M2_SETI/D3/TP/TP_SETI_MLP/TP2.ipynb
2023-01-12 16:00:39 +01:00

1890 lines
1.5 MiB

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# TP2 Régression\n",
"\n",
"On souhaite faire de la modélisation sur des problématiques de régression. Comment construire un bon modèle et surtout un modèle optimale par rapport au jeu de données et à la famille de modèle utilisés.\n",
"\n",
"## 1. Modèles polynomiaux"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from sklearn.preprocessing import PolynomialFeatures\n",
"from sklearn.linear_model import LinearRegression"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# Fonction de génération\n",
"\n",
"def genere_exemple_dim1(xmin, xmax, NbFx, sigma):\n",
" x = np.arange(xmin, xmax, (xmax-xmin)/NbFx)\n",
" y = np.sin(-np.pi + 2*x*np.pi)+np.random.normal(loc=0, scale=sigma, size=x.size)\n",
" return x.reshape(-1,1), y"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# Fonction EQM\n",
"def getMSE(x, y, reg):\n",
" return sum(pow(reg.predict(x)-y,2))/x.shape[0]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"# Fonctions plot\n",
"\n",
"def plot_model(Xa, Ya, Xt, Yt, reg, degre, nameFig):\n",
" Ypred = reg.predict(Xt)\n",
" plt.plot(Xa[:,1], Ya, '*r')\n",
" plt.plot(Xt[:,1], Yt, '-b')\n",
" plt.plot(Xt[:,1], Ypred, '-r')\n",
" plt.grid()\n",
" plt.savefig(nameFig+'.jpg', dpi=200)\n",
" plt.legend([\"Sortie bruitée\", \"Sortie réelle\", \"Modèle prédit\"])\n",
" plt.title(\"Prédiction du modèle à degré %02d\" % (degre))\n",
" plt.show()\n",
" plt.close()\n",
"\n",
"def plot_error_profile(L_error_app, L_error_test, nameFig):\n",
" plt.semilogy(range(1, len(L_error_app)+1), L_error_app, '-r')\n",
" plt.semilogy(range(1, len(L_error_test)+1), L_error_test, '-b')\n",
" plt.grid()\n",
" plt.savefig(nameFig+'.jpg', dpi=200)\n",
" plt.title(\"Profil d'erreur\")\n",
" plt.ylabel(\"erreur\")\n",
" plt.xlabel(\"degré du modèle\")\n",
" plt.legend([\"EQMT\",\"EQMA\"])\n",
" plt.show()\n",
" plt.close()\n",
"\n",
"def plot_confusion(Xt, Yt, reg, nameFig):\n",
" plt.plot(Yt, reg.predict(Xt), '.b')\n",
" plt.plot(Yt, Yt, '-r')\n",
" plt.savefig(nameFig+'.jpg', dpi=200)\n",
" plt.legend([\"Y prédit\",\"Y désiré\"])\n",
" plt.title(\"Graphe de confusion pour le meilleur modèle\")\n",
" plt.show()\n",
" plt.close()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Création du script principal pour l'exploration des exemples et du bruit sur les données"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def main(degreMax=12, NbEx=20, sigma=0.2, ens=200):\n",
" xmin = 0\n",
" xmax = 1.2\n",
" xapp, yapp = genere_exemple_dim1(xmin, xmax, NbEx, sigma)\n",
" xtest, ytest = genere_exemple_dim1(xmin, xmax, ens, 0)\n",
"\n",
" L_error_app = []\n",
" L_error_test = []\n",
"\n",
" for i in range(1, degreMax+1):\n",
" print(\"Degre = \", i)\n",
"\n",
" # Transformation des données d'entrée des basses d'app et de test\n",
" poly = PolynomialFeatures(i)\n",
" Xa = poly.fit_transform(xapp)\n",
" Xt = poly.fit_transform(xtest)\n",
" # print(xapp)\n",
"\n",
" # Création du modèle linéaire\n",
" reg = LinearRegression().fit(Xa,yapp)\n",
"\n",
" # Estimation des erreurs d'apprentissage et de test\n",
" L_error_app.append(getMSE(Xa,yapp,reg))\n",
" L_error_test.append(getMSE(Xt,ytest,reg))\n",
"\n",
" plot_model(Xa, yapp, Xt, ytest, reg, i, \"Model_%02d\"%i)\n",
" \n",
" # Determiner le degré optimal\n",
" best = np.argmin(L_error_test)+1\n",
" print('Meilleur modèle -> degre =', best)\n",
" plot_error_profile(L_error_app, L_error_test, 'Profil_Err_App_Test')\n",
" \n",
" # Création du modèle final optimal\n",
" poly = PolynomialFeatures(best)\n",
" Xa = poly.fit_transform(xapp)\n",
" Xt = poly.fit_transform(xtest)\n",
"\n",
" reg = LinearRegression().fit(Xa,yapp)\n",
" plot_confusion(Xt, ytest, reg, 'Confusion')\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 1\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 2\n"
]
},
{
"data": {
"image/png": 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44447GDNmDJs2bUo1JRUoUICPP/6YKlWqMGzYMFq2bMmFCxfInTs348ePp3z58ln+DBVF8SPW2oDc6tata9OycePGS46lx4kTJ9wuG+gEU18y+44WLVrkG0F8gPYlMAn3vgCrbDp6NbRNOoqiKEoqqvAVRVHCBFX4iqIoYYIqfEVRlDBBFb6iKEqYoAo/RDhw4AAfffSRv8VQFCWAUYWfRfwdHtkVx48f56mnnqJFixaZlh0yZAivOcJLdOvWjblz5+aobUVRgofQXnjlYZzDI+fJk4cjR46QmJjo9vUp4ZGrVauWGmVz8uTJ2ZYnKSmJXLlyUaRIEWbPnp3tehRFCQ90hJ8FAiE8crNmzXjiiSeoV68eb775JqtXr6Zp06bUrVuX22+/nYMHDwKwY8cOWrVqRd26dWncuDGbN2/OsG/p1aMoSugQtCP8J56AuLj0zycn5yUyMmt11qoFb7yR/vmWLVsydOhQKleuzK233kqnTp1o2rRpanjkn376icqVK/Pggw8yYcKE1GiZKeGRQUb0r732GvXq1buobufwyPnz52f06NGMHTuWl1566RI5EhMTWbVqFefPn6dp06Z89dVXlChRgjlz5vD8888zZcoUevTowXvvvUelSpVYsWIFjz32GD///LPLfp0/f56+ffu6rEdRlNAhaBW+PwiU8Mgp9W3ZsoU///yT2267DRCTUenSpUlISODXX3+lY8eOqdekPHG4Ir16lBDj4EG47z6YM0ezbIUpQavwMxqJA5w8eYaCBQt6vN1ACI+cUp+1lqpVq14UhA3gxIkTFClShLiMHoHStO2qHiXEcM7+5iK1pRL6qA0/CwRKeOQUrr32Wg4fPpyqqM+fP8+GDRsoVKgQFStW5NNPPwVEof/xxx9ZrkcJEfLm9Xj2NyU4UYWfBRISEujatStVqlShRo0abNy4kSFDhlwUHrl69epERERkGh45ZdI2BefwyDVq1KBhw4aZTrRGRUUxd+5cBgwYQM2aNalVqxa//vorADNmzOCDDz6gZs2aVK1ala+++ipb9SghwM6dcP/9kvUN5LVzZ9i1y79yKb4nvTCa/t40PPJ/BFNfNDyylzlwwNomTaw9eDBr1/XsaW1EhLXR0fLaq9dFp/V7CUw0PLKihDPOdvis4OHsb0pw4pFJW2PMFKANcMhaW83FeQO8CbQGTgPdrLVrPNG2ooQFefNKXuYUJkyQLToanEyD6eLh7G9KcOKpEf40oFUG5+8AKjm2HsAED7WrKOGB2uEVD+CREb61dokxpkIGRdoB0x32peXGmCLGmNLWWl3OqSjuULo0FCoko/zoaHktVAhb6nJ27YQdO8TN/vRpiIyEggWhbFm47jooXtzfwiuBgq/88K8A9jrt73Mcu0jhG2N6IE8AlCpVitjY2IsqKVy4sEuXRlckJye7XTbQCaa+nD179pLvzZmEhIQMzwcTvu5L1Q0bSLzrLjY3v4ffp5widk4Nln10noSE3BleV6rUWerUOcZNN8Vzww3xREXZS8ro9xKYeLovAbXwylo7EZgIUK9ePdusWbOLzm/atMntxVQnT570ysIrfxBMfYmOjs5wIVpsbCxpv9dgxdd9WTpiCe+/D3MHygD/6qsh5haoVw+uvRbKlIH8+cXV/vhx2LsXNmyA5cuj+emn0syfX5oiRaBXL+jXD0qV8l9fvIn2JX18pfD3A+Wc9ss6jinA1q1b2bRpE+3atfNpuydPnuTjjz+mZ8+eyLy6EojExcGAAbBgARQuDN27w8MPQ0YLvMuWhWrV4I47ZD8pCX76CSZPhlGjYOxYqeellzTKQjjhK7fMecCDRrgR+DdY7ffGGB544IHU/aSkJEqUKEGbNm2yVE+FChU4cuQIAJUrV2bt2rV88cUX6ZbxNImJifTu3ZumTZumq+wLFCgASHKVDh06ALK6+LvvvvOKTMrFHDkCDz4IderAqlXw+utw4IA42WQSzeMScuWC22+HTz+FLVuk3smTxcafsgBXCX085ZY5C2gGFDfG7AMGA7kBrLXvAd8hLpnbEbfM/3miXX+QP39+/vzzT86cOUPevHn58ccfueKKK3Jc75AhQ3IunBukxNCPiopi+vTpbl1TpkyZ1EQpcXFxrFq1itatW3tTzLDnu+9kBH70KDz7LAwaBEWKeKbuSpVg4kR45hkx7zz2GFx/fR2++EJMQ0ro4ikvnZhMzlugtyfaSiWT+Mh5k5PxeHxkB61bt+bbb7+lQ4cOzJo1i5iYGH755RcAjh49Svfu3dm5cyf58uVj4sSJ1KhRg/j4eGJiYti/fz8NGzZEPhLh448/5q233uLcuXPceOONvPvuu0SmkT2lTGJiIg0aNHBZpkKFCtx7773Mnz+fvHnzMnPmTK655hq6detGdHQ0a9eupVGjRvTu3ZvevXtz+PBh8uXLx6RJk7juuuvYtWsX999/PwkJCReZl3bv3k2bNm1Ys2YNL730EmfOnGHp0qUMGjTIrUigivucPQtPPgnvvQfVq8MPP0DNmt5pq3JlWLgQZsyA3r3zUq8eTJkCTkFWlRBDV9pmg/vuu4/Zs2dz9uxZ1q1bR4MGDVLPDR48mNq1a7Nu3TpGjBjBgw8+CMDLL7/MzTffzIYNG7j77rv566+/AJmInj17NsuWLUsNcPbxxx9f1N6WLVuYM2cOy5YtIy4ujsjISGbMmOFStsKFC7N+/Xr69OmTGp4ZYN++ffz666+MHTuWHj168Pbbb7N69Wpee+01HnvsMQD69etHr169WL9+vcvwyFFRUQwdOpROnToRFxenyt7D/PMPNG8uyv7pp2HlSu8p+xSMgQcegEmTVlGtGtx7r4ylspDITQkiAspLJ0tkMhI/40XPlho1arB7925mzZp1iWlj6dKlfPbZZwDccsstxMfHc+LECZYsWcLnjtWOd955J0WLFgUkU9amTZtSY9EnJCRQrly5i+qMjY1l9erV1K9fX/p25gwlS5Z0KVtMTEzq65NPPpl6vGPHjkRGRmYYK3/ZsmWpsnfp0oUBAwZk49NRssO6dXDXXXD4MHz2Gdxzj2/bL1nyHIsXQ//+8OabsGmTyOGYxlFChOBV+H6mbdu2PPPMM8TGxhIfH5/teqy1dOzYkVGjRmVYpmvXrowcOTLT+pwnYJ3fp8TQv3DhQoax8tVbx/csWgRt28q6ql9+gbp1/SNHVJSMo2rUgEcegRYt4NtvdeFWKKEmnWzSvXt3Bg8eTPXq1S863rhx41RzS2xsLMWLF6dQoUI0adKEmTNnAjB//nyOHTsGQIsWLfjss884dOgQAPHx8ezevfuiOps1a8bcuXNTyxw9epQ9e/a4lGvOnDmpr64yZmUUK79Ro0apydDTMxmlF89fyR4LF8Kdd8KVV4oJx1/K3pnu3eGLL+Sp4+abxZ9fCQ1U4WeTsmXL8vjjj19yfMiQIaxevZoaNWowcOBAPvzwQ0Bs+0uWLKFq1ap8/vnnXHnllQBUqVKFYcOG0bJlS2rUqEHLli35O00kw+uuu+6iMrfddlu6ScaPHTtGjRo1ePPNNxk3bpzLMunFyn/zzTcZP3481atXZ/9+18skmjdvzsaNG6lVq1bqzUXJHt9/D23awDXXQGwseMDZy2O0bSt+/3//DbfcosE1Q4b04ib7e9N4+P/hbl/Kly9vDx8+7GVpMkbj4bvHjz9aGxVlba1a1vr5K7PWpt+X336zNn9+a6tVs/bIEd/KlF3C/TeGxsNXlMBh7Vq4+27xef/pp8C2kd94I8ybB9u2QatWcOKEvyVScoIq/BBi9+7dFA9k7aGwaxe0bg1Fi8L8+XDZZf6WKHNuuUU8duLixHvo/Hl/S6Rkl6BT+NZeGulPCQz0u8mY+HgZJZ87J/b7QLLZZ8add8KkSfJE0rcv6FcdnASVwo+OjiY+Pl4VSwBirSU+Pp7o6Gh/i+IbDh6kVr9+bs9mJiXJoqY9e8REUqWKl+XzAt26wcCB8P774quvBB9B5YdftmxZ9u3bx+HDhzMte/bs2ZBRPsHSl+joaMqWLetvMXzDK69QeP16yS377ruZFh8wAH7+GaZOFVfHYGX4cAm+9tRTEpPnzjv9LZGSFYJK4efOnZuKFSu6VTY2NjbDuOzBRCj1Jehxyi1rwK3csjNnSjjiPn1klBzMRETARx/JTeuBB2DNGnDzL6kEAEFl0lEUv5PF3LJxcRK7vkkTUfqhQP78MolrrZipHJE5lCBAFb6iZAWn3LLJUVGpuWVdZRFJSIBOncQj55NPIHfGmQiDiquugmnTJE7/U0/5WxrFXYLKpKMoAcE//0DPnqypXZv6a9dK9nAX9O0r/us//3xxOsFQoX17ian/2mti4onJMEi6EgiowleUrOKIenoqNlbsNS6YOVNGwC++CCGSXtUlI0bAr79Cz55w001Qvry/JVIyQk06iuJhdu4UBXjzzZIzNpTJnRs+/lhSJHbtCsnJ/pZIyQhV+IriQZKTJV9sZKRkksoVBs/QFSvCW2/B4sUZTEwfPAhNm2oUNj+jCl9RPMibb8KyZfD22xLyOFzo1k3iAz3/fDqZR195BZYulXULit9Qha8oHmLzZlF47dqJp2Y4YYwkRi9WTJ5wUlMk5s0rJydMELvPhAmynzevX+UNV1ThK4oHSEqSUW6+fJKTNhwThxUvLmEX1q+H0aMdB7O4bkHxLqrwFcUDjB0LK1bA+PEuXfLDhrZtZe3BK6/Axo1ctG6B6OgM1y0o3kcVvqLkkJ07YcgQMeV06uRvafzPW2+JTn/oIYfXjmPdAsuXy6tO3PqNMPAhUBTvYS089ph45bzzTniactJSsqRMXj/wgExeP+FYtwDII5DiN3SEryg5YM4c+OEHiSIZLoFC3eH++yXRywsvwL59/pZGSUEVvqJkk5Mnc9GvH9SvD717+1uawMIYeeJJTtZYO4GEKnxFySaTJ1ckPl7cESMj/S1N4FGxoripfvqpPAUp/kcVvqJkg7Vr4euvy9CnD9Sq5W9pApdnn5VEKX36pKYRUPyIKnxFySLWwuOPQ6FC5xkyxN/SBDZ58sg87fbtTr75it9Qha8oWWTOHIkS8PDDuyhSxN/SBD633SaJUkaNgr/+8rc04Y0qfEXJAqdOSQz4OnXgjjtcx8FXLmXMGHkdONC/coQ7qvAVJQuMHAn798viIp2odZ8rr5Qb5axZ8Ntv/pYmfFGFryhusnOnZHfq3BkaNfK3NMHHgAESaeHJJyWOmuJ7VOErips8/bTEt9fJx+xRoIA8Ia1YISN9xfd4ROEbY1oZY7YYY7YbYy6x0hljuhljDhtj4hyb67xwihKgLFoEX34Jzz0HV1zhb2mCly5doG5dseWfPu1vacKPHCt8Y0wkMB64A6gCxBhjqrgoOsdaW8uxTc5pu4riKy5cEH/yK6/UVaM5JSICxo2TcAuvveZvacIPT4zwbwC2W2t3WmsTgdlAOw/UqygBwSefwOrVEvI3Otrf0gQ/jRtDx45iGtM4O77FWGtzVoExHYBW1tqHHftdgAbW2j5OZboBI4HDwFbgSWvtXhd19QB6AJQqVaru7Nmzsy1XQkICBQoUyPb1gYT2xX8kJhq6dbuBfPmSef/9VRd55gRbXzLC1305eDCarl1v4NZb/6F//y0erTvcv5fmzZuvttbWc3nSWpujDegATHba7wK8k6ZMMSCP4/2jwM+Z1Vu3bl2bExYtWpSj6wMJ7Yv/eOMNa8Ha77+/9Fyw9SUj3OrLgQPWNmli7cGDHmnzySetjYiwdsMGj1SXSth9L2kAVtl09KonTDr7gXJO+2Udx5xvKvHW2nOO3clAXQ+0qyhe5d9/xYxz663QsqW/pQkAPJyI/LnnIH9+CbCm+AZPKPzfgUrGmIrGmCjgPmCecwFjTGmn3bbAJg+0qyheZfRoiI+X17BObOKlROTFi8tk+JdfSjIsxfvkOOOVtTbJGNMH+AGIBKZYazcYY4YijxbzgMeNMW2BJOAo0C2n7SqKN9m3T7xJOneWMApuc/487N0r25Ejcsc4cuS/7dgxOHMGzp2T8JEpr4mJsnQ3d25x9s+d+7+tcGEoWvTSrUwZKFdOtoIFvfZZsHOnLJP98kvxpcyXD+6+2yNuNk8+KcHVBg4U19ewvrH6AI+kOLTWfgd8l+bYS07vBwGDPNGWoviCwYNlMDtsmIuT587B5s2U/PFH+Pln2L37v23/ftfLSAsUkCFt0aIyMo6OlsSvefLI+9y5JVtIUpLcNFK2xEQ4dAi2bJGbxfHjEq4zLUWKiOK/8kq45hqoUgWuv15eixXL2YfhxUTkBQrAiy9K+OTvv4c77shxlUoGaE5bRUnD1q0wbZqEQK5QMB6+XS4B8Nevl23rVkhOpgqIY3nZslChAjRvLq8VKojyLVlSlG2xYp7z57xwAU6cgKNH4cABCT+Z8kSxd6/sx8ZKlLcUSpYU5V+zJtxwg2zXXJO14XRKIvIePSTjy0HPBY575BEYOxYGDYLbb5ePVPEOqvAVJYXkZPjzT355+Demm9/oNO83eGPbf+evugqqVYN77oFq1Vh55gw3dO4MUVG+kzEiQkbzRYqIPK64cEGU/6ZNsHGjvG7YAJMnS9Q3kCeN+vVF+TdsSKZx4LyYiDwqSuaDO3eG2bMlH67iHVThK+GLtbBjB/z4o2w//wz//stDQEK+EuSq1hAe6Q4NG4ohP42d/HRsrG+VvbtERED58rK1avXf8aQkUf4rV/63jRwJycncHBEBDRrALbdAixbSZx+uMrvvPnj1VUl63qFDYH6soYAqfCW8OHVKEqx+/70o+d275Xj58tCxI+PWNmPaloYs2l0RioXYDGKuXFC9umwPPSTHTp+G5cv5a8oUyu/YIVlKhg+XuYXGjaFtW9nKl/eqaBER0mybNvDhh2LmUTyPKnwl9Dl6FL7+WswSCxb8N+nYvLl4n7RsCddcw6rVhqfqw8svw2U5nOcMGvLlg1tuYVdEBOWbNZP5gV9+gZ9+kpvi44/LVrMmtGsnyr9OHa+407RuLQ8Zw4ZB1646yvcGOj2ihCZHjoi/+K23yqRlt24y8dqjh/j/xceLm2Hv3pJl2xhefFHmV594ws+y+5NCheDOO2UWdeNGmaAeM0aODxsG9erJaL9/f/jjD9ceQ9nEGLnZ/vUXTJnisWoVJ1ThK6HDuXMyim/fXlwJH3tM3CQHDIDff4c9e+DNN6FZMzh8GJo2hb//BmQB6fffS9FChfzai8CiUiV5ClqyRD6rqVOhRg1ZpFCrlpiHRo6Uz9YDtGwp0wfDh8vXqXgWVfhKcGOt5Mzr1UuU/P/9n2TYeOIJGYFu2iTao169i80QTmECrJXJwlKlZMCvpEOJEvKk9M034pb57rviLfTcc+KK2rixGODPnMl2E8ZI5IZ9+8SpSPEsqvCV4OTkSXjvPbEt33STKJo77pBh+t69YoaoUePS61yECfg5ogWLF0tMl3z5fN+VoKR4cbnJLl0Ku3bJTfXwYbkhlCkjN9xN2Yug0qIF3HwzjBgh0y2K51CFrwQXGzbIsswrrhCFExkpC4H+/htmzJCVO7ky8EXYuVMcvVM0e758vFLyHcpcnqyeIdmlQgUZ5W/aJPMjrVrJ6L9KFWjSRL6XxES3q0sZ5R84IF+t4jlU4SuBz4UL4mXTvLksfJo0Sez0v/0Ga9aID5+7hvc0YQJ+OVOPxYeup//ASE1uklOMkfmRWbNk7uTVV8X088ADclMYNUrCQ7hB8+YyxTJyZI4sREoaVOErgUtiokwSVqsm7oA7d4rS2LcPpk+HG2/MnntgSpiA5csZVnYCJaL+1dG9pylRQkJhbtkiZrZq1SR2Qrly0K+fmIEy4eWX5cHtvfd8IG+YoApfCTxOnJBIjBUrQvfu4pA9YwZs3y5uNCVK5Kz+zz+H8eNZea4mC/ZW4emhhdV27y0iIsTMtmABxMXJpPqECRLL5957xVU2HZo2lYW/o0ZdHBpIyT6q8JXA4fhxeOklifj47LNw3XUyOly7VuzuuXN7tLnhwyWkzGOPebRaJT1q1pTJ9V275PtdsEAWcbVvn67if/llCRY6ofq7qS60SvZRha/4nxMnxE2yQgV5bdFC4rz89JOMDr2wqvOPP2DePHEm8WYoecUFV1whw/Y9e2R2dvFiUfzt2smcjBM33wy3ld3E6F0dSXhxtJ8EDh1U4Sv+49QpSSdVsaKM7Js2lT/8Z59JJEcvMny4KPq+fb3ajJIRhQtLMPzdu0XxL1kCdeuK4v/jj1QX2pf3decIJXh/coRHMm2FM6rwFd9z/jy8/bYo+oEDJYDKypXw1VdQu7bXm9+0CebOFe/OokW93pySGa4Uf+3acNdd0K4dDfOtowULeY1nOdOpm1sTvoprVOErvsNaii9dClWrSkCuatVg2TL47juvj+idGTlSBolPPumzJhV3SFH8KSkV582TVb2nTzMk13D+5nKmHLjdI5m2whVV+IpvWL0amjen2osvymKpb74RG/1NN2W/zoMHL4qH4w47dsDMmeKVmVNnH8VLFC0qPvxbtsiqXaBR/rW8UfAFxv1+c1bWcClpUIWveJd9++DBByWWzcaNbH3iCVi3TiIy5nQy1ikejruMHi0LcZ9+OmdNKz6gfHkJnblmDaZ+ffqdHM78s835+dn5/pYsaFGFr3iH8+clns1118Enn4itfts2DrRrl3P3ShfxcNyZzNu7V3LVPvRQ6sBRCQZq14Yff8R+N5+oPBG0eqs1F9q2E9OPkiVU4SueZ/FiCZ3bv7+4WG7aJIbzwoU9U7+LeDh07pzpZN6rr0pwzf79PSOG4lvMHa344+P1DGAUyQt+klg9Q4Zo7IUsoApf8Rx//w1dukg8ldOnZdLtq6/EG8eTpImHk5rBKoPJvL//lhA8Dz7o9Wx9ihdpc08U86sP4Laym7Ht2svKrCpVJNaSkimq8JWcc+ECjB8P114r5psXXpColnfd5b02neLh0LNnphO3r78uVqZBg7wnkuJ9IiIkjPXiHWWZ22G2JJ7Pn19iLXXqJL8LJV00p62SM7ZuFaP40qWSTnD8eKhc2fvtfv75f+/Hj8+waEq2w5gYCeGiBDcdOsjYYtgw6BDXHLNmjcwXDR0KP/7I5T16iPeWF1ZoBzs6wleyR1KS/Mlq1oQ//5SolgsW+EbZZ5E335RFvc89529JFE8QGSnf5bp14t1LVJQM+//4A6pW5brRoyUkhy7QugRV+ErWWb9eEo/27y9/rI0bJdNRAI6ojh+Ht96SII1VqvhbGsVTxMTI1NCwYU551K+7DhYvZmu/fpIroVo1eOMNMTkqgCp8JSskJYnve926sgx+9mz44guZRA1Q3nlHYrM9/7y/JVE8Se7c4um7ciX8+KPTiYgIDrRvL4OQ5s1lOXWLFh5Lsh7sqMJX3GP7dgld+NJLMlzeuFEmyQJwVJ9CQgKMGydrvHwQokfxMV27QtmyMsq/hHLlxHNnyhRYtUryG0+f7vQ4EJ6owlcyxlqYPFn86rdskfR1s2YFRVyC996Do0fFaUgJPfLkEaviL79IvLVLMAb+9z8x9tesKXeIDh0k2XqYEpoK/+BBavXrpwkTcsrhw3D33ZIztkED+ePcd5+/pXKLM2ckadatt0omRCU0efhhKFlSLI3pUrGiJFd/9VWZ5a1e3THbG36EpsJ/5RUKr1+fpRgrShrmz5c/xvz54sT+44/ymBwkfPCBuGTr6D60yZtXAmsuXCj2/HSJjJQsW7//DqVKyRqRJ56Ac+d8JWpAEFoK3ynGirHW7RgrihPnz8tzcuvWYrb5/Xd46ilZ8RIkJCZKkLSbb4YmTfwtjeJtevaUAJvDh7tRuEYNuTP06yf+ujfdJPNTYYJH/sXGmFbGmC3GmO3GmIEuzucxxsxxnF9hjKngiXYvIZsxVhQHe/fKgpUxY+Rf9Pvv8gcJMj78UIJ0vvBCQM8pKx6iYEEZrM+bJ1bHTMmTR9w1v/xSdEOdOjIvFQbkWOEbYyKB8cAdQBUgxhiT1uP5IeCYtfYaYBzgneSUTjFWkqOi3Iqxojj49luZmF2/Xn78EyZInJogIylJ4rTVqwctW/pbGsVX9O0rin/EiCxc1K4dxMWJ6fL++2Wu6vRpb4kYEHhihH8DsN1au9NamwjMBtqlKdMO+NDxfi7QwhjvjL0O7kkk5qoVfPTMJ27FWAl7zp+HAQOgTRux0a9ZEzQTs66YNUsGbS++qKP7cKJoUejdW0I5/fVXGhNuRolyrrwSYmMlyNIHH8ANN4g3WohibA79Uo0xHYBW1tqHHftdgAbW2j5OZf50lNnn2N/hKHMkTV09gB4ApUqVqjt79uwsy3P6dCQxMTdy/fXxjBq1ObvdCigSEhIoUKCAx+uNOnKEqi+/TOE//2R/27bs6N2bC1FRHm/HGW/1BSA5Gbp3r0+uXJZJk1Z5fdrBm33xNaHQl2PHchMTcyM333yAF17YkXq80rhxlPn6aw7cdRfbMshrWXTVKq4fNoyI8+fZPGgQR26+2RdiZ0h2vpfmzZuvttbWc3nSWpujDegATHba7wK8k6bMn0BZp/0dQPGM6q1bt67NLkOHWgvWxsVlu4qAYtGiRZ6vdNkyay+/3Nr8+a2dOdPz9aeDV/ri4JNP5HufM8drTVyEN/via0KlL/36WRsRccHu2mWtjY6WH0TaLTo6/Qr27LG2fn0p99xz1iYl+Uhy12TnewFW2XT0qifGQPsBZ3+9so5jLssYY3IBhYF4D7Ttkr59IX/+pKzZ88IFa+H99yVmff78El44JsbfUuUYa2XF5bXXykJgJTx55hmIiLC8+irZc+K48kpZxfXwwzIh0Lo1xHtNVfkcTyj834FKxpiKxpgo4D5gXpoy84CujvcdgJ8ddyKvUKQItG+/n08/hc2hYdXxDOfOQY8eMrdx663ihVOtmr+l8ghffy0eGs89Jy7XSnhStiy0avU3H3wAB2zWE+UAUnbSJJg4Uez79erB2rU+kd/b5FjhW2uTgD7AD8Am4BNr7QZjzFBjTFtHsQ+AYsaY7cBTwCWum56mQ4d95M0rHhsKsH+/TFxNniyRxL7+Wma6QoCU0X3FijKgU8KbmJi/SE6W9YJZTZRzEY88IqP98+fFXz8EXDc9kgDFWvsd8F2aYy85vT8LdPREW+5SpMh5evaUtRWDB8NVV/my9QBj+XJo316Cwn/2Gdxzj78l8ig//igPKxMnQi5N6RP2lClzlvvvl1hKg/Z8TvHijhOZJMpxSYMG4rn2f/8no4nNm0WhBNFCRGeCU2o3efppUQCjveP1HxzMni32+gIFYMWKkFP2IKP7smUlX62igHhZnjkj66tyTMmSErvhf/+TcC333Re0/vohrfDLlJHse1OnysrLsMJa+XHGxIhv8fLlIZkBZMkSiZbYv78soFQUgOuvl0H5229LEpwckyeP+OmPGQNz50rMjv1pfVMCn5BW+CCKwFr5nsKGs2ehSxd59HzwQbF5pD7XhhbDhskA7OGH/S2JEmg895wkv8mOJcclxogb0FdfyeKs+vUl1n4QEfIKv3x50X0TJ4ZJQvvDhyXDz4wZEk1q2rTAHvpmtAoyE1askHvZM89ofDzlUmrXFq/KceNk+spj3HUX/Pqr5NJt0kSyvgUJIa/wQVKhJSbC2LH+lsTLbN783yTTJ5/IECfQ4wu88gosXZqtUNbDhsFll0GvXl6QSwkJXnhB3Ojff9/DFVevLlE3a9YU29E773i4Ae8QFgq/cmXJxvfuuyG1huJifv0VGjWSoczixdDRp05RWccplDUXLmQ5lPXatZLD4sknZT5aUVzRsKGktn3tNbF0epSSJeGnn6BtW1nt2b9/wCdMDwuFDzLYTUiAt97ytyReYN48MeNcdhn89ptM0gY6OQxlPWKErKHp0yfzskp488ILYjmcOtULlefLJ67OvXrJRGHnzgGdVCVsFH61apKt76234N9//S2NB5k4UTpWvbqM8oNlwUHpbK6CRPKnf/aZDKqKFPG+qEpw07y5pLkcPVrWUHmcyEiZGR41StygW7XykGuQ5wkbhQ+ywPT4cTHtBD3WihfOo4/KD2zRoqBILH4R2VwFOXy4DKyeeMK74imhgTEyyt+zB2bO9GIjAwbARx/BsmWSbm3vXi81ln3CSuHXrQt33CGTtx6dtfc1SUmy7HvoUFkM8uWXEggt2Pj8cxkZ1awpr59/nuklW7bIIKp375D1NFW8QOvWkt9nxAgJo+01HnhA8kDv3StKf+tWLzaWdcJK4YPc6Y8cEUtIUHL2LHToIItAnn9eXnPn9rdUPmP4cLEAPf20vyVRgglj5O+ydauYA71KixbyxH3mDDRuLFm1AoSwU/g33SQ2vTFjvDBr721OnRIf4K++ksmIYcMC3+3Sg2zfLssLevUSBwlFyQr33APXXSeDBu/F6nVQp44sAc+TR9aZLF3q5QbdI+wUPnh51t5bHD8Ot90GP/8si6n69vW3RD5nxAhZ6/LMM/6WRAlGIiLEW2/dOnHp9TrXXiuK/vLLJcHy/Pk+aDRjwlLhN28u/rmjRnlp1t7D5D52TAKgrVolC6q6ds30mlBj1y6YPl3mqDUnvZJdYmIkjPawYT4Y5YMkVPnlF3m0aNsW5szxQaPpE5YKP2XW/q+/4OOP/S1NJuzdS+1+/cT4+PXXYZvOaeRIiXzav7+/JVGCmVy5ZOX9ypXwww8+arRkSbHpN2wod5zJk33U8KWEpcIH8dapXdsHs/Y5Yft2aNyYqKNHYcECuP12f0vkF/bsEfPbww9LBFRFyQndukmMrcGDfTTKByhcGL7/XlyoH3nEb77hYavwU0b527cHaCKbrVtlsichgbixY8XFK0wZNUrsrwO9nidNCQeiosRjZ+VKH5vV8+WTQGtt24pfsR+W/YetwgdJAlWzJrz8sri2BwxbtojN/vx5iI0loXJlf0vkN/buFc/T7t0lyYmieIJu3aBCBR+P8kG8dj79VFyG+vVz5GH0HWGt8CMiZO3S9u0BZMvfvFmUfXKy2P1CJMl4dnn1VflD6uhe8SS5c8sT/qpV8O23Pm48KkpWD3bsKC5nPky8HdYKH8StvW5dUfx+99jZtEmUvbWi7KtW9bNA/uXAAZg06T+bq6J4kgcflNBTQ4b4eJQPcseZOVMCCD73XLbCg2eHsFf4xshnvWsXfPihHwXZsEGUvTEQGxuS6QizysiR8qAzaJC/JVFCkZRR/urV4gDnc3LlEl/jBx8U29LgwV5vMuwVPojHToMGkosjMdEPAvz5pywOiIwUZX/ddX4QIrD46y8Jf/G//wVPAFAl+OjSBa6+2k+jfJD//NSpMkk1dKjXR/qq8PlvlP/XX/DB2H+znXIvW+n6Nm+W2Bu5cokZ59prs95uCDJsmLy+8IJ/5VBCm1y54MUXJaHOV1/5SYiIiP9sl4MHi6+4t5ryWs1Bxm23ScKo4cMucPaX37N3p81qur4dO0TZg4RMUGUPyMcydSr06CELFRXFm3TuDJUqySjfbwmrIiJkQdYDD4jP6KuveqcZr9QahJh8eRm67Bb2nyrKJPtQ1lLuZSdd319/ibI/exYWLlQzjhNDh8rI67nn/C2JEg6kjPL/+EMijfuNFPPOfffBkiVeWRGqCj+FnTtpHlOaphFLGMFznMl7mfsp97Karu/gQVH2x4/LCtrq1T3WjWBn82Zxke3dW5JiKYoviImR3Nd+HeWD3H0++khyQ0RGerx6VfgplC6NKVyIl+1g/qY0753t6nbKvSyl6zt8GG69VZT+/PniE6qkMmSIPBgNGOBvSZRwIlcuMZ+vXy/rovwuTFSUV6pWhe/MP//QtFcVWjQ4yajoIZzadyxL12aaru/YMQmTunOnxGdt2NBzsocA69ZJMMF+/YIvW6MS/HTqJA/bL7wQAGtyvEQufwsQUDhS7A39VSZw32o4C7ddwJ3T840ff+n5hATx/9y4EebNE5975SIGD5YHI81mpfiDyEhxkLnrLpgyRUJxc/Cg2NTnzAmJuNw6wnfBTTdJfKNRoyA+3gMVJiZKWOPff5cfTphGvcyI5ctlwuzpp+Gyy/wtjRKu3HmnDPZefhlOnybrnncBjir8dBgxQgblOXaJTU6WlXQLFojbVfv2nhAvpLBW4tyXLAlPPeVvaZRwxhhZ4X3wILydf0DWPO+CAFX46VC1qiSWeucdiceeLayVVIRz5ohf7f/+51EZQ4Vvv5WkQIMHQ4EC/pZGCXcaN4bWLc4yKvdLHMvrSMCQmeddkKAKPwNefllu6tkOcTFkiIwM+veHZ5/1pGghQ3KyRMKsVEnyQihKIDDi9WiOn8/PmDN9Mve8CyJypPCNMZcZY340xmxzvBZNp1yyMSbOsc3LSZu+pFw5GaBPny7uWlni7bfF7te9u0wGeJvshHUIAKZPl7hxI0ZIMCtFCQRq1oT7yy7hjVxPc/DrVel73gUZOR3hDwR+stZWAn5y7LvijLW2lmNrm8M2fcqgQXJjz9Kqz5kz4fHHxV7//vvymOBtgnBy6cwZeOkluOGGsE3VqwQwQ2ObcJ4oXp5bVTzvnD3xgpScKvx2QEpQ4Q+B9jmsL+C47DIxOXzzjdiZM2XhQjH+N2smuRNzednzNTthHQKEd96BfftkesMX90RFyQpXXy0D+0mT5Ck0FDA2BzFBjTHHrbVFHO8NcCxlP025JCAOSAJGWWu/TKe+HkAPgFKlStWdPXt2tmVLSEiggIdmAM+ejaBLlwaUKHGO8ePXpKuc8m/fTu1+/Th7+eWsffNNkj3UfkZ9iYqP5+oJEyi+dCmR586RnCcPRxo3ZkevXiQGoH9jSl9OnMhF584NqFr1BKNGZdVeFhh48jfmb7Qvrvn339yO3+m/jB7t+99pdvrSvHnz1dbaei5PWmsz3ICFwJ8utnbA8TRlj6VTxxWO16uA3cDVmbVbt25dmxMWLVqUo+vTMmWKtWDtjBnpFPjrL2vLlLH2iius3bvXo21n2peePa2NiLA2Olpee/XyaPueJKUvTz1lrTHWrlvnX3lygqd/Y/5E+5I+r78u//358z1arVtkpy/AKpuOXs3UpGOtvdVaW83F9hXwjzGmNIDj9VA6dex3vO4EYoHabtyoAoquXaFOHYnxcupUmpPHj8sq2oQEiY/j62zb7oR1CCC2bIG33pL5bI0bpwQ6vXuLeefppyEpyd/S5Iyc2vDnAV0d77sCl6QQMMYUNcbkcbwvDjQCNuawXZ8TEQFvvCE25zFjnE6cOycZ6LdulUkdf2iwzz+XSaWaNYNicunpp8Wtefhwf0uiKJmTJ4/85zdulLWTwUxOFf4o4DZjzDbgVsc+xph6xpiUj+Z6YJUx5g9gEWLDDzqFD7Ig4957ZZJx715kkvShhyRT1Qcf/JfMREmXFSsu49tvxTunVCl/S6Mo7tG+vXg9v/QS/Puvv6XJPjlS+NbaeGttC2ttJYfp56jj+Cpr7cOO979aa6tba2s6Xj/whOD+4tVXZQHtgAFIZpoZM2So2qWLv0ULeBITYfz4a6hUSdY3KEqwYAyMHQtHjgT3k6mutM0i5cvDM89AvlmTZUFVjx7irK9kyvjxsHdvPsaN81q4b0XxGnXqyFzem29KGs5gRBV+Nniu4SIm0IvlhVpy4e3x6kTuBocOSaiKG26Ip3Vrf0ujKNlj+HAZrDzxhL8lyR6q8LPK1q3kfeD/OHVFZW4/8QkfztCUAu7w4ovi3fTYYzv0/qgELWXKSIisb76Br7/2tzRZRxV+Vjh6FNq0gchICsV+TbWbCtO/v4di5ocwq1bJasU+faB8+dP+FkdRcsTjj0s03ccfd8TMDyJU4btLShKTPXvgyy+JuOYqJkyQrIVqwk+fpCTJHFSqlIyMFCXYyZ1b5qN27/ZNXERPogrfHayFXr0gNlbcLxs1AqBGDbHlTZoEv/7qVwkDlvHjYc0amegqXNjf0iiKZ2jaVMLjjx4N27b5Wxr3UYXvDq+9JkkuX3gBHnjgolNDhsjC2p49QzfxcXbZt08+slatoGNHf0ujKJ7ltdckRuGjj8qYMBhQhZ8ZX38tTvf33ituJmkoUEDCBKxfLytxlf/o109MOuPVkUkJQS6/XNblLFok48FgQBV+RmzaJM9ttWvD1KkSX8EF7dvL9tJLEmFBkYTkn38un8lVV/lbGkXxDg8/LOadZ56RHESBjir89Dh+HNq1k2e2L7+U4C/pYAy8+65kQnvoIYm4EM7Ex4uJq1Yt+SMoSqgSEQETJ0oyn8cf97c0maMK3xXJyRATI9Pwn30muQ4zoXRpMeksXSomjHCmXz9R+tOmadpCJfSpXFnyXs+dG/BxC1Xhu+S55+D770Vz33yz25c9+KBMUA4cCDt3elG+AOarryS80AsvSPBORQkHnnlGQi88+qhEKwcCMs+0Kvy0zJwpMzG9esEjj2TpUmPk8S4yErp1kweFcOLoUTHl1KypaxOU8CJ3bvjoIzh5UtSGtQRknmlV+M6sXi1G+CZNsu1yU66c5Gr95Re5b4QL1soPPT5e5rc1OJoSblSpAiNHimPf1IjuAZlnWhV+CocOiatNyZLw6ac50lhduogX50svSViBcGDyZLFfjhghTk2KEo706wfNbjpHv1zj2RV9vRzMl0+8/Xbt8q9wqMIXkpKgUycJdv3ll6L0c4Ax8N574qd7//0uUiKGGJs3yw/91lvhqaf8LY2i+I+ICJg2Mw8RERBzdgqJeQrC2bNQqJAoBH/L528BAoLnnpOwCe+/77HhadGiYtPbvj20k32cOycOTfnzw/Tp6S5VUJSwoXx5mFzrHVZwI4Pu3R5Qeab17/nZZ5Kw8rHHxM3GgzRrJkmxpk6VEDyhyBNPQFycrDQsXdrf0ihKYNBxxbP07g1jPyrJVy0DJ890eCv8zZvFnebGG2HcOK80MWQI3HabZL5fs8YrTfiNqVPFdNW/P9x1l7+lUZTA4vXXxVWzWzdZ0hMIhK/CP3kS7rlHZs5zOEmbEZGR4ulZsqREVz561CvN+JzVq8Vz9ZZbgjvHp6J4izx54JNPxFHn7rsDYy4vPBW+teJ+uWULzJkj4S69SPHick/Zv1/s3cEeVfPIEbl5lSwJs2dDLk36pSguufpq+Y+sWyf5cP0ddiU8Ff64caKBR42C5s190mSDBmL+WLBAMj8FSzjVtJw5IyGG/v5bpj9KlPC3RIoS2Nxxh0wTfvaZy4C7PiX8xmZLlojR+Z57fB7Zq3t38doZORKuuQaefdanzeeYCxdkXvu33+RRtX59f0ukKMHBk0/Cn3/KotvrrpMnfX8QXiP8Q4fgvvvkOWvqVL8EaR82TBZl9e8vDxkXEYCxN5zp318CRL32GnTo4G9pFCV4MEYW3DZpIqad77/3jxzho/AvXJBsVceOiaYtVMgvYkRESBTJm26SxXfffut0MgBjb6QwZox4HfTtK6OVVAL8JqUogUKePBJcsGpVMTAsW+Z7GcJH4Y8cCT/+KOmpatTwqyh584qir15dJj8XRLX5bwgQYLE3QBR9//6yGHncuDQPRgF8k1KUQKNIEfjhB4m5deed8Mcfvm0/PBT+4sUS2Ob++yVFTQBQpIhM4F57LbSP/JrYFq/8l2QlgGJvjBsnUx0dO8LHH4ubKSA3owC+SSlKoFKypIw9CxYUt+aVK33Xdugr/EOHZIbkmmvETSaAkqsWKyZffMWrDHfE9ueLM60kbVYAxN6wVh6KnnpK7PUzZqRxv9y5U26gAXiTUpRA58orZRxapAi0aCF5cX1BaCv8FLv90aPiVlKwoL8luoSSJeWLr1loN/9nP2X8E9v8Hnvj/Hno0UNCDN1/vywcuyRzVenSclM6ezZgblKKEkxcdZVYQ8uXF9fNL77wfpuhrfCd7fYBnH6peHH4eV9l2twVQZ9RZXk233iSPvFP7I0TJ6BNGwl3/PzzEgAu3TSF//wjN6fly/1+k1KUYKR0aRnw1aolE7lDhnh3cVbI+uEXjosTu31MTJYzV/mDfPkkvtLjj4vb44oVMrL28iLgi/j9dxnR79olCv+hhzK5wDkgVLgn8lWUbFKsmJh0evWShVmrV8tAq0gRz7cVmiP8Q4eoMmyY+Nu//35A2e0zIlcuePddmRxds0bu+l9/7f12L1yA0aPFVfTcOfnxZarsFUXxGHnzytKgd94RH/3mzb0z0g+9Eb7Dbp/7xAn46aeAtNtnRufOUK+eLNBq2xYaN67K9OlQoYLn21q+XPzqly8XT5z335dY/oqi+BZjJKpujRoSr8obuSVCb4S/fTusXs22Pn0C2m6fGddeK+5aI0bA779fxvXXw+DB8kPwBLt3y3x2w4byfvp0iSOnyl5R/EvjxhJd0xvkSOEbYzoaYzYYYy4YY+plUK6VMWaLMWa7MWZgTtrMlMqVYfNmDoZAgPY8eWDQIPjww5XcdZesbSpXDh59FDZsyHp9Fy6I73+7dmLtmjtXJma3/fI3XSY3xfyjk66KEsrkdIT/J3APsCS9AsaYSGA8cAdQBYgxxlTJYbsZU6JE0Njt3aFkyXN88oko+S5d4MMPoVo1Wanbv7/Y+ffsgeTki69LTJQI0LNmyYRQ+fJw++0S/GzgQHkYGjYMCowdqqtlFSUMyJEN31q7CcBkrFxvALZba3c6ys4G2gEbc9J2OFKlCkycKAlHZs0SJ5k33pA4NyCrYC+7TNwoz5yB48f/C8NcoIBk3ho9WsI55MmDzBSdPftfAxMmyBYdLRUoihJSGOuBwOzGmFjgGWvtKhfnOgCtrLUPO/a7AA2stX1clO0B9AAoVapU3dmzZ2dbpoSEBAoUKJDt6wOJjPpy9mwE27YVZNeufBw5kofjx6NITjbkyZNMoUJJlC59hquuOsVVV50iMvLi7zoqPp6rJ0yg+NKlRJ47R3KePBxp3JgdvXqReNllPu9LsKF9CUzCvS/Nmzdfba11aWLPdIRvjFkIuFo++by19qssSZIJ1tqJwESAevXq2WbNmmW7rtjYWHJyfSCRWV9atcpB5QsXih9mdDSRiYmUqlSJUvfck4MKMyacvpdgQvsSmHi6L5kqfGvtrTlsYz9Qzmm/rOOYEgikrJbt0UPsRQcP+lsiRVG8hC/88H8HKhljKiKK/j7gfh+0q7iDrpZVlLAhp26Zdxtj9gENgW+NMT84jpcxxnwHYK1NAvoAPwCbgE+stdlwKlQURVFyQk69dL4ALonxZq09ALR22v8O+C4nbSmKoig5I/RW2iqKoiguUYWvKIoSJqjCVxRFCRNU4SuKooQJHllp6w2MMYeBPTmoojjgodiSfkf7EphoXwKTcO9LeWttCVcnAlbh5xRjzKr0lhcHG9qXwET7EphoX9JHTTqKoihhgip8RVGUMCGUFf5EfwvgQbQvgYn2JTDRvqRDyNrwFUVRlIsJ5RG+oiiK4oQqfEVRlDAhqBV+ZsnRjTF5jDFzHOdXGGMq+EFMt3CjL08ZYzYaY9YZY34yxpT3h5zu4G7SemPM/xljrDEmYF3o3OmLMeZex3ezwRgz09cyuosbv7ErjTGLjDFrHb+z1q7qCQSMMVOMMYeMMX+mc94YY95y9HWdMaaOr2V0Fzf60tnRh/XGmF+NMTWz3Zi1Nig3IBLYAVwFRAF/AFXSlHkMeM/x/j5gjr/lzkFfmgP5HO97BXNfHOUKAkuA5UA9f8udg++lErAWKOrYL+lvuXPQl4lAL8f7KsBuf8udQX+aAHWAP9M53xqYDxjgRmCFv2XOQV9ucvp93ZGTvgTzCD81Obq1NhFISY7uTDvgQ8f7uUALk0nGdT+RaV+stYustacdu8uRzGGBiDvfC8ArwGjgrItzgYI7fXkEGG+tPQZgrT3kYxndxZ2+WKCQ431h4IAP5csS1tolwNEMirQDplthOVDEGFPaN9Jljcz6Yq39NeX3RQ7/+8Gs8K8A9jrt73Mcc1nGSiKWf4FiPpEua7jTF2ceQkYvgUimfXE8Xpez1n7rS8GygTvfS2WgsjFmmTFmuTEmJxmGvYk7fRkCPOBIavQd0Nc3onmFrP6ngoUc/fd9keJQ8SDGmAeAekBTf8uSHYwxEcBYoJufRfEUuRCzTjNk5LXEGFPdWnvcn0JlkxhgmrX2dWNMQ+AjY0w1a+0FfwumgDGmOaLwb85uHcE8wncnOXpqGWNMLuQxNd4n0mUNtxK9G2NuBZ4H2lprz/lItqySWV8KAtWAWGPMbsS+Oi9AJ27d+V72AfOsteettbuArcgNINBwpy8PAZ8AWGt/A6KR4F3BiFv/qWDBGFMDmAy0s9ZmW4cFs8JPTY5ujIlCJmXnpSkzD+jqeN8B+Nk6Zj4CjEz7YoypDbyPKPtAtRNDJn2x1v5rrS1ura1gra2A2CTbWmtX+UfcDHHnN/YlMrrHGFMcMfHs9KGM7uJOX/4CWgAYY65HFP5hn0rpOeYBDzq8dW4E/rXWHvS3UNnBGHMl8DnQxVq7NUeV+XuGOoez262REdUO4HnHsaGIAgH5wX4KbAdWAlf5W+Yc9GUh8A8Q59jm+Vvm7PYlTdlYAtRLx83vxSAmqo3AeuA+f8ucg75UAZYhHjxxQEt/y5xBX2YBB4HzyFPWQ0BPoKfT9zLe0df1Af4by6wvk4FjTv/9VdltS0MrKIqihAnBbNJRFEVRsoAqfEVRlDBBFb6iKEqYoApfURQlTFCFryiKEiaowlcURQkTVOEriqKECf8PpD89G2oSQhkAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 3\n"
]
},
{
"data": {
"image/png": 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OHTuSTUkFChTgq6++okqVKowYMYIWLVqQmJhI7ty5iYyMpGzZshn+DC0Wi58wxgTsVrduXZOS7du3X3XMFWfPnnWrXHYgO/Ulve9n6dKlvhHEB9i+BCbB3hdgnUlFp+Z8k47FYrFYgGCw4VssFosFsArfYrFYggar8C0WiyVIsArfYgkmbCz+oMYq/BzEkSNH+PLLL/0thiWQsbH4gxqr8DOBv8Mju+LMmTMMGTKEZs2apVt2+PDhvO0IL9GrVy9mzpzpUdsWH5LZEbqNxW/BKvwME2jhkZPCIBcpUoTp06cnR+605FAyO0K3sfgtZJHCF5HJInJcRLamcl5E5H0R+VNENovI1Us+swmBEB65SZMmPPXUU9SrV4+xY8eyfv16GjduTN26dbn33ns5evQoAHv27KFly5bUrVuXRo0a8ccff6TZt9TqsQQAno7QbSx+C1kXWuEz4EPgi1TOtwIqObbbgfGOV4946imIinJ9LiEhL6GhGa+zVi14773Uz7do0YLXXnuNypUr07x5czp37kzjxo2TwyMvXryYypUr8/DDDzN+/PjkaJlJ4ZFBR/Rvv/029erVu6Ju5/DI+fPn580332TMmDE8/fTTV8lx+fJl1q1bR1xcHI0bN2bOnDkUL16cGTNm8OKLLzJ58mT69evHRx99RKVKlfjtt98YNGgQS5YscdmvuLg4Hn/8cZf1WAKArIj8mhRXql8/mDBBzUOWoCJLFL4xZrmIlEujSDvgC8ey3zUiUkREShljst0vLlDCIyfVt3PnTrZu3co999wDqMmoVKlSxMTEsGrVKjp27Jh8TdIThytSq8cSILgYoZ/MXYptO69j+2w16Z89qxtA4cJavFQpqFIFqlaFa7M4rpQl++Gr4GnXAwed9g85jl2l8EWkH9APoGTJkskZmpIoXLhwcnTH119PvcGEhARCMzPEB1wEsryKunXrUrduXSpWrMjUqVOpXLkyCQkJybJduHCB+Ph4zp07lxzHIulcQkIC58+fv2r/woULNGnShE8//fSqvjhHtEzKNHXu3DliYmK45ZZbWLx48RXX/PPPPxQuXJhff/01Rd/OcenSJXLnzs25c+eIi4sjNjY21XpcRfVMi4sXL171nTkTExOT5vnshK/7cn3UARbXGc38PG1Zv+FajnxWXJ+tHeTLF0++fPrbOH8+lNjYK//e110XS716p6lf/xR16pymQIF/M5bZ7yUwyeq+BFy0TGPMBGACQL169UyTJk2uOL9jxw4KFiyYbj3nzp1zq1xG2blzJyEhIVSqVCl5v0KFCtSpU4eDBw9y7NgxKlasyLfffkuzZs0oWLAgIkKBAgWS5SlSpAiJiYnJ+6GhoeTPn5+IiAieeeaZ5DrOnz/P4cOHKVWq1BV9SSpfsGBB6tSpw6lTp9i6dSsNGjQgLi6OXbt2UbVqVW666SYWLlxIx44dMcawefNmatasSZ48eciTJw8FCxYkd+7c5M2bN816MkJSFM/UWLZsGSm/0+yKL/qSkAA//wyTJsGc9U2Ii4MiRaB5G7jjDh25V60KpUtDaGgunP/SCQlw6BBs26bbqlV5Wbw4Lz/8UJo8eeDBB6FPH4iIgOXL7fcSiGR1X3yl8A8Dzq4sZRzHsh2BEh45ibCwMGbOnMkTTzzBP//8Q3x8PE899RRVq1ZlypQpDBw4kBEjRhAXF0eXLl2oWbNmhuux+J5Ll2DyZHjzTThwAIoWhcceg06doH59yOXGPzc0FMqW1a11az0WdymRjd8fYsW0g6ybG82UaSdZVfQcNWocI2HDJkLz5NLGihaFkiWhUiXrupmTSC2MZkY3oBywNZVzbYAFgAB3AGvdqdOGR1ayU19seGTPuHzZmA8+MOb6640BYxo0MObrr425eDETlV28aMzq1ca8954xXbsaU62aMeHhWrG7m4gx5coZ07q1MSNGGLN8uTGxsVne76wk2H9jpBEeOUtG+CIyDWgCFBORQ8AwILfjhvIRMB9oDfwJXAAeyYp2LZacxJIl8PjjsH07NGoEn38OTZuq96Xb7NsH8+bBwoWwdKl69ABcfz3Urg333quj9rJloXhxKFoUU6Ag732wg/nzqrJ5/WUa3nKKVx8/SfWiR2DnTvjjD9i0CebP17rCw7WeDh3g/vt1htiSLcgqL52u6Zw3wGNZ0ZbFktM4flwV/ddfQ/nyMHcu3HdfBhT94cMwYwZMnw6//67HKlaERx7RO8btt6vCTwUBakfE89Twa5g5E4YMKUmNx+Dhh+Hdd+Haax0Fo6Nh5UqdVJg9G+bMgbAwVfyDBsGdd2bw7mTxNXalrcXiR77/HqpXV9356qs6uXr//W7ozYQE+OEHaNsWbrwR/vtfPfbmm7B7t24ffqgzs2koe2dEoGNHHdC/8AJMnQo1aqh+B9Su37YtfPAB/PUXrF4N/furHHfdpU8Q06frwjBLQGIVvsXiBy5c0PVPbduqr/y6dfDKK27Mj164oD70FSvqneH332HoUNi1C9avh+ee03MekD8/vPEGrFkDBQtCixbw5JM6kZxMSIi6Cb3/Phw5ogu54uKga1e9S8ycaRV/AGIVvsXiY/btg4YNYeJE1c+//QbVqqVz0enTMHIklCsHgwerH+bMmTrSHjlS7fJZTN26sGGDmpvef19jth065KJg/vzQty9s2aIj/IQEfVRo1Cj1pfAWv2AVvsXiQ378URXp/v1qCXnzTXCEZXLN2bPw8stqtnnpJfXJXL5cben/+Q/kzu1VefPmVWU/c6aam+rWhV9+SaVwSAh07gxbt+rCgd279YInnvh3CbDFr1iFHyDs2rWLOXPm+Lzdc+fOMX78+CT3WYu7HD1KrSefzFCY4g8/hFatoEwZNeEk+ca7JC4Oxo1T88yIEXphVJR64DRq5LH4GeU//9EnkSJFoFkzXSOQKqGh0Lu3evgMGKAmqBo1IMWqb4vvsQo/E4gIDz30UPJ+fHw8xYsX57777stQPeXKlePkyZMAVK5cmY0bNzJ79uyrykRHR3sutAsuX77MY489RuPGjZFUZgkLFCgAaHKVDh06ABAVFcX8JBe9YOX11ym8ZYtbYYoTE9V08/jjarNfvRoqVEilsDHqAVO1qq60qlIF1q5VF55UFs35iiRRmjXTFbqvvqripso116iyX7FCV4o1bqyzwZcv+0xmy5VYhZ8J8ufPz9atW4mNjQXg559/5no3PSHSYvjw4bRv397jetIjKYZ+WFgYX3zxhVux+EuXLp2cKCWoFb5TmGIxJt0wxZcuadj5t95Sz8Vvv1WTt0v27NGR/IMPqqnm++/Vl75+fe/1J4MULqymqJ49YfhwePRRcPycUqdBA3066dMHRo/WWA42UqdfCLhYOhkijfjIeRMS8Ep8ZAetW7dm3rx5dOjQgWnTptG1a9fkQGWnTp2id+/e7N27l3z58jFhwgRq1KhBdHQ0Xbt25fDhwzRo0OAKM8pXX33F+++/z6VLl7jjjjsYN27cVcHfkspcvnyZ22+/3WWZcuXK0alTJxYsWEDevHmZOnUqFStWpFevXoSHh7Nx40YaNmzIY489xmOPPcaJEyfIly8fn3zyCbfccgv79u2jW7duxMTE0K5du+R69+/fz3333ceGDRt45ZVXiI2NZcWKFbzwwgtuRQLNMWQgTHFsrJpCFixQPffcc6m4W166pHeEkSNV0Y8dq3cHd+In+IHcueHTT3Va4fXX4Z9/1IUzLCyNiwoUgE8+UZefXr3Utj9rlnr6WHyGHeFnki5dujB9+nQuXrzI5s2buf32f8P7Dxs2jNq1a7N582beeOMNHn74YQBeffVV7rrrLrZt20b79u3566+/AA0IN336dFauXMmmTZsAVe7O7NixgxkzZrBy5UqioqIIDQ1lypQpLmUrXLgwW7ZsYfDgwcnhmQEOHTrEqlWrGDNmDP369eODDz5g/fr1vP322wwaNAiAJ598koEDB7JlyxaXMXzCwsJ47bXX6Ny5M1FRUcGl7OGKMMUJYWGpJhI5f17NNwsXqsfi88+nouyXL1dTzcsvq5vljh06yRmgyj4JEbVmvfuuPrV06JDCbTM1OnZUf8+8edXE80VqKTQs3iCwf1XpkcZIPNZL0TKTqFGjBvv372fatGm0TjH7tmLFCr799lsAmjZtSnR0NGfPnmX58uXMcsQkb9OmDddccw2gmbJ27NiRHIs+JibmqrSJixcvZv369dR3PN7HxsZSokQJl7J17do1+dU5eUrHjh0JDQ1NM1b+ypUrk2Xv0aMHzz//fCY+nRyOI5HIhtq1qb9x41XmiZgYaNNGTdeffaYrVq8iNhZefFF/w+XKadiCVq18IHzW8tRT6mU0aBC0a6fTDy6tW0ePQpcuuiK4enVdP9Cpk9qG/v4bnn3WrtL1Adlb4fuZtm3b8swzz7Bs2TKPJlaNMXTs2JHRo0enWaZnz56MGjUq3fqcJ2Cd3+d3GI8TExMpUqQIUamYw1KbwLU4cNy0zy9bpkZsJ2JjdaC+cqWaOVw+AK1dq3eBnTtVU/7vf2kY9gOfgQNV6T/6qI70Z892Yd5xzsU7bpzGa5g/XxX+88/rDeGdd9S10+I17KfrAb1792bYsGFUr179iuONGjVKNrcsW7aMYsWKUahQIe6++26mTp0KwIIFCzh9+jQAzZo149tvv+X48eMAREdHs3///ivqbNasGTNnzkwuc+rUKQ4cOOBSrhkzZiS/usqYVahQIcqXL88333wD6M0kyZTUsGFDpk+fDpCqyahgwYIZTowSDFy+rDb7X35RS8VVyj4uTk03d96pNp+fflIvlmys7JPo3Rs+/lh1ePfuThO5aeXiDQuDKVPUhPXeexr7JyEhrWYsHmIVvgeUKVOGJ5544qrjw4cPZ/369dSoUYOhQ4fy+eefA2rbX758OVWrVmXWrFnceOONAFSpUoURI0bQokULatSoQYsWLfg7hX93yjL33HNPqknGT58+TY0aNRg7dizvvvuuyzJTpkxh0qRJ1KxZk6pVqyavARg7diyRkZFUr16dw4ddpyyIiIhg+/bt1KpVK/nmEuzEx0O3bjpB+/HH+v4K9u+Hu+9Wn/qHHtJVqQ4TXk6hb18YM0YXafXp44issHevfhj58mmhfPn0jrBvn+6HhKiyHz5c75J9+9qQDN4ktbjJgbDZePhKRvpStmxZc+LECS9KkzbBGA8/MdGYvn01fPy777oo+O23xhQpYkyhQsbMmOFLEd0mK7+X117Tz+Lppx0HBgwwJiREY/GHhBgzcKDrC195RS989FFjEhIy3X5O/I1lBLwdD99iCWZGjVKPwxde0EnMZC5e1CiW48ZBvXo6YXnTTf4S02e89BKcOKEePOXKwROOSW769VOXpdR88IcPV5POyJE6KfDBB3YiN4uxCj+HkdL2b/EuX32lzjbduqmeSmb/fl1AtXEjDBmid4U0HdVzDiKq7P/6S2+AN86axQMPOE5GRqZ94euvq3/n229rWOcXXvCBxMFDtrThGxv3JSAJtu9l48Yi9O4NTZpobJnkweiiRTqi37tXs5m8807QKPskQkPVS6l+fY2YvGaNmxeKaES57t3h//5P035Zsoxsp/DDw8OJjo4OOuUS6BhjiI6OJjw83N+i+IRt2+Dll6tRqZJ6aebJgwaWefttTf9XsqT6mt9/v79F9Rv58ml0iNKl9WPYs8fNC0NC9A7arJn6ev74o1flDCaynUmnTJkyHDp0iBMnTqRZ7uLFizlG+WSXvoSHh1OmTBl/i+F1jh/XSJd58iQwf34urrkGdbPs00ft9B06aOwBR+C5YKZECfVcatBA15WtXasRN9MlLEzvpHffrQu0fvsNbrnF2+LmeLKdws+dOzfly5dPt9yyZcuoXbu2DyTyPjmpL9mduDiNDnD8OLz33hbKlq2nQ9f27TUOfJpBc4KTypU19FDTpjrX8f33boa5KlRITWL16sEDD6jStwnTPSLbmXQsFn8yZIiGv5k4EW6+OUZXWdWvr6mgFixII2hOcNOokTrdLFiga8/c5sYb1bF/zx6169uFWR6RJQpfRFqKyE4R+VNEhro430tETohIlGN71FU9FksgM3myJjH5739V91y3cKEunkqy1997r79FDGj699d1VaNGaXh/t7n7bk27NW8eDBvmNfmCAY8VvoiEApFAK6AK0FVEXAVYn2GMqeXYJnrarsXiS377TWPGNG8Oo99IhBdf5JY331RllGZGE0sSIjrKb9BAoyhs3pyBiwcM0DmSkSPtJK4HZMUI/zbgT2PMXmPMZWA60C6dayyWbMPRo+pSf/31MP3TWHI91AXeeIMjbdqojcKtWUgLqDfTt9/qR/bAA+B2zMGku0W1atCjh02gkknEU/dGEekAtDTGPOrY7wHcbowZ7FSmFzAKOAHsAp42xhxMpb5+QD+AkiVL1k0K5JVRYmJiktPzZXdsX/xHQoIwZEhNdu0qyMSRP3P/xCEU/OMP9vbvz47WrSngxRDcvsSd7yUsOpoqr73G9mHDuHzttR61t317QZ56qja1ap1h9OjNbgfJzLd/P3UHDOBslSpseustl7O/2e03lhaZ6UtERMR6Y0w9lydTi7ng7gZ0ACY67fcAPkxRpiiQx/G+P7DEnbpdxdJxl2CPpxGoZLe+DB2q4V3mvrndmLJljcmb15hZs4wx2a8vaeFWXwYOTDsWTgYZP14/25EjM3jh5Ml64WuvuTwddN9LCkgjlk5WmHQOA87ZOso4jjnfVKKNMUn5cCYCdbOgXYvFq8yfr16Wo9qu5v4379Jg98uXqwtmMJFWiGMP6N9fc6K8/LI6O7lNr146a/7qq7BunUcyBBtZofB/ByqJSHkRCQO6AHOdC4iIc668tsCOLGjXYvEaf/2lpuLHy33P8z8304Qdq1erT3iwkV6I40wiorHUKlZUxX/sWAYu/PBDTSv58MMapM7iFh4rfGNMPDAY+BFV5F8bY7aJyGsi0tZR7AkR2SYim4AngF6etmuxeIu4OFVAXc5PYuzB9ki1aprCKggiXbrEKY8v4eGp5vHNDAULwjffwJkzGXSzL1JE/WR37MigY39wkyV++MaY+caYysaYCsaYkY5jrxhj5jrev2CMqWqMqWmMiTDG/JEV7Vos3uCFoYamq0cQeelRpHlzWLJEYwQEM0khjtes0dcUCXo8oUYNHbAvXqz5YdymRQuV5Z13NH2iJV2yXWgFi8WbzJubQIUxgxnIR2rTmTQJcuf2t1j+x5HHF0g7xHEm6d1b7fivvgqNG2sEUrd46y31y+/VS7OIeTivkNOxoRUsFgd/74uFjh0ZyEfE//d5Dc1rlb1PENE8MRUr6n321Ck3LyxQQG/Ke/Zk8PEgOLEK3xKcHD2qQ0mHaSLxzFlO1G1Jq8vf8ffQ98j19mgbE8fHFCigMfT//ls9eNxeIhQRAT17wv/+pwHsLKliFb4lOHn9dbX7vvYanDzJiRpNueX0KhY9MoXrRj3pb+mClnr1dKA+c6ZGmHabt9/WSJr9+9sk6GlgFb4luHDhU36xeBkKHdzGqNu+455JXf0tYdDz7LM6aH/iCdi9282LihWDMWNg1SpK/fCDV+XLzliFbwkuUviUJ0oICeSie5EfGPhDG2vFCQBCQuCLLzQHSrducPmymxf26AFNm1JhwgRNWGC5CqvwLcFFkk95bCwAsSacJixlwIxmFC/uZ9ksyZQpozkH1q3LQERkEYiMJOTiRXjpJa/Kl12xCt8SfPzxB+TJw8VCJbid32hU4SgtWvhbKEtKHnxQU9q++SYsnRl9xSR7qtxyC4fbt9e7xYYNvhE0G2EVviW4WL4c1q8nvvh13J1rFblqVmPUtrbpX2fxC++9B5UqQY9eIZz6dZtOsqfDgZ491ab/xBMZcPUJDqzCtwQP8+fDvfdiypShT+UVbLlQgalTNUa7JTDJXywv03bV4dj5AjxmPnArcFt8gQKaKGXlSshkePWcilX4luxLCl/6NJkxA9q1gypVmNb/F75YfD2jRkEVV7nZLIHD3r3U6XYrw3K/wXS6MiOsh3uB23r3htq1NaH8hQu+kTUbYBW+Jfvi7EufFhMnQteu0KABBz5dwoCXi9OkiT7xWwIcxyT70PiR3Ca/M+jyuxwNLZN+4LbQULUHHTqk+XAtgFX4luxIRuKzjxmjmbPvvZfE+Qvp9WRhQBf1uJtlyeJnjh0j18C+fDG7ILG5CvLojx3dM83ffTfcd58mNXA7l2LOxv7kLdkPd+KzG6P+fP/9L3TsCHPm8MGkfCxbBu++C+XK+UNwS6aYNQsiI7m53S28OSaM+cfqMnGim9eOHg3nzsEbb3hVxOyCVfiW7Ed68dkTE+Hpp9XU07s3TJvGH3vDGDoU2rTRQ5bsyWOPQdOmMGSI3vfTpWpVjaT54Yewf7+XpQt8rMK3ZE9Si8+ekKAmnLFj4amn4JNPiDeh9OypDwKffGJjomVnQkL+Ncf16uVmwpRXX9ULbKIUq/At2RTHYz41a+rrrFm6Br9rV82ENGyY2u9DQhg9GtauVVN/qVLpV20JbG68ET74AH79Vc1z6VKmDDz5JEyZojHzgxir8C05g9hYeOABzZf3zjswfDiIsHGjDvC6dIFOnfwtpCWr6NFDv+4XX3QzIvJzz2k+xVdf9bZoAY1V+Jbsz9mz0KoVLFyoWbGHDAHg0iXNcV28uFeSNFn8iAh8/LFGRH74YTcCrF17rZr4vv0WNm3yhYgBSc5U+EePUuvJJ7M076YlQImOhubNdVXl1Klqv3fwyis6+ps4Uf/vlpxFiRJ6f9+4UZdkpMvTT+sdIohH+TlT4b/+OoW3bHEr7oYlG3P0qCY/3bxZbfhduiSfWrlS05327QutW/tPRIt3eeABTXY1apTO06RJkSL69Dd7tt4lgpAsUfgi0lJEdorInyIy1MX5PCIyw3H+NxEplxXtXoXTghwxxq24G5ZsyoEDurBm3z6NkXP//cmnYmJUCZQrp+Z8S85m7FgoXVpNO46o16nz5JOq+IcP94FkgYfHCl9EQoFIoBVQBegqIikjlPQBThtjKgLvAm962q5L3FmQY8n+7NwJd90FJ0/CokXqmO3Ec8/pT+Gzz3SezpKzKVxYXTV37oQXXnBRwDnmUuHC8MwzMHduUIZPzooR/m3An8aYvcaYy8B0oF2KMu2Azx3vZwLNRLzgDV2qFOfCi/PQhQnMytXh6gU5luzPpk3QqJHO0i1bBnfcccXpn37SB7unn9YHAEtw0KwZDB6so/2NG4tceTJlzKXBg1UvjB7tczn9jRgP40WLSAegpTHmUcd+D+B2Y8xgpzJbHWUOOfb3OMqcdFFfP6AfQMmSJetOz2B400ovvUb7LWM5kFCGnxo9Renz+9iWzW35MTExFChQwN9iZAme9KXQtm1UHzqUhLx52fT228TeeGOKunPxyCP1yZ8/ngkT1hMW5t1k1vZ7CSwuXgyhb996XL4Mkyevp+WDzQl14b6TEBbGoQ4duHHaNNZ+/jmxN9zgB2ndIzPfS0RExHpjTD2XJ40xHm1AB2Ci034P4MMUZbYCZZz29wDF0qu7bt26JsOcOmUulS5rXg0ZZtq3NyYxMeNVBBpLly71twhZRqb7smiRMfnzG1OxojH797ss8tBDxoSGGrN2beblywj2ewk8Vq82JiQk0fTubYw5csSYbt2MyZfPGNDX7t2NOXrUmGPHjAkPN6ZPH3+LnCaZ+V6AdSYVnZoVJp3DgPMtsozjmMsyIpILKAx4J3zdNdcQ1vhOXuANts7exVdfeaUViy+ZO1eD4JQvr8sry5a9qsisWfDVV7oQp359P8hoCQjuuAO6dPmLyZPh+3VpxFwqUQL69NFs6YcO+Vtsn5EVCv93oJKIlBeRMKALMDdFmblAT8f7DsASx53IO4wZA3nDmFp4EIMfMxw86LWWLN7m0081uWmNGvDLLy7nY44dg/79oU4dm7vaAj177qdGDXXJPfnXBdcxlwCefVajqgaRK5fHCt8YEw8MBn4EdgBfG2O2ichrIpKULHQSUFRE/gSGAFe5bmYp113Hvr59qffPYv5zeSq9e2sARUs243//09CWERGweLHL1VPGqLI/d04Ha7lz+0FOS0ARFmb48ks4dQoG5vsc82GKmEtJlC2rXn0TJqjHVxCQJX74xpj5xpjKxpgKxpiRjmOvGGPmOt5fNMZ0NMZUNMbcZoxxJ7CpRxy57z647TY+DBvCukWnGT/e2y1aMoWrNIWJieo69/zz0LkzzJuXqn/lF1/AnDkwYoRGwrVYQB8IX30VZs6EadPSKJiUAvHjj30mmz/JmSttQVOcffwxec+fZFqZZ3n2Wdi1y99CWa4ipctcXJzGvX3nHXWfmzoVwsJcXvrXX5qmsFEjdcO0WJx59lm16T/2GBxOOauYRNWq0LKlxsu/dMmn8vmDnKvwAWrVQp55hpaHJtE69Ed69oT4eH8LZQFST1MYHg5ffqk3gvffTzUPYWKiWnsSEnSBVWiob8W3BD65cukT4KVL8OijpJ4WccgQfcLMoAt4diRnK3zQ57pbb+XzsEfZvuYf3nrL3wJZgKtXRefNC8WK6fuPP9bZ1zTW5o0bp2b9MWPgppt8IK8lW1Kpkk4FJQVSdUnz5lCtmv6YvOhLEgjkfIUfHg6ffUa+M0eYXW4Iw4YFdXTUwME5TWGePBoE5dQpjWffr1+al+7apabXVq2uCI5psbhk0CBdifvf/8KePS4KiKhNcPNmWLrU5/L5kpyv8AFuuw15/nma7p9Mh/wL6NEjKMx1gc+xY9Chgyr+3LnhzjvVBTMN4uM1MFp4uIY9tukKLemRlBYxNDSNtIjduqlv/pgxvhbPpwSHwgdNeVetGpOlN39vOR6swfICi/79NdJlnjywfr0uqkqHt95Sl+rISI2QaLG4ww036JTQihWppEUMD9fZ3Xnz4I8/fC6frwgehZ8nD0ydSnjsGRaX6clbbyayapW/hQpiJk7U1bMVK8Jvv0H16ulesmmT3rc7drwi9L3F4hYPP5xOWsQBA9QjbNw4X4vmM4JH4YMqlTFjqH5oIcOKjKVnTzh/3t9CBRnG6D+ub1+45x5YvtytoXpSusJrr9X/ozXlWDJKumkRS5TQ0cTnn2tShRxIcCl80Lt4+/a8eO55Cv25geee87dAQcSlS9w6ciS88YZOzH7/vdsB619+WefUPvnkX2ceiyWjlCihSn/jRl2sdxWPPaY5knNoEK7gU/giMHEiIdeV5MfCHZk27hQLF/pbqCDg2DFo2pSSixdrPrqPPlJHaTdYvFht9wMGXJHYymLJFO3bQ48eOu74/fcUJ++4A2rX1kmiHOiiGXwKH9Qu8M03FL1wkLkFutG7ZwLHj/tbqBzMhg1Qrx5s3Mi2YcNg6FC3bTLR0fr4ffPNQRXjyuJl3n9fPYO7d09hvRHRUf7WrWpuzGEEp8IHuOMOJDKSu2J+5MnoV3jkkRx5Q/c/X3+t6QhFYOVKTjRp4valxqip/8QJjYeStEbLYvGUIkV0Fe6ff2qa2yvo2hWuuUZH+TmM4FX4oNqkXz+eT3iD8Pnf8uGH/hYoB5GYqIb3zp01bvHvv+ujcgaYPBlmz9ZH7wxearGkS0SE5sCdPFnHJcnkywePPKI/viNH/CafNwhuhQ/w/vuYO+5gSkgPpv/3dzYvPnF19EZ3cRX5MRg5d04XUI0YoUkmFi+GkiUzVMWuXRoYrWlTDXVisXiD4cPh9tvVh+DAAacTAwfqKr9Jk/wlmlewCj9PHuS778hd5jq+S7iPZx/8k9hf1/0bvTEjpIz8GIxs367/oB9+UEPpJ5/oGogMcPmy2lbDw/WxO5X4aRaLx+TOrQFZExP1N5ccXLFiRY3HMGlSjkqmYf9KACVLEvr3YQonnmbs2UcYbl75N3pj3rzpX59a5Ed3rs1JTJ2q+QWjo+Gnn+DxxzPlMD98OKxbp2uzrr8+68W0WJy56Sb9y65cmcJVs29fHfb//LPfZMtqrMJPYv9+wpo3pgJ7aMtc5udup7f8ffvSvzZl5Md8+dy/Nidw6ZJ6NnTvrvb6DRvUFpMJli6F0aM1nG379lksp8WSCt27q6tm0kM6oMtyixbVp9QcglX4SZQqpY9xCHewhoJx0Rwx17nMoery2tSSJed09uzRDCTjxmmWqiVLMj0sP3ZM75s335xKvBOLxYtERkL58qr8T59GTZEdOmhaxC1b/C1elmAVvjPHjpF7UF+OPzWKhqzk4DdriD/vZljNY8dST5acEzFGDey1aukM66xZujoqk0llExL0j/bPPxohuUCBrBXXYkmPggXVKnnkiE7iGoP+II1JN2R3dsG9pY7BgiPBcSlg9bmiNJj0KDtqdeDWLd/oyN2Na4Ec6b97BWfO6E1txgwd3X/1Fdx4o0dVjhypzjyTJmkuCovFH9x2m7oBP/ccfBDyBE/gyIK1Zs2/GdliY/0rpAfYEX4qNJjYhyl3jefWP38gun5Lja9h0dWHNWtqduiRI9Xo7qGyX7JEJ2p79FD3Z4vFn/z3v9C2xUWeCRnDmjyN/z3RrFm2n5fzSOGLyLUi8rOI7Ha8XpNKuQQRiXJscz1p05f85+cBvFB2CoW2ruRSwwgCOv6Ct9cAxMSo103jxmq2WbUK/u//PE4m+/ff/9rtbRRMSyAQEgKfTQ+nTP4zdLr0BSfDSumJgwez/bycpyP8ocBiY0wlYLFj3xWxxphajq2th236jPBw6LOoG13zzsFs34FpeBfs3OlvsVzjzTUAP/+sdpbISF2HvmmTPvt6SHy82u3PnrV2e0tgcc01MLPeaI6HluKhen9gbq2iDgrnzvlbNI/wVOG3Az53vP8ceMDD+gKOihWh65etaZq4iJjDZ3RRUSCF1/TmGoBTp3SlbIsWevf79Vd47z3In9/zutFl7UuW6H3E2u0tgUadJW8zNjI3P64qxGd3TlDPgm+/9bdYHiHGg4hhInLGGFPE8V6A00n7KcrFA1FAPDDaGPNdGnX2A/oBlCxZsu706dMzJVtMTAwFsnDIGBlZgbUzE1ld4l5KndzN3n79ONipk09sEGn1JSw6mgrjx1NsxQpCL10iIU8eTjZqxJ6BA7l87bWZazAhgdI//ED5yZPJFRPDX126cKBnTxLDwjzohZLUlyVLSvD661Vo1+4wTz212+N6/UFW/8b8ie2La4yBUaNuYdHPJYguWg4pcy1R772XJXW7Q2b6EhERsd4YU8/lSWNMmhuwCNjqYmsHnElR9nQqdVzveL0J2A9USK9dYwx169Y1mWXp0qWZvtYVly8bExFhzDVhMSa6aQdjwJjWrY05dixL23FFun0ZMMCYkBBjwsP1deDAzDe2fLkxNWtq/xo3NmbTpszX5YKlS5eaqChj8uY15q67jLl0KUur9ylZ/RvzJ7YvqRMTY0z16sa8Hv66/i/27s3S+tMiM30B1plUdGq6Jh1jTHNjTDUX2xzgmIiUAnC8upzVNMYcdrzuBZYB2S72Ye7cGlGvUKn8VN/xNf+M+ED9CGvU8L+JJyvWAOzapYli775bTTkzZqgHTo0aWSrqP//kon375JQEZMFDg8XiVfLnhzlz4Jvwh0lEuDjhC3+LlGk8teHPBXo63vcE5qQsICLXiEgex/tiQENgu4ft+oVixfSLP/OP0GreYC6v/B2KF4dWraBnTw3c7g9mzVJDeM2a+uq8JiA99u1TX8gqVTTl4Msvw44d4AVzVXw8jBhRhcOH1RSazR0eLEFE+fIwdvaNLJWmnBn7OQlx2TOgmqcKfzRwj4jsBpo79hGReiIy0VHmVmCdiGwClqI2/Gyp8EF16mefwerVMGh8dcxvazUp97Rp6lv4ySc6uRPoHDigTwOVK6vsjz+uMYFeey3LJmVT8uyzsG7dtYwbp3PfFkt2okkT4OGeXBe7j4m9VqRXPCDxSOEbY6KNMc2MMZUcpp9TjuPrjDGPOt6vMsZUN8bUdLxm+wDTHTvCSy/pqtD3P8mrIfaioqB6dV2CXaOGJk8IxBRaa9dqUpIKFTTzQ79+6m727rsZjlmfET78UB18HnzwEH36eK0Zi8WrNIt8kIu58iNTv2LqVH9Lk3HsSttM8uqrGs3x6acdFpQqVWDZMjX0JyRoApDbblNbeFycf4U9d06fPG6/Xbcff9SsInv2qAnIyzGIv/9e3ffbtoVBg/70alsWi1fJn5/cndrTNdc3DHjkEr/+6m+BMoZV+JkkJASmTNEk9927ayxtRHT4v3UrfPqphtzr0kUNgCNHwl9/+U7Aixdh7lyNV1CqlI7kz5+HsWN1xeD//gc33OB1Mdav14+gTh0NTOXhwlyLxe+EPtSNgvFneKjYQtq21Zw/2QWr8D0gb17VqTfcoKPX5EW4uXJBr17q+fL99zr6f+klKFsWGjbUTFC7dmW9yWffPpgwQW86JUpAu3Ywb54mZV6zRkO8PvGEhgX0AX/9Bffdp/Pa33/vtakBi8W3NG8OxYvzVq0phIdDy5Zw6JC/hXIPGy3TQ4oVU6/MBg30i1+92sn7JCRENd5996n5ZMYM3Z58Us+XLq2ZlOvU0aWmVavqaDy9nH6xsarc9+6FzZs1PdT69f8+QVx/vdrpO3TQRCSZDFnsCadPQ+vWKuqiRdYjx5KDyJ0bOnUi/6RJ/PjzWe5qXYhWrXQhepEi/hYubazCzwJuuklTuDZporp9yRLNf3IFFSposLH/+z/4808ttGSJ+vJPmfJvudBQHRKXLKmZs0JDqXXunDqsnzmjmvTkySvrrlQJ7rxTw/zdcw/ccotfo5DFxKiy370bFizQ+5jFkqPo3h0iI6mxZzazZvWkdWud01u4MMMpnH2KVfhZRP36Ol/7wAOq9BcsSMOEUbGibklJFU6cgG3b1Bh45IgupDp2TO3wCQlq+ilaVG8ahQvrCP6mm3T/llsCalhx8aJ+Br//rgurMpnp0GIJbO64Q+fmpk6l+Y89+fRTeOghtZ7OmOF4qD56VCewZswImEdcq/CzkDZtNBdIt26q9L7/Pv28KYCO6Js0cTj6Xk3UsmU0SeVcIBEXp7/vxYvh889tTlpLDkZE/+ijRsHff9O9+3VER6u1tkcP1QO5nCPYjhvnb4kBO2mb5XTurO7tixapCf2SmxkSszuXL2vf58yBDz6Ahx/2t0QWi5fp1k0j1H79NaD+EG+9pQP6R3J/ScL4j7M+gq2HWIXvBXr21O943jwd6WfjjGhucemS3txmz1avz8GD/S2RxeIDqlTRRZYOhQ/wzDMwcuhZvqIHj4R+STyhOhfXvXtAZMuyCt9LDBiga51+/FEnMLN53oRUiY2F//xHzVeRkTrKsViChk6ddBGOk1/m/40qxIj6c/gyoRudQr7lUmyienEEgB3fKnwv8uijasv79VfNIXLqlL8lylpOn9Z+zZ8PH38Mgwb5WyKLxcd07KivM2decfjFMp8z9q5vmJ3Yjvuv38D5Q6f9INzVWIXvZbp109/Chg3qObl3r78lyhoOHoRGjTQ0z/Tp/zocWSxBReXKUKvWFWYdAGbN4olfO/Lpp7D4yK00PTaNY8f8IuEVWIXvAx54QCdxT5xQb67ffvO3RJ6xaZPevA4eVL/jTp38LZHF4kc6ddIVlwcPXnWqVy+NtbV1q4ax2rrV9+I5YxW+j2jUCFat0qgGTZqQLSPtgXogNGigSwOWL9eFwhZLUJOKWSeJdu30v3L5sg6UFizwoWwpsArfh9x8s4a0qV9fJ+0ff1x/BMkcPQqNG2cuY5WXSUiAoUP/DYS2fr3mBgACWm6LxetUrAi1a19t1nGibl19si9fXtfrDBvmn7QZVuH7mOLFdWHSkCEaI75xY81FAoDzQo0A4sABHcm/+Sb0768RIa4InR+gclssPqNTJx3NJf+Zr+aGG/Qpv0cP/au0bAnHXSaF9R5W4fuB3LnhnXd0QLB1K1Qvd5ZJ0gczfnzALdSYNk1H8lFRunr2o4+c8tDmzatyBqDcFotPScesk0T+/Joxb9IkHSNVr56xjKSeYhW+H+nYUSMW170zD48yiftCFnCQMgGxUOOvvzSHS7duur4kKsrF6tm9e7VAvny6HwByWyx+oUIFNeu4ob1FoHdvjTdVpoyuY+nc2Tcpsa3C9zPlysHiX/MwtuHXLE28m5vZyWuxz3Ahb1G/LNS4fFmXh996q3rgjBqlE0433eSicKlSuqDk4kUNGnTxYsAsMLFYfE779uqt4+ZcVrVqagUaOVJXqd98s6YBvWJeL4uxCj8ACAmBJ0pMZ0ePUdzf4jLDzKvcOuUlJk/27pfvTHy8xgC6+WZ47jnN8bB9u07U5korxN6xY7qseM0afbUTt5Zg5YEH1H1t7ly3L8mdWyOmR0VBvXqaMrVqVe+lxLYKP1CYNYuyX7zOjB+L8MsvUOzW4vTpo0+KM2deT0yMd5o9e1ZN77feCn36aEKXBQs0CFq5cu7JTWSkGvojI31rkLRYAolq1fQPO3t2hi+tUkXDsMyfr3Nkgwd7JwaXRwpfRDqKyDYRSRSRemmUaykiO0XkTxEZ6kmbwcDdd2sSqwUL1I0rMrISJUvq7P7PP3vuzhUXp/nW+/bVpFuDBkHhv/9g7uenWbtWvQcsFksGEVGzzuLF8M8/mbq8VStd2Lhkyb9TY1mJpyP8rcCDwPLUCohIKBAJtAKqAF1FpIqH7eZ4RFTxLl8OkZEbeOghDVDWooXmQnngAU2Nu2ZN+jF6zp5Vj4DISPUeK15c3SynTlW/+rX/eZPfz1fl/jUv+jNRlsWS/XngAR1RebC6KlcuNa16A48SoBhjdgBI2lriNuBPY8xeR9npQDsgG+V69y9Vqpxl0CANPfzDD/rot2SJml2SKFpU51Dz5tUtPh6io3Vzzoh43XXqFXDffdC8a3EKTnI6OX68buHhOT+ms8XiDRo00EUqs2fraCrAEJMFMwMisgx4xhizzsW5DkBLY8yjjv0ewO3GGJdR00WkH9APoGTJknWnT5+eKZliYmIoUKBApq4NNFLry99/52HfvgIcPJiXQ4fyceZMbi5dCuHSpVBCQgyFCsVRuHAcxYtfokKFGCpWPE+xYpeSR/Fh0dFUGD+eYitWEHrpEgl58nCyUSP2DBzI5Wuv9WlfsiO2L4GJv/tS+Z13KLF4Mau++47E5EUrmSMzfYmIiFhvjHFpYk93hC8iiwBXfnYvGmPmuDjuEcaYCcAEgHr16pnMpvZblk3SArqDV/uyaBEsXQrh4YRevkzJSpUo+eCD3mkL+70EKrYvWUhsLPzwA3fHx6sN1gOyui/pKnxjTHMP2zgM3OC0X8ZxzBIIJLlV9usHEyZoXByLxZJ5mjbVKImzZ2v2owDCF0nMfwcqiUh5VNF3Abr5oF2LOzi7UUZG+k8OiyWnkCePRkibM0djkYSG+luiZDx1y2wvIoeABsA8EfnRcby0iMwHMMbEA4OBH4EdwNfGmG2eiW2xWCwBzAMPaKyE1av9LckVeOqlMxu4apWBMeYI0Nppfz4w35O2LBaLJdvQqpWuoJo9G+66y9/SJGNX2losFktWU6gQNGsG333nnRgJmcQqfIvFYvEG7dtrRFl/5zV0wip8i8Vi8QZt2ujrvHn+lcMJq/AtFovFG5QurTHyrcK3WCyWIKBNG81rmF7AKx9hFb7FYrF4izZtNP3njz/6WxLAKnyLxWLxHvXra5KJADHrWIVvsVgs3iI0VH3yFy70PJFFFmAVvsVisXiTNm00Tvlvv/lbEqvwLRaLxavce6+O9APArGMVvsVisXiTIkWgYUOr8C0WiyUoaNNGk9UeOuRXMazCt1gsFm+TtOp2vn9jSFqFb7FYLN6mShUoW9bvZh2r8C0Wi8XbiGj2q0WL4OJFv4lhFb7FYrH4gjZt4MIF+OUXv4lgFb7FYrH4gogICA/3q1nHKnyLxWLxBfnyqdJfuNBvIliFb7FYLL7i3nth927Yt88vzVuFb7FYLL6iRQt9/flnvzRvFb7FYrH4iltugTJlsqfCF5GOIrJNRBJFpF4a5faLyBYRiRKRdZ60abFYLNkWER3lL1rkl+iZno7wtwIPAsvdKBthjKlljEn1xmCxWCw5nhYt4MwZWOf7sa9HCt8Ys8MYszOrhLFYLJYcT7NmOtL/6SefNy3GGM8rEVkGPGOMcXnLEpF9wGnAAB8bYyakUVc/oB9AyZIl606fPj1TMsXExFCgQIFMXRto2L4EJrYvgUl26EudAQNIDAsj6v330yyXmb5ERESsT9WSYoxJcwMWoaablFs7pzLLgHpp1HG947UEsAm4O712jTHUrVvXZJalS5dm+tpAw/YlMLF9CUyyRV/+7/+MCQ015p9/0iyWmb4A60wqOjVdk44xprkxppqLbY67dxxjzGHH63FgNnCbu9daLBZLjqNFC520XbrUp8163S1TRPKLSMGk90AL9AnBYrFYgpMGDSB/fp/b8T11y2wvIoeABsA8EfnRcby0iCQFfi4JrBCRTcBaYJ4xxn9riy0Wi8XfhIVBkyY+V/i5PLnYGDMbNdGkPH4EaO14vxeo6Uk7FovFkuNo0UIDqe3bB+XL+6RJu9LWYrFY/IEfwixYhW+xWCz+4Oab4YYbfGrWsQrfYrFY/EFSmIXFiyE+3idNWoVvsVgs/iIpzMLvv/ukOavwLRaLxV80baqvS5b4pDmr8C0Wi8VfFCsGNWv6bAGWVfgWi8XiTyIiYOVKuHTJ601ZhW+xWCz+JCICLl6ENWu83pRV+BaLxeJP7r4bQkJ8Yse3Ct9isVj8SZEiUKeOT+z4VuFbLBaLv2naVE06Fy54tRmr8C0Wi8XfRERAXJxO3noRq/AtFovF39x1F+TK5XWzjlX4FovF4m8KFIDbbvP6xK1V+BaLxRIIRETAunVw9qzXmrAK32KxWAKBpk017eGvv3qtCavwLRaLJRBo0EAzYXnRjm8VvsVisQQCefPCnXdahW+xWCxBQUQEbNwIp055pXqr8C0WiyVQiIgAY2D5cq9UbxW+xWKxBAq3366mHS+5Z3qk8EXkLRH5Q0Q2i8hsESmSSrmWIrJTRP4UkaGetGmxWCw5lrAwXYTlJTu+pyP8n4FqxpgawC7ghZQFRCQUiARaAVWAriJSxcN2LRaLJWfSubNO3iYkZHnVHil8Y8xPxpik7LtrgDIuit0G/GmM2WuMuQxMB9p50q7FYrHkWPr0gY8/htDQLK9ajDFZU5HI98AMY8xXKY53AFoaYx517PcAbjfGDE6lnn5AP4CSJUvWnT59eqbkiYmJoUCBApm6NtCwfQlMbF8Ck2DvS0RExHpjTD1X53Kld7GILAKuc3HqRWPMHEeZF4F4YEqGJHOBMWYCMAGgXr16pkmTJpmqZ9myZWT22kDD9iUwsX0JTGxfUiddhW+MaZ7WeRHpBdwHNDOuHxcOAzc47ZdxHLNYLBaLD/HUS6cl8BzQ1hiTWuT+34FKIlJeRMKALsBcT9q1WCwWS8bx1EvnQ6Ag8LOIRInIRwAiUlpE5gM4JnUHAz8CO4CvjTHbPGzXYrFYLBkkXZNOWhhjKqZy/AjQ2ml/PjDfk7YsFovF4hl2pa3FYrEECVbhWywWS5CQZX743kBETgAHMnl5MeBkForjT2xfAhPbl8Ak2PtS1hhT3NWJgFb4niAi61JbfJDdsH0JTGxfAhPbl9SxJh2LxWIJEqzCt1gsliAhJyv8Cf4WIAuxfQlMbF8CE9uXVMixNnyLxWKxXElOHuFbLBaLxQmr8C0WiyVIyPYKP730iSKSR0RmOM7/JiLl/CBmurjRjyEist2RTnKxiJT1h5zu4m5aSxH5j4gYEQlINzp3+iEinRzfzTYRmeprGd3Fjd/YjSKyVEQ2On5nrV3VEwiIyGQROS4iW1M5LyLyvqOvm0Wkjq9ldBc3+tLd0YctIrJKRGpmujFjTLbdgFBgD3ATEAZsAqqkKDMI+MjxvguapMXvsmeiHxFAPsf7gYHYj4z0x1GuILAczZZWz99yZ/J7qQRsBK5x7Jfwt9we9GUCMNDxvgqw399yp9Gfu4E6wNZUzrcGFgAC3AH85m+ZPejLnU6/r1ae9CW7j/DdSZ/YDvjc8X4m0ExExIcyukO6/TDGLDX/hqBOLZ1koOBuWsvXgTeBi74ULgO404++QKQx5jSAMea4j2V0F3f6YoBCjveFgSM+lC9DGGOWA6fSKNIO+MIoa4AiIlLKN9JljPT6YoxZlfT7wsP/fnZX+NcDB532DzmOuSxjNFTzP0BRn0jnPu70w5k+6OglUEm3P45H7BuMMfN8KVgGced7qQxUFpGVIrLGkSMiEHGnL8OBh0TkEBrd9nHfiOYVMvqfyi549N/3KDyyxfeIyENAPaCxv2XJLCISAowBevlZlKwgF2rWaYKOvJaLSHVjzBl/CpVJugKfGWPeEZEGwJciUs0Yk+hvwSwgIhGowr8rs3Vk9xG+O+kTk8uISC70UTXaJ9K5j1tpIEWkOfAimmHsko9kywzp9acgUA1YJiL7URvr3ACcuHXnezkEzDXGxBlj9gG70BtAoOFOX/oAXwMYY1YD4WjwruxIjkqtKiI1gIlAO2NMpvVXdlf47qRPnAv0dLzvACwxjtmPACLdfohIbeBjVNkHqp04iTT7Y4z5xxhTzBhTzhhTDrVLtjXGrPOPuKnizu/rO3R0j4gUQ008e30oo7u405e/gGYAInIrqvBP+FTKrGMu8LDDW+cO4B9jzFF/C5UZRORGYBbQwxizy6PK/D1DnQUz3K3RUdUe4EXHsddQBQL6o/0G+BNYC9zkb5kz2Y9FwDEgyrHN9bfMnvQnRdllBKCXjpvfi6Dmqe3AFqCLv2X2oC9VgJWoB08U0MLfMqfRl2nAUSAOfcrqAwwABjh9L5GOvm4J1N+Xm32ZCJx2+u+vy2xbNrSCxWKxBAnZ3aRjsVgsFjexCt9isViCBKvwLRaLJUiwCt9isViCBKvwLRaLJUiwCt9isViCBKvwLRaLJUj4fwvV6jPAlNHLAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 4\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 5\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 6\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 7\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 8\n"
]
},
{
"data": {
"image/png": 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RqlQpHj16xKxZs2yep2LFiuTLl4/ChQvz7LPPUrp06SfaZMyYkYoVK1K0aFFeeuklxowZw5EjRyJNSalSpWLBggUULlyYESNGULt2bR4/fkyyZMmYPHkyefLkSfBnaDAYXIjW2i0fZcqU0dE5fPjwE9ti4vbt2/Fu6+540lji+o42bNiQNIIkAWYs7omvjwXYo2PQq95t0jEYDAZDJEbhGwwGg49gFL7BYDD4CEbhGwwGg49gFL7BYDD4CEbhewkXL15k/vz5rhbDYDC4MUbhJxBXp0e2xa1bt+jduzc1a9aMs+2QIUMYa0kv0bp1a5YvX27XuQ0Gg+fg3YFXDsY6PXLy5Mm5du0aDx8+jPfxEemRixYtGpllc+bMmYmWJywsjICAANKlS8eSJUsS3Y/BYPANzAw/AbhDeuRq1arRs2dPypYty4QJE9i7dy9Vq1alTJky1KlTh0uXLgHw119/UbduXcqUKUPlypX5888/Yx1bTP0YDAbvwWNn+D17QkhIzPvDw4Px909YnyVLwuefx7y/du3aDBs2jEKFClGrVi2aNGlC1apVI9Mj//LLLxQqVIiWLVsyderUyGyZEemRQWb0Y8eOpWzZslH6tk6PnDJlSj755BPGjRvHoEGDnpDj4cOH7Nmzh0ePHlG1alVWrVpF5syZWbp0KR999BGzZs2iffv2TJs2jYIFC7Jz5046d+7Mr7/+anNcjx49olu3bjb7MSQBjx/DiRNw7Jjkf/r3X0n4lykT5M8Pzz4LyZK5WkqDF+CxCt8VuEt65Ij+jh49yh9//MGLL74IiMkoe/bshIaGsn37dho3bhx5TMQdhy1i6sfgRB4+hDVrYOlS+OUXuH495rZBQVChArz8spRIzJo1cee8dAneekvOaaps+SQeq/Bjm4kD3Llzj9SpUzv8vO6QHjmiP601RYoUiZKEDeD27dukS5eOkNhugaKd21Y/Bidw7x5MmiQ/4IsXIXNmUeSVK0PhwpAjh9RuuH9fZvvHjsGuXbB+PfTuDf36wZtvQvfuYKlPEG+sq7/ZKG1p8H6MDT8BuEt65Aiefvpprl69GqmoHz16xKFDh0iTJg358uXj66+/BkSh//777wnux+BAtIavv4aCBaFPH1Hua9eK0p89G9q0geefh9y5xZSTMyeUKQNNm8L48XDwIBw5Ah06SFGfcuWgbl3ZFhfBwQ6v/mbwTIzCTwChoaG0atWKwoULU7x4cQ4fPsyQIUOipEcuVqwYfn5+caZHjli0jcA6PXLx4sWpUKFCnAutgYGBLF++nL59+1KiRAlKlizJ9u3bAVi4cCFfffUVJUqUoEiRIqxatSpR/RgcwI0b0LixzMyzZIFNm+Dnn6FePQhIwE32M8/AxIlw4QKMGSN1HooVgx49wFL1zCYnT4opKEUKeZ8iBTRrBqdO2TUsgwcSUxpNVz9MeuT/8KSxmPTI0dizR+s8ebROlkzr0aO1fvTIvpNevKh1lSpaX7qk9ZUrWnfooLWfn9a5cmkdmzwdO0q7oCB57tQpym6f+148BJMe2WDwFFatgipVxJyzdSv07ZuwGb0trO3wmTPDtGky0w8Kgho1oH9/WRCOjoOrvxk8E4cs2iqlZgENgCta66I29itgAlAP+BdorbXe54hzGwxuydy5YpcvWxZWr068Z00EwcGykBvB1KnyCAqSheD9+6FXLxg9GjZvlmpv1ud0cPU3g2fiqBn+HKBuLPtfAgpaHu2BqQ46r8HgfsyeDa1bQ82a8Ouv9it7iNsOnzIlzJghLpf794sHTzy9tAy+g0MUvtZ6M3AjliYNgXkWE9MOIJ1Syjh6G7yPNWvg3Xehdm2Z2cfDJTdeZM8OadLILD8oSJ7TpEFnzcbJk7IGPG8eTLvxJit6b+Xfu5rwChW5PT/mxXqD76HExu+AjpTKC6yJwaSzBhittd5qef8L0FdrvSdau/bIHQBZs2YtEz0/TNq0aSlQoEC85AkPD8c/oaG2boonjeXEiRP8888/Me4PDQ0lVapUSSiR84g+ljSHD1Oid2/u5s3L7+PHE+5gt8cigwbxMEMG/qz+Ortn3WXj+eJse1iO0NAno3CzcYlveZWy7OG9NFM5VvFlXnjhOuXKXScw8Mn/vDd/L55MYsZSvXr1vVrrsjZ3xrSam9AHkBf4I4Z9a4BKVu9/AcrG1p/x0vkPTxqLz3rpHD2qdcaMWufPr/Xly04535YtWjdvLo42IKd6912tp0/XeuNGrY8d0/rCBa3PndP64EGtf1wRqk8VfFFr0P2DxmnQOl06rfv31/rvv2MZi4fj62PBDbx0LgC5rN7ntGwzAMeOHYvVT95Z3Llzh6lTp0ZchA2J5e5dePVV8PODH38UX3sHEhICdepIMO5338la8L59kn5nxgxo3x6qVpWYrhw5JGaraFGo/VpK8h78Dho1YtT93hxvNoRatWRdN08e6NzZOOv4Gkml8FcDLZXwPPCP1toj0zEqpWjevHnk+7CwMDJnzkyDBg0S1E/evHm5du0aAIUKFWL//v2sXLkyxjaO5uHDh3Tp0oWqVasiTlRPEnErefHiRRo1agRIdPG6deucIpNHojV06gR//gmLF0uyMwdx7Rq0bAmlS8OePfDZZxKYO3kyxJHN4z+SJ4clS+CddyiwcChfFxvG0aPS78yZEssVEYBr8H4c5Za5GKgGZFJKnQcGA8kAtNbTgHWIS+YJxC3zHUec1xWkTJmSP/74g3v37hEcHMzPP//M//73P7v7HTJkiP3CxYOIHPqBgYHMmzcvXsfkyJEjslBKSEgIe/bsoV69es4U03OYNQvmz4ehQ8Urx0GsWycz+Rs34IMPxL0+XbpEdubvL9r98WMYPJiCyZIxY0Z/3n9frlWdO8Ozz5Zm5Up4+mmHDcHghjhE4Wutm8axXwNdHHGuSOLIjxwcHo7D8yNbqFevHmvXrqVRo0YsXryYpk2bsmXLFgBu3LhBmzZtOHnyJClSpGDGjBkUL16c69ev07RpUy5cuECFChWimFEWLFjAxIkTefDgAc8//zxTpkx5YpE2os3Dhw8pX768zTZ58+blzTff5Pvvvyc4OJhFixZRoEABWrduTVBQEPv376dixYp06dKFLl26cPXqVVKkSMGXX37JM888w6lTp3j77bcJDQ2lYcOGkf2ePn2aBg0asG/fPgYNGsS9e/fYunUr/fv3j1cmUG8l5YkT0K0b1KoFH33kkD7v3xd3+mnTJGvCjz9CiRIO6NjPD776CsLC4MMPITCQQu+9x/r1sHAhdOkSTNmycv2ySrJq8DJMpG0ieOutt1iyZAn379/nwIEDlC9fPnLf4MGDKVWqFAcOHGDUqFG0bNkSgKFDh1KpUiUOHTrEa6+9xtmzZwE4cuQIS5YsYdu2bZEJzhYsWBDlfEePHmXp0qVs27aNkJAQ/P39WbhwoU3Z0qZNy8GDB+natWtkemaA8+fPs337dsaNG0f79u354osv2Lt3L2PHjqVz584A9OjRg06dOnHw4EGb6ZEDAwMZNmwYTZo0ISQkxKeVPQ8e8OyoUZA+vWhMB3hRXb4M1auLsn/vPUmS6RBlH4G/P8yZIxr9/fdh7lyUgubN4csv91C0qKT76dnTdrCuwfPx2PTIcc3E792545T0yADFixfn9OnTLF68+AnTxtatW/nmm28AqFGjBtevX+f27dts3ryZFZZox/r165M+fXpAKmUdOXIkMhd9aGgouXLlitLnxo0b2bt3L89Z0uHeu3ePLDEsDDZt2jTyuVevXpHbGzdujL+/f6y58rdt2xYpe4sWLejbt28iPh0fYdQoUp06JauoDlikPXBAsiRfvQrffAOvv+4AGW0RECAmqBs3oG1bycxZvz5Zsjxg0yZJ5DlhgiTh/OYb8BLvRoMFz1X4LuaVV17h/fffZ+PGjVyPrXhFHGitady4MaNHj461TatWrfj444/j7M96Adb6dUQO/cePH8eaKz+mBVyDFb//DqNG8feLL5ItgYv1ttiwAV55ReKqtmyRrMhOJXlySbVQvbrM9i2V0AIDZR5VvLjEjtWsKRmcM2VysjyGJMOYdBJJmzZtGDx4MMWKFYuyvXLlypHmlo0bN5IpUybSpElDlSpVWLRoEQDff/89N2/eBKBmzZp88803XLlyBYDr169z+vTpKH1Wq1aN5cuXR7a5ceMGZ86csSnX0qVLI59tVcyKLVd+xYoVI4uhx2Qyiimfv8/w6BG88w5kzMiJLvYvS61fD/XrSxr8XbuSQNlHkCaNrAznyAH165PCYmIEWSxeuVLuOipVgnPnkkgmg9MxCj+R5MyZk+7duz+xfciQIezdu5fixYvTr18/5s6dC4htf/PmzRQpUoQVK1aQO3duAAoXLsyIESOoXbs2xYsXp3bt2vwdzTn6mWeeidLmxRdfjLHI+M2bNylevDgTJkxg/PjxNtvElCt/woQJTJ48mWLFinHhgu0wierVq3P48GFKliwZeXHxKT77THLVTJlCWNq0dnX1ww/QoAEUKAAbN4IDnL0SRtassiocEEDxPn3E59PCK6/ATz+Jn36NGsZf32uIKSLL1Q8Tafsf8R1Lnjx59NWrV50sTex4daTt2bNap0ih9Wuvaa3tG8vPP2sdGKh1yZJau/gr03rfPv0oOFjr0qW1Dg2Nsuu337ROmVLrokW1vnbNRfIlEI/+jUXDUyNtDQbPp08f8WUfN86ubvbvh9deE5/3X35xAxt5qVIcHjhQ3JxbtIgShfX885ID7vhxqah4+7brxDTYj1H4XsTp06fJ5HLt4aVs2SIRq336QN68ie7m1CmpbJg+PXz/PWTI4DgR7eFGhQpirlq58omYgho1xGMnJES8hx49co2MBvvxOIWvTd4Xt8Vrv5vwcOjeHXLlkqpVieT6dZklP3gg9vskt9nHRY8eUiR99GjJ6W9F/frw5ZdyR9Ktm2SUMHgeHqXwg4KCuH79uvcqFg9Ga83169cJCgpytSiOZ+ZMmd6OHftfAZJLlyjZo0e8VzPDwiSo6cwZMZEULuw8cRONUvDFF+KP2aGDFFu3onVr6NcPpk8XX32D5+FRfvg5c+bk/PnzXL16Nc629+/f9xrl4yljCQoKImfOnK4Ww7GEhsKgQZKq0jrnwPDhpD14UGrLTpkSZzd9+4q7++zZ4urotiRLBl9/DRUqiP1mzx7Ily9y98iRcPQo9O4t2Tnr13ehrIYE41EKP1myZOSz+vHFxsaNGykV75SC7o03jcXjmDABrlyRguRKRaktq+DJ2rI2WLRI1nm7dpVZstuTPr1EEJcrJ2mft2+PrNzl5yeBupUqSUqGffuiXA8Mbo5HmXQMhiTlxg0YM0ac0p9/XrbFVVs2GiEh0K4dVKlit3NP0lKwoKR7PnhQIrGszKgpU8oirtZiprJk5jB4AEbhGwwx8ckn4oc4cuR/26xqy4YHBkbWliVbticODw2FJk1kwrxsmVhLPIq6deHjj0X4Tz6JsuuppyQP2549Yt4xeAYeZdIxGJKMCxdg4kSZvReNVqb58mXo2JF9pUrx3P79EEPUc7du4r/+668S1OqR9OkjgQMffiipO196KXLXq69K0s2xY8XE0zTWJOkGd8AofIPBFiNGiDvm0KFP7rNkPb27caPYa2ywaJHMgAcOhGrVnCal81FK8uj/+ado9N27xdxjYdQoMfF37AgvvCClEw3uizHpGAzROXdOlFy7dmK7SCAnT4oCrFRJHHw8npQp4dtvJbVyw4ZglTwvWTJYsECCc1u1kmukwX0xCt9giM6YMbIimYggq/BwqRfr7y91UQK85R46b16x5R879kT6hXz5xPq1aVMsC9OXLkmldZOFzaUYhW8wWPP33xJS2rJlouwTEybAtm0Sv2RJiOo91Kgh6RdWrZJoXCtat5b8QB99FEPl0eHDYetWiVswuAyj8A0Ga8aNk/p+/fsn+NA//xSF17ChrPV6Jd27i1vqgAHw88+Rm5WCGTMgY0a5VkaWSAwOlp1Tp8pdwdSp/8UzGJIco/ANhgiuXZOo2aZNJUl9AggLk1luihRSk9ZrC4dFaPYiReRzsiqckimTpF04eNDKizOBcQsG52IUvsEQwYQJ8O+/4oKYQMaNg507YfJkmy753kVE5NWjR/DGG5GRxyAxak2aiAXn8GGixC0QFBRr3ILB+RiFbzCAeJ5MmiT5YxKY2ezkSRgyREw5TZo4Rzy3o1AhmDdPIq969Iiya+JE0elt21q8dixxC+zYIc9m4dZleIsPgcFgH7Nmwa1b8MEHCTpMa+jcWbxyJk3yYlOOLRo2lLWOjz+G8uUlBQOQJYvcLDVvLovXPS1xC4DcAhlchpnhGwxhYfD55+I4X758gg5dulTKwo4cCd6WKDReDB8u6ZQ7d5ZMahbeflsKvQwYAOfPu1A+QxSMwjcYVqyA06clT0ACuHMngB494LnnoEsX54jm9vj7S5K1zJnFnn/jBiB3OpMmiUnH5NpxH4zCN/g2WksymIIF4eWXE3TozJn5uH5dnFb8/Z0knyeQObMs4l68KB44lqCsfPnETfXrr+UuyOB6jMI3+DZbtkh+mPfek2Tv8WT/fvjuuxx07QolSzpPPI+hXDlZrf3hhyjBVR98INfSrl2jOPMYXIRR+AbfZuxYcSBv2TLeh2gt8Udp0jxiyBDnieZxtG8vCXWGDoW1awFInlzWaU+ceCLDssEFGIVv8F3++gvWrIFOnRIU+bl0qWQJaNfuFOnSOU88jyMiorZkSXHROXkSgBdflEIpo0dHidMyuACj8A2+y+TJYnzv2DHeh9y9K2u7pUvDSy/ZzoPv0wQHiz0fZBHXUvZxzBjZ1K+fi+QyAEbhG3yV0FBJgdyoEeTIEe/DPv74v9ooPr1QGxtPPSWpQkNC5O5Ja3Lnlgvl4sXw22+uFtB3MQrf4JvMny/lC7t3j/chJ0+Kyb9ZM6hY0YmyeQP16kkxgLlzJagNyTadPTv06hUlu7IhCTEK3+B7aC1O4mXK/FecPB68957ktzeLj/Fk0CCoVUtcdH7/nVSp5A5p506Z6RuSHocofKVUXaXUUaXUCaXUE1Y6pVRrpdRVpVSI5WG7LpzBkBT8+qtk9urWLd65EDZskKJPH34I//ufc8XzGiKqwGTIIKazf/6hRQu5zvbrJ3nqDEmL3QpfKeUPTAZeAgoDTZVStrJPLdVal7Q8Ztp7XoMh0XzxhbhixjPT2ePH4k+eO7eJGk0wWbKIW9OpU9CmDX5KM368pFsYO9bVwvkejpjhlwNOaK1Paq0fAkuAhg7o12BwPGfPwnffwbvvSrreeLBsGezdK2lj4nmIwZpKlcQnc8UKmDCBypWhcWMxjZk8O0mL0lrb14FSjYC6Wut2lvctgPJa665WbVoDHwNXgWNAL631ORt9tQfaA2TNmrXMkiVLEi1XaGgoqVKlSvTx7oQZi+PIO2sWeRYsYMeiRTyIR072hw8VrVuXI0WKcKZP3xPFM8fVY3EkTh+L1hQdOJAMO3YQMmECRzOUoVWrctSqdZk+fY469FS+/r1Ur159r9a6rM2dWmu7HkAjYKbV+xbApGhtMgLJLa87AL/G1W+ZMmW0PWzYsMGu490JMxYH8fCh1tmza/3SS/E+5PPPtQatf/jhyX0+971cvKh1lSpaX7qUuJPcvKl1vnxa58yp9dWrulcvrf38tD50KHHdxYTPfS/RAPboGPSqI0w6F4BcVu9zWrZZX1Sua60fWN7OBMo44LwGQ8JYswYuXYIOHeLV/J9/xIxTqxbUru1k2TwBewuRp0snmdSuXIHmzfmw32NSppQEa4akwREKfzdQUCmVTykVCLwFrLZuoJTKbvX2FeCIA85rMCSM6dPFxaZ+/Xg1/+QTuH5dnn2qsEl0HFmIvEwZiVr78UcyTR/JBx+I99OOHQ6X2mADuxW+1joM6Ar8iCjyZVrrQ0qpYUqpVyzNuiulDimlfge6A63tPa/BkCBOnYKffoJ27cSZPg7On4fx4yXIqnTpJJDPnXF0IfL27eX4wYN5v9QvZM0qbpp2Lica4oFD/PC11uu01oW01vm11iMt2wZprVdbXvfXWhfRWpfQWlfXWv/piPMaDPHmyy9lVtoufiEggwfLZHbECCfL5Qk4uhC5UjBtGjzzDMFt3+bjbhfZtEkyKxuci4m0NXg/Dx9K3pz69eNVh/DYMZgzR6r25c3rdOk8A0cXIk+VCpYvh9BQWv3wFgXzhdG/v0m54GxMEXOD97NqlSwUxjMr5pAhMpHt39+5YnkUzihEXrgwTJ+OX4sWfPPaMIqvHMaSJWI9MjgHM8M3eD/Tp0uYbJ06cTY9eBCWLIEePSRI1OBkmjeHVq0o+u0I2ubfyIABckNmcA5G4Ru8m+PH4ZdfJLI2HvmMBw2C1KkTXM/cYA+TJqEKFmTSzWbcPnWNuXNdLZD3YhS+wbuZOVMUfZs2cTbds0dcBN97T/J9GZKIVKlgyRKSh17j23TvMGK4NrN8J2EUvsF7efRI8rHXrx+vIicDB0LGjNCzp/NFM0SjVCnUmDFUurWGV89NjEihb3AwRuEbvJcffhDvEluz+0uXoGrVSG+TrVuled++4nFocAHduqFffpkxqg/fDt7PgwdxH2JIGEbhG7yX2bNl5bVevSf3WaUJ0BoGDICsWaFLl6QX02BBKdSsWTzOkImJV5owd3KoqyXyOozCN3gnV69KGuTmzSFZsv+220gT8KtfTTZtkpwuEcGkBheRKRPJv15IAU6QbkBX7t93tUDehVH4Bu9k4UIIC4N33om63UaagOFZJpEjWzjvvpv0YhqeRFWvxtkWA3jz3lw2dFrmanG8CqPwDd6H1lI4+7nnoGjRqPuipQnYcq8sm648S59+/qa4iRuR96uBHE5djufnduTeXxddLY7XYBS+wfvYt08iqKLP7iOwShMwIudUMgf+Y2b37kayZIROmU9yfZ/L9duYzGoOwih8g/cxezYkTw5vvWV7/4oVMHkyux6U4KdzhXlvWFpju3dDyjUvxJeFxpL36I88+Hyqq8XxCozCN3gX9+/DokXw2muQPn2sTUeOlCadOyeRbIYEU2ZmJ36gDn7v9YRt21wtjsdjFL7Bu1i1Cm7ejDOy9vffYfVqCbJKnTppRDMknEqVFXOy9ydUpyT8tTdkId6QaIzCN3gXs2dDrlxQo0aszUaOFEXfrVsSyWVIOBYX2h6X+tGB6fhfvSwutomptGUAjMI3eBPnz0tVq1atYk2UduSIpGLv2jVOq4/BlVhcaCukOMANMrCSV9F+fvD9966WzGMxCt/gPcybJ94crVvH2uzjj2WS2KtX0ohlSCRWLrQDkn1Ke2Zw3y+l5L8ID3e1dB6JUfgGz8U6H47WYs6pWhXy54/xkL/+kjXdjh0hc+YklNWQOCwutFV3jeHpbLf5QI2BXbukELohwRiFb/BcrPLhsHUrnDgRs++9hU8+kRrm772XRDIa7MPiQqtKlmDA7PxMftSes8UbSB6Mv/5ytXQeh1H4Bs/DRj4cqlSRfY0axXjYuXNSq7Zt23hlSza4GXXqQNmyiqa3pqKTJZOiNiYgK0EYhW/wPKLnwwkOlml706aQMmWMh336qeiHPn2SSE6DQ1FKsppuP5uTnW+MgQ0bpDi9Id4YhW/wPKLlw+H+ffHPjiW38d9/w5dfQsuWkCdPEspqcCgvvwzFikGb7e3Q1aqJbe6iybUTX4zCN3gmVvlwyJZNyuS98EKMzT/7TApg9e+fhDIaHI6fn5jvjxz14/vXv4QHD0wB4gRgFL7BM7Es5pEypXjrfPih3PPb4No1MfM3bQoFCiSxnAaH06gRPP009J9ZAN23HyxeDL/+6mqxPAKj8A2ezZw5Mu1r2TLGJhMmwN27ck0weD7+/vJdHjgA64r1hXz5JIrOVD6PE6PwDZ5LeLgUKa9TB/73P5tNbt0Sl+033oDChZNWPIPzaNpU9PywMcHoCRMlfHrCBFeL5fYYhW/wXNavl3QKsfjeT5oEt2+L3dfgPSRLBv36SQzWz8kbyGru0KHyezDEiFH4Bs9l9mzIkAFeecXm7tBQGD8e6teHUqWSWDaD02nVCnLmhBEjkNl9eLiJqIsDo/ANnsnNm/Dtt+KPnzy5zSbTpsGNG+K7bfA+kieXmIotW2DzuXxi2F+2jPR797paNLfFOxX+pUuU7NFDnK8N3snixeKSF0Pe+3v3YOxYqFULnn8+iWUzJBnt2kGWLJJlgw8+gPz5KTBxovjgGp7AOxX+sGGkPXBAcqwYvJNZs6BEiRhtNV99Ja76Znbv3QQHixv++vWw60AQjB9PyrNnYcYMV4vmlniXwo/IsTJtGgrE+VopUzDB2zh4EPbujXGx9uFDSZJWqdJ/KXYM3kvHjlLXYORIoEEDbpYqBYMHi4uWIQoOUfhKqbpKqaNKqRNKqX429idXSi217N+plMrriPM+wcmTUQtXp0gBzZrBqVNOOZ3BRcyeLW4azZrZ3D13rjhrDBgQYyyWwYtInVpKVa5eDQcOKv7q3FkWb0aOdLVobofdCl8p5Q9MBl4CCgNNlVLRPZ7bAje11gWA8cAn9p7XJtmzQ7p0AGiQHCtp0kjovcE7ePgQFiwQz5xMmZ7YHRYmBU7KloXatV0gn8EldOsmin/UKAgtUECK4EycaFIoR8MRM/xywAmt9Umt9UNgCdAwWpuGwFzL6+VATaWcM/e6dOYhCzJ2F5NOixZm4dbbWLsWrl6N0ZyzeLHc0A0caGb3vkT69JI7b9kyOHs2WHw1AwKkOpZ1oRwfJ8ABffwPOGf1/jxQPqY2WuswpdQ/QEbgmnUjpVR7oD1A1qxZ2bhxY4KF+bdra75605/mTORQnjxcrV4dEtGPOxEaGpqoz8IdsXcsRceOJXXGjOwICkJH6yc8HAYMeI6nntKkSrXH6V+7+V7ci3LlkhEY+Dzz5uUgd+5j5G3cmLxz53LlyhUyb93KxQ4dOO5hdS0d/r1ore16AI2AmVbvWwCTorX5A8hp9f4vIFNs/ZYpU0YnluGDH+nbpNJX3+yc6D7ciQ0bNrhaBIdh11guXtTa31/rPn1s7l62TGvQeunSxJ8iIZjvxf3o0UNrP7/H+tQprXXy5PKDiP4ICnKxlPEnMd8LsEfHoFcdYdK5AOSyep/Tss1mG6VUAJAWuO6Ac9uka88Advi/wL0fNjnrFAZXMH++TONt+N5rLXfxTz8teXMMvsn774Ofn+bTTxHbnrXbrnHicIjC3w0UVErlU0oFAm8Bq6O1WQ20srxuBPxquRI5hXTp4Fqx0uS6fYgTm6JfewweidbiXF+pkmj1aHz3nWRP/PBDyaZo8E1y5oS6df/mq6/gos4OZcrIDqUkGs/HnTjsVvha6zCgK/AjcARYprU+pJQappSKSHLyFZBRKXUC6A084brpaLK2fhaATf1/cPapDEnB9u1w7Fiss/t8+STTgsG3adr0LOHhUvSG69ehWjX5kbz0ks8v3Dpi0Rat9TpgXbRtg6xe3wcaO+Jc8cWveC5upcpJ+t/WcfJkW556KinPbnA4s2ZJVavGT/6Mfv4Zdu+W4MoAh/yiDZ5Mjhz3efttyaXU/8wKMqV9JLmxz52DkBBXi+dSvCvS1hqlSNawHrX4mbGjTGEEj+bOHVi6FJo0EaUfjREj5FY+lhooBh+jf3+x4Hz+ORKkN3y4RGgvWeJq0VyK9yp8IGXjeqThDsfnbDNpsj2Zr7+WklU2zDmbN0u2xD59YkyaafBBnn1WFu+/+MKSYeHNN6F4cRg0yKcTq3m1wqdmTXRgcl5+vIoxY1wtjCHRzJolC7UVKjyxa8QIyZbYrp0L5DK4NR9+KMVvJk9GymCOHCmRt7Nnu1o0l+HdCj9VKlS9l2gZtIyZ08O5fNnVAhmeIK4oyD//hG3boG3bJ0Jnd+4U+/3775v8eIYnKVUK6tWTIjh37yKVcMqXl9wbPjrL926FD9CkCenuXaLcw62MG+dqYQxPMHw4bN0acyrr2bPFz7JFiyd2jRghBa86dXKyjAaPZcAAcdSZPh2ZMAwYAKdPSz4mH8T7Ff7LL0OKFHyYfylTpsiXb3ADIlJZT50Kjx/bTmX96JGkvmzQ4Anf6f37Yc0a6NXL5jquwQCIFbB6dSmGc/8+/9W7HDVKgvh8DO9X+ClTQoMGVL/+NfdDHzFxoqsFMgCSyvrttyX6EWxHQX7/vVQxsbFYO2qUxNB07ZpE8ho8lgEDxHI4ezb/zfJPnBDPLx/D+xU+QMuWBNy8xqhyq5g4Ef75x9UCGcieXTT2/fsQFGQ7lfWsWZA1qwTMWHH4MHzzjaTEtWTDNhhipHp1KXP5yScW0/2rr0LRorKI+/ixq8VLUnxD4detC7lz04Hp3LoFU6a4WiADILP3jh1hxw55tl64/ftvsdm0aiV+1FaMHCk3BD17Jq24Bs8kYlJ/5gwsWoR47Hz0kcwcVqxwtXhJim8ofH9/aN+eNLvW07bKccaNs6zaG1zLihXiM1eihDxb//kiEqVFy3t/9KjEznTpYrP+icFgk3r1oGRJK9N948bi6jtihKRd8BF8Q+GD2IEDAhiWbQrXrpkax26N1mLOeeEFeOaZKLtGjhQL0HvvuUg2g0eilEzqjx0TcyD+/uKo//vvcifpI/iOws+eHd5+mxxrZvBqxauMGWNZtTe4H5s3i/99tGiqEydg4UJxw8ySxUWyGTyW11+X+cPIkZZJfdOmknFv+HCfmeX7jsKHyAQb4/N8/t+qvcH9mD5dVmObNImyedQoCAyUQCuDIaH4+cmk/sABy6Q+WTLRCbt3w6+/ulq8JMG3FP4zz0CjRuRZM4m6Za8xerTPBty5L1euwPLlslgb4bKJeGvOmwcdOvh0OnODnURM6iNN9y1ayA/KR3Kv+JbCBxgyBHX3LtOyDubsWZ8NuHNf5syRq3CHDlE2f/yxpD7u08c1Yhm8g4AA6NcPdu2CH39EFoS6d5c3v//uavGcju8p/MKFoWNHcn8/jUbP/OGrAXfuyePHYs6pUkXSHVo4c0bMb+3aQY4cLpTP4BW0bg158sDgwZZZfseOEq49dqyrRXM6vqfwAYYORaVNyzTdgZMnwlm82NUCGQBYv14icDt2jLJ59Gixv/Zzep00gy8QGCgeO7t2STA36dPDu+/C4sVw9qyrxXMqvqnwM2aEiRPJeHQ7n2X/jKFDISzM1UIZmDZNnOtffz1y07lzUsq2TRspcmIwOILWrSFvXqtZfs+e4rv5+eculcvZ+KbCB8nb8vrrdLs6kPQndhlbvqu5cAFWrxbNblXJ5NNP5Q9pZvcGR5IsmUTf7tkDa9cCuXPDW29JgM7Nm64Wz2n4rsJXCmbMwC9nDtYke42pgy4Zjx1X8tVXspjy7ruRmy5ehC+//M/majA4kpYt4amnYMgQyyz//fclBH/aNFeL5jR8V+EDZMyIWrWKDH63mHquPoun3nK1RL5JWJho9hdfhAIFIjd//LFcA/r3d6FsBq8lYpa/dy989x2S4qNOHZgwwWujMn1b4QMUL47/iuUUU39Q5IN6PLxqUmkmOevWwfnzURZrz56Vu+t33pFZmMHgDFq0gPz5rWb5H3wgSf281MZrFD6g6r3EoQFLKP5wN7eLV5RcqjGV3IuNuMr1GWwzaZL4W778cuSmESPkecAAF8lk8AkCAmDgQCmos2oVUKMGlC4tLppemDrZKHwLJYa+Tp/Cawn6+wx6505o3z7hncRVrs/wJIcPS2Hazp0j0yBH1Jlu317W0gwGZ9KsGRQsKLP8x1rJLP/oUYudx7swCt+CShHMy4dHU4Ht3CS9fNlKSSReXMSnXJ/BNpMmiVeO1QV22DCZeX34oQvlMvgMEbP833+Hb78FGjUSn00vTLdgFH4EJ09SvWl2MvrdpCy7CfMPlO1Fi8LBg3EeG2e5PsOT3LwpNWubNoXMmQFJkrlggeS7z57dxfIZfIamTaFQIcss3y8AeveGbdtg+3ZXi+ZQjMKPIHt2VNo0DNWDOUV+vnjcBWrVkrj+UqUkiUtMVVPiU67P8CSzZsG//0ouEwtDhsiNUd++rhPL4HsEBEgQ1sGD8PXXSDxIhgxeN8s3Ct+ay5ep2qkwNcvfYXTQEO4GZ5IpZ+vW8sUXLixVmWzlzo6tXJ/hScLDxZxTubJcUJG0tUuXQo8ekRN+gyHJaNIEihUTR4FHgSllXWnVKqma4iUYhW+NpeTesHGpuXIvDRMrLJY0DDNnwpYtkDYtvPGGFNWO/iOIrVyf4UnWrIHTp0W7Wxg8WG6MTDUrgyvw95eaCydOyM0nXbtK4p1q1bxmAmcUvg1eeAFeeUWSdl2/btlYqRLs2ye5Nn77TaYCH31kiuMmls8+Exechg0BuTH69ltR9hkyuFY0g+9Svz5UrAhDh8K/qbOKk/6lS16T28Mo/BgYNQpCQ+U5koAAmZEePSr3f6NGSRrflStdJqdH8ttvcsfUuzcEBKC1LJFkySKbDAZXoZREeF+6BF+k7CtuwyDOBV7geWcUfgwUKSJFlyZNknXbKGTLJuWXNm+WUnyvvy7L/JG3A4ZYGTNGUtK2bQtI8qotW8SkkyqVi2Uz+DyVK0O9mvcZnWwQN4OtCjA0aeLxnndG4cfC0KFyUR88OIYGlSuLmWf4cPjmG7lKrF6dpDJ6GsHnzontpnNnSJWK8HC5Wy5YMEreNIPBpYz6LIhbj1Iy5p7Fjg+Szc/DPe/sUvhKqQxKqZ+VUsctz+ljaBeulAqxPDxGI+bKBd26yWQ+Rlf8gABZ1t+9W34MDRtKbu2HD5NSVI9J65Br2TL5A3XrBshne+iQWMcsgbYGg8spUQLezrmZzwPe49LafZA1q0zuPLw8nr0z/H7AL1rrgsAvlve2uKe1Lml5vGLnOZOU/v3FcyTOqM8SJaSETs+ekm2vcmXxQkkqPCGtw99/k+3HH8XNNWtW7t2DQYOgXDlxfjIY3IlhG6vwiECGLi8CU6aIg4aHe9/Zq/AbAnMtr+cCr9rZn9uRIYOYHNasETtzrAQGwvjxsHy5+O+XLg0bNjhXQE9K6zBxIiosLNLvctIkSZL56acissHgTuTPLyE1X34Jhwo0lNTdY8bYjsPxEJS2Q3il1C2tdTrLawXcjHgfrV0YEAKEAaO11t/G0F97oD1A1qxZyyxZsiTRsoWGhpLKQSuA9+/70aJFeTJnfsDkyfvipZyCLlyg2EcfEXz+PMd69eLv+vUTff7YxhJ4/Tr5p04l09at+D94QHjy5FyrXJm/OnXioRv5Nwb88w/Pv/02V0qV4tiIEdy+HUCzZuUpUuQ2o0fHkbrCTXHkb8zVmLHY5p9/kll+p/8wv+JICo0fz/7PP+efEiUc0n9cJGYs1atX36u1Lmtzp9Y61gewHvjDxqMhcCta25sx9PE/y/NTwGkgf1znLVOmjLaHDRs22HV8dGbN0hq0XrgwAQfduqV1nTpy4AcfaB0enqhzxzmWjh219vPTOihInjt1StR5nMpHH2kNetesWVprrXv31loprQ8ccLFcduDo35grMWOJmc8+k7/wj9/+q3WmTFo3aODQ/mMjMWMB9ugY9GqcJh2tdS2tdVEbj1XAZaVUdgDL85UY+rhgeT4JbARKxeNC5Va0aiUWmr59ExBrlTat2IK6dJFbwZYtcUodRXdP63DjBkycCI0bczdfPo4elbdt2kj8msHgznTpIuadXh8GE965q/ynI/zzPQx7bfirgVaW162AVdEbKKXSK6WSW15nAioCHvdp+flJkO358wnMpxQQAF98IdEcCxfCa69JwjBH4u5pHcaPhzt3ZIUWMeGnSAEjR7pYLoMhHiRPLv/5w4dhfuou8uONEpHpYMLCnNa1vQp/NPCiUuo4UMvyHqVUWaXUTEubZ4E9SqnfgQ2IDd/jFD6I482bb8oi47lzCThQKVn5nTZNyvnVqQO3bztNTrfixg3xWmrUCIoWZefODKxdK7o/a1ZXC2cwxI9XXxWv5z6fZuJB286weDEcP+6ckzVvLvm6nIBdCl9rfV1rXVNrXdBi+rlh2b5Ha93O8nq71rqY1rqE5fkrRwjuKj79VBbpE5W+t0MHWLJETC916/qG0rea3T98CJMnF6BgwUg3fIPBI1AKxo2Da9fgk7D3xCPv448df6LHj+HXX52WLtZE2iaQPHng/fflAp+o2ghvvik5gHfvlqv4nTsOl9FtuHRJ/iVvvgnFijF5Mpw7l4Lx4/8LXjQYPIXSpWUtb+RX2bjVpD3Mn+/4WJtDh+DqVamt6wSMwk8EfftKze2ePRNZ5/j112Wmv3OnzPS9VekPHiyL1KNGceWKpKooV+469eq5WjCDIXGMHCmTlR7n+8jC3ujRjj3BL7/Is1H47kOqVPI9794tSfQSxRtvyEx/507vnOkfOgRffSU5c/LnZ+BA8W7q3PkvE2Rl8Fhy5JCqbPN++R+na7SRxPkJWtCLg19/lQCv3Lkd16cVRuEnkmbNJG9+nz52JMl8443/bPr163tXbv2+fSF1ahg4kD17JFqxa1fIk8fBHkoGQxLTvbvkSWz+Rz80OC6dSVgYbNrktNk9GIWfaPz8JIvBzZuSbyfRNGoEixZJweRXXoF79xwmo8vYsEFyHn/4IWFpM9Khg3jkDBniasEMBvtJlky8n7edz8NvpbvILP/QIfs73r1bHDmqV7e/rxgwCt8OihcXO/6XX9pZ3P7NN2HOHFGUb7wBDx44SEIXEBYGvXpJqtHu3Zk8WZIMTpggcWgGgzdQtarc5b+xbwDhKVMn0m0vGt98I1eTOnXs7ysGjMK3kyFDIGdOCXC1K4i2RQuYPh2+/14KLTgjIjcpmDgRfv8dxo/n/LUgBgyQdenGjV0tmMHgWMaOhXspMvJV5v5yR2tPokStJeniiy9KcSAnYRS+naRKJTru4EGJxLWLd9+VqNxVqyT4wokRd07h7FmJqKpfH15/nR49ZAiTJ5tsmAbvI1s2icvpcbI7oRlyyYJeotz2EHPOmTNyt+9EjMJ3AK++Ko9Bg+DYMTs769pV4riXLZNkM4n9AbmC7t1F3kmT+HaVYsUK+UyeesrVghkMzqFdOyhfNZj374+APXtkPS4xLFsm5pyGDR0rYDSMwncASkl9hKAgKdNqt45+/30paDJ/vkTneoLSX7VKHoMHcz11Xjp2hJIlZSgGg7fi5wczZsDcsOYcT18OeveWdCIJ4cEDWLBAbJ/p0jlFzgiMwncQ2bOLSWfrVjFh2M2AAfDRRzBzJgUmTXLvogvXrom/fdGi0Ls3PXqIq+qcOaZsocH7KVQIBg3xo9HNGTy+fiPhs5yFCyXjbffuzhHQCqPwHUjLlnKR7tcPTp50QIfDh8N775Fz5UqxD7qj0tda7muvXoV581i1LhkLF8r1KolqRBgMLuf99yGgdAm+SP4BzJ4NK1fGr8601pJ+pHhxqFnT6XIahe9AlJLbO39/Kdtqd71jpWDMGC68+qq4BAwe7AApHcyMGWLKGT2aG3lK0bGjKHq7YhMMBg8jWTKxwA4IH8rxtGXRbdvKJC2uOtMrV4oP/3vvJYlng1H4DiZXLqnVumWLrODbjVIc79ZNFgeGD3evJPKHD4vPfe3a6B49efddMeXMnm2Soxl8j8KFYdjoQF76ZzGPboaKXT62OtO3bkna2GLFoGnTJJHRKHwn0KKFeFcNGiQL93bj5yc++s2bi61k1CjXm3dCQ+Gtt8Qvde5cZs7yY8UKEa2Ux9UzMxgcQ48ekOuFXLzht5LIf2hwsERpnTr1X8PHj8Vm//ffEqmbRItdRuE7AaWk1km2bPD22w5KkePvL1PnZs1kMff9913nvfP4seSJPXQIFizgz1vZ6NEDatUSJwWDwVfx84M5i5KzOaAGAxkmSv/ePfHEyZZNGj14IHfs8+fDwIFQ1na9cafIl2Rn8jHSp5fv88QJBxb7CAiAefPEV3/cOPHTd0Vw1ocfShnFsWN5ULU2TZtCypQimp/5RRl8nDx5YGbJSYxkIFNqfysz/OXLoWJFCTnPmVNc2IYOTfJ1OfP3dCLVqslkfPZsyRTsEPz8JLR36FDJzdyggWRwSyrGj4dPPpFcEj170rMnhITIXWn27EknhsHgzjTe+QFdukDXnxqyduYlqY4VFiZpR6pWhfXrxeabxCHoAUl6Nh9kyBBJed+li9i2S5d2QKdKyY8lRw7xfy9fHlavhmeecUDnsTBxoths3ngDJk1i9hzFtGnijPDyy849tcHgaXz2Gfz2GzTvkpb9+/uRt18/V4tkZvjOxt9foq2zZBE9mdAgvFhp104KJty6JUp/5UoHdm6F1jBihKxIvfYaLFrE3hB/OnWS1N3u5DhkMLgLyZNLxoTHj+Vv4w7lLozCTwIyZYKvv4YLF8T7yqGJMCtVElegggWldGKrVnIBcBT37slawcCBsmC8dCnXbgfyxhtyEVuyRJYWDAbDk+TPL/+RAwfkr+nqLClG4ScR5cuL585PP8maq0O9KnPnloT8AwdKmHbRovDdd/af5I8/RPA5c2Rxaf587oUlo2FD8Sb75hvInNkhIzAYvJaXXpJ8iN98I0tvrsQo/CSkTRuJQJ0xQwJnHUpgoET0/fYbpEkj1bNq15ZKWgnlxg0xzJcqJZr9++9hyBAea0XLlnKKBQvgueccPAaDwUvp1QveeUf+oosXu04Oo/CTmBEjJCirTx8x80QhPrk34uK558Rt5vPPYf9+MflUqCBluS5fjvk4reW4Xr0gb16ZkrRoIdG0desCIvPy5XKxatQo8SIaDL6GUhJwW6WKmHZ++ME1chiFn8T4+YmF5IUXxCS+dq3VzuHD4869ER8CA2WB9cwZqS14+za0by+BH0WKyEJC795yu9Gtm7h25sghM/rJk6WAyYED4muZKRMg+v+zz6R5r15W53LERcpg8AGSJ5e0U0WKyHJbYm6+7cUst7mA4GBR9DVriufO6scNqP3ISvNPnSqPoCD7ipqnTCnh2926if/vunWwYwfs2gVXrsD9+5Aihczoa9SQx6uvQsaMUbr57DOZ3TdpIm74UVyHrS9SU6YkXlaDwQdIlw5+/BEqV5Z51aZNSZtV1ih8F5EunSzg1qgBrx77jnVVRlLtt4/h339FCb/2muMM/UpJNZKSJRN86PjxksWhcWOx2/v7W3YEB8sFIwJHXaQMBi8nSxb4+WcJvK1RQ5bIypVLmnMbk44LyZhRvvh8Tyle2tiHlffqisK8f18WXiNyb7gArSU4sHdvsdcvXBjN/fLkSUkUlCKFvE+R4skEUQaDwSa5c8vsPl06udO3p/55QjAK38VkyWK5rUtzmjf010zueVzSFrjQJv7okZj8P/xQdPqiRTaS+WXPLhel+/fd5iJlMHgSTz0l1tA8ecR101lxk9YYhe8GZMoEv54vRIOX/eg6OicfpJhM2LIVLpHl9m1Zw505U/IAzZ8fS+bWy5fl4rRjh8svUgaDJ5I9u0z4SpaUhdwhQ5wbnGVs+G5CihSSgLJ7dzHd79wpM+ucOZNOht27ZUZ/6pQo/LZt4zhghdVFySGFfA0G3yNjRjHpdOokgVl798pEyxn1zM0M340ICBBHlwULYN8+uep/953zz/v4sSTAfOEFSdW9YUM8lL3BYHAYwcGSVXfSJPHRr17dOTN9M8N3Q5o1k5oIb74pAbOVKxdh3jzxnnQ0O3aIX/2OHeKJM3265PI3GAxJi1KSVbd4cbh2zTm1JcwM3015+mlxlx81CnbvzsCzz0o6m2vXHNP/6dNSMbFCBXk9bx4sXWqUvcHgaipXFq9sZ2CXwldKNVZKHVJKPVZKxVinSylVVyl1VCl1Qinl+qTQHkLy5BIMO3fuLl5+WWKbcuWCDh2kumBCefxYfP8bNpQsfsuXy8Ls8S1/02JmVdRls+hqMHgz9s7w/wBeBzbH1EAp5Q9MBl4CCgNNlVKF7TyvT5ElywOWLRMl36KFFLoqWlSK3ffpI3b+M2cgPDzqcQ8fwtGjkqypUydx/6pTR5Kf9esn5RdHjIBU44Y5JqWDwWBwa+yy4WutjwCo2Mt0lQNOaK1PWtouARoCh+05ty9SuLBk2hw5UpT4ihWSI23MGNnv7w8ZMogb5b17khY/IkNyqlTw4ouyOPvGG3L3YKJlDQbfQmkHJGZXSm0E3tda77GxrxFQV2vdzvK+BVBea93VRtv2QHuArFmzllmyZEmiZQoNDSVVqlSJPt6diG0s9+/7cfx4ak6dSsG1a8m5dSuQ8HBF8uThpEkTRvbs93jqqbs89dRd/P2jfteB16+Tf+pUMm3div+DB4QnT861ypX5q1MnHmbIkORj8TTMWNwTXx9L9erV92qtbZrY45zhK6XWA7bCJz/SWq9KkCRxoLWeAcwAKFu2rK5WrVqi+9q4cSP2HO9OxDUWS/bixLF+vfhhBgXh//AhWQsWJOvrr9vRYez40vfiSZixuCeOHkucCl9rXcvOc1wAclm9z2nZZnAHIqJl27cXe9GlS66WyGAwOImk8MPfDRRUSuVDFP1bwNtJcF5DfDDRsgaDz2CvW+ZrSqnzQAVgrVLqR8v2HEqpdQBa6zCgK/AjcARYprVOhFOhwWAwGOzBXi+dlcATOd601heBelbv1wHr7DmXwWAwGOzDRNoaDAaDj2AUvsFgMPgIRuEbDAaDj2AUvsFgMPgIDom0dQZKqavAGTu6yAQ4KLekyzFjcU/MWNwTXx9LHq11Zls73Fbh24tSak9M4cWehhmLe2LG4p6YscSMMekYDAaDj2AUvsFgMPgI3qzwZ7haAAdixuKemLG4J2YsMeC1NnyDwWAwRMWbZ/gGg8FgsMIofIPBYPARPFrhx1UcXSmVXCm11LJ/p1IqrwvEjBfxGEtvpdRhpdQBpdQvSqk8rpAzPsS3aL1S6g2llFZKua0LXXzGopR60/LdHFJKLUpqGeNLPH5juZVSG5RS+y2/s3q2+nEHlFKzlFJXlFJ/xLBfKaUmWsZ6QClVOqlljC/xGEszyxgOKqW2K6VKJPpkWmuPfAD+wF/AU0Ag8DtQOFqbzsA0y+u3gKWultuOsVQHUlhed/LksVjapQY2AzuAsq6W247vpSCwH0hveZ/F1XLbMZYZQCfL68LAaVfLHct4qgClgT9i2F8P+B5QwPPATlfLbMdYXrD6fb1kz1g8eYYfWRxda/0QiCiObk1DYK7l9XKgpoqj4rqLiHMsWusNWut/LW93IJXD3JH4fC8Aw4FPgPs29rkL8RnLu8BkrfVNAK31lSSWMb7EZywaSGN5nRa4mITyJQit9WbgRixNGgLztLADSKeUyp400iWMuMaitd4e8fvCzv++Jyv8/wHnrN6ft2yz2UZLIZZ/gIxJIl3CiM9YrGmLzF7ckTjHYrm9zqW1XpuUgiWC+HwvhYBCSqltSqkdSil7Kgw7k/iMZQjQ3FLUaB3QLWlEcwoJ/U95Cnb995OixKHBgSilmgNlgaquliUxKKX8gHFAaxeL4igCELNONWTmtVkpVUxrfcuVQiWSpsAcrfVnSqkKwHylVFGt9WNXC2YApVR1ROFXSmwfnjzDj09x9Mg2SqkA5Db1epJIlzDiVehdKVUL+Ah4RWv9IIlkSyhxjSU1UBTYqJQ6jdhXV7vpwm18vpfzwGqt9SOt9SngGHIBcDfiM5a2wDIArfVvQBCSvMsTidd/ylNQShUHZgINtdaJ1mGerPAji6MrpQKRRdnV0dqsBlpZXjcCftWWlQ83I86xKKVKAdMRZe+udmKIYyxa63+01pm01nm11nkRm+QrWus9rhE3VuLzG/sWmd2jlMqEmHhOJqGM8SU+YzkL1ARQSj2LKPyrSSql41gNtLR46zwP/KO1vuRqoRKDUio3sAJoobU+Zldnrl6htnN1ux4yo/oL+MiybRiiQEB+sF8DJ4BdwFOultmOsawHLgMhlsdqV8uc2LFEa7sRN/XSief3ohAT1WHgIPCWq2W2YyyFgW2IB08IUNvVMscylsXAJeARcpfVFugIdLT6XiZbxnrQzX9jcY1lJnDT6r+/J7HnMqkVDAaDwUfwZJOOwWAwGBKAUfgGg8HgIxiFbzAYDD6CUfgGg8HgIxiFbzAYDD6CUfgGg8HgIxiFbzAYDD7C/wEr8oqcNEqKCwAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 9\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 10\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 11\n"
]
},
{
"data": {
"image/png": 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YrpPRqxnbpGMwGAyGeIzCNxgMBj/BKHyDwWDwE4zCNxgMBj/BKHyDwWDwE4zCzyCcPXuWTz/91NNiGAwGL8Yo/DTi6fTItrh+/TqvvPIKjRo1SrXt6NGjedeSXiI0NJTly5c7dG6DEzh/Hj77DF57DZ59Flq0gLZtYcAAmDMHLMF4BoOjZOzAKydjnR45a9asXL58mcjISLuPj0uPXKFChfgsm3Pnzk23PNHR0WTOnJk8efKwdOnSdPdj8AAxMbBiBUybBpYkfGTNCiVKQM6ckv/p558hLmNq+fLQowd06yYpQgyGdGBm+GnAG9IjN2jQgEGDBlG9enWmTJnCjh07qF+/PtWqVeOJJ57g3LlzABw9epRmzZpRrVo16taty99//53i2JLrx+ACfvsNqlaFdu3gn38kdfeuXaLc//4btm2Dffvgxg04eBCmTpWLwMsvywVh4kSw/L4MhrTgszP8QYMgLCz5/TEx2QgISFufISHw4YfJ72/atCljx46lTJkyNG7cmPbt21O/fv349Mi//vorZcqUoUuXLsycOTM+W2ZcemSQGf27775L9erVE/RtnR45R44cvP3227z//vuMHDkyiRyRkZFs376dqKgo6tevz8qVKylQoADLli1j+PDhzJ8/n549ezJr1ixKly7N1q1b6dOnD7/99pvNcUVFRdG/f3+b/RicyH//wauvwscfQ8mSsGSJKP3kfqiZMkGZMvLo3x+2b4fRo2HYMJg/X8w9DRq4cwQGH8dnFb4n8Jb0yHH9HTx4kL/++osmTZoAYjIqXLgw4eHh/P7777Rr1y7+mDspzAiT68fgRI4dgzZt4K+/ROm/9VbaazNUrw7ffQerV0PfvvD44/D66zB+PGS246987hx06ADLlpkqW36Kzyr8lGbiAP/+e5ucOXM6/bzekB45rj+tNeXLl0+QhA3g5s2b5MmTh7CUboESndtWPwYnsW0bNG8uhXh+/BGeeMKx/po2ldvbV16ByZNh925YuhTy5En5OOvqbzZKWxoyPsaGnwa8JT1yHGXLluXSpUvxijoqKop9+/aRK1cuSpYsyZdffgmIQt+9e3ea+zE4gQ0bZCaeKxds3eq4so8jRw4xDc2ZA7/+Co88krw3T7ZsTq/+ZvBNjMJPA+Hh4XTt2pVy5cpRqVIl9u/fz+jRoxOkR65YsSKZMmVKNT1y3KJtHNbpkStVqkTt2rVTXWgNDAxk+fLlDBkyhMqVKxMSEsLvv/8OwOLFi5k3bx6VK1emfPnyrFy5Ml39GBxgyxZo2RKKFpWZdenSzj9Hjx7wyy9w6RLUqgWWtaIEHDsGzz0nVd9Anjt1guPHnS+PwbtJLo2mpx8mPfJdfGksJj2yhUOHtL7nHq1LldL67FnnnfTsWa3r1dP63LmE2w8f1rp4ca3z5NF627akx/XqpXWmTFoHBclz794JdvvN9+JjmPTIBoO3c+MGtG4tXjarV4MzF8Ct7fDWlCoF69ZB7tzQuLGsG1jj5OpvBt/EKYu2Sqn5wJPARa11BRv7FTAFaAHcAkK11jbuPQ0GHycmRswlhw+LqaVkSef0my2b1GWOY+ZMeQQFQZxpsEQJCeJq2BCaNJHXlSvLPidXfzP4Js6a4S8EmqWwvzlQ2vLoCcx00nkNBu9i+HD4/nsJlnKmj7y9dvjixWWmHxwsnkGm9rDBCqfM8LXWG5RSJVJo0hpYZLEvbVFK5VFKFdZam3BOQ8bhp5/g7behZ0/o3du5fRcuLJ4+EREyq4+IgFy50IXu5fgxOHpU3Oxv3YKAgGIUGfgTTcY+Bk2akfmPTZAvn3PlMfgkSnSwEzoShf9dMiad74BJWutNlve/AkO01tsTteuJ3AFQqFChaonzw+TOnZtSpUrZJU9MTAwBaQ219VJ8aSxHjhzhxo0bye4PDw8nODjYjRK5DuuxZL5xgxrduxMdHMyO2bOJDQx0+vnKjxxJZN68/N3wGbbN/491pyuxObIm4eFZbLavx3pW05TdWaoyoeFiqte9Rc2aVwgMTPqfz6jfi6+TnrE0bNhwh9a6us2dya3mpvUBlAD+Smbfd8BjVu9/Baqn1J/x0rmLL43FL710YmO1fvZZrTNn1nrnTpedb+NGrZ9/XhxtQOsHH9T6xRe1/vhjrdetE8egM2e0PnVK6717tf7hB61Xdv5Sa9BLszyvIVbnyaP1G29off58MmPJAPj7WPACL50zQFGr90Us2wzAoUOHUvSTdxX//vsvM2fOjLsIG9LLkiXwxReS5yaVqOv0EBYm8Vp168K330rCzJ07Jc5q9myxINWvL27+990HRYpAhQpiwm+1qC2MHUv7qM/4u8d7NG4MkyaJqb9PH+Os42+4S+GvAroo4RHghvZR+71Siueffz7+fXR0NAUKFODJJ59MUz8lSpTg8uXLAJQpU4Zdu3axYsWKZNs4m8jISPr27Uv9+vURJ6qkxN1Knj17lrZt2wISXfzDDz+4RCaf5Px5yWvzyCMwZIhTu758Gbp0kcSa27fDe+/B2bPiZJOm68qIEdC2LWXnD+HL7j9x8KD0O3cuPPTQ3QBcQ8bHWW6ZS4AGQH6l1GlgFJAFQGs9C/gBcck8grhlvuCM83qCHDly8Ndff3H79m2yZcvGL7/8wv333+9wv6NHj3ZcODuIy6EfGBjIokWL7Drmvvvuiy+UEhYWxvbt22nRooUrxfQdBg+WLJgLF9qXwMxOfvhBZvJXr0p+tDfeSD1VTrIoJfIdPgwdOlB62zZmzy7Na6/J2nKfPvDww1VZsQLKlnXaEAxeiLO8dDqmsl8DfZ1xrnhSyY+cLSYm+bSzyZFafmQLLVq04Pvvv6dt27YsWbKEjh07snHjRgCuXr1Kt27dOHbsGNmzZ2f27NlUqlSJK1eu0LFjR86cOUPt2rUTmFE+++wzpk6dyp07d3jkkUeYMWNGkkXauDaRkZHUqlXLZpsSJUrw7LPP8uOPP5ItWzY+//xzSpUqRWhoKEFBQezatYs6derQt29f+vbty6VLl8iePTtz5szhoYce4vjx4zz33HOEh4fTunXr+H5PnDjBk08+yc6dOxk5ciS3b99m06ZNvPHGG3ZlAs2o5N69Gz79VNIVO0lTRkRI2vtZs6BiRamBEudK7xA5csDKlXK70LYtbNlCmTLZWLMGFi+Gvn2zUb26ZF22SrJqyGCYSNt00KFDB5YuXUpERAR79uyhVq1a8ftGjRpFlSpV2LNnDxMmTKBLly4AjBkzhscee4x9+/bx9NNP888//wBw4MABli5dyubNm+MTnH322WcJznfw4EGWLVvG5s2bCQsLIyAggMWLF9uULXfu3Ozdu5d+/frFp2cGOH36NL///jvvv/8+PXv25KOPPmLHjh28++679OnTB4CBAwfSu3dv9u7dazM9cmBgIGPHjqV9+/aEhYX5tbInKorSU6aIMXz4cKd0eeGCxEzNmiUZlP/800nKPo7ixaWU4p49kl8fmfw//zzMmbOdChWkwuKgQZCGQm4GH8Jn0yOnNhO//e+/LkmPDFCpUiVOnDjBkiVLkpg2Nm3axFdffQXA448/zpUrV7h58yYbNmzga0u0Y8uWLbnnnnsAqZR14MCB+Fz04eHhFC1aNEGf69atY8eOHdSoUUPGdvs2BQsWtClbx44d459ffvnl+O3t2rUjICAgxVz5mzdvjpe9c+fODHGyTTpD8dFHBB8/Dt98czcYygH27IGnnpIcaF99Bc8847iINmneXC5Q48fDY49BaCgABQveYf16sVBNmQIHDogcGcS70WDBdxW+h2nVqhWvvfYa69at48qVK+nuR2tNu3btmDRpUoptunbtysSJE1Ptz3oB1vp1XA792NjYFHPlJ7eAa7Di/HkYNYortWqRr1Urh7tbuxZatZK4qo0boVo1J8iYEmPGwO+/i/G+WjWxHQGBgTKPqlQJXnwRGjWSoOH8+V0sj8FtGJNOOunWrRujRo2iouXPEkfdunXjzS3r1q0jf/785MqVi3r16vH5558D8OOPP3Lt2jUAGjVqxFdffcXFixcBuHLlCidOnEjQZ4MGDVi+fHl8m6tXr3IymZD5ZcuWxT/bqpiVUq78OnXqxBdDT85klFw+f79i7FiIiOBIv35iE3GANWskg3KxYmLCcbmyB1nb+vxzWQX+3//g5s0Eu7t1k/rqe/bITcCpU26QyeAWjMJPJ0WKFGHAgAFJto8ePZodO3ZQqVIlhg4dyieffAKIbX/Dhg2UL1+er7/+mmLFigFQrlw5xo0bR9OmTalUqRJNmzblfCLn6IceeihBmyZNmiRbZPzatWtUqlSJKVOm8MEHH9hsk1yu/ClTpjB9+nQqVqzImTO2wyQaNmzI/v37CQkJib+4+BWHDonz+0svcbtIEYe6+uknePLJu4kuneDsZT/33itVso4dk5z6iWIxWrWSRJ/nz0v9FuOvn0FILiLL0w8TaXsXe8dSvHhxfenSJRdLkzIZPtK2bVutg4O1vnDBobH88ovWgYFah4Ro7dGvbOJErUEffPllm7v/+EPrHDm0rlBB68uX3SxbOvH535gVvhppazD4Plu3wvLl8NprkMyiuT3s2gVPPy2enL/+6mEb+eDB0KwZpaZNs+nm/MgjsGqVuPA3a5bE+mPwMYzCz0CcOHGC/GaFzTVoLcqxYEHxmUwnx49DixZwzz1SzzxvXifKmB4yZYJFi4jKnVt8Mm2szzz+uHjshIWJ91BUlPvFNDgHn1P42uR98Voy9HezerUUJB85Mt2+ileuyCz5zh2x37vVZp8SBQqwf/hwybHcq1cSez7IwnJcvfT+/W02MfgAPqXwg4KCuHLlSsZWLD6K1porV64QFBTkaVGcj9biylismPgrApw7R8jAgXavZkZHywT65EkxkZQr50J508GNkBBJ/vb55xJua4PQUBg6FD7+WHz1Db6HT/nhFylShNOnT3Pp0qVU20ZERGQY5eMrYwkKCqKIg54rXsmaNfDHH5JlLC7P/VtvkXvvXnHRnDEj1S6GDIHffoMFC8TV0SsZNkzKIvbvD7VqScrNRIwfDwcPwiuvSHbOli09IKch/SS3muvphy0vnbTg7yv13orPjSU2Vus6dbQuUkTriIi7yegTP4KCku1i8WJp0q+fG+VOI/Hfy7lzWhcqpPXDD2sdHm6zbXi4eBflyaP1sWPuk9FefO43lgLGS8dgcCdr18LmzWLLyJrV/tqyFsLCxM29Xj14/333iZ1u7r1Xsqn9/Tf062ezSY4csoirtZipLJk5DD6AUfgGQ0qMGSNVRbp3l/dWtWVjAgPja8ty771JDg0Ph/btxSPniy8gi+1KhN5Ho0aSQ3/hQkgmhfYDD8ju7dvFvGPwDYzCNxiSY8MGeQwdKoXD47hwAXr1Yuf06eLVkszCbf/+4r++eDEUKuQmmZ3FqFFSRqtPH5nt26BNGwlJmDFDin4ZvB+fWrQ1GNzK5MlQoIDYZKyxZD39b926pPssfP65zIDffBMaNHCplK4hIECuVCEhYrfZuhWyZUvSbMIEycPWqxc8+qhkYDZ4L2aGbzDY4q+/JFXkgAE2FV1KHDsmCvCxx8Rt32e5/34p8LJ3ryTJt0GWLJJiPzYWunaFmBj3imhIG0bhGwy2ePddWZC1FIexl5gYqRcbN0F2YtVDz9CsmfiUzp4tydZsULIkTJ0qHp3JLkyfOycmIpOFzaMYhW8wJOb0adHWL76Y5twHU6aIU89HH0mcVobgrbfEXvPii7IoYYPQUMkPNHx4MpVH33oLNm2SuAWDxzAK32BIzIcfis+hVcUwe/j7b1F4rVuLp2aGIUsWmd0HBoo9PyIiSROl5CYgXz65w4kvkZgtm+ycOVPsPjNnyvs0mskMzsEofIPBmuvXJXdAhw5pWoGMjpZZbvbsUpM2wxUOK1pUVqHDwsQ1xwb588tHt3cvvP22ZWMa4xYMrsUofIPBmjlzxIE+GaWWHO+/L44s06fbdMnPGDz1lDjdT58ukVc2aNVKYg/eegv27ydB3AJBQSnGLRhcj1H4BkMc0dEwbZr4UYaE2H3YsWOSd6x1a1F2GZqJE6FmTQlEO3bMZpOpU0Wnd+9u8dqxxC2wZUuKcQsG1+PrPgQGg/NYtQr++SdNqSC1FkeegAC5VmQ4U05iAgPFnl+litTD3bz5rrnGQsGC8hE+/7wsXg+yxC0Acndg8Bhmhm8wxDF1qtjtn3rK7kOWLYOff5YskhkxUahNSpaUyLLdu2UabyNd+XPPSaGXESPE6cngHRiFbzCAKK/16yVhWECAXYf8+29mBg6EGjWgb18Xy+dttGghV7mlS+Gdd5LsVkrueGJiTK4db8IofIMBZHafPfvdJGl2MHduSa5cEXdEO68RGYuhQ2XRYuhQKeGViJIlxU31yy/lLsjgeYzCNxguX5ZAqy5dJLWlHezaBd9+ex/9+qVpfTdjoRTMmweVKokb66FDSZq8/roUSunXz6b7vsHNGIVvMMyeLUnd+/e3q7nWkmInV64oRo92rWheT44c8M03EpzVpg3cuJFgd9assk575IiVb77BYxiFb/BvoqIkv2+TJnYXml22TLIE9OhxnDx5XCueT1CihNhtDh+Gtm3lM7WiSRMJ0J00SZygDJ7DKHyDf7NiBZw5I1N2O/jvP4nJqloVmjc/52LhfIgGDSRobc0a8bVP5LkTt647dKj7RTPcxSh8g38zdSo8+KB4ndjBxIlyfZg61U8XalMiNFTyQc+fL4nyrShWTC6US5ZIPXiDZzAK3+C/7N0rgUN9+kCm1P8Kx45J1uROnaBOHTfI54uMHg2dO4sD/uLFCXYNGSKZFl5+WfKoGdyPUfgG/2XOHIkc7drVruavvir57c3iYwooBXPniomnWzeJbbAQHCx3SFu3mpKInsIpCl8p1UwpdVApdUQplcRKp5QKVUpdUkqFWR6268IZDO7i1i2p5tS2reT0TYW1a8UZZdgwKQRlSIHAQCkD+eCDkmBo9+74XZ07Q7VqYsu/dcuDMvopDit8pVQAMB1oDpQDOiqlbLk7LNNah1gecx09r8HgEMuXSyrknj1TbRobK/7kxYqZqFG7ueceCcbKmROeeCK+cEqmTPDBB5Ju4d13PSyjH+KMGX5N4IjW+pjWOhJYCrR2Qr8Gg+uYPRvKlIF69VJt+sUXsGOHpPwNCnKDbBmFYsXgl18kv0KTJrLaDdStC+3aiWnM5NlxL0rbSHyUpg6Uags001r3sLzvDNTSWvezahMKTAQuAYeAl7XWp2z01RPoCVCoUKFqS5OpoWkP4eHhBAcHp/t4b8KMxblkP36cmt26caR3b04/+2yKbSMjFaGhNcmePYaPP96ewDPHG8biLFw5luCDBwl55RXuFCjArilTiM6dm3PngujatSaNG19g8OCDTj2fv38vDRs23KG1rm5zp9baoQfQFphr9b4zMC1Rm3xAVsvrl4DfUuu3WrVq2hHWrl3r0PHehBmLkxk4UOssWbS+eDHVph9+qDVo/dNPSfd5xVichF1jOXtW63r1tD53Lj0n0DprVq1r1tT65k2ttdYvv6x1pkxa79uX9u5SPtVa53boQdIzFmC7TkavOsOkcwYoavW+iGWb9UXlitb6juXtXKCaE85rMKSd27dh0SJ45hkoUCDFpjduiBmncWNo2tRN8nkzjhQib9Dgrm2sTRuIiGDYMMnMMHy4swU1JIczFP42oLRSqqRSKhDoAKyybqCUKmz1thVwwAnnNRjSzldfwbVrdi3Wvv02XLkizxm+sElKOKsQeatWsGAB/PYbPPcc+fNE8/rr4v20ZYtLJDckwmGFr7WOBvoBPyOK/Aut9T6l1FilVCtLswFKqX1Kqd3AACDU0fMaDOli9mwoVUpmnClw+rR4k3TqJGkU/BpnFiLv3FnKYa1YAd278/LAWAoVEjdNB5cTDXbglBKHWusfgB8SbRtp9foN4A1nnMtgSDcHDsDGjTJlTyWydtQomcyOG+cm2bwZZxciHzBA7GUjRxKcKxdvjphKv/6Kn36C5s2dK7ohISbS1uA/zJkjaXxDQ1NsdugQLFwoGRdKlHCHYD6AswuRjxghocvTptHrzJs88AC88YZJueBqTBFzg38QEQGffCILhgULpth09GiZyL5h7knv4uxC5EpJCs2bNwmYNJ7lHXJRdelgli4V65HBNZgZvsE/+PpruHo11cXavXulTOvAgaleFwyOErcQ3L49VZYO4a37ZzFiBERGelqwjItR+Ab/YPZseOABePzxFJuNHCnZAF57zU1y+TsBAZLT6MknGX62D48c/5xPPvG0UBkXo/ANGZ+DByVr44svprhYu327uAi++irkzes+8fyeLFnER79BAxbRhS3DVplZvoswCt+Q8ZkzR/Iap7JY++abkjhz0CC3SGWwJls21MqVhJetxvTLz/LTkLWelihDYhS+IWNz54643LRundCN8Nw5qF8/3ttk0yZJ7jhkiHgcGjxAzpzk3vwjZ7OVosGUNkTu2OtpiTIcRuEbMjYrVki4bOLFWqs0AVqLl2ChQtC3r2fENAgqX17OzP2Rf3Uwdxq3MOk0nYxR+IaMzezZ4kzfuLG8t5Em4LdMjVi/XnK6xAWTGjzHYx2LMjzkB7hxg9gWLeHmTU+LlGEwCt+QcTl0SEpVWS/W2kgT8FbBadx3bwwvvug5UQ13UQq6vl+ZZ/RX6H374dlnJae+wWGMwjdkXObOFbe/F164uy1RmoCNt6uz/uLDDB4aYIqbeBENG0JU/SYMCZ4BP/9souCchFH4hozJnTuSmbFVK1Hy1lilCRhXZCYFAm+Y2b0XMmYMvHfzRcLq9JGo3MWLPS2Sz2NSKxgyJitXwuXLtiNrLWkC/vwTVp+CSZOM7d4bqV9f4uRa7v2Qfx7bR0CPHlC2LFS3XczJkDpmhm/ImMyeDcWLSy3VZBg/Xmpt9+njRrkMaWLMGDh7KQuz/mkO+fNLMdzr1z0tls9iFL4h43HkCPz6K/ToQYIitFbs3g2rVkmQVc6c7hXPYD+PPQZNihxg9D/duFW1jrhp9uhhkuenE6PwDRkPW4u1iRg/XhR9//5ulMuQNiwutGNOd+MyBZi56n6IjpaqZR9/7GnpfBKj8A0Zi8hIWax98km4/36bTQ4cgOXLoV8/MekYvBSLC23t7HtoxBre5XVuP9tVXHgGDYI9ezwtoc9hFL4hY7FqFVy8mGIa5IkTZfL48stulMuQdqxcaEdkmcx57mX+uWaSvzpvXomnuHPH01L6FEbhG3yXRPlwAFmsLVoUnnjC5iFHj8Lnn4tXZoECbpLTkH4sLrT1/3yHOvce5e3tjYjMU1DMdvv2mRqUacQofIPvYpUPBxATwC+/pLhY+/bbkjjz1VfdKKch/Xz9NUyfjgqpzIgFD3LqdgEWLQJatIAuXeR2bdcuT0vpMxiFb/A9bOTDQSkoU0ZSKHTrZvOwU6ckcWb37nDffe4V2eA4TzwhLvgTJ8raLR98ILdpL7xgymTZiVH4Bt/DRj4cOnYUu27LllCkiM3DJk8Wb77Bg90oq8FpKCVZTY8dEzM+efPCrFniYztxoqfF8wmMwjf4Hony4RARIfVqL11KdrH2/Hmpg9Kli8RjGXyTp56CihXFrTY2Fqlz0KGDKPxjxzwtntdjFL7BN7HKh0OvXmLHLVIEmjWz2fy99yAqyuTg8nUyZZI01n//Le74ALz7rizMGLerVDEK3+CbWBbzqFxZKo5fuiTG+cxJ00Ndvixm/o4doVQpD8hqcCpt20pKnXHjLAG3998v9SlXrZKyZYZkMQrf4PvMmycG3mQWa6dMgf/+g2HD3CyXwSUEBMh3uWcPfPedZeOgQVC6NAwciIqK8qR4Xo1R+AbfJioK5s+H5s2hWLEku69fh6lT4X//g3Ll3C+ewTV07AglS1rN8rNmlSv7oUMUibf1GBJjFL7Bt/n+ewnASmaxdto0qZA3fLib5TK4lCxZYOhQSXH9yy+Wjc2bw5NPUvyzz6SOsSEJRuEbfJvZs8WpvkWLJLvCw8VVu2VLqFLFA7IZXErXrrJOnyDYdtIkAm7dkiIHhiQYhW/wXU6elEW6ZBZrZ80Sb80RIzwgm8HlZM0qMRUbN8KGDZaN5ctzoUkTubU7c8aj8nkjGVPhnztHyMCBCXOsGDIe8+bJc/fuSXbdvi3eeo0bwyOPuFkug9vo0QMKFpQsG3GceOEFKXoel3LDEE/GVPhvvUXuPXvMF56RiYqSBFpPPGEzkmrePHHVN7P7jE22bOKVu2aN2PMBIu69F156SX4Ehw97VkAvI2MpfKscKwru5ljJls3TkhmczbffymJt795JdkVGSpK0xx6DevU8IJvBrfTqJXUNxo+32jhihNh83nzTY3J5I05R+EqpZkqpg0qpI0qpoTb2Z1VKLbPs36qUKuGM8ybh2DEJs44je3bo1AmOH3fJ6QweZNYsSYPcsmWSXZ98IpXwRoyQ670hY5Mzp7jhr1plVROlUCEYOBC++ELCcg2AExS+UioAmA40B8oBHZVSiT2euwPXtNalgA+Atx09r00KF4Y8eQDQSkmOlVy54N57XXI6g4c4fFh88V58MUka5OhoSatSvTo0beoh+Qxup39/UfwTJlhtHDRIci297Rp144s4Y4ZfEziitT6mtY4ElgKtE7VpDXxieb0caKSUa+Ze505GsiVHI/7Nc6/c65mF24zH7Nmi6G0s1i5ZIjd0b75pZvf+xD33QN++MqH/5x+LCbdgQZkUfPYZ1KpldAGgtIPV35VSbYFmWuselvedgVpa635Wbf6ytDlteX/U0uZyor56Aj0BChUqVG3p0qVplufWrQD2PP0zr0dOZPPPPxIbGJjeoXkN4eHhBAcHe1oMp+DoWDJFRlK7XTuuh4Swb8yYBPtiYqBbtxpkzqyZM2c7mVy8QmW+F+/i2rUsdOz4CI89dpYRI44CkPXiRR7p0AG05myrVhz2sQRr6fleGjZsuENrXd3mTq21Qw+gLTDX6n1nYFqiNn8BRazeHwXyp9RvtWrVdHr5qt0SrUH//eWedPfhTaxdu9bTIjgNh8fy6adag9a//JJk1xdfyK5lyxw7hb2Y78X7GDhQ60yZYvXx41rroCD5QSR+BAV5WEr7Sc/3AmzXyehVZ8yBzgBFrd4XsWyz2UYplRnIDbgs9rlx/4cB+OH9A646hcFTzJolSbIefzzBZq0l4rJsWcmbY/BPXnsNMmXSTJ7M3UI5QUGyM3Nmv3ficIbC3waUVkqVVEoFAh2AVYnarAK6Wl63BX6zXIlcQq7qZYhFceOPA2aBPiOxdy9s3iw+1onsNd9+Kx4aw4YlW87W4AdISYTzzJsHZ7WlUE5kpPxeoqNF+fuxE4fDCl9rHQ30A34GDgBfaK33KaXGKqVaWZrNA/IppY4ArwBJXDedSrZs3C5UmPIBB0zls4zErFniWx0ammBz3Oy+ZEmZ0Bn8m44d/yEmRorexBfK+cTiM7Jtm0dl8zRJE5CkA631D8APibaNtHodAbRzxrnsJaJkMerEHKDjYhg1Ch54wJ1nNzid8HD49FN49lnIly/Brl9+kf/x7Nk2U+oY/Iz77ovguedkfvDGya/Jn9+yY/p0qYYTG5vkDtFfyLCj/q9ECQrf/JtsAZHGDTcjsGQJ/PuvzNYSMW6c3Mp36eIBuQxeyRtvSD6lDz+02jhoEBw5Aj/8kMxRGZ8Mq/D/LVsWFRnJ8FZ7WbBAIi8NPorWkiajUiWoXTvBrg0bJFvi4MFi7TEYAB5+WBbvP/pIiuAA8MwzUg4xwVXAv8iwCv/mQw8B8GLlP9Ea3nnHwwIZ0s+2bVKkvFevJNFU48ZJfE2PHh6SzeC1DBsmxW+mT7dsyJIF+vWDX3+Fv/7yqGyeIsMq/DuFCkHBguQ7+iedO4t998IFT0tlSMK5c1C/fspRkDNnQo4c4lJnxdatYr9/7TWTH8+QlCpVpC7OBx9ITWNAIm+zZZNyiH5IhlX4KAU1a8KffzJ0qHhmvf++p4UyJOGtt2DTpuRTWV++DEuXwvPPi4udFePGQd68NhNmGgyAJNC7cgU+/tiyIV8+6NxZ0i1cvepR2TxBxlX4IAr/wAHK3HuT9u1hxgxT6tJrsEplTWxs8qms586VJHj9+yfYvGsXfPcdvPwy+HhGAIMLqV0bGjaUYjgREZaNffrIm0WLPCqbJ8j4Cl9r2LGDYcPEs2/qVE8LZQDuRkFmzy7vbaWyjo4WA2yjRlC+fILDJ0yQCX+/fhgMKTJihFgOFyywbKhcWa4Es2aJfvAjMrbCr1FDnn//nQoV4OmnReHfuOFZsQxIKutcuWSmFRRkO5X1ihXiXjVgQIJD9++Hr76SSb8lG7bBkCwNG0qZy7fflkJpgDgAHDwI69d7VDZ3k7EVft68snKzejUAw4eLi9aMGZ4Vy2AhLgpyyxbbqaynTpXw2URFTsaPlxuCQYPcJ6rBd1FKZvknT8Lnn1s2tmsnOZVnzfKobO4mYyt8gGbN4Pff4cYNqlWD5s1l8TZ+1d7gOb7+Wkw2lSvL89df3923c6cs5vbvnyA5zsGDsobbty93IygNhlRo0QJCQsQUGBODrBWFhspvztvc9/buhUOHXNK1fyj86Gj47TdArvSXL4ubpsGL+egjccV84YUEm8ePFwvQq696SC6DT6KU3OEfOiTmQECS8EVFWRn3vYRXX3VZUqiMr/Br1xbb8E8/AfDoo2LTe+cdq1V7g3dx8aLce3ftmsBIf+QILF4sbpgFC3pOPINv8swz8NBDMmnQGsml3bCh+GzGxnpavLscPCiyuYCMr/CzZIHGjeHHH+NX5JOs2hu8izlzJHAikQvOhAkQGCiBVgZDWsmUSaJv9+wRl15AZvknTkj0rTdw6xb8849R+A7RujWcOiU2YeSiXrs2TJpktWpv8A6iomRVvWlTSYhi4fhxcZt+6SW/TmducJCOHcUPYNw4y/yvTRtx7pg/39OiCYcPy7NR+A7wv/9JSfu5c4G7q/b//CMBdwYvYvlyOHs2iSvmxImS+njwYA/JZcgQZM4MQ4fCn3/Czz8jGfc6dRIXYG+IvD14UJ6NwneAHDnk0v7ll/FO+M2bi8dm/Kq9wfNoLSGRZcrIF2Th5Ekxv/XoAffd50H5DBmC0FAoXlzqZGgNdOsGd+5Y+Wx6kDiFX7q0S7r3D4UPoi1u346f0sfN8o8ckVTrBi/gt9/EHfP11xMUqJg0Sd4OdW2dNIOfEBgoHjt//ilLe4SEQNWq3mHWOXgQihaVSaoL8B+FX726hNtNmCALI4j5rnJlGDNGPDcNHuadd8RA//zz8ZtOnYJ582QSVqSIB2UzZChCQ6FEiUSz/F275OFJXOihA/6k8JUShXL2rORLRWaNY8fKLN/Y8j3M7t1iVB0wQBztLUyeLH9IM7s3OJMsWeQOf/t2+P57xO89a1bPzvK1NgrfqTz2mEzrJ02KXw1/6imoVk0Uv/HY8SDvvCNpL61KGJ49Kx6acTZXg8GZdOkita5Hjwad5x5x1F+82HMBOufPSxlPo/CdyAcfyJW8TRv491+UEmV//PjdwvYGN3PypORL6NlT8ptYmDhRFtTfeMODshkyLHGz/B074NtvEbPOtWvwzTeeEcjFHjrgjwq/RAn44gv5cJ94As6do3lzqFVLanFERnpaQD/kww/F5GaVDe2ffyT9xQsvyCzMYHAFnTvDgw9aZvkNH5dbSU+ZdfbulecKFVx2Cv9T+ACPPy4zyt27oUoV1IzpjBt+m3/+gXnv30i95F5y2FOuz5CQq1fFbvPcc+KdYGHcOHkeMcJDchn8gsyZ4c03Za125beZZIaxZo3cdbqbvXslCKxwYZedwj8VPkDbtpKWt1Qp6NePRu3zsSVPMzK/OZSoDX+IG+ehQ+Kfay+pleszJGXmTEldapUv4ehR8bvv2ROKFfOgbAa/oFMncXsfPRpiu4TKxoUL3S/I3r1QsaLc7boI/1X4IB/uxo2wfj0qMpLy1zfRKfoTshAlS/dly4rHSPHicoGYNk38BBNjb7k+Q0Ju35ac982by3dhYexYmXkNG+ZB2Qx+Q9wsf/du+GZXccm9tWCBexOqxcbCX38l+B+4Av9W+CCKuV49OHWKHB1b00L9SGV2cScwpyTcefVVSbG5Y4fkZi9WTGz/P/10tzyaPeX6DEmZM0cyY1r5XP79t7jI9u3r0jtbgyEBHTtKgPfo0RAb2k1MOpaU6m7h5EmpwWoUvpsoXBiVOxdjGM0eQpgR1UMi8N59V0Jxjx8XbTRmjFyJmzeXLGx79thXrs+QkIgIqTnXoIFccC2MHi03RkOGeEwygx+SObMEYe3dC1/FtBFvMXcu3sYt2BqF70YuXKB+73I0qvUvk4JG89/pawn3ly0LI0dKOtXp06W4arVqchE4fz7lcn2GhMybJ472I0fGb9qzB5Ytg4EDoUABD8pm8Evatxd9O2xsEDEdO0k1LHclVNuzR55d6KEDRuEnxFJyb+z7Obl4OxdTayeTZCdLFujTBw4ckF/J6NFw86Y82yrXZ0jInTsS/PbYYzLDtzBqlNwYmWpWBk8QECCZV44cgRX3dJff6cyZ7vG827tXXMZz5nTpaYzCt8Gjj0KrVqKTrlxJoWG+fGJwnj9f6uY+8sjdfNaG5FmwAE6fFg1v8UjYskXiXV59VTzTDAZP0LIl1KkDA+aHEFOlmgRqbtzoes+7sDCoVMm158Ao/GSZMEHWUCZMsKPxCy/A2rUyy3/0UbHxG2yioqIkhLZ2bWjUCJC178GDpWzhK694WECDX6OU/DzPnYM1u/LKjE9r13reXb8uLuA1aji/70QYhZ8M5ctLSdVp0+yMwXjkEZnlBwaKIjtwwOUy+iL3ffedhNFaze6//14mUaNGSTodg8GT1K0LLRpF0DPzQjQWn3hXet7t2CHPRuF7ljFjRCeNGmXnAaVLiyuXUhLNe+iQS+XzOf77j+Kffio20aZNAcmVM3SofHQvvuhh+QwGCxPeC+Kf6PvYRYhsuH3bdZ5327bJc/Xqzu87EQ4pfKVUXqXUL0qpw5bne5JpF6OUCrM8VjlyTndStKi43i9adNdrKlXKlhWlHxMjM/3Tp10qYzy+kNZhyhQCr12Te2bL7H7RIti3T0xnWbJ4WD6DwULlyvBckQ0MDnhXNjRs6Lr/1rZtktAnXz7X9G+FozP8ocCvWuvSwK+W97a4rbUOsTxaOXhOt/LGG3JhT1PUZ7lyko/jxg3Jvxwe7jL54vH2tA5Xr8LkyVx+9FGx3yOTppEjoWZNKTtsMHgTY9fVYz0NOZ+7jGRVdJXn3bZtbjHngOMKvzUQl1T4E6CNg/15HXnzisnhu+/Ezmw3lSpJVs49e8T256rCub6S1mHyZLh5k+Pdu8dvmjZNboAmT3Zp+hCDIV08+CD06q14/2YPmUy5Yl3u/HlJ1+Imha90XHqA9Bys1HWtdR7LawVci3ufqF00EAZEA5O01t8k019PoCdAoUKFqi1dujTdsoWHhxPspBXAiIhMdO5ciwIF7jB9+s40Kaf7VqygzNSpnGrblqN9+6br/CmNJfDKFR6cOZP8mzYRcOcOMVmzcrluXY727k2kl/g3Bl6+TK3nn+dy3bpsGziQ4OBgbt7MTKdOtShf/iaTJtlrL/MunPkb8zRmLLa5cSMLg54rycHbJbnYpiVHBgxwSr9x5Nu8mYojRrBryhRu2HDLTM9YGjZsuENrbXtBQGud4gNYA/xl49EauJ6o7bVk+rjf8vwAcAJ4MLXzVqtWTTvC2rVrHTo+MfPnaw1aL16cjoP795eDFy1K17lTHUuvXlpnyqR1UJA89+6drvO4jK5dtQ4M1Pro0fixvPKK1kppvWePRyVzCGf/xjyJGUvyvPee1p/QWUdlC9b6xg2n9q1feUXrrFm1vn3b5u70jAXYrpPRq6madLTWjbXWFWw8VgIXlFKFASzPF5Pp44zl+RiwDqhix4XKq+jaVQrbDxki2XzTxPvvS0TpSy/dDaF2JhcueG9ah+3bpZTYyy/HVzI5eFCSZHbr5vLUIQaDw/TtC9/c34/Mt8OJWfipcztfu1bWtKzqOLsSR234q4CultddgZWJGyil7lFKZbW8zg/UAfY7eF63kymTFGY6fVrKr6aJzJml4EqePLI6ef26c4WzpITwurQOWouiL1gwwar3q6+KW/P48R6UzWCwk6xZofNHNfmTGtycOO1ullxHuXZNImyt0ou4GkcV/iSgiVLqMNDY8h6lVHWl1FxLm4eB7Uqp3cBaxIbvcwofJCDj2WdlkdFWWvwUKVQIvvxSEq+Fhro317anWL5cFrvGjRNXJ2Dr1rx8/7145xQq5GH5DAY7adMG1pTtxz3n/yb8WyelTd64US4eDRs6pz87cEjha62vaK0baa1LW0w/Vy3bt2ute1he/661rqi1rmx5nucMwT3F5MnyHaUrfW+dOpJueeXKdNwm+BgREZIvoVIlsd0gnm3Tp5eidGmJbzAYfAWloPmCZ7lEfk68Os05na5dK6acmjWd058dmEjbNFK8uFTjW7JEMimkmQEDJMPmsGHuLbDgbiZOlLuZDz6QNISItenUqex88IFkoDAYfIkqtYPYWvFFHj6yipMbnFDz9rff3Gq/B6Pw08WQIXDffTBoUDosM0rB3Lnw0ENSZufMGVeI6Fn+/ltSjXbqJCkmkMJWY8ZAzZpXaNHCw/IZDOmk+rzexJKJsNAPHevo+HFx4HDzn8Eo/HQQHCz6bNs2cUBJVwfLl4u7T4cOEBXldBk9htbiKZQ9O7z3XvzmN9+U4fbpc9QEWRl8lntrFOVQtedofHw2Py1OKXd6Kqy0+Le0aeMUuezFKPx00qmTZEIePDiVnPnJ8fDDMtPftEnyN2QUFi2C9eulfKFlVXb7dilf268fFC9+y8MCGgyOUWbuYHJwiwP9pnErvT/nFSukulWpUk6VLTWMwk8nmTJJFoNr1xzQ1x06iJPve+95jyulI1y+LAscjz4KPXoAEB0t4QeFCklBMIPB18kSUp7LdVrR9foUPhx9Pe0dXLokE72nn3a6bKlhFL4DVKokdvw5c9K5gAui7GvWlCIqR444Uzz3ojX07i0J4z7+WK6IyELtzp0wZQrkzu1hGQ0GJ5F/2hjycg3eey/tRe6+/loW/9xszgGj8B1m9GgoUkTM1ukyxWfNKknWMmeGtm0lhaQv8vnnsi7x1lvxhZhPn4YRI6BZM2jXzsPyGQzOJCSE262eZUDsBwx54aL9sVhx1bMqV4Yq7k84YBS+gwQHS5qAvXslEjddFC8utXF37xZDt69x6pSYpurUEZOOhYEDxaQzfbrJhmnIeGSbPJbsmSJotnkE8+fbedCWLfI/79PHI38Ko/CdQJs28hg50oEiV82by3R4/nzs//V4AbGxYo6KjhaXJYvP/TffyJ3ryJHxKXQMhoxF2bKogQPpwVyWDNrKuXN2HDNjhkSdP/ecy8WzhVH4TkAp+R6DgqB7dweyJoweLVWy+vSRmYAv8O678OuvkiDuwQcB8Vrq1QtCQhJM+A2GDIcaM5rYgoV577+XeKXvnZQb798vEZsvvOCx4s1G4TuJwoXFpLNpk5gw0kVAACxbBvffL7cMaU7Y42Z++01clNq1S1CQduBAUfoLF5qyhYYMTs6cZJ47i8p6N4+ueC15ZzutxcMjOBiGD3enhAkwCt+JdOkiC5RDh8KxY+nsJF8+WLUKbt2C1q3TkYvZTZw+LW6lZcrAvHnx9siVK2HxYrFOVa7sYRkNBnfw1FPEDHqF/kxjfdf5XLhg2W5dZ/rzz+GXXyTcvEABj4lqFL4TUQpmz5aJemioA1UNy5eXW7+wMEnE76ryiOklMlJm9bdvi6E+Z05Aytb26iWKPiPFkhkMqRHw9kTCH23ClPDurGw0FR2r79aZ7tFDzDh16oi51oMYhe9kihaVWq0bN0pmzXTTsqXYx7/6itIffeS8HNyOEhsrCxVbtsCCBRIxjIj34otiylmwwCRHM/gZgYEE/7qKY+WepOe+gVwOKHi3zvT334vP9vbtHrdxGoXvAjp3lrz5I0fKd5xuXnkFXnuN+1euhLFjnSafQwwdKi6kb70lcQMW5s6Vyf6ECR5xLzYYPE9QECXCvmFSqTncIDfxU7S4GJsTJzwonGAUvgtQCmbNgnvvFe8rh8zwkydzrlkz8eBJ92qwk/jgA8nj37dvgoWnv/+WhdrGjeUaZTD4K5myBNBxTQ+qBe6lNr8TGRgss/wCBUQheFo+TwuQUbnnHvj0U8mW4FCxD6U49Npr0KqVBGVNmeI0GdPE/Pmizf/3P5HBskh7545kec6RQ/KmZTK/KIOfU7w4zA2ZxlZq80b7o15VZ9r8PV1IgwYyEV6wQBxZ0osOCJD0C08/La5dY8e616b/3ntit2/aVMw5luAqEHHCwuR6ULiw+0QyGLyZdltfp29feP/Tgqxs6j11po3CdzGjR0OTJmIF2bnTgY7icu507QqjRkklcFd772gtV6zXXpNFiW+/TVCdZ8ECMV0NHgxPPeVaUQwGX+O996BqVfHY8wLzPWAUvssJCBAX3IIFxRpy9aoDnWXOLFPpAQPEnt68uaRadQW3bsnFZcIE6NlTBmHlerNjhyTHfPxxGD/eNSIYDL5M3BwtNlZuzr0hpMYofDeQPz98+aVUM+zY0cECV5kyiQ197lzYsEGmEH/84TRZAdi3T3Laf/aZmI9mzUpgxrl8WS5eBQvC0qVyHTIYDEl58EH5j+zZI/OndKddcRJG4buJWrVEb65eLWuvDpvgu3cXRR8YCHXrSqHddJffsXDnjhQfr1YNzp6F776T2oRWWf1u35YA4PPn4auvPBo0aDD4BM2bi3PbV19JoK0nMQrfjXTrJhGos2dLTJXDVKkitpXQUInyKlVKrippzakfHS0uNuXLw7BhEvT1119JCizHxkr6iD/+kMl/jRpOGIPB4Ae8/LIE244dK0H0nsIofDczbpysfw4eLGaeBFjn3rCXPHnu1sYtWVIM68WKyaLu778nbz+KiYE//xQFX7y43G8GB8NPP8lUpGDBJIcMHiw1Tt59N0HMlcFgSAWlJPC2Xj35q/30k2fkMArfzWTKJFkkH31UCqF//73VzrjcG+mJqq1TR4799Vcx8UybJtty54bq1WXV6Lnn5LlWLdleq5YUGw8JkYRtu3bBE0/Y7P6dd8TroH9/ma3Ek56LlMHgh2TNKskFy5eHZ56BzZvdL4NR+B4gWzZR9BUryuLn6sAn704BYmPlWSlpmBaUEreZr7+GixfFReCll8TQfviw5Hk4fFhm8t26SVrLixdFmKeeSrYCz3vvyey+fXtxDkrQzJGLlMHgZ+TJAz//LDm3WraU4lfuxPhXeIg8eWQB9/HHoc2hb/mh3nga/DFRFl6zZ5eZuCOG/ty5JaOlg8VkP/hA3PDbtUsUc5UtG0RE3G04c6Y8goJ8ty6vweAGChaUTMl16sj//8cfoWZN95zbzPA9SL588sWXfEDRfN1gVtxuJgozIkLKoHkw94bW4rDzyitir1+8OJH75bFjYiLKnl3eZ88uNqrjxz0ir8HgSxQrBuvXy8SvUSNYu9Y95zUK38MULChffOVcJ/if/pLpgw57PPdGVJTEWg0bJjr9889tZHUtXFguShERXnORMhh8iQceEGto8eLiurlihevPaRS+F5A/P/x2ugxPPpWJfpOK8Hr26UR/4ZncGzdvwpNPiuPP8OGSAC7ZFN4XLsjFacsWj1+kDAZfpHBhmfCFhMhC7ujRrg3OMjZ8LyF7dllrHTBATPdbt8rMukgR98mwbZvM6I8fF4XfvXsqB1gnhPJ06maDwUfJl09MOr17S2DWjh0y0cqTx/nnMjN8LyJzZpgxQxZHd+6Uq/6337r+vLGx4p356KMSbLt2rR3K3mAwOI1s2SQZ4bRp4qPfsKFrZvpmhu+FdOokrvPPPitp8OvWLc+iRVCihPPPtWWL+NVv2SKeOB9/LLn8DQaDe1FKsupWqiT5qlxRW8LM8L2UsmUlEHbCBNi2LS8PPyxZkS9fdk7/J07A889D7dryetEiWLbMKHuDwdPUrSte2a7AIYWvlGqnlNqnlIpVSlVPoV0zpdRBpdQRpdRQR87pT2TNKrl3PvnkT556SmKbihaVWKp9+9LeX2ys+P63bi1Z/JYvl4XZwxvP03lufdQFs+hqMGRkHJ3h/wU8A2xIroFSKgCYDjQHygEdlVLlHDyvX1Gw4B2++EKUfOfO8MknUKGCROoOHix2/pMnk9ZDiYyEgwclWVPv3uL+9cQTkvxs6FApvzhuHAS/P9ZEyxoMfoBDNnyt9QEAlUxIvoWawBGt9TFL26VAa2C/I+f2R8qVk0yb48eLEv/6a/jwQ8lzAxIFmzevuFHevg3Xr99NwxwcLJW33n5b0jlkzYqJljUY/AylnVAbVSm1DnhNa73dxr62QDOtdQ/L+85ALa11PxttewI9AQoVKlRt6dKl6ZYpPDyc4ODgdB/vTaQ0loiITBw+nJPjx7Nz+XJWrl8PJCZGkTVrDLlyRVO48G0eeOA/HnjgPwICEn7XgVeu8ODMmeTftImAO3eIyZqVy3XrcrR3byLz5nX7WHwNMxbvxN/H0rBhwx1aa5sm9lRn+EqpNYCt8MnhWuuVaZIkFbTWs4HZANWrV9cNGjRId1/r1q3DkeO9idTG0qyZA52vWSN+mEFBBERGUqh0aQo984wDHaaMP30vvoQZi3fi7LGkqvC11o0dPMcZoKjV+yKWbQZvIC5atmdPsRedO+dpiQwGg4twhx/+NqC0Uqokoug7AM+54bwGezDRsgaD3+CoW+bTSqnTQG3ge6XUz5bt9ymlfgDQWkcD/YCfgQPAF1rrdDgVGgwGg8ERHPXSWQEkyfGmtT4LtLB6/wPwgyPnMhgMBoNjmEhbg8Fg8BOMwjcYDAY/wSh8g8Fg8BOMwjcYDAY/wSmRtq5AKXUJOOlAF/kBJ+WW9DhmLN6JGYt34u9jKa61LmBrh9cqfEdRSm1PLrzY1zBj8U7MWLwTM5bkMSYdg8Fg8BOMwjcYDAY/ISMr/NmeFsCJmLF4J2Ys3okZSzJkWBu+wWAwGBKSkWf4BoPBYLDCKHyDwWDwE3xa4adWHF0plVUptcyyf6tSqoQHxLQLO8byilJqv1Jqj1LqV6VUcU/IaQ/2Fq1XSv1PKaWVUl7rQmfPWJRSz1q+m31Kqc/dLaO92PEbK6aUWquU2mX5nbWw1Y83oJSar5S6qJT6K5n9Sik11TLWPUqpqu6W0V7sGEsnyxj2KqV+V0pVTvfJtNY++QACgKPAA0AgsBsol6hNH2CW5XUHYJmn5XZgLA2B7JbXvX15LJZ2OYENwBaguqflduB7KQ3sAu6xvC/oabkdGMtsoLfldTnghKflTmE89YCqwF/J7G8B/Ago4BFgq6dldmAsj1r9vpo7MhZfnuHHF0fXWkcCccXRrWkNfGJ5vRxopFKpuO4hUh2L1nqt1vqW5e0WpHKYN2LP9wLwFvA2EGFjn7dgz1heBKZrra8BaK0vullGe7FnLBrIZXmdGzjrRvnShNZ6A3A1hSatgUVa2ALkUUoVdo90aSO1sWitf4/7feHgf9+XFf79wCmr96ct22y20VKI5QaQzy3SpQ17xmJNd2T24o2kOhbL7XVRrfX37hQsHdjzvZQByiilNiultiilHKkw7ErsGcto4HlLUaMfgP7uEc0lpPU/5Ss49N93R4lDgxNRSj0PVAfqe1qW9KCUygS8D4R6WBRnkRkx6zRAZl4blFIVtdbXPSlUOukILNRav6eUqg18qpSqoLWO9bRgBlBKNUQU/mPp7cOXZ/j2FEePb6OUyozcpl5xi3Rpw65C70qpxsBwoJXW+o6bZEsrqY0lJ1ABWKeUOoHYV1d56cKtPd/LaWCV1jpKa30cOIRcALwNe8bSHfgCQGv9BxCEJO/yRez6T/kKSqlKwFygtdY63TrMlxV+fHF0pVQgsii7KlGbVUBXy+u2wG/asvLhZaQ6FqVUFeBjRNl7q50YUhmL1vqG1jq/1rqE1roEYpNspbXe7hlxU8Se39g3yOwepVR+xMRzzI0y2os9Y/kHaASglHoYUfiX3Cql81gFdLF46zwC3NBan/O0UOlBKVUM+BrorLU+5FBnnl6hdnB1uwUyozoKDLdsG4soEJAf7JfAEeBP4AFPy+zAWNYAF4Awy2OVp2VO71gStV2Hl3rp2Pm9KMREtR/YC3TwtMwOjKUcsBnx4AkDmnpa5hTGsgQ4B0Qhd1ndgV5AL6vvZbplrHu9/DeW2ljmAtes/vvb03suk1rBYDAY/ARfNukYDAaDIQ0YhW8wGAx+glH4BoPB4CcYhW8wGAx+glH4BoPB4CcYhW8wGAx+glH4BoPB4Cf8HzWsdJTwAc4rAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 12\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Meilleur modèle -> degre = 6\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"main(degreMax=12, NbEx=20, sigma=0.2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"On observe qu'à partir d'un certain moment (degré du modèle supérieur au degré sur la fenêtre observée) on observe que le modèle va venir faire la régression sur le bruit, c'est-à-dire que la précision devient trop grand pour approximer la fonction observée et le modèle va venir prendre en compte les petites variations dûes au bruit. On observe le degré optimal grâce à la courbe du profil d'erreur lorsque l'EQMA commence à remonter. On observe également l'effet du bruit et son écart à la fonction prédite grâce au graphique de confusion."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"On peut observer l'impact du nombre d'exemple sur le profil d'erreur."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 1\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 2\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 4\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 5\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 6\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 7\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 8\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 9\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 10\n"
]
},
{
"data": {
"image/png": 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pWbPmHWUKFSpEvXr1uP/++3nyySd577332LdvH3Xr1gW0C2v+/PlUqVKFcePG8fjjj5OYmEhgYCBTp06ldOnSaf4fGrKYqCh47jlYssQ5S93Fz4zBwxARj9xq1aoltuzdu/eOfY64cuWK02U9HW9qS2r3aO3atVkjSBbgFW3p00fEz0//TQGvaIuTZPe2AFvEgV71bZeOwZBdMRE3BjsYhW8w+CIm4sZgB6PwDQZPwZUzXE3EjcEORuEbDJ6Cq2e4mogbgw2+HaVjMHgDdrJX4orslWmIuAm6cEH3LpyN5jF4JcbC9xFOnTrFvHnz3C2GwREpuWs8wN9e+osvTP6cbIBR+GnE3emR7XH58mVeeeUVGjdunGrZ0aNHM2nSJEDPCVi2bFmGrm1wkpTcNe70t1uieUqsWmWiebIBRuGnAU9Lj5yUBjl//vwsXrw4OXOnwYNwNjzSXf52S+8iwZIB1kTz+DZG4acBT0iP3KhRIwYNGkTt2rX58MMP2bp1Kw0bNqRWrVo88cQTREVFAXD48GGaNWtGrVq1qF+/Pvv370+xbY7qMWQQZ901Ntkrb/O/ZyaW3oVfbKyJ5skGeO2g7aBBEBnp+HhCQk78/dNWZ1gYfPCB4+OPP/444eHhVKxYkSZNmtC+fXsaNmyYnB75l19+oWLFinTp0oXp06czaNAg4FZ6ZNAW/aRJk6hdu/ZtdVunRw4JCeHdd99l8uTJjBw58g45YmNj2bJlC3FxcTRs2JCVK1dSpEgRlixZwvDhw5k9eza9evXi008/pUKFCmzevJm+ffvy66+/2m1XXFwc/fv3t1uPIYN4Q3jkmTOcatmSEmPGwIwZerzB4JN4rcJ3B0npkdevX8/atWtp3749EyZMoEaNGnekR546dWqywk9remTQSj0pp40tSfUdOHCA3bt307RpU0C7jO6++26io6PZtGkTbdu2TT4nqcdhD0f1GFxEkrumVy/PVKgrVnAwIoISSb0Lg8/itQo/JUsc4OrVG+TJk8fl1/WE9MhJ9YkIVatWvS0JG8CVK1fInz8/kSl1gWyuba8eg4tIT0KytCY9MxicwCU+fKXUbKXUWaXUbgfHlVLqI6XUIaXUTqXUnakbvQBPSY+cRKVKlTh37lyyoo6Li2PPnj3kzZuXsmXL8uWXXwJaoe/YsSPN9RjciFlm0JAJuGrQdg7QLIXjTwIVLFsvYHoKZT2W6OhounbtSpUqVahWrRp79+5l9OjRt6VHDg0Nxc/PL9X0yEmDtklYp0euVq0adevWTXWgNSgoiGXLljF06FCqV69OWFgYmzZtAmDBggXMmjWL6tWrU7VqVVauXJmuegxZTFqSnpnFxg1pxVEazbRuQBlgt4NjnwEdrL4fAO5OqT6THvkW3tQWkx45g5w6JdKxo0iuXCKg/3bqJBIVdUfRfzu/KXNVV3ml+k/yzDMideqIVKsmEhYmUr++SIcOIqNGiaxaJXLxYjrbcuqUSIMGdq/vqWT33xgppEfOKh9+CeC41fcTln23jV4ppXqhewAUK1aMiIiI2yrJly+fXXeIPRISEpwu6+l4U1tiYmLuuG/WREdHp3jcm8istlSIjqb4jRskBgXhd+MGp65e5eD+/bBvHxd3RXNl0HLOSlH+Ix85KMXdO76nxI7viCEnJ++vw+EclTl9pQjr1uVgyZJgEhMVfn5CaOh/NGt2moYNz5EzZ4JTbakwZQrF16/n1EsvcXDwYJe3NTMwv7EUcPQmSOtGyhb+t8AjVt9/AWqnVJ+x8G/hTW0xFr4LaN1apG9fkchIkZ49JfGBB+XM453kSmBBbfXbbIl29sn994v06SM3vvxG1v8aKyNGiFSooA+FhOj1UE6cSKEtwcF2ryXBwZnTZheS3X9jeMACKCcB6ympJS37DAaDLStWwCuvwGefkTh/AeqvP/Fb8wPfqRasenIaF5ZHQJcu2refIwfKzw969IC9e+GHH2DcOCheHObNI7jt0zzSrjjhl/pzYOkONmyAdu1g5kwoXx5eew0uXLAjgwfk9zG4nqxS+KuALpZonTrAfyLiYcHIBoMHcOQItG+PVKxI/IxZzLnZkadyr2PBpNM8fXEuLVf3odCzDeHqVejTBzZv1jH+Fy9C5crwxBMwfDj8+KPe98038NhjMHMmqkYY9d5pwewXf+fAAa34338fKlWCtWuL3C6HN0wYM6QZl/jwlVKLgEZAYaXUCWAUEAggIp8Cq4HmwCHgOvCCK65rMPgMN2/CpEkwbhwJfgF8nvd1xlweQPPud/O/d6BoUZvyzsT2BwZCixZ6u3xZl5syBR5+mLJPPMHcDz5gyJD76NkTwsOrsncvTJsGRZJ0v6dPGDOkGZcofBHpkMpxAV52xbUMBp9j+3btPtm/n4NhbWi6+wMSCpZgyUpo0MBF18ifX1v+AwfCp59qt09oKKGDB7PxhxH0HXqOuXPvZcMG/S6pW5c7XypJYaBmMpjXYpKneQB///13inHymcXVq1eZPn160kC6wR3Mng116yJXrvJO/e+oGPkloc1KEBnpQmVvTe7cMGQI/P23Hgd47z0CqlelT5VVbNkCISHQqBH87392zjWTwbweo/DTiFKK559/Pvl7fHw8RYoUoUWLFmmqp0yZMpw/fx6AihUrsn37dr766iuHZVxNbGwsL7/8Mg0bNkQpZbdM7ty5Ab24Sps2bQA9u3j16tWZIlO2ISoK6tfXg6A9ehD70CM8XXI7b65vzrvvwqpVUKhQJstQtCjMmgWbNkFwMGGvvELogjf4c0MsDRtC9+46QWFiImmbDGbwaIzCTyMhISHs3r07eZbsTz/9RIkSJTJc7+jRo2ndunWG60mNpBz6QUFBfPHFF07l4i9evHjyQilG4VuIiiJs4MD0zXIdOVJbygsXcvnl4YSd/pGfIouwZAm8/rrWpVlG3bqwbRtRzZvDu+9SsMXDrP7sOIMGwYcf6k5A/N8mYsdX8NrkaanlR86ZkIDL8yNbaN68Od999x1t2rRh0aJFdOjQgfXr1wNw8eJFunfvzpEjR8iVKxczZsygWrVqXLhwgQ4dOnDy5Enq1q17mxtl/vz5fPTRR9y8eZM6deowbdo0/G1kTyoTGxvLQw89ZLdMmTJlaNeuHd9//z05c+Zk4cKFlC9fnm7duhEcHMz27dupV68eL7/8Mi+//DLnzp0jV65cfP7559x33338888/dOzYkejoaFq1apVc79GjR2nRogXbtm1j5MiR3Lhxgw0bNjBs2DCnMoH6JGPHkm/XLu3emDbNuXNs1q49Q1FqTe3Ndf7j56+E+s9ktlnvgNy5+XvIEIr36AFduxJQpzZTVqygaNF6vPkmXLt2N4uLFCSHidjxeoyFnw6ee+45Fi9eTExMDDt37uShhx5KPjZq1Chq1KjBzp07efvtt+nSpQsAY8aM4ZFHHmHPnj20bt2af//9F4B9+/axePFiNm7cmJzgbP78+bdd78CBAyxZsoSNGzcSGRmJv78/CxYssCtbvnz52LVrF/369UtOzwxw4sQJNm3axOTJk+nVqxcff/wxW7duZdKkSfTt2xeAgQMH0qdPH3bt2mU3PXJQUBDh4eG0b9+eyMjI7KnsrdwbSuSWe8PPL3Vrf/NmPXgKnKYotdVWYvxCWEcj6q8Zkfmyp0br1lrGvHnh0UcZVnQWH30EX38NrVZ2J6Znv6xfkcvgUrzXwk/FEr9x9WqmpEcGqFatGkePHmXRokU0b978tmMbNmxg+fLlADz22GNcuHCBK1eu8Ntvv7HCEvXw1FNPUaBAAUCvlLVv377kXPTR0dF3LJsYERHB1q1beeCBB3Tbbtyg6B1xepoOHTok/x1sNRW+bdu2+Pv7p5grf+PGjcmyd+7cmaFDh6bjv+PjHDmiBz2//hquX9fujRIl4NChlK39//6Drl0hOprT3MVD/MF1ycmv0ohQdsH0XfrlERwMVkn1spzKleHPP3Vq5p496T82ipCZw+nRswYdz9VgaVUIMDnzvRbvVfhupmXLlgwZMoSIiAgu2J2q6BwiQtu2bZkwYUKKZbp27co777yTan3WA7DWn5Ny6CcmJqaYK9/RAK7BgtWEJAHU9euQlDJ7+nT7SjsmBp55Bnbv5nKNR3nkwAKuJObnlwJtqX5qDySgXxytW+tY/JTIijz5BQrAt99Cz54wYgTdB54nespkBg72o3dv+PzzLB5nMLgM49JJJ927d2fUqFGEhobetr9+/frJ7paIiAgKFy5M3rx5adCgAQsXLgTg+++/59KlSwA0btyY5cuXc/bsWQAuXLjA0aNHb6uzUaNGLFu2LLnMxYsXOXbsmF25lixZkvzX3opZKeXKr1evHosXLwZw6DJylM8/W2GZkLTjvfegQoVbY0X2BjMTEvS+iAhuzphLM781nIorwvc/BVLzqbt1hpq0+MWdCY10RdrkwEAdm2kZvR2wtSujhsczaxbc0fEzaZq9B0dJdty9eWrytJCQkDv2rV27Vp566ikREblw4YK0atVKQkND5aGHHpIdO3aIiMj58+eladOmUqVKFenZs6eUKlVKzp07JyIiixcvlurVq0toaKjUrFlTfv/9dxERKV26tJw7d06uXLnisIw1pUuXltdff11CQ0Oldu3acvDgQRER6dq1q3z55ZfJ5Y4cOSJPPPGEVKtWTSpXrixjxoxJ3l+nTh25//77Zfjw4clt/eeff6Rq1arJ7atdu7ZUr15dFi9efIcM2S55Wu/eIn5+OqmYn5/OSmbN4MEiIAlTPpRnnhFRSuSrryzHrJOk9e2rvzsiLcnM+vSxL0tqbbFHYqLI2LE6SVvnztKvb4KAyPTpGbteZuJzv7E0QgrJ09yu2B1tnqrw3YGzbUl6QbiTbKfwU1La8+frR6x/fxk4UH/88MN0XsyZPPkZyHCZ6n0JD9cvrh495aknEyQgQOTXwMc9MqOmz/3G0khKCt+4dAyGjLBihU47kLQAeFI6gu3b4cUXoUED5lZ7nw8/1FkNBgxI53WcSWaWmRkuR4yA4cPxmzWTFfcMpGIFoU3u7zn09GATn+9FGIXvQxw9epTChQu7WwzDhQvw7LNQsCA731rKS/0Ceeyx1MdjUyUpmZmj0MjMznA5diwMGULQjE/47cm3QfnRcsNrXL0RYOLzvQSvi9IRERNJ4qGIycmjnRovvACnTnH5m/W0fLEYRYvC4sUQkNGnzZkMmZmZ4VIpmDgRzpyh0OS3WP9GKUIndKRX+V9Y+GUg6nOTUdPT8SqFHxwczIULFyhUqJBR+h6GiHDhwgWCg4PdLYp7mTEDvvmGxEmTaTfpQU6f1kE1RYqkfqpLcOalkBGU0qunnDpFlUndmde9OJ1mN6bhH9DbxOd7PF6l8EuWLMmJEyc4d+5cqmVjYmJ8Rvl4S1uCg4MpWbKku8VwHwcOwODB0LQp78YM5KeftP6vXdvdgrmYoCBYvhweeYQOy55lXf0/GDiwMg8+CDVruls4Q0p4lcIPDAykbNmyTpWNiIigRo0amSxR1uBLbfFZYmP1gGWuXGwbMIcRz/jRrp2eu5RhsmKyVVrJlw9Wr0bVrs3UU8+wvvCftG2bj+3btRvf4JmYQVuDwRWMGwdbt3Ltg89pM6A4JUvCZ5+5aEaqp+ahv+ceWLaMgGNH2FDmeY79k8jAge4WypASRuEbDBll1y545x3o3Jle37fm339h4cLkPGnpxxvy0NevDx98QMFN3/LTI2OYM+f2YQS7WM/MNbN0sxSj8A2GjJCQoP02BQrwdcMpLFyo090//LAL6s7MuHpX0rcvvPACj64PZ2D57+jVK5VgHesei6f2XnwUo/ANhowwdSr8+Sf/jfmAF98oRO3a8OablmMZtV4zO67eVSils4RWr86k813Jf+0kPXroCNXbsNdj8eTeiw9iFL7BkE5ynD4Nb76JPPkkPX7uwJUrMHeuVby9K6zX1CZbJeFu10hwMCxZQkBcDOtKduLH7xOYNcumjG2Pxd8/5cRzBpdjFL7BkE4qfPwxAN88OZ3lKxRjx0KVKrjW9+4odYMtnuAaqVQJpk6lxKF1zCwzjldfhZMnrY7b9lgSEvTmyb0XH8MofIMhPfz4I4U3bSJ68AheGF2aOnXg1Vctx7LS9+5pA7tdu0LnznT7N5zaMRvo29fGtWPdYylbVm9mFa0swyh8g8ERtm6SpO///gsDB3K9RAlePjiI6GiYPdtqCeWs9L172sBuVBQcPowqWZLlIZ35ZVU0Sz67fOu4dY/lyBG9pdZ7MbgMo/ANBmuslbytmyTpe4cOcOAAq5sO5YslOXjzTb0y4G0463vPKJ42sDt2rG5zjRrku3SUOXSj/2B/zu8+bcIvPQCvmmlrMGQ6Y8fCb79pRZpEUjRJEps2kYAfr89pwX33wRtv2Kkns3PaWJOZCdOcJWdO/bJJYuVKFNCG5cyK6c7Q0Chm8VvK6/4aMh2j8A0GuFNh2R4rVkwrVstatZPLTeWfw2VZ9xnkyJGFctojK18ujrBd3N3fXzvvExNZREfKcJSezKSuo3V/DVmCcekYDGA/ZBC0Nr95U++3vBDOU5hhR16kefMoGjRwk7yehr0InMRECAwkH//xCf3oyzTic+Yx4ZduxCh8gwHsK6yqVWHzZu0uuXQJSpVCcuem+13fki/gOr16HXa31J6FvQicv/5CFSrE8ywgN9FMj+lmwi/diHHpGAxJ2POFJ0WQtG8PDRuys8MEvln0ENOnQ7588e6W2LOwdi0dOXLr88MPIxERLIjrSa2EzbQ7OphiWS+dAWPhGwy3cDTJSQRef53EEiVp89sAatTQy9Xaxd0zXj2RVatQS5dSKuZvBiR8wGuF/+duibItRuEbDKmxfDls3szXNcI5dDInH39sFXNviyfMePVEmjWDjh0Zxtv8NW8fv/3mboGyJy5R+EqpZkqpA0qpQ0qpO4LUlFLdlFLnlFKRls0Vy0IYDJlPQgKMGEFshap0+rELzz8P9erZKedpM149kSlT8M8bwufB/Xm5rxBvPGJZToYVvlLKH5gKPAlUATooparYKbpERMIs28yMXtdgyBIWL4b9+3k/7xgCcvgzcaKDcp4249UTKVoUNXYsj8T8QqU9y+9MrmbIdFxh4T8IHBKRIyISCywGWrmgXoPBvSQkQHg4V8pWY/jW1owceft8rNvwtBmvmU16xyp690aqVWNqjld4+63rXLmSOeIZ7KPkjqTVaaxAqTZAMxHpafneGXhIRPpZlekGvAOcA/4GBovIcTt19QJ6ARQrVqzW4sWL0y1XdHQ0uXPnTvf5noRpi3so9tNPVH77bXoVWsgPuVoxa9ZfBAbeel5s21J15EhiCxbkVIsWFP/2W4IuXmSPl/jy03pfKkyZQvFvvuHU009zcPDgNF0r386d1Bg4kLG8xb4OL9Kr15HUT0oD3vQbS430tOXRRx/dKiK17R4UkQxtQBtgptX3zsAnNmUKATksn18Cfk2t3lq1aklGWLt2bYbO9yRMW9xAXJxIhQpyrmR1USTIqlV3FvGatiRx6pRIgwYiUVF3HHK6LcHBIjpu6fYtODhtsnTqJLF+QVI58KAcOZK2U1PD6+5LCqSnLcAWcaBXXeHSOQncY/W9pGWf9UvlgojctHydCdRywXUNhsxj0SI4eJAhV0bRoKEfLVq4WyAX4IoIIleNVUyciH/OIN5JeN1+LiJDpuAKhf8XUEEpVVYpFQQ8B6yyLqCUsvZ8tgT2ueC6BkPmEB8P4eGcKhbG3CvPMGmSDrjxWlwZQeSqsYrixfF7YyitEr/i1NL1bNqUdlEMaSfDCl9E4oF+wI9oRb5URPYopcKVUi0txQYopfYopXYAA4BuGb2uwZBpLFgAhw4x6OIoOnZU1LbvDfUeXB1B5KrUz6+8QmLxEnwU+CqvDEokMTF91RicxyWpFURkNbDaZt9Iq8/DgGGuuJbBkKnEx8PYsRwrGMaq6FbsH+9ugVyAqyOIXJWdM1cu/N4eT41u3Sj71xIWL+5Ax47pr86QOmamrcFgzaJFcPgwAy+OZuAgRZky7hbIRWTVgixppXNnpEYN3g8cRvibMcTGulsg38YkTzMYkkhMRN59l6Mh97MhR0vm+FKf1BNy5tvDzw81aRLFGzfm6WMfM2PGa/Trl/pphvRhLHyDIYnvvkPt2cOIa0MZOUqRP7+7BcomPPYY8uSTvBUwgQ/G/Ed0tLsF8l2MwjcYLMi77xIVWIrNpdvTu7e7pcleqHHjyBd/kc7nJzN5srul8V2MwjcYADZsQG3cyNtxQxgRHkhQkLsFymbUrAlt2vB6wGRmTzzPuXPuFsg3MQrfYAASJ7zLJf9CbKrUnU6d3C1NNiU8nODE6/S/NoHxvhAd5YEYhW8w7N6N33ffMiVhAMPfDnGc696QuVSujOrShQH+n7By2kmOHnW3QL6HUfiGbE/COxO5rnKxKexlWrd2tzTZnFGjCPBLZFjiOEaOTL24IW0YhW/IniSl9/3rL9TihXwmvRg6sZB3p1DwBcqUQfXqRQ+ZyaZ5h9m9290C+RZG4RuyJ5ZEYnHdXiQhUfF7nVdo0sTdQhkAGD4cvxyBjAsYzejR7hbGtzAK35C9sEkkJnv3spCODNrWxVj37iap16UUqn9/2sUvYM/yfURGulsw38EofEP2wiqR2A2CCSKOrUWa8fCxRe6WzGCdvnnIEFSunIwOfNv48l2IUfiG7EVSIrEbN7hJMBE0pEejI767FKE3YC99c9GiqJs3aRu/kH3fHOTPP90tpG9gFL4h+3HmDJcbtiI/l9l611NUj9/qbomyN47SN2/bhsoRxOgc7xgr30UYhW/wbewttr1iBRf/Ps8/lOHpX1+5PbGYIetxlL65WjVUr148FzePAz/+w8aNaagzvYus+zhG4Rt8GzvL+p1fs417T23gj9r9qVjZzLLyCBylb379dfwC/BiTcwIjRqShPlcs5+iDmPTIBt8kZ05tKSYxfXry0n7/lO9AMCE89Fl398lnuB1H6ZtLlEB1706nz2cxfO1brF17D48+mkI9OXPSyN59Dw6GGzdcLra3kb0sfNPN8y1Sup/2/MIVKnBWClPt4DL+qNSNe2vmz1JxDenkjTfwU0J4yERGjACRFMoeOcKZxo1dt5yjj5G9FL7p5vkWKd1Pa78wwPXrcPAg26hBDmKpcGBV+hbxNmQ9pUujunal883PObwxijVrHJSLioLnniPR3991yzn6GNlD4dsL+1LKPPDeirP3M8kv/NNPUKECp9Xd1CCSHVSjdKcGxurzZGx7b8OG4S/xjM3znmMr32IA5N+50zOXc/QAsofCdxT2ZR5478TZ+7lihfYHN2kCjRvzqzSiGGcpzHlj9Xk6tr23cuVQHTrQNXYGh/66yHffWZW1MQBynj4N06ZBnTr6/psorGSyh8J3FPZlHnjvJB338/TRGO5jPydzV6REn1bG6vNUUuq9vf46gTevMaLAVEaPtrLybQyAhBw5jEHngOyh8MFx2JfBO0nj/fwybw9qsp3A1wZr689YfZ5JSr230FBo3pw+cR+xd+t1vvnGco6NAeAXG2sMOgdkn7BMR2FfBu/CMjDHkiW3HuhU7ufp01Bi2YdcC8pP0Vc7Z4GQhnSTWu/tjTcIXt2AoYVnM3p0P55+WncAkg2AXr04NWoUJYxBZ5fsY+EbfIN0RFp9/tYxWiWuILZrLwgJyUThDC4hpd5buXKQNy+vJL7Hzu3xrFxp2Z80XlO9OgcHDTI9OAdkHwvf4N04mkiVyoSa06chZM5UUIoCb72cBYIaMkxKvfFx4+DqVfLIFQYUW8qYMR1p1QqT2tpJjIVv8A7SGWn1wfhrvJDwOTeeaA2lSmWBoIZMwXow1zJa+9aZl4mMFL7+2r2ieRNG4Ru8g/RE5pyGa5/OowCXyT18YBYKa3A5ti/8oCAKcpmed33H6NE6oMeQOkbhG7yHNEbmvPduIn3jPySmak2oVy+LhDRkCrYv/Lg4CAlhXP5J7NwJX33lbgG9A+PDN3gPaYi0On0a/p76E5XZD0O/ME5eX8AqEocZM2D9eortWke7Un8wenQdWrcGP2PCpohR+AafZOJE6Bv3IfGFixHQrp27xTG4AtsXfnQ0lCrFpKLvUmrLVyxfDm3buk88b8D334cmQ2a24/Rp+HnqAZ7kewL69YEcOdwtkiEzyJ0b+vWj5NaVNL93P2PGGF9+arhE4SulmimlDiilDiml3rBzPIdSaonl+GalVBlXXNcpTIbMbMfEifBS3MdIYJB2ARh8l/79UcHBfFzqPfbsgWXL3C2QZ5Nhha+U8gemAk8CVYAOSqkqNsV6AJdEpDwwBXg3o9dNiehoqPt4c5MhMxty+jQsnHaZHv5zUB07QLFi7hbJkJkUKQLdu1N24zwaVTjJmDGQkOBuoTwXV1j4DwKHROSIiMQCi4FWNmVaAXMtn5cBjZXKnFG0Q4dg/F0f80G3r52P2zZuH59h4kToHDuL4PhrMNCEYmYLXn0VlZDA9Ps+ZO9eWLeuqLsl8lhcMWhbAjhu9f0E8JCjMiISr5T6DygEnLcupJTqBfQCKFasGBEREWkWJvjYv4y59iqXZxXgbK17KXLjBolBQfjduMGpq1c5uH8/7N9/2zkVpkyh+Pr1nHrpJQ4OHpzma2Y20dHR6fpfeCKZ2ZaLF4OY/klt/gn+kMsVqhH533+Qif83c188h8qNGlH+l6mE3jOQ//3vHho2jMDfB5Yrdvl9EZEMbUAbYKbV987AJzZldgMlrb4fBgqnVG+tWrUkvfz0/g7ZTnVJRIk0bSoSGSnSt69I69a3FwwOFtHz9m7fgoPTfe3MYO3ate4WwWVkZlsGDxZ51m+FvofLlmXadZIw98WD2LZNBGRHxwkCIgsWuFsg15Ce+wJsEQd61RUunZPAPVbfS1r22S2jlAoA8gEXXHBtuzw2qBqdyqxha3A9ZO1aOHfO/kIIZmEUn+H0aT1MM77IhzqFQitbr2IKGJeeZ+PM/alRA5o2JfTXD7ivzHnCw40v3x6uUPh/ARWUUmWVUkHAc8AqmzKrgK6Wz22AXy1vokzBzw+e636WxjHfcrlYJa3E7f1YzMIoPsPEiVAlNpL7zqyD/v0hIA3eShPJ5dk4e3+GDkWdPs27oVM5cAAWL84a8byJDCt8EYkH+gE/AvuApSKyRykVrpRqaSk2CyiklDoEvALcEbrpaurVO0/Z6vno6LcEuXoVunSxvxCmWRjF60my7j8o+6HupfXo4dyJZq1jzyat9+exx6BmTRpvn0VYaALh4RAfn7UiezouicMXkdUiUlFEyonIeMu+kSKyyvI5RkTaikh5EXlQRI644rop4ecHo0fDD8ersrndZL2Q9Zw5dxa0yqNt1r/0TiZOhPyxZ3nk34XQtSsUKODcical59mk9f4oBUOHEnLiONOfXMXff8OiRVknrjfg0zNtW7WCsDDosqEXUu8RGDJE+/MNPkNUlDb8plb/DBUXCwMGOH+ycel5Num5P88+y43ixXlo3btUrybGyrfBNxV+VBRhAweizpxm1Cg4eNiPlc0/g6tX4c033S2dwYVMnAjExtLyxDRo1gzuuy9tFRiXnmeT1vsTEMDxdu1Qmzfzcbv1HDoECxZkjahegaPwHXdvGQnLlD59JFEp/TdRJCxMpFw5kYT+A0X8/ET27El/3W7A60PmrHBlW06d0hG0nzWYp0Mxv//eZXU7g7kvnsm6H34QKVJEEps3lxo19LMfF+duqdKHJ4Zleg5WgzxKRP/1U4ze05bDh2FJhbd0wqU3Mn3M2JAFvPsuxMUKXS59CJUqweOPu1skgweQmCMHDBiAWr2a97vt4vBhmDfP3VJ5Br6l8B0M8rQ89jE1asCIDwuTMHQYfPMNrFvnXlkNGSIqCj77DMKf/J3gXVu0794kQzck0bcvhITQaMt71Kqll8KNi3O3UO7Ht54Qq0GehKCg5EEedfddjB4Nhw/DgkIDoWRJeO01+2GaBq9gwgT9AA9InAL58+uwW4MhiYIF4cUXUYsWMaHvvxw5Yqx88DWFD8mDPNumTr1tkOfpp/VkvDETcxI/ehz89RcsXepmYQ3p4dQpbd2/8uxRcv+4Qq+AlDv3rQJm5qwBwJIXq/HOKdSubax88EWFb4mrv1a+/G1x9UrpuPwjR2A+z0NoKIwYYWK2vJB339XT5t/M+7G+sf363V7AzJw1gE6x0aEDaubnjH/1Iv/8A3Pnpn6aL+N7Cj8Fnn4aataE8PH+xI8YAwcPwvz57hbLkAZOntTWfa8OV8n/5Uy9pt09llROZuaswZbXXoNr12h6cBoPPqit/NhYdwvlPrKVwk+y8v/5B7648oxF+4ebfp4XkWTdh5eZDVeuJHfbATNz1nAnoaHQvDnq448IH3aDY8fsT7jPLmQrhQ/QogV61H68In7UWK0M/vc/d4tlcIKTJ2HGDHihSwKF5n8IDz8MDz54q4CZOWuwx+uvw7lzPB41l4cegvHjs6+Vn+0UvrWVP/fsk1Cnju7n3bzpbtEMqTBhgrbuxz6wSt9Ae4vVmJmzBlsaNICHHkJNeo/wkfH8+2/2tfGyncIHeOop9Kh9kpV//Dh8/rm7xTKkQJJ1360bFFswGUqXhmeeubOgSYZnsEUpGDYMjhyh6bmF1KmjrfzsaONlS4WfZOUfPQpzTzTWFsDbb8ONG+4WzeCAceP0tIkxT2/RETgDBqQt570h+xIVBe+/D/ffjxo/jvCR8Rw/DrNnu1uwrCdbKnyA5s1vWflxI8feSrto8DiOHIGZM+HFF6H4kik65t7ZnPcGw9ixsHEjlCgBBw/S5PxiHn5Y23jZzcrPtgpfKRgzRlv5sw42gCZNtJP40CEzacfDGD0aAgNhZI+TerJcjx6QL5+7xTJ4AilNsrMN0/3xRwBU1y6MGZnAiRPakEi1Hh8i2yp8gCefhHr1dGRmzPCxOlf+88+bSTsexJ49eqpEv35Q7MtP9KhtWnLeG3yblCbZ2QvTrV8fRGh8fgmPPKKt/JiYVOrxIbK1wlcK3nlHv9w/avqN3rl5s5m040GMHKk9OEP7XdMzrp55Bu69191iGdyNM5Ps7IXpVq2qffnjxjJmZAKnTsHMnP0c1+Njln+2VvigX/jNmsGE3GO52rjVrQNm0o7b+esvHWTz6qtQ6Js5cOmS/VBMQ/bD2Ul2tmG6Z85oK2L/fh49t5T6D93knZzhxOQsYL8eH7P8s73CB92tu3TZj4mXet3aeeOGmbTjZt56CwoVgsH942HSJKhbFx55xH5hH7PEDKng7CQ72zDdqVPh44+hUiVt5Y8L4NSNgsyI6Xx7PWXL+mSaDqPw0Vk027WDKTse5ULLF/TOmjWN8nAj69bBmjV6rZq8PyzVo+tvvKEfOnv4mCVmcIL0TLJLitgpVQr27ePR81/SsPBu3skZzo2Izbfq8dE0HSaQ2UJ4OCxfnpOxZWfzQbtrsHo1/PCDu8XKlojA8OFQvDi83FegzgSoUkXnxbAlZ07LqJuF6dP1Fhxs5lX4OtaT6qZOTbms7e/kp5/0344dCf/pJg2bBPLppmoMtq7Htgfh7w/t28OSJV7b8zcWvoVKlfQszunT4WSv0XD9umWFbPcTdOFCtnJX/PCDNsLeegtyRnwPu3bpfCj2VrTyUUvM4GLs/U4aNgQRGvw9k8aNtWv3yhWrc2x7EOvXe30v0ih8K0aOtPxdWFn/OD75xCOUbOkvvvD6H5qzJCZq675sWcvcqnff1emPO3Swf4JJmGZwBnu/k8qVddTGmDFMHBnN+fN6qCiZJP9/nTowbZo2Irzcn28UvhWlSumlMOfMgcPPj9Ip9SZMcJ9AltCzEqtWef0PzVmWL4ft2/Vkq6Atm+C333SYTlCQ45NMwjSDM9iL2Jk4Ec6coWbEZNq31xkYoqJszvOlXqSIeORWq1YtyQhr165NucCpUyINGohERd22++xZkdy5Rdq0EZHu3UVy5BA5fjxDsqSbU6dEOnaU+Bw5REAkVy6RTp3ukNmbSOm+3LwpUq6cSNWqIvHxItKypUjBgiLR0VkmX1pI9TfmRWTrtjz7rEju3HLkjzMSECDSu7edMr17i/j5iQQH6799+rhC1FRJz30BtogDvZp9LXwHUR1FiuhQ72XLYGerEdqyfvtt98ho6Yb6xcZmC3fFp5/qheYnTgT//Xtg1Sro3x9CQtwtmsGXsSROLDt3NC+9pBPn/v23TRkf6UVmP4XvxAy9IUO04h8wuQzSvYdOuOGo+5bZ8d9nznCqZUuv/6Glxn//6XfvY4/plBe8957uOtuuV2swuJpKlbQv97PPCG+9nZw54c03bcr4SNrt7KfwnfDH5c2rfcjr1sGaB4brNLxvvGG/vsyO/16xgoODBnn9D80hlhfmhLeiuXBB63n1zxFYsECnxyxc2N0SGrID4eFQqBAFR7zMkFcSWb5c21i+RvZT+E5Gdbz4Itx3HwyYWJKEV1/XWRrXr79VwCyY7RrGjuX4+qN8MD2ITp30fDfeflvHPL/+urulM/gy1r3z/Pl1RNjvv/P63V9QtCgMHarnhPgS2U/hg1P+uMBA7Uv++2+YWfB1KFkSBg7U2RrBfk/h2WchLMxn3S4uxeqFOULGIAmJjF9QGnLkgLlzLcnvi7tbSoMvY9s779oV6tQh58jXGf/aZX77Db75JgP1e2C6j+yp8J30x7VoAY8+Cm+9nYvroyfqeMGkJe/t9RQOHIA//8wW8fIZxvLC3BH8EF/QhQEB0yndqT60aaMnWDlyoRkMGcVR7zwkROuD8+d54fBw7rtPj+fZXfDcGWXugek+MqTwlVIFlVI/KaUOWv4WcFAuQSkVadlWZeSaWYlSeiLGhQsQ/vdz8PDDejQnaTpeUk8hMVFve/YY946zWF6Yr8eEU4BLvJkwVu9fulRb9yVK3CrrgZaSwYtJaRyvZk0YMAD/T6cxt8svHDyo51/eQUrK3IPdvRm18N8AfhGRCsAvlu/2uCEiYZatZQavmaXUrAmdO8MHHypODf1QL5IyYoQ+mNRTOHrUdyZmZCHf7SjJGh5nxJAY8vfpoPMp2LPuPdBSMngxqY3j9e8POXPy4Cdd+L8m/xEerh97wDll7sETtTKq8FsBcy2f5wLPZLA+j2TcOH1PhyyuDX366PSqf/11q4CZ3p86Fis96OJFQK8lOuic7ja//HYJPZv2xAmdT6FkSX2OB1tKBi8npXG899/Xz3BUFDNzDyI6+lbaFaeUuQfrg4xmyywmIkkTkU8DxRyUC1ZKbQHigQki8rW9QkqpXkAvgGLFihEREZFuwaKjozN0PuikZVXCwzk+ahTPtajMnEWVeWx4czoXWkpchw5s/fRTJED/C6vu2UPs009zqkULin/7LUG7d7Mng9dPwhVtcTcVpkyh+Pr1FA8JIaJgQRYtuodDh8oxceIONm68ROXx4yns78/mxx4j1tLWoPnzKTd9OoU3bMD/5k0ScuTgfP36HO7TJ7mMO/GF+5JEtmtL0jKZly5B27YA1M+RA38bh33+r+cwXQXSe8ZnPPDAFu699xoVoqMpfuMGiUFB+N24wamrVzm4fz/s3598nqv0gcvvi6MpuEkb8DOw287WCrhsU/aSgzpKWP7eCxwFyqV23UxPreAMffokT6O+1nOAlOKoVCt0XOKXLtepDiZOzPg1nMCrp70HB+v/ldV2krslhKvSqpWlzI4dIkqJDB165/lumtLuDF59X2wwbZHkVCaSK5f+rebMKVKggCTkKyDV8h2Vxo1FEhNFpHVrkb59RSIj9d/WrV0p/m24OrVCqha+iDRxdEwpdUYpdbeIRCml7gbOOqjjpOXvEaVUBFADOOzE+8g92MmxnguYzAnaXFjO9Hbv0M/PD0aNgv/7P7PGakocOaJDHb7+Gq5fJyFHDobevZS4UyG8/76lzPDhkC+fDny2Janr3asXzJhhJ7OVweAibF0xN2/CM8/g9913rMnfhtK/rOebb4JpmZY8/B5GRn34q4Culs9dgZW2BZRSBZRSOSyfCwP1gL0ZvG7mYuun8/cHf3+eZQVN/X5hRNBEzv+4Vc/A7dbtVmy+4U5sHqI/btZi/tFHGDJEUa4ceqD222+1si9gJ8jLR6a0G7wEW99+TAzMnUuxf7fwZd6eDB4kXr2uTkYV/gSgqVLqINDE8h2lVG2l1ExLmcrAFqXUDmAt2ofv2Qrf9k2fkAAJCajgYD6S/kTHBzN0UZiO11q/3iaJtpeTGSGQlocoYeMf9M03lxLBFxg2DO3gGTZMD2Yl+VQNBndiz8B45hkYP56nryygyz+jeecddwuZfjKk8EXkgog0FpEKItJERC5a9m8RkZ6Wz5tEJFREqlv+znKF4JmO9Zu+bFm9/fEH9/V5lMHlVjF7Nmyu2FlPFBoxQk/KcoQ3xZFnRgik5SGavbU6O/8rz8RZhcidG+3mWb9eh0Ak9aYMBk9k2DDo3p1RhHN9/BQOHHC3QOnEkXPf3ZtHDNo64MoVkbvvFqlVSyT+zHmR4sVFKlcWuX7d/glWg7/pIUsG1OwMrgro/S7gzBmRAgVEqlW7pAe+YmJE7r1XJ7+Pi3PJNbIaM9DpmWRaW+Li5EaLNiIg08q/r3/HmYzJh+8B5MmjvThbt8LnKwrpdAv79ulcO9Z4Uxx5avHF6emlWJ0zZAhER8PgwX+jFPDhh/qaU6bosRCDwdMJCCB4+QIO12xDn0OvsrflG/q59iKMwk8nHTro3O1Dh8Kpqk317NDPP4fZs28VyowZd5nlHkptskh6XD2Wc37ttZh583TyyzJlrmt32bhxOllR06aubYfBkJkEBVH2j8V8VaQXVb99l9innoHLl90tldMYhZ9OlILPPtOJlfr3Ryu3xo31QgrbtulCmTHjLjPTDNibfZieXorVOTGJgfT+pjnlOMTwSZYonLfeghs3uBWXaTB4D36B/pT54VMGqI/w/3E1VKsGv/7qmsozebzPKPwMUL68DsVfsQK+/jYAFi3SS2U9+6zOuAauWxotK9xD9iIU0tNLsTrnbd7kIBWZ/tgych7dR579+2HWLP2WrFjRdbIbDFlIjZoK/4H9qScbuUGwNvaefx6OHctYxZmdN8qRc9/dmycP2lovgB4bK1K9uh63vXxZRDZvFgkKEmnUSA9MuoC1a9feOQswKxc0T89s1969ZbuqIQHEyvPM0+fExcmV8uWt/lk2OFhY3lMxA52eSVa15coVkXvuEalR6ZrEvfGWfu4DAkS6dRPZvz9tlTkImogPCkqzXJhBWxdj9RYODNSu+9On9YRSHnxQW7AREToRmLhoyRx3JmRKRy8lLuo83QquolAh+LD7Dn3ORx+R59Ah+OgjPbPWFpMV0+BF5Mmjn/3tB3IxgrFw6JB26S5ZApUrQ6tW8OOPzg3sOuhJb160yLVCO3oTuHvzSAs/hdDF11/XH1evtpQdN07vGD48w5dNbksW5vDIKGPG6OZ//bVlx9GjIrlyybm6dUVOnrzdknf0f1XKo619YxV7Jlndlh49dMf3zz8tO86cEXnrLZGiRfXvuHx5kfffF7lwIeWK7PSkXR2W6XbF7mjzSIWfglvlxg0dUl68uMjFi6KzLPXsqct9+mmGLuttD2NkpO7Zduxo2ZGYKPLUUyIhIbJp8eI75yXY+79WqKAVvgclS7PF2+5LSpi2pJ/Ll0VKlhSpUsXGixsTI7Jwocgjj9z6Xb/xhsilS/YrsmPQGYXvJJl201PwZ2/dqhXd889bdsTGijRvrhXXnDnpvqQ3PYwxMXpMo1gxkfPnLTvnzdM/tYAAhz2k5P+rveMunADmSrzpvqSGaUvGWL1a/0yHDHFQIDJSpEMHrQvuvltk1Sqn6jUTr9xNCv7smjV1loX582H5cvRK6MuX6xH87t11FI+PM2wY7NgBM2dCoULoqIWXX4ZHHoF//uFM48b2I36S/q8//QQVKuiEdbZlDAYP5ckn4aWX9ITMX36xU6BoUTh5Er7/XicJbNkSXnvNdWN8TmKmOKaVVFKjDhumkz/27JFI7YnPUXrlR7ByJTz1lF4r8coVWLhQD+x4wAo4rmTNGj1x9uWX9ZwqEhOha1f9o/7iCyhZkviQEPsDz9b/18aN4fBhj1styGBIicmTYd066NIFdu60GDxJJAUkrFypjZ+9e/XbISZGBzEolSUyGgvfxQQGakM+4fpNOv45kPjR47SV+s03ULeuXiJx/Xqfi0Q5d07r9qpV4b33LDuTnoCPPtLJ54CgS5dSj/hx1dwFgyELyZVL23LnzkHPnhbj3d78mRkzbp30yScQFJR1Qjry9bh781gffmpYIk4W0V4H6TDWsV/aSd+0p/tXExL0mGyOHHrxKhER2bJFxyW3bi3WWaY8vS1pwbTFM3F3WyZN0o/2tGlyZ0CCv7/eklbUKlVK+/UjIuzWZXz4no4lnva5XN/QnVm8zZv8/NjbEBmp42ytZ8bed5+O3fVy3nkHvvtOZ0qoVg1t4jz7rHbDzJiRZd1Vg8HtREUxeGUjnnzsJoMGwZ/H7a+tkbyi1uOP697viy+SFSurGIXvaqwmSH2U43XuYz8dNvXjWP7qev/Nm5Ajhy67f792WVy96l6ZM8CaNXqgumNHPeeE+HidWe7MGe2XL1zY3SIaDFnH2LH4bVzPvNJvcffdermM8/9et7u2Br176xQsM2bAwYM6oWAmYxR+ZmDxQYds/pWvOnxJbLwfzz4LN05Z/NebN2vtWL26HrV/+GE4etTdUqeZY8e0oq9a1cqQf/NNHabw6adQq5a7RTQYsgYbX32h/01i+bFanD0eQ4fYuSR8ZMlRdeSI3qzzVTVurCPRpkyBs3aXBXcZRuFnBlZJyCotHMWCr0LYvh165V2MfGKVnCwyEn74AU6c0Mpx9Wp3S+4016/r9dvj4nTkaUgIel2A997TA9PdurlZQoMhC7GTGqFWp8p8MukmP/+s7aAUGTFCu30mT85UMY3CzwJatNBBOfPn27mfTZrAn3/CPffo0M1hw7RbJCNkcorVxESdGHDbNt2mihWBVat0aELTpvDBB5lyXYPBY3GQ66rnq/no3RsmTtRzUxxSqRK0b68NwYsXM01Mo/CziDff1P68116DpUttDlaoAL//rgduJkyARo20xZBeMjkJ2dCh8NVXugf69NPAb79Bu3a6l7JiRdaGmRkMnoKDcOKPP4YnntAd359/TuH8YcP0snDz5mWejI7Cd9y9eW1YZgpcv67TagQFOYzCEpk/XyRvXpGQEJEZM0QSE51vSyavSyui0wKBSL9+lmjLzZu1vJUri5w7l+r5nnhf0otpi2fiiW357z+R0FD9qOzenULB2rVFwsKSv5qwTC8mZ0490a5cOZ05ddcuO4U6ddIH6tSBXr2geXOCo6Kcu0BmLKloxZIleqz5qae0da9+WgOPPqqX/Zo3z0TkGAwOyJtXz8DPlUtHYh4+7KBgt256bC8yMlPkMAo/iylYUI/ThoRod/e+fXYKlSql4x0//hg2bOCBF17Qrp7Y2JQrz8Sc+V9/rd8djzyiXVIBXy7SgxO5culQ01mzMnwNg8ErcXLMrFQpnSrq5k29Hva//9op1KGDdonOnZspohqF7wZKlbrly3v0UZ1W4w78/KBfP9i7l4sPPqj9e2Fh2kxIKeFSJqQl+OEH7aKvXRu+XZlArvfG6J5EXBycP6/lyYwlFw0GbyANY2b3369tuf/+00r/1CmbAgUL6u7/1q2ZI6sjX4+7N1/04duyb90ZuSvovBQtHC979ojDJf7Wrl2r06lWqKAd6I0aifz1V5bIuHy5TplQo4bI5T0nRBo21DK0bSvSvn2al1z0hvviLKYtnkmWtSUDY2a//y6SO7dIuXIihw/bHLxyJTkdifHh+xD3LR7N2rj6+F2Ppn59+K3PIseWwtNPw5492s2zezc88AA0bw4bN2aafJ9+qiOLaoQJ6/ouIV+D6rBli+5uLl2q07y6Y8lFg8ETyMCYWZ062r1z6WIiD993ge0/nb91ME+eTEtHYhS+O7CalXef7GPj9RoUubifJiv7MT+xg2P3SGCgdvMcOgTjx8Nff2mneoMGOkXnzZsuES8xEUaN0mFkA+ttYUNwE/K8+ByUKaO7ml266IImq6UhO5PBMbM6dWDDE+MIirtGw6dCUg7ZdBFG4bsDG8vg3pyn+f2e9tTz+53OzOetgAnEd+js2FLIl08H9v/xhw75ScpxUKIEDB6sewkJCekS7dIleLZVAn+E/8iOEs2ZsuEB/Hfv0GlcN2/WE0SSBqmmTUueUZw8TdxgyE6k1+ixGH2VF49iEw9TOu4QTzRNYELgCKfWPE8vRuG7A1vL4OZNCuSJ50d5ghf85zI+fiiPrh3Jv7GpWArvv69fCs2b65Ggxx7Tird+fX2Nbt10kpvt2/UAqyNE4NgxDr2/km9Lv8zUb0vxI80Ijd+mB6SOHNGrmiStQpXJE7sMBq/BKo1KmoweK6OvJCfZlLMJbUv/ybD4sbRqpQ2vzMCseOUukiyDXr20Uv7qK4L69GB2rzAee3UOfde1o1o17d25o4eYM6d+WSTx6ad6Cw7WUTM//KAD/r/55lZ4V2CgfgncdRcUKaLTN8TEQHQ08vffqKtXKQ8UV7mIadAU+nVCtWx5K7OnvetOn6634OAsSe1qMPgMNkZfnpvnWfTkPOrfX5fBg/Vk++3bXX9Zo/Ddhe1SiVbLJT7/c3UethgAHTtC9ephzJmjozIBbR0MGaKD469f166h1q31kml58+oYynbttOX+zz/a1x8ZqV0xp0/rvwEBkDMn5/2KsNrvYTZwPyWfuJ++s2pRuISVkrcmpesaDIa0YWP0qagoXp6u4zHOntWR2a7GKHwP5d57tddk5kwYOjSEmjW1h+aVV+D++50cLFJKV3TvvToxkwURPQ/g7bch4i8oXx6mL9N53FIkEyd2GQzZDgfrYz/4YOZdMkPvEKVUW6XUHqVUolKqdgrlmimlDiilDiml3sjINbMTAQHaAFiwYDODBulAnNBQ7ar/ctu9XOk+KE2DRSdO6OVlH3hAT+8+uOksk0dfYdeaKJqMdTK7ponMMRi8loxa+LuBZ4HPHBVQSvkDU4GmwAngL6XUKhGxN7/UYIfcueOZPBmGD9cW/7Rp0O7f1wjYBnUPQJMmUwltAqW36XQ2gYHapX7+vM7ZERmpE1r+8YeuLzQUPm84n86/vUiOMy/Ae9wahJ02LWVhHFglBoPB88mQwheRfQAq5UkCDwKHROSIpexioBVgFH4aKVRIpyZ+9VWtn3/8UW+jRqV8XmAg1KypQ/f/b0w1KllnbZs+/fbPZhDWYPBZlKSUl8XZSpSKAIaIyBY7x9oAzUSkp+V7Z+AhEelnp2wvoBdAsWLFai1evDjdMkVHR5M7d+50n+9JpNaW69f9+fffXJw7l4MrVwJJSFAEBSWQN288d98dQ4kSNwgK0sG9QRcuUG76dApv2ID/zZsk+vmhAJWYSEKOHJyvX5/DffoQW7CgW9riTZi2eCbZvS2PPvroVhGx72J3lHMhaQN+RrtubLdWVmUigNoOzm8DzLT63hn4JLXrZodcOililVfH5W3p3VvEz+/2XCDBwXpfnz6uvZYNXn9frDBt8Uyye1vISC4dEWkiIvfb2VY6+cI5Cdxj9b2kZZ8hJVw1uck6dWvS52PHbg28li2rN1cMwmby0ooGgyFjZEVY5l9ABaVUWbSifw7omAXX9U7sTG5qlBG/uu2LY8MGeOmlWwOu1kspZnQQ1vpaqQ3+GgyGLCejYZmtlVIngLrAd0qpHy37iyulVgOISDzQD/gR2AcsFZE9GRPbh7GTge9MkyZpX7XKKkEbiYm3BmSTPjuTu95Zi93etUxufIPB48iQwheRr0SkpIjkEJFiIvKEZf8pEWluVW61iFQUkXIiMj6jQvs0diY3xefKlfbJTbYvDn//W7lwnE3j6qxbKZOXVjQYDK7BJE/zRGwmNwWlJ5OS7YsjIUFvzsyQTavFbmbgGgxegVH4nohNBr49zgzc2nO/WL840jI4mx6L3czANRg8HpNLx1ewN2BqPSs2LYOz6bHYzQxcg8HjMRa+t5NZA6bGYjcYfA5j4Xs7mZWy2FjsBoPPYSx8b8cMmBoMBicxCt8XMO4Xg8HgBMal4wsY94vBYHACY+EbDAZDNsEofIPBYMgmGIVvMBgM2QSj8A0GgyGbYBS+wWAwZBOMwjcYDIZsgkvWtM0MlFLngGMZqKIwcN5F4rgb0xbPxLTFM8nubSktIkXsHfBYhZ9RlFJbxNFCvl6GaYtnYtrimZi2OMa4dAwGgyGbYBS+wWAwZBN8WeHPcLcALsS0xTMxbfFMTFsc4LM+fIPBYDDcji9b+AaDwWCwwih8g8FgyCZ4tcJXSjVTSh1QSh1SSr1h53gOpdQSy/HNSqkybhDTKZxoyytKqb1KqZ1KqV+UUqXdIaczpNYWq3L/p5QSpZTHhtA50xalVDvLvdmjlFqY1TI6ixO/sVJKqbVKqe2W31lzd8jpDEqp2Uqps0qp3Q6OK6XUR5a27lRK1cxqGZ3FibZ0srRhl1Jqk1KqerovJiJeuQH+wGHgXiAI2AFUsSnTF/jU8vk5YIm75c5AWx4Fclk+9/HmtljK5QF+A/4Aartb7gzclwrAdqCA5XtRd8udgbbMAPpYPlcBjrpb7hTa0wCoCex2cLw58D2ggDrAZnfLnIG2PGz1+3oyI23xZgv/QeCQiBwRkVhgMdDKpkwrYK7l8zKgsVJKZaGMzpJqW0RkrYhct3z9AyiZxTI6izP3BWAs8C4Qk5XCpRFn2vIiMFVELgGIyNksltFZnGmLAHktn/MBp7JQvjQhIr8BF1Mo0gr4QjR/APmVUndnjXRpI7W2iMimpN8XGXz2vVnhlwCOW30/Ydlnt4yIxAP/AYWyRLq04UxbrOmBtl48kVTbYule3yMi32WlYOnAmftSEaiolNqolPpDKdUsy6RLG860ZTTwvFLqBLAa6J81omUKaX2mvIUMPftmiUMvQyn1PFAbaOhuWdKDUsoPmAx0c7MoriIA7dZphLa8flNKhYrIZXcKlU46AHNE5H2lVF1gnlLqfhFJdLdgBlBKPYpW+I+ktw5vtvBPAvdYfS9p2We3jFIqAN1NvZAl0qUNZ9qCUqoJMBxoKSI3s0i2tJJaW/IA9wMRSqmjaP/qKg8duHXmvpwAVolInIj8A/yNfgF4Gs60pQewFEBEfgeC0cm7vBGnnilvQSlVDZgJtBKRdOswb1b4fwEVlFJllVJB6EHZVTZlVgFdLZ/bAL+KZeTDw0i1LUqpGsBnaGXvqX5iSKUtIvKfiBQWkTIiUgbtk2wpIlvcI26KOPMb+xpt3aOUKox28RzJQhmdxZm2/As0BlBKVUYr/HNZKqXrWAV0sUTr1AH+E5EodwuVHpRSpYAVQGcR+TtDlbl7hDqDo9vN0RbVYWC4ZV84WoGA/sF+CRwC/gTudbfMGWjLz8AZINKyrXK3zOlti03ZCDw0SsfJ+6LQLqq9wC7gOXfLnIG2VAE2oiN4IoHH3S1zCm1ZBEQBceheVg+gN9Db6r5MtbR1l4f/xlJry0zgktWzvyW91zKpFQwGgyGb4M0uHYPBYDCkAaPwDQaDIZtgFL7BYDBkE4zCNxgMhmyCUfgGg8GQTTAK32AwGLIJRuEbDAZDNuH/AXNEwAfBsRZrAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 11\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 12\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Meilleur modèle -> degre = 7\n"
]
},
{
"data": {
"image/png": 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8ShQZ7Jxz4Pff4YEHSnmzoMB3QX3zjV9CVUQkRZQoMljbtnDQQb77qdQltA87zNcov/ZaX2VWRCQFlCgy3KBBMG8evP56GTvceCMUFvodc7AapoiknhJFhjvmGH+PXalTZQHq14dx4+CNN2IW3hYRSR4ligy33XZw1lnw7LOweHEZOw0Y4Et8DB1axsi3iEjFKVFkgYEDfa/S3XeXsUO0ONTPP/slVEVEkkiJIgs0aeLXp7jnHr8KXqnatYPzz/cJ47330hqfiISbEkWWGDQIfvgBnnwyzk6jR/uqgmefDRs3pi02EQk3JYoscfjhsPvucQa1AWrVgltugY8/9uXIRUSSQIkiS1Sp4m/Ae+st+OSTODsefTR07+4XOFqyJG3xiUh4KVFkkTPO8LOgSq3/FGXmWxMbN/p1tkVEKkmJIovUqeOrjD/00DaWzm7WDEaNgieegBdeSFt8IhJOShRZZtAgWL0a/vnPbex44YXQqhWcdx789ltaYhORcFKiyDL77w/t2/tB7bgVO6pV81NlFy6EMWPSFZ6IhFDGJwoz293M7jOzaUHHkgmiixp99pkf2I7rT3+C00+HG27wHxARqYCUJgozu9/MfjSzT0ts72ZmX5rZ12Z2abxjOOfmO+fOTGWc2aZvX798dtypslHXXw/bb++nTKlooIhUQKpbFA8A3WI3mFkecDvwN6A1cIKZtTazvc3s+RKPXVIcX1aqXt3PgHriCfj++23sXLeuTxZvvQWTJ6clPhEJl5QmCufcTOCXEpsPAL6OtBTWA1OBXs65T5xzPUo8fkxlfNksevP1vfcmsPMZZ0CnTnDBBfDgg2pZiEi5mEvxl4aZNQWed87tFXl9DNDNOXdW5PUpQEfn3HllfL4OMBb4C3Cvc25cGfsNAAYA1KtXr/3UqVOTfSkpsXr1amrWrFmhzw4btg/ffludKVPeIy8v/u9xu++/p/WYMdT+7DN+2X9/vhw6lHX161fovImqzLVlujBfG4T7+nRtpfvzn/882znXodQ3nXMpfQBNgU9jXh+D/8KPvj4FuC2Z52zfvr3LFtOnT6/wZ59+2jlw7qmnEvxAcbFzt97qXI0a/jFhgnMbN1b4/NtSmWvLdGG+NufCfX26ttIBs1wZ36lBzHpaCjSOed0osk3K6YgjoHHjBAe1wdcBOe88PwPqkEN8tdlDDoG5c1Map4hktyASxQdACzNrZmbVgL7AswHEkfWqVvVrVbz2Gnz1VTk+2KQJvPiiH6/48ku/OPeYMXFqmItILkv19NgpwLvAHma2xMzOdM5tBM4DXgHmAo8555Iyyd/MeprZ3StWrEjG4bLCmWdCfv426j+VxgxOOcW3Jo46yhcR7NABPvggJXGKSPZK9aynE5xzuzrn8p1zjZxz90W2v+ica+mca+6cG5vE8z3nnBtQu3btZB0y49WvD336wKRJsGZNBQ6wyy4wdSo88wwsWwYHHggXXaSyHyKyWcbfmS3bNmgQrFjhv+8r7Mgj4fPP/QLdN94Ie+8Nb7yRtBhFJHspUYTAwQfDXnvB7bdX8haJ2rVh4kSYPt0PfB96KPTvD8uXJytUEclCoUoUuThGAVvqP330Ebz/fhIO2KUL/Pe/MGwY3H8/tG4NTz+dhAOLSDYKVaLIxTGKqJNPhpo1yzFVdluqV/elP957z5cBOeooOO44v3C3iOSUUCWKXFarFpx6Kjz6KPz8cxIP3KEDzJrlp88+84xf42LyZJUBEckhShQhcs45sG6dnwGVVPn5MHKk745q3dqXLu/Wza91ISKhp0QRInvt5ZeguPNO2LQpBSfYc0+YOdOvyf3OO/6EEyZAcXEKTiYimSJUiSJXB7NjDRoECxbAK6+k6ARVqsC558Knn/ryHxdc4Kddff55ik4oIkELVaLI5cHsqKOOgnr1kjioXZZoGZCHHvL1Q9q1g9GjVQZEJIRClSjEL5Xdvz+88EIahhDM/HSruXPh6KPhiiv8gt4qAyISKkoUITRwoO8hmjgxTSfcZReYMsXPivrlF18G5MILqbJ2bZoCEJFUUqIIoUaNfEWOe++F339P44mjZUD694ebbuKAM87wyUNTaUWymhJFSA0a5O+nmDYtzSeuXRvuugvefJPiwkLo3Rt69IBvvklzICKSLKFKFJr1tEXXrtCyZRoGtcvypz8x6557fIHBmTOhTRs/hqHuKJGsE6pEoVlPW1Sp4m/Ae/ddXwMqCK5qVRg61C+OdPTRflZUmzbw3HPBBCQiFRKqRCFbO+00KCyswKJGydagATzyiC9bXlDgxzJ69oT58wMOTEQSoUQRYjvuCCeeCA8/nCGVwv/8Z18G5IYbYMYMXw7kqqvUHSWS4ZQoQm7QIL9Y3YMPBh1JRH6+X0Hviy/8QPeVV/pSIC+8EHRkIlIGJYqQ228/6NjRD2pn1CzVhg39knz/+pe/S7BHD+jVy9cfEZGMokSRAwYN8uPJ06cHHUkpDj3Ud0dddx28/rrvjrr66jTfACIi8ShR5IDjjoOddgpwquy2VKsGF1/sS4H07AmjRvnuqJdeCjoyESFkiUL3UZSuoADOOgueego++SToaOJo3Bgeewxeew2qVoXu3X2VQ617IRKobSYKM8szs/HpCKaydB9F2S6+GHbYwVcFz6ixitIcdhjMmQPXXguvvuq7o8aO9asyiUjabTNROOeKgYPTEIukUJ06fjXT6dPhiSeCjiYB1arBJZf47qgjjoDLLoO9907hQhsiUpZEu54+MrNnzewUMzs6+khpZJJ0AwbAPvvAhRf6KbNZYbfd4PHHfYIw80uw9ukDixYFHZlIzkg0URQAy4CuQM/Io0eqgpLUyMvzK5cuWgTXXx90NOV0+OG+O+qaa/wgd6tWMG6cuqNE0iChROGcO6OUR79UByfJ17kzHH+8n42adWPE220Hw4f77qhu3WDECN9Eeu21oCMTCbWqiexkZpOAPwyBKllkpxtugGef9TdIp70MeTI0aeIHWl5+GQYP9q2No46Cgw6C6tWhRo0tP8t6Xljou7JEZJsSShTA8zHPC4CjgP8lPxxJh8aN/R/jl1/u73E79NCgI6qgbt38fN8bb/TdUE89Vb7Px0sq20g0defP96v55ef7qbz5+fGfx3uvSqhmqUsIJZQonHNbzZMxsynA2ymJqBLMrCfQs6ioKOhQMt5FF8H99/vpsh995L+vslJBAYwc6bukfvsN1qzZ8rOs59t6/4cf/ri9ROHCNsm8BrNtJ5SqVX1CyctL/Gd59i3xs/nSpX51wm3Fnej1bev9atW2/m+Qn//Hbcl4nZeXWMyylURbFCW1AHZJZiDJ4Jx7DniuQ4cO/YOOJdMVFMBNN/kemzvvhPPPDzqiSqpSBWrW9I9U2LTJJ4xIAnn/zTc5oF072LgRNmzY8oh9XdbziuxXXOwfmzaV/XPDBl/6JN4+ifwsLmbX4uL4X6qJ3oyTyH7R2DdsSOyYlWHGIfn5/t9JYaFvIZbnZ3n2LSgITWsx0TGKVfgxCov8/B64JIVxSRr06gV/+YuvmHHCCVC3btARZbASiei3b7+FffcNOKjUeXvGDLp06ZLekzq3daJcv37rpFne12Xss3TePHbbeWffSoy2FqM/v/tu69fR58XFFbumgoItLTUz/zP6KPk6kX228brdypUp6SJItOupVlLPKhnBDG65xU8cuuwymDgx6Igkp8V2waXQ/Bkz2K28SXDDhj8mlW39jD7ftGnrh3Mpe71p3bqUTNJItEVhwElAM+fc1Wa2G1DfOfd+0iOStGrVyk8c+sc/YOBAX5ZcRErIz4fatf0jg/13xgy6VK3oiELZEu1AuwP4P+DEyOtVwO1Jj0YCccUVvttp8OAsqAMlImmXaKLo6Jw7F/gdwDn3K1AtZVFJWtWu7WeXvvOOX9paRCRWoolig5nlEbnpzszqAptSFpWk3emnQ4cOMGwYrFoVdDQikkkSTRQTgKeAXcxsLP4eimtSFpWkXZUqcOutftLHNfrNikiMRNajqAIsAC4GxgHfAb2dc4+nODZJswMPhNNO8/dXzJsXdDQikikSWY9iE3C7c+4L59ztzrnbnHNz0xCbBGDcOF97b+jQoCMRkUyRaNfT62bWJzJNVkJs1139DXjPPw8vvhh0NCKSCRJNFAOBx4F1ZrbSzFaZ2coUxlUhWjM7Oc4/H1q2hCFD/I2tIpLbEh2j6Oacq+Kcq+ac2945V8s5t30a4isXrZmdHNWq+Tu2583zP0UktyU6RnFbGmKRDNKtG/TsCaNH+5lQIpK7NEYhZbrpJt/1dOmlQUciIkEqzxjFY2T4GIUkV1GRn/304IPw7rtBRyMiQUk0UdQGTgfGRMYm2gB/SVVQkjlGjoQGDXwdqE26F18kJyWaKG4HDgROiLxehcYtckLNmnD99TB7NkyaFHQ0IhIEFQWUbTrxRDjoIL/a6PLlQUcjIummooCyTWa+DtTPP8NVVwUdjYikm4oCSkL22w/69/cJ4/PPg45GRNIpoUThnHsYFQXMeWPGQK1a/s5tLXAkkjsSbVGgooBSt66/Ae/11+Hpp4OORkTSJeFEIQJwzjnQpo2/v2Lt2qCjEZF0UKKQcqlaFSZMgIULYfz4oKMRkXRQopBy69oVjjnGr12xaFHQ0YhIqoUqUajMePqMH+8HtIcNCzoSEUm1UCUKlRlPnyZNfLHAxx6DGTOCjkZEUilUiULS6+KLfcI4/3zYuDHoaEQkVZQopMIKC+HGG+GTT2DixKCjEZFUUaKQSjn6aD+4ffnlsGxZ0NGISCooUUilmPnlUleu9MlCRMJHiUIqba+94NxzfffTxx8HHY2IJJsShSTFlVfCTjupDpRIGClRSFLsuCNccw289RY8+mjQ0YhIMilRSNL06+fLkV90EaxZE3Q0IpIsShSSNHl5vg7U0qW+vIeIhIMShSRVp05w0klwww2wdGlB0OGISBIoUUjSXXcd5OfD3Xc3DzoUEUkCJQpJuoYN4cILYebMupouKxICShSSEn//O9SosZErrgg6EhGpLCUKSYkddoDjjlvMs8/CrFlBRyMilaFEISnTp88SdtwRtSpEspwShaRMjRrFDBsGL74I//lP0NGISEUpUUhKDR4MO++sVoVINlOikJSqWRMuuQRefRXefjvoaESkIpQoJOUGDYJ69dSqEMlWShSSctWr+/W133hD62uLZCMlCkmLgQNh1119q0JlyEWyixKFpEVhIYwYATNn+paFiGSPjE8UZtbbzO4xs0fN7PCg45GKO+ssaNTIL5mqVoVI9khpojCz+83sRzP7tMT2bmb2pZl9bWaXxjuGc+5p51x/4Gzg+FTGK6lVUAAjR8K778IrrwQdjYgkKtUtigeAbrEbzCwPuB34G9AaOMHMWpvZ3mb2fInHLjEfvSzyOcli/frBbrvBqFFqVYhki5QmCufcTOCXEpsPAL52zs13zq0HpgK9nHOfOOd6lHj8aN51wEvOuQ9TGa+kXrVqvuvpgw/ghReCjkZEElE1gHM2BBbHvF4CdIyz/2DgMKC2mRU55+4qbSczGwAMAKhXrx4zsmQe5urVq7Mm1vIq69qaNjV23fUAhg7dSI0aszFLf2yVFebfG4T7+nRtFeCcS+kDaAp8GvP6GODemNenALcl85zt27d32WL69OlBh5Ay8a5t0iTnwLmnnkpXNMkV5t+bc+G+Pl1b6YBZrozv1CBmPS0FGse8bhTZJjnk5JOhRQt/X8WmTUFHIyLxBJEoPgBamFkzM6sG9AWeDSAOCVDVqj5JzJkDTz4ZdDQiEk+qp8dOAd4F9jCzJWZ2pnNuI3Ae8AowF3jMOfdZks7X08zuXrFiRTIOJynWty/suadPGMXFQUcjImVJ9aynE5xzuzrn8p1zjZxz90W2v+ica+mca+6cG5vE8z3nnBtQu3btZB1SUigvD668Ej7/HB5/POhoRKQsGX9ntoTbscdCmzY+YWzcGHQ0IlIaJQoJVJUqcNVV8OWXMGVK0NGISGlClSg0RpGdjjoK9t3XJwy1KkQyT6gShcYoslO0VfHNN/DQQ0FHIyIlhSpRSPY68kjYbz8YPRo2bAg6GhGJpUQhGcHMJ4mFC+GBB4KORkRiKVFIxujeHTp2hDFjYN26oKMRkahQJQoNZme3aKti0SK4//6goxGRqFAlCg1mZ7+//AU6dYKxY+H334OORkQgZIlCsl+0VbF0KdxzT9DRiAgoUUgG+vOfoXNnuOYaWLs26GhERIlCMo6Zv6/i++/hzjuDjkZElCgkI3XuDIceCtdeC2vWBB2NSG4LVaLQrKdwueoq+OknuP32oCMRyW2hShSa9RQunTrBX/8K118Pq1YFHY1I7gpVopDwueoqWLYMbr016EhEcpcShWS0jh3hiCNg/HhQj6JIMJQoJOONHg2//gq33BJ0JCK5SYlCMt5++0Hv3nDTTT5hiEh6KVFIVrjySt/1dPPNQUcikrnWrk3NV3rVlBxVJMn23ReOOQb+8Q+44AKoUyfoiETSa9UqWLIEFi/2P2OfR3+uWnUI69ZB1SR/s4cqUZhZT6BnUVFR0KFIClxxBTzxBNx4oy/vIRIWq1bFTwBLlpQ+maNePWjUCIqKfOmb9evns2FDcyWKeJxzzwHPdejQoX/QsUjy7bUXHH88TJgAf/871K0bdEQi27ZyZfwEsHix36ekevWgcWNo0cIngcaNfVKI/mzQALbbbuvPzJixmMLC5km/hlAlCgm/K66Axx7zN+HdcEPQ0YiUbu5cmDgRHnnEVxcoKTYJdO26dQJo1AgaNoRq1dIfd1mUKCSr7LknnHiiL+tx4YVQv37QEYl469b5rtGJE2HmTMjP97P1OnTYujXQoEFmJYFEKFFI1hk1CqZMgeuu0ywoCd68eXD33X6t959/hubN/b/N00+HXXYJOrrk0PRYyTotWsApp/gS5P/7X9DRSC7asAGmTYPDDoOWLf0fLJ07w6uvwldfwcUXhydJgBKFZKnLL4fiYhg3LuhIJJcsWAAjRvgupGOP9a2JMWP8gPS0aX4p3yoh/FYN4SVJLth9dzjjDN/kX7w46GgkzDZuhGeegb/9bUu3UseO8MILMH8+jBwJu+4adJSpFapEofUocsvIkeCc7qmQ1FiyxFcEaNrUD0rPmePHxxYu9Imje3fIyws2xnQJVaLQehS5pUkTOOssuO8+/z+vSGUVF8OLL8KRR/p/X6NHwz77wNNPw7ff+sTRuHHQUaZfqBKF5J4RI/wa22PHBh2JZLPvvvP/hnbf3Ze1f/99uPRS37X04ovQq1fyy2Jkkxy+dAmDRo1g4EC44w4/66RPHygsDDoqyQabNsHrr/v7Hp55xo9FHHaYLxHTq5e/D0I8tSgk6w0f7v8SPOUUfwNe//7w73/78QuRkn79NZ/rr/fTWg8/HN5805eE+eoreO01X3xSSWJralFI1tt1V/jiC5gxAyZP9jfj3XuvL5R26qn+0aRJ0FFKUH76CWbNgg8+8F1Kr7zyf2zc6FugV18NRx/9x5pJsjUlCgmFKlV8zZyuXX15jyee8Elj1Cj/6NLF3ynbpw/UrBl0tJIqK1bA7Nk+KUSTw7ff+vfMfAmY3r2XMnp0Y1q1CjbWbKJEIaFTsyacdpp/LFwIDz3kk8bpp8O55/pkcdppPnmE8eaoXLFmDXz88dZJ4auvtry/++5w4IEweLCvt7TfflCrFsyY8Q2tWuXg1KVKUKKQUGva1N/Ffdll8M47vh7PY4/Bgw/Cbrtt6Zpq0SLoSCWedevgk0+2TgqffeYHpMFXW91/f/+73H9/nxh22inYmMNEiUJyghl06uQfEyb4efGTJ/ub9caMgYMO8q2M446DHXYIOtrctnGjL9MdmxTmzIH16/37O+/sk0Hv3luSQtjvjA6aEoXknMJCOOEE/1i6FB5+2Lc0Bg6E88/3X0Cnn+7r9uTKnbdRq1f7Pv2vv67Jjjv6BFvZB8R/f/lynxCiSeGjj+C33/zntt/eJ4IhQ3xS2H9/3xKMHlfSQ4lCclrDhr7S57Bh/osqOmvq0Uf9X6knn+xbGm3aBB1p8vzyC3zzDXz9tX/EPv/hh+heHdIeV2EhtGvnpzdHWwotWmgcKROEKlFozWypKLMtf7HeeKMv+PbAA3DTTX4lvfbtfSvjhBOgTp2go43POf+FX1oi+OYb+PXXrfdv1MgXu+vRw08pbtoU5s37lDZt9sI5yv2IxpDoo3p1P9DcunVu3/2cyUL1a9Ga2ZIM223n59YffTT8+KNfznLyZD97ZuhQ/4W6xx71WLnSf8kVFvpH9HnstlR1XRUX+6J1sYkg9ueaNVv2rVLFf/kXFflEWFTkH82b+5lBpd3JPmPGz3TpkprYJfuEKlGIJNsuu/j+8SFD4L//9Qnj4YfhqacSm4RfrdofE0kiz2O3FRb+sbtowYItg7vR8+y+u08AXbv6JBBNCE2a6E5jqRwlCpEE7buv74q67jp45JH32WuvA1i7Ftau9YOvsT8Teb58uV+hr+T7v/9e+vlr1PAJoE0bX4soNhk0bJh7A++SPkoUIuWUnw9NmvxG+/apOf6mTT5ZxCaQWrV8HSvN9pEgKFGIZJgqVXzXU/XqmT9wLrlBE89ERCQuJQoREYlLiUJEROJSohARkbiUKEREJC4lChERiUuJQkRE4jIXwhXozewn4Nug40jQzsDPQQeRIrq27BXm69O1la6Jc65uaW+EMlFkEzOb5ZxLf03nNNC1Za8wX5+urfzU9SQiInEpUYiISFxKFMG7O+gAUkjXlr3CfH26tnLSGIWIiMSlFoWIiMSlRCEiInEpUQTAzBqb2XQz+9zMPjOzC4KOKdnMLM/MPjKz54OOJdnMbAczm2ZmX5jZXDP7v6BjShYz+3vk3+SnZjbFzAqCjqkyzOx+M/vRzD6N2baTmb1mZvMiP3cMMsaKKuPaboj8u5xjZk+Z2Q7JOJcSRTA2Ahc651oDBwLnmlnrgGNKtguAuUEHkSK3AC875/YE9iUk12lmDYHzgQ7Oub2APKBvsFFV2gNAtxLbLgVed861AF6PvM5GD/DHa3sN2Ms5tw/wFTA8GSdSogiAc+4759yHkeer8F80DYONKnnMrBFwBHBv0LEkm5nVBv4E3AfgnFvvnFseaFDJVRUoNLOqQHXgfwHHUynOuZnALyU29wImR55PBnqnM6ZkKe3anHOvOuc2Rl7+B2iUjHMpUQTMzJoC7YD3Ag4lmf4BXAxsCjiOVGgG/ARMinSt3WtmNYIOKhmcc0uB8cAi4DtghXPu1WCjSol6zrnvIs+/B+oFGUwK9QNeSsaBlCgCZGY1gSeAIc65lUHHkwxm1gP40Tk3O+hYUqQqsB9wp3OuHbCG7O262Eqkr74XPhk2AGqY2cnBRpVazt8fELp7BMxsJL6L++FkHE+JIiBmlo9PEg87554MOp4k6gQcaWYLgalAVzP7Z7AhJdUSYIlzLtoCnIZPHGFwGLDAOfeTc24D8CRwUMAxpcIPZrYrQOTnjwHHk1RmdjrQAzjJJelGOSWKAJiZ4fu45zrnbgo6nmRyzg13zjVyzjXFD4S+4ZwLzV+lzrnvgcVmtkdk06HA5wGGlEyLgAPNrHrk3+ihhGSgvoRngdMiz08DngkwlqQys274bt8jnXO/Jeu4ShTB6AScgv9r++PIo3vQQUnCBgMPm9kcoC1wTbDhJEeklTQN+BD4BP/9kNXlLsxsCvAusIeZLTGzM4Frgb+Y2Tx8K+raIGOsqDKu7TagFvBa5HvlrqScSyU8REQkHrUoREQkLiUKERGJS4lCRETiUqIQEZG4lChEysHMTjSz3YKOozzM7AAz6xx0HJK9lCgklMzsSjO7KMnHPBPYxTm3KIjzl4eZrY55ORs4tmSV2xL7iJSpatABiGQyM6saLbLmnLsv6HgqwjlXDJwXdBySvdSikNAws5Fm9pWZvQ3sEbO9uZm9bGazzewtM9szZvt/zOwTMxsT/QvbzLpE9nsW+DyytsYNZvZBpM7/wHKef4aZdYg83zlS3qTkZ7uY2Ztm9oyZzTeza83sJDN7PxJf88h+Tc3sjUgcr0e7wcysmZm9G72WEsceFhP7VWXEvs19JHcpUUgomFl7fMmQtkB3YP+Yt+8GBjvn2gMXAXdEtt8C3OKc2xtfwynWfsAFzrmWwJn4Sqr7R47b38yaleP8idoXOBtohb9zv6Vz7gB8ufbBkX1uBSZH1ht4GJgQcy13Rq4lWhkVMzscaAkcgK9SvH/J8YrIPi0i+7QF2pvZnyoQv4SUEoWExSHAU8653yKVeJ+FzRV6DwIeN7OPgYnArpHP/B/weOT5IyWO975zbkHk+eHAqZHPvwfUwX+xbvP85fRBZK2SdcA3QLTE9ydA05iYo7E+BBwced4JmBKzPepw/PVPxy/S0wBfHZYS+xwOfIQv37FnKdcnOUxjFBJ2VYDlzrm25fzcmpjnhm+RvFLBGDay5Y+yeEuLrot5vinm9SYS+3+1tHo8BtzqnItX88eAcc65iQmcQ3KQWhQSFjOB3mZWaGa1gJ4Akb/uF5jZseAr95rZvpHP/AfoE3keb8nPV4BzIqXhMbOWpSxWVOr5IxYC7SPPj6nQ1W3xTkysJwFvRZ7/u8T22NjPiLSsMLNGZrZLiWO+AvSL2adhKftIDlOikFCILC37KPBf/KpeH8S8fRJwppn9F/gMvzgPwBBgaKQKbBGwoozD34svJf6h+YXsJ1LiL/xtnH88PtF8BOxcwUuMGoz/4p+DH8e4ILL9Avza658Qs6xuZIW6R4B3I+89jq8uSpx9ppXcR3KbqsdKzjKz6sBa55wzs77ACc65Xtv6nEiu0RiF5LL2wG2RRXqW49cYFpES1KIQEZG4NEYhIiJxKVGIiEhcShQiIhKXEoWIiMSlRCEiInEpUYiISFz/D5Fz/CnTqGfwAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"main(degreMax=12, NbEx=100, sigma=0.2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"On va pouvoir mieux approximer les observations, c'est-à-dire diminuer l'erreur pour le degré optimal mais on aura toujours le cas d'EQMA qui remonte."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"L'évolution de l'écart-type va venir augmenter l'erreur globale sur le profil d'erreur en diminuant la précision des mesures."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 1\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 2\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 4\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 5\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 6\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 7\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 8\n"
]
},
{
"data": {
"image/png": 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La0bnZ86cuaZs8onUxO/O7WTKlImEhISk7774yIsIgwcPplevXldtHzduHN26deP111/3WofFYolM0n8snRDbLf/66y+2b9+e9H3jxo2UKlWKm266iT179rBjxw5AbeyNGjVyWUeuXLlcKvG6devy008/JdVx9uxZ/v77b5d1zJ07F4BVq1aRJ08e8uTJc02Z0qVLs3HjRhISEti7d2+Srd+TLHfccQfTp09PmjvYv38/R44coVmzZnz++eccOXIEgOPHj/PPP26jsFoslggkzYVW8BtnO+WECUFXFxcXx+OPP87JkyfJlCkTZcuWZfLkycTExPDBBx9w//33c/nyZerUqUPv3r1d1tG9e3d69+5NtmzZ+Pnnn5O2FypUiBkzZtCpU6ekCd9hw4YluW86ExMTQ40aNbh06RLTp0932U79+vUpU6YMFStW5Oabb3bpxlmgQAHq169P5cqVufPOOxk9ejTbtm1LMiXlzJmTmTNnUrFiRYYNG0bLli1JSEggc+bMTJgwgVKlSvn9G1oyIAcPQseOMHdu0E/YliBw574TCa+QuWWmcdJSX6xbZtok7H3p0+caV9BwkdHPC6ntlmmxWDIodoVvRGEVvsViCR+7dkHnzuohB/r+4IOwe3fqypVBsQrfYrGEjzB5ylkCwyp8i8USXuwK34gh/XvpWCyW1CXEnnKWwLEj/HTEgQMH+Pjjj1NbDIvFEqFYhR8Aw4cPp1KlSlStWpXq1avz66+/+nX8jBkzOHDgQNL3Rx99lK1btwYl08mTJxk4cCDNmjXzWvaVV15hjCO8RPfu3fn888+DattisaQNrEnHT37++We+/vpr1q9fT9asWTl27Bjx8fE+H3/lyhVmzJhB5cqVk6JsTp06NWB5Ll++TKZMmcibNy/JcwdYLBaLM3aE7yeREB65cePGPPXUU9SuXZt3332XdevW0ahRI2rVqsUdd9zBwYMHAdi5cyetWrWiVq1aNGjQgD///NNj39zVY7FY0gdpeoT/1FOwcaPrfVeuZCOQhFfVq8M777jf37JlS1577TXKly9P8+bNeeCBB2jUqFFSeOSlS5dSvnx5HnroISZOnJgULTMxPDLoiH7MmDHUrn11Uhrn8Mg5cuRg1KhRvPXWWwwYMOAaOeLj41m7di2XLl2iUaNGfPXVVxQqVIi5c+cyZMgQpk+fTs+ePXn//fcpV64cv/76K3379uWHH35w2a9Lly7x+OOPu6zHYrGkD9K0wk8NIiU8cmJ9f/31F1u2bKFFixaAmoyKFi1KXFwcq1ev5v777086JvGJwxXu6rFYLOmHNK3wPY3Ez5w5T65cucLSbiSER06sT0SoVKnSVUHYAE6fPk3evHnZ6O4RyEXbruqxWCzpB2vD95NICY+cyE033cTRo0eTFPWlS5f4448/yJ07N2XKlOGzzz4DVKFv2rTJ73osFkv6wSp8P4mLi6Nbt25UrFiRqlWrsnXrVl555ZWrwiNXqVKFqKgor+GREydtE3EOj1y1alXq1avndaI1S5YsfP755zz//PNUq1aN6tWrs3r1agBmzZrFtGnTqFatGpUqVeKrr74KqB6LxZJOcBdGMxJeNjyykpb6YsMjp01sXyITGx7ZYrFYLAFhFb7FYrFkEKzCt1gslgyCVfgWi8WSQbAK32KxWDIIVuFbLBZLBsEq/Ajh77//9ugnHy7OnDnDxIkTUW8ui8WSngmJwjfGTDfGHDHGbHGz3xhjxhpjdhhjfjfG1AxFu6mFMYYuXbokfb98+TKFChWiTZs2ftVTunRpjh07BkD58uXZsGEDX3zxxTVlYmNjgxfaBfHx8fTr149GjRphjHFZJmfOnIAmV2nfvj2gq4u/+eabsMhksVjCR6hi6cwAxgMfudl/J1DO8boVmOh4T5PkyJGDLVu2cP78ebJly8b3339P8eLFg673lVdeCV44H0iMoZ8lSxY++sjdKbuaYsWKJSVK2bhxI2vXrqV169bhFNOS2ly+DFu3wp49mpf28GGIj9dk5IULQ5kyULUqFCqU2pJafCQkCl9EVhhjSnso0hb4yLEK7BdjTF5jTFERCS7guof4yNmuXCEs8ZEdtG7dmoULF9K+fXs++eQTOnXqxMqVKwE4fvw4PXr0YNeuXWTPnp3JkydTtWpVYmNj6dSpE/v376devXpXmVFmzpzJ2LFjuXjxInXr1uW9994jOpn8iWXi4+O59dZbXZYpXbo0HTp04NtvvyVbtmzMnj2bsmXL0r17d2JiYtiwYQP169enX79+9OvXj6NHj5I9e3amTJlChQoV2L17N507dyYuLo62bdsm1btnzx7atGnD+vXreemllzh//jyrVq1i8ODBPkUCtYSW2FhYuxY2bNC/wP79cPIknDgBxkDevJAvH5QooZd0jRpQu7Zuc4sIbNqkOWhXroTffoOzZ70LU7EitG4NXbpAtWoh6Z8lPKRUtMziwF6n7/sc265R+MaYnkBPgCJFirB8+fKr9ufJkycp8FjW+Hiirlxx3aIIl93t80BCfDwXXQQ2S87dd9/NqFGjaNSoERs3bqRjx44sW7aMM2fOMHjwYCpWrMjHH3/Mjz/+SJcuXfjpp58YMmQIderUYd68eXz33XdMmzaNuLg49uzZw8yZM/nuu+/InDkzTz75JFOmTOHBBx9ERLhy5Qpr165l1qxZSWUGDBjA1KlT6dy5c7JuCzExMaxevZrZs2fTv39/PvvsMy5dusShQ4dYtGgR0dHR3H333bz99tuULVuW3377jV69evH111/Tr18/unfvTufOnZk8eTKgdv64uDgSEhK4ePEi//3vf1m/fj1vvvlm0v5ELly4cM05cyYuLs7j/rRESvfl8OGsrFxZiJUrC7JlSx4SEtQMV7ToeYoUuUC+fJcpUeIyAGfPZuLMmUz88EM2PvkkBoCoKKFatZM0aHCM228/SqFCmqkt69GjFJs3j3Ndu5J93z4kKooz5cpxumVLTt98M+dLliQ+Xz7i8+ZFMmfGXLpElhMnyL5vHzn//pt869eT9+23iRozhlOVK/N/nTsTW7eu3nlSAXuNecBdzAV/X0BpYIubfV8Dtzt9XwrU9lZnpMbSyZEjh4iI1KpVS6ZPny6DBw+WZcuWyV133SUiItWrV5edO3cmlS9RooScOnVKqlWrdtX2fPnyydGjR2XcuHFyww03SKNGjaRRo0ZSq1YtGTp0qIiIlCpVSnbv3i3jxo2TokWLSrVq1aRatWpSvnx5efnll6+RrVSpUkltxMfHS/78+UVEpFu3bjJjxgwRETlz5ozExMQk1VWtWjWpUKGCiIjkz59f4uPjRUTk1KlTSX3dvXu3VKpUSUREPvjgA+nXr5/L38bG0gktCQkiP/4ocu+9IsaIgEiVKiIvvSSybJnIiRPe64iNFVm6VOS//xW5+WatIzpaZEizn+Vosw4i0dGSEBUl0ry5yKRJIkeO+C/osWMi77wjUrq0NtCokciWLf7XEwIy+jWGh1g6KTXC3w9c7/S9hGNbmuaee+7hmWeeYfny5UFNrIoI999/PyNHjvRYplu3brz++ute63OegHX+nBhDPyEhwWOsfHcTuJaUZelSeP55WLcOChSAwYOhRw+48Ub/6smfH5o21dfw4bBn3jouPPsCFZZ+x0nyMLvoU8T3bEL3V+4KXNgCBeDJJ6FvX5gyBV56CWrWhFdfheeegyjrEBgJpNRZWAA85PDWqQuckmDt9xFAjx49ePnll6lSpcpV2xs0aMCsWbMAWL58OQULFiR37tw0bNiQ2bNnA/Dtt99y4sQJAJo1a8a8efM4cuQIALGxsezZs+eqOps1a8bnn3+eVOb48eP8888/LuWaO3du0rurjFmeYuXXr18/KRl6Yh+S4y6evyU0/Pkn3H03NG8Ox47BpEnwf/+nytpfZX8Vu3dD+/aUbl+bCqfWcHHoG3z65j6eixrDw6/eRbt24EjFEDiZM6vS37oV7rlH71J3362TC5bUx93Q358X8Alqj7+E2ucfAXoDvR37DTAB2AlsxgdzjqQBk44zziad2NhYadu2rVSpUkVuvfVW2bRpk4iIHDt2TFq0aCEVK1aURx99VEqWLClHjx4VEZE5c+ZItWrVpEqVKlKzZk35+eefReRfk46nMs6UKlVKnnvuOalSpYrUrl1btm/fLiJq0vnss8+Syu3atUvuuOMOqVq1qtx8883y6quvJm2vW7euVK5cWYYMGeLSpBMbGyu1a9eWatWqyZw5c65q35p0Aic+XuTVV0UyZRLJnVtk1CiR8+dDUPG5cyKvvCISEyOSI4d+PnUqaffZsyIPP7xLcuQQyZpV5I03RC5fDkG7CQki770nkjmz2pL++ScElXono19jeDDppHrMe0+vSFX4KY0/fSlVqlTSTSQ1sAo/MLZsEalVS/+RnTsHZkZ3ydKlImXKaMUdO4rs2+ey2LJly+TAAZH//EeL3nabyN9/h0iGH37QO1jx4iKOAUg4yejXmCeFbw1rFksqM3061KqlZpvPP4dZs0Lg2n7mDPTpA82aQaZM8MMP8Mkn4GG9SNGiMG8ezJypFpnq1cFh3QuOJk3UzfPiRf28a1cIKrUEglX46Yw9e/ZQsGDB1BbD4gMXL0Lv3vDII9CgAWzZAu3ahaDi1at1QdSkSTBwoPrWN2ni06HGwIMPqiw1a0KnTvD007oGKyiqVoUlS+DcOWjVSicnLClOmlT4+tRiiTTsefGdw4ehcWPVyc8/D999p4tXgyIhAUaOhIYN1Stm5Up4803Ils3vqooXVy+hxx+Ht96CFi3g+PEg5atWDRYs0EeZtm31jmdJUdKcwo+JiSE2NtYqlwhDRIiNjSUmJia1RYl4duyA226D33+Hzz5THR3IovCrOHIE7rxTvWLatYP166F+/aCqzJIFxo6Fjz7Sh4YGDWDvXu/HeaR+ffj4Y63wySeDrMziLynlhx8ySpQowb59+zh69KjHchcuXEg3yiet9CUmJoYSJUqkthgRzbp1GoXgyhU1q98aiohSy5er7eXkSX1keOyxkK5y7doVSpZUL8t69WDRIqhUKYgK778fBg3SO92tt8LDD4dMVotn0pzCz5w5M2XKlPFabvny5dSoUSMFJAo/6akvGZkVK+Cuu3SN0qJFcNNNQVYoAuPHw4ABULasVlq1akhkTU6jRmohatUKbr9dm7rlliAqHDYM1qyB/v111F++fMhktbgnzZl0LJa0yIoVanG5/nq1ZgSt7OPjoVcveOIJvYv89lvYlH0iVauq7PnzQ8uW2mTAREerrShrVp0lvnQpZHJa3GMVvsUSZlauVDNOyZJqxilWLMgKjx7VZbhTpsB//wtffAG5coVEVm+ULg3LlqnSb9EiSKVfvDhMnqxhPx2B+CzhxSp8iyWM/PzzvyP7ZcvguuuCrHDLFqhTRzXt7NkabyGF49SULKnTBolK301IJt9o315fr7wCf/0VGgEtbrEK32IJE1u3qrWlaNEQKfsVK9SAHh+vnzt1ComcgZCo9HPnVrt+UGupxo2D7Nl1UYL1vgsrVuFbLGFg71644w41US9eHAJlP2+eGs6LFtXHhjp1QiJnMJQsqZO3ly6paIcPB1jRddfBiBF6B/n001CKaEmGVfgWS4g5flyV/enT8O23mgkwKMaPV1fGWrVg1SooVSokcoaCm2+GhQvhwAE1XQUcRPWxxzQt19NP+5ZlyxIQVuFbLCHk0iU1Se/cCV99pfFoAkYEhgzR5a53362hCQoUCJWoIaNuXY0B9PvvamUKINGceu2MG6e5GseODbmMFsUqfIslRIhAv35qr58yRUMnuOTgQXVsP3TIfWUJCepyOWKEjn7nzQsoREJK0bq16umFCzVUREDUrw9t2sAbb9j4+WHCKnyLJUSMHauKftAgeOghDwWHDlXTzGuvud5/5Yr62I8fryaOSZM04mWE07ev3vDefBOmTQuwkuHD4dQpVfqWkGMVvsUSAhYv1sCU996rOssl2bJpyIOJE3UEP3GifnceuV++DN27w9Sp8MILMHp0qiUDD4R33tEJ3N69df2B31Stqnahd9/1/ARkCQir8C2WIPm//1MdVamSxgVz6xa/axd07qwuiKDvDz6oqQdB3S07ddKA9MOG6ZNAGlL2oA8ic+fCDTdAhw5qvfKbV1/VyZBhw0IuX0bHKnyLJQguXlQHmkuX1MyeM6eHwkWLquP6hQsQE6PvuXOrW+KlS9Cxo85+vvmmTtamUfLmhfnz1UupQ4cAoiaULatJAiZPBjd5my2BYRW+xRIETz+tMcBmzIBy5Xw44PBhtXf88ou+HzqkNvuuXTVEwrvvqm0oEvFlstlBpUpqx1+1Cp57LoC2XnhBZ8HffjuAgy3uiPyZIIslQlmypDATJqh+vu8+Hw+aP//fzxMmqC3/4YfVDvLGG+qZE6k4Tza/957X4h07wq+/ql2/Xj0d7ftMiRJq3po6FV5+GfLlC1hsy7/YEb7FEgBbt8Kbb97E7bdrWPeAENG8sx99pHbrZ58NqYwhw5fJZje88YYq+8ce+3eqwmcSF2G9/35gcluuwSp8i8VPzp3TxVXZsl1h7lzInDmASkQ0jv3kyZql6sUXQy5nyPA22eyBzJk1xhtoFX7Z86tV0+hsY8fadIghwip8i8VPnn4a/vwThgzZGnio49deU3v9U0+pH2cke+N4mmz2gdKl9b72yy/6IOMXzz6rcwaJdw1LUFiFb7H4wYIFamF45hmoVetkYJW8/76GA374Yc0QHsnKPhFXk81+8MAD0KOHLhxetsyPA5s3V9/8MWPUnGQJCqvwLRYfOXRIvQWrV9f5y4CYN0+XpLZpo8PetKDsQSebJ0xQM8uECVdPPvvI2LGaybBLFzh2zMeDjNG769aturrNEhQhUfjGmFbGmL+MMTuMMYNc7O9ujDlqjNnoeD0ainYtlpRCRAfkcXFqXciaNYBKli9XQ3bduuqVkwbCJYSSHDngk09U2ffo4Ufo+w4doGBBvUFagiJohW+MiQYmAHcCFYFOxpiKLorOFZHqjtfUYNu1WFKS8ePhu+90TdTNNwdQwaZN0LYt3HgjfP31vxOgGYwaNWDUKPjf/2D6dB8PyppV77YLFgS4dNeSSChG+LcAO0Rkl4jEA3OAtiGo12KJCP74Q+cO77pLvSj9Zt8+DSeZO7dmDMmfP+QypiWeeEIjiQ4Y4MdC2kcf1QVqPt8lLK4wEmRKMWNMe6CViDzq+N4VuFVE+juV6Q68DhwF/gYGiMheN/X1BHoCFClSpNacOXMCkisuLo6cHte5px1sX1KPy5cNffvW5OjRrEyb9hv58//rV+hLX6LPn6fG448Tc/AgG8aP52zQ2VDCQ0qfl0OHYujRozYVKpxhzJhNPqXlrTZwINkOHOCX2bM95vFNa9eYJwLpS5MmTdaJSG2XO0UkqBfQHpjq9L0rMD5ZmQJAVsfnXsAPvtRdq1YtCZRly5YFfGykYfuSegwdKgIi8+Zdu89rXy5fFmnTRiQ6WuS778IiX6hIjfMyebL+tuPG+XjAnDl6wLffeiyW1q4xTwTSF2CtuNGpoTDp7Aeud/pewrHN+aYSKyKJKyemArVC0K7FElY2b1Z3+Qce8CN0gjNPP632+nHjNOeh5SoefVQToD//PGzf7sMB995rJ2+DJBQK/zegnDGmjDEmC9ARWOBcwBhT1OnrPcC2ELRrsYSNS5c0LH3evDph6zcTJujCqgEDAjT8p3+M0VA5WbLob+01NaLz5O2BAykhYrojaIUvIpeB/sAiVJF/KiJ/GGNeM8bc4yj2hDHmD2PMJuAJoHuw7Vos4WT0aFi/XsPGFCzo58GLFunM5N13a0WhxI+IlWmB4sXVP3/1ag2y5pXEydtZs8ItWrokJH74IvKNiJQXkRtFZLhj20sissDxebCIVBKRaiLSRET+DEW7Fks42LJFF8J26ADt2vl58I4dGiaycmV12I+ODq1w3tIjpkG6dIF77tFwQjt3eilcvjzccotV+AFiV9paLE5cvqxWgzx5AjDlnDmjduaoKPjySy/ZUPwkiIiVkY4xGm05c2bo2dOHBVlduui6hi1bUkS+9IRV+BaLE+++C2vXqgm+UCE/DkxIgG7dYNs2+PRTCLX7ZRARK9MCxYtrKOUfftBkMh554AF9crKjfL+xCt9icbBnD7z0kpre77/fz4NHjNCMVaNHQ7NmoRcuyIiVaYHHHoMGDTShjMcpisKFNVP6rFk2oJqfWIVvsaBmhH791LwwfryfMc3+9z+9Uzz4oHrlhIsgI1ZGOlFRMGUKnD/vQ+KvBx+EvXt1PsPiMxkrepPF4obPPoNvvtEUqiVL+nHgjh1qU65RQ7VVOKNfJk+PmA656Sa9dw4ZAl99peGHXHLvvRqNbeZMaNgwJUVM09gRviXDc/IkPPkk1KoFjz/u+3FRFy+q7Sc6WsMep4MJ1Ejg2Wc1BH7fvnDqlGNjcnfUHDlU6X/2mc2G5QdW4VsyPIMGwZEjuoDTHy/KsuPGwcaN8PHHmtbJEhIyZ9YFWQcPOmV+dOWO2qWL3q2//TY1xEyTWIVvydCsWgWTJmmmwZo1/Tjw448ptnCh3i3uuitc4mVY6tTREf6EcVdYZ2q5dkdt3lwjj37+eWqLm2awCt+SYYmPh1691GbvV67VP/6A3r05Wa1aEKmvLN4YPlwdcnrn/5Qr2RxrGpzdUTNlUiP///5nzTo+YhW+JcPyxhuaOe+99/xYI3XmjC6/zZWLrS++mOGyVqUkefLAW+9Es/b4jUy68JBrd9R27eD0aVi6NHWFTSNYhW/JkGzfDsOGafgEvywyffvqwXPmEF+gQNjksygdO0LzQpsYnHkMh75ee607avPmegOYNy/1hExDWIVvyXCIQP/+GnzRp4BdiXz8sboBvvyypmyyhB1jYMKqalwgGwOnVbo2gXrWrJoQ/quvNC6GxSNW4VsyHPPnw+LFan4vWtR7eUD97fv2VZ/vIUPCKp/lasqXh8GDNQH6kiUuCrRrB7Gx8OOPKS5bWsMqfEuG4uxZ9cipVk31t0/Ex0OnTuovOHNm6CNgWrwyaBCULavn7MKFZDtbtdLJXGvW8YpV+JYMxdChmlN8wgQ/5ltfeEEjqk2bBtdf7728JeTExOg5275dJ9uvInt2uPNOjWVkY+t4xCp8S4Zh2zZ4803NrlS/vo8HLV6sAdH69IH//Cec4lm80LKlTuKOGOEiJWK7djqZu3p1qsiWVrAK35IhSJyozZkTRo3y8aCjR+Ghh6BSJb1TWFKdt97SedrHH08WN/+uuzRX4hdfpJpsaQGr8C0Zgk8/1VjriYt5vCKi2ThOnNDZQhsnJyIoWlSjKyxalEy3586tnlMLF6aWaGkCq/BDSTrLN5peOHNGY6zXrKkra33iww81a9WIEVClSjjFs/hJv34aXO2pp3QSPok2beCvv8i2b19qiRbxWIUfStJhvtH0wKuv6r34vfd8dLDZs0cDsjdq5D6+/cGDVH/ySXtzTwUyZdJzuXdvssgWbdoAUODnn1NHsDSAVfihIB3nG03rbNmii6sefRRuvdWHAxISdFYXdJQf5eYvMnQoeTZvtjf3VKJ+fT1Nb76pk/GAppWsVMkqfA9YhR8K0nm+0bRKYharPHnUMuMTb7+tC3jGjoVSpa7d73RzNyL25p6KjBqlk/D9+ztN4N59N3l+/13DJluuwSr8UJAB8o2mRWbNghUrYORIKFjQhwO2bIH//lcTa3Tr5rqMvblHDIUL6438hx9g7lzHxjZtiLpyRWd1LddgFX6oSOf5RtMap07BM8/ALbfAI4/4cEB8vCbUyJtXM6G4S1XodHO/kiWLvbmnMj17aqaygQM1aCZ163Ipd274+uvUFi0isbFdEzl0CD74QIN1/PmnunYUKgQVK+oqvo4dNdmCOzJAvtG0xCuvaBarr792b4a/5oBNm2DBAj3vnnDc3NfXqEGdDRt0RtiSKkRH6wRu3bp6Ct96K5rYW2/lum++gStX0mYYjPh4DeMRhvzIIRnhG2NaGWP+MsbsMMYMcrE/qzFmrmP/r8aY0qFoNyScPaueGKVK6eN8bCzccQc8/LAOD7duVUNwyZLw9NNOSTYtkcrmzTBunI7+atf24YBfflGD8COPwN13ey8/fz5MmMDZsmWvjd5oSXFuuQUee0ynXTZvhth69eD4cUirk7cDBvgR1c8/glb4xphoYAJwJ1AR6GSMqZis2CPACREpC7wN+LrWMSBEkq3Cc8emTerQ+847uqLy7781R+n06fDuu7rgZscO3XbffTqhV6GCXdwRwSRO1ObNq4usvHLxIvToASVK6Pm1pElGjNBz3rcvxNauo76badWsExurZsIwEIoR/i3ADhHZJSLxwBygbbIybYEPHZ8/B5oZE4bnFXRy/o474LvvvNhUlyyBBg30D//jjzBlCpQrd205YzS04kcfwZo1OlPUpo3Ga7WBmiKO2bNh5Up4/XXwKT/J0KHq1zdlCuTKFXb5LOGhQAF9SFu1Cr5dfSPcdlvanbg9dsxHLwP/CYUNvziw1+n7PiC5x3NSGRG5bIw5BRQAjiWvzBjTE+gJUKRIEZYvX+6XMCJw6FB13n+/DLffvopcua5NipB782aqPfMM50uUYPPIkVxMSAAf24kaPZqyY8dSbORIjvzyC38OHkxClix+yegvcXFxfv8OkUo4+3L2bDRPPHELFSpc5MYb13s9pTm3b6fW669zqFUr/sqSxedrIBF7XiKLMmWgYsUavP/+DTx0TwVu/mgyq+fPJ97T3FsEUuuff7hYqBBbli8P/XkRkaBeQHtgqtP3rsD4ZGW2ACWcvu8ECnqru1atWhIImzaJREUlSJ8+LnZu2yaSN69I+fIiR44EVL8kJIiMHq2WozvuEDl/PrB6fGTZsmVhrT8lCWdfBgwQMUZkzRofCsfHi1SvLnLddSLHjwfUnj0vkcf69frff73DOv1/fvhhaovkP9dfL9K9u4gEdl6AteJGp4bCpLMfcA4SXsKxzWUZY0wmIA8QG4K2XVK1KvznP/t5/31Yt85px9mz0L69zoAvWuTdG8MdxqjP39SpWk/79nDpUkhkz3CEKP7Qli06affYY1Cnjg8HvPGGzs1MnAj58gXVtiVyqFED2rbdzwufVedS/sJp06xz7JiP9kj/CYXC/w0oZ4wpY4zJAnQEFiQrswBIXMnSHvjBcScKG92776ZIEZ3ESTK1P/64et3MmgWlSwffyCOPqMJYuNBFvFaLT4Qg/lBi6GOfV9Ru3artPfCALrKypCt69NhDwcJRLDEtkcWL09Zc27lzcP582Gz4QSt8EbkM9AcWAduAT0XkD2PMa8aYexzFpgEFjDE7gIHANa6boSZnziuMGaPzrNOnA998o372gwdDixaha6h3b3j+eZg0yc+M2BmcEMYf+uQTnXcfMcKHgdGVK+qVkyuX+m5a0h05c15m9GiYGdsKc+wYrF+f2iL5TqzD8BHBI3xE5BsRKS8iN4rIcMe2l0RkgePzBRG5X0TKisgtIrIrFO16o3NnzTk97LnTXOnZWxdRvfRS6BsaMULdNp9+Gv73v9DXnx4JUYiC06fVula7tgZI88rYsfDrr/oeqEnPEvF06QKnb21JAoZz879LbXF8Jy0o/EjFGF0X0//kMMz+fWpzz5o19A1FRcHHH2vA9U6dnML3WdwSovhDr72m5v8JE3xYVLlzJwwZoourOnUKXHZLxGMMjJhSiPXUZP/0NGTHP+ZwXIxUk06kUzn7Lp6KepcP6caa6Hrhayh7dvjqKzVJdOyoCszimSDjD/3xh1rRHnlEV1t6JCFBHwEyZ/7XfGRJ11SpAidubUWZwz+zdmkaWSFvR/hB8vzzRGfNxNjCw+nXT024YaN4cY2h/vvvameweMYRooBq1fwOUZA4UZs7ty6y8sqUKepn/9Zbep4sGYL6r95BJq4w57Gl4f3vhwo7wg+AxGxE338Pn3+OeeYZnnunGGvXqlXH27FBuQm2bq22/AkTbELlMDJ3rurvEQXepOBlL+dq71549llo3lwnbC0ZhuxN6xKfLTfldi9i0qTUlsYHEkf4YVoslj4VfmI2op49NcDGwIF07AhNmqiTzrFr1vdefWzQaQpHjNBZxB49VNlYQsqZM3pPrVnw/3hs5yDP50pEE9leueI57LElfZI5M5lbNKZNtqUMGaIRVCOaY8fUvzhz5rBUn74UfvJsRHv2aHCd667DGBg/XpXFIFdOoaFMU5glC8yZo4uxHnvM+ueHmNfyvc2BAzDhWAei5bLnczVzJnz7rWZBKVPm3+024XyGwTRrRvHzOykYt4fnnkttabwQGxs2+z2kN4Wf3NUP4P77k1z9KlbUyKPTpuk8ocdjg81kdOONGs1p0SLHQgBLKNi6Fd4xT9HjhuXUzb5ZN7o7V4cOwZNPagLUfv2u3mcTzmccmjcHYGSLpXz4oZ72iCU2Nmz2e0hvCj/R1e/8eZLG1AULXuXq9+KLOmfXt2+yCdxwpCns0wcaN9Z0PNa0EzSJE7U5cxpGNljo/Vz1768rF6dN+zcLik04n/G4+WYoWpS2OZZQsqT+9y9fG1MxMghjWAVIbwof1NWvShUkOlpj3Cd7ZM+VSx01Nmzg2kmcUKcpjIrS0f2VK9a0EwJmzoRly9Q6U+j0Ts/n6vPPYd48ePVVuOmmf7fbnLQZD2OgWTMy/biUd95KYPNmNe9GJGE26QQdLTOcr4CiZZ46JZIzpxxs0cJtkYQEkWbNNGjm4cP+N+E3EyZo5L4PPgjo8PQSyVAk8L7ExooUKiRSt67IlSteCh87JlK4sEitWiKXLl27v3dvkagokZgYfXcZVtU79rxEJi778sEHIiAJGzfJnXeK5Molsn9/SkvmAzlzijz1VNLXSIyWGVnkygXffMM/Xbq4LZI4gXv2rIbBCTu9e6sd+ZlnvLgIWdwxaJBmrZs0yYcctQMGaOHp0zXzUXJswvmMxcGDaroDzNIljB2raWMjbqnMxYsQF2dNOn5hDDRowPmSJT0Wq1BBXftmzNAMSWElKgref1/z4Ua8m0Dk8dNPum5qwAANfe2Rb77RMBf//a/7wkEs+LKkQYYOhbVr1d1x6VLKltWB3iefqIkwYgjzKltIjwrfD154QXOX9+qlN9ewUrmyDik++EBDO1p84tIlHYRffz28/LKXwqdO6cmsXFlj5lgyNskn6E+d0gFBTAyDBqmXbr9+OtqPCBIXCRQuHLYmMrTCz5FDr4Vt29SDMuy8+KJeZb17p8AdJn3w9tua3GT8eMiZ00vh556DAwfUlBPmtJOWNEDyCfrEa2LuXLJl0+jY27ZFUFTzRIVfpEjYmsjQCh/gzjs11tnw4fDXX2FuLHt2eO89+PNPzbhk8ciePfDKK9C2Ldxzj5fCy5bpStqBA31MeWVJ9yR3tU7MSrdhAwB33aXX1quvRojX9OHD+m4Vfnh55x3VxT17pkBynFatoEMHvcNs3x7mxtIuIppELCrKhzwlZ89qJMxy5exCKsvVOE/Q9+mjoVaWLk3a/c47eq0NGJBqEv5LosK3Jp3wUqQIjBkDK1aoiT3svPOOxuXv08f65rvhyy/h669Vf19/vZfCL7ygj+9Tp9oFVJarST5Bn6j84+IAzXQ6ZIgu2Uj19LeHD6teyJ07bE1Yhe+gRw8NrfLMM//eaMNG0aIa03fpUo25Y7mKU6d0kWy1avDEE14Kr14N776ryycbNkwR+SxpmGbNdJntihVJm555BsqX10vo3LlUlO3IER19hjHAn1X4DoxRH+9z5+Cpp1KgwV69NKLmwIGq4SxJPPecusZPnerajT6J8+fh4YfV1SpFZt0taZ769XUUvWRJ0qasWXX6Z9eu8GRA9ZnDh8Nqvwer8K/ippv08W7OHPXeCivR0eoidPhwKl9lkUXi3OvTT+v90CMvvQR//613Bq8uPBYLavKrX/8qOz7o033v3uoVtmZNKsl2+HBY7fdgFf41PP+8xlrq21fnAsNK7dpqxx8/HtavD3Njkc+5cxpyqGxZ9c7xyM8/a1CkXr30Md1i8ZXmzTUrXTLb7ahRUKyYpsxMFd98O8JPeRIf7/75Rxdrhp3hwzWiZ58+sH9/ho7R/tJLmmd8ypSrI1xfw4ULOulSooR1b7X4T+IAYfnyqzbnzq0L4rds8TFtZihJSICjR63CTw1uv11dAseOTYFFsXnzwptv6nNk584ZNkb7mjX6ON2rl0aU9sgrr+hahqlTw+rRYEmn1Kyp180PP1yz66679G84fLgq/hTjxAmdTLYKP3V4/XXNYdKjRwqYdh59VN9XrMiQMdrj4/UxumhRH+Ze16yB0aP1N2vRIkXks6QzMmXSJ2kXCh/UazpPHr0mUyzxeQosugKr8N2SI4eu0N+1y01KxFCye7cOLRLJYDHahw3T0dTEifpHc8uFC+qVU6yYLpywWAKlaVPYsQP+7/+u2VWokD7dr1mjD98pQgosuoIgFb4xJr8x5ntjzHbHez435a4YYzY6XguCaTMladhQ/cDHj7/G3Bdaiha9enXR+fPBZ9tKI/z6q+Z879YN7r7bS+HXXtMch1OmeLkzWCxeaNpU392Ey+zYEe67T8Nfbd6cAvKkQBwdCH6EPwhYKiLlgKWO7644LyLVHS9vUVEiihEj/jXtOBbnhYfDh9VFpWhRyJdPg4Clc86d06RkxYrp2imPrFmjE7Q9emh4CoslGCpXVmcJN2YdY3QCN29e6No1Bbx20ohJpy3woePzh8C9QdYXceTIoeEW9uwJc7KU+fPVPej99zV5R/36YWwsMhg0SN3oZ8zwMmA/exa6dNE7Q4o9Y1vSNVFR0KSJKnw34U0KFdKHyU2bNMBaWDl8WNfm5M8f1mY8rWP0hSIictDx+RDg7vYUY4xZC1wGRorIl+4qNMb0BHoCFClShOUB2lLi4uICPtYV7drdyHvvXU+pUr9zyy3HQ1bvNeTOTeXbbiPfSy+xplQpLhYuHPK+pCaJfVm3Li/jxlWnXbt9REXt8GgyK/f22xTbsYNNb73FyY0bU0pUr6TH85Ie8LUvxUqUoPy+ffw6axbnS5RwWSZ3brjzzpsYOfI6ihXbQKVKp0MsrXLTxo3kz5uXn51CPkAYzou73IeJL2AJsMXFqy1wMlnZE27qKO54vwHYA9zorV0JNKetg1Dn6Dx/XqRyZZEiRVIgD+7u3SLZsoncd5+IpL98oydOiJQoIVKhgsi5c14OWLhQ8wE//XRKiOcX6e28pBd87svff+u1NXGix2KnTomUKiVSrpxIXFzQ4rmmdWuRGjWu2ZziOW1FpLmIVHbx+go4bIwpCuB4P+Kmjv2O913AcqBGYLen1CMmRlOinTypjiJhDXJZurSuQpo/3/cYDwcPpplFW088oeJ+9JEXz9Njx9RmX6WKuvJYLKGkbFldvOfGjp9I7tzw4Yfq1BO2DKX790Px4mGq/F+CteEvALo5PncDvkpewBiTzxiT1fG5IFAf2Bpku6lC5crqAv7NNxppNawMHKiJd/v3J+r8ee/lhw5NE4u2vv++CB9/rBGNPeYpEdEEBSdOwMyZese1WEKJMeqts2yZ10QYjRppzPz33tPQ3SEnjSj8kUALY8x2oLnjO8aY2saYqY4yNwNrjTGbgGWoDT9NKnzQsL2tW2tI1T/+CGNDWbJo+M7duykzfbr7csnzdkbwoq2//4a33ipPgwaq8D3y4YfwxRc6sveaudxiCZCmTfVJ0odltSNGQK1a+tDpwn0/cC5eVBkiXeGLSKyINBORcg7Tz3HH9rUi8qjj82oRqSIi1Rzv00IheGphjC7IypMHOnXStUBho2FD6NePEvPmwU8/uS6TPG9nhC7aunABHngAsmRJYPZsL2GP//xT76wNG+qTjsUSLpo00XcvZh3QOFtz52oEhE6d/s2YGDSJLtiRrvAzKkWKqKvm5s060g8rI0dysXBhHVa4Mu0kz9t54UJELtp69lnYuBEGDfoTNw4RyvnzemeIiYFZs9RVzWIJFyVLqi3fB4UPuiZn8mTNu/PyyyGSwSr8yKd1ax18Tpigd/2wkTMnfz37rNpD3F1hznk7e/eOuInb+fN1tfKAAVCvXqznwgMGaOjajz/G853BYgkRTZtqlMTLl30q3rGjhnJ6/XVYvDgE7e/fr+9W4Uc2I0fCbbfpyf/zz/C1c6JWLV2F++abGosgOcnzds6fHz5h/OSffzQIVe3a+nt5ZO5cnbd47jm4884Ukc9ioWlTOH3ar5wU774LlSrpKtyDB72X94hV+GmDzJnh0091frR9+zBH1Rw9Wlea9uihkzxpgPPnoV07nUueM0fnod2yY4fe1G67zbpgWlKWxHjcPpp1QKfK5s6FM2fUAhlU6IX9+1WJ5M0bRCW+YRV+kBQvDrNna0yvnj3D6J+fJ4+u8966NYTGw/AhotaldevUOnPjjR4KX7gAHTroHfSTT/TdYkkpihRRn2s/FD7oCH/qVFi5UlNyBkyiS2YYk5cnYhV+CGjeXAels2frQDxstGqlo+A33vD74kxpxo/XhVUvvwz3eAqXJ6IeORs2qCtmyZIpJqPFkkSzZrqOxc+n586ddS5v/HiNCRUQKeSDD1bhh4zBg/XRbtAgWLgwjA29/bZmW+/aVX13I5Aff9S517vv9iE/+3vvwbRp6pjfpk2KyGexXEPTpmqDdDVH5oVRo/Tw3r0DTIBuFX7aI9E/v3p1vetv2xamhnLkULPHsWM6GxrWGA/+s327xhEvW1ZNOVGerrAff4SnntI7Q9jDEVosHmjYUC/WpUv9PjRTJrXnFy0Kbdv6uShLxCr8tEr27LrsOiZGB6tHXEYWCgHVq+uwYsGCFIjx4DuxsequGhWlTzkeQx7/84/OdJctq6ETPN4ZLJYwkzevLqMN0FRasCB8/bXmeLjrLnX68Ynjx9WMZBV+2qRkSdXDBw+q0g+b586TT+qVNXCg+1W4KcjFi3DvvbB3r970PE7Snjihd4ZLl+Crr2wicktk0LSprmUJ8E9bqRLMm6cu2h06+OjWv2+fvluFn3a59VZ1Q1y3Thdp+Liewz+M0ZFxqVI6Uk7FDFlXrkD37jrnNWOG59wtJj4e/vMfdcP88ksoXz6FpLRYvNC0qf5ZV60KuIrmzTWc1aJFatP3anHds0ffS5UKuE1/sAo/TNxzj87cf/019OkTJlN73ryqNM+cUYf3VPDPF4F+/fQGN2qU3uDckpBAhVGj1HY/Y8a//s8WSyRQv766BDubdQIIO/7oo+qDMG2ariH0+N9PVPhlygQksr9YhR9G+vSBIUPUV/epp8Kk9CtVUnfGX34J453FPf/9ry6Off55L7HCRWDAAIr88IPeGTp1SjEZLRafyJED6ta9WuEHGHb8tdd0IDRmjIZgcMvu3dpugQKByewnVuGHmaFD1dw+dqwqx7Do43bt1OH9gw98iDscOkaO1FevXl4uahG9G4wdy9727TWSmsUSiTRtqiEWYmKCCjtujP7nu3TRQd/48W4K7tmjo/sUWHQFVuGHHWPUdb5XL1WOr74aJqX/8su6KGvECL3SwszQobr2oHNndRRye72K6BU/Zgz068fOvn1T7OK2WPymadN/FXyQYcejotRVu21bePxx1QPXsHu3ZrhLIYJNYm7xAWN0fVF8vCr8M2dU/4VU7yU2cvSoPlIULKgXbIgR0YeIESPgoYf0gnYbwVhE7wqjRmncibFjIVmSZosloqhbV0fxGzeGJOx4YrytxBW5Fy7oXwLQ/8eePTpHkEJYhZ9CREWpLT9nTnjrLc2NO3lyiMO9Z8qki7JatdKVuBcvagLeEJGQoDFD3nlHJ6YmTfLgPn/pkhb66CN1V5gwwfraWyKfLFmgQQNYskRXtPfurYOVyZMDDouZJYs6NXTrpmbds2f1CdmcOKEO+3aEnz6JitKwqvny6aTOiRO6GjVHjhA2EhOjq57uu08ja546pTPGQXLunN5D5s/XJORvv+1Bf8fFqavookXa0RdesGYcS9qhRQudZ/ruO7j+et0W5ALHTJl07JMtGwwfrqtxp/bdQxZIMQ8dsDb8FMcYNeu8+66uObr9dl2sFFJy5NDVX+3aaVCbF17wmqTZE0eOqGnziy/06eSddzwo+23b9LF4yRKN7vnii1bZW9IWd9yh799/H9Jqo6P1LzF0qA70hj3imA9IwRG+VfipxBNPwP/+pylp69SBn38OcQNZs+pz5COP6JCidWu17/vJL7+ofL//rqsIBwzwoL9nztTCR47At9+qScdiSWtUrqy5JxYtCnnVxuj4a+ZMuPjXHgA2x9kRfoagdWtV9DlzauymUaOCGohfS6ZMOqSYNAmWL4caNXwOwyCiZpsGDXQ0v2KFLpB1yeHDau/p2hVq1tQJrxYtQtULiyVlMQZattQR/pUrYWniwQfhyXv3cMrkoU6LvEyalDJLaKzCT2UqVoTfftM4NIMG6dLsxPAaIcEYnXRavVpH/Q0aaPz5EyfcHnLggLqSDRyo4XrWr9cUhddw+bJ63pQvr64IL72ki1aKFQthByyWVKBlS/2PrFsXtiaKnd9F9kplaNxY54YfeCCMARcdWIUfAeTLp/py2jSNp125MowbF+IYPDVrapKR/v3VffOGG9S38vjxpCIJCfD++3DzzTq4eftttdvny5esrgsXNDRC5crqAlq3LmzerJMTmawfgCUd0KKFDpbCYNZJ4q+/yFyxPN98o3/FL7/U/96HH4ZvtG8VfoRgjDrVbNigZvAnntBR9cqVIWwkd24dkW/YoHFDhgyBEiWga1e2vv4Vd9Y7SZ8+2u7mzerck2Svj4vTi79vX43s9/DD6hH0xRfqzWCDoFnSEwULarjkcCn8ixd10VWFCkRFqW/+xo1QoYIGImzZMjyRdu1wLMIoVw4WL/53grRhQ6hZsxpjxmissZA4vFSrplHdfv+dIy+PJ9ucz6l4eSbfYogrfAO5Mt2IGZJXhxmnT+vikO3b9REge3ZNWPLoo5oWznrgWNIrLVvqxNqpU16SOwTAjh36f6pQIWlTxYo6wJs0Sef2Ehf5hpKgRvjGmPuNMX8YYxKMMa6svInlWhlj/jLG7DDGDAqmzYyAMerG/uefmiN3z57sNG2qlpP339dEI8Fw5ozO5dZ5pCpFvpxM+dyHmNN7OZdffJXcjWthTp6ETZt0mB8bqwHahgxRz5tjx9T7p3lzq+wt6Zs77tBJ23Dkj/7zT32/6aarNkdFaQzEjz4Kz98r2BH+FuA+YJK7AsaYaGAC0ALYB/xmjFkgIluDbDvdkyMHPPMMVK36Kzt3NmT8eL0YHn9cBx9NmqhlpmZNnY91x4ULen398IM+Pfz4o26rXFktPN26ZSF37kZAyi3xtlginnr11IVu0SIPLmoBkqjwU9gUGpTCF5FtAMbzregWYIeI7HKUnQO0BazC95EsWRLo00dn8jdtglmz1HT+zTe6P1MmNasXL66hPkQ0ssG5c+rn/88//04CVaigTjudOmmiFjtIt1jckDmzmi2//Vb/QKH8s/z5p67izZkzdHX6gJEQTAcbY5YDz4jIWhf72gOtRORRx/euwK0i0t9NXT2BngBFihSpNWfOnIBkiouLI2cK/5jhwl1fjh/PwpYtufnrr1wcPZqVY8eycvx4FqKjhehoIUuWBK677gIlSpynRIlzVKlyiiJFUj5JijMZ4bykRWxfXFN04UJuGjOG36ZM4WzZsiGpE6Bm795czpWL30eP9lgukL40adJknYi4NrGLiMcXsAQ13SR/tXUqsxyo7eb49sBUp+9dgfHe2hURatWqJYGybNmygI+NNGxfIhPbl8gkpH05dEjEGJFXXw1dnQkJIjlzijz+uNeigfQFWCtudKpXk46INPfr9nIt+4Hrnb6XcGyzWCyWyKZIEfWWWLBAFxaGggMH1M052YRtSpASfvi/AeWMMWWMMVmAjsCCFGjXYrFYgqdtW11xG6ol8H/8oe9OLpkpRbBumf8xxuwD6gELjTGLHNuLGWO+ARCRy0B/YBGwDfhURP4ITmyLxWJJIe65R98XhGicumGDvteoEZr6/CAohS8iX4hICRHJKiJFROQOx/YDItLaqdw3IlJeRG4UkeHBCm2xWCwpRoUKuiLyq69CU9/69RoSOX/+0NTnBza0gsVisXjCGDXrLFumK8+DZf16DduQCliFb7FYLN5o21YXt3z3XXD1nDqlYRVq1gyNXH5iFb7FYrF4o149DagWrFkn0X5vFb7FYrFEKNHRGjRw4UKNdBko69fru1X4FovFEsE88ICaZL79NvA61q/XkOSFC4dOLj+wCt9isVh8oVkzKFQIZs8OvI6ff9aEF6mEVfgWi8XiC5ky6Sj/f/8LzFtnzx6NZtikSchF8xWr8C0Wi8VXOnfW2OJffOH/scuW6XvTpqGVyQ+swrdYLBZfqVtXY9hPm+b/sT/8oLb7ihVDL5ePWIVvgYMHoVEjOHQotSWxWCIbYzS958qVsG2b78eJqMJv2jRVk1BYhW+BoUNh1Sp47bXUlsRiiXy6ddPkKFOm+H7M9u0aJTMVzTlgFX7GJls2HW1MnKgJlSdO1O/ZsqW2ZBZL5FK4sKY8nDEDzp717Zgvv9T3Fi3CJZVPWIWfkdm1SyehsmfX79mzw4MPwu7dqSuXxRLpPPkknDgBU6f6Vn7mTF2tW7p0WMXyhlX4GZmiRSF3bvU6iInR99y5NTGuxWJxz223QcOGMGYMxMd7Lvv777B5sw6mUhmr8DM6hw9rdvRfftF3O3FrsfjG4MGaFOXDDz2XmzVLQzN06JAycnnAa4pDSzpn/vx/P0+YkHpyWCxpjTvuUDPNkCFw//2QN++1Zc6cgQ8+gFatdJVuKmNH+BaLxRIIxuggKTYWXnzRdZnRo+Ho0dDlww0Sq/AtwWP9+C0ZlRo1oG9fVfyffXb1vn374M031ZRzyy2pI18yrMK3BI/147dkZN54Q007Xbuq0heBvXs12BrAiBGpK58TVuFbAsf68Vsser0vWKC5bzt0gOuvhxtv1CffcuUgR47UljAJq/AtgWP9+C0WpUABWLtWY+zUqwcDB0Lr1uqOGUFPvtZLxxI41o/fYvmXTJmgRw/o10//C4lMnKivmBg4fz715MOO8C3BYv34LZarieAnXzvCtwSH9eO3WK4mgp987QjfYrFYQk2EPvkGNcI3xtwPvALcDNwiImvdlNsDnAGuAJdFpHYw7VosFktEE6FPvsGadLYA9wGTfCjbRESOBdmexWKxWAIkKIUvItsATCpmcLFYLBaLbxgRCb4SY5YDz3gw6ewGTgACTBKRyR7q6gn0BChSpEitOXPmBCRTXFwcOXPmDOjYSMP2JTKxfYlMMnpfmjRpss6t2VxEPL6AJajpJvmrrVOZ5UBtD3UUd7wXBjYBDb21KyLUqlVLAmXZsmUBHxtp2L5EJrYvkUlG7wuwVtzoVK8mHRFp7tftxXUd+x3vR4wxXwC3ACuCrddisVgsvhN2t0xjTA5jTK7Ez0BL9AnBYrFYLClIUDZ8Y8x/gHFAIeAksFFE7jDGFAOmikhrY8wNwBeOQzIBs0VkuI/1HwX+CVC8gkB68QqyfYlMbF8ik4zel1Ii4jLbSkgmbSMRY8xaSSf+/rYvkYntS2Ri++Ieu9LWYrFYMghW4VssFksGIT0rfLe+/mkQ25fIxPYlMrF9cUO6teFbLBaL5WrS8wjfYrFYLE5YhW+xWCwZhDSv8I0xrYwxfxljdhhjBrnYn9UYM9ex/1djTOlUENMrPvRjoDFmqzHmd2PMUmNMqdSQ01e89cepXDtjjBhjItKNzpd+GGM6OM7NH8aY2Skto6/4cI2VNMYsM8ZscFxnrVNDTl8wxkw3xhwxxrhcxGmUsY6+/m6MqZnSMvqKD3150NGHzcaY1caYagE35i7mQlp4AdHATuAGIAsap6disjJ9gfcdnzsCc1Nb7gD70QTI7vjcJxL74U9/HOVyoSE2fsFDLKZI7gdQDtgA5HN8L5zacgfRl8lAH8fnisCe1JbbQ38aAjWBLW72twa+BQxQF/g1tWUOoi+3OV1fdwbTl7Q+wr8F2CEiu0QkHpgDtE1Wpi3woePz50AzE3nxnL32Q0SWicg5x9dfgBIpLKM/+HJeAIYCo4ALLvZFAr704zFggoicAI0XlcIy+oovfREgt+NzHuBACsrnFyKyAjjuoUhb4CNRfgHyGmOKpox0/uGtLyKyOvH6Isj/flpX+MWBvU7f9zm2uSwjIpeBU0CBFJHOd3zphzOPoKOXSMVrfxyP2NeLyMKUFMxPfDkv5YHyxpifjDG/GGNapZh0/uFLX14Buhhj9gHfAI+njGhhwd//VFohqP++TWKexjDGdAFqA41SW5ZAMcZEAW8B3VNZlFCQCTXrNEZHXiuMMVVE5GRqChUgnYAZIvKmMaYe8LExprKIJKS2YBYwxjRBFf7tgdaR1kf4+4Hrnb6XcGxzWcYYkwl9VI1NEel8x5d+YIxpDgwB7hGRiykkWyB4608uoDKw3JHvuC6wIAInbn05L/uABSJySUR2A3+jN4BIw5e+PAJ8CiAiPwMxaPCutIhP/6m0gjGmKjAVzUMSsP5K6wr/N6CcMaaMMSYLOim7IFmZBUA3x+f2wA/imP2IILz2wxhTA80dfE8E24kT8dgfETklIgVFpLSIlEbtkveIm4xpqYgv19eX6OgeY0xB1MSzKwVl9BVf+vJ/QDMAY8zNqMI/mqJSho4FwEMOb526wCkROZjaQgWCMaYkMB/oKiJ/B1VZas9Qh2CGuzU6qtoJDHFsew1VIKAX7WfADmANcENqyxxgP5YAh4GNjteC1JY5mP4kK7ucCPTS8fG8GNQ8tRXYDHRMbZmD6EtF4CfUg2cj0DK1ZfbQl0+Ag8Al9CnrEaA30NvpvExw9HVzpF5fPvZlKpoiNvG/7zajlbeXDa1gsVgsGYS0btKxWCwWi49YhW+xWCwZBKvwLRaLJYNgFb7FYrFkEKzCt1gslgyCVfgWi8WSQbAK32KxWDII/w8y4xcxaRwkegAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 9\n"
]
},
{
"data": {
"image/png": 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/H6hbV0YOK1fKDarY+PoC334r/psBA8TlojgczYijKMXk8mVgwgTpYT/+uIQDfvmlrLmZMEHWythMWpp0mW+7TRr8/Xdg6lSJObQjpUpJKPj8+cChQ8CYMdJbj4+XphctssKg+/pKVsTwcPHZbN5sV5mV61FDrigWkpoq62FCQoDnngPCwoAlS8T33L8/UOainTYhXrNGYrLff18mD7dtE2vrYGrWFEN+8CAweTJw4gRw//1AkybiMSmWQS9fXlxAN90EdOgglSkOQw25ohRBRoasUK9XD3jlFYk2WbMGWLECaNPGJOrE1k2Ir1wBnn1WZkfT04Fly4DPPxeHuxPx9weGDAH27gVmzZJ5y+7dgRYtJIeWxVSvDvz6q/j1u3YtPNOiYhNqyBWlAHJygDlzgIYNxd/dsCGwbp24G2691aSgv79Y8ylT5KQpU+S9v7/lja1aBTRuDEycKFZ061bg7ruLPM0upJgfSfj4SKjktm2SpuXUKRHp3nuL4S2JiBC/07p1GsXiQNSQK4oZNm6UIJHevYHAQOlYrlghvfHrsGUT4gsXxHC3bi2+ixUrZKcde+RGsZQiRhJeXhKiuGePeHsSEyW0ccAACbcskm7dJOrms88k2kaxO2rIFcWE06eB8ePrIzYWOHJEeqKbNwP33VfIwh1rNiFmlmDz+vWBL76QcL0tW8SgO4tijiT8/ID//U8iXUaMkOjCsDBJgmiaC8Ysb74pfqihQ4HkZLurcqOjhlxRAGRny6KdsDDg99+DMWKExFj362fhbmfF2YR4925ZifPww7K0MzFRwl0CAuyljmVYOZKoUAEYP168P7Gxcg+KiioiP5eXl4QlVq4s2RkNBvvooABQQ64o2LJF3ChPPy0TetOnJ2L8+GLOMc6bJy6RJk3k2XRT4lzOn5cubWSkxPhNmQKsXStB3a7AmpGECQ0aSOz8/PkSIRkfL0E2Fy4UcELlyjIK2bNHJh0Uu6GGXLlhSU+XKJToaImhnjNHwrVDQq7Yv6EJEyTsZcIE4JFHJBHL4MHSU3UlxRlJmIEIeOABySUzcqS4oho2NH8fAyCuo5dfloKzZ9smu5KHGnLlhiQ3VPuNN2Rp/c6dMuK3a7rX7Gy5O4SHS+B5ixbiH542TRJN5aeA6BGHYslIwgLKlAHefVcmiatWlVX6Dz0kKl3Hq68Ct98uN44DB2yTXwGghly5wTAYJO/J7bdL2PbixRIrbdcN4jMzZX/L8HDxQQcEiA/it98kxLAgbI1DdwOaNRNj/tZbwC+/yFcwY0a+xUTe3tIbL1VKVlJlZ7tK3BKDGnLlhmHNGul4Tp4s/vDt221OW3ItV6/KMvr69cVA+fvLksjkZAm+Lgh7xKG7ET4+wIsvytxD48bAY4/JVqGnTpkUql1bZpf/+kvcTYpNqCFXSjwZGcBLLwF33il2ctUqCZmz22Yzhw5J6sCaNYFBg2RS76efJG6xa9eiw15siUN3Y8LCJCx+4kRZpBoRIROjefTtK3GdI0c6Zku6Gwg15EqJZts2CZF7+21J5b1li6yAt5msLPHLdOok2bPGjxf/9vLlwIYNkqTEUoe7jdEj7kypUrKgMylJOuEPPiiDlYsXId9PcLD4XXQJv02oIVdKJDk5su9CdLRkJVy4UOYYbVowySxhg88+K73v9u3FaL/0kvTKf/xR0rdaM2NqY/SIuxMeLqv0X35ZFhI1rnAEK6m1RK8AwLlzks/cQ91JrkZ3CFJKHCkpMmpfvhzo3FkWTlapYmVlzNKNX7AAmDtXwlt8fICOHaWR9u1t3FrHiGm0yKRJttfnhvj6ynxuhw5A397VcdfBP/CC9wd4Lesl+Hix3H2//97VYnokasiVEsVvv0mYtsEgBnzgwOJ3kCk7WxzpCxbI49AhqeT22yVfSLduQMWKDpD+xqBlSyB5qzeGx6zB27uexwq6E3OyeyK07DkZ7cTHO3+Vq4ejhlwpEWRkAKNHS1KniAiZOwsPL0YFFy9KcvFFi3DrggWSerV0ackP8vLL0gM3F/utWEVAADCt4QdoU2sXBq3rjyYZO7Cg+nOI3/2ZJNj69FNXi+hRqCG3lJQUWTEyd26JmIQqSRw4ID/N33+Le/nDDy10te7bJzlpFy2SHnhWFlCxIs63aIHgwYMlZNBuoS3Kdcybhx4AWhwEevf2x13rp2BJhB/aTJooy0XvucfFAnoOOtlpKSVgsUZJJCFBVmju3Qv88IOEYBdoxDMzpas+YoQkCrnlFhnKnzwpOVD++gtITkbp06dlnzM14k6hTh3gzz8l9rzztrew37cBMvoOMIa2KJaghrwgsrIkS13p0iVqsUZJ4fJlWWjSq5fkoEpOliXh15GZKQlUBg6UkVR8vCxECQ2V5wMHJEbxnXfEB/722yi/davesJ2Mj4+sBv15mT+Glf0KpU6ewM62w63bAPoGxC6GnIjaEdFuItpHRC/Yo06XkJYm64nbtpXeWIMG18e2ennJcc0R4TK2bAFiYmTjmdGjxSsSEmJSgFm6eI8/Lsa7XTvgu+9k8cmPPwJnz8qs6FNPSXcQuGZ1JTHrDdtF3H038NXOFvi+3otouPErvBW7EOfOuVoq98dmQ05EXgAmAbgPQDiAXkRUnGkm15OVJZMrdepIN+/AAdm1ZeZM8Z/ee69c1KVKSV6IJUtkZYOuRnMqzLK8vkULSZW6dKkkvfLOnek5eRJ47z25AcfFid/lvvsk8uT0aeCbb+R3MxdMXkJXV3oiQUFAz22v4HSNphj49yDER5zBn3+6Wir3xh498hYA9jHzAWbOAJAAoLMd6r2ORYuAzz672b4LwHbskKV/w4YBjRrJmuK9eyX/Q79+EvRapowY9k2bpJfXpAlw9KgM0/v1kzzTyrXYOZPf+fPiOnnySVlz888/Jltarl0rB2vWlIiH4GC5CZ88Kca7c2dZMVkYJqsrs319S9TqSk+ESvuiym+zEORzAe+lDkF8a8ZXX4Vofq0CILbRCUVEXQG0Y+aBxvd9AcQy81P5yg0CMAgAgoODoxMSEord1rRpdTB7dggaNLiEl1/egRo1rtoke/DvvyNswgRk+/tj7/DhOBMXZ3HQcan0dNSePRu1v/0WGZUqYcerr+JSo0bFat9gMCCwhEyo5dfllgkTUP3nn3Hi/vux99lnbap769byeOONhjh/3hePP34AXbseQynkoNK6daidkIDy27Yhs2xZpLRvj5Pt2+NK7dpWtdPo1VeRUbEi9t19N+otXw7f8+ex3cN95Z7+H6s1Zw7qfvEF3on4FC9uexJNmlzA6NE7ERSU7mrRbMLa3yU+Pj6JmWOuO8DMNj0AdAUwzeR9XwCfFnZOdHQ0W8trr23lChWYy5Zlnj3bykqys5lHjmQGmFu3Zj5xwmp5ODGRuU4dZm9v5lmzinXqihUrrG/XzcjTxc9Pvtf8Dz+/YteZlcU8bhyzlxfzzTczb9xo/PDrr5kbNpR6Q0KYP/qIOTXV/rqUADxel6ws5ltvZa5Qgd96cgUHBDBXqsT888+uFsw2rP1dACSyGZtqD9fKcQC1TN7XNH5mf1JS8PSPffDP0tNo3FhcmI8+auH2f7lD/ePHxQ/+3nsSdLxkiQyrrSU6WjIC3XGHLCl87718yZdvMOzkaz6+6RTuqbQZr7wCdO8ObN7EaH7yZ4k17NtXwhy+/VZiwZ9+WkMFSypeXpLbPSMDg/4ehaRERq1akpPsmWdk8yUFdumRewM4AKAOAF8A/wBoVNg5VvfIhwzhHCLmIUM4M5P5lVeYiZjDwpg3bSr6XCZirldPenKvv86ck2OdHOa4epW5Rw+p++mnpddfBB7fWzLhGl0GD2YuVUp64aVKyXdfDH76ibmSXyqXgYG/jP+KczYnM995p3y3t9zCnJBQ+Pd74oSUT0mxXRcPp8ToMmmS/P6ffsppaczDhsnbpk2Z9+xxtXDFx949cpsNudSN9gD2ANgPYHRR5YttyAsZrq9YwVy9OrOvL/PEiWZssx2H+kWSnc38zDNS/5AhRd4oSsxFxvl06dKFeehQ5uRkee7SxaI60tKYn/b6lAHmKGziPah77W82ZQpzRkbRFQ0ZYtUNxKwuHk6J0SUnh8/GxjKXLi3/K2ZesIC5YkXmwEDxtnkSbmnIi/sotiE/cYK5d2/xQ+ca4T598npcZ84w33+/HOrYUd5fc2737nJhA8w+Pteca3dycv7zvz/3XKHGvMRcZGy7Lrt2MUdFydc2POwXzvAt858Br1+feefOoiux001bfxf3ZPX8+czVqsn/wWBgPnGCj8Y+xHfEpjPA/Mgjdp0qcSju6CN3PLmhYdnZYOC60LDKlSXf9Ecficu7SROJIgQg2XlWr5ZVmd7eEgfuyLAyIlklOGyYJP0YM8Yx7ZQQmCVSMDpaIjqXzDqJiZlPwSfjinyXRBJv2KBB0ZVpLHiJJrNCBdnrc88eub7GjUPNv+fjj6jnMGaMRJpGR8vGTDcanmHIAUm8P2QIzt5xh0yAHDp0zWEimfNav17mve6+G3jnudPg1vEy0XnPPUBionOS9hPJ/lYDB0qOlokTHdueh3Lx4n8T1s1jGHtemYU2w8OBw4eBVq0kC9aQIZb/XiV4px3FSHy8LMz78su8tBnen0/C2NcIy73awmCQNLkff3yDxRyY66Y7+mFL+OH6r78WN0nv3gW6LVJTmf/X9RDvQhinlfLnlOm/WN2eTWRlMT/0kEyy/vjjdYdL0rC3uLqsXMlcu7b8lONfOs85Dz4kbpBbbxU/i7VY6Z835Ub+XdyZPF2OHGGuUuU/11mZMnnu0jNnxL0KMN97L/Px4y4VuUBuTNeKCWk1a4q74ttvJS+KGQLXLcX7f8WiTpnT6OS3FLcMb49p01xwh/bykn2tWraUrue6dU4WwP1ITweef146Vr6+wD+T12DEN1GgnxYC774rOVLq17e+gXnzZIedJk3k2XTnHaVkUKuWpF7IJS0tb+SVu+/15MnyV4qIuDE2HfI4Qw5AMiXdfbe4ScaNkx+SGdi1S8bp994LVKwI342rMXXHbWjeXFbWd+rkgq0Q/f1lqxpAlvvv3etkAdyHLVuA5s1l84fBj2dje+83EfFknMxdrFkju6l7eblaTMUTuHRJdmoqXVpcaidO5B0iEo9ccjJQr56sQ+jbV/LzlFQ805B7eUkWu+7dgVdflSRIlSoBDRtKoqTnnhN/eKNGCAkBli0TN/WyZXKH/vFHJ8s7ebJ0RdPSZI/HM2ecLIBryc6WTeabN5fcVb/PPovJ+++F7+svy8W4aZNkwlIUS5k3TzJaTp8uRjwo6Lohd1iY9A/GjgXmzAEaNzYJgihheKYhB4Dy5WUGe+lS2cW8WzcxmPv3S5cvN3IBMjcyfLjYi9BQoGtXuUP/+6+DZTRJjQpmmXzbt0+SOqWlObhx92DnTuDOO6Wz3aEDsOPbZLR9KUYiiaZOFRdZ+fKuFlPxVPr0ka34pk0zGyHm4yMfr10rl+Ndd0nitUuXXCCrA/FcQ57LPffIJgCffy7jqerVCyzasKG4qXPv0A0byk3dYb5zc+Fwd94pr/v2lZDIEkpmJvDmm7KiftcuYNYs4MduCajY8VZJG/znn9btjKwo+Xn9dUm7MW6cdObM0KKFdOSeeUb6VRERwOLFzhXTkXi+IS8muXfoxETJetqjh2Q5PXbMAY2ZC4dr1EhGDD/+iJtzfeeFYed0sM5g0yZxo7z8smy9uGNrNvpuGwXq3Qto1ky+fHWlKPaCCPjsM0nA8tRT0kszQ0CAZKdeu1a8se3bS3qkkrBxxQ1nyHOJipKY8w8+EN95eLjczO3eST51SiZl16//L4b92WeBoUNRe+5cGUkUhgftFZqWBrzwgtjo06eB+fOBuZ/9i+ABHf5LUvbHHxrXrdgfb2+ZH7vjDuDhhyXOvABatpTOxiuvOGlk7gzMxSQ6+mFLHLkj4mL372du0+a/MOYtW+zexPVkZkruCC8v5sWLrz/uzBwxduDNN7dwnToi4sCBzP/+y8zbtjHXrStpET7/3NUiWkyJjL0uAViki8Hw38X8ySdFFv/nH+aYmP/iznfvtl1OS7jh48gdwc03y/68X30l+y1HRckKYIdu/OPtjR1jxsjOwd26yZY3pnjIcvN9+4COHYHRoyPh7y8d7qlTgQp/zJOdly5fli3xBg1ytajKjUBAAPDzz+IvHTZM/KiFDLMbN5Z5s4kT5TkiAnjxRfnbehJqyI0Qib9szx6ZM508WcKXPvsMDtteKtvfX/avK19eQjqOm6Rxd/Pl5gaDDE0bNZJ5yyFD9iE5GYiPy5GQ0IcekoOJicCtt7paXOVGonRpWQXUv7+4JB98sNAwFW9viWrbvRvo1UtSJTVoAMyd6znuFjXk+ahYUfZh3rxZ7s5Dhsj83OLFDvpRa9QAfvlFEo906CDPuZjzr7uYzEyZ9a9XTzY+7tZNLoDu3Y/B58pF6QmNGycLs1atEv0Uxdn4+MjK74kTpbMUGyvhU4VQtaqMylevlmUpPXvKaZ6wx7oa8gLIXTwwd670Ptu3l+CRNWsc0FiTJsAPP8hG0PffD1y5Ip+70XJzZllIFREBDB0qo5V16yTjXLVqgP+RI/Kv/+03uRNOn170hseK4kiIpKu9dClw9qz0yD76qMiIhttuk02/ZsyQoLH4eHEfbtvmJLmtQA15IRDJ4tGdO8WO7tkD3H67LPW3e6rMe++VvCyrV0s3NzPTzg1YR06O5K6IjZWFVN7e8n7VKpn9BwAsXIjooUMljmvZMllxofHhirsQHy9zUPHxEkh+993Ahg2FhvV6ecmgcs8ecbWsXi39qT59gO3bnSu+JaghtwBfX+mF7t8vi1z+/FNu7vfdJwbNbi6XHj3EKf/rr+Kwd5Rz3gKys2U0EhUl3pKzZ2Xx3D//yKCByFjopZeABx7AlZo1xR8eF+cymRWlQKpXFxfL9OnS3b79duCvv2R1YCH4+wOjRsm1/7//yb4HERHidk9Kco7olqCGvBgEBIjdOnQIeOstiUVt3Vrm8hYssJPdHTRIsgAmJEg8rJN75qmpMtEbHi4+wqwsGSjs2SOL57y9jQXPngXatQPefhsYOBDJH38MhIQ4VVZFKRZEMlpMTZU/NrOs4yASi10IlSrJUojDh2Uuf8UKICZGLoFff3X9Im015FZQoYKEKB06JEbv1CmgSxegTh2ZJLd5lejIkfKvSUiQXroTtgrfvl3+49Wry3PZsuK237ZN7id5BhyQDR+io6VHM3UqMHUqcnx9HS6jothMblhvruHO3YWqb1+ZDCuCSpWA114Tg/7WWzJC7dBBJv/Hj3fdKlE15Dbg7y9RLXv2iNFr2FDCVkNCxB2xYIENubGef162OZk/X8ZxDghsPXNGPDl33inDxenTpakNG8RWP/SQJBzLIydHbjC54YSrV0u+FEXxFHLDetPT/5uMDw8Xv2F4uMUJWMqVk87c4cPS36pVS/pfNWrIfeKnn5zS/8pDDbkd8PYWo/f77+JLGzVKjGGXLkCVKhKb+uOP/wWjWMywYTL0++03WXpsh4Qw589LiFW7dvKfHjJEDPo770j1X30lS+yvm6s8cQJo21aU69xZkj3HxNgsj6I4HdOw3iFDJARr9Wqxzu3bi4XOyrKoKl9fGTSvWiX59h97TPYN7txZwhlz3zvcqJtb7mnpA0A3ANsB5ACIsfQ8d1ui7wgyMpiXLGEeNIg5KEiWAPv7M7drx/z++8ybNzMvW7bCssoWLWIuW1Z2EN+4sVhyXLnCvGoV85gxzC1bytZqAHOdOswvvihLlAvYMU/IyWH+8kvmChVkS62pU82e4Cm/iyWoLu6Jw3VJS2N+4gm5QDp3lovHCjIyJOvGI4/IZQswBwQwd+rEPHkyc0qK/Zfoexdm5C1gG4AHARSR+enGw8cHaNNGHpMmiTt5/nyJzhsxQsr4+9+OFi2kBxwZKa6Z+vXFP30NHTpIyrb77xc/yLvvSpY3E78Hs/jndu8Wv/bWreIe2bRJOhdE0s6rr0qnIybGggjBgweBJ56QONzbb5fhpy3bsCmKO+PnJ77GyEgZDd93n7haipgIzY+Pj4x427WTAfXSpTKoXrxYXC5160pP3p7YZMiZeScAkMYMF4q3t4SwxsfL++PHZdZ73ryTOH68Jj76CMjI+K98xYoy6VijBnDTTUBgIBAYGIFy921E998eRaPhw7HznQWY2GQm9qbXRkoKcOTIta6bsmUldHDECHFp33qrTNRYxMWLEo0ycaL8KydPFoNeSj1xyg3Ak0/KRdinj/hFf/gh32y/5fj5Sf/r/vuls7VvH1C7tv237yW2QxA0Ea0EMIKZEwspMwjAIAAIDg6OTkhIsKotg8GAwMBAq851N3J1ycwknDjhjyNHyuDIkTI4c6Y0zp4tjXPnfHH5sjfS0rxw5YoXcnIIpSgHj+bMwDsZI8AgfB48Eovr9kfFaozg4HTUqJGGOnUMCA5OL/aaHK8rV1Dt119R+5tv4HvxIk62aYODAwcivUoVi3UpCagu7omzdakxfz5u+fhjHOnZEweeeMKudVurS3x8fBIzXz85Zc7fwtf6wZdBXCj5H51NyqyE+siLjU26HDjA3L69OOBq1mT+6CPmixetq2v/fub//Y+5fHmpLz6eOSmpWFXo7+KeqC42MmiQXBO//27Xap2expaZ72HmCDOPhcW+nSj2o04dSba1dKm8Hj5cwlD69JElmSa7il9Hero40MeOBZo2FafdxIniE1y3TnLRNmvmLE0UxX2ZMEGyePbr59Ybfdo62am4mnvukcfGjRIIPm+ebGgMSOxjaKj4+7y9ZcHD8eOykikzU2Y7b71VYsN79pRgWEVR/qNMGdltqEULSff53nuulsgsNhlyIuoC4BMAQQB+IaJkZr7XLpIpxSM3/GXyZMl5sm6dhK8cPizB45mZkmMgKkqC3ps2lfwCFvi/FeWGpnlzYMAAGbU+9phbRm7ZGrUyH8B8O8mi2AMvL0lVGBsr71NSpLe9cKHbbEqhKB7HW2/Jxp7jxknuZjdD48lKOh60ebOiuC3BwRKCm5Agrkk3Qw15ScXfX3zgU6ZIjpQpUyzK8qYoSgE8+6yspfjgA1dLch1qyEsqHrJ5s6J4DDVqSJbE6dOv3ZLRDVBDXlKxx+bNKSmF7qKiKDccgwdLStOpU93q2lBDXpKxdfNm9a8ryrXExEi62w8+cKtrQ+PISzKmmzVPmmT5ef7+0oPPZcoUefj52ZBgXVFKAGXKuOW1oT1y5XrUv64o5jlwQDYayMVNrg015Mr12MO/riglkWrVJBQRkCgwN7k21JAr5rHVv64oJZVTp4BWrSQvbZ8+bnFtqI9cMY+1/nVFKenMmyc7uDRoALRsCQwd6mqJtEeuKIpSbOrXB265Rbb8cQPUkCuKoljD/ffLVl+XL7taEjXkiqIoVtGmjezRuH69qyVRQ64oimIVt94quVdWrXK1JGrIFUVRrKJcOdlJSw25oiiKBxMXB2zYcO1qTxeghlxRFMVa7rxT9sDduNGlYqghVxRFsZY77pAVni52r6ghVxRFsZabbgIaNtQeuaIoikcTHQ0kJblUBDXkiqIothAdLZuwnDjhMhFsMuRENJ6IdhHRFiKaT0QV7CSXoiiKZxAdLc8u7JXb2iNfCiCCmRsD2APgRdtFUhRF8SCiomTC01MNOTMvYeYs49v1AGraLpKiKIoHERgomRBdaMiJme1TEdHPAOYy8zcFHB8EYBAABAcHRyckJFjVjsFgQGBgoNVyuhOqi3uiurgn7qxLg7fewk2bNmHdDz9YVN5aXeLj45OYOea6A8xc6APAMgDbzDw6m5QZDWA+jDeGoh7R0dFsLStWrLD6XHdDdXFPVBf3xK11mTCBGWBOSbGouLW6AEhkMza1yI0lmPmewo4TUX8AHQHcbWxIURTlxiIyUp537HDJtm+2Rq20AzASQCdmvmIfkRRFUTyM8HB53rHDJc3bGrXyKYCyAJYSUTIRfWYHmRRFUTyLqlWBChWA7dtd0rxNe3Yycz17CaIoiuKxEAGNGnlsj1xRFEUBxL2ihlxRFMWDCQ8Hzp4FzpxxetNqyBVFUeyBCyc81ZAriqLYAzXkiqIoHk6NGkDZsmrIFUVRPBYiICwM2LvX6U2rIVcURbEXdesC+/c7vVk15IqiKPaibl3g0CEgK6vIovZEDbmiKIq9qFtXjPjRo05tVg25oiiKvahbV56d7F5RQ64oimIvbr5ZntWQK4qieCg1agC+vmrIFUVRPBYvL6BOHTXkiqIoHo0LQhDVkCuKotiTXEPuxA3T1JAriqLYk5tvBgwGyYToJNSQK4qi2JPcyJWDB53WpBpyRVEUe1Krljw7cVGQGnJFURR7ooZcURTFw6lUCfDzU0OuKIrisRBJr9xTDDkRjSOiLUSUTERLiKi6vQRTFEXxWDzJkAMYz8yNmTkKwCIAr9oukqIoiodTu7bnGHJmvmTyNgCA8yLgFUVR3JVatYCUFKflJSe2cfUREb0J4BEAFwHEM/OZAsoNAjAIAIKDg6MTEhKsas9gMCAwMNBKad0L1cU9UV3cE0/SpdqiRaj/wQdYl5CA9ODg645bq0t8fHwSM8dcd4CZC30AWAZgm5lH53zlXgTwWlH1MTOio6PZWlasWGH1ue6G6uKeqC7uiUfpsngxM8C8erXZw9bqAiCRzdhU76LuAMx8j4U3i9kAfgUwxsLyiqIoJRMnx5LbGrVyi8nbzgB22SaOoihKCcDJhrzIHnkRvENE9QHkADgMYLDtIimKong45crJwxMMOTM/ZC9BFEVRShROjCXXlZ2KoiiOoHp14ORJpzSlhlxRFMURVKsmseROQA25oiiKI6haVXrkTtgpSA25oiiKI6haFUhPBy5ccHhTasgVRVEcQbVq8uwEP7kackVRFEdQtao8O8FProZcURTFEWiPXFEUxcPJ7ZGrIVcURfFQypWTLd/UtaIoiuKhEIl7RXvkiqIoHkzVqtojVxRF8Wi0R64oiuLhOKlHbmsaW7uRmZmJY8eO4erVq4WWK1++PHbu3OkkqRyLJ+ni5+eHmjVrwsfHx9WiKIrnUK0acP68rPAsXdphzbiNIT927BjKli2L0NBQEFGB5VJTU1G2bFknSuY4PEUXZsa5c+dw7Ngx1KlTx9XiKIrnkBuCePr0f5tNOAC3ca1cvXoVlSpVKtSIK66BiFCpUqUiR0uKouTDSas73caQA1Aj7sbob6MoVlClijyfOePQZtzKkCvO4ZdffsGWLVtcLYailHwqV5ZnNeTO480330SjRo3QuHFjREVFYcOGDcU6f+bMmThx4kTe+4EDB2LHjh0Wn9+6dWskJiYWq838tG/fHhcuXMCFCxcwefLk647/9ttvWLVqFSIjI21qR1EUCwgKkuezZx3ajGcb8pQUIC7OLnGa69atw6JFi7Bp0yZs2bIFy5YtQ61iTE5kZ2dfZ8inTZuG8PBwm2UzJSsrq9Djv/76KypUqFCgIW/Xrh3ee+89dZUoijMIDJRoFe2RF8K4ccDq1cDrr9tcVUpKCipXrozSxhChypUro3r16gCA5cuXo2nTpoiMjMSAAQOQnp4OAAgNDcWoUaPQrFkzzJkzB4mJiejTpw+ioqKQlpZ2TQ97yZIlaNWqFZo1a4Zu3brBYDCYlePrr79GVFQUIiIisHHjRgDA2LFj0bdvX9x2223o27cvZs6ciaeeeirvnI4dO2LlypV5Mp09exYvvPAC9u/fj6ioKDz//PMAgPHjx6N58+Zo3LgxxowZk3f+N998gxYtWiAqKgpPPPEEsrOzbf4+FUWBLNOvXNkzDDkR/Y+ImIgq26O+IvH3ly9oyhQgJ0eeieRzK2nbti2OHj2KsLAwDB06FKtWrQIg0TT9+/fH3LlzsXXrVmRlZWHKlCl551WqVAmbNm3Cww8/jJiYGMyePRvJycnwN5Hl7NmzeOONN7Bs2TJs2rQJMTEx+PDDD83KceXKFSQnJ2Py5MkYMGBA3uc7duzAsmXLMGfOHIv0eeedd1C3bl0kJydj/PjxWLJkCfbu3YuNGzciOTkZSUlJ+PPPP7Fz507MnTsXa9asQXJyMry8vDB79mxrvkJFUcwRFORw14rNceREVAtAWwBHbBfHQg4cAEaMABYsAK5cAcqUAbp0Ad5/3+oqAwMDkZSUhL/++gsrVqxAjx498M4776Bp06aoU6cOwsLCAAD9+vXDpEmT8MwzzwAAevToUWTd69evx44dO3DbbbcBADIyMtCqVSuzZXv16gUAuPPOO3Hp0iVcMG4T1alTp2tuDsVlyZIlWLJkCZo2bQoAMBgM2Lt3L7Zs2YKkpCQ0b94cAJCWloYquTPtiqLYjhN65PZYEDQBwEgAC+1Ql2VUqyYpIq9elTSRV6/K+9yYTSvx8vJC69at0bp1a0RGRuKrr77KM3wFERAQUGS9zIw2bdpc15tOTU29rmx+33Xue9N2vL29kZOTk/fekvhuZsaLL76IJ5544prPP/nkE/Tr1w9vv/12kXUoimIFQUHAwYMObcImQ05EnQEcZ+Z/ipo8I6JBAAYBQHBwcJ5PN5fy5cubNWz5yc7ORmpqKvyOHwcPGIDMRx+Fz5dfgo4dw1ULzi+IvXv3gohQr149AMCGDRtQrVo1VK9eHQcPHkRycjLq1q2LGTNmIDY2FqmpqWBmGAyGPL+6v78/Tp06ladHdnY2Ll++jIiICKxevTqvjsuXL+PEiRO4+eabr9E5Ozsb33zzDWJiYrBu3TqULVsWpUqVQnp6Onx8fPLKVqlSBUlJSbh48SJOnDiBjRs34sqVK9fIBACXLl3KO+eOO+7AG2+8gU6dOiEwMBAnTpyAj48PWrZsiZ49e+Lxxx9HUFAQzp8/D4PBgNq1a1/3HV29evW63y0Xg8FQ4DFPQ3VxTzxVl3rp6ah68iRWm8hud12YudAHgGUAtpl5dAawAUB5Y7lDACoXVR8zIzo6mvOzY8eO6z4zx6VLlywqV1wSExO5VatW3LBhQ46MjOQuXbrwmTNnmJl52bJlHBUVxREREfzoo4/y1atXmZk5JCQkrwwz8w8//MBhYWHcpEkTvnLlCsfFxfHff//NzMzLly/nmJgYjoyM5MjISF64cOF1usTFxfHw4cM5KiqKGzVqxBs2bGBm5jFjxvD48ePzyuXk5HDv3r25fv36/MADD3BcXByvWLHiOpl69erFjRo14hEjRjAz88SJEzkiIoIjIiK4ZcuWvG/fPmZmTkhI4CZNmnBkZCQ3a9aM161bZ/Y7Kuw3ym2/JKC6uCceq8vrrzMDzOnpeR9ZqwuARDZnp819aMkDQCSA00YDfghAFsRPXrWoc93RkLsCT9NFDbnnobq4AVOmiKk9fjzvI3sbcqtdK8y8FUDerBgRHQIQw8yOnZ5VFEXxJEwXBRlDmu2NZ8eRK4qiuDtOWKZvtzS2zBxqr7oURVFKDLk9cgcacu2RK4qiOJLcHrkDFwWpIVcURXEklSrJynPtkd/YnDhxAl9//bWrxVAUxRq8vICKFdWQOwtXp7E1x4ULF/Dcc8/h7rvvLrLs2LFj8b4xTUH//v3xww8/2NS2oih2onJlh7pW3GbPTldjmsa2dOnSOHv2LDIyMiw+PzeNbURERF7WxGnTplktT1ZWFry9vVGhQgUkJCRYXY+iKG5AUJD2yJ2BO6Sxbd26NZ555hnExMTgo48+QlJSEuLi4hAdHY17770XKcZ9//bv34927dohOjoad9xxB3bt2lWobgXVoyiKk6hYEfj3X4dV75Y98meeAZKTzR/LzvaHl1fx64yKAiZOLPh427Zt8frrryMsLAz33HMPevTogbi4uLw0tsuXL0dYWBgeeeQRTJkyJS/7YW4aW0B64O+//z5iYmKuqds0jW1AQADeffddfPjhh3j22WevkyMjIwOJiYnIzMxEXFwcFi5ciKCgIMydOxejR4/GjBkzMGjQIHz22We45ZZbsGHDBgwdOhR//PGHWb0yMzMxbNgws/UoiuIkKlYENm92WPVuachdgbuksc2tb/fu3di2bRvatGkDQFw31apVg8FgwNq1a9GtW7e8c3JHCOYoqB5FUZzITTcB5887rHq3NOSF9ZxTU9NQtmxZh7TrDmlsc+tjZjRq1Ajr1q275vilS5dQoUIFJBc0ZDHTtrl6FEVxIhUrApcvAxkZgK+v3atXH7mR3bt3Y+/evXnvk5OTERISgvr16+PQoUPYt28fANmKLS4uzmwdZcuWNWucW7ZsiTVr1uTVcfnyZezZs6dQeerXr48zZ87kGeDMzExs374d5cqVQ506dfD9998DEEP9zz//FLseRVGcyE03ybOD/ORqyI0YDAb069cP4eHhaNy4MXbs2IGxY8fCz88PX375Jbp164bIyEiUKlUKgwcPNltH//79MXjw4LzJzlyCgoIwc+ZM9OrVC40bN0arVq2KnKD09fXFDz/8gFGjRqFJkyaIiorC2rVrAQCzZ8/G9OnT0aRJEzRq1AgLFxa8p0dh9SiK4iQqVpRnR014mkuJ6OiHprEVPE0XTWPreagubsLixZLKds0aZrZ/GlvtkSuKojgaB/fI1ZAriqI4mlxD7qDIFTXkiqIojkYnOxVFUTycChXkWXvkiqIoHoqXF1C+vBpyRVEUj8aB+VbUkDuYPXv2FBrn7ShSU1MxZcoUSMSSoigux4HL9NWQm0BEePjhh/PeZ2VlISgoCB07dixWPaGhoThrzD0cFhaGzZs3Y/78+deVOXfunO1CmyEjIwNPPvkk4uLiQERmywQGBgKQTSu6du0KQFaz/vrrrw6RSVFueBzYI3fLXCuuIiAgANu2bUNaWhr8/f2xdOlS1KhRw+Z6x44da7twFpCbw9zX1xezZs2y6Jzq1avnbUCRnJyMxMREtG/f3pFiKsqNScWKwNGjDqnaJkNORGMBPA4gN2P6S8xse5eukDy2/tnZcEgeWyPt27fHL7/8gq5du2LOnDno1asX/vrrLwDA+fPnMWDAABw4cABlypTBF198gcaNG+PcuXPo1asXjh8/jlatWl3jzvjmm2/w8ccfIz09HS1btsTkyZPhlU/+3DIZGRmIjY01WyY0NBTdu3fH4sWL4e/vj2+//Rb16tVD//794efnh82bN+O2227Dk08+iSeffBJnzpxBmTJlMHXqVDRo0AAHDx5E7969YTAY0Llz57x6Dx06hI4dO2LTpk149dVXkZaWhtWrV+PFF1+0KLOjoigWctNNbu0jn8DMUcaHx4/Le/bsiYSEBFy9ehVbtmxBbGxs3rExY8agadOm2LJlC9566y088sgjAIDXXnsNt99+O7Zv344uXbrgyJEjAICdO3ciISEBa9asyUts9c0331zT3s6dOzF37lysWbMGycnJ8PLywuzZs83KVr58eWzduhVPPfVUXhpdADh27BjWrl2LDz/8EIMGDcInn3yCpKQkvP/++xg6dCgAYPjw4RgyZAi2bt1qNo2tr68vXn/9dfTo0QPJyclqxBXF3lSsKD5yB8xbuadrpZCec1pqqsPS2AJA48aNcejQIcyZM+c6F8Pq1avx448/AgDuuusunDt3DpcuXcKff/6JefPmAQA6dOiAm4zB/8uXL8fOnTvzcoEbDAbUqlXrmjqXL1+OpKQkNG/eXPRLS0OVKlXMytarV6+8Z9NNKbp16wYvL69Cc5WvWbMmT/a+ffti1KhRVnw7iqJYzU03AVlZgJndwWzFHob8KSJ6BEAigP8xs+P2M3ISnTp1wogRI7By5UqbJiSZGd26dcM777xTaJl+/frh7bffLrI+04lL09e5OcxzcnIKzVVe0MSnoihOwIH5Voo05ES0DEBVM4dGA5gCYBwANj5/AGBAAfUMAjAIAIKDg7Fy5cprjpcvX95sLu/8ZGdnW1TOWlJTU9G9e3f4+fkhNDQUR48eRVZWFlJTUxEbG4sZM2Zg1KhR+Ouvv1CxYkUQEVq2bIkvv/wSI0eOxJIlS/Dvv//CYDCgZcuW6NmzJwYNGoSgoCCcO3cOBoMBISEhYGZkZ2fnlXn88ccRFBSE8+fPw2AwoHbt2tfIxcyYNWsWnnvuOSQkJKB58+ZITU1FZmYm0tLSkJqaCiJC7dq1MWvWLHTp0gXMjG3btiEyMhKxsbH48ssv0bNnT0yfPj1PV4PBgJycHKSmpsLb2xvnz58v8Pu9evXqdb9bLgaDocBjnobq4p54ui6Vjx9HBIDEJUtgqFrVvrqYS4lozQNAKIBtlpR11zS2AQEB1322YsUK7tChAzMznzt3jjt37syRkZEcGxvL//zzDzMznz17ltu0acPh4eE8cOBArl27Np85c4aZmRMSErhJkyYcGRnJzZo143Xr1jEzc0hICB88eLDQMqaEhITwyJEjOTIykmNiYnjv3r3MzNyvXz/+/vvv88odOHCA7733Xm7cuDE3bNiQX3vttbzPW7ZsyRERETx69Og8XQ8ePMiNGjXK0y8mJoabNGnCCQkJ18mgaWw9D9XFjVixQlLZ/vGH3dPY2mq8q5m8fhZAgiXnuashdzbF0SUkJCTv5uAq1JB7HqqLG7FvH3PXrsxJSXY35Lb6yN8joiiIa+UQgCdsrE9RFKVkUrcuYNyiEXZ2EdlkyJm5r70EUQrn0KFDrhZBURQ3xa2W6LPmBXFb9LdRFPfFbQy5n58fzp07pwbDDWFmnDt3Dn5+fq4WRVEUM7jNgqCaNWvi2LFjOHPmTKHlrl69WmIMiifp4ufnh5o1a7paDEVRzOA2htzHxwd16tQpstzKlSvRtGlTJ0jkeEqSLoqiuA63ca0oiqIo1qGGXFEUxcNRQ64oiuLhkCuiRIjoDIDDVp5eGcBZO4rjSlQX90R1cU9UFyCEmYPyf+gSQ24LRJTIzDGulsMeqC7uierinqguBaOuFUVRFA9HDbmiKIqH44mG/AtXC2BHVBf3RHVxT1SXAvA4H7miKIpyLZ7YI1cURVFMUEOuKIri4bitISeidkS0m4j2EdELZo6XJqK5xuMbiCjUBWJahAW6PEdEO4hoCxEtJ6IQV8hpCUXpYlLuISJiInLbcDFLdCGi7sbfZjsRfetsGS3Fgv9YbSJaQUSbjf+z9q6QsyiIaAYRnSaibQUcJyL62KjnFiJq5mwZLcUCXfoYddhKRGuJqInVjZnbNsjVDwBeAPYDuBmAL4B/AITnKzMUwGfG1z0BzHW13DboEg+gjPH1EE/WxViuLIA/AawHEONquW34XW4BsBnATcb3VVwttw26fAFgiPF1OIBDrpa7AF3uBNAMBez/C6A9gMUACEBLABtcLbMNutxq8t+6zxZd3LVH3gLAPmY+wMwZABIAdM5XpjOAr4yvfwBwNxGRE2W0lCJ1YeYVzHzF+HY9AHfNF2vJ7wIA4wC8C+CqM4UrJpbo8jiAScz8LwAw82kny2gplujCAMoZX5cHcMKJ8lkMM/8J4HwhRToDmMXCegAViKiac6QrHkXpwsxrc/9bsPG6d1dDXgPAUZP3x4yfmS3DzFkALgKo5BTpioclupjyGKTH4Y4UqYtxqFuLmX9xpmBWYMnvEgYgjIjWENF6ImrnNOmKhyW6jAXwMBEdA/ArgGHOEc3uFPd68hRsuu7dJh+5AhDRwwBiAMS5WhZrIKJSAD4E0N/FotgLb4h7pTWkt/QnEUUy8wVXCmUlvQDMZOYPiKgVgK+JKIKZc1wt2I0OEcVDDPnt1tbhrj3y4wBqmbyvafzMbBki8oYMF885RbriYYkuIKJ7AIwG0ImZ050kW3EpSpeyACIArCSiQxAf5k9uOuFpye9yDMBPzJzJzAcB7IEYdnfDEl0eA/AdADDzOgB+kMRNnoZF15OnQESNAUwD0JmZrbZf7mrI/wZwCxHVISJfyGTmT/nK/ASgn/F1VwB/sHHWwM0oUhciagrgc4gRd1c/LFCELsx8kZkrM3MoM4dC/H6dmDnRNeIWiiX/sQWQ3jiIqDLE1XLAiTJaiiW6HAFwNwAQUUOIIS98X0X35CcAjxijV1oCuMjMKa4WyhqIqDaAeQD6MvMemypz9cxuITO+7SE9oP0ARhs/ex1iGAD5I34PYB+AjQBudrXMNuiyDMApAMnGx0+ultlaXfKVXQk3jVqx8HchiKtoB4CtAHq6WmYbdAkHsAYS0ZIMoK2rZS5AjzkAUgBkQkZEjwEYDGCwyW8yyajnVjf/fxWlyzQA/5pc94nWtqVL9BVFUTwcd3WtKIqiKBaihlxRFMXDUUOuKIri4aghVxRF8XDUkCuKong4asgVRVE8HDXkiqIoHs7/AVPzer4vCiZdAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 10\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 11\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 12\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Meilleur modèle -> degre = 7\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"main(degreMax=12, NbEx=20, sigma=0.5)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 1\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 2\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 4\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 5\n"
]
},
{
"data": {
"image/png": 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JEydy8uTJWFdSxowZWbp0KWXKlGH06NE0bNiQ6Oho0qVLx4wZMyhcuHCS/4cajcZApJQO+apUqZKMy4kTJ57bFh8PHjywuqwj42ztSOgabd68OfWEpDC6LY6JbouUwH4Zj11N2y4djUbzHzqPj8ujDb5G4yroPD4uT9r24Ws0rkR4OOzbp4z6yZNw4QI8eACHD4OU/5WbNUu9vL3hyRPD5GpSH23wNRpnRkrYvBm++QbWroWYqKsCBaBoUShYEPLlg4MHVdSaueEPCID583EzzRbXpH20wddonJHoaFixAiZOhJAQyJYNmjeHN96AWrXA1/fZ8t26wZw54OkJERFQubLq/XfsSPXMmWHAAOjbF5xgsR1N8tE+/DTCtWvXWLJkidEyNKnBzp1QtarKthkRAfPmwbVrMH8+vP3288Ye/puTsnevMv4FCsCJE7BjB/+WLQvDh0PJkrBkybNPAZo0hTb4ScTo9MiWuH//Ph999BH16tVLtOyIESOYZEov0b59e1avXm3TuTWpSGgodOqkevDXr8PSpXD0KHz4ofLHJ4SlPD5CQM2aHBs7FnbvVu6fdu3grbfg1q3UaZMmVdEunSRgnh7Zy8uL27dvExERYfXxMemRy5UrF5tlc968ecnWExkZiYeHB1mzZmXFihXJrkfjBOzZA23aqLz6H3+seuRWpOywmmrV1Dm+/BIGDwZ/f/WDUr++/c6hMRzdw08CjpAeuU6dOvTt25fKlSszbdo0Dhw4QGBgIJUqVaJRo0Zcv34dgL///pvGjRtTqVIlateuzV9//ZVg2+KrR+MAzJ4NtWtDZCRs3QoTJtjX2Mfg5qb8+Pv2Qc6c0LixiubRpBns0sMXQiwAmgA3pZTlLOwXwDTgNeAx0F5KedCWc/btq8aq4iMqygd396TVWaECfPFF/PsbNmzIyJEjKVmyJPXr16dFixYEBgbGpkf+/fffKVmyJO3atWPWrFmx2TJj0iOD6tFPmjSJypUrP1O3eXrkDBkyMGHCBKZMmUK/fv2e0xEREcH+/ft5+vQpgYGBrF27lpw5c7Jy5UqGDh3KggUL6Ny5M7Nnz6ZEiRLs3buX7t2788cff1hs19OnT+nVq5fFejQG8vQp9OmjjO5rr8GyZWAhb5Ld8feHXbugVSvo3h1OnYIpU9QPgsapsZdLZyEwHVgcz/5XgRKmV1VglumvU+Eo6ZFj6jt16hTHjh2jQYMGgHIZ5c2bl9DQUHbt2kXz5s1jj4l54rBEfPVoDOTxYxV1s349DBoEY8aQ5B6MLWTKpMI8+/eHadNURM/cuamrQWN37GLwpZTbhBBFEijyFrDYlOdhjxAiqxAir5Qy2X6DhHriAA8fPiFTCoSYOUJ65Jj6pJSULVv2mSRsAA8ePCBr1qyEJPQIFOfclurRGMS//6rwyh07lDsnTrrqGKSEq1fVuO3Vq3D3rtrm6amygBctqjrrMcvoJhl3d5g6VT1VjBwJUVGwYIE2+k5Mag3a5gcum32+Ytr2jMEXQnQGOgPkzp07dkm+GLJkyWLRAFoiKirK6rLWcubMGYQQFC9eHIC9e/eSN29e8uXLx/nz5wkJCaFYsWIsWLCAqlWr8vDhQ6SUhIaGxvr9fXx8uHHjRqy2qKgoHj16RLly5dixY0dsHY8ePeLatWsULVr0mXbElH/48CH58uXjxo0bbNq0iapVq/L06VPOnj1L6dKlKVSoEIsXL6Zp06ZIKTl27Bj+/v6Eh4eTLl06Hj58yNOnT3ny5EmC9SSVsLCw565bDKGhofHuczZSqi3ujx5RfsAAMp45w1/DhnGzVCkwO09EhGDfvuzs2uXLnj3ZuXvXK8H63NwkJUs+pFq1O7zyyk0KFnx+Zm2ibalbl8KXLuG3cCHXb9/m1IABKsLHAdH3WCLEl1UtqS+gCHAsnn0/AbXMPv8OVE6oPkfMlrl//35ZvXp1Wbp0aenv7y+bNm0qb926JaWUctOmTbJChQqyXLly8oMPPpBhYWFSSikLFy4cW0ZKKVevXi1Lliwpy5cvLx8/fiwDAwPlvn37pJRS/v7777Jy5crS399f+vv7y7Vr1z7XDvPyUkp56NAhWbt2bRkQECDLlCkj58yZI6WU8ty5c7JRo0YyICBAli5dWn722WdSSimDg4PlxIkTpZRSBgUFyVWrViVYT1LR2TJt4NEjKWvXltLDQ8q1a5/Zde2alMOHS5krl5QgZebMUr73npRffSXltm1SXrggZWiolI8fS3nnjpTHj0u5Zo2UQ4dKWa2alEKo4+rWlXL1aimjopLRlqFDVSXBwXZrsr3R91jC2TJTy+B/DbQy+3wKyJtQfY5o8I3A2dqhDX4yCQ+XsnFjZZlXrIjd/O+/Ug4ZIqW3t9rVpP4Tub7cQBl+8XqSqr92TcqxY6X081Pf+ooVpVy/Xsro6CS0JTpayvbtVQXJ7BCkNPoec4z0yOuAdkJRDfhX2uC/12jSFNHR0LYt/PqrSn/QogVSwvLlUKIEjBsH776rgmV+LPERr56YjOf4pGW8zJsXhgyBM2dg8WK4f18F/rz9Nty+7WldJUIofY0bq9m6W7cmuakaY7GLwRdCLAd2A6WEEFeEEB8KIboKIWKWfVoPnAPOAnOB7vY4r0aTJvj0U/juO/j8c+jYkVu34L33oHVr8PODP/+Epd/7UKKkUCGa0dHqrxCQxEXr3d3Vb8tff6k0PBs3Qvv2L7FokZUVpEuncvgUL66iiC5fTvwYjcNgF4MvpWwlpcwrpUwnpSwgpZwvpZwtpZxt2i+llD2klMWklP5Syv32OK9G4/QsWQJjx6qUCQMGsGePmg+ybh2MH6/S5lSpgpph27r1fyE36dOrXDrnzyfrtJ6eKl/a0aNQrFgo7durDA3xZks2XzwlSxb43/9U4XffhbCwZGnQpD56JoVGYxQ7d0LHjlC3LsyYwbz5gsBA8PJSOc4GDTKLgMybFzJnVsbV21v9zZxZxV/aQPHiMGVKCMOGqYjLGjXi6bTHXTyldGnlG9q3T/1yaJwCbfA1GiO4dg3eeQcKF0auWs2Q4eno1Anq1IH9+1Uv/zliMl7u2aP+2mmpQnd3Zc9/+kk9SFSvrnr+gHIZiXhcSU2bqinvM2aogzUOjzb4Gk1qExmp0haEhhK5+gc6DcrO+PFqftX69ZA9ezzHWcp4aUdefx22b1fva9Uyhf8n5koaP17p+eAD5fbRODTa4DsAp0+fZu3atal+3ocPHzJr1qyYUFlNajFsGGzbRtSsObQeXYb589W47axZxk9iDQhQmZILFFBRPJv/SsSV5OWlwokePYL27XUufQdHG/wkIoSgTZs2sZ8jIyPJmTMnTZo0SVI9RYoU4fbt2wCULFmSQ4cO8b///e+5Mnfu3LFdtAUiIiLo0aMHgYGBiHhmTWbMmBFQi6s0a9YMgJCQENavX58imlyCn36CCROI7tyFdhveZ9UqmDRJucYdZfJqwYJq1cSiRVWvf8sx34RdSaVLq0Zs3AgLFxqiWWMdOh9+EsmQIQPHjh3jyZMn+Pj48Ntvv5E/f36b6x0xYoTt4qwgJoe+p6cnixfHl+vuWfLlyxe7UEpISAj79+/ntddeS0mZaZOrVyEoCFmxIl2ffMGyZSrGvn9/o4U9T65c8Mcfajz59YOj+GMSVC2PciVZomtXFa750UcqTl8n33NInNfgJ5If2ScqKunPx4nlRzbx2muv8fPPP9OsWTOWL19Oq1at2G5yft69e5cOHTpw7tw50qdPz5w5cwgICODOnTu0atWKq1evUr169WfcKEuXLuXLL78kPDycatWqMXPmTNzjaI8pExERQdWqVS2WKVKkCO+99x6//PILPj4+LFu2jOLFi9O+fXu8vb05dOgQNWvWpEePHvTo0YNbt26RPn165s6dywsvvMD58+dp3bo1oaGhvPXWW7H1XrhwgSZNmnDw4EGGDx/OkydP2LFjB0OGDLEqE6gGNeD5wQcQFsbUqiuZO9ub4cPVWiOOSozRr1lT9fR37VKrIFrEzU0ttVi+PPToAd9/7ziPLJpYtEsnGbRs2ZIVK1YQFhbGkSNHqFr1v0zPwcHBVKxYkSNHjjB27FjatWsHwGeffUatWrU4fvw4TZs25dKlSwCcPHmSFStWsHPnTg4fPgwo427OyZMnWblyJTt37iQkJAR3d3e+/fZbi9qyZMnC0aNH6dmzZ2x6ZoArV66wa9cupkyZQufOnfnqq684cOAAkyZNont3NQ+uT58+dOvWjaNHj1pMj+zp6cnIkSNp0aIFISEh2tgnhenT4bff2PHOFPrPLkGnTpBKD3U2kTu3mgDs5gaNGiUyLluyJHz2mYrR//77VNOosR7n7eEn0hN/8vBhiqRHBggICODChQssX778OdfGjh07+N50s7/yyivcuXOHBw8esG3bNtaYoipef/11smXLBqiVsk6ePBmbiz40NJSCBQs+U+fvv//OgQMHqFKlimrbkyfkypXLorZWrVrF/jVfPKV58+a4u7snmCt/586dsdrbtm3LoEGDkvHf0TzHiRMwaBC3XnqdOss606iR8ow4Swe4eHEVPVSnjkrFsHVrAkvofvSRmjXcsyc0aJA6C7ZorMZ5Db7BvPnmmwwYMIAtW7bYNLAqpaR58+aMHz8+wTJBQUGMGzcu0frMB2DN38fk0I+Ojk4wV358A7iaZPL0KbRtS6RPRqofn0fZcoLvvlMZCpyJypXVpOB33lFpdBYsiOcHy8ND5fB/6SU1Ej15cqpr1cSPdukkkw4dOhAcHIy/v/8z22vXrh3rbtmyZQu+vr5kzpyZl19+mWXLlgHwyy+/cO/ePQDq1avH999/z82bNwG4c+cOFy5ceKbOevXqsXr16tgyd+/e5eLFixZ1rVy5MvavpRWzMmfOjJ+fH6tWrQLUj0mMK6lmzZqxi6HH5zLKlCmT3dcZSNNMmgQHD/JR+q95kD4PP/2kohqdkaZN1drpCxfCV18lULByZTWD+Msv4eTJ1JKnsQJt8JNJgQIF6N2793PbR4wYwYEDBwgICGDw4MEsMmWlCg4OZtu2bZQtW5Y1a9ZQqFAhAMqUKcPo0aNp2LAhAQEBNGzYkH/ihL3FLdOgQYN4Fxm/d+8eAQEBTJs2jalTp1os8+233zJ//nzKly9P2bJlY+cATJs2jRkzZuDv78/Vq1ctHlu3bl1OnDhBhQoVYn9cNPFw6hTys8/YU6AZM66/w4oVKuTRmQkOhrfeUp6bzZsTKDhmDGTMCL1769h8RyK+vMlGv3Q+fEVS2hF3sRUj0PnwTURFSVm7tnySPpvMzXU5fnyqyEoWSb0u//4r5QsvSJknj5Q3biRQ8KuvVO7877+3SV9ScKl7LB5wgHz4Go1rMWcObN9Oz7DJVH87Dx9/bLQg+5E5sxqXvXcPgoJUxKlFunZVi+p+9JHOqOkgaIOfhrhw4QK+vr5Gy9BcuYL8+GN2+NRnU4H2fPON80TkWIu/vwqU+/VXmDIlnkIeHmoR9IsX45+wpUlVnM7gS+0PdFj0tTHRqxcRT6JoH/Y1S78VZM1qtKCUoUsXlQ5/yBC1SItF6tVTAfxjxqhltjSG4lQG39vbmzt37mjD4oBIKblz5w7e8QZouwi//AI//MDwyOG0/KQotWoZLSjlEALmzoV8+aBNG3j8OJ6CEyYoY59A6LEmdXCqOPwCBQpw5coVbt26lWjZsLCwNGF8nKkd3t7eFChQwGgZxhEWRmT3XpxzK8X2iv3YGmy0oJQnWzb45hvVkR86VHlwnqN8eZVSedo0lXbB2UOVnBinMvjp0qXDz8/PqrJbtmyhYsWKKawo5Ukr7XAF5MRJeFz4m488N7JwmafTTa5KLq+8ouz4tGkqVv/lly0UGjVKjfQGB6tZWxpDcCqXjkbjsFy4QNTosayiGXXHNog/yVgaZcIElU65fXsIDbVQoEgR9auwaJFaQV1jCNrgazR2ILxHP8IjBIvLT8EsZ53LkCGDcu1cuJBABtDBg1USntGjU1Oaxgxt8DUaW9mwAa/1PzDW7VPGLS1o+KpVRlG7NvTqBTNnxhO1kyuX6uUvX657+QahDb5Gk1SuX6dCnz5q5afISB527s9ZiuE9pB/lyhktzlhGjVJRO507q6V7n2PgQNXLHzky1bVptMHXaJLOqFFkOXoURo4kbOZ8Ml06zvSCnzNouJfRygwnc2aVM+3wYTWI+xw5c6rUyStWqLTRmlRFG3yNxlp8fFTw+axZCClh1iwi+/RnG7V5b3lTPD2NFugYNG0Kb7yhMmtevIhaNSUw8L+1cAcOhPTp1eOAJlXRBl+jsZZz56B1a2WsgNvuucjII7Y0HEuNmmksd4INCPFf+uRevUCOHAU7dvznxvH1VTtWroRTp4wT6oJog6/RWEvevMpnERZGpEc6MkfdY4VbK7ouScPTaZNJ4cIwMmIwP/4I62ZfVRnWZs1SvwY+PmpNai8vmDjRaKkuhTb4Gk1SuHEDunblVJFaROFOeKkA4llt0uXpc64PZbNc5iMxlTC81JPR++/D+fNqsdwOHWDxYohn7QWN/dEGX6NJCmvW8PjdtpQ9u5mluQfQ5mh8Qecaj4J5+aL2Gs7JonzhMVClSM6cGfLkUQUGDFA9/3gW6tHYH23wNZqkICU32n/MP+TGf8nHLhtzby31023lbb8QRqcbwbW2g/4buAXw84MWLeDrr+HuXeNEuhDa4Gs0SeDGol/xu7ydVS/0pVqDTEbLcXzWrGHSbxV4GuXOEDkW1qx5dv+gQSoXw8yZxuhzMbTB12isJTqaJ/2GcE4UJe+nNYxW4zQUKwb9+yt3/d69cXYGBMBrr6mg/XjzK2vshTb4Go2VnB37HUXuH+bAmyPxzRffun4aSwwZooKceve2sCTi4MFw+7bOopkKaIOv0ViBjHiK15hPOe4RQONFrYyW43RkygTjxqkcO6tWxdlZqxZUr64Gb6OiDNHnKtjF4AshGgshTgkhzgohngtbEEK0F0LcEkKEmF4d7XFejSa1ONRrAQXDznKl6xgyZdH9pOTQpo3y4HzyCUREmO0QQi10fu4c/PSTYfpcAZvvXCGEOzADeBUoA7QSQpSxUHSllLKC6TXP1vNqNKlF+L3H5Js/koPpa1J/6utGy3Fa3N1V3vxz52D27Dg7334bChXSIZopjD26Ki8BZ6WU56SUEcAK4C071KvROAR7204nT9Q1IkeOw91Dp1CwhUaN1ApZo0bBgwdmOzw8VLqFrVvh0CHD9KV1hK0LggshmgGNpZQdTZ/bAlWllD3NyrQHxgG3gNNAPynlZQt1dQY6A+TOnbvSihUrkq0rNDSUjBkzJvt4RyGttAOcsy1h/zyhaqv3OZGlEk9/GBq73RnbEh+p3ZZTpzLStWtl2rS5yIcfno/d7hEaSvXmzbkVGMhf8a6ikjD6ukDdunUPSCkrW9wppbTpBTQD5pl9bgtMj1MmB+Blet8F+COxeitVqiRtYfPmzTYd7yiklXZI6Zxt2VxrmJQg/1px6NntTtiW+DCiLS1bSunjI+XVq3F29OwppaenlNevJ6tefV2kBPbLeOyqPVw6VwHzZegLmLaZ/6jckVKGmz7OAyrZ4bwaTYpy86+7vLhjGrsLNqdUiwpGy0lTjBmjFkgZMSLOjt691YjurFlGyErz2MPg7wNKCCH8hBCeQEtgnXkBIURes49vAiftcF6NJkUJaTeZjISSd+Zwo6WkOYoWhe7dYf58OGluDUqUgCZNlMEPCzNMX1rFZoMvpYwEegIbUIb8OynlcSHESCHEm6ZivYUQx4UQh4HeQHtbz6vRpCRXQm5Tfd+XHPBrTpEmLr5uYQoxbJhKoPlcL79vX7h1S619q7ErdgkollKul1KWlFIWk1KOMW0bLqVcZ3o/REpZVkpZXkpZV0qpVzDWODSHg6aQgUcUmBtstJQ0i68v9OkD330HR46Y7XjlFShdWrt1UgA9g0SjicPZPbd5+chXhJRsQd56lqaUaOxF//6QJYtaDjEWIaBbN9i3T700dkMbfI0mDsc+mEQGHlFkgfbdpzTZsimjv3Yt7N9vtqNdO+Xv0b18u6INvkZjxtE/blH/r+kcK9uS7DVLGy3HJejTB3LkgE8/NduYJYvKxbB8Ody7Z5i2tIY2+BqNGac6TcSHJ/h9o3v3qUXmzPDxx/Drr7Brl9mObt1UpM7ChUZJS3Nog6/RmDj4601ePTeDkxVakanKC0bLcSl69IBcueL08itUgBo1lFvnuZzKmuSgDb5GY+J8j4l4E0aR+bp3n9pkyKCyaP7xB2zebLaje3c4c0YZf/PlETXJQht8jQYI+e0Wjc/N5HiF98n4Ykmj5bgkXbpA/vyqlx+b4qtZM/D2hqNHYeRIQ/WlBbTB12iAM92n4sMTis4bmnhhTYrg7Q1Dh8LOnbBpE+DjozbGzLidNUuFbPr4GKrTmdEGX+PyHN5yj0Znp3OyXHMyVipltByXpkMHKFBApU/m3Dlo3VoZfVAplN9/H86fT7AOTfxog69xeY53m05mHlJo1idGS3F5vLxUxM727bD1dF4VwhMRAW5uKttaxoyQJ4/RMp0WbfA1Ls3hnaE0+usLTpV6g0y1yhstRwN07Khs+siRwI0b0LUrTJqkdj6Tg0GTVDyMFqDRGMmhLrMpz108p2vfvaPg4wMDB6oZuLt2rqFGDeDpUxg/HnLnNlqeU6N7+BqX5cjeJzQ6Ppm/i9YnU/2qRsvRmNGli0quNmqUaUO6dNC+Pfz4I1y/bqQ0p0YbfI3LsrfLAvLyD7m+0L17RyNDBhgwQM2+/fNP08aOHSEqChYtMlSbM6MNvsYlOXYwgoaHP+diwZpkahJotByNBbp3h+zZYfRo04YSJSAwEObNMwvU1yQFbfA1LsnOjgsozCWyD+2uYrs1DkemTGotlB9/hEOHTBs7doS//4YtW6yr5Pp19SOhZ+kC2uBrXJC/T0XyyqHJXCE/mUK2Gy1HkwC9eqnEmbG9/HffhaxZVS/fGkaNgh079CxdE9rga1wLHx82v9CFEpwlPY9g9mw9e9OByZpVrWu+Zg0cO4a6Tm3awPffw9278R/o46Oua0ziNT1LF9AGX+NiXN95jurs4Rr5yM59tciGnr3p0PTtq+ZbjRlj2tCxI4SHw7ffxn9QzCzd9OnVZ32dAW3wNS7GhpF7KcsJ3In6L09L5sx69qYDkz27So3/3Xdw9ixQvjxUqQJz58Y/eJvXNEs3LExfZzO0wde4DPfuSgJ+HM0/7vnJ3bUp7NmjZnHqAT2Hp18/FYo/caJpQ8eOKoNmQmvexszS1dc5Fj3TVuMyrO+7kfejD3AleC6M6Kg2zphhrCiNVeTNq+ZdffMNBAdDvpYt1a/A/Pnw0kuWD1qz5r/3+joDuoevcREePYKiy0dzy7sABT5pZ7QcTTL4+GOVP23qVJR7plkzWLECnjwxWprToA2+xiVYP3gb1SN38LDrx+DpabQcTTIoWhRatlQBN3fvorr8Dx7ADz8YrMx50AZfk+aJiIDcc0dzN10uio7taLQcjQ0MHqye1qZPR02oKlxYL3KeBLTB16R5fh21j5fDf+NW2/4uH4ft7Pj7Q5Mm8OWX8OiJGwQFwW+/wZUrRktzCrTB16RpoqLAZ+pYHrhnpeTUbkbL0diBIUPgzh0VlUlQkArNXLLEaFlOQdo0+NevU6FPHx2GpWHTtOM0ePQDl5v2RmTOZLQcjR2oUQNefhkmT4aIAkWVa2fhQp1QzQrSpsEfNYosepV7l0dKiBw9nkciAy/M6G20HI0dGTJEeXGWLkUN3p4+reLtNQmStgy+Wf4MIaXOn+HibF90jkb3lnO+QRfcc+UwWo7GjjRqBBUrwoQJENW0mUqg/803RstyeNKWwdf5MzRm3PtkIlG4U/Lr/kZL0dgZIVQv//RpWLMxo4rJX7kSt7Awo6U5NGnL4Jvlz4jy9NT5M1yYfWuv0fj6Ak5V/wDPIvmMlqNJAd55B0qWhHHjQAa1hwcP8N2xw2hZDk3aMvig8me0aEHIlCk6f4YLc+WjKXgQSfE5HxstRZNCuLur2beHDsHGsJehSBHybNhgtCyHJu0Z/AkTYMUKshw/rvJnmOfT0LgEx7fdocG52ZwIaEX6ckWNlqNJQdq2hfz5YdwEFZOf7cABuHzZaFkOi10MvhCisRDilBDirBBisIX9XkKIlab9e4UQRexxXouUKAF161Jw5UqdY8NF+avHV2TkEYVmPncratIYnp7Qvz9s3QoH/YNUsIaOyY8Xmw2+EMIdmAG8CpQBWgkhysQp9iFwT0pZHJgKTLD1vAkybBhed+/CggUpehqN43Hu8EPqHvuSY8XfJkvNckbL0aQCnTqpnPkjFvlxr0IFHZOfAPbo4b8EnJVSnpNSRgArgLfilHkLWGR6vxqoJ0TKrRy93b0Od0v7K/dORERKnUbjgBzqMpvs3CPPtCFGS9GkEhkzQp8+arHzoy++CWfOwO7dRstySOxh8PMD5k6zK6ZtFstIKSOBf4EUCYw+cwZeDhQsLPCR8uUtXpwSp9E4INfOhVFz72RO5q+P72vx5EjXpEl69lSG//O/g3RMfgI41AIoQojOQGeA3Llzs2XLlmTVU716OUbsbkWHEuPxCg7mTz8/pLu7HZWmHqGhocn+PzgaKd2Wvwfs5ENucCzoU26k8P9MXxfH47XXirF6tR/nagZSaPlydjVrRrSXl9Gykk2KXBcppU0voDqwwezzEGBInDIbgOqm9x7AbUAkVG+lSpVkctm5U0qQcm2HH9SbJUuSXZfRbN682WgJdiMl23Lnnwh5XhSRp3NUkzI6OsXOE4O+Lo7H1atSpksXJae88Yf63i9bZrQkm0judQH2y3jsqj1cOvuAEkIIPyGEJ9ASWBenzDogyPS+GfCHSViKUKMGlC9/n54b3iC6nL9a7j4qKqVOp3EAtnZfQRF5gXQjhqppmBqXI18+aNToH4b8GkhkgcKwaFHiB7kYNht8qXzyPVG9+JPAd1LK40KIkUKIN03F5gM5hBBngY+AFI+Xa936IpevurG11jD46y8dj5+GefQwmjJrx3E+UwBFerxutByNgbRseYmnUW5sKdhO5cm/etVoSQ6FXeLwpZTrpZQlpZTFpJRjTNuGSynXmd6HSSmbSymLSylfklKes8d5E6JKlXtUrAjdNr2LLFUKRo/WoVpplD/6/ECpqJM8HTBE9+5dnPz5w2jRAvofbgfR0aZ0mpoY0t5MWxNCwCefwKmz7vzZYCgcOQI//WS0LI2dCQ+TFFo6lis+xSk5tLnRcjQOwODBcORxcS4VqqncOrqjF0uaNfgATZuq5Eo9trdC+vnBqFH64qcxNn/yG+WfHuB+l8EquYrG5QkIgNdfh6l3guDkSdi/32hJDkOaNvju7urX/sBhD46/MQT27VN+PU2aICoKss0eyz/pClB2fFuj5WgciE8+gQWP3iMynbcevDUjTRt8UOnwCxSAPgeD1JvRo42WpLETW8bspOqTrfzz/gCEl6fRcjQORI0aUOHlLPzk0RS5bBmEhxstySFI8wbf0xMGDIA/dnjyd/NBsH27yrSkcWqkBO9Jo7nr7ov/tI5Gy9E4IEOGwKwnQYh79/T4nYk0b/ABOnYEX18YePJDtRiK7uU7PXu+/JOaD3/lXNMBuGfOYLQcjQPSqBHcqVCfG+75kAu1WwdcxOBnyKCSK/3vVx+utR4AmzbpBY+dnOiRo7nnlp2A2d2NlqJxUISAQZ+4szCqDXL9erU4kovjEgYfoEcPyJQJPrnYBXLk0L18J+bQgkPUvPsjfzXuh2eOTEbL0Tgw77wDWwsH4RYdhfx2mdFyDMdlDH62bNCtGyz5X0buBH0EP/8MBw8aLUuTDJ58Mop/RRbKz+tltBSNg+PuDs2Gl+FPqvBwhnbruIzBB+jXD9Klg5F3ekDWrCrHjsapOLXqCDVu/I/DgX1InzeL0XI0TkCbNrAuaxCZzx2Gw4eNlmMoLmXw8+SBDh1g9vIsPPygt8qvc+yY0bI0SeBu/zE8IBMB8/sYLUXjJHh6QoEBLYkgHdfGuXYv36UMPsDAgWrCzufhfdSKCWPHGi1JYyUXfzlB1cur2F+tF1mLZjdajsaJaNs3Bxs838Dnf9/C06dGyzEMlzP4fn7QqhVMXZSdJx16wMqVcPq00bI0VvBPrzE8Jj1l5/UzWorGyciQAR41a0+2iJtcmP2r0XIMw+UMPqh0C48ewXTPj8DLC8aNM1qSJhFubDtF5b9XsLtCd3KX9TVajsYJaTS1MbdETm5OdF23jksa/LJl4c03Ydz8XER80BmWLIHz542WpUmAS13HEo4XJb/ub7QUjZOSLVc6/nrxfcpf/pHzB+4aLccQXNLgg5p2fe8eLPQdqGK3JkwwWpImHm7v/ZuKJ79lW5muFH4p9387rl+HwED45x/jxGmcihfGBeFFBHv6rjBaiiG4rMGvVg1eeQVGzM1PZLsOapX7K1eMlqWxwPmOY4jEgxJfD3x2x6hRsGMHjBxpjDCN05GzQQWuZA+g2M5FXLtmtJrUx2UNPsCnn6pO4tL8g9TqOBMnGi1JE4e7e89Q8dhiNpfqSrFaedVGHx81b37WLHXdZs1Sn318jBWrcQp8urXnJfkniwafNFpKquPSBj8wEGrXhqFzixDZui3MmaPdAw7GxQ8/IwJPin5ttgzyuXPQujWkT68+p0+v8mDrcRiNFeTo1Zoo4U66ZYu4ft1oNamLSxt8ISA4GK5dg5V+QyAiAqZMMVqWxsT9XScof3wZm0r1pFRgnv925M0LmTNDWBh4e6u/mTOrmXUaTWLkzk1Y3VdpFbWESROijFaTqri0wQflx69ZEwbPL0FU85YwY4ZaPUH39A3nSqcRPCIDxed8/PzOGzega1eV9bRrV329NEkiQ7cg8nON07N+d6lbx+UNfkwv/8oV+L7UJ/D4MezerQcCDebB9sOUO7GKX0v1oczLFuLu16xRP87ly6u/a9akvkiN8/LGG0RlyUbriIUuNXTn8gYfoH59qCb2MnBkRqIRaqMeCDSU652DuU8WSum4e01K4OWF+/uteNf9f3w781+XSZWvDT6mXv7SElyiMD94NFMbPTz0QKBBPNq6n1J/reXnkh8REJjNaDmatEpQEJ5RYbwZvopJk4wWkzpog2+iUavsvJTrPP0jJxDt5g6RkSrNnh4ITHX+6TycO2Sn1Ky+RkvRpGWqVIEXXqC/7yJmzoSbN40WlPJog29CCAgu9i0X8GNtl1/Uxp07jRXlgjzatJtip39hbYmBVH4ls9FyNGkZISAoiFK3dpDv8VkmTzZaUMqjDb4Zr+4cRuXKMGBDA6Kbt4CrV+HWLaNluQ5ScrvTEG6Qi4A5PY1Wo3EF2rYFNzcmlF3MjBlw+7bRglIWbfDNEAKGD1fzetb4B8OTJ3r2bSrycNWvFL6wlR/8h1O5Tkaj5Whcgfz5oX59mtxbzJNH0Wnel68NfhyaNIGXXoL+80oT1aI1TJ+uY7xTg6goHvUaxFmKUX1BJ6PVaFyJoCA8r13ks3rb+OqrtP111wY/DkKopW4vXYJviw1Xs2/HjzdaVprnwexl5Ll5lJ+qjSGgsqfRcjSuxNtvQ6ZM9M6yiPDwtL0Injb4FqhXD+rWhYFzSvC0dTuYPVv58zUpQ3g4kZ98ygFepNG85kar0bga6dPDe++RecMqurUNZfZsuHjRaFEpgzb4Fojp5d+8CXNzf6oWwU3LP/sG8+/4WWR/cJFN9SdQuqy+JTUG0L49PHrEiIA1uLml3Yn2+tsVD9WrK3/+0Hl+hLf5EObOhQsXjJbleNi6CMm//+I+fjSbRH2af13fvto0GmupWROKFSPHT4vo3h0WLoRTp4wWZX+0wU+AUaPg/n2YlmmYWhVr+HCjJTkeNi5C8u+wiWQMu8OfTcdTtKidtWk01iIEtGsHmzcztO0l0qdPm193mwy+ECK7EOI3IcQZ01+L8+CFEFFCiBDTa50t50xNKlSAFi1g5IICPOrYB5YuhcOHjZblGNhjEZJLl/CZNZnv3FrSblqllNOq0VhDu3YgJTnWL6FfP/juOzh0yGhR9sXWHv5g4HcpZQngd9NnSzyRUlYwvd608ZypymefqXD80ZGDIWtWGDTIaEmOgR0WIbnffQhRUfBX+/EUKJBCOjUaaylSBOrUgYUL6f+RJFs2GDbMaFH2xVaD/xawyPR+EfC2jfU5HKVKqfGcqd9k5V73obBhA/z+u9GyjMfWRUh27ybrz8uY7jWAHp8XTlmtGo21fPghnD1LloObGTQI1q9XHsu0gq0GP7eUMmaRsH+A3PGU8xZC7BdC7BFCvG3jOVOd4GDlreh/rgcUKqR6+dHRRssynuQuQhIdzYMP+3GNvHgMHUSOHCkrU6OxmnffhWzZYM4cevVS/ZqBA0FKo4XZByETaYkQYhNgqds2FFgkpcxqVvaelPI5P74QIr+U8qoQoijwB1BPSvm3hXKdgc4AuXPnrrRixYqktOUZQkNDyZjRftPz5871Y9mywvzefiSvLAzmxKefcvOVV+xWf3zYux1GEtOWnBt/o+y4sfTKNJcmq0ri5eV8P55p8bqkBezRlmIzZpD/hx/YvWoVP+x8gUmTXmD48OPUrZu6ebWS25a6desekFJWtrhTSpnsF3AKyGt6nxc4ZcUxC4FmiZWrVKmStIXNmzfbdHxc/v1Xypw5pXwlMFJGBwRIWbSolOHhdj2HJezdDiPZvHmzlKGh8lH2/HIfleSib6KMlpRs0tx1SSPYpS3Hj0sJUk6cKCMjpQwIkNLPT8qwMNurTgrJbQuwX8ZjV2116awDgkzvg4C1cQsIIbIJIbxM732BmsAJG8+b6mTODCNGwB9b3dnbdIIatJw502hZTkfk+Emkv3uV6cW+4P22OipY44CUKQO1asGcObi7SSZNUrEI06cbLcx2bP3GjQcaCCHOAPVNnxFCVBZCzDOVKQ3sF0IcBjYD46WUTmfwATp1Mg3iLm9EdIOG6hdAp0+2Gq9//kFOmMB3NKf1zFq4uxutSKOJh86d4cwZ2LKFBg2gcWMYPRru3DFamG3YZPCllHeklPWklCWklPWllHdN2/dLKTua3u+SUvpLKcub/s63h3AjSJdOZUs+dVqwsupUCA1Nm7MzUgi/L2YQ8VSwttYkGjY0Wo1GkwDNmsUO3gJMmgQPHqh5hs6MfqZOIk2aqFDd3rPLEN6xh7oh9GSsxPnxR/Ls3cFIEczH0wsZrUajSRgfHzURa80auHWLsmWhY0eYMUN1/J0VbfCTiBDq1/72bRiTboTqBfTtm3bitlKCx4+J6Nab45ThSee+lC9vtCCNxgo6dVLp0RcvBtQkTG9v+Phjg3XZgDb4yaBSJTU/Y9zsbPzTczRs2aJ6AhqLyDFj8bx6gQHpvyJ4jM51r3ESypZVSdXmzAEpyZMHhg6FH35Q8y+dEW3wk8m4cZAxIwTt6IQMCID+/eHxY6NlOR6nTiE//5xFtKNUpwJ6kpXGuejSBU6fjp1d368flCgBvXpBeLjB2pKBNvjJJGdONWq/8Xd3tr37pVoxwdlHdOxNdDRRnbsSGpWehaU/5403rid+jEbjSDRvrr7sX30FgJeXenvmDEyZYrC2ZKANvg106QLly0PbeYE8bfuBcu4fPWqMGFvz0qcEc+bgvm0L/eRkRszKjbu7HufQOBne3ipE88cfYxMDNmoETZuqDt+lSwbrSyLa4NuAh4eajHH5MnzuO1Fl0+zSxZg8Ozbmpbc7ly4R3X8gv4v6PHqvA4GBRgvSaJJJ167g5vbMRMupU1WcRv/+BupKBtrg20itWtC2LYyckYNr/SfD7t2xsbupgj3y0tsbKZGdOxMeLumXcS5fTBPGadFobKVAAXjnHZg3Dx49AqBwYfjkE1i9GjZuNFhfEtAG3w5MnAgZMkCLn9oiX3kFBg9WLpbUwA556e3OokWIDRsYEDWBnpOKWJ0xWaNxWHr1Usvffftt7KYBA6BkSfUAYPodcHi0wbcDuXOrAZwdOwXLa89SueF7906dk9ual97eXLtGdN9+7PKozZEa3ejY0RgZGo1dqVVLLYH31Vexc268vdVS1+fPw6efGivPWrTBtxNBQVC/PnSdUpJ/+warZz0b0jsnieTmpbc30dEQFMTT0HA6Mp/Zc9xw03eYJi0ghOrlHzsGW7fGbn75ZejWDaZNg717DdRnJfrraCeEgK+/hqgoaHd0ILJqVejePXVcO2vWqDnf5curv0ZNAps6FTZtolfUF7wzqARlyxojQ6NJEVq1ghw54Msvn9k8fjzky6dSL0REGKTNSrTBtyNFi6pgmXXrPVj/3iLlXunY0TXSLoSEIIcM4Vfvt9leqhNDhxotSKOxMz4+6gn6hx/UZCwTmTPD7Nmq8z9+vHHyrEEbfDvTuzdUqQJBY0vx75DxalHM+U6bINQ6Hj+G1q257+FLUMRcFi8RhgYJaTQpRq9e4OkJkyc/s/n111XsxOjREBJijDRr0Abfznh4qFxLjx9Dq509VdROnz5w8qTR0lIGKaFHDzh5kuZPFtNlqC9VqhgtSqNJIXLnhvbtYdGi58bKpk0DX19o0waePDFGXmJog58CvPCCmnT7ywY3Fr2yWIVKvvde2sy1M28eLFzI5PSfcrdifYYNM1qQRpPC9O+vnPWmdAsx+PrCN9/A8eMwZIhB2hJBG/wUols3ePVV6DY6P5fHLVUOvj59jJZlX/bvR/bsyQHfhgx7GsyiReppV6NJ05QooSZizZwJDx8+s6tRI+XWnTbNMSdkaYOfQggBCxaojJpvzmhE5MAhqjdsNnHDqblzB5o140H6PDS8vYzJX7jj72+0KI3GjiSUn2rgQDURa+7c53aNH6+WxW3fHm7eTHGVSUIbfHsS5wbJkwcWLlSDOD3vjlSTNzp3hkOHDJVpM+Hh8M47RF+7TuOHq6n7bg66dTNalEZjZxLKT1W1qvquT56sovHM8PGBZcvg3j01kBsVlUp6rUAbfHti4QZ5/XXlz/t6vgcrm61Scbxvvpl6qRfsjZRqJaBt2+iTeSH/FKzCvHnqiUajSRNYm59q+HC4dk09ucchZkrM77/DiBGpI9satMG3B4ncICNHQt268MGQPJyZvA7u3lX5VeP0DJyCUaNgyRIWFx/J7H9bsXKlShKaLBwxpbNGY21+qrp1oXZttRqShe9yhw5qZbzRo+Hnn1NBtxVog28PErlBPDzUI17WrPDqkAo8nLVUzcPu0MGYVMrJZdEiCA5mf5l2BJ0dxsyZ8NJLNtTnaCmdNRqwPj+VEGqh22vXLPryQQXyVKigMuqePZvy0hNDG3x7YMUNkiePSq9z5Qq8Pq8pkaPHw/LlzrMA+vffQ4cOXCtTjxon5tKzp6BTp2TW5YgpnTUac6zNT1WnjkqoM26cxeB7Hx/11XFzU+7du3dTVnZiaINvL6y4QWrUUHG627fDh6c+Rvb7SHUBHL2Hu349tGrFg3LVKXtmLS/X82TqVBvqc8SUzhqNOdbmpxJCfX+vX1flLFC0KKxdCxcuKE+ukWvhehh36jSG+Q0Rz4UHlX/pzBkIDhYU/2wSn35wT43qeHo65myNtWvhvfd4UsIf/0s/41s4AytXKjdVsnG0lM4ajS0EBqpJN2PGKDdt9uzPFalZU0XstW6tYh4WLTIm0EH38A3g00+VT294sGBWxTnqLvjkExg2zLHcO0uXwrvvEl6mAlXu/UaEdxY2blSBRjbjKCmdNRp78Pnn8OCBGqEFiwEJrVrFxjwwcKAxX3XdwzcAIVQ+tfv3oXtvDzIsWEy79OlVD+HBA5Vm2N3dOIFSqvjigQMJr1GX6jfXcuVxJrZtAz8/O53DyicijcYpKFcOPvhALXLdo4f6/sQEJJithTt0qOrrTJ6sVsn77LPUlal7+AaRLh189x3UqwcfdHRnacDnkD+/8um/+aYy/EYQHq4eSwcO5Mnrzah0Yz2nr2fip58gIMAYSRqNUzByJDx9CsWLxxuQIIRKu/Dhh6r46NGp29PXBt9AvL2VizwwENr2zsbMa2+pEf8NG9QI719/pa6gc+dU1MHChdzvO4KAkyu5dNObDRvUJGGNRpMA+fLBoEHqvZeX+mshIMHNTS2W1Latcu+mpntHG3yDyeDrw/rN3rzJWnrIGYzcFoiMilIp9158kbzr1qX83SCl8tdXqAAnT3J2wmpKrwjm1h03Nm5UA04ajcYKPvtMTbgJD1dGP56ABHd3NYjbs6dy73z4oXo4SGm0wTeac+fwbv0uq33a0Y5FBDOS1oV38Xh3CNSqRampU1UEgNkKO3blzBl47TXV3Shfnt8mHab8Z+/i5QW7dkG1ailzWo0mTeLlRWwWwfffTzAgwc1NrZY4fLgK127QAG7dSll52uAbjSlEMV14KAu9ujJeDGblxarU7lGev2f8yplevWD3bjUo9PHH9ku/d/06DBig6t25k6hJUxlSbTMNOxWmTBkVPFOmjH1OpdG4FNu2qVSZixerJU4TWGM6ZrLukiXqO1e5Mhw4kHLStMF3BEwhimLvHgZ1e8i6auP4+28oX9GNOV49kKdOq97CpElQuLCKAjh6NOmuHilh3z6VrN/PT0UDtWzJuV9O8fKavoyf5EHXrmpimA6J12hsYNIkyJlTfW+tWPioTRsV1BMdDdWrKzdPSmRd0QbfEYgzq6/J7qEcOaLWxp00qRSvts/NX4O+UcsktmmjsvMFBKgu+CefqJmw//zz/A+AlHD5Mvz0k+rNlyqlkt8sWADt2hFx7DRjSi6iTL28HDumMj3MmqUGkzUajQ3kyKFmV508qZ7MraByZZVK/fXXYevWlJmYpQ2+g1KokEqt2qPHGXbvVm7BvrNKcXXEXGXEZ81S3fDPP1d3SN68KrC3YEG1Ik/+/CpCoFAheOMNFe5ZsCDMm0fk1RssrDGH0k2KMWyYigL96y9o2dLoVms0aYgGDaBfP9WZW7bMqkNy5FD9vxUrUsbg2zTxSgjRHBgBlAZeklLuj6dcY2Aa4A7Mk1KOt+W8roKbGzRrdpXhw0swbJiy2TNnQqtWuejcuSvVO3fF7XGoctMcP65Cv+7fV0mc0qeHbNmgWDH1JFClClfv+rB4McyrqiIwX3wRfvkFGjc2uqUaTRplwgTllP/wQ/WEXalSoocI8V+aKXtj60zbY8A7wNfxFRBCuAMzgAbAFWCfEGKdlPKEjed2GXLlgjlzVKqdL75Qs3QXL1ad+iZNMlK9el3K16hLoZbKxru5QWioGho4eRIO/AGbPlFjv9HRKoX3lCmqZ68XLtFoUpB06WDVKuWveeMNNaBbvLhhcmxy6UgpT0opTyVS7CXgrJTynJQyAlgBvGXLeV0VPz81S+/aNfWEWKMGrFypJsZWqqTGiDw8lMHPnFl5dt58U83oi4hQqXrOnFH33FtvmRl7vRCJRpNy5MqlHqWfPlVT6y9eNEyKkHaY1COE2AIMsOTSEUI0AxpLKTuaPrcFqkope1oo2xnoDJA7d+5KK1asSLam0NBQMmbMmOzjHYXE2hEdDZcvp+fSpfTcuOHN48fuREYK0qePIkuWpxQq9JgiRR6RIUP8C2uWmDqVfD/+yLU33uBMv34p0Qwg7VwT0G1xVBy5LRnPnqV8v35Ee3lxbNQoHpYunWD55Lalbt26B6SUlS3ulFIm+AI2oVw3cV9vmZXZAlSO5/hmKL99zOe2wPTEzlupUiVpC5s3b7bpeEchRdvh7S2liuV59uXtnSKnSyvXRErdFkfF4dty9KiUfn5SenlJOX26lFFR8RZNbluA/TIeu5qoS0dKWV9KWc7Ca62VPzhXgYJmnwuYtmmMRi9EotGkLuXKwZ9/Khdqz57KF7tsGTx8+F+Z+/dTbGZ9aoRl7gNKCCH8hBCeQEtgXSqcV5MYeiESjSb18fWFX39V+asePVKdrKxZ1aTKQoXUAipBQSlyalvDMpsCXwE5gZ+FECFSykZCiHwoN85rUspIIURPYAMqLHOBlPK4zco19iFmIZLOnVUo0PXrRivSaNI+QihD37Il7NypJt2cO6ciLkqUSLH0tDYZfCnl/4D/Wdh+DXjN7PN6YL0t59KkEHohEo3GONzdVUr0l19+ft+WLXY/nZ5pq9FoNC6CNvgajUbjImiDr9FoNC6CNvgajUbjImiDr9FoNC6CNvgajUbjImiDr9FoNC6CNvgajUbjItglW2ZKIIS4BdiSR9QXuG0nOUaSVtoBui2Oim6LY5LcthSWUua0tMNhDb6tCCH2y/hShDoRaaUdoNviqOi2OCYp0Rbt0tFoNBoXQRt8jUajcRHSssGfY7QAO5FW2gG6LY6KbotjYve2pFkfvkaj0WieJS338DUajUZjhjb4Go1G4yI4tcEXQjQWQpwSQpwVQgy2sN9LCLHStH+vEKKIATKtwoq2fCSEOCGEOCKE+F0IUdgIndaQWFvMyr0rhJBCCIcNo7OmLUKI90zX5rgQYllqa7QWK+6xQkKIzUKIQ6b77DVL9RiNEGKBEOKmEOJYPPuFEOJLUzuPCCFeTG2N1mJFW943teGoEGKXEKK8TSeMb3VzR3+hlkv8GygKeAKHgTJxynQHZpvetwRWGq3bhrbUBdKb3ndz5raYymUCtgF7gMpG67bhupQADgHZTJ9zGa3bhrbMAbqZ3pcBLhitO562vAy8CByLZ/9rwC+AAKoBe43WbENbapjdW6/a2hZn7uG/BJyVUp6TUkYAK4C34pR5C1hker8aqCeEEKmo0VoSbYuUcrOU8rHp4x6gQCprtBZrrgvAKGACEJaa4pKINW3pBMyQUt4DkFLeTGWN1mJNWySQ2fQ+C3AtFfVZjZRyG3A3gSJvAYulYg+QVQiRN3XUJY3E2iKl3BVzb2GH770zG/z8wGWzz1dM2yyWkVJGAv8COVJFXdKwpi3mfIjqwTgiibbF9IhdUEr5c2oKSwbWXJeSQEkhxE4hxB4hRONUU5c0rGnLCKCNEOIKag3qXqkjze4k9fvkLNj8vbdpEXNN6iOEaANUBgKN1pIchBBuwBSgvcFS7IUHyq1TB9X72iaE8JdS3jdSVDJpBSyUUk4WQlQHlgghykkpo40W5uoIIeqiDH4tW+px5h7+VaCg2ecCpm0WywghPFCPqXdSRV3SsKYtCCHqA0OBN6WU4amkLakk1pZMQDlgixDiAsrHus5BB26tuS5XgHVSyqdSyvPAadQPgKNhTVs+BL4DkFLuBrxRCbycDau+T86CECIAmAe8JaW0yX45s8HfB5QQQvgJITxRg7Lr4pRZBwSZ3jcD/pCm0Q8HI9G2CCEqAl+jjL2j+okhkbZIKf+VUvpKKYtIKYug/JJvSin3GyM3Qay5x35A9e4RQviiXDznUlGjtVjTlktAPQAhRGmUwb+VqirtwzqgnSlapxrwr5TyutGikoMQohCwBmgrpTxtc4VGj1LbOML9GqpH9Tcw1LRtJMqAgLphVwFngT+BokZrtqEtm4AbQIjptc5ozcltS5yyW3DQKB0rr4tAuahOAEeBlkZrtqEtZYCdqAieEKCh0Zrjacdy4DrwFPWE9SHQFehqdk1mmNp51MHvr8TaMg+4Z/a932/L+XRqBY1Go3ERnNmlo9FoNJokoA2+RqPRuAja4Gs0Go2LoA2+RqPRuAja4Gs0Go2LoA2+RqPRuAja4Gs0Go2L8H/oIgj9rRvfcQAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 6\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 7\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 8\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 9\n"
]
},
{
"data": {
"image/png": 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8PJyoqCjS0tLYu3dvui89K1k6derElClT0n3z+/bt49ChQ3To0IFvvvmGQ4cOAXD06FH++89tpkxFUfKCjsjdMHv22dfjx+e5u4SEBIYMGUJcXBwFCxbkqquuYvLkyYSFhfHpp5/Ss2dPUlJSaNq0KYMHD3bbx4ABAxg8eDBFihRh+fLl6dvLly/P1KlT6dOnT/pE6ejRo6lYseJ5fTgX3SQnJzNlyhS352nVqhXVq1endu3a1KpVi8aNG5/XpmzZsrRq1Yq6devSpUsX3nzzTbZs2ZLu0ilevDhffvkltWvXZvTo0XTs2JG0tDRCQ0MZP3481appEXVF8ShOQ16okOf7ttb6/NGkSRObkc2bN5+3zR0nTpzIUbtgINh0yeo7WrRoke8E8TL5RZf8ooe1+USXJ5+0tkiRPOkCrLZubGrwulYURVGCCWdghhdQQ64oiuIL1JAriqIEOWrIFUVRghw15IqiKEGOGvKLm/379/PFF1/4WwxFUfKCGnLf4O80tu6Ii4tj2LBhdOjQIdu2I0eOZKwjTcGAAQP45ptv8nRuRVE8iBcNefAuCPIwrmlsCxcuTGxsLGfOnMnx8c40tnXr1k3Pmvjxxx/nWp6UlBQKFixI6dKlyVgWT1GUIERH5N4nENLYtmvXjscee4yIiAjeffdd1qxZQ9u2bWnSpAmdOnUiJiYGgH///ZfOnTvTpEkT2rRpwz///JOlbpn1oyiKDzl1Kk8ZWrMiIEfkjz0GUVHu96WmFiE39YobNoR33sl8f8eOHXn55ZepUaMGN9xwA71796Zt27bpaWwXLlxIjRo1uOeee5g4cWJ69kNnGluQEfjYsWOJiDi3NqprGttixYrx+uuvM27cOB5//PHz5Dhz5gyrV68mOTmZtm3b8v3331O+fHlmzpzJiBEjmDJlCgMHDmTSpElcffXV/PXXXzz00EP8/vvvbvVKTk5myJAhbvtRFMWHqGvF+wRKGltnf1u3bmXjxo3ceOONgLhuKlasSEJCAsuWLaNnz57pxzjvENyRWT+KoviYi82QZzVyjo9P9Frl+UBIY+vsz1pLnTp1zkm+BXDixAlKly5NVGa3LG7O7a4fRVF8SFoanD6tPnJvEyhpbJ1cc801HD58ON0AJycns2nTJkqWLEn16tWZNWsWIIb677//vuB+FEXxIY5c5GrIvUxCQgL9+/endu3a1K9fn82bNzNy5Mhz0tjWq1ePAgUKZJvG1jnZ6cQ1jW39+vVp2bJlthOUhQoV4ptvvmH48OE0aNCAhg0bsmzZMgCmTZvGJ598QoMGDahTpw7ff/99rvpRFMVHOFLYesuQaxpbPxJsumga2+Aiv+hhbT7QZfdua8HaKVM0ja2iKEpQ4uURuRpyRVEUb6OGXFEUJchRQ64oihLkOA25l1Z2qiFXFEXxNjoiVxRFCXLUkAc327ZtyzLO21vEx8czceJEJGJJURS/oobcdxhjuPvuu9Pfp6SkUL58ebp3735B/YSHhxMbGwtAjRo1WLduHXPmzDmvzZEjR/IutBvOnDnDww8/TNu2bTHGuG1TvHhxQIpW9OjRA5DVrD///LNXZFKUixov+8gDMteKvyhWrBgbN24kMTGRIkWK8Ntvv3H55Zfnud+RI0fmXbgc4MxhXqhQIT7//PMcHVOpUqX0AhRRUVGsXr2arl27elNMRbn4OHlSnh0DKE+TZ0NujAkDFgOFHf19Y619MU+dZpHHtkhqKl7JY+uga9euzJ07lx49ejB9+nT69OnDn3/+CcDRo0e577772LlzJ0WLFmXy5MnUr1+fI0eO0KdPH/bt20fLli3PcWd8+eWXvPfee5w+fZoWLVowYcIEQjLI72xz5swZmjdv7rZNeHg4vXr14pdffqFIkSJ89dVXXHXVVQwYMICwsDDWrVtHq1atePjhh3n44Yc5fPgwRYsW5aOPPqJmzZrs2rWLvn37kpCQwC233JLe7+7du+nevTtr167lhRdeIDExkSVLlvDMM8/kKLOjoig54ORJsVuFCnmle0+4Vk4D11trGwANgc7GmBYe6Ncv3HnnncyYMYOkpCTWr19P8+bN0/e9+OKLNGrUiPXr1/Pqq69yzz33APDSSy/RunVrNm3axG233caePXsA2LJlCzNmzGDp0qXpia2+/PLLc863ZcsWZs6cydKlS4mKiiIkJIRp06a5la1UqVJs2LCBRx55JD2NLkB0dDTLli1j3LhxDBw4kPfff581a9YwduxYHnroIQCGDh3Kgw8+yIYNG9ymsS1UqBAvv/wyvXv3JioqSo24oniShAQoVgwycXXmlTyPyB3r/53lbkIdj7zNsGUxck6Mj/daGluA+vXrs3v3bqZPn36ei2HJkiV8++23AFx//fUcOXKEEydOsHjxYmbPng1At27duOSSSwCpLLRly5b0XOAJCQlUqVLlnD4XLlzImjVraNq0qeiXmMill17qVrY+ffqkP7sWpejZsychISFZ5ipfunRpuuz9+vVj+PDhufh0FEXJFSdPes2tAh7ykRtjQoA1wFXAeGvthVUtDjBuvvlmnnjiCSIjI/M0IWmtpWfPnowZMybLNv379+e1117Ltj/XiUvX184c5mlpaVnmKs9s4lNRFC9z8qSMyL2ERwy5tTYVaGiMKQ3MMcbUtdZudG1jjBkIDASoUKECkZGR5/RRqlQpt7m8M5KampqjdrklPj6eXr16ERYWRnh4OHv37iUlJYX4+HiaN2/OlClTGD58OH/++SdlypTBGEOLFi349NNPeeqpp5g/fz7Hjh0jISGBFi1acOeddzJw4EDKly/PkSNHSEhIoFq1alhrSU1NTW/zwAMPUL58eY4ePUpCQgJVq1Y9Ry5rLZ9//jnDhg1jxowZNG3alPj4eJKTk0lMTCQ+Ph5jDFWrVuXzzz/ntttuw1rLxo0bqVevHs2bN+fTTz/lzjvv5JNPPknXNSEhgbS0NOLj4ylYsCBHjx7N9PNNSko673tzkpCQkOm+YCO/6JJf9IDg16Xunj0UtpY1kZHe0cVdSsS8PIAXgCeyahOoaWyLFSt23rZFixbZbt26WWutPXLkiL3llltsvXr1bPPmze3ff/9trbU2NjbW3njjjbZ27dr2/vvvt1WrVrWHDx+21lo7Y8YM26BBA1uvXj3buHFju3z5cmuttdWqVbO7du3Kso0r1apVs0899ZStV6+ejYiIsNu3b7fWWtu/f387a9as9HY7d+60nTp1svXr17e1atWyL730Uvr2Fi1a2Lp169oRI0ak67pr1y5bp06ddP0iIiJsgwYN7IwZM86TQdPYBhf5RQ9r84Eu7dtb27q1tTZvupBJGltPGO7yQGnH6yLAn0D3rI4JVEPuay5El2rVqqVfHPyFGvLgIr/oYW0+0KVZM2s7dbLWeseQe8K1UhH4zOEnLwB8ba39yQP9Koqi5A9OnoTKlb3WvSeiVtYDWVcoVvLM7t27/S2Coii5xRl+6CUCaom+1bwgAYt+N4qSB7wcfhgwhjwsLIwjR46owQhArLUcOXKEsLAwf4uiKMFJMIQfeoLKlSsTHR3N4cOHs2yXlJSUbwxKMOkSFhZGZS/6+BQl35KaComJF4chDw0NpXr16tm2i4yMpFGj/OGSz0+6KIqSCc7MhxeDa0VRFCVf4sx8eLFMdiqKouQ71JAriqIEOV7ORQ5qyBVFUbxLgiM5rI7IFUVRghR1rSiKogQ5asgVRVGCHKdrRX3kiqIoQYqOyBVFUYIcNeSKoihBjhpyRVGUICchAQoXhoLey4iihlxRFMWbeDnzIaghVxRF8S5ezkUOasgVRVG8i5erA4EackVRFO8SHw8lSnj1FGrIFUVRvIkackVRlCAnIUENuaIoSlATH6+TnYqiKEGNulYURVGCHDXkiqIoQUxyMpw+rYZcURQlaImPl2c15IqiKEGKGnJFUZQgRw25oihKkKOGXFEUJchxlnlTQ64oihKkOEfkgb4gyBhTxRizyBiz2RizyRgz1BOCKYqiBD0+cq14omRFCvA/a+1aY0wJYI0x5jdr7WYP9K0oihK8BIuP3FobY61d63gdD2wBLs9rv4qiKEGPjwy5sdZ6rjNjwoHFQF1r7YkM+wYCAwEqVKjQZMaMGbk6R0JCAsW97G/yFapLYJJfdMkvekDw6lL9o4+oMnMmi3/7DYwB8qZL+/bt11hrI87bYa31yAMoDqwBbs+ubZMmTWxuWbRoUa6PDTRUl8Akv+iSX/SwNoh1eeQRay+55JxNedEFWG3d2FSPRK0YY0KBb4Fp1trZnuhTURQl6PFBwizwTNSKAT4Btlhrx+VdJEVRlHyCD4pKgGfiyFsB/YDrjTFRjkdXD/SrKIoS3PigqAR4IPzQWrsEMB6QRVEUJX8RLK4VRVEUJRPUkCuKogQ5asgVRVGCnOPHoVQpr59GDbmiKIo3sBZOnICSJb1+KjXkiqIo3uDkSUhL0xG5oihK0HL8uDyrIVcURQlS1JAriqIEOWrIFUVRghw15IqiKEGO05Br1IqiKEqQoiNyRVGUIEcNuaIoSpBz4gQUKOCT7IdqyBVFUbzB8ePiHzfeTw6rhlxRFMUbOA25D1BDriiK4g18lDAL1JAriqJ4BzXkiqIoQY4ackVRlCBHDbmiKEqQ46Nc5KCGXFEUxfNYqyNyRQlKYmKgbVs4cMDfkij+JikJkpPVkCtK0DFqFCxZAi+/7G9JFH/jw+X5oIZcUfJOkSKyem/iRCntNXGivC9SxN+SKf7i2DF5vuQSn5xODbmi5JWdO6FvXyhaVN4XLQp33QW7dvlXLsV/+NiQF/TJWRQlP1OxokQnJCVBWJg8lywJl13mvr21EB8PcXHyXKiQJFYqUwYKF/ap6IqXUEOuKEHIwYMweDAMHAiTJ8vEp5OkJPjjD5g3D9auhY0b4ejR8/swBsLDoUYNaNECrrsOWrbM3kUTEwN33gkzZ2Z+8VB8ixpyRQlCZs8++3r8eBl1L10KH34I33wDiYkyWm/cGO64A66+Wv7kJUpIdEN8vES7bN8OmzbJhKm14qbp2hV69IBbbpE+MuI6yTphgu90VjLHeaFWQ64oQYi18Msv8PzzMvouUQLuuUeMcLt2OZ8APX5cLgQ//QRz5sjFoEwZGDBARv3XXCN9JSWdPWbiRHmEhcmFQ/EfOtmpKEFKVBS0aQPduskf+cMPYf9+mDQJunS5sCiWUqVkJD5hAkRHw4IF0KEDvPce1KwJt94qBl4nWQOTY8fkIl7QN2NljxhyY8wUY8whY8xGT/SnKEHFqVMwfDhERIhrZMIE+OcfGTl7ojpMSIgY8a+/hr174cUXxefepQv8+edZt012k6yK7zh2zGejcfDciHwq0NlDfSlK8LBpkxjwN96A/v1hyxZ48EGJRPEGl10GI0fCf//BmDEyyWqtTI727q2rSgMFHxtyj4z7rbWLjTHhnuhLUYKGzz4To12yJMyfDzfe6JFuU1IgNlZs9OHDcPq0bEtNFe9JqVJQunRJLn9wOCUfeQTefVeM+qlTchdw8CBUqOARWZRc4mNDbqy1nulIDPlP1tq6mewfCAwEqFChQpMZM2bk6jwJCQkU90ExU1+gugQm2eqSmsqVH35IlVmzONaoEVuee44zZcrk6lwnThRk06ZSbF1TkNjfYlhfvCn7DhQnLS1ndR5LlTpDxYpJNKz0Hw8deZ1rN8zAFi7Enr59+adLF4qWLZsruQKNYPt9NR0wgFNVq7LJTbqGvOjSvn37NdbaiIzbfWbIXYmIiLCrV6/O1XkiIyNp165dro4NNFSXwCRLXU6ehLvvhu++gyFDYNy4C5rQSkmB5cvhhx8kuGXTJtlesEAqV6dtpVb109Ts04jKleHSS6F8eXF/FywoBdlPnZKAlmPHxF2+axfs2CHzrEeOwNVsY1zIU3RP/Z6jJSqR9upblHu4d9YFgIMgDj3ofl+VKslk9ccfn7crL7oYY9wacg0/VJSccuKE/DmXLxd3xqOP5ugwa2HVKvHEzJwpBjc0VBIl9t36Aq1TImmatooiJMEu4FUuOITQWnGbr1xZg59+/45p3y1i+MHHaTikDxuefY9/Br5Nu+HNKV/ezcEah+55gnSyU1HyN3Fx0LEj/PWXWOMcGPGTJ2VtUJ060Lw5TJkibvRZs8QH/ttv8OyeB7mubxWKFHX8FXMZQuhcFNqrl0Q7fhXTno1TJzD3to+pmLiTnm+1YMFld/HorXtYulQMvyb78hJJSfIINkNujJkOLAeuMcZEG2P+zxP9KkpAcOSIhP+tXSsLc3r0yLL5vn3wzDNQpQo88ojMhX70kQSUTJ8uh6cXjrnQPC05xBioXO0M3Wb/H+WObufQA8/Sw3zL699fw++tn+e6xgnMGb+PtD53aRy6p/HxYiDwkCG31vax1la01oZaaytbaz/xRL+K4nfi46FTJ3Fmf/edrNDMhIMHZaB+xRUSjdihAyxbBitWwP33Z5Ga2pmnZcUKefZ0CGGJElw6+RVC/91KaI9beZ7RfLOhBj/83/c0+GUM0xNvJbVwUY1D9xROQ57LCfDcoD5yRcmM06dlBWVUlBjxrl3dNjt2DN58U9zmp0/DfffJiLx69RyeJ2OeFm9RrRoFZ02H5Y9y6WOP8+nK+9h8og4P2vGMqfYxY6/5mBsPLPLe+S8WfJxnBdRHrijuSU0VN8Pvv8Onn0L37uc1SUuToIQaNSSM+9ZbZT3Q5MkXYMT9QcuWmOXLYNo0al1+gj9oxxvRdzH4x650Oz2bzZv9LWCQE6yuFUXJV1grPpJvv5Xwwn79zmuycqUspnzgAahVS9zn06ZJUsOgoEAB6NsX888/MGoUHc18toXUotuCx+lcfz9PPy2hjkoucI7IfRjDr4ZcUTJw+XffSRjeE0/A44+fs+/kSbHxLVpIHPeXX0rak4YN/SJq3ilaFJ57DrNtGyH9+/Fg6vv8a6sT/vpgOl+zi19/9beAQUhsrDyXK+ezU6ohVxRX5s/nqg8+gJtvFn+JC4sWQb168P77Eo2ydat4X7JaaxM0VKoEn3yC2baN0AfuZWDop/wefTWHO9/Ni11XERfnbwGDiNhYWShQooTPTqmGXFGc/PMP9OrFyfBwGWqHhADiYnjkEbj+etm0eLFkk00PIcxPXHEFTJpEgV07YehQeoZ+x0u/NGN3hWZsefqzc/OfK+45fFhG4z68wqshVxQQv+ZNN0FoKKmFCokPBanK1qyZBJM89hj8/bekHM/3XH45Bd95i8Kx+9n9v/cpYeOp9foATpapTMqQx2RSwFpZ3t+2rWZddCU21qduFVBDrigSftKvn6xxb9OGklu3Yl96mYkToWlT+V/Onw9vv3127cxFQ8mShI99hMuObuadmxbyc2J70sZPhCZNoG5duP12yYnuJjnURYsackXxA6+9Bj//LLUz58zhuC3JHZNu4KGHoO2Z+fz9t8cy1AYtxYobHvvheor+NItapQ8wlLeJ3XxQFjFZe3Z5v7uaohcbasgVxccsXAgvvCBB4H36sCmsCU1ZxY/cxNjG0/h5b31N7e1Ct26wKOoS/mr8EOWJ5dWQ50nFnOsP7tFDytCdPu0/Qf2JGnJF8SH79kGfPlLI+Isv+Ca2Hc2TIomnBItMB/7XfCkFKuly9YxUrQqLlxdiSN1FjEh9mevMUvbbiuJmGTRIXC233y5L/QcOlPjMtDR/i+0bUlNlvkUNuaL4gORkKY126hSpX3/LM68Up+dvA6lX4RCfvPE7rR+spxN4WVCoELx39fvMuPET/g5rRrNiG1lztLrkKdi3D+bNk9WwX30F7drJSqm335Zk6vmZY8fE1aSGXFF8wLPPwtKlnHz3Y7o9UYsxY2SVZuR/V1CsaSUJU3HNgaKcz+zZ9J7/fyxdHkJI2Uto89dYZs1CqmB06gRffCEJwaZNkzj1YcOgcmVZZJVfL5J+WAwEasiVi5HffoOxY4nvO4hm4+5k4ULJ4T15MhQu7G/hgo8GDaRwRuPGkg/9pZdcPCnFikHfvuJuWb0abrtNVlRdeSU8/XT+G6GrIVcUH3D4MPTvT2L1WtRfMI59++DXX8W1q+SeSy+VeeP+/WHkSKkcd16BoyZN4PPPZeHV7bdLrt+aNWHGDEeli3yAGnJF8TLWwv/9H6mHj9Bu/3QoWpTly2XFppJ3CheWRJFvvin1N264QWpynMdVV4nbZeVKuPxymXDu3h0OHfK5zB5HDbmieBc7cRL8+CNPpLwODRqwYoVkLlQ8hzGSa2zWLFizBlq1gt27M2kcESGl8959V4bzDRtK2uBgRg25oniPtA2bSH50GL/Qmb23PcqiRWh8uBe54w6Zijh4EFq2hHXr3DSKiZHboV69xKCXLCnD+A8+8Lm8HuPwYal56uMlwGrIlXxP6skk9rftQ1xqCZbeP5Wvvylw8S219wNt2sDSpZII8LrrxLCfw6hRsGSJLO9v0EAmQ2+6CYYMgSefDM7Y84MH/VIqTw25kq9JTob5jZ+m8rEN/HrnVEZNrkAB/dX7jNq1ZRX/FVdIpbwvv0RGrMbIsv60tLPL+8uXl5DPhx6CsWPh3ntlgU0wceCAX2719Cet5FuSkuC1636hy7Z3WX3tEPpN75o/cocHGZUqSfThdddJbrLxzx+QkETnbVHRopLYfdcuyRP8wQcSw/j55xJOFEwjcz+NyLX4spIvOXUKBnQ5yPsrBnCkYl0iFr7hb5EuakqWhLlzJSzxkRGlON6sF88kzsCEhckVt2TJswbQGMl/k5Ii7pfSpd3WTA1IDhyA1q19flodkSv5i5gYTrTqQuf2p7l38b2UDT1B2fnTNStfABAWJtEsd98NI1bewvAG87DLV8Dgwe5Xer70klT0eOstKn3//bn7AjEPenKyxFv6wbWiI3IlX3F0xFt0XvYSrcxEuvALvP2B5M1WAoLQUPjsMyhVCt4cfyNxE2DixPHOYkznYgy88w7s3s3V770no/IOHWSf60TphAm+VCFzDh+WtQo62akouaRIEQ6aCrT79B5SKcBY+z/Z/r//+Vcu5TwKFJBV+iNGwEcfiXv8zJlMGoeEwPTpnKpSRRYOhYW5nygtUsSnOrjFeXegk52Kkjuil+zmuhLr2E9F/qAdIaRJMHOmq1EUf2IMjB4tq/RnzpR08KdOZdK4eHE2vfyyNKhfXxzt7iZK/c3Bg/KsI3JFuXB27oQ2PSpw4PQlbKABxTkpluLSS/3yp1JyzpNPSrIyZ9ZbR6nU8zhVtaoM31etki88KUlG5xknSv2Jc0SuhjwbYmJoOHRoYE1wKH5lyxZZeHLiBKyp0ZeKxMA998CDD+rvJEh44AFJvfLHH9C5s3yXbunTR3LIr1olVYhWZDFR6g+cI3Kd7MyGUaMotWFDYE1wKH4jKgo6dhSf65KZ+7iq92LJpfrRR1L5QAka7rpLvrK+faU+6rx5cMklbhqOHw+RkbBtmyTKGT/e16JmzoEDUKKEXyp0B8eI3GUlmHEt9Boamv/yGSs54q+/oH17ubteHJlGrdfukdvsr75SIx6k9OwpWRPXrZPgFLeZE8uWFV9MVBS8/rqvRcyaAwf85uIJDkO+c6dcqp0xSiEhcvuSkiIZ09xm5FHyK3/8IbmVypaVFYM1fhgrWfPee0/qbypByy23wPffw+bNcqF2m9n25pvFxfLqq4E1mX3woN8ysXnEkBtjOhtjthpjdhhjnvZEn+dQsaJMaKSlkRoaKrGat98uGXlSUmRhwKpVHj+tEnjMmyd+1CpVYPFiqHZ4tcSx9egB993nb/EUD9Cli6wC3bFD/tr797tpNHas+NSGDfO5fJkSHS351f1Ang25MSYEGA90AWoDfYwxtfPa73kcPIgd/CDL3vnw7ATHtdfC8uWS+7dz58C6OiseZ84cGYzVrCmj8kolE2QCrGJFud3WRCr5hg4d5KIdHS3G/NChDDX4KleG55+XH8Wvv/pHSFesFWErV/bL6T0xIm8G7LDW7rTWngFmALd4oN9zmT2bkeXH88B7d3B0lEth3MqVYf58yZLWo4f4SZV8x7Rp4kNt0gQWLZJEeQwZAv/+Kyn13M6MKcHMddfJX/vQIRg6tOH5oeKPPw5XXw2PPirL4/3J0aNie6pU8cvpPRG1cjmw1+V9NNA8YyNjzEBgIECFChWIjIy84BOFhZVh5846NG2awNixf3PJJWe/vLJPPkm9555jf69ebAuk260sSEhIyNXnEIh4U5effqrIuHE1aNgwjhde2EhUVCqXzZtHzalT2d2vH7vT0iSSwUPkl+8lv+jxxhsleOKJerRokcS4cX9z+eVni4GWHTCAeiNGsHX4cGJuvtlvMhbbsYOmwMa4OGKz+cy98r1Ya/P0AHoAH7u87wd8kNUxTZo0sbll7Nh1tmhRa2vWtDY6OsPOJ5+0Fqz95Zdc9+9LFi1a5G8RPIa3dHn7bflKu3a19tQpx8YNG6wtUsTa9u2tTUnx+Dnzy/eSX/Sw1tqPPlply5WztmJFa7dscdmRlmZtq1ay4+RJv8lnf/pJfqgrVmTbNC/fC7DaurGpnnCt7ANc7ycqO7Z5hSZN4pg3D/btk1uv//5z2TlqlGSyf+ABDUsMcqyVJdyPPy4r7efMcaTTiI8XF1rJkhJq6DbbkpLfuOqqBCIjJb1K27awYYNjhzEwZoxkQ3z/ff8JGB0tz0HsI18FXG2MqW6MKQTcCfzggX4zpU0bWLBA3FJt2sjsNnC2jPf+/TB8uDdFULyItfDsszKX1a8fzJjhCA23FgYOhO3bZWMgLMtWfEadOjLJXbCghCamRx23bg3duolBP3bMP8JFR8ugIljjyK21KcAjwK/AFuBra+2mvPabHc2ayaRXYqKMzDdvdtkxdKhEMaxc6W0xFA+TliZzV2PGSHDS1KnyxwXgww/FgI8aBe3a+VFKxV9cc42EnRYrJnWbV6xw7Hj1VYiLg7fe8o9g0dESPeWnO0SPxJFba3+21taw1l5prX3FE33mhIYN5QptrdxuRUU5dowcKVfGhx8Ovpp/FzGpqXD//VLpa9gwycKQXl/zr7/kAt25Mzzt+aUKSvBw5ZVizMuWlYVhixYhWRHvuEPcK3Fxvhdq716/uVUgWFZ2ZkHt2vKlFikit1srVyL+07fekqrcH3/sbxGVHJCcLPk2Pv0UXnxR1nukh4Xv3w+33SaLLb78Eq2erFSrJqt6w8OlqPPcucjCsBMn/JN/JTrab6GHkA8MOUgo6eLFUKaMXKGXLEFyFrdvD888A7Gx/hZRyYLERLHTM2dKfuqRI12MeFKS7DxxQtZuly3rT1GVAKJiRYk6rVNH8pnP2tFIfOVvvw0JCb4TxLkYyE+rOiGfGHKQK/PixVKxu1MnWLDQyD16fLzeigcwJ07Ikuyff4ZJkyQ/dXo9xpgYmdxcuVLynNar529xlQCjXDlYuBBatJCx29xGz0m2rUmTfCdEbKwkUg8P9905M5BvDDnIBfGPP8SH1r07zN1VGx57DD75RHysSkBx5IgsxV6yRFZuDhrk2OGsx3jHHWLAX3pJRuWK4oZSpWQ5f4cO0H10C/bW6CCu1dOnfSOAc8npFVf45nxuyFeGHCT52KJFUm/3tttgTr0XZJg+cKCEtwRKEvqLnP375evYsEFixPv04Zx0xaSlSR4dkIgERcmCYsXgxx/FxXLftuHyP//qK9+cfOdOeVZD7lnKlpXbrWbN4I4BJfit81uwfv3ZqtuKX9m5U0J/9+yBX36Bm25y2dG3r6wHAJnU7N1bk6EpOaJwYfj6a7i0zw38TX0ODB+HTbPeP7HTkFev7v1zZUK+NOQgt1vz50M3M5eOU3qzi3BJIRBIVbcvQjZvlkVcx4/LxbZ9e5edFStKWuLTp+U7slZmsHXhj5JDQkPh8y8Ma9sN47LDG3m323xSUrx80p075Tfqh8pATvKtIQf5XGfvakz/6n/SnZ9IowBpIQUDp+r2RcbSpTIST0uTuYxmzTI02LVL7o+LFIGfftK6m0quCAmBAfP6cKJ4JerMG8vtt8OpU1484c6dfnWrQD435AChVSvyacfpdONn3uZxSE3lzMkzOsrzMXPmSGhouXJi0OvWzdBg715ZqhcWJr7xrl0lHtiZrlhRLgBTuBAlRwzhRhaw58e/ueGGTErHeQI15L7BHDrIGw/tJvThgRzgMnb9tIn4OF3xmS3OMMA8jorHj5cAlIYNYdkyN7/5/fvFiB89Kv6wBg3ydD5FASQMqlgxvr/uLdaulbvBc5LseYLkZBmEqCH3AbNnw/jxDP2gBjsGv8U1KZt5r95H6QnLlExwhgHmcoLYWlmP9cgjMqG5cKGMyM9hzx5xlB84IJVeIiLyLreigBQbue8+qi2fQeRX+4mJkaJi6ZkTPcGePeIrVEPuW66bcCdHGlzPI9HDuTUiWus2uyNjGGAuJojPnIH+/SX51aBB8O23buaCtmyBVq2kaO28ebKqQ1E8ydChkJJCizXj+fNP+Rm3aQO//eah/rduleerrvJQh7njojPkGEPZ2R9RIiyF148Pok1ry48/+luoAMMZBui0vEWLXtAEcWws3HijrOUZNUquA+kZDJ2sXCn/qORkmfls1cqzOigKyOrAW26BSZOod+Upli2TlChdukhStjzjTLta2/Nlii+Ei8+QA1xxBQVef40OST/zv0u/4NZb4b33/C1UAFGxoiQeS0qSycekJHmfgwniTZskGuWvv2Q9xnPPuamJPGuWuFNKlpSZT/WJK95k2DCZf/n8c6pWlXmazp0lOeqQIeQtPHHzZvlf+Llm7MVpyEEct61aMTJuKPfesJehQyX/ta9W9QY8Bw/KB7JihTznYMJz7lxo2VKSYC1e7Fit6UpaGrzwAvTqJcZ72TIZMSmKN2ndWqp2v/MOpKVRooTkXxs2TNIxde+eh4Jimzf7fTQOF7MhL1AApk7FpKTwUUIfnnkyhQ8/lIHi/v3+Fi4AcEwQ06BBtmGA1sLXX1fmppskE+WqVW5ixA8ckGHQqFFw772SR0FDQBVfYIzUDNy6VeZikFjzt96Cjz46m3TL6e7OMdbKPE+tWp6X+QK5eA05yATFhx9ili3l1UIjmTlTVvI3aeJIhatkS3y8ZJ2bOPEq7rhDRuLn5defO1cS/y9ZIlnpPvnk7DJ8RfEFPXtKVr1x487ZfP/9MvEZGwtNm8qkfI7Zv1/Sd+qIPADo2xfuuw9efZVepeezYgUULy4j8wkT5KLrVzwUy+0NnP7wb76BBx7YycyZkrwonYMHxb/SvbuMvlevlhCW85zmiuJlChUSd+rChTJac6FdO1i7VgbWPXrAU0/l0G/unOjUEXmA8N57stSwd2/qhm5l1Sro2FEmQ/r2zYP/zBPkMZbbW3z1lRjxo0elEHbfvnvOFu5JSpISPzVrikvm5ZfF3xIAIxflImbgQInAeued83ZVqSJ3kw8+CG++KVFXMTHZ9LdxozwHwO9aDTnIMPKHHyTjTvfulE6J5ccfYfRoCbBo2NClyKuv8EAstzdISJDb0bvuEhfUunUuia8SE6XodY0aUiGieXMZ/Tz/vLpSFP9TpgwMGCDJ793c4RYuLHfhn30mUVf164tZyJQ1a8RdU6GC10TOKWrInYSHw3ffyXLbzp0pEH+cESOkLqC1MvH92ms+rOWcx1hub7B8uVzUpkyRFZsLF0qqd3bvJvzTT6WQ4qBBEr74++8ysXTNNX6TV1HOY+hQWa02cWKmTe65R2x05coSgv7gg5kk3Vq1KmBWIqshd+Xaa2W2Y/16Sdp0/DgtW0JUlOQKefZZGX1u3+4DWfIQy+1pkpOlIHLr1uI7/CPS8mq/LYROeFeqQ1SvTvjnn8sIfNEiuX05Jz+togQINWrInM3EiXIHmQm1asnP+IknZH6+SRMx7ukcPw7btskMaQCghjwj3brB9Omy8tBRN7J0aZjxdgyf1niN9X+n0aCBTH57fXSei1huT7N2ZQq3Nt7D8pfn81XDN9jWtC9t7q4mfsHHHpPp/ldeYfn06ZKCtl07ncxUApthw+DwYQmtzeI/Vbiw+Mt/+02CU5o3l4nQU6eQ2VEImBF5xoXTCsjwe+5cuP12+fZmzcJ89hkDdnzIjXedYPCx1/jf/yRaY9Ik8aV5BdfY7fHjZTj8779SsfvgQfkRHjgAx47JrysxUZ6dhRmMkXh557PzkfG982GtxBPGx5N6PJ74HYdokLCfuaSJDGuB2Koyy/ncczIj7Cg4ezoy0ksfgqJ4mHbtpIzY9u1SDzYLNwtI+uVNm2Ta58035W/5a4dVXAkyVA8A1JBnRseOMo0dEXFOMqfLvxjDD4zhq9ABDN32KY0awUMPSWCGx1bpWiv5NleulJC9rVvlNu7ff8XP4UpIiJy4WDGZCC1a9OzEYlqa9JWWdv5rdw/AlijBkdMl+Ht3RaIT61K2cTXa96tCsfpXioO8TJmc6RATIwHmM2fqwh8lcChSRNyUTiZNkkdYWJaultKlZfFQnz4S/PL35BWUKFad04nlqOJ9qbNFDXlWNG4sl+JOnWQSFKBwYcwdd3DXW6/RpZAEZEyYADNmwCuvSEj6eQmisiM2ViZOVq0S471ypdz6gcS/Xn21uDJuvVV8fFWrykz5ZZeJYS3gGQ/ZmjVy17l4MdSpIwOVNm1y2Zlr2KRHshMpigfYuVMc33PmiOEuUECs89ixOTr8+uth/bpUzKWLmJl0Ow9dA8OHy2jdj5XewFrr80eTJk1sblm0aFGuj801gwZZa4y1Mqa1tnx5az/+2NqjR6211q5bZ23r1rLr6qut/eora1NTM+krLs7a33+39s037YHrr7f2iivO9muMtXXqWHvvvdZOnGjtmjXWnj7tdfW2bbO2X7+zqk2aZG1y8oX1kf69hIWd1cf1ERbmcbm9hV9+Y14gv+hhrYd1GTzY2gIFrC1YUH6bvXpd2PE//2wt2EOjJtmePaWLSpWsff99axMTsz88L7oAq60bm6qTnTnh0CGJQVq5UvxriYkSTF2hAlx7LQ2/fILFd09m+fM/0yY1knf7rmDglQtZ+r/ZpL43XiYqy5WT5POlS8tl/cknKbVxIzRqBK+/LtEex4/LIoMpU+SYxo1lRO4lNm+WiMaaNSVe/qmnxG04aFAu7iqcBGDYpKKcgzOIYOFCWTtyofk4XnoJgPI7lvP113IHe8UVkknxqqvkBtTVe+MT3Fl3bz+CbkSekbQ0a1eutHb4cGuvvdbaQoXcj0IdjzMFCtkUClhbvbq1o0db+8sv1h465BddUlOt/fVXa2++WW4AihWz9sknrT1wIG/9nqOLc8QTFibPDz6Yt859TED8xjxAftHDWi/q8sIL8j9duzb7tlncbaalWbtggbWtWp29sx0xwtq9e8/vRkfkgYIxEj86Zozk0z51SiYnly+XhTA//0za75FEFuxAD76mUFoSpTjOvbueZ9FzC0i79XYoX96nIu/dC2+8IaPvTp1E1BEjYPdu2e7RxWkBEDapKDni8cclWOCFF7Jvu3OnRLI5cbnbNAY6dJAFhAsXSjrnV1+VoK4ePSQy98wZr2mRt8lOY0xPYCRQC2hmrV3tCaGCjpAQmYCsWjV9UwGg3Z4atHviCdbNfpvxSffxNb2Yyr1UKZvKbUOhatVLuPZa73hPrBU3ybx5Eib555+y/dprZXFPjx5eXDWfMWxSUQKV0qVlpvLZZ8UCd+iQeduKFcXNCvKndbNIzxjxnF5/vXgTJ04UT+m338r1okcPaN3a87OieR2RbwRuBxZ7QJb8h2N1ZqMzf/Fx2BAOmEp8dcMU6jcKYfJkeOKJBpQrdzZN98KFEqySm4yLycmS92TyZHHfX3mlrI4fOhSOHExm9GjYsUNuIO66S1OfKEo6jz8uf5iHH86+ssymTRKDvnJltneb1avL3W5MjCxL6dpVks3Fx3s+WDBPPVprtwAYXcmXOU43w8CBFJ08mT4xP9Fn9n2cPAnvvruBvXvrsWSJjJKdBrxMGTHClSuLB6Z8eQl/da7bOXUK4uJkHdDevRJevmfP2ZWmZctKCcwnK0+n05LnuaJDRxihIYCK4pawMCkV1KWLhCGOGOG+3YYN8qd7442zBVdyQGioGPGuXeHkSVi58oQHhReM9UDCbWNMJPBEVq4VY8xAYCBAhQoVmsyYMSNX50pISKB48eK5OjbQcNUlIaEgW7aU4L//irFnT1H27CnK0aOFiIsLJT4+9Lxjw8JSKV48hXLlTlOpUiKXX55IePgpatY8Qa8BbSmYfL5DLrVQIf789Vev6xLs5Bdd8ose4Btdao8cSblly1j3/vvEu0n2VvvllymzYgUrZswgpWTJXJ8nL7q0b99+jbX2/LwA7mZAXR/AAsSFkvFxi0ubSCAiu76cj6CPWvEQOdUlOdnakyetjY+XMPRsQ8v377e2b19rixaVKfSiRa296y5rY2LyLHNmXIzfS6CTX/Sw1ke6xMZaW7WqtdWqnR9usmCB/Jeefz7Pp/FG1Eq2rhVr7Q25unQoHqNgwQuM6w6gzImKEjSULSuzktdfL0ua58yRtBRr18rqz5o1ZRlnAKLhh/kVDQFUlAsnIkJCiE+dksV64eGyrVAh+P77DLUMA4e8hh/eBrwPlAfmGmOirLWdPCKZkjc0BFBRckdEBGzZIiFgGzZIAqWHH5YRe4CS16iVOcAcD8miKIoSGJQpA08/7W8pcoy6VhRFUYIcNeSKoihBjhpyRVGUIEcNuaIoSpCjhlxRFCXIUUOuKIoS5KghVxRFCXLUkCuKogQ5Hsl+eMEnNeYw8F8uDy8HxHpQHH+iugQm+UWX/KIHqC5Oqllrzysv5hdDnheMMautuzSOQYjqEpjkF13yix6gumSHulYURVGCHDXkiqIoQU4wGvLJ/hbAg6gugUl+0SW/6AGqS5YEnY9cURRFOZdgHJEriqIoLqghVxRFCXIC1pAbYzobY7YaY3YYY87L8G6MKWyMmenY/5cxJtwPYuaIHOgyzBiz2Riz3hiz0BhTzR9y5oTsdHFpd4cxxhpjAjJkLCd6GGN6Ob6XTcaYr3wtY07Jwe+rqjFmkTFmneM31tUfcuYEY8wUY8whY8zGTPYbY8x7Dl3XG2Ma+1rGnJADPe5yyL/BGLPMGNMgTyd0V5HZ3w8gBPgXuAIoBPwN1M7Q5iFgkuP1ncBMf8udB13aA0Udrx8MZl0c7UoAi4EVQIS/5c7ld3I1sA64xPH+Un/LnQddJgMPOl7XBnb7W+4s9LkOaAxszGR/V+AXwAAtgL/8LXMu9bjW5bfVJa96BOqIvBmww1q701p7BpgB3JKhzS3AZ47X3wAdjDHGhzLmlGx1sdYustaecrxdAVT2sYw5JSffC8Ao4HUgyZfCXQA50eMBYLy19hiAtfaQj2XMKTnRxQIlHa9LAft9KN8FYa1dDBzNosktwOdWWAGUNsZU9I10OSc7Pay1y5y/LTzwnw9UQ345sNflfbRjm9s21toU4DgQiNVRc6KLK/+HjDgCkWx1cdzqVrHWzvWlYBdITr6TGkANY8xSY8wKY0xnn0l3YeREl5HA3caYaOBnYIhvRPMKF/p/Cgby/J/PU/FlxbMYY+4GIoC2/pYlNxhjCgDjgAF+FsUTFETcK+2Q0dJiY0w9a22cP4XKJX2Aqdbat4wxLYEvjDF1rbVp/hbsYscY0x4x5K3z0k+gjsj3AVVc3ld2bHPbxhhTELllPOIT6S6MnOiCMeYGYARws7X2tI9ku1Cy06UEUBeINMbsRnyYPwTghGdOvpNo4AdrbbK1dhewDTHsgUZOdPk/4GsAa+1yIAxJ3BSM5Oj/FAwYY+oDHwO3WGvzZLsC1ZCvAq42xlQ3xhRCJjN/yNDmB6C/43UP4HfrmDkIMLLVxRjTCPgQMeKB6ouFbHSx1h631paz1oZba8MR39/N1trV/hE3U3Ly+/oOGY1jjCmHuFp2+lDGnJITXfYAHQCMMbUQQ37Yp1J6jh+AexzRKy2A49baGH8LdaEYY6oCs4F+1tptee7Q37O7Wcz6dkVGQf8CIxzbXkYMA8iPcRawA1gJXOFvmfOgywLgIBDlePzgb5lzq0uGtpEEYNRKDr8Tg7iJNgMbgDv9LXMedKkNLEUiWqKAjv6WOQtdpgMxQDJyV/R/wGBgsMv3Mt6h64YA/n1lp8fHwDGX//zqvJxPl+griqIEOYHqWlEURVFyiBpyRVGUIEcNuaIoSpCjhlxRFCXIUUOuKIoS5KghVxRFCXLUkCuKogQ5/w++WNS2Vb+Q/gAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 10\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 11\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 12\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Meilleur modèle -> degre = 5\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"main(degreMax=12, NbEx=20, sigma=0.2, ens=500)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2. Modélisation par réseaux de neurones MLP\n",
"\n",
"On souhaite à nouveau trouver un modèle de prédiction à partir des observations. Cette fois-ci, on n'utilise pas de solution unique mais plutôt une convergence de solution sur une moyenne de plusieurs initialisation du réseau pour chaque niveau de complexité. On aurra cette fois, un problème de surapprentissage qui sera observé lorsque l'on entraîne notre modèle."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"from matplotlib import cm\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"from matplotlib.ticker import LinearLocator, FormatStrFormatter\n",
"from sklearn.neural_network import MLPRegressor"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"def sinus_cardinal(x): \n",
" A = np.array([[1, 1], [-2, 1]])\n",
" b = np.array([0.2, -0.3])\n",
"\n",
" x = -np.pi + 2*x*np.pi\n",
" z = A.dot(x + b)\n",
" h = np.sqrt(np.transpose(z).dot(z))\n",
" if np.abs(h) < 0.001:\n",
" y = 1\n",
" else:\n",
" y = np.sin(h)/h\n",
" return y"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"def plot_surf(figName, regr=None):\n",
" step_v = 0.005\n",
"\n",
" x1v = np.arange(0,1,step_v)\n",
" x2v = np.arange(0,1,step_v)\n",
" Xv, Yv = np.meshgrid(x1v, x2v)\n",
"\n",
" R = np.zeros(Xv.shape)\n",
" for i,x1 in enumerate(x1v):\n",
" for j,x2 in enumerate(x2v):\n",
" if not regr:\n",
" R[i,j] = sinus_cardinal(np.array([x1, x2]))\n",
" else:\n",
" R[i,j] = regr.predict(np.array([[x1,x2]]))[0]\n",
" \n",
" fig = plt.figure()\n",
" ax = plt.axes(projection='3d')\n",
"\n",
" # Plot the surface\n",
" surf = ax.plot_surface(Xv, Yv, R, cmap=cm.coolwarm, linewidth=0, antialiased=False)\n",
"\n",
" ax.set_zlim(-1.01, 1.01)\n",
" ax.zaxis.set_major_locator(LinearLocator(10))\n",
" ax.zaxis.set_major_formatter(FormatStrFormatter('%.02f'))\n",
"\n",
" fig.colorbar(surf, shrink=0.5, aspect=5)\n",
" plt.savefig(figName+'.png', dpi=300)\n",
" plt.show()\n",
" plt.close()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"def main(fileData):\n",
" # Chargement des données d'entrainement\n",
" with open(fileData, 'r') as f:\n",
" f.readline()\n",
" Xapp = np.loadtxt(f, delimiter = \";\", skiprows=1)\n",
" \n",
" Yapp = []\n",
" # print(sinus_cardinal(Xapp[0]))\n",
" for x in Xapp:\n",
" # print(x)\n",
" Yapp.append(sinus_cardinal(x))\n",
"\n",
"\n",
" regr = MLPRegressor(\n",
" hidden_layer_sizes=(32,32,32),\n",
" max_iter=1000,\n",
" verbose=True,\n",
" random_state=1,\n",
" tol=1e-6\n",
" ).fit(Xapp,Yapp)\n",
" \n",
" plot_surf(\"mlp_test\")\n",
"\n",
" plot_surf(\"mlp_pred\", regr=regr)\n",
" plot_confusion(Xapp, Yapp, regr, 'Confusion')\n"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"fileData = \"sinc_dim2_input.csv\""
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Iteration 1, loss = 0.05740163\n",
"Iteration 2, loss = 0.05266336\n",
"Iteration 3, loss = 0.04870684\n",
"Iteration 4, loss = 0.04554897\n",
"Iteration 5, loss = 0.04298842\n",
"Iteration 6, loss = 0.04102289\n",
"Iteration 7, loss = 0.03967706\n",
"Iteration 8, loss = 0.03884706\n",
"Iteration 9, loss = 0.03842922\n",
"Iteration 10, loss = 0.03827398\n",
"Iteration 11, loss = 0.03823175\n",
"Iteration 12, loss = 0.03823855\n",
"Iteration 13, loss = 0.03821542\n",
"Iteration 14, loss = 0.03812472\n",
"Iteration 15, loss = 0.03796829\n",
"Iteration 16, loss = 0.03777099\n",
"Iteration 17, loss = 0.03753403\n",
"Iteration 18, loss = 0.03725668\n",
"Iteration 19, loss = 0.03698537\n",
"Iteration 20, loss = 0.03670326\n",
"Iteration 21, loss = 0.03646273\n",
"Iteration 22, loss = 0.03628747\n",
"Iteration 23, loss = 0.03616490\n",
"Iteration 24, loss = 0.03607125\n",
"Iteration 25, loss = 0.03598384\n",
"Iteration 26, loss = 0.03590608\n",
"Iteration 27, loss = 0.03583750\n",
"Iteration 28, loss = 0.03578035\n",
"Iteration 29, loss = 0.03572684\n",
"Iteration 30, loss = 0.03567354\n",
"Iteration 31, loss = 0.03560571\n",
"Iteration 32, loss = 0.03552475\n",
"Iteration 33, loss = 0.03543328\n",
"Iteration 34, loss = 0.03532988\n",
"Iteration 35, loss = 0.03521193\n",
"Iteration 36, loss = 0.03508008\n",
"Iteration 37, loss = 0.03493347\n",
"Iteration 38, loss = 0.03477282\n",
"Iteration 39, loss = 0.03460402\n",
"Iteration 40, loss = 0.03444860\n",
"Iteration 41, loss = 0.03430615\n",
"Iteration 42, loss = 0.03418290\n",
"Iteration 43, loss = 0.03407200\n",
"Iteration 44, loss = 0.03397403\n",
"Iteration 45, loss = 0.03386732\n",
"Iteration 46, loss = 0.03374848\n",
"Iteration 47, loss = 0.03361640\n",
"Iteration 48, loss = 0.03347746\n",
"Iteration 49, loss = 0.03335331\n",
"Iteration 50, loss = 0.03324367\n",
"Iteration 51, loss = 0.03313346\n",
"Iteration 52, loss = 0.03302073\n",
"Iteration 53, loss = 0.03290221\n",
"Iteration 54, loss = 0.03277717\n",
"Iteration 55, loss = 0.03264278\n",
"Iteration 56, loss = 0.03250400\n",
"Iteration 57, loss = 0.03236950\n",
"Iteration 58, loss = 0.03223926\n",
"Iteration 59, loss = 0.03211255\n",
"Iteration 60, loss = 0.03198813\n",
"Iteration 61, loss = 0.03186576\n",
"Iteration 62, loss = 0.03174014\n",
"Iteration 63, loss = 0.03161073\n",
"Iteration 64, loss = 0.03147959\n",
"Iteration 65, loss = 0.03134529\n",
"Iteration 66, loss = 0.03120728\n",
"Iteration 67, loss = 0.03106766\n",
"Iteration 68, loss = 0.03093437\n",
"Iteration 69, loss = 0.03080154\n",
"Iteration 70, loss = 0.03066901\n",
"Iteration 71, loss = 0.03053476\n",
"Iteration 72, loss = 0.03040142\n",
"Iteration 73, loss = 0.03026495\n",
"Iteration 74, loss = 0.03012527\n",
"Iteration 75, loss = 0.02998402\n",
"Iteration 76, loss = 0.02984238\n",
"Iteration 77, loss = 0.02970261\n",
"Iteration 78, loss = 0.02956367\n",
"Iteration 79, loss = 0.02942443\n",
"Iteration 80, loss = 0.02928540\n",
"Iteration 81, loss = 0.02914197\n",
"Iteration 82, loss = 0.02899609\n",
"Iteration 83, loss = 0.02884932\n",
"Iteration 84, loss = 0.02870217\n",
"Iteration 85, loss = 0.02855378\n",
"Iteration 86, loss = 0.02840348\n",
"Iteration 87, loss = 0.02825170\n",
"Iteration 88, loss = 0.02809726\n",
"Iteration 89, loss = 0.02794295\n",
"Iteration 90, loss = 0.02778718\n",
"Iteration 91, loss = 0.02763034\n",
"Iteration 92, loss = 0.02747079\n",
"Iteration 93, loss = 0.02731023\n",
"Iteration 94, loss = 0.02714905\n",
"Iteration 95, loss = 0.02698684\n",
"Iteration 96, loss = 0.02682147\n",
"Iteration 97, loss = 0.02665309\n",
"Iteration 98, loss = 0.02648336\n",
"Iteration 99, loss = 0.02631360\n",
"Iteration 100, loss = 0.02614681\n",
"Iteration 101, loss = 0.02597884\n",
"Iteration 102, loss = 0.02580967\n",
"Iteration 103, loss = 0.02563606\n",
"Iteration 104, loss = 0.02546296\n",
"Iteration 105, loss = 0.02528971\n",
"Iteration 106, loss = 0.02511409\n",
"Iteration 107, loss = 0.02493485\n",
"Iteration 108, loss = 0.02475519\n",
"Iteration 109, loss = 0.02457515\n",
"Iteration 110, loss = 0.02439186\n",
"Iteration 111, loss = 0.02420914\n",
"Iteration 112, loss = 0.02402564\n",
"Iteration 113, loss = 0.02383851\n",
"Iteration 114, loss = 0.02365114\n",
"Iteration 115, loss = 0.02346107\n",
"Iteration 116, loss = 0.02326692\n",
"Iteration 117, loss = 0.02307226\n",
"Iteration 118, loss = 0.02287828\n",
"Iteration 119, loss = 0.02268393\n",
"Iteration 120, loss = 0.02248483\n",
"Iteration 121, loss = 0.02228224\n",
"Iteration 122, loss = 0.02208278\n",
"Iteration 123, loss = 0.02188281\n",
"Iteration 124, loss = 0.02167925\n",
"Iteration 125, loss = 0.02147705\n",
"Iteration 126, loss = 0.02127666\n",
"Iteration 127, loss = 0.02107473\n",
"Iteration 128, loss = 0.02087318\n",
"Iteration 129, loss = 0.02067031\n",
"Iteration 130, loss = 0.02046491\n",
"Iteration 131, loss = 0.02026048\n",
"Iteration 132, loss = 0.02005549\n",
"Iteration 133, loss = 0.01984929\n",
"Iteration 134, loss = 0.01964350\n",
"Iteration 135, loss = 0.01943632\n",
"Iteration 136, loss = 0.01922900\n",
"Iteration 137, loss = 0.01902228\n",
"Iteration 138, loss = 0.01881514\n",
"Iteration 139, loss = 0.01860667\n",
"Iteration 140, loss = 0.01839877\n",
"Iteration 141, loss = 0.01819112\n",
"Iteration 142, loss = 0.01798198\n",
"Iteration 143, loss = 0.01777239\n",
"Iteration 144, loss = 0.01756298\n",
"Iteration 145, loss = 0.01735301\n",
"Iteration 146, loss = 0.01714276\n",
"Iteration 147, loss = 0.01693119\n",
"Iteration 148, loss = 0.01671911\n",
"Iteration 149, loss = 0.01650618\n",
"Iteration 150, loss = 0.01629211\n",
"Iteration 151, loss = 0.01607746\n",
"Iteration 152, loss = 0.01586293\n",
"Iteration 153, loss = 0.01564690\n",
"Iteration 154, loss = 0.01542983\n",
"Iteration 155, loss = 0.01521276\n",
"Iteration 156, loss = 0.01499634\n",
"Iteration 157, loss = 0.01477966\n",
"Iteration 158, loss = 0.01456259\n",
"Iteration 159, loss = 0.01434836\n",
"Iteration 160, loss = 0.01413316\n",
"Iteration 161, loss = 0.01391742\n",
"Iteration 162, loss = 0.01370211\n",
"Iteration 163, loss = 0.01348695\n",
"Iteration 164, loss = 0.01327205\n",
"Iteration 165, loss = 0.01305722\n",
"Iteration 166, loss = 0.01284279\n",
"Iteration 167, loss = 0.01263141\n",
"Iteration 168, loss = 0.01242085\n",
"Iteration 169, loss = 0.01221132\n",
"Iteration 170, loss = 0.01200266\n",
"Iteration 171, loss = 0.01179582\n",
"Iteration 172, loss = 0.01159065\n",
"Iteration 173, loss = 0.01138843\n",
"Iteration 174, loss = 0.01118885\n",
"Iteration 175, loss = 0.01099218\n",
"Iteration 176, loss = 0.01079844\n",
"Iteration 177, loss = 0.01060582\n",
"Iteration 178, loss = 0.01041679\n",
"Iteration 179, loss = 0.01022925\n",
"Iteration 180, loss = 0.01004503\n",
"Iteration 181, loss = 0.00986393\n",
"Iteration 182, loss = 0.00968419\n",
"Iteration 183, loss = 0.00950732\n",
"Iteration 184, loss = 0.00933157\n",
"Iteration 185, loss = 0.00915684\n",
"Iteration 186, loss = 0.00898463\n",
"Iteration 187, loss = 0.00881462\n",
"Iteration 188, loss = 0.00864618\n",
"Iteration 189, loss = 0.00847956\n",
"Iteration 190, loss = 0.00831674\n",
"Iteration 191, loss = 0.00815606\n",
"Iteration 192, loss = 0.00799826\n",
"Iteration 193, loss = 0.00784166\n",
"Iteration 194, loss = 0.00768737\n",
"Iteration 195, loss = 0.00753485\n",
"Iteration 196, loss = 0.00738511\n",
"Iteration 197, loss = 0.00723792\n",
"Iteration 198, loss = 0.00709304\n",
"Iteration 199, loss = 0.00695005\n",
"Iteration 200, loss = 0.00680929\n",
"Iteration 201, loss = 0.00667087\n",
"Iteration 202, loss = 0.00653432\n",
"Iteration 203, loss = 0.00640069\n",
"Iteration 204, loss = 0.00626987\n",
"Iteration 205, loss = 0.00614147\n",
"Iteration 206, loss = 0.00601563\n",
"Iteration 207, loss = 0.00589113\n",
"Iteration 208, loss = 0.00576870\n",
"Iteration 209, loss = 0.00564761\n",
"Iteration 210, loss = 0.00552923\n",
"Iteration 211, loss = 0.00541290\n",
"Iteration 212, loss = 0.00529728\n",
"Iteration 213, loss = 0.00518417\n",
"Iteration 214, loss = 0.00507285\n",
"Iteration 215, loss = 0.00496304\n",
"Iteration 216, loss = 0.00485573\n",
"Iteration 217, loss = 0.00475012\n",
"Iteration 218, loss = 0.00464693\n",
"Iteration 219, loss = 0.00454498\n",
"Iteration 220, loss = 0.00444332\n",
"Iteration 221, loss = 0.00434087\n",
"Iteration 222, loss = 0.00423986\n",
"Iteration 223, loss = 0.00414141\n",
"Iteration 224, loss = 0.00404754\n",
"Iteration 225, loss = 0.00395512\n",
"Iteration 226, loss = 0.00386445\n",
"Iteration 227, loss = 0.00377545\n",
"Iteration 228, loss = 0.00368840\n",
"Iteration 229, loss = 0.00360254\n",
"Iteration 230, loss = 0.00351762\n",
"Iteration 231, loss = 0.00343424\n",
"Iteration 232, loss = 0.00335217\n",
"Iteration 233, loss = 0.00327202\n",
"Iteration 234, loss = 0.00319276\n",
"Iteration 235, loss = 0.00311536\n",
"Iteration 236, loss = 0.00303993\n",
"Iteration 237, loss = 0.00296542\n",
"Iteration 238, loss = 0.00289213\n",
"Iteration 239, loss = 0.00281963\n",
"Iteration 240, loss = 0.00274876\n",
"Iteration 241, loss = 0.00267948\n",
"Iteration 242, loss = 0.00261159\n",
"Iteration 243, loss = 0.00254474\n",
"Iteration 244, loss = 0.00247911\n",
"Iteration 245, loss = 0.00241492\n",
"Iteration 246, loss = 0.00235198\n",
"Iteration 247, loss = 0.00229082\n",
"Iteration 248, loss = 0.00223059\n",
"Iteration 249, loss = 0.00217168\n",
"Iteration 250, loss = 0.00211463\n",
"Iteration 251, loss = 0.00205932\n",
"Iteration 252, loss = 0.00200522\n",
"Iteration 253, loss = 0.00195244\n",
"Iteration 254, loss = 0.00190136\n",
"Iteration 255, loss = 0.00185185\n",
"Iteration 256, loss = 0.00180353\n",
"Iteration 257, loss = 0.00175620\n",
"Iteration 258, loss = 0.00171043\n",
"Iteration 259, loss = 0.00166562\n",
"Iteration 260, loss = 0.00162212\n",
"Iteration 261, loss = 0.00158005\n",
"Iteration 262, loss = 0.00153929\n",
"Iteration 263, loss = 0.00149975\n",
"Iteration 264, loss = 0.00146165\n",
"Iteration 265, loss = 0.00142464\n",
"Iteration 266, loss = 0.00138884\n",
"Iteration 267, loss = 0.00135447\n",
"Iteration 268, loss = 0.00132126\n",
"Iteration 269, loss = 0.00128901\n",
"Iteration 270, loss = 0.00125807\n",
"Iteration 271, loss = 0.00122817\n",
"Iteration 272, loss = 0.00119922\n",
"Iteration 273, loss = 0.00117128\n",
"Iteration 274, loss = 0.00114446\n",
"Iteration 275, loss = 0.00111864\n",
"Iteration 276, loss = 0.00109372\n",
"Iteration 277, loss = 0.00106983\n",
"Iteration 278, loss = 0.00104678\n",
"Iteration 279, loss = 0.00102432\n",
"Iteration 280, loss = 0.00100245\n",
"Iteration 281, loss = 0.00098134\n",
"Iteration 282, loss = 0.00096083\n",
"Iteration 283, loss = 0.00094090\n",
"Iteration 284, loss = 0.00092156\n",
"Iteration 285, loss = 0.00090297\n",
"Iteration 286, loss = 0.00088503\n",
"Iteration 287, loss = 0.00086770\n",
"Iteration 288, loss = 0.00085102\n",
"Iteration 289, loss = 0.00083502\n",
"Iteration 290, loss = 0.00081947\n",
"Iteration 291, loss = 0.00080416\n",
"Iteration 292, loss = 0.00078920\n",
"Iteration 293, loss = 0.00077469\n",
"Iteration 294, loss = 0.00076102\n",
"Iteration 295, loss = 0.00074753\n",
"Iteration 296, loss = 0.00073436\n",
"Iteration 297, loss = 0.00072145\n",
"Iteration 298, loss = 0.00070890\n",
"Iteration 299, loss = 0.00069662\n",
"Iteration 300, loss = 0.00068482\n",
"Iteration 301, loss = 0.00067342\n",
"Iteration 302, loss = 0.00066228\n",
"Iteration 303, loss = 0.00065124\n",
"Iteration 304, loss = 0.00064037\n",
"Iteration 305, loss = 0.00062984\n",
"Iteration 306, loss = 0.00061982\n",
"Iteration 307, loss = 0.00060976\n",
"Iteration 308, loss = 0.00059919\n",
"Iteration 309, loss = 0.00058885\n",
"Iteration 310, loss = 0.00057887\n",
"Iteration 311, loss = 0.00056909\n",
"Iteration 312, loss = 0.00055991\n",
"Iteration 313, loss = 0.00055114\n",
"Iteration 314, loss = 0.00054308\n",
"Iteration 315, loss = 0.00053540\n",
"Iteration 316, loss = 0.00052808\n",
"Iteration 317, loss = 0.00052104\n",
"Iteration 318, loss = 0.00051396\n",
"Iteration 319, loss = 0.00050672\n",
"Iteration 320, loss = 0.00049972\n",
"Iteration 321, loss = 0.00049286\n",
"Iteration 322, loss = 0.00048608\n",
"Iteration 323, loss = 0.00047968\n",
"Iteration 324, loss = 0.00047345\n",
"Iteration 325, loss = 0.00046761\n",
"Iteration 326, loss = 0.00046203\n",
"Iteration 327, loss = 0.00045663\n",
"Iteration 328, loss = 0.00045150\n",
"Iteration 329, loss = 0.00044659\n",
"Iteration 330, loss = 0.00044193\n",
"Iteration 331, loss = 0.00043743\n",
"Iteration 332, loss = 0.00043310\n",
"Iteration 333, loss = 0.00042891\n",
"Iteration 334, loss = 0.00042488\n",
"Iteration 335, loss = 0.00042095\n",
"Iteration 336, loss = 0.00041719\n",
"Iteration 337, loss = 0.00041305\n",
"Iteration 338, loss = 0.00040778\n",
"Iteration 339, loss = 0.00040204\n",
"Iteration 340, loss = 0.00039653\n",
"Iteration 341, loss = 0.00039127\n",
"Iteration 342, loss = 0.00038655\n",
"Iteration 343, loss = 0.00038233\n",
"Iteration 344, loss = 0.00037856\n",
"Iteration 345, loss = 0.00037487\n",
"Iteration 346, loss = 0.00037115\n",
"Iteration 347, loss = 0.00036756\n",
"Iteration 348, loss = 0.00036376\n",
"Iteration 349, loss = 0.00036013\n",
"Iteration 350, loss = 0.00035658\n",
"Iteration 351, loss = 0.00035315\n",
"Iteration 352, loss = 0.00034995\n",
"Iteration 353, loss = 0.00034687\n",
"Iteration 354, loss = 0.00034404\n",
"Iteration 355, loss = 0.00034128\n",
"Iteration 356, loss = 0.00033861\n",
"Iteration 357, loss = 0.00033601\n",
"Iteration 358, loss = 0.00033346\n",
"Iteration 359, loss = 0.00033030\n",
"Iteration 360, loss = 0.00032703\n",
"Iteration 361, loss = 0.00032371\n",
"Iteration 362, loss = 0.00032051\n",
"Iteration 363, loss = 0.00031762\n",
"Iteration 364, loss = 0.00031487\n",
"Iteration 365, loss = 0.00031223\n",
"Iteration 366, loss = 0.00030976\n",
"Iteration 367, loss = 0.00030732\n",
"Iteration 368, loss = 0.00030495\n",
"Iteration 369, loss = 0.00030253\n",
"Iteration 370, loss = 0.00030017\n",
"Iteration 371, loss = 0.00029792\n",
"Iteration 372, loss = 0.00029572\n",
"Iteration 373, loss = 0.00029366\n",
"Iteration 374, loss = 0.00029167\n",
"Iteration 375, loss = 0.00028974\n",
"Iteration 376, loss = 0.00028790\n",
"Iteration 377, loss = 0.00028609\n",
"Iteration 378, loss = 0.00028436\n",
"Iteration 379, loss = 0.00028269\n",
"Iteration 380, loss = 0.00028102\n",
"Iteration 381, loss = 0.00027934\n",
"Iteration 382, loss = 0.00027768\n",
"Iteration 383, loss = 0.00027606\n",
"Iteration 384, loss = 0.00027447\n",
"Iteration 385, loss = 0.00027295\n",
"Iteration 386, loss = 0.00027149\n",
"Iteration 387, loss = 0.00027004\n",
"Iteration 388, loss = 0.00026855\n",
"Iteration 389, loss = 0.00026701\n",
"Iteration 390, loss = 0.00026541\n",
"Iteration 391, loss = 0.00026383\n",
"Iteration 392, loss = 0.00026226\n",
"Iteration 393, loss = 0.00026068\n",
"Iteration 394, loss = 0.00025910\n",
"Iteration 395, loss = 0.00025756\n",
"Iteration 396, loss = 0.00025604\n",
"Iteration 397, loss = 0.00025451\n",
"Iteration 398, loss = 0.00025303\n",
"Iteration 399, loss = 0.00025155\n",
"Iteration 400, loss = 0.00025009\n",
"Iteration 401, loss = 0.00024865\n",
"Iteration 402, loss = 0.00024802\n",
"Iteration 403, loss = 0.00024715\n",
"Iteration 404, loss = 0.00024605\n",
"Iteration 405, loss = 0.00024479\n",
"Iteration 406, loss = 0.00024344\n",
"Iteration 407, loss = 0.00024209\n",
"Iteration 408, loss = 0.00024125\n",
"Iteration 409, loss = 0.00024027\n",
"Iteration 410, loss = 0.00023917\n",
"Iteration 411, loss = 0.00023796\n",
"Iteration 412, loss = 0.00023702\n",
"Iteration 413, loss = 0.00023613\n",
"Iteration 414, loss = 0.00023512\n",
"Iteration 415, loss = 0.00023395\n",
"Iteration 416, loss = 0.00023320\n",
"Iteration 417, loss = 0.00023240\n",
"Iteration 418, loss = 0.00023154\n",
"Iteration 419, loss = 0.00023064\n",
"Iteration 420, loss = 0.00022970\n",
"Iteration 421, loss = 0.00022873\n",
"Iteration 422, loss = 0.00022783\n",
"Iteration 423, loss = 0.00022703\n",
"Iteration 424, loss = 0.00022610\n",
"Iteration 425, loss = 0.00022524\n",
"Iteration 426, loss = 0.00022450\n",
"Training loss did not improve more than tol=0.000001 for 10 consecutive epochs. Stopping.\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"main(fileData=fileData)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"On remarque que le modèle est très proche des données d'apprentissage, mais comme on peut le prévoir avec la regression 2D, les bords introduisent une discontinuité de la fonction que l'on ne peut pas prédire correctement.\n",
"\n",
"## Conclusion\n",
"\n",
"Nous avons pu découvrir les outils proposés par scikit learn pour la regression par des modèles polynomiaux et des modèles par réseaux de neurones. "
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.9.4 64-bit",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.4"
},
"orig_nbformat": 4,
"vscode": {
"interpreter": {
"hash": "2ef431f6525756fa8a44688585fa332ef3b2e5fcfe8fe75df35bbf7028a8b511"
}
}
},
"nbformat": 4,
"nbformat_minor": 2
}