUq//VS6kv8eLUFwc/314QBIFdqz4h7cf1jJm/iOk33XHBbvgSiYT4mXPxjxxJfdlJIpIn9jgXqVTG5fc+zMonH2brR++y4JEnurwePd4Xv3A1Wz45zpZPTpCXXoNnoBNyhRSZXGp9PuVVd2xXOVWFTbj5qph/Tzyhozw7z+motu9svSMIAtqqNtI3FpP2UzH2DgpGn5WT2VRTzern/kJ7UxNL/vocAdEjh+mdGho8NIEkLbya/d+uIW7mbJsd3UUuPURhJXJeKTpai0Ri7bn2a0AQBAoPpxEUl4iLjw9ZqZVYTAKTl0YgO9VoWBAEWvfuRTVhQvcBCndC5RFY9Fa3vCGARn0jTgonFH1Eel7bnIOTnZy7p4UN2XWdzdxYX/67bBQPfXGIuz47yIe3jkOpsC1JXObkiMzVFWPpMLT4kNuBZwR4RuAZvoe6hnq4ZZX1tdY6a2SrI8JVmQkpb8Oe/1pf946BoAlWoRU2E5y8SPBK4K6Eu3j38LvMDJrJnOA5QzZVQRDY89VKDnz3NYlzr2TGrXdd0ChKBx6aQDw0fRc7eAYGM2HJDez5agXRk6YSmTypy+tWN/oxpP9cTPrPxRQdqe1xHEdXe2bePIIRE3z7bMQtkUhw83Vk5i0jMRkt7F2Xh9JJzshJVssCbVUlq599CkN7G9f+7Xl8I6IGeNUXhgnXXE/Wnh1sWf4ON7/8BjK5eAv+NSL+VEXOK8WZdfiEqlE6DZ0J4oWkvqyU5toaJlx9Pa7+3hzfU4GdUkbM5NOeNYb8fExVVThOntR9gNT3QOUJ8df2OH6DvqHPaFVmaSM/H6vikdmRuKqGt5R7QYI/eqOFP609zH0r03j35rHYy20TV4qAAIznErGygW6VgY4eEDrV+ujA0GbN3SpJsSbKZ66Fgx+BVA7R82HMrdwddye7SnfxbMqzjPIahZfKhjZENrDv6y9J/eYr4mddzqzb77koRNVAGLdoCTmpe/jlw/+hiYnHwcm5y+tSqYSk+SEkzQ9BEAQsJgGT0YzJaMFstGA2WXDxcBhQpwWpVMLs22PQt5vYtiILe5UCvwglX7/4d4w6Hdf+/cUBt525kCjslVx2+z18+8pzpP34LcmLl17oKYkMA6Lzush5o7VRT01J8yXbdLknig6nARCSOIaAaDec3ZUkzArEzuH0d5bWPXsAcJo8uevBDUWQvQGSbgdFzwnnWp22Tw+rVzdno3ZQcMeU0HO7EBtZMlbDC1fFsy27ht9/epA2g8mm4xQaDcbS0mGd25mVgb1ip4KQKTDtz3DT1/BEEdyzEybcB8Up8PlSFG8m8aJ9KO3GNp7e+/SQNB6uKzvJ3jWfEzPtMub8/oEh6QV4vpHJ5cy77xHam5vY0U+rFolEgkwhxV6lwFFtj4unA64+qkG1r5LJpcy/Jx7vEBd+/uAIX7/wPM21NVz1+NOXlKjqIHzseMKTJpDy9Rc01VZf6OmIDANixErkvFFyzOq2/mvKryrMSMM9IBCXU0npNz0/sVuOdMvuPdiFhnYmcXey/wPr8l/SHb2O36BvwEPZ8/uVVtzAtuwaHp8XjUsfCeVDzY3jg5BLJTy57gg3LU/lo9vG9RstUwQE0LJ1K4LFMmyioqNnYG1pie2VgVIZ+CVaH5c9bRW66Z8Stud/POLixMuW3Wzf+hdmjr4b3AcvXgv27QBgyrwZSAwtYO/cbzL9xYh3SBjJi5eyb91XmKLc8Y+PR6VQoZKrOp+lEiklzSUUNhZS2FhIQWMBRY1FFDUVYTAbsJPZYS+z73y2l9mjkqvwVnnj4+iDj8oHX0dffFQ+eKu8cZA7IJfKmXl3BKuf+i9VBceYeO3dF31OVV9cdtvdfPzYfWz75H0W/+lvF3o6IkOMKKxEzhvFmXU4utrjEdB/77RLAaNeR+mJo4yae0XntrMrHS16PW0HDuC69KyQv74F0ldYE9Zdem91odVpiXDtuYnyq5uz8XC049aJIYO+hsFy3bhAXBzkPPRFBte/t4/P7kzu0+ZBoQlAMBox1dSi8OmhMnII6GiaW3eyhMhxEwc+gNwOYq+yPhqKWZb+GV8Wr+bNgnVM3/UOUvdwiJgNkXMgeLI1+mXSQ1s9tNVBW631uaX6lAlqCTRYjVALcoLxspfhvMLqYI5UASqPUw93q31E7DXWfK+LPJplPzmaps0mDny+im+mlSP0MV0JEvyd/AlRhzDWZywqhQqD2YDOpMNgMaA36zGYDbQYWihoLGBv+V7aTG09jhVV4sSkBg/Mqlj2boe/1M3F4NLSRdSpFCocFY6EuIQQ6RZJhGsEYeowlPKLq8ODi5c3E5fcwK5Vn5Cftp/wsckXekq/GgSLBbPJdEFd7kVhJXJeMJsslJyoJzLJ55LLLemN0uNHMRuNhCSO7XWf9vR0BJ0OxylnLQMe+RL0jTD+3j7P0VuO1b6COvbk1fG3K0fiaH9hfo3nxfnx8e0K7v7sIEvf3cvKO8cT7NFzixO74GAADAX5wyas7BxUOHt6UVdacu6DuQUjn/V3HihM4vGdj7Nx8u+5oroE0j+D/e+BzB5kdmBo7vl4haPV/NQtmHbfZMoO55I8OQGm3n1KhHU86qG1FjJWwYHl4OwPcddYH/5jLrqo1vaT2/nTjj8Rn+BL3B54zvMhnBLCaDO10Wpspc3UhsliIsg5iFB1KEEuQTjIB+Zq3mJooaqtiqrWKqraqtCb9bQVlNOwcRvyCG+c5ozAtF7J0uzHaJudQ4u6hjZTG23GNtpMbZQ2l7K3bC8GiwEAqURKoHMgEa4RJHolMl0znVB16AX/OzT2ysUc37mVrR+/R1BcAgr7ruLPZDRSW1KEk5s7Tu6/nij/cNLSUM/Gd17Dyc2deff/8YLNQxRWIueFijwtRp35km+6fCaFh9OQ29n3WTbdsns3KBQ4jht3eqMgWJPW/Udby/97QWfS0W5q7yasBEHg1U05+LjYc9OE4HO+jnNhcoQnq+6awG0f72fpuyl8dkcyI/26+z8pY6w9+HTHT+A4cRDRJBvx1ARRXVQw4H59vXF5yOUsz1zO281ZzLnhWxRmMxTvgYLtYDFZo02dkScPayGCo5d1+6nzF+3ZgSD8m7DLb4aoET2fSN8CORvh6NfWz0bKW+AWCnFLYNSNViPUC8w3ud/wTMozjHAfwf9d8xbfFz9Nw/ZDLLryziFd3nWyc8LJzolwV+s1a6sq+fzrP+Lup+HGv/4He5WKusgWfnz7CIqf4rn61pFETvbpMobJYuJk80nytHnkNeSRq80ltyGXX0p+4dW0V9E4aZgROINpmmkk+ST1WXU7XMjkCmbfeT9fPfMk+9Z9ReKcK6jIzaIiN4vy3GyqC/MxG41IZTJGTJpG0sJr8ArueznaYjZTVZiHYLHg4OyCg4sae5XjBReR54OC9ANsfOc1jHo9M2+9a8j+BgwGUViJnBeKj9YhlUvQjBj+th3ni6KMNAJj4/sMObfu2Ytq9GikjmdEcgq2WQ1Br36/z4hERwPms13Xd+TUsL+onucWx9pseTCcJAa6svqeidz84X6ufy+Fj28fx9jgrh5Rcjc35H5+6I4fH9a5hCeNZ8vydyg6nE7oqN4jibYilUh5cPSDPLj1QdbnrWdp1FKImGV92EhB2n4cXNT4RkT2vpO9E8QvtT7aG+DED1aRtftV2PV/1v6RY2+DEQt6LXQYLgRB4ONjH/Na2mtM9JvIf2f+F5VCxfirrmXDW/8h7+C+bvYLQ4W+rY1vX3kWgKse/zv2KmuTZI8AJ5Y+mcTG9zLZtPwYDRWtjLsytLMVjlwqJ1QdSqg6tItlRmVrJTtLd7KjdAdrctaw8sRKHBWOTNNM47Gxj+Hj6NN9EsOIJiaO2Omz2P/tGvZ/u8Y6d4UdPuERjJ63EN/wSMqzT5C5dRPHd20jOGE04xYuISg+sVM06FpbKDqcTkH6AQoPHUTX0jWKKpXJUDo54+DsgtLJCTulAwqlAwql8tS/ldg5qPCPGoF/1MhLzgLCZDCw8/OPObTxe7yCQ7nyocf7tQ8Zbi6td1DkksSgM5GdWkngSHfslL+Oj5y2soKGinJGXb6w131MNTXos7Lw+uNZIenU98DR25rL09c59N1d180WgZd+yiLIXcX14y6eJtaRPs6svc8qrm796ABf3j2BuICubTuUMTHDLqziZs5h//q17PlqJSGJY4bkG+t0zXQSvBJ49/C7LAxfOKAmzRazmaLD6YSPTba5OTQObjDmZuujqcJqdJr+GXx9p9XoNHEZjLnV2kNxCLHodBjLyzGWlVkfpaUYa2pIcariS8eDzB8znxemvtgZ3YmeNI29a1aR+s1qIsb1bC56LgiCwIY3/01DRRlL/vIcbr5dcxFVLnYsfmQ021dlceDHIuor2ph120gUdr2/z76OvlwXfR3XRV9Hm7GN/ZX72X5yOxsKN5Bakcq/pvyLSQHDIxJ7Y/rNd2KnUuHm649/1Eg8g0K6iJvoiVOZuPRGDm/ewKGN37P2hb/hFRJGRNJ4Sk8coyzrGBazGQdnF8LGjCN0dBL2Diram5tOP5qsz7qWZtqbm2isqcaga8eoa8fQ3o5gsQBg5+BAUNwoQkeNJWTUGFw8h2fZfqioKy3hx9dfoaakiNHzFzLtxtsvaG5VB7+Ou5zIRc2RbaW0NxtJmh9yoacyZBQdTgcgdNSYXvdpTUkB6JpfVZcPOT/D9CdA3vcNukHX3XX920NlZFU288YNo7GTX1xJzho3FavuGs/S/6Vw60f7WXPvRMK8ThcqKEeOpGXrViytrV0jeEOITK5gwpJlbHr3DfIPphIxrgdT1gEikUh4ePTD3LnpTlZnr+bmmJttPrY8NwtdSzNhY7ou+QqCQEObkYrGdiobdchlUuID1KcbXXfg4gfT/gRTHoWinZD2qdV3K/Vd8Iy2enSFTLVaSDgOrql5/WcrqP3gfcw1Z5l6yuW0OcqIbdTzOqAIOETt1BdwmjYNVfJ4ZE6OjFu8lM3vvzlkEcIzKcpIoyD9ADNuuYuguIQe95EppFx2y0jc/ZzY+00eTbXtXHFfAk5u/YtflULFjMAZzAicwS0xt/DYjse4d8u93JVwF/cn3o/MViF8jjg4u3DZbff0uY/SyYnxV1/H2AVXc2L3Ng5+/w0pa7/AMyiEpIXXEDYmGb/IKNvF+xkIgoC+rZWTx45QmJFGYUYaeQesf7s8NEEERMfg6uePq68fbj5+qH39UNh1fX+Neh2tWi2tDfW0NjZgNhp7PJfCXol3aBjOHl7nJMRNBgNHt29hx4oPUdjbc/UT/+j2O3YhEYWVyLCiazVyaFMJIQme+Ib9ehqPFh5OQ+3ji6tv7xV9Lbt3I3NzQznyjLLw/R9YzSiTbu/3HI36RoBOHyud0cx/NmWToFGzIN7v3C5gmPBTO7DizmSufTeFmz/cz9r7JuKntiYvK2NiQBDQZWejGtO7ID1XYqdZl1b2rl5J+NjkIcn/SfZLZrzfeJZnLueayGtwVNgmDAvSDyCVyah0Cuajr49QVNdKZaOOikYdepOl2/4aNwcSNGoSNK4kBKiJ06itVhpSqbXxddgMq6N85mrI3QwZX1iT3gG8RloFVvAk8IkD9zCQ9f0nvmnzZqpefBFVcjKOv/sdioAAFAEBCL6ePHn8FbaX7eBPAXewsEZD667dNH73PdovvwK5HLfrriPmqSdI+foL9q37asgihB2kfrsGZw8vRl1+RZ/7SSQSRs8Nws1XxaYPj7HmpQNceX8C3sG293oMcw3j8ys+58XUF3n/yPscqj7Ey1NfHjJz2KFCrlAQP3MucdNno2tr7WbSOhgkEglKRycikycRmTwJQRCoKy2hKCONwsPp5Ozfi665qcsxTh6eOLt5oGttplXbgKG9fUDndHBR4xsWgU94FL7hEfiERuDo5t7n56ehspzCQ2kUHU7j5LFMTAY9wQmjmXf/H3Fyc+/1uAuBKKxEhpVDm0swtJsYv2j42q2cb0xGIyePHiFm+qzem81aLLTuTcFx0qTTN3Z9MxxaCbFXW5sC98PZfQI/3VtEeaOO/7su8aJuYB3m5cSndySz7P193PzhftbcMxE3RzuUsacS2I8dH1ZhJZXJmLT0Rja89R9yUvcQPXFq/wfZwEOjH+J3G37HyuMruSex7wgDQHWTjoM7d1OtCuCWlUdwVsqJ9nEmXuPK3Fglvi5K/NRK/FwdaDOYyCxt5EhZI0dKtWzItJqcSiQQ569mcoQnUyM9GRvshtLRw2poOuE+MBuhPAOKdkHR7lPVhR9YJyCzB6+o082ovUaCTGFtaG1oRZdXSPmzX6AM8SBwWSBS+xqQNtDWmMnDudtJ1VXwV6/JLKMVHHbhPgYJ4MkAACAASURBVKkKIVZJW34zjSfaaVi1CkXJWpJDwtmaWUvpupcITEy2VkNKe7m1qDxA2b/gKcs6TlnWMWbeehcyuW2J5SEJnix5fCw/vn2Eb/6Tztw7YwlNtF0YqRQqnp/yPEm+Sbyw7wWu/f5aXpr2EhP8zj3qOdRIpNIhEVU9ji2R4BkYjGdgMEkLrwFA19KCtqoCbWU5DZXlaCsraGmox8XLG0c3dxxd3awPtSsqVzfkdj1HDPWtLVQV5FFZkEtVQR5Fh79CEKxfMGQKxakx3FC5uuHo6oqjqxvtzc0UZaShraoAwNXXj/jL5lqXKxPHXJRmu6KwEhk22poMHNl6kshxPnhqfh3eVQDFR9Ix6nV9LgPqc3Iw19biOGXK6Y0ZX1jL8/uxWOhAq7PmWKnt1WjbDLy9LY8Z0V5MCh/cks/5JC5AzQe3JHHrx/u57ZMDrPr9eFTe3sg8PNCdODHs54+ePI3Ub9ewd80qIsdPGtQSydkkeCUwM3Amnx77lGUjlqG27x6BNVsEduRU88X+kxzIzOPmhkraImbz36WjmBfn22exwZk/14ZWA5lljaSXNLA3r47luwp4d0c+9nIp40LcmRzhSVyAi1WYeY/GMXAcTH3UKrSqjp3qj3jquWg3HPmqy7lMOiknN3kik0nQJB5DmpYNFjONEoH7fbw4Zm/HizV1LCz8wiqSnHzAyRuJmwbHGWNQXemN5f0dVO8tI8yzlH1yN1J//IHAzJf6fyMdvazRNPcwcA+3Gq+6Bllzy5RqUKrZv34NSmcX4i+73PYfENak9iVPjGXDO0fY8G4mU66NJPGygSUyXxVxFbEesTy24zHu3nQ3TyY/yY0jbxzQGL82lE5O+DpF4hveRwGGjfhFRnf+26jTUV1UQFVhPs11NbRpG2ht1NJYXUl5zgnamxqR29sTFJvAmCsXE5I4pluu3cWIKKxEho20n4owmwSSF5yfdivng9qTxWx857+4+vgRFJfY634dbWwcJ51KhLVYrHkxAUmgsS0XpUHfgIudC3KpnLe3HadZb+LJ+b2U61+ETAz34K0bRnPf5+ncsyKND29LQjly5LAnsANIpTImXXsj37/2Ell7dhIzdeaQjPuH0X9g6XdL+fjoxzwy9pHO7W0GE2sOlrJ8dwEn69vxdLLjBr8WKIFn/nCt7U7wp3BztGNalBfTorx4ZDa06k3sL6xnV24te/JqeXljVpf9nZVy/NRKfNUOhHiomBc7h/EJy5B1RDbbtdZKVMGCBTtK//QCZnM+wZ8uR5EwBqRSattruXvT3RQ1FfGfyS8yK2AKCGawc+5mWioB/MY/iv7666naUc/o+69nzw/rqJi1HD8XCwjdlzlBgJYqqC+Auv9v777jm6z2B45/TkbTpuneg1IohQKyl8gWQUCGoiiKivMiiltx/bx6BS9u3HpV3FtERUXZIHtTCgIFCp10zyTNPr8/UkG0QIEOsOf9ej2vrCfPc07SJt+c8T0ZkLESUr/4215FNiMZB3twQVwx+jmDvP8z7UZ4F8o2nPwHmn+QgUvv787iObtY/fU+Kouq6Tch+ZRaeZNDkvnyki95eNXDzNo4Cz+dH5clX1bn5yt1o/f1JS6lA3EptU/EcLu8S2adazMVz63SKueMqlIbO1fl0r5vNMFRxqYuTr2oKCzg26cfR6vXc/ljM/6W0O8IKTGvXIGhVQJ6y++wYwXk74DSAzD+xGusHT2EJLsqmxDfELJLrXy0NpPLu8eTEl33cSNng+Edo3n28s488E0q93y5ncfapWBf/yEeux2Noe6z605Hcu8LiEhszbpvPqdd3wH18uHcNqQtI1uN5LPdn3Fth2uRrgA+XneIT9ZnUm510i0hmEdGtmdYhyjmP/cfKmLiTjmoqo2/QceQlEiGpHhnaRVW2ThYZCG/0jteK7/CRl55NfmVNuYeKuXjdZlEBBi4pFMMY7rE0j0hGNGiN1JK8h/7P6p3/E7c7Jfw69oTgDxzHrcuupWi6iJeH/o6F8SefGac1uRP/OuvcWjClYR+9xOGYBMb1u/h0gcfr3vFHFbvmpkV2WCrBFs5G+evQ68vpmvfHuAqhd0/wvZPvQlZE/tD25HQ9mIIOX4ON72PlhFTOrH22/2kLs2mssTG8Js7ojfUveXSqDfywqAXmLZ0Gk+uexKTj+mY1A1Kwzud/1mn3Y3N4iQgtOmy7avASmkQm34+CEDPS/4ZrVWWkkK+nfkoTns1V919O8H2TNi1DirzarbcI9c9ZflUbw4nJNkCH487epCYrt4lbE7C6XEyc/1MVueu5voO1/PS4nSEgPuGtW3AGjacK3rEU251MPPn3biL3dzrclGStpuInl0b9LxCo6HflZP4/rkZ/P7bMjpdOPyMjufxSKrsLsa3uolfDy3kxu+eYe/vQ3G6PVzUPoopA1vTM9E7iNZhqyZ7ZypdLx4NQHXaTsrnzsW/7/kEXHzxGQ/yjgzwJTKg9i+Oaoeb5XsLmb89j883ZvHh2kPEBfsxpkssg1IXEzxvHsG33UbgyJEAZFZmcsuiW7A4LLwz7B26Rtb9fTG0akXs88+RM/V22g7qS9rmDRRlHjxpIssjfIzetBE1qSPKC/LZu/9Hul8yDr8JN+PIzkYz3Bdd5R5vAtX0hfDLg94trA206APxPb2JdiM7eNd+rKHRCPpPSCYowo9VX6Xz3YtbueT2zvgH1z2g99H68PKQl5myeArTf5vOGxe+0ejpGJQTczrc5B+oIDe9jNy95RQeqiShYyiX3HH8HoWGpgIrpd6V5VvYsy6fToPjmvRXw2lzOeD3H2DzHCjcjb3axryD7aly+HFFQhoR3y86dn+dHwTFedf8a9kPqxak5zf8J9wB/fsfGZ+CIfCkS5RUOaq4b8V9rD+8nimdpzA48lrGzFvDlIFJxAaf2tIgZ5NbBniDjk++lbAann75e+Kv8+Om/q3+nmKgHrXu3pvoNm1Z9+0XtB8wBJ3++AOhLXYXB4rM3q3QwoEiM1mlViqqnVRWO6myu5DSu68hphsHA5cyuttY7hjYnaSIY7uostJScbtctIhtQc4991L166+g1VL+1Vf4de9O1CMP49epU4PU2c9Hy6hOMYzqFEOVzcmiXQX8uCOPrd/8zOi1c1gd24lZ+a2JnrWU+HAPmYZZeISdq+JnkJkXQVlpIYF+OgJ99QT46o92J/5FgK8OX72WgCFDCJ82Dedbb7KnazIbvvua0fc8dFpl3/zjPIRGQ1JlNRljx2FPTwdAGxGOb3IyhuQrMLQKwqDNw+DeiyZ9oTfPF4CPqWY1g54Q2RHCkyGsDZ0GxxMQ6svCObv45P/W0aZHJB0HxhHdOrBOAa5Rb+SNi97gpl9v4p4V95xy8KnUL7fLQ8HBCrJ3l5GbXkbBwUo8bonQCCJbBtB1WAtadGjaFT6E/OOTor4PLMQI4BVAC7wnpTzuqMaePXvKzZs3N0g5lMa38L2dHEor4boZfTEGNn2ytjqrPAxbPoDNH4ClEEKTcLYczLxleeQVWrh0bE9atWsFPv7eICkgxhtQ+QYfEzAVzJpF2Rdf0nbjBjS+dQ8s88x53LH0Dg5VHOLfff/NZcmXcd2cDaTlVrDywSEE+TX+shv1TUrJ7p69SWvXh4cSRmL00XLt+S25tk9LEsLq1mUspSS7tBqDXkO4yXDcL/4/HNy+hXmznqDD5Tfg12UgRVV2isx2iqrsFFZ5L7NLrRyusB15jlYjaBlqpGWYkRCjD4F+egJ9dd5LPz1OUcxzu27kmpSreaj334OIX19+jvQNqxm6IwOtwUDYDTcQOvl6KhctouiVV3EXFxM4dgyR996LPqZhU2dIt5uyTz+lcPbLuONacODxlzholhwoLmOd9WlsIgtL5r/w2E494WxMkC8tw4wkhvhxyTezKS4+QEZEMNc88yoxreo+E9httlDww/d8Nf8L4koq6ZRThF+XLgReMgrpcmPftw97ejr2AweQNu/7pA0LI2bGUwR0bQU5m45u+Wne5Yb+EBgP4cmU+3ZlR2Ev9uzzx2n3EBZn4ryBsbTtE12nxMXF1cXc8OsNlFaX8sGID2gX2u6kz1HOnJSS0jwL2btLyd5dRt6+MlwOD0IjiEgIIK5tMHHtQohJCmrUBNRCiC1Syp61PtYQgZUQQgukA8OAHGATcLWUstZRqyqwOjmHrdqbfK28zJuIrbwMa0VZze2jm91sxtdkwhgcgikkFGNQzTTY4ODjjgnSaLUYg4KPTJn1Cwg87SmsRdlVfP30JnqMbMn545p+fbOTclZD7lZvLqDd88HjhuRh0HsKnsRBzH/5GQ5s2cioOx+gfb9BdTrkgdGj0UdGkfD+nDoXY1fJLqYtnYbdZeelIS9xfsz5LNtTwE0fbub/LmnPLQP+OekqMq+f7M3y/dp7vLl8P/NT8/BIaB3uz8C2EQxqF0Hf1mHHzKArrLSx5kDxkcHbBZV2wBsARQUYiA7yJSbIj+ggX/RaDQWVtiPJNw+XV3NJ9ncEuSr4OH4S7ppUACaDjogAAxEmA3EhfrSJNJEU4U9ShImEMCMG3YnH4zy+5nF+OfgLv4z/5Ui+I3dVFcX/e4dv1i0h1GLjwv4XEX7bFHThR2f8uc0WSt55h9IPPwSNhrCbbiTs5psbJGmqLT2dw48/ji11B/4DBxAzcyb6yEiklDy86mEWHFzAC4NeYFDcRVTZXFTavK1zlTZXzaUTT21fEVJSbnVyqMRKZomFQyVWrGXlvLjqNdJb+GPV+rO3+7W0bJ9Ep/hgusQH0TrCdEwQLJ1OLGvXUvHDfKqWLWN3iJGMiGAu7TmQFldNPLJw9x+sDheF5VZK9h/CvGs3Ad98jF9WBqWDR3J40hQ8ft7AXOdxEisPE+PIJtR2CP/KDDQl6VC8DxxmHNLIPr/r2FkxkOIyI3qDlpTzo+l7eZsTZm0H74+f63+5HqfHyUcjPiIxKPFM3yLlOMryLexYnsOBbUVUV3oX1A6JNhKfEkp8Sghx7UIw+DVdp1tTBFZ9gSellBfX3H4EQEo5q7b9GzqwslRVsfzT9xvs+GfK43bjsttx2my47Dac9prLmtsuuw2P2/33JwqBzmBAb/BFZ/BF7+uLVu+D2+HwHsN29Fin5I/j+vgitLUHWEKjrTmvAb2v9/w6gy/lh6OwVfnRulceGl1tM4OajtZlRWstRmstRmcr8l63lSIR2PCnKqgjZv/W2F1anFYrtvIyrMXFtOjXn8iOxy60LH0NuKP+vtyDpriEmBvuoOKmSZjHH7vcja9eS2SAAc1fuh/Sy9J5ct2ThBhCmHH+bNIO+TE/NY/U7HISQo0svm/gSb/kzyUFs56h7MsvabdlM0KnI7vUypLdBaxML2LdgRLsLg8GnYY+rcNIDDOyPqOE9AIzACFGPRe0Cadv6zAkkF9RfWTw9h+JN10eD1E1OaKig/yICfIlrCoH87xXiB84kr4TbyQ8wAejz5l9KGdXZjPm+zFcnXI103tNp/Knnyh49jlKrVWsSY7noomT6XLZhOM+35mbS+GLL1G5YAG6iAgiH7ifwDFj6iUvj8fhoOTt/1H87rtoTSaiHn2UwNGXHOn6emv7W7yZ+iZ3dbuLWzvfesbnAzDbXRzauotDz/6bvQY3nbMKqNJGsDy2C6tiu+AIDCYx1Ei36sP0TF9P67R1+Jgr8AQE4hg4hJUF6fi0Og954fXeVsUqO4VVtiPXLY5jPwP1bheT9iziin3LKTSG8GL3iewKr/0HSKi/D1EmPb0MWfTzbKaLdR1RlnQKncmkOsezr6oP4bGSztd3Qet34lbmHPMhHt94Oz4aA7POf4dQ37MriWiT8rjRmfPQuKyn9XQpJSXZbg5uc1B4yIVGC1FJOiJa6ghvocMvoG7/GwZjADEtG7ZFsSkCqyuAEVLKW2puXwf0kVJOq23/hg6s9mzZwM/PzWiw49c7YUAIf4TGHzT+CGFEaPwRwh80xqOPCb86jRGQ0gOy2jt1urbHcYO0Ij0W7yat4LEgpeU406ZBSueR50DtyxecqzQeD75ONwaXi5gyM4kllbXulxMG61ME61M0ZEUAQjB4h4fbf/Zw/81asiPrPkA5xrctARW3svWgGymhY2wgY7rEMr573HEHKZ+rKubPJ2/6Q7Sa/wO+bY8dkG9zutlwsJSVe4tYkV5Iblk1vVt58zb1bxNOh5jAE06bl1IiJbXus2TOW6Qu+pnLH5tBYudu9VKXx1Y/xo7NvzB7S3ucm7bi26kT2UP6sem3JUx951OMgSdfbcC6bRsF/52FLS0Nvy5diPq/x85o/JV16zYOP/44jgMHCBwzhqhHHkYXejQz9c8ZP/PwqocZmzSWmf1m1v8afx4Pnz10FxWH87iwwgn79iOFhsKkDuhLiwktzceh0bEhugNLW/RgS1Q7ulTu4IKyDXwRewXFhggCfb2tieEmA5GBvkSYDN7WxQADkTWXJoMOIcCVuh3bjH8j8/LwmXQ9uptvo9Qpj+ny/aPbt/hPXcChriIu1G7nQs1Wou0h/FZ5O5H6vcigJSzxdGWlpzM2ah/orvHNxZjwPzzOMKyZU8DTMP+j4VRgElbs0gc7+iObqwmHR2txEy+KSBQFtBT5NZcFJIp8WohCfETt3zMn4pJ60qsHssM6mhJXIn6aCs7z+4XzjL9i1Fac8vFSfXvR5eElp/y8U9EUgdUE4OK/BFa9pZR3/mmffwH/AkhISOiRmZlZ7+X4Q2lBPvNmzmyw458xoUGr1aHR6dFodQhx9mWSPRGPx43H7cLjduJxO9DrS5q6SLWSGi1unRG3xoA3E08NARqdDo1ej9DrEVrNSb9sfCvMxGzfTXh6JkJKqqLCyOvegZBDuQTmFvLrc/f/baB6tdPF4Zpp8Xnl1VTZasaBSC0uS1tahwcztkssozvH0ibyn5NQ9a/s+/eTMXoMMc/MIvjSEy9ELaWsly9+6XRS/PXXzF++AIfLyfjxk/APC0djNKIx+qOPi0NrOrWuOE91NRmvPEf1x1/i8fUhYfojBE+YwOePP4DQarlmxgt1L5/HQ8V331M4ezbu4mKCxo8n8t570EXUvTXEXVVF0eyXKfviC3TR0cT850lMAwces8/2wu3ctPAmOkd05p1h7+CjbZgxkAUZ+/ns0fvoMnwk/foPpXLBAqoWL0EXEkLguLEEXnwxTj9/8its5BRXsuW5+wiMS2TYfY8TbjKcMJFqbTwWCwXPPEv5N99gaNuWuFdextDq+DMTpZRU2lxHgq7KynLk5q0c2BJCtGEfY4KeRKuHosh+FMQOpSB6CM4/LYYOkF65mQ8PPE7rgM7c0HomOs2ZjYHU28sIKt9JcNkugsrSCCrbiZ+toPb6Ci0unQlzQGuqgtpSFZhcs7X9WzlPi5QYbIUEVKZjqjqIvzkToyULf3MWftZcNPLoGDaX1ojFlIDVPwGLqSVW/wSc+rplhbdU6CnKNlGc44/LocUY4CA6qZLwOAtnktPXLzSGDuePOP0D1EGz7wpUlIbiKi6maslSKhf+inXDRvB4CBo3jthnT56ButhsJ72gikPFVrq0CKJDTN1mKZ3rpNvN3h49CbnqSqIeeaRRzln60UcUzHqGSl8f1ibHE15lpceh/KPhtV6PsVs3TAMH4D9gAIa2bWt9L6TTiSM7B9vONIpeeRVnbi4ZfRN4qU8xX01eiJ9dy9tTrqP/xOvpc9mVp1xOt9lM8VtvUfrxJ2h8fAi/fSrBV12F1nT8QFtKSdWixRQ8/TSuoiJCJk0i4p57/hYo5lTlMGnBJEx6E5+N+oxg3+DjHLF+LH3/bVIXLWDSf18iqnWb2svu8bDi4/fY+st8rnxiFi06nNlMyaoVKzj8yKNIt5v4l2cfTdBbR/s2F7D4/V1Ex8Lozovx2T8fKnNAaL1rMKaMhpRR3kzxwPf7v+fxNY+feuufrcK7FFHetqNb+Z8aF8LaQGx3iO0KxnBw2cBlP/ayugyK9ngz7des0gCAf6R3RuSR7PZ/2gwmb7Jip+XI0kY4zN7yFKdDwe81Wft/P/aYPgEQ9pdjhbSCsCTvrOdT+NyqNjtI31jAnnWHKc42o9EJWnUK57xBccS1CzlnPgObIrDS4R28PhTIxTt4/Rop5a7a9leBlfJP4CotxbJmDcZevdBHn3wtwObs0FUTEXo9LT/9pMHP5a6oYP/wi/Hr2JHY555l68KfWDV/LgOGj6ZD2/PwWMzYdu3CvGo19j3ejOa6yEj8+/fHr3MnnHmHcRzMwJ5xEEdWFji9Xd8+SUlEP/FvilOiGPv9WK5rfx1DS1NY9v7bXP/ca3XP5VQL+8GDFD7zLOaVKxG+vgQMH0bwZZdh7NPnmDFYzrw88mfMxLx8OYaUFGJmPFVrN+LO4p08vOphymxlfDrqU1oFNXx+OZvFzAf33kZgRCTXzHjhb2PHXA4Hv745m73rVtFl2CiG3jy1Xr5UHTk55Ey9HXtGBlGPPkLopEmn9Pz9WwpZNGcXUYmBjJnWGZ/ynbD7J9jzMxTVLMcU3RlaDQQfE29X7eaNsm3cGt6bu2IvBJ3BOyvRZQOn7dhgqCLbG0SV7D96wuCW3gAqtjvEdYeYLt6lfepKSqjK9wZDfwRFJQe8Ge4thcfuq/MD1wkWTDYEeXOKRbY/usZkeDvwDz+l4OmvHDYXWbtK2be5gEM7ivG4JREJAaT0jaFtryh8TefejOdGD6xqTjoKeBlvuoX3pZRPH29fFVgpSvOS/9RTVPwwn7abNjb4IqoFzz1P6Qcf0Or77/Bt1w7p8TDv2f+QsyuNa595mbD4o2kGnAWFWFavxrx6FZY1a/FUVoJOh09CAj6tW2Fo1RqfpNYYWrXCt0MHRE1erEdXPcretavonxpKZKskrpn5Yr0ECdWpqZR/9x2VPy/AU1WFLjaG4EsvJXDMGCy//UbhK6+ClERMm0bo5OsRf8lUbXaYeW3ba3yx5wvC/cJ5YdALdI9quAWw/+r3Vcv55fUXGXbrNDpfdLRrxlpZwQ/PzyQvfTcDJ91IzzHj67Wlwm22kPfgg5iXLyf46olEP/rokfeqLg5sLWTRe7uIaBnAmLu6Hp19VnIA9vzkDbQOp4LbjgT+ExbKt4EmHi8u5coqc+0H1ei9+exiu9UEUt28wZQxtPb964O9CkoPeoOs0gyoLvXm+/Lxr9lMRy/D2nhz8dXT+2CtdHBoRzEZqUXk7C7D7fLgF6CnbZ9o2veNISzu3B7u0CSB1alQgZWiNC/lc+dy+P8eJ+nXX/BJTGyw8zhycsgYOYrAMWOI/e/R33aW8jI+enAappBQrnn6pVoTh0qXC2d+AfqoyJN+KS+Z9yGpX82F+CCmzXgHg7F+Uyd4bDaqli6lYt53WNau5Y9Mpf4DBxD97yfwif/7sjlLs5by3w3/pchaxFXtruKu7ncR4FO3sS/1RUrJ1089QnFWJjfOfhtjYBBlh3OZ98yTVJUUM/KO+2nXt//JD3Q653a7KZo9m5L35mDsez7xs2ejDa5792fGtiIWvruTkBgjo6Z2JjC8lgS9Hg+4HbgcZu5e/TCr8zfxSo/pDI7tCzrfP20GzmjQ0CmoKLJSVWLDaXf/bTMYdST3jMIvoGHG1pXlWzi0o4SDO4o4fKACJASE+dK6awStu0YQnRR0Sms2ns1UYKUoylmletcuDl1+BXGzXzqytEpDyL3vfqqWLSNp4a/oo6KOeSxj6ya+e/Y/9LhkHIOvP72UA1JK1nz1CRu++xp76wDmtz/AzxN+Icyv4TI/O/PzqfzlV3xaxGMaOvRvLT35lnxmbZjFsuxlJIck80TfJ+gS0XTLexRnZ/LJQ3fRYeBQOg4eyg/Pe8ciXTr9cWLbtm/w85fP+478J55AHxtL/FtvYmhd95xw2btLWfjuTjRawYgpnYhtc/zAzOq0ctPCmzhQfoC3LnqLntG1fuc2mNLDFjb+mMGBrUUn3E+jFbTqEkHH/rHEp4QgziDQcbs9HN5XzqG0Eg6lFVNR6O1mDIs31QRT4YTFmc6ZcVOnQgVWiqKcVTwOB3t79CTshslE3n9/g5yjescODl15FeG3TyXirrtq3Wfp+2+zfeFPXDr93yT16H1Kx/e43Sx57w3Sli2i04XDaT1hJJf/dAWTO07mvh731UcVTtmyrGU8suoRPNLD1K5Tua7DdejPcLZafVj56fts/nEeWp2OwMhoxj/0BMHRDZtx/s+sW7eSM+1OPFYrEXffTej11yG0dWtBKi+w8tMbqVSV2Bg8KYX2Fxy/3CXVJdy48EZyq3J5duCzXNTyovqqwnFVFFWz6aeDpG/MR+ejpcvQFsSnhKA3aNEbtPj46tAbtOgMWsryLexec5i96/O9CxWH+dKhXwwpfWMxhZx8DUUpJRWF1eSml5Gzp4ysXSU4bG60Og1x7UJI7BRGy05hBIadu8tv1ZUKrBRFOetkjB+PLjjklDLU15WUkszrrsNx8BBJCxceN5WC02Hni8fupzg7i55jLqPvhGvQ+5z8C8bpsLPg1efZv2k9fS67in5XXYsQgod+e4jl2ctZMH4B4X7hJz1OfVqZvZJ7VtxDSkgKzw16jhYBLRr1/CfisFXzyUN3ERAazpj7H8XP1LhdkuAdP5f/5JOYly/Hr2tXYv77dJ1br2wWJwvf3UnOnjK6Dkug72VJx+3SKreVM23ZNHYU7eDRPo8yMWVifVbjCHOZjU0LDrFnzWE0WkGnwfF0uzgBP9PJu/ncTg8Z24v4fU0eOXvKQEBgmC/BUf6ERBuPbMFR/jhsLvLSy8nZW0ZeehmWCm8WdGOQD4nnhdGyUzjxKSGNupzM2UAFVoqinHXyHnsM87LlJK9dU+9dBVVLlpAz7U6in3ySkIlXnXBfu9XCyk/mkLZsESGx8Vx8293Etau9i8rtcnFgywY2fj+XgoP7GTL5X3QfeTTDfmZlJpd+fymXt72c/zv//+q1TieyOnc1+D509QAAFhFJREFUdy27i7YhbXl3+LuNPpaqLtwuFxqttkm7haSU3gz5M5/GU11N+LRphN10498G/dfG7faw5ut9pK3MJbFTGMNu6ojPcZZUqXZVM/236azIXsGtnW7lzm531lu9XU43W37JZNuiLKSUdOwfS49RifgHnfwHQW0qiqzs21RIaZ6ZsgIr5flWXM6/J4Y2BvoQ1zaY2LYhxLcLISiybgmq/6lUYKUoylmn9LPPKJgxkzbLl9XrQsTS6SRj9BjQ6Wj9w/d1+tIEOLRjG4vfeY3K4iK6jxxL/4nXHVlfs7K4iLRlC0lbtghLWSkB4REMuvbmWgdez1w/k7npc/l+3PeNspbcurx1TFs6jaTgJN4d/i5BhlOYqt9MuYqKyH9qBlWLF+N73nnE/Pfpv60CcDxpK3JY9fU+gqOMjPjXeYTG1N4a6vK4eHrD08xNn8u4pHE8ccETZ9wtm7OnlBWf76WisJq2vaPoM651vXe7SY+kqsxGeb6VsnwrWr2GuLbBBEcZGyWQcnvcFFgLyKrKIqsyC7vbTqwpljhTHLGmWAJ9Ahu8DHWhAitFUc461m3byLz6GuLfeJ2AoUPr7bh/BGzxb71JwJAhp/RcR7WV3z7/iNRFPxMcFUOvcZeTsXUTGVs2IZG06tqDLsNG0apbDzTHmeVVXF3MqHmjGBA3gBcHv1gfVTquTfmbuH3J7SQEJjBn+JwGT/r5TyKlpGrhQvKfmoG7ooLAi4cTOnkyfl1OPtA/e08pi+fswunwMPiadrTrU3veOiklb+94mze3v0n/uP68OOhFjHrjKZe12uxg7dz97FmfT2CEH4OvaUeL9g2YpqERHao4xPwD89lXto+sqiyyq7Jxeo6/TFqATwBxpjiijdEIIXBLN26PG5fHhUu6cHvcdIroxPRe0xu03CqwUhTlrOOxWtnbsxfhU6cScWety4ieMndVFQeGX4yhbVsSPvzgtH9hZ+/awcL/vUpFQT7GoGDOGzKMzkNHEBQZdfInA29uf5O3Ut/i81Gf0ynizLKJH8+Wgi1MXTKVOFMccy6eQ6jvP+OLtrG5Skspefc9yr/5Bo/ZjF+XLoTeMJmAYcNO2NppLrOzaM5ODu+voEP/WAZcmYzOp/Zg+9v0b3lq/VMkBCRwS6dbGNV6VJ1ar6SU7F2fz5q5+3FUu+g2PIGeoxKPe55zhdPjZHnWcr7e+zUb8jegEzpaBbciISCBhMAE72XNdYPWQJ4ljzyzd8s155JnziPfkg+AVqNFJ3RoNVq0QotOo6NTeCfu6l77hJX6ogIrRVHOSgcuGY1PQgIt3nqzXo5X+PLLlLz9PxK/nYtfx45ndCynzUbhoQyi2ySj1Z1aF47FaWHUvFEkBScxZ/iceu9C2V64nSmLpxDlH8X7F7/f6APl/4ncZgsV331H6Sef4MzKQhcTQ+i1kwgYOhR9ixa1ziL0uD1s+PEgW3/NJCzOxIh/nUdwVO0tUmvz1vLS5pfYW7aXaP9obuh4A5e1uazWFizpkWTuKmHrr5kcPlBBdOsgBl/bjrDYczup5mHzYebum8u8ffMori4m1j+WCe0mcGmbS8+5v2EVWCmKclbKfXA61o0bSV654oyP5TZb2D9kCP4XXED8Ky+feeHO0Oe7P2fWxlm8OfRNBsQPqLfjFlmLGD9/PIE+gXww4gMijZH1dmzFm1jUvHIlpR99jHXDBgCEwYAhKQlDcjKGtm0xtE3GNyXlyCLZmTtLWPLB77hdHoZcl0Jyz9pbNqWUrM5dzXtp77G1cCshhhCuaX8NV6dcTZAhCLfTw96N+WxfnEVZvhVTiIGeoxLp0C/2jPJNNbXi6mJe2foK8w/MR0rJwPiBXNnuSvrF9kPbSIlT65sKrBRFOSuVfPAhhc8+S/Ka1ejCziypZsmHH1L4zLMkfvN1revlNTan28nY78fip/fjm9Hf1MsXiJSSqUunsiV/C1+N+YrWQXVPdqmcOvv+/VTvSMOeno593z7s6em4io4m4DS0a+dduLv/ANyJ7Vn8UTr5GRXEJgfTcWAsSV0j0eprX7JpW+E25qTNYWXOSoJkKBeZJxCVkYLHqiEs3kS3YQm06RmJVtuwSz41JIfbwWe7P+N/O/6H3W3nmpRrmNR+ErGm2KYu2hk7UWDVvBJPKIpyVvFt701rYPt9N6YBp7+0iXQ6Kf3oY4y9ep0VQRWAXqvnru53Mf236Sw4uIAxSWNO/qST+HLvl6zJXcOjfR5VQVUjMLRpg6FNm2Puc5WV4di/H+u27VhWr6bkgw8pefc9NP7+9Dy/L7lJwzhQYmDxnN9ZHbCP9hfE0HFA3DFL4jjtbiLKEplsu59+RVdTctCKcGvJDNrN9vbL8ElwkqXpT//8/rQJaYNRZ8RP53fOtO5IKfkt5zee2/QcWVVZDIofxIO9HqRlYMumLlqjUC1WiqI0GXdlJem9+xBx912ET5162sep+PEn8h588LRmAjYkj/Rw9c9XU2Yr48fLfsSgPb1cQwAZFRlc+eOV9IzuyVtD32rWOYTOJm6zGev69Zh/W4V59SpceYcRgUE4L59Kln9nMneVIYGEDqGERPtz+EAFxVlVeDwSBITFmohtE0T7/rFUBRaxJncNq3NXszl/Mw6P45hz+Wp9Meq9QVaobyhdI7vSK6oXPaJ7nBVpCDzSw57SPby67VXW5K6hVVArpveaTr+YC7CsXUf11i0IXz80RuPRzd+Ixt+Eb/sUNH5nljrCY7FQ8dPPCIMPwZdeWk+1qp3qClQU5ax18KqrsKfvo8Xbb+Pf59SWlQHvr+OD4y9HOhy0/nE+QnN2dZ2sP7yeWxfdygM9H2Byx8mndQyn28m1v1xLnjmPeWPnEWGMqOdSKvVBSolt506K33ob87JlaIKC8LvmZvLiB7BnYzE2i4vIxABi2gQTkxREdOsgfP1rnxhR7apmS8EWDlsOY3Vasbqs3sua6/mWfHYU7cDhcSAQpISm0Cu6F72ie5EckkyUMQqdpmE7pSrsFaQVp5FalMqOoh2kFaVR5azCpDcxtctUJoQMwfz9j1TM/RZnXt4JjyWMRgIuvJDAS0Zh6tcP4VP3haJt6emUf/klFT/Mx2OxYBoypN4mxByPCqwURTlruYqKyLzxRpw5ucS/8Tqmfv1O6fmWdevIuvEmYmbOIPiKKxqolGdmyuIp7CrZxYLxC06rZeHVra/ybtq7zB48u1HWn1POXPXOXRS/8Qbm5cvRBgURcsONBF1zDT5B9ZcV3+62k1aUxqb8TWwq2ERqYeqRVi6t0BJljCLWFHskwWaYb1itLZ1SSm8+qD9yQtXkg3JLN3a3/UgwV+2qPnK91FZKZmUmABqhITk4mc4Rnekc0pHeGVpcP/yCZdVq8Hjwv6AvwRMmYBo6FDwePFard7NY8VgtuMvKMa9YQdXChbgrKtAEBRE4fBiBo0Zh7N279hmZDgdVCxdS9sWXVG/divDxIXDkSIInXoVf164N3qKrAitFUc5qrtJSsm66GUdGBvGvvYpp0KA6Pzfrllux7dlDm6VL0BhOv6utIe0u2c3EnyfSIbQDr1746im1OG0v3M7kXyczNmksM/rNaMBSKg2hOm0nxa+/jnnlSrRhYUTeew9B48c3SMuq3W1nZ/FOMiszj+R7yjXnkmvOpchahOTUv+/1Gj3+en+MOiNGvdE73kvvR6BPIO1D29Mlogsdwzti1PpRMX8+Ra+8iuvwYXSRkQSNv4zgK67AJz6+TueSDgeWdeuo+PlnzEuW4rFavQ/odAit1htg1Vz32O1IqxV9ywRCrppI0GWXogsJOeX6nS4VWCmKctZzl5eTdfMt2NLTiZ/9EgEXnbxlxrZ3LwfHXUrEPfcQftuURijl6VuauZRHVj9CgE8Ar134Gh3COpz0ORanhSvmX4FE8u3Yb/HX1758inL2q96xg4JZz1C9bRu+HTsS9dijGLt3b7TzO9wOKh2Vx31cK7R/S7apFXVb29Gydi0Fz7+AffdufDt2JPyO2zENHFjn5aRq47HZMK9YiT19L9LtAbcL6XIj3W5wu0CjJeDCIRjPP79Juv9VYKUoyjnBXVlJ9q3/onrXLuJeeJ7AESNOuH/eQw9TuXgxycuWog0++5dz2VO6hzuX3Um5rZyn+z/N8MThJ9z/32v+zQ8HfuDDER/SLbJbI5VSaSjeRaB/pvCFF3AVFBA4ejSRD9yPPrr2JXHOdra9eyl8/gUsq1ejj4sj4t57CRw18qwb59gQVGClKMo5w222kD1lCtXbthE7678EjRtX637O/Hz2XzSMkKuvJvqxRxu5lKevuLqYu5ffzY6iHdze9XZu63zbMa0CWZVZLM5czKLMRfxe8ju3drq1wZfnUBqXx2ql+N13KZ3zPmi1hN1yM4HDh+OTlHROBCXOggKKXnmViu++QxMQQPhttxFy7SQ0pzDg/FynAitFUc4pHquV7Km3Y92wAdOgQUQ+cD+G5ORj9il4/nlKP/iQpEUL6zyG42xhd9t5cu2T/JTxEyMSR3Br51tZkb2CxZmL2VO6B4BO4Z0Y2WokE1Mm1mldOeXc48jJofDZ56havBgAjcmEX+dO+HXtil+XLvh27tyo44ZOxmO1UvL+B5TMmQMuFyHXXkv4lH+dE63F9U0FVoqinHM8DgdlH39M8f/ewWOxEHz5eMLvvBN9ZCRus5n9g4dgGjiAuJdeauqinhYpJXN2zuHVra8eGVTcJaILw1oOY1jLYf+I7NRK3TgyM7Fu20Z1airV21Ox790LHg8APklJGHv3wr93b4y9eqELb/w19aTH4x2YPvtlXAUFBFx8MZEP3I9PixaNXpazhQqsFEU5Z7nKyih5+21KP/8CodMRduONoNFQ/PrrJH7zDX6dzmvqIp6RjYc3klGRweAWg4n2PzfH2ij1y2OxUL1rF9XbU7Fu3kT15i1HZsj5tEnyBlm9+2Ds07vBW7SsW7ZQMOsZbDt34nveeUQ98jDGHj0a9JznAhVYKYpyznNkZVH08stULvgFAGPv3rT8+KMmLpWiNDzpcmHbtQvLxo1YN27CumUL0moFIfDt0AH/Cy7A/4K++HXvXi8pR5wFhZiXL6Nq0SIsa9ehi4oi8r57CRwz5pwYA9YYVGClKMo/RnVqKqUffUzojTecNesCKkpjkk4n1Wk7saxbi2XdOqq3p4LLhTAYMPbojv+AgQQMGYxPYmKdj2nPOEjV0iVULVmCLXUHAPqWCQRfdhmhkyef8XIz/zQqsFIURVGUfyi32YJ18yas69ZhXrMGx/4DAPgkJmIaMgTT4MEYu3dD6PVIjwdnbi72ffuwp6djT9+HbdcuHJneLOq+HTsSMOwiAoYOxadNG7Um5XGowEpRFEVRmglHTg7mFSsxr1iBdcMGpNOJJjAQnxYtsB886O1GrKGPi8OQnIx/v34EXDQUfUxME5b83KECK0VRFEVphjwWC+a1azEvX4ErPx+fNkkYkpPxTU7Gp00btCZTUxfxnHSiwKphl75WFEVRFKXJaPz9CRw2jMBhw5q6KM2GGt6vKIqiKIpST1RgpSiKoiiKUk9UYKUoiqIoilJPVGClKIqiKIpST1RgpSiKoiiKUk9UYKUoiqIoilJPVGClKIqiKIpST1RgpSiKoiiKUk9UYKUoiqIoilJPVGClKIqiKIpST1RgpSiKoiiKUk9UYKUoiqIoilJPVGClKIqiKIpST1RgpSiKoiiKUk9UYKUoiqIoilJPVGClKIqiKIpST1RgpSiKoiiKUk9UYKUoiqIoilJPhJSyqcuAEKIIyGyEU4UDxY1wnrOVqr+qf3OuP6jXQNVf1V/Vv360lFJG1PbAWRFYNRYhxGYpZc+mLkdTUfVX9W/O9Qf1Gqj6q/qr+jd8/VVXoKIoiqIoSj1RgZWiKIqiKEo9aW6B1TtNXYAmpurfvDX3+oN6DVT9mzdV/0bQrMZYKYqiKIqiNKTm1mKlKIqiKIrSYJpFYCWEGCGE2CuE2C+EeLipy9MYhBDvCyEKhRA7/3RfqBBisRBiX81lSFOWsaEIIVoIIZYLIXYLIXYJIe6uub9Z1B9ACOErhNgohEiteQ3+U3N/s3kNAIQQWiHENiHETzW3m039hRCHhBBpQojtQojNNfc1p/oHCyHmCiH21HwW9G1m9W9X897/sVUKIe5pZq/BvTWffzuFEF/UfC42eP3/8YGVEEILvAGMBDoAVwshOjRtqRrFh8CIv9z3MLBUSpkMLK25/U/kAu6XUrYHzgfuqHnPm0v9AezAhVLKLkBXYIQQ4nya12sAcDew+0+3m1v9h0gpu/5pinlzqv8rwK9SyhSgC96/g2ZTfynl3pr3vivQA7AC39FMXgMhRBxwF9BTSnkeoAUm0gj1/8cHVkBvYL+UMkNK6QC+BMY1cZkanJTyN6D0L3ePAz6quf4RcGmjFqqRSCkPSym31lyvwvuBGkczqT+A9DLX3NTXbJJm9BoIIeKBS4D3/nR3s6n/cTSL+gshAoGBwBwAKaVDSllOM6l/LYYCB6SUmTSv10AH+AkhdIARyKMR6t8cAqs4IPtPt3Nq7muOoqSUh8EbfACRTVyeBieESAS6ARtoZvWv6QbbDhQCi6WUze01eBmYDnj+dF9zqr8EFgkhtggh/lVzX3Opf2ugCPigpiv4PSGEP82n/n81Efii5nqzeA2klLnAC0AWcBiokFIuohHq3xwCK1HLfWoqZDMghDAB3wL3SCkrm7o8jU1K6a7pBogHegshzmvqMjUWIcRooFBKuaWpy9KE+kkpu+MdBnGHEGJgUxeoEemA7sBbUspugIV/aJfXyQghfICxwDdNXZbGVDN2ahzQCogF/IUQ1zbGuZtDYJUDtPjT7Xi8zYHNUYEQIgag5rKwicvTYIQQerxB1WdSynk1dzeb+v9ZTRfICrxj7prLa9APGCuEOIS3+/9CIcSnNJ/6I6XMq7ksxDu2pjfNp/45QE5NKy3AXLyBVnOp/5+NBLZKKQtqbjeX1+Ai4KCUskhK6QTmARfQCPVvDoHVJiBZCNGqJnKfCMxv4jI1lfnA5Jrrk4EfmrAsDUYIIfCOrdgtpXzpTw81i/oDCCEihBDBNdf98H7I7KGZvAZSykeklPFSykS8//PLpJTX0kzqL4TwF0IE/HEdGA7spJnUX0qZD2QLIdrV3DUU+J1mUv+/uJqj3YDQfF6DLOB8IYSx5jthKN7xtg1e/2aRIFQIMQrveAst8L6U8ukmLlKDE0J8AQzGu5p3AfAE8D3wNZCA949ugpTyrwPcz3lCiP7AKiCNo+NrHsU7zuofX38AIURnvAMztXh/QH0tpXxKCBFGM3kN/iCEGAw8IKUc3VzqL4RojbeVCrzdYp9LKZ9uLvUHEEJ0xTtxwQfIAG6k5n+BZlB/ACGEEe8Y49ZSyoqa+5rT38B/gKvwzhTfBtwCmGjg+jeLwEpRFEVRFKUxNIeuQEVRFEVRlEahAitFURRFUZR6ogIrRVEURVGUeqICK0VRFEVRlHqiAitFURRFUZR6ogIrRVEURVGUeqICK0VRFEVRlHqiAitFURRFUZR68v+vxG5RvYSYdwAAAABJRU5ErkJggg==\n", "text/plain": [ - "
" + "[[150.0, 763.0, 410.0, 504.0, 541.0, 926.0],\n", + " [221.0, 446.0, 294.0, 526.0, 1033.0, 0.0],\n", + " [96.0, 138.0, 230.0, 319.0, 328.0, 407.0],\n", + " [96.0, 171.0, 414.0, 905.0, 319.0, 956.0]]" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "plt.figure(figsize=(10,8))\n", + "# First we bring the previous dictionary into a list\n", + "test = []\n", + "\n", + "for j in list_of_people['Participant ID']:\n", + " for i in dict_max:\n", + " if i[:2] == j:\n", + " test.append(dict_max[i])\n", + " \n", + "test\n", "\n", - "value = 'P'\n", - "for i in data_means.columns:\n", - " if i.endswith(value):\n", - " plt.plot(data_means.loc[:,i], label = i[:2])\n", + "# Then we can extract the kicks by \n", + "lst_lst_max = []\n", + "for i in range(0, len(test), 4):\n", + " lst_lst_max.append(test[i: i+4])\n", + " \n", + "lst_lst_max\n", + "\n", + "\n", + " \n", + "lst_max_lst = []\n", + "for i in range(4):\n", + " lst_max_lst.append([test[i], test[i+4], test[i+8], test[i+12], test[i+16], test[i+20]])\n", "\n", - "plt.legend()" + "lst_max_lst" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Graphs of participants per strike" + "## Graphs of mean of participants per strike" ] }, { "cell_type": "code", - "execution_count": 385, - "metadata": { - "collapsed": true - }, + "execution_count": 44, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1918,7 +2830,7 @@ " ax[j].plot(data_means.loc[:,i], label = i[:2])\n", " ax[j].set_title(strikes[j])\n", " ax[j].legend()\n", - "plt.savefig('figures/participant_strike.png')\n", + "plt.savefig('figures/mean_participant_strike.png')\n", "plt.show()\n", "plt.clf()" ] @@ -1927,19 +2839,17 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Graphs of strike per participant" + "## Graphs of mean of strike per participant" ] }, { "cell_type": "code", - "execution_count": 386, - "metadata": { - "collapsed": true - }, + "execution_count": 45, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -1961,6 +2871,7 @@ ], "source": [ "values = list_of_people['Participant ID'].tolist()\n", + "description = list_of_people['Description'].tolist()\n", "graphs = len(values)\n", "fig, ax = plt.subplots(graphs, 1, figsize = (10,20))\n", "\n", @@ -1968,9 +2879,132 @@ " for i in data_means.columns:\n", " if i.startswith(values[j]):\n", " ax[j].plot(data_means.loc[:,i], label = i[3])\n", - " ax[j].set_title(values[j])\n", + " ax[j].set_title(description[j])\n", " ax[j].legend()\n", "\n", + "plt.savefig('figures/mean_strike_participant.png')\n", + "plt.show()\n", + "plt.clf()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Graphs of max of strike per participant" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# print(lst_lst_max)\n", + "\n", + "strikes = ['Round', 'Back', 'Cut', 'Punch']\n", + "n_cols = 2\n", + "n_rows = 3\n", + "fig, ax = plt.subplots(n_rows, n_cols, figsize = (10,10))\n", + "\n", + "list_of_tuples = []\n", + "for i in range(n_rows):\n", + " for j in range(n_cols):\n", + " list_of_tuples.append((i, j))\n", + "\n", + "for i in list_of_tuples:\n", + " k, v = i\n", + " ax[k][v].bar(strikes, lst_lst_max[k*2+v])\n", + " ax[k][v].set_title(description[k*2+v])\n", + " \n", + "plt.savefig('figures/participant_strike.png')\n", + "plt.show()\n", + "plt.clf()" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "n_cols = 2\n", + "n_rows = 2\n", + "\n", + "for i in range(n_rows):\n", + " for j in range(n_cols):\n", + " list_of_tuples.append((i, j))" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# print(lst_lst_max)\n", + "\n", + "strikes = ['Round', 'Back', 'Cut', 'Punch']\n", + "n_cols = 2\n", + "n_rows = 2\n", + "fig, ax = plt.subplots(n_rows, n_cols, figsize = (10,10))\n", + "\n", + "list_of_tuples = []\n", + "for i in range(n_rows):\n", + " for j in range(n_cols):\n", + " list_of_tuples.append((i, j))\n", + "\n", + "for i in list_of_tuples:\n", + " k, v = i\n", + " ax[k][v].bar(values, lst_max_lst[k*2+v])\n", + " ax[k][v].set_title(strikes[k*2+v])\n", + " \n", "plt.savefig('figures/strike_participant.png')\n", "plt.show()\n", "plt.clf()" From 917d6cdc1703b4e56d6506d882f723398e001894 Mon Sep 17 00:00:00 2001 From: Octavi Fernandez Date: Wed, 11 Mar 2020 23:56:08 +0100 Subject: [PATCH 4/5] Readme updated, still some points to fill --- your-project/README.md | 39 +++++++++++++++++++++++++-------------- your-project/main.py | 39 --------------------------------------- 2 files changed, 25 insertions(+), 53 deletions(-) delete mode 100644 your-project/main.py diff --git a/your-project/README.md b/your-project/README.md index 9563cd70..5eecdfa6 100644 --- a/your-project/README.md +++ b/your-project/README.md @@ -1,9 +1,9 @@ Ironhack Logo # Title of My Project -*[Your Name]* +*[Octavi Fernández]* -*[Your Cohort, Campus & Date]* +*[Data Analysis, Barcelona & March 2020]* ## Content - [Project Description](#project-description) @@ -19,32 +19,44 @@ - [Links](#links) ## Project Description -Write a short description of your project: 3-5 sentences about what your project is about, why you chose this topic (if relevant), and what you are trying to show. +The project is an analysis of the data on the impact of different techniques from Tae-Kwon-Do students into an ADC sensor (Analog to Digital Converter). +I chose this project because I was looking for data on this martial art, as I am a practicioner myself too. +My goal was to deliver some insights about the data found by cleaning and ordering the different readings of the 115 strikes. ## Hypotheses / Questions * What data/business/research/personal question you would like to answer? +* I would like to know if there is a correlation between the weight and experience of the students to the intensity of the impact delivered. +* Is the intensity difference between the strikes related to the experience? +* Is there any kind of consistency on the different students? Do they strike with the same intensity for every technique? * What is the context for the question and the possible scientific or business application? +* The business application could be to develop an app to help the teachers know the fortes and train on the weak points regarding to data. * What are the hypotheses you would like to test in order to answer your question? Frame your hypothesis with statistical/data languages (i.e. define Null and Alternative Hypothesis). You can use formulas if you want but that is not required. ## Dataset -* Where did you get your data? If you downloaded a dataset (either public or private), describe where you downloaded it and include the command to load the dataset. -* Did you build your own datset? If so, did you use an API or a web scraper? PRovide the relevant scripts in your repo. +* The dataset was downloaded from a Kaggle file (https://www.kaggle.com/ali2020armor/taekwondo-techniques-classification). * For all types of datasets, provide a description of the size, complexity, and data types included in your dataset, as well as a schema of the tables if necessary. +* There are two CSV files in the dataset: +- The first one describes the six participants of the readings. +- The second, and largest one, contains the readings. There are 115 columns, each for one reading. Each participant had 5 trials on 4 different kind of strikes: Round kick, Back kick, Cut kick and Punch. The sixth participant was the only one not to perform the trials for the Back kick. * If the question cannot be answered with the available data, why not? What data would you need to answer it better? ## Cleaning Describe your full process of data wrangling and cleaning. Document why you chose to fill missing values, extract outliers, or create the variables you did as well as your reasoning behind the process. +The first thing I noticed is that there is not a transformation from the reading to any known scale. We can not extrapolate into any kind of energy output. We then can only evaluate the data in between itself. +Also, the data had not the same length on every reading. I deduced it responded to the fact that the timeframes were not standardized. +This meant I had to cut the non-numerical data out. Then I had to clear the offset (usually on 1026) and reduce the noise. +The only interesting part of the data was concentrated around the moment of the impact. In order to have representative data, this meant centering on it. I decided to take a window of 80ms where the impact would be on 30ms. This reduced the data from 4000+ rows to 80 rows. +Finally, knowing when the impact happened, it was easy to extract the peak moment and arrange it for different kind of visualizations. + + ## Analysis * Overview the general steps you went through to analyze your data in order to test your hypothesis. * Document each step of your data exploration and analysis. * Include charts to demonstrate the effect of your work. * If you used Machine Learning in your final project, describe your feature selection process. -## Model Training and Evaluation -*Include this section only if you chose to include ML in your project.* -* Describe how you trained your model, the results you obtained, and how you evaluated those results. ## Conclusion * Summarize your results. What do they mean? @@ -52,21 +64,20 @@ Describe your full process of data wrangling and cleaning. Document why you chos * Interpret your findings in terms of the questions you try to answer. ## Future Work -Address any questions you were unable to answer, or any next steps or future extensions to your project. +I would love to be able to have more consistent data, as in values more around a mean for each kind of strike and participant to see if the intensity can really depend on weight and/or experience. ## Workflow Outline the workflow you used in your project. What were the steps? How did you test the accuracy of your analysis and/or machine learning algorithm? ## Organization -How did you organize your work? Did you use any tools like a trello or kanban board? +As I was discovering what to do with the data, I could not rely on a Trello board to organize my work. -What does your repository look like? Explain your folder and file structure. +My repository consists on the main Jupyter Notebook file, and two different folders: one containing the dowloaded data and the cleaned data; the other with the figures obtained for the analysis. ## Links Include links to your repository, slides and trello/kanban board. Feel free to include any other links associated with your project. -[Repository](https://github.com/) -[Slides](https://slides.com/) -[Trello](https://trello.com/en) +[Repository](https://github.com/Octavifdez/Project-Week-8-Final-Project/tree/master/your-project) +[Slides](https://slides.com/octavifernandez/analysis-of-tae-kwon-do-strikes/fullscreen) diff --git a/your-project/main.py b/your-project/main.py deleted file mode 100644 index 2519e5d7..00000000 --- a/your-project/main.py +++ /dev/null @@ -1,39 +0,0 @@ -import matplotlib.pyplot as plt -import pandas as pd -import numpy as np -import csv -import hashlib -import json -import random -from cleaning import * - -if __name__ == '__main__': - print('It’s good to meet you') - # Acquisition // The path is always ../data - tkd_data = pd.read_csv('Taekwondo_Technique_Classification_Stats.csv') - original_data = pd.read_csv('Taekwondo_Technique_Classification_Stats.csv') - tkd_data.head() - - # Wrangling - lower = -10 - upper = 20 - roll = 2 - final_df = cleaner(tkd_data, lower, upper, roll) - -# final_df.to_csv('CSVs/marvel_cleaned.csv', sep = ';', index = False) - - # Analysis -# final_df.describe().to_csv('CSVs/marvel_describe.csv') - - # Doing a multi-graph figure - graphing(final_df, lower, upper, roll) - - # keep_on = True - # while keep_on: - # dict_test = {"good": 0 , "bad": 1, "neutral" : 0 , "male": 0 , "female": 1, 'all': 2 } - # gender, alignment = ask_input(dict_test) - # selected_df = df_selection(final_df, dict_test[gender], dict_test[alignment]) - # graphing(selected_df, 'marvel_'+alignment+'_'+gender) - - # print(selected_df.describe()) - # Reporting \ No newline at end of file From 0b158698e0c0753495aa44973ad8b24672f89f44 Mon Sep 17 00:00:00 2001 From: Octavi Fernandez Date: Mon, 16 Mar 2020 18:07:01 +0100 Subject: [PATCH 5/5] Project completed --- your-project/README.md | 24 ++----- your-project/figures/cleaning.png | Bin 60859 -> 61240 bytes your-project/figures/evolution.png | Bin 97796 -> 46379 bytes your-project/figures/maxs.png | Bin 22389 -> 40935 bytes your-project/main.ipynb | 101 +++++++++++++++++++++-------- 5 files changed, 80 insertions(+), 45 deletions(-) diff --git a/your-project/README.md b/your-project/README.md index 5eecdfa6..b0ad8ff6 100644 --- a/your-project/README.md +++ b/your-project/README.md @@ -28,10 +28,8 @@ My goal was to deliver some insights about the data found by cleaning and orderi * I would like to know if there is a correlation between the weight and experience of the students to the intensity of the impact delivered. * Is the intensity difference between the strikes related to the experience? * Is there any kind of consistency on the different students? Do they strike with the same intensity for every technique? -* What is the context for the question and the possible scientific or business application? + * The business application could be to develop an app to help the teachers know the fortes and train on the weak points regarding to data. -* What are the hypotheses you would like to test in order to answer your question? -Frame your hypothesis with statistical/data languages (i.e. define Null and Alternative Hypothesis). You can use formulas if you want but that is not required. ## Dataset * The dataset was downloaded from a Kaggle file (https://www.kaggle.com/ali2020armor/taekwondo-techniques-classification). @@ -42,7 +40,6 @@ Frame your hypothesis with statistical/data languages (i.e. define Null and Alte * If the question cannot be answered with the available data, why not? What data would you need to answer it better? ## Cleaning -Describe your full process of data wrangling and cleaning. Document why you chose to fill missing values, extract outliers, or create the variables you did as well as your reasoning behind the process. The first thing I noticed is that there is not a transformation from the reading to any known scale. We can not extrapolate into any kind of energy output. We then can only evaluate the data in between itself. Also, the data had not the same length on every reading. I deduced it responded to the fact that the timeframes were not standardized. @@ -50,25 +47,19 @@ This meant I had to cut the non-numerical data out. Then I had to clear the offs The only interesting part of the data was concentrated around the moment of the impact. In order to have representative data, this meant centering on it. I decided to take a window of 80ms where the impact would be on 30ms. This reduced the data from 4000+ rows to 80 rows. Finally, knowing when the impact happened, it was easy to extract the peak moment and arrange it for different kind of visualizations. - ## Analysis -* Overview the general steps you went through to analyze your data in order to test your hypothesis. -* Document each step of your data exploration and analysis. -* Include charts to demonstrate the effect of your work. -* If you used Machine Learning in your final project, describe your feature selection process. - +* Except for the round kick of P2, or P4's punch, every strike follows a clear progression line related to the age/weight/experience of the participant. ## Conclusion -* Summarize your results. What do they mean? -* What can you say about your hypotheses? -* Interpret your findings in terms of the questions you try to answer. +* We can observe the strongest strike is the back kick, but it needs more technique and only the more experienced participants are able to perform it. It would have been interesting to see what P6 would have scored. +* The students don't seem to have a "best" strike. Some have a peak, but, for most of the strikes, they stay around their own mean. +* Unfortunately, there was not enough data to corroborate the hypothesis. ## Future Work I would love to be able to have more consistent data, as in values more around a mean for each kind of strike and participant to see if the intensity can really depend on weight and/or experience. ## Workflow -Outline the workflow you used in your project. What were the steps? -How did you test the accuracy of your analysis and/or machine learning algorithm? +The workflow started with cleaning the data so it could become readable and comparable to the other inputs. Then, it was possible to gather information and make questions/hypotheses. ## Organization As I was discovering what to do with the data, I could not rely on a Trello board to organize my work. @@ -76,8 +67,5 @@ As I was discovering what to do with the data, I could not rely on a Trello boar My repository consists on the main Jupyter Notebook file, and two different folders: one containing the dowloaded data and the cleaned data; the other with the figures obtained for the analysis. ## Links -Include links to your repository, slides and trello/kanban board. 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[ { @@ -1146,7 +1146,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1176,15 +1176,18 @@ "smooth = 3\n", "\n", "for i in range(number_of_graphs):\n", - " viewing = cut_data(data.iloc[:,i+80])\n", + " viewing = cut_data(data.iloc[:,i+50])\n", " test = rolling(small_noise(norm(viewing), lower, upper), smooth)\n", " \n", " test_max = viewing[viewing == viewing.max()].index[0]\n", " \n", " ax[i,0].plot(viewing, color='orange')\n", + " ax[i,0].set_ylabel('Intensity')\n", + " ax[i,0].set_xlabel('Time(ms)')\n", " ax[i,1].plot(test)\n", " ax[i,1].set_xlim(test_max - 30, test_max + 50)\n", "\n", + "\n", "plt.savefig('figures/cleaning.png')\n", "plt.show()\n", "plt.clf()" @@ -1206,7 +1209,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -1215,7 +1218,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -1250,7 +1253,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -1259,7 +1262,7 @@ "(80, 115)" ] }, - "execution_count": 24, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -1289,9 +1292,9 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -1311,7 +1314,51 @@ ], "source": [ "maxs = clean_data.iloc[30, :].tolist()\n", + "plt.figure(figsize = (12,6))\n", "plt.plot(maxs)\n", + "plt.xlabel('Trial (30 per kick)')\n", + "plt.ylabel('Intensity')\n", + "\n", + "plt.savefig('figures/maxs.png')\n", + "plt.show()\n", + "plt.clf()" + ] + }, + { + "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" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "segments = [(0,29), (30,54), (55, 85), (85, 115)]\n", + "colors = ['orange', 'blue', 'red', 'green']\n", + "maxs = clean_data.iloc[30, :].tolist()\n", + "plt.figure(figsize = (12,6))\n", + "plt.plot(maxs)\n", + "plt.xlabel('Trial (30 per kick)')\n", + "plt.ylabel('Intensity')\n", "\n", "plt.savefig('figures/maxs.png')\n", "plt.show()\n", @@ -1327,7 +1374,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 33, "metadata": { "scrolled": true }, @@ -1340,7 +1387,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -1361,7 +1408,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -1371,12 +1418,12 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 38, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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yhHXr1lG3bl2ioqJ8HY5bjRs3Ji4ujmrVqmXrPhUzIh7w1jdvsWTnEkbdMoqqV1bN1r3PxD3DseRjvL3O/WIBIiIiIrmxfPlyAFq0aOHjSC7PGEOLFi2oUKFCtu5TMSOSS1sPbOXJpU/SuVpn7qt/X7bvvy7qOjpX68x/vvkPx5KPeSFCERERya/279/P999/z0033USJEiV8HY7HZbuYMcaEGGNeNsa8Y4zpb4zpbYyZaIyZZowp6jqmus718UbQIv7idOppes/uTanCpZh428QcrwzybNyzHDl9hNHrR3s4QhEREcnPlixZQnh4OE2bNvV1KF6Rk56ZzkB5IAXYA9xhrR0IfAx0cR2zXOc6eSpQEX/01NKn+OHPH5jSeQqRRSNz3M715a6nY5WOvLn2TY4nH/dghCIiIpJf7dixgx07dtCsWTMKFy7s63C8IifFTDVgrbX2UeAB4Nz6abuBaNeR4Dp3NtcRivipJTuX8J9v/sODNzxI+yrtc93es3HPcijpEGM3jvVAdCIiIpKfWWtZsmQJJUuW5IYbbvB1OF6Tk2JmD3DY9f2FxUqs67U9OAXNZds3xgwyxmxMTNTO53JeIOXFwVMH6T+3PzVK1+D1Nq97pM0bo2+kbeW2vPH1G5w8c9IjbQaDQMoLyRvKCXFHeSHu5Oe82Lp1K/v376dly5aEhob6OhyvyUkxMxu4xRjzDrASmGuMGQt0d702G+jqOjfPXQPW2gnW2gaRkTkfliPBJ1DywlrL/f+9n8STicR3iSe8YLjH2n4u7jkSTyUyYdMEj7UZ6AIlLyTvKCfEHeWFuJNf8yI1NZVly5ZRtmxZatWq5etwvCrbZZq19hQwIN3pGel+vifHEYn4ualbpvLpT5/y79b/pl7Zeh5tu0lsE1pe3ZLXv36dwQ0Ge7RQEhERkfxh/fr1HD16lM6dO+d4caJAoaWZRbJh5+Gd/GPBP2hesTmPNXrMK894Lu459p/Yz3ub3/NK+yIiIhK8kpKSWLVqFddccw1XX321r8PxOhUzIlmUmpZK39l9KWAKMPX2qRQIKeCV59xc8WbiKsTx2prXOJ162ivPEBERkeC0atUqTp8+TevWrX0dSp5QMSOSRa+uepW1e9YytuNYYkvEevVZz8U9x97je5ny7RSvPkdERCSvHDoES5fCyJHQuzf8+9++jij4HDlyhPXr13PddddRpkwZX4eTJ4J3aQMRD1r/x3pe/OpF+tTuQ6/avbz+vJZXt6RxTGNeXf0qA+oPIKxAmNefKSIi4in79sHmzfDtt87XzZth9+7zr8fGQqVKvosvWC1fvhxjDC1atPB1KHlGxYxIJk6cOUGf2X0oH1Ge0R1G58kzjTE8F/cc7eLbMfW7qQy8fmCePFdERCQ7rIXffru0cDlw4Pw1VarATTfBkCFQr55zlC7ts5CD1r59+/j+++9p2rQpERERvg4nz6iYEcnEo4seZcehHay4ewUlC5fMs+e2rdyWhuUb8srqV7j7urspWKBgnj1bREQkvbNn4X//u7hw+fZbOHLEeb1AAahZE9q1g/r1naKlbl3IR++rfcZay+LFiwkPD6dJkya+DidPqZgRycDcn+cycfNEnmzyJHEV4vL02cYYno17lts+vI3p30/nnnpa8VzE106dOsX9999PjRo1eOqpp3wdjojXnDkD27ZdXLhs2QKnTjmvFyoEdepAjx5O0VK/PtSqBeHaUcAnduzYwa5du7jlllsoXLiwr8PJUypmRC5j3/F93Pf5fdQvW58XW7zokxg6VulIvah6vLL6FfrV7UdoiP6TFfGV48eP07FjR1atWgVAsWLFGDZsmI+jEvGcpCSYNg0mTYLvvoOUFOd8sWJOwTJw4PnCpXp1KKgBA34hLS2NJUuWUKpUKW644QZfh5Pn9M5IxA1rLfd+fi+nUk4R3yXeZxPwjTE8d/Nz3DHzDj764SP61unrkzhE8rvDhw/Trl07Nm3aRHx8PJ988gkPP/ww5cqVo1u3br4OTyRX/vwT3n0XxoyBv/5yCpZHHnGKlvr1oXJlCNH6t37JWsv69es5cOAAXbt2pUAB72wb4c9UzIi48e6Gd1m4fSFjOoyheunqPo2lU7VO1ClTh3+t/Be9avXy2v42IuJeYmIibdu25ccff+TTTz+lc+fO3HHHHbRp04a+ffty1VVXEReXt8NQRTzhp5/g//4PPvgAkpPhttvgsccgLg6CfNP4oLB3714WLVrE77//TsWKFbn22mt9HZJPqM4WSefHxB/5f4v/Hx2rdGRwg8G+DocQE8Kzcc/yy8Ff+OTHT3wdjki+sm/fPpo3b87PP//M559/TufOnQEIDw/n888/5+qrr6ZTp0788MMPPo5UJGushWXLoGNHZ7L+9Olw993w88/w+edw880qZPzd0aNHmTNnDhMnTuSvv/6iY8eO9OvXD5NP/49Tz4zIBZJTk+kzuw/Fw4ozqdMkv/nF0KVGF2pG1uSllS9x57V3EmL0OYSIt/3++++0atWKffv2sWDBApo3b37R61dccQULFy6kUaNGtG/fnrVr1xIdHe2bYP3YqVOnOHHiBFdddZWvQ/GapCR45x1nNa/27aFGDf8rCFJSYOZMePNNZz5MZCS88IKzXHJkpK+jk6xITk5mzZo1rF27FmstTZo0oVmzZhQqVMjXofmUihmRCzy3/Dm+2/8d83rNo0wx/9k591zvTK9PezH7p9l0q6kx+iLetGPHDlq1asWRI0dYvHgxjRo1cntdhQoVWLBgAc2aNaN9+/asWrWKkiXzbgl3X0tNTWXv3r0kJCTw+++/u/168OBBbrnlFhYuXOjrcL1i40bo18/p2QD45z+dDSHbtXMKm1atoHhx38V35AhMmABvvw1//OFM3J8wAfr21cpjgSItLY3vvvuOZcuWcfLkSWrVqkWrVq3y1e+ajKiYEXFZ8dsKRn49ksHXD+bWqrf6OpxLdK/ZnRdWvMBLK1+iS40u6p0R8ZKff/6ZVq1akZyczLJly6hfv36G19etW5c5c+bQvn17br/9dhYtWhQUn5Raazl48OAlBcqF3+/du5e0tLSL7itZsiSxsbHExMTQqFEjYmJiqF27to/+Fd6TkgL/+he8/DJERcGXX0K1arBwISxYADNmOEVDwYLQtKlT2LRvD9demze9Nr/9BqNGOSuTnTgBLVrA+PFODJrMHzh27NjBl19+yZ9//klMTAw9e/ZUD3A6KmZEgMNJh+k3px9VrqzCG23f8HU4bhUIKcAzcc/Qb04/Pv/lc26vfruvQxIJOlu2bKFNmzaEhISwYsUKatWqlaX7WrVqxdSpU+nduzd33XUXH374ISEB8I7x999/55dffrlsr0pSUtJF14eFhRETE0NsbCytWrX6+/sLvxb3ZTdEHtm2De66y9l7pV8/p9fj3IfkgwY5x5kz8PXXTmGzYAE8/rhzREef77Vp3drzG0quX+8MJZs1yylaevSARx91ViWTwJGYmMjixYv59ddfKVmyJN27d6dGjRp+M/zdn+SomDHGFAVWAs8DEUALoBDwgOuSMcAZYIW1Nt4DcYp4TGpaKtsPbWfrga18f+B7tv65lY17N3Lg5AHWDlhL0bCivg7xsnrW6smLX73IiK9G0LlaZ/1SE/9irbOua4AOwN+4cSNt27alSJEiLF26lGrVqmXr/l69erF3717++c9/UrZsWf7zn//47X+jaWlpvPzyyzz//PNYawFnKfioqChiY2OpU6cOt9566yWFSmRkZEAUad5y9qzT2/H0087QsU8/hS5d3F8bFgbNmzvHv/8Ne/ac77X5+GN47z0IDYUmTZzCpl07ZxPKnKTM2bMwb55TxKxeDSVKOKuSDRvmFE8SOE6ePMmKFSvYtGkTYWFhtGnThoYNGxIaqv6Hy8np/zJPAB+7vr/DWtvdGHMrcO4/6VnW2nnGmJmAihnxmQMnDvxdsJz7+mPij5xOPQ04c1GqXVmNJrFN6F2rNw3KNfBxxBkLDQnlqaZPce/n9zL/1/l0rNrR1yH5hrXOR6H33OP5jzUl+44fd3bae/dd5/+Pb77xdUTZtmbNGjp06MAVV1zBsmXLuPrqq3PUzqOPPsqePXsYNWoUMTExPPbYYx6ONPcOHz5Mv379+OKLL+jTpw+DBg0iJiaG8uXLExbmmz21AsHOnc6qX6tWQefOzpCtMtmYWhkdDffd5xwpKbB27flemyefdI5y5S7utclsSsSpU/D++/Cf/8D27VChgvP9gAG+nacj2Zeamso333zD6tWrOXPmDA0aNKB58+YUKVLE16H5vWwXM8aY1sCPQGHXKev6uhs4Nyh2q+vr2VxFJ5JFp1JOse3PbWz9c6vT4/Ln92w9sJXEU4l/XxNVLIo6Zeow9Iah1L6qNnXK1KFGZA0KhxbOoGX/07dOX0asHMGIlSPoUKWD337y61WbNzvjJt56y1lXtHFjX0eUP/30k1PATJvmFDQNGsADDzjFZgDl5bJly7jtttuIjo5m6dKluRqPbozhzTff/LuHply5cvTq1cuD0ebOd999R9euXUlISGD06NEMGTIkf/4OyQZrYeJE51dOgQJO8XDXXblL8YIFnb1c4uLg1Vdh797zvTaffgqTJzvPatz4fHFz3XXnn7l/P4weDWPHwqFD0LChs1JZly5Ob48EDmst27ZtY8mSJRw9epSqVavSpk0bSpcu7evQAkZOUr4FUBSoCSQBya7zscAe1/fRwHdcZh8bY8wgYFBsbGwOHi/BKit5kWbT2Hl4p9PLcmDr3z0u2w9tx7rq6iIFi3Bt5LV0qtaJ2lfVpnaZ2tS+qjaRRQNz6Et6BQsU5KmmTzHov4P4cseX3HLNLb4Oyavc5sX11zsfj/btC82awbPPwjPP6K94XkhNdcazvPsuLF3qjKXp0QMefNB5R5UHPPk3ZP78+XTp0oUqVaqwePFioqKict1mSEgIU6dO5cCBA/Tv358yZcrQsmXLXLebW9OmTeP+++/nyiuvZOXKldx0002+DsmjvPHeYu9epydlwQJnVbLJk52VyjytXDm4917nSE11OjfP9do8/bRzREU5hQ04iwukpDg9RI895gxVU03qnj+/50xISODLL79kz549REVF0blz5xz3Cudn5txY2WzfaMzdwF84c2aaAeHAUNfLo4HTwOqM5sw0aNDAbty4MUfPF98yxmyy1nplTNaFeXE8+ThTvpvy9xCxH/78gVMpp5wYMFxzxTXULlObOlfV+btoqVSqEgVCCngjNL9x5uwZrnn7GqIjollz7xq/+WQ1r/Lib8eOwT/+4fQM3HST00tTubI3Hi+Jic4g/7FjISEBYmKcXpgBAyCT/UO8lRe5/Rsye/ZsevbsSe3atVm0aJHHPwk9cuQITZs2JSEhgZUrV1K3bl2Ptp9VycnJPPzww4wbN44WLVrw0Ucf+cWeL/6aF+d89JGzB8vp086cl6FDfbMK2L59sGiRU9h8+SUkJzsjbB9+GKpUyft4vM3f88ITDh8+zNKlS9m2bRvFihWjZcuW1K1bN1/PR8tMRnmR448xrbXvX/DjjHQv35PTdkUuFGJCeHjhw1xZ5ErqlKnDwPoDqVOmDrWvqk3NyJp+PVnfm8IKhDG86XCGzB/Csl3LaFWpla9D8o2ICJg6FTp0gMGDnXEY77wD/fvrY0pPWb/eGc8yc6azPFOrVs7wvttuC+iesBkzZnDXXXfRsGFD5s+f75X9GkqWLHnJppoVKlTw+HMykpCQQLdu3Vi/fj2PP/44L7/8siYSZ+LgQaeI+fhjuPFG57OSqlV9F0/Zss5cnbvvdnptUlOhcGCNjhaX06dPs2rVKtatW0dISAg333wzjRs31ly1XNJvNPFrRcOKcuCfByhdpLTf9D74i3vr3cvLq15mxMoReVbMWGv5Zs83TN0ylYRjCXzR+4s8eW6mevRwBpf36+d8ZDl/PowbB1dc4evIAtPp007x8u67sGEDFCsGAwc67/Bq1vR1dLk2adIkBg4cyM0338y8efMoVqyY154VHR3NwoULadq0Ke3atWPNmjVckUd5uWTJEnr16kVycjKffvopXS637Jb8bf58p7Px4EFn/5jHH/evmj001L/ikaxJS0tj06ZNrO99dMsAACAASURBVFixglOnTnHdddfRokULIrSAjUeoP0v8XmTRSBUybhQKLcQTTZ5g5e6VfPXbV159VsLRBF5Z9QrV361O48mNmbZlGleEX0HK2RSvPjdbYmKcORyvvQZz5jhrnC5f7uuoAsvu3TB8uLPs0t13O5P6R492tg0fPTooCpnRo0dz33330bZtW7744guvFjLnXHvttXz22Wfs3LmTTp06XbJ3i6elpaXx6quvcsstt1CmTBk2bNigQiYTx487e8N07AilSzsdkk89pcJBcuf06dP8+OOPjB07lvnz53PVVVcxaNAgOnfurELGg/SfqUgAu6/+fbyy+hVGrBzB0opLPdr2yTMnmf3TbKZumcqyXcuwWOIqxPFEkyfoVrMbEYX88BdxgQLwxBPOmqa9eztDov75T2ebbnXju2etUwSOHu1M7AdnVvHQodCyZVAN1xs5ciSPP/44nTt3ZubMmRQqVCjPnh0XF8f06dPp0aMHffr04ZNPPqFAAc/P7Tt69Cj9+/fns88+o2fPnkycODFPCrZAtnKlU7vv3u38+njxRcjD1JAgYa3l0KFDJCQk/H0kJjorql555ZX07NmTqlWr6sNZL1AxIxLAwguG83jjx3n0y0dZ8/samsQ2yVV7aTaNlbtXMnXLVGb9OIsTZ05QqVQlnr/5efrV7UelUpU8FLmXXX+9s3zzY4/ByJGwZAnEx0ONGr6OzH8cO+bMN3r3XfjlF+fj6CeecOYe+eGqP7lhrWXEiBG88MIL9OjRgw8++ICCBQvmeRzdu3dn3759PPTQQwwbNozRo0d79I3N1q1b6dKlC7/99htvvfUW//jHP/TGKQOnTzurhP3nP1CpklPUNMndr1DJR1JSUti7dy8JCQns2bOHhIQETp1yFigqXLgw0dHR1KpV6+9NZ73x4YU4VMyIBLj7G9zPa2te46WVL7Gw78IctbH90HambZnGtC3T2H10N8XDitPj2h70r9ufprFNA/MNUdGizryZ9u2dtVWvv97ZHnvw4KDqbci2bducAuaDD+DECWc55WnToHv3oJxVbK3lySef5PXXX+fuu+/mvffe8+mbimHDhrFnzx5GjhxJdHQ0w4cP90i78fHxDBw4kJIlS7J8+XKaNm3qkXaD1aZNzl4xP/7oLMr3+uvO1DCRyzl27NjfPS579uxh3759pKWlAU7PS9WqVYmJiSEmJobSpTXPNy+pmBEJcEUKFuGxRo/xxJInWLdnHTdG35il+46ePsrH2z5m6paprElYg8HQpnIbXmn1CrdXv50iBYNk1+HOnZ037Pfc40xgnz8fJk3KdDnhgGWtsy340aMXH/v2OUXL8uXOGJqePZ2hZDfc4OuIvSYtLY2HHnqI0aNH88ADDzB69Gi/WPr0tddeY+/evTz11FOUK1eO/v3757itM2fO8NhjjzF69Gji4uKYOXOmR/bKCVYpKfDKK87I06uucjaqvCW4t+qSHEhLS+PAgQP8/vvvf/e6HD16FIDQ0FDKly9P48aNiYmJITo6miJFguTvZYBSMSMSBIbcMITX17zOSytf4r+9/3vZ686mnWXxzsVM3TKVuT/P5XTqaWqUrsFrrV6jb52+lI8on4dR56GyZZ0iZvRoZ3mi2rWdbbzbt/d1ZBdLS3NmIqcvRI4edYaFZfXc2bPu24+NdRZIGDDAGVYWxM6ePcv999/PpEmTePTRR3njjTf85pPSkJAQJk+ezP79+7nvvvuIiorilhy8o/7jjz/o3r07a9eu5dFHH+W1117zyfC5QPHTT05vzMaN0KePs4p7qVK+jkr8QVJS0t9FS0JCAn/88QcpKc4CN8WLFyc2NpabbrqJmJgYoqKiNGTMz6iYEQkCxcKK8WijR3l62dNs2ruJ68tdf9Hr2/7cxtQtU5n+/XT2ndjHFeFXMKDeAPrX7U+Dcg385k2eV4WEwLBh0KKF806mQwdn1/rXX4fw8LyNJS3NGe61bJnTU7J5Mxw54hQymSlQAEqUuPiIjb30XETEpedq1HDuD3Kpqan079+fGTNm8Oyzz/Liiy/6XY6HhYUxe/Zs4uLi6Nq1K1999RXXX3995je6LF++nJ49e3Ly5Ek+/vhjunfv7sVoA1tamrM10vDhzlCyTz6Bbt18HZX42p49e9i8eTMJCQn89ddfABhjKFu2LPXq1ft7yFiJEiV8HKlkRsWMSJB4sOGDjPx6JC+tfIm5Pefy16m/+HDrh0zdMpVN+zYRGhJKhyod6F+3Px2rdKRQaD5drqd2bWfd1eHDYdQop6CYMQO8uTu7tfC//50vXpYvB9cfTypVgrg4iIy8tABxV5CEh+fvOT+ZOHPmDL169WL27Nm88sorHpuT4g0RERHMnz+fxo0b06FDB9auXUulShkvsmGt5Y033uDJJ5+katWqrFixghpa2CJDM2bAo486+7xOmAAahSfgzIH5+eefiYmJoU6dOsTExFCuXDltYBmAVMyIBImIQhE8ctMjPL/ieTrEd2DJziWkpKVQL6oeo24ZRa/avbiqaJDOE8muwoWdJYzat4f+/Z05Na++Cg8/7PTgeMKuXeeLl2XLnDkr4Ozh0r69s+xxixaQxzvCB7OkpCS6devG/PnzGTVqFA899JCvQ8pUuXLlWLhwIU2aNKFdu3Z8/fXXlL7MEMBjx45xzz33MHv2bLp168bkyZMpXrx4HkcceHr1guLFoVMnfQ4g51WvXp0aNWr4Xa+tZJ+KGZEgMuzGYbyz/h0279vMsBuH0b9uf2qXqe3rsPxX27awdauz2tljj8GCBc5cmvI5mDu0Z8/5wmX5cmfTCnBmGbdocb54ueYavaPyknXr1rF48WLGjx/PoEGDfB1OllWvXp158+bRqlUrbr31VpYuXUrRokUvumbbtm106dKFHTt28Oabb/LII4/oTVgWFSjgrAMiciF/WAxEPEPFjEgQKVm4JLse2kXh0MKEhug/7ywpXRrmzIH33nN6ZurUgYkTIbMd0w8cgBUrzhcvv/7qnC9Vyila/vlPp4CpUUPFSx5p3rw5v/76KxUCsLercePGfPjhh3Tt2pWePXsyZ84cQl3bz8+cOZMBAwZQrFgxli5dys033+zjaEVE/IfKUpEgUyysmAqZ7DIGBg6Eb7+Fq6+Grl2d3poTJ85fc+gQzJ4N//gHXHutM/C+Z0/48EOoVs3Zw+bbb525MJ9+6iwuULOmCpk8FoiFzDm333477777Lv/9738ZMmQIKSkpPPLII/Ts2ZO6deuyefNmFTIiIunoHY+IyDlVq8LXX8MLLzhLGH/1Fdx6q9MDs2WLM5E/PByaNYN+/Zyel/r1IVS/SsUzBg8ezJ49e3j55Zf58ssv2b17N8OGDWPkyJGamCwi4ob+AouIXCgszNlV75ZbnE0pxoyBxo2dAqdlS2exAL2pFC966aWX2L9/Px999BEzZsygV69evg5JRMRvZbuYMcbcDnQErgLeBUoDLYBCwAOuy8YAZ4AV1tp4z4QqIpKHbr4Zdu50tgwvXNjX0Ug+Yoxh4sSJvPPOO4Tn9R5IIiIBJtvFjLV2LjDXGFMKeAOIsNZ2N8bcCpybMTvLWjvPGDMTUDEjIoGpQIF8scmk+B9jjAoZEZEsyM0CAM/g9MxY18+7gWjXkeA6dzYX7YuIiIiIiFxWtosZ4/g3sMBau/mCl2KBPa4jOqP2jTGDjDEbExMTs/t4CWLKC3FHeSHpKSfEHeWFuKO8CH456Zn5B9Aa6GaMGYwz5Gws0B2Y7Tq6us7Nc9eAtXaCtbZBZGRkDsOWYKS8EHeUF5KeckLcUV6IO8qL4JeTOTNvA2+nOz0j3c/35DgiERERERGRLNCmmSIiIiIiEpC0z4xcylo4sQMOLIcDy+D4drhlvXYyFxERERG/EhzFjE2D1JOQchTOHHW+phxzfXVzLqwUVOgJV96oN+jnnPzdKVzOFTCn9jjnw8vCVS3g7CkILerbGEVERERELuA/xYy1cGSLU3D8XXxcUIBkeO4Y51eIvgwTAqERUDACkv+EX96C4lWgYl+4ui8Uq5Qn/0y/kbTPVbi4ipcTO53zhUpDmRauoyUUr6qCT0RERET8kv8UMwALG4B1szVNSEEoWOKCI8IpPtKfCytx+XOhxc6/KT9zFBI+hV0fwNbnnSOyCVTsBxXudHpugs3pv+DPFed7X4797JwvWALKNIeqwyCqJZS41in8RERERET8nP8UM8ZAs9kQWuTSgqRAYc/2DoSVgMr3OsfJ3+G3eKew2TAYNg2D8rc6hU25DlAgzHPPzUtnjsCfK88XL0e+d86HFoXIOKh0r1O8lLwOQrTDuYiIiIgEHv8pZgCiO+X9M4vGwrXDoeaTcPhbp6jZPQMSZkPYFRB7J1zdD0o38u/hViknIHHV+WFjh7915hIVKAylm0CdfznDxq5s4PR0iYiIiIgEOP8qZnzJGLiivnPUGwn7FzuFza6psH0cFKvsml/TD4pX9m2saWfh1G44+jP89bVTvBzcADbVKVSuvAmufdaZ91L6JihQyLfxioiIiIh4gYoZd0JCoVx750g55vTS7PoAfhgBP7zo9NJc3c/ptSl0pffiOHMEjv3iHMddX4/97CyVnJbsXGMKwBUNoMb/c4qXyCbOUD0RERERkSCnYiYzBSOg0t3OcTLBGYK26wPYMAQ2PQTlOjqFTbmOOesBSUt1VhK7qGBxfX/6z/PXmQLOogfFq0HZdhBRzTlKXefEKCIiIiKSz6iYyY6iMVDzCajxOBz+7vz8mj1znRXQ/p5f0/jS+TWn/7q4d+VcwXJ8hzM87JxCpZ0ipdyt5wuW4tWcQiZQFyMQEREREfECFTM5YQxcUc856r0O+5fAb9Od4mb7eCh6NUTfDimHz/e0nDl0/v6QMCh+DUTUhOg7zhcsEdWg0BW++3eJiIiIiAQQFTO5FRIK5do5R8pxSJgDv30A/3sLCpdxipTY7hcXLEUrOPeJiIiIiEiO6R21JxUsDpXuco60s9q/RURERETEi7TVu7eokBERERER8Sqv9MwYY4oCY4AzwAprbbw3niMiIiIiIvmXt3pmugCzrLUDgU5eeoaIiIiIiORj3ipmooEE1/dnvfQMERERERHJx7xVzOzBKWjcPsMYM8gYszExMdFLj5dApLwQd5QXkp5yQtxRXog7yovg561iZjbQ1RgzFpiX/kVr7QRrbYPIyEgvPV4CkfJC3FFeSHrKCXFHeSHuKC+Cn1cWALDWngTu8UbbIiIiIiIioKWZRUREREQkQBlrre8ebkwisNtnAUhuVLDWeqXPVnkR0JQX4o5X8kI5EfCUF+KO8kLcuWxe+LSYERERERERySkNMxMRERERkYCkYkZERERERAKSihkREREREQlIKmZERERERCQgqZgREREREZGApGJGREREREQCkooZEREREREJSCpmssgY85sxJskYc8IYc8AYM8UYU8wYc6cx5mtjzCljzIostLPCGHPa1c5RY8xKY0ztPPgniBdkkBdvGGN+NcYcN8b8bIy5K5N2lBdBJIO8eN0Yk2CMOWaM2W2MeTqTdpQXQeRyeXHB61cYYxKNMaszaUd5EUQy+H3xvjHmjOv8uaNABu0oLyRfUjGTPbdZa4sB9YEbgGeAQ8Ao4LVstPOgq50rgRXABx6OU/KWu7w4CdwGlAD6A28ZYxpn0o7yIri4y4tJQHVrbQTQGOhtjOmSSTvKi+DiLi/O+TfwUxbbUV4El8vlxevW2mIXHGczaUd5IfmOipkcsNb+ASwAallrl1hrPwb25qCdVOAjoKaHQxQfSJcXz1trf7bWpllr1wGrgEZZbEd5EUTS5cUv1tqTF7ycBlyTxXaUF0HkwrwAMMY0cn0/JZvtKC+CSPq8yEU7ygvJN1TM5IAxJgboAHyby3bCgD7AN56IS3zrcnlhjAnH+aRtWxbbUV4EkfR5YYx50hhzAtgDFAVmZLEd5UUQuTAvXEOH3gUeBGw221FeBBE3f0eGGGMOGWM2GWO6ZqMd5YXkG6G+DiDAzDXGpAJHgS+AV3LYztvGmDeAIkASkNkwE/FvmeXFOGALsCiTdpQXwcVtXlhrXzPG/Bu4Drjd9XpGlBfBxV1eDAPWWWs3ZWOOg/IiuLjLixrAY65zbYGZxpj91to1GbSjvJB8Rz0z2XO7tbaktbaCtXaItTYpo4uNMeMumLT31AUvDbPWlgQKA7cCs4wxdbwZuHjVZfPCGDMSZ7jAndZa6zqnvMgfLpsX1vEtzpuNF0F5kY9clBdAKZxixu1iEMqLfOOS3xfW2s3W2oPW2lRr7XwgHldxorwQOU89M15krR0MDM7g9TRglTFmO86nLt/nVWzifcaYF4H2wM3W2mPnzisv5AKhQGVQXuRjDYGywI/GGIBwINwYsx8or7yQC1jAgH5fiFxIPTO5ZIwpYIwpjPOmJMQYU9gYUzAb9zfCmaCXpfkUEhiMMcOB3kAba+3BHNyvvAgyxpgQY8z9xphSxtEQGAoszUYbyovgswCoiDPs8DrgOZz5EtdlYeUqQHkRrIwx3VxLNIcYY9oCfYHPs3G/8kLyBRUzudcPZ6jIWKCZ6/uJmdwz+lz3MM6yic9Yaxd4N0zJY68AscCvlxkK4I7yIvjdAewAjgPTgXdcR0aUF0HMWptsrd1/7sCZH5Hi+j4jyovg9xDwB3AEGAkMtNauyOQe5YXkO8Y1jF9ERERERCSgqGdGREREREQCkooZEREREREJSCpmREREREQkIKmYERERERGRgKRiRkREREREApJPN80sXbq0rVixoi9DkBzatGnTX9baSG+0rbwIXMoLccdbeaGcCGzKC3HHm39HJDj5tJipWLEiGzdu9GUIkkPGmN3ealt5EbiUF+KOt/JCORHYlBfijjf/jkhw0jAzEREREREJSCpmREREREQkIKmYEREREQkAf/4Jmzf7OgoR/6JiRkRERCQAPPAANGkCBw/6OhIR/5FpMWOMqWSMmWSMmeX6ubcxZqIxZpoxpqjrmOo618fdNd7+R4iIiIgEs7174bPP4PRpmDzZ19GI+I9Mixlr7U5r7YALTt1hrR0IfAx0cR2zXOc6XeYaEREREcmhSZPg7FmoUQPGjnW+F5GcDTOzrq+7gWjXkeA6d/Yy14iIiIhIDpw9CxMnQuvW8MILsGsXLFrk66hE/ENu5szEAntcx7mCJX175665iDFmkDFmY2JiYi4eL8FGeSHuKC8kPeWEuBPMebFwISQkwODBcMcdULYsvPuur6MS8Q9ZmTNzpTFmHFDPGDMcmGuMGQt0B2a7jq6uc/Nct6W/5iLW2gnW2gaRkdrgVc5TXog7ygtJTzkh7gRzXowfD1FR0KkTFCwIgwbBggWwc6evIxPxvdDMLrDWHgQGpzs9I93P96S7Z4aba0REREQkGxIS4Isv4MknnUIGYOBA+Ne/YNw4eP1138Yn4mtamllERETET733HljrFDDnlC/vDDebNAmSknwXm4g/UDEjIiIi4odSU51ipl07qFjx4teGDIFDh2DmTJ+EJuI3VMyIiIiI+KH//tfZX+b++y99rXlzqFkTxozJ87BE/IqKGRERERE/NH68M6SsY8dLXzPG6Z3ZsME5RPIrFTMiIiIifua335y9ZO67D0Ivs1xTv35QrJiWaZb8TcWMiIiIiJ+ZONHpfbnvvstfExHhFDQffQQHD+ZdbCL+RMWMiIiIiB9JSXFWKuvYEaKjM752yBBITobJk/MmNhF/o2JGRERExI989hkcOOB+4n96tWpBXByMHQtnz3o/NhF/o2JGRERExI+MHw+xsc6SzFkxdCjs2uXMsRHJb1TMiIiIiPiJ7dthyRJnk8wCBbJ2zx13QFSUFgKQ/EnFjIiIiIifmDDBKWLuvTfr9xQsCIMGwYIFsHOn92IT8UcqZkRERET8QHIyTJkCnTpBuXLZu3fQIAgJgXHjvBObiL9SMSMiIiLiB+bMgb/+gsGDs39v+fLOcLNJkyApyfOxifgrFTMiIiIifmDcOKhUCVq3ztn9Q4bAoUMwc6Zn4xLxZypmRERERHzs55/hq6+cif8hOXx31rw51KwJY8Z4NDQRvxaa3RuMMbHAaOAv4H/A70ALoBDwgOuyMcAZYIW1Nt4zoYqIiIgEpwkTnIn899yT8zaMcXpnHnwQNmyAG27wXHwi/iontX9V4Atr7b1ATeAOa+1A4GOgi+uY5TrXyWORioiIiAShpCR4/31nzkuZMrlrq18/KFZMyzRL/pGTYuZboKcxZhmwHLCu87uBaNeR4DqnvWhFREREMjBrFhw+DPffn/u2IiKcguajj+Dgwdy3J+LvclLM3AM8b61tCXS84HwssMd1RGfUvjFmkDFmY2JiYg4eL8FKeSHuKC8kPeWEuBPIeTF+PFSpAi1aeKa9IUOcZZ4nT/ZMeyL+LCfFzEJgmDFmHPAbMNcYMxboDsx2HV1d5+a5a8BaO8Fa2yAyMjJnUUtQUl6IO8oLSU85Ie4Eal788AOsWeP0yhjjmTZr1YK4OBg7Fs5qjIwEuWwvAGCt/QHolu70jHQ/52L6moiIiEj+MH48hIVB//6ebXfoUOjRAxYtgg4dPNu2iD/R0swiIiIiPnDqFHzwAXTrBqVLe7bt22+HqCgtBCDBT8WMiIiIiA/MnAlHj8LgwZ5vOywMBg2CBQtg507Pty/iL1TMiIiIiPjAuHFQowY0beqd9gcNcjbgHDfOO+2L+AMVMyIiIiJ57LvvYP16z078T698eWe42aRJzl42IsFIxYyIiIhIHhs/HgoXhrvu8u5zhg6FQ4ecIW0iwUjFjIiIiEgeOn4cpk93VhsrVcq7z2re3BnKNmaMd58j4isqZkRERETy0IcfwokTzhAzbzPG2URzwwbnEAk2KmZERERE8tD48VC7Ntx0U9487667oFgxLdMswUnFjIiIiEge2bgRNm/27sT/9CIioF8/+OgjOHgwb54pkldUzIiIiIjkkXHjoEgR6Ns3b587ZAgkJ8PkyXn7XBFvUzEjIiIikgeOHnXmy/TqBSVK5O2za9WCuDgYOxbOns3bZ4t4k4oZERERkTwQHw+nTuXNxH93hg6FXbtg0SLfPF/EG1TMiIiIiHiZtc4Qs/r1oUED38Rw++0QFaWFACS4qJgRERER8bJvvoGtW/N24n96YWEwaBAsWAA7d/omBhFPUzEjIiIi4mXjxzvLI/fq5ds4Bg2CkBCnl0gkGIRm9wZjTAjwEhABbARSgBZAIeAB12VjgDPACmttvGdCFREREQk8hw/DzJnQvz8UL+7bWMqXd4abTZoEL74I4eG+jUckt3LSM9MZKI9TxOwB7rDWDgQ+Brq4jlmuc508FaiIiIhIIJo2DU6f9t3E//SGDoVDh5wCSyTQ5aSYqQastdY+itMTY13ndwPRriPBdU6L/4mIiEi+Za0zxKxhQ6hXz9fROJo3hxo1YMwYX0cikns5KWb2AIdd319YrMS6XtuDU9Bctn1jzCBjzMbExMQcPF6ClfJC3FFeSHrKCXHHX/Ni9Wr46Sf/6ZUBZwGCIUNgwwbnEAlkOSlmZgO3GGPeAVYCc40xY4HurtdmA11d5+a5a8BaO8Fa2yAyMjKHYUswUl6IO8oLSU85Ie74a16MHw8REdCjh68judhdd0HRolqmWQJfthcAsNaeAgakOz0j3c/35DgiERERkSDw11/wySfOCmJFi/o6motFREC/fjBlCrz5Jlx5pa8jEskZLc0sIiIi4gVTp8KZM/41xOxCQ4dCcjJMnuzrSERyTsWMiIiIiIedm/jfuDHUquXraNyrVQvi4mDsWDirJZskQKmYEREREfGw5cvh119h8GBfR5KxIUNg1y5YtMjXkYjkjIoZERGRfMhay5o1azh58qSvQwlK48dDqVLQrZuvI8nYHXdAVJQWApDApWJGREQkHxo1ahRNmzalVq1aLFmyxNfhBJU//4Q5c6B/fwgP93U0GQsLcxYoWLAAdu70dTQi2adiRkREJJ+ZM2cOjz32GLfccgthYWG0adOGe++9l8OHD2d+s2RqyhRISXGKhEAwaBCEhMC4cb6ORCT7VMyIiIjkI+vWraNPnz7cdNNNzJkzhy1btjB8+HCmTZtGzZo1mT17tq9DDGhpaTBhAtx8M9So4etosqZ8ebj9dpg0CZKSfB2NSPaomBEREckndu7cyW233UbZsmX57LPPCA8Pp3Dhwrzyyits2LCBsmXL0rVrV7p27cq+fft8HW5AWrLEGa7lr8sxX87QoXDoEMyc6etIRLJHxYyIiEg+cPjwYTp27MjZs2dZsGABkZGRF71er1491q1bx2uvvcYXX3xBzZo1mTJlCtZaH0UcmMaPh9KloUsXX0eSPc2bOz1JY8b4OhKR7FExIyIiEuSSk5Pp0qULO3fuZO7cuVStWtXtdQULFuSJJ57g+++/p3bt2tx77720bduWXbt25XHEgWnvXvjsM7jnHihUyNfRZI8xzjLNGzY4h0igUDEjIiISxKy13HfffaxYsYIpU6bQrFmzTO+pWrUqK1asYMyYMaxbt45atWoxatQozmpnxQxNnuxsPhkoE//T69cPihbVMs0SWFTMiIiIBLEXXniB6dOn8/LLL9O7d+8s3xcSEsIDDzzAtm3baNGiBY888ghNmjRh27ZtXow2cJ09CxMnQqtWcM01vo4mZ0qUcAqajz6CPXt8HY1I1qiYEQkie4/v5foJ1/Pa6td8HYqI+IH333+fESNGMGDAAIYPH56jNmJiYpg3bx7x8fFs376devXqMWLECM6cOePhaAPbokXw+++BN/E/vWHDnCFnderAtGmgKVPi70J9HYCIeMax5GN0iO/AlgNb2LxvM7WuqsWtVW/1dVgi4iNLly5l4MCBtG7dmrFjx2KMyXFbxhh69+5NmzZtePjhh3n++ef55JNPmDRpEg0bNvRg1J731VfOG/QCBS49QkM9d37hQihTVlN/dwAAIABJREFUBjp39vW/OHdq1IBvv4UBA5xNP+PjnUUNKlb0dWQi7qmYEQkCZ86eocvMLmxL3MbcHnMZsXIEfWf3ZeOgjVxzRYCOdxCRHNu2bRtdu3alevXqzJo1i4IFC3qk3cjISOLj4+nVqxeDBw+mUaNGPPzww4wYMYKiRYt65BmeVqQIVKoEqanOULALj5QUOH360vPurnV37sLzaWnw6qsQFubrf3HuVa8Oq1Y5K5s9+STUquX824YOdTbXFPEnOSpmjDFFgZXA80AE0AIoBDzgumQMcAZYYa2N90CcInIZaTaNez+7l6W7lvJ+5/fpXL0zdaPqcv2E6+n6cVfWDlhLkYJFfB2miOSR/fv306FDB8LDw/niiy8oUaKEx59x66238uOPP/LEE0/wf//3f8ydO5eJEyfSsmVLjz8rt264AebM8XUUgSckBB58EG67DQYPdnq3PvoI3nsvcDYDlfwhp/X1E8DHru/vsNYOdP3cxXXMcp3rlPsQRSQjw5cMJ35rPK+0/P/s3Xd4VNXWx/HvTiEk1ARCkRAgUoMIIiigoqCoICJNVECKCoL92utrvWJBr4AKYgMURJoIXrFdBRUVpYgUAZUiSAsltCSEJPv9Y08ghAmQkMlkJr/P85xnZs6c2WclLCazZpfzLP2b9QegdsXaTOw+kWXbljHkkyG6ToRICXHgwAGuvPJKdu7cyX//+1/i4+N9dq7y5cszevRo5s6dS2hoKBdffDE33XQTycnJPjunFL1ateDTT938mVWroFkzeOYZ16slUhzku5gxxlwCrAS2eXZlf0raAMR5to2efVrDUcSHRi4YyQs/vMAtLW7hwfMfPOq5y+tezhMXPcF7v73HmIVj/BShiBSVzMxMevfuzeLFi5k8eTLNmzcvkvNeeOGFLF26lAceeIBx48aRmJjIzJkzi+TcUjSMcaucrVwJXbvCY49BixawcKG/IxMpWM9MO6AV0BsYlGN/PLDJs8Udr31jzGBjzMKkpKQCnF6ClfIif6aumMpdn91F14ZdGdlxpNfJvY+2fZRO9Tpx52d3smDTAj9EeeqUF5KbcsK7u+++m1mzZjFy5Eg6dy7axT8iIyN57rnn+Pnnn6latSrdunWjV69ebNu27cQvLiTKC9+rWhU+/BBmzoQdO+Dcc+G++yAlxd+RSUmW72LGWvuItfYuYBLwJjDTGDMauBqY4dl6ePbNzqONsdbaFrGxsQWPXIKO8uLkzVs/j74f9aV1zdZM6j6J0JBQr8eFmBDe7/Y+ceXj6Dm1J9sPbC/iSE+d8kJyU04ca8SIEYwcOZK7776bW2+91W9xNG/enJ9//plnn32WWbNm0ahRI8aPH18kQ12VF0XnqqtgxQq34tnw4W4Z57lz/R2VlFQFXpPCWjvOWvuJtXaStXaotXaAtfaAZxvo2afJ/yKFbPn25Vw1+SoSohOYfd1sIsMjj3t8dGQ003tNZ0fKDq6bfh0ZWRlFFKmIFIWPP/6Yf/3rX3Tv3p0XX3zR3+EQHh7OQw89xNKlS2ncuDEDBgyge/fumrsXZCpWhLFj4X//c9eiadfOXWNnzx5/RyYljRbYEwkgm/ZuouPEjkSFR/FZn8+IiYw5qdedVf0sRl8xmq/Xfc1jXz/m4yhFpKj88ssvXHfddbRs2ZL33nuPkGK0bm6DBg2YN28er732GpdccskpXedGiq/27WHZMrj3XrfSWWIizJrl76ikJCk+73oiclzJacl0nNiRPWl7mNNnDrUq1srX6wc0G8DNZ9/Mc/OfY+YqTc4VCXTr16+nc+fOVKtWjVmzZhEVVfyWYA8JCeGWW27x69A38b2oKHjxRfjpJ6hUyQ1Du/Za2B54I5slAKmYEQkAaRlpdJ3cldU7VvPRNR/RtFrTArUz4vIRtDytJf1n9mfNzjWFHKVIcNu7dy8//PADY8eOZc6cOWRk+G/IZnJyMp06dSI9PZ1PP/2UqlWr+i0WkWwtW7oVzp56CmbMcNejee89NwxNxFcKdNFMESk6WTaLfh/1Y96GeUzqPomLEy4ucFsRYRFM6zWN5m80p/uH3Vlw0wLKlCqeV+0W8ZeMjAzWrFnDsmXL+O233w7fbtiw4ajjqlWrRp8+fejfvz9NmjQpsvjS09Pp3r07f/75J19++SUNGzYssnOLnEipUm7p5h494KaboF8/mDQJ3ngDfHjZIynBVMyIFGPWWu7+/G6mrpzK8A7Dua7JdafcZnyFeD7o8QGXvX8Zg2YPYmL3iRrLLiWStZYtW7awbNmyowqXlStXkp6eDkBoaCgNGjSgVatWDB48mCZNmtC4cWOWLl3K+PHjGTFiBC+99BJnnXUW/fv3p3fv3vhyNS1rLYMGDeKbb77hvffe48ILL/TZuURORWIifPcdvPYaPPQQNG4Mzz0HQ4dCMZraJUFAxYxIMfbyjy8zYsEI7jr3Lu5ufXehtdvh9A480/4ZHvn6EVrHteb2c28vtLZFiqMDBw6wfPnyYwqXnTt3Hj6mevXqnHnmmVxyySWceeaZNGnShIYNG1K6dOlj2ktISKBbt24kJSXxwQcfMH78eO666y7uvfdeOnXqRP/+/encuTOlSpUq1J/j6aefZsKECTz11FP07du3UNsWKWyhoXDHHdClCwweDLfdBh984BYKUIeiFBYVMyLF1AfLPuDeL++lV+NevHTZS4Xee/Lg+Q+y4J8F3P3F3TSv3pzz4s8r1PalGLEWUlMhMtJdyjuIZWZm8tdffx0uVrILl7Vr1x5eGjgqKoozzjiDbt260aRJk8OFS6VKlfJ9vtjYWO644w7uuOMOli9fzvjx43n//feZNWsWMTExXHfddfTv358WLVqc8v/hCRMm8PjjjzNgwAAeffTRU2pLpCjVrg2ffw4TJsC//gVNm8Ljj7sLboaH+zs6CXTGn+u+t2jRwi5cuNBv55eCM8Yssta28EXbygv439r/0XFiR9rUbMNnfT+jdNix3wwXhuS0ZFqMbUFqRiqLBi+iWtlqp9Se8qKIZWTAtm2wdeuRbcsW7/dTUty4j+uuc9vppxdZmL7Ki9w5MX/+fDp06EBqairgVtKqW7fuUQXLmWeeSZ06dXy6hHFGRgZffvkl48ePZ+bMmRw8eJBGjRrRv39/+vbtS40aNfLd5jfffMNll13GBRdcwJw5cwq9x8cfiiovpHjZuhVuvx2mTXOrns3MtbimL/+OSHBSz4xIMbN061K6fdiNBpUbMPPamT4rZAAqlq7IjGtm0OqtVlwz7Rq+uv4rwkP1NZlfWQt79+ZdlOR8vGOH92WCoqOhWjWoXh1atXL3K1SAr75yM3MfewzOPRd694ZevdzzQaBu3brcfPPNhwuXxMREvyxXHBYWRseOHenYsSPJyclMmTKF8ePH8+CDD/Lwww9zySWX0L9/f7p27XpS8f3+++9069aNevXqMX369KAoZKTkqlYNpk6Fjz5yb0sip0o9M1Ig+gbeNzYkb6D1260JDQnlxxt/JK58XJGc9/3f3uf6j67nntb3MPzS4QVuR3mRT1lZ7i/6pEmwefORYiUt7dhjS5VynwKyi5S87letChEReZ/z77/hww/dOX/91c3Ebd/eFTbdu/vk04W+gXf++OMPJkyYwIQJE/j7778pX748V199Nf379+f888/3Ogxt27ZttGrVitTUVBYsWECtWvm7vlRxprwQb9QzI/mlnhmRYmJX6i4un3g5qRmpfD/w+yIrZAD6ntmXnzb9xEs/vkSruFb0TOxZZOcusDVroH59f0dRMNbCp5+6HpIlS6BmTfeznH++9yKlWjXX21IY813i491A9fvug99/d7NxJ02CG25wywxdcYUbhnbFFW6OjRSaevXq8fTTT/Pkk08yb948xo8fz+TJk3n77bdJSEigX79+9OvXjzp16gCQkpLClVdeyfbt25k3b15QFTIiIoVFi+OJFAOph1Lp8kEX1u5ey8fXfkzjKo2LPIaXL3uZVnGtGPjxQH5P+r3Iz58vq1e7pXAuuAA+/tj1cAQCa91QrzZtoHNnSE6G8eNh3Tq3/7333GW077nH9ZS0b+/mucTE+GbifqNG7up2f/wBCxbAkCEwfz5cfbXr4RkwAL74ws3NkUITEhJCu3btGDduHFu3bmXcuHHUqlWLJ554goSEBC688ELeeecd+vTpw8KFC/nggw9o0UJfVIuIeKNiRsTPMrMy6T2jNz9s/IH3u71P21pt/RJHqdBSTL16KpFhkfSY0oN9B/f5JY6TUqMGvPIKbNoEXbu6D+Vjx7oVu4qr77+Hdu2gQwcX9xtvuKKsXz+3fqk/GQPnnON+p//84wqrq692M3Mvu8z9vm+/HX78UZfyLmRly5alf//+fP3116xfv56nn36aLVu2cOONNzJz5kxeeeUVunTp4u8wRUSKLRUzIn5kreWOOXcwc9VMXrn8Fa5ufLVf44krH8fknpNZvXM1N866EX/OqTuusmXdxQv++MPN/yhfHm6+GWrVcj0NO3b4O8IjFi6Ejh1dL9KqVTBypIt78ODiuSZpaChcfDG8/bZbKe2jj+DCC92FIdq0gYQEePhhWL7c35EGnVq1avHoo4+yevVq5s+fz9SpU7njjjv8HZaISLFW8oqZ5GWwaRZkHvR3JCI89/1zvL7wde5vcz93nFs8PrS0r9OeYRcPY+rKqfznp//4O5zjCwtzq3H9/DPMm+dW7nr8cTcv5JZbXNHgL8uWuV6jli1dfC+8AGvXuh4OLxdhLJYiItzPMGWKK2zGj3fD+154AZo0gTPPhGHDYP16f0caVIwxtGnThp49A2DumoiIn+W7mDHGdDXGvGmM+dgYc6kxprfn8QRjTBnPNt6zr48vgi6Q1G2w4Cb4tCl8exXMjIMlD8C+v/wdmZRQ438dz8NfP0yfJn0Ydskwf4dzlPva3Ee3ht24/8v7+XbDt/4O58SMgbZtYdYsWLkS+vRxPQsNGrgVun74oehiWb3aTaBv2hS++cb1FK1b5ybc+2GZ4EJTvrwbEjdnjlt57dVXoVw510tTpw6cdx689hps3+7vSEVEpATJdzFjrZ1prR0EDACuAbp5Hk8Bunu2aZ59/h/om3kQVj4Ps+vBugnQ8G64cDbEXgCrXoLZdeHrS+Hv6ZB1yN/Rihdb92/1dwiF7vM/P+em2TdxcZ2LeeeqdwgxxauT1BjDu1e9y+kxp9Nrai8279vs75BOXqNG8OabsGEDPPKI67E57zw3RGrGDMjM9M15161zE+YTE2H2bHjoIbfvscdcIRBMqlSBW291iwWsW+d6Z/btg9tuc71jxXV4ooiIBJ1T+QT1KPAakP1XawMQ59k2evb56FPDSbAWNn4E/02EXx+Equ2g0wpoPhxqdIa2M+Cqv6HJU7B3FXzfE2bGw9JH4cAGv4UtR9uVuouEEQlcNO4ipq+cTkZW4K+qtGjzInpM6UHj2MbMuGYGpUKL5wXwKpSuwIxeM9iXvo9eU3txKDPAiv1q1eDpp911VV591Q2T6tHDDZMaPRpSUgrnPJs2uSWN69eHyZPhrrvccLJ//9utQhbsateGBx+E335zQ+tef903K6+JiIh4UZBhZsYY8zwwx1q7OMdT8cAmz5Z9gQyv7RtjBhtjFiYlJeX39Cdn92/w9cXwXXcIjYR2X8CFH0P5ekcfF3UaNHkMuqxzvTUxZ8OKZ+HjOjD3Cje3Jgg+PAcKb3kRHhLOExc9wfrk9fSc2pOEEQkM+24YSQd8lDs+tnb3WjpN6kTlqMrM6TOH8hHF+xv7xlUa83aXt5m/cT73fXmfX2I45feLMmVcL8KaNe6y0zExbj5NfLybX1PQYVHbtrnCpW5dN6Rt8GD46y946SXXc1ESnXEGXH65z0/j878hEpCUFyIlk8nvakXGmDuA/sAvwK/AXuACIBK41XPYq0Aa8L21dmJebRX6VXrTtsNvj8Ffb0GpaNfrUncwhOTj2qAH/nav/+stSN0CUXFw+k1ui6pReLEGuKK+0ntmViafrPmEUT+P4n/r/kdEaATXnnEtt59zO2efdrYvwihUGVkZfLvhW4Z8MoSdqTuZf8N8GlZu6O+wTtpdn93FiAUjmNR9Etc1uS7P44o6LwrEWjc8avhwN8emVCno3x/uvtvNsTmRnTvdtWBGjYKDB91rH3vM9VCIV7rSu3ijvBBvfPl3RIJTvouZwlRobziZ6bBmFCx/CjJSoP5t0OT/XEFTUFmH4J9P4I8xsPULMKFueFrdIVD9UihmcxyKmj8/tK5MWsmrP7/KhKUTOHDoAK3iWnH7ObfTM7FnsRqylZ6ZzjfrvmHaymnMXD2THSk7KB9Rnjl95tCmZht/h5cvhzIP0W58O5ZsXcLPN/2c50U9A6KYyWn1avjPf2DcOFeYdOkC994L559/7FCpPXvcsS+/DPv3u0n+jz/uhpfJcelDq3ijvBBvVMxIfgX2J3Jr3VCw/zaGJfdC7PnQaRmc/Z9TK2QAQsKhZjdo/zlc+Sc0uheSfoC5HWHW6bBimFshLVhZC+nJsHc17PjJ39EcJTE2kdeveJ1/7v6HVy57hR0pO+gzow+1XqnFE3OfYMu+LX6LLS0jjdmrZ9N/Zn+qDq/K5RMvZ/KKyXRI6MC0q6ex+e7NAVfIAISHhjPl6imUK1WO7lO6s/fgXn+HVDgaNIAxY9y8mv/7P9dj07atm8Q+dapbLODAAXjuOXd9lSefdBe9/O03mDhRhYyIiIifBW7PTPJyWPwv2PoVlG8Izf8Dp/l4rHZmOmz6CP58A7Z9AybMFTx1b3YLDBT33hpr4dAeSN0KadtybJ7HqTkfb4csz7V4QkrBNWlHfVNdnL6Bz7JZfP7n54z6eRRz/pxDWEgYPRN7cvs5t9M6rjXGx5ORD6Qf4LM/P2Pa79P4ZM0n7E/fT8XSFenSoAs9G/Wkw+kdKB0WINcVOYFvN3xL+/Ht6dKgC9N7TT/md1uc8qJAUlLctVRefhn+/NMtOXzggJtX06mTW2b57OI/rLG40Tfw4o3yQrxRz4zkVz4mkxQTaTtg2f+5giK8Apw9EuoNcT0pvhZaCmpd47a9q+HPsbB2HPw9FcrWhXo3Q50BULqy72PJZi0cSs5ViOQoVHIXLlnpx7ZhQiCiCpSu6rYKjY7cL10VIqvhFq0rnisUhZgQOtbrSMd6Hflz15+89vNrvPPrO0xePpnm1ZtzW8vbuK7JdYVaUOw9uJf/rvkv03+fzqd/fEpqRiqVoypzbeNr6ZnYk3Z12hWrIW+FpW2ttrzQ4QXu+eIeXvzhRe4/735/h1S4oqLcymSDB7v5NCNHugtcPvaYW9pZREREipXA6ZnJOgRrXoNlT0LGPqg3FJo8ARGVfBrjCWWmwd/TXHGV9L3rxajZExIGuGIrK81d6ybroDs25/1T3ncQ0nflUaCEQkSsK0RyFialPY8jczyOqJTvXqXi/g38/vT9vP/b+4z6eRQrk1ZSKbISg5oPYmjLocRXiC9Qm7tTdzNr9Sym/z6dL/76goOZB6lWthrdG3anR2IP2tZqS1h+FpsIUNZaek3rxU+bfmLVrasoU6rM4eeKe16If+gbePFGeSHeqGdG8qv4f/KyFjZ/Ckvucb0h1S6F5i9DRe8TkItcaGmo09dtyStcUbNuAmyYlL92QsIhpDSERrg2QyLc/ex9IREQUfbI/exjSkUf3YOSfb8ABUowKVuqLENaDOHms2/mm/XfMOrnUbzwwwu88MMLXNXgKm4/53Yuqn3RCYegJR1I4uPVHzNt5TT+t+5/ZGRlULN8TYa2GEqPxB60qdmm2F3w0teMMbzT5R0OHDpwVCEjIiIiUtSKdzGzZyUsvhu2fA7l6sOFn8BpnYrvBdkqNoYWI6HZc7BtLmCPLkwO38+9r1SJLjx8yRhD+zrtaV+nPRuSNzB64WjeXPwmH636iDOqnMFtLW+j75l9j/pQvmXfFj5a9RHTVk5j3oZ5ZNksEqIT+Ferf9EzsSctT2vp83k4xV25iHKUiyjn7zBERESkhCuexczBXbDsCfjjdQgr6yb317vFzVkJBGFRUKOTv6OQXGpVrMVzlzzH4xc+zuTlkxn18yiG/HcID3z1ADecdQM1y9dkxqoZzP97PhZLg0oNeOj8h+iZ2JOmVZuW+AJGREREpLgpXsVM1iF3XZdlj7tVt+re7C58WZQT6iXoRYZHMvCsgQxoNoAfNv7AqJ9HMernUWRkZdCkShOeuOgJejTqQWJsogoYERERkWKs+BQzB3fClxfA3t+h6sXuWjEVm/g7KglixhjOiz+P8+LPY+v+raQcSiEhOsHfYYmIiIjISSo+xUypGKhyATQbBjW6FN95MRKUqpWt5u8QRERERCSfik8xYwyc84a/oxARERERkQChJbRERERERCQgqZgREREREZGApGJGREREREQCkooZEREREREJSD5ZAMAYUwZ4HUgH5lprJ/riPCIiIiIiUnL5qmemOzDNWjsI6OKjc4iIiIiISAnmq2ImDtjouZ+Z+0ljzGBjzMKkpCQfnV4CkfJCvFFeSG7KCfFGeSFSMvmqmNmEK2i8nsNaO9Za2yI2NtZHp5dApLwQb5QXkptyQrxRXoiUTL66aOYM4FVjzBXAbB+dQ0RERERESjCfFDPW2gPAQF+0LSIiIiIiAlqaWUREREREApSx1vrv5MYkARv8FoCcilrWWp8MTFZeBDTlhXjjk7xQTgQ85YV447O/IxKc/FrMiIiIiIiIFJSGmYmIiIiISEBSMSMiIiIiIgFJxYyIiIiIiAQkFTMiIiIiIhKQVMyIiIiIiEhAUjEjIiIiIiIBScWMiIiIiIgEJBUzJ8kYs94Yk2qM2W+M2WaMedcYU9YY08sY84MxJsUYM/ck27rMGPOtMWafMSbJGDPPGNPFxz+C+MBx8mK4MeYPz7/xKmNMv5NoS3kRJI6TFy8YYzYaY/YaYzYYYx45ibaUF0Eir7zI8XyM59/4+5NoS3kRJI7zfjHOGJPu2Z+9hZ6gLeVFEDjee4Ux5hJjzGJjzAHP35NeJ2gr6HNCxUz+XGmtLQs0B1oCjwK7gFeA506mAWNMT2AqMAGIA6oC/wdc6YuApUh4y4sDuH/TCkB/YIQxpk1eDSgvgpK3vHgbaGitLQ+0AXobY7rn1YDyIih5y4tszwO/n6gB5UVQyisvXrDWls2xZebVgPIi6ByTE8aYRGAS8Aju80UzYFFeDZSUnAjzdwCByFr7jzFmDnCGtfZBAGPMTSd6nTHGAC8DT1tr38rx1DzPJgEsV150zvHUAmPMd0Br4Ifcr1NeBLdcebE619NZQF1vr1NeBLeceQFgjGntuT8WuDGv1ykvgluuvNhxsq9TXgSvXDnxKPCGtXaO5+mdnu0YJSkn1DNTAMaYmkAnYEk+X9oAqAlMK/SgxO/yygtjTCTuW5UVebxUeRHEcueFMeZBY8x+YBNQBvctmzfKiyCWMy88Q4deA24D7AleqrwIYl7+jtxijNlljFlkjOlxnJcqL4JUrpxo5dm3zBizxRjzvjEmJo+XlpicUDGTPzONMcnA97iq9tl8vr6S53ZLoUYl/naivBgDLAU+z+P1yovg5DUvrLXPAeVwQwfeA/bk8XrlRXDylhd3AAustXkOF8lBeRGcvOXFSKAeUAV4DBhnjDkvj9crL4KPt5yIA64HeuByIxIYlcfrS0xOqJjJn67W2orW2lrW2lustanHO9gYMybHpL2HOdIVWN33oUoRyjMvjDEv4rqGe1lrrWef8qJkyDMvrLMESAWeBOVFCXJUXgDRuGLG62IQyosS45j3C2vtYmvtTmtthrX2U2Ai0B2UFyWEt78hqcC71to11tr9uAKnE5TsnFAx40PW2iE5Ju09C6wGNuIqaglyxpgngY7Apdbavdn7lReSQxhwOigvSrBzcB82VhpjtgIjgHOMMVuNMaHKC8nBAgb0flGC/UYeQ1FLck6omDlFxphQY0xp3IeSEGNMaWNMuLdjPd/M3w08ZowZaIwpb4wJMcacb4wZW5Rxi28ZYx4CegMdrLVeJ+dlU16UDJ5/05uNMdHGOQe4Ffift+OVFyXGHKA2blWiZriVhpYAzbytXKW8KDmMMT2NW6I5xBhzKdAXmOXtWOVFifEuMNAYk2CMiQIeAD7xdmBJygmtZnbqrsclV7ZUYDwwwNvB1tppnsm/j+DGOabiJoa/6NswpYg9C6QDf7gFRdw+z7clx1BelBjdgGFAKWAz7t86r/HOyosSwFp7ENia/dgYswc4ZK3depzXKC9Khjtxy7kbYB0wyFo7N6+DlRfBz1r7jjGmFrDAs+sz3DDVvI4vETlhPMP4RUREREREAoqGmYmIiIiISEBSMSMiIiIiIgFJxYyIiIiIiAQkFTMiIiIiIhKQVMyIiIiIiEhA8uvSzJUrV7a1a9f2ZwhSQIsWLdphrY31RdvKi8ClvBBvfJUXyonAprwQb5QX4s3x8sKvxUzt2rVZuHChP0OQAjLGbPBV28qLwKW8EG98lRfKicCmvBBvlBfizfHyQsPMREREREQkIKmYERERERGRgKRiRkREREREApKKGRERERERCUgnXADAGJMAPAJUsNb2NMb0BtoBEcBQz2GvA+nAXGvtxNzHWGsP+CR6EREREREpsU7YM2OtXWutvTHHrm7W2kHAFKC7Z5vm2dclj2NEREREREQKVUGGmVnP7QYgzrNt9OzLzOMYERERERGRQnUqc2bigU2eLbtgyd1e9jFHMcYMNsYsTEpKOoXTS7BRXog3ygvJTTkh3igvxBvlRfA7YTFjjKlkjBkDnGWMeQiYaYwZDVwNzPBsPTz7ZntelvuYo1hrx1prW8TG+uRC4RKglBfijfJCclNOiDfKC/FGeRH8TrgAgLV2JzAk1+5JuR4PzPWaSV6OERERERERKTRamllERERERAKSihkREREREQlIKmZERERERCQgqZgREREREZEM6IG2AAAgAElEQVSApGJGREREREQCkooZEREREREJSCpmREREREQkIKmYERERERGRgKRiRkREREREApKKGRERERERCUgqZkREREREJCCpmBERERERkYCkYkZERERERAKSihkREREREQlIKmZERERERCQgheX3BcaYeOBVYAewBvgbaAdEAEM9h70OpANzrbUTCydUERERERGRIwrSM1Mf+K+19gYgEehmrR0ETAG6e7Zpnn1dCi1SERERERGRHApSzCwBrjXGfA18A1jP/g1AnGfb6NmXecoRioiIiIiIeFGQYmYg8Li1tj1wRY798cAmzxZ3vPaNMYONMQuTkpIKcHoJVsoL8UZ5IbkpJ8Qb5YV4o7wIfgUpZj4D7jDGjAHWAzONMaOBq4EZnq2HZ99sbw1Ya8daa1vExsYWLGoJSsoL8UZ5IbkpJ8Qb5YV4o7wIfvleAMBauxzomWv3pFyPBxY4IhERERERkZOgpZlFRERERCQgqZgREREREZGApGJGREREREQCkooZEREREREJSCpmREREREQkIKmYERERERGRgKRiRkREREREApKKGRERERERCUgqZkREREREJCCpmBERERERkYCkYkZERERERAKSihkREREREQlIKmZERERERCQgqZgREREREZGApGJGREREREQCUlh+X2CMCQGeBsoDC4FDQDsgAhjqOex1IB2Ya62dWDihioiIiIiIHFGQnpmrgBq4ImYT0M1aOwiYAnT3bNM8+7oUVqAiIiIiIiI5FaSYaQD8aK29G9cTYz37NwBxnm2jZ1+mtwaMMYONMQuTkpIKcHoJVsoL8UZ5IbkpJ8Qb5YV4o7wIfgUpZjYBuz33cxYr8Z7nNuEKmjzbt9aOtda2iI2NLcDpJVgpL8Qb5YXkppwQb5QX4o3yIvjle84MMAMYZYy5APgW2G2MGQ1EArd6jnnVGHMFMLtwwhQRERERETlavosZa20KcGOu3ZNyPR5Y4IhEREREREROgpZmFhERERGRgKRiRkREREREApKKGRERERERCUgqZkREREREJCCpmBERERERkYCkYkZERERERAKSihkREREREQlIKmZERERERCQgqZgREREREZGApGJGREREREQCkooZEREREREJSCpmREREREQkIKmYERERERGRgKRiRkREREREApKKGRERERERCUhhBXmRMaYM8C3wOFAeaAdEAEM9h7wOpANzrbUTCyFOEREREZFCYa1l586dVK5c2d+hyCkqaM/MA8AUz/1u1tpBnsfdPds0z74upx6iiIiIiEjhWbRoEWPGjOG3337zdyhyivJdzBhjLgFWAts8u6zndgMQ59k2evZl5tHGYGPMwqSkpPyeXoKY8kK8UV5IbsoJ8UZ5Id7klReNGzcmLi6Ojz76iLlz52KtzaMFKe4K0jPTDmgF9AYG5dgfD2zybHHHa99aO9Za2yI2NrYAp5dgpbwQb5QXkptyQrxRXog3eeVFZGQk119/PU2bNmXevHnMnDmTjIwMP0UppyLfc2astY8AGGMGADuA8saY0UAkcKvnsFeNMVcAswspThERERGRQhMaGspVV11FTEwM33zzDXv27KFXr15ERUX5O7Riw1rLP//8w4oVK1i3bh0AISEhhIaGHr71dv94zx3vfkhICDExMVSrVu2kYyzQAgCeH25cjoeTcj09sKDtioiIiIgUBWMMbdu2JTo6mo8//pi3336bPn36EBMT4+/Q/MZay5YtW1ixYgUrVqxgz549hIaGUqtWLcLDw8nKyiIzM5PMzEwyMjI4ePDgUfuOd/9ktGzZkk6dOp10vAUuZkREREREgkGTJk2oUKECkydP5q233uLaa68lPj7e32EVGWst27ZtY/ny5axcuZLdu3cTEhLC6aefTrt27WjQoAGlS5c+5XNYa48pdHIXPPk9j4oZERERESnx4uPjuemmm5g4cSITJkzgqquuokmTJv4Oy2estSQlJR0uYHbu3IkxhoSEBC644AIaNmxIZGRkoZ3PGIMxhpCQEMLDwwutXRUzIiIiIlLkMjMhNNTfURwtJiaGG2+8kSlTpjBjxgx27dpF27ZtMcb4O7RCs2PHDpYvX86KFSvYsWMHxhhq165N69atadSoUcDNGVIxIyIiIiJFZsUKePBBaNIEnn3W39EcKyoqir59+zJ79mzmzp3L7t276dy5M2FhgfuxeefOnYfnwGzfvh2AWrVqcc4559CoUSPKli3r5wgLLnD/VURERIpQWloaU6dO5e2332bv3r0kJCQctdWpU4datWpRqlQpf4cqUiz98w/83//BuHFQtixcfLG/I8pbWFgYXbt2JSYmhrlz55KcnMw111xTqMOufG337t2HC5itW7cCULNmTS6//HISExMpV66cnyMsHCpmREREjuOPP/7gjTfe4N1332XXrl3Ur1+fhIQEli9fzuzZs0lPTz98bEhICHFxcUcVODkLntjY2KAariJyMvbsgeefh1degYwMuPNOeOQRqFTJ35EdnzGGCy+8kOjoaGbNmsXbb79N7969i/VKZ3v27DlcwGzevBmAGjVqcOmll5KYmEiFChX8HGHhUzEjIiKSy6FDh5g1axZjxozhq6++IiwsjG7dujFkyBDatWt3uCDJyspi8+bNrF27lrVr17Ju3brD9z/99NPD34ZmK1OmzDEFTnbRU6dOnQJ/62utJS0tjZSUFA4cOJDnbe59hw4d4tprr6VFixan/DsTye3gQRgzBp5+GnbuhN694ZlnoE4df0eWP2eeeSYVKlTgww8/LJYrne3bt+9wAbNp0yYAqlevziWXXELjxo2pWLGinyP0LRUzIiIiHhs3buTNN9/krbfeYsuWLcTHx/PMM89www03UL169WOOz+6JiYuLo23btsc8n5KSwvr16w8XODkLnq+++oqUlJSjjq9evfrhAqdKlSqkpqaedIFirc3XzxoeHo4xhpdeeom+ffvy7LPPUrNmzfz9wkS8yMqCKVPg4Ydh3To3nOz55+Hss/0dWcHVqlWLG2+8kUmTJhWLlc6ysrL4888/Wbx4MWvWrMFaS7Vq1Wjfvj2NGzcu1r1HhU3FjIiIlGhZWVl88cUXjB49mk8++QRrLR07duSNN96gU6dOhJ7CcktRUVEkJiaSmJh4zHPWWrZv335Ub072Nm/ePLZv305UVBRlypQ56jY6OpoaNWpQpkyZY57LeXu8fVFRUYSHh7Nnzx6ef/55Xn75ZaZNm8a//vUvHnzwQcqXL38qv1Ipwb7+Gu6/HxYtgjPPhM8+g0svhWAYXVmpUiVuvPFGPvzwQ2bMmMHu3bu54IILinTo6O7du1myZAm//vor+/bto0yZMrRp04ZmzZpRuXLlIoujOFExIyIiJdL27dt59913eeONN1i3bh1VqlThgQceYNCgQdQpgnEwxhiqVq1K1apVadWqlc/P502FChV49tlnGTJkCI888gjDhg3jrbfe4sknn2TQoEEBvXqTFK3ffnMrlM2ZAzVrwvjx0KdP8Vt6+VRFRUVx/fXXM2vWLL755ht27drFlVdeeUpfepxIRkYGq1evZvHixaxduxZjDHXr1qVjx47Ur1/fp+cOBHqXEhGREsNay3fffceYMWOYNm0ahw4d4qKLLmLYsGF069atxK5EFh8fz3vvvcedd97JPffcwy233MLIkSN58cUXueKKK7RogeRp40Z47DGYMAEqVIAXXoDbb4dTvFh8sZY9hy4mJoZ58+axZ88eevXqVegrnSUlJbF48WKWLl1KamoqFSpU4KKLLqJZs2ZBOZG/oFTMiIhI0NuzZw8TJkxgzJgxrFy5kgoVKnDLLbdw880306hRI3+HV2y0aNGCuXPnMmvWLO6//36uvPJK2rdvz/DhwznrrLP8HZ4UI8nJMGwYjBgB1sI998BDD0FJmaphjOGiiy4iJiaGjz/+uNBWOktPT2fFihUsWbKEjRs3EhISQsOGDWnevDl16tQhJCSkkH6C4KFiRkREgtaiRYsYPXo0H3zwASkpKbRs2ZJ33nmHa665JuCucl1UjDFcddVVdOrUiTfeeIMnnniCs88+m379+vHMM88QFxfn7xDFjw4ehNdec6uSJSdD375utbJatfwdmX/kXOns7bff5tprr833QhrWWrZs2cLixYtZtmwZ6enpVKpUiQ4dOtC0aVPKlCnjo+iDg4oZEZHc9u2DX36BBQsgNtatJ6oPvgEjJSWFyZMnM2bMGH755ReioqLo3bs3Q4YM4exAXk6piIWHh3PbbbfRt29fhg0bxiuvvMKUKVO45557uP/++4PmgntycrKy4IMP3PVhNmyAyy5zK5Q1bervyPwv50pn48ePp2vXrpxxxhknfF1qairLli1j8eLFbNu2jbCwMBo3bkzz5s2pWbOmhneeJBUzIlKyZWXBqlXw009HtuXL3biJbPffD4MHw623upmtUixt3LiR4cOHM378ePbs2UNiYiKjRo3i+uuv1/jyU1CxYkWef/55hg4dysMPP8wzzzzDm2++yVNPPcUNN9ygRQJKgC+/hAcegCVL4Kyz4K234JJL/B1V8ZJzpbPp06eza9curyudWWvZsGEDS5YsYeXKlWRkZFC9enU6depEkyZNKB3Mk418JN/vQMaYrsAVQBXgNaAy0A6IAIZ6DnsdSAfmWmsnFk6oIiKFYOdO1+OSXbgsWAB797rnoqOhVSvo0cPdnnMOrFjhLlv94oswfDj07Al33eWel2IlOTmZMWPG0KNHD4YOHcr555+vbzYLUe3atZk0aRJ33nkn9957LzfffPPhRQIuv/xy/a6D0K+/uiLmiy+gdm14/3247jrQtA3vcq90tnv3bjp37kxoaCj79+9n6dKlLF68mF27dhEREUGzZs1o3ry512tYycnLdzFjrZ0JzDTGRAPDgfLW2quNMZ2B7p7DpllrZxtjPgRUzIiIfxw65NYLzdnr8uef7rnQUHcRhD59XGHSqhXUq3fsxRDOP99t69fDq6+6ryQ//BDOPdcVNT16QHh4kf9ocqwmTZqwdetWoqOj/R1KUDv33HP59ttv+eijj3jggQfo1KkTHTp04MUXX6SpxhwFhQ0b4NFHYeJE9x3Pyy/DLbdARIS/Iyv+cq90tnv3biIjI1mzZg1ZWVnEx8fTtm1bEhMTCdffjkJxKn3Dj+J6Zh70PN4AZF8KdZnnNtPbC40xg4HB8fHxp3B6CTbKC/EmX3nxzz9HFy4LF0JamnuuWjVo3RoGDXKFy9lnQ34mVdau7XpmHn/cXUBhxAj3FWWNGnDbba7dSpUK8iNKPh0vJ1TIFA1jDN27d6dz586MHj2ap556irPOOouBAwfy9NNPc9ppp/kjJv0NOQXp6e4aMRMmwOzZ7vue++93146pWNHf0RWcP/Iie6Wz6OhoZs2aRenSpTn33HNp3rx5ib2wpS8Zm3Nc+Mm8wPUjPwd8aa39yhgzxVrbyxhzBZC9Ht1ua+0nxpjJ1tpr82qrRYsWduHChQUOXvzHGLPIWtvCF20rLwJXkeZFaiosXnx08bJpk3uuVClXrGT3uLRq5ea6FOYwmKws+PRTV9R89RVERsL118Odd4KXq72XZL7KC71XFB+7d+/m3//+N6NGjSIsLIz77ruPe++9l7Jly+b5GuWF/1nrvvOZMMFN7t+5E6pUcWue3H23f6YIBlte7N+/n8jIyBJ/YctTdby8KEjPzO3AJUAFY0xd3JCz0UAkcKvnmFc9xc3sggQsInJcK1ZAs2aQkeEe16kDF1xwpHBp2tT34yFCQqBzZ7ctWwYjR7oem7Fj4dJL3RC0yy7T4HIpEaKjoxk+fDi33HILDz30EE8++SRjx47l6aefZsCAAfogV8xs3Ojmv0yY4NY/iYiArl2hXz/o0EEjZwvT8Qp6KRwFmTMzEhiZa/ekXI8HFjgiEZETqVcP7rvPFS7nngtVq/o3niZN4M034dlnXTHz2mvQqRM0aOB6avr1y9+QtsKSleV6q1atgj/+cD1WlSodu5XQq95L4UtISODDDz/krrvu4p577uGmm25ixIgRDB8+nEsvvdTf4ZVo+/bBjBmugPnmG9crc8EF7mKXPXsG9lAyKdm0nqKIBJ5SpVzhUNzExrqLMNx3H0ydCv/5j5s1+/DDR5Z29sW47bQ0V6ysWuW23393t6tXQ0rKiV9ftqz3Iud4W/nyhTtsT4JK69atmT9/PtOmTeOBBx7ghRdeoEOHDn5Z8Sw5Gf76C047zQ2hKkmdRJmZ8PXXroCZMcO9HZx+OjzxhLvYZUKCvyMUOXUqZkREClupUm6VtN694Ycf3NLOw4fDSy+51c+yl3bO7we7HTuOLlayt3Xrjr4uTu3a0LAhXHihu23Y0PVmZWa6QfEn2tatc7fJyUe3m1NYGMTEHFvk1K/v1nKVEs8Yw9VXX02XLl3YtWuX35Zu/v57uPJKdz8kxHXkVq/uttNO836/atXAHmq1fDm8954bSrZ5s+t1uf5610ncurW+h5DgomJGBEg5lMKu1F1k2aw8t8yszOM/b0/wfFYmxhjKR5SnYumKh7fyEeUJMcVjXkV6ZjrbD2z3um07sO2ox2XCy7DqtlX+Drl4MwbOO89tGza4pZ3ffBOmTIGWLV1R07Pn0cO8MjNdMZGzWMnedu48clzp0m4YW8uW7lNKdtFSvz5EReUdU35m9GZmwu7dJ1cArV0Lv/zieoNUzEgOERERfr2ORsuWrldiyxa3bd7sbv/5x6VsUtKxNbsxrqM1r2In+361asVnlOb27W4S/4QJbm2UsDDo2NGtUdK5s3vLEAlGKmakRMiyWfyz9x/WJa9j7e61R23rktexdf9Wv8VmcAVOhdIVjipyKpauSMWII/e9Pu8phsJCvP9XttaSnJZ8TCGSV4GSnJbstZ2I0Aiqlq1KlTJVqFa2GmdWPZOa5f2wzE0gq1XLXXgze2nnkSNd781997nemi1bXMGyZo1bIzVblSquSOnRw902auRu4+N9v7hAaChUruw2kQBVtSp065b384cOuUIgu8jJWfBkb7/+Ctu2uWlouVWufHSPTvZ/GW9bTIwrMgpLWhrMmuUKmM8+c98/nH22K2Cuvda9fYgEOxUzEjT2pO05pljJfrw+eT3pmUc+IIaYEOIrxFOnYh2uqHcFCdEJVI6qTKgJJcSEEBribk+0ZR9/UseGhJJls9h7cC/JacmHtz1pe9z9g0f2bUjewNK0pe75g3tO+LOXK1XucLFTIaICBw4dOFygZGRlHHO8wVApqhJVylShSpkqNKvWjKplqh5+nHsrV6qcru5dWMqWdXNnhg51nz5eeQVGj3YrsjVs6BYOyO5ladDAffoREZ8JD3eXi6pR4/jHZWa6Xpy8ip7Nm913ETt2wP79ebcTHX1skRMbm3cBVKHC0d9bWAvz57sCZsoU2LPHxX7vva6TtnHjwvm9iAQKFTMSMA5lHmLj3o1HCpXd61ibfKRw2ZW666jjo0tHkxCdQNOqTenWsBsJ0QnUqViHhOgE4ivEEx4aGAOiM7My2Ze+7+jCJ9e25+DR+2MiYzi7+tlHFSQ5i5VKUZXy7M2RIhIS4gqXTp3cpxMViyLFWmioG1ZWrdqJj01Lc6Mvd+w4/rZxIyxZ4oqkgwfzPm+lSkeKm02b3KjOqCjXYduvH7RrV7IWNhDJqXh9mvn1QShbF6q0hXL19Mdd2Jmyk17TerFu9zr+3vM3mTbz8HPhIeHUrlibhOgEWp7W8nChkhCdQJ3oOlQsHRzrTIaGhB4eUiZBSu91IkGldOmT6+3JZi0cOHDi4mfHDtdh+/jj0L276+gVKemKTzGTkQJrx0HaNve4dDVX1GRvFRpDMZkkLUWnfER50jLSaF2zNX2a9DlcrCREJ3BaudMIDdFXUSIiEtiMcYVJ2bJuMUIROXnFp5gJi4JuW2DfGtg+D7Z/627/nuKeLxUDVS6AWE9xE90MNEwm6IWHhjP/hvn+DkNEREREiqHiVQ0YA+UbuK3uYE+/63pPYePZNn3sjg0rB7HneXpuLoSYFhBaTNZH9DWbBambYd8fEBELFRLVayUiIiIiJU7xKmZyMwbK1nFbQn+3L+Uf2P4dJHl6bpY+7PaHlobKrV3PTdULodK5rrcnkB3c5Xqq9q5xt4fv/wGZOa7qHVEJYi84MiSvYjPQ8CsRERERCXLFu5jxJqoG1L7WbQBpSZD0/ZFhacufguUWQsIhpuWRnpvYNhBe3r+xe5ORAvv+zFWseLaDOS6QZ0KhbAKUqw9V20P5+lCuLqRsytFrNdMdG1YOYs8/UtyUpF4rERERESkxAq+Yya10LNTs5jaA9D2QNN/13GybB78Ph5XPuWFY0We5npvopq7XJqQ0hEUe/zY04tSHcGVluOFyx/SwrIGUjUcfG1nDFSo1e7rCpXx9d1u2jivQvEkY4G5TNrleq+zCbukctz800vVaZRc3lVq5n09EREREJIAFfjGTW6kKUKOT2wAyDsCOn458wP/jdcjKYzH3vIREuGFsoZF53HrZRwgcWOcpXv4Cm+PCheEV3bygKhcdKVbK13fLUoefwjqLUXFQ+zq3AaRtP7rXatmTgKfXqtI5nsUUsnutyhX8vCIiIiIifhB8xUxuYWWg2sVuA8g86HowMtMgM/XUb7PSID3Z3WZ4Hmemud6YMrXcktJx3XL0sjRwc1yK4roSpatAze5uAxdn0vwjq8X9/gKsHObptWqeY0je+RChq46LiIiISPHmk2LGGFMGeB1IB+Zaayf64jwFEhoB5U73dxT+Uaoi1LjCbQCH9sOOH11hk/QtrHkNVr3snqvYxBU2Vdq6xQUiT+KSxyIiIiIiRchXPTPdgWnW2tnGmA+B4lPMyBHhZaF6B7eB61Ha+fORYWl/vQNrXgUTBlfvCfzV4UREREQkqPjq4iRxQPbM9szcTxpjBhtjFiYlJfno9FIgoaVdT8wZj0L7L+HqZLj0Jzj3rSIpZJQX4o3yQnJTTog3ygvxRnkR/HxVzGzCFTRez2GtHWutbREbG+uj00uhCAmHyuceucaPjykvxBvlheSmnBBvlBfijfIi+PlqmNkM4FVjzBXAbB+dQ0RERERESjCfFDPW2gPAQF+0LSIiIiIiAr4bZiYiIiIiIuJTxlrrv5MbkwRs8FsAcipqWWt9MgBVeRHQlBfijU/yQjkR8JQX4o3yQrzJMy/8WsyIiIiIiIgUlIaZiYiIiIhIQFIxIyIiIiIiAUnFjIiIiIiIBCQVMyIiIiIiEpBUzIiIiIiISEBSMSMiIiIiIgFJxYyIiIiIiAQkFTP5YIxZb4xJNcbsN8ZsM8a8a4wpa4zpZYz5wRiTYoyZexLtzDXGpHna2WGMmWGMqV4EP4IUsuPkxHBjzB/GmH3GmFXGmH4naEc5EUSOkxcvGGM2GmP2GmM2GGMeOUE7yosgklde5Hg+xhiTZIz5/gTtKC+CyHHeL8YZY9I9+7O30OO0o7wIIsd7vzDGXGKMWWyMOeD5m9LrOO0EfV6omMm/K621ZYHmQEvgUWAX8ArwXD7auc3TTn2gIvCfwg5Uioy3nDgAXAlUAPoDI4wxbU7QjnIiuHjLi7eBhtba8kAboLcxpvsJ2lFeBBdveZHteeD3k2xHeRFc8sqLF6y1ZXNsmSdoR3kRXI7JC2NMIjAJeAT3GaMZsOgE7QR1XqiYKSBr7T/AHOAMa+1X1topwOYCtLMLmA6cUcghShHLlROPW2tXWWuzrLULgO+A1ifZjnIiiOTKi9XW2gM5ns4C6p5kO8qLIJIzLwCMMa0999/NZzvKiyCSOy9OoR3lRRDJlRePAm9Ya+dYazOstTuttX+dZDtBmRcqZgrIGFMT6AQsOcV2KgM9TrUd8b+8csIYE4n7RmXFSbajnAgiufPCGPOgMWY/sAkog/uG7WTaUV4EkZx54Rk69BpwG2Dz2Y7yIoh4+TtyizFmlzFmkTGmRz7aUV4EkVx50cqzb5kxZosx5n1jTMxJthOUeaFiJv9mGmOSge+BecCzBWxnpKedpcAW4O5Cik+K3olyYgzu3/nzE7SjnAguXvPCWvscUA43bOA9YM8J2lFeBBdveXEHsMBae6KhIjkpL4KLt7wYCdQDqgCPAeOMMeedoB3lRXDxlhdxwPW4oqQeEAmMOkE7QZ0XKmbyr6u1tqK1tpa19hZrberxDjbGjMkxce/hHE/d4WmnhrW2j7U2ycdxi+/kmRPGmBdx3bm9rLXWs085UTLkmRfWWQKkAk+C8qIEOSovgGhcMeN1MQjlRYlxzPuFtXaxZwhRhrX2U2Ai0B2UFyWIt78jqcC71to11tr9uAKnE5TcvAjzdwDBzlo7BBji7zik6BljngQ6Ahdaa/dm71dOSA5hwOmgvCjBzgGqAyuNMeC+ZY00xmwFaigvJAcLGND7RQn3G3kMRy2peaGemUJgjAk1xpTGfTAJMcaUNsaE+zsu8R9jzENAb6CDtXanv+MR/zPGhBhjbjbGRBvnHOBW4H/+jk38ag5QG7ciUTPg/3Dj2ZudxMpVEsSMMT09SzSHGGMuBfoCs/wdl/jdu8BAY0yCMSYKeAD4xM8x+ZV6ZgrH9Ry9Ak0qMB4Y4JdopDh4FkgH/vB82wrwrLW2oHOsJDh0A4YBpXCrH47ixGOdJYhZaw8CW7MfG2P2AIestVvzfpWUEHfilnM3wDpgkLV2rl8jEr+z1r5jjKkFLPDs+gw3VLXEMp5h/CIiIiIiIgFFw8xERERERCQgqZgREREREZGApGJGREREREQCkooZEREREREJSCpmREREREQkIPl1aebKlSvb2rVr+zMEKaBFixbtsNbG+qJt5UXgUl6IN77KC+VEYFNeiDfKC/HmeHnh12Kmdu3aLFy40J8hSAEZYzb4qm3lReBSXog3vsoL5URgU16IN8oL8eZ4eaFhZiIiIiIiEpBUzIiIiIiISEBSMSMiIiIiIgFJxYyIiHRaVKsAAB7lSURBVIiIiASkEy4AYIxJAB4BKlhrexpjegPtgAhgqOew14F0YK61dmLuY6y1B3wSvYiIiIiIlFgn7Jmx1q611t6YY1c3a+0gYArQ3bNN8+zrkscxIiIiIiIihaogw8ys53YDEOfZNnr2ZeZxzFGMMYONMQuTkpIKcHoJVsoL8UZ5IbkpJ8Qb5YV4o7wIfqcyZyYe2OTZsguW3O1lH3MUa+1Ya22L2FifXFtPApTyQrxRXkhuygnxRnkh3igvgt/JzJmpBPwbOMsY8xAw0xgzGogEbvUc9qox5gpgtuext2NEREREREQKzQmLGWvtTmBIrt2Tcj0emOs1k7wcIyIiIiJSLFhrMcb4Oww5RVqaWURERERKlM2bNzNhwgQOHNCCu4FOxYyIiIiIlCgpKSls2rSJd999l+TkZH+HI6dAxYyIiIiIlCh169bl+uuv58CBA7zzzjts377d3yFJAamYEREREZESJz4+ngEDBmCt5d1332XTpmMW4JUAoGJGREREREqkqlWrcsMNNxAZGcmECRP4888//R2S5JOKGRERkWJm+/bt/Pjjj/4OQ6REiI6O5oYbbiAmJoYPPviA5cuX+zskyQcVMyIiIsWEtZZx48bRsGFD2rRpw4wZM/wdkkiJULZsWQYMGEBcXBzTp0/nl19+8XdIcpJUzIiIiBQDa9eu5dJLL2XgwIE0btyYFi1a0K9fP31LLFJESpcuTd++falfvz6ffvopc+fOxVrr77DkBFTMiIiI+FFmZiYvv/wyTZo0YcGCBbz++uvMmzePmTNnUq5cObp27cru3bv9HaZIiRAeHs4111xD06ZNmTdvHnPmzFFBU8ypmBEREfGT3377jdatW3PPPfdw8cUXs3LlSoYOHUpISAg1atRg+vTp/P3331x33XVkZmb6O1yREiEkJISrrrqK1q1b88svvzBjxgz9/yvGVMyIiIgUsbS0NB599FHOPvts1q9fz+TJk/n444+Ji4s76rg2bdrw2muv8fnnn/PII4/4KVqRkscYQ4cOHbj44otZvnw5kydPJj093d9hiRcqZkRERIrQd999R7Nmzfj3v/9Nnz59+P3337nmmmswxng9ftCgQfx/e/ceHUV9/3/8+dlcIBfCLeFmAuEaQoCWECBBCgaBKFQuUcHq1wt8VVBUQKn+tN7qV+3R9qAoFaFHUKFUkEoQrRWsqFWiQAClQGLlrkLAcNMk5Dq/P2aTTcIiSchms8nrcc6cmZ2dnXnv8iHZVz6fmZkxYwbPPPMMb7zxRj1XK9J0GWMYNmwYV111FXv37mXZsmXk5+d7uyypQmFGRESkHpw5c4Y777yT4cOHU1BQwPvvv8+rr75K27ZtL/ja+fPnM2zYMKZNm8aOHTvqoVoRKRMfH8+1117LkSNHWLp0KWfOnPF2SVKBwoyIiIiHrVu3jj59+vDyyy8ze/Zsdu7cyZgxY6r9+sDAQFavXk2bNm2YOHEiP/zwgwerFZGqYmNjueGGGzh9+jRLliwhJyfH2yWJk8KMiIiIhxw7dozrrruO8ePH07p1a9LT03nuuecIDQ2t8b7at2/PmjVrOHr0KJMnT6a4uNgDFYvI+XTt2pWbb76ZoqIilixZwpEjR7xdklCLMGOM6WyMedsYs8QY8/+MMdcbY/5ijHndGBPinF5zrrvBE0WLiIg0ZJZl8dprrxEbG8uaNWt44oknyMjIYMiQIRe130GDBrF48WI2btzI3Llz66haEamuTp06MXXqVAICAnj11Vc5cOCAt0tq8mrTM9MLeNeyrGlAH2CSZVm3AauAVOe02rlufJ1VKiIi4gP279/PFVdcwS233EJsbCw7duzgkUceITAwsE72f9NNNzF79mzmz5/Pa6+9Vif7FJHqCw8PZ9q0abRs2ZLly5eTmZnp7ZKatNqEme3AdcaYD4GNQNmdhA4Ckc7psHOd24tyG2NuN8ZsPX78eC0OL42V2oW4o3YhVTXUNlFSUsJzzz1H37592bRpEwsWLOCTTz4hNja2zo/1xz/+kZEjRzJ9+nS2bNlS5/v3RQ21XYh3eapdhIWFccstt9ChQwdWrVrF9u3b63T/Un21CTNTgccsyxoJjKuwvjPwrXMqu1C+2/1blrXYsqyEiIiIWhxeGiu1C3FH7UKqaohtYufOnQwdOpR7772X5ORkdu/ezcyZM3E4PHNqqr+/PytXrqRDhw5MmjSJ7OxsjxzHlzTEdiHe58l2ERwczE033US3bt14++23+eyzz+r8GHJhtfkp+0/gHmPMy8ABIM0YsxC4FnjLOV3tXLeurgoVERFpaAoKCnjkkUeIj49n3759rFixgnXr1hEVFeXxY4eHh5OWlsaJEye45pprdEM/ES8IDAzkN7/5DXFxcXzwwQds2LABy7Iu/EKpM/41fYFlWf8BrqmyekWVx1NrXZGIiIgP+Oyzz7j11lvJzMzkxhtvZN68eYSHh9drDb/85S9ZunQp1113HbNmzWLhwoX1enwRAT8/P1JTUwkKCmLTpk3k5eVx1VVXeaxnVirTpywiIlIDZ86cYebMmQwbNoy8vDzee+89Xn/99XoPMmWmTJnCAw88wMsvv8zixYu9UoNIU+dwOBg7diwjRoxgx44dvPnmm7p8ej1RmBEREammtLQ04uLiWLhwIffccw+7du3iiiuu8HZZPPXUU6SkpHDXXXexadMmb5cj0iQZY7jsssu48soryczMZPny5Zw9e9bbZTV6CjMiIiIXcOjQISZMmMCkSZNo3bo1mzZtYv78+bW6+aUn+Pn58be//Y3OnTtz9dVX891333m7JJEma/DgwaSmpnL48GFee+019uzZw6FDh8jJySE/P1/n1NSxGp8zIyIi0lQUFxfzwgsv8Oijj2JZFs8++yyzZ88mICDA26Wdo3Xr1qxdu5bExERSU1P5+OOPad68ubfLEmmS+vXrR1BQEKtWrWLVqlWVnnM4HAQHBxMcHExISEil5bLHFedBQUEYY7z0Tho+hRkRERE3Nm/ezPTp09mxYwfjxo1jwYIFREdHe7usnxUXF8frr79Oamoqd955J6+88oq+BIl4SY8ePZgzZw6nTp0iNzeX3Nxc8vLyyudly0eOHCE3N5eCggK3+zHGEBQUVCnsVA087dq1o6lellxhRkREpILTp0/zu9/9jpdeeomOHTuyevVqUlNTfSYUTJo0iUcffZQnnniC+Ph47rrrLm+XJNJkBQUFERQUVK1ti4uLK4Wc882zs7PJzc0953yc6OhoBg8eTExMTJO6kprCjIiICGBZFqtXr2bWrFkcPXqUu+66iyeffJKwsDBvl1Zjjz32GNu3b2f27Nn07duXyy67zNslicgF+Pv7ExYWVu2fOSUlJeTn55Obm8s333zDli1bWLVqFS1btmTQoEHEx8dXO0j5MoUZERFp8g4cOMDMmTP5xz/+wYABA1i7di2DBg3ydlm15nA4WL58OUOGDOHaa68lIyODzp07e7ssEalDfn5+hIaGEhoaSvv27UlKSiIrK4vNmzfzwQcf8NFHH9G/f38GDx5M+/btvV2uxyjMiIhIk1VUVMRzzz3H448/jsPhYN68edx99934+/v+r8ewsLDyUDZx4kQ+/fRTgoODvV2WiHiIw+EgNjaW2NhYsrOz+eKLL/jqq6/Ytm0b0dHRDBkyhF69ejW6IWiN692IiIhUU3p6OgMHDuSBBx4gJSWFPXv2MGfOnEYRZMr06tWLFStWsGPHDm677TZdElakiWjfvj3jx49nzpw5jBo1ipMnT7Jy5UpeeOEFPvvsM/Lz871dYp1RmBERkSbl5MmTzJgxg6FDh3Ly5EnS0tJYs2YNUVFR3i7NI8aNG8eTTz7JihUrmDdvnrfLEZF6FBwczKWXXso999zD5MmTadWqFR988AHz5s1j3bp1HDt2zNslXrTG8+cnERGRn2FZFm+88QazZ8/mhx9+YM6cOfz+97+nRYsW3i7N4x588EG2b9/O/fffT//+/Rk9erS3SxKRetSYh6ApzIiISKO3d+9e7rjjDjZs2EBCQgLvvfce8fHx3i6r3hhjWLp0KVlZWUyZMoWtW7fSrVs3b5clIl5QNgRt1KhRbNu2jS1btrBy5UpatWrFoEGDGDBggE9dBc334peIiEg1FRYW8tRTT9G3b18+//xzXnzxRT7//PMmFWTKhIaGkpaWBsCECRP46aefvFyRiHhTcHAww4YNY9asWUyePJmWLVuyYcMGnxuCpp4ZERFplP79738zffp09uzZwzXXXMPzzz/PJZdc4u2yvKpbt26sXLmSK664gltuuYU333zTZ24GKiKeUXEI2tGjR9m8eXP5ELSuXbsyePDgBj0ErcZhxhjjAP4PCAO2AkVAMtAMuMO52UtAIfCRZVl/rZtSRURELiwnJ4cHHniAV155hS5duvDOO+8wbtw4b5fVYIwePZpnn32WuXPn8oc//IGHHnrI2yWJSAPRoUOH8w5BGzBgACEhIQDlfwSpyby627Zu3Zp27dpVu+ba9MxMAC4BTgDfAjMsy7rWGPNrINW5zWrLstYZY1YCCjMiIuJxlmWxbNky7rvvPk6ePMn999/Po48+Wv7LV1zuvfdetm/fzsMPP0xGRgbJycmMHDmS2NhY9dSISPkQtKFDh5KZmcnmzZvZuHFjvRx70KBBjB07ttrb1ybMxADplmUtMsasBkqd6w8C/ZzLO53zEnc7MMbcDtyuuxFLRWoX4o7ahVR1vjaxfv16br75ZhITE1m0aBH9+/f3ToE+wBjDX/7yF1q2bMm7777LW2+9BdgnBicnJ5dPPXr08Jlwo58V4o7axcVxOBz06dOHPn36kJeXR3FxMUD5PatqMq/utjW9ua+p6Q20jDH/AxRalrXK2fNiLMuabIwZB7RxbnbSsqx3jDFvWJZ13fn2lZCQYG3durVGx5eGwRiTYVlWgif2rXbhu9QuxB1PtYuqbcKyLNauXcv48eMb7Njuhmr//v1s3LiRDz/8kI0bN/L9998DEBkZWd5rk5ycTJcuXersmPXVLsS3qF2IOz/XLmrTM/MW8KIx5lfAJ8BJY8xCIAiY6dxmgTPcrKtNwSIiIjVljGHixIneLsMnde3ala5duzJt2jQsy+Lrr78uDzfvvfcey5YtA+wLCFQMNx07dvRy5SLS1NU4zFiWlQf8b5XVK6o8nlrrikRERMRrjDHExMQQExPDjBkzKC0tZdeuXeXh5u9//zuvvPIKAL179y4PN5dddhnh4eFerl5EmhpdmllERETOy+Fw0K9fP/r168c999xDSUkJX375ZfmQtGXLlrFw4UIA+vfvX36+zYgRI2jVqpWXqxeRxk5hRkRERKrNz8+P+Ph44uPjmTt3LkVFRWRkZJSHm0WLFjF//nwcDgcDBgxg5MiRpKSkcPnll3u7dBFphBRmREREpNYCAgJITEwkMTGRhx56iIKCAr744ovycPP888/z5ZdfKsyIiEcozIiIiEidadasGcOHD2f48OE8/vjj5OXlcfz4cW+XJSKNlK5dKSIiIh4THBxcp5d0FhGpSGFGRERERER8ksKMiIiIiIj4JIUZERERERHxSQozIiIiIiLikxRmRERERETEJynMiIiIiIiIT1KYERERERERn6QwIyIiIiIiPklhRkREREREfJLCjIj4JsvydgVSlWVBbq63qxARkSbEvzYvMsaEAJ8AjwFhQDLQDLjDuclLQCHwkWVZf62DOkVEXI4dg5gYiI+HgQNd8+7dwaG/0dSLnBz4z39g1y7X9J//QLdusHmzt6sTEZEmolZhBngAWOVcnmRZ1rXGmF8Dqc51qy3LWmeMWQkozIhI3SoshMmTISMD5s+3HwOEhcGAAXawKZt69mz4AceywBhvV+HeqVPnBpZduyA727VNWBjExcGkSZCQ4L1aRUSkyalxmDHGjAJ2A82dq8rGehwE+jmXdzrnJefZx+3A7Z07d67p4aURU7sQd9y2i8hIWLTIXi4stL9cZ2TAtm32/M9/hoIC+/nQUFfAKevBiYkBP7/6exM//ggHDtjTwYPnLufkQHg4tG9feerQ4dzHERHgX9u/Q12gxt27KweWXbvgu+9c24SEQJ8+MHasHV7KpsjIeg1j+lkh7qhdiDtqF41fbX4jJgMhQB8gH3B+Y6Az8K1zORLYwXnOybEsazGwOCEhQYPepZzahbhzwXYRGGiHlQEDXOuKimDPnsoBZ9EiyM+3nw8JgV/+0hVuBg6E3r1rHxJOnXIfUsqWT5yovH3z5tClC0RH2zWEh8MPP9i9HdnZkJ4OR4+66q3IGGjb1n3YqbouIgICAiq/Pi/P/myqDhE7eLByfX36wMiRrsDSty907twgern0s0LcUbsQd9QuGr8a/+a2LOt3AMaYW4AfgDBjzEIgCJjp3GyBMWYcsK6O6hQRqb6AAOjf356mTrXXFRdDVpYdbMpCzpIl8OKL9vNBQfCLX1TuwenTxw44J0+eG1IqPj59uvLxg4PtoBIdDYmJruWyANOu3YV7MiwLfvrJFXCys+2AU/FxWfDJzrZDijtlPT7h4XD4MOzf77p4QmCgHeKGDoXbbrMDS1wcdO1avz1XIiIitVTrsQqWZb1a4eGKKk9Pre1+RUQ8wt/f1ctw0032upIS+PprV+9NRga8/ro9TA2gWTP7C/+PP1beV4sWrnDyq19VDirR0XbPycUOuzLGPk6LFtCjx4W3rxh8qoaeo0fh+HE7oN18s+tz6NHDM0PWRERE6ol+i4lI0+XnB7Gx9nTDDfa60lL45htXwCkstHsqKoaVVq0a3gn7oaH21L27tysRERGpNwozIiIVORzQq5c9XXedt6sRERGRn+H9MzlFRERERERqQWFGRERERADXtUdKS71diUj1aJiZiIiISCNnWfZV4r//Ho4csafzLZ89a59SGBFhXwyxXbtzp6rrg4K8/Q6lqVKYEREREfFRpaX2bap+Lpx8/719UcPCwnNfHxYGnTpBx46QlGQvh4fbV5w/dsw1ffPNz18FPjS0+sGnTRtd/V3qjsKMiIiINFoHD8Kbb7ouXBgd3SDu/VptpaVw6BDs3m1Pe/dWDipHj9q30aqqdWs7oHTqBCNGuJY7dqy8HBxcs3pycyuHnLIpO9u1vG8ffP65fUV4d8PVHA47ME2ZAi+8ULvPRaSMwoyIiIg0Wlu3wm9/63rcvDnExNj3xC0LOLGx0LOnfVspbyktte/Bu3s37NrlCi979tgBokzbtq4gEhd3bjjp1Ak6dLDfpyeEhNhXq+/a9cLblpTYQ9vchZ9jx+x/B5GLpTAjIiIijdbVV0NODmRmusLBnj2Qng5/+5trOz8/+zZNVUNO7972EKq6UlJi91yUhZWy4JKZCfn5ru06dbLDyq232jWVTW3a1F0tnlZ23k1EhP1eRDxBYUZEREQatTZtYOhQe6ooNxeyslwBp2x6553KQ7eios4NObGx9lCp8ykuts8zKQstZVNmJhQUnLvv5GRXYImNte/NKyIXpjAjIiIiTVJICMTH21NFRUV2EKkacj75pHLvSURE5R6c06ddoSUry95PmehoO6iMHm3P4+Ls14SF1ctbFWm0FGZEREREKggIcIWUispOxq8YcHbvhlWr4ORJMAa6dbPDyrhxlXtaQkK8815EGjuFGREREZFqcDjsHpboaLjyStd6y7IvjxwSUvOrg4nIxVGYEREREbkIxthDzkSk/vnQldZFRERERERcatwzY4yZCIwD2gF/BsKBZKAZcIdzs5eAQuAjy7L+WjelioiIiIiIuNQ4zFiWlQakGWNaA38CwizLutYY82sg1bnZasuy1hljVgIKMyIiIiIiUucuZpjZw9g9M5bz8UEg0jkddq4rcfdCY8ztxpitx48fv4jDS2OjdiHuqF1IVWoT4o7ahbijdtH41TjMGNszwHuWZW2r8FRn4FvnFPlz+7csa7FlWQkROltOKlC7EHfULqQqtQlxR+1C3FG7aPxqczWzu4FRQEtjTA/sIWcLgSBgpnObBcaYccC6uilTmrLvznzHJWGXeLuMBu/oT0dJP5zO1u+30qVVF8bHjKdDaAdvlyUiIiLiMbU5Z+YF4IUqq1dUeTy11hWJVHCm4Axdnu9Cl1ZdGNNtDCk9UhjZdSRhzZr2LZOLSor4MvtL0g+nk/6tPR04dQAAg8HCYsY7MxgSOYQJMROYEDOB3uG9McZ4t3ARERGROqT7zEiDZjDMv2I+6/etZ/nO5byc8TJ+xo+kqCRSuqeQ0j2F+I7x+Dn8vF2qR2X/lG2HFmd42fr9VvKL8wG4pMUlJEUlcffgu0mKTGJAxwH8N+e/rM1aS1pmGg/+60Ee/NeD9GzTkwkxE5jYeyKJkYmN/jMTERGRxk9hRhq0Fs1aMHPwTGYOnklhSSHph9N5f+/7rN+7nkc2PsIjGx+hbVBbRnUbRUr3FMZ0H+PzQ9KKSor4Kvur8h6X9MPp7D+1H4AARwDxHeOZPnA6SVFJJEUmEdUy6px99Gvfj37t+/Hw8If59sy3vJ31Nmuz1jL/i/n8Kf1PRARHcFWvq5jQewKju40mKCCovt+miIiIyEVTmBGfEegXyIjoEYyIHsHTlz/N8dzjbNi3oTzcrNy1EoC4iDi716ZHCr/q/KsG/0X9WO6xSsPFtny3pbzXpVOLTiRFJjFz0EySopKI7xhPc//mNdp/ZFgkdw66kzsH3cnps6f55zf/JC0rjdV7VrNkxxKCA4IZ030ME2Im8OtevyY8ONwTb1NERESkzinMiM+KCIng+n7Xc32/67Esi53HdvL+N++zft96FmxZwLzP59HcvznDuwwvH5LWJ6KPV88bKS4ttntdKoSXfSf3AXavy4COA7h94O0kRSaRFJVEVFhUndbbsnlLpvSdwpS+UygsKeTjAx+zNmtt+ZA0h3FwadSl9nk2vSfQo02POju2iIiISF1TmJFGwRhD//b96d++P7+99LfkFeXx8YGPy3tt7lt/H/dxH5e0uIQx3ceQ0j2FUd1G0Ta4ba2PaVkWPxb+SE5eDjn5OeefV1g++tNRzhafBaBDaAeSIpOYMXAGQ6OGEt8xvl57kQL9AhndfTSju4/mxStfZNuRbeXBZu6GuczdMJe4iLjyYJPQKQGHuZhbU4mIiIjULYUZaZSCA4K5sueVXNnzSgAOnT7E+r3reX/v+6zJXMPSHUsxGBI6JZQPSevRpgcn8k9UK5Tk5OVwIv8ERaVF562hZbOWtA1uS9ugtkSERNA7vDftQ9qT0CmBpKgkurTs0mCuLmaMYWCngQzsNJAnkp9g/8n9vJ31NmlZaTzz2TM8/enTdAztyPiY8UzsPZHk6GSa+TfzdtkiIiLSxCnMSGXF+fDjf+HHLDjjnAqOQ/I/vV3ZRencsjO3xt/KrfG3UlJawpbvt5QPSXv606d58t9Pnve1AY6A8lDSNrgtMW1jaBvZttK6qvM2QW3wd/juf6+urbsyK3EWsxJncSL/BO9+/S5rs9ay/KvlLMpYRIvAFoztOZblqct9+n2KiIiIb9O3kKbIsiD/O2dYyXSFlh+zIPcQYLm2DY6CsBgoKQS/QK+VXJf8HH4kRiaSGJnIY5c9xqmzp/jXvn9x5KcjbsNJaGBog+lB8YY2QW248Rc3cuMvbuRs8Vk+3P8haZlpHMs9piAjIiIiXqVvIo1Z0U/w49eVw8qZLHtdca5rO/9QO7CEXwrdptnLYTHQoif4h3iv/nrSqnkrru5ztbfL8AnN/ZsztudYxvYc6+1SRERERBpYmPlkImDA0Qz8moNfM3CUzSuucy7XZp3xh8b0V/bSEsg7dG5gOZNl976UMxASbYeUdiMqBJYYCOrYuD4TEREREWkSGlaYyT8CJflQUgAlZ6G0wF4uPWvPKw5/qjXjDDZBznnF5fPMHc3BP+jn51Vf5wgEq8h+HyUFzvdy1jWv1roqz7tbl/+dPS8T0MoOKR0ud4WVsBho0cOuTURERESkkWhYYSbli/M/Z1lQWnRuwHEXetytqxgYSvKdj/Od6yrMi3OhIMf9c6WFHv4AzLk9SWWPy9b5B0NgG1fPU1BHCOvt6mlpFqFeFhERERFpEhpWmPk5xtgnoPsFQkAL79RglbrCUNWgU3LWDk7F+a4A5Qhs2kPgREREREQ8yHfCTENgHPawMv/6u7GhiIiIiIi4p9t5i4iIiIiIT/JIz4wxJgR4CSgEPrIs66+eOI6IiIiIiDRdnuqZSQVWW5Z1GzDeQ8cQEREREZEmzFNhJhI47FwuqfqkMeZ2Y8zW48ePe+jw4ovULsQdtQupSm1C3FG7EHfULho/T4WZb7EDjdtjWJa12LKshIiICA8dXnyR2oW4o3YhValNiDtqF+KO2kXj56mrmb0FLDDGjAPWeegYIiIiIiLShHkkzFiWlQtM9cS+RUREREREQJdmFhERERERH2Usy/LewY05Dhz0WgFyMbpYluWRAahqFz5N7ULc8Ui7UJvweWoX4o7ahbhz3nbh1TAjIiIiIiJSWxpmJiIiIiIiPklhRkREREREfJLCjIiIiIiI+CSFGRERERER8UkKMyIiIiIi4pP+P7oM3WpbL4DuAAAAAElFTkSuQmCC\n", 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" ] @@ -1400,8 +1447,8 @@ "# As told in the repo of the data, participant 6 didn't perform the Back Kick.\n", "# I decided to hard-code the omission of the graph.\n", "\n", - "fig, ax = plt.subplots(4, 6, figsize= (14,10))\n", - "colors = ['orange', 'green', 'red', 'black', 'blue', 'yellow']\n", + "fig, ax = plt.subplots(4, 6, figsize= (14,10), sharey = True)\n", + "colors = ['orange', 'green', 'red', 'black', 'blue', 'grey']\n", "plt.gca().get_xaxis().set_ticklabels([])\n", "\n", "for i in range(4):\n",