{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\"Open" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Regressione lineare con gradiente e sperimentazione per vari valori del coefficiente $\\alpha$ nel gradiente" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import pandas as pd\n", "import numpy as np\n", "\n", "import matplotlib.pyplot as plt\n", "import matplotlib.colors as mcolors\n", "from matplotlib import cm\n", "from mpl_toolkits.mplot3d import Axes3D" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Definizioni relative alla visualizzazione" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "plt.style.use('fivethirtyeight')\n", "\n", "plt.rcParams['font.family'] = 'sans-serif'\n", "plt.rcParams['font.serif'] = 'Ubuntu'\n", "plt.rcParams['font.monospace'] = 'Ubuntu Mono'\n", "plt.rcParams['font.size'] = 10\n", "plt.rcParams['axes.labelsize'] = 10\n", "plt.rcParams['axes.labelweight'] = 'bold'\n", "plt.rcParams['axes.titlesize'] = 10\n", "plt.rcParams['xtick.labelsize'] = 8\n", "plt.rcParams['ytick.labelsize'] = 8\n", "plt.rcParams['legend.fontsize'] = 10\n", "plt.rcParams['figure.titlesize'] = 12\n", "plt.rcParams['image.cmap'] = 'jet'\n", "plt.rcParams['image.interpolation'] = 'none'\n", "plt.rcParams['figure.figsize'] = (16, 8)\n", "plt.rcParams['lines.linewidth'] = 2\n", "plt.rcParams['lines.markersize'] = 8\n", "\n", "colors = ['xkcd:pale orange', 'xkcd:sea blue', 'xkcd:pale red', 'xkcd:sage green', 'xkcd:terra cotta', 'xkcd:dull purple', 'xkcd:teal', 'xkcd:goldenrod', 'xkcd:cadet blue', \n", " 'xkcd:scarlet']\n", "cmap_big = cm.get_cmap('Spectral', 512)\n", "cmap = mcolors.ListedColormap(cmap_big(np.linspace(0.7, 0.95, 256)))\n", "\n", "bbox_props = dict(boxstyle=\"round,pad=0.3\", fc=colors[0], alpha=.5)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "import urllib.request\n", "\n", "filepath = \"../dataset/\"\n", "url = \"https://tvml.github.io/ml2324/dataset/\"\n", "\n", "def get_file(filename):\n", " IS_COLAB = ('google.colab' in str(get_ipython()))\n", " if IS_COLAB:\n", " urllib.request.urlretrieve (url+filename, filename)\n", " return filename\n", " else:\n", " return filepath+filename" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Funzione di normalizzazione" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def normalizza(X):\n", " mu = np.mean(X, axis=0)\n", " sigma = np.std(X, axis=0, ddof=1)\n", " return (X-mu)/sigma" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Legge i dati in dataframe pandas" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# legge i dati in dataframe pandas\n", "data = pd.read_csv(get_file(\"mammals.csv\"), delimiter=',')\n", "\n", "# calcola dimensione dei dati\n", "n = len(data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualizza il dataset." ] }, { "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": [ "fig = plt.figure(figsize=(16,8))\n", "ax = fig.gca()\n", "ax.scatter(data.body, data.brain, s=20, marker='o', linewidths=1)\n", "plt.xlabel(u'Peso corporeo', fontsize=12)\n", "plt.ylabel('Peso del cervello', fontsize=12)\n", "plt.xticks(fontsize=10)\n", "plt.yticks(fontsize=10)\n", "plt.title('Dataset', fontsize=12)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Regressione mediante discesa del gradiente on-line, una dimensione alla volta" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Estrae dal dataframe gli array X delle features e y dei valori\n", "X, t = np.array(data[['body']]), np.array(data['brain']).reshape((-1,1))\n", "\n", "X=normalizza(X)\n", "X = np.column_stack((np.ones(n), X))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Mostriamo la distribuzione dell'errore quadratico medio al variare dei coefficienti" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# insieme dei valori considerati per i coefficienti\n", "w0_list = np.linspace(80, 180, 100)\n", "w1_list = np.linspace(80, 180, 100)\n", "\n", "# crea una griglia di coppie di valori \n", "w0, w1 = np.meshgrid(w0_list, w1_list)\n", "\n", "# definisce la funzione da calcolare in ogni punto della griglia\n", "def error(v1, v2):\n", " theta = np.array((v1, v2)).reshape(-1, 1)\n", " e=(np.dot(X,theta)-t)\n", " return np.dot(e.T,e)[0,0]/(2*n)\n", "\n", "v_error=np.vectorize(error)\n", "e=v_error(w0,w1).T" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,8))\n", "ax = fig.add_subplot(projection='3d')\n", "surf=ax.plot_surface(w0, w1, e, rstride=1, cstride=1, cmap=cmap , linewidth=0, antialiased=True)\n", "ax.tick_params(axis='x', labelsize=10)\n", "ax.tick_params(axis='y', labelsize=10)\n", "ax.tick_params(axis='z', labelsize=10)\n", "plt.xlabel(r\"$\\theta_0$\", fontsize=12)\n", "plt.ylabel(r\"$\\theta_1$\", fontsize=12)\n", "plt.title(r\"Errore quadratico medio al variare dei coefficienti $w_0,w_1$\", fontsize=12)\n", "fig.colorbar(surf, shrink=0.5, aspect=7)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,8))\n", "fig.patch.set_facecolor('white')\n", "ax = fig.gca()\n", "im = plt.imshow(e, origin='lower', cmap=cmap, extent=(w0_list.min(),w0_list.max(),\n", " w1_list.min(), w1_list.max()), aspect='auto',alpha=.8)\n", "ax.tick_params(axis='x', labelsize=10)\n", "ax.tick_params(axis='y', labelsize=10)\n", "plt.xlabel(r\"$w_0$\", fontsize=12)\n", "plt.ylabel(r\"$w_1$\", fontsize=12)\n", "plt.title(r\"Errore quadratico medio al variare dei coefficienti $w_0,w_1$\", fontsize=12)\n", "fig.colorbar(im, shrink=0.5, aspect=7)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "theta = np.dot(np.dot(np.linalg.inv(np.dot(X.T, X)), X.T), t)\n", "e=np.dot(X,theta)-t\n", "c_opt=np.dot(e.T,e)[0,0]/(2*n)\n", "threshold = c_opt+0.05*c_opt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Effettua la regressione mediante discesa del gradiente" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Funzione che applica la ricerca per gradiente memorizzando la sequenza dei costi\n", "def gradiente( X, t, w_init, eta, iterations, n):\n", " w = np.copy(w_init)\n", " costs = []\n", " for i in range(iterations):\n", " e=np.dot(X,w)-t\n", " c=np.dot(e.T,e)[0,0]/(2*n)\n", " dw=np.dot(X.T, e)/n\n", " w = w-eta*dw\n", " costs.append(c)\n", " return costs, w" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Inizializza il vettore dei coefficienti\n", "w_init = np.array([0, 0]).reshape(-1,1)\n", "iterations = 150\n", "etas = [0.01, 0.03, 0.1, 0.3, 0.5, 1]\n", "\n", "number_of_iterations = range(1, iterations + 1)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,16))\n", "for c,eta in enumerate(etas):\n", " costs, w = gradiente(X, t, w_init, eta, iterations, n)\n", " max_index = np.max(np.where(costs > threshold)[0])+1\n", " ax = fig.add_subplot(3, 2, c+1)\n", " ax = fig.gca()\n", " ax.plot(number_of_iterations, costs, c= colors[1], alpha=1, lw=1.5)\n", " plt.xticks(fontsize=8)\n", " plt.yticks(fontsize=8)\n", " plt.xlabel(r'Numero di iterazioni', fontsize=10)\n", " plt.ylabel(r'Costo', fontsize=10)\n", " plt.text(0.8, 0.9, 'convergenza: {0:d}'.format(max_index), fontsize=12, \n", " transform=ax.transAxes, bbox=bbox_props)\n", " plt.title(r'$\\eta$='+str(eta)+r': $c$='+str(round(costs[-1],3))+r'; $w_0$='+str(round(w[0][0],2))+'; $w_1$='+str(round(w[1][0],2))+'', fontsize=10)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "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": [ "fig = plt.figure(figsize=(16,8))\n", "ax = fig.gca()\n", "for c,alpha in enumerate(etas):\n", " costs, w = gradiente(X, t, w_init, eta, iterations, n)\n", " ax.plot(number_of_iterations, costs, c= colors[c+1], alpha=.8, lw=1.5, label=alpha)\n", "plt.xticks(fontsize=8)\n", "plt.yticks(fontsize=8)\n", "plt.xlabel(r'Numero di iterazioni', fontsize=10)\n", "plt.ylabel(r'Costo', fontsize=10)\n", "legend = ax.legend(loc='upper right', shadow=True)\n", "plt.title(r'Convergenza per diversi valori di $\\eta$', fontsize=12)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def stochastic_gd(X, t, theta_init, eta = 0.01, epochs = 1000):\n", " theta = theta_init\n", " theta_history = []\n", " cost_history = []\n", " for j in range(epochs):\n", " for i in range(n):\n", " e1 = (t[i] - np.dot(X[i,:].reshape(1,-1), theta)).item()/n\n", " theta = theta + eta * e1 * X[i,:].reshape(-1,1)\n", " e=np.dot(X,theta)-t\n", " c=np.dot(e.T,e)[0,0]/(2*n)\n", " cost_history.append(c)\n", " cost_history = np.array(cost_history).reshape(-1,1)\n", " return cost_history, theta" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "w_init = np.array([0, 0]).reshape(-1,1)\n", " \n", "epochs = 300\n", "etas = [0.01, 0.03, 0.1, 0.3, 0.5, 1]\n", "\n", "number_of_iterations = range(1, epochs + 1)\n", "costs, w = stochastic_gd(X, t, w_init, 0.7, epochs)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,16))\n", "for c,alpha in enumerate(etas):\n", " costs, w = stochastic_gd(X, t, w_init, eta, epochs)\n", " max_index = np.max(np.where(costs > threshold)[0])+1\n", " ax = fig.add_subplot(3, 2, c+1)\n", " ax = fig.gca()\n", " ax.plot(number_of_iterations, costs, c= colors[1], alpha=1, lw=1.5)\n", " plt.xticks(fontsize=8)\n", " plt.yticks(fontsize=8)\n", " plt.xlabel(r'Numero di iterazioni', fontsize=10)\n", " plt.ylabel(r'Costo', fontsize=10)\n", " plt.text(0.8, 0.9, 'convergenza: {0:d}'.format(max_index), fontsize=12, \n", " transform=ax.transAxes, bbox=bbox_props)\n", " plt.title(r'$\\eta$='+str(eta)+r': $c$='+str(round(costs[-1].item(),3))+r'; $w_0$='\n", " +str(round(w[0][0],2))+'; $w_1$='+str(round(w[1][0],2))+'', fontsize=10)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABcAAAALUCAYAAAAsU5HhAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAB4YklEQVR4nOzde5yWdZ0//tc9M4wUmggKHgDJs5KIWhqKmGfLXFDysJ52Mw+llW55WCt1TcsTbdvXzFyPm5rpiqxmtv0yT0lqpXhoLdtsURAdFTQVhWHmvn9/wNw4zoGZ4YabG57Px7pzz3W47/c1c73j8Xjx4X0V3njjjVIAAAAAAGAVU1ftAgAAAAAAYHkQgAMAAAAAsEoSgAMAAAAAsEoSgAMAAAAAsEoSgAMAAAAAsEoSgAMAAAAAsEoSgAMAAAAAsEoSgAMAAAAAsEoSgAMAAAAAsEoSgAMAAAAAsEoSgAMAAAAAsEoSgAMA1Jg//OEPOemkkzJ69OgMHTo0G220UcaPH5/vfe97ef3116tdHjXuwgsvzMCBA8vf33TTTRk4cGCef/756hXVjWrVt7w+d1nf9/2/v0q8JwBALWuodgEAAPTcf/zHf+SrX/1qNt9883z5y1/OlltumZaWlkyfPj3XXnttfvvb3+amm26qdpmsQvbbb7/88pe/zPrrr1/tUjq1stfXW8vjela1nxEAQG8IwAEAasRvf/vbfOUrX8kee+yRm266KWussUZ53x577JEvfvGLueeee6pY4bJ755138sEPfrDaZawSKvWzXHfddbPuuutWoKLe6Wn91aqv0tqud3lcz6ryMwIA6AsjUAAAasR3vvOdFAqF/Nu//Vu78LtNY2NjPvWpT5W/f/jhh/N3f/d3GTZsWDbYYIPsu++++cUvftHunLZxCX/84x/zuc99LiNGjMjmm2+ek08+OX/729/Kx911110ZOHBgHnjggQ6fe80112TgwIH5wx/+UN723HPP5bjjjstmm22WIUOGZKeddspVV13V6Wc/8cQTOeaYY7Lxxhtn++23L+//2c9+ll122SVDhgzJdtttlyuuuKLT8Q49+azeXOvAgQO7/K9thMRf//rXnHTSSdlhhx2ywQYbZOutt85hhx2W//mf/+nwuZ1pq+XJJ5/MUUcdleHDh2fEiBE54YQT8tprr/X6+pb2s+zKL37xi4wbNy5DhgzJ6NGjc9lll3U45v3jM1b0vfDaa6/llFNOyahRozJkyJBsuumm2W+//XL//fd3Wl9nelPzsv5ue9N3nV1vb8aV9OT315v3vOGGGzJw4MA89thj+ad/+qdsvvnmGTFiRD7zmc/kpZde6tH1AwCsbKwABwCoAa2trfn1r3+dMWPGZNiwYUs9/qGHHspBBx2UUaNG5bLLLktjY2OuueaaHH744bnmmmty8MEHtzv+mGOOyUEHHZSjjz46//M//5NvfvObSZLLL788SbL//vtnvfXWy0033ZTdd9+93bk//vGPs9122+UjH/lIkuRPf/pT9t133wwbNiwXXHBBhg4dml/96lc588wzM2fOnPzzP/9zu/OPPvroTJo0Kccee2zmzZuXJLnnnnty9NFHZ5dddsm1116b1tbWXHbZZXnllVfandvbz+rJtf7yl79sd/y7776bz3/+82ltbc0666yTJHnppZcyaNCgnHvuuVl33XXz+uuv5+abb87ee++dBx98MJtvvvlSf0dJctRRR+Wggw7Ksccemz/+8Y/59re/nT/96U/51a9+lX79+lXkZ9mVBx54IEcccUR22mmnXHPNNSkWi/ne977X4Wf8fiv6XjjxxBPz5JNP5uyzz86mm26av/3tb3nyySczd+7cHv2Me1vzsvxue9t3vfl9vV9ff3/deeqpp1IoFHLaaafloIMOytVXX50nn3wy5557bi655JJ897vf7fN7AwBUiwAcAKAGzJkzJ++880423njjHh1/3nnnZeDAgbnrrruy5pprJlkUAu622245++yzc9BBB6VQKJSPP/roo/PlL385SfKJT3wi//d//5cbb7wx3//+91MoFNLQ0JBDDz001157bf72t79l7bXXTpI8++yzeeyxx3LJJZeU3+vrX/961lprrfz3f/93PvShDyVZNKJlwYIF+bd/+7d8/vOfb7eK++///u/zta99rV393/72t7Phhhvm9ttvT2NjY5Jkr732yujRo9sd19vP6sm1fuxjHysf29ramqOPPjpvvvlm7rrrrvJn7Lrrrtl1113bHbfffvvl4x//eK677rp8+9vf7smvKQceeGA5gN9zzz0zZMiQHH/88Zk6dWoOPfTQivwsu3L++ednyJAhmTp1avr371+u4f0/4/db0ffCo48+mqOPPjr/8A//UN52wAEH9Oga+1Lzsvxue9t3vfl9vV9ff3/deeKJJ9K/f/98//vfz6hRo5Iku+++e37yk59kxowZfX5fAIBqMgIFAGAVM2/evPz+97/PhAkTyiFcktTX1+ewww7Liy++mP/93/9td84nP/nJdt+PGjUq8+fPz6uvvlredtRRR+Xdd9/N1KlTy9vaZpEfcsghSZL58+fngQceyAEHHJAPfvCDaWlpKf+37777Zv78+fnd737X7rP+7u/+rkP906dPz6c+9aly+J0ka665Zvbff//y9335rJ5ea5vTTz89/9//9//l+uuvz5gxY8rbW1pa8p3vfCc777xz1ltvvQwePDjrrbdennvuufz5z3/u8D5dOfTQQ9t9f9BBB6WhoSG//vWvK/Kz7Mq8efPy+OOP59Of/nQ5PE2StdZaq93PuCsr6l5Ikh122CE//vGPc+mll+Z3v/tdFi5c2KNr7EvNSd9/t33pu57+vjr7rGX5/XWmtbU1f/jDHzJhwoRy+N1m/vz5WW+99fr0vgAA1SYABwCoAYMHD84HP/jBHs0FfuONN1IqlTJ06NAO+9Zff/0k6TA+YtCgQe2+bwue33333fK2rbfeOjvssENuuummJIsCs1tvvTWf+tSnyqNB5s6dm5aWlvz7v/97+cF7bf+1hYxz5szptKb31z9kyJAO9b93W18+q6fXmiSXXnpprr322nz3u9/N3nvv3W7f1772tXzrW9/KAQcckJ/85Cf51a9+lfvuuy8f+chHOrxPd95/jQ0NDRk0aFDmzp1bkZ9lV954440Ui8VO75HOtr3firoXkuS6667L3//93+dHP/pR9tlnn3z4wx/OiSeemKamph5da29qTvr+u+1L3/X099XZZy3L768zzz77bN59990O9/rbb7+dGTNmZNttt+3T+wIAVJsRKAAANaC+vj7jx4/PPffckxdffDEbbbRRl8cOHDgwdXV1nQaEL7/8cpJFgXpfHHnkkfnqV7+aZ599NjNmzMjLL7+cI488st1nt614Pf744zt9j/ePcXnvSIi29ygUCp3OMn7vNfXls3rqpptuyre+9a388z//c44++ugO+2+99dYcfvjhOeecc9ptnzt3bnm8Rk+88sor2XDDDcvft7S0ZO7cuRk0aFBFfpZdafsZd3aP9DRYXhH3QrLoXr3oooty0UUXZebMmfn5z3+e8847L6+99lqmTJnSo1p7WnPS999tX/qup7+vzj5rWX9/7/fEE08kSbt/6dC2vVgsZocddujT+wIAVJsV4AAANeIrX/lKSqVSTjnllDQ3N3fYv3Dhwvz85z/PgAED8tGPfjQ//elP261YLRaLueWWW7LRRhtls80261MNkyZNSv/+/fPjH/84P/7xj7Phhhtmzz33LO//4Ac/mN122y1PPfVURo0ale23377Df+9fgf1+AwYMyPbbb5+777673XW+/fbb+cUvflHRz+rMPffck1NOOSVHHXVUpw/RTBYFl2ussUa7bb/4xS8ye/bsXn3Wrbfe2u77qVOnpqWlJePGjVtu15cs+hnvuOOOueuuuzJ//vzy9rfeeiv//d//3aP3WBH3wvsNHz48J5xwQj7xiU/kySef7NW5Pak56fvvdnn2XWeftay/v/d74oknstZaa2XTTTdtt3369Ompq6vLdtttt0w1AwBUixXgAAA1Yqeddsq//uu/5qtf/Wo+8YlP5Nhjj81WW22VlpaWPPXUU7n++uuz9dZb55Of/GTOOeecHHTQQTnwwAPzpS99Kf369cs111yTP/7xj7nmmmuWaeXppz/96fz4xz/O3/72t3zpS19KXV37NRUXXXRR9t9//3zyk5/MsccemxEjRuTtt9/OX//61/z3f/93fvrTny71c772ta/l0EMPzcEHH5zPf/7zaW1tzWWXXZYBAwbk9ddfr+hnvdeMGTPyj//4jxk5cmSOPPLIDjOqR48enTXWWCP77bdffvzjH2fzzTfPqFGj8uSTT+b//b//1+3K/M789Kc/TUNDQ/bYY4/88Y9/zLe//e185CMfyUEHHbRcru+9vv71r2fSpEk56KCDcvLJJ6e1tTXf+973OvyMu7Ii7oW//e1vOfDAA3PIIYdk8803z5prrpnp06fnV7/6VQ488MBeX3NPal6W3+3y6rvOLOvv7/2eeuqpjB49ukONjz/+eLbYYot2c80BAGqJABwAoIb8wz/8Q3bYYYf84Ac/yL/927/llVdeSb9+/bLpppvmM5/5TE444YQkybhx43LnnXfmwgsvzEknnZRisZiPfOQjufnmm/v8kLw2Rx55ZG677bYkyRFHHNFh/1ZbbZUHHnggl156ab71rW/l1Vdfzdprr51NN900++yzT48+Y++9986PfvSjfPvb386xxx6bIUOG5LjjjstLL72UW265paKf9V4zZ87M22+/nb/85S8dHpaZJE8++WQ23njjXHTRRenXr1+++93vZt68edluu+1yww035IILLujV591www256KKLcu2116ZQKGT//ffPhRdeWJ5LXunre6899tgjN910Uy644IJ2P+N33303F198cY/eY3nfC/37989HP/rR/OQnP8nMmTOzcOHCDBs2LKecckpOOeWU3l1wD2telt/t8uy796vE769NsVjM008/nX/8x3/ssO/xxx/PLrvsUqGqAQBWvMIbb7xRqnYRAACwNAsXLsxuu+2WDTbYIFOnTq12OcvkwgsvzMUXX5znnnuuz/PYYXmbO3duNtlkk1x66aVdznEHAFjZWQEOAMBK6Ytf/GL22GOPDB06NK+88kquvfbaPPvss7nooouqXRqsFh5//PEk8QBMAKCmCcABAFgpvf322zn77LPz2muvpV+/fhk9enT+8z//M5/4xCeqXRqsFh5//PH069cvH/nIR6pdCgBAnxmBAgAAAADAKqlu6YcAAAAAAEDtEYADAAAAALBKEoADAAAAALBKEoADAAAAALBKEoADAAAAALBKEoADAAAAALBKEoCv5ubPn5+//vWvmT9/frVLgZqnn6Ay9BJUjn6CytFPUBl6CSpHP/WMAJy0trZWuwRYZegnqAy9BJWjn6By9BNUhl6CytFPSycABwAAAABglSQABwAAAABglSQABwAAAABgldRQ7QIAAAAAAFZFb731Vt56663l8t6lUimNjY2ZM2dOCoXCcvmMalprrbWy1lprLfP7CMABAAAAACpszpw5SZINNthglQyol6dSqZS5c+fmtddey7rrrrtM72UECgAAAABAhS1YsCCDBw8WfvdBoVDI4MGD8+qrr+ZnP/tZFi5c2Of3EoADAAAAALDSqaury9y5c/Ozn/0sxWKxb+9R4ZoAAAAAAKAi+vfvnzfeeCPvvPNOn84XgAMAAAAAsNIqlUqZP39+n84VgAMAAAAAsEoSgAMAAAAAUHb11Vdn9OjRGTp0aHbffff85je/6fb4hx56KLvvvnuGDh2a7bbbLtdee227/X/84x9z9NFHZ9ttt83AgQPzgx/8YHmW344AHAAAAACAJMntt9+es846K6eddloefPDBjB07NoccckhmzpzZ6fEzZszIoYcemrFjx+bBBx/MV7/61Zx55pm54447yse8++67GTlyZP7lX/4lQ4cOXVGXkiRpWKGfBgAAAACwGnt3YcsK+6wP9Ot9/Hv55Zfn6KOPzjHHHJMkueiii3Lvvffm2muvzbnnntvh+Ouuuy7Dhg3LRRddlCTZcsstM3369Hz/+9/PhAkTkiQ77LBDdthhhyTJv/zLv/TxavpGAA4AAAAAsIJ8+ke/XGGf9avPfbJXxzc3N+eJJ57Iqaee2m77HnvskUcffbTTc377299mjz32aLdtzz33zA033JCFCxemX79+vaqh0oxAAQAAAAAgc+bMSWtra4YMGdJu+5AhQ/LKK690es4rr7zS6fEtLS2ZM2fOcqu1p6wABwAAAABYQe46Zp9ql7BUhUKh3felUqnDtqUd39n2ahCAAwAAAACsIH2Zy72iDB48OPX19Wlqamq3/dVXX816663X6TlDhgzp9PiGhoYMGjRoudXaU0agAAAAAACQxsbGjBkzJvfff3+77ffff3923nnnTs/ZaaedOhx/3333Zfvtt6/6/O9EAA4AAAAAwGInn3xyfvSjH+WGG27Is88+m7POOiuzZs3KZz/72STJeeedlxNPPLF8/Gc/+9nMnDkzX/va1/Lss8/mhhtuyA033JAvfvGL5WOam5vz1FNP5amnnsrChQvz0ksv5amnnspf//rX5X49K+96ewAAAAAAVqiDDz44c+fOzSWXXJKmpqZsvfXWufXWWzNixIgkycsvv5xZs2aVjx85cmRuvfXWfO1rX8vVV1+d9ddfPxdffHEmTJhQPuall17K+PHjy99fdtllueyyy7LrrrvmZz/72XK9HgE4AAAAAABlxx13XI477rhO911xxRUdto0bNy4PPvhgl++38cYb54033qhUeb1iBAoAAAAAAKskATgAAAAAAKskATgAAAAAAKskATgAAAAAAKskD8Gknc9895L8tf8aOaSukLNO/HK1ywEAAAAA6DMrwGmntZC0FJJiqVTtUgAAAAAAlokAnE4JwAEAAACAWicAp526xbm3ABwAAAAAqHUCcNoptL0QgAMAAAAANU4ATjttAXixqlUAAAAAACw7ATjttAXgpVgBDgAAAACro6uvvjqjR4/O0KFDs/vuu+c3v/lNt8c/9NBD2X333TN06NBst912ufbaa9vtv/POO/OJT3wiI0aMyIYbbphx48blJz/5yfK8hDIBOJ0qyr8BAAAAYLVz++2356yzzsppp52WBx98MGPHjs0hhxySmTNndnr8jBkzcuihh2bs2LF58MEH89WvfjVnnnlm7rjjjvIx66yzTr761a/ml7/8ZaZNm5YjjzwyJ598cn71q18t9+tpWO6fQE2pW7zyu2QGOAAAAABUXKm5eYV9VqGxsdfnXH755Tn66KNzzDHHJEkuuuii3Hvvvbn22mtz7rnndjj+uuuuy7Bhw3LRRRclSbbccstMnz493//+9zNhwoQkyW677dbunC984Qu5+eab8/DDD2evvfbqdY29IQCnnSUjUAAAAACASpt78QUr7LMGn/3NXh3f3NycJ554Iqeeemq77XvssUceffTRTs/57W9/mz322KPdtj333DM33HBDFi5cmH79+rXbVyqV8uCDD+Yvf/lLzjvvvF7V1xcCcNopPwRTAg4AAAAAq5U5c+aktbU1Q4YMabd9yJAheeWVVzo955VXXun0+JaWlsyZMyfrr79+kuRvf/tbttlmmyxYsCD19fWZPHlyh+B8eRCA046HYAIAAADA8jPozG9Uu4SlKhQK7b4vlUodti3t+PdvX2uttfLrX/86b7/9dh544IF8/etfz8iRIzuMR6k0ATjtGIECAAAAAMtPX+ZyryiDBw9OfX19mpqa2m1/9dVXs95663V6zpAhQzo9vqGhIYMGDSpvq6uryyabbJIkGT16dP785z/nu9/97nIPwOuW67tTc8oBuAQcAAAAAFYrjY2NGTNmTO6///522++///7svPPOnZ6z0047dTj+vvvuy/bbb99h/vd7lUqlLFiwYFlLXioBOO203RBGoAAAAADA6ufkk0/Oj370o9xwww159tlnc9ZZZ2XWrFn57Gc/myQ577zzcuKJJ5aP/+xnP5uZM2fma1/7Wp599tnccMMNueGGG/LFL36xfMy//uu/5r777suMGTPy5z//Od///vfzk5/8JIcddthyvx4jUOhUsdoFAAAAAAAr3MEHH5y5c+fmkksuSVNTU7beeuvceuutGTFiRJLk5ZdfzqxZs8rHjxw5Mrfeemu+9rWv5eqrr87666+fiy++OBMmTCgf88477+SrX/1qZs+enf79+2eLLbbIv//7v+fggw9e7tcjAKedrkfZAwAAAACrg+OOOy7HHXdcp/uuuOKKDtvGjRuXBx98sMv3+8Y3vpFvfKM6D/80AoV2CotHnxRNQAEAAAAAapwAnHbqFq8BNwMcAAAAAKh1AnDaaRuBUjIMBQAAAACocQJw3qe0+P9bAQ4AAAAA1DYBOO2UR6DIvwEAAACAGicAp1PFahcAAAAAALCMBOC003ZDWAAOAAAAANS6qgbgZ5xxRrbddtsMHDgwzzzzTHl7qVTKhRdemB133DFjx47NAQccUN73hS98Idtss03GjRuXcePG5eyzzy7vKxaLOf300zNmzJhsv/32ufrqq9t93qWXXpoxY8ZkzJgxueCCC5b/BdagJQ/BFIEDAAAAALWtoZofPmHChJxyyinZf//9223/4Q9/mGeeeSYPP/xwGhsb8/LLL7fbf+qpp+aEE07o8H633HJLnn322Tz22GN58803M378+IwfPz5bbLFFpk2blilTpmTatGlpaGjIfvvtl7Fjx2avvfZartdYawqLE/BSOQoHAAAAAKhNVQ3Ad9111063X3bZZbnrrrvS2NiYJFl//fV79H5Tp07Nsccem/r6+qyzzjo56KCDMmXKlJx11lmZOnVqjjjiiAwYMCBJctRRR+W2225bagA+f/78XlxR7Wlubm73tbB44XcppVX+2qHS3t9PQN/oJagc/QSVo5+gMvQSq5NSyYSFSmhpaUlLS0sWLFiQ+fPnp3///r06v6oBeGfefPPNvPbaa7nrrrty5513JklOOumkHHzwweVjLr/88lx//fUZPnx4vv71r2f06NFJklmzZmX48OHl40aMGJHp06cnSWbOnNkucB8xYkTuuOOOpdYze/bstLa2VuTaVmZNTU1JklJp0eMvi6VFPzOg99r6CVg2egkqRz9B5egnqAy9xOqgbXFvLbr66qvz//7f/0tTU1O22mqrXHjhhdlll106Pfbll1/ON77xjTzxxBN57rnncuKJJ+aiiy6qSB3FYjFvvvlm3nnnnbz00ktZsGBBNtlkk169x0oXgLe0tKS5uTnvvvtu7rnnnsycOTP77rtvttpqq2yzzTY5++yzs/7666euri4//elPc8ghh+Sxxx7LmmuumSQpFJaM7nj/37J0t68rG264YQWuauXV3NycpqamDB06NI2NjamvW/wzKhTa/WUCsHTv7yegb/QSVI5+gsrRT1AZeonVyZw5c6pdQp/cfvvtOeuss/Kd73wnO++8c6677roccsgheeSRRzrNCxcsWJDBgwfnq1/9an7wgx9UtJa6urp86EMfSl1dXTbYYIMMHjy41++x0gXggwYNypprrpnDDjssSTJ8+PDsvPPOmT59erbZZpt2gfSBBx6Y8847L3/5y18yZsyYDBs2LC+88EJ22GGHJItWMA8bNqz8Pi+88EL53Pfu605vl9TXqsbGxvTv3z91i2d/l7L6XDtUWls/ActGL0Hl6CeoHP0ElaGXWB28dzHue7W0LlxhNTTU9+v1OZdffnmOPvroHHPMMUmSiy66KPfee2+uvfbanHvuuR2O33jjjXPxxRcnSW688cZlK7gTDQ0NaWhoyBprrNGn/91Y6QLwJJk0aVLuueeeHHfccXnjjTfy2GOP5dRTT02SvPjii9loo42SJL/73e8yd+7cfPjDH06y6KGa1113XQ488MC8+eabuf322zNlypTyvjPOOCOf+9zn0tDQkBtvvDHf+MY3qnJ9tcCIIgAAAACovDueummFfdak7f+xV8c3NzfniSeeKGexbfbYY488+uijlStsBapqAH7aaafl7rvvTlNTUyZOnJgBAwZk+vTpOeecc3LSSSflmmuuSZJ85StfyZgxY5Ismgf+6quvpq6uLh/4wAdy/fXXZ+21106SHH744Zk+fXp23HHHJMmXv/zlbLnllkmS3XbbLRMnTizPqpk0aVL23nvvFXzFK7+6xV9LBQk4AAAAAKxO5syZk9bW1gwZMqTd9iFDhuSVV16pUlXLpqoB+OTJkzN58uQO2wcPHpxbbrml03O6e3BlfX19p+/X5swzz8yZZ57Z+0JXI23/NKNU6vyfaAAAAAAAfTdh9JHVLmGp3j++pVQqdTnSZWW3Uo5AoXrabmP5NwAAAABUXl/mcq8ogwcPTn19fZqamtptf/XVV7PeeutVqaplU7f0Q1idvPchmAAAAADA6qOxsTFjxozJ/fff3277/fffn5133rk6RS0jK8DpVLHaBQAAAAAAK9zJJ5+cE088MWPGjMlOO+2U66+/PrNmzcpnP/vZJMl5552X2bNn58orryyf89RTTyVJ5s2blzlz5uSpp55KY2Njttpqq6pcw3sJwGmnzugTAAAAAFhtHXzwwZk7d24uueSSNDU1Zeutt86tt96aESNGJElefvnlzJo1q90548ePL79+4okn8p//+Z8ZPnx4nn766RVae2cE4HTKCnAAAAAAWD0dd9xxOe644zrdd8UVV3TY9sYbbyznivrODHDaqSuYAQ4AAAAArBoE4LTjhgAAAAAAVhXyTtopLF4BbgQKAAAAAFDrBOC00/YMzFI8DRMAAAAAqG0CcNpZvADcDHAAAAAAoOYJwGmnEA/BBAAAAABWDQJw2qkrGH0CAAAAAKwaBOC04yGYAAAAAMCqQgBOO20rwEsWggMAAAAANU4ATjttuXcpEnAAAAAAoLYJwGmn7YbwEEwAAAAAWD1dffXVGT16dIYOHZrdd989v/nNb7o89uGHH85+++2XD3/4w1l//fXzsY99LJdffvkKrLZ7DdUugJVLXaEuKRUF4AAAAACwGrr99ttz1lln5Tvf+U523nnnXHfddTnkkEPyyCOPZPjw4R2O/+AHP5jjjz8+o0aNygc/+ME88sgj+ad/+qcMGDAg//iP/7jiL+B9BOC0UygkKVkBDgAAAADLQ3HhghX2WXX91uj1OZdffnmOPvroHHPMMUmSiy66KPfee2+uvfbanHvuuR2O32677bLddtuVv994443z05/+NL/5zW8E4Kx82h6CCQAAAABU3guXn7HCPmvkqd/r1fHNzc154okncuqpp7bbvscee+TRRx/t0Xs8+eST+e1vf5tvfOMbvfrs5UUATnuLA/CiHBwAAAAAVitz5sxJa2trhgwZ0m77kCFD8sorr3R77jbbbJPXXnstLS0t+ed//ufyCvJqE4DTTtsK8FIk4AAAAABQaSNOvqTaJSxV4X1TIkqlUodt73f33Xdn3rx5+f3vf59/+Zd/ySabbJLPfOYzy7PMHhGA086SABwAAAAAqLS+zOVeUQYPHpz6+vo0NTW12/7qq69mvfXW6/bckSNHJklGjRqVV155JRdddNFKEYDXVbsAVi4FATgAAAAArJYaGxszZsyY3H///e2233///dl55517/D6lUikLFqy4h312xwpw2rECHAAAAABWXyeffHJOPPHEjBkzJjvttFOuv/76zJo1K5/97GeTJOedd15mz56dK6+8Mkly1VVXZdiwYdliiy2SJA8//HC+//3v54QTTqjaNbyXAJx2zAAHAAAAgNXXwQcfnLlz5+aSSy5JU1NTtt5669x6660ZMWJEkuTll1/OrFmzyscXi8V885vfzPPPP5+GhoaMHDky5557bjkwrzYBOO3U1S2ailOSfwMAAADAaum4447Lcccd1+m+K664ot33J554Yk488cQVUVafmAFOO3UxAgUAAAAAWDUIwGmvTgAOAAAAAKwaBOC001DnlgAAAAAAVg3STtopLB6BUqxyHQAAAAAAy0oATjtLHoLpKZgAAAAAQG0TgNNOvREoAAAAAMAqQtpJO4WCESgAAAAAwKpBAE47dfVuCQAAAABg1SDtpJ26xbeEFeAAAAAAQK0TgNNOQ/2iESgeggkAAAAA1DoBOO0U6uqrXQIAAAAAUEVXX311Ro8enaFDh2b33XfPb37zmy6P/fWvf52BAwd2+O/Pf/7zCqy4aw3VLoCVSyEeggkAAAAAq6vbb789Z511Vr7zne9k5513znXXXZdDDjkkjzzySIYPH97leb///e+z1lprlb9fd911V0S5SyUAp52G+sW3hAkoAAAAAFBxLc0LV9hnNTT26/U5l19+eY4++ugcc8wxSZKLLroo9957b6699tqce+65XZ637rrrZuDAgX0tdbkRgNNOXd3iGeBVrgMAAAAAVkVTvnPrCvusw846slfHNzc354knnsipp57abvsee+yRRx99tNtzx48fnwULFmTLLbfMaaedlvHjx/e23OVCAE479fWLZoAXLQEHAAAAgNXKnDlz0tramiFDhrTbPmTIkLzyyiudnrP++uvne9/7Xrbbbrs0NzfnlltuyYQJE3LXXXdl1113XRFld0sATjv19W4JAAAAAFheJn310GqXsFSFQvvFsaVSqcO2Nptvvnk233zz8vc77bRTZs2alcsuu0wAzspn8QSUlCwABwAAAICK68tc7hVl8ODBqa+vT1NTU7vtr776atZbb70ev8/HPvax3Hrrihv10p26ahfAyqWhbtHfiZgBDgAAAACrl8bGxowZMyb3339/u+33339/dt555x6/z1NPPZWhQ4dWuLq+sQKcdgr1i/5OpGQGOAAAAACsdk4++eSceOKJGTNmTHbaaadcf/31mTVrVj772c8mSc4777zMnj07V155ZZLkBz/4QUaMGJGtt946zc3NufXWW3PnnXfmRz/6UTUvo0wATjsNix+CaQQKAAAAAKx+Dj744MydOzeXXHJJmpqasvXWW+fWW2/NiBEjkiQvv/xyZs2aVT5+4cKFOfvss/PSSy+lf//+5eP33Xffal1COwJw2qlvMAIFAAAAAFZnxx13XI477rhO911xxRXtvj/llFNyyimnrIiy+sQMcNqpL7SNQAEAAAAAqG0CcNqp72cFOAAAAACwahCA0059YdHwbzPAAQAAAIBaJwCnnfqGfuXXzc3NVawEAAAAAGDZCMBpp7Ghsfy62FqsYiUAAAAAAMtGAE47hfeMPmleaAU4AAAAAFC7BOC009hvyQrw5oULqlgJAAAAAMCyEYDTTl3DkiXgRqAAAAAAALVMAE47jfVLVoAvbGmpYiUAAAAAAMtGAE479f0ayq+LJQE4AAAAAFC7BOC001C/JABvbl5YxUoAAAAAgBVt2rRpOeyww7LVVltl4MCBueuuu6pd0jIRgNNOQ+OSALy1xQxwAAAAAFidvPPOO9l2221zySWXVLuUimhY+iGsThoK/cqvW1uNQAEAAACASnp3BT537wMNvY9/99lnn+yzzz7LoZrqEIDTTl39kn8U0NJqBAoAAAAAVNIBv5i6wj7r3gMOWWGftbIyAoV2GhsbUygtel0sGoECAAAAANQuK8DpUktLa7VLAAAAAIBVys/2O6jaJaxWBOB0UEhSSrLQDHAAAAAAqKi+zOWm74xAoYO2m6LUagQKAAAAAFC7/HUDHZWSFJIWK8ABAAAAYLXy9ttv569//Wv5++effz5PPfVU1llnnQwfPryKlfWNAJwOCou/FkulqtYBAAAAAKxY06dPz4EHHlj+/utf/3qS5O///u9zxRVXVKusPhOA00Fh8RLw1lYPwQQAAACA1cluu+2WN954o9plVIwZ4HTQtgK8RQAOAAAAANQwATgdFBZPPil6CCYAAAAAUMME4HRQngFetAIcAAAAAKhdAnA6WPIQTCvAAQAAAIDaJQCng0UPwUxajEABAAAAAGpYVQPwM844I9tuu20GDhyYZ555pry9VCrlwgsvzI477pixY8fmgAMOKO/75je/mZ122im77rpr9txzzzzwwAPlfRdeeGE222yzjBs3LuPGjcvxxx/f7vMuvfTSjBkzJmPGjMkFF1yw/C+wRrXNAG8ttlS3EAAAAACoUWussUbmzJmTUqlU7VJqTqlUyksvvZS//e1vy/xeDRWop88mTJiQU045Jfvvv3+77T/84Q/zzDPP5OGHH05jY2Nefvnl8r6xY8fm9NNPzwc+8IE8/fTT+fSnP51nn302/fv3T5IcfvjhnYbb06ZNy5QpUzJt2rQ0NDRkv/32y9ixY7PXXnst34usQW0jUKI5AQAAAKBPBg8enLfeeiv/93//lwULFqSurvJrkYvF4nJ532orFouZPXt25s6dW95WX1/fp/eqagC+6667drr9sssuy1133ZXGxsYkyfrrr1/et88++5Rfjxo1KsViMXPmzMlGG23U7WdNnTo1RxxxRAYMGJAkOeqoo3LbbbctNQCfP39+j66lVjU3N7f7miwJwJubF67y1w+V1Fk/Ab2nl6By9BNUjn6CytBLrG769euXurq6PPDAA1l77bUr+t6tra2ZN29eBgwY0OdwuBaUSqW0tramvr4+8+fPLy+E7qmqBuCdefPNN/Paa6/lrrvuyp133pkkOemkk3LwwQd3OPbGG2/MyJEj24XfU6ZMyX333ZdBgwbl9NNPz/jx45MkM2fObBe4jxgxInfcccdS65k9e3ZaW1uX9bJWek1NTeXXbTPA335nXmbOnFmtkqBmvbefgL7TS1A5+gkqRz9BZeglVielUikbbLBB/vKXv6ShoSGFQmHpJ/XCggULKvp+K5NisZhisZiddtopTU1Nqa+vzyabbNKr91jpAvCWlpY0Nzfn3XffzT333JOZM2dm3333zVZbbZVtttmmfNwDDzyQSy65JFOnTi1vO/bYY3PaaaelX79+eeSRR3LUUUfl3nvvzYgRI5Kk3c3V09k7G264YYWubOXU3NycpqamDB06tLzivm0G+BprrJHhw4dXsTqoLZ31E9B7egkqRz9B5egnqAy9xOpq+PDhGT16dObMmZOWlso8d6+lpSWvv/561llnnTQ0rHQxb0WsscYa2WCDDTJw4MA+v8dK95MZNGhQ1lxzzRx22GFJFt0cO++8c6ZPn14OwB966KGcfPLJufnmm7P55puXzx06dGj59cc//vGMHj0606dPz4gRIzJ8+PC88MIL5f0zZ87MsGHDllpPb5fU16rGxsbytbb9NUGhUFhtrh8q6b39BPSdXoLK0U9QOfoJKkMvsTr68Ic/nA9/+MMVe7/58+dn5syZGT58uH7qxko5IX3SpEm55557kiRvvPFGHnvssYwaNSrJoodZfv7zn89NN92Ubbfdtt15L774Yvn1c889l6effrp83oQJE3LzzTdn3rx5WbBgQW688cZMmjRpBV1RbWkLwIseggkAAAAA1LCqrgA/7bTTcvfdd6epqSkTJ07MgAEDMn369Jxzzjk56aSTcs011yRJvvKVr2TMmDFJki996UtZsGBBTj755PL7XHnllRk1alTOP//8PPnkk6mvr099fX0mT56czTbbLEmy2267ZeLEidlll12SLArZ99577xV7wTWmWCxWuwQAAAAAgD6ragA+efLkTJ48ucP2wYMH55Zbbun0nMcff7zL9/vhD3/Y7eedeeaZOfPMM3tX5GqosHjld0/npAMAAAAArIxWyhEoVFfbTdFSsgIcAAAAAKhdAnC6VGoVgAMAAAAAtUsATgdtD8E0AAUAAAAAqGUCcDpoC8CLRqAAAAAAADVMAE4HhcVLvz0EEwAAAACoZQJwOigsHn5SLArAAQAAAIDaJQCng7YRKK1GoAAAAAAANUwATgflh2AagQIAAAAA1DABOB0sWQFe1TIAAAAAAJaJAJwO2maAJxJwAAAAAKB2CcDpoG5x7l0qmgEOAAAAANQuAThdKloADgAAAADUMAE4HbTNAC8agQIAAAAA1DABOB2UA/CSABwAAAAAqF0CcDooLP0QAAAAAICVngCcDgqLR59YAQ4AAAAA1DIBOB0UFufeAnAAAAAAoJYJwOmgfFMIwAEAAACAGiYAp0vFahcAAAAAALAMBOB00PYQzFKsAAcAAAAAapcAnA7aAvCi/BsAAAAAqGECcDooLF75XTIDHAAAAACoYQJwOmi7KcTfAAAAAEAtE4DTJSNQAAAAAIBaJgCnAw/BBAAAAABWBQJwOjACBQAAAABYFQjA6ZJnYAIAAAAAtUwATgdLVoBLwAEAAACA2iUAp4O2GeDFqlYBAAAAALBsBOB0ULDwGwAAAABYBQjA6aCwOAEvCsIBAAAAgBomAKeDQmnREBQzwAEAAACAWiYAp4PC4iHgpfI0cAAAAACA2iMAp4O22NsKcAAAAACglgnA6aCwOPguyb8BAAAAgBomAKeDwuI14MUq1wEAAAAAsCwE4HSwZAQKAAAAAEDtEoDTQXkEiggcAAAAAKhhAnA6aBuBUiqvBQcAAAAAqD0CcDowAgUAAAAAWBUIwOmg7aYwAgUAAAAAqGUCcDooLF4CbgQKAAAAAFDLBOB0sGQGOAAAAABA7RKA00FhcfRdkoADAAAAADVMAE4H5RXgBQk4AAAAAFC7BOB0UGcGOAAAAACwChCA0yXrvwEAAACAWiYApwM3BQAAAACwKpB10kHbDPBilesAAAAAAFgWAnA6KJRngAMAAAAA1C4BOB20PfpSAA4AAAAA1DIBOB20jUARgAMAAAAAtUwATgd1RqAAAAAAAKsAATgdGIECAAAAAKwKBOB0UFj8FMxiOQoHAAAAAKg9AnA6qJN7AwAAAACrAAE4HXgIJgAAAACwKhCA00HbTSEABwAAAABqmQCcjgpWgAMAAAAAtU8ATgd1bQ/BNAscAAAAAKhhAnA6aAvAAQAAAABqmQCcLpUiCAcAAAAAapcAnA7qzAAHAAAAAFYBAnA6qIsAHAAAAACofQJwOqhbPPlEAA4AAAAA1DIBOB0U6hbdFgJwAAAAAKCWCcDpRNsIFA/BBAAAAABqlwCcDurbRqDIvwEAAACAGiYAp4NCwUMwAQAAAIDaJwCng/rCotuiWOU6AAAAAACWhQCcDurqzD4BAAAAAGqfAJwOloxAEYQDAAAAALVLAE4HdYtHoHgIJgAAAABQy6oagJ9xxhnZdtttM3DgwDzzzDPl7aVSKRdeeGF23HHHjB07NgcccEB53zvvvJPPfe5z2X777bPjjjvmzjvvLO8rFos5/fTTM2bMmGy//fa5+uqr233epZdemjFjxmTMmDG54IILlv8F1qi23NtDMAEAAACAWtZQzQ+fMGFCTjnllOy///7ttv/whz/MM888k4cffjiNjY15+eWXy/suu+yyNDY2Zvr06ZkxY0b23XffjB8/PgMHDswtt9ySZ599No899ljefPPNjB8/PuPHj88WW2yRadOmZcqUKZk2bVoaGhqy3377ZezYsdlrr71W9GWv9Ar1i1eAV7kOAAAAAIBlUdUAfNddd+10+2WXXZa77rorjY2NSZL111+/vG/q1Kn5wQ9+kCQZOXJkdtlll/zsZz/LkUcemalTp+bYY49NfX191llnnRx00EGZMmVKzjrrrEydOjVHHHFEBgwYkCQ56qijctttty01AJ8/f34lLnWl1dzc3O5rkhRKi6LvUlb964dK6qyfgN7TS1A5+gkqRz9BZeglqJzVtZ/69+/fq+OrGoB35s0338xrr72Wu+66qzze5KSTTsrBBx+cJJk1a1aGDx9ePn7EiBGZNWtWl/umT5+eJJk5c2a7wH3EiBG54447llrP7Nmz09rauuwXtpJramoqv16wYEGSpFQoZObMmdUqCWrWe/sJ6Du9BJWjn6By9BNUhl6Cylmd+qm+vj6bbLJJr85Z6QLwlpaWNDc35913380999yTmTNnZt99981WW22VbbbZJklSKCx5OmOp1H5QR1/3dWXDDTfs9TXUkubm5jQ1NWXo0KHlFfcDPjAgaW5OKWn3FwpA9zrrJ6D39BJUjn6CytFPUBl6CSpHP/XMSheADxo0KGuuuWYOO+ywJIsC2J133jnTp0/PNttsk2HDhuWFF17Iuuuum2TRyu599tknScr7dthhh/K+YcOGld/nhRdeKH/Oe/d1p7dL6mtVY2Nj+VobGuqTLBqBsrpcP1TSe/sJ6Du9BJWjn6By9BNUhl6CytFP3aurdgGdmTRpUu65554kyRtvvJHHHnsso0aNSrLowZlXXXVVkmTGjBmZNm1aPvWpT5X3XXfddWltbc3rr7+e22+/vTw6ZcKECbn55pszb968LFiwIDfeeGMmTZpUhatb+dXVeQgmAAAAAFD7qroC/LTTTsvdd9+dpqamTJw4MQMGDMj06dNzzjnn5KSTTso111yTJPnKV76SMWPGJEm+/OUv54tf/GK233771NXVZfLkyVlnnXWSJIcffnimT5+eHXfcsXzslltumSTZbbfdMnHixOyyyy5JFoXse++99wq+4tpQX7d4BXhhKQcCAAAAAKzECm+88YaFvqux+fPnZ+bMmRk+fHj5n0rc+l+35oKXX8qHWop56Iv/VOUKoXZ01k9A7+klqBz9BJWjn6Ay9BJUjn7qmZVyBArVVV+/ZAY4AAAAAECtEoDTUWHR7BMBOAAAAABQywTgdFBft2g0vBngAAAAAEAtE4DTQUP9otuiFAk4AAAAAFC7BOB0UFdoC8ABAAAAAGqXAJwO6uo8BBMAAAAAqH0CcDqoaxuBYgIKAAAAAFDDBOB00FBvBTgAAAAAUPsE4HRQXw7ALQEHAAAAAGqXAJwO6gqLgm8rwAEAAACAWiYAp4OG+oZFLywABwAAAABqmACcDgqLH4JZrHIdAAAAAADLQgBOB/0WrwA3AgUAAAAAqGUCcDpoaKivdgkAAAAAAMtMAE4HdXWLbotSIWlubq5yNQAAAAAAfSMAp4OG+n7l18VWk8ABAAAAgNokAKeD+sUzwJOkpbSwipUAAAAAAPSdAJwO6huW3BYtzS1VrAQAAAAAoO8E4HTQ2LhkBEpLqwAcAAAAAKhNAnA6qCssGYHSulAADgAAAADUJgE4HfRrWBKAN7c2V7ESAAAAAIC+E4DTQV39ktui2FKqYiUAAAAAAH0nAKeDxn5rlF83L7QCHAAAAACoTQJwOmjs11h+XbIAHAAAAACoUQJwOnjvCJTmFivAAQAAAIDaJACng8bGJSvAW1sWVrESAAAAAIC+E4DTqcLi0SetZqAAAAAAADVKAE6nCou/ti5sqWodAAAAAAB9JQCnU+UAvFSsah0AAAAAAH0lAKdT5QC8xQpwAAAAAKA2CcDpVNsM8JbW1uoWAgAAAADQRwJwOlXIogS81GoECgAAAABQmwTgdKptBEpL0QgUAAAAAKA2CcDpVNsIlGKpunUAAAAAAPSVAJxutbZaAQ4AAAAA1CYBOJ2qWzwDvNVDMAEAAACAGiUAp1NtM8CLZqAAAAAAADVKAE7nFufeLUagAAAAAAA1SgBOp9pWgJdiBTgAAAAAUJsE4HSqHIAXzQAHAAAAAGqTAJxOtQXgLa1WgAMAAAAAtUkATqcKi0efFFOsciUAAAAAAH0jAKdThcULv4utAnAAAAAAoDYJwOlUeQZ4yQgUAAAAAKA2CcDpVFsA3lq0AhwAAAAAqE0CcDrVFoAXBeAAAAAAQI0SgNOpwuLRJ6UYgQIAAAAA1CYBOJ1qWwHeYgU4AAAAAFCjBOB0qi0AT9EKcAAAAACgNgnA6VR5BrgRKAAAAABAjRKA06nC4tzbQzABAAAAgFolAKdThcUrv4slK8ABAAAAgNokAKdbAnAAAAAAoFYJwOlU241REoADAAAAADVKAE6nyg/BFIADAAAAADVKAE6nyg/BFIADAAAAADVKAE6n2h6CGQE4AAAAAFCjBOB0yggUAAAAAKDWCcDpVFsALv8GAAAAAGqVAJxOLVkBXqxqHQAAAAAAfSUAp1PlALyqVQAAAAAA9J0AnE61PQTTBBQAAAAAoFYJwOmWh2ACAAAAALVKAE6n6hbn3iUBOAAAAABQowTgdGrJQzAF4AAAAABAbRKA06m2ALxkCjgAAAAAUKME4HSqHIDLvwEAAACAGiUAp1vybwAAAACgVgnA6VTd4ujbQzABAAAAgFolAKdT5YdgVrUKAAAAAIC+E4DTqXIAbgU4AAAAAFCjBOB0qrD0QwAAAAAAVmoCcDq1ZAV4VcsAAAAAAOizqgbgZ5xxRrbddtsMHDgwzzzzTHn7AQcckO222y7jxo3LuHHjcvnll5f3HXPMMeXt48aNyzrrrJO77747SXLhhRdms802K+87/vjj233epZdemjFjxmTMmDG54IILVsxF1igrwAEAAACAWtdQzQ+fMGFCTjnllOy///4d9l188cWdbv/Rj35Ufj19+vRMmjQpe+21V3nb4Ycf3mm4PW3atEyZMiXTpk1LQ0ND9ttvv4wdO7bduSzR9jcjxVgCDgAAAADUpqoG4LvuuusynX/jjTfm0EMPzRprrLHUY6dOnZojjjgiAwYMSJIcddRRue2225YagM+fP3+ZalzZNTc3t/v6fsVSaZX/GUClLK2fgJ7RS1A5+gkqRz9BZeglqJzVtZ/69+/fq+OrGoB355xzzsk3v/nNbLnlljn33HMzcuTIdvvnz5+f2267rTz+pM2UKVNy3333ZdCgQTn99NMzfvz4JMnMmTPbBe4jRozIHXfcsdQ6Zs+endbW1mW/oJVcU1NT+w2lRSu/i8ViZs6cWYWKoHZ16CegT/QSVI5+gsrRT1AZegkqZ3Xqp/r6+myyySa9OmelDMCvvPLKDBs2LKVSKVdddVUOO+ywPProo+2OufPOO7Pppptm1KhR5W3HHntsTjvttPTr1y+PPPJIjjrqqNx7770ZMWJEkqRQWDLZulTq2WiPDTfcsAJXtPJqbm5OU1NThg4dmsbGxvL2urYfVV1dhg8fXp3ioMZ01U9A7+glqBz9BJWjn6Ay9BJUjn7qmZUyAB82bFiSRYH1CSeckLPPPjtz587NoEGDysfccMMNOfroo9udN3To0PLrj3/84xk9enSmT5+eESNGZPjw4XnhhRfK+2fOnFn+nO70dkl9rWpsbGx3rXXveQzm6vIzgEp5fz8BfaOXoHL0E1SOfoLK0EtQOfqpe3VLP6Rzc+fOzUUXXZTDDjsshx12WC6++OLMnTt3mQtqaWnJK6+8Uv7+jjvuyHrrrdcu/J4xY0Yef/zxTJo0qd25L774Yvn1c889l6effrq8QnzChAm5+eabM2/evCxYsCA33nhjh/NZoi3+Lla1CgAAAACAvuvTCvBZs2Zlv/32y0svvVTe9stf/jI33HBDfvGLX2SjjTbq0fucdtppufvuu9PU1JSJEydmwIABeeihh3LooYemubk5hUIhgwcPzs0339zuvBtvvDEHHnhgPvShD7Xbfv755+fJJ59MfX196uvrM3ny5Gy22WZJkt122y0TJ07MLrvskiSZNGlS9t57775c/mpi0YiYHk6KAQAAAABY6fQpAD///PMze/bs1NXVZfPNN0+S/O///m9mz56dCy64IFdccUWP3mfy5MmZPHlyh+33339/t+d94xvf6HT7D3/4w27PO/PMM3PmmWf2qLbVXdsIFPk3AAAAAFCr+hSA33ffffnABz6Qn//859luu+2SJE888UQ++clP5t57761ogVRXqbD0YwAAAAAAVkZ9mgH++uuvZ+TIkeXwO0nGjBmTkSNH5vXXX69YcVRP241hBAoAAAAAUKv6FIAPHTo0f/nLX/Lzn/+8vO3uu+/OX/7ylwwZMqRixVE9bQu/5d8AAAAAQK3q0wiU/fffP9dcc02OPPLIfPCDH0ySvPPOO0mST37yk5WrjqopLE7Ai9UtAwAAAACgz/q0Avwb3/hGtt5665RKpcybNy/z5s1LqVTKVlttla9//euVrpEqKFj6DQAAAADUuD6tAB84cGDuu+++3HbbbZk+fXqSZPvtt89nPvOZrLHGGhUtkOpoG4FSNAQFAAAAAKhRfQrAb7755qy77ro58sgjc+SRR5a3P//883n33Xez1VZbVaxAqqNtBMqSKBwAAAAAoLb0aQTKSSedlEsvvbTD9uOOOy677rrrMhdF9bXdGNZ/AwAAAAC1qk8BeFdef/31lEoi01WJESgAAAAAQK3q1QiU7bbbrvz6qaeeavf9u+++m9deey2DBg2qXHVUzZIV4EagAAAAAAC1qVcB+AsvvJAkKRQKWbBgQfn79zrwwAMrUxlVVVg8BNz6bwAAAACgVvUqAD/zzDOTJBdffHE22mijHHXUUeV9H/zgB7P55ptn//33r2yFVIV13wAAAABAretVAP7P//zPSZJf//rX2Xrrrcvfs+qpWxyBF6tcBwAAAABAX/UqAG/zs5/9rN33jz/+eB5++OGMGjUqn/jEJypRFysJI1AAAAAAgFrVpwD8hBNOyJQpU3LXXXelVCrl7/7u71IsLlor/L3vfS9HH310RYtkxatbPANFAA4AAAAA1Kq6vpz0+OOPZ8CAAfn4xz+e//zP/0xra2tGjhyZUqmUq666qtI1UkUCcAAAAACgVvUpAH/ppZcyfPjwFAqFPP3009lqq63y+OOPZ+ONN86MGTMqXCLVUFdYtARcAA4AAAAA1Ko+BeB1dXVpbm5Okvzv//5vtt566yTJWmutldbW1spVR9W03RgCcAAAAACgVvUpAB85cmSee+657LDDDnnrrbey/fbbJ0lefvnlrL/++hUtkOooLF4BXkyhypUAAAAAAPRNnwLwk046KUnyf//3f1l77bVz2GGH5X/+53/y2muvZYcddqhogVSH2BsAAAAAqHUNfTnp7//+77Ptttvmr3/9az7+8Y9nyJAhKRaL+a//+q9svPHGla6RKli8ANwIFAAAAACgZvUpAE+Sj3zkI9lss83ypz/9KbNnz85WW22V3XffvZK1UUWFeAgmAAAAAFDb+jQCJUn+9V//NZtuumn23HPP7Lnnntl0003z3e9+t5K1UUV1BQE4AAAAAFDb+hSA33jjjTn//PPzzjvvpFQqpVQq5Z133sn555+fH//4x5WukSooPwTTMHAAAAAAoEb1KQC/6qqrkiSf/vSnc9111+W6667LAQcckFKplCuvvLKiBVIdbSvAAQAAAABqVZ9mgP/5z3/OiBEjcsMNN5S3TZw4MaNHj86f//znihVH9bTF36UIwgEAAACA2tSnFeD19fVZsGBBWlpaytsWLlyYBQsWpL6+vmLFUT1tN4YZ4AAAAABArerTCvBtt902jz76aD71qU/lwAMPTJL89Kc/zauvvpqdd965ogVSHXWFuqRUFIADAAAAADWrTwH4l770pTzyyCP5/e9/n9///vdJklJpUVT65S9/uXLVUTWFQpKSFeAAAAAAQO3q0wiUT33qU/nhD3+YjTbaKKVSKaVSKcOGDcu///u/55Of/GSla6QK2h6CKQAHAAAAAGpVr1aAP//88/nNb36TzTbbLIcddlgOO+ywvPbaa0mSv/71r3nuuecyY8aMjBw5cnnUyopUDsA9BBMAAAAAqE29WgH+ve99LyeffHLeeuut8rZ111036667bt59992cfPLJ+bd/+7dK10gVlFeAy78BAAAAgBrVqwD8wQcfzFprrZU999yzw77dd989a6+9dh588MGKFUf1GIECAAAAANS6XgXgs2fPzrBhw7rcv9FGG+Wll15a5qKovsLiALxY5ToAAAAAAPqqVwF4Q0NDZs6cmWKxYyza2tqaF154If369atYcVRP2wpwAAAAAIBa1asAfIsttsjbb7+d888/v8O+b33rW3nrrbeyxRZbVKw4qqfOQzABAAAAgBrX0JuDJ06cmMceeyzf+9738qtf/Spjx45NoVDII488kqeeeiqFQiEHHXTQ8qqVFaiubtHfjXgIJgAAAABQq3oVgB9//PG59dZb8/TTT+cPf/hD/vCHP5T3lUqlbLfddjn++OMrXiQrXl08BBMAAAAAqG29GoGyxhpr5M4778xnPvOZ1NfXp1QqpVQqpb6+Poccckj+67/+K42NjcurVlakOgE4AAAAAFDberUCPEkGDhyYq666Kt/5znfy3HPPpVQqZbPNNsuHPvSh5VEfVdLQNgKlynUAAAAAAPRVrwPwNh/60Iey/fbbV7IWViKFthEoBUPAAQAAAIDa1KsRKKw+6qwABwAAAABqnACcTtULwAEAAACAGicAp1OFgodgAgAAAAC1TQBOp+rqF68ANwIcAAAAAKhRAnA6VZe2ESgScAAAAACgNgnA6VRDvREoAAAAAEBtE4DTqUJdfRIBOAAAAABQuwTgdKqwePSJGeAAAAAAQK0SgNOphvqGapcAAAAAALBMBOB0qq7ODHAAAAAAoLYJwOlUff2iGeDFmIECAAAAANQmATidqjcCBQAAAACocQJwOrV4AoqHYAIAAAAANUsATqca6hatADcDHAAAAACoVQJwOlWoX3RrlMwABwAAAABqlACcTjUsfgimESgAAAAAQK0SgNOp+gYjUAAAAACA2iYAp1P1hbYRKAAAAAAAtUkATqfq+1kBDgAAAADUNgE4naovLBr+bQY4AAAAAFCrBOB0qr6hX/l1c3NzFSsBAAAAAOgbATidamxoLL8utharWAkAAAAAQN8IwOlU4T2jT5oXWgEOAAAAANQeATidauy3ZAV488IFVawEAAAAAKBvBOB0qq5hyRJwI1AAAAAAgFokAKdTjfVLVoAvbGmpYiUAAAAAAH0jAKdT9f0ayq+LJQE4AAAAAFB7BOB0qqF+SQDe3LywipUAAAAAAPSNAJxONTQuCcBbW8wABwAAAABqjwCcTjUU+pVft7YagQIAAAAA1B4BOJ2qq19ya7S0GoECAAAAANQeATidamxsTKG06HWxaAQKAAAAAFB7qhqAn3HGGdl2220zcODAPPPMM+XtBxxwQLbbbruMGzcu48aNy+WXX17e94UvfCHbbLNNed/ZZ59d3lcsFnP66adnzJgx2X777XP11Ve3+7xLL700Y8aMyZgxY3LBBRcs/wtcRbS0tFa7BAAAAACAXmtY+iHLz4QJE3LKKadk//3377Dv4osv7nR7kpx66qk54YQTOmy/5ZZb8uyzz+axxx7Lm2++mfHjx2f8+PHZYostMm3atEyZMiXTpk1LQ0ND9ttvv4wdOzZ77bVXxa9rVVFIUkqy0AxwAAAAAKAGVTUA33XXXSv6flOnTs2xxx6b+vr6rLPOOjnooIMyZcqUnHXWWZk6dWqOOOKIDBgwIEly1FFH5bbbbltqAD5//vyK1riyaW5ubvf1veqSFJM0L1iwyv8coBK66yeg5/QSVI5+gsrRT1AZegkqZ3Xtp/79+/fq+KoG4N0555xz8s1vfjNbbrllzj333IwcObK87/LLL8/111+f4cOH5+tf/3pGjx6dJJk1a1aGDx9ePm7EiBGZPn16kmTmzJntAvcRI0bkjjvuWGods2fPTmvrqj8CpKmpqePGUpJCMmfO3MycOXOF1wS1qtN+AnpNL0Hl6CeoHP0ElaGXoHJWp36qr6/PJpts0qtzVsoA/Morr8ywYcNSKpVy1VVX5bDDDsujjz6aJDn77LOz/vrrp66uLj/96U9zyCGH5LHHHsuaa66ZJCkUCuX3KZVK7d63u31d2XDDDZf1clZqzc3NaWpqytChQ9PY2NhuX9tP60Nrf6jdXywAneuun4Ce00tQOfoJKkc/QWXoJagc/dQzK2UAPmzYsCSLAusTTjghZ599dubOnZtBgwa1C6QPPPDAnHfeefnLX/6SMWPGZNiwYXnhhReyww47JFm06rvtvYYPH54XXnihfO5793Wnt0vqa1VjY2OHay0sXgJeKBRWm58DVEJn/QT0nl6CytFPUDn6CSpDL0Hl6Kfu1VW7gPdraWnJK6+8Uv7+jjvuyHrrrZdBgwYlSV588cXyvt/97neZO3duPvzhDydZ9FDN6667Lq2trXn99ddz++235+CDDy7vu/nmmzNv3rwsWLAgN954YyZNmrQCr6z2tK0Ab1kNRsAAAAAAAKueqq4AP+2003L33XenqakpEydOzIABA/LQQw/l0EMPTXNzcwqFQgYPHpybb765fM5JJ52UV199NXV1dfnABz6Q66+/PmuvvXaS5PDDD8/06dOz4447Jkm+/OUvZ8stt0yS7Lbbbpk4cWJ22WWXJMmkSZOy9957r+Arri2FxVNiiq3F6hYCAAAAANAHVQ3AJ0+enMmTJ3fYfv/993d5TncPrqyvr+/0/dqceeaZOfPMM3tVI0mxaAU4AAAAAFB7VroRKKw86rJoCXixZAU4AAAAAFB7BOB0ackMcAE4AAAAAFB7BOB0bfEM8NZiS3XrAAAAAADoAwE4XSrfHKVSNcsAAAAAAOgTAThL1drqIZgAAAAAQO0RgNOlQqntIZhVLgQAAAAAoA8E4HSp7eZoLVoBDgAAAADUHgE4S1UsFqtdAgAAAABArwnA6VLbzVH0EEwAAAAAoAYJwFkqK8ABAAAAgFokAKdLbQ/BLFkBDgAAAADUIAE4XWq7OVpKVoADAAAAALVHAM5SlVoF4AAAAABA7RGA06XC4q8GoAAAAAAAtUgATpfaAvCiESgAAAAAQA0SgNOlwuKl3x6CCQAAAADUIgE4XSosHn5SLArAAQAAAIDaIwCnS20jUFqNQAEAAAAAapAAnC6VH4JpBAoAAAAAUIME4HRpyQrwqpYBAAAAANAnAnC61DYDPJGAAwAAAAC1RwBOl+oW596lohngAAAAAEDtEYCzVEULwAEAAACAGiQAp0ttM8CLRqAAAAAAADVIAE6XygF4SQAOAAAAANQeAThdKiz9EAAAAACAlZYAnC4VFo8+sQIcAAAAAKhFAnC6VFicewvAAQAAAIBaJACnS+WbQwAOAAAAANQgAThLVax2AQAAAAAAfSAAp0ttD8EsxQpwAAAAAKD2CMDpUlsAXpR/AwAAAAA1SABOlwqLV36XzAAHAAAAAGqQAJwutd0c4m8AAAAAoBYJwFkqI1AAAAAAgFokAKdLHoIJAAAAANQyAThdMgIFAAAAAKhlAnCWyjMwAQAAAIBaJACnS0tWgEvAAQAAAIDaIwCnS20zwItVrQIAAAAAoG8E4HSpYOE3AAAAAFDDBOB0qbA4AS8KwgEAAACAGiQAp0uF0qIhKGaAAwAAAAC1SABOlwqLh4CXytPAAQAAAABqhwCcLrXF3laAAwAAAAC1SABOlwqLg++S/BsAAAAAqEECcLpUWLwGvFjlOgAAAAAA+kIATpeWjEABAAAAAKg9AnC6VB6BIgIHAAAAAGqQAJwutY1AKZXXggMAAAAA1A4BOF0yAgUAAAAAqGUCcLrUdnMYgQIAAAAA1CIBOF0qLF4CbgQKAAAAAFCLBOB0ackMcAAAAACA2iMAp0uFxdF3SQIOAAAAANQgAThdKq8AL0jAAQAAAIDaIwCnS3VtM8BLZoADAAAAALVHAM5Syb8BAAAAgFokAKdLbTeHASgAAAAAQC0SgNOlthngxSrXAQAAAADQFwJwulQw+gQAAAAAqGECcLrUln9bAQ4AAAAA1CIBOF1qG4FiBjgAAAAAUIsE4HSpzggUAAAAAKCGCcDpkhEoAAAAAEAtE4DTpUKhbQSKpeAAAAAAQO0RgNOlthEoZoADAAAAALVIAE6XPAQTAAAAAKhlAnC65OYAAAAAAGqZjJOuLZ4B7iGYAAAAAEAtEoDTpbq2h2B6BiYAAAAAUIME4HSpHIBHAg4AAAAA1B4BOEvlIZgAAAAAQC2qagB+xhlnZNttt83AgQPzzDPPlLcfcMAB2W677TJu3LiMGzcul19+eXnfN7/5zey0007Zdddds+eee+aBBx4o77vwwguz2Wablc87/vjj233epZdemjFjxmTMmDG54IILlv8F1rglK8ABAAAAAGpPQzU/fMKECTnllFOy//77d9h38cUXd7p97NixOf300/OBD3wgTz/9dD796U/n2WefTf/+/ZMkhx9+eKfh9rRp0zJlypRMmzYtDQ0N2W+//TJ27Njstddelb+wVURdCklKAnAAAAAAoCZVNQDfdddde33OPvvsU349atSoFIvFzJkzJxtttFG3502dOjVHHHFEBgwYkCQ56qijctttty01AJ8/f36va6wlzc3N7b62Uygli/5vlf85QCV0209Aj+klqBz9BJWjn6Ay9BJUzuraT20LoXuqqgF4d84555x885vfzJZbbplzzz03I0eO7HDMjTfemJEjR7YLv6dMmZL77rsvgwYNyumnn57x48cnSWbOnNkucB8xYkTuuOOOpdYxe/bstLa2LvsFreSampo6bGttaU3q6lLKop8f0DOd9RPQe3oJKkc/QeXoJ6gMvQSVszr1U319fTbZZJNenbNSBuBXXnllhg0bllKplKuuuiqHHXZYHn300XbHPPDAA7nkkksyderU8rZjjz02p512Wvr165dHHnkkRx11VO69996MGDEiSVJYPNM6SUqlng322HDDDStwRSuv5ubmNDU1ZejQoWlsbGy3r7Ffv6S1NaVCIcOHD69ShVA7uusnoOf0ElSOfoLK0U9QGXoJKkc/9cxKGYAPGzYsyaLA+oQTTsjZZ5+duXPnZtCgQUmShx56KCeffHJuvvnmbL755uXzhg4dWn798Y9/PKNHj8706dMzYsSIDB8+PC+88EJ5/8yZM8uf053eLqmvVY2NjR2utb6ublEAntXn5wCV0Fk/Ab2nl6By9BNUjn6CytBLUDn6qXt11S7g/VpaWvLKK6+Uv7/jjjuy3nrrlcPvadOm5fOf/3xuuummbLvttu3OffHFF8uvn3vuuTz99NMZNWpUkkUP3Lz55pszb968LFiwIDfeeGMmTZq0Aq6odrWtmPcQTAAAAACgFlV1Bfhpp52Wu+++O01NTZk4cWIGDBiQhx56KIceemiam5tTKBQyePDg3HzzzeVzvvSlL2XBggU5+eSTy9uuvPLKjBo1Kueff36efPLJ1NfXp76+PpMnT85mm22WJNltt90yceLE7LLLLkmSSZMmZe+9916xF1xj6guL/n5EAA4AAAAA1KKqBuCTJ0/O5MmTO2y///77uzzn8ccf73LfD3/4w24/78wzz8yZZ57Z4/pWd3V1bSvAC0s5EgAAAABg5bPSjUBh5VEegSL/BgAAAABqkACcLtUZgQIAAAAA1DABOF1qW/gtAAcAAAAAapEAnC4V6t0eAAAAAEDtknDSpYbFI1CKVa4DAAAAAKAvBOB0aclDMD0FEwAAAACoPQJwulRX5/YAAAAAAGqXhJMu1S1e+W0ECgAAAABQiwTgdMkKcAAAAACglkk46VJ9XX0SK8ABAAAAgNokAKdLdYuffekhmAAAAABALRKA06X6+vpqlwAAAAAA0GcCcLrmIZgAAAAAQA0TgNOl+rqGRS9MQAEAAAAAapAAnC411C+6PUpVrgMAAAAAoC8E4HSprrDo9ihaAg4AAAAA1CABOF2qq/MQTAAAAACgdgnA6VJd2wgUC8ABAAAAgBokAKdLDfWLVoCbAQ4AAAAA1CIBOF2qLwfgloADAAAAALVHAE6X6gqLgm8jUAAAAACAWiQAp0sN9Q1JjEABAAAAAGqTAJwuFdoeglnlOgAAAAAA+kIATpf6WQEOAAAAANQwAThdamhY/BBMM8ABAAAAgBokAKdLdXVLbo/m5uYqVgIAAAAA0HsCcLrUUN+v/LrYWqxiJQAAAAAAvScAp0v1i2eAJ0nzQivAAQAAAIDaIgCnS/UN7xmBsnBBFSsBAAAAAOg9AThdamw0AgUAAAAAqF0CcLpUV1gyAmVhS0sVKwEAAAAA6D0BOF3q17AkAC+WBOAAAAAAQG0RgNOluvr3zABvXljFSgAAAAAAek8ATpca+61Rft3aYgY4AAAAAFBbBOB0qbFfY/l1a6sRKAAAAABAbRGA06X3jkBpaTUCBQAAAACoLQJwutTYuGQFeLFoBAoAAAAAUFsE4HSrUFr0taWltbqFAAAAAAD0kgCcbhUWf11oBjgAAAAAUGME4PRIqdUIFAAAAACgtgjA6VbbDdJiBTgAAAAAUGME4HRv8QzwYqlU3ToAAAAAAHpJAE632maAt7Z6CCYAAAAAUFsE4HSrsHgJeIsAHAAAAACoMQJwutW2ArzoIZgAAAAAQI0RgNOtQtsM8KIV4AAAAABAbRGA063yCvCSFeAAAAAAQG0RgNOttgC8xQgUAAAAAKDGCMDpVttDMFuLLVWuBAAAAACgdwTgdKttBnhKpW6PAwAAAABY2QjA6VbbCJTWVg/BBAAAAABqiwCcbi15CGZVywAAAAAA6DUBON1aMgPcCnAAAAAAoLYIwOlW2wzwYrFY3UIAAAAAAHpJAE63Cks/BAAAAABgpSQAp1vlh2BaAQ4AAAAA1BgBON0qPwRTAA4AAAAA1BgBON0qlBYNAS8tfhgmAAAAAECtEIDTrbYV4C1WgAMAAAAANUYATrfKD8EsWgEOAAAAANQWATjdKs8ANwIFAAAAAKgxAnC6VVice3sIJgAAAABQawTgdKuweOV3sWQFOAAAAABQWwTg9IgAHAAAAACoNQJwutV2g5QE4AAAAABAjRGA063yQzAF4AAAAABAjRGA063yQzAF4AAAAABAjRGA0622h2BGAA4AAAAA1BgBON0yAgUAAAAAqFUCcLrVFoDLvwEAAACAWiMAp1tLVoAXq1oHAAAAAEBvCcDpVjkAr2oVAAAAAAC9JwCnW20PwTQBBQAAAACoNVUNwM8444xsu+22GThwYJ555pny9gMOOCDbbbddxo0bl3HjxuXyyy8v73vnnXfyuc99Lttvv3123HHH3HnnneV9xWIxp59+esaMGZPtt98+V199dbvPu/TSSzNmzJiMGTMmF1xwwfK/wFWIh2ACAAAAALWmoZofPmHChJxyyinZf//9O+y7+OKLO91+2WWXpbGxMdOnT8+MGTOy7777Zvz48Rk4cGBuueWWPPvss3nsscfy5ptvZvz48Rk/fny22GKLTJs2LVOmTMm0adPS0NCQ/fbbL2PHjs1ee+21Ii61ZtUtzr1LAnAAAAAAoMZUNQDfdddde33O1KlT84Mf/CBJMnLkyOyyyy752c9+liOPPDJTp07Nsccem/r6+qyzzjo56KCDMmXKlJx11lmZOnVqjjjiiAwYMCBJctRRR+W2225bagA+f/783l9YDWlubm739f3KM8CLxVX+ZwHLamn9BPSMXoLK0U9QOfoJKkMvQeWsrv3Uv3//Xh1f1QC8O+ecc06++c1vZsstt8y5556bkSNHJklmzZqV4cOHl48bMWJEZs2a1eW+6dOnJ0lmzpzZLnAfMWJE7rjjjqXWMXv27LS2tlbiklZqTU1N3e5vaW3NzJkzV1A1UNuW1k9Az+glqBz9BJWjn6Ay9BJUzurUT/X19dlkk016dc5KGYBfeeWVGTZsWEqlUq666qocdthhefTRR8v7C4VC+fX7R3P0dV9XNtxww17VXmuam5vT1NSUoUOHprGxscP+tiHxhfr6dn+5AHS0tH4CekYvQeXoJ6gc/QSVoZegcvRTz6yUAfiwYcOSLAqsTzjhhJx99tmZO3duBg0alGHDhuWFF17Iuuuum2TRyu599tmnfN4LL7yQHXbYobyv7b2GDx+eF154ofwZ793Xnd4uqa9VjY2NS73W1eVnAcuqJ/0ELJ1egsrRT1A5+gkqQy9B5ein7tUt/ZAVq6WlJa+88kr5+zvuuCPrrbdeBg0alGTRgzOvuuqqJMmMGTMybdq0fOpTnyrvu+6669La2prXX389t99+ew4++ODyvptvvjnz5s3LggULcuONN2bSpEkr+OpqT10WrZT3EEwAAAAAoNZUdQX4aaedlrvvvjtNTU2ZOHFiBgwYkIceeiiHHnpompubUygUMnjw4Nx8883lc7785S/ni1/8YrbffvvU1dVl8uTJWWeddZIkhx9+eKZPn54dd9yxfOyWW26ZJNltt90yceLE7LLLLkmSSZMmZe+9917BV1x7yg/BrGoVAAAAAAC9V9UAfPLkyZk8eXKH7ffff3+X5wwYMCDXXXddp/vq6+s7fb82Z555Zs4888xe17k6KwfgVoADAAAAADVmpRuBwsqlsPRDAAAAAABWSgJwurVkBXhVywAAAAAA6DUBON2yAhwAAAAAqFUCcLrVdoMUYwk4AAAAAFBbBOD0iPgbAAAAAKg1AnC61TYCpVQSgQMAAAAAtUUATrcKi9d+F6tcBwAAAABAbwnA6Vadx2ACAAAAADVKAE632uJvK8ABAAAAgFojAGcpFo1AMQIcAAAAAKg1AnC61TYCRf4NAAAAANQaATg9UjIKHAAAAACoMQJwutV2gxiBAgAAAADUGgE43Wpb+C3/BgAAAABqjQCcbhUWJ+DF6pYBAAAAANBrAnC6VbD0GwAAAACoUQJwutU2AqVoCAoAAAAAUGME4HSrbQTKkigcAAAAAKA2CMDpVtsN0moFOAAAAABQYwTgdGtAfX2S5B0rwAEAAACAGiMAp1vrrLFGkuTtOrcKAAAAAFBbpJp0a90PrZ0kmVdXX+VKAAAAAAB6RwBOtzYaukGS5O16twoAAAAAUFukmnRry002T5I01xUy88Xnq1wNAAAAAEDPCcDp1gYbbJiG4qLX//vcc9UtBgAAAACgFwTgdKuxsTFrtrYmSWa+PLvK1QAAAAAA9JwAnKVas7hoCfirb/6typUAAAAAAPScAJylagvAX3/33SpXAgAAAADQcwJwlmqtlJIkby4ehQIAAAAAUAsE4CzVmoVFX98qVrcOAAAAAIDeEICzVGv3a0iSvF0oVLkSAAAAAICeE4CzVIM+8MEkyVt1bhcAAAAAoHZINFmqIeuskySZV19f5UoAAAAAAHpOAM5SbbzBsCTJ2/V1aW5urnI1AAAAAAA9IwBnqbbcfMskSbGQzHh+RnWLAQAAAADoIQE4S7Xu4PXSv7WUJPnzX/9c5WoAAAAAAHpGAE6PrNnamiR58bVXqlwJAAAAAEDPCMDpkTWLxSTJ3LfeqnIlAAAAAAA9IwCnR9YsLQrA3/AQTAAAAACgRgjA6ZE1F399s7VY1ToAAAAAAHpKAE6PrF236FYxAAUAAAAAqBUCcHpk7TUakyRvF9wyAAAAAEBtkGbSI4MHDEiSvF3nlgEAAAAAaoM0kx4Zus7gJMnb9fVVrgQAAAAAoGcE4PTIphuPTJK8W1fIm2++Wd1iAAAAAAB6QABOj2y52dYplJJSIXn2f/9U7XIAAAAAAJZKAE6P9P9A/wxoLSZJnn/x+SpXAwAAAACwdAJwemzNxQH4S3PnVrkSAAAAAIClE4DTYwNKrUmSue+8U+VKAAAAAACWTgBOj32oVEqS/G3hwipXAgAAAACwdAJwemzNxV/fKharWgcAAAAAQE8IwOmxDzXUJ0neTqHKlQAAAAAALJ0AnB5bZ401kiRvF9w2AAAAAMDKT5JJj6271oeSJG/V11e5EgAAAACApROA02PD1t8wSTKv3m0DAAAAAKz8JJn02JabbJ4kWVBXSNPLL1W5GgAAAACA7gnA6bENNtgwDcVFr//03J+rWwwAAAAAwFIIwOmxxsbGrNnamiR5YfasKlcDAAAAANA9ATi9smZx0RLwpr/9rcqVAAAAAAB0TwBOr7QF4G/Mf7fKlQAAAAAAdK+h2gVQW9ZKKUnyZktrr857cfaLmf3Si5nz+ut5462/5c1356W1tTXFYjEtxWKKxWJaS6WkVEprsZRiqZji8rgAWI5KxVJaWlvSUN+QQl2h2uVAzdJLUDn6CSpHP0Fl6CWonA+t0T/7j9uz2mWs9ATg9Mqai/9seqvUeTzd3Nyc23/2X3nshefzSrGYOYW6zOnXkHn1/rEBq4G6QlLXr9pVQO3TS1A5+gkqRz9BZeglqJhhb76V/atdRA0QgNMra/dbdMu8UajL88/PyNAh66f/B/rnv+/5Re7+w5N5qr4hc/vVJ2s0dji3UEoaS6WsUSylsVhM/eJthZRSl6SQpK5USmHx67b/VgWFxSvnWQ2UsurcuFBNegkqRz9B5egnqAy9BBWxXhcLVGlPAE6vDPrAB5Pm5jzXf40c+PM7kiSNxVKa6wpJ/zWSJP2KyaYLFmSDQinrf+AD2XTo+tlxux0yfKMRaWzsGIzDqmL+/PmZOXNmhg8fnv79+1e7HKhZegkqRz9B5egnqAy9BJXT1k90TwBOr3xqt73y05//NHP6NaS4+G9rm+sKqSslm85fkI9+YI0cNWFihm+0cXULBQAAAABWewJwemWLzbfIrzb/apqbm/PmW3/Li7Nnpem11zJy2MbZYvMtql0eAAAAAECZAJw+aWxszLqD18u6g9erdikAAAAAAJ2qq3YBAAAAAACwPAjAAQAAAABYJQnAAQAAAABYJQnAAQAAAABYJQnAAQAAAABYJQnAAQAAAABYJVU1AD/jjDOy7bbbZuDAgXnmmWc67P/xj3+cgQMH5r//+7/L24455piMGzeu/N8666yTu+++O0ly4YUXZrPNNivvO/7449u936WXXpoxY8ZkzJgxueCCC5bvxQEAAAAAUFUN1fzwCRMm5JRTTsn+++/fYd+LL76Y66+/Ph/72Mfabf/Rj35Ufj19+vRMmjQpe+21V3nb4Ycf3mm4PW3atEyZMiXTpk1LQ0ND9ttvv4wdO7bduQAAAAAArDqqGoDvuuuuXe479dRT8+1vfzvnnntul8fceOONOfTQQ7PGGmss9bOmTp2aI444IgMGDEiSHHXUUbntttuWGoDPnz9/qe9dy5qbm9t9BfpOP0Fl6CWoHP0ElaOfoDL0ElTO6tpP/fv379XxVQ3Au3LNNddkq622ykc/+tEuj5k/f35uu+228viTNlOmTMl9992XQYMG5fTTT8/48eOTJDNnzmwXuI8YMSJ33HHHUmuZPXt2Wltb+3gltaOpqanaJcAqQz9BZeglqBz9BJWjn6Ay9BJUzurUT/X19dlkk016dc5KF4DPmDEj//Ef/5Ff/OIX3R535513ZtNNN82oUaPK24499ticdtpp6devXx555JEcddRRuffeezNixIgkSaFQKB9bKpV6VM+GG27Yh6uoHc3NzWlqasrQoUPT2NhY7XKgpuknqAy9BJWjn6By9BNUhl6CytFPPbPSBeC/+93v8vLLL2ennXZKkrzyyiv50pe+lG984xv5h3/4h/JxN9xwQ44++uh25w4dOrT8+uMf/3hGjx6d6dOnZ8SIERk+fHheeOGF8v6ZM2dm2LBhS62nt0vqa1VjY+Nqc62wvOknqAy9BJWjn6By9BNUhl6CytFP3aurdgHvd8ghh+TPf/5znn766Tz99NP56Ec/mssuu6xd+D1jxow8/vjjmTRpUrtzX3zxxfLr5557Lk8//XR5hfiECRNy8803Z968eVmwYEFuvPHGDucDAAAAALDqqOoK8NNOOy133313mpqaMnHixAwYMCDTp09f6nk33nhjDjzwwHzoQx9qt/3888/Pk08+mfr6+tTX12fy5MnZbLPNkiS77bZbJk6cmF122SVJMmnSpOy9996VvygAAAAAAFYKhTfeeKNnw7BZJc2fPz8zZ87M8OHD/VMJWEb6CSpDL0Hl6CeoHP0ElaGXoHL0U8+sdCNQAAAAAACgEgTgAAAAAACskgTgAAAAAACskgTgAAAAAACskgTgAAAAAACskgTgAAAAAACskgTgAAAAAACskgTgAAAAAACskgTgAAAAAACskgTgpL6+vtolwCpDP0Fl6CWoHP0ElaOfoDL0ElSOflq6whtvvFGqdhEAAAAAAFBpVoADAAAAALBKEoADAAAAALBKEoADAAAAALBKEoADAAAAALBKEoADAAAAALBKEoADAAAAALBKEoCvxp577rnsu+++2XHHHbPnnnvmT3/6U7VLgpqx7bbb5mMf+1jGjRuXcePG5fbbb0+SvPrqq5k0aVJ22GGHjB07Ng8//HCVK4WVzxlnnJFtt902AwcOzDPPPFPe3l3/vPPOO/nc5z6X7bffPjvuuGPuvPPOapQOK5WueumAAw7IdtttV/4z6vLLLy/v00vQufnz5+eII47IjjvumHHjxmXSpEl5/vnnk/jzCXqju17y5xP03kEHHZRddtkl48aNyyc/+ck89dRTSfzZ1FsN1S6A6jn11FPzD//wDznyyCNzxx135Etf+lJ++ctfVrssqBn/8R//kW222abdtn/5l3/JRz/60UyZMiWPP/54jjnmmDzxxBNpaPA/t9BmwoQJOeWUU7L//vu3295d/1x22WVpbGzM9OnTM2PGjOy7774ZP358Bg4cWJ2LgJVAV72UJBdffHGn2/USdO0f//Efs88++6RQKOTf//3fc+qpp2bq1Kn+fIJe6qqXEn8+QW9dd9115T6466678sUvfjEPPvigP5t6yQrw1dSrr76aJ598MocddliS5O/+7u/y/PPPl/9mFuib//qv/8rxxx+fJNlhhx0yZMgQq8DhfXbddddstNFGHbZ31z9Tp04t7xs5cmR22WWX/OxnP1txRcNKqKte6o5egs71798/++67bwqFQpLkYx/7WGbMmJHEn0/QG931Unf0EnTuvaH1m2++mbq6RVGuP5t6RwC+mnrxxRezwQYblFelFgqFDBs2LLNmzapyZVA7jj/++Oyyyy750pe+lNdeey1z585NsVjMuuuuWz5mxIgR+gp6YGn9M2vWrAwfPrzTfUBH55xzTnbZZZd89rOfbRc86CXomR/+8IfZf//9/fkEy6itl9r48wl678QTT8yoUaPyrW99K1dccYU/m/pAAL4aa/sb2TalUqlKlUDtufvuuzNt2rQ88MADGTRoUL7whS8k0VewLJbWP+/dr7ega1deeWV++9vfZtq0aRk7dmz5X/y10UvQve985zv561//mrPPPjuJP5+gr97fS/58gr658sor8z//8z/5+te/nnPOOSeJP5t6SwC+mtpoo40ye/bstLS0JFnUDC+++GKGDRtW5cqgNrT9bWq/fv3yhS98IQ8//HAGDRqUJHnttdfKx82cOVNfQQ8srX+GDRuWF154odN9QHttvVEoFHLCCSdkxv/f3v3HVFX/cRx/oUx2BdpVvEKgXK8m4Y9LxK5Tp7Asata1WkuyIGjLUYN0DWWszPxDM82Zq6ycttac3jFBl4JaM6xUmIF3glRMrQxSU5k/iCB+it8/2D1ffuaPMOT2fGyMe369z+d87s7O9r7vvU9lpS5fvmxs414Cerd+/Xrl5+crNzdXQ4cO5fkE3KKu95LE8wn4pxITE3Xo0CFjmWfTjSMB/h9lsVhkt9u1bds2SVJeXp7Cw8NltVr7eWTAna++vl41NTXG8vbt22W32yW1v5Dsk08+kSQdPXpU1dXVmj59en8MExhw/u7+6bitsrJSRUVFeuyxx/ptrMCdqrW1VdXV1cbyrl27ZLFYjCQe9xLQuw8//FDbt2/Xzp07O/Vc5fkE3Jye7iWeT8DNq62t1blz54zl/Px8DR8+XMOGDePZdJN8ampqqIP/j/rpp5+Unp6uy5cvKzAwUBs2bNCECRP6e1jAHa+yslLJycm6evWqJMlqtWr16tWyWq2qrq7Wyy+/rKqqKg0ZMkRr167VzJkz+3nEwJ0lMzNTe/fu1YULFxQUFCR/f3+Vlpb+7f1TX1+vBQsWqKysTIMGDdKyZcv05JNP9vOVAP2rp3upsLBQTqdTzc3N8vHxUVBQkFauXGn8UMu9BPTs7NmzmjRpksaMGaOAgABJkp+fn/bv38/zCbgJvd1LeXl5PJ+Am3TmzBmlpKSosbFRPj4+GjFihFasWKGoqCieTTeJBDgAAAAAAAAAwCvRAgUAAAAAAAAA4JVIgAMAAAAAAAAAvBIJcAAAAAAAAACAVyIBDgAAAAAAAADwSiTAAQAAAAAAAABeiQQ4AAAAAAAAAMArkQAHAAAAAAAAAHglEuAAAACAlzCbzTKbzVq1apUk6dChQ8a6qqqqXo9zOp0ym81KS0v7t4b6j6WlpclsNsvpdN6W+KtWrZLZbJbdbr8t8QEAAPDvIAEOAACAAcOTqDWbzVq7dq2x/uTJk8Z6l8vVjyO8swQGBsrhcMjhcMjPz6/X/SIjI+VwOGSz2Yx1dru9UzL9TmOz2eRwOBQZGXlb4oeFhcnhcCgqKuq2xAcAAMC/w7e/BwAAAADcig8++EDz58/XsGHD+nsoN+3q1auSpMGDB9/W80RHR6ugoOC6+7377ru3dRwezc3NGjJkSJ/EysrKUlZWVp/E6klKSopSUlJuW3wAAAD8O6gABwAAwIBUW1ur9957r9ftvbX/6Fop7nK5jHU7d+5UbGysQkJCNHfuXF28eFGbN2/WpEmTZLPZtHjxYrW0tBixmpqa9PbbbysmJkYjR47UPffco1deeUWXLl0y9unYSiM7O1vR0dGyWCw6c+aMJGnv3r2aPXu2wsLCFBISori4OG3ZsuW61//DDz8oPj5ewcHBmjFjhg4fPnzDc9BVxxYoVVVVMpvNOn36tCTpnXfeMWJ4uN1uJSQkKDw8XMHBwYqLi9OuXbs6xfQc8/777+v5559XaGioXn31VUnSSy+9pJiYGI0aNUoWi0WTJ09WVlaWamtrux3f9c/TpqWnFigNDQ1avny5Mcc2m01JSUmqqKgw9un4fR88eFBxcXHGvB85cqTH7w0AAAADFwlwAAAADDhjx45VYGCgNm3apHPnzvVZ3LS0NDU1NampqUkFBQVyOp3KzMyUyWTSlStX9Omnn2rr1q3G/snJyVqzZo2qqqo0fvx4NTc3y+Vyyel0qqGhoVPs8+fPKz09Xb6+vgoJCZEkbdu2TYmJifruu+/k7+8vi8Wi8vJyLVy4sFOLl64aGhr0zDPPyO12q62tTa2trZo3b16fzIGfn58cDodRqR0aGmq0UZGkw4cP69FHH9VXX30lk8mk8PBwlZeX64UXXlB2dna3eCtXrtSBAwdks9mMNix79uxRTU2NxowZo7CwMJ05c0abNm3SwoULjeM853Q4HIqIiDDWm0ymXsf+3HPPad26daqqqpLNZlNLS4v27NmjRx55RCdPnuy2f0JCghoaGtTa2qry8nK9+OKLam1tvbWJAwAAwB2JBDgAAAAGnOHDhys9PV0NDQ1as2ZNn8VdvHixSkpKlJCQIEk6ceKEPvroI7ndbk2fPl1Se1W1JBUWFmrfvn2SpLy8PBUVFamkpEQmk0nHjx9Xbm5up9gtLS1as2aN3G63KioqNHr0aK1YsUJSe7L3+++/V3l5uebMmSOpvS3JX3/91eM4c3Nz9fvvv0uSsrOzVVxcrLfeeqtP5iAkJEQFBQUKDg6W1J7kLygoMFqprFy5Ui0tLZo1a5Z+/PFHHTlyxKjK7mkMngR5UVGR0Wrliy++0KlTp1RYWKiysjJlZmZKak+MNzY2SpJxzt27dxttbsaOHaslS5b0OO6DBw/q22+/NcZYUlKi4uJiBQQEqK6uTuvWret2zPLly3XkyBFj3KdPn9apU6duad4AAABwZyIBDgAAgAFpwYIFCgoK0pYtW/osaTl79mxJ7UnbruusVqskqbq6WpJ09OhRYx9PC5HIyEij8tvtdneKbTKZNH/+fGP50qVLRhuUxx9/XH5+fvLx8dHTTz8tqb3K+/jx4z2O07N+6NChio+PlyQ99dRTt3LJN81z3d98841GjBghs9msDRs2SJLOnj1rJOY9EhMTjQS2p+f5gQMHNH36dIWEhHR6oWlra6suXrxoHNvW1qbU1FQVFxfLYrFox44dGjFiRI/jKi0tNT57fsAICwszfrgoKyvrdoynar7jizQ93y8AAAC8Ay/BBAAAwIAUGBiojIwMLV26VKtWreq23cfHx/jc1tYmSfrjjz+uG1Pq/HLKu+66q1O8a9eudfovyWgP0tHIkSM7LQcFBWnQoJ7rTzqO9UZ4zn2zx/Wl0NBQhYaGdlvftYVI13nIycnRm2++Kam92jwsLEyXLl1SZWWlpP+/IFSSXn/9deXn58vf3185OTmy2Ww3NLYbnRdPX/OO33fH7xUAAAADHxXgAAAAGLBSU1M1atQoHTt2rNs2i8VifP75558lqduLGv+JmJgY43NGRobRsuPLL7/Ua6+9puTk5E77d03KWiwWjRo1SlJ7C5WmpiZdu3ZNO3bskNReMd6xMrmjCRMmSJLq6+v19ddfS+rba5Paq8sldWvDcv/990uSRo8erfz8fOO6N2/erIyMjE7V81L36/a8aDIwMFDHjh3T/v379eCDD3Y7//r167Vx40b5+vpq8+bNxnl703F7Tk6OpPaKdM/LQaOjo693yQAAAPBCJMABAAAwYPn5+SkrK6vHbePGjTMSzKmpqZozZ47Ra7ovxMbG6qGHHpIkJSUlacqUKZo2bZqsVqvmzp2r33777boxPJXQbrdbdrtdUVFR2r17t6T2fuSeJHRXCQkJuvvuuyVJzz77rKZNm9brPNyq8ePHS5I2btyoWbNmKT09XZK0ZMkS+fr6qri4WPfee69iY2M1ceJETZ48WR9//PF1406ePFmS9Oeffyo6Olr33XefPv/88077nD9/XsuWLZPUnohfvXq14uPjFR8f32vP97i4OD3wwAOSpDfeeENTp07VtGnTVFdXp4CAAC1atOiW5gEAAAADGwlwAAAADGhJSUlGsrYjX19fffbZZ4qKilJjY6OuXLmirVu39um5XS6XsrKyNG7cOFVWVurChQuKiIhQZmamJk6ceN3j582bJ5fLpalTp6qurk7V1dWy2+1av3793ybrTSaTtm3b1qkK3eVy9ck1eSxdulRTpkzRoEGDVFpaqoqKCknSjBkztHfvXj388MPy8fHRiRMn5OvrqyeeeEILFy68btzk5GSlp6crKChIdXV1mjlzZrcXW3qq4SWptrZWbrfb+Pv11197jZ2dna1FixbJarXql19+0eDBg+V0OrVv3z5FRET8g9kAAADAQOVTU1NDkzsAAAAAAAAAgNehAhwAAAAAAAAA4JVIgAMAAAAAAAAAvBIJcAAAAAAAAACAVyIBDgAAAAAAAADwSiTAAQAAAAAAAABeiQQ4AAAAAAAAAMArkQAHAAAAAAAAAHglEuAAAAAAAAAAAK9EAhwAAAAAAAAA4JVIgAMAAAAAAAAAvBIJcAAAAAAAAACAV/ofWaVO+EooScUAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,8))\n", "ax = fig.gca()\n", "for c,alpha in enumerate(etas):\n", " costs, w = stochastic_gd(X, t, w_init, eta, epochs)\n", " ax.plot(number_of_iterations, costs, c= colors[c+1], alpha=.8, lw=1.5, label=alpha)\n", "plt.xticks(fontsize=8)\n", "plt.yticks(fontsize=8)\n", "plt.xlabel(r'Numero di iterazioni', fontsize=10)\n", "plt.ylabel(r'Costo', fontsize=10)\n", "legend = ax.legend(loc='upper right', shadow=True)\n", "plt.title(r'Convergenza per diversi valori di $\\eta$', fontsize=12)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "def gradiente(X, t, w_init, eta, iterations, n):\n", " w = np.copy(w_init)\n", " costs = []\n", " for i in range(iterations):\n", " e=np.dot(X,w)-t\n", " c=np.dot(e.T,e)[0,0]/(2*n)\n", " dw=np.dot(X.T, e)/n\n", " w = w-eta*dw\n", " costs.append(c)\n", " return costs, w" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "def momentum_gd(X,t, theta_init, eta = 0.1, gamma = 0.97, epochs = 1000):\n", " theta = np.copy(theta_init)\n", " v = np.zeros(2).reshape(-1,1)\n", " cost_history = []\n", " for k in range(epochs): \n", " e = np.dot(X,theta)-t\n", " v = gamma*v - eta * np.dot(X.T, e)/n\n", " theta = theta + v\n", " cost_history.append(np.dot(e.T,e)[0,0]/(2*n))\n", " cost_history = np.array(cost_history).reshape(-1,1)\n", " return cost_history, theta" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "w_init = np.array([0, 0]).reshape(-1,1)\n", " \n", "iterations = 150\n", "etas = [0.01, 0.03, 0.1, 0.3, 0.5, 1]\n", "\n", "number_of_iterations = range(1, iterations + 1)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "gamma=.7" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16,16))\n", "for c,alpha in enumerate(etas):\n", " costs, w = momentum_gd(X, t, w_init, eta, gamma, iterations)\n", " max_index = np.max(np.where(costs > threshold)[0])+1\n", " ax = fig.add_subplot(3, 2, c+1)\n", " ax = fig.gca()\n", " ax.plot(number_of_iterations, costs, c= colors[1], alpha=1, lw=1.5)\n", " plt.xticks(fontsize=8)\n", " plt.yticks(fontsize=8)\n", " plt.xlabel(r'Numero di iterazioni', fontsize=10)\n", " plt.ylabel(r'Costo', fontsize=10)\n", " plt.text(0.8, 0.9, 'convergenza: {0:d}'.format(max_index), fontsize=12, \n", " transform=ax.transAxes, bbox=bbox_props)\n", " plt.title(r'$\\eta$='+str(eta)+r': $c$='+str(round(costs[-1].item(),3))+r'; $w_0$='+str(round(w[0][0],2))+'; $w_1$='+str(round(w[1][0],2))+'', fontsize=10)\n", "plt.tight_layout()\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.8", "language": "python", "name": "python3.8" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.0" } }, "nbformat": 4, "nbformat_minor": 2 }