{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Stat 593 : Robust Statistics\n", "## Robustness and linear models\n", "### *Joseph Salmon* (with some help from Mathurin Massias)\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/jo/anaconda3/lib/python3.6/site-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n", " from pandas.core import datetools\n" ] } ], "source": [ "import sys\n", "sys.path.append(\"./../../../\")\n", "from random import shuffle, seed\n", "from share_code.utils import plt, sns, my_saving_display\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import statsmodels.api as sm\n", "from matplotlib import rc\n", "from sklearn import linear_model\n", "from sklearn.preprocessing import scale\n", "import matplotlib.animation as animation\n", "from matplotlib.ticker import MaxNLocator\n", "\n", "%matplotlib inline\n", "from IPython.display import HTML" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plot initialization\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "color_blind_list = sns.color_palette(\"colorblind\", 8)\n", "my_orange = color_blind_list[2]\n", "my_green = color_blind_list[1]\n", "my_blue = color_blind_list[0]\n", "brown = (0.64, 0.16, 0.16)\n", "\n", "dirname = \"../prebuiltimages/\"\n", "imageformat = \".pdf\" # should be .pdf or .png\n", "saving = True # True" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Toys examples: outliers with regression models\n", "(extracted from Rousseuw and Leroy (1987)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Load data: first toy example; y corruption case" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "toy_data_X1 = np.array([1, 2, 3, 4, 5]).reshape(5, 1)\n", "toy_data_y1 = np.array([2, 1.65, 1.55, 1.45 , 1.2])\n", "X_to_predict_toy1 = np.linspace(0.0, 7, num=50).reshape(50, 1)\n", "X_to_predict_toy1 = pd.DataFrame(X_to_predict_toy1, columns=['y-axis'])" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xlabels = 'x-axis'\n", "ylabels = 'y-axis'\n", "\n", "fig1 = plt.figure(figsize=(8, 6))\n", "plt.xlabel(xlabels)\n", "plt.ylabel(ylabels)\n", "plt.title('Raw data')\n", "plt.plot(toy_data_X1, toy_data_y1, 'o', label=\"Data\", markeredgecolor='k', markeredgewidth=1)\n", "axes = plt.gca()\n", "plt.xlim(xmin=0.5, xmax=5.5)\n", "plt.ylim(ymin=0, ymax=5)\n", "\n", "plt.legend(numpoints=1, loc=2) # numpoints = 1 for nicer display\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "if saving:\n", " my_saving_display(fig1, dirname, \"toy1_raw\", imageformat)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Fit regression model (with sklearn)\n", "skl_linmod = linear_model.LinearRegression()\n", "skl_linmod.fit(toy_data_X1, toy_data_y1)\n", "\n", "fig = plt.figure(figsize=(8, 6))\n", "plt.xlim(xmin=0.5, xmax=5.5)\n", "plt.ylim(ymin=0, ymax=5)\n", "\n", "plt.plot(X_to_predict_toy1, skl_linmod.predict(X_to_predict_toy1),\n", " linewidth=3, color=my_orange, label=\"OLS-sklearn\")\n", "plt.plot(toy_data_X1, toy_data_y1, 'o', label=\"Data\",\n", " markeredgecolor='k', markeredgewidth=1, color=my_blue)\n", "plt.plot(4,)\n", "\n", "plt.legend(numpoints=1, loc=2) # numpoints = 1 for nicer display\n", "plt.xlabel(xlabels), plt.ylabel(ylabels)\n", "plt.title('Raw data and fitted')\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "if saving:\n", " my_saving_display(fig, dirname, \"toy1_raw_n_OLS\", imageformat)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Adding corruption\n", "toy_data_damaged_y1 = np.array([2, 1.65, 1.55, 4.5, 1.2])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Fit regression model (with sklearn)\n", "skl_linmod = linear_model.LinearRegression()\n", "skl_linmod.fit(toy_data_X1, toy_data_damaged_y1)\n", "\n", "fig = plt.figure(figsize=(8, 6))\n", "plt.xlim(xmin=0.5, xmax=5.5)\n", "plt.ylim(ymin=0, ymax=5)\n", "\n", "plt.plot(X_to_predict_toy1, skl_linmod.predict(X_to_predict_toy1),\n", " linewidth=3, color=my_orange, label=\"OLS-sklearn\")\n", "plt.plot(toy_data_X1, toy_data_damaged_y1, 'o', label=\"Data\",\n", " markeredgecolor='k', markeredgewidth=1, color=my_blue)\n", "\n", "plt.scatter(toy_data_X1[3,],toy_data_y1[3], s=400, facecolors='none', edgecolors='r',\n", " linestyle='--',linewidth=2)\n", "\n", "plt.legend(numpoints=1, loc=2) # numpoints = 1 for nicer display\n", "plt.xlabel(xlabels), plt.ylabel(ylabels)\n", "plt.title('Raw data and fitted')\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "if saving:\n", " my_saving_display(fig, dirname, \"toy1_raw_n_OLS_damaged\", imageformat)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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RBlsHOAg4fZBN8z/Mnz+/2/OaGhsbtW7dOu3evVvvvPPObT03gMFr+3tbnX8HFVJo/rLu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\nb27odlt4OuqArly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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# Fit regression model (with sklearn)\n", "skl_linmod = linear_model.HuberRegressor()\n", "skl_linmod.fit(toy_data_X1, toy_data_damaged_y1)\n", "\n", "fig = plt.figure(figsize=(8, 6))\n", "plt.xlim(xmin=0.5, xmax=5.5)\n", "plt.ylim(ymin=0, ymax=5)\n", "\n", "plt.plot(X_to_predict_toy1, skl_linmod.predict(X_to_predict_toy1),\n", " linewidth=3, color='k', label=\"HuberRegressor-sklearn\")\n", "plt.plot(toy_data_X1, toy_data_damaged_y1, 'o', label=\"Data\",\n", " markeredgecolor='k', markeredgewidth=1, color=my_blue)\n", "\n", "plt.scatter(toy_data_X1[3,],toy_data_y1[3], s=400, facecolors='none', edgecolors='r',\n", " linestyle='--',linewidth=2)\n", "\n", "plt.legend(numpoints=1, loc=2) # numpoints = 1 for nicer display\n", "plt.xlabel(xlabels), plt.ylabel(ylabels)\n", "plt.title('Raw data and fitted')\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "if saving:\n", " my_saving_display(fig, dirname, \"toy1_raw_n_Huber_damaged\", imageformat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Load data: second toy example; x corruption case" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "toy_data_X2 = np.array([0.4, 0.8, 1.2, 1.6, 2.0]).reshape(5, 1)\n", "toy_data_y2 = np.array([1.2, 1.98, 2.6, 3.21 , 3.92])\n", "X_to_predict_toy2 = np.linspace(0.0, 7, num=50).reshape(50, 1)\n", "X_to_predict_toy2 = pd.DataFrame(X_to_predict_toy2, columns=['y-axis'])" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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g2qh2te1UhkX+AMALBBzUlEQioYnxMeVyOWWyWd2emdX21j3q/eh99qICAI8QcFCTkskk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\n/wPChF//2rAvsQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xlabels = 'x-axis'\n", "ylabels = 'y-axis'\n", "\n", "fig1 = plt.figure(figsize=(8, 6))\n", "plt.xlabel(xlabels)\n", "plt.ylabel(ylabels)\n", "plt.title('Raw data')\n", "plt.plot(toy_data_X2, toy_data_y2, 'o', label=\"Data\", markeredgecolor='k', markeredgewidth=1)\n", "axes = plt.gca()\n", "plt.xlim(xmin=0.1, xmax=5.5)\n", "plt.ylim(ymin=0, ymax=5)\n", "\n", "plt.legend(numpoints=1, loc=1) # numpoints = 1 for nicer display\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "if saving:\n", " my_saving_display(fig1, dirname, \"toy2_raw\", imageformat)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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/akdfJ1//q+Xqn6GXt2zUpYMG6tVvXy/uDw4AkY+Cg6hRXl6ua68br5PZ+fLf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\nLturp5//skZkDFfR2jUaeuh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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Fit regression model (with sklearn)\n", "skl_linmod = linear_model.LinearRegression()\n", "skl_linmod.fit(toy_data_X2, toy_data_y2)\n", "\n", "fig = plt.figure(figsize=(8, 6))\n", "plt.xlim(xmin=0.1, xmax=5.5)\n", "plt.ylim(ymin=0, ymax=5)\n", "\n", "plt.plot(X_to_predict_toy2, skl_linmod.predict(X_to_predict_toy2),\n", " linewidth=3, color=my_orange, label=\"OLS-sklearn\")\n", "plt.plot(toy_data_X2, toy_data_y2, 'o', label=\"Data\",\n", " markeredgecolor='k', markeredgewidth=1, color=my_blue)\n", "plt.plot(4,)\n", "\n", "plt.legend(numpoints=1, loc=1) # numpoints = 1 for nicer display\n", "plt.xlabel(xlabels), plt.ylabel(ylabels)\n", "plt.title('Raw data and fitted')\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "if saving:\n", " my_saving_display(fig, dirname, \"toy2_raw_n_OLS\", imageformat)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# toy_data_X2 = np.array([0.4, 0.8, 1.2, 1.6, 2.0]).reshape(5, 1)\n", "# toy_data_y2 = np.array([1.2, 1.98, 2.6, 3.21 , 3.92])\n", "\n", "toy_data_damaged_X2 = np.array([0.8, 1.2, 1.6, 2.0, 4.8]).reshape(5, 1)\n", "toy_data_damaged_y2 = np.array([1.98, 2.6, 3.21 , 3.92, 1.2])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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FH9yLe+n9Q09T+X0kHa+m4sWnIlfcAH1BpC/gtLe389JLL7Fv375h32M0bSScRnBERGRS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\ni5SCVaQUrALA3+3Bc3J/cEq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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Fit regression model (with sklearn)\n", "skl_linmod = linear_model.LinearRegression()\n", "skl_linmod.fit(toy_data_damaged_X2, toy_data_damaged_y2)\n", "\n", "fig = plt.figure(figsize=(8, 6))\n", "plt.xlim(xmin=0.1, xmax=5.5)\n", "plt.ylim(ymin=0, ymax=5)\n", "\n", "plt.plot(X_to_predict_toy1, skl_linmod.predict(X_to_predict_toy1),\n", " linewidth=3, color=my_orange, label=\"OLS-sklearn\")\n", "plt.plot(toy_data_damaged_X2, toy_data_damaged_y2, 'o', label=\"Data\",\n", " markeredgecolor='k', markeredgewidth=1, color=my_blue)\n", "\n", "plt.scatter(toy_data_X2[0,],toy_data_y2[0], s=400, facecolors='none', edgecolors='r',\n", " linestyle='--',linewidth=2)\n", "\n", "plt.legend(numpoints=1, loc=1) # numpoints = 1 for nicer display\n", "plt.xlabel(xlabels), plt.ylabel(ylabels)\n", "plt.title('Raw data and fitted')\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "if saving:\n", " my_saving_display(fig, dirname, \"toy2_raw_n_OLS_damaged\", imageformat)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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EAqqqrtax4yc0aWKuKisqVFxcPOzvG9lw0O/3q6GhQV1dXX3uf/HFF2vRokXu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\n3u42HKyvr++34eC0adPc9Ts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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Fit regression model (with sklearn)\n", "skl_linmod = linear_model.HuberRegressor()\n", "skl_linmod.fit(toy_data_damaged_X2, toy_data_damaged_y2)\n", "\n", "fig = plt.figure(figsize=(8, 6))\n", "plt.xlim(xmin=0.1, xmax=5.5)\n", "plt.ylim(ymin=0, ymax=5)\n", "\n", "plt.plot(X_to_predict_toy1, skl_linmod.predict(X_to_predict_toy1),\n", " linewidth=3, color='k', label=\"HuberRegressor-sklearn\")\n", "plt.plot(toy_data_damaged_X2, toy_data_damaged_y2, 'o', label=\"Data\",\n", " markeredgecolor='k', markeredgewidth=1, color=my_blue)\n", "\n", "plt.scatter(toy_data_X2[0,],toy_data_y2[0], s=400, facecolors='none', edgecolors='r',\n", " linestyle='--',linewidth=2)\n", "\n", "plt.legend(numpoints=1, loc=1) # numpoints = 1 for nicer display\n", "plt.xlabel(xlabels), plt.ylabel(ylabels)\n", "plt.title('Raw data and fitted')\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "if saving:\n", " my_saving_display(fig, dirname, \"toy2_raw_n_Huber_damaged\", imageformat)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "returned values: dict_keys(['alpha', 'raw.weights', 'best', 'raw.coefficients', 'quan', 'raw.scale', 'raw.resid', 'coefficients', 'scale', 'resid', 'crit', 'rsquared', 'method', 'intercept', 'RD', 'lts.wt', 'residuals', 'fitted.values', 'Y', 'X', 'raw.cnp2', 'cnp2', 'call'])\n" ] } ], "source": [ "# Fit regression model (with LTS)\n", "# obtained with priceless help from Olivier Grisel\n", "# rpy2 is available via pip: pip install rpy2\n", "from rpy2 import robjects\n", "import rpy2.robjects.packages as rpackages\n", "from rpy2.robjects import numpy2ri\n", "from rpy2.robjects import pandas2ri\n", "\n", "numpy2ri.activate()\n", "pandas2ri.activate()\n", "\n", "utils = rpackages.importr('utils')\n", "utils.chooseCRANmirror(ind=1) # select the first mirror in the list\n", "if not rpackages.isinstalled('robustbase'):\n", " utils.install_packages(\"robustbase\")\n", "ltsReg = rpackages.importr('robustbase')\n", "\n", "ltsReg = robjects.r['ltsReg']\n", "ltsReg_fit = ltsReg(toy_data_damaged_X2, toy_data_damaged_y2)\n", "ltsReg_fit_dict = dict(zip(ltsReg_fit.names, list(ltsReg_fit)))\n", "print(\"returned values: \", ltsReg_fit_dict.keys())\n", "\n", "as_matrix = robjects.r['as']\n", "\n", "# getting coefs:\n", "raw_coef = robjects.r.coef(ltsReg_fit)\n", "coefs = np.array(as_matrix(raw_coef, \"matrix\"))\n", "\n", "# getting some other results:\n", "# beta_0 = np.array(as_matrix(ltsReg_fit_dict[\"intercept\"], \"matrix\"))\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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hxVQiIhIOQl5wypcbY0yCf9v0mj6PMSa/ks2NTiKa1DNPPPEEL7300lHjoUOH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\nZTmZiIhI+FHBqQe8Xi933nk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8, 6))\n", "plt.xlim(xmin=0.1, xmax=5.5)\n", "plt.ylim(ymin=0, ymax=5)\n", "\n", "plt.plot(X_to_predict_toy1, coefs[0][0] + coefs[1][0] * X_to_predict_toy1,linewidth=3, color='k', label=\"LTS\")\n", "plt.plot(toy_data_damaged_X2, toy_data_damaged_y2, 'o', label=\"Data\",\n", " markeredgecolor='k', markeredgewidth=1, color=my_blue)\n", "\n", "plt.scatter(toy_data_X2[0,],toy_data_y2[0], s=400, facecolors='none', edgecolors='r',\n", " linestyle='--',linewidth=2)\n", "\n", "plt.legend(numpoints=1, loc=1) # numpoints = 1 for nicer display\n", "plt.xlabel(xlabels), plt.ylabel(ylabels)\n", "plt.title('Raw data and fitted')\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "if saving:\n", " my_saving_display(fig, dirname, \"toy2_raw_n_LTS\", imageformat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Load data" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Unnamed: 0 speed dist\n", "count 50.00000 50.000000 50.000000\n", "mean 25.50000 15.400000 42.980000\n", "std 14.57738 5.287644 25.769377\n", "min 1.00000 4.000000 2.000000\n", "25% 13.25000 12.000000 26.000000\n", "50% 25.50000 15.000000 36.000000\n", "75% 37.75000 19.000000 56.000000\n", "max 50.00000 25.000000 120.000000\n" ] } ], "source": [ "# Original url:\n", "# url = 'https://forge.scilab.org/index.php/p/rdataset/source/file/master/csv/datasets/cars.csv'\n", "# Alternative url:\n", "url = 'http://josephsalmon.eu/enseignement/TELECOM/MDI720/datasets/cars.csv'\n", "dat = pd.read_csv(url)\n", "\n", "print(dat.describe())\n", "\n", "y = dat['dist']\n", "X = dat[['speed']] # Beware dat['speed'].shape = (50,), issue with sklearn API\n", "n_sample, _ = X.shape\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data only" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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3qNyp3p2SuiWljDFnJY272RlZa/uNMX1uENMm6ay/781C+wEAQGMKNcBxA5kJSYdLHDPv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\nbBYVAPiRwQEAAIlDgAMAABKHAAcAACQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xlabels = 'Speed'\n", "ylabels = 'Distance'\n", "\n", "fig1 = plt.figure(figsize=(8, 6))\n", "plt.xlabel(xlabels)\n", "plt.ylabel(ylabels)\n", "plt.title('Raw data')\n", "plt.plot(X, y, 'o', label=\"Data\", markeredgecolor='k', markeredgewidth=1)\n", "axes = plt.gca()\n", "plt.xlim(xmin=0, xmax=30)\n", "plt.ylim(ymin=-30, ymax=140)\n", "\n", "plt.legend(numpoints=1, loc=2) # numpoints = 1 for nicer display\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "if saving:\n", " my_saving_display(fig1, dirname, \"cars_data_plot\", imageformat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data and OLS estimator" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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uQd5zS6FYLDhT/i8Ytz+BpmP/cd4xIgq6G+bBMGU5olOGuj8ZecQEh4hIBfyZ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\nlEcQM/DSgFwv1D9DruVEROGCCQ4BCL8eKIrFgjP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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_with_cst = sm.add_constant(X)\n", "X_to_predict = np.linspace(0.0, 30.0, num=50).reshape(50, 1)\n", "X_to_predict = pd.DataFrame(X_to_predict, columns=['speed'])\n", "\n", "# Fit regression model (with sklearn)\n", "skl_linmod = linear_model.LinearRegression()\n", "skl_linmod.fit(X, y)\n", "\n", "fig = plt.figure(figsize=(8, 6))\n", "plt.xlim(xmin=0, xmax=30)\n", "plt.ylim(ymin=-30, ymax=140)\n", "plt.plot(X, y, 'o', label=\"Data\", markeredgecolor='k', markeredgewidth=1)\n", "plt.plot(X_to_predict, skl_linmod.predict(X_to_predict), linewidth=3, color=my_orange,\n", " label=\"OLS-sklearn\")\n", "plt.xlabel(xlabels), plt.ylabel(ylabels)\n", "plt.title('Raw data and fitted')\n", "plt.tight_layout()\n", "plt.legend()\n", "plt.show()\n", "\n", "if saving:\n", " my_saving_display(fig, dirname, \"cars_data_plot_regression\",\n", " imageformat)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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9/NRD72GAQ0REvV56ejpShw7G8WiBxs+KUb83H9EjbkJotB4dTXVoOvQOQqMT\n0G/UrUhpkhg1apS/u+yS9rrvUbVzLWrfeRZKa7NFW5/+lyJpyqOIGzsTutDgCQuC55kQERF5oGDr\nFowdPwH9rslFePJQNH/zH7RVH0dIZAySpy5FW+W3aP84HwV7dvu7q05rqzmJ6jdXo/a9jVDazlm0\nRQy4HElTlyH2mpxub48PRAxwiIiIAKSlpWHvnt2YMWs2juwrRLiYgNDEFKC5Dk0712BwykAUBMg0\nDW3Vx1D1+u9Q9/5zUNpbLdoiLr4SybcvQ7/0O6ELce7OsUDEAIeIiMgoLS0NBw/sR1lZGQoKC1FZ\nVYPkpKGY8adFAVHYr/X0YVS9vhJ1H/4D6Gi3aIscOhrJty9DzNVToNPp/NTDnsMAh4iIyEp6enpA\nBDQmLd9/haodT6F+71bA0GHR1nf4WCTdvgwxP5rYKwIbEwY4REREXlZWVob8bdtQVV2LpMR45Obk\n+CRgOnfiEKpeewoN/8kHFINFW5S4HklTlyH68sxeFdiYMMAhIiLykvLycsyYORtHT3yHsEuvhy46\nHsoXR7D+uSkYnDIABVu3eCWH59yxT1G540mc2f8KoCgWbdGXZ6qBzWUTPD5OIGOAQ0SkQT01AkDe\nU15ejrHjJyDsmlzEZ1vV0Rk3E6cOFmPs+AnY60Gi8tlvy1C1YwXOHHi1S1v0yIlInroMUZdkuP0c\nggkDHCIiDempEQDyvhkzZyPsmlzEXNm1ErIuJBQxV05EI4AZs2bj4IH9Lu27+ZuPULVjBRo/fbNL\nW8xVU5B8+2PoO+wad7selBjgEBFpRE+MAJBv7N+/H0dPfIf47GyH60WPzMaRfYUoKytzakSuSX6A\nqldXoOlQcZe2fqOnIen2x9B38NVu9zuYMcAhItIIX44AkG8VFBaqI27dFMzThYQiXExAQWGh3QBH\nURQ0l7+LylefQPOXVkUFdTrEXjMDSVMeRWTKSG91PygxwCEi0gBfjQBQz6iqroUuOt65laP0qKyq\n6bJYURQ0ff42Kv/9BM5+U2rZqAtB3NiZSJryW0QM4OidMxjgEBFpgDdHAKjnJSWquVJOaa5DctLQ\nzoeKoqDxv6+jcseTOFfxseW6oWHQZ8xG0pTfos+Fw73X4V6AAQ4RkQZ4YwSA/Cc3Jwfrn5sCZdxM\nh0GqYuhAm9yN3D8vhmIw4MyBf6Nqx5M4d/QTyxVDw6G/bi6SJi9Fn+ShtndGDjHAISLSAE9GAMj/\n0tPTMThYsfwXAAAgAElEQVRlAE4dLLaZQ2XSdLAYQy8egGFtX6Ni2T1oOfG5RbsuPAL6CXlIunUx\nwhNTfN3toMYAh4g0qbfVgXFnBIC0xTQbeSPUXCmLu+AMHTh38C1kntyC/81Kxsm/3W2xra5PX8Tf\neD8SJy1EePyAHu55cAqIAEcIsRhAnfGhXkq52kZ7BYAEAJBSbuzZHhKRt/TWOjCujAAMuXggRo0a\n1YO9I2fYmo0cUXqENtcgq/kt3CdacNEFLUD1mc5tdBHRSMh8EImTHkZY7AV+7H3w0XyAI4RYbB7Q\nCCFGmS8TQqwCsE9KWWh6LISYbnpMRIGjt9eB6W4EoOlgMdo/zkfBnt32d0J+ZT4beeG2l3HhD//B\nWHyGfh0NFuuF9I1FQtYvkXDLrxDWL8lPvQ1umg9wAOQC6AxwpJQHhBCPmLXPk1IuMXtcDGAJAAY4\nRAGmt9eBsTcCgOY6tH+1G4NTBqIgSIO7YGJoPYehtR9hbsvLaO84YdEWEh2PxJt/hYTshxAarfdT\nD3uHQAhwaoQQ2wDkSSnrhBDzAOQD6miOrfUBZPVkB4nIc6wDozIfASgoLERlVQ2Sk4Zixp8WBeXz\nDSaGlmbUvrcR1W+uRnvdKYu20JhEJE58GPFZDyK0b6yfeti7BEKAMx/qqMy3QoiVACrMLj8lQA1o\nzNUBgBBCL6Wsg5OEEGU2Fvdxo79E5AbWgbGUnp4e1M8vmBjONaLmnWdRvXMtOhp+sGgLjb0AiZMW\nIeGm+xESGeOnHvZOmg9wpJQVQogNUAOdVVAvV5kCHD2MicVmTAFPAs4nJhORxrEODAWajuZ61JT8\nBTVv/QEdjdUWbWH6AUi8bTHiJ+QhJCLKTz3s3TQf4BiDm21SymHGy1OrhBCpUsoc2A5gTAGPS99+\nUsouP5WEEEMAfOtil4nIDawDQ4Gio6kW1W+vQ83b62BotvwzFJaQgqTJS6G/7l6E9In0Uw8J0HiA\nY8qxkVKWGP+/UQhRAuCwcZUaqKM45vTGdTl6QxRAWAfGUm+rAxQI2s9UoeatP6Cm+M8wnDtj0Rae\nPBRJkx+Bfvw90IUxu0ELNB3gQB2NOWy+wHjJqtD47wNCCOtAJgFASQ/1j4i8hHVgVL21DpCWtdef\nRnXRM6jZ9TcoLU0WbX0uHI6kKY8ibuws6MLC/dRDskXTAY6UskQIMd98mRBCD7Won8lGq7o32QA2\n9FQfich7ensdmN5eB0hr2mq/Q/Wba1D73gYorWct2voMSEPylEcRe20udKGa/lPaa+kURfF3HxwS\nQqRCTTDuHMmxrlRsVsk4FUCdtyoZm3Jwdu3ahUGDBnljl0TUjfLycrUOzLGTtuvABPEIxsirR+NU\n/7EOR7AaPy3CRaf3BmUdIK1oqz6Oqjd+h7r3n4PS1mLRFjFoJJJufwyxY+7q9o4/8tyJEyeQmZkJ\nAEOllEdc2VbzYaeUsgJq4T5H66x21E5EgaO31oFhHSD/a638FlWvrUTdnheAjjaLtsjBVyPp9mXo\nN2oqdCEh/ukguUTzAQ4R9U69rQ4M6wD5T8v3X6PqtadRX7oFMHRYtEWmXoPkqcsRc+Wt0Ol0fuoh\nuYMBDhGRBrAOUM9r+a4cVTueQv1H/wIUg0Vb30vGIXnqMkRfcTMDmwDFAIeISANYB6jnnDt+EFU7\nnkTDvm2AVR5qVNqNSJ66DFGX3cDAJsAxwCEi0gDWAfK9s0cOoGrHkzhT9n9d2qKvuFkNbC4d74ee\nkS8wwCEi0gDWAfKd5sP/QdWrK9D46Rtd2mKuvA1JU5chati1fugZ+RIDHCIijejtdYC8rfmrD1H5\n6hNo+vztLm39Rt2BpNsfQ9+hTNQOVgxwiIg0Ii0tDXv37FbrAO0rtF0HiEX+HFIUBc1f7kblq0+g\nufxdy0adDrGjpyPp9scQefGP/NNB6jEMcIiINKS31gHylKIoaDpUgqpXV6D5qw8sG3UhiPvxT5A0\n5beIGHi5U/vjXGCBjwEOEZEG9bY6QO5SFAWNn+1E1asrcPbwR5aNIaGIy5itBjb9L3Fqf5wLLHgw\nwCEiooCjKAoaP9mByldX4NyRMsvG0HDox89B0uSl6HNBqtP75FxgwYUBDhERBQzFYMCZ/a+gcseT\naDn+mUWbLqwP9BPuQ9JtSxCeeLHL+54xczbCrsm1eRebLiQUMVdORCOAGbNmcy6wAMAAh4goCAVb\nDoli6EDDf/JRteMptHz3hUWbLjwS8TfOR+KkRQhPGOjW/jkXWPBhgENEFESCLYdE6WhH/d6tqHrt\nabR+/5VFm65PFBIyH0DixIcRpu/v0XE4F1jwYYBDRBQkgimHRGlvRd2eF1H1+kq0VVZYtIVE9kNC\n9i+RcMuvEdYvySvH41xgwYcBDhFRkAiGHBJD6znUffB3VL+xCm3VxyzaQqLikHDzr5CY/RBCYxK8\nelzOBRZ8QvzdASIi8pwphyR6pBM5JMdOoqyszOF6Pc3Q0ozqt9fhm0XD8P2LD1oEN+d0kWgb+wtc\n8sxRXHDn414PbgB1LrD2r96HYuhwuF7nXGA5OV7vA3mXywGOEOImIcR6IcTHZsueFUJc5d2uERGR\ns9zJIdECw7lGVL25Fl8vHIrTW3+F9rrvOttq2yPwbMO1mPLNrbhu2b9x1fhMlJeX+6QfprnAmg4W\nO1yPc4EFDpcuUQkh8gD8DsAmAObZVQcArAJwi/e6RkREzgq0HJKOsw2oLfkrqoueQUdjtUVbdUcU\nCuPuRlH0rWgJiUS4AOIz7vF5DhHnAgsurubgLAaQJ6XcLoRYbLa8BMB673WLiIhcESg5JB1Ntah5\n+0+oLl4HQ1OtRVtVazheahmL9y5ZgFZdhEVbT+QQcS6w4OJqgJMI4LDx34rZcj2Ab73SIyIicllu\nTg7WPzcFyriZDi9TdeaQ/Hmx3XUA79fRaW+sRk3RH1BT8mcYzjZYtIUnDUbTyJm4c8nziLnnYeh0\n9vvv6zo0nAsseLga4GwDsFkI0ZldJYQYAqDA2EZERH5gyiE5dbDY5l1UJt3lkHi7jk57ww+o3vkM\nat/5GwznGi3awi8YhuQpjyIu46dY8tgyKMMnaKYODecCC3wuBThSyvlCiG0AKgBACPE1gFQAr0gp\nH/FB/4iIyEme5pB4s45OW90pVL+5BrXvrofSetairc9FAklTHkPcj++GLlT9MxRoOUSkfS7XwZFS\n5gghRuF8knGJlJKXp4iI/MzTHBJv1NFpqzmBqjdWoW73JihtLRZtEYOuQNLtjyF2zPQuIzWBkkNE\ngcPVu6huAjBKSrkW6p1TpuX5ADZIKd/xcv+IiMgF7uaQeDoXU2vlEVS/8TvUvv93oKPNYpvIi69C\n0tRl6DfqDuhCbFcn8XYOEZGrIzirAGywsXyXsW2Mxz0iIiKPuZpD4u5cTK2nv0HV6ytR9+GLQEe7\nxbqRQ8cgeeoyxFw1GTqdrtv+eiOHiMjE1QAnHYCtccl9AFZ63h0iIvIHV3NgOiorcHLDz1C/dyug\nGCya+w4fi+Q7/hfRV9zcbWBjjnVoyJtcDXAqAAwF8F+r5QkAaruuTkREgcDZHJjBbUdwV7+dyGw7\nhvpSy7aoyyYgeepyRKXd6FJgY8I6NORNrgY4G6HeJl4hpfwUAIxTNBSAIzhE5EXersNCjnWXA5Pa\nVoG7G1/G+HOlQD/LtugR2UiaugzR4jqP+8E6NOQtrt4mvloIMQzAJ0II80J/m4yJxz4hhNADeATq\npbAEAPullOZJzouhji4lGPu50Vd9ISLf8nYdFnKOvRyYS1q/wk8aX8aPWz7usk3Mlbci6fZliBr+\nY5/0hwENecKd28TnCyFWARgFtZrxAV/eJm4MbnZJKdONj+dBDXZyjI9XAdgnpSw0PRZCTDc9JqLA\n4c06LOQ68xyYdJGCWc0FGN1iY9bxS27C0Fmr0Hfo6B7vI5GzXA5wjKoAvG16IISIBQApZYPdLdxn\nceeWlHKjEKLArH2elHKJ2eNiAEsAMMAhCjDeqMNC7ktLS0PpP9fi4Mb/wcjaMxZtBgX4uEGPH//q\n77j8hjv91EMi57laB+cuqHk4eqsmHdTRHMf3F7pnHoBh5guklHXG/ti6T7AGQJYP+kFEPuRpHRZy\nn6IoaPriHVS9+gQg38fIGLM2AN/2vRwDpv0v7r15ht/6SOQqd+rg7II6olLh/e5YEkKkGv+Zagxm\nEgDopZSrjcsToAY05kzBj94UCDl5LBvjsOjjYpeJyE3u1mEh9ymKgsbPilC1YwXOfrPXsjEkFHFj\nZyFpym8x4iLhnw4SecDVACcBwGIp5REf9MUWU4ADsxybxUKIVcbLUnpjn8yZAp4EGIMdItI+zkXU\ncxRFQeMnr6Fyxwqc+9bqUl9oGPTj7kHS5EfQ58JhtndAFADcuU08E8BzPuiLLaZvMPNPYAmAMqh5\nNrYCGFPA49K3nymJ2ZxxpnTOs0XUAzgXke8pBgPOlP0fKnesQMuxTy3adGF9oL/uXiROXoo+SYP9\n1EMi73E1wNED2CiEWAp1LiqLIEJK+QtvdcyozrjfOutlxruratA1H0hvYxsi0jjORWTJm3WAFEMH\nGj7ehqodT6Ll5CGLNl14BOJvmIfEWxcjPGGQT45P5A+uBjipUHNwACDe+J+J0nV1z0gpK4QQdUKI\nVCmlKefHPIA5IISwDmQSoI7yEFEA4VxEKm/WAVI62lH/0b9Q9dpTaD0lLdp0faIQf9P9SJy0EOH6\ni3xyfCJ/crXQ382+6ogDK6HeFWUq3pcL9fKUyUarujfZsD0hKBFpXG+fi8hbdYCU9lbUfbgFVa+v\nRNsPhy3aQiJjEJ/5IBIn/gZhsRf45PhEWqBTFK8PvHidsVJxJ7O7qMzbK6COMNV5q5KxKQdn165d\nGDRoUHerE5EXlJeXq3MRHTtpey6iIB5BGHn1aJzqP9bhCFbjp0W46PRem3WADG0tqPvgeVS/8Tu0\nVR21aAvpG4uE7IeQcMuvEBaT6JPjE3nbiRMnkJmZCQBDXb3ByeVCf8a5p7IAdPmESCkfcXV/zrAO\naFxtJ6LA4a25iAIth8STOkCG1rOo270ZVW+sQnvtSYv1Q6LjkXjLr5GQ9UuERlunLHrn+FoUaK8/\neZ87hf62QU0wvhrAJ8amUVDvbPJJgENEvY+7cxEFag6JO3WArr7iMtS+uwHVb65Be/33FuuF9ktC\n4sSHEZ/5AEL7xvrk+FoMGAL19Sfvc3UE53cApksptwshaqSUo4HO+aF4zyYR+VUg55C4Ugeob3QU\nhpx+B18//Bw6zlRatIXGXYikSYsQf9P9CImI9snxtVqHKJBff/I+VwOcYTh/h1KFEGKwlPIo1Pmf\n9oMjOETkR4E8l5UzdYCiDE24vek1TL2gAHEdregwmy4qLH4gkm5bAv2E+xDSp69Pjt9Jo3WIAvn1\nJ+8LcXH9AwBM08fmA1htnGjTVFWYiMgvTDkk0SOdyCE5dhJlZbZmZ/Gf3JwctH/1PhRDR5e2GMMZ\nzDqzFS/8cC9+1vgS4kJbO9vCEy9G/3uexfA1h5GQ/Uu3gpvujm+usw5RTo5bx/GVQH/9yftcDXBW\n4vz0CRuhBju1UCfEXOrFfhERucSdHBItMdUBajpY3LkstqMe9zT8Ay/8cC9mNf4LMUpTZ1t4ciou\nunczhq/+Ggk33Y+Q8AivH98WrdYhCvTXn7zP1To4r5j9ux7AMCHE1QAqjI+JiPwiGHJITHWA+oQ0\nYfbFtbjt7E5EKi0W6xxtDMXg3Ccx/K6F0IW6fCOsQyufeBy3T5sOxaAg5sqbu9Qhavz0bdS+uxkv\nbNdecBAMrz95l6t3UQ2xvg9dSvmJEOIqIURdD07CSURkIRhySIZfGIvS/70FrfteQJ9myxplFWfC\n8FptChb8ZQcuH3GFT47/yLLHEXvtXWg8WIL6jwoQPeImhEbr0dFUh6ZD7yA0OgGx196FR5Y/jsmT\nJ/ukD+4KhtefvMvVS1SH7SwfBlYPJiI/0loOSVlZGRYvXYp78+Zj8dKlDnM+WquO4tQ/HsA3i1KB\nspfQJ+R8cPODLhHvxt+Bi35big3vVvgsuDHlsMSNzcVFP3sGyXc+CkBBW/VxAAqS73wUF/3sGcSN\nzdVkDovWXn/yP1fHN3V2ltfhfPIxEVGP08pcVq7UYWn9oQJVr69E3Z4XgI52i/1EDh2N5NuXIe3q\nKbhBZ++r13usc1gi+g9HRP/hXdbTah0crbz+pB1OBThCiBqok2kqQohqG6vEQy30R0TkN/6ey8rZ\nOiylO/6BuC/yUV/6EmA14tB32I+RNHU5Yn40EboeCGxMgiGHxd+vP2mLsyM4eVBHbwqg3i1l/c6u\nkFJ+0mUrIqIelJaWhr17dqtzWe0rtD2XlQ+LvHVXh+Xyy9NwV6wehg23ot4qdom69Dok3bEc0Zdn\n9mhgYxIMOSz+fv1JW5wKcEx3TwkhSqSUm3zbJSIi93lrLitXOZrLaUjbt/hJ48sYd64UIZGWycPR\nl2ciaeoyRF82wWd9c0ZuTg7WPzcFyriZDm+17sxh+fNiu+v4k79ef9IeV3NwNgghbpJSvgMAQoiF\nAOZDTT6+n3dREZFWuDuXlbts1WEZ3vYNfnLmZYxt+ajL+iciUjF+0RZEXZLRY310JNhyWHr69Sft\ncWcuqvkAIITIA7AKwP0AcgCsB2D/U0FEFMTMc1hE65f4SePLuKal63QAH0Vcg+dODIQYmIybNRLc\nmARyHRwia+7MRWX6xOYAKJRSbhJClAHY59WeEREFkKTEeIys2If7qpdhVGvXlMQPI8biX/3uRkX4\nMDQc2oLxVyb4oZeOBXIdHCJrrgY4dQCGCiGOAMgCMN24XDG2EREBUOvA5G/bhqrqWiQlxiM3Jyco\nLxkoioLm8ncxO6QEcwaVAeeniYIBOnwQOR75Mbk4Ej5EXb+HclhcPf+dOURzl0M/biZavv8GzV+V\noq36OEIiY5B856OI6D8ciqEDR/4+H2VlZUH5elLwcDXA2QTgXagBTYWUcrtxeS6AXd7sGBEFJlfq\nwPiDoihQWppgaGlCSEQ0dBHRbt21pCgKmj5/G5X/fgJnvymFeVpuB0Kwu+8E5EfPwPHwFIvttFSH\nx1yg18EhsubqXFRLhBDFAOIAlJg1HQYrGRP1es7Wgdnbw7fqKoqCZvkB6nZvRtOX76K95kRnW1jC\nIERfdiP0E+5DlLiu22BHURQ0fvoGKv/9BM59a3VlPiQMrx8Jw9bo6ai7PEezdXhsnf9gqINDZM7l\nmdqklCU2lvHWcSLqtg5MzJUT0QhgxqzZOHigawKuLzR/sxffv/ggzh21XaqrveYE6ku3oL50CyIH\nX43+P/srooaP7bKeYjDgzIFXUbVjRdd9hYZDf91cJE1eiilV57Bl1mzUfDRfc3V4HJ3/YKiDQ2TO\nYYAjhMgHkG+6FCWEeNbR+lLKX3ixb0QUQBzVgTEXPTIbR/YV9kgOR3XR73H65YWAonS/MoBzRz/B\nkSfH4cK71yJx4m8AqCMvDfteQdWOFWg58bnF+rrwCOivvw9Jty1BeKJ6KSotGZqrw2PO3vkPljo4\nRCbdjeAMA5Bg9dge575BiCgo2aoDY0tP5XBUF/0ep//1sOsbKgpO/+thKIoB4XEXoXLHk2g99aXF\nKro+fRF/4/1InLQQ4fEDbO5GC3V4bLF3/oOtDg6RwwBHSjna6vHNvu0OEQUqLeVwNH+zVx258cAP\nLy/qskwXEY2EzAeROOlhhMVe4NH+vc0b559zOVEwcTkHh4jIFq3kcCiKgu9ffNDpy1LOCOkbi4Ss\nXyLhll8hrF+S1/brTd44/5zLiYKJs7OJXwW1gnGq8b8K438FUsp3fdc9IgoUWsnhaJYf2E0odkfc\n+LnoP/MZhDo7OuIlrtax8db551xOFCy6SzKOBbANQDbUgOYA1Ho3CQDGAJgvhNgPIEdKedTHfSUi\nDdNKDkfd7s3e3aHS0aPBjbt1bLx9/jmXEwW67kZwDkCtUJwupezyk0gIkQq1/k2JECJdStnggz4S\nUYDwdw6HoihoKn/Hq/tsKu+5QWpP6wj5+/wTaYlOsXOdWgixHsBo60RjO+vuB/CxlPIBL/fPr4QQ\nQwB8+4+7ktG/3/lYMPaaGUjIfACGlmYc+/2tXbbTj58D/XVz0H6mCif+Mr1Le/xNv0Dctbloqz6O\nkxtnd2lPnPgw+l09BS2nJE69ML9Le9LtjyFmRBbOHf0vvv/nr7q0XzD9aURdkoHmr0vxQ+Fvu7T3\nn/lHRA6+Co2HSlC148ku7RfN2YCIiwTOfPIaqoue6dI+cN4WhCemoP4/+ah9p2vlgEH/U4iwfkmo\n++AF1O15oUv7xb95EyERUajZ9Tc0fFzQpX3II+8BAKreXIvGT1+3aNOF98XghTsBAJWvrkDTF5YF\ntENjEpHyy1cAAKcLHsHZw3st2sPjB2Hg/S8BAL7f+iucO/Zfi/Y+F16KAfduBAB89/d5aD39lUV7\n5MVXof+sPwIATq7/KdpqT1i09x02FhfOWAkAOP7nu9DRWG3RHn15JpKnLgMAHF07CUrbWYv2mCsn\nI+lWNTn2yMobYC0Q3ntH2+PxWN6duENfgZAoPRASBhjaoTTX4eWa4Vjz3CtIMZz0yXtvQN4L+OZh\n7+f2XLbhDEIiY7y+X2sjrx6NU/3HOhyBafy0CBed3mu3jlB5ebmaQ3PspO0cGj9XkiZyxYkTJ5CZ\nmQkAQ6WUR1zZ1tEIzgycn2uqO0sB5APweYAjhNggpZxvtWwx1EtoCQAgpdzo634QkW1paWnY8vzf\ncfj5X6KyshJtbe0ID49E8vCRmD7/OUQOTkPjoZM+ObbS0uz0uhE1QIuT810+vuwRTL17jkuXbNye\nC8rDOkLMoSFSORrB6ZBSOi6o4MH67hBCrAKQJaVMt1q2T0pZaOuxh8cbAuDbXbt2YdCgQZ7ujoh8\nzHCuEV/O7+f1/WYfnoYzcq9Tc2nZzKFpqkX7V+873H7x0qXY/MERxF7XdWTNWsMHW5B3/VCsWrnS\no+dFpHWejOCE+KRHPmDM97FlnlUwUwz1ji8i6mV0EdEI09suvOeuH0KSET7+XsTPXY9TF47F2PET\nUF5ebnNdUw7Nqf5jET93PWKvm41+oyYj9rrZ3W6vpTpCRMEgYAIcAFlQg5dOQghbtwHUGNclol6k\nrfY7nP7nb9DecNqr+/0sYiSA83M5hV2TixmzbI+ymM8FZX2rdnfbJyWqIz1Oaa5DcpKT19eIeilH\nOTg6IURHj/XEASFEFoACANYJzwlQAxpzdcZt9FLKuh7oHhH5UVv1MVS9sQp17z8Hpa3F6/t/K8qy\ngLu9HBjOBUWkLY4CnCU91ovu6aWUdUKILsthOVcWcD7gSYAx2HGGEKLMxuI+TveQiHpUa+W3qHpt\npXqnXkebRZuuT18orWdtb+iCr8OG4VD4CMt925nLiXNBEWmL3QBHSrmmJztijxBiuoOEYVsBjCng\n4QVqoiDU8v3XqHrtadSXbgEMloPMkanXIHnqcoREx+PoU+M9mq7BAB3+FvcLQKfr2mgjB4ZzQRFp\ni6bnojImFjsahamBOopjTg8Arl6eMr8zy+z4QwB868p+iMg3Wr4rR9WOp1D/0b8AxWDR1veScUie\nuhzRV2RDZwxILrx7rXuziRtt7vdzyD6X2W60MZcT54Ii0hZNBzgARgFINUsmHgNAb6x7UyilPCCE\nsA5kEgCU9GQnicj7THVkUHkYE8I+x5BzEjpYjshEpd2I5KnLEHXZDZ2BjUnixN8A0OH0yw+7NJJj\ngA6b+/0c/465w2a7vRwYrc0F5WodHqJgo+kAx/rSlBBiHoBUKeVqs8UbrS5jZUOdPoKIApCpjkxE\nw1H8/KoITIg5CbRbrhN9xc1qYHPpeIf7Spz4a/Qd/mN8/+KDTk3AWXE2CqvP3opjF9kObgD7OTBa\nmQvK3bmsiIKNpgMcc8bgJgfqiM5iABullHVSyiVCiMVCiOlQZzo/7I0if0TU88rLy3Hv5Aw8NEaP\ncRFVXdpLWwbj7/vq8dzSPyLqUuf+SEcNH4uh/68MzV/tQd3uzWgqfwftNeen2AhLGITotJugn3Af\n0JGIz667AWHt/d3KgfF3Do2nc1kRBRO7lYyJlYyJelLzVx/i30tvxVX9us7ZWxrxY7zc7258Ez68\n27mYnGE41whDSxNCIqK7zDHl6VxO/pwLyhtzWRFpia/moiIiPwr0HIqXXnoJf/7r31Bbfwbxcf3w\nywcfwE9/+lOLdRRFQfOXu1H56hNoLn8XV5nNsmCADh9GjsO/YnJxJPx8Qm53czE5IyQyxu7kmZ7m\nwPhrLihvzWVFFCwY4BBpTKDnULz++uvImfkztHYYEPOjmxE2KBGnz1Tjnvn/g7wHHsK2f76I2267\nDU2HSlD16go0f/WBxfYdCMHuyOuRHzMDx8Mv7rJ/e3VkXPH9VnUmdNPM8La4mwPjre1d5WkdHqJg\nwwCHSEMCPYfi9ddfx+3TpiP+pjxc8CPL/uuv+ykaP3sbax68EwN2DUNkjbTY1gAdipovxfbBv8F3\nYQMdH8jDuZjOHfuv29tqFeeyIrLEAIdIQ8znMrJmmsuoEcCMWbM1mUORM/NniL8pD/2usuq/omBs\n6z78ZNBbuOTCdsA8uAkNh378HGz+IgR/3FuH2GHdBDeA3ToyvZk36vAQBRMGOEQaEeg5FC+++CJa\nOwy44Efn+69TDBh3rhR3N76M1PYjFusbdGFIvGkekm5bgvDEi3FbWRnW/kM7czF5mgPV0zlU3p7L\nKtBzwIgY4BBpRKDnUPz12fWI+dHN0IWEIkTpwHXn9uDuxnwMbj9msV4L+uDftYPxn9pYFL3w187l\nWpmLydMcKH/lUHnr/AV6DhiRCQMcIo0I9ByK2voziBgUj8zmXchtLMCgjpMW7ed0EXg96jb8X/Sd\nOPrdHiRVf9hlHz1VR6bPhZfaXO5pDpS/c6g8PX/+7j+RNzHAIdKIQM6hUNpbMTWlGTcnbMXA+iaL\ntk1xl4YAACAASURBVGZdX7wWNRn/F30HGkLjAAAdjTVI0Md22U9PzcU04N6NNpd7mgPl7xwqT8+f\nv/tP5E0h/u4AEalyc3LQ/tX7UKxmyLbWmUORk9NDPbPP0NaCml3P4pvFl2Bu/woM7HM+uGnURWNr\nzE8w54K/4x+x93QGN4qhA42fvY1fPviAzX2a6si899bryLt+KO4YoiDv+qF4t+h1HDyw32cjB6Yc\nqOiRTuRAHTuJsrIyr27vLe6eP630n8hbOIJDpBFayUFxhqH1LGrf24TqN1ahve47i7Z6QwRejc3B\na9GT0RTStZhe46dvo09oCGbNmuXwGL6sI/Pd3+cBsBzJ8TQHSms5VK6eP631n8hTDHCINMTfcxl1\nx9DShNp31qNq5xp01J+2aAvtl4wfhtyKScv/hYjr4hBzZV+Yz++tGDrQ+OnbqH13M3Zs9+90ca2n\nv+qyzNMcqEDPoQr0/hNZY4BDpCE9lYPiqo6zDagt+Suq3/o9Os5YToIZFtcfibcuQvyN8yEiovHy\nZdORM/NnqNvzEmJ+dDNCYxLQ0ViDxs/UkZsd2wsxefLkHu2/MzzNgQrkHCog8PtPZI0BDpHGeGsu\nI2/Ucfm//C0YXLUHow2HEKGcs2gPix+IpNuWQD/hPoT06du5fPLkyTjbUIOXXnoJf/nbs6g5WY4E\nfSz+Z8NfusxFpSWe1pHxdh2anhbo/SeyxtnEHeBs4hSIbNYxaapF+1fvO13H5d7ZP8G4PocxI7UF\nMaFtlivEDsBF05YjbvwchIRH+PjZ+MaRlTcAAIY88p7F8pGjRuPUhe7Pxu3p9v4W6P2n4MPZxIkI\ngOd1TL4o+xBbHsrGn9PaERViGdh8F9ofL9Zejjfe+Ax7Hrge8QEa3ABA5MVX2VzuaQ6U1nOouhPo\n/ScyxxEcBziCQ4Fm5NWjcaq/67/A2+u+R9XOtfjuzT8gMsRgsf7x0EHIj5mB9/pOgEEXGvS/4MvL\ny9UcqGMnbedAOVPJ2IPt/S3Q+0/BhSM4REHI1Rwad+ay+tHQC1H95mrUvrcJSts5RJpVxjoSdjFe\njrkbeyLHwaALtbm9o/74ey4nd7f3NAfKWzlU/hLo/Scy4QiOAxzBIX9wN4dm8dKl2PzBEcReN7vb\nY/Tdux5PX34Sl7UegtLeatF2OCwV/4q5G3sjfwxFZ7sWaMMHW5B3/VCsWrnSa/3vye1jdz8FABh4\n/0vdnisi8h+O4BAFCU9yaJypY9K//RRyGwuQOXgXwpoNMP95c0qXjD9Wp+Pg5Q8COp3dfQCwWwfF\n33M5Obt96S+GICo6yvFzJKKAxgCHSEM8mQvIUR2Tge0ncHdjPm44uxuhMMC8Al/f4RlIvmM5Xnjp\nHXz49VHEdhfcAHbroPh7Lidntz9U/gLGjOblFqJgxrmoiDTC07mAbM1ldXHbUSyuXY0Nlb9A5tl3\n1eDGyDAwHYOX7MKQx/YgZuQtyJ0xw6O5sPw9l5Mr259racGZM2ccrkdEgY0BDpFGuDMXkDnTXFZN\nB4uR2laB39Y+jfVVD+KGc+8jxOxi1L7WFDx++FJc8fR+RF9+E3TGERvz7R2xNxeWp/3vye1DovSo\nrKx0uB4RBTZeoiLSCG/MBZS/dgk+WPVTXFfV2qXt4z7peP77Ifi09H3s3fOWzd2ufOJx3D5tOhSD\ngpgrb+5SB8U0l9QLNuaS8vdcTq5s/3n7QLS2O3coIgpMDHCINMKTuYCav9mLqldXAJ/txHX9LVf9\n4OxgvFB1KQ4dPIjBKbCboAsAjyx7HLHX3oXGgyWo/6gA0SNuQmi0Hh1NdWg69A5CoxMQe+1deGT5\n413mk/L3XE6ubL/htECe4FxKRMGMl6goKJWVlWHx0qW4N28+Fi9d2iVfQ4ts5dDYYp4D0/Tlbhxd\nlYUjKzLQ+NnO8yvpdOgYnokdyXPxn7hbcP216Xi36HUcPLDfbnBjymGJG5uLi372DJLvfBSAgrbq\n4wAUJN/5KC762TOIG5vrdA5Qd/3X0vZEFFw4gkNBxWYNlC+OYP1zU5yqoeJPphyYUweLHVYibjr4\nNian9UNC0a9xVL5v2ajTIfbau5E05VFEDhqBkS4c3zqHJaL/cET0H95lPfMcGPPCb87333YOT09u\n/6fx55D84VPAqFfsrkdEgY0BDgUNT2uoaIHDuYA62nHFV8/hZ2E7MTK1Hc3y6/MbhoQibuwsJE35\nLSIuEm4d2xs5QP6ey8nZ7a/9xSXoaKx27rkSUUBigENBw9MaKlqQlpaGvXt2q3MB7Ss0zgUUh3H4\nAvdEfYTL9VaZsaFh0I+7B0mTH0GfC4d5dGxPc2Ds999qLiMHAWZPbd/3379w9rQQUYBiDg4FBU9r\nqGiJaS6g94p2YMWYFrwy8BWsGrDHMrgJDUf8jfM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, "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# With intercept and center of mass displayed\n", "\n", "fig = plt.figure(figsize=(8, 6))\n", "plt.xlim(xmin=0, xmax=30)\n", "plt.ylim(ymin=-30, ymax=140)\n", "\n", "plt.plot(X, y, 'o', label=\"Data\", markeredgecolor='k', markeredgewidth=1)\n", "plt.plot(X_to_predict, skl_linmod.predict(X_to_predict),\n", " color=my_orange, linewidth=3, label=\"OLS-sklearn\")\n", "plt.plot(np.mean(X), np.mean(y), 'or', markeredgewidth=10,\n", " markeredgecolor=my_orange)\n", "plt.plot([np.mean(X), np.mean(X)], [-30, np.mean(y)],\n", " color=my_orange, linewidth=1.5, linestyle=\"--\")\n", "plt.plot([0, np.mean(X)], [np.mean(y), np.mean(y)], color=my_orange,\n", " linewidth=1.5, linestyle=\"--\")\n", "plt.legend(numpoints=1, loc=2) # numpoints = 1 for nicer display\n", "plt.xlabel(xlabels), plt.ylabel(ylabels)\n", "plt.title('Raw data fitted with intercept and center of mass')\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "if saving:\n", " my_saving_display(fig, dirname,\n", " \"cars_data_plot_regression_intercept_gravity\", imageformat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# With intercept and center of mass displayed + recentering" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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oEEJ4rC3WbWhrt9BGioZT5ZS89zTF6/6MudqxckC7sy8gc+I8Og2ZJMFEhJGg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\n3l+3ll07tjc7/bDi1Zep/zSXyi/WWftux7rS6Dr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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Xprime = X - np.mean(X)\n", "yprime = y - np.mean(y)\n", "fig = plt.figure(figsize=(8, 6))\n", "plt.xlim(xmin=-15, xmax=15)\n", "plt.ylim(ymin=-85, ymax=85)\n", "plt.plot(X - np.mean(X), y - np.mean(y), 'o', label=\"Data\",\n", " markeredgecolor='k', markeredgewidth=1)\n", "skl_linmod.fit(Xprime, yprime)\n", "skl_linmod.predict(X_to_predict)\n", "plt.plot(X_to_predict - 15, skl_linmod.predict(X_to_predict - 15),\n", " color=my_orange, linewidth=3, label=\"OLS\")\n", "plt.plot(0, 0, 'or', markeredgewidth=10, markeredgecolor=my_orange)\n", "plt.plot([0, 0], [-85, 0], color=my_orange, linewidth=1.5,\n", " linestyle=\"--\")\n", "plt.plot([-15, 0], [0, 0], color=my_orange, linewidth=1.5,\n", " linestyle=\"--\")\n", "plt.legend(numpoints=1, loc=2) # numpoints = 1 for nicer display\n", "xlabels = 'Recentered speed'\n", "ylabels = 'Recentered distance'\n", "plt.xlabel(xlabels), plt.ylabel(ylabels)\n", "plt.title('Raw data recentered to center of mass')\n", "plt.show()\n", "\n", "if saving:\n", " my_saving_display(fig, dirname,\n", " \"cars_data_plot_regression_gravity_recentered\", imageformat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Recentered to center of mass + slopes" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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1p5Ptc6+gccv/ecoM5jiKbn4v4vNkBI0hhOYO68mTyL/8cYzxSRE7rrOlkYoP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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "fig = plt.figure(figsize=(8, 6))\n", "plt.xlim(xmin=-15, xmax=15)\n", "plt.ylim(ymin=-85, ymax=85)\n", "plt.plot(0, 0, 'or', markeredgewidth=10, markeredgecolor=my_orange)\n", "xlabels = 'Recentered speed'\n", "ylabels = 'Recentered distance'\n", "plt.xlabel(xlabels), plt.ylabel(ylabels)\n", "plt.title('Average of slopes: weight by importance')\n", "\n", "for i in range(n_sample):\n", " plt.plot([Xprime.loc[i, 'speed'], 0], [yprime.loc[i], 0], color=my_orange,\n", " linewidth=(Xprime.loc[i, 'speed']) ** 2 / 20.,\n", " linestyle=\"-\")\n", " plt.pause(0.1)\n", " plt.plot(Xprime.loc[i, 'speed'], yprime.loc[i], 'o',\n", " markeredgecolor='k', markeredgewidth=1, color=my_blue,\n", " markersize=(Xprime.loc[i, 'speed']) ** 2 / 10.)\n", "plt.show()\n", "\n", "if saving:\n", " my_saving_display(fig, dirname,\n", " \"cars_data_plot_regression_gravity_weights\", imageformat)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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6te0bImPJvGUNlpTMsMTUaHOHwUDq5H+QNuUeDKbW+ZrRnE4Of/Mq29Y8h71r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\n6XNIGDG1SeuLCOFPsKM/jqq/mJiqqj8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8PkkyxAmhqUlFsDUV9+Cv1loe7AsJ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8, 6))\n", "plt.xlim(xmin=-15, xmax=15)\n", "plt.ylim(ymin=-85, ymax=85)\n", "plt.plot(X_to_predict - 15, skl_linmod.predict(X_to_predict - 15),\n", " color=my_orange, linewidth=5, label=\"OLS\")\n", "plt.plot(0, 0, 'or', markeredgewidth=10, markeredgecolor=my_orange)\n", "for i in range(n_sample):\n", " plt.plot([Xprime.loc[i, 'speed'], 0], [yprime.loc[i], 0], color=my_orange,\n", " linewidth=(Xprime.loc[i, 'speed']) ** 2 / 20.,\n", " linestyle=\"-\")\n", " # plt.pause(0.01)\n", " plt.plot(Xprime.loc[i, 'speed'], yprime.loc[i], 'o',\n", " markeredgecolor='k', markeredgewidth=1, color=my_blue,\n", " markersize=(Xprime.loc[i, 'speed']) ** 2 / 10.)\n", "\n", "xlabels = 'Recentered speed'\n", "ylabels = 'Recentered distance'\n", "plt.xlabel(xlabels), plt.ylabel(ylabels)\n", "plt.title('Average of slopes: weight by importance')\n", "plt.show()\n", "\n", "if saving:\n", " my_saving_display(fig, dirname,\n", " \"cars_data_plot_regression_gravity_weights_OLS\", imageformat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Start Movie" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seed(1)\n", "rnd_index = list(range(n_sample))\n", "shuffle(rnd_index)\n", "\n", "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "plt.plot(0, 0, 'or', markeredgewidth=10, markeredgecolor=my_orange)\n", "xlabels = 'Recentered speed'\n", "ylabels = 'Recentered distance'\n", "plt.xlabel(xlabels), plt.ylabel(ylabels)\n", "plt.title('Least-squares with sample size ' + '$ n=$' + str(i + 1))\n", "plt.show()\n", "\n", "# Line and points creation\n", "line, = ax.plot([],[], color=my_orange, linewidth=5, label=\"OLS\")\n", "point, = ax.plot([], [], 'o', label=\"Data\", markeredgecolor='k',\n", " markeredgewidth=1, color=my_blue)\n", "\n", "# Windows size\n", "ax.set_xlim([-15, 15])\n", "ax.set_ylim([-85, 85])\n", "\n", "# Create function for each frame\n", "def animate(i):\n", " y_small = yprime[rnd_index[0:i + 1]]\n", " X_small = Xprime.iloc[rnd_index[0:i + 1]]\n", " skl_linmod.fit(X_small, y_small)\n", " line.set_data(X_to_predict - 15, skl_linmod.predict(X_to_predict - 15))\n", " point.set_data(X_small, y_small)\n", " ax.set_title('Least-squares with sample size ' + '$ n=$' + str(i + 1))\n", " return line, point\n", "\n", "# Save animation in ani\n", "ani = animation.FuncAnimation(fig=fig, func=animate, frames=50, interval=100, blit=True)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "HTML(ani.to_html5_video()) # Need ffmpeg installed on your machine" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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sCgAAUHktQ4W7//IgCwGa2d3d1Qubm/qbr7ymb/6mC7qysKCZmZnOdwQADByn\nKzCSXnrpJS38+E/ozpf/r956/IN658ELuudP7+jjv/bDeuzRf6LN3/yknnjiiWGXCQDIIVRg5Lz0\n0kt6/we+T387c0VH/2pWuudeSdI7kt58/4/pz/50R+//wPfpjz7/OYIFAIyQSoUKM1uP06/nly0r\nTMVelyR33xhGbUhn4cd/IgSK7/yh0yvvuVdH3/lD+lsdaeHHf0J/cvvW4AsEADRVmVBhZquSLjVZ\ndtPdt7LbZjaf3U7lSz/7mL76wNdS7hJt3PiXkrQrfeXjrTf6lvDzZ/92YkBVAcD599dv3Sdpsuf7\n93qdioEys1bPcLEQILYlLbXYFgAA9FElQoXCxGXb+QVmNt1ku4O4LQAAGLCRP/1hZrMKs6JeKqyq\nK4SIvMN4n5q7H5Z8nN0mi+8vsw8AAMZZFVoqWgWEmmLnzJwsZBSXAwCAPht4S4WZ1dqtzweIDp0u\nmwWNLEwUWzA6cvdTV1Qys4uS7jz+q3f06KOPlt0levQv3ndJf/bN728++iOa+J+f0T/7m//O6A8A\nSOjdX/6y9NRTPd9/oKHCzOYlzXXY5tDdV2LnzHanMA4UWivyatLJYILq2fzNT4brVOhIR/987u51\nKiRJ73xdE3+6rW/cvaHNz39ueEUCAE4ZaKiIrQ7dDvecljSZ65B5WVItXpdiy933zKwYHuqSdtJU\ni2F54okn9Eef/1y4ouYnP623vu379M4/rOme/3eoB774OT32rf9Um1z4CgBGzsh21Cye9jCzRUmT\n7r6WW7xROEUyJ2l9UDWif5544gn9ye1b2t3d1Y2tLf31Vw70j79pUk//p2Xm/gCAETWyoSIvBooF\nhZaLZUkb7p6dJlmOp1UmJe2nvvAVhmtmZoYQAQAVUYlQES+93fTy24WWCwAAMCRVGFIKAAAqgFAB\nAACSIFQAAIAkCBUAACAJQgUAAEiCUAEAAJIgVAAAgCQIFQAAIAlCBQAASIJQAQAAkiBUAACAJAgV\nAAAgCUIFAABIglABAACSIFQAAIAkCBUAACAJQgUAAEiCUAEAAJIgVAAAgCQIFQAAIAlCBQAASIJQ\nAQAAkiBUAACAJAgVAAAgCUIFAABIglABAACSIFQAAIAkCBUAACCJ+4ZdQCdmVpN0TdJNSXVJt9x9\nL7d+WVIjrpO7bwyjTgAAxt1It1TEQPGiu6+4+1ZcfC23flVSw923YpiYMrP5YdQKAMC4G/WWilVJ\n69kNd98zzrtRAAAKn0lEQVQwsxu59YvuvpK7vS1pRdKWSjKz3SaL7y+7HwAAxtWoh4pFSVP5Be5+\nKElmNt1k+wNJswOoCwAAFIxsqDCzyfjrZAwQdUk1d1+Ly+sKISIvCxy1LHx0y91nmtRwUdKdMvsB\nAGBcjXKfiixUKNdnIutHIUk1xc6ZOVnIKC4HAAB9NvCWitj5sqVcC0MWEG7lVu9I2lXoN9GsJSIL\nE8UWDAAA0GcDDRVxZMZch20OY+fLQ+lEyJBypzcUgkMxoNSa3AcAAAzAQENFHBba1cgMd2+Y2aGZ\nTbp7Iy7Oh4Y9MyuGh7pCawYAABiwUe5TIUnXdXI0xxWFUx+ZjcJ1KeaUG4IKAAAGZ2RHf0iSu6+Z\n2XK8aqYkvZob/SF3X4nr5xU6du7nLpIFAAAGaKRDhRSCxVnWAwCAwRj10x8AAKAiCBUAACAJQgUA\nAEiCUAEAAJIgVAAAgCQIFQAAIAlCBQAASIJQAQAAkiBUAACAJAgVAAAgCUIFAABIglABAACSIFQA\nAIAkCBUAACAJQgUAAEiCUAEAAJIgVAAAgCQIFQAAIAlCBQAASIJQAQAAkiBUAACAJAgVAAAgCUIF\nAABIglABAACSIFQAAIAkCBUAACCJ+4ZdQCdmtpi7WXP3tcL6ZUkNSXVJcveNAZYHAACikW6pMLNl\nd9/IfiTtxBCRrV+V1HD3rbh+yszmh1YwAABjbNRbKq5Iutsy4e57ZnYtt37R3Vdyt7clrUjaKvtA\nZrbbZPH9ZfcDAMC4GumWCkkHZraZ3YinQl6Iv083217S7IBqAwAAOaPeUrEkadvMXpN0XfFUR1xX\nVwgReYeSZGY1dz8s80DuPlNcZmYXJd0pWzQAAONopFsq3L0haV2hI+aqpMu51bUmd8lCRr3PpQEA\ngIKBt1SYWbMwcFe+hcHM1iVtuvta7ID5nJlNuvuCQqtEMTxkt4stGAAAoM8GGipiMLjcYRu5+0rW\nZ8Ldd+K/W2a2J2k/bnqg060VtbhtqVMfAADg7AYaKmJ/iG5HZtR1HCCy+zfMbCv+vmdmxfBQl7Rz\n5kIBAEBpI9unIrZQnGjViKdOGrlFG4XrUswp9MEAAAADNuqjP1biBa7utljkr0sRT5Msx2AxKWk/\nNzoEAAAM0EiHijj6Y6XDNmvt1gMAgMEY6VAxAu6VpFdeeWXYdQAA0He5z7t7e7k/oaK9/ypJH/7w\nh4ddBwAAg/QtKgyW6Aahor03JLmkfy3p60OuZZT9dvz3h4daRTVwrLrDceoex6o7HKfu/LakfyDp\nZi93JlR09oa7l05r48TM/l6S3P3lIZcy8jhW3eE4dY9j1R2OU3ficfp7d3+7l/uP7JBSAABQLYQK\nAACQBKECAAAkMXF0dDTsGgAAwDlASwUAAEiCUAEAAJIgVAAAgCQIFQAAIAlCBQAASIJQAQAAkiBU\nAACAJAgVAAAgCUIFAABIglABAACSYOpzAMC5Ymbzki67+0qTdcuSGpLqkuTuGwMub6S0OlZx+aSk\nLUkHkhYlbbl7o93+CBUdpD7g5xV/xEiF10t3eA86zcxmJU1LmlN4DRXXr0q66e5b2W0zm89uj5NO\nx0rh7281/hxKutrNa4tQ0UK/Dvh5wx9x7/hQOI3XSym8BxW4+46kHTN7WFKtySaLhS8+25JWFP4G\nx0oXx0qSLkiql3ldESpa6NcBP2/4Iz4TPhRO4/VSzti/B3XLzKabLD6QNDvoWqrC3Q8V3pu6Rqg4\ng14O+Djhj7grfChEvF7K4z2olLrC6ynvUJLMrBaPJXLMbFHhmNUl1dx9rdN9CBVn0MsBHzP8EXfA\nh8IJvF5K4j2olJpiP52c7PVWF3+HRTuSDrK/OzNbN7PFTn2cCBW96+mAjxn+iDvgQ+EEXi/l8B5U\nTrPXT/Z6K4bZsdek9XRb4VQtoSJjZq36Rki6+62xK70e8CpIeJz4I26PD4WTeL2UcJ7fg/rkQKf7\nfdWkcu/94yB+Brwm6ULu2BwqdCxva2xCRTbkscM2ajYkssl2PR/wUReP01yHbQ67OU4awz/iMoGM\nD4VTxu710qvz/B7UL+6+Z2bF11FdIdzjtJXC392kpL1OdxqbUBGHpKXsQd7TAR91KY/TuP0Rlwmu\nfCicNm6vlwTWmrwHjX2H3w42CkOU5yStD7OgUeTuh2ZWXLwg6Xqn+45NqEjpLAd8DI3NH3EPgexc\nBtMzGpvXy1nE96BXC4sXFIbfjq04gmhW0rykupntS9px9z1JWaBfzl0jZn9cr4HS6Vgp/C0uK3zZ\nmZK03s2xmjg6OupXzZWWO+BLCt+Writ3wOM3zUUdH/Cb4/ji7HSc4jbZFRInJR2OcZ+BE8xsOd8x\n08y21eUf7nnG66U7vAdhFBEqgCHhQwHAeUOoAAAASTD1OQAASIJQAQAAkiBUAACAJAgVAAAgCa5T\nAVREHGq5WljcUBiGOrZzhpjZpKR9nbyQ2EirYs1AN2ipACrG3SeyH4Xrg1wxs91h1wUAhAqgwtx9\nR9JTkqbjjKcAMDSECqDiYvP5nqSZYdZhZvNm9towawAwXIQK4HyYlMQpEABDRUdNoMJih791SY3i\nHBlmti7paYUpxVfz62OnzyUdT2K2Ek+ltLxfnJukoXBZ8cW4fsXdt+K62bhddpneqWx69zb73Iz7\nvCnpmqTr2aXK29ynJmkzPt6epBdKHK/VWHstPm5W/2bcpKE4wVKs5VQH2A7HNXnNQJXQUgFUjJkd\nZT8KIwj23H2msM2mpEsK/S1WJK2aWfahv67wAb6icMpkXdJ0p/tFi/ExZxQ+HJ+TJHefUwgph7mO\npI0u9zmvMKrluuI05x3us6kQhuYkXVWH6eZzx2Q21v+UpAtZvYU69hVm+9yJjzld2Ee745q8ZqBq\naKkAqmcq/jut8GF14ltv/CCc13FLwZ6ZXZa0YGYNhQ/WmdxMsnud7qf4Ya9ci0gMJ/NmVov9Og6K\nhXa5z0nlhlZ2Uf9svn4zux6376SWew6HucfPbOVaHRbiVNBL8adTXQd9qhmoFEIFUDFZC4Ckhpnt\nKHzLn8ttcin+u29m+bvuKbZI5Kem7/J+zX5vqLNu9rlTuFZDr/V3sqMQfF6Lx22zw7TqW4qndLqo\na7fNurPUDFQKoQKothVJu2Y2XfjQarj7VHFjM+v07bjp/XJOtUZ0odM+m4WTXutvKQaXqbiPK5LW\nYytLqwuH1Zosa1XXYj9qBqqGPhVAhcUgsaPYtyHakTQZO3EW5U91FLW7X6962Wev9XfF3bfcfUG5\nUxstzEq61WVdfa0ZqApaKoDqW1Jodp919x13b5jZlqRtM1tQ6IyYndNfMrMNSS/GdQcKzfpz7r7Q\n7n5d1NGQVIudE2sK39z3yu6zi/r3JG3GdXWdvnR5U7E1YUrHfVAWdLKVZD62KuzFfU7m991FXclr\nBqqGlgqg4mIfiy2FURzZsoW4bFPHIxrW47olhZEW65JeVAgl653u10UdewofyJvKjazoZZ8d7vOU\nQhh4UeH0T1f1KbYmxPtlfSCWCuvn4rpphaB14tRMh+Paj5qBSpk4OjrqvBUAnGPZdSpiMADQI1oq\nAABAEoQKAACQBKECAAAkQZ8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Xeu7/Jr0PbSJ2cMCzfVntWRx11T8x74yrCBSkdVFqkSmZMFRYaxcn3b4ss+WI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\n2PLYoxmsWERmmymdUpoNxpg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U2GA/vQ/eSs8D32as/03P9iXHnEJ4RSNV532KguLSLFQo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\nGagNlQqgcr7G4qi4i2M41vixg153NOy9bae402I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SqP0qbB67LFBbLdjVmIhokDq+fh/VJfPRU/e1YUz89DnIWPAkwuOTTcyMyDuD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\nURvKytB11BkHLnkYsoah6+gzseXZhxC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VHpTlz0brtx8ZxkSdfjlSFryEkNhUEzPzDRYVREREHlIUBfVbX0LVul/C0dakG2MJCUfi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\ngCgqhBBpBruypJSuC5ltBpBtEEsBYEN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TaoqWQenq0I2xRo5C8oJnMeqieSZnR9R/fZmnIlsIsQJAOtSpuvdwngoiop51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\nqtojAAAAAElFTkSuQmCC\n", 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AkjAvKhVm1itpQlKLJDnnBqrbIgD5pNNpHX7gztinPHLsSIcfuFMrPjlGxQKo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\nwd9ir4IvOysl9Uc5Vk3pdLpcba5roQO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uHKhZKqXkpQ8iIi+0HtiJ6tVz0Hn0S914ROoUpC3dgvCxEwzOjKj/+rROhZRy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\nQ0pZIYRoEkJkSCkrtMOuRcNOIYR78RAPtTeD/n9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G8O88CJPJpN+GKMj4dflDSrkYwOcAygGYhBAHofZc7JNSPhT49IiIBp7OU7X4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\nNbN2BYMRM9f0O82sT9I+XzasoFu/1TnXPtNyecSRkpTwgxM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aZXB0RPoCvfwxAcB+7Wf3XVYsYOEtIqKgaNn1J9Q8fTOcbcd120clfx6pd9kw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\nx3cCeGzg4RAND51H9qF6XS46D/1Pt90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8rwnF6M9fifSf7mZCQURE/WL4SIU2+dIrtxEG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\nvDFJnX4QZ67wpY5cs61XrnK2WW78RXHOjTrn+hS6tJFHt6S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FhWDnGBUCWCSlvBeA53Js5QDmhCwqIqJhrvvwV9j3q9loLFujW26KjUf6omeR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\nCBVAlcmOAEhKm9mAgm/5baFFtvh/h8wsvOqg/IhE+Nb0Ra4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feVq/gcmE5LkPIOl/fgGTOWR2W6BhwK+/RinlcgAHAVQAMAkh9kPtudgjpbwn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\nTaYWdDpNMsng2J1kmBpCZAeS0AZiJExbZtK0FoR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A+or/geW2eQZHRnSFv90fCQAOaz8rLsct4MZbREQBpygKGv/4rzi9LR9wdOnW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\nlAUuj8sAFAAohZ+EEHpLQUb6e57BoPNCPeremov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vIX35TsSMvtTgyIiYVBARhY0zH25D5e/ugdLapFs+6OvfxejFLyMifqjBkRGp\nmFQQEYU4pb0NJ7b/BDVvPqtfwWRCyuyVSL75MZjMIb+mIfVjTCqIiEJY+5kTqHguB42fv6dbbo63\nYPTSVzD48m8bHBlRZwEnFUKI6wDMAzBJSnmldmwDgI1Syk+CHB8R0YDVePhjVKy9Be21x3TLY9Im\nIn35TkSPGGtwZET6AmonE0IsApAPdels93lVewGsCmJcREQDWu27m3H01zO8JhRDvnErMv7zQyYU\nFFIC7XzLBbBISvkIAJPb8SIAs4IWFRHRAOVsa0Hl7xbj+O8XQ2lv7VzBHIER85/B6Hu3wRyTYHyA\nRD4E2v0xDMBh7Wf33Wos4MZbREQ90lZTgYp1c9F0+GPd8ojByUi7Pw8JWdcaHBmRfwJNKvIBvCCE\nOL+/r7aTZ55WRkRE3dDw+XuoWD8PjrMndctjMyYj/YEdiBqWbnBkRP4LqPtDSrkEwBEApQBMQohD\nUFsu9kkpHw1+eERE/ZuiKDj95rM4uup6rwmFZcbdGPPT95lQUMgLePaHlNKmbUXuGqhZJKVk1wcR\nUYCcLY04/vvFOPPhK/oVIqIwauFaWGYuhslk0q9DFEK6tU6FlHIv1BkfRETUDa0nS1G+dg5avvpU\ntzzSkoq0BwoQP+4qgyMj6r5Ap5ReJ4R4WOf4dm39CiIi6sK5z/6O0icme00o4r42DZkr7UwoKOwE\nOqV0FdQ1Kjy9Ba5TQUTkk6IoqP7Lk/jqN9+Cs6FWt07irGUYs+ItRFpGGhwdUc8F2v1hBVCsc3wP\ngCd7Hg4RUf/kaDqLys13ot6+U7fcFBWLUXduhGXaHQZHRhQ8gSYVpQAyAHgux50EQD/tJiIa4Foq\nP0f5mtloPf65bnlU8sVIe2AH4sZMMjgyouAKtPtjE9R1Ki53HRBCXAF1nYrngxkYEVF/cNb+J5St\nvNJrQpEwYRYyVtqZUFC/EFBLhZRytRBiLIB9Qgj3FTU3SymfDm5oREThS3E6cGrH46j+y6+81hn2\nnRUYPvdXMJkjDIyMqPd0Z52KJUKIVQAmQV2qey/XqSAiusBxrgYVz9+Ghs/e0C03xSRg9KKXMGTK\nLQZHRtS7urVOBYBqAG+6HgghhgCAlPJsMIIiIgpXzV99ivI1c9B2qlS3PHrEeKQ/+CfEjL7U4MiI\nel9ASYUQ4hao4yosHkUmqK0WbMMjogHrzIfbUPm7e6C0NumWD/r6dzF68cuIiB9qcGRExgi0pWIV\n1DUpNkJlF6rGAAAgAElEQVSdCUJENOAp7W04sT0XNW/+Vr+CyYSU2SuRfPNjMJkDHR9PFD4CTSqS\nAORKKY/0QixERGGn/cwJVDyXg8bP39MtN8cPxeglr2DwFd8xODIi4wWaVGwCcD2ALb0QCxFRWGk6\n/E+Ur52D9tpjuuUxaZchfflORI8YZ3BkRH0j0KTCAmCTEOIRqBuK1bgXSinvDVZgREShrPbdF1C1\n9X4o7a265UO+kYPUH2yBOSbB4MiI+k6gSUUm1DEVAJCo/XNROlcnIupfnG0tqPrDctS9u0m/gsmM\nETmrkXTTQ9yunAacQBe/uqG3AiEiCnVtNRWoWDcXTYc/1i2PGJyMtPu2I+FSbtpMA1N316kwlBAi\nV/txCoA9UsrVOuWlUAeSQkrp5SsEEVH3NHy+CxXrbXCcPalbHpsxGekPvIaoYRcZHBlR6Ag4qdD2\n+pgFYJhnmZTy0WAE5XG9jVLKJW6P7UIIuBILbXXPPVLKAtdjIcRc12Miop5QFAU1hWtx4tUfA452\n3TqW6Xdh5B3PwRwda3B0RKEloAnT2uJXewHcCiAXQLb2bwXURCOohBAWAHUehzcCcE9eFnskEIUA\nloCIqIecLY2o3HQHTrzyoH5CERGFkXc8h1E/2MKEggiBt1Q8BWCulHKHEKJGSjkZAIQQi6FuiR5s\nSQBytdYK98W2LNp19bb1q0E3EhwhhF3ncHSg5yGi/qH1VBkq1sxB81ef6JZHWkYhbVkB4sdfbXBk\nRKEr0KRiLIAi7edSIcTFUsqjUFsHitGxBaHHpJSlQgirR0KR7RZDEjymtUJr2RBCWKSUnq0cRBRE\ndrsd2/Pzcaq6FinJicix2WC1Wvs6rB4799mbqNhwK5wNtbrlceO/ibRl+YiyjDI4MqLQFmhSsRfA\nZABvA9gOYLUQYhHU7g/P/UCCQkq51/Wz1h0yC4DrrmWBNjjTjSvJSELnrhNf1+l0JxRCjAHAHViJ\nPJSUlMC2YCHKKirRPG46nPGJMB8ow/otNyMjLRX527YiKyurr8MMmKIoOP36Kpws+Cmg6M+ST5y1\nDCPn/wamSDZkEnkKNKl4EupaFW9DXV1zKYBaqBuKrQhuaLryAVzv1nKhlzS4kgzPFgwiCoKSkhJM\nnTYD9dYcKDNnAWZ1H0EngMap83HwQBGmTpuBj3bvCqvEwtFUj8oX7kR98Q7dclNULEbduRGWaXcY\nHBlR+Ah0nYrX3H4+A2CsEOLrAEq1x71Gm+Wxyr3lAmri4NlCYtHiY9cHUS+wLVioJhQTb+xcaI6A\nMvFG1EOBbcFC7N9XbHyA3dByXKL82e+h9fjnuuVRyRcj7YEdiBujN4yLiFwCnf0xxvOYlHIfgAy9\nsmARQswFUCilLNIeT9KuvRedWyuScGHMBREFUXFxMcoqKqFM8D0WWpmQjbLyY7Db9cY/h5b6vX9G\n2RNTvCYUCRNmIWOlnQkFkR8C3YP3sJfjY6FO9Qw6IcQsqIlCsRDCIoTIBJDjVmWTlnS4ZPdWLEQD\nXV5BAZrHTT/f5eGVOQLN42cgryB0l4tRnA6cfO3nKH/2e3A21+vWGfadFbjo4TcQOajTsjxEpCPQ\nMRXeFrKvgzqAM6i0gZmF2kP3ROH8nUpKuUIIkaslFpkADnPhK6Lecaq6Fs74xK4rAnDGWXCyOjSH\nNjkaanHs+dtw7l9/0y03xSRg9KKXMGTKLQZHRhTe/EoqhBA1UDcMU4QQp3WqJAIIejunNi6iyx15\nPJftJqLekZKszvJw+lHX3FSH4cmZvR5ToJq/+hfK18xG26lS3fLoEeOR/uCfEDP6UoMjIwp//rZU\nLIL64Z4H4BF0nllRqo2tIKJ+LMdmw/otN6Nx6nzfXSBOB2IP7ULOeiMmhfnvzEevonLLD6C0NuqW\nD/r6dzF68cuIiB+qW95f1+UgCha/kgrXrA8hRJGUcnPvhkREocpqtSIjLRUHDxTpz/7QmA4UIiN9\nNCZNCo3BjYqjHSfyVqDmjWf0K5hMSJm9Esk3PwaTufNQs/66LgdRsAU6pmKjEOI6KeXbACCEeBjq\nPhuHASyVUh4JcnxEFGLyt21V16mAAmVCdscWC6cDpgOFGGzPQ/7uXX0XpJv2sydRsT4HjZ+/q1tu\njh+K0Uu3YfDl39Yt76/rchD1hu7s/bEEALSVNFdBXQDLBuB5ADcFNToiCjlZWVn4aPcu9Zv71h1o\nHj8DzjgLzE11iD20Cxnpo5EfIh+wTYf/ifJ1t6C9pkK3PCbtMqQv34noEeO8nqM/rstB1FsCnVI6\nFuoeH4CaSBRo3SGPQJ3KSUQDQFZWFvbvK8auv/8VD8/MxJ1jgYdnZmLX3/+K/fuKQyKhqH1vC478\nerrXhGLIlfOQ8fMPfSYU/XFdDqLeFGhLRR3Uha6OQN2Dw7U+hIIA9tkgov7BarWG3EBFZ1sLTrzy\nIGrf8bJcjcmMETmrkXTTQzCZfE8u6866HKH2fhAZKdCkYjOAd6AmEaVSStci+TkA3gpmYEREgWqr\nOYaKdXPRdPgj3fKIwclIu287Ei69zq/z9Zd1OYiMEujeHyuEEIUAhqLjUtiHwVUsiagPNcj3UbHe\nBseZE7rlsWOsSF++A1HDLvL7nP1hXQ4iIwXaUgHX/hsexzjNlIj6hKIoqClcixOv/hhwtOvWGTrt\nToz6/nMwR8cFdO5wX5eDyGg+kwohxHYA213dHEKIDb7qSynvDWJsREQ+OVsacfzFJTjzwR/0K0RE\nYeRtzyLxuqVdjp/QE67rchD1la5aKsZC3czL/TERUZ9rPVWGijVz0PzVJ7rlkZZRSFtWgPjxV/fo\nOuG2LgdRX/KZVEgpJ3s8vqF3wyEi6tq5z97EsQ3z4WjQHxgZN+5qpD1QgCjLqB5fK5zW5SDqa16T\nCiHEkEBPJqU827NwiIi8UxQFp//6FE6+9higKLp1Eq+/HyMXPANTZHTQrutal8NutyOvoAAnq2sw\nPDkT89blcgopkRtfLRV1UKeOBqKLydxERN3jaKpH5Qt3or54h265KSoWo+58HpZp3++1GEJxXQ6i\nUOIrqdAbPzEXwBQAT7odMwHYBHWZbiKioGs5LlG+ZjZaK0t0y6OGXYS05TsRN4YDJYn6ktekQkpZ\n5nlMCDEPwCIp5Scex1cAyAXwQtAjJKIBrX7vn3Fs0x1wNun3riZcej1G3/cqIgcnGxwZEXkKdJ0K\nKwC95eVqAEzWOU5E1C2K04FTO59A9f/+0mudYd/OxfC5v4IpIuAld4ioFwS6odhbADYJIS53HRBC\nXAEgDxc2GiMi6hFHQy3K/+dmrwmFKSYBaffnYUTOKiYURCEk0P8b5wIoALBPCOEaxGkCsBfqrqVE\nRD3S/NW/UL5mNtpOleqWR48Yj7TlOxGbNsHgyIioK4Hu/XEGQLYQIgOAa0TUXr3xF0REgTrz0auo\n3PIDKK2NuuWDrvh3jF68FREJFoMjIyJ/dKvdUEsimEgQUVAojnacyFuBmjee8Von5XtPIPk/fg6T\nOdBeWyIyCjsjiahPtZ89iYr1OWj8/F39CiYT4sVMxGddC3Rj/w4iMg5TfiLqM02le3D4sYneEwoA\nUBQ0fv4Ojj55Dcoet6Lxyw8Ni4+IAsOkgoj6RO17W1D2X1fBcfak389pProPR375TZz20U1CRH2H\n3R9EZChnWwtOvPIgat/Z2L0TKApO/PHHAEwYdtOPghobEfUMWyqIyDBtNcdw9MmZ3U8o3Jx49cfs\nCiEKMf2ipUIIkQugFEASAEgpN/VtRETkqUG+j4r1NjjOnAjOCRUFVS/fj4yVdpg4gJMoJIT91udC\niFUA9kgpC1yPhRBzXY+JqG8pioLaonWo+uNDgKM9qOduProPjV/sRoKYHtTzElH39IetzxdLKVe4\nPS4EsALqyp9E1IecLY04/uJSnPlga69do+69F5hUEIWIsN76XAiht89xDYBZRsdCRB21njqCirVz\n0Hx0X69ep6HknV49PxH5L9y3Pk+CmkS4q9Niskgp6/w9kRDCrnM4ugexEQ1Y5/YX4thzt8LR4Pm/\nZ/C115TD2XwO5thBftW32+3Ynp+PU9W1SElORI7NBqvV2stREg0Mgc7+CLWtzy3QBmd6xAKd40TU\nyxRFQfXrq/DV0zf1OKEY84b/dZ0tDV3WKSkpwWVfn4wZN92M37xXhhfLTPjNe2WYcdPNuOzrk1FS\nUtKDaIkICHz2h2vr87lSyk+BPt/6XK8lwpVMBHRHk1J2+qoihBgD7nFC5BdHUz0qX7gL9cWv6Zab\nomIwYsFvUfXSvX6d78hN/l/bHJPgs7ykpARTp81AvTUHysxZgFkd/uUE0Dh1Pg4eKMLUaTPw0e5d\nyMrK8v/CRNRBuG99XgO1tcKdBQAC6fogop5pqfoCFc/ORkvlQd3yqGEXIe2BHYgdMwnVf/kV2msq\ngnbtyKT0Lrs+bAsWqgnFxBs7F5ojoEy8EfVQYFuwEPv39cX3I6L+IaDuDynlGSllNtRBnPO0f2Ol\nlJP7YjqplHIvOrdWJAEoMjoWooGqfu//ouyJKV4TioRLr0fGE8WIy7DCZDIh4ZJrg3r9hCzf5ysu\nLkZZRSWUCb7HbysTslFWfgx2u97wKiLyR8AragohroM6KPMRKeVrUsoyIcQGrRukL2wSQsx1e5wN\noOfL9RGRT4rTiZM7Hkf5s/8BZ5P+d4ph3/4JLnr4DUQOSTl/zHLNPUGNo6vz5RUUoHnc9PNdHl6Z\nI9A8fgbyCjgbnai7AkoqhBCLAOQDOAPAfTrnPgCrghiX37Q1KjKFEHO1lTUPc+Erot7laKhD+W+/\ni+o//0K33BSTgNH3bceInNUwRXTsZY0X0xF78deDEkfsxZMQ/7VpPuucqq6FM15vfHlnzjgLTlb3\n/owVov4q0DEVuVCnlO7QPsBdCgFsCF5YgZFSru6raxMNNM3ln6F8zWy0nTysWx49YhzSlu9EbNpl\nuuUmkwkj71iPI7/8JqAEur5ehxNh5B3ru1yiOyU5EeYDZXD6cUpzUx2GJ2d2PyaiAS7Q7o9hAFx3\nEve7gQWcJUHU75356FWU/WKq14Ri0BX/jozH93hNKFzix12FEbc+3aNYRtz6G8SPm9plvRybDbFf\nvg84Hb4rOh2IPbQLOba+GHNO1D8EmlTkA3hBm2oJ4Py0yzytjIj6IcXRjqo/PoxjG+ZDaW3UrZPy\nvSeQ/uCfEZHgOSFL37CbHsKI+c8AgW4GZjJhxPxn/N723Gq1IiMtFaYDvsdvmw4UIiN9NCZN0luo\nl4j8EejsjyUAjkDdEdQkhDgEteVin5Ty0eCHR0R9rf3sKRz97xtQ88ZvdMvN8UOR/qO/IGX24zCZ\nA/ueMuymH2HMz/7h9xiL2IsnYczPPvA7oXDJ37YVg+3bYfrsjc4tFk4HTJ+9gcH2PORv6709SogG\ngoC3PpdS2rQ9N1yLRRXpLelNROGvqXQPytfegvaact3ymNETkLZ8J2JGju/2NeLHXYWMlXY0frEb\nde+9gIaStzusYxGZlIaErOtgueYexH9tWre2Oc/KysJHu3fBtmAhyrbuQPP4GXDGWWBuqkPsoV3I\nSB+NfC58RdRjASUVQog5UJOIvVAXvCKifqp21+9Q9fJ9UNpadMuHTLEh9Z7f+b3nhi8mkwkJYvr5\n3UadzefgbGmAOSYhKOcH1MRi/75i2O125BUU4GR1DYYnZ2Leulzu/UEUJIG2VPwU6gDNnb0QCxGF\nAGdbC0688iBq3/Gy3IvJjOHznsKwbz3crVYDf5hjBwUtmfBktVqZRBD1kkAHaj4JYLUQYnBvBENE\nfautthJHn7rWa0IRMWgYLvrJm0j+9k96LaEgovAVaEvFFKh7fdQJIYqgDtg8T0rp305BRBRyGuT7\nqFhvg+PMCd3y2IsnIW35DkQnX2xwZEQULgJNKjKhjqVwjacYFtxwiMhoiqKgtmgdqv74EOBo160z\ndNr3Mer7G2COjjM4OiIKJwElFVLKeb0VCBEZz9nahOO/X4IzH3iZShkRiZELfovE6+9jdwcRdSng\nKaXahmI2AFYp5ZXasQ0ANkopPwlyfETUS1pPHUHF2jloPrpPtzxy6EikLStA/Ne+aXBkRBSuerKh\nmPvw6T7bUIyIAndufyHKnpjsNaGIG3c1MlbamVAQUUACnf3h2lDsEagDNl0KAcwKWlRE1CsURUH1\n66vw1dM3wXHutG6dxOvuxZhH30FUYqrB0RFRuAu0+4MbihGFKUdTPSq33I36PQW65aaoGIy6YwMs\nM+4yODIi6i8CTSpcG4qd38aPG4oRhb6Wqi9Q8exstFQe1C2PTEpH+vIdiMuYbHBkRNSfcEMxon6u\nft9fUPbEFK8JRfyl1yFzpZ0JBRH1GDcUI+on7HY7tufn41R1LVKSE5Ez9xakf/VXVP/5F16fM+xb\nD2O47UmYIgK+FRARdRLohmJjpJRHPDcUE0JcAaBOSnkkyPERURdKSkrU3TcrKtE8bjqc8YkYWiIx\n7tPpiBuuvxmYKToeqff8DkO/kWNwtETUnwX69eQwgAid42MBLAZwY48jIiK/lZSUYOq0Gai35kCZ\nOQswR2Bc+1GsPftnXOTUTyiiho9F+vKdiE2faHC0RNTfBZpUeFtSrw4AO2SJDGZbsFBNKCaq+fyN\nLbvxy/pnEQ/9hGLQ5d/G6CWvICLBcv5Yp24Tm427eBJRt/iVVAghaqBOIVWEEHqT2xMB2IMZGBH5\nVlxcjLKKSigzZyFCceCHjS/j7qadXuu3XbkI6fc+D5NZHZ+t121iPlCG9VtuRkZaKvK3bUVWVpZR\nL4eI+gF/WyoWQW2lyAPwCIAaj/JSKaX+0nxE1CvyCgrQPG46EnEOT5/9b0xt+5duvXpTPB6tmIQp\nFcNwuVtC4dltAgBOAI1T5+PggSJMnTYDH+3excSCiPzmV1IhpXwNAIQQRVLKzb0bEhH541R1LS4Z\n2o5n6x5CqvOUbp0vI9KxfMhPcfSrfbi4+sJ3Ac9ukw7MEVAm3oh6KLAtWIj9+4p76yUQUT8T6C6l\nNwCAEGKIl/KzwQiKiLp2VXwFlqe8gRinU7f879FX42eDlqPRHA9z0zsYnpwJoGO3iS/KhGyUbd0B\nu93OMRZE5JdANxSbo42pqPX4V6f9l4h6mdLeiuMv3YdpZ/4PMebOCYUDZjwT/308NHgFGs3xgNOB\n2EO7kGNTF8J1dZu4ujy8MkegefwM5BXoL+tNROQp0NkfqwG8BWAj1FU1ichAbbWVqFg3F01ffqhb\nXmsajIcH/wQfRV9x/pjpQCEy0kdj0qRJANRuE2d8ol/Xc8ZZcLLacwgVEZG+QJOKJAC5XOSKyHiN\nX+xGxTob2s9U6ZYfjMjEg0MeRWXECPWA0wHTgUIMtuchf/eu8/VSktVZHvqdJh2Zm+rOd5sQEXUl\n0K3PNwG4vjcCISJ9iqKgpmg9jjx1rdeE4r2aJCz+awOqPi4E9v0V5g/+gPit9+LSUx93msGRY7Mh\n9sv3AafD94U9uk2IiLoSaEuFBcAmIcQjUJfp7tAuKqW8N1iBuQghcrUfpwDYI6VcrVNeCrUVBVLK\nTcGOgaivOFubcPyle3Fm90v6FSIiMXLBb7H0+vtw5d69yCsowMnqGgxPzsS8dbm6AyytVisy0lJx\n8ECR/uwPjWe3CRFRVwJNKjKhjqkA1AWv/OuY7SYhxEZtZ1TXY7sQAq7EQgixCmqiUeB6LISY63pM\nFM5aq4+iYs0cNB/dq1seOXQk0pblI/5r0wCoyYK/szTyt21V16mAAmVCdsdBm166TYiIutKtKaVG\nEEJYoM4qcbcRwCqoA0YBYLGUcoVbeSGAFQACTiqEEHorgkYHeh6iYDh3oAjHnrsVjnN6C9gCceOu\nQtqyAkQlpnbr/FlZWfho9y51Rc2tO9A8fgaccRaYm+oQe2gXMtJHI58LXxFRgALe71gIcR0AGwCr\nlPJK7dgGABullJ8EMbYkALlaa4X7TBOLdk29NtkaAL4n3xOFMEVRcPpvT+Nk3iOAoj+UMvHapRh5\n+7MwRfYs583KysL+fcWw2+1+dZsQEXUl0K3PFwF4CsBmAO53nX1QWxCCtkuplLJUCGH1SCiyARRp\nPyeh83LhdVqcFimlZytHV9frdBcVQowBUBbIeYi6y9l8DpUv3I2ze/J1y01RMRh1xwZYZtwV1OsG\n0m1CRORLoLM/cgEsklI+go47lhaiF1oIpJTnO5O17pBZAFxjLCzQBme6cSUZnseJQlpL1SGUrfyG\n14QiMikdYx7bHfSEgogomALt/hgG4LD2s+J23AI/v9FryYFXPloY8gFc79ZyoVfPlUxwtR4KG/Wf\n/BXHNt4OZ+MZ3fL4S69D2r2vInJIisGREREFJtCkIh/AC0KI8xPXtS6CPK3MJyHEXKhdGL7q1HkM\nvnTN8ljl3nIBNXHwTFAsgM/EhChkKE4nTv35F6j+00qvdYZ962EMtz0JU0TAw5+IiAwX6OyPJUKI\nfGhLdAshDkGdZvqalPJRP55fgABnZmiJSKGUskh7PElKuVdKuVcI4Zk8JOHCmAuikOVoqMOxjbfj\n3Kev65abouORes/vMPQbOQZHRkTUfQF//ZFS2rSZF66RXUVSyl4ZzCiEmAUtUdC6TZIA5EBdeAtQ\nF+JyX5ciG+q0U6KQ1VyxHxVrZqP1xJe65WcjLHjNOQumnfuQEzmOgyiJKGwEOvvjOgCTpJRP48IH\nO4QQ26FOKX07WIFpSUSh9tA9UTjf0iGlXCGEyNVaMzIBHObCVxTKznych8oX7oLS2qhbvvtkDHLP\nzsSZ2GEwHyzD+i03IyMtFfnbtnLNCCIKeYG2VKyCfkvAW1rZlB5HpNHGRZj8qLe6qzpEfU1xtONk\n/qM4/benvdZ5rn4KnhOPQImIAgA4ATROnY+DB4owddqMTnt4EBGFmkCTCiuAYp3jewA82fNwiPqf\n9rOnULHhVjQe1G/Ia3SY8ZMzN+Hdry3tXGiOgDLxRtRDgW3BQuzfp/e/HxFRaAh0nYpSABk6x5MA\n1PY8HKL+pamsGGVPTPaaUDiTMrBw9zC8O26Rz/MoE7JRVn4MdrveavJERKEh0JaKTVCnlJZKKT8F\nACHEFVCnlLKlgshN3fsv4vhLS6G0teiWD54yFxu+SsMXoyo7builxxyB5vEzkFdQ4HXgpt1ux/b8\nfJyqrkVKciJybDYO8iQiQwU6pXS1EGIsgH1CCPfFrzZrgzeJBjylvRVVr/wQtW9v0K9gMmO47UkM\n+/ZPcHzRUjjj/dvs1xlnwcnqzuu6lZSUqBuDVVSiedx0OOMTYT7AQZ5EZLzuTCldIoR4CoBrQ6+9\nvTWllCjctNVWomKdDU1ffqBbHpGQhNH3vYpBl6lrwKUkqwmA/tZhHZmb6jA8ObPDsZKSEnULc2sO\nlJmzzrd4cJAnEfWFQMdUuKaV5gJ4REr5mpSyTAixQesGIRqwGr/YjbLHrV4TitiLv46MlfbzCQUA\n5NhsiP3yfcDp8H1ypwOxh3Yhx2brcNi2YKGaUEy8sXMXimuQp3UebAsWdus1EREFIqCkQtulNB/A\nGVxoqQDUNStWBTEuorChKApqitbjyFPXov1MlW6doVcvxJif/QPRKWM6HLdarchIS4XpgO+FYE0H\nCpGRPhqTJl343664uBhlFZVQJvjey4+DPInIKMHapbQIvbBLKVGoc7Y2ofKFu1C1dRngaO9cISIS\nI29fg9TFL8EcHad7jvxtWzHYvh2mz97o3GLhdMD02RsYbM9D/ratHYryCgrQPG56QIM8iYh6k+G7\nlBL1F63VR1GxZg6aj+7VLY8YOgJp9+cjQUz3eZ6srCx8tHuXOthy6w40j58BZ5wF5qY6xB7ahYz0\n0cjXGRNxqrq2x4M8iYiCydBdSon6i3MHinDsuVvhOHdatzxu7FSkLStAVNJov86XlZWF/fuKYbfb\nkVdQgJPVNRienIl563K9Tgvt6SBPIqJgM3SXUqJw4W3NB0VRcPpvT+Nk3iOAov9xnnjtUoy47bcw\nR8UEfF2r1er32hI5NhvWb7kZjVPn++4CcQ3yXL8i4HiIiAIR0ruUEhnN15oPl1w0AlvnjgA+/7vu\nc02R0Rj5/Q1InHG3IbG6BnkePFCkzv7wQm+QJxFRbwg4qQAAKeVeuO1SStQf+FrzIXnKNfjP6p8D\nn3+i+9zIpDSkP7ADcZlB21PPL/nbtqoxQ4EyIbtji4XTAdOBQnWQ5+5dhsZFRANTl0mFEOIeaBuJ\nSSm3eKlzHdStz8cHOT4iw3RY88HNNa178FT9MxgS1aD7vPhLZiLt/u2IHDLciDA76O4gTyKi3uAz\nqRBCFENdj2IvgBwhxBIp5ZVu5VcA2Aw16eB8NQpb59d8mHlhZrRJcWJp03Ysa/yj1+cl3fQQRsxb\nBVNEtxr9gqI7gzyJiHqD1zuhEOIn2o+JUsoz2rE3hRC/hjrbYzXUtSmKAIzluAoKZ55rPgx2nsNT\n9f+DmW17dOu3maIwZunLGDr1ViPD9CmQQZ5ERL3B19erxQCWuBIKzVIAXwJYAeAtAFYp5b5ejI/I\nEO5rPoxt/wprzv4aY5yVunW/ah+Mt2NvwOoQSiiIiEKBrxU1M6WUb7sfkFKWaj/apJQ3MKGg/iIl\nORHmxlrc0LIbr9Y97DWh2BVlxfwj18M0nMOHiIg8dbcjmDM/qF/JuWU2zLuvxx31+oMxAWBDXA7W\nx85DnLwfOWt/bmB0REThobtJhdJ1FaLw0F5fjeS3H8MdY/UTinOmODwy6Ed4J2YqTJ+9wTUfiIi8\n8JVUmIQQ3vZjLhVCeB5TpJR9NwSeqBuayuyoWDsHbae/0i0/HJGO5YMfxRHzqAsbe3HNByIiXb6S\nAK7pS/1a3e6XcPzFJVDaWnTL36xPw2Nnrkdz47uI55oPRERd8ppUSCn/28hAiPR424OjJ5T2VlRt\newi1b63Xr2Ayo+2q+3C8LAHzTtdiePJIrvlAROQHdldQSPK1B0dGWiryt23tVotBW91xVKyzoenQ\nPyydSs8AABimSURBVHTLIxKSMPq+VzHosmxc3tMXQUQ0wDCpoJDjaw+OxqnzcfBAEaZOm4GPAuyK\naDz0ASrWzUV73XHd8tiLv460B3YgOmVMEF4FEdHAE1ZJhRBio5RyicexXKhbsScBgJRyU1/ERsHj\nbQ8OAIA5AsrEG1EPBbYFC7F/X3GX51MUBbVvb0DVKz8EHG26dYZevRCj7toIc3RcT8MnIhqwfC1+\nFVKEEKsATNY5ViqlLNCSibFCiLl9EiAFxfk9OCbM8llPmZCNsvJjsNvtPus5W5tR+cLdqHr5fv2E\nIiISI29fg9TFLzGhICLqobBIKoQQmV6KFksp3TcyKwSwxEtdCgOee3B4ZY5A8/gZyCvwvo9d2+mv\ncORX03Bm94u65RFDR+DiFW8jKfsBmEymHkRNRERA+HR/zIKaMJz/+iqE0Ft9qMa9DoUf9z04uuKM\ns+BkdY1uWcPBt1HxXA4c9dW65XFjpyJtWQGikkZ3O1YiIuoo5JMKIcQsqLuiTvYoSoKaRLir055j\nkVLWBXgdvXb06EDOQT2XkqzO8nD6UdfcVIfhyR0bsRRFQc0bz+DE9lxA0T9L4rVLMeK238IcFROE\niImIyCUcuj+8JQgWaIMz3biSDM/jFCZybDbEfvk+4PS2mKvG6UDsoV3IsdkuHGo+h2PP3YoTrz6s\nm1CYIqMx6gdbMOrODUwoiIh6geEtFUIIi69y9wRCCDHXY8yEO71Ew5VM6LeJ+75up5WNhBBjAJQF\nei7qPqvVioy0VBw8UKQ/+0NjOlDYYQ+O1hNfonzNbLRU7NetH5mUhvQHdiAuc0qvxE1ERAYnFdrM\njOwu6tRJKVdogzN9dWHUQG2tcGcBOiYmFH7yt21V16mAAmVCdsdBm04HTAcKO+zBUf/J6zi28TY4\nG8/oni/+kplIu387IocMNyJ8IqIBy9CkQmt18D5cv6NJADLdBmROAWDR1qUokFLuFUJ4Jg9JAIqC\nEy31laysLHy0e5e6oubWHWgePwPOOAvMTXWIdduD4xIhcGrnSpz60xNez5V000MYMW8VTBEhP3yI\niCjsheyd1rPbQwixGECmlHK12+FNHl0k2QA2GhUj9Z6srCzs31cMu92OvIICnKyuwfDkzPN7cDga\n6lD+7H/g3Cd/1X2+KToOqXdvwdCr5hscORHRwBWySYU7LaGwQW25yAWwSUrp6ibJ1bpVMgEc9jEG\ng8KQ1WrttJFXc8UBVKyZjdYTh3SfE5WSifTlOxF70b8ZESIREWnCIqnQVsvUXX7bo+WC+rmz/8zH\nsRfugtLSoFueMPEmpC19BRGDOAGIiMhoYZFUECmOdpwseAyn/897Dpn83Z8hZfYTMHW1GicREfUK\nJhUU8trrq3HsuVvRcPAt3XJz7GCkLn4ZQ6zfMzgyIiJyx6SCQlrTkb2oWDsHbdVHdcujR12C9OU7\nEZN6icGRERGRJyYVFLLqdr+E4y8uhdLWrFs+ePIcpN7zIiLiBhscGRER6WFSQSFHaW9F1baHUPvW\nev0KJhOGz/01hn1nBXcXJSIKIUwqKKS01R1HxTobmg79Q7fcnJCItHtfxaCJNxgcGRERdYVJBYWM\nxkMfoGLdXLTXHdctj7nocqQv34nolAyDIyMiIn8wqaA+pygKat/egKpXfgg42nTrDL3qNoy6axPM\nMfEGR0dERP5iUkF9ytnajKqX70Pd+7/Xr2COwIj5zyAp+wGOnyAiCnFMKqjPtJ3+CuVr5qD5iF23\nPGLIcKTdn4+ES2YYHBkREXUHkwrqEw0H30bFczlw1FfrlseN/QbSlhUgKinN4MiIiKi7mFSQoRRF\nwem//QYn81YAilO3jmXmYoy8fQ3MUTEGR0dERD3BpIIM42xpQOWWH+Dsx9t1y02R0Ri5cD0SZ95j\ncGRERBQMTCrIEK0nvkT5mtloqdivWx6ZlIb0Za8hbuyVBkdGRETBwqSCel39p/+HY8/fBmdjnW55\n/CXXIO3+PEQOGW5wZEREFExMKqjXKE4nqv/yK5za+TigKLp1km78EUbkrIYpgn+KREThjndy6hWO\nxjM4tukOnNv3v7rlpug4pN69BUOvmm9wZERE1FuYVFDQtRw7iPI1s9Fa9YVueVRKJtKX70TsRf9m\ncGRERNSbmFRQUJ3dU4Bjm++E0tKgWz7o376F0UtfQURCosGRERFRb2NSQUGhOB04WfAznH79Ka91\nkr/7M6TMfgImc4SBkRERkVGYVFCPtZ87jWPP3YqGA0W65ebYwUhd/DKGWL9ncGRERGQkJhXUI01H\n9qJi7Ry0VR/VLY9OzUL68p2IGSUMjoyIiIzGpIK6rW73yzj+4hIobc265YMnz0HqPS8iIm6wwZER\nEVFfYFJBAVPaW1H1xx+jtmidfgWTCcPn/hrDvrO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P4egLD6KvZaPxDlq58tzPr4MjzerQNaLEZTmp0Gp9lAOY6t8mpVwXiaD8Hm+L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\nEFMBOA12qfb74tMMoBbq32BKMXGuACAbQI6V1xW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RmLDkSYz+wiKTI6OhjEkFEdEQorjdOPa3R3G07G7DRbviz7kQGau2I278Z0yO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\nRDQQmFRQ0BS3G8f+sgZHd9wLuF26deIn2ZG5cht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xlauQlvcyYm2TTI6OBrugkwohxFUAFgLIklJ+TTu2AUCBlPL9EMdHREQB6mys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\nBCAXauEtQC3E5V2XIgfqZadEUaOj7pA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ja3/AodLlgKNbt09UyqnIXLYJ8ZPPNzk6Gg6YVBARjQA9x+pRt/aHOP7ffxr2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\n/o6nADBtCBVAlfPD572S1kxnHWbWYmZHprMGANOLUAHMDI2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MkTlhlTzzuagQQlwCYCGAbCnledq2pwAUSymNZ/EQEVHIOvbfv6N+zU3oO3LI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\nONpa9AOsEUi+8l6kXPUAG1kREY1wLCpIV19bCw6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hTNTEmUjLL0H8rItNzIzChc9FhRDiCgBLAMyRUn5V2/YkgCIp5ft+zo+IiEzQ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\nkeA6FUCZ8Kda9qQtTig4DbVq7xliZk2S9mnqhcRKWjnWDOS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8dTTU4MimW3Hiky26MRGJqRi+4FkMnnytgZlRKAiJjppEFBzYwTC8nbC9irK7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\niKRc8T0yzGxE0m8ruKX43vByP+lzt67exGzYf5VSdj1/b5K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BQbo4UkFEXmPfhvDTefwIDr7wE5ywvqobE5k0Epk3r8UQD79zIoBFBRH5iH0b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\nC3vrSd245NzbMDzvcZhj4g3MjoiIggmLCtLVUb8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GMCaifyqGzHkBA8b90MTMKBSxqCAir7BvQ/g48d93UL3ydrTXVxvG9B93M4bM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\nTUi6VVKvf+IpANQNoQJocH74fFLSxnrWYWb9Zna4njUAqC9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VIhWLCiLyGPs2hL/Oxhocfe5HOPmBXr9BVcSIUUhZ/GeMmHpDADOjUBAycyqI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\nQf1m72hDzd9+iZrX1gH2Lt0YU1Q0km98BIlX/xQ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TMXYK0hasQ1ja8JtKS/rcTiqEEBcBmAFgopTyHG3b0wDypJSfejg+IvIzrNsw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\nq/JF1slKGve/b0rSE1X016ivPet/b1j/uG+Sl3/Akq9lwQT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DLrpxUEYnbLGoICIi8jGKoqDpf5tQ/cId6Dp6WDcu+vyfI3nO8wgzJXsxO30sKoiIiHxI\nZ2MNql74JZqLt+jGhETFI2n2PxA7+YZBH52wxaKCiIjIByiKgqadr6A6/050tdTrxsWkX4vkW55D\nqCnJi9m5hkUFERHRIOtsqEbV+tvRvPufujEh0cORNPsZxF6Y7VOjE7ZYVBAREQ0SRVHQ9PEGVL14\nFywtR3TjYiZeh+Sbn0XosJFezM59LCqIiIgGQUdDFarW3Yaje17XjQmJSVBHJy6Y6bOjE7ZYVBAR\nEXmRoiho/OhFVL94NyytDbpxsRfMRNLsZxAam+jF7PqHRQUREZGXdNQfRNW6RTj62b91Y0JiEpF8\ny7OInTTDi5l5BosKIiKiAaYoChp3rEf1hl/D0tqoGxd74fVIuulpvxqdsMWigoiIaAB11B9A1dqF\nOPr5f3RjQmJHIPmW5xA78TovZuZ5LCqIiIgGgKIoaPhwLWo23APLsSbduNgfzkLSjU8hNCbBi9kN\nDBYVREREHtZxeD8q1y5Ayxdv68aEDBuJ5FueR2zGtV7MbGCxqCAiIvIQRVHQ8MFq1Lz8G1jamnXj\nhl10E0be+HeERg/3YnYDj0UFERGRB3Qc/h6Vq+ejpWSrbkzosCQkz8lDTPrPvZiZ9/hFUSGEMAFY\nAmAXgHgAxVLK3Ta35wAo126DlHLFYORJRETBR1EUNLy/EjWv3Ot8dOJHNyNp1t8QEh3vxey8yzjY\nCfRGKyi2SSlzpZTWDeWX2Ny+FEC5lLJQKybShBD+t7iXiIj8Tnvtt/j+zz9B1bpFugVFqCkFp9zz\nBkYtXB/QBQXgB0UFgKUA8qzfaIXDApvbF9oUGwCwFcAiL+VGRERBSLFYUL/tOZQ/MAEtJUW6caZL\n5iLtsRLEnHe1F7MbPP5w+WMhgDTbA1LKBgAQQqQ7iK8HMM0LeRERURBqr61A5epb0Vr6nm5MaNwo\nJM9diZhzf+rFzAafTxcVQohU7ctUrYCIB2CSUi7TjsdDLSJsWQsOk7X4cPG+zA4OD3EzZSIiClCK\nxYIj7z6Hmk25UI636MaZLp2Pkdf/BSGRw7yYnW/w9csf1qICNnMmrPMoAMAEbXKmDWuREdgXroiI\nyGvaa8rw3dLLUJ1/p25BERp/Ck699y2kzFsZlAUF4OMjFThZIBTbHCsCYAaQC21Uwo61mLAfwXBK\nSplhf0wIcTqACnfOQ0REgUOxWHBk23LUbFoMpb1VN840dSFGXv9nhAyN9WJ2vsfXi4oG4OQcCttj\n2qqQeqijFbZMDn6GiIjILe0136hzJ+R23Ziw4acied4qRJ+d6cXMfJdPX/6QUpYDaLCZWwHYFA1a\nrwr74iEe6mgGERGR2xSLBYffeQplD5zjtKCI+/EipD76BQsKGz5dVGgeR/fVHNlQL31YrbDrS5EJ\nmyWoRERErjpe/TW+ffxS1Lz0ayjtxxzGhCWchlNzipA85/mgv9xhz9cvf0BKuUwIkaN1zQSAwzar\nPyClzNVunwF1YmeZXd8KIiIipxRLF+rfeRqHNt+vW0wAQNzlv8SIrCcQMjTGi9n5D58vKgC1sOjP\n7URERHqOV0lUrpqLY998rBsTljgGKbeuRtS4H3sxM//jF0UFERGRpymWLhx+62+o3fJ7KB1tunFx\n0+7EyKzHYYyI9mJ2/olFBRERBZ3jlV+qoxNlO3VjwhJTtdGJqd5LzM+xqCAioqChjk78VRudOK4b\nF595N0ZkPQZjeJQXs/N/LCqIiCgoHD+4DwdXzUVb+f90Y8JGpCHl1jWI+sEUL2YWOFhUEBFRQFO6\nOnH4P39B7asPQulsdxxkMCA+81cYMeNRGMMjvZtgAGFRQUREAavtQAkqV81BW0WxbsyQkWcgZf5a\nRJ75Iy9mFphYVBARkc8wm83YWFCA2rojSEyIQ3ZWFjIyemzN1CulqxN1by5D3T8fdj46ccU9GHHd\nHzk64SEsKoiIaNCVlpYia9ZsVByoRNvYS2CJjIOxpALLV0/HmNEpKNiQj3Hjxrl0rrb9X6By1Vy0\nfWvWjRmSdKY6OnHGRZ56CAT/aNNNREQBrLS0FJMvnoJ9iZPRmvlbWCwW4PD3sFgsaM38LfYlTsbk\ni6egtLTU6XmUzg7UvvZHlD+YoV9QGIwY/tN7kfrHT1lQDACOVBAR0aDKmjUbTSIT+GIr0NoAjJsK\nDD8VaDkC/HsZlEgTmsQ0ZM2ajb17HM+NaPv+M3V04rs9uvczJPkH6ujE2MkD9EiIRQUREQ2a4uJi\nlH37HdBeBlx0I3D2NMAYcjLghzcAe4uAj15CWVgozGZztzkWSmc76v71OGr/9Segq9PxnRiMGH7V\nfUi89iEYh0QM8CMKbiwqiIho0GwqLESbJQS4KBs454qeAcYQ7biCtv9txqbCwhNFRdt3n+Lgqjk4\n/v1nuucPTzkLKfPXYmjaBQP0CMgWiwoiIho0paVfAZYOdYTCmbMzgY9fwb4vJZTOdtS+/ijq3njM\n+ejE1blIvOYPHJ3wIhYVREQ0aGoOVQNnXdb9kocjxhBg/GUY2vAVyh+ahOP7P9cNDR81Xh2dSJ3k\n4WypNywqiIho0IxMSgGahvcaF6Z04LbkMiyI/QLH9yuOg4whSLh6MRKu+T2MYeEezpRcwaKCiIgG\nzTgxFm+8V+Y0ZnzH1/jT0adx5rDvdGPCR5+NlPnrMHSM+42yyHPYp4KIiAZNdlYWIr75ELB09bgt\nTOnA3S352NB4H87s0ikojCFI+PkDSH3YzILCB3CkgoiIBk1GRgbSTh2NfSVFUCacXP1xdsfXePTo\n3zG2a7/uz4afco46d+L0dG+kSi5gUUFERIOqYEM+Jl88Bc1QEHbWpbijbRPmHnsVIbA4/oGQUCRM\nvx+J038HQ+gQ7yZLTrGoICKiQTVu3Djs3LEdS269Dgv252FMdM9LIVbhp56LUfPXIeK087yYIbmK\nRQUREQ0qS/sxxH++Fo+d+RWg6I1OhCHx5w8g4WdLYAgN826C5DIWFURENGhav/kYlavmor1K6sZE\nnJaOlPlrEXHqOU7P5alt06nvWFQQEZHXWdqP4dDm36P+7b8Cik7fiZAwJF77IBKuynE6OuHJbdOp\nf1hUEBG5iJ+EPaP1q/+icvU8tFd/pRsTcXoGUhasQ8Tos52ey7ptenNGNpSpJzcjswBonXwD9pUU\nYfLFU7Bzx3YWFl7AooKIqBf8JOwZluOtOLT5AdS/83fd0QlD6BAkXvsQhl91Hwwhvb9FZc2arRYU\nExxvRqZMuALNUJxum06e43dFhRAiT0q5yO5YDoByAPEAIKVcMRi5EVHg4Sdhz2j9aoc6d6LmG92Y\niDGT1LkTo8e7dM7i4mJUHKhUfy9OKOMzUZG/pce26eR5ftVRUwixFMBEB8fKpZSFWjGRJoSYMSgJ\nElHA6fZJ2H7TK+sn4YyZyJo1e3AS9HGW462ofunX+PaxKboFhSF0CEZkPY4xv//I5YIC0LZNH3uJ\nS5uRtZ0xBZsKC91JnfrAb4oKIUSqzk0LpZS2fylbASzSiSUictmJT8LjXfgkvP8gzGazlzLzDy1f\nbkfZA+eg/p2ndC93DE27EKmP7EHCzxa7dLnDVm3dEVgi41yKtQw14VBdvVvnJ/f5TVEBYBrUguEE\nIYSj3qz1WiwRUb/wk3DfWI63oPrFu/Hd45ei45DjzcIMYeEYkb0Mpz/wX4SPOqtP95OYEAdj6xGX\nYo3HGjAiIb5P90Ou84uiQggxDcAmBzfFQy0ibDVoP2Ma6LyIKLDxk7D7WkrfR9n956B+6z90Y4am\nTUbqI58i4ar7YOitYHPC2WZk3Vi6EPH1dmRnZfX5vsg1/jJR0ySlbBBC9DgObXKmDev/1fHQCgxX\nCCEcjVuyqTxREEtMUFd56PR47Eb9JKx3lTbwWdqOomZTLo5se1Y3xhAWgREzHkX8T37Vr2LCKiMj\nA2NGp/TYjKzH/ZZsxZhTRiE9nRuPDTSfLyqEEDPs5kzYclQ0WIsMfmQgGmCB3rchOysLy1dPR+vk\nG5xfArF+El6e673kfEjLvndRufpWdNR9qxszdOxFSFmwFuFJZ3r0vm03I1PGZ3b/PVm6YCjZihjz\nJhTs2O7R+yXHfLqo0CZnOhttqIc6WmHLBABSSpdHKbT4Hq+EQojTAVS4cx6iYBAsfRv4Sdi5rmPN\nOLQxB0fee143xjBkKEbMeAzxmXd5ZHTCnnUzsqxZs1GRvwVtZ0yBZagJxmMNiPh6O8acMgoFXO7r\nNT5dVABIB5BqMyFzEgCT1peiUEq5WwhhXzzEAyjyZpJEwSTY+jbwk7BjR0uKULVmPjrqvtONGXrm\nxUi5dQ3Ck84Y0FzGjRuHvXuKYTabsamwEIfq6jEiIRUzn8kJqJEzf+DTRYX9ZQ8hxEIAqVLKZTaH\nV9hdIskEkOetHImCTbB1MOQn4e66jjWh5pX70PC+fo9Bw5ChGJH1BOKn3QmD0XvrATIyMlhEDDKf\nLipsaQVFFtSRixwAK6SUDVLKXCFEjtbwKhVAmZM5GETUD8HawZCfhFVHv3gHlWvmo7N+v25MpJiC\nlFtXY8jIsV7MjHyF3xQVWrdMh6Wx3cgFEQ2QvvRtCKQ33WD9JNzV2oial3+Lhu2rdWMMQyIxcuZS\nxF3+S6+OTpBv8ZuigogGH/s2BJ/mz/6DqnUL0Vl/QDcm8gdT1dGJEcG7pJZULCqIyGXB3rch0JfQ\n2upqaUDNy79Bw4drdWMM4VEYmb0McT++jaMTBMBPOmoSkW8I1g6GpaWlOPv8iZhy5XQ8+UEF1lUY\n8OQHFZhy5XScff5ElJaWDnaKHtX82Zso+914pwVF5FmXIe3RLxDPyx1kgyMVROSyYOzbEExLaLta\njqB6wz1o3LFeN8YYEY0R2X9G3I8XwWAweDE78gcsKojILcHWtyFYltA2f/oGqtYuQmdDpW5M1Php\nSJ63CkMSTvNiZuRP3C4qhBCXAZgJIF1KeYF27DkAeVLKTz2cHxH5mGDq2xAMS2i7Wo6g+sVfofGj\nfN0YY0QMRt7wJEyXzufoBDnlVlEhhFgA4AkAKwHY/p+zG8BSAPrjoUQUMIKlb0OgL6Ft3v06qtbf\nhs6GKt2YqLN/gpR5KxE2/FQvZkb+yt2RihwAC6SUW7QGVFZFAPSbvxNRQAr0vg2BuoS28+hh1Lz4\nKzR+/JJujHFoLEbe8FeYpszj6AS5zN2iYjiAMu1rxea4Cdx4i4gCTCAuoW0y/xNV629DV2ONbkzU\nhCuRMncFwoaf4sXMKBC4uw6oAMAqbfdOACd28tyk3UZEFDACaQltZ3MdDjw3Cwee/oVuQWEcGovk\nW1fj1N++yYKC+sStokJKuQjAtwDKARiEEF9DHbnYI6Vc4vn0iIgGj3UJraHE+cbHvr6Etql4C8p+\nNx5NO1/WjYk+9yqkPVaCOF7uoH5we/WHlDJL24rceiG1SErJSx9EFJD8eQltZ1Mtql+8C02fbNSN\nMUYOQ9KNT2HYj25mMUH91qc+FVLK3VBXfBARBTR/XULb9L8CVL1wB7qaa3Vjos+9Gslz8hAWP8qL\nmVEgc3dJ6WVQ+1P8xe74Rqh9Kt71ZHJERL7An5bQdjYdQtULd6B5V6FujDHSpI1OzOboBHmUuyMV\nSwHkOTi+TbttUr8zIiLyUb68hFZRFDT9bxOq8+9EV3Odblz0+T9H8pznEWZK9mJ2FCzcLSoyADjq\nQ7sLwOP9T4eIiNzV2ViDqhd+iebiLboxxqg4JN/0D8T+cBZHJ2jAuFtUlAMYA8C+HXc8gCMeyYiI\niFyiKAqadr6ijk606Dfeikm/Fsm3PIdQU5IXs6Ng5G5RsQJqn4pyKeVnACCEOA9qnwqOVBAR6TCb\nzdhYUIDauiNITIhDdlZWvy6ldDZUo2r97Wje/U/dmJDo4Uia/QxiL8zm6AR5hVtFhZRymRAiDcAe\nIYRtR82V9pM3iYhI3To9a9ZsVByoRNvYS2CJVLt0Ll89HWNGp6BgQ75bK0cURUHTxxtQ9eJdsLTo\nDxDHTLwOyTc/i9BhIz3xMIhc0pc+FYuEEEsBpENt1b2bfSqIiHoqLS1Ve1xkZKs7nWo9LiwAWiff\ngH0lRZh88RTsdHFJakdDFarW3Yaje17XjQmJSVBHJy6YydEJ8ro+9akAUAfgHes3QohYAJBSNnki\nKSKiQJClkCQcAAAgAElEQVQ1a7ZaUExwsIGzMQTKhCvQDAVZs2Zj7x5Hc+BViqKg8aMXUf3i3bC0\nNujGxU7KQtLNzyA0doQn0idym7t9Kv4P6rwKk91NBqijFr3sD0xEFByKi4tRcaBSHaFwQhmfiYr8\nLTCbzQ7nWHTUH0TV+ttw9NM3dM8REpOI5JuXI/YC3917hIJDX/pUbIPaq6Lc8+kQEQWGTYWFaBt7\nSfe23o4YQ9B2xhRsKizsVlQoioLGHetRveHXsLQ26v547IXZSLrpHwiNTfRU6kR95m5REQ8gR0r5\n7QDkQkQUMGrrjsASGedSrGWoCYfqTi4J7ag/iKp1C3H0szd1fyYkdgSSb34WsZP+r9+5EnmKu1uf\nrwBw+UAkQkQUSBIT4mBsda19j/FYA0YkxENRFDRsX4uy+8c7LSg6z7wCaY+VsKAgn+PuSIUJwAoh\nxGKoG4p167YipbzdU4kREfmz7KwsLF89Ha2Tb3B+CcTShYivtyP7iVvw/ZNXoeWLt3RD67qG4o81\n5+OjNz/HmMIr3V6OSjTQ3C0qUqHOqQCAOO2fldIznIgoOGVkZGDM6BTsKylyvPpDYyh5B/POCUfk\nyzeg5Zj+ArrXw6fiiaj5aBwZC5zd5fZyVCJvcLf51U8GKhEiokBTsCFf7VMBBcr4zO4jFpYuJJdu\nwZ9CXsHk5A5Yjjk+R60hDg9H/xLvhV948qAby1GJvKmvfSq8SgiRo305CcAuKeUyB7eXQ51ICinl\nCu9mSETU07hx47Bzx3a1o2b+FrSdMQWWoSYYjx3B9W1v457xRxEZYtH9+deGTMXS6AVoNMY4vL23\n5ahE3uZ2UaHt9TENwHD726SUSzyRlN395UkpF9l8bxZCwFpYaN09d0kpC63fCyFmWL8nIhpM48aN\nw949xTCbzeoy09rvMN2wCynt+pc6WozRyNl/Ht4/9zfOT66zHJVosPSl+VUB1Ema5wPYo92UDsAM\nwKNFhRDCBMC+fVwe1H4Z1tGKhVLKXJvbtwLIBcCigoh8Rnp6OlKbilHzyjOwtB3VjRt28Rw8vVPB\n+0qES+e1X45KNJjcHal4AsAMKeUWIUS9lHIiAAghFkLdEt3T4gHkaKMVts22TNr9pjv4mXqoIylu\nEUKYHRwe4u55iIjstddWoHLNfLTue1c3JtSUguR5KxFz7lWILVsM474K6F8YOUldjprquWSJ+sHd\nPhVpAIq0r8uFEKdpX28FsNBjWWm0QiLDrqDItMkhHnbLWqGNbGijHEQ0gMxmM3IWL8bc+YuQs3gx\nzGZHtXnwUiwW1G97FmX3T3BaUJimzEPaYyWIOfcqAOpy1IhvPgQsXc7vwLocNYvtuck3uDtSsRvA\nRADvAtgIYJkQYgHUyw0D8iYupdxt/VorFKYBsF48NEGbnGnDWmTEo+elE2f30+OCpBDidADcgZXI\njqe38w5E7YfK1dGJ0vd0Y0LjRyNl7kpEn3Nlt+OuL0fdijGnjEJ6uqNBWyLvc7eoeBxqr4p3oXbX\nvA3AEagbiuU6+TlPKQBwuc3IhaOiwVpk8CIj0QDw9HbegUaxWHBk27Oo2ZQLpb1VN8506XyMvP4v\nCIkc5vD23pajGkq2Isa8CQU7tnv6IRD1mbt9KjbbfN0IIE0IcT6Acu37AaOt8lhqO3IBtXCwHyEx\nafm5PEpBRK7z1Hbegai9pgyVq+ehVeq/0YfGn4KUeasQPcF52x/95agNiPh6O8acMgoFQVq4ke9y\na06FdjmgGynlHgBjHN3mKUKIGQC2SimLtO/TtfvejZ6jFfE4OeeCiDzoxHbe413Yznv/waCZY6FY\nLDj8zlMoe2CC04LCNHUh0h7b22tBYWVdjrr97Tdw79RUzEkD7p2aiu1vv4G9e4pZUJDPcffyRxkA\nR03s06BO1NS/+NdHQohp0AoFbU5FPIBsqPM7AHUvEtu+FJlQl50SkYf1dzvvQHS8+mtUrp6HY1/t\n0I0JG34qkm9djeheijE9GRkZAf88UmBwt6gw6BxvgDqB06O0ImKr9q1toXCiB4WUMlcIkaONZqQC\nKGPjK6KB0Z/tvAONYulC/TtP49Dm+6G06/TYBhB32e0YMXMpQoY67opJFEhcKiqEEPVQNwxThBCH\nHYTEQW1+5VHavAi9QsY2bllvMUTUf4kJ6iqPYO+fcLz6K1SunItj33ykGxOWcDpSbl2NqLMu82Jm\nRIPL1ZGKBVDf3DcBWIyeKyvKtbkVRBTA3N7Oe7k3FoV5j3nX/7B3/WKc17wdYdDvIRF3+R0YOfMJ\nGCOivZgd0eBzqaiwrvoQQhRJKVcObEpE5KuCtX9CaWkpfjU3C/NGfIVJcR26cWGJY5By6xpEjZvq\nveSIfIi7cyryhBCXSSnfBQAhxL0AFkGdwHmblPJbD+dHRD4m2Pon7CvZi2fmXIil444j3OCkw2XG\njUhblAdjeJT3kiPyMe626X7C+oXWSdO6sZcRwPMezIuIfJS1f8JZtZ8gMv92GD96EdjzBowfvYjI\n/NtxVu0nAdP46vjBffj6oQtx51mtugXF98Yk3HL4Wsxc+yULCgp67o5UpAGwdrPJAlAopVypbca1\ny6OZEZHPst/O+1BdPUYkpGLmMzkBsfRR6erE4f/8BTWb/4AzIh1f7rDAgBcjpuOpqNloM4Uicuft\nMJvNAfH4ifrK3aKiAWqjq2+h7sExQzuuwI19NogoMARi/4S2AyWoXDUXbRW7dJeefWtMwe9j7sbu\nsLPUAwYETV8OImfcLSpWAngPahFRLqXcoh3PBrDNk4kREXmT0tWJujeXoe6fD0PpbHcYY4EBL0T8\nHP+IuglthvDutwV4Xw4iV7i790euEGIrgGHo3gq7DOxiSUR+qm3/F+roxLf67XYqQkbhgei78WmY\n47kigdyXg8hV7o5UwLr/ht0xLjMlIr+jdHag7t9LUfvaI0CX47kTXQqwfug1eCbqJhy3G504IUD7\nchC5y2lRIYTYCGCj9TKHEOI5Z/FSyts9mBsR0YBp+/5zVK6ag7bv9Pv2DUkWuO9D4LWo0VAm6BQU\nCLy+HER91dtIRRrUDbxsvyci8ltKZwfq3ngcta//EejqdBxkMGL4T+9F4i8exmNlFXg3iPpyEPWH\n06JCSjnR7nvX9uslIvJBbd99qs6d+P5T3ZghKeOQMn8tItMuBHCyL0fWrNmoyN+CtjOmwDLUBOOx\nBkR8vR1jThmFggDpy0HUX7pFhRAi1t2TSSmb+pcOEZHnKZ3tqH39UdS98Zjz0YmrcpB47YMwDono\ndlOg9+Ug8hRnIxUNUJeOusPJDkNERN537Ls9qFw5B8f3f64bE55yFlIWrMPQ1ElOzxWIfTmIPMlZ\nUeFo/sQMAJMAPG5zzABgBdimm4h8iKXjOOpe/xPq3ngcsOjs2WEMQcLVuUi45g8whulPxCQi1+gW\nFVLKCvtjQoiZABZIKT+1O54LIAfAKo9nSETkpmMVZlSumoPjB/bqxoSPGq+OToyZqBvjK8xmMzYW\nFKC27ggSE+KQnZXFERPySe72qcgAEOfgeD0A3/8/k4gCmqXjOOpeewR1/17qfHTiZ0uQ8PMHfH50\norS0VJ0geqASbWMvgSUyDsaSCixfPR1jRqegYEM+J4iST3G3qNgGYIUQYoaU8jMAEEKcB2ATTm40\nRkTkdcfKd6Fy1VwcP1iiGxM+eoI6OnG67/eTKC0tVbeYz8iGMnXaiaWsFgCtk2/AvpIiTL54SsDs\nCEuBwd2iYgaAQgB7hBDWSZwGALuh7lpKRORVlvY21P7zYRx+cxmgWBwHhYQi4We/Q+LP74chdIh3\nE+yjrFmz1YJiwhU9bzSGQJlwBZqhIGvWbOzdw8905Bvc3fujEUCmEGIMAGupv9vR/AsiooHWWvYJ\nKlfNRXtlqW5M+KnnImX+Wgw97XwvZtY/xcXFqDhQqY5QOKGMz0RF/hZuuU4+w+29P4ATkzhZSBCR\nxymKAuV4CyzHW2AMj4IhPAoGQ/dNyC3tbah99UEc/s9fnI5OJE5/AAnTl/jN6ITVpsJCtI29pHv3\nTkeMIdxynXxKn4oKIiJPUhQFrfJDNHywCi1fvofO+gMnbguNH42oH/wYpkvnI1JcgmPW0YmqL3XP\nF3HqeUhZsA4Rp57rhew9r7buCCyRjubE98Qt18mXsKggokHV+s3HqH7hDt2NvTrrD6Dxo3w0fpSP\nkNgR6GquczI6EYbEa/6AhKtzYQgNG8CsB1ZigrrKQ+dRdsMt18mXGAc7ASIKXoff+iu+/dOPnO4U\naqur6ZBuQRFxWjpSHzYj8ZoH/LqgAIDsrCxEfPOh/rJYK+uW61mcJ0++gUUFEQ2Kw2/9FTUv/xZQ\n3N0NwE5IGBJnPIoxf9iJiFMmeCa5QZaRkYExo1NgKClyGsct18nX8PIHEXld6zcfo+aVe/t9niHJ\nP8DoOwsQMfpsD2TlWwo25Kt9KrjlOvmRgCgqhBA5AMoBxAOAlHLF4GZERHoURUH1C3f0f4QCgCEs\nAuGjxnsgK9/DLdfJH/n91udCiKUAdkkpC63fax0/C72dCxH1rlV+6PIcit4c//5TtH61A1HiEo+c\nz9dwy3XyN4Gw9flCKWWuzfdbAeRC7fxJRD6m4QPP7jvY8MGqgC0qrLjlOvkLv976XAjhaHZSPQDn\nbeiIaFAoioKW0nc9es6W0vc8ej4i6jt/3/o8HmoRYatBy8kkpWxw9URCCLODw/7Vho/IxynHW9B5\n5KBHz9lZvx+WtqMwRkS7FM9txIkGjrtLSn1t63MTtMmZdrnAwXEiGmSW4y0ux4Yf8ex5S0tLcfb5\nEzHlyul48oMKrKsw4MkPKjDlyuk4+/yJKC3V3z+EiFzj71ufOxqJsBYTbvWtlVL2+KgihDgd3OOE\nyGMUvU6YDhx3rUs1AMAYHuX0dm4jTuQd/r71eT3U0QpbJgBw59IHEQ28oyXbULX6Vo+fNzT+lF4v\nfXAbcSLvcOvyh5SyUUqZCXUS50ztX5qUcuJgLCeVUu5Gz9GKeADO29ARkdd0HWtC1brb8P2yaeg4\n/J3Hzx817sdObz+xjfh4F7YR338QZrOj6VVE5Aq323QLIS6DOilzsZRys5SyQgjxnHYZZDCsEELM\nsPk+E0DeIOVCRDaO7t2K8vsn4Mh7A/e/pOnS+U5v78s24kTUN24VFUKIBQAKADQCsF3OuQfAUg/m\n5TKtR0WqEGKG1lmzjI2viAZXV2sjKtcsxPd//gk6Dn8/YPcTcVo6Is+82GkMtxEn8h5351TkQF1S\nukV7A7faCuA5z6XlHinlssG6byLq7ugXb6NyzXx01h/QjQk/7Xwc729XTYMBSTcvh8FgcBrGbcSJ\nvMfdomI4gDLta9tumyZwlQRR0LHt+ZASH4ns4RUI3feabrwhPAojs5ch7se3of6dv6u7lPbRyOuf\nROTYyb3GZWdlYfnq6WidfIPzSyDWbcSX5+rH9AP7Y1AwcLeoKACwSghxYqWHtuxyk3YbEQWB0tJS\ndaOrA5VoG3sJfhTfjJtb30dozTHdn4kc92Ok3LoaQxLHAACGX/kbAAbUvOLm9ucGA0Ze/ySGX3mP\nS+HWbcT3lRQ5Xv1hPe0AbSNu/1xZItWRk+Wrp2PM6BQUbMjnMlYKGG4VFVLKRUKIAqg7gkII8TWA\nVACbpZRLBiA/IvIxtj0foqf8EI8cW4tfHN+mG2+MiMaImcsQ9+NFMBi7T+MafuU9GDp2MqpfuMOl\nTcYiTktH0s3LXRqhsDVY24izPwYFG4PSh+2HtT03rON2RY5aegcCa/Orbdu2YfTo0YOdDpFPOPv8\nidiXOBmXiHg8dHQ5Rlr0JzZGnXU5kuetwpDE052eU1EUtH61Aw0frEJL6bvd5mOExo9G1LjLYLp0\nPiLPvLjXORR6TowY7D/oeBvxARgxsD5XTkdIvngLZ9V+wv4Y5BMOHDiAyy+/HADGSCm/dffn3Rqp\nEEJcB7WI2A214RURBZHi4mLUVR/AoxNLcE3T+7pxRzEUT38ehnvuegKn9VJQAIDBYECUuOTEbqOW\ntqOwHG+BMTzK5T09euPtbcRP9MeY6kJ/jPwtMJvNnGNBfs/dORW/gzpB89UByIWIfNxHLz6BVy5r\nxIj293Vj/ht2Hh6Mvgs1EW9j1ObNyJjo/rZAxohojxUT9ry1jXhf+mOwqCB/527zq8cBLBNCxAxE\nMkTkm7qO1uNg3mxMO7IZI0LbHMYcNQzFH6LvxMLYh1EVkhj0PR/YH4OCkbsjFZOg7vXRIIQogjZh\n00pKebunEiMi39Bk/ieq1t+GrsYa3ZgPw9LxUPQdqA5JPHEs2Hs+sD8GBSN3i4pUqHMprPMphns2\nHSLyFZ1HD6M6/y407XxZN6bZEImlUbfi1fBpgO0ESvZ88Gh/DH94vESA+0tKZw5UIkTkO5qKt6Bq\n/e3oajqkG/NB2EQ8HP1L1IQk9LiNPR880x/Dnx4vEeD+SIV1Q7EsABlSygu0Y88ByJNSfurh/IjI\nizqbalH94l1o+mSjflB4DP74iYKNIydBGW83Z4A9H7rpT38Mf3y8RO4uKV0A4AkAK3GyTwVwckMx\n/XKciHxa065CVK3/Jbqaa3Vjos+9Gslz8vCHmiZ8MWs2KvJfddzzYQDe6LJmzVbfYB196jeGQJlw\nBZqhIGvWbJ/p+TBu3Djs3LFdHW3I3+LWc+WPj5fI3dUf1g3FFkOdsGm1FYDzxdhE5JM6mw7hwDMz\nceCZLN2CwhhpQsqC9Tjlnn8hLH7UiZ4P299+A/dOTcWcNODeqanY/vYb2Lun2OMFxYmeD+Nd6Pmw\n/yDMZrNH778/+vJc+fPjpeDGDcWIgpSiKGj6XwGq8+9AV3Odblz0eT9D8pw8hMWl9LiNPR9c585z\nFQiPl4ITNxQjCkKdjTWoeuEONBdv1o0xRsUh6canMOyim/rcGttTgq3nQ7A9Xgocbl3+kFIuAvAt\n1P4UBm1DsTIAe7ihGJHvUxQFjTtfQdnvxjstKGLSr0HaYyUw/Wj2oBcUgNbzofWIS7Fqz4f4Ac5o\nYAXb46XA4e6cCkgpswBMBLAIwDIAY7nUlGjwmc1m5CxejLnzFyFn8eIe19k7G6px4B//h4PP3YCu\no4cdniMkKh6jbtuA0Xe/ijBTsjfSdkl2VhYivvkQsHQ5D7T2fMjKch7n44Lt8VLgcHf1x+lSym/t\nNxQTQpwHoKEvO5oRUf/01stg00svYFTjp6jOvwtdLfrD5DEZv0DyLc8hdNhIL2bvGk/0fPAnwfZ4\nKXC4O6eiDICjmUNpABaCS0qJvKq3XgaHSl/DB/ecj0uT2nXPERI9HEk3L0fsBTN94lKHnv70fPBH\nwfZ4KTC4W1ToveI0QL0kQkRepNvLQFEwvX07liQVYpiiX1DETJqBQ+cuxKOvbkPtynfdbgHtzfbR\n/en54I+C7fFSYHCpqBBC1ENdQqoIIRxdjI0DwIXSRF50opfB1O69DBK7DuOho89iascu3Z8NiUlE\n1+VL8NNHXkLFgVvcbgE9WO2jrT0fzGYzNhUW4lBdPUYkpGLmMzkBuaQy2B4v+T9XRyoWQB2l2ARg\nMQD7C7PlUso9nkyMiJzr0ctAUXDN8XeR27IKw5QW3Z+LvWAmmibfjR/+5No+tYD2hfbR3uqP4SuC\n7fGS/3KpqJBSbgYAIUSRlHLlwKZERK6w7WUwouswHjq6HJd26LdrbsFQiDvzETvp/3D2+RP73AKa\n7aOJSI+7fSp+AgBCiFhH/wYmRSJyRO1lUI9r24rwWsOdTguKN5tOxb9GLkDspP/rVwtoto8mImfc\nKiqEENdpcyqO2P1r0P5LRF5y/ZWXIM/0Oh49+jRidS531BlMuDs6Fw9+2I5rr78FQN9aQFv152eJ\nKPC5u/pjGYBtAPKgdtUkIi9TFAUN29cg8pXf4KIRx3Xj/hV+KR6PWoCmko9wlk0vg/60gGb7aCJy\nxt2iIh5ADptcEQ2OjsPfo3LNArTsfUc3ptYQh4ejb8d7YZMc9jJITFBXalhcuD+1BXSqR36WiAKf\nu226VwC4fCASISJ9iqLgyPsrUfa7s50WFK83nYZrDkzHB+ZvEJl/O86q/aTHKoz+tIBm+2gicsbd\nkQoTgBVCiMVQ23R3G9uUUt7uqcSshBA52peTAOySUi5zcHs51FEUSClXeDoHosHUXvcdqtbMR0tJ\nkW5MqCkZLRffhyO7D+EXdfUYkZCi28ugPy2g2T6aiJxxt6hIhTqnAlAbXrl2cbWPhBB52s6o1u/N\nQghYCwshxFKohUah9XshxAzr90T+TFEUHHkvD4c23gdL21HduGEX34KkWX9DSFQczndxYKA/LaDZ\nPpqI9LhVVFiXlHqDEMIEdVWJrTwAS6FOGAWAhVLKXJvbtwLIBeB2USGEcLT2bYi75yHyhPbaClSu\nmY/Wfe/qxoSaUpA8dwVizrva7fP3pwU020cTkR53RyoghLgMQBaADCnlBdqx5wDkSSk/9WBu8QBy\ntNEK25UmJu0+HY2r1gNwvoCeyIcpFguOvPc8ajbmQDmu3xXTdMlcjLzhrwiJMp045u4+HP1pAc32\n0UTkiLtbny8A8ASAlQBsXzn2QB1B8NgupVLKciFEhl1BkQnAemE5Hj3bhTdoeZqklPajHL3dX49X\nQiHE6QAq3DkPUV+1HypXRydK39ONCY0bheS5KxFz7k9PHOvvPhz9aQHN9tFEZMvdkYocAAuklFts\nJlAC6mWH5zyXlkpKudv6tXY5ZBpOFjMmaJMzbViLjHj0vHRC5JMUiwVHtj2Lmk25UNpbdeNMl87H\nyOv/gpDIYSeO+cI+HEREVu4WFcMBlGlfKzbHTXDxE71WHOhyMsJQAOBym5ELR3HWIoMdd8gvtNeU\noXLNrWj98gPdmND4U5AybyWiHay24D4cRORL3C0qCgCsEkKcmGOuXSLYpN3mlBBiBtRLGM5iGuwm\nX1pXeSy1HbmAWjjYFygmwGlhQuQTFIsF9UXP4FDBEuejE1MXYuT1f0bI0J5b6+htfd7jvsZnoiJ/\nC8xmMy9VENGAcnf1xyIhRAG0Ft1CiK+hLjPdLKVc4sLPF8LNlRlaIbJVSlmkfZ8updwtpdwthLAv\nHuJxcs4FkU9qr/kGlavmofWrD3VjwoafiuR5qxB9tn4N3pd9OFhUENFAcnv1h5QyS1t5YX11KpJS\nDshkRiHENGiFgnbZJB5ANtTGW4DaiMu2L0Um1GWnRD5HsXShfus/cKjwd1Daj+nGfRl5Ht5qPA+m\nF7chOytetxDgPhxE5GvcXf1xGYB0KeVfcPKNHUKIjVCXlOovqneTVkRs1b61LRROjHRIKXOFEDna\naEYqgDI2viJfdLz6K1SumodjX/9XN+ZQ+xA8tCcaH8adCUtkOIz7nK/g4D4cRORr3B2pWArHIwHb\ntNsm9TsjjTYvwuBC3LLeYogGi2LpQv3bf8ehzQ9A6WjTjdv8bQSWRsxGy0+vcnkFR3ZWFpavno7W\nyTc4vwRi3Ydjea5+DBGRB7i7oVgGAEdTyHdBHSkgIs3xyi/x7Z8uRs0r9+oWFGGJY/Bw2Zl4MPxW\ntJw9vWdxYF3BkTETWbNmd7vJug+HwcmeIAD34SAi73G3qCgHMMbB8XgAR/qfDpH/UyxdqHvzzyj/\nw3k4VrZTNy4+8y40XrcOb8hmKONdWMGx/yDM5u7d5As25CPGvBGGL97quXOopQuGL95S9+HYkN/n\nx0NE5Kq+bH2+SghxrvWAEOI8qEtKn/dkYkT+6HhlKb79049waGMOlI7jDmPCElNx2pL3kXTT09j0\n+ptur+CwZd2H46zaTxCxfhHw33xgzxvAf/MRsX6Rw63PiYgGirtLSpcJIdIA7BFC2Da/WqlN3iQK\nSkpXJw6/9SRqX31Qt5iAwYD4zLsxYsajMIZHAfDwCg7FAhwoAQwhgNKlfk9E5EV9WVK6SAjxBADr\nBdrdA7WklMgftB0oQeWquWir2KUbM2TkWCTfugZR4pJux/u7gqN7m+4Huo14tFm62KabiLzK3csf\n1mWlOQAWSyk3SykrhBDPaZdBiIKG0tWJun89jooH0/ULCoMB8Vfcg9Q/ftajoADUFRwR33zYcz6E\nPesKjqysboe7tel2Y5InEdFAcKuo0HYpLQDQiJMjFYDas2KpB/Mi8mltB/ai4pHJaiOrznaHMUOS\nzsTp9+9A0qy/whge6TCmPys4TrTp7uMkTyIiT3N3pMK6S+lidO8hUQR1B1GigKZ0dqD29UdR/od0\ntH2r8yZtMCD+yt8i9Y+fIvKMi3o9Z19XcPSlTTcR0UDy+i6lRP6q7fvPUblqDtq+26MbMyRZIGX+\nWkSO/aHL57Wu4MiaNRsV+VvQdsYUWIaaYDzWgIivt2PMKaNQ4GBOBNt0E5Gv8eoupUT+SOnsQN0b\nj6P29T8BXR2OgwxGDP/pvUj8xUMwDhnq9n2MGzcOe/cUw2w2Y1NhIQ7V1WNEQipmPpOju/cH23QT\nka/x6i6lRP7CbDZjY0EBDLVf42fYgeGdh3Rjh6SMU0cn0i7s9/1mZGS4vJMo23QTka/x6V1Kibyt\ntLQUWbNmY//Bg5h9QTwWxH+JMIPOWIDBiOFX5SDx2gdhHBLh3URxcpLnvpIidfWHDrbpJiJvcbuo\nAAAp5W7Y7FJKFAisPR9GXXgZ1p1/GKJrn25seMpZSJm/FkPTLvBihj0VbMhX+1RAgTI+s/uIhaUL\nhpKt6iTPHdsHL0kiChq9FhVCiPnQNhKTUq7WibkM6tbnZ3g4PyKvuf7GG3HzpadjQUwhQrscj050\nKga8fmgkfrdqN4xh4V7OsKe+TvIkIhoITosKIUQx1H4UuwFkCyEWSSkvsLn9PAAroRYdXK9Gfsv8\nZj4eOe0LnBHTqRvzVchpeCDqTlS8+SR++vlel+c+DLS+TPIkIhoIukWFEOI+7cs4KWWjduwdIcRj\nUFd7LIPam6IIQBrnVZA/snQcR91rjyD8X4/jjFjFYUwnjFg1dAaej8xGhyEMRq3ng6+9YbszyZOI\naDmGrJ4AABg1SURBVCA4G6lYCGCRtaDQ3AbgGwC5ALYByJBS6i/aJ/JhxyqKUblyDo4fLNHtAidD\nTsMDMb/CvtCxJ46x5wMRkWPOiopUKeW7tgeklOVCCADIklJuGdDMiAaIpb0Ntf98GIf/82fdPTc6\nEIKVQ7OwIjILHYawbrex5wMRkWN9Wv0BrvwgP9Va9gkqV81Fe2WpbsyXIWNwf8zd+DI0reeN7PlA\nRKSrr0WF44vPRD7K0t6G2lcfxOH//AVQ9FZ2AHlHJ2Hl6Yt7jE5YsecDEZE+Z0WFQQihtx+z9TKI\nLUVK2dcihWjAtH6zUx2dqPpSNybi1PPQdvnv8eL/LULn0W0Aez4QEbnNWRHA8V3ya5b2Y6jd8gcc\nfuuvuqMTCAlD4s8fQMLPlsAQGoadO8ax5wMRUR/pFhVSyj97MxEiR6x7cNTWHUFiQhyys7JcWjbZ\n+vVH6uhE9Ve6MRGnpSNl/lpEnHrOiWPs+UBE1He8XEE+yboHR8WBSrSNvQSWSHVHzuWrp2PM6BQU\nbMh3OGJgOd6KQ1t+j/q3/wYoOlN/QsKQeO2DSLgqB4ZQx3Mn2POBiMh9LCrI51j34GjOyIYyddqJ\nuQ0WAK2Tb8C+kiJMvngKdtpdimj96r/q6ETN17rnjjg9AykL1iFi9NkD/CiIiIKPXxUVQog8KeUi\nu2M5ULdijwcAKeWKwciNPCdr1my1oHC086YxBMqEK9AMBVmzZmPvnmJ1dKLwftRvfUp3dMIQOgSJ\n1z6E4VfdB0OIX/3ZExH5Db1Ggj5HCLEUwEQHx8qllIVaMZEmhJgxKAmSRxQXF6PiQCWU8dOcxinj\nM1Gx/yD2vL4K5b8/F/Xv/F23oIgYMwmpj+xBwvQlLCiIiAaQX7zCCiH02hculFLarlLZCnXVCjc3\n81ObCgvRNvaS7ss5HRhq6MDdF8VgyOYFaNeJMYSFI/EXj2D4lb9hMUFE5AX+8ko7DWrBcOLjqxDC\nUfehetsY8j+1dUdgiYxzGjOxYy/+2Pw0To2r1o0ZmnYhUuavRXgKl38SEXmLzxcVQohpUHdFnWh3\nUzzUIsJWg/YzJillg5v3Y3ZweIg756D+S0xQV3k46ioRqRzDr1tewI1t/9b9eUNYOBKv+xOGX3kP\nDL2MdhARkWf5w5wKvQLBBG1ypg1rkWF/nPxEdlYWIr75sMdGXxe0f44tR+52WlAMHftDpD7yKRKu\nupcFBRHRIPD6SIUQwuTsdtsCQggxQ0qpNz/CUaFhLSbc3pdaStmjKYEQ4nQAFe6ei/ouIyMDY0an\nYF9JEZQJVyBSOYbftKzHDW1v6v6MISwCI2Y8ivif/IrFBBHRIPJqUaGtzMjsJaZBSpmrTc50dgmj\nHupohS0T0L0wIf9TsCEfky+egrOG7MfDiTsx2nJIN3boGT9Cyvw1CE8604sZEhGRI14tKrRRB1dX\nZqQDSLWZkDkJgEnrS1EopdwthLAvHuIBFHkmWxosZ54+Gh8/cBnw6SY4nFwBAKERGDnzccRn3sXR\nCSIiH+GzEzXtL3sIIRYCSJVSLrM5vMLuEkkmgDxv5Uied7SkCFWrbwUOf68bM/TMi5Fy6xqEJ53h\nxcyIiKg3PltU2NIKiiyoIxc5AFZIKa2XSXK0yyqpAMqczMEgH9Z1rAk1L9+Lhg9W6sYYhkRi5Mwn\nEHf5HTAY/WGOMRFRcPGLokLrlumw/bbdyAX5oaNfvI3KNQvQWb9fNybyB5ciZd5qDBmZ5sXMiIjI\nHX5RVFBg6mptRM3Lv0XD9tW6MYbwKIycuRRxl93O0QkiIh/HooIGRfNn/0HVuoXorD+gGxM57sdI\nmbcKQ0bodWknIiJfwqKCvKqrpQE1L/8GDR+u1Y0xRkRjRPafETd1IUcniIj8CIsK8prmT/+NqrUL\n0dlQqRsTddblSJ63CkMST/deYkRE5BEsKmjAdbUcQfWGe9C4Y71ujDEiGiOvfxKmqQtgMBi8mB0R\nEXkKiwoaUM17/oWqdYvQ2VClGxM1PhPJ81ZiSMJpXsyMiIg8jUUFDYiuo/WofulXaPzoRd0YY0QM\nRt7wV5guvZWjE0REAYBFBXlc8+7XULXuNnQ2VuvGRE24AilzVyBs+KlezIyIiAYSiwrymM6jh1H9\n4t1o+niDboxxaKw6OjFlHkcniIgCDIsK8oim4ldRtf42dDXp7ygafc5PkTx3BcLiR3sxMyIi8hYW\nFdQvnc11qM6/C02fvKIbY4wchqRZf8ewi2/h6AQRUQBjUUF91rRrM6rW346u5lrdmOhzr0bynDyE\nxY/yYmZERDQYWFSQ2zqbalH9wh1o2lWgG2OMNCHpxqcw7EezOTpBRBQkWFSQW5r+V4CqF36JruY6\n3Zjo836mjk7EpXgxMyIiGmwsKsglnY01qHrhDjQ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167YbdO51SJv5F0Qk+JZsUngLiYqaRBQc+msFw6KiIpxx1jhMunQKHv+gFM+W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\nOeemzax08aCkPdW2bZtQEafFdHgbaps3cR2BrCWD6SK1zf6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zo2DndlEhhLgIwFQAo6SUP9eOvQCgQEr5lY/zI6IgE0l9GyJpCa2iKGg0/wMV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\nJN2jaL7FnKQFM4t3+iVFO/A5RYdMSpLGW60XzIS/eVzRzvF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r2xBtU2jbyj9D1Zp5aP9hu36jmDikXnIH0n99D8wDkgIXHIU8j5MKIcQFAKYB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\nm54xbJd80oXInL0cAzJPCFBkREQULphURDlFUbB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Dp3FALYhgIEEUxkJ1vl5RFCg9HbD3dMCckAxTQjJMJhPsPZ1o3F+E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\nlXRBUShZzVouRx0tRQfkNSWurBhknRnLnFQUBi4oOv2Tqz6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w5JP1qH7pVnQ3HtQfaI5D2oWOxl9sCk0qb2cqCgEskFJu1ApQOZQD+LP/wiKi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\nd6Lx3VWGjb8SMkYhe/ZjGJL/a5hMeu1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IhF8je86jSMwcE6TIiIiImFREhO4mG6pLl+Dw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\nGWiUC4eHh8VzAcA5lt6nIgQDADOipwIAAERBqAAAAFEQKgA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vWGf2L6AIwDVSynVaASqncgDP+C8sIooE0V63IVaX0LZXvI/qkuvQ/es2w3a2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\nPLVzJhnh+0lDhqKhDkJ/ZyvqX70fDe/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QW/+jfkNrHDImX4fsS/6MuNRhQYuPiIhID5OK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\n", 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8yXLDdklDT4Z95mKknXBOkCKjcGQqqRBCXAfgUQDLALj+n7MZwEIA+v2hRBQ1\nYqVuQywvoVV6utFY9hzqXr8fjo4W3XbW1MHIufIhpJ9/PSxx7PyOdWb/AooAXCelXKMVoHIqA/Ci\n/8IiokgQ7XUbYnUJ7YGt61C9/EZ07TGegGo75/8hp3AB4gflBCkyCndmk4pMAJXa74rLcRu48RYR\nRZlYW0Lb3bATNa/ejv0bSwzbJQ8rgH3mYqSOGBekyChSmF1SWgLgL9runQAO7uS5SruPiChqxMoS\nWkd3J+rfXIDt804wTCji0jJw1G9exPD7PmNCQR6ZSiqklLMBfA+gCoBFCPEd1J6LLVLK+f4Pj4go\ndJxLaC1bjTc+juQltC1fvouqu09CbeldULraPDeyWJB+/vXIX/Qt0n8xG5a+5phQzDI9q0ZKWaht\nRe4cSC2TUnLog4iiUrQuoe2qrUL1iltxYMs/DNuljPgZ7DMXI2VY5CVMFHw+TdWVUm6GuuKDiCiq\nRdsSWkdXO+rfXoiGtx+F0t2p2y5uUA5ypyzE4J9fA4uVxZfJO2aXlJ4PtT7F427HV0KtU/GBP4Mj\nIgoH0bCEVlEUtGx+AzUrbkV3/ff6Da1xyJgwB9lXPIC41MFBi8+J+6tENrM9FQsBLPFwfJ123+n9\njoiIKExF6hLazupvUb38ZrR+9Z5hu1RxDuwzFyP5mJODFNkhFRUVam/Qrj3oGHE2HKnqypvnX7oU\nw4cOQcmK4ojpDYplZpOKAgCe6tBuBLCg/+EQEZG/ODpbUffGn9Dw3hNAb7duu3jbEORe9TgGjbsK\nFosliBGquL9K9DCbVFQBGA7AvRx3BoB9fomIiIj6RVEU7P+8BDWv3Y6exl36DePikTnpNmRddg/i\nUgYGL0A33F8lephNKpZCrVNRJaX8EgCEEKdCrVPBngoiIh3BmivQuXsb9i6/EW3bjKe4pY2eAPuM\n55A05AS/x2AG91eJLqaSCinlIiFEPoAtQgjXiprL3CdvEhFR8OYK9LbvR93fH0Dj2meB3h7ddvEZ\nx8A+7SkMHHtlSIY63MXy/irRyJc6FbOFEAsBjIFaqnsz61QQER0pGHMFFEVB8yevoHblnehprtZt\nZ4lPROYvi5B1yXxYk1J9ulYgxOr+KtHK1y3l6gH803lDCDEIAKSU+/0RFBFRNAj0XIGOH7/E3uI5\naP92g2G7AadeAvu0p5CYO8L0NQIt1vZXiXamKpoIIX4thGiAOinT9acJnKhJRHTQwbkCo72YK7Bz\nN8rLy71DMdStAAAgAElEQVQ+d2/rPuwtvhFVfxxjmFAkZOfhmFvfxLG3vhmWCQUQO/urxApf6lSs\ng1qrosr/4RARRYdAzBVQHA40ffx/qC2Zh96Wet12lsQUZF1yFzIvugPWxGRfwg8a5/4q27aWee7R\n0UTy/iqxxGxSkQGgSEr5fQBiISKKGv6eK9BetRF7i+ego+pzw3YDx16J3KufRGLWcV7HGmrRur9K\nLPJlSel4AC8FIBYioqjhr7kCPS312PbCLMRtfR1GazUSjxKwz3gOA06a6FO8oRRt+6vEMrNJhQ3A\nUiHEPKgbih2WWkspr/dXYEREkWxqYSGef+lStI272ngIxDlX4Pm5hx1WHL2oePUBHHjnEQyI159v\nYElKQ/bl9yHzgpthiU/0V/hBFw37q5D5pCIP6pwKAEjXfpyUI5sTEcWm/swVaPvuE3y/9HdA7TcY\nYPAu/f7uJEx65C1k/fQ8P0YeWpG6vwqpzBa/uiBQgRARRRuzcwV6mqpRs2oumv/9suF5v407Dg8P\nmI3yvbvw0uw7WLqawoavdSqCSghRpP16OoCNUspFHu6vgjqRFFLKpcGNkIjoSN7OFTjh+BFoeP9p\n1L1+Hxzt+uV+WiypWJw6Da8mX4xeSxwwehRLV1NYMZ1UaHt9TACQ6X6flHK+P4Jyu94SKeVsl9vl\nQgg4EwutuudGKWWp87YQYrLzNhFRKPU1V6C14l+o+mMhOndvNTzP60nj8VTaNWiwuow6s3Q1hRlT\nSYUQ4tcASqBO0jwNwBbtrjEAygH4NakQQtigFtZytQRqvQxnb8UsKaXrDKe1AOYCYFJBRGHDfa5A\nd+Mu7Prz1dj/2WuGj9sal4+HB8zGlwmeN/5i6WoKJ2Z7Kh4FMFlKuUYI0SilHAsAQohZULdE97cM\nAEVab4VrsS2bdl1PVVAaofakmCKE8FTOLnKnUhNRWFJ6utDw/lOoe+MhKJ2tuu2aehPx9KBrsTp5\nIhwW/dUjLF1N4cRUmW4A+QDKtN+rhBDO6iprAczyW1QaLZEocEsoJrrEkAG3Za3Qeja0Xg4iCqDy\n8nIUzZuH3147G0Xz5pkqNR2LDnz1PirvPhm1q+bpJxQWC3pOuhKTP0hHSZJxQsHS1RRuzPZUbAYw\nFsAHAFYCWCSEuA7qcENAPsSllJudv2uJwgQAzj5EG7TJmS6cSUYGjhw6MbrOEQOSQohhALgDK5Gb\nYG3nHS266r5HzYpb0bL574btUvLPgH3mYqQMH4uMFWNRzdLVFGHMJhULoNaq+ABqdc3fQ91IzAI1\nsQi0EgDjXXouPCUNziSDg4xEARCM7byjhaOrHQ3vPIb6txZA6e7QbRc3MBs5Ux6F7azfwGJVO5BZ\nupoikdk6Fatdfm8GkC+EOA1AlXY7YLRVHgtdey6gJg7uPSQ2LT6veymIyHuB3s47GiiKggNb3kT1\nilvQXWfQ2WmxImPCDci+4kHEpR3+VsbS1RSJzG59Psz9mJRyC4Dhnu7zFyHEZABrpZRl2u0x2rU3\n48jeigwcmnNBRH4UyO28o0Vn9XfY+eTF2PnMrwwTitSRZyPvwS2wz3j2iITCybkcdf37b+GO8/Lw\nm3zgjvPysP79t/D1lk1MKCjsmB3+qATgadZQPtSJmvqDfz4SQkyAlihocyoyAEyFOr8DUPcica1L\nMRHqslMi8rNAbOcdLRydrah/8xE0vPs4lJ4u3XbxtqOQe9XjGDTualgsRluEHcLS1RQpzCYVev8H\nNEGdwOlXWhKxVrvpmigcrEEhpZwrhCjSejPyAFSy8BVRYPh7O+9ooCgKWjaWovrV29DTuEu/YVw8\nMi+4BVm/+iPiUgYGL0CiIPIqqRBCNELdMEwRQjR4aJIOtfiVX2nzIvpM5d3LdhNRYPhrO+9o0bmn\nAtXFN6J12zrDdmknjod95nNIGsLhCopu3vZUXAf1w30VgHk4cmVFlTa3goiiWH+384505eXlWFlS\ngqa6GkxI2obR7eWwOPS3JY/POAb2aU9i4Nhfez3UQRTJvEoqnKs+hBBlUsplgQ2JiMJVf7bzjmSH\n6nLsxvjTjsNtOV8hp6dNt70lPhGZF92JrEvnw5qUFsRIiULL7JyKJUKI86WUHwCAEOIOALOhTuD8\nvZTyez/HR0RhJtbqJzjrcgw5YzxeGNOOsT2fGbYfcMovYZ/+DBJzRwQpQqLw4cveH7MBQKukuRBq\nAaxCAC8CuNCv0RFR2Im1+gn/M+NqzPnFUbgqrQRxPfqzSWo6EzF2bikGnHoJhzooZplNKvIBOKvZ\nFAIolVIu0zbj2ujXyIgobPW1nbc3nPMT6ur3ITsrHVMLC8Nq2aTicOCL5ffjyeO/QkaSfjLRgUQs\nS/k1Xnv3A5TdOQQFTCgohplNKpqgFrr6HuoeHJO14wpM7LNBRNHBl/oJkbBvSPuOTdj78g1Iqvoc\nSUn67dYmjsOitN9hT1wurPm9MVWXg8gTs0nFMgAfQk0iqqSUa7TjUwEYr6kiopgX7vuG9LTUo7b0\nbjR9tAxQFN12O+KOxoK06/DvxEMTUWOlLgeREbN7f8wVQqwFMBiHl8KuBKtYElEfwnXfEMXRi33/\nWoa60rvR26qfGLQhGS+mTsXLKZeh25Jw2H2xUJeDqC9meyrg3H/D7RiXmRKRoYP7hpznxb4hxWtQ\nXl4elKGEtu3/QfXLc9Dxw2bDdu8kno3H036LmrisI++M0rocRGYZJhVCiJUAVjqHOYQQLxi1l1Je\n78fYiCiKhNu+IT3NNahZNQ/NG/5q2O7HjmTc1zoJn4vf6baJtrocRL7qq6ciH+oGXq63iYhMC5d9\nQ5TeHjSu+zPqXv8jHG3Nuu2sKYOQffn9wNDx+Obc8bB0HR0TdTmI+sMwqZBSjnW7fUFgwyGiaBUO\n+4a0frMe1cU3oHPX14btBv/8GuROWYh4mx2ZQEzV5SDqD92kQggxyOzJpJT7+xcOEUWrUO4b0r1v\nD2peuwP7P33VsF3ysafCPnMxUkf+/LDj/qjLQRQLjHoqmqAuHTWjj8FSIopVodg3ROnpQsM/n0H9\nGw/C0XFAt5011YacyQ8j/RezYTFIeHypy0EUS4ySCk/zJyYDOB3AApdjFgBLoZbpJiLSFcx9Qw58\nvRbVy29E116p38hige2ca5Ez+WHED8ru9zWJYp1uUiGl3OF+TAgxBcB1Usov3I7PBVAE4C9+j5CI\nokYw9g3pbvgR1StuQ8um1YbtkoefjqOueR4peaf7fK1gCfeS5kROZutUFADwNH27EcBYD8eJiA4T\nqPkJjq4ONLz3BOrffBhKV7tuu7iBWcgpfBS2s38Li9Xq8/WCIRJKmhO5MptUrAOwVAgxWUr5JQAI\nIU4FsAqHNhojIuqTP+cntHzxNqpfuRndtZX6jSxWpI//A3KufBBxad4tbQ2lcC9pTuSJ2aRiMoBS\nAFuEEM5JnBYAm6HuWkpEFDRdNZWoXnELDnzxlmG7lON/jqNmLkbycacGKbL+C9eS5kRGzO790Qxg\nohBiOADn1OzNnuZfEFFkiMTxekdnG+rfWoCGdx+D0t2p2y5+sB05Ux/D4DOnwxJBW5KHa0lzor6Y\n3vsDODiJk4kEUQQL1/F6RVGgdLbC0dkKa1IaLElpBxMCRVHQUv46albciu6GH/VPYo1DxgU3I/vy\n+xCXYrrkTsiFW0lzIm/5lFQQUWQLt/F6RVHQJj9G00d/Qes3H6KncdfB++IzhiLthF8g7aSJaP53\nMVq3rjU8V+qJ58M+/VkkDx0d6LADJlxKmhOZxaSCKAaF03i9ukvoDej4YYvH+3sad6H5k2I0f1Js\neJ74jKGwX/0kBp4+OaKGOjwJh5LmRL4I7/VUROR3B8frR3sxXr9zN8rLywMWS8N7T+L7P/1cN6Hw\nSlwCMi+ZjxELKjDop4URn1AAaknz5O0fA45e44bOkuaFnCdP4YFJBVGM8WW8PhAa3nsSNa/eDihm\ndwM4JO3kC5H/yNfILXwE1uQBfowutJwlzS1bywzbcct1Cjcc/iCKMeEwXt+2/T+oee2Ofp8n61f3\nIsk+0g8RhZ9gljQn8peoSCqEEEUAqgBkAICUcmloIyIKX6Eer1cUBdUv39CvHgqnmuI5GP5AeVQM\nebgLRklzIn+L+K3PhRALAWyUUpY6b2sVPwPTZ0sU4UK5BTkAtMmP+zeHwkXHD1vQ9u0GpImz/XK+\ncMMt1ynSRMPW57OklK7vemsBzIVa+ZOI3IRiC3JXTR/5d9/Bpo/+ErVJhRO3XKdIEdFbnwshPL3b\nNQIwntZOFONCNV6vKAoObFvn13O2Vnzo1/MRke8ifevzDKhJhKsmLSablLLJ2xMJITytm0vsR2xE\nYStU4/VtFR+it2mPX8/Z07gTjo4DXq/+iMSy5ESRItK3PrdBm5zpFgu0414nFUSxJpjj9T37a1G7\nah6aPv4/rx8z7D3g+wu9a+vobO0zqQjXsuRE0STStz73lDQ4kwxT6+CklEe8iwohhoF7nFCUC+R4\nvdLbg30fvIDaNffC0dZs6rHeJhQAYE1KM7w/3MqSE0WrSN/6vBFqb4UrGwCYGfogIv9rlR+jungO\nOnf+N6DXic84ps9einAqS04UzUxV1JRSNkspJ0KdxDlF+8mXUo4NxXJSKeVmHNlbkQHAuAwdEQVM\n97492P3iDPzwyDkBTygAIG3ULwzvD6ey5ETRznSZbiHE+VAnZc6TUq6WUu4QQrygDYOEwlIhxGSX\n2xMBLAlRLEQxS+npQv07j6NynkDzf17Rbefvctq2c681vD9cypITxQJTSYUQ4joAJQCaAbgu59wC\nYKEf4/KaVqMiTwgxWausWcnCV0TBdWBrGSrvOQW1K++Eo+OA50YWC2znXov8RZVIPu40v1w3+bgx\nSB15lmGbcChLThQrzM6pKIK6pHSN9gHutBbAC/4Lyxwp5aJQXZsolnU3/IjqV29Hy0bjPD55+Fgc\nNfN5pOT/FABgv+Z5fP+nn/evVLfFAvs1z/dZojvUZcmJYonZpCITQKX2u+u7gQ1cJUEUMxzdnWh4\n93HUvvEQLD2duu3iBmQip/BR2M75f7BYD3WMpo74GXKvelzdpdRHuVc9gdQR4/psF+qy5E6sj0Gx\nwGxSUQLgL0KIgys9tGWXq7T7iCjKtXz5Dnb+3/XAvh+h20dgsSL9/N8j58qHEDfAvZSMKvPC2wBY\nUPOaye3PLRbkXvUEMi+81avmoS5LzvoYFEtMJRVSytlCiBKoO4JCCPEdgDwAq6WU8wMQHxGFia7a\nKlS/cgsOfPGmYbsvuux46tMOvDx3Do7SSSicMi+8FSkjxqH65Ru82mQs+bgxsF/zvFc9FK5CVZac\n9TEo1lgUH8Y0tT03nP12ZZ5KekcDZ/GrdevWYejQoaEOhygkHF3tqH/rUTS8sxBKt/5QR73FhifS\nfoM3k84Dvv4nTqz7zOuaD4qioO3bDWj66C9orfgAPY27Dt4XnzEUaaPOh+3ca5E68iyftzk/2GOw\nc7fnsuQB6DE46bSx2JY9zriH5Kv3TL1WRIG0a9cujB8/HgCGSym/N/t4Uz0VQogroSYRm6EWvCKi\nCKc31q8oClo2v4GaFbeiu/573cf3wIoVyZfg+dSrccCqVbYcPRE7itegvLzcq3kDFosFaeLsg7uN\nOjoOqKW3k9L8tgQ12NuIH6yPcZ4X9TFMvFZE4czsnIq7oE7QfD0AsRBREBmN9Z+Zl4FnLkoHdmww\nPMfn8Sfh4QGzsT3+uMPvcKn54MsHpTV5gN/rWTgFaxtxX+pjMKmgSGc2qVgAYJEQokxK2RKIgIgo\n8PTG+pOVdsz6SQ9+0/53YIf+IsxqayYeS/t/eC/xLEBnOCLWaz6wPgbFIrNJxelQ9/poEkKUQZuw\n6SSlvN5fgRFR4ByxF4ai4MKuDbiz9X9hdzRAb1lHL6z4a+NIvHj8A2izpBheI9ZrPrA+BsUis0lF\nHtS5FM75FJn+DYeIAs19rD+/50fc3boEZ3R/Zfi4tJMuQMNps/Di1TeibUSibuIBgDUf4N/6GJHw\nfIkA80tKpwQqECIKDudY/wB04A8HXsP0jjcRb/B9+kDcIJzwh79iYMHlOM5iwfChC1jzwQv+qI8R\nSc+XCDDfU+HcUKwQQIGU8qfasRcALJFSfuHn+IjIz+rqGnFJVh1u33c9shT3TX4P6UQC/rf5ZHRk\nnYplY684eJw1H7zXn9cqEp8vkdklpdcBeBTAMhyqUwEc2lBMPx0nopDr+OELXGN5B7kZuw8vtO/m\nw8SfYmHa77D723W4Y1TOYfeNGjUKn25Yr36DLl7jueZDAD7ojpgH4soaB+XkSWiBgsJpM8Om5kN/\nXqtIfL5EZrc+d24oNg+Hj6iuBWC8GJuIQqb3QCP2vnwDqu4rQG73bt12P1rtuH7QvZgz6B7stOSo\nY/2FhUe0c9Z8WP/+W7jjvDz8Jh+447w8rH//LXy9ZZPfE4qD80BGe1HzYedulJeX+/X6/eHLaxXJ\nz5diGzcUI4piisOBpvUvobZkPnoPNOi2a0cilqZOwV9TLkeXJRGAd/MiWPPBe2Zeq2h4vhSbuKEY\nUZRqr/wce4vnoGPHRsN27yf8DI8NuBZ747LVAwGcF+GrWKv5EGvPl6IHNxQjijI9++tQWzIfTetf\nMm6YmYeHNsbhHxU70HH8+0AQ5kX4KtZqPsTa86XoYXr1h5SyMFY2FCMKtv7UIyjf+Bm+fPlenLr/\nIySjS7edNXkAsn51HzIvuAmvxicGbS+M/vBnzYdIEGvPl6KHqV1KhRDDPO1aJoQ4FUCTLzuahTPu\nUkrB4rEeQds+JG//uM96BBUVFbjn2iswM6cSIwf1GF5n8M+mI2fqIiSkDwnE0wioWNvxM9aeL4WH\noO5SCnWSpqe0OR/ALHBJKZFp/alHsG3jerw77wI8NEJ/S3IAQPZIHHftMqSdcE6AnkXghao+RqjE\n2vOl6GA2qdArzNsEYGw/YyGKSb7UI1B6utFY9hzalt+Ji4bqj7zvt6RhcdNp+O9/2/Dfxz0nFP0a\ncgli+ehQ1ccIlVh7vhQdvEoqhBCNUJeQKkIIT+vS0gFwoTSRSe77cOhRRk/EjuI1KC8vxwkpzagu\nvhGde7Yh1WC4fXXSBDyddg0a0wcidcP1KC8vP+wDvz8loENVPtpZ8yES5oH4Q6w9X4p83vZUXAe1\nl2IVgHkA3NcvVUkpt/gzMKJYYKYeweBRY1G9dAZSOr4xbPp1/Ag8nDYL/0044eAx91oG/RlyCYfy\n0cGqjxEuYu35UuTyKqmQUq4GACFEmZRyWWBDIood3tQjSFC68T/tb2D2sPeQ2qE/EbPJMhBPp83E\n6qSJcFgOT1Lcaxn0pwQ0y0cTkR6zdSouAAAhxCCd+/f7IyiiWNFXPYKzusox/8AyDHPs0S2q74AF\nq5IvxLOp09Fs9fi/5mG1DHwZcnF+S+7PY4ko+pna+0MIcaU2p2Kf20+T9l8iMmFqYSGSt38MOHoP\nO350bzWe3f8wlux/QE0odPx3XwKmDHoMDw24XjehOFjLQNvDw5cS0E79eSwRRT+zG4otArAOwAUA\nRrj85Gv/JSITCgoKMHzoEFi2lgEAkpRO/KF1Bf6xbw7Gd32m+7i4QTkYcu3/4eGdJ+ObPmrPue/h\n0Z8S0CwfTURGzC4pzQBQFG1FrohCSa1HcDbGJlVhblY5hjpq9Rtb45Ax/gZkX/EA4tJsWLXiDNO1\nDPpTAprlo4nIiNmkYimA8QD62FSAyD+CWQchVPLS4/Gfm04Eqt6F0ad1qjgH9pmLkXzMyQeP+VLL\noD8loFk+moiMmE0qbACWCiHmAdgMt6WlUsrr/RWYkxCiSPv1dAAbpZSLPNxfBbUXBVLKpf6OgYIv\nVHUQgsnR2Yq6fzyMxveeAHr09+qItw1B7lWPY9C4q2CxHFl/zmwtA+eQy7atZcYloD1sfd6fxxJR\n9DObVORBnVMBqAWvvBtc9ZEQYomUcrbL7XIhBJyJhRBiIdREo9R5Wwgx2XmbIlM41EEIJEVR0LKx\nFNWv3oaexl36DePikTnpNmRddg/iUgb2eV4ztQz6UwKa5aOJSI9PS0qDQQhhg7qqxNUSAAuhThgF\ngFlSStf+1bUA5gIwnVQIITxVBE00ex7qv2iug9C5exv2Lr8Rbds+MGyXNnoi7DOeRdKQEwzb+ao/\nJaBZPpqI9Jje+lwIcT6AQgAFUsqfasdeALBESvmFH2PLAFCk9VZUuRy3adf01K/aCMB4AT2FtWit\ng9Dbvh91f38AjWufBXr1C1glZB6L3GlPYWDBFR6HOoyYnX/SnxLQ/igfHQvzZYhijamkQghxHYBH\nASwD4Pp//xaoPQh+26VUSlklhChwSygmAijTfs/AkeXCm7Q4bVJK916Ovq53xLuZc+tzM+eh/vGl\nDkI4fxApioLmT5ajdmURepqrddtZ4hOR+csiZF0yH9akVFPX6O/8k/6UgPblsbEwX4YoVpntqSgC\ncJ2Uco3LBEpAHXZ4wX9hqaSUm52/a8MhE3AombFBm5zpwplkZODIoROKANFUB6Hjhy+wd/mNaP92\ng2G7AadcDPv0p5GYa77US6TNP4m0eInIHLNJRSaASu13xeW4DV5+o9eSA10GPQwlAMa79Fx4audM\nMsL3k4YMRUMdhN7WfahdfS/2ffACoOg/k4TsPNhnPIOBp17i87Uibf5JpMVLROaYrahZAuAv2rAA\ngINDBKu0+wwJISZDHSbR/dFWdLg/biGAha49F1ATB/cExQYYJiYU5vTKVh/BrfR0OFAcDuz76CVs\nnzsS+9Y9r5tQWBKSkX3lg8h/ZGu/EoqD809GezH/ZOdulJd7moscPJEWLxGZZ3b1x2whRAnUuhAQ\nQnwHdZnpainlfC8eXwqTKzO0RGStlLJMuz1GSrlZSrlZCOGePGTg0JwLikCRWgehfccm7H35BnRU\nfW7YbuDYK5F71RNIzB7W72tG2vyTSIuXiMwzvfpDSlmorbxw/t9eJmUfmw/4SAgxAVqioA2bZACY\nCrXwFqAW4nKtSzER6rJTimCRVAehp6UetSV3oWn9XwBF0W2XaB8J+4xnMcAgUQLMrYiItPknkRYv\nEZlndvXH+QDGSCkfx6EPdgghVkJdUmq8+N7ctWxQJ4AChycKB3s6pJRzhRBFWm9GHoBKFr6KfJFQ\nB0Fx9GLfh0tRu/puOFr1N+i1JKUh+1d/ROakW2CJ1y974suKiEibfxJp8RKReWZ7KhbCc0/AOu2+\n0/sdkUabF9HnQn33st0UHfxRByFQ2r77BNUv34COH43LsgwadzVypz6GhIyjDdv5uiIi0vbhiLR4\nicg8s0lFAQBPU7I3AljQ/3CIDtefGgr+1tNUjZqSeWje8DfDdklHj4Z95mKkjTrPq/P6uiIi0uaf\nRFq8RGSe2dUfVQCGezieAUC/D5gogik93Wh4/2lsnycMEwpryiDkTn8aeQ9u8Tqh6O+KiJIVxRhY\nvhKWr947csWMoxeWr95T55+sKPYqnkCLtHiJyBxftj7/ixCiSkr5JQAIIU6FuqSUPRUUdVor/oXq\n5Teic9fXhu0Gn/U/yC18FPE2u6nz93dFhOv8k8q/laJj5LlAajrQtg/J336E/OOOCfn8E1eRMF+G\niHxndknpIiFEPoAtQgjXqe7LtMmbRFGhu3EXal67E/s/e82wXfJxp8E+czFSjz/Tp+v4dUWE4gB2\nbQUscYDSa1h4K5TCeb4MEfWPL0tKZwshHgXgHPDcHKglpUTBpvR0oeH9p1H3xoNQOlt121nT0pEz\n+RGkn3cdLH31Mhjo74qIwyd53nNYj0eHozesy16H03wZIvKP/uxSOlZKebp2LBC7lBIF1YGv/onq\n5Teiq/pb/UYWC2znXoecyQ8jfmBWv6/Z3xURLHtNROHE1ERNbZfSEgDNONRTAag1K44or00UCbrq\nvsfOZ6/Ej49PMkwoUvLPwPD7PseQ3y7xS0IBHFoRYdlqXAjW04oIlr0monBjdvWHc5fSeTi8hkQZ\n1B1EiSKGo6sDdW88hMr5o9BS/rpuu7iB2Tjqdy9h2D2fIGX4WL/H4euKCF8meRIRBVLQdyklCgct\nW95E9Su3oLuuSr+RxYr08X9AzpUPIi7Nu8mUvvB1RQTLXhNRuDGbVDh3KT24NaSZXUqJQq2rZjuq\nX7kFB75827Bd6sizYZ/5HJKPPSUocfmyIoJlr4ko3AR1l1KiUHF0tqL+zQVoePcxKD1duu3iB9uR\ne9Xj2J4o8Oc/v4q6+j/3ubGXP5lZEcGy10QUbsJ6l1Ki/lIUBS2b1qB6xa3oadyp3zAuHpkX3IKG\nE6bg57+93tTGXqHCstdEFG5MJxUAIKXcDJddSonCUeeeClQvvwmtfaysSDtxPOwzn0NVM/AzHzb2\nCqVI2iaeiKJfn0mFEOJaaBuJSSlf0mlzPtQ6Fcf7OT4i03rbW1D/xoNo+OfTQG+Pbrv4jKGwT3sK\nA8f+GhaLBYUXj424mg8se01E4cQwqRBCbIJaj2IzgKlCiNlSyp+63H8qgGVQkw6uV6OQUhQF+z99\nFTWv3YGepr267Szxici86E5kXTof1qQ0AC41H87zouZD8RqUl5eHTTVIlr0monChm1QIIe7Ufk2X\nUjZrx/4phHgE6mqPRVBrU5QByOe8Cgqljh//i+rlN6JNGnfzD/jJRcid/gyS7Id3qvV3Y69wwLLX\nRBRqRj0VswDMdiYUmt8D2A5gLoB1AAqklFsCGB+Rod7WJtS9fh8a1z1/ZOEoFwnZw2Gf/gwGnHoJ\nLBbLEfez5gMRUf8ZJRV5UsoPXA9IKauEEABQKKVcE9DIiAwoDgeaN/wNNavmorelTredJSEZWZfM\nR+Yv74Q1MUW3HWs+EBH1n9ky3U5c+UEh075jE77/05nY89L/M0woBhZcgfwFFci+/I+GCQWg1nxI\n3v6xYW8HgEM1HwoLjdsREcUgn5aU4vAS3URB0XOgAbUld6Hpo2WAov8nmJh7POwznsWAn1zo9blZ\n8x2p4lgAABVwSURBVIGIqP+MkgqLEELva5tzGMSVIqX0NUkh0qU4erHvX8tQV3o3elv15zJYktKQ\n/at7kXHBLbAmJJm+Dms+EBH1j1ESwJq+FHJt2/+D6pfnoOMH4xG3QWdMRe5VjyMhY6jP12LNByKi\n/tFNKqSUjwUzECJXPc01qFk1D80b/mrYLmnIibBfsxhpo37hl+uy5gMRke84XEFhRentQeO651FT\neg/QeUC/YdIA5P76IWSMvwGW+AS/x8GaD0RE5vm6+oPI71q/+QhVfzwNNa/cYphQ/KNN4OK3ElF7\n7KSAJBREROSbiOqpEEIskVLOdjtWBHUr9gwAkFIuDUVs5Lvuxt2oWXkn9n/6qmG7irjheHjAbGzJ\nOhGW5vfCag8OIiKKoJ4KIcRCAGM9HKuSUpZqyUS+EGJySAIk05SeLtS/8xgq559gmFA0W9LwUNrv\nMcX2JLYknKg+dvRE7Ni5G+Xl5cEKl4iI+hARSYUQQq984SwppetGZmsBzNZpS2HkwNdrUXnPT1C7\nsgiODs9DHQ5YUJp0AS5OfxGvpfwSDovLEk+XPTiIiCg8RMrwxwSoCcPBLSSFEJ6qDzW6tqHw093w\nI6pX3IaWTasN230VfzweTpuNrxJG6rbhHhxEROEl7JMKIcQEqLuijnW7KwNqEuGqSXuMTUrZZPI6\nnvrRE82cg/Q5ujrQ8N4TqH/zYShd7brtOiwpWLB3NFaPvgeKxbgjjXtwEBGFl0gY/tBLEGzQJme6\ncCYZ7scphFq+eBuVd5+EutX36CcUFivSx/8BynVv4Z3Nu6EYlOEGwD04iIjCUNB7KoQQNqP7XRMI\nIcRktzkTrjwlGs5kwnSfuJTyiKIEQohhAHaYPRepumoqUb3iVhz44k3DdikjzoT9msVIOe40HAVw\nDw4ioggV1KRCW5kxsY82TVLKudrkTKMhjEaovRWubMDhiQkFn6OzDfVvP4qGdxZB6e7UbRc3OBe5\nUx/D4DNnwGKxHDzOPTiIiCJTUJMKrdfB2+n6YwDkuUzIPB2ATatLUSql3CyEcE8eMgCU+SdaMktR\nFLSU/x01r96K7vof9Bta45Bxwc3I/tUfEZc6+Ii7uQcHEVFkCtuJmu7DHkKIWQDypJSLXA4vdRsi\nmQhgSbBipEM690pUL78JrV//07Bd6qhfwD7jOSQPHW3YjntwEBFFnrBNKlxpCUUh1J6LIgBLpZTO\nYZIibVglD0ClwRwMCgBHxwHUvfEQGt5/Cujt1m0Xn340cq9+AoN+OuWwoY6+cA8OIqLIERFJhVYt\n02P5bbeeCwoSRVGw/7OVqHn1dvQ07dFvGJeAzIvuQPald8GaPCB4ARIRUdBFRFJB4aVj19eoLr4R\nbd/8y7Bd2smTYJ/xLJLs+gWsiIgoejCpIK/1tjWj7vX70Vj2HODo1W2XkDUM9ulPY8Bpl5ka6iAi\nosjGpIL6pDgcaP6kGDUri9C7v1a3nSUhCZkXz0PWxXNhTUwJYoRERBQOmFSQofYftqD65Tlo3/6J\nYbsBp10G+7SnkJjDstlERLGKSQV51HugEbWr78G+D18EDEpmJ+aOQO70ZzDwlF8GMToiIgpHTCro\nMIqjF03r/xe1JfPRe6BBt50lMRXZl92DjAtvgzUhKYgREhFRuGJSQQe1VX6G6uI56NixybDdoNML\nkXv140jIPDZIkRERUSRgUkHo2V+H2pJ5aFr/v4btEoeMgn3GcxgwenyQIiMiokjCpCKGKb092PfB\ni6hdcy8cbfp7sFmTByD78vuRMfEmWOITghghERFFEiYVMapVfozq4jno3Plfw3aDz5yBnCkLkZA+\nJEiRERFRpGJSEWO6m/aidmURmj9Zbtgu6ZifwD5zMdLE2UGKjIiIIh2Tihih9HSjsew51L1+Pxwd\nLbrtrKmDkXPln5B+/u9hieOfBxEReY+fGjHgwNZ1qF5+I7r2VBi2s53zO+QUPoL4QTlBioyIiKIJ\nk4oo1t2wEzWv3o79G0sM2yUPK4D9mueRmn9GkCIjIqJoxKQiCjm6O9Hw3hOo/8fDULradNvFpWUg\np3ABbOf+DhZrXBAjJCKiaMSkIsq0fPkual65CV012/UbWSxI/8Xvkf3rhxA/IDN4wRERUVRjUhEl\nuup2oGbFrWjZ/IZhu5QRP4N95mKkDBsTpMiIiChWMKmIcI6udtS/vRANby+E0t2h2y5uUA5ypy7C\n4DNnwmK1BjFCIiKKFUwqIpSiKGjZ/AZqVtyK7vrv9Rta45Ax4UZkX3E/4lIHBy0+IiKKPUwqIlBn\n9beoXn4zWr96z7Bd6gnnwj5zMZKHnhSkyIiIKJYxqYggjo4DqPvHw2h47wmgt1u3XbxtCHKvfgKD\nzpgKi8USxAiJiCiWMamIAIqiYP/nq1Dz6u3o2bdbv2FcAjIn3YrsX90La/KA4AVIREQEJhVhr2PX\nVlQvvxFtFR8atksbPRH2Gc8iacgJQYqMiIjocEwqwlRv+37UvX4/Gtc+Czh6ddslZB6L3GlPY2DB\n5RzqICKikGJSEWYURUHzJ8tRs/JO9DbX6LazJCQh85dFyLp4HqxJqUGMkIiIyDMmFWGk44cvsLd4\nDtq/+7dhuwGnXgL7tKeRmJsfpMiIiIj6xqQiDPS27kPt6nux74MXAMWh2y4hJx/26c9g4KkXBzE6\nIiIi7zCpCCHF4UDT+v9Fbel89LbU67azJKYg69K7kXnh7bAmJgcxQiIiIu+FfVIhhLABmA9gI4AM\nAJuklJtd7i8CUKXdBynl0lDEaVZ71UbsffkGdOzYaNhu4Nhfwz7tSSRkHhukyIiIiHwT1kmFllCs\nk1IWaLdnQU0wCrXbCwFslFKWOm8LISY7b4ejnv11qC29C03rXwIURbdd4lEC9hnPYcBJE4MYHRER\nke/COqkAsBDAEucNKeVSIcQql/tnSSnnutxeC2AuANNJhRCi3MPhRLPn0aM4erHvgxdRu/oeONqa\ndNtZktKQffl9yLzgZlji/XZ5IiKigAv3pGIWgMOWOEgpmwBACOFp7+5GABOCEJcpbd/+G9XFc9Dx\n4xeG7Qb9bBpypyxCQsbRQYqMiIjIf8I2qRBC5Gm/5mkJRAYAm5RykXY8A2oS4cqZcNicyYe3nEMs\nbjEMA7DDzHlc9TRVo2ZlEZo/KTZslzT0ZNhnPoe0E8719VJEREQhZw11AAacSQWklKXOCZjaPAoA\nsEGbnOnCmWS4Hw8qpacbDe89he1zRxomFNaUQcid/gzyHtzMhIKIiCJe0HsqtMmXulx6GJwJwiaX\nu8sAlEOdN+GpJ8KZTLj3YARNa8WHqH55Djr3bDNsZzv7t8gpXID4wblBioyIiCiwgppUCCEmAzBc\nziCEaNImXzYBhyUZgMvwBtTEwT1BsXl4TFB0N+5Czau3Y//nqwzbJR83BvZrnkfqiHFBioyIiCg4\ngppUaEs9vVqZIaWsEkI0CSHypJRV2mHXpGGzEMI9eciA2psRNI7uTjS+/xTq3ngISlebbru4tAxk\nT34Y6eddB4s17v+3dz+xcZxlHMd/btKWthQ225amSOWPLfEgIXpwGgESHKC2OACVQHYDlAoJqTYS\nF3rxEiEuXCwbJA7Awam4VqrsA6KAkLKVuIfsgQt6kLztjUCpY6mUP6nAHOadZDxe78yuX+/O7nw/\nkuV4588+eTWz89t33pkZYYUAAIxGlcdUSNK6Dl/NcUnJqY/UldD7kVpU5hLU0/aPP/5O3e9/XH/b\nvnx8oJiZ0bnPrmpu889qfu7bBAoAwNSq7NUfkuTum2a2Fu6aKUlvZq7+kLu3wvQlJQM7d0dx46tb\nb7yuv770gt7q/LLvfPfNfULnn/u57vvwkQtLAACYOpUOFVISLE4yPab/3fqX3vztj/T3X6/r4J1/\nHzvfmQcf0aPPbOi9n/6mZu6qemcQAABxVD5UVMHBwYHe6vxKN176rt55o89tK2buUnPhO3rkyz/U\nmQf6XuQCAMDUIVSU8JdffEtvvdZ//Of9H/mMzj/3M73rA0+MqCoAAKqFUFHCP//0e737mCeOn208\npke/+mO955Nf08zMzGgLAwCgQggVwzpzVg99/gU9/PQPdOa+B8ddDQAAY0eoGMIDH1vQ+W/8VPe+\n/6PjLgUAgMogVAzgbPNxnf/6T/Tgk1/hVAcAADmEijLO3qOHn/6eHv7iZd117/3jrgYAgEoiVJTw\nwVZb73viU+MuAwCASuPOTCXc3Xx83CUAAFB5hAoAABAFoQIAAERBqAAAAFEQKgAAQBSECgAAEAWh\nAgAAREGoAAAAURAqAABAFIQKAAAQBaECAABEQagAAABRECoAAEAUhAoAABAFoQIAAERBqAAAAFEQ\nKgAAQBSECgAAEMXZcRdQxMxWMn823H0zN31NUldSU5Lc/coIywMAAEGleyrMbM3dr6Q/ktohRKTT\nNyR13X0nTJ8zs6WxFQwAQI1VvafikqTbPRPu3jGzy5npK+7eyvx9VVJL0s6gb2Rm13u8fM+g6wEA\noK4q3VMhac/MttM/wqmQl8O/53vNL2lhRLUBAICMqvdUrEq6amY3Ja0rnOoI05pKQkTWviSZWcPd\n9wd5I3e/kH/NzD4k6bVBiwYAoI4q3VPh7l1JW0oGYm5IupiZ3OixSBoymqdcGgAAyBl5T4WZ9QoD\nt2V7GMxsS9K2u2+GAZgvmtmsuy8r6ZXIh4f073wPBgAAOGUjDRUhGFwsmEfu3krHTLh7O/zeMbOO\npN0w656O9lY0wrwDnfoAAAAnN9JQEcZDlL0yo6k7ASJdvmtmO+HfHTPLh4empPaJCwUAAAOr7JiK\n0ENxqFcjnDrpZl66krsvxaKSMRgAAGDEqn71Ryvc4Op2j0X2vhThNMlaCBazknYzV4cAAIARqnSo\nCFd/tArm2ew3HQAAjEalQ0UFnJGkGzdujLsOAABOXeZ4d2aY5QkV/f1Gkp599tlx1wEAwCg9ptzF\nEmUQKvp7W5JL+oKk/465lip7Jfz+0lirmAy0VTm0U3m0VTm0UzmvSLpb0rVhFiZUFHvb3QdOa3Vi\nZrckyd1fH3MplUdblUM7lUdblUM7lRPa6Za7/2eY5St7SSkAAJgshAoAABAFoQIAAEQxc3BwMO4a\nAADAFKCnAgAAREGoAAAAURAqAABAFIQKAAAQBaECAABEQagAAABRECoAAEAUhAoAABAFoQIAAERB\nqAAAAFHw6HMAwFQxsyVJF9291WPamqSupKYkufuVEZdXKce1VXh9VtKOpD1JK5J23L3bb32EigKx\nG3xasRMjFraXcvgMOsrMFiTNS1pUsg3lp29IuubuO+nfZraU/l0nRW2lZP/bCD/7kp4vs20RKo5x\nWg0+bdiJh8dB4Si2l4HwGZTj7m1JbTN7SFKjxywruS8+VyW1lOyDtVKirSTpnKTmINsVoeIYp9Xg\n04ad+EQ4KBzF9jKY2n8GlWVm8z1e3pO0MOpaJoW77yv5bCqNUHECwzR4nbATl8JBIWB7GRyfQQNp\nKtmesvYlycwaoS2RYWYrStqsKanh7ptFyxAqTmCYBq8ZduICHBQOYXsZEJ9BA2kojNPJSLe3ptgP\n89qS9tL9zsy2zGylaIwToWJ4QzV4zbATF+CgcAjby2D4DBpMr+0n3d7yYbb2evSeXlVyqpZQkTKz\n48ZGSLr9rbGUYRt8EkRsJ3bi/jgoHMb2MoBp/gw6JXs6Ou6rIQ322V8H4RhwU9K5TNvsKxlY3ldt\nQkV6yWPBPOp1SWSP+YZu8KoL7bRYMM9+mXZSDXfiQQIZB4Ujare9DGuaP4NOi7t3zCy/HTWVhHsc\n1crtd7OSOkUL1SZUhEvSYo4gH6rBqy5mO9VtJx4kuHJQOKpu20sEmz0+g2o/4LfAldwlyouStsZZ\nUBW5+76Z5V9elrRetGxtQkVMJ2nwGqrNTjxEIJvKYHpCtdleTiJ8Br2Ze3lZyeW3tRWuIFqQtCSp\naWa7ktru3pGUBvq1zD1idut6D5SitlKyL64p+bIzJ2mrTFvNHBwcnFbNEy3T4KtKvi2tK9Pg4Zvm\niu40+LU6bpxF7RTmSe+QOCtpv8ZjBg4xs7XswEwzu6qSO+40Y3sph88gVBGhAhgTDgoApg2hAgAA\nRMGjzwEAQBSECgAAEAWhAgAAREGoAAAAUXCfCmBChEstN3Ivd5VchlrbZ4aY2aykXR2+kVilTWLN\nQBn0VAATxt1n0h8l9we5ZGbXx10XABAqgAnm7m1JT0maD088BYCxIVQAEy50n3ckXRhnHWa2ZGY3\nx1kDgPEiVADTYVYSp0AAjBUDNYEJFgb8bUnq5p+RYWZbkp5R8kjxjez0MOhzVXceYtYKp1KOXS48\nm6Sr5LbiK2F6y913wrSFMF96m9659PHufda5HdZ5TdJlSevprcr7LNOQtB3eryPp5QHaayPU3gjv\nm9a/HWbpKjxgKdRyZABsQbtGrxmYJPRUABPGzA7SHyVXEHTc/UJunm1JTyoZb9GStGFm6UF/S8kB\nvKXklMmWpPmi5YKV8J4XlBwcX5Qkd19UElL2MwNJuyXXuaTkqpZ1hcecFyyzrSQMLUp6XgWPm8+0\nyUKo/ylJ59J6c3XsKnnaZzu853xuHf3aNXrNwKShpwKYPHPh97ySg9Whb73hQLikOz0FHTO7KGnZ\nzLpKDqwXMk+S7RQtp3CwV6ZHJISTJTNrhHEde/lCS65zVplLK0vUv5Ct38zWw/xFGpn/w37m/VM7\nmV6H5fAo6NXwU1TX3inVDEwUQgUwYdIeAEldM2sr+Za/mJnlyfB718yyi3YUeiSyj6YvuVyvf3dV\nrMw627l7NQxbf5G2kuBzM7TbdsFj1XcUTumUqOt6n2knqRmYKIQKYLK1JF03s/ncQavr7nP5mc2s\n6Ntxz+UyjvRGlFC0zl7hZNj6jxWCy1xYxyVJW6GX5bgbhzV6vHZcXSunUTMwaRhTAUywECTaCmMb\ngrak2TCIMy97qiOv33LDGmadw9ZfirvvuPuyMqc2jrEg6Q8l6zrVmoFJQU8FMPlWlXS7L7h72927\nZrYj6aqZLSsZjJie0181syuSXg3T9pR06y+6+3K/5UrU0ZXUCIMTG0q+uXcGXWeJ+juStsO0po7e\nuryn0JswpztjUJZ1uJdkKfQqdMI6Z7PrLlFX9JqBSUNPBTDhwhiLHSVXcaSvLYfXtnXnioatMG1V\nyZUWW5JeVRJKtoqWK1FHR8kBeVuZKyuGWWfBMk8pCQOvKjn9U6o+hd6EsFw6BmI1N30xTJtXErQO\nnZopaNfTqBmYKDMHBwfFcwHAFEvvUxGCAYAh0VMBAACiIFQ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OR3Hq7ecARf/ZJ9rOQ84dqzF86jyu6CAA5peUlgL4o7Z7J4AzO3mWaPcREcWM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\n4/P/Qd2LP0PXPw96vL/Pfhw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H/Y4itL6/3TAuOXc8cuetQ8YlN/t1vWibfxJt7SUi88yu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\n", 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QwXoRFATfQYVZ66MOwJT4fap6axCNinu8VlVd4rjdJSKwAwtT3XODqnbYt0Vk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\nkJcGhlxPTw/OPm8e5l9+Be58fCv+c2s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F4v4qmcVWUCGlXCGEKASwRQhhHDt7ODR5k4iIUpcr0PnBm1rexLv/MG2XzLyJ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\nSjlSQWmv+/ABtD27HO3P32chb+ImjJq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VUvrtPJCUsij0mBDiFADNdjtNRESUjVw9UiGl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\nAACASfwB0NT/zAgUa4wAAAAASUVORK5CYII=\n", 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mFRkA7DNwFIfjFnDjLSKKMNG+hNZRR+07sK6Zj+7dW3XbxR91EnJmPY7U0y7n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\nIRRFQfvWf8G69g70Wrfrtk0ccyZGznkCySeeF6D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+8yTk3vg4RlxwM0xDTWqlqObVeh4p5TaoKz6IiKJaLC2hdWjbWQ3bqmJ0HdB/\nmzenWpA9635kzvgFzInJQYqOwpnRJaWXQ61P8bTL8VVQ61S868/giIjCQawsoe068DHqyovRvuMd\n3XamhCRkzvxvZF+7GHFpnq2O8RT3V4lsRnsqSgAsd3N8vXbfFJ8jIiIKU9G6hLan4QDqVz+I1s0v\nA4oyeEOTCSMuvA25N/waCVkn+zUG7q8SHYwmFQUA3NWh3QJgie/hEBFRsPS3NaH+zSfQXP0clL4e\n3bbDzrkaudalSD75HL/Hwf1VoofRpKIWwBgAruW4MwE0+yUiIiIKKHtPJ5qqfo+GtUtg72jVbZs8\nZjLyCkuRNv6ygMXD/VWih9GkogxqnYpaKeUnACCEOA9qnQr2VBARDSIc5goo9n60bnoJtlcfRl/T\nQd22CTn5yLU+ifQpVpjMRksaeY77q0QXQ0mFlLJUCDEWwHYhhPPA2wrXyZtERBQecwUURUHbJ/+A\nrWIRug/u0G0bNzwbOdc9jIzLFsIUnxjQuADurxJtvKlTsVAIUQJgEtRS3dtYp4KIaKBwmCvQufcj\n1JUXoeOz93XbmRJTkXXVPcj63n2IS0kPSCzucH+V6OLtvrMNAI6uORJCpAOAlPKwP4IiIooGoZwr\n0FO3B7bKB3D4o3L9huY4WKb9BDnXP4KEjFF+jcET3F8luhitU3Ej1HkVFpe7TFB7LVhKjYgIoZsr\n0HfYhvrXfo3m95YD/X26bYdPuh651iVIGnXGgPuCNQek0GrFshdmoWPqTfpDII79VZYV+z0G8h9v\n6lSsh1qrotb/4RARRYdgzxWwd7Whcd2zaHz7Kdi72nTbpoy7AHmFpUg9/cIB9wV7Dohjf5VdO6vd\n9+hoonl/lWhiNKnIBFAkpdwfgFiIiKJGsOYKKH29aN7wAhpeewx9rYd02yaOFMi1LsXwSdfBZDIN\nuD9Uc0BidX+VaOTNktLpAF4IQCxERFHDn3MF3A1FTJo0CUdqXoWtYjF6Dn2u+/zxI05AzpxHYZn2\nE5jiBn/bD9UckFjcXyVaGU0qLADKhBCLoG4odlxqLaW8w1+BERFFMn/MFRhsKGLTmitx3zldEGnt\nujGYk4ch63tFyLrqHpiT0nTbhrpeRKzsrxLtjCYV+VDnVABAhvbjoFMwnogotvg6V8DdUER+31e4\nu+MvuLynUf/kcfHIuOxnyLnuIcSn53oUb7jUi4jW/VVihdHiV1cEKhAiomjjy1wB56GInP5G/NeR\nv2FOdzUtYUwWAAAgAElEQVTihhhQSf/OPOTOfQKJeeMMxcp6EeQP3tapCCohRJH26xQAW6SUpW7u\nr4U6kRRSyrLgRkhENJC3cwUcQxFp087Hj9tX4rbO15EC/Q2/Usdfhrx5JUjJ926zaNaLIH8wnFRo\ne33MAJDlep+UcrE/gnI533Ip5UKn2zVCCDgSC6265xYpZaXjthBiruM2EVEoeTNXoLLi77hxch4W\ntt6BDOWI7vN/3j0CX468Ar8oXuV2RYenWC+C/MGb4lcVUCdpTgSwXbtrEoAaAH5NKoQQFgAtLoeX\nQ62X4eitWCCldP7rrgJQDIBJBRGFDU/mCih2Ow5/uAqzD5XBkntEd6bat+Zs/CH1Zrz5VTtuG272\nKaFwxMd6EeQroz0VSwHMlVKuEUI0SSknA4AQYgHULdH9LRNAkdZb4Vxsy6Kd191fdRPUnhRDhBA1\nbg4HfjcdIiIAbTurYVtVjK4D2waULHbWakrDihQrXkm5Bt2mJJg7/+q3oQjWiyBfGU0qxgKo1n6v\nFUKcIqU8ALV3YCv83FMhpawVQhS4JBQznWLIhMuyVmg9G0IIi5TStZeDiPwoHLbzjnRdBz5GXXkx\n2ne8o9uuGwl4OeVaPJ8yF63m4epBPw9FsF4E+cpoUrENwGQA7wJYBaBUCHE71OEGveTaa1LKbY7f\nteGQGQAc71oWaJMznTiSjEwMHDrRO8+Ad0IhxKkAuAMrkYtw2M470vU0HED96gfRuvllQBl8nMMO\nE95MuhR/SL0Z38Ydvzw0EEMRrBdBvjCaVCyBWqviXajVNX8GoBnqhmLBmLVTAWC6U8+Fu6TBkWRw\nvRNRAITDdt6RrL+tCfVvPoHm6ueg9Omv6NhsS8DTpjn4TNwU9KEI1osgbxitU7Ha6fdWAGOFEBMB\n1Gq3A0Zb5VHi3HMBNXFw7SGxaPFx6IMoAEK5nXcks/d0oqnqD2hYuwT2Dv23p+RTC5BXWAqTaSTi\n5t+K1I/u4FAERQSzkcbacMBxpJTbAYxxd5+/CCHmAqiSUlZrtydp596Ggb0VmTg254KI/OhoKecJ\nHpRy/upr1NS4m/8cWxR7P1o2vog9xafDVl6sm1Ak5OTjxDv+hjGPfIS0My8/OhSx4Z9rce+l+fjh\nWODeS/Ox4Z9rsWP7ViYUFHaMDn/sBeBuAfNYAAsADL4OyUtCiBnQEgVtTkUmgEKo8zsAdS8S57oU\nM6EuOyUiPwuXUs6RQFEUtP3nbdjKF6H74Ke6beOGZyN79kPIvPxnMMUPXHTGoQiKFEaTisEWQrdA\nncDpV1oSUaXddE4UjtagkFIWCyGKtN6MfAB7WfiKKDBYytkznbVbULeqCB2fvafbzpSYgqwr70HW\nNUWIS0kPTnBEAeRRUiGEaIJahkURQrjbySYDavErv9LmRQxZ0cW1bDcRBQZLOevrqdsDW+UDOPxR\nuX5DkxmWaT9BzpxHkZAxKjjBEQWBpz0Vt0P9cC8HsAgDV1bUanMriCiKxXop58HqcvQdtqH+9d+g\n+V9/Bvr7dJ9j+KTrkGtdgqRRnA9B0cejpMKx6kMIUS2lXBHYkIgoXMVqKefB6nK88OI1+K9z41B4\ncgvQ06H7HCnjzkdeYSlST78oSFETBZ/RORXLhRCXSynfBQAhxL0AFkKdwPkzKeV+P8dHRGEm1ko5\nu6vLEaf044auKtwpepCjNENvA9HEE05HrnUJhhfM8Xl/DqJw583eHwsBQKukWQK1AJYVwJ8BXOXX\n6Igo7MRaKefj6nIoCqZ3b8YvO15Cfv/Xuo+LG5GHnOsfRca0n8AUnxCkaIlCy5u9PxzVbKwAKqWU\nK7TNuLb4NTIiClv+KOUcCfuGHK3LcekMTOzdhV+1v4iJfZ/pPsacPAxZ3ytC1pV3w5w8LEiREoUH\no0lFC9RCV/uh7sExVzuuwMA+G0QUHbypnxBJ+4aUV1Zi5Jnn4q62pZje86Fu217FhD3DJuK6pW8j\nPj1Xty1RtDKaVKwA8C+oSUStlHKNdrwQwHp/BkZE0SeS9g3pbf4GEw+9jltPkYjrGXzDLwBYl3gh\nfndgNC4/ZQRuZEJBMczo3h/FQogqACNwfCnsvWAVSyIaQiTsG9LfeRiNb5Wi8Z/P4lylU7dSzkfx\nZ+HZtB/i04TTYT7yV+Rmu26a7B+RMFREBBjvqYBj/w2XY1xmSkS6nOcn6FEmzMS+lWtQU1MT1A9O\npa8HTe/+GQ1v/Ab9Rxp0234edwqeTfsBNiYUACZTwOpyRNJQEREwRFIhhFgFYJVjmEMI8Se99lLK\nO/wYGxFFkXDdN0Sx23H4o3LYKh9Ab32tbttvzdl4LvVmvJF0KeymY68jEHU5ImmoiMhhqJ6KsVA3\n8HK+TURkWDjuG9K+613UrSpC1379XQaO9JpQ1jkVL59yF7rjUo/dEcC6HJEwVETkSjepkFJOdrl9\nRWDDIaJoFU77hnR9+R/UlRej/dN1uu1M8YnImPELQNyID3/yC8Rt/CXMQajLEe5DRUSDGTSpEEIY\n3jJPSnnYt3CIKFqFw74hvY1fwrb6IbT+eyWg6KzoMJkw4vxbkHPjb5CYfQpOAHyuy2FEuA4VEQ1F\nr6eiBerSUSOG+D+AiGJVKPcN6W9vRsObT6Kp+g9Qert126adfSXy5pUg+eRzB9znTV0Ob4TjUBGR\nJ/SSCnfzJ+YCmAJgidMxE4AyqGW6iYgGFex9Q+w9XWiq/gMa3nwS9g79+nzJp0xCbmEphk2Y7pdz\n+yKchoqIjBg0qZBS7nM9JoSYB+B2KeXHLseLARQBeN7vERJR1AjWviGKvR+t//4rbKsfQl/TV7pt\nE3LGIPfGJ5D+3UKYzGafzusv4TBUROQNo3UqCgC465NrAjDZzXEiouP4Y9+QwSiKgrb/rIOtvBjd\nBz/VbRs3LAvZ1z2EjMt+BnNCkk/n9bdY3WKeIp/RpGI9gDIhxFwp5ScAIIQ4D0A5jm00RkQ0JH/P\nT+jctxV1q4rQsftfuu1MiSnIuvJuZH2vCHGpI/x2fn9b+ptHMeuGuYBdAc4eOFSET6ugbHgBS9dU\nhi5IIhdGk4q5ACoBbBdCOCZxmgBsg7prKRFRUPXU7YWt8n4c/qhcv6HJDMu0HyPn+keRkHlicILz\nwaKHHgUm3wDsrAY+qgDOvAxItQAdLcCufwFpGcDkOVj00KO49tprQx0uEQDje3+0ApgphBgDwNHf\nts3d/AsiigyRuq9E32Eb6l//DZr/9Wegv0+37bCJs5FnXYKkE88MUnS+cdSpwC0PAuffBNTtAb7Y\nDDR9BSQNA2YvBvLGAfZ+7Ft5B+tUUNgwvPcHcHQSJxMJoggWrvtKKIoCpbsd9u52mJPSYEpKg8l0\nbFcve3c7Gtc9i8Z/PAV71xHd50oZOxV5338KqadfFOiw/WpAnYq8ceqPK9apoDDjVVJBRJEt3PaV\nUBQFHXIjWt5/Hu2f/Qt9TQeP3hefORppZ1yGERf/ED2HPkfDa4+hr/WQ7vMlnnA6cq1LMLxgznEJ\nSaRgnQqKVEwqiGJQOO0r0bFnMw69dCe6Dmx3e39f00G0/nulWgVzCHEj8pBz3SPIuOSnMMUn+DvU\noGGdCopU4bEom4iC5ui+EhM82Ffiq69RU6O/2ZYvGtc9i/2PXzhoQuEpc/Iw5Mx5DKeV7kHm9Dsi\nOqEA1DoVyXs2qqs89DjqVFg5T57CA5MKohjjzb4SgdC47lnU/e1X+ntwDCUuHhnT78S40j3Iuf5h\nmJOH+S/AEHLUqTDtrNZtxzoVFG44/EEUY8JhvL5jz2bU/f1en5/nxIUvY8R35/khovAT7JLmRP4Q\nFUmFEKIIQC2ATACQUpaFNiKi8BXq8XpFUXDopTt966HQNL61FOnfsUbkZMyhBKukOZE/RfzW50KI\nEgBbpJSVjttaxU+WmSNyI9T7SnTIjT7PoXDoOrAdHZ9vQpq42C/PF24CWdKcKBCiYevzBVJK53e9\nKgDFUCt/EpGLUO8r0fK+f/cdbHn/+ahNKhyCteU6ka8ieutzIYS7d7smAPrT2oliXKjG6xVFwZH/\nvO3X52wfYq8PIgqeSN/6PBNqEuGsRYvJIqVs8fSJhBDu1s0l+hAbUdgKxXh915f/Qd2q+2Bva/D5\nuXY2AusOmNDUm4DMhIP42b83YsoFnvVWRGpZcqJIEOlbn1ugTc50iQXacY+TCqJYE6zx+t7GL2Fb\n8zBa/+8lQ5MzT10H7L/q+GN7W4C7Nyfj665EdI+fCWVYNkxtDfj77HlqIqRTWjxcy5ITRZNI3/rc\nXdLgSDIMrYOTUg54FxVCnArucUJRLlDj9f3tzWhYuwRNVb+H0ttt+PHuEoqbqhLRceGPoJx1xdEh\nGwVAxwW36JYWD7ey5ETRKtK3Pm+C2lvhzAIARoY+iMh/7D1daKp+Dg1rn4S9vdlvz3v35mQ1oTjn\n6oF3DlFaPJzKkhNFM0MVNaWUrVLKmVAncc7TfsZKKSeHYjmplHIbBvZWZALQL0NHRH6n2PvRsukl\n7F0kYFt1n18Tih0NwNddiWoPhV4MbkqLh1NZcqJoZ7hMtxDicqiTMhdJKVdLKfcJIf6kDYOEQpkQ\nYq7T7ZkAlocoFqKYoygK2v6zDrUPT8I3K36A3sYvB20bNywLGTN+Yfgc//zShO7xM70qLR4uZcmJ\nYoGh4Q8hxO0AlgJYAcB5Oed2ACUABl/0HiBSymIhRJGWWOQD2MvCV0TB0bmvBnXlRejY9a5uO1Ni\nCrKuvBtZ3yuCOSUdnV9sMlQAq6k3AcqwbI/aupYWD4ey5ESxwuiciiKoS0rXaKWxHaoA/Ml/YRkj\npSwN1bmJYlGPrRa2ygdw+MO/6zc0mWGZ9mPkXP8oEjJPPHr4hNuWYf/jF3q8GiQzoRemtgaPqvG5\nlhYPdVlyolhidPgjC8Be7Xfn/78t4CoJoqjXd7geh/56F/YsOmPIhGLYxNkY+8SnGPXjFcclFACQ\nOu585H3/aY/Pe9UpCpJ2V3m1FXi4bCNeU1ODokWL8KOfLkTRokWcu0FRyWhSUQHgeW2pJYCjyy7L\ntfuIKArZu9tR/8YT2HPfWDRV/R7o7x207eftacDNL+HkX76OpBPPHLRd1lX3IO+mZwEPNgObkAWM\nTu6Bacc7uu3clRYP9Tbiu3fvxlkTJ2PaVbPwzPv78OI+E555fx+mXTULZ02cjN27d/v1fEShZGj4\nQ0q5UAhRAXVHUAghvoA6j2G1lHJxAOIjohBS+vvQsuF/Uf/ao+hr+Va37X7zKPw29RZUf9uG4Tfd\ngw82TR6y5kPWVXcjZdxUHHrpziHnWDx7fhfmr38R7SaT4dLioSpLzvoYFGtMihfbD2t7bjiq5VS7\nK+kdDRzFr9avX4/Ro0eHOhyioFEUBUe2vQ5bxWL0fPuZbtsG0wj8MfUmrE6+An0m9XuK6dN1OLP+\nQ49rPiiKgo7PN6Hl/efRvvtd9DUdPHpffOZopI2/HJZLfooD/VmYd/Nt2PfV1+5Li3tSUdOLx3rr\nrImTsStnqv7GbQavFVEgHTx4ENOnTweAMVLK/UYfb3T1xw1Qk4htUAteEVGEc90L46aLTofl4/9F\n5xf/p/u4DiTjf1Pn4C8p16PDlHLcfcqEmdi3cg1qamo8qtZpMpmQJi4+utuovasN9u52mJPSYE4e\ndrTdmYDXpcWDvY340foYl3pQH8PAtSIKZ0ZXf9wPdYLmqwGIhYiCyHUvjFPSgbub30LSt1+jU+dx\nvYoJlSlX40+phWg0D7JU06nmgzcflObkYcclE658KS0erG3EvamPwaSCIp3RpGIJgFIhRLWU8kgg\nAiKiwHMe68+aNgn3dZXjhq4qxA+x8FKaxuCXh76LL8+aP+Q5Yr3mA+tjUCwymlRMgbrXR4sQohra\nhE0HKeUd/gqMiALHOv9W2CfPwX+NqcdtLT9HKvQ3/EoV05BbWIoXV7yKgx5OoYr1mg+sj0GxyGhS\nkQ91LoVjPkWWf8MhokDb+uFmTIn7An8e+QUyO/W37Nl7JB6j5z+F8TfeBZPJhEJrPJa9MAsdU2/S\n79Z31HxYVuzn6FWu80AKrdawGzootFr9dq0i4fUSAcaXlM4LVCBEFFiK3Y7DWyrQt/xnuG/CYeiV\npzxkzsJzqfPx5uff4p6aOkycq9aScNR82LWzWn9FQwBrPjjPA7Gnqr0By16YhTGjRwVkBYe3/HGt\nIun1EgHGeyocG4pZARRIKb+jHfsTgOVSyo/9HB8R+UH77n+hblURuvZtRbpOu8OmNLyQciNWpsxC\ntykJSFk7YKyfNR8858u1isTXS+TLhmLOfW8h21CMiAbX9dWnsJUXo+0/b+u260E8Xkm+BmWpVrSa\nj6Ud7sb6x48fjw82bVC/Qa9c477mQwA+6Kzzb1U/YN196zfHQTn7ShyBAuv8W8Om5oMv1yoSXy+R\n0TLdjg3FFkGdsOlQBUB/MTYRBU1v41f4esUPUfvQuUMmFG8mXYJrMv6Ep4b95LiEQm8vDEfNhw3/\nXIt7L83HD8cC916ajw3/XIsd27f6PaE4WvNhggc1H776Oqz21fDmWkXy66XYZnT4gxuKEYWx/vZm\nNKxdiqaq30Hp1V/R8e/uk/BM3j34LH6s2/s9mRfBmg+eM3KtouH1UmwymlQ4NhQ7+tWFG4oRhZ69\npwvN65eh/s0nYG9v1m2bfMpEdE29E7+6dRGOFHwBTDg1aPMivBVrNR9i7fVS9OCGYkQRTLHb0br5\nZdSvfhC9jV/qtk3IPhW5Nz6O9Kk3wWQ244NNFwR9XoS3Yq3mQ6y9Xooehld/SCmtsbKhGFGweVqP\nQFEUtO94B3Xlxej+8hPd54xLy0T27AeRMf3nMCckHT0e7L0wfOHPmg+RINZeL0UPo6s/TpVS7nfd\nUEwIcR6AFm92NCMiY/UIOvfVwFZejPZd63Wfs6sfeLvxBMx58jVkTfzuoO2CNS/CF6GujxFssfZ6\nKXoY7anYC8Bd2jwWwAJwSSmRYZ7WI9i89mWkf/wiDn/wN93n64cZryddhudSvg+b7WOUzrg2KmoZ\nhKo+RqjE2uul6GA0qTANcrwFwGQfYyGKSUPVI7BMmIqF6RvR98ercNisUwYTwHsJU/A/abdhT/wp\n6gEPahn4UgI6mOWjQ1UfI1Ri7fVSdPAoqRBCNEFdQqoIIRrdNMkAwIXSRAYdrUdw6cB6BMlKN27r\nfB0/6VyNYWl6m5ED/4k/HU+n/RA1CWcNuE+ZMBP7Vq5BTU3NcR/4vpSADlX56EiaB+IPsfZ6KfJ5\n2lNxO9ReinIAiwC4rl+qlVJu92dgRLHAXT2COKUfc7qrcWfH35Br118quL9nGH6XdSfeSbwAMA3S\nkeimloEvJaDDoXx0JMwD8adYe70UuTxKKqSUqwFACFEtpVwR2JCIYsdx9QgUBZf1fIi7O1ZibP9X\nuo+LS8/FurbTcK9tPPpGXTjkeVxrGfhSAprlo4loMIbKdEsprwAAIUS6u5/AhEgUvXKyM2DuaMZ5\nvbuxsnURnjvypG5C0WtKQPb1j2Bc6R58nXcR7B36W5c7qLUMMgH4VgKa5aOJSI+hpEIIcYM2p6LZ\n5adF+y8RGfD9GVPw+/TX8XJrMSb17R60XR/MqNifiv6fvIXcOY8iLmU4Cq1WJO/ZCNj79U/isoeH\nNyWgHXx5LBFFP6MbipUCWA/gCgDjnH7Gav8lIg/0tnyLb1/8GZJfLsRlJ+jv0fHPxAtwne37qDg8\nHpMunnn0uKOWgWlnte7jXWsZ+FICmuWjiUiP0SWlmQCKWOSKyDv9nUfQ+PZTaHz7GSg9Hbptt8RP\nwDOpt2GHPIDhNeX4h5t6BN7UMvClBDTLRxORHqNJRRmA6QBeCEAsRAMEsw5CICl9PWj+VxnqX/81\n+o/U67b9ojsd/3P4fGxsTkfyF/+DM3XqEXhTy8CXEtAsH01EeowmFRYAZUKIRVDLdB/XtymlvMNf\ngTkIIYq0X6cA2CKlLHVzfy3UXhRIKcv8HQMFX6jqIPiboig4/FE5bJUPoNe2V7dtvGUUOgp+jM27\nejCmsQXfPTcT854rHjKJMlrLwJcS0CwfTUR6jCYV+VDnVABqwSvPBle9JIRYLqVc6HS7RggBR2Ih\nhCiBmmhUOm4LIeY6blNkCoc6CP7Qvvs91K0qQte+LbrtzCnpyL52MTJn/jfMSak4z8vzGall4EsJ\naJaPJqLBGN36/IpABeJKCGGBuqrE2XIAJVAnjALAAimlc/9qFYBiAIaTCiGEu7VviUafh3wX6XUQ\nur76FLaKRWj75B+67UzxiciYfieyZz+A+GFZQYpO5UsJaJaPJqLBGN76XAhxOQArgAIp5Xe0Y38C\nsFxK+bEfY8sEUKT1VtQ6Hbdo53TXr9oEQH8BPYU1vbLVzgYrPR1KvY1fwbbmYbT+318ARX+PjhHn\n34ycG3+DxJwxfju/0fknvpSA9kf56GiZL0NExxjd+vx2AEsBrADg/H//dqg9CH7bpVRKWSuEKHBJ\nKGYCcKyfy8TAcuEtWpwWKaVrL8dQ5xv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SNL3zWyg9nbptU8+8HHnzSpAyZnKQoiMiIjqG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\ngCQIFQAAIAlCBQAASIJQAQAAkvg/TumVFnvtHvkAAAAASUV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cRt0ri9H4zl+h9HTptk0ZdB7ypyxC5kW3BFxSm/urRDejPRVLACzzcnyDdtvo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\no3bdQjS+uxxwdOu2TRk0AvnFi5B54c0sqU1ERFG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QwJ2IKPLEyhJadzpqD6L6tUfQsOkvgKI/ZbXXsEuRXbgEqedM8PnxuL9KZDPa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\nAABJECoAAEAShAoAAJDE/wFJjoqplwSFGAAAAABJRU5ErkJggg==\n", 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AsykRERFR2KmFq/6lFa7ao9s2IcOOnJmLkDX9Z6YUruL+KrHDaFJRCrVORa2U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\nNpcujAAAAABJRU5ErkJggg==\n", 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TADT6JSIiIgqZ1t0fo6a4CK3SzcRTcwwsl/wCmTc8gLi0k3v1nNxfJXJ4m1Ss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\nmNmhpE/DvDMlzfob7r513XolyjGS1AqdE1tKvrkPp91mifI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OHHnvGVTMPxPf/uN23YTCmpyO7OvuxaiHK2GbdFu/HtfUPRU4niDscDlWCqAMwFxovRJu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\nFTGg5Yt3UF08Dy1fbNNvaLFi0IW3Iuf6RUjMGR6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REZF00fr2s9RXz6N9w4veDX1ZFJ7yLUovuIGc4oNjfhztrzJwxJpUbALGAj3L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\nKyk+5yqy80clKUIREclUSioGCcdx2PmPx2lYcQ0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n79Ow5EY2v/5Q1LaFR5xJWdVtFIz8Sq8eU/ur9C89qVMxzRgzBxhDoFT3StWp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\nhpJaoXNiS8k398G02yxR/oGkozCvrYu3Lh8rtCas6lkflC2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CPRUiIt3ItLkCXXt20bjsh2x78Qf49ux0bZtdeCilV9xF4dlfxZOdE9N5tL9K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\nN5tck4msYWWUXjaLwgk34M3JS1qcIiKSeZRUDCC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rUPHq/Wg9dFB3rD25CzLG3Yn0cX9EXKeuhh6H/VXaF6N1KpYJIfoC2CqEcK+o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\nMUiMFPs2RCNJvdiJsyh/q6PoofUWtcg2Fy1/Je4+dPdD5W5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Srr4X9tH/g5iknobOw/1VuhajdSoWCyGyAWwRQrhO813mPnmTiIjMN1dAaWtF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\nU2wopiUUBVBXgDwGYKlziMOlomYWgLpgVtTsKhu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sFfjkU2pqatLUs/12rfsHH88Zy8f3nRczoGg9/DSOuu1Njvjun1IWUIDqq3Q2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\n", 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VWvsvAGPMZ/HXqVBPhYhIO7J1rkDr7h3UrZzDrjW/wNdywLVtXslxlF9xJyUX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\nOQwocepSLLPWbjDGhCYPZcDq5ETbOUyqquKhh6+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UTSaC7JXwJqaHP6SU5QAcbnMrALekQatV4Zk82KH2ZhAREZGmYU8Jvv/dROxdMiosCQUQ\n40mF5nGcuppjOtShD5eVHnUpcuG2BJWIiKgra/zu39j3x8nYs2gEjn/+tm7bhN7Zuvf7YlEUJagD\nRIJWMfMEt9Uf7veXQ53Y6QhVRU3XnIpNmzahb9++oTgkERFRRDTu+wIVbyzCse1rfLZNPO0cZE5e\niKNnXY7x43MBYICUcq/Rc8b6nAoA7ZMIo/cTERF1FU0HvkLFG4tx9LPVPtsmZGYhc/JC9Bo9A5a4\neBzbvz+oc5siqSAiIiJ9TQe/RsW6JTj66auAj1GIhIz+yLjxIdguuQ2W+ISQxcCkgoiIyMSaDn+L\nynWPoPbjvwOKU7dtvP0sZN7wIGyX/xiW+NDXd2RSQUREZELNR8pR+eZv4PjwZcDZpts2Pu1MZEx6\nALYxd8CakBS2mJhUEBERmUhz5XdqMrH1JaCtVbdtvO10ZExcANsVs2BNTA57bEwqiIiITKClah8q\n33oMNVteBNpadNvG9eyNjIkLkHblHFgTu0UoQiYVREREMa2l5iAq1z8Ox79WQmlt1m0b1yMD6dfN\ng33cXbAmpUYowpOYVBARUcwoKSnBawUFqKisQWZGGqbn5SEnp93WTF1Cq+MwKt9ehprNz0JpadJt\nG5dqR/p1/wv7+HtgTe4eoQjbY1JBRERRV1pairwZt2HP/oNoHHg5nClpsO7ag6dfnIQBfc9AwSur\nMGjQoGiHGRGtR4+g8u3lqHnvGSjNDbptrSk2pF87F/bcnyOuW88IRdgxJhVERBRVpaWlGHXZGBzL\nmQ5l0ACg7BOg6ns4k1JRn/trfFW5B6MuG4NPtm7p1IlF67FKVL3zBKqLn4LSXK/b1prSC+lX3wf7\nhF8iLqVXhCL0jUkFERFFVd6M23BU5AJfFAH1DmDQWCC9H1BXA7y9HEqKDUfFeOTNuA1f7twe7XBD\nru14Nao2PInqoj/B2Xhct601uQfsE36J9An3IS41LUIR+o9JBRERRc327dtRtvc7oLkMuORWYOh4\nwBp3ssHoW4Avi4GP/o6yhHiUlJR0mjkWbXU1qNr4e1Rv/AOcjcd021qSUmHPvRfp1/4a8d3TIxSh\ncUwqiIgoalYXFqLRGQdcMh24YEL7BtY47XYFjZ+9jtWFhaZPKtrqa1H97h9RtfF3cNbX6ra1JKbA\nPv4epF87F/E9MyMUYeCYVBARUdSUln4DOFvUHgo9Q3OBj1/FV1/LyAQWBm0Nx1Bd9CdUbXgSzroa\n3baWhGSkjfsZMq7LR3yv0yIUYfCYVBARUdT8cOQwMPiqU4c8vLHGAUOuwpEfDkYmsBByNh5H9aan\nUfXOE2g7XqXb1pKQhLSxc5A+cT4SbKdHKMLQYVJBRERRc1qfM4Cjfs4RSLXjNJv+7puxxNlUj5r3\nnkXl28vQdqxCt60lPhG2K2YhY+ICJNjPjFCEocekgoiIomaQGIj1m8v8a1xXjUE/Oie8AYWAs7kB\nNZtXoPLtpWir/UG/cVw80sb8DzIm3Y+E9H6RCTCMmFQQEVHUTM/Lw/89fz0aL7lVfwjE2Ybkb7dg\n+rMLIhecQc7mRjjefwGV6x9Dq+OQfmNrHGyX/wQZkx5AYmb/iMQXCUwqiIgoanJycpDdry++2lUM\n5Xwvqz80ll1FyD77LAwfPjyC0flHaW1GzZY/o/KtR9FavV+/scWKXpfehswbHkLiadmRCTCCmFQQ\nEVFUFbyySq2oCQXKkNxTeyycbbDsKkKPktUo2LolekF6obS2wLH1JVS++Ru0VH2v39hiRa/RM5Bx\n48NI6hP7QziBYlJBRERRNWjQIHyydYu698eqNWg8Zwyc3WywNjiQ/O0WDDjrTBTEUIlupa0VtR+u\nQsWbj6ClYo9+Y4sFPX90MzJvfBhJZ5wXmQCjiEkFERFF3aBBg/Dlzu0oKSnB6sJCHKmsRu+MLNz0\nVH7MFLtS2lpR+8k/ULluCZp/2O2zfc+ReciYvBDJfYdEILrYwKSCiIhiRk5OTsBJRLi2TVecbTj6\n6WpUrFuM5kO+i2/1yJmCzMmLkNzvgqDPbTZMKoiIyNTCtW264nTi6LZCVL6xGE0Hv/LZvvtFk5A5\nZRG69Y+9yaSRwqSCiMhP4fomTIE7Zdv0sSc3I3MCqB91C77aVWx423TF6cSxHW+gYu1CNO3/0mf7\n7hdeh8zJi9Ata2QwT6VTYFJBRORDuL4JU/DyZtymJhTelqNa46CcPwHHoPi1bbqiKDi+801UrF2E\nxu//7fPcqUOvRuaUxUgZOCrQ8Dsd0yUVQogVUso5HrflAygHYAcAKeXKaMRGRJ1POL4JU2hs374d\ne/YfVF8XHcqQXOxZtabDbdMVRcHxz99BxdqFaNxb4vO8qYPHqcnEuZcGHHtnZaqkQgixDMAIL7dt\nk1IWun4WQkxz/UxEFIxQfhOm0FpdWIjGgZf7tRlZ4zlj2m2brigK6r7YiCNrF6Kx/DOf50sRY5A5\ndQlSz7si2NA7LWu0A/CXECKrg7tmeyQQRQDmdNCWiMhvJ74JD/Hjm/C+Aygp8f0tl0KnorIGzpQ0\nv9o6u9lwpLIagNYz8WUR9v7mUnz/5LU+E4pu516Gs+dtwtkL/sWEwgcz9VSMh5ownPjfLYTwNsW2\n2r0NEVGggv0mTOGVmaHObXH60dba4EDvjCzUlW7GkTUPo+GbrT4f0y17lNozMWQ8LBZL8AF3Aabo\nqRBCjAew2stddqhJhDuH9hhbuOMios4t0G/CFBnT8/KQvPsDwNmm39DZhtFVxZhpLcJ3S6/ymVAk\nDxiJs371Dvo/9BG6D81lQmGAWXoqbFJKhxCi3e3QJme6cf2vtkNLMPwhhPDWb5nod4RE1OkE8k2Y\nIicnJwcD+p6huxnZRS2luOfI/2H06Gpgv37Sl3z2MGROXYLuF17PRCJAMZ9U+Jh06S1pcCUZ/MpA\nFGadvW7D9Lw8PP3iJNSPusW/bbmfnhe54AhAx5uRnd8icU/9K7isZSeQpH+MpLMuQOaUxegx/EYm\nE0GK6aRCm5yp19tQDbW3wp0NAKSUfvdSaO3bvRMKIfoD8LFbDFHX01XqNvjzTRhQt+UecNaZMbkt\nd2fnuRlZ1tChuKv3NxjbzceuoQCSzhyiJhM5U2CxmmI2QMyL6aQCwHAAWW4TMkcCsGl1KQqllDuE\nEJ7Jgx1AcSSDJOpKulrdBrNuy92VDBo0CNvfeAHfvvRLxJX7fvtPPP08ZE5ZhJ4j85hMhFhMJxWe\nwx5CiNkAsqSUy91uXukxRJILYEWkYiTqarpa3Qazbcvd1TTu+wIVbyzCse1r4GONDhL7nIvMyQvR\n80fTYfG1oocCEtNJhTstociD2nORD2CllNIhpZwnhMgXQkwDkAWgjIWviMIjVBUMzcYM23J3NU0H\nvkLFG4tx9DNvCwNPldA7G5k3Poxeo2fAEmeajz1TMs3V1Upvey2/7dFzQURh0tXrNgSzLTeFRtPB\nr1GxbgmOfvoqoCi6bRMy+qvJxCUzYYlPiFCEXZtpkgoiij7WbaBoaTr8LSrXPYLaj/8OKPqLfBPS\n+yHjhgdhu+y/YYlnZYBIYlJBRH7r6nUbOvsS2ljUfKQcFeseQe1Hq3wWuYpPOxMZkx6AbcwdsCb4\nWEdKYcGkgoj81lXrNnSVJbSxpLliLyrfehSOrS8Bba26beNtpyNj4v2wXXEnrInJkQmQvGJSQUR+\n64p1G7raEtpoa6nah8q3HkXNlj8DbS26beN69kbGxAVIu3IOrIndIhQh6WFSQUSGdLW6DV1tCW20\ntFQfQOX6x+F4/3korc26beN6ZCD9unmwj7sL1qTUCEVI/jCcVAghrgJwE4DhUsqLtdueBbBCSvnv\nEMdHRDGmK9Vt6KpLaCOp1XEYlW8vRc3m56C0NOm2jUu1I/36fNjH3Q1rcvcIRUhGGEoqhBCzACwF\n8DwA9/85OwAsA9BxfygRdRpdpW5DV19CG06tR4+g8u3lqHnvGSjNDbptrSk2pF87F/bcnyOuW88I\nRUiBMNpTkQ9glpRyjVaAyqUYwHOhC4uIzKCz123gEtrQaz1Wiap3nkB18VNQmut121pTeiF9wq9g\nv/oXiEvpFaEIKRhGk4p0AGXav92rjtjAjbeIqJPp6ktoQ6nteDWqNjyJ6qI/wdl4XLetNbkH7BN+\nifQJ9yEu1b+kjmKD0aSiAMALQog81w3aTp6rtfuIiDqNrrqENpTa6mpQtfH3qN74Bzgbj+m2tSSl\nIv3qX8B+za8Q3z09QhFSKBlKKqSUc4QQBQDKAUAI8S3U/TZel1IuCEN8RERR0xWX0IZKW30tqt/9\nI6o2/g7O+lrdtpbEFNjH3430a/8X8T0zIxQhhYPh1R9SyjxtK3LXQGqxlJJDH0TUKXW1JbTBams4\nhuqiP6Fqw5Nw1tXotrUkJCNt3M+QcV0+4nudFqEIKZwCqlMhpdwBdcUHEVGn1pWW0AbD2Xgc1Zue\nRtU7T6DteJVuW0tCEtLGzkH6xPlIsJ0eoQgpEowuKb0Kan2K33rc/hrUOhXvhTI4IqJY0FWW0AbC\n2VSP6k3PoOqd5Wg7VqHb1hKfCNsVs5AxcQES7Gd6bcP9VczNaE/FMgArvNy+SbtvZNARERHFqM6+\nhNYIZ3MDajavQOXbS9FW+4N+47h4pI35H2RMuh8J6f28NuH+Kp2D0aQiB4C3OrTbADwefDhERBTL\nnM2NcLz/AirXP4ZWxyH9xtY42C77MTJueACJmQM6bMb9VToPo0lFOYABADzLcdsB6M/IISIi03K2\nNMGx5c9qMlG9X7+xxYpel96OzBseROJp2T6Pzf1VOg+jScVKqHUqyqWUnwOAEOIiqHUq2FNBRNQB\ns84VUFpb4Nj6Eirf/A1aqr7Xb2yxotfoW5Fx40NI6nOOX8fn/iqdi9E6FcuFENkAdgoh3CtqPu85\neZOIiMw7V0BpbYHjo1WoXPcIWir36je2WNDzRzcj88aHkXTGeYbOw/1VOpdA6lTMEUIsAzAcaqnu\nHaxTQUTUnhnnCihtraj9+BVUrFuCliNlPtv3HJmHjMkLkdx3SEDn4/4qnUtAdSoAVAJ41/WDEKIn\nAEgpj4YiKCKizsBMcwUUZxuOfvoaKt5YjObD3/hs32PEVGROXoTks84P6rzcX6VzsRppLIT4LyFE\nFdRJme5/HOBETSKiE07MFRjix1yBfQdQUlISocg8zu90ovbT11D2wPk48NytPhOK7sNuwIAlO3DW\nz18POqEA1P1Vknd/ADjb9Bu69lfJy9NvR1FlKKmAWotiE4CrAQx0+5Ot/U1ERAhsrkAkKU4njm57\nHeUPXYgDz9yM5oOluu0/OJKE+d+eh7oJS9Ht7GEhi8O1v4plV7FuO+6vYg5Ghz/sAPKllHvDEAsR\nUacRq3MFFEXB8Z1v4sjahWj6/nOf7bcmDMNTKTPwhX0gLLuK8X4Y5oBwf5XOI5AlpeMAvBiGWIiI\nOo1QzhUIxXJURVFw/PO3UbFmIRq/871108cJF+LplFuwM2HwyWOEaQ4I91fpPIwmFTYAK4UQ86Fu\nKHZKai2lvCtUgRERmdn0vDw8/eIk1I+6RX8IxDVX4Ol57e4KxXJURVFQ98VGHFnzMBr3bPMZ92fx\nQ/BU6q0oSRjq/XhhqhfB/VU6B6NJRRbUORUAkKb9cVHaNyci6ppccwW+2lXsffWHpqO5AsEuR1UU\nBXW7ilGxdiEadn/sM94fEvpiQflAfDrsV/oNw1wvgvurmJvR4ldXhysQIqLOJpi5AsEsR60r3Ywj\nax5GwzdbfcbYLXsUMqcuwRO/L8CnFv/m7rNeBHUk0DoVESWEyNf+ORLANinlci/3l0OdSAop5crI\nRkhE1F6gcwUCLV1d9/UWVKxdiPqv/+UztuQBI9F76hKknj8BFosFmZmbYP2K9SIoOIaTCm2vj/EA\n0j3vk1IuCEVQHudbIaWc4/ZziRACrsRCq+65TUpZ6PpZCDHN9TMRUTQFMlfA6HLUza/8ARnFh1D3\n1Sb99gCSzx6OzKmL0f3C62GxWE7cHoo5IESGkgohxH8BKIA6SXMYgJ3aXcMBlAAIaVIhhLBBLazl\nbgXUehmu3orZUkr33+4iAPMAMKkgophhZK6Av8tRz2+RuOesj3BZ5X7UVeq3Tep3IXpPWYzuw244\nJZlwjy/qHvvWAAAgAElEQVSYOSBEgPGeiqUApkkp1wghqqWUIwBACDEb6pbooWYHkK/1VpS73W7T\nzuvtt7oaak+KIUIIb+XsEo0eh4goWL6Wow5u3Y27617B2JbtQDf9YyWdOQSZUxajR84UWKz6cyZY\nL4KCZTSpyAbgKntWLoQ4W0r5HdTege0IcU+FlLJcCJHjkVDkusVgh8eyVmg9G0IIm5TSs5eDiELI\nrNt5x7qOhiLOay3H3fWv4Krmz3weI/H085A5ZRF6jszzmUy4sF4EBctoUrEDwAgA7wF4DcByIcQs\nqMMNthDHBgCQUp6o0qINh4wH4HrXskGbnOnGlWTY0X7oRO887d4JhRD9AXAHViIPZt3O2yw8hyLO\nad2Lu+v/gdxm30tDE087B5mTF6LnqJth8TUnwwvWi6BgGE0qHodaq+I9qNU1fwp1IzEL1MQi3AoA\njHPrufCWNLiSDK53IgoDM27nbUYFr6zCzddcgv+2bcA13XxvQZ6QmYXMyQvRa/QMWOKCX9jHehEU\nCKN1Kl53+3ctgGwhxDAA5drPYaOt8ljm3nMBNXHw7CGxafFx6IMoDMy0nbdZNR38Gj3+9Qj+MbYW\nvjpcEzL6I+PGh2C75DZY4hMiEyBRB4xufd7f8zYp5U4AA7zdFypCiGkAiqSUxdrPw7Vz70D7/3F2\nnJxzQUQhZJbtvM2q6fC3OLDiNpTdPwRHP/kH9AoVx9vPwuk/XoGByyTSxtzBhIJigtE+sjIA3gbp\nsgHMBtDxOqQACSHGQ0sUtDkVdgDToc7vANS9SNzrUuRCXXZKRCEWyHbe7EL3rflIOSrWPYLaj1YB\nzjbdtvFpZyJj0gOwjbkD1oSkCEVI5B+jSUX7xc0qB9QJnCGlJRFF2o/uicKJGhRSynlCiHytNyML\nQBkLXxGFR6xu521WzRV7Ufnmb+DY+pLvZKJXH6RPXIC0sbNhTUyOTIBEBvmVVAghqqH2wylCiCov\nTdKgFr8KKW1eREeJjHu75b7aEFHwQrmdd1fWUvU9Kt96DDVbXgTaWnXbxvXsjYyJC5B25RxYE30U\npSCKMn97KmZB/XBfDWA+2q+sKNfmVhBRJ9bVSzkHW5ejpfoAKtc/Dsf7z0NpbdZtG9cjA+nXzYN9\n3F3Y+eXXWPbwYtYDoZjnV1LhWvUhhCiWUj4f3pCIKFZ11VLOwdblaHEcQtX6paj51wooLU2654pL\ntSP9+nzYx90NuWcfxo66gvVAyDSMzqlYIYS4Skr5HgAIIeYCmAN1AudPpZR7QxwfEcWYrlbKOZi6\nHK1Hj6Dy7WWo2fQMlJZG3fNYU2xIv3Yu7Lk/R1y3nqwHQqYUyN4fcwBAq6S5DGoBrDwAzwG4JqTR\nEVHM6WqlnAOpy9F6rBJV7zyB6uKnoDTX6x7fmtIL6RN+BfvVv0BcSq+gzksUbYHs/eH67c0DUCil\nfF7bjGtbSCMjopgVilLOZtg35ERdjrF+1OVYtQYlWzeh76FNqCn+Pzgbj+s+xprcA/YJv0T6hPsQ\nl3rqihrD5y0pialrZ4bXlsLDaFLhgFroai/UPTimabcrMLDPBhF1DoGUcjbTviH+1uXoiQb89yg7\n4l64DlWK/gRMS1Iq7Ln3Iv3aXyO+e3pQ5421eiBmem0pPIwmFc8D2Aw1iSiXUq7Rbp8OYFMoAyOi\nzsds8wR81eXo7qzDbY1v4vaGN9EzvU6vACYsiSmwj78H6dfORXzPzKDO6y5W6oGY7bWl8DC698c8\nIUQRgF44tRR2GVjFkoh8MNs8gY7qcqQ46zGzcT1+3LAWvZQ63WNYEpKRdtVdyLh+HuJ7nRbUeb2J\nlXogZnttKTwM7f0BAFLKYinl6+4biEkpn5dScotwIuqQGfcNmZ6Xh+TdH5yodpmiNOB/6l9HUc0s\n/KL+b7oJhSUhCfbcezHwt+XoM+N3ficU3s7bIVc9kLw8v48dDmZ8bSk8dHsqhBCvAXjNNcwhhHhW\nr72U8q4QxkZEnYgZ5wm46nKU7/onpme34I6GNUhX9DdktsQnwnbFLGRMXIAE+5kBn/eMzHTs/qII\nuFBnUd0X7+KM3hlRrwdixteWwsPX8Ec21A283H8mIjLMjPMEnM0NWH1fLqreXob0ep0JEwBgjUfa\nFf+DjEn3IyG9X/AnV5zAhy+rtYyHtq8Hgi+LgA9XAf1DcK4gmfG1pfDQTSqklCM8fr46vOEQUWcV\nK/ME/Fnu6GxuhOP9F1C5/jHAcQjpOvt3tSlA3EXTMPC2J5CY2T8kMW7fvh0HK2uAmx4D3n0K+LQA\nGHwlkGID6h3AV5uB1DTgpsdw8O3Hor6kNFZeW4q+DpMKIURPoweTUh4NLhwi6qyivW+IP8sdzzsn\nGzVb/ozKtx5Fa/V+3eM5YYFz0ESc95PfI/G00HbinhhOyOgPzPgt8MNu4NuPgep9QFJ34IYFwGkD\nASAmhhOi/dpS7NDrqXBAd4GUVz4G1Iioq4rmviG+ljt+s2sjHptxMRZc1gM4ekj/YBYreo2egYwb\nH0ZSn3NCFqO7dsMJpw08kUR4ioXhhK66Jwy1p5dUeEu9pwEYCeBxt9ssAFZCLdNNRNShaO0b0tFy\nxzilDZOaN+OnZ67FWacfB47qVMG0WNDzRzcj88aHkXTGeSGNz5MZhxO62p4w5F2HSYW3JaJCiJsA\nzJJS/tvj9nkA8gG8EPIIiajTiMa+Id5KXscpbbi+6X3cVf8q+jkP+zxGz5F5yJi8EMl9h4QsLj1m\nHE7oanvCkHdGK2rmAPA2xbcawAgvtxMRnSIU+4YY4b7c0aq04dqmrbir4VUMaDvg87E9hk9G5pTF\nSO53Qcjj0mPW4YRIv7YUe4wmFZsArBRCTJNSfg4AQoiLAKzGyY3GiIh8CmTfkEBUVNZASbHhmqYP\n8LP6V5Hdts/nY7oPuwGZUxah29nDwh5fR5Y+sgiTpk4DnApwvpclpV8UQdnyIpauKYxajB2J1GtL\nscdoUjENQCGAnUII1yROC4AdUHctJSKKGYrTiRGpRzA5czPOOaZftAoAthw/HUf7X438X74U/uB8\nmP/QImDEVGBXMfBZB0tKR0zB/IcWYeLEidEOlwiA8b0/agHkCiEGAHD1t+1giW4i8+qM21QrioJj\nO9ah4o1FuNLxOZCk335rwjA81e1mlL39e3zwwL1hicnIdXbNA8HMB4HRt3S8pNTZhj2r7op6nQoi\nF6M9FQBOTOJkIkFkYrG6TbWiKFCa6uBsqoM1KRWWpFRYLBa/H3v887dRsWYhGr/b4bP9xwkX4umU\nW7AzYTAsX2zA4DDMTwjkOrcre93RklKWvaYYE1BSQUTmFmvbVCuKgnr5ARzvv4C6rzefUngq3t4X\nqeddCdsVdyJFXO41wVAUBcf/swEVaxeicc82n+f7LH4onkqdgZKEoepyxy82hGW5Y6DXmWWvyayY\nVBB1QbG0TXX97o9x+OW70fjdTq/3t1bvR+1Hq1D70Soknz0MfW5/GikDRwNQk4m6XcWoWPMwGso+\n8Xmu0rru+OMXCfjQPhjObnthbfh3WJc7BnqdzVingggIYOtzIjK3WNqmumrD77D3N5d2mFB4avxu\nJ/b+5lJUbfgd6ko3Y+9jY/D9E1f7TCi6ZY9Cv/99F1MLjuL3rxRh7tgs/DgbmDs2C1s2rseXO7eH\nPKEI5jqbbetzIhf2VBB1MbGyTXXVht/hh3/82vgDFcXvxyUPGIneU5cg9fwJJ4ZNIrXcMZjrbNY6\nFURMKoi6mFgYr6/f/TF+eHVuyI/rknz2MGROXYLuF17v9yTPUAv2OrPsNZlRp0gqhBD5AMoB2AFA\nSrkyuhERxa5oj9crioLDL98NKEb3K/Qt6awLkDl5EXrkTI5aMuES7HVm2WsyI9NvfS6EWAZgm5Sy\n0PWzVvEz9srMEcWAaO8rUS8/8HsOhb+SzhyCzCmL0SNnCizW8E0VM1JrIhTXmWWvyWw6w9bns6WU\n7v8biwDMg1r5k4g8RHu83vF+aPcd7Hbu5ei/4F9hTSYCqTURyuvMstdkFqbe+lwI4e1/YTUA/enW\nRF1ctMbrFUVBXel7IT1mS+XesCcUgdb04LwI6mrMvvW5HWoS4c6hxWSTUjr8PZAQwtu6ucQgYiOK\nWdEar1ea6tBa43t3UF92VQEbvrOguiUB9oT9+OlHH2DkJZf79VijZcmDqenBeRHU1Zh963MbtMmZ\nHrFAu93vpIKoq4nGeL2zqS6ox5c5gPs+TsaBxkQ0DcqF0j0DluOVePWGm9QPaJ3S4oEMYZyoNTHW\nj1oTq9Z43YOD8yKoKzH71ufekgZXkmFoHZyUst3/biFEf3CPE+rkIjleb01KDfixZQ7glqJE1F/6\nEyhDrz4xlKAAqL9kpu4wRKBDGKGs6cF5EdQVmH3r82qovRXubABgZOiDiMKv+Ug5KtY9EvDj7/s4\nWU0oLri2/Z0+hiECHcKIhZoeRGZiaHaTlLJWSpkLdRLnTdqfbCnliGgsJ5VS7kD73go7gOJIx0JE\n3jVX7MXBF+/E7nnnonbrSwEd48tK4EBjotpDocNbyetgymVnZqTBWl/jV4xqrQnP0ViirsXwlGkh\nxFVQJ2XOl1K+LqXcI4R4VhsGiYaVQohpbj/nAlgRpViISNNS9T0OvfRT7J53DhxbXvS9j4WOjd9b\n0DQo19AwhEsgQxgu3IODyBhDSYUQYhaAAgC1ANyXc+4EsCyEcflNq1GRJYSYplXWLGPhK6Loaak+\ngEMv343d+eegZvMKoK016GNWtyRA6Z7hV1vPYYhghjBctSYsu/Q7P7kHB5HK6JyKfKhLStdoH+Au\nRQCeDV1Yxkgpl0fr3ESkanEcQtX6paj51wooLU26ba3desLZ4P+IqT2hBZbjlX5V4/MseR1suWzW\nmiDyn9GkIh1AmfZv9//fNnCVBFGXU1JSgnWvvoTsyvcxzFmKeOj3SlhTbEi/di7suT+H4/0X/N5t\n9JqzFbyypQiNl8w0XPI62HLZoao1YbQ+BpEZGU0qCgC8IIQ4MXCoLbtcrd1HRF1AaWkp7rjtFoxJ\n3o28AY1IserPObCm9EL6hF/BfvUvEJfSCwCQfs2vAFjww6u/9rm52JB0oG9yM8q+fNf76g+Nt2GI\nUJTLDqbWRCD1MYjMyqIY3ClQCFEA4L+0H8sAZAF4XUp5U4hjizpXnYpNmzahb9++0Q6HKCZ8teNj\n/PWeccjLbkGK1UfPRHIP2Cf8EukT7kNcqvd5DfW7P8bhl+/2uclYmQOYsakb6i75ie4whH6dipsM\nPzYYp9THGDLey3mL0aPktZCflyhQ+/fvx7hx4wBggJRyr9HHG04qgBN7brjS82JvJb07AyYVRCe1\n1dWgauPv8f2aR5ESpz9Dod4Zjw0VGZhf+CXiu6f7PLaiKKj/Zisc77+AutL30Fq9/8R98fa+SB10\nFWxX3Inv2tJx0623Y8++A96HIfypqBnAYwM1dNgIfJU5Sr+H5IsNGFzxabvaGkTREGxSYWj4Qwgx\nFWoSsQNqwSsi8mC2sfO//e1v+NPTz6C69hjsvXrg3rt/hpkzZ564v62+FtXv/hFVG38HZ30tUnSm\nJdQjCf/odj3+knQDmv45H9fKvcjJ8Z1UWCwWpIrLkSrU/TucjcfhbKqDNSkV1uTuJ9oNBgIehoh0\nuexQlPgmMhujcyruhzpBc20YYiEyNbONna9fvx7TZtyOpjYnMDQXOD0dZcercNuce3Dnz+7F6399\nDhfHfYuqDU/CWadfAKoRiXg1+Vr8OWUqqqzqMIfVR9lqPdbk7qckE56CKXkdqXLZoSzxTWQWRpOK\nxwEsF0IUSymPhSMgIjMKZnvsaFi/fj0mTZ0GXHEnMPTUsf6U0VNxy3f/B9tr01GRpH+cJiRgdfI1\neCHlv1BpPbWaZFcvW80S39QVGU0qRkLd68MhhCgGUO5+p5TyrlAFRmQmwWyPHQ3TZtyuJhQXnIw3\nWWnCzQ3v4I6GNUjvWav7+GbEozD5ajzfLQ9H4rwPb3ir+dCVBFsfg8iMjCYVWVDnUrjmU/geLCXq\n5Mw2dv7yyy9rQx5qvElKE25q3IA7619HhqK/D59ijceavYl49vw/4FBCn44bdlDzIVSCmbcSqTkv\nwdbHiEbMRMEylFR0xmWjRMEy29j5U88+BwzNRaKlDdMa/olZDYXo7fTR9W6Ng+3ynyBj0gN47epp\nOPz158D5HScV4SpbHcy8lUjPeQlFfQyzzdMhMtpT4dpQLA9AjpTyYu22ZwGskFL+O8TxEcU8s42d\nHz1ai+nZcZhdMwd9nFW6bVsVC/5V2Qs/fakEib3V7vlola0OZt5KtOa8BHOtzDZPhwgwvqR0FoCl\nAJ7HyToVwMkNxTpOx4k6KbOMnSutLXBsfQkrL9yNjIRm6AXcBivWJ12B575KRB/nMdzb+2TMoSpb\nbVQw81aiNeclmGtltnk6RIDxrc9dG4rNhzph06UIgP6AMlEnFevbYyttrXBs+Qt2zxc49JfZakLR\nAScseDtpDG60PYX7U+/F9zs+wb13/6xdO1fNhy0b12Pu2Cz8OBuYOzYLWzaux5c7t4c8oTgxb2WI\nH/NW9h1ASUlJSB4bCoFcq2jHTBQobihGFKRQjJ2Hg9LWitqPX0HFuiVoOVLms/0/Ey/Dsyk3oyy+\nn3rD5xuQFG/Frbfe2uFjzFDzIVbmvBi5VrESM5FR3FCMKARiaXtsxdmGo5++hoo3FqP58Dc+2xcl\njMIzqbfgm/gB6g3ONuCLImDLiyhcUxjmaP0TzLwVs815AcwZMxFgfPXHHG1DsXIAEEJ8i5Mbii0I\nQ3xEphCteQbuFKcTR7cVouKNRWg+WOqzfd3pF+POv5fiP1WlwPkfAKm7gLpq4It3kRQfh8I1hZg4\ncWLY4jUimHkrZpnz4s6MMRMBxudUQEqZB2AEgDkAlgMYyKWmRKGZZ1BSUoL8+fPxkzvnIH/+fL/G\nytVk4nXsmnsuDjwz3WdC0f3C6zBg0TaMXPopPt93FKtWPoWL4w5i4OGPcHHcQaxa+TQaj1bHTEIB\nBDdvJdbnvHhjxpiJAIO7lAoh+nvbtUwIcREARyA7msUy7lJKkeK1HkF9DZJ3f9BhPQJFUXB855vY\n9495wBHp8xyp509A5pTFSMn+UbieRlgFs+OnGXcLNWPMZH4R3aUU6iRNbzOHsgHMBpeUEhlmtB6B\noig4/vnbqFizEI3f+d4seFtFAkbe9xecndvxhEszCGbeSizNefGXGWMmMppUWDq43QF1SISoyzNa\nUtn/egQz8clfH8WRNQ+jcc82n3F8Fj8UT6XOwI5D+zE4//f4cqf3pCJaJa+NPjaYeSuxMOfFKDPG\nTOTX8IcQohrqElIb1ATCUxqAEinlyNCGF10c/iAjAhnC2L59O6649gbUz3ym4+WDioLRzTtw7/eP\n4YK0Fp9xlMQPxtMpt+DTxAvVG5xtSFl1F7ZsXH/Kh3Yg8Ub7sSeeY0kJVhcW4khlNXpn2HHTtGmG\nkplAHxstZoyZzCnY4Q9/k4r/gtpLsRrqBE3P9UvlUsqdRk8e65hUkL9OGcIYMt5LV3UxepS81q6k\ncv78+Xjy/T1wXjLT63Evbv4P7ql/BTmtX/mM4d/xAk+lzMDHCRcBllM7Fa0f/Q1zx2Zh2eOPBxVv\nNB9LROEXkTkVUsrXAUAIUSylfN7oSYg6u0BLKndUjyCn5UvcU/8PXNzyhc9zfxF/Dp5KmYGtCcPb\nJRMunrUMolXymqWniTo3Q0tKpZRXA4AQoqe3P+EJkSi2BVNSOTND7fp3uailFC/UPoSXa+/3mVBU\nxp+Guw9chpt7/RZbE3OAI2XA1peBTc+qf/+w+0RbtZaBPeh4zVwum4jCz1BSIYSYKoSoAlDj8ceh\n/U3U5QRSUtnFVY/g/OZSrKhdiL/XzsPols91D5PU70Kc9Ys3kHrXenz2eRlQ9R3wylzgraWAxQqk\n91P/fmupenvl3lNqGQQTb7QeS0TmYHT1x3IAmwCsgFZVk6irC6ak8mA78Nxl9cg5Os/nY79vTMYl\nc/+GHjlTYLFakQPgjIw07F59P3DZfwNDPeYojL4F+LIYWH0/zujf78SeI9Eqec3S00Sdn9Gkwg4g\nv7MVuSIKRiAllRu+24mKtYtwfOebyPExcFjWkoa//KcVv1n9MXoOHnLqnRYrcOntwAXe5yjgggmA\n4gQOfhBUvNF+LBGZg9Ey3SsBjAtHIETeBFK2OtKMlFQecngTZnb7DHseHo7jO9/Ubb6nuQce3NkL\n95cOwKMFn2KwR0Kxfft2HKyoAs7P1T/v+Vfj4JHKE9cuWiWvWXqaqPMz2lNhA7BSCDEfwA54LC2V\nUt4VqsBchBD52j9HAtgmpVzu5f5yqL0okFKuDHUMFHleaxns2oOnX5zkdy2DSPFn6/Ps1u/xs0O/\nxzVjqoCy93SPdzTOhg9wEarOvhgPzL2pw3oEgW6PHcxW7dF6LBGZg9GkIgvqnApALXjl3wBpgIQQ\nK6SUc9x+LhFCwJVYCCGWQU00Cl0/CyGmuX4mczJatjoWdFRSeUDrftxV/w9c2/QBrN30j5GQ0R+Z\nNz6MQZfehlFxvv9rBjNHIVolr1l6mqhzM7r1+dXhCsSTEMJb9c4VAJZBnTAKALOllO4z3IoAzANg\nOKkQQnjrV080ehwKnhlrGXiWVO49eBjm9P4W16eUIc6idFzgHkBCej9k3PAgbJf9GJb4BL/PGcwc\nhWiVvGbpaaLOzfDW50KIq4QQzwohPnO77Vltp9JQsgPIF0J4ztayaef01jdaDUB/ETzFNDPXMhg0\naBB2bFyNj+eOxFsDNuCG1N1qQtGB+LQz0ef2Z5C97BukjZ1lKKEAgp+jEMxW7aF47Io/PIER2IeB\nhz/CCOzDij884fcW8UQUmwz1VAghZgFYCuB5AO4DvTuh9iCEbJdSKWW5ECJHSum+dDUXQLH2bzva\nlwt3aHHapJTe9ijRO1+7gWtXmW4jx6HgBDpPINqaK/ai8q1H4dj6EuLbWnXbxttOR8bE+2G74k5Y\nE5MDPmeo5ii45lkEGoPRx7abL3O6WgBszn35WPrkH2JqvgwRGWN0TkU+gFlSyjVuEygBddjh2dCF\npZJSntjXWRsOGY+TyYwN2uRMN64kww7vG59RjDNbLYOWqn2ofOtR1Gz5M9Cmv9lXXM/eyJi4AGlX\nzoE10ccECz8tfWQRJk2dBjgVdRWIxxwFfFEEZcuLWLomNqYZmXG+DBH5z2hSkQ6gTPu3e7+uDX5+\no9eSgw7p9DAUABjn1nPhrZ0ryWDVHJMySy2DluoDqFz/OBzvPw+ltVm3bVyPDKRflw/7uJ/BmpQa\n0jjmP7QIGDEV2FUMfFYADL4SSLEB9Q7gq81AahowYgrmP7QIEydODOm5A2HG+TJE5D+jSUUBgBeE\nECcGZ7UhgtXafbqEENOgDmHotXF4TL50rfJY5t5zATVx8ExQbIBuYkIxbnpeHp5+cRLqR92iPwTi\nmifwtO9KlKHU4jiEqreXoWbzc1BamnTbNiAJu3qMwpBbH4EYfXnIY3HNP8HMB9XqmT/sBr79GKje\nByR1B25YAJw2EHC2Yc+qu1BSUhLVoaIT82XG+jFfZtWaqMdLRMYZXf0xRwhRAK1EtxDiW6jLTF+X\nUi7w4/GFMLgyQ0tEiqSUxdrPw6WUO6SUO4QQnsmDHSfnXJAJxWotg9baH1D5znLUbHoGSkujbtuj\nLRa8VDsEf2saiYa6OiS/Nj0stTXazT85baD6x1OMzD8x63wZIvKf0Z4KSCnztJUXrv/txVLKsExm\nFEKMh5YoaMMmdgDToRbeAtRCXO51KXKhLjslE4ulWgatxypR9c4TqC5+CkpzvW7bYy0W/LVxJFad\ndS+On36y9raRuQIlJSV4raAAFZU1yMxIw/S8vA4/WM02/8Rs8RKRcUZXf1wFYLiU8rc4+cEOIcRr\nAFZIKfVLBRo7lw3qBFDg1EThRE+HlHKeECJf683IAlDGwlfmFwu1DFqPV6Hqn0+iuuhPUJrqdNta\nk3tg9Xfd8TvlOtQOvdFLA99zBQKpIGqW+ScuZouXiIwz2lOxDN57AjZp940MOiKNNi9Cp2TQiXbL\nfbUh83HVMigpKcHqwkIcqaxG74ws3PRUvt9d4ka+9bu01dWgauPvUb3xD3A2HtNta0lKRfrVv8D3\nfa7Csim3oX6m/kTIjuYKBLoiItbnn3gyW7xEZJzRpCIHgLcp2dsAPB58OESnCkkdBD++9bfV16L6\n3T+iauPv4Kyv1T2+JTEF9vH3IP3auYjvmYnfzp8f1FyBQFdExOr8k46YLV4iMs5oUlEOYACAf3vc\nbgdQE5KIiIJg9Ft/W8MxVBf9CVUbnoSzTv9X2JKQjLRxP0PGdfmI73XaiduDmSsQ7IqIWJp/4g+z\nxUtExhhNKlZCXVJaLqX8HAC08tyrwZ4KigH+fuufOXMGNi65GVXvPIG241W6x7QkJCHtyp8i/fp5\nSLCd3u7+YOYKBLsiwn3+SdlfC9F47hVAShpQX4Pkb95H9tlnxdReGrEwX4aIwsfoktLlQohsADuF\nEO7Fr57XJm8SRY0/3/qTlSZMz6rHnfb/4Mhqzw63U1niE2G74k5kTLwfCfYzO2wXzFyBkK6IUJzA\n/l2AJQ5Q2tSfY1Ao5ssQUWwKZEnpHCHEUgCuAc8d4VpSSmSE3rf+JKUJNzVuwJ31ryNDcQBJOgeK\nS0DamDuQMel+JKT383neYOYKBLsi4tThngdPee6NzraYLnsdzJ4jRBSbDCcV2rLSPAAjpJQjtdue\nhbqkVP+rH1EYefvWn6g0Y1rju5jVUIjeTh91D6xxsF3+E2RMegCJmf0NnTvQuQLBrohg2WsiiiWG\ntj7XdiktAFCLkz0VgFqzYlkI4yIyLDND3e0SABKUFkxveAf/rJmDB+pW6icUWjIxcNk3OOOO5w0n\nFMDJuQKDKz5Fyqq7YP3ob8DO9bB+9DekrLoLgys+9dpb4OrlsOzSLwTrrZfDzNvEE1HnFKpdSosB\nPHS2XQ8AABcfSURBVBe6sIiMm56Xh+f+PBETLkrHnMZCnOGs0G2vWKywjb4VGTc+hKQ+5wR9/kDn\nCgTay8Gy10QUayK+SylROCitLciq+xxvjqtG7/pndds6FeBDhx0/fu5DJJ1xXshjMTpXINAVESx7\nTUSxJqK7lBKFmtLWitqPX0HFuiVoOVKG3on67Tc0ZOOvn1bh1Q1bw5JQBCqQXg6WvSaiWBPRXUop\n+gIpXR2LFGcbjn76GireWIzmw9/4bF907Ey8uLMRTpsNBRve8rkSIlrXyUgvB8teE1GsieldSil0\nAildHYsUpxNHtxWoycTBUp/tv08eiM2tFwDiXPzlgWk+P7DNdJ1Y9pqIYo3hpAIApJQ74LZLKcW2\nQDesiiWK04ljJWtR8cYiNO3/0mf77hdeh8wpizF4wAhc4+c5zHidWPaaiGKJz6RCCHEntI3EpJQv\ndtDmKqh1KoKfQk8hZ+ZaBoqi4NiOdWoy8f3nPtunnj8BmVMWIyX7R4bPZcbrxLLXRBRLdOtUCCG2\nQ93vYySAJ4QQn3ncf5EQYhvUJaU7wxYlBcystQwURcGxf6/HnoUjsP9PU3wmFKlDxqP/gx/i7Lkb\nAkoozHqdgJOTPLdsXI+5Y7Pw42xg7tgsbNm4Hl/u3M6EgogipsOeCiHE/2r/TJNS1mq3vSuEeAzq\nao/lAMZDTSiyOa8iNpmtloGiKDj+nw2oWLsQjXu2+Wyfct5YZE5ZjNTzxgR1XrNdJ29Y9pqIok1v\n+GM2gDmuhELzUwC7AcwDsAlAjpSSPRQxzCy1DBRFQd2uYlSseRgNZZ/4bN/t3MvQe+oSpA66MiTn\nN8t1IiKKZXpJRZaU8j33G6SU5UIIAMiTUq4Ja2QUEmaoZVBXuhlH1jyMhm+2+mzbbeBotWdiyHhY\nLJaQxWCG60REFOsM7f3hhis/TGJ6Xh6Sd38AONv0G7pqGeTl6bcLobqvt2Dv42Px3dKrfCYUyQNG\not+v/4n+D36I7kNzQ5pQALF9nYiIzCKgJaU4tUQ3xbBYrGVQ/82HqFi7EHVfbfLZNvns4cicuhjd\nL7w+5ImEu1i8TkREZqOXVFiEEB19bXMNg7hTpJSBJikURrFSy6B+9ydqMvHluz7bJvW7EL2nLEb3\nYTeENZlwFyvXiYjIrPSSANb07SSiXcugYc92VKxdiOOfv+OzbdKZQ5A5ZTF65EyBxRro6Fxgon2d\niIjMrsOkQkr5RCQDofAKdFvuYDR8txMVaxfh+M43fbZNPP08ZE5ZhJ4j805JJiK9B0c0rhMRUWfB\n4YouJhK1DBr3fYGKNxbh2HbfC4QS+5yLzMkL0fNH02FxG26I9h4crPlARGQckwoKmcb9u1D5xmIc\n3Vbgs21C72xk3vgweo2eAUvcqb+GZtyDg4iITJZUCCFWSCnneNyWD3UrdjsASClXRiM2swjHcELT\nwa9RsW4Jjn76KqDoLwxKyOivJhOXzIQlPsFrGzPuwUFERIHXqYg4IcQyACO83FYupSzUkolsIcS0\nqAQY40pLSzF02AiMuWYSnnx/D17aY8GT7+/BmGsmYeiwESgt9b2NuKemw9/iwIrbUHb/EBz95B+6\nCUVCej+c/pOVGLhMwjbmJx0mFGbeg4OIqKszRU+FEKKj8oWzpZTuq1SKoK5aKQx/VOYR6uGE5iPl\nqFj3CGo/WuWzWFR82pnImPQAbGPugDUhyeexO8MeHEREXZUpkgqoG5cVaX8DAIQQ3qoPVbu3IVWo\nhhOaK/ai8q1H4fjgL76TCdvpyJh4P2xX3AlrYrLfsXIPDiIi84r5pEIIMR7qrqgjPO6yQ00i3Dm0\nx9iklA6D5/HWj55o5Bix6MRwwlg/hhNWrUFJSUm7b/4tVftQ+dajqNnyZ6CtRfc4cb1OQ8b185F2\n5RxYE7sZjpd7cBARmZcZ5lR0lCDYoE3OdONKMjxv77ICGU5waak+gEMv34Pd+QNRs3mFbkIR1yMT\nvac/gXOeKEf6hF8GlFAA3IODiMjMIt5TIYSw6d3vnkAIIaZJKTuaH+Et0XAlE4b7xKWU7QbmhRD9\nAewxeqxYEshwQovjEKreXoaazc9BaWnSfUxcqh3p1+fDPu5uWJO7Bx0v9+AgIjKviCYV2sqMXB9t\nHFLKedrkTL0hjGqovRXubMCpiUlXZ2Q4IbP5MK5LOITdc7OgtDTqtrWmpiH92rmwj/854rr1CE2w\nGu7BQURkThFNKrReB39XZgwHkOU2IXMkAJtWl6JQSrlDCOGZPNgBFIcm2s5hel4enn5xEupH3dLh\nEIjNeRR31L+OGWe/hW51iu4WtNaUXkif8CvYr/4F4lJ6hSVm7sFBRGROMTtR03PYQwgxG0CWlHK5\n280rPYZIcgGsiFSMZqA3nNDLeRQ/bngDMxvWIwW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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Start Movie\n", "seed(1)\n", "rnd_index = list(range(n_sample))\n", "shuffle(rnd_index)\n", "for i in range(n_sample):\n", " fig = plt.figure(figsize=(8, 6))\n", " plt.xlim(xmin=-15, xmax=15)\n", " plt.ylim(ymin=-85, ymax=85)\n", " plt.plot(0, 0, 'or', markeredgewidth=10, markeredgecolor=my_orange)\n", " y_small = yprime[rnd_index[0:i + 1]]\n", " X_small = Xprime.iloc[rnd_index[0:i + 1]]\n", " skl_linmod.fit(X_small, y_small)\n", " plt.plot(X_small, y_small, 'o', label=\"Data\", markeredgecolor='k',\n", " markeredgewidth=1, color=my_blue)\n", " plt.plot(X_to_predict - 15, skl_linmod.predict(X_to_predict - 15),\n", " color=my_orange, linewidth=5, label=\"OLS\")\n", " # plt.pause(0.05)\n", " xlabels = 'Recentered speed'\n", " ylabels = 'Recentered distance'\n", " plt.xlabel(xlabels), plt.ylabel(ylabels)\n", " plt.title('Least-squares with sample size ' + '$ n=$' + str(i + 1))\n", " plt.show()\n", " if saving:\n", " my_saving_display(fig, dirname, \"movie\" + str(i), imageformat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Stack loss dataset" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": true }, "outputs": [], "source": [ "data = sm.datasets.stackloss.load()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [], "source": [ "X = pd.DataFrame(data.exog, columns=data.exog_name)\n", "y = pd.Series(data.endog)\n", "n_samples, n_features = X.shape" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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AIRFLOWWATERTEMPACIDCONC
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" ], "text/plain": [ " AIRFLOW WATERTEMP ACIDCONC\n", "0 80.0 27.0 89.0\n", "1 80.0 27.0 88.0\n", "2 75.0 25.0 90.0\n", "3 62.0 24.0 87.0\n", "4 62.0 22.0 87.0\n", "5 62.0 23.0 87.0\n", "6 62.0 24.0 93.0\n", "7 62.0 24.0 93.0\n", "8 58.0 23.0 87.0\n", "9 58.0 18.0 80.0\n", "10 58.0 18.0 89.0\n", "11 58.0 17.0 88.0\n", "12 58.0 18.0 82.0\n", "13 58.0 19.0 93.0\n", "14 50.0 18.0 89.0\n", "15 50.0 18.0 86.0\n", "16 50.0 19.0 72.0\n", "17 50.0 19.0 79.0\n", "18 50.0 20.0 80.0\n", "19 56.0 20.0 82.0\n", "20 70.0 20.0 91.0" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Linear regression: $3\\sigma$ rule" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False)" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "skl_linmod = linear_model.LinearRegression()\n", "skl_linmod.fit(X, y)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 1.026223\n", "1 -0.608342\n", "2 1.445291\n", "3 1.807679\n", "4 -0.543040\n", "5 -0.953983\n", "6 -0.758091\n", "7 -0.440831\n", "8 -0.997587\n", "9 0.402031\n", "10 0.836393\n", "11 0.881813\n", "12 -0.453226\n", "13 -0.016021\n", "14 0.749185\n", "15 0.287137\n", "16 -0.482220\n", "17 -0.144383\n", "18 -0.189803\n", "19 0.448019\n", "20 -2.296241\n", "dtype: float64\n" ] } ], "source": [ "res = y - skl_linmod.predict(X)\n", "sigma = np.sqrt( np.sum(res**2) / (n_samples - n_features) )\n", "t = res / sigma\n", "\n", "# res = y - skl_linmod.predict(X)\n", "# # sigma = np.sqrt( np.sum(res**2) / (n_samples - n_features) )\n", "# MADX = np.median(res) # mean absolute deviation\n", "# MADNX = MADX / 0.6745 # 0.6745 correponds to sp.stats.norm.ppf(0.75)\n", "# t = res / MADNX\n", "print(t)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.ticker import MaxNLocator\n", "fig1, ax = plt.subplots(figsize=(10, 3))\n", "ax.set_ylim(-10, 10)\n", "ax.set_xlim(-1, t.shape[0])\n", "ax.xaxis.set_major_locator(MaxNLocator(integer=True))\n", "\n", "plt.ylabel(r't-statistics', fontsize=18)\n", "plt.xlabel(r'index', fontsize=18)\n", "ax.axhline(y=3, color='k', lw=1.5, ls=\"--\")\n", "ax.axhline(y=-3, color='k', lw=1.5, ls=\"--\")\n", "plt.title(\"OLS\")\n", "ax.scatter(np.arange(t.shape[0]),t, c='black', s=100, marker='o', edgecolors=brown, lw='1')\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "if saving:\n", " my_saving_display(fig1, dirname, \"stackloss_ols_t\", imageformat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Robust linear regression: $3\\sigma$ rule" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "HuberRegressor(alpha=0.0001, epsilon=1.35, fit_intercept=True, max_iter=100,\n", " tol=1e-05, warm_start=False)" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "skl_hub = linear_model.HuberRegressor()\n", "skl_hub.fit(X, y)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [], "source": [ "res = y - skl_hub.predict(X)\n", "sigma = np.sqrt( np.sum(res**2) / (n_samples - n_features) )\n", "t_hub = res / sigma" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig1, ax = plt.subplots(figsize=(10, 3))\n", "ax.set_ylim(-10, 10)\n", "ax.set_xlim(-1, t.shape[0])\n", "ax.xaxis.set_major_locator(MaxNLocator(integer=True))\n", "\n", "plt.title(\"Huber\")\n", "plt.ylabel(r'Robust t-statistics', fontsize=18)\n", "plt.xlabel(r'index', fontsize=18)\n", "ax.axhline(y=3, color='k', lw=1.5, ls=\"--\")\n", "ax.axhline(y=-3, color='k', lw=1.5, ls=\"--\")\n", "\n", "ax.scatter(np.arange(t_hub.shape[0]),t_hub, c='black', s=100, marker='o', edgecolors=brown, lw='1')\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "if saving:\n", " my_saving_display(fig1, dirname, \"stackloss_hub_t\", imageformat)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "RANSACRegressor(base_estimator=None, is_data_valid=None, is_model_valid=None,\n", " loss='absolute_loss', max_skips=inf, max_trials=5,\n", " min_samples=None, random_state=None, residual_metric=None,\n", " residual_threshold=None, stop_n_inliers=inf, stop_probability=0.99,\n", " stop_score=inf)" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "skl_ransac = linear_model.RANSACRegressor(max_trials=5) #with 100 trials, identical to LTS here\n", "skl_ransac.fit(X, y)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [], "source": [ "res = y - skl_ransac.predict(X)\n", "\n", "# MADX = np.median(res) # mean absolute deviation\n", "MADX = np.median(np.abs(res-np.median(res))) # mean absolute deviation\n", "MADNX = MADX / 0.6745 # 0.6745 correponds to sp.stats.norm.ppf(0.75)\n", "t_ransac = res / MADNX" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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omkTDn7AyqpcDMFuWJ8hG7gRIW361UO3cqbHTpzV25oy+nJ7W0tZW9Sxfrp5wHuSk3tdm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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig1, ax = plt.subplots(figsize=(10, 3))\n", "ax.set_ylim(-10, 10)\n", "ax.set_xlim(-1, t.shape[0])\n", "ax.xaxis.set_major_locator(MaxNLocator(integer=True))\n", "\n", "plt.title(\"RANSAC\")\n", "plt.ylabel(r'Robust t-statistics', fontsize=18)\n", "plt.xlabel(r'index', fontsize=18)\n", "ax.axhline(y=3, color='k', lw=1.5, ls=\"--\")\n", "ax.axhline(y=-3, color='k', lw=1.5, ls=\"--\")\n", "\n", "ax.scatter(np.arange(t_ransac.shape[0]),t_ransac, c='black', s=100, marker='o', edgecolors=brown, lw='1')\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "if saving:\n", " my_saving_display(fig1, dirname, \"stackloss_RANSAC_t\", imageformat)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "TheilSenRegressor(copy_X=True, fit_intercept=True, max_iter=300,\n", " max_subpopulation=10000, n_jobs=1, n_subsamples=None,\n", " random_state=None, tol=0.001, verbose=False)" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "skl_TheilSen = linear_model.TheilSenRegressor()\n", "skl_TheilSen.fit(X, y)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [], "source": [ "res = y - skl_TheilSen.predict(X)\n", "MADX = np.median(np.abs(res-np.median(res))) # mean absolute deviation\n", "MADNX = MADX / 0.6745 # 0.6745 correponds to sp.stats.norm.ppf(0.75)\n", "t_TheilSen = res / MADNX" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig1, ax = plt.subplots(figsize=(10, 3))\n", "ax.set_ylim(-10, 10)\n", "ax.set_xlim(-1, t.shape[0])\n", "ax.xaxis.set_major_locator(MaxNLocator(integer=True))\n", "\n", "plt.title(\"TheilSen\")\n", "plt.ylabel(r't-statistics', fontsize=18)\n", "plt.xlabel(r'index', fontsize=18)\n", "ax.axhline(y=3, color='k', lw=1.5, ls=\"--\")\n", "ax.axhline(y=-3, color='k', lw=1.5, ls=\"--\")\n", "\n", "ax.scatter(np.arange(t_TheilSen.shape[0]),t_TheilSen, c='black', s=100, marker='o', edgecolors=brown, lw='1')\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "if saving:\n", " my_saving_display(fig1, dirname, \"stackloss_TheilSen_t\", imageformat)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "returned values: dict_keys(['alpha', 'raw.weights', 'best', 'raw.coefficients', 'quan', 'raw.scale', 'raw.resid', 'coefficients', 'scale', 'resid', 'crit', 'rsquared', 'method', 'intercept', 'RD', 'lts.wt', 'residuals', 'fitted.values', 'Y', 'X', 'raw.cnp2', 'cnp2', 'call'])\n" ] } ], "source": [ "# obtained with priceless help from Olivier Grisel\n", "# rpy2 is available via pip: pip install rpy2\n", "from rpy2 import robjects\n", "import rpy2.robjects.packages as rpackages\n", "from rpy2.robjects import numpy2ri\n", "from rpy2.robjects import pandas2ri\n", "\n", "numpy2ri.activate()\n", "pandas2ri.activate()\n", "\n", "utils = rpackages.importr('utils')\n", "utils.chooseCRANmirror(ind=1) # select the first mirror in the list\n", "if not rpackages.isinstalled('robustbase'):\n", " utils.install_packages(\"robustbase\")\n", "ltsReg = rpackages.importr('robustbase')\n", "\n", "ltsReg = robjects.r['ltsReg']\n", "ltsReg_fit = ltsReg(X, y)\n", "ltsReg_fit_dict = dict(zip(ltsReg_fit.names, list(ltsReg_fit)))\n", "print(\"returned values: \", ltsReg_fit_dict.keys())\n", "\n", "as_matrix = robjects.r['as']\n", "\n", "# getting coefs:\n", "raw_coef = robjects.r.coef(ltsReg_fit)\n", "coefs = np.array(as_matrix(raw_coef, \"matrix\"))\n", "\n", "# getting some other results:\n", "res = np.array(as_matrix(ltsReg_fit_dict[\"residuals\"], \"matrix\"))\n", "MADX = np.median(np.abs(res-np.median(res))) # mean absolute deviation\n", "MADNX = MADX / 0.6745 # 0.6745 correponds to sp.stats.norm.ppf(0.75)\n", "t_LTS = res / MADNX\n" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ocFV3sVA0UcgtJco/GpYBAAAADStJgDwmaczM/kehwMy2KOpesWiGPQAAAKCR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\nYgiQAQAAgJj/DxX+Hdf6plHZAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig1, ax = plt.subplots(figsize=(10, 3))\n", "ax.set_ylim(-10, 10)\n", "ax.set_xlim(-1, t.shape[0])\n", "ax.xaxis.set_major_locator(MaxNLocator(integer=True))\n", "\n", "plt.title(\"Least Trimmed Squares\")\n", "plt.ylabel(r'Robust t-statistics', fontsize=18)\n", "plt.xlabel(r'index', fontsize=18)\n", "ax.axhline(y=3, color='k', lw=1.5, ls=\"--\")\n", "ax.axhline(y=-3, color='k', lw=1.5, ls=\"--\")\n", "\n", "ax.scatter(np.arange(t_LTS.shape[0]),t_LTS, c='black', s=100, marker='o', edgecolors=brown, lw='1')\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "if saving:\n", " my_saving_display(fig1, dirname, \"stackloss_LTS_t\", imageformat)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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D45SEy2HH8/duwj2dq7CmqRJqR8VhV7Z5vadzlSmLVpBxWLmNphpnfRjAaSHEUwAeSbQZ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\nAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.PairGrid((X - X.mean()) / X.std(), palette=\"colorblind\")\n", "# g = sns.PairGrid(X, palette=\"colorblind\")\n", "g.map_upper(plt.scatter, cmap=\"Blues_d\")\n", "g.map_lower(plt.scatter, cmap=\"Blues_d\")\n", "\n", "g.fig.subplots_adjust(left=0.08, right=0.85)\n", "g.map_diag(sns.kdeplot, bw=1.3,kernel='epa', shade=True, legend=False)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }