diff --git a/Flow_Fit.PNG b/Flow_Fit.PNG new file mode 100644 index 0000000..367a55a Binary files /dev/null and b/Flow_Fit.PNG differ diff --git a/Flow_Fit.jpeg b/Flow_Fit.jpeg new file mode 100644 index 0000000..cb32756 Binary files /dev/null and b/Flow_Fit.jpeg differ diff --git a/LoCP_Heart_rate_scale_invariance.ipynb b/LoCP_Heart_rate_scale_invariance.ipynb new file mode 100644 index 0000000..e5c641e --- /dev/null +++ b/LoCP_Heart_rate_scale_invariance.ipynb @@ -0,0 +1,4482 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Critical Scale Invariance in a Healthy Human Heart Rate\n", + "\n", + "**Matteo Bortoletto** (matr. 1242935), **Clelia Corridori** (matr. 1230664), **Filippo Costa** (matr. 1233408), **Edoardo Spadetto** (matr. 1236682)\n", + "\n", + "Laboratory of Computational Physics mod. A\n", + "\n", + "University of Padova\n", + "\n", + "a.y. 2019/2020\n", + "\n", + "In this work we want to analyse from a physics perspective the time series of human heart rate to show that there is a robust scale-invariance in PDF of detrended healthy human heart rate increments. Moreover, we want to show that such increments are not Gaussian distributed, but they display fat tails. This scale-indipendent and fractal structure, together with other multifractal scaling properties and with long-range temporal correlation support the view that a healthy human heart rate is controlled to converge continually to a critical state." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Table of contents\n", + "1. [Introduction](#ch1)\n", + "2. [Dataset description](#ch2)\n", + "3. [Data pre-processing](#ch3)\n", + " 1. [Filtering](#ch3_1)\n", + " 2. [R peaks detection](#ch3_2)\n", + " 3. [Polynomimal local detrending](#ch3_3)\n", + "4. [1/f scaling](#ch4)\n", + "5. [Scale invariance of the PDF](#ch5)\n", + " 1. [Gaussian and non-Gaussian fits](#ch5_1)\n", + " 2. [A different approach: resampling the data](#ch5_2)\n", + " 3. [Considerations](#ch5_3) \n", + "6. [Multifractality](#ch6)\n", + "7. [Conclusions](#ch7)\n", + "8. [Bibliography](#ch8)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Introduction \n", + "\n", + "The exact mechanism for the complex heart rate dynamics is, to date, unknown [1]. However, it is important to analyse it because it reflects the dynamics of the autonomic nervous system's control of heart rate, and it is potentially useful to predict the mortality of cardiac patients. \n", + "\n", + "\n", + "The hypothesis is that the central neuroregulation continually brings the heart to a critical state to maximize its functional ability. Indeed the functional advantage of a system being near or at critical point is that the maximum efficiency of transportation is realized. [1]\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "
\n", + " \n", + "\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import math\n", + "import scipy\n", + "from scipy import signal\n", + "from scipy.stats import norm\n", + "import wfdb \n", + "import obspy.signal.detrend\n", + "from obspy.signal.detrend import polynomial\n", + "from IPython.display import Video" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Dataset description\n", + "\n", + "What people do during the record it's important: first of all subjects can not sleep and, additionally, their behavior during the day can influence the results of the analysis. In the article [1] they considered two different datasets:\n", + "- Data recorded during \"daily routine\" protocol;\n", + "- Data during \"costant routine\" (CR) protocol, where known behavioral factors affecting heart rate are eliminated.\n", + "\n", + "In order to have similar data we use two different datasets:\n", + "\n", + "### Fantasia dataset (CR protocol)\n", + "The dataset is made of ECG records of twenty young (21 - 34 years old) and twenty elderly (68 - 85 years old) rigorously-screened healthy subjects.\n", + "All subjects remained in a resting state for 120 minute while watching the movie Fantasia (Disney, 1940) to help maintain wakefulness.\n", + "\n", + "The continuous ECG signals were digitized at 250 Hz. Each group of subjects includes equal numbers of men and women.[2]\n", + "\n", + "\n", + "### MIT-BIH dataset (daily routine protocol)\n", + "This dataset includes 18 long-term ECG recordings of subjects referred to the Arrhythmia Laboratory at Boston's Beth Israel Hospital (now the Beth Israel Deaconess Medical Center). Subjects included in this database were found to have had no significant arrhythmias, and subject were in a daily routine during the recording time. \n", + "\n", + "The continuous ECG signals were digitized at 128 Hz. The group include 5 men, aged 26 to 45, and 13 women, aged 20 to 50. [3]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "
\n", + "\n", + "\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "# samples of the two datasets\n", + "path_f='fantasia-database-1.0.0/'\n", + "rec0_f = wfdb.rdrecord(path_f+'f1o01')\n", + "\n", + "path_mit = './MIT_BIH_18H/'\n", + "rec0_mit = wfdb.rdrecord(path_mit+'16265')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "{'record_name': 'f1o01',\n", + " 'n_sig': 2,\n", + " 'fs': 250,\n", + " 'counter_freq': None,\n", + " 'base_counter': None,\n", + " 'sig_len': 1812903,\n", + " 'base_time': None,\n", + " 'base_date': None,\n", + " 'comments': ['Age: 77 Sex: F'],\n", + " 'sig_name': ['RESP', 'ECG'],\n", + " 'p_signal': array([[ 8.488, 8.46 ],\n", + " [ 8.452, 8.592],\n", + " [ 8.488, 8.352],\n", + " ..., \n", + " [ 7.804, 8.172],\n", + " [ 7.832, 7.892],\n", + " [ 7.884, 7.94 ]]),\n", + " 'd_signal': None,\n", + " 'e_p_signal': None,\n", + " 'e_d_signal': None,\n", + " 'file_name': ['f1o01.dat', 'f1o01.dat'],\n", + " 'fmt': ['16', '16'],\n", + " 'samps_per_frame': [1, 1],\n", + " 'skew': [None, None],\n", + " 'byte_offset': [None, None],\n", + " 'adc_gain': [2000.0, 2000.0],\n", + " 'baseline': [0, 0],\n", + " 'units': ['mV', 'mV'],\n", + " 'adc_res': [16, 16],\n", + " 'adc_zero': [0, 0],\n", + " 'init_value': [16976, 16920],\n", + " 'checksum': [1480, 20840],\n", + " 'block_size': [0, 0]}" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "wfdb.plot_wfdb(record=rec0_f, title='Record f1o01 from Fantasia Database', figsize=(15,10)) \n", + "display(rec0_f.__dict__)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "Reading the record descriptors we see that this record is taken from a 77 years old woman (`'comments': ['Age: 77 Sex: F']`), the lenght of the ECG signal is `'sig_len': 1812903` and the frequency of the signal is 250 Hz (`'fs': 250`). " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "{'record_name': '16265',\n", + " 'n_sig': 2,\n", + " 'fs': 128,\n", + " 'counter_freq': None,\n", + " 'base_counter': None,\n", + " 'sig_len': 11730944,\n", + " 'base_time': datetime.time(8, 4),\n", + " 'base_date': None,\n", + " 'comments': ['32 M'],\n", + " 'sig_name': ['ECG1', 'ECG2'],\n", + " 'p_signal': array([[-0.165, -0.325],\n", + " [-0.155, -0.325],\n", + " [-0.195, -0.305],\n", + " ..., \n", + " [-0.05 , -0.095],\n", + " [-0.05 , -0.085],\n", + " [-0.05 , -0.085]]),\n", + " 'd_signal': None,\n", + " 'e_p_signal': None,\n", + " 'e_d_signal': None,\n", + " 'file_name': ['16265.dat', '16265.dat'],\n", + " 'fmt': ['212', '212'],\n", + " 'samps_per_frame': [1, 1],\n", + " 'skew': [None, None],\n", + " 'byte_offset': [None, None],\n", + " 'adc_gain': [200.0, 200.0],\n", + " 'baseline': [0, 0],\n", + " 'units': ['mV', 'mV'],\n", + " 'adc_res': [12, 12],\n", + " 'adc_zero': [0, 0],\n", + " 'init_value': [-33, -65],\n", + " 'checksum': [15756, -21174],\n", + " 'block_size': [0, 0]}" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "wfdb.plot_wfdb(record=rec0_mit, title='Record 16265 from MIT Database', figsize=(15,10)) \n", + "display(rec0_mit.__dict__)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "This record is taken from a 32 years old man (`'comments': ['32 M']`), the lenght of the ECG signal is `'sig_len': 11730944` and the frequency of the signal is 128 Hz (`'fs': 128`). " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "#constants \n", + "signal_freq_fantasia = 250\n", + "signal_freq_mit = 128\n", + "s_slide = [10, 25, 50, 125, 250, 500, 625, 1000, 1250, 1500]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Data pre-processing\n", + "\n", + "The main shapes appearing in an ECG signal are three, all linked with a specific event of the heart beat.\n", + "
\n", + " \n", + "\n", + "
\n", + "\n", + "- The P waves, which represents the depolarization of the atria;\n", + "- The QRS complexes, which represents the depolarization of the ventricles;\n", + "- The T waves, which represents the repolarization of the ventricles.\n", + "\n", + "(video from: https://gfycat.com/hardbarrenbluemorphobutterfly-ecg)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Filtering\n", + "
\n", + "\n", + "\n", + "
\n", + "\n", + "Since our goal is to have heartrate measures, we decided to enhance just the greatest edge of each period, i.e. the R peak. To do that, we modified an existing algorithm, the Pan-Tomkins, which is commonly used for QRS complexes detection and signal denoising. We modified the algorithm in its structure and we also changed its parameters in order to amplify and define very well the R peaks and suppress the rest of the signal, minimizing the risk of recording false positives as maxima." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "Here is a flow chart comparing the Pan-Tompkins algorithm and the custom one we used. [4]\n", + "\n", + "
\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "#### Filters implementation\n", + "\n", + "The process of filtering we used in this project consists of the following procedure:\n", + "\n", + "1. A band-pass filter is applied to increase the signal-to-noise ratio. It selects the frequencies in a choosen interval, eliminating the frequencies outside the interval. We implement it using a FIR filter.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [], + "source": [ + "def pass_band(sig, fs, f1, f2): \n", + " b = signal.firwin(20, [f1/fs, f2/fs], pass_zero=False)\n", + " w, h = signal.freqz(b)\n", + " a = 1\n", + " output = signal.lfilter(b, a, sig)\n", + " return output" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "2. A derivative filter is applied to provide information about the slope of the QRS. \n", + "\n", + "$$f(z) = 3 (z_{i+2}-z_{i-2}) + (z_{i+1}-{z_{i-1}})$$\n", + " \n", + "\n", + "3. All the components of the signal that are below zero are suppressed.\n", + "\n", + "\\begin{equation}\n", + " f(z) =\n", + " \\begin{cases}\n", + " z & z \\geq 0 \\\\\n", + " 0 & z<0\n", + " \\end{cases} \n", + "\\end{equation}\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [], + "source": [ + "def derivative_filter_under0suppression(x, der_window):\n", + " y=np.convolve(der_window, x)\n", + " y[y < 0] = 0 \n", + " return(y)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "4. The filtered signal is squared to enhance the dominant peaks.\n", + "\n", + "$$f(z) = z^2$$\n", + "\n", + "5. All the components of the signal below the threshold \\alpha of the mean minus three standard deviation of the whole signal are setted to zero. The threshold chosen is $\\alpha = \\bar{z} + 3 \\sigma$ where $\\bar{z}$ is the mean value of $z$ and $\\sigma$ its standard deviation.\n", + "\n", + "\\begin{equation}\n", + " f(z) =\n", + " \\begin{cases}\n", + " z & z \\geq \\alpha \\\\\n", + " 0 & z< \\alpha\n", + " \\end{cases} \n", + "\\end{equation}\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [], + "source": [ + "def squaring_and_treshold_suppression(x):\n", + " y = x*x\n", + " m = np.mean(y)\n", + " s = np.std(y)\n", + " y[y<(m+3*s)] = 0\n", + " return(y)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [], + "source": [ + "def Pan_Tompkins_modified(signal, freqs=[250,16,24], der_window=[3,1,0,-1,-3], i_plots=False):\n", + " o1 = pass_band(signal,freqs[0],freqs[1],freqs[2])\n", + " o2 = derivative_filter_under0suppression(o1,der_window)\n", + " o3 = squaring_and_treshold_suppression(o2)\n", + " d_sig = scipy.signal.detrend(signal)\n", + " if i_plots==True:\n", + " lims = [10000, 15000]\n", + " fig, ax = plt.subplots(1, 3)\n", + " fig.set_figheight(5)\n", + " fig.set_figwidth(18)\n", + " ax[0].set_title(\"Band Pass Filtering\")\n", + " ax[0].set_xlabel(\"Index[n]\")\n", + " ax[0].set_ylabel(\"Amplitude\")\n", + " ax[0].plot(o1[lims[0]:lims[1]])\n", + " \n", + " ax[1].set_xlabel(\"Index[n]\")\n", + " ax[1].set_ylabel(\"Amplitude\")\n", + " ax[1].set_title(\"Derivative Filtering\")\n", + " ax[1].plot(o2[lims[0]:lims[1]])\n", + " \n", + " ax[2].set_xlabel(\"Index[n]\")\n", + " ax[2].set_ylabel(\"Amplitude\")\n", + " ax[2].set_title(\"Squaring Filtering - Final Output\")\n", + " ax[2].plot(o3[lims[0]:lims[1]], label = 'Filtered signal')\n", + " ax[2].plot(d_sig[lims[0]:lims[1]], label = 'Original signal')\n", + " plt.legend()\n", + " plt.show()\n", + " \n", + " return(o3)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### R peaks detection\n", + "\n", + "In order to find the R peak positions from the filtered signal we use a specific function (`R_helper_detector`), which completes the task simply verifying the condition that a point should be higher than it's nearest neighbours to be considered a maximum.
" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [], + "source": [ + "def R_helper_detector(_input):\n", + " maxima=[]\n", + " for i in range(1, len(_input)-1):\n", + " if (_input[i-1] < _input[i] and _input[i] > _input[i+1]) : \n", + " maxima.append([i, _input[i]])\n", + " maxima = np.array(maxima)\n", + " return(maxima)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "def plot_maxima(R_peaks, filtered_signal):\n", + " fig_M, ax_M = plt.subplots(1, 1, figsize=(8,6))\n", + " fig_M.suptitle(\"Maxima Visualization\", size = 'x-large', weight = \"bold\")\n", + " \n", + " ax_M.set_xlabel(\"index[n]\")\n", + " ax_M.set_ylabel(\"Amplitude\")\n", + " #selected interval to show maxima in the plot\n", + " bound2 = [100000,102000]\n", + " \n", + " currM = R_peaks[R_peaks[:,0]bound2[0], :]\n", + " \n", + " ax_M.scatter(range(bound2[0], bound2[1]), filtered_signal[bound2[0]:bound2[1]], s=1)\n", + " ax_M.scatter(currM[:,0], currM[:,1], s=9, c='red')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Polinomial local detrending\n", + "\n", + "In order to investigate the PDF of heart rate increments at different time scales, we remove non-stationariety of data using local detrending:\n", + "\n", + "- We integrate the noisy time series ${b(i)}$ (with $i=1,...,N_{max}$), obtaining the cumulative time series $B(m) = \\sum^m_{j=1}b(j)$;\n", + "- We divide $B(m)$ into sliding segments of equal size $2s$;\n", + "- In each interval $[1+s(k-1),s(k+1)]$ (with $k$ index of the box) we fit $B(i)$ using a polynomial function of the order $d$. We use the third order polynomial [1];\n", + "- We compute the differences $\\Delta_s B(i) = B^*(i+s)-B^*(i)$ at a time $s$ by sliding in time over the segments.$B^*(i)$ is a deviation from the polynomial fit, divided by the standard deviation.\n", + "\n", + "Using this procedure the (q-1)th order polynomial trends are eliminated and the probability density function of $\\Delta_s B(i)$ is ready to be analysed. \n", + "\n", + "
\n", + " \n", + "\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [], + "source": [ + "def detrend(b, s_slide):\n", + "\n", + " B_tot = np.cumsum(b)\n", + "\n", + " B_div = {}\n", + " for s in s_slide:\n", + " c = int(len(B_tot)/(2*s))\n", + " B_div.setdefault(s, [])\n", + " for i in range(c):\n", + " B_div[s].append(B_tot[i*2*s:(i+1)*2*s])\n", + " \n", + " B_temp = {}\n", + "\n", + " for s in s_slide:\n", + " c = int(len(B_tot)/(2*s))\n", + " B_temp.setdefault(s, [])\n", + " for i in range(c):\n", + " if (s!=1):\n", + " tmp = (B_div[s][i]).copy()\n", + " detrend = polynomial(tmp, order = 3, plot = False)\n", + " B_temp[s].append(detrend)\n", + " else: B_temp[s].append(B_div[s][i])\n", + " B_temp[s] = B_temp[s]/np.sqrt(np.var(B_temp[s]))\n", + " \n", + " B_star = {}\n", + "\n", + " for s in s_slide:\n", + " c = int(len(B_tot)/(2*s))\n", + " B_star.setdefault(s, [])\n", + " for i in range(c):\n", + " for j in range(2*s):\n", + " B_star[s].append(B_temp[s][i][j])\n", + " \n", + " DB = {}\n", + "\n", + " for s in s_slide:\n", + " DB.setdefault(s, [])\n", + " for i in range(len(B_star[s])-s):\n", + " diff = (B_star[s][i+s] - B_star[s][i])\n", + " DB[s].append(diff)\n", + " df = pd.DataFrame.from_dict(DB, orient = 'index')\n", + " return(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [], + "source": [ + "## Apply filter, find maxima and compute the temporal difference between maxima\n", + "\n", + "def start_filter(rec, channel, signal_freq, s_slide, display = False):\n", + " if display == True:\n", + " fig_0, ax_0 = plt.subplots(1, 1, figsize=(15,0.5))\n", + " ax_0.axis('off')\n", + " fig_0.suptitle(str(rec.record_name), size=\"xx-large\", weight = \"heavy\", ha = 'left')\n", + " sig = rec.p_signal\n", + " sig = sig[:,channel].reshape(len(sig[:,channel]))\n", + "\n", + " #filter signal and maxima detection\n", + " if(len(sig) > 10000000):\n", + " sig = sig[0:7200000]\n", + " y = Pan_Tompkins_modified(sig,freqs=[signal_freq,8,12], i_plots= display)\n", + " R_peaks = R_helper_detector(y)\n", + " R_peaks = R_peaks[100:-100, :] #refuse first 100 and last 100\n", + " if display == True:\n", + " plot_maxima(R_peaks, y)\n", + " \n", + " #compute delta b \n", + " b = []\n", + " for i in range(1, len(R_peaks)):\n", + " b.append(R_peaks[i,0]-R_peaks[i-1,0])\n", + " b = np.array(b)/signal_freq\n", + " b = b[0:(len(b)//1000)*1000]\n", + "\n", + " return b" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "subj0_f = start_filter(rec0_f, 1, signal_freq_fantasia, s_slide, display = True)\n", + "subj0_mit = start_filter(rec0_mit, 0, signal_freq_mit, s_slide, display = True)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### 1/f scaling\n", + "To demonstrate the validity of our records, we examine a typical characteristic of the R-R time series. In fact, it is well known [1] [8] that the power spectrum of this kind of signal displays 1/f scaling. In this analysis we first eliminate those samples who do not show this feature _qualitatively_ , and then we show that the mean power spectrum over all subjects of a dataset displays this type of scaling.\n", + "The subjects eliminated in this phase are not taken into account in the following analysis." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "#all the subjects of each dataset are loaded and filtered\n", + "rec01_f = rec02_f = rec03_f = rec04_f = rec05_f = rec06_f = rec07_f = rec08_f = rec09_f = rec10_f = 0\n", + "rec11_f = rec12_f = rec13_f = rec14_f = rec15_f = rec16_f = rec17_f = rec18_f = rec19_f = rec20_f = 0\n", + "f = []\n", + "for i in range(2):\n", + " for j in range(1,11):\n", + " n = str(i)+str(j)\n", + " if (j==10): n = str((i+1)*j)\n", + " if(i == 0):\n", + " age = 'o'\n", + " else:\n", + " age = 'y'\n", + " if (j==10): index = str(j)\n", + " else: index = '0'+str(j)\n", + " x = 'rec'+str(n)+'_f'\n", + " path = 'fantasia-database-1.0.0/f1'+age+index\n", + " stream = x+'= wfdb.rdrecord(\"'+ path +'\")'\n", + " exec(stream)\n", + " program_filter = 'start_filter('+x+', 1, signal_freq_fantasia, s_slide)'\n", + " exec('f.append('+program_filter+')')\n", + "\n", + "rec1_mit = rec2_mit = rec3_mit = rec4_mit = rec5_mit = 0\n", + "mit = []\n", + "values = [16265, 16272, 16273, 18184, 19090]\n", + "for i in range(1,6):\n", + " x = 'rec'+str(i)+'_mit'\n", + " path = './MIT_BIH_18H/'+str(values[i-1])\n", + " stream = x+'= wfdb.rdrecord(\"'+ path +'\")'\n", + " exec(stream)\n", + " program_filter = 'start_filter('+x+', 0, signal_freq_mit, s_slide )'\n", + " exec('mit.append('+program_filter+')')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [], + "source": [ + "def power_spectrum(frame,signal_freq, n, s=0, display = False, beta = False):\n", + " \n", + " def smooth(y, box_pts):\n", + " box = np.ones(box_pts)/box_pts\n", + " y_smooth = np.convolve(y, box, mode='same')\n", + " return y_smooth\n", + " \n", + " L = len(frame)\n", + " freqs = [None]\n", + " psd = [None]\n", + " \n", + " grad = [None]\n", + " kink = [None]\n", + " diff = [None]\n", + " \n", + " \n", + " freqs, psd = signal.welch(frame, fs=signal_freq)\n", + " psd = smooth(psd,50)\n", + " grad = np.gradient(psd)\n", + " diff = np.diff(grad)\n", + " kink = (np.argmin(diff))\n", + " \n", + " if display == True:\n", + " plt.figure(figsize=(5,3))\n", + " if beta == True:\n", + " plt.plot(freqs, psd, '-', label = 'subj_{}'.format(n)+'\\nslice = {}'.format(s_slide[s]))\n", + " else:\n", + " plt.plot(freqs, psd, '-', label = 'subj_{}'.format(n))\n", + " k = int(kink)\n", + " plt.plot(freqs[k], psd[k], marker = '^', c='black', ms = 5)\n", + "\n", + " plt.xscale(\"log\")\n", + " plt.yscale(\"log\")\n", + "\n", + " plt.title('Power Spectrum')\n", + " plt.xlabel('Frequency')\n", + " \n", + " plt.ylabel('Power')\n", + " plt.legend()\n", + " plt.grid()\n", + " plt.show()\n", + " \n", + " return (freqs, psd, kink)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "scrolled": true, + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "data": { + "image/png": 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pIRPXb+5eJ8fg7n/OZtvg6G+LhLmOwwhTq2Ncvfsg7v4E8ERjnbr7FGAKQElJiZeWlja5sLKyMpozn6SHTF2/Z2+cz/TF67jtG0fRo0PrsMtJqjDXcRhn88uB3rWGi4A1IdQhkhEmnjGQaoffTF8SdimRFkaYzgYOM7NiM2sFXAI8nYiOzexcM5uyebOe5ShSo3enNlxxXF+emLeaZeu3hl1OZCX70qhHgJnAQDMrN7Px7r4X+B4wHXgfeNTdFydiee7+jLtP6NChQyK6E4mMq44/lOws47G5urowWZJ6zNTdx9Uz/nng+WQuW0T26VqQx8kDu/LkvNVcf8ZAcrJT/n6dtBOpn6h280Xqd+HIItZv3cVryzaGXUokRSpMtZsvUr9TBnWjY5tcvb00SSIVpiJSv1Y5WZwysJAZSzfojqgkUJiKZJCTBnbls+17eHe1DoUlWqTCVMdMRRp2fP8umMGrS/TQ6ESLVJjqmKlIwzq3y2N4rw68unR92KVETqTCVEQad9LAQt5Z9Tkbt+0Ku5RIUZiKZJhzhveg2tFZ/QRTmIpkmAHdCjiyT0emzl6Fu87qJ0qkwlQnoETic/Go3ixbv415es5pwkQqTHUCSiQ+5wzvSbu8HB54c0XYpURGpMJUROLTNi+HS4/uw3ML17CiojLsciJBYSqSocYfV0xOVhZTZiwPu5RIUJiKZKjC9vlcNKqIv89exQfrtoRdTtqLVJjqBJRI00w8YyAdWudy4xPvUq379Q9KpMJUJ6BEmqZjm1bcfM5g5q/8nIdnrQy7nLQWqTAVkaY7/4heHNe/M7+e9gHrt+wMu5y0pTAVyXBmxs/PH8aO3VXc85pORjWXwlREKO7SllMHF/Lk/DXsqaoOu5y0pDAVEQAuHNmbjdt26fF8zdRomJpZlpld1BLFiEh4Sgd2pUu7Vjz0tu6Kao5Gw9Tdq4m9mjnl6dIokebLzc7iiuOKeWXJBuau0D37TRXvbv6LZjbRzHqbWaear6RW1gy6NErk4Fx+bF+6tGvFb6cvCbuUtBNvmF4JXAvMAOYGX3OSVZSIhKNtXg4TTjyUmcsrdFdUE8UVpu5eXMfXockuTkRa3tdH9qZVThYPv62L+JsirjA1szZmdrOZTQmGDzOzc5JbmoiE4UttW/GVod15ct5qduyuCructBHvbv5fgN3AscFwOfDzpFQkIqEbN7oPW3ft5ZmFa8IuJW3EG6b93P3/AXsA3H0HYEmrSkRCNbq4E/0L22lXvwniDdPdZtYacAAz6wfo1YYiEWVmjBvdh3dWfc6i1brUMB7xhumtwDSgt5k9BLwE3JCsokQkfBceWURBXg7/9dKHYZeSFuI9m/8CMBa4HHgEKHH3suSV1Ty6aF8kcTq0yeXqEw/lxfc+1Yv34hDv2fy/EQvTj9z9WXffmNyymkcX7Ysk1pXHF9O5bSt+M22JXgvdiKacze8B/NHMPjKzf5jZdUmsS0RSQLu8HL53Sn9mLq/g9WUpuQ2VMuLdzX8Z+AVwC3AvUAJ8N4l1iUiK+MZRfejVsTW/ma6t04bEu5v/EvAGcDGwBBjl7oOSWZiIpIa8nGx+eNphLCzfzLRF68IuJ2XFu5u/kNhF+0OB4cDQ4FIpEckAY48sYkC3dvz704v5VK82qVO8u/k/cvcTgQuACmLHUD9PZmEikjqys4w7xo2gctdervjLbCq26TLzA8W7m/89M/s78A5wPnA/cFYyCxOR1DKoe3vuumwkyzdu49J736Zy196wS0op8e7mtwZ+Dwxy91Pd/afBSSkRySAnDejKlG+WsPTTrdzwj4U6IVVLvLv5vwF2At8JtlK/nNyyRCRVnTigKzecOYjnFq7l7hl6m2mNeHfzfwA8BBQGX/9tZt9PZmEikrq+feKhnD28B7/65wc8Prc87HJSQk6c7a4CjnL3SgAz+zUwE/hjsgoTkdRlZvzu619m07bdTHxsATOWbuDXXxtO61bZYZcWmniPmRpQ+ymxVaTgI/h0b75Iy8nPzebBK0fzo9MG8MzCNVxyz1ts2Jq5Z/mbcjvp22Z2q5ndCrwF3Je0qppJ9+aLtKxWOVlcd9ph3HXpSJas28LYu95g2fptYZcVinhPQP0euALYBHwGXOHu/5nMwkQkfZw5tDtTJxzDjt1VjL3zDd5aXhF2SS2uwTA1s3wz+6GZ/QkYBdzp7v/l7vNbpjwRSRdH9O7Ik9ccR2H7fL5539v84cWlfL59d9hltZjGtkwfJPZQk3eJXaT/26RXJCJpq3enNvzju8dy+pBu/NdLH3Lcr17m9uffZ0VFZdilJV1jZ/OHuPswADO7D5iV/JJEJJ11aJ3LnZeO5IN1W5j8ykfc89py7p6xnK9+uSe3jx1G27x4LyJKL41tme6p+eDuundMROI2qHt7/jhuBG/85BSuPbkfzy5cw9fuepPnFq5ly849jXeQZhr7E/FlM9sSfDagdTBsgLt7+6RWJyJpr0eH1lw/ZhCjizvzb48u4NqH55GTZYwZ2p1LR/fhmH6dMUu5Ky2brMEwdffMvQJXRBLqpAFdeevGU5i/6nOmL1rHI7NW8tzCtZw6qJDbzh9Kr47p/VTPaB68EJGUlJOdxai+nRjVtxP/dsZAHnp7Bb99YQmlv3mFC0b0YsKJh9K/sCDsMpsl3ov2RUQSqnWrbK464VBe+rdSxo3uw9ML1jDmP1/jZ8++l5bHVBWmIhKqXh1bc9t5Q3lj0ilcVNKb+9/4mLF3vpl2t6YqTEUkJXRul8ftY4fx0FVHsfqzHXzjnrdYtn5r2GXFTWEqIinl2H5duO/yEjZu28XZd7zOA298THV16j+EWmEqIinn2H5dmP6jEzm2X2dufeY9fjB1PlUpHqgKUxFJSYUF+dx/+SiuHzOQZxeu5Z7XUvup/gpTEUlZZsY1pf04bXA3Jr+8jK0pfJY/5cPUzLLM7Bdm9kcz+1bY9YhIyzIzrjv1MLbu2svdr6bu1mlSw9TM7jez9Wa26IDxZ5rZEjNbZmY/aaSb84BexJ4ToJfNiGSgYUUduGBEL6bMWM76rTvDLqdOyd4yfQA4s/YIM8sGJhN7pN8QYJyZDTGzYWb27AFfhcBAYKa7/xj4bpLrFZEU9YNTD2NPdTV3vvJR2KXUKam3k7r7DDPre8Do0cAyd18OYGZTgfPc/XbgnAP7MLNyoOYJs1UHTheRzFDcpS2XHXUID7z5CReOLGJor9R6PVEY9+b3AlbVGi4Hjmqg/RPAH83sBGBGfY3MbAIwAaBbt26UlZU1ubBt27Y1az5JD1q/6e/ots7jOXDbYzO55oj8L0wPcx2HEaZ1PWur3gvI3H07ML6xTt19CjAFoKSkxEtLS5tcWFlZGc2ZT9KD1m80zN6xmIdnreTIo4+jfX7uftPCXMdhnM0vB3rXGi4C1oRQh4ikofOO6MnuvdVMW7Qu7FL2E0aYzgYOM7NiM2sFXAI8nYiOzexcM5uyefPmRHQnIinoiN4dOaRzG556Z3XYpewn2ZdGPQLMBAaaWbmZjQ9ef/I9YDrwPvCouy9OxPLc/Rl3n9ChQ2odmBaRxDEzzh3ek5kfVbBxW+o8WSqpYeru49y9h7vnunuRu98XjH/e3Qe4ez93/0UyaxCR6PnKsB5UO0xfnDq7+il/B1RTaDdfJDMM7lFAcZe2/PNdhWlSaDdfJDOYGWcN7c7M5RVsqtzd+AwtIFJhKiKZ4yvDelBV7Smzq68wFZG0dHjP9hzSuQ3Pv7s27FKAiIWpjpmKZA4z4+xhPXjzowrWbt4RdjnRClMdMxXJLONG98Hd+dvMFWGXEq0wFZHM0rtTG04f0o2HZ60M/fXQClMRSWvXntyfzTv28KeXl4Vah8JURNLa8KKOnH9EL/42cwUbtleHVkekwlQnoEQy049PH0B2lvHY0vCuOY1UmOoElEhm6t2pDReOLGLe+io27wjn2GmkwlREMtfYI3uxtxqeWxjOdacKUxGJhGG9OtCnIIs7y5axc0/Lv+FIYSoikWBmjBvUivLPdoTySuhIhalOQIlktsGdszl7WA/uenVZiz/rNFJhqhNQIvKj0wewc081j85Z1XjjBIpUmIqI9C9sx7H9OvPQWyupqq73XZ0JpzAVkci57OhDWP35DsqWrG+xZSpMRSRyTh/SjcKCPP72Vss9AEVhKiKRk5udxaVHHULZkg3MW/lZiyxTYSoikTT+hGIKC/L46dOL2VuV/Hv2IxWmujRKRGq0y8vh5nOGsKB8M4/OKU/68iIVpro0SkRqO3d4D4b16sC9ry2nOsln9iMVpiIitZkZV51QzPKNlby+bGNSl6UwFZFIG3N4d9rl5ST9xXsKUxGJtPzcbE4dXMj0xeuSeiJKYSoikXfW0B58tn0Pb3+8KWnLUJiKSOSVDuxKm1bZPJfEXX2FqYhEXn5uNqcMKmT6onVJu19fYSoiGeErw3pQUbmbWUna1Y9UmOqifRGpT+nAruTnZiXtrH6kwlQX7YtIfdq0yuGUQYVMW5ycXf1IhamISEPOGtqDDVt3MXdF4h9+ojAVkYxx8qBC8nKSs6uvMBWRjNEuL4fj+3fh1aUbEt63wlREMsox/Trz8cZK1ny+I6H9KkxFJKMc268LADM/qkhovwpTEckog7oX0Lltq4Tv6itMRSSjZGUZpw3uxssfrGfX3qqE9ZuTsJ5ERNLE5cf15axh3ck2S1ifClMRyTiDe7RncI/2Ce1Tu/kiIgkQqTDVvfkiEpZIhanuzReRsEQqTEVEwqIwFRFJAHNP7rukw2BmG4AVQAegrgOo9Y3vAiT3fbBNU1+dYfXZ1HnjaX+wbZqyjjNh/R5sv02ZN962jbVL1PqF5K/jQ9y9a51T3D2yX8CUJo6fE3bN8dQZVp9NnTee9gfbpinrOBPWb0uu43jbNtYuUes37HUc9d38Z5o4PtUko86D6bOp88bT/mDbpPM6TlaNLbWO423bWLtIrN9I7uY3l5nNcfeSsOuQ5ND6jb4w13HUt0ybakrYBUhSaf1GX2jrWFumIiIJoC1TEZEEUJiKiCSAwlREJAEUpvUws7Zm9qCZ3WNml4ZdjySemR1qZveZ2eNh1yKJZ2bnB7+/T5nZGcleXkaFqZndb2brzWzRAePPNLMlZrbMzH4SjB4LPO7uVwNfbfFipVmaso7dfbm7jw+nUmmOJq7f/wl+fy8HLk52bRkVpsADwJm1R5hZNjAZOAsYAowzsyFAEbAqaJa4dxtIsj1A/OtY0s8DNH393hxMT6qMClN3nwFsOmD0aGBZsJWyG5gKnAeUEwtUyLCfUzpr4jqWNNOU9Wsxvwb+6e7zkl2bQgJ6sW8LFGIh2gt4Aviamd1FCt66Jk1S5zo2s85m9mdghJndGE5pkgD1/Q5/HzgNuNDMvpPsIvQOKKjrjVru7pXAFS1djCRFfeu4Akj6L5kkXX3r9w7gjpYqQlumsb9ivWsNFwFrQqpFkkPrONpSYv0qTGE2cJiZFZtZK+AS4OmQa5LE0jqOtpRYvxkVpmb2CDATGGhm5WY23t33At8DpgPvA4+6++Iw65Tm0zqOtlRev3rQiYhIAmTUlqmISLIoTEVEEkBhKiKSAApTEZEEUJiKiCSAwlREJAF0O6mkLDOrAt6tNep8d/8kpHJEGqTrTCVlmdk2d2/XwPSc4IJtkdBpN1/SipldbmaPmdkzwAvBuOvNbLaZLTSzn9Zqe1PwwOD/NbNHzGxiML7MzEqCz13M7JPgc7aZ/aZWX98OxpcG8zxuZh+Y2UNmZsG0UWb2ppktMLNZZlZgZq+Z2RG16njDzIa31M9IwqHdfEllrc3sneDzx+5+QfD5GGC4u28KXkdxGLFnWhrwtJmdCFQSu0d7BLH/5/OAuY0sbzyw2d1HmVke8IaZvRBMGwEcTuwBGm8Ax5nZLODvwMXuPtvM2gM7gHuJPd39h2Y2AMhz94UH9ZOQlKcwlVS2w92PqGP8i+5e84DgM4Kv+cFwO2LhWgA86e7bAcwsngdfnAEMN7MLg+EOQV+7gVnuXh709Q7QF9gMrHX32QDuviWY/hhwi5ldD1xJ7OnwEnEKU0lHlbU+G3C7u99du4GZ/RCo74TAXvYd4so/oK/vu/v0A/oqBXbVGlVF7HfH6lqGu6xjR2wAAAEFSURBVG83sxeJPc3/IqCkke9HIkDHTCXdTQeuNLN2AGbWy8wKgRnABWbW2swKgHNrzfMJMDL4fOEBfX3XzHKDvgaYWdsGlv0B0NPMRgXtC8ysZgPlXmIPJp5daytaIkxbppLW3P0FMxsMzAzOCW0DLnP3eWb2d+AdYAXwWq3Zfgs8ambfBF6uNf5eYrvv84ITTBuA8xtY9m4zuxj4o5m1Jna89DRgm7vPNbMtwF8S9K1KitOlUZIRzOxWYiH32xZaXk+gDBjk7tUtsUwJl3bzRRLMzP4P8DZwk4I0c2jLVEQkAbRlKiKSAApTEZEEUJiKiCSAwlREJAEUpiIiCaAwFRFJgP8PQafhV3a1jjUAAAAASUVORK5CYII=\n", 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\n", 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ISoknOyWBTOe/uakJFGQkTtkRCpPFzNwU3qhqsv5el7FAHkFrt48/vlkX9Paq4O3t471qP++9sNMJxf7DQdnt68Xj78c7TOAOfB7vNQCRQLdAcnwsSfGxJCfEHv6cmZJASU4K2SnxZCUHgnUgdAfeZyXHk5kcT1xs9OZWMNFRlptKl6+Pxk4f+emhmanMnDgL5BHUtnj48qNvH9+X399BbIyQEh9L0qCQDLyPIS8twQnPOJITYoasd14JR/93aOAmJ8SSGBdjrRtzXGbmBkZa7G3qskB2EQvkEcwrTOfp2y4Y13eS4mPZ9MZrfOjC84mPFQtL41pluakAVDd1s7Rs5NuETWRNuUAWkVTgJeDrqvqnkbZLiIthpvM/7XikxktUp1c0JhjTs5OJjRH2NnVFuxQzSNiSQ0RKReRvIrJNRLaIyD+fwL4eFJFDInLMM1VE5BIR2S4iu0Tk9iB2txp49HhrMWYyiI+NoSQ7meowDH0zxy+cLeRe4F9V9U0RSQcqReQ5Vd06sIGIFAAeVe0YtGy2qu4asq+HgHuBXw9eKCKxwH3Ah4A6YKOIPAXEAvcM2ceNwCJgK3DigwyNmeBm5KRYC9llwhbIqnoAOOC87xCRbcB0AoE44HzgH0XkMlX1isjNwFXAZUP29ZKIlA1zmOXALlWtAhCR3wFXquo9wOVDNxaRC4FUYAHgEZFnVfXYW8eMmQLKclN5cnNonpZsQiMifchOmC4G3hi8XFX/ICLlwO9E5A8EWrEfGseupwO1gz7XAWeMsC2q+lWnnuuBxuHCWESuAK4I9rlaxkxUM3NTaPf20trtC9tDVc34hP3qk4ikAY8DX1LVY54JrqrfBbzAT4EPq2rneHY/zLIxR/Oq6kMjXdBT1adV9bOZmZnjKMOYiWfwSAvjDmENZBGJJxDGv1XVP46wzXnAQuAJ4OvjPEQdUDrocwmw/zhKNWbKKcs7MhbZuEM4R1kI8Etgm6r+cIRtFgMPAFcCNwA5IvKNcRxmIzBHRMpFJAG4FnjqxCo3ZmooyU5BBPY0WiC7RThbyOcAnwJWiMhm53XZkG1SgL9T1d1Of+6ngb1DdyQijwCvAfNEpE5EbgJQ1V7gFmANsA14VFW3hO9HMmbySIqPpTgz2QLZRcI5yuJlhu/jHbzNK0M++wm0mIdud90o+3gWePY4yzRmSptdkMauQ+O5bGPCyW4pM2YKm12Qxu6GTvpHmw7QRIwFsjFTWEV+Gl5/P/vbQv/0EDN+FsjGTGGzCwIPObVuC3ewQDZmCrNAPlZvFLtvLJCNmcJyUhPISU1gd4MFMsCvXtnDLX/tZuv+Y+5hiwgLZGOmuIr8VGshO36wdgfePrjrqS309kV+mhsLZGOmOBv6FuD199Hl66UwRdhQ3cyPXxg66WT4WSAbM8VV5KfR0u2nucsX7VKial+rB1W4cnYCHz29hJ+8sJNXdzVGtAYLZGOmOLuwF1DTHJhkKT9Z+I8rT6Y8L5UvP/o2XT29EavBAtmYKW5OYToA2w92jLHl5FbjzHqXnyKkJsbxvWsWUd/u5eHXqiNWgwWyMVNccWYS+emJVFY3R7uUqKpp7iY5PpbMhMCMD0tm5rDipALuf6mKDq8/IjVYIBszxYkIy8qy2VjdEu1SoqqmuZsZOSlHPS3+Xy6aS2u3n/95oyYiNVggG2NYVpbDvlYP+1un7i3Utc3dlOakHLXslJJMTi3J5M/v1UekBgtkYwzLynIA2DhFuy1U9XALeagPLShkc20rh9q9Ya/DAtkYw0nT0klLjGPTFO22aOz00e3rY2bucIE8DYDntx0Kex0WyMYY4mJjWDwja8q2kGuaA5P0D9dCnluYxoycFJ7bGv5uCwtkYwwAy8ty2H6wg7buyIwocJO9zpC3GcO0kEWEFScV8HpVM/4w305tgWyMAeDs2bmowrod4f+nudvUNHcjAiXZycOuX16eg8ffx3v72sJahwWyMQaAxaXZ5KcnsmZLZEYUuElNUzdFGUkkxsUOuz5SFz0tkI0xAMTECCtPLuRv7zfg8fVFu5yIqmnuHra7YkB+eiLleals2GOBbIyJkEsXFuHx9/HijoZolxJRtS3dlGaPHMgAZ1fk8uruJrz+8P2yskA2xhy2vDyHrJT4Kddt0dLtJzctcdRtLppfSLevj9ermsJWhwWyMeaw+NgYVi6Yxpot9VNmOk6vvw9fbz8ZyXGjbndWRS7J8bG88H74LnpaIBtjjnLTeeV4/H388uWqaJcSEe2ewDC/jKT4UbdLio/l3Dl5/HXbIVTD89w9C2RjzFHmFqZz2cIiHn5175QYk9zuzOSWkTx6IAN88KQC9rV6eL8+PFOVWiAbY45xy4rZdPb08qtX90S7lLBr8wQmoM8MIpBXzC8ACNtkQxbIxphjzC/KYMVJBfz363vp6Z3cQ+AOt5CTRu9DBihIT+L8ufn8zxs1YflzsUA2xgzrhnPKaOz08fTbB6JdSlgd7kMOooUM8Jnzymns7OFPYfhzGTOQRSRGRD4W8iMbY1zt3Nl5zClI48GX94TtIpYbBHtRb8C5s/OYXZDG7zaGftL6MQNZVfuBW0J+ZGOMq4kIN55bztYD7WG/Qy2a2r2BPuSxhr0NEBE+tKCQt2pa6faF9gGowXZZPCcit4pIqYjkDLxCWokxxnU+ctp0slLiefCVyXtxr93jJyk+ZsR5LIZz5qxcevuVyr2hnT862EC+EfgC8BJQ6bw2hbQSY4zrJCfE8onlM1i79SC1zd3RLics2r3+oLsrBiyZmU1sjPBGVWj/5RBUIKtq+TCvWSGtxBjjSp86ayaxIjz8anW0SwmLdk9v0Bf0BqQlxnHK9MyQ30YdVCCLSIqI3Cki9zuf54jI5SGtxBjjSkWZyZw3J4+/bZ+c8yQHWsjB9R8PdsasHN6uaw3pzHjBdln8CvABZzuf64BvhKwKY4yrLZmZze6Grkl5516bxz/uFjLAR08v4SfXnU5MCAcPB7urClX9LuAHUFUPIKErwxjjZqfPyAbgrdrJ9xDUdo8/qLv0hppbmM4lC6eN62LgWIINZJ+IJAMKICIVQE/IqjDGuNqi0ixiBN6saY12KSHX7u0d90W9cAm24+Qu4C9AqYj8FjgHuD5MNRljXCYtMY65hem8VTO5Wsj9/Uq7xx/0GORwC6oKVV0rIpXAmQS6Kv5ZVRvDWpkxxlVOn5nN02/vp79fiYmZHD2Wzd0+evuVgvSkaJcCBD/K4jfA1cBuVf2ThbExU8/pM7Lp8Payq6Ez2qWEzMF2LwCFGaM/LSRSxjPKogj4iYjsFpHHReSfw1iXMcZlFhRlALDjYHjmAo6GQ+2BS2GFGe5oIQfbZfGCiLwILAMuBD4PnAz8VxhrM8a4SHleKgBVDV1RriR0jrSQJ1Agi8hfgVTgNWA9sExVJ+cocWPMsJITYpmelczuSdRlUe8Ecn76xOqyeIfAjSELgUXAQmcYnDFmCpmVnzrJWsg95KUlEB/rjqnhg53L4l9U9QPAVUATgT7lyTcg0Rgzqll5qVQ1dE6a+ZEPtXtdM8ICgu+yuAU4D1gC7AUeJNB1YYyZQmblp9Hl6+NQR49r+l1PxMEOL9My3fNzBDsaOhn4IVCpqqGdkdkYM2HMyg9c2Nvd0DkpArm+rYdTpmdGu4zDgu2y+B7gBT4vIreIyKnhLcsY40YV+WnA5Bhp4e/rp6mrx1VdFsHeGPJ/gN8CBc7rv0Xki+EszBjjPtMykkiOj50UgVzf5kUVirPcE8jBdll8BjhDVbsAROQ7BIbA/SRchRlj3CcmRqgoSGX7wfZol3LCqhoDv1TKclOjXMkRwY71EGDwLMx92PSbxkxJS2fmULm3BV9vf7RLOSHVTiAP3PDiBuO5dfoNEblLRO4CXgd+GbaqjDGudVZFLl5/P5trJ/bI1z2NXaQmxLrmphAI/qLeD4EbgGagBbhBVf8znIUZY9zpzPJcRODV3RN7jrG6Fg8l2SmIuOcf+6P2IYtIEoF5K2YD7wL/z4a9GTO1ZabEs7A4k1d3N/Gli6JdzfGrb/dQ5KILejB2C/lhYCmBML4U+H7YKzLGuN7ZFbm8VdNCt2/its/q27wUueimEBg7kBeo6idV9efANcAHIlCTMcblzpuTj79PeWlHQ7RLOS49vX00dvqYluGuKXnGCuTDj5i1rgpjzIAzZ+WQk5rAn945EO1SjsvAPMhuayGPNQ75VBEZGHAoQLLzWQBV1YywVmeMcaW42BguWTiNJ97ch8fXR3JC6J68HAmHOgKB7KYRFjBGC1lVY1U1w3mlq2rcoPcWxsZMYZcvKsLj7+OF9yfe1OgtXT4AclITolzJ0dwxCagxZsI5ozyX4swk7l9fNeGm42zutkA2xkwisTHCly6ay9u1rTz7bn20yxmXgRZytgWyMWay+OiSEuYWpvHNZ7ZS19Id7XKC1tLtJyE2hlSX9X1bIBtjjltsjPCDvzuNzp5err3/ddq6/WN/yQVaunxkp8a76i49sEA2xpygU0oy+dmnllDX4uH5bQejXU5Qmrt9ZKe4q7sCLJCNMSFwZnkuuakJvLJrYsxvcaDN47ohbzCFAllEUkWkUkQuj3Ytxkw2MTHC2bPzeHlXo+tHXPj7+tlR38n8IveN3HV9IIvIgyJySETeG7L8EhHZLiK7ROT2IHa1Gng0PFUaY86dncuhjh52HOyMdimj2nWoE19fPycXuy+Qg31iSDQ9BNwL/HpggYjEAvcBHwLqgI0i8hQQC9wz5Ps3AouArYC77pM0ZhI5d04+AOt3NjBvWnqUqxnZhj3NACwqyYpyJcdyfSCr6ksiUjZk8XJgl6pWAYjI74ArVfUe4JguCRG5EEgFFgAeEXlWVSf24w6McZnpWcmcNC2dZ949wGfOmxXtckb07LsHmFOQ5qonhQxwfSCPYDpQO+hzHXDGSBur6lcBROR6oHGkMBaRzwKfBSgsLGTdunXjLqyzs/O4vmcmBju/o1uY4eOxHX7+8OwL5Ke4r0e0taefDXs8fLgifsTzGM1zPFEDebjBg2NeSVDVh8ZYfz9wP8DSpUv1ggsuGHdh69at43i+ZyYGO7+jq1jUzWPf/RuHkmfwdxfMjnY5x/jNa9UoW/inK84asVslmufYfb/CglMHlA76XALsj1ItxhhHaU4KS2dm8/Cr1TR29kS7nGM88+4BKvJTmVuYFu1ShjVRA3kjMEdEykUkAbgWeCrKNRljgP+4ciGtHj9ffvRtVw2Ba/f62bCnmUsXFrnuDr0Brg9kEXkEeA2YJyJ1InKTM1n+LcAaYBvwqKpuiWadxpiABcUZ3HbxPF7a0cC7+9qiXc5hVQ1d9GvgzkK3cn0gq+p1qlqkqvGqWqKqv3SWP6uqc1W1QlW/Ge06jTFHfGxZKYlxMTy6qXbsjSNkb1MXgCtHVwxwfSAbYyaezOR4LjuliCc378fr74t2OQDsaexCBGbkpES7lBFZIBtjwuIji6fT4e3lDedGjGirbuyiKCOJpHh3Tbk5mAWyMSYslszMJkbgzb0t0S4FgPfrO5hT6N47CMEC2RgTJmmJcZw0LYM3a6IfyL7efnY3uHNCocEskI0xYXP6zCzeqmmlrz+6w9+qGjvx9ynzi6yFbIyZopbMzKazp5cdBzuiWseL2xsAWFyaHdU6xmKBPISIXCEi97e1uWf8pDET1dKZOQA8tzW6TxL53837Oa00ixm57h1hARbIx1DVp1X1s5mZ7h08bsxEUZqTwvlz8/n1a9VRG/6242AH2w60c+VpxVE5/nhYIBtjwurz51fQ2OnjD5V1UTn+s+8eIEbg8kUWyMaYKe7MWTksK8vmv57fQWdPb8SPv2FPM/OLMlz5DL2hLJCNMWElIty5agGNnT5+8tedET22v6+ft2paWVaWE9HjHi8LZGNM2J1amsW1y0p5YH0VlRG8UWR7fQcefx+LZ7jvcU3DsUA2xkTEV1fNpzgrmdsff4fevsg8QW3rgXYAFk6fGBfpLZCNMRGRnhTPnavms/NQJ49F6ALf1v3tpCTEUpbr3hneBrNANsZEzMqTp3FaaRYPrK8K+7FUldermphflEFsjDsnpB/KAtkYEzEiwqULp7G7oYuGjvA+4unFHQ28X9/Bx5eVjlKiD50AAAjVSURBVL2xS1ggG2Miall5YMTDpurwTsu5bnsDyfGxXLV4eliPE0oWyMaYiFpYnElSfEzY50neWN3M6TOziI+dODE3cSo1xkwKCXExLC7NZmMYW8gdXj/bDrQfnktjorBAHsImFzIm/JaWZfN+fQceX3jmt3irppV+ZcLcEDLAAnkIm1zImPBbVJJFX7+yZX94Gj6bqpuJjRFOmyA3hAywQDbGRNypJYEGz+ba1rDsf2N1CwuKMkhLjAvL/sPFAtkYE3EFGUkUZybxTl3oW8j+vn7eqm1haZm7J6MfjgWyMSYqTi3NYlN1c8gf77Rlfztef/+E6z8GC2RjTJSsWlTE/jYvT7+9P6T7/f3GWuJjxQLZGGOCddnCIuYXZfCj53fgD9FkQ02dPTy6qZZPLJ8xIeY/HsoC2RgTFTExwr9+aC57m7pDNtnQ+p2N9PUrH11SEpL9RZoFsjEmaj44v4DTSrP48V93huSZe3/bfoic1AQWFk/MYasWyMaYqBERbls5jwNtXh7ZUHNc++jq6aWxs4c2j581W+pZeXIhMRNkdrehJtYgPWPMpHPO7DzOmpXLD9fuYN60dM6uyAv6u5V7W/j0gxvo9vWSmhiH19/PJ5bPDGO14WUtZGNM1P3gY6dSlJXE535TSXOXL6jvPLf1IJ/7zSaSE2K5bvkMzp+bz4+vW8wpJROzuwKshWyMcYHirGTu/cTpXPKfL3HvC7v4tysWjLr9oQ4vX3zkTRLjYvnZJ0/nrIrcCFUaXtZCNsa4wtzCdC5fVMzjb9aN+cy9h16pxt+nPPmFcyZNGIMF8jFstjdjoufikwtp8/jHnONizZZ6zq7IpSxvYjwrL1gWyEPYbG/GRM95c/KJjRFeeP/QiNtUNXSyu6GLD55UEMHKIsMC2RjjGpnJ8ZxRnsOz7x5Adfg5LtbvbARgxUmFkSwtIiyQjTGucs2SEqqbunmtqmnY9a9XNVGcmURpTnKEKws/C2RjjKtcdkoRGUlxPPBS1THrVJUNe5o5c1YuIhPz5o/RWCAbY1wlKT6WW1bM5m/bG/jLe/VHrXu9qpmmLh9nzw7+5pGJxMYhG2Nc54Zzynly835ue+xtdhzs4Nw5eVRWt/Cj53eQl5bA5YuKol1iWFggG2NcJz42hp99cgk3PrSRHz2/gx8+twOAWfmpfOGC2STFx0a5wvCwQDbGuFJpTgrPffl8mjp72LCnmYKMJJbMnHiPZRoPC2RjjKvlpiVy6SmTs4tiKLuoZ4wxLmGBbIwxLmGBbIwxLmGBbIwxLmGBbIwxLiEjTeAx1YlIA7AXyASGm4tzpOV5QGMYSxuvkeqM1j7H+91gtx9ru9HWj+ccT4Xze6L7Hc933XZ+IfzneKaq5g+7RlXtNcoLuH+cyzdFu+Zg6ozWPsf73WC3H2u70daP5xxPhfMbyXPstvMb7XNsXRZje3qcy90mHHWeyD7H+91gtx9ru9HWT+RzHK4aI3WO7fwOYl0WISYim1R1abTrMOFh53fyi+Y5thZy6N0f7QJMWNn5nfyido6thWyMMS5hLWRjjHEJC2RjjHEJC2RjjHEJC+QwEpFUEXlYRB4Qkb+Pdj0m9ERkloj8UkQei3YtJvRE5CPO398nReTicB/PAnmcRORBETkkIu8NWX6JiGwXkV0icruz+GrgMVW9GfhwxIs1x2U851hVq1T1puhUao7HOM/v/zp/f68HPh7u2iyQx+8h4JLBC0QkFrgPuBRYAFwnIguAEqDW2awvgjWaE/MQwZ9jM/E8xPjP753O+rCyQB4nVX0JaB6yeDmwy2kt+YDfAVcCdQRCGezPesIY5zk2E8x4zq8EfAf4s6q+Ge7aLCRCYzpHWsIQCOLpwB+Bj4rIT3HhbZpmXIY9xyKSKyI/AxaLyB3RKc2EwEh/h78IXARcIyKfD3cR9ky90JBhlqmqdgE3RLoYExYjneMmIOx/UU3YjXR+fwz8OFJFWAs5NOqA0kGfS4D9UarFhIed48nNFefXAjk0NgJzRKRcRBKAa4GnolyTCS07x5ObK86vBfI4icgjwGvAPBGpE5GbVLUXuAVYA2wDHlXVLdGs0xw/O8eTm5vPr00uZIwxLmEtZGOMcQkLZGOMcQkLZGOMcQkLZGOMcQkLZGOMcQkLZGOMcQm7ddpMaiLSB7w7aNFHVLU6SuUYMyobh2wmNRHpVNW0UdbHOTcFGBN11mVhphwRuV5E/iAiTwNrnWW3ichGEXlHRP590LZfdSYtf15EHhGRW53l60RkqfM+T0SqnfexIvK9Qfv6nLP8Auc7j4nI+yLyWxERZ90yEXlVRN4WkQ0iki4i60XktEF1vCIiiyL1Z2Siw7oszGSXLCKbnfd7VPUq5/1ZwCJVbXYezTOHwJy4AjwlIh8AugjMabCYwN+VN4HKMY53E9CmqstEJBF4RUTWOusWAycTmLTmFeAcEdkA/B74uKpuFJEMwAP8gsBTKr4kInOBRFV954T+JIzrWSCbyc6jqqcNs/w5VR2YpPxi5/WW8zmNQECnA0+oajeAiAQz2czFwCIRucb5nOnsywdsUNU6Z1+bgTKgDTigqhsBVLXdWf8H4GsichtwI4GnXJhJzgLZTFVdg94LcI+q/nzwBiLyJWCkiyy9HOnySxqyry+q6poh+7oA6Bm0qI/A3z8Z7hiq2i0izxF4KsnHgKVj/DxmErA+ZGMCM3zdKCJpACIyXUQKgJeAq0QkWUTSgSsGfacaWOK8v2bIvv5RROKdfc0VkdRRjv0+UCwiy5zt00VkoKH0CwKTo28c1Jo3k5i1kM2Up6prRWQ+8Jpzna0T+KSqvikivwc2A3uB9YO+9n3gURH5FPDCoOW/INAV8aZz0a4B+Mgox/aJyMeBn4hIMoH+44uATlWtFJF24Fch+lGNy9mwN2OCJCJ3EQjK70foeMXAOuAkVe2PxDFNdFmXhTEuJCL/ALwBfNXCeOqwFrIxxriEtZCNMcYlLJCNMcYlLJCNMcYlLJCNMcYlLJCNMcYlLJCNMcYl/j8swVD7fSeqpwAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", 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ypo6nP9/IE5/lEhwk3HbqEK6YkE5UmH//i4aHBHNOZh/+s3Qr+8qriY9yf+J14xm7gGeMn+0urWLqM1/yyLxvOXloT/732xO4YWKG34O4wYVj06iuq+eZhRv9XUqnFhhn25guakNhKVc+v5yd+yuZcfEYThvR298lHWBoSjfOG5PKkws2MmlYL0amxvu7pE7JWsbG+MmyTXs4b8ZiyqpqmX3tUQEZxA3+OHkoiTFhXD5zGb95NYeCfRX+LqnTsTA2xg9W5xdz+cxlJESH8dYNxzC6b3d/l9SquMhQnr1sHBMyEvlgzQ6ufzmbmrp6f5fVqVgYG9PO8veWc9Ws5SREhzH72qPo26NjTFM5IjWOJ34+hocvHMXKvH08+OHXbW9k3GZhbEw72l9Zw1UvLKeypo4XrhxHcqx35kFoT6eP6M1lR/fjmYWbmPnFJn+X02nYBTxj2kl1bT3X/zuLjYVlvHjVeAb1jG17owB11+RhFJZUce/764iLDHV7MiHTMmsZG9MOthaVc8lzS1mUW8QD541kQkbHe75cY8FBwqNTMjk2I5Hb3ljFZ9/s8ndJHZ6FsTE+VF+vvLhkM5Me/Zz1Bft56IJRnN9JWpHhIcE8dekRDEqO4Q9vrvZ4InrzYxbGxvjIqvx9XPLcUv74zlrGpnfno1uP7zRB3CA6PIR7zx5OQXElMxZs8Hc5HZr1GRvjRdW19XywZjsvLN7MV1v3ERsewgPnjuCicWmd9ukX4/snMHlUCk8t2MAFR6SSltAxRocEGgtjY7yguKKGl5ZsZtaSLRSWVNE/MZq7Jg/l/CNSiY3w3vPpAtXtpx3GvHU7uG/uemZccgTg6qLZuLuMksoaRqXGE2RTcLbKwtiYQ7C7tIqZX2zipSVbKKmq5YTBSVx5fjrHD0rqUuGTEh/JjRMzeHjet7y/qoBjBiZy3b+zWLppDwADk6J55rKxDEiK8XOlgcvC2JiDUFFdx0Mff8PLS7dQVVvP6cN7c8OJAxmWEufv0vzmlycMZP63hfzutVVEhAZRVlXHHWccTnxUGPfPXc+lzy3j7RuPISnWP9OBBjoLY2M8lL+3nF++lMW67fs5d3Qq108cSEaytfjCQoKYcfEYrnkpi74JUVxzXP/vJxUa0jOW82Ys5r656/n7RZl+rjQwWRgb44H1RXX85vFF1NTVM/PycZx4WLK/Swooyd0ieOfGYw5YPiI1jmuPH8Djn+UydXxfxvdP8EN1gc2GthnjBlXl+UWb+NuKShKiw3jnxmMsiD10w4kDSYmL4I/vrKHWmWRob1k1izfspri8xs/V+Z+1jI1pQ01dPbe/uZrXs/IZnRzMizdM6BIjJLwtKiyEO84cyg0vZ3Pv++s4NiOR3762kpLKWs4d3YdHunj3hYWxMa2oq1d+O2cl764s4OafDGJUyDYL4kNw2vBeXDEhnRcWb+bFJVsYkBRNZlo8n36zi9q6ekKCu+4v6xbGxrSgvl75/ZureXdlAdNPPYzrJw5k/vwCf5fVoYkId581jMmjUiiuqGZ8/x4s+KaQhd9l81XePsald92+ZAtjY5qhqtz7/jpeXZHHr0/K4PqJA/1dUqdyRL8fJtM/bnAiIUHCZ1/v6tJh3HV/JzCmBarKgx99wwuLN/OLY/tz608H+7ukTq1bRCiH9+7Gyvx9/i7FryyMjWni8U9zmTF/Axcf2Zc/nHF4p51TIpAM79ONNdv2o6r+LsVvLIyNaeS5Lzbx8LxvOXdMH/509nAL4nYyvE8cxRU15O/tug86tTA2xvFGVj5/en8dpw3vxYPnjexSc0v423DnNvI124r9XIn/WBgbA8xbt5Pb3ljFMRk9eHRKZpceYuUPQ3rFEhosrNiy19+l+I39izNd3pcbi7jxP9kMT+nGU5eOJTwk2N8ldTkRocGcdFgyb3+1jeraen+X4xcWxqZLW7OtmGtmraBvQhTPXzmemHAb7ekvU8b3paismkfmfdslA9nC2HRZm3aXccXzy+gWGcpLV48nITrM3yV1accPSuKUoT15csEG/vbR1/4up91ZGJsuaUdxJZc8u5R6hRevHk/vuEh/l9TlBQcJT182linj0pi5aDMbC0v9XVK7sjA2Xc6abcVc8NRi9pVXM+vK8Qy0p08ElF//ZBB19cqCbwv9XUq7sjA2XYaq8sqyrZw7YzG1dcq/f3EkI1K77pM5AlVKfCRJseGszu9aw9zsaoXpEiqq6/jD26t5M3sbxw1K5B9TRlsfcQAb2SeOVV1szLGFsen0NhaWcv2/s/l2Vwm3nDyIm04aRLDd0BHQRqTG8ek3uyirqiW6i4xw6Rrfpemy5q7ezm2vryI0WJh15XiOH5zk75KMG0amxqEKawv2d5lHNFkYm04pf285j/3vO+asyGd033ie+PkYUuJtxERHMbyPqy9/Vf4+C2NjOqL8veX8a/4GXluRB8C1xw9g2ilDCAuxa9UdSXJsBL3jIljdhfqN2wxjEQkCzlfVOe1QjzEHpWkIXzQujesnZtDHWsMd1og+cV1qREWbYayq9SLyK8DC2AQcC+HOa2RqHB+v28mO4kp6xUX4uxyfc7ebYp6ITANeBcoaFqrqHp9UZUwbistreHjeN7yybCvgCuEbJmZYv3AncnZmHx795Dv+Mnc9t5w8iAGJ0Z16fml3w/gq588bGy1TYIB3yzGmdarKG9nbuH/uevaWVzNlfF9+daKFcGeUlhDFFRPSefaLTby3soBrjx/A708/3N9l+YxbYayq/X1diDFt+XrHfu58ew3LN+9ldN94Xrx6PMNS7A66zuwPZxzO+WNT+eenucz8YhOXHtWPtIQof5flE25dYhaRKBG5Q0Sedt4PEpEzfVuaMS6lVbX8+f11nPHYF+TuKuWv543gjesmWBB3ASLCYb26cccZh1OnyhvZ+f4uyWfc7aZ4HsgCJjjv84HXgPd9UZQx4OqS+O/q7fzp/XXs3F/F1PFp3DbpMLrbbcxdTu+4SIb0jCV7a+d9grS7gy8HquqDQA2AqlYAnbcn3fjdxsJSLpu5jF/95ysSY8J584YJ3H/uSAviLmx03+58tXUv9fXK7tIq7n1vHVuLyr22/0/W7eSJnEpyd/ln6k53w7haRCJxXbRDRAYCVT6rykdE5BwReUZE3hGRU/xdjzlQXb3y5IINnProQnK27uPuyUN558ZjGNO3u79LM342um88JZW1fJW3lwufXMLMRZt44MP1h7zfqto6istrmPb6SpbvqOP2N1d5oVrPudtNcTfwIZAmIi8DxwBXtLaBiKQBLwK9gHrgaVX9x8EUKSIzgTOBXao6vMlnpwL/AIKBZ1X1gZb2o6pvA2+LSHfgIeDjg6nH+EbBvgp+MyeHLzfu4dRhvbj3nGEkx3b+8aXGPccPSiIsJIjzZiwhOEgY3TeeD9fsOKRxyHX1ymmPLmTjbteI3Yz4ILK37qOypo6I0PZ9FqJbLWNV/Rg4F1cAvwKMVdX5bWxWC/xWVQ8HjgJuFJGhjVcQkWQRiW2yLKOZfb0AnNp0oYgEA08ApwFDgakiMlRERojI+02+khtteoeznQkQ768q4NRHP2dVfjEPnjeSGZeMsSA2P9IrLoLbTzuMmPAQHr5gFPeeNZx6hWWbPbvdoaK6jqlPf8niDbv5ZP3O74MY4JT0UOrqlbUF7X/nn1stYxF5CfgcWKiqbj2cSlW3A9ud1yUish7oA6xrtNoJwPUicrqqVorINcDPgNOb7OtzEUlv5jDjgVxV3ejUORs4W1Xvx9WSbvp9CPAA8IGqZrfwvU4GJmdkNPczwXhbSWUNd727ljezt5GZFs+jF2WSnhjt77JMgLrymP5cdnQ6wUFCTV09kaHBZG/Zy1mjUtzex/++3smSjUWsLSjmp0N7ATAuvTuj+3anvyuy+HZnKUf0a98JijwZTXEs8E8RGQDkAJ+72+3gBOloYGnj5ar6moj0B2aLyGu4bi75qZs1gSvc8xq9zweObGX9m4CTgTgRyVDVJ5uuoKrvAe+NHTv2Gg/qMAcha8sebnk1h217K/j1SRnc9JNBhAbbhD6mdQ1zUYcGB5GZFk/Wlr0ebf/x2p0A7K+s5Y3sfM4d04dHLswE4NPPdhAaLGzx4oVBd7l708enIrIAGAecCFwHDMPVV9sqEYkB3gBuUdX9zez7QadFOwPXqA1PLmU2N6JDW1pZVR8DHvNg/8YHauvqeezTXB7/9DtS4iOZ88ujGZveNaZJNN51RL/uzFiwgfLqWqLC3GtbZm/dy5i+8d8Pk5t2ypDvPwsSIa17FFuKylra3Gfc7ab4HxANLAEWAuNUdZcb24XiCuKXVfXNFtY5DhgOvAXcBfzKvdIBV0s4rdH7VKDAg+1NO9tSVMbNs3PIydvHuWP6cM9Zw4iNCPV3WaaDOqJfd+rqlZV5xRw9sEeb6xeWVJG/t4LLj07nlpMH0zch6oBb6fv2iPJLy9jd3wlXAdW4QnMkMNwZ6tYip3/2OWC9qj7SwjqjgWeAs4ErgQQR+bObNQEsBwaJSH8RCQOmAO96sL1pJ6rKayvyOP0fC9lYWMo/p47mkQszLYjNIWkY8pi1xb2LeN/uLAFgWJ9uHD84qdnrE/0Soti6pxzVFn/J9gl3uyluhe+7HK7E1YfcCwhvZbNjgEuB1SKS4yz7varObbROFHCBqm5w9n85zQyZE5FXgIlAoojkA3ep6nOqWutM7/kRrqFtM1V1rTvfk2k/a7YV84//fce8dTs5sn8Cf78o0yb2MV4RFxVKRnKM23fmbdtXAUBqfMvzW/TtEU1pVS17yqrpEdNaxHmXu90UvwKOA44AtgAzcXVXtEhVv6CNu/RUdVGT9zW4WspN15vayj7mAnNb+tz4h6qy4NtCnlm4kUW5RUSHBTP91MO49vgB9jBQ41WZafF8+vUuVLXNKTa376sEoGdcyyHbz5mIaMue8sALYyASeATIUtVaH9ZjOriq2jrezSng2YWb+GZnCT27hfN/px3G1PF9iYu0LgnjfZlp8byelU/engr69mh9RrftxRUkxoQTHtLyDR0N+8jbU96ud366203xNxEZBVzn/ORZqKorfVqZ6VCKy2v499ItvLB4M4UlVRzWK5aHLxjF5FEp9vw541Nj012B+U7ONm76yaBm16morqO0qpaC4kpS4lu/majhbr6d+yu9W2gb3O2m+DVwLdAwIuLfIvK0qv7TZ5WZDiFvTznPfbGJOSvyKK+u47hBiTxy4SiOzUjs1E9lMIHjsF7dOH1EL/75WS4XjU9r9s7Nu99dy6vOo7nOHNm71f3FhocQHRbM9uIADGPgF8CRqloGICJ/xTXMzcK4i1qZt4+nF27kg9XbCRLhrMwUfnHsAIamdPN3aaYLmnbKEOau3sErS/O4+eQft45r6+qZk/XDvWHHDUpsdV8iQq+4CHYEaBgLUNfofR02hWaXU1+vfPr1Lp5euJFlm/YQGxHCNccP4IoJ6fSOs9ERxn8GJMVw4pAknl+8iQvGphITEUI3Z9jk4g1FqLrGJGdt2cuJQ5Lb2Jtr/uSCAA3j54GlIvKW8/4cXGOITSdVVlXLhsJSvttZSq7z57qCYgqKK+kTH8mdZw7lonFpxIS7+0/IGN+aNmkIk//5BRMe+JTDesUy99fH8d6qAm6enUN8VCj/ueZIaurUrX+z6YlRvJtT4NYIDW9x9wLeIyIyH9f8FAJcqapf+bIw0z72lVeTu6uU73aVfv/nhl2l34/HBAgNFtJ7RDMqLZ7pp/XijBG9CbE5JEyAGZYSx6yrxnPz7By+3lHCgu8KefzTXADuOWsY4SHBuNt2yEiKYX9lLYUlVSR3a5/ZA1stTUQicM1DkQGsBv5lQ9s6HlWlsKSqSeiWkLurjN2lPzwjICI0iIFJMYxL787U5DQykmPJSI6hX48om8DHdAjHDUpiye0ncdJDC7jy+eUAPHTBKM7O7OPRfgb1dM3s+92u0sAIY2AWrkctLcQ1Z/DhwC2+Lsq0ra5eKa2qdX1V1jZ5XcO+8ho2FpY5oVvK/soffobGRoQwKDmGkw5LYpATuBnJMfSJjyTIbsgwHVx4SDB3TR7KtS9lAW2PnmjOoOQYAL7bWcIxGa1f8POWtsJ4qKqOABCR54Blvi+pc3wjEboAAAm+SURBVKuqrfs+PEsqmwnTRu9LnGBtWFbS6LPy6ro2j5UYE0ZGcgxnZaZ8H7qDkmNIig23YWemUztlWC9mX3sUIUFyUE/sSIoNp1tECLmF7fc8vLbCuKbhhTMPhI/LCRyFJVX8a36u2+vX1blaqt9uquKtHV8dEJ4NgVpdV9/mvoIEYiNCiQkPcX1FhBAfFUZqQhSxjZbFhIcQGxFCTHjoj95Hh4fQLSLEJuExXdpRA9qexa0lIsKgnrF8tzNwwniUiDTMQSxApPNeAFXVTjuodMf+Sh788BuPtgkPCSI8qJ6E8n3fh2NKfCQx4cHO+1AnPH8I1NhGwep6H0pEaJC1XI3xs0HJMcxbt7PdjtdqGKtq+z6RL4AMT4lj0Z8OeOxei4KDhNDgIObPn8/EiRN9V5gxpl1kJMcwe3keRaVV7TJhkA0SbYEI7f50WGNM4GgYUZG7q7RdwtjGKxljTDMyGkZU7GqffmMLY2OMaUZKXATRYcHkWhgbY4z/iAgZyTEWxsYY428ZybF8t6ukXY5lYWyMMS0Y1DOGnfurKK6oaXvlQ2RhbIwxLRjijKhYv31/G2seOgtjY4xpQWZaPADZW/f6/FgWxsYY04Lu0WEMSIwme8s+nx/LwtgYY1oxum93vtq6F1X16XEsjI0xphWZaXEUlVWzw8dPi7YwNsaYVqQlRAGQv7eijTUPjYWxMca0IrW7K4y3WRgbY4z/9Il3Pfm88XMhfcHC2BhjWhEZFkyP6DDy95b79DgWxsYY04Y+3SOtz9gYY/ytT3ykdVMYY4y/pXaPZNveCp+ONbYwNsaYNqR2j6Kqtp7C0iqfHcPC2Bhj2pCW4BpRkbfHd10VFsbGGNOGtO4NN374bkSFhbExxrSh4caPvD0WxsYY4zeRYcEkxoRbN4UxxvhbWkIkedZNYYwx/pXWPYqt1k1hjDH+NSApmm37KqisqfPJ/i2MjTHGDQOTYlCFTbvLfLJ/C2NjjHHDwKQYAHJ3lfpk/xbGxhjjhgFJ0YjAhkILY2OM8ZuI0GBSu0eyodC6KYwxxq8GJsWwwbopjDHGvwYmxbBxdyn19d6fvc3C2Bhj3JSRHENlTb1P5ja2MDbGGDc1jKjwxUU8C2NjjHHTwKRoAJ9cxLMwNsYYNyVEhxEfFcpGaxkbY4z/iAi94yLZub/S6/u2MDbGGA8kx4azc7/3H79kYWyMMR7o2S2cXSXWMjbGGL9Kjo1gd2k1dV4ea2xhbIwxHkjuFk5dvVJU5t2uCgtjY4zxQHJsBAC7vNxvbGFsjDEeSO4WDuD1fmMLY2OM8UDPbtYyNsYYv0uKaWgZWxgbY4zfhIUE0T0q1Os3flgYG2OMh3p2i7CWsTHG+FtSbDi7rGVsjDH+ZS1jY4wJAMmx4RSWVHn1iR8WxsYY46Ge3SKorVf2lFd7bZ8WxsYY46HkWGd4mxfHGlsYG2OMhxruwtvpxbvwLIyNMcZDDfNTFFrL2Bhj/CfJ6abw5o0fFsbGGOOhiNBg4qNCvTq8zcLYGGMOguvxS95rGYd4bU/GGNOF/P70w4mNCPXa/iyMjTHmIEwckuzV/Vk3hTHGBAALY2OMCQAWxsYYEwAsjI0xJgBYGBtjTAAQVe9NAdeZiEghsAWIA4qbWaWl5YnAbh+W5qmW6vTXPj3d1p3121qntc/t/Hp3n744v+6s561z3B7nt5+qJh2wVFXtq5Uv4GkPl6/wd83u1OmvfXq6rTvrt7VOa5/b+Q3889ue59if59e6Kdr2nofLA40v6jyUfXq6rTvrt7VOa5/b+fXuPn1xft1Zr8OfY+um8DIRWaGqY/1dh/ENO7+dmz/Pr7WMve9pfxdgfMrOb+fmt/NrLWNjjAkA1jI2xpgAYGFsjDEBwMLYGGMCgIWxD4lItIjMEpFnRORif9djvE9EBojIcyLyur9rMd4nIuc4/3/fEZFTfHksC2MPichMEdklImuaLD9VRL4RkVwR+T9n8bnA66p6DXBWuxdrDoon51hVN6rq1f6p1BwMD8/v287/3yuAi3xZl4Wx514ATm28QESCgSeA04ChwFQRGQqkAnnOanXtWKM5NC/g/jk2Hc8LeH5+73A+9xkLYw+p6ufAniaLxwO5TiupGpgNnA3k4wpksL/rDsPDc2w6GE/Or7j8FfhAVbN9WZcFhHf04YcWMLhCuA/wJnCeiMwgwG69NB5r9hyLSA8ReRIYLSK3+6c04wUt/R++CTgZOF9ErvNlAfYMPO+QZpapqpYBV7Z3McYnWjrHRYBP/5OadtHS+X0MeKw9CrCWsXfkA2mN3qcCBX6qxfiGnePOze/n18LYO5YDg0Skv4iEAVOAd/1ck/EuO8edm9/Pr4Wxh0TkFWAJMERE8kXkalWtBX4FfASsB+ao6lp/1mkOnp3jzi1Qz69NFGSMMQHAWsbGGBMALIyNMSYAWBgbY0wAsDA2xpgAYGFsjDEBwMLYGGMCgN0ObTo1EakDVjdadI6qbvZTOca0yMYZm05NREpVNaaVz0OcAf/G+JV1U5guR0SuEJHXROQ94GNn2e9EZLmIrBKRexqt+wdnwvFPROQVEZnmLJ8vImOd14kistl5HSwif2u0r186yyc627wuIl+LyMsiIs5n40RksYisFJFlIhIrIgtFJLNRHYtEZGR7/R2Z9mfdFKazixSRHOf1JlX9mfP6aGCkqu5xHqczCNectgK8KyLHA2W45igYjev/SjaQ1cbxrgaKVXWciIQDi0TkY+ez0cAwXBPQLAKOEZFlwKvARaq6XES6ARXAs7ieLnGLiAwGwlV11SH9TZiAZmFsOrsKVc1sZvk8VW2YYPwU5+sr530MrnCOBd5S1XIAEXFn4phTgJEicr7zPs7ZVzWwTFXznX3lAOlAMbBdVZcDqOp+5/PXgDtF5HfAVbieTmE6MQtj01WVNXotwP2q+lTjFUTkFqCliyq1/NDNF9FkXzep6kdN9jURqGq0qA7X/z9p7hiqWi4i83A9TeRCYGwb34/p4KzP2BjXTF1XiUgMgIj0EZFk4HPgZyISKSKxwORG22wGjnBen99kX9eLSKizr8EiEt3Ksb8GUkRknLN+rIg0NJKexTWx+fJGrXjTSVnL2HR5qvqxiBwOLHGuqZUCl6hqtoi8CuQAW4CFjTZ7CJgjIpcCnzZa/iyu7ods5wJdIXBOK8euFpGLgH+KSCSu/uKTgVJVzRKR/cDzXvpWTQCzoW3GuElE7sYVkg+10/FSgPnAYapa3x7HNP5j3RTGBCARuQxYCvzBgrhrsJaxMcYEAGsZG2NMALAwNsaYAGBhbIwxAcDC2BhjAoCFsTHGBAALY2OMCQD/D6rUJzfrP9K1AAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "freqs_f = np.zeros((len(f),129))\n", + "psd_f = np.zeros((len(f),129))\n", + "k_f = np.zeros(len(f))\n", + "f = pd.DataFrame(f)\n", + "\n", + "freqs_mit = np.zeros((len(mit),129))\n", + "psd_mit = np.zeros((len(mit),129))\n", + "k_mit = np.zeros(len(mit))\n", + "mit = pd.DataFrame(mit)\n", + "for i in range(len(f)):\n", + " x = f.iloc[i]\n", + " x = x[np.logical_not(np.isnan(x))]\n", + " (freqs_f[i], psd_f[i], k_f[i]) = power_spectrum(x, signal_freq_fantasia,i, display = True) " + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "valid_f = [0,3,4,9,12,13,14,15,16,17,18,19]\n", + "mask = [i in valid_f for i in range(20)]\n", + "f = f[mask]\n", + "freqs_f = freqs_f[mask]\n", + "psd_f = psd_f[mask]\n", + "k_m_f = np.mean(k_f[mask])\n", + "\n", + "k_m = k_m_f\n", + "freqs = freqs_f\n", + "psd = psd_f" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "offset = [ 0.00217524]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "n = 10\n", + "m = 60\n", + "f_mean = np.mean(freqs, axis = 0)\n", + "p_mean = np.mean(psd, axis = 0)\n", + "p_std = np.std(psd, axis = 0)\n", + "\n", + "def one_over_f(x,c):\n", + " return c * x**(-1)\n", + "b_corr = scipy.optimize.curve_fit(one_over_f, f_mean[int(k_m)+n:int(k_m)+m], p_mean[int(k_m+n):int(k_m)+m], p0 = 1, sigma = p_std[int(k_m+n):int(k_m)+m]) \n", + "print('offset = ',b_corr[0])\n", + "plt.figure(figsize=(15,10))\n", + "plt.errorbar(f_mean[int(k_m)+n:int(k_m)+m], p_mean[int(k_m)+n:int(k_m)+m],p_std[int(k_m)+n:int(k_m)+m] ,marker = 'o', c = 'black', alpha = .5)\n", + "plt.plot(f_mean[int(k_m)+n:int(k_m)+m], one_over_f(f_mean[int(k_m)+n:int(k_m)+m], b_corr[0]), c = 'red', lw = 5)\n", + "plt.xscale(\"log\")\n", + "plt.yscale(\"log\")\n", + "plt.xlabel(\"frequency [Hz]\")\n", + "plt.ylabel(\"Power spectrum\")\n", + "plt.title(\"Fantasia 1/f scaling\")\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "scrolled": true, + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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lLgIuGjCguQ66MW2zeU8pz325jXdW76LOrZw3PJ0HLhlOj2NY4CcUjMtOpmdCNB+u3R3QMHa7lTdX5LJxdwk/OSmbAanxPPzhJp5ZsA2A0wb15K/XjCUmyhO8U4an8+aKXFblFDFpQI+AtbM9/BrGqloPjBaRbsAcERmuquualHnU6dE+DfRX1bLm6mpBc6d1W7z0R1ULgZtaafN7wHvjxo27oQ3tMOYwtfVuHpu7mWcWbCMmMpyrJ/Rh+in96JsS+mOX3ggPE84bns5bK3KpqKkLyEmyTzbs5ekvvmNlThHhYcIrS3KIj4qgtLqOK8Zlcsc5g484qdhwL8BVO7t4GDdQ1YMiMh/PuO9hYSwiPwCGA3OAXwG3tqHqPCCr0etMIHh3FDQGyD9Yya1/X8WqnQe5emIf7p48mG6xUcFuls9dMKIXf1ucwwsLt3PrmQP9eqyDFTXc9OpKIsKFhy8fwVlD0nhlSQ6bdpdQU+/mgUuGNzsMkRQbyYDUeJbvKPJr+3zBn7MpegK1ThDHAGcDjzQpMwZ4DrgA2A68KiK/VdV7vTzMcmCgM9SxC7gKuNpXn8GYtvps017ueOsb6uqVP08bw0VBHk/1pwn9krloVAaPf7yFsX2TOal/it+O9enGAurcyts3T2KUM/3vjnMGefXes4ak8vyX28krqiCzeyw79pdz/3vruWp8n5CaDeLP2RS9gM9FZA2e0PxYVf/dpEws8CNV/U5V3cB1QE7TikTkdWAxMFhE8kRkBoCq1uHpSc8FNgJvqep6v30iY1pQVVvPA+9tYPpLK8hIiuG9n5/SqYMYPDMsHr58BL27x/DEJ0feScMX6t3Kd/vKeH3ZTnoluRjZjpOePzkpGwGe/GwrdfVu/vONr5m/eV/IzbLw52yKNcCYVsosavK6Fk9PuWm5aUep4wPgg3Y205hjtjavmF+8tZqtBWVcd1Jf7jl/SMifufeVuOgILhyZwXMLtlFSVUuiy7eLGf3x028PheajU0e266rE3t1iuG5SNrMWbmfZ9gNs21/OqKxufJN7kB37y8kOkTnItjaFMe1UV++Zw3rZXxZRVlXHKzMm8OsWxi47s9MG9aTOrXy1tdCn9RaWVfP8l9vo3S2G1342kSvGZbX+phbMnHI8157Yl3hXBL++eBhP//gEAG56dSWVNfW+avIx6RjXCRoTQkqqavlgzW7+tjiHDbtLuGR0Bg9cPJykWP8scRnqxvbtTnx0BF9s2efTMdg5X++ioqaed24Zz8C0Y1vHOSoijN9cetjFu5w7NI15G/Yyb8Oedi8Z6ksWxsZ4od6tfPXdfmavzOOjdXuornMzIDWeJ68ew4UjO/fYcGsiw8M4eUAKX2wuQFW9HkooqarlkQ834YoM545zBhEXfXgcvb92N8MyEo85iFvy9DVjmfjgJ3y8Ya+FsTGhqry6jjV5xXydW8TXOw+yKqeIwvIaEl0RXDEui6ljMxmZmRSUldVC0ZnHpzJ3/V7W55cwvHfrJ9mq6+q58pklbNlbiluVrQVlvDx9wqH92/aV8fXOg9w1ebDf2uyZK92LN1fkUlReQ/e44E4/tDA2XV5ReQ0bd5ewcU8pG3eXsG5XsRMSnv39esRx6qCenDUklbOHpHW5MWFvnD0kjTBZy7z1e7wK4yc/28rG3SU8e+1YvttXziMfbWJlzgHG9k3G7Vbunr2GBFcEU8d6f6eM9rhiXBavLMnh880FXH6Cf4/VGgtj02WoKntKqliTV8zavGLW5RezaXcpe0qqDpXpER/FkF6JnDssnTF9ujE6s1vQe0wdQUp8NOOzk5m7fi93nHv03mxBaRXPLNjGpaMzOHdYOhU1dTz35TZuee1rHr9yFPkHq1iRU8RjPxpFWqJ/l+kcmpFIXFQ43+QetDA2xl8OlNewOreINXnFhx77y6oBz5+oA1PjOal/CkN6JXB8eiJDeiXSM6FjrxkRTJOHpfPAvzewZW8pg44yzjtr4Xbq6t3cfrbnoo3YqAhevH48v3hrNTe9spKoiDBGZXXjhyf4fxw3PEwYkZnEqp0HAc/aF5W19UeMXweChbHpFFSVvKJKlm0/wIqcAyzbfoDv9pUDIAIDU+M5bVBPRmYmMSIziaG9Em24wccuHNmLJz7Zwu1vrObtmycdWqynsXe/yWfWl9u5aFTGYfN7R2V148Xrx3PBnxYSExXO79s5p7g9JvXvwROfbCH/YCVXPruY2jpl8T1nBvx8gIWx6bByD1Tw+eYCTwDvKDo03JDoimBcdjI/HJvJ2D7dGd47KSg9na4mNdHFn6aNYfpLy7nsL4v43WXDGds3+dD+vSVV/NdbqzmhT/cjppmB5y7Vn915GgnRkc0Gub9MHpbO4x9vYerTX5Ff7Pl/aHdxFRndYgLWBrAwNh1MvVv5fFMBryzJYcG3+1CF9EQX4/slMyG7O+P7JTMoNcHu0xYkZwxO5dlrx3H/u+u5dtYyZl03nu37y1mdW0R5dT11buWxH41q8Uq91ITA38ppcHoCV0/sw9+X7qRHfBT7y2rYvLfUwtiY5hSUVvHW8lxeX5bLroOVpCZE8/MzBzL1hEyykmNsilkIOWdoGiMzk7jozwuZ9twSAKLCw6hx7vXXJyU2yC080u8uHc5d5w5GBEY/8DFb9pRyxuDA3hzIwtiELFVl6fYDvLokh4/W7aHOrZw8IIV7LxjC2UPTiAy3q/lDVVqii5enT+DTjXs5a0ga6YkunlmwjavGt/+SZn8SkUOzZtISo9m8tzTgbbAwNiGnoLSKD9bs5rWlO/m2oIxEVwTXTcrm6ol96B+C94szzRvSyzNDpcF/n3d8EFvjvUFpCXy7ty33uPANC2MTEnYWVjB3/R4+Wr+HVTuLUIVRmUk8OnUkF43MCOgJHdO1DU5L4NWlOdS7lfAAnnuwMDZBoaps2lPK3PV7mLt+Lxt3lwAwtFcit581iCnD0xmc7p81CYw5mkHpCVTVusk9UBHQ5TUtjE3AuN3K17kHnQDeQ05hBSIwrm937r1gCJOHpZOVHHond0zXMti5YGXz3lILY9N55B/0XIixZFshn20qoKC0mshwYVL/Htx4an/OGZpmV72ZkDIwzXNeYsueUiYPC9xtmSyMjc+oKjmFFSzbfoCl2w+wdHsheUWVACS4IjhlQA+mDE/njONTfX5HCGN8JTYqgj7JsQGfUWFhbNpNVfm2oIyl2z2XHy/bXsjeEs/aD8lxUUzITmb6yf2YeFwyx6cnBvRkiDHHYlBaAlssjE2oqncrG3eXOOFbyPIdRRworwE8czMn9kthQr9kJvZLZkBqvF2IYTqswenxzN9cQE2dm6iIwMxntzA2R6itd5NTWMHWgjK2FpSytaCMbwvK2LavnMpaz/3CspJjOGNwKhOP84Rvn+RYC1/TaQxKS6DOrWzfXx6wWT0Wxl1YVW093+0rc0L3+8eOwnJq6/VQuYwkFwPSEpjYL4WRmUlM6Jcc8Ov2jQmkhgDevLfUwtj4TklV7RGBu7WgjNyiCtTJ3DDxrJrVv2c8Zw9NY0DPeAamxdO/Z7yteGa6nD7OFMtdzgnoQLB/ZR2M262U19RRWtXwqKW0qo6SqlrKqr/fVlxZy6pvK5n51SeHTqqBZ8GW43rGMSIzictP6M2A1HgGpMbTr0cc0RF2lZsx4JlRkeCKYG+ju8D4m4VxANW7lTInOBsHaWl1baNwbbS9qvbwbdV1lFXXHerNtiRMIDEmku6RcPKAHgxIjWdgagIDUuPJ6h5DhC2wY0yr0hNd7Cm2MA66gtJqnvp8q9fl6+obeqy1lLQQqhU19a3WExUeRoIrgniX5zdzQnQkfVNiSXBFkuCKIPHQPs/rxtsbnsdEhiMizJ8/n9NPH30sPwZjuqy0RBd7Sy2Mg25vSRW/n7u5Te9xRYYdHpLREaQnug4LzUP/jW687fvndisgY0JDWqKLxd/tD9jxLIxbMDwjicW/Pc/r8mGC/flvTCeSnhRNQWk1brcG5M4xFsYtECFgk72NMaEnLdFFnVspLK8JyPopljbGGNOMtETP/fgCNaOi1TAWkTARuSIQjTHGmFDREMaBmlHRahirqhu4NQBtMcaYkJHe0DMO0IwKb4cpPhaRO0UkS0SSGx5+bZkxxgRRj/gowgT2Bqhn7O0JvOnOf29ptE2B43zbHGOMCQ0R4WH0iI9mT4DGjL0KY1Xt5++GGGNMqElPch22nIA/eTVMISKxInKviDzrvB4oIhf6t2nGGBNcaYmu0JlN4XgRqAEmOa/zgN/6pUXGGBMi0hKjQy6M+6vqo0AtgKpWAraSuDGmU0tPdFFUUUtVbevryhwrb8O4RkRi8Jy0Q0T6A4EZSDHGmCBJdaa3FQRg3NjbML4f+AjIEpHXgE+Bu/3VKGOMCQUNc40DMaPC29kU80RkJXAinuGJ21Q1cMsZGWNMEDSsSbG/zP89Y6/CWEReARYAX6rqJv82yRhjQkNKfBQAhc5d0P2pLbMpegF/FpHvRORtEbnNj+0yxpig6x7rhHGo9IxV9TMR+QIYD5wB3AQMA/7ox7b5nIgcB/wSSFLVqcFujzEmtEWGh9EtNpIDodIzFpFPgUXAlcBmYLyqHt/Ke7JE5HMR2Sgi64+lJy0iL4hIgYisa2bfFBHZLCJbReS/j1aPqm5T1RntbYcxputJjouisCxEwhhYg+eij+HASGC4M9XtaOqA/1LVIXhO/N0iIkMbFxCRVBFJaLJtQDN1vQRMabpRRMKBp4DzgKHANBEZKiIjROTfTR6pXn1SY4xppEdcdOicwFPVXwCISDzwUzxjyOlAi8vfq+puYLfzvFRENgK9gQ2Nip0G3Cwi56tqlYjcAFwGnN+krgUikt3MYSYAW1V1m9O+N4BLVPUhwC7XNsYcs+S4KL7bV+b343g7THGriLwJrAYuBV7A0xv1ihOkY4Cljber6j/wzF9+Q0R+jGd1uLYsZN8byG30Os/Z1lI7UkTkr8AYEbmnhTIXicizxcXFbWiGMaazSomPCshsCm+X0IwBHgdWqmpdWw7g9KbfBm5X1ZKm+1X1UadH+zSey67b8iuouUuytaXCqlqI5+Rji1T1PeC9cePG3dCGdhhjOqmUuCiKKmqodyvhfrwxqVc9Y1X9PVAF3OT0kkd58z4RicQTxK+p6j9bKPMDPGPRc4BfedXq7+UBWY1eZwL5bazDGGNalBIfjSoUVfi3d+ztMMV/Aq8Bqc7jVRH5eSvvEWAWsFFVH2+hzBjgOeASPGPRySLSltXglgMDRaSfiEQBVwHvtuH9xhhzVMlxDXONQyCMgZ8BE1X1f1T1f/DMjmjtz/iTgWuBM0VktfM4v0mZWOBHqvqdc6+964CcphWJyOvAYmCwiOSJyAwAZ8jkVmAusBF4S1XXe/mZjDGmVb2SPOtT5BdX+vU43o4ZC9B4Dbl6WllCU1UXelFmUZPXtXh6yk3LTTtKHR8AHxztOMYY0159kmMByD1Q4dfjeBvGLwJLRWSO8/pSPEMQxhjTqfVMiCY6Iiw0wlhVHxeR+cApeHq7P1XVr/3ZMGOMCQUiQlZyLLkHgjhMISIuPFPBBgBrgb+0dWqbMcZ0dFndY9jp555xayfwXgbG4Qni84DH/NoaY4wJQZ6ecQWqLV7GcMxaG6YYqqojAERkFrDMby0xxpgQ1Sc5ltLqOoora+nmLKvpa631jGsbntjwhDGmq8rs3jCjwn/jxq2F8SgRKXEepcDIhucicsSlzcYY0xkdmt5W5L9x46MOU6hquN+ObIwxHURWsmfFYH+exPP2CjxjjOmyElyRdIuN9OtcYwtjY4zxQp/kWOsZG2NMsGV1jyWvKHgn8IwxxgCZyTHsKqr021xjC2NjjPFCz/hoaurdlFT5Z5avhbExxnihYV3jIj/dgsnC2BhjvNC9YZF5C2NjjAmeFOsZG2NM8HV31qQ4YGFsjDHBkxLvhLGfbkxqYWyMMV6IiQwnOiLMesbGGBNMIkJyXJSFsTHGBJuFsTHGhAALY2OMCQHdYy2MjTEm6LrFRlJcWdt6wXawMDbGGC8lxURSUlWL2+37xYIsjI0xxktJMZGoQmm17xcLsjA2xhgvJcVEAlBc4fuhCgtjY4zx0qEw9sO4sYWxMcZ4qZuzPtLR2LMAAAamSURBVIWFsTHGBJH1jI0xJgQ0hPHBSt/PNbYwNsYYL1nP2BhjQoArMoyoiDALY2OMCSYRISkm0qa2GWNMsCXF+OeSaAtjY4xpg+6xkRT54W4fFsbGGNMG/lq5zcLYGGPaICU+igPlNkxhjDFBlRwXRVFFjc9XbrMwNsaYNkiOi6berZRU+bZ3bGFsjDFtkBLnWZ+i0MfjxhbGxhjTBt2dMC6yMDbGmOCxnrExxoSAZCeMfT29zcLYGGPawMLYGGNCgCsynLiocArLLIyNMSaoujtzjX3JwtgYY9ooJS7KTuAZY0ywJcdFcaC82qd1WhgbY0wbJcdFc8DGjI0xJriS4yI5YGPGxhgTXEkxkVTVuqmpc/usTgtjY4xpowSX58akpT5cLMjC2Bhj2ijBFQFAaVWdz+q0MDbGmDZq6Bn7chlNC2NjjGkj6xkbY0wISLQxY2OMCb6GnnGJ9YyNMSZ4vu8ZWxgbY0zQxB8aM7ZhCmOMCZrwMCEuKtx6xsYYE2wJrkhKKq1nbIwxQZXgirCesTHGBFtiTCSl1dYzNsaYoPJ1zzjCZzUZY0wXcvNp/amtV5/VZ2FsjDHtMPG4FJ/WZ8MUxhgTAiyMjTEmBFgYG2NMCLAwNsaYEGBhbIwxIUBUfTc1ozMRkX3AQaDYy7ckeVm2tXJH29/Svpa29wD2e9GmQPH2ZxSoOtv6Xm/K++P7bWmffb++fW+g/g13U9WeR+xRVXu08ACe9XXZ1sodbX9L+46yfUWwf4bt/XkGos62vteb8v74flvaZ99v4L9ff37HNkxxdO/5oWxr5Y62v6V9bWlnMPmjncdSZ1vf6015f3y/3h472LrC9+tNuXZ9jzZM0YmJyApVHRfsdhj/sO+3c7Gecef2bLAbYPzKvt9OxHrGxhgTAqxnbIwxIcDC2BhjQoCFsTHGhAAL4y5CROJE5GUReU5Efhzs9hjfE5HjRGSWiMwOdltM21kYd2Ai8oKIFIjIuibbp4jIZhHZKiL/7Wy+HJitqjcAFwe8saZd2vIdq+o2VZ0RnJaaY2Vh3LG9BExpvEFEwoGngPOAocA0ERkKZAK5TrH6ALbRHJuX8P47Nh2YhXEHpqoLgANNNk8Atjq9pBrgDeASIA9PIIN97x1GG79j04HZP8rOpzff94DBE8K9gX8CPxSRp+kYl9aaljX7HYtIioj8FRgjIvcEp2mmveweeJ2PNLNNVbUc+GmgG2P8oqXvuBC4KdCNMb5hPePOJw/IavQ6E8gPUluMf9h33AlZGHc+y4GBItJPRKKAq4B3g9wm41v2HXdCFsYdmIi8DiwGBotInojMUNU64FZgLrAReEtV1weznab97DvuOmyhIGOMCQHWMzbGmBBgYWyMMSHAwtgYY0KAhbExxoQAC2NjjAkBFsbGGBMC7HJo06mJSD2wttGmS1V1R5CaY0yLbJ6x6dREpExV44+yP8K5iMKYoLJhCtPliMj1IvIPEXkPmOdsu0tElovIGhH5daOyv3QWcf9ERF4XkTud7fNFZJzzvIeI7HCeh4vI7xvVdaOz/XTnPbNFZJOIvCYi4uwbLyJficg3IrJMRBJE5EsRGd2oHYtEZGSgfkYm8GyYwnR2MSKy2nm+XVUvc56fBIxU1QMici4wEM86wQK8KyKnAuV41n0Yg+ffyipgZSvHmwEUq+p4EYkGFonIPGffGGAYnkV9FgEni8gy4E3gSlVdLiKJQCXwPHA9cLuIDAKiVXXNMf0kTEizMDadXaWqjm5m+8eq2rBo+7nO42vndTyecE4A5qhqBYCIeLMYz7nASBGZ6rxOcuqqAZapap5T12ogGygGdqvqcgBVLXH2/wO4T0TuAqbjueOH6cQsjE1XVd7ouQAPqeozjQuIyO1ASydV6vh+mM/VpK6fq+rcJnWdDlQ32lSP59+fNHcMVa0QkY/x3MHjCmBcK5/HdHA2ZmyMZ/Wz6SISDyAivUUkFVgAXCYiMSKSAFzU6D07gLHO86lN6rpZRCKdugaJSNxRjr0JyBCR8U75BBFp6CQ9D/wJWN6oF286KesZmy5PVeeJyBBgsXNOrQy4RlVXicibwGogB/iy0dseA94SkWuBzxptfx7P8MMq5wTdPuDSoxy7RkSuBP4sIjF4xovPBspUdaWIlAAv+uijmhBmU9uM8ZKI3I8nJB8L0PEygPnA8arqDsQxTfDYMIUxIUhEfgIsBX5pQdw1WM/YGGNCgPWMjTEmBFgYG2NMCLAwNsaYEGBhbIwxIcDC2BhjQoCFsTHGhID/AzEXHcEimF1RAAAAAElFTkSuQmCC\n", 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vWuoJFKYiGezs44ayuaZed5HqARSmIhls1nFDMIMlb74fdik5T2EqksFK+xYyY+xAFr+xJexScl5WhalOjZJc9KnJw3l7Wy1rt+lqqDBlVZjq1CjJReecOAyAxW9sDbmS3JZVYSqSi4b2K+KUMQN4cqXCNEwKU5EscO6Jw1i9ZS9rt9WGXUrOUpiKZIFPn1RGNGI8vLw67FJylsJUJAsM6VfEWRMH87tXq2nWPU5DoTAVyRJfqBjF9n0NLH1bjx0JQ1aFqU6Nklw2a9IQBvUp4LfLNoZdSk7KqjDVqVGSy/KjET5/ykj+uHobm/ak/jHQcnhZFaYiue7LHx2Du/PrF9eHXUrOUZiKZJGRA3pzzonDeODl9zjQ2Bx2OTlFYSqSZb562jj21jfrNKlupjAVyTIVYwZw8uj+3Fb5Dg3NeqRJd1GYimQZM+NfPnksW2rqeUg9+91GYSqShU4vL6VizABu/cs7euBeN1GYimQhM2P+7Ils3VvPr5auC7ucnKAwFclSHxk/iHNPHMZ/Vb7Dlhqdd5puWRWmugJK5FD/+qnjiLnz4ydWh11K1suqMNUVUCKHGjWwN9+cWc7jK7bw57f0nKh0yqowFZEP+8eZx3Ds0L5c8+hKauqawi4naylMRbJcQV6EGz83he21DVz+6yqde5omClORHDBt9ABu+sJJvPzuLub/7wricQ+7pKyTF3YBItI95k4dweY99dz4h7cYXlLEv37quLBLyioKU5EccsXHx7O1po47l65jSHEhXz9jfNglZQ2FqUgOMTO+P+cEttc28KMnVjOwTwEXnDwy7LKygo6ZiuSYaMT4+UVT+dgxg7jy4RX85a1tYZeUFRSmIjmoMC/KHV8+heOGF/NP97/Kyk260OVoKUxFclRxUT53XzqdgX0KuOy+ZVTvPhB2SRlNYSqSw4YUF3H3pdOpa4xxyV0vs7WmPuySMlZWhamuzRfpuonDivn1Zaeys7aRz932Auu214ZdUkbKqjDVtfkiR2bqqP48MO8j1DfF+Pu7XmZHbUPYJWWcDsPUzCJmdmF3FCMi4Zk8soR7vzqDnfsb+af7XyWmq6S6pMMwdfc48K1uqEVEQjZ5ZAnXf3Yyr7y7izt1U+ku6exu/tNmNt/MRpnZwJZXWisTkVBccPIIzj1xGD9/+m+8vnFP2OVkjM6G6deAbwJLgeXBqypdRYlIeMyMH392MoOLC7nif5azfZ+On3ZGp8LU3ce18dJFvSJZamCfAu748insPtDIN3/zKk2xeNgl9XidClMz621m15jZncH7CWZ2fnpLE5EwnTiihBs/N4VX3t3Fjx5/M+xyerzO7ubfAzQCHwveVwM/SktFItJjzJ06gnlnjOO+Fzfw0LKNYZfTo3U2TI9x938HmgDcvQ6wtFUlIj3GgnMmcXp5Kdf8fiVV63eFXU6P1dkwbTSzXoADmNkxgI5Ki+SAvGiEW740jbL+RVzxP8vZtEePjW5LZ8N0IfAHYJSZ3Q/8CbgqXUWJSM/Sv3cBd31lOg1Ncb5+XxUHGpvDLqnH6Wxv/hLgAuBS4AGgwt0r01eWiPQ05UP68ssvTWPN1r1898HXaFYP/yE625v/f0mE6Tvu/ri770hvWSLSE501cQjXnn88S958n6sfeUMP5kvS2ceW3AOcDvynmY0HXgOWuvsv0laZiPRIXz1tHDV1TfzHH9+mKD/CDz99ItGI+qM7Fabu/mczewaYDpwFXAGcAChMRXLQdz4xgfqmOLc/8w7rtu/n+3OOZ9KwfmGXFarO7ub/CXgeuAhYA0x390npLExEei4z4+pzJ/GTCyazclMN5/3yOW5esoaG5ljYpYWms735K0ictH8iMAU4MThVSkRy2BdnjGbpVWfxmakj+M8/r2XWTc9wxzPvsH7H/pw7ntrZ3fx/ATCzvsBXSRxDHQYUpq+0rjOzOcCc8vLysEsRyRn9exdw84Un8empZdz6l7XcsPgtblj8Fn0KokwcVsyk4f2YOLSYMYN6U9q3kMHFhQzqU0BeNKvuTd+5MDWzbwFnAKcAG4C7gWfTWNcRcfdFwKKKiop5Ydcikms+fuxgPn7sYNZu20fV+t2s3rKX1Vv28fjrm/lN/aHnpUYjxvCSIsYO6sMJZf2YMrI/U0aWMHJAL8wyszOrs735vYCfAcvdXWfriki7yocUUz6k+OB7d+f9vQ1U7z7AjtoGttc28n5NPRt3H2Dd9v3c8/x6GoNzVgf0zuesSUOYc1IZZ04YnFFnCXR2N/+nZnYScEXwV+NZd389rZWJSFYwM4aVFDGspKjN6Q3NMf62tZYVm/awfMNu/vjm+zzy6ibGD+7Dd88+lvMnDyeSAaHa2d78bwP3A0OC1/+Y2T+nszARyQ2FeVEmjyzhklPH8LMLp1J1zSe59Usnkx+J8O0H/sql9y5jZwY84K+zR4C/Dpzq7t939+8DHwF0XFJEUq4gL8J5U4az+DtncN3cE3hp3U4uuetlauqawi7tsDobpgYkn0AWQ7fgE5E0ikSML390LPdcOp13ttdy+a+rqG/queexduXm0C+b2UIzWwi8BPx32qoSEQmcVl7KTV84iZff3cUv//R22OW0q7N3jfoZifNLdwG7ga+6+3+kszARkRZzp47ggmkjuOu5d9m460DY5bTpsGFqZkVm9l0zu4XEdfn/5e6/cPe/dk95IiIJV54zkYjBL3po67Sjlul9QAXwBnAucFPaKxIRacPwkl584ZRRPPbaZnb0wN79jsL0eHf/e3e/A/g8cGY31CQi0qavfGwsjbE4v3n5vbBL+ZCOwvTguQi68klEwlY+pC9nTCjlwVfeI9bDbqTSUZieZGZ7g9c+YErLsJnt7Y4CRUSSXTxjNJtr6nn27e1hl3KIw4apu0fdvV/wKnb3vKTh3L4TrIiE4uzjhjKwTwG/XbYx7FIOkV33wBKRrFeQF+FzJ4/g6Tff71EdUQpTEck4F00fRXPceeTV6rBLOUhhKiIZp3xIMRVjBvDgso2494yOKIWpiGSki6aPYt32/VRt2B12KYDCVEQy1HlThtO3MI8HX+kZHVEKUxHJSL0L8vj01DKeeGMze+vDvz2fwlREMtZFFaOob4rz2Gubwy5FYSoimWvKyBImDSvmoarwd/UVpiKSscyMCytGsaK6htVbwr0oU2EqIhnts9NGUBCNhH5FlMJURDLagD4FnHPiMH73ajV1jeE91qTHh6mZzTSzZ83sdjObGXY9ItLzXHLqaPbVN7Po9fA6otIapmZ2t5ltM7OVrcafY2ZrzGytmV3dwWIcqAWKgJ5z7ZiI9Bgzxg1kwpC+3P/yhtBqSHfL9F7gnOQRZhYFbiVx5/7jgYvN7Hgzm2xmj7d6DQGedfdzgQXAD9Ncr4hkIDPj4hmjeb26hrXbakOpIa1h6u5LSTyEL9kMYK27r3P3RuBBYK67v+Hu57d6bXP3ePC53UBhOusVkcx19nFDAXh+7Y5Q1p8XwjpHAMndbtXAqe3NbGYXALOB/sAth5nvcuBygKFDh1JZWZmKWkNTW1ub8d9B2qftmx6Dexm/f+ktxjSu7/Z1hxGm1sa4dm/74u6PAI90tFB3vxO4E6CiosJnzpx5pPX1CJWVlWT6d5D2afumx9m7VvD4ii2cfsaZ5EW7t389jN78amBU0vuRQPjXgolIxjutvJR99c28samm29cdRpguAyaY2TgzKwC+CDwWQh0ikmU+dkwpEM5x03SfGvUA8CIw0cyqzeyy4Cmn3wKeAlYDD7n7qhStb46Z3VlT0/1/lUQkfAP7FHBCWT+eCyFM03rM1N0vbmf8k8CTaVjfImBRRUXFvFQvW0Qyw+nlpdzz/HoONDbTu6D7uoV6/BVQIiJdcVp5KY2xOMvWd+8d+BWmIpJVpo8dSEE00u3HTRWmIpJVehVEOWXMAJ57W2F6xNQBJSIAp08o5c0te9lZ29Bt68yqMHX3Re5+eUlJSdiliEiITitPnCL1wjs7u22dWRWmIiIAk0eUUFyU163HTRWmIpJ1ohHjY8cM4tm3d+De7tXqKaUwFZGsdHp5KZv21PHergPdsj6FqYhkpZbjpt11NVRWhal680WkxbjSPpSVFHXbcdOsClP15otICzPjtPJSXnhnJ7F4+o+bZlWYiogkO31CKXsONPHm5r1pX5fCVESyVsst+brjuKnCVESy1uDiQiYNK+6W46YKUxHJaqeVl7Js/S7qm2JpXU9Whal680WktdPLS2lojvPqhvTeki+rwlS9+SLS2oxxA8mLWNqPm2ZVmIqItNanMI9po/un/aYnClMRyXoVYweyanMNdY3pO26qMBWRrDd97ACaYs7r1XvStg6FqYhkvVNGDwSgav2utK1DYSoiWa+kdz7HDu1LVRp79BWmIpITKsYOZPmG3Wm7Tj+rwlTnmYpIe6aPHcC++mb+9v6+tCw/q8JU55mKSHsqxgTHTdO0q59VYSoi0p6RA3oxtF9h2jqhFKYikhPMjIqxA6lar5apiMhRqRgzgE176ti8py7ly1aYikjOmD42fcdNFaYikjMmDSumd0E0LcdNFaYikjPyohFOHj2AZWk4bqowFZGcUjF2AGu27mVvfVNKl6swFZGcUjFmIHGHv76X2pueZFWY6gooEenI1NH9iUYs5cdNsypMdQWUiHSkb2Eexw/vl/LzTbMqTEVEOuOUMQP468bdNMXiKVtmXsqWJCKSIS6aPoozjy1N6TIVpiKSc44b3o/jhvdL6TK1my8ikgIKUxGRFFCYioikgMJURCQFFKYiIilg7ul5uFSYzGw7sAfoyqVQJZ2Yv6N5Dje9vWntjS8FdnRQT3fqzO+nO5fZ1c+mYvt2NE9XtnEubN+jXW5XPtvZeY/2/3B/dx/c5lR3z8oXcGeq5+9onsNNb2/aYcZXhf07PJrfZ7qXGcb2TeU2zoXt253buLPzpuP/cMsrm3fzF6Vh/o7mOdz09qZ1tc6wpKPOo1lmGNu3o3kyeRunq8bu2sadnTcd/4eBLN3NzwZmVuXuFWHXIemh7Zt9srllmunuDLsASStt3yyjlqmISAqoZSoikgIKUxGRFFCYioikgMI0A5hZHzO7z8x+ZWaXhF2PpJ6ZjTez/zazh8OuRY6MwjQkZna3mW0zs5Wtxp9jZmvMbK2ZXR2MvgB42N3nAZ/u9mLliHRlG7v7One/LJxKJRUUpuG5FzgneYSZRYFbgXOB44GLzex4YCSwMZgt1o01ytG5l85vY8lwCtOQuPtSoPXjEWcAa4NWSiPwIDAXqCYRqKBtljG6uI0lw+k/Zs8ygg9aoJAI0RHAI8DnzOw2MuPSRGlfm9vYzAaZ2e3ANDP7XjilydHQM6B6FmtjnLv7fuCr3V2MpEV723gncEV3FyOpo5Zpz1INjEp6PxLYHFItkh7axllKYdqzLAMmmNk4MysAvgg8FnJNklraxllKYRoSM3sAeBGYaGbVZnaZuzcD3wKeAlYDD7n7qjDrlCOnbZxbdKMTEZEUUMtURCQFFKYiIimgMBURSQGFqYhICihMRURSQGEqIpICupxUeiwziwFvJI36jLuvD6kckcPSeabSY5lZrbv3Pcz0vOAkeJHQaTdfMoqZXWpm/2tmi4AlwbgrzWyZma0wsx8mzftvwU2Y/2hmD5jZ/GB8pZlVBMOlZrY+GI6a2U+TlvWNYPzM4DMPm9lbZna/mVkwbbqZvWBmr5vZK2ZWbGbPmtnUpDqeN7Mp3fU7knBoN196sl5m9low/K67fzYY/igwxd13mdnfARNI3CfUgMfM7ExgP4nr3qeR+Hf+KrC8g/VdBtS4+3QzKwSeN7MlwbRpwAkkbkryPHCamb0C/Ba4yN2XmVk/oA64C7gU+K6ZHQsUuvuKo/pNSI+nMJWerM7dp7Yx/ml3b7np8t8Fr78G7/uSCNdi4FF3PwBgZp25mcjfAVPM7PPB+5JgWY3AK+5eHSzrNWAsUANscfdlAO6+N5j+v8C1ZnYl8DUSd9yXLKcwlUy0P2nYgBvc/Y7kGczsu0B7HQLNfHCIq6jVsv7Z3Z9qtayZQEPSqBiJ/zvW1jrc/YCZPU3iDvoXAhUdfB/JAjpmKpnuKeBrZtYXwMxGmNkQYCnwWTPrZWbFwJykz6wHTgmGP/yvSewAAADRSURBVN9qWf9oZvnBso41sz6HWfdbQJmZTQ/mLzazlgbKXcAvgWVJrWjJYmqZSkZz9yVmdhzwYtAnVAv8vbu/ama/BV4DNgDPJn3sJuAhM/sy8Oek8XeR2H1/Nehg2g585jDrbjSzi4D/NLNeJI6Xng3UuvtyM9sL3JOiryo9nE6NkpxgZgtJhNxN3bS+MqASmOTu8e5Yp4RLu/kiKWZm/wC8DPybgjR3qGUqIpICapmKiKSAwlREJAUUpiIiKaAwFRFJAYWpiEgKKExFRFLg/wN3iv2mNCbRcAAAAABJRU5ErkJggg==\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for i in range(len(mit)):\n", + " x = mit.iloc[i]\n", + " x = x[np.logical_not(np.isnan(x))]\n", + " (freqs_mit[i], psd_mit[i], k_mit[i]) = power_spectrum(x, signal_freq_mit,i, display = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "valid_mit = [0,2,3,4]\n", + "mask = [i in valid_mit for i in range(5)]\n", + "mit = mit[mask]\n", + "freqs_mit = freqs_mit[mask]\n", + "psd_mit = psd_mit[mask]\n", + "k_m_mit = np.mean(k_mit[mask])" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "offset = [ 0.00058875]\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "n = 30\n", + "m = 70\n", + "f_mean = np.mean(freqs_mit, axis = 0)\n", + "p_mean = np.mean(psd_mit, axis = 0)\n", + "p_std = np.std(psd_mit, axis = 0)\n", + "\n", + "def one_over_f(x,c):\n", + " return c * x**(-1)\n", + "b_corr = scipy.optimize.curve_fit(one_over_f, f_mean[int(k_m)+n:int(k_m)+m], p_mean[int(k_m+n):int(k_m)+m], p0 = 1, sigma = p_std[int(k_m+n):int(k_m)+m]) \n", + "print('offset = ',b_corr[0])\n", + "plt.figure(figsize=(15,10))\n", + "plt.errorbar(f_mean[int(k_m)+n:int(k_m)+m], p_mean[int(k_m)+n:int(k_m)+m],p_std[int(k_m)+n:int(k_m)+m] ,marker = 'o', c = 'black', alpha = .5)\n", + "plt.plot(f_mean[int(k_m)+n:int(k_m)+m], one_over_f(f_mean[int(k_m)+n:int(k_m)+m], b_corr[0]), c = 'red', lw = 5)\n", + "plt.xscale(\"log\")\n", + "plt.yscale(\"log\")\n", + "plt.xlabel(\"frequency [Hz]\")\n", + "plt.ylabel(\"Power spectrum\")\n", + "plt.title(\"MIT 1/f scaling\")\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Data for the analysis\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "scrolled": true, + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "#all the selected signals are detrended and put in a dataframe\n", + "frames_f = []\n", + "frames_mit = []\n", + "for i in range(len(f)):\n", + " x = f.iloc[i]\n", + " x = x[np.logical_not(np.isnan(x))]\n", + " frames_f.append(detrend(x, s_slide))\n", + " \n", + "for i in range(len(mit)):\n", + " x = mit.iloc[i]\n", + " x = x[np.logical_not(np.isnan(x))]\n", + " frames_mit.append(detrend(x, s_slide))\n", + "\n", + "df_fantasia = pd.concat(frames_f, axis = 1)\n", + "df_mit = pd.concat(frames_mit, axis = 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "scrolled": true, + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " 0 1 2 3 4 5 6 \\\n", + "10 -0.145716 -0.321820 0.118940 0.048114 -0.050676 -0.016224 0.151472 \n", + "25 -0.390953 -0.234455 -0.072827 -0.035806 -0.188256 -0.335578 -0.477771 \n", + "50 0.795333 0.561318 0.423484 0.315944 0.172814 0.092922 0.043325 \n", + "125 0.227577 0.193112 0.173355 0.094398 0.015368 -0.048952 -0.083781 \n", + "250 0.328632 0.338872 0.404260 0.493819 0.568827 0.590562 0.566767 \n", + "500 -3.084689 -3.058387 -3.028082 -3.006107 -2.984240 -2.958370 -2.920274 \n", + "625 -2.154375 -2.107320 -2.054404 -2.004888 -1.952598 -1.903708 -1.848956 \n", + "1000 -0.566333 -0.598014 -0.622481 -0.643351 -0.595548 -0.580299 -0.546992 \n", + "1250 3.133582 3.110682 3.087802 3.066317 3.043475 3.024781 3.015737 \n", + "1500 3.806271 3.797913 3.791870 3.785848 3.784437 3.777307 3.765606 \n", + "\n", + " 7 8 9 ... 65980 65981 65982 \\\n", + "10 -0.031212 -0.080652 0.164357 ... 0.451458 0.211795 0.230953 \n", + "25 -0.549968 -0.552170 -0.484375 ... NaN NaN NaN \n", + "50 -0.107748 -0.195583 -0.187238 ... NaN NaN NaN \n", + "125 -0.148247 -0.153658 -0.100013 ... NaN NaN NaN \n", + "250 0.505187 0.413567 0.330630 ... NaN NaN NaN \n", + "500 -2.890508 -2.860851 -2.818967 ... NaN NaN NaN \n", + "625 -1.803780 -1.758917 -1.708192 ... NaN NaN NaN \n", + "1000 -0.508279 -0.478621 -0.447174 ... NaN NaN NaN \n", + "1250 3.010841 3.001836 2.996979 ... NaN NaN NaN \n", + "1500 3.751629 3.734228 3.714552 ... NaN NaN NaN \n", + "\n", + " 65983 65984 65985 65986 65987 65988 65989 \n", + "10 -0.097315 -0.368843 0.022613 0.066644 0.167414 0.12284 0.53917 \n", + "25 NaN NaN NaN NaN NaN NaN NaN \n", + "50 NaN NaN NaN NaN NaN NaN NaN \n", + "125 NaN NaN NaN NaN NaN NaN NaN \n", + "250 NaN NaN NaN NaN NaN NaN NaN \n", + "500 NaN NaN NaN NaN NaN NaN NaN \n", + "625 NaN NaN NaN NaN NaN NaN NaN \n", + "1000 NaN NaN NaN NaN NaN NaN NaN \n", + "1250 NaN NaN NaN NaN NaN NaN NaN \n", + "1500 NaN NaN NaN NaN NaN NaN NaN \n", + "\n", + "[10 rows x 290960 columns]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_mit" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Scale invariance of the PDF \n", + "\n", + "In order to show that the heart rate is controlled to converge continually to a critical state, we now analyse the scale invariance of the PDF of the heart rate increments." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "### Gaussian and non-Gaussian fit\n", + "\n", + "\n", + "We fit the data to a Gaussian and then for comparison to a function based on Castaing function:\n", + "\n", + "$$\\tilde{P}_s(x)=\\int P_L\\left(\\dfrac{x}{\\sigma}\\right)\\dfrac{1}{\\sigma}G_{s,L}(\\ln\\sigma)d(\\ln\\sigma)$$\n", + "\n", + "Here we assume that $P_L$ and $G_{s,L}$ are both Gaussian:\n", + "\n", + "$$G_{s,L}(\\ln\\sigma) = \\dfrac{1}{\\sqrt{2\\pi}\\lambda}\\exp\\left(-\\dfrac{\\ln^2\\sigma}{2\\lambda^2}\\right)$$\n", + "\n", + "The parameter $\\lambda$ was originally introduced as a parameter of a phenomenological model to describe non-Gaussian distributions in the study of intermittency of hydrodynamic turbulence (Castaing et al., 1990). \n", + "\n", + "Here we want to investigate the scale dependence of $\\lambda$. We expect a stable value of lambda if we have a system near a critical state.\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "
\n", + "Image from the article [1] showing the standardized PDF of detrended heart rate increments for a single subject during costant routine protocol ($s = 8, 16, 32, 64, 128, 256, 512, 1024$ beats)." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [], + "source": [ + "def Castaing(x, L):\n", + " y = [scipy.integrate.quad(lambda s : (1/(2*np.pi*L*s**2))*\n", + " np.exp(-0.5*((x_i/s)**2 + (np.log(s)/L)**2)), 0, +np.infty ) for x_i in x]\n", + " o = np.array(y)[:,0]\n", + " return o" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "###### NOTE: how to compare experimental probability and theorical PDF\n", + "
\n", + " \n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "##### The implementation of the fit with Castaing equation\n", + "
\n", + " \n", + "\n", + "
\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "def res(y_data, y):\n", + " return np.sum((y_data-y)**2)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "# new version of Castaing that returns a number \n", + "def Castaing0(x, L):\n", + " y = scipy.integrate.quad(lambda s : (1/(2*np.pi*L*s**2))*\n", + " np.exp(-0.5*((x/s)**2 + (np.log(s)/L)**2)), 0, +np.infty) \n", + " o = np.array(y)[0]\n", + " return o" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "# compute the integral of Castaing function using the trapezoidal rule\n", + "# a, b = intervals\n", + "# sens = number of sub-intervals\n", + "# L = lambda\n", + "def Integral_on_Castaing(a, b, sens, L):\n", + " v_h = [0, 0]\n", + " val = 0\n", + " N_of_trapz = ((b-a)//sens)+1\n", + " sen_c = (b-a)/N_of_trapz\n", + " v_h[1] = Castaing0(a, L)\n", + " for x_i in np.linspace(a, b, int(N_of_trapz))[1:]:\n", + " v_h[0] = v_h[1]\n", + " v_h[1] = Castaing0(x_i, L)\n", + " val += 0.5*sen_c*(v_h[0]+v_h[1])\n", + " y = val\n", + " val = 0\n", + " return(y)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "# we use the Freedman Diaconis rule in order to compute the number of bins\n", + "def Freedman_Diaconis(x):\n", + " IQR = scipy.stats.iqr(x)\n", + " width = IQR*2/np.cbrt(len(x)) \n", + " n_b = (max(x)-min(x))/width\n", + " N = round(n_b)\n", + " return(min([int(N), 200]))" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "def Castainglog(x,L):\n", + " y = [scipy.integrate.quad(lambda s : (1/(2*np.pi*L*s**2))*\n", + " np.exp(-0.5*((x_i/s)**2 + (np.log(s)/L)**2)), 0, +np.infty ) for x_i in x]\n", + " o = np.sqrt(np.array(y)[:,0])*np.log(np.array(y)[:,0])\n", + " return o\n", + "\n", + "def chi_2_res(y_data, y):\n", + " return 1/(len(y))*np.sum((y_data-y)**2/(y_data+y))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "#### First approach: Least Squares algorithm on the logarithm of Castaing function\n", + "\n", + "As a first approach, we estimate $\\lambda$ with the least squares algorithm as an approximation of the $\\chi^2$ function:\n", + " \n", + "$$\\sum_{i=1}^{N}\\dfrac{(\\rho_{exp}(x_{i+\\frac{1}{2}})-\\rho_{fit}(x_{i+\\frac{1}{2}}))^2}{\\rho_{exp}(x_{i+\\frac{1}{2}})+\\rho_{fit}(x_{i+\\frac{1}{2}})}\\approx \\sum_{i=1}^{N} \\left(\\sqrt{\\rho_{exp}(x_{i+\\frac{1}{2}})}\\log \\rho_{exp}(x_{i+\\frac{1}{2}}) - \\sqrt{\\rho_{fit}(x_{i+\\frac{1}{2}})} \\log \\rho_{fit}(x_{i+\\frac{1}{2}})\\right)^2 $$\n", + "\n", + "Where $\\rho(x_{i+\\frac{1}{2}})$ is the value of the Castaing function at the center of a bin. In particular $\\rho_{exp}$ has been extimated as:\n", + "\n", + "$$\\rho_{exp}(x_{i+\\frac{1}{2}}) = \\dfrac{P_{i_{exp}}^{i+1}}{x_{i+1}-x_{i}}$$ \n", + "\n", + "where $P_{i_{exp}}^{i+1}$ is the count's probability in the $i$-th bin and at denominator the width of that bin \n", + "\n", + "This approximation is used in order to save computational power and time. Then, in order to verify the correctness of this hypothesis we calculate the normalized $\\chi^2$ between the result of the fit and the experimental values of the histogram." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [], + "source": [ + "# this version of fit_and_plot plots the data and fit it using the Castaing function\n", + "# and scipy.optimize.curve_fit. It also computes the chi^2 using points.\n", + "def fit_and_plot(df, name):\n", + " resume={'s':[], '$\\lambda$ log_fit':[], 'chi$^2$n_log_fit':[],'chi$^2$_n L=0.4 ref[1]':[]}\n", + " \n", + " histo = {}\n", + " Castaing_DB = {}\n", + " \n", + " gauss_DB = {}\n", + " \n", + " print('-----------', name, '----------------------------')\n", + " for s in s_slide:\n", + " \n", + " gauss_DB.setdefault(s, [])\n", + " \n", + " histo.setdefault(s, [])\n", + " Castaing_DB.setdefault(s, [])\n", + " x = df.loc[s]\n", + " mask = x.isna()\n", + " x = x[mask == False]\n", + " \n", + " # for gaussian pdf\n", + " mu, sigma = norm.fit(x)\n", + " gauss_DB[s].append([mu,sigma])\n", + " \n", + " # evaluate the number of bins\n", + " N_b = Freedman_Diaconis(x)\n", + " counts, bin_edges = np.histogram(x, N_b, range = [-10, 10])\n", + " bin_centres = (bin_edges[:-1] + bin_edges[1:])/2.\n", + " tot = np.sum(counts)\n", + " \n", + " #FIT WITH LOG\n", + " counts_log=[]\n", + " bin_centres_log=[]\n", + " \n", + " for c_ in range(len(counts)): \n", + " if counts[c_]!=0: \n", + " counts_log.append(counts[c_])\n", + " bin_centres_log.append(bin_centres[c_])\n", + " \n", + " param = scipy.optimize.curve_fit(Castainglog, bin_centres_log,np.sqrt(counts_log/((bin_edges[1] - bin_edges[0])*tot))*np.log(counts_log/((bin_edges[1] - bin_edges[0])*tot)), p0=0.4)\n", + " \n", + " plt_counts, plt_bin_edges = np.histogram(x,100, range = [-10,10])\n", + " plt_bin_centres = (plt_bin_edges[:-1] + plt_bin_edges[1:])/2.\n", + " histo[s].append([plt_counts, plt_bin_centres])\n", + "\n", + " delta_log=(bin_edges[1] - bin_edges[0])/2\n", + " sensitivity_of_integration_log = 2*(delta_log)/5\n", + " Y_th_log = np.array([Integral_on_Castaing(bin_edges[:-1][j],bin_edges[1:][j], \n", + " sensitivity_of_integration_log, param[0][0]) \n", + " for j in range(len(counts))])\n", + " Y_th_kiono = np.array([Integral_on_Castaing(bin_edges[:-1][j], bin_edges[1:][j], \n", + " sensitivity_of_integration_log, 0.4) \n", + " for j in range(len(counts))])\n", + " \n", + " this_residue= chi_2_res((counts/tot), Y_th_log)\n", + " \n", + " resume['s'].append(s)\n", + " resume['$\\lambda$ log_fit'].append(param[0][0])\n", + " resume['chi$^2$n_log_fit'].append(this_residue)\n", + " residue_four=chi_2_res((counts/tot), Y_th_kiono)\n", + " resume['chi$^2$_n L=0.4 ref[1]'].append(residue_four)\n", + " \n", + " Castaing_DB[s].append(param) \n", + " \n", + " x = np.linspace(-10,10,100)\n", + " colors = [\"purple\", \"red\", \"orange\", \"green\",\"blue\",\"black\",\"purple\", \"red\", \"orange\",\"green\"]\n", + " i = 0\n", + " \n", + " fig, ax = plt.subplots(3, 1)\n", + " fig.set_figheight(20)\n", + " fig.set_figwidth(15)\n", + " ax[0].set_title(\"Gaussian fit\")\n", + " ax[0].set_xlim(-10,10)\n", + " ax[0].set_ylim(0.00000001,0.1)\n", + " ax[0].set_yscale(\"log\")\n", + " ax[0].set_xlabel(\"$\\Delta_s B/\\sigma$\")\n", + " ax[0].set_ylabel(\"$\\tilde{P}_s(\\Delta_s B)$\")\n", + " ax[1].set_xlabel(\"$\\Delta_s B/\\sigma$\")\n", + " ax[1].set_ylabel(\"$\\tilde{P}_s(\\Delta_s B)$\")\n", + " ax[1].set_yscale(\"log\")\n", + " ax[1].set_title(\"Least squares\")\n", + " ax[2].set_title(\"Castaing fit with $\\lambda=0.4$\")\n", + " ax[2].set_xlabel(\"$\\Delta_s B/\\sigma$\")\n", + " ax[2].set_ylabel(\"$\\tilde{P}_s(\\Delta_s B)$\")\n", + " ax[2].set_xlim(-10,10)\n", + " ax[2].set_yscale(\"log\")\n", + "\n", + " for s in s_slide:\n", + " tot = np.sum(histo[s][0][0])\n", + " y_data = histo[s][0][0]/(s*tot)\n", + " y_fit = Castaing(x, Castaing_DB[s][0][0])/(s*np.sum(Castaing(x,Castaing_DB[s][0][0])))\n", + " y_exp = Castaing(x, 0.4)/(s*np.sum(Castaing(x, 0.4)))\n", + " gauss = norm.pdf(x, loc = gauss_DB[s][0][0], scale = gauss_DB[s][0][1])\n", + " ######## Plots ###########################################################################\n", + " ax[0].plot(histo[s][0][1],y_data,'o', ms = 2.5 ,label = \"s = {}\".format(s), color = colors[i])\n", + " ax[1].plot(histo[s][0][1],y_data,'o', ms = 2.5 ,label = \"s = {}\".format(s), color = colors[i])\n", + " ax[1].plot(x, y_fit, color = colors[i], label = \"Castaing, s = {}\".format(s))\n", + " ax[2].plot(histo[s][0][1],y_data,'o', ms = 2.5 ,label = \"s = {}\".format(s), color = colors[i])\n", + " ax[0].plot(x, gauss/(s*np.sum(gauss)), \"--\" ,label= \"Gauss, s = {}\".format(s), color = \"grey\")\n", + " ax[2].plot(x, y_exp, '--' ,color = \"grey\" ,label = \"Castaing 0.4\")\n", + " i = i+1\n", + " \n", + " ax[0].legend()\n", + " ax[1].legend()\n", + " ax[2].legend()\n", + " plt.show()\n", + "\n", + " return histo, pd.DataFrame(resume)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "scrolled": false, + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------- Fantasia dataset ----------------------------\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------- MIT dataset ----------------------------\n" + ] + }, + { + "data": { + "image/png": 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\n", 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s$\\lambda$ log_fitchi$^2$n_log_fitchi$^2$_n L=0.4 ref[1]
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" + ], + "text/plain": [ + " s $\\lambda$ log_fit chi$^2$n_log_fit chi$^2$_n L=0.4 ref[1]\n", + "0 10 0.495540 0.000108 0.000123\n", + "1 25 0.470715 0.000088 0.000095\n", + "2 50 0.454645 0.000088 0.000090\n", + "3 125 0.466515 0.000088 0.000093\n", + "4 250 0.455601 0.000084 0.000091\n", + "5 500 0.448361 0.000094 0.000102\n", + "6 625 0.438419 0.000097 0.000101\n", + "7 1000 0.371796 0.000116 0.000111\n", + "8 1250 0.426477 0.000094 0.000098\n", + "9 1500 0.409718 0.000106 0.000108" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(\"Fantasia fit\")\n", + "display(resume_sc_f)\n", + "print(\"Mit fit\")\n", + "display(resume_sc_mit)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "#### Second approach: minimum $\\chi^2$ statistic\n", + "\n", + "We decided also to estimate $\\lambda$ from the minimum of the chi-square statistic [5], using a selfmade algorithm of gridsearch:\n", + "\n", + "$$\\chi^2 = \\sum\\dfrac{(P_{i,exp}(x)-P_{i,fit}(x))^2}{P_{i,exp}(x)+P_{i,fit}(x)}$$\n", + "\n", + "where $P_{exp}$ and $P_{fit}$ denote the observed and approximated probability of count in a certain bin, respectively.\n", + "\n", + "The fit is done using the condensed version of the datasets, with all the subjects together to compare the results with the previous one, but the extimation of $\\lambda$ have been done with a fit on multiple dataframes, one for each subject, and then computing a statistic on the results.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "
\n", + " \n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "\n", + "In order to compute $P_{i,fit}$ two methods have been used:\n", + "* a more approximated one:\n", + "\n", + "$$P_{i,fit} = P_{s}(x_{i+\\frac{1}{2}}) \\cdot (x_{i+1}-x_{i})$$\n", + "\n", + "* a more precise but slower one, in wich the integral is computed trough a trapezoidal integration algorithm:\n", + "\n", + "$$P_{i,fit} = \\int_{x_i}^{x_{i+1}} P_s (x)\\,dx$$" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [], + "source": [ + "# this version of fit_and_plot computes the chi^2 using the integral of the \n", + "# Castaing function Integral_on_Castaing\n", + "def fit_and_plot2(df, name, _plot=False):\n", + " resume={'s':[], 'L_chi_2_trapz':[], 'L_chi_2_approx':[], 'chi_2_trapz_integration':[], 'chi_2_rectangle_integration':[] }\n", + " \n", + " histo = {}\n", + " histo_plt = {}\n", + " Castaing_DB = {}\n", + " L_esse = {}\n", + " L_esse_p = {}\n", + " print(\"computing : \"+ name)\n", + " colors = [\"purple\", \"red\", \"orange\", \"green\",\"blue\",\"black\",\"purple\", \"red\", \"orange\",\"green\"]\n", + " col_idx=0\n", + " if (_plot == True) : \n", + " fig_chi, ax_chi=plt.subplots(1,1, figsize=(20,10))\n", + " for s in s_slide:\n", + " resume['s'].append(s)\n", + " histo.setdefault(s, [])\n", + " L_esse.setdefault(s, [])\n", + " L_esse_p.setdefault(s, [])\n", + " x = df.loc[s]\n", + " mask = x.isna()\n", + " x = x[mask == False]\n", + " if x.shape[0]<=500:\n", + " print(s,\" had less than 500 values\") \n", + " continue\n", + " sigma = np.std(x)\n", + " N_b = Freedman_Diaconis(x)\n", + " counts, bin_edges = np.histogram(x, N_b, range = [-10, 10]) \n", + " b_i = bin_edges[0:-1]\n", + " b_f = bin_edges[1:]\n", + " bin_with=b_f[0]-b_i[0]\n", + " bin_centres = (bin_edges[:-1] + bin_edges[1:])/2.\n", + " histo[s].append([counts, bin_edges[:-1], bin_edges[1:]])\n", + " \n", + " histo_plt.setdefault(s, [])\n", + " plt_counts, plt_bin_edges = np.histogram(x, 100, range = [-10, 10]) \n", + " plt_bin_centres = (plt_bin_edges[:-1] + plt_bin_edges[1:])/2.\n", + " histo_plt[s].append([plt_counts,plt_bin_centres])\n", + " \n", + " \n", + " ######## fit ##########\n", + " Y_exp_A = counts/np.sum(counts)\n", + " Y_exp = counts/np.sum(counts)\n", + " sensitivity_of_integration = (b_i[1]-b_i[0])/5\n", + " bound_L = np.arange(0.3,0.47,0.03)\n", + " chi_2_A = np.zeros(len(bound_L))\n", + " chi_2 = np.zeros(len(bound_L))\n", + "\n", + " for i in range(len(bound_L)):\n", + " #with integral\n", + " Y_th_A = np.array([Integral_on_Castaing(b_i[j], b_f[j], sensitivity_of_integration, bound_L[i]) #<-build_data\n", + " for j in range(len(Y_exp_A))])\n", + " Y_th_A = Y_th_A/np.sum(Y_th_A)\n", + " \n", + " chi_2_A[i] = np.sum(((Y_exp_A-Y_th_A)**2)/(Y_th_A+Y_exp_A))\n", + "\n", + " #with rectangles\n", + " Y_th = Castaing(histo[s][0][1],bound_L[i])/(np.sum(Castaing(histo[s][0][1],bound_L[i])))\n", + " \n", + " chi_2[i] = np.sum(((Y_exp-Y_th)**2)/(Y_th+Y_exp))\n", + " \n", + " #find_minima \n", + " idx_m = np.where(chi_2_A == min(chi_2_A))\n", + " idx_p = np.where(chi_2 == min(chi_2))\n", + " \n", + " L_esse[s].append(bound_L[idx_m])\n", + " L_esse_p[s].append(bound_L[idx_p])\n", + " \n", + " resume['L_chi_2_trapz'].append(bound_L[idx_m][0])\n", + " resume['L_chi_2_approx'].append(bound_L[idx_p][0])\n", + " \n", + " resume['chi_2_rectangle_integration'].append(chi_2_A[idx_p][0]/len(Y_exp))\n", + " resume['chi_2_trapz_integration'].append(chi_2_A[idx_m][0]/len(Y_exp))\n", + " #######################\n", + " \n", + " if(_plot==True):\n", + " \n", + " fig_chi.suptitle(\"---\"+name+\"---\")\n", + " ax_chi.set_xlim((-5,5))\n", + " ax_chi.set_title(\"fit chi 2 with multiple trapz integration per bin\")\n", + " ax_chi.scatter(bin_centres,Y_exp_A/s,c=colors[col_idx], s=4, label='s ='+str(s))\n", + " ax_chi.plot(bin_centres,Y_th_A/s,c=colors[col_idx], label = \"Castaing s = \" + str(s))\n", + " ax_chi.set_yscale('log')\n", + " col_idx+=1\n", + " if _plot==True : ax_chi.legend()\n", + "\n", + " return(histo_plt,L_esse,L_esse_p,pd.DataFrame(resume))" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "scrolled": false, + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "computing : Fantasia ALL\n", + "computing : MIT ALL\n", + "computing : Fantasia 0\n", + "computing : Fantasia 1\n", + "computing : Fantasia 2\n", + "computing : Fantasia 3\n", + "computing : Fantasia 4\n", + "computing : Fantasia 5\n", + "computing : Fantasia 6\n", + "computing : Fantasia 7\n", + "computing : Fantasia 8\n", + "computing : Fantasia 9\n", + "computing : Fantasia 10\n", + "computing : Fantasia 11\n", + "computing : MIT 0\n", + "computing : MIT 1\n", + "computing : MIT 2\n", + "computing : MIT 3\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "histo_fantasia, Lfantisiall,Lfantisiall_p, resume_f = fit_and_plot2(df_fantasia, \"Fantasia ALL\",True) \n", + "histo_mit, Lmit, Lmit_p, resume_mit = fit_and_plot2(df_mit, \"MIT ALL\", True)\n", + "\n", + "histo_subjf = [0]*(len(frames_f))\n", + "L_subjf = [0]*(len(frames_f))\n", + "L_subjf_p = [0]*(len(frames_f))\n", + "resume_f_subj = [0]*(len(frames_f))\n", + "histo_subjmit = [0]*(len(frames_mit))\n", + "L_subjmit = [0]*(len(frames_mit))\n", + "L_subjmit_p = [0]*(len(frames_mit))\n", + "resume_mit_subj = [0]*(len(frames_mit))\n", + " \n", + "for i in range(len(frames_f)):\n", + " histo_subjf[i],L_subjf[i],L_subjf_p[i],resume_f_subj[i] = fit_and_plot2(frames_f[i], \"Fantasia \"+ str(i))\n", + "\n", + "for i in range(len(frames_mit)):\n", + " histo_subjmit[i],L_subjmit[i],L_subjmit_p[i],resume_mit_subj[i] = fit_and_plot2(frames_mit[i], \"MIT \"+ str(i))\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "## Comparison between fits\n", + " \n", + "The fit procedures have been compared computing the normalized $\\chi^2$ for each result of the various fit approaches for the condensed datasets.\n", + "\n", + "$$\\chi^2 = \\dfrac{1}{N} \\sum_{i=1}^{N} \\dfrac{(P_{i_{exp}}(x)-P_{i_{fit}}(x))^2}{P_{exp}(x)+P_{fit}(x)}$$\n", + "\n", + "where $N$ is the number of bins of an histogram an the theoretical value $P_{fit}$ is obtained with the trapezoidal integration algorithm over the Castaing function and $P_{exp}$ is the fraction of counts in the bin.\n", + "\n", + "$$P_{i_{fit}}=\\int_i^{i+1} P_{s}(x) \\,dx $$\n", + "\n", + "Below the next cell will be displayed 4 dataframes showing for the Mit and Fantasia databases the $\\lambda$ parameter obtained and the extimation of the error done by each fit procedure.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['s', 'L_chi_2_trapz', 'L_chi_2_approx', 'chi_2_trapz_integration',\n", + " 'chi_2_rectangle_integration', '$\\lambda$ log_fit', 'chi$^2$n_log_fit',\n", + " 'chi$^2$_n L=0.4 ref[1]'],\n", + " dtype='object')\n", + "\n", + "Highlight the minimum value in each row for merged database :\n", + "--errors Fantasia--\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/clelia/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:15: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " from ipykernel import kernelapp as app\n", + "/home/clelia/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " app.launch_new_instance()\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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sL_chi_2_trapzL_chi_2_approx$\\lambda$ log_fitLiterature value
0100.450.450.4338960.4
1250.420.420.4333120.4
2500.390.390.3763350.4
31250.390.390.4005190.4
42500.360.360.3856190.4
55000.390.390.3792450.4
66250.390.390.4359660.4
710000.360.360.3712570.4
812500.300.300.3578460.4
915000.300.300.3400190.4
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" + ], + "text/plain": [ + " s L_chi_2_trapz L_chi_2_approx $\\lambda$ log_fit Literature value\n", + "0 10 0.45 0.45 0.433896 0.4\n", + "1 25 0.42 0.42 0.433312 0.4\n", + "2 50 0.39 0.39 0.376335 0.4\n", + "3 125 0.39 0.39 0.400519 0.4\n", + "4 250 0.36 0.36 0.385619 0.4\n", + "5 500 0.39 0.39 0.379245 0.4\n", + "6 625 0.39 0.39 0.435966 0.4\n", + "7 1000 0.36 0.36 0.371257 0.4\n", + "8 1250 0.30 0.30 0.357846 0.4\n", + "9 1500 0.30 0.30 0.340019 0.4" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--errors MIT--\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
s chi_2_trapz_integration chi_2_rectangle_integration chi$^2$n_log_fit chi$^2$_n L=0.4 ref[1]
0100.0000400.0000400.0001080.000123
1250.0000140.0000140.0000880.000095
2500.0000130.0000130.0000880.000090
31250.0000130.0000130.0000880.000093
42500.0000090.0000090.0000840.000091
55000.0000200.0000200.0000940.000102
66250.0000230.0000230.0000970.000101
710000.0000370.0000370.0001160.000111
812500.0000190.0000190.0000940.000098
915000.0000290.0000290.0001060.000108
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sL_chi_2_trapzL_chi_2_approx$\\lambda$ log_fitLiterature value
0100.450.450.4955400.4
1250.450.450.4707150.4
2500.450.450.4546450.4
31250.450.450.4665150.4
42500.450.450.4556010.4
55000.450.450.4483610.4
66250.450.450.4384190.4
710000.420.450.3717960.4
812500.450.450.4264770.4
915000.450.450.4097180.4
\n", + "
" + ], + "text/plain": [ + " s L_chi_2_trapz L_chi_2_approx $\\lambda$ log_fit Literature value\n", + "0 10 0.45 0.45 0.495540 0.4\n", + "1 25 0.45 0.45 0.470715 0.4\n", + "2 50 0.45 0.45 0.454645 0.4\n", + "3 125 0.45 0.45 0.466515 0.4\n", + "4 250 0.45 0.45 0.455601 0.4\n", + "5 500 0.45 0.45 0.448361 0.4\n", + "6 625 0.45 0.45 0.438419 0.4\n", + "7 1000 0.42 0.45 0.371796 0.4\n", + "8 1250 0.45 0.45 0.426477 0.4\n", + "9 1500 0.45 0.45 0.409718 0.4" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "#Fantasia\n", + "complete_resume_f=pd.concat([resume_f,resume_sc_f], axis=1)\n", + "complete_resume_f = complete_resume_f.loc[:,~complete_resume_f.columns.duplicated()] \n", + "complete_resume_f=complete_resume_f.reset_index(drop=True) \n", + "#Mit\n", + "complete_resume_mit=pd.concat([resume_mit,resume_sc_mit], axis=1)\n", + "complete_resume_mit = complete_resume_mit.loc[:,~complete_resume_mit.columns.duplicated()] \n", + "complete_resume_mit=complete_resume_mit.reset_index(drop=True) \n", + "_temp_=[0.4]*len(s_slide)\n", + "print(complete_resume_mit.columns)\n", + "complete_resume_mit_L=complete_resume_mit[['s','L_chi_2_trapz',\n", + " 'L_chi_2_approx','$\\lambda$ log_fit']]\n", + "complete_resume_f_L=complete_resume_f[['s','L_chi_2_trapz',\n", + " 'L_chi_2_approx','$\\lambda$ log_fit']]\n", + "complete_resume_mit_L['Literature value']=_temp_\n", + "complete_resume_f_L['Literature value']=_temp_\n", + "\n", + "complete_resume_mit_ERR=complete_resume_mit[['s',\n", + " 'chi_2_trapz_integration',\n", + " 'chi_2_rectangle_integration','chi$^2$n_log_fit','chi$^2$_n L=0.4 ref[1]']]\n", + "complete_resume_f_ERR=complete_resume_f[['s',\n", + " 'chi_2_trapz_integration',\n", + " 'chi_2_rectangle_integration','chi$^2$n_log_fit','chi$^2$_n L=0.4 ref[1]']]\n", + "\n", + "\n", + "def highlight_min(s):\n", + " #highlight the minimum in a Series green.\n", + " is_max = s == s.min()\n", + " return ['background-color: #99f9ff' if v else '' for v in is_max]\n", + "\n", + "print(\"\\nHighlight the minimum value in each row for merged database :\")\n", + "\n", + "print(\"--errors Fantasia--\")\n", + "display(complete_resume_f_ERR.style.apply(highlight_min,axis=1))\n", + "print(\"--Lambdas Fantasia--\")\n", + "display(complete_resume_f_L)\n", + "print(\"--errors MIT--\")\n", + "display(complete_resume_mit_ERR.style.apply(highlight_min,axis=1))\n", + "print(\"--Lambdas MIT--\")\n", + "display(complete_resume_mit_L) " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "source": [ + "## Considerations \n", + "\n", + "The best results are obtained with the $\\chi^2$ method, althought the computationa is very demanding.\n", + "Notice that the two methods used to extimate $P_{i,fit}$ (with the same sensibility of the gridsearch) do not show discrepancies in the extimation of the parameters.\n", + "Since the best values of $\\lambda$ are obtained through the minimization of the $\\chi^2$ algorithm we decided to continue our analisys using the results obtained with this method." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "#### Analysis of the parameter $\\lambda$ \n", + "
\n", + " \n", + "\n", + "
\n", + "\n", + "Image from the article [1] showing the dependence of the fitting parameter $\\lambda^2$ on the scale s. The error\n", + "bars indicate the standard error of the group averages." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [], + "source": [ + "def lambda_extimation_and_stats(Ls, histos, name):\n", + " \n", + " # transfer lambdas in a dictionary\n", + " ess = np.array([list(histos[i].keys()) for i in range(len(histos))])\n", + " Ls1 = {}\n", + " for i in range(len(Ls)):\n", + " for s in Ls[i].keys():\n", + " if s not in Ls1.keys(): \n", + " Ls1.setdefault(s, [])\n", + " Ls1[s].append(Ls[i][s][0][0]) \n", + " \n", + " _meanLs = []\n", + " _stdLs = []\n", + " ess = []\n", + " \n", + " for s in Ls1.keys():\n", + " Ls1[s] = np.array(Ls1[s])\n", + " Ls1[s].reshape((len(Ls1[s])))\n", + " ess.append(s)\n", + " _meanLs.append(np.mean(Ls1[s]))\n", + " _stdLs.append(np.std(Ls1[s]))\n", + " \n", + " _stdLs=np.where(_stdLs>=(0.03/np.sqrt(12)),_stdLs,0.03/np.sqrt(12))\n", + " print(_stdLs)\n", + " \n", + " fig, ax = plt.subplots(1, 1, figsize=(12, 9))\n", + " fig.suptitle(name)\n", + " ax.set_title(\"$\\lambda$ as function of $s$\")\n", + " ax.plot(ess, _meanLs, c='orange', label='mean', ls='dotted')\n", + " ax.errorbar(ess, _meanLs, xerr=None, yerr = _stdLs, c='royalblue', fmt='o', capsize=4)\n", + " ax.set_xscale(\"log\")\n", + " ax.set_xlabel(\"$s$\")\n", + " ax.set_ylabel(\"$\\lambda$\")\n", + " \n", + " return _meanLs, _stdLs" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "scrolled": false, + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 0.03570714 0.04322904 0.03741657 0.0509902 0.05024938 0.04264681\n", + " 0.06139015 0.05267827 0.04264681 0.0443706 ]\n", + "[ 0.01299038 0.00866025 0.015 0.015 0.00866025 0.00866025\n", + " 0.01299038 0.03 0.04918079 0.01299038]\n" + ] + }, + { + "data": { + "image/png": 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S6og4DvgpMK6ze5YkSZI6ohoj2VOApSmlZSmlBuBG4Pw2zvsn4Apg244dKaUHUkqrK+VCoH9E9OvshiVJkqSOqEbIHgesaFWvZLfR6Ih4FTA+pTRnD9d5B/BASqm++BYlSZKk4nT6dBEg2tiXdh6MqAFmATPavUDEscCXgbPbOf4B4AMAhx56aAdalSRJkjquGiPZK4HxrepDgNWt6iHAccAdEfEEcAowu9XDj4cANwEXpZQeb+sGKaWrU0qTU0qTR48e3QnfgiRJkrT3qhGy7wUmRsSEiKgDLgRm7ziYUtqYUjogpXR4Sulw4HfA9JTSgogYDtwCfCqldFcVepUkSZI6rNNDdkqpCbiYvDLIo8APUkoLI+JzETH9ZT5+MXAU8OmIeLDyNaaTW5YkSZI6pBpzskkpzQXm7rbv8nbOPaPV9ueBz3dqc5IkSVLBfOOjJEmSVDBDtiRJklQwQ7YkSZJUMEO2JEmSVDBDtiRJklQwQ7YkSZJUMEO2JEmSVDBDtiRJklSwqryMRpKk3uLaORu4bu6mdo9fdO5QZkwbXsWOJJXBkC1JUoFmTBu+M0RfMutZAGZdcmCZLUkqgdNFJEmSpIIZsiVJkqSCGbIlSZKkghmyJUmSpIIZsiVJkqSCGbIlSZKkghmyJUmSpIIZsiVJkqSCGbIlSZKkghmyJUmSpIIZsiVJkqSCGbIlSZKkgvUpuwFJkqT2XDtnA9fN3dTu8YvOHcqMacOr2JG0dwzZkiSpy5oxbfjOEH3JrGcBmHXJgWW2JO0Vp4tIkiRJBTNkS5IkSQUzZEuSJEkFM2RLkiRJBTNkS5IkSQVzdRFJHeYSW5Ik7cqQLanDXGJLkqRdOV1EkiRJKpghW5IkSSqYIbsA8+ZvZtHyeh5aUs+Fl61i3vzNZbckSZKkEhmyO2je/M1cecN6GptyvWZdM1fesN6gLUmS1IsZsjvomtkbqW9Iu+yrb0hcM3tjSR1JkiSpbIbsDlq7rrmd/U2wZUWVu5EkSVJXYMjuoNEja9veP3A9/OwU2N52CJckSVLPZcjuoJnTh9GvLnbZ168umHn+CDjl21BTCynBby+ClbNL6lKSJEnV5MtoOmjqlMEAfOX6dTQ2wZiRtcycPqyy/7B8UsM6WH8/jH5drrc3wrY1MHBcOU1LkiSpUxmyCzB1ymBuuWsL0M5b7vqNgnMfgVSZOrLyZrjr3XD272DU5Cp2KkmSpGpwuki1REBN5WeaUVPguMthxKty/eQPYNl1eVqJJEmSuj1DdhkGHQbHX57nawMsvw6W/mcO4gBNL5bXmyRJkjrMkN0VnP4TOO3mvN20BWYfDov/rdSWJEmStP8M2V1BBPQfnbeb6+Gw98LIV+f6xWdg+fXQ3FBef5IkSdonhuyupt9IOPmrMPrUXD/5fbj7Itj6VK6dty1JktTlVSVkR8Q5EbE4IpZGxKV7OO+dEZEiYnKrfZ+qfG5xRLy5Gv12KUd/FN48H4YclesFF8P8vyy3J0mSJO1Rp4fsiKgFrgLeAkwC3h0Rk9o4bwjwEeCeVvsmARcCxwLnAN+oXK/3iJpdl/nrOwT6DG6pn/1lXndbkiRJXUY1RrKnAEtTSstSSg3AjcD5bZz3T8AVwLZW+84Hbkwp1aeUlgNLK9frvU76EvzRlXn7haXw8zPh0SvL7UmSJEm7qEbIHgesaFWvrOzbKSJeBYxPKc3Z189WPv+BiFgQEQvWrl1bTNfdweAj4Iy5cMSf53rNnXD3DHjx2VLbkiRJ6u2qEbKjjX07n96LiBpgFvCxff3szh0pXZ1SmpxSmjx69Oj9brTbiRoY+xYYUHnL5AuP5ekjfYfkessKp5JIkiSVoBqvVV8JjG9VHwKsblUPAY4D7oj8MpaDgNkRMX0vPqvWjvwLmHBRy5sl73oX1PSDqb8sty9JkqRephoj2fcCEyNiQkTUkR9knL3jYEppY0rpgJTS4Smlw4HfAdNTSgsq510YEf0iYgIwEZhfhZ67rx0BOyU49u/hlX+T6+3NcP/HYeOj5fUmSZLUS3T6SHZKqSkiLgZ+CtQC30opLYyIzwELUkqz9/DZhRHxA2AR0AR8OKXU3Nk99wgRMG5aS71xISz5JhxwCgw7Jr/cJmpaQrkkSZIKU5WElVKaC8zdbd/l7Zx7xm71F4AvdFpzvcWIE+BtK6FPZb72sv+Ghf8Mb763ZU63JEmSCuEbH3uTuhEtI9dDXwnjzoP+Y3K98sew/uHyepMkSepBnCvQWx34xvwFkLbDfR+F4SfC6T+u7Et5yokkSeoxrp2zgevmbmr3+EXnDmXGtOFV7KjnMmQrz80+535o3JjrbWth3mkw+d/hoKnl9iZJkgozY9rwnSH6kln5vRqzLnHaaGcwZCvrNzJ/AdQ/B/0PhAFjc73lKWh8AYYfW15/kiRJ3YhzsvVSw46BqXfAsEm5fvQrcNvJ0LCh1LYkSZK6C0O2Xt5x/whv+CHUVeZoLfgoLL2m3J4kSZK6MEO2Xl7/A1rW3N7eCBsehs3LWo633pYkSZJzsrWPavrm17Rvr7wT6Ll74GenwBtugvEXlNubJElSF+FItvZPTW3+dfCRcOIX4aA35frp2+EPX4Pm+vJ6kyRJKpkhWx3T/wA49lPQt/ImyVVzYPEsiMpfkjRtLa83SZKkkhiyVazJX4Nz7ssj3Wk73PZH8MDfld2VJElSVRmyVbx+o/Kv2xvgsPfA6NfnuulFeOwbec1tSZKkHswHH9V5avvD8Ze31E/fCgs+nNffPvAMX90uSZJ6LEeyVT3j355f3z7m9Fwv/CLccR40N5TblyRJUsEM2aquka9qGb3uOwTqRkBtXa6f/RU0bi6vN0mSpII4XUTlOfojLdsNG+GOc2HCRTDlm+X1JEmSVABHstU19B0KZ86DV/5trl94HH51PmxaUm5fkiRJ+8GRbHUNETD61Jb6hcdg3QLoMyjXW1dD3bCWWpIkqQtzJFtd09i3wPlPwcCxub7/b+GW4/Pa25IkSV2cI9nquna8uh3y/O3NyyAqPxc+9A8wdtquo9+SJEldhCFb3cPo1+YvgG1rYOl/Qt2oHLLTdmjeBn0GltujJElShdNF1P30HwPnr4CJH8z16lvh5vGw/uFy+5IkSapwJFvdU58BLdsDx8H4t8GwY3L9zDyoqYPRb/CNkpIkqRSGbHV/I06C11zTUv/+n6BxU367JPj6dkmSVHVOF1HPc8at8Lr/ycG6uR7mngDLry+7K0mS1IsYstXz9BkIQ1+RtxvWw5CjoP+Bua5fB2vvyqPbkiRJncSQrZ5twEFw2k1w8Fm5XvYtuP31+WU3wLz5m1m0vJ6HltRz4WWrmDd/c4nNSpKknsI52epdJn4IBh8FQ49m3vzNXHn9Ghqb8r8Ga9Y1c+UN6wGYOmVwmV1KkqRuzpFs9S59BsH4CwC4ZvZG6pt2/TmzviFxzeyNZXQmSZJ6EEO2eq2165rb2d9U5U4kSVJPY8hWrzV6ZG3b+4dXlvvb3ljFbiRJUk9iyFavNXP6MPrV7bp+dr+6YOYFI3Px2/fC7/5fCZ1JkqTuzgcf1WvteLjxK9evo7EJxoysZeb0YXl/SjDsWKht9WbJ5nqo7VdSt5IkqTsxZKtXmzplMLfctQWAWZcc2HIgAo7/x5Z6zZ1w15/A6bfAyFdVuUtJktTdOF1E2ht9B8MBr4WhR+e6aUu5/UiSpC7NkC3tjREnwRt+mN8mmbbDvDfCvReX3ZUkSeqinC4i7avUDIecn1/XDjl0N22GvkPL7UuSJHUZjmRL+6qmLxz3D3DYu3L9xA0w+yjYtKTcviRJUpdhyJY6avhxcOgfw5Ajc73tuXL7kSRJpTNkSx014iR49VUQNfmByNteBQ98suyuJElSiZyTLRUp+sAr/hpGvy7XTS/C9m1QN6LcviRJUlU5ki0VqbYfTPpES8h+9F/yfO1ta8rtS5IkVZUj2VJnOuR8qKmF/mNyvXk5DJ5Qbk+SJKnTOZItdaYRJ8Cxf5+3t66GW46DhV8stydJktTpHMmWqqXfAXDi5/PoNsC2tUBA/wNKbUuSJBWvKiPZEXFORCyOiKURcWkbxz8YEY9ExIMRcWdETKrs7xsR36kcezQiPlWNfqVOUVsHr7wEBh+R6wc/CXOPhaat5fYlSZIK1+khOyJqgauAtwCTgHfvCNGt3JBSOj6ldBJwBfDVyv4/BvqllI4HTgb+MiIO7+yepao45uNw0pfzq9oB1j0AKZXbk3q1efM3s2h5PQ8tqefCy1Yxb/7msluSpG6rGiPZU4ClKaVlKaUG4Ebg/NYnpJQ2tSoHATuSRgIGRUQfYADQALQ+V+q+hk2CI2bk7fUPwW0nw9L/KLUl9V7z5m/myhvW09iU6zXrmrnyhvUGbUnaT9UI2eOAFa3qlZV9u4iID0fE4+SR7I9Udv8Q2AI8DTwF/EtKaV3ntiuVYNik/EKbw96d6xcehxefLbcn9R5pO9fcvJb6hl3/JqW+IXHN7I0lNSVJ3Vs1Qna0se8lfyeeUroqpXQk8EngssruKUAzMBaYAHwsIo54yQ0iPhARCyJiwdq1a4vrXKqWmr4w8UNQNzzX934Ibn8tbG8uty/1TGk7rLsPNi3O9dYVrN3Q1n+qYe06/wxK0v6oRsheCYxvVR8CrN7D+TcCF1S23wPcllJqTCmtAe4CJu/+gZTS1SmlySmlyaNHjy6obalEk7+ev2pq8zztZ37ufG11zHPzYe3deTs1w7zTYfG/53rQYYwe2tjmx0aPrIUtT8H2to9LktpWjZB9LzAxIiZERB1wITC79QkRMbFV+VZgSWX7KeDMyAYBpwB/qELPUrmGvgLGviVvP/1T+MVUWPHDcntS9/L8vbDyxy31/PfDI5fn7Zq+cNpsOO4fdh6e+faD6Ve362h2v7pg5nnD4DfvgF+eU42uJanH6PR1slNKTRFxMfBToBb4VkppYUR8DliQUpoNXBwRU4FGYD3wvsrHrwK+DfyePO3k2ymlhzu7Z6lLOWgqnPpdOORtuX5+AQwYCwPHltuXupZ19+dgPfEvc/3oV+C5e1rWZT/1O/nPzQ4HnbnLx6dOGQzAV65fR2MTjBlZy8zpw5j66kGw+jPsnOW3vRmWfyc/P9BnQOd+T5LUjVXlZTQppbnA3N32Xd5q+6PtfG4zeRk/qfeq6QMT/jRvpwS/mwG1A+Gc+aW2pZJtWAhP/S8c9+k8rWjFj+DRK2DCn+VlIU/6MvQd2nL+iJNe9pJTpwzmlru2ADDrkgNbDox7a8v2M/Pgnv+Xnx8Y//aivhtJ6nF8rbrUnUTAaT/OK5EANDfkcOV87Z5v8zJ48NKWVWfWPwALPw+bl+b66L+Bt69pWXd98AToN6r4Psa+Gc66Cw6pPDqz/Luw8Iuwvan4e0lSN2bIlrqbIUfCqFfn7SdvyPNl1/6m3J5UvBefhfs/nlcBAah/Hv7wVdjwUK7Hvx3euR6GHp3r/ge0rE7T2Ua/FqLyv4+1d8GqWyBqc23YliTAkC11b4f/GZx+C4w5Lderb4MtK/b8GXVNTS/Cgo/CiptyXVsHS74B6yuPoYz4I3jnBjj47Fz3GQh9h5TTa2tT/gPOvD3/LUvjZvjJK2DZdWV3JUmlM2RL3VlNLYw7N283N8A9fwELLi63J+29+z8Of5iVt2v7w+pbYOOiXNeNyKH6yD/PdU1ty1SQrmZHX02bYdQUGFJZMKphPbz4dHl9SVKJqvLgo6QqqK2Ds+9u+ev6+udh9Vw4/L0tf7Wvcj3yOdj2DLz6G7netLhl/ekIOO+xXf9Z1dZVv8eOGHAQvP7GlvrRK/MUl/OfhP6+w0BS72LIlnqSQYe1bD/+3/DQp/LI4o55u6quxV+HVT/O0ykAml6AhlavKT/jJ7ue39N+GDryL2DgIS0B+4nvwwGvgcEveXGvJPU4Pey/6JJ2OubjcNZvWwL2sutg8xOlttQjpdSyusuT/wOzJ+b51QC1/aDPIGjelutXfQVe971y+izD4CNg4gfzdtMWuPdDsPBL5fYkSVViyJZ6qqjJo4aQR0/v++v8ghJ1TEr5hSwAz94BNx8Cmyovou03Oq9H3bA+10e9H067Oc+37u36DIK3LoITPpvrTUvgrnf7oK6kHrWvBPwAACAASURBVMvpIlJvUDcM3roQaiphb9NiWHsnTJiRH6hT+9J22N6Qg/KmxTDvNHj1f8L4C/L0nDGns/NtiAed+ZI3KaqV1m8p3fAwPPsLqKnMO29u6H5z0CVpDxzJlnqLgYfktZQBln0b7rsEGp4vt6euaHszNGzI242b4UdjYPHXcj3ocDj4LdC/8jbEwRPgdTfAsEmltNqtHfoOOH8FDKj8Xt71Lvjtn5bbkyQVyJAt9UYn/jOcswD6j8n1wi/BC4+X21NZtjfB1tV5OyWYczTcf0mu+w6GIz8AI0/OdW0/OPVaGH1qKa32ODtGrlPKD+ju+H0GWHd/OT1JUkGcLiL1RhEw9BV5e8uK/HruCJj0yXL7qobmBtiyvOWB0F++OT+YePZd+ffgmI/BwPEt55/0xXL67E0i4NhPtdRrfpOn5bz2+3D4heX1JUkdYMiWertB4+G8JVA3MtfP/go2LYIj3w81PeA/Ec3b8lsTD5iS6wV/BStvhrevyQ+HHv0RSM0t50/8UDl9qsXIyXkt8UOm53rNr6FxE4x9aw7kktQNOF1EEgw4OE+FAHjy+7DoCkhN5fa0v5q2wjM/zyPWAH/4V/jZa2Db2lwf+X6YcnV+oBHgkPNh/NvL6VVt6zMg/7Cz402Si78G93101x+GJKmLM2RL2tWrvwln/zavprG9GRZ8NK+q0VU1vQirfwovPpvrp2+DX0yFdffm+rA/gdN+DH0G5/qA1+RQ3RNG6XuL190IZ9yW/5ltb4Zfvy3/M5ekLsyQLWlXEXlkG/K0keXX5uXWuormBlh1C2x8NNdblsMd58DqW3J94JlwxlwYfmKuBx+Rpx30GVBOv+q4mr4wdGLefnEVvPAYNG3O9fbGllfTS1IXYsiW1L7hx8P0ZTD+nbl+4gZY/G8tL2OphpRgxc15rjjkaSy/eRss/06uhx6TX1t+2LtyXTccxr4lrwyinmfQoXDuIzD+bbl+/Br4ydEtf5MhSV2EIVvSnvUb1fKw2eq58NQP8gODnWnVnPyKcsj3fuDj8Ni/57rPQDj7bjjuH1uOHzQ1v1FQvUPUtPwZHPIKOPjsluUo193X8lp7SSqRIVvS3jv1u3kqRgQ0vpBfi73xDx2/7tM/g0e/2lI/9o388OUOb7wNXvu9lnrkyU7/UHbQm2DKf+Q/k01b85KM899fdleSZMiWtA8ioO/QvL3h4RyOGzftPDxv/mYWLa/noSX1XHjZKubN39z2ddbcmd84mSqvI199Kzz65ZZpKKd8C978u5bzhxzVsvqJ1J7aAfD6H8Ixf5frbc/lFy21+jMqSdViyJa0f0a/Di54auf60/Nu+j5XXr+GxsrKf2vWNXPlDetz0F7/INw9o+V15RsXwrJrYVtlHu0Jn4ULVkFNba4HHJQfdpP2RQQceAaMqDz0unoOPPT3sHVlqW1J6p0M2ZL234550ClxzV3HUN+067J49Q2Ja2ZvzOF69S3wwtJ84IgZ8I7ncpiGPDruknoq2hEzYPpSGDYp1w9+Ch7+TJkdSepF/L+apI6LYO3WkW0eWruuGcacVnnDYuUBSqd+qFoGH5F/TQleXJ2nlOzQ+AL0HVJOX5J6PEeyJRVi9Mja9vdHja/DVrki4NTv5Ne1A2xaAjcdDCt/XG5fknosR7I74No5G7hu7q4P1Jz5V0/t3L7o3KHMmDa82m1JpZg5fRhX3rCe+oa0c1+/umDm9GEldiXtZsfSf30GwOHvhVGn5PqFpRC1MHhCeb1J6lEM2R0wY9pwQ7RUMXVKfvnLV65fR2MTjBlZy8zpw3bul7qUgYfAlP9sqR+8FNb8Gi5YCbV15fUlqcdwuoikwkydMphJE/px4sR+3Pj5cQZsdR8nfw1Ova4lYD/yOdiwsNyetIu9XiK0m91LPZcj2ZIkDRyXvwC2PAWPfgX6DoPhx5bbl4Aceq+8Yf1LlggFCv9hvpr3Us/mSLYkSa0NOhTOfwKO+kCuV/4E7pgG29aU2lav07QVGvMI8jU/3rDL8x5QWSL0pso/k+Zt8PsvwHPzK5/dkut19+W6cVOlfiDXDetzveGRXG97LtcbF3HN7I1t32v2xk75NtVzGbIlSdpdv1H54UjIgax+LdRVlqmsX1deX91Zw0aof76lXv5dePaXLfWvL4DHrsrbaTv871BY9M8ArF2/vc1Lrt1YWdWoeRs8fBk899tcN22p1PfkunFTrneE7vp1uV7/YKVem+sNj+RlR9u6Vzv7pfY4XUSSpD054iKY8Gd5GcDtzfCzU+HAM2HKN8vurFz1z0Pzi/khUoAnvp/f1HroO3N99/tgwFg4KQdlbj0RRp8Gr70u1w/9Axz0Jjjwjblu3gbbG/J21MCr/gVGTgbyUqBr2gi5o0dUYkzfYXBhAzvHDvuN3rUeMC7XUQnlg4/YtR76yp316JFPt32vdpYpldpjyJYk6eXsXOd9O7ziwzBkYi6bt+XR2IPP6f5rwW9bk0fthx6d6xU/yvsmfjDXCz4KDc/Da6/P9W/eDgRMvSPXj309v2hqR8iu6Qc1rVZqOeELLW95BXjzPdC31Qpdb7xt135e+Tc7N9tdIvT8yhKhERB9Wz7bgbrNe9W8yMw3bgPGofK1tYRya11lCWVDtiRJe6umLxz9kZb6ie/BPTPhrDth9OvK66stLz4LW1fAqDwazOpb4fkFcPync/3I5+CZ2+Gs3+T6/r+FtXfB+ctz/dT/wrr7W0J2v1Et64wDTLqUXWadnnEL9BnUUr/m6l37mfDeXesBB+/1t1LNJUJfcq8Rwczj5zH19BmF30v7p/USypfMehaAWZccWGZLbTJkS5K0vyZcBHWj4IDX5nrZtfnV7Ye9a+cycI1NcOFlqzoeCretgY2P5jBf0yev6/3U/8EfXZnrx66CRV+C6U9ATS0s/ho8egVc2JhHap+9A5ZeDcddlusBY/M0iR0mfhgOe3dL/Zpv5ZHpHY6/fNd+xr5l17quc0cOp04ZzC13bQE6P1C99F4fzgeaG2Db0zDosE69v3oGH3yUJGl/1fSF8Rfk0JoSLPs2LL+u3WXgdllvuf55ePr2/FAe5FHj+R+EF5/J9VP/C/93AGxZkesVP4Kfn9GyysmG38Py70DDhlwPOgwOOhu21+d6wp/CabPzQ4QAJ34R/nh9y7SWo2bCa/6rpZ/Rp8K4t7bUfQbsOnItmP9+uP0NO1c9kfbEf3skSSpCBLzpl3Dqde0vA/f93+cpGQDPz4dfng0bF+X6xWdykK5fm+uBh8Ghf5JHqQHGvhXOvB3qRuR64ofgjzdA/wNyPW4anPLf0GdgrodNgnHn5lFtaPlV+++VH4MTPgd9XS9bL8/pIpIkFSVqoN8o1q57qs3Da+sPhn6VkeZRr4Gpv4ZhlRfejDsX3tFqLe4DpuSvHQaNz18779XNH7TsjkackL8gT90ZMBbqhpXbUxfWXR5Q7CyGbEmSCtbuknMj+8DQynzefiNhzBuq3JkK0bQFfv5GGHMGvP7GsrvpsrrLA4qdxekikiQVbOb0YfSr23WkuV9dMHO6o549Qp9BMOU/W9YAl9pgyJYkqWBTpwzmY+8ZQd/K3xePGVnLx94zolOWnFNJDjkfBk/I26vmtDxgKlUYsiVJ6gRTpwxm0oR+nDixHzd+fpwBu6d69pfwq/Pya+KlVpyTLUmStL/GnAFv+D8Yd37ZnaiLcSRbkiRpf0XA+LfnJRLr18GTPyi7I3URhmxJkqQiLPwi/O59sHVV2Z2oC3C6iCRJUhFO/Hx+gdDAcWV3oi7AkWxJkqQi1PZveYHQ6tvg2V+V249KVZWQHRHnRMTiiFgaEZe2cfyDEfFIRDwYEXdGxKRWx06IiLsjYmHlnP7V6FmSJGm/bG+GBy+FRy6HlMruRiXp9OkiEVELXAWcBawE7o2I2SmlRa1OuyGl9B+V86cDXwXOiYg+wPXAn6WUHoqIUUBjZ/csSZK032pq4Yxb8ktrIl7+fPVI1RjJngIsTSktSyk1ADcCu6xzk1Jq/WL7QcCOH/vOBh5OKT1UOe/5lNJL31MrSZLUlQwcB3XDYXtTHtXesqLsjlRl1QjZ44DWf7JWVvbtIiI+HBGPA1cAH6nsfgWQIuKnEXF/RHyi07uVJEkqyublsOSbsPLHZXeiKtun6SIRMR44FjgOOB44NqU0+eU+1sa+l0xQSildBVwVEe8BLgPeV+nv9cCrga3AzyPivpTSz3fr6wPABwAOPfTQffmWJEmSOs/QifDWR2Hg2LI7UZW97Eh2RPxlRPw2IjYAjwEzgcHAbOA9e3GPlcD4VvUhwOo9nH8jcEGrz/4qpfRcSmkrMBf4o90/kFK6OqU0OaU0efTo0XvRkiRJUpXsCNiblsDd74PmbeX2o6rYm+kinwIuAU4G5gD9gW+llP4vpfTYXnz+XmBiREyIiDrgQnJA3ykiJrYq3wosqWz/FDghIgZWHoI8HWj9wKQkSVL3sP4BePq2PIVEPd7eTBeZllL6fWX7jyPiHOAnEXEt8LWU0vY9fTil1BQRF5MDcy05oC+MiM8BC1JKs4GLI2IqeeWQ9eSpIqSU1kfEV8lBPQFzU0q37Pu3KUmSVLLD/gTGngN9h5bdiargZUN2q4C9o74tIn5Jnjd9F3DqXlxjLnmqR+t9l7fa/ugePns9eRk/SZKk7m1HwF7yTXhhKbzqX1zmr4far9VFUkr1KaVPUxlxliRJ0j7YtBheWAKpqexO1Ek69DKavZyTLUmSpNb+6KuQtkNNn/xWSEeze5yqvFZdkiRJrURNDtiNL8AvzoInvl92RyqYIVuSJKksNX3zKLYvtO5xOjRdRJIkSR1Q2x/e+LOW6SLNDVBbV25PKoQj2ZIkSWXaEbDX/hZ+MhHWP1huPyqEIVuSJKkrGHgIDH0l1I0quxMVwOkikiRJXcGgQ+HMn+btlKBxE9QNK7cn7TdHsiVJkrqah/4Bbn8tNGwsuxPtJ0eyJUmSupqDz84vquk7pOxOtJ8M2ZIkSV3NgWfkL4Btz0HfwXklEnUbTheRJEnqqpq3wbw3wD0zy+5E+8iRbEmSpK6qtj8c/REYdnzZnWgfGbIlSZK6sokfatnesBCGTWpZW1tdltNFJEmSuoPnfge3ngjLri27E+0FQ7YkSVJ3MGoKnPhFOPSdZXeivWDIliRJ6g6iBiZ9Ii/rt70xv4ZdXZYhW5Ikqbt55LPw8zNg8/KyO1E7fPBRkiSpuznm4zD8eBg8oexO1A5HsiVJkrqbuuFw2Lvy9sZHYcMj5fajl3AkW5IkqbtKCe56d56vfc59Lu3XhRiyJUmSuqsIeN33oaavAbuLcbqIJElSdzbsGBhyVN5edi3Uryu1HWWGbEmSpJ5g8zKY/5ew+GtldyKcLiJJktQzDD4Czv4tDD+p7E6EI9mSJEk9x8iToaYWGjbAI5+D7c1ld9RrGbIlSZJ6mpU/hoWfh/X3l91Jr+V0EUmSpJ7miPfB6Ne1PBCpqnMkW5IkqSfaEbCfmQd/+Ndye+mFDNmSJEk92fLrYdm3oXlb2Z30Kk4XkSRJ6smmXA3NW6G2f9md9CqOZEuSJPVktXVQNzyvNLLgr+Hp28vuqFcwZEuSJPUGzVtgza/hubvL7qRXcLqIJElSb9B3aH5ZTZ9BzJu/mUXL62lsggsvW8XM6cOYOmVw2R32KI5kS5Ik9RaVgH3l956nsSnvWrOumStvWM+8+ZvL7a2HMWRLkiT1ItfM3kh9Y+yyr74hcc3sjSV11DMZsiVJknqRtevaftV6e/u1fwzZkiRJvcjokbX7tF/7xwcf1StdO2cD183dtMu+M//qqZ3bF507lBnThle7LUmSOt3M6cO48ob11Deknfv69d3OzOkjS+yq5zFkq1eaMW24IVqS1CvtWEXkK9evo7EpMWZYIzMvONDVRQpmyJYkSeplpk4ZzC13bQFg1iWHldxNz+ScbEmSpN7uD7Ng0RVld9GjOJItSZLU2z0/H5q3ld1Fj2LIliRJ6u1O+Q7U1pXdRY/idBFJkqTebkfAbtwE210vuwiGbEmSJMH6h+GmQ2D1nLI76RGqErIj4pyIWBwRSyPi0jaOfzAiHomIByPizoiYtNvxQyNic0R8vBr9SpIk9TrDJsGEi2DwkWV30iN0esiOiFrgKuAtwCTg3buHaOCGlNLxKaWTgCuAr+52fBZwa2f3KkmS1GvV9IFXfx2GH1d2Jz1CNUaypwBLU0rLUkoNwI3A+a1PSCm1fvXeIGDnK4gi4gJgGbCwCr1KkiT1bltWwJP/U3YX3V41QvY4YEWremVl3y4i4sMR8Th5JPsjlX2DgE8Cn61Cn5IkSXr0X+B3fw4NG8vupFurRsiONvall+xI6aqU0pHkUH1ZZfdngVkppc17vEHEByJiQUQsWLt2bYcbliRJ6rWOvRSmPQp1w8rupFurxjrZK4HxrepDgNV7OP9G4JuV7dcA74yIK4DhwPaI2JZS+nrrD6SUrgauBpg8efJLArwkSZL20oCDy+6gR6jGSPa9wMSImBARdcCFwOzWJ0TExFblW4ElACmlN6SUDk8pHQ78K/DF3QO2JEmSCta0BX57ESy7tuxOuq1OH8lOKTVFxMXAT4Fa4FsppYUR8TlgQUppNnBxREwFGoH1wPs6uy9JkiS1o3YgbHkC6p8ru5NuqyqvVU8pzQXm7rbv8lbbH92La3ym+M4kSZL0EhEw9Vf5V+0X3/goSZKkl9oRsDc/UWob3ZUhW5IkSW1b/l2YfQRsfLTsTrodQ7YkSZLadvA5cOIXYMBBZXfS7VRlTrYkSZK6of6j4dhPld1Ft+RItiRJkvbsmZ/DUz8su4tuxZFsSZIk7dmiL+fl/Ma/wxVH9pIhW5IkSXt2yreg32gD9j4wZEuSJGnPBh6Sf00p/2rYflnOyZYkSdLL27QEbjsZ1t5ZdifdgiFbkiRJL2/gOOgzCJq3ld1Jt+B0EUmSJL28PgPhrN+U3UW34Ui2JEmS9t72Rlj/YNlddHmGbEmSJO29+/8Wbj8NGjaW3UmX5nQRSZIk7b2jPggHnQV9h5TdSZdmyJYkSdLeG35s/tIeGbIlddi1czZw3dxNu+w786+e2rl90blDmTFteLXbkiR1luZ6WPJNGDYJDj677G66JEO2pA6bMW24IVqSepPoA4v/DcZNM2S3w5AtSZKkfVNTC+fcC/1Gld1Jl+XqIpIkSdp3OwL29sZy++iiDNmSJEnaP6vmwM2HwNZVZXfS5RiyJUmStH+GTYIxp8P2+rI76XKcky1JkqT9M/gIeP0Pyu6iS3IkW5IkSR3z4tPw3Pyyu+hSHMmWJElSx/zmHdC4Ec79PUSU3U2XYMiWJElSx5z8NagbYcBuxZAtSb2cb+yU1GGjXl12B12OIVuSejnf2CmpEFtXwyOXw9F/A8OPK7ub0vngoyRJkjqupg5W3ATrHyy7ky7BkWxJkiR1XP8D4G2roLZ/2Z10CY5kS5IkqRg7Anbjpj2f1wsYsiVJklScRz4Lc14Jzb37LZBOF5EkSVJxxpyRf93eCLX9Sm2lTIZsSZIkFefA0/NXL+d0EUmSJBUrJVjza1j/UNmdlMaQLUmSpGJtr8+vWl90RdmdlMbpIpIkSSpWbX8441YYdmzZnZTGkC1Jkrqsa+ds4Lq5uy4Hd+ZfPbVz+6Jzh/rG0q5q1OSyOyiVIVuSJHVZM6YNN0R3Z8/9Dh76B/rHN9mWhpXdTVU5J1uSJEmdo6YfbHmKUbVPvfy5PYwhW5IkSZ1j5KuYd+D93L7kFTy0pJ4LL1vFvPmbC7n0vPmbWbS8vvDrFsWQLUmSpE4xb/5mrvz+Bhqbcr1mXTNX3rC+w4F43vzNXHnD+sKvWyRDtiRJkjrFNbM3Ut+QdtlX35C45kerYPMTlR3Pw7LvwJYVud62NtdbV+X6xWdy/eLTud66mmt+tKrt687e2Infzb4xZEuSJKlTrF3X3Pb+Tf1g3b252PIk/G4GrH8g15sfz/WGR3K9aXGuN/0h1xsX5s/vw/3K4OoikiRJ6hSjR9aypo3gO3p4wNhzczHsWJi+DPqPyfWIkyr1gbkeNaVSH1T58OsZPXwNaza0fb+uwpFsSZIkdYqZ04fRry522devLph5wSjoMyjvqO0Hgye0qvtX6oG57jOgUg/YWc+8YFTb153edZYJrErIjohzImJxRCyNiEvbOP7BiHgkIh6MiDsjYlJl/1kRcV/l2H0RcWY1+pUkSVLHTZ0ymI+9ZwR9K3Mnxoys5WPvGcHUKYO75HWL1OnTRSKiFrgKOAtYCdwbEbNTSotanXZDSuk/KudPB74KnAM8B5yXUlodEccBPwXGdXbPkiRJKsbUKYO55a4tAMy65MAuf92iVGMkewqwNKW0LKXUANwInN/6hJRS6/elDgJSZf8DKaXVlf0Lgf4R0fZMd0mSJKmLqMaDj+OAFa3qlcBrdj8pIj4M/C1QB7Q1LeQdwAMppfrOaFKSJEkqSjVGsqONfeklO1K6KqV0JPBJ4LJdLhBxLPBl4C/bvEHEByJiQUQsWLt2bQEtS5IkSfuvGiF7JTC+VX0IsLqdcyFPJ7lgRxERhwA3ARellB5v6wMppatTSpNTSpNHjx5dQMuSJEnS/qtGyL4XmBgREyKiDrgQmN36hIiY2Kp8K7Cksn84cAvwqZTSXVXoVZIkSeqwTg/ZKaUm+P/t3V+Ipfddx/HPl2zTihoXarzZJCXaRbrW0sIatYKRJWgSl6SCaIKSLITGuF0p9MYUay5Ce2FELwKRdsWy5EKXmAvdhglBSkutNDZR09btErpG3CwRG//ERYuNCV8vdhJPxtnIzPzOc2bOvF6wcM5znuc532F2f3nn4Zk5OZaLvxnkTJJHuvt0Vd2/+ptEkuRYVZ2uqmdy8b7sO1/bnuSdSX5z9df7PVNV3zfvmQEAYCsm+cTH7l5JsrJm230zjz98ieM+nuTj850OAADG8omPAAAwmMgGAIDBRDYAAAwmsgEAYDCRDQAAg4lsAAAYTGQDAMBgIhsAAAYT2QAAMJjIBgCAwSb5WHUA2C1OPPZSHl658IZth46ee/3xHTdfkSOH9049FjAxkQ0AAx05vFdEA24XAQCA0UQ2AAAMJrIBAGAwkQ0AAIOJbAAAGExkAwDAYCIbAAAGE9kAADCYyAYAgMFENgAADCayAQBgMJENAACDiWwAABhMZAMAwGAiGwAABhPZAAAwmMgGAIDBRDYAAAwmsgEAYDCRDQAAg4lsAAAYbM+iBwAA2A5OPPZSHl658IZth46ee/3xHTdfkSOH9049FjuUyAYASHLk8F4RzTBuFwEAgMFENgAADCayAQBgMJENAACDiWwAABhMZAMAwGAiGwAABhPZAAAwmMgGAIDBRDYAAAwmsgEAYLBJIruqbqyqZ6vqbFXdu87r91TV16rqmar6YlUdmHnto6vHPVtVPzPFvAAAsBVzj+yquizJQ0luSnIgye2zEb3qD7v7h7v7vUkeSPK7q8ceSHJbkh9KcmOS31s9HwAAbFtTXMm+LsnZ7n6uu19OcjLJrbM7dPeFmaffmaRXH9+a5GR3f7u7/z7J2dXzAQDAtrVngvfYl+T5mefnk/zo2p2q6kNJPpLk8iSHZo59cs2x++YzJgAAjDHFlexaZ1v/nw3dD3X3DyT59SQf28ixVXV3VT1dVU+/+OKLWxoWAAC2aorIPp/k6pnnVyV54U32P5nkAxs5truPd/fB7j545ZVXbnFcAADYmiki+6kk+6vq2qq6PBd/kPHU7A5VtX/m6c8m+cbq41NJbquqt1bVtUn2J/nyBDMDAMCmzf2e7O5+paqOJXkiyWVJPt3dp6vq/iRPd/epJMeq6oYk/53k35LcuXrs6ap6JMnXk7yS5EPd/eq8ZwYAgK2Y4gcf090rSVbWbLtv5vGH3+TYTyT5xPymAwCAsXziIwAADCayAQBgMJENAACDiWwAABhMZAMAwGAiGwAABhPZAAAwmMgGAIDBRDYAAAwmsgEAYDCRDQAAg4lsAAAYTGQDAMBgIhsAAAYT2QAAMJjIBgCAwfYsegAAAKZx4rGX8vDKhTdsO3T03OuP77j5ihw5vHfqsZaSyAYA2CWOHN4roifidhEAABhMZAMAwGAiGwAABhPZAAAwmMgGAIDBRDYAAAwmsgEAYDCRDQAAg4lsAAAYTGQDAMBgIhsAAAYT2QAAMJjIBgCAwUQ2AAAMJrIBAGAwkQ0AAIOJbAAAGExkAwDAYCIbAAAGE9kAADCYyAYAgMFENgAADCayAQBgMJENAACDiWwAABhMZAMAwGAiGwAABhPZAAAw2CSRXVU3VtWzVXW2qu5d5/WPVNXXq+qrVfXZqnrHzGsPVNXpqjpTVQ9WVU0xMwAAbNbcI7uqLkvyUJKbkhxIcntVHViz298kOdjd70nyaJIHVo99f5KfSPKeJO9O8iNJrp/3zAAAsBVTXMm+LsnZ7n6uu19OcjLJrbM7dPfnuvtbq0+fTHLVay8leVuSy5O8NclbkvzTBDMDAMCmTRHZ+5I8P/P8/Oq2S7kryeNJ0t1fSvK5JP+4+ueJ7j4zpzkBAGCIPRO8x3r3UPe6O1b9cpKDWb0lpKremeRd+d8r239WVT/Z3V9Yc9zdSe5OkmuuuWbQ2AAAbNaJx17KwysX3rDt0NFzrz++4+YrcuTw3qnHmswUkX0+ydUzz69K8sLanarqhiS/keT67v726uafS/Jkd//H6j6PJ/mxJG+I7O4+nuR4khw8eHDdgAcAYDpHDu9d6oj+/0xxu8hTSfZX1bVVdXmS25Kcmt2hqt6X5FNJbunub868dC7J9VW1p6rekotXuN0uAgDAtjb3yO7uV5IcS/JELgbyI919uqrur6pbVnf77STfleSPq+qZqnotwh9N8ndJvpbkK0m+0t2fmffMAACwFVPcLpLuXkmysmbbfTOPb7jEca8m+ZX5TgcAAGNNEtkAADDCTvmBjU0EFQAABCNJREFUSpENAMCOsVN+oHKSj1UHAIDdRGQDAMBgIhsAAAYT2QAAMJjIBgCAwUQ2AAAMJrIBAGAwkQ0AAIOJbAAAGExkAwDAYCIbAAAGE9kAADCYyAYAgMFENgAADCayAQBgMJENAACDiWwAABhMZAMAwGAiGwAABhPZAAAwWHX3omcYqqpeTPIPM5u+J8m/b+JUmznue5P88ybei/Vt9nu3nWynr2HKWeb1XiPPu9VzbeX4jR5rbRlvO/3b3Kzt9DVYX8aeS7vsHO/o7ivXe2HpInutqjre3XdPcVxVPd3dBzf6Xqxvs9+77WQ7fQ1TzjKv9xp53q2eayvHb/RYa8t42+nf5mZtp6/B+jL2XNplOeyG20U+M/FxjLMM34Pt9DVMOcu83mvkebd6rq0cv53+XuxWy/A92E5fg/Vl7Lm0yxJY+ivZU/J/g8A8WFuAebG+zM9uuJI9peOLHgBYStYWYF6sL3PiSjYAAAzmSjYAAAwmsgEAYDCRDQAAg4nsOamq76+qP6iqRxc9C7BcquoDVfX7VfWnVfXTi54HWB5V9a6q+mRVPVpVv7roeXYykb0BVfXpqvpmVf3tmu03VtWzVXW2qu5Nku5+rrvvWsykwE6zwfXlT7r7g0mOJPnFBYwL7CAbXF/OdPc9SX4hiV/ttwUie2NOJLlxdkNVXZbkoSQ3JTmQ5PaqOjD9aMAOdyIbX18+tvo6wJs5kQ2sL1V1S5IvJvnstGMuF5G9Ad39hST/umbzdUnOrl65fjnJySS3Tj4csKNtZH2pi34ryePd/ddTzwrsLBvtl+4+1d3vT/JL0066XET21u1L8vzM8/NJ9lXV26vqk0neV1UfXcxowA637vqS5NeS3JDk56vqnkUMBux4l+qXn6qqB6vqU0lWFjPactiz6AGWQK2zrbv7X5L4jx+wFZdaXx5M8uDUwwBL5VLry+eTfH7aUZaTK9lbdz7J1TPPr0rywoJmAZaL9QWYF+vLnInsrXsqyf6quraqLk9yW5JTC54JWA7WF2BerC9zJrI3oKr+KMmXkvxgVZ2vqru6+5Ukx5I8keRMkke6+/Qi5wR2HusLMC/Wl8Wo7l70DAAAsFRcyQYAgMFENgAADCayAQBgMJENAACDiWwAABhMZAMAwGAiGwAABhPZAAAwmMgG2OWq6s6q+quq+mpV/fmi5wFYBj7xEWAXq6rvTvKXSd7b3S9X1d7ufmnRcwHsdK5kA+xuryb5jiS/U1UHBTbAGCIbYBfr7m8leXeSv0hyvKqOLngkgKWwZ9EDALA4VbW/u7+R5GRVHUjytkXPBLAM3JMNsItV1YkkP57kP5OcTvLB7v6vhQ4FsARENgAADOaebAAAGExkAwDAYCIbAAAGE9kAADCYyAYAgMFENgAADCayAQBgMJENAACD/Q/+B2rv3V8xeAAAAABJRU5ErkJggg==\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "L_f, stdL_f = lambda_extimation_and_stats(L_subjf, histo_subjf, \"Fantasia dataset\")\n", + "L_mit, stdL_mit = lambda_extimation_and_stats(L_subjmit, histo_subjmit, \"MIT dataset\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "### Collapse plot" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fantasia dataset: lambda mean = 0.36 +- 0.02\n", + "MIT dataset: lambda mean = 0.43 +- 0.01\n" + ] + }, + { + "data": { + "image/png": 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dgs30AnPf391AGd4FrvPa/k9RPVirNy/zuzWH2t9ZhYBLGc8dnetV/k5mHYIwRvou8Cr/S8BjlceqUipMKTWxgfUIIc4wCR6FEGit/wr8DqM1KAvj1977Me5LA+PCYTPwA+AEvjOnNWY2xkXzcYwLuhV1zLMaY/CMrcAHwFJz+hAgRRldxtZg3Ae13+xWOhrjYiwDo3vmfIwLrPosxxhQ4whGt7iZ9cz3a4wWjQzgv8AftdYfm2nvmu85Sqnvai6otfYAE4BrMFpQ/g5M0cZonydjDOaogRiPjpikjfuhCoE/AV+pE/dUPYkxyMYxjG32n5NcB1rrDzHuLd2A8Qv/hhqz3AfMU0odx7jAe6eR/HZgdDd7E6O1woUxSEddfo1xoZehTnQJfNS8CLwW477M/RjbbwlGCxNmfQ+aaesx9mdTvGfW7xDGoEx/pfpjOuoTgNFFMBvjWOqI0Zpel3q3Yz37tKZmq/NpnjNzMI6Pb8xuhv/j5O9pXIpxT2GeUmpVHekhGN8HLow65gB/NtNmY3zHfIvRTXI+xrXKa+a86UAqxgBeddJab8a473GhuY6fMAa3gVPbh01xL8YPUcfN/Bs8j2pYgREs5iqlNmmt84BZGN9JuZj3GXvN3xfjPHYDXwEv6BP3iHv7PcbgQccxWvbq+j4GQBv36T5oljsdY1t5d7NtLK8/Am+ax8CvMM6xUIx9/TXwode8vhg/gB020y/B+P+D1vpdc9l3zePwB4wBl+pbjxDiDFNaS6u/EKJlKKU0RpfWn87gOj7DaFVacqbWIYQQQgjRFkjLoxBCCCGEEEKIRknwKIQQQgghhBCiUdJtVQghhBBCCCFEo6TlUQghhBBCCCFEoyR4FEIIIYQQQgjRKL+WLsDZEBERoWNiYlq6GEIIIYQQQgjRIrZs2ZKtte7QlDzaRPAYExPD5s2bW7oYQgghhBBCCNEilFIHm5qHdFsVQgghhBBCCNEoCR6FEEIIIYQQQjRKgkchhBBCCCGEEI1qE/c8CiGEEEII0VaUlpaSlpZGcXFxSxdFtACr1UqXLl3w9/dv9rwleBRCCCGEEKIVSUtLIzg4mJiYGJRSLV0ccRZprcnJySEtLY3u3bs3e/7SbVUIIYQQQohWpLi4mPbt20vg2AYppWjfvv0Za3WW4FEIIYQQQohWRgLHtutM7nsJHoUQQgghhBDntDFjxhAWFsb48eOrTd+/fz8JCQn07t2bm2++GY/H00IlbBskeBRCCCGEEEKc05KSkli+fHmt6XPmzGHWrFns2bMHu93O0qVLW6B0bYcEj0IIIYQQQrRxHreHQ8mH8Lib3nJXUFDAuHHjGDhwIHFxcaxYsaLJeY4aNYrg4OBq07TWbNiwgYkTJwIwdepUVq1a1eR1ifrJaKtCCCGEEEK0YR63h0Wxiyh2FWO1W5mROgOLzXLa+a1bt47o6Gg++OADAI4dO1ZrngULFvDGG2/Umn755Zfz4osvntR6cnJyCAsLw8/PCGm6dOlCenr6aZdbNE6CRyGEEEIIIdqwTGcmxa7iqlbHTGcmXYd3Pe38HA4Hs2fPZs6cOYwfP54RI0bUmicpKYmkpKTTXgcYLY81yUBBZ9Z5121VKdVDKbVUKbWypcsihBBCCCHE+S7SEYnVbsVis2C1W4l0RDYpvz59+rBlyxYcDgePPPII8+bNqzXPggULiI+Pr/WaOXPmSa8nIiKCvLw8ysrKAOP5ltHR0U0qu2jYWW15VEr9CxgPHNVax3lNHwO8APgCS7TWz9aXh9Z6HzBNgkchhBBCCCGazmKzMCN1BpnOTCIdkU3qsgqQkZFBeHg4kydPxmazsWzZslrzNEfLo1KKK6+8kpUrVzJp0iReffVVrrvuuiblKRp2trutLgMWAq9VTlBK+QKLgKuBNOBbpdQajEDymRrL36m1Pnp2iiqEEEIIIUTbYLFZmtRV1ZvT6SQpKQkfHx/8/f1ZvHhxk/McMWIEu3btwu1206VLF5YuXUpiYiLz589n0qRJPP7441x00UVMmzatGWog6nNWg0et9UalVEyNyUOBn8wWRZRSbwPXaa2fwWilFEIIIc4bHrenwV/vG0sXQojzXWJiIomJic2a5xdffFHn9B49erBp06ZmXZeo37kwYE5n4JDX5zQgob6ZlVLtgT8BFymlHjGDzLrmmw5MB+jWrVvzlVYIIYSoR2MjFjb3iIZCCCHE2XQuDJhT15BItYdOqkzQOkdrfY/Wumd9gaM538ta68Fa68EdOnRoloIKIYQQDfEesbDYVUymM/OU0oUQQohz2bnQ8pgGeHew7gJktFBZhBBCiNNWOWIhUOeIhY2lCyGEEOeycyF4/BborZTqDqQDk4BbmiNjpdS1wLW9evVqjuyEEEKIBnmPWNghrgM+Qb6UVZRXpfsE+XLvjnvJ2p4l9zwKIYQ475ztR3W8BYwEIpRSacAftdZLlVL3Ax9hjLD6L631juZYn9b6PeC9wYMH/6Y58hNCCCGg9qA35bqCHbn7+XL/N4wqgr55+Wz+rJBZKr3Wss/paIa3701WXm8ySgKIC++Or/KpM18hhBDiXHK2R1v9dT3T1wJrz2ZZhBBCiNNROehNYX4ReSM0oX+M4ZucXRwrLcCvQtPl5xz6FiqiLX7cFdsfujug1APfvA9A12M7YMtXrI8K5aUu4YRa2nFJxIUMa9edLeOSKcv0yGA6QgghzknnQrdVIYQQ4rxx6NtULu67l64XuJg+rgM+mW4u7dSfy7JcDLX3wHZxf/j5MNEOB1NtthMLxo4z3t1u2PQV1wcUER0RwheFGXxx+Ac+rNhC4IIKkhaWsHNHFJnOzGZ75poQQpzPtm7dyr333kt+fj6+vr489thj3HzzzQDcfvvtfP7554SGhgKwbNky4uPjW7K4rVqrDh7lnkchhBDNJdOVxkvJr7Cn8CivXJrO0Yx23PNfuGbhXIJCAo2Z3G6IjQWXC+x2SE0F7wDS7Yb4C6FdLu0Kwrly6y6utNko65LG1s3vs2P7FkZdms3I4UdZmfMWI49NoVNoVMtUWAghzhFBQUG89tpr9O7dm4yMDC6++GISExMJCwsDYMGCBUycOLGFS9k2nAuP6jhjtNbvaa2nV/4SIYQQQpyqwrIS/rlrLbd89Twby3IY6dee4pvn4Td4Itc+5xU4AjidUJgLUW7j3emsntm2FPhtBswsMt63pQDg16ELg0dMZsqidbDkS3KOHmNpxWEmf/VXXtr5PgUlhWexxkKINsnthuRk472JCgoKGDduHAMHDiQuLo4VK1Y0Kb8+ffrQu3dvAKKjo+nYsSNZWVlNLqc4da265VEIIYQ4baUeDqX8l/uPbyO3vJirOw3k7g6DiAzvDvEXEtwuF54Lh627TrQu9uuO59FyMrO7EBmRjaVf9+p5dgV2AwEYP99690p1OlFFLpS9gKj/fMMbk2fzcnAOb+zdwNrdn3BXcF/GXTYVX0sgQgjRrBrrNXGK1q1bR3R0NB988AEAx44dqzXPggULeOONN2pNv/zyy3nxxRfrzXvTpk14PB569uxZNe2xxx5j3rx5jBo1imeffZaAgIDTLrtomNJat3QZzrjBgwfrzZs3t3QxhBBCnA+0Juvr97B/8V9UcR4LBg3g2hF30N8eY6R/9Qmeb8aSmdORyPZHsQxbC5eOAsCz/wsWDl5NoTuQIFsR92++Dkv3ESfyLnXjXtUX5/FsHMER2K7/EfzNC7S8I/BmF7CWQ7Ev3JIGYVGkHtrGwi2vcwAPb+9zU9Z1NLYx12MJlosjIUTddu7cSb9+/U5+geRkGD3aCCJtNli/HoYPP+317969m8TERG666SbGjx/PiBEjGl/oJBw+fJiRI0fy6quvMmzYsKppUVFReDwepk+fTs+ePZk7d26zrO98VtcxoJTaorUe3JR8W3XLo9zzKIQQ4lSUHXfxr3ULWONXwOLMfLam9OR3sx+rNuqpJ7ycRU/PoLjQijWomBlfllOZemB3JDm5diyUkZtr58DuSPp4NT66NQzdGUL/g93ZcUEOm66Dqt/2S/fjbheB80B3HDH7sJXuB6KI7TqQRV0GcND5Je6PlhCZ/zav7vyUX9//LIHhYWdpywghWjWHw2hxBOPd4WhSdn369GHLli2sXbuWRx55hNGjR9cK6E615TE/P59x48bx1FNPVQWOAJ06dQIgICCAO+64gz//+c9NKrtoWKsOHuU5j0IIIU5WTnE+T6a8xPeBxYxzpRHRfw3jepRzOPnXdL764qr5MrNjKCvwpWPJUXK1nczsmKrepwd0R4oIQKMpJoADuiN9vNaRsi2Zr+yHCeq8j8LCQFK2JTNqyNUAuP0c9Pv9FnLcIbS35bNzQmhVYKmUwrcghjeXx2C/7meW/TqI5E1LeWbkXURY5b5+IUQT2WxGV1Wn0wgcm9BlFSAjI4Pw8HAmT56MzWZj2bJlteZJSkoiKSnppPLzeDz88pe/ZMqUKdx4443V0g4fPkynTp3QWrNq1Sri4uKaVHbRsFYdPAohhBCNKivl+90beSJ9IwWlxcwpD+OK/JfZmj2YuAgnkWUpwIngsd0FVibpl9jXpZgeR620u+CBqjRPh+95xfI34jqWsv2oP1d1uBi4siq9IuUIFdYCvqOMPtYKKlKOwBAjLcXpQ25RDj06vMj+nFtJcdoZdfmJYkZ2b8ctFUv46fMe3J9dzpIHR3Dn5wuYSycGj5oOfv5neEMJIVo1m61JXVW9OZ1OkpKS8PHxwd/fn8WLFzcpv3feeYeNGzeSk5NTFYhWPpLj1ltvJSsrC6018fHxvPTSS81QA1EfCR6FEEK0Xdnp8O+/8d8gN7borvztsnvomO9Dn9/cSE5wOu2Pd2b3d+F4/wbv/GINt84o4JhVE1pcwBtfrOGKW+8HwPdINkEzMtgaBCGFxmdvZRF+xO8uIw8Io4yX+5z4N3ys/EPC7p7IwSAIK3yOY+UrgRuq0j3OHxgfvJpLg7/mq62XsNz3MM9WpPC7sp948K053DDmd9ChyxncWEIIcXISExNJTExstvwmT57M5MmT60zbsGFDs61HNE6CRyGEEG2O+9BhDq36J2GFu+iEL3MuuxvVdzBBflbe33yUzNtG4ROYS2ZROJ/t3sp4r5hsu6U7eVYoCIAK8/MVZpq15CD5oeAGCDU+e7MGZJNXDO4A0B7jc6VjP3xabdljP3wKV54IHndmFbHh0atI9df8X6liT84HvHzTH/jbVy/Td//38I/fwzXTYNDVoNQZ2nJCCCHaslb9nEel1LVKqZfrGh5YCCFE2+Q+lMHulXfweHQ2T8QE477uUdr1v4wgPysAh8qWExRymDL/EoJCDnOobHm15W8YdQUlnk74eALweDpxw6grqtKGDLwQuy/YFNh9jc/ehlxxI/ZSX2weCPf4MuSKE/fuJF56SbVlEy+9pNqyET7JDDiuScyGAcc1ET7JBPoF8OgVDxB3+5+hWz+Wf/sm2796q7k3mRBCCAG08uBRa/2e1np6aKgMJiCEEG2N2+Mm+VAybk/1B16v+fQdHurZF18fD/cUf8T+L76ulj6hqLhaEDehqLhaus0CMe9pBnyhiXlP4zUQK7ZuI0ntG836LhZS+0Zj6zay+rLhUaQ+ksb6y/5B6iNp2MKjqtIqSgbxTWgwayN8+SY0mIqSQdWWXZqXjavcGLHVVW58rhISTuGkObzXtRP3uzazJvXj09hiQgghRMOk26oQQohWx+1xE7soFlexC7vVTuqMVGxuN++lfctL4T/TtySL+cdWEVJQQmb/6gPN/OzTH2cw7PCH/qWQ6tOfzl7pO7alsOGBI4QFavKKjrBjWwoJ5nMe8bdhu/5Hhuc5Icxx4hmOXmzhUQy/Znqt6R0H9uDlqY8S0u4g2wouYPrWHtXSx3abzMLdy7EGFeFbGMjYIdXv/8nPziB524t06DmB5/Z+gOeHDUy8eia073R6G1EIIYSoQYJHIYQQrY4z04mr2FXV6rjf+REXfrKGlb3s9Cj249GZK/mxdykx2yH14R/pfNWJZdsHxbJozkwcXffx90M9ueGD2Gp5O7pCxW6wBYDygfZdqc7fBh1OfcRCi83C9K2/I9OZSaQjstqzJQEGXz6YpPse5oDvAWLKY3xdY8EAACAASURBVBg8r/pzntesXkReWSEZu1cyrMf1vBDaFffqJ7n96t9C1wtxFxzBuW8Njh4TsLWLQgghhDhVEjwKIYRodRyRDsICQqgoL+VmnwvovW4F/rZwnh8+gw0bvmHElDKOWSF0uGJhTL9qy8YkxGDtcAHb0jsQ1CGImISYaulBnRKoCO1MeUkOQaHt8emU0GzlttgsdB1eMxo9kZa0Pane4NJvlz+h7RXoMg7u/Q/jI2cS5e8Hy+ZSNO52YtdNwFVWjt3vPlIfTJMAUgghxCmT4FEIIUTrU+bmE3smHtWDNyMuZZ41iKfGzMUebKcs6DuyrH54Akrx4EdJUPVuqxabhft33l9vkIa/DZ9rd0IDXVPPlIaCy3FTbuXqKxexv38R3XcEYvn0DiIvjIG3n+HHDctJLOvKEn0AXVbOtzvXcOXg2l1nhRDiXOXr64vD4QCgW7durFmzBoD9+/czadIkcnNzGTRoEMuXL8disTSUlWiCVj1gjoy2KoQQrVipG7KSjfcadjr/jU2H8PfOl/NlWBAR7dvjE2wH4OorriaotB0Wj4Wg0nZcfcXVtZavDNJqBY6VKrumnsXAsTHBeVnY3YVc/k0F4e5CgvOyoF0IuTfP5vd9o0ntcwkhflZClS8UTKidQQPbUwghWlpgYCBbt25l69atVYEjwJw5c5g1axZ79uzBbrezdOnSFixl69eqg0cZbVUIIVqpUjd8EAufjjbevQOe8nIO/GBjdth17ApsR1LmBvrsPXHfYnh4OHsf2cuKy1aw95G9hIeHt0AFmp8TcAHHgVzzM0C4rT0PxVyHxRLBVZ0nsT75IobElFdfuKHtKYRoG5rxB6SCggLGjRvHwIEDiYuLY8WKFc1QwNq01mzYsIGJEycCMHXqVFatWnVG1iUMrTp4FEII0UrlOcHjgjK38Z5nhkrlZeh//4UPgzdzuCyMGxYdxnn/SEp3/Fxt8fDwcK6/5vpWEzgC9E9I4OroaK4PDOTq6Gj6J5y4FzP+u2Se+8Mqitu148lpw8j5z1woKz2xcH3bUwjRNjTzD0jr1q0jOjqabdu2sX37dsaMGVNrngULFhAfH1/rNXPmzDrzLC4uZvDgwQwbNqwqQMzJySEsLAw/P+NOvC5dupCent6ksouGyT2PQgghzj9hDip8Q9ClpSjfEHzCHEYwtPIvqF0pzBxwJUWPvsCgHw9RSAD6zm9busRnnM1mY/OuXTidThwOBzbbiS61/95eyC2pLp59bDUP/+l6NgRVcMc7z8FND4Gfv7E9/ezoclB+dmN7CiHaDu8fkCo/n8ao0ZUcDgezZ89mzpw5jB8/nhEjRtSaJykpiaSkpJPO8+effyY6Opp9+/Zx1VVX4XA4CAkJqTWfUuq0yy0aJy2PQgghzlluj5vkQ8lVj9yomp7j5siUIxQ/UcKRKUdwZ7o48s7T/DcnFa75Df1D47l4dxoBlNJOeQjOOtpCNTi7bDYbw4cPrxY4AgyP6MazTOHrPVfS937NqOzOsHsz+u2nobQEd4mNPg9/yuDF99Hn4U9xl5w793IKIc6CMAdY7OBnM96b+ANSnz592LJlCw6Hg0ceeYR58+bVmudUWx6jo6MB6NGjByNHjuT7778nIiKCvLw8ysrKAEhLS6uaT5wZ0vIohBDinOT2uIldFIur2IXdaid1Rio2ixHU7PzPu3Qpq+CHYogpq+DAimeZF+PD8ZgoLh94GUVfZRBMIBooJpDjdKRLy1anRfWf+kumzJ3Dx0HtmJ5XQNS03aT9/AV/2v8xf0jbwXd7otk3vi/KWo4u/guffZ3G+NFej/IodbfI6LJCiLPE3wbjUpvtPM/IyCA8PJzJkydjs9lYtmxZrXlOpeXR5XIRFBREQEAA2dnZfPXVVzz00EMopbjyyitZuXIlkyZN4tVXX+W6665rUtlFwyR4FEIIcU5yZjpxFbuqWh2dmU6GdzW6UWXHh3H9DMi3QjghOC5sR4VSPH/pA7S3huBJsPJy9MOE5B4kP/wCpif0aMmqtDhLVDi9Du6m/ZqN2CdcjiUqnKLAwfycu4kH9r7PwKNgs5ZzPACCKGf3kaXAY8bClfdCeVxGi8S4VAkghWiNKkeRbgZOp5OkpCR8fHzw9/dn8eLFTcpv586d3H333fj4+FBRUcHDDz9MbKwxENr8+fOZNGkSjz/+OBdddBHTpk1rjiqIerTq4FEpdS1wba9evVq6KEIIIU6RI9KB3Wo8XsNuteOIPNGNqiQ/kyJrINNsffi67xBKdDmLLptFn1CjfdFiszB91+/qf1ZjG2SJCidy+vVVn3uHduaFS+7jt8kvsbldPm8FjeI3hZ/jW1zGRce8Bpxo5nuhhBCtX2JiIomJic2W3yWXXILTWfdAXj169GDTpk3Nti7RsFZ9z6M8qkMIIc5fNouNL6/5iL/k38GX13xU1WUVQH0aw1qfYSS260+A8mfid4OqAsdKjT6rUdArpDPPD7+XMl8LS2Jj+dRzJd/8M5QunSaemKmZ74USQghx/mrVwaMQQohzW30D4gDk7v2Z4Pih3L7y7wTHDyV3r/m4jVIPid03M8QnlJ9W+jNgWiduvPWas1zy1qNXSDR/CxyJfbcm2mZD35DIBd4DGPrbyL3kSz4IeIzcS76ULqtCCNGGSfAohBCiRbg9bmIX9mP0q6OIXdivVgC5Z8kbhD3nxvJwOWHPudmz5A0oLyNr5XzuDnezeH9Psr7pS/eAQGyREtA0Rd/hV7D4/71Pyeqfad/dQ/6RT6GiHIDc3Fx6LhjIrzb9kZ4LBpKbm9vCpRVCCNFSJHgUQgjRIpwHUnDlpOMuL8KVm47zQEq19KixMdAOCATaGZ9d6buZ5X+Uw4FWDv0Qgm+Zh9KCUjKdmS1RhVbDg4V/qrtZ++MQHgjrzsz2FeSWFgLw8ecfU+BfgMfiocC/gI8//7iFSyuEEKKlSPAohBCiRTgywV4MthKwFxmfvX2S3YP0wiiKiiykF0axNrsLvz/wIUeCAnn6oruIcgVjsVmw2q1EOiJbphKtRKYzk+PHNPuLorC/FsZRXcqsb14iP3MfujyAgGIr/iX+BBRb0RXWli6uEEKIFtKqR1sVQghx7rJdlMD2KZ34wTebAeUR2J5MqJY+9pIY+g7YQGz7NG7qt5XUaR+z/3gRzw6ZxuCOFzIgtYeMptpMIh2RWO1GUBidZeVXA27gMecyZn/+V6Yd7kjJojDCOmryjvpwdEhUI7kJIYRoraTlUQghRItwA0NLFX/M8GVoqaLmkDlRJdv5ce4QFt7wHDMdX9OnpIQnBt1GQscLARlNtTlZbBZmpM5g8vrJzEidwfBu/Xly0BR2B1l4357On656gJ6Hk7AG/Jubropp6eIKIdqgMWPGEBYWxvjx46tNv/XWW+nbty9xcXHceeedlJaWAvDZZ58RGhpKfHw88fHxzJs3ryWK3epI8CiEEKJFOJ1O0o8dY0NREenHjtV+htchiCiIJiYgFN+AgyR1uJorOg1omcK2ATWD8RGdHDwxaCp3+YSRlPA1X1y6CJfvUKJyv23hkgoh2qKkpCSWL19ea/qtt97Krl27cDqdFBUVsWTJkqq0ESNGsHXrVrZu3crcuXPPZnFbrVYdPCqlrlVKvXzs2LGWLooQQogaHA4Hdrsdm82G3W7H4aj+/MByCvi/qJHc27sjha/nQvywFipp2zUyeiAXuDujdxzi0xuGoLtGwcb9teY7kv4D7y6fzJH0H1qglEKI5tDQo5NOVUFBAePGjWPgwIHExcWxYsWKJuc5atQogoODa00fO3YsSimUUgwdOpS0tLQmr0vUr1UHj1rr97TW00NDQ1u6KEIIIWqw2Wys/+gr7p/8N9Z/9BU224nHbWit+XPBLjaE27g+YjBBKdvBJo/jaBHX38T3e7OZ16Mj838xkIoJE6slH0n/gSH/Gsid+99gyL8GSgApxHnI7XETuyiW0a+PJnZRbJMDyHXr1hEdHc22bdvYvn07Y8aMqTXPggULqrqUer9mzpx5WussLS1l+fLl1daVnJzMwIEDueaaa9ixY8dp10ec0KqDRyGEEC3M7YbkZOO9hkM/57Js0Gt0+99mlg16jUM/m88PLC/j5R/X8r7nCFN6juKWUXdK4NiSoqIYtPYb7syPYN1V/Vh89EtI212V/Mn7fyJPg1tDnjY+1+QuOEKy82XcBUfOZsmFECfJmenEVezC7XHjKnbhzHQ2vlADHA4H//vf/5gzZw5ffPEFdTXkJCUlVXUp9X69+OKLp7XO++67j8svv5wRI0YAMGjQIA4ePMi2bdt44IEHuP7665tUJ2GQ0VaFEEKcGW43Ff36oXNyUO3b47NzZ7UgcO1bKTw8fwGB7YooKghkxVuDuPuO/nz43nxejwxgQrdhTOnyCw4lH5IRVVuYxxbOqJjJ5FhTePtQMvZN67nl2scgKoaAgiuw8w4osAMBBVdUW9ZdcITYF7rgKivH7ncfqQ+mYWsnI7YKcS5xRDqwW+0A2K12HJGORpZoWJ8+fdiyZQtr167lkUceYfTo0bXuOVywYAFvvPFGrWUvv/zyUw4gn3zySbKysvjHP/5RNS0kJKTq77Fjx3LfffeRnZ1NRETEKdZGeJPgUQghRNO43eB0gsNRLTgsTEmhIj0dm9YUpKejUlIIGjWqKv36MR6sm4sICPSggV8NccHr87gMzR2Dr+LX3cfx9/5/p9hVjNVuZUbqDAkgW4DH7WFR7CKKXcUEhAcw8s2+vKx3MfKdp4ie8jRX3TKJyX2+I6T/DvJ39Oeq3ZOqLe/ctwZXWTluDZSV49y3huGO6S1TGSFEnWwWG6kzUnFmOnFEOrBZmtbbIyMjg/DwcCZPnozNZmPZsmW15klKSiIpKalJ6wFYsmQJH330EZ988gk+Pic6VR45coTIyEiUUmzatImKigrat2/f5PW1dRI8CiGEOH1uN8TGgssFdjukplYFkN8XlRGrbZRQjEdbSS0q41KvRSM72igLKMNT5oufnyJ722eEeIoIvv0p7ozqzqHkQxS7ivG4PYDxIPuuw7u2QCXbtkxnZrX9cKf6FTfGDiR6x0J4fR6WMbN402cmft/+RJmtF4+WlVZb3tFjAna/+6CsHLufL44eE1qiGkKIRtgsNoZ3Hd4seTmdTpKSkvDx8cHf35/Fixc3Oc8RI0awa9cu3G43Xbp0YenSpSQmJnLPPfdwwQUXMHy4UfZf/epXzJ07l5UrV7J48WL8/PwIDAzk7bffRinV5HK0dRI8CiGEOH1OpxE4Vt7T6HSC+Q+8Q2B3FljugI77UEd7MjWwe/VlA/vjlw8EaLbnX8lvewYxbsAQZkUZ83k/uN5qtxLpiDxbtRJeau6HzgOisdhi4NchfL76WfhgETnFT+IuH4Ct+DjOVZ8w/H6ve4u0jXbLoukdVUzGESvMlPtXhWjtEhMTSUxMbNY8v/jiizqnl5WV1Tn9/vvv5/7772/WMggJHoUQQjSFw2G0OILx7vW4DWt/Kwvvf4XigGKsJVbu7v+76svu3A9zA9kfa+WhB3vRQVm5/eITXR4rH1yf6cyUex5bUH37oaxrX5Zc2JOssiI69t0NP/bBHuTCcX31lovvU75n7E83ErAngBJVwvcp3zNi1IiWqIoQQogmktFWhRBCnD6bzeiqun59tS6rAOvS13E8+DilAaUcDz7OuvR11ZeNi+PIBV35/bRfYSkq4y/DZmAPqP4Mr5oPrhcto6794Ofjy4LLHiDIEkjc/FWsn7+Q1G0WbF2qtxBHEkmI9qEnRwnVvkQiLchCCHG+kuBRCCFEk7iBZPPd24S+E/BVflDhi6/yY0Lf6ve66S0f8sTDoymwh/LMJTOJ7iD3M55vooLC+UvC3ZSWe3ixcwale9bXmiemfwSzfJYwmeX81uefxPSXkQ6FEOJ8JcGjEEKI0+Z2u4mNjWX06NHExsbi9nqeo40oIpflYHnrMyKX5WDD6/EM2z5DffYWEz8tYcCTNtaNXFc1IIs4v3QPjuK54feQFWBh/Y+fwPcbqqUf3/Y9qqKUADyoCg/Ht31fLd3tcZN8KLnJDyUXQghx5knwKIQQ4rQ5nU5cLhdutxuXy4XT6fRKg/zsEDx7LiM/O4TKpLJ9P/C/jf+iKLwXW97oiu07KHYVk+nMbKFaiKbqY+nMs6G3MdHaDd77O+z7oSptdZYfLsI4jg0XdlZnnRhuwe1x029hP65+9Wr6LewnAaQQQpzjJHgUQghx2hwOB3a7HZvNht1ux+E1YI7DAZ075nOV40s6d8zH4QB99Gf+/OVinuwewY7xt2IJDcJis8hoquexyudAfjzuQ156KoQ9kdEs+vJldKnRkjw2QeMI+ZjRfv/FEfIxYxN01bLfHfiOrNyjFJQXkJV7lO8OfNdS1RBCCHESWvVoq0qpa4Fre/Xq1dJFEUKIVslms7F+/Zf889WV/GbqRGxeA+bYfI+QOq8rWleglA8+vodYmrmFD8IDmdrlEgb3iGdAaqyMpnqe834OZD7wccxQ3i79Dr+9H3P3heOI6nAhP/6xD2sO92dCpx1EddhdtWzIPl8iAkrJ0xAWUErIPl/o03J1EUKcm7Zu3cq9995Lfn4+vr6+PPbYY9x8880A3H777Xz++eeEhoYCsGzZMuLj49Fa8+CDD7J27VqCgoJYtmwZgwYNaslqtAqtOnjUWr8HvDd48ODftHRZhBCiNfr5UC5DXx5IsbWQf778f2yftZduXcONxL3v4kOZ0celHFZ/t4RlrlzGdR3KtAE3ACdG8RTnr5rPgZx2yY0U7Lfw+k+fEJGdyQ26J1FPVzDd/g242sHw/TDcvP9V/8DWKF/2+JTRu8KXNP0DcGm1/N0eN85MJ45IBzaLPCNSiLYoKCiI1157jd69e5ORkcHFF19MYmIiYWFhACxYsICJEydWW+bDDz9kz5497Nmzh5SUFO69915SUlJaovitinRbFUIIcdpWrt5IsbWQ0gAPxdZCVq7eeCLR1R0qgAo4mnUpL+TmMKxDP2Y7bkQp1WJlFs2r8jmQk9dPZkbqDAKCA5gVdwOXhfXgBZeTz9M+hnbhcMQGQeHVngXa6eLRFJWU4UBRVFJGp4tHV8u78p7IUa+OknsihTjD3G5ITjbem6qgoIBx48YxcOBA4uLiWLFiRZPy69OnD7179wYgOjqajh07kpWV1eAyq1evZsqUKSilGDZsGHl5eRw+fLhJ5RASPAohhGiE50gumS+vwnMkt1ba2GsGYS0JJKDUD2tJIGOv8eoSdNFIeKYTfBlPx/z2LLANYN7FU/Dz8T17hRdnRc3nQPr5+PLH4dPpb7HzQXk2+vkk+OijWs8C3Z6bzeAnNzJrwYMMfnIj23Ozq+WbciCF9Jx0isqLSM9NJ+WAtBoIcSa43RAbC6NHG+9NDSDXrVtHdHQ027ZtY/v27YwZM6bWPAsWLCA+Pr7Wa+bMmQ3mvWnTJjweDz179qya9thjjzFgwABmzZpFSUkJAOnp6XTteqJnS5cuXUhPT29axUTr7rYqhBCiaTxHcinu0pOw8kKK7wuCtL1YosKr0o/57uHb/sdJK4Uu/sfJ890DdDMSbTYOLnyWtG3ruLTXSC6+8o6WqYRoEVZfC89dORvrZ++gvl4NV3etFjgC+B7ozrfZF2PPzuMPrGTfgS1wodcMmUAxoIES87PcEylEs3M6weU6ETQ6nTB8+Onn53A4mD17NnPmzGH8+PGMGDGi1jxJSUkkJSWdUr6HDx/mtttu49VXX8XHx2gDe+aZZ4iKisLj8TB9+nTmz5/P3Llz0VrXWl56vTSdtDwKIYSol2vNRgLKCwnAg7W8ENeajdXSHQHQ2aIZFVxBZ4vGEXAiLXv7Z8x2bWZB907kj5h0lksuzgXBliD8fzGFvP7D+cO+Dzmasbta+lDlJBwXwbgJJ5ehylktPeGiBHp9EMXFyRZ6fRBFwkUJZ7P4QrQZDgfY7cbvO3Z7td7lp6VPnz5s2bIFh8PBI488wrx582rNc6otj/n5+YwbN46nnnqKYcOGVU3v1KkTSikCAgK444472LRpE2C0NB46dKhqvrS0NKKjo5tWMSEtj0IIIernP2oQhQQAmkIC8B9VfaS6oIgEKtp1prwkh6DA9vhEGBf3hWXFJB3+CpevLwlPBrN05lJmpM6QEVXbIh8fskfdzKZv/s5De1azsMP92PwDAQjqAxXhRZS7fQiyFeNTo1XRFgC7nvZFl/iiAnzxCagjfyFEk9lsRq9yp9MIHG1NHJsqIyOD8PBwJk+ejM1mY9myZbXmOZWWR4/Hwy9/+UumTJnCjTfeWC3t8OHDdOrUCa01q1atIi4uDoAJEyawcOFCJk2aREpKCqGhoXTq1KlpFRMSPAohhKjfj0fTuSnIl0GFYXwXVMo7R9MZ3rPbiRn8bfiM+RbS1kCXCeBvo6y4kMe3LWdfSS6D/hyKZaui2FZMpjNTRlZto7pZOvFgu2t5zr2Kx79cyIKBt+EfHgVdEvB5MQp+yoZeEdClRstinhNVmoePLkKXuiDPCR2a0JdOCFEvm61pXVW9OZ1OkpKS8PHxwd/fn8WLFzcpv3feeYeNGzeSk5NTFYhWPpLj1ltvJSsrC6018fHxvPTSSwCMHTuWtWvX0qtXL4KCgnjllVeaWi0BqLr6A7c2gwcP1ps3b27pYgghxHnH7XYTGxuLy+XCbreTmppa7VmOlLrhg1jwuMBih6u/46N/P81T4TC77w3sG7WJYlcxVrtVWh7bKI/bw6LYRRS7iskeW8qm2/IYXaB5fMJTqHIN8RdCu1woCIetu6o1eXjycil+sydWayHFxUFYb9mLJSy8gbUJIQB27txJv379WroYogXVdQwopbZorQc3JV9peRRCCGGMklBHfyWbzca3X28ied0aho+ZUD1wBKMlqMQF5W6o0PDufEYfPEingXcxoPeleFKHkOnMJNIRKYFjG5XpzKTYVYzH7SFirYVbJvfhM78d5P3nz9hjfgGZx8BdBLZjtUbpyNxZwL//cA89w7ezNyeOGy4qoOtwCR6FEKKlSPAohBBtXeUY7S6XMVKC1+MU3HluytYMZZTVRf6ap3DfkootzCuA9O8OOUVghY89w+mVd5Du10xjwMBrgBOPcBBtV6QjEqvdCoDVbuXOkXdw286Psa1dCrYOxjEHdY7S0a6zZqprEUG5JRSqz9Gd7629glK38SNGmAP8m3ijlhBCiAbJaKtCCNHWOZ1QmAtRbuPdeWLEy/3fOwmxugi2ugm1utj/ffXRMNm5H+ZaSd6UwJ86x/Fqr+4wdOxZroA4l1lsFmakzmDy+snMSJ1BQHAAtqHjKUsYz/zc7/ny3b/C+vW1ngEJsPer9fjpcgLw4KfL2fvV+uqZl7rJ/29vvlx9Bfn/7W0EkkIIIc4YCR6FEKKt69cd5hXDIxjv/bpXJXXs3520Ahv/O2blUIGNjv27V1/W4WDXhT2ZO3ooPfOKeGjU7LNbdnFeqGyB9u66XDrqFvZ27sYTOd+y48LoOod3LLBPwEU4x7HhIpwC+4Rq6Ud//JC43Ue4JqOUuN1HOPrjh2e8LkII0ZZJ8CiEEG1d6X50eytYMd5L91clbXfvIC7nKImZHuJyjrLdvaPaohm6gIf+MAG7NYTnxs4lyN7hbJdenKcCLYHMv+K3tLeGMCflZdIObqs1z+CEIK4O/4Rr/f/L1eGfMDghqFr6R+u/xFUObg2ucuOzEEKIM0eCRyGEaOM8/n05nuNPSbGF4zn+ePz7nkgsL0KrCipUBVpVQHnRibSCY7z6/tOUlXtYcPkDtG8vD18Wp8YeEMzT/aeiiwuZveUVXDlp1dJtx1PY8tTFPPPYH9jy1MXYjqdUS3f0vInQY4p2pRB6TOHoedPZLL4QQrQ5EjwKIUQbd2BLNn/7/V28/sxtPP/733BgS3ZVWoIPdPaFQGW8J1T+1ygrhbef5Xf7jvB8t2vxcXrwuD0tUwFx3vK4PawZ8i4jXrRSiObgmheg1Os4OgS28gKGd/kGW3kBHKq+fOyoIcx8dy4z35jAzHfnEjtqyNmtgBDirPH19SU+Pp74+HgmTDjRhX3//v0kJCTQu3dvbr75Zjwe4zukpKSEm2++mV69epGQkMCBAwdaqOStiwSPQgjRxmWSSXZFMZ8Xe8iqKCKTzKo025FAdobCJxGwM9T4XFFRzrIPniY/Yze+iffxwdhveX306yyKXSQBpDgllY/xKPnUyi3P+hN/8CdYswgqn0E9MAGej4YXA433gQnVlvdg4SX9KCszF/KSfhQPNR4H43ZDcrLxLoQ4rwUGBrJ161a2bt3KmjVrqqbPmTOHWbNmsWfPHux2O0uXLgVg6dKl2O12fvrpJ2bNmsWcOXNaquitigSPQgjRxvW+qDeLZy7m9dteZ/HMxfS+qPeJxIEJ2F7ozPB/BGJ7oTMMTGDRJ39jqe8xNg4byeHSHlXP8Ct2FZPpzKx/RULUUPkYD4vNwuEjnSm7bBIrM7fywqcvorU2BtHZugte+sR4rzGojtMJWccs7CnqStYxi/dAwSceQTN6tPEuAaQQDXK73SQnJ+NuhnOloKCAcePGMXDgQOLi4lixYkUzlLA2rTUbNmxg4sSJAEydOpVVq1YBsHr1aqZOnQrAxIkT+eSTT4zvFdEk8pxHIYRoA9xuN06nE4fDga3GBfiOvB1U2CrQaCoCKtiRt4Oo8CgjsfLi3ekEh4N3jm7hnZIMJpa1Y9zYGZQWllV7hl+kI/JsV02cxyof45HpzCTSEYlfO38yfY78f/buPS6qOn/8+OsMwzDgUZjxAiKoKIqOTmKiiK3mLTQvaG1rlpaVZaXlrq1kbpfd2jZrtb6bm2uZlmWZbfYrLYsutmYXgrw2CpoXNAHFCwN6gGEYOL8/RhEEvCIovJ+PxzyOc87nfObzKWDmPZ/Lm5WF+wne+y3jOw70/gzGxVV7v90OQUFlyzdj3AAAIABJREFUlJbpBAUp2O0VvhN3OLy5S099EHY4aqxHiMZO0zRsNhtOpxOLxUJaWlqV94oLkZSURGhoKGvWrAEgPz+/Spm5c+fy7rvvVjk/YMAA5s+fX+W8y+UiJiYGo9HIY489xtixYzl27BhBQUEYjd6QJiwsjKysLACysrIID/fmGTYajQQGBnLs2DFatGhx0f0SV2HwqCjKWGAk0ApYoOv6l+e4RQghGrXz+lCgK96HUk0FJz+8r8veyitpqxkQYuehnnegGAxVPvxXTMUgxPk4lcbjlAcHPUzOpmUsSF9NK7eHwV2HnuVmDX1aDOxvg94uC0wbgJM/23Y7ZUFB6KWlKEFBGOz2y9sRIa5iDocDp9NZPurocDiIu4QvW+x2OzNnzmTWrFmMGjWK/v37VymTmJhIYmLiedf522+/ERoayt69exk8eDB2u51mzZpVKaco3jey6kYZT10TF69Op60qivKGoiiHFUXZdsb54Yqi7FQUZbeiKI+drQ5d1z/Wdf0+4C7g1svYXCGEaBAqfihwOp04Ks3tg25BsSj/SYdlX6D8J51uQbFV6vAcP8rilLewBbTiqZ4T8PE5/d1jdTn8hLhYBsXA49G3c43HyLO71rD1wOYayzpyHOTrWRSFfEO+noUj5/TPtgZ0LdMZUuo9yqRVIWpmt9uxWCyoqorFYsF+iV+2dO7cmY0bN2K325k9ezbPPPNMlTJz584t3wCn4mP69OnV1hka6t3Ru0OHDgwcOJDNmzfTokUL8vLy8Hg8AGRmZpaXCwsL48AB7y5bHo+H/Px8rFbrJfVL1P2ax6XA8IonFEXxARYANwI24DZFUWyKotgVRfn0jEerCrc+cfI+IYQQZ2G322kTHMjga/xpExxY5UNBxk6VgKJIyBiKf2EkGTvPGJUsKca44gX+9WsOcyJH4+cjQaK4vPx8fJnTezKhbg97vl0Gble15ezBdixmC6pJxWK2YA8+/bOdkuJg18F8vnUXsetgPikpjmrrEEKAqqqkpaXx5ZdfXvKUVYDs7GwCAgKYOHEiM2fOZNOmTVXKJCYmlm+AU/FR3ZRVp9NJcXExAEePHuWHH37AZrOhKAqDBg1i5cqVALz11luMGTMGgISEBN566y0AVq5cyeDBg2XksRbU6bRVXdfXK4rS/ozTfYDduq7vBVAUZQUwRtf1OcCoM+tQvP/Xnwc+13W96k/i6XJTgCkAbdu2rZX2CyHE1Uj1g7R/KujFoPgpGPwqX7d30bCY88ETiMU/H3uXQE5N/XO6jrNyzVzuyt5D4Ng/49vWVvcdEI1SszZRLOk+EdP7L1C4+Hl8Js7Cr5l/pTKqSSVtWhqOHAf2YDuqqeIHXjtN/ALpHlbKtsxAQKatCnE2qqpe0lTVihwOB4mJiRgMBnx9fVm4cOEl1Zeens7999+PwWCgrKyMxx57DJvN+370wgsvMH78eJ544gl69uzJ5MmTAZg8eTJ33HEHkZGRWK1WVqxYccn9ElfGmsc2VM7clAlUnTN12sPAUCBQUZRIXddfra6QruuLgEUAMTExsrWSEKLxynNg8OSBXgSePMhzQMvTHxBUj4O0eTfh2BeBvf1eVM/HQBxFnmIeXftPMowaTbeHcfCNVKal9ZbpqaLOKGE9+fanCNShO3ll+V94efwzBAY1rVRGVSDOTJX1urG9YMc8CDTr5LsgsFfdtVuIxm7YsGEMGzas1urr169flSUXp3To0IHU1NQq581mMx988EGttUF4XQmpOqobP64x2NN1fb6u6710XX+gpsBRCCFEBUF2MFnAqHqPQWeMwPhGoBYcJS78J9SCY+AbgaeslKc3LePXskLuWudi50qrpOIQdS7HkUPy981J/aU5e0MVnkhZiqes9HSBEg3W2OB/8d5jyemVjX7HN+FvPoIDF/7mw/gdr3GykhBCiPN0JQSPmUB4hedhQHY9tUUIIRoeX5Wcfql87LOQnH6p4HvGWpb0DHjKDHOAp8zoaXt5eftH/HA4jYc6JXDso06YVD9JxSHqnDcPpD/5/68N0e9Z2FKSwUsb3zm9i2KeA9xO8GjeY97pkYm9GU24JruE+Cy4JtvD3owm9dQLIYRoOK6Eaas/A50URYkAsoDxwO21UbGiKKOB0ZGRkbVRnRBCXJUO5WpEdT6OrSCEtCbH2blXJcRaIYC02yHACocUsFjIDlVJcvzI7eFx/KHLQNzb+kkqDlEvzkwFs3TdXJblbCVk22rutI/xjqIbg6C01HusMKq+r8VRDruMlJhKKC42sq/FUaLOfAFNK89hyiVuECKEEI1BXafqeA9IBqIURclUFGWyruse4CHgCyAd+K+u69tr4/V0Xf9E1/UpgYGBtVGdEEJclT77YjuO/MF86bkJR/4QPvvijD+xqgppafDll7B1M22+eJslOw9zf0hvQFJxiPpV8efvvt53EO8s4re0b9GLi6AYeFT3bqP3qO59fpLR34jH14NSpuDx9WD0P+P7ck0Dmw3i471HTZJ5CCHEudT1bqu31XD+M+CzumyLEEI0JG7NXePo4Birhok8mlIAlDHGWs2HZFVlc2RzfvvfvxlzcC9tb5sNIe3rpO1CnC8luC2zY+/B573nUT56GT28P0pOPmhFoOZ7RxFP7hYZGxZLaLNQcotysfpbiQ07Yy8+hwOcztNBY4V7hRBCVO9KmLZ62ci0VSFEY+DW3CywLcDldGG2mJmWNq1SANm0R09cPr4Ul5rQfUw07dGzSh0ZJw7xl5TXaV5axPChE/CL6l2XXRDivBk794b4SWT/bxl/U08wq1s7Om7fDxaLd/rpSapJZcdDO2pI4wHY7ZQFBaGXlqIEBWG4xKToQgjRGFwJG+ZcNjJtVQjRGOQ4cihyFuHW3BTlFlXZETUno4BF5um8wx0s8ptOTkZBpetHXfkkpizC5PEwz7cDftfdXJfNF+LC9R2NT8wwjhgVEp/+PWn/txh36pYq6xZPpfFQq9nXXQNsuk78yaNMWhXiyvbbb78RHx9P165dsdls7Nu3D4AJEyYQFRVF9+7dueeeeygpKQFg3bp1BAYGEh0dTXR0NM8880w9tr7haNDBoxBCNAZNoprgNDpxm9w4fZ00iaq8q2RwRBN8XIUcNgTjU1xIcMTp64UeF4+mLuZ4SSH/7DeVkFEPg1JdBiUhriCKQnD8vTwXfS/O4xqPujfwrwFv4tbcp8ucJY0HeJOYZ+Xn801REZl5+TXmkBNCXBnuvPNOEhMTSU9PJzU1lVatWgHe4HHHjh04HA6KiopYvHhx+T39+/dny5YtbNmyhaeeeqq+mt6gNOhpq0II0RjsLNjJ4gcXozpUNLvGzQU3E2c9vXbLtGcz016YT86xVgQ3P4xpz3AIGQLAT/s3sPd4Fn+3TSRgjxl3gM6Zs/uEuFKpGT6M/8TDe7cYSL33EFm/ZBPRr733Yp4Dip1QqoGue5+3PP17ERFhp6jIAoDLZSEiQqatisbtbGvnL1RBQQHjxo0jMzOT0tJSnnzySW699daLri8tLQ2Px8MNN9wAgFphlsGIESPK/92nTx8yMzMvvuHinCR4FEKIq0RNb+wRTSIoe+M4YdY80n42EDEzovKN4WD6tYTw1plQrJzOrOsuZvDaVUTlH+br2Z/z/T5DtWsmhbhSBduDMW9pySPRu/g4tBlNO5pPX/SNgGNFYAZcLu/zCjIyVMzmNAoKHJjNdjIyVEJC6rb9QlwpzrV2/kIlJSURGhrKmjVrAMjPz69SZu7cubz77rtVzg8YMID58+dXOvfrr78SFBTEzTffTEZGBkOHDuX555/Hx8envExJSQnLli3j5ZdfLj+XnJxMjx49CA0NZd68eXTr1u2i+yS8GnTwKBvmCCEairO9se9P3862J3SC/CGvSGd/+nZCrqvwKbh1LAS2geJjENgcWseyfPc3dN36Ez2z92DqeS/Z+7aWT/nLceQQHhdeXTOEuKKYVBO3/fgo+d/8jxs3v4av79uU3fIIBh8jpGfAU2awFIDTDD0zIO7074XdDlariqLEnbnXjpfkgBSNSI4jB5fTVWvvA3a7nZkzZzJr1ixGjRpF//79q5RJTEwkMTHxvOrzeDx89913bN68mbZt23LrrbeydOlSJk+eXF5m6tSpDBgwoPy1rr32Wvbv34+qqnz22WeMHTuWXbt2XXSfhFeDXvMoG+YIIRqKim/sLqer0qY4kS0gyB+a+nuPkS3OuNlXRRv2M8nd/4U27GfWHNzOwh2f8vXxvTD0DgKHDMVsMWNSTZgtZoLtwXXbOSEugUk10TJhGL43TKJo508kfvksq/b/6A36AqxwSPUez4gOVRVSt2i8uMxB6hatcnwoOSBFIxNsD67V94HOnTuzceNG7HY7s2fPrnazmrlz55ZvZlPxMX369Cplw8LC6NmzJx06dMBoNDJ27Fg2bdpUfv3pp5/myJEjvPTSS+XnmjVrVj69dcSIEZSUlHD06NFL6pdo4COPQgjRUJx6YweqvLHvPhpLaFEb4Bh5Rc3JPhpL86jT92puja6v9cZZ6CS0xSJah11Pb83NjKDucN1YTIrCtLRptbbWRYh6EZeAb+5BDEYnLzk+pEXvQK5LS6tx9FBza/RbdA3G/Uae3+Hhl0d+OZ3OQ3JAikbGpJpq9X0gOzsbq9XKxIkTUVWVpUuXVilzISOPvXv3xul0cuTIEVq2bMk333xDTEwMAIsXL+aLL75g7dq1GAynx8UOHTpEcHAwiqKQmppKWVkZzZs3v6R+CQkehRDiqnC2N/ZuPVRiJqXTpomDrAI7G7ZU/pC8ad8mjhw7gjEwkBat4wj2a8azsXdhDGpdvrOqSTXJVFVxdVMUjKMe4GlPMdOTF/C3TW8zP24aXWsI+jbv3cxNz9+EX5Efxf7FbB67mf5dTk6ts9u9eSOhSv5IIRqq2nwfcDgcJCYmYjAY8PX1ZeHChZdUn4+PD/PmzWPIkCHouk6vXr247777AHjggQdo164dcSd/12+++WaeeuopVq5cycKFCzEajfj7+7NixQoU2U38kknwKIQQV4ma3thVFTb8DI5kFXtc1eVZrXJaYXaZad8+Gv8SD4/4jiKgZbs6arUQdSvA6McLlmt58OjHPPrTIv6q3so10VFVRlKCs5tiLvLD5PbDcPI5XU5eVFU4y6ilEOLshg0bxrBhw2q1zhtuuIFffvmlynmPx1Nt+YceeoiHHnqoVtsgGviaR0VRRiuKsqi6HZ6EEKLBKNFQv7URp/VD/bZqPrsOPTvwxOpH+XBrIO9sO8a1nWRNo2jYmreMYO6eozR1HufjaR+ywLagcg5IoH3ECVTrCbI67KGJ9QTtI05UrkRVvVNVJXAUQohyDTp4lA1zhBANiebWSD6QjOY+Y/OOPAccz4V0zXvMO53svLi0hBd3f8j4fxjo2KKEFmP+iKlNWB23XIg6FtyOgE63s2zHAcZ32o/LWUT2LwcrFXG36sR/HlrI8jvf4T8PLcTdqlOl65qmkZycjCab5QghRLkGHTwKIURDobk1bAtsxL8Tj22BrXIAaYyAP7vgebxHozefXalext83v8tnmT+zJ9sBgyfg2/O6+umAEHUscMhQftwQQffueRTMOsKrhq8o1cvKrzt+20Cep5QCdPI8pTh+21B+TdM07FF27hh8B/YouwSQQghxkgSPQghxFXDkOHAX59LdoOEuzsWRc3p0kR0ZUGQGF97jjgx0XeeV7av49tAvPJTp5PrwGOj/+3prvxB1zaSaiF0xh4LQPvTo0Zofjqbx8raP0HUdAHvWXiw+oCpg8fE+P+XH73/kpuybGOcax03ZN/Hj9z/WVzeEEOKKIhvmCCHElaJE8045DbKDb+V1VvbmEWxs46KZAsd1F4HNI05fjIgAl8v7b5cLIiJYsXcdK/d9x7iI67nV3glCI8t3VhWisTA19cN07yz+YDBwNP0Tlu/5Hy39A7kjcihqzDjSds7AYSjDXmZAjRlXfl+BswCDycDhVocJOhxEgbOgHnshhBBXjgYdPCqKMhoYHRkZWd9NEUKIsyvRYI0N3E4wWWBkWqUAUi3IoImfP4pHQ/UxoxRkQECI92JGBpjNUFAAZjMle/ew1r2BwU3bMc02GhSZZCIasZN53+4PtHGkaB2LdnxGS3MQw8NiMI3JICppOabht0NQSPktvQb1YtJDk3D5FWMu9mP6oKpJyzVNw+FwYLfbyxORCyFEQ9egP1HIhjlCiKtGnsMbOHo077HCpjcABNnRjRZKFRXd1+odnTzFbger1bsrpNWKr60r8/cc5S8//oShSNZqCQFgMPgwe1c2fV3gp4Nbc7Og34e8NkNnQb8PK+3Guut4FppZp8TPjWYuY9fxrEp1aZqGzWYjPj4em80mayKFqAPDhw8nKCiIUaNGVTqfkZFBbGwsnTp14tZbb8Xt9v4uFxcXc+uttxIZGUlsbCz79u0rv2fOnDlERkYSFRXFF198UZfduOo16OBRCCGuGkF2yoxBlCr+lBmDKgeHgFas0mVmKkP+8SJdZqaiFVcY6TiZk27PZx/w9MqnKfrmLQIO/IrfmOkQ0KyOOyLEFSqkPb43/4l/btvHoJT15PxyiAKtCLfmxuV0kePIOV12TygUBUKxCkVB3ucVOBwOtFyNIC2IE8dO4HCc8WWPEKLWJSYmsmzZsirnZ82axYwZM9i1axcWi4UlS5YAsGTJEiwWC7t372bGjBnMmjULgLS0NFasWMH27dtJSkpi6tSplJaW1mlfrmYSPAohxBVAKwbbozrxz3uPWnHl6ykpGrv39eHb7X9m974+pKRUHunI8SkhsTiFrUd2ciL9Bxh0G9ji6rAHQlwFusSiDJkA277j1xOfsv7/nHja+2C2mAm2n85/GquvJXT5V/i//xGhy78iVl9bqZqwNmHcVXgXd3AHdxfdTZikvxENgaZBcrL3eIkKCgoYOXIkPXr0oHv37rz//vuXXOeQIUNo2rRppXO6rvPNN99wyy23ADBp0iQ+/vhjAFatWsWkSZMAuOWWW1i7di26rrNq1SrGjx+Pn58fERERREZGkpqaesntaywa9JpHIYS4WjgcDrJy8tmpFdGkSR4Oh4O4uArBnycF9FygAPQy73OGAHCipIjE1NcpdBexYFsGraLiYMAf6qUfQlzxfnczHDlAh6M5+AT78ut/YEHfuzGppvIiar8R7Hg0CsdRG/YWaaj9dlaqYtumbfj7+mNym1B8FbZt2kZ42/C67okQtUfTwGYDpxMsFkhL885quUhJSUmEhoayZs0aAPLz86uUmTt3Lu+++26V8wMGDGD+/Pnn9TrHjh0jKCgIo9Eb0oSFhZGV5Z1mnpWVRXi49/fSaDQSGBjIsWPHyMrKom/fvuV1VLxHnJsEj0IIcQWIiIqgyFgEJnD5uoiIiqh0PbYztLEWcUwz0Fx1EdvZe764tITZPy/hgHaEeX3uo2ObbO+Io+ysKkT1FAUSphGhGHguL4M/p7zGk2lv86++D+DnczKADApBvWcncZtXQ8+ESpvpAMQOiOV7/ySCy/I44B9E7IDYeuiIELXI4fAGjqdGHR0OiLv42St2u52ZM2cya9YsRo0aRf/+/auUSUxMJDEx8aJfAyhPvVORcvL9r6ZrZ7tHnJtMWxVCiCtARkEG5j+a4Q4w/9FMRkFGpeuqpRvpM3VSbi0jfaaOaukGQE6RkwPaYWa07s+BDWnkhl8Dvn710QUhrh5GX/DxoaepOU8WNWW7cx9Pb3qHUr3sdJmgEBg0pUrgCGA1mXhG/ZB7jf/lGfVDrCZTlTJCXFXsdu+Io6p6j3b7ue85i86dO7Nx40bsdjuzZ8/mmWeeqVJm7ty5REdHV3lMn151d+OatGjRgry8PDweDwCZmZmEhnrXKIeFhXHgwAEAPB4P+fn5WK3WSufPvEecW4MeeZRUHUKIq4U92I410Irip2AxW7AHn/HGvXE76hNg1wEF6LMdhoTQ1mzh7X2FuL5/jajSb1C+MbNn9h6sVmt9dEOIq4uWx6AdaRxrH4azQ0sMnOfog8OBT36+N69qfv4lj9IIUe9ObryGw+ENHC8x/Ux2djZWq5WJEyeiqipLly6tUqY2Rh4VRWHQoEGsXLmS8ePH89ZbbzFmzBgAEhISeOutt4iLi2PlypUMHjwYRVFISEjg9ttv55FHHiE7O5tdu3bRp0+fS2pHY9Kgg0dd1z8BPomJibmvvtsihBBno5pU0qal4chxYA+2o5qqeePWTz6Ad0v2cCK9iPt37CYwew8Plm0j3+TCRBnrU9Yz9saxddp+Ia5KrSPgpj9yy3//CeY20NW7hripr//Z7zs1SgM1jtK4NTc5jhyC7cGV1lMKccVS1Vr7EsThcJCYmIjBYMDX15eFCxdecp39+/dnx44daJpGWFgYS5YsYdiwYbzwwguMHz+eJ554gp49ezJ58mQAJk+ezB133EFkZCRWq5UVK1YA0K1bN8aNG4fNZsNoNLJgwQJ8fHwuuX2NhVLdvN+GJiYmRt+wYUN9N0MIIc5KO6SRsdpBRIIdNeSM4FHToGtXOHaMpBt78o+7Yxnq25Ink1NxxSbQ5ptHKDQVEuAOkJFHIS7U+pXwzbv8dv1NTCvZzQNdRjKy7TnWMWpajaM0bs3Noi4v0Sx3P8et7Ziy4xEJIEWdSk9Pp2vXrvXdDFGPqvsZUBRlo67rMZdSb4MeeRRCiKuFdkjjeFhXOpQ6yZ9qgcz0ygGkqkJ6Oikbv+J57QeuDQhm9vpkDN1+R8Dwu9gTO4b1KesZEDtAAkchLlT/38ORA7TelkKnmO7MdXxAU92fiGxLzSOHZxmlOZyylzuyn8esF+HK9udwyljChnS5zJ0QQojLT4JHIYS4Auz+YBNdSo9gphif0hJ2fLCJ6IcHVCqz0+PkycIUIpqG8Fyf+zEZ2kG/MaAoWK1WmaoqxMU6uQOrb0kxz5p8eej7BTy1YSmj3nBh3tmWKVuqjhxqhzQcqzOwJ0RUmSkQzGF0ijDhRgECOAxI8CiEuPrJbqtCCFFHNE0jOTkZrZoEzE0iWuHCTDEmXPjTJKJVlTK/5eYQWGbmuY5/oIm5KVw/TnZWFaK2+JogoCkB+PC3fWW0NJxg3f06Q2cu4PDWvZWKaoc0ukRkM+TvOXSJyEY7VPl3OrdTG3Jwo6GQg5vcTm3qsidCCHHZSPAohBB1QNM0bDYb8fHx2Gy2KgFku4EdWBb6GMtN97As9DHaDexQfq1ML8OtuUkf/C1zV+3B5/nHcR931XUXhGgccg8RnpnKi3sOEOfJINQvl+Dww5WKpHy8newHB1N0x01kPziElI+3V7q+atNauhrhBnS6Gr3PhRCiIZDgUQgh6oDD4cDpdKJpGk6nE4fDUem6STVx/7YpDP0ogfu3TSmfIlfoKWbaj6+w6uf1DOqdTvtQjR9+bE3O9iP10Q0hGr5W4ShjptFW8+cvGXk0bWbF3dJGQUmFL2z6amDOAz8NzLne5xUkDEjA1cSHn0zgauJDwoCEOu6EEEJcHhI8CiFEHbDb7VgsFlRVxWKxYD9za/8SDdO30YRr4zB9Gw0lGiVlHp7YuJT0vN8IKdmLvdsx1v/Qhn1HQgm2B9dPR4RoDOwDYeAfUE60pswyhxkblvH4xjdxl3oTkcd26kabJsX4Y6BNEzexnbpVuj3EGkLmnkxee/81MvdkEmINqYdOCCFE7ZPgUQgh6oCqqqRuSeXFZS+SuiUV9cwEzHkO9GIneDT04lzKnL8wZ+sKfj6yk8RWven/YxKlXfoR8fSjTEubJtv+C3G5XX8bXHM9Pimfc3NoLzYe3cU/tiynTC9DLcwgvaMfa8PKSO/oh1qYUeX2EGsIU8ZOqTZwdGtuDiQfwK2566InQjQIw4cPJygoiFGjRlU6P2HCBKKioujevTv33HMPJSUlAKxbt47AwECio6OJjo7mmWeeKb8nKSmJqKgoIiMjef755+u0H1e7Br3bqqIoo4HRkZGR9d0UIUQjp7k1Br4dQ5vSXF7a9wwbpu5ANZ0OIN2+UbiOGTGbTbhcvizNyuSrrE3cFzWCkSG94FAuPsPvIVw2yBGibigKjJ4KA44wvEUbcvGwMP1TrNubMr3zUFSzlTiDAiYLBNnPXd9Jbs3NAtsCXE4XZotZvgwS4jwlJiZSWFjIa6+9Vun8hAkTeOeddwC4/fbbWbx4MQ8++CAA/fv359NPP61UvrS0lGnTpvHVV18RFhZG7969SUhIwGaz1U1HrnINeuRR1/VPdF2fEhgYWN9NEUI0ctuzU/jKms3HwUV8Zc1me3ZKpes56QW8+eSDfDEnnjeefADXMQ83h/XhjoiB0NQCox+UnVWFqGu+JmjRBnSd244VM65NH1bu+44PszbDyDQY9KX36Kueu66Tchw5eHLzaKXtwXMsjxxHzmXsgBAXoESDI8ne4yUqKChg5MiR9OjRg+7du/P+++9fcp1DhgyhadOmVc6PGDECRVFQFIU+ffqQmZl51npSU1OJjIykQ4cOmEwmxo8fz6pVqy65fY1Fgx55FEKIK4XdD8oMoBpAAZqfEQcGRzTh7vyFKCeKub7se8xd0vH9/EWUHftg/GP10WQhxCnHj6F8/TbTmodi+t1Afhfc3Rswtoy74KqatNK5t+D/CMBFYaEZvdXky9BgIS5QiQZrbOB2ekfTL/BLkTMlJSURGhrKmjVrAMjPz69SZu7cubz77rtVzg8YMID58+df8GuWlJSwbNkyXn755fJzycnJ9OjRg9DQUObNm0e3bt3IysoiPDy8vExYWBgpKSnVVSmq0aBHHoUQ4koR0CIWszkUd5k/ZnMoAS1iK103ZewkrW8Id702gWMdm2D69GWUrD3QY1A9tVgIUS6wBfz+EQwHM7h/+w5CzEGU6WXsOZ5d8z2aBsnJ3mMFWWuT8OUEfpTgywmy1iZd5sYLcR7yHN7A0aN5j3mOc99zFna7na+//prqBoifAAAgAElEQVRZs2bx3XffUd0swMTERLZs2VLlcTGBI8DUqVMZMGAA/fv3B+Daa69l//79bN26lYcffpixY8cCoOt6lXsVRbmo12yMJHgUQog6kHvMxF8nPcQbT0/ir5MeIvdY5TVO6e2sPPWnGwgsKKZl97ZwaAcMnQhdY2uoUQhRp6J6Q/wkSEuGdStYvO1zpqz/F1uydlctq2kQ3QUeGOI9VgggIxISyPfxQQPyfXyISKiaxkM21BF1LsjuHXE0qhe8jrc6nTt3ZuPGjdjtdmbPnl1ps5pT5s6dW76ZTcXH9OnTL/j1nn76aY4cOcJLL71Ufq5Zs2blm9ONGDGCkpISjh49SlhYGAcOHCgvl5mZSWho6EX0snGSaatCCFEHUlbnQKFOzu4QQCdldQ43TvFOm/lNO0zitncICmrJXJ/uqPYT0GMgXHdTvbZZCHGGuAQ4kon+3UpKP+uJ8V6dP2uvsnDQH+kcfHoaHFtT0B7Mx3GsB/bm21C3psB1QwBQQ0IgM5OM1auJSEjwPq9ANtQR9cJX9U5VzXN4A8dLmLIKkJ2djdVqZeLEiaiqytKlS6uUSUxMJDEx8ZJeB2Dx4sV88cUXrF27FoPh9LjYoUOHCA4ORlEUUlNTKSsro3nz5gQFBbFr1y4yMjJo06YNK1asYPny5ZfcjsZCgkchhKgDsQnBfDPVDKU6bh8zsQnePI1HXfk8kvIaBhRe7PsAzY8fB89x7y6PMo1GiCuLosDIKRwx2sib9xPRTwawcW4BiRtfZ9GgGQT7WwDQrD7YntuOs9CCJcBJ2vd7qfhRXA0JwT5lSrUvkePIweV0lY865jhyCI8Lr7asELXqItfxVsfhcJCYmIjBYMDX15eFCxdecp39+/dnx44daJpGWFgYS5YsYdiwYTzwwAO0a9eOuDhv22+++WaeeuopVq5cycKFCzEajfj7+7NixQoURcFoNPLKK68wbNgwSktLueeee+jWrds5Xl2colQ377ehiYmJ0Tds2FDfzRBCNGYlGrnv9CUlOZLYuN1YJ/4EviqFnmLmbF3BxHb9iWrRob5bKYQ4D6dGB0Oa5XCgVRO+SSwktEkLFvefgUExkPxdIfHxZWguFdWs8eWXBuL6B1xQ3TLyKC5Feno6Xbt2re9miHpU3c+AoigbdV2PuZR6ZeRRCCHqQp4Da8B+bhy4HXya4Dq2mbIWfQgw+vH37uPgzcehUy8YMqHGKjS3hiPHgT3YXilHpBCibplUE9O23IPPwmkogc2J73k/+PphULxT5uw9A7C0KANnKRZLAPae57/FhEk1MS1tGjmOHILtwRI4CiGuKLJhjhBC1CJN00hOTkY7Y4dFfCPQjxWhu6DkmJun9mxlxk8L8XhK4P/9C3L2Q3iXmut1a9gW2Ih/Jx7bAhua+9LzcAkhLp7JGojP+JkYjmUS/c1HRFvaA5ByOB2/AA9p6Qa+/MqHtHQD6hnf9WhujeQDyTX+HrvdueTlfI7bnXuZeyGEEBdGgkchhDjTRSZK1jQNm81GfHw8NputUgBZsvFXSv7sg/48zNk7lGTnXkaE98H4v/dgZyoMuxs696qxbkeOA6fLiebWcLqcOHIubRt1IUQt6BgNI+6DXzfAV2+z53g2M1NfZ86WFRh1F2EcwETlHVPP9UWQlnuI/I5htL/1fvI7hqHlHqrLHgkhxFlJ8CiEEBWdSpT8v3jv8QICSIfDgdPpRNM0nE4nDsfpAC+HVhS5zCz43fV8NbALfzDGMOZYIfzwEcQMh9iRZ63bHmzHYragmlQsZgv24EvbRl0IUUt6D4fYUZC8mo5HjzKlywi+yt7EA397jmXxy1hgW1Ap5ca5vgjKWL+aZoWlNHVDYGEpGetX13WPhBCiRg16zaOiKKOB0ZGRkfXdFCHE1aJiouRTz89z9zm73Y7VaiWwVSA+Hh/s9tMBXqturVg5ysZ/b76W0WvSuP+px+HYDojqAzfee86dVVWTStq0NFnzKMSVaNhdEB4FEXYmAgf2HeTzQZvhQAlRnyuVdky1B9ux+AVBaSkWv6AqXwRFDEggP2AqCqXkB/gQMaBqHkghhKgvDTp41HX9E+CTmJiY++q7LUKIq8SpRMlwwYmSc7VcnLc4cfm5MBebydVyyxMUmzJ2cv32/eR96Mv9H27G585fIe466NbvvFNyqCaVuPDa2UZdCFGLDD7Q/XcAKEezeKTT79i2ZCd77iykXaaBYHtweVHVDWmv6DiMYPfoqFOACnviqNYQ2JNJxvrVRAxI8D4XQogrhExbFUKIik4lSh70pfd4AYmSl696D5dfMSV+Jbj8ilm+6j0Adh/Poqx7N9p4jEz91IHPXdeB8YT3JsnlKETDUVYKK+Zg/vifLJ42nT83TeDxL2dU3jHV4UA9nkecXoR6PA8cVdcvq9YQ7GOnSOAoRAXDhw8nKCiIUaNGVTp/1113ERERQXR0NNHR0WzZsgUAXdeZPn06kZGRXHPNNWzatKn8nrfeeotOnTrRqVMn3nrrrTrtx9WuQY88CiHERbnIRMldC2Iwu/wxGMowufzpWhDDpqO7SEx9nUmdbuBOxy/w1l8hPxtahV2Ghgsh6pXBB8Y8BEufIuCzlxl7x9/A6Mt25z6KSt3EtOgMXSPgGReYAZfL+1wIcU6JiYkUFhby2muvVbk2d+5cbrnllkrnPv/8c3bt2sWuXbtISUnhwQcfJCUlhdzcXJ5++mk2bNiAoij06tWLhIQELBZLXXXlqiYjj0IIUUuGjOvGxvZm1oT6sLG9mbajmjN7wxuEBjRnTNs4+PZdyP0NRk+Fdrb6bq4Q4nII7wJjH4b9afDpq+hlZbyStpq//PwGac79UJIBzf29wWNzs/e5EFeAc6WQuRAFBQWMHDmSHj160L17d95///1LrnPIkCE0bdr0vMuvWrWKO++8E0VR6Nu3L3l5eRw8eJAvvviCG264AavVisVi4YYbbiApKemS29dYSPAohBAX4FDuIRZ9vIhD1Wyfrxq3E9n8MEOCijG1LOHJvSto5hvAS7H3E7hxLWz6Gvr/HqIH1UPLhRC16mwpfez94fpbYcs3KFvX8fdedxHkp/Jo6mL2GUPAzwJGFfysF7SuWojLpbZzCSclJREaGsrWrVvZtm0bw4cPr1Jm7ty55VNNKz6mT59+wa/3+OOPc8011zBjxgyKi4sByMrKIjw8vLxMWFgYWVlZNZ4X50eCRyGEOE+Hcg8R1jGM+2+9n7COYVUDSN27hNGDwuyA0SjAi7H309I/CIoLwRYHg26vl7YLIWrR+aT0GXirNwdk9+toYW7G/8U+gI/BwCMb3+ZA33XktFyGe+CWC1pXLcTlUtu5hO12O19//TWzZs3iu+++IzAwsEqZxMREtmzZUuUxf/78C3qtOXPmsGPHDn7++Wdyc3N54YUXAO+axzMpilLjeXF+JHgUQojztHr9akoLS8ENpYWlrD4z/1qLWPAPxehj5s/6L7zYezJtm7T0Xht0G9wyEww1/9mtzSlDQojLqGJKH7fT+/xMigJ9RoCvHxQV0EYr4MXY+yksKebxF97mbyOP81L35ZVyQJ6iaRrJyclomvwtEHWjtnMJd+7cmY0bN2K325k9ezbPPPNMlTK1NfLYunVrFEXBz8+Pu+++m9TUVMA7onjgwIHycpmZmYSGhtZ4Xpwf2TBHCCHOU8KABKYGTKWUUnwCfEg4I/9aoeJL6jUr6frbIew9B2Ay6PDaTBh1P4R1PmfgaFtgw+lyYjFbSJuWJrkchbhSXWhKn//3f3BwL5H3vsAs43hu+nc4RaUB+Ge7GJtymC5DTm+gpWkaNpsNp9OJxWIhLS2tPOWPEJdLbecSzs7Oxmq1MnHiRFRVZenSpVXKJCYmkpiYeEmvA3Dw4EFat26Nrut8/PHHdO/eHYCEhAReeeUVxo8fT0pKCoGBgbRu3Zphw4bxl7/8BafTCcCXX37JnDlzLrkdjYUEj0IIcZ5CrCFk7slk9frVJAxIIKTCNvruUg+zU5aw+churp9hJVjZzdSZWRjycrwjD+dQccrQqeeS01GIK9SplD55Dm/geK6ppzfcCUtmw/J/YOr4NK4yf7AWETw+iSx9NF0qFHU4HDidzvJRR4fDQVyc/C0Ql19t5hJ2OBwkJiZiMBjw9fVl4cKFl1xn//792bFjB5qmERYWxpIlSxg2bBgTJkzgyJEj6LpOdHQ0r776KgAjRozgs88+IzIykoCAAN58800ArFYrTz75JL179wbgqaeewmq1XnL7Ggulunm/DU1MTIy+YcOG+m6GEOIK4dbc5DhyCLYHV86/dpH3espK+dumt/n2kINr/tOU4CSF8bfvp1NkPsqEJ6DTteesV0YehWhgSrTKweXuLfDu3/G0jybyydmUdNxGxIxl9GvZjediJ2E0+AAnRx67dsXpPIbF0py09HQZeRQXLD09na5du9Z3M0Q9qu5nQFGUjbqux1xKvTLyKIRoVNyamwW2BbicLswWM9PSpp13AOnW3Pw76hUKj7kIaG7m4Z0PYWxiZK7jA7495GBa5GgObttCvxG/0jkyD8+QezCeR+AItT9lSAhRj05tqON2eqe1jkyDyGgYOQXjp6/y66L/sjHwdvZbC1iw60PmbF3B49G3YVAMqH6Q9k8dxx6wd9RRzz1xQQgh6owEj0KIRiXHkYPL6SrfpCLHkUN4XPg57vLatS6T3GwXJkrIzfY+1/q4+exAKvd0Hsb4zoNwb+tL6bLnKA3vibH/6AtqW21OGRJC1KOKG+qcet4yDmKGgacEk60fcc0gjutwGwp5fefnqL7+/KnbTSh5DpoY8onrUIRuyDt9rxBCXAEkeBRCNCrB9mDMFjMAZouZYHtwlTKaBg4H2O1QcbbYjr0mijCjo+DCjx17Tfx+VAfmx00l2toRAFMzf3jwb3XRFSHElepsG+r0HeU9lpXCkUzuiBzKiZIiUo/soMDjwuQbheuYEbPZhMvli9k3igubXC+EEJePBI9CiEbFpJqYljatxjWPmgY2GzidYLFAWtrpAHLQMJ3EwDEYCz2YRu7k1usPAmH0bB4Jh3+Dz16Hm/4IgS3qvmNCiCvH+Wyo8/Uy2PAFyj1zmNp1NHd3jifAaOa3tCMsezKRAn9oUgR39iwgPE428xBCXBkkz6MQotExqSbC48KrXevocHgDR03zHh0V0rdZsz9n63M9ePjFRCyT1/HVwTXeC1oevPssHM2CAg2Sk70VnEHyOArRiPiq3ummNe3E2nc0+DWB5c+inHASYDTjLvXwStlXLI7px0tZjzAv/yGaRFSdHSGEEPVFgkchhKjAbveOOKqq92ivmL6tZwKb/UP5sH0Herl+I7HPveAuhveeg8LjMHYG9B0A8fHe4csKAeSp3VTj34nHtsAmAaQQjV2z5nD741BUAO/9A9wuFAWOHXfTZuonqP124ikzsHO7p75bKoQQ5SR4FEKIClQVvv8hl6fnfMz3P+RWWvO4wXOcv7UaQ5RPAM8Negm/oFD46F+QtRt+PwOOaDUOW1bM4+h0OXHkOKp5dSFEo9I6Av7wZzi0D1YtwNdg5AXTNRTvbE3UzHdoHb0FO/K3Qghx5ZDgUQghKsjNzaXH/I7MPngrPeZ3JDc3t/zaZ7+lEq62ZO7Qxwlo3haKNO9U1WF3Q5fYsw5b2oPtWMwWVJOKxWzBHmyv7uWFEI1N5xgY/SDEeXdnbtG3B5+8vpQ2WRptH/8ve6MkbY8Q4spx1QWPiqJ0VRTlVUVRViqK8mB9t0cI0bCsT1lPoakQt8lNoamQ9Snry6/9Jfo2Xo6bSjNTE++JJs1gytzTuyeqqneHnS+/rLzTDqfzOH458UvSpqVJHkchxGnXDoWwzt5/F+URsvknXu05jsiW7fFp0qR+2ybEJTh06BDjx4+nY8eO2Gw2RowYwa+//npBdeTl5fGf//znvMr269fvYppZLYfDQbt27Vi4cGGt1ZmUlERUVBSRkZE8//zzVa67XC769OlDjx496NatG3/9618rXc/Ly+OWW26hS5cudO3aleTk5Fpr2/mq0+BRUZQ3FEU5rCjKtjPOD1cUZaeiKLsVRXnsbHXoup6u6/oDwDgg5nK2VwjR+Fzb/Vr8ivzwLfbFr8iPkMj2PPLTq+QWn8Bo8CHIpMLuLbDyJSgpBl8/UJTTFagqxMVVzvFx6tLJPI4SOAohqvXLt/CfP0L2TqzXDWJh/xl0s7QH4ERJEQCHftvDopdmcei3PfXYUCHOTdd1brrpJgYOHMiePXtIS0vjueeeIycn54LquZDg8ccff7yYplbLbrezYsUK3n777Vqpr7S0lGnTpvH555+TlpbGe++9R1paWqUyfn5+fPPNN2zdupUtW7aQlJTETz/9VH79j3/8I8OHD2fHjh1s3bqVrl271krbLkRdjzwuBYZXPKEoig+wALgRsAG3KYpiUxTFrijKp2c8Wp28JwH4Hlhbt80XQjR0WZlZ+LzpQ9CyIMyfBPLsrg/YfTwb7eQHt8LMdDzvz6H08D4oK6vfxgohGpaoPhDSHlbOg4MZKCe/mPpg73ruXPcCW3dtIqx7JPc/9k/CukdKACmuaP/73//w9fXlgQceKD8XHR1N//79GTt2LL169aJbt24sWrSo/HpBQQEjR46kR48edO/enffff5/HHnuMPXv2EB0dTWJiIkCN96snv7jdt28fXbt25b777qNbt27Ex8dTVOR9H//73/9Oly5duOGGG7jtttuYN29ejX1o1aoV27dvr5X/HqmpqURGRtKhQwdMJhPjx49n1apVlcooilLeh5KSEkpKSsr/Dhw/fpz169czefJkAEwmE0FBQbXStgtRp3kedV1fryhK+zNO9wF267q+F0BRlBXAGF3X5wCjaqhnNbBaUZQ1wPLqyiiKMgWYAtC2bdtaab8QouGz2+00VVVO6EVEzb6RUoPOv/reT1u1FQW5mTiX/BmDrjO2aAPfKM8hY4hCiFrj5w+3PQ6LH4Xl/4D7XoBmzenVohNLd33JY453MPtbsJxowmH9MKtXLmLKIy/Ud6vF1eDNJ6qe63Yd9LnRu2v4u3+vej16MPQcDAXH4b//rHzt7mfP+ZLbtm2jV69e1V574403sFqtFBUV0bt3b37/+9/TvHlzkpKSCA0NZc0abyqs/Px8YmNj2bZtG1u2bDnn/RXt2rWL9957j9dff51x48bx4Ycf0qVLFz788EM2b96Mx+Ph2muvrbGNAI899hjFxcXs37+fdu3alZ/v378/J06cqFJ+3rx5DB06tNq6srKyCA8PL38eFhZGSkpKlXKlpaX06tWL3bt3M23aNGJjYwHYu3cvLVu25O6772br1q306tWLl19+mSZ1PLX9Sljz2AY4UOF55slz1VIUZaCiKPMVRXkN+KymcrquL9J1PUbX9ZiWLVvWXmuFEFc9reZUjKh+sHaOgeteGona0o95ve4gslkbcLvQl/+DIN2HUSSTXpwjO6YKIWpfMyvc/gQUF8Dy56C0lA7NWjMvdgqlfr7E/e0ubm02kWml07jxxrvru7VCXJT58+fTo0cP+vbty4EDB9i1axfg/QL366+/ZtasWXz33XcEBgZe0P0VRUREEB0dDUCvXr3Yt28f33//PWPGjMHf35+mTZsyevToGtuYlJRUPhJ65ujjd999x5YtW6o8agocwTuN90xKxWUvJ/n4+LBlyxYyMzNJTU1l2zbvaj+Px8OmTZt48MEH2bx5M02aNKl23eTlVqcjjzWo+l8Nqv7XPXVB19cB6y5XY4QQDZumeVMwOp3eDVHP2NcG7bd1xGcdwxrh4fiej2lnGwYtu0LuQQIKNe41bmJXWT4WfLBbI+qvI0KIK5rm1nDkOLAH26uucy7RIM8BQXbwrWb+Qkh7+MNMKDwBPj4AdA1qy8O+Y5nX6gPSni6hR2JzirKbQN0veRJXo7ONFJr8zn69SbPzGmk8U7du3Vi5cmWV8+vWrePrr78mOTmZgIAABg4ciMvlAqBz585s3LiRzz77jNmzZxMfH8+dd9553vdX5OfnV/5vHx8fioqKqg3gquNyuXj00UdZvXo1b775Jtu2bWPEiBHl1y9m5DEsLIwDB06Pl2VmZhIaGlpjG4KCghg4cCBJSUl0796dsLAwwsLCykcib7nllnoJHq+EkcdMILzC8zAgu57aIoRo4ByOGlMxUlzqZuPWXznqKmBT+nIO5WeyeevJbzNDIjBMmMz8yHy+bANpHcyohRn10wkhxBVNc2vYFtiIfyce2wIbmrvCNIcSDdbY4H/x3mNJNVMgADr1gh4Dvf/OPQi6TpDelcjnWhCyJgC3x58cT9OLaNxZpl4IUYsGDx5McXExr7/+evm5n3/+mW+//RaLxUJAQAA7duyotCFMdnY2AQEBTJw4kZkzZ7Jp0yaaNm1aKVDLz8+v8f5z+d3vfscnn3yCy+VC07Ty6bFnevbZZ7nzzjtp3749dru9fPTvlIsZeezduze7du0iIyMDt9vNihUrSEhIqFTmyJEj5OXlAVBUVMTXX39Nly5dAAgJCSE8PJydO3cCsHbtWmw223n3vbZcCSOPPwOdFEWJALKA8cDttVGxoiijgdGRkZG1UZ0QogGw28ESVAa6jiVIwW73fofmLvXwlw1vgtmHwOMKur9OYJFC5+Nm+Pa/MOAP0CoG1WwlzqCAyeIdNRBCiDM4chw4Xc7yoNGR4yAuPM57Mc8Bbid4tNPPW8bVXNnBDFg8C4ZMoGfnECbtG4/RUYLH6suE8GSKS4fi5+N7fg0719QLIWqRoih89NFH/OlPf+L555/HbDbTvn17XnrpJX766SeuueYaoqKi6Nu3b/k9DoeDxMREDAYDvr6+LFy4kObNm3PdddfRvXt3brzxRp599lleffXVau8/l969e5OQkECPHj1o164dMTExVabG7ty5k6+++ooffvgB8E6lfe655y75v4fRaOSVV15h2LBhlJaWcs8999CtWzcARowYweLFizl69CiTJk2itLSUsrIyxo0bx6hRp7eA+fe//82ECRNwu9106NCBN99885LbdaGU8x2+rZUXU5T3gIFACyAH+Kuu60sURRkB/AvwAd7Qdf0ftfm6MTEx+oYNG2qzSiHE1apEQ1sZg2NPG+wds1Bv2YDHx5+nNr7FdznbmBn1e3bf8DX5xi30Cm1PwuD9KF36wLhHwWA493QzIUSjd2rk0elyYjFbKud2PTXy6HZ6v4QamXb2vyVlZbDyRUj7EW5+GG37VBx72tAm8giTA2+kZ/NO/CPmLnwNxtP11/Q3KjkZ4uO9QaSqenPSxp0lcBVXrfT09HpJ43A10DQNVVUpLCxkwIABLFq0iGuvvba+m1XrqvsZUBRlo67rl5TqsK53W72thvOfcZbNb4QQotbkOWhiyCKuw050QxNKnb/wbOYevsvZxozuNzOm/XW4t/XG+X0qrTb8GyU4Em6e4Q0cwfth7GyjBEKIRk81qaRNS6t+zaOv6g0Yz/IlVJX1kjdNhxO5sPo11AnvETfUBUF2pmZt5aVtH/LM5nf5a8+JGEuLYHUUFB8FvxaQsLNy/Xa7d8QRvEe7zJ4Qjc+UKVNIS0vD5XIxadKkBhk4Xk5XwrRVIYSoM27fKFzHjJjNJlwuXxYd2Mfag5t5oMsobm7/OwBMJU6CHYtBtcBtf/FuJiCEEBdANamnp6qe6SxfQnlHLbviLDqGxb85adPSvQHk+Nne6asf/AseeAl8VW5qfx3FpSUsSF+Nn8GXvwQ2haKD6CgoRQcxZK6DiApZz1TVO1XV4fAGjjJlVTRCy5dXm+VPnKcGHTzKmkchGie35ibHkUOwPRiTaqp0LSe9gPef+iMWSyZOZxg9/l8Hgru0YkLk4NOFsnaDrsOEx0Gt+wS8QojGy5GVglPLQivToTQLR1YKcRFDvDteTngCNnwN23bCNdeAqjK+40BcpW6W/JqEPbslQ9wBqOYCNFfA/2fvvsOjqtIHjn9PymSS3JBMAgkloUaBwFADIaiILRYW7Niwr6wad9dd+66u6NrWdV1bLLjqiqjYfiiKJVhxJYQuAxNAKZpQhpJJ4CaZTMr9/TEkpE4mZZgkvJ/n4Rlm7pwzZ3B3zn3vPed9Ccr7hYiGSaE1TZaqCiHarFsHj4ZhfAx8nJqaekOgxyKEODrcupu5w56kR+EvHIwdwOxNf64XQCZYEwiK6MFmrT99yqM4edy4RgEmI0+A5LFgjjjKoxdCHOusYWAJAgzPo7XuwgdzNMYN92IccKKS4lG5qyAmlquPO4PBUb0JtSXgLHkew1AUlcawK/Ri0gL1RYQQ3VK3Dh6FEMeevbnbuHLXY5iNMly7wtmbex6Jpw2rPW7STPT4dBgLd3zJ46MuPBI4GgZ88iIcNw6GpUngKIQICK1XGvZhfbEdKsQaFYvW60j4V5G7BmPnPkyhVRjThlL95uME3fQIKiiIKX1GoUdB2h2L6T/h/9iRfTUr7fEB/CZCiO6oM9R5FEKIDtOjbC9hhosw3JiNMnqU7a13fMHWb3l9x5ecnTiBtKQ6Wci+eRtWZ4PjV6mDJoQInFANbcYm0qd9hTZjU72ENw7iKcNMuTsI14qdBO3bDF+/WXvcWZjPiDH/RT/vIGPSnsVZmN/UJwghRJt16+BRKTVdKTW3uLg40EMRQhwleeHj2K96oRPBPhVPXviRLGoLd/xAVt4iTu01krtKBxBUUuo5sHoJLH0Pxp0O487y1EHLyPA8SgAphDjaahLqNMjEGp82mDf63s074dfxyo7LqBp9Ovzv/2Dl5wB89NZHDJkfRu9vQym4Gv75xbxWfazu1snJz6mtTymEEA116+DRMIyPDcOY3bD4pxCi+xqRpnF63zzODf+S0/vmMSLNc/K1/dAe/r3h/zgxbhj3XXw/waefDsOGgW2ZZ7lq8liY9jvYsMFTQFvXPY82W4C/kRBCeJg0E7M3zObMxWcye9WzJXYAACAASURBVMPvCJ5xIxw3Hj59Gbat59zLz8WoPsTUp3YTu6yatX0O8OEvy3zqu6Y2Zcb8DFKyUiSAFEI0qVsHj0KIY4+mwapNGg99lc6qTVptJvpBUb15JPVaHigZSEjBTigrg127IPdLSBgAF98BwSFH6qBpmtRBE0J0LhU6pm/HkLDvSkzfjoHqMrjoNkibBn2TSYq18FCfhdwQ/C4L3viAyXHHs/jXXCqrq2q7KCws5LMPP6OwsLBe1zaHDafLie7Wcbqc2Bxy4UwI0ZgkzBFCdDt1M9F/s2sdceYejIodzIm9R8JGR/03D5wMJ50AYeFHGnurg6brUiNNCBEYRTZwO6FSP/K8VzqcdZ3n+f+WEmKUg7sciop40BiJe9J4QoKCMQwDp9PJo0MexVRq4uuIr7ln6z3ExsYCYE2wYjFbALCYLVgT5MKZEKIxufMohOi2lu5ezwNr5/PGT18eeTEtDQb1h1knwMhkmDTpSOBYoyb6bCpwlP2QQohAibGCyQIhmucxpkGA9/NXGJekUm3pgRETQ9ioMUSFhlNe5ebula/w3+8XYSo1YXKbMJWayF2aW9tUM2nYM+1kz8rGnmlHM8nFMdF+e/bs4dJLL2XIkCGkpKRwzjnnsGXLllb1UVRUxPPPP+/TeydPntyWYTbJZrMxYMAAXnjhhXb18/nnnzN06FCSk5N57LHHmn1fVVUVY8eO5Te/+U27Ps/funXwKAlzhDh2LXPYuX/NGwyLTuKB8VcdOWAOg79cDskJsOCN1t09tNlkP6QQInBCNZhmh1OyPY8NEupUpJ1PdVQEe88/kxfUTbjxlCKqMgwOVZSxKGQDe04ox21y445wkzalfhVIzaSRnpQugaPoEIZhcP755zN16lS2bt2K3W7nkUceweFwtNy4jtYEj8uW+bbH1xdWq5UFCxYwb17rEk/VVVVVRWZmJp999hl2u523334bu93e5Huffvpphg8f3uSxzqRbB4+SMEeIY9PKfZu5b/V/GdKjD/9Mm01EiNlzwDBgURbk58F5v4eUVpbPlv2QQohAayYTK8Ceojg++XwwvZMqmDp5K471uwGICAnjnxNv4PjoRLbdpujz7rB6S1aF8IdvvvmG0NBQbrzxxtrXxowZw0knncR5553H+PHjGTFiBHPnzq09XlJSwrRp0xg9ejQjR47knXfe4e6772br1q2MGTOGO+64A6DZ9trhC8I7duxg+PDh3HDDDYwYMYKMjAzKysoA+Pvf/86wYcM444wzuOyyy3jiiSea/Q7x8fFs3Lixzf8GK1asIDk5mcGDB2Mymbj00kv56KOPGr2voKCAxYsX89vf/rbNn3W0yJ5HIUS382XBCpLMkTw5bhZRoXWWpH79Fqz/jvKTL2JNbBhWt966K+wt7YcUQogASrAmsM3Rj2+WlnPKlAIq9f8BAwCIDDXzr4mz+ePyF1io25hUnUYsEjweK36/LKvRa6f2HcP5A0/AVeXmjtyXGx0/O2kC5yRNpMitc9+q1+sde3ZyZoufuWHDBsaPH9/ksVdffZXY2FjKysqYMGECF154IXFxcXz++ef07duXxYsXA1BcXExaWhobNmxg3bp1Lbav66effuLtt9/m5ZdfZubMmXzwwQcMGzaMDz74gLVr11JZWcm4ceOaHSPA3XffTXl5Ob/88gsDBgyoff2kk07i0KFDjd7/xBNPcPrpp9c+37lzJ0lJSbXPExMTyc3NbdTu1ltv5fHHH2+yz85GgkchRLdhGAaqsoQ7t/+F0vJDRH3xH5ie57lCX1UJ+ZuoGDOV49beg3O5E4vZ0vq9PXWz8QghRCdi0kxk2jNxrN9DZckPhIyfWu94lCmCfwy/hL+tfIUIV2VgBikE8Mwzz7Bw4UIA8vPz+emnn4iLi8NqtXL77bdz11138Zvf/IaTTjoJp9Ppc/u6Bg0axJgxYwAYP348O3bsYP/+/Zx77rmEh3suLE+fPr3ZMX7++ee1d0I3btxYL3j8/vvvffqehmE0ek0pVe/5J598Qnx8POPHj+fbb7/1qd9AkuBRCNEtbHDu4OkNC3m07/H0LN5JVJgBxQdhdy70P81ThmPW31i1cwXOPGdtDTObw0Z6kgSDQojuwaSZSJrcH+jvecEwYF8+xPfHXVRI2HtWnjKXUr7jKdyXb8UZpkgItwR0zML/vN0pNAebvB6PMWk+3WlsaMSIEbz//vuNXv/222/58ssvycnJISIigqlTp+JyuQA4/vjjWb16NZ9++in33HMPGRkZXHXVVT63ryssLKz278HBwZSVlTUZzDXF5XJx5513smjRIl577TU2bNjAOeecU3vc1zuPiYmJ5Ofn1z4vKCigb9++9dr88MMPLFq0iE8//RSXy8XBgweZNWsW8+fP92msR1u33vMoCXOEODbYnb9we+5c9IoyjF1ACVB2+HHDHpg3B0oPQkgo1j6jsZgtaCZN0tELIbq/7z+AuXfAr5twrl1KmLmUMLMbs7mUN1e8zZXfPs4G5w6futLdOjn5ObUX34Tw5tRTT6W8vJyXXz6yJHblypV89913WCwWIiIi2LRpE8uXL689vmvXLiIiIpg1axa33347a9asISoqql6gVlxc3Gz7lpx44ol8/PHHuFwudF2vXR7b0EMPPcRVV13FwIEDsVqtbNiwod7x77//nnXr1jX6UzdwBJgwYQI//fQT27dvx+12s2DBAmbMmFHvPY8++igFBQXs2LGDBQsWcOqpp3bawBG6efAoCXOE6P42F+VzW+5LRJsieTr9ZnqNPRme6gvPhMN/BoHtC3DugepqQNLRCyGOMePPgB5x8PbDWAYcT7krArfLhMsVwZmjf0OcuQe35b6E3fmL1250t05KVgoZ8zNIyUqRAFK0SCnFwoULWbJkCUOGDGHEiBHMmTOHSy+9lMrKSkaNGsV9993HpEmTatvYbDYmTpzImDFjePjhh7n33nuJi4vjhBNOYOTIkdxxxx2cddZZzbZvyYQJE5gxYwajR4/mggsuIDU1lYZxwubNm1myZAm33norQJPBo69CQkJ47rnnOPPMMxk+fDgzZ85kxIgRAJxzzjns2rWrTf0GkvL19m1XlpqaaqxatSrQwxBCdCBdh+y1u3i5JIuo0HCenZx5ZOmVrsPqXFj7LpSXwfWPQs9+gR2wEEIESuFueOUeCDXjvvgunFt+xDJ2CqaYWPaWFfH7nCwOukt4atJNDI1JarKLnPwcMuZnoB9ONJY9K1uW/HdieXl5XaLsQyDouo6maZSWljJlyhTmzp3LuHHjAj2sDtfU/waUUqsNw0htT7/d+s6jEKJ70nVISYHrL41i77qBPDrq5vp7dkyhsOUL0Ivg8r9K4CiEOLbF9vH8FpYUYfrsJRKmnospxpNpNT48hmfSbyYqNILbVniW/zfFmmCVJf+iW5g9ezZjxoxh3LhxXHjhhd0ycPQnSZgjhOhyvl13gKKDPThUHMXmh37L3pMVQ3odOV5StIvgg/swzruZ8KShjdrrbh2bw4Y1wSrLVoUQx4Z+x8HFd0BIKDTI9pgQbuHp9JvZsCuPkv99genwXcm6apb8B+K3U36zRUd66623Aj2ELk2CRyFEl7LjkIMX9SySrhzK1ucuJNTlZuggM2ACw0B36wyfP4WS0iIis78k7/i8eicbNft2nK42luoQQoiu6vjx6DrYcmB0zy1EJB9XG0jGuWHSF9Mwh5fyv23H0fesDxjab1i95ppJO+pLVeU3W4jORZatCiE6JV2HnBzPY41fdAd/XP48VFbx34V/5wsy2FA1nNKN2zxvWPo+h959nMID+3FW6+wt3MuaHWvq9Wtz2HC6PKU6nC4nNoftKH4rIYQInJol//dds4mIN+/Cnb2g9lhRzhdAMcsLqng+dhK3rX2V7Yf2BG6wh8lvthCdiwSPQohOp+YEJyPD86jrnsDxDznPA/BU2GRG79rByXxPL7WfBPbCmi/hm7eIKAklxGUixB2CucxMvCO+Xt+yb0cIEWiBKnlhs4HTCV9tGco822mYct6FVdkAhFaYGXEvnPNINav/spBgI4g/5jwf8ABSfrOF6FxaHTwqpSKVUsH+GExHkzqPQnRNNSc4uu55/HF9NX9d9RqGYfDUpJtITj+Z0H69qA6PILRfPKE9g+DjF2DIGKouvBEVpFBKoYIU8SPqB49SqkMIEUiBLHlhtYLFApqmmLPqRioHjYfFL8GmFWyK7IGzWKGXw77NRVxnTkcpxa3LX2DHIUeLffsrIJbf7LY7FioqiKb58799i8GjUipIKXW5UmqxUmovsAnYrZTaqJT6p1LqOL+Nrp2kzqMQnVxTa1Ope4LjeRw9Koi/jL6Mp9NvZlBUb9A0Klb+yM6n3qfyk4XwyXPQexDMvJPNrq1UWiqpCK2gMqaSzSWbG31szb4dOQkRQhxtgVyGqWlgt0N2NqzfGELIZbdDn8Hw/r8YNWwIln790MLDsfTrx2npp/FM+s0AfLHTe7kzfwfE8pvdemazmQMHDkgAeQwyDIMDBw5gNpv90r8vCXO+Ab4E7gE2GIZRDaCUigVOAR5TSi00DGO+X0YohOieatamOp2eCNFu95zZcOQE5+t1eynptQVNO5EUBtQ2detusia+jsvp4vgRpZx/ZQJBV9wLYeEMihyEy+kCE7h0F4MiBwXqGwohRCM1yzCBgCzD1DRIr815Y4Yr7oXNK4nsNxB7Xh42mw2r1YqmaWhovHLSn4kNiwLAcB9CFW+AGCuEHgnk6gbENc+lBmRgJSYmUlBQwL59+wI9FBEAZrOZxMREv/TtS/B4umEYFQ1fNAyjEPgA+EApFdrhIxNCdG9116bWPD9yRkMhe3m17HmqfqnmnEFjiTZF1h5z2ByUF5Xh1ivYsjGCnWN/S5IWA8D2zdsxv2KmJLIEc4mZ7Rdsp3d676P61YQQojmBLHnRpMhoGHe6Z2yH9pE+YmjthTyAnmbP6q2dxb9y/3f3Mb14CadFBKHN2FQbQAY6IBaNhYaGMmiQXDwVHc+XPY+GUmqcUqrZX7emgkshhPCq4dpU65GTjXx9H3/MeZ4qo5qnJ91UL3AESBjag2uuzGNieiHmmDASRvWp062VWC0WrUgjVovFapWTGCFE59Ipl2FWuOHNv3v+uEoaHS7evwZ7lZlHtemM2l6Gvi+39pgv+xLdupv8nHzcutuvX0MI4V++BI/vAu8Aa5VSJyqlspVSaw/vd/TPYlohRPdXd/NNnSWr+fo+/pCTRYVRxdOTbmJwjz7121VWYPrkXyT0OkTqWd+T+fhzmMLcdbrVsNvtZGdnY7fb0bTGJzF60R5s38xFLwp8GnohhOgUQk1w3u9hXz688w+orH9foDgoii0/f4ABxA+5iK8O1t/X6C0gdutuslKymJ8xn6yULAkghejCfAkercDxwDRgMTAPuPpw2yf8NzQhRKfXTMIbn9VsvqkT4G0s2kGlUc0To24gdGNl/ZOM6mpYlAXbbKi+dnolr8UUvA+KbA261UhPT282cCx+K5GB239H8VuJEkAKIUSN5LEwIxO222DhM57f3MOs/dKICAln67ZPCFLBvPLravJ13/bTOWwOXE4Xbt2Ny+nCYWs5e6sQonPyZc/jIcOTqmmLUmpnTWIcpdTtwEq/jk4I0Xl5SXjTmi5sNs+KVXNEFSFBwZyVOIGJkcfz+uhXcTldmC1mMu2ZmDQTfDkP1n8HJ18ExavBrYHJ4kne4KPtaxcx0FxFlBkUVWxfuwjrKbNb++2FEKJ7GnMK6E748g0YZIXUDMBzZ3HF1StZlLuIsdbJ/N/uFVjCfPvNT7AmYLZ4FquZLWYSrAl+G74Qwr98CR57K6WuAtYBtbcADMMwlFLKbyMTQnRuLSS8aUnd2LPXMAepj/6He8ZcwtieyZRsOkhVaTHxvQtwOhNx2BwkpSd5EjtMnAZTL4fKcz13HBtk/WvJoLEzKM67GUUVxa5gBo2d0dpvLoQQXZbu1ltO1nPC+RDdC1KO/Kbrus6E0RNwHnBiibOQl5eHFhqOq8rNvrJikgg/cjWwwYVEk2Yi056Jw+YgwZrguRgohOiSfAke5wATgeuBRKXURsAO5AG9/De09lNKTQemJycnB3ooQnQ/NQlvoFHCG1/UxJ5VMQ7i//g8h8rBcjgdfMLwSGY/+DRh5lLKXRGYhxy+M3jC+WAYoJQnYOzV+lTwWkxvuLyA7WsXMWjsDM9zIYQ4BtTUY3S6nFjMlkbJbdy6+0iAZz3pcKMiKNjMmp3lFBUUYcGCs8DJmtw1TDltCo+vf5eVezfz1P0LGbLxl2ZXopg0k+cioBCiS2txz6NhGHMNw7jFMIyTDcPoCZwJvAaUAEv9PcD2MAzjY8MwZkdHRwd6KEJ0P80kvPGV1QrxKXsY9VgWSsGTqTczMMqzlMlUsZmouErCzG6iwnpgevV22Pmzp+HhBQ+6WycnP6dNxai1mN5YT5ktgaMQostpz29f3XqMTpcTm+PIfvFmk9p8/Sa88zj9d+9lNrO5kiv5Hb/DUua5eHjNcRmEVFbxhz+cxP+NMKPrhZ6rg0KIbsmXhDn1GIZRALgMw/gHcIdSKrjjhyWE6BKaSHjjKz2okOEPPk9sTBCvnZHJ8IQ6e2BirKjQGHAloHaOhh69IO5I1lXdrZP65DDufeQ0Up8c1qaTKCGE6Gpq7hxmzM8gJSul1b99NfUYNZPWqB6jw+ag7HBSm7LCOkltzrwOeg+i/7Z3GZ4YTBhh9FA9iAz3lFDqr8Xz2JhZFIZV8c+7LmL0HzT0oVJfUIjuqtXB42FnKaUSgReBf3fgeIQQx4he4TFkJIxlTvQFDI6IqX+wHPi7CX4aDwcr4YI7wHyk1uPGbbkseWwXH75axpLHdrFxWy5CCNHdebtz6Atv9RgjByXgLDPjxoTTZSZy0OELemHhcMW9qB6xXHHFdhL6VRDVL4rEtMTatoXVxWzZ/gmVRgWxI8/mR31bh3xfIUTn09bgMQa4C7gTcHXccIQQ3d3PB3fiKHNSVVJJ1YwdfHX24sZ1v1Yth6nHQaUB76yC7fn1+rDuBYsLotxgKfM8F0KI7s7bnUOfuYEC6qRA9Ni83cQr5kzmMYtXzJls3l4nqY0Wg7rqfsyxkVxzVyW35N1SL+mNNcFKZHAI27Z9SqFjJaN7j2r0se1ZbiuE6Dx8SZjTlAeBYYZhbFZKVbf4biGEADYV5fPn3Bc5rkcit/Ob2rpfwJGMqgBjU+FFHVb8DIapUTKeiHFpVPfqR1XhASJi4wgal3a0v4oQQhx1NXcOW8yW2gxd10lJScHpdGKxWLDb7bX1cK1W0GJNOFVS0znQYvugLr4L86+78ESeR4LHhuOKDI3ktS1fMLHXMEZYBniW2z43HGfpASwRcdhvyWv12IUQnUOb7jwe3vdYppTKMgzj7g4ekxCiG9ro3MGty19ACwnn7tGX1Nb9MmmmI3W/KtxQchCCQzC+30H1rmIMo4nONI2gvDyCv/yKoLy8Nu25FEKIrkgzaaQnpbcp+LLZbDidTnRdx+l0YquT2KbFHGi6DiefCb85D0aOgCXzoaK8yXHplS6+KFjFn3NfZH3hdmw7cnEW7kSvKqOwcCe2HbLVQIiuqlXBo1JqjFLqcaXUDuBJYJZfRiWE6FbWF27jz7kvEWOK5NnJmfSJiK2t+zUrexaZ9kxM4cHwwZPw2l+oyFlBxe79BJW7qNi9j4rcNY07bUeyHiGEOBZZrVYsFguapmGxWLA2uL3o9We1bm3fCAN++ADe+xdUVQGebK35Ofm4dTdRoeE8m55JXFgPbs99ibJfd1EWbIABrmCDQTvLjsK3FUL4Q4vBo1LqeKXU35RSm4D/AAeAqYZhpAGF/h6gEKJrMwyDuZs+JS6sB8+mZ5IQbqk95ja5KUgswB1aDotfhE25MOFsHEF9KcNMOSbKCMdBfAC/gRBCdA+apmG328nOzq63ZNUnNbV9NQ104PSrYctK+Ph53IfKG5X56BUewzPpmcSHW3io/Ed6RiSBAnMVbO8X7rfvKITwL1/2PG4CVgIXGYaxocGxphaUCSFELaUUD6deS2V1FXHmHrWv1y1W/Qgj+H15H5hyMaRNI153M7fv3fQo/IWDsQOYnTY4gN9ACCG6D03TSE9Pb0tDz3pWm+3wBkkNKsvh2wW4ilSTe9h7mnvwTPrN/Gn5C+yy9KNk734sUXFYB8o+dSG6Kl+CxwuBS4ElSqkvgXeBzw3DqPDryIQQXVru3k18/Oty/jZ2FtGmyEbHa1LOzyyP4/f0wTF0NAmnXAaASTMxe9OfcdgcJFgT6mX1E0II0Q66Xj8A9PUYHFnXWuPkmVBSRNSP39Ez0cr+gjp72A+LDYvilZNuw5V+MzaHjSTLYEmWI0QX1uKyVcMwFhqGcQmQDHwO/A4oUEq9BvTw2lgI0fnpOuTkeB47yA+Ojdyz6hV2lR7AVVXe5HtqUs5/YzrEc2G7iTz/z6BU7XGTZiIpPUkCRyGE6Ci6DikpkJHheaz7u+/tWHOUgrN/i7rxX1z2ze/J+FcGN6y4odHvdkhQMJpJIzQ8juu+/zdL9zSuTymlPIToGnwu1WEYRgnwJvCmUioWuBgY6KdxCSGOhpqTBafTs5elyRR7rfPt7h+Zs+YNknv05cm039GjibuOANqBvdhvXI9tf16bUs4LIYRopbpJb2qe19xJ9HbMm6Bg3KY4Xh6Txagh2/nq9R6c/cXfmrzwNzQ6iUFRvfnb6tf529hZnNp3DFB/G4PFbMGeaZc5QYhOypeEOarha4ZhFBqG8ZJhGKc0957OQCk1XSk1t7i4ONBDEaJzqnuy4HR6nrfD17vWMWfNGwyP6c9Tk25qNnAkfxO8cg/a0g/bnHJeCCFEK9VNetOwmKO3Yy1w2BxUHCxlWPIBzplqx7l0WZPviwoN58m0GxlhGcADa97g84KVwJFtDLpbx+lyYnO0by4SQviPL6U6vlFK/V4p1b/ui0opk1LqVKXU68DV/hle+xiG8bFhGLOjo6MDPRQhOqd2nCw0JTGyJyckjOBfab9DC20mm97eX+Gth6FHHJxwXrs+TwghRCt4K+aoaejrVpDz7r/Q161o1SqUBGsCoT0ieO+joRwqMRP/439gz44m3xsZauaJibMZ2zOZR9YtYKNzR+02Bs2kYTFbsCa0by4SQviPMpqswF3nDUqZgeuAK4BBQBFgBoKBbCDLMIx1fh5nu6SmphqrVq0K9DCE6JxaSpDghVt347A5cA5wM6rvkJYbOPfCq/eAYcD1j4IloeU2Qggh/K69S0fdzkIcObkkjEjG9ME/oLoarnsYYvs0+f7yqgq+KFjF9P6TUEqhF+7BlrsIa9oMtNjeHfW1hBB1KKVWG4aR2p4+WtzzaBiGC3geeF4pFQr0BE4wDON9pVRfwNGeAQghAqxh9jwfuXU3WSlZ2CcXsmlWCX9zXc4Zg738HhkGvPsPqCiHax+WwFEIITqRuktHa56nJ/k4N1TomL4bQ5LbCWstcNkSeOMRyN/cbPAYFhzKjAGe/n/du4MVt1/LRQtXgeWhDtl/L4TwD58T5gAcLs+xWyk1USm1HMgCfgH+4I/BCSECT3fr2By2RkltHDYHG6YeYMvMUnovN5Ec2xO8lWNUCqbfDFUVkDDA/wMXQgjhs5qlo0Drl44W2cDthMrDyXZCCuEPz4P58L53w6iXTbuhD9d/xnszx3KowsU1n2xA+ZqsRwhx1Pmy57EpMcBdwJ1A03n4hRBdXs0ypoz5GaRkpdRekTYMg8WR69gys5S+34cxaX48/Ub1bbqTinKwfe/5e98hkDSszjEd9uV4HoUQQgSMZtKwZ9rJnpXd+mynMVYwWSBE8zzGWI8Ejj+vgzcegJL9zf7eZ6ZdwenLtvPqFek8e/WJGCNH1n9DO0pKuXU3+Tn5uHV3q9sKIRpr1Z3HOh4EhhmGsVkpVdWRAxJCdB7NLWPaUlzAW79+yzl9JnD5uSfQ577eTddjrKqE956ALashvn/9O44VOixO8VytNllgmh1CZZmSEEIEimbSfF+qWleo5vkNL7J5Ase6v+XuMti+Hl6cCYmrICym0e99cUklT/3zG+Jv0HnvHCuleZ9w54RLCFJB7SopVbO9wuV0YbaYybRnSu1gIdrJl1IdVyul9iulCpVS85RSUYZhFBiG8SWAYRh3+3+YQohAaC4D3tCYJJ6bfAt3jbuEAZP7Nz0ZV1fDR8/BllUwbXbjpap1lzm5nZ7nQgghuqZQDXqlN74ImJIOJ2fAoWgoOB7KG//eL120lNLKMra88CV7PlzHuvzNVFRXeg7abOh6ITkxOrpe2KqSUg6bA5fThVt343K6cNgkTYcQ7eXLstX7gDOAYXj2Nz7i1xEJITqNusuYbDfZeC7vE3L3bgJgVOwgz1XhphgGfPEqrP8OPWos7qSJjd/T1DKnVtB1nZycHPQ2LGMSQghxFJ0wC/oUwKEk2DcKousvSx131jgqoiogFLa++y0Pjb+KsGATpZUuio7rT8r1LjKugpTrXehDBzXuv5llrQnWBMwWMybNhNliJsEqidqEaC9flq0eNAxj7eG/36eUyvXngIQQnYtm0hjfdwIPrH2DpXts9NfiSYsf5r3Rrp8hdzHlufmEfv4prrv+DQVbMfWOPfKeUA1OXgE5iyB9RquWrOq6TkpKCk6nE4vFgt1uR5PMfEII0TmFanDt1/Dps2BEQEhEvcM71U4i/hRByc4SwvuFsy/YwSBjIHeu+A/uyjKKYjV0dzFEmrGVbCe9bikPL8taTZqJTHsmDpuDBGuCLFkVogP4cuexj1JqtlLqJKVULyDU34MSQnQerio3f1n1Kkv32PjjiPO4fMipLTfqdxyFcWfD5zbCcGOuKsW5aGn99+g6jJ4Il9zmeWzFHUSbzYbT6UTXdZxOJ7ZWLGMSQggRAKYoOPceOO+PEBTsSaZ2mDXBSmxMLNoQjbiYY7qdKwAAIABJREFUOKwJVoJVEKf1HUvewd0cP2QaPcJisITHNs4Ca7N5Akdd9zw2mA9Mmomk9CQJHIXoIL4Ej/cDo4CHgM3ASKXUp0qpR5VSl/l1dEIIn/grm1x5lZvbl73Ein2buG3ohVw0aIr3Buu/g60/AqBdfBHlEeFUJIfgigjHMqNB2xYmfG+sVisWiwVN07BYLFitrVvyKoQQIgCU8vwp3g9Zf4S1XwHNZ3o9f+AJ/GX0ZURG9OaskX/khyuWN84Ca7VixMRQHR6BERMDMh8I4VctLls1DGNu3edKqUQ8waQVOAd42z9DE0L4wq/Z5EoNDi3ax+j1UWzPW4HbPqH5vjflwsJnIHksDB6FKc5E6DwNw1VOlFlDxTVoZ7V6lhiB57EVE76madjtdmw2G1arVZasCiFEgOm67vU3ud7xyGiI6wOLnoewCEhJbzbT62mW0Xz5cjYrrz3AbS9nMf+P99ebh9yYmGtk0oNfOGgMYDYm5B6jEP7T6jqPhzOtfmoYxj8Mw7jSH4MSQvjOH9nkCssPsbNkP3s37GXYi+H0zA7y3ve29Z6SHH2HwEW3ea4sF9lQVcUEKReqqrhxNlVN8+xNyc5uVer1I8010tPTJXAUQoijpLlyizX70DMyMkhJSWmUyKzRcVc5XHIXJB4PHzwJW9c1+5kOm4OeXwcx+qEIjnvd3GgectgcHCo22F7Wm0PFhmRUFcLPWh08CiE6l47OJucoc3LLsue4e+Ur9BzZq+W+C7bA249CbB+44j4IC/e87ks2VU2D9PRWB45CCCGOLl2H1GE6956WQ+owvV4AabPZcBcWMlLXcRcWNtqH3uQ+dZMZLv8r9EyEBY/Bzp+a/NyaOa7v5kh6ujTiR8bz3y3Z7C4trHe8U2ZUbS7aFqILU4ZhBHoMfpeammqsWrUq0MMQwm/curtDssn9qu/lT8tfpLTSxeMTb8AaO6jlvj97BbashGsfgR6x9Y9V6E0XjT6spWVOQgghOofcr3T6npFCjOGkSFnYtcRO2mme3219zx6KExPpUVXFweBgogsK0HofyYjqNUO2XgRfvAbn3ADhTc8DdechZ3AJ1y59AnOwiX9PupEBWgKFewpZumgpU2ZMIbZ3bJN9HHVessAKEShKqdWGYaS2qw8JHoUQAD8f3Mmfl7+EATyZ9juOi+7nW8Pqaig9CFpMqz5Pym0IIUTH0906NocNa4K1cXKZdij9KofqMzLQDB1daQQtySbitMN7FHNyMDIyULqOERmJWrLEs6qk7rh8uVhY4YaSYojp5XUsPx/cxW25L1FlVPOQ9UpmpJ3e+eaSnBzIyPAEkZrm2aKR3nhPpxBHU0cEj7JsVQgBwEubPiU0KISsybe0HDgeLIR5cyhxbCNnZy66qencW95W7Ei5DSGE6Fi6WyclK4WM+RmkZKWguztuuWREmpWIfhaqwjUi+lmISKuzFcFqxYjxHDMssU0mQPNpn/qHz8Brf/VkY62j4VyS3KMvz6XfgjnYxB1r/oM73tT55pKapHCa1uqkcEJ0Zl0yeFRKRSqlViulfhPosQjRJXiJ4soPlZOfk8/dx11M1uRb6K/Fe++r5CC8MQejYDOXzDun2ZOUmhU7GRmex4YfLeU2hBCiY9kcNpwuJ7pbx+lyYnN0YCClaQTl2Qn+KpugvPpLMHU0Ugw7GWSTYtjRaeOdvxPOB1cJvDHHs5yV5ueSJK0XWZNvISE8luj4uM43l7QzKZwQndVRDR6VUq8qpfYqpTY0eP0spdRmpdTPSqm7fejqLuBd/4xSiG7GSxT3zY61XJH1AK9Pe4N5o18jtrqFyc1VAvMfBKcD++nn8V3lzmZPUmw2cBfqjNRzcBfqjco41pTbyM7O7jzLjIQQoguzJlixmC1oJg2L2YI1oYMDqWaSnNlssLNY4+uydHYWa02X7fUleUzfIZ4kOkX7PHNNWYnXksAJ4Rb+O/UOVr/7FdnZ2Xy3JqdzzSWSFE50Q0f7zuN/gbPqvqCUCgaygLOBFOAypVSKUsqqlPqkwZ94pdTpgB2QXMxC+KKZmfeLglXM2TCf8rBKXG4fyny4y+Gth8GxA2bewYAx07yepFgH6ax2pZBNBqtdKVgHNT5h8LaMSdd1cnJyGqV8F0II0TTNpGHPtJM9Kxt7pr3pPY8VOuzL8Tx2kBZXaLa0FKWuASmeMh5782HhU1itEB2tEx6eQ3S03qjvkKBgNE0jJDmW61c8xaf5KzrsewkhGmt6o5KfGIaxVCk1sMHLE4GfDcPYBqCUWgCcaxjGo0CjZalKqVOASDyBZplS6lPDMKr9OnAhurKaWR1qZ/X3t3/P0xsXMiZmMEnPl1Ol3C2nOK+q8CTHueBPcHwqGmDPtDebmEHbbiMy3InSdTQzqO026O1bsgBJpiOEEG2jmTTSk5r5ra3QYXEKuJ2eEkrT7E1mwm71Zx5eoWmzeaacRj/XdS9i1jz3ljzmuHEw83aw9AZ0lEoBnChlwXP/oPGYR1oGMiZ2CI/+uAC9ooyZg09u9/cSQjR2VIPHZvQD8us8LwDSmnuzYRh/BVBKXQPsby5wVErNBmYD9O/fv6PGKkSbdVQ5jVZrMKu/u3c1z9o/4sSEkcwZdyVqreF9XFVVYFR7Uqhf9zAEBR/p2ttJitWKOhy0qlYmC6ibTKfmebpkqRNCiPYpsnkCx0r9yPNeHfPbWrNCs0lNXMRspGFpp2GeU0HbsmWclmDizV0lFBU1Px+Eh4Tx2ITf8uDaN3jW/hEHK0q5/vizUEq174t5Kzml614iZiG6p84QPDb1/+oW64cYhvHfFo7PBeaCp1RHm0YmRAdx626yUrJwOV2YLWYy7ZlHP4A8PNlOMIZy0cCTyEyZQUhQMGiQlJ7UdLvqaliUBYcK4Yr7IDi46fc195leL0U3ryaZDtC5EiAIIURXFmP13HEEz2PMUfptbWk+8HJHdHScmf/+xsrZQ3pyZ84ur/OBKTiEOeOu4gnb+7z+0xKsloGkxQ9v+7i93amVOo7iGNUZsq0WAHXPXBOBXQEaixB+4bA5cDlduHUf9hb6QWV1FUt2rsYwDAZF9eaPI8/3BI7eGAZ89h/48RvPHpTWBI412pgsQJLpCCGEH4RqngDolOwOW7LqM2/zQd07om6n5/lhEUPHUX7STC4Z3oefn74DLTLS68eEBAVz16iZPDbheib2Gta+MXsZl9dMPkJ0Y53hzuNK4Dil1CBgJ3ApcHlHdKyUmg5MT05O7ojuhGizBGsCZosZoOW9hR2svKqCOWvm8T/HRnqZYxgTN8S3hl+9CSs/g8nnwpSL/TvIJtQk0xFCCNGBQrUOW6raYVq4Ixp22mVgVBH6vw8gMgrOuBq8LEdVSnFCwggAth7cxZtbv+bOUTMxB7dyxY+3cfmyFFeIbuioBo9KqbeBqUBPpVQBcL9hGK8opW4BvgCCgVcNw9jYEZ9nGMbHwMepqak3dER/QrSVSTORac886nseSypc3LPqFdYe2MqfRl7ge+C47CP43wcwPqPFSVoIIYRol1AN/WQ7tpztWNMHoTV1R/S0K6C8FHI+hlFTofdAn7r+6eBOvty5lr1lRTw24Xq00PBWjYtp9qb3PLZja4YQXZkyjO6/HTA1NdVYtWpVoIchugG/Jr3xtvG+pU35TRwvcuvckfsyPx3cyV9GX0ZG4njfx+L4BdYsgTOvhdIymRyFEEL4jc/bB6urYdfPkHh8/fZuvdnM3wBf7VrLQ2vfYlBUb/6VNhtLWFTrBtcJ50B/no8ELMGf8Dul1GrDMFLb00dnWLYqRJfg16Q33mbOlmbVZo5vLirgF30vD6deW7t8p0W7tkKfwZAwAM7+rSQEEEII4Xc+V/IICjoSOG5eCYec6KMmk5KVgtPlxGK2NFnf8rS+Y9FCzPx11X+5edlzPDPpJnqFx7Q8sE46B/rzfCTgCf5Ep9cZEub4jVJqulJqbnFxcaCHIroBvya98bbxvqVN+Q2Ol61fC0Ba/DDePe2vvgeO65fC3Dtg3de+f7YQQgjRTjXbBzWtFdsH130Nn7zA7v+9jdPlRHfrOF1ObI6m56m0+OH8e9KNDInqQ3QTdyeb1EnnQH+ejwQ6wZ/o/Lp18GgYxseGYcyOjo4O9FBEN1CT9MakmTo+6Y23mbOlWbXO8Y1jh3DJoWyWOewAxPg6QeYth4VPw8ARMPJE3z9bCCGEaKea7YPZ2a24uXfBn2DwaJK//4xZwYPQTBoWswVrQvPzlDV2EA+lXoMpOIRidwl25y/eP6OTzoH+PB/x67mO6BZkz6MQrdCZ9zzmrl7CvSXLiTX34N9pN9I3Ms63z7Utg//7F/QeDNc8CGENkgns2QOLFsGMGdC7d+vGJYQQQviL2wVvPICx8yc2nXYeSRPOa3LPY1MeXDufpbtt/H381aQnpDT/xk46z8meR9EWHbHnUYJHIbqBL3eu5eF1bzEwKoEnJs4mztzDt4Z7d2M89TtwlmBkbyXoxw0+7ads8VhN8xaSGHjTnrZCCCGOEa4SmDcHBoyAM6/xuZmz/BC3r3iZrQd3tT6pnBBdVEcEj9162arseQws955CHHM/xL2nMNBDOSrcupv8nHzcuvuo9p1X9CsPrp3PCMsAnknPbDpwrNBhX47nsY7STXZcH61EzfsfpQW/Uromt367duzF1N06KVkpZMzPICUrBd1d/7O9aU9bIYQQxxBzJFz9IGRc7XleXeVTM0tYFM9Muhlr9ED+vu5N3t70dZPv8+fc7s2xdg4luo5unW1V6jwGjntPIa7EIcRUleK6OQIKtmLqHRvoYflNIDOfDYtO4o5RF5PRbxxhTRVArtBhcQq4nZ4ix9PssM8BuhNbPPTd6SCm0qAoXLErHtLqtvVWBLmFAsk2h602iUHN8/Qk3wpTt6etEEKIY0zNdov9O+Gdf8B5f4B+yS02Cy0PYsBVbnZfYeL1fZ9xTu8JRMccKeMRqMyjx9o5lOhauvWdRxE4zkVLCasqJQw35qpSnIuWBnpIfnW0M59VGdU8b/+Y7Yf2oJRiev9JTQeO4Clu7HZCpe553Po1vPEAfP4qIwaM54y7+3LedeGccXdfRgxOq9/WWxaDFjIcWBOsWMwWn5IYNNSetkIIIY5RoWFQ4fbMcXu2t/h2h81Bxb5yRj5iJu1v0RzMK6KyuorKw3cvA5V59Fg7hxJdS7e+8ygCxzJjCq6bI1BV4AqOwDJjSqCH5Fc12ckAv2U+q+nbkhLL/atf57s9NqJNEQyK6u29gxir544jQHVv+PgDCAmFWfehhcew6s+bvO8t1LRmCm55P6aZNOyZ9jbtW2xPWyGEEMeo6J6eJayv/cWzD/KahyA+qdm315tflZn4kfE8YXuPYncpc8bN8uvc7s2xdg4luhZJmCP8xr2nEOeipVhmTDkmllscjcxnkcOjud/+BusKt3JLyrlcMvhk3zqo0OGXpfDh+2AYcO1D0LNfh45RCCGE6BQO7ILX7vX8/bqHIbZPs29tOHe/v/17ntn4IdbYgTyWej1h7pCAZB491s6hxNEh2VZboJSaDkxPTk6+4aeffgr0cIRoF2f5If6c+xLbD+1pW2a4b9+B3MVwzd8hYYB/BimEEEJ0Bnvz4Zu3PPsfG5agasHXu9bx97Vv0l/rxRMTZ9MrPMZPgxTi6JLg0Udy51F0B+VVFdy3+nUuGnQSE3sNbVVb3a1j27OeURH9iOzZcYFjJy1/JYQQQgCe+W9jwWpGRg8mMq75JawNrdq/hb+ueo1eYdHcNGQKo3uPki0UosuT4NFH3T14lGKu3dtPxTvpHW4hyhTR+sZ6EZXvP8Gp+xawpnwPlggLebfkdcgEqOuQMrwap9PAYlHY84IkgBRCCHH0Veie5HAxVgg9MhHVlH166VB/hhJFwi0vExmbWL+tl6ug6/ZvYeb7l7PbuRmL2YI9015v/uyq519dddyi/aTOo6hNIz0/Yz5ZKVlHvQ6R8K+V+zaTuew5/r3h/7y/UdchJ8fzWKP0IMybg8rfjLZfx7qjhJI9DtbsWNMhY7OtLcW5vxS9JBjn/lJsa0s7pF8hhBDCZzXlqL7J8DzWqWdcU/bp79V5xFeHoObNAb3oSFtdh5QUyMjwPOr1awqXlR1gt3MzulsnKCKB937Krj3WVc+/uuq4RechwWMXF6g00sL/sgtWc8eKl+kbEcvNKTOaf2NTk1+ZDvMegAO72DX0Eua+sJfsebD+xUoStkd2yPisiTYskU60sENYIp1YE22t7iNQxZeFEEJ0Ew3LURUdmYtqyj7ZwtxcF7mVcP2Qp4xH6UHPG2w2cDo986bT6Xlex5GyUVHEx43g9R3L+Cx/JdB1z7+66rhF5yGlOrq4QKWRFv5jGAYLtn3L83kfMzZuCI+kXocW6mWzf93JD2DNKti0GPb9CpfeQ+9fdar1UMIMN2GVoaiQkg4Zp5Y4Avuzqdi29sM6ZCdaYuuWhgeq+LIQQohupG45KpPF8/ywhmWfVP7P8NYjsPAZuOJez1JVy+G2FovneR112w+OO45H17/HIz++zf7yYmaOPKlLnn/JeaNor2695/FYybYqa9e7F72ijGuXPkFKzAD+OuZyTMEtXOOpufPodHomv7Wr4ZNnYdJ0GDoBdB1j+HCMA4WouFhUXl7HZbdpZp+JL/Jz8pmfMR+37sakmZiVPYukdN+TGQghhBBA6+ain9dBTK8j5apakfmtorqSR9ctYMmuNVw48ERuGjCNvRv2drnzLzlvPHZJwhwfdfeEOaJ7cFdVEqQUIUHB7HcVExsWRZDycWW5rnuCxhEjILanp5ajUvWPd7K0qHLnUQghRMAYBqz8DEaf0qpSHtVGNS/kfUJsWBSXDTnFjwMUouNJ8OgjCR5FZ6dXlPHXVa+RpMVzu/Wi1nfgLoe3HvL8/aoHIKhrbGeWq59CCCECYvd2mHs7JA2DWfeBydymbuzOX0jS4onytr1EiE5Csq0K0Q3sdxVzy7Ln+LFwG6Msg1rfQYUbFjwKOzbCuNO7TOAIYNJMJKUnSeAohBDi6OozCC64FfI3wVsPey7CtlJpZTl3rvwPmcueZW9ZUcsNhOgGus5ZphDd0I5DDm784Rl2lRbyz4k3kJE4vnUdVFbAO/+Abevh3Ftg1Mn+GagQQgjRDk1VlAo460lw3u89F1/fecxzMbYVIkLCeGDcVTjKnNz0wzNsP7THTwPtHjrl/wZEq0nwKAKipRINXo+389fHvacQx9wPce8pbNWxdn92g7buqkpuy32JiupKnp2cyejwQa0vW7F4Lvy8BqbfCGNPbf2YhBBCCD9roZxiyyp02JdTr4Zjqz7cy7ytJw/j5/EjMXZsgJ2tTK5YoTPe2E/WhOupMqq5+YdnWHvg59rDLZaj8lc01d5+/TAuXYfhww3OOK2a4cONNnUt5b06BynVIY66lhKleD3eMLOo3d6qBDDuPYW4EocQU1WK6+YIKNiKqXdsi8fa/dlNtDVpGveMvpS+kXH0rI5qW/KYyedC0lDPclUhhBCiE2pYUcpmg/R0HxtX6LA4xVPD0WSBaXbfs3u3MG/rJXtIeToRZ2UVKcGRfNXrWTRonHSuhXElmyy8eOoybl/zJl8UrGJsXHLLSeHaeT7T1u/s9/bNWJNbwb6dBuWGiYqdbtbkKqacFupze0my13l06zuPSqnpSqm5xcXFgR6KqKOlArVej7dQ0LclzkVLCasqJQw35qpSnIuW+nSs3Z9dp+17aX35cOWHAKT2Op6+EXGtK9pbVQk/fuuZ3HolSuAohBCiU6spp6hpTZZT9K7I5gkcK3XPY1Hb5t6m5m3btkU4K6vQDbBXlWDbtgg2/gDv/dMz17ZiXL3L83lh8u+57XDSu20//kKZs6z5eb2d5zNt/c5+b9+MeByYKcNEOeGUEY+X85wmtOo8SfhVtw4eDcP42DCM2dHR0YEeiqijpkCtSTM1WaDW6/F2zUBgmTGF8uAI3JhwBUdgmTHFp2Pt/myrlepYC8/deBrPXD2ZNRHl1M103NK/Sa2qKvjg37DwafhlY2u+uhBCCBEQmua5gZWd3YYbWTFWzx3HEM3zGNO6udfbvG0dPANLSDCaAktIMNbBM6CkGOw58P6/vAeQTYwryhRBaFAIhyrKmON6jy2zXYRGhTY9r7fzfKat39nv7ZsxOC2eu/u+wXXh73B33zcYnBbfqvY+nycJv5NSHSIgWirR4PV4O2sWurf+ij73LbTZl2Ma0t/nYwDs2QOLFsGMGdC7t8/jKq+q4JFVb/D1vg1c2C+N34+5mOAGNRzdewpxLlqKZcaU+stla/r+8UfI/x9sWg4Z13iWrAohhBDdXYXuudMXY/V9yWqNFs4Z9JI92LYtwjp4Blrk4Xl9+Sfw+SuQMhku/DMEB7dqXNVGNc/ZF/He9qVMNCUzJ+1qoqIjWz22Nmtvv34aV3vLc0l5r/aTOo8+kuBR1PK2lr+ldf5tbFtZXcWflr/IusKt3Dx8OpcOnopquJeipb5HpMCkvjC8D0y5BE691L//TkIIIcSxLGcRfPEajDgRLrwVgpoJIL14Z9t3ZNkXMdIykEcnXEe0qYkAUoijSOo8CtFa3tbyt7TOv41tQ4KCmZyQwv1jZ3HZkFMaB46+9G2qguMT4PufIXxAB/1jCCGEEKJJ6TPgjKshpheotp0uXzL4ZB4YdyWbi/N5esPCDh6gEIEh2VbFsaVmLT80Xsvv7Vgb2m4uLsBV6WZ03GAuG3JK+8ZVHgyvLwfCOm5fhBBCCCGad8J5R/5etA96xLb6DuQpfccQZ44mMbJnBw9OiMCQZavi2ONtLX9L6/x9bJtT8iv3r5lHYmQv/nPSnwjy5aplw76rq2HxSzB4NAwY5Z99EUIIIYTwruQgPP8HSB4L597SpiWs4NnGMmfNPM5OmsgJCSM6eJBCtEyWrQrRFprmKTDVVBDm7ZiPbRcdsHHPqldJ0uJ5fOINvgWODfuuroaPX4DV2bD315bHJYQQQgj/iOwBE8/xlMn6KAuqq9rUTWmlC0dZEX9Z+SoLd/zQsWMU4iiR4FGIDlJtVPPSpsX80/YeE3oN5dn0THqae7Sho8OB49ovYcrFMPWSjh/sUaLrOjk5Oeg1laGFEEKIrujkmTD1UvjxmzYHkD1MkTyTfjOT4ofz5IYPyLIvotqo9sNghfCfbr3nUSk1HZienJwc6KGIY8Tu0kLO7Z/OrSMvIKQty1oaBo6nXAZNJdjpAnRdJyUlBafTicViwW63o8mdUyGEEF1VzcXcbxdAfP/6eyJ9FB4SxsOp1/L0xoUs2PYt7qoK/mS9sIMHKoT/yJ5HIdrpkLuU0qpyEsItVFZXEayCms6o6gvDgCWvQ4ipSweOADk5OWRkZKDrOpqmkZ2dTXp6eqCHJYQQQrTPj9/C8HR0KrA5bFgTrGimJmpIuvVmjxuGwTvbv2NcXDLHRycepYH7xl/lJ0XgyZ5H4aHrkJPjeewuvHwnt+4mPycft+4OwMDq21V6gJuWPcPdK1+h+tBBQnJXoEpKmn5zhQ77cjyPDVVXQ/F+T7B4xtWtDxy99d3etm3s22q1YrFY0DQNi8WCVbLECiGE6A5GT0WngonPjeSL/85m5HMp6O76c6Tu1knJSiFjfgYpWY2PK6W4IH4y4XYDt+7m7a3fsLNkf4cMr8XzJC/nWDVlpzMyPI+tPbXsTOdoHaU7fqf26NbLVo8JLRW274q8fCe37iYrJQuX04XZYibTnolJMwVkmBudv3DPyleoMKp4ZMSlBI0Y2fx/hwodFqeA2wkmC0yzQ+jh4zVLVbesgpv+DVpM6wbire/2tm1H35qmYbfbsdlsWK1WWbIqhBCi27A5bJxcamJOVTLJ+i5su38kfcAJ9Y47Xc7aoNHmsJGedGT1Td3zGQaE8v0TRby59WseTb0Oa+ygNo+rxfOkFs4b65adrnnu66KhznSO1lG643dqL7nz2NW1VNi+K/LynRw2By6nC7fuxuV04bA5AjLE73av5w85WYSHhPHiCX9gbL7u/b9Dkc0TgFXqnseiw8fr7nEcfwZERrd+MM313RFt29M3ngAyPT1dAkchhBDdijXByuJIFw8Hb2VWdV9SV+fWS6JjTbBiMVvQTBoWswVrQv3VN3XPZ/ilgjnaTKJCwrl1+Qt8s2tdm8fV4nlSC+eNNWWnNa3pktft+uwuqDt+p/aSO49dXUuF7bsiL98pwZqA2WIGwGwxk2BNOOrDqzKqmf/zVxzXox+PTrgeS5gG1kjv/x1irJ47d+B5jLF2XHKcpvruqLbt6VsIIYTopjSThj3Tjs1ho3zLT4R9vxBUCJybCUHB9Y43teex4fnMmDHDeME0mL+sfI2/rZlHpquISwdPbfW4WjxPauG8UdM8NyP/n737jq+iSv84/nnSCYEk9I4ICqJRVBQRUFddO7ruWrB37L23VXHtrrKWVbFhBfsutrX8LIg0aRKkSO89hQQIaef3xwx6iUluQm5Jbr7v1yuv5E4555m5cyfz3HPmzM7c81gfrtFCLRa3qa40YE4siMU7m6vZpuLCYtZmr6VtVtuIdh0oLS+j1JWREp9E7rYCUhOSSY6v0BWkuvehpNBrucvI8rp+jv8vfDkyNKOqViw7lOvWpWwREZHG4Lt3YNpXcMmj0KxFjVap7HpmW1kJD/88mkHtsji8Q5+dCiXodVIYrxujdY0WTrG0TaEYMEfJo0gNbCkt4p5pb2AYDx9wIXEWgh7fxUUwezz0ObzuZYmIiEh0bS2EJmlezyIc7MwjuyqYvH4ee2Z0pWliSt3jk0ZPo62KRMD6rXlcNf5Zflo/j4Ft96xb4lheBmPfg6ItkJSixFFERCRWNEnzHrn1+Yvw4XAoKwu+TjVytxVw55RXuWL806zdmhuiIEXqRsmjSDXm56/k0h//xYrNG3jkgIs4sWsdnlNYVgYfPQXfvA1zJ4YuSBEREakfzCC9DcwaBx/iOp/gAAAgAElEQVQ+CWWlO11UZnIzHux7AWu35jJ03HDm5i0PYaAiO0fJo0gVSsvLuHvqSAzj3wOupl+bPXa+sLIy+Gg4ZI+FI85Wi6OIiEisGngyHHU+/PIjvP9EnRLIA1r35LkB15AUl8BV459h7JoYGFVfGjQljyIVOOdwzpEQF8+w/c/jhYHX0aN5h50vsKwUPnjC+xbyz+fCoL+FLlgRERGpfw4+CY6+AOZM8Hod1UG3Zu14YeB1dG/ennlqfZQo06M6RAKUlpfxr18+Ii2xCZf2Op7d0zvVvdDCPFgxz/sW8uCT6l6eiIiI1H/9T4S4BMhsU+eiWiQ346n+V5LoD8KzvHA97VNbkBCCQXlEaiOmWx7NbLCZjcjPz492KNIAbC4p4tafXuI/S8dT7sqp80jEZaXejfPpreCKfylxFBERaWz6HQe7+4NbLvwZSop3uqjk+ETiLI6Ckq1cOf5pbpn8IoUlW0MUqEjNxHTy6Jz72Dk3ND09PdqhSD23ZksOV4x/iqkb5nNz1qlcvsdgrE7PXSyG0Q/D5y95r1OahiZQERERaXhy1sCbw+Cdh6FkW52KapbYhEv3OIFpGxdw+Y9PsXpLToiCFAkuppNHaaQKC2HCBO93DRSXlXL1hGdZtzWPxw8cWrcRVcH7pzD6IZg/Fdp03em4REREJEa0aAeDL4cFM2DUQ1BctwTy+M4H8kS/S9mwbROXjhvOL7lLQhOnSBBKHiW2FBZC795w1FHe7xokaknxCVzZ+0T+PeAa+rbevW71FxfB2w94XVNOvBL6HrXTcYmIiEgM2e9I+MvVsDgb3v4HbKtbl9P9Wu3GCwOuJTUhmXcXjQ1RkCLV04A5EluysyE39/fkLDsb+v+xJdE5x2vzv6JT01Yc2XE/Dmu/T93rdg7eeQSW/AInXwP7HFbruERERCSG9fkTxMXDR//yHuWx35F1Kq5LWhteGHgdiXHeJX1B8RbSEpvU7dYbkWooeZTYkpUFmZne35mZ3usKtpWV8MjP7/DVqmkM7nIQR3bcLzR1m8GBx3nPcMwaVOu4REREpBHY+xBo2xXadAlJcelJ3rgK28qKuXbic3ROa80d+wwhOT4pJOWLBFK3VYktaWkwezZ8+aX3Oy1th9m52wq4buJzfLVqGpf0PI6bs06te51bN8OvU7y/ex7wx8SxBnGJiIhII9K2q/el85ol3kA6WwrqXGRSXCJHdOjDN6tmcM2Ef7OxaFPd4xSpQMmjxJ60NK9LaIUEraBkK0PHDWd+/kqG7Xce5+52ZN27dWwpgNfvgXcfg4LcnYpLREREGqlNG717IF+/BzbXLdkzM87qcQQP7H8+iwrWMHTccBZsWhWiQEU8Sh6l0WiW2ITBXQ7i6YOv5E8dQnCPY2EevPZ3WLcMTrsZmmXWvcwGprCwkAkTJlCoAYBERERqb/f9YcjtsGElvHa3d21RR4e035tnDr6KclfO4zPfq/tzq0UCWGM4oPr27eumTJkS7TAkCpxzfLBkHHtl7kKvjM6hK7ggB167B/LWwRm3Q/c+oSu7gSgsLKR3797k5uaSmZnJ7NmzSVOrqoiISO0tmgmjHoTmreD8+0PyhfT6rXmUuXLapbagpLyUBIvXQDqNnJlNdc71rUsZanmUmFVaXsbj2e/xr18+4pPlk0Jb+C/jYdMGOPvuiCSOhcWFTFg+gcLi+tPCl52dTW5uLoWFheTm5pKdnR3tkEREpBGq7jHKdX3Ecl3WD7buDv/bd90bzv67N4hOStPg69YgrtZNMmiX2oJyV86w6W/x8Mx3KCkvDes2SezTaKsxrjgvh9zpY8nc9xCSMlr8cX5hMWuz19I2qy1JaUk1ngdA3hqYPgb2PREy2tUusMJC73EVWVmV3wNYUgh52ZCRBYm1b83KL97M3VNHMn3jQs7pcSQX9zwmNGU7593g3u946HUgZLQJWcxVrV9YXEjvZ/cgd+tGMpu0ZPaVc0hLin4LX1ZWFpn+CLKZmZlkaQRZERGJsO2PUc7N9QYzDxyTrrAQeu9RTm6uIzPTmD0nrlbDDlRXdl3XrfR/e9fe0LU3hYXQv08BFG0mP67dH9fdvl0bHZkta7ZdXdPa8Nr8r1i2aQOfDz2fjSvSdm6balnvDoJdNwa7NgwWXDXrFq/JIXfMWDJPPISkdjteDwe93q1D2bFIyWMMK87Loejt7mSkbKFoTiqcuXCHBLK4sJhnez9LUW4RKZkpXDn7yt8+NNXNA7wTwNudIKUM5lwBZ66oeQIZ7IxaUgif9obiXEjKhONn1yoZW781j6snPMv6onzu6nMmR3cKaJ2vS9kbV8F7j8PJ13qjpFVMHOsQc3XrZ6+cRG7hSgrLHZStJHvlJPp3O6LmZYdJWloas2fPJjs7m6ysLHVZFRGRiKvuMcrZ07eQu6GcwqI0KCske3oc/QelhqTsuq5b3f/27Gz454An2bPlUk784D6yszvtuO6kLeSuLKfQpcHKQrInxdH/iKq3K87iuLjnseyS1pYHpo+mzU3DWT/sYnJz2tVum2pZ7w6CXTeGMVMvXpNDUafuZJRtoeiKVFix8LckL+j1bh3KjlXqthrDcqePJTllC8kpxaSkbCF3+tgd5q/NXktRbhHFhcUU5RaxNnttjeYB3jdHKWWQgvd7+piaBxZ4Rs3N9V4Hysv2kqjSQu93Xu26Q2YmNyOrRTf+1f+KHRPHupS9bjm8epc3Kpor/+P8OsZc3fpZyZAZB2nm/c5Krl3R4ZSWlkb//v2VOIqISFRsf4xyWtofH6Oc1SmbzKa5pCUXkNk0l6xOtfvfXF3ZdV23uv/tWVnw6PTzSIwv439D7mKfdkt3XJdsMskljQIyySWLmm3XkR334/H9riQ+pYQ9//4SmS3LardNO1kvEPy6Mdi1YXWCrJs7ZizJZVtIppiUsi3kjvn9ejjo9W4dyo5VanmMYZn7HkLRnFQMKCpKJXPfQ3aY3zarLSmZKQCkZKbQNqttjeYBXpeDOVcAZVAU772uqe1nVKj8jJqR5bW+gfc7I/iZzTnHx8smcnDbPWmV0pw7+5xZ+YI7UTZrlnhDaMfFw/n/gDaVDLyzM+XWcP201v2Y3asD2QU5ZDVrQVrrfrUrW0REJEZtf4xyZb0K0zrtyeyn+5K9sCNZ3VeS1ql2gydWV3Zd163uf3taGvxnfFfmT/gH+/x8D3Hv3g3n3AMdunvz++3J7A59yc7pSFaLlaT1q/l27d+hK28ffT2TZudxwqx4mjZ1/h05wQfSqUu9Qa8bg10bVifIupknHkLRFalYGRTFp5J54u/Xw0Gvd+tQdqzSaKsxrjHc81hSXsrwWR8yZtlEzulxJEN7HVd93bW5N3HdcnjlDkhMhvPug1YdQ1Nubdeva9kiIiKNUX3+/1mT2HJWe6O7pzaDoY974y5A3e4PDDDy1y9ZszWHG/Y6haT4GrQp1aVe3fMYdaEYbVXJozRoudsKuXvqSH7OWcRZ3Q9naK/jiLMQ9sYuKYbPRsAhp0Jm2+DLi4iIiIRS3jpwQGaboIvW1svz/sfI+V+SldmNB/qeT2Zys5DXIfWHkscaUvIYm5YVruOmSSPYuG0Tt+59Okd12j90hS+d7Q2X3aSefUspIiIijVN5OXz2IvQ8AHbbL2TF/t+q6Tw0YzQZyWk8fMCF9GheTS8radAa5XMezewwM/vBzJ43s8OiHY9ET2ZSGu1SM3m6/5WhTRzn/QSv3wtfvBq6MkVERETqongrrJgHox6COaF7fvURHfbl2YOvwjnH1eOfpaB4S8jKltgT0eTRzF4xs3VmNqvC9GPMbJ6ZLTCz24IU44BCvPGaVoQrVqmfnHN8unwy28pKaJaUylP9r6R3ZtfQVfDLj/DOI96jOI46P3TlioiIiNRFSlM4bxi03xXefRSyfwhZ0T0zOjNi4HXcts8QmiXV/HEm0vhEuuVxJHBM4AQziweeBY4FegNnmFlvM8sys08q/LQBfnDOHQvcCtwX4fgliraVFTNs+ps8/PNovlgRhm7IM76F95+ATrvDufd5N6eLiIiI1BdN0uDce6HLHvDBkzD9m5AV3TKlOYe23xuAsatncs+01ykqKw5Z+RIbIvqoDufcWDPbpcLkA4EFzrlFAGY2GjjJOfcQcEI1xeUC9eiJdxJO67fmcceUV5mXv4JLex3P4C4HhbaCkmL4/h3olgVDboOklNCWLyIiIhIKyU3grLvhgyegecuwVLGuKI9vV/3M8sL1PHTAhbRtkhmWeqThqQ/PeewILA94vQKo8kF2ZvZX4GggA3immuWGAkMBunTpEpJAJTrm5C3jtp9eZmtpMQ/2vYCB7fYKbQXOQWKS9wzH1Obe3yIiIiL1VVIynHH7769XL/K6s4bIKd0OoUNqK+6b/gZDxw3n/v3PZ+8W3UJWvjRc9WHAnMqeSlrlELDOuQ+dc5c65053zn1XzXIjnHN9nXN9W7duHYo4JUqaJqTQKiWd5wdcE9rE0Tn4dhSMedYbwSy9lRJHERERaViWzIIXboSv3/SubULk4La9eX7AtaTGJ3PthH+ztHBtyMqWhqs+JI8rgM4BrzsBq6IUi9QTpeVlfLVyKs45uqS14aWB17Nr8/ahq8A5bzTV79/1T7Sx/8gaERERiUFd9oD9/gzjPoDPX/a+EA+Rbs3aMWLgdVy950l0TdPzrqV+JI8/AbuZWTczSwKGAGNCUbCZDTazEfn5+aEoTiJkU/Fmbp78IsOmv8X0jQsAMKusgXonlZfBx/+GiR9Dv+PhxCshLj505YuIiIhESlw8DL4c+p8Ikz/1e1SVhaz4Zkmp/HWXgQAs3LSK2356mbziwpCVLw1LpB/VMQqYAPQ0sxVmdpFzrhS4CvgCmAO865z7JRT1Oec+ds4NTU9PD0VxEgGLC9YwdNxwfs5ZyG37DGG/VruFvpKPn4NpX8OgU+CYiyCuPnyHIiIiIrKTzLxHjB16Osz4Bn6dGpZqlm9ez0/r5zF03HAWblJHwcbIXAj7RtdXffv2dVOmhOHRDhJSP679hfumvUmThCQe6HsBe2XuEp6KFsyAtYthwMnhKV9EREQkWpbNhS69wlb87Nyl3DHlVbaUFnFXnzM5xH+8h9R/ZjbVOde3LmWoyUXqjTiMXZq15cWB14c+cdy2FeZO9v7u0UeJo4iIiMSm7YnjygUw6kHvGiiEemd25aVB17NLs3bcOXUk49fODmn5Ur/FdPKoex7rvy2lRYxbMwuA/m178/yAa2jTJCO0lWwthDfug3cfg7x1oS1bREREpD7KXet1X339HthSENKiW6Wk83T/K7ms1/Ec0Hr3kJYt9VtMJ4+657F+W7F5PZf9+BR/n/Ya67bmARBnIT4kC/Ng5N2waiGccgNktAlt+SIiIiL10V4D4PRbYM1iGHkXFOSEtPjk+ETO6nEEiXEJ5BUXcvOkESwr1Jf0sS6mk0epvyatm8sl44azsWgTjx54SehbG8FrZXzlDshZDWfeCb37h74OERERkfqqVz84627IXQev3BnyBHK7NVtymZO/nEvHDWeCurHGNCWPEnGjF37HLZNfpG1KBi8Oup6+rcLU3WH+NNicD+fc693nKCIiItLY7Lo3nHsvdO4Fqc3DUkWvjM68NPB62qe25NafXubNBf9HYxiUszGK6dFWzWwwMLhHjx6XzJ8/P9rhiO/thd8wN285t+8zhCYJyaGvoLQEEhK9vwtyoVlm6OsQERERaYgK87wWyPa7hrzoorJiHvn5Hb5eNZ1Leh7Lubv9OeR1yM4LxWirMZ08bqdHdUTf6i05rNmaw74te/z2TZSZhb6iZXPggydhyG1hOSmKiIiINGijHoIls7xberr2Dnnxzjk+Wvojf2rfh8zktJCXLztPj+qQBmHK+l+55IcneWjGaErLyzCz8CSOC2Z4o6rGJ0CTZqEvX0RERKShO+4Sr1fWG/fB/KkhL97M+OsuA8lMTqO0vIy7przKT+vnhbweiQ4ljxI2zjlGL/yOGye9QGZyGv/sdykJcfHhqWz2BHj7AWjRHi58EDJah6ceERERkYYsvRVc8AC07uS1Qs4aF7aq8os3s3zzBm6aNIK3Fnyj+yBjgJJHCYuS8lKGTX+TZ+eMYVC7LF4YeC2d08KU0C2aCe89Dh26w/n3Q1oYRm4VERERiRVN0+G8YdCpJ3z3jjdeRBi0TGnO8wOu4bD2+/D83E+4d9obbCndFpa6JDISoh1AOAUMmBPtUBqdBIsnIS6BS3sdz1ndDw9PN9XtuvaGQ0+Dg0+CpJTw1SMiIiISK1Kawtl/h6LN3kCD5WVgcRDia7YmCcncu9859FzUiRfmfMq28hIePuCikNYhkaMBcySkJq+fR7smmXRJa4NzLnxJo3MwYQzsfahaGkVERETqorwMPhgO6S3hz+eFPIHc7qf188hISmO39I7hvU6USmnAHKk3nHO8teD/uHnSCF6c9zkQptFUwTvBffI8fDkSZnwTnjpEREREGg2D1GYw/r8w5lkoKwtLLQe07slu6R0BGD7rQ16f/xXlrjwsdUl4xHS3VYmMLaVFPDhjNN+vmcnh7ftw6z6nh6+y0hL4cDjMHg+D/gYDTg5fXSIiIiKNQVycNwprkzQY+57XlfVvN/z+3OwQKy0vY1PJFj5c+iNz85ZzZ58zaZqoW48aArU8Sp2s3ZrL0HHD+WFNNlfucSL37ncOqQnJ4amsuAhGPegljkedD0ecHbZuFSIiIiKNihkcfiYcfSHMmQgfPBG2qhLi4vn7vmdzde+TGL9uNpeMe5LFBWvCVp+EjloepU4yktJon9qS6/f6G/u32i28lRUXQf4GOOkq2PeI8NYlIiIi0hj1H+y1QGa2DWs1ZsZpux7KbukduWfq61w38TnePfxOkuOTwlqv1E1MD5gTMNrqJfPnz492ODGjzJXz7qLvOaHLQTRLbBL+CgvzvJNYfILXbTVMXShEREREpIJpX0P3Pt7zIcNk/dY8lhSu5YDWPXHO4XDEmTpIhpoGzAnCOfexc25oenp6tEOJGfnFm7ll8ov8e87HfL1yWvgr3LgKXroVPnvRe63EUURERCQyCvPgi1fhlTtgw8qwVdO6SQYHtO4JwJhlE7hx0gjyigvDVp/svJhOHiW0fs1fwSU/PMn0jQu4OetUTt5lQHgrXL3IO1kVF8F+fw5vXSIiIiKyo7QMOP9+KC32rslWLgh7lYlxCczMWcTFPzzJ3LzlYa9PakfJo9TIhLWzufzHpyhz5Tzd/ypO7No/vBUungWv3gUJSXDhg9CxR3jrExEREZE/ar+rdy2WlAKv3Q2LZoa1uuM6H8izB18NwJXjn+aTZRPDWp/UjpJHqZHd0jsxqF0WLw26nj0zu4a3suIieO8xaN7SO1m16hje+kRERESkai07wIUPQUZbyFkd9up6ZXTmpUHXs0+LXXlk5rvMzw9fl1mpnZgeMGe7vn37uilTpkQ7jAZn7dZc3ls8lsv3GEx8pG9aXvErtGgHqc0jW6+IiIiIVC5w4MJNG70v+sOozJUzbcP83+6HLCorJkWjse40DZgjYTNlw69c9MMTfLxsIksL1oa/Qudg3Ecw/r/e6067K3EUERERqU+2J45rl8LTV8LY97xruDCJt7jfEscZGxdy+jcPMGnd3LDVJ8HFdPJoZoPNbER+fn60Q2kwnHO8ueD/uHHiC2QmpfHiwOvZtXn78FZaXg5fjoSvX4dVC8N6EhIRERGROmrVEXr1g2/ehv+97F3LhVnL5OZkJDXl5skv8tr8ryh34a9T/kjdVmUHT2Z/wIdLf+TwDn24de/TSU1IDm+FZaXw32dg5vdw4PFwzIUQF9PfaYiIiIg0fNu//J/4Mew1CP5yddgfqba1dBuPzXyPr1ZN4+A2vbmrz5k0S0oNa52xJBTdVhNCFYzEhqM79aVj01ac2u0QzCy8lZWXw+iHYf5UOPxMGHQKhLtOEREREam7uDg4+gJomg7/96Z3y9FBJ4S1yiYJydy971nsmdmVZ2aP4YuVUzml26Cw1ik7Usuj8L8VP7G0cB2X9jo+8pVP/gziE2D/oyJft4iIiIjU3cIZsEsWxMdHrMrFBWvomtaGOItjQ1E+rVLSI1Z3Q6UBc6ROtpWV8NjMd3lgxihm5y6lpLw0MhXnrYcls7y/DzxOiaOIiIhIQ9a9j5c4bsqBN+6D3HVhr7Jbs3a/JY7nf/84D/88mm1lxWGvt7FT8thIrd6Sw5Xjn2bMsomc1f1w/tnvUhLjItCLed0yePl2+GA4lOgDLiIiIhIzNm2AlfPhldu9EVkjIDO5GX/Z5WA+XT6Zy398mlWbN0ak3sZKyWMjtK2shKvGP8PKzRt4qO+FXLbHCSTERaCbwfK58Mqd4MrhrLsgUc/pEREREYkZnXaHCx7w/n71Tlg6O+xVxlscF/c8lkcOuJjVW3O4aNwT/Lj2l7DX21gpeWxEtg9pnByfyPV7/ZWXBt3AwHZ7RabyeT/Ba/dAajO46CFot0tk6hURERGRyGnb1bvWa5rhdWFdnB2Rag9u25uXB91A+yYt+HLl1IjU2RhptNVGIndbAfdNf5OjOu7PcZ0PjFzSuN28ydCmC5x5J6RlRLZuEREREYmcjDZw4YPeozzadYtYtR1SW/LcgGso8xtMVm3eSHJ8Ii1TmkcshlgX0y2PZjbYzEbk5+dHO5SompmziAvH/pPsnMXERfJRGM7Blk3e38dfBucNU+IoIiIi0hg0bQ4nXwNN0rxxLqb/n3dtGGbJ8YmkJiTjnGPY9De58Id/MmPjwrDX21jEdPLonPvYOTc0Pb1xDt3rnGP0wu+4ZsK/SYlP4oWB13JMpwMiU3l5GXw2AkbcAlsKvBG4kptEpm4RERERqT9mfAP/fQY+eR7KyiJSpZlx896n0jQhhesmPsdbC7757RYu2XkxnTw2dtm5S3h2zhgGtt2TFwddT4/mHSNTcUkxvPdP+Ol/sOfB3jdOIiIiItI49T0aBp0CU7+Edx+Fkm0RqbZ78w68OPB6Dm23N8/P/YQ7prxKYcnWiNQdq8xFoPk42vr27eumTJkS7TAipqBkK80SvVa+6RsW0KdldyxS3VW3bobRD3qjax19IfQfHJl6RURERKR+m/QZfP4SdO4JZ9zhDaQYAc45Plgyji9XTuXp/leQHN84R/w3s6nOub51KUMtjzHEOceYpRM49f/uZ3au92ydfVv1iFziCPDlq7D8V/jbDUocRUREROR3/Y6DU2+E3LWwOS9i1ZoZp3QbxHMDriE5PonNJUV8vvwnGkMjWqhptNUYsaV0G//Mfp8vV07lgNY9aZ/aIjqB/Plc2Ocw2CXCo7mKiIiISP235wDYrS8kJXsD6GzaCOmtIlJ1vHntZv9Z+iPPz/2USevncsvep5KakBKR+mOBWh5jwOKCNQwdN5yvV07jot2P4bEDLyEzOTLdAACvi+q7j0JpCaQ2V+IoIiIiIlVLSvZ+T/wY/n0tLJ4V0erP6P4nhvY6jm9XzeDiH55k4aZVEa2/IVPyGAO+W/0zBSVbeOKgyzh/96N++1YlImZPgNfvhbXLvFFVRURERERqYo/+0KwFvHkfzPoxYtXGWRzn9DiS4QddzubSIoaOG86Pa3+JWP0NmQbMaaC2lRWzcvNGdm3enjJXzqbizZFtbYTfb3rutDuceYfX6igiIiIiUlNbCmDUg7B8blQGW8zZVsDwWR9yVe+TaNMktp9HrgFzGqllheu4dNy/uGHSCxSVFRNvcZFPHMd9BJ+/CD37wrn3KXEUERERkdpLbQbn3gt7HARfjoR1yyNafYvkZgzb/zzaNMmg3JUzfNaHLClYG9EYGhINmNPAfL1yGo/OfI+kuATu2vdMUqI11PBu+3mjZB15LsTHRycGEREREWn4EpPh1Jtgxa/QprM3zTmI5BMDgNVbcvh61XQ+Wz6Zm7JO5ahO+0e0/oZALY8NRGl5GY/PfI/7pr9J9+btefmQGziozR6RDaJoC0z5wvswt+0KR1+gxFFERERE6i4uHrr417ZzJ8Mb90HR5oiG0LFpK14ddCO7p3fi/hlv8fDP71BUVhzRGOo7JY8NRLzFkbOtgLO6H87T/a+kbZPMyAawKQdG3gWfvQjrlkW2bhERERFpPIq3wpJZ8MqdkL8holW3bpLB8IMu55weR/Lp8kncNWVkROuv72J6wBwzGwwM7tGjxyXz58+Pdjg75f9WTWePjC50SG1JmSuP7Eiq261bDm/dD1sL4LRboMe+kY9BRERERBqPhT/DO49AciqcfbfX6y3CJq2bS5OEZPZu0Y1yV05cNK7DQ0gD5gThnPvYOTc0PT092qHU2rayYh6b+S73TnuDUQu/BYhO4rjkF3jldigrhQseUOIoIiIiIuHXfR+48AHAwSt3QN66iIfQr00v9m7RDYAX5n6qbqxowJx6aVnhOu6Z9joLNq3irO6Hc3HPY6MXzNYC7/k7Z90FGW2iF4eIiIiINC7tusHFj8DM7yG9ddTCcM6RGJfAp8snMSdvKcP2P4+uaW2jFk80xXS31e0a0nMeZ+Ys5qZJL5AYl8Bdfc6kf9vekQ/COe++xu3dA8pKIV7fM4iIiIhIFK1bBgumQ/8TIz4SK3jdWO+f8Rbbykq4MetvHNPpgIjHUBfqthqDdmvegT916MOrh9wUncSxvAz+9wo8fwOsXOBNU+IoIiIiItE27WvvWZCfjfCuWSOsX5tejDzkJnqld+axme+xdmtuxGOINmUF9cDigjW8PO9z7uxzJk0Skrl9nyHRCaRkG3z4L5gzAQ4aDO13jU4cIiIiIiIVHXW+16jx40ewaSP87UZISo5oCK1S0hne/3J+zV/x29MP1m/No3WTjIjGES1qeYwi5xyfLJvIJT88SXbuElZu2Ri9YDbnw2v3wJyJcMyF3k+cDg8RERERqSfi4uDP58Kxl8CvU+G1u2HLpoiHEW9x7JHRBYBvV81gyAdwNgUAACAASURBVLcP8t+l42kMtwOq5TFKtpQW8fjM9/lq1TT2b7Ubd/c5i5YpzaMXUPYPsGYxnH4L7HFQ9OIQEREREalOv+MgvRVM/RKSmkQ1lD4tu9OnZXcez36faRsXcEvWaTRNTIlqTOGkAXOi5N5pb/Dtqhlc1PMYzupxRHQewwFQUgyJSd4gOTmroWWH6MQhIiIiIlIbznkD52wpgI0roXOvqIRR7soZtfBbXpz3OQPb7sU/+p4flTiCCcWAOUoeo2TV5o2sK8qjT8vu0Qti9gT4/GU47z5o1TF6cYiIiIiI7Kz/PO31ojv5WthrQNTCyM5ZTEZSGp3TovdYkeqEInlUt9Uo6dC0JR2atoxeABPGwBcjodPu0KRZ9OIQEREREamLo873etC9/zjkr4OD/xKVR3lktegW8TojTSOiNDblZfD5S/DFq969jefdB02jeK+liIiIiEhdpDaDc+6FPQfCV697j/Ioi/yjPBoDJY+NzcRPYNKn3sNVT70JEiM7vLGIiIiISMglJsHfrocBJ3sjsRZtjnZEMUndVhubA46BZi0ga1C0IxERERERCZ3tj/IY+Ddo0tRrfdxaAGmN4xmMkaCWx8Zg3XJ46x/eNzCJyUocRURERCR2NWnq/f7qNRhxM6xdGt14YoiSx1i3aCa8fBusXgSbNkY7GhERERGRyNjnMHDl8PLtsHBGtKOJCUoeY9mMb+DNYdC8JVz8MLTpEu2IREREREQio/2ucPEjkNHG64U37etoR9TgKXmMVVO+8J5503VPuOgh70MjIiIiItKYpLeCCx+Ebnt7zzcvyIl2RA1agxswx8zigPuB5sAU59xrUQ6pftptfzj4JDj8LEhIjHY0IiIiIiLRkZIKZ94B65Z5A0eCN5hOfHx042qAItryaGavmNk6M5tVYfoxZjbPzBaY2W1BijkJ6AiUACvCFWuDtGUTfDvKe5ZjeivvgalKHEVERESksYtP8LqxAvz0Pxh5F2zeFN2YGqBId1sdCRwTOMHM4oFngWOB3sAZZtbbzLLM7JMKP22AnsAE59wNwOURjr/+2rgaXroNxn0IqxdHOxoRERERkfqpSTNYtRBeuhU2rIx2NA1KRLutOufGmtkuFSYfCCxwzi0CMLPRwEnOuYeAEyqWYWYrgGL/ZVn4om1Als6G0Q97f597H3TsEd14RERERETqq70GQHpLGPWQ1/gy5FbYZa9oR9Ug1IcBczoCywNer/CnVeVD4GgzexoYW9VCZjbUzKaY2ZT169eHJtL66Jcf4fV7ILWZN5pU197RjkhEREREpH7r3Mu7dk5Lhzfug7wYzhdCqD4MmGOVTHNVLeyc2wJcFKxQ59wIYARA3759qyyvwWveCrplwV+v9xJIEREREREJrkU7uOhhWDAdMlpHO5oGoT60PK4AOge87gSsilIsDUNpCcye4P3duSec/XcljiIiIiIitdUkDbIGeX8vngUfPQUlxdWv04jVh+TxJ2A3M+tmZknAEGBMKAo2s8FmNiI/Pz8UxdUPWzbBG/fCu4/CmiXRjkZEREREJDasXQw/f+vdEqaRWCsV6Ud1jAImAD3NbIWZXeScKwWuAr4A5gDvOud+CUV9zrmPnXND09PTQ1Fc9G1Y6d3Uu2I+/O0GaLdLtCMSEREREYkNBw2GU26C1YvgpVtgvZ4KWJE5F7u3A27Xt29fN2XKlGiHUTeLs+GdRyEuDobcDl16RTsiEREREZHYs+JXGPWgd6vY0MegZYdoRxQSZjbVOde3LmXUhwFzpCby10OzTDjzTshsG+1oRERERERiU6fd4eJHYeqXkNku2tHUKzHd8mhmg4HBPXr0uGT+/PnRDqf2ysth7VJo3817XVoCCYnRjUlEREREpDHJXQszvoVDT4W4+GhHs9NC0fJYHwbMCZsGfc9j8TZ47zF46VbIWe1NU+IoIiIiIhJZv/wI37/j3UJWXBTtaKIqppPHBqsgB0beBXMmwZFnq7lcRERERCRaBv4Vjr0Yfp0Cr9wJmzZGO6KoUfJY36xeBC/6ozsNuQ36nwhm0Y5KRERERKTx6nc8nHEH5Kz6/Vq9EYrp5LFBPufxlx8BgwsfhF4HRjsaEREREREB2H1/uOhh6LgbpLeKdjRREdMD5mxX7x/V4RwU5nmjqZaXwdZCaNoA79MUEREREWkstm2FWT/Afn9uED0FNWBOLCgtgf8+AyNugs353ghOShxFREREROq36V/Dx8/Bf57yrukbAT3nMZo2b4J3H4Gls+HQ0yG1ebQjEhERERGRmuh3gtf6+O0oyFnjjVcS441AanmMlvXL4aVbYMV8+NsN8KchDaK5W0RERERE8K7dDz0NTrkpYNDL5dGOKqxiuuXRzAYDg3v06BHtUP7ou3e858Scfz907hntaEREREREZGfsNQAyWsMnz0NicrSjCSsNmBMtRZuhaIt3oImIiIiISMPmXL3uSRiKAXNiuuWxXktp6v2IiIiIiEjDV48Tx1DRPY8iIiIiIiISlJJHERERERERCUrJo4iIiIiIiAQV08mjmQ02sxH5+fnRDkVERERERKRBi+nk0Tn3sXNuaHp6bD+sU0REREREJNxiOnkUERERERGR0FDyKCIiIiIiIkEpeRQREREREZGglDyKiIiIiIhIUEoeRUREREREJKiYTh71qA4REREREZHQiOnkUY/qEBERERERCY2YTh5FREREREQkNJQ8ioiIiIiISFBKHkVERERERCQoJY8iIiIiIiISlJJHERERERERCcqcc9GOIezMbD2wNNpxVKIVsCHaQTRS2vfRo30fPdr30aN9Hz3a99GjfR892vfRU5/3fVfnXOu6FNAoksf6ysymOOf6RjuOxkj7Pnq076NH+z56tO+jR/s+erTvo0f7Pnpifd+r26qIiIiIiIgEpeRRREREREREglLyGF0joh1AI6Z9Hz3a99GjfR892vfRo30fPdr30aN9Hz0xve91z6OIiIiIiIgEpZZHERERERERCUrJYxiZ2alm9ouZlZtZ3wrzbjezBWY2z8yOrmL9bmY2yczmm9k7ZpYUmchjj7//Zvg/S8xsRhXLLTGzbH+5KZGOMxaZ2b1mtjJg/x9XxXLH+J+HBWZ2W6TjjEVm9piZzTWzmWb2kZllVLGcjvsQCXYcm1myfz5a4J/fd4l8lLHHzDqb2bdmNsf/v3ttJcscZmb5Aeeiv0cj1lgU7Bxinqf8436mme0XjThjjZn1DDieZ5jZJjO7rsIyOu5DyMxeMbN1ZjYrYFoLM/vKv17/yswyq1j3PH+Z+WZ2XuSiDi11Ww0jM9sDKAdeAG5yzk3xp/cGRgEHAh2Ar4HdnXNlFdZ/F/jQOTfazJ4HfnbOPRfJbYhFZvZPIN85N6ySeUuAvs65+vp8ngbHzO4FCp1zj1ezTDzwK/BnYAXwE3CGc252RIKMUWZ2FPCNc67UzB4BcM7dWslyS9BxX2c1OY7N7Apgb+fcZWY2BDjZOXd6VAKOIWbWHmjvnJtmZs2AqcBfKuz7w/D+F58QpTBjVrBziP+l4dXAcUA/4F/OuX6RizD2+eeflUA/59zSgOmHoeM+ZMzsEKAQeN05t5c/7VEgxzn3sP+lYWbF/7Vm1gKYAvQFHN45an/nXG5ENyAE1PIYRs65Oc65eZXMOgkY7Zzb5pxbDCzASyR/Y2YGHA687096DfhLOONtDPz9ehpe8i71x4HAAufcIudcMTAa73MideCc+9I5V+q/nAh0imY8jUBNjuOT8M7n4J3fj/DPS1IHzrnVzrlp/t8FwBygY3SjkgAn4V1sO+fcRCDDT/gldI4AFgYmjhJ6zrmxQE6FyYHn9aqu148GvnLO5fgJ41fAMWELNIyUPEZHR2B5wOsV/PGfXEsgL+DCr7JlpPYGAWudc/OrmO+AL81sqpkNjWBcse4qv6vSK1V056jJZ0Lq5kLg8yrm6bgPjZocx78t45/f8/HO9xIiflfgfYFJlczub2Y/m9nnZrZnRAOLbcHOITrHh98Qqv5iXMd9eLV1zq0G74ssoE0ly8TMZyAh2gE0dGb2NdCukll3Ouf+W9VqlUyr2H+4JstIgBq+F2dQfavjAOfcKjNrA3xlZnP9b5mkGtXte+A54H684/d+4J94icwORVSyro73GqjJcW9mdwKlwFtVFKPjPjR0bo8yM0sDPgCuc85tqjB7GtDVOVfod6P8D7BbpGOMUcHOITruw8i8MTFOBG6vZLaO+/ohZj4DSh7ryDl35E6stgLoHPC6E7CqwjIb8Lp1JPjfTle2jAQI9l6YWQLwV2D/aspY5f9eZ2Yf4XVD00V0EDX9HJjZi8AnlcyqyWdCKlGD4/484ATgCFfFTe467kOmJsfx9mVW+OekdP7YBUp2gpkl4iWObznnPqw4PzCZdM59Zmb/NrNWute37mpwDtE5PryOBaY559ZWnKHjPiLWmll759xqvzv2ukqWWQEcFvC6E/BdBGILOXVbjY4xwBB/1L1ueN8ATQ5cwL/I+xY4xZ90HlBVS6bUzJHAXOfcispmmllTf6AFzKwpcBQwq7JlpeYq3NdyMpXv05+A3cwbYTgJr/vNmEjEF8vM7BjgVuBE59yWKpbRcR86NTmOx+Cdz8E7v39TVVIvNeffN/oyMMc590QVy7Tbfn+pmR2Idw20MXJRxqYankPGAOea5yC8QetWRzjUWFZlryod9xEReF6v6nr9C+AoM8v0b985yp/W4KjlMYzM7GTgaaA18KmZzXDOHe2c+8UfSXU2XleyK7ePtGpmnwEX+9/i3QqMNrN/ANPx/jHKzvvD/QBm1gF4yTl3HNAW+Mg/xyYAbzvn/hfxKGPPo2bWB697xhLgUthx3/ujgV6FdyKNB15xzv0SrYBjyDNAMl43MoCJ/iifOu7DoKrj2MyGAVOcc2PwzuNvmNkCvBbHIdGLOKYMAM4Bsu33RzHdAXQBcM49j5esX25mpcBWYIgS95Co9BxiZpfBb/v+M7yRVhcAW4ALohRrzDGzVLwRni8NmBa473Xch5CZjcJrQWxlZiuAe4CHgXfN7CJgGXCqv2xf4DLn3MXOuRwzux/vS0aAYc65BtnrRI/qEBERERERkaDUbVVERERERESCUvIoIiIiIiIiQSl5FBERERERkaCUPIqIiIiIiEhQSh5FREREREQkKCWPIiIiIiIiEpSSRxEREREREQlKyaOIiEgtmdnJZubMrFc1y1xqZqvNbIaZLTCz/5hZUsD8F8xsQGQiFhERqTsljyIiIrV3BjAFGFLNMnsDdzjn+gC7A3v507brB0wMW4QiIiIhpuRRRESkFswsDTgUuAgviaxKFjDd/7sHYMCvfhl7AL8658r81/uY2Vgzm21m5X6r5n1h2wgREZGdkBDtAERERBqYvwBfO+dmmtlmM9vPOTetkuX2BF43s0SgE3C8c26TP+9Y4H8AZpYCvAOc65ybbGb3AynAveHeEBERkdpQy6OIiEjtnAG86//9LpW0PppZZ2Cdc25v59wewJXA3QGLHI2fPAJHAtOcc5P91zOBFs45F47gRUREdpaSRxERkRoys5bAgfye+L0DnG5mnc3sRTN73MyOxLu3cXbAqj8DbfwyUoEM59wqf95eQHbAsvsBlbVkioiIRJWSRxERkZo7BfjMObcNwDm3GFgDnA8UA085577Gu99xDoCZGXAe8LVfxp+AbwPK3Ig/kI6Z7Q78FRgd7g0RERGpLd3zKCIiUnNnAHub2ZKAaS2BqcC/gGfM7HK85PFQMzsecHijqt7kL38s8H7A+qOAE81sFrABOMM5tzGsWyEiIrITTLdUiIiI1I2ZPQLE4w10c71zrqSaZacB/apbRkREpD5S8igiIiIiIiJB6Z5HERERERERCUrJo4iIiIiIiASl5FFERERERESCUvIoIiIiIiIiQSl5FBERERERkaCUPIqIiIiIiEhQSh5FREREREQkKCWPIiIiIiIiEpSSRxEREREREQlKyaOIiIiIiIgEpeRRREREREREglLyKCIiIiIiIkEpeRQREREREZGglDyKiIiIiIhIUEoeRUREREREJCgljyIiIiIiIhKUkkcREREREREJSsmjiIiIiIiIBKXkUURERERERIJS8igiIiIiIiJBKXkUERERERGRoJQ8ioiIiIiISFBKHkVERERERCQoJY8iIiIiIiISlJJHERERERERCUrJo4iIiIiIiASl5FFERERERESCUvIoIiIiIiIiQSl5FBERERERkaCUPIqIiIiIiEhQSh5FREREREQkKCWPIiIiIiIiEpSSRxEREREREQlKyaOIiIiIiIgEpeRRREREREREglLyKCJRY2aHmdmKgNdLzOzIaMZUU2a2i5k5M0uIQF1NzOxjM8s3s/fCXV9t+PugRwjL++0YMLM7zOylUJXtl7nDMdcYVPI5+8XMDvP/NjN71cxyzWyyP+1yM1trZoVm1jJKYUeMmY00s39EO45wi+Q5S0Ril5JHEakzMzvTzKb4F5urzexzMxsY7bjqCzO718zerEMRpwBtgZbOuVNrUW+Dvlh0zj3onLs4knX6+2uzfyyvNLMnzCzen7fEzLaaWYGZ5ZnZeDO7zMziAtYfaWbF/vrbf04PYXx1fk+dc3s6577zXw4E/gx0cs4daGaJwBPAUc65NOfcxrpHXXONKJE7338fn6gw/S/+9JH+69/eb/+8uv2YKqlwnD0f4vgi8iVLY/wyR6ShU/IoInViZjcAw4EH8RKcLsC/gZOiGVeM6Qr86pwrjXYgoVLPE9p9nHNpwBHAmcAlAfMGO+ea4b0nDwO3Ai9XWP9RP/Ha/vNORKLeOV2BJc65zf7rtkAK8MvOFLY90ZYaWQicXuGzcC7wa2ULO+eO3X5MAW+x43F2WQTiFRFR8igiO8/M0oFhwJXOuQ+dc5udcyXOuY+dczf7yySb2XAzW+X/DDez5BqUfaCZTfBbeFab2TNmlhQw35nZNWa2yMw2mNlj21uAzKyHmX3vd/PcYGbvBKzXy8y+MrMcM5tnZqdVE8N3ZvaQmU32y/qvmbWoYtkOZjbGL3eBmV3iTz8GuAPvIrHQzH6uYv09/Pry/G6FJ/rT7wP+HrD+RVXsqylmtsnvbri9NWOs/zvPX7e/mXU3s2/MbKO/b94ys4yAspaY2U1mNtPf5nfMLCVg/s3++7HKzC6sEMfxZjbdj2O5md0bMG97C8pFZrYM+Maffo6ZLfXjubNCeb+12Prvf2BrXun28v19/4GZrTezxWZ2TUAZTcxrzco1s9nAAZXt/8o45+YCPwB7VTIv3zk3BjgdOM/M/rBMRWZ2q3mtmQX+sXdEFctVuR+p5D2tZP1qt9l/j4/0j6WXgP5+WaOAeQHlb3+PqvzM+PU8Z2afmdlm4E/mfeYfN7Nl/vH4vJk18Zc/zMxWmNmNZrbOP5Yu8OcNBc4CbvHj+biSbTMze9JfN98/TvcK2O5/+sdTvpmNC6j3PTNb408fa2Z7VvM+nWBmM+z31uW9a/se1tAaIBs42i+7BXAwMKYOZf7GzOL992GDmS0Cjq8w/wIzm+NvyyIzu9Sf3hT4HOgQ8HnrYNWck4O8L5UeD1XVE4ptF5Ewcs7pRz/60c9O/QDHAKVAQjXLDAMmAm2A1sB44H5/3mHAioBllwBH+n/vDxwEJAC7AHOA6wKWdcC3QAu81s5fgYv9eaOAO/G+IEsBBvrTmwLLgQv8cvcDNgB7VhH7d8BKvOShKfAB8KY/bxc/hgT/9fd4La4pQB9gPXCEP+/e7etVUU8isAAvyUwCDgcKgJ41XH8CcI7/dxpwUGUx+tN64HVTTPbfj7HA8ArvwWSgg79v5wCXBbzfawP2x9t++T0C3s8sf7/v7S/7lwqxvO6v2wToDRQCh/jxPIF3PB1Z3XYH7N99/bqm4iXYScCuwCLgaH/Zh/ESwBZAZ2AWAcdcJWUHbk9vvAv8iyoenxXWWQZc7v89EvhHJcv0xDv2OgTsj+5VxFCT/VjdZ67abWbHz9n5wLiAeTuUT5DPjL+9+cAAfv+8DcdLgFoAzYCPgYcCtq0U77yQCBwHbAEyq9t/AfEd7b/fGYABewDt/XnP4n1mOwLxeIlYsj/vQj+WZD++GQFl/lanv33rgH5+Gef5+yu5Nu9hDc6d5wPj8Fq23/GnXQG8APwDGFnd+x1sP/nLXAbM9Y+BFnjny8D39nigu78fD/Xfh/0qOzcHOycHeV+CHQ9Vfh71ox/91L8ftTyKSF20BDa46rtTngUMc86tc86tB+4DzglWsHNuqnNuonOu1Dm3BO+i6tAKiz3inMtxzi3Du0A5w59egtcdr4Nzrsg5N86ffgJeF71X/XKn4SWEp1QTyhvOuVnO69Z3N3CaVeiaZ2ad8e4du9WvbwZei07Q7fQdhJf0PeycK3bOfQN8ErA9wZQAPcyslXOu0Dk3saoFnXMLnHNfOee2+e/HE/xxvz7lnFvlnMvBu9Dr408/DXg1YH/cW6Hs75xz2c65cufcTLwkvmLZ9zqvhXor3n7/xDk31jm3DW//lle3oWbWGvgPcLVzbjpeq1pr59wwf98tAl4EhgTE/IB/nCwHnqqufN80M8v1t/0l4NUgy6/CuzDe7ia/dSbPzDb408rwEpDeZpbonFvinFtYWWE13I/V2ZltrkpNPjP/dc796JwrB7bhdfO93q+/AK9L+5CA5UvwzgklzrnP8L5A6FnDeErwEpBegDnn5jjnVpvX6+BC4Frn3ErnXJlzbrx/XOGce8U5V+C/vhfYx7yeExVdArzgnJvkl/Gav00HUYv3sBY+Ag7zYzkX78uVUDkN74uh5f5n+aHAmc65T51zC53ne+BLYFBVhQU5J1f1vhjBjwcRaUCUPIpIXWwEWln19691AJYGvF7qT6uWme1uZp/4Xc024V1wtKqw2PIqyr0F79vvyeZ1Ad3evbIr0C/gwj4PL7ltV00oFetIrCSODsD2C6PAZTtWv5U7rL/cv/jemfUvAnYH5prZT2Z2QlULmlkbMxvtd73bBLzJH7dnTcDfW/AS29/irBBjYNn9zOxb87qP5uO1fFT3nu1Qnp+QVjlAi3mDubwPvO2cG+1P7orX7S3wPb0D7969oDFXYT/nXKZzrrtz7q4K70tlOgI5Aa8fd85l+D+t/G1bAFyHl7is89+DSj8HNdyP1dmZba5KTT4zgXW1BlKBqQHL/8+fvt3GCl84BR5j1fK/WHkGr5VxrZmNMLPmePsnBe8+wh343TcfNrOF/jG/xJ9V2T7tCtxYYXs7430RVaP30My6BHTDLAyyPVuBT4G7gFbOuR9rsh9qKNjn9Vgzm2hed+Q8vFbgKo+z6s7J1bwvNTkeRKQBUfIoInUxASgC/lLNMqvwLsi26+JPC+Y5vC5XuznnmuMlBFZhmc6VleucW+Ocu8Q51wG4FPi3eY+TWA58H3Bhn+G8wSYuryaOinWU4HXbq7iNLcysWYVlV/p/uyDbugrobAGjdlZYv1rOufnOuTPwugY/Arzv309UWb0P+dP39vfr2fxxv1ZlNX/cH4Hexuue1tk5lw48X0nZgTHtUJ6ZpeK1ZlflabzuvHcFTFsOLK7wnjZzzh1Xw5jrxMwOwEsexwVb1jn3tnNuIN7nweG9V5Wpbj8GO5YgtNtck89MYEwbgK143Vq3L5/uvEFeaiLo9jnnnnLO7Q/sifelyc1+vUV43TArOhNvAK8jgXS8LpdQ+XG/HK/VNnB7U51zo/y6g76HzrllLmDApGDbg9faeCPwRg2WrY0qjwPz7jv/AHgcaOucywA+o/rjrNpzcjXvS3XHQ02OZxGpR5Q8ishOc87l491r9qx5Q8ynmlmi/432o/5io4C7zKy1mbXyl6/JYyuaAZuAQjPrBVSW4N1sZpl+t9FrgXcAzOxUM+vkL5OLd4FShtcVdHfzBmlJ9H8OMLM9qonjbDPr7Sc2w4D3nXNlFfbDcrx7OR8ysxTzBti4CG9ERPDuWdulQnIYaBKwGW+gkETznsE3GBhdxfI7MLOzzay130KW508uw7svsBzvPsDtmuF1E8wzs454F3g19S5wfsD+uKfC/GZ4LbBFZnYg3kV7dd4HTjCzgeYNvDGMKv4vmTeYx6HAmRVaAicDm8wbyKSJ38q0l5/UbY/5dv846QRcXYvtrZKZNfdbeEfj3ZeZHWT5nmZ2uH/RXoR3QV1WxeLV7cfK3tOKQrnNtfrM+O/Ni/w/e/ceF1WZP3D8c7gMt+EyiKIIXhEFGUEjkQrKLDXvla1WmpWba9q6a+ssubbuZrVltP02V7NMSys3bd1dzTRzV7tpqIFSo+AdlYuMCAM6w2W4nN8foyQCagIOwvf9es1r5DnPPOd7OAjznecG/6coSgcARVE6K4oy7BrPZ+IK13bh3LEXeqGt2L+XVRfO+x7whmJf3MVZsS8Q5Yb9+1mOvVfbE3uPWUPeBaZfOIeiKIqXYl/AyPtn3sOf42vs85D/3gRtXeoTYJaiKMGKouiA5y45psE+BDcfqFQU5T5g6CXHTUA7pfbQ3gZ/J1/lvlzp56G+8wghWjBJHoUQjaKq6hvAs9h7g/Kxf3L/DPZ5aWBf/CEF+BH7yoJ7L5RdzRzsb5rPY3/zUd92BxuwL9KQhn3o18UtE24Fdl8YMvYp9nlQmReGlQ7FPt8mF/vwzIXY30Q15EPsi1PkYR8WN6uBeg9j79HIxT6P6U+qqv73wrF/XnguUBRl7+UvVFXVBowB7sP+Sf1bwGOqfbXPazEcOHDhet8EJqr2uZclwMvAzgtDxgZhn3M6APsiJ5uAf1/jOVBV9XPsc0u3Y1/gZ/tlVWYACxRFOY/9Q4JPrtLeAWAm9p6209gT/Yb2fHsYe1KRe8mQwD9cSORHY5+XmYn9+7ccew8TF6735IVjW2l8787GC9eXhX1RpjewLyZzNW7YF7I5i/1nqQP2npv6NPh9bOCeXq7Jrvk6/88kLrRxcQAAIABJREFUYv/52HVheOP/uPY5jSuwzyksUhRlfT3HfbD/PjBjv8YC7L1nYP+dYQS+xz6MeCH29zkfXKibA6RjX8CrXqqqpmCfo7f4wjmOYl/cBn7ePbxmF+YcbrswL7EpvQt8AfyA/fduzf/1C/d1FvafLTP237WfXnL8IPYP/o5fuBdBXPl38pXuS4M/Dw2cRwjRgimqKiMGhBA3H0VRVOzDp4424zm+wt6rtLy5ziGEEEIIcbOQnkchhBBCCCGEEFclyaMQQgghhBBCiKuSYatCCCGEEEIIIa5Keh6FEEIIIYQQQlyVJI9CCCGEEEIIIa7KxdEB3AgBAQFqt27dHB2GEEIIIYQQQjhEamrqWVVV2zemjTaRPHbr1o2UlBRHhyGEEEIIIYQQDqEoysnGtiHDVoUQQgghhBBCXJUkj0IIIYQQQgghrkqSRyGEEEIIIYQQV9Um5jwKIYQQQgjRllRUVJCdnU1ZWZmjQxE3mLu7O8HBwbi6ujZ525I8CiGEEEII0cpkZ2fj7e1Nt27dUBTF0eGIG0RVVQoKCsjOzqZ79+5N3r4MWxVCCCGEEKKVKSsro127dpI4tjGKotCuXbtm63GW5FEIIYQQQohWSBLHtqk577skj0IIIYQQQogWb/jw4fj5+TFq1Kha5ZmZmcTGxtKrVy8mTJiAzWZzUIStnySPQgghhBBCiBbPYDDw4Ycf1ilPTExk9uzZHDlyBJ1Ox4oVKxwQXdsgyaMQQgghhBACm8VGVnIWNkvje+6sVisjR44kKiqKyMhI1q5d2+g2hwwZgre3d60yVVXZvn0748ePB2DKlCmsX7++0ecS9ZPVVoUQQgghhGjjbBYbSyKWUGYuw13nzsz0mWi0mutub8uWLQQFBbFp0yYAiouL69RJSkpi9erVdcoTEhJYtGjRNZ2noKAAPz8/XFzsaU1wcDA5OTnXHbe4MkkehRBCCCGEaONMRhNl5rKaXkeT0URIXMh1t6fX65kzZw6JiYmMGjWK+Pj4OnUMBgMGg+G6zwH2nsfLyUJBzUeGrQohhBBCCNHGBeoDcde5o9FqcNe5E6gPbFR7YWFhpKamotfrmTt3LgsWLKhTJykpiejo6DqPWbNmXfN5AgICKCoqorKyErDvbxkUFNSo2EXDpOdRCCGEEEKINk6j1TAzfSYmo4lAfWCjhqwC5Obm4u/vz6RJk9BqtaxcubJOnaboeVQUhcGDB7Nu3TomTpzIqlWrGDt2bKPaFA276ZJHRVF6APMAX1VVxzs6HiGEEEIIIVoDjVbTqKGqlzIajRgMBpycnHB1dWXp0qWNbjM+Pp6DBw9isVgIDg5mxYoVDBs2jIULFzJx4kSef/55+vfvz9SpU5vgCkR9lPrGCTfbyRTlPWAUcEZV1chLyocDbwLOwHJVVV+9hrbWXWvyGBMTo6akpFxn1EIIIcS1s1lsV/zk/mrHhRCiKWRkZBAeHu7oMISD1Hf/FUVJVVU1pjHt3uiex5XAYuCDiwWKojgDS4B7gWzge0VRPsWeSL5y2eufVFX1zI0JVQghhPh5rrZaYVOvZiiEEELcSDc0eVRV9RtFUbpdVjwQOKqq6nEARVHWAGNVVX0Fey+lEEIIcVO42mqFTb2aoRBCCHEjtYTVVjsDWZd8nX2hrF6KorRTFOVtoL+iKHOvUG+aoigpiqKk5OfnN120QgghRAOutlphU69mKIQQQtxILWHBnPo2YmlwIqaqqgXA9Ks1qqrqMmAZ2Oc8Xnd0QgghxDW62mqFTb2aoRBCCHEjtYSex2zg0jE7wUCug2IRQgghGsWmsZEdnI1NY6v3+MXVDK+UONosNrKSs2qGtwohhBAtQUvoefwe6KUoSncgB5gIPOLYkIQQQoi6rrZSqsVmIeLvvTFbC/D3bMeBX2egddX+VEFRKMzOInnDP4gb+wj+IV3qPYcsqiOEEKIluqHJo6IoHwN3AQGKomQDf1JVdYWiKM8AX2BfYfU9VVUPNNH5RgOjQ0NDm6I5IYQQbdgVk7rKCiqOprLJlIqHb0/8SypIswxkx1tP863Os6aNisCe/Dv7SyrP7OLPb69j2H0v4B17L7j+lBzKojpCCFFXWloaTz/9NOfOncPZ2Zl58+YxYcIEAB5//HG+/vprfH19AVi5ciXR0dGODLfVutGrrT7cQPlmYHMznG8jsDEmJuappm5bCCFE23J5UncmLQtfv1x2Hvma76w57NG6YXVxon2HaExn9vNXNYP2/kNJCfgpeSwvO4NbuxA65h3gbqdA/pm+jswTn3G7ZxCDesXjF347gfpAlPYKeZ3y6FrZVRbVEUIIwNPTkw8++IBevXqRm5vLLbfcwrBhw/Dz8wMgKSmJ8eOvaQt40QgtYdiqEEII0eIF6gPx9lWo7mCi1DOIzt8nkVpdzMu9O+Hvq2WwX3fKtpfytO45jvpVEllh5p/f/45/Lf7p88uvV61ictbjpKsQ45zLNK/nMfqU8pVixunEBvoW7SOhUxSfTX+H9NI8vLx0PKN5Bg0ybFUIcQNYLGA0gl4PWu3V61+B1WrlF7/4BdnZ2VRVVfHHP/6xpqfweoSFhdX8OygoiA4dOpCfn1+TPIobQ5JHIYQQ4hpkHd7O8T8f4fuOvjzwxQ6U22cT5R/AMp0/vf274qQ4cTDzDRZP+yXRISfZktWVR5adr9VGSWEu//WG067QqULl+BkPfv/InzlsPsXO49+xs+Q032V/zyslwXSgJwbbcYzHviIuXLY9FkI0M4sFIiLAbAadDtLTG5VAbtmyhaCgIDZt2gRAcXFxnTpJSUmsXr26TnlCQgKLFi1qsO09e/Zgs9no2bNnTdm8efNYsGABQ4YM4dVXX8XNze26YxcNa9XJo8x5FEII0VhnTcdY/t0KPncpxT1AS8mpXfxNa2TEqan0HjiM8Evqmm8NY9G0BXjv7cf5+z7mvls/qtWW5hZXYsZDpL/C/kKV9etccVKc6OPfjT7+3ZgKnPxXEn9yOsIEz1iKe49l294thOr60L6j/C0TQjQjo9GeOFosP30dF3fdzen1eubMmUNiYiKjRo0iPj6+Th2DwYDBYPhZ7Z4+fZrJkyezatUqnJzsG0e88sordOzYEZvNxrRp01i4cCHz58+/7thFw1rCVh3NRlXVjaqqTrs4eVYIIYS4ZpUV8PUnLN/yGl84lxJ9upR9xnfZm59MobuF11O213mJvudd+HT1omjYHny6eqHveVet47G3TML3aSd+iFfxfdqJ2Fsm1Wlj64GOvOlrQuP1Xx4oOM52b1ce3rOY5bs/oKSyzF6pwgL5yfZnIYRoCnq9vcdRq7U/6/WNai4sLIzU1FT0ej1z585lwYIFdeokJSURHR1d5zFr1qx62zx37hwjR47kpZdeYtCgQTXlnTp1QlEU3NzceOKJJ9izZ0+jYhcNa9U9j0IIIcTPYbPYOP3jafa1zyYyIITQ/Tv4ZYceTB74ADkfJPFvpRStAn5O8JR/VZ3XazVa0n99CKPJiD5Qj1ZTe8iX1qsjB3+fg/H4p+h7jEHr1bFOG96VJpYkzkIfchxrVjemPK8js381q/LT+PLbXD6IegSnL29HtZlR3HQoozPAtXFzk4QQAq3WPlS1ieY85ubm4u/vz6RJk9BqtaxcubJOnZ/T82iz2bj//vt57LHHeOihh2odO336NJ06dUJVVdavX09kZGSjYhcNk+RRCCGEwJ44vjFlAT88UEx2oSsPWm/nt1NfJcDdvlpq+wnPsvvTjzniUkqvSg8CxjxbbztajZa4kIaHemm9OhKnn9bg8aHje/HK306zKzMKm2cp08dE4d9vLA+ZT5J3/gxOK57HVtmVzwLdGFxyEu/Te3HtktC4ixdCCLAnjI0Yqnopo9GIwWDAyckJV1dXli5d2qj2PvnkE7755hsKCgpqEtGLW3I8+uij5Ofno6oq0dHRvP32201wBaI+iqqqjo6h2Vwy5/GpI0eOODocIYQQLVRldRVvfvpX1rvkEVRu44nCFPqGv0/IHeG16tlOHsT8+bvo7nsKTdc+zRNMhYXCNX3ZneFMbHgV/hMP/NSzWFVF9orX+LH0B17pGUQH02Hm6p4k5oEHmicWIcRNKyMjg/Dw8KtXFK1SffdfUZRUVVVjGtOuzHkUQgjRtlVW8O/PX2e9Sx5jCs7wm4KV3Kbsxtc1uU5VTdc+BE7/a/MljgCuWvwnHuC+2atrJ44Azs58ejKVX5/ZSOwZE2cCw3jTto3cc6bmi0cIIYS4oFUnj0IIIcSVWCvKYOsq7k/ZxZyDeSw98Q+G5VmJzIVd//nMcYG5aqF9XL1zGcuq4ikvLeXdox9zx8E0zrhrmPrdm+w0HXBAoEIIIdoSmfMohBCizamormRp+kZ2mA6wYtATeHfry9dvbeSMj4rVDVQbbLH0YaijA63H3bF3cXbi76HDATjTF8PH9/GJdh8upVY4/iP06OfoEIUQQrRSkjwKIYRoU3KtZ/nTN4s4WGXhwa634+YbCP6dmfZMZ5Yv+ztulOFU5s60Z6Y7OtR6Rdwbjn+7AErODMSznQcJQ+O42ysepw1L4Iev2HzHEPoNHE+wdwdHhyqEEKKVkeRRCCFEm/HVye959cc1KFWVvFTVjjt7jwJn+5/CPn26sGfaAd5dtY6npo2nT58uDo62fhqthlmHZ2EymgjUB6LRauwH7vsl1spy3jp3iIqvXuURT4UHY2ag9e3p2ICFEEK0Gq16zqOiKKMVRVlWXFzs6FCEEEI4WFV+Fv/a/SFdrKUscgrlzgf+CBq3WnX69OnCX195tsUmjhdptBpC4kJ+ShwB3DzwevB3vOXbl+7WMpaXqrz9+VOcKzrquECFEEK0Kq06eZTVVoUQQlRUV3K+3Er16pd56VAmU/PWU3XyRUzH9js6tKanKGQWG3mt8J+MLTzDBm00f/hmMa15Wy4hRNvh7OxMdHQ00dHRjBkzpqY8MzOT2NhYevXqxYQJE7DZbA6MsnVr1cmjEEKIts1SUYphz7vMTX2fjUU2RvEl95w7zb3F+Wxe/XdHh9cs9v7DD6/KAp6tWM1TBTtQUtxQTmU4OiwhhGg0Dw8P0tLSSEtL49NPP60pT0xMZPbs2Rw5cgSdTseKFSscGGXrJsmjEEKIVulMaREzt79K2tkjjAqJJcXsyb5qKxYVzFVwpFBz9UZuQsPDu1M0z4ndy2HkM3uZr6iw8o+kJX+CqdTs6PCEEC1ZhQXyk+3PjWS1Whk5ciRRUVFERkaydu3aJgiwLlVV2b59O+PHjwdgypQprF+/vlnOJWTBHCGEEK3QseJcDDsWYa0sI8nqxa2dogmb4sYHH70Fnip+JQq/nDLN0WE2i8Cn7qGfpZpid/CNq+bHKU9h2/kPXjy9g+rCVF67/df08gt2dJhCiJamwgKbIsBmBo0ORqbXu9fstdqyZQtBQUFs2rQJgPrWIElKSmL16tV1yhMSEli0aFGd8rKyMmJiYnBxceG5555j3LhxFBQU4Ofnh4uLPa0JDg4mJyfnuuMWVybJoxBCiFbBYrNgNBnp2z6cl75djGorYYkaROgvfgcurvQot5L+ngcHvEvoe94Dn4esjg65WRwih+IATywVVlQvTw65niXu4T+QtPH/MJRnM3PH33jp1icZGBjh6FCFEC1JkdGeOFZafvq6fdx1N6fX65kzZw6JiYmMGjWK+Pj4OnUMBgMGg+Ga2zx16hRBQUEcP36cu+++G71ej4+PT516iqJcd9ziylr1sFVZbVUIIdoGi81CxJJwhn44hC/+OpoXjEd52yOC0Pt/Dy6u9kp6PT4+7Ygr0uLj0w70escG3Uz0gXp0Hv5oNVr8Pf3RB+rtyfPYObztpSeotJzfp7zHf47+l2TjMizWPEeHLIRoCfz09h5HF6392a9xvyPDwsJITU1Fr9czd+5cFixYUKdOUlJSzQI4lz5mzZpVb5tBQUEA9OjRg7vuuot9+/YREBBAUVERlZWVAGRnZ9fUE01PaQsrsMXExKgpKSmODkMIIUQzSc7cxqNb5+Kk8SH2VAZ/GfBbuo6aA5d/+myxgNFoTxy11z8cq6W72AurD9Sj1dS+TmthLnMz1vHN4a1kJRfg0Smdg78/hNaro4OiFUI0h4yMDMLDw3/eiyos9h5HP32jhqwC5Obm4u/vj7u7O+vXr2flypWNmotoNpvx9PTEzc2Ns2fPEhcXx4YNG4iIiOChhx7iwQcfZOLEiUyfPp1+/foxY8aMRsV/s6vv/iuKkqqqakxj2m3VPY9CCCFaP1VV2XU8hc6d70CjuPGZ5TxK55C6iSPYE8a4uFadOAJoNVriQuLqJI4AXv5BjKp0Zey6ISRru+P+z7XsSvmPA6IUQrQ4rlr7UNVGJo4ARqORgQMHEh0dzcsvv8zzzz/fqPYyMjKIiYkhKiqKwYMH89xzzxERYR9+v3DhQt544w1CQ0MpKChg6tSpjY5f1E/mPAohhLhpqarK28Z/8+9SEyPzi4m3fkW3YCeSNxyjywBHR9dy2VIDOTZwBr5Og9Av2MgXJ0MYoqoyT0gI0WSGDRvGsGHDmqy92267DaPRWO+xHj16sGfPniY7l2iY9DwKIYS4ab3947/4x6mdjDtzDoP1M273LyFIa8HJ09GRtWznvVPYoJh4uGondxSXsMv/DH/b9zHVarWjQxNCCNGCSc+jEEKIm9N5M/1TvkWlhInKAJTqFVAKqhVu797X0dG1aM5FQfgB3zudxT97IxPUcawlBZuTgiFqAk6KfLYshBCiLkkehRBC3FSq1Gr2F54g6pCRQXlnGPTIPLKPu+A0ygePYCul2V5UfNbH0WG2aMPDe5HwMGRGQvf9BWiX3Y67dxmrsr8n0LMdj4cNdXSIQgghWiBJHoUQQtwcKixUmn/gL1lH+N9pI+/FP0ton4Hg34kO7W0sazcXn5yTnGvXlWmxPRwdbYvmc9ftePl0JmBfAUq7djiPfohfarV0OJnMneXOUHQG/Do4OkwhhBAtTKtOHhVFGQ2MDg0NdXQoQgghGqPCwsl3bmGhy60YgzswLWggob6daw5rtBqmHXwWk9FEoD4QjVbjwGBvAlotzocO1tm2ZEynAbDoaWwuLnwYdxtheen0j/sV2g49HRywEEKIlqBVT2pQVXWjqqrTfH19HR2KEEKIRji5axNLA/piDO7AzKwzDDtdVKeORqshJC5EEsdrVd+2JRo3eGQee1wqWJn/I3POHyP8nd5YzhxzXJxCCCFajFadPAohhGgdNn33DTu13fh1lonR1Z+xf9t+R4fUegX1xFXnyfQTeWj8utKp21h27ljs6KiEEILhw4fj5+fHqFGjapU/+uij9O7dm8jISJ588kkqKioA+Oqrr/D19SU6Opro6GgWLFjgiLBbFUkehRBCtGzFZ3mqwsxf00/wf2c+o09BMcEDYh0dVat2KjiOV09vYtrJPNx0XfnYU0dldZWjwxJCtHEGg4EPP/ywTvmjjz7KwYMHMRqNlJaWsnz58ppj8fHxpKWlkZaWxvz5829kuK2SJI9CCCFapGq1mjf3/4fDFecwdwhkRvF2dnGO3HLIitQ5OrxWrWCPM0Vu5/jL2fUUZn1FVtl5TpcUOjosIUQzs9gsJGclY7FZGt2W1Wpl5MiRREVFERkZydq1axvd5pAhQ/D29q5TPmLECBRFQVEUBg4cSHZ2dqPPJerXqhfMEUIIcXNSVZXX9/6Djaf30t7Dl8DwUew99CaooJYrcN7D0SG2aiM0R3nUD/Y7lRJZvY/sk/cR8u8lMG4WqrcORVEcHaIQoolZbBYilkRgLjOjc9eRPjMdrUZ79Rc2YMuWLQQFBbFp0yYAiouL69RJSkpi9erVdcoTEhJYtGjRzz5nRUUFH374IW+++WZNWXJyMlFRUQQFBfH666/Tt6/sA9wYkjwKIYRoUVRV5c20tWw8vZfJJRoe6TGYQi8zPm/5YA2w4nXWi/6G/o4Os1Xzv+8RPLf8iUFeKmqpQtdbh8BX77Jyw58p6DuIZ/s/LAmkEK2M0WTEXGau6XU0mozEhcRdd3t6vZ45c+aQmJjIqFGjiI+Pr1PHYDBgMBiu+xyXmzFjBgkJCTXnGjBgACdPnkSr1bJ582bGjRvHkSNHmux8bZEkj0IIIVoEm8VG3o95bHDbzb9O72HCmfM8deczoChYM6381vm3ZGdnE+wVjDXTin9Hf0eH3GqZCzQs/3MiPdvt51hBJA9u6oXHw/Mo/fJN1uem4Orkwq+jHpIEUohWRB+oR+dunxKgc9ehD9Q3qr2wsDBSU1PZvHkzc+fOZejQoXXmHDZlz+MLL7xAfn4+77zzTk2Zj49Pzb9HjBjBjBkzOHv2LAEBAT/zasRFkjwKIYRwOJvFRlLEQvK8jqMYPBmn2JgZ/zRKzygAAvWB+Pr74qa44a5zJ1Af6OCIW7dAfSCqtgP7826r+X4r2hCmVz+D7evF/JNdOKk2Bjhb6ddzLFqvjo4OWQjRSFqNlvSZ6RhNRvSB+kYNWQXIzc3F39+fSZMmodVqWblyZZ06TdXzuHz5cr744gu2bduGk9NPS7rk5eURGBiIoijs2bOH6upq2rVr1+jztWWKqqqOjqHZKIoyGhgdGhr6lHRRCyFEy/XdJ5sZsfsR3vPqw3CnQDJDhtF36oxadWwWGyajiUB9oOzleAM09P1WD6eQlPYxGz1VCvccp9j6DQcXpEsCKUQLk5GRQXh4uMPO/8UXX2AwGHBycsLV1ZWlS5cSExPTqDbj4+M5ePAgFouFdu3asWLFCoYNG4aLiwtdu3atWUzngQceYP78+SxevJilS5fi4uKCh4cHb7zxBrfddltTXF6LV9/9VxQlVVXVRt2EVp08XhQTE6OmpKQ4OgwhhBANmLTkETLaKxQf2kz/Kne6VUWR9OIWR4clGvDxP//Ci+adWK3ZlGed4m+3JTJx/HOODksIcQlHJ4/CsZoreZStOoQQQjjUpsydnOzaEcrPYVKL2e2Sx/DQcY4OS1xB8uf5HD3xX94u9uJjbSQ7t512dEhCCCFuAEkehRBCOMxXOft4bf+/uLW4hP/l72JrgMp+H4gL6uXo0MQVzHjmV7iVubO28jT+3kFk3OfM9uxUR4clhBCimUnyKIQQwiFSzxxiwd4PibCW8XLwPfgucWPgWx5o3+yMZ1yso8MTV9BnQB9SHv6SXpZ4/LoPpo+1jBf3rWa36YCjQxNCCNGMJHkUQgjR/CwWSE62PwOoKsF7tnKb2cprnRLwuHM8lTt/5Oysf1C580fQNm6VP9HMKiz0zhrHvNh1dHV6mVeDbqd7aTnzvn+PHwszHR2dEEKIZiLJoxBCiOZlsVAZ1gvbXXdSGdYL09kcqk0nCdz3DS91uh3vhAnYLDaWDFzFe7/LYMnAVdgsNkdHLa7k9G7U4hxQS1GLc9B278hfOybQwd2XxD3vkmstsNcryoMvl9mfhRBC3PRkn0chhBDNyrRlI76nC3CngszqCmYlL+LeHnHM+tUb0D4YFAWT0USZuawmaTQZTYTEhTg4ctGQikMVuFhUqAZKVCoOVaC7dwL/V2rms1O76HgmF3QV8I9gcK+CjBnwSDb4yXYeQghxM5OeRyGEEM1q/a5dnNW4sbGvL4ak8dgqyxndZRB0CAFFAeyb0rvr3NFoNTWb0ouWy+TUjXO/98H2qgvnfu+DyakbAIEeOqZW+OC0aj55n/2NTOd2JGcNwoI77PvUsUELIW5qaWlpxMXF0bdvX/r168fatWtrjj3++ON0796d6OhooqOjSUtLA0BVVWbNmkVoaCj9+vVj7969jgq/1ZCeRyGEEM3qztgB6J1Wc0vMOJzc3PlLdiXdtbWTQ41Ww8z0mfVuSi9ang6xPVjWbi4+OSc5164r02J7/HQwYhBVEXH8XjlFXuWTHH8zmoqqcA4cCERmsgohrpenpycffPABvXr1Ijc3l1tuuYVhw4bh5+cHQFJSEuPHj6/1ms8//5wjR45w5MgRdu/ezdNPP83u3bsdEX6rIT2PQgghmlV2aGcGRI2g2l3L+MOHOTdoTE2P46U0Wg0hcSGSON4ENFoN0w4+y+Btf2DawWdr3zMnZ5wfmM0T+Vqq/Evp95dkxlV8wLbvKx0XsBDimly+tlljWK1WRo4cSVRUFJGRkbV6Cq9HWFgYvXrZt3EKCgqiQ4cO5OfnX/E1GzZs4LHHHkNRFAYNGkRRURGnT8u+tI0hyaMQQohm1e6kJ6+eLmfi0UyezUtHLbnN0SGJJnDFZN/FFeOZIJ75rpiCzgon56scNv7nxgcphLhmFgtERMDQofbnxiaQW7ZsISgoiB9++IH9+/czfPjwOnWSkpJqhppe+pg1a9YV296zZw82m42ePXvWlM2bN49+/foxe/ZsysvLAcjJySEk5Kf588HBweTk5DTuwto4SR6FEEI0i2q1mn1njxLhlYPnqUBWbx5K0KZdxPaXwYttwf1P3k/auyqDvzxBQaSKMjzA0SEJIa7AaASz2Z40ms32rxtDr9fzv//9j8TERL799lt8fX3r1DEYDKSlpdV5LFq0qMF2T58+zeTJk3n//fdxcrKnMq+88goHDx7k+++/p7CwkIULFwL2OY+XU+oZ+SKuncx5FEII0eRUVeXvB9az7sQO3o59ivDiOWyPK0RxW4iTWzrI7LdWT+du4/3frsKsQufMMB4PiIfcYxDU8+ovFkLccHo96HT2f+t09q8bIywsjNTUVDZv3szcuXMZOnQo8+fPr1UnKSmJ1atX13ltQkJCvQnkuXPnGDlyJC+99BKDBg2qKe/UqRMAbm5uPPHEE7z++uuAvacxKyurpl52djZBQUGNu7A2rlUnj4qijAZGh4aGOjoUIYRo1SwWC0ajEb1ej1ar5cMf/8O6rB38okMUEaoZpboQVAtUAkVGaB/n6JBFMzMmL8OsgkWFM4VH8PryY8pc1rNj1GTuCb/H0eEJIS6j1UJ6ur2+0K2sAAAgAElEQVTHUa+3f90Yubm5+Pv7M2nSJLRaLStXrqxTx2AwYDAYrqk9m83G/fffz2OPPcZDDz1U69jp06fp1KkTqqqyfv16IiMjARgzZgyLFy9m4sSJ7N69G19f35pEU1yfVp08qqq6EdgYExPzlKNjEUKI1spisXBrjz70LVQ54K/w4v/e4d2sHQwtKmfmwLtRdDpUFz/UqmoUFz8Uv0Z+nC1uCvq4aeh+fA0AraJS/eCz/GfHSt45tpnzVHF/+DBs5kJMybsJjItFo/N3cMRCCK0W4prosz2j0YjBYMDJyQlXV1eWLl3aqPY++eQTvvnmGwoKCmoS0ZUrVxIdHc2jjz5Kfn4+qqoSHR3N22+/DcCIESPYvHkzoaGheHp68v777zf2sto8pb6xwK1NTEyMmpKS4ugwhBCiVfps+SqiZj7D8Q6leGqDmfPa/dxqsfFqwm9w6RyGzWJjWfQb+Hid5Jy1K9PSnpUVVdsAm8XG0gF/prLjTlzybufpvX/G6XwW8758g2RvDX/sPoL9d22lzKrB3cvGzCNzJYEUogllZGQQHh7u6DCEg9R3/xVFSVVVNaYx7cqCOUIIIRol/7Od3DbTwsOTFdzGd+OPR8/wYuxTuHQOA8BkNHHepJL5Y0fOm1RMRpODIxY3gsloouS0N5Zv76bktDcmowmXTj154bbpRFpt/CXzc053raZDmYmK8yqmr752dMhCCCGuQpJHIYQQjeL/9G2U+Qdg03XghFKKtpMejx7RNccD9YG469zRaDW469wJ1Ac6MFpxozR039276Vl417N0qnYnc3oRD4d9wFPK2ygl5xwcsRBCiKtp1XMehRBCNL+I6FsJK3kQW1UpMw+tJmP0hlrHNVoNM9NnYjKaCNQHypDVNuJK9927Y0+G/3Ceu/y34PnLvrhrfuDLgykEM8WBEQshhLga6XkUQghx3cylxczf9R5+iobnz28mo6c72pLMOvWuuKG8aLWudN97RdxFcLULqrUba7Rj0PYbVE8LQgghWhJJHoUQQlyRzWIjKzkLm8VWq7ykogzDtoXkU8XCwgOM9SpD6+4PspqquAb6e4aR51zJyYBTvB/QjY/djFhtpY4OSwghxBVI8iiEEKJBNouNxeFLWDXkIxaHL6mVQK778i2OqqW8oOlO5KT1MHgrjEwH10ZuDibaBK2fFp9HD3G+72L+5NSNTMqZ979XsVVV1q5osUBysv1ZCCGEQ0nyKIQQokEndpsoyCmjqtRGYU4pJ3ZfWCl17/945LtvebMqiNuHzwKNN7SPk8RR/CxaPy36wXHcMeo3PEcgqdXn+cu+1VSr1fYKFgtq7z5UD74btXcfSSCFaOOcnZ2Jjo4mOjqaMWPG1JRnZmYSGxtLr169mDBhAjab/YPO8vJyJkyYQGhoKLGxsZw4ccJBkbcekjwKIYRokKnUmzLVlXKcKVU1mEq9WZf5DWc798Bl0GiiRj8LitLg0FYhrqSwsJD1n6+n0Gxm+CgD03sN5yuTkUNFWQBUfLWTitwzOJWXUZF7hoqvdjo4YiGEI3l4eJCWlkZaWhqffvppTXliYiKzZ8/myJEj6HQ6VqxYAcCKFSvQ6XQcPXqU2bNnk5iY6KjQWw1JHoUQQjQoyLadxSziQz5gMYtIL32HNw+sZ0PRYRj+JDg7Y7PYWBKxhI+GfsSSiCWSQIprUlhYSM9XejJhxwR6vtKTwqJiHgm7l1WDniF8w3LI2E3GfjMlbh7YQl0ocfMgY7/Z0WEL0apZLBaSk5OxNEEvv9VqZeTIkURFRREZGcnatWubIMK6VFVl+/btjB8/HoApU6awfv16ADZs2MCUKfZVnMePH8+2bdtQVbVZ4mgrZKsOIYQQDdpWtANXlyyCKyHswVv4yMPEnc46Hg8bWlPHZDRRZi6rSRpNRhMhcSGOClncJL7Z/Q0lmhJsGlvN1+PuG0dXbSBU2Pjyf0vY1T6Cp1+rBi/AWs0OVw39HBu2EK2WxWIhIiICs9mMTqcjPT0drfb6pyJs2bKFoKAgNm3aBEBxcXGdOklJSaxevbpOeUJCAosWLapTXlZWRkxMDC4uLjz33HOMGzeOgoIC/Pz8cHGxpzXBwcHk5OQAkJOTQ0iI/e+Ri4sLvr6+FBQUEBAQcN3X1dZJ8iiEEKJBY+96nPtc/o9TD4Tz/KPx9Cup5I/DZ+Cs/DRw5eJm8ECtzeCFuJKE2AQ8t3sC4GnzJCE2wX7AzQP1kT+wcfOf2Otu4rb8rtzpfoByLPTT7gQecFzQQrRiRqMRs9lc0+toNBqJi4u77vb0ej1z5swhMTGRUaNGER8fX6eOwWDAYDBcc5unTp0iKCiI48ePc/fdd6PX6/Hx8alTT1EUgHp7GS8eE9dHhq0KIYRoUODpfDq/quXD+++kS3k5r/on4ObTrladi5vBT9o6iZnpM2UvR3FN/P39OTb3GGvvWMuxucfw9/evOaZ4+fLikES6l1fxUrt72FvWjXNlEH33DAdGLETrptfr0el0aLVadDoden3jtl0KCwsjNTUVvV7P3LlzWbBgQZ06SUlJNQvgXPqYNWtWvW0GBQUB0KNHD+666y727dtHQEAARUVFVFbaV2rOzs6uqRccHExWln0OdWVlJcXFxbV+14ifT5JHIYQQDetcDedjeflYFi+a1+Edpqu32pU2gxeiIf7+/oy7b1y9b+a8/Dvx+u2/RqcqzGs/DsuYFLTtezogSiHaBq1WS3p6Olu3bm30kFWA3NxcPD09mTRpEnPmzGHv3r116hgMhpoFcC591Ddk1Ww2U15eDsDZs2fZuXMnERERKIrC4MGDWbduHQCrVq1i7NixAIwZM4ZVq1YBsG7dOu6++27peWwkGbYqhBBtXGH2KQ5tWUfv4ePxD+5SU24uP897RWf4TtmPqbKMU2ctpLfri2zGIW6Udp168WLCb/jN7rfZaTXRu7wU3DwcHZYQrZZWq23UUNVLGY1GDAYDTk5OuLq6snTp0ka1l5GRwa9+9SucnJyorq7mueeeIyIiAoCFCxcyceJEnn/+efr378/UqVMBmDp1KpMnTyY0NBR/f3/WrFnT6Otq65S2sOJQTEyMmpKS4ugwhBCixSnMPoXyn0g8PcsoKXFHvX8//sFdKLEW8dvv/s5R2zn2H/qE/POn0Lp6sXXyf4kLaZo3FkJcjcVmIWJJBOcry1hYEcpU3UCcn3gZ3L1+qnPsGJnLltF92jS0PaVnUoiLMjIyCA8Pd3QYwkHqu/+KoqSqqhrTmHZl2KoQQrRhh7asw9OzDDePCjw9yzi0ZR2V5aX86YuXOVRWyB9Ch+OuqGg1WnQe/ugDGzcHRoifw2gyYi4zU1SSz+dqLkfP5/HSZ3+motwK2BPH831DCf33a5zvG4rl2DEHRyyEEK2bJI9CCNGGdel3Ky7WStRScLFWEtJ3AAs3L2CXporftYvmnt5DSJ+ZztZJW0mfmY5WI4NWxY2jD9Tj5+aHp7MnKR5VHL59OF+4V/HKpheprrRx/K2/0/E18HgOOr4Gx9/6e91GLBZITrY/CyGEaJSbbs6joijjgJFAB2CJqqpbHRySEELctHL/uxGfF93xDimlJMudoj+tZGe4L094hjLmNvvGyhqbhuDsYDQ6Dch6OOIG0tg0zFw8k5MuJ+la2ZVh0x7B/H0J73KUgM2vMDqmJ5QAF6ZB6mIuG7ZqsUBEBJjNoNNBejo0chEQIYRoy25oz6OiKO8pinJGUZT9l5UPVxTlkKIoRxVFee5Kbaiqul5V1aeAx4EJzRiuEEK0etYu92Au9+f8US0lQd2ILC9mlU8MTwx+BgCbxcaSiCV8NPQjlkQswWaxOThi0ZaYjCbUfJWORzqi5quYjCYm3/U097t14mOnYrZ0diHH4s03Rc7kWLxRenev3YDRaE8cLRb7s9HomAsRQohW4kb3PK4EFgMfXCxQFMUZWALcC2QD3yuK8ingDLxy2eufVFX1zIV/P3/hdUIIIa7EYrG/adbr6/S6xIy6jVv8t9MxYg/nejqz48FetI+8BS4sZW4ymigzl9UkjSajiZC4kBt+CaJtCtQH4q5zB8Bd506gPhBFUfjNPb+jMHUVW3NM/F92AIfdTlNdquVvR72ZNeCSBvR6e48j2J8buW+dEEK0dTc0eVRV9RtFUbpdVjwQOKqq6nEARVHWAGNVVX0FGHV5G4p9c5ZXgc9VVa27YYwQQoifXGXYnlan5b21O5hXup8B2iBcIx6qSRyh/jfvQtwoGq2GmekzMRlNBOoDa/YRdVac+GP/Sew+v5rbPfsxW1H4u3sePfpW1m5Aq7X/zDfw4YkQQoifpyUsmNMZyLrk6+wLZQ35NXAPMF5RlOkNVVIUZZqiKCmKoqTk5+c3TaRCCHGzMRqhpBA6WuzPlw3by9jzL16y/IBPeQnbfnwbW1VZreMX37xP2jqJmekza968C3GjaLQaQuJC6vzsuTm7MiDufv7jbsGl11B+2b4/d/WKrduAVgtxcZI4CtEKnDp1iqFDhxIeHk5ERAQnTpwA4NFHH6V3795ERkby5JNPUlFRAcBXX32Fr68v0dHRREdHs2DBAgdG3zq0hORRqaeswc0nVVVdpKrqLaqqTldV9e0r1FumqmqMqqox7du3b5JAhRDiphPeHXVBGepcUBeUQfhPc8JMB75mXvbXKNVVfH14DQUlJoymunPCGnrzLoSjad19ueVX73Jc605+lwGcP7SnTh2LxUJycjIWWW1ViJveY489hsFgICMjgz179tChQwfAnjwePHgQo9FIaWkpy5cvr3lNfHw8aWlppKWlMX/+fEeF3mq0hOQxG7h0Ak0wkOugWIQQolWpOHeYCndnFHeo8HCm4txh+4ETB0jf/h5lLi5k5X5LtVKFzl0n+ziKm053/+68ccdvKHdxYc6h/1Cc99NejxaLhYjwcIYOGUJEeLgkkEJchc1iIys5q0kWR7NarYwcOZKoqCgiIyNZu3Zto9pLT0+nsrKSe++9FwCtVounpycAI0aMQFEUFEVh4MCBZGdnNzp+Ub+WkDx+D/RSFKW7oigaYCLwqYNjEkKIVuFEugslVjfKSzWUWNw4kX5hqnvadgYrPqxNSCR52k7Zx1Hc1Hq068ZfbnmCPHc3njv6GWVV9je+xt27MefkYCktpTAnB+Pu3Q6OVIiWq6lX196yZQtBQUH88MMP7N+/n+HDh9epk5SUVDOk9NLHrFmz6tQ9fPgwfn5+PPDAA/Tv3x+DwUBVVVWtOhUVFXz44Ye1zpWcnExUVBT33XcfBw4caNQ1iRu8YI6iKB8DdwEBiqJkA39SVXWFoijPAF9gX2H1PVVVm+TOKooyGhgdGhraFM0JIcRNJ8+SwnsLHqNLu3OcKvBh+NLvWbMvk8ED7+SOex/D28sXgLiQOAdHKsT1sVlsmIwm+up788dbJrPs4GaKcw7j7u5D98pSSrUqlEGZu0r3ylJHhytEi9XUq2vr9XrmzJlDYmIio0aNIj4+vk4dg8GAwWC4pvYqKyv59ttv2bdvH126dGHChAmsXLmSqVOn1tSZMWMGCQkJNecaMGAAJ0+eRKvVsnnzZsaNG8eRI0eu+5rEjV9t9eEGyjcDm5vhfBuBjTExMU81ddtCCHEz6BXWib/ZDAQc64Bn4Dn8K6awNeckfXxDIKgf8NOb70tXsxTiZnCxp6TMXIa7zp2Z6TO5PT4c13fmoJZZyYkfgtfjPrgd6055z0wyu0BHRwctRAvV1Ktrh4WFkZqayubNm5k7dy5Dhw6tM+cwKSmJ1atX13ltQkICixYtqlUWHBxM//796dGjBwDjxo1j165dNcnjCy+8QH5+Pu+8807Na3x8fGr+PWLECGbMmMHZs2cJCAho1LW1ZTd6n0chhBA3UGaxP862Cmxu+Tz7uwf4t7cLDwcO4KEeCUD9b74lgRQ3i4Z6SiofnM3C/yYRuP9r2ru6cyoqA7cyT3TWBhq6wl6oQrQVDW2Nc71yc3Px9/dn0qRJaLVaVq5cWafOz+l5vPXWWzGbzeTn59O+fXu2b99OTEwMAMuXL+eLL75g27ZtODn9NCsvLy+PwED7/rB79uyhurqadu3aNeq62jpJHoUQohXr3isWN6euvPBcDKt7deROz25Mj3mk5nhTD1MS4kZqqKfEObAbSs8oVhUeYo71Tv5QsB6rYmXzdyX0ibmskavshSpEW3Jxde2mYDQaMRgMODk54erqytKlSxvVnrOzM6+//jpDhgxBVVVuueUWnnrKPrhw+vTpdO3albg4+xSMBx54gPnz57Nu3TqWLl2Ki4sLHh4erFmzBkWpb6MHca0UVW1wV4yb3iVzHp+S8c1CiLZo945yqlbOZ9egAjaeC2XBoDnE3/bT54bS8yhudg0Nu66sruLZ/77GD7YzxB1N4yPL13w36QRdunep3UByMgwdak8itVrYutW+L6QQN7mMjAzCw8MdHYZwkPruv6IoqaqqXv4R2s/SElZbbTaqqm5UVXWar6+vo0MRQojmUZQHXy6zP9ejb2gJvh42Ut96gmOLf0f/frUHnFwcpjRp6yRJHMVNqaF9SF2cnHk16g56VprZExrJv8O60kWbU7cBvZ5qPz+qPDyo9vOzD10VQghRr1adPAohRKtWlIf6j2DUzF+h/iO4dgJZXUXWuTx+e+R9SgwzufNlJ/aklNc7Gq+hN99C3Ow82/Xnr8pOuqnFOLsGQNpBuGxpfwsQUV3N0KoqIqqrkZ0ghRCiYTLnUQghblJlyf/Eza0KxR1UtYqy5H/ift+vobqagk8X8TunHKxu7kz4dAz557N46aBO9nIUbYurFt3IfSw3/4hT9jn49B0qLMW4jp0FFxbVMO7eTfbp0xxSVbxOn8a4ezdxQ4Y4OHAhhGiZWnXPo6IooxVFWVZcXOzoUIQQosntMntTbVVQS6HaqrDL7A2qinXLcgzlRzE7wZRuceSfz8Jis2AuM2M0GR0dthA3lK1cQ86xEGxhd/Pv2wczreII5z9fBhfWfOhQXIyVjoAXVjrSQd4zCCFEg1p1z6Ps8yiEaM3MJwtZ+MIz6EMyMWZ1J/xPhVR8+THzivZx3MeDhbdOpa8uBD83P6qrqvFz80MfKPO5RNtx+YJQsd/eS6bxBH849wOvb/sIt3sms62oClxSoeIEuHRjW9EOejo6cCGEaKFadc+jEEK0ZndOHIHZzYVdJ/SY3VwYGuWHbcc6qrU6not6mNjAcDQ2DTMXz+SxDx5j5uKZaGwyr1G0HZduRVNmLiMk15c/RD9CmrcHL539nqrS84wZmYC7RwnBLv64e5QwZmSCo8MWQogWS5JHIYRoySwW+1YClrrLePhrzcz92/vcYfiQuX97D7dgb7yih/C3ES8wPORWwP7mWc1X6XikI2q+isloutFXIITDXNwHUqPV1OwDOTQ4hpl9RvGV1oVFx/6LztOP5/3WMLzL6zzvtwZ/L12ddmwWG1nJWTX7oQohHGP48OH4+fkxatSoWuWZmZnExsbSq1cvJkyYgM1m/79aXl7OhAkTCA0NJTY2lhMnTtS85pVXXiE0NJTevXvzxRdf3MjLuKm16mGrQghxU7va5uV+ejTugQR6BLPR25U953JIGjEdTxfXmioNbaIuRFtwcSuay/eBnBh6N4U2K+3dvCn9+HWOT1zFR84n8Sj34MF9D9Invk9NGzaLjWV93sCn8CTn/Lsy7eCzsjKxEA5iMBgoKSnhnXfeqVWemJjI7NmzmThxItOnT2fFihU8/fTTrFixAp1Ox9GjR1mzZg2JiYmsXbuW9PR01qxZw4EDB8jNzeWee+7h8OHDODs7O+jKbh7S8yiEEC2V0WhPHC0W+7Ox9mI3lnItMxZ9RJ53Z5a7h+Pn6o+7c+03tbKPo2jrGtqKZkbEaB7qchtU5vG6V1/u1ego9SjlTOCZWvXO7D7O5NxXmVD6HpNzX+XM7uM3MnwhbqwrjHb5uaxWKyNHjiQqKorIyEjWrl3b6DaHDBmCt7d3rTJVVdm+fTvjx48HYMqUKaxfvx6ADRs2MGXKFADGjx/Ptm3bUFWVDRs2MHHiRNzc3OjevTuhoaHs2bOn0fG1Ba2651FRlNHA6NDQUEeHIoQQP59eT5WPL2pFJYqPL86XbV5+4pt0nrp/Ec/3CKA0vTvD73gEJ6XuZ4IX3zwLIS7jquHY2F/yh+9XMO+4G56VPzKg24BaVQI5g0oZGmwogCdngD71NifETe1qo11+pi1bthAUFMSmTZsAqG/3g6SkJFavXl2nPCEhgUWLFl3TeQoKCvDz88PFxZ7WBAcHk5OTA0BOTg4hIfa/fy4uLvj6+lJQUEBOTg6DBg2qaePS14gra9XJo6y2KoS4mRVabPw170FCqs1k5en4ncWG/8W/4zlHcDn0Ki+EtaMszwfTyofpP6NV/0oXolmEB/YmyLczC0KdefOYK1pTDoT0rjnuGjuAig46ys8W4hTgj2vsgCu0JsRN7NLRLhe/jou77ub0ej1z5swhMTGRUaNGER8fX6eOwWDAYDBc9znA3vN4OUVRrnjsSq8RVybDVoUQooXavWYrNhdXUoI12Fxc2b1mq/1AqQU+ehF3jQcl5WfJKHwLfjkANI0fZiREW+Pp4s5fb51COzdPEnsEcMpSe9jqsawz6Ewqd1U5oTOpHMs600BLQtzk9Hp7j6NWa3/WN25rp7CwMFJTU9Hr9cydO5cFCxbUqZOUlER0dHSdx6xZs675PAEBARQVFVFZWQlAdnY2QUFBgL1HMSsrC4DKykqKi4vx9/evVX75a8SVSfIohBAOZLFZSM5KxmKrm/h173iEd555h4+mrOKdZ96he8cjAFhdXFCHP0nh4HEYj63nfHk+5rJCjCZjnTaEEFdRYcH/fwP567mVODmV82zOdgrLz4OtDIBlSz7GioVdlGHFwrIlHzs4YCGaiVZrH6q6dWujh6wC5Obm4unpyaRJk5gzZw579+6tU8dgMJCWllbnca1DVsHeYzh48GDWrVsHwKpVqxg7diwAY8aMYdWqVQCsW7eOu+++G0VRGDNmDGvWrKG8vJzMzEyOHDnCwIEDG3W9bYWMcRJCCAex2CxELInAXGZG564jfWY6Ws1Pf6x3dHKi2tdCuQrOGgtpugpCju3j1znbiW7Xk0kdE3Axu6DRaHC1uNLbq/cVziaEqFeREbXcTHCVhdfYxKbA3+NzYBd89Qk88RLTJoWzZIUWfXAVxmwt0yaF12nClleI+dNv0I1JQNPR3wEXIUQT0WobNVT1UkajEYPBgJOTE66urixdurTRbcbHx3Pw4EEsFgvBwcGsWLGCYcOGsXDhQiZOnMjzzz9P//79mTp1KgBTp05l8uTJhIaG4u/vz5o1awDo27cvv/jFL4iIiMDFxYUlS5bISqvXSKlvzG9rExMTo6akpDg6DCGEqCU5K5mhHw3FYrOg1WjZOmkrcSE//dE+c+ozbvlgNEXVEKa48a3XL5jb2ZcftG4svHUqQce0rBi5gmyvbIKtwUzdNFUWxhHiZ7IVFVL2j564u5dQVuaJ+yPH0JSfx/zBH/F088Rt4m8xb+nLj2Uq/dwVdA/lgEfHn16fV0hZcE/cqkood/bEPfuYJJCiRcjIyCA8vO6HHaJtqO/+K4qSqqpqTGPabdU9j7Laqvh/9u48Lqp6f/z46wAzDHAQBhRQcUFRZBlFBRETM000F9q99tO022KLt/KatNzK23arW9a9lWbZbb1Wtn1NTTOtm62Iew7iQooLoKgwIAcYBobz+2MSxQF3QfH9fDx4jOecz/mcz0kbzvt8Pp/3R4gLmSXUgtnkWpDcbDJjCa0/v8S31WC+M7dnP2UkFPfn+RA/1vsZeKzXOJJConH4OghQA/C2ecsajkKcocIt5Xwy437M5jxstnD+1LuckH5tuSe+K10OFPLERy9whWZgR20VZk/Itm1GPSZ4tC36kUBnBd44UJyu7dDJ1zTjHQkhxPnTouc86rq+WNf1yQEBAc3dFCGEcKMaVbLHf8/ymHvIHv99vSGrANYtKqP+sZ42W2/ijbCOfB/ow5ToNIaHu14ayhqOQpy9UEsonr4BHNjfFU/fAEItoXh7Grmu6xX8GGDiX4FevFeTTHWtB7ZasFbVP9+cNogqT18cGLF7+mJOG9Q8NyKEEE2gRfc8CiHEBa1kP36fdae/Ty18NhPG50Pg0R4NiwVu6/MTkYGHyPhhIuMe9GJc18H1qpA1HIU4O0dewhRaCwm1hNa9hLmxyyCKqg7zIf9js9OModAbs08wlvZJ9c8PC0Lb9hvr5n5O1OQbZMiqEKJFk+BRCCGaiX3lPLxNtSgm0PVa7CvnYbpmet1xVYWx7w5my7qevPtQt7NNfCeEaERjL2Hu7DEKm0NjKfB84jv8OagXvoqhXhlN0xiQmkx7n0Pkf/4Sa3/bhir/swohWigJHoUQoplY9+j0BjwBZzlYy3USAZw18M27/BwVy+NbF/BMwi0SOArRDBRFId1yI2ajyri2Cfi+MR3Co2Dcw+DlCiI3Z6xkxdQCAn2hpKKAzRkrSRo2uplbLoQQ54cEj0II0Uyix95Mvy4PcVl7nV/yFX7ceTM4nfDFv9i0Zx1/r91Gt4D29A6WpF9CNBcvD0/uinYFg46hE9jzv3eI/PwluDEdPD1pf3g7Ab4K/j46oKAc3t68DRZCiPOoRSfMEUKIZlWtwcEM12cD1LAwlm7eiOX28SzdvBE1JAQWzeL33DU8FN2BML/WPBM7iaI1B3BojiZuvBDieK+ZNP4S14mc3Rvgy1eh1sny6r7klYfybYmRvPJQllf3bfBczaGRsTcDzdHw94EQ4uRGjBhBYGAgo0fX790fP348UVFRxMXFceutt1JdXQ3AypUrCQgIID4+nvj4eJ566qm6c5YtW0ZUVBSRkZE8//zzTXofFzPpeRRCiPOhWoMlMeCwgdEMo7LBUH/sqVa+n4T3UiguiOGp91LIjd0NKxcAACAASURBVP87FVm/ML1PJD7evjxv+TMfxr+P3WbHZDZJRlUhmolDc1BoLeRP3Qbxa2E20+M68/qmX2m/tgeXD+5Nt5mgmDzR7ZAzNsrtfM2hET0rGluFDbOvmS1/2eKWXVkIcXLp6elUVFTw5ptv1ts/fvx45s2bB8D/+3//j//85z/cfffdAKSkpPDVV1/VK+90OpkyZQorVqwgPDycxMRE0tLSiImJaZobuYi16J5HRVHGKIoyt7S0tLmbIoS41JRYXYFjjeb6LLG6FcnMWkrBv61UfrCcw7PXUJm7iVb9r2Zcj6uY2W8y5Diw2+w4NNdnobWwGW5EiEubQ3MwO2Y281Ln8VmfD3necis1Xgam9e5BUVx/DlRuxrdVIbWGSnxbFXKgcrNbHet3redg0QHKneUcLD7A+l3rm+FOhDgFJxkxczrKy8sZNWoUvXr1Ii4ujk8++eSs6xw6dCj+/v5u+0eOHImiKCiKQr9+/cjLyzthPatXryYyMpIuXbpgNBoZN24cCxcuPOv2XQpadPAo6zwKIZpNoMXV4+iluj4DLe5lyq8GuxnPal8qq4P4OnYaypU3M67rYLq0akuoJRST2YRRNWIymwi1hDb9fQhxiSu0FtZ7iWPaqfNCvzso1qt58rePsDjLmU4XVCDIEyze7nWE7vKjdWU1flXQuqKa0F1+TX4fQpzUkREz36e6Ps8ygFy2bBnt2rXjt99+IysrixEjRriVefHFF+uGlB77c999953ZLVRX89///rfetTIyMujVqxdXXXUVmze7Xu7k5+fTocPRDMvh4eHk5+ef0TUvNTJsVQghzgeDCoNXw4ZF0DvNbcgqQFK/YJ4f9ilxrbN5Iq4NH7Cf0TXd8TOYgMbXnxNCNJ0jL3GAupc4HVQjzyb8GbO3irpuJU/UWrgt0AdzBxtqmyS3Oto6DrHxLQ9y4px0z/LAMOSQWxnNoWEttGIJtciQVtE8jh0xc2S7TfIZV2exWJg+fToPPfQQo0ePJiUlxa1Meno66enpZ3yN491zzz0MGjSo7lp9+vRh9+7dqKrK0qVLueaaa8jJyUHXdbdzFUU5Z+1oySR4FEKI80HT2NFzIHO9vJhc8wJdszdy/Hob6qaFPJDwMX+LjcXbZwf3xt5UFzge0dj6c0KIptHYS5zENq65jfqgcfxUsovLfgPPPn9q8EXRNu9qej/rpL8vOCucbPCudi3L8wfNoREzOwab3YbZZCZ7SrYEkKLpHRkxA42PmDkN3bt3Z926dSxdupRHHnmE1NRUZsyYUa/Miy++yIcffuh27qBBg3j11VdP63pPPvkkBw8erDcfslWrVnV/HjlyJPfccw+HDh0iPDycvXv31h3Ly8ujXbt2p3W9S5UEj0IIcR7s+O5HIm/IBVMtL9g9+P27H+l69cijBVZ/jb78PV7pFcuvhgqmRKcxIjyx8QqFEM3mRC9xNpXs5lFDEWPiY0n/3ycoRhX6188EGdsR7HtA9YGqP7aPZS20YrPb6jKxWgutJHc48x4fIc6IQXUldyuxugLHBl6EnI6CggKCgoKYMGECqqry3nvvuZU5Vz2P//nPf/jmm2/47rvv8PA4Oitv//79hIaGoigKq1evpra2luDgYAIDA8nJySE3N5f27dszf/58Pvroo7Nux6VAgkchhDgP5u7YCaZa8AaoZe6OnfzzyMEN/4Olc/km1sICg8YQLZrRfgnN11ghxBnrFdyFCZFDmff7dwT1jOX2tcugbyoYjg4zL8v1pKoyDJ1SbJUBeOd64ntMUlZLqAWzydXjYzaZsYSeXY+PEGfMoJ7VUNVjWa1W0tPT8fDwwGAwMGfOnLOuMyUlha1bt6JpGuHh4bz99tsMHz6cu+66i06dOpGc7Gr7ddddx4wZM/j888+ZM2cOXl5e+Pj4MH/+fBRFwcvLi1mzZjF8+HCcTie33norsbGxZ92+S4HS0JjfliYhIUFfu3ZtczdDCHEJ2bZ+C0PnxVJi0gm0K3w3YTNRfaJdB/fthF8XUtxvAg/f+W/afW3Aw9ODaXnTUMNkqJoQF5uqsiqeWfUhK6uyuL/bCG6ISgVdhz/mUM39+Gem3dkVS+gurIWdefnNHUy+aWC9OrTi/VgzF2FJSkMNCmuO2xAtzJYtW4iOjm7uZohm0tDfv6Io63RdP6u31S0626oQQjQXn19W89tsT1b8F36b7YnPL6vhgGt+Raang9Ixk8n9eg/tvzaioKA7dbYt2tbMrRZCnC6H5uD12Ncx3bCftht9eC1nOfmHC+GLf8FvKwFIS6jB7lHNqj1x2D2qSUuoqV+JpuHXK5Gk66fh1ysRtLNfJkEIIc4HCR6FEOIMaZpGRkYGWgMPenvjbHhUm+iTZ8Cj2kR56HaYM5XVv37Mw2veZs6WxUSlRaF4unomFE+FqDT3xcWFEBe2I0t51ByupufLfjzc6lra+wSCZoMvX4OsXwjrnEDerCt5M30MebOuJKxz/Rf/1ZnrqT50AI/25VQfKqQ6U9aBFEJcmFr0nEdFUcYAYyIjI5u7KUKIFkbTNGJiYrDZbJjNZrKzs1GPyabaq984+j/0MDGbA2lj8WbW1m1s7tyVR0s20tk/lCkxV6MafJiWN41ti7YRlRYlQ1aFuAjVW8pDNTG0TyIYjGSm3ojPdx/R84uXYeyDhP1pPZMbSUSyu8KTLv+sRvcDr/IadlZ4Ik8uQogLUYvuedR1fbGu65MDAgKauylCiBbGarVSrBWjBWoUa8VYrdZ6x1W/MFY9tosn7r2fWab+7ArvzINhBoJNrZjZbzL+Bh9XuTCVvpP7SuAoxEXqyFIeE5ZPYEr2FIyqkZpaJ7NzlvFQGw92dOwKn82E3K2uRCQNZLDUvDZR7eeF4gPVfl5oXpvcy5xgpIMQQjSVFh08CiHE+RIRFYH9NjtMBPttdiKiItzKqLqJmNVZKG068HL3jhg8DLzc/y6CTa0aqFEIcbE6spTHkTUgvTw8eSHxdny8vHmgvQ8FnbuDya/R8yOTr6XIXku5XaHIXktk8rX1jmuaRs8ePZk0dBI9e/SUAFII0WwkeBRCiDOQW56Lj9kHjGAym8gtz3UvpAbC9VPh5id4IuEW/tX/Ltr5Bjd9Y4UQTS7MN4iXku6kWncyLdyX4tBw14GyYreyamAYnlfnsaL2DTyvzkMNrJ9tdUPmBv6UP4q/VvbnT/mj2JC5oSluQQgh3EjwKIQQZ8ASaiHAoGLCQKDBv/66bHu2Qs46bCWHeSV/D5VO13DVCH9Jvy/EpSTCP4wX+t1OUVUZS/Zmwsb/watTYHd2vXKaBonJIdx8320kJoe4JVsNq1R5iA+4lU94iA8Iq5Rh7uLSNGLECAIDAxk9enS9/bfccgsRERHEx8cTHx/Pxo0bAdB1nfvuu4/IyEh69uzJ+vVHk1G9//77dOvWjW7duvH+++836X1czFp0whwhhDgbmkPDWmjFEmpBNdZ/WHPk53H9P2+gRNUI1FQcN+RBRA/Yuw3mPUVlQBtuq/LlUJcqDo3eweNLp9UNaRNCXDpizZ15O2UaHfzaQHkpBATDvKfh5hnQ0bUGmzWzAlt+LZquQr6GNdOD5KG+dXV09ilDV6ow6g4UxbUtxKUoPT2diooK3nzzTbdjL774IjfccEO9fV9//TU5OTnk5OSQmZnJ3XffTWZmJsXFxTz55JOsXbsWRVHo27cvaWlpmM3mprqVi5b0PAohRAM0h0bM7BhS56USMzsGzVG/K+CH/36IX1EYXXZ3xq8ojB/++yHkbYd5T1GjBvJolwgOdq8i9t8++G7QKbQWNs+NCCGaXUc1BEVR2IODmcn9qWkVBPOegr1bAbBgJRAbPkoZgdiwUD8BlyGpD4b2baj18cXQPgRDUp/muA1xCdAcGhl7M9x+552J8vJyRo0aRa9evYiLi+OTTz456zqHDh2Kv7//KZdfuHAhEydORFEU+vfvT0lJCfv27eObb75h2LBhBAUFYTabGTZsGMuWLTvr9l0KJHgUQogGWAut2Ow2NIeGzW7DWlj/Yc4v5lbs+FCFETs+tI0YBv99klpff15I7sca5x56fRpIx3UqJrOJUEtoM92JEOJC4NAc/LBmHQv3ree5pL7UqmZXD6RWAr07od8XBxNTXZ+9O9U/WVUpX7OFzf/+lvI1W0CVYavi3DvZS9PTtWzZMtq1a8dvv/1GVlYWI0aMcCvz4osv1g01PfbnvvvuO+3rPfroo/Ts2ZO//vWvVFVVAZCfn0+HDh3qyoSHh5Ofn9/ofnFyMmxVCHFJOtGQVHDNaTSbXMNXzCZz/TmNwIAREfw1ZDwxxT+RHZTC8+avoUgl78aprPztPW7tPpzxr19B4d2FhFpCZciqEJcwh+Zgdsxs7DY7MeMCWH51Fv4DB3K/EoqiBmLN/Y7S4DIqzaso9VCwlm4mOejoHGlNg5h+KjZbMuZnIDtb4kdx7h370vTIdnKH5DOuz2KxMH36dB566CFGjx5NSkqKW5n09HTS09PP+BpHPPfcc4SFheFwOJg8eTL//Oc/mTFjBrquu5VVFKXR/eLkJHgUQlxyjrxdtdltmE1msqdkuwWQqlFl9aTVLMpcRFpSmvtxNKxqX/Q2xSiVQXhcng1XXEtHvwDeD3yQMB8ziqLQIbkDQohLW6G1ELvNjkNz0Gm+gYg/9eWLgrW06pbKrUAvWwEpSgA/KSWYPcDiXf98qxVsNuoS6VitkHzmz/RCNOhkL01PV/fu3Vm3bh1Lly7lkUceITU1lRkzZtQr8+KLL/Lhhx+6nTto0CBeffXVU75W27ZtAfD29ubPf/4zM2fOBFw9inv37q0rl5eXR7t27QgPD2flypX19g8ePPg07u7SJcGjEOKScypvVzVNI7FXIkW2Ip42P82WLVtQj33V/1smHvdqUJ4E6hoWrP4MZ5fu3BCRQlvfoKa8HSHEBS7UEorJbAJcS/vck3QD7PRk7aEcbu56Bb4Zq1miD2RT6Gq6tjagtkmqd77FAoGBtThrdQIDFSwWmXUkzj3VqJI9JfuEo3JOR0FBAUFBQUyYMAFVVXnvvffcypyrnsd9+/bRtm1bdF3nyy+/JC4uDoC0tDRmzZrFuHHjyMzMJCAggLZt2zJ8+HD+9re/YbPZAFi+fDnPPffcWbfjUiDBoxDiknMqb1cz12eSfyAf3aGTX51P5vpMhg4aerSAWgSHB4BHLcuDInm5cjMDDylc1/kyPBR5sBNCHGVUjUzJnkKh9egw9umWG6nRnRg8jeg3PYry3mP0sg2FUY+B4biHdqOGPiUBdrdH75QPxrWAjFsV555qVM9qqOqxrFYr6enpeHh4YDAYmDNnzlnXmZKSwtatW9E0jfDwcN5++22GDx/O+PHjOXjwILquEx8fzxtvvAHAyJEjWbp0KZGRkfj6+vLuu+8CEBQUxOOPP05iYiIAM2bMIChIXvyeCqWhMb8tTUJCgr527drmboYQ4gKyv3h/3ZDUsCD39Re/+uVrxqTcBvphUFqx+Ke3GX3ZVa6DB/bCe4+iO4r4OSKPx1tdQa/grryQdBfenoYmvhMhxMWsvNrOo+ve5brgWAYt+gCc1TDpKQg9mjQnY28Gwz4YRnlNOX5evqyY+O05e8AXLdeWLVuIjo5u7maIZtLQ37+iKOt0XU84m3rl9bgQ4pKjaRr94vvxwNgH6BffD+34FbkBn02tMft8R1rkU5h9vsNnU2vXgUP58P7j6IonL66P53HfIQTsMfJkzC0SOAohTpuiKFTWVPHE9sUsj7sW3cMT1tZfMiDCEEKVoxxPoMpRQYQhpMG6NE0jIyOjwe80IYQ4F1p08KgoyhhFUeaWlpY2d1OEEBcQq9WKzWZD0zRsNhtWq9WtTO+hoex4bgCfPvwIO54bQO+hfyy1oQZChx7sj5/CTjwx7fOkzz8CKNtS0sR3IYRoCXy9vPlH7C345HnwbNl3PP9NBI6Uia6Df4wOy127AJMnOAGTp2v7eJqmkdCjB48NHUpCjx4SQAohzosWHTzqur5Y1/XJAQEBzd0UIcQFxGKxYDabUVUVs9mMxeI+57E6fz2+agXePg781Apqf18Jjiow+eH804MEJ/ckaq2ZgY8F0crLV9ZxFEKcscqtZST8wx9jicKKW0tY99tWKCuGdx+Fwt1YwsHsCari+rSEu9exOTOTbwsKWFhp59uCAjZnZjb9jQghWjxJmCOEuOSoqkp2djZWqxWLxVI/i+ofzL0HUZXtgwe1VJcFE3zoO6gsYt9Vk0hf/RYPWK53S4AhhBBnItQSSiB+9HsONv1Vo/WQNuCwg60Q3p+BOu4+sjt5YK2qxeLtgRo1wa2O6MoajLoXJqox6AZaVdY0w50IIVo6CR6FEJckFThRugmj7sDwjzL0jn74DopHaaNwKHkkf101h9LqCvwNvhhVo6zjKIQ4a8dmYw2JC8Hb3xtd1ymf8BjqvGdg/quo41aTXLUOwtPAxz3J12GfTvgrvih6JXbFhzKfTrQ6roymaSd8aSaEECcjwaMQokXSHFrja1VpGsTEuFbdNpshOxuOf5DKWITi4Ycy8DJw1nK4SxwP5CykuKqMf/W/i8hW7ZruZoQQLd7xL6Pe3LqEnws389r4RzB/+Bz6x6+wv89fCG4bREPjHEKSuvBm24dRD+1Ga92JO5O61DuuaRoxMTHYbDbMZjPZ2dkSQAohTluLnvMohLg0aQ6NmNkxpM5LJWZ2DJrjuMQRVqsrcNQ012cDCXPoPxquSQRdp2LZGqYH6+SVH+K5xNuINXdukvsQQly6kkJ6sK+iiOk5iyi+/iF25Xjx6fhlzI6ZjUNzuJV3YORfyjSe8/wb/1Km4TguxDyVRGFCCHEyEjwKIVoca6EVm92G5tCw2W1YC497SLJYXD2Oqur6bCBhDkHtYOqLMCAV44+b6BwYzpN9JtK3dbemuQkhxCWtd3Akz/S9hR2HC3hw6yI+XBBJyUEdR2kFRauy3MpbrXCwxIucyg4cLPFyeyd2KonChBDiZCR4FEK0OJZQC2aTGdWoYjaZsYQe95Ckqmirs8l46Ve01ccNWS3cDT9+BrpOTZde2EZPxiu4PX+Lv4mBYXFNeyNCiEtacmgMj/cez/aaffw2XcOgGhgxIp+wdf+G/bn1ylo6FGI25qF6l2E25mHpUFjv+JFEYcuXL5chq6JJ7d+/n3HjxtG1a1diYmIYOXIk27dvP606SkpKeP3110+p7IABA86kmQ2yWq106tSJOXPmnLM6ly1bRlRUFJGRkTz//PONlnM6nfTu3ZvRo0fX7bPb7fTr149evXoRGxvL3//+93PWrlOl6H+sIdSSJSQk6GvXrm3uZgghzpETzmf8w/5ijUWZVtKSLIQF1S+jaWCJsuNZXIgzKBTrNpMrftyfCx88AZ5eOO98iae2L2J7aT7vpEzDx8v7/N+YEEI0YMmeTHxrjUTua01oBx3jp09DtR1ufgLadXUV+n4u+zdPY1GBhbR2VsJiX4YrJjdru0Xz2rJlC9HR0c3aBl3XGTBgAJMmTeKuu+4CYOPGjZSVlZGSknLK9ezatYvRo0eTleXe636+ZWRkMG3aNDIyMs66LqfTSffu3VmxYgXh4eEkJiby8ccfExMT41b25ZdfZu3atRw+fJivvvoKcP33LC8vR1VVqqurGThwIK+88gr9+/d3O7+hv39FUdbpup5wNvcgPY9CiIvKSecz4goOE3rC1Otdn8evlf3rzyVcW/A6Y+0fcW3B6/z6cwns2wnvzwAvA/qkp3lp53L+V7CRFD0KT7vSRHcnhBDuRnVM4orOvemQ3IGdqkLtpKfA6AMf/B3yfwdAix1KP1s5D5hW0c9WjhY79Iyu5dAc7M3Y2+C8SiFO1/fff4/BYKgLHAHi4+NJSUnhmmuuoW/fvsTGxjJ37ty64+Xl5YwaNYpevXoRFxfHJ598wsMPP8yOHTuIj48nPT0doNHzj/Sq79q1i+joaO644w5iY2NJTU2lsrISgKeffpoePXowbNgwbrrpJmbOnNnoPYSEhLB58+Zz8t9j9erVREZG0qVLF4xGI+PGjWPhwoVu5fLy8liyZAm33357vf2KotTdX3V1NdXV1ShK0z6jSLZVIcRF5dj5jEe2kzvUX3QjM1OjoCAGXbdRUGAmMzOboUOP9j6W21ZhohJvaoBaDPsWw8bl4O2DPvFJXi9cw+I9q4ha5k/p+9uYbd7NlOwpspajEKJZ5ZTmc+fP/+b6iIHcO+lplA9mwKcvwL2zsVYdoNjDl/KaCnRPX6xVB0ima73zHZrjhGvTOjQHs2NmY7fZMZlN8r3X0rz7mPu+2Mug31XgqIIPn3Y/Hj8Eeg+B8sOuf2vH+vMzJ71kVlYWffv2bfDYO++8Q1BQEJWVlSQmJnL99dcTHBzMsmXLaNeuHUuWLAGgtLSUpKQksrKy2Lhx40nPP1ZOTg4ff/wxb731FmPHjuWLL76gR48efPHFF2zYsIGamhr69OnTaBsBHn74Yaqqqti9ezedOnWq25+SkkJZWZlb+ZkzZ3LllVc2WFd+fj4dOhzNqhweHk5mZqZbualTp/LCCy80WL/T6aRv3778/vvvTJkyhaSkpEbbfj5I8CiEuKgcmc8INDyfEQArYAO0Y7aPBpiXD4nl11YrUCp8qfY9TEKUBcr84eYnWFC6nfk7VzLMuxde7+fXvX0vtBbKmo5CiGYV2aod10ek8Fnuj/h6mbj9lmegvAS8DESYI7A7qwCwO6uIMEfUO/dUAsNCayF2m12+90STePXVV1mwYAEAe/fuJScnh+DgYCwWC9OnT+ehhx5i9OjRpKSkYLPZTvn8Y0VERBAfHw9A37592bVrF4cOHeLqq6/Gx8cHgDFjxjTaxmXLltX1hG7evLle8PjTTz+d9j03NF3w+J7Dr776ipCQEPr27cvKlSvdynt6erJx40ZKSkq49tprycrKIi6u6XIySPAohLioqEaV7CnZJ5zzmJRkoVPbNngeaouzdQ1JSfUDzCCPPB555R3WbW9F3+6H8e92A/R7BbwMXOHrS1l1JX8KS2GOeQ4KCiaziVBLaFPdohBCNEhRFO6NuZrKmirez1mBydPIhEjX8FT7T58yxCOMFc58TF4mcm25hKlhdecWWgupLK6kuryaWl1vMDAMtYRiMpsA5HuvJTpRT6HR+8TH/VqdUk/j8WJjY/n888/d9q9cuZJvv/2WjIwMfH19GTx4MHa7HYDu3buzbt06li5dyiOPPEJqaioTJ0485fOP5e19NF+Bp6cnlZWVDQZwDbHb7Tz44IMsWrSId999l6ysLEaOHFl3/Ex6HsPDw9m7d2/ddl5eHu3a1V83+pdffmHRokUsXboUu93O4cOHmTBhAvPmzatXLjAwkMGDB7Ns2bImDR5lzqMQ4qKjGlWSOyQ3mizHiJF7uZtblP/HvdyN8fgltQMtBHmFMswnjiClLQRayCzeQXVtDWZvlUndhmHyd72Zn7B8ggzdEkJcMBRFYXrPGxnWrg9vbl3CpuKd4LDTMWcLC2r6MMyjfcOjMtr7cajCSBUGiiqM0N7PrW6japTvPXFODRkyhKqqKt566626fWvWrOGHH37AbDbj6+vL1q1bWbVqVd3xgoICfH19mTBhAtOnT2f9+vX4+/vXC9RKS0sbPf9kBg4cyOLFi7Hb7WiaVjc89njPPPMMEydOpHPnzlgsFrdkPT/99BMbN250+2kscARITEwkJyeH3NxcHA4H8+fPJy0trV6Z5557jry8PHbt2sX8+fMZMmRIXeB48OBBSkpKAKisrOTbb7+lR48ep3zv54L0PAohWpzCX7OxF9lwVnljL7JR+Gs2HVLjjxbYsxV2dgfPSjBVsKxgI89aF3B71AgmdhtWV8yoGmXIlhDiguOpePC3+JsYEBqDxRwBikLN2Cew//N+vlIT+XJFV4yTjRz73uzrjB3M9vwzITUVHPD0pUfGDiZ3DHKr24GDPPIwY3Z/8cbJ500KcSxFUViwYAFTp07l+eefx2Qy0blzZ15++WVWrVpFz549iYqKqpct1Gq1kp6ejoeHBwaDgTlz5hAcHMxll11GXFwcV111Fc888wxvvPFGg+efTGJiImlpafTq1YtOnTqRkJBAQEBAvTLbtm1jxYoV/PLLL4BrndRnn332rP97eHl5MWvWLIYPH47T6eTWW28lNjYWgJEjR/Kf//zHrSfyWPv27WPSpEk4nU5qa2sZO3ZsvaU8moIs1SGEuPhUa1BihUALGNx7H4sXv8JzN+/GWGnC4WPnkf92ImjM/a6DuVb48Cl0bCgdf2alZwf+HjCG+OBuvNDvNrw95WFICHFxyS3bz4a1G7jSOhH1cC+UGl8O9bmDNmlH53Lt/2Yl4Td2wWk342mykffZTsKGD65Xj6ZpREfHUFRkIzjYzJYt9deDlIQ6F5cLYamOC5WmaaiqSkVFBYMGDWLu3Ln06dOnuZt1Tp2vpTqk51EIcXGp1mBJDDhsYDTDqGy3AHJbZFfevudB/A6EUB5ygOsiv3ClyzmYBx8+g270B+/FZCphPNlqJD2UAJ5LvFUCRyHERek/277ml/IsgoKDGBz4E7V7B2L22VOvTNhlCeQF9WGRsx1pngWEXbberZ7MTCv5+TZ0XSM/37U9dOjRZGOF1kJKtVLyAvMI18IloY64aE2ePJns7GzsdjuTJk1qcYHj+STBoxDi4lJiRa+yoTg1dF1HKbFCm/pLdVi6DkYNbo3N5yBm39ZYug52HWjdHq64iX2Hw/Ea9yXPvZ5Kp1wb02JuxdfL2/1aQghxEfhbr5uYWjGLp/UR+FZ+TWJUDl6DJ7kOVpSBrz+oKmEbf2TyhkXQOw3UhuaMWwDzH382/7F9lF+UH6/c9goVxgp8Hb7cF3XfebwrIc6fjz76qLmbcNGShDlCiIuKZoigoKgSzQ4FRXY0Q4RbGdWokn3vNpbf8j3Z925D3bkZDuWDosBlW8kzVwAAIABJREFU19A6pSef+j/I5c94Efd6DyL6y7AeIcTFy89g4qX+dxPu345H1auxDvraNSIjbzu8chdk/eIatbGyHxx8wPVZrbnVk5Sk0q5dNj4+y2nXLpukpONGdZRvo8Zcg8PooNpczbbybU11i0KIC4T0PAohLirWLblcO8NEhLmcncUmvuydS3JymFu5IxlZ2fQjLHgFopNg7INsL81jY9EOJm+dJkkfhBAtRiujH/9Kvoe//DqLT/espmdILLTpAKGd4YuXYehVruH+NRqgu+aNHzdqQ1VhaxbkboCI3u6dk5ZQC2YfMygnWmdXCNGSXXTBo6Io0cD9QGvgO13X5zRzk4QQTSgiwkKpLYS8Ii8Oe9QQEXGCh5cN/4OFs6BTNFx9L7ll+5m26k28PQ1c1aGfzNURQrQoQd7+vJo8BX+Da61GvH1gwuPw8bPw7VIIbQ3+GtTYQXUftUG1Biui0MoOwaHWcM22enPKT2WdXSFEy9akw1YVRXlHUZQDiqJkHbd/hKIo2xRF+V1RlIdPVIeu61t0Xb8LGAucVbYgIcTFJ2ezkXv0v3AzE7lH/ws5mxvpNVy7HBa+Bl16wvgZ7KkuY+qqOXh5ePJK8t34G3yatuFCCNEEWpta4e1ppKy6kofXvM1uRyn8v0ehfQcojIe3W8N0J+zf7HautmclMdsKSM1zELOtAG3PSrcyJ1tnVwjRsjX1nMf3gBHH7lAUxROYDVwFxAA3KYoSoyiKRVGUr477CfnjnDTgZ+C7pm2+EKK5hVKICTveOPHBTiiF7oVqndRuXEll6xgcadMpqNH466o3qNV1/t3/bsL92jR9w4UQogmVVGlsKdnD1Iw55DvKoPso+NYKPxwCmwJ57udkbt5KcS1oOhTVuraFEOJYTRo86rr+I1B83O5+wO+6ru/Udd0BzAeu1nXdquv66ON+DvxRzyJd1wcA45uy/UKI5te6SzkO/yIcXjVU+RfRukt5/QI11TgqnLz1Dz++eKSIuXGz+G3fDqqc1fyr/5109g9tnoYLIUQT6qC24V9Jd1Fd6+T+VXPYHxsDu6vA1wc6RQBl7id17UFlrevh0F7r2j5dmkMjY28GmsM9IY8Q4uJ3Icx5bA/sPWY7D0hqrLCiKIOB6wBvYOkJyk0GJgN07NjxXLRTCHEB2LbpXd7+yyz8CkMoDz3AdZu8SI74J+g6/PAp7PyNg+HjGLf/Bbw7VFC115eyXdfw8ZC/yVBVIcQlpUurtrzU/06mZrzO1E3v89IvP+G1bCOtQwrx/O59qK6AK25yZaIGkroNpq0aRnFFEUF+wSR1G3xa19McGjGzY7DZbZhNZrKnZMvwViFamAthqQ6lgX16Y4V1XV+p6/p9uq7fqev67BOUm6vreoKu6wlt2sgQNSEuJg7Nwd6MvTg0h9sxS/JkVJODko55qCYHluTJrsBxxQewcj4EtSWEPGpnOrjvnzey9bVAQmt3SeAohLgkRQWEMzNpMkbFi3ev/ox3HtjCa/eX47QMgR8/g+Xvub5DAVWBrRGefNfRi60RnqgNPaGdgLXQis1uQ3No2Ow2rIXWBstJ76QQF68LIXjMA45NeRgOFDRTW4QQzcyhOZgVPYv3h77PrOhZbgGkGtKV7Dt/Z3mvB8m+83fU1hGw9C349UtIHAFpU7BHevBAu+vZ4dUag0nHEGVoprsRQojmF2vuzNPeN1Gzu5zfzTs4VF1KQds0SBoFGYtgyZtQWwslVlRnKcnGSlRnqWs5j9NgCbVgNplRjWqjS3kc6Z1MnZdKzOwYCSAvAfv372fcuHF07dqVmJgYRo4cyfbt20+rjpKSEl5//fVTKjtgwIAzaWaDrFYrnTp1Ys6cs1vcYdmyZURFRREZGcnzzz/faDmn00nv3r0ZPXr0WV3vfLoQgsc1QDdFUSIURTEC44BFzdwmIUQz2ZW5i6L8IpyVTorzi9mVucutjOobSnLINai+ofDdPFjzNQy4GkZOptzp4IH8zezyCubZymX08dWhbaMj4YUQ4pLg30Plldte4afHd7HspVz0SAOMuA0GXg95OVBdBYEWMJrBS3V9BroHf/uLNeZ+aWV/sXvQd2Qpj+UTljc6ZPVUeydFy6DrOtdeey2DBw9mx44dZGdn8+yzz1JY2ECyuxM4neDx119/PZOmNshisTB//nw++OCDM67D6XQyZcoUvv76a7Kzs/n444/Jzs5usOwrr7xCdHT0GV+rKTT1Uh0fAxlAlKIoeYqi3Kbreg3wF+AbYAvwqa7r7vmjz+x6YxRFmVtaWnouqhNCNIFdlYVU6naqqKJCr2RX5XG/YDQNYmIgNdX1GZUMwybCsEnYa6t5cM1bbD+8j6f63EzSFe/DmC311ikTQohL0bbybdSYazik7cTbz8wjWe9Q4ayCKyfArc+61oTEACM2wRXLYVS223fn/mKN8K6l3PmnzoR3LW00gDzRUh6n2jspw1pbhu+//x6DwcBdd91Vty8+Pp6UlBSuueYa+vbtS2xsLHPnzq07Xl5ezqhRo+jVqxdxcXF88sknPPzww+zYsYP4+HjS09MBGj1fVV3/9nbt2kV0dDR33HEHsbGxpKamUllZCcDTTz9Njx49GDZsGDfddBMzZ85s9B5CQkLYvPnMQ5PVq1cTGRlJly5dMBqNjBs3joULF7qVy8vLY8mSJdx+++1nfK2m0KQJc3Rdv6mR/Us5QfKbs7jeYmBxQkLCHee6biHE+eHp05vZTCIELw5QwyifJ+sXsFrhcCl0C4acIsg/BJddC4DBw4sINYwbOqcwsF18M7ReCCEuTJZQC2YfMzb7QQ7tz8Sr/UDSV7/FzH6T8TF6u+Y9fvqiq/DYB8Hgvobuoh9zcVZ0Boc/ThQW/ZjL5Gvcg78TOdI7aS20Ygm1uAWZknTn/Ln3V/dUIUPaxXNt58uwOx2kZ77ldvyqDomM7NCPEofG42vfr3fstQFTTnrNrKws+vbt2+Cxd955h6CgICorK0lMTOT6668nODiYZcuW0a5dO5YsWQJAaWkpSUlJZGVlsXHjxpOef6ycnBw+/vhj3nrrLcaOHcsXX3xBjx49+OKLL9iwYQM1NTX06dOn0TYCPPzww1RVVbF79246depUtz8lJYWyMvesxTNnzuTKK6+s287Pz6dDh6Mz9MLDw8nMzHQ7b+rUqbzwwgsN1nkhuRCyrQohRJ3YbuXUqEvIq8zHw6c9sd3KgWMeHHp0R7+xL0r7APTFW1AsFqqc1Rx2lNPGJ5DpPW9strYLIcSF6vigLfNQDk+tn8eMde/zQr87UBQFovrBV2/AR8/AuEf+6I08Kq1PCHcb86h15uNhbE9an5Azbktyh+QGjx07rPXIdmNlxcXt1VdfZcGCBQDs3buXnJwcgoODsVgsTJ8+nYceeojRo0eTkpKCzWY75fOPFRERQXy862Vy37592bVrF4cOHeLqq6/Gx8f173vMmDGNtnHZsmV1PaGbN2+uFzz+9NNPp3Sfuu6eB1RR6mej+uqrrwgJCaFv376sXLnylOptLhI8CiGanKa5OhAtFlCPe6Gcu3khPndNo9xmwcdsJXfzy4R1nOw6aK+g9ouXoG0Avy5txYbCW7il1oMn177LnvKDfHB5Ot6e7m/LhRBC1A/ahrbrjbO2lgCj39EH2YRUamo98Vw6G/39J/C4eQb4+B09f9sawrzSKPJQCPbSUbctgo71E3uc6Pv9VBwZ1go0OqxVnJkT9RSaPI0nPB5oVE+pp/F4sbGxfP755277V65cybfffktGRga+vr4MHjwYu90OQPfu3Vm3bh1Lly7lkUceITU1lYkTJ57y+cfy9vau+7OnpyeVlZUNBnMNsdvtPPjggyxatIh3332XrKwsRo4cWXf8VHsew8PD2bv36KqEeXl5tGvXrt45v/zyC4sWLWLp0qXY7XYOHz7MhAkTmDdv3im1tSldCAlzzhuZ8yjEhef4KYvacVNaLH2HEtSqHLXjKoJalWPpO9R1oOIwfPB3lPxtLFralW/XdKFUq+XRjHdYdXArEyKHSuAohBCnITW8L0khPQBYc3Ab2uEKXrthEwsWdUXfm0PtJy/UK2/VcjlcqVNVXcvhSh2rllvvuKZBdHQtQ4c5iY6udft+r1OtwcEM1+dxTiXpjrh4DBkyhKqqKt566+iQ2DVr1vDDDz9gNpvx9fVl69atrFq1qu54QUEBvr6+TJgwgenTp7N+/Xr8/f3rBWqlpaWNnn8yAwcOZPHixdjtdjRNqxsee7xnnnmGiRMn0rlzZywWC1lZWfWO//TTT2zcuNHt59jAESAxMZGcnBxyc3NxOBzMnz+ftLS0emWee+458vLy2LVrF/Pnz2fIkCEXZOAILTx41HV9sa7rkwMCApq7KUKIP1itYLO5HjJsNtf2sbzt+Ww0e7JRgY1Bnnjb810H9uXCoXxqrkkn90B7vAIMbHqgnPXVO5kWdz1jOvZv+psRQogWYK92kOmZc3ks410qDldi3aDy+ZfdONB2eL1ylsE3YlY9UU1gVj2xDK4/TSBzfQUHCvMJLl/Ogf35ZK6vcL9YtQZLYuD7VNdnIwHkiZLuiIuHoigsWLCAFStW0LVrV2JjY3niiScYN24cNTU19OzZk8cff5z+/Y/+DrdarfTr14/4+Hj+8Y9/8NhjjxEcHMxll11GXFwc6enpjBgxotHzTyYxMZG0tDR69erFddddR0JCAsfHCtu2bWPFihVMnToVoMHg8VR5eXkxa9Yshg8fTnR0NGPHjiU2NhaAkSNHUlBwca1QqJxq1+3FLCEhQV+7dm1zN0MIwdGeR5sNzGbIzq4/tKlg+U+03T4IfIEK2Nf1O9pdNcR1sOIw+LZyrQWZuYAFlZncG3M1Y7tc3iz3IoQQLcX/7fqZf2X9H+3X+2B5yQ/fAB+mZE/BqBpda0FGJUJQWzTbfqwZi7Akp6Gaw+rVsfCnb/lh0DeYMGLHweU/DufqlPq9MBzMcAWONZprSZArlkOb05zTWK251qAMtEg27RPYsmXLBb/sQ3PRNA1VVamoqGDQoEHMnTuXPn36NHezzqmG/v4VRVmn63rC2dQrcx6FEE1KVV0BY2NzYkKcVvABxQS6Q6Xthregkw/EJINvKwCMqpE7UsYQc6ArI8LP6jtQCCEEcF3ngVTXOpnFQjp91pFpyZNcgaNWAj9+Dr98CROfwOgbRrj5KoyGILc6aq1lmDDgjRHQqbWWQcpxhY6sJQmNriV5wuDwSM+lw+Y6v4ElRYQ4mcmTJ5OdnY3dbmfSpEktLnA8n1p08KgoyhhgTGRkZHM3RQhxDNVbIznSCt4W6mVSBbySr0P/6D70ahUKB6D4GCHYNbG8Vq/l/3b9wpiO/fE3+krgKIQQ59CfulxOTa2TN7Z+xRptO4P8e4IaCH9+Bj54Av2dR/n8k27s/t2AyWw62jP5h8uvu5xf7/sVxalQ7VnN5dc1MCrEoLoCvjMNDkusrmM12tHtBnouNYfW6HIgQnz00UfN3YSLlsx5FEI0rZPNdwkMo/KyZTgPDEX3C4XbnoPQTtTqtby46TNe2byA7/dtbLhuIYQQZ2V85BBmD/gLg9r2PLozpCPc+ixOxZvrR/xGWFAxdpudQmthvXODVCOPdPmY0cnv8kiXjwlSG0liZlBdAV9DPYbHBocOm2v7WEd6Lr3URnsuj6wVmTovlZjZMXXLfgghzl6LDh6FEBegEiva4WIytmhoh4vdHgzKC3egLHiNXL2MZOVHNP9W1Oq1vGz9gq/2ZjIx8kqGt5ceRyGEOF96BnUBYHtpHrOyF1Kr10JQGLUTn6GswkRQSC0ms4lQS2j9EzesJOjxfJKn7CPo8XzYsLLB+jVNIyMjA62hdKwnCw6P9FxesbzRIavHrhVps9uwFlrdygghzkyLHrYqhLjwaF4RxDxgx6aBWbWTPSai3sDVTVWFLPDM4T3nDiodRjbt30RGaQEL92QwvusQbo+6ym1xXSGEEOde5sGtfLLzByprqnjAcgPGtmG0euot+mQXcZUlFKOuAcfMfTTnwh5AwdU9Yc51q1PTNKKjoymyFRFsDmbLli2ox05+P9mwVkDTwWoHi378xAcXWStSiPPntHseFUXxUxTF83w0RgjR8lm35uKoNBFnB0elN9atfzxcbPwfFO7GEtaT+apGpbcRs8lM28BOfF/wGzd1uYI7e4ySwFEIIZrIhK5DmRA5lEV7VvFy1v+h6zrGAF86JHfAaNsJr9wNa5cfPaHrjXDkEVHxdG0fJ3N9JvkH86ksryT/QD6Z6zPdL3yCYa2nMiRV1oo86lJYVUG4O59/7yfteVQUxQMYB4wHEoEqwFtRlIPAUmCurus5562FQogWxRIRwfpKOwEolFZW0SoiAn5dCMvfg56DUa+7n+wp2Wzav4meYT1RjSrvDnqA1qYACRyFEKIJKYrC5KiR6LrOhzv+hwcKf427zvVdHBoBnePgqzlg12DgdeATBtfmQd4iCE9zbR8vBDABOuDzx/ZpOHZI6pHt5A7uCXOOrBV5KTOZTBQVFREcHCy/Py8huq5TVFSEyWQ6L/WfyrDV74FvgUeALF3XawEURQkCrgCeVxRlga7r885LC8+CZFsV4sLjvfY3Wtd6YMSJodYDzy/nwv4NEDMA0u4BwM/gx7qyg2yp/Jlbuw+njU9gM7daCCEuTYqicGePUTj1WnZphdQ4SjEc3uIaUjruYfjyVfj2v1CpwZU3uwLGbpMbrS+pSxLtHm5H8e5igjoFkdQl6bTaI0NST114eDh5eXkcPHiwuZsimpjJZCI8PPy81K2crFtTURSDruvVZ1umOSUkJOhr165t7mYIcUnQtMbXcATIe/X/8L//z5gUO4zsiXdCOPQZBqPvBA9PdF3n9S2Lmb9zJdd3Hsj9sdfKG1MhhGhmuq7jdBzG62sLFY4yfIz+KKOywdMHlr4Fa7+BG6dD7GUnretky2homobVasVisdSfD3mK5wshGqYoyjpd188q6+Cp9DzqiqL0Abbrut5gruMLOXAUQjQdTYOYGLDZwGyG7Gz3ADJw1ADeuX8iZqWUy80OwmIvxzjmLlAUdF3nja1fMX/nSq7rdJkEjkIIcYFQFAWvw9lUOMr4i/dIetce4C+2TSghA2DUndClF0T3P6W6TjSkVNM0YmJisNlsmM1msrOz3QJIGZIqRPM5lYQ5nwKfABsURRmoKMpyRVE2KIryoqIo52cwrRDiomS1gs2mo2muT2sD2dFL9pXjCPFla7CDeUsiKAwfDX8EiG9t+5qPdnzPNZ0GMPXIvBohhBAXhkALPkZ/etYe5FODhdcPFLgScygKxCSDouDI20v53GdxFB8+o0tYrVZsNhuapmGz2bA29ItECNFsTiV4tADdgVHAEuADYNIf5848f00TQlxsLD00zKYCVJPr09LjuMEKleWEZr/JoMlreOmOBbx42xv4RfnVHe6khnBtp8uOJmQQQghx4TCoKKOyuf+yJ7iuQz/m7/qV17csrsvs6NAcrBj/Oj55azj06L04DhU3WI2WV0jGrC/R8grdjlksFsxmM6qqYjabsVhkTqMQF5JTGbZapru+FbYripJ/JDGOoijTgTXntXVCiIuKWmNl88xrydoVQVznnag1XwJ/DC0qs8G8p/A8uIfXvHdT5XTg5Wdgq7aV9saudFJDGR6ewPDwsxqKL4QQ4nyqAmWHwtS4UeBpZP7OlQQY/ZgQOZRCayGb1rdCO9CZ66/fTe17j8Pkp6HV0bUgtbxCYnpWYasYinmGjexNhajhoXXHVVUlOzv7hHMehRDN51R6HsMURZmoKEpPwHFk5x8B5QXdNaAoyhhFUeaWlpY2d1OEuCQ4DFGUFdmprlpLWVEVDkOU60Dxfnjnb1C8j6qxD/CDXzWqUSXIJ4g1h/fz5x9n8vvhguZtvBBCiBM7MrE9NRUlNpapnYZxe9RVDGvfB4BQSygms4mdeSF8uSIOQ1UxvPMI2A7UVWH9MgNbhRmtyh9bhRnrlxnu11E0UK2uTyHEBeVUeh6fAPoBtwHhiqJsBrKBLUCb89e0s6fr+mJgcUJCwh3N3RYhLgU71x0gOV2nUgcfRSej1wF6DDHDgldc64BNegqf8O5kd3Gt47jm8H4+3/Uz13QaQFf/ts3dfCGEECfimtjuCiIBJSuLScnDAHDqtfxYupl7Nt/DgawDhFpCUUr3wMr54OtfV4XlmmTaPH6AtrUF1Ph4YbmmfuIbrXw/Ma+EY6txYva6h+z781D96q8XebJsrEKI8+ekwaOu63OP3VYUJRzoiWsu5I/nqV1CiAvUiX5pH+AAlbqdKr0GsHOAA/RQesC194GzBtp0AFwp35fus/LDwW1c02kA0+KulzmOQghxobNYXKm0wfV5zHzE7ws28uSGeYyNuJy/9E9zfaerkTD+MVeBqko4sAcM7bml7A30Wh2lTAGvB+pdwrpzEbYaJ5oO1Dix7lxEsuXoupGnko1VCHH+nMqw1Xp0Xc8D7Lqu/xNIVxTF89w3SwhxITrySzs1NZWYmBg0rf6Qoj6x3QnxcKIC46Nak1y0DnQdgtrWBY6aQyPh/WH8cHAbZSW/M7n7cAkchRDiYqCqrjWYli93W4tpaLve3NA5hU9zf+C17IW4rSP+7Qfw3mMUfrIQ3QnoCroTti3aVq+YpUsaZk9PVAXMnp5YuqTVOy7ZWIVoXqcybLUhIxRF2Q7MBnYD9527JgkhLlTH/tI+sp2cfHTIkZqby0Zvf/K6d8IypjNKfg447ODtc7SOQisFRZspttv4/+zdeXwTdfrA8c+kbZq20yMt0ErLUW4qQTlrRfHAxQPB21XEW/EAdX/erq6u1+q6rqureOCu1yLrioqLx2q98SgVkCMQDoFy0wJtWjpt07Tp/P4YWpombdI2vZ/367WvGGYy8w2umXnm+32ex1W2l3X710m/LiGE6CpUFbJ8f7MVReHWo89FUWBRnrEw7ZaMc448HDxlJuzLY9Ce9xk7Lo1fViahhCkMnzHc6zjmUjPL/hLDlpFlDNkQg/laMxwpyo3NZiMhIQFPjYeEhASpxipEO2v2zONhCcA9wN2AK3TDEUJ0OE2DnJy6nJb6bDYbSWovBkUMJUnt5XPRdqcPZ92YCxh9Tjo7tkfjvvCBusBR13Xe+vVLkmJTsVqsuMr2YrVYsSXLhV8IIboDRVG4JeNcLko/kSU7cthVduDIxuhYuOKPKIPHMP3sXVz3tJXbd/0faor3klPnkqXElnhIX3YUcSUenEsaZEiZQZ+jwxWHX83t8MWEEHVaOvP4CDBC1/VNiqLUhHJAQogOpGloI0ZgLyrClpiIunGj17IkrQAuyJ9DJC4q8y1oBV6bKf1sIZNPK2TdugQWfXIUl12nMayfETg+7/gvi/KWUl1TjWOOA3uBHVuyDdUsuSpCCNFpaJpRGMdm8/6BD1JtAHnugEn0V/t4bzRb4NL74MPnSc1bDXG6z+djphzHK9xAJZFEUskNU47z2m4vsFOil1CRUkGJXoK9wC6rV4RoRy2aeTyc91ihKMo8XdfvDfGYQkZadQjRPFpuLhl79zK1ooKMvXvRcnO9tn81fyuRuInEgwU3X83f6rV978AElq6K498fp6BFVlLQpwBd13l2/WIW5S3lovQTuXrY6ahmlax+WRI4CiFEZ1KvFQcZGX5XoARDUZS6wHHJjhyesb9PjX54riEsHM67Da5/CmLioKbGKKh2mHN/FZUxSVQRSWVMEs79VV7HtiXbsFqsqGZVVq8I0QGaFTwqinKsoihPKYqyHXgGmNUmowoRXdc/0nV9dnx8fEcPRYguwQ44Ae3wa8MyBMddHItLMVNJBBWKmeMujjVyGjcaQWb68edyVdb3LLr6fRbfu5hj0o/hmXXv88H2H7hk0MncknGuFMcRQojOqn4rDqfTeN9Ke8sLWbzjR562v3ckgDSZIL6X8c9fvAULHzeqsWL0ioxKjMKsmolKjCLZlux1PNWs4pjjIHtWNo45DnkIKUQ7C7hsVVGUYcAlwEyMe8pFwMm6rm9XFCWvjccnhAght+amwF5Asi0Zs+qbKGLLzMSamgqFhViTkrBlZnpt37//S16/5XHUbcehDVrGpXssDP5lF+zbCrfMQ7Ums/b2tXVLUsNMEfxasofLBp/KDSOmSeAohBCdWROtOFrqhhHTCFNMvLXlSzx6DXePvpgwpd7cRe80WPYRvPkgzLwfs5rAHMecJq9VtatXhBDtT/EppdxwByOncTlwra7r6xps26br+qA2HF9IjB8/Xl+xYkVHD0OIDuXW3Mwf8QxxRTs4lDiA2Rtv93tRLsovYumSpUyeMZnElESvbdr+rWS8MgSnDqOI4se4WZhKi+HCO2DkkUCzRq+hqqaayDAzlR43ZlOEBI5CCNEVtDLn0R9d13l98+e8/ms2p6eO5/5jL/W+JmxaDouehrgkmPUgmjmlySEEehAaDM2tSe696HEURVmp6/r4Vh0jiODxPIyZx8nAl8C7wGe6rldJ8ChE17H7q43E/uY4LHoFLiWK0i+WkTZlhNc+bs3NCyNeoKKogqjEKOZunOt9YT6Qg/blb9haHIbt4PGYwuNh5oMwIKNuF49ew5Nr/sP+imL+mjmbcJO0ghVCCAFvbM4mwhTOZUNO9d24ayMsfJyaiCiG/X0eBYURWK0+7SSDfhDaFM2tkTEvA6fLidVileWvoscIRfAYMOdR1/XFuq7/FhgCfAbcAOxWFOV1IK41JxdCtJ9k9hOFi0jcRFFBMvt99tmdu5vSvaVUV1RTureU3bm7vXdIsKFGJXKM0heTyQRXPOQVOFbXeHh89UI+272cY5MGSeAohBCizlXDptYFjju0AqprPEc29hsB1/yJzYOvo6AwotG0y/2527h875P8tuI1Lt/7JPtztzV7HPYCO06XE82t4XQ5sRe0PrdTiJ4i6FYduq6XAW8DbyuKkghcBAxso3Ftj+tDAAAgAElEQVQJIUIsInMsempvagqLiEhKRMkc2/yDVOkwzQHFdrAMgtgjhQyqazw8tnohX+1dxewRZ3H5kNNCOHohhBDdhbOylBt/eI7xvYfz0JhZRx409u5H2pR+WK1w0YilWKLDsNkmeX02mf3ouDDjRgGi2Q+M8DlHU8tvayu2AlKxVYhmCqZgjqI3WNuq63oR8Mrh//ndRwjRyagqyoYNKE0kkqRlphGbGktFYQVRSVGkZaYd2bj8M/hqAVz9OCT7Fip4dv1ivtq7iptGns3MwX6WJAkhhBCANTKWq4adzguO/+Kp8fDHsVdgDjNuSVUVHOt1PK9/SVzROpT1xZA5re6zQT0IrW054nTib+1rbcVWyXkUovmCyXn8Fngf+K+u6zvr/bkZOAG4EvhG1/U32m6YrSM5j0IEz6cQga7D1wvh+/dg2Hi48E4wR/p8Lq80n9WFWzlv4CQ/R22gSjNmLxNsECEXbSGE6Inez/ueZ9cv5rg+I3ls3FVEhkUc2VhVCe89A5t+hknnwZRZRosPQMvXsC/JwzYjHTXFzzUkJ8foValpRtCYnQ1ZUp1ViPYqmGMBrgEuA9KBYsAChAHZwDxd11e3ZhBtTYJHIZqhfmBnssBHL8Hqr2HsaTDtRgg7ksdY6XHzxZ5fmNYvM/hqqlUafJIBbieYrcYyWAkghRCie2hmtdYlO3J42v4e1w0/kyuGNkh38Hjgf6/Cis9h9Elw7q1o5aamJhXrxqCNHoE9vAhbdSLq2o0hqxwrRFcWiuAx4LJVXdddwIvAi4qiRAC9gEm6rr+nKEpfoKA1A2hLiqJMB6YPGTKko4ciRNfQMLDr/YwROJ58CZx0MdQLECuqK7l3+WusKtzCkLhURiT0C+4cxXbj+NXakfe95YmwEEJ0eQGWi/ozY0AWR0UncmzSYN+NYWEw7QaI62XMRJpM2O3G4bXDlxC73XdSUTNDxlwFZzlYoxUcZpDQUYjQCFhttT5d16t0Xd8HTFQUJQ14Cfhbm4wsBHRd/0jX9dnx8fEdPRQhuoZiO9ohNzkbRqEdcsPgFJh5P5z8W6/AsbzaxV0/v8rqwi3cf+ylwQeOYMxomq0QrhqvCVKoQAghuoX6kZ2/UqmNmNB7OBGmcJyVGk+ueQetquLIRkWByRfClMsAOKbPNob3LUJVjfjU5ucSYi+w46wsRvNU4KwslmqqQoRQs4LHehKAe4C7gcrQDUcI0ZG0cBvTHvmU8m2nceID36JFHmvkOdZTWlXB7cteYZ1zOw+OncXpaQ1WPxTnwzfzjVd/IlRjqeop2bJkVQghuhObzYjomorsmrC5ZBef7V7B7cteptRd7ruDp5roj57i5xvuZekHuxud2KytpqqaVammKkSItTR4fASjgM4mwBNoZyFE56C5NXJ25aC5Nb/b85bt4YMLnmV0n51EhZuxb/S9KjucO9hyaC+PjL2CKX3HeG8szoeFaZB3g/HaVADZO0sCRyGE6E5U1Viqmp0d1JLVhjL7jOTx8VezpXQvty17ieKG16qwcLj4LkweN2N+uQ+1aKP/YZhVVl/2A+9k3M/qy37wW0010PVQCOFfMAVzrgT+ihFofgzM0XW9tB3GFjJSMEcI40KZMS8Dp8uJ1WLFMcfhfUHdtBx90dPsKErk7P/cT4mpLxs2mOqu/R69hjDFeN5U6DpEkiXO9yTfzDcCRwvgAtJfgVNmt/l3E0II0X3k7t/A71e8TlpML/523E0kRsZ671CUDwsegUOFcMHtMDLTa7O7uAjXwsFEWsqpdEVjmbkVc0Ji3XbNrZHxwkic5YVYo5NwzN3gN8D0qT4uRBcXioI5wcw8/gH4DUYH1h3An1pzQiFEx7AX2HG6nGhuDafL6Z0DsmEZvPMkNb1TOaf3UrbNuBJ9TgaYjSeyB12HuO77Z/g+fx1UaSSVrjeK6zQ0Zga4wozA0RVmvBdCCCGaIbPPSP488TrClDBq/E1yxKpw7gXQp59R1K3BPs5VS4m0lBNpcWOxlONctdRru317LkX7dqNtr6Aofzf27bk+p3BrbuZlzGPB1AXMy5iHW3M3/4tUaXAgx//1UoguKmC1VeCQruurDv/zHxRF8f0vTAjROTRRIt2WbCNeScWTn0r8gD3eOSD9R8K437AiYyTb/vMqFSkOSnQVe4GdQb1G8LuclyisPISq6E232UhIgZm7YdUSI3BMSGmnLy6EEKI7Gd9rGP848f8wKSaqazwUuzV6WeK9q4L3SoTTVxpFdSo0iIwGkwnrmMkcXBXFloM1DOkVRa8xk72OnZ5XgesVwAUuC6RPqYBh3ucvsBfgcrrqgsYCewH9sppRHE7aUoluKpjg8ShFUWYDG4CNQESA/YUQHUHT0EeORC90oiRZUTZs8A4g3SrKPAc4dRSrAjd64OfFcNzZEBMPZ9/I0W4Nq8UKgNViJSk2lTk/vUBZVQXPHHcjo6r3BW6zkZAiS1WFEEK0mulwqsRz6xfzU4GDZ4+7iX4VW7yvQ+W/gjkW3nwQklLh3Ftwh5vJfEbFWVSJNVFlw2wz9Red5inQS4H0AbBtv/G+4aPOZFsySnws+Z44BsQfItmW3LzBS1sq0U0FEzw+BIwGLgNsgKooyqfAGmCtruv/bsPxCdFjBMqtCLS9KvcXSvfvZ1MfN8P3u4nN/YWIKUeettrtUFxsoqIMdEsZnjefBOc66J0GwycARpEBxxwH9gI7aQnp3LLsZaprPDybdTPD49OgqpfxBBWkzYYQQoh2MaN/Ft/sW8PcnBd4dvyVpDe8DoWbYdSJ8OVbUFrEhsFTKC4poazChVJSgt1uJ6teM0jbIFj5J4iLgkMVED/I95xuzLzATRTqNSRhYi5hNCvrsbYtVf1xCtENBAwedV2fX//94f6OozECybMACR6FaKXa3AqX04XFamGOY45XgBhoO8A2TwxT5lRRYoF4VzVfeWIYXm+7zQbWhBrS1P389+LHiSvJh/Nuqwsca6lmlax+Wei6zvT+x3HKUccwKO4oY2Ntm41iu3EhlCU4Qggh2tjQ+FReyJrL75a9xC0/v85fT/yS4TWF3tehE86D+F7w4d8ZpxVj65eMfRdYrVZsDVqGqGoUMVYFBR3VoqCoUT7nzP2lnL0Ha9ArVfYe0Mj9xcSUydHBD1qul6KbanarDl3Xd+u6/qmu63/Wdf3ythiUED1N/dwKl9NFgb2gWdsBCgaWcSA8HG0/HAgPp2Bgmdd2NVJj4yNjWHPDDQxN2oFy6V1wzMk+x9lQvJPtpQUoisK1w884EjjWkjYbQggh2tnA2GReOH4OlnAzv1/1Du7ECb7XIduJcPlDmMpLWHrnb8nOzsbhcKA2bBmSlIkSlQphUcZrkne1VgD62MHiBHMpRDmN980l10vRDQWzbFUI0caSbclYrBYALFaLT25FoO0Aw+JT8cyvggrwRFUx7I5U7x2K7USH7QdzEqQ5IMG3Reuawm3cvfxVhsal8nzWHBRFCdE3FEIIIVonLaY3846fS0FFMeawRm5hB46Ca54g3BxJVkIfn0qsgBHMnb2hyVnBzEFH0/fe8RTtSCVxwB4yB7VRy7cqTWYnRZciwaMQnYBZNTPHMafRnMZA2wHyVn5FVCVobrCYjPcpZw02Nu7aBCk2iIuAwcsh0jf/YsWBzdy7/J8kR1l5aMwsCRyFEEJ0OslRVpKjjFzC9/O+Jy2mF5l9Rnrv1OdwVdSaGvjgWSOgHD/Ve5/aWcFGqGaVjbevwF5gx5Zs89sHstWkIqvogpq9bFUI0TbMqpl+Wf0abUQcaLstawZWNQzVAolqGLasGcYT168Xwj/vhc1rjQvTqdk+F6gfC9Zzz/J/kBrTi+ePn0PvqIQ2+Y5CCCFEKFTVVPPJrp+5b8VrLM1vZEmppwoqy+Hjl+CLt4xgshlqawC0SeAI3hVZ3U7jvRCdXLcOHhVFma4oyvySkpKOHooQrZZfpDH/Qzv5Rf6bDavWFBybd5P9/is4Nu9GjU0ynrguXQRjT4MRE9EqIWcLaJVHPqfrOu/nfc+g2KN4PutmEiNj2+kbCSGEEC0TYQrnueNuYmhcKg+ufJPs3Sv97BQJl9wH40+HHxfD+89AlXEB1DTIyTFeO0xtRdZwVSqyii5D0f2tBe9mxo8fr69Y0UZr1YVoB/lFGmmDS/CUxxEWfYjdW+NJSfR9EqppRksO25BDqB/9GXY6YMosOOF8tLIyMjIycDqdWK1WHA4Hlugowk1hlFe70HWIibB0wLcTQgghgle/dVW1pYb7lr/GqsKt3GG7gHMGHO/7AV2Hnz40Zh+HjUebcT8ZGeB0gtUKDod3W+Rg7dxZxML37My80Eb//okt+zKS8yjakaIoK3VdH9+aY3TrmUchuoslS/PwlMeBOxZPeTxLlub57KNpkJEBU6fCnHN+Rd+7BS68A068ABQFu92O0+lE0zScTicv/vw+t+a8SEV1JdHhluADx07xuFYIIURPVNu6asHUBczLmEe4y8RTE68nq89Iqmp8C8EBoCgw6Ty46C44/lzsdiNw1DTj1d6C1aI7dxYxcFQ59907loGjytm5s8jvWHfl7MKtuRs/kFRkFV2MBI9CdAEzJqcTFn0IzBph0SXMmJzus4/dDtHl+YzScvh87XBWnvAyjDqhbrvNZsNqtaKqKgNnHs9H5WtIjIwl3BQW/EA0DW30CHKunII2eoQEkEIIIdqVv9ZVkWERPDHhGi5MPxGAvWWF+F1Zd/TxMPBobDa484QlTB3uwGo1+iD71cTD0oXv2dFd8VAVi+6KZ+F73hFowyC3yQBSiC5EgkchuoCURJXda8J55Ykv2b0m3O+S1WNrvsJx/Wy+GvhbVroyGDEiwmu7qqqsX7+eWxf/hYTpR3Nm2gT+OPZyIkwNii43cbHUVuWScd5epl5YQcZ5e9FW5Yb0ewohhBBNqW1dZVbNXq2rTIpxS7tLO8BVS//C8/ZF6Pt/MpaFNqCaK/nDmdn879KH2Pz+9/6XrNZfzpOR4XNNnHmhDcVSAhGlKJYSZl7oHYEG059ZiK5IWnUI0Ulomobdbsdms/k2NNY0Uk6YwGynE55tkKBxOJcj6ou30A+WEl1QQJTFjJJnhxTvMuT/2fsDS12bOX/gCdx29Ll1F9v652kqEcSeDE4LaGbAZLxvvNC5EEIIEVqBWlelxiRxdupYFu1cRtmWjdzJOiKmN2iBYY7EdN0T8M6TWD55BioK6lI86tRf21r7PuvIFa9//0R2rNH45uN/ccrZZ9OvQc5jMP2ZheiKJHgUop3UT/BveLHTNM2nmI1XANnYRcxTDZ++CiuzYXgmypsvQZgZpZF1OKenjicyLIJZg6f47+MY4GJpG5iJNSkVyguxxiZhG5jZ6r8XIYQQojlqW1f5Y1JMXBufRkTZShbGjENzRXD3njXED5zktZ+7JpKC4dfSN+YDwr5+G0oOwPSbjuxgsxkPUQG/a1urNPqtOYErkp2w5klI8w5Qg+nPLERXJMGjECHQVGBYu31exjxcThcWq4U5jjle+9UvZlP7Pqte0IbNhhYfj93jwRYfj1p7EbN/bwSOJ1wAp86E6XMPl1u11c0YVnqq+Gz3cmb0z6IfUVx+IAZSyvyXlgtwsVTNKo65G9q2abIQQgjRCut2j+bsA3lE1VTxz9jjsG4t586BR7Z7X5MjufXVCwhL6u19EFWFtT/DqiUwZobvNbN+j8ba97291+I0FeQK0VVJ8ChEKwUKDME796H2ff0Lis1mIzU5ntRBHvaUxWNrELRpQIai4ASsioKjpgYV4JiTIaE3DBxl7KiqXjOF5dUu7lv+Or8U/sqg8ARsWWc0XZtcVY0/bxCAeu1yuGlyYzS3JsGlEEKIDnP0MSrjr3SQGmOnuJ+F6xeO9tre8Jq8N+4k+o0/fE3esgoSUyA2Fr6daASI3z4G0xosfU2wQXgCeDzGq58ejXI9FN2RBI9CtFKgwBAC5z6okeD4s47uqkGx6Jgivc9ht9txFhejVVQwMaoG0yu3wzWPQtJRRwLHBkrcZdz186tsLtnNA8fOxLazpMklqUcGo/r/8yBobo2MeRk4XU6sFiuOOQ65YAohhGhXqgorVqvY7Vl1z0EPug7x3PrF3D7qgsavydVVsORFqKqEM6Y3PbNYCdytQwxQpsNUoF6dOrkeiu5KgkchWimYpPiAuQ/7clFK9mGy6OiH9sG+XOg/pW6zbUQ6VksF5w9J5ZVpYzGHm0CvaXRMB10l3J77CnvKDvLouKs4MWUUJGhN52+EgL3AjtPlRHNrde+bmqUUQggh2kLD56A7tAJ+KlhPXuk+nsm80f81OTwCrnwY3n4MlrwLaYMgZhuYrb4zi3Y7FJSAVgFqic8D2WCvh5rW5GIfITodCR6FaKVgk+Kbyn3QNpkoKTuKeL2EkvJ44jeZUPsf2a5WbePXB0YS6RyCx+LEdMFt0Cu10TFtLy2g0HWIv0y8nrG9hh4+iIr759U4lyzFOmMy5ja4StmSbVgtRoBqtVixJYc+QBVCCCGaa1yvofw18wbuWf4P5vz0PH877kb/1+SkvnDdn+E/f4Yd1TDxcjjtBu8lqxCwRkAw18MABc6F6JQUv01Uu5nx48frK1as6OhhCNGonK/KOe/sQ6Sn5ZG3O53FH8eRNSX6yA7L/gufvQHx+2DAPpi+3vdCBpRVuYiJsPj8MwSXmxkKkuMhhBCiozVWyG5T8S7u+Hk+Jl3hvujzGTcmw/+1sLoKPnoJIiJh2mzvNh61ivOPFNRJSPHZrJXlY9+2BNugGagxvttzcow2kppmBI3Z2S3OGhEiKIqirNR1fXxrjmEKvIsQXZtbc7MrZ1ddTmJb0NwaObty6panNJctMxpzrz6s2zMRc68+2DKjvXcYewaceTVc9kyjgaPDuYPffvM43+1bC+AVOEL7NSyuLagjgaMQQoiOUPuwdMHUBczLmOd1/R+e0I9nj7mBiNXVZF/8ic/2OuERcO4tcNZ1RuB4YDeUlRzZXqUZBXUO3GG8VjW4/ldp8OFJ8MFC47Xhdo5MXqpqm2WTCBFysmxVdGvtMdsWiqR4VQXHBpN33sOB3fDlv+C828ASDZkzGv38yoO/ct/y17BGqgyN97+cVRoWCyGE6AkCFbKL3KYz/rFY3JqbsoQKfvxlDadMnuB7oOoyo1BO3NHwzpNGb+WZ90OfflBsx31IoyAvgeR0DXODgjralhVk3PoFznIr1mgnjrErUEee7HX4IAqcC9HpSPAourVgKqG2VqiKxHgl929dA+8+ZTz5LN4PKQMb/dzSfDsP//Iv0mJ68dfMG+llifO7nzQsFkII0RMEelhaf/uWWS6+Ln0XZZ+Zk4865shOVRp8kmFUXDVbYfoSWPQc/PNeuOhO3EnDmXfHtbg0MxbVzZzpw6l/VbUvjcFZZkWrjAXdeJ810nesZtykUYCZZECuy6Lzk+BRdGuhmm1rLHcCmlEkJkBuRJ3ln8Gnr0LvNOMJZ0KfRnfdemgvf1jxBiMT+vPUxOuIM8c0+T2kYbEQQojuLtDD0vrbo0fE8oDjLR5a+RZ32C5kxoDDT3GL7eiVThSPhq7rKDEVcP1T8O8/wduPUTb8fFwuK25XFYTHULCxjH5ZiXXnsJ0zEuucEjApWKsPYTvHN3IMZnWUVGMVnY0UzBHdXlOBX7CfD/jjXpSPPXcJtswZqIl+AsPifFiYBhYPuMJg5m7/AWTOEvj8dRg6Di68AyKjAo7vk525nNr3WKLCIwPuK4QQQghvLo+bP6x4g2UHNnLDiGlcNvhUqkqcuBYOxmIpx+WKxjJzK+aERKisgA/+Rk1ZGX9/NImKosrG7w3yNexL8rDNSEdN8Y38duXsYsHUBbg1N2bVzKzsWV4PeKUaqwi1UBTMkZlH0e21dratwF5ASZGH3WV9SNOdvktfNQ312IlkOZ1gfcz/r/uqJUbgaAHwGO9Pme21i1aWzyZTHrbjp2E+7Wowhfkdj67rvPFrNiemjGJIXCrT+me2+LsJIYQQPZ0lzMwTE67lT6v/zdtbv+aMtAlUbCjjPw/ehtW6G6czjd+OOTyzGBkFv70Hk7uSmy8J58DKrfQ+OsXvw2k1RSVrduNVcJJtycTGK8R58jkUP8BndZTdbgSOmnbkvVRjFR1NgkchaHp2MiY9mWddsylXzES73Nya7l3FNKhf9zEzYMPNwOGZxzH1it84C3D/uIhRa35HoceDNTwMx6Sz/Zb19ug1PL12ER/vysVdU82QuMZ7PbZYlWYUCEiw+a3qKoQQQnQ34aYwHhgzk73lhfSyxFE5KhJTTBz78wf7pr2YwsASjVnXSd3+DtgLjTSTxKOadU4zbuYo89BxoihWFOZSP+8xQCtJoPWrq4Rori7ZqkNRlBhFUVYqinJ2R49FdH1uzc3zo57g1ctv5flRT/iU7F61uZpD4SaqdAuHwkys2lztfYBgam0npOCekceu8udxz8g7smR1hwNevRvTmu9IrI5C08FZ7cG+bYnvOD3VPLTyTT7elcuVQ3/D7OFnheqv4IjaAgHfTDVe/ZQWF0IIIbojk2IiLaY3AO8WfM/+/8Rx8eeXNFqpXasqY/3IDPSyEnj1Hti+rnkntNtRiosxVZShFBcbD5/rqa3Gmp3tf1FTUy1JGu7X1i3LRM/RrsGjoiivKYqyX1GUdQ3+/AxFUTYpirJFUZR7gzjUPcC7bTNK0dPk/WTnb+c/zN8u/pC/nf8weT95/3jTxw4WJ5hLIcppvK8v0K87h3/gj3+PBfeVMu/494wf8FVfw5sPgSWGyivup7immqG70+jtsWAb5N2Wo7y6kruXv8p3+XZuyTiH64afieKvYXGVBgdyWh70FduNynLVmvFabA/8GSGEEKKbiQ6L5MeDDh6pfAen6ZDP9to2Xcd9dR2Tw5ZRE6XCW3+ElV8EfxKbDXd8b3ZFDcUd39vvw+faSuz+ch2D6d8cbIApRLDae9nqG8ALwFu1f6AoShgwD/gNsBtYrijKEiAMeKLB568BRgMODmePCdFa+8tyKbHoaJGgo7O/LJfhjKvbnjnoaPreO56iHakkDthD5iA/xZe8+mz4KrAXUOGsoEqrQtd1yj98C/OWT2DQMXDRnUR4zMx97VHKi8qJTozGfFei1+cjTGGYTRHcf+ylnJHmpxcV+JYVn+Zo/rLTBJvxWTBeE6RjsRBCiJ7n9NQx3P/VvejJE5j+6V18cPoTpMUeSSep36ZrNfmsOPciJuYshe/fA9uJYA58m+rGzDxlLi7KsSjRzMHs06zDXVyEc9VSrGMmGwV76gmmonx7tCwTPUu7Bo+6ri9VFGVggz+eCGzRdX0bgKIo7wDn6Lr+BOCzLFVRlFOAGCADqFAU5VNd12vadOCiQ7X1ev4xJ52P9adbQfFgrQpjzEnne21XzSobb1+BvcCOLdmGam5+HmBMegzOCidmzGguDdOo0yBJgalXQlg4BTm7qCyuwlOuU2mqqvtxL6hwYjZFYI1U+fOEa/3PNtaqP2tY+753MzPrI1Qj6JScRyGEEB2lE/SnsBfY2XNgLftL9zJy8HRuW/YS/z71D5jDjFvnhm26MvpPgPTJoDmNwLG6CqrdYGm8hVaBvQBXcSXuCg8UV/oEdu7iIlwLB5NgKce1IRpqK74eFkz/5mACTMmbFM3RGQrmpAK76r3fDTRaPlLX9fsBFEW5CjjYWOCoKMpsYDZA//79QzVW0c6CaZMRSKBrkJqYguO+3U222lDNKln9Wl7ibNXmVXyZMp8bjxnAfUs3csahM5hy5rV12/39uOeV5nNn7nwGxCbzTOYNTQeOELpZwwi1+UGnEEIIEQqdpD9FbXDodB1k/57vueOM5+oCRzDuCxxzHL4PluN7Ga+fvwZ5drj0fkjyX0gnUGDnXLWUBEs5kRY3yuH3yaec67VPoIrygQLMUNxniZ6lMwSP/u6IAzaf1HX9jQDb5wPzwejz2KKRiQ7X2uUWwV6D1MQUss6c7bshRNTy7ay4fhImRWHa1F+xR1V6bW/44765ai93//wqZlMEN4+cHtxJgpk1lEqqQgghOrNO0p+iseBw2f4NRIVFckzSoKYfLB89CX3dj9S8dCc1599BRMZYn13Mqpk5a66kICeX5KxMn6DNOmYyBx1RbKmsYUhNFL3GTG7Rd2kqwJRlraK5OkO11d1A/f+XpgF7O2gsopOpfSpnVs2NLrdoSv1rkNPpU8isjqZBTs6Ra5WP1hSiWZnNhNxPIawKpf93xMeG0as4yme32h/3lWVb+F3OS8RHxPDipFsYEtc36DG4K83s2pKGu9LPU0OppCqEEKKzC6aCeTupDQ5rA8cavYb5Gz/l9tyX+SG/6cqq7l7DeP2tERTl64S98yjVP3zsu1OVhvm7Y+mnXYz5u2N9rsvuaDOZFdGcdcBEZkU07ujQzwi29j5L9DydYeZxOTBUUZR0YA9wCTCzY4ckOotg1vM3xWaDhIQaPDU6CQkKNpvv85KAs5OtKUST/Sb89CE1A0azv+xN4moUDrmsjJzgv+hNdY2HeRs+YkBsMk9PvB5rZGzQYwi49CQUOZFCCCFEW6qtYN7BOY/+mBQTzxx3A3fnvsoDK9/grtEXM63fRL/7FtgLKNip8I9Xh3DRb3cy6Jt/wegsiEs6slOA67J9ey7FznzKzDpKcT727blkDZsS0u8U7H2W5EWKWu3dquPfQA4wXFGU3YqiXKvrejUwF/gc2AC8q+v6+hCdb7qiKPNLSkpCcTjRQWpn5Fr0Y2XW0OdkwBVTjVez72xbwNnJ1rSv6J0Gx00n/IoHiZu1jrz0bOJnOlATfC+GNXoN4aYwnp54PX8/7uYjgWOQYwhYsrs2JzJclUqqQgghOk6g5T5N9afoYAlmlWezbmZs0hCeXPMOb2/5Cl33zY6qy2c0R/Hxd6PxzHrcCBx1HSorDh+s6euyrQCsLlArwVphvG8Lge6zpN2HqK+9qyC0vmAAACAASURBVK1e2siffwp82gbn+wj4aPz48deH+tiia7AX2CnR91CRsokSXcVeYPfJT6hdIQONrJBpbiGa/bugaC+MyIQxR54QqgkqtlN8Z/p0XeelDR/jdJdy3zGXkBKd6LNPMGMIWFFNKqkKIYToaJ2kIE5rRIdH8ueJ1/H46n+zr7zI7z4NZ/QiagOz5Z/BT/+FS++D5AFNXpfVMZk4ruyLPbwIW3Ui6sON1pNsU+2VFymzm11DZ1i2KkSrNPVj07CUti3ZfwPeJlfIRKhw8s+wagmMmdF00LVpObz/N4iOgyFjITyiybFX13h4au27/G/3cs4dcHzjlaKCCPyCWnoilVSFEEJ0pE5SEKe1IkzhPDjmMnRAURQKKpwkRcYRbgqr28dvoZq+g40WHv+4F87/HYzMbPy6rKqoazeS1cFLeINp99FaUvW161D8TbV3N+PHj9dXrPDT2F10ecH82GhurVU9GoN5SqqV6hQuWUz/XxegHDUILrn3SLnuRlRUV/LgL2+xbP8Grhl2OlcNnRq4HYcQQgjRlXWDmceGKqorufy7pxig9uHRcVcRHR7Z9AcOFcI7T8LeLXDKTJh8IXTy639bzwruytnFgqkLcGtuzKqZWdmzpOprG1AUZaWu6+Nbc4zOUG21zUjOY/cXMM8P32ppzRYgKVI75OGLm59lwK//Ysm2SWgXPx4wcNR1nftXvsHP+zdyp+1Crh52ugSOQgghur/a5T7Z2d0icASICo/k6qFTWXnwV36X8yLOygDVzOOS4OrHwDYZvlmI/ZcP0NyduwJ6q+pPBEGqvnYdMvPYg3WHteVuzc38Ec8QV7SDQ4kDmL3x9tB/lwBPSXNyYMXjr7O3JI4XVp9PdrYS1AqcFQc3U15dyeQUKVwjhBBCdHU/FqznoZVv0dsSz18zb6BvTFKT+2uVpcz6+0S+qt6N1WLFccNqVH91D3qI7nBf2tmFYuZRgsceqtusLdc09JEj0QudKElWlA0b2uYppqb5JkXu3AjhEWhxgxk9opLwov1UJyazdqO50SFsObQHh3MnMwZ03vyOVi/zFUIIIXqodc7t3P3zq4zrNYxHx13Z5L45u3KYumAqmlvjjPB+fBhxEpG/vQ8GZBzZqUqTQnciZEIRPErBnB6qvSpntTm7HaW4GKWiDIqVtku8ry0bXmvlF/DJfOg/AvOFf2Au8yjXK4gmCjNzAd9A/JeDv/L7Fa+jRkRxWurYwDkRHUBza2TMy8DpchpPQec4JIAUQgjRI2maht1ux2azoQb5YHqUdSAvTbqVRLPRbkvX9UbTUuoX9XNFRBJhVuHNh+Cs62D86cH1mZbgUrSzbh08KooyHZg+ZMiQjh5Kp9MelbPaRcA+GyFWXQWfv2aU2h58LFxwOwUrt1NZWIjHZaaysIiCVdvpd+Iwr499s3c1j65+m9ToXjydObtTBo5gtDZxupx1uRf+WpsIIYQQ3Z2maWRkZOB0OrFarTgcjqADyAGqcU9V6ani3uX/ZFq/TE5LHeOzn2pWccxx1K32MXkUeP8Z+Phl2LcNJtjQK50oHs0IQovt3pVZgwkuhQixbh08Sp/HxgXV1qErCNhnI4QqyuDff4KdDjj+HJhyOYSFkZy2GkuMC3QdS0wlyWkFwJHg8f2873lu/YeMsg7kyQnXEGeOabsxtlIwrU2EEEKI7s5ut+N0OtEOtxSx2+1kNXNlU1VNNVU11Ty86l8UVR7i4kEn+exTW9Svzszfw9cL4YcPcCUmU1hYQbwFSlwu4iPS8brLKbYbgWO1duR9J23HJfmM3YfkPAoRLI8H3v0zHD0JRte7AFRpuN8bTcHWcJIHV2O+cK3Xk79F25byS+Gv/HHs5USGtfwHs71+eCXnUQghRE/XmpnH+io9VTy6agHf5du5dNAp3DhyGiYliGYHOxzk7CnmvBlTGZ5UwabCKBZ/9IV3ABvszKO/ug31hWDpa1P3KN2mzkY3IAVzgiTBo2iV9T9B/5EQawVd99+LqcEPb1VNNdtLCxganwpAjV4T3MWiEfLDK4QQQrSvluQ8+uPRa3hu3WIW7/iRSwadzJyMGUGf//SJx/LumUP5yy/7eOyjH3zHESjwC9RXMwRLXwPdo0gPx85D+jyKHkHTjHYYWiMtkAJtb7EaD3zxFiz6C55vFrErZxfusir/Y6iEnC3Ga3m1i3t+/gdzfnqBospSgFYFjhBcP0shhBBChI6qqmRlZbUqcAQIU0z836jzmZMxg2n9Mr22aZpGTk5O3fLYhuf//NulqP2H8uxJ6ag/LjJWQdX/vA45LuPVL7sdyosgRTNeG/SqptgOlYeXvlYWGe/9Kc6Hb+Ybrw0U2AvwlJfQJ2UrnvISn3uUUPVwdGtu417scLFH0TG6dc6j6PoCPTALtL3Fykvh/b/B1lV4jp3KC7eWUl64wO8TtfpLW3oNOIqTXrie7WUF3DX6YhIjY0MwmG5U4EgIIYTogRRF4ZJBJwNGBda3t37NidaRnDjmuCaXxqp9+sLcZ+DzNyBnCeRvhwvvgJi44Cqkj0yHR1xgAVwu4319EelQWHFke0SD7WAEjAvTwOKBDTfDzN2QkFK3OXlkDLMfeY5ISzmVrmgsI2/1+ngo6mzICqzOo1vPPCqKMl1RlPklJSUdPZRm6ylPVwJ9T7vdCAw1zXht+MDM2K6jaVBUpPtsb5GDe+DVu2C7HabfzN7ksykvdDc661ebVO9JiKDPHSexS9vPkxOuZVq/iSEYjKH2h3dW9iz5wRRCCCG6gMZmFfeVF/HWr18yN/dFyqN1NE3D6XRib+wmJizcaN9xzlzYuQGWvgscrpBeYVRId1YUYS/w8/mqPEiKMoLDJIvxvr4NefCgBZ7AeN2Q53uMVUuMwNGC8bpqiddmc9UmYpOqibS4iU2qwly1yecQZtVMv6x+Lb5/kRVYnUe3nnnsqtVWe8rTlWC+Z6BOHOnDNSrCS8AcjyuihPTh8UArpx5j4iEuCc7/P+g3nGTN3eSsn81mw2q1Ej19BGGREfxl7HWM7TO8dWPwo/aHVwghhBCdW1MFd/rGJPHC8XO4M3c+wx45h21PfY55fyW2QO3GxkyBlHRI6guAzZyK1VkBZrBqLmwxfmYNE2wQaQU3Rk5jQoNz2GwQnQj5SuMtz8bMMGYc8YArzHjf4BzK4XMo/s4RArICq/Po1sFjV1X/6Urt++4YNATzPQN14sgrs2O57TzKdqdjScsjr2wxKYktKFPt8cDy/xlNeaNUuOqxusI4gZZbRERF4nA4WL12DanDBpLeK7X55xdCCCFEcAJVD+0E47Db7RRpRZQllKFruk+rj2Hxabxywu+4PedlIv94DvccfVFwuZVHDTJeKytQ//UYWzaNZuXq1dg0C+r5eZCV4r1/hGoUwWmsqE4wLc8SUoylqquWGIFjQjPPEQLdpsVcNyDBYycUiqcr7dHWobXnCPZ7qmhkYQdsNJxVtCXbSIw3o0Sua3lfwvJD8N4zsG0NRMfB6Mk+FVUbm/VbvP1H3s1byovHz+WE4yc1/9xCCCGECF6bFTsI7TjSh6fjutYFZnC5XaQP950VPCo6kZdPvI37V7xOXHQzaySER8DQYzFrB8hKioUfd/mfNQQjmGuq/6OqQqAelgkpcMrsxrdXAlswbtUiAoy9hWQFVucgwWMn1NqnK+2x7DUU5wjqewb4cVbNKo45jpb3JczPg3eehNIimDHHCByDUKPXMH/jp7y99WsmJR9NVHhk884rhBBCiOarXwyh9r2/wKetZycDjCOvLI8oaxRalYYlxkJeWR4piSk+h4k3x/B81hyUww+t7UV5HG0dELhKe1g4nHMzJKdD9j9h1FA4VNApA2nRvXTrgjldWWsSi0OVVNxUMZtgz1FUVMSH//uQoqIiv9sDfs9AFXMwAsisflnNDxw3LYd/3GssWb38AegXY/Q7CsDtqebRVW/z9tavOXfA8Tw27iosYbJ8QgghhGhztcUQVLXxHL3aYGbqVOM15L28Ao/DlmzDGmVFNaskRiU2uTKqNnDcemgvc396gYd/WUClx39rsIa0USeyduJMagD+9w+jH3UzaW6NnF05aO4W/j0Fca/WVfSUgpWt0a1nHhVFmQ5MHzJkSEcPpV2FatlrUzOLwZyjqKiIwU8MptxcTvTX0Wy9byuJiYnNG0igijmtkZgC6TY46yr47vigG+S+vPFjvty7ihtGTOOywafW/egLIYQQoo0Fk6MX7OxkG46jJSujBsUexY0jz+bFDR9xsLKEJ8ZfQ5w5ptH96xflGXJUb3749mtiFAUqK4xlrWGBb/ODavcRSFveq7WjnlKwsrW69cyjrusf6bo+Oz4+vqOH0q5C0dYh0MxiMOdYmruUcnM5brObcnM5S3OXNv/L1P44Z2eHZhmEVgw/LjaezPXuB5c9ANW7jMCxWjNeG2uQe9gVQ0/jsXFXMWvIFAkchRBCiPZWm6PX2D1BMLOTIaABOYdf/Q6zmSujFEXh0sGn8Mexl7OheCc3/fg8e8sLG92/tlWYpmls2XeAtTv2Gfc3i5+DNx80UnICsBfYcboOt/twOf23+wgk1PdqHUTagQSnWwePPVlr++nUziyaVXOjM4uBzjE5czLR7mjMbjPR7mgmZ/rmEwazVEIzQ06a8doimgY5ObB5NbxyJ3zzDhTuPbI9wWbMOIar/stYA5tKdvPIqgVU1VSTYFY56ajRLRyMEEIIIdpUOwQztbN+U6dOJSMjw6eXY2tM6TuGZzJvpMhdyg/56xrdr7ZVmKqqWK1Wo9WHosDRk2DfNuOeZ+fGJs9lS7ZhtRjLa1tceBACB/RdQDD3vgIUvQVro7ua8ePH6ytWrOjoYXQ5oajYWlRUxNLcpUzOnOyzZDWYpRKtXk5Rm/fQLxpOHQ6JyXDJfXBUg6pnVVqjJaZz92/gDyvfJDYimheOn8tR0c1cetuJaG6t5cWFhBBCCAFATk4OU6dORdM0VFUlOzvbqxVHKBx0lZAUGYeiKGhVFagRUT77aJqG3W7HZrN5t/oo2GEUBCw5AGdcAxPO9KkkX3cMuTeo0x7dCjqSoigrdV0f35pjyMyjaFRrZy8BEhMTOffMc/3mOgazVKLVyynsdhjdC34zEnYWwdhLfANHOFLGukHg+PHOZdyz/J+kxfTmlRNu6/KBY8a8DKYumErGvIyWJ8YLIYQQPZzfWb8Q62WJR1EUdmr7ueTrP/HfHT/57KOqKllZWb49IpMHwOynYfCx8O1/oKK00fO0uPBgc9SuAmuL4kWHhaLYTSjufbu7bl0wR3RutUslgEaXSgSzT9MnsUGRG3K2wUYnzJsY9Ef/s+07XnD8l4m9h/PouCuJDrc079ydTP1AvPZ9Vr8QFxAQQgghegBVVXE4HP5n/UKslyWekdb+PG1/j33lRcwecVbgVh4AUTFw6e+heL/Rx7qmBjQnxCW12Vj9aodWHlLspv1I8Cg6TDCVyFrcx3HrGijaBxPOgOxlLer1NK7XUC4YeAJzM84h3BQW9Oc6q1YH4kIIIYSoUzvr19aiwyN5Yvw1PLvuA97e+jX7Kor4/TGXEhkWEfjDJpNRXR7gh/chZwlccDsMGdO2g66vHarf1i92U/u+X1a/kJ5DGLr1slVFUaYrijK/pKSko4cSct2lD00wSyVUBbIsxqtfVRocyDFea2pg6Xuw4BFY8Tl4qpuVxF3qLmfx9h8BGBLXl9+NOr9bBI5wJBDPnpXdslLcQgghhOgQ4aYw7rBdyI0jzubrvat5Z9u3QDNXg446AeJ6wYJH4bt3jXumILWqF6TNhtY7npyhUWi949uk+q0Uu2k/UjCnC+pRU/NVGnyS0XgPxvrbTb2g8mr4dRWMOhFm3Azm4Jea7i0v5O6fX2VveSFvTL6L/mqfNvhCQgghhBAt9/OBTRybOBh3RTgZGTpOpxL8alB3JXz8Eqz9DoaOg/N/B1FNf6i1xQs1t0bGCyNxlhdijU7CMXdDmzzA7u7FbkJBCub0UD2qD02xvekejLXb3eWweaixXPXM6+CC/2tW4LjeuYMbf3iOospSnsm8UQJHIYQQQnRKE3sPxxwWTu6aMpJumYeSuh2n01gNGpA5Es67Dc6aDdvXw8E9AT/S2uKF9gI7zspiNE8FzsrilvWSDIIUu2kfEjx2QT1qaj5QD8YEG5onnpztkbgSDsDl90PmNK9y1JqmkZOT02gPpqX71nJrzjws4WZennQbxyYN9tkn0DGEEEIIIdrTgGEuIpMOYfvTi6Sesib41aCKAhPPhN+9Av2GG3+2Z0uju7e2F2TIekmKTkGWrXZRXWZqXtNaVKzGS2M9GKurcH88n2uffJEP1+VhtSbh2LDBq+KZpmlkjByJ01nodzvAd/vW8s62b/nT+KuxRsb6+QpGI2Cn04nVasXhcLRpVTUhhBBCiGDsKdK45+fX2Fm9g5tGns0lg05GaaSfY6Py7PDmgzBuKpxxLUT43le2thdkKHpJhuIY7XH/3Jnv0UOxbFWqrXZRtVPznVqoSjPX9mCsr+QgvPsXzHs2Myw2DK2sApRi7Ha7V+Uz+6pcnAf3oLl08OzBviqXrBOn4NFr2FC8k1HWgZx01GhOTBnVaNlru92O0+msm3VseA4hhBBCiI6Qmqjyz9/cxOOrF/Liho8AuHTwKc07SP8MOOF8+OED2LcNLr4LErzTd2oLHLZUaz/f2rxLaJ+aIT2hLoksWxVtp35p5qAX4wdh62p45Q44sIuKGbfy6qbiRpv02tLAGgNqpPFqS4Py6kp+v/w15v70Aju1/QBN9ktqj0bAQgghhBAtERkWwR/HXs7sEWfxm9RxzT9AWBicdjn89l4o3GvcY/36S+gH2gqtzbuE9qkZ0hPqkkjwKNqOzWbMOKqq8RqKoGvPr/CvRyAmHq5/iqixp+BwOMjOzva7nFRNy8TxfF+yH4jC8XxfKnqNZO5PL5B7YCO3HX1eXWGcpnIaaxsBN3YOIYQQQoi2EGxrNpNi4vIhp9HLEkd1jYe/r/+Qggpn8042MhNm/wVik0Br3mdb1cojCLZkG1ZzHKopEqs5rkV5k6GoGRLo30eo6pIEOk9HtuyTnEfRtkKR8whGLyKTCXTd6N94zMnBV1M9nDP5q6kX96xaSFm1i0fGXkFmn5GHhyg5jUIIIYToXFq6BDKvNJ+bfvw7ljAzf55wLcMTmpnmVF0F4RHGP29dDSmDICau0d1DsaQ0oOJ8tLdTsZtqsNWYUC/bAwkpzT5Ma/IRg/330dqcx0Dnac3SWGnVITo/VYWsrNYFjrs3w8v/ZyylUBSYcEaz2nDU5kzmFO1AQWHe8bfUBY7gndPodDqxh2p5rRBCCCFEC7V0CWR6bAovTbqVCFMYc3Pm8X3+uuaduDZwrKyA9/4Kr9wOuzY1unsolpQGtGoJalQNWfGgRtXAqiUtOkxr2nkE+++jtS1DAp2no5fGduvgUVGU6YqizC8pKenooYiW0HX4+X/w2v3GD5i7skWHOeg6BMDlQ6bw+uQ7GBLX12u75DQKIYQQorNpzRLI9NgUXp50G+lqMveveJ0lO3KaP4DIKLj8j2AKh9cfgNxPjHuzBtqlFceYGeAKAxfG65gZoT9HAO3VKi/QeTq6ZZ8sWxVtqsWrVisr4OOXwb4Uho4zGtpG+7bRaIpHr+H59R/y5Z5V/HPy7SRHWZsYp4bdbsdms8mSVSGEEEK0PvUmBKk7rV0C6fK4eWTFv4nd15+rJ08gJbEF46jQ4MO/w6blcPQJcMHvwBTmtUvANhqNtV1rzjGK840ZxzEzWrRkNRTaqw1HoPO0dByhWLYqwaNoM63q1PHNv+G7RXDqpXDCBUa+YzOUV1fy8C//4qf9Di4ZdDI3jjybsCYqqgohhBBC1Gltu7FQtStrpfwijbTBJXjK4wiLPsS/crYxY/AEYiKakf4DRu2Jnz6EshI4/ermfbZKg08ywO0EsxWmOXwCyHbJmxSS8yg6txZ16nCVGa8nnA9XPwaTL2p24FhQ4WTOT8+zbP8Gbh91AXMyZkjgKIQQQojgtbbdWFu1K2umJUvz8JTHgTsWc0IVL/36ITf/9Hfyy4uadyCTybg3qw0cd2+G1d8E99liuxE4VmvGa7Hv30W75E2KkJA7atFmmtWpo8oNH70E8+8CVzlERMKAjBad919bvmJfeRFPTbye8wZOatnghRBCCNFztbbdWFu0K2uBGZPTCYs+BGYNd3EEDxx9Bfsrirnhx+dY79zR8gMv/5+xlPW/86AqQE2KBJsx4xiuGq8Jvn8X7ZI3KUJClq2KNhXUcv+iffDuXyA/DyadB6deZjSsbSa3pxpzWDguj5uCCicD1PZNIBZCCCFEFxHMDUonyHkMKIhcwvwijSVL85gxOZ2URJXtpQXcs/wfHHSV8MCxMzml77HNP4/HA9/+G75/H5IHwnk3Q9jBxscRipxH0WqS8xikHhk8tsN/pFpRPvbcJdgyZ6AmtjBx+Zdv4NOXjbLQ590Gwyc0+xC6rrNg61d8tWcV846/pfnr+IUQQgjRc3SSfMRWCyKXsDHFbo0HVrzBOQOyyIof13SMW6VR81EGeqUTJdKKaXq98/y6Ej54FipLYOByiIto1ji8tEew3cOFIngMD9VgRCfSDonJWlE+GU+k4TR7sH59M477djc/gCw9BK/+CWo8sHQnzH25eZ8HqmqqeWrtIj7bvZzf9B1LuKn5M5ZCCCGE6EHq5yPWvs/K6tgxtUT9XMLa972D+x4JZpW/Z91MeZmJjAxw99mGuag/jrXhPnFb+T47NSVO1EgNrQRM++xE9z98nqHj4KJZ8PF9EJYPbrVZ46jTXQL6HkByHrujdkhMtucuwWn2oJnBafZgz21Gs9aSg1B2CNath/dXwj++hd0FzU4mL3Zr/N+yl/ls93KuGXY6fxhzGZFhEc06hhBCCCF6mE6Sj9hqQeQSNsWkmLDbQaOYwb9/maSbXyJnjeazn32XDWeZldIKFWeZFfuuBufpNwn6HzQmKpTekP0FOPc377t0kgJDIjCZeeyOan9MIGBiMtCixGRb5gysX98MeLC6w7BlBtmsdfMKWPwcpI+Gs24CiwrRVS368X567SI2FO/koTGXc1rqmGZ9VgghhBA9lKoaM1tdfYlkhGqsLguQptQUmw1UEtj50kz637SQ+RXPMqT0OtJjj6wmO/oYlfFXOkiNsbOnzMaK1Q3OU38cJeGw6Fl45Q449xYYMTH4gVgP37t25YC+B5Ccx+6qs+U8eqrh64Xw42IjsfriuyCpb4vWt+u6jqIoFFQ4OeAqYZR1YLPHHnJB/H0LIYQQQrS7APcoWrFG3io7lUMSeHTjO1R6qnh47BVk9hlxZJ/m3K4V7YNFT8O+bZA1A6bMAr0y8H1ScT6sWgJjZkBCC2tpiCZJzmMLuDU3BfYCkm3JmFVzlz1HQBFqwPXmqhuydgNWoCXDVFTQs4zXphwqNH5Edm2E8WcYPYIiDp9QVZuVZ7B4+4/8UriFh8deTnKUleQoawsGHmKtSFgXQgghRA/W1kViAt2jVGmo32ZgczuhxMr8U3/i3tXvsLpoq1fw2KzbtcSj4NonIfsNyFkCSg2UP9z0fVKVBt9ONPb59rFufS/V1WORHhU8ujU38zLm4XK6sFgtzHHMCflfaHucIyRamZisOTUyhpXg1AZiVUtwbAbV2sjnTWFQXgoX3A62E1s03OoaD887/ssH2/+/vTuPj6q6/z/+OkkICQzLhH0TERWIjLIJohZ3VBTc6l6rrbtiv2i1rfXb1lb709rainWlLVXburVuiH5d2qKIxsgqA2GVRRIgLJkEbrZJJuf3xw0YQpKZZO4kIXk/Hw8ew8y9c85n5ubOnM+cc89ZwAm9RxCuqiQtuZW8r3FcsC4iIiLtVHNMEhOtjVJre5/yLTx14h3755DILd5J3/SMxk9ImNIBptzoXqbkK4asEIRL6o4hljjbiLaQi7SrCXPyg/mUhcoIO2HKQmXkB/MPyTo8EeeFycGsjYScrjhlXQg53QhmbTxwh0glfPF/7jpAvu5w28wmJ457K0r50cI/8/qmBVx+xCk8fPz1rSdxhLgvWBcREZF2qDkmiYnWRqlje3pKR5JMEsUVZdz+2RPc88Wf2Lsv8WusEROg73hIyYDcU2BnALqMaHycbURbyEXadM+jMWYqMPXII48EoE+gD2l+dw3ANH8afQLeLyLfHHV4Is4LkwMTh+D3FQEGv6+IwMQh32ws2gX/etQdptolw/3gSG7aEhrWWn66cDbB0EZ+dOxlTD3shCaVk1AeXLAuIiIi7UxzTBITrY3SwPbOHdK4efh5/Hb5P7n505n85vgbGOTr1bQYzl0G9gkILoG/PQSX/hC69449zjaiLeQi7W7CnEN9nLGn4hxn74QcglkbCUwc8s2Q1TUL4c0/uj2P026DkSfHHWawYCOVVRFG9zwy7rJEREREWo1EX/PogeUFG/jpor9SZat4YOx1jO15VNMLW/kZzHkSTBJcOB2GT/Au0ENES+YiXkyY0+6SR0mgT9+ED5+HvkPg0ruhR/8mz+g69+vP2VlWxPeOPjv+WWHjfH5z8SLOQ+W1ioiIyKFja8lufrLwLwzs1JP/d/z34yusYBv881GoDMMtv4fkGAdCamb7uGm21RbQbL2K8fYKepFENDaGIQGYcB6c+V3okIoTdsh8MpNQWQh/mp+c23MOjqXWB0FlVYSnV83l1Y0fM77XMIrKihj51Eh2l+ymR6cerJq+qlGvJ6YYWgEv4jxUXquIiIh4o7napf079eDpE3+AMe79wrCDLyW98RPpQPVsrA+BU+gmjuEycELQpUv9yWEsM9t7sdRHtGVNtjsE52wkMG0Ivr7ts42l5LERmm0m1XhnQvUiiYg1hpWfQd46mHwt9B/q/qsWzA8SKgvhhJ399ycOqjFzVq0PAmfyEu4Pvk72ztVccvjJTM+8lL5y7wAAIABJREFUgI/Xf0Te7jxsqiWvII/sTdmccfQZMb+MqDG0El7Eeai8VhEREYlfc8/w37mDex1dZVWEu7Nn0bVDJ3455rt0Se3U+MJSOkD36usnP3wBvpwH/XKg84a6k8Oos8ZuhxcHQloEVt0GV+U2PoGMkqA62x0yBxYRihyO/7YicnJplwlku5ptNV7NNpNqvDOh1kgiQmUhgvlNmL0rWgwVYZj7LPzzt7A5ByrKDyoi0CeAP82PL9WHP81PoE+tC8FrfBBUhguZ/vmTLNq1lnsClzJj5MXur1n5QBlQDpTi3m+EqDG0El7Eeai8VhEREYlfS83wn5KUzEWDT2Lp7q+46dOZfO3siK/Aky6CjAzYfATkDYWyIreNWFO02ViXznETxzTc26VzGh9HzQQ1HDoohuCcjYQiXXHoQijSjeCcjfUU1LbpmsdGUM9jdRm78uCfv4P8TXDiBXD61e4vSPXEUu/w2Vq/8Lw/+iV6+/owusc3E+M4jsPwY4dTkFJARmUGq5evxtfIYbyHynWAuuZRREREYtXSa4svL9jAfYueo7Kqkl+OvZbxvYY1vbCyQph9DuzoB2mlcN0foW+tiXkaGlJas+exLDnBPY/d8CcXkZPb7ZDredSEOTHycsKcdn/NY0UYZt7izqZ60f/A0WObVna1N776L90rdnHa0Cn1XvzsOA7BYJBAINDoxFFERESkrWrpGf63lRTwk4V/AWD2pB+SbOIY1FjhwJdvwWcL4Jr7wd/IJSZ0zWNUSh5jpNlWPVBRDimpYAysXwa9B0HXHk0urrIqwmMr3+CtzZ9xer9R/HLsdz0MVkRERESaQ0llOXsrSuiT7qc8EibJJNEhKY5pVaoikJQM1sLnc2HMmdAx3buA2zEvkkdd8yjRbdsAT98Jiz907x85Kq7EsShczF3Zz/DW5s+4eujp/HzMdzwKVERERESaU6eUjvRJ92Ot5eEvX+HOz5+hsHryvibZN4Pr1vXwwXPwzF2Qt96TWCV+7S95rHBgZ5Z72xLPP5TKsBY+fxv+/GN3uGrPAU2vq9reilJuWvAYK0KbuG/UVXxn6Kl8kZu9f4bQpnDCDllbshJaRrzbvYjTi9cpIiIirYcX7Yt46/CKMYYT+2SyqvBrbvrkMdbv2RpfgQOOgusegEgF/OVe+OwtqKqKr0wv2s/tXPsathrDGjEFBQXMz57PpAmTyMjIOLCgCgfmjoDwbkjtAeevqvs6vYauV6xwsG+PwJaHMB39mKn1lNGQWNa6iaGMqrcz98eRNLVWGcV7qHzzMVLWLaXyqNGkXDQDOnVtXB2AE9pOMGsOgYnT8Pnd8eez17zHhN7DGdy5JyOeGNHkNRyhedZHjHe7F3FqDUcREZG2xYv2Rbx1JEJOaDP3LforxZVl3DfqKk7pd2x8U3mU7IU5T8LqbBh1Olx4R9MCq3ComjsCW74b07EHSXW041vNxINxzn1SHw1bbawoU/AWFBQw9KGhXL7gcoY+NJSCgoIDn787G0rzIFLq3u7OPriOfbOUTp7s3joH/rJRsW0JFUU7SbLFVBTtoGLbEs9fRyxKtgUpKQqRbB1KikKUbDuwjNKvV1C5bjH3JK/hiPw/46Q0/k/FCW0n8+iBTL7kZk6YcQHLtiwD4PvDzuEY/+Fkb8omb3cepZHS/Ws4NpYXy5JEKyPe7V7E6cnyKyIiItJqeNG+iLeORMj0D+ZP37qTIV368sjyV8kvLG2oaRxdpy5w+Y9hyo0QmNTkuEp2ZVNSnEdyVSklxXmU7Dqw3bkv0Z7898lkPpnZciO9ouQSLa19JY9R1oiZnz2fktQSwqlhSlJLmJ89/8Dn1+6kravTNsr6iPlbelNanEZ5aSqlxenkb+nt+euIRXBLgFCxn72lPkLFfoJbAhCJuGs2Ast8hpGpC/hd1SpC5U38wMqaQ1GFYcAPpuC/9CT++eXcA3eIcw1HaJ71EePd7kWcWsNRRESkbfGifRFvHYnSM60bj0+8nZkTb2XDqnRCIUtJONyU5ctdxsD4KTD0OPf+R6/Af190264xCpZDqAr2Vrm3wVpLlLeaH+rjXO890drXsFVocArefT2PJakldAp34qt7vzpw6GqFA3OHQ7gAUjPg/NUHDxeNskZj2Akza9Tv6dp5M3uKB3PTsruaNrVylKmEo3EcGDfKYUDnIHnFARbPL6Xze3+ALWvg9sdxunaLe5jDhu1rufK1B+gwqCeF//qUrMfeoktGvxoxxL+GIzTP+ojxbvcizlYzlEJEREQ84UX7It46Es1x4IQZ/yFt9BJ2/+l6ggsy4huJaS28/RQs+TcMGg4X3wn+6J0xTthh3FPDGRApIC85g0W3rfZ8mLAn4lzvvSFaqiNGjVmqo8FrHiG2pC3KOOWWXpNnn31hjuqYRfoHT7pTI593Mxx3qrs9jg+br50d3P7ZE4QjYS6v6s1lJ161/5rHA2PQGo4iIiIibdnHX6/mweALpKYk8+C4axnd48j4Cw1+AnOfcf8/9VYYeXLUpzRHsu6JVnzNo5LH9sxaeHcWLHzPndHqkjuhRs9gPCqrIvx+xWtcfsQpDPY1cpFXEREREWlTvnZ2cO/C2eSV7GLGyIu5cPCJ8RcayofXfg9bN8AdT8bUA9meKXmMkZLHBnzyGpSXwGlXQnIcC7riJozPrfuAiw8/mYyOXTwKUERERETaAqeilF8u/TsLd67h+VPu8aaDIVIJuWthcKZ7f8/uuNYjb8u8SB7jyxbk0GMtZL/j9jAePRa+dYknxYbKHX6++HmWFXxFr7RuXODFr0kiIiIi0mb4OqTz8PHXszK0aX/iWB6poGNyh6YXmpzyTeK4ZiG8+gic+V044Xx3oh3xVPuabbW9Ky6CF38N7/0Fcj7zrNi1RbncuOAP5BRu5mejrlbiKCIiIiJ1SjZJHJtxBACf5q/k6o8eZnXhFm8KHzgMjhwN78+GfzwITqE35cp+h1zyaIw51RjziTHmGWPMqZ5XUOHAziz3tiXFG0ft53+1DJ6+EzYsh3NvhAumxx9DhcOi9W9y26d/xFrLUyfeweSBY719HbHwoI6wE2ZL1hbCTtjDwERERETi4DiQlVXvWn9O2CFrS1bDaxJGKaMl9UrrBsDtn/2RD3IXx1dYhQMlK+GSO2DKTbBpBTw9A9YvbVwZrSEPaMWaddiqMWY2cD6ww1o7ssbj5wAzgWTgz9bahxsoxgIOkAbkNjqIhmYvqnDg7RFQvhs69oCpq5q2DEa8MzVVODB3BIR3Q2oPOL+OOBrzOsa8DX/7JfQaBN/5GfQdElMMVW+PwJYVYNIySKr9XlRvH1ruMKnT6Uyf9CQZvr4HlcE7mRAOuetRnpdz0OuIezKpGOqIJuyEeTLzScpCZaT507g95/YWnQVXREREJNqSDTEtLeHRsg+Jmh3/6G4D+dPJd/Lzxc/zwLJ/8PHqPH40/jy6dU1uXEF1tQcHZ7qT6ewNHbhffasmxNJuLd5OcMMcAkdMw9f54FUEACjcDkvnwOhp0L2efQ5hzd3z+BxwTs0HjDHJwJPAuUAmcKUxJtMYEzDGzK31rzfwibX2XODHwC8bVfu+E2jyZPe29i8w27KhKA9sqXu7LbvRL3DfiTz575PJfDKz4V+C6rM7G0rzIFLq3u6uFUesryMSdm/NLncK45t+G1viCJRsyaakMEQyJZQUFlCy5ZsY9laU8viS5ygs2o7fFnJXwRukFaw8uJDCoHsCVjrubeGBi5xGexkxiVJHLPKD+ZSFygg7YcpCZeQH85sQiIiIiIiHoiwWH9Oi9h4sOO84DpmZmUyePJnMzEwcj3sw/R19PDDyFvZ8dDLzyz5i/HdWNr5NWFd7sM9guOl3MOo0d5/gPPjXGJg32U0Sa/cuRmu3Fm8nc+ZAJr9xM5kzB+IUb68jju3w4kDYeLN7W1jHPoe4Zk0erbXzgYJaD48H1ltrN1hrw8DLwAXW2qC19vxa/3ZYa6uqnxcCOjYqgGgn0BagGCitvm3C8OuYTuRoak+AW/t+tNfxtYVdg2HDWbCnM+QaGDsZOsT+dgVX+QgVd2dvqY9QcQbBVe4vL5v25nPTgsd4fedGFlX2ZW8phIohWNd71T3g/nKT4nNvuwca9TJiEqWOWPQJ9CHNn0aqL5U0fxp9AlpaRERERFpYIOD2Fvp87m3gwDZOoE8Af5ofX6oPf5qfQJ862kBRyohFMBgkFArhOA6hUIhgkxpsDVu1MpkNz17M8ntvY+u8AMGgO5FOzOprD6Z0cCfNqayAD5+HtcNhVy8or6PDIVq7dcMcQpURHAuhygjBDXMOjmPpHEiLuOMj0yLu/Tam2ZfqMMYcDszdN2zVGPNt4Bxr7Q3V968BJlhr67wozxhzMXA20B142lr7UT373QTcBHDYYYeN3bx5c/Sue8eBUcOhcwEUZ8Cy1Y3u2o9pCEE0FQ7MHQ7hAkjNgPNXH9ht3tDrKNkDrz8O6xdD/i5YkAtZwca/jpDDuJFbGeDfQl5oEItW9GdJ+UYeXPoiackd+Gnm5Vx36tkM6FxAXnEGi5atrnsYQwPDAzwaSdHwEIQYhZ0w+cF8+gT6aMiqiIiItA5Rru+J6VKpOK8R2tfzGAqF8Pv95OTkeDp0dV+INduE7y3M56fLn2bGyIs4td9xsRUSrT0YyoPZ18DebtC1EL7/D+jeP+Yy9vU8hioj+FOSyfmf3IOHru7reUyLQFkyXJXbqoauHpLrPNaRPF4KnF0reRxvrb3DqzoPWOcx2gkU90V4HlzzCNFPgLri3LAc3pgJxXtg0mWQOgCOPbbpryPkEMzaSGDiEN4vXMpjK99gRLdBPDjue/RO7+7J+HcP3m4RERERSaBEXfN4YB3ftAnLUor430XPsbJwM9858gxuGHYuycaDAZPhPTD/eciaD+ld4PbHIT3213OoX/PYVpLHicD91tqzq+/fC2CtfcirOg9IHtuyuc/CxiB8+y7od4SnRW/cu53XNy1geuYF8a3FIyIiIiISRThSyR9WvMbcLdlM6DWcX4z+Dl1SO3lT+PZN8NVSOOki97617WJNyLaSPKYAa4EzgDxgIXCVtbaOGViapk0njzu2QKQS+g2BcDlgITXNk6I37t3OvK3L+N7RZ2PawQklIiIiIq3LnM1Z/GHF61w19DRuHD7F+wpy17odMBf9wJ1kpw3zInls1glzjDEvAVnAMGNMrjHmemttJTAdeB9YBbzqVeJojJlqjJlVVFTkRXGti7Xwxbsw6254d5b7WGpHzxLH+duD3LxgJm9u/ozd5Xs9KVNEREREpDGmDZ7IMyf9gGuPmgxASWW5txWEy2Dvbph1D3z+NlRVRX9OO9bsPY8toc31PDqF8NYTsG4xHDkGLpgOXfyeFF1lq5i99n2eX/fhAdc3ioiIiIi0pL3hEm5a8Bin9j/Ou+sg4cC29dDRcOF06JLhTdmtiBc9jyleBSPNZGcu/PU+91eSKTfC8ed6Okb7waUv8uHWJUwZNJ67Rl6i6xtFREREpFXomJzK6J5H8vf1/2FdUZ5310H6usNV98Gi9+H9v8Lyj7+5HlIOoJ7HQ00kAu88AydMg96DPC9+wfYV7Cwr4sLBJ+o6RxERERFpdd7a/BmPrXiD3und+fW473Fk1/7RnxSr3dvA3xuSkmHbRujRz7PLwlraITlhTnMyxkwFph555JE3rlu3rqXDabq89fDBc3DZPdC5m+fFz9u6jMJwMRcdfpLnZYuIiIiIeG1FaBM/W/QcQ7r24/cTbva+gopymHmrmzhePAMGHu19Hc1MyWOMDtmex0gEFrwOH78CnbvDlfdC/6GeFV9ZFWHW6nd5acM8jss4gpkTb/Nu7LiIiIiISALtLtsDQI+0rjgVpaQlp5KSlOxdBRtXuGuo7y2AUy6Db30bkj0sv5kdcrOtthsVDuzMcm+bqmCbe23jvBdhxES47TFPE8dQucMPs2fx0oZ5XDT4JP5wwi0tkzjG8l7F+356UYcXx1RERETES44DWVnubUuW0UJ6pHWlR1pXqmwVP1v8PHdlP0PIy1UChoyEWx+DkSfDRy/D7J9A7kftuj3Y7pJHJ+yQtSULJ9zEgx7tBKtw4J1MmDfZva3jj8vZ7pA1K4izvf4YKj54kcrtWyibMgO+fRek+w7Yvj0/n1l/f5Pt+fmNfgmlleXcvOAxVoQ2cu8Rx3PX8LPpkNQCcyfF8F7FtE+i64g3BhERERGvOQ5kZsLkye5tPW1Tx3HIysrCqWt7jGXEEkqi88+G6kgySZzWN0CwYCPfn/8oOaHN3lWc3hkuuRMuuh1KP4dPpzbYHoz6XnjwZkXNZxJ4QNr0bKs1rnkE3Dc688lMQmUh/Gl+cm7PwZfqa7iQmvadYKEQ+P2QkwO+Ws8vDEI4BJXON/d7TfymiO0OmQOLCEUOx39bETm54OtbXUbxHqgM4yT35Fs/v54y57sUz+p1UDXb8/MZOKycSOkZ3JYeIndNPn379In5ZaSndOTKw08kMziDYSuehrV+OC8HOjTivfBClPcq5n0SXUe8MYiIiIh4LRh026T7EoRgECYe2D5xHIfMzExCoRB+v5+cnBx8NRuVMZQRTSzN43hFq8MJO0x/40rKSGLo4Wdz+2dPcFfgEqYedoJ3QfTvDH2Xue1BJx1e/TVc8GN3ptYY4/TizYqazyT4gLTpnkdr7dvW2pu6dXMnmQnmBwmVhXDCDqGyEMH8YOMKrHmChULu/dq6ByDVDyk+97Z74MAi5mwkFOmKQxdCkW4E52x0N6xbAk/PgDcfJxiE9du6s3pbrzqrmfNhFpFSP4S7ECn1M+fDrKihhyOV/D74Ggt3rgHgoq7pDAtvdE+AcMhNiJpblPcq5n0SXUe8MYiIiIh4LRBwkwOfz70NHNw+CQaDhEIhHMchFAoRrN2ojKGMaGJpHscrWh372vg792xm1brXOKJzT55b+wEllWXeBVGzPVjRDzZ85bbd134zr0rU98KDNytqPpPgA9Kmex5rC/QJ4E/zA+BP8xPo08gTZN8JBvWfYB18bi9eYdD9I6vVmxeYNgT/bUUQMfiTiwic2w/mPguL3oNeg+Ds7xHwNVzNtLMmclt6iAiQnB5i2lkN/0K0o7SQny1+jpzCr+mR1pXjew375gSAlkuIorxXMe+T6DrijUFERETEaz6f26sUDLqNxTp6lwKBAP7qRqXf7ydQu1EZQxnRxNI8jle0Omq28bt26MTvJ95KaaSSTilpVFZFCJXvpVd6d+JSuz1YsBte+wO8+GsYOxkmX0cgkN7we+HBmxU1n0nwAWl3s606YYdgfpBAn0Djhqzu4zhxnWDgDl0NztnIsZPS6PzBH6BgO0ycCqdfDR1SY6pme34+cz7MYtpZExscsrpk1zp+seRvlEcq+OmoKzi133HfbKxwlBCJiIiItGGO4xAMBgkEAgcOWfW0jribx3HXUV8b/5lVc5n7dTb3j7mGcb08Xm6jsgLmvQSfvgmTvg2nXxX9vfAil4iWz9RTh5bqiFGrXaqjvBRefhgmXerO5uSx1YVbuHnBYwzy9ebX465jsC/26yJFRERERA51Xzs7+N/Fz7F5bz43Dp/C1UNPxxjjcSWroe/h7pqQoR3QxQ8pHbytwwNKHqOoMWHOjevWrWvpcFw7t8DHr8IF06FDx4RUYa3FGIO1ltc2fcKUQePplJKWkLpERERERFqzkspyfrP8Ff67dRnf6jOSn466El+HdO8rilTCUzPcNv7F/wO9D/O+jjhonccoak+Y06KqquDzufDs3fDVl7ArLyHVbNqbz62fPk5u8U6MMXx7yCQljiIiIiLSbnVK6cj9o6/hjswLWLJ7PdtLQ4mpKDkFzroG9uxy2/xZc9wcoA1pVxPmtJiiXfDmH2HjcjhqLEy73e3O9ti8rct46MtXSEvuQGG4mIGde3leh4iIiIjIocYYw2VHnMI5A8fRNbUzAKsKv2ZEd497B4dPgIHD4O2n4P2/wpqFcNk90Kmrt/W0ECWPzWHOU5C7Fs6/FcaeBR6Ps66sivDM6rm8suFjjuk+mF+NvZbe8c4oJSIiIiLSxuxLHBdsX8G9i2Zz6ZBvceuIqXRI8jAt8nWHK+6Fpf+BFQugY2fvym5hSh4TpbjITRI7dYUpN4IBMvolpKqXN3zEKxs+5uLDT2Z65jRv//hFRERERNqYE3qP4NIhk/jnxvmsKtzCr8Z8N/7lPGoyBsacCaPPcP9fvAc+fB7OvMZNLg9RbXrCnH2afbbV1dnw9tNwxHFwyZ0Jq6aiqpIOSSmURcIs2rmWk/t6P2OriIiIiEhb9Z+tS/nNl6+QlpzK/WOuYUzPoxJT0dpF8Moj0DEdzr8FMhtepz0RNGFOa1NW7F7b+PLD0CUDTr44IdVYa3npq3nc8MnvKaksIy05VYmjiIiIiEgjndF/NLNOvpOuqZ0pCpckrqKjx8HNj0K3nvDqI/D6TCgtTlx9CdKmxzfWWKoj8ZVt/Qpe+Q3s2Q3f+jaccllC1ncprijjoS9f4uPtQU7td5zn5YuIiIiItCeHd+nDXyf9cP+lX1n5OYzMGEIXr5fz6D0IbvgNzP8nzP8XpKS4E2keQjRs1StOoZs8Tr4OBg1LSBUb9mzjvsXPsa1kN7eMOJ/Lh5zi/SKnIiIiIiLtVGHY4dL/PEiPjl14cNx1HNl1QGIqylsH3Xq51z/uKYC0TpCa2OX1NGy1pW1ZDW88DlUR98Bf/1DCEkeAmSvfoKSyjJkn3MYVR5yqxFFERERExEPdU308OuFmyiMV3LxgJu9u+SIxFQ04ys0frIXXHoWn74TNOYmpy0PqeWyKygqY9xJ89hZ07QHfexC69/au/BrKIxVUVFXi65DOjtJCkkwSPdPaxjoxIiIiIiKtUUH5Xu5f8gJLd3/FtMNO4O7ApYnruNm0At58Agp3wInT4LSroEOq59V40fOo5LGxtn4Fb8yEnVtgzFnuMNW0Tt6UXbuqkt38fPHz9OjYlYePv149jSIiIiIizaSyKsLste+TbJK4ftg5ia2svBQ+eA4WfwA9B8KVP4Ue3i7z50Xy2KYnzPFcVQRe/4N7cK/+XzhqbMKq+jR/JQ8uexGs5bqjJitxFBERERFpRilJydw0fMr++0t3r2dvRSmT+ga8r6xjOky9FUZMhE/+1WrXglTyGIsdW8DfGzp0hEvvcYeqpvsSUlVlVYQ/r/k//vHVfzm620AeGHMt/Tv3SEhdIiIiIiISm5e/+ojPduRw5RGncdPwKaQkJXtfyZGj3H8AFeXu/CqTLoW+h3tfVxO06QlzjDFTjTGzioqKmlZAJAKfvAbP3uVOqQvQZ3DCEkeAvRWl/F/uQqYddgJPnXiHEkcRERERkVbggbHXcdHgk3hpwzxmfP40u8r2JLbC3dvcSXRm3ePmIpFIYuuLga55rM/OLfDmH91pdEecAOfdnNDu4zWFWxjatT8pScmEyvfi79glYXWJiIiIiEjTfJi3mEeW/5NOKR155qT/oV+njMRVVrwH3p0FKz+F/kfChXdA78OaVJSW6kiU4CfwzA+hYBtcchdc9qOEJY5Vtoq/r/8PNy14jH9unA9wyCSOTtgha0sWTthp6VBEREREpAnUnmu8swaMZdbJMziz/xj6pvsTW1nnrnDp3e6/wh3wzqzE1hdFu0seHQeystzbevU7AoaPh9seh8C3oMZkNbE8P6Y6gKJwMT9e+BeeXf0Op/Y/jgsGT2zci2lArDE0ufywQ+aTmUz++2Qyn8zUB46IiIjIIcYJO4x4YgRnPH8GI54Y0eT2nOM4ZGVl4SSq4RlTDPG30RvTfh7SpS93HHMBxhi2lRTwiyUvUBjD+9fkOI85CW6b6fY8gtsjuXNL9EA91q4mzHEcyBxRRShk8fsNOauS8PlwZ1HNfge2b4Tzrwf7NVx4C3TwHfT8ESOq2B2y9PAbVu17fu06MiEUAr8fcnI4eJ/i7by76hVeDhVQWFHCXSMv4cLBJ3o2o2osMcQrmB8kVBba/yETzA8ycZB3ya+IiIiIJFb2pmzydudhUy15BXlkb8rmjKPPaFQZjuOQmZlJKBTC7/eTk5ODz+uGZ9QYYmh/78sDdlv8PWrkATFub8i6olwWbF9BsGAjPzn2UiLlRQT6BPCl1pVLRNhdEKFHRjKrViXXGWe9+ca+kZAVDrzzKKxZBadfBROnQo3Je5ywQzA/WGcM8WpXPY/BpSWEdpXgFCcT2lVCcGmJeyHqcz+D9/8KJUXw9jEwbzK8k+kemBqyl5SQt7OE0uJk8naUkL2k5OA6gu4fruO4t8Hggdud4u1kzhzI9I8eYmvRZh4dczUXHX6Sp0txRIvBC4E+AfxpfnypPvxpfgJ9EjBlsYiIiIgkTj5QBpQDpdX3GykYDBIKhXAch1AoRDARDc+oMURv+wazSwjlleCUJhPKKyGYXdKo7Q2Z1O9YnjrpBySbJO7KnsXV7/2wzpF52V/sJm9HCaUlqW4u8cXug8qKmm9UOG6eUvkE+HbAh8/D7PtgVx6Q+NGB7Sp5DAwM4u8cwtdxLxmddzNmz2x4egbs+Bou/AGcdSZUFkClA+EQFNb6y+sdhLQQpO6F9JB7v3YdAfcXD5/PvQ3UyKmcilJmL3+BUGWEncX5rMx5gbKdX3j/OhuIwSu+VB85t+fwwXc+IOf2HM9/1RARERGRxJowegL93+hP+r/S6f9GfyaMntDoMgKBAH6/H5/Ph9/vJ5CIhmfUGKK3fQME8RPCx178hAgQbNT2aIZ1G8itQ0+haM9mBvQ7geTO/Qnm1yqj81vf5BJpIfd+bdHyjcKgm6dQAP0Xw1nnu4njM3fBmoUHjA4MlYUOjiFO7WrYqm/gMeT8cRzBrwYQGLydjivGwJCAuyBn1x5uJp9afdFrqh+6H/iXN+GIY+j/k3EUbB5AxuA8Jhxx8AyuPp/bVR4Mun+4+7qZ1xTl8vPFz5NfGqJXpwwoKcC4ECL6AAASeElEQVSfkkTgiGnev856YvC8nlSfhqqKiIiIHKJ8Ph+rl68mGAwSCASaNNzU5/ORk5MTVxnxiqXt65twDDn9xxEsGEAgIw/fhEWN2h6L8f3HULRjMXv2fg1lBQT6BIjYKpKN2183YeQU+s8YRsHWTDL65zBh5JqDyoiab3QPHJivjL8cjr0IPvwbDDiKQGoK/o7u9kSMDmxfS3VUReDLf0N/H2QcB8Ul0K3XARPiUOG4GX33wEHXPELjxxBba3nr6yz+uPJNuqf6uH/MNQzpmE5wwxwCR0zD17mvly9VRERERETq4jgNZ5jRtsdSRY1cITmpA9OznmTKwOO5+PCTMcbgFG+PmgdEzTcayleqIlS+8AvyevWkxxnfx5fWdf8mL5bqaD/J43tvues25q5xl97IbJ4es4e/fIV3tmQzvtcwfjb6arpreKeIiIiISJu3t6KUB5b+g6wdOZzS91h+ctzl+DqkJ7bS8lJ4YyaszoYBR8OF06HXIEDJY1TGmKnA1MzB/W9cecPJkJIKU26AwKQDexsT6P3cRewsK+KqoaeRZNrVJaYiIiIiIu1ala3i5Q0fMWv1u/RJ9/OrMd9lWPdBia3UWlixAN79E4TL4LQrYOIFmJQUJY+xGNffbxc9+iM4/xboktiFPPcNU+2QlMJ5g8YntC4REREREWn9ggUbuX/J3+id3p2nTrzD05UW6uUUwjvPussR3voYpmO6ksdYjDtmuF20YlXCexuLK8p4JPgq/926jEl9Azw49rrm+cMQEREREZFWrShcTFkkTJ90P05FKUDih7FaCyV7oXNXT4atto/ZVtN9CU8c1xbl8ovFL7CttICbh5/HVUNPU+IoIiIiIiIAdEvtTDc6A/DI8ldZU5TLr8Zey7BuAxNXqTHQuWv0/WKki/A8kF8a4tZPH6e8qoKZJ9zGd448Q9c3ioiIiIhInS4dMonKqgi3fjqT1zct4FAZDdo+hq3uW6rDY5VVEVKSkgF4Z8sXnNg7E39HzaYqIiIiIiINKwoX8+tlL+2fjfXHx11OlwQOY/Vi2Kq6x5podeEWrv34t6wIbQLgvEHjlTiKiIiIiEhMuqV25uHjv8/tI6aRU7iZ8khFS4cUVfu45tFD1lr+tfETnlr1Nhkdu6CrGkVEREREpCmSTBJXDD2VCw8/kbTkVCK2inlbv+SM/qNa5fwpSh4bYU+4mIe+fJkF+Ss5qc8x3HvcFXRL7dzSYYmIiIiIyCEsLTkVgI+2fckvl/6ND/MW89NRV7a6XEPDVhvhvdxFfL5jNXdkXsBD477f6g6miIiIiIgcuk7vN4oZx1zEwl1r+P78R1lesKGlQzqAJsyJospWsa2kgAGdexKxVXzt7GBIl74eRygiIiIiIuJaU5TL/dXLAM4YeTEXDj4x7jI1YU6Chcr3cs8Xf+KWTx+nKFxMsklS4igiIiIiIgk1rNtA/vytuzij/2iO6tq/pcPZT9c81mPRrrU8sPQfOBWl3HHMhXTt0KmlQxIRERERkXaic4c0fjb66v33/7r2fTK7D2ZC7+EtFpOSx1oitorZa97jb+v/w2G+3vx+ws0MbUXZvoiIiIiItC9lkTAfbfuS2Wvf5+qhp3PDsHP3rzffnNr0sFVjzFRjzKyioqKYn5OEYbOzgymDxvOnk2cocRQRERERkRaVlpzKsyfPYNphJ/CPr/7L9M+eYFtJQbPHoQlzqs3fHmSIry+DfL2orIq0SCYvIiIiIiLSkP9uXcYjy18lPTmVl0+/j47JHWJ6nhcT5rT7YavlkQqeypnD65s/5bxB4/nJcVcocRQRERERkVbp9P6jGN59EF/t2bY/cayoqqRDUuJTu3adPG528rl/yd9Yv2crVxxxKjcNn9LSIYmIiIiIiDSof6ce9O/UA4D3chfy0lfzuH/MdxO+MkSbvuaxIcsLNnDDJ39gZ1kRvzn+Bm7PnNYs2bqIiIiIiIhX/KldCJU73PjJH5izOYtEXpbYbpPHo7sN5OwBY3lu0t2c2CezpcMRERERERFptAm9h/PXSXdzbMYQfhv8Jz9f8gJ7wyUJqatdJY8rQ5v4YfazlFSWk5acyt3HXkrPtG4tHZaIiIiIiEiT9Ujryu8m3MStI85nwfYVLA9tTEg97Wac5t/W/5u/rHmP3mnd2VlWyGBfn5YOSURERERExBNJJomrhp7O6f1G0bdTBuB2ng3vfhjJxps+w3aRPG4p3sms1e9yev9R3BO4FF+H9JYOSURERERExHP7EsetxbuZ/tmTjPQfzs9GX+1J2e1i2GppZZifHHs594++RomjiIiIiIi0ef06ZfCjYy9jTdEWHln+qidlmkTOxtNaHDvmOLt8yZctHYaIiIiIiEiz+trZQYpJZoCv52Jr7bh4ymoXw1ZTkzq0dAgiIiIiIiLN7jBfb8/KahfDVkVERERERCQ+Sh5FREREREQkKiWPIiIiIiIiEpWSRxEREREREYlKyaOIiIiIiIhEpeRRREREREREolLyKCIiIiIiIlEpeRQREREREZGoUlo6gMYyxiQBDwBdgUXW2udbOCQREREREZE2r1l7Ho0xs40xO4wxK2o9fo4xZo0xZr0x5idRirkAGABUALmJilVERERERES+0dw9j88BTwAv7HvAGJMMPAmchZsMLjTGzAGSgYdqPf/7wDAgy1r7rDHmX8B/miFuERERERGRdq1Zk0dr7XxjzOG1Hh4PrLfWbgAwxrwMXGCtfQg4v3YZxphcIFx9N5K4aEVERERERGSf1jBhzgBgS437udWP1ed14GxjzB+B+fXtZIy5yRizyBizaOfOnd5EKiIiIiIi0k61hglzTB2P2fp2ttaWANdHK9RaOwuYBTBu3Lh6yxMREREREZHoWkPPYy4wqMb9gcDWFopFRERERERE6tAakseFwFHGmCHGmFTgCmBOC8ckIiIiIiIiNTT3Uh0vAVnAMGNMrjHmemttJTAdeB9YBbxqrV3pUX1TjTGzioqKvChORERERESk3TLWtv3LAY0xe4E1LR2H1KsnsKulg5AG6Ri1bjo+rZ+OUeunY9S66fi0fjpGrd8wa22XeApoDRPmNIc11tpxLR2E1M0Ys0jHp3XTMWrddHxaPx2j1k/HqHXT8Wn9dIxaP2PMonjLaA3XPIqIiIiIiEgrp+RRREREREREomovyeOslg5AGqTj0/rpGLVuOj6tn45R66dj1Lrp+LR+OkatX9zHqF1MmCMiIiIiIiLxaS89jyIiIiIiIhKHNpE8GmMuNcasNMZUGWPG1dp2rzFmvTFmjTHm7HqeP8QYk22MWWeMecUYk9o8kbdP1e/xsup/m4wxy+rZb5MxJli9X9yzQ0nsjDH3G2PyahynKfXsd071ubXeGPOT5o6zvTLG/NYYs9oYs9wY84Yxpns9++kcambRzgljTMfqz8D11d87hzd/lO2TMWaQMWaeMWZVdZvhf+rY51RjTFGNz76ft0Ss7Vm0zy3jerz6HFpujBnTEnG2V8aYYTXOj2XGmD3GmBm19tF51MyMMbONMTuMMStqPJZhjPmwOr/50Bjjr+e511bvs84Yc23UutrCsFVjzAigCngWuNtau6j68UzgJWA80B/4N3C0tTZS6/mvAq9ba182xjwDfGmtfbo5X0N7ZYx5FCiy1v6qjm2bgHHWWq0Z1MyMMfcDjrX2dw3skwysBc4CcoGFwJXW2pxmCbIdM8ZMBv5rra00xvwGwFr74zr224TOoWYTyzlhjLkNONZae4sx5grgImvt5S0ScDtjjOkH9LPWLjHGdAEWAxfWOj6n4rYjzm+hMNu9aJ9b1T9m3gFMASYAM621E5ovQtmn+jMvD5hgrd1c4/FT0XnUrIwxkwAHeMFaO7L6sUeAAmvtw9U/ZvprtxWMMRnAImAcYHE/F8daa0P11dUmeh6ttaustWvq2HQB8LK1ttxauxFYj5tI7meMMcDpwL+qH3oeuDCR8Yqr+r2/DDfBl0PPeGC9tXaDtTYMvIx7zkmCWWs/sNZWVt/9HBjYkvHIfrGcExfgfs+A+71zRvVnoSSYtXabtXZJ9f/3AquAAS0blTTBBbgNZGut/RzoXv3DgDS/M4CvaiaO0jKstfOBgloP1/y+qS+/ORv40FpbUJ0wfgic01BdbSJ5bMAAYEuN+7kc/EXRAyis0RCrax9JjG8B+dbadfVst8AHxpjFxpibmjEucU2vHhI0u56hDrGcX5J43wf+r55tOoeaVyznxP59qr93inC/h6QZVQ8XHg1k17F5ojHmS2PM/xljjmnWwASif27pu6f1uIL6OwB0HrW8PtbabeD+eAb0rmOfRp9PKZ6Fl2DGmH8DfevYdJ+19q36nlbHY7XH6cayjzRSjMfrShrudTzJWrvVGNMb+NAYs7r6lxXxQEPHCHgaeAD3XHgAeBQ3STmgiDqeq3PHI7GcQ8aY+4BK4B/1FKNzqHnpO+cQYIzxAa8BM6y1e2ptXgIMttY61cMj3wSOau4Y27lon1s6h1oB484PMg24t47NOo8OHY0+nw6Z5NFae2YTnpYLDKpxfyCwtdY+u3CHPKRU/wpc1z7SSNGOlzEmBbgYGNtAGVurb3cYY97AHRKmhq9HYj2njDF/AubWsSmW80uaKIZz6FrgfOAMW8/F6zqHml0s58S+fXKrPwe7cfBQI0kQY0wH3MTxH9ba12tvr5lMWmvfNcY8ZYzpqeuGm08Mn1v67mkdzgWWWGvza2/QedRq5Btj+llrt1UP7d5Rxz65wKk17g8EPmqo0LY+bHUOcEX17HZDcH/1+KLmDtWNrnnAt6sfuhaorydTvHMmsNpam1vXRmNM5+oJDTDGdAYmAyvq2le8V+v6kYuo+71fCBxl3NmKU3GHr8xpjvjaO2PMOcCPgWnW2pJ69tE51PxiOSfm4H7PgPu989/6kn/xVvW1pX8BVllrf1/PPn33XYNqjBmP207a3XxRtm8xfm7NAb5rXCfgTrq3rZlDlQZGj+k8ajVqft/Ul9+8D0w2xvirL1GaXP1YvQ6ZnseGGGMuAv4I9ALeMcYss9aeba1dWT2Tag7u0K7b9820aox5F7ih+heuHwMvG2MeBJbifrlIYh00Tt4Y0x/4s7V2CtAHeKP6sycFeNFa+16zR9l+PWKMGYU7dGETcDMceIyqZ/qcjvshkwzMttaubKmA25kngI64Q7oAPq+evVPnUAuq75wwxvwKWGStnYP7/fI3Y8x63B7HK1ou4nbnJOAaIGi+WSLqp8BhANbaZ3AT+luNMZVAKXCFkvtmVefnljHmFth/jN7FnWl1PVACfK+FYm23jDGdcGeVvrnGYzWPkc6jZmaMeQm3B7GnMSYX+AXwMPCqMeZ64Gvg0up9xwG3WGtvsNYWGGMewP3xE+BX1toGR8O0iaU6REREREREJLHa+rBVERERERER8YCSRxEREREREYlKyaOIiIiIiIhEpeRRREREREREolLyKCIiIiIiIlEpeRQREREREZGolDyKiIiIiIhIVEoeRUREGskYc5Exxhpjhjewz83GmG3GmGXGmPXGmDeNMak1tj9rjDmpeSIWERGJn5JHERGRxrsSWARc0cA+xwI/tdaOAo4GRlY/ts8E4POERSgiIuIxJY8iIiKNYIzxAacA1+MmkfUJAEur/38kYIC11WWMANZaayPV948zxsw3xuQYY6qqezV/mbAXISIi0gQpLR2AiIjIIeZC4N/W2uXGmGJjzBhr7ZI69jsGeMEY0wEYCJxnrd1Tve1c4D0AY0wa8ArwXWvtF8aYB4A04P5EvxAREZHGUM+jiIhI41wJvFr9/1epo/fRGDMI2GGtPdZaOwK4HfhZjV3Opjp5BM4Ellhrv6i+vxzIsNbaRAQvIiLSVEoeRUREYmSM6QGM55vE7xXgcmPMIGPMn4wxvzPGnIl7bWNOjad+CfSuLqMT0N1au7V620ggWGPfMUBdPZkiIiItSsmjiIhI7L4NvGutLQew1m4EtgPXAWHgcWvtv3Gvd1wFYIwxwLXAv6vLOA2YV6PM3VRPpGOMORq4GHg50S9ERESksXTNo4iISOyuBI41xmyq8VgPYDEwE3jCGHMrbvJ4ijHmPMDizqp6d/X+5wL/qvH8l4BpxpgVwC7gSmvt7oS+ChERkSYwuqRCREQkPsaY3wDJuBPd3GmtrWhg3yXAhIb2ERERaY2UPIqIiIiIiEhUuuZRREREREREolLyKCIiIiIiIlEpeRQREREREZGolDyKiIiIiIhIVEoeRUREREREJColjyIiIiIiIhKVkkcRERERERGJSsmjiIiIiIiIRKXkUURERERERKL6/5sB4i7sC6gZAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "meanL_f = np.average(L_f, weights=stdL_f)\n", + "std_f = np.sqrt(np.average((L_f-meanL_f)**2, weights=stdL_f))\n", + "\n", + "meanL_mit = np.average(L_mit, weights=stdL_mit)\n", + "std_mit = np.sqrt(np.average((L_mit-meanL_mit)**2, weights=stdL_mit))\n", + "\n", + "print(\"Fantasia dataset: lambda mean = {:1.2f}\".format(meanL_f), \"+- {:1.2f}\".format(std_f))\n", + "print(\"MIT dataset: lambda mean = {:1.2f}\".format(meanL_mit), \"+- {:1.2f}\".format(std_mit))\n", + "\n", + "x = np.linspace(-10,10,100)\n", + "y_cast_f = Castaing(x, meanL_f)/np.sum(Castaing(x, meanL_f))\n", + "y_cast_mit = Castaing(x, meanL_mit)/np.sum(Castaing(x, meanL_mit))\n", + "y_cast_04 = Castaing(x, 0.4)/np.sum(Castaing(x, 0.4))\n", + "fig, ax = plt.subplots(2, 1, figsize=(15, 17))\n", + "colors = [\"purple\", \"red\", \"orange\", \"green\",\"blue\",\"black\",\"purple\", \"red\", \"orange\",\"green\"]\n", + "i = 0\n", + "for s in s_slide:\n", + " tot_f = np.sum(histo_fantasia[s][0][0])\n", + " tot_mit = np.sum(histo_mit[s][0][0])\n", + " y_data_f = histo_fantasia[s][0][0]/(tot_f)\n", + " y_data_mit = histo_mit[s][0][0]/(tot_mit)\n", + " ax[0].plot(histo_fantasia[s][0][1], y_data_f, 'o', ms = 2.5, label = \"s = {}\".format(s), color = colors[i])\n", + " ax[1].plot(histo_mit[s][0][1], y_data_mit, 'o', ms = 2.5, label = \"s = {}\".format(s), color = colors[i])\n", + " i = i+1\n", + "\n", + "ax[0].plot(x, y_cast_f, '--' ,color = \"coral\" ,label = \"Castaing $\\lambda =$ {:1.2f}\".format(meanL_f))\n", + "ax[0].plot(x, y_cast_04, '--' ,color = \"mediumseagreen\" ,label = \"Castaing $\\lambda = 0.4$\")\n", + "ax[0].set_title(\"Collapse plot of standardized PDFs at different scales - Fantasia dataset\")\n", + "ax[0].set_xlabel(\"$\\Delta_s B/\\sigma$\")\n", + "ax[0].set_ylabel(\"$P_s(\\Delta_s B)$\")\n", + "ax[0].set_yscale(\"log\")\n", + "ax[0].legend()\n", + "ax[1].plot(x, y_cast_mit, '--' ,color = \"coral\" ,label = \"Castaing $\\lambda =$ {:1.2f}\".format(meanL_mit))\n", + "ax[1].plot(x, y_cast_04, '--' ,color = \"mediumseagreen\" ,label = \"Castaing $\\lambda = 0.4$\")\n", + "ax[1].set_title(\"Collapse plot of standardized PDFs at different scales - MIT dataset\")\n", + "ax[1].set_xlabel(\"$\\Delta_s B/\\sigma$\")\n", + "ax[1].set_ylabel(\"$P_s(\\Delta_s B)$\")\n", + "ax[1].set_yscale(\"log\")\n", + "ax[1].legend()\n", + "plt.xlim(-10, 10)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### A different approach: resampling the data\n", + "\n", + "We decided also to implement a new method designed by Ken Kiyono and discussed in the article [6]. This method follows four steps:\n", + "\n", + "1. The time series of normal-to-normal R–R intervals are interpolated with a cubic spline function and resampled at an interval ($\\Delta t$) of 250 ms (4 Hz), yielding interpolated time series $b(t)$. After subtracting average interval $b_{ave}$, integrated time series $B(t)$ are obtained by integrating $b(t)$ over the entire length:\n", + "\n", + "$$B(t)=\\sum^{t/\\Delta t}_{i=1}b(i\\Delta t)-b_{ave}$$\n", + "\n", + "2. The local trend of $B(t)$ is eliminated by third-order polynomial that is fit to $B(t)$ within moving windows of length $2s$, where $s$ is the scale of analysis. \n", + "3. Intermittent deviation $\\Delta_sB(t)$ is measured as the increment with a time lag $s$ of the detrended time series $B^*(t)$.\n", + "4. $\\Delta_sB$ is normalized by the standard deviation to quantify the probability density function. Then, the non-Gaussianity index $\\lambda_s$ is estimated as\n", + "\n", + "$$\\lambda_s = \\sqrt{\\dfrac{2}{q(q-2)}\\left[\\ln\\left(\\dfrac{\\sqrt{\\pi}\\langle|\\Delta_sB|^q\\rangle}{2^{q/2}}\\right)-\\ln\\Gamma\\left(\\dfrac{q+1}{2}\\right)\\right]}$$\n", + "\n", + "where $\\langle|\\Delta_sB|^q\\rangle$ denotes an estimated value of the $q$-th order absolute moment of $\\Delta_sB$.
\n", + "One advantage of this method is that operating a resampling we \"enlarge\" our dataset.
\n", + "The optimal value of $q$ is 0.25, i.e. we base the calculation of $\\lambda_s$ on the 0.25-th moment emphasizing the central part of the PDF and reducing the effects of large outliers. \n", + "\n", + "Since in the cited article subjects were rejected when their ECG records lasted less than 22h, we used this approach only on the MIT dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "def alt_detrend(b, s_slide):\n", + " \n", + " # step 1\n", + " cs = scipy.interpolate.CubicSpline(np.arange(len(b)), b)\n", + " x = np.linspace(0,len(b),num=len(b)*4 )\n", + " ##### plot ######\n", + " plt.plot(x, cs(x), c = 'red', alpha = 0.5, label = 'Cubic spline') # plot of the cubic spline in red\n", + " plt.plot(b, '--', c = 'grey', label = 'Real R-R') # plot of the b series in grey\n", + " plt.xlabel(\"index\")\n", + " plt.ylabel(\"$b$\")\n", + " plt.title(\"Plot of the interbeat intervals with cubic spline fit\")\n", + " plt.legend()\n", + " plt.show()\n", + " ################\n", + " b = cs(x)\n", + " \n", + " B_tot = np.cumsum(b - np.mean(b))\n", + " ################\n", + " \n", + " # step 2\n", + " B_div = {}\n", + " for s in s_slide:\n", + " c = len(B_tot)\n", + " c = int(c/(2*s))\n", + " B_div.setdefault(s, [])\n", + " for i in range(c):\n", + " B_div[s].append(B_tot[i*2*s: (i+1)*2*s])\n", + " \n", + " B_star = {}\n", + "\n", + " for s in s_slide:\n", + " c = len(B_tot)\n", + " c = int(c/(2*s))\n", + " B_star.setdefault(s, [])\n", + " for i in range(c):\n", + " tmp = (B_div[s][i]).copy()\n", + " detrend = polynomial(tmp, order = 3, plot = False)\n", + " B_star[s].append(detrend)\n", + " \n", + " # step 3 \n", + " Delta_B = {}\n", + "\n", + " for s in s_slide:\n", + " c = len(B_tot)\n", + " c = int(c/(2*s))\n", + " Delta_B.setdefault(s, [])\n", + " for i in range(c):\n", + " for j in range(2*s):\n", + " Delta_B[s].append(B_star[s][i][j])\n", + " \n", + " DB_star = {}\n", + "\n", + " for s in s_slide:\n", + " DB_star.setdefault(s, [])\n", + " for i in range(int(s/2), len(Delta_B[s])-int(s/2)):\n", + " diff = (Delta_B[s][i+int(s/2)] - Delta_B[s][i-int(s/2)])\n", + " DB_star[s].append(diff)\n", + " \n", + " # step4\n", + " for s in s_slide:\n", + " DB_star[s] = DB_star[s]/np.std(DB_star[s])\n", + " df = pd.DataFrame.from_dict(DB_star, orient = 'index')\n", + " return df" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "scrolled": true, + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "def Lambda_Exponent(df, q):\n", + " L = [None]*len(s_slide)\n", + " for i in range(len(s_slide)):\n", + " dB_q = np.mean(np.abs(df.iloc[i])**q)\n", + " sq_arg = (2/(q*(q-2)))*(np.log(np.sqrt(np.pi)*dB_q/(2**(q/2)))-np.log(scipy.special.gamma((q+1)/2)))\n", + " L[i] = np.sqrt(sq_arg)\n", + " return L" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "scrolled": false, + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/clelia/anaconda3/lib/python3.7/site-packages/IPython/core/pylabtools.py:132: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n", + " fig.canvas.print_figure(bytes_io, **kw)\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "Lmit = []\n", + "\n", + "for i in range(len(mit)):\n", + " x = mit.iloc[i]\n", + " x = x[np.logical_not(np.isnan(x))]\n", + " s = alt_detrend(x, s_slide)\n", + " L = Lambda_Exponent(s, 0.25)\n", + " Lmit.append(L)\n", + " plt.plot(L, marker='o', c = 'black')\n", + " plt.plot([0,10], [0.4,0.4], c = 'r', label = 'Literature result')\n", + " plt.xticks(np.arange(0, len(s_slide), step=1), labels=s_slide)\n", + " plt.title(\"MIT - subject {}\".format(i))\n", + " plt.xlabel(\"s\")\n", + " plt.ylabel(\"$\\lambda$\")\n", + " plt.legend()\n", + " plt.grid()\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "scrolled": false, + "slideshow": { + "slide_type": "subslide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "Lmit_mean = np.mean(Lmit, axis = 0)\n", + "Lmit_std = np.std(Lmit, axis = 0)\n", + "\n", + "plt.figure(figsize=(10,7))\n", + "plt.errorbar(s_slide[2:],Lmit_mean[2:],Lmit_std[2:], c = 'black', capsize=4)\n", + "plt.plot([125,1500], [0.4,0.4], c = 'r', label = 'Literature result')\n", + "plt.title('MIT - n° subjects: {}'.format(len(Lmit)))\n", + "plt.xlabel(\"s\")\n", + "plt.ylabel(\"$\\lambda$\")\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### Considerations\n", + "\n", + "
\n", + " \n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Multifractality\n", + "\n", + "We want to show that healthy human heartbeat require a large number of exponents to characterize its scaling properties, i.e. that it is a multifractal process. In order to do that we use a method called *detrended fluctuation analysis* (DFA). We compute the $q$-th order mean deviation from the trend, i.e. the $q$-th order fluctuation function\n", + "\n", + "$$F_{q}(s)=\\left({\\frac {1}{N}}\\sum _{t=1}^{N}(\\Delta_sB)^{q}\\right)^{1/q}$$\n", + "\n", + "For self-similar processes of length N with nonoverlapping windows of size $s$ the fluctuation $F$ depends on the window size $s$ in a power law fashion [7]:\n", + "\n", + "$$F_{q}(s)\\propto s^{\\alpha (q)}$$\n", + "\n", + "where $\\alpha$ should be a concave function of $q$ [9]. This is verified by making a plot it turns out to be confirmed for all scales $s$. \n", + "\n", + "## Long range temporal correlations\n", + "\n", + "For $q=2$, i.e. if we consider the fluctuation function $F_2(s)$, the exponent $\\alpha$ can be seen as a generalization of the so called Hurst exponent, which represents the long-range power law correlation properties of the signal:\n", + "\n", + "* if $\\alpha = 0.5$, there is no correlation and the signal b(i), the increment of the B(i) analyzed, is uncorrelated white noise; \n", + "* if $\\alpha < 0.5$, the signal is anti-correlated; \n", + "* if $\\alpha > 0.5$, the signal is correlated.\n", + "\n", + "So, in order to prove that human heartbeat presents long range autocorrelations we have to find that, for $q=2$, $\\alpha > 0.5$." + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [], + "source": [ + "def fluc_func(frame, q):\n", + " frame_c = frame.copy() \n", + " N = len(frame_c) \n", + " S = len(s_slide)\n", + " F = np.zeros((S,N))\n", + " FF = np.zeros(S) \n", + " for i in range(N):\n", + " frame_c[i] = np.abs(frame_c[i]).pow(q)\n", + " F[:,i] = (np.mean(frame_c[i], axis = 1)).pow(1/q)\n", + " FF = np.mean(F, axis = 1)\n", + " return FF" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "scrolled": true, + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "For q = 2 the values of the alpha exponent for each scale s considered are:\n", + " [ 0.6196742 0.63139605 0.61549943 0.65406727 0.64228845 0.66529552\n", + " 0.66041145 0.65594748 0.62329913 0.61057766]\n", + "Since all the values of alpha are greater than 0.5, the long range temporal correlation is confirmed.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "q = np.arange(1,21)\n", + "a_f = np.array([fluc_func(frames_f,i) for i in q])\n", + "\n", + "print('For q =', q[1], 'the values of the alpha exponent for each scale s considered are:\\n', a_f[1]/2)\n", + "\n", + "if q[i].all() > 0.5:\n", + " print('Since all the values of alpha are greater than 0.5, the long range temporal correlation is confirmed.')\n", + "else:\n", + " print('There is no long range temporal correlation.')\n", + "\n", + "\n", + "for i in range(len(s_slide)):\n", + " plt.plot(q, np.log(a_f[:,i])/np.log(s_slide[i]), label = \"s = {}\".format(s_slide[i]))\n", + " plt.xlabel('q')\n", + " plt.ylabel('α(q)')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "scrolled": true, + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "For q = 2 the values of the alpha exponent for each scale s considered are:\n", + " [ 0.6196742 0.63139605 0.61549943 0.65406727 0.64228845 0.66529552\n", + " 0.66041145 0.65594748 0.62329913 0.61057766]\n", + "Since all the values of alpha are greater than 0.5, the long range temporal correlation is confirmed.\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "a_mit = np.array([fluc_func(frames_mit,i) for i in q])\n", + "\n", + "print('For q =', q[1], 'the values of the alpha exponent for each scale s considered are:\\n', a_f[1]/2)\n", + "\n", + "if q[i].all() > 0.5:\n", + " print('Since all the values of alpha are greater than 0.5, the long range temporal correlation is confirmed.')\n", + "else:\n", + " print('There is no long range temporal correlation.')\n", + "\n", + "\n", + "for i in range(len(s_slide)):\n", + " plt.plot(q, np.log(a_mit[:,i])/np.log(s_slide[i]), label = \"s = {}\".format(s_slide[i]))\n", + " plt.legend()\n", + " plt.xlabel('q')\n", + " plt.ylabel ('α(q)')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Conclusion \n", + "\n", + "The scale invariance it's graphycally evident in the collapse plot and the quantitative results are comparable with the ones in the paper [1].\n", + "The results from the different procedures lead to the thesis that the heart rate is controlled to converge continually to a critical state, indeed we get:\n", + "- $1/f$ scaling;\n", + "- Non gaussianity of the PDF;\n", + "- stable values of lambda;\n", + "- Collapse plot;\n", + "- Multifractality.\n", + "\n", + "In the future it's possible to search different datasets to study the confidence level given by the model.\n", + "One other research can be done considering different \"non-Gaussian\" phenomena, in order to study the analogies and the differences [5]." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "source": [ + "# Thank you for the attention!" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Bibliography \n", + "\n", + "\n", + "[1] Ken Kiyono et al., Educational Physiology Laboratory,\"Critical scale invariance in a healthy human heart rate\", 2004\n", + "\n", + "[2] https://physionet.org/content/fantasia/1.0.0/ , 8/04/2020\n", + "\n", + "[3] https://physionet.org/content/nsrdb/1.0.0/ , 8/04/2020\n", + "\n", + "[4] Jiapu Pan and Willis J. Tompkins, senior memeber, IEEE, \"A Real-Time QRS Detection Algorithm\", 1985\n", + "\n", + "[5] Ken Kiyono et al., College of engineering, Nihon University and Educational Physiology Laboratory, \"Multiscale Fluctuation Analysis of Complex Signals\", 2007\n", + "\n", + "[6] Ken Kiyono et al., \"Increased Non-Gaussianity of Heart Rate Variability Predicts Cardiac Mortality after an Acute Myocardial Infarction\", 2011 (https://www.frontiersin.org/article/10.3389/fphys.2011.00065)\n", + "\n", + "[7] Eke et al., Fractal characterization of complexity in temporal physiological signals, 2002\n", + "\n", + "[8] Kobayashi, Masanori, and Toshimitsu Musha. \"1/f fluctuation of heartbeat period.\" IEEE transactions on Biomedical Engineering 6 (1982): 456-457.\n", + "\n", + "[9] Lin, D. C., and R. L. Hughson. \"Modeling heart rate variability in healthy humans: a turbulence analogy.\" Physical Review Letters 86.8 (2001): 1650." + ] + } + ], + "metadata": { + "celltoolbar": "Slideshow", + "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": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/collapse.png b/collapse.png new file mode 100644 index 0000000..eab07d1 Binary files /dev/null and b/collapse.png differ diff --git a/conclusion.png b/conclusion.png new file mode 100644 index 0000000..8ec2ed1 Binary files /dev/null and b/conclusion.png differ diff --git a/dataset1.PNG b/dataset1.PNG new file mode 100644 index 0000000..2d013e4 Binary files /dev/null and b/dataset1.PNG differ diff --git a/dd1.png b/dd1.png new file mode 100644 index 0000000..5983c28 Binary files /dev/null and b/dd1.png differ diff --git a/detrend.png b/detrend.png new file mode 100644 index 0000000..b717824 Binary files /dev/null and b/detrend.png differ diff --git a/ecg.mp4 b/ecg.mp4 new file mode 100644 index 0000000..cfcda6b Binary files /dev/null and b/ecg.mp4 differ diff --git a/intro.png b/intro.png new file mode 100644 index 0000000..0249b96 Binary files /dev/null and b/intro.png differ diff --git a/intro2.PNG b/intro2.PNG new file mode 100644 index 0000000..4406c81 Binary files /dev/null and b/intro2.PNG differ diff --git a/lambda.png b/lambda.png new file mode 100644 index 0000000..8ff5eb6 Binary files /dev/null and b/lambda.png differ diff --git a/probability1.png b/probability1.png new file mode 100644 index 0000000..ce50af3 Binary files /dev/null and b/probability1.png differ diff --git a/probability2.png b/probability2.png new file mode 100644 index 0000000..07dfd76 Binary files /dev/null and b/probability2.png differ