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@GuillaumeDesforges
Last active April 26, 2018 23:09
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{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "**ML - TP3**\n\nGuillaume DESFORGES & Pieree-François Villard"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Données"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import numpy as np",
"execution_count": 1,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import matplotlib.pyplot as plt",
"execution_count": 2,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import pickle",
"execution_count": 3,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "from sklearn import *",
"execution_count": 4,
"outputs": [
{
"output_type": "stream",
"text": "/usr/lib/python3.6/site-packages/sklearn/cross_validation.py:41: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20.\n \"This module will be removed in 0.20.\", DeprecationWarning)\n/usr/lib/python3.6/site-packages/sklearn/grid_search.py:42: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. This module will be removed in 0.20.\n DeprecationWarning)\n/usr/lib/python3.6/site-packages/sklearn/learning_curve.py:22: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the functions are moved. This module will be removed in 0.20\n DeprecationWarning)\n",
"name": "stderr"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Classifieur naïf Bayésien et validation croisée\n\nDans cette partie, on s'intéresse au modèle Bayésien."
},
{
"metadata": {},
"cell_type": "markdown",
"source": "On utilisera pour cela les données USPS."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def load_usps(filename):\n with open(filename, 'r') as f:\n f.readline() \n data = np.array([[float(x) for x in line.rstrip().split(' ')] for line in f.readlines() if len(line.rstrip().split(' ')) > 1]) \n return data[:, 1:], data[:, 0].astype(int)",
"execution_count": 5,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def show_usps(data): \n plt.imshow(data.reshape((16, 16)), interpolation='nearest', cmap='gray')",
"execution_count": 6,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "usps_train_x, usps_train_y = load_usps('./USPS_train.txt')",
"execution_count": 7,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "usps_test_x, usps_test_y = load_usps('./USPS_test.txt')",
"execution_count": 8,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "On modélise chaque coordonnée de donnée par une gaussienne de paramètres la moyenne et la variance. On peut obtenir ces deux paramètres sur tous les $x_i$ tel que $y_i$ soit égal à un label choisi."
},
{
"metadata": {
"trusted": true,
"slideshow": {
"slide_type": "fragment"
}
},
"cell_type": "code",
"source": "def fit_bayes_label(X, Y, y): \n mu_hat = np.average(X[Y==y, :], axis=0) \n sigma_hat2 = np.average(((X-mu_hat)**2)[Y==y, :], axis=0) \n return mu_hat, sigma_hat2",
"execution_count": 9,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Le modèle Bayésien est obtenu en calculant les paramètres précédents pour toutes les classes possibles."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def fit_bayes(X, Y): \n return {y: fit_bayes_label(X, Y, y) for y in np.unique(Y)}",
"execution_count": 10,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Calculons le modèle bayésien pour les données USPS."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "usps_model = fit_bayes(usps_train_x, usps_train_y)",
"execution_count": 11,
"outputs": []
},
{
"metadata": {
"scrolled": false,
"trusted": true
},
"cell_type": "code",
"source": "for y, (mu, sigma) in usps_model.items(): \n plt.subplot(1, 2, 1) \n plt.title('{} - mu'.format(y)) \n show_usps(mu) \n plt.subplot(1, 2, 2) \n plt.title('{} - std'.format(y)) \n show_usps(sigma) \n plt.show()",
"execution_count": 12,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 2 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 2 Axes>",
"image/png": "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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 2 Axes>",
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAADHCAYAAAAeaDj1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAGLVJREFUeJzt3X2Q3fVVx/H3Z5dsHjYPkIQk5IEEmhCEPlCMQcqgdGoR0grqFIVxlKntpHVk1BmdsbVqq44zVcenDk4xtkywLbSdVlpGaSFTrQVrLQEpTyUh5KEsGxJCYJNNCCHJ8Y/9Zdxs7vI7u/fuvXfv7/Oayezduyff32+Tc8/evfd3vkcRgZmZVUdXq0/AzMyay4XfzKxiXPjNzCrGhd/MrGJc+M3MKsaF38ysYlz4zaxjSfq2pA+2+jzajQt/C0iaKumzknZJOijpfyVd2+rzMqtXM3PbRX38XPhb4wzgOeCngTnAHwFflrSihedk1gjO7UnAhb8FIuJQRHwiInZGxImI+FdgB/Dj41lP0gpJIen9kp6T9LKkD0v6CUmPSXpF0q3D4j8h6fM1/v4Z9X93VmUTkNvTJH1e0ktFHj8kaaGkPweuBG6VNHgyvyW9W9LTkgaK+9Swb66DuPC3AUkLgQuAJ+tc6jJgFfDLwN8BHwN+BrgY+CVJP13n+mZj0oDcvpmh3xyWAfOADwOvRsTHgAeAWyJiZkTcImk+8FXgD4H5wLPAFXV+Cx3Jhb/FJE0BvgDcERFP17ncn0XEkYi4HzgE3BUReyPieYYeJG+vc32ztAbl9usMFfyVEXE8Ih6OiAOjxK4DnoqIr0TE6ww9+XlhnMftaC78LSSpC/gccBS45Q3inix+nR2UdOUbLLln2O1Xa3w+s57zNctqYG5/DrgP+KKkfkl/WfxAqWUxQ+8vABBDO1A+N0pspfk13RaRJOCzwEJgXfEMpaaIuLjBhz8EzBj2+aIGr28V1sjcLv7unwB/UrxBfC+wpVh/5NbCuxl6SWj4eSzDTuNn/K3zaeDHgJ+LiFebfOxHgZ+SdK6kOcBHm3x862wNy21J75T0FkndwAGGXvo5Xnx5D3D+sPB/Ay6W9IvFhQq/hZ/U1OTC3wKSlgMfAi4BXhj2q+6vNOP4EbEJ+BLwGPAw8K/NOK51vgnI7UXAVxgq+j8E/hM4eUXa3wPvK65i+1RE7ANuAD4JvMTQhQ7/Nf7vpnPJg1jMzKrFz/jNzCrGhd/MrGJc+M3MKsaF38ysYlz4zcwqpi0buCSlLjUa6s94Y11duZ9tZ5xR/k8xbdq01FrTp08vjZk6dWpqrcz5v/baa6m1BgcHU3Gvvlp+6fWxY8dSa7XrVWMR0fTNu7J53d3dXRqTyVfI5Vlvb29qrUxc9rwyca+/Pmrf1ykGBgZScQcOjLbTw/87cuRIaq0TJ06k4potm9d1FX5J1zB0LW038JmI+OSIr08F/pmhnfleAn45InYm1y6N6enpKY3JJvX8+fNLYy644ILUWm9+85tLY84///zSGMj9ENmxY0dqre9+97upuMcff7w0Zt++fam1jh49WhrTjj8cJiq3M3k9c2b5zhqLFuX6ks4777zSmMsuuyy11po1a0pjFi5cmFrrrLPOKo3ZvXt3aq1vfOMbqbj77ruvNGbr1q2ptQ4fPlwa064/HKCOl3qKTrp/AK4FLgJuknTRiLAPAC9HxErgb4G/GO/xzJrFuW2drp7X+NcC2yJie0QcBb4IXD8i5nrgjuL2V4B3KfOUx6y1nNvW0eop/Es4dee7vuK+mjERcQwYYGiL1dNIWi9ps6TNdZyTWSM0LLed19aO6nmNv9azm5Ev1mZihu6M2ABsgPybYGYTpGG57by2dlTPM/4+Tt3ydCnQP1pMsVveHGB/Hcc0awbntnW0egr/Q8AqSedJ6gFuBO4ZEXMPQ6PTAN4H/Hu04yUcZqdybltHG/dLPRFxTNItDE3H6QZuj4gnJf0psDki7mFoWMLnJG1j6NnQjY04abOJ5Ny2TteW2zJLikwTS+ba+8x1zACXX355acy6detSa7397eWjbefNq/ke92mOHz9eGpO93vmhhx5KxWWui37ggQdSa/X19ZXGZBrGIPdvkdWKBq6urq7INC695S1vKY259tprU8d8z3veUxpz8cW5AW+HDh0qjXnllVdSa02ZMtr0xP+XudY/uxbAt7/97dKYO++8M7XWgw8+WBrTil6XbF57ywYzs4px4TczqxgXfjOzinHhNzOrGBd+M7OKceE3M6sYF34zs4px4Tczq5h2ncCVasqYNWtWaczy5ctTx8wMmVi5cmVqrczuvJnGJshNDco2sGQbdTKTug4ePJhaKzPRKNuAlmliaefhF5JSg3UyOXvhhRemjrl48eLSmD179qTWykx6mzFjRmqtjEY2gwFceeWVpTHZZsLM4/L73/9+aq3M4y07ZS/Lz/jNzCrGhd/MrGJc+M3MKsaF38ysYlz4zcwqxoXfzKxixl34JS2T9B+SfijpSUm/XSPmKkkDkh4t/vxxfadrNvGc29bp6rmO/xjwuxHxiKRZwMOSNkXEUyPiHoiI99ZxHLNmc25bRxv3M/6I2B0RjxS3DwI/BJY06sTMWsW5bZ2uIZ27klYAbwf+p8aXL5f0A6Af+L2IeHKUNdYD64vbqW683t7e0phsJ+Hhw4dLY7Zt25ZaKzOirr+/P7VWpvN1yZJcTbroootScStWrCiNWbVqVWqtHTt2lMa8/PLLqbUyoxcz3b1jGTdab24Pz+uurq5UPp599tmlMWeeeWZpDDR2xGFGpgsVch2ymTGVAMeOHUvFZbpfs93tmfGYW7ZsSa2VeYy//vrrpTFj6Vqvu/BLmgl8FfidiBjZx/wIsDwiBiWtA74G1KwYEbEB2ADQ3d3dfoOArXIakdvD83rKlCnOa2sLdV3VI2kKQw+ML0TEv4z8ekQciIjB4va9wBRJ5RPSzVrMuW2drJ6regR8FvhhRPzNKDGLijgkrS2O99J4j2nWDM5t63T1vNRzBfCrwOOSHi3u+wPgXICIuA14H/Abko4BrwI3xlheYDVrDee2dbRxF/6IeBB4w/2HI+JW4NbxHsOsFZzb1uncuWtmVjEu/GZmFePCb2ZWMW05ehFyzTqZ0Ww/+tGPUsebPXt2w9bau3dvQ2Ig12yUbTpZsGBBKi7TGJddK9NoNG3atNRamaafTN60UqbZKNP09thjj6WOl/l/WrRoUWqt7du3l8bs2rUrtVbm3yGb1+eee24qLvNYmjdvXmqtpUuXlsZkm+z2799fGpNp8hoLP+M3M6sYF34zs4px4TczqxgXfjOzinHhNzOrGBd+M7OKceE3M6sYF34zs4px4Tczq5i27Nw9ceIER48eLY3LjOx79tlnU8c8ePBgaUx2FFxm9GKmCxVg1qxZpTHZzssDB0YOkaqtp6enNKa7uzu1Vmb0X+Z4MDS6sEyxRf4batXuycePH0/lxtatW0tjMt8n5LpCs53Te/bsKY3JdqQvX768NCbTHQv5/MmML8zm9cyZM0tjsiMtM3Ulk/tjGb3oZ/xmZhVTd+GXtFPS45IelbS5xtcl6VOStkl6TNKl9R7TbKI5r62TNeqlnndGxL5RvnYtQ0OoVwGXAZ8uPpq1O+e1daRmvNRzPfDPMeR7wJmSzmnCcc0mkvPaJq1GFP4A7pf0sKT1Nb6+BHhu2Od9xX2nkLRe0uZav1abtYDz2jpWI17quSIi+iUtADZJejoivjPs67UuPzjtsoqI2ABsAJDkodXWag3P666uLue1tYW6n/FHRH/xcS9wN7B2REgfsGzY50uB/nqPazaRnNfWyeoq/JJ6Jc06eRu4GnhiRNg9wK8VV0H8JDAQEbvrOa7ZRHJeW6er96WehcDdRTPJGcCdEfFNSR8GiIjbgHuBdcA24DDw/szCmRF6mSaoF198MXM4BgcHS2OyDVyZJpBMY1M2bvr06am1MuPuINeAlm0GyzRLZZtmMnENanSZkLyOCF577bXS88s0XWVHL/b3l/8Skm2AyjR6zZ07N7VWpgEqu1a2cSnzWMrkPuQa6DLfI8DUqVNLYzK1J/v4hjoLf0RsB95W4/7bht0O4DfrOY5ZMzmvrdO5c9fMrGJc+M3MKsaF38ysYlz4zcwqxoXfzKxiXPjNzCrGhd/MrGJc+M3MKqYtRy9mZbo0szLdf9kO0zPPPLM0Zt68eam1liw5bcPH0yxcuDC1Vvb8BwYGSmMync6Q68DOdkRnOhwzx8vETJRMx2fm/yk7evHIkSOlMdkO0ze96U0NiQG4+OKLS2Nmz56dWiubP5m4fftGG79wqswYx+y/a6YWZDqKM+NqT/IzfjOzinHhNzOrGBd+M7OKceE3M6sYF34zs4oZd+GXtFrSo8P+HJD0OyNirpI0MCzmj+s/ZbOJ5dy2TjfuyzkjYgtwCYCkbuB5hkbUjfRARLx3vMcxazbntnW6Rr3U8y7g2YjY1aD1zNqFc9s6TqMauG4E7hrla5dL+gFDg6h/LyKeLFtMUmpMWqbB46yzziqNgdyYt0WLFqXWWrBgQWnM2WefnVpr6dKlDTke5Ec0Hjx4sDQmM/Yyq5ENXJnRhtnmp0LDcrurqys1vnD58uWlMeeff35pDMDKlStLYy644ILUWueee25pTDavM4/LOXPmpNZqZCNnI5vBsiMtZ82a1ZDjjSWv6y78knqA64CP1vjyI8DyiBiUtA74GrBqlHXWA+vrPR+zRmlEbg/P6zH+wDGbMI34UXkt8EhE7Bn5hYg4EBGDxe17gSmS5tdaJCI2RMSaiFjjB4i1ibpz23lt7agRhf8mRvlVWNIiFdkuaW1xvJcacEyzZnBuW0eq66UeSTOAdwMfGnbfhwEi4jbgfcBvSDoGvArcGBFRzzHNmsG5bZ2srsIfEYeBeSPuu23Y7VuBW+s5hlkrOLetk7lz18ysYlz4zcwqxoXfzKxiXPjNzCqmLUcvdnd3p8YXXnjhhaUx2VFwq1bV7Cs7xbJly1JrZTppM916AL29vaUx2Q7BTEcu5Ma8ZTqrs3GZ7xFy4+4yowYzMROhp6cnlUPXXXddacw73vGO1DEz3bbZXMyMJ8120WZyNpOHkB9j2qj8AchcwJU9r8yuAZkxjgcOHEgdD/yM38ysclz4zcwqxoXfzKxiXPjNzCrGhd/MrGJc+M3MKsaF38ysYlz4zcwqxoXfzKxi2rJzt6enhxUrVpTGXXnllaUxme5eyHX4ZmfuZjohu7u7U2tlZm1mOhIh31WZ6fDNznzNdF8eO3YstVamWzIzC3hwcDB1vEbr7e1l7dq1pXE33HBDacyMGTNSx8z8nw8MDKTWOnr0aGlMtos8k7PZednZjvTMDN8lS5ak1srMKc7Mf4ZcPu7YsaM0Ziyzh1ORkm6XtFfSE8Pumytpk6Rnio81/5ck3VzEPCPp5vSZmU0w57VVVfZHxEbgmhH3fQT4VkSsAr5VfH4KSXOBjwOXAWuBj4/2QDJrgY04r62CUoU/Ir4D7B9x9/XAHcXtO4Cfr/FXfxbYFBH7I+JlYBOnP9DMWsJ5bVVVz5u7CyNiN0DxsdaWlEuA54Z93lfcdxpJ6yVtlrQ5+5qv2QSYsLxu1a6gZiNN9FU9qnFfzXfoImJDRKyJiDWZNzTNWmhceT1t2rQJPi2znHoK/x5J5wAUH/fWiOkDhm9AvhTor+OYZhPNeW0dr57Cfw9w8mqGm4Gv14i5D7ha0lnFm19XF/eZtSvntXW87OWcdwH/DayW1CfpA8AngXdLegZ4d/E5ktZI+gxAROwH/gx4qPjzp8V9Zi3nvLaqSr2YHhE3jfKld9WI3Qx8cNjntwO3j+Wkenp6Uo0Ub33rW0tjVq9enTrm7NmzS2Oy4wYzTUtTp05NrZVpWsrKjtjLNKpl34DPvKHZyDfzM+PnTja6NDuvp06dmmoUPO+880pjXnnlldQxM81B2bzOjEPNjkvMvI+XbXLMxu3fX/6zOdsElalPmYY3yD1GtmzZUhqza9eu1PHAWzaYmVWOC7+ZWcW48JuZVYwLv5lZxbjwm5lVjAu/mVnFuPCbmVWMC7+ZWcW48JuZVUxbboMZEZw4caI0LtNt29vbmzpmpmMv0xUKcPjw4dKYbOduZkfHbOdidkRdpuNw5syZqbUWL15cGpMdUZcZq/j888+XxoxlRF0jRURq5GAmJrvFc6Yrev78+am1mt1tm+0ozsp0rmc75aVaG7SeKpP7kOvCznRNZ//twc/4zcwqx4XfzKxiXPjNzCrGhd/MrGJc+M3MKqa08Eu6XdJeSU8Mu++vJD0t6TFJd0uq+ZazpJ2SHpf0qKTNjTxxs3o5t62qMs/4NwLXjLhvE/DmiHgrsBX46Bv8/XdGxCURsWZ8p2g2YTbi3LYKKi38EfEdYP+I++6PiJMXCH+PoWHTZpOKc9uqqhENXL8OfGmUrwVwv6QA/jEiNoy2iKT1wHoYGr24Z8+e0gPv3r27NCYz6g5yDVWZpjKA48ePl8Zkm5YyzR0DAwOptfbt25eKyzQHZRrLINcslW3UmT59eiqugerO7eF53dvby86dO0sPmsmfOXPmlMZk18o0xgHMmDGjITGQe7xlGsYg35iYGQuZHZeYafTKNmlmmrMyjXhjGdNaV+GX9DHgGPCFUUKuiIh+SQuATZKeLp5lnaZ44GwAmDlzZuMGzZqNQ6Nye3hez5s3z3ltbWHcV/VIuhl4L/ArMcqPmojoLz7uBe4G1o73eGbN4ty2Tjeuwi/pGuD3gesioubGNJJ6Jc06eRu4GniiVqxZu3BuWxVkLue8C/hvYLWkPkkfAG4FZjH0K+6jkm4rYhdLurf4qwuBByX9APg+8G8R8c0J+S7MxsG5bVVV+hp/RNxU4+7PjhLbD6wrbm8H3lbX2ZlNIOe2VZU7d83MKsaF38ysYlz4zcwqxoXfzKxi2nL04tGjR3nuuedK4+6///7SmEzHG8Dq1atLY7JjHDOdkJnOZIC+vr6GxADs3bs3FZcZ/Td37tzUWplxd4ODg6m1+vv7S2My4zEz3awT4ciRIzz11FOlcZs2bSqNueqqq1LHzIz/y3bINrJzOjOedMeOHam1XnjhhVRcpnP3nHPOSa2VyesXX3wxtdb27dsbsla21oGf8ZuZVY4Lv5lZxbjwm5lVjAu/mVnFuPCbmVWMC7+ZWcW48JuZVYwLv5lZxWgs47qapaurKzJNJZkmomXLlqWOuXLlytKYRYsWpdbKNEBlmzsyTUv79+8vjYFcAwvkRrhlm3kyIwKzIy0zoyMzjXFHjhzhxIkTSh20gbJ5nWkmvPTSS1PHvOKKK0pjsuNJM2M0s01XW7ZsKY155plnUmu99NJLqbju7u7SmGyT5tKl5aOYs7V169atpTGbN28ujTl06BDHjx9P5bWf8ZuZVUxmEMvtkvZKemLYfZ+Q9HwxqOJRSetG+bvXSNoiaZukjzTyxM3q5dy2qso8498IXFPj/r+NiEuKP/eO/KKkbuAfgGuBi4CbJF1Uz8maNdhGnNtWQaWFPyK+A+ReRD7VWmBbRGyPiKPAF4Hrx7GO2YRwbltV1fMa/y2SHit+XT6rxteXAMO32Owr7qtJ0npJmyVtbsc3nK1SGpbbzmtrR+Mt/J8G3gRcAuwG/rpGTK13l0fN/IjYEBFrImKN1PQLLsxOamhuO6+tHY2r8EfEnog4HhEngH9i6FffkfqA4ddSLgXKr000ayHntlXBuAq/pOHTCn4BeKJG2EPAKknnSeoBbgTuGc/xzJrFuW1VUNpNIuku4CpgvqQ+4OPAVZIuYejX253Ah4rYxcBnImJdRByTdAtwH9AN3B4RT07Id2E2Ds5tq6q27NyV9CKwa9hd84Hyts32NZnPfzKfO9Q+/+URcXazT6RGXkNn/vtOFpP53OH080/ndVsW/pGKKyLWtPo8xmsyn/9kPndo//Nv9/MrM5nPfzKfO9R3/t6ywcysYlz4zcwqZrIU/g2tPoE6Tebzn8znDu1//u1+fmUm8/lP5nOHOs5/UrzGb2ZmjTNZnvGbmVmDtH3hn+zb30raKenxYovf8mkKLTTKNsVzJW2S9EzxsdbeNW2hnm2Wm8153VyTObcnIq/buvB30Pa37yy2+G33S8c2cvo2xR8BvhURq4BvFZ+3q42MY5vlZnNet8RGJm9ub6TBed3WhR9vf9tUo2xTfD1wR3H7DuDnm3pSY1DHNsvN5rxussmc2xOR1+1e+Me0tXObCuB+SQ9LWt/qkxmHhRGxG6D4uKDF5zMeZdssN5vzuj1M9twed163e+Ef09bObeqKiLiUoV/rf1PST7X6hComs81yszmvrV515XW7F/5Jv/1tRPQXH/cCd1N7m992tufkjpXFx70tPp8xSW6z3GzO6/YwaXO73rxu98I/qbe/ldQradbJ28DV1N7mt53dA9xc3L4Z+HoLz2XMktssN5vzuj1M2tyuN69Lt2VupQ7Y/nYhcHcxeekM4M6I+GZrT2l0o2xT/Engy5I+APwIuKF1Z/jGxrLNcis5r5tvMuf2ROS1O3fNzCqm3V/qMTOzBnPhNzOrGBd+M7OKceE3M6sYF34zs4px4TczqxgXfjOzinHhNzOrmP8DSoqbVKYrXVgAAAAASUVORK5CYII=\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 2 Axes>",
"image/png": "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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 2 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 2 Axes>",
"image/png": "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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 2 Axes>",
"image/png": "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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 2 Axes>",
"image/png": "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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 2 Axes>",
"image/png": "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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 2 Axes>",
"image/png": "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\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "On voit que pour une classe donnée, les valeurs des paramètres de moyenne dessinent des images ressemblant à l'écriture de cette classe."
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Les 9 et les 4 semblent être les plus difficiles à distinguer, puis le 8 avec le 9, le 6 ou le 5."
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Pour obtenir une prédiction, on cherche le label maximisant la vraisemblance."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def log_likelihood(X, model, y):\n mu, sigma2 = model[y]\n # problème pour sigma nul : le log est infini\n # on ne somme l que sur les paramètres où sigma non nul\n sigma2[sigma2==0] = 0.00001\n temp = -((X-mu)**2)/(2*(sigma2)) - np.log(2*np.pi)/2 - np.log(sigma2)/2\n return np.sum(temp, axis=1)",
"execution_count": 13,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def predict_bayes(X, model):\n labels = list(model.keys())\n l = np.stack([log_likelihood(X, model, y) for y in labels])\n return [labels[i] for i in np.argmax(l, axis=0)]",
"execution_count": 14,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "usps_test_pred = predict_bayes(usps_test_x, usps_model)",
"execution_count": 15,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "On peut alors évaluer nos prédictions sur USPS."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def evaluate_bayes(X, model, Y):\n pred = predict_bayes(X, model)\n errors = pred != Y\n error_rate = errors.mean()*100\n confusion = np.array([[np.logical_and(Y==i, pred==j).sum() for j in model.keys()] for i in model.keys()])\n return error_rate, confusion",
"execution_count": 16,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "usps_test_error_rate, usps_test_confusion = evaluate_bayes(usps_test_x, usps_model, usps_test_y)",
"execution_count": 17,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "print(\"Taux d'erreur : {:.1f}%\".format(usps_test_error_rate))",
"execution_count": 18,
"outputs": [
{
"output_type": "stream",
"text": "Taux d'erreur : 25.8%\n",
"name": "stdout"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "On affiche la matrice de confusion."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def show_confusion(confusion, model):\n plt.imshow(confusion, cmap='hot')\n plt.gca().xaxis.set_label_position('top')\n plt.xlabel(\"Predicted\")\n plt.gca().xaxis.set_ticks_position('top')\n plt.xticks(range(len(model.keys())))\n plt.ylabel(\"Truth\")\n plt.yticks(range(len(model.keys())))\n plt.show()",
"execution_count": 19,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "show_confusion(usps_test_confusion, usps_model)",
"execution_count": 20,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": "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\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "On réunit les sets d'entraînement et de test a priori donnés au début pour pouvoir créer des partitionnements entre set d'entraînement et set de test."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "usps_x = np.concatenate([usps_train_x, usps_test_x])\nusps_y = np.concatenate([usps_train_y, usps_test_y])",
"execution_count": 21,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def split_test_train_sets(X, Y, test_ratio):\n test_size = int(len(Y)*test_ratio)\n ids_test = np.random.choice([i for i in range(len(Y))], size=test_size)\n ids_train = [i for i in range(len(Y)) if i not in ids_test]\n return (X[ids_train, :], Y[ids_train]), (X[ids_test], Y[ids_test])",
"execution_count": 22,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Pour une répartition 80-20 des données :"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "(train_x, train_y), (test_x, test_y) = split_test_train_sets(usps_x, usps_y, 0.2)\nmodel = fit_bayes(train_x, train_y)\ntrain_error_rate, train_confusion = evaluate_bayes(train_x, model, train_y)\ntest_error_rate, test_confusion = evaluate_bayes(test_x, model, test_y)\n\nprint(\"Taux d'erreur sur le set d'apprentissage : {:.1f}%\".format(train_error_rate))\nshow_confusion(train_confusion, model)\n\nprint(\"Taux d'erreur sur le set de test : {:.1f}%\".format(test_error_rate))\nshow_confusion(test_confusion, model)",
"execution_count": 23,
"outputs": [
{
"output_type": "stream",
"text": "Taux d'erreur sur le set d'apprentissage : 22.4%\n",
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"text": "Taux d'erreur sur le set de test : 23.2%\n",
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAQYAAAEICAYAAAC9P1pMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAEg1JREFUeJzt3X2QXXV9x/H3x90wIQ8YCxGVIAHFKDIV4pZBoxkEZAAtFqedITNqsdbYllrQqoN9GGr7hzo6jra1jlsQacVUDWTG2orE+oB0eDAJARIWKiAPATTbojwEkSR8+8c50WV/m83dvb/v7r3k85q5k7v3nnx/J8nuJ+fc8/t9jyICM7OxnjPbO2BmvcfBYGYFB4OZFRwMZlZwMJhZwcFgZgUHw35A0m5JmyVtkfQ1SfO6qHWSpG+0z8+SdOEk2y6S9CfTGONvJH1guvto3XMw7B9+ERHHRcSxwFPAH419U40pfy9ExNcj4mOTbLIImHIw2OxzMOx/fgC8VNJSSSOS/gnYBBwu6TRJ10na1B5ZLACQdLqk2yVdC7x1TyFJ50r6x/b5oZLWSbq5fbwW+BjwkvZo5RPtdh+U9ENJt0j6yJhafynpDknfBpbN2N+GTcjBsB+RNAicAdzavrQM+JeIOB7YAfwVcGpELAc2AO+XNBf4Z+C3gdcDL9hL+b8Hvh8RrwKWA1uBC4G72qOVD0o6DTgaOAE4Dni1pJWSXg2cAxxPEzy/VfmPblM0ONs7YDPiQEmb2+c/AC4BXgTcGxHXt6+fCBwD/LckgAOA64CXAz+OiB8BSPoSsHqCMU4G3gEQEbuBRyQ9b9w2p7WPm9qvF9AExUJgXUQ80Y7x9a7+tNY1B8P+4RcRcdzYF9of/h1jXwLWR8SqcdsdB9RaUCPgoxHx+XFjXFBxDKvApxK2x/XACkkvBZA0T9LLgNuBIyW9pN1u1V5+/38Bf9z+3gFJBwGP0RwN7PEt4A/GfHZxmKTnA9cAZ0s6UNJCmtMWm0UOBgMgIkaBc4E1km6hCYqXR8STNKcO/9F++HjvXkqcD7xB0q3ARuCVEfF/NKcmWyR9IiKuBr4MXNdutxZYGBGbgK8Am4EraE53bBbJy67NbDwfMZhZwcFgZgUHg5kV+i4Y2ll4d0i6c7J5+lOs+QVJ2yVtqVGvrXm4pO+2swu3Sjq/Ut25km5sZxduHTt7sFL9AUk37VkPUanmPZJubWdAbqhUc5Gkte2MzBFJr6lQc1m7j3sej7aXUmvs7/vaf68tkta0E8dq1D2/rbm11r4CEBF98wAGgLuAo2gm4NwMHFOh7kqa2XpbKu7rC4Hl7fOFwP9U2lcBC9rnc4AbgBMr7vf7aa4cfKNizXuAQyp/L1wG/GH7/ABgUcL32k+AIyrUOgz4MXBg+/VXgXMr1D0W2ALMo5mT9G3g6Bp//n47YjgBuDMi7o6Ip4B/A97SbdGIuAZ4uNs642o+FM1lOCLiMWCE5huk27oREY+3X85pH1UuLUlaArwJuLhGvSztHImVNDM4iYinIuLnlYc5hWY6994uz07VIM0M1EGaH+QHK9R8BXB9RDwREbuA7wNnV6jbd8FwGHD/mK+3UeGHLZukpTTrAG6oVG+gneK8nWa2YpW6wKeBDwFPV6q3RwBXS9ooaaLp1FN1FDAKXNqe9lwsaX6FumOdA6ypUSgiHgA+CdwHPAQ8Es2cjm5tAVZKOljNUvozgcMr1O27YNAEr/X0RIx2lt8VwAUR8WiNmhGxO5opzkuAEyQd221NSW8GtkfExq53sLQimoVZZwDnSVrZZb1BmlO/z8WvF4BV+bwJQNIBwFnA1yrVex7Nke2RNGtU5kt6W7d1I2IE+DiwHriK5tR6V7d1of+CYRvPTMQl1DkkSyFpDk0oXB4RV9au3x4+fw84vUK5FcBZku6hOUU7uV0w1bWIeLD9dTuwjuaUsBvbgG1jjpTW0gRFLWcAmyLip5XqnUqzEG00InYCVwKvrVE4Ii6JiOURsZLmdPhHNer2WzD8EDha0pFtqp8D9ORKPDWrlC4BRiLiUxXrLpa0qH1+IM033e3d1o2ID0fEkohYSvP3+p2I6Pp/NUnz2/UPtIf7p9EcAnezrz8B7pe0p2/DKcBtXe3oM62i0mlE6z7gxHb9iWj2d6RG4XatCZJeTLNkvcp+99XqyojYJelPaRbjDABfiIit3daVtAY4CThE0jbgooi4pMuyK4C3A7eOWfL8FxHxn13WfSFwmaQBmmD/akRUu7SY4FBgXbuacxD4ckRcVaHue4HL2/8g7gbeWaEm7bn6G4H31KgHEBE3SFpL0xBnF82y8+FK5a+QdDCwEzgvIn5Wo6jXSphZod9OJcxsBjgYzKzgYDCzgoPBzAoOBjMr9GUwVJpW67ozVNN182pm1e3LYGDi9uWu27s1XTevZkrdfg0GM0vUUxOcDjnkkFi6dOk+txsdHWXx4sUd171pY2frgoKJV2ntTafbPk3nCTyVf42p7u9s1ZxO3TkdbrebZgpsp3Z2uN1U9ndBh9s9RdM4olOP73sTYGr7+jQQEfvcvKemRC9dupQNG6o0+HmG+cr4Vu/8m3cqaq933mN3Ut2p/FBOxaFJdTNW3K1IqAlNc4XanuxwO59KmFnBwWBmBQeDmRUcDGZWcDCYWSE1GDLuAWFm+dKCoe0w9Fma/nnHAKskHZM1npnVk3nEkHIPCDPLlxkMfXkPCDPLDYaO7gEhabWkDZI2jI6OJu6OmXUqMxg6ugdERAxHxFBEDE1l/YOZ5ckMhr65B4SZPVPaIqqse0CYWb7U1ZXtzVW6vcGKmc0wz3w0s4KDwcwKDgYzKzgYzKzgYDCzQk81gx2QYm5C3R3x1wlVYb7+LqWuWZYngd0dNIP1EYOZFRwMZlZwMJhZwcFgZgUHg5kVHAxmVnAwmFkhsxnsFyRtl7Qlawwzy5F5xPBF4PTE+maWJC0YIuIa4OGs+maWJ7VRSyckrQZWw8TdY81s5s16METEMDAMzVqJWd4dM8NXJcxsAg4GMytkXq5cA1wHLJO0TdK7ssYys7oy28evyqptZrl8KmFmBQeDmRUcDGZWcDCYWcHBYGaFnuoSPSjFcxPqPplQE2DHGfVrHvbN+jUBHsspm+Y3kuqOJtQ8JqEmwG0JNd0l2symzcFgZgUHg5kVHAxmVnAwmFnBwWBmBQeDmRUyl10fLum7kkYkbZV0ftZYZlZXZmu3XcCfR8QmSQuBjZLWR0TGvA0zqyizS/RDEbGpff4YMAIcljWemdUzI81gJS0FjgdumOC9X3WJ9gceZr0hPRgkLQCuAC6IiEfHvz+2S/Sgu0Sb9YTU/6QlzaEJhcsj4srMscysnsyrEgIuAUYi4lNZ45hZfZlHDCuAtwMnS9rcPs5MHM/MKsnsEn0tvuucWV/yhQAzKzgYzKzgYDCzgoPBzAo91wx2QULdnQk1ARYl1HxgWUJRYP4dOXXn5pRN+zebk1BzKKEmwJ0JNbcBv3QzWDObDgeDmRUcDGZWcDCYWcHBYGYFB4OZFRwMZlbIXHY9V9KNkm5um8F+JGssM6srs4PTL4GTI+LxtmHLtZK+GRHXJ45pZhVkLrsO4PH2yznto3emWZrZXmW3dhuQtBnYDqyPiKIZrJn1ntRgiIjdEXEcsAQ4QdKx47eRtFrSBkkbns7cGTPr2IxclYiInwPfA06f4L3hiBiKiCFfIjHrDZlXJRZLWtQ+PxA4Fbg9azwzqyfzqsQLgcskDdAE0Fcj4huJ45lZJZlXJW6hufuUmfUZn9abWcHBYGYFB4OZFRwMZlZwMJhZoae6RA9IkdV1OMNAQs3dCTUBvphU991JdbO6RPfTv9ktCTV/B7jVXaLNbDocDGZWcDCYWcHBYGYFB4OZFRwMZlZwMJhZIT0Y2vZuN0nykmuzPjETRwznAyMzMI6ZVZLdDHYJ8Cbg4sxxzKyufTZqkXQicBFwRLu9aLrDv6yD+p8GPgQs7GYnzWxmddLB6VKaH+6NTGFauKQ3A9sjYqOkkybZbjWwGprEMbPZ10kwPBoR/z6N2iuAsySdCcwFDpL0pYh429iNImIYGIZmEdU0xjGzyvYaDJJ+s336HUkfBa6kue0c8KuejnsVER8GPtzWOgn4wPhQMLPeNNkRw2fHff26Mc8DWFl/d8ysF+w1GCLi9QCSjoiIe8e+J+mIqQwSEd+jueGMmfWBTi5XruvwNTN7lpjsM4aXAa8AnivprDFvHUTzYaKZPUtN9hnDK4G3AouA3xvz+mPAezJ3ysxm12SfMawD1kl6XURcO4P7ZGazrJN5DL8v6R3jX4yI1Qn7Y2Y9oJNg+PaY53OBs4H7M3bmOeTMnX4soWaWFyTVPS+p7j8k1c36dPtbCTVflVAT4ISEmo90uN0+gyEivjL2a0n/Cqyfzk6ZWX+YzurKI2kWVJnZs1Qnqyt/RjPTEZogeRi4MHOnzGx2TRoMkkRzCvVA+9LT0Uu3rjKzFJOeSrQhsC4idrcPh4LZfqCTzxhulLQ8fU/MrGdMNiV6MCJ20ayqfLeku4Ad/LqDk8PC7Flqss8YbgSW09wgd1ok3UMzjWA3sCsihqZby8xmzmTBIICIuKvLMd4QEf/bZQ0zm0GTBcNiSe/f25sR8amE/TGzHjBZMAwAC+iuR2sAV6vp5fj5tr/jM4xtBuvbYpn1hsmC4aGI+Nsu66+IiAclPR9YL+n2iLhm7AZjm8HOcTNYs54w2X/SXXdzj4gH21+306yLyVgXYmaVTRYMp3RTWNJ8SQv3PAdOA7Z0U9PMZsZkjVoe7rL2oTSNXvaM8+WIuKrLmmY2AzrpxzAtEXE3eUvVzSyRLwSYWcHBYGYFB4OZFRwMZlZwMJhZQb3Ue2VQigUJdQ9IqAnNGvT93Zykuj9flVN3/pr6NQfqlwSaJcm1PQnsjtjn5EUfMZhZwcFgZgUHg5kVHAxmVnAwmFnBwWBmBQeDmRVSg0HSIklrJd0uaUTSazLHM7M60pZdtz4DXBURvyvpAGBe8nhmVkFaMEg6CFgJnAsQEU8BT2WNZ2b1ZJ5KHAWMApdKuknSxW2Lt2eQtFrSBkkbnk7cGTPrXGYwDNLcyepzEXE8zdKCC8dvFBHDETEUEUP+JNSsN2T+LG4DtkXEDe3Xa2mCwsx6XFowRMRPgPslLWtfOgW4LWs8M6sn+6rEe4HL2ysSdwPvTB7PzCpIDYaI2Az4Dtdmfcaf95lZwcFgZgUHg5kVHAxmVnAwmFmhp7pED0gxN6NuQk3I6eJruXYk3E11/s31a0KzpqC2O4FfuEu0mU2Hg8HMCg4GMys4GMys4GAws4KDwcwKacEgaZmkzWMej0q6IGs8M6snbXVlRNwBHAcgaQB4AFiXNZ6Z1TNTpxKnAHdFxL0zNJ6ZdWGmguEcYM0MjWVmXUoPhrZ701nA1/by/q+6RPfO5Gyz/Vt2azeAM4BNEfHTid6MiGFgGJq1EjOwP2a2DzNxKrEKn0aY9ZXse1fOA94IXJk5jpnVld0M9gng4MwxzKw+z3w0s4KDwcwKDgYzKzgYzKzgYDCzwkxMcHrWmp9Qc0dCzUxzkuruTKqb0bj1ofolAXhXQs0HOtzORwxmVnAwmFnBwWBmBQeDmRUcDGZWcDCYWcHBYGaF7GXX75O0VdIWSWskZdyz1swqy2wffxjwZ8BQRBxLc9Ppc7LGM7N6sk8lBoEDJQ0C84AHk8czswrSgiEiHgA+CdxHM2v0kYi4Oms8M6sn81TiecBbgCOBFwHzJb1tgu3cJdqsx2SeSpwK/DgiRiNiJ03fx9eO3ygihiNiKCKGlLgzZta5zGC4DzhR0jxJorkb1UjieGZWSeZnDDcAa4FNwK3tWMNZ45lZPdldoi8CLsocw8zq88xHMys4GMys4GAws4KDwcwKDgYzK+wXXaKzlnT2U0fno5Pq/iipbj9ZklT30aH6NYdu62w7HzGYWcHBYGYFB4OZFRwMZlZwMJhZwcFgZgUHg5kVsrtEn992iN4q6YLMscysnszWbscC7wZOAF4FvFlS1jwbM6so84jhFcD1EfFEROwCvg+cnTiemVWSGQxbgJWSDpY0DzgTOHz8Rm4Ga9Z70tZKRMSIpI8D64HHgZuBXRNsN0zb8m1AcjaY9YDUDx8j4pKIWB4RK4GH8Zobs76QurpS0vMjYrukFwNvBV6TOZ6Z1ZG97PoKSQcDO4HzIuJnyeOZWQXZXaJfn1nfzHJ45qOZFRwMZlZwMJhZwcFgZgUHg5kVFNE7kw0ljQL3zvZ+mD2LHRERi/e1UU8Fg5n1Bp9KmFnBwWBmBQeDmRUcDGZWcDCYWcHBYGYFB4OZFRwMZlZwMJhZ4f8B+RxI5gFZkRYAAAAASUVORK5CYII=\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Les résultats sont assez proche : le modèle est bien appris."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "test_ratios = np.linspace(0.1, 0.9, num=40)\ntrain_error_rates = []\ntest_error_rates = []\n\nfor test_ratio in test_ratios:\n np.random.seed(0)\n (train_x, train_y), (test_x, test_y) = split_test_train_sets(usps_x, usps_y, test_ratio)\n model = fit_bayes(train_x, train_y)\n train_error_rate, train_confusion = evaluate_bayes(train_x, model, train_y)\n test_error_rate, test_confusion = evaluate_bayes(test_x, model, test_y)\n train_error_rates.append(train_error_rate)\n test_error_rates.append(test_error_rate)\n \nplt.title(\"Taux d'erreur selon le pourcentage de données d'évaluation\")\nplt.plot(test_ratios, train_error_rates, label=\"Données d'entraînement\")\nplt.plot(test_ratios, test_error_rates, label=\"Données d'évaluation\")\nplt.legend()\nplt.gca().set_yticklabels(['{:3.1f}%'.format(x) for x in plt.gca().get_yticks()])\nplt.gca().set_xticklabels(['{:3.0f}%'.format(100*x) for x in plt.gca().get_xticks()])\nplt.grid()\nplt.show()",
"execution_count": 24,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": 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XEqWeqqfUqm9cNy4qVGr5/5R6tYNuM3G0UnvXV41cNYhaGSLFSk87GZiolJrioMrX6NSxpUlFp8C10QydMtOe29E5zPsDBeh0nuXlMjYYDHWZ9T+CfxB0+Kfruv4BkHgN3LUCzn4Kdi6CDwbAj7dDzr6ql9UAuDdrS4BPgWSl1Ot25e3sqo1E5y8uzR/AOSLSwEpgf45VZuujATACbeYKQ+fjVkCI54diMBhqPSUlsOEnaDMUQqLcbxcUBoPuh3tWwYA7Ye0P8ONtVSen4STcGZEMBMYCQ62pvqtEZDjwkjV9dw1aQdimBfcWkfEASjvZnwWWWa//WGU2ngSes4Zbf6Bnd60FPvHO4RkMhlrFniQ4nAqdR1WsfVg0nPMcnHEfbPsbDu32rnwGh7gza2s+4Gg6xHQn9ZcDN9p9/wydNtRR3fvsPh9DKySDwXCqssEDs1Z59LgK5rwEq7+Bsx7yjmwGp5iV7QaDoWag1AmzVmj9yvXVoAW0OgtWfqXNZYYqxSgSg8FQM9iTBNm7K27WKk3PsXBoJ+yc753+DE4xisRgMNQM1k8Fv8DKm7VsdBoBwVF6VGKoUowiMRgMvsebZi0bgaHQ7VLd77Fs7/RpcIhRJAaDwffYzFpdvGTWstFzDBQdg3WTvduv4SSMIjEYDL7nuFlruHf7je8JMV08M28VHoXln+NXXOBdWeowRpEYDAbfohRs+Nm7Zi0bInpUsicJ9m1wXR/gr//AL/fSZO9M78pShzGKxGAw+JTInC2Qvcv7Zi0b3Ufr0c6qia7r7lgAiz8A8SM+7Q+t5AwuMYrEYDD4lJiMBVVj1rIR3kjPBFs9CYrKMVfl5+qwKg1awDnPEZG3E1KXV41MdQyjSAwGg+9QisaZC6HNEO+btezpORaOZMGWP5zX+fMpOLQLRn0AvcZR5B8CSZ9XnUx1CKNIDAaD79izgpD8DO8tQnRGm6EQGefc6Z4yG5aNh363Q4sBEBxJRsxZsG4KHD1UtbLVAYwiqU6UguxUX0thMGiOHtI+AV+yYSolEgAdq8isZcM/QMff2jIDDqefvO3YYfjpTmjYFs5+4nhxWvy5UHQU1nzrXVn2rYc9K+qU/8UoEk9J+gIyHEXMd4NVX8Ob3WDvOu/KZDBUhFkvwP/O993DjVKw/icONjgNQhtU/f56XA2qBNaUyqw64zE4vAdGfagXMVrkRrbR04eT/ue9m35RAXwxEj4ZAh+dCcs/176ZWo5RJJ6QnwvT7tbTAyvCmkn6Ql7+qXflMhg8pbgI1k8BFGx0GMi76klbAdm7yGw8oHr217ANtBiozVs2xbBlJqz4EgbcDQl9yrZJvA4yNsDupd6RYfNv2lfT5yZ9L/jlXnitI/xyP+xd6519+ACjSDxh/xb9vmUGHD3oWdvcDNgxHwJCYc13kJ/jffkMBnfZOR/yMsEvAJJ/9o0M1iLErEb9qm+fPcfA/q2we4n+D/98FzTuBEMedVy/6yUQFOk9p/uKCRAZD/98GW6dDzf8CZ0u0FOTPzwDxg/TlovyZpfVQIwi8YTMzfq9pBCSp3nWdsNP+glk+CtQkKuVicHgK9ZNhqAIOP1W2LkQ8vZX7/4tsxatB1MUGFF9++18oT7ulRPg90f0A95FH0BAsOP6wRHQ/TKt9Dx9eCxN9h7Y9pf21fj568WSCX30/u9PhnNf1H6rH2/Tpq996yu3v2rEnVS7CSIyS0SSRWS9iNgyIb4iIhtFZI2ITBURh3P3ROQ+q906EflGREKs8olW2xfs6j4hIhd66+C8TtYm/QTXoKVO5ekJ66boJ5+eY6BJN20brUPONkMtoqhAryTvMFwHNVTF2uRSnVhmrSpbhOiMoHDoejGs/lYnvRr0gPaDlEfidTpe1+pJ5ddzxaqv9cNkzzFlt4VFQ//b4c5lcPlEyN0HHw+Ghe/Uinwq7oxIioAHlFKdgH7AHSLSGZgJdFVKdQc2A4+UbigiTYG7gd5Kqa6AP3CFiHQHsNoOEpEoEYkD+iqlfvLGgVUJmZsgujV0Gw3b50LOXvfaHU6DXYv0BSwCvW+AfWshdVnVymswOCJlFhw7pM02cT0gKgGSf6leGTb8pB/KqmoRYnn0HKutCrHd4Mx/ua4f1x2aJlbO6V5SAqu+gpaDILqV83oiOvz97Yuh3Tkw43H4cmSNTxnsUpEopdKVUiuszzlAMtBUKTVDKVVkVVsMNHPSRQAQKiIBQBiQBhRaZX5AEFAM/Aedw73mkrUZGrXXT3EoPdx1h/U/6vpdLtbfu12m7a7LjNPd4APWTYaQKL22QgQ6jtD5zavLb6eU/k+0Oks/iVc3zfrAuS/A6C8gIMi9NonXQuZG2LW4YvvcOR8O7oBe49yrH94ILv8KLnwP0lbCBwP0KKqGWjFEeSCYiLQE5qJHIoftyqcB3yqlyqz2sUxhzwNHgRlKqaut8jeBwcAE4C/gTqXUjaXbl+rrZuBmgNjY2MRJkyo21MzNzSUiwjO7rJQUMWjeaHYnXMT21mNJXH4vSgJYkfiqy7Y9VzyEX0kBSb3fPF7WbvOHxKX/ycIBn1EUWK/CclUHRi7PqMly1QsNZMDCcWQ2PoNNHe8CIOrQenquepT1nR8iM2ZglcsRkbON3kn3s7HDneyN+0eNPl82ufyKjzFg4XVkNerLxk73edxXpw2v03D/chYO+JwSfyf+GCeEHN1Hx41vUj97AxmNB7K5/a0cyver8DkbMmRIklKqd4UaO0Mp5dYLiACSgItLlT8GTMVSSqW2NQD+BhoDgcCPwBgH9aYB8VZf3wE3uZInMTFRVZRZs2Z53ihjo1JP1VNq1Tf6+7w39Pf928pvd3Cnrjf3tZPL967T5Qverpxc1YCRyzNqtFzrf9TX3da/T2woLlLq5dZKfX9d9Qgy8ymlnm6gVG7WCblqIGXk+uV+pf7TWKm8/Z51dOSgUs/GKDXtvooLU1yk7yHPNFTqlfYq6cf3K9wVsFy5ed939+XWrC0RCQQmAxOVUlPsyq8BRgBXWwKWZhiwXSmVqZQqBKYAJ00at5zry4Fw9EhnNDBWRMLcka3ayNyk3xu11+9dL9HvrhLm2MxfXS46uTy2CyT0g+Wf1QpnmqGOsG4yhDfWtnobfv56ZfnmGVCUX7X7t2VCbHUmhDes2n15m8RroTjfc6f72u+1s77X2Irv288fBt0PN/0F9RMoCPKBSbAc3Jm1JcCnQLJS6nW78vOAh4GRSqkjTprvAvqJSJjVz9loH4utj0DgHuAVtP/EpoxsvpOaQ1YpRVI/AZr317O3yjMPrpsC8b0cO9j63AAHUmD7HO/LazCUwr/oCGz+Q8e18g84eWPHC6AgB1Kq+Frcu1Zf851r7uRMpzTpBk176zUlnvgqVk7Qjv24HpWXIe40uGEmx0JjK9+XF3FnRDIQGAsMFZFV1ms48C4QCcy0yj4EEJF4EZkOoJRaAvwArADWWvv72K7vO4AvLEW0RjeXtcACpVTNipSWtQXqNdPzym10u1Q74JzN996/DdJX6dlajuh8IYQ1NCvdDdVCw/1L9ZOxbTRtT+uz9ASQjR6uj/KUDT+B+OlFeLWR3tfpSTc7F7pXP30NpK/WoxER78jgrX68SICrCkqp+YAjyR3GVVBKpQHD7b4/BTzlpO6bdp8VcKUreXxG5iZo3P7kss6jYPpDeujapGvZNs7MWjYCgnX8n0XvlQ0kZzB4mZiM+VCvKSScXnZjQDC0P0eHSxnxpjaleBulYMOP0PIMPSupNtLlIr2QMelzaOnGxISVX4F/sJ6pWYcxK9vdoaREj0gadTi5PLyRzqOwborjoe76qfpPG+VsZjT6CUcV63g/BkNVceQA0QdW6huhn5O/facLdByoik5xdUXGBh2epKpDxlclQeHQ/XI9stryZ/l1C4/pyMGdRvhmmnM1YhSJOxzeA4V50Khd2W3dLtMrdEsHdcvcDPvWnVg74ozo1tDmbEj6H1JS7D2ZDQZ7Nv6CnypybNay0fYf+ul5YxUtTqztZi0bZz0MjTvA16PLfwDc+Ite+NmzEk72WoJRJO5gc7Q37lB2W8fzISBEm7fsWT8FEPecir2vh5w0og+YtJ6GKmLdZI6GNCk/HEhwhF6kmDytaha+rf9RR9+NiPF+39VJRGO47jftV/r5Lpj1ouPztXICRDXXCy/rOEaRuIMtWGNp0xZAcCS0P0+bsYqthf5KaXNXi4FQL851/+3Pg3pNabqnmuMdGU4NcjNg+1wyYga5dtR2GgHZu7WD2JtkbNQPZLVxtpYjgiPhqu+gxxiY85JOjFVceGL7wZ0662LPq52bEusQdf8IvUHWJp14x5mDsNul2ra8fbb+nrFBt+nqxMleGv8A6HUN0QdXwoHtXhHZYDiOFXk6I2aQ67rt/wni73l0a5cy/AhI7Tdr2eMfCBe+C4Mf0XG0vh6tsy2CDguP6Mk0pwBGkbhD5mY9GnH2NNf2HxBcD9ZaixPXTbFswR48ffUai8LPe3kPDAYb6yZD407kRbRwXTe8oc5Z7m0/yYaf9LqryCbe7dfXiMDgf8PId/UanP8N1+HiV07UE3HqJ/hawmrBKBJ3yNpcduqvPYEh0GmkfoorPKr9I63O1LZUd6kXT1aj03WE0cNplRbZYAB0Gt1di8p3spem00i9Pipri/M6+Tk6Va87UYMzN+tRenWHjK9Oeo3Vpq4D2+H9/nA49ZRwsts49RTJ4TTqH/TA/nvkgDZbOfKP2NPtEr0yeO6reuWuq9laDkhpPUbbWafcDGYGl8Eb2NYyOVsU64iO5+t3R+YtZUW9frcPzHkZvhsHG38tv78NVmaIumTWckS7YXDddP1gGdboxHk8BTj1FMmsF+i67uUTjnFXZJYzY8uelmdCeAzMf13nWajAn+ZoWDOdQXHHPJj/hsftDYYyrJusQ3M0bON+m6imOv9GaUWyfxt8dQl8f632F477CeJ7wPfX6fw8ztjwo44rVy++QodQq4g7DW5bBDf97TzrYh3k1FMkbYYSUJynM7S5w/EYWw7WkNjjH6AXe6kSaD2k4guQelytzRCzXii7NsVg8ISMZJ3LwhOzlo2OI6wshql6Yd3sl7TJZvdSOO8luGk2tB4MV/+g10J9cyWkJpXtJ2urXk9VV2ZruUN4Q2jghj+qDnHqKZLWg1GITuTjDpmbISBUzwd3xWmX6/fuoyssHiIw4g29Gv6HG3QOZ4PBU44e0man0AYVux47jdTvfz8PH/SH2S9qU82dy6DfbSeCPoZFw9ipOmbcxEu08rIn2TJrdR5Z8WMx1HhOPUUSFk1OZFv3FUnWJmjU1r254E0T4c7llY+rExIFl34GOWnwy701NiuaoYZSXAjfX6Mdv5d/VbGZUo3aQuOOsPpr/X3MFLjsc8frourFaTOXfzB8OerkKezrf9QZCcsLE2So9Zx6igQ42KAHpC5372nfNvXXXRq18050zma9Ychj2rG5ckLl+zOcGigF0x/Ui+EueEsHSKwo/3xZp6S9bRG0Pbv8utGt9Mik6BhMGAU5e/Wkk71randsLYNbnJKK5EB0Tx0occe88isW5Ok4Wq4c7VXFwHt1eIXfHj7h9DcYymPRe3oK+Rn361XVlaH1YOh/h56F5A6xnfXIJS9Lj0yS/qfLjVmrznNKKpLD9dpDUIRr89b+rfq9UTlrSKoSPz+46CMIDIUfrtdOT4PBGRt/hRmPa8f20Cd8I0OzRLjiaz0aWfCWNvfWd8O/aKjVnJKKRPkF6lSjrhSJLcaWr0YkoO3Poz7UM19mPuk7OQw1m/TVMPlGHZRx1Ie+je/U+iztT/ELgNNqboohg/dwJ9VugojMEpFkEVkvIvdY5a+IyEYRWSMiU0WkvpP2O0RkrZVFcbld+ctW2y/tysba+q9y2gyFgzv0k5MzsjbpuEPRratFJKe0Pwf63Q5LP9KJhwwGew6nwddX6JlTV06CoDBfS6RneP1rK/S50deSGKoBdx5bioAHlFKdgH7AHSLSGZgJdFVKdQc2A4+U08cQpVQPpVRvABGJAgZYbf1FpJuIhALXAu9X/HA8oM1Q/V7eqCRzEzRoWTMWFg17WpvYzEJFgz0FefD15ZB/WCuRyBqUyzu0QY1MC2vwPi4ViVIqXSm1wvoBwZr+AAAgAElEQVScAyQDTZVSM5RStuXhiwFP5veVAEEiIkAoUAj8C3hbKVVYbktv0bCNXhuybZbzOlmbfWvWsicgWCu/fet1xkaDoSgfJt+kzZ6Xfu443bPBUA2I8mCNgoi0BOaiRyKH7cqnAd8qpb5y0GY7cBBQwEdKqY+t8oeAq4C/gFeBj5VS5cYVEZGbgZsBYmNjEydNmuS27Pbk5uYSERFB+03vEZMxnwUDJ6D8Tk5fLyXFDJo3mtRmI0lpc02F9lNRuZzRJH0mHTe9y+LTP+RYqBt5TqpJLl9RF+RqseNborI3sKXdLRwNcz+ESMjRfXTe8F/q5WxlS9ub2dPMdVynunC+qpOaKhdUTrYhQ4Yk2axDXkMp5dYLiACSgItLlT8GTMVSSg7axVvvMcBq4EwHdcYDPYEbge+Ax13Jk5iYqCrKrFmz9Id1U5V6qp5SOxeVrZS5WW9bObHC+6mwXM5IXa5l2vBztchjw6VcPqLWy1VSotQr7fVv+lwTpZZ8rMtcsXG6Ui8mKPVCM4+uhVp/vqqZmiqXUpWTDViu3Lzvu/tya2qHiAQCk4GJSqkpduXXACOAqy0BHSmqNOs9w1I4fUv1bcv9uRkYp5QaDXQVERfBrbxAqzN13hBHfhLbug1PFiNWNY07AaLNW4baT+YmyN0Lgx/VuTqmPwhfXew8jUBxkZ65980VUL8F3DKn7kfUNdQK3Jm1JcCnQLJS6nW78vOAh4GRSqkjTtqGi0ik7TNwDrCuVLVngSeBQMDfKisBqn7qSVg0xPdyrEiybOl1q16fuU1QmPbt7Ct9Cg21ku1z9Ptpl8OYyXD+67BrMbzfD9b+cHJonMPp8MUFem1G4nVww0zfzyY0GCzcGZEMBMYCQ60pvKtEZDjwLhAJzLTKPgQQkXgRsc1RjQXmi8hqYCnwq1Lqd1vHIjIKWKaUSlNKHQIWichaQCmlvJw02glthsKeJDh68OTyrM0QGQ8h9apFDLeJ7WJGJHWFlDl6ZNGgpZ7d1OcGuHW+np03+Qb44TqdDydlDnw0CNJXwUUfwwVvur/a3GCoBgJcVVBKzQcczeFzuKDBMmUNtz6nAKeV0/ePwI923x8EHnQlk1dpezbM/a/Op2Af6jpzU/lZEX1FbFfY8DPk50JwzXQEGtyguAh2zIcupcKrN2wD1/0OC9+CWS9qJXLsEDRsB9f8AjEdfSOvwVAOp+TK9pNomqjzrdubt5TSaUZ9FRqlPGK7AEqnQjXUXtJXQ362jqVWGv8AGPSATo4U3Qq6X6E/GyViqKG4HJHUefwDtdN9699agYhoZ2dBTg1WJGg/STPvzuAzVCPbZ+t3R4rERlx3rUAMhhqOGZEAtBmio/zawqVkuZle1xdENYegSOMnqe2kzNFmyojGvpbEYKg0RpFA2XAptmCNNWnqrw0/Px2u2yiS2kvhMdi9pPzRiMFQizCKBPQ0ygYtTyiSrE06S2FEjE/FckpsF23aMpkTaye7l+gEUK2NIjHUDYwisdFmqJ65VVxoOdo71NyAc7Fd4Fg2HN7ja0kMFSFltg6x3mKAryUxGLyCUSQ22gyFglxIXVZzp/7aiLWC8xnzVu1k+xxrtmCkryUxGLyCUSQ2Wg7SuUfWTYG8jJrpH7ER00m/mxXutY+jhyBtpfGPGOoUp5wiyczJJ+VQcdkNofX1dNpVX+vvNXHqr42QKJ2+1IxIah87F4AqMf4RQ53ilFMkz/26gReWHmNyUmrZjW2GQmGe/lyTTVugzVtGkdQ+UuZAQCg06+NrSQwGr3HKKZKnL+hCu/p+PPD9ap77ZQNFxXZJomzTgP2DdQykmkxMZz0poPCYryUxeML2OdCif83IumkweIlTTpE0CA/igd4hXDugJePnb+f6L5aTfcRKyhjfC4KjdMRfP//yO/I1sV1AFZ9YPGmoOIVHocSBudPb5OzVoW1aD676fRkM1cgpp0gAAvyEp0d24aWLu7FoWxaj3l/A1oxcHeNoyCNw+i2+FtE1ZuaWdygqgPdOh7+eqfp9bZ+r342j3VDHOCUViY0r+jbn65v6kXOskIveW8CsTRnQ7zboNc7XorkmujUEhBhFUlmSf4ZDOyF5WtXvK2UOhDaAJt2rfl8GQzVySisSgD4to/npzjNIiA7j+v8t46M523CS7LFm4R8AjTt6bQrw+rRsrh6/mEenruWrxTtZuesgRwuqwdzja5aN1+8HUuDgjqrbj1J6IWLLQTrMjcFQhzDRf4Gm9UP54bb+/Ov7Nbz420Yyc/J5fERnX4vlmtiusOWPSndTUFTCA9+tJvXgUdamZvP1kl0A+Am0bhxBI/9jbPbbxuAOMbSPrUOL6Paug12LoNc1sOIL2DYLel9XNfs6kAKHU2HQfVXTv8HgQ9xJtZsgIrNEJFlE1ovIPVb5KyKyUUTWiMhUEanvbltr28tW2y/tysba16lOwoICePeqnlzZtzmfLtjO+rRsX4jhGbFdIC8TcjMq1c1Hc7axcW8Ob17eg9VPncO8h4bw0dhE7hzajpYNw9h8sIQXpm/kgnfmk5FTh2aJLftEmweHPQ1RCY5TLnuLlNn6vdXgqtuHweAj3BljFwEPKKU6Af2AO0SkMzAT6KqU6g5sBh5xt62IRAEDrLb+ItJNREKBa4H3K31UFURE+Pc/O1I/NJD/TNtQ801cx3OTVNxPsmVfDu/8vZUR3eMY1jkWESEhOoxzuzTh/n+0Z/w1fXh9cBi/3zuIguISJiza6SXhfczRQ7DmO+h2KYRF61QC2+fozIVVwfY5UK+pzoBoMNQxXCoSpVS6UmqF9TkHSAaaKqVmKKVs/7rFQDN32wIlQJCICBAKFAL/At5WShVW/rAqTlRoIPef04El2w/wx/p9vhTFNZVUJMUliocnryEs2J+nR3Ypt27HJvX4R6dYJizeyZGCKrrZViervobCI9DnJv299RAdCDNtpff3VVIC2+fp2Vo1NRCowVAJxJOnbhFpCcxFj0QO25VPA75VSn3lblsReQi4CvgLeBX4WCl1gYv93wzcDBAbG5s4adIkt2W3Jzc3l4gI5/nOi0sUTy48SmEJPH9GKIF+1fPndyWXI/ovvJaDDXqysVP5FkEpKaJZ6k/sbTKMwqAoAGbuLGRicgE3dw9mQLxzd5lNri0Hi3l+yTHGdApiWItAj+SsCipyvgBQJfRdegeFgZGs7PVfAAIKDzNwwTh2tLyCnS2v8KpcETkp9E66j+SO97KvyZBK9e1NuWoKRi7PqYxsQ4YMSVJKeTe9qlLKrRcQASQBF5cqfwyYiqWUPGlrt3080BO4EfgOeNyVPImJiaqizJo1y2WdOZsyVIuHf1Efzdla4f14ijtyleHLi5T64AzX9ZZ9ptRT9ZT69UGllFK79uepTk/8pq75bIkqKSlxS66SkhI16r35atDLf6ui4vLbVAcVOl9KKbXlT30uVn97cvlHg5Uaf4735Zr/lt5fdlql+64MFT5fVYyRy3MqIxuwXLl533f35dY8RBEJBCYDE5VSU+zKrwFGAFdbArrd1m57T+vjZmCcUmo00FVE2rkjW1VxZvvGDO0Ywzt/bWV/br4vRSmf2C56tXR5tv2iApj3mv68YgIqL4tHp65FgOcv6oa4aW4REW4e1JpdB44wc8PeysvuK5aNh7BG0PnCk8vbDNVpBI4ddtyuomyfo6NJ14vzbr8GQw3BnVlbAnwKJCulXrcrPw94GBiplDriSdtSPAs8CQQCtrgkJUCYuwdRVTw6vBNHC4t5feZmX4vinNiuUFwA+7c6r7P6a8jeDec8B0VH2fDz68zbksXD/+xI0/qhHu3unC5NaB4dxsdzUyopuI84tAs2/w6J15SNd9VmqA47s2Oe9/ZXVAA7F5pov4Y6jTsjkoHAWGCoiKyyXsOBd4FIYKZV9iGAiMSLyHQXbbHqjgKWKaXSlFKHgEUishZQSqnV3jvMitE2JoIx/VrwzdJdbNqb42txHHPc4e5kYWJRAcx9TSdS6n8n+a3/QdymCQxoHsaY0z0PTOnvJ9w4qBUrdh0iaeeBSgjuI5Z/pt8THawXadYHgiK8Ow04dZl26puwKIY6jDuztuYrpUQp1V0p1cN6TVdKtVVKJdiV3WrVT1NKDS+vrV3fPyqlnrH7/qBSqptS6uqqONiKcO+wdkSGBPLsLzV0OnCj9jptq7OZW6u/huxdMPgREOH9/OFEc5g3OybjV8FJBJcmNqN+WGDtG5UUHoOkL6DDcKifUHZ7QBC0PMO7imTLDBA/3a/BUEcxsRpcUD8siHuHtWP+1iz+3li5hX9VQkCQtr87UiQ230jTRGg7jN/X7eWtbTHsi+xCzLpPKhzxNiwogLH9WjBjwz62Z+VV8gCqkfVT4egB6HOj8zpthupV6Ae2V35/RQWwaiK0P08nTjMY6ihGkbjBmH4taN04nOd/TabQPn9JTSG2i2NFsvob7RM4699s3JfDEz+to1NcFA3PeVDfLDf+UuFdjuvfkkA/Pz6dX4tGJcs+gYbtyg/jbstJkzKr8vtL/llHHuh9Q+X7MhhqMEaRuEGgvx+Pn9+JlKy8mrmyO7aLjuN09OCJsuJCmPcqKr4X76W24oJ35qOU4rXLTiOgy4XQoCUseFsHE6wAjSODuahnU75fnlqzZ7XZ2LMC9iRB35vKXxTYsK33wqUs/0yfZ5tyMhjqKEaRuMmQDjEMateIt/7awsG8Al+LczLHc5NsOFFmjUaezR3JKzM2c06XJsy47yw6x9fTSbv63wl7luughRXkxkGtyC8q4avFuyp5ANXAsvEQGA6nuVhsKGKFS5lbuXApGck6P3vv6020X0Odx1zhbiIiPDGiM7n5Rdw9aSV5+TUoTEipUCnFhQUcnvEia1VrpuZ05t2revLeVb2IDg860abH1RDWEBa85d4+lNI2fzvaxUYytGMMXy7awbHCGhxy/sgBWDcZTrscQqJc128ztPLhUpZ9qlM29xhT8T4MhlqCUSQe0D42khcv7sbCbfu56pPFNcekE9kEQqNh3zpSMnP58O3nqHcsjdlxNzDj/sGM6B5ftk1QGPS9Wa+pyNhYbvf+RUfgmyvg5RYw/aGTHNE3DWrN/rwCpqzY4+2j8h4rJ0DRsRNxtVzR6ixAKmze8i86CqsnQZdREN6wQn0YDLUJo0g8ZHTvBD4ak8jGvTlc9uEidh9wuBazehGB2C5kpaxk5NuzuDDnGw7W78qdN99O48hg5+363AQBobDoHed1Du6k58p/w5aZ0OpMbfd/pxd8OxZ2L6Nf62i6NY1i/LwUSkpq4PRo0NkPm/aGWDdzzIRFQ3zPCiuSmIy5UJBjnOyGUwajSCrAsM6xTLzxdPbnFXDJBwtJTvdySI0KcKRBR8IObuLu6OU0I4MG/3wCcWWbD28IPa/W4dQPp5fdvmsxfDKU4PwsGDMZrvoW7l0LA+/RYT8+HYZ8di5PtN3Gjqwc/qqJ06OLi3QCq4TTPWt3PFyKh3lplCI+7Tftt0ro61lbg6GWYhRJBendMprvb+2PnwijP1rE4pT9PpVnZX48YZLPDcc+h7ge0P5c9xr2vwNKimDJhyeXr54EX1wAIVGs6PVf7YAGHS9q2NNw3wY472XI2UvfJXczJ/RfzPxpAjv317B1JVmboOgoxPfwrJ0tXMp2D8OlpC4nMne7drKbkPGGUwSjSCpB+9hIJt8+gNh6IYz7bCm/r6t4IMP9ufn8vr2Qj+Zsq1D7n9IbAOCfn318FbtbRLeGTiNh+eeQn6NzZ/z5DEy9RT/F3/gnR8PKpJqB4AjodyvctQIu+4LGEUHckT+eUe8tYImPlepJ2BzmcR4qElu4FE/Xkyz/lCL/EOg+2rN2BkMtxiiSStK0fijf39KfLvH1uH1iEhOXuL/OpKREMXdzJndMXEG/F/9i0qYCXvxtI1szPIvrtfvAEX5Oj6IEP89GIzYG3g352bD4A/huLMx/XecxHztV+wvKwz8Auowi5PTraEE6LUKPMebTJXy3fLdnMlQVaau0QmjY1rN2AUHQcpBnfpIjB2DdFPbFDoHgOpTb3mBwgfNsRga3aRAexMQbT+fOr1fy2NR1vDFzC53iIukcX4/OcfrVqlE4Af5ab6cdOsr3y1P5bvlu9hw6SoOwQMb1b0njgnReS8rnm6W7eWKEm45hYNqaNI4RzKGzXyW6fT/PTSpNE6HFGTDreR0X6twXod9tnvXTTPsDJp7nx61LG/LQD2vYmpHLw+d1xL+aEoM5JH0VNOlesbUcbYbC5t/0LLXoVq7rr5oIxfmkxZ9HU8/3ZjDUWowi8RJhQQF8NDaRb5ftZtXuQySnH+az+dspLNYzmYID/OjYJJKwoAAWb9emnzPaNuLR4Z0Y1jmG4AB/Zs/O4JzOTZiyIpV/nduBkED/8nZ5nJ9XpdGzeX2iB51f8QMY8ihMu1srkfbneN4+vgeIP+EZK/j82sd5ZtoGPp6bQkpmHm9e0YOIYB9cajZHe28HkX7dweYXSpnlWpGUlOgZbQn9yItoWbH9GQy1FKNIvEigvx9j+rVgTD8dnr2gqIRtmbkkpx9mQ9phkvceJjMnn7uGtuOyxGYkRJdNuXJF3wR+XZvOH+v3cmEP18+1W/blsHFvDk9d4P4IxiEtB8JdSRVvHxQOTbrC7qUE+Pvx7KiutIuN4JlpG7j0g4WMv6Y3zRpUc4oZm6PdU/+IDftwKb2vL7/u9tk6ftngR6AWRtc3GCqDUSRVSFCAH53i6tEprh4X93KvzcA2jUiIDuWbpbvcUiQ/r07DT+D87jUg+16zvrDqaz0S8A9gXP+WtGwYzh0TVzDqvQV8ef3pOkRLdZG2Sr97OmPLhi1cyvqfjh+TU5Z9qiMFdL4Q5lc87IzBUBsxzvYahp+fcEWf5ixOOUBKZm65dZVSTFudRv82DYmJDKkmCcshoS8U5kHGiZhfZ7ZvzNQ7BlBconhvVjlZHKuC9Ao62u1pM1RPRFg5AQqPOq5zOA02/QY9x5TNumgwnAK4k2o3QURmiUiyiKwXkXus8ldEZKOIrBGRqSLiMOGCiJwnIptEZKuI/NuufKLV9gW7sidE5EJH/ZxKXJbYDH8/4dtl5c98Wrsnmx37j3CBoxAovqBZH/2euvSk4rYxkQzuEMOS7furNzlYms3R7p6vySGth2jz1i/3wsut4JurYMUEyM08USfpC1AljrMuGgynAO6MSIqAB5RSnYB+wB0i0hmYCXRVSnUHNgOPlG4oIv7Ae8A/gc7AlSLSWUS6A1htB4lIlIjEAX2VUj9548BqMzH1QhjWKYYfklIpKHKe/+TnVWkE+gv/7FoDzFqgQ6aHN4bdy8ps6tc6mqzcAra5GGV5jeIi2Lu24mYtG6H19VqZsVOh11jYuwZ+vhNebQefngPz34AVX0DbYe7N7DIY6iDupNpNV0qtsD7nAMlAU6XUDKWULQTuYsDBqjX6AluVUilKqQJgEnAhUAiEiogfEAQUA/8BnqzsAdUVruzbnP15BczcsM/h9pISxS9r0jmrfWOiwgKrWToniGg/SakRCUC/1jp44aIU73qiS0oU7/y1hes+X3pyBOKszZVztNsTEKRNXMNf0SFibpmnnepF+fDn05CTDn1MXC3DqYtHznYRaQn0BJaU2nQ98K2DJk0Be/tMKnC6UipZRHYBK4AJQFtAlFLlxu0WkZuBmwFiY2OZPXu2J+IfJzc3t8JtqxJ7uUqUomGI8P4fqwg/sKlM3Y0Hitl7+BijWqoqPxZPzldCYUPaHEhhwYyfKAw6EbJdKUV0iDBtcTIJx7yQxhbIOpTLJW/+wcoMrUAe/PwvLm2vQ+XH7v2bTsDS1AKOHHRPds84HTqcTnCLLMKO7OZgWgik6/3UhuurJmHk8pwaJ5tSyq0XEAEkAReXKn8MmIpWBKXbXAaMt/s+FnjHQb1pQLzV13fATa7kSUxMVBVl1qxZFW5blZSW660/N6sWD/+idmTllqn7yJQ1quPjv6m8/MJql6tcts9X6ql6Sm2cXmbTvZNWqsRnZ6iSkpJKy7Q9M1cNePZX1fqRX9Vn81PU/d+uUm0e+VVtSMvWFX59UKnn4pQqLqr0vjyltlxfNQUjl+dURjZguXLzvu/uy61ZWyISCEwGJiqlptiVXwOMAK62BCxNKpBg970ZkFaq7wuB5UA42ucyGhgrItW86KDmMbp3An5CGad7YXEJv61NZ1jnWMKCatgM7vie4BcAux2Zt7zjJ5m7OZOR787nUL5iwvV9uW5gKx4/vxNRoYH8e/IaikuUdrTHVdLRbjAY3MKdWVsCfAokK6Vetys/D3gYGKmUcpaUYxnQTkRaiUgQcAXws10fgcA9wCtAGGBTRjbfySlNk6gQhnaM5bvlqRQWn3C6z9+SxcEjhYw8rYbM1rInKEyHUE915HCvnJ9EKcUnc1O49vOlxNcP5en+oQxo2wjQYWqevKAzq1Oz+XL+Vu1o94Z/xGAwuMSdEclAtElqqIissl7DgXeBSGCmVfYhgIjEi8h0AKWd8XcCf6Cd9N8ppdbb9X0H8IWliNbo5rIWWKCUOuSlY6zVXNk3gazcfP5KPuF0/3l1GvVCAjizfSMfSlYOCX1hT1KZnOfNo8OIiwqpUMj9Y4XF3P/dap6fnsy5XZow+bYBNA47+fIdeVo8gzs0ZuqfsyoWOt5gMFQIl3YRpdR8wFHUvelO6qcBw+2+Ty+n7pt2nxVwpSt5TjXOat+YuKgQvlm6m/O6xnG0oJgZ6/cyons8wQE11GzTrC8s/Rgy1kPcaceLRYR+rRsyb0smSinEzaCQh44UMO6zpaxJzeaBf7TnzqFtHbYVEZ4b1ZX33pgKgIo7zeGFazAYvItZ2V7DCfD3Y3TvBOZuyWT3gSP8vTGDvIJiRvaogWYtGwnWwkQv+UkmLNrJmtRsPh6byF1ntytXATVrEMaYFgfJU8H8vCfcY9ENBoPnGEVSCxjdR89X+G75bn5evYfGkcHH/Q01kvotIDzGK34SpRRTVu6hX+tozunSxK02nVUKOwLb8p9fNnEwr8B9uZ2w7/Cx6l2RbzDUMowiqQU0rR/K4PaNmbRsN7M2ZXJ+tzjf5vhwhYj2kzgYkXjqJ1m5+xDbs/K4uJej9a4OKClG9q0lrmM/so8W8vz0ZE8kL7v/XQcZ8NLfPPtL5foxGOoyRpHUEq7s25zMnHwKikpqtlnLRrM+cHA75GWdVGzzkyxJcS/u1pQVqYQE+vHPru6NRsjaDIVHiG7Xl1vOas0PSanM35Llup0DlFI8/2syxSWKzxZsdxplwGA41TGKpJYwtGMMMZHBNGsQSs8Eh/ExaxYJOmOiY/OWe36S/KJipq1O59wuTYgMcTMMjC10fFwP7hrajlaNwnl06lqOFhSX384Bf6zfy/KdB3n6gs50bVqPf/2wmrRDTiIAGwynMEaR1BIC/P34YEwi71zZ0+3ZTj6l3IWJ7vlJ/k7OIPtooftmLdCh4wPDoVE7QgL9eeGibuw6cIQ3/tzskfgFRSW89NtG2sVEMKZfC965sheFRSXcM2klRcXOA2lWJwVFJczcsI8jBUWuKxsMVYhRJLWIxBYN6Nm8ga/FcI/AUGjSzeGIxF0/yeQVe4iJDGZgGw8mFqSt1Pu1VrT3b9OQK/s255N5Kczbkumi8QkmLtnJjv1HeHR4JwL8/WjVKJwXLu7Gsh0HeeuvLe7LUwWUlCh+Xp3GsNfncNOXy/lq8U6fymMwGEViqDqaOV6Y6I6fZH9uPrM3ZTCqZ1MC/N28TEuKHYaOf3JEZ9rFRHDvpFVkHD7mspvsI4W89dcWzmjbiMEdGh8vv7BHUy5LbMa7s7aycGvF/C6VZcHWLC58bwF3f7OSsCB/GoYHsTo12yeyGAw2jCIxVB0JfaHwiF6YWApXfpJpq9MoKlFc4olZy3K0lw6NEhrkz3tX9eJIQTH3TFqlY3GVw3uzt5J9tJBHhncsY0Z85sIutG4Uzj3friIrN9992SrJhrTDjPtsKVePX8KBvAJeH30a0+8eRJ+W0azfYxSJwbcYRWKoOpqVtzCxfD/JlJV76BJfjw5NIuHIAcgsG0q/DMdztPcss6ldbCTPjurKopT9vF2OaWr3gSP8b8EOLunVjC7xUWW2hwUF8O5Vvcg+Wsj9362mxIVSqiy79h/h/m9Xcf4781i9+xCPDe/EXw+cxcW9muHnJ3RtWo8d+49w+FhhlcphMJRHDQsda6hT1G8OEbHaT9L3ppM22ftJxvZroQuVgsN7SEtewpD0X7k4fj+8cRtkW9GPR30APa5yvj87R7sjLk1sxqJt+3n77y2c3ir6eMBHe/77xyb8/OCBc9o73U2nuHo8OaIzj/+4jk/mpXDLWW3KPw8eUFBUwvIdB5izOZPZmzLZtC+HoAA/bj6zNbef1bZMErOuTbWyW7/nMP098SUZDF7EKBJD1SGiRyUORiQnxd3K3oNMfxB2LYajB4gH7gkQSoraaPNYnxthywz45T6I6ew8GGPaqpMc7Y54dlQXVqce4p5vVzH97kE0jgw+vm3lroNMW53GXUPbEhcVWu6hXX16cxZuy+KVPzbRp1U0vSoxCSL14BFmb8pkzuZMFm7NIq+gmEB/oU/LaB7p1ZELTosnvr5jeWyKZN2ebKNIDD7DKBJD1ZLQFzb+ArmZENH4pE39WkezYlUSRePvIzD/IHS9mJLY7twys4CA+G58cP2ZJyr3HAMfnQXfjoWbZ0N4qZtmSbHOp95rXLnihAUF8N5Vvbjwvfnc9+0qvri+L/5+glKKF6Yn0ygi2K0Rhojw4sXdWZM6j7u/WcnU2weepJTc4VhhMfdOWsXv6/cCOoLBqJ5NOat9Ywa0bUREsOu/Z6OIYOKiQlhr/CQGH2J8JIaqpZnzhYmDIvfyQ9AzFB/LgWumwch3WBh9ETNzW3J+77YnVw5vBJd/Cbn7YPL1ZWaCkbXFoaPdER2aRPLMyC7M3x96YesAACAASURBVJrFe7O2Anrx4bIdB7n/H+3duoEDRIUG8s6VPdmfW8ClHy5k135naXnKkpdfxPX/W8YfG/Zy99C2/Hn/mcx/eAjPX9SNc7o0cVsG0KOSdWlGkRh8h1EkhqolvodemJhayry1azFxUy+hRAL4b/yb0LQXoEOiRIYEMKxTbNm+mibC+a9Bymz4+9mTt6XbHO3u5SAZ3TuBUT3iefPPzczbknl88eHo3h7MEgN6Nm/A1zedrhdOfrCQ9W7c0LOPFjL20yUsTtnPa5edxv3ndKBtTGSFF5p2jY9ie1YeuflmYaLBNxhFYqhaAkOhSXfYbTci2TITvhyFRMTwYdsP+HlPBEop8vKL+G3dXkZ0jyMk0Imfo9dY6H09LHiTxhkLTpSnrYLAMGjk3Eluj4jw3EXdaNkwnOs+X3bS4kNP6dm8AT/c2p8gf+GKjxaTvN95OJb9uflc9cli1u7J5v2re3m2at8J3ZrVQyk9Rdhg8AXupNpNEJFZIpIsIutF5B6r/DLre4mI9C6n/X1WvXUi8o2IhFjlE0VkjYi8YFf3CSuHu6EukdAX0lZoc9TaH+CbK/TMqut+p2OHTsfXk/y+bi9HC4td31zPewma9aHjxrchY6MuS3ftaC9NRLCeyuvnJwxs2/CkxYee0jYmkh9uG0BsVAivJR3j93XpZersO3yMKz5ezNaMXD4Z15vzusZVeH/2dLWmKRs/icFXuPP4VQQ8oJTqBPQD7hCRzsA64GJgrrOGItIUuBvorZTqCvgDV4hIdwClVHdgkIhEiUgc0Fcp9VOljshQ82jWR/svfn8YJt8ICafDtb9AROOT1pNMWZlK8+gwerdwMQMqIBhGT6DYPwQmXaXXmaSvqVCO9s7x9Zh535l8PLZ3pWOYxdcP5ftb+tMi0o/bJ67gm6W7jm9LPXiE0R8tIu3QUb64vi+DO8RUal/2xNQLISYy2CxMNPgMl4pEKZWulFphfc5B515vqpRKVkq5sUqMACBURAKAMCANKLTK/IAgoBj4D/BkxQ7DUKOxRQJeNh7anwtjJkOIfoq2rSf5ceUeFm7bz8W9mrp3Q68Xx/ouD8OhnTDhIijMq3CO9hYNwwn3wLldHg3Cg3ioTwhntm/MI1PW8s5fW0jJzOWyDxdxMK+Ar248vUqSknVrGmVGJAaf4ZFBWERaAj2BJe7UV0rtAV4FdgHpQLZSaoZSKtkqWwF8B7QFRCm10hN5DLWEqARoOUhPzb38K+03sbCtJ0naeRCl4OKe7vsMsut3hnNftHO0l13R7guCA4RPxvXmop5NeW3mZoa/PY+CohIm3dy/yoJudmkaxbbMXBMJ2OATxN0UoiISAcwBnldKTbErnw08qJRa7qBNA2AycDlwCPge+EEp9VWpetOAW4DrgNOAmUqpTxz0dzNwM0BsbGzipEmT3JK9NLm5uURERFSobVVyqso1J7WQz9cV8P/2zjyuqyr//883m4AIboG4r6m4oIn7VC6ZM2abk5n2M22mcdJMbcq2mSbbtMXMRmdy/apjKpbOmKWTOQ2UWyYoLkCSIgpqgpoIKPKBz/v3x+cDobJ8WOTzEc7z8bgP7j33nnNf99zL533PeZ/7PrfWc+Pl3iV/CHidrtq1aX94Hg3ORbGz3zIQx30kN4r8+rKqsi7BQkxaLpO7edPY78aNbdmXmsuHe6/w597etKtXdB3U1OervLiqLqiYtoEDB0ararF+7XKhqqUugCewBfhTEfsisflAiso3ElhaaPsx4B/XHHM/8CrQDlhjT/sW8C1JU48ePbS8RERElDvvjaSm6ko+n6VtX96k66KSy5SvQJfVqnols/KFlRNn3MdTFy5pixe+0GXbE4s9pqY+X+XFVXWpVkwbEKUO/O6XZSm1Y1hsHdZLgXhVnVNGO3UC6CMivsBlYDBQ0HIREU9gKjDcbkjym0f5vhPHv/Ay3LQ0refLdy8Npn5tr/IVIAJetStX1E1GI39vGvp5ccgMATY4AUfa2v2BscAgEYmxL8NE5EERSQH6AptEZAuAiDQWkc0AqrobWIfNF3LQfr5Fhcp+ClihqpeAA7bschDYoaoXKukaDTcBDfxq3RwzP7ooImL7wt043A1OoNQWiapuB4r7D/93EcefAoYV2n4VW9dVUWXPLbSuwOjS9BgMhqLp3DiAbT+eJduSV/wHnQbDDcB82W4wVBM6Nwkgz6rEnzbdW4aqxRgSg6Ga0LmJP4DxkxiqHGNIDIZqQpO6PtTz9eSQmcPdUMUYQ2IwVBPyHe7mC3dDVWMMicFQjejcJICEMxlcyS0+ArHBUNkYQ2IwVCO6NAkg16oc/inD2VIMNQhjSAyGakR+SPlDJ43D3VB1GENiMFQjmtX3IcDH0/hJDFWKMSQGQzXC5nD3d2jKX4OhsjCGxGCoZnRuHMAPpzPIybU6W4qhhmAMicFQzejcJICcPCsJZ4zD3VA1GENiMFQzOjexOdxN95ahqjCGxGCoZrSo70udWh7G4W6oMowhMRiqGW5uQqcm/mYIsKHKMIbEYKiGdG4cQPzpi+TmGYe74cZjDInBUA3p0jSAK7lWjqRlOluKoQZgDInBUA3pZP/C/aCJBGyoAko1JCLSTEQiRCReRGJFZKo9faR92yoiYSXkTxKRg/YpegvP1/6OiBwQkX8WShubX77BYCg/rRvWpraXO7FmbhJDFVDqVLtALvCsqu4VkTpAtIhsBQ4BI4CFDpQxUFXP5m+ISADQT1W7isgqEekCHAHGA78u60UYDIarcXMTQhr7m5Fbhiqh1BaJqp5W1b329QwgHmiiqvGqeric57UCXiIigA9gAaYDf1NVSznLNBgMhejcJIC4UxfJs6qzpRiqOaLq+EMmIi2Bb4HOqnrRnhYJPKeqUcXkOQb8DCiwUFUX2dOfB8YAXwOzgUWqem8p558ATAAICgrqER4e7rD2wmRmZuLn51euvDcSo6tsGF0ls+OkhcUHc3ihpzcdG7i7jK5rMbrKTkW0DRw4MFpVi3VHlAtVdWgB/IBoYMQ16ZFAWAn5Gtv/BgL7gTuKOGYJ0B14AvgE+Etpenr06KHlJSIiotx5byRGV9kwukrmQlaO3v7O//S217/SpLOZLqPrWoyuslMRbUCUOvi77+ji0KgtEfEE1gOrVPVfZTRUp+x/U4F/A72uKbu7fTUBeExVHwY6i0i7spzHYDBcTYCvJ8sf74lVlfHL9pCRY7q4DDcGR0ZtCbAUiFfVOWUpXERq2x30iEht4G5sTvrCvAH8FfAE3O1pVsC3LOcyGAzX0/oWP5aMC+PUhct8uDebbIuZgtdQ+TjSIukPjAUG2YfwxojIMBF5UERSgL7AJhHZAiAijUVksz1vELBdRPYD3wObVPXL/IJF5AFgj6qeUtULwC4ROQioqu6vvMs0GGouPVrU58NHunH0gpWp4fuM891Q6ZQ6/FdVtwNSzO5/F3H8KWCYfT0RCC2h7A3AhkLbzwHPlabJYDCUjV93DmZ0By9Wx57hjS/iePXeEGydDQZDxXHkOxKDwVANuLulJz4Nm7B0+zGa1vPhidtbO1uSoZpgDInBUIP487COnE6/zJub4gkO8OGersHOlmSoBphYWwZDDcLNTZjzcDfCWtTjmU9i2JN03tmSDNUAY0gMhhqGt6c7ix8Lo2k9H36/fA+7jp5ztiRDGbiS63oj74whMRhqIPVqe/HP3/Ui0N+bsUt388meZGdLMpRCRraFv0ccoe+s/5GU7lrGxPhIDIYaStN6vqyf2I/Jq/fy/PoDHD2byQtDO+DmZkZzuRLply2s2JnE0u3HSL9sYWD7W/B0c615ZowhMRhqMAE+nvzf+J7M2BjLwm8SSTqbxQejuuHrVb1/Gg7/lEHLhr7U8nAv/WAnkX7JwtIdx1i24xgZ2bnc1TGIKYPb0rVpXSIjI50t7yqq99NiMBhKxdPdjTcf6EzrW/x4c1McoxZ+x5JxYQT5eztb2g3hs5iTTA2PYUhIEIvG9nC572l+zsph6fZjLN+ZROaVXH7dqRGTB7Wlc5MAZ0srFmNIDAYDIsLvf9WKlg18eXrNPu6fv4Ml48Jc+serPOxOPMf0Tw/QyN+brXFnWLr9mEt9T3PoZDr/b+lu0i9buKdLMJMHtaVDI39nyyoV42w3GAwFDO4YxLon+yECDy/cxdfxZ5wtqdI4kprJhJXRNKvvw5fTbmdopyDe/s8PRB93jSHQCWcyGLt0N7W9PPhy6h3MH3PbTWFEwBgSg8FwDSGN/fnsqf60ucWPSav2ElcNputNy7jC+GXf4+kuLH+8F3V9vXj3oVAa1/Vh8up9nM/Kcaq+xLRMxizejae7G6v/0Jv2jeo4VU9ZMYbEYDBcR6C/N8se70mAjydPrd5LRvbNO3HppZxcnlixh3OZOSwd15Nm9W2BxQN8PPnHo7dxLjOHZ9bGYHVSMMvk85d4dMluVJXVf+hNiwa1naKjIlQrH4nFYiElJYXs7OwSjwsICCA+Pr6KVDmO0VU2XEmXt7c3TZs2xdPT09lSKo2GfrWYP+Y2Ri/+jhfXH2T+mO4u55gujTyrMmVNDAdPprNwbBihzepetb9zkwD+em8If9lwiI++OcpTA9tWqb7T6ZcZs+Q7LuXkET6hD20Db66WSD7VypCkpKRQp04dWrZsWeIDn5GRQZ06rnfDjK6y4Sq6VJVz586RkpJCq1atnC2nUunVqj7Th7bn7f/8QK9d9RnXr6WzJTmMqvL657H8N/4Mr93XiSEhQUUe92jv5nx/7Dzvf3WY7s3r0q9NwyrRl5qRzaOLd3Mhy8KqP/SmY/DN4Q8pimrVtZWdnU2DBg1uurcmw82NiNCgQYNSW8I3KxNub83gDoG8uSmO/ckXnC3HYZZuP8aKXcd54letSjSAIsLMEV1o2bA2U9bEkJpx4+/j+awcxi75np8uZrPs8Z50bVq39EwuTLUyJIAxIganUJ2fOzc34f2HQwms482kVXtJv+T6/pL/HDzNW5vj+U3nRrw8rGOpx/vV8uAfj95G5hULU9bc2Mm/0i9bGLt0N0nnsljyWBhhLevfsHNVFY5MtdtMRCJEJF5EYkVkqj19pH3bKiJhZclr3/eOiBwQkX8WShtb+BhD6eTm5jJ//nyuXLnibCmVyuXLl5k1axYWi+v/aNUE6vp6MX9Md1Izsnn20xhUXXeWxfRLFp5ff4DQpnX5YFQ3h0O+dGjkzxv3d+a7xPPM2XqYLIty6sJlfjyTQUzyBXYcOcuW2J/4194UtsadKVcdpGZkM3bpbhLOZLBwbA/6ta2abrQbjSM+klzgWVXda59/PVpEtmKbe30EsLAceU8C/VS1q4isEpEuwBFgPPDrClyP03F3d6dLly5YLBY8PDwYN24c06ZNw82t8ht/qsq0adN4+OGHqVWrVqWWvXz5cqKiopg/fz4zZ86kffv2jB8/vszlJCUlsXPnTsaMGVOmfG+//Tbp6el8+OGHPPec60yauWHDBm699VZCQkKcLaXK6d68Hi8P68hrn8ex6NtE/nhnG2dLKpIF3x4l80ous0Z0wduzbCFQRoY1Y0/Sef4ecdSW8PX/ij32N50b8d7IUPxqOeZqPvxTBr9bvofzWTks+H89GNA+sEzaXBlHpto9DZy2r2eISDzQRFW3QslN+uLyAsmAl9gy+wAWYDrwN1W9qV9BfXx8iImJASA1NZUxY8aQnp7Oa6+9VunnEhHmz59f6eVWJklJSaxevbpIQ5Kbm4uHx/WPoNVqpWPHjjzyyCOsXr26KmQ6zIYNGxg+fHiNNCQA4/u1ZE/Sed7dcpjbWtSjp4t1y6RmZLNsxzHuC21cbuf16/d3pkuTAOIO/0hoSHtq1/LAr5YHvl7uBetfxf3EO18eJmH+dhaODaNtoF+JZX6TkMZTq/bi6+XOJ3/sS5em1StigJSleSYiLYFvgc6qetGeFgk8p6pRZckrIs8DY4CvgdnAIlW9t5QyJgATAIKCgnqEh4dftT8gIIC2bW3D99756ig/nCk6QqaqlqtPu0OQHy/cXfJbWHBwMKdPny7YPnbsGAMGDCApKYkrV67wzDPPsG/fPjw8PJg5cyZ33HEHq1atYvPmzVy6dIljx45x77338sYbbxSUN3HiRL788ku8vb0JDw8nMDCQs2fPMm3aNJKTbeG/33nnHfr06UNWVhbTp08nNjaWvLw8XnrpJe655x7i4+OZOHEiFosFq9XKypUrC+oqn48//pj333+fRo0a0bZtW7y8vHj//feZO3cuzZo147e//S2JiYk8++yznDt3Dh8fH+bNm8ett97Kk08+SZ06ddi3bx+pqam8/vrrPPDAAwwaNIiEhARatGjB6NGjqVevHlu2bCE7O5tLly4RHh7O6NGjuXDhAhaLhVdeeYV77rnnqrrctm0bs2bNokGDBsTFxdGtWzeWLFmC1WrlwIEDvPzyy2RlZVG/fn0WLFhAo0aNGDZsGF27diUmJoazZ8+ycOFC5syZQ2xsLCNGjOCvf/0rAOHh4SxYsACLxUJYWBhz5szB3d29yHo/duwYI0eOJCAgAH9/f1auXEnr1r+E1zhy5Ajp6elkZmbi51fyD4szqCxdlyzKa7sucyUPXu/vg79XxfxDlVlfK+OuEJGcy6xf+RBUu2K9AKXpij+Xxz/2Z2PJg993qUXPRkW/l//vhIWP43No4ufGMz1qUd+74r0TFamzgQMHRqtqke6IcqOqDi2AHxANjLgmPRIIK0/eQvuXAN2BJ4BPgL+UpqdHjx56LXFxcQXrMzYe0ocX7Cxy+e3ftxW7r6RlxsZD153zWmrXrn1dWt26dfWnn37S2bNn6/jx41VVNT4+Xps1a6aXL1/WZcuWaatWrTQ5OVkvX76szZs31xMnTqjaKkc3btyoqqrTp0/XN954Q1VVR48erdu2bVNV1ePHj2uHDh1UVfWll17SlStXqqrqzz//rO3atdPMzEydPHmyfvzxx6qqeuXKFb106dJVGk+dOqXNmjXT1NRUvXLlivbr10+feuopVVW9ePFiwXGDBg3ShIQEVVX97rvvdODAgaqqOm7cOH3ooYc0Ly9PY2NjtU2bNqqqGhERoffcc09B/mXLlmmTJk303LlzqqpqsVg0PT1dVVXT0tK0TZs2arVar6rLiIgI9ff31+TkZM3Ly9M+ffrotm3b9Ny5c9q3b19NTU1VVdXw8HB9/PHHVVX1zjvv1Oeff15VVefOnavBwcF66tQpzc7O1iZNmujZs2c1Li5Ohw8frjk5OaqqOnHiRF2xYkWJ9T5u3Dj99NNPi7z3+c9fREREkfudTWXqOnTygrb782Z9JnxfhcuqLF0nzmVp25c36YvrD1RKeY7oOnXhkt4/f7u2eOELnbk5Ti25eQX7cvOs+vrnsdrihS/08WXfa0a2pVJ0OaqtOIAodfB339HFoc49EfEE1gOrVPVfZTFUpeUVke721QTgQ1W9Q0TCRaSdqv5YlnMV5tV7OxW7r6q/P1B7q2/79u08/fTTAHTo0IEWLVqQkJAAwODBgwkICMDb25uQkBCOHz9Os2bN8PLyYvjw4QD06NGDrVu3AvDf//6XuLi4gnNcvHiRjIwMvvrqKzZu3Mjs2bMB25DoEydO0LdvX9566y1SUlIYMWIE7dq1u0rj7t27GTBgALfccgsAo0aNKtCWT2ZmJjt37mTkyJEFaYWd/A888ABubm6EhIRw5kzxMZqGDBlC/fr1C+rm5Zdf5ttvv8XNzY2TJ09y5swZGjVqdFWeXr160bRpUwC6detGUlISnp6eHDp0iCFDhgCQl5dHcPAvc5Dfd999AHTp0oVOnToV7GvdujXJycls376d6OhoevbsCdgc/IGBtn7r4urdYKNT4wBG92zGmu+T+cvwEOrX9nK2JD78+kdEhCmDq+6jwuAAH9b+sQ+vfx7Hwm8SOZiSzrzR3fHxcmfKmhj+G3+G8f1a8srwENyr8TwvpRoSux9jKRCvqnPKUriDed/A1l3lCeR7xqyAb1nO5aokJibi7u5OYGBgiaM8CjvL3d3dyc3NBcDT07OgG65wutVqZdeuXfj4+FxVjqqyfv162rdvf1V6x44d6d27N5s2bWLo0KEsWbKEQYMGXXVMad19VquVunXrFviASrqGkq61du1fQkCsWrWKtLQ0oqOj8fT0pGXLlkV+j1FU/agqnTp1YteuXSXqcXNzuyq/m5tbQf5x48Yxa9as6/IWV++GXxjTuwUrdh1nfXQKf7ijciPoWvKs/JSeXRDOpDSOpGbwr70p/K5/K4IDfErPUInU8nDnrQe70K1ZXf684RDD522nnq8XP/x0kRn3hjC+f/X6SLUoHOms6w+MBQaJSIx9GSYiD4pICtAX2CQiWwBEpLGIbC4pb37BIvIAsEdVT6nqBWCXiBwEVFX3V+J1OoW0tDSefPJJJk+ejIgU+EMAEhISOHHixHU/+I5y9913X+Voz/9xHzp0KPPmzSv4Id+3bx9gM2itW7dmypQp3HfffRw4cOCq8nr37k1kZCTnzp3DYrHw6aefXndOf39/WrVqVbBPVdm/v+TbVKdOHTIyMordn56eTmBgIJ6enkRERHD8+HEHrt5Gu3btSEtLKzAkFouF2NhYh/MPHjyYdevWkZqaCsD58+dLPX9p11OTaN+oDmEt6rH6+xOVOhw4/bKFRxfv5s73Ivj3vhSH8szZmoCPpzuTqjjESWFGhjXjXxP74SbC8XNZLBkXViOMCDhgSFR1u6qKqnZV1W72ZbOq/ltVm6pqLVUNUtWh9uNPqeqwkvIWKnuDqr5WaPs5Ve2iqo/eiIutCi5fvky3bt3o1KkTd911F3fffTevvvoqAJMmTSIvL48uXbowatQoli9fXu5hu3/729+Iioqia9euhISEsGDBAgBeeeUVLBYLXbt2pXPnzrzyyisArF27ls6dO9OtWzd++OEHHnvssavKCw4OZsaMGfTt25e77rqL2267rcjzrlq1iqVLlxIaGkqnTp347LPPStTZtWtXPDw8CA0N5YMPPrhu/6OPPkpUVBRhYWGsWrWKDh06OFwHXl5erFu3jhdeeIHQ0FC6devGzp07Hc4fEhLCm2++yd13303Xrl0ZMmTIVQMliuKRRx7hvffeo3v37hw9etThc1VXHu3TnGNns9h19FyllHfmYjajFu5iX/LPdGjkz7Of7C/VmBxMSWfzwZ944vbWTu9i69wkgK+euYOI6QMY1KHokCzVksp2ulTVUpqzvSQKO49dCaOrbLiarprkbM/nck6uhr62RSd9HF3uMvJ1HUnN0H6zvtaQV/6j2xLS9NKVXB29aJe2fPELXR+dXGz+sUt3a+hrW/Ti5ZxyayhJlyvias72ahcixWAwVB3enu48dFtTtsT+VKEYVTHJF3joo51kW/IIn9CXX7VriI+XO0vH9aRfmwY8++l+1kdf3zL5LvEc3yakMWlAG+p4V5/IyzcbxpAYDIYKMbp3c3KtyqdRjvkzruVgWi5jFn+Hn7cH6yb2u+pjPR8vd5Y81pP+bRry3Lr9rCtkTFSV2VsOE+Rfi8f6tqzoZRgqgDEkBoOhQrS5xY++rRuw5vsTZZ4casO+k8zde4UWDWqzfmI/WjW8flInHy93lowLo3+bhkxft59Po2wf4UYeTiPq+M9MGdyuzKFQDJWLMSQGg6HCjOndnJSfL/Ptj2kO51myLZFpa2NoV8+NtX/sQ2Ad72KP9fa0GZNftW3I8+sP8ElUMu9tOUzz+r48HNasMi7BUAGMITEYDBVmaKdGNKjtxardJxw6/p+7knhzUzzDujTiTz288XfAv+Ht6c7ix+zGZN0B4k5f5E9DbsXT3fyMORtzB25ynBVGPiMjg48++qhSvx8w3Lx4ebgxMqwZ//shldPpl0s89tuENF77PI67OgYxb/RteLk7/sV3vjG5q2MQYS3qcW9o44pKN1QCxpBUMu7u7gXfkYSGhjJnzhysVusNOZeqLYx8165db0gY+cmTJwMwc+ZMli9fXrAvJyeHSZMmceedd5Z7QqcZM2YUhHEpK/kRhfOJiopiypQp5SrLUHmM6dWcPKuydk9yscccSc3kqdV7aRfox9xHupUrbEh+N9enT/at1mFHbiaq1ZztrkBNCCPv5eXFypUrq/y8+eQbknvvtQWLDgsLIyyscoOZGspO8wa+3HHrLazdk8zkgW3xuKbL6eesHH6/Yg+1PNxYMi7M4Xk8iqM6z0p5s1F9Dcl/XoSfDha5yycvF9zLcemNusBv3nb48MDAQBYtWkTPnj2ZMWMGV65cYeLEiURFReHh4cGcOXMYOHAgy5cvZ+PGjVy8eJHjx4/z4IMP8u677wLg5+fH1KlT+eKLL/Dx8eGzzz4jKCioIPzKiRO2Pum5c+fSv39/srKyePrppzl48CC5ubnMmDGD+++/n9jYWB5//HFycnKwWq2sX7/+usCNy5YtY9asWQQHB3PrrbcWtHL8/PwKYnodPXqUp556irS0NHx9fVm8eDHBwcGEhoaSmJiIm5sbly5don379iQmJrJ8+XIWLVpETk4Obdu2ZeXKlfj6Xh0/acCAAcyePZuwsDDOnj1LWFgYSUlJJCUlMXbsWLKysgCYP38+/fr148UXXyQ+Pp7+/fvz+OOP0717d2bPns0XX3zB+fPn+d3vfkdiYiK+vr4sWrSIrl27MmPGDE6cOEFiYiInTpxg2rRpphVzAxjTqzlPfhxNxOE0hoT88mV3Tq6ViauiOX0hmzUT+tC0XrUIpWewY7q2bjCtW7fGarWSmprK3//+dwAOHjzImjVrGDduXEGAwpiYGJYvX87BgwdZu3ZtwTwjWVlZ9OnTh/3793PHHXewePFiAKZOncozzzzDnj17WL9+PU888QQAb731FoMGDWLPnj1EREQwffp0srKyWLBgAVOnTiUmJoaoqKiCSLr5nD59mldffZUdO3awdevWqyILT5kyY7SfGQAACx9JREFUhVGjRgEwYcIE5s2bR3R0NLNnz2bSpEkEBAQQGhrKN998A8Dnn3/O0KFD8fT0ZMSIEezZs4f9+/fTsWNHli5d6nDdBQYGsnXrVvbu3cvatWsLfvjffvttbr/9dnbs2MEzzzxzVZ5XX32V7t27c+DAAWbOnHlVKJgffviBLVu28P333/Paa6+ZaXxvAIM7BhLkX4tVu3+JWaaqvLrxEN8lnuedh7rQo0U9Jyo03Aiqb4ukhJbDZRNGvtLDyI8aNYq1a9cycOBAwsPDmTRpEgCHDh3iL3/5CxcuXCAzM5OhQ4c6XG8Wi4XJkycTExODu7v7dXqKYvv27axfvx6AQYMGce7cOdLT0wG45557qFWrFrVq1SIwMJAzZ85cZ1ANFcPT3Y1RYc2YF3GE5POXaFbfl2U7kljzfTJPDWzDg91NfVdHqq8hcRFqShj5++67j5deeonz588THR1dUPb48ePZsGEDoaGhLF++nMjIyOvyenh4FAxIKBxC/oMPPiAoKIj9+/djtVrx9i7+O4PC138t+ddVXB0bKpdRvZozP+II4XtOENayPm9uimNopyCeHVK+SNcG18d0bd1AalIYeT8/P3r16sXUqVMZPnw47u62L40zMjIIDg7GYrEUXPu1tGzZkujoaADWrVtXkJ6enk5wcDBubm6sXLmSvLw8oORQ7oXrODIykoYNG+LvX765uw3lo0ldHwa2D2TN98k8vXofHRr588GobriZEVbVFmNIKpmaHEZ+1KhRfPzxxwX+FIA33niD3r17M2TIkGJDxD/33HN89NFH9OvXj7NnzxakT5o0iRUrVtCnTx8SEhIKJsTKD03fr1+/60LTz5gxo6BeXnzxRVasWOFolRoqkUf7NOd8Vk5BeBNfL9P5Ua2p7HDCVbWYMPJVh9HlGDUxjHxx5OZZde7WBI09mV7qsaa+ys5NF0ZeRJqJSISIxItIrIhMtaePtG9bRaTYQfwi8msROSwiR0TkxULpq0TkgIjMLJT2iojcX0HbaDAYnIy7mzD1rnaENDbdijUBR9qbucCzqrpXROoA0SKyFTgEjAAWFpdRRNyBvwNDgBRgj4hszD+vqnYVkW0iEoBtjvZeqvpGha7IYDAYDFWKI1PtnlbVvfb1DCAeaKKq8ap6uJTsvYAjqpqoqjlAOHA/YAF8RMQN8ALygNeBv5b/Ugr0VrQIg6HMmOfOUJMpkwdMRFoC3YHdDmZpAhQOvJMC9FbVeBE5AewFVgJtAVHVfaWcfwIwASAoKOi6oaR+fn6kpKQQEBBQ4lDWvLy8Ykf9OBOjq2y4ii5VJT09naysLCIjI8nMzCxymLOzMbrKhqvqAtfT5rAhERE/YD0wTVUvOpqtiDQFUNVphcr+HPijiPwZCAW2quri6zKqLgIWAYSFhemAAQOu2m+xWEhJSeHkyZMlisrOznbom4SqxugqG66ky9vbm9DQUDw9PYmMjOTaZ9MVMLrKhqvqAtfT5pAhERFPbEZklar+qwzlpwCFZ51pCpy6puz7gSigNtBZVR8WkW9FZJWqXirDufD09KRVq1alHhcZGUn37t3LUnSVYHSVDVfVZTDUNBwZtSXAUiBeVeeUsfw9QDsRaSUiXsAjwMZCZXsCU4H3sDnb8zua830nBoPBYHBxHPkgsT8wFhgkIjH2ZZiIPCgiKUBfYJOIbAEQkcYishlAVXOBycAWbE76T1Q1tlDZTwEr7C2PA7bschDYoaoXKusiDQaDwXDjKLVrS1W3U7SvA+DfRRx/ChhWaHszsLmYsucWWldgdGl6DAaDweBayM06bFFE0oDjpR5YNA2Bs6UeVfUYXWXD6CobRlfZcFVdUDFtLVT1lsoUc9MakoogIlGq6nJT6hldZcPoKhtGV9lwVV3getpM0EaDwWAwVAhjSAwGg8FQIWqqIVnkbAHFYHSVDaOrbBhdZcNVdYGLaauRPhKDwWAwVB41tUViMBgMhkrCGBKDwWAwVIhqaUhE5C0RSRaRzGvSa4nIWvskW7vt0YwRkf72Sbb2iEhbe1pdEdkiJYURLpsmXxHZJCI/2CcEe9sVdNnL/FJE9tt1LbDPI4OI1BeRrSLyo/1vPXv6b+3HbhORBva0NiISXlmartG3UUQOFdp2qi4RibRP1pYf6SHQnu7s++glIotEJMH+nP3W2bpEpE6heooRkbMiMtfZuuxljhaRg/ZzfSkiDe3pzn6+Rtk1xYrIu4XSnVpfJVLZUy66wgL0AYKBzGvSJwEL7OuPAGvt6/8C2mGbgOt9e9r7wJ2VqMkXGGhf9wK2Ab9xti57mf72v4ItOOcj9u13gRft6y8C79jXdwJ1gD8AT9vT1gDtbsC9HAGsBg4VSnOqLiASCCsi3dn38TXgTfu6G9DQFXRdozEauMPZurBF9UgtVEfvAjOc/XwBDYATwC327RXAYGfXV2lLtWyRqOp3qnq6iF33Y7sxAOuAwXaLbQF8sP3YW0SkDbbJu76pRE2XVDXCvp6DbS6Wps7WZdeTPy2ABzYjlz8Co7CuFcAD9nUrUKuQrtuB06r6Y2XqEtvUBX8C3rxml1N1lYBT7yPwO2AWgKpaVTX/y2dn6wJARNoBgdheopytS+xLbfs5/fklMrkzn6/WQIKqptm3/wv8tghdTruPRVJVFssZC9e3SA4BTQttH8UWaqAb8B0Qge3HPZwb8HZd6Lx1gUSgtavowhZY82dsb//u9rQL1xzzs/3vEGxvlp8DAfa89W6Apg+AB4GWXN0icbauSOAgEAO8wi+jH512H+3PVDIwB9tLyqdAkLN1XaPxr8DsQttO1QU8BFwETgPfusJzD9TDNv1GS2wvduuBz12hvkpaqmWLpASKnGhLVWNUtY+qDsT2RnAKWyTitSLysYgEVZoAEQ9szeG/qWqiq+hS1aHYugNrAYNKOXarqvZQ1Xuxva1tBtqLyDoRWSwivhXVIyLdgLaqel1gUGfqsvOoqnYBbrcvY/NlFy2rSu6jB7YfkR2qehuwC5jtAroK8wi2Zz8fp+kS2xQWE7HN+NoYW/Txl0rKUxXPl6r+bNe1FlvLLQnIzZdddJYqv49Fqqi2C9e3SLYAfe3rHtiCnkmh/QJ8he2tYBXQAfg18FYlavo/bEbEpXQVOtc4YL59/TAQbF8PBg5fc6wv8D/AE9vbkD/wJPCHStAxEds/RBK2N7QcINLZuorQOb5QfTntPtrLzgLc7NvNgFhn6yp0jlBsXTYu8dwDPYGvC23fAWx2wedrAvCus+urtKWmtUg2YvuhBFuz9n9qvwN2xgGb1PZW4IutT9RqX68wIvImtibxtGt2OU2XiPiJSLB93QPbFAA/FKFrHPDZNdmfBz5U1fw+Wq0sXar6kao2VtWWwK+w/QgNcLYuEfEoNLrHExiOrcvhWl1Veh/t5/kcGGBPGgzEOVtXIUZzdWvE2bpOAiEikh8Fdwi2OZOu1VWlzxeA/DIKsB42B/uSInQ56z4WzY22VM5YsI26SLFXYgq/jMbwxtZ3fAT4HruPQn95y4gAPO3bt2PrB48Gbq0ETU2xPXDx2PrWY4AnXEBXELaZLA8AscA8wMO+rwHwNfCj/W/9QvkaA18U2h5pz78D+4iTSryfLbnaR+I0XdimhI4uVF8f8kvfutPuo73MFtj6+g/Y66W5K+iyl5sIdLgmzdn19aT9//EANiPcwNnPl73MNdheAuKwj6B0hfoqaTEhUgwGg8FQIWpa15bBYDAYKhljSAwGg8FQIYwhMRgMBkOFMIbEYDAYDBXCGBKDwWAwVAhjSAwGg8FQIYwhMRgMBkOF+P9/rNoGFxmfYQAAAABJRU5ErkJggg==\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Pour une faible quantité de données d'évaluation, on observe de mauvaises performances aussi bien sur le set d'entraînement que d'évaluation.\nPour une faible quantité de données d'entraînement, on observe une très bonne performance sur le set d'entraînement mais de très mauvaise performances sur le reste des données.\n\nIl s'agit donc de faire un compromis, avec un ratio de données de validation se situant entre 20% et 40% d'après le graphique ci-dessus."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def cross_validation(X, Y, n, shuffle=True):\n XY = np.concatenate([X, Y[:, np.newaxis]], axis=1)\n if shuffle:\n np.random.shuffle(XY)\n XY_split = np.array_split(XY, n)\n return [(xy[:, :-1], xy[:, -1].squeeze()) for xy in XY_split]",
"execution_count": 25,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "ns = np.arange(2, 20, 3)\ncross_error_rates = []\n\nfor n in ns:\n datas = cross_validation(usps_x, usps_y, n, shuffle=False)\n error_rates = []\n for i in range(n):\n train_data = [d for j, d in enumerate(datas) if j!=i]\n train_x = np.concatenate([x for x,y in train_data])\n train_y = np.concatenate([y for x,y in train_data])\n test_x, test_y = datas[i]\n model = fit_bayes(train_x, train_y)\n test_error_rate, test_confusion = evaluate_bayes(test_x, model, test_y)\n error_rates.append(test_error_rate)\n cross_error_rates.append(np.average(error_rates))\n \nplt.title(\"Taux d'erreur en validation croisée selon le nombre de partitions\")\nplt.plot(ns, cross_error_rates)\nplt.gca().set_yticklabels(['{:3.1f}%'.format(x) for x in plt.gca().get_yticks()])\nplt.grid()\nplt.show()",
"execution_count": 26,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "L'estimation de l'erreur semble plus stable quand on augmente le nombre de partitions. "
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Arbre de décision, k-nn et boosting"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "On va tester plusieurs **classifieurs**. Pour ces tests, on utilise des données générées :"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def gen_arti(centerx=1,centery=1,sigma=0.1,nbex=1000,data_type=0,epsilon=0.02):\n \"\"\" Generateur de donnees,\n :param centerx: centre des gaussiennes\n :param centery:\n :param sigma: des gaussiennes\n :param nbex: nombre d'exemples\n :param data_type: 0: melange 2 gaussiennes, 1: melange 4 gaussiennes, 2:echequier\n :param epsilon: bruit dans les donnees\n :return: data matrice 2d des donnnes,y etiquette des donnnees\n \"\"\"\n if data_type==0:\n #melange de 2 gaussiennes\n xpos=np.random.multivariate_normal([centerx,centerx],np.diag([sigma,sigma]),int(nbex//2))\n xneg=np.random.multivariate_normal([-centerx,-centerx],np.diag([sigma,sigma]),int(nbex//2))\n data=np.vstack((xpos,xneg))\n y=np.hstack((np.ones(nbex//2),-np.ones(nbex//2)))\n if data_type==1:\n #melange de 4 gaussiennes\n xpos=np.vstack((np.random.multivariate_normal([centerx,centerx],np.diag([sigma,sigma]),int(nbex//4)),np.random.multivariate_normal([-centerx,-centerx],np.diag([sigma,sigma]),int(nbex/4))))\n xneg=np.vstack((np.random.multivariate_normal([-centerx,centerx],np.diag([sigma,sigma]),int(nbex//4)),np.random.multivariate_normal([centerx,-centerx],np.diag([sigma,sigma]),int(nbex//4))))\n data=np.vstack((xpos,xneg))\n y=np.hstack((np.ones(nbex//2),-np.ones(int(nbex//2))))\n\n if data_type==2:\n #echiquier\n data=np.reshape(np.random.uniform(-4,4,2*nbex),(nbex,2))\n y=np.ceil(data[:,0])+np.ceil(data[:,1])\n y=2*(y % 2)-1\n # un peu de bruit\n data[:,0]+=np.random.normal(0,epsilon,nbex)\n data[:,1]+=np.random.normal(0,epsilon,nbex)\n # on mélange les données\n idx = np.random.permutation((range(y.size)))\n data=data[idx,:]\n y=y[idx]\n return data,y",
"execution_count": 27,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "xgentrain, ygentrain = zip(*[gen_arti(data_type=i, sigma =0.5 , nbex =1000, epsilon=0.1) for i in range(3)])\nxgentest, ygentest = zip(*[gen_arti(data_type=i, sigma =0.5 , nbex =1000, epsilon=0.1) for i in range(3)])",
"execution_count": 28,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "On peut alors préparer des fonctions *helper* pour tracer les différents graphiques qui nous intéressent."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def plot_data(data,labels=None):\n \"\"\"\n Affiche des donnees 2D\n :param data: matrice des donnees 2d\n :param labels: vecteur des labels (discrets)\n :return:\n \"\"\"\n cols,marks = [\"red\", \"blue\",\"green\", \"orange\", \"black\", \"cyan\"],[\".\",\"+\",\"*\",\"o\",\"x\",\"^\"]\n if labels is None:\n plt.scatter(data[:,0],data[:,1],marker=\"x\")\n return\n for i,l in enumerate(sorted(list(set(labels.flatten())))):\n plt.scatter(data[labels==l,0],data[labels==l,1],c=cols[i],marker=marks[i])",
"execution_count": 29,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def plot_frontiere(data,f,step=20):\n \"\"\" Trace un graphe de la frontiere de decision de f\n :param data: donnees\n :param f: fonction de decision\n :param step: pas de la grille\n :return:\n \"\"\"\n grid,x,y=make_grid(data=data,step=step)\n plt.contourf(x,y,f(grid).reshape(x.shape),256)",
"execution_count": 30,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def make_grid(data=None,xmin=-5,xmax=5,ymin=-5,ymax=5,step=20):\n \"\"\" Cree une grille sous forme de matrice 2d de la liste des points\n :param data: pour calcluler les bornes du graphe\n :param xmin: si pas data, alors bornes du graphe\n :param xmax:\n :param ymin:\n :param ymax:\n :param step: pas de la grille\n :return: une matrice 2d contenant les points de la grille\n \"\"\"\n if data is not None:\n xmax, xmin, ymax, ymin = np.max(data[:,0]), np.min(data[:,0]), np.max(data[:,1]), np.min(data[:,1])\n x, y =np.meshgrid(np.arange(xmin,xmax,(xmax-xmin)*1./step), np.arange(ymin,ymax,(ymax-ymin)*1./step))\n grid=np.c_[x.ravel(),y.ravel()]\n return grid, x, y",
"execution_count": 31,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def test_classifier(classifier_class, test_arg, test_arg_vals, **kwargs):\n # score de test pour les différentes impuretés de chaque type de donnée\n scores = [[], [], []]\n \n # test sur les valeurs données\n for i in range(3):\n plt.figure(figsize=(15, 7))\n plt.suptitle(\"Jeu de donnée {}\".format(i), y=0.95, fontsize=18)\n \n for i_arg, test_arg_val in enumerate(test_arg_vals):\n clf_kwargs = {k:v for k, v in kwargs.items()}\n clf_kwargs[test_arg] = test_arg_val\n clf = classifier_class(**clf_kwargs)\n clf = clf.fit(xgentrain[i], ygentrain[i])\n scores[i] += [clf.score(xgentest[i], ygentest[i])]\n\n plt.subplot(2, len(test_arg_vals), i_arg+1)\n plot_frontiere(xgentrain[i], clf.predict)\n plot_data(xgentrain[i], ygentrain[i])\n plt.text(0.5, -0.1, \"Score {}\".format(clf.score(xgentrain[i], ygentrain[i])), size=12, ha=\"center\", transform=plt.gca().transAxes)\n plt.gca().get_xaxis().set_ticks([])\n plt.gca().get_yaxis().set_ticks([])\n\n plt.subplot(2, len(test_arg_vals), i_arg+len(test_arg_vals)+1)\n plot_frontiere(xgentrain[i], clf.predict)\n plot_data(xgentest[i], ygentest[i])\n plt.text(0.5, -0.1, \"Score {}\".format(clf.score(xgentest[i], ygentest[i])), size=12, ha=\"center\", transform=plt.gca().transAxes)\n plt.gca().get_xaxis().set_ticks([])\n plt.gca().get_yaxis().set_ticks([])\n \n plt.text(0.5, -0.3, \"{}={}\".format(test_arg, test_arg_val), size=12, ha=\"center\", transform=plt.gca().transAxes)\n \n plt.gcf().text(0.1, 0.80, \"Set d'entrainement\", size=12, ha=\"center\", rotation=90)\n plt.gcf().text(0.1, 0.35, \"Set de test\", size=12, ha=\"center\", rotation=90)\n \n plt.show()\n \n return scores",
"execution_count": 32,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Arbre de décision"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "On teste alors l'algorithme d'**arbre de décision** pour différentes valeurs du paramètre *min_impurity_decrease* qui représente le seuil provoquant une séparation dans un noeuds si la décroissance d'impurité que cette séparation provoque lui est supérieure."
},
{
"metadata": {
"scrolled": false,
"trusted": true
},
"cell_type": "code",
"source": "# Score de test pour les différentes impuretés de chaque type de donnée\nimpurities = np.logspace(-6, 0, 4)\nscores_tree = test_classifier(tree.DecisionTreeClassifier, 'min_impurity_decrease', impurities)",
"execution_count": 33,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1080x504 with 8 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1080x504 with 8 Axes>",
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1080x504 with 8 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "plt.title(\"Evolution du score en fonction de min_impurity_decrease\")\nfor i in range(3):\n plt.semilogx(impurities, scores_tree[i], label=\"Jeu de données {}\".format(i))\nplt.xlabel(\"min_impurity_decrease\")\nplt.ylabel(\"Score\")\nplt.legend()\nplt.show()",
"execution_count": 34,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Comme on peut s'y attendre, augmenter le seuil de *min_impurity_decrease* provoque une perte de précision. Si cette valeur est trop grand, des noeuds qui devraient être séparés ne le seront pas.\n\nCela est d'autant plus visible pour les données de type 1 et 2."
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Forêt aléatoire"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "On teste maintenant la **forêt aléatoire** sur les mêmes données que précédemment."
},
{
"metadata": {
"trusted": true,
"scrolled": false
},
"cell_type": "code",
"source": "# Score de test pour les différentes impuretés de chaque type de donnée\nscores_forest = test_classifier(ensemble.RandomForestClassifier, 'min_impurity_decrease', impurities)",
"execution_count": 35,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1080x504 with 8 Axes>",
"image/png": 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