M2_SETI/D3/TP/TP_SETI_MLP/TP2.ipynb
2022-12-09 09:02:00 +01:00

1313 lines
2.6 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": 94,
"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": 95,
"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": 96,
"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": 97,
"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": 98,
"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": 99,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 1\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 2\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 4\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 5\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 6\n"
]
},
{
"data": {
"image/png": 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b9ofdGo1Grl+/HqG25d3XEzYS6eXLl3zxxRexiiXs/WFraxvt7zsq69atw8HBge3bt0doKlm0aNEHn/v27yys+QfU3Cc3b96kcOHCpm05cuTgzJkzVKlSJdr3XliZ3bx5M0LNybVr12L8mnLkyIGmaWTLli3KpC86RYoUYc+ePfj5+UXotHv06FHTfoCCBQtia2sbaaJz9+7dRPNlRMSM9HkRiVajRo0IDQ1l9OjR7+0LCQkxfRhXrVoVW1tbZs+eHeEb/4wZMz54jWLFipEtWzZmzJjx3of72+cKmwvjQxOhGQwGqlevzqZNm/Dx8TFtf/DgAStXrqRs2bLvjcr4GOnTp6dIkSIsWbIkwuReO3fu5OLFixGOzZIlCwaDgf3790fYHlWTS1yrVasWoaGhzJkzJ8L26dOno9PpqFmzJoDpdtasWRGOe/f3aDAYaNCgAevXr+fMmTPvXe/+/ftRxpI2bVoqVqzIjz/+aKoZeNuHhqgbDAZ0Ol2EWisfH58Io3+iUqJECdzc3Jg/f36EUXCLFy9+733VqFEj/vvvP3766af3zhMQEGCaGC+s9ujd3+Xs2bM/GE+Yr7/+GoPBwMiRI9+rMdM0jSdPnkT7/G+++YbQ0FAWLFhg2hYYGMiiRYsoWbKkKVlPliwZtWrV4vDhw6bEFeDSpUscPnyYatWqxThmYf2k5kUkWhUqVKBjx46MHz+e06dPU716dWxtbbl69Spr165l5syZfPPNN7i5udG3b1/Gjx/Pl19+Sa1atTh16hRbt24lTZo00V5Dr9fzww8/UKdOHYoUKULr1q1Jnz49ly9f5sKFC2zfvh2A4sWLA6ozqZeXFwaDgSZNmkR6zjFjxrBz507Kli1Lly5dsLGx4ccffyQwMDBOOyWOHz+e2rVrU7ZsWdq0acPTp0+ZPXs2+fPnN3WOBNUHpWHDhsyePRudTkeOHDn4/fffTf0mzK1OnTpUqlSJwYMH4+PjQ+HChdmxYwebNm2iZ8+eptqvIkWK0LRpU+bNm4evry+lS5dm9+7dkdYiTJgwgT179lCqVCnat29P/vz5efz4McePH2fPnj3R1rjNnTuXsmXLUrBgQdq3b0/27Nl58OABR44c4d9//400IQpTu3Ztpk2bRo0aNWjWrBkPHz5k7ty55MyZk7Nnz0ZbDra2towZM4aOHTtSuXJlGjduzM2bN1m0aNF7fV5atGjBmjVr6NSpE3v27KFMmTKEhoZy+fJl1qxZw/bt2ylRogTFixenQYMGzJgxgydPnpiGSv/zzz9AzGoMc+TIwZgxYxg0aBA+Pj6m9cNu3rzJhg0b6NChg2nyuciULFmShg0bMmjQIB4+fEjOnDlZsmQJPj4+/PLLLxGOHTduHLt376Zy5cqmjtmzZs0iVapUsZ4cT1g5i4xxEiIGwobY/v3339Ee16pVK83Z2TnK/QsWLNCKFy+uOTo6asmSJdMKFiyo9e/fX7t7967pmNDQUG3kyJFa+vTpNUdHR61ixYra+fPntSxZskQ7VDrMwYMHtWrVqmnJkiXTnJ2dtUKFCmmzZ8827Q8JCdG6d++uubm5aTqdLsKwad4Zkqppmnby5EnNy8tLc3Fx0ZycnLRKlSpphw8fjlH5RBVjZNatW6fly5dPs7e31zw9PbX169drrVq1ijBUWtM07dGjR1qDBg00JycnLWXKlFrHjh218+fPx2qo9Ltxhg29ffToUYTtkf0+X7x4ofXq1UvLkCGDZmtrq+XKlUubPHlyhKHXmqZpAQEBWo8ePbTUqVNrzs7OWp06dbQ7d+5EWsYPHjzQunbtqnl4eGi2traau7u7VqVKFW3BggWmY6IaDn79+nWtZcuWmru7u2Zra6tlzJhR+/LLL7Vff/012rLQNE375ZdftFy5cmn29vZa3rx5tUWLFpnKIibmzZunZcuWTbO3t9dKlCih7d+/X6tQoUKEodKapoZWT5w4UcufP79mb2+vpUyZUitevLg2cuRIzdfX13Tcy5cvta5du2qpUqXSXFxctPr162tXrlzRAG3ChAmm46L6fYVZt26dVrZsWc3Z2VlzdnbW8ubNq3Xt2lW7cuXKB19TQECA1rdvX83d3V2zt7fXPvvsM23btm2RHnvixAmtatWqmrOzs5YsWTKtXr162j///BODkhOJiU7TzNgzTgghhNU5ffo0RYsWZfny5abZqoVISKTPixBCJGFh86i8bcaMGej1+lgvQCpEfJE+L0IIkYRNmjSJEydOUKlSJWxsbNi6dStbt26lQ4cOcTKyTQhzkGYjIYRIwnbu3MnIkSO5ePEi/v7+ZM6cmRYtWjB48GBsbOT7rUiYJHkRQgghhFWRPi9CCCGEsCqSvAghhBDCqkjyIoQQQgirkuh6YxmNRu7evUuyZMlivJ6MEEIIISxL0zRevHhBhgwZ3lto912JLnm5e/euDO8TQgghrNSdO3fIlClTtMckuuQlbNXZO3fuxMkCdm8LDg5mx44dpjVyRNSkrGJHyivmpKxiR8ordqS8Yi6uy8rPzw8PD48Iq8dHJdElL2FNRa6urmZJXpycnHB1dZU39QdIWcWOlFfMSVnFjpRX7Eh5xZy5yiomXT6kw64QQgghrIokL0IIIYSwKpK8CCGEEMKqJLo+LzGhaRohISGEhobG6nnBwcHY2Njw+vXrWD83qUmsZWUwGLCxsZFh+EIIYUFJLnkJCgri3r17vHr1KtbP1TQNd3d37ty5Ix9eH5CYy8rJyYn06dNjZ2dn6VCEECJJSlLJi9Fo5ObNmxgMBjJkyICdnV2sPliNRiP+/v64uLh8cAKdpC4xlpWmaQQFBfHo0SNu3rxJrly5Es1rE0IIa5KkkpegoCCMRiMeHh44OTnF+vlGo5GgoCAcHBzkQ+sDEmtZOTo6Ymtry61bt0yvTwghRPxKPJ8qsZCYPkxF/JP3jxBCWJb8FxZJysyZMzly5IilwxBCCPEJJHkRkdq7dy86nY7nz59/9DkmTJhAsWLF4i6ot/j4+KDT6Th9+nSMnzN16lTWr19vtpiEiNbx41C5sroVQnwSSV6sxKNHj+jcuTOZM2fG3t4ed3d3vLy8OHTo0Cefu2LFivTs2TPCttKlS3Pv3j2SJ0/+yec3Bw8PD+7du0eBAgWADydbhw4dYtmyZWzatAl7e/t4jFSIN5YuhT17YNkyS0cihNVLUh1249zx49C/P0yaBCVKmPVSDRo0ICgoiCVLlpA9e3YePHjA7t27efLkyUefMygoKMrhvnZ2dri7u3/0uT9WdDG9zWAwxCq+MmXKxKqWRog4cesWPH4MOh2sXq22rVoFrVqBpkGaNJAli2VjFMIKSc3Lp4inb1LPnz/nwIEDTJw4kUqVKpElSxY+//xzBg0aRN26dU3H3b59m3r16uHi4oKrqyuNGjXiwYMHpv0jRoygSJEi/Pzzz2TLlg0HBwe8vb3Zt28fM2fORKfTodPp8PHxibQm4+DBg5QrVw5HR0c8PDzo0aMHL1++/GD8P/74o2mEV6NGjfD19TXt8/b2pn79+owdO5YMGTKQJ08eQC3MtXHjxgjnSZEiBYsXLwYiNhv5+PhQqVIlAFKmTIlOp8Pb2xtQo57Gjx9PtmzZcHR0pHDhwvz6668Rznv+/Hlq1qyJi4sL6dKlo0WLFjx+/PiDr0uID8qaVX2xKV4cHj1S2x49Uo9LlFD7hRCxJslLLOlu34YTJ+DkyYjfpE6eVNtv3Yrza7q4uODi4sLGjRsJDAyM9Bij0Ui9evV4+vQp+/btY+fOndy4cYPGjRtHOO7atWusW7eO9evXc/r0aWbOnEmpUqVo37499+7d4969e3h4eLx3/uvXr1OjRg0aNGjA2bNnWb16NQcPHqRbt27Rxn7t2jXWrFnDb7/9xrZt2zh16hRdunSJcMzu3bu5cuUKO3fu5Pfff49l6agmpHXr1gFw5coV7t27x8yZMwEYP348S5cuZf78+Vy4cIFevXrx7bffsm/fPkAlhpUrV6Zo0aIcP36cbdu28eDBAxo1ahTrOIR4z/LlYPOmglvTIt7a2Kj9QohYk2ajWEpeuHD4g7AJ7sK+SYUJ++cUR2xsbFi8eDHt27dn/vz5FCtWjAoVKtCkSRMKFSoEqATg3Llz3Lx505R8LF26lPz58/P333/z2WefAapZZunSpbi5uZnOb2dnh5OTU7TNMOPHj6d58+amvjG5cuVi1qxZVKhQgR9++CHK+U5ev37N0qVLyZgxIwCzZ8+mdu3aTJ061XQ9Z2dnfv7554+esdZgMJAqVSoA0qZNS4oUKQAIDAxk3Lhx7Nq1i1KlSgGQPXt2Dh48yI8//kiFChWYM2cORYsWZdy4cabzLVy4EA8PD/755x9y5879UTEJAUDz5pAvX8T/D2GOHgXpPC7ER5Gal1h6+eOPaBb4JtWgQQPu3r3L5s2bqVGjBnv37qVYsWKmZpRLly7h4eERodbE09OTFClScOnSJdO2LFmyREhcYurMmTMsXrzYVAvk4uKCl5eXadbiqGTOnNmUuACUKlUKo9HIlStXTNsKFixolqn2r127xqtXr6hWrVqEuJcuXcr169dNr2vPnj0R9ufNmxfAdIwQcSJsfiCZJ0iITyY1L7EU3KgRWrFi6N7UZERg5m9SDg4OVKtWjWrVqjF06FDatWvH8OHDTf07YsLZ2fmjru3v70/Hjh3p0aPHe/syZ878UeeMLiadTof2Tg1WcHBwrM7r7+8PwB9//BEhgQJMI478/f2pU6cOEydOfO/56dOnj9X1hIhU2rTg7g4eHtC2LfzyC9y5o7YLIT6KJC+fQq8HozH8Np55enqaOrXmy5ePO3fucOfOHVPty8WLF3n+/Dmenp7RnsfOzu6DKz8XK1aMixcvkjNnzljFePv2be7evUuGDBkA+Ouvv9Dr9aaOuVFxc3Pj3r17psdXr16NdjHNsJqbt1+Hp6cn9vb23L59mwoVKkT6vGLFirFu3TqyZs2KjY38OQgzyJQJfHzAzk41NXfoAEFBIEP2hfhoUn/5McK+SRUvDvPnq1t3d7N9k3ry5AmVK1dm+fLlnD17lps3b7J27VomTZpEvXr1AKhatSoFCxakefPmnDx5kmPHjtGyZUsqVKhAiQ8M486aNStHjx7Fx8eHx48fY4wkERswYACHDx+mW7dunD59mqtXr7Jp06YPdth1cHCgVatWnDlzhgMHDtCjRw8aNWr0wWHOlStXZs6cOZw6dYrjx4/TqVMnbG1tozw+S5Ys6HQ6fv/9dx49eoS/vz/JkiWjb9++9OrViyVLlnD9+nVOnjzJ7NmzWbJkCQBdu3bl6dOnNG3alL///pvr16+zfft2Wrdu/cGETogYs7cP7yOn00niIsQnkuTlY4R9kzp6FDp2VLc+Pmq7Gbi4uFCyZEmmT59O+fLlKVCgAEOHDqV9+/bMmTMHUM0smzZtImXKlJQvX56qVauSPXt2VoeNiIpG3759MRgMeHp64ubmxu3bt987plChQuzbt49//vmHcuXKUbRoUYYNG2aqUYlKzpw5+frrr6lVqxbVq1enUKFCzJs374MxTZ06FQ8PD8qVK0ezZs3o27dvtItpZsyYkZEjRzJw4EDSpUtnSqpGjx7N0KFDGT9+PPny5aNGjRr88ccfZMuWDYAMGTJw6NAhQkNDqV69OgULFqRnz56kSJFC1jASQogESqe927HAyvn5+ZE8eXJ8fX1xdXWNsO/169fcvHnTNMdJbBmNRvz8/HB1dZUPtg9IzGX1qe+jyAQHB7NlyxZq1aoVbQ2TkLKKLSmv2JHyirm4LqvoPr/flbg+VYQQQgiR6EnyIoQQQgirIsmLEEIIIayKJC9CCCGEsCqSvAghhBDCqkjyIoQQQgirIsmLEEIIIayKJC9CCCGEsCqSvAiLevbsGSNHjoywjpEQQggRHUleRKT27t2LTqfj+fPnZruGpmm0atWKgICAWK/grNPpTItS+vj4oNPpOH36dNwHKYQQIsGR5MVKPHr0iM6dO5M5c2bs7e1xd3fHy8uLQ4cOffK5K1asSM+ePSNsK126NPfu3SN58uSffP6oTJ48GVdXV8aPH2+2awiR6B0/DpUrq1shkggbSwcgYqZBgwYEBQWxZMkSsmfPzoMHD9i9ezdPnjz56HMGBQVhZ2cX6T47O7sPrvz8qdfr379/nJ5fiARP0+DmTTh5Es6fh6tX4e5duH8fXr2C16/BxgacnCBFCrXYa+bMUKAAFCoERYq8vyL10qWwZw8sWwYfWEFeiMRCal6swPPnzzlw4AATJ06kUqVKZMmShc8//5xBgwZRt25d03G3b9+mXr16uLi44OrqSqNGjXjw4IFp/4gRIyhSpAg///yzaVFBb29v9u3bx8yZM9HpdOh0Onx8fCJtNjp48CDlypXD0dERDw8PevTowcuXL6OMe8KECRQrVizC9cJeT7t27XBzc8PV1ZXKlStz5syZCM/dtGkTxYoVw8HBgezZszNy5EhCQkJiXGbnz5+nZs2auLi4kC5dOlq0aMHjx49j/Hwh4syLF7BmDXz7LXh4QI4c0LAhjBwJK1fC3r1w+TLcvg0PH6pk5to1VZOycSPMmgUdOsAXX6iEplIl6N8f1q1TSVDYyvGrVqnHJ07ArVsWfMFCmJ9Za17279/P5MmTOXHiBPfu3WPDhg3Ur18/2ufs3buX3r17c+HCBTw8PBgyZAje3t5mi1HT1BeemDAa4eVLMBggLhZKdnICne7Dx7m4uODi4sLGjRv54osvsH/3mxdqFeewxGXfvn2EhITQtWtXGjduzN69e03HXbt2jXXr1rF+/XoMBgNZsmThn3/+oUCBAowaNQoANzc3fHx8Ipz/+vXr1KhRgzFjxrBw4UIePXpEt27d6NatG4sWLYoy9nevB9CwYUMcHR3ZunUryZMn58cff6RKlSr8888/pEqVigMHDtCyZUtmzZpFuXLluH79Oh06dABg+PDhHyyv58+fU7lyZdq1a8f06dMJCAhgwIABNGrUiD///PODzxfik4WGwq5dsHAhbNoEgYHh+2xtoXBhVZOSL5+qXXF3B2dnVasSGqr+KT15Av/+CzduwLlzcOoUPHqkkp23/qZNHj2C4sXDH2uauV+lEJajmdGWLVu0wYMHa+vXr9cAbcOGDdEef+PGDc3JyUnr3bu3dvHiRW327NmawWDQtm3bFuNr+vr6aoDm6+v73r6AgADt4sWLWkBAgGmbv7+mqb/y+P/x94/xy9J+/fVXLWXKlJqDg4NWunRpbdCgQdqZM2dM+3fs2KEZDAbt9u3bpm0XLlzQAO3YsWOapmna8OHDNVtbW+3hw4cRzl2hQgXtu+++i7Btz549GqA9e/ZM0zRNa9u2rdahQ4cIxxw4cEDT6/URyjNMaGioNmDAgPeud+DAAc3V1VV7/fp1hONz5Mih/fjjj5qmaVqVKlW0cePGRdi/bNkyLX369KbHb7+fbt68qQHaqVOnNE3TtNGjR2vVq1eP8Pw7d+5ogHblypX3Yo2tyN5HnyooKEjbuHGjFhQUFGfnTKwSdFm9fKlpc+dqWo4cEf/Yc+XStP79NW33bnXMxzAaNe3SJXX+QoWi/sdiY6Npy5ebnpagyysBkvKKubguq+g+v99l1pqXmjVrUrNmzRgfP3/+fLJly8bUqVMByJcvHwcPHmT69Ol4eXmZK0yr0KBBA2rXrs2BAwf466+/2Lp1K5MmTeLnn3/G29ubS5cu4eHhgYeHh+k5np6epEiRgkuXLvHZZ58BkCVLFtzc3GJ9/TNnznD27FlWrFhh2qZpGkajkZs3b5IvX75In/fu9c6cOYO/vz+pU6eOcFxAQADXr183HXPo0CHGjh1r2h8aGsrr16959eoVTk5OH4x1z549uLi4vLfv+vXr5M6d+8MvWIjYCAyE+fNh7FhVAwKQMqVqKmrdWvVViUk1a3R0OsibV/106QL79kHFiu8f9/nnkCfPp11LiAQuQXXYPXLkCFWrVo2wzcvL672RMHHJyQn8/WN2rNFoxM/PD1dXV/Rx0G70gc/g9zg4OFCtWjWqVavG0KFDadeuHcOHD49Vs5qzs3PsLvqGv78/HTt2pEePHu/ty5w5c4yv5+/vT/r06SM0ZYVJkSKF6ZiRI0fy9ddfv3dMWL+ZD8Vap04dJk6c+N6+2A7JFiJamga//gp9+6o+KwDZskGfPuDtrZqCPsBoVK1Dt2+r7i6+vhAQoLY7OICLC6RPr1qXsmUDU5/3ZMnUrV6vDg5z+DB89hk0aACTJ6snCpHIJKjk5f79+6RLly7CtnTp0uHn50dAQACOjo7vPScwMJDAt9qT/fz8AAgODiY4ODjCscHBwabaAuNbf+yRnDZSmqYRGgpOTho6nfHDT/jg+T6tWTpfvnxs3LgRo9FInjx5uHPnDrdu3TLVvly8eJHnz5+TN29ejEYj2puLvf3aAWxtbQkJCYmwPex+WFkVLVqUixcvkj179khjefec2lsv7O19RYoU4f79++j1erJmzRrpeYoVK8bly5c/eK2w2CKLdf369WTOnBkbm/ff4u/GGlthZRkcHGzqx/Opwt6r775nxfsSTFlduYKhRw/0e/YAoGXMSOiQIWgtW6p+LQCRxOjrC/v369i/X8fRozrOn9fh7x+zWhlbW408eaB4cY3yBT2omqYombLo0dq0QbdwITofH7Ty5dFt3Ihu3Tq033+Hnj3RFytm+fKyEgnm/WUF4rqsYnOeBJW8fIzx48czcuTI97bv2LHjveYFGxsb3N3d8ff3Jygo6KOv+eLFi49+7sd4+vQp3t7eNG/enPz585MsWTJOnTrFpEmTqFmzJn5+fnz++ed4enrStGlTxo8fT0hICH379qVMmTLkzp0bPz8/AgMDCQ0NNSV4YTJmzMiRI0c4f/48zs7OpEyZkldvejG/ePECvV5Ply5dqF69Oh07dqRly5Y4OTlx5coV9uzZw+TJk6OM/d3rff7553z22WfUq1ePkSNHkjNnTu7du8eOHTv48ssvKVq0KL1796ZJkyakS5eOunXrotfrOX/+PJcuXWLIkCGmcwUEBODn54f/m6qzly9f4ufnR4sWLfjpp59o1KgRPXr0IGXKlNy4cYP169cza9asT044goKCCAgIYP/+/bEaARUTO3fujNPzJWYWK6vQUHL89hv5Vq5EHxREqJ0dV7/+mqtffYXR3h4iicvf34ZDhzJy5EgGzp1LQ2hoxJpbGxsjqVMHkDp1AC4uwdjZhaLTQXCwnlevbHn61IHHjx15/dqG8+fh/HkdS3ADTpLd9TlfHLpHhfY5SZ/aD6OtLckqVqTgL7/gdvYsthMnUilDBk5eu8aT/PnjqZCsn/wtxlxcldWrmI6eIYElL+7u7hGG9gI8ePAAV1fXSGtdAAYNGkTv3r1Nj/38/PDw8KB69eq4urpGOPb169fcuXMHFxeXGDU/vEvTNF68eEGyZMnQfWr7dSzY29tTunRpFixYwPXr1wkODsbDw4P27dszaNAgU9ls3ryZHj16ULt2bfR6PV5eXsyaNctUDvb29hgMhvfKZeDAgbRu3ZovvvjC1PckLPFLliwZrq6ulC5dmj179jBkyBBq1aqFpmnkyJGDRo0avXc+CK95iex627ZtY8iQIXTv3p1Hjx7h7u5OuXLlyJ49O66urnz11Vds3ryZMWPGMHPmTGxtbcmbNy9t2rSJcC5HR0dcXV1NfVucnZ1xdXXF1dWVgwcPMnDgQBo0aEBgYCBZsmTBy8uLFClSfPLv7vXr1zg6OlK+fPmPeh9FJjg4mJ07d1KtWjVsw761i0hZtKxu3cLQqhX6w4cBMFavjnH2bHJky0aOSA4/cULHnDl61q/XERAQ/r7LlUujYkUjZcpoFCmikSsX2NraAZHPuwTqb+r27WDOndNx+LCquTl+XMeNGym4cSMFK1fmo0oVIx07GindQcPQqRMhGzei79kTl7t3KTt4MKHdumEcN061R4lIyd9izMV1Wb37xTpacdJFOAaIwWij/v37awUKFIiwrWnTppqXl1eMrxPb0UaxERoaqj179kwLDQ39qOcnJYm5rGS0kWVZrKzWr9e0FClUa6+rq6b98osaARSJXbs0rVKliIOAPD01bfx4TYuDAW8mDx9q2s8/a1qVKu8PbvrpJ00LCtK0oIcPtZvVqoXvLFBA086di9kF/v5bvZC//467oBM4+VuMOUuONjLrJHX+/v6cPn3atObMzZs3OX36NLffdGwbNGgQLVu2NB3fqVMnbty4Qf/+/bl8+TLz5s1jzZo19OrVy5xhCiFE1EJDYeBA+PpreP5cjeY5fRratHlvBNGxY1ClClStqia9tbFRA46OHFET6g4cCHE52M3NDdq2VVPK3Lihzp8ihZq4t3178PSE1dtTcrpLV0I2bYK0aVUgJUuqjsYf8vbsvUIkIGZNXo4fP07RokUpWrQoAL1796Zo0aIMGzYMgHv37pkSGYBs2bLxxx9/sHPnTgoXLszUqVP5+eefk/wwaSGEhTx/Dl9+CWEj13r3hgMH1LCftzx4oEZElywJf/6pRgR1764SimXL1OS45m5pzpYNxo9Xo5amTlWJzbVr0KKFDd9/X5aT7jXh7FmVWb16pWb5/f57lZy97dYtNUuvzN4rEjCz9nmpWLFihFEn71q8eHGkzzl16pQZoxJCiBi4dQtq14YLF9SQxF9+gaZNIxyiaWpznz4Q1lzfsiWMGgVZslggZtQI6t69Vc3LjBkwcaLGpUupKVVK47vv0jFm3VacRg+CKVNUtnP6tFqm4M1UBbw9CjAs45LZe0UCI2sbCSHEu06dUtUlFy5Ahgxw8OB7icudO+DlpZIEPz8oVkw1Dy1ZYrnE5W3JksHQoXDuXAhlyvyH0ahj+nQoXNyGg/Umw4oVquPu1q2qKezqVfXE5ctVexeEJylhtzY2ar8QFibJixBCvO3oUbX44f37ULAg/PWXykzesmGDWp5o5071+T95surv8sUXFoo5GpkyQb9+x9m4MYSMGVVTUoUKMPJqM0L2HVKrVl+9CmXLqlqY5s1VGUTm6FG1XwgLk+RFCCHCHDig+oT4+qoP8wMH1ErQbwQFQbduqu/us2dqItvTp9UEu3E0X6HZ1KqlceGCatYyGmHECKjSrxgPfz+mli94+FBlNQcOhD8pbCbxuFiJVog4JO9IIYQA1dO2Rg21XkjlyrBtGyRPbtp9965aSmjuXPW4f3/VmmRNywglT66atZYvV8sO7N8PRbzScWzSXihXTrV/Va+uVrF2d1f9XObPV7fu7mq0khAJgCQvQgixbZvqnPvqlUpgfv89wrpEp05BiRKqT0vy5Gr3xIlvrTNkZZo3VwOHPD3h3j0oWzs5K1ttVyOrXr+Gdu1gwgTVTNSxo7r18ZF1kkSCIcmLECJp+/NPqFdPfWjXrQsbN0ZY8GzHDihfXn3I588Pf/+t8hxrlzu36s7ToIFagql5O0cmllyP9u23EBKi5rFZu1YdrNOBvb1lAxbiLZK8iGidO3eOSZMmEfruXBAJ0MyZMzly5IilwxDW5ORJlbgEBcFXX6mJ2976kF6yRCUq/v6qD++hQ5ArlwXjjWPJksGaNdCvn3o8cKgt3VyWYGzbTnWMad4cNm+2bJBCREKSF2Gyd+9edDodz58/N23Lnz8/R44cYejQoZE+J2vWrMyYMSN+AozG1KlTWb9+PcXeGRXyrndf4+LFi0kRNr+FSFquXYOaNcMzk//9z7QatKbBuHHg7a0qIZo2VSOK3+oCk2jo9TBpEsycqSpY5s3X882j+YQ0eVMD07Chqn4SIgGR5MVKeHt7o9Pp6NSp03v7unbtik6nw9vbO86vq9frWblyJQcOHOCPP/6I8/PHhUOHDrFs2TI2bdqEfSyrths3bsw///xjejxixAiKFCkSxxGKBOfePdUx9eFDKFpUNRW9ee9oGvTqBYMHq0P791cdXBN7q0mPHqqVyN4eNmw2UOX2IoLrNVC1UvXrw759lg5RCBNJXqyIh4cHq1atIiAgwLTt9evXrFy5ksyZM5vtuo6Ojhw4cIDaCaShX9M0QkJCTI/LlCnD6dOnP6oGxdHRkbQygiJp8fVVNS43b0KOHKpK5c1q5ZqmZqedOVMdOmuW6pibVEYKN2ig1klKkQL2H7ah+qOVhHjVhoAA1Zn3778tHaIQgCQvVqVYsWJ4eHiwfv1607b169eTOXNm0/pRYQIDA+nRowdp06bFwcGBsmXL8vc7/3i2bNlC7ty5cXR0pFKlSvj4+Lx3zYMHD1KuXDkcHR3JlCkTXbt25cWLF1HG+Pz5c9q1a0e6dOnInDkzVatW5cyZM1Ee7+Pjg06nY9WqVZQuXRoHBwcKFCjAvre+5YU19WzdupXixYtjb2/PwYMHMRqNjB8/nmzZsuHo6EjhwoX59Z3F5j70Gt9uNlq8eDEjR47kzJkz6HQ6dDpdpEtYCCsWEgLffANnzkC6dKo5JF06QCUu/fqpKfUBFixQ6xMlNWXLqsn3kieHvYftqPnyV0IrVVXNa19+qZI+ISxMkhdNg5cvLfPzEeuDtGnThkWLFpkeL1y4kNatW793XP/+/Vm3bh1Llizh5MmT5MyZEy8vL54+fQrAnTt3+Prrr6lTpw6nT5+mXbt2DBw4MMI5rl+/Ts2aNWnYsCHnzp1j7dq1HDt2jI4dO0YZX8OGDXn48CF//PEHe/bsoWjRolSpUsV03aj069ePPn36cOrUKUqVKkWdOnV48uRJhGMGDhzIhAkTuHTpEoUKFWL8+PEsXbqU+fPnc+HCBXr16sW3335rSnxi8hrf1rhxY/r06UP+/Pm5d+8e9+7do3HjxtHGLaxM376qasHZWdW4ZM8OqD/FAQPUgoagpjZp396CcVpYiRIqr3N1hV0HHagTvJ7QQkVUM1utWmqGPiEsSUtkfH19NUDz9fV9b19AQIB28eJFLSAgIHyjv7+mqf9d8f/j7x/j19WqVSutXr162sOHDzV7e3vNx8dH8/Hx0RwcHLRHjx5p9erV01q1avXmJflrtra22ooVK0zPDwoK0jJkyKBNmjRJ0zRNGzRokObp6RnhGgMGDNAA7dmzZ5qmaVrbtm21zp07Rzjm0KFDmk6n0/zfxJ4lSxZt+vTpmqZp2oEDBzRXV1ft9evXWmhoqPbs2TMtNDRUy5Ejh/bjjz9G+rpu3rypAdqECRNM24KDg7VMmTJpEydO1DRN0/bs2aMB2saNG03HvH79WnNyctIOHz4c4Xxt27bVmjZtGuPXuGjRIi158uSm/cOHD9cKFy4caaxhIn0ffaKgoCBt48aNWlBQUJydM7H66LJauDD8b2/9etNmo1HTBg4M3zVvXhwHbGGf8t766y9NS5ZMlcs3pf/TQjNmUg8qVNC016/jPtgEQP4WYy6uyyq6z+93mXVVaRH33NzcqF27NosXL0bTNGrXrk2aNGkiHHP9+nWCg4MpU6aMaZutrS2ff/45ly5dAuDSpUuULFkywvNKlSoV4fGZM2c4fvw4P/zww3tx3Lx5kwIFCrx3vL+/P6lTp46wPSAggOvXr0f7ut6+to2NDSVKlDDFGqZEiRKm+9euXePVq1dUq1YtwjFBQUGmJrSYvEaRRBw5AmGd3UeMUMOi35g6Vc3HBjBnDnTuHP/hJVQlS8L27apv86+HM9Cz4hZm+pVBt28ftG0Ly5aFrzwtRDyS5MXJSbXlxoDRaMTPzw9XV1f0cdGDz8npo57Wpk0bunXrBsDcsLnKzcDf359hw4YxcuTIGB+fPn169u7di9FoxN/fHxcXF/R6fZwMR3Z+a8ZT/ze/sz/++IOMGTNGOC62I45EIvfvvypZCQpSixK9Nez/f/8Ln+Nk8mTo2tVCMSZgpUrBli1QrRrM3luQHLXX0WN7LXQrVqhmt1GjLB2iSIKkz4tOp9q/LfHzkd9YatSoQVBQEMHBwXh5eb23P0eOHNjZ2XHo0CHTtuDgYP7++288PT0ByJcvH8eOHYvwvL/++ivC42LFivHnn3/GOK5ixYpx//59bGxsyJkzJ9mzZydnzpzkzJnzvdqhd7197ZCQEE6cOEG+fPmiPN7T0xN7e3tu375tukbYj8ebhfRi8hrfZWdnZxUT8okYev1aJS4PHqgVopcsMQ0d2rMHWrVSh333HfTpY8E4E7hy5WDlSvUvq+cf1fijzo9qx+jRamI/IeKZJC9WyGAwcOnSJS5evIghkqVsnZ2d6dy5M/369WPbtm1cvHiR9u3b8+rVK9q2bQtAp06duHr1Kv369ePKlSusXLnyvZE1AwYM4MSJE3To0IFTp05x9epVNm7cSPsoejJWrVqVUqVKUb9+fXbs2MHt27c5fPgwgwcP5vjx49G+prlz57JhwwYuX75M165defbsGW3atIny+GTJktG3b1969erFkiVLuH79OidPnmT27NksWbIkxq/xXVmzZuXmzZucPn2ax48fExgYGO3xIoHr3RuOH4fUqWHTJrUaIWrdwfr11bT433wD06ZJ68eHfP11+BDyOhvacL5GX/XA2xsuXLBYXCJpkuTFSrm6uuL6Zm6KyEyYMIEGDRrQokULihUrxrVr19i+fTspU6YEIHPmzKxbt46NGzdSuHBh5s+fz7hx4yKco1ChQuzbtw8fHx/Kly9P0aJFGT58ONmyZYv0mjqdji1btlC+fHnatm1LiRIlaNasGbdu3SLdm+Go0cU7YcIEChcuzMGDB9m8efMHa2tGjx7N0KFDGT9+PPny5aNGjRr88ccfpvhi8hrf1aBBA2rUqEGlSpVwc3Pjf//7X7THiwRszRoI66+1YgW8eV/cuaOmefHzUzUKy5YlnXlcPlX37mrSPoASO8fzpEgVNXKyfn14a2ZuIcwuTroIJyCxHm0UC2+PoBHRi2lZhY02OnXqVPwEFgdktJFlxaisrl3TNFdXNTJm0CDTZn9/TStcWG329NS0p0/NH6+lxfV7KzRU05o3V2WYxfmRFpghi3pQu7baaeXkbzHmLDnaSL5vCCESl8BAaNxYVa2UKWPqUKppaoDMmTOQNq3qhPqmIlLEgl4PCxeqlbZvvUxDI8N6NAcH+OMPiGHnfiE+lSQvQojEZcAAOHECUqVSw4ls1KDKiRNh9Wr18NdfIUsWC8dpxezs1DpIHh6w6U4xpuZeoHaMGgW//WbZ4ESSIMmLsKisWbOiaZoshijixqZN4b1KlyxRn66oWpbvv1ebZ89WfV3Ep0mbVq1n6egI/c624HDxN2speHurjkVCmJEkL0KIxOH+fdUuBGrc85dfAvDPP9CsmWo26tAhfK468emKFYNfflH3K56YwtPsJeDpU1Xgby2eKkRcS5LJi/YRawoJEUbePwlQWGby5AkUKQJvRpW9eAH16qmFpMuUUbUuIm41baom+gvGjnL/rSLUORkcPCj9X4RZJankxdbWFoBXr15ZOBJhzcLeP2HvJ5EALFqk+lrY2amxz3Z2aBp07AiXL0PGjKqfi53dB85z/DhUrqxuRYyNHw9eXnAxMAd9kv2kNo4dC7t3WzYwkWglqeUBDAYDKVKk4OHDhwA4OTmhi8XMVEajkaCgIF6/fh03ywMkYomxrDRN49WrVzx8+JAUKVJEOkGgsAAfH+jZU90fMwberLn188+qv67BoKZ8cXePwbmWLlVT7y5bppZWFjFiMKipdIoWhZl3GlM3x24qX/8Jvv0WTp+GD8zzJERsJankBcD9zX+wsAQmNjRNIyAgAEdHx1glPUlRYi6rFClSmN5HwsKMRmjdWrUPlS2rZtQFzp6FHj3UIePGQenS0Zzj1i14/FhNsbt6tdq2apVaO0DTIE0aGZoUA6lTq2IrXx6+vD6DfzMcJtXdC6oct2yRmQBFnEpyyYtOpyN9+vSkTZuW4ODgWD03ODiY/fv3U758eWky+IDEWla2trZS45KQzJoFe/eqtcIWLwaDAX9/aNRILWtUsyb07fuBc2TNGn4/LNF+9AiKFw/fLv2cYqR0adVaNHCgE1Uer+GEQwn027fDvHnwZjFZIeJCkktewhgMhlh/CBkMBkJCQnBwcEhUH8jmIGUlzO7KFRg0SN2fOhVy5EDToEsXtStjRtUK9MEv/MuXq+G9ISHhSUrYrY2NSopEjPXrB/v2wdatnoxNN5mhr7upNQWqVYM8eSwdnkgkpB5PCGF9jEYMnTur6hUvLzXSCDW1y7Jlqg/GqlWqxeeDmjeHo0cj33f0qNovYkyvV7+HjBlh+IPOnE9fDQICoEULGT4t4owkL0IIq5Nl5070Bw+q5qIffwSdjuvXw1smRo9WXWBiLayaRvpnfBI3N9VZWm/QU+PeQoKcU8Dff5uGsAvxqeQvVAhhXe7eJf+SJer+2LGQJQshIeqL/cuXULGiWiEgVtKmVcORiheH+fPVrbu72i4+SrlyMHgw/EcmujJXbRw1SoahizghyYsQwqoYevbE9tUrjJ99ZqpqmTQJjhwBV1fVRSXWFSeZMqkh10ePqslhjh5VjzNliuPok5YhQ+Czz+Dnl03Zl64hhIaqLDMgwNKhCSsnyYsQwnps2IB+40aMBgOhP/wABgMnTsDw4Wr33LmfMKrZ3j58tJFOpx6LT2Jrq/ogOTrq+PrBD7x0dVezBg4ZIhMCik8iyYsQwjo8fw5duwJw7auvoFAhAgLUPGghIdCwofStTYjy5IEpU+Apqfk24Ge1ccYMVV0WNiGgELEkyYsQwjoMGgT37qHlzMmVRo0AGDhQfZFPnx5++CG84kQkLJ07q0FhG4Nr84drEzW54Pr1aueqVXDyJJw4oSYMFCIGkuw8L0IIK/L332pUEWDs1YsvRo9m74P8zJrlCailjVKntmSAIjo6HSxcCAUzPqGV32x82IxL6Js15mRCQPERpOZFCJGwhYaqmec0TXX2vHgRx3M36DhYjQQK+1YvErYMGeCHbhd5Qhra81P4jrcnBFy+3DLBCasjyYsQImH75RfVqdPZGb79Fv2aNQxmLDf90pAlfSATm5yS5gYr0Wh2ORpUecYqmrKHChF3yoSAIhYkeRFCJFxPnoQvAfDyJXh5cfBRHmbTHYAF9+qQrEKxiOsTiQRtTv87pOIpzVnJa2REl/g4krwIIRKu77+Hp0/BwwMMBgJwoB0/o6GnDb9QnZ3S3GBl3D1TMTP5cO6RgR76OeE7ZO4XEQuSvAghEqZjx+CnN30jVqyAY8cYwQj+IQ/puctU+qh90txgXTJlovn9qdSurfGTsS3HXSur7WPHSmddEWOSvAghEp7QUDWnS1gn3XLl+PuCE1PoC8B8OpFc/8LCQYqPpXOwZ/58Ha6uOpr7zSPEYAdbt4YPnxbiAyR5EUIkPIsWqU66rq4waRLBwdB2XHaMGGiaaiuZO2dCK1pU1h+yYpkywdSp8A95mKQbqDb26AEvJCkVHybJixAiYfHzU9PHg5r3392dadPg3GU7UqfWmHquCre8vAg9fFjWH7JybdtCpUowKmQQd51ywN27MGyYpcMSVkCSFyFEwjJ+PDx4ALlyQbdu3LwJI0eqXVOn6kjjJusPJRY6nVrEW7NzwPvVPLVx1iw4dcqygYkEL16Sl7lz55I1a1YcHBwoWbIkx44di/LYxYsXo9PpIvw4ODjER5hCCEu7eROmTVP3p0xBs7WjSxc1EKViRWjZ0qLRCTPInRsGD4adVGejQ2O1dEDHjqrfkxBRMHvysnr1anr37s3w4cM5efIkhQsXxsvLi4cPH0b5HFdXV+7du2f6uSUTUAmRNAwYAEFBUKUK1KnD2rWwbRvY2alv6LJ2UeI0YIBawLHL62kE2Lmq5SAWLLB0WCIBM3vyMm3aNNq3b0/r1q3x9PRk/vz5ODk5sXDhwiifo9PpcHd3N/2kS5fO3GEKISztwAFYuxb0epg2DV8/Hd99p3YNGqQ+3ETiZG+vktN7ZKB/0Fi1cfBgePzYsoGJBMusCzMGBQVx4sQJBoXNkAno9XqqVq3KkSNHonyev78/WbJkwWg0UqxYMcaNG0f+/PkjPTYwMJDAwEDTYz8/PwCCg4MJDg6Oo1eC6Zxv34qoSVnFTpIvL6MRQ8+e6IHQNm0w5svHwB6h3L9vIFcujT59QggrmiRfVrFkLeVVpgy0bGngh6Wd6ObwE3menSX0++8xzp0br3FYS3klBHFdVrE5j07TzDcr0N27d8mYMSOHDx+mVKlSpu39+/dn3759HD169L3nHDlyhKtXr1KoUCF8fX2ZMmUK+/fv58KFC2SKZFTBiBEjGBnWm+8tK1euxMnJKW5fkBDCLDz+/JNis2YR7OjIrh9+4PzDrAwYUB5N0zF69CEKFpRv4EmBn58dXbtWpuiLv9hHRTSdjn1Tp+KbPbulQxPx4NWrVzRr1gxfX19cXV2jPTbBJS/vCg4OJl++fDRt2pTRo0e/tz+ymhcPDw8eP378wRcfW8HBwezcuZNq1apha2sbp+dObKSsYidJl9erV9h4eqK7e5fQceMI6d2XMmUMnDihp3lzI4sWRey4maTL6iNYW3ktWaKjfXsb1hia0jB0FcbSpQndsyfeOjxZW3lZUlyXlZ+fH2nSpIlR8mLWZqM0adJgMBh48OBBhO0PHjzA3d09RuewtbWlaNGiXLt2LdL99vb22EcyXNLW1tZsbzxznjuxkbKKnSRZXnPnqvk9smbF0Ls3i5bZcuIEJEsGU6bosbWNvGtekiyrT2At5dWmDSxcCL2OTKaOYTMOhw+jX7MGvv02XuOwlvJKCOKqrGJzDrN22LWzs6N48eLs3r3btM1oNLJ79+4INTHRCQ0N5dy5c6RPn95cYQohLOXxY5g4Ud0fM4Znr+xNi0iPHKkm0BVJi16v8tl7+kyMCh2sNvbvLzPvigjMPtqod+/e/PTTTyxZsoRLly7RuXNnXr58SevWrQFo2bJlhA69o0aNYseOHdy4cYOTJ0/y7bffcuvWLdq1a2fuUIUQ8W3MGDWjbtGi0LQpw4apfMbTE7p1s3RwwlKKFoVOnWAqfbhtmwPu3VPvFSHeMGuzEUDjxo159OgRw4YN4/79+xQpUoRt27aZhj/fvn0bvT48h3r27Bnt27fn/v37pEyZkuLFi3P48GE8PT3NHaoQIj7duAHz3syqOnEiZ8/rTQ9nzwapsU/axoyBNWvs6fJ4Br9TB6ZPh3bt1MzLIskze/IC0K1bN7pF8TVq7969ER5Pnz6d6dOnx0NUQgiLGjIEgoOhWjW0qtXoVkFNrtqwIVSubOnghKWlTAkTJkC7drXZaahBteBtqvlowwZLhyYSAFnbSAgR/06cgP/9T92fOJFVq9QcdU5OMGWKZUMTCUfr1lCypI7vQqcSqjPAxo3wzhdekTRJ8iKEiF+apuaDB/j2W17kLErfvurh999D5syWC00kLHo9zJkDl3WezNc6qo29e8u6R0KSFyFEPNuxA3bvVgsWjR7NmDFqpHSOHNCnj6WDEwlNiRKqq8sIRvDCkFytOL10qaXDEhYmyYsQIv5omlqzBqBrV64EZiWsi9vMmSALyIvIjB4NgcncGBk6RG0YPBj8/S0blLAoSV6EEPFn40bV38XZGW3gIL77TvXZrV1b/QgRmXTpYOhQmE13fAzZ1dDpSZMsHZawIElehBDxIzRUfQIB9OzJH8fc2L5dtR7NmGHRyIQV6NEDPHLY0yf0TdIyZQrcuWPZoITFSPIihIgfq1fDhQuQIgXB3/U1ddLt1Qty5rRsaCLhs7dX+cp6vuaArjwEBIQ3QYokR5IXIYT5BQfD8OHqfr9+zF+VgitXwM1NjTASIibq1YNKlXT00qaqDcuXw5kzlg1KWIQkL0II81u6FK5dAzc3nrXowYgRavPo0RDHi7+LREynU02Mp/QlWEVj1QH8reVlRNIhyYsQwrwCA2HUKHV/0CBGT3fh6VPInx/atrVsaML6FCqkhk4PYQwh2MDWrbBnj6XDEvFMkhchhHktWAC3b0OGDFyr2ok5c9TmadPAJl4WKBGJzejR8Mg1J/N5M3HdgAGqFkYkGZK8CCHM59UrGDtW3R86lH7DHAkOhpo1oXp1y4YmrFfatDBsGIxmKC91zvD337BunaXDEvFIkhchhPnMmQMPHkC2bOzL0YaNG8FgkPWLxKfr3h1cc6ZjsvbW2hLBwZYNSsQbSV6EEObh6wsTJwJgHDqcXgPsAOjYETw9LRmYSAzs7GDqVJhKHx6QFq5ehZ9/tnRYIp5I8iKEMI8ZM+DpU8ibl2Xat5w6BcmTYxppJMSnqlMHPquUjFEMUxtGjpRlA5IISV6EEHHvyRP1tRh4PWgkg4YYABgyRM3tIkRc0Olg8mT4ifZcI4dqogxbLEskapK8CCHi3vTp8OIFFC7MhGvfcO8eZM+u+ikIEZeKF4eGzewYjOoYrk2aBI8eWTgqYW6SvAgh4tbTpzBrlrrbYziTp6p/M5MmqSnehYhrY8fCJtuGHKc4On9/GDPG0iEJM5PkRQgRt2bMULUuBQsy+Gg9Xr2CUqXg668tHZhIrLJmhe7f6RmA6iCu/fAD3Lhh2aCEWUnyIoSIO8+ewcyZANxtN4yfflH/YiZOVP0ThDCX77+HUymrsJ3q6IKDpWd4IifJixAi7sycCX5+UKAAvQ58TWgofPkllCtn6cBEYpcyJQwdSnjfl+XL4dIlC0clzEWSFyFE3PD1VU1GwLWmQ1nzqx6dDsaNs2xYIuno0gWeumZlA/XRaZrUviRikrwIIeLGrFng64vm6UmnXd8A0KIFFCxo4bhE4nfrFpw4gf2Fk0xgEMMYhREdrFkD//uf2i8SFUlehBCfzs/PNL/GuXpD2b1Hj51d+GLSQphV1qxQogQUL05Dv19w5iVraKT2NWum9otERZIXIcSnmz0bnj1Dy5uXNlsbAtC1K2TJYuG4RNKwfLlpiXIdGlPoywhGEBr2ETdypAWDE+YgyYsQ4tO8eAHTpgFwpMpQTpw24OqqRn8IES+aN4ejR00Py3KIfFxiOd+qDUeOWCgwYS6SvAghPs2cOfD0KVqu3LTa0hiAfv0gjc9xqFwZjh+3cIAiSdGrj7UJuu8Zy/cEYwPbtsHBgxYOTMQlSV6EEB/P39+0htGuUkO4dtNAunTQqxewdCns2QPLllk2RpE0pE0L7u5qvYD588lTIhkVHf9mIW0A0IYOtXCAIi7ZWDoAIYQVmzcPnjzBmCMnrbY2BWB461s4X3kCq1erY1atglatQNMgTRrpCCPMI1Mm8PEBOzs1I2KHDgy/GURFzwp4By7Gfu9e+PNPVRsorJ7UvAghPs6rVzBlCgCbCw3h3iMbcnKVdhNyqm+/YYvjPXqkHpcoIaM+hHnZ24dP5azTkTG7PQ16evAjHQHQBg9RSbSwepK8CCE+zs8/w6NHhGbOhveO5gCM7XYf27D63LAPibBbGxs1KkSIeDRgAMxzHUQADuj+OqL6vwirJ8mLECL2goJg8mQA1uUcgO9LG4oXh29mlosw6iOCo0fVqBAh4lHKlNBmcHrm0A0A45ChUvuSCEjyIoSIvRUr4N9/CXFzp+3+VgBMmGAa6KGEPdDLvxlhWd27wzL3/rzABf3JE7B5s6VDEp9I/qsIIWInNFRlKsBajz74hzhQrRpUrfpm/zujPiheXD1Om9ZyMYskzdEReox2YzbdAQgdPkpqX6ycJC9CiNjZsAH++YcQ15R0PKk6Qr7JZZSwUR9Hj0LHjurWx0dtF8JCvL3ht5y98ccZw5mTsGWLpUMSn0CSFyFEzGmaaZno1Wm784JkNG4MxYq9c9w7oz6wt4/fOIV4h40N9JuYhnl0ASBoqNS+WDNJXoRIyo7HchbcHTvg1ClCHZzoca0HNjYwZox5QxQirnz1Fewp1pdXOGJ36ph6PwurJMmLEElZbGfBfVPrsiZFR56Smg4dIGdOM8YnRBzS6WDA1LT8QGcAAgaNlNoXKyXJixBJza1bcOIEnDwZcRbckyfV9lu3In/eoUOwfz9GG1v63e+NkxPIjOvC2lSsCCcq9iUABxxPHVGz7gqrI8mLEElN1qxqttvYzoI7fjwAvzq34j8y0bu3GkQkhLXpPz09C+gAwIv+oywcjfgYkrwIkdQsX656L0LMZ8E9cwb++AOjTs9g3/6kTq1WjhbCGhUpAlfr9ycQO5Kd3A/79lk6JBFLkrwIkdQ0bx77WXDfjIX+zaEh18jFkCHg6mrGGIUws95TM7JQ3w6AZz1HWjgaEVuSvAiRlMVkFtxr12DNGgCGBwwkSxbo3DkeYhPCjLJnh3stBhCELSlP70Hbf8DSIYlYkORFiKQoNrPgTpoERiM7bGpxhiKMGiXTtojEoevEzCy3aQ3Aw+6jLRyNiA1JXoRIimI6C+5//8GSJQCMChlEwYKytqJIPNKlA98ugwjGhnRndxJy4IilQxIxJMmLEElVTGbBnTYNgoI4qCvHIcoyfjwYDPEbphDm1HZ0Vlbbq8VF73aR2hdrES/Jy9y5c8maNSsODg6ULFmSY8eORXv82rVryZs3Lw4ODhQsWJAtsgaFEPHvyRP48UcAxmqDKFcOatWycExCxDFXVwjpN4gQDGQ+v5XXh09aOiQRA2ZPXlavXk3v3r0ZPnw4J0+epHDhwnh5efHw4cNIjz98+DBNmzalbdu2nDp1ivr161O/fn3Onz9v7lCFEG+bMwdevuQURdhGDSZODK+oESIxaTokB785NwXg366TLRyNiAmzJy/Tpk2jffv2tG7dGk9PT+bPn4+TkxMLFy6M9PiZM2dSo0YN+vXrR758+Rg9ejTFihVjzpw55g71g65dg0uXUlk6DCHMz98fZs4EYDyDqF9fR6lSFo5JCDOxtwfD4IEA5LmwHt2V+xaOSHyIjTlPHhQUxIkTJxg0aJBpm16vp2rVqhw5EnnHqCNHjtC7d+8I27y8vNi4cWOkxwcGBhIYGGh67OfnB0BwcDDBwcGf+ArCbd+u46uvbEiduhidOgXj7Bxnp06Uwso+Ln8HiVlCKy/9Dz9gePaMf8jFBt3XnBgZTAIJLcGVVUIn5RUz1Xvl5s/x9aj8YhPOc3cS3K2FpUNK8OL6vRWb85g1eXn8+DGhoaGkS5cuwvZ06dJx+fLlSJ9z//79SI+/fz/yTHj8+PGMHPn+BEM7duzAycnpIyN/3+vXBpIlq8qDB84MGHCWWrVuxtm5E7OdO3daOgSrkhDKSx8cTNUJE3AEJjKAilX+4+bN09xMYG/5hFBW1kTK68Puf1OHyos2Uf72JtbNWYdjHpmJMSbi6r316tWrGB9r1uQlPgwaNChCTY2fnx8eHh5Ur14d1zieAvT+fY2ePWHDhoJMmJAPF5c4PX2iEhwczM6dO6lWrRq2traWDifBS0jlpfvlF2yePuUOmVhr/y1nFujJlCmDRWN6W0IqK2sg5RVzWk04vn4FJXz3kHrxMSqemWbpkBK0uH5vhbWcxIRZk5c0adJgMBh48OBBhO0PHjzAPYoV3dzd3WN1vL29PfaRDPG0tbWN8z/U9u2DmTjRn3v3XJgzx1ZW1I0Bc/weEjOLl1dICNqUKQBMpQ+detiTLZvlwomOxcvKykh5xYzdsAHQZw9lLv2Cz9/DyFXazdIhJXhx9d6KzTnM2mHXzs6O4sWLs3v3btM2o9HI7t27KRVF779SpUpFOB5UlVRUx8cnW1to3vwSAJMnhy/IK0Si8euv6K5f5zGpWZu8PQMHWjogIeJXvm6VuOBcBCcCONN2pqXDEVEw+2ij3r1789NPP7FkyRIuXbpE586defnyJa1bqymZW7ZsGaFD73fffce2bduYOnUqly9fZsSIERw/fpxu3bqZO9QYKV36LkWLarx4AePGWToaIeKQpmEcNx6AmXxHj0HOpJLBdSKp0em42fgrAKpensPxP2PelCHij9mTl8aNGzNlyhSGDRtGkSJFOH36NNu2bTN1yr19+zb37t0zHV+6dGlWrlzJggULKFy4ML/++isbN26kQIEC5g71w+7cQa/TGDs2FIB58+DWLQvHJERc2bIF/bmzvMCFde7d6N7d0gEJYRmhXxbkv+T5SIEvJ9v/gKZZOiLxrnjpsNutW7coa0727t373raGDRvSsGFDM0cVS35+2JQuTem0aUmxODNVqhRj924YNsy09IsQ1kvTCBk9DhvgBzrTa1RK4nCwnhDWRa/HZnBf6N+Wujems/v3HlSt42jpqMRbZG2jmPrrL/D1xe3cOWw++4wVaXrgyCuWLYNz5ywdnBCf6MABbI4e5jX2/JajF29adYVIslJ1bcLTZFlw5wF/d1mE0WjpiMTbJHmJqerVCTl7lrulSqEzGkm3ejYXk5cmu3aN77+Pg/MfPw6VK6tbIeJZ4HDVgWsRrek1KT02Vj+JghCfyNYWu8H9AGjy72R+XRVi4YDE2yR5iQXdkyfY+vsTOmMGpE1LVt8zHKcEr37fzcGDn3jypUthzx5YtiwuQhUi5k6exH7vdkIwsLNwP776ytIBCZEwuPRog79zWrLhw9HeqxLMLNNCkpdY0S1fjtu5c2qRo5MnoXRpUuDLFmrxW/vNse/UdesWnDihzrV6tdq2apV6fOKE9AYW8cJ/sBphtIomfDczuyy+KEQYR0ds+/UCoM2D8fy8QNqOEgpJXj7krQRDv2YNAPrVq+HBA5gyhYCKNbAniLGXv+ZE/9WxO3fWrFCiBBQvHj5pzKNH6nGJEmq/EOZ05QpO29YBcKjsQCpUsHA8QiQw9j07E+SQjPxc5NCQrbx8aemIBEjy8mFvJxiPH6ttjx+rx6VL47h3GycLtMCGUApP+ZbQLdtjfu7lyzF1Lgirtgm7tbFR+4Uwo8f9JqJHYxN16TQnAUxHIERCkzw5hs4dAWj3fHLYYuvCwiR5+ZC3Egzdm8RC906CkX3fYn61bYotIRi/bgDHjsXs3M2bw9Gjke87elTtF8Jcbt8mxe+qj9VJr0EULmzheIRIoAy9v8NosKEi+9g57m+ePLF0REKSlw+JQYKRIpWe26MWs5Oq2Aa+RKtdO/b9VfT6iLdCmNnt76Zio4WwR1cJ7x++sHQ4QiRcmTKha9YMgM4vJzNhgoXjEZK8xIb2JrHQIkkwuvS0o3uG9ZyiCLrHj+GrryAmy3unTQvu7qoZav58devurrYLYSbGB49w2/QTAJfqDUqwiy8KkVDo+vUFoAHr+H3WDe7csXBASZwkLzHxJsHQihbldOfOaEWLvpdgODhA/9HJqM9GHuvSwKlT0KEDHxyClCkT+PioWpyOHdWtj4/aLoSZXOw4E0ctgJP6EjRaUNXS4QiR8BUsiFajBgaMdA2axogRlg4oaZPkJSbeJBihhw9zy8uL0MOHI00wWrYE53xZ+EZbS6jOACtWqNqUD7G3xzQ+VadTj4Uwk8BHfmTePAeAm00GkcZNxkYLERO6fmrSujYs5LdFj7l0ycIBJWGSvMRUDBIMGxu10vQ+KjLYZpLa2KsXnD0bj4EKEb2/2/yAq+bLVUNeav5Y39LhCGE9KlWCYsVwIoBO2jwGD7Z0QEmXJC9xrF49KFUKJgb34nzmWhAYCE2aIJMDiITA934Auf6YDsB/LQbi5CL/AoSIMZ0O3tS+dGc2WzcE8NdfFo4piZL/XHFMp+NNT3Qd1f5bTEja9HDpkukNL4Ql7fNeRDrtAXdtMlN2XjNLhyOE9fnmG8iaFTce481iBg78cNdGEfckeTGD8uWhVi24H+rGBM83axX98APs3GnZwESS9p9PMIV2TAbgcet+2DjaWjgiIayQjY3qDgD0ZSoH9oWyPRZzk4q4IcmLmYwfr2phhu6twsOGXdXGNm3A19eygYkka5v3KrJqPjy1TUvBGW0tHY4Q1qtNG0iZkhxcpz4bGTAAQkMtHVTSIsmLmRQqFD5BbrsnEyFHDvj3X+jd27KBiSTp0gUjX+xTM2u9aNMTnZOjhSMSwoq5uECXLgAMNEzm7FlNVnOJZ5K8mNGoUWBrC7/96czf3RarjQsXwv79Fo1LJD0b22wmPxd5aeNKloldLB2OENave3ewt+ez0KOU5SBDhkBAgKWDSjokeTGjbNmgc2d1v+PSsmjtO6gHnTpBUJDlAhNJyqGDGpWPjQcgoE1XSJ7cwhEJYaWOH4fKldVtunRqci9gqOMU/v0XWbQxHknyYmZDh4Krq5pwd02xCWpW3kuXYMoUS4cmkgBNg1Ud/6QkxwgyOJBmdE9LhySE9Vq6FPbsgWVvBmL06QNAtde/kYNrjB8Pjx5ZML4kRJIXM0uTBr7/Xt3vNy4lQROmqQejR8P165YLTCQJGzdC/YvjAAhq2U7WzBIitm7dghMn4ORJWL1abVu1Sj3294dKldBpGmPSzMTPD8aMsWy4SYUkL/GgRw/w8IA7d2Da/WZQpQq8fg3duskEAcJsQkJgVc+/qMKfhOptcBne19IhCWF9smaFEiXUorlh1SqPHqnHJUqomhjgG/9FJOc58+bBtWuWCzepkOQlHjg6qmUDAMZP0PF0zDyws4Nt22DtWssGJxKthQvh29tjAQht1gKyZLFwREJYoeXL1dwuEP5lM+zWxkY1IRUsiM3rl0zN8xMhIeG17cJ8JHmJJ82aQbFi4OcHw1fkhkGD1I7vvpO5X0Sc8/eH1d+foQ6/Y9TpsRs60NIhCWGdmjeHo0cj33f0KHz7LfTsCUAL39nY6kJYuxZZNsDMJHmJJ3o9TFaTmzJ/PlxtMBBy5YL796WRVMS5SZOgwxNV3ad90xBy57ZwREIkAnp9xNswzZpB2rTY3b/DrArrALUijPQKMB9JXuJR5cpQu7bqizBguEP4uLqZM6WRVMSZf/+FTZOu0BDVJGkYInXYQnyStGnB3V31c5k/X926u4d3gHdwMM2L0cZ3Oo6OcPAgbNpkwZgTOUle4tmkSSpp37ABDiarCTVqQHCwLNwo4szgwdAzcAJ6NLQ6ddR0z0KIj5cpE/j4qGaijh3VrY+P2h6mc2ews8Pu1FGmNzoCwIAB6t+7iHuSvMQzT09o317d79sXtClTwWBQY1r//NOisQnrd/w47F16i29Rc5XrBg+2cERCJBL29mrBOlC39vYR96dLZ1oTpo3vdNzc4J9/4Kef4jnOJEKSFwsYMQKcnVXyvvaCZ/g0vL16yepe4qNpmpozqz+TsCVEDckvWdLSYQmRdLxZbdp28zqmdL8FwLBh8Py5BWNKpCR5sQB3d1WdCDBwIAQOGgEpUsDZs2p8qxAfYeNG+Gf/Pdryi9ogtS5CxK+CBdWXBqORb5/NxtMTnjxRc5KKuCXJi4X07g3p08PNmzB7ZWpVHQPqA0eGTotYCgqC/v2hN9NwIBBKl4aKFS0dlhBJz5vaF/0vPzFzzAsAZs1STUgi7kjyYiHOzuET140eDQ8adIE8edTMjWPHWjY4YXXmzYOn157QRfeD2jB4cHj7vBAi/tSsqf6X+/lR9c4iatVSI0xlTEbckuTFglq2VLNL+/nBkJG24Ys1zpyp1tMQIgaePoVRo6AHs3DWXkLRouofqBAi/un1avJRgJkzmTopFIMBNm+G3bstG1piIsmLBen14VO9/PILnMpQW1X1BwXB8OEWjU1Yj1GjIOSZH730s9SG77+XWhchLKllS0iZEm7cIO/V3+jaVW2WMRlxR5IXCytdGpo2VSNFevbSoU2YqHYsXQrnzlk2OJHg/fMPzJ0LnfkBV+NzyJsXvv7a0mEJkbQ5O6v5YABmz2b4cJXLnDunvqiKTyfJSwIwcaJavHH/fvj19ufwzTcqm5HVvcQH9OsHNiEBDLSbpjYMGvT+1OVCiPjXubP6W/zzT1Ldu2AakzFkiIzJiAvyXy4B8PBQI0VAfRi9HjpWTVz3++8qoxEiEtu2qXb0jvqfSRn0ELJmVdV4QgjLy5wZ6tdX9+fMoXNnGZMRlyR5SSD691czTd+6BVN/yw3t2qkdAwbI6l7iPUFBqk+gLUGMcJqkNg4YALa2lg1MCBGue3d1u3Qpti+fM+1NBemMGXD9usWiShQkeUkgnJzUukeghlDf6zBcbfzrL1ndS7wnbN6Irq7LSOH/r5o0yNvb0mEJId5WoQIUKACvXsGiRdSsCV5ear2jsNp28XEkeUlAmjRRHXhfvYIBM9KbJjti0CA1UYAQwL17MHIkGAhhpMN4tbFvX7WyrRAi4dDpwmtf5s5FpxmZ+mY5u/XrZTm7TyHJSwKi06nqRIBly+B4pX6QOjVcvgyLF1syNGFpx49D5cpw/DgDBoC/PwzPvhzXh9fBzS18ZIMQImFp3lwt/3L9OmzdSv780KmT2tW9u6w6/bEkeUlgPvssvPa/2+DkGL9/sz7N8OGqSkYkTUuXwp49HJ50gGXLwIYQ+gWNUfv691dDM4UQCY+zM7Rtq+7Png2oWdXTpIGLF2HOHAvGZsUkeUmAxo0DFxe16vTyZF0gSxa4e9f0xhdJxK1bcOIEnDwJq1cTip7uGyoD8GPRH3D4902tS9iq5EKIhKlLF1W1vn07XLlCypQwYYLaNXw43L9v2fCskSQvCVD69OET7PYdbM/LgW+WJB0/Xs0FL5KGrFnV+hHFi8OjR/xCW06GFCYVj2l5qqc6pl8/qXURIqHLnh1q11b3584FoHVrVdP+4oUaKPh207D4MEleEqjvvgNPTzUnwMCzzdRS676+KoERScPy5WBjA8AzLTnfo1by/B9NscEIyZKpb3RCiIQvrOPu4sXw4gV6vcpjdDrVKnxowgHYs0d1eBQfZNbk5enTpzRv3hxXV1dSpEhB27Zt8ff3j/Y5FStWRKfTRfjpFNa7KQmxtQ1vC533o4Fr7d7UMc6ZA//+a7nARPxp3ly1HQLDGMUT0lCI01Rjl9o/dKjUughhLapWVbPUvXihshXgs7S3aFvvEQDdNlUlFD2sWqWaik+ckAV6o2HW5KV58+ZcuHCBnTt38vvvv7N//346dOjwwee1b9+ee/fumX4mhU2AksRUqqQmTDUa4dsVNdHKloXXr9VKfCLJOEcB5qFqWFbRDB2o0QtS6yKE9dDroVs3dX/OHDX5aNasjNvoSQqecTqkID/SUVW3Fy+umoyzZrVoyAmZ2ZKXS5cusW3bNn7++WdKlixJ2bJlmT17NqtWreLu3bvRPtfJyQl3d3fTj6urq7nCTPCmTHnTefeYjj/KvGkyWrhQzVAmEj1jmrR0tv0FIwYaFb1CPvsbakfXrlLrIoS1adVKNfdevgy7dsHy5bjZPGcMQwAYzFgeaG7qWBsb1XQsImVjrhMfOXKEFClSUKJECdO2qlWrotfrOXr0KF999VWUz12xYgXLly/H3d2dOnXqMHToUJycnCI9NjAwkMDAQNNjPz8/AIKDgwmO4wH0YeeL6/NGx80Nhg3T07+/Ae+fy/Bf1VrY79qCccgQQlesiLc4YssSZWXNoiqvRdvcORScCRcXjTnNDkK/QLTUqQnp2zfJThAh763YkfKKHbOWl4MD+pYtMcydi3HmTEI3bIBcuehUshQLacNJitOHqSynBcGHDkHRogn67zyuyyo25zFb8nL//n3Spk0b8WI2NqRKlYr70YwLa9asGVmyZCFDhgycPXuWAQMGcOXKFdavXx/p8ePHj2fkyJHvbd+xY0eUCc+n2rlzp1nOG5Xs2XVkzlyR27dd6fmyKz+wBf3atewvVQrf7NnjNZbYiu+ysnZvl5evrx19+1YBoMk3p3Gcqr6dXaxdm2v79lkkvoRE3luxI+UVO+YqL2dPT6oCui1b2LtwIbYvX1IRI/PpREmOsoJvac0iDAcP4nvvnlliiGtxVVavYjGXWayTl4EDBzJx4sRoj7l06VJsT2vydp+YggULkj59eqpUqcL169fJkSPHe8cPGjSI3r17mx77+fnh4eFB9erV47y5KTg4mJ07d1KtWjVs43kBvJQpdVSpAvOP1GJE1Sak27WK8tu3E/rbb/EaR0xZsqysUWTl1batgRcv9BQurDG39EnsFt9HS5OG3DNmkNvFxcIRW468t2JHyit24qO8jBs3ot+5k8rXrmHs0gVt0iSKZ9Lo4nKeufsK0dmwgBO1DDjkyGiW68eVuC6rsJaTmIh18tKnTx+8P7AAXPbs2XF3d+fhw4cRtoeEhPD06VPc3d1jfL2SJUsCcO3atUiTF3t7e+zt7d/bbmtra7Y3njnPHZXKlaFNG9XdpZXPGLba/Ip++3b0R45A+fLxGktsWKKsrFlYee3dq0ZM6nTw49xQ7Fqp/k66fv2wTZnSskEmEPLeih0pr9gxa3l16QI7d2JYvBjDmDFw6xY6OzvG+ulYn0/j6r0cTFsdPt9XQhdXZRWbc8S6w66bmxt58+aN9sfOzo5SpUrx/PlzTpw4YXrun3/+idFoNCUkMXH69GkA0qdPH9tQE53Jk1UfmO3XcnCyWDu1cdAg1WtdJBqBgeFrn3TqBCWvrVDroqRJIyOMhEgMvvwSMmaEx4/VCo329qDTkTw5zJihA9RM61evWjjOBMxso43y5ctHjRo1aN++PceOHePQoUN069aNJk2akCFDBgD+++8/8ubNy7FjxwC4fv06o0eP5sSJE/j4+LB582ZatmxJ+fLlKVSokLlCtRqpUsG0aer+N6eHYnRwhMOH4Y8/LBuYiFOTJ8OVK5AuHYwbEaSWkAa1cnQSbi4SItGwsYH27dX9H36IsKthQ/DygqAgtfKHfDeNnFnneVmxYgV58+alSpUq1KpVi7Jly7JgwQLT/uDgYK5cuWLqpGNnZ8euXbuoXr06efPmpU+fPjRo0IDfEmi/Dkto3hyqVQOfoAysTttDbfz+ezUZjLB6//wDY96stzh9OqRY9wvcvKkymbA5IoQQ1q9dOzAY4MABuHDBtFmnUzPvOjjA7t0y4W5UzDbaCCBVqlSsXLkyyv1Zs2ZFeyut9PDwYJ+MooiWTqcS9QIFoMvtATRwmo/duXPwv/+pzEZYLaMROnUyEBgI1atDk3oBkOtNJjN4sMzrIkRikjEj1K0LGzbA/PkRFt7NkQOGDVPfS3v1UjUx6dJZMNYESNY2skJhb+znpGSS1l9tHDZM1TMKq7VtW1YOHtTj7Aw//gi6H+ap1cQzZ4YYzEwthLAyYSvCL10K7yyd07cvFCmi1uINWxZJhJPkxUr17atqX8YHfMdzh3Rw4wb8/LOlwxIf6fZtWLo0PwATJkDW1C/UHVBDDiIZUSeEsHJVqqhvo35+ak2jt9jaqtGlBgOsXasqaEQ4SV6slK0tLFoEgQZnBr8eqjaOHg0vX1o2MBFrmgZduxp4/dqG0qWNakDRjBlqJELu3NCypaVDFEKYg14fPrTwhx/e651btCj0f1O53qULPHsWz/ElYJK8WLESJaBfP/iJ9twyZIP79yO0mwrrsHw5bN+ux9Y2lB9/DEX//Kla1ArUSCMbs3ZNE0JYkre3qlk9eRKOH39v97BhajHq+/dVjbtQJHmxcsOHQ858dgwOfbPS9MSJkp5bkQcPoGdPdb9x4yvkyQNMmqSqkQsVgkaNLBmeEMLc0qRR46PhvWHToEYd/fKLGqyxcCHIKg+KJC9WzsFBNR+t1jXlHAXg+XP14ScSPE1T/fWePoUiRTTq178G9+6F156NHq2qlYUQiVtY09GqVZF++SxTJnymhHbt1HebpE7+MyYCJUtCr74GBjMWAG3mTPUhKBK0ZctUJzxbW1iwIAQbGw396NHw6hV88QXUqWPpEIUQ8aF0aShYEAIC1MijSIwbB9myqc79YbW1SZkkL4nEyJFwJVcdDlMKXUBA+ExnIkG6fTt8+OOIEWpIpMu//6JftEhtnDxZ1RMLIRI/nS689mX+/Ein1XVxgSVL1KGLFsGmTfEcYwIjyUsi4egIi5foGKxTC/gZf1yg1sMRCY7RqPro+flBqVLhownyLV+OLjRUTVxVtqxFYxRCxLNvv1UTUV6+DFFM1lqunBqkAWp1gXfWPk5SJHlJREqVgrKDK7ANL/ShIbzsZyVLkiYxs2fDnj3g5KS+SdnYgO7IETL89ReaXg/jx1s6RCFEfHN1VQkMRNpxN8yoUWqOr0eP1NyVSXXtI0leEplhw2B5vnEAOG5YifHEKQtHJN526RIMHKjuT5kCuXIBmoZ+0CAAtFatwNPTcgEKISwnrOlo/Xo1FDES9vZqegVbW9V0tGRJPMaXgEjyksjY2sKwjcVYY2iKHo07Tfsn3dQ8gQkKghYt4PVrtVZJ2P8pNm9Gf/gwIXZ2hA4bZtEYhRAWVKQIfP45hIREuyJj4cKqBgagRw/w8YmX6BIUSV4Sody5IXjkOAKxI8vVXdyYv93SIQlgyBA4cQJSpgyft4GQEHhT63KjTh21WJsQIulq107d/vxztF88+/VTg5RevIBmzSA4OJ7iSyAkeUmkmn2flS3Z1XCWkF79ef0y1MIRJW1bt6oBRKASF1OOsngxXLqEljo1V7/+2lLhCSESiiZNVMfdK1fg0KEoDzMYVPNR8uRw5IjqMpCUSPKSSOl0UHbL9zzXpSB34DlW14587oBPcvw4VK4c6ZTWItzdu+HLE3XtCl999WaHn5+qjgGMgwYR4uxsmQCFEAlHsmThM2t/YLHdbNnCD5kwAXbsMHNsCYgkL4mYW55UPGinPhyr7hvCmsWv4vYCS5eqYTPRtM0mdaGhagDB48eqOTtsySJAzTr14AHkzo3R1AFGCJHkhTUdrVkDvr7RHvrNN+H951q0UGsgJQWSvCRyeWZ15VnyLGTkLhc7zODy5U884a1bquPGyZOwerXatmqVenzihNovTMaNU/mds7MqJgeHNztu3IDp09X9qVPBzs5iMQohEphSpSBfPjXj7qpVHzx82jQ1Qe/DhyqBMRrjIUYLk+QlsXNwIPkcNXS6d/AEOn71kFefUgGTNatazrp4cTXRAKjb4sXV9qxZPzXiRGP/fjV7LsC8eWplWJP+/dXwo2rVoHZtS4QnhEiodLqIHXc/wNFRfZd0coJdu1QTUmInyUsSoG/WhOBCxXHlBU0uDzdNS/9Rli9Xs6pBeE/4sFsbG7VfcPcuNG6svgG1bBne5wVQs2euW6cWXZw2TZYBEEK8r0ULNffF8eNw+vQHD8+XD+bMUfeHDk38q09L8pIU6PXYzpoKQAcW8PfCsyxe/JHnat4cjh6NfN/Ro2p/EhcYqNqh799XVblz5761MzQ0fFW1Tp3UVJlCCPEuNzeoX1/d/+WXGD3F2xvatFFfmpo0gZs3zRadxUnyklRUqADffIMBIzPoSaeOGn///Ynn1Osj3goAvvtODV1MkUKtGu3i8tbOxYvVt6jkydVqmkIIEZWwpqPly1X/lw/Q6dSXpc8+g6dP4euv+bRuAgmYfOokJZMno9nbU5k91AzaSP36qnkj1tKmBXd31c9l/nx16+6utidxP/0EP/6o/on873+QI8dbO319YfBgdX/4cEiTxiIxCiGsRNWqkCULPH+ulgyIAQcH1SqdNq36npRY1z+S5CUpyZoV3ZslSWfZ9uXJ3dd89ZWarj5WMmVS81EfPQodO6pbHx+1PQn76y/o1k3dHzsWatR454Bhw0xDo+naNd7jE0JYGb1etQNBjDruhvHwgLVrVTfEFStg5kwzxWdBkrwkNQMGQIYMeATf4HvHGRw79pGZub19eEdTnU49TsL++w8aNFADiBo0CF980eT06fDedHPnytBoIUTMtG6t/sfu3QvXrsX4aeXLq/EAAH37qlFIiYkkL0mNiwtMnAjA99oYMurvsWyZmmpEfJwXL9Ro57t31YLQixa9M4DIaITOndVt48aqKlgIIWLCwyO8Gnfhwlg9tVs3NdIxNFR9qTp/3gzxWYgkL0lRs2ZQsiQ2r1+y8zO1KGD//rBxo2XDskbBwdCwIZw5A+lSBfOHa1OSXXlnuYSFC1WbkouLZIlCiNhr21bdLlqkFnONIZ0OFixQtTB+flCr1kf2c0yAJHlJivR6UyNovqNLmFjvMJqmhtYdOGDh2KyIpkGXLrB9u5oc6veqM8j616qIyyU8fqya6kCtYS+rRgshYqtOHTV0+v592LIlVk+1t1ejHvPmhTt3VC3xixdmijMeSfKSVJUsaeoI1u96J776MpjAQKhbN3FVLZrTuHGqD51er7F67DVK7H2zcNHbyyV0767GLBYqxKfNDiiESLLs7KBVK3X/p59i/fRUqVTOEzYCqWFDVWtszSR5ScomToRUqdCdP8fqMrMoU0aNyPPykiWKPmTpUtOC0Mw2duXLXrkiXy4hbF2SefPCZyYWQojYCms62rpVjVqMpWzZ4I8/VC3x9u2qG541D6GW5CUpS5MGJk0CwHbMcH7/4Q6enqpN1MsLnjyxcHwJ1Nq1agAAQL/aF+li8+ab0LvLJYRp3RrKlIm/AIUQiU/evPDFF6r37YoVH3WKsO9Ter2atLdXL+tNYCR5SerCPlhfviTFiJ5s26ama7lyBWrWVDUxItymTaq/s9GoWt0mbPaMerkEUO3UbxJEIYT4JGFNR4sWfXTWUadO+GoDM2eqaR2sMYGR5CWp0+vhhx/AYID16/E4+wfbt6s20r//VoseP3tm6SAThq1bVVtxSAh8+63qxR9hZYSwB2+Pk54zR2bSFULEjcaNVQ/c8+fh1KmPPo23t5ocHdR3q+HD4ya8+CTJi1CrB/bqpe5364Zn1lf8+SekTq0WNK1aVfU5Tcp274avvgofGr1okcr3gIjLJcydq9anBzU3Q8OGFotZCJHIpEwZvljjR6+uq3TsGD7z7ujRalZwayLJi1CGD1eTIfn4wMiRFC4Me/aoVo+TJ6FKlaTbB2bbNlXVGhgI9eqp5uYIfW/fXi7hxQu1ElqKFGp+lwiz1QkhxCfy9la3K1eqKb0/QY8e4a3aQ4ao2RyspQlJkhehuLiET18/ZQocO0bBgiqBCRteV6UKPHxo0Sjj3fLlKnEJCFATPK1eDba2kRxobw///BNe/zpjBqRPH5+hCiGSgmrV1P+WJ0/U8KFP1K8fjBmj7g8frmZ0CA395NOanSQvIlzduuG9Ub294fVr8udXCUy6dGoW2S++gMuXLR1o/Jg2DVq0UH1cmjVTEz1FuYRTaKjqwRsYqJqLWraM11iFEEmEwaD+McEnNx2FGTwYZs1SFcVz50LTpupfWUImyYuIaNYslalcugQjRgBqvZ79+yFHDrh5E0qVgn37LBumOWmaWi6hTx/1uGdPNWlutGspTp4Mhw+rGqwff5TmIiGE+YSNOtqyJc6qw7t3h//9T9Usr12rapr9/OLk1GYhyYuIKHVq9eEL6gP52DEAcueGI0dU4vL8uaq5XL7ccmGaS0CA+lIzebJ6PGGCqoHRR/eX8vffMHSouj9zJmTObPY4hRBJmKcnfPaZqhZeuTLOTtu4scqHXFzgzz+hQgW4fTvOTh+nJHkR76tXD5o3j9B8BKrz7u7d8M03atRNixaqcsZotGi0cea//9QCZitWqJrZhQvVskTRVqL4+6uyCglRBRM2e50QQphTWMfdOGo6ClO1KuzdG97XsUSJhLnmnSQvInIzZ77XfARqFPDq1aqTF8DIkfDll9Y/Emn3bjXS+fhxVfm0Y0cM85DvvoOrV9WIowULpLlICBE/mjRRbdlnzqgsIw4VL64q3YsUUaudVK6sxiAkpJFIkryIyL3bfLR/v2mXXq+G1y1aBA4OavK2YsUSZnb+ISEhqod9tWpquZBChVQrUOXKMXjy2rXhw6GXL1dzMAghRHxIlUoNsoCIK9nHkSxZ4NAhlSOFhKipwL76KuHM+SXJi4havXqqatJoVN3PHz+OsNvbG/76C3LmVO2iFSuqXuufOPVAvLlyRa2MEDa3Qfv26vVkyxaDJ9++DR06qPsDB6rGYSGEiE9ho45WrjTL+GYnJ3XquXNVJc+mTVCggOoXY2mSvIjozZ4NefKo1Rq9vd+rNyxcGE6cUE0sRiOMG6dqYf76K+E2nwQHq8qkIkVU1Wjy5Kqfy4IF4ZPjRisoSI2dfv5cdZobOdLMEQshRCRq1FA1MPfvqx62ZqDTQZcuasBG3rxw7x7Urq2+7L18aZZLxogkLyJ6Li6wZo2a4OSPP2D69PcOcXVVrSdr16pOvRcuQIUKBubNK5zgJrU7cEAlV/37q37I1aqpZUKaNYvFSXr1UvWprq7qa0mks9YJIYSZ2dmpIUJg9uGfxYqp2dZ79lSPjx59Z6bxeCbJi/iwQoVUby1Qw2/eDJ9+1zffqP69qoJGx44dWfH0tGHiRMtm6KAm1qtfX40mOn9edelZuBC2b1d9bWNs0SKYN0/dX7FCtZkJIYSlfPutul2/3uz/aB0d1ffXPXtUN5soJ+2MB5K8iJjp2DF8SeUmTcDXN9LDUqdWn+9//hlC9uzP8fPTMXCg6kcyeXKUTzObs2dVuPnzq/Zag0G9lCtXVFNXrAYHHT8OnTur+2HDrIQQwpJKlVL/YP39YfPmeLlkxYqqy4AlmS15GTt2LKVLl8bJyYkUKVLE6DmapjFs2DDSp0+Po6MjVatW5erVq+YKUcSGTgc//aT+SG7eVDM8RjPBS9myGlOm7OOXX0LIkUMNt+vfX9VydO+uRveZS1CQasKqVEn9ga1erUKtVw/OnVNLwadOHcuTPnwIX3+t5syuW1etYiaEEJam04XXviTGmUOjYLbkJSgoiIYNG9I57JtqDEyaNIlZs2Yxf/58jh49irOzM15eXrx+M0masLDkyVUmYG+vqjFGjYr2cL0eWrTQuHRJNdHkz6++HMyZozrLFiqkFgQ7derT5w948QJ+/10tL5QuHTRqpCZa0uvV/dOnYeNGyJfvI04eHKzale/cUVMNL136gSl3hRAiHjVvrm63b08yq+ea7T/wyJEj6dWrFwULFozR8ZqmMWPGDIYMGUK9evUoVKgQS5cu5e7du2zcuNFcYSZ+x4+rSUuOH4+b8332Wfj8LyNHqnbWD7C1VU00587Bzp3QoIHqZ3bunJpVv1gxlXDUq6dGK23YoDr9Pn36flITHKx6ux8+rHKInj3VcOdUqdTqz4sWqUFAGTKoyhEfH5VvfXQVp6appqK9e1Xn5Y0bVRInhBAJRZ486n9zaKj6h5cEWLCvcEQ3b97k/v37VK1a1bQtefLklCxZkiNHjtCkSZNInxcYGEjgW8tf+r1ZSSo4OJjg4OA4jTHsfHF9XnPSL16MYc8eQpcswRhXjZTNmqE/cQLD7NloLVoQmiEDWvHiEQ6JqqwqVFA/z57Bhg06/vhDz+7dOh490rF58/tNtjY2Gg4Oqq9KcDC8ehV1J5Vs2TS8vIw0bKhRpoxmqhz5lF+Xftw4DL/8gqbXE7psGVrOnJ92wihY43vLUqSsYkfKK3astbz0TZti+PtvjMuWEdqpU7xcM67LKjbn0WmaeSf8Xbx4MT179uT58+fRHnf48GHKlCnD3bt3SZ8+vWl7o0aN0Ol0rI4imxwxYgQjI5lnY+XKlTg5OX1S7NbK8eFD7Pz8QKej1KhR2Pv6Epg8OUeGDQNNI8jVlYC0aT/pGrrQUL4YPZq0p0/zOkUK9k+cSEC6dB91ruBgPdevJ+fKlVTcuJGc//5z4e5dF169inwIsl6vkTp1AOnSvSRrVj9y5PAlb94npE//6lNe0ns8/vyTYrNmAXCmQwd8atWK0/MLIURcsXv+HK82bdAbjeyaO5eXGTNaOqRYe/XqFc2aNcPX1xdXV9doj41VzcvAgQOZOHFitMdcunSJvHnzxua0n2TQoEH07t3b9NjPzw8PDw+qV6/+wRcfW8HBwezcuZNq1aphm4Dn9rC1szPd194Mp7Hz86Ninz6m7cFxMQ1uhQpolSrhcO4c1aZPJ2TPHlNP2Lgoq8DAYB49Un1kQ0PVnALJk6sfGxtbIMWbn7in27gRw5w5AIT27o3nhAl4muVKirW8txICKavYkfKKHasur9WrYetWKt29i7F9e7NfLq7LKqzlJCZilbz06dMH77CVLKOQPXv22JzSxN3dHYAHDx5EqHl58OABRYoUifJ59vb22Ecy2NzW1tZsbzxznjtOLF+uJlsJCUH3pmIt7BYbG1i8OG7iT51azRP9xRfoLl/Gtl492LULkiUzHfIpZWVrq7qZxLtdu1TvfaMRWrfGMHkyhnjqoJvg31sJiJRV7Eh5xY5VlleLFrB1K4b//Q/D6NHxtlBsXJVVbM4Rq+TFzc0NNze3WAcUE9myZcPd3Z3du3ebkhU/Pz+OHj0aqxFLAtXzPF8+tTTou44eVT1k40qmTGoJ5vLl1eR1deuqhMaSUy9+il27VM/foCDVs3jBAhlZJISwDnXrgrMz3LihVpj9/HNLR2Q2ZvuvfPv2bU6fPs3t27cJDQ3l9OnTnD59Gn9/f9MxefPmZcOGDQDodDp69uzJmDFj2Lx5M+fOnaNly5ZkyJCB+vXrmyvMxC/sg9ecH8CenrBtm6px2btX/QG9itv+J/Fixw6VuLx+rRbvWLHCepMwIUTS4+wcvtL0qlWWjcXMzPaJNmzYMIoWLcrw4cPx9/enaNGiFC1alONvDdm9cuUKvm9Nudq/f3+6d+9Ohw4d+Oyzz/D392fbtm04ODiYK8zEK21acHdXtS/z56tbd3e13RxKlFBrHzk7w65dGOrWxRAQYJ5rmcPateGJS716sG6dZee+FkKIjxE2Mjdsds5EymxfKxcvXszixYujPebdgU46nY5Ro0Yx6gOTn4kYyJRJTXJiZ6faPTt0UE0h5vxALldO1V7UrIl+/37K3LuntiX0Xu9z56ppfzVNLdC0YoUqNyGEsDZeXmpUw927cPCgatJPhKQxPzGztw/vsKXTxU9NQunSsHMnWqpUpLx6FZsKFeDaNfNf92OEhKgVort1U4lLly6qqlUSFyGEtbK3V0uZQKJuOpLkRcS9zz8nZN8+XqZNi+76dShZUtXIJCRPn0KtWuGrZY8erdYtMBgsGpYQQnyysKajtWvVl7RESJIXYR558nBg4kSMJUqoRKFmTRg/PmG0wR48qBZX2rkTnJzg11/VWgLxNKxQCCHMqnJlcHODx49h925LR2MWkrwIswlMmZLQP/9UqyUajfD991C9Ovz7r2UCCgqCESPUeu537kDOnGqRpAYNLBOPEEKYg40NNGyo7ifSpiNJXoR5OTjAzz/DTz+pWo7du6FgQbUtPmth/vpLzW8zcqSarvfbb+HkyU9YsVEIIRKwsKaj9evVNOWJjCQvwvx0OmjXDk6dUpMmPX8O7dtDqVIqqTCnW7dUolKqlFqqOk0a+N//YNmyCDMBCyFEolKmjBrp6een5uFKZCR5EfEnd244dAimT1eJw7FjKqmoVQuOHFEjfuLKP/9Ax47qmitWqG0tW8KlS+HfSIQQIrHS66FxY3U/ETYdSfIi4peNDfTsCVeuqL4wBgNs3aqGWIdNqPfgARw/rjqdvTWp4Qe9fAkrV6p5DvLmVVP7BwVBpUrqPEuWqJoXIYRICpo2VbebN6v/j4mIJC/CMtKnh19+gcuXoXVrNTfBqVPQubPaV6cO7NkDw4er2pK3lpUA1PIDN27Ab7/BmDFQpQqkSqXWddqxQ9XifPkl7N+v+tlEts6TEEIkZsWLQ44c6v/lb79ZOpo4JQu3CMvKmRMWLoTJk1Vz0vr1Klm5f1/t37JF/YCaPM7WVnX0jWrpgezZVR+XFi3UuYUQIqnS6dQMu9evq5roRNRkLsmLSBhSp4axY6M/JihI/YSxs4M8eaBQITURnpcX5Mol87UIIUSYsC96+/erGmwXF8vGE0ckeREJx/Ll4O0d+YyQBgNMnaqak0D1XUmWTBIVIYR4161baoI6nS58krrQULWOW9Wq6v9nliyWjfETSfIiEo7mzSFfvsj7pxw7puZpEUIIEb2sWcPvv/0Fb+DA8PtxObrTAqTDrkiY9PqIt0IIIWJm+XI1shPeT1IMBrXfyskng0hY0qYFd/fwYdPFi6vHadNaOjIhhLAOzZvD0aOR75swQe23ctJsJBKWTJnAx0d1xtXpoEMH1UnX3t7SkQkhhPXR6yMuxbJrF/Tta7l44ojUvIiEx94+vJ1Wp5PERQghYuvdWux8+dT2gwfh9WvLxhYHJHkRQgghEpuwWuyjR9VSKefPq20vX6qJPK2cJC9CCCFEYvR2LbZeD998o+7/+qvlYoojkrwIIYQQSUFY8rJpEwQGWjaWTyTJixBCCJEUlCql1o7z81Mdd62YJC9CCCFEUqDXQ4MG6r6VNx1J8iKEEEIkFWFNRxs3QnCwRUP5FJK8CCGEEElF2bLg5gbPn6vFGq2UJC9CCCFEUmEwQN266v7GjRYN5VNI8iKEEEIkJfXrq9uNG612gUZJXoQQQoikpEoVcHaGf/+FkyctHc1HkeRFCCGESEocHaFGDXXfSpuOJHkRScvx41C5sroVQoikKqzpaNMmi4bxsSR5EUnL0qWwZw8sW2bpSIQQwnJq11add8+dg+vXLR1NrEnyIhK/W7fgxAnVtrt6tdq2apV6fOKE2i+EEElJypRQsaK6b4W1LzaWDkAIs8uaNfx+2CJljx6ppeLDWGmPeyGE+Gj168Pu3arfS+/elo4mVqTmRSR+y5eDzZs8PSxJCbu1sVH7hRAiqQmb7+XQIXj40LKxxJIkLyLxa94cjh6NfN/Ro2q/EEIkNZkzQ7FiYDTC779bOppYkeRFJC16fcRbIYRIyt6esM6KyH9wkTSkTQvu7qqfy/z56tbdXW0XQoikKix52bED/P0tGkpsSIddkTRkygQ+PmBnpzrtdugAQUFgb2/pyIQQwnIKFIDs2eHGDdi+HRo0sHREMSI1LyLpsLcPH22k00niIoQQOh3Uq6fu//abZWOJBUlehBBCiKSsTh11u2WL6rxrBSR5EUIIIZKysmXB1VXNf/X335aOJkYkeRFCCCGSMltb8PJS9//4w7KxxJAkL0IIIURS9+WX6tZK5nuR5EUIIYRI6mrWVJ13T52C//6zdDQfJMmLEEIIkdS5uUHJkur+li2WjSUGJHkRQgghhFU1HZkteRk7diylS5fGycmJFClSxOg53t7e6HS6CD81atQwV4hCCCGECFO7trrdtQtev7ZsLB9gtuQlKCiIhg0b0rlz51g9r0aNGty7d8/087///c9MEQohhBDCpHBhyJgRXr2CvXstHU20zLY8wMiRIwFYvHhxrJ5nb2+Pu7u7GSISQgghRJR0OlX7smCBGjKdgFs+Elyfl71795I2bVry5MlD586defLkiaVDEkIIIZKGt/u9aJplY4lGglqYsUaNGnz99ddky5aN69ev8/3331OzZk2OHDmCwWCI9DmBgYEEBgaaHvv5+QEQHBxMcHBwnMYXdr64Pm9iJGUVO1JeMSdlFTtSXrGT5MurfHlsHBzQ+fgQfPYseHpGeWhcl1VszqPTtJinVgMHDmTixInRHnPp0iXy5s1rerx48WJ69uzJ8+fPYxxUmBs3bpAjRw527dpFlSpVIj1mxIgRpiaqt61cuRInJ6dYX1MIIYRIyr4YNYp0J09yoWVLrn39dbxd99WrVzRr1gxfX19cXV2jPTZWNS99+vTB29s72mOyZ88em1N+8Fxp0qTh2rVrUSYvgwYNonfv3qbHfn5+eHh4UL169Q+++NgKDg5m586dVKtWDVtb2zg9d2IjZRU7Ul4xJ2UVO1JesSPlBfrbt+HkSfLduEHuWrWiPC6uyyqs5SQmYpW8uLm54ebmFuuAPta///7LkydPSJ8+fZTH2NvbY29v/952W1tbs73xzHnuxEbKKnakvGJOyip2pLxiJ0mXV9260KMH+iNH0Pv7Q8qU0R4eV2UVm3OYrcPu7du3OX36NLdv3yY0NJTTp09z+vRp/P39TcfkzZuXDRs2AODv70+/fv3466+/8PHxYffu3dSrV4+cOXPiFbZglBBCCCHMK0sWyJcPQkNh925LRxMpsyUvw4YNo2jRogwfPhx/f3+KFi1K0aJFOX78uOmYK1eu4OvrC4DBYODs2bPUrVuX3Llz07ZtW4oXL86BAwcirVkRQgghhJmEVRps327ZOKJgttFGixcv/uAcL2/3FXZ0dGR7Ai0kIYQQIknx8oIZM1TyomlqDpgEJMHN8yKEEEIIC6tQARwc4M4duHzZ0tG8R5IXIYQQQkTk6Ajly6v727ZZNpZISPIihBBCiPcl4H4vkrwIIYQQ4n1hycu+fRAQYNlY3iHJixBCCCHe5+mpVpl+/RoOHLB0NBFI8iKEEEKI9+l04bUvCazfiyQvQgghhIhcAu33IsmLEEIIISJXtSro9XDxoho2nUBI8iKEEEKIyKVKBZ9/ru7v2GHZWN4iyYsQQgghopYAm44keRFCCCFE1MKSl507ISTEsrG8IcmLEEIIIaL22WeQIgU8fw5//23paABJXoQQQggRHRsb1XEXEkzTkSQvQgghhIheWNPRrl2WjeMNSV6EEEIIEb2wmpe//gI/P8vGgiQvQgghhPiQrFkhRw4IDYX9+y0djSQvQgghhIiBKlXU7e7dlo0DSV6EEEIIERNhTUcJoN+LJC9CCCGE+LBKldRijefPw/37Fg1FkhchhBBCfFiaNFC0qLr/558WDUWSFyGEEELETAJpOpLkRQghhBAx83byomkWC8PGYlcWQgghhHUpWxZatoTKlcFotFgYkrwIIYQQImYcHWHJEnU/ONhiYUizkRBCCCGsiiQvQgghhLAqkrwIIYQQwqpI8iKEEEIIqyLJixBCCCGsiiQvQgghhLAqkrwIIYQQwqpI8iKEEEIIqyLJixBCCCGsiiQvQgghhLAqkrwIIYQQwqpI8iKEEEIIqyLJixBCCCGsSqJbVVrTNAD8/Pzi/NzBwcG8evUKPz8/bG1t4/z8iYmUVexIecWclFXsSHnFjpRXzMV1WYV9bod9jkcn0SUvL168AMDDw8PCkQghhBAitl68eEHy5MmjPUanxSTFsSJGo5G7d++SLFkydDpdnJ7bz88PDw8P7ty5g6ura5yeO7GRsoodKa+Yk7KKHSmv2JHyirm4LitN03jx4gUZMmRAr4++V0uiq3nR6/VkypTJrNdwdXWVN3UMSVnFjpRXzElZxY6UV+xIecXc/9u735Cm3jcM4LdNtxloGjadYYWGWWZEijJNpDAExeqVgjEsMgsXhEJlWSyzzEQikFVkf+yFOTQ0IodWloRmCLqBpCmmFUEKQpJlpdP79ybHV7M/Zz93tun1gb3o6Tnr2sXpeHvccD67+tsdl2l4wy4AAAA4FQwvAAAA4FQwvAggk8lIq9WSTCazdxSHh66EQV//Dl0Jg76EQV//zp5dLbg37AIAAMDChjsvAAAA4FQwvAAAAIBTwfACAAAATgXDCwAAADgVDC+z6HQ6WrNmDcnlcoqKiqK2trY/7q+urqaQkBCSy+UUFhZGBoNBpKT2J6SrsrIyio2NJW9vb/L29qb4+Pi/drvQCD23pun1enJxcaHdu3fbNqADEdrVyMgIaTQaUiqVJJPJKDg4GP8X/+Dy5cu0bt06cnd3p4CAAMrOzqbv37+LlNZ+nj9/TsnJyeTv708uLi50//79vx7T1NREW7ZsIZlMRmvXrqXy8nKb53QUQvuqqamhHTt20IoVK8jT05NUKhU1NDTYJhyDhV6vZ6lUyrdu3eJXr17xgQMH2MvLi4eGhubc39LSwhKJhIuLi7mrq4tPnTrFbm5u3NnZKXJy8QntKi0tjXU6HRuNRu7u7ua9e/fysmXL+MOHDyIntw+hfU0bGBjglStXcmxsLO/atUucsHYmtKsfP35wREQEJyYmcnNzMw8MDHBTUxObTCaRk9uH0L4qKipYJpNxRUUFDwwMcENDAyuVSs7OzhY5ufgMBgPn5eVxTU0NExHX1tb+cX9/fz8vXbqUc3JyuKuri0tLS1kikXB9fb04ge1MaF9HjhzhixcvcltbG/f29vKJEyfYzc2NOzo65j0bhpf/iIyMZI1GY/nz5OQk+/v784ULF+bcn5KSwklJSTPWoqKi+ODBgzbN6QiEdjWb2WxmDw8PvnPnjq0iOhRr+jKbzRwdHc03btzg9PT0RTO8CO3q6tWrHBgYyOPj42JFdChC+9JoNLx9+/YZazk5ORwTE2PTnI7mX74YHzt2jENDQ2espaamckJCgg2TOaZ/6WsuGzZs4Pz8/HnPgx8b/TQ+Pk7t7e0UHx9vWVuyZAnFx8dTa2vrnMe0trbO2E9ElJCQ8Nv9C4U1Xc02NjZGExMTtHz5clvFdBjW9nX27FlSKBS0f/9+MWI6BGu6evDgAalUKtJoNOTr60sbN26kwsJCmpycFCu23VjTV3R0NLW3t1t+tNTf308Gg4ESExNFyexMFus1fr5MTU3R6OioTa7zC+4XM1preHiYJicnydfXd8a6r68vvX79es5jBgcH59w/ODhos5yOwJquZjt+/Dj5+/v/cmFYiKzpq7m5mW7evEkmk0mEhI7Dmq76+/vp6dOntGfPHjIYDNTX10dZWVk0MTFBWq1WjNh2Y01faWlpNDw8TFu3biVmJrPZTIcOHaKTJ0+KEdmp/O4a//nzZ/r27Ru5u7vbKZlzKCkpoS9fvlBKSsq8PzfuvIDoioqKSK/XU21tLcnlcnvHcTijo6OkVquprKyMfHx87B3H4U1NTZFCoaDr169TeHg4paamUl5eHl27ds3e0RxSU1MTFRYW0pUrV6ijo4Nqamqorq6OCgoK7B0NFpC7d+9Sfn4+VVVVkUKhmPfnx52Xn3x8fEgikdDQ0NCM9aGhIfLz85vzGD8/P0H7FwpruppWUlJCRUVF9OTJE9q0aZMtYzoMoX29efOG3r59S8nJyZa1qakpIiJydXWlnp4eCgoKsm1oO7Hm3FIqleTm5kYSicSytn79ehocHKTx8XGSSqU2zWxP1vR1+vRpUqvVlJGRQUREYWFh9PXrV8rMzKS8vDxasgTf00773TXe09MTd13+QK/XU0ZGBlVXV9vs7jrO0p+kUimFh4dTY2OjZW1qaooaGxtJpVLNeYxKpZqxn4jo8ePHv92/UFjTFRFRcXExFRQUUH19PUVERIgR1SEI7SskJIQ6OzvJZDJZHjt37qRt27aRyWSigIAAMeOLyppzKyYmhvr6+iwDHhFRb28vKZXKBT24EFnX19jY2C8DyvTgx/hVdzMs1mv8/6OyspL27dtHlZWVlJSUZLt/aN7fAuzE9Ho9y2QyLi8v566uLs7MzGQvLy8eHBxkZma1Ws25ubmW/S0tLezq6solJSXc3d3NWq12UX1UWkhXRUVFLJVK+d69e/zx40fLY3R01F4vQVRC+5ptMX3aSGhX79+/Zw8PDz58+DD39PTww4cPWaFQ8Llz5+z1EkQltC+tVsseHh5cWVnJ/f39/OjRIw4KCuKUlBR7vQTRjI6OstFoZKPRyETEly5dYqPRyO/evWNm5tzcXFar1Zb90x+VPnr0KHd3d7NOp1tUH5UW2ldFRQW7urqyTqebcZ0fGRmZ92wYXmYpLS3lVatWsVQq5cjISH758qXl7+Li4jg9PX3G/qqqKg4ODmapVMqhoaFcV1cncmL7EdLV6tWrmYh+eWi1WvGD24nQc+u/FtPwwiy8qxcvXnBUVBTLZDIODAzk8+fPs9lsFjm1/Qjpa2Jigs+cOcNBQUEsl8s5ICCAs7Ky+NOnT+IHF9mzZ8/mvA5N95Oens5xcXG/HLN582aWSqUcGBjIt2/fFj23vQjtKy4u7o/755MLM+4TAgAAgPPAe14AAADAqWB4AQAAAKeC4QUAAACcCoYXAAAAcCoYXgAAAMCpYHgBAAAAp4LhBQAAAJwKhhcAAABwKhheAAAAwKlgeAEAAACnguEFAAAAnAqGFwAAAHAq/wO90uB45N3mqgAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 7\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 8\n"
]
},
{
"data": {
"image/png": 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p0qV4rS0vv564kUhPnz6levXqRsUS9/6wsbFJ9uedlDVr1mBvb8/WrVvj3SpZunRpise++DOLu/0DahROQEAAFSpUMGwrWrQoJ0+epFGjRsm+9+LqLCAgIF7LycWLF1P9mooWLYqmaRQuXDjJpC85FStWZNeuXQQHB8frtHv48GHDfsAwMWViSXNUVFSSsySLzEn6vIhMq3379sTExDBx4sQE+6Kjow3/jBs3boyNjQ1z5syJ94l/1qxZKV6jcuXKFC5cmFmzZiX45/7iuZycnICECcDL9Ho9TZs25Y8//iAwMNCw/c6dO6xcuZLatWsnGJXxKvLly0fFihVZtmxZvHWefH19OXv2bLyyhQoVQq/X8/fff8fbntQtl7TWsmVLYmJimDt3brztM2fORKfT0aJFCwDD4/fffx+v3Ms/R71eT9u2bVm7di0nT55McL3bt28nGUuePHmoX78+CxcuNLQMvCilIep6vR6dThfvH3BgYGC80T9JqVKlCm5ubixYsCDeKDgfH58E76v27dtz48YNfvzxxwTnCQsLM0yMF9d69PLP8sXbMil5//330ev1jB8/PkGLmaZpPHjwINnjP/jgA2JiYli0aJFhW0REBEuXLqVatWqGZD0uMVq1alW8448fP46/vz+VKlVKdczC8knLi8i06tWrR+/evZk8eTJ+fn40bdoUGxsbLly4wO+//87s2bP54IMPcHNzY9iwYUyePJl33nmHli1bcuLECf766y9y586d7DWsrKz44YcfaNWqFRUrVqR79+7ky5eP8+fPc+bMGbZu3QqAl5cXoDqTNmvWDL1eT8eOHRM956RJk/D19aV27dp8+umnWFtbs3DhQiIiIpg2bVqa1c/kyZN5++23qV27Np988gkPHz5kzpw5lClThpCQEEO57Nmz065dO+bMmYNOp6No0aJs3LjR0G/C1Fq1akWDBg348ssvCQwMpEKFCmzbto0//viDQYMGGVq/KlasyIcffsj8+fMJCgqiZs2a7NixI9FWhClTprBr1y5q1KiBt7c3ZcqU4f79+xw9epRdu3Yl2+I2b948ateuTbly5fD29qZIkSLcuXOHgwcPcv369UQTojhvv/023333Hc2bN6dTp07cvXuXefPmUaxYMf79999k68HGxoZJkybRu3dvGjZsSIcOHQgICGDp0qUJ+rx8/PHH/Pbbb/Tp04ddu3ZRq1YtYmJiOH/+PL/99htbt26lSpUqeHl50bZtW2bNmsWDBw8MQ6X/++8/IHUthkWLFmXSpEmMGjWKwMBAw/phAQEBrFu3jl69ejFs2LAkj69WrRrt2rVj1KhR3L17l2LFirFs2TICAwP56aefDOW8vLxo0qQJy5YtIzg4mKZNm3Lr1i3mzJmDg4NDqjrYi0zEPIOchEhZUjPsvqxr166ak5NTkvsXLVqkeXl5aQ4ODlq2bNm0cuXKacOHD9du3rxpKBMTE6ONHz9ey5cvn+bg4KDVr19fO336dIIZdpMaNrxv3z6tSZMmWrZs2TQnJyetfPny2pw5cwz7o6OjtQEDBmhubm6aTqeLN2yaRGZ/PX78uNasWTPN2dlZc3R01Bo0aKAdOHAgVfWTVIyJWbNmjVaqVCnNzs5OK126tLZ27dpEZ9i9d++e1rZtW83R0VFzdXXVevfurZ0+fdqoodIvxxk39PbevXvxtif283zy5Ik2ePBgLX/+/JqNjY1WvHhx7dtvv4039FrT1MysAwcO1HLlyqU5OTlprVq10q5du5ZoHd+5c0fr16+f5uHhodnY2Gju7u5ao0aNtEWLFhnKJDUc/NKlS1qXLl00d3d3zcbGRnvjjTe0d955R1u9enWydaFpmvbTTz9pxYsX1+zs7LSSJUtqS5cuNdRFasyfP18rXLiwZmdnp1WpUkX7+++/E51hNzIyUps6dapWpkwZzc7OTnN1ddW8vLy08ePHa0FBQYZyT58+1fr166flzJlTc3Z21tq0aaP5+/trgDZlyhRDuaR+XnHWrFmj1a5dW3NyctKcnJy0kiVLav369dP8/f1TfE1hYWHasGHDNHd3d83Ozk576623tC1btiQoFxoaqk2YMEErXbq05uDgoGXPnl175513tBMnTqSq7kTmodM0E/aME0IIYXH8/PyoVKkSv/zyi2G2aiEyEunzIoQQWdiL86jEmTVrFlZWVkYvQCpEepE+L0IIkYVNmzaNY8eO0aBBA6ytrfnrr7/466+/6NWrV5qMbBPCFOS2kRBCZGG+vr6MHz+es2fPEhISQsGCBfn444/58ssvsbaWz7ciY5LkRQghhBAWRfq8CCGEEMKiSPIihBBCCIsiyYsQQgghLEqm640VGxvLzZs3yZYtW6rXkxFCCCGEeWmaxpMnT8ifP3+ChXZflumSl5s3b8rwPiGEEMJCXbt2jQIFCiRbJtMlL3Grzl67di1NFrB7UVRUFNu2bTOskSOSJnVlHKmv1JO6Mo7Ul3GkvlIvresqODgYDw+PeKvHJyXTJS9xt4pcXFxMkrw4Ojri4uIib+oUSF0ZR+or9aSujCP1ZRypr9QzVV2lpsuHdNgVQgghhEWR5EUIIYQQFkWSFyGEEEJYlEzX5yU1NE0jOjqamJgYo46LiorC2tqa8PBwo4/NajJrXen1eqytrWUYvhBCmFGWS14iIyO5desWoaGhRh+raRru7u5cu3ZN/nmlIDPXlaOjI/ny5cPW1tbcoQghRJaUpZKX2NhYAgIC0Ov15M+fH1tbW6P+scbGxhISEoKzs3OKE+hkdZmxrjRNIzIyknv37hEQEEDx4sUzzWsTQghLkqWSl8jISGJjY/Hw8MDR0dHo42NjY4mMjMTe3l7+aaUgs9aVg4MDNjY2XLlyxfD6hBBCpK/M81/FCJnpn6lIf/L+EUII85K/wiJLmT17NgcPHjR3GEIIIV6DJC8iUbt370an0/H48eNXPseUKVOoXLly2gX1gsDAQHQ6HX5+fqk+ZsaMGaxdu9ZkMQmRrKNHoWFD9SiEeC2SvFiIe/fu0bdvXwoWLIidnR3u7u40a9aM/fv3v/a569evz6BBg+Jtq1mzJrdu3SJ79uyvfX5T8PDw4NatW5QtWxZIOdnav38/P//8M3/88Qd2dnbpGKkQzyxfDrt2wc8/mzsSISxeluqwm+aOHoXhw2HaNKhSxaSXatu2LZGRkSxbtowiRYpw584dduzYwYMHD175nJGRkUkO97W1tcXd3f2Vz/2qkovpRXq93qj4atWqZVQrjRBp4soVuH8fdDr49Ve1bdUq6NoVNA1y54ZChcwboxAWSFpeXkc6fZJ6/Pgxe/fuZerUqTRo0IBChQpRtWpVRo0axbvvvmsod/XqVVq3bo2zszMuLi60b9+eO3fuGPaPGzeOihUrsnjxYgoXLoy9vT3dunVjz549zJ49G51Oh06nIzAwMNGWjH379lGnTh0cHBzw8PBg4MCBPH36NMX4Fy5caBjh1b59e4KCggz7unXrRps2bfj666/Jnz8/b775JqAW5lq/fn288+TIkQMfHx8g/m2jwMBAGjRoAICrqys6nY5u3boBatTT5MmTKVy4MA4ODlSoUIHVq1fHO+/p06dp0aIFzs7O5M2bl48//pj79++n+LqESJGnp/pg4+UF9+6pbffuqedVqqj9QgijSfJiJN3Vq3DsGBw/Hv+T1PHjavuVK2l+TWdnZ5ydnVm/fj0RERGJlomNjaV169Y8fPiQPXv24Ovry+XLl+nQoUO8chcvXmTNmjWsXbsWPz8/Zs+eTY0aNfD29ubWrVvcunULDw+PBOe/dOkSzZs3p23btvz777/8+uuv7Nu3j/79+ycb+8WLF/ntt9/4888/2bJlCydOnODTTz+NV2bHjh34+/vj6+vLxo0bjawddQtpzZo1APj7+3Pr1i1mz54NwOTJk1m+fDkLFizgzJkzDB48mI8++og9e/YAKjFs2LAhlSpV4ujRo2zZsoU7d+7Qvn17o+MQIoFffgHrZw3cmhb/0dpa7RdCGE1uGxkpe4UKz5/ETXAX90kqTtwfpzRibW2Nj48P3t7eLFiwgMqVK1OvXj06duxI+fLlAZUAnDp1ioCAAEPysXz5csqUKcM///zDW2+9BajbMsuXL8fNzc1wfltbWxwdHZO9DTN58mQ6d+5s6BtTvHhxvv/+e+rVq8cPP/yQ5Hwn4eHhLF++nDfeeAOAOXPm8PbbbzNjxgzD9ZycnFi8ePErz1ir1+vJmTMnAHny5CFHjhwARERE8M0337B9+3Zq1KgBQJEiRdi3bx8LFy6kXr16zJ07l0qVKvHNN98YzrdkyRI8PDz477//KFGixCvFJAQAnTtDqVLx/z7EOXwYpPO4EK9EWl6M9HThQjQzfJJq27YtN2/eZMOGDTRv3pzdu3dTuXJlw22Uc+fO4eHhEa/VpHTp0uTIkYNz584ZthUqVChe4pJaJ0+exMfHx9AK5OzsTLNmzQyzFielYMGChsQFoEaNGsTGxuLv72/YVq5cOZNMtX/x4kVCQ0Np0qRJvLiXL1/OpUuXDK9r165d8faXLFkSwFBGiDQRNz+QzBMkxGuTlhcjRbVvj1a5MrpnLRnxmPiTlL29PU2aNKFJkyaMHj2anj17MnbsWEP/jtRwcnJ6pWuHhITQu3dvBg4cmGBfwYIFX+mcycWk0+nQXmrBioqKMuq8ISEhAGzatCleAgUYRhyFhITQqlUrpk6dmuD4fPnyGXU9IRKVJw+4u4OHB/ToAT/9BNeuqe1CiFciycvrsLKC2Njnj+msdOnShk6tpUqV4tq1a1y7ds3Q+nL27FkeP35M6dKlkz2Pra1tiis/V65cmbNnz1KsWDGjYrx69So3b94kf/78ABw6dAgrKytDx9ykuLm5cevWLcPzCxcuJLuYZlzLzYuvo3Tp0tjZ2XH16lXq1auX6HGVK1dmzZo1eHp6Ym0tvw7CBAoUgMBAsLVVt5p79YLISJAh+0K8Mmm/fBVxn6S8vGDBAvXo7m6yT1IPHjygYcOG/PLLL/z7778EBATw+++/M23aNFq3bg1A48aNKVeuHJ07d+b48eMcOXKELl26UK9ePaqkMIzb09OTw4cPExgYyP3794lNJBEbMWIEBw4coH///vj5+XHhwgX++OOPFDvs2tvb07VrV06ePMnevXsZOHAg7du3T3GYc8OGDZk7dy4nTpzg6NGj9OnTBxsbmyTLFypUCJ1Ox8aNG7l37x4hISFky5aNYcOGMXjwYJYtW8alS5c4fvw4c+bMYdmyZQD069ePhw8f8uGHH/LPP/9w6dIltm7dSvfu3VNM6IRINTu7533kdDpJXIR4TZK8vIq4T1KHD0Pv3uoxMFBtNwFnZ2eqVavGzJkzqVu3LmXLlmX06NF4e3szd+5cQN1m+eOPP3B1daVu3bo0btyYIkWK8GvciKhkDBs2DL1eT+nSpXFzc+Pq1asJypQvX549e/bw33//UadOHSpVqsSYMWMMLSpJKVasGO+//z4tW7akadOmlC9fnvnz56cY04wZM/Dw8KBOnTp06tSJYcOGJbuY5htvvMH48eMZOXIkefPmNSRVEydOZPTo0UyePJlSpUrRvHlzNm3aROHChQHInz8/+/fvJyYmhqZNm1KuXDkGDRpEjhw5ZA0jIYTIoHTayx0LLFxwcDDZs2cnKCgIFxeXePvCw8MJCAgwzHFirNjYWIKDg3FxcZF/bCnIzHX1uu+jxERFRbF582ZatmyZbAuTkLoyltSXcaS+Ui+t6yq5/98vy1z/VYQQQgiR6UnyIoQQQgiLIsmLEEIIISyKjA0VQoiMIihILTFy/To8eABPn0JEhBpmbW8Pbm6QLx8ULgzPZpUWIiuS5EUIIcwhMhIOHYK9e+HAAfj3X5W0pFbevFC+PNSqBXXrqkcTzFQtREYkyYsQQqSXsDDYsAHWroW//oInTxKWyZ1bTbvg5gZOTmpOmMhIdezdu3DzJty+DXfugK+v+gLIlg1atIAOHeCddySREZmaJC9CCGFqfn4wbx789hsEBz/fnicP1KsHdeqopUXKloXs2VM+35MncO4cHD2qkqFdu9S2335TX7lyQZcuMHAgvLQ0hhCZgSQvQghhCpoGmzbB1Kmwb9/z7Z6e8OGH0KYNVKnyags1ZssGVauqr/PnYetWaN8eChVSi8PeugUzZ8Ls2ejfe49sdeum1asSIkMw6Wijv//+m1atWpE/f350Op1hHZ7kxK2WbGdnR7FixQyrJovM6dGjR4wfPz7eOkZCWLS4pMXLC1q1UomLtTV07Ai7d8OlS/DNNyrxeNUJHK9cgWPH4PhxiJtFe/dudY1162DJEmjSBGJjsVqzhgaDBqH/+GNIZgV4ISyJSZOXp0+fUqFCBebNm5eq8gEBAbz99ts0aNAAPz8/Bg0aRM+ePdm6daspwxSJ2L17NzqdjsePH5vsGpqm0bVrV8LCwoxewfnFZDgwMBCdToefn1/aBymEMc6ehebNVZ+TEydUn5Xhw1Wy8b//qVtEaTHjtKenarXx8oJ799S2e/fU8+rV4ZNPYNs2OHmS2PffR6dpWP36K5QqBaNHq1FMQlgwkyYvLVq0YNKkSbz33nupKr9gwQIKFy7MjBkzKFWqFP379+eDDz5g5syZpgzTIty7d4++fftSsGBB7OzscHd3p1mzZuzfv/+1z12/fn0GDRoUb1vNmjW5desW2VNz//0Vffvtt7i4uDB58mSTXUOIdPHgAQwYoEb/bNumOsvGJS1Tp0IKa4AZ7ZdfVGsOqJaeFx+trdV+gPLliVm1it3ffUdsgwZq2PWkSapvzY4daRuTEOkoQ/V5OXjwII0bN463rVmzZgn+sb4oIiKCiIgIw/PgZ53hoqKiiIqKilc2KioKTdOIjY1NdOXklMQtAxV3jvTUtm1bIiMjWbp0KUWKFOHOnTvs3LmTe/fuvXIskZGR2D4bkfDya7K2tiZPnjxomsarLH+VWF29eD1QC0LGlXmVa8T9HOPO/6o/11e5rqZpREVFodfr0+Scce/Vl9+zIqEMVVeahm7VKvSDB6N7+BCA2NatiZkyBYoWVWWSiPPBAzhzRselS3D5so67d3Xcu/d8ahdNUwONHBxU/9s8eTQKFoSiRTVKVW+Px77i2FavluC8Ufv3Q6VKhutGRUURVKQI4X/+ie2mTeg//xxdYCA0bkxsjx7EfPstODubpHosUYZ6f2VwaV1XxpwnQyUvt2/fJm/evPG25c2bl+DgYMLCwnBwcEhwzOTJkxk/fnyC7du2bUuwCrG1tTXu7u6EhIQQGRn5ynE+SWx4owkFBQWxd+9eNm7ciJeXFwCurq6ULFkSeJ6wXbt2jREjRvD3339jZWVFo0aNmDp1Knny5AFgypQpbNq0CW9vb2bMmMG1a9fo2LEje/bsYc+ePXz//fcAnDx5kqtXr9KqVSsCAwMNrS8HDx5kwoQJ+Pn5kTNnTt555x3GjBmDk5NTonEndr2HDx8SFBTE6NGj2bx5M5GRkVSsWJGvv/6acuXKGY7dvHkzU6dOxd/fH3d3dz788EOGDh2KtfXzt2xYWBjBwcGEhIQA6jZlXF2cPXuWMWPGcOjQIRwdHWnQoAHffPMNuXLleu2fR2RkJGFhYfz9999ER0e/9vle5Bs37FWkyNx1ZRscTPkFC3jjwAEAggoV4nSPHtwvXx78/dXXM5oGN2868++/uTl9Ojf//efKvXtJr5KeGi6O5ajBX9TlbxqykyocxZoY9u/bR1Aifch8t28HOzusp06l1M8/U2TzZqx++onQv/7i6JAhBBUr9lrxZDbmfn9ZkrSqq9DQ0FSXzVDJy6sYNWoUQ4YMMTwPDg7Gw8ODpk2bJrqq9LVr13B2djasBqxpkNr60jSNJ0+ekC1bNnQ63WvH7ugIqTmNo6Mjzs7O+Pr60rBhQ+zs7BKUiY2NpUuXLjg7O7Nr1y6io6MZMGAAvXr1YufOnQDY2dkREBDA5s2bWbt2LXq9nkKFChEYGEiZMmUMSaCbmxv3798HIFu2bLi4uHDp0iXatWvHxIkT8fHx4d69ewwcOJAvv/ySJUuWJIgnriXl5eu5uLjwwQcf4ODgwObNm8mePTuLFi3ivffe4/z58+TMmZO9e/fSt29fZs2aRZ06dbh06RJ9+vTBzs6OMWPGGK7h4OCAi4sLzs8+NTo5OeHi4sLjx49p06YNPXr04PvvvycsLIyRI0fi7e3N9u3bjfshJSI8PBwHBwfq1q2bpqtK+/r60qRJE1nJNgUZoa50cS0Yd+6gWVsT+8UXOI4YQdUX4tE0OH5cx2+/6fjzTysuXkz4y+7pqVG8uEaRIhr58qmpXZydNezt1d+GiAj19+n+fR137kBAgI6LF3VcuADBoQ5spTlbaQ5AbutHvG29jfey16NJk1zEhZJofbVtS/Tff6Pv1g3n69epN2oUsdOnE9unT7w/Srpjx7AaNYrYyZPRnn1wyuwywvvLUqR1XQW/OI1ASrR0Amjr1q1LtkydOnW0zz77LN62JUuWaC4uLqm+TlBQkAZoQUFBCfaFhYVpZ8+e1cLCwgzbQkI0Tf2ZSf+vkJBUvyxt9erVmqurq2Zvb6/VrFlTGzVqlHby5EnD/m3btml6vV67evWqYduZM2c0QDty5IimaZo2duxYzcbGRrt79268c9erVy9Bve/atUsDtEePHmmapmk9evTQevXqFa/M3r17NSsrq3j1GScmJkYbMWJEguvt3btXc3Fx0cLDw+OVL1q0qLZw4UJN0zStUaNG2jfffBNv/88//6zly5fP8PzF91NAQIAGaCdOnNA0TdMmTpyoNW3aNN7x165d0wDN398/QazGSux99LoiIyO19evXa5GRkWl2zszKrHUVHq5pffo8/yUuXVrTjh6NV+TxY02bPl3TSpaM//tuY6NpDRpo2oQJmrZzp6Y9+9V6JWFhmvbPP5r2/XeR2vvvx2o5csS/lpubpg0apGnnz6dQXw8eaFrbts8P/PhjTXv69Pn+AQPU9oEDXz1YCyO/i6mX1nWV3P/vl2WohRlr1KjBjpc6kfn6+lKjRg0zRZRxtG3blps3b7JhwwaaN29uGFIeN5T83LlzeHh44OHhYTimdOnS5MiRg3Pnzhm2FSpUCDc3N6Ovf/LkSXx8fHB2djZ8NWvWjNjYWAKSGX758vVOnjxJSEgIuXLlineugIAALl26ZCgzYcKEePu9vb25detWqpoVT548ya5du+IdH3eLLe4aQhjt2jU1mdyCBap1YuhQNVz5WYvEpUvw2Wdqctxhw9T0K/b2asLb33+H+/dh50412KdBA8iR49VDsbdXg40GDLZhzRodd++qcw8YoOa9u3cPZs2CkiWhRQs9p07lNvTnjSdnThXcjBmg18PPP6tlBrZvjz8Me9Uq9fzYMdUJWQgzM+lto5CQEC5evGh4HhAQYOgvUbBgQUaNGsWNGzdYvnw5AH369GHu3LkMHz6cTz75hJ07d/Lbb7+xadMmk8Xo6AjPukykKDY2luDgYFxcXLBKg+GOjkbe8ra3t6dJkyY0adKE0aNH07NnT8aOHUu3bt1SfY6k+qekJCQkhN69ezNw4MAE+woWLJjq64WEhJAvXz52796doGyOZ3/NQ0JCGD9+PO+//36CMqm5TRMSEkKrVq2YOnVqgn3GDskWAlAz2HbooLKCnDlh5Upo1gyAU6dg7FhYv/75gJ8yZVQi06EDvHT32iRsbFRC1KABfPedGvC0cCFs3Ag7dlixY0cttmyJZexYaNz4pdvVOh0MGaI6+X7wgZoNuEmT5/vg+TDsOK/QwV6ItGTS5OXo0aM0aNDA8Dyub0rXrl3x8fHh1q1bXL161bC/cOHCbNq0icGDBzN79mwKFCjA4sWLafbsj4Qp6HRqKobUiI2FmBhVPi2manhdpUuXNsx1UqpUKa5du8a1a9cMrS9nz57l8ePHlC5dOtnz2NraEhMTk2yZypUrc/bsWYq9Zqe+ypUrc/v2baytrfH09EyyjL+//ytfq3LlyqxZswZPT894HXyFMJqmqVaJESPUH4CKFdW6RIULc/06jBkDPj7P/5e3bAmDBiWSIKQja2sVR8uWqpFk2rQYfvwR9u/X07Qp1KihRks3bPjSgQ0aqAUi69R5PndMYsOwZeJQkQGY9C97/fr1kx0Cm9jsufXr1+fEiRMmjMryPHjwgHbt2vHJJ59Qvnx5smXLxtGjR5k2bRqtW7cGoHHjxpQrV47OnTsza9YsoqOj+fTTT6lXrx5VqlRJ9vyenp4cPnyYwMBAnJ2dyZkzZ4IyI0aMoHr16vTv35+ePXvi5OTE2bNn8fX1Ze7cual+LY0bN6ZGjRq0adOGadOmUaJECW7evMmmTZt47733qFKlCmPGjOGdd96hYMGCfPDBB1hZWXHy5ElOnz7NpEmTUrxGv379+PHHH/nwww8ZPnw4OXPm5OLFi6xatYrFixen2fBmkclFRUHv3rB0qXretSv88ANBkQ5M/ULNvh8erna1awfjx6s54DKSQoVg1qxYvLx24ufXmB9/1HPwIDRqpFYTmDFD3eYyePNNtbp1w4Zq7aSXHT6s1mASwswyQPuBSImzszPVqlVj5syZ1K1bl7JlyzJ69Gi8vb0NiYNOp+OPP/7A1dWVunXr0rhxY4oUKcKvcfeskzFs2DD0ej2lS5fGzc0tXmtYnPLly7Nnzx7+++8/6tSpQ6VKlRgzZgz5jZx8S6fTsXnzZurWrUv37t0pUaIEHTt25MqVK4Zh8s2aNWPjxo1s27aNt956i+rVqzNz5kwKFSqUqmvkz5+f/fv3ExMTQ9OmTSlXrhyDBg0iR44caXK7T2QBT56oqf2XLlXNrHPnwtKlrN/qQKlSMHmySlzq1IFDh9RaiBktcXlRrlzhzJgRS0AA9OunXtJvv6k+MVOnqkWrDdzdYdGi+CcwVzOSEElJky7CGYixo42MERMToz169EiLiYl53TAzvcxcVzLayLxMXlc3b2papUpqlI2jo6b9+ad2+7amtWv3fFBO8eKa9scfmhYba5oQ0lJi9XXihKbVqvX89ZQsqWkHDrxw0LVrmpY3r6blzv28UI4cansmJ7+LqSejjYQQIiM4d06tDXTiBLi5oe3azfKH71CqlBqUo9fDqFHqzsq771pug0TFirB3LyxbpkYnnT8PtWurPjxRUah7SVeuwO3b0L27OujJEzh40JxhC2EgyYsQQoAaCly7Nly9CsWL82TbQTrOeIuuXeHRI/UP/59/1ILQaTQ3oVnpdNCli5oIuHNn1R954kQ1UtrfH7U2gV4PixdDt25qtMKHH8Lq1eYOXQhJXoQQgsOHVSfVhw/hrbc4+cMBKn1QlN9+UwNsvv4ajhxRo4kzmxw51DqOq1ap7//5R73ORYueDTKyslIJTJcuKoHp2BHWrTNz1CKrk+RFCJG17dunxjYHBaHVqsWi9tup2jI3ly6p0Tp798IXX0Bmnym+Qwc1Z02jRhAWpgZa9ez5bESVXg9LlsDHHz9vgfn7b3OHLLIwSV6EEFnXzp1qsrmQEGLqNqBb3i30/tyFyEho3Vp1fale3dxBpp8CBdQEd1OmqAaXJUugbl01uTB6vRp91aaNWnSpdWs4c8bcIYssSpIXIUTWtGMHvP02hIYSXr8Z9UI2sXytMzY2ag6XdevA1dXcQaY/Kys1J9+WLWoy4X/+UUsR/P03KoFZuVJ1jHn8GJo3h+vXzR2yyIIkeRFCZD379qnhQuHhBNV5h7IX1rP/uAO5cqmcZtAgyx1JlFaaNIGjR6FCBbh7V3UJWrwYcHCADRvUxDbXr0OLFiqRESIdSfIihMhajh41tLjcqdQcz6OruXTDnlKlVL/dOnXMHWDGUbiwWjGgUyfV1cXbG8aNA801p2qayZ8fTp9Wt5AiIswdrshCJHkRQmQdp0+rPi7BwdwoVo8iJ9bwOMyOpk3VFCZFi5o7wIzH0VGNRho9Wj0fP1515I3KVxD++kutPPn33/Dpp7Jgo0g3kryIZJ06dYpp06aluHBjRjB79mwOyiRaIin//adGFT18yPUC1Sh58U9CceTTT2HTJsie3dwBZlw6HUyYAAsWPO/I27o1hBQpr2bvi9s4Z465QxVZhCQvwmD37t3odDoev3D/ukyZMhw8eJDRcR+7XuLp6cmsWbPSJ8BkzJgxg7Vr11I5hUXjXn6NPj4+5MiRw/QBCvO6cUN14rhzhxu5K1Du+l+EkI0JE9SyRbL4eOr07g3r16tuL3/99WxqnCpNYfp0VWDIENi+3awxiqxBkhcL0a1bN3Q6HX369Emwr1+/fuh0Orp165bm17WysmLlypXs3buXTZs2pfn508L+/fv5+eef+eOPP7CzszPq2A4dOvDff/8Zno8bN46KFSumcYTCrIKCVKfSq1e55VKCSve38RhXvv9e3QrJ6h1zjdWqFezaBblyqZFIjRrB/Y8GqVW3Y2LUctUXL5o7TJHJSfJiQTw8PFi1ahVhYWGGbeHh4axcuZKCBQua7LoODg7s3buXt99+22TXMIamaURHRxue16pVCz8/v1dqQXFwcCBPnjxpGJ3IUCIi1Lwkp07xyM6dGsFbeajPw/LlMGCAuYOzXNWqwe7dkDcv+PlBg4Y67oxfoHY8eqTuKQUHmztMkYlJ8mJBKleujIeHB2vXrjVsW7t2LQULFqTSS/OWR0REMHDgQPLkyYO9vT21a9fmn3/+iVdm8+bNlChRAgcHBxo0aEBgYGCCa+7bt486derg4OBAgQIF6NevH0+ePEkyxsePH9OzZ0/y5s1LwYIFady4MSdPnkyyfGBgIDqdjlWrVlGzZk3s7e0pW7Yse/bsMZSJu9Xz119/4eXlhZ2dHfv27SM2NpbJkydTuHBhHBwcqFChAqtfWnclpdf44m0jHx8fxo8fz8mTJ9HpdOh0Onx8fJKMXWRwsbGqNWD3bkKts9Eg4i9u23myZo2aKFa8nrJlVQKTL5/qB12/uT23f1inRiCdPauWE5AOvMJEJHnRNHj61Dxfr/CL/cknn7B06VLD8yVLltA9btXXFwwfPpw1a9awbNkyjh8/TrFixWjWrBkPHz4E4Nq1a7z//vu0atUKPz8/evbsyciRI+Od49KlS7Ro0YJ27dpx6tQpfv/9d44cOULv3r2TjK9du3bcvXuXTZs2sWvXLipVqkSjRo0M103K559/ztChQzlx4gQ1atSgVatWPHjwIF6ZkSNHMmXKFM6dO0f58uWZPHkyy5cvZ8GCBZw5c4bBgwfz0UcfGRKf1LzGF3Xo0IGhQ4dSpkwZbt26xa1bt+jQoUOycYsMbNgw+PVXoq1seDd6LedsK7J+vWoUSNLRo6ojx9Gj6RWlRStZUg008vBQK1PXaZ+POwvXg60t/PEHfPeduUMUmZWWyQQFBWmAFhQUlGBfWFiYdvbsWS0sLOz5xpAQTVNpRPp/hYSk+nV17dpVa926tXb37l3Nzs5OCwwM1AIDAzV7e3vt3r17WuvWrbWuXbs+e0khmo2NjbZixQrD8ZGRkVr+/Pm1adOmaZqmaaNGjdJKly4d7xojRozQAO3Ro0eapmlajx49tL59+8Yrs3//fk2n02khz2IvVKiQNnPmTE3TNG3v3r2ai4uLFh4ersXExGiPHj3SYmJitKJFi2oLFy5M9HUFBARogDZlyhTDtqioKK1AgQLa1KlTNU3TtF27dmmAtn79ekOZ8PBwzdHRUTtw4EC88/Xo0UP78MMPU/0aly5dqmXPnt2wf+zYsVqFChUSjTVOou+j1xQZGamtX79ei4yMTLNzZlapqqtZswy/Z534RbOx0bSNG1Nx8gED1HEDB6ZZvOaWHu+ty5c1zdNTVd2bb2pa8NT56oler2n79pnsuqYgv4upl9Z1ldz/75dJH3sL4+bmxttvv42Pjw+apvH222+TO3fueGUuXbpEVFQUtWrVMmyzsbGhatWqnDt3DoBz585RrVq1eMfVqFEj3vOTJ09y9OhRfvjhhwRxBAQEULZs2QTlQ0JCyJUrV7ztYWFhXLp0KdnX9eK1ra2tqVKliiHWOFWqVDF8f/HiRUJDQ2nSpEm8MpGRkYZbaKl5jSIT2rgRbfBgdMBwpvKbdWfWrFbz0iXqyhW4f1/13P31V7Vt1Sp1y0nTIHdutUKjSFLhwrBnD9SuDf7+UGdFH4603Yvtmv+pFR9PnAA3N3OHKTIRSV4cHSEkJFVFY2NjCQ4OxsXFBSurNLjj5uj4Sod98skn9O/fH4B58+a9fhxJCAkJYcyYMYwfPz7V5fPly8fu3buJjY0lJCQEZ2dnrKys0mQ4spOTU7xrAWzatIk33ngjXjljRxyJTOTff9E+/BCdpvEjPfnO6nN+/02tBJAkT8/n38cNPbp3D7y8nm+XvhspKlhQLa1Qpw6c/FdHC7uF+BY/jtUFf+jcWY2t1uvNHabIJKTPi04HTk7m+XrFMZrNmzcnMjKSqKgomjVrlmB/0aJFsbW1Zf/+/YZtUVFR/PPPP5QuXRqAUqVKceTIkXjHHTp0KN7zypUrs3PnzlTHVblyZW7fvo21tTXFihWjSJEiFCtWjGLFiiVoHXrZi9eOjo7m2LFjlCpVKsnypUuXxs7OjqtXrxquEffl4eGR6tf4MltbW4uYkE8k4vZteOcddCEh7KAh/ZjPyv/peO+9FI775ZfnE73EJSlxj9bWar9IleLF1arUrq6w859seLuuRnNwAF9f+Pprc4cnMhFJXiyQXq/n3LlznD17Fn0in2ScnJzo27cvn3/+OVu2bOHs2bN4e3sTGhpKjx49AOjTpw8XLlzg888/x9/fn5UrVyYYWTNixAiOHTtGr169OHHiBBcuXGD9+vV4e3snGlfjxo2pUaMGbdq0Ydu2bVy9epUDBw7w5ZdfcjSFDpDz5s1j3bp1nD9/nn79+vHo0SM++eSTJMtny5aNYcOGMXjwYJYtW8alS5c4fvw4c+bMYdmyZal+jS/z9PQkICAAPz8/7t+/T4Ss12IZwsJUT9xr1/CnBB+wmjkLbGjfPhXHdu6sFjVKzOHDar9ItfLl1bJHzs6w5EhZZr/57LbzuHFqghgh0oAkLxbKxcUFFxeXJPdPmTKFtm3b8vHHH1O5cmUuXrzI1q1bcXV1BaBgwYKsWbOG9evXU6FCBRYsWMA333wT7xzly5dnz549BAYGUrduXSpVqsTYsWMpXLhwotfU6XRs3ryZunXr0qNHD6pUqUKnTp24cuUKefPmTfb1TJkyhSlTplChQgX27dvHhg0bUmytmThxIqNHj2by5MmUKlWK5s2bs2nTJkN8qXmNL2vbti3NmzenQYMGuLm58b///S/Z8iID0DTo3h2OHOEBOXmHjQyd6Eoyg+KSFnc7OC1uC2dhVavCxo1gbw+D/bqyr8Qn6uf08cfw0ihCIV5JmnQRzkCMHm1khBdH0Ijkpbau4kYbnThxIn0CSwMy2si8EtTV5MmaBloENlpddmsDBmhabKyRJ712TdPc3TXtrbc0bcEC9ejurrZbOHO+t9at0zSdTtOceKLdz11CjUB6/331A/rnH01r0EA9ZiDyu5h65hxtJB8vhBCWa8sWtC++AGAAc8jfsR6zZr1Cd7ICBSAwUN0m6t1bPQYGqu3ilbVpo9ZqfIozTe+vJEZvA2vXwk8/wfLl6jbSzz+bO0xhgSR5EUJYpkuXiO2oRhYtwptLjXqzbNlr3PGxs3ue9eh06rl4bf36wYgRcBwvvtQmqo0DBsCKFer7Vavg+HE4dkwNWxciFWSotDArT09PNBmGKoygO3aMml98gVVYBFZBjzlIdeaXnMPu1WpiV5HxfPMNXLsG01Z+TnM2Uz/8bwgPVztlWLp4BdLyIoSwKLqffybX2bPoAy5xC3d651rD+r/sSIOphISJWFnBkiVQv/RdOrOSR+R4vlOGpYtXkCWTF/mkL16HvH/M4MoVdVvh+HGsli3DCojEhs42v/HjjCA8dXK7IaOzs4O1+93JVigX3VHrs8X7TZJh6cIIWSp5sbGxASA0NNTMkQhLFvf+iXs/iXTg6QlVqoCXF9pTVf8D+Z5Po2ZTrVvp+LPkigwrRw74c9Yl/qYuS+iOjpcSGCFSKUv1edHr9eTIkYO7d+8C4OjoiM6IYQmxsbFERkYSHh6eNssDZGKZsa40TSM0NJS7d++SI0eORCcIFCbyyy/QtStRMTpsiOZHeuJJAB+wRt1uSGHyQZFxFK+SndWuvfjg0UIas52CXFNLpeTJY+7QhAXJUskLgLu7O4AhgTGGpmmEhYXh4OBgVNKTFWXmusqRI4fhfSTSyfvvEzl6IrYB/hyiGvupyVKezcB8+DBUrmze+ETqFShAw1sr+PonWz7pt4TtNIHQUDh/Xoami1TLcsmLTqcjX7585MmTh6ioKKOOjYqK4u+//6Zu3bpyyyAFmbWubGxspMXFDKI+/QzbAH/u4sY4xrKO91Uv0NhYc4cmXoWdHX0/hTNnGzN/Xl8+5QciP/4E2/OnIHt2c0cnLECWS17i6PV6o/8J6fV6oqOjsbe3z1T/kE1B6kqkFW35z9j4/EgsOvrp5rOw7Fz8a3en/JEj6G7ckNsNFmzWLGhzehrN9myl6O3LRPQfgt3PP5k7LGEB0qUzwrx58/D09MTe3p5q1aolWOn3RT4+Puh0unhf9vb26RGmECKjOXuWqJ59AJhkNZbPtr9L/qPruNKsGTEHDsgsuBbO2hp8VjszMq8Pseiw+2UJsRs2mjssYQFMnrz8+uuvDBkyhLFjx3L8+HEqVKhAs2bNku1z4uLiwq1btwxfV2TWRSGynqdPCWnxAbZRofjSmHzzvqJ2Q1uZBTeTyZ0bRm2uwxz9YACedvaWxRtFikyevHz33Xd4e3vTvXt3SpcuzYIFC3B0dGTJkiVJHqPT6XB3dzd8pbQisRAik9E0nnbpi/PVc9wkH1s+WoF3H+lrlFlVrgy5fpjEOUqSLeQ2N94fYO6QRAZn0j4vkZGRHDt2jFGjRhm2WVlZ0bhxYw4ePJjkcSEhIRQqVIjY2FgqV67MN998Q5kyZRItGxERQUREhOF5cHAwoDqMGtshNyVx50vr82ZGUlfGkfqKL/bHpTit/Zlo9Iwp/j9mzndNUEdSV6ljKfXVoZs1321ZQom1tXnj7/9xbea7uPdvm+5xWEp9ZQRpXVfGnEenmXC60Js3b/LGG29w4MABatSoYdg+fPhw9uzZw+HDhxMcc/DgQS5cuED58uUJCgpi+vTp/P3335w5c4YCidzbHjduHOPHj0+wfeXKlTg6OqbtCxJCmJxLQAA1h47ELjaCMTaTKDC3KnnzysSSWUFUlI4HfXbT+8FM7lu5sW/RTHS5nc0dlkgnoaGhdOrUiaCgIFxcXJItm+GSl5dFRUVRqlQpPvzwQyZOnJhgf2ItLx4eHty/fz/FF2+sqKgofH19adKkiYygSYHUlXGkvp4JDiasbA1cbl9gEy2J+H0drVrHnydI6so4llZftwIjCCtVlTdjznGg2Me8dTZ9Rx9ZWn2ZU1rXVXBwMLlz505V8mLS20a5c+dGr9dz586deNvv3LmT6km+bGxsqFSpEhcvXkx0v52dHXaJdNqzsbEx2RvPlOfObKSujJOl60vTCO7SH5fbF7iKB8cGLmfMB0kvE52l6+oVWEp9FSxuwz/f/UTsZ7WoefFndn7ZiYbTmqd7HJZSXxlBWtWVMecwaYddW1tbvLy82LFjh2FbbGwsO3bsiNcSk5yYmBhOnTpFvnz5TBWmECIDiFjog8vmVUSjZ0rFX/liRi5zhyTM5K2BNThcbSAAxab35r9jT8wckchoTD7aaMiQIfz4448sW7aMc+fO0bdvX54+fUr37t0B6NKlS7wOvRMmTGDbtm1cvnyZ48eP89FHH3HlyhV69uxp6lCFEGainfeHAf0BmOY8kTF/1cA6y06hKQCqbp3ELXtPCmpXOdr0C2Q9XfEik/956NChA/fu3WPMmDHcvn2bihUrsmXLFsPw56tXr8ZbuO/Ro0d4e3tz+/ZtXF1d8fLy4sCBA5QuXdrUoQohzCEiggdNO5I7OpTtNKLWhhHI0lFCn90ZO59F0LEpHR/OY1r7DozcWNvcYYkMIl0+2/Tv35/+/fsnum/37t3xns+cOZOZM2emQ1RCiIzgfs8R5L7mxz1y4//Fcvo1yByrkIvXl7NDE24u7U7+rUtps6knK37yo3MPmXFdpNPyAEIIkZiINRvJ/ctsAOZ6+dB3Yn4zRyQymvz/m8ETZ3dK4s+NPhM5d87cEYmMQJIXIYR53LxJ5Eeq79six0H02/w2VvIXSbzM1RXHpfMAGBI9la/e8ZP+L0KSFyGEGcTEcLf5x2QLv88JKlL09ymyOLRIkv6D9wl/uy3WxPDl5U8Y+lm0uUMSZibJixAi3T3+Yhp5Tu0kBCd29FxFo5aywKJInv3iuURlc6UyJ3BZPIN168wdkTAnSV6EEOkqet8hnKeNBuC7wnP5bP6bZo5IWAR3d2y+/w6AcYzj6+4XuXHDzDEJs5HkRQiRfp48Ifjdj7AmhtXWHem8rSsyialIta5diW3QCAfCmRbUiy4fa8TGmjsoYQ6SvAgh0s3tDweT89ElrlAQbf4PFC2mS/kgIeLodFj9uJBYewcasotCu5Yyfbq5gxLmIMmLECJdPFm+DvdNPxGLjpXNltPOO4e5QxKWqGhRrCaMB2A6w/j+i9scPWrmmES6k+RFCGFy2o2b4K2W+PjRdQT9f69n5oiERRs8GK1SJXLyiBkxn9GpE4SEmDsokZ4keRFCmFZsLLdbdCdb5ENOUIkqm8aTLZu5gxIWzdoa3eLFaHo9HfiNkhc2MGiQuYMS6UmSFyGESQV9PZd8p7YRhj0H+6/Aq4atuUMSmUHlyuiGDgVgPp/y20/BrF5t5phEupHkRQhhMtrpMziMGw7AbI8ZeH9XyswRiUxl7FgoUoQC3OAbvsDbG65fN3dQIj1I8iKEMI2ICB626IRtbARbrFrw7l99ZVi0SFuOjrBoEQCfMp/Sj/fzySfI8OksQJIXIYRJPB7wFbmu/8s9chM4egmly8iwaGECjRpB9+5YobFY580e3wjml/weGYKUuUnyIoRIc7Hbd+Ly4wwAvivzE73GuJs5IpGpTZ8OefJQSjvHKCYz/EJP/L/fau6ohAlJ8iKESFuPHvH0g65YobHEuhfeG96V1aKFaT15AoMHA/AlX+NJIF3+14LoI8fh2DG4csXMAYq0Zm3uAIQQmYimEdypDy5B1/mP4vDddxQpYu6gRKbn6Wn41oZofOhG9ehDTK42ltFMUjs0zTyxCZOQz0NCiDQTvWwFLlt+Ixo982qsoHt/J3OHJLKCX34B6+efxavyD335gQmM4Zi+qtovMhVJXoQQaePaNaL79gdgmv1YRoy2RdeooXScFKbXuTMcPhxv03SG4c5tPvLYQ9j7nc0UmDAVSV6EEK9P0whu1wP78CAOUY3Ci0aR/6+fYNcu+Plnc0cnshKdGtXmQDg/8QnnA+344gszxyTSnCQvQojXFvX9D7gc9iUUB/5X/Xs6lv4Xfv1V7Vy1Co5Lx0lhYnnygLs7VKkCY8aATkdTttOO35k1C3buNHeAIi1Jh10hxOu5cAHt888B+JovGH2oJboqDwyfgLl3D7y8npeXjpPCFAoUgMBAsLV9/t6bMIHFDgPYHtaYbt1ycuoUZM9u1ihFGpGWFyHEq4uJIfj9rthGhbKDhlQbVJPc1kFqX1ySEvdobS0dJ4Vp2dk9T1y++AJKlcIl7C4Ls33OtWswcKB5wxNpR5IXIcQri5j0LS6nDxKEC5s/WMq7Mxsm6DhpcPiw6lgpRHqws4PFi0Gno92TJTTW7WD5cli71tyBibQgyYsQ4tX8+y/6CWMAmJBzNmMWF4y/P25mOpmhTphLzZrw6acArMreGwdC6dUL7twxc1zitclfFSGE8SIieNLmY6xjo/iDd3n7t67P+xLEdZz08oIFC9Sju7vaLkR6++YbeOMNcj2+xDy38Tx4AL16SdcrSyfJixBZ2dGj0ND4uVjCRo0nW4BadPFIj0U0bPTCootxHScPH4bevdVjYKDaLkR6c3GB+fMB6PZwBm9Zn2DDBhnBb+kkeREiK1u+3Pi5WA4exG7WVADG51vIl9/nTVjmxY6TOp16LoS5vPsutG+PLiaGDXl6oieagQPh2jVzByZelSQvQmQ1V66oOVeOHzd+LpanTwlp2xUrLZZf+IiP1r6Po2P6hC3Ea/n+e3B1xf3mcWYWnEVQEPToIbePLJUkL0JkNZ6eaiIvLy81Bws8n4ulSpV4i9y9LHTgSJxvXeA6b3B58ByqV0+XiIV4fXnzwvTpAPS7O4ZSdpfx9YWFC80cl3glkrwIkdW8uIidEXOxaL7bcVwyF4CJhZcyYnIOEwcqRBrr3h0aNsQqPIwthXoDGsOGwaVL5g5MGEuSFyGymkQWsTNIai6Wx48J7dgdgB+sPuXTdU2kG4uwPDqdamqxt6fgf9uZXHI5T59Ct24QE2Pu4IQxJHkRIitL5VwsT3t+htPD61ygGCGjp1GhQjrEJoQpFCsG48cD8PmtwRR2vMO+fTBrlnnDEsZJl+Rl3rx5eHp6Ym9vT7Vq1Thy5Eiy5X///XdKliyJvb095cqVY/PmzekRphBZhxFzsWhr1+G0ZjkxWDGt9DIGf+VkhoCFSENDhkClSuiDHuFbZhAAX34JZ8+aNyyReiZPXn799VeGDBnC2LFjOX78OBUqVKBZs2bcvXs30fIHDhzgww8/pEePHpw4cYI2bdrQpk0bTp8+bepQhcg6UjsXy927hHftDcB31sMZtramobuMEBbL2hp+/BGsrCj6zyrGeG0iIgK6doWoKHMHJ1LD5MnLd999h7e3N927d6d06dIsWLAAR0dHlixZkmj52bNn07x5cz7//HNKlSrFxIkTqVy5MnPnzjV1qEJkLSnNxaJphHzUG4eQe5ykPI5Tx/Hmm+kfphAm4eWlWmCA0bf64pHjCUePwrRp0pvCEpj0pxQZGcmxY8do3Ljx8wtaWdG4cWMOHjyY6DEHDx6MVx6gWbNmSZZPL1FRMGmSFevXFzVrHEKkl9hlP+Psu55IbJjz1nL6DpIeuiKTGT8eihTB+uY1fKt+CcDXX1tx+XL2FA4U5mbSBuD79+8TExND3rzxZ+DMmzcv58+fT/SY27dvJ1r+9u3biZaPiIggIiLC8Dw4OBiAqKgootKw/W/9eh0TJlhjbV2avn0jqFQpzU6dKcXVfVr+DDKzDFdfV68S02cA9sBk27GMXFmamJioDDEiI8PVVQYn9ZUMGxt08+Zh3aIFJXznMqJuB6b+XYtZsyrTrVsUzs7mDjBjS+v3ljHnsfi715MnT2b8s57jL9q2bRuOaTj1p40NVK1alSNH8tGxYwTTpvliYyNTM6bE19fX3CFYlAxRX7GxVBo5iYIRwRykOg97NuXMmc2cOWPuwOLLEHVlQaS+klapQQMK7trFiEudWeJykqtXs+Pt/R8ff3zO3KFZhLR6b4WGhqa6rEmTl9y5c6PX67nz0vrjd+7cwd3dPdFj3N3djSo/atQohjy7bwmq5cXDw4OmTZvi4uLymq8gvvLlo6hYMYKAgBycOPE248bFqh2aBufOQXi46jdQqBBZPWWPiorC19eXJk2aYGNjY+5wMryMVF+x38/H7r/jhOLAkno+zJtZBJ2uolljelFGqitLIPWVCtWqoVWogOuNK+x6bzJl101h3brifPZZEapXlw+pSUnr91bcnZPUMGnyYmtri5eXFzt27KBNmzYAxMbGsmPHDvr375/oMTVq1GDHjh0MGjTIsM3X15caNWokWt7Ozg67RGbLsrGxSfNfVA8P6NPHj2+/fYupU/W81zySKid/UpMevTgaytEROnWCfv2gYsU0jcHSmOLnkJmZvb7++4/IkaMAGO84jYmr3sTW1nzhJMfsdWVhpL6S4e6uVp7+4ANKb5hOb6/aLDz2Dj16WOPnh6zflYK0em8Zcw6Td6seMmQIP/74I8uWLePcuXP07duXp0+f0r27mq2zS5cujBo1ylD+s88+Y8uWLcyYMYPz588zbtw4jh49mmSyk95q1bpJ+/ax5Iy5i13TujBggEpc7O1VduPqCqGhsHgxVKoEI0bI2DthGaKjCWnbBdvoMLbTiCpLPiWJBk8hMp+2baFjR3QxMUy504/C+cO5cAFe+PckMhCTJy8dOnRg+vTpjBkzhooVK+Ln58eWLVsMnXKvXr3KrVu3DOVr1qzJypUrWbRoERUqVGD16tWsX7+esmXLmjrUVJs75AKH9LUoF36Upw65YM4cuHULrl6FBw9g715o314VnjYN6taFGzfMG7QQKYj6ehrOpw/zmOysa7WUdh1kyKjIYubMQcuThxzXr7Kt9jhALUa9a5d5wxIJpctfp/79+3PlyhUiIiI4fPgw1apVM+zbvXs3Pj4+8cq3a9cOf39/IiIiOH36NC1btkyPMFPFOjSU3B2bUyTmIgF4UjnsAPsq9occOVQBnQ5q14Zff4XVqyF7djh0CBo0UAlOUo4ehYYN1aMQ6e3kSXQTxgEwJvv3TPTxMGs4QphF7tzEPJtTrOjqb5n8/j+AWs/RiO4YIh3IRysj6I4do2G/fugCA8HTk9kdDvIfJejaFUJCEjmgbVs4flx14L1wARo1giRmFmb5cpXe//yzKV+CEAlFRBDy/sdYx0axjjY0X/ExOXOaOyghzENr04Zrdeuii41l+JmuvFkonCtXYOhQc0cmXiTJixF0Eyfi8OgRGsDy5Yxf6I6HB1y+rLq2JKpIEdi5U027fu4ctGypRiUBXLkCx46pBOfXX9W2VavU82PH1H4hTCxi1FicL5/iLm7s+2ghLd/WmTskIczqVM+eaHnzYuV/jm21xqHTqW6MssxexiHJS0riEowdO7D66y+1zcEBnJzIfvEYSyarYd3z50OSQ93jEphcudS5Pv1UDa/29IQqVdQ01ffuqbL37qnnVaqo/UKY0oED2Mz6FoDRbgsZNz/hwoxCZDVRLi7EzJsHQMFV3zKz42EAevaEhw/NGZmII8lLSuISjMaNVcIBEBZmSDAaf+ROv35q8yefQFBQEucpXly1qlhZwdKlsGgR/PILhlXu4s4d92htrfYLYSpPn/K0XVestFiW0YVOv79HtmzmDkqIjEF791346COIjWXA8W6ULxHOrVtqgKkwP0leUvJCghHXmG5oVH+WYEydCkWLwvXr8ML0NAk1bgyTJ6vvBwyAcuXUar6JOXwYOnd+/fiFSEL4gM9xunmRaxTAv+9s6tUzd0RCZDCzZ4O7O1b+59lSdQx6PaxcqcZiCPOS5CUlnTunmGA4OcGyZWqgkY8PbNiQzPk+/xxatVJzv7y4/rqVVfxHIUxp61bsl/4AwFiPpYyekcO88QiREeXMqVrJgXwrprPgo30A9OkDL00EL9KZ/Kc0gvYssdASSTBq1YJhw9T3vXrB/ftJnESnU78MuXKBn5+6leTurm5DLVigHt3dIY/0PRAm8ugRYR9+AsAc3QD6rmmMg4OZYxIio2rVSo2V1jR67OlCzXJPePBA/Z3XZOUAs5HkJTXy5AF3d7RKlfDr2xetUqVEE4wJE6B0aZWRx/WDSZS7O/ygPvUyZw6sW6dacXr3Vo+BgWp0khAmENajPw6PbuJPCR6PmMJbb5k7IiEyuFmzoFAhdIEB/FliKDY2qoVdZrYwH0leUqNAAQgMJObAAa40a0bMgQOJJhj29mq6Fr0efvvt+ejnRLVrp2bhjYmBgQMh9tkijzqdWtxRCBPQfvsdh3UricGKr0ssZ8R4WbRFiBS5uBj6BuRc8yMrOm0C1J/ua9fMHFsWJclLatnZqcQCkk0wvLzgq6/U959+CrdvJ3POWbPUL8U//8CPP6ZpuEIkcOsW4Z/0BWCa/gtGrquWYRddFCLDqVcPBg8G4IMtPWjmdZ+gIOjRQ24fmYMkLybw5ZdqTcaHD8HbO5k3dr58MGmS+n7UqKRn3xXidWkaTzt54/D0AcephNOU0ZQube6ghLAwX38NpUuju3OH33P3wcFew9cXFi40d2BZjyQvJmBjo1oYbW1h40b1fZL69lWZzuPHsnypMJmYRT/htHsTEdgyr+py+g+RJhchjGZvrzq6WFuTbesa1rVbCajBGpcumTm2LEaSFxMpV0514AX47DO14HSirK3h2UyOLF0KJ06kS3wiCwkIIHqgau6eaP81Y38vKyPyhXgVR4+qTKVnTwCabuhHu+rXePpUDUiKiTFzfFmI/AkzoWHDoHp1tRppt27P++QmUKMGdOyo7i8NGSI3UEXaiYnhSduu2EWG8Dd1KL1oMAULmjsoISxU3AK61tZQrRq6oCCW6buTzSmWvXvVnHYifUjyYkJ6vXqvOzqq9/vMmckUnjJFdQLevTuFWe6ESL2ob2eR7cReQnDitxY+fPiR3twhCWFZEltA97ff1Gq8dnY47N/Bllaq9fyLL9T6u8L0JHkxseLF1aAiUG/skyeTKFiokGp1ATULb3R0eoQnMrMzZ+CrLwEYl30m438uYhgwJ4RIpaQW0H3/fYiIAKDG+uF41zlPRAR06SJ/vtODJC/poGdPePddiIxUqw2EhydRcNQoyJ0bLlxIoZevECmIjCS4zcfYxESwiZY0/l9PcuUyd1BCWKDkFtDV66FsWXTh4cx90gW3HFEcPaoa0oVpSfKSDnQ6NY1Lnjzqw/AXXyRRMFu25yOOxo83ZPVCGCvsy0m4XDzBA3Kyr+timreQJhchXkly69sdOQJbtkCOHNj6/cOORt8A6s/3sWPpGGMWJMlLOsmTB5YsUd/PnAnbtydRsG9feOMNNW2jTB4gXsWRI9jOUH9EJ+b7ga/m5TNzQEJkEoktoPvGGzB/PgBl/5jEiEZHiY6GTp3g6VMzxJhFSPKSjt5+W61GCmpB6YcPEynk4ACjR6vvv/5a3v3COKGhBL/XBb0Ww/90H9JpfXucnMwdlBAW7tn6dkkuoNuxI7Rvjy46mq+vdaHYG2H8959hQl5hApK8pLPp06FECbh5UyUyiY6K/uQTKFJEzbj7/ffpHqOwXE8GjMLlpj83yM/Vz+dStaq5IxIiE3i2vl2SC+jqdKr1xd0d/X/n2FnjS0N3gXXrzBl45iXJSzpzcoIVK1T/r99/V33BErCxeT7D3bRp8OhRusYoLFOM706yLVHJ7tQSPzFkUk4zRyREJpLS+na5csFPPwHgsXomCzrsAtSAjRs30jPQrEGSFzOoUgXGjlXf9+sHAQGJFOrYEcqWVcsGTJ+enuEJSxQUREi7bgAstu7DwE3NsbExb0hCZDktW0KvXgB4H+xO3YrBPHyougkkOUmpeCWSvJjJyJFQsyY8eaI6dkVFvVRAr4eJE9X3s2fDnTvpHqOwHPc6DiB70DUuUhTHed9SrJi5IxIii5oxA4oUQXflCn8UHYyjI+zYAd99Z+7AMhdJXszE2lrdPsqeHQ4det4SE0/r1lC1quq0++236R6jsAyhPr/htuVnYrDilybL+dDb2dwhCZF1OTurebp0OnKsWcLabmrG9C++UJP0irQhyYsZeXqqDl2gJjXaseOlAjqdmjAAVGcwaX0RL9GuXSe2txrCNi/HlwxZXVNm0RXC3GrXVjOlA01Xe9O15T2iomT4dFqS5MXM2rUDb2816uijj9QAo3iaNYNq1SAsTFpfRHyxsdxq3g3nyEf8w1tU+3M0Li7mDkoIAahBF2XLort7l4W63uTPp+Hv/3wVGPF6JHnJAGbNgtKl4fbtRFaf1ume31OaPz+R7EZkVXe/mk3+szt4iiPHBv9CtdrSQ1eIDMPODn7+GWxssNu0jm1d1NDSRYvUuo7i9UjykgE4OsKqVWBvD3/99XwhR4PmzVXfF2l9Ec9EHT9FjikjAVhY4ju8vy1h5oiEEAlUrGi49V/mh/5M/vQaoIZPX7xoxrgyAUleMohy5dSyAaBGIsVbF0Ong3Hj1Pfz5knrS1YXHs79Zp2x1SLZYvMOHXb0Qq83d1BCiER9/jlUrw7BwQw/353aNWN58gQ6dJDl616HJC8ZSO/e0LatGjbdsaMaRm3QvDm89Za0vmRVR49Cw4Zw9CiXPvySfPdPcYc8aD/+xBsFpIeuEBmWtTUsXw6Ojljt3MGG5vPIlUuNPBo2zNzBWS5JXjKQuOmkCxZUTYp9+76wfMCLrS/S9yXrWb4cdu3i9pdzKLpeTRjxR6ufaNE1j5kDE0KkqHhxw4dO18kjWD1F3TOaOxfWrDFnYJZLkpcMxtUVVq5Uc9StWAGLF7+ws0UL1foSGiqz7mYFV66o+4fHj8OvvxKBDbptWwBY49qDbjPKmTlAIUSq9e0LjRpBWBj1V3gzfJgamdGjB1y+TLzWVZEySV4yoFq1YNIk9f2AAS/0f3lx5JH0fcn8PD3VWhJeXnD3LqcpS17ucoGivPVoK7YlPM0doRAiteKa1h0dYfduvin8IzVqQFDQs/4vS1fCrl1qhJJIkUmTl4cPH9K5c2dcXFzIkSMHPXr0ICQkJNlj6tevj06ni/fVp08fU4aZIQ0fDq1aqQ5dH3wADx8+29GypfqHFhqqpqEWmdcvv6j75cAhquHFCaKw5g55KWh9O4lVPYUQGVbhwvDNNwDoR37O758fwdUlmqNHYcTSkqrMqlWqtfXYMdX6KhJl0uSlc+fOnDlzBl9fXzZu3Mjff/9Nr2eLViXH29ubW7duGb6mTZtmyjAzJCsrNcN0kSJq5fUuXZ7N//Ji68vcuXDvnjnDFKbUuTMcPswlClOKcwDspj61OQCHD6v9QgjL0r8/1KgBT57wxvvVWBbcBoDZYb1YRxv1N93LS31I9fQ0Z6QZmsmSl3PnzrFlyxYWL15MtWrVqF27NnPmzGHVqlXcvHkz2WMdHR1xd3c3fLlk0WlDXV1VZy57e9i0CSZPfrbj7bfVm1v6vmR6oU9iCCY72QnmFGVowG5zhySEeB16Pfz0E9jaAtDK6i+Gov6Od8OHC1pRVc7aWlpXk2FtqhMfPHiQHDlyUKVKFcO2xo0bY2VlxeHDh3nvvfeSPHbFihX88ssvuLu706pVK0aPHo2jo2OiZSMiIoh4YbB8cHAwAFFRUUQlWKr59cSdL63Pm5wyZeD773X06mXNmDEaXl4xNGqkofvqK6zfew9t3jyiP/sM3NzSLabUMEddWbKk6mtb3zW0wY9gspF7WFesdv2Kdv060a6uiSxFnjXIe8s4Ul/GSZf6KlYMqy+/RD92LJqzM5ODR3KI6uynNu+zlkNUx3b/LqhUKUP/nqd1XRlzHpMlL7dv3yZPnvjDOK2trcmZMye3b99O8rhOnTpRqFAh8ufPz7///suIESPw9/dn7dq1iZafPHky4+MWL3zBtm3bkkx4Xpevr69JzpuUPHmgceOKbN9eiA4dYvjuu93kzgX1ihYlx6VLBA4YwNkuXdI1ptRK77qydC/WV8Cyeww4p4ZX7mg3BKvaJaDWV1hFRxP777/w77/mCjNDkPeWcaS+jGPq+tKVKUPdwoXJERCADfArHajCUU5Tjp4sptfefQTfumXSGNJKWtVVaGhoqsvqNM0wk0iqjBw5kqlTpyZb5ty5c6xdu5Zly5bh7+8fb1+ePHkYP348ffv2TdX1du7cSaNGjbh48SJFixZNsD+xlhcPDw/u37+f5reboqKi8PX1pUmTJtjYpO86MmFhULeuNSdP6qhePZbt22Ow27YR6/ffR3NyIvrCBcidO11jSo4568oSvVxfJ3Y8In8LLwpwHb9KXSlz+Edzh5hhyHvLOFJfxknX+jp+HOsaNdBpGrElSrD37ck0nvku0Vgz/asHDByTsbtMpHVdBQcHkzt3boKCglL8/210y8vQoUPp1q1bsmWKFCmCu7s7d18ayhsdHc3Dhw9xd3dP9fWqVasGkGTyYmdnh52dXYLtNjY2JnvjmfLcSV8T1q5VXV0OHbJi1Cgrvp/dBipXRnf8ODbff/9Cp5iMwxx1ZclsbGx4cN+a++/1pSrXueFUnPK752IldZiAvLeMI/VlnHSpr2rVoE8f+OEHrPR66k15hxmF9Hw2CEZMzsVbTaBuXdOGkBbSqq6MOYfRHXbd3NwoWbJksl+2trbUqFGDx48fc+yFRXp27txJbGysISFJDT8/PwDy5ctnbKiZTpEiaqJVgDlzwGfZCyOP5syB+/fNF5xIE5GRsLzOj7QMX0skNmTf9D+sXJzNHZYQwlS+/lr1WTx3DmbNYsBAHZ06QUwMtG8PN26YO8CMyWSjjUqVKkXz5s3x9vbmyJEj7N+/n/79+9OxY0fy588PwI0bNyhZsiRHjhwB4NKlS0ycOJFjx44RGBjIhg0b6NKlC3Xr1qV8+fKmCtWitGr1PF/p3RsO5m6lOnU9fSrzvmQC33Y/T/9LgwAIGjEZ53pe5g1ICGFarq4QNx3IhAnorl9j0SK1WO+dO9Cmjeo2IOIz6TwvK1asoGTJkjRq1IiWLVtSu3ZtFi1aZNgfFRWFv7+/oZOOra0t27dvp2nTppQsWZKhQ4fStm1b/vzzT1OGaXHGjIH331ef0t97X8f9/uPUjrlzpfXFgu3c7M77v3fGkTDuVWqK2zeDzR2SECI9dOmiplZ/+hSGDMHJCf74A3LlUqsFfPLJC+vcCcCEo40AcubMycqVK5Pc7+npyYv9hT08PNizZ48pQ8oU4iawu3hRDThpPq8VRypUwurkCfjuO8MMjsJy7N+vo/iPv1CeUzx1yoPb5mXqBy2EyPysrNSCu5Urw+rVsG0bhZs2Zc0aaNxYTbpbtix8+aW5A8045K+jhXJ2Vpl57txw7LiOmS4v9H158MC8wQmjXL4Mi9/dRH9tLgCOvy8DIzq1CyEygfLl1WJ2oGbhjYigXj21jB3AV1/BunXmCy+jkeTFgnl6qiTd2hqG7X2X2+4VISREtb4Ii/D4MXg3CWTOk24ARPQbhK5Fc7PGJIQwk/Hj1QeXCxdUSwzQq5fKZQA+/jjLT+9kIMmLhatXT3V1AR19bj9rffn+e2l9sQBRUdDx/Ui+vtwRVx5zt0hJrKZOMndYQghzcXGBSc/+BkyYYPg7PnOmun309Cm88w6ksMJOliDJSybQuzcMGwZ/0Bo/XUVpfbEAmqY+TTXZNYrqHCY6Ww78Rg4xrHcihMiiunVTt5AeP4aJEwHVuv7bb1CiBFy7phKYkBCzRml2krxkElOnQtu2OsZrYwCImS19XzKymTPh9qI/GMqzJNPnJ8JeWk5DCJEF6fXPp72YN0/dQkKNqP7rLzUlzIkTag6Y6GgzxmlmkrxkElZW8PPPcLtqa/yogP7pE55+PdPcYYlErFoF3w8NxIduasOQIWitWpk1JiFEBtK4MbRsqbKT0aMNm4sUgY0bwcFBJTKffpp1h1BL8pKJODjAH39asSDPs74vs7/n6bWH5g1KxLN9O/T4OJJf6YArj9GqVcuQyzoIIcxs8mTQ6eDXX+H4ccPmqlXVByArK/jxR5gyxYwxmpEkL5lMnjwwaFdrTuvL4xT7hD/qzyQy0txRCVB/f957DyZGj6QaR9By5ED366/Sz0UIkVD58vDhh+r7lyZ4efddNS4D4Isv1LxfWY0kL5lQydJW2ExUrS/vXJ5N3w4PiYkxc1BZ3KVL0KIFNAz5gyGo23m6ZcugUCEzRyaEyLAmTFC9dbdsgZcmcO3XDz7/XH3/ySdZbw4YSV4yqTdHtOFJ4fK48ATP9TMZMMAE90aPHoWGDdWjSNLt29CsGTjdvczP+m5q45Ah6uOTEEIkpWhR6NlTfR+3qN0Lpk5ViUtsLHTsqG5LZxWSvGRWVlZk+1aNPPqM2az64WFi7/3Xs3w57NqlegqLRN27p/re3bwUyibb93CJeQzSz0UIkVpffqluLe/Zk6D1RaeDRYugbVu11l2bNnDokHnCTG+SvGRm770H5VXryygmM3EiTJ/+mue8cgWOHVMdOH79VW1btUo9P3ZM7RcAPHwITZrAmTMaKxy8KRX5r+qUtHq19HMRQqROgQKqeQUM8768SK+HFSugaVM1iV2LFnDqVDrHaAaSvGRmVlaGruiD9d9TiEA+//z5FAKvxNMTqlQBLy/VrADq0ctLbff0fN2oM4WgIHWr6ORJ+CLbHN4LW6n+yvz2m/pjJIQQqTVypOr7smMH7N+fYLedHaxdCzVqqLntGjeGM2fSP8z0JMlLZte8OTRsiHVMJBvKfQWo2XhfeQLeX35Rv0TwvBNN3KO1tdqfxT15oj79HD0K72Tfy6SwoWrH9OlqPQchhDBGoUJq5l1ItPUFwMkJNm2CihXh7l1o0CBzt8BI8pLZ6XQwbRoA5U+t4AdvNV/A0KGvmMB07gyHDye+7/BhtT8LCw6Gt9+GgwehVPabrLVuhy46Wg15/Owzc4cnhLBUo0ap1vStW1WTbiJcXVXjTOXKqkG8YcMki1o8SV6yAi8vQ1LR+9LnjP5KtZS8cgITx8oq/mMW9+ABNGoEe/dCrmyRHCn4ATYP7kC5cmo2KZ3O3CEKISxVkSLQrp36PpnOizlzqlFHVarA/fsqgfHzS58Q05P818kqJk0CW1t0O3cyvuZWw4zTQ4eqEXhGDaPOk0ct2+7lBQsWqEd3d7U9i7p1S90ROnoUcueGc80H43zqIGTPrm5GOzmZO0QhhKWLm9hl1Sq1QmMSXF3B11fNxvvwoUpg/vknnWJMJ5K8ZBWenjBgAAC6EcMZPyaGCRPUrgkT1IRHqZ7IrkABCAxUt4l691aPgYFZtiPqlStQt67qIJff9j5+7Sbh9vt8tXPFCihWzLwBCiEyBy8v1ZklOhpmzUq2aI4csG0bVK8Ojx6pw7ZuTZco04UkL1nJl1+qlPzUKXQ/L2f0aJg/X93N+OEH6NQJIiJSeS47u+e3QXQ69TwLOncOateGixehsMt9jkSW541F49TOceNUBxghhEgrca0vixapYY3JyJ5dJTBNmqhh1O+8k3nGVEjykpW4uj5fI+OLLyA4mL59VQukjY0axfvOO2q0jEjZzp1Qo1os169DqcJhHLCqwxvcUk1Y9eqpVWFl3hshRFpq3hxKl4aQkFQtapQtm1qJulMn1WDz8cevOV1GBiHJS1bTvz8UL67mrB8/HoD27dUQOycn1dGrdm35n5uSJUvUPC5BT6yoxT7+DiiA++Pzzwvs2aNuOMu8N0KItKTTqb/jAPPmqbUBUmBrqyZCHzxYPR82TH1vyWveSfKS1djZPV+OdPZsOH0aUM2KO3dC3rzw77/w1luwb58Z48ygYmNVo1WPHupTzIc1Atlu1YzcPExYWOa9EUKYwkcfqSaV//5L9YJGVlZqdOm336rns2aplvZHj0wXpilJ8pIVNW+ulg6IiVEZ/LOhRlWrqh7plSo9nyNgyRIzx5qBPHkCHTo8X5Zo9GhYsd8T++4fJn6AzHsjhDCFbNmeT1o3d65Rhw4bplZ2cXBQi1VXrQpnz6Z9iKYmyUtWNXOmevfu2QP/+59hs4eHmqfkgw8gKkq1MAwerL7Pyk6fVq1Rq1er/kHLlqlRWrqVK+Cnn1ShuA7MMu+NEMLUPv1UPW7cCAEBRh3avj0cOAAFC6rBBtWrw4YNJojRhOSvbFZVqNDzzrtDh6qpYZ9xclKZ+bhx6vmsWaofzOXL6R5lhrB8ufp04u8Pb7wBu3dDly6o+2zdu6tCTk5qViiZ90YIkR5KllSLGGna8w9QRqhYUc1LVbeualVu3VrdEreUD6qSvGRlw4apOUhe6Lwbx8pKTV63dq2aL+DIEXU7KW4h6awgLAx69YKuXdX3TZvCiRNQsyaqKeb999Vvevv26j6bzHsjhEhP3t7q0cfnlXrfurmpLjP9+qnnkydDrVqqNSajk+QlK7Ozgzlz1PezZ6ueui957z01tXStWqpxpmNH6NlTzRmQmR04oD6ZxM3qP24cbN6sftm5eVMNgw4Kgjp11D0kBweZ90YIkb5at4ZcueDGjVeegc7GRnWb+e039UH1n3/U376lS42ceT2dSfKS1TVvrloQYmKeD6F5SaFC6lbJV1+p/8s//QRly2au2RrjhIWpBqnatVVH/nz51OscOxb0elQG17Klmpr7zTdh/Xqwtzd32EKIrMjOTo08gtceXdGunfr8Wq+e+nD6ySdq261baRCnCUjyIlTrS/bs6gbozJmJFrG2Viux79ihOnkFBqq8p3Nntfx6ZrB/v/rEMWOG+sTRpYua8r9Jk2cFIiNVT+aTJ9WY8r/+UqugCSGEuXzyiXrcsEHdvn4NHh7qb/w336i/+WvWqK41c+dmvDlhJHkRkD//8+Wlx4xRTQ5JaNBA/UMfPFj1i1m5Ur25f/op4725U+vqVZWExbW25M8Pf/6p7ga5uj4rFB2tCvn6gqOj6uFfuLBZ4xZCCMqXV4MFoqLUTHSvSa+HUaNUP8e33lKNzQMGQLVq6vNtRiHJi1C6d1dNDOHhqodqIreP4jg7q1wnrhPvo0eqH0yFCvDHHxn7PumLnjxRA67efFMlYTqdunN2+rSavMkgNlb13F29Wk1VuX69+mMhhBAZQVzrSxpOilmpEhw8qNa/y54djh1Toy579IDr19PsMq9Mkheh6HSweDG4uMChQzBlSoqHeHmpBGbGDNXR68wZaNNGjcbZs0dn8pBf1ZMn6u5Y8eKqeTQ8HOrXV7+cixe/0NoCKhMbOlT1XrOyUgtBGe4jCSFEBtC+vbrPc+KEWi02jej10LcvnD+vGp41TXWtKV4chg+H0NA0u5TRJHkRzxUsqNbKADV0OhVthNbWMGSImgNm1Ch1R+XQIWjSxJpRo2rz+++6DDNvwO3bah6DggVVzHfuqJHi69erKVsqVUrkoIkTny89v2SJGn4lhBAZSa5cqhMixJt0NK24u6tGnQMH1ADL8HDVym5rm+aXSjWTJS9ff/01NWvWxNHRkRw5cqTqGE3TGDNmDPny5cPBwYHGjRtz4cIFU4UoEtO5s+piHh2tliFN5RLTrq6qFePSJTVngLW1xrlzuejc2ZpChdRstLdvmzj2RGia+oXr0UONmpo8GR4/hhIl1IryZ86o0Ya6xBqKpk9Xw4xADSXv2jU9QxdCiNTr1Ek9rlxpsnv3NWqoSdk3blSfc62tTXKZVDFZ8hIZGUm7du3o27dvqo+ZNm0a33//PQsWLODw4cM4OTnRrFkzwsPDTRWmeJlOp2aJLVAALlxQk64Z8Yvg7q56pl+8GE2HDudxd9e4dUvlAAUKqJWYlywx7QglTVOtp199pToT16qlrhkZqX751q1TLave3sl8cpgyBT7/XH0/fjwMHGi6gIUQ4nW9+65q+r50SU3WYiI6Hbz9tprc15xMlryMHz+ewYMHU65cuVSV1zSNWbNm8dVXX9G6dWvKly/P8uXLuXnzJuvXrzdVmJnf0aNqhUVjuonnzKmm0tXrVRPk4sVGXzZ/fvjwQ38uXoxm5UqVNMTEwLZtqhXE3V11/ho5Uo3seZ0RfjExqgVlyRI1vPmNN6ByZfj6azV6yNFRNZrs369aYdq0SWH5oUmT1D0wUInLmDGvHpwQQqQHJyf1xw1McusoozFjo098AQEB3L59m8YvpHPZs2enWrVqHDx4kI4dO5oxOgu2fDns2qWG0BkzQqZmTXWPZfhwNU6uYkU1bs5Itrbw4Yfq6+JFlROtXq1m7f3nn/gfEPLmhTJlwNNT9UvJnVvdjrKzU8lGdDSEhKjRTTdvqh7v/v7qKyws/nUdHKBFC2jbFlq1UouwpkjTVLISt1TC11+rTjJCCGEJOnVSt41+/VWNpMjEi8RmmOTl9rMOEXnz5o23PW/evIZ9iYmIiCAiIsLwPPjZAoNRUVFEpXFP0bjzpfV509yVK/DgAeh0WK9ahQ7Q/vc/ouO6i+fKpTqApGTgQPR79mC1aRPae+8RffCgajJJhcTqqlAhlQsNH65mbfT11bF/vxX79+u4cAHu3NFx586rvGBwctLw8tKoVk2jUSONmjW1eBPfpvgj0zSsxoxBP3UqADHffEPssGHptkqZxby3MgCpK+NIfRnHouurfn2ss2dHd+sW0fv2odWoYdLLpXVdGXMenaalvkPDyJEjmfrsj3tSzp07R8mSJQ3PfXx8GDRoEI8fP072uAMHDlCrVi1u3rxJvnz5DNvbt2+PTqfj1yRWBBw3bhzjX1pUEGDlypU4Ojome83MqnVc0yGggUpenj3G+SOVt+KsQ0OpO3w42a5f5+Gbb7J/0iRibWzSLthnwsP1XL2ajRs3snH3rgP37zsQEmJLSIgNMTE6NE2HlZWGvX00Dg7R5MwZTs6c4eTP/5QCBZ6QN+9TNX3/K9DFxFB+wQI8fX0BON29O5dat07DVyeEEOmj8syZeOzZw8XWrTkTt+q9hQgNDaVTp04EBQXh4uKSbFmjWl6GDh1Kt27dki1TpEgRY05p4P7sE/2dO3fiJS937tyhYsWKSR43atQohgwZYngeHByMh4cHTZs2TfHFGysqKgpfX1+aNGmCjQn+gaeVaB8f9D17oouONiQscY+atTUxixfTsmXL1J+wQgW0WrXI6e/P26tXE7NsWYrNkZZSVzx9ir5zZ6x8fdGsrIj9/nve7NWLN9M5DIuprwxA6so4Ul/GsfT60oWHw549FD11ikItWiQxlDJtpHVdxd05SQ2jkhc3Nzfc3NyMDig1ChcujLu7Ozt27DAkK8HBwRw+fDjZEUt2dnbYJbKCr42NjcneeKY8d5ro2hXKlVOzyL1Ed/gw1pUrG3e+0qXh99+hRQusfv0VKw8P+PbbVB2aoevq7l01le4//4C9PbpVq9C3bs0rNuCkiQxdXxmM1JVxpL6MY7H19c476u/Z5cvYnDunpj43sbSqK2POYbLePFevXsXPz4+rV68SExODn58ffn5+hISEGMqULFmSdevWAaDT6Rg0aBCTJk1iw4YNnDp1ii5dupA/f37avHAbRBgproXkdTtuNW78fNXS6dNVZzBLduGCGkP9zz+qD9DOnWrCFyGEsGROTs8nrFu71ryxmJDJkpcxY8ZQqVIlxo4dS0hICJUqVaJSpUocfWHIrr+/P0FBQYbnw4cPZ8CAAfTq1Yu33nqLkJAQtmzZgv2LPS9F6uTJozrXenmpeVu8vNTzPHle/Zwff/x82YBhw9Rq1JZowwY18uriRTW0af9+NZZbCCEyg7iZwDNx8mKy0UY+Pj74+PgkW+blvsI6nY4JEyYwYcIEU4WVdRQoAIGBaqyyTqcWFoyMVOOOX8fw4Wq88qRJauI2Kys1pa4liIlRs+V9/bV6XrOmWvM9lSOohBDCIrzzjpr+9vRp9SGtWDFzR5TmMu8gcKESlbjOWjrd6ycuceeZMAFGjFDP+/dXzzP6UtL376uJX+ISl4ED1fw3krgIITKbnDnVIkQAmzebNxYTkeRFGE+nUxPYjR6tno8dq5KY6GjzxpWU3bvVlLu+vmq63RUr1FpF5lxVTAghTCluRKkkL0K8IK4FZs4c9f38+aqT2IMH5o7subAw1TenYUO4dk01nR469HwBMyGEyKzikpfdu+HpU7OGYgqSvIjX07+/Gkbt5AQ7dqiOsEeOmDsqFUv58mpUlKapVRhPnFBDyIUQIrMrVUpNax4RoW6RZzKSvIjX17atatEoUkR1Eq5ZE6sJE9C9zm2kV1lQEtTSCB9+qIZ2X7yoVmn8809YtAicnV89HiGEsCQ63fPWl7/+Mm8sJiDJi0gbZcuqRKNjR4iJQT9pEvWGDkW3Z8+rne/FBSVT49491Ym4ZElYtUr94vbvD2fPqp73QgiR1cQlL0uWxF8FNxOQ5EWkHVdXtRT7ypVoOXOS/coVrJs0US0zJ0+mfPyVK3DsGBw/rlZFBZWIHD+utl+5kvCYwEDVr8XTE6ZNg/BwaNBAHTNnDqTxEhFCCGExGjQAvV79Xfz+e3NHk6YyzKrSIhP58EOiGzTgevfueG7bhm7tWjVZUsuW0Lu3GrKc2DTQnp7Pv48b4n3vXvxlDjRNdcTdvBmWLYONG58P065SRY18evttk67nIYQQGdqVK2p6CJ1OJS8xMbB+vfpQp2mQO7fqD2PBJHkRppErF//26UOBb77BZto01ZKyebP6ypNH3cpp3lxNFJc/v/ol++UX6NZNDbmOS0jiHvV6NcNv27awbZuaKC9OkyYwaJBKiiRpEUJkdS9+EIwTEpLwg6AFk9tGwrTKllW3ks6fh6FDwc1NLYi4ZAm0b69mAnZzU0nM6tUqAUlMTAz4+KgWnJAQKFhQzfZ77pxKZlq2lMRFCCFAfRC0TqJtwtpa7bdw0vIi0keJEmpBx8mTVUfcrVtV0nH2rJob5uDB5I93coK33lKjiJo0UbeIXnexSSGEyIw6d1ZDpV9saYlz+LCatNPCSfIi0peNDTRtqr5A9V85cwauXlUtMleuwNy5qvNvo0Zw4AA8fKju1Xp4mDd2IYSwNFZWEBtr7ijSnCQvwrwcHFQrSpUqz7eNG/d8QUlNS5sFJYUQIivJk0et3ebhAcWLw8qV6sNjnjzmjixNSPIiMp4XE5W0WlBSCCGykgIF1FQStrZqws6VK9Xf05w5zR1ZmpBOA0IIIURmZGenEpZixVQLTGQk7Ntn7qjShCQvQgghRGam06nlVgB27jRvLGlEkhchhBAis2vUSD1mkkUaJXkRQgghMrs6ddTj8eMQGmreWNKAJC9CCCFEZleoELzxhprB/MgRc0fz2iR5EUIIITI7nQ5q11bfZ4JOu5K8iKzl6FHVce3oUXNHIoQQ6UuSFyEs1PLlqsPazz+bOxIhhEhfccnLgQNqvTgLJpPUiczvxeXhf/1VbVu1Crp2zTTLwwshRIrKlQMXFwgOhlOnoGJFc0f0yiR5EZnfi8vDx608fe9eploeXgghUqTXQ82asGWLunVkwcmL3DYSmd+Ly8PHJSlxj5lkeXghhEiVTNLvRVpeROaXBZaHF0KIVIlLXvbuVR/i4lqjLYy0vIisxcoq/qMQQmQlb72lbh/dvAk3bpg7mlcmf8FF1hC3PLyXFyxYoB7d3TPN8vBCCJEqjo6q4y5Y9GR1cttIZA0vLg+v00GvXmqFVTs7c0cmhBDpq2pV8PNTycv775s7mlciLS8i64hbHh7UoyQuQoisqGpV9WjBLS+SvAghhBBZSVzycvSoxU5WJ8mLEEIIkZWULg1OTvDkCfj7mzuaVyLJixBCCJGV6PXPp46w0FtHkrwIIYQQWY2F93sxWfLy9ddfU7NmTRwdHcmRI0eqjunWrRs6nS7eV/PmzU0VohBCCJE1xSUvhw+bN45XZLKh0pGRkbRr144aNWrw008/pfq45s2bs3TpUsNzOxkRIoQQQqStatXU47//QlgYODiYNx4jmSx5GT9+PAA+Pj5GHWdnZ4e7u7sJIhJCCCEEAB4ekDcv3Lmj5nypUcPcERklw01St3v3bvLkyYOrqysNGzZk0qRJ5MqVK8nyERERREREGJ4HBwcDEBUVRVRUVJrGFne+tD5vZiR1ZRypr9STujKO1JdxslJ96StVwmrLFmKOHiW2ShWjj0/rujLmPDpNi1te1zR8fHwYNGgQjx8/TrHsqlWrcHR0pHDhwly6dIkvvvgCZ2dnDh48iF6vT/SYcePGGVp5XrRy5UocHR1fN3whhBAiUyr1yy+UWL2awCZNONmvn7nDITQ0lE6dOhEUFISLi0uyZY1KXkaOHMnUqVOTLXPu3DlKlixpeG5M8vKyy5cvU7RoUbZv306jRo0SLZNYy4uHhwf3799P8cUbKyoqCl9fX5o0aYKNjU2anjuzkboyjtRX6kldGUfqyzhZqb50q1dj3akTsV5exBw8aPTxaV1XwcHB5M6dO1XJi1G3jYYOHUq3bt2SLVOkSBFjTpniuXLnzs3FixeTTF7s7OwS7dRrY2NjsjeeKc+d2UhdGUfqK/Wkrowj9WWcLFFfb70FgNXp02ro8Su+3rSqK2POYVTy4ubmhpubm9EBvarr16/z4MED8uXLl27XFEIIIbKEIkUgW7bnM+2WLWvuiFLNZPO8XL16FT8/P65evUpMTAx+fn74+fkREhJiKFOyZEnWrVsHQEhICJ9//jmHDh0iMDCQHTt20Lp1a4oVK0azZs1MFaYQQgiRNVlZQYUK6vsTJ8wbi5FMlryMGTOGSpUqMXbsWEJCQqhUqRKVKlXi6NGjhjL+/v4EBQUBoNfr+ffff3n33XcpUaIEPXr0wMvLi71798pcL0IIIYQpVKqkHi0seTHZUGkfH58U53h5sa+wg4MDW7duNVU4QgghhHhZXPLi52fWMIwlaxsJIYQQWVXFiurxxAkw7cwpaUqSFyGEECKrKlNGjTJ6/BiuXjV3NKkmyYsQQgiRVdnaQunS6nsL6vciyYsQQgiRlVlgvxdJXoQQQoisrHx59Xj6tHnjMIIkL0IIIURWVqaMepTkRQghhBAWIW5m3QsXIDzcvLGkkiQvQgghRFaWLx+4ukJsrFomwAJI8iKEEEJkZTrd89YXC7l1JMmLEEIIkdVJ8iKEEEIIi2JhnXYleRFCCCGyuriWlzNnzBtHKknyIoQQQmR1cS0vAQEQEmLeWFJBkhchhBAiq8udG9zd1fdnz5o3llSQ5EUIIYQQFtVpV5IXIYQQQjy/dWQB/V4keRFCCCHE85aXU6fMG0cqSPIihBBCCChdWj2eP2/eOFJBkhchhBBCwJtvqsdr1+DpU/PGkgJJXoQQQggBuXKpUUegFmnMwCR5EUIIIYQS1/qSwW8dSfIihBBCCCUuecngq0tL8iKEEEIIRVpehBBCCGFRSpZUj9LyIoQQQgiL8OJto9hY88aSDElehBBCCKEUKQLW1hAaCjdumDuaJEnyIoQQQgjFxgaKFlXfZ+BbR5K8CCGEEOI5CxhxJMmLEEIIIZ6zgBFHkrwIIYQQ4jkLGHEkyYsQQgghnpPbRkIIIYSwKHHJy9WratRRBiTJixBCCCGey5ULcuRQ31++bNZQkiLJixBCCCGe0+meD5e+dMm8sSTBZMlLYGAgPXr0oHDhwjg4OFC0aFHGjh1LZGRksseFh4fTr18/cuXKhbOzM23btuXOnTumClMIIYQQLytWTD1evGjeOJJgsuTl/PnzxMbGsnDhQs6cOcPMmTNZsGABX3zxRbLHDR48mD///JPff/+dPXv2cPPmTd5//31ThSmEEEKIl2XwlhdrU524efPmNG/e3PC8SJEi+Pv788MPPzB9+vREjwkKCuKnn35i5cqVNGzYEIClS5dSqlQpDh06RPXq1U0VrhBCCCHixCUvGbTlxWTJS2KCgoLImTNnkvuPHTtGVFQUjRs3NmwrWbIkBQsW5ODBg4kmLxEREURERBieBwcHAxAVFUVUVFQaRo/hfGl93sxI6so4Ul+pJ3VlHKkv40h9KTpPT6wB7dIlopOoi7SuK2POk27Jy8WLF5kzZ06SrS4At2/fxtbWlhxxvZyfyZs3L7dv3070mMmTJzN+/PgE27dt24ajo+NrxZwUX19fk5w3M5K6Mo7UV+pJXRlH6ss4Wb2+7B88oBmgBQby14YNaNZJpwtpVVehRgzLNjp5GTlyJFOnTk22zLlz5ygZN0MfcOPGDZo3b067du3w9vY29pLJGjVqFEOGDDE8Dw4OxsPDg6ZNm+Li4pKm14qKisLX15cmTZpgY2OTpufObKSujCP1lXpSV8aR+jKO1NczsbFo/ftjFRZGi9Kln3fgfUFa11XcnZPUMDp5GTp0KN26dUu2TJEiRQzf37x5kwYNGlCzZk0WLVqU7HHu7u5ERkby+PHjeK0vd+7cwd3dPdFj7OzssLOzS7DdxsbGZG88U547s5G6Mo7UV+pJXRlH6ss4Ul9AkSJw5gw2V69CqVJJFkurujLmHEYnL25ubri5uaWq7I0bN2jQoAFeXl4sXboUK6vkBzd5eXlhY2PDjh07aNu2LQD+/v5cvXqVGjVqGBuqEEIIIV5VsWJw5ozqtNusmbmjicdkQ6Vv3LhB/fr1KViwINOnT+fevXvcvn07Xt+VGzduULJkSY4cOQJA9uzZ6dGjB0OGDGHXrl0cO3aM7t27U6NGDRlpJIQQQqSnDDxc2mQddn19fbl48SIXL16kQIEC8fZpmgao+2X+/v7xOunMnDkTKysr2rZtS0REBM2aNWP+/PmmClMIIYQQicnAw6VNlrx069Ytxb4xnp6ehkQmjr29PfPmzWPevHmmCk0IIYQQKYnrpJsBW15kbSMhhBBCJBTX8nL5MsTGmjeWl0jyIoQQQoiEChUCa2sID4ebN80dTTySvAghhBAiIWtrlcBAhuv3IsmLEEIIIRIXN29bYKBZw3iZJC9CCCGESJynp3qU5EUIIYQQFkGSFyGEEEJYFElehBBCCGFRJHkRQgghhEWJS16uX4foaLOG8iJJXoQQQgiROHd3sLWFmBi4ccPc0RhI8iKEEEKIxFlZQcGC6vsMdOtIkhchhBBCJC0D9nuR5EUIIYQQSZPkRQghhBAWJS55uXLFrGG8SJIXIYQQQiQtbn0jaXkRQgghhEWQ20ZCCCGEsChxycu1axlmrhdJXoQQQgiRtHz5wMZGJS43b5o7GkCSFyGEEEIkR6/PcHO9SPIihBBCiORlsBFHkrwIIYQQInkZbMSRJC9CCCGESF5c8iItL0IIIYSwCB4e6vHaNfPG8YwkL0IIIYRIniQvQgghhLAoccnL9evmjeMZSV6EEEIIkbwCBdTjkycQFGTeWJDkRQghhBApcXICV1f1fQa4dSTJixBCCCFSloFuHUnyIoQQQoiUxd06kpYXIYQQQliEDDTiSJIXIYQQQqRMbhsJIYQQwqJIy4sQQgghLEpW6PMSGBhIjx49KFy4MA4ODhQtWpSxY8cSGRmZ7HH169dHp9PF++rTp4+pwhRCCCFEarzY8qJpZg3F2lQnPn/+PLGxsSxcuJBixYpx+vRpvL29efr0KdOnT0/2WG9vbyZMmGB47ujoaKowhRBCCJEacS0voaHw+DE4O5stFJMlL82bN6d58+aG50WKFMHf358ffvghxeTF0dERd3d3U4UmhBBCCGM5OECuXPDggWp9KVXKbKGka5+XoKAgcubMmWK5FStWkDt3bsqWLcuoUaMIDQ1Nh+iEEEIIkawM0mnXZC0vL7t48SJz5sxJsdWlU6dOFCpUiPz58/Pvv/8yYsQI/P39Wbt2baLlIyIiiIiIMDwPDg4GICoqiqioqLR7Ac/O+eKjSJrUlXGkvlJP6so4Ul/GkfpKnv6NN7Dy8yPmypU0rytjzqPTNON63YwcOZKpU6cmW+bcuXOULFnS8PzGjRvUq1eP+vXrs3jxYmMux86dO2nUqBEXL16kaNGiCfaPGzeO8ePHJ9i+cuVK6SsjhBBCpKHyCxdS+K+/8G/XjvOdO6fpuUNDQ+nUqRNBQUG4uLgkW9bo5OXevXs8ePAg2TJFihTB1tYWgJs3b1K/fn2qV6+Oj48PVlbG3al6+vQpzs7ObNmyhWbNmiXYn1jLi4eHB/fv30/xxRsrKioKX19fmjRpgo2NTZqeO7ORujKO1FfqSV0ZR+rLOFJfybOaOhX96NHEfvQR4QsXpmldBQcHkzt37lQlL0bfNnJzc8PNzS1VZW/cuEGDBg3w8vJi6dKlRicuAH5+fgDky5cv0f12dnbY2dkl2G5jY2OyN54pz53ZSF0ZR+or9aSujCP1ZRypryR4egJgdfOmoX7Sqq6MOYfJOuzeuHGD+vXrU7BgQaZPn869e/e4ffs2t2/fjlemZMmSHDlyBIBLly4xceJEjh07RmBgIBs2bKBLly7UrVuX8uXLmypUIYQQQqRGZu+w6+vry8WLF7l48SIF4saGPxN3pyoqKgp/f3/DaCJbW1u2b9/OrFmzePr0KR4eHrRt25avvvrKVGEKIYQQIrVKlIBBgyCRPqjpyWTJS7du3ejWrVuyZTw9PXmxy42Hhwd79uwxVUhCCCGEeB358sHMmep7M47IkrWNhBBCCGFRJHkRQgghhEWR5EUIIYQQFkWSFyGEEEJYFElehBBCCGFRJHkRQgghhEWR5EUIIYQQFkWSFyGEEEJYFElehBBCCGFRJHkRQgghhEWR5EUIIYQQFkWSFyGEEEJYFElehBBCCGFRTLaqtLnErVIdHByc5ueOiooiNDSU4OBgbGxs0vz8mYnUlXGkvlJP6so4Ul/GkfpKvbSuq7j/23H/x5OT6ZKXJ0+eAODh4WHmSIQQQghhrCdPnpA9e/Zky+i01KQ4FiQ2NpabN2+SLVs2dDpdmp47ODgYDw8Prl27houLS5qeO7ORujKO1FfqSV0ZR+rLOFJfqZfWdaVpGk+ePCF//vxYWSXfqyXTtbxYWVlRoEABk17DxcVF3tSpJHVlHKmv1JO6Mo7Ul3GkvlIvLesqpRaXONJhVwghhBAWRZIXIYQQQlgUSV6MYGdnx9ixY7GzszN3KBme1JVxpL5ST+rKOFJfxpH6Sj1z1lWm67ArhBBCiMxNWl6EEEIIYVEkeRFCCCGERZHkRQghhBAWRZIXIYQQQlgUSV5eMm/ePDw9PbG3t6datWocOXIk2fK///47JUuWxN7ennLlyrF58+Z0itT8jKmrH3/8kTp16uDq6oqrqyuNGzdOsW4zG2PfW3FWrVqFTqejTZs2pg0wAzG2rh4/fky/fv3Ily8fdnZ2lChRQn4XkzFr1izefPNNHBwc8PDwYPDgwYSHh6dTtObz999/06pVK/Lnz49Op2P9+vUpHrN7924qV66MnZ0dxYoVw8fHx+RxZhTG1tfatWtp0qQJbm5uuLi4UKNGDbZu3Wqa4DRhsGrVKs3W1lZbsmSJdubMGc3b21vLkSOHdufOnUTL79+/X9Pr9dq0adO0s2fPal999ZVmY2OjnTp1Kp0jT3/G1lWnTp20efPmaSdOnNDOnTundevWTcuePbt2/fr1dI7cPIytrzgBAQHaG2+8odWpU0dr3bp1+gRrZsbWVUREhFalShWtZcuW2r59+7SAgABt9+7dmp+fXzpHbh7G1teKFSs0Ozs7bcWKFVpAQIC2detWLV++fNrgwYPTOfL0t3nzZu3LL7/U1q5dqwHaunXrki1/+fJlzdHx/+3dX0hTfRgH8O/r5tFeWETIpoIFG0RlRWAo02AUgpDU5YRijEgsXBAIlSWxzLIVoxuxoj9UF7VhURApUlldVEqgGwSaYqO6aYJQtDLYv+e9ydF0Rue82zk72/OBXfjzd+Z3X8bx8WzDf6mtrY3Gx8epp6eHNBoNDQ4OyhNYYWL7OnToEJ07d47evHlDU1NTdOzYMSosLKSxsbG0Z+Ph5TfV1dXkcDgSX8diMSovL6ezZ8+m3G+1WqmxsTFpraamhvbv35/RnNlAbFcLRaNR0ul0dOvWrUxFzCpS+opGo1RbW0vXrl0ju92eN8OL2K4uXbpERqORwuGwXBGziti+HA4Hbd++PWmtra2N6urqMpoz2/zNL+MjR45QZWVl0lpTUxM1NDRkMFl2+pu+Ulm/fj11dnamPQ+/bPRLOBzG6Ogo6uvrE2sFBQWor6/H8PBwymOGh4eT9gNAQ0PDkvtzhZSuFpqbm0MkEsHKlSszFTNrSO3r1KlT0Ov12Ldvnxwxs4KUrh4+fAiz2QyHwwGDwYANGzagu7sbsVhMrtiKkdJXbW0tRkdHEy8tBQIBDAwMYMeOHbJkVpN8PcenSzweRygUysh5Puf+MaNUs7OziMViMBgMSesGgwHv3r1LeUwwGEy5PxgMZixnNpDS1UJHjx5FeXn5ohNDLpLS18uXL3H9+nX4/X4ZEmYPKV0FAgE8e/YMe/bswcDAAKanp9Ha2opIJAKn0ylHbMVI6Wv37t2YnZ3F1q1bQUSIRqM4cOAAjh8/LkdkVVnqHP/t2zf8/PkTy5YtUyiZOrjdbnz//h1WqzXt981XXpjsXC4XvF4vHjx4gOLiYqXjZJ1QKASbzYarV6+ipKRE6ThZLx6PQ6/X48qVK6iqqkJTUxM6Ojpw+fJlpaNlpRcvXqC7uxsXL17E2NgY7t+/j/7+fnR1dSkdjeWQO3fuoLOzE319fdDr9Wm/f77y8ktJSQk0Gg1mZmaS1mdmZlBaWprymNLSUlH7c4WUrua53W64XC48ffoUmzZtymTMrCG2r/fv3+PDhw/YuXNnYi0ejwMAtFotJicnYTKZMhtaIVKeW2VlZSgsLIRGo0msrVu3DsFgEOFwGIIgZDSzkqT0deLECdhsNjQ3NwMANm7ciB8/fqClpQUdHR0oKOC/aectdY5fvnw5X3X5A6/Xi+bmZty9ezdjV9f5WfqLIAioqqrC0NBQYi0ej2NoaAhmsznlMWazOWk/ADx58mTJ/blCSlcAcP78eXR1dWFwcBBbtmyRI2pWENvX2rVr8fbtW/j9/sRt165d2LZtG/x+PyoqKuSMLyspz626ujpMT08nBjwAmJqaQllZWU4PLoC0vubm5hYNKPODH/G/ukuSr+f4/8Pj8WDv3r3weDxobGzM3A9K+1uAVczr9VJRURHdvHmTxsfHqaWlhVasWEHBYJCIiGw2G7W3tyf2v3r1irRaLbndbpqYmCCn05lXH5UW05XL5SJBEOjevXv0+fPnxC0UCin1EGQltq+F8unTRmK7+vTpE+l0Ojp48CBNTk7So0ePSK/X0+nTp5V6CLIS25fT6SSdTkcej4cCgQA9fvyYTCYTWa1WpR6CbEKhEPl8PvL5fASALly4QD6fjz5+/EhERO3t7WSz2RL75z8qffjwYZqYmKDe3t68+qi02L5u375NWq2Went7k87zX79+TXs2Hl4W6OnpoVWrVpEgCFRdXU0jIyOJ71ksFrLb7Un7+/r6aM2aNSQIAlVWVlJ/f7/MiZUjpqvVq1cTgEU3p9Mpf3CFiH1u/S6fhhci8V29fv2aampqqKioiIxGI505c4ai0ajMqZUjpq9IJEInT54kk8lExcXFVFFRQa2trfTlyxf5g8vs+fPnKc9D8/3Y7XayWCyLjtm8eTMJgkBGo5Fu3Lghe26liO3LYrH8cX86/UPE1wkZY4wxph78nhfGGGOMqQoPL4wxxhhTFR5eGGOMMaYqPLwwxhhjTFV4eGGMMcaYqvDwwhhjjDFV4eGFMcYYY6rCwwtjjDHGVIWHF8YYY4ypCg8vjDHGGFMVHl4YY4wxpio8vDDGGGNMVf4DQcu7VQt/bwYAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 9\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 10\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 11\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 12\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"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 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"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": 100,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 1\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 2\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 4\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 5\n"
]
},
{
"data": {
"image/png": 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VK1a88LExf2fG4R9QCRj9/PyoUKGCaVvRokU5c+YMb731VqKvPeM18/PzM+s5uXLlisU/U9GiRdF1nSJFiiQY9CWmYsWK7Nu3j8DAQLNJu8eOHTPtT4xxiDG9fBgRlpE5LyLdatu2LZGRkUyYMCHOvoiICNObcYMGDXB0dGTevHlmn/jnzJnzwueoXLkyRYoUYc6cOXHe3GOey5gLI/Yxsdnb29OoUSO2bt2Kv7+/afvdu3dZs2YNb775ZpxVGS8jb968VKxYkZUrV5rVedqzZw/nz583O7ZQoULY29vz+++/m21PaMjF2po1a0ZkZCTz58832z579mw0TaNp06YAptuvv/7a7LjYv0d7e3tat27Npk2bOHPmTJznu3PnToJtyZUrF3Xr1mXRokWmnoGYXrRE3d7eHk3TzHqt/P39zVb/JKRKlSp4enqycOFCs1VwPj4+cV5Xbdu25ebNmyxZsiTOeYKDgwkKCgIw9R7F/l3Omzfvhe0xeu+997C3t2f8+PFxesx0Xefhw4eJPv79998nMjKSxYsXm7aFhoayYsUKqlWrZgrWAwMD4wwv6VEpDmL+LCJjkJ4XkW7VqVOH3r17M2XKFE6fPk2jRo1wdHTk8uXLrF+/nrlz5/L+++/j6enJ0KFDmTJlCm+//TbNmjXj1KlT7Nixg5w5cyb6HHZ2dnz77be88847VKxYka5du5I3b14uXrzIuXPn2LVrFwDe3t6AmkzauHFj7O3t+eCDD+I958SJE9mzZw9vvvkmn3zyCQ4ODixatIjQ0FCmT59uteszZcoUmjdvzptvvkm3bt149OgR8+bNo0yZMmY5NLJkyUKbNm2YN28emqZRtGhRtm3bZpo3kdzeeecd6tWrx6hRo/D396dChQrs3r2brVu3MnDgQFPvV8WKFWnfvj3ffPMNT58+pWbNmvz666/x9iJMnTqVffv2UaNGDXr27EmZMmV48OABJ06cYN++fYn2uC1YsIA333yTcuXK0bNnT1577TXu3r3L0aNHuXHjRrwBkVHz5s2ZNWsWTZo0oUOHDty7d48FCxZQrFgxzp49m+h1cHR0ZOLEifTu3Zv69evTrl07/Pz8WLFiRZw5L506dWLdunV8/PHH7Nu3jzfeeIPIyEguXrzIunXr2LVrF1WqVMHb25vWrVszZ84cHj58aFoq/c8//wCW9RgWLVqUiRMnMnLkSPz9/U31w/z8/Ni8eTO9evUyJZ+LT7Vq1WjTpg0jR47k3r17FCtWjJUrV+Lv78+yZctMx508eZL27dvTvn17ihUrRnBwMJs3b+bw4cP06tWLypUrv7CtIh2xyRonISxgXGL7559/Jnpc586ddXd39wT3L168WPf29tZdXV31zJkz6+XKldOHDRum37p1y3RMZGSkPn78eD1v3ry6q6urXrduXf3vv//WCxUqlOhSaaNDhw7pDRs21DNnzqy7u7vr5cuX1+fNm2faHxERoX/66ae6p6enrmma2bJpYi1J1XVdP3nypN64cWM9U6ZMupubm16vXj39yJEjFl2fhNoYn40bN+qlSpXSnZ2d9dKlS+ubNm3SO3fubLZUWtd1/f79+3rr1q11Nzc3PVu2bHrv3r31v//+O0lLpWO307j09v79+2bb4/t9/vfff/qgQYP0fPny6Y6Ojnrx4sX1GTNmmC291nVdDw4O1vv376/nyJFDd3d319955x39+vXr8V7ju3fv6n379tW9vLx0R0dHPU+ePPpbb72lL1682HRMQsvBr169qn/00Ud6njx5dEdHRz1//vz622+/rW/YsCHRa6Hrur5s2TK9ePHiurOzs16yZEl9xYoVpmthiW+++UYvUqSI7uzsrFepUkX//fff9Tp16pgtldZ1tbR62rRpepkyZXRnZ2c9W7Zsure3tz5+/Hj96dOnpuOCgoL0vn376tmzZ9czZcqkt2zZUr906ZIO6FOnTjUdl9Dvy2jjxo36m2++qbu7u+vu7u56yZIl9b59++qXLl164c8UHBysDx06VM+TJ4/u7Oys/+9//9N37txpdsy///6rt2nTRi9cuLDu4uKiu7m56d7e3vrChQvjvA5E+qfpejLOjBNCCJHmnD59mkqVKrF69WpTtmohUhOZ8yKEEBlYzDwqRnPmzMHOzo7atWvboEVCvJjMeRFCiAxs+vTp+Pr6Uq9ePRwcHNixYwc7duygV69eVlnZJkRykGEjIYTIwPbs2cP48eM5f/48z549o2DBgnTq1IlRo0bh4CCfb0XqJMGLEEIIIdIUmfMihBBCiDRFghchhBBCpCkSvAghhBAiTUl3s7EMBgO3bt0ic+bMFteTEUIIIYRt6brOf//9R758+eIU2o0t3QUvt27dkuV9QgghRBp1/fp1ChQokOgx6S54MVadvX79ulUK2MUUHh7O7t27TTVyRMLkWiWNXC/LybVKGrleSSPXy3LWvlaBgYF4eXmZVY9PSLIGL7///jszZszA19eX27dvs3nzZlq2bJng8fv376devXpxtt++fZs8efJY9JzGoSIPD49kCV7c3Nzw8PCQF/ULyLVKGrlelpNrlTRyvZJGrpflkutaWTLlI1kn7AYFBVGhQgUWLFiQpMddunSJ27dvm75y5cqVTC0UQgghRFqTrD0vTZs2pWnTpkl+XK5cuciaNav1GySEEEKINC9VznmpWLEioaGhlC1blnHjxvHGG28keGxoaCihoaGm7wMDAwHVnRUeHm7VdhnPZ+3zpkdyrZJGrpfl5FoljVyvpJHrZTlrX6uknCfFygNomvbCOS+XLl1i//79VKlShdDQUJYuXcp3333HsWPHqFy5cryPGTduHOPHj4+zfc2aNbi5uVmr+UIIIaJomoa9vb2tmyHSoMjISBIKO54/f06HDh14+vTpC+espqrgJT516tShYMGCfPfdd/Huj6/nxcvLiwcPHiTLhN09e/bQsGFDmcj1AnKtkkaul+XkWiWNta9XUFAQt2/fTvANKK3TdZ2QkBBcXFwkV9gLvMy10jSNvHnz4u7uHmdfYGAgOXPmtCh4SZXDRjFVrVqVQ4cOJbjf2dkZZ2fnONsdHR2T7R9bcp47vZFrlTRyvSwn1ypprHG9IiMjuXPnDu7u7nh6eqbLN3eDwcCzZ8/IlCnTCxOlZXRJvVa6rnP//n3u3LlD8eLF4/TeJeX1meqDl9OnT5M3b15bN0MIITK88PBwdF3H09MTV1dXWzcnWRgMBsLCwnBxcZHg5QVe5lp5enri7+9PeHj4Kw09Jmvw8uzZM65cuWL63s/Pj9OnT5M9e3YKFizIyJEjuXnzJqtWrQJgzpw5FClShDJlyhASEsLSpUv57bff2L17d3I2UwghRBKkxx4XkTKs9dpJ1uDlxIkTZknnBg8eDEDnzp3x8fHh9u3bXLt2zbQ/LCyMIUOGcPPmTdzc3Chfvjx79+6NN3GdEEIIIVLO3LlzqVq1KjVq1LB1U5I3SV3dunXRdT3Ol4+PDwA+Pj7s37/fdPywYcO4cuUKwcHBPHz4kH379kngIoTIOE6cgPr11a1Is/bv34+maTx58uSlzzFu3DgqVqxotTbF5O/vj6ZpnD592uLHzJw5k02bNiW48jelyYCeEEKkFqtWwb59kMDqSvFy7t+/T58+fShYsCDOzs7kyZOHxo0bc/jw4Vc+d926dRk4cKDZtpo1a3L79m2yZMnyyudPDl5eXty+fZuyZcsCLw62Dh8+zHfffcfWrVvjXSBjC6l+wq4QQqRrAQHw4AFoGvz4o9q2di107gy6DjlzQqFCtm1jcjhxAoYNg+nToUqVZH2q1q1bExYWxsqVK3nttde4e/cuv/76Kw8fPnzpc4aFheHk5BTvPicnJ4vr8VlTYm2Kyd7ePknte+ONN5LUS5MSpOdFCCFsqXBh9ebt7Q3376tt9++r76tUUfvToxTqZXry5AkHDx5k2rRp1KtXj0KFClG1alVGjhzJu+++azru2rVrtGjRAg8PDwoWLEi7du24e/euab9xGGfp0qUUKVIEFxcXunTpwoEDB5g7dy6apqFpGv7+/vH2ZBw6dIhatWrh6uqKl5cX/fv3Jygo6IXtX7RoEV5eXri5udG2bVuePn1q2telSxdatmzJpEmTyJcvH6+//jqgJsVu2bLF7DxZs2Y1TdmIOWzk7+9vmp6RLVs2NE2jS5cugFpNNGXKFIoUKYKrqysVKlRgw4YNZuc9f/48zZo1I1OmTOTOnZtOnTrx4MGDF/5cr0qCFyGEsKXVq8EhqhPcmPjNeOvgoPanFwEB4OsLJ0+a9zKdPKm2BwRY/SkzZcpEpkyZ2LJli1lC05gMBgMtWrTg0aNH7Nu3j02bNuHn50e7du3Mjrty5QobN25k06ZNnD59mrlz51KjRg169uxpKiTs5eUV5/xXr16lSZMmtG7dmrNnz/Ljjz9y6NAh+vXrl2jbr1y5wrp16/j555/ZuXMnp06d4pNPPjE75tdff+XSpUvs2bOHbdu2JfHqqCGkjRs3AtFFkefOnQvAlClTWLVqFQsXLuTcuXMMGjSIDz/8kAMHDgAqMGzRogWVKlXixIkT7Ny5k7t379K2bdsktyOpZNhICCFsqWNHKFVK9bTEduwYpJIJklYRsxfJuGTW2MtkZOXMvQ4ODvj4+NCzZ08WLlxI5cqVqVOnDh988AHly5cHVADw119/4efnR/78+QkMDMTHx4dy5crx559/8r///Q9QwzKrVq3C09PTdH4nJyfc3NwSHYaZMmUKHTt2NM2NKV68OF9//TV16tTh22+/xcXFJd7HhYSEsGrVKvLnzw/AvHnzaN68OTNnzjQ9n7u7O0uXLrVouCg+9vb2ZM+eHTAvihwaGsrkyZPZu3evaXXRa6+9xqFDh1i0aBF16tRhwYIFlC9fnkmTJpnyvCxfvhwvLy/++ecfSpQo8VJtsoT0vAghRGphTPSVXpOj2aiXqXXr1ty6dYuffvqJJk2asH//fipXrmwaRrlw4QJeXl5mvSalS5cma9asXLhwwbStUKFCZoGLpc6cOYOPj4+pFyhTpkw0btwYg8GAn59fgo8rWLCgKXABqFGjBgaDgUuXLpm2lStX7qUDl8RcuXKF58+f07BhQ7N2r1q1iqtXr5p+roMHD+Lh4WHaX7JkSQDTMclFel6EEMLWcuWCPHnAywu6d4dly+D6dbU9PbFhL5OLiwsNGzakYcOGjB49mh49ejB27FjT/A5LxFePxxLPnj2jd+/e9O/fP86+ggULvtQ5E2uTpmlxak8ltfLzs2fPAPjll1/MAijAtOLo2bNnNGnShK+++ipOht3kzowvwYsQQthagQLg7w9OTmo4pVcvCAuDVLIsNVnY2YHBEH2bwkqXLm2a1FqqVCmuX7/O9evXTW/U58+f58mTJ5QuXTrR8zg5OREZGZnoMZUrV+b8+fMUK1YsSW28du0at27dIl++fAD88ccf2NnZmSbmJsTT05Pbt2+bvr98+TLPnz9P8Hhjz03Mn6N06dI4Oztz7do16tSpE+/jKleuzIYNGyhcuHCy9P4kJp32TQohRBrj7Bw9D0TT0m/gYuxl8vaGhQvVbZ48ydbL9PDhQ+rXr8/q1as5e/Ysfn5+rF+/nunTp9OiRQsAGjRoQLly5ejYsSMnT57E19eXLl26UKdOHaq8YBl34cKFOXbsGP7+/jx48ABDPIHY8OHDOXLkCP369eP06dNcvnyZrVu3vnDCrouLC507dzYNz/Tv35+2bdu+cJlz/fr1mT9/PqdOneLEiRN8/PHHiRY9LFSoEJqmsW3bNu7fv8+zZ8/InDkzQ4cOZdCgQaxcuZKrV69y8uRJ5s2bx8qVKwH45JNPePz4MR06dODPP//k6tWr7Nq1i65du74woHtVErwIIYRIOcZepmPHoHdvdevvr7Yng0yZMlGtWjVmz55N7dq1KVu2LKNHj6Znz57Mnz8fUMMsW7duJVu2bNStW5dWrVpRpEgRfjSuiErE0KFDsbe3p3Tp0nh6epqVvDEqX748Bw4c4J9//qFWrVpUqlSJMWPGmHpUElKsWDHee+89mjVrRqNGjShfvjzffPPNC9s0c+ZMvLy8qFWrFh06dGDo0KG4ubkleHz+/PkZP348I0aMIHfu3KagasKECYwePZopU6ZQqlQpmjRpwi+//EKRIkUAyJcvHzt37iQyMpJGjRpRrlw5Bg4cSNasWZO9qKWmxx4YS+MCAwPJkiULT58+xcPDw6rnDg8PZ/v27TRr1uyVS8und3Ktkkaul+XkWiWNNa9XSEgIfn5+pjwn6ZHBYCAwMBAPDw+pKv0CL3OtEnsNJeX9W34zQgghhEhTJHgRQgghRJoiwYsQQggh0hQJXoQQwtpOnID69dWtEMLqJHgRQghrS6Gig0JkVJKkTgghrCEgAB48UDlaYhYd7NxZpcDPmRMKFbJtG4VIJyR4EUIIa7BB0UEhMioZNhJCCGuwUdFBITIiCV6EEMIaOnZU2WLjc+yY2i+EFT1+/Jjx48eb1THKKCR4EUIIazNmG5UMrRnS/v370TSNJ0+eJNtz6LpO586dCQ4OTnIFZ03TTEUp/f390TSN06dPW7+RyUj+soQQwlpSuOigsMz9+/fp06cPBQsWxNnZmTx58tC4cWMOHz78yueuW7cuAwcONNtWs2ZNbt++TZYsWV75/AmZMWMGHh4eTJkyJdmeIzWTCbtCCGEtxqKDTk5q0m6vXhAWln4rRKcRrVu3JiwsjJUrV/Laa69x9+5dfv31Vx4+fPjS5wwLC8PJySnefU5OTi+s/Pyqzzds2DCrnj+tkZ4XIYSwJmfn6NVGmiaBi409efKEgwcPMm3aNOrVq0ehQoWoWrUqI0eO5N133zUdd+3aNVq0aIGHhwcFCxakXbt23L1717R/3LhxVKxYkaVLl5qKCnbp0oUDBw4wd+5cNE1D0zT8/f3jHTY6dOgQtWrVwtXVFS8vL/r3709QUFCC7Y7v+Yw/T48ePfD09MTDw4P69etz5swZs8du3bqVypUr4+Liwmuvvcb48eOJiIiw+Jr9/fffNG3alEyZMpE7d246derEgwcPLH58SpDgRQghxEvRdQgKss2XpavOM2XKRKZMmdiyZQuhoaHxHmMwGGjRogWPHj1i3759bNq0CT8/P9q1a2d23JUrV9i4cSObNm3i9OnTzJ07lxo1atCzZ09u377N7du38fLyinP+q1ev0qRJE1q3bs3Zs2f58ccfOXToEP369Uu07bGfD6BNmzbcu3ePHTt24OvrS+XKlXnrrbd49OgRAAcPHuSjjz5iwIABnD9/nkWLFuHj48OkSZMsul5Pnjyhfv36VKpUiRMnTrBz507u3r1L27ZtLXp8itHTmadPn+qA/vTpU6ufOywsTN+yZYseFhZm9XOnN3Ktkkaul+XkWiWNNa9XcHCwfv78eT04OFjXdV1/9kzXVRiR8l/Pnlne7g0bNujZsmXTXVxc9Jo1a+ojR47Uz5w5Y9q/e/du3d7eXr927ZoeGRmpP378WP/rr790QD9+/Liu67o+duxY3dHRUb93757ZuevUqaMPGDDAbNu+fft0QH/8+LGu67revXt3vVevXmbHHDx4ULezszNdy9jie76DBw/qHh4eekhIiNmxRYsW1RctWqTruq6/9dZb+uTJk832f/fdd3revHlN3wP65s2bdV3XdT8/Px3QT506peu6rk+YMEFv1KiR2eOvX7+uA/qlS5fMthuvVWRkZLw/Q3xiv4ZiSsr7t/S8CCGESNdat27NrVu3+Omnn2jSpAn79++ncuXK+Pj4AHDhwgW8vLzMek1Kly5N1qxZuXDhgmlboUKF8PT0TPLznzlzBh8fH1MvUKZMmWjcuDEGgwE/P78EHxf7+c6cOcOzZ8/IkSOH2bn8/Py4evWq6Zgvv/zSbL+xZ+j58+cWtXXfvn1mjy9ZsiSA6TlSA5mwK4QQ4qW4ucGzZ7Z77qRwcXGhYcOGNGzYkNGjR9OjRw/Gjh1Lly5dLD6Hu7t70p40yrNnz+jduzf9+/ePs69gwYIWP9+zZ8/Imzcv+/fvj3Ns1qxZTceMHz+e9957L84xxnkzL2rrO++8w7Rp0+LsS+qS7OQkwYsQQiTFiRMwbBhMnw5Vqti6NTalafCS7+c2V7p0aVOuk1KlSnH9+nWuX79O/vz5ATh//jxPnjyhdOnSiZ7HycmJyMjIRI+pXLky58+fp1ixYq/U5sqVK3Pnzh0cHBwoHLMcRaxjLl269NLPVblyZTZu3EjhwoVxcEi9IYIMGwkhRFJIxeg05eHDh9SvX5/Vq1dz9uxZ/Pz8WL9+PdOnT6dFixYANGjQgHLlytGxY0dOnjyJr68vXbp0oU6dOlR5QYBauHBhjh07hr+/Pw8ePMBgMMQ5Zvjw4Rw5coR+/fpx+vRpLl++zNatW184YTe2Bg0aUKNGDVq2bMnu3bvx9/fnyJEjjBo1ihMnTgAwZswYVq1axfjx4zl37hwXLlxg7dq1fPHFFxY9R9++fXn06BHt27fnzz//5OrVq+zatYuuXbu+MEhLSRK8CCHEiwQEgK8vnDxpXjH65Em1PSDAtu0TCcqUKRPVqlVj9uzZ1K5dm7JlyzJ69Gh69uzJ/PnzAZVxduvWrWTLlo26devSqlUrihQpwo/G33Uihg4dir29PaVLl8bT05Nr167FOaZ8+fIcOHCAf/75h1q1alGpUiXGjBlDvnz5kvSzaJrG9u3bqV27Nl27dqVEiRJ88MEHBAQEkDt3bgAaN27Mtm3b2L17N//73/+oXr06s2fPppCFFc3z5cvH4cOHiYyMpFGjRpQrV46BAweSNWtW7FJRxmgtauZxuhEYGEiWLFl4+vQpHh4eVj13eHg427dvp1mzZjg6Olr13OmNXKukketlOZtcK2PeFuN9XY++NUql/0qteb1CQkLw8/MzyzuS3hgMBgIDA/Hw8EhVb9ap0ctcq8ReQ0l5/5bfjBBCvIhUjBYiVZHgRQghXiQ1VYw+cQLq11e3QmRQErwIIURS2LpitEwYFkKWSgshhEWMFaO9vKB7d1i2DK5fT5mK0QEB8OCBmmcTc8Jw585q+CpnTrBwQqYQ6YEEL0IIYQlbVoyOmdPDOHn4/n3w9o7enkonDAuRHGTYSAghLGWritEyYVgIMxK8CCFEameFCcOar69M9BXphgQvQgiRlrzkhGFt9WqZ6CvSDQlehBAitYq5LNo4YdjbGxYuVLd58iQ+YTggAE6eJMvVq9itW6e2SWZgkQ7IhF0hhEitYi6Lnjs36ROGCxfGEagL6DLRN8X99ddf7NixgyFDhmBvb2/r5iRq7ty5VK1alRo1ati6KRaRnhchhEhNEquj9PffYKydY8mE4dWr0aMm+moy0TdZ7d+/H03TePLkiWlbmTJlOHr0KKNHj473MYULF2bOnDkp08BEzJw5k02bNlG5cuVEj4v9M/r4+FhcM8naJHgRQojUpHBhqFJF9Y7cv6+2GXtLqlQxXzb9Ih07EnH4cPz7UjozsA116dIFTdP4+OOP4+zr27cvmqbRpUsXqz+vnZ0da9as4eDBg/zyyy9WP781HD58mO+++46tW7finMTVc+3atTNVswYYN24cFStWtHIL4yfBixBCpCbJtCxat3VmYBvz8vJi7dq1BAcHm7aFhISwZs0aChYsmGzP6+rqysGDB2nevHmyPUdS6LpORESE6fs33niD06dPkzVr1iSfy9XVFU9PTyu2znIZ81UshBCplbXrKHl6EpI1K3qlSpZP9E2HKleujJeXF5s2bTJt27RpEwULFqRSpUpmx4aGhjJgwABy5cqFi4sLb775Jn/++afZMdu3b6dEiRK4urpSr149/P394zznoUOHqFWrFq6urhQoUIC+ffvy33//JdjGJ0+e0KNHDzw9PfHw8KB+/fqcOXMmweP9/f3RNI21a9dSs2ZNXFxcKFu2LAcOHDAdYxzq2bFjB97e3jg7O3Po0CEMBgNTpkyhSJEiuLq6UqFCBTZs2JCknzHmsJGPjw/jx4/nzJkzaJqGpmn4+Pgk2PZXJcGLEEKkVtboLSlQgD1LlhB55Aj07q0CIH9/lTH4Vek6BAXZ5uslJhp369aNFStWmL5fvnw5Xbt2jXPc2LFj2bRpEytXruTkyZMUK1aMxo0b8+jRIwCuX7/Oe++9xzvvvMPp06fp0aMHI0aMMDvH1atXadq0KW3atOGvv/5i/fr1HD9+nN69eyfYvjZt2nDv3j127NiBr68vlStX5q233jI9b0I+++wzhgwZwqlTp6hRowbvvPMODx8+NDtmxIgRTJ06lQsXLlC+fHmmTJnCqlWrWLhwIefOnWPQoEF8+OGHpsDHkp8xpnbt2jFkyBDKlCnD7du3uX37Nu3atUu03a9ET2eePn2qA/rTp0+tfu6wsDB9y5YtelhYmNXPnd7ItUoauV6WyxDX6vp1Xc+TR9f/9z9dX7hQ3ebJo7YnkTWvV3BwsH7+/Hk9ODhYbXj2TNdVGJHyX8+eWdzuzp076y1atNDv3bunOzs76/7+/rq/v7/u4uKi379/X2/RooXeuXNnXdd1PTAwUHd0dNS/++47s2uYL18+ffr06bqu6/rIkSP10qVLmz3H8OHDdUB//Pixruu63r17d71Pnz5mxxw+fFjXNE1/FtX2QoUK6bNnz9Z1XdcPHjyoe3h46CEhIWaPKVq0qL5o0aJ4fy4/Pz8d0KdOnWraFh4erhcoUECfNm2aruu6vm/fPh3Qt2zZYjomJCREd3Nz048cOWJ2vu7du+vt27e3+GdctmyZ7uHhoUdGRuq6rutjx47VK1SoEG9bjeK8hmJIyvu3LJUWQojUxpZ1lNIxT09Pmjdvjo+PD7qu07x5c3LmzGl2zNWrVwkPD+eNN94wbXN0dKRq1apcuHABgAsXLlCtWjWzx8VeYnzmzBlOnDjBt99+G6cdfn5+lC1bNs7xz549I0eOHGbbg4ODuXr1aqI/V8zndnBwoEqVKqa2GlWpUsV0/8qVKzx//pyGDRuaHRMWFmYaQrPkZ7QlCV6EECI1ihmopGQdpaRwc4Nnz2z33C+hW7du9OvXD4AFCxZYs0Vmnj17xpgxYxg/frzFx+fNm5f9+/fH2fcyk2ljc3d3N3sugF9++YX8+fObHZfUFUe2kqxzXn7//Xfeeecd8uXLh6ZpbNmy5YWP2b9/P5UrV8bZ2ZlixYol64QfIYQQr0DTwN3dNl/GpHtJ1KRJE8LCwggPD6dx48Zx9hctWhQnJycOx1hiHh4ezp9//knp0qUBKFWqFMePHzd73B9//GH2feXKlfntt98sblflypW5c+cODg4OFCtWzOwrdu9QbDGfOyIiAl9fX0qVKpXg8aVLl8bZ2Zlr167FeS4vLy+Lf8bYnJyciIyMfNGPahXJGrwEBQVRoUIFi6NbPz8/mjdvTr169Th9+jQDBw6kR48e7Nq1KzmbKYQQIoOwt7fnwoULnD9/Pt6st+7u7nTr1o3hw4ezc+dOzp8/T8+ePXn+/Dndu3cH4OOPP+by5ct89tlnXLp0iTVr1sT5oD18+HB8fX3p1asXp06d4vLly2zZsoWePXvG264GDRpQo0YNWrZsye7du/H39+fIkSOMGjXKLJdKfBYsWMDmzZu5ePEiffv25fHjx3Tr1i3B4zNnzszQoUMZNGgQK1eu5OrVq5w8eZJ58+axcuVKi3/G2AoXLoyfnx+nT5/mwYMHhIaGJnr8q0jWYaOmTZvStGlTi49fuHAhRYoUYebMmYCK/A4dOsTs2bPjjZCFEEKIpPLw8Eh0/9ixY3FwcKBTp078999/VKlShV27dpEtWzYAChYsyMaNGxk0aBDz5s2jatWqTJ482SxgKF++PAcOHGDUqFHUrl0bXdcpWrRogitwNE1j+/btjBo1iq5du3L//n3y5MlD7dq1yZ07d6LtnTp1KlOnTuX06dMUK1aMn3766YW9NRMmTMDT05MpU6bw77//kjVrVipXrsznn39u8c8YW+vWrdm0aRP16tXjyZMnrFixIlmS/wFoup4yhS00TWPz5s20bNkywWNq165N5cqVzdIlr1ixgoEDB/L06VOLnicwMJAsWbLw9OnTF75Akyo8PJzt27fTrFkzHB0drXru9EauVdLI9bJcerxWERFw+zZcvw5PnsDz5xAZqaZ1ZM6s5u8WKAAuLkk/tzWvV0hICH5+fhQpUgSXl2lMGmAwGAgMDMTDwwO7VJ7Qz9/fnyJFinDq1KkUy2wb08tcq8ReQ0l5/05VE3bv3LkTJ8LMnTs3gYGBBAcH4+rqGucxoaGhZl1TgYGBgPqDDQ8Pt2r7jOez9nnTI7lWSSPXy3Lp4VrduAG//qpx6JAdp09rnD8P4eEvnsNRtKhOxYo61arpvPWWgbJlXzz1w5rXKzw8HF3XMRgMGAyGVz5famT8PG/8OVMzY/ts9ft4mWtlMBjQdZ3w8PA4w3ZJeY2mquDlZUyZMiXe2dy7d+/G7SVno7/Inj17kuW86ZFcq6SR62W5tHat7t515dChAhw8mB9//yxx9tvbG8iRI5jMmcNxdo5A0yAszJ6gIEcePnQhNNSBq1c1rl7V2LgRwJ4cOYKpWfMWtWrdoHjxJ4kGMta4Xg4ODuTJk4dnz54RFhb2yudLzRLLhJtaGFcNBQUFmT6420JSrlVYWBjBwcH8/vvvZmUKAJ4/f27xeVJV8JInTx7u3r1rtu3u3bt4eHjE2+sCMHLkSAYPHmz6PjAwEC8vLxo1apQsw0Z79uyhYcOG6aa7OrnItUoauV6WS0vXStdh926Nb76xY+dODV1X0YWdnU6VKjr16ul4e6veFC8vsLd3ApziOY/O/fvh/PWXxsmTGr//rr4ePnTl55+L8vPPRSlfXueTTyJp314n5r/LhK6X5uuL3ciRGKZMQff2tujnCQkJ4fr162TKlCndDhvpus5///1H5syZ0V5yRVNKKVu2bIqt7onPy1yrkJAQXF1dqV27drzDRpZKVcFLjRo12L59u9m2PXv2JJoYx9nZOd516Y6Ojsn2jy05z53eyLVKGrleljO7VidOwLBhMH26qrxsYwYDbN0K48dDzNI09etD+/bQqpVGjhwJ/LN/9AjOn4d//1UTYe7ehefPyR8SQn5HR5q4uPD5/7IS3jQvJ+8V4MezpViytwhnzzrw8ccOjB0Lw4erSgAxO5/jvLbWrIH9+7H74QeoXt2inysyMhJN07Czs0v180FelnH4w/hzioS9zLWys7ND07R4/9cl5X9fsgYvz54948qVK6bvjUuosmfPTsGCBRk5ciQ3b95k1apVgFqaNX/+fIYNG0a3bt347bffWLduXaotJS6ESCVWrYJ9++C772wevBw+DAMHqngK1ITbHj3gk0+gWLFYB+s6XLwIu3apBx45ArduWfQ8jkC1qK+Zzs7cKlyFnx/VZPPdtxg5uA4zZrgwZQp88EGMBwUEwIMHaqLMjz+qbWvXQufOqi05c0JUob3EpNA6D5EOWeu1k6zBy4kTJ6hXr57pe+PwTufOnfHx8eH27dtcu3bNtL9IkSL88ssvDBo0iLlz51KgQAGWLl0qy6SFEHEFBMDTp6/8Rmwtd+/CoEHwww/q+8yZYcAAtS179hgH6rrqjvn+e9i0SfWwxFaoEBQvDvnzq+rP7u5qqVFEBAQHq96ZO3fAzw8uXUILDia//2E+5jAfM4MgzZ0dt5uwusuHLJzbmLadoubYFC4c/RzGbv7791Wl6ZjtS4BxgmVYWFiCQ/lCJMY4Vyq+HDtJkazBS926dRONsuJLeFO3bl1OnTqVjK0SQqQHjsWLR3/zEm/E1qLrsHq16m159Eg1pUcPmDABzBZPPnumApZvvoGzZ6O3OzlB3bpQrx7UrAmVK0OmTJY3wGCAK1dUr83Bg7BjB+63b/M+G3mfjTw8lZ1lp7oz42JBBi9fg0uvj1QQZLw2xlsHB3hBEjIHBwfc3Ny4f/8+jo6O6XJYxWAwEBYWRkhISLr8+awpqdfKYDBw//593NzccHB4tfAjVc15EUIIS0X4+ODQo8dLvxFbw6NHqmaiWv0DFSvC0qXm8RMPHsDcuTB/vkriAqpO0dtvqwkwjRsnLViJzc4OSpRQX126qGtw8iSsXUvk6jXkuHOLYcwgcvFMdv74ASWmb6L44HfjnufYMRU4JULTNPLmzYufnx8BAQEv3+ZUTNd1U2qO1D5h19Ze5lrZ2dlRsGDBV762ErwIIdIkvUMHKFcuVqQQxYI34ld15Ai0a6dytjg4qMm5n30GpjmHgYEwYwbMng1BQWpbsWJq8kuXLhCVrdXqNE1dE29v7KdOJWLrVvyGTKW4/580f7oGw+AfuEwxinEVDV0FP0nIEeLk5ETx4sXT7VLp8PBwfv/9d2rXri2T51/gZa6Vk5OTVXq0JHgRQqR9xjfgJL4RvwxdVyM/AweqTp9ixdQ8F9M84chIWLgQxo6Fhw/VtkqVYNQoaNVKtdGa4ltpFWOb/s47nLe3x8M5L1c6T+WNe5spzhXCcURr2ACHh3fVJOFcuSx+Sjs7u3S7VNre3p6IiAhcXFwkeHkBW14rGdATQqRduXJBnjyqp2HhQnWbJ0+S3oiTIixMzWfp108FLm3bqhEaU+Dyxx/wv/+pAx4+hNdfh82bwddXTcJt0CB6GZK1xFxplci27G9VosbtTfh86stv1MORcBz27CDi/iNYtEjVHxAijZDgRQiRdhUoAP7+apiod2916++fLG/ET55A06awfLnqPJk+XS1uypwZNSw0aJCacHvqFGTNqua4/P03tGyphnLiCzJeVkCACohOnoxeafX999Ffa9aobWvXwqlTZLlyBQICsLODLl9XJnLXr3yYaQsBFMThuj+0aAFdu6qhrtTsxAmVLMfaAaBIc2TYSAiRtsVMUqlp5t9byY0bal7t+fNqbu2PP0KzZlE7//xTTby9elV937mzmuvi6Wm1vCpxxLfk+eFD+PBD8+Pu38exWjXqAgwdaprQ3LCRRpFTLWjZ9C0+vDKWQczGzsdHBVerV8Obbya9TSkhFeXzEbYlPS9CCJGIy5fVe/n58yrtysGDUYGLrqtVRG+8oQKXAgVgxw61ysnTUz24cGH1JuvtrZZxQ/Ry7ipVzIOQpFi9Ws0ShsSXg0ftM9jbExFr9VWxYrD3j0z8VHsmtfkdP4qoYKtuXZg2LdnnDlksvl6mtWvV976+ar/IcCR4EUKIBJw7B7VqqffH4sVVEtyKFYHHj+G999Ss3fBwaN0a/voLmjQxP0F8QUbM5dyrV79cwzp2VENkFvp9+nS1OiuWHDlUct+cLd6kPGdYrX2oJhyPGKGGklLDMFJyBYAiTZPgRQgh4vHPP/DWWypzboUKqselUCHg+HG1emjLFpVgbv58WL9ezXOJLbEg49gxtf9VGVcvxVzFFN+2BLi4wIYN8N5Hmemkr6KXtoRIJxfYtk3VPLp8+dXb+CqSKwAUaZoEL0IIEcu//6p5ocbA5bfforLlrlsHtWurrpiiReHoUejbN3reSWKSEFBYJL6VVp6e6ivGNj13bkKzZEn0VA4OsGIFdOmisUTvwRuRBwnOkR8uXIBq1VRSG1tJiQBQpDkyYVcIIWK4dk0FLjdvQunSsGcPZM+mw9RpMHKkOuidd9Sk0RcEBUB0kOHlBd27w7JlcP36qy/nNq60cnJSwVOvXmotN5htiwgKIuTXX194Ojs7lR04JATWrq1CycA/OVOyFVkvHlNLvNevh+bNX63NryoF8/mI1E16XoQQIsqtW2qoyDjHZe9e8MwargIDY+AyYIDK3WJJ4ALJu5zb2Tm618e40iq+bRayt1cLelq1gmvheSnq/xsPqzdTxSBbtFA7bSGF8/mI1E+CFyGEQOVxadRI1TgsUkQNFeV1D1S9DUuXqk/7X38Nc+aod/mkeIWAIqU5OqrFPM2bw6MQN4qe3cKjZlETeTt3hlmzUr5RKZjPR6QNErwIITK88HB4/321uihfPvj1Vyjg/hgaNlTjRu7usHUrfPqprZuaIpyc1CTe+vXh6XNHyp9ayX89BqmdQ4bAmDEp36g0FACK5CfBixAiQ9N16NNHBSzu7mqRTRGPh2r86PhxyJ4d9u9XVaDTuxgZbF1cVLXs0qXh5m07ah2fSejYyeq4CRNg8mTbtlVkaBK8CCEytOnT1RxaOzs1XFIp312oV0+l+ff0VIFLRsnmGquEQdas8MsvamrJmbMa7/05ksgp09Sxo0apITQhbECCFyFEhrV+6lVGjFD3586FtyvfUhlm//oL8uaFAwegXDmbtjHZvSCDbWEtgJ9/Vvlgtm+HASe7oBcqrI4bNEgVdRQihUnwIoTIkI4fh05fFARgQMX99GtzVwUuFy+qZc2//w6lSllWDDAtFwy0IINt1aoqF5ymwYL1uZgf0FztBzXmZqtVSCLDkuBFCJGxBARwf+8ZWr8bRmikI+/wEzOvt4M6dVQ22fz5VeBSrJg63pJq0C9TMTq1BDyWZLANCKB1YV+m9b8BwGBmc+hKHmjXTh3btauaLCRECpEkdUKIDCWy8Gt0YCc3qEAJLrGajtg/fAYP76kDbt5UXQy+volXg4ZXqxidWiokd+yoepiMPSkxrVihJgRFVaseCpzie36gA22fLubkj5XIAyph3AcfqBoKlSqlZOtFBiXBixAifTpxAoYNUzNyYwQHY1ucYe/WsrgRxGZa4cGz6MfY28PKlebF/ozLc41DKfFJ6JjYFZ8DAl4t4ElusTPYbtumAqxGjeC339AiIlhML85QgfOU4QN+ZK9dYxxKl4C//1Yrso4dk/wrItnJsJEQIn2KZyjn559h0tayACyjG6W5YP6Y48dVT4QlQykvUzAwtVZIjpnBdtIkKFlSlZzeu1ftP30afHwAyEQQm3iPzARygLqM7HgNDh1Sa6pv3VLZ7f77zzY/h8gwpOdFCJF+JNKz8e91Rzp1KgPY8Wm7e3zw47rox2maeS9JYkMpx45B5crqviXHxLR6NXTpAhER8Qc8UQFCiotZJylm4ciYPUpRQ0cAr/MPK7TuvK+v56vvclOjJby3fbsq4nj2rJoL89NP0cGdEFYmPS9CiPQjgZ6NUO8avN8ynKf/2VGjBswqtTj6MT16qMckVCvHkmrQllaMTs0Vko0ZbBPrUQJVO2HhQlpXCWCI27eAiseuhBdSXVuurrBjh1pGLUQykeBFCJF+JPDGO4pJnKIyOTOHsLXPThy+HKv2TZoES5bEXyvHkmKAr1Iw0NKAJ6UlFmAdPQpXr5rqC029141atdQo0YcfQnjF/8GaNSoImj8/aauvhEiCVPZXI4QQryCeN949NGAmQwFYP+kynn3bqsmoXbtGV4qOr1aOJcUAX6ZgYFqqkBw7wHJyMqsv5ODuzPffq0y8x47Bl18CLVtG1z7q3RvOnEnhRouMQIIXIUT6ZGfHA3LQmZUADH/7b+rOiJpMWq+eChyMb8QJsaQYYFILBqaFCslJCLC8vKKT7E6erFZLM2YMNG0KwcHw3nvw+HHKtl+kexK8CCHSl6g3Xr2yNz0q/Mlt8lHe7m8mXesE16/D66+rioNOTrZrY2qvkJzEAKttW7Xa22BQw0dPAu3UEF7hwvDvv/DRR2qnEFYiwYsQIn2JeuNd2vMYW88UwdHBwG/NZ2J/9rSqEL1tG2TLZutWpn5JDLC+/hpeew2uXYO+fVHXetMmVRRp2zapQi2sSoIXIUS6c8nfmYGD1BvvtneXkONnn+iy0ca0/8I6osocePxzgu+/V3n+1qyJSnNTqRJ8q1YkMWYM/PqrTZsq0g8JXoQQ6UpkpFq6+/w59KvyBw1//lTtmDwZGja0advSpRjJAKtXh7FRC7k+/VTlrKNLF+jZU63++ugjePjQlq0V6YQEL0KIdGXuXPjjD3jN/S6zr7dGCw+H1q1VqQBhHQEBqvbTyZPmyQBPnmRkI1+qlA/lyRP4+OOoFetz5qisvbduqbw6scsmCJFEErwIIdKNy5dh1ChwIJxD+drgcPeWyoK7YsWLVxYJyyVS5sChehVWnPXG0VHlrFuzBnBzgx9+UJOkt2yBxYsTObkQLybBixAiTdF8fak5ejSar6/ZdoMBuneHkBD4vtDn5L18EDJnhs2b1a2wnhfUdSq7eqQp1Uv//nDnDlCxIkybpjYOGgTnz6dki0U6I8GLECJN0VavxvOvv9C+/95s+4IFKsfIe86/0DbgK7Vx5Uq1NFpYlwVlDoYPV/N1Hz1Sq490HRXJNG6s8r906KAiTSFeggQvQojUL8YcC7t1qqCi3Y8/qjkXvr78e/AmI0ZAPm6y2qGzesynn0KrVjZsdAaRQJkDR0c1WufgoFZMry83Xv2+fHzA01Nl3v3885Rvr0gXJHgRQqR+MedYPHigtj14AN7e6FWq0KP2JUKeR/JLlo64Bj1UH/lnzLBpk9M9C7LwVqgQHZ/0PfcJ9xdtUscYq2fPmROVkleIpJHgRQiR+sWYY6FFza0w3q6068Y+6vOlwwQqPj0AmTKpFTCpLWttevOiLLxRvWWjmp2inP15HuDJZ6vLq96X3Lnhgw/UWFLXrmpduxBJ4GDrBgghxAt17KhWDXl7m21+SHaGZl5Enaf7GRk5QW1cuBCKF7dBIzOgmAFi7Cy8hQsD4AQspjo1OczKkA/o4l2XuhxQxxQooKpUf/656oURwkLS8yKEsJ2o7KycOGHxQ/SouRW6nR3DmI7+9Ck/OnTETo+qFN2xo9WeS7yCGL1l1fmD3qjqjX34llB7N7V/6VJ17Ndfy/CRSBIJXoQQthMjO+sLGQsuVqrE6T59+L1YV5bTjYV8TO6IW2pV0bx51nku8epirUiazOfk4i4XKcWMXpfV/saN1fp2XYdu3WT4SFhMghchRMpKJDsrvr5qf3yi5lhEHjnClfpN6GO/mA9ZTRs2qE/4q1eDu7t1nktYl50d2XjCbG0IABOX5eHKlah9M2eq3+2VKyrDoBAWkDkvQoiUFTUXAojOehuVndUkofTxzs4QHs5PPxUj6MJ1Fmj9QEcV1KlSxbrPJV6dcUWSlxd07077pctYcfYAe8Pq0Lcv7NwJWpYssGQJNG2qaju8/z688YatWy5SOel5EUKkrBdkZ1XliBPm5wfr1hZjJZ3x0AOhRg0YMSJZnku8olgrkrTjx/jmZA2cnWH37ujOMJo0UfOVdF2tXAoLs2WrRRogwYsQImVZkJ01MUOG2NMv/GvqcgDd3V3NZXFIoBP5FZ9LWIGzc3Svl6ZRvIyTKffL4MHw339Rx331lUped+4czJplk6aKtEOCFyGE7SSQndVMjFVCO3dCwLa/mYSaG6HNng3FilnvuUSKGD4cihaF27dh0qSojdmzq/kvAOPHw7//2qx9IvWTv2IhRMqzIDurSdQqoTCfNQzpH85KOuNMGIbmzaFHD+s+l0gRzs4we7a6P2uWqgYOwIcfqkA1JAQ++UTmI4kEyYRdIUTKM86FcHJSQwq9eql5DsYkZwEBKv2/ppkmRny90oNWz6ZRidOEubmjffstdsbhiFd5LmETb7+tprrs3AkDB8Ivv6B+P99+C+XKwa5dMGUK7N0L06fHPyFbZFjS8yKEsI1YcyHiZGc11jK6f5/b5GH9syaM4UsAnJ4Hqd4TazxXTJLILsVomkqq6+gI27dHBS8AJUpEL5meNEly84h4SfAihEh9Yq0S+pxJLKAfToSjo+E7cGDyPK8ksktRr7+uel1A3YaGonrdGjaEQoWik9ZJbh4RiwwbCSFSnxi1jI5Sndzcowq+RGCP/stP3AgPp7y1niueISrWroXOndWci5w51RupSBZffKFixStXVE/M8BGF4x50757k5hFmUqTnZcGCBRQuXBgXFxeqVavG8ePHEzzWx8cHTdPMvlxcXFKimUKIVMaAxmwGMp6xADgQqYIJa4o1RAVEJ7KrUsU80Z2wOg8PmDZN3Z8wAW7N25jw0nfJzSOiJHvw8uOPPzJ48GDGjh3LyZMnqVChAo0bN+bevXsJPsbDw4Pbt2+bvgKkm1CIjCdXLlZ7fMJgZuNMGKEeOSF3bpULxJokkZ3NffghVK8OQUEwyvc9yc0jXijZg5dZs2bRs2dPunbtSunSpVm4cCFubm4sX748wcdomkaePHlMX7lz507uZlpE8/Wl5ujRaL6+tm6KEOne8+wFuKoVozrHCHX2wPnvk2qIp0AB6z6RJLKzOTu76KXTK1fC6Uuu0TtiCgqK+2CZZJ0hJeucl7CwMHx9fRk5cqRpm52dHQ0aNODo0aMJPu7Zs2cUKlQIg8FA5cqVmTx5MmXKlIn32NDQUEJDQ03fBwYGAhAeHk54eLiVfpIoq1bh+ddfhK9aRXjM8VcRh/HaW/13kE7J9VI0X1/sRo7EMGUKi37MzWdPvwBAnzaF8KjVRclyrSIicAR0Ozs0g8F0Gx4RAWn8d5JWXlve3tC2rT3r1tkxeF5h9ubKDV4F0Dt1wm74cLTQUCJXr8ZQvbrZ4+x8fLDft4/IlSsxVKjwyu1IK9crNbD2tUrKeZI1eHnw4AGRkZFxek5y587NxYsX433M66+/zvLlyylfvjxPnz7lq6++ombNmpw7d44C8XzimjJlCuPHj4+zfffu3bi5ub3yz+B67x5OgYGgadRYswYAw5o1HC1WDHSdMA8PgiXZVYL27Nlj6yakKRn9epVbsoTX9u/n2BcLeH3fIzIRhF++CpwtmFetp43BmtfK5cED6mTNSnDOnAQ0bEihPXtwffCAA3/9Rcjt21Z7HltKC6+tt95yZfPmt9h31JVxIzbiXe0+aBq5hw6l+qRJaMuX83uFCkQ6Okb/X169Gnsg4rvvOFqkiNX+L6eF65VaWOtaPTeuLrOApuvJN2371q1b5M+fnyNHjlCjRg3T9mHDhnHgwAGOJdRVG0N4eDilSpWiffv2TJgwIc7++HpevLy8ePDgAR4eHq/8Mzg6OZnu65qGpuumW1MbpYhYHOHh4ezZs4eGDRvi6Oho6+akehn6egUEwMOHoGk4vP022v37fOvYjz7h8wnXHNF/2YrWoIHp8GS7VqGh0YnsdD3dJLJLK68tY6/b8ALf89XqfLz+us7JkxEYm2zfsiV227djaNQIu927TY+z9v/ltHK9UgNrX6vAwEBy5szJ06dPX/j+naw9Lzlz5sTe3p67d++abb979y55LEww5ejoSKVKlbhy5Uq8+52dnXGO5x+Mo6OjdV54q1dDly4QEWH6w9BiTubz8ZEXeCKs9nvIIDLk9SpePPq+pnGO0rQKXw/AHT03Xs2axbs01urXKva5YnxwSQ9S/WtrzRrYv58ves/FJ+c0Ll3SWLHCkb59o/bPmQN796rAZfBg+PrrZP2/nOqvVypirWuVlHMk64RdJycnvL29+fXXX03bDAYDv/76q1lPTGIiIyP566+/yJs3b3I1M3EymU+I5BVjtY+u6/hTmDzc5Sb58LK/Lat90qsTJ6BmTZXk5eRJU46dLJt9GN/9GgDjxkTy9GnU8cWLw6BB6v62bXDoUPznlf/LGUKyrzYaPHgwS5YsYeXKlVy4cIE+ffoQFBRE165dAfjoo4/MJvR++eWX7N69m3///ZeTJ0/y4YcfEhAQQA9LCrAlMz1q5rsuVWmFsJ4YHxCOUY3mqLktGgY4flzeiNKrVavg6FH46KM4OXZ6TXuNklzgwSN7Jk+O8ZjPP1dL5f/5BzZtUtukWniGlOwZdtu1a8f9+/cZM2YMd+7coWLFiuzcudM0iffatWvYxXjRPX78mJ49e3Lnzh2yZcuGt7c3R44coXTp0snd1IRFVaXV8+fnTNWqlD9+HO3mTalKK4QVRaKRgwcAHKMq1Ug4maVIo+LLZmwUI8eOA5HMsBvBO4atzJ0L/fqBlxcqo92XX0KfPrBkifofXKgQdO8Oy5bB9evyfzmDSJHyAP369aNfv37x7tu/f7/Z97Nnz2a2ccF/ahFVlTZS0wjYsYMyc+Zgp+vpYjKfEKlCrlyccqlJlZDDPCQHr5dzhvt55I0ovYmZrfgFFcGbHx9LnSFw4ACMG6diEwB69IB58+D8eTWMNHOmVAvPgKSfzVKWVqUVQiRZaJhGydAzABx7bxpZzxwAf3/rJ6QTthVfNuPYonriNQ2mTlWbfHxUrAKox8+Yoe4vWKBeJ8YHyP/lDEOCFyGEzQW8P4RM+jN8HatTd2VXeSNKrxJbAFG6NCxcqOa/5FG9btWrQ8uWYDCoAo4mTZtCgwaqp2XEiJRouUhlJHgRQtjU859/pcSpH4nEDv9h3+CWSf4tZQixJ9quWgW9e6vgJkav26RJ6pDNm+GPP6Ieq2nRw0Xr1sGRIynefGFb8l9CCGE7YWEEdVPz4dZk+YR3x1aycYNEsotaAIG3t3lPizETe6xet9KloXNndX/EiBijTeXLQ7du6v6QIQkPQ4l0SYIXIYTNPJswG88HF7lLLjLPmRAnT5xIh6IWQHDsWLw9LfEZP17FMwcOwK5dMXZMmABubqpLZsuWZG64SE0keBFC2Ma1azhO/RKAbwrPoEXnrLZtj0g5SVwA4eWllkuD6n0xGKJ25M0bnbju888hIiJ52itSHQlehBA2EdR7MM4RzznIm9Ra3OlFK2dFBjdypErzcuYMrF0bY8dnn0GOHHDxIqxcmbyNOHEC6tdXt8KmJHgRQqS8Xbtw37mRCOxZVf0bGjSUyEUkLkcOGDZM3R89Wi00AiBLFtXrAjB2LAQHJ18jVq2CfftUSQNhUxK8CCFSVmgoob3UGMDX9Kf3vHI2bpBIKwYOVPN6//1XJdg1+eQTNbZ08ybMn2/dJw0IAF9fs/pLrF2rvvf1VftFipPgRQiRsmbNwvnaFW6RlzMtx1Gliq0bJNIKd3cYM0bd//JLePYsaoeLi9oAMGUKPHlivSctXBiqVIlTfwlvb7U9ZtZgkWIkeBFCpJxbt4icMAmAEdp0Rk3zsHGDRFrTsycULQr37oFZJZlOnaBMGXj8GKZNS/qJo+azaL6+5tvjywpsvHVwkKrnNiLBixAixegjR2IfHMQRauDaoyMlSti6RSKtcXRUK6RB5al7/Dhqh709phLUc+fCrVtJO3HUfBbt++/NtyeWFfjYMal6biMSvAghUsbx42irVgEw1GEuX4yWSbri5bRrB2XLwtOnMGtWjB3vvANvvKEm7U6c+OITxTOfxe7HH8ly9araFns+S+yswMJm5DcghEh+BgN6//4A+NCZKn3+h5eXjdsk0iw7O5W4DmDOHHjwIGqHpql6AgBLl754Mm1881kePKDukCE4Vq8ePZ8loazAUvXcZiR4EUIk7mVzW8R83Jo1aMeO8R+ZGO88hZEjk6epIuNo1QoqVVKTdo1FpgGoUwfeegvCw6PHlxISz3wWLepWjzmf5SWyAovkJcGLECJxL5vbwvi4ZcvQhw8HYBKjaN0vL3nzJkM7RYaiadELjObPh7t3Y+w0Bi0+PnDlSsInSWQ+S8Thw+bzWZKYFVgkLwlehBBxvWxui/get2oV2q1b/EsRlrj2JyqOEeKVNW8O1arB8+cwdWqMHTVqQNOmEBmpIhxLeg+j5rHoMp8lTXCwdQOEEKlQzNwVxk+bxtwWRvFV8Y3ncfrz52jAEGbSO3gOnp6fW7u1IoMy9r40bgzffgtDh0L+/FE7v/wSduyA779XxZCMvYexEwsZ57N4eUH37uhLlhB69Sr2np4p/vMIy0mIKYSI62VzW8Q3hwD4lfr8Sn2GLiyefG0WGVLDhvDmmxAaGr1SGgBPT6hdWwUuGzaobfH1HsaazxJ55Ah7liyR+SypnAQvQoi4Xja3RTyPi8SOgcxhUM/nZO/dxsoNFRmdpkVPcVmyJMaIZuHC8Pvv6n5oqLpNKDNurPksBkfHFGi5eBUSvAghEveKuS0W0ZsbFGBQx3tWbJQQ0erWVVNawsOjV0qb9QIaSWbcdEOCFyFE/F42t0WuXOCh0v4/1bIwhi8ZmmkRWYvmSIFGi4zK2PuyYoUq3CiZcdM3CV6EEPF72dwW2bKpCnrAOH0s5MhBf79BModAJKuaNaFJE4iIiF5CLdIvCV6EEAl7mdwWM2fC7dsEOLzGN3zC8OEamXNKTgyR/IxZd7/7Di5dIrr3sFy56Ndx9uySGTcdkOBFCGE9t2/D9OkAfBYxhWy5nenb18ZtEhlG1aqqvJHBEDWMZOw9PHMGOndWB1WuLL2A6YAEL0II6xk7FoKCOOVcjfW0YdgwcHOzdaNERjJunLr94Qf45x+iew/HjFETdffuhcOHbdlEYQUSvAghrOPvv2HZMgD6hc7E01Ojd28bt0lkOJUrR/e+mFYeARQpAl27qvsvqnkkUj0JXoQQ1jFsGBgM7MzUmiO8wZAhpnm7QqSoMWPU7fffxyptNGIE2NvDrl1w/LhN2iasQ4IXIcSr27MHduzAYO9Av2dTyZ4dPvnE1o0SGVWVKtCsmSptZNb78tpr0KmTui+9L2maBC+WunAB+44d+d+0abZuiRCpS2SkKioDrPboy1WKMXgwZM5s43YJ27GkEGIyGztW3X73XVTeF6PPP1cJF7dtU6UCRJokwYulHB2xW7+ePH/+Cc+e2bo1QqQe330HZ88S5paFQY9HkzUr9Otn60YJm1q1KroQoo1UraryvkRGxqp5VLw4tG+v7k+caJO2iVcnwYulihZFL1wYu4gItEOHbN0aIVKH589h1CgA5nl8wSNyMGAAZMli43aJlBcQoAoenjwJP/6otsVXCDEFGee+rFypVkybjBqlViBt3gxnz6Z4u8Srk+DFUpqGXr++uvvrrzZujBCpxKxZcOsWQbkKM+pOPzJnhgEDEjg2FQwliGRUuLCabOLtrQogQsKFEFNIjRqq6nRERKzel1KloE1UkVCzSTGxyGs21ZLgJQkMb70FgN3evTZuiRCpwJ07MHUqABPcphCKC/37q+oA8UoFQwkiGcUshGgsgJgKCiEa5774+MTq/PniC3W7fj1cuBD/g+U1m2pJ8JIEer166JqGdu6c+sctREY2bhwEBfG4RFWm+bfD3R0GDox1TCocShDJJJUWQnzjDXjrLVVxOirWVsqVg1atVIAVs/clIIAsV67AqVPymk3FJHhJipw5eVqkiLovvS8iIzt/HpYsAWC43VeARt++kDNnrONS4VCCSAF2dua3Nmac+7JsGVy/HmOHsfflhx/g8mUAHIsXp+7QoThWqyav2VQsdbyy0pD7FSuqOxK8iIwsKiHd3ZqtWHKxFq6uMGRIPMel0qEEkUyMhRC9vWHhQnWbJ4/NCyHWrg1168bT+1K5MjRvrtLxRk2KifDxwWBvr/bLazbVkuAlie5XqKDu7NkT/YIWIiPZtw9++QXdwYH+z9U7wccfJ/D+lEqHEkQyMRZCPHYMevdWt/7+qaIQonHuy9KlcPNmjB2jR6vb774DPz/0Dh34Paq4aBzymk01JHhJooelSqG7uMCtW3Dxoq2bI0TK0nUYPhyAG817s+50CZyd4bPPLHhsKhtKEMnEWAgR1K2zs23bE6VuXdUDExYGZrlGq1WDRo1UQpgpU8wfJK/ZVEt+I0lkcHJCf+MN9c2ePbZtjBApbeNG+PNPcHfn07vqE2uvXpA3byKPSaVDCSLjMc59WbxYff6Ms8PHB65fJzRLFvTcueU1m4pJ8PIS9Kgl06xfLzkARMYRHm5KSOf//lC2/pEbJyc1/SVRqXgoQWQs9eur1UehoWA2MvTGG6ZJMXZz5hCSMycRV67IazYVk+DlJRjzvXDsmOQAEBnH8uXwzz/g6cmn/mp2brduFv4/T6VDCSJj0bTouS+LFsXKeDFyJAB2y5bhFBgor9lUToKXJHK9d0+NjWbNqj6JguQAEOnf8+cwfjwA/3YczbYDmXHQIhjRTFKri7SlQQOoXh1CQmDGjBg7GjYEb2+05895bds2m7VPWEaClyRq1KsXjjVrwpMn0RslB4BI7+bOhdu3oUgRBpzvDUAXfQWF9i6zccOESBpNg7Ht/wFg4TeR3LsXY0dU70uRX36BwEAbtVBYQoKXJPIdNAjdmLfCSHIAiPTs4UNTcoyrDT9m224n7IlgJFOk11GkSY0vz+d/HOd5iD2zZsXY0aoV+uuv4xQUhF1UEkaROknwkkQ36tQh4vDh+HdKDgCRHk2ZYvoUOmjx6wB8yGpew096HUXaEaNUhbbuR0YzAYAF8yJ5+Otptd/Ojsiodf92c+eqsSWRKknwYg3GSV1CpDfXrsG8eQBc+Wg8P9MCOyL5nKgSvdLrKFKbhCpBxypV8TbbqMgpnj23Z06Dn03Bt96+Pc89PdHu3FFLp0WqJMHLy/D0NF/zH/t7IdKLsWNVVq969RgWqPK6fMBaSnDZ/DjpdRSpRUKVoGOVqtDA1PvyNf15siiqCKOjI1datFD3p0+HiIiUabdIEgleXoYxb4VxTNTdHfz8JAeASF/+/lu9EQCXu09l8xYNTdMZxSTJPCpSF0uql8dTqqIlWyjLXwSSha/vtDVtv9awIbqnp/q/bjyfSFXkP8/LcnZWddadnNQLXCYrivTm889VwbrWrRm1tSoAbZoHUzrPY8k8KlKXpFYvjwq67ew0U+/L7NnRC4winZ0xfPqp+mbKFPV3IFIVCV5ehbu7KpYBsGOHbdsihDUdOgQ//wz29lzpOokNG9TmLya7SbZckfpYWr08nlIVrXMfpmSxcJ48gQULok9p+PhjyJwZzp0DyfuS6qRI8LJgwQIKFy6Mi4sL1apV4/jx44kev379ekqWLImLiwvlypVj+/btKdHMl9O0qbqV4EWkFzGKL9K9O2PXvI6uQ6tWUK4cknlUpD6WVi+Pp1SFfcC/fDHOEYCZM+HZs6jHZc0Kffuq+5MnRwdDIlVI9uDlxx9/ZPDgwYwdO5aTJ09SoUIFGjduzD1TZiBzR44coX379nTv3p1Tp07RsmVLWrZsyd9//53cTX05TZqo2wMHVBZSIdK6n3+GI0fA1ZUrHceydq3aPHq0bZslhEVeNB8rnuC7XTsoVkylNFq8OMbjBg4EFxcV7Ozfn5ytFkmU7MHLrFmz6NmzJ127dqV06dIsXLgQNzc3li9fHu/xc+fOpUmTJnz22WeUKlWKCRMmULlyZebPn5/cTX2hiAh49CjWp8xSpaBgQVXpa98+2zRMCGuJjDRlGWXgQCYsy4fBAO+8A5Uq2bZpQiTqFaqXOziYao4ya5YdoaH26pvcuaF7d3V/8uRkarh4GQ4vPuTlhYWF4evry0jjP0PAzs6OBg0acPTo0Xgfc/ToUQYPHmy2rXHjxmzZsiXe40NDQwkNDTV9Hxg14yo8PJxwY+0hKzh2TKNzZ3tcXavQrp35ee0aN8Z+yRIif/kFQ6NGVnvOtMx47a35O0jPUsv10lauxOH8efTs2bncchDf19QBjZEjIwgPTx3d5qnlWqUVGeZ65c4Nly+rRRSaBl27qmX+zs7RdegS0bYtjB/vgL+/xq5dhXj77ajHDBiAw8KFaHv3EvHHH+je3sn8g6Qd1n5tJeU8yRq8PHjwgMjISHLnzm22PXfu3Fy8eDHex9y5cyfe4++Ylf+MNmXKFMZHFYyLaffu3bi5ub1ky+N6+NCFa9caEBGRk9mzD1G27EPTvjw5c1INCNm0ib2NGknSuhj27Nlj6yakKba8XnahoTQYMQIH4Ny77zJo1HMiIzUqV77LvXt/kNqmnslrK2nker1Ys2aF+OabimzeXJwmTfbg5KRWGVWqXZuC+/Zxb9Ag/hwxwsatTH2s9dp6noSpF8kavKSEkSNHmvXUBAYG4uXlRaNGjfDw8LDqcx07ZmDxYnv27KnBsGExls7VqoX+1Ve4371Ls+LFoUQJqz5vWhQeHs6ePXto2LAhjo6Otm5OqpcarpfdrFnYP3yI7uWFy5Cv2V8pEwBz5uSgevVmNmlTfFLDtUpL5HpZrkED+OknAzduuHDjRmP69Yv6IFq4MFSsSL4//qBZkSJquoCw+msrMAnFMJM1eMmZMyf29vbcvXvXbPvdu3fJkydPvI/JkydPko53dnbGOZ7VDo6Ojlb/Qx02LJzlyw0cOGDP8eP2vPFG1I7s2aFWLfjtNxyXL4dTp1RmxipVrPr8aVFy/B7Ss2S/XidOwLBhcV+fT57AtGkAaF9+ycwFmYmIUKmMatVKnZ9x5LWVNHK9XszREYYNi6R/f5g1y5FPPtHUYroKFdRyu82bcZw1S8oGxGKt11ZSzpGsE3adnJzw9vbm119/NW0zGAz8+uuv1KhRI97H1KhRw+x4UF1SCR2fkgoWhPr1rwEwYUKsncYl0xs2xJ+aWojUIKHU6dOnw+PHUKYM1+t2YtkytXnMmJRvohC21KWLgezZg7lxQ2Plyhg7jHM3V6+WpKSpQLKvNho8eDBLlixh5cqVXLhwgT59+hAUFETXrl0B+Oijj8wm9A4YMICdO3cyc+ZMLl68yLhx4zhx4gT9+vVL7qZapHXry9jb6+zaFSOtQECAimxAFbKDuKmphbCVF6VOP34c5sxR26dMYfpMe8LDoU6d6ByMQmQULi7QqtUVQCXXNc0h/d//VFdkZKRKCCNsKtmDl3bt2vHVV18xZswYKlasyOnTp9m5c6dpUu61a9e4ffu26fiaNWuyZs0aFi9eTIUKFdiwYQNbtmyhbNmyyd1Ui+TO/ZwPP1SrLky9L4ULQ7t25gcmlppaiJT0otTp1apBcDC88Qa3vd82lexKUl6XhCr5CpEGNWoUQO7cOv7+sYqlGz9oL10a/bckbCJFMuz269ePgIAAQkNDOXbsGNWqVTPt279/Pz6xxg/btGnDpUuXCA0N5e+//6ZZs9QzWRBg+PBI7Ozgl1/UB1ez1NRG8aWmFsIWEkudbm8fncxr2jRmfKURGgo1a6pYxGIJDUcJkQY5O0cyaJBalDFpUozC0vXrq4A/OBi+/tp2DRRS2+hlFCsGHTqo+xMnYnlqaiFsIbHXZ926qujcu+9yt9gbLFyoNo8ZY8GKf0sq+QqRRvXqZSBnTrh6FVOWaTQtuvdl/vzoSo4ixUnw8pJGjVKv4y1b4MyZeA6QXC8iNYqdOv3XX9X9yZOZOVN9oKxaFSzKtZjUSr5CpCGZMsGQIer+xIlqqgsALVvC66+rFXqLF9uodUKCl5dUsmT0NJeJE4lOTW3MLZM/v8WpqYVIdrFTp1eurDKRAnTuzIPcZfjmG/Xt6NEWxt6WVvIVIo3q2xeyZYNLlzBVVsfOLrpw6axZqjRMTDL/K0VI8PIKvvhC3W7YAOeeRlUrnTRJbSxcWH1foICNWidEDLGr6X75ZXTq9PHjmT0bgoJU/aLmzS08pwyXinQuc2YYNEjdnzBBjbAC6rVdoADcvq3me8Uk879ShAQvr6BMGWjdWt2fNAn1RvDuu2rDkSPw3382a5sQcRir6RoM0eP2n37KI3cv5s1T31rc6xLbiyr5CpFGffqp6lA/dw42b47a6OQUPaY0fTr8+6/M/0ph8p/mFRl7X9auhYsXUfleKlZUbxCprRiMEAA//KAmamXJAiNHMmeOirPLl4cWLZJ4rleo5CtEWpA1KwwYoO5PmBA9MkqPHiq7+pUrULSozP9KYRK8vKKKFdU/fF2PUTHd2Pvy00+2apYQ8QsNjY64hw/nsZaduXPVt2PGvETHSezhqGPHZLhUpDsDB6oJvGfOwM8/R23MlAn691f3CxVSaQdA5n+lEAlerMCYzOv771UQbgpedu6EkBCbtUuIOBYtUsFF3rwwYABff61We5Ytq0q3vBTjcBSo23hqjQmRlmXPDsYk72a9L/36gbu7GhYyZqmOTeZ/JQsJXqzA2xuaNVMjRVOmoFZy5MunZkDu32/r5gmhBAZGp4UeN46n4W6m/7ejR8t0FSESM3gwuLmpRUQ7d0ZtzJEDevVS943JVmX+V4qQq2slxt6XVavAz1+Dd95RG2ToSKQWM2fCgwdQogR068a8eSpVRalS0RPPhRDx8/SEPn3U/S+/jNH7MniwKkft66u6aGT+V4qQ4MVKqldXib0iImDqVMznvZhe5ULYyJ070cXkJk8m8LkDs2apb7/4Inq4XgiRsKFDVeHGP/5Q+R0BNb+rUyd1v2ZNmf+VQiR4sSJj78uKFXC9eH3Vx3jzJpw6ZduGCTFhghrGrFYN3nuPBQvg8WPVCRO7pqgQIn558kSPEn35ZYwdw4ap+V7btsH582qbzP9KVhK8WNGbb0K9eqqE+rS5LtC4sdphmp4uhA1cvhydxnzaNJ4FaaZOGOl1ESJphg1TaV4OHoQDB6I2vv46vPeeuj9tms3alpFI8GJlY8ao2yVL4HEtWTItUoEvvlDjmc2bQ506fPMNPHyoCoy2b2/rxgmRtuTPr1K8QKzelxEj1O2aNZKULgVI8GJldepArVoq8/pXF5qrrsOTJ+HGDVs3TWREf/4J69ap1+GUKQQFwVdfqV2jRkWXJhJCWG74cDVH97ff4PDhqI1VqkCDBqqCo/GPTCQbCV6sTNOi577M+s6TsCo11TfS+yJSmq5HF5D76CMoV46FC1Xiz9deSyT1hBSWEyJRBQtCly7qvjH7ABBddmPpUrh3L6WblaFI8JIMGjRQq49CQmC3a1S+dVNRDCFSyK5dqkCcszN8+SXPn8OMGWrX55+rT47xksJyQrzQiBFqvtiuXXD8eNTGevXgf/9T//y//jrhB8sHhFcmwUsy0LTouS8jjkdN4tq3T+XYECIlGAzRvS79+kHBgixeDHfvqkzmH30U6/iAACksJ0QSvPZa9ArpCc2OqkBE06J7XxYsUIkh4yMfEF6ZBC/JpEkTNQR6LqQot3JVVOOgW7faulkio1izBs6eNRVfDA6OXgQRb69L4cJSWE6IJPr8c7DTDGx7WIOTM/epjS1aQMmSKgPkokXRB8sHBKuS4CWZxJz7suTJ++rOxo22a5DIOGIWXxwxAnLkYOlSlafOyyt6rN7M6tXRs3elsJwQiYsKRIr/d5L2TpsAmLi5tApETp2C7t3VcbNmRde3kw8IViXBSzJ65x2oUAF+CIvKvb53r8oMJkRyMI6jjxyp/rnmzw8DBhASEpX1GbXLySmex3bsqDKCxkcKywlhLkYgMip0DBoGNoc256x3F7X9s89UZt07d9QQEcgHBCuT4CUZaRqM7XiFS5TkvFZGZa+ThHUiuRjH0b/9Vn0/fjy4urJ8Ody6pWKZbt0sOI8UlhMicTECkVJcoA3rAZjIF9GByNCh6tjp09W0AfmAYFXy3ymZtbz2NZU4yTpdho7EK0hodUJ84+ghIVCkCJQtS8ilACZPVptHjHhBtvJcuVT+cyksJ0TiYgUiXzARgA28z1+rz6j9PXqoqtNXr8KGDeaPt+QDgqxISpQEL8khxhuKtu5HxjOWjaihI33HTvj7bxs3UKQ5Ca1OiDmOHjOvhJ8fVK/OkpJfcfOm6sE2ZgVNUIECqpCcFJYTwnJ2dpTjb9qwHh07xi3Oq7a7u0P//ur+1KlqiCgpHxBkRVKiJHhJDrEmZr3NNlwI5hIl0MLDoFw5W7dQpAWWrE6IOY4ey3P7zEzOMh1Q2XRdXCx4TmdnNd4JUlhOiMTECkTGlt2IhoFNv2WLrsXbr58KYk6fVglhXvQBQVYkWUyCl+QQa2KWBnwZo/clpGJ127VNpB2WrE5IZBx9Yf/z3HnqSqFCicx1ka5pIV5OrECkzNkfaN9OTcAdOzbqmOzZVZAC0bPmE/uAICuSLCbBS3KI5w2lCTu5xOsA2P19BoKCbNEykZYktjrB3h5Kl44/6LCzIwg3pvrkBtSS/XhXGIF0TQvxKmIFImPG22Nnp9Zl/Pln1DGDBqnESgcOwNGjiZ9PViRZTIKX5BY1IUuzs6Mjq/GjME4RwTz6foeNGyZSvcRWJ7z/Ppw/r4KOmEU/x4wBb2/mZxrJ/ceOvPaaZNMVIqW8/np01l1T70uBAtF/hMbel4TIiiSLSfCSXOKZmNUw998czdMKAL+vZNWRSALjqgTjp7zdu9XtDz/AuHHqftu2MH48gXuOMd1pFKD+gUo2XSFSzujRqmN0x44YHS3Dhqm/3Z9+snzBhqQsSJRcleQSz8QsLcCfEqPaAlDi8jZuXA62bRtF6hczCIboLuQnT9Tt/fuYZgeuWwfAvPkajx5plCgBHTrEc07pmhYi2RQtGp3F2ljjjhIloHVUstLp0xM/gaQssIgEL8kpnolZ3n2qcse5IJl5xva+v9i2fSL1ixkExxd0GGkarF7Nkyfw1Vdq09ixCSxEkq5pIZLVF1+oHs+9e+H336M2jhihbtesUX/TCZGUBRaR4CWFafZ2hL3XHoDce79P9DUsBBAdBCcWdPz2G3TsyJw5qlOmdGlo186Cc0vXtBBWV7hwdHmj0aOjPmt4e0PDhirb7syZiZ9AUha8kPzHsoGCI1RffhN9O7PHSK0j8RKM/9iMPDx49Ahmz1bfjhunxt0TJF3TQiSrzz9Xq/x+/10t6ANUcTGApUvNk0qKJJPgxRbKlSOoSBmcCeP56k1cvWrrBok0wxh05I3K4unsDLlzQ65czJwJgYFQvnz08HqCpGtaiGTl5RWd4sXU+1K3LlStqkp4fP21+QMk51KSSPBiC5qGe081r+ADfY1psYgQL1SgABw+HF2dfPVqCAjggUsB5s5Vm8aPt3AUSLqmhUhWI0aozNZHjkQtENS06N6X+fPVpw0jybmUJBK82MoHHwBQj338tvoWf/1l4/aIV5dSn5wmTYLgYKhZU3WxODszbZrKe1i5MrRokbxPL4SwTL580KePuv/FF1G9L+++C6VKwdOnMHGi5Fx6SRK82EqRIlCzJnbotGMto0bZukHilaXEJ6ezZ2HFCnV/5kzQNG7cgHnz1KYJE+JOhxFC2M6IEaq80YkTsGkTqlvU+A9/xgzJufSSJHixpagkHB1Yw88/q65FkcakdLbazz5TH9/atoXqqkbW+PEQGgq1a0PTptZ9OiHEq8mVC4YMUfdHjYKICNRSwGLF1EbjGK/kXEoSCV5sqW1bsLenCr6U4BKffx43fYdI5VIyW+2uXWrg3NERpkwB4OJFWL5c7Z4yRXpdhEiNhgyBHDng0iVYuRIVmBh7X7Jmjf9BknMpURK82JKnJzRqBEAn+x84cCA667tII1IqW21kpOp1Afj0U3jtNUCtYjAY1DB6zZrWeSohhHV5eETHKuPGqSlrdOyoPtw8eqR2SM6lJJGrZGtRQ0e9Mq8BdD7/XL0ZiTQipbLVrlwJf/0F2bKZ/gv++Sds2KB6WyZNss7TCCGSR58+avn0jRvwzTeoHtTPP1c77eygUiXJuZQEErzYWosW4OpKrieXqeXqy8mT6g1JpEHJ9ckpKEgtVQDV1ZI9OxD9f69TJyhb1rpPKYSwLhcXNT8NYPJktdiIzp1VRGMwqIJIknPJYhK82FrmzKa1rdPLqyGG0aOjJnWJtCG5s9XOmAG3b6uhok8+AVTNlL171Yc34z9EIUTq1qmTWiX96FFUDTInp+iaR9OmqZn3knPJIhK8pAadOgFQ9fJq8uYI459/wMfHtk0SSZCc2WqvX4+uQjt1Kjg7o+vRvS59+shqSiHSCgeH6CHe2bPh7l2gWzeVEObGjajZvMISErykBo0aQd682D16yKK3fwbUp+mQEBu3S1guubLVjhihZvfVqgXvvw/A5s1qvou7O5IfSIg0pmVLVSEgKCgqkHFxgeHD1c4pUyA83JbNSzMkeEkNHBzU2CfQ7O5y80ldIuM6ehTWrFHB0Ny5oGlEREQHLEOGyJw+IdIaTVOdqKBGmf38gJ49VY0yf3/J7WIhCV5Si65dAbDfvZPpA24CMSZ1iYzHYIABA9T9bt3USgRUEt+LF1XOCGPiKyFE2lKvnupwDw+HsWMBV9foVAiTJsmkRwtI8JJalCgBb74JBgNtQr+jZEl4+DA6QhcZzOrVamwoc2bTIHlISNQ/OlTvi4fHC84hVWqFSLUmT1a3q1erLAh8/DHkzAlXr6os3SJRErykJt26AWDvs5xpU1Wiszlz1JxNkYE8exa9AuGLL1R3MvD112o40csruthboqRKrRCplre3SrKu61FTXtzdo7tTJ05UiSlFgiR4SU3atFEv4MuXeSf7YWrXVp+2jSk+RAYxdWr00uiooaMHD6JXKUycqOb4xSulay0JIV4sgV7QSZNUuoMdO2DPHqBvX5XH6dIl+OEH27Q1jUjW4OXRo0d07NgRDw8PsmbNSvfu3Xn27Fmij6lbty6appl9ffzxx8nZzNQjUyZVsAvQVixXeQBQH5xPnbJhu0TK8ffH9Iv/6ivTqqXx4yEwUE19+fDDRB6fkrWWhBCWSaAXtFgxFa8ADB0KkW6Zo+e+jBsXd+WRDAWbJGvw0rFjR86dO8eePXvYtm0bv//+O7169Xrh43r27Mnt27dNX9ONeS4ygqihI9at43+lntG+vepWNBYTFumb/ciRKlFVvXpqTSXqQ9jChWr/V1+9IIFvStVaEkIkzsJe0C++ULUZz55VMQ79+qm6d1evRm2IQYaCTZIteLlw4QI7d+5k6dKlVKtWjTfffJN58+axdu1abt26lehj3dzcyJMnj+nL44UzE9ORmjXV5N2gIFi/nsmTVRLGX3+FnTtt3TiRnHKcO4fdxo0qOpkzx5Q3ZsQItfjg7bfVh65EpVStJSFE4izsBc2RI3pqwBdfQJCWKXrO24QJcPmyDAXHI9mCl6NHj5I1a1aqVKli2tagQQPs7Ow4ltA/1yjff/89OXPmpGzZsowcOZLnz58nVzNTH00zLZtm+XIKF4b+/dW3n30mK+jSrchIyi5bpu63bAkDB8KJExw4AFu2gL19dKJdi0mVWiFsJwm9oP36qVjm1i2YORM1Iz9vXhWYlCghQ8HxcEiuE9+5c4dcsTJoOTg4kD17du7cuZPg4zp06EChQoXIly8fZ8+eZfjw4Vy6dIlNmzbFe3xoaCihoaGm7wMDAwEIDw8n3MqZCo3ns/Z542jfHodRo9AOHSL87Fk++6wUy5Y5cO6cxtKlEXTvnvrHj1LsWqUThmXLyPrvv+hZsmDImhX7TZsI91nFkD8qA3Z07x5JsWIGy5JvZsuGQ+7c6AUKoHfrhrZ8OdqNG0Rky5YusnfKaytp5HoljdWuV9u2ULw4jtWqxX2Ow4fVBLao57Czg4kTNT780IHp03W6dHEg//Dh2A8ciJ41K/z3H1pkZJwgSHdwIHLpUnQb/W6t/dpKynmSHLyMGDGCadOmJXrMhQsXknpak5hzYsqVK0fevHl56623uHr1KkWLFo1z/JQpUxgfT2W63bt34+bm9tLtSMyePXuS5bwxVa1ShbzHj3N95Ej+6tWLVq1eY/nycowYEUGWLL/i5pY2umBS4lqldY6BgTSISg9+tW5dvDZuxB5Ys/w5vsF2uDmH8laJdWzfbvnwqd38+RgcHFRP3hdfYBcRgeHsWTWwnk7Iaytp5HoljTWuV5arV6kL6JqGpuum28OHDvH09m2zY93doUSJWvzzT3Z69LjJp73y81bOnLg9eMCVFi0otnVrnPMfmDaNp1mzwvbtr9zWV2Gt11ZSRlk0XU/aNND79+/z8OHDRI957bXXWL16NUOGDOHx48em7REREbi4uLB+/XpatWpl0fMFBQWRKVMmdu7cSePGjePsj6/nxcvLiwcPHlh9rkx4eDh79uyhYcOGODo6WvXcmq8vdiNHYpgyBd3bG23vXhyaNUPPnJkIf3/CnDNTqZIDly9rDB4cydSpBqs+v7Ul57VKb+w++QT7pUtN3+uaRrDuQkkucp2CTOJzPmcK4WFhNmxl6iGvraSR65U0Vr1eN27gUKNG3F7Qo0fjLdx65IhG3boO2Nnp/PFHBJV8l+HQpw96tmxojx+j29mhGQym2/Bjx0zZt23B2q+twMBAcubMydOnT1/4/p3knhdPT088PT1feFyNGjV48uQJvr6+eHt7A/Dbb79hMBioFk83WkJOnz4NQN68eePd7+zsjHM8RfAcHR2T7Q81Wc69Zg3s34/dDz9A9erQuDGUKIH2zz84/vgjjn36MHu2mrQ5b549H39sT/Hi1m1CckjO30O6cPw4RM11MdjZYWcwoOk60xjOdQpSkAAG2s+HlavlOsYir62kkeuVNFa5XkWKQEAAmpOT6gXt0wfCwnBMoHBrnToq3df69RpDhzqyf093mDED7d9/IVMmtFKloHt3tGXL4Pp1HPPlU4libMxar62knCPZZvKVKlWKJk2a0LNnT44fP87hw4fp168fH3zwAfny5QPg5s2blCxZkuPHjwNw9epVJkyYgK+vL/7+/vz000989NFH1K5dm/LlyydXU20nsaV0338Pxk/aCxaArtOsGTRpooZJhw61XbNTREbIZxAZqZI86DqGjh35fcYMAAIoyHSGAfAVQ3E7vl9WCQmRViWx4vyMGSoJ5e+/w/otjtE1QRwc1JLT3r3VykF//3h7bzKKZF2G8P3331OyZEneeustmjVrxptvvsnixYtN+8PDw7l06ZJpnMvJyYm9e/fSqFEjSpYsyZAhQ2jdujU///xzcjbTdhJbSvfRR+rF6eAA587B77+jaTBrllp58tNPURkZ06uMkM9g2TIVnHl4EDllimnzUGYSgit12M/7bLBhA4UQKa1QoahyAagPqc9bdYSyZeHJEzDON00sCMoIH/xIxtVGANmzZ2fNmjUJ7i9cuDAxp9x4eXlx4MCB5GxS6rJ6NXTpotY/x15KZ+TgoPZPnAiFC1OqVCH69YO5c9Vq2jNnolfjpXkBASoPvqaZ90R17qyuS86c6i87PXjwAEaOVPcnTIA8eQjNkoXfsr3HhsfvY6cZ+Lr0YrSHeSDWqj0hRPo2bBgsX67q2k2fac+4KVPgnXdUgbNPP028xyXmB78YqUrSG0kAYUuJJRQzCglRt3v3mtbzjx2rEhudPx+deTVdyEip7T//HB49gvLl4ZNPAAjK5smAfOsA6P2xHeX/+j7Ddw0LkRG5uUVXCZk2DQLKNodatdT7wbhxcR+QAWuaSfCSWliSSOy99wDIlk19WAcYM0Z9iE8XMkpq+2PHwLi6aMEC08+8e3ch/j5nH/37tWB8XAiRPrVpoybwhoTAsOFa9JDRihUQOx1JRvrgF0WCF1vLlQvy5FEvsoULoXTphI89etSU1KhnTyhf/DmPH8PIHvdTqLHJLCOkto8xSZfOneHNNwHVCbNmTSkAvvxS9awJITIuTVPTA+zsYN06OBBWQ2XfNhhUz21MGeWDXwwSvNhagQJqaODYMTWL3FiIK3Zq9xw54PZtlSse9XpcUF5Nfl661ZM//kjZZie79JrafskS1Y2bJUv0Jyngiy/s+O8/J8qU0ckoRdSFEImrUAGMeVv79oXw8ZPV/8QtW+DIkegDM8IHv1jS2TtDGhVzKV3u3OY9Md7e6nvji2/aNNPY5psHp9CFFQD06fKciGPpYGwzdk+U8edPD5NW792L/sQ0caL6XQN//AFLl9oD8PXXkelnArYQ4pVNmqTWKpw7B7N3loqufTdiRNwFHpB+P/jFkr5/urQodk+McT3/iBEqGZGvr9nY5nSGkY1HnL7kxjfVV6b9sc2Efv70MGl10CB4/BgyZTKtAoiIwNTTUq/eNWrVSv11q4QQKSd7dpX7BWD8eLjRY5xKBHPwIMQsGZCeP/jFQ4KX1Ci+pEZ58xInpa6u48kDpqCW3I5mArfnpYO8IElM6pQm7NqlsihrGjx7Bj/8AMD8+Wq5e7ZsOl26nLNxI4UQqVHnzmqx0fPn0G9qARgyRO0YOhSM5XHS8we/eEjwYgtJSSIUcwlcAtW4e7CU/3GcQLIw9GhrKzdWvLILF6BbN3XfxUXdrl3LzZ1/MXpUJACTJkWSJYvULhJCxKVp8O23aq7j1q2wvfwI1aty9SrMmxd9YHr84JcACV5sISnZY2MugYtR5DImezv4lj5oms6aNfDbbzF2ZpBsi6la6dJw65a6Hxysbu/fZ1DTCzx7bk91jtKtmwwXCSESVqYMDB6s7n8yLBOh46Kyck+YoObTZTASvKSUl00iFN8SuJi6dgVvb7zz3OKTj4IANYfCmNsuQ6TZT81OnYp34txOvRHraYsdkXw76XF6n1snhLCCMWOgYEH1djHe7yOoXBkCA2H0aFs3LcXJv8yU8rJJhBJbAteli8ohHTW2OXFOJvLmhcuX4ctPbmeobIupUmSkSshjMEDDhqbNQbjRlwUA9O/wgIqfN7NVC4UQaYi7u6oQADBjph1XPp2jvlm6VE2ey0AkeEkp1kgiZPx4bhzT3LAB/vvPNLaZNSt8843aNX2FJ6e8u2eYbIup0tdfR+d0MZYBt7PjCybyL0UpwHXG975t2zYKIdKUFi1UrrqICPhgfi0M77dRH5AGDYq/dz6dkuAlpbxKEqH4lsDZ26tVK0uWmB3asiW0qRpAJA70YCkRetSvOJ1nW0x1rlyBUaPU/Rkz1LyXPHk4+noX5moDAVicbQQer+W0XRuFEGnSggXqM5GvLywuOl1NzN23z3zpdDonwYstJDWJUOwlcMePqzW2ALNnQ5j5KpV5PxUim0cEJ/FmFoPNz5VOsy2mKgaDWl0UHKwmS/foAQUKEHrJn+4sRdc1PvpIp+nt5el2GaMQIvnky6f+9QMMmluYh12jlk4PGqTWU2cAErykpFdJIhR7CVzXrir3y40b4ONjdmju3DBr0A0AxjKeyxRL99kWU5UFC1QCKXd3WLbM9HubMN2ZCxc0cueG2bPT9zJGIUTy6tIFGjVSizM+OPM5esGC6kPuxIm2blqKkHe0lGTNJELOzirrLqgXqzFRUZTO3R1o6HSAEFzpWfwAhspV0nW2xVTj6tXo38v06ab5RadPw9SpavOCBSprphBCvCxNg0WL1GekvUfd2d4kKt/LjBmqlkA6J8FLSrNmEqFevSB/frh+Pc7cF82rAIvOVMfNTefA5Xx889Ef6TrbYqpgMED37qrbtm5dU97/8HA1ihQZCe+/D60lj6AQwgoKF46u7/rBmnd53uBdNZO3T590P3lXgpe0zMUlelLo5MnRCdCiFCnpzLRpKlD6bJjGRT8ZpkhW334LBw6Am5saLooaqpsyRaV7yZ49eqqSEEJYQ58+qnTAs2fQPehrdDc3NWy9cqWtm5asJHhJ67p3V1mLbt9W82hiZdT95JPocdFOnVQvgEgGV6/C8OHq/rRp8NprgJpb/eWXavO8eaZC0kIIYRV2duqzkpsbrD1aiIP1x6kdQ4fCw4e2bFqykuAlrXNyis6uOHWqehXHyKhrZ6fy2GXLpuKZDDKXK2VFRKjIMCgI6tRRESPqk1DHjmq4qH176NDBxu0UQqRLxYtHrz5qumsgIcXKqsDFOP8uHZLgJT2oW1fNfbl3L7oMQIyMuvkjAvj2W7V50qSE082IlzRlChw9Ch4eqqs2arhoyEf3uXIFCuQKY8ECG7dRCJGu9ewJb78Nz8Md6WVYqDYuXao+zKZDErykB8WLw82b6n6Qqm8UO6Nuu3bqk39kZHQngbCC48dh/Hh1f8ECKFQIgJ9+gsWbPdEwsOqNRWTLZsM2CiHSPU1THe+5csF3/77BkfJqwQBdu6r6RzGlg4K9ErykB6tXq4y7McWTUXf+fNVBc/lydLZ68QqCguDDD1VE2K6dGiMKCODOrjN076wmFw1hJvUOT5S6UkKIZJcrlwpgABqdnUFwniLqf87gWMlK00HBXgle0oOOHVUPQHxiZNTNli06n93ChdE1G8VLGjJERYIFCqiVRpqGoXARuje5wYMnjpTnDBP5QupKCSFSzNtvqzRiQWTiwwgfdGOXzIoV6gNUOinYK8FLBtOgAXz+ubrfs6d67xUv4eefVYYoUBFh1LjQ9La+bKc5zoSwmg9xJkzqSgkhUtTMmVCiBGx6UJvNhQapjd26qQ9Q3t4JF+xNQ8NIErykF8bSA6+/Hr0tZ854M+qOHw+1a6uC1G3bqmXU6VZyjO1ev67GkUF1x771FgD798OoDZUAmMenlONv88dJXSkhRApwd4f161UqsA7+k7jvWUrtMCZINX6gMt4at6ehYSQJXtILY+mBCxdUzXSA//0v3oy6Dg7www/g6anS1g/seC/NT95KkLXHdsPD4YMP1DLEypVVckBUmp0PPlBJdj9q/pAeLE16AU4hhLCS8uXhm28gFBfefrASg519wll3s2ZVt2loGEn+q6YnxtID06erCGXHDvUVj3z54Pvvo+pjbMrFD/typ6moO1EBAck3tjt6NBw5opZFr1sHzs5ERKg8LnfvQtmy8M2sELSXLcAphBBW0rWrGi06rv+P2S6fR+8w9rQYPX6sbtPQ/DwJXtKjEiVgwAB1f8CAOEUbAQgIoGF2X77ofhuAXizmwmrfNBN1J6pw4ReP7b6MHTuiC4ksWwZFiwIqnjlwADJlgg0bwL1EfusV4BRCiFcwf77qhRnxfDR/uVdXG93c4KOP4h6chubnSfCSXo0Zoz7tX74cnXoxpqg3+LFLC1CP33hGZt555MND74ZpIupO1OrV6o8P4o7tvuwf5Y0bKkEOQL9+qsIisHVrdLXoZctiTDmyZgFOIYR4Sa6u6kOVm4cjbwet5blzNpXmIXv2hKcKpIH5eRK8pFceHmr4CFRNgOvXzfdHvcHbY2AdbSmMH1cpRlvWEW7vkuqj7kR17JhwGmFL/ihjT/KNPc/lq68ANV/ImPK/f381+VkIIVKb4sXVSulrFKJ96Aq1cc4c2L1b3U+D8/PSTktF0n34Ibzxhoqy+/Uzn6wV4w0+Jw/5mXfIxH/8xlsMaHUt1UfdFnuZP8rYk3yHDoXDh83mudy+De+8A8+fQ8OGpnhGCCFSpffeUytNf6IF07WoIrJffgk5cqTJ+XkSvKRnmqZykTg6qnz1mzfHf5ydHWU5xxrtQzQMfLvBk2++SdmmWp1x6bilf5QJTfIdNw6+/lp9v2oVFC3K8+dqQdeNG1CypIpnHB1T5KcSQoiXNnq0WlwwUp/Erw6NVZ6MTJlg27Y0Nz9Pgpf0rkwZGB4VZffrB0+fRu+L9Qb/TpXbTM00CYD+/XX2VhyadpdPG5eOWzppNr5JvvfuRdctAmjRAoMBOneGP/9UH1i2bYteZSiEEKmZpsHy5VC1uj1tItYQ4FhUfXBr0QKCg9PU/DwJXjKCUaPUoOft2/DZZ9Hb43mD/+z+MDp1gshIjdZnRnNq5m/q2LRYyCspk2bjm+RrpGmq1wU1D3rDBtXTsmmTacGREEKkCS4usGULZC6Yncbh2wh0yAZ//KEWJBgMtm6exSR4yQhcXFRpdIAlS2Dnzuh9Md/gr11DO/c3i/ucoo7jYQLJQuMfu/HP5nNqUkcaL+SVqMQm+R44AJ06MWcOTFIdUywe6UftcWksmBNCCCB3btVrfDNTSd6O2EK4nRNs3Gg+NzKVf2CV4CWjqF07OvdLjx7w5EncY6KGTlxqVmZreHMq48t9PScN38vE9R8Pq2NScwbG5Ppjc3dn2TIYFFUiZNw46PJ4dvoO5oQQ6Vq5cqr3+JhTbToZVmJAUwVmhw1TAUwqrzwtwUtGMnmyGj66eRM+/TTu/hhDJ1l4yg6aUoJLXKMQjdjNA3Kk7gyMr/rHliuXKgoCanVSiRKQJw8//lGInj3V5iEf3mHM2+mjKqsQIgNI5ENdw4bqX9kG+w/oTVSh2a++Uh9w165V36fS/3ESvGQkbm6wcqV6Y169Om4ul1hDJ7m4zx4aUoDrXKQUTdlBoJ5J7UzpDIwJ/QFasxTAL7+oZeUAixfDxYv88u01PhyQA12HXixixuq8aFWsnLlXCCGSyws+1LVsCT4+sEzryadEraxcvjzV/4+T4CWjqVFDjXsA9OkDV67Ef1xUXpSC2g320JCc3OcE/6MRu3lClpTPwJjQH6C1SgH8/DN88om6P3YsdO/O3l81Wn/gSESESkb3zarMaNbO3CuEENaWxA91H36oRozm8yl9+AazJQup9H+cBC8Z0eefqzkwz56pzLExax/Fzo9SqhQlucRuGpOdhxyjOg3Yy6On9snfTkv+AK1RCuDYMWjXTs20794dxo7l55/h7bfVpWnRQn0yse/U4dUy98YnqkdJ8/VN+mOFECI+L/GhrndvmDEDFtKHDqwhMnZ4kMpKBkjwkhHZ26uS0tmzqyCgf//ofbGXT+/cCblzU+l/Dvz2xW/kdHiML1Wo06c0N28mczst+QN81VIAFy+qKCU4GJo2hW+/5cd1Gu+9pwKXVq1U3BQnCZ210mlH9Shp33//aucRQgijl/xQN3QoTB9wg7W0pzG7CMIteucffyRjg5NOgpeMqkABWLNGLZNevFiNcRrFXD7t5aV6OI4do8KENuw/lZW8eXX+vuRIzZrqvT/ZJPUPMKkBxaVLUK8ePHgAmTPDiBHMnu9I+/aYhoqiqgFES2rm3vjE06Nk9+OPZLl6VW1LRZPihBBp0Ct8qPtsKCzwGMGvNKA8Z7luX0jt6NtXLaV+9iwZGpx0ErxkZI0bw4QJ6v4nnyQcWccIZsqU1ThyRKNECbh2DWrWhP37k6l9lv4BvkxAcfmyClzu3IEcOYj87xmDBhgYPFjFR337qk4RY+xkktTMvfGJr0fpwQPqDhmCY/XqqWpSnBAijUvqh7oCBfjk3nhWf6dz3bEoJSPPsTlv1HzABQvUKsxlyyAyMnnaayEJXjK6kSPVpA7j5A5//xc+pHBhOHQIqlWDx4/VcjtjDrxkk9gfYFIDiitX1Jyf27ehaFGe6h68zS/MOV0XgGmf3mDe0ADsE5rWk5TMvfGJp0dJi7rVU9mkOCFEGvUqvcTOznT8UGPHDrDP7M57txfwUZ7dhBV4Tf3f7NEDKlUyLzeTwiR4yeiMy6YrVlS1fJo3jz+BXSyenmrxj3GIpWdP6NVL1fmyKkv/AC0NKP79N7rHBTh/1ZGqj3awk6a48py1tGPYPC+0IoWt/IPEkEiPUsThw6lqUpwQIo2yQi/xW2/B4cPqA+t3dxqS9+FfnMndCDw8oFAhyJIluVr/QhK8CFVV9OefIV8+OH8+ukjXC7i6qnm/EyeqeGHJEjWMdPmyFdtmjWEao7/+Uj0uN26g58vH99qHeHOSf3gdL65xmDdox7qUXRIY1ZOkv+rEXyGEiO1Ve4lRmXj//BPq1oVHwW5UvLuLYQW+J2TWN9ZtaxLJf0yhFCigil14eMDvv0ObNhAe/sKHaZqq+7hrF+TMCadOqU6cJUvs4tQ3fGlW+ANk3z548024eZOI10vTs+IJPtS/IwRXmrADX7ypxGl1bHwT2qxdeiBWj5JeqRIhWbOqLi0hhEgtAgLIGeDL7qknGe42D4AZ59+m5js5eLTvDK737tmkWRK8iGiVKqkeGBcXlW22Uyc1JmSBhg1V4FK/Pjx/Dn372jNuXI0Ec+ClqLVr1eTkwEDulaxFyfuHWLY9Lw72OlMZzi/aO3jyIPEJbdau8xGrRynyyBH2LFnycj1KQgiRXKIWGDhW92Zq8AB20ISc3KfQpV3kavw/GvXqZZNmSfAizNWuraqLOjqqZbwffABhYRY9tEAB2LMH5swBFxedM2dyUamSA+PGRWfdT1G6DjNnqok54eEc8Hyfghd3c/VRNsqVg+Pb7jE8zyrsqlSOfz6NNUsPxCdWj5IhTjIZIYSwsVgLDJqwi9NUZDndwMEBX2PF2hQmwYuIq1kzVW7UKapMeuvWqjvlRU6cwK5BfQa8cYJTpyKoWPEeoaEa48dDsWKwaJHFcdCrCwlRs4iHDgVgLgOod/9HNGcnxhdewYlFvlRqkjvx+TTWKj0ghBBpVTwLDPJzi2w8IeLwYW7UqWOTZiVb8DJp0iRq1qyJm5sbWbNmtegxuq4zZswY8ubNi6urKw0aNOCyVWd/Cou9/Tb89JMaQtq2TY0HvWhsM8bQStGiMHbsUb7/PoIiRdTino8/hqJFVc9MYGAytv3aNZ5XqQ3LlhGJHUP4ioHMpkVLO863+5Ix/t1wWrtKHZvYfBprlB4QQoj0wlqZxa0g2VoQFhZGmzZt6NOnj8WPmT59Ol9//TULFy7k2LFjuLu707hxY0Ksvv5WWKRxYzUOlD27irxr1IC//zY/JqGhlVOnyHr1Cm2q+nPhggpY8uaFGzdg0CB1v3t3OHAAIo9ZZzLskyew95NNBBatiNu5P3lENpqyg1M1+nJ0xSU2jz5JkZ3fRrfxRcM/r1p6QAgh0oOEUlbYcoGBnsxWrFihZ8mS5YXHGQwGPU+ePPqMGTNM2548eaI7OzvrP/zwg8XP9/TpUx3Qnz59+jLNTVRYWJi+ZcsWPSwszOrnTtUuXtT1117TddB1Nzdd//776H2qL0J9aZr5rfErSnCwri9apOulSpnv9nQN1LuwXF/RYLX+zz+6HhlpWbOCgnT99991fepUXW/25lN9kdbLdNLjVNH7Nr2qHz2atDbG4eur9tvZmd/6+r7ctUxAhn1tvQS5Vkkj1ytp5HolICRE1w0Gdd9g0PWQEKtfq6S8f8dOfm4zfn5+3LlzhwYNGpi2ZcmShWrVqnH06FE++OADG7Yug3v9ddXT0KGD6onp2BF++w1mzVJDJ126qFVJsYZWDPb2GJYtw/gic3GBXpVP0DP3MA53nsDyw6+z5UBW7gdmxoeu+OwFSoCrs4GSxcLJX8SZ3LnBzU3VkgwPVxl9791TSXKvXVOFoJuwg0X0piDXAThWZxhePhOYX9hJPXEibcTBQZWMTojxE4eXl+oqWrYMrl9PWi0jIYRI62IOqRuH2C1Ip5FcUk3wcicq42nu3LnNtufOndu0Lz6hoaGEhoaavg+MmkwRHh5OuJUvrPF81j5vmpAlC/z0E3Zffond1Kloy5ah7/l/e3cfFFW9/wH8vbvsLtIFtZCnJBXSKKNr6sgPH4by4vhL0/zn4qSX6MGoK81NvZNZZiSaosM0db2kN8pw0mS0q11v8lMJ5TaS6YhswyjpKCYxiVeacFcpWdjP74/jboCEe7Z94Oy+XzMM4+F7jp/9eNj9+D3fhwp0btoEqa6GMS3tplO+WL8eE/74R0iXfOlLS2GoOoTJVZMxGcA/EIb/IAMHMRX/QQZqMA4/XQ9H7Ukzak/2HdIINKDY/Fc8cv1TAEB7YhL0H2zC2IceAtDl3ykrCxg5stcY7dXVyhTxX/s3jY1VVt0zmZRf2KeeUkYde/kXN6TvLZWYK3WYL3WYL/d5O1dqrqOqeFm2bBnWrVvXZ5v6+nqkpKSouexvsnbtWqxcufKm4wcOHEBEREQvZ/x2FRUVPrmuJqSl4Y5Vq/Dghg24rbERYTNm4HJqKoYAEJ0OOhHXd0DJ1YD//hcmqxXQ6ZC+dSsMAOwDBsBw/TqMjg5kohKZqAQAdMCAs/qR+L9H/4qzQ8ejtdUMu12Pzk49DAYHfvc7OxIMFzG7vgTjvtoNw/UOiF6Pc48+im/mzUNnWxtQXn5T2APPncNDvcRYffgwrly86Lf03UpI31sqMVfqMF/qMF/u81au2tyZ1XqDTsT9dVAvX76MH374oc82SUlJMJlMrj+XlpZi0aJFaL3FfjkNDQ1ITk5GbW0txowZ4zqekZGBMWPG4J133un1vN56XhITE9HS0oKoqKhbvygV7HY7KioqMG3aNBhDfU2Oq1ehX7EC+o0boXM4IAAQHQ3HX/4C3b/+BTQ1oeLNNzHl8ccRcdttrtN6K3B6sh89qvSG9NTQAP2770L//vvQdbnJOx9/HI4tW/qOt6kJYenpkKFDIU8/Dd3mzdA1NaHjyJF+sTAc7y33MVfqMF/qMF/u83aurFYroqOjceXKlVt+fqvqeRkyZAiG+Gh08YgRIxAXF4fKykpX8WK1WnH06NE+ZyyZzWaYe1ku3mg0+uzG8+W1NWPwYODvf1fWR1m0CLqDB4GWFhgKCoDHHkPHihX4ubNTyVOXMSfOgqVb4aLTKWNQ9HrA4YAxLExZJA9Q9lj697+VlW337v1lrMro0crUpStXYKishKGuTvlZdLSyYVhPI0YAFy5A53z88+c/A+3tMHqy1YAP8d5yH3OlDvOlDvPlPm/lSs01fDZVurGxERaLBY2Njejs7ITFYoHFYsHVq1ddbVJSUrB7924AgE6nw6JFi7B69Wrs2bMHdXV1eOKJJ5CQkIA5c+b4Kkz6rVJTgcpKoKpK2YK0owP45z8RNmcOpj/9NAy5ucp4kT17ej//jjuUBd+c0+9iY4GWFmDjRmDOHGVg7Ny5ylozXQuekyd/WSzG3YXjvLFHEhERBZzPBuy+/vrr2NKlK//BG48BDh06hIduDKg8ffo0rly54mqzdOlSXLt2Dbm5uWhtbcXkyZOxb98+hIeH+ypM8paMDOWrrg4oKYF89BHCW1uVmTx9zeaZOlXZ1fqzz5RVca1WZX2Zru66C/jTn5S9lmpqPJ85REREQcFnxUtpaSlKb/FB0nO4jU6nQ0FBAQoKCnwVFvlaairwt7+ho7AQx4qK8D+XL8Pw5ZfA118DnZ03t9+58+ZjUVFKT8of/gA88oiyTbVzRceUFODee5Wf93T0KDB2rFdfDhFRv3X8OLB0KbB+vdLzHEL6zVRpCjJGI1p+/3s4ZsyAwWhU9kb6+mtlnEpTk9LDYrMpi79ERCiPj4YPB5KSlD0E3Fl++sYYGdd3IqJQ0nW3exYvRD4QEaFsL+ANXDiOiELVhQvKuECdrvuWLDk5fU9aCDIsXkKR1rsahw5Vdn92zhzKzf1l4TgiomDWdVKCcwKCc9KCk/sroGhW4LeGJP/r2tWoVZw5REShiLvdA2DPS+hgVyMRkfbNn89JC2DxEjrY1UhEFFxCeNICHxuFCnY1EhEFB+ekhXHjflngMy4upCYtsOclVLCrkYgoOHDSAnteQpJzDRV31lIhIqL+J8QnLfDTK5Swq5GIiIIAHxuFEnY1EhFREGDxEmq6Fioh2NVIRETax8dG5Lnjx5VdoY8fD3QkREQUQli8kOeCYaVeIiLSHD42InW4Ui8REQUYixdShyv1EhFRgPGxEanDlXqJiCjA2PNC6nClXiIiCjD2vJDnuFIvEREFAD91SD2u1EtERAHEx0akHlfqJSKiAGLxQp7hSr1ERBQgfGxEREREmsLihYiIiDSFxQsRERFpCosXIiIi0hQWL0RERKQpLF7Ip3Q1NcDUqcDx44EOhYiIggSLF/Ip3datwKFDwEcfBToUIiIKElznhbzvwgWguRkDz52DfscO5VhZGZCTo2ziGB0NDBsW2BiJiEizWLyQ9w0fDiOAhwCITqccu3y5+2aOzp2oiYiIVOJjI/K+rVshYUpdrHMWKc7vYWHA1q0BCoyIiIIBe17I++bPR8fIkTCmpd38s6NHgbFj/R8TEREFDfa8kE+J/sYtpuetRkRE3sFPFPKNIUPw86BBkAcfBDZtUsa7xMUBMTGBjoyIiDSOj43IN4YORUVJCf539mzoTSYgNxdob+fu00RE9Jux54V8xmE0As7ZRjodCxciIvIKFi9ERESkKSxeiIiISFNYvBAREZGmsHghIiIiTWHxQkRERJrC4oWIiIg0hcULERERaQqLFyIiItIUFi9ERESkKSxeiIiISFOCbm8jEQEAWK1Wr1/bbrejra0NVqsVRqPR69cPJsyVOsyX+5grdZgvdZgv93k7V87PbefneF+Crnix2WwAgMTExABHQkRERGrZbDYMHDiwzzY6cafE0RCHw4Hvv/8ekZGR0Dk3BfQSq9WKxMREfPfdd4iKivLqtYMNc6UO8+U+5kod5ksd5st93s6ViMBmsyEhIQF6fd+jWoKu50Wv12Po0KE+/TuioqJ4U7uJuVKH+XIfc6UO86UO8+U+b+bqVj0uThywS0RERJrC4oWIiIg0hcWLCmazGfn5+TCbzYEOpd9jrtRhvtzHXKnDfKnDfLkvkLkKugG7REREFNzY80JERESawuKFiIiINIXFCxEREWkKixciIiLSFBYvPRQXF2P48OEIDw9HWloajh071mf7nTt3IiUlBeHh4UhNTUV5ebmfIg08NbkqKSnBlClTMHjwYAwePBiZmZm3zG2wUXtvOZWVlUGn02HOnDm+DbAfUZur1tZW5OXlIT4+HmazGaNGjeLvYh/efvtt3HPPPRgwYAASExOxePFi/Pzzz36KNnC++OILzJo1CwkJCdDpdPj0009veU5VVRXGjh0Ls9mMu+++G6WlpT6Ps79Qm69du3Zh2rRpGDJkCKKiopCeno79+/f7Jjghl7KyMjGZTLJ582Y5efKkPPvsszJo0CC5dOlSr+2rq6vFYDDI+vXr5dSpU/Laa6+J0WiUuro6P0fuf2pzNW/ePCkuLpba2lqpr6+XJ598UgYOHChNTU1+jjww1ObL6fz583LnnXfKlClT5LHHHvNPsAGmNlfXr1+X8ePHy4wZM+Tw4cNy/vx5qaqqEovF4ufIA0NtvrZt2yZms1m2bdsm58+fl/3790t8fLwsXrzYz5H7X3l5uSxfvlx27dolAGT37t19tm9oaJCIiAhZsmSJnDp1SjZs2CAGg0H27dvnn4ADTG2+XnzxRVm3bp0cO3ZMzpw5I6+88ooYjUY5ceKE12Nj8dLFhAkTJC8vz/Xnzs5OSUhIkLVr1/baPisrS2bOnNntWFpamjz33HM+jbM/UJurnjo6OiQyMlK2bNniqxD7FU/y1dHRIRMnTpT3339fcnJyQqZ4UZurjRs3SlJSkrS3t/srxH5Fbb7y8vJk6tSp3Y4tWbJEJk2a5NM4+xt3PoyXLl0qo0eP7nZs7ty5Mn36dB9G1j+5k6/e3HfffbJy5Uqvx8PHRje0t7ejpqYGmZmZrmN6vR6ZmZk4cuRIr+ccOXKkW3sAmD59+q+2Dxae5KqntrY22O123H777b4Ks9/wNF8FBQWIiYnBM888448w+wVPcrVnzx6kp6cjLy8PsbGxuP/++7FmzRp0dnb6K+yA8SRfEydORE1NjevRUkNDA8rLyzFjxgy/xKwlofoe7y0OhwM2m80n7/NBtzGjp1paWtDZ2YnY2Nhux2NjY/HNN9/0ek5zc3Ov7Zubm30WZ3/gSa56evnll5GQkHDTG0Mw8iRfhw8fxgcffACLxeKHCPsPT3LV0NCAgwcPYv78+SgvL8fZs2excOFC2O125Ofn+yPsgPEkX/PmzUNLSwsmT54MEUFHRweef/55vPrqq/4IWVN+7T3earXip59+woABAwIUmTYUFRXh6tWryMrK8vq12fNCfldYWIiysjLs3r0b4eHhgQ6n37HZbMjOzkZJSQmio6MDHU6/53A4EBMTg/feew/jxo3D3LlzsXz5cmzatCnQofVLVVVVWLNmDd59912cOHECu3btwt69e7Fq1apAh0ZB5OOPP8bKlSuxY8cOxMTEeP367Hm5ITo6GgaDAZcuXep2/NKlS4iLi+v1nLi4OFXtg4UnuXIqKipCYWEhPv/8czzwwAO+DLPfUJuvc+fO4dtvv8WsWbNcxxwOBwAgLCwMp0+fRnJysm+DDhBP7q34+HgYjUYYDAbXsXvvvRfNzc1ob2+HyWTyacyB5Em+VqxYgezsbCxYsAAAkJqaimvXriE3NxfLly+HXs//0zr92nt8VFQUe136UFZWhgULFmDnzp0+613nXXqDyWTCuHHjUFlZ6TrmcDhQWVmJ9PT0Xs9JT0/v1h4AKioqfrV9sPAkVwCwfv16rFq1Cvv27cP48eP9EWq/oDZfKSkpqKurg8VicX3Nnj0bDz/8MCwWCxITE/0Zvl95cm9NmjQJZ8+edRV4AHDmzBnEx8cHdeECeJavtra2mwoUZ+En3Oqum1B9j/8ttm/fjqeeegrbt2/HzJkzffcXeX0IsIaVlZWJ2WyW0tJSOXXqlOTm5sqgQYOkublZRESys7Nl2bJlrvbV1dUSFhYmRUVFUl9fL/n5+SE1VVpNrgoLC8VkMsknn3wiFy9edH3ZbLZAvQS/UpuvnkJptpHaXDU2NkpkZKS88MILcvr0afnss88kJiZGVq9eHaiX4Fdq85Wfny+RkZGyfft2aWhokAMHDkhycrJkZWUF6iX4jc1mk9raWqmtrRUA8tZbb0ltba1cuHBBRESWLVsm2dnZrvbOqdIvvfSS1NfXS3FxcUhNlVabr23btklYWJgUFxd3e59vbW31emwsXnrYsGGD3HXXXWIymWTChAny1VdfuX6WkZEhOTk53drv2LFDRo0aJSaTSUaPHi179+71c8SBoyZXw4YNEwA3feXn5/s/8ABRe291FUrFi4j6XH355ZeSlpYmZrNZkpKS5M0335SOjg4/Rx04avJlt9vljTfekOTkZAkPD5fExERZuHCh/Pjjj/4P3M8OHTrU6/uQMz85OTmSkZFx0zljxowRk8kkSUlJ8uGHH/o97kBRm6+MjIw+23uTToT9hERERKQdHPNCREREmsLihYiIiDSFxQsRERFpCosXIiIi0hQWL0RERKQpLF6IiIhIU1i8EBERkaaweCEiIiJNYfFCREREmsLihYiIiDSFxQsRERFpCosXIiIi0pT/B9zC2+wJXEBvAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 6\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 7\n"
]
},
{
"data": {
"image/png": 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V07aSJUty8uRJXnnllWRfe8ZzFhgYaNZzcunSJaufU8mSJdE0jeLFiycZ9CWnatWq7Nq1i9DQULNJu4cPHzbdntDhw4e5dOkSn3/+eaofT2QOMlAoMq0OHToQExPDxIkTE90WHR1t+jBu2rQpLi4uzJ071+wb/+zZs1N8jOrVq1O8eHFmz56d6MM9/rGMuTAS7pOQk5MTzZs3Z+PGjQQFBZm237p1i1WrVvHyyy8nWpXxLAoUKEDVqlVZtmyZWZ2n7du3c/bsWbN9ixYtipOTE3v37jXbntSQi621atWKmJgYvvnmG7Pts2bNQqfT8eqrrwKYLr/++muz/RL+HZ2cnGjXrh3r16/n5MmTiR7v5s2bSbYlX758NGrUiIULF5p6BuJLaYm6k5MTOp3OrNcqKCjIbPVPUmrWrImPjw8LFiwwWwXn7++f6HXVoUMH/vvvP7777rtEx3n69CmPHz8GMPUeJfxbzp07N8X2GL311ls4OTkxYcKERD1mmqZx7969ZO//9ttvExMTw6JFi0zbIiIiWLp0KbVr17YYrBt7qTp16mR1O0XmIj0vItNq2LAhffr0YerUqZw4cYLmzZvj4uLCxYsXWbNmDXPmzOHtt9/Gx8eHoUOHMnXqVF577TVatWrF8ePH2bx5M3nz5k32MfR6Pd9++y1t2rShatWqdOvWjQIFCvDPP/9w5swZtm7dCmDq2h4wYAAtWrTAycmJd955x+IxJ02axPbt23n55Zf56KOPcHZ2ZuHChURERDBjxgybnZ+pU6fSunVrXn75Zbp37879+/eZO3cuFSpUICwszLRfjhw5aN++PXPnzkWn01GyZEl+//1307wJe2vTpg2NGzdm1KhRBAUFUaVKFbZt28bGjRsZOHCgqferatWqvPvuu8yfP5+QkBDq1avHjh07LPYiTJs2jV27dlG3bl169epFhQoVuHv3LkePHmXXrl3J9rjNmzePl19+mUqVKtGrVy9KlCjBrVu3OHToENeuXbMYEBm1bt2ar776ipYtW9KpUydu377NvHnzKFWqFKdOnUr2PLi4uDBp0iT69OlDkyZN6NixI4GBgSxdujTRnJf333+fn3/+mQ8//JBdu3bx0ksvERMTwz///MPPP//M1q1bqVmzJjVq1KBdu3bMnj2be/fumZZKX7hwAbCux7BkyZJMmjSJkSNHEhQUZKofFhgYyC+//ELv3r1NyecsqV27Nu3bt2fkyJHcvn2bUqVKsWzZMoKCgliyZEmi/WNiYvjpp5+oU6dOovlNIgtxzCInIVJmXGL7119/Jbtfly5dtGzZsiV5+6JFi7QaNWpoHh4eWvbs2bVKlSppw4YN065fv27aJyYmRpswYYJWoEABzcPDQ2vUqJH2999/a0WLFk12qbTR/v37tWbNmmnZs2fXsmXLplWuXFmbO3eu6fbo6Gjt448/1nx8fDSdTme2bJoES1I1TdOOHTumtWjRQvPy8tI8PT21xo0bawcPHrTq/CTVRkvWrVunlStXTnNzc9PKly+vrV+/XuvSpYvZUmlN07Q7d+5o7dq10zw9PbVcuXJpffr00f7+++9ULZVO2E7j0ts7d+6Ybbf093z06JE2aNAgrWDBgpqLi4tWunRp7YsvvjBbeq1pmvb06VNtwIABWp48ebRs2bJpbdq00a5evWrxHN+6dUvr16+f5ufnp7m4uGi+vr7aK6+8oi1atMi0T1LLwS9fvqx98MEHmq+vr+bi4qIVKlRIe+2117S1a9cmey40TdOWLFmilS5dWnNzc9PKli2rLV261HQurDF//nytePHimpubm1azZk1t7969WsOGDc2WSmuaWlo9ffp0rUKFCpqbm5uWK1curUaNGtqECRO0kJAQ036PHz/W+vXrp+XOnVvz8vLS2rZtq50/f14DtGnTppn2S+rvZbRu3Trt5Zdf1rJly6Zly5ZNK1u2rNavXz/t/PnzKT6np0+fakOHDtV8fX01Nzc37cUXX9S2bNlicV9jqoOvv/7airMlMiudptlxZpwQQogM58SJE1SrVo0VK1bIah6RLsmcFyGEyMIs5VGZPXs2er2eBg0aOKBFQqRM5rwIIUQWNmPGDAICAmjcuDHOzs5s3ryZzZs307t3b5usbBPCHmTYSAghsrDt27czYcIEzp49S1hYGEWKFOH9999n1KhRODvL91uRPknwIoQQQogMRea8CCGEECJDkeBFCCGEEBmKBC9CCCGEyFAy3Wwsg8HA9evXyZ49u9X1ZIQQQgjhWJqm8ejRIwoWLJio0G5CmS54uX79uizvE0IIITKoq1evUrhw4WT3yXTBi7Hq7NWrV21SwC6+qKgotm3bZqqRI5Im5yp15HxZT85V6sj5Sh05X9az9bkKDQ3Fz8/PrHp8UuwavOzdu5cvvviCgIAAbty4wS+//ELbtm2T3H/37t00btw40fYbN27g6+tr1WMah4q8vb3tErx4enri7e0tL+oUyLlKHTlf1pNzlTpyvlJHzpf17HWurJnyYdcJu48fP6ZKlSrMmzcvVfc7f/48N27cMP3ky5fPTi0UQgghREZj156XV199lVdffTXV98uXLx85c+a0fYOEEEIIkeGlyzkvVatWJSIigooVKzJ+/HheeumlJPeNiIggIiLC9HtoaCigurOioqJs2i7j8Wx93MxIzlXqyPmynpyr1JHzlTpyvqxn63OVmuOkWXkAnU6X4pyX8+fPs3v3bmrWrElERASLFy/mhx9+4PDhw1SvXt3ifcaPH8+ECRMSbV+1ahWenp62ar4QQohYOp0OJycnRzdDZEAxMTEkFXY8efKETp06ERISkuKc1XQVvFjSsGFDihQpwg8//GDxdks9L35+fty9e9cuE3a3b99Os2bNZCJXCuRcpY6cL+vJuUodW5+vx48fc+PGjSQ/gDI6TdMIDw/H3d1dcoWl4FnOlU6no0CBAmTLli3RbaGhoeTNm9eq4CVdDhvFV6tWLfbv35/k7W5ubri5uSXa7uLiYrc3NnseO7ORc5U6cr6sJ+cqdWxxvmJiYrh58ybZsmXDx8cnU364GwwGwsLC8PLySjFRWlaX2nOlaRp37tzh5s2blC5dOlHvXWpen+k+eDlx4gQFChRwdDOEECLLi4qKQtM0fHx88PDwcHRz7MJgMBAZGYm7u7sELyl4lnPl4+NDUFAQUVFRzzX0aNfgJSwsjEuXLpl+DwwM5MSJE+TOnZsiRYowcuRI/vvvP5YvXw7A7NmzKV68OBUqVCA8PJzFixezc+dOtm3bZs9mCiGESIXM2OMi0oatXjt2DV6OHj1qlnRu8ODBAHTp0gV/f39u3LjBlStXTLdHRkYyZMgQ/vvvPzw9PalcuTJ//vmnxcR1QgghhEg7c+bMoVatWtStW9fRTbFvkrpGjRqhaVqiH39/fwD8/f3ZvXu3af9hw4Zx6dIlnj59yr1799i1a5cELkKIrOPoUWjSRF2KDGv37t3odDoePnz4zMcYP348VatWtVmb4gsKCkKn03HixAmr7/Pll1+yfv36JFf+pjUZ0BNCiPRi+XLYtQuSWF0pns2dO3fo27cvRYoUwc3NDV9fX1q0aMGBAwee+9iNGjVi4MCBZtvq1avHjRs3yJEjx3Mf3x78/Py4ceMGFStWBFIOtg4cOMAPP/zAxo0bLS6QcYR0P2FXCCEyteBguHsXdDr46Se1bfVq6NIFNA3y5oWiRR3bRns4ehSGDYMZM6BmTbs+VLt27YiMjGTZsmWUKFGCW7dusWPHDu7du/fMx4yMjMTV1dXiba6urlbX47Ol5NoUn5OTU6ra99JLL6WqlyYtSM+LEEI4UrFi6sO7Rg24c0dtu3NH/V6zpro9M0qjXqaHDx+yb98+pk+fTuPGjSlatCi1atVi5MiRvP7666b9rly5whtvvIG3tzdFihShY8eO3Lp1y3S7cRhn8eLFFC9eHHd3d7p27cqePXuYM2cOOp0OnU5HUFCQxZ6M/fv3U79+fTw8PPDz82PAgAE8fvw4xfYvXLgQPz8/PD096dChAyEhIabbunbtStu2bZk8eTIFCxbkhRdeANSk2A0bNpgdJ2fOnKYpG/GHjYKCgkzTM3LlyoVOp6Nr166AWk00depUihcvjoeHB1WqVGHt2rVmxz179iytWrXCy8uL/Pnz8/7773P37t0Un9fzkuBFCCEcacUKcI7tBDcmfjNeOjur2zOL4GAICIBjx8x7mY4dU9uDg23+kF5eXnh5ebFhwwazhKbxGQwG3njjDe7fv8+uXbtYv349gYGBdOzY0Wy/S5cusW7dOtavX8+JEyeYM2cOdevWpVevXqZCwn5+fomOf/nyZVq2bEm7du04deoUP/30E/v376d///7Jtv3SpUv8/PPP/Pbbb2zZsoXjx4/z0Ucfme2zY8cOzp8/z/bt2/n9999TeXbUENK6deuAuKLIc+bMAWDq1KksX76cBQsWcObMGQYNGsR7773Hnj17ABUYvvHGG1SrVo2jR4+yZcsWbt26RYcOHVLdjtSSYSMhhHCkzp2hXDnV05LQ4cOQTiZI2kT8XiTjklljL5ORjTP3Ojs74+/vT69evViwYAHVq1enYcOGvPPOO1SuXBlQAcDp06cJDAykUKFChIaG4u/vT6VKlfjrr7948cUXATUss3z5cnx8fEzHd3V1xdPTM9lhmKlTp9K5c2fT3JjSpUvz9ddf07BhQ7799lvc3d0t3i88PJzly5dTqFAhAObOnUvr1q358ssvTY+XLVs2Fi9ebNVwkSVOTk7kzp0bMC+KHBERwZQpU/jzzz9Nq4tKlCjB/v37WbhwIQ0bNmTevHlUrlyZyZMnm/K8fP/99/j5+XHhwgXKlCnzTG2yhvS8CCFEemFM9JVZk6M5qJepXbt2XL9+nV9//ZWWLVuye/duqlevbhpGOXfuHH5+fma9JuXLlydnzpycO3fOtK1o0aJmgYu1Tp48ib+/v6kXyMvLixYtWmAwGAgMDEzyfkWKFDEFLgB169bFYDBw/vx507ZKlSo9c+CSnEuXLvHkyROaNWtm1u7ly5dz+fJl0/Pat28f3t7eptvLli0LYNrHXqTnRQghHC1fPvD1BT8/6NEDliyBq1fV9szEgb1M7u7uNGvWjGbNmjFmzBh69uzJuHHjTPM7rGGpHo81wsLC6NOnDwMGDEh0W5EiRZ7pmMm1SafTJao9ldrKz2FhYQD88ccfZgEUYFpxFBYWRsuWLZk5c2aiDLv2zowvwYsQQjha4cIQFASurmo4pXdviIyEdLIs1S70ejAY4i7TWPny5U2TWsuVK8fVq1e5evWq6YP67NmzPHz4kPLlyyd7HFdXV2JiYpLdp3r16pw9e5ZSpUqlqo1Xrlzh+vXrFCxYEID//e9/6PV608TcpPj4+HDjxg3T7xcvXuTJkydJ7m/suYn/PMqXL4+bmxtXrlyhYcOGFu9XvXp11q5dS7FixezS+5OcTNo3KYQQGYybW9w8EJ0u8wYuxl6mGjVgwQJ16etrt16me/fu0aRJE1asWMGpU6cIDAxkzZo1zJgxgzfeeAOApk2bUqlSJTp37syxY8cICAiga9euNGzYkJopLOMuVqwYhw8fJigoiLt372KwEIgNHz6cgwcP0r9/f06cOMHFixfZuHFjihN23d3d6dKli2l4ZsCAAXTo0CHFZc5NmjThm2++4fjx4xw9epQPP/ww2aKHRYsWRafT8fvvv3Pnzh3CwsLInj07Q4cOZdCgQSxbtozLly9z7Ngx5s6dy7JlywD46KOPePDgAZ06deKvv/7i8uXLbN26lW7duqUY0D0vCV6EEEKkHWMv0+HD0KePugwKUtvtwMvLi9q1azNr1iwaNGhAxYoVGTNmDL169eKbb74B1DDLxo0byZUrF40aNeLNN9+kePHi/GRcEZWMoUOH4uTkRPny5fHx8TEreWNUuXJl9uzZw4ULF6hfvz7VqlVj7Nixph6VpJQqVYq33nqLVq1a0bx5cypXrsz8+fNTbNOXX36Jn58f9evXp1OnTgwdOhRPT88k9y9UqBATJkxgxIgR5M+f3xRUTZw4kTFjxjB16lTKlStHy5Yt+eOPPyhevDgABQsWZMuWLcTExNC8eXMqVarEwIEDyZkzp92LWuq0hANjGVxoaCg5cuQgJCQEb29vmx47KiqKTZs20apVq+cuLZ/ZyblKHTlf1pNzlTq2PF/h4eEEBgaa8pxkRgaDgdDQULy9vaWqdAqe5Vwl9xpKzee3/GWEEEIIkaFI8CKEEEKIDEWCFyGEEEJkKBK8CCGErR09Ck2aqEshhM1J8CKEELaWRkUHhciqJEmdEELYQnAw3L2rcrTELzrYpYtKgZ83LxQt6tg2CpFJSPAihBC24ICig0JkVTJsJIQQtuCgooNCZEUSvAghhC107qyyxVpy+LC6XQgbevDgARMmTDCrY5RVSPAihBC2Zsw2Khlas6Tdu3ej0+l4+PCh3R5D0zS6dOnC06dPU13BWafTmYpSBgUFodPpOHHihO0baUfynyWEELaSxkUHhXXu3LlD3759KVKkCG5ubvj6+tKiRQsOHDjw3Mdu1KgRAwcONNtWr149bty4QY4cOZ77+En54osv8Pb2ZurUqXZ7jPRMJuwKIYStGIsOurqqSbu9e0NkZOatEJ1BtGvXjsjISJYtW0aJEiW4desWO3bs4N69e898zMjISFxdXS3e5urqmmLl5+d9vGHDhtn0+BmN9LwIIYQtubnFrTbS6SRwcbCHDx+yb98+pk+fTuPGjSlatCi1atVi5MiRvP7666b9rly5whtvvIG3tzdFihShY8eO3Lp1y3T7+PHjqVq1KosXLzYVFezatSt79uxhzpw56HQ6dDodQUFBFoeN9u/fT/369fHw8MDPz48BAwbw+PHjJNtt6fGMz6dnz574+Pjg7e1NkyZNOHnypNl9N27cSPXq1XF3d6dEiRJMmDCB6Ohoq8/Z33//zauvvoqXlxf58+fn/fff5+7du1bfPy1I8CKEEOKZaBo8fuyYH2tXnXt5eeHl5cWGDRuIiIiwuI/BYOCNN97g/v377Nq1i/Xr1xMYGEjHjh3N9rt06RLr1q1j/fr1nDhxgjlz5lC3bl169erFjRs3uHHjBn5+fomOf/nyZVq2bEm7du04deoUP/30E/v376d///7Jtj3h4wG0b9+e27dvs3nzZgICAqhevTqvvPIK9+/fB2Dfvn188MEHfPLJJ5w9e5aFCxfi7+/P5MmTrTpfDx8+pEmTJlSrVo2jR4+yZcsWbt26RYcOHay6f5rRMpmQkBAN0EJCQmx+7MjISG3Dhg1aZGSkzY+d2ci5Sh05X9aTc5U6tjxfT58+1c6ePas9ffpU0zRNCwvTNBVGpP1PWJj17V67dq2WK1cuzd3dXatXr542cuRI7eTJk6bbt23bpjk5OWlXrlzRYmJitAcPHminT5/WAO3IkSOapmnauHHjNBcXF+327dtmx27YsKH2ySefmG3btWuXBmgPHjzQNE3TevToofXu3dtsn3379ml6vd50LhOy9Hj79u3TvL29tfDwcLN9S5YsqS1cuFDTNE175ZVXtClTppjd/sMPP2gFChQw/Q5ov/zyi6ZpmhYYGKgB2vHjxzVN07SJEydqzZs3N7v/1atXNUA7f/682XbjuYqJibH4HCxJ+BqKLzWf39LzIoQQIlNr164d169f59dff6Vly5bs3r2b6tWr4+/vD8C5c+fw8/Mz6zUpX748OXPm5Ny5c6ZtRYsWxcfHJ9WPf/LkSfz9/U29QF5eXrRo0QKDwUBgYGCS90v4eCdPniQsLIw8efKYHSswMJDLly+b9vn888/Nbjf2DD158sSqtu7atcvs/mXLlgUwPUZ6IBN2hRBCPBNPTwgLc9xjp4a7uzvNmjWjWbNmjBkzhp49ezJu3Di6du1q9TGyZcuWugeNFRYWRp8+fRgwYECi24oUKWL144WFhVGgQAF2796daN+cOXOa9pkwYQJvvfVWon2M82ZSamubNm2YPn16ottSuyTbniR4EUKI1Dh6FIYNgxkzoGZNR7fGoXQ6eMbPc4crX768KddJuXLluHr1KlevXqVQoUIAnD17locPH1K+fPlkj+Pq6kpMTEyy+1SvXp2zZ89SqlSp52pz9erVuXnzJs7OzhSLX44iwT7nz59/5seqXr0669ato1ixYjg7p98QQYaNhBAiNaRidIZy7949mjRpwooVKzh16hSBgYGsWbOGGTNm8MYbbwDQtGlTKlWqROfOnTl27BgBAQF07dqVhg0bUjOFALVYsWIcPnyYoKAg7t69i8FgSLTP8OHDOXjwIP379+fEiRNcvHiRjRs3pjhhN6GmTZtSt25d2rZty7Zt2wgKCuLgwYOMGjWKo0ePAjB27FiWL1/OhAkTOHPmDOfOnWP16tWMHj3aqsfo168f9+/f59133+Wvv/7i8uXLbN26lW7duqUYpKUlCV6EECIlwcEQEADHjplXjD52TG0PDnZs+0SSvLy8qF27NrNmzaJBgwZUrFiRMWPG0KtXL7755htAZZzduHEjuXLlolGjRrz55psUL16cn4x/62QMHToUJycnypcvj4+PD1euXEm0T+XKldmzZw8XLlygfv36VKtWjbFjx1KwYMFUPRedTsemTZto0KAB3bp1o0yZMrzzzjsEBweTP39+AFq0aMHvv//Otm3bePHFF6lTpw6zZs2iqJUVzQsWLMiBAweIiYmhefPmVKpUiYEDB5IzZ0706ShjtC525nGmERoaSo4cOQgJCcHb29umx46KimLTpk20atUKFxcXmx47s5FzlTpyvqznkHNlzNtivK5pcZdG6fSt1JbnKzw8nMDAQLO8I5mNwWAgNDQUb2/vdPVhnR49y7lK7jWUms9v+csIIURKpGK0EOmKBC9CCJGS9FQx+uhRaNJEXQqRRUnwIoQQqeHoitEyYVgIWSothBBWMVaM9vODHj1gyRK4ejVtKkYHB8Pdu2qeTfwJw126qOGrvHnBygmZQmQGErwIIYQ1HFkxOn5OD+Pk4Tt3oEaNuO3pdMKwEPYgw0ZCCGEtR1WMlgnDQpiR4EUIIdI7G0wY1gUEyERfkWlI8CKEEBnJM04Y1q1YIRN9RaYhwYsQQqRX8ZdFGycM16gBCxaoS1/f5CcMBwfDsWPkuHwZ/c8/q22SGVhkAjJhVwgh0qv4y6LnzEn9hOFixXABGgGaTPRNc6dPn2bz5s0MGTIEJycnRzcnWXPmzKFWrVrUrVvX0U2xivS8CCFEepJcHaW//wZj7RxrJgyvWIEWO9FXJxN97Wr37t3odDoePnxo2lahQgUOHTrEmDFjLN6nWLFizJ49O20amIwvv/yS9evXU7169WT3S/gc/f39ra6ZZGsSvAghRHpSrBjUrKl6R+7cUduMvSU1a5ovm05J585EHzhg+ba0zgzsQF27dkWn0/Hhhx8muq1fv37odDq6du1q88fV6/WsWrWKffv28ccff9j8+LZw4MABfvjhBzZu3IhbKlfPdezY0VTNGmD8+PFUrVrVxi20TIIXIYRIT+y0LFpzdGZgB/Pz82P16tU8ffrUtC08PJxVq1ZRpEgRuz2uh4cH+/bto3Xr1nZ7jNTQNI3o6GjT7y+99BInTpwgZ86cqT6Wh4cHPj4+Nmyd9bLmq1gIIdIrW9dR8vEhPGdOtGrVrJ/omwlVr14dPz8/1q9fb9q2fv16ihQpQrVq1cz2jYiI4JNPPiFfvny4u7vz8ssv89dff5nts2nTJsqUKYOHhweNGzcmKCgo0WPu37+f+vXr4+HhQeHChenXrx+PHj1Kso0PHz6kZ8+e+Pj44O3tTZMmTTh58mSS+wcFBaHT6Vi9ejX16tXD3d2dihUrsmfPHtM+xqGezZs3U6NGDdzc3Ni/fz8Gg4GpU6dSvHhxPDw8qFKlCmvXrk3Vc4w/bOTv78+ECRM4efIkOp0OnU6Hv79/km1/XhK8CCFEemWL3pLChdn+3XfEHDwIffqoACgoSGUMfl6aBo8fO+bnGSYad+/enaVLl5p+//777+nWrVui/caNG8f69etZtmwZx44do1SpUrRo0YL79+8DcPXqVd566y3atGnDiRMn6NmzJyNGjDA7xuXLl3n11Vdp3749p0+fZs2aNRw5coQ+ffok2b727dtz+/ZtNm/eTEBAANWrV+eVV14xPW5SPv30U4YMGcLx48epW7cubdq04d69e2b7jBgxgmnTpnHu3DkqV67M1KlTWb58OQsWLODMmTMMGjSI9957zxT4WPMc4+vYsSNDhgyhQoUK3Lhxgxs3btCxY8dk2/1ctEwmJCREA7SQkBCbHzsyMlLbsGGDFhkZafNjZzZyrlJHzpf1ssS5unpV03x9Ne3FFzVtwQJ16eurtqeSLc/X06dPtbNnz2pPnz5VG8LCNE2FEWn/ExZmdbu7dOmivfHGG9rt27c1Nzc3LSgoSAsKCtLc3d21O3fuaG+88YbWpUsXTdM0LTQ0VHNxcdF++OEHs3NYsGBBbcaMGZqmadrIkSO18uXLmz3G8OHDNUB78OCBpmma1qNHD61v375m+xw4cEDT6XRaWGzbixYtqs2aNUvTNE3bt2+f5u3trYWHh5vdp2TJktrChQstPq/AwEAN0KZNm2baFhUVpRUuXFibPn26pmmatmvXLg3QNmzYYNonPDxc8/T01A4ePGh2vB49emjvvvuu1c9xyZIlmre3txYTE6NpmqaNGzdOq1KlisW2GiV6DcWTms9vWSothBDpjSPrKGViPj4+tG7dGn9/fzRNo3Xr1uTNm9dsn8uXLxMVFcVLL71k2ubi4kKtWrU4d+4cAOfOnaN27dpm90u4xPjkyZMcPXqUb7/9NlE7AgMDqVixYqL9w8LCyJMnj9n2p0+fcvny5WSfV/zHdnZ2pmbNmqa2GtWsWdN0/dKlSzx58oRmzZqZ7RMZGWkaQrPmOTqSBC9CCJEexQ9U0rKOUmp4ekJYmOMe+xl0796d/v37AzBv3jxbtshMWFgYY8eOZcKECVbvX6BAAXbv3p3otmeZTJtQtmzZzB4L4I8//qBQoUJm+6V2xZGj2HXOy969e2nTpg0FCxZEp9OxYcOGFO+ze/duqlevjpubG6VKlbLrhB8hhBDPQaeDbNkc82NMupdKLVu2JDIykqioKFq0aJHo9pIlS+Lq6sqBeEvMo6Ki+OuvvyhfvjwA5cqV48iRI2b3+9///mf2e/Xq1dm5c6fV7apevTo3b97E2dmZUqVKmf0k7B1KKP5jR0dHExAQQLly5ZLcv3z58ri5uXHlypVEj+Xn52f1c0zI1dWVmJiYlJ6qTdg1eHn8+DFVqlSxOroNDAykdevWNG7cmBMnTjBw4EB69uzJ1q1b7dlMIYQQWYSTkxPnzp3j7NmzFrPeZsuWje7duzN8+HC2bNnC2bNn6dWrF0+ePKFHjx4AfPjhh1y8eJFPP/2U8+fPs2rVqkRftIcPH05AQAC9e/fm+PHjXLx4kQ0bNtCrVy+L7WratCl169albdu2bNu2jaCgIA4ePMioUaPMcqlYMm/ePH755Rf++ecf+vXrx4MHD+jevXuS+2fPnp2hQ4cyaNAgli1bxuXLlzl27Bhz585l2bJlVj/HhIoVK0ZgYCAnTpzg7t27REREJLv/87DrsNGrr77Kq6++avX+CxYsoHjx4nz55ZeAivz279/PrFmzLEbIQgiR4d2+DQcOwOnTKoPu1atw6xaEhIDxW2yOHJA7t0pQV6YMVK4M9eqp35+xByIr8/b2Tvb2cePG4ezszPvvv8+jR4+oWbMmW7duJVeuXAAUKVKEdevWMWjQIObOnUutWrWYMmWKWcBQuXJl9uzZw6hRo2jQoAGaplGyZMkkV+DodDo2bdrEqFGj6NatG3fu3MHX15cGDRqQP3/+ZNs7bdo0pk2bxokTJyhVqhS//vprir01EydOxMfHh6lTp/Lvv/+SM2dOqlevzmeffWb1c0yoXbt2rF+/nsaNG/Pw4UOWLl1ql+R/QNqtNgK0X375Jdl96tevr33yySdm277//nvN29vb6seR1Ubpg5yr1JHzZb0Mf64MBk376y9NGzZM0ypUeL4VN4UKaVqfPpq2aZOmJXE+7LraKBOKiYnRHjx4YFpBk54ZVxsdP37cIY//LOcqU642unnzZqIIM3/+/ISGhvL06VM8PDwS3SciIsKsayo0NBRQY5RRUVE2bZ/xeLY+bmYk5yp15HxZL8Oeq3v30C9fjv6779BdumR2099U5C9qcoYK/EsJbuLLQ3ISjTM6NHLykLzcpVbey9TyPk+V6KP4Xj+O/r//YOFCWLgQLX9+DJ07Y+jVC0qWNB3blucrKioKTdMwGAwYDIbnPl56pMXmjzE+z/TM2D5H/T2e5VwZDAY0TSMqKirRsF1qXqPpKnh5FlOnTrU4m3vbtm14PuNs9JRs377dLsfNjORcpY6cL+tllHPlfu8epX75haJbt+MUpb5oPcaTP2jNOtqxg1e4R16cnAzkyfOU7NmjcHOLRq8DIp0Ie+xC8L2SREQ4s+kucDf2uDylTfZtdM39Mw3vbSbbrVs4ffUV+tmzuV63LhfbtSOkRAlTO2xxvpydnfH19SUsLIzIyMjnPl56llwm3PTCuGro8ePHpi/ujpCacxUZGcnTp0/Zu3evWZkCgCdPnlh9nHQVvPj6+nLr1i2zbbdu3cLb29tirwvAyJEjGTx4sOn30NBQ/Pz8aN68eYrjmqkVFRXF9u3badasGS4uLjY9dmYj5yp15HxZL8OcqwcP0E+ZCvPm4xStPuiPUY1v6ctPunco92I2GjfW+LaGRtWqUfj5gZOTK+Ca6FCapnHnThSnT+s4dkzH3r069u51Z82jN1jz6A2ciaJf0d8Zkm0Bfme3UejAAQodOIChQwcixo5l26VLic6XLiAA/ciRGKZORatRw6qnFB4eztWrV/Hy8sLd3d0mpym90TSNR48ekT17dnTpfD5RxYoV02x1jyXPcq7Cw8Px8PCgQYMGiV5DqQnA0lXwUrduXTZt2mS2bfv27ckmxnFzc7O4Lt3FxcVub2z2PHZmI+cqdeR8Wc/sXB09CsOGwYwZqvKyIxkMGBYsImrEaFweqRTte2jARMagNX6FdzvpmPYmJMhFlqJChdRPy5bw2WcQHg7btsHq1bBhgwtzgt9kDm/SKPcpvi06jbLHf0T/88+4//ILZdu2xaVxY1zi90avWgW7d6P/8UeoU8eqNsTExKDT6dDr9egzaYFH4/CH8XmKpD3LudLr9eh0Oovvdal577PrXyYsLIwTJ05w4sQJANMSqitXrgCq1+SDDz4w7f/hhx/y77//MmzYMP755x/mz5/Pzz//zKBBg+zZTCFERrd8OezaBT/84Nh2nDtHaNUG6Pv1xe3RPf6mAm96bGHjoD0suNiUHTt19OyZ+sDFEnd3eP11FYNcuwYzZ0LRorD7fmXKHV9F87zHuF6hGbqoKF5YswbnatXgxx8hIACOHYOfflIHWr1a/R4QAMHBVj22ca6DEKllq9eOXXtejh49SuPGjU2/G4d3unTpgr+/Pzdu3DAFMgDFixfnjz/+YNCgQcyZM4fChQuzePFiWSYthEgsOFgtJ9bpzD+Iu3RRa3Hy5lWf5mlB0widMhf3scPwNkTwCC8muk3GY8hHLBniTO7c9n343LlhyBAYMEDFcZMmwfagahS6u5WhJdYx9l5fsv/7L3TqFHcnYzf/nTuq0nS855IU4wTLyMjIJIfyhUiOca6UpRw7qWHX4KVRo0bJRlmWEt40atSI48eP27FVQojMwKV06bhfnuGD2Fa023e43qwLhU5tBmAzLdnz7kKGzCpCCuk5bM7FBXr0gPfegzlzYNIkHTP/fZtFumZsrfwpdU59F6/hmvmlszOkkITM2dkZT09P7ty5g4uLS6YcVjEYDERGRhIeHp4pn58tpfZcGQwG7ty5g6enJ87Ozxd+pKs5L0IIYa1of3+ce/aE6Ohn+iC2hZAdR4ls8xaFnl7lKe7MLjST5hs+YlpNx070dHNTU4A++AA+/tjA2rU5qHtqER8VfYM5D7vgHHIv8Z0OH4bq1ZM9rk6no0CBAgQGBhJs5RBTRqNpmik1R3qfsOtoz3Ku9Ho9RYoUee5zK8GLECJD0jp1gkqVzHtajKz4IH5eF8f+gN/EXuQggguUZs/H6xj6ZSXS03xrX19YtSqGUqX+4vvvazE/uDWbXU9wgBcpwM1nOqarqyulS5fOtEulo6Ki2Lt3Lw0aNJDJ8yl4lnPl6upqkx4tCV6EEBmfXg8GQ9ylHWkGjaOtx/HilokAbM/2Bnl/X0avRjns+rhJsrTSKv62KlWoU+cm/fpF07OnC1u3FsaPq2xyb0fz8F/V/u7ukIrUEnq9PtMulXZyciI6Ohp3d3cJXlLgyHMlA3pCiIwrXz7VvVCjBixYoC59fdV2O4h8Es2hMl1Mgcv6cp9R57/1VLMmcDl6FJo0UZe2ZGmllYVt+fPDpk0wbRpoeidahG9kUrHFaM7Oat11z55qArQQGYAEL0KIjKtwYQgKUsNEffqoy6Agtd3GHt6O5H/F3qHe5R+IwpnN7Zfw5pnJZM9h5duoLZdzBwcnXvK8cmXcz6pVatvq1XD8ODkuXYLgYPR6GD4ctmzRkTs3jAnqwbu5txHj5Q179kDDhnDz2YaT0oS9AkCR4ciwkRAiY4ufpFKnM//dRq5dCudytXY0DNtEBK6cHruWVye0SfmOwcFw967tl3MXKxZ33Tjx8d49tcwovjt3cKldm0YAQ4eaJjQ3a6bivNat4acLjbmWbQ87c7XE9eRJaNQIdu9WPVjpTfwA0NHJCIVDSfAihBDJuHTyMTfrvEHD8B081Xnw3/yN1PywmXV3thRk2GI594oV0LWr+UorS2JvMzg5YViyxOwNv1QpOHgQ3noL9u6tSpWogwT4NMbz/HnVu7FrF2m+1tsSewWAIkOTYSMhhEjCuSOPuPdiC14O30GYzouQ1VsoZW3gAirIMOazsLSce8WKZ2tY586q68RKe2fMUKuzEsiTB7ZuhTfegH8iS1Dl3i6e5C4M587BK6+oQMvRihVTvSw1asS1xxgA1qxpHiCKLEOCFyGEsODi3xHcrd+W2lEHCHXKScQff+LboUHqDpJckHH4sLr9eRmXncZffmppWxLc3WHtWpUT5pKhBNUe7uJp7oJw5owKYO7eff42Pg97BYAiQ5PgRQghEvj3YgznX3yP+pE7eaz3Qtu6nTyv1n6+g6YioLCKpZVWPj7qJ942LX9+InIkvxrK2RmWLlUjURcMpagZuovw3AXg9Glo2tSxq5DSIgAUGY7MeRFCiHiuBGscqt6PzuFridS5ErVmIzlfeY7JocYgw89P5e5fsgSuXn3+5dzGlVaurmo+SO/eYEwcF29b9OPHhO/YkeLh9HpYvFitml69ugy1Hu3kr1yNcDt5Etq1U+usXV2fr83PKw3z+Yj0TXpehBAi1vXrsLHaeDqHLcSAjscLV5LzrSbPd1B7Lud2c4ubCGxcaWVpm5WcnNSCnjffhNNRZWn0ZDPRHl6wYwf06pUmtaIsSuN8PiL9k+BFCCGAhw/h+xrz+PjB5wCETJlPrl5v2+bgzxFQpDUXF7WYp3Vr+F9ENdobfkYzRjXjxzumUWmYz0dkDBK8CCGyvKgomNZ4KyNvDgDgwaDPyTXyQwe3ynFcXdUk3iZNYEPEqwzz+lbd8Pnn8P33jmlUBgoAhf1J8CKEyNI0DcZ3usCIEx1xwsC9N7qT68vRjm6WY8TLYOvuDuvWQfnyMDOkF9/lG6X26d0btm1zbDtFlifBixAiS5sz4SHvr32dnIRwv9xL5Plpftw3/KwmQQmDnDnhjz/U1JLetyeyq2BniImBjh3h8mXHtlVkaRK8CCGyrDVTLvDChHcpy3ke5fIj9651WW84wlKdpNWr1e8BARTTBfPbb+DurqPl9SUE5q6uJgi9+io8eeLQpousS4IXIUSWdOQIXB29kFfZQqTOjew7NlpOh29NMcCMXDDQigy2tWqpXHBROjfq39/IEzzg4kXHrkASWZoEL0KIrCU4mDt/nuSHZssZrH0FgLOXu/oQDghQPRHxWVMN+lkqRqeXgMeaDLbBwbQrFsD0Adf4j8K8xm9o6FT16mHDEp8zIexMktQJIbKUmGIlGMZ3zEWtLIrAFbewUPNiiUFBKRcDhOcrGJheKiR37gzlypk/f6OlS1VSvdhq1UOB46zkRzoxjnF8zniYOVP9SA+MSEMSvAghMqejR1WvwIwZZsHBxNcOM/D3HnjxmMd4ko0nYPzcdXYGf3/rqkHHZ23F6PReITlhBtvff1cBVvPmsHMnuuhoFtGbk1RhImOpzz6asQO8veHGDShQwHFtF1mKDBsJITInC0M5v/0Gvr8vpgqnCMdNBS7xGWvlWDOU8iwFA9NrheT4GWwnT4ayZVXJ6T//VLefOKGCOsCLx6znLbLziDf4leu5ykNoqKrsKCn7RRqRnhchROaRTM/Gv1dd+OWd03yPSv3vTkTStXKSG0o5fBiqV1fXrdknvhUrVPXD6GjLAU9sgJDm4tdJil84Mn6PUuzQEcALXGCprgdva2to8mAdf7vVwPnPP9Xw0bBhadt2kSVJz4sQIvNIomcjokZdBrW9zJzwPgBoH/W3vlaONdWgra0YnZ4rJBsz2CbXowRQvDgsWEC7msEM8fyW85TlE75Wt40apZZxCWFnErwIITKPJD54xzKBcXxOdsKIqFUfpzlfpVwrx5pigM9TMNDagCetJRdgHTqkktPFnrNpt7tTvz7Mj+jOn7nbqx6lTp3UMJIQdiTDRkKIzMPCcM92mpKDUKpznMjseXBb/6MKcJzjvf1ZqpUTfyhFp1Np8SMjzfezZp+EjAGPnx/06KFW81y9mj4rJCccVjM+TwCdDudsbqxcCZUr63j7/iICcxwh1+XL0K9f6paNC5FK6SzkF0IIG9HruUse5tKf4UwHwNV/ERQqZP0xrCkGmNqCgRmhQnIqepT8/GDhQgghJ21CV6kK1CtWSPAi7EqCFyFE5hL7watVr0H/iruZxWCcMBDd9m146y1Ht05J7xWSUxlgdeigVnsf0Orxldc4tbF/f9WjJIQdSPAihMhcYj94F/c6TJO/v6Yk/xLpWwRn/8WOblnGksoA6+uvoUQJGBbyGRfz1FHzXnr0kOR1wi4keBFCZDrng9zYMuAPevMdAK6r/CFHDsc2KrOKLXPgfeEoK1eCzsmJ1+75E+3iDtu3w6JFjm6hyIQkeBFCZCoxMfBJ57vMi+gJgDZwEDRu7OBWZWLxkgHWqQPjxsEFXmCM01R1+5AhEBjo2DaKTEeCFyFEpjJnDnQJ+BhfbhFVujy6qVMc3aTMJzhYFbE8dsw8GeCxY4xsHkDNyhFMDx/A37kbwOPH0K2bZN8VNiVLpYUQmcbFi3BwxK+sZTUGnR6XH5eDu7ujm5X5JFP7yRlYSgWqu/zN6/eXct6tMi579sA338CAAY5orciEpOdFCJGh6AICqDdmDLqAALPtBgMM6BLCnKi+ar+hQ5MupCieTwp1nSquGMnYsRBICUY6faG2jxgBly6lfVtFpiTBixAiQ9GtWIHP6dPoVq402z5vHrQ9NIxCXCeqWCl0E8Y7poFZgRVlDoYPh2rV4MsnH3LK5xV4+lQtu5bVR8IGJHgRQqR/8eZY6H/+GQD9Tz+pORcBAfy77z82fbqLPqiVLS7+i8HDw5EtzjqSKHPg4gJLl4Kzs462dxYRrXOGnTsdV3xSZCoSvAgh0r/4BRfv3lXb7t6FGjXQatakX4OTzI3oBYDW50No2NBxbc0qrMjCW6UKfPaZGj6apH2mNg4ZArduOajRIrOQ4EUIkf7Fm2Ohix12MF4u03enCbsoxWWifQujmzHdYc3MUlLKwhvbWzaq1XEqOZ1lEmMI0hWDBw/ggw/U7UI8I1ltJIRI/ywUXAS4R26WeX7In2F1AHD+7lvw9nZEC7Om+Fl3E2bhjV2R5Aosog71OEA7bS1HqYlu2zZ1u8x/Ec9Iel6EEI4Tm52Vo0etvosWO7dC0+sZzjSmhn2MEwYM7drDa6/Z9LHEc4jXW1aH/9GHhRyjBkvpqm7PkwfCwhzXPpGhSfAihHCceNlZU2QsuFitGif69mVvqW7o0ajDYWI8vNDPmWW7xxLPL8GKpCl8Rj5u8THf8DC7H9y7B2PGOLCBIiOT4EUIkbaSyc5KQEDScyFi51jEHDzIpSYtGaVNYhojAHCaMhEKFbLdYwnb0uvJxUNm6YbwhGy89zS23tHXX8OJEw5tmsiYZM6LECJtJZOd1SSpuRBubhAVxa+/lqLnxRHk5gHRlari3L+/7R9LPD/jiiQ/P+jRg3cXL2HpqT38EdmSPfk70PDWz/DRR7B/f6Kl1kIkR14tQoi0lUJ2VlasSPbugYHw34+36MoyNJ0O50Xfxh3Pxo8lnlOCFUm6I4eZf6wubm7Q6dZXRLl7waFDkvtFpJoEL0KItGVFdtbkDB8Uw9fRsT0tPXtBnTp2eyxhA25ucb1eOh2lK7jy2WdwnUJMcRmvtg8fDvfvO6yJIuOR4EUI4ThJZGc1E2+V0JYtUGrTXCpwluhcPuimTbXtY4k0MXw4lCwJkx4N4GbeCirh4GefObpZIgOR/2IhRNqzIjurSewqoUj/VUzqd4OxfK62fzEVcue27WOJNOHmBrNmQTQudHowX21ctAj++suxDRMZhkzYFUKkPeNcCFdXNaTQuzdERsYlOQsOVt/GdTrTKqGvl3nTK2wE2QnjftESZH/vPds8lnCI116Dli1hy5YG7Cj0Pq/89wP07auG85yc1E5Hj8KwYTBjhioPIUQs6XkRQjhGgrkQibKzGmsZ3bnDDXzZHPYyXVgOQO7gf1M3/JPcY8UniezSjE4Hs2erAo6d/vuCqGw51PL1xYvjdpLcPCIJErwIIdKfBKuERjKFaYwEwKDTETBokH0eVz4s09QLL8DAgXCb/EzziB0O/Owz2L1bcvOIZMmwkRAi/YlXy+gQddCj8SJHicYJ7Y/fuBYZSWVbPZaFISpWr4YuXdSy6rx5oWhRWz2aSGD0aBUrfn6zL33zLSDv7XPQuLG6UXLziCSkSc/LvHnzKFasGO7u7tSuXZsjR44kua+/vz86nc7sx93dPS2aKYRIZwzo+IzJpky6zsSomji2lGCICoj7sKxZ0zzRnbA5b2+YPl1N3u0RkqDEg+TmEUmwe/Dy008/MXjwYMaNG8exY8eoUqUKLVq04Pbt20nex9vbmxs3bph+gqWbUIisJ18+fsjRnzb8Tj7uEO2WDfLnBx8f2z6OJLJzuPfeU+l6fo1owYnCyRTXlNw8Ipbdg5evvvqKXr160a1bN8qXL8+CBQvw9PTk+++/T/I+Op0OX19f00/+/Pnt3Uyr6AICqDdmDLqAAEc3RYhM70nuwix268fHzAXAeeM6NcRTuLBtH0gS2TmcXq+WTgN0vPYlBqfYYNI4bGRlHiCRddh1zktkZCQBAQGMHDnStE2v19O0aVMOHTqU5P3CwsIoWrQoBoOB6tWrM2XKFCpUqGBx34iICCIiIky/h4aGAhAVFUVUVJSNnkms5cvxOX2aqOXLiYo//ioSMZ57m/8NMik5X4ouIAD9yJEYpk5lxpYXGXJ7OC5EE92yFVqTJoCdzlV0NC6AptejMxhMl1HR0ZDB/yYZ5bVVowZ06ODEzz+XYU2+/nS8MRvN1RXDF1+gW7YM3bVrROfKlejvoff3x2nXLmKWLcNQpcpztyOjnK/0wNbnKjXH0Wma/WY+Xb9+nUKFCnHw4EHq1q1r2j5s2DD27NnDYQvfdg4dOsTFixepXLkyISEhzJw5k71793LmzBkKW/jGNX78eCZMmJBo+6pVq/D09Hzu5+Bx+zauoaGg01H3889xCwkhIkcODo0dC5pGpLc3TyXZlRA2Uem77yjxxx8cavo+Y/d2ZXvkK8TonNg9dw5htu5xicf97l0aDh3K07x5CW7WjKLbt+Nx9y57Zs4kPG9euz2uMHfrlgf9+7+CR1QY/3kWw+vJQ053786/bdqgj47G4OICyPtyZvXkyRM6depESEgI3t7eye6b7oKXhKKioihXrhzvvvsuEydOTHS7pZ4XPz8/7t69m+KTt4aLq6vpuqbTodM006WpjZGRz/04mU1UVBTbt2+nWbNmuMS+4YikZenzFRwM9+6BTofza6+hu3OHXm7+fBjxNTU4Rkynzhj8l5p2t9u5ioiIS2SnaZkmkV1GeW0Ze92GF17JzBUFGZX/Oybd6o2WIwfRZ8+azXWy5/tyRjlf6YGtz1VoaCh58+a1Knix67BR3rx5cXJy4tatW2bbb926ha+vr1XHcHFxoVq1aly6dMni7W5ubrhZeINxcXGxzQtvxQro2hWio03/GLr4k/n8/eUFngyb/R2yiCx5vkqXjruu03GKSkREQA2OEY0TzqtW4rQy8aRZm5+rhMeK9wGZGaT719aqVbB7N6P7zME/73Sm3urOJ4W/xefacVw+/1yVdjBKg/fldH++0hFbnavUHMOuE3ZdXV2pUaMGO3bsMG0zGAzs2LHDrCcmOTExMZw+fZoCBQrYq5nJk8l8QthXvNU+mqYxiklMZjQAznpNVvtkVkePQr16KslLvIR0OX7xZ0KPKxhwonvIV2rfRYvgxIm4+8r7cpZn99VGgwcP5rvvvmPZsmWcO3eOvn378vjxY7p16wbABx98YDah9/PPP2fbtm38+++/HDt2jPfee4/g4GB69uxp76amSIud8a5JVVohbCfeB9EWWlKZ0/hxjSicYP9++SDKrJYvh0OH4IMPEuXY6T29BGU5x++PGnHyhQ5qGG/gQMvJ6aRaeJZk9wy7HTt25M6dO4wdO5abN29StWpVtmzZYlr+fOXKFfTxXnQPHjygV69e3Lx5k1y5clGjRg0OHjxI+fLl7d3UpMVWpdUKFeJkrVpUPnIE3X//SVVaIWwoBj3TGcZvvA6ACzGZYs6JiMdSNmOjeDl2nInhC/0I2hg20j5wBv+4/Yp+zx7YuBHatlX7GauF+/lBjx6wZAlcvSrvy1lEmpQH6N+/P/3797d42+7du81+nzVrFrNmzbK4r8PEVqWN0ekI3ryZCrNno9c0eWMVwlby5WNVjo94N2Q12Qkj2jM7ztk95YMos4mfrdiYwyUJrY+Mo+EQ2LOnKJuqDOG1k5NVhenWrdX8JKkWnqVJP5u1rK1KK4RItQifwiz36ENPVEVh5y1/2CchnXAsS9mME4rtidfpYNo0tanzqeFE58kHFy/CwoVx+8r7cpYlwYsQwuEWLoRBN4fhhIHoN96C+vXlgygzSm6ibfnyakVRjRpqOChfPurUUaNEoVp2lhQer/YbPx5CQtKowSK9kuBFCOFQjx7BvrHbacVmDHpnnGdOd3STRFpIONF2+XLo00cFN0FBpl63yZPVLv1P9uRp0bIqJ5CxS0ZkWRK8CCEc6qsvYhgdMhQArV8/KFXKwS0SdmWcaFujhnlPi7GGXYLhn/LloUsXVXX6c68ZauOsWXDligMaL9ILCV6EEA5z+zZcm7GKKpwi0jMHTuPGOLpJwt6ME20PH7bY02LJhAkqnpl25jXuVW6ksiGPGpVWLRbpkAQvQgiHmTYhglERKmBxGT0C8uRxcItEmkjlRFs/P1ALVnX0fzpTbVyxAgIC7NpMkX5J8CKEcIjAQGDBAooRTHiegug+GeDoJol0bORI8PaG1RdrEPjSe2rj0KFJr1qyh6NHoUkTdSkcSoIXIYRDTBkRykjDJADcp4wDG1SBF5lXnjwqzQvA+1cno7m5we7d8McfadeI5cth1y5V0kA4lAQvQog0d+oU+P38JT7cJbxIGeje3dFNEhnAwIFqXu+BK0U41mCQ2vjppxAdbb8HDQ5Ww1Px6i+xerX6PSBA3S7SnAQvQog0N2PILQbzJQDuX02JS1wmRDKyZYOxY9X1jsdHoOXJC//8A4sX2+9BixWDmjUT1V+iRg21PX7WYJFmJHgRQqSpffugzp8T8eIxTyvXgrfecnSTRAbSqxeULAmX7+ZgS51xauO4cSph0POInc+iSzgJ2FJWYOOls7NUPXcQCV6EEGlG02D+kMv0QaV495g9LcUaN0LE5+ICEyeq6+/v60NMydJqzf1XXz3fgWPns+hWrjTfnlxW4MOHpeq5g0jwIoRIMzt3Qpu/xuBCNE8btoDGjR3dJJEBdewIFSvCvVAX1lSZrDbOnKmCmNSwMJ9F/9NP5Lh8WW1LOJ8lYVZg4TDyF7BWZCScPEneU6cc3RIhMiRNgx8GHaMTPwLgMWuqg1skMiq9XiWuA+i19W2iqr0IYWEwaVLqDmRpPsvduzQaMgSXOnXi5rMklRVYqp47jAQv1jp2DJcXX6TGrFmObokQaetZc1skuN+WLfDu6ZEAPH2zE1SrZuuWiizkzTfVSyjssY6lZWJrHS1YAJcvW38QC/NZdLGXWvz5LM+QFVjYlwQv1ipfHgD3Bw/g/n0HN0aINPSsuS3i3U/T4NeBO2nBNqL1LnjMnGiftoosQ6eDzz9X1wf91oSIxi0gKgrGpKLERDLzWaIPHDCfz5LKrMDCviR4sZa3N1qRIgDozp51cGOEsLNnzW2RxP1+/eoSXS+oXpeobn2gRIk0eBIis2vdGmrXhidP4OsCsb0vP/6oXn/xWdN7GDuPRZP5LBmC/JVSQatQAZDgRWQBz5rbwsL9DLfvsmPoH9TmCJG44DF5dFo8A5EFxO99GbOuKk/ejO0pGTHCfMfkeg8TzGfRqlUjPGdO8PGxa9vF85HgJRW0cuXUlTNnHNsQIeztWXNbWLjfOt6kB98DENOitUqRKoSNNGsGL7+sCk1PyzZRraXevh1WrrSu9zDBfJaYgwfZ/t13Mp8lnZPgJRWk50VkGc+a2yLB/WLQc4h6VOEU4S7Z8Vi1xA6NFVmZTheX92XaT8UJfe8j9ct771nfe5hgPovBxSXN2i+ejQQvqWAKXqTnRWQlz5rbQq/nZ9rTm0UAaO+9B7lz27hxQkCjRmpKS1QUjI8aBdmzqxuMr1nJjJvpSPCSGmXLoul06O7eTX0yJCEymmfNbRF7v+jqtTiRvSFlOc8TPPD49OO0abfIkoy9L3NX+3C/x6fql4IFLe8smXEzPAleUsPTk8e+vur63387ti1C2Nuz5raIvd+q3rv58NEMAJzGjgbjnDEh7KBePWjZUhWYHnl7kJpbde2aulEy42Y68pdMpUd+fuqKBC8iK3jG3BZRejcujFxKcYJ47JUft+ED7ddGIWIZs+4uXu3FrQ9jizbq9VC1qmTGzWQkeEml0KJF1RWZ9yJEklYufkrfe6of32X8KPD0dHCLRFZQqxa0aQMGAwy70BNKlVK/tGkjmXEzGQleUkl6XoRIXnQ0XBu9gEJcJzSnH679ezu6SSILGT9eXa74yYXr/WKLNn75pZqnKJlxMw0JXlIpNDbLLmfOxM1cF0KY/Px9GL3vq6KLbpPGyoeFSFPVq8f1vnx27G21LPpZijaKdE2Cl1QKK1RIFewKCYH//nN0c4RIV2Ji4OZnX5OPO9zPUwq33l0c3SSRBY0dqy5XrNLz34Dp6pfUFm0U6ZoEL6mkubhA6dLql9OnHdsYIdKZ9d8/pNu9LwDwmDZeZTsVIo3VrAmtWqlgevTOJtDiGYo2inRNgpdnoFWqpK6cPOnYhgiRjhgMcHfkl+TiIbfzVcCj2zuObpJwFGsKIdrZuNjFRj/8ANf6J1O0UWRIErw8A61yZXVFghchTH5beof37s0GINvMz8HJybENEo6TXCHENFKrlsr7EhMD4zdUjUtKl7Boo8iQJHh5BhK8CGHOYICHI6aTnTCuF6hOtvfedHSTRFoLDrauEGIaMs59WbYMrvWJV7Rx+/Y0b4uwLQlenoEpeDl/Hp4+dWxjhEgHti69Toe78wDIPntSXGK7+NLBUIKwo2LFrC+EmEbq1lVVp6Oj4fMfikPfvuqGESNUxJ0Sec2mWxK8PIsCBSBvXvXil2R1IovTNHg0YjIehBNcuB7Z27e0vGM6GEoQdrRihSp4COmqEKJx7ou/P1ztMloVbTx2DNasSfnO8ppNtyR4eRY6HVSpoq7L0JHI4nZ+H0Tbu98BkPObyea9LulwKEHYSefOKoOtJQ4shPjSS/DKK2qx0ZTvfODT2KKNo0ZBZGTiOwQHk+PSJTh+XF6z6ZizoxuQYVWpAjt2wKlTjm6JEA6jafB4xOe4EsXFoq9Q+o1G5jvEHyowBjXGoYT4BxGZi16veqaNlw42dqx6u16yBEadGkThefNUzpfvvoN+/cz2dSldmkbGX+Q1m25Jz8uzkkm7QrD/+wu0vrsMgDzzLWQwTadDCcJO8uVThQ9r1EhXhRAbNIBGjVTvy9S5XnEzeT//HB49Mts32t8fg3GlnLxm0y0JXp5V/GEjicJFFqRpED58HE4YOFP8NXK3qpN4p3Q6lCDspHBhVfjw8OF0VwjROPdl8WL4r1UvVbTx9m346iuz/bROndg7Y4blg8hrNt2Q4OVZlSunovCHD+HqVUe3Rog0d2TxKZrdWw1AvoUTU76DXm9+KTInN7e44ZZ0VAixUSPVAxMZCdO/coHJsUUbZ85UQYwl8ppNt+Qv8qzc3FQAAzJ0JLKkyJHqq+zxUu3xaVY16R3T6VCCyHqMo0WLFsH1ekkXbYzIkQMtf355zaZjErw8D2NX6B9/OLYdQqSxYwv/ov69DcSgp8CiCcnvnI6HEkTW0qSJWn0UEQEzZuphuuWijeF58xJ96ZK8ZtMxCV6eh3Gi159/OrYdQqSxmM9Ugbu/yryHb+NyKd8hnQ4liKxFp4ub+7JwIdwsn0zRRnnNpmsSvKSSx+3bar3/sWPw999qY2Cg5AAQWcbp+ft48f5WonDGb2hHRzdHiFRp2hTq1IHwcPjiC2DqVHWDFG3MUCR4SaXmvXvjUqeOGgN9+FBtNBgcmgJbiDSjaTB6FAAHqUehv7c6uEFCpI5OB+PevQDAgvkx3C5UDTp1UjeOHOnAlonUkOAllQIGDUJzTiK3n+QAEJlZcDD/DFtCpQf7CMeNYgRK5lGRIbW4+A0vcoQn4U5qpfTE2KKN27ah27HD0c0TVpDgJZWuNWxI9IEDlm+UHAAiMytWDP1Mlf9iDw0pylWHF94TwmrxSlXofv6JMajl/fPmxnAvMNT03q0fNSpdZAUWyZPg5XnI2n+RhVzuNJoyXOQxnpTiotoomUdFepNUJegEVa9f43eqcpywJ07MbvqbqtyYPTv6Y8coePCgI1ouUkE+fZ+Fj09c3opPPlHbnJwkB4DIvAwGnH7fCMAOXqEkgea3S6+jSC+SqgSdoFSFDky9L18zgIcLf4KhQwEot2KF5aKNIt2Q4OVZxM9bYVxeFxMDXl4ObZYQ9hL8xc8UCz1NCN6U4bxkHhXpizXVyy2UqmjLBipymlBy8PXNDjB4MFq+fHjdvIn+++8d8ESEteSd51kZcwDkyQNFi6ptJ044tElC2EV0NC6TVHKMLWU+oaxvqGQeFelLgiEhIPn5WLFBt16vM/W+zJoFoQYvDKNHq9smTVLZd0W6JMGLLRhLpQcEOLYdQtjBf9N/oGDYBe6Sh4rLPpVsuSL9sbZ6uYVSFe3yH6BsqSgePoR588DQowdhBQqgs1C0UaQfaRK8zJs3j2LFiuHu7k7t2rU5cuRIsvuvWbOGsmXL4u7uTqVKldi0aVNaNPPZVa+uLiV4EZlNRASuU1X6/z8qjqBCneySeVSkP9ZWL7dQqsIp+F9Gj3cB4MsvISzChXPG/b/4IumijcKh7B68/PTTTwwePJhx48Zx7NgxqlSpQosWLbidxAvi4MGDvPvuu/To0YPjx4/Ttm1b2rZty9/GbLbpkbHnJeHsdiEyuFtTluDzOJjrFKDKwo8c3RwhUpbSfCwLwXfHjlCqFNy7B4sW6blerx6GGjUsFm0U6YPdg5evvvqKXr160a1bN8qXL8+CBQvw9PTk+yQmQ82ZM4eWLVvy6aefUq5cOSZOnEj16tX55ptv7N3UFEVHw/37Fr5lvviiurx4Ee7fT9tGCWEvT57g+oV64/614iiq1vN0cIOESMZzVC93doZRKnE0X32lJyLKBcPkyWrDggXw7792bLh4FkmkirWNyMhIAgICGBkv5bJer6dp06YcOnTI4n0OHTrE4MGDzba1aNGCDRs2WNw/IiKCiIgI0++hoaEAREVFERUV9ZzPIM7hwzq6dHHCw6MmHTsmOK63N84lS6K7fJno//0PrVkzmz1uRmU897b8G2Rm6fF8PZjwDfme3iCIolSd1y3dtC09nqv0LMucr/z51RdIV1fVo9Ktm1ru7OamCi+moEMHmDDBmaAgHVu3FuW1uSXRN2uGfvt2DKNGEbN8eRo8iYzF1q+t1BzHrsHL3bt3iYmJIX/+/Gbb8+fPzz///GPxPjdv3rS4/82bNy3uP3XqVCZMmJBo+7Zt2/D0tN03xXv33LlypSnR0XmZNWs/FSveM7u9RsGCFL58mYsrV3Ihs79JpML27dsd3YQMJb2cL+enT3lp1nQA/IsOpNqD7aS3qWfp5VxlFHK+UtaqVVHmz6/KL7+UpmXL7fi8+iqNtm9Hv3o1e2vVIqRECUc3MV2y1WvryZMnVu9r1+AlLYwcOdKspyY0NBQ/Pz+aN2+Ot7e3TR/r8GEDixY5sX17XYYNM08frb90Cfbt44WQEEq1amXTx82IoqKi2L59O82aNcPFxcXRzUn30tv5Cv10Mjmj7nOeMryy9EPqvOzk6CaZpLdzld7J+bJe06bw668Grl1z59q1FrTt3xLDkSPoV6+mwaZNxKS3CN7BbP3aMo6cWMOuwUvevHlxcnLi1q1bZttv3bqFr6+vxfv4+vqman83NzfcLKx2cHFxsfk/6rBhUXz/vYE9e5w4csSJl16Kd2PdugDoDx1C37y5mqVes6ZNHz8jssffITOz+/k6ehSGDYMZM5J+fd6/j+e3swBYU2ECoxu72689z0FeW6kj5ytlLi4wbFgMAwbAV1+58NFHOlwmT4Z169D/+Sf6nTuhRQtHNzPdsdVrKzXHsOuEXVdXV2rUqMGOeFU6DQYDO3bsoG7sh31CdevWNdsfVJdUUvunpSJFoEmTK4AqQmqmWjVVIuD+fdi9O3FqaiHSg6RSp8cTOnYmHpGhnKISDb7pkIaNE8LxunY1kDv3U65d07FsGVCiBPTvr2789FOVTV04nN1XGw0ePJjvvvuOZcuWce7cOfr27cvjx4/p1q0bAB988IHZhN5PPvmELVu28OWXX/LPP/8wfvx4jh49Sn/ji8fB2rW7iJOTxtat8dIKBAfD2bNqrZ1RwtTUQjiKNanTjW7fxm3hHAB+qjCRBo0kj6XIWtzd4c03LwEwdWrsXN/RoyFnTjh9GhXRCEez+ztTx44dmTlzJmPHjqVq1aqcOHGCLVu2mCblXrlyhRs3bpj2r1evHqtWrWLRokVUqVKFtWvXsmHDBipWrGjvplolf/4nvPeeytxo6n0xpqY+fz5ux+RSUwuRllKROj1s9FTcop9whBdpMvt16x8jqUq+QmRAzZsHkz+/RlBQbHLe3Lnj6tiNHg2PHzuyeYI0yrDbv39/goODiYiI4PDhw9SuXdt02+7du/H39zfbv3379pw/f56IiAj+/vtvWqWzCbDDh8eg18Mff8Qm1Y2fmtrIUmpqIRzB2tTp167h9v23APxYfhJNXtFZ/xhWDEcJkVG4ucUwaJBalDF5ssrxRb9+ULw43LihUvEKh5I+4WdQqhR06qSuT5qE9amphXAEK1+fT0ZNwiUmgj00oOWXzUxJSJOUmuEoITKY3r0N5M0Lly+rlzVubmocCdSE9yTSd4i0IcHLMxo1SuVB2rABTp60sEOK7/xCOEBSqdP//Re3FUsAWFVuEs1bWPH6TW0lXyEyEC8vGDJEXZ80KXaebocOULu2GjYaN86h7cvqJHh5RmXLQseO6vqkScSlpjbmlilSxOrU1ELYXQqp08NHTsDJEM0WWtBmRn3rYm9rh6OEyKD69YNcudR0xrVrUV9KZ85UNy5eDGfOJL6TzP9KExK8PIfRo9Xl2rVwJiS2WumgQWrjyy+r3wsXdlTzhIhjoZqu6fV57hyua1Sg8cMLk2jd2spjynCpyOSyZ497S584EQwG1Hv7W2+pX4YNS3wnmf+VJiR4eQ4VKkC7dur65MmoMVFj5rqDB9XvQqQXFqrpAkSOGIteM/ALbXl7as1nG/FMqZKvEBnUxx+rDvUzZ+CXX2I3Tpumehc3bYIdO2T+lwPIO81zMva+rF4N//yDGg/V6SAwUM1KFyI9O34c11/XYkDHijITeeONVN7/OSr5CpER5MwJn3yirk+cGDsyWro09O2rNg4dKvO/HECCl+dUtSq88YZ6QU+ZggrRK1VSNyZROVuI9CJyhMpd8SPv0mlKxdR3nCQ3HCVEJjFwoJrAe/Ik/PZb7MaxY9X7/YkT6rUv87/SlAQvNmDMXbRyJVy6RNzQ0YEDDmuTECnavx/XbX8QjROrSo/nzTef8ThJDEcJkVnkzh1XIcDU+5I3r1p2Cirp1+7dlu8s87/sQoIXG6hRA1q1UvO3pk4F6tVTNxw86NB2CZEkTSP60xEALKEHXSaVlukqQiRj8GDw9FSLiLZsid04YIBaWXrtGvz4o9om87/ShJxdGzH2vixfDlf9YoOXgAAID3dco4RIyh9/4Py/AzzFnVWlxpkmngshLPPxiZvm8vnnsb0v7u6x8wVQNY98fGT+VxqR4MVG6tSB5s1VGulJK4tD/vyqopes9RfpTUwMMcNVMdQ5fEKfCQVxcnJwm4TIAIYOVfHK//6nFhkB8O67KlAJC4M335T5X2lEghcbMva+LPXX8aT6y+qXvXsd1yAhLFm1Cqezf/OAnKwrOdyUbFEIkTxfX+jdW13//PPYjXp9XOK6JUvg7Fl1XeZ/2ZUELzb08svQuLHqcPkjrKHaKMGLSE8iIjCMGQvANEYwYFwu6XURIhWGDQNXV9i3D/bsid3YqBG0batqCAweHLfSSNiNBC82NlZ9LjD9UAN15cCB2JKkQqQDCxeiDw7iOgXYVOJj3n3X0Q0SImMpVAh69lTXTb0voHpfXFxg2zaVvE7YlQQvNtawIdSvD8eiK/HELacaBz1+3NHNEgIePUKbOAmACYxjyBhPU2oKIYT1hg9XccrOnfEyYpQsqRLCgOp9iYpyVPOyBAlebEynU3NfNPTsjKqvNpr6FoVwoFmz0N29wwVKs7t496RTT0hhOSGSVaQIdO2qrk+cGO+G0aPV6qILF2DePEc0LcuQ4MUOmjZVq492GWTei0gn7txB++ILAEYziWGjXHBxSWJfKSwnRIpGjAAnJ9i6FY4cid3o7Q2TVO8mEybA3buW7yxfEJ6bBC92oNOpuS97UMGLYe8+NZFLCEeZMgVdWBgBVOevIm/zwQcJbpfCckKkSokS8P776vrEVofiApHu3aFKFXj4EMaNs3xn+YLw3CR4sZOWLcG5RlVCyY4+5CGcPu3oJomsKjgYbf58AEYwjZGj9Il7XaSwnBCp9tlnoNcZ+P1eXY59uUttdHKC2bPV9QUL4O+/1XX5gmBTErzYiU4Hn4115gCqztHjzTLvRTjI2LHoIiPZQRPOF25qGqs3s2KFFJYTwlqxgUjpR8d413U9AJN+KR8XiBQvDm+9pWrGGJdOyxcEm5LgxY7atIELvmroKNh/l4NbIzI9S+PoJ06gxXZNj2AaIz/T4epq4b6dO6uMoJZIYTkhzMULREZFjEWHgV8iWnOqRte4QOSLL1RCmO3bVeFG+YJgUxK82JFOB5XbvwBAoQu7uHdL8r0IO0o4jq5p8Omn6DSNH3mHG4VepHt3K44jheWESF68QKQc52jPGgAmMTouEClRAgYNUvsPHgzt28sXBBuSdyc7axSzg1Cyk4NQfhoW4OjmiIwqqdUJyY2jf/MN/PknEbjyGVMYMSKFbOX58qn851JYTojkJeipHI1aYbSWtzm94mRcIPLZZ6rO3cWL5kunrfmCICuSkiXBiz3E+0DRrV3DY7IBcGfVNm5vPykTs0TqJbU6Iblx9AEDAPiG/kQXLm7KCpqkwoVVITkpLCeE9fR6KvE37VmDhp7xiwrE3ebtDZMnq+sTJqheGWu/IMiKpGRJfk17iD/xSqfDFzWuWT96F180d+cLhkntC5Gy4GCVJ0KnM+9V6dJFvX7y5lXd0127qhIUCcfRgYfkZDKjmDJKVcNNUfyuGSksJ0TSjD2Vfn7QowfjvlnH2r/bsX5nLo4fh2rVYvfr2lX1gp44oQKWoCA1F0anU1UeIyPj/s+s+Z8vWjTtn2s6JD0v9pBgYpYudvNLHOB7unHzm7UOa5rIQKxZnZDcRFtgIqPxLpo76bku0jUtxLNJ0FNZ4dSPvNtRfXEwS+/i5ARz5qjrCxeqISRd7KdCwi8IsiLJahK82IOFDxQNcCOS6hxn+qV2jmmXyFiSW53g5ATly5sHHcbx89g3xmB9Mb6hP2PGYHmFEUjXtBDPw83NLBAZO8EJvR5++w3++ivefg0awNtvq6XTgwYl3fMuK5KsJsGLvcV+oBh7X15hB99+C9evO65JIoNIrlfl7bfh7FkVdMSfaDtjhunNdIRhCoVLuEk2XSHSyAsvxGXdTZRcd8YMFez8+Sds2GD5AJKywGoSvNhLwpUbxYsD8KbnNiIiYOpUB7dPZCwJelXYtk1drl4Nt2/D+vXw888QGAgGA8edavITHRk3DsmmK0QaGjNGdYxu3gyHDsW7oXhx+PRTdX3wYHj6NPkDScqCZMlZsZeEKzcOHgTghSfHycctFi2Cq1cd20SRAcQPgiGuC/nhQ3VpDDrq1VNvjosWATAwZialy+jp1MnCMaVrWgi7KVkyruL02LEJbhwxQk3wDQpSSewskZQFVpHgxZ7ij4f6+kL16gB88sJWIiNhyhQHtk1kDPGD4JSCjho1ICaGzc5t2EtDxo2L292MdE0LYVejR6sezz//hL17492QLRvMnKmuT51qeYhWUhZYRYKXtPTqqwD0KLwFgCVL1GtSiGQZg+Dkgo5vv4WAAAw6JwZHT6d8eejY0YpjS9e0EDZXrBj06KGujxmTYH5u+/bQqBGEh8OQIZYPkGAisKQsSEzesdJSy5YA5D++lWZNYoiKistfJESqJAw6Yr/N+Tv35B/KMX68GndPknRNC2FXn32mVvnt3asW9JnodPD11+ofdN062LHDYW3MyCR4SUt16kCOHHD/Pl90UOvoli6Fy5cd3C6RcVgKOry94fx5nrrlYHjURCpXhnYprcaXrmkh7MrPT/1rgYXel0qV4KOP1PUBAyAqSnIupZIEL2nJ2RmaNQOgyo0ttGgBMTEwfrxjmyUykIRBx7ZtptS547Vx3MWHCROsHAWSrmkh7GrECPXvefBg3AJBkwkTVMbcs2dV3SPJuZQqEryktdh5L2zebBoyWrkSTp92XJOEjaTVN6f4QcfkyXD7Nrdzv8CsyH5Urw5vvGHfhxdCWKdgQejbV10fPTpB70uuXHFzXkaPhh9/VNcl55JVJHhJay1aqMu//qKG323eflu9oEeNcmyzhA2k9TenixdNacd7hX5FFK5MnBgX1wghHG/ECLXI6OhRlY7JzMiR6vLxY1XTCCTnkpUkeElrhQqpJdOaBn/8wcSJmNJJx6aCERmJI7PVDhkCUVGcLvwqv0a3okGDuI49IUT6kC9fXAfLqFGqhqrJihWJZ9ZLziWrSPDiCK+/ri5//ZWyZaFbN/XrZ59JsekMx1HZarduhd9+Q3N2puN/XwEqbYT0ugiR/gwZAnnywPnzsGxZvBs6d4YjRyzfSXIuJUuCF0cwBi/btsHTp4wbp6Yx7NljYVKXSN8cka02KkoVdwP+KP4x57SyvP66SrIrhEh/vL3jpgaMH59CZQD5BmIVCV4coWpVtY7uyRPYuRM/v7hVc599pgqPigzCEdlqv/0Wzp0jKmde3rs4Fp1O8gUJkd717ave9q9dg/nz491gTH/g56d+d3JS2yTnUrIkeHEEnS6u92XjRkDN2/LyUlMl1q51YNvEs0uLbLV375rK1c7znUQIOXn/fahY0X4PKYR4fu7uanU0qNIwISGxNxjTH1y8CGXLqkkxHTtKzqUUSPDiKMbg5bffwGDAxweGDlWbxoxJMKlLpG9pma123Dh4+JBHJSoz5J+euLjEvSEKIdK399+HcuXg/v24EkeAmjfg5mZaPcj8+XDmjEPamFFI8OIojRpB9uxw8yb8pbLtDh6schZduAD+/g5tnUiNtMpWe+qUCo6AT13mYMCJvn1lNaUQGYWzc9wQ76xZcOtWgh2aN4e2bVX20gEDZAVHMiR4cRRXV2jVSl2PXfyfPbua8wLq23R4uIPaJlLP3tlqDQY1Mcpg4Frdt1l4vhHZskl+ICEymrZtoVYtldrF4ly1r75SY0w7d1pIDCOMJHhxpLffVpdr1pgi7CQndYmsbflyOHAALVs23r+tlkYPGSJz+oTIaHQ6mDZNXV+wAAIDE+xQvDgMG6auDx6sFnaIRCR4caRWrcDTU716jx8HVMBtrHVkNqlLZF0PHpjezI6+Opbdl/3Ikycu8ZUQImNp3FiNEEVFmebfmxs+HIoUgStXYMaMNG9fRiDBiyN5esYNHa1ZY9r8wQdq0vm9e3ERusjCRo2CO3cwlC1Hx0MDTZu8vVO4n1SpFSLdmjJFXa5YYaG2nacnfPmluj59uppDJ8xI8OJo7dury7VrTUNHzs7q9QowezZcveqYpol04OhR0yTdnxrMJ/A/V/z84oq9JUuq1AqRbtWoAR06qLf94cMt7NCuneqiCQ+PW4oqTCR4cbRWrdRY0aVLcPKkaXObNtCggXrdjh7twPYJx4mJUZN0NY3wdp34cHUjACZNUi8ZixxZa0kIYVkSvaCTJ4OLC2zeDNu3J7iPTqeWTuv1sG6dmsArTOwavNy/f5/OnTvj7e1Nzpw56dGjB2FhYcnep1GjRuh0OrOfDz/80J7NdCwvr7iho59/Nm3W6eLyAPzwg2lKjMhKFi9Wy+i9vZnoPZPQUKhWDd57L5n7OKrWkhAiaUn0gpYqBf36qetDh6rvK2YqVYpLvz5gAPzvfzIUHMuuwUvnzp05c+YM27dv5/fff2fv3r307t07xfv16tWLGzdumH5mZPYJSx06qMsffzRb1//ii/Duu2rTp5/Kkv8s5dYtGDFCXe3/OTN+KACogDbZBL6OqLUkhEjMyl7Q0aMhZ06Vxmn5cgvHmTBBVXU8c0aNL8lQMGDH4OXcuXNs2bKFxYsXU7t2bV5++WXmzp3L6tWruX79erL39fT0xNfX1/TjneLMxAyuTRvVAxMUBAcPmt00ZYpKCbNjB2zZ4pjmCQcYOBAePoTq1fno735ER8Nrr6kvXclyRK0lIURiVvaC5skTNzVg9GiV/8XMo0dg/NK/b5+6lKFg+wUvhw4dImfOnNSsWdO0rWnTpuj1eg4n9eYaa+XKleTNm5eKFSsycuRInmT2de6enmpyFsDKlWY3FSumegtB9b5I2YAsYM4c9eak1xPw4Xes/9UZJ6dnWDGZFrWWhBCWpaIXtH9/9V5//XrcIiOTYsVg6lTz+8tQMM72OvDNmzfJlyCDlrOzM7lz5+bmzZtJ3q9Tp04ULVqUggULcurUKYYPH8758+dZn0SmwYiICCIiIky/h4aGAhAVFUVUVJQNnkkc4/FsfVwAXceOOC9bhvbzz0R/8YXqbon16aewZIkzZ87oWLw4mh490v/4kT3PVWZkOl8PHuA8ejQ6IKZyFfosrApAjx4xlCplwKrTmSsXzvnzoxUujNa9O7rvv0d37RrRuXJh3QHSN3ltpY6cr9Sx2fnq0AFKl8aldu3Ej3HggJrAFvsYej1MmqTjvfecmTFDo2vXaAqokWJ0/v449eyJLv4319ggRnN2JmbxYjQH/W1t/dpKzXFSHbyMGDGC6cZ1vEk4d+5cag9rEn9OTKVKlShQoACvvPIKly9fpmTJkon2nzp1KhMsVKbbtm0bnp6ez9yO5GxPNC3cBmJiaJErF+737hEwZQq3atUyu/nNN0vw/feVGDEimhw5duDpmTG6YOxyrjIhj9u3yREayr2vvsIvdlL76n8qERCux9MtglfK/MymTdYPn+q/+QaDs7Oa+T16NProaAynTqmB9UxCXlupI+crdWxxvnJcvkwjQNPp0Gma6fLA/v2E3Lhhtm+2bFCmTH0uXMhNz57/0a9f7OrTnDnJMX06jSxkpdwzfTohOXPCpk3P3dbnYavXVmpGWXSalrppoHfu3OHevXvJ7lOiRAlWrFjBkCFDePDggWl7dHQ07u7urFmzhjfffNOqx3v8+DFeXl5s2bKFFi1aJLrdUs+Ln58fd+/etflcmaioKLZv306zZs1wcXGx6bF1AQE4tW+P7to1DO3bE5Ng+CgyEqpVc+biRR2DB8cwbZrBpo9va/Y8V5mRS7yeNoBwXCnDRa5ShMl8xmdMJSoy0kGtS1/ktZU6cr5Sx6bn69o1nOvWTdwLeuiQxcKtBw/qaNTIGb1e43//i6Zq1dgbjh/HpXZtU/Bjauvhw6oHx0Fs/doKDQ0lb968hISEpPj5neqeFx8fH3x8fFLcr27dujx8+JCAgABq1KgBwM6dOzEYDNS20I2WlBMnTgBQwNiHloCbmxtuForgubi42O0f1S7HXrVKFTQC9L/+ij4sDHLliveYqgrpa6/B3LlOfPihE6VL27YJ9mDPv0NmEr1kCU49ehBb2pGpfMZVilCEYAY6fQPLVsh5TEBeW6kj5yt1bHK+iheH4GB0rq6qF7RvX4iMxCWJwq0NG6q8pWvW6Bg61IXdu2PrvRYsCL6+6Pz81PWNG0GvxyVHDvXh4GC2em2l5hh2m8lXrlw5WrZsSa9evThy5AgHDhygf//+vPPOOxQsWBCA//77j7Jly3LkyBEALl++zMSJEwkICCAoKIhff/2VDz74gAYNGlC5cmV7NdVxLC2lc3KCiAi12qRePbP1/K1aQcuWapg00ydczGKp7XU3b5oCl6sUYgaqltFMhuJ5ZLesEhIio0plxfkvvlBJKPfujVc1pnBhtRr18GE1mb9ECVVpftkyuzY9PbPrMoSVK1dStmxZXnnlFVq1asXLL7/MokWLTLdHRUVx/vx50ziXq6srf/75J82bN6ds2bIMGTKEdu3a8dtvv9mzmY5jaSmdMUvR8uVw6JDZen6dTlVLd3KCX3+1kJExM8lKqe3PnkUfb97WYGYTjgcN2c3brHVgw4QQaa1o0bhyAUOHxisqbQyC3N1VNzyopUmXLpkfIIt88bPbaiOA3Llzs2rVqiRvL1asGPGn3Pj5+bFnzx57Nil9WbECunZV65+Tmnq0ejV06aJuz5uXcuWK0r+/Wk07cKCqKOBs179iGgoOhrt31T9o/KRO8Z4/RYs6to22Fh0N3bqhi4zkTqVKnL5airUP30avM/B1+UXo7vlCglV7QojMbdgw+P57VdduxgwYPz7BDm3aQIsWsHUrDB6svs0axf/iFy9VSWYjCSAcKbmEYkYW1vOPG6cSG509a6rZlzlkxdT2X30FR46g5cjBXx8P4pNCqp+4z4d6Kp9eqbqKLUzsE0JkXp6eceVhpk+3kIdOp1NVe52d4bff1PBRFqtpJsFLepFUIjELSY1y5YKJE9XmsWNVZ0WmkNVS2587p/6AQMzMmfwaUJ2/zzjF/X2tGB8XQmRO7durCbzh4aonJpGyZeHjj9X1rl2z3Bc/CV4cLV8+8PVVL7IFC6B8ecv7JUjt3qsXVC79hAcPYGTPO2nUWDvLSqntY2KgWzc1OfvVV7n32gesWlUOgM8/Vz1rQoisK35R6Z9/BoszKsaMiXuzMH4Bzgpf/JDgxfHizyLv0yeuMpdxdnoSnJ1hXmU1+XnxRh/+9z87tzOtZfbU9l99pf7m3t6waBGjxzjx6JErFSpoZOYi6kII61WpElfWqF8/Cwmyc+WKmxCTI4flg2S2L36xMuknQwYTfyld/vyqJ6ZKlbghlDx54iZtxlte/fK+qXRlKQB9uz4h+nAmGNtM2BNVo4b6PTNNWj19Oq4S26xZ/O9aYRYvdgLg669jMs8EbCHEc5s8Wa1VOHMmbpGRmT594IUXwJgQNrN/8YuVuZ9dRmTsiTl2DDp2VNtatVLbjx5NNKl1BsPIxX1OnPdkfp1lGX9sM2FP1OHDmWvS6oEDULeuSpncpg3R73cz9bQ0bnyF+vXTf90qIUTayZ1b5X4BmDDBwvdTF5e42b0AFStm3i9+8Ujwkh4Ze2L69VO/r1kD9+7FDSnFG9v04S5TGQnAGCZyY24myAuSyqROGUr//qrmvYcHLF7MN/N0nDwJuXJpdO16xtGtE0KkQ126QP36KufLJ59Y2KF1a3jlFXW9bNnM+cUvAQleHMHaJEJ16kCFCmq6+fjxcUvgEoxt9mQxL3KEUHIw9FA7+7RZPDvjUN+330JsuQtcXfnv2C3GjFJJCSdPjiFHDqldJIRITKdTbx/OzqoyQKK8rcYMpjqdmt178GDm++KXgAQvjmBt9lidTg10AnzzDdy+ra7HK3YJ4KSHb+mLTqexahXs3BnvxiySbTFdMw71ffRR3LbQUAa9eo6wJ07U4RDdu8twkRAiaRUqqHx0oFZIP36cYIfKlaFHD3V90KCkE59mEhK8pBVLdYysSSLk75/8cbt1gxo1qOF7nY8+UK/mDz9UnTVA1kqzn1798EOi1WNbtOasoQN6Yvh28oPMPrdOCGEDY8dCkSLq42LSJAs7TJwI2bLBkSOwfn2aty8tyVtmWnnW7LFduqh5EpYcPapySMeObU6a7UWBAnDxInz+0Y0slW0xXYuMNPsW9BhP+jEPgAGd7lL1s1aOapkQIgPJlg2+/lpdnzkTTp1KsIOvLwwZoq5/9pkqP5JJSfCSVp4ne2y7BPNYjF/TE0xqzZkT5s9Xm2Ys9eF4jR5ZJttiuvX33+bBp17PaCbxLyUpzFUm9LnhuLYJITKcN96Atm1VXNK9u4X4ZMgQ8PGBCxfUl9tMSoKXtPI82WNLlVLFLkCt509mCVzbttC+VjAxONOTxURrCbIuZtJsi+lSWJjK8f30qcrznT8/h17oyhzdQAAW5RqBd4m8jm2jECLDmTdPrdsICFDzdM14e8flkRo/3sLkmMxBghdHSG0SocKF1SoVFxc4f169WpNZAjf316Lk8o7mGDX4isHmN2bSbIvpUr9+8M8/ULAgrFlDxIVgerAYTdPxwQcar974PtMuYxRC2E/BgnEJ68aNU50sZvr0geLF4cYNVWMgE5LgJS09T/bY0qXV/BdQM7WSWQKXPz98NegaAOOYwEVKZfpsi+mOv7+aLK3Xw48/go8PE2e4ce6cjvz5YdaszL2MUQhhX127QvPmanFGjx5gMMS70c0trnrv9OkqT1gmI59oael5s8eOHAlOTrB1q5pNnowuPZxp5rqHcDzoVXoPhuo1M3W2xXTlzJm4ZdETJ0KDBpw4AdOmqU3z5qmsmUII8ax0Oli4UE3i3b9f5YEx8+67qsxMaChMmeKQNtqTBC9p7Xmyx5YoAe+9p64bo+ok6PwKs/BkHTw9NfZcLMj8D/6XqbMtphuhofD222qeS/PmMGIEUVFqYl1MjLop4fxrIYR4FsWKqY4VgBEjEiwk1evjbvzmm0y3ylSCl4zms8/Ui/L33+HQoWR3LV7WjenTVaD06TAd/wTKMIVdGQzwwQdqnkuhQiq/i17P1Klw/LjqbfnmG0c3UgiRmfTtq0oHhIWpL0lmw0fNm6skpZGRSSSGybgkeMloypRRielAhdoJsygmyKj70Udx46Lvv2+hpLqwnUmTVO5uNzeVICpfPo4cgc8/VzfPnavmIwkhhK3o9bBkiVqQunNngvm5Ol1cL72/PwQGOqKJdiHBS0Y0bpz6gNy7F7ZsMb8tQUZdvV4t9c+VS8UzmSz4Tj9+/VX9XUANPteqRViYWtgVE6OGnzt1cmwThRCZU+nScauPRoyA06fj3VivnvoGGx2dqT4AJHjJiPz84hKfjRypoulkSg8Uig42TeaaPDnpdDPiGf3zT9xcpI8/NvWMDfngDpcuQeF8kcyb58D2CSEyvV694LXX1AhR587xSsQATJigLpctg8uXHdI+W5PgJaMaOVIlIzp5Uk3kTaH0QMeO6pt/TIwaPsqkeYvSXkiISnn56JFKRPfll4DqiFn0iw86DCx/aSG5cjm4nUKITE2nU8NH+fKpnpdRo+LdWKcOtGypPgAmTcoUBXsleMmo8uSJy6KYI4daQg3Jlh745hs1j/TiRRg6NI3bmxlFRanlQxcuqN6wn3+G69e5ufUkPbqoyUVD+JLGByZJXSkhhN3ly6cCGFC5THfsiHejsfflhx9UgaQMXrBXgpeMbMAAVTogJCRu2CKheBl1c+WKK1K9YEHcCJN4Bpqmynf/+adKtLBxI+TLh6FYcXq0vMbdhy5U5iSTGC11pYQQaea111QaMVB5TU356fLnh5deUr0va9aobRm4YK8ELxmZm1tcYYtVq9RlCqUHmjZVq61BjZFevGjnNmZWkyermdB6vepxqVYNgBkdAthEa9wIZwXv4Uak1JUSQqSpL79UC1P/+09NEzAYUF+cDhxQOxgnxCT8YpWBhpEkeMnoXntNzSSPigJXV6hePcXSAxMmQIMGappGhw4JJnZlNvYY212xAsaMUdfnzYNWrQDYvRtGrVVBzFw+phJ/m99P6koJIdJAtmyqc8XdHTZvhqlTUe9bzs7mOxq/WBkTp2agYSQJXjI6nU4lEHFzU9PMBw5MsfSAs7Op3A4nTsDAzrcz/OStJCVYOv7c9uxRmaAAPv1UDR2h6p+9805snrrW9+jJ4tQX4BRCCBupXBnmz1fXx46FHb6dk15qmjOnusxAw0jyrpoZlCkTN3l30CC4fz/F0gMFC8LKlbH1Mdbn48dd+TNU1J2s4OBkl44/8z/liRNqZZFxom5ssaLoaJXH5dYtqFgR5n8Vju5ZC3AKIYSNdOsWl3W3Uyf477aL5R0fPFCXGWh+ngQvmcWwYVC+vHrxDR6c8v7BwTTLHcDoHjcA6M0izq0IyDBRd7KKFUtx6Xiq/fOPGp4LCYGXX46rGI0aQdqzB7y8YO1ayFam0PMV4BRCCBv55hvVC3P7NrwztgxR+QvDCy9Y3jkDzc+T4CWzcHWF775TXSnLlqnVL8mJ/YAft7gwjdlJGNlpc9+fezWaZYioO1nxx3aTWTputcBANdP5zh01p+j338HDA1Cn2VgtesmSeO8Jz1OAUwghbMTDQ32p8vaG/X+5MbxjIJw9q97nk5IB5udJ8JKZ1Kun5mGAWkp0+3bS+8Z+wDth4Gc6UIxALlOKDvxMlJN7uo+6k9U5mbFda/4p40/yvX5dBS7//ad6trZuVXl1UKNIxpT/Awaoyc9CCJHelC4NS5eq67O+dmbx93rVW29k/KKVgebnZZyWCut8/rmaeHHnDvTunbhwo1G8D/i83OM32uDFI3byCp+8eSXdR91We5ZJs8ZJvosWQbNm8O+/Kovx9u2QNy+gJui2aQNPnqhdZs60Q9uFEMJG3norLk9d376wK9dbULSo2uDnl+Hm50nwktm4ualeExcXNabxzTcp30evpyJnWKV7Dx0Gvl3rY5qlnmHly6f+Ca2dNGtpku/336vu1Xz51FBcwYKACljeeAOuXYOyZVWaF5ck5sEJIUR6MWaMWlwQHQ3tOjhxq9uIuBu7d89Q8/MkeMmMqlSBL75Q14cMgb/+srxfgg/4NjVvMM1rMgADBmj8WXVoxl0+Xbhw6ibNxp/kaxxui4lRl7dvQ/36gJq136WLOqV58qjpL8ZVhkIIkZ7pdOo7WZ06aoFR0x+6YPDJB1euqMQwGWh+ngQvmdWAAaqfMCpKTca4fz/xPhY+4D+9M4z334eYGB3tTo7h+Jc71b4ZsZBXaibNWkrgZBRvku/YsWrym4sLrF8PJUvauM1CCGFH7u6wYQMUKQJ/X/bge68B6oYZM5KeZpAOSfCSWRlLjBYvrgKUDh1UIJNQ/A/4K1fQnfmbRX2P09DlAKHkoMVP3bnwyxk1qSODF/JKVufOKheMJbGTfGfPVlUBABaNDKTB+AwWzAkhBKrM0e+/q/QOwwL78tQpG5w8qRYkGKXzL6wSvGRmOXOqEDtbNlVeNKX8L7FDJ+71qrMxqjXVCeCOlpdmb3lx9afYmhjpOQPj8/yz/e9/aoVWfPEm+S5ZovL/AYwfD10fzMrcwZwQIlOrVEn1Hj92zc2CGPXep82aHbeDrbOT25gEL5ld5cpxy56/+Sb5Cbzxhk5yEMJmXqUM57lCUZqzjbvkSd8ZGJ/1n23tWmjcWA0COztD1apmk3x/+l9RU1wz5L2bjH3Nxpl7hRDCXpL5UtesmXorm6//GAM6dNu2oq1dZ/vs5HYgwUtW0LYtTJmirg8YoJbHWJIgP0o+7rCdZhTmKv9QjlfZTKjmpW5M6wyMSf0DPk8pAE1T47zt26vqlK+9BjdvqvvGzgH649srvPdJHjQNerOQL1YUQFfThpl7hRDCnlL4Ute2LYxbVoLfaAPA4fZf2DY7uZ1I8JJVjBgBH32kPrDfew/+/DP5/WOHTIrorrGdZuTlDkd5keZs4yE50j4DY1L/gM9aCiAqShVVHD5c/f7xx2qILU8e0xygP3foaPeOC9HRKhnd/OXZ0dkyc68QQthDKr/UvfceOA1UE3cr8jdfMCTdv8dJ8JJV6HTw9deqoGBUFLz+OuzcmXi/hPlRypWjLOfZRgtyc4/D1KEpf3I/xMn+bbbmH/BZSgFcvw6vvKKS0Ol0MGeOOjdOcc/pt99UR0xEhMrp4u8PTu93er7MvZbE9ijpAgJSf18hhLDkGb7UvfZVE+7mL48Xj/mPwoxiEmZrj9JZyYAk1oaKTMnJSX2YP3kCmzapT+fff1fDMUbG5dOuruqDvVUrePFFqhVxZmeLnTSd1pSA6Jo07BvFlh1QqJAd2xv/H8y4Isr4D2ikaVCunPk2o8OHVS2i+HbsUN0ot29D9uzqfLz+utkuP/2kvolER8Obb8KPP1pIQqfXq6QvxstnFdujpFu5UpUhEEKI57ViBXTtqt7ELH2p8/dPfB+djrwTBsCHH9KPebzAecLwYpZuCHotJq1abjXpeclq3NzUFPNWreDpU2jdWg2XJNzHGCz4+akejsOHqTKxPbuP56RAAY2/z7tQr54qtmw3qe1VSa4UgMEAEyeqGWq3b6uJzEePqsAl3nyaWbPiMlB26qSmB5mlh0lt5l5LLPQo6X/6iRyXL6tt6WhSnBAiA3rW+m6dO0P27JTmEk3Yydd8Qqdcm4jIXyTdlQyQ4CUrMgYwr7+uJqq2a6c+iJPbPzaYqVBRx8GDOsqUUUkZ69WD3bvt1E5r/wFTCiiuXYOWLVWGOU2DHj3U0ugyZdTty5cTs2sPg3qFMXiw2qVfP9UpkihvXWoz91piqUv37l0aDRmCS5066WpSnBAig0tNfTcvL/jgAwC+f3EBLi7w0/3mtCgTyD2P9FUyQIKXrMrNDdatU7lNDAZVqWvQINXlkIJixWD/fqhdW60ubtYMFi+2c3uT+wdMKqAoVAi++w4qVFBFFT08VHfp4sWq9yW29+Phj5t5jd+ZfaIRANM/vsbcocHxp8CYS03mXkss9CjpYi+1dDYpTgiRQT1rL3GfPgAUObaBHT9cJ3t22LNPT61acOZMGrTbShK8ZGXOzrBwYVyp0dmzoUWLuN6AZPj4qMU/xiGWXr1UEevwcBu30dp/wIQBxY0b0Ly5alRoqIq0jh5VhYnA1PtxukYXat/9nS28igdPWE1Hhs31Q1e8mI2fSDzJ9ChFHziQribFCSEyqGftJa5UCV56CWJiqH/xew4cUG+X//4LdWrFsK7iuHSRdVeCl6xOp1PDKevWqS7DnTvVfJBt21K8q4cHrFwJkyapw3z3nRpGunjRhu1L7T9gRAR8+aX6B/zzT1XIY+ZMOHAAypc37ab9sILF+t7U4ggXeAE/rnCAl+jIz2m7JDC2J0mzpktXCCFS41l7iT/8UF0uWkSl8jH89Rc0agRhT5x4+8wE+vd4Yvsvqqkk75hCeestNQ+kfHmVqK1FC5XQ7tGjZO+m08GoUaokRt68cPy4SlD73Xd629X4suYfUNNUVdTy5WHoUAgLg5dfVvU6hgwxWwZ9+za039CZXoaFhONBSzYTQA2qcULtYGlCm63rfCToUdKqVSM8Z07VpSWEEI709tuQOzdcvQorV5I3OIBt044x3HMuAPNONaBe1Sfc33USj9u3HdNGLZMJCQnRAC0kJMTmx46MjNQ2bNigRUZG2vzY6cbjx5r20UeapsIBTfPz07QNGzTNYEjxrlevalqTJnF3rVLllnb2bBqcqwMHNK1u3bgHLlBA05Ys0bSYGLPdDAZNW7VK0/LmVbs5Oxm0aQzTYnROaoNery4DAhI/xscfq9sGDLBdu8PDTec1MiJC+3XNmsz92rKRLPF/aENyvlJHzlcs43te/B+dTttMCy0vt7W2rNcMsdttda5S8/ktPS/CnKcnzJunulKKF1eRd9u2KqlbConUChdW82JnzwZ3d42TJ/NRrZoz48fD48c2bqfBoDLJNWyoxmcPHVJtHz9ejVt17242uffMGfUUOnWCu3fVqNKR328z3Hc5+prVLc+neZ7SA9ZI0KNkSJRMRgghHKR7d3Xp7BzXc61ptGQrJ6jK93QHZ2cCjBVr05gEL8Ky5s3h779VWQE3NzU7t2ZNlW72f/+zfJ+jR9E3bcInLx3l+PFoqla9TUSEjgkToFQpNTc4MvI52/X0qZpcU768Wuq9d6/KINezpwpaxo1TVbRjBQer/8HKldVTcHczMKHYUo4uDKBay/zJz6d51tIDQgiR0VWtCtWqqRUZCQKUQlwnFw+JPnCAaw0bOqR5dgteJk+eTL169fD09CRnzpxW3UfTNMaOHUuBAgXw8PCgadOmXLTp7E+RKp6eMHUqnD+v5oDodPDrr1C3LtSpA0uXmnepxKs/VLIkjBt3iJUroyleXE2j+fBDKFlS9cyEhqaiHTExsG+fWjnk66suz58Hb28YNgwCA1VAU7Cg6S6nTqkEk6VLq2YaDKoD6WzHzxkb1B3X1cvVjsnNp3mW0gNCCJFZ9OihLjduVJepyRljZ3ZrQWRkJO3bt6dv375W32fGjBl8/fXXLFiwgMOHD5MtWzZatGhBuKOnNWd1RYuqD+pz56BbN/XBffiw6tLw8VGJXqZMUXn0QQ2tHD9OzsuXaF8riHPnVMBSoIDKFzdokLreowfs2QMxhy1Mhr1/X62A6tNH5Wtp0EAFKKGhqsfjq6/UkNb06aYaBQ8fqhQuL78MVarAsmWqjFPjuuEcWvoPv4w5RvEt38a1MaXhn2fNUimEEJnBu++qL3QXL6qitQlTVjhygYFNZtkkY+nSpVqOHDlS3M9gMGi+vr7aF198Ydr28OFDzc3NTfvxxx+tfjyZsJsGbt7UtKlTNa1EicQTuiz9REVpmqZpT59q2sKFmlauXNxNHjzWarkd12YyWDtc5j3tYbtumqF8eU3T6cyPkTOnpnXpomm7dpkm4j5+rGl792ratGma1qiRpjk5xe2u12ta+/aaduiQlmjCmdml8ScpAQHmk3mTm9T7HOS1ZT05V6kj5yt15Hwl0KGDes/7+OO4hRsGg6aFh9v8XKXm8zvdFGYMDAzk5s2bNI1XnC5HjhzUrl2bQ4cO8c477ziwdcJM/vxqLszw4SrJy7hxccMplri4QI4cuOfIQe/oaHrdv09U9mwYnoTjHvMYImL3uxD7E+uKV3kuFGnKhVKt+LdoY8INrjz4Dm5PhkuXVHmChDURK1RQ2a3fey/eKNKzFCkzMi5p9vNTXUVLlqgen3RW50MIIezi/fdVkbeff1Y93s7OcUPsUVEOa1a6CV5u3rwJQP78+c2258+f33SbJREREURERJh+D42dTBEVFUWUjU+s8Xi2Pm6GNmIEtGiBS+3aiW56kjcvHiEh6KKiICRE/QA6wDXeUGAMeu6Sl7OU5xB1OURdjlCL22H54SzqJwkFCmjUrq3RoIHGq68aKFky7jbTn6lDByhd2mIbow4cUJPSkvqb5s+vukyNVba7dVOzjm38jyuvLevJuUodOV+pI+crgSZNcM6bF92tW0Rv2YLWooXpJlufq9QcJ1XBy4gRI5g+fXqy+5w7d46yZcum5rDPZerUqUwwprePZ9u2bXh6etrlMbdv326X42ZUOS5fphGg6XToNM10eWTkSEKKFcM7KIhst27hFBFBpcWLcX38mCg3N5wiI9FrGk4YyM9t8nOb+uzjkr40m18bwqXCNXn40I2oKD0xMXqcnAx4eUWRPXskvr6PeSH8b15e/y3nXu7CwxKlOH9ezeNNTRsP7N9PyI0baXeyUiCvLevJuUodOV+pI+crTqVatSixaRM3Zs7kWExMotttda6ePHli9b6pCl6GDBlC165dk92nRIkSqTmkia+vLwC3bt2iQIECpu23bt2iatWqSd5v5MiRDB482PR7aGgofn5+NG/eHG9v72dqS1KioqLYvv3/7d17TFR32gfw7wAzg00AtdwLVcEi1trUSyR4WVqDsdFo3T8WEg2lbi3tSrOtJrW2tqVeaikhTRNDa2prMSuFFxswRglWqaTRWt0qk/AWilEQyraQNSkvo9Rymef9Y5wpKCJnnHPOnJnvJ5lMOPxmeHhyOPPwO7/LCSxbtgxmrsnxp85OSFERJCEBjr//Hab9+yGdnfgjIgLLnn4aDwybuiy3ZvaE9Pe7NyMcLgRDSD57AC/PmXPPHxu06X8Q/L+NePDqVTj++U/FMaKzE4v++ldlO0KrhOfW+DFXyjBfyjBfdzJFRgI1NUj4978R+5e/OLeSgfdz1atgGqqi4iUqKgpRKo0unjZtGmJjY1FXV+cuVnp7e3Hu3LkxZyxZrVZYR1ku3mw2q3biqfnehjRtGtDeDpPr1so//oGBGzdws67OmadhY05cBcuIwsVkco5BCQoCHA6YQ0Kc42RG097uXGXOZHJuBwAguLISwevXO98jMtI5O2ocMaK/H2alO0KrjOfW+DFXyjBfyjBfwyxcCEyfDtPlyzAfPeocBzOMt3Kl5D1Umyrd0dEBm82Gjo4ODA0NwWazwWaz4fr16+42qampqK6uBgCYTCa8+uqr2LVrF44cOYLGxkY8++yziI+Px5o1a9QKk7xlrPVSxppy/OCDzgXfxrtl+/0sHOfpJmVERIHMZHLOggD+XBJDZ6oN2H3nnXdw4MAB99dzbt0GOHXqFJ588kkAQEtLC/7v1iBOANiyZQtu3LiBvLw89PT0YPHixaitrUVoaKhaYZLWbvWuuJ+PHgXS0px/HHl5fw6GvZv7mTlERESeyc52br9y4oRzHa7Jk3UNR7Wel9LSUojIHQ9X4QI4V9QdPobGZDJhx44d6Orqws2bN3Hy5EmkpKSoFSJp6bZdlN29LAkJynpDuHAcEZGTt3e7H0tqqnOflcFB4PBh9X/ePei/xi8FhoSEsfcR8oQPLVVNRKS5YVuyaCIry/ns2qhWR7zqk3a8Nebkbr04XDiOiPyd2rvdj8VVvNTVOSdO6MhnFqkjDf3wg3NDw6Ii5yBXo3H14rhmDo1nrAwRkT8YPinB9c+ga9KCy1grnt+PRx5xLurZ0ABUVzvHH+qEPS+BSOuuRjVw5hARBSK9d7vPznY+63zriMVLoNCzq5GIiLxD70kLf/ub8/k//wGGbc2jNd42ChR6djUSEZH33b70hBaSkoDmZmDGDOfMI52w5yVQ6N3VSERE3qH3pIXU1D//CdYJe14Cxbp1wMyZI3taXM6dA+bO1T4mIiJSjpMW2PMSkLg+ChGRsQX4pAV+egUSvbsaiYiIvIC3jQIJuxqJiMgPsHgJNMMLlQDsaiQiIuPjbSPynJabghEREd3C4oU85w8r9RIRkeHwthEp097u3JDLZBq5Um9urnPdmMhIYMoUfWMkIiK/xuKFlOFKvUREpDPeNiJluFIvERHpjD0vpAxX6iUiIp2x54U8x5V6iYhIB/zUIeW4Ui8REemIt41IOa7US0REOmLxQp7hSr1ERKQT3jYiIiIiQ2HxQkRERIbC4oWIiIgMhcULERERGQqLFyIiIjIUFi+kKtOFC8DSpcAPP+gdChER+QkWL6Qq08GDwKlTwL/+pXcoRETkJ7jOC3lfezvQ1YWIK1cQVFnpPFZRAeTmOjdxjIwEpkzRN0YiIjIsFi/kfVOnwgzgSQBiMjmP/fe/IzdzdO1ETUREpBBvG5H3HTwICXHWxSZXkeJ6DgkBDh7UKTAiIvIH7Hkh71u3DoOPPAJzWtqd3zt3Dpg7V/uYiIjIb7DnhVQlQbdOsSCeakRE5B38RCF1REXh5sSJkDlzgL17neNdYmOB6Gi9IyMiIoPjbSNSR0ICTuzbh6dXr0aQxQLk5QH9/dx9moiI7ht7Xkg1DrMZcM02MplYuBARkVeweCEiIiJDYfFCREREhsLihYiIiAyFxQsREREZCosXIiIiMhQWL0RERGQoLF6IiIjIUFi8EBERkaGweCEiIiJDYfFCREREhuJ3exuJCACgt7fX6+89MDCAvr4+9Pb2wmw2e/39/QlzpQzzNX7MlTLMlzLM1/h5O1euz23X5/hY/K54sdvtAIDExESdIyEiIiKl7HY7IiIixmxjkvGUOAbicDjwyy+/ICwsDCbXpoBe0tvbi8TERPz8888IDw/36nv7G+ZKGeZr/JgrZZgvZZiv8fN2rkQEdrsd8fHxCAoae1SL3/W8BAUFISEhQdWfER4ezpN6nJgrZZiv8WOulGG+lGG+xs+bubpXj4sLB+wSERGRobB4ISIiIkNh8aKA1WpFQUEBrFar3qH4POZKGeZr/JgrZZgvZZiv8dMzV343YJeIiIj8G3teiIiIyFBYvBAREZGhsHghIiIiQ2HxQkRERIbC4uU2JSUlmDp1KkJDQ5GWlobz58+P2f7QoUNITU1FaGgoZs+ejZqaGo0i1Z+SXO3btw9LlizBpEmTMGnSJGRmZt4zt/5G6bnlUlFRAZPJhDVr1qgboA9Rmquenh7k5+cjLi4OVqsVKSkp/Fscw0cffYQZM2ZgwoQJSExMxKZNm3Dz5k2NotXPt99+i1WrViE+Ph4mkwmHDx++52vq6+sxd+5cWK1WTJ8+HaWlparH6SuU5quqqgrLli1DVFQUwsPDkZ6ejuPHj6sTnJBbRUWFWCwW2b9/v/z444/ywgsvyMSJE6W7u3vU9mfOnJHg4GApKiqSpqYmeeutt8RsNktjY6PGkWtPaa7Wrl0rJSUl0tDQIM3NzfLcc89JRESEdHZ2ahy5PpTmy6WtrU0eeughWbJkiTzzzDPaBKszpbn6448/ZP78+bJixQo5ffq0tLW1SX19vdhsNo0j14fSfJWVlYnVapWysjJpa2uT48ePS1xcnGzatEnjyLVXU1Mj27Ztk6qqKgEg1dXVY7ZvbW2VBx54QDZv3ixNTU2yZ88eCQ4OltraWm0C1pnSfL3yyivywQcfyPnz5+XSpUvyxhtviNlslosXL3o9NhYvwyxYsEDy8/PdXw8NDUl8fLy8//77o7bPysqSlStXjjiWlpYmL774oqpx+gKlubrd4OCghIWFyYEDB9QK0ad4kq/BwUFZuHChfPbZZ5KbmxswxYvSXH3yySeSlJQk/f39WoXoU5TmKz8/X5YuXTri2ObNm2XRokWqxulrxvNhvGXLFpk1a9aIY9nZ2bJ8+XIVI/NN48nXaB599FHZvn271+PhbaNb+vv7ceHCBWRmZrqPBQUFITMzE2fPnh31NWfPnh3RHgCWL19+1/b+wpNc3a6vrw8DAwOYPHmyWmH6DE/ztWPHDkRHR+P555/XIkyf4Emujhw5gvT0dOTn5yMmJgaPPfYYdu/ejaGhIa3C1o0n+Vq4cCEuXLjgvrXU2tqKmpoarFixQpOYjSRQr/He4nA4YLfbVbnO+93GjJ66du0ahoaGEBMTM+J4TEwMfvrpp1Ff09XVNWr7rq4u1eL0BZ7k6navv/464uPj77gw+CNP8nX69Gl8/vnnsNlsGkToOzzJVWtrK7755husW7cONTU1uHz5MjZu3IiBgQEUFBRoEbZuPMnX2rVrce3aNSxevBgigsHBQbz00kt48803tQjZUO52je/t7cXvv/+OCRMm6BSZMRQXF+P69evIysry+nuz54U0V1hYiIqKClRXVyM0NFTvcHyO3W5HTk4O9u3bh8jISL3D8XkOhwPR0dH49NNPMW/ePGRnZ2Pbtm3Yu3ev3qH5pPr6euzevRsff/wxLl68iKqqKhw7dgw7d+7UOzTyI19++SW2b9+OyspKREdHe/392fNyS2RkJIKDg9Hd3T3ieHd3N2JjY0d9TWxsrKL2/sKTXLkUFxejsLAQJ0+exOOPP65mmD5Dab6uXLmCq1evYtWqVe5jDocDABASEoKWlhYkJyerG7ROPDm34uLiYDabERwc7D42c+ZMdHV1ob+/HxaLRdWY9eRJvt5++23k5ORgw4YNAIDZs2fjxo0byMvLw7Zt2xAUxP9pXe52jQ8PD2evyxgqKiqwYcMGHDp0SLXedZ6lt1gsFsybNw91dXXuYw6HA3V1dUhPTx/1Nenp6SPaA8CJEyfu2t5feJIrACgqKsLOnTtRW1uL+fPnaxGqT1Car9TUVDQ2NsJms7kfq1evxlNPPQWbzYbExEQtw9eUJ+fWokWLcPnyZXeBBwCXLl1CXFycXxcugGf56uvru6NAcRV+wq3uRgjUa/z9KC8vx/r161FeXo6VK1eq94O8PgTYwCoqKsRqtUppaak0NTVJXl6eTJw4Ubq6ukREJCcnR7Zu3epuf+bMGQkJCZHi4mJpbm6WgoKCgJoqrSRXhYWFYrFY5KuvvpJff/3V/bDb7Xr9CppSmq/bBdJsI6W56ujokLCwMHn55ZelpaVFjh49KtHR0bJr1y69fgVNKc1XQUGBhIWFSXl5ubS2tsrXX38tycnJkpWVpdevoBm73S4NDQ3S0NAgAOTDDz+UhoYGaW9vFxGRrVu3Sk5Ojru9a6r0a6+9Js3NzVJSUhJQU6WV5qusrExCQkKkpKRkxHW+p6fH67GxeLnNnj175OGHHxaLxSILFiyQ77//3v29jIwMyc3NHdG+srJSUlJSxGKxyKxZs+TYsWMaR6wfJbmaMmWKALjjUVBQoH3gOlF6bg0XSMWLiPJcfffdd5KWliZWq1WSkpLkvffek8HBQY2j1o+SfA0MDMi7774rycnJEhoaKomJibJx40b57bfftA9cY6dOnRr1OuTKT25urmRkZNzxmieeeEIsFoskJSXJF198oXncelGar4yMjDHbe5NJhP2EREREZBwc80JERESGwuKFiIiIDIXFCxERERkKixciIiIyFBYvREREZCgsXoiIiMhQWLwQERGRobB4ISIiIkNh8UJERESGwuKFiIiIDIXFCxERERkKixciIiIylP8HJI1jg6o8/dMAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 8\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 9\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 10\n"
]
},
{
"data": {
"image/png": 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i0q0OHToQFRXF1KlT4zwWGRlp+jBu3LgxLi4uzJ8/3+wb/9y5cxM9R+XKlSlSpAhz586N8+Ee81jGWhiJFUJzcnKiadOmbN68mYCAANP227dvs3btWmrXro23t3ei7UpM3rx5qVixIitWrDBb52nnzp2cO3fObN9ChQrh5OTEH3/8YbY9viEXW2vZsiVRUVF8/fXXZtvnzJmDTqejRYsWAKbbr776ymy/2L9HJycn2rdvz8aNGzl9+nSc8926dSvetuTKlYv69euzePFiiz0AiU1Rd3JyQqfTmfVaBQQEmM3+iU/VqlXx8fFh0aJFZrPg/Pz84ryvOnTowI0bN/juu+/iHOfZs2emwnjG3qPYv8v58+cn2h6jt956CycnJyZPnhynx0zTNO7du2f1sRLTvn17tmzZYjYFe/fu3Vy8eJF33nnHZucRqZ/0vIh0q169evTv35+ZM2dy6tQpmjZtiouLC5cuXWL9+vXMmzePt99+Gx8fH0aNGsXMmTNp3bo1LVu25OTJk2zbto2cOXMmeA69Xs8333xDmzZtqFixIj179iRv3rz8+++/nD17lt9++w2AKlWqACqZtFmzZjg5OfHuu+9aPOa0adPYuXMntWvX5v3338fZ2ZnFixcTFhbG7NmzbXZ9Zs6cSatWrahduza9evXi/v37zJ8/nzJlyvD48WPTflmyZOGdd95h/vz56HQ6ihUrxpYtW0x5E/bWpk0bGjRowLhx4wgICKBChQrs2LGDzZs3M2zYMFPvV8WKFenUqRMLFy4kJCSEmjVrsnv3bou9CLNmzWLPnj3UqFGDvn37UqZMGe7evcuxY8fYs2dPgj1uCxYsoHbt2pQrV46+fftStGhRbt++zeHDh7l+/brFgMioVatWfPnllzRv3pzOnTtz584dFixYQPHixfn7778TvA4uLi5MmzaN/v3707BhQzp27Ii/vz/Lly+Pk/Py3nvv8cMPPzBgwAD27NlDrVq1iIqK4t9//+WHH37gt99+o2rVqlSpUoX27dszd+5c7t27Z5oqffHiRcC6HsNixYoxbdo0xowZQ0BAgGn9MH9/f3766Sf69evHqFGjEjzG119/zcOHD02LVf7yyy+m+jwffPCBKT9q7NixrF+/ngYNGjB06FAeP37MZ599Rrly5ejZs2eibRXpiGMmOQmROOMU27/++ivB/bp3765lypQp3se//fZbrUqVKpqHh4eWOXNmrVy5ctro0aO1mzdvmvaJiorSJk+erOXNm1fz8PDQ6tevr/3zzz9aoUKFEpwqbXTgwAGtSZMmWubMmbVMmTJp5cuX1+bPn296PDIyUvvggw80Hx8fTafTmU2bJtaUVE3TtBMnTmjNmjXTvLy8NE9PT61BgwbaoUOHrLo+8bXRkg0bNmilSpXS3NzctNKlS2sbN27UunfvbjZVWtM0LTg4WGvfvr3m6empZcuWTevfv7/2zz//JGmqdOx2GqfeBgcHm2239Pt89OiRNnz4cC1fvnyai4uLVqJECe2zzz4zm3qtaZr27NkzbciQIVqOHDm0TJkyaW3atNGuXbtm8Rrfvn1bGzRokObr66u5uLhoefLk0Ro1aqR9++23pn3imw5+5coVrVu3blqePHk0FxcXLX/+/Frr1q21H3/8McFroWmatnTpUq1EiRKam5ubVrJkSW358uWma2GNhQsXakWKFNHc3Ny0qlWran/88YdWr149s6nSmqamVn/66adamTJlNDc3Ny1btmxalSpVtMmTJ2shISGm/Z48eaINGjRIy549u+bl5aW1a9dOu3DhggZos2bNMu0X3+/LaMOGDVrt2rW1TJkyaZkyZdJKliypDRo0SLtw4UKir6lQoUIaYPGfv7+/2b7//POP1rRpU83T01PLmjWr1qVLF+3WrVtWXTuRfug0zY6ZcUIIIdKcU6dOUalSJVavXm2qVi1EaiI5L0IIkYFZqo0yd+5c9Hp9khcgFSKlSM6LEEJkYLNnz+b48eM0aNAAZ2dntm3bxrZt2+jXr59NZrYJYQ8ybCSEEBnYzp07mTx5MufOnePx48cULFiQ9957j3HjxuHsLN9vReokwYsQQggh0hTJeRFCCCFEmiLBixBCCCHSFAlehBBCCJGmpLtsLIPBwM2bN8mcObPV68kIIYQQwrE0TePRo0fky5cvzkK7saW74OXmzZsyvU8IIYRIo65du0aBAgUS3CfdBS/GVWevXbtmkwXsYoqIiGDHjh2mNXJE/ORaJY1cL+vJtUoauV5JI9fLera+VqGhofj6+pqtHh8fuwYvf/zxB5999hnHjx8nKCiIn376iXbt2sW7/969e2nQoEGc7UFBQeTJk8eqcxqHiry9ve0SvHh6euLt7S1v6kTItUoauV7Wk2uVNHK9kkaul/Xsda2sSfmwa8LukydPqFChAgsWLEjS8y5cuEBQUJDpX65cuezUQiGEEEKkNXbteWnRogUtWrRI8vNy5cpF1qxZbd8gIYQQQqR5qTLnpWLFioSFhVG2bFkmTZpErVq14t03LCyMsLAw08+hoaGA6s6KiIiwabuMx7P1cdMjuVZJI9fLenKtkkauV9LI9bKera9VUo6TYssD6HS6RHNeLly4wN69e6latSphYWEsWbKEVatWceTIESpXrmzxOZMmTWLy5Mlxtq9duxZPT09bNV8IIcQLOp0OJycnRzdDpEFRUVHEF3Y8ffqUzp07ExISkmjOaqoKXiypV68eBQsWZNWqVRYft9Tz4uvry927d+2SsLtz506aNGkiiVyJkGuVNHK9rCfXKmlsfb2ePHlCUFBQvB9AaZ2maTx//hx3d3epFZaI5FwrnU5H3rx5yZQpU5zHQkNDyZkzp1XBS6ocNoqpWrVqHDhwIN7H3dzccHNzi7PdxcXFbn/Y7Hns9EauVdLI9bKeXKukscX1ioqK4tatW2TKlAkfH590+eFuMBh4/PgxXl5eiRZKy+iSeq00TSM4OJhbt25RokSJOL13SXl/pvrg5dSpU+TNm9fRzRBCiAwvIiICTdPw8fHBw8PD0c2xC4PBQHh4OO7u7hK8JCI518rHx4eAgAAiIiJeaujRrsHL48ePuXz5sulnf39/Tp06Rfbs2SlYsCBjxozhxo0brFy5EoC5c+dSpEgRypQpw/Pnz1myZAm///47O3bssGczhRBCJEF67HERKcNW7x27Bi/Hjh0zKzo3YsQIALp3746fnx9BQUFcvXrV9Hh4eDgjR47kxo0beHp6Ur58eXbt2mWxcJ0QQgghUs68efOoVq0aNWrUcHRT7Fukrn79+miaFuefn58fAH5+fuzdu9e0/+jRo7l8+TLPnj3j3r177NmzRwIXIUTGcewYNGyobkWatXfvXnQ6HQ8fPkz2MSZNmkTFihVt1qaYAgIC0Ol0nDp1yurnfPHFF2zcuDHemb8pTQb0hBAitVi5EvbsgXhmV4rkCQ4OZuDAgRQsWBA3Nzfy5MlDs2bNOHjw4Esfu379+gwbNsxsW82aNQkKCiJLliwvfXx78PX1JSgoiLJlywKJB1sHDx5k1apVbN682eIEGUdI9Qm7QgiRrgUGwt27oNPB99+rbevWQffuoGmQMycUKuTYNtrDsWMwejTMng1Vq9r1VO3btyc8PJwVK1ZQtGhRbt++ze7du7l3716yjxkeHo6rq6vFx1xdXa1ej8+WEmpTTE5OTklqX61atZLUS5MSpOdFCCEcqXBh9eFdpQoEB6ttwcHq56pV1ePpUQr1Mj18+JD9+/fz6aef0qBBAwoVKkS1atUYM2YMb7zxhmm/q1ev0rZtW7y9vSlYsCAdO3bk9u3bpseNwzhLliyhSJEiuLu706NHD/bt28e8efPQ6XTodDoCAgIs9mQcOHCAOnXq4OHhga+vL0OGDOHJkyeJtn/x4sX4+vri6elJhw4dCAkJMT3Wo0cP2rVrx/Tp08mXLx+vvvoqoJJiN23aZHacrFmzmlI2Yg4bBQQEmNIzsmXLhk6no0ePHoCaTTRz5kyKFCmCh4cHFSpU4McffzQ77rlz52jZsiVeXl7kzp2b9957j7t37yb6ul6WBC9CCOFIq1eD84tOcGPhN+Ots7N6PL0IDITjx+HECfNephMn1PbAQJuf0svLCy8vLzZt2mRW0DQmg8FA27ZtuX//Pnv27GHjxo34+/vTsWNHs/0uX77Mhg0b2LhxI6dOnWLevHnUqFGDvn37mhYS9vX1jXP8K1eu0Lx5c9q3b8/ff//N999/z4EDBxg8eHCCbb98+TI//PADv/zyC9u3b+fkyZO8//77Zvvs3r2bCxcusHPnTrZs2ZLEq6OGkDZs2ABEL4o8b948AGbOnMnKlStZtGgRZ8+eZfjw4XTt2pV9+/YBKjBs27YtlSpV4tixY2zfvp3bt2/ToUOHJLcjqWTYSAghHKlLFyhVSvW0xHbkCKSSBEmbiNmLZJwya+xlMrJx5V5nZ2f8/Pzo27cvixYtonLlytSrV493332X8uXLAyoAOHPmDP7+/uTPn5/Q0FD8/PwoV64cf/31F6+99hqghmVWrlyJj4+P6fiurq54enomOAwzc+ZMunTpYsqNKVGiBF999RX16tXjm2++wd3d3eLznj9/zsqVK8mfPz8A8+fPp1WrVnzxxRem82XKlIklS5ZYNVxkiZOTE9mzZwfMF0UOCwtjxowZ7Nq1yzS7qGjRohw4cIDFixdTr149FixYQPny5Zk+fbqpzsuyZcvw9fXl4sWLvPLKK8lqkzWk50UIIVILY6Gv9FoczUG9TO3bt+fmzZv8/PPPNG/enL1791K5cmXTMMr58+fx9fU16zUpXbo0WbNm5fz586ZthQoVMgtcrHX69Gn8/PxMvUBeXl40a9YMg8GAv79/vM8rWLCgKXABqFGjBgaDgQsXLpi2lStXLtmBS0IuX77M06dPadKkiVm7V65cyZUrV0yva//+/Xh7e5seL1myJIBpH3uRnhchhHC0XLkgTx7w9YXevWHpUrh2TW1PTxzYy+Tu7k6TJk1o0qQJ48ePp0+fPkycONGU32ENS+vxWOPx48f079+fIUOGxHmsYMGCyTpmQm3S6XRx1p5K6srPjx8/BuDXX381C6AA04yjx48f07x5cz7//PM4FXbtXRlfghchhHC0AgUgIABcXdVwSr9+EB4OqWRaql3o9WAwRN+msNKlS5uSWkuVKsW1a9e4du2a6YP63LlzPHz4kNKlSyd4HFdXV6KiohLcp3Llypw7d47ixYsnqY1Xr17l5s2b5MuXD4A///wTvV5vSsyNj4+PD0FBQaafL126xNOnT+Pd39hzE/N1lC5dGjc3N65evUq9evUsPq9y5cr8+OOPFC5c2C69PwlJp32TQgiRxri5ReeB6HTpN3Ax9jJVqQKLFqnbPHns1st07949GjZsyOrVq/n777/x9/dn/fr1zJ49m7Zt2wLQuHFjypUrR5cuXThx4gTHjx+nR48e1KtXj6qJTOMuXLgwR44cISAggLt372KwEIh99NFHHDp0iMGDB3Pq1CkuXbrE5s2bE03YdXd3p3v37qbhmSFDhtChQ4dEpzk3bNiQr7/+mpMnT3Ls2DEGDBiQ4KKHhQoVQqfTsWXLFoKDg3n8+DGZM2dm1KhRDB8+nBUrVnDlyhVOnDjB/PnzWbFiBQDvv/8+Dx48oHPnzvz1119cuXKF3377jZ49eyYa0L0sCV6EEEKkHGMv05Ej0L+/ug0IUNvtwMvLi+rVqzNnzhzq1q1L2bJlGT9+PH379uXrr78G1DDL5s2byZYtG/Xr1+fNN9+kSJEifG+cEZWAUaNG4eTkROnSpfHx8TFb8saofPny7Nu3j4sXL1KnTh0qVarEhAkTTD0q8SlevDhvvfUWLVu2pGnTppQvX56FCxcm2qYvvvgCX19f6tSpQ+fOnRk1ahSenp7x7p8/f34mT57Mxx9/TO7cuU1B1dSpUxk/fjwzZ86kVKlSNG/enF9//ZUiRYoAkC9fPrZv305UVBRNmzalXLlyDBs2jKxZs9p9UUudFntgLI0LDQ0lS5YshISE4O3tbdNjR0REsHXrVlq2bPnSS8und3Ktkkaul/XkWiWNLa/X8+fP8ff3N9U5SY8MBgOhoaF4e3vLqtKJSM61Sug9lJTPb/nNCCGEECJNkeBFCCGEEGmKBC9CCCGESFMkeBFCCFs7dgwaNlS3Qgibk+BFCCFsLYUWHRQio5IidUIIYQuBgXD3rqrREnPRwe7dVQn8nDmhUCHHtlGIdEKCFyGEsAUHLDooREYlw0ZCCGELDlp0UIiMSIIXIYSwhS5dVLVYS44cUY8LYUMPHjxg8uTJZusYZRQSvAghhK0Zq41KhdYMae/eveh0Oh4+fGi3c2iaRvfu3Xn27FmSV3DW6XSmRSkDAgLQ6XScOnXK9o20I/mfJYQQtpLCiw4K6wQHBzNw4EAKFiyIm5sbefLkoVmzZhw8ePClj12/fn2GDRtmtq1mzZoEBQWRJUuWlz5+fD777DO8vb2ZOXOm3c6RmknCrhBC2Ipx0UFXV5W0268fhIen3xWi04j27dsTHh7OihUrKFq0KLdv32b37t3cu3cv2ccMDw/H1dXV4mOurq6Jrvz8sucbPXq0TY+f1kjPixBC2JKbW/RsI51OAhcHe/jwIfv37+fTTz+lQYMGFCpUiGrVqjFmzBjeeOMN035Xr16lbdu2eHt7U7BgQTp27Mjt27dNj0+aNImKFSuyZMkS06KCPXr0YN++fcybNw+dTodOpyMgIMDisNGBAweoU6cOHh4e+Pr6MmTIEJ48eRJvuy2dz/h6+vTpg4+PD97e3jRs2JDTp0+bPXfz5s1UrlwZd3d3ihYtyuTJk4mMjLT6mv3zzz+0aNECLy8vcufOzXvvvcfdu3etfn5KkOBFCCFEsmgaPHnimH/Wzjr38vLCy8uLTZs2ERYWZnEfg8FA27ZtuX//Pnv27GHjxo34+/vTsWNHs/0uX77Mhg0b2LhxI6dOnWLevHnUqFGDvn37EhQURFBQEL6+vnGOf+XKFZo3b0779u35+++/+f777zlw4ACDBw9OsO2xzwfwzjvvcOfOHbZt28bx48epXLkyjRo14v79+wDs37+fbt26MXToUM6dO8fixYvx8/Nj+vTpVl2vhw8f0rBhQypVqsSxY8fYvn07t2/fpkOHDlY9P8Vo6UxISIgGaCEhITY/dnh4uLZp0yYtPDzc5sdOb+RaJY1cL+vJtUoaW16vZ8+eaefOndOePXumaZqmPX6saSqMSPl/jx9b3+4ff/xRy5Ytm+bu7q7VrFlTGzNmjHb69GnT4zt27NCcnJy0q1evalFRUdqDBw+0M2fOaIB29OhRTdM0beLEiZqLi4t2584ds2PXq1dPGzp0qNm2PXv2aID24MEDTdM0rXfv3lq/fv3M9tm/f7+m1+tN1zI2S+fbv3+/5u3trT1//txs32LFimmLFy/WNE3TGjVqpM2YMcPs8VWrVml58+Y1/QxoP/30k6Zpmubv768B2smTJzVN07SpU6dqTZs2NXv+tWvXNEC7cOGC2XbjtYqKirL4GiyJ/R6KKSmf39LzIoQQIl1r3749N2/e5Oeff6Z58+bs3buXypUr4+fnB8D58+fx9fU16zUpXbo0WbNm5fz586ZthQoVwsfHJ8nnP336NH5+fqZeIC8vL5o1a4bBYMDf3z/e58U+3+nTp3n8+DE5cuQwO5a/vz9Xrlwx7TNlyhSzx409Q0+fPrWqrXv27DF7fsmSJQFM50gNJGFXCCFEsnh6wuPHjjt3Uri7u9OkSROaNGnC+PHj6dOnDxMnTqRHjx5WHyNTpkxJO+kLjx8/pn///gwZMiTOYwULFrT6fI8fPyZv3rzs3bs3zr5Zs2Y17TN58mTeeuutOPsY82YSa2ubNm349NNP4zyW1CnZ9iTBixBCJMWxYzB6NMyeDVWrOro1DqXTQTI/zx2udOnSplonpUqV4tq1a1y7do38+fMDcO7cOR4+fEjp0qUTPI6rqytRUVEJ7lO5cmXOnTtH8eLFX6rNlStX5tatWzg7O1M45nIUsfa5cOFCss9VuXJlNmzYQOHChXF2Tr0hggwbCSFEUsiK0WnKvXv3aNiwIatXr+bvv//G39+f9evXM3v2bNq2bQtA48aNKVeuHF26dOHEiRMcP36cHj16UK9ePaomEqAWLlyYI0eOEBAQwN27dzEYDHH2+eijjzh06BCDBw/m1KlTXLp0ic2bNyeasBtb48aNqVGjBu3atWPHjh0EBARw6NAhxo0bx7FjxwCYMGECK1euZPLkyZw9e5bz58+zbt06PvnkE6vOMWjQIO7fv0+nTp3466+/uHLlCr/99hs9e/ZMNEhLSRK8CCFEYgID4fhxOHHCfMXoEyfU9sBAx7ZPxMvLy4vq1aszZ84c6tatS9myZRk/fjx9+/bl66+/BlTF2c2bN5MtWzbq16/Pm2++SZEiRfje+LtOwKhRo3BycqJ06dL4+Phw9erVOPuUL1+effv2cfHiRerUqUOlSpWYMGEC+fLlS9Jr0el0bN26lbp169KzZ09eeeUV3n33XQIDA8mdOzcAzZo1Y8uWLezYsYPXXnuN119/nTlz5lDIyhXN8+XLx8GDB4mKiqJp06aUK1eOYcOGkTVrVvSpqGK07kXmcboRGhpKlixZCAkJwdvb26bHjoiIYOvWrbRs2RIXFxebHju9kWuVNHK9rOeQa2Ws22K8r2nRt0ap9E+pLa/X8+fP8ff3N6s7kt4YDAZCQ0Px9vZOVR/WqVFyrlVC76GkfH7Lb0YIIRIjK0YLkapI8CKEEIlJTStGHzsGDRuqWyEyKAlehBAiKRy9YrQkDAshU6WFEMIqxhWjfX2hd29YuhSuXUuZFaMDA+HuXZVnEzNhuHt3NXyVMydYmZApRHogwYsQQljDkStGx6zpYUweDg6GKlWit6fShGEh7EGGjYQQwlqOWjFaEoaFMCPBixBCpHY2SBjWHT8uib4i3ZDgRQgh0pJkJgzrVq+WRF+RbkjwIoQQqVXMadHGhOEqVWDRInWbJ0/CCcOBgXDiBFmuXEH/ww9qm1QGFumAJOwKIURqFXNa9Lx5SU8YLlwYF6A+oEmib4o7c+YM27ZtY+TIkTg5OTm6OQmaN28e1apVo0aNGo5uilWk50UIIVKThNZR+ucfMK6dY03C8OrVaC8SfXWS6GtXe/fuRafT8fDhQ9O2MmXKcPjwYcaPH2/xOYULF2bu3Lkp08AEfPHFF2zcuJHKlSsnuF/s1+jn52f1mkm2JsGLEEKkJoULQ9WqqnckOFhtM/aWVK1qPm06MV26EHnwoOXHUroysAP16NEDnU7HgAED4jw2aNAgdDodPXr0sPl59Xo9a9euZf/+/fz66682P74tHDx4kFWrVrF582bckjh7rmPHjqbVrAEmTZpExYoVbdxCyyR4EUKI1MRO06I1R1cGdjBfX1/WrVvHs2fPTNueP3/O2rVrKViwoN3O6+Hhwf79+2nVqpXdzpEUmqYRGRlp+rlWrVqcOnWKrFmzJvlYHh4e+Pj42LB11suY72IhhEitbL2Oko8Pz7NmRatUyfpE33SocuXK+Pr6snHjRtO2jRs3UrBgQSpVqmS2b1hYGEOHDiVXrly4u7tTu3Zt/vrrL7N9tm7dyiuvvIKHhwcNGjQgICAgzjkPHDhAnTp18PDwoECBAgwaNIhHjx7F28aHDx/Sp08ffHx88Pb2pmHDhpw+fTre/QMCAtDpdKxbt46aNWvi7u5O2bJl2bdvn2kf41DPtm3bqFKlCm5ubhw4cACDwcDMmTMpUqQIHh4eVKhQgR9//DFJrzHmsJGfnx+TJ0/m9OnT6HQ6dDodfn5+8bb9ZUnwIoQQqZUteksKFGDnd98RdegQ9O+vAqCAAFUx+GVpGjx54ph/yUg07tWrF8uXLzf9vGzZMnr27Blnv4kTJ7Jx40ZWrFjBiRMnKF68OM2aNeP+/fsAXLt2jbfeeos2bdpw6tQp+vTpw8cff2x2jCtXrtCiRQveeecdzpw5w/r16zl69Cj9+/ePt33vvPMOd+7cYdu2bRw/fpzKlSvTqFEj03nj8+GHHzJy5EhOnjxJjRo1aNOmDffu3TPb5+OPP2bWrFmcP3+e8uXLM3PmTFauXMmiRYs4e/Ysw4cPp2vXrqbAx5rXGFPHjh0ZOXIkZcqUISgoiKCgIDp27Jhgu1+Kls6EhIRogBYSEmLzY4eHh2ubNm3SwsPDbX7s9EauVdLI9bJehrhW165pWp48mvbaa5q2aJG6zZNHbU8iW16vZ8+eaefOndOePXumNjx+rGkqjEj5f48fW93u7t27a23bttXu3Lmjubm5aQEBAVpAQIDm7u6uBQcHa23bttW6d++uaZqmhYaGai4uLtqqVavMrmG+fPm02bNna5qmaWPGjNFKly5tdo6PPvpIA7QHDx5omqZpvXv31gYOHGi2z8GDBzWdTqc9ftH2QoUKaXPmzNE0TdP279+veXt7a8+fPzd7TrFixbTFixdbfF3+/v4aoM2aNcu0LSIiQitQoID26aefapqmaXv27NEAbdOmTaZ9nj9/rnl6emqHDh0yO17v3r21Tp06Wf0aly5dqnl7e2tRUVGapmnaxIkTtQoVKlhsq1Gc91AMSfn8lqnSQgiR2jhyHaV0zMfHh1atWuHn54emabRq1YqcOXOa7XPlyhUiIiKoVauWaZuLiwvVqlXj/PnzAJw/f57q1aubPS/2FOPTp09z7Ngxvvnmmzjt8Pf3p2zZsnH2f/z4MTly5DDb/uzZM65cuZLg64p5bmdnZ6pWrWpqq1HVqlVN9y9fvszTp09p0qSJ2T7h4eGmITRrXqMjSfAihBCpUcxAJSXXUUoKT094/Nhx506GXr16MXjwYAAWLFhgyxaZefz4MRMmTGDy5MlW7583b1727t0b57HkJNPGlilTJrNzAfz666/kz5/fbL+kzjhyFLvmvPzxxx+0adOGfPnyodPp2LRpU6LP2bt3L5UrV8bNzY3ixYvbNeFHCCHES9DpIFMmx/wzFt1LoubNmxMeHk5ERATNmjWL83ixYsVwdXXlYIwp5hEREfz111+ULl0agFKlSnH06FGz5/35559mP1euXJnff//d6nZVrlyZW7du4ezsTPHixc3+xe4dii3muSMjIzl+/DilSpWKd//SpUvj5ubG1atX45zL19fX6tcYm6urK1FRUYm9VJuwa8/LkydPqFChAr169eKtt95KdH9/f39atWrFgAEDWLNmDbt376ZPnz7kzZvX4ptMCCHSnLAwuHBB/fP3h4cPITRUJeW6uUHOnODrC8WKQfny4OHh6BanK05OTqYhFUtVbzNlykSvXr346KOPyJkzJwULFmT27Nk8ffqU3r17AzBgwAC++OILPvzwQ/r06cPx48fjfNH+6KOPeP311+nXrx8DBw7Ey8uLs2fP8uuvv/Ldd9/FOW/jxo2pUaMG7dq1Y/bs2bzyyivcvHmTX3/9lTfffNNs2Ce2BQsWUKJECUqVKsWcOXN48OABvXr1inf/zJkzM2rUKIYPH47BYKB27dqEhIRw8OBBvL296d69u1WvMbbChQvj7+/PqVOnKFCgAJkzZ7ZbT45dg5cWLVrQokULq/dftGgRRYoU4YsvvgBU5HfgwAHmzJkjwYsQIm3SNDh7FjZuhN9/hz//VAGMNZycoFw5aNoUWraEWrWia8CIZPP29k7w8YkTJ+Ls7Mx7773Ho0ePqFq1Kr/99hvZsmUDoGDBgmzYsIHhw4czf/58qlWrxowZM8wChvLly7Nv3z7GjRtH3bp10TSNYsWKxTsDR6fTsXXrVsaNG0fPnj0JDg4mT5481K1bl9y5cyfY3lmzZjFr1ixOnTpF8eLF+fnnnxPtrZk6dSo+Pj7MnDmT//77j6xZs1K5cmXGjh1r9WuMrX379mzcuJEGDRrw8OFDli9fbpfifwA6TUuZhS10Oh0//fQT7dq1i3efunXrUrlyZbNyycuXL2fYsGGEhIRYdZ7Q0FCyZMlCSEhIom/QpIqIiGDr1q20bNkSFxcXmx47vZFrlTRyvayXZq7Vw4ewbBksWQKxkifJmhVKloTixSFHDgyZMvPokcbju8/Rbt/BLSiQzDfO4x4abP68PHmga1fo3Vs93wq2vF7Pnz/H39+fIkWK4O7u/lLHSq0MBgOhoaF4e3ujT+UF/QICAihSpAgnT55Mscq2MSXnWiX0HkrK53eqCuFv3boVJ8LMnTs3oaGhPHv2DA8L3adhYWGExfgWExoaCqj/sBERETZtn/F4tj5ueiTXKmnkelkv1V+r27fRz56NfulSdE+fAqC5uqI1bYqhVSu0OnW47lGC3b/rOXBAz6m9Os6dg4iI2DkcGgW4Tm0O0IJttGQrOW/dgs8/h88/J6ROSzwnjoS6dRJsji2vV0REBJqmYTAYMBgML3281Mj4fd74OlMzY/sc9ftIzrUyGAxomkZEREScYbukvEdTVfCSHDNnzrSYzb1jxw48k5mNnpidO3fa5bjpkVyrpJHrZb3Udq2cnj3jlQ0bKPrLLzi9+EIVWrAg/7VqxY3atbnxOCcHDhRg/6f5CQhwjft8JwM5cjwjc+YI3Nwi0ekgPNyLP5604ad772AIM9CCbfRiGW34hSz7t0LjrZzMWYsznbvh3SB3gjmstrhezs7O5MmTh8ePHxMeHv7Sx0vNEqqEm1oYZw09efLE9MXdEZJyrcLDw3n27Bl//PGH2TIFAE9fBPvWSFXBS548ebh9+7bZttu3b+Pt7W2x1wVgzJgxjBgxwvRzaGgovr6+NG3a1C7DRjt37qRJkyapu7s6FZBrlTRyvayX6q6VpqH76SecPvwQ3fXrABiqVcMwcSLujRpzfaeehQv1bN+uQ9NUdKHXa1StqtGggUaVKhoVK2r4+oKTkysQN7DRNI3gYB1nzrTixInWbN52mRqH59A9ahmV7h6k0lcH2bSqBw/HzeTNvjnMcnzju16648fRjxmDYeZMtCpVrHqpz58/59q1a3h5eaXbYSNN03j06BGZM2dGl8wZTSmlbNmyKTa7x5LkXKvnz5/j4eFB3bp1LQ4bWStVBS81atRg69atZtt27tyZYGEcNzc3i9nMLi4udvvDZs9jpzdyrZJGrpf1zK7VsWMwejTMnq1WXk4p9+7BwIGwfr36uUgRmDMHWr/BLz/rmFwdYi5N07AhdOoEb76pI0eOpH0w5s+v/jVvDox9lefPF/HHytG4z5hA7cA1tHvgx71RPzN+yhcUntid/gN0ZqVQ4ry31q6FvXvR/+9/8PrrVrUhKioKnU6HXq9P9fkgyWUc/jC+ThG/5FwrvV6PTqez+LcuKX/77Pqbefz4MadOneLUqVMApilUV69eBVSvSbdu3Uz7DxgwgP/++4/Ro0fz77//snDhQn744QeGDx9uz2YKIdK6lSthzx5YtSrlzvn772om0Pr1agbQJ5/A2bMczNmW6q/reOstFbhkzgzDh8OlS7B7N/TpA7GKqCaLuzs07leU2gGrCd12kDt5y5OD+8wL7UnRke14vchtVqwAs1SEwEA4fhxOnIDvv1fb1q1TPx8/rh63QgrN8xDpkK3eO3bteTl27BgNGjQw/Wwc3unevTt+fn4EBQWZAhmAIkWK8OuvvzJ8+HDmzZtHgQIFWLJkiUyTFkLEFRgIISGqWFnMD+Lu3dX05Jw54cWKtzalafDppzBunIoMSpaEVau47VuV4b3hf/9Tu2XODEOHqsAle3bbNyMm7+Y18b56nKjZX8DECbSN/Jkadw7Tucda5s9vSJcuWdSOhQtHP8nYzR8crFaajvn64mFMsAwPD493KF+IhBhzpSzV2EkKuwYv9evXTzDKslTwpn79+pw8edKOrRJCpAcuJUpE/5CMD+JkefoUunWDDRvUzz16oH29gNUbPRnWDO7fV03p0wemToVEynPYlrMzTmM/gtYtMHTpSq5/zrCDpkw5PoEPT3xCUJCOKcvW4t6vG0RGRl8b462zMyRShMzZ2RlPT0+Cg4NxcXFJl8MqBoOB8PBwnj9/ni5fny0l9VoZDAaCg4Px9PTE+SXrFaWqnBchhLBWpJ8fzn36JPuDOMlu34Y33oCjR9WCifPnc799X/p115limYoVVVkXK/Nf7aN8efRHj8DQoei/+45JTKaSdpKun61me7lO/G9tBcp0KBP3eUeOQOXKCR5ap9ORN29e/P39CbRyiCmt0TTNVJojtSfsOlpyrpVer6dgwYIvfW0leBFCpEla584q58RSpGDFB3GS/PcfNG6syvlnzw6bNnHIqQ4dK8L16ypWmjwZPvwQUkW+tYcHfPst1KmD1rcvbcN+5qhTTVqc+YWq75VkLv3op1uCTjOoZQmSUCPE1dWVEiVKpNup0hEREfzxxx/UrVtXkucTkZxr5erqapMeLQlehBBpn/EDOIkfxFY5f14FLjdvQtGiaL9uZeHuVxk2THX6FC+u8lxScpKTGUszrWJsi/r9dyJbt6bUg3847laTemE7GMBijuZoxYKJd3Bf+S1cuwa5cll9Sr1en26nSjs5OREZGYm7u7sEL4lw5LWSAT0hRNqVK5cqmV+lCixapG7z5EnSB3GC/v4b6tZVgUuZMoT/foA+n73K4MEqcOnQQU3UsSpwOXZMzZU+dsw2bTOyNNMqxjbttdfY9/nnaGXKkCMsiGPudailO8iyu29Qd2UfgjYdgYAAKFDAtu0Swo4keBFCpF0FCqgP3iNHoH9/dWurD+Jz51SPy927ULUqIT/vo0WvvCxbpjp4Zs9Wk5syZ7byeLaczm1pyvOaNdH/1q5V29atg5MncXvwgMgVK6BmTdyfP2SfaxPe8drGX3/B6zV0/HPJPiv/2py9AkCR5siwkRAibYtZpFKnM/85uS5dgkaNTLOXbvjtpGmbrJw7B15eKl5o2dKK4wQGquDH1tO5LU15vndPLdoYU3AwLtWrU9/48+PH8M47OG3bxvdRb+CbZwVfXu1MrVqweTPUr0/qFjMAdNg4nUgNpOdFCCFiCgqCpk3h1i0oX54rC3+jVisVuOTPD/v3Wxm4gAoyqlZVw1nBL1aINk7nrlrVPAhJitWrVZYwJDwd/MVjBicnIv38IFMmFaV07owuMpLPb3dl6qurCQ1VlXt/+SV5zbErGxXWE+mLBC9CCGEUEgItWqihp+LF+Xf+Tmq9kYPAQChRAg4eVNOhrWYpyIg5nXv16uS1s0sXNURmpT9mz1azs0BNh1q1Cvr3R6dpjLvUnVmv/UhYGLz5pooLUhV7BYAiTZPgRQghACIioH17VdM/d278F/1G/Q65uH0bKlRQPS5JHuFJKMg4ckQ9/rKM005jTj+1tC32cxYuhJ490RkMjD7ZiS8b/EJUlBp52rjx5ZtlM/YKAEWaJsGLEEIAjBihFh/y8uL6d9uo072oKXD5/XcbVMtNLKBIKkszrXx81L8Y27TcuQnLksVye777Djp1QhcZybCDb/NZkx1ERcG778KWLbZp5ktLiQBQpDmSsCuEEEuWwNdfAxA8ZzW1P6jEjRtQujTs3PmSaxMZgwxfX+jdG5YuTXJdFYuMM61cXVXSbr9+YCwcF2Nb5JMnPN+92/IxnJxUEmxYGLqNGxl5oB1PGm5n0u91ad9eBTBNmrxcM23KnvV8RJoiPS9CiIztwAF4/30AQj+cSs1P25pyXHbtUh0ZL8We07nd3KJnGxlnWlnalhBnZ1Vlr1UrdM+eMeH4GwxpdJbwcGjbFvbte/lmvjR71/MRaY4EL0KIjOvqVXjrLYiIILzt29T8dRyXL0ORImqoKG9eG50nqQFFSnN1hfXroVYtdCEhzL3Ygm6NbvDsGbRqBQ5fK9eeAaBIkyR4EUJkTE+fQrt2EByMVr4Cb4X4cfacjnz5VOpLhvtc9PBQ06hffRXdtWssv9OS1nVDefIEWrdWazg5VGoPAEWKkuBFCJExffABnDyJljMnH5XczK97M5Epk8rzKFLE0Y1zEH9/yJYNsmdHf+ZvNurbU6FUODdvqgDm0SNHN1AIRYIXIUTGs24dLFsGOh3r2n3PZz8UQq9XmytVcnTjHGjlSvjzT1WkL1MmXPbu4kDJPuTy0Th9Ws1Ciox0dCOFkOBFCJHR/PefmpkDnKv/Pp2XNARg3jzVu5DhWKpg+/vvMHMmODnh9dMqjr09C3d32LoVhnW+g9ZA1hcSjiXBixAi44iIgE6d4NEjHpWvxWv7PgNgaMW9DB4cz3OsWQwwLS8YGF8F2yFDICoKAN9F49g99Gd0OliwPhdf7y1jmwUmhUgmCV6EEBnH+PFw9CgGr8w0ubmcpwYP2vAzX9zoFP9aOdasBp2cFaNTS8CTWAXbRo1A06g5vxNLO+8CYARfcmDlf7K+kHAYKVInhMgYdu6ETz8FYOrj4Rx5XIJXuMBquuJ097HqeTAKCEh8NWh4uRWjU8sKyV26QKlS5q/faPlyVcAP4OlTeqxpwmEW8R396fBwMSeqVCYPt9XjCS0QKYSNSfAihEifjh2D0aNh9mwoWhS6dQPgSOEOTAqYjCdP2MhbePMIjJ+7zs7g52e+2J9xeq5xMUBL4tsn9gd6YODLBTz2FruC7ZYtqkpd/fqwdy86YCHvc4Tq/E1F3mUdu5ya47xiqePaLDIkCV6EEOlTzJ6Ne/fg1i0e+ZaifoAfAEvoQxnOmT/nyBGoXFnd79FDTa2xNJTi52f9PjFZExQ5ogcj5hIG7drBmjVw+7YqMQxw7pxK4B0zBmcM7KUBhQhkH/UZ0zmQz7q87MJPQiSNBC9CiPTDUs/GihUQEoKm19P23jKe48EHHe/Q6ft18a+Vk9BQSswAx5p9Ylq9OukBT0qIuU5SzIUjYwZYY8aYNmfjIbtoQnWO8Pmq3NRopwoVC5FSJGFXCJF+WJo5ExICgJ/hPfY8fZ0aNeDzGeHWr5VjzWrQ1q4YnZpXSDZWsE0ogRfgxQrV1fTH+Mz9E0DFY5cvp2BbRYYnwYsQIv2w9MEL3CYXA1lEzszP+eEHcC1qxVo51iwG+DILBlob8KS0hAKsw4dVz1aTJmAwMDL/OprXCOHRI+jaVc1EFyIlyLCRECL9sDDcowFv8DNhuLN+TYz4JObaOJbWyok5lKLTqcJ24eHm+1mzT2wx80t694alS+HatdS5QnLsYTVXVxUcrl0LVaqgu3KFDcV7kD/LRo4c0TFlCkyd6uhGi4wglYX8QghhWwt5n6NUZ+DbwbRpk8QnW7MYYFIXDEwLKyQn1qOUMyf8+CO4uuL52yb2tZoNwIwZsH+/A9stMgwJXoQQ6UuuXGqFZOCaWzFG8gUlnS6pPJfUIrWvkGxNgPXaazB/PgDl141lZrO9GAxq+OjhQ0c0WmQkErwIIdIXf3949gyAjmErMbi4sfZgITxL5Hdww9IYawKsvn1VjRqDgdGnO1O1UDBXr8KgQSnbVJHxSPAihEg/wsNh4EAAljn15TA1mTFDR6Xqrg5uWDql06m8HU9P9LeC2Jm3G856A2vXqtxpIexFghchRPrx5Zdw9iz3nX0YFTWLRo1gxAhHNyqdW78enj4FJyey/rmdbY0+B+CDD+DmTQe3TaRbErwIIdIHf3+YMgWAoZFfEJk5O8uXp76ZyOlCYKBakPHEiehigJ6eADT6fSy9iu3l4UMYMECWPBL2If+thRBpn6bB4MHw7Bn79PVZTVe++ELNRhZ2YKkY4KNHAOiiovjmSlNyOd/nl1/UrGohbE2CFyFEmqI7fpya48ejO348euNPP8HWrUToXOhv+IbGjXX06eO4NqZ78RQDNHIlgj+K9wQ0hgyBW7dStnki/ZPgRQiRpuhWr8bnzBl0a9aoDY8fw5AhAMzSPuJ6ppJ89130RBlhBwlV4V2zBlxdefXfn5md/yvu31ezj2T4SNiSBC9CiNQvRo6F/ocfANB//73KuRg6FG7cwF9XhBmMZfZs88WbhZ3FXuagZEmVOA2MvP0h1Z2OsXEjrC83GY4dc1AjRXojwYsQIvWLmWNx967advcuVKmCtmwZACO0L3i9vgcDBjiumRlKQlV4338f3noLfWQEW707kplQBp19n+DFGx3dapFOSPAihEj9YuRY6F6MP5hugd005Df3dixZIrOLUkxCVXh1Opg4EfLmJfuD/1ije4+7+PDh6vKqt+z4cdWbJkQyycKMQojUz8KCi0ZR6BnKPCZN1lGsmAPalpEltLhlhQqmu220n+nEGlY870KPKvWpzz71gCTCiGSS7yhCCMc5dgwaNkxSLoT2omvF+LH3DQPRlS3L8OG2P5d4CTFnJAFL6UMhAhjIN4Q5eUoJXvFSJHgRQjjOypWwZw+sWpX4vi9yLLRKlbhWpw464B7ZmcAUFi8GFxcbnku8vFgzkjx4zg904BIl+KzfJfW4EMkkw0ZCiJQVGKiSbXW66Oqs69apBf40DXLmhEKF4j7vRY5F1IMH5CrxCgATmMLbfbNTs6aNzyVsS6cDTaMafzGO6UxbOp53R0Dx4o5umEirJHgRQqSsmPOYjcVYgoPN81niy4Vwc0M/YwYujx9xhrJszNmfs7PsdC7x8owzknx9oVw5WLaMCUxhZ3gTBg2qyfbtUo9HJI8MGwkhUpal6qzGW2fnhHMhLl9G/803AIzgS2Z/6Uz27HY6l3h5MWckLV0KXbvihIG1dOHPHSGmzjAhkkqCFyFEykqoOuuRIwnnQowdiy4ykm00J7J+I7p2teO5hG24uUV3ryxYAEWKUJgAFvI+I0aYlkQSIkkkeBFCOE7s6qyWGGcJLV8O69djQMcY/SzmzYtK2pCDNecS9uXtDWvWoDk50YW1NAxazfTpjm6USIvkf7EQIuUlVJ01thezhAzjPgHAjx4Uap2JUqXscC5hfzVqoJs4EYCFvM9PX/zHpUsObpNIcyRhVwiR8oy5EK6uakihXz8ID48ucmZhlpA+6CZP8eCrrOOZ2HAfYOUsocTOJVLe2LFoO3bgfeAAfpFdGDnkD37eZmGu+7FjMHo0zJ6tlocQ4gXpeRFCOEbMXIjY1VljrmV05w6ROAHwJSMY9nAybw7rabtzxSSF7FKGkxO61auJypyFGvxJ1e1T+fVXC/tJbR4RDwlehBCpT6zqrM5EcQcffqch7zmt5Xii5XSTST4sU06hQjh9txiAcUxnZf+DhIVhtoK4WW0eWRNJxCDDRkKI1CfGWkYROONCJJOYxCw+xnDoANeDgihvq3NJITvH6diR8M1bcf3fSmbeeI+Fs04xfFLh6MelNo+IR4r0vCxYsIDChQvj7u5O9erVOXr0aLz7+vn5odPpzP65u7unRDOFEKmMAXAhkouUIAIXqvGX7U8Sc4gqOFhtM35YVq1qXuhO2Jzrovk8ylmYoviTY9owbs7fILV5RKLsHrx8//33jBgxgokTJ3LixAkqVKhAs2bNuHPnTrzP8fb2JigoyPQvULoJhch4nJ2JRCVxTneZxLSKG9QsIR8f255HCtk5lrc3mX5cSRR6ukUuZ+MGTWrziETZPXj58ssv6du3Lz179qR06dIsWrQIT09Pli1bFu9zdDodefLkMf3LnTu3vZtpFd3x49QcPx7d8eOObooQ6V7EkhW4EsEJKlF68rvkPrFNzRoqUMC2J5JCdg6nr1eHW90+AqDT3n788+eLynVJqQMkSdYZil1zXsLDwzl+/DhjxowxbdPr9TRu3JjDhw/H+7zHjx9TqFAhDAYDlStXZsaMGZQpU8bivmFhYYSFhZl+Dg0NBSAiIoKIiAgbvZIXVq7E58wZIlauJCLm+KuIw3jtbf47SKfkeim648fRjxmDYdgwdAsXADA31wwWDI4iIhLQ6+1zrSJVH4+m16MzGEy3EZGRkMZ/J2nlvZVr4Tj+++U3ij44wX9jp2HwyQUFfdF69UK3bBm669eJzJYtzu9D7+eH0549RK1YgaFChZduR1q5XqmBra9VUo5j1+Dl7t27REVFxek5yZ07N//++6/F57z66qssW7aM8uXLExISwueff07NmjU5e/YsBSx845o5cyaTJ0+Os33Hjh14enq+9GvwuHMH19BQ0OmosXYtAIa1azlcvDhoGuHe3jyTYlfx2rlzp6ObkKZk9OtV7rvvKLp3L8EXr5M7Koy91CNX1xz8/vvWOPva8lq5371LvaxZeZYzJ4FNmlBo50487t5l35kzPA8Kstl5HCktvLfChg4k76QPeC1kF782HkbkoHoqafeTT9BHRmL4+2/4+2/zv8urV+MERK5axeEiRWz2dzktXK/UwlbX6unTp1bvq9M0+6Vt37x5k/z583Po0CFq1Khh2j569Gj27dvHkfi6amOIiIigVKlSdOrUialTp8Z53FLPi6+vL3fv3sXb2/ulX4OLq6vpvqbTodM0062pjeHhL32e9CYiIoKdO3fSpEkTXFwsFJ8SZjL09QoMhHv3QKfDuXVrdMHBGNChR6N3kV1881shdIWjZ/vY7VqFhUUXstO0dFPILq28t4y9bpufNOHNv8bxXOeO9tefOJcvHWdfe/5dTivXKzWw9bUKDQ0lZ86chISEJPr5bdeel5w5c+Lk5MTt27fNtt++fZs8efJYdQwXFxcqVarE5cuXLT7u5uaGm4U/MC4uLrZ5461eDT16QGSk6T+GLmYyn5+fvMETYLPfQwaRIa9XiRLR93U6HpKFrISwmTfo7T8e11cOW5waa/NrFftYMT4g04NU/95auxb27qVhv9fYfao5jSK2E9yuBz5XjsT9XaTA3+VUf71SEVtdq6Qcw64Ju66urlSpUoXdu3ebthkMBnbv3m3WE5OQqKgozpw5Q968ee3VzIRJMp8Q9hVjto+maWQlBAM6/qAONZ3/ktk+6dWxY1CzpioIGKMgXZZNK7jWbwp3yYHP9VM8/2hC3OfK3+UMz+6zjUaMGMF3333HihUrOH/+PAMHDuTJkyf07KnKe3fr1s0soXfKlCns2LGD//77jxMnTtC1a1cCAwPp06ePvZuaKO1Fxrsmq9IKYTsxPoiCyQnAWjoxiIXyQZSerVwJhw9Dt25xaux0XVCDyajFG13nzoY//oj/OLJaeIZk9wq7HTt2JDg4mAkTJnDr1i0qVqzI9u3bTUm8V69eRR/jTffgwQP69u3LrVu3yJYtG1WqVOHQoUOULh133DPFvFiVVsufn9PVqlH+6FF0N27IqrRC2FAUOnJxl0icuEZBirLW0U0StmapmrFRjBo7zkTRTL+LpYZe9GYZkZ3fw/ns35AlS/T+xtXCfX2hd29YuhSuXZO/yxlEiiwPMHjwYAYPHmzxsb1795r9PGfOHObMmZMCrUqCF6vSRul0BG7bRpm5c9FrWrpI5hMiVciVizvOBcgbeY01Tt0YUP4oBOWRD6L0Jma1YmPp/3i0OjqRlkNLUP/gXord+A8++ED11hjJauEZmvSzWcvaVWmFEEkW/u9/5I28RjguPB05gWzHd9mnIJ1wLEvVjGN70ROv08HEzzPTldVEoVe5MbF7a+TvcoYlwYu1NA3u3yfTzZuObokQ6c6dgSq/YZ1nb7pPLCwfROlVQom2pUvDokUq/yWP6nV7/XXI064G0xmn9hkwAK5fT7n2ilRLghdrHTuGS5481Bo/3tEtESJdefrrHgpc3ksYrjiNH4sNakuKtCB2ou3KldC/vwpuYvS6TZ8O03XjOcpr8PChmiJtMDiixSIVkeDFWgULAuB+/74aVxVCvDxNI/h9NRX2hyz96DDS18ENEnZnTLStUsW8p8VYiT1Wr1vp0tClhwtdWc0zvSfs3g3z5jmo8SK1kODFWrlyobm7q0JI0m0phE08+HEXha4e4DluZP10TJw6cSIdMibaHjlisafFksmT4arbKwwzfKk2fPwxnDmTIs0VqZMEL9bS6dSUPEB39aqDGyNEOqBpPByiel025hpI6375HNwgkWKSmGjr6wuDB8O39GOfd2vV+92lCzx/ngKNFamRBC9JoBV6sb6KBC9CvLRbftspcutPnuJBgfkfJTZzVmRwY8aAt7eODqFLeO7to3pePvkkZRtx7Bg0bKhuhUNJ8JIUL4IXXWCggxsiRBqnaTwdpXpdthQaRN0O1q11JjKuHDlg9Gi4Q24+8FiqNn75Jfz+e8o1YuVK2LNHTdsWDiXBSxJoL5J2JXgR4uX4z99C0fvHeEwmXvlutKObI9KIYcNUXu+S2204W6ufKmHRvTs8eGC/kwYGwvHjZusvsW6d+vn4cfW4SHESvCSBMXiRYSMhXoKmYRivel12lhxCxSY+Dm6QSCsyZYIJL9ZpbH3xSwzFSqgJFO+/b7+TFi4MVavGWX+JKlXU9phVg0WKkeAlKYzDRhK8CJFs52ZsoljoKULJTDm/kY5ujkhj+vaFYsUgIDgTyxutBicn1ROy9iXXwnqRz6I7ftx8u6WqwMZbZ2dZ9dxBJHhJAlPPy7VrUiRJiGTQDBouM6cAcKDSEIpXz+HgFom0xsUFpk5V90d+X41nH77oinn//ZfrFX+Rz6Jbs8Z8e0JVgWXVc4eR4CUp8uXDoNeji4iAoCBHt0aINOfvGVso8eQUj/Cigt9wRzdHpFEdO0LZshASArP0Y+H119UP3bpBVJT1B7KQz6L//nuyXLmitsXOZ4ldFVg4jPwGksLZmec5XnxTlCQtIZJEM2i4zFJfmf+sPIj85aXXRSSPXq8K1wF8+ZUz979arRJi9u1TM5CsZSmf5e5d6o8cicvrr0fns8RXFVhWPXcYCV6S6KnxzRoQ4NB2CJFiklvbItbzjs3YQeknf/EUD8r7jbBDQ0VG8uabUKkSPH4Mn/5YLHrJgHHj4NQp6w5iIZ9F9+JWi5nPkoyqwMK+JHhJIlPwIj0vIqNIbm2LGM/TDBqus1Suy19VBpC7nHxjFS9Hp4Mp6i3F11/D7Va9oF07iIiArl3h2bPED5JAPkvkwYPm+SxJrAos7EuClyR65vNiWqcELyI9S25ti3ied2jQGio8OcRz3Cjr92HKvAaR7rVqBdWrw9OnMOtTHXz7rSoEc/as6oExsqb38EUeiyb5LGmC/JaS6KkELyIjSG5tCwvPM9y5i+si1aV/kkrkKJvX7s0XGUPM3pdvvoEb4T6wbJnaMHeuyoGBhHsPY+WzaJUq8TxrVvCR+kOpmQQvSfRMho1ERpDc2hYWnrePOrzGMcJwpeTM7nZstMiImjSB2rUhLAxmzABatoQ+fdT7r3Nn2L8/4d7DWPksUYcOsfO77ySfJZWT4CWJzHpejH/MhUhvklvbItbzotDjSgQAf5fsSLaPB9i6pSKD0+mi6758992LmMQ44+jmTahbN/Hew1j5LAYXl5RqvkgmCV6SyJTz8vQp3L3r2MYIkRKSW9tCr2cXjajFISJw5tWJ79q+bUIA9eurlJaICJg+Hcic2TznRSrjpjsSvCSRwcUFLe+LMXuZLi3Ss+TWtnjxvMjK1XBzVZvOOlfEu3Z5+7dZZFjG3pfly+G//4Bp0+LvIZTKuGmeBC/JoBUpou78959jGyKEPSW3tsWL521rOZ/64TuJQk/xgyskh0DYVc2a0Lw5REZGJ/HGWbBRZhKlG/KbTI6iRdXtlSuObYcQ9pbM2hYRejfcPp8GwL+VO+NVrbS9WiiEibHq7qpVcOECULAg5IhRyblwYamMm05I8JIMmjF4uXzZsQ0RIpX6ZfrfNH26GQM6ii4Zl/gThLCBatWgTRu1bu7Uqajevhs3YPx4tcPDh3D4sPQCpgMSvCSDJj0vQsQrMhJTr8vFih3wqFTSwS0SGcmkSer2f/+DixdRvYXjx0PlynD/PgwaJDNF0wEJXpKjWDF1K8GLEHH8+tk5Wjz5EYCCiz9xcGtERlO5cnTvy/TpLza6uKhCdW5usHUrLF3q0DaKlyfBSzJoxuDlxg3r1s8QIoOIigLdzOno0bhQ5i08q5V1dJNEBjRhgrpdsybG6H6ZMmoGEsDw4eDv75C2CduQ4CU5cuQAb291X/4DCGGyde5FWj1aB0CBRdLrIhyjalVVaDcqKkbvC6igpU4dtRR1z56qe0akSRK8JIdOJ0NHQsRiMEDk1Bk4YeBiyTZkql3J0U0SjmLNQoh2NnGiul21KkZVCycn8PODTJnUukdffeWo5omXJMFLcknwIoSZ7Qv/o02Iqlqab+F4B7dGOFRCCyGmkGrVVN2XqKgXax4ZFS0Kn3+u7o8bJ/W60igJXpJLghchTAwGeDZhJs5EcblYM7wavOboJomUFhioFjw8cSLhhRBTkDH3ZcWKWAXR+/VTawo8faruy+yjNEeCl+SS4EUIkx1LrtLmwQoAcn09wfJOqWAoQdhR4cIq2aRKlcQXQkwhNWqoVacjI2P1vuj1ahVHDw/YvTv+2Ufynk21JHhJLmPwIoXqRAanaRA67lNcieBK4YZ4N69pecdUMJQg7Gj1arXgIaSqhRCNuS9+frE6f4oXj14QaeRINXs0NnnPploSvCSXMXgJCFCDqkJkULtX3qDt3SUA5JwbK9clFQ4lCDvp0kWtf2WJAxdCrFULGjVSK07PmhXrwaFD4bXXIDRUrYOkaRAYSJbLl+HkSXnPpmLOjm5AmlWggCp8FBEB1645pEtUCEfTNAj+6DPcCOe/AnUo+kY98x1i/r8wrpFkHEqIeRCRvuj1KhHKeOtgEyZEjw6NHQu+vi8ecHaGZctUZbuff4bvv8elUyfqG58o79lUS3peksvJCYyrS0vei8ig9q67RbvbiwHI9uX46D/2Rql0KEHYSa5cauHDKlVg0SJ1mwoWQqxbV+XnWux9KVtWzToC+OADIufPx+DkpH6W92yqJcHLyyheXN1K8CIyIE2DmyO/wIPnBOR9nWxvN467UyodShB2UqCAGko/cgT691e3AQGpYiFEY+7LkiUW0lvGjFFBzN276A8e5I/Zsy0fRN6zqYYELy/DGLxcuuTYdgjhAPt/ukvboG8A8J5todclNr3e/FakT25u0e8FnU79nArUr696YMLD4dNPYz3o6qrGlPR69OvWkePcObVd3rOplvxGXkbJF6vl/vuvY9shhAMEDpuDF0+45lOZ7F1axL9jKh1KEBmPse7Lt9/CzZuxHqxWTS0fAJTYuBHNx0fes6mYBC+28Pffjm6BECnq4C/3aXttPgAeMxLpdUnFQwkiY2nYUM0+CgsDiyNDU6agFS+O+4MHGN56S96zqZgELy/jr7/U7bVrqi9SiAziytCv8OYR13OUJ2evNxJ/QiodShAZi04XnfuyeDHcuhVrB09PouaroFz/3XdqarTxifKeTVUkeEkijzt31Hz/Eydgyxa1UdPgl1+kBoDIEI7sDKWN/zwA3Hq/J/kAIk1p3Bhefx2eP4fPPov7uNaoEdfr1EFnMMCAAVLHK5WSvzpJ1LRfP1xef12Ngd69G/3A2287rAS2ECnp/KCvycZDbpIXn2dXHd0cIZJEp4OJnS4CsGhhFHfuxN3nn1690LJkUV9IFy1K4RYKa0jwkkTHhw9Hi123wkhqAIj0LDCQY4uP0frSlwA4E6kqkErlUZHGNLv0Na9xlKfPnfjyy7iPh2XLhmHKFPXD2LEQFJSyDRSJkuAlia7Xq0fkwYOWH5QaACI9K1yYvwcsICf3uEUuchHs8IX3hLBajKUqdD98z3jUukYL5kdxb/epOMG3oV8/9b4ODVVrH4lURYKXlyFj/SIDOTl+A63Yar5RKo+K1Ca+laBjrXrdmi1U5CSPnzoxt/EvcYNvJyc1ZKTXw//+Bzt3ptQrEFaQT9/k8PGJrlvxySdqm06ntguRTp3YdI3c3OEOPuQhVqKA9DqK1CK+laBjLVWhA1Pvy1cM4eHi7+Meq0oVGDRI3R88WGaVpiISvCRHzLoVY8eqwEXTZCqdSLfO/PWc5mdUYYxInKTyqEhdrFm93MJSFe3YRFnOEEoWvrrVwfKxp05VxekuXoQX06iF48lfnuQy1q3w8IBChdS2Cxcc2yYh7OTPAcvJz03uuucnX25NKo+K1CXWkBCQcD7Wi6Bbr9eZel/mzFHpLXFkyQIzZ6r7U6bA7dt2eQkiaSR4sQVZJkCkY+dOhdPshPrjHT78Y/UtViqPitTE2tXLLSxV0T73QUoWj+DhQ1iwIJ7j9+gRnbw7dqwdX4iwVooELwsWLKBw4cK4u7tTvXp1jh49muD+69evp2TJkri7u1OuXDm2bt2a4P4O9+qr6lZ6XkQ6dLD/SgpyjQduecg3vrdUyxWpj7Wrl1tYqsIp8D8+meQCwBdfwOPHFo6h18NXX6n7y5fHTQYWKc7uwcv333/PiBEjmDhxIidOnKBChQo0a9aMO5YqAwGHDh2iU6dO9O7dm5MnT9KuXTvatWvHP//8Y++mJp/0vIh06sLZSBoeVb0uTwZ9qIZJhUjNEsvHshB8d+wIxYvDvXvw7bfxPK9GDejaVfXoDBkSt86XSFF2D16+/PJL+vbtS8+ePSldujSLFi3C09OTZcuWWdx/3rx5NG/enA8//JBSpUoxdepUKleuzNdff23vpiYqMhLu37fwLbN0aXV79mzKNkgIO9vXfy3F+I+Hrj4UmNLf0c0RIn4vsXq5szOMG6fuf/mlnrAwJ8s7zpoFmTLB4cOwdq0NGy+SytmeBw8PD+f48eOMGTPGtE2v19O4cWMOHz5s8TmHDx9mxIgRZtuaNWvGpk2bLO4fFhZGWFiY6efQFxlXERERREREvOQriHbkiI7u3Z3w8KhKx46xjvvqq7gABAQQcf8+ZM5ss/OmVcZrb8vfQXqWGq/XlYtR1Ds4HYCQ3sPJ5OoKqaB9qfFapWYZ5nrlzg2XLoGrq+pR6dlTTW12c7PqfduhA0ye7ExAgI7ffitE69YWnpMrF/qPPsJpwgS00aOJbNkSvLzs8GLSBlu/t5JyHLsGL3fv3iUqKorcuXObbc+dOzf/xjPEcuvWLYv734qz/Kcyc+ZMJk+eHGf7jh078PT0TGbL47p3z52rVxsTGZmTOXMOULbsPbPHm2bPjsf9+xxesoQHxhwYwU4p7JQkqel6nf0kkLFc5KFTNv6pW4RTqSz3LDVdq7RArlfiWrYsxMKFFfnppxI0b74TV1dDnH30JUvSMHduMt28yZWBA7nQqZMDWpq62Oq99fTpU6v3tWvwkhLGjBlj1lMTGhqKr68vTZs2xdvb26bnOnLEwLffOrFzZw1GjzZ/UztVqQI7d1IzSxa0li1tet60KCIigp07d9KkSRNcXFwc3ZxUL7Vdr4D/DBT7pwoAD3sMpWn79g5uUbTUdq1SO7le1mvcGH7+2cD16+5cv96MwYN1FvfTRUVBp068umULxT77TA1PZUC2fm+FWpyrbpldg5ecOXPi5OTE7Vjz4m/fvk2eeH7ZefLkSdL+bm5uuFmY7eDi4mLz/6ijR0ewbJmBffucOHrUiVq1YjxYvjzs3Inznj2qSNLs2WpqXQZnj99Demb363XsGIwenej7c8+QDfTjLE+cvCn8+VBIhb9DeW8ljVyvxLm4wOjRUQwZAl9+6cL77+ssT6br2BHmzkV35AguM2fCwoUp3tbUxFbvraQcw64Ju66urlSpUoXdu3ebthkMBnbv3k2NGjUsPqdGjRpm+4Pqkopv/5RUsCA0bHgVUEUXzZQtq24PHrRcmlqI1CC+0ukxXLuqUW3HNADudhkCWbOmUOOEcLwePQxkz/6M69d1rFgRz046nfoCAPDtt6r6rkhRdp9tNGLECL777jtWrFjB+fPnGThwIE+ePKFnz54AdOvWzSyhd+jQoWzfvp0vvviCf//9l0mTJnHs2DEGDx5s76ZapX37Szg5afz2W4yyAoGBahEvgBs31G3s0tRCOIo1pdNj2Pr+FipyiqdOXhT6cljKt1cIB3J3hzffvAyowrrx5pDWrQutW0NUlBSucwC7By8dO3bk888/Z8KECVSsWJFTp06xfft2U1Lu1atXCQoKMu1fs2ZN1q5dy7fffkuFChX48ccf2bRpE2WNPRsOljv3U7p2VfP7Tb0vhQtDt27qvnHuf0KlqYVISUkonR50U6PyVvXGvvP2IMiRw7pzxLeSrxBpUNOmgeTOrREQkMhi6bNmqXoyGzao6dMixaRIhd3BgwcTGBhIWFgYR44coXr16qbH9u7di5+fn9n+77zzDhcuXCAsLIx//vmHlqksAfajj6LQ6+HXX9UXV7PS1EaWSlML4QjWlk4Hfhn8G69pf/Fc70GheSOwmhXDUUKkFW5uUQwfriZlTJ+uanxZVKaMWjoAVC6ZFK5LMbK2UTIULw6dO6v706ZhfWlqIRzByvfn7VsaFTdNAuBW2wHocidS3CuJw1FCpCX9+hnImROuXFFv63hNnqzGmg4cgF9+SbH2ZXQSvCTTuHEqZ2vTJjh92sIO8ZWmFsKREiidvmXwdqppR1Svy8KPEj9WUlfyFSIN8fKCkSPV/WnTVGqLRQUKwLBh6v6YMQnsKGxJPmGTqWRJNVsOXvS+5Mqllk4HKFIkSaWphbC7REqn3w3WqPDTRABuvPE+ujy5EzqakoThKCHSokGDIFs2tebujz8msONHH6kdz51TeTCS/2V3Ery8hE8+Ubc//ghnQwrAvn1qQ3CwSt4KCFBRuRCOZmE13Zjvz18Hb6Oq4S+e6Twoumi0dceU4VKRzmXODMOHq/tTp4IhbsFdJWtWMBZL/fxzyf9KARK8vIQyZcBYeHT69Bcb3N3Vmur//Yfl6kZCOIiF1XQB7t/TKPej6nW5/sagxHNdLElsJV8h0qgPPgBvb7Xu7k8/xbNTYCDUqaN63x8+VNsk/8uu5C/NSzL2vqxbB/9edoYKFdSGEycc1yghkmDr4K1UNhzjmc6TYos+TNqTX2IlXyHSgqxZYehQdX/q1HgmFBUuDPXrQ0hI9LY7dyT/y44keHlJFStC27bqDT1jBlC5snpAgheRBjy4r1H6h0kAXH1jEPo8SQw6EhmOEiI9GDZMJfCePh3PhCJL5TKMJP/LLiR4sYHx49XtmjVwp8CL4OXkScc1SAgrbR+8hcqGYzzVZ6LE4iT2uhjFMxwlRHqRPTsYi7xb7H2R/K8UJ8GLDVSpAi1bqmSuRUcqqY0nTkjBIpGqhTzUKPWi1yWwzWD0uX0c2yAhUrERI8DTU00i2r49gR11lleiFrYlwYuNGHtfPv21LJqzM9y7B9euObZRQiRg+6BfqBh1gqe6TLyyeJSjmyNEqubjAwMHqvtTplj4bmrM/6paFd56S21zclJTqIXNSfBiI6+/Dk2bwtMoN65lebEOk+S9iFQqNESj5PeTAPBv/QFOuXM6tkFCpAGjRqkJpX/+Cbt3x3owZv7XqlWQO7cqWLdnjyOamu5J8GJDxt6X3fclaVekbjsG/0yFqJM80XlR8ruRjm6OEGlCnjzQr5+6P2WKhR2M+V+envDhixyyTz+Vqrt2IMGLDdWuDQ0awDFNgheRej1+pPHK/yYB8J/0ugiRJKNHg6sr7N8fXZfUon791JDRxYtqHRlhUxK82NiECXACFbxEHZPgRaQ+u97fSPmoUzzWeVHq2ySsHC2EIH9+6NNH3bfY+2KUOXP0FKVZs2QCh41J8GJj9epB5prliUKP0+0gCApydJOEMHkSGkWp/6nxzctthuOcR3pdhEiqjz4CFxf4/Xc4eDCBHT/4ADw81BSl339PsfZlBBK82JhOBx9OysS/lATgwU5ZnEukHvsGrOXVqPM81GejzNJ4cl2OHZOF5YRIQMGC0KOHuj91agI7+vhEd9PMmmXvZmUoErzYQePG4O9THYDj38RTuEiIFPb0YThlflBrGF1qNxqXnFks77hypSwsJ0QiPv5YzYT+7Tc4ejSBHUeOVDvu2hX9hUC+ILw0CV7sQKeDwu++DoDT0T8JDnZwg4QADvddRqEof4L1uam49APzBwMD1QJyJ07A99+rbbKwnBDxKloU3ntP3Z/a8nD8gUihQtC5s7pv7H2RLwgvTYIXOynTWwUvVQxHmfO5TJMTjvXs/jNKb1T92xffGYdL1kzmOxQurIprVamCKdoODpaF5YRIwNixoNcZ2HKvBie+SKCey0cfqduNG9U/+YLw0iR4sRNd2TJEumfCm0fsmn+e+/cd3SKRkR3vvZC8hptcdyrIa9/1i7tDzIXljLMijLeysJwQ5l70VJZ4dIJOrhsBmPZT6fgDkTJl1K2mQfv28gXBBiR4sRcnJ5xqVAOgwrPDfPmlg9sj0r94xtGfBz+i1M+qu/pSp4m4ZrawcKIsLCeE9WL0VI4Lm4AOAz+FteLvKj3iD0QmToy+L18QXpoEL3ake10NHb3On8ybE8W9ew5ukEjf4hlHP91rLjkMd7ni/Ao1F3VL/Dh6vfmtEMJcjJ7KUpznHdYDMI1P4g9EJk2C8uUtH0++ICSZ/HWypxo1AKjPXh4/deLzzx3cHpF2xTc7IZFE2+dHTlPqV/XGu9x1Mm6ZnOM/h3FhuSpVYNEidZsnj9ouhIgWq6fyE6YB8CNvc2b16fgDkU6dzH9O6AuCzEhKkAQv9mD8QPHwAKAY/5GFh8yfF8WdnaclMUskXXyzExJJtD37ei+8tVDOuZSn3oIOCZ8j5sJy/fur24AAtV0IYZleTzn+4R3Wo6Fn0rd549/33XejA5Zu3RL+giAzkhIkwYs9GD9QmjQxberCap48c+KzpjskMUtYx5rpywkk2j7VZ6I059Wh+kzD3dOK/+7GheVA3bpZyI8RQsTpqZxYdgM6DGz8PRsnT8bznMKFo6vanT6tlqeO+QVBShZYTYIXe4j5gfLCMOYBsIBB3Pr6R0e0SqQ11kxfTiDR9kL5DnjwjJOu1Wk0p7Xlc0jXtBDJE6unsszf/6NTR/XFIWZubhwDBqhVp0+fhj/+MP+CICULrCbBiz1Y+EApzmWq8yfP8OTTy+0d1DCRpiQ0fdnJCUqXNg86YiTaPsWdMqdU0mDQB9NxddNZPod0TQuRfLF6KidMdkKvh19+gb/+iuc52bOrISOAuXPNH5OSBVaT4MXeXryxdcBUPgHgm2/g5k0HtkmkDQlNX377bTh3TgUdFhJtA5xL4EoE+z2a0GRmI/PnSte0EHbx6qvRVXcT7H0ZMkTd/vwzXLkSvV1KFlhNghd7ifmB4uUFQONsJ6n1WhhhYTBzpoPbJ9IWY6+K8Vvejh3qdt06uHNHVe384Qfo35/HsxdQOvIMBnSEjPkUF5dYx5KuaSHsZvx41TG6bRscPhzPTqVKQfPmqldl/nzL+0jJggTJVbEX43jo0aPQtCkAumFDmTJLjW9++y1cu+bA9om0IWYQDNFdyA8fqltj0FGzJhQpAprG3V6jAfg5c1eaj6kU95jSNS2E3RQrFr3i9IQJCew4bJi6XbYMQkOjt0vJAqtI8GJPxvHQevXUzwcP0qCB+jE8HGbMcGzzRBoQMynQiqDj8fptFPbfy3PcYOrU2HnjinRNC2FXn3wCLi5qIek//ohnp6ZNoWRJePQIli+P3i4lC6wiwUtKiBG86CIjmDxZ/bh0qXpPCpEgYxCcWNDx7rs8+UAtALc2xxDaDC6U+LGla1oImytcGHr3VvfHj4/+jmFGp4vOffnmG/OdpGRBouQvVkooVw6yZYMnT+DECerVg0aNICICpk93dONEmmQh6Hi8cCW57/zDfbKR/bMxODkl8HzpmhbCrsaOBVdX1fOyJ74Fp7t2VTmRFy4ksJOwRIKXlKDXQ9266v6+fQCm3pfly82TzYVIUHxBR+bMRI0bD8DyvON4o3u2hI8jXdNC2JWvr/qvBQn0vmTOrAIYUHkEUnPJahK8pBTj0NHevQDUqgXNmkFUlFqvSwirxBN0PFnxI1ke3SCAQpSYO8i6USDpmhbCrj7+GNzd4dCh6AmCcQwcqG737JGaS0kgwUtKadBA3f7xh8rWJXrIaM0aOHPGQe0StpNS1WpjBx2hoTh9pubeLyk8nTbvuNv3/EIIq+TLFx2bfPKJhd6XwECVP1ChAhgMapvUXLKKBC8ppXx5yJ1b5b0cPAioHv+331Zv6HHjHNw+8fIcVK320cfTcA9/xAkqUXN+J1NcI4RwvI8/hkyZ1HeajRtjPWisuXT6dPS2O3ek5pIVJHhJKXp99EKNv/1m2jx1KqZy0ocOOahtIvkcXa32yhU8/L4BYFW5z2jRSv5LC5Ga5MoFI0eq++PGQWRkjActrINnIjWXEiR/6VJSs2bqNsbgZ8mS0LOnuj92bDxJXSL1cnC12tDBY3E2RLCdZryzqJH0ugiRCo0cCTlyqElFK1bEeEBqLiWbBC8p6UWlXU6ehNu3TZsnTlRpDPv2JZDUJVInR1ar3b8f7+0/EIWerfVmU7Om/U4lhEg+b+/o1IBJk+DZMws7yTePJJHgJSXlygWVXpRr37nTtNnXF95/X90fOzY6b0ukAY765mQw8KTfMACW0od+X5e3z3mEEDYxcKD6W3/9OixcGOMBY/mDqlXVSvEAnp5ScykRErykNOPQUYy8F4AxY1StohMn4McfHdAu8fJSslqtnx+Z/j1BCN78/c5Uypa1/ymFEMnn7h5d32vGDAgJefFAzPIHxhV7PTwgZ05HNDPNkOAlpRmHjnbsMOti8fGBUaPU/fHjYyV1idQtpavVhoYSNmosANP1Exg1W76hCZEWvPeeWlD6/n34/PMYDxjLH7RqpYKZe/dg82aHtTMtkOAlpdWqpbpY7tyJUw9kxAgVbF+8CH5+jmmeSIYUrlarTZ+B24PbXKQEkQM/kNmUQqQRzs7R9b3mzDFLfVScnKJncCxZkqJtS2skeElprq7QooW6HyuyzpxZ5byA6l58/jyF2yaSL6Wq1V65guHLOQCMc/uCjye42uc8Qgi7aNcOqlVTJb8srm1nDF527QJ//5RsWpoiwYsjtGunbjdtivNQvEldQgCGUR/iFBnODppQenRryekTIo3R6WDWLHV/0SIL8UmRItC4sbq/fHmKti0tkeDFEVq2VP2H587B5ctmD7m7R691ZJbUJcTu3eg3/UQkTkzOMoeRo2RqpRBpUYMGKv0xIkKVyoijd291u3y5WgBPxCHBiyNkzQr166v7FpKyunVTxevu3YuO0EUGFx6OYdBgAL5hIG9PLIO3dyLPSam1loQQSTZjhrpdvdrC2nbt2kH27KoLXop/WSTBi6O0batuLQwdOTvDp5+q+3PnwrVrKdYqkVrNnYv+wr/cwYfF+aeaFntLkIPWWhJCJK5KFejQQdW0/OijWA+6u6upSSCJu/GQ4MVRjMHLoUPRZeVjaNMG6tZVSbuffJLCbROpy7VraJOnAPAhnzF6Rlbc41s42tFrLQkh4oqnF3T6dHBxgW3bzOqWKsaho59/VrNThRm7Bi/379+nS5cueHt7kzVrVnr37s3jx48TfE79+vXR6XRm/wYMGGDPZjqGry9UrqxqvVjofdHpousArFqlVhQQGdTIkeiePuEAtfin4nt07ZrAvg5ea0kIYUE8vaDFi8OgQer+qFGx0lvKlVPTkiIj1fNBhoJjsGvw0qVLF86ePcvOnTvZsmULf/zxB/369Uv0eX379iUoKMj0b/bs2fZspuN06KBu//c/iw+/9hp06qS6FT/8UBZtzJB27oT164lCzyAW8NkX+oQL+DpyrSUhRDQre0E/+USlQf79d3SMYmLsfVm6VP0/lqFgE7sFL+fPn2f79u0sWbKE6tWrU7t2bebPn8+6deu4efNmgs/19PQkT548pn/eiWYmplHvvqtu9+6FeK7JjBmqNMzu3bB9e8o1TaQCYWEwWCXpfs1gCrauQMOGiTxHVqkVInWwshc0R47o1IBPPlH1X0zefVctFfDvv2rmkQwFm9gteDl8+DBZs2alatWqpm2NGzdGr9dzJL4/ri+sWbOGnDlzUrZsWcaMGcPTp0/t1UzHKlQIatZUEfUPP1jcpXBhGDJE3f/wQ1k2IEMwdg2PHAkXL3KL3EzRTybJHZApudaSEMJcEnpBBw9Wf+tv3oQvvohxDG/v6CWoe/eWoeAYnO114Fu3bpErVgUtZ2dnsmfPzq1bt+J9XufOnSlUqBD58uXj77//5qOPPuLChQts3LjR4v5hYWGEhYWZfg4NDQUgIiKCiIgIG7ySaMbj2fK4+g4dcDp0CMPatUQZBz9j+fBDWLrUmbNndSxZEknv3ql//Mge1yo9i3m99H5+OO3Zg7Z/PzpgNLN5u09mihePwKrLmS0bzrlzoxUogNarF7ply9Bdv05ktmxYd4DUTd5bSSPXK2lsdr06dIASJXCpXj3uOQ4ehEqVTP8f9XqYNk1H167OzJ6t0aNHJHnzqn1148bhbCzFGysI0pydiVqyBM1Bv1tbv7eScpwkBy8ff/wxnxrn8cbj/PnzST2sScycmHLlypE3b14aNWrElStXKFasWJz9Z86cyWTjUp0x7NixA09Pz2S3IyE746SFJ59b1qw00+vR//UXu5cu5anxHRvLm28WZdmycnz8cSRZsuzG0zNtdMHY8lqlZx537pAlNJSjV65QY9UqnABdZCS/04ANrh1Y/spatm61fvhU//XXGJydVeb3J5+gj4zE8PffamA9nZD3VtLI9UoaW1yvLFeuUB/QdDp0mma6PXjgACFBQWb7ZsoEr7xSh4sXs9Onzw0GDTqtHqhalca5cpHJwoyjfZ9+SkjWrLB160u39WXY6r2VlFEWnaYlLQ00ODiYe/fuJbhP0aJFWb16NSNHjuTBgwem7ZGRkbi7u7N+/XrefPNNq8735MkTvLy82L59O82aNYvzuKWeF19fX+7evWvzXJmIiAh27txJkyZNcHFxsdlxnVq2RL9rF4bChTH8739oVarE2Sc8HCpVcubSJR0jRkQxa5bBwpFSD3tdq/TKxTV6jSIN0AHPcaMcZ+jJcsYyk4jwcIe1LzWR91bSyPVKGpter+vXca5RI24v6OHDFhduPXRIR/36zuj1Gn/+GUnFimq7fuRInObPN/1t0PR6dAYDEUeOqB4cB7H1eys0NJScOXMSEhKS6Od3kntefHx88PHxSXS/GjVq8PDhQ44fP06VFx/Gv//+OwaDgeoWutHic+rUKQDyxtMj4ebmhpuFRfBcXFzs9h/V5sfu2hV27UIfEIB+7Vp4/XUL51SrkLZuDfPnOzFggBMlStiuCfZiz99DehLp54e+d2/0UVEYi/5PYQLhuDLM6WtYsVquYyzy3koauV5JY5PrVaQIBAaic3VVvaADB0J4OC7xLNxarx688w6sX69j1CgX9u59sd5rr14wf7762zB+PLrt2+HaNVzy5VMfDg5mq/dWUo5ht0y+UqVK0bx5c/r27cvRo0c5ePAggwcP5t133yVfvnwA3Lhxg5IlS3L06FEArly5wtSpUzl+/DgBAQH8/PPPdOvWjbp161K+fHl7NdVxjFPpihePXpF41SqVRb5qlUrmjTGfv2VLaN5cDZOOGuWgNqeUDFbPQOvcmT9iZOT+Qxk+ZxSfMwrPo3tllpAQaVUSV5z/7DNVYPePP2D9+hcbK1aMXtA3NFTNHAwIsNh7k1HYdRrCmjVrKFmyJI0aNaJly5bUrl2bb7/91vR4REQEFy5cMI1zubq6smvXLpo2bUrJkiUZOXIk7du355dffrFnMx3HOJWudu3oRKyHD1UWebducPiw2Xx+nQ6+/BKcnFTRxXQ9hJ0B6xlkvXgRAAM6+vIdNTnE2/zo4FYJIVJSoULRywWMGgWmNBBjPuiqVSqPIL4gKIN88bPbbCOA7Nmzs3bt2ngfL1y4MDFTbnx9fdm3b589m5S6rF4NPXokPP953Tro3l0FNzlzUqpUIQYPhnnzYNgwOH06ejZemhcYCHfvqigtZj2DGK+fQoUc20Z7efaMV17MqFvI+xzVVedk6a7o7uWBWLP2hBDp2+jRsGyZWtdu9myYNAm1DHX+/HDjhlrQ11jkNLaYX/xilCpJb6QAhCMlVFDMyMJ8/okTVWGjc+dg0SL7NzPFZODS9vpJk/AMDua2c37GMoP+A/SUP7Mmw3cNC5EReXpGLw/z6acv6tA5Oakvu6Aim5gy4JpmErykFvEVErNQ1ChbNpg6VW2eMEF1VqQLGbW0/cGD6OfOBaB35CKcs3mr368V4+NCiPTpnXdUAu/z56onBlCJuwA7dsDVq9E7Z8AvfhK8OFquXJAnj3qTffFFdGJXbLFKu/ftC+VLPOXBAxjTJ+6q1GlSRixt//Qp9OiBTtNY7dyNX2nNlCmqZ00IkXHpdCo9QK9XBdj37QOKFoUGDdSXOj+/6J0z4Bc/CV4crUABNTRw5AiMGBGdUW4UT4+MszMsKK+Sn5ds9uHPP+3bzBSXUUrbjx0Lly/zwDM/gyPnUaaMRnpcRF0IkXQVKkTn6Q4a9KIgr7H3ZflyMLyo95UBv/il80+GNCLmVLqYSwRMm6Z6ZPLESNqMMbZZe/9MerAcgIE9nhJ5JB2MbcbsiVq0KO7rT0/++AO++gqATk+XEEJWvvoqKv0kYAshXtr06WquwtmzqtYX7dtDlizqS++ePXGfkEG++KXvV5cWNWqEaenghw/N5/MfOxZnbHM2o8nGfU5d8GTh6yvS/thmzJ6o/v3TXz0D4zTG/fuhZ0/QNDZm78NvNKdBg6vUqZP6160SQqSc7NlV7ReAyZMh8I4HdO6sNixdGr1jRvrihwQvqdPw4ep2yRK1ProxaXPlSnVrjKg1DR/uMpMxAIxnKkHz00FdkCQWdUpTjNMYBw+G//4jNKsvPe5/QbZsGj16nHV064QQqVD37lCnjkqRGzqU6KGjjRvBuARPev/iF4sEL46QWBGhli2hRAnV8zJrVtwpcFmymO3ehyW8xlFCycKow+3t23aRdJamMb5YILHrs295hDfTp0eRJYusXSSEiEung2++UbmOmzfDLzerQPnyEBYGMWuppecvfrFI8OIIiVWP1evh44/V/enT406Bi7HYJYCTHr5hIDqdxtq18PvvMR7MINUWU7WYQ30xVob9lRb8Etac1zlMr14yXCSEiF+ZMmpOB8AHQ3SEde2tfog5dJSBSPCSUpJaRKhrVyhYUN2PMUwUR8+eUKUKVfLc5P1uTwAYMEDVBgAyZJn9VCfmNMYXQvGiPRvRE8U30x+k99w6IYQNTJigPhYCA2H2jS7g6gonT6p/GYz8yUwpSS0i5OoaXZkovoSrY8dUpcUXY5vT5nqRNy9cugRT3g/KUNUWU7VY0xg14B3WE4Y7QzrfpeLYlo5rmxAizciUyTRBkSkLcvCwfjv1Q+yKuxmABC8pJTlFhHr1Utnit26pn2NPgYs1tpk1KyxcqDbNXu7DySq9M0y1xVTvxaKLAD/Snh00pwDXmNw/yIGNEkKkNW3bqnJgkZEwzv/F0NGaNTG62zMGCV5SSnKKCHl4ROe+6PVqWfREpsC1awfvVAskCmf6sIRILdaQUzqttpiqPX2q+nuB+14F6cgPAHyb7WO8i+Z0ZMuEEGnQggVq3saiS40IzeKr8iA3bXJ0s1KUBC+OkJQiQgMGqJWUDQa12IUVU+Dm/1yIbN6RnKAKXzLC/MF0Wm0xVRs8GC5dQsuTl9Z5j6Ghp1s3jRZBy9LtNEYhhP3ky6cK1hlwYv7jnmpjBkvcleAlJSWniJCbG0yZou5/+incv5/oFLjcueHL4dcBmMhkLlE83VdbTLWWLlVlvPV6ljdazeFLPuTODXPmpO9pjEII++rRA5o2he+iXgQvu3apL7UZhHyipaTkFhHq0gXKllV1X2bMsOpU3Xs708R1H8/xoG+JfRgqV03X1RZTpRMnTMs93Hx/Gv3WqcrJCxaoqplCCJFcOh0sXgx3MxVmF43UxuXLHduoFCTBS0pLThEhJyfV6wJqmdF//030KTrfAiw+/Tqenhr7LuVjYbc/03W1xVTnwQO1BklYGIZWbWhz4COiouDtt9VmIYR4WYULq4+GJfQBIHLxkherN6Z/ErykFS1bQqtWKsX8gw8s13yJpUhJNz79VAVKH47W8a+/DFOkCIMBunVTwWLRonxebgUnTunJnh2+/trRjRNCpCcDB0JwrTe5TS6cb9/EsOlnRzcpRUjwkpbMnavqv+zaBT/9ZHmfWBV1339fjYs+fw7vvZdhgnLHmjULtmwBNzf+mfQjYz/LBsD8+SofSQghbEWvh0XL3VjhrHpfro9b6OAWpQwJXtKS4sXhww/V/WHDIDQ07j6xKurq9ap+UbZsKp6ZNi3lmpsh/fwzfPIJAM+/XMibUyoRFQWdOkUvBCuEELZUogTkn9qfKPQUvPQ7Fzefd3ST7E6Cl7RmzBgoUgSuXYuuAZPI0gP5IwP55hu1efr0+MvNiJd0+rSKUDQNBg5k6K42XL4MBXKFs2CBoxsnhEjPOn9UkL9ytwHgr96L0n3NOgle0ppMmeC779T9b76BvXutWnqgY0f1uRoVpYaPnjxx1AtIp27dgjZt1IVt3JhfGs/j25980GFgZa3FZMvm6AYKIdIznQ5KfvU+AK3v+TF5dAJ/5NPBgr0SvKRFjRpBv37qfu/esGSJVUsPfP015M+v1j4aNSqF25yePX8Ob76pesOKFuV2/wn0elG1eyRf0ODgNFlXSghhd1nfbsyTvMXJQih3569l9+54dkwHC/ZK8JJWffYZ+PrCf//B4cNWLT2QLRv4+anNixZFjzCJl6BpKoD880/Ilg3Df//R651Q7j50oTynmcYnsq6UECJl6PVkGjUQgPdZSPduGvfuvXgskfSCtPbFSoKXtMrbG1asUH2FS5fCjh1qeyJLDzRuDGPHqvt9+6peGPESJk6EtWtVD9eGDczucIKttMKN56ymK26Ey7pSQoiU06MHmrs7lTiF780/ee89Vb3BmvSCtDSMJMFLWtagQXQkMnMm5Mxp1dIDkydD3brw6BF06JDOFyO159juV1/B1Knq/sKF7NU1YNyPlQCYzweU4x/z/WVdKSGEvWXPjq5TJwA+0C9k2zb18cDq1fGnFxgLp1ozjGQwqFWsb92ybbuTSIKXtG7iRHj9dTVtukABlcCbyNIDzs7wv/+Bjw+cOgXDutxJ88lb8bLX2O6aNTB0qLo/dSpBrfvy7rsv6tO1ukcfliRtAU4hhLCV91Xibkf9D/hwhwkTYHeeLvGnF2TNqm6tGUY6eRK6doVXX1VFUx1E/qqmdS4uavwyZ04VifTvr6LpRJYeyJdPff7qdLB4Yy7+tyd3mk7eMmPvsd1t29SqaABDhhD50Tg6dYLbt9USVAu/fI4uqQtwCiGErVStCtWr4xQZzpKKX2MwqNmmN+64qMdjf6F68EDdWpOft327um3QILonxwEkeEkPChaEH35QayCtXq3WP0pMYCBNsh/nk95BAPTjW86vPp5mk7fMWDO2m1yHDqnFiSIj1RDQnDmMn6Bj3z7w8oIff4RMr+RP3gKcQghhKy8KmrYJ/JrqZR5z5w68O+EVInIXUH8Le/aM+xxr8vN++03dNm9uh0ZbT4KX9KJBAzUDCWDECNi8OeH9X3zAT1xSgAb8zmMy0+a+H/eqNEn7s2ISGtt9maTZo0fVGlPPnkGLFrB8OZt/0TNrlnp46VLVkwokbwFOIYSwlXbtoHhxdA8e8POby/D2hgN/ufFRR3/1hWrZsvhTBeLLzwsJUV/gAJo1s1vTrSHBS3oybJiq/6Jpqh790aPx7/viA94JAz/QgcL4c4XidOAHIpzc0/asmC4JjO1akzRrKcn3zz+hSRP1n7d2bVi/nlNnXUwl/4cMUcnPQgiRKjg5mQp65Vr5BX7fqYXt5nzlzJKlMb5YgfX5ebt3q0qnr76qKr07kAQv6YlOBwsWRPcOtGoF585Z3jfGB3xO7vELbfDiEb/TiKFvXk0/s2KSkzQbO8n34EG1umVoqJqmtW0bQaGZaNMGnj5VMc3nn9u+6UII8VK6dVO5dlev8mb490yerDYPHKj+xJErl8rHszY/zzhk5OBeF5DgJf1xdlZJqlWrwt27qrDLlSsJP0evpyxnWavrig4D3/zow8K0vjBpUv9Txpfku2SJik4ePVK9MVu38lTvRdu2cP06lCyp0o1cXFLupQkhhFU8PFSPPMDkyYz/OIJOnVTKXvv2cPFpAevz8zQtOlnXwfkuIMFL+uTlpd5kZctCUJBaTsDfP+5+sT7g21QNYpbXdACGDNHYVXFU2p0+XSAJ/ynBcpLvnTuqkt+zZ+rnX37B4JGJ7t3hr78gRw7YsiV6lqEQQqQ6H3yg/tZfvoxu5QqWLVPVNR48gNat4f4TK/Pz/v0Xrl5Vj9erl3Ltj4cEL+lVjhywcye88orqVahbFy5cMN/Hwgf8h8Gjee89iIrS0f70eE5+8bvaNy0u5JWUpFlLSb5GOp1KbvP0ZMIENaPIxQU2boRixezTdCGEsAkvLxgzRt2fMgV3XRibNqlJqpcuqR6Y8HArjvPrr+q2bl3w9LRXa60mwUt6liePGtgsVUqNcdStq2rBxBTzA/7qVXRn/+HbgSep53KQULLQ7PteXPzprErqSOMLeSUooSTfQ4egZ0/mzoXpqmOKb8f4U3dSGgvmhBAZ04ABalXea9dg0SJy51a9xl5eqq5p584W6s3F/MJqMMB336ntb72V0q23SIKX9C5fPti3DypWVMMgdetGr4MU24uhE/ealdkc0YrKHCdYy0mTt7y49v1BtU9qXsjrZXuHIiIsb3d1ZelSGD5c/ThpEvR4MCd9B3NCiPTD3R0mTFD3J02CO3coV071Hru6woYN0KfPizWQjGJOXPj9d7h4ETJnTjWTOSR4yQh8fNSbsEEDlXjasmV0FB1TjKGTLISwjRa8wgWuUoim7OAuOVL3CskvsxTA3bumaYWA+g/62muQJw/f/1mIvn3V5pFdbzGhdfpYlVUIkQEYv9SVLw+VKsHDh6a/dU2aqD9lTk5qnd+hvULRjlmYuGDscn7rLRXApAISvGQUWbOqJN6uXdU8/X791PoXMQc7Yw2d5CKYnTShANf4l1K0YBuhmpd6MKVXSI6vV8UWSwH8+af6T33gAGTKpPpTV6+GI0f49ZurdB2aA02Dfizms9V50VW1Q+VeIYSwB+OXuv/9T8281OnUF7w9ewBVy87PT23+eoU3n7y2Pe7Ehb171f0VKxzxCiyS4CUjcXVVb+SpU9U79ZtvVG/M1atx931RF6Wg7jo7aUJOgjnGazRlBw/JkvIrJMfXq/IySwFomloZuk4dlRP0yitw+LCqjwPs2q2j/bsuREaqMeGFKzOjs0flXiGEsKX4vtQ5O8Pbb6uf+/VTRTdR32m/+UZtnsE4pjHO8sSFVPQ3ToKXjEang08+gV9+AW9vlYxasSJs2qQej10fpVQpSnKBHTQjO/c4wus0Zhf3Q5zs31ZrelWSuxRAaCi8+65aGToyEt55R81/LlcOUJendWsIC4O2bdU3E6f3Or9c5V5LXvQo6Y4fT/pzhRDCkoS+1K1fr36+fFn9zYqKAtSEU+MKM+OZxjimYRa+zJ6davJdQIKXjKtVKxUEvPaamvD/5pvQq5caz4w5fXr7dsidm0qvOfP7J7+T0/kBx6lKvYGluXHDzm20plclOUsBGGvg/PCDCnDmzVPBkbc3oO6+9ZYKXN58U/0cpwhdcir3WvKiR0m3Zs3LHUcIIYwS+1I3ZYpK4v31Vxg/3vS0UaNg9tDrAHzBSG6SL/qYDRqkRMutJsFLRlasmMrzGDVK9cgsX64+1Ldti97H11f1cBw5QoWp77D3ZFby5tX454ILNWuqukV2k9RelcQCigcP1EqqLVqoKYNFi8Iff0DNmqqQ37FjzJmDqQJl584qvjErD5PUyr2WWOhR0n//PVmuXFHbJPFXCPEyEvtSN368qh4OMHMmDB4Mz58D8OEoWJh5NF8ygvzcJESXhbCc+SF37hRqvHWcHd0A4WCurqqvsG1b9cF++bLqbmjSBObOhdKlzT69y5TVceiQWtri4kX1ub9xI9Svb4e2demiatRUqRL3sSNHoHJldd8YUPj6Qu/eannna9eiAwpNU8Ni778Pt26pQG3oUJg2TSXoDhlC1J59jOr7mLmn1FMGDVIdMk6xR8eMhf1cXdVx+vVTSc9JWTU6Zh6OscbO3bvUHzkyenvs8WYhhEgOvV7NgTbeGnXpor4ojRun1sQ7cEB9c8uZk4G+v5rWxeusreFJqRZs8NCTw0EvwRLpeRFK7dqqgN3YseqDeedONbVu2DA1tS6GwoXV+7x6ddWZ0aRJdBBvNwn1qiS0FMBff6nuzrfeUoHLq6+qxg8bprqNTpzg4f+20ZotzD1VH4BPP7jO/FGBcQMXo6RU7rXEQo+S7sWtJom/QghbsKaXeOxY1dPu4wOnT8PHH6uCL+fOQfbsnBu5hP2ZW7Fvv55q1eDsWce9nNgkeBHRMmVS8/nPnVM9MVFRqvuhWDGYPBnu3zftaiwdYxxi6dtXdUK86Hm0HWuHaWIHFDduqITcatVUkT43N/Uf9dQp1V30Ip/mTJXuVL+7he20wIOnrKMjo+f7oitS2MYvJIYEunQjDx5MVUlxQog0ytr13Zo3V4HL1KlqrLxmTfjwQ7h8mdKf9+bgQfXn8r//4PVqUWwoOzFVVBaX4EXEVayYGmbZsUMN29y/r6oyFiqk3tRBQYBasHTNGjX6otOpunc1a6r1MmwmqQssXrqkSmGXLKnySXQ66N5djXFNn66S1ABt1WqW6PtRjaNc5FV8ucpBatGRH1J22vOLniTtZRN/hRAiNmt7ifPmVbNQ16yBgwfVzKJs2QA1AfOvv1RqwOOnTrx9djKDez+1/RfVJJK/mCJ+TZrAmTMqCKhQAR4/VmscFSmiCgPs3o1OMzBuHPz2G+TMCSdPqpnX332nt13aRmL/AQ0G2LVLDQ29+iosXqxK/Tdrphrk56dWIXvhzh14Z1MX+hoW8xwPmrON41ShEqfUDpZmKdl6YcpYPUpapUo8z5pVdWkJIURqERhIzsDj7Jh1go885wOw4O+61Kz4lPt7TuNx545j2qWlMyEhIRqghYSE2PzY4eHh2qZNm7Tw8HCbHzvVMxg07ddfNa1mTU1TmRrqn6+vpn3yiab9+6927apBa9gw+qEKFW5r587Z8VpduqRpkyZpWvHi5m1q2VLT9u2z+BLWrtW0nDnVbs5OBm0Wo7UonZPaoNer2+PH457rgw/UY0OG2K79z5+rRmmaFh4Wpv28fn3GfG8lUYb+f5gMcr2SRq5XLDH/tup02jaaaTm5o7Vjo2Z4sd1W1yopn9/S8yKso9OpNZEOHFA9EwMHqiUHrl1T40YlS1KgXjF2lRjIz7024eMWwunTuahUyZlJk+DJExu0ISwM9u9X3Zvly0OJEmo46/JlVZ/m/ffhn39U7YK6dc2eevasmg3dubNaxqhcOTi65Q4f5VmJvmply/k0tlh6ICGxepQMcYrJCCGEg8WaYNCc3zhFRZbRC5ydOW5csTaFyVRpkTQ6nUqCrVYNvvwSNm9WwzK7d4O/P7rFi2jDIm47O3PJ/RWOPK/M35PL0/urCrT+sBQdhubF1TORt52mwb17Kii5eFEN/Rw/rgZeYw606vVqaKtLFzW928srzqECA1Wu8YoVanTJ3c3AmLwr+HhxeVxrVEl42rOlKc3GInkx2yqEEOmVhZIV+bkJQMTBI1wPCqK8A5plt+Bl+vTp/Prrr5w6dQpXV1cexppua4mmaUycOJHvvvuOhw8fUqtWLb755htKlChhr2aKl+HuDh07qn+PH6upR1u2QNas6B4+5JXIc7yCqhXAA2AsRI3V8yRzLtzzZsUpWxZVulavV0HD06dqrY1bt1QviyW5c6vMsdatVbG5HJYrD/z9t4qt1q5V6S+gFiD70nsKRVZOhnVDoEYV8/yZ2Pk0q1dDjx5qOpWlInl+fsm7bkIIkRbFVzPGAewWvISHh/POO+9Qo0YNli5datVzZs+ezVdffcWKFSsoUqQI48ePp1mzZpw7dw73F7NERCoTGKjGYXQ6OHpUbXN1JWLzZv7dtInSWbPCtRuE/PE33ncu4UwUmR7dgke3Ej92gQJqaKhsWRX1V6umZhEZe0FiefgQfvxRxRQHD0Zvb1DjOTP6BfB6+afQ4sXqY+vWqVlImqYyjQsVintAa4vkCSFEehZfIVAfH9Ps05Rmt+Bl8uTJAPhZ+e1U0zTmzp3LJ598Qtu2bQFYuXIluXPnZtOmTbz77rv2aqp4GfEMrbi0bUs543ZNIzvw/KmB/y24w6ZvgrjnH0IWQnAmkqyuT6gYfpRXKnlRauybFKiSB33e3KZpzfF5+lSNJh06pJYr2r/ftMYYej20bw8jRsDrNTzgcNw2Jmn4JxV94xBCiBQVX2VxvV51cztAqsl58ff359atWzRu3Ni0LUuWLFSvXp3Dhw9L8JJaJTC0YnBywrB0qelN5u6p570G1+m6dTQH+09l2cFabNqXlQehzkA3OAm8Ax5uBkoWjyB/ETVK5OmpyvRHRKiKvnfuqHSYq1fjxhFlykC3bmom9//bu/ugqOr9D+Dv3WV30RugpTwFqaBGmY1PI4PixRzMm/40/ePijA6D3oxSmlvaZJoV+ZAPjNM041DeLMMbJj9ssGmUn4oEt9FMJ4UZbxKO4kNOLfc6RbtJwMJ+fn/gbqAL7ll39+zZfb9mGIbD2cOH9xyXj99zzvebmHj3Gu96+eduSw8QEYUDd5fYndfkVRA0zYvF0n0ZIe62xZ/i4uJc33Onvb0d7T3uj7BarQAAu90Ou4+DdR7P18fVtJwcYNQoGNPT7/jWV0VFmPzXv0J65KUvKYGhtgaZtZnIBPAPROBfyMKXmIF/IQtnMBG/t0ei7jsz6jyYijohQZCeLvjznwVPPeVAauof33P92H5qtJ84AYwf3/c/wri47onvnP/jWLr0j5t6fXge8NzyHLNShnkpw7w85+uslBxHUfOyZs0abNu2rd99GhoakJaWpuSw92TLli2uS1Q9HT16FAMHDvTLz6yqqvLLcbUq5tIlTAcgOh10Iq7PQHdWA/7zH5isVkCnQ0ZpKQwA7AMGwNDeDqOjE9moRjaqAQCdMOCifhT+739exsWkSWhpMcNu16OrSw+DwYH77rMjKqoD8fE38XDbv5FZ8T4aMvPQkjISjY1AY6OyGk8cP45fVbpm6w7PLc8xK2WYlzLMy3O+yqq1tdXjfRU1Ly+//DKWLFnS7z4pKSlKDukSHx8PAGhubkZCQoJre3NzM8aNG9fn69auXYtVq1a5vrZarUhOTsaTTz6J6Ohor2rpi91uR1VVFWbOnAkj5+T4w/XrkKIiSFISHH/7G3S7d0OuX0d7TAxmzpyJgX/6k2tXuXXPSURbm6vB6SkCXUg9uQcvjB9/1x+rX/m/MPz7HB64cgWOv/9dcY24fh1TFyzoe6mBAOK55TlmpQzzUoZ5ec7XWTmvnHhCUfMydOhQDPXT9OUjRoxAfHw8qqurXc2K1WrFqVOnsHz58j5fZzabYXazXoPRaPTbiefPY2vSiBHA1avQOS+tLF8O+82baKuu7s6pxz0nzoalV+Oi03Xfg3LrZlhjRET3I9Tu9Hy6af9+AIChvByGpUv7f3LITY3o6IBR6YrQfsZzy3PMShnmpQzz8pyvslJyDL/d83Lt2jX8/PPPuHbtGrq6ulBfXw8AGDlyJO67NZlYWloatmzZggULFkCn0+Gll17Cpk2bMGrUKNej0omJiZg/f76/yiRf6W++lP4eOX7gASAlxfObYe9l4rj+aiQiIs3wW/Py5ptvYs+ePa6vx9+6DFBTU4Pp06cDABobG/Hrr7+69lm9ejVu3ryJ/Px8tLS0IDMzE4cPH+YcL6Hk9keODx4E0tPdz3DrDieOIyIKe35b26ikpAQicseHs3EBuud26XkPjU6nw4YNG2CxWNDW1oZjx45h9OjR/iqRAum2VZRd6wglJXm2ZLvT4sXdE8S54241aCKiUOXr1e41JGgelaYQ19ckR/dy6YYTxxFROPvnP4GaGuCTT4BJk9SuJqDYvFDg+OqeE04cR0ThqudDCz1Xu7/bcichhs1LOPr2W2D1aqCoSJvduj9GcYiItICr3QPw4z0vFMR6DjVqldms7F4ZIqJQUFra/XAC4P6hhdJSdeoKMI68hAsONRIRaR9XuwfA5iV8cKiRiCi0hPFDC7xsFC441EhEFBr6mnoijB5a4MhLuOBQIxFRaOBDCxx5CUt6fe/PRESkLWH+0AL/eoUTDjUSEVEI4GWjcMKhRiIiCgFsXsINV1YmIiKN42Uj8l4YLwpGRETqYfNC3guFmXqJiEhzeNmIlOFMvUREpDI2L6QMZ+olIiKV8bIRKcOZeomISGUceSFlOFMvERGpjCMv5D3O1EtERCrgXx1SjjP1EhGRinjZiJTjTL1ERKQiNi/kHc7US0REKuFlIyIiItIUNi9ERESkKWxeiIiISFPYvBAREZGmsHkhIiIiTWHzQn6lO3MGmDED+PZbtUshIqIQweaF/EpXWgrU1ACffKJ2KUREFCI4zwv53tWrgMWCmEuXoC8v795WVgbk5XUv4jhkCDBsmLo1EhGRZrF5Id8bPhxGANMBiE7Xve2//+29mKNzJWoiIiKFeNmIfK+0FBLR3RfrnE2K83NEBFBaqlJhREQUCjjyQr63eDE6R42CMT39zu+dOgVMmBD4moiIKGRw5IX8SvS3TjE9TzUiIvIN/kUh/xg6FG2DBkHGjwd27uy+3yU+HoiNVbsyIiLSOF42Iv9ISkLVrl34y7x50JtMQH4+0NHB1aeJiOieceSF/MZhNALOp410OjYuRETkE2xeiIiISFPYvBAREZGmsHkhIiIiTWHzQkRERJrC5oWIiIg0hc0LERERaQqbFyIiItIUNi9ERESkKWxeiIiISFPYvBAREZGmhNzaRiICALBarT4/tt1uR2trK6xWK4xGo8+PH0qYlTLMy3PMShnmpQzz8pyvs3L+3Xb+He9PyDUvNpsNAJCcnKxyJURERKSUzWZDTExMv/voxJMWR0McDgd+/PFHREVFQedcFNBHrFYrkpOT8cMPPyA6Otqnxw41zEoZ5uU5ZqUM81KGeXnO11mJCGw2GxITE6HX939XS8iNvOj1eiQlJfn1Z0RHR/Ok9hCzUoZ5eY5ZKcO8lGFenvNlVncbcXHiDbtERESkKWxeiIiISFPYvChgNptRWFgIs9msdilBj1kpw7w8x6yUYV7KMC/PqZlVyN2wS0RERKGNIy9ERESkKWxeiIiISFPYvBAREZGmsHkhIiIiTWHzcpvi4mIMHz4ckZGRSE9Px+nTp/vdf//+/UhLS0NkZCTGjh2LysrKAFWqPiVZ7dq1C9OmTcPgwYMxePBgZGdn3zXbUKP03HIqKyuDTqfD/Pnz/VtgEFGaVUtLCwoKCpCQkACz2YzRo0fz32I/3n33XTz88MMYMGAAkpOTsXLlSrS1tQWoWvV89dVXmDt3LhITE6HT6fD555/f9TW1tbWYMGECzGYzRo4ciZKSEr/XGSyU5lVRUYGZM2di6NChiI6ORkZGBo4cOeKf4oRcysrKxGQyye7du+W7776TZ599VgYNGiTNzc1u9z9x4oQYDAYpKiqS8+fPy+uvvy5Go1HOnTsX4MoDT2lWixYtkuLiYqmrq5OGhgZZsmSJxMTEyPXr1wNcuTqU5uV0+fJlefDBB2XatGny9NNPB6ZYlSnNqr29XSZNmiSzZ8+W48ePy+XLl6W2tlbq6+sDXLk6lOa1d+9eMZvNsnfvXrl8+bIcOXJEEhISZOXKlQGuPPAqKytl3bp1UlFRIQDkwIED/e7f1NQkAwcOlFWrVsn58+dlx44dYjAY5PDhw4EpWGVK83rxxRdl27Ztcvr0ablw4YKsXbtWjEajnD171ue1sXnpYfLkyVJQUOD6uqurSxITE2XLli1u98/JyZE5c+b02paeni7PPfecX+sMBkqzul1nZ6dERUXJnj17/FViUPEmr87OTpkyZYp8+OGHkpeXFzbNi9Ks3n//fUlJSZGOjo5AlRhUlOZVUFAgM2bM6LVt1apVMnXqVL/WGWw8+WO8evVqGTNmTK9tCxculFmzZvmxsuDkSV7uPProo7J+/Xqf18PLRrd0dHTgzJkzyM7Odm3T6/XIzs7GyZMn3b7m5MmTvfYHgFmzZvW5f6jwJqvbtba2wm634/777/dXmUHD27w2bNiA2NhYPPPMM4EoMyh4k9UXX3yBjIwMFBQUIC4uDo899hg2b96Mrq6uQJWtGm/ymjJlCs6cOeO6tNTU1ITKykrMnj07IDVrSbi+x/uKw+GAzWbzy/t8yC3M6K0bN26gq6sLcXFxvbbHxcXh+++/d/sai8Xidn+LxeK3OoOBN1nd7tVXX0ViYuIdbwyhyJu8jh8/jo8++gj19fUBqDB4eJNVU1MTvvzySyxevBiVlZW4ePEiVqxYAbvdjsLCwkCUrRpv8lq0aBFu3LiBzMxMiAg6Ozvx/PPP47XXXgtEyZrS13u81WrF77//jgEDBqhUmTZs374dv/32G3Jycnx+bI68UMBt3boVZWVlOHDgACIjI9UuJ+jYbDbk5uZi165dGDJkiNrlBD2Hw4HY2Fh88MEHmDhxIhYuXIh169Zh586dapcWlGpra7F582a89957OHv2LCoqKnDo0CFs3LhR7dIohHz66adYv349ysvLERsb6/Pjc+TlliFDhsBgMKC5ubnX9ubmZsTHx7t9TXx8vKL9Q4U3WTlt374dW7duxbFjx/D444/7s8ygoTSvS5cu4cqVK5g7d65rm8PhAABERESgsbERqamp/i1aJd6cWwkJCTAajTAYDK5tjzzyCCwWCzo6OmAymfxas5q8yeuNN95Abm4uli1bBgAYO3Ysbt68ifz8fKxbtw56Pf9P69TXe3x0dDRHXfpRVlaGZcuWYf/+/X4bXedZeovJZMLEiRNRXV3t2uZwOFBdXY2MjAy3r8nIyOi1PwBUVVX1uX+o8CYrACgqKsLGjRtx+PBhTJo0KRClBgWleaWlpeHcuXOor693fcybNw9PPPEE6uvrkZycHMjyA8qbc2vq1Km4ePGiq8EDgAsXLiAhISGkGxfAu7xaW1vvaFCcjZ9wqbtewvU9/l7s27cPS5cuxb59+zBnzhz//SCf3wKsYWVlZWI2m6WkpETOnz8v+fn5MmjQILFYLCIikpubK2vWrHHtf+LECYmIiJDt27dLQ0ODFBYWhtWj0kqy2rp1q5hMJvnss8/kp59+cn3YbDa1foWAUprX7cLpaSOlWV27dk2ioqLkhRdekMbGRjl48KDExsbKpk2b1PoVAkppXoWFhRIVFSX79u2TpqYmOXr0qKSmpkpOTo5av0LA2Gw2qaurk7q6OgEg77zzjtTV1cnVq1dFRGTNmjWSm5vr2t/5qPQrr7wiDQ0NUlxcHFaPSivNa+/evRIRESHFxcW93udbWlp8Xhubl9vs2LFDHnroITGZTDJ58mT55ptvXN/LysqSvLy8XvuXl5fL6NGjxWQyyZgxY+TQoUMBrlg9SrIaNmyYALjjo7CwMPCFq0TpudVTODUvIsqz+vrrryU9PV3MZrOkpKTI22+/LZ2dnQGuWj1K8rLb7fLWW29JamqqREZGSnJysqxYsUJ++eWXwBceYDU1NW7fh5z55OXlSVZW1h2vGTdunJhMJklJSZGPP/444HWrRWleWVlZ/e7vSzoRjhMSERGRdvCeFyIiItIUNi9ERESkKWxeiIiISFPYvBAREZGmsHkhIiIiTWHzQkRERJrC5oWIiIg0hc0LERERaQqbFyIiItIUNi9ERESkKWxeiIiISFPYvBAREZGm/D88Tgxhq9KZrgAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 11\n"
]
},
{
"data": {
"image/png": 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Jxd5atWpFVFQUn332mcXyOXPmoGkaL730EoD59tNPP7XYLu7v0cXFhbZt27Jx40ZOnjwZ73jXr19PsC358uWjYcOGLF68mODg4Hjrkxqi7uLigqZpFr1WgYGBFqN/ElK9enV8fHxYtGiRxSi4FStWxHtftWvXjqtXr/Lll1/G28+TJ0/MhfFMvUdxf5fz589Psj0mb7zxBi4uLkycODFej5mu69y5cyfZ+xIiuaTnRWRYDRo0oE+fPkybNo0TJ07QvHlz3NzcOH/+PN9++y3z5s3jf//7Hz4+PgwfPpxp06bx8ssv06pVK44fP84vv/xC3rx5Ez2GwWDg888/55VXXqFKlSp069aNAgUK8M8//3D69Gm2bdsGgL+/P6CSSVu0aIGLiwtvvfWW1X1OmTKFHTt2ULduXd59911cXV1ZvHgxYWFhzJgxw27nZ9q0abRu3Zq6devSvXt37t69y/z58ylfvjyhoaHm7XLkyMGbb77J/Pnz0TSNkiVL8tNPP5nzJhztlVdeoVGjRnz44YcEBgZSuXJltm/fzubNmxk8eLC596tKlSp06NCBhQsX8uDBA+rUqcNvv/1mtRdh+vTp7Nq1i9q1a9OrVy/Kly/P7du3OXLkCLt27Uq0x23BggXUrVuXihUr0qtXL0qUKMGNGzc4ePAgV65csRoQmbRu3ZrZs2fTsmVLOnbsyM2bN1mwYAGlSpXir7/+SvQ8uLm5MWXKFPr06UPjxo1p3749AQEBLF++PF7OyzvvvMP69evp27cvu3bt4sUXXyQqKop//vmH9evXs23bNqpXr46/vz9t27Zl7ty53LlzxzxU2lT8LTk9hiVLlmTKlCmMHj2awMBA8/xhAQEBfP/99/Tu3Zvhw4cnuo/PPvuM+/fvmyer/PHHH831ed577z1zflRQUJC53MCRI0cA9fcCKsh+5513kmyvyCCcM8hJiKSZhtj++eefiW7XpUsXPWvWrAmu/+KLL3R/f389S5Ysevbs2fWKFSvqI0aM0K9du2beJioqSp84caJeoEABPUuWLHrDhg31v//+Wy9atGiiQ6VN9u3bpzdr1kzPnj27njVrVr1SpUr6/PnzzesjIyP19957T/fx8dE1TbMY4kmcIam6ruvHjh3TW7RooWfLlk338vLSGzVqpB84cCBZ5yehNlqzYcMGvWzZsrqHh4derlw5fePGjXqXLl0shkrruq7funVLb9u2re7l5aXnypVL79Onj/7333/bNFQ6bjtNQ29v3bplsdza7/Phw4f6kCFD9IIFC+pubm566dKl9ZkzZ1oMvdZ1XX/y5Ik+cOBAPU+ePHrWrFn1V155Rb98+bLVc3zjxg29f//+up+fn+7m5qb7+vrqTZo00b/44gvzNgkNB7948aLeuXNn3dfXV3dzc9MLFSqkv/zyy/p3332X6LnQdV1funSpXrp0ad3Dw0MvU6aMvnz5cvO5SI6FCxfqxYsX1z08PPTq1avrv//+u96gQQOLodK6roZWf/zxx3r58uV1Dw8PPVeuXLq/v78+ceJE/cGDB+btHj16pPfv31/PnTu3ni1bNr1Nmzb6uXPndECfPn26ebuEfl8mGzZs0OvWratnzZpVz5o1q16mTBm9f//++rlz55J8TUWLFtUBqz8BAQHm7UzvbWs/cV+/yNg0XXdgZpwQQoh058SJE1StWpXVq1ebq1ULkZZIzosQQmRiT548ibds7ty5GAwGmycgFSK1SM6LEEJkYjNmzODo0aM0atQIV1dXfvnlF3755Rd69+5tl5FtQjiCXDYSQohMbMeOHUycOJEzZ84QGhpKkSJFeOedd/jwww9xdZXvtyJtkuBFCCGEEOmK5LwIIYQQIl2R4EUIIYQQ6YoEL0IIIYRIVzJcNpbRaOTatWtkz5492fPJCCGEEMK5dF3n4cOHFCxYMN5Eu3FluODl2rVrMrxPCCGESKcuX75M4cKFE90mwwUvpllnL1++bJcJ7GKLiIhg+/bt5jlyRMLkXNlGzlfyybmyjZwv28j5Sj57n6uQkBD8/PwsZo9PiEODl99//52ZM2dy9OhRgoOD+f7772nTpk2C2+/evZtGjRrFWx4cHIyvr2+yjmm6VOTt7e2Q4MXLywtvb295UydBzpVt5Hwln5wr28j5so2cr+Rz1LlKTsqHQxN2Hz16ROXKlVmwYIFNzzt37hzBwcHmn3z58jmohUIIIYRIbxza8/LSSy/x0ksv2fy8fPnykTNnTvs3SAghhBDpXprMealSpQphYWFUqFCBCRMm8OKLLya4bVhYGGFhYebHISEhgOrOioiIsGu7TPuz934zIjlXtpHzlXxyrmwj58s2cr6Sz97nypb9pNr0AJqmJZnzcu7cOXbv3k316tUJCwtjyZIlfPXVVxw6dIhq1apZfc6ECROYOHFivOVr167Fy8vLXs0XQggRTdM0XFxcnN0MkQ5FRUWRUNjx+PFjOnbsyIMHD5LMWU1TwYs1DRo0oEiRInz11VdW11vrefHz8+P27dsOSdjdsWMHzZo1k0SuJMi5so2cr+STc2Ube5+vR48eERwcnOAHUHqn6zpPnz7F09NTaoUlISXnStM0ChQoQNasWeOtCwkJIW/evMkKXtLkZaPYatSowb59+xJc7+HhgYeHR7zlbm5uDvvH5sh9ZzRyrmwj5yv55FzZxh7nKyoqiuvXr5M1a1Z8fHwy5Ie70WgkNDSUbNmyJVkoLbOz9Vzpus6tW7e4fv06pUuXjtd7Z8v7M80HLydOnKBAgQLOboYQQmR6ERER6LqOj48PWbJkcXZzHMJoNBIeHo6np6cEL0lIybny8fEhMDCQiIiIZ7r06NDgJTQ0lAsXLpgfBwQEcOLECXLnzk2RIkUYPXo0V69eZdWqVQDMnTuX4sWLU758eZ4+fcqSJUvYuXMn27dvd2QzhRBC2CAj9riI1GGv945Dg5cjR45YFJ0bOnQoAF26dGHFihUEBwdz6dIl8/rw8HCGDRvG1atX8fLyolKlSvz6669WC9cJIYQQIvXMmzePGjVqULt2bWc3xbFF6ho2bIiu6/F+VqxYAcCKFSvYvXu3efsRI0Zw4cIFnjx5wp07d9i1a5cELkKIzOPIEWjcWN2KdGv37t1omsb9+/dTvI8JEyZQpUoVu7UptsDAQDRN48SJE8l+zqxZs9i4cWOCI39Tm1zQE0KItGLVKti1CxIYXSlS5tatW/Tr148iRYrg4eGBr68vLVq0YP/+/c+874YNGzJ48GCLZXXq1CE4OJgcOXI88/4dwc/Pj+DgYCpUqAAkHWzt37+fr776is2bN1sdIOMMaT5hVwghMrSgILh9GzQNvvlGLVu3Drp0AV2HvHmhaFHnttERjhyBESNgxgyoXt2hh2rbti3h4eGsXLmSEiVKcOPGDX777Tfu3LmT4n2Gh4fj7u5udZ27u3uy5+Ozp8TaFJuLi4tN7XvxxRdt6qVJDdLzIoQQzlSsmPrw9veHW7fUslu31OPq1dX6jCiVepnu37/P3r17+fjjj2nUqBFFixalRo0ajB49mldffdW83aVLl3jttdfw9vamSJEitG/fnhs3bpjXmy7jLFmyhOLFi+Pp6UnXrl3Zs2cP8+bNQ9M0NE0jMDDQak/Gvn37qFevHlmyZMHPz4+BAwfy6NGjJNu/ePFi/Pz88PLyol27djx48MC8rmvXrrRp04apU6dSsGBBnn/+eUAlxW7atMliPzlz5jSnbMS+bBQYGGhOz8iVKxeaptG1a1dAjSaaNm0axYsXJ0uWLFSuXJnvvvvOYr9nzpyhVatWZMuWjfz58/POO+9w+/btJF/Xs5LgRQghnGn1anCN7gQ3FX4z3bq6qvUZRVAQHD0Kx45Z9jIdO6aWBwXZ/ZDZsmUjW7ZsbNq0yaKgaWxGo5HXXnuNu3fvsmvXLjZu3EhAQADt27e32O7ChQts2LCBjRs3cuLECebNm0ft2rXp1auXeSJhPz+/ePu/ePEiLVu2pG3btvz1119888037Nu3jwEDBiTa9gsXLrB+/Xp+/PFHtm7dyvHjx3n33Xcttvntt984d+4cO3bs4KeffrLx7KhLSBs2bABiJkWeN28eANOmTWPVqlUsWrSI06dPM2TIEN5++2327NkDqMDwtddeo2rVqhw5coStW7dy48YN2rVrZ3M7bCWXjYQQwpk6dYKyZVVPS1yHDkEaSZC0i9i9SKYhs6ZeJhM7V+51dXVlxYoV9OrVi0WLFlGtWjUaNGjAW2+9RaVKlQAVAJw6dYqAgAAKFSpESEgIK1asoGLFivz555+88MILgLoss2rVKnx8fMz7d3d3x8vLK9HLMNOmTaNTp07m3JjSpUvz6aef0qBBAz7//HM8PT2tPu/p06esWrWKQoUKATB//nxat27NrFmzzMfLmjUrS5YsSdblImtcXFzInTs3YDkpclhYGB999BG//vqreXRRiRIl2LdvH4sXL6ZBgwYsWLCASpUqMXXqVHOdl2XLluHn58e///7Lc889l6I2JYf0vAghRFphKvSVUYujOamXqW3btly7do0ffviBli1bsnv3bqpVq2a+jHL27Fn8/Pwsek3KlStHzpw5OXv2rHlZ0aJFLQKX5Dp58iQrVqww9wJly5aNFi1aYDQaCQgISPB5RYoUMQcuALVr18ZoNHLu3DnzsooVK6Y4cEnMhQsXePz4Mc2aNbNo96pVq7h48aL5de3duxdvb2/z+jJlygCYt3EU6XkRQghny5cPfH3Bzw969IClS+HyZbU8I3FiL5OnpyfNmjWjWbNmjB07lp49ezJ+/HhzfkdyWJuPJzlCQ0Pp06cPAwcOjLeuSJEiKdpnYm3SNC3e3FO2zvwcGhoKwM8//2wRQAHmEUehoaG0bNmSTz75JF6FXUdXxpfgRQghnK1wYQgMBHd3dTmld28ID4c0MizVIQwGMBpjblNZuXLlzEmtZcuW5fLly1y+fNn8QX3mzBnu379PuXLlEt2Pu7s7UVFRiW5TrVo1zpw5Q6lSpWxq46VLl7h27RoFCxYE4I8//sBgMJgTcxPi4+NDcHCw+fH58+d5/Phxgtubem5iv45y5crh4eHBpUuXaNCggdXnVatWje+++45ixYo5pPcnMRm0b1IIIdIZD4+YPBBNy7iBi6mXyd8fFi1St76+DutlunPnDo0bN2b16tX89ddfBAQE8O233zJjxgxee+01AJo2bUrFihXp1KkTx44d4+jRo3Tt2pUGDRpQPYlh3MWKFePQoUMEBgZy+/ZtjFYCsZEjR3LgwAEGDBjAiRMnOH/+PJs3b04yYdfT05MuXbqYL88MHDiQdu3aJTnMuXHjxnz22WccP36cI0eO0Ldv30QnPSxatCiapvHTTz9x69YtQkNDyZ49O8OHD2fIkCGsXLmSixcvcuzYMebPn8/KlSsBePfdd7l37x4dO3bkzz//5OLFi2zbto1u3bolGdA9KwlehBBCpB5TL9OhQ9Cnj7oNDFTLHSBbtmzUrFmTOXPmUL9+fSpUqMDYsWPp1asXn332GaAus2zevJlcuXLRsGFDXn/9dYoXL843phFRiRg+fDguLi6UK1cOHx8fiylvTCpVqsSePXv4999/qVevHlWrVmXcuHHmHpWElCpVijfeeINWrVrRvHlzKlWqxMKFC5Ns06xZs/Dz86NevXp07NiR4cOH4+XlleD2hQoVYuLEiYwaNYr8+fObg6rJkyczduxYpk2bRtmyZWnZsiU///wzxYsXB6BgwYJs3bqVqKgomjdvTsWKFRk8eDA5c+Z0+KSWmh73wlg6FxISQo4cOXjw4AHe3t523XdERARbtmyhVatWzzy1fEYn58o2cr6ST86Vbex5vp4+fUpAQIC5zklGZDQaCQkJwdvbW2aVTkJKzlVi7yFbPr/lNyOEEEKIdEWCFyGEEEKkKxK8CCGEECJdkeBFCCHs7cgRaNxY3Qoh7E6CFyGEsLdUmnRQiMxKitQJIYQ9BAXB7duqRkvsSQe7dFEl8PPmhaJFndtGITIICV6EEMIenDDpoBCZlVw2EkIIe3DSpINCZEYSvAghhD106qSqxVpz6JBaL4Qd3bt3j4kTJ1rMY5RZSPAihBD2Zqo2KhVaM6Xdu3ejaRr379932DF0XadLly48efLE5hmcNU0zT0oZGBiIpmmcOHHC/o10IPnLEkIIe0nlSQdF8ty6dYt+/fpRpEgRPDw88PX1pUWLFuzfv/+Z992wYUMGDx5ssaxOnToEBweTI0eOZ95/QmbOnIm3tzfTpk1z2DHSMknYFUIIezFNOujurpJ2e/eG8PCMO0N0OtG2bVvCw8NZuXIlJUqU4MaNG/z222/cuXMnxfsMDw/H3d3d6jp3d/ckZ35+1uONGDHCrvtPb6TnRQgh7MnDI2a0kaZJ4OJk9+/fZ+/evXz88cc0atSIokWLUqNGDUaPHs2rr75q3u7SpUu89tpreHt7U6RIEdq3b8+NGzfM6ydMmECVKlVYsmSJeVLBrl27smfPHubNm4emaWiaRmBgoNXLRvv27aNevXpkyZIFPz8/Bg4cyKNHjxJst7XjmV5Pz5498fHxwdvbm8aNG3Py5EmL527evJlq1arh6elJiRIlmDhxIpGRkck+Z3///TcvvfQS2bJlI3/+/Lzzzjvcvn072c9PDRK8CCGESBFdh0ePnPOT3FHn2bJlI1u2bGzatImwsDCr2xiNRl577TXu3r3Lrl272LhxIwEBAbRv395iuwsXLrBhwwY2btzIiRMnmDdvHrVr16ZXr14EBwcTHByMn59fvP1fvHiRli1b0rZtW/766y+++eYb9u3bx4ABAxJte9zjAbz55pvcvHmTX375haNHj1KtWjWaNGnC3bt3Adi7dy+dO3dm0KBBnDlzhsWLF7NixQqmTp2arPN1//59GjduTNWqVTly5Ahbt27lxo0btGvXLlnPTzV6BvPgwQMd0B88eGD3fYeHh+ubNm3Sw8PD7b7vjEbOlW3kfCWfnCvb2PN8PXnyRD9z5oz+5MkTXdd1PTRU11UYkfo/oaHJb/d3332n58qVS/f09NTr1Kmjjx49Wj958qR5/fbt23UXFxf90qVLelRUlH7v3j391KlTOqAfPnxY13VdHz9+vO7m5qbfvHnTYt8NGjTQBw0aZLFs165dOqDfu3dP13Vd79Gjh967d2+Lbfbu3asbDAbzuYzL2vH27t2re3t760+fPrXYtmTJkvrixYt1Xdf1Jk2a6B999JHF+q+++kovUKCA+TGgf//997qu63pAQIAO6MePH9d1XdcnT56sN2/e3OL5ly9f1gH93LlzFstN5yoqKsrqa7Am7nsoNls+v6XnRQghRIbWtm1brl27xg8//EDLli3ZvXs31apVY8WKFQCcPXsWPz8/i16TcuXKkTNnTs6ePWteVrRoUXx8fGw+/smTJ1mxYoW5Fyhbtmy0aNECo9FIQEBAgs+Le7yTJ08SGhpKnjx5LPYVEBDAxYsXzdtMmjTJYr2pZ+jx48fJauuuXbssnl+mTBkA8zHSAknYFUIIkSJeXhAa6rxj28LT05NmzZrRrFkzxo4dS8+ePRk/fjxdu3ZN9j6yZs1q20GjhYaG0qdPHwYOHBhvXZEiRZJ9vNDQUAoUKMDu3bvjbZszZ07zNhMnTuSNN96It40pbyaptr7yyit8/PHH8dbZOiTbkSR4EUIIWxw5AiNGwIwZUL26s1vjVJoGKfw8d7py5cqZa52ULVuWy5cvc/nyZQoVKgTAmTNnuH//PuXKlUt0P+7u7kRFRSW6TbVq1Thz5gylSpV6pjZXq1aN69ev4+rqSrHY01HE2ebcuXMpPla1atXYsGEDxYoVw9U17YYIctlICCFsITNGpyt37tyhcePGrF69mr/++ouAgAC+/fZbZsyYwWuvvQZA06ZNqVixIp06deLYsWMcPXqUrl270qBBA6onEaAWK1aMQ4cOERgYyO3btzEajfG2GTlyJAcOHGDAgAGcOHGC8+fPs3nz5iQTduNq2rQptWvXpk2bNmzfvp3AwEAOHDjAhx9+yJEjRwAYN24cq1atYuLEiZw+fZqzZ8+ybt06xowZk6xj9O/fn7t379KhQwf+/PNPLl68yLZt2+jWrVuSQVpqkuBFCCGSEhQER4/CsWOWM0YfO6aWBwU5t30iQdmyZaNmzZrMmTOH+vXrU6FCBcaOHUuvXr347LPPAFVxdvPmzeTKlYuGDRvy+uuvU7x4cb4x/a4TMXz4cFxcXChXrhw+Pj5cunQp3jaVKlViz549/Pvvv9SrV4+qVasybtw4ChYsaNNr0TSNLVu2UL9+fbp168Zzzz3HW2+9RVBQEPnz5wegRYsW/PTTT2zfvp0XXniBWrVqMWfOHIomc0bzggULsn//fqKiomjevDkVK1Zk8ODB5MyZE0MaqhitRWceZxghISHkyJGDBw8e4O3tbdd9R0REsGXLFlq1aoWbm5td953RyLmyjZyv5HPKuTLVbTHd1/WYW5M0+q/Unufr6dOnBAQEWNQdyWiMRiMhISF4e3unqQ/rtCgl5yqx95Atn9/ymxFCiKTIjNFCpCkSvAghRFLS0ozRR45A48bqVohMSoIXIYSwhbNnjJaEYSFkqLQQQiSLacZoPz/o0QOWLoXLl1NnxuigILh9W+XZxE4Y7tJFXb7KmxeSmZApREYgwYsQQiSHM2eMjl3Tw5Q8fOsW+PvHLE+jCcNCOIJcNhJCiORy1ozRkjAshAUJXoQQIq2zQ8KwdvSoJPqKDEOCFyGESE9SmDCsrV4tib4iw5DgRQgh0qrYw6JNCcP+/rBokbr19U08YTgoCI4dI8fFixjWr1fLpDKwyAAkYVcIIdKq2MOi582zPWG4WDHcgIaALom+qe7UqVP88ssvDBs2DBcXF2c3J1Hz5s2jRo0a1K5d29lNSRbpeRFCiLQksXmU/v4bTHPnJCdhePVq9OhEX00SfR1q9+7daJrG/fv3zcvKly/PwYMHGTt2rNXnFCtWjLlz56ZOAxMxa9YsNm7cSLVq1RLdLu5rXLFiRbLnTLI3CV6EECItKVYMqldXvSO3bqllpt6S6tUth00npVMnIvfvt74utSsDO1HXrl3RNI2+ffvGW9e/f380TaNr1652P67BYGDt2rXs3buXn3/+2e77t4f9+/fz1VdfsXnzZjxsHD3Xvn1782zWABMmTKBKlSp2bqF1ErwIIURa4qBh0bqzKwM7mZ+fH+vWrePJkyfmZU+fPmXt2rUUKVLEYcfNkiULe/fupXXr1g47hi10XScyMtL8+MUXX+TEiRPkzJnT5n1lyZIFHx8fO7Yu+TLnu1gIIdIqe8+j5OPD05w50atWTX6ibwZUrVo1/Pz82Lhxo3nZxo0bKVKkCFWrVrXYNiwsjEGDBpEvXz48PT2pW7cuf/75p8U2W7Zs4bnnniNLliw0atSIwMDAeMfct28f9erVI0uWLBQuXJj+/fvz8OHDBNt4//59evbsiY+PD97e3jRu3JiTJ08muH1gYCCaprFu3Trq1KmDp6cnFSpUYM+ePeZtTJd6fvnlF/z9/fHw8GDfvn0YjUamTZtG8eLFyZIlC5UrV+a7776z6TXGvmy0YsUKJk6cyMmTJ9E0DU3TWLFiRYJtf1YSvAghRFplj96SwoXZ8eWXRB04AH36qAAoMFBVDH5Wug6PHjnnJwWJxt27d2f58uXmx8uWLaNbt27xths/fjwbN25k5cqVHDt2jFKlStGiRQvu3r0LwOXLl3njjTd45ZVXOHHiBD179mTUqFEW+7h48SIvvfQSb775JqdOneLbb7/l8OHD9OnTJ8H2vfnmm9y8eZNffvmFo0ePUq1aNZo0aWI+bkLef/99hg0bxvHjx6lduzavvPIKd+7csdhm1KhRTJ8+nbNnz1KpUiWmTZvGqlWrWLRoEadPn2bIkCG8/fbb5sAnOa8xtvbt2zNs2DDKly9PcHAwwcHBtG/fPtF2PxM9g3nw4IEO6A8ePLD7vsPDw/VNmzbp4eHhdt93RiPnyjZyvpIvU5yry5d13ddX1194QdcXLVK3vr5quY3seb6ePHminzlzRn/y5IlaEBqq6yqMSP2f0NBkt7tLly76a6+9pt+8eVP38PDQAwMD9cDAQN3T01O/deuW/tprr+ldunTRdV3XQ0JCdDc3N/2rr76yOIcFCxbUZ8yYoeu6ro8ePVovV66cxTFGjhypA/q9e/d0Xdf1Hj166P369bPYZv/+/bqmaXpodNuLFi2qz5kzR9d1Xd+7d6/u7e2tP3361OI5JUuW1BcvXmz1dQUEBOiAPn36dPOyiIgIvXDhwvrHH3+s67qu79q1Swf0TZs2mbd5+vSp7uXlpR84cMBifz169NA7dOiQ7Ne4dOlS3dvbW4+KitJ1XdfHjx+vV65c2WpbTeK9h2Kx5fNbhkoLIURa48x5lDIwHx8fWrduzYoVK9B1ndatW5M3b16LbS5evEhERAQvvviieZmbmxs1atTg7NmzAJw9e5aaNWtaPC/uEOOTJ09y5MgRPv/883jtCAgIoEKFCvG2Dw0NJU+ePBbLnzx5wsWLFxN9XbGP7erqSvXq1c1tNalevbr5/oULF3j8+DHNmjWz2CY8PNx8CS05r9GZJHgRQojUpOsqENE0cHFRP9bEDlRScx4lW3h5QWio846dAt27d2fAgAEALFiwwJ4tshAaGsq4ceOYOHFisrcvUKAAu3fvjrcuJcm0cWXNmtXiWAA///wzhQoVstjO1hFHzuLQnJfff/+dV155hYIFC6JpGps2bUryObt376ZatWp4eHhQqlQphyb8CCGEQ926BWvXwuDBUL8+FC0Knp7qx8MD3NygQAF44QXo3h0WLoRTp9JP4ThNg6xZnfNjKrpno5YtWxIeHk5ERAQtWrSIt75kyZK4u7uzP9YQ84iICP7880/KlSsHQNmyZTl8+LDF8/744w+Lx9WqVWPnzp3Jble1atW4fv06rq6ulCpVyuInbu9QXLGPHRkZydGjRylbtmyC25crVw4PDw8uXboU71h+fn7Jfo1xubu7ExUVldRLtQuHBi+PHj2icuXKyY5uAwICaN26NY0aNeLEiRMMHjyYnj17sm3bNkc2Uwgh7Cc0VI3qqVdPjerp1ElVx927VxWYCw+P2VbX4fp1Vf5/+XLo3x8qVVK1XAYOhOPHnfYyMioXFxfOnj3LmTNnrFa9zZo1K927d2fkyJFs3bqVM2fO0KtXLx4/fkyPHj0A6Nu3L+fPn+f999/n3LlzrF27Nt4X7ZEjR3L06FF69+7N8ePHOX/+PJs2baJXr15W29W0aVNq165NmzZt2L59O4GBgRw4cIAPP/zQopaKNQsWLOD777/nn3/+oX///ty7d4/u3bsnuH327NkZPnw4Q4YMYeXKlVy8eJFjx44xf/58Vq5cmezXGFexYsUICAjgxIkT3L59m7CwsES3fxYOvWz00ksv8dJLLyV7+0WLFlG8eHFmzZoFqMhv3759zJkzx2qELIQQacbNmzB9OixdCiEhMcurVlWBjL8/PPccFCwI3t5q3dOncO2aqqp7/DgcPgx79qggZ/589VOtGgwbBu3axdR/Ec/E23T+EzB+/HhcXV155513ePjwIdWrV2fbtm3kypULgCJFirBhwwaGDBnC/PnzqVGjBh999JFFwFCpUiX27NnDhx9+SP369dF1nZIlSyY4AkfTNLZs2cKHH35It27duHXrFr6+vtSvX5/8+fMn2t7p06czffp0Tpw4QalSpfjhhx+S7K2ZPHkyPj4+TJs2jf/++4+cOXNSrVo1Pvjgg2S/xrjatm3Lxo0badSoEffv32f58uUOKf4HpN5oI0D//vvvE92mXr16+qBBgyyWLVu2TPf29k72cWS0Udog58o2cr6SL82dq9BQXR8zRtezZo0ZCVO6tK7PmqXrQUHJ2kVEhK5fuqTr+/fr+i8bHun7Rv6gB9Vqp0e6upv3GVW8hK4vX67r0SM7ksuho40yoKioKP3evXvmETRpmWm00fHjx51y/JScqww52uj69evxIsz8+fMTEhLCkydPyJIlS7znhIWFWXRNhUR/44mIiCAiIsKu7TPtz977zYjkXNlGzlfypaVzpW3fjsuAAWjRxbuM1atjHDcOvXnzmNosVtp55Qr89pvGvn0GTpzQOHMGIiJMORxewCvAK+ThNn1YzGDm4hPwH3TrRsDgeRx66xOe612fChWSTv2w5/mKiIhA13WMRiNGo/GZ95cW6dH5RqbXmZaZ2ues30dKzpXRaETXdSIiIuJdtrPlPZqmgpeUmDZtmtVs7u3bt+OVwmz0pOzYscMh+82I5FzZRs5X8jnzXLmEhVFhyRKKRbfhsY8Pf3frRnDt2mA0wtat8Z5z40YW9u0rzN69hQgMzBF/ny5G8uR5QvbsEXh4RKJpEB7uwopHg1h4+z16hS/iAz6i+IMTFF/clOWLu9I+12TK1g2jXr0rlC59P9FAxh7ny9XVFV9fX0JDQwmPnbuTASVWCTetMI0aevTokfmLuzPYcq7Cw8N58uQJv//+u8U0BQCPHz9O9n40XU+dtHZN0/j+++9p06ZNgtvUr1+fatWqWcyyuXz5cgYPHsyDBw+sPsdaz4ufnx+3b99O8rqmrSIiItixYwfNmjXDzc3NrvvOaORc2UbOV/I5/VydPYtrx45op0+jaxrGAQMwTpwI2bLF21TXYft2jYULDWzdqqHrKrowGHSqV9dp1EjH31+nShUdP7+ER03ruhq49M++O+ScPZGqhxdjQOcmPvRgKT/xCpUq6bz7bhQdOujE7qRO6HxpR49iGD0a47Rp6P7+yXrpT58+5fLlyxQrVgxPT8/kn7N0RNd1Hj58SPbs2dFSOKIps0jJuXr69CmBgYH4+fnFew+FhISQN29eHjx4kOTnd5rqealduzZbtmyxWLZjx45EC+N4eHhYHZfu5ubmsH9sjtx3RiPnyjZyvpLP4lwdOQIjRsCMGWrmZUfZulUlzj58CPnzo61Zg0uTJsSNOYxG2LwZJk6E2FPTNG4MHTrA669r5Mlj2wdjoUJQqL0vtP8cDnbG2LMX+c6c5kdeZYlLHwb+NZu+fb0YPx5GjlQzAcTufI733lq7FnbvxvD111CrVrLaEBUVhaZpGAwGDBl0gkfT5Q/T6xQJS8m5MhgMaJpm9X+dLf/7HPqbCQ0N5cSJE5w4cQLAPITq0qVLAIwePZrOnTubt+/bty///fcfI0aM4J9//mHhwoWsX7+eIUOGOLKZQoj0btUq2LULvvrKccdYuBBat1aBS/36Kipp0iTeZvv3Q82a8MYbapPs2WHIEDh/Hn77DXr2hDhFVG1XuzaGY0dh6FAAekYtJqhALRoUPM+NG2pxqVKwcqUKpMyCguDoUTh2DL75Ri1bt049PnpUrU+GVOqwFxmQvd47Dg1ejhw5QtWqVc3lhocOHUrVqlUZN24cAMHBweZABqB48eL8/PPP7Nixg8qVKzNr1iyWLFkiw6SFEPHZ6YM4SboOkyapGixGI3TtCjt2QJzBBTduQMeOULeu6gjKnh3GjFFV/mfPVsGEXXl4wKxZ5rb4BJ9iV2h1tg34kWLFIDhYNfXFF13477/oHJtixVTPlL+/ug4F6tbfXy0vVizRQ5oSLDN6votwHNN7x1qNHVs49LJRw4YNE42yrBW8adiwIcelMJMQIglupUvHPDBdbzd9EJs867c8XVeXoz75RD2eNElFJLGu7+s6rF6tiujevatW9ewJkyfHi28co2lTFbC1a4e2fz/NF7zG+ZlzmB01iClT4OhRA8eP1yc4WGfSsrV49u4MkZEx58Z06+oKSRQhc3V1xcvLi1u3buHm5pYhL6sYjUbCw8N5+vRphnx99mTruTIajdy6dQsvLy9cn7FmUZrKeRFCiOSKXLEC1549U/xBnCRdh/ffV70bAHPnwqBBFpvcvavmTNywQT2uUgWWLLGMn1JFwYLqstl778HixbgOH8yIgf/R+exs3hus8d13BmbOhK0VO/D12sqUb1c+/j4OHVIF8RKhaRoFChQgICCAIHv1bKUxuq6bS3NIwm7iUnKuDAYDRYoUeeZzK8GLECJd0jt2hIoVrUcKyfggTtKkSTGBy+LFKkqJ5cABaN9e1WxxdVXJue+/r6Yrcgo3N/j8cyhZUvUWffopvoGBrF25klKlzrFsWQ1OndKo/k4Z5tKb3toSNN2o6tHYUCPE3d2d0qVLZ9hLRxEREfz+++/Ur19fkueTkJJz5e7ubpceLQlehBDpn+kD2MYP4gR9+ilMmKDuz51rEbjousrdHTxYdfqUKgVff+3YQU6JijvS6v33ISoKPvwQfvgBlyZNqD9wIP2PVqNnTze2bTPQl8UcztOaBeNv4rnqC7h8GfLlS/YhDQZDhh0q7eLiQmRkJJ6enhK8JMGZ50ou6Akh0q98+dTkh/7+ajJEf3/12IYP4ni+/15FJqASV2JdKgoPV/ksAwaowKVdO5VukqzA5cgRNVY6iUn2bGZtpNW1ayqI8/TEcOwYdceMIb8xmC1b1PRLBoPOstuvUn9VT4I3HVJZxYUL27ddQjiQBC9CiPSrcGH1wXvokCpscugZP4gPH1azQOs69O2rei+i3b8PL70Ey5apDp4ZM9TgpuzZk7lvew7ntjbSas2amJ+1a9UyLy90Hx+yX7mCa/36GK5eZuRI2LpVI3du+PNPqFVb4+/z8WtlpUmOCgBFuiOXjYQQ6VvsIpWaZvnYFlevwquvwpMnKkqZP988qujKFWjRAs6cUYV0v/kGWrVKxj6DguD2bbWf2MO5u3RRAVLevFC0qO1tjT2k2ZT4eOcOvP225Xb37qFFJzFrQUGqPs3OnTRrVpxDh1TZmn//hRdfVEX1Gja0vSmpKnYA6LTrdCItkJ4XIYQIC4O2bVWxlooVVaARPZTz/HlVu+XMGVXldu/eZAYu8Mx1VRK0erW5fYkOB49eZzQY0PPnV71S9evDv/9SqpRKOq5fH0JCoGVL+PHHlDXHoVKrno9IVyR4EUJkbrquCtAdOgS5cqmcl+hrQadPQ7166vOxdGlVPbdKFRv2bS3IiD2ce/XqlLW5UyfV3mT6feZMIg8fhrJlVTdSo0bw33/kyQPbtsFrr6n47fXXVVyQpjgqABTpmgQvQojMbeVKWLpUJbJ8/bUaaoy6nNKkieqMqVxZ9bjYfIUnsSDj0CG1/lmZhp3GHn5qbVmBArB7N5QvrxJ6mzSBK1fw9ITvvoPOndUgpbffho0bn71ZduOoAFCkaxK8CCEyrzNnVK8LqEIt0VOR/Pefygs1BS47d9qhWq61gOJZWBtp5eOjfmIt0/PnJyxHjpjn7NihxncHBpqjM1dXWL5cTScQFQVvvQU//WSfZj6z1AgARbojCbtCiMzp8WM11vnxY2jWDD74AIBLl1TgcvUqlCunPutz536G45iCDD8/6NFD9fLYWFfFKtNIK3d3lbTbu7cayw0WyyIfPeLpb7/FPK9AATVDZL16qnupeXPYtQtD7twsWQJPn6pLR23bqgCmWbNna6Zd2buej0i3pOdFCJE5DR+uklp8fdXoFYPBfDXFlOPy66+qI+OZ2Hs4d2weHjGjjUwjrawti6tIEfXifH3hr79Utu7Dh7i4qAE9r7+u4qDXXoM9e569mc/MEfV8RLomwYsQIvPZskWV0gf1aZ0/P/fvq06ICxegeHF1qahAATsdLzkBRWorXVp1K+XJowq+vPEGhIfj5qZ6Xlq3VqPGW7cGp8+V68gAUKRLErwIITKX27ehe3d1f9AgaNaMiAj43/9UR0zBguqqSqb4XKxQAbZuhaxZVU9M9+5gNOLurpJ4GzeGR4/g5ZfVICWnSosBoHAaCV6EEJnLu++qTNxy5WDaNHQd+vVTAUvWrCrPo3hxZzcyFVWvriIVV1dVnbd4cThyBE9PNVt2uXJqcNLLL8PDh85urBCKBC9CiMxj0yb49ltwcVF5LlmyMGNGzEjpdeugalVnN9IJWraEJUvU/UuXYNgwAHLmhJ9/VqklJ0+qUUiRkc5rphAmErwIITKHBw9ihkW//z5Uq8a30y8yapRaNG+e6l3IdEwVbCtWVF1PAL//rmZwPHqUYloQP/4Inp4qVWhwx5vojWR+IeFcErwIITKHUaPU9Y/SpWHcOA4fhnfGFAFgUJXdDBiQwPOSMxlgep4wMHYF20ePYpaPHm2uYFujhqoFp2mw4Nt8fLa7vH0mmBQihSR4EUJkfHv3qiG2AJMnc2v/v7R9NZywKDde4QdmXe2Q8Fw5yZkNOiUzRqeVgCd2BVtrpk2DoCDaFjvKxwNV1u5QZrNv1X8yv5BwGilSJ4TI2J4+hV691P1evYh6qyMd2coVKvMc51jN27jcDlU9DyaBgUnPBg3PNmN0WpkhuVMnNedR7Ncf2/jxqhcGGA4cZw1f05F29xdzzL8avtxQ2yU2QaQQdibBixAiYzpyBEaMUKNnzp1TRc1mzGD8zYH8urkCXjxiI2/gzUMwfe66usKKFZaT/ZmG55omA7QmoW3ifqAHBT1bwONocSvYenurKaezZ4fHj9GioviC3pykMmcoz1us41eXlriuXOq8NotMSYIXIUTGZOrZMJWIXbCAH/fmZOrmnAAsoSflOWP5nEOHoFo1db9rVzW0xtpkgCtWJH+b2JITFDmjByP2FAZt2qgh0zduqImOQI2RrloVjh8nW3TQ9wJ/soeGjO4YxMxOzzrxkxC2keBFCJFxxO7ZWLdOLTMaoUED/nMpzTudjICB99rfpMM36xKeKyexSymxA5zkbBPb6tW2BzypIfY8SbEnjjQFWGBRZvd5/mW51oP/6d/yyVf5qd1GFegVIrVIwq4QIuOIPXLm1i3z4rA9B/hfmwgePDRQuzZ88lF48ufKSc5s0MmdMTotz5BsqmAbO4HXWi9QnjywaBFtqwcxzEtNsdC1q5pWQYjUIsGLECLjSGDkzId8xHGqkTf7U9avB/cSyZgrJzmTAT7LhIHJDXhSW2IBFsC9eyov59Ahpt/sTr166qrS229DRETqNVNkbmnsr0YIIZ6BlQ/e32jELIYDsGyNZ0x8ktRcOcmZDDAlEwampxmS4wZYr76qLq+1awd//41rVg/WrFGVeA8dgkmTnNZSkclI8CKEyFiCg813Q8jGO6wGoN//bvHKKzbuKzmTAdo6YWB6mCE5oQBrzhxo2FB1tbRuDdev4+cHixerp330kSqpI4SjSfAihMhYoovR6dmy07nSSYIpSBmX8yrPJa1I6zMkJxRglSihZmt87jm4fFn1xDx+TLt2arS30aguH92/7+T2iwxPghchRMaxe7eaFtpgYOPg39n8Vwnc3HTW7i+KV+lCzm5d+pJQgJU7t5qtMU8e+PNP6NwZjEY+/VTFNpcuxUwhJYSjSPAihMgYjEYYMgSAe+370Hl2FQA++kijak13JzYsAypVSs3Q7e6uemKKF8f73yOsWaMm7F67VuVOC+EoErwIITKGtWvhxAl0b286/DuJx4+hSRMYOtTZDcug6taFZcvU/UuXYNQoatVSswkAvPeemgdTCEeQ4EUIkf49fQoffgjAvrqj2XY0L9mzw/LlaW8kcoYQFKQmZCxbFry81LLffoMlSxjd/CjVK4Vx/z707StTHgnHkAq7Qoj0b8ECuHSJiPyFePW3QQDMmqWq3QsHiD3NQWy9euEKLKc81dz+5scfVYeYM2vviYxJvpMIIdIV7ehR6owdi3b0qFpw7x5MnQrALO9J3A/LQtOm0LOnExuZ0SVQDNCkwheDGDdO3R84EK5fT6V2iUxDghchRLqirV6Nz6lTaGvWqAXTp8O9e9wpUJ4Pz3cha1b48kvLaXmEnSVVhXfDBkYOi6RqVbh7V40+kstHwp4keBFCpH2mHItjxzCsXw+A4ZtvYMsWmDsXgN53p2PEhRkzEr6qIRwgbhVeT0/Ytg23UcNYvlx10GzcCN9WnAhHjjivnSJDkeBFCJH2xZ5w8fZttez2bVXlNTyck1RiY1hrGjZUSaIiFSRUhffTT9X6Tz+l8sFFfPCBetj/9LvcWrzRee0VGYok7Aoh0r7Vq9XUxZGRaNHXH7RY1yF68wVZsmgsWSKji1KNqQqvu7u6Rte7N4SHq2J2t26p0V8DBjBmDnzvUp9TUeV4f3UlVvQ7pq4h5c2rJngUIgXkz1wIkfYlkmPxg+sbHKYmEyZAyZKp26xML6EqvKNHq9uoKNwG9mNVVEc0jKx8+ha7/YeqXjS5tieegQQvQgjnOXIEGje2KRdCj9W1YkRjVORkKlQwF9e167FECmlaTAE7oAonGcJsAPrxOWEuXlKCVzwTCV6EEM6zahXs2gVffZX0ttE5FnrVqjwoUgSAtXTkLOVYvBjc3Ox4LPHsunWDHTvMD6czmoJc4R/KMrP3eSn+Ip6J5LwIIVJXUJBKttU0+OYbtWzdOjUtcWK5ENE5FsZDh8jRoAGRuDCR8fTqBXXq2PlYwj5y5zbfdSOS3TTiOf5lylJf3hqqpkgSIiUkeBFCpK7YuQ6mfIlbt9RoFZOEioJ4eGCYOBGAlXThgU9ppk930LHEszONSMqeHS5coLR+gQUuA+kfPp/+/WHrVqnHI1JGLhsJIVJX7OqspsDBdOvqmnguxO7dGHbuJBw3JjOWWbMsvtzb91ji2ZlGJJ07BzNnAtBPX8grrr+wfXtMZ5gQtpLgRQiRuhKrznroUMK5ELoOY8cCsISeFG9YhLffdtCxhP2YRiQNHQo9eqAZjXzr0p5ynGboUHj40NkNFOmRBC9CCOeJW53VGtMooQULYN8+nuLBdMNo5s2Lsu2SQ3KOJRxH02DhQmjQAI+wh/zi+goRwbdM01IJYRP5KxZCpL6EqrPmyxd/2+hRQsYp6lPuc/pR9eUwypZ1wLGEY7m7w4YNULIkRSID2MgbfDYrjPPnnd0wkd5Iwq4QIvUlVp0VrI4SMty4zmOysDTnUCY3/g1I5iihpI4lUleePPDjj+i1a1PvwT7mR/Zl8KBl/LzFSjfakSMwYgTMmKEK2wkRTXpehBDOkVB1VrCcy+jmTcJRRVy+oDfD74/l9cHd7Hes2KSQXeooWxZt/Xp0Fxe6sYLyv8zk55+tbCe1eUQCJHgRQqQ9sUcJAe5E8BQPdtCUd1zWcjTJcropJB+Wqad5c7ToGcGnM4ofe24mLAyLGcQtavMcO6aWBwU5rcki7ZDLRkKItKdTJyhbFvz9eYA3OQhhKT0YzySMB/ZxJTiYSvY6lhSyc54BAwg/eRb3JQv55Hon1o7YR7dPq8asl9o8IgGp0vOyYMECihUrhqenJzVr1uTw4cMJbrtixQo0TbP48fT0TI1mCiHSGCOQgxDCcSOA4tTgT/sfJPYlqlu31DLTh6VMIOhw7gvncq18U7LxiKbzX+X61CVSm0ckyeHByzfffMPQoUMZP348x44do3LlyrRo0YKbN28m+Bxvb2+Cg4PNP0HSTShE5pMvH9dco+cwcnmH96v8qkYJ+fjY9zhSyM653Nzw3bOeIM/n8dMv82jOl7Bnj/VtpTaPiObw4GX27Nn06tWLbt26Ua5cORYtWoSXlxfLYs04Gpemafj6+pp/8ufP7+hmJot29Ch1xo5FO3rU2U0RIsN7GhBM4chLROLC06Efkv/YL2rUUOHC9j2QFLJzOkOeXNxb9SN3yUXJ24e49/5H0StsqAMkSdaZikNzXsLDwzl69CijR482LzMYDDRt2pSDBw8m+LzQ0FCKFi2K0WikWrVqfPTRR5QvX97qtmFhYYSFhZkfh4SEABAREUFERISdXkm0VavwOXWKiFWriIh9/VXEYzr3dv8dZFByvhTt6FEMo0djnDaNwF4fUQbYnLUTncb6EREZCQaDY85VZCRugG4woBmN5tuIyEhI57+T9PLeKt+mGNMafsvo3S3JdeBnjFmzQpky6N27oy1bhnblCpG5csX7fRhWrMBl1y6iVq7EWLnyM7cjvZyvtMDe58qW/Tg0eLl9+zZRUVHxek7y58/PP//8Y/U5zz//PMuWLaNSpUo8ePCATz75hDp16nD69GkKW/nGNW3aNCZGT9QW2/bt2/Hy8nrm15Dl5k3cQ0JA06i9di0AxrVrOViqFOg64d7ePJFiVwnasWOHs5uQrmT281Xxyy8psXs3pwZPofK5nzGicaHdK7ju3BJvW3ueK8/bt2mQMydP8uYlqFkziu7YQZbbt9lz6hRPg4PtdhxnSg/vLd8OWXhv72csiuqL4dEj/mzUiGuFCsGYMRgiIzH+9Rf89Zfl/+XVq3EBIr/6ioPFi9vt/3J6OF9phb3O1ePHj5O9rabrjkvbvnbtGoUKFeLAgQPUrl3bvHzEiBHs2bOHQwl11cYSERFB2bJl6dChA5MnT4633lrPi5+fH7dv38bb2/uZX4Obu7v5vg5ogK5paLFOW0R4+DMfJ6OJiIhgx44dNGvWDDc3N2c3J83L1OcrKAju3AFNw/Xll9Fu3eKI4QWqG/9ku/f/aHhkGlqxmNE+DjtXYWExhex0PcMUsksv7y1Tr9vIwmsosPoThjIHPUsWonbuRI/T023xfzn6/7G9/i+nl/OVFtj7XIWEhJA3b14ePHiQ5Oe3Q3te8ubNi4uLCzdu3LBYfuPGDXx9fZO1Dzc3N6pWrcqFCxesrvfw8MDDyj8YNzc3+7zxVq+Grl0hMhJT/UctdjLfihXyBk+E3X4PmUSmPF+lS8fc1zTOUZpqRpW/kC/kPO7PlbY6NNbu5yruvmJ9QGYEaf69tXYt7N7NmD7zeC7PTJ6/c47WT7bg+sYb8OefUKhQzLax/y9Hvzfs/X85zZ+vNMRe58qWfTg0Ydfd3R1/f39+++038zKj0chvv/1m0ROTmKioKE6dOkWBAgUc1czESTKfEI4Va7SPrutcpTAGdA5Rgyqup2W0T0Z15AjUqaMKAsYqSJfj+xWM73mVDnzNWZfyEBwMr74Kjx7FPFf+L2d6Dh9tNHToUL788ktWrlzJ2bNn6devH48ePaJbN1Xeu3PnzhYJvZMmTWL79u38999/HDt2jLfffpugoCB69uzp6KYmyfTdT7dpKlshRKJifRD9Tj0aoIbJFuKKfBBlZKtWwcGD0LlzvBo7vT8uQSGu0irqR0Kz5FXBTZcuYDTG34/MFp4pObzCbvv27bl16xbjxo3j+vXrVKlSha1bt5qTeC9duoQh1pvu3r179OrVi+vXr5MrVy78/f05cOAA5cqVc3RTE2aalfbuXQgPR3/uObQHD2RWWiHsKAoDd8mDC0bOUJZynHV2k4S9WatmbBKrxo4rUcw0jOIV42Zejfye39yboG3YAB99BGPGqO1M/5f9/KBHD1i6FC5flv/LmUSqTA8wYMAABgwYYHXd7t27LR7PmTOHOXPmpEKrbBA9K63eoAHaoUMYJ0/G8OqrGSKZT4g0IV8+NmV/h1ceqhF9hZ/zghBf+SDKaGJXK06iB7v14fE0GAa79tRled1FdN/XHcaNg6pVoXVrmS08k5N+tuTy8IDo3iLtxg35AxHCjsJ8CnOfnLgTQVCJhnj/86djCtIJ57JWzTiu6J54TYPp09WiXge6cfetd9VzOnWC8+fViuTOFi4yHAlebKCb6tXEGT0lhHg2K2ff4a2HXwKQf/Yo+SDKqBJLtC1XDhYtUvkvvqrXrVYtaNNGpbr0fTIHXnwRHjxQCx8+TM2WizRGghdbSPAihN09fAj3p3xGVh5z268qnq82d3aTRGqIm2i7ahX06aOCm1i9blOnqk2+3ezO0dHfQcGCcOaMGiots0tnWhK82CL2ZSMhhF18Ou0RPR5/CkDO6aOSzIUQ6Zwp0dbf37KnxfTlME6vW7lyaqARwLCZvujfbVA1eTZujLmuJDIdCV5soJuSByV4EcIubt6EB7OWkIe7hOYviWv7ts5uknA0U6LtoUNWe1qsmThRxTN79sC2B7VgwQK14sMPYevWVGm2SFskeLFFdFVg7eZNJzdEiIxh+qRw3gv/BICsE0eAi4uTWyRShY2Jtn5+YBqwOmoUGHv0UqOLdB06dICLFx3cYJHWSPBiA3PPy/Xrcq1ViGcUEAAPFq3FjyuE5S6A1rWLs5sk0rDRo8HbG06ehHXrgE8/hVq14P59eP11sGFSvxQ7cgQaN1a3wqkkeLGFKeflyRMIDXVyY4RI38aPNTI86mMAPEYNkdFFIlF58sCIEer+2LEQrnnAhg3q//KpU/Dee45vxKpVsGuXmtJAOJUEL7bIlo1IT091X/JehEixv/6Ch2t+oCz/EJkth8p9ECIJgwerWOW//+DLL1Ejj9auVcORli1TwYW9BQXB0aMW8y+xbp16fPSoWi9SnQQvNnqaM6e6c/26U9shRHr2wWidUUwDwHVgf3U9QIgkZM2qiuwCTJoU3QHeuDFMmKAW9usHp0/b96DFikH16vHmX8LfXy2PXTVYpBoJXmwUZgpepOdFiBTZuxcebdlNTQ5j9PCEQYOc3SSRjvTqBSVLqpFq5plkPvgAmjVTeS9vvpmyy/rR+Sza0aOWy61VBTbdurrKrOdOIsGLjcKk50WIFNN1Na/eKFR9DkPPHjJ/kbCJmxtMnqzuz5oF9+6hRqmtXq0uI509C+++a/ugiuh8Fm3NGsvliVUFllnPnUaCFxtJz4sQKbdzJzz8/Rgt2I7u4gLDhjm7SSIdat8eKlRQMwXMnh29MF8++Pprlf/y1VewYkXSO7KSz2L45htyXLyolsXNZ4lbFVg4jfwGbPQ0Vy51R3pehLCJrqtRIqZeF+2tt6B4cSe3SqRHBoMqXAcwdy7cvh29on79mG6Z996DCxcS35G1fJbbt2k4bBhutWrF5LMkVBVYeg2dRoIXG0nPi8h0UlrbIs7ztm6FWwfP8z++U+tHjrRzQ0Vm8vrrULWqSm+ZOTPWipEjoWFDePRIXdKJiEh4J1byWbToWz12PksKqgILx5LgxUZhOXKoO9LzIjKLlNa2iPU8XVejRN5nJgZ0aN0aKlZ0THtFpqBpasQRwGefxfo+6eKi3ns5c8LhwzEbWZNIPkvk/v2W+Sw2VgUWjiXBi43CTJeNpOdFZGQprW2RwPN+mHORq0eu0YWVatno0Y5/DSLDa90aatZUg4ws5mj084PFi9X9jz5SRWGS6j2MzmPRJZ8lXXB1dgPSG4vRRrouM+CKjCl27QrTe9xU28LE2mgOK88z3rzNuGGhDGYxHoRD3brw4ot2b7LIfEy9Ly1awOefw/DhUKhQ9Mp27WDLFli5UiWGP3yoeg+rV7fciSmfxc8PevRA//JLwi5exMXHJ9Vfj0g+CTFtZA5ewsIgJMSpbRHCYVJa28LK8zbwBpcoQj8+V8tHjXJQo0Vm1KyZiofDwlQni1lQEHTrpqKZhw/VMmu9h3HyWaIOHGDHl19KPksaJ8GLjaI8PNCzZ1cPJO9FZFQprW0R53lRGBjPRN5lIdkJVeNbW7VyQINFZqVpMQOMvvwy1hXNYsVU4u7VqzEb37xpvTJunHwWo5ub4xsunokELynh66tur11zbjuESA0prW1hMPAN7QmkGIOZq5aNGiWXWoXdNWyoUloiImDq1OiFsXsB45LKuOmeBC8poPv5qTtXrji3IUI4UkprW0Q/L7JaDSbkW0g3luPDbZVT0L596rRdZDqm3pfly9XEjVIZN2OT4CUlTBlhEryIjCyltS2in7f63QME3MzKSEN0EY5RoxL+JizEM6pTB1q2hMhIK6Oj4/Ya7t6dWs0SDiLBSwroEryIzCKFtS0iDB5MmqzRnm8oYgwCHx+VPCmEA5mq7n71FZw7R/zeQ9Ml/48/hrt3ndZO8ewkeEkJuWwkRKJWrYLAACNjXKKLbwweDFmyOLVNIuOrUQNeeQWMxujLSHF7D//7D55/XiXuDhni7OaKZyDBSwqYe14uX3ZuQ4RIgyIj1ZDV1vxMmajTkD27muVXiFQwYYK6/fpr+PdfLHsPs2RRSTGapiLsn392VjPFM5LgJQXkspEQCVu7Fv77T2ec6zS1oF8/VapdiFRQrVpM74t55FFstWvH9LoMGKDK84p0R4KXlDAlLN66BU+fOrctQqQhUVEwZQrUYy8vRB5U33qle16ksnHj1O2aNQlMLD1xorr8Hxio3rAi3ZHgJSVy5465fi+1XoQw++YbOH8exrlF97p06xaTJClEKqleXdVCjIpKoPclWzb49FN1/5NP4OzZVG2feHYSvKSEpsX0vkjeixCA6qafMgUqc4KmEVvV8NThw53dLOEMR44kPRGig40fr26/+iq67ktcr70GL7+sKtu9+671ubpEmiXBS0qZghfJexECgA0b1BfYcW7RI4zat4eSJZ3bKOEcq1bBrl0qcnCSGjVU3ZeoqDhzHplomup9yZJF1X1Zuza1myiegQQvKSXDpYUwMw1NLckF2kR+qxaOHOncRonUFRSkJjw8dkxdPwTrEyGmIlPuy8qVKr0lnuLFYcwYdX/oULh/P5VaJp6VBC8pJT0vQpht3gynTsEHbjMx6EaVcFC5suVGaeBSgnCgYsVUsom/vxrMAOrW2kSIqaR2bTXrtGn4vlXDh0OZMqr2y4cfWq6T92yaJcFLSknOixCAShWYPBl8CaazcYVaOGpU/A3TwKUE4UCxJ0I05Y+Ybp04EaIp92XFigQ6f9zdYcECdf/zz+HkyZh18p5NsyR4SSnpeRECUHW+jh+HEW5zcI0KhxdfhHr11Mo0eClBOEganQjxxRehSROVlzt9egIbNW4M7dqBruMycCA5zp9Xb2p5z6ZZMktaSknOixDoupoELyf3eJfP1cLYvS6xLxWYqpyaLiXE3onIWAwGlQhlunWycePgt99g6VL44IOYf98WPv4YNm/GcPAgDQ8eVMvkPZtmSc9LSpl6Xm7cgPBw57ZFCCfZvh3+/BMGuS7EIyIUKlSA1q1jNkijlxKEg8SdCNHfXz3Ol8+pzapfHxo2TKL3pVgxNQcXYA5N5D2bZknwklJ58sTMsHv1qnPbIoQT6LoqVJqFxwxzm6cWjhoV820V0uylBOEgcSdCPHRIPTZ92XMiU+7LkiWJ/Mv+4AN0Hx+0BFbLezbtkOAlpWIXqpNLRyIT2rkTDh6E3q7LyP7klvrm2r59wk8wGCxvRcYUeyJETYv5kudkDRuqHpjwcHWFyCpvb4ymmR0h5nXIezbNkd/Is5C8F5GJTZoErkQwNssnasH778dcIootjV5KEJmPqe7LF18kPLOLsVs3HhYsqB7kyyfv2TRKgpdnYZrf6MAB57ZDiFS2Zw/8/ju87bKOPA+D1D/1bt2sb5yGLyWIzKVxYzX6KCwMZsxIYCNXV0716qXu372rniTv2TRHgpdncfu2ut2926nNECK1TZ4MGkamekf3vw8eHBPMW5NGLyWIzEXTYnJfFi+G69etb3eralWMLVuqDN8PPpD3bBokwYuNsty8qcb7HzsG//yjFp47JzUARKZx4IAadvoGGyl47zR4e6uJ7YRIB5o2hVq14OlTmDkz4e2iPvpIBS3ffadqvog0RYIXGzXv3Ru3WrXUNdCHD9XCiAinlsAWIjVNngygM4thasF770GOHM5skhDJpmkwvsO/ACxaGMXNmwlsWKECdOig7pvmPxJphgQvNjo6ZAi6taREkBoAImMLCuLwyrNs3Qov8xNFuaQ+CRo1kl5Hka60OP8ZL3CYx09dmD07kQ0nTgQXF9iyRXIb0xgJXmx0pUEDIvfvt75SagCIjKxYMSZ3vQDozGGIWqbrqh9eeh1FWhdrqgpt/TeMZTIAC+ZHcee3E9aD71KlYhLRpfclTZHg5VnI2H+RiRyb/DM/8QpN2UEpLlqulF5HkVYkNBN0nFmvX+YnqnCc0McuzG36Y8LB99ixavLGXbtUspdIE+TTNyV8fGLqVpQvr5Z5e0sNAJGhTTnWCoB5DIq/UnodRVqR0EzQcaaq0MDc+/IpA7m/+Bvr+ytSBPr2Vfc//FDmNUojJHhJidh1Kxo2VMv69JEaACLD+usv+P57qMfvlOOfmBXS+yjSguTMXm5lqoo2bKICpwghB59eb5fw/kePBi8v9fyffnLgCxHJJf95UspUt6JECfX40iXntkcIB5oyRd3O95mk7vj4SOVRkXbEuSQExMwEbS0fKzroNhg0c+/LnDkQEpLA/n191ag6ULkvaWCm7MxOgpdnZQpeLl5MfDsh0qkzZ1Spixc4TOVbv6nRFwcPSrVckXYkd/ZyK1NVtM2/nzKlIrh/HxYsSOQYI0ao9IC//oLNmx31SkQypUrwsmDBAooVK4anpyc1a9bk8OHDiW7/7bffUqZMGTw9PalYsSJbtmxJjWamTMmS6va//5zbDiEcZOpU9TmwwDe6++Xtt2Pe91J5VKQFyZ293MpUFS5B/zFmghsAs2ZBaGgCx8idO6b3xfRHIZzG4cHLN998w9ChQxk/fjzHjh2jcuXKtGjRgpsJVAY6cOAAHTp0oEePHhw/fpw2bdrQpk0b/v77b0c3NWWKF1e3d+/C/ftObYoQ9nbunEodqMwJXrj+owpWRo92drOESFhSs5dbmaqifXs1KvrOHfjii0Q+FgcPVrkvR4/C9u12bbawjcODl9mzZ9OrVy+6detGuXLlWLRoEV5eXixbtszq9vPmzaNly5a8//77lC1blsmTJ1OtWjU+++wzRzc1SZGRcPdunG+Z2bLFXO8PCEj9RgnhQB99pC7vLygwVS1o3x6ef965jRLCmmeYvdzVVQ0kApg920BYmIv1DfPmVT02oHpfhNMkUCrWPsLDwzl69CijY31TMxgMNG3alIMHD1p9zsGDBxk6dKjFshYtWrBp0yar24eFhREWFmZ+HBKdcRUREUFERMQzvoIYhw5pdOniQpYs1Wnf3nK/LsWLY7h5k8h//0WvUMFux0zPTOfenr+DjCwtnq+LF2HNGlfKcpY61zcAEPH++2o6DCdKi+cqLcs05yt/fjh/XtVk0TRVXC48XPW0JOO1t2sHEye6EhiosW1bUV5+OYHnDBqE64IFaHv3ErlzJ3q9enZ+IemHvd9btuzHocHL7du3iYqKIn/+/BbL8+fPzz///GP1OdevX7e6/fUEpv+cNm0aEydOjLd8+/bteHl5pbDl8d2548mlS02JjMzLnDn7qFDhjnldNQ8P/IBzv/zCBU9Pux0zI9ixY4ezm5CupKXz9dlnVYiKKsonucah3dO5VqsWf16+DJcvO7tpQNo6V+mBnK+ktWpVlIULq/D996Vp2XIH7u7WRxVVatSI4tu2cXfYMA5OmJC6jUyD7PXeevz4cbK3dWjwkhpGjx5t0VMTEhKCn58fzZs3x9vb267HOnTIyBdfuLBjR21GjIh5UxsOHYLff6eMhwfPtWpl12OmVxEREezYsYNmzZrh5ubm7OakeWntfAUGwu7drpThLC89+B4An7lzaVWtmnMbRto7V2mdnK/ka9oUfvjByJUrnly50oIBAzTrG5Yti16uHPlOnKB1vnzo1aunbkPTCHu/t0ISHKsen0ODl7x58+Li4sKNGzcslt+4cQNfX1+rz/H19bVpew8PDzysjHZwc3Oz+x/qiBERLFtmZM8eFw4fduHFF6NXlC4NgMt//+Fy8qQaUjdjhqovkMk54veQkTn8fB05kqz35+zZKsdrQf5JaDeM8NpruNWs6bh2pYC8t2wj5ytpbm4wYkQUAwfC7NluvPuuZn0w3XPPqRFMq1bhOmOGquCYidnrvWXLPhyasOvu7o6/vz+/xZoPwmg08ttvv1G7dm2rz6ldu7bF9qC6pBLaPjUVKQKNG6tidJMnx1phSmD855+ES1MLkRYk4/15+TIsXQrl+ZtGN6OrlVq5NCtERtS1q5HcuZ9w5YrGypWJbDh6tMqt2bQJ0upo2AzM4aONhg4dypdffsnKlSs5e/Ys/fr149GjR3SLnqmzc+fOFgm9gwYNYuvWrcyaNYt//vmHCRMmcOTIEQYMGODopiZL27bncXHR2bYtVlmBbNnU7ZUr8PXX6n7c0tRCOEtySqfHMmOGym9ckHcCmq7D//4HlSs7oeFCpD5PT3j99QsATJuWSK5vmTLQtq26P3166jROmDk8eGnfvj2ffPIJ48aNo0qVKpw4cYKtW7eak3IvXbpEcHCwefs6deqwdu1avvjiCypXrsx3333Hpk2bqJBGRvHkz/+Yt99WxYnMvS+x/7Hfvq1uEytNLURqsqF0enAwfPmlquvS4PYG9c1y/Pikj5HQTL5CpEPNmweRP79OYGASk6Wbvnh/84368ipSTapU2B0wYABBQUGEhYVx6NAhasa6dr57925WrFhhsf2bb77JuXPnCAsL4++//6ZVGkuCHTkyCoMBfv5ZfXFl9eqYokcm1kpTC+EMyS2dDsycCWFh8GnuCWpB+/aQnC8OcrlUZCAeHlEMGaIGZUydqvK/rKpWTU3OGxkJn36aau0TMrdRipQqBR07qvtTpqASt0zdh3HFLk0thDMks3T6jRuqtlc1jlL/7mZVoTSxXhcbL0cJkZ707m0kb15V72jdukQ2HDZM3X7xBTx8mCptExK8pNiHH8bkap08Scw0ASYJlaYWwpkSKZ0+axY8eQLzckQHLJ06qev6CbF1Jl8h0pFs2WLikilTICoqgQ1btVKDNh48UJnuIlXIJ2wKlSmjetQhuvelalX1wNPT5tLUQjhcEqXTb9+GhQuhJn9Q98HPaubosWMT36cNl6OESI/694dcudQcX999l8BGBgOYao3NnQt//CH5X6lAgpdnMGaMuv3uOziXv756EBGhylIfOqQqfRUu7LT2CWFmZTbd2O/POXPg0SOYkz2616VzZ3P9ogQldyZfIdKp7NlhyBB1f/JkNc+XVe+8Az4+6lLpxImS/5UKJHh5BuXLx6S6TPyyoHqnR0Wp+TWiZysVIs2wMpsuqAnR58+HF9lH7YfbVa9JUr0ucSU1k68Q6dR774G3N5w+nUgtups3oU0bdf/XX9Wt5H85lPyneUam3pd132g8KV5WPTh71nkNEsJGc+eqPMNZ2aJ7Xbp3j5/DlZBnmMlXiPQgZ04YNEjdnzw55sqohWLFVI0BiBmaJPlfDiXByzOqUgVee029oY+ESvAi0pd792DePGjAbmqG7lT10T/8MPk7SOJylBAZweDBKoH35En48UcrG8TO/zKR/C+HkuDFDkw97D8HSPAi0pdPP4WQEJ05XtEBS69eah4MWyRwOUqIjCJ3bjAVebfa+yL5X6lOghc78PdXo+XO6BK8iPTjwQN1yegVfqTq4wOQJYttvS5CZCJDh4KXlxpEtHWrs1sjJHixk7Fj4SwqeDH+cy6RogBCpA3z50PI/ShmeXygFgwaBAULOrdRQqRRPj7Qr5+6P2mSld4XU/7Xc8+pxy4uapnkfzmEBC92UqsWlGpWgkd4YXj6RI04EiKNCgmB2bPhbVZTOuy0KmYxcqSzmyVEmjZ8uCrl9ccf8NtvcVaa8r/OnFFlBqKi1IgOyf9yCAle7OjDcS6cRE3SeGfHMSe3RoiELVgAj+6F8ZHrOLVg1Cg1rEIIkSBfX+jdW92fNMnKBh4eqself3/1eNGiBIYniWclwYsd1a0LNwtVA+D4suNObo0Q1oWGqqkA+vE5hSIvqUtF773n7GYJkS6MGAHu7rB3L+zZk8BGXbtC1qyqF2bnztRsXqYhwYudlemgpgkwnDzO1atObowQVixcCOF3QhhnmKoWTJigknWFEEkqVAh69lT3rfa+AOTIAV26qPvz56dKuzIbCV7s7Pm3VPBSRT/GzBnSXSjSlkeP4JNPYBizyG28rZILu3VzdrOESFdGjlQlkXbuhP37E9jINLb6xx9VLoywKwle7EyrUB6jqxu5uccviy9x/bqzWyREjEWLQLt1g+HaLLVg6tT4xbWOHJGJ5YRIRJEi6soQqLovVpUtC02bqgmRPv88tZqWaUjwYm8eHmgVygNQLuwYs2Y5uT1CRHv8GGbOhImMJ6v+CF54IWZyrthWrZKJ5YRIwqhRKjd32zY4fDiBjUy5ZEuWwJMnMcvlC8Izk+DFAbSq6tJRVY6zcKGa4kIIZ/viC8h94wy9iJ6DZdasmMq4QUFqArljx+Cbb9QymVhOiASVKKEmkwaY3Oqg9UCkdWs1r9Hdu7B2bcxy+YLwzCR4cYRqasRRoxzHePxY1dMQwpmePIGPP4aZvI8LRnj9dahXL2aDYsXUBHL+/jHRtkwsJ0SiPvgADJqRn+7U5tisXfE3iD1sevZsFeDIFwS7kODFEaJ7Xqq7qOHSn32mAm8hnGXJEih//VdaswXd1RWmT7fcIPbEcqa6FDKxnBDWRfdUln54jA7uGwGY8n0564FIt26q/suZM+pSrXxBsAsJXhyhcmXQNLLcvUajcjcIDZXeF5EKEriO/vQpzJgWxScMB0B7992YEuYmMrGcEMkXq6fyw7BxaBj5Pqw1f/l3jR+I5MkD7dur+6bLtPIF4ZlJ8OII2bLB888DMKXmDwDMmxPFnTvObJTI8BK4jr5sGTQJ/ooqnETPkSNmGvSEGAyWt0IIS7F6Kstyljf5FoApjLEeiPTtq27d3a3vT74g2Ez+OzlKrVoA1P7rC6pyjNDHLnzyiZPbJNKvhEYnJJFo+/RcELOnPGYqarZobcwYyJvX+jFME8v5+6sx1f7+6rFMLCeEpTg9lWOYAsB3/I9Tq0/GD0Rq1YJKlSAsTD1OzhcEGZGUKAleHCEoyDwZl/bXSSYyHoD586K4ueOkJGYJ2yU0OiGJRNsvy3xCh+BZFOIaxqLFYgpnWWOaWO7QIejTR90GBsrEckIkxmCgIn/zJt+iY2DCFwXib6NpMb0vLi5qUEdSXxBkRFKiJHhxhGLFYIqKxImI4GV+ojp/8uiJCzObb5fELJE8yRm+nEii7WOX7KzIPpDRTAPA8PF0NSVuYjw8Yq7La5p6LISIL05P5fgKG9AwsnFnLo5bm9quUyc131FUlCpzbe0LgpQsSDYJXhxh9WoVXUfTgEmo2XsX0J/rn33npIaJdCU5w5cTSbRdNPAMwx+Ow4snGOvWg3bt4m8kXdNCpEycnsryf31Nh/bqi8P48Va29/aOuZy0eLG6jfsFQUoWJJsEL47QqVO8kost2UpN/uAJXnx8wUpVUyHiSmz4sosLlCtnGXTEuo7+CC92fXmeDqxD1zQMn86L6VGJTbqmhUi5OD2V4ya6YDCo6Yz+/NPK9qZLR999Bzdvxl8vJQuSTYKXVKIZDObel88/h2vXnNwgkfYlNnz5f/9TdSO++spqou2CrCOZHDoEAGPP3ubaQ4B0TQvhIM8/H1N112rvS9WqUKMGRETA8uXx10vJgmST4MVR8uWD3LnVfW9vqFaNZvlP8eILYYSFwbRpzm2eSGdMvSqmb3nbt6vbdevUN7iNG2H9eujTh5Adh7iu56MKJwnzyonLR1Ms9yVd00I4zNixqmP0l1/g4EErG5h6XxYvVpM2JkRKFiRKzoqjFC4M//2nxvWHhMDXX6MFBTJpurq++cUXcPmyk9so0r7YvSoQ04V8/766NQUddepA8eIAfDnzPh88HgOA65SJ8YdGS9e0EA5TsmTMjNPjxlnZoH17yJEDAgJgx47466VkQbJI8OJIOXLEfOgcOAAeHjRqBA0aQHg4fPSRc5sn0oHYSYHJCDru34dsM8eTlzvcL1QOlwH94u9TuqaFcKgxY8DNDX79FX7/Pc5KLy/o0kXdX7Qo/pOlZEGySPDiaHXrqtvduwHV6z9xolq0dKl6TwqRKFNSYDKCjrWjT9EjfCEA2ZfOU/9BEyNd00LYXbFi0KOHuj92bMx3DLM+fdTtjz/ClSvxdyAlC5Ik/7EcrVkzdbt9u/kd3KABNGmicramTnVi20T6ZSXouHvbSNUv++FKFFdqvIFLi6YJP1+6poVwqA8+UFkDv/+uBvRZKFcO6tdXNV+WLnVK+9I7CV4crV49VRjs6lU1OiSaqfdl+XK4eNFJbRPpTyJBx66uK6kdtZ/HhqwUXD838f1I17QQDuXnF9PBYrX3xZS4++WXEBkpNZdsJMGLo3l6qq4WgG3bzItffBFatFCB94QJzmmaSIcSCDruPM5Cw5/fB+C/dyZgKOqX9L6ka1oIhxo1Sn0EHDgQM0DQ7I03VDL91avw009Sc8lGErykhhYt1G2cd6/pktGaNXDqVCq3Sdhfan1zshJ0nH9zNHm4wwXPCpT/YpBjjy+ESJaCBaFfdM78mDFxel88PKBtdMHSmTOl5pKNJHhJDc2bq9s9e+DJE/Nif39Va0zX4cMPndQ2YT9O+uZ0c/NBav31JQC3Jn2O5p5Ekq4QItWMGqWmNDpyRJVjsmCaJuDAgZiKu1JzKVkkeEkN5cpBoULw9Cns22exavJkzOWkDxxwUvtEyjm7Wm1kJGHd1Ve7Lfm7UWt4XcceTwhhk3z5YNgwdf/DD1V6i9nq1fGn7ZCaS8kiwUtq0LSYS0ex8l4AypSBbt3U/Q8+sJLUJdI2J1ervTH2M/zunuQuuci79GOr0xcJIZxr2DDIkwfOnYOVK2Ot6NQJZsyw/iSpuZQoCV5Si+nS0ZYt8VaNH68uf+7ZYyWpS6RtzqxWGxREjpmqku7ayh9To7WP444lhEgxb++Y1IAJEyyyB9SI1Nik5lKyyFlKLS1bqoJhZ89aDJkGNaTu3XfV/Q8+SHy6C5HGOKtara5zv0NfPKMe8Tv1aLiqh2OOI4Swi3791P/6K1dg4cJYKwoVUkkxoGZ2lJpLySLBS2rJkSOm92XDhnirR4+GbNlUqsR336Vy24R9pGa12jVryHlwK2G48/NrX1KhkvwpC5GWeXrG1Pf66CN48CB6ReHCcPy4+r9x7pxK+JeaS0mS/3ipyTQszkrw4uMDw4er+2PHxknqEmlbalervXWL8P6DAZhqGEe/uc875jhCCLt65x0oWxbu3oVPPom1onRpaNVK3f/yS6m5lAwSvKSmV19Vc6WfPAkXLsRbPXSoqln077+wYkXqN0+kUCpXq9UHD8Y95A5/UZGH/UbIaEoh0glX15j6XnPmwI0bsVaayvEuX65GpopESfCSmvLkgUaN1H0rvS/Zs6ucF1Ddi/L+TUdSq1rtli1oa9cShYEBnksZPU5qugiRnrRpAzVqwKNHcea2e+kllRRz967kDiSDBC+pLZFLR5BIUpcQDx+iR8+HMpfBNBrxguT0CZHOaBpMn67uL1oEAQHRK1xcoHdvdd9UvE4kSIKX1Pb66yox688/rV468vSMmevIIqlLiPffR7t8mQCKMS/3JHPhKyFE+tKokRq/ERGhSmWYde+ugph9++D0aae1Lz2Q4CW15c8PzZqp+wkktnTurIrX3bkTE6GLTG77dvO3se4sY8iYrHh7J/EcmaVWiDTro4/U7erVsea2K1gQXntN3Zfel0RJ8OIM3bur25Ur1bTScbi6wscfq/tz58Lly6nXNJEG3b8PPVQdl/kM4KJfI/Nkb4mSWWqFSLP8/aFdO1XTcuTIWCtMiburVqnEGGGVBC/O8OqrkCuXSmz59Verm7zyCtSvr5J2x4xJ5faJtGXoULhyhYuGUoxiOlOmqMuLVjl7riUhRHwJ9IJOnapql/7yC+zYEb2waVMoUULlDJj+hkU8Dg1e7t69S6dOnfD29iZnzpz06NGD0NDQRJ/TsGFDNE2z+OkbnaSYYXh6QseO6v7y5VY30bSYOgBffaVqGIlM6KefYPlyjGh0Nq7g+apZefvtRLZ38lxLQggrEugFLVUK+vdX94cPj+6INxhiel/iXjqSS8FmDg1eOnXqxOnTp9mxYwc//fQTv//+O71N2dSJ6NWrF8HBweafGQlNXJWemS4dbdqkhsZZ8cIL0KGD6lZ8/32ZtDHTuXsXevUCYK42lAO8yCefJFHA15lzLQkhYiSzF3TMGMiZE/76S8U4AHTtqrpkDh+2/OYql4LNHBa8nD17lq1bt7JkyRJq1qxJ3bp1mT9/PuvWrePatWuJPtfLywtfX1/zj3eSmYnpUNWqULkyhIUlWpHuo4/A3R1++w22bk295ok0YMAAuH6dK9nK8KE+mZdfVl+6EuWsuZaEEJaS2QuaJ09MasCYMdFpLvnyxZTV+OQTuRRshcOCl4MHD5IzZ06qV69uXta0aVMMBgOHEvrnGm3NmjXkzZuXChUqMHr0aB4/fuyoZjqPpsX0F86fbzVxF9T7e+BAdf/992XagEzhyBEoVw6+/hrd4MIboSuJcMmCzR2QqTnXkhDCkg29oAMGqP/1167BrFnRC03pEmvXyqVgK1wdtePr16+TL04FLVdXV3Lnzs3169cTfF7Hjh0pWrQoBQsW5K+//mLkyJGcO3eOjRs3Wt0+LCyMsLAw8+OQkBAAIiIiiIiIsMMriWHan9322749rqNHowUGErlhA/rrr1vd7P33YelSV06f1liyJJIePdL+9SO7n6sMLvb5Mnz6KS5nzwKwOP9Y/gyuQe8eUZQqZSRZpzNXLlzz50cvXBi9e3e0ZcvQrlwhMlcukreDtE3eW7aR82Ubu52vdu2gdGncataMf4z9+1Xve/QxDAaYMkXj7bddmTFDp2vXSArUro3r88+jnTuHbjCgGY3xgiDd1ZWoJUvQnfS7tfd7y5b9aLpuWybFqFGj+Ng0jjcBZ8+eZePGjaxcuZJz585ZrMuXLx8TJ06kX7LGesLOnTtp0qQJFy5coGTJkvHWT5gwgYmmqTpjWbt2LV5eXsk6hjOVXb2a5777jtvlyrHfNPDfih9+KMGyZRXJkeMpn3/+G15e0gWTkWS5eRP3kBDQdeqPGoUhKoqbhnwUNF7FwyOK5VPX41Eq+ZdPDRERGF1dVQ+frmOIjMToJlMJCJGacly8SMNhw9A1DU3Xzbe7Z83iQZzPMzVkuh7//pubZs0C6d//JCV++IGKy5YRWrAg2aykW1jbT3r2+PFjOnbsyIMHD5JMF7E5eLl16xZ37txJdJsSJUqwevVqhg0bxr1798zLIyMj8fT05Ntvv+X1BHoZ4nr06BHZsmVj69attGjRIt56az0vfn5+3L592+65MhEREezYsYNmzZrhZq8PgmvXcC1VCi0yEqO/P8bPPkP394+3WXg4VK3qyvnzGkOHRjF9utE+x3cQh5yrDMzN3d3isQ7UYy/7qctUPuADphERHu6cxqUx8t6yjZwv29j1fF25gmvt2vF7QQ8etDpx64EDGg0bumIw6PzxRyRVitzFtWhRtOjPOFMPjOk24tAh1YPjJPZ+b4WEhJA3b95kBS82Xzby8fHBx8cnye1q167N/fv3OXr0KP7RH8Y7d+7EaDRS00o3WkJOnDgBQIECBayu9/DwwMPKJHhubm4O+0O1676LFoX27WHNGgxHj2L4+muoVcvKMdUspC+/DPPnu9C3rwulS9unCY7kyN9DRhK5YgWG7t0xGFVQ+j1t2E9dihDEYJfPYOVqOY9xyHvLNnK+bGOX81W8OAQFobm7q17Qfv0gPBy3BCZubdAA3nwTvv1WY/hwN3bvzo/Wvr0aZeTpiVaxIvTogbZ0KVy+jFvBgurDwcns9d6yZR8Oy+QrW7YsLVu2pFevXhw+fJj9+/czYMAA3nrrLQoWLAjA1atXKVOmDIcPHwbg4sWLTJ48maNHjxIYGMgPP/xA586dqV+/PpUqVXJUU53HNJTulVdilq1erbLIv/oK6tSxGM/fqhW0bKkukw4f7oT2pqZMVs9Af/VVnubODcAjvOjEGgA+YTheh3fLKCEh0isbZ5yfOVOVAvv9d/j2W2IGdhiN8OOPqgbMoUMQGGi19yazcOgwhDVr1lCmTBmaNGlCq1atqFu3Ll988YV5fUREBOfOnTOPJnJ3d+fXX3+lefPmlClThmHDhtG2bVt+/PFHRzbTeUxD6d56K2bZ3bsqi7xzZzh40GI8v6bB7Nlq3q4ffohVkTEjymT1DFwGDsTr9m0A+rOAp3jRgN38j++c3DIhRGoqWjRmuoDhw+FxhRpQs6bKHTB9fiYWBGWSL34OG20EkDt3btauXZvg+mLFihE75cbPz489e/Y4sklpy+rVqhhRYuOf162DLl1UNlfevJQtW5QBA2DePBg8GE6ejBmNl+4FBcHt2+oPM3Y9g1ivn6JFndtGR1ixAsPq1eiaxvGs9VgZ2hWDZuTTcl+g3fFVNR+EEJnGiBGwbJma127GDJgwcKDqff38cxXZxMmRsxD7i1+sUiUZjRSAcKbECoqZWBnPP368Kmx05gwsWuT4ZqaazFja/swZc7fwmbc60qXoTgD69DVQ6dSaTN81LERm5OUVMz3Mxx9D0Av/gwIFIDgYNmyI/4RMOKeZBC9pRUKFxKwUNcqVCyZPVovHjVOdFRlCZitt//ixStZ+/BhjkyZ8lm0of592ifn9JuP6uBAiY3rzTZXA+/QpjBjjjnkq+U8/jb9xJvziJ8GLs+XLB76+6k22aBEkNDwsTmn3Xr2gUunH3LsHo3veSqXGOlhmK20/aBD8/Tfkz8+dOctZs64CAJMmqZ41IUTmpWkqPcBggPXr4UCF3upy0R9/qDmPYstsX/yQ4MX5ChdWlwYOHVJZ5HHfZAn0yLi6woJKKnlryWYf/vjDwe1MbRm9tP3XX8OSJeo/1Jo1fPBpQR4+dKd8eZ2MNom6ECJlKlcG01zGvcfmx9i+g3oQt/cls33xQ4KXtCH2ULqqVSFrVnXf11c99o2VtBnr2mbdvdPoynIA+nV9TOShDHBtM25PlL+/5evPCM6cMc8WzZgx/JG1CUuWuADw6adRGScBWwjxzKZOVWMVTp+Gr3K+pxauX6/yX6zJ6F/8omXsV5ceFS4MFy+qd+v169ChQ0zS5pEj8a5tzmAEubjLiXNeLKy1Mv1f24zbE5XR6hns2QMvvKCmjm3UiMgPxpl7Who1ukS9eml/3iohROrJnVvVfgF4d6k/T6u/qIp9LV5suWFm+OIXiwQvaVH+/DB9uro/YUJMRu6qVerWFFHrOj7cZhqjARjLZILnZ4C6IDYWdUo3dB169lSJulmzwrp1fLbIlZMnIVcuna5dTzu7hUKINKhLF6hXT/3rmM9AtfDzzyHW1DgZ/otfHBK8OENyigh16wa1a0NoqLofewhcjhwWm/ZkCS9wmBByMPxgWwc2XKSI6VLf0KFw4YJa5u7O1WM3GPthFABTp0aRI4fMXSSEiE/TVKzi6gofHHmdJ3kLw82b8XMkM+oXPyskeHGG5FSPNRhg4UJ1f8cOyyFwsSa7BHAxwOf0Q9N01q6FnTtjrcwk1RbTNNOlvrlzY5bdv8+Ql84S+tiFWhyke3e5XCSESFj58ur7TyRuzIoarBZ+8omaNiATkuAltaSkiFCVKmoyIxNrE4B36wb+/vj7XuPdzo8A6NtX1QYAMl2Z/TRp/vx4i7bqzfmWdhiI4vOp9zJ6bp0Qwg7GjYMiRWDGvV488cgB//wDP/3k7GY5hfzLTC0pLSL03Xfg52d93ZEjqoZ09LXNKXOzUaAAnD8Pk94NzlTVFtOsp0/jBY6P8KI/CwAY2PE2VT5o5YyWCSHSmaxZ1Sjph3gzPzw603/GDOc2ykkkeEktKS0ilDWrStqNzfQ1Pc61zZw5Y640zVjuw3H/Hpmm2mKapOuqG+zw4ZjigwYDY5jCf5SkMJeZ2CeB4Y5CCGHFa69BmzYwVx9IhOYG+/fDgQPOblaqk+AltTxLEaHmzdVkF6A+BCtXTnAIXJs28GaNIKJwpSdLiNRjRiYBGbbaYpo0bx6sXKmmAV+0CHx9Ofh8V+ZpgwH4ItcovEvkdW4bhRDpzoIF8DhHQVbp76gFU6c6t0FOIMGLM9haRKhwYbh6FcqUgZAQKFcu0SFw838oSi7vSI7hz2yGWq7MoNUW05wdO2DYMHV/1izo0IGwc4H0YAm6rtG5s85Lwcsy7DBGIYTjFCwIc+bAdEYRhQG2bFFpAZmIBC+p6VmKCOXMCStWqIBnzRr1Zk1A/vwwe8gVAMYzkfOUyvDVFtOUCxfUhItGI3TtCgNVXYbJMzw4e1Yjf36YMydjD2MUQjhW165Qonlp1vEWAPrkKc5tUCqTT7TU9KxFhGrWhJEj1f3eveHatQQ37dLDlWbue3hKFnqV3oOxWvUMXW0xzbh/X12UvncPatVSQaqmceJETN3BBQtU1UwhhEgpTVNFdudk+RAjGtqm79VEr5mEBC+p7VmLCI0fr4ZQ374NHTtCVJTVzTS/wiw+WQsvL5095wuysPMfGbraYpoQEaHmsT9zBgoVgo0bwcODiAjo3l39qv73P2grdQSFEHZQrBh0m1mODah/Ko9GTXJug1KRBC/pjYeHGv6cLZuaJ2dSwm/W4mU8+PhjFSi9P0LjnwC5TOEwug79+8Ovv6oRYj/9BAUKADBtGhw/rnpbPvvMye0UQmQo/frBz9XGYkQj68/fYjx63NlNShUSvKRHzz0XMynX5MmWJXXjVNR99101WOnpU3jnHdU5IBxg1iz48kuVW7RuneodQ42SNsWX8+erfCQhhLAXgwE+XFeJ71xU7kvgO2Oc3KLUIcFLetWxI/Toob7xd+oEN26o5XEq6hoMqo5drlwqnpmSuXK6Usf338OIEer+7Nnw8suAmpaqUyd1uahDB/UrE0IIeytdGozjJxKJCyXObuHiqv3ObpLDSfCSnn36qZrw4vp1lSR65IjVirqFIoP4/HO1eOrUhMvNiBT4808Voei66uaKHlkEMKzzLS5cgML5wlmwwIltFEJkeO3HlObXIt0BuN9vNE+fZOz50iR4Sc+8vGD9enX/0CF44YUEK+q2bx+T3/vOO/DokfOanWFcuACtW8OTJ2oOqnnzzMnYP/wAX3zvg4aRVS8uJlcuJ7dVCJGhaRpU3zyOJ3ji/3gvX7fflPDGGWDCXgle0rty5dSwaZNEph747DM1COb8eRg+PJXbmdHcvKkCllu3oGpVFUS6ukJQENe3naRHF5VcNIxZNNo/ReaVEkI4XN4qhbnc/n0A6v84nJ2/hFnfMANM2CvBS0aweLEaomtNrIq6uXKpOnegyo+YrjAJG4WGqh6XixeheHFVMDB7dgCMxYrTo+UVbt93oxInmcIYmVdKCJFqnlsygvteBSnJfxx461Pu3IleERSkvkBlkAl7JXjJKEyl6E1MtWTiaNoUPvhA3e/VS/XCCBuYarkcOQJ588LWrar4X7QZ7Y6yhdZ48JTVvI0H4TKvlBAi9WTLRpa50wAYGDKZgW8GYzSivjhVr66+SCU0YW86uowkwUtGUagQ+PiAm5t6nDOnGpdrpaLuxIlQvz48fAjt2qlh1BmWPa/tGo0q4tu6FbJkUbVcnnvOvHr3bvjwu6oAzOc9KhKn2qXMKyWESAUePd7mcfkX8OYhr+0axLRpqC9Orq5qg7jpBaYvu+noMpIELxlF4cJw+bL6BHVzU+Xp33vPakVdV1f4+msV65w4AYM73Uz3yVsJste1XV2HoUNjZolev15N1xAtOBjeekvFN51b36EnS2yfgFMIIezBYMBr9RcYDS6041sOj/2R33w7JTzUNGdOdZuOLiPJf9WMxMMD6tRR1dAAxo6FH3+0umnBgmp+R02DxRvz8fWu/Okq6k6UI67tTpigRhMBLF1qruUCEBmp6rjcuAEVKsDC2U/RUjoBpxBC2EOVKhiGq3SCz/R36fXWQ67ejO6Zj/uF6t49dZuO8vMkeMmIevdWEz/quvpUPXky/jZBQTTLfZQxPYLVU/iCs6uPppuoO1HJubZri9mzLcvkdulisXrsWDVTQ7Zs8N13kPW5Qs82AacQQtjD+PEYi5fAjyt8eHswb417joj8hdX/wm7d4m+fjvLzJHjJiDRNfcg2aaIKurzyiipkF1v0B/z4JYVpxE5Cyc4rd1dwx79Zuoi6E5XYtV1b/yiXLIlJhp4yBQYMsFi9eXPMbNFLl8Lzz0eveNYJOIUQ4ll5eWFYvgxd0+jBMnz//IGR7QPUF6plyxJOFUgH+XkSvGRUbm7w7bfq0/TyZVWB98mTmPXRH/AuGFlPO4oRwEVK0Y71RLh4pvmoO1GdErm2m5w/SlOS79SpMTV03n8/ZphWtBMnYkr+Dxyokp+FECJNadAAbfRoAL6kFxs+vcqSpbG+WEG6zM9LPy0VtsuVS42IyZ1bzRDYtavKKAWLD/i83OFHXiEbD9lJEwa9finNR93JlpI/SlOS79ixqsemTx/4+GOL4efBwapD6/FjaNYMPvnEzu0WQgh7mTABatYkJw9YTzuG9H3Crl2oPLx0mp8nwUtGV6oUbNyoemLWr4cxVmYcNRiowGnWam+jYeTz73xYuDD1m2pXtv5Rxk7yXblSLdN11WPVowdcumTe9PFjtfjKFShTRp1W0wh1IYRIc9zcYO1a9Ny5qclhvojqTts3dP59XDjd5udJ8JIZNGigqvACTJsWMxopzgf8K9WDmZ5tKgADB+r8WmV4+h0+XdjGP8rYSb4hITHLN2+GGjXMOUBGo8rX/fNPyJNHdWyZRhkKIUSaVaIE2oYN6K6udGAdg+5P4OWX4e6j9JmfJ8FLZtGtG0yerO4PGqS6C6x8wL9/awTvvANRURptT47l+Kyd6jnpcSIvW5JmV69O+NJSrCTfcePUiCI3N9WhVbKkndsshBCO0rAh2qJFAIxnEq+f/5i2bSE83MntSgEJXjKTDz+Ed99Vl0PeeUfldcT+gL90Ce3033zR7zgN3PYTQg5afNOdf78/rZI60vlEXolK7K83Osl37lyVwwvwxegA6k9IZ8GcEEL06GEu/fAxo6i1exodO6p6VRbS+BdWCV4yE02DTz/FHGq3aWNZAyb60olnnWpsjmhNNY5yS89Lszeycfmb/WqbtFyBMaV/bHPmQPfuMcnMcTPwUcOghwxR9ydMgK735mTsYE4IkXGNHWvuiZ/GBzTd0Jc+3cLN/wKBND/ztAQvmY2Li7oE0qCByu1o0QLOnVPrYtVHycEDfuElnuMclyhKc7ZzmzxpuwKjrX9suq7+iIcOVY/79lXzQVWvbpHk+80fRenVS20y7O3rjHs5Y8zKKoTIBBL6UjdmDMycia5p9GUx3Vc3YkK70+hH0sfM0xK8ZEaenrBpE1SurGraN2qkppeOUx8lH7fYQTMKc5l/KMtL/EKInk2tTO0KjAn9AaZ0KgCjURVnmTJFPf7oI1i4UG0fKwfo588v8fagPOg69GYxM1cXQKtup8q9QgjhaIl9qRs+HO2nnwj3ysGLHGDEhpr88sIY+1UndyAJXjKrnDlhxw41GU9wsApgLl6MWR99yaSIdoUdNCMvtzjCCzRnO/fJkfoVGBP6A0zJVABPnqjqcp99ph4vWACjR8ck9UZfNvr1N422b7kRGak2X7gqO5q9KvcKIYSj2PKlrlUr3E8eIbhUXbLxiFZs5S650vz/OAleMjMfH/jtNyhXDq5eVQHM06eW9VHKlqUM59hOC3Jzh0PUoim/cveBi+Pbl5w/QFunArh5U02b8M03MevffTfeoX/8Uc29GBamarqsWAEu73R8tsq91kT3KGlHj9r+XCGEsMbWL3WlSlHg3B62vrmE2+QhN2qiRj32NgcOpKnipRK8ZHb58qkApkwZNY1Ax46we3fMpZOtWyF/fqq+4MrOMTvJ63qPo1SnQb9yXL3q4LYl5w/QlqkAzp6FWrXg4MGYnicrf4zffANvvKECl9dfV4/jFaGzVznt6B4lbc2aZ9uPEEKYpGR+N4OBlut7sPrdAwxiLpfwQ4u9vlkzNUp13bqYWaidSIIXoXpadu6E555TvRmNGsFff6l1fn7mPJDKk99k9/GcFCig8/c5N+rUgX/+cWC7bP0DTCyg+O03qF0bAgKgRAn44w9o2FCti5VPM2eOmojbdKlo/fo45WHsUU7bSo+S4ZtvyHHxolqWhpLihBDp0DPM7zZ4tBfPewdTgv9ozjb2uDdF1zR48ED9z+3QQfXaN2oEEREOegFJk+BFKAUKqJwSUw5M/frqMVjkgZSvoHHggMZzz6mK+XXqqI4ah0juH2BiAYWuqxo1LVqoP746dVTgYp7+GVi1iqhdexjSK5ShQ9VT+vdXnSKm2MnM1sq91ljrUbp9m4bDhuFWq1aaSooTQqRztvYSFy7MuzcnsvIrF3a7Nadh+A6avviUBz/sURPUlisHUVEqxcCJ86JI8CJiFCwIe/eqwCUkBFq2VF0PcRQrBvv2Qc2aqvewWTNYssTBbUvsDzChgCJbNnX95/331R/b22+rHhgfH4vej/tf/8LL/MTcEw0B+Pi9K8wfHoRLQmk9tlTutcZKj5IWfaunsaQ4IUQ69Sy9xB4edHpb45dfIHt22LnPnWqD63O6yww4fRr++y9mmhknkeBFWMqZE7Ztg//9TxWye+stmDs35nJNNB8f1TFjusTSqxf07q2CcbtK7h9g3IDi7FnVu7FpE7i7w+efq64UT0+1TXTvxyn/LtS8/RNbeYksPGYd7Rkx3w+teDE7v5BYEulRity/P00lxQkh0ik79BI3aQL796t/l//9B7VqRLGhwni4c0f9f3UiCV5EfJ6eKilrwAAVtAwZokpKx4lMsmSBNWtUqRRNgy+/VFdlzp+3Y1ts/QM0GtXQ51q11NDvokXVX1/fvjHBDaB/tZolht7U4DD/8jx+XGI/L9Ke9ak7JDC6J0l/1sRfIYSI61l7iYGKFdVEtA0bQuhjF/53eiIDejy2/xdVG8l/TGGdi4uaSuCTT9QH7PLlUK+eSniNRdPUlEnbtkHevHD8OFSpAl9+aYjbWZNyyf0DvHhRJd4OGKCGCr38skqAjfMN4eZNeHNTJ3oZF/OULLTkF47iT1VOqA2sJbTZe56POD1KetWqPM2ZU3VpCSFEWhEURN6go2yffoyRXupS0YK/6lOnymPu7jpJlps3ndIsCV5EwjQNhg1TkUnu3OqDu0oVWLs23qbNmqnApXFjePwY+vd3YcKE2ly4kArtNBph3jyoVAn27IGsWVUBus2bVbuj6Tp8/TWULw8bNoCri850RvKz9go+3E48oc3e83zE6VGKOnCAHV9+aVvirxBCOFr0JXa3Wv5MfzKIX2hJXm5R9Nw28rV4gea9ezulWRK8iKQ1bap6MOrUUYm8nTpB+/ZqaoFYChdWpVPmzgVPT52TJ/NRtaorEybAo0cOatvx4yrBePBgFTU1agSnTqnhQrGCkdOn1fXbjh3h9m3VFXr4p5uM9F2FoXo16/k0KZ16ILni9CgZnZi5L4QQVsUZYNCSbZygCsvoDq6uHDXNWJvKJHgRyVO0qOrVmDBBBQXr10PZsmqYUVSU2ubIEQxNGzPoxSMcPx5JlSo3CQvTmDgRSpWCxYtVDrBdXL0KPXuqgGP/fjWy6PPP4ddfoXhx82ZBQWrC6EqVVMeJp4eRicWWc2TxUaq2zJ94Pk1Kph4QQoiMxMoAg0JcIxf3idy/nysNGjilWQ4LXqZOnUqdOnXw8vIiZ86cyXqOruuMGzeOAgUKkCVLFpo2bcp5u2Z/imfi6grjx6vsrapV1TjpXr2gWjV1aWnlSvOllZIlYfz4g6xZE0nx4nD9usqZLVlS9cyEhKSwDcHBKoG4ZElYulRdC+rQQXWt9O1r7m356y/o2hVKl1bpOkYjtGkDZ9pPYlxgd9zXrVL7SyyfJiVVKoUQIqOyV2VxO3BYC8LDw3nzzTfp169fsp8zY8YMPv30UxYtWsShQ4fImjUrLVq04Kmz05qFpWrV4PBhmD0bvL1VpNCypbr0Aiqx5Phxcl68wJs1Ajl7VgUsBQrAlSsq9ihQQA1g2rMHog4lkQyr62pdly6qB2juXJWQW7euKjizdi0UKcL9+6ojqG5dNWH2ypWqAGSj2k85uPwfvh97jOJbP1f7TM7ln2eoUimEEBlGQiUrnDnAQHew5cuX6zly5EhyO6PRqPv6+uozZ840L7t//77u4eGhf/3118k+3oMHD3RAf/DgQUqam6jw8HB906ZNenh4uN33nW6p0CLxn2hPnuj64sW6Xras5WqfLCF6V5bpy5uu1v/9V9ejonRdNxp1/Z9/dP3jj3W9fHnLJ7z4oq5v26Y/CjXqv/+u69On63rDhrru4hKzicGg62++qesHD8Zpo6ZZ3sZpYzxHj8bsMPbt0aN2PY3y3ko+OVe2kfNlGzlfCXj6VP1f1nV1+/Sp3c+VLZ/fcYufO01AQADXr1+nadOm5mU5cuSgZs2aHDx4kLfeesuJrRMJWr1aXZ+JjLS6Ws+TB61nT3jhBTyrVqV3sfv0yjeN/V2msGz/82zak5NbIdn4hZf499eLHHxuMXUNB2nouhe/8P/M+4lw8eBEibb8UGIwf0S9wIU+anoCo9HyeOXLQ+fOqphuwYJW2mjt8s+KFQm/PtM3Dj8/1VW0dKmawNKWuYyEECK9i31J3XSJ3YlzG6WZ4OX69esA5M+f32J5/vz5zeusCQsLIywszPw4JDqZIiIiggg7n1jT/uy933StXTsoXRq3mjXjrYpydcXlzh31gb90qXm5BtTdU5e6wNJYy8yMQDiE4c5uGrKBtqyPaseD8zkhTgpUgQI6NWvq1K+v89JLRkqWjFln/jUl0saI/ftV/k5Cv9P8+VXVPXd39QfbrZvKOrbzH668t5JPzpVt5HzZRs5X8tn7XNmyH5uCl1GjRvHxxx8nus3Zs2cpU6aMLbt9JtOmTWPixInxlm/fvh0vLy+HHHPHjh0O2W96lePiRRoCuqah6br5dv/kybiHhpLv2DFyXrhA1hs3cA8JsQhUtDj7MgJ3ycO+mh35vdJb3HiUi4gIA02ibuHicoNs2SLInj0cX99HPP/0b+pu/Jyzdbtwv0Qpzp2Dc+dsbOO+fTwIDnbAWUkZeW8ln5wr28j5so2cr+Sz17l6/Phxsre1KXgZNmwYXbt2TXSbEiVK2LJLM19fXwBu3LhBgQIFzMtv3LhBlSpVEnze6NGjGTp0qPlxSEgIfn5+NG/eHG9v7xS1JSERERHs2LGDZs2a4SY1OWJcuYI+YwZ64cIYu3f/f3v3HxN1/ccB/HkHd4d9A7X4naSCEmW2VCbDH6Mcze90mv6Dm46Ry6ikWbplFhn5IyXHWpujXJbhkrgvNmxNGaYka5rpUtj8BuEUhFwdyxVxicaPe33/wLsvKOB9rvt8Pve5ez62G+PD544Xz328e/n+fD7vN0z79kGuXsWNmBikr1uHe/71L8+uMujr7Y0LMHAF+dgz1Vg8YwYW3+XXmtf/B2H/vYD7r1yBa906xTXi6lXMXb48ICaG47HlPWalDPNShnl5z99ZdSm4DVVR8xITE4MYla4unjx5MuLj41FbW+tpVrq6unDmzJlR71iy2WywDTNdvMViUe3AU/O1DWnyZKCtDSb3qZUXX0Tv9eu4WVs7kNOga07cDcuQxsVkGrgGxWwGXC5YwsNHXmq9rW1gljmTCTh4EAAQVlmJsNWrB14jOnrgjiQvakRPDyw+rPWhJh5b3mNWyjAvZZiX9/yVlZLXUO2al/b2dvz+++9ob29Hf38/GhoaAABTpkzBvffeCwBIS0vDzp07sXz5cphMJrzyyivYvn07pk6dismTJ2Pz5s1ITEzEsmXL1CqT/GW4i7ncVq0amNBu1qw7n3f//UBysvcXww6eGM49P4t74ji3kRZVGq1GIiIyDNWal7feegv79+/3fD9jxgwAwIkTJ/DEE08AAJqbm/Hnn3969tm4cSOuX7+O/Px8dHZ2Yt68eaipqUFERIRaZZLWbo2ueL4ePgxkZAw0E/n5/78YdiT/5M4hIiIKCqpNUldWVgYRuePhblyAgRl1B19DYzKZsHXrVjgcDty8eRPHjx9HamqqWiWSlkaa5GjCBGVLtnPiOCKiAf5e7d5AAuZWaQpy7lWU3deceDPKcje3j+IQEYWSwavdp6frXY2m2LyQdvx1zQknjiOiUDX4poXBq93n5Y1+00KQYfMSin74Adi4Edi1y5jduhqjOERERvBPbloIIvovDUnaGzzUaFSjrQZNRBSsuNo9AI68hA4ONRIRGd9oU0+cOQPMnKl9TTpg8xIqONRIRBRcQvimBZ42ChUcaiQiCg4jTT0RQjctcOQlVHCokYgoOPCmBY68hCSzeehXIiIylhC/aYGfXqGEQ41ERBQEeNoolHCokYiIggCbl1DDlZWJiMjgeNqIfBfCi4IREZF+2LyQ74Jhpl4iIjIcnjYiZThTLxER6YzNCynDmXqJiEhnPG1EynCmXiIi0hlHXkgZztRLREQ648gL+Y4z9RIRkQ74qUPKcaZeIiLSEU8bkXKcqZeIiHTE5oV8w5l6iYhIJzxtRERERIbC5oWIiIgMhc0LERERGQqbFyIiIjIUNi9ERERkKGxeSFWmc+eABQuAH37QuxQiIgoSbF5IVaYDB4ATJ4DPPtO7FCIiChKc54X8r60NcDgw9vJlmCsrB7bZ7UBe3sAijtHRwMSJ+tZIRESGxeaF/G/SJFgAPAFATKaBbb/9NnQxR/dK1ERERArxtBH534EDkPCBvtjkblLcX8PDgQMHdCqMiIiCAUdeyP9WrULf1KmwZGTc+bMzZ4CZM7WviYiIggZHXkhVYr51iJl5qBERkX/wE4XUERODm+PGQWbMAPbsGbjeJT4eiI3VuzIiIjI4njYidUyYgGN79+LfS5fCbLUC+flATw9XnyYion+MIy+kGpfFArjvNjKZ2LgQEZFfsHkhIiIiQ2HzQkRERIbC5oWIiIgMhc0LERERGQqbFyIiIjIUNi9ERERkKGxeiIiIyFDYvBAREZGhsHkhIiIiQ2HzQkRERIYSdGsbiQgAoKury++v3dvbi+7ubnR1dcFisfj99YMJs1KGeXmPWSnDvJRhXt7zd1buz2335/hogq55cTqdAICkpCSdKyEiIiKlnE4nxo4dO+o+JvGmxTEQl8uFX375BZGRkTC5FwX0k66uLiQlJeHnn39GVFSUX1872DArZZiX95iVMsxLGeblPX9nJSJwOp1ITEyE2Tz6VS1BN/JiNpsxYcIEVX9HVFQUD2ovMStlmJf3mJUyzEsZ5uU9f2Z1txEXN16wS0RERIbC5oWIiIgMhc2LAjabDUVFRbDZbHqXEvCYlTLMy3vMShnmpQzz8p6eWQXdBbtEREQU3DjyQkRERIbC5oWIiIgMhc0LERERGQqbFyIiIjIUNi+3KS0txaRJkxAREYGMjAycPXt21P0PHjyItLQ0REREYPr06aiurtaoUv0pyWrv3r2YP38+xo8fj/HjxyM7O/uu2QYbpceWm91uh8lkwrJly9QtMIAozaqzsxMFBQVISEiAzWZDamoq/y2O4v3338dDDz2EMWPGICkpCevXr8fNmzc1qlY/3377LZYsWYLExESYTCZ8+eWXd31OXV0dZs6cCZvNhilTpqCsrEz1OgOF0ryqqqrw1FNPISYmBlFRUcjMzMTRo0fVKU7Iw263i9VqlX379smPP/4ozz33nIwbN046OjqG3f/UqVMSFhYmu3btksbGRnnzzTfFYrHIhQsXNK5ce0qzWrlypZSWlkp9fb00NTXJM888I2PHjpWrV69qXLk+lObl1traKg888IDMnz9fnn76aW2K1ZnSrP7++29JT0+XRYsWycmTJ6W1tVXq6uqkoaFB48r1oTSv8vJysdlsUl5eLq2trXL06FFJSEiQ9evXa1y59qqrq6WwsFCqqqoEgBw6dGjU/VtaWuSee+6RDRs2SGNjo+zevVvCwsKkpqZGm4J1pjSvl19+Wd599105e/asXLx4UV5//XWxWCxy/vx5v9fG5mWQ2bNnS0FBgef7/v5+SUxMlJ07dw67f05OjixevHjItoyMDHn++edVrTMQKM3qdn19fRIZGSn79+9Xq8SA4ktefX19MmfOHPn4448lLy8vZJoXpVl9+OGHkpycLD09PVqVGFCU5lVQUCALFiwYsm3Dhg0yd+5cVesMNN58GG/cuFGmTZs2ZNuKFStk4cKFKlYWmLzJaziPPPKIbNmyxe/18LTRLT09PTh37hyys7M928xmM7Kzs3H69Olhn3P69Okh+wPAwoULR9w/WPiS1e26u7vR29uL++67T60yA4aveW3duhWxsbF49tlntSgzIPiS1VdffYXMzEwUFBQgLi4Ojz76KHbs2IH+/n6tytaNL3nNmTMH586d85xaamlpQXV1NRYtWqRJzUYSqu/x/uJyueB0OlV5nw+6hRl9de3aNfT39yMuLm7I9ri4OPz000/DPsfhcAy7v8PhUK3OQOBLVrd77bXXkJiYeMcbQzDyJa+TJ0/ik08+QUNDgwYVBg5fsmppacE333yDVatWobq6GpcuXcLatWvR29uLoqIiLcrWjS95rVy5EteuXcO8efMgIujr68MLL7yAN954Q4uSDWWk9/iuri7cuHEDY8aM0akyYygpKcFff/2FnJwcv782R15Ic8XFxbDb7Th06BAiIiL0LifgOJ1O5ObmYu/evYiOjta7nIDncrkQGxuLjz76CLNmzcKKFStQWFiIPXv26F1aQKqrq8OOHTvwwQcf4Pz586iqqsKRI0ewbds2vUujIPL5559jy5YtqKysRGxsrN9fnyMvt0RHRyMsLAwdHR1Dtnd0dCA+Pn7Y58THxyvaP1j4kpVbSUkJiouLcfz4cTz22GNqlhkwlOZ1+fJlXLlyBUuWLPFsc7lcAIDw8HA0NzcjJSVF3aJ14suxlZCQAIvFgrCwMM+2hx9+GA6HAz09PbBararWrCdf8tq8eTNyc3OxZs0aAMD06dNx/fp15Ofno7CwEGYz/0/rNtJ7fFRUFEddRmG327FmzRocPHhQtdF1HqW3WK1WzJo1C7W1tZ5tLpcLtbW1yMzMHPY5mZmZQ/YHgGPHjo24f7DwJSsA2LVrF7Zt24aamhqkp6drUWpAUJpXWloaLly4gIaGBs9j6dKlePLJJ9HQ0ICkpCQty9eUL8fW3LlzcenSJU+DBwAXL15EQkJCUDcugG95dXd339GguBs/4VJ3Q4Tqe/w/UVFRgdWrV6OiogKLFy9W7xf5/RJgA7Pb7WKz2aSsrEwaGxslPz9fxo0bJw6HQ0REcnNzZdOmTZ79T506JeHh4VJSUiJNTU1SVFQUUrdKK8mquLhYrFarfPHFF/Lrr796Hk6nU68/QVNK87pdKN1tpDSr9vZ2iYyMlJdeekmam5vl8OHDEhsbK9u3b9frT9CU0ryKiookMjJSKioqpKWlRb7++mtJSUmRnJwcvf4EzTidTqmvr5f6+noBIO+9957U19dLW1ubiIhs2rRJcnNzPfu7b5V+9dVXpampSUpLS0PqVmmleZWXl0t4eLiUlpYOeZ/v7Oz0e21sXm6ze/duefDBB8Vqtcrs2bPl+++/9/wsKytL8vLyhuxfWVkpqampYrVaZdq0aXLkyBGNK9aPkqwmTpwoAO54FBUVaV+4TpQeW4OFUvMiojyr7777TjIyMsRms0lycrK888470tfXp3HV+lGSV29vr7z99tuSkpIiERERkpSUJGvXrpU//vhD+8I1duLEiWHfh9z55OXlSVZW1h3Pefzxx8VqtUpycrJ8+umnmtetF6V5ZWVljbq/P5lEOE5IRERExsFrXoiIiMhQ2LwQERGRobB5ISIiIkNh80JERESGwuaFiIiIDIXNCxERERkKmxciIiIyFDYvREREZChsXoiIiMhQ2LwQERGRobB5ISIiIkNh80JERESG8j9qsNkFg9NDkAAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 12\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"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 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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0H5b6UxXa7fo/GykpKcjKykLt2rVNHvfSpUs2nd+clJQUCCEQHh5u8vnSTEk1bNjQrvb2vEZA8d8Xcz/Lnp6eaNSoke557XfDa61SpYrR37qUlBQcP37cbPClTbI3JSUlBUeOHEFgYKDJ50v7nrkzBi9uwN/fH3Xq1MHff/9t9Jz2fyTmCml5eXkZfQAUFRXhwQcfxLVr1/Daa6+hWbNmqFatGs6fP4+hQ4eWKpFMpVKZ3C7+SzzUHnvChAmIiYkx2dYwGCiJsjoPAJsLfVl7bUpyjqKiItnjqlWrYteuXUhKSsJPP/2ELVu24Ouvv8YDDzyAn3/+2Wwf7FWaa3EkW18XLVO/D7bS/kx98cUXCA4ONnpef0TAEnOvnant+q+nRqNB7dq1sWrVKpP7m/uAtJVGo4FCocDmzZtN9kX/PwyWXndT+9oz6gLY9xoBzv2502g0aNu2LRYuXGjyeVM/C/r7Pvjgg5g4caLJ57VBOxlj8OIm+vTpg6VLl2Lv3r3o1KlTqY519OhR/Pvvv1i5cqUsGXDbtm0m22s0Gpw+fVr2i/bvv/8CgE0Jivq0/6upUqUKoqOj7ew5dEvFb968KftjevLkSYeep3Hjxti6dSuuXbtmdvSlfv360Gg0SElJ0Y0IAEBmZiZu3Ljh0Ho7NWrUMLlawtQIhFKpRI8ePdCjRw989NFHeO+99/DGG28gKSnJ5Guh7afhawhIq7Vq1arl0OXEFy5cMBrJMfx5ql+/Po4cOQKNRiMLNk6cOCHrs3bEx/C1KenIjCWNGzcGANSuXbtEP1OOOP/27dvRtWtXu4MBW48vhEDDhg2tfqha+nk0HLkoS/o/y/r9yM/PR1pamu5907ZLSUmRjaQVFBQgLS1NVsOlcePGOHjwICIiIuyuSNy4cWPcvHmzXH5eXB1zXtzExIkT4ePjg+effx6ZmZlGz9vzPw/t/1709xFC4JNPPjG7z7x582Rt582bhypVqqBHjx42nxeQ/vBHRUVh8eLFuHjxotHzloZgAeChhx5CYWGh7H9BRUVFmDt3rkPP8/jjj0MIgalTpxo9p33dHnroIQAwWjHw0UcfAZACTkdp3LgxsrKyZFWUL168aLSiydSy0bZt2wKA0fJtrTp16qBt27ZYuXKl7APp77//xs8//6y7TkcpLCzE4sWLdY/z8/OxePFiBAYGon379gCk1zYjIwNff/21bL+5c+fC19cX3bt3ByB9CKlUKqPcgQULFji0zwAQExMDPz8/vPfeeyYrrFr7mSqtAQMGoKioCNOmTTN6rrCw0Gy5AFv1798fKpUKU6dONfp7IoTA1atXdY8bN26MP//8E/n5+bptP/74o8XS+WUhOjoanp6e+PTTT2XXkJiYiKysLN3vZIcOHRAYGIhFixbJrmHFihVGr+OAAQNw8eJFkyMvubm5Jqfz9fdNTk7G1q1bjZ67ceMGCgsL7b3ESoMjL24iPDwcq1evxuDBg9G0aVNdhV0hBNLS0rB69WoolUqb5vObNWuGxo0bY8KECTh//jz8/Pzw7bffms298Pb2xpYtWxAbG4uIiAhs3rwZP/30E15//fUSDVXPnz8f3bp1Q6tWrTB8+HA0atQImZmZSE5OhlqtxuHDh83u+8gjj6Br166YNGkS0tPT0aJFC3z33XdGeTqlPc/999+PIUOG4NNPP0VKSgp69eoFjUaD3bt34/7778fo0aPRpk0bxMbGYsmSJbhx4wa6d++OvXv3YuXKlejXrx/uv/9+u18bcwYNGoTXXnsNjz32GMaMGaNbonv33Xfjr7/+0rV75513sGvXLvTp0wf169fHpUuXsGDBAoSGhqJbt25mj//BBx+gd+/eiIyMRFxcnG6ptL+/P95++22HXQcg5bzMnDkT6enpuPvuu/H111/j0KFDWLJkiS6vYsSIEVi8eDGGDh2KAwcOoEGDBvjmm2/w+++/Y86cObo8MH9/fzz55JOYO3cuFAoFGjdujB9//NEpuQR+fn5YuHAhhgwZgnvvvReDBg1CYGAgzp49i59++gldu3aVBfmO1r17d8THx2PGjBk4dOgQevbsiSpVqiAlJQXr1q3DJ598gieeeKLEx2/cuDGmT5+OhIQEpKeno1+/fqhevTrS0tKwfv16jBgxAhMmTAAglQj45ptv0KtXLwwYMACnTp3Cl19+qRudKi+BgYFISEjA1KlT0atXLzz66KM4efIkFixYgI4dO+ryAqtUqYLp06cjPj4eDzzwAAYOHIi0tDQsX77caORoyJAhWLt2LV588UX8+uuvuO+++1BQUIBjx45h3bp12L59u9lbeLz66qv4/vvv8fDDD+vKIuTm5uLo0aP45ptvkJ6ejlq1ajn9dXFJZbq2iZwuNTVVjBo1SjRp0kR4e3uLqlWrimbNmomRI0eKQ4cOydrGxsaKatWqmTzOsWPHRHR0tPD19RW1atUSw4cPF4cPHza5vLRatWri1KlTomfPnsLHx0cEBQWJKVOmyJYimlviK4QQAMSUKVNk206dOiWeffZZERwcLKpUqSLq1q0rHn74YfHNN99YfQ2uXr0qhgwZIvz8/IS/v78YMmSIOHjwoFHfS3uewsJC8cEHH4hmzZoJT09PERgYKHr37i0OHDiga1NQUCCmTp0qGjZsKKpUqSLCwsJEQkKCbHm2ENISyj59+hidw9ySVlOv488//yzuuece4enpKZo2bSq+/PJLo+WuO3bsEH379hUhISHC09NThISEiMGDB8uWappaNiuEENu3bxddu3YVVatWFX5+fuKRRx4Rx44dk7XRns9wKbbhsmJzunfvLlq2bCn2798vIiMjhbe3t6hfv76YN2+eUdvMzEzx3HPPiVq1aglPT0/RqlUroz4LIcTly5fF448/Lnx8fESNGjVEfHy8+Pvvv83+LNvK3DUlJSWJmJgY4e/vL7y9vUXjxo3F0KFDxf79+2063r59+2Tbzb2m5vq7ZMkS0b59e1G1alVRvXp10apVKzFx4kRx4cIFXZuSLJXW+vbbb0W3bt1EtWrVRLVq1USzZs3Eiy++KE6ePClr9+GHH4q6desKLy8v0bVrV7F//36zS6XXrVtn8bUx7Kfhz7+545h7TefNmyeaNWsmqlSpIoKCgsSoUaPE9evXjc63YMEC0bBhQ+Hl5SU6dOggdu3aZXQNQkhLq2fOnClatmwpvLy8RI0aNUT79u3F1KlTRVZWlq6dqSXkOTk5IiEhQTRp0kR4enqKWrVqiS5duojZs2frSgOQMYUQZZxBR25l6NCh+OabbywOjRLZKioqCleuXDGZfE5EpMWcFyIiInIpDF6IiIjIpTB4ISIiIpfCnBciIiJyKRx5ISIiIpfC4IWIiIhcCoMXIiIiciluV2FXo9HgwoULqF69ut33mSAiIqLyIYRATk4OQkJCrN4g1e2ClwsXLhjdFp2IiIhcw7lz56zeysbtghftPU3OnTsHPz+/cu4NERER2SI7OxthYWG6z3FL3C540U4V+fn5MXghIiJyMbakfDBhl4iIiFwKgxciIiJyKQxeiIiIyKW4Xc6LLYQQKCwsRFFRUXl3hQxUqVIFKpWqvLtBREQVWKULXvLz83Hx4kXcunWrvLtCJigUCoSGhsLX17e8u0JERBVUpQpeNBoN0tLSoFKpEBISAk9PTxayq0CEELh8+TLUajXCw8M5AkNERCZVquAlPz8fGo0GYWFh8PHxKe/ukAmBgYFIT09HQUEBgxciIjKpUibsWis7TOWHI2FERGQNP8WJiIjIpTg1eNm1axceeeQRhISEQKFQYMOGDVb32blzJ+699154eXmhSZMmWLFihTO7SDZYsWIFNm/eXN7dICIiAuDk4CU3Nxdt2rTB/PnzbWqflpaGPn364P7778ehQ4cwduxYDBs2DFu3bnVmN8mCb7/9FrNmzULnzp0ttktPT4dCocChQ4cASEGoQqHAjRs3nN9JIiKqVJwavPTu3RvTp0/HY489ZlP7RYsWoWHDhvjwww/RvHlzjB49Gk888QQ+/vhjZ3azwhNCIDo6GjExMUbPLViwAAEBAVCr1Q4/b2pqKt58801s3rwZNWrUsGvfLl264OLFi/D39wcgjd4EBAQ4vI9ERFT5VKicl+TkZERHR8u2xcTEIDk52ew+eXl5yM7Oln25G4VCgeXLl2PPnj1YvHixbntaWhomTpyIuXPnWr19uK0KCgp0/27SpAmOHz+O+vXr230cT09PBAcHMwGXiMidXL0KNG4MzJlTrt2oUMFLRkYGgoKCZNuCgoKQnZ2N27dvm9xnxowZ8Pf3132FhYWVRVcBAGo1kJQkfXe2sLAwfPLJJ5gwYQLS0tIghEBcXBx69uyJIUOGmNxHoVBg4cKF6N27N6pWrYpGjRrhm2++0T2vner5+uuv0b17d3h7e2PVqlUAgKVLl6J58+bw9vZGs2bNsGDBAtmx9+7di3bt2sHb2xsdOnTAwYMHZc/rTxvt3LkTzz33HLKysqBQKKBQKPD222879gUiIiLnWrMGqFULOH0aeOWV8u2LKCMAxPr16y22CQ8PF++9955s208//SQAiFu3bpnc586dOyIrK0v3de7cOQFAZGVlGbW9ffu2OHbsmLh9+3aJr0Nr6VIhlEohAOn70qWlPqRN+vbtK6KiosSnn34qAgMDxaVLl8y2BSDuuusu8dlnn4mTJ0+KN998U6hUKnHs2DEhhBBpaWkCgGjQoIH49ttvxenTp8WFCxfEl19+KerUqaPb9u2334qaNWuKFStWCCGEyMnJEYGBgeKpp54Sf//9t/jhhx9Eo0aNBABx8OBBIYQQSUlJAoC4fv26yMvLE3PmzBF+fn7i4sWL4uLFiyInJ8dknx35HhERkQNoNEK0aiV94Gm/PvjA4afJysoy+/ltqEIVqQsODkZmZqZsW2ZmJvz8/FC1alWT+3h5ecHLy6ssuqejVgMjRgAajfRYowHi44GYGMBBszdmLVmyBC1btsSuXbvw7bffIjAw0GL7J598EsOGDQMATJs2Ddu2bcPcuXNlIyljx45F//79dY+nTJmCDz/8ULetYcOGOHbsGBYvXozY2FisXr0aGo0GiYmJ8Pb2RsuWLaFWqzFq1CiTffD09IS/vz8UCgWCg4NL+xIQEVFZSU0FwsNlm/Ys+wd1H2wBJ3/cWVShpo0iIyOxY8cO2bZt27YhMjKynHpkWkpKceCiVVQkvcfOVrt2bcTHx6N58+bo16+f1faGr11kZCSOHz8u29ahQwfdv3Nzc3Hq1CnExcXB19dX9zV9+nScOnUKAHD8+HG0bt0a3t7eZs9DREQubvp0WeByqVoDKFGEzs+3QL16wJgx5dc1p4683Lx5E6l6n+hpaWk4dOgQatasiXr16iEhIQHnz5/H559/DgAYOXIk5s2bh4kTJ+L555/HL7/8grVr1+Knn35yZjftFh4OKJXyAEalApo0KZvze3h4wMPDcW9dtWrVdP++efMmAOCzzz5DRESErB3L9RMRVQJ5eYDef04BIA5LsSw3TvdYCGDuXOCPP4D9+8u6g04eedm/fz/atWuHdu3aAQDGjRuHdu3aYfLkyQCAixcv4uzZs7r2DRs2xE8//YRt27ahTZs2+PDDD7F06VKTS4TLU2gosGSJFLAA0vfFi50/ZVQSf/75p9Hj5s2bm20fFBSEkJAQnD59Gk2aNJF9NWzYEADQvHlzHDlyBHfu3DF7HkOenp4oKioqxZUQEZHT/fabUeASjItYhjiTzQ8cAH78sSw6JufUkZeoqCgIIcw+b6p6blRUlNHKlYooLk7KcUlNlUZcKmLgAgDr1q1Dhw4d0K1bN6xatQp79+5FYmKixX2mTp2KMWPGwN/fH7169UJeXh7279+P69evY9y4cXjqqafwxhtvYPjw4UhISEB6ejpmz55t8ZgNGjTAzZs3sWPHDrRp0wY+Pj68OSYRUQVy67Gn4bNhte7xD3gYj+IHq/tt2QI8/LAze2asQuW8uJrQUCAqquIGLoAUiKxZswatW7fG559/jq+++gotWrSwuM+wYcOwdOlSLF++HK1atUL37t2xYsUK3ciLr68vfvjhBxw9ehTt2rXDG2+8gZkzZ1o8ZpcuXTBy5EgMHDgQgYGBmDVrlsOukYiISkatBnZvuAooFLLAJRrbbApcAKBXL2f1zjyFsDQ04oKys7Ph7++PrKws+Pn5yZ67c+cO0tLS0LBhQ1myqbtSKBRYv369TYm9FUVle4+IiMpLYiKwY/garBaDZdt9kIvbsG1kvEMHYN8+x/TH0ue3IY68EBERVSJqNbD2a4GOw1rLApeZmAgFhM2By3PPOS5wsVeFqvNCREREjqdWS2U+9u8HPnstFf8Kee2Wlvgbx9DS5uO98Ya0krq8MHhxY242I0hERCWQmFhcWPV1vIt/8abuuXTUR2Ocgga2l8Io78AFYPBCRETkdrQjLb6+UuDioclDHuR5hMPwGRIhVWBXqYAXXgDmzZNquJiiUAAzZwKvvurs3lvH4IWIiMiN6I+0KJVAZ83v+B3dZG2CcRGZCIZKBXz1FZCeDrz2mvnARakE/vwT6NjR+f23BRN2iYiIXJxaDSQlSQm0+vfeW6EZIgtcfsDDUEDoApf335cClkmTzAcuKpVUmLWiBC4AR16IiIhcmuFIi0YD1MA1XMNdsnbR2Iadqmh88H7xEufXXjO+V5+WQgGMHw+8/HLFq2fG4IWIiMhFqdXykRaNBhiINVgDee2WA7ty8WaRD1b8dw++P/6QRlvMBS4VbZrIEKeNSCc9PR3Tp0/X3ZzRVc9BROTutNNEf/yhH4AIHEIbWeDygWIiEpcKtL/PB1FRwNatQP36wMCB5gOXijhNZIjBSyWjUCiwYcMGo+15eXl48sknUatWLfj6+tp0rLfffhtt27a1+dwlOQcREcklJkoByAMPAIMHS9M7jZEKASXa4Iiu3b5lRzH47EzE/XdPRcNRGkNKJbB2rZS8G2f6PowVBoMXFyCEQHR0tMm7ay9YsAABAQFQq9WlOscrr7yCnj17YuTIkTbvM2HCBOzYscOp5yAiIvMJudraLakoLjp3s2YYUFiIjs/do8tVUaulwMTaaMuTT1a8/BZTmPPiAhQKhe4miYsXL0Z8fDwAIC0tDRMnTsTChQsRWsqftgULFti9j6+vr8URlPz8fHh6epbqHERElZ2phFwA8MR/tVv0Vgldm/UZar46zOz+hpRKYM0aIDLSNYIWLY68uIiwsDB88sknmDBhAtLS0iCEQFxcHHr27IkhQ4aY3CclJQX/+9//4O3tjRYtWmDbtm1Gbc6dO4cBAwYgICAANWvWRN++fZGenq57fufOnejUqROqVauGgIAAdO3aFWfOnAFgPG00dOhQ9OvXD++++y5CQkLQtGlTm85BRESmmUrIBYAu+N2o6BwuXtQFLuZGavS52miLPo68CAHculU+5/bxkSYrbRQbG4v169fj+eefR//+/fH333/jn3/+MdlWo9Ggf//+CAoKwp49e5CVlYWxY8fK2hQUFCAmJgaRkZHYvXs3PDw8MH36dPTq1QtHjhyBUqlEv379MHz4cHz11VfIz8/H3r17obDQ5x07dsDPz08XKFk7h/7IDBERFVfHDQ+XvhsGHivxLJ7FF7rH51o9hLAjP+ke64+0KBSm67d8/DHwxBOuF7ToCDeTlZUlAIisrCyj527fvi2OHTsmbt++Xbzx5k0hpPe27L9u3rT7+jIzM0WtWrWEUqkU69evN9tu69atwsPDQ5w/f163bfPmzQKAbr8vvvhCNG3aVGg0Gl2bvLw8UbVqVbF161Zx9epVAUDs3LnT5DmmTJki2rRpo3scGxsrgoKCRF5enm6btXMYMvkeERFVEkuXCqFUSh8RSqUQH3xQ/LgGrhp9jlxa9bNs/3Pnitub+1KppHYVjaXPb0OcNnIxtWvXRnx8PJo3b45+/fqZbXf8+HGEhYUhJCREty0yMlLW5vDhw0hNTUX16tV1+Ss1a9bEnTt3cOrUKdSsWRNDhw5FTEwMHnnkEXzyySe4ePGixf61atVKNppi7RxERCQxNUU0aZJUBXeQ4mujonO4eROBTz2o29d46XQx5X+f9ioVsHixC4+4/IfTRj4+QHnVHPHxKdFuHh4e8PAo/Vt38+ZNtG/fHqtWrTJ6LjAwEACwfPlyjBkzBlu2bMHXX3+NN998E9u2bUPnzp1NHrNatWp2n4OIqLKyNkVUVCQwanE7+IrDxRtffRWYNUv30HCayHCqSKUCkpOB3FygSRPXD1wABi/Su2zwgesOmjdvjnPnzuHixYuoU6cOAODPP/+Utbn33nvx9ddfo3bt2vDz8zN7rHbt2qFdu3ZISEhAZGQkVq9ebTZ4MWTrOYiIKhvDVUQzZ8pXEzXCKZxCE0B/kProUeCee3QPDUdrhJA+1lQqoKioeKSlIhecKwlOG7mp6Oho3H333YiNjcXhw4exe/duvPHGG7I2Tz/9NGrVqoW+ffti9+7dSEtLw86dOzFmzBio1WqkpaUhISEBycnJOHPmDH7++WekpKSgefPmNvfD2jmIiCojS1NEKhUwCTOkwEUrTKrdog1cLE0TCSHdKTopyTUKzpUER17clFKpxPr16xEXF4dOnTqhQYMG+PTTT9GrVy9dGx8fH+zatQuvvfYa+vfvj5ycHNStWxc9evSAn58fbt++jRMnTmDlypW4evUq6tSpgxdffFFXZ8YW1s5BRFRZWJ8iAjq1yUOBpioU+sVbPvsMGFZcu8WWaSJXq9tiL4UQ5m6C7Zqys7Ph7++PrKwsow/HO3fuIC0tDQ0bNoS3t7eZI1B54ntERO7I1BSR4R2duyn/wG5NV/mOFy4A/039A1IAVL++fD+FQjqm/jSRK462WPr8NsRpIyIiIieyNkUEAJ8rnpUHLr17S8Mp/wUulX2ayBCnjYiIiBxIf3ooNNT8FFHHjsCZg9dQt/VdshL/2LoV6NlT95DTRMY48kJEROQg+nd8rl9fehweXlxnRUulAlod+1oKXPTdvCkLXEytJtLur/3uDnVb7MXghYiIyAFMTQ9p1zcsWaIXcCgFMkPa4q4XBxXvPGGCFJlUq6abItKO4HCayFilnDZysxxlt8L3hohciS0riFJTpQAjJgZQ/3oKnZ9pApzTa6RXu8Uwsff99+W1X4DKOU1kqFKNvFSpUgUAcKu8bsRIVuXn5wMAVNr/ohARVVCGU0QHDpieHmryX7mW0C9mSIGLVt26RrVbDEduEhKklUmVfZrIUKUaeVGpVAgICMClS5cASDVILN0hmcqWRqPB5cuX4ePj45DbHxAROYulFUQJCfJly6G18wEPH2mj1uLFwIgRNo3cdOggTQ+lprpPef/SqnSfEMHBwQCgC2CoYlEqlahXrx6DSiKq0CytIJIFGueSAa8u8ob/1W6xdYpIG7AwaClWqYrU6SsqKkJBQUEZ9oxs4enpCaXhuCsRUTkzXP5sqlicSiUFLrogIzYW+Pzz4ga9ewObNumOZ2r/99+XRnBcveBcSdhTpK7SjbxoqVQq5lUQEZFVhiMkS5ZIAcWSJdJqItkUUSiA69eBmjXlBzGo3cIpotKptCMvRERE1lgbYVGrDQKNtWuBgQPlB7l5U7cEWjt6A9gwclPJ8PYAREREDmBp+TMgBRpRUUBoXQHce688cNGr3WK4MmnrVoPaL1xFZJdKO21ERERkyDC3RVsd11QSrc6pUwYbABw5ArRqpTumqeJ16emcIiopjrwQERHBdGn/0FArIyQzZsgDl5AQqNMLkXSlFdRqaZOl0RvdyA0DF7sw54WIiCo9u3Nb8vMBH4PaLYsWIdEj3ii5NyaG+S22YM4LERGRHWzObQkFkJwMeHnJA5cLF6DuE2/bvY2Y31JqDF6IiKhS0b/xoZa5Oz8bprJg6FCgi17RuV69pKTcOnWs3tsoPb1y30zRkRi8EBFRpWEqrwWwIbfl+nVAoQBWriw+2JYtUH+2WRcIWQuAmN/iOMx5ISKiSsGWqrhGuS0AsG4dMGCA/GA3byJxTTWj/BbAuHAdR1lswwq7REREBqyt+gEM7iEkhHSzogMHincYPx6YPZvLn8sZgxciInJLJarZonX6NNC4sXybXu0WS4EQp4acjzkvRETkdkpUs0Vr5kx54GKidovNCb7kFMx5ISIit2J3zRat/HygWjWgsLB4m5naLXFxUkDE/BbHsefzm8ELERG5laQkacTF1PaoKDM7/fknEBkp33bhAtRFdUoWCJHdWKSOiIgqhVLVbNF67jl54BITY1PtFoDLn8sLgxciInJJJa7ZoqWt3bJihW7T5c83I+m1LcxtqeAYvBARkcsxt1RZG3RYrWi7bh1Qs6Zs08p5OQge2qtkSb5UppjzQkRELqdEeS2A6dotr7wC9biPmNtSzlikjoiI3IZhvRbAzpotWqZqtxw+DLRujZQkywXsZMXrqNxx2oiIiCqsUue1aM2aJQtc8u6qA3V6IdC6NQDmtrgaBi9ERFQhlTqvBZBqt3h6Aq+9pts0SrEI3lcvoH4jVcmDISpXzHkhIqIKqcR5LVomareEKs7jvAjRPbbpxoxUJljnhYiIXF6ppnLi4uSBS8+eSPpFyAIXQF6zBWDdFlfB4IWIiMqdqWJzJZrK0dZuWbZMt+ny55uBrVuZ1+JGGLwQEVG5MpeUC9iY16L1zTdGtVt8IdVuYc0W98KcFyIiKjfWbqJoEyGATp2A/ft1mz7GKxiHj0wek3ktFRPrvBARkUuwdO8gmwKLtDSgUSPZpr2fHca44a3NHpM1W1wfp42IiKjclCoPZdYseeASHAwUFiKkV2vmtrg5Bi9EROR0phJygRLmoZio3XL9vYXAxYuASsXclkqAOS9ERORUiYnFxeaUSimwMEy8tTkPxUTtlhCcR6YyxOi4zG1xLfZ8fjN4ISIip3FIQq5WXJxsCfQ2PIie+Ln0x6UKgUXqiIioQrCUkGuzGzeMarccnrFJFriU6Ljkshi8EBGR05S6MNy33wI1asi35eTgrmd6Mym3EmPwQkREDuGwKrlAce2WJ57QbfoYryBxqQB8fZmUW8kx54WIiErNWlKuXcmzJmq3tMEhHEEb3kjRjTFhl8ELEVGZcWhS7uzZwKuv6h5mIAh1cR4aqHTbbL6rNLkUJuwSEVGZcUhSbn4+4O0tC1yuv7sAdZUZssCFeS0EMHghIqJSKnVS7p49gJcXkJdXvO38edR4fRTzWsikMgle5s+fjwYNGsDb2xsRERHYu3ev2bYrVqyAQqGQfXl7e5dFN4mIyAKHVsnViosDOnfWPdyGB6Wk3JAQ3dM231WaKg2n35jx66+/xrhx47Bo0SJERERgzpw5iImJwcmTJ1G7dm2T+/j5+eHkyZO6xwqFwtndJCIiC6wl5MbFATExdiTP3rhhtAS6NzZhC3pDFS8dS3sM3kiRDDl95OWjjz7C8OHD8dxzz6FFixZYtGgRfHx8sEyv2JAhhUKB4OBg3VdQUJCzu0lERGao1cWBCyB9j483PQITFWVDoGGidosvcrAFvQGw2BxZ59TgJT8/HwcOHEB0dHTxCZVKREdHIzk52ex+N2/eRP369REWFoa+ffvin3/+Mds2Ly8P2dnZsi8iInIcRyTkqtVA0i8C+W3ltVty4l6GSimQC1/dNiblkjVODV6uXLmCoqIio5GToKAgZGRkmNynadOmWLZsGTZu3Igvv/wSGo0GXbp0gdowxP/PjBkz4O/vr/sKCwtz+HUQEVVmpU3ITUwEutdLw/09lPA8vK/4iUOHUH3pHCblkt0q3GqjyMhIPPvss2jbti26d++O7777DoGBgVi8eLHJ9gkJCcjKytJ9nTt3rox7TETkPhxaJfe/450YPhunRHHRuUsIhDqtAGjTBgCTcsl+Tk3YrVWrFlQqFTIzM2XbMzMzERwcbNMxqlSpgnbt2iHVzPikl5cXvLy8St1XIqLKzlJSrt0JuQBQUIA6Tfzxgbit2/QC5mMhXkBSOhDaoLgpk3LJHk4defH09ET79u2xY8cO3TaNRoMdO3YgMjLSpmMUFRXh6NGjqFOnjrO6SURU6dmSlGtzQi4A7N0LeHpClVccuNSFGgvxAnNaqNScPm00btw4fPbZZ1i5ciWOHz+OUaNGITc3F8899xwA4Nlnn0VCQoKu/TvvvIOff/4Zp0+fxl9//YVnnnkGZ86cwbBhw5zdVSKiSsthSblJwM2nhgMREbrt51s8CA+VwAXUZU4LOYTT67wMHDgQly9fxuTJk5GRkYG2bdtiy5YtuiTes2fPQqmXCXb9+nUMHz4cGRkZqFGjBtq3b48//vgDLVq0cHZXiYgqLW1SruH9iexJyn11+A1cE/Il0PjpJ9R96CGk8waK5EC8MSMRUSWiVkujLOHhxkFEYqI0VVRUVJyUa0vyrFoNjK33Hb4Rj8u2nz+Rg7pNfc3sRSTHGzMSEZGRxETp7s8PPCB9T0yUP1+iVT9CoHrPzrLAZQ5ehgICKRcZuJBzcOSFiKgSUKulgMVwWig9vRTTOOnpQMOGsk1tcAhH0Kb0x6ZKhyMvREQk48iEXLUawOzZssDldvVAeCkLdIELk3LJmZyesEtEROXPEQm5I0YASk0BsuAPoHgJNObPR9UXXsApJuVSGWHwQkRUCWir5Bom5NpaJXfECKC9Zi/2IsL4ybp1dedg0EJlgdNGRERuxFR5f62SluFPSQEWaYbLApft6IGdv2h0gQtRWeLICxGRm7BU3l/L7tGRGzdw/wM1cL/epj74EVtVfZAe7oheE9mPIy9ERG7AlvL+th5HN3Kzfj1QQ150rjqysVXVhwm5VK4YvBARuQFHrCYqrgMjcDasC9C/f/GTY8ZAfU7gh6TqvPMzlTtOGxERuYHSribSjtyEas7gDBrInzx4EGjbFqHgaAtVDBx5ISJyIeYScrWriVQq6bG9tVZSUoCxmg9lgcslBOLX7QVA27YO6TuRo7DCLhGRi7AlIVddklorBQXQ+PlDeae4dsuLmIfFqhdZJZfKjD2f3wxeiIhcgKPK+xvdmHHfPqBTJ1mbUJxDhirU5hszEjkCbw9ARORmHJuQK30/0X2EPHDp0QPqsxp8mRTKpFyq0JiwS0TkAhyVkKvRAH7IQpYmANil1+DHH4E+faSk3DAHdpzICTjyQkTkAhyRkKvRAP2wHlkIkD+ZnQ306ePQ/hI5E4MXIqIKwlJpf6Dk5f0BILyJwO/ogvUort3yqUKq3YLq1UvVb6KyxuCFiKgCMMxHSUw03S40FIiKMj/iYjIAOnMGofWU6IJk3aYOyr9Q7bNPuJKIXBKDFyKicuao0v4mA6CPPgIaNNC1KapxF37dXoANZ9oxIZdcFhN2iYjKmaWVRLaOjBgGQEpNAQYNCwBwq7jR3LlQjR6N7o7oNFE5YvBCRFTOSruSCJAHQB2wD/sgr92Cc+dYbY7cBqeNiIjKWWlXEgHFAdBCjJQFLne63C9FNQxcyI1w5IWIqIwYVbfVExcHxMSUoLT/f0KrZ6FIEyDb9vNLP6Dnpw+XrtNEFRBHXoiIyoAtq4msrSQCzKwm2rABCAiQtTt/PJuBC7ktBi9ERE7mtNVESwXQpQvw2GPFjUaPBoRA3Was3ULui9NGRERO5ozVRKGaM4gb3kDe6K+/gHbtSt1fooqOIy9ERE6mTabVV5rVRGPxMc6gQfGTd90FFBQwcKFKg8ELEZGTOWo1kaeiADnwxccYp9t+fdpc4MoVwIMD6VR58KediMhBSruayNL+oRf3IU/Ia7d8NescBr/KJdBU+XDkhYjIAUq7msji/iNHAp2KA5fr7e6H+qyGgQtVWgohhCjvTjhSdnY2/P39kZWVBT8/v/LuDhFVAmq1FHAYVshNT7dtasjc/meOZKFuywB54x9+AB7mEmhyP/Z8fnPaiIiolEq7msjU/n2KNqJuy37yjVlZAP9TRsRpIyKi0irtaiL5/gK70Q0b0a+4wX+1Wxi4EEkYvBARlZKtq4lMVsfV27+B8iwElOiG34ufPHAAmDvXuRdA5GIYvBAR2cBc4KEVFyfluCQlSd/j4uTPW0vojcuZgzRN/eINNWpItVvuvdeRl0HkFpiwS0RkRWJicXVbpVIaJTEMTiyxmNAbVCAVmcvJKX7y00+Bl15yWP+JXIE9n98ceSEissAR9yUyl9Cb+dN+wNNTHricPcvAhcgKBi9ERBZYWklkK1MJvQsVo9B+ZMfiDVFR0onCwkrcV6LKgsELEZEFjrgvkX5Cb3VkQ0CBkWJRcYPvv5eSZRQKx3SayM0xeCEissCe+xJZSuqNiwMyFm9ENvzlT2RlAY884viOE7kxBi9E5DKsrfhx1rGtrSQCrKwmEgLo1g21hvUr3sbaLUQlxtVGROQSSrvix5nHtriaSHNWelLfgQNcAk1kgKuNiMitOGLFjzOPbS6p9877c+SBS0AAa7cQOQCDFyKq8Byx4seZxzZM6lWhEDfgjybzXyneOGcOcP064MFbyhGVFoMXIqrwHLHip7THtpQTo5/Uey8OoBBV4I/s4gZnzwIvv1z6zhIRAAYvROQC7Fnx44xjWyvtD0g5MjeeegEH0KF4Y/furN1C5ARM2CUil6FWS9M5TZrYF7io1dL0UHi4+f3MHdtiMq62XXY24G+wBHrjRuDRR23vJFElZ8/nNydfichlhIbaP9pi60oic8e2lBMTGgqpwFzfvvIGWVlcAk3kRJw2IiK35YiVRGZzYhoL4H//kwcuL7zA2i1EZYDBCxG5LUesJDKVE/Ple2cRWk8J7N5d3PDAAWD+/NJ3mois4rQREbkt7aiJYb6KqVVKlvJi4uKAmBgp6Gn76ycIeG1s8ZMBAcDly1wCTVSGOPJCRBWGo8v/27pKyZbVRKHBhYjq64+At8cWb2TtFqJywdVGRFQhlKZEv7XVRJZWKdm0mujAAaBDB/mOZ89yCTSRA/H2AETkUkqTWGvTqEkoEBVl/2oiAFISbgfWbiGqSBi8EFG5K2lirTNXE4UHZQMKBbBwYfETGzcCO3dK24mo3DB4IaJyV9Ly/7YGPbaW9teed/Oo71G3hUHRuawsFp0jqiAYvBBRuStp+X9bgh5bS/unpwNJvwjkduiOB+fp1W4ZOZK1W4gqGCbsElGFUZLy/4mJ0lRRUVFx0KNN9LUpGVfr3DmgXj35tv37gfbtS3o5RGQH3h6AiFySuRL9ttZgMQx6rJb21/r0U/ldn/39pdotVaqU+pqIyPE4bUREFVppVhNZnVYqLJSKzOkHLh9/DNy4wcCFqAJj8EJEFVZpVxNZzKX56y8pQMnKKt7hzBlg7FhHXgIROQGDFyKqsByxmkiXjJskfY+LAzB6tDyX5b77pBMZ5rwQUYXEnBciKhPWquCaYsu9iWypzKvLpcnOBhQGS6A3buQSaCIXw5EXInI6W/JWTLG2hNquaaUffpAScfWxdguRS2LwQkROVdq8FZPTPv+xaVpJCKmkv36QwtotRC6N00ZE5FTWlivbMp1kbgm11Wkl1m4hcksceSEip7K0XNnW6SRzCbkWp5U+/VQeuPj5Afn5DFyI3ACDFyJyKnMBBmDbdJK1AMdoWim2EKhRw7h2S1YWa7cQuQneHoCIyoRh6f+kJCkgMZSUJBWc0+5jc3l/QKrdYjiycuYMl0ATuQB7Pr858kJEZcKwCq4tN1W0tc4LAOPaLV27snYLkZti8EJE5cKWO0nbEuAgJwdQKID584u3bdgA/PabtJ2I3E6ZBC/z589HgwYN4O3tjYiICOzdu9di+3Xr1qFZs2bw9vZGq1atsGnTprLoJhE5gd3Vb/VYDXB+/NF4ufONG0Dfvo69CCKqUJwevHz99dcYN24cpkyZgr/++gtt2rRBTEwMLl26ZLL9H3/8gcGDByMuLg4HDx5Ev3790K9fP/z999/O7ioROZitq4ksZd6ZDHCEkOagHnmkuGF8vLTdsBAdEbkdpyfsRkREoGPHjpg3bx4AQKPRICwsDC+99BImTZpk1H7gwIHIzc3Fjz/+qNvWuXNntG3bFosWLbJ6PibsEpUPw3ottiTb2lLa3+SJwsLk2/btAzp0cOTlEFEZqzAJu/n5+Thw4ACio6OLT6hUIjo6GsnJySb3SU5OlrUHgJiYGLPt8/LykJ2dLfsiorJlaoTFWrJtiSrvDhkiD1yqV5dqtzBwIapUnBq8XLlyBUVFRQgKCpJtDwoKQkZGhsl9MjIy7Go/Y8YM+Pv7677CDP9HRkROZS4I8fW1nGxr10qi/Hwp+fbLL4u3ffyxdKNF1m4hqnRcfrVRQkICsrKydF/nzp0r7y4RVSrmgpDcXMvJtjatJAKATZsALy/5tsOHgbFjHXUJRORinHpvo1q1akGlUiEzM1O2PTMzE8HBwSb3CQ4Otqu9l5cXvAz/sBFRmVCrgcuXpUER/ew5bRASFQW0bi2tWu7WDejYsbiNdiVRfLwU7JhaKo3GjYHTp+Un1Wi4BJqoknPqyIunpyfat2+PHTt26LZpNBrs2LEDkZGRJveJjIyUtQeAbdu2mW1PROVDm+cycKD0WBtP6AchiYlA587AuHHSd6ul/bXJuleuSAfUD1zef1+KkBi4EJFwsjVr1ggvLy+xYsUKcezYMTFixAgREBAgMjIyhBBCDBkyREyaNEnX/vfffxceHh5i9uzZ4vjx42LKlCmiSpUq4ujRozadLysrSwAQWVlZTrkeIhLi3DkhlEohpGhC+lKphFi7VnrOUhvt82Z9+KF8J0CIzEynXxMRlS97Pr+dOm0ESEufL1++jMmTJyMjIwNt27bFli1bdEm5Z8+ehVJv4rtLly5YvXo13nzzTbz++usIDw/Hhg0bcM899zi7q0RkI3N5LoGBxdM+lhJyTd6XSAjjJJiQEOD8eYf1m4jcA2/MSER2s6WGi103VTx2DGjZUr5t40bg0Ued0HsiqogqTJ0XInJPttyXyJY2AIBnnzUOXO7cYeBCRGZx5IWIrDKsnqu1b5/plUSG+6amSquPZIFLQQHg6Slv/OSTwNq1Du8/EVV8HHkhIodQq4FXXwXq1TO+P5G1lURaoaHSkmlZ4LJ5s3HgcvgwAxcisglHXojIJP37DulTqYDkZClgsSmfxVB4uHEZXdZuIar0OPJCRKViWPJfX1GRNFVkc2l/ratXpQBFv9F777F2CxHZzelLpYnI9Zha5qylUkk5Lkql8ciLUWl/rY8/luaX9GVmArVrO6S/RFS5MHghIiPa+w4ZBjBKpbRiqGNHG0r7A6zdQkROwWkjIjJiuMxZqQQmTADOnCku4W+2tL/WsWPGgcuGDQxciKjUOPJCVEmZW/6sTzvyIgTQrJlxu9BQM/s++yzwxRfybXfuGN8dmoioBDjyQlQJaW+qaLj8WUubsKtdiyiENEWkVls5cEGBlHyrH7g88YR0AAYuROQgDF6IKhnDlUQajXFgYum+RGZt2WJcu+XQIWDdOkd0m4hIh8ELUSVjLjBZt644gNEm7OqzuJro7ruB3r3l2zQaoE0bh/SZiEgfgxeiSsZUYAJIK5m1U0g235dIW7slJaV4G2u3EJGTscIuUSU0dCiwcqXp5/Qr5Zq9LxEAzJkDvPKKfFtGBhAU5PgOE5Hbs+fzm6uNiCoZtdp4IZA+bW6LdiWRTbVbgoOBixcd3lciIlM4bUTkptRqqQaL4QohS9VzASu5LcePGwcu69czcCGiMsXghcgNWVoKbS7nBbCQ2wJIc00tWsi33bkD9OvnoF4TEdmGwQuRm7G2FNpUMu4HH1iolKut3aKfJPP446zdQkTlhjkvRG7GUo0W7YhKXBwQE2MhGVdryxbjJdCHDnEJNBGVKwYvRG4mPFwaKNFfR6hUGuexmC3tr9W0KfDvv/JtGg2XQBNRueO0EVElYFdBBG3tFv3A5d13WbuFiCoMBi9ELsrSaiLDYEUIeQVdsz75BKhVS74tIwN4/fVS95eIyFEYvBC5oJKsJtKvoGtEO6oydmzxtqAgaTuLzhFRBcPghcjF2LuaSJ+pmzDixAnjaOe776QRFyKiCojBC5GLseWOz3Fx0rLnjz4y3l/W9vnngebN5Q1u3wYee8yRXSYicigGL0QuRruaSJ+51URPPmnm7tD1/6vdsnx58RP9+0vTRN7ezuk4EZGDMHghcgPmVhOZKkj340tbEdrIU97w4EHg22+d20kiIgdh8ELkYsytJtKfNtKnnUJKSgJuN2qBXnN6yRtoNEDbts7oKhGRUzB4IaqgzC2FNrWayOLNFAGE+lxD1P0KVEk5Xrxx+nTWbiEil8TghagCsrQU2tRUkNmbKQLAp58Cd90l35aRAbzxhlP6TkTkbAoh7Kq9WeFlZ2fD398fWVlZ8PPzK+/uENlNrQbq1TMu73/mjDxAUauL700ESNNJ4eEGQYzhqEpgIHDpktP6TkRUUvZ8fnPkhaiC+eMP45wWjQZITpZvCw0FoqKArVtNjNKcOGEcuHz3HQMXInILvDEjkQszVbBOOfx5QCyXN7x9m0ugichtMHghqmC6dDG+K7RCAURGGrfVL1jngQIUwBPQH7V57DFpxIWIyI1w2oionJhbTRQaCnz2WfGKIqVSemwqIVe78qgntkqBi76DBxm4EJFb4sgLUTlITCye7lEqpdVDcXHFz8fFATExxQm55lYShYYCV4JaoMbF4/InNBougSYit8WRF6IyplYDw4fL81RGjDA9AhMVZWEJ9PXrgEIhC1yyJkxj7RYicnsMXojKmK2riSyaOxeoWVO+7eJF+H/wZqn7R0RU0XHaiMjVGI6q1KoFXL5cPn0hIioHHHkhKmPa1UT6zK0mAooTezN+PWm84zffMHAhokqHwQuRk+zbB3z0kfRdnz2ribS3CTj1wDAERzWTP3n7NvD4487pPBFRBcbbAxA5wdChwMqVxY9jY4EVK+Rt9Mv7mwpc1Gqgcb0C5An5EujbMf1Qdct6h/eZiKg88fYAROVo3z554AJIj02NwFhaTXRl9c9GgUs7/IU9kxi4EFHlxoRdIgfbvdv09t9/Bzp2tPEgLVui7bFjsk0KaKBSKXQ3YiQiqqw48kLkYPfdZ3p716427Pxf7RboBS5TFO9AAQGVSoHFiy3UfSEiqiQYvBA5WMeOUo6LvthYG0Zd5s0zWbtl+Nm3kJQEpKfLq/ASEVVWTNglKiG1WroxYni46dGQffukqaKuXW0IXFi7hYgqOSbsEjlZYiJQrx7wwAPS98RE4zYdOwJjx1oJXE6ydgsRkb0YvBDZSXtvIu2YpRDSY8N7E1k1fDjQzKB2y61brN1CRGQFgxciO5m6N5EQdtybqLBQGm1ZulS3aSMehUopkLi6quM6SkTkphi8EJWl7duBKlVkm+7FAfTDRmg0QHx8CUZwiIgqGdZ5ITLDXEKu9t5E+qMvSqX5exPptGoF/P23bJMCGgDFOS9FRVLVXS6HJiIyjyMvRCZo7yn0wAPSd/2EXO29iVQq6bFKBSxZYiHg0NZu0Q9cpk6F+pyAUilP1lWpwCJ0RERWcKk0kQG1WgpYNJribSqVVGdFP0Cxdm8iAMD8+cDo0fJtFy4AdeoAkIKi+HhpxEWlAhYvZi0XIqqc7Pn85rQRkYGUFHngApiezgkNtTK9Y7gEumZN4OpV2aa4OCAmxoYgiIiIdDhtRGTA19f09mrVbDyAudotBoGLlrUbNBIRkRxHXogM3Lxpenturg07Dx8uWwINQKrdUpVLoImIHIUjL1SpqdVAUpJ8eXJ4uLR6SJ/VRFoTtVvw6KOAEFBfrWp0DiIiKjkGL1RpmVtRFBoqrR7SX01k8W7OJmq34MABYONGi6uWiIioZLjaiColW1YU2bSaqHVr4OhR+TaNBlAobF61REREvDEjkVWWVhRpWUyk1dZu0Q9c3n5bqlz3X7KuLecgIiL7MWGXKqVSrShasAB48UX5tvPngZAQ2SZt7ozhyAuL0BERlQ6DF3Jr5kr8l3hFkeES6IAAaRTGBG3ujGEROk4ZERGVDqeNyG1ZSpa1e0XRv/8aBy5r15oNXLTi4qQcl6Qk6Tur5xIRlR6DF3JLajUwYkTxlI3hHZvtWlEUHw80bSrfdusW8OSTNvWFReiIiByL00bklmwp8W+1NH9hofES6IcfBn74QbbJ3NQUERE5B0deyC2FhxvP8igUxtNCZkdFduwwDlz27zcKXFjHhYio7DF4IZdnqkquKYbBjFlt2gDR0fJtGg3Qvr3ReS1NTRERkXMweCGXZm7kIyVFKrmiT6OxUmNFW7vlyJHibQa1W/SxjgsRUflg8EIuy9LIh92riRYsAGrWlG87fx6YMsXs+Ut0DyQiIio1Bi/ksqwl5dq8mkihkBedCwiQRlsMis4ZsvseSERE5BBODV6uXbuGp59+Gn5+fggICEBcXBxumqsO9p+oqCgoFArZ18iRI53ZTXJR1kY+rNZYSUkpUe0WfazjQkRU9py6VPrpp5/GxYsXsW3bNhQUFOC5557DiBEjsHr1aov7DR8+HO+8847usY+PjzO7SS7A1HLk0FBgyBBg5crids88Ix/5CA01MxIycqQ0TKLv1i2galWbz2/1HERE5BROG3k5fvw4tmzZgqVLlyIiIgLdunXD3LlzsWbNGly4cMHivj4+PggODtZ98e7QlZu5pFy1GvjiC3nbL7+0stqnsFAabdEPXPr0kaaJzAQuXA5NRFSxOC14SU5ORkBAADp06KDbFh0dDaVSiT179ljcd9WqVahVqxbuueceJCQk4NatW2bb5uXlITs7W/ZF7sNSUq7dq31M1W7Ztw/48ccSnZ+IiMqH06aNMjIyULt2bfnJPDxQs2ZNZGRkmN3vqaeeQv369RESEoIjR47gtddew8mTJ/Hdd9+ZbD9jxgxMnTrVoX2nisNSgGLXXZvbtQMOHZJv02isFn+xpVIvERGVLbtHXiZNmmSUUGv4deLEiRJ3aMSIEYiJiUGrVq3w9NNP4/PPP8f69etx6tQpk+0TEhKQlZWl+zp37lyJz00Vj6WkXJtW+9y4IQUo+oHL5Mlma7fYc34iIiofdo+8jB8/HkOHDrXYplGjRggODsalS5dk2wsLC3Ht2jUEBwfbfL6IiAgAQGpqKho3bmz0vJeXF7y8vGw+HlVc5pJylywpnrpRKuUBisX7Ey1cCLzwgvwk589bXQKtT3v++HhpxIXLoYmIyp/dwUtgYCACAwOttouMjMSNGzdw4MABtP+vrPovv/wCjUajC0hscei//zHXqVPH3q6SC0lMlAcoS5bYvuzY5Gofw1GV6tWBEuZDWb2BIxERlSmFEIZF1B2nd+/eyMzMxKJFi3RLpTt06KBbKn3+/Hn06NEDn3/+OTp16oRTp05h9erVeOihh3DXXXfhyJEjeOWVVxAaGopff/3VpnNmZ2fD398fWVlZXKXkItRqaRWPYe5Kerr0b3PPmQwiUlKAu++Wb/v6a2DAAAf3moiIHMmez2+n1nlZtWoVRo8ejR49ekCpVOLxxx/Hp59+qnu+oKAAJ0+e1K0m8vT0xPbt2zFnzhzk5uYiLCwMjz/+ON58801ndpPKmaWkWCHsSJgdNQpYtEi+zULtFn2W6rgQEVHF4tSRl/LAkRfXU+qRl8JC4yXQffpYXAKtrzRTVkRE5Bj2fH7z3kZU5tRqqZy+tlaKNilWu6pHPynX6oqiX36xu3aLYV9Yx4WIyLU4ddqIyFBJRjnMJszeey9w8KC8sQ21W/SxjgsRkevhtBGVGXPTQ8nJQOfOdiTl3rgB1Kgh3zZ5MlCCYoWWpqwYvBARlR1OG1GFZG6U47ff7Cjzv3ixceBy/nyJAhfAxkJ3RERUoXDaiMqMuXL+3brZWObfgbVb9LGOCxGRa+HICzmFYVIuYH6Uo2NHK6MfqanGgcuaNXYHLqb6pN+3qCgGLkREroA5L+Rw1pJy9+2Tpoq6dZMCFy212sToxwsvSGX+9eXmAj4+Du0TERGVL3s+vxm8kENZS4C1OYgwVbuld29g0yaH94mIiMofE3ap3FhaemxzTZWkJOPAZe/eEgUu1vpERESuhwm75FDmknKbNLGxpooDarfY0yciInI9HHmhUjFXLddU8q02iNCnCyKysqQART9wefNN6eZGpQhcrPWJiIhcD3NeqMQs5a+YS8pNTJSmioqKioOIuMLFwMiR8oOr1UDdunb3ydINFk0mBBMRUYXAhF0GL05nKQl261bLSbmyICLMYFTF1xfIySlRn7iiiIjIdTFhl5zOXP5KcrL1pNzQUCAqNNU4cPnqqxIHLrzBIhFR5cHghUrEXP6KEDas7HnxRekA+nJzgUGDStwfrigiIqo8GLyQTWxNzO3SxUJSblGRlHy7YEHxk717SxGPnUXnDFlMBiYiIrfC4IWsSkyU8lseeED6npgobY+Lk6aJPvpI+h4XZ2FlT+pOwMNgZX4parcY4ooiIqLKgwm7ZFFJE3NlSbn9OgAHDsgPXMraLZb6yxVFRESuhwm75DAlTcwNDQWi2mVJSbn6gcsbb5SqdoulmyvqzhvFwIWIyJ0xeCGLSpyYu2QJEBAgb6BWA9Onl7gv5qaviIiocmHwQjIOScxVKKRhGC0fHynaKUHROf1+cSk0EREBDF5IT2kTc1dPO2W6dktubqn7xqXQRESkxYRdAlD6xNwOy1+E7+cL5AfNzS31Emhb+sf8FiIi18eEXbJbiRNz6xQh6n6FPHDp2dMhtVv0cSk0ERFpeVhvQu5K/yaG2sRcw5ENS4m5oak7gfvvlz+5Zw/QqZND+6YNUOLigJgYLoUmIqrsOPJSSRnmt2zdal9ibpeXOxoHLkVFDglcLK0q4lJoIiJizkslZCl/5OJF4LffgG7dgI4dpecSE6WpoqIioIYyC9c0AfIDvvFGqZZA29o3BixERO6LOS9kkbn8lk8+ATp3BsaNk77rrzZKTwdOjP/MOHA5d85hgYulvnFVERERaXHkpRIwzB8xNbqhnRoyO+JhWBHXx8chS6BN9ZUjL0RElQ9HXkjHVP6IqZU748aZHvFQ7zptHLisXu2UwAXgqiIiIrKOIy9uzNoohv5NDAHjtnMVL2G0mCc/qINrtxiuKNJ/jquKiIgqD468EADb8ke0oav+iIcSRRBQyAOXBx90aO0Wa/cp4qoiIiIyh8GLGzN3U8UmTUwHD3FxwIWvfkWRYfmfP/8Efv7ZYf3ifYqIiKg0GLy4Gf0bK5rLHwFMBw/57SJQe0CU/IBFRUBEhEP7yBVFRERUGgxe3Ii50ZT0dCmgSU+XHhsGD37IQmGRAp6H9hZvfP11aZrIcOjGASyNCBEREVnD4MVNWJuK0U/L1g8ehuEzZCFAfrBz54B333VYv7QjQVpcUURERKXB4MVNWCo8Z26ptIACn2FE8Q5eXlKU46AowlJSrqkRISIiIltwqbSL0y439vWVquLaUnju3K+nUadbY/mBVq0CnnrKof1isTkiIrIVl0pXEvojG507A0OGWC8891HRGOPA5eZNhwYuAJNyiYjIeTjy4qLMjWxs2CAFDt26AXXqFLdRosh4CXR0NLBtW5n2jyMvRERkCkdeKgFzIxt9+xbfWHHrVim3JUq5y3TtFgcGLoaJuUzKJSIiZ+HIiwvRL6cPGI9sGFKpgNzWneF1cI/8iaIihy6BTkwsXumkVEpBizYBl2X+iYjIFhx5cUOGK3e0oyrakQ3DWKQ6slFYpJAHLgkJDq/dYm2JNsv8ExGRo3lYb0LlzVyAkJ4OJCcDv/0mjcb07Ss99zwSkYhh8oOcO+eUCMJSYi4DFiIicgYGLxWYdpro8mXzNVw++qh4umbIEGDFSoW8oacnkJfntD5qC94ZJuayWi4RETkLp40qKP1pokGDAIVBTKJUFgcuAFBPk2YcuHz5pcMDFybmEhFReWPwUgEZThNpU6q1qSpKpbyGyxy8jDQ0kh/k5k3g6acd2i9zFXNZLZeIiMoSp40qIFN5JIZrwoKCAA9FEQqE/C28060HvHdvd3ifzOXdxMRIoyzaLyIiImfjyEsFop2S8fU1vSBIG8BoNMBPr+0yCly+f/1PpwQuACvmEhFRxcGRlwrCsFbKkCFSyoq2JIt+4JCMzuiskdduUZ8pwqP1HLsEWltTJjSUiblERFRxcOSlAjA1JfPll1Kp/48+AjZulAKH6siGgAKdoRe4TJoECIFQBwYupnJbmJhLREQVBSvsVgBJSVKgYEg70qFUAks6L0PcHwaZsGfPAmFhDu2LtXsSsWIuERE5gz2f35w2KkfaqRltjothTon2cZFGAfxRvF1UqQJFfr5T+mSt6BwTc4mIqLxx2qic6E/NdO4sfRlqgDQIGNducWTgYli3RZvboo+5LUREVJEweCkHpnJc/vhD3uZjjDWq3XL+pGNrtzC3hYiIXBFzXsqYWg2sXQuMH2/6eSWKUGQwm7cDPZC+dLtDi78xt4WIiCoS5rxUUPrLoU3pht3Yjf/Jtv01PxlNH+2MHg4OIJjbQkRErorBSxkxnCoy9Du6oAuS5RuLinCvqWp1peiDtnYL67YQEZGrYs5LGdBOFZkKXHyRAwGFLHDJGTVRKqfrwMDFML9l61bmthARkWtizouTJSYCw4cb35sIAJ7DMiyDQSLLmTNAvXoO7YOl/BaAuS1ERFT+mPNSQajV5gMXwyXQGpUHlIUFTumHpfyWqCgGLURE5Fo4beQkarU0LWMYuJiq3XLtky8cHrjo129h7RYiInInDF6cQJtfMm2afLup2i3IyUHNMc845fzMbyEiInfEnBcHM5VfYqp2y50u98P791/K5PzMbyEioorOns9vjrw4kKlVRV3xm1HgguRkhwYu+lNE1uq3MMeFiIhcHYMXB9FO1ehXzn0Hb+E33CdvWFRk+kZGpTyvdorowAHmtxARkXtj8OIA+/bJC9B54zYEFHgL04sbTXR87RZT90iaNAl4/33mtxARkfviUulSMqzjEoUkJOEBeaPLl4FatRxyPv0queamiDp2lHJcmN9CRETuiCMvpaAd+dAGLt/gcVngcuuRgdKTDgpc7JkiYn4LERG5KwYvpfDHH9LIRyAuQUCBx/Gd7rmfJv4Kn+/XOOxcnCIiIiKScNqohLTTRc9iJVZiqOy5/btvo083b4ecRztNdPkyp4iIiIgAJ468vPvuu+jSpQt8fHwQEBBg0z5CCEyePBl16tRB1apVER0djZSUFGd1scTUaiB+uAYnRbgscHlHMQWJSwU6OChw0Z8mGjwYUMgL83KKiIiIKiWnBS/5+fl48sknMWrUKJv3mTVrFj799FMsWrQIe/bsQbVq1RATE4M7d+44q5slsnryCRQKFcKRqtvWFCfQ/Ou3ERdnYUcbaGu2GK5g0mik4EWb48IpIiIiqqycXmF3xYoVGDt2LG7cuGGxnRACISEhGD9+PCZMmAAAyMrKQlBQEFasWIFBgwbZdD5nV9jNfvkt+H1avAT6GJrjHvwNpUqJ9PTSBROJicUBi1JpPE0ESEXwAgM5RURERO7FJe8qnZaWhoyMDERHR+u2+fv7IyIiAsnJyWaDl7y8POTl5ekeZ2dnO6+TYWHwU6t1D5/BF1gF6b5Er7xSsmBCm9Pi62s80mJIpQIiIxm0EBFR5VZhgpeMjAwAQFBQkGx7UFCQ7jlTZsyYgalTpzq1bwCA7Gwp0vhPIC7hCgIBSKMkL79s/yFtGWnRbuc0ERERkcSunJdJkyZBoVBY/Dpx4oSz+mpSQkICsrKydF/nzp1zzon8/PBZjzWIw1IoIHSBCwCMG2dfUKG9B9Lw4dZHWv78U8qBSU9HqfNpiIiI3IFdIy/jx4/H0KFDLbZp1KhRiToSHBwMAMjMzESdOnV02zMzM9G2bVuz+3l5ecHLy6tE57THBx8AE3cMNNpu66iLdnpo/36pPoupYEV7PP2Rlo4dS9lxIiIiN2NX8BIYGIjAwEDrDUugYcOGCA4Oxo4dO3TBSnZ2Nvbs2WPXiiVnUKulWxOZYmnUxdaARUulApKTgdxcJuQSERGZ47Scl7Nnz+LatWs4e/YsioqKcOjQIQBAkyZN4OvrCwBo1qwZZsyYgcceewwKhQJjx47F9OnTER4ejoYNG+Ktt95CSEgI+vXr56xu2uSPP0xvVyiMR13sDVi0ONJCRERkG6cFL5MnT8bKlSt1j9u1awcASEpKQlRUFADg5MmTyMrK0rWZOHEicnNzMWLECNy4cQPdunXDli1b4O3tmKJvjtajB3DxYvFqobVrgQ8/LL7XkS1UKuCrr7iKiIiIyFZOr/NS1pxR5+XHH4FHHnHIoWS0oy1MxCUiosrOJeu8VGT//uu4Y6lU0s0UO3RgXgsREVFJMHixwX33lW5/BixERESOw+DFBh07Ak8+CaxbZ/s+SiUwcyYDFiIiIkdz2o0Z3c3atcDrr1tvp1IBEyYAZ85I33m3ZyIiIsdiwq6d1GqpFsvVq8BddwENGkh1WapVY30WIiKikmLCrhOFhkpTSERERFQ+OG1ERERELoXBCxEREbkUBi9ERETkUhi8EBERkUth8EJEREQuhcELERERuRQGL0RERORSGLwQERGRS2HwQkRERC6FwQsRERG5FAYvRERE5FLc7t5G2vtMZmdnl3NPiIiIyFbaz21b7hftdsFLTk4OACAsLKyce0JERET2ysnJgb+/v8U2CmFLiONCNBoNLly4gOrVq0OhUDj02NnZ2QgLC8O5c+es3q7bFbn79QHuf428Ptfn7tfI63N9zrpGIQRycnIQEhICpdJyVovbjbwolUqEhoY69Rx+fn5u+0MJuP/1Ae5/jbw+1+fu18jrc33OuEZrIy5aTNglIiIil8LghYiIiFwKgxc7eHl5YcqUKfDy8irvrjiFu18f4P7XyOtzfe5+jbw+11cRrtHtEnaJiIjIvXHkhYiIiFwKgxciIiJyKQxeiIiIyKUweCEiIiKXwuBFz7vvvosuXbrAx8cHAQEBNu0jhMDkyZNRp04dVK1aFdHR0UhJSZG1uXbtGp5++mn4+fkhICAAcXFxuHnzphOuwDp7+5Keng6FQmHya926dbp2pp5fs2ZNWVySTEle66ioKKO+jxw5Utbm7Nmz6NOnD3x8fFC7dm28+uqrKCwsdOalmGTv9V27dg0vvfQSmjZtiqpVq6JevXoYM2YMsrKyZO3K8/2bP38+GjRoAG9vb0RERGDv3r0W269btw7NmjWDt7c3WrVqhU2bNsmet+V3sizZc32fffYZ7rvvPtSoUQM1atRAdHS0UfuhQ4cavVe9evVy9mVYZM81rlixwqj/3t7esjau/B6a+nuiUCjQp08fXZuK9B7u2rULjzzyCEJCQqBQKLBhwwar++zcuRP33nsvvLy80KRJE6xYscKojb2/13YTpDN58mTx0UcfiXHjxgl/f3+b9nn//feFv7+/2LBhgzh8+LB49NFHRcOGDcXt27d1bXr16iXatGkj/vzzT7F7927RpEkTMXjwYCddhWX29qWwsFBcvHhR9jV16lTh6+srcnJydO0AiOXLl8va6b8GZaUkr3X37t3F8OHDZX3PysrSPV9YWCjuueceER0dLQ4ePCg2bdokatWqJRISEpx9OUbsvb6jR4+K/v37i++//16kpqaKHTt2iPDwcPH444/L2pXX+7dmzRrh6ekpli1bJv755x8xfPhwERAQIDIzM022//3334VKpRKzZs0Sx44dE2+++aaoUqWKOHr0qK6NLb+TZcXe63vqqafE/PnzxcGDB8Xx48fF0KFDhb+/v1Cr1bo2sbGxolevXrL36tq1a2V1SUbsvcbly5cLPz8/Wf8zMjJkbVz5Pbx69ars2v7++2+hUqnE8uXLdW0q0nu4adMm8cYbb4jvvvtOABDr16+32P706dPCx8dHjBs3Thw7dkzMnTtXqFQqsWXLFl0be1+zkmDwYsLy5cttCl40Go0IDg4WH3zwgW7bjRs3hJeXl/jqq6+EEEIcO3ZMABD79u3Ttdm8ebNQKBTi/PnzDu+7JY7qS9u2bcXzzz8v22bLD72zlfT6unfvLl5++WWzz2/atEkolUrZH9iFCxcKPz8/kZeX55C+28JR79/atWuFp6enKCgo0G0rr/evU6dO4sUXX9Q9LioqEiEhIWLGjBkm2w8YMED06dNHti0iIkLEx8cLIWz7nSxL9l6focLCQlG9enWxcuVK3bbY2FjRt29fR3e1xOy9Rmt/X93tPfz4449F9erVxc2bN3XbKtp7qGXL34GJEyeKli1byrYNHDhQxMTE6B6X9jWzBaeNSiEtLQ0ZGRmIjo7WbfP390dERASSk5MBAMnJyQgICECHDh10baKjo6FUKrFnz54y7a8j+nLgwAEcOnQIcXFxRs+9+OKLqFWrFjp16oRly5bZdFtzRyrN9a1atQq1atXCPffcg4SEBNy6dUt23FatWiEoKEi3LSYmBtnZ2fjnn38cfyFmOOpnKSsrC35+fvDwkN/arKzfv/z8fBw4cED2+6NUKhEdHa37/TGUnJwsaw9I74W2vS2/k2WlJNdn6NatWygoKEDNmjVl23fu3InatWujadOmGDVqFK5everQvtuqpNd48+ZN1K9fH2FhYejbt6/s98jd3sPExEQMGjQI1apVk22vKO+hvaz9DjriNbOF292YsSxlZGQAgOxDTftY+1xGRgZq164te97DwwM1a9bUtSkrjuhLYmIimjdvji5dusi2v/POO3jggQfg4+ODn3/+GS+88AJu3ryJMWPGOKz/1pT0+p566inUr18fISEhOHLkCF577TWcPHkS3333ne64pt5j7XNlxRHv35UrVzBt2jSMGDFCtr083r8rV66gqKjI5Gt74sQJk/uYey/0f9+028y1KSsluT5Dr732GkJCQmQfBL169UL//v3RsGFDnDp1Cq+//jp69+6N5ORkqFQqh16DNSW5xqZNm2LZsmVo3bo1srKyMHv2bHTp0gX//PMPQkND3eo93Lt3L/7++28kJibKtlek99Be5n4Hs7Ozcfv2bVy/fr3UP/e2cPvgZdKkSZg5c6bFNsePH0ezZs3KqEeOZ+s1ltbt27exevVqvPXWW0bP6W9r164dcnNz8cEHHzjkw8/Z16f/Qd6qVSvUqVMHPXr0wKlTp9C4ceMSH9dWZfX+ZWdno0+fPmjRogXefvtt2XPOfP+oZN5//32sWbMGO3fulCW0Dho0SPfvVq1aoXXr1mjcuDF27tyJHj16lEdX7RIZGYnIyEjd4y5duqB58+ZYvHgxpk2bVo49c7zExES0atUKnTp1km139fewInD74GX8+PEYOnSoxTaNGjUq0bGDg4MBAJmZmahTp45ue2ZmJtq2batrc+nSJdl+hYWFuHbtmm7/0rL1Gkvbl2+++Qa3bt3Cs88+a7VtREQEpk2bhry8vFLf/6Ksrk8rIiICAJCamorGjRsjODjYKFM+MzMTABzyHpbF9eXk5KBXr16oXr061q9fjypVqlhs78j3z5xatWpBpVLpXkutzMxMs9cTHBxssb0tv5NlpSTXpzV79my8//772L59O1q3bm2xbaNGjVCrVi2kpqaW+Qdfaa5Rq0qVKmjXrh1SU1MBuM97mJubizVr1uCdd96xep7yfA/tZe530M/PD1WrVoVKpSr1z4RNHJY940bsTdidPXu2bltWVpbJhN39+/fr2mzdurVcE3ZL2pfu3bsbrVIxZ/r06aJGjRol7mtJOOq1/u233wQAcfjwYSFEccKufqb84sWLhZ+fn7hz547jLsCKkl5fVlaW6Ny5s+jevbvIzc216Vxl9f516tRJjB49Wve4qKhI1K1b12LC7sMPPyzbFhkZaZSwa+l3sizZe31CCDFz5kzh5+cnkpOTbTrHuXPnhEKhEBs3bix1f0uiJNeor7CwUDRt2lS88sorQgj3eA+FkD5HvLy8xJUrV6yeo7zfQy3YmLB7zz33yLYNHjzYKGG3ND8TNvXVYUdyA2fOnBEHDx7ULQU+ePCgOHjwoGxJcNOmTcV3332ne/z++++LgIAAsXHjRnHkyBHRt29fk0ul27VrJ/bs2SN+++03ER4eXq5LpS31Ra1Wi6ZNm4o9e/bI9ktJSREKhUJs3rzZ6Jjff/+9+Oyzz8TRo0dFSkqKWLBggfDx8RGTJ092+vUYsvf6UlNTxTvvvCP2798v0tLSxMaNG0WjRo3E//73P90+2qXSPXv2FIcOHRJbtmwRgYGB5bZU2p7ry8rKEhEREaJVq1YiNTVVtjSzsLBQCFG+79+aNWuEl5eXWLFihTh27JgYMWKECAgI0K3sGjJkiJg0aZKu/e+//y48PDzE7NmzxfHjx8WUKVNMLpW29jtZVuy9vvfff194enqKb775RvZeaf8G5eTkiAkTJojk5GSRlpYmtm/fLu69914RHh5epoF0aa5x6tSpYuvWreLUqVPiwIEDYtCgQcLb21v8888/ujau/B5qdevWTQwcONBoe0V7D3NycnSfdQDERx99JA4ePCjOnDkjhBBi0qRJYsiQIbr22qXSr776qjh+/LiYP3++yaXSll4zR2Dwoic2NlYAMPpKSkrStcF/9TC0NBqNeOutt0RQUJDw8vISPXr0ECdPnpQd9+rVq2Lw4MHC19dX+Pn5ieeee04WEJUla31JS0szumYhhEhISBBhYWGiqKjI6JibN28Wbdu2Fb6+vqJatWqiTZs2YtGiRSbbOpu913f27Fnxv//9T9SsWVN4eXmJJk2aiFdffVVW50UIIdLT00Xv3r1F1apVRa1atcT48eNlS43Lir3Xl5SUZPJnGoBIS0sTQpT/+zd37lxRr1494enpKTp16iT+/PNP3XPdu3cXsbGxsvZr164Vd999t/D09BQtW7YUP/30k+x5W34ny5I911e/fn2T79WUKVOEEELcunVL9OzZUwQGBooqVaqI+vXri+HDhzv0Q6Ek7LnGsWPH6toGBQWJhx56SPz111+y47nyeyiEECdOnBAAxM8//2x0rIr2Hpr7G6G9ptjYWNG9e3ejfdq2bSs8PT1Fo0aNZJ+JWpZeM0dQCFHG61mJiIiISoF1XoiIiMilMHghIiIil8LghYiIiFwKgxciIiJyKQxeiIiIyKUweCEiIiKXwuCFiIiIXAqDFyIiInIpDF6IiIjIpTB4ISIiIpfC4IWIiIhcCoMXIiIicin/B/Ksgs9LIAcWAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"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": 101,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 1\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 2\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 4\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 5\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 6\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 7\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 8\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 9\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 10\n"
]
},
{
"data": {
"image/png": 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nH5N0z6fCg21EqFDo168fMjIy8Omnn2Z5Lz09XXdj7dixI2xtbbF48WK9J/GFCxfmeY7AwEAEBARg4cKFWW7UmY+lHWshr0GzVCoVOnfujE2bNiE6Olq3/u7du1i9ejVatmwJV1fXPNOVF29vb9SvXx8rVqzQm3cnNDQU58+f19vWz88PKpUK+/fv11ufU7WGqXXt2hUZGRn4+uuv9dZ/+eWXUCgUePHFFwFA9/rVV1/pbffs31GlUqFPnz5Yv349Tp8+neV8d+7cyTEtZcuWRdu2bbFs2bJsn8zz6jatUqmgUCj0SpOio6P1erHkpFGjRvDw8MDSpUv1enOFhIRkua769euHmzdv4vvvv89ynOTkZN0gatpSnWf/losXL84zPVovv/wyVCoVgoODs5RkCSFw//59g4+Vlz59+mDLli163YJ3796Nixcvom/fviY7D1k/lohQodCmTRuMHj0as2fPRnh4ODp37gxbW1tcunQJv//+OxYtWoRXXnkFHh4eeOeddzB79mx0794dXbt2RVhYGLZv344yZcrkeg6lUolvv/0WPXr0QP369TF06FB4e3vjwoULOHfuHHbu3AkAaNiwIQDZkDIoKAgqlQqvvvpqtsecOXMmQkND0bJlS4wZMwY2NjZYtmwZUlNTMW/ePJPlz+zZs9GtWze0bNkSw4YNw4MHD7B48WLUqlULiYmJuu3c3NzQt29fLF68GAqFApUqVcKWLVt07QzMrUePHmjXrh0+/PBDREdHo169eti1axc2bdqEiRMn6kql6tevj9deew3ffPMN4uPj0bx5c+zevTvbp/s5c+Zgz549aNasGUaOHIlatWohNjYWJ06cwJ49e3ItCVuyZAlatmyJOnXqYOTIkahYsSLu3r2LI0eO4L///ss2uNHq1q0bFixYgC5dumDAgAG4d+8elixZgsqVK+Pff//NNR9sbW0xc+ZMjB49Gu3bt0f//v0RFRWF5cuXZ2kjMmjQIPz222944403sGfPHrRo0QIZGRm4cOECfvvtN+zcuRONGjVCw4YN0adPHyxcuBD379/Xdd+9ePEiAMNK8ipVqoSZM2fi/fffR3R0tG4+p6ioKGzYsAGjRo3CO++8k+sxvv76a8TFxekmAvzzzz9147+89dZbuvZEH3zwAX7//Xe0a9cOEyZMQGJiIj7//HPUqVMHQ4cOzTOtVIRYprMOFTfabp/Hjx/PdbvBgweLEiVK5Pj+d999Jxo2bCgcHR2Fi4uLqFOnjpgyZYq4deuWbpuMjAwRHBwsvL29haOjo2jbtq04e/as8PPzy7X7rtbBgwdFp06dhIuLiyhRooSoW7euWLx4se799PR08dZbbwkPDw+hUCj0uvLimW6SQghx6tQpERQUJJydnYWTk5No166dOHz4sEH5k1Mas7Nu3TpRo0YNYW9vL2rWrCnWr18vBg8erNd9VwghYmJiRJ8+fYSTk5MoWbKkGD16tDh79qxR3XefTae2O2hMTIze+uz+no8ePRKTJk0S5cqVE7a2tqJKlSri888/1+sOLIQQycnJYvz48aJ06dKiRIkSokePHuLGjRvZ5vHdu3fF2LFjhY+Pj7C1tRVeXl6iQ4cO4rvvvtNtk1MX5StXrojXX39deHl5CVtbW1G+fHnRvXt38ccff+SaF0II8eOPP4oqVaoIe3t7Ub16dbF8+XJdXhjim2++EQEBAcLe3l40atRI7N+/X7Rp00av+64Qsrvv3LlzRa1atYS9vb0oWbKkaNiwoQgODhbx8fG67R4/fizGjh0rSpUqJZydnUXv3r1FZGSkACDmzJmj2y6nv5fWunXrRMuWLUWJEiVEiRIlRPXq1cXYsWNFZGRknp/Jz89PAMh2iYqK0tv27NmzonPnzsLJyUm4u7uLgQMHijt37hiUd1R0KIQwY0syIiKyqPDwcDRo0ACrVq3SjVJMZE3YRoSIqIjIbuyNhQsXQqlUGj25I1FBYRsRIqIiYt68eTh58iTatWsHGxsbbN++Hdu3b8eoUaNM0kOLyBxYNUNEVESEhoYiODgY58+fR2JiInx9fTFo0CB8+OGHsLHhcydZJwYiREREZDFsI0JEREQWw0CEiIiILIaBCBEREVmMVbde0mg0uHXrFlxcXPI1DTsREREVPCEEHj16hHLlymWZxPRZVh2I3Lp1i13OiIiICqkbN26gQoUKuW5j1YGIdnbOGzdumGRysMzUajV27dqlm7OEcsa8Mg7zy3DMK+MwvwzHvDKOqfMrISEBPj4+erNs58SqAxFtdYyrq6tZAhEnJye4urryIs0D88o4zC/DMa+Mw/wyHPPKOObKL0OaVbCxKhEREVkMAxEiIiKyGAYiREREZDFW3UbEEEIIpKenIyMjw6j91Go1bGxskJKSYvS+xU1RzSuVSgUbGxt2DScisqBCHYikpaXh9u3bSEpKMnpfIQS8vLxw48YN3ojyUJTzysnJCd7e3rCzs7N0UoiIiqVCG4hoNBpERUVBpVKhXLlysLOzM+omqdFokJiYCGdn5zwHWynuimJeCSGQlpaGmJgYREVFoUqVKkXmsxERFSaFNhBJS0uDRqOBj48PnJycjN5fo9EgLS0NDg4OvAHloajmlaOjI2xtbXHt2jXd5yMiooJV6O8qRenGSAWP1w8RkWXxW5gKpUWLFuHIkSOWTgYRET0nBiJF3N69e6FQKBAXF5fvYwQHB6NVq1amS1Qm0dHRUCgUCA8PN3ifL774AuvXr0dgYKBZ0kRERAWHgUgBi4mJwZtvvglfX1/Y29vDy8sLQUFBOHTo0HMfu23btpg4caLeuubNm+P27dtwc3N77uObg4+PD27fvo3atWsDyDtwOnToEH7++Wds2rQJ9vb2BZhSIiIyBwYiAHDiBNC+vXw1sz59+iAsLAwrVqzAxYsXsXnzZrRt2xb379/P9zHT0tJyfM/Ozg5eXl4F3u02tzRlplKp4OXlBRsbw9pNt2jRAuHh4XB3d3+O1BERkbVgIAIAK1cCe/YAP/9s1tPExcXhwIEDmDt3Ltq1awc/Pz80btwY77//Pnr27Knb7vr16+jVqxecnZ3h6uqKfv364e7du7r3Z8yYgfr16+OHH35AQEAAHBwcMGTIEOzbtw+LFi2CQqGAQqFAdHR0tiUMBw8eRKtWreDo6AgfHx+MHz8ejx8/zjP9y5Yt0/VS6tevH+Lj43XvDRkyBL1798Znn32GcuXKoVq1agDkhEcbN27UO467uztCQkIA6FfNREdHo127dgCAkiVLQqFQYMiQIQBkz53Zs2cjICAAjo6OqFevHv744w+94549exYvvvginJ2d4enpiUGDBiE2NjbPz0VEVCzt3AmMHw/89ptFk1F8A5Fr16AKDwdOnQJ+/VWuW7tW/n7yJHDtmslP6ezsDGdnZ2zcuBGpqanZbqPRaNCrVy88ePAA+/btQ2hoKK5evYr+/fvrbXf58mWsW7cO69evR3h4OBYtWoRmzZph5MiRuH37Nm7fvg0fH58sx79y5Qq6dOmCPn364N9//8Wvv/6KgwcPYty4cbmmPSoqCn/88Qf+/PNP7NixA2FhYRgzZozeNrt370ZkZCRCQ0OxZcsWI3NHVtOsW7cOABAZGYnbt29j0aJFAIDZs2dj5cqVWLp0Kc6dO4dJkybhf//7H/bt2wdABnnt27dHgwYNcOLECezYsQN3795Fv379jE4HEVGxcPQosHgx8PffFk1GoR1H5HkpK1aEi/YXbbVFTAzQsOHTjYQw6TltbGwQEhKCkSNHYunSpQgMDESbNm3w6quvom7dugDkzfzMmTOIiorSBRIrV65ErVq1cPz4cbzwwgsAZNXHypUr4eHhoTu+nZ0dnJyc4OXllWMaZs+ejYEDB+raklSpUgVfffUV2rRpg2+//TbHsTRSUlIQEhKiS9PixYvRrVs3fPHFF7rzlShRAj/88EO+RylVqVQoVaoUAKBs2bK66pfU1FTMmjULf/31F5o1awYAqFixIg4ePIhly5ahTZs2+Prrr9GgQQPMmjVLd7yffvoJPj4+uHjxIqpWrZqvNBERFVnJyfLV0dGiySi2JSKalSshtO0StAGH9tXGBli1yizn7dOnD27duoXNmzejS5cu2Lt3LwIDA3VVFREREfDx8dErzahZsybc3d0RERGhW+fn56cXhBjq9OnTCAkJ0ZXOODs7IygoSDdSbU4qVKiA8uXL635v1qwZNBoNIiMjdevq1KljlqHSL1++jKSkJHTq1Ekv3StXrsSVK1d0n2vPnj1671evXh0AdNsQEVEmVhKIFNsSEQwciERfX7i0bZv1vWPHADN2DXVwcECnTp3QqVMnTJs2DSNGjMD06dN17SEMUaJEiXydOzExEaNHj8b48eOzvOfr65uvY+aWJoVCAfFMyZJarTbquImJiQCArVu36gVDAHQ9ZxITE9GjRw/MnTs3y/7e3t5GnY+IqFhgIGJFlEpAo3n6WsBq1qypa9BZo0YN3LhxAzdu3NCVipw/fx5xcXGoWbNmrsexs7PLc3bcwMBAnD9/HpUrVzYqjf/99x9u3bqFChUqAACOHj0KpVKpa5SaEw8PD9y+fVv3+6VLl3KdpFBbopL5c9SsWRP29va4fv062rRpk+1+gYGBWLduHfz9/Q3ugUNEVKxZSSBSbKtmAEBTpgyEp6dsF7J0qXz18gLKljXL+e7fv4/27dtj1apV+PfffxEVFYXff/8d8+bNQ69evQAAHTt2RJ06dTBw4ECcOnUK//zzD15//XW0adMGjRo1yvX4/v7+OHbsGKKjoxEbGwtNNkHVe++9h8OHD2PcuHEIDw/HpUuXsGnTpjwbq2p75pw+fRoHDhzA+PHj0a9fv1zbowBA+/bt8fXXXyMsLAwnTpzAG2+8AVtb2xy39/Pzg0KhwJYtWxATE4PExES4uLjgnXfewaRJk7BixQpcuXIFp06dwuLFi7FixQoAwNixY/HgwQO89tprOH78OK5cuYKdO3di6NCheQZnRETFEgMRyxPly0NERcmqmNGj5Wt0NPDkqd/UnJ2d0aRJE3z55Zdo3bo1ateujWnTpmHkyJH4+uuvAciqjE2bNqFkyZJo3bo1OnbsiIoVK+JXbc+eXLzzzjtQqVSoWbMmPDw8cP369Szb1K1bF/v27cPFixfRqlUrNGjQAB9//DHKlSuX67EDAgLw0ksvoWvXrujcuTPq1q2Lb775Js80ffHFF/Dx8UGrVq0wYMAAvPPOO7lOUli+fHkEBwdj6tSp8PT01AVIn376KaZNm4bZs2ejRo0a6NKlC7Zu3YqAgAAAQLly5XDo0CFkZGSgc+fOqFOnDiZOnAh3d3fOJ0NElB0rCUQU4tkKfCuSkJAANzc3xMfHw9XVVe+9lJQUREVF6cbRMJZGo0FCQgJcXV15o8pDUc6r572OsqNWq7Ft2zZ07do119IfYl4Zi/llOOaVAdq3l2NorV4N9SuvmDS/crt/P6to3VWIiIjIMFZSIsJAhIiIqDhKSZGvDESIiIiowLFEhIiIiCyGgQgRERFZDAMRIiIishgGIkRERGQxDESIiIjIItRqQDvqNAMRKgoePnyI4OBgvXlliIjISmlLQwAGImRee/fuhUKhQFxcnNnOIYTA4MGDkZycbPRMtwqFQjfhX3R0NBQKBcLDw02fSCIieipzIPJkFnNLYSBSwGJiYvDmm2/C19cX9vb28PLyQlBQEA4dOvTcx27bti0mTpyot6558+a4ffs23Nzcnvv4Ofn888/h6uqK2bNnm+0cRERkQtpAxMEBUCgsmhTOl17A+vTpg7S0NKxYsQIVK1bE3bt3sXv3bty/fz/fx0xLS4OdnV2279nZ2eU5Q+7znm/KlCkmPT4REZmZlTRUBVgiUqDi4uJw4MABzJ07F+3atYOfnx8aN26M999/Hz179tRtd/36dfTq1QvOzs5wdXVFv379cPfuXd37M2bMQP369fHDDz/oJmsbMmQI9u3bh0WLFkGhUEChUCA6OjrbqpmDBw+iVatWcHR0hI+PD8aPH4/Hjx/nmO7g4GC0atVK73zazzNixAh4eHjA1dUV7du3x+nTp/X23bRpEwIDA+Hg4ICKFSsiODgY6enpBufZ2bNn8eKLL8LZ2Rmenp4YNGgQYmNjDd6fiIiywUDEPIQAHj8u+MXQ+YudnZ3h7OyMjRs3IjU1NdttNBoNevXqhQcPHmDfvn0IDQ3F1atX0b9/f73tLl++jHXr1mH9+vUIDw/HokWL0KxZM4wcORK3b9/G7du34ePjk+X4V65cQZcuXdCnTx/8+++/+PXXX3Hw4EGMGzcu17RHRUVh/fr1uvMBQN++fXHv3j1s374dJ0+eRGBgIDp06IAHDx4AAA4cOIDXX38dEyZMwPnz57Fs2TKEhITgs88+Myi/4uLi0L59ezRo0AAnTpzAjh07cPfuXfTr18+g/YmIKAdWFIhAWLH4+HgBQMTHx2d5Lzk5WZw/f14kJyfr1iUmCiHDgoJdEhMN/0x//PGHKFmypHBwcBDNmzcX77//vjh9+rTu/V27dgmVSiWuX7+uW3fu3DkBQPzzzz9CCCGmT58ubG1txb179/SO3aZNGzFhwgS9dXv27BEAxMOHD4UQQgwfPlyMGjVKb5sDBw4IpVKpl5eZffzxx8LW1lbcuXNHbx9XV1eRkpKit22lSpXEsmXLhBBCdOjQQcyaNUvv/Z9//ll4e3vrfgcgNmzYIIQQIioqSgAQYWFhQgghPv30U9G5c2e9/W/cuCEAiMjIyGzTaqzsrqPnlZaWJjZu3CjS0tJMdsyiinllHOaX4ZhXeQgNlTew2rWFEKbPr9zu388qUiUihUGfPn1w69YtbN68GV26dMHevXsRGBiIkJAQAEBERAR8fHz0SjNq1qwJd3d3RERE6Nb5+fnBw8PD6POfPn0aISEhutIZZ2dnBAUFQaPRICoqKsf9fHx89M53+vRpJCYmonTp0nrHioqKwpUrV3TbfPLJJ3rva0tskpKSDErrnj179PavXr06AOjOQURE+WBFJSJFqrGqkxOQmGjYthqNBgkJCXB1dYVS+XzxmJOTcds7ODigU6dO6NSpE6ZNm4YRI0Zg+vTpGDJkiMHHKFGihHEnfSIxMRGjR4/G+PHjs7zn6+ub435Oz3zIxMREeHt7Y+/evVm2dXd3120THByMl19+Ocs22nYmeaW1R48emDt3bpb3jO0mTEREmTAQMQ+FAjD0/qzRyEHlSpQAnjMOeW41a9bUjaVRo0YN3LhxAzdu3NCVipw/fx5xcXGoWbNmrsexs7NDhnakvBwEBgbi/PnzqFy58nOlOTAwEHfu3IGNjQ38/f1z3CYyMjLf5woMDMS6devg7+8PG5sidakSEVmWFQUirJopQPfv30f79u2xatUq/Pvvv4iKisLvv/+OefPmoVevXgCAjh07ok6dOhg4cCBOnTqFf/75B6+//jratGmDRo0a5Xp8f39/HDt2DNHR0YiNjYVGo8myzXvvvYfDhw9j3LhxCA8Px6VLl7Bp06Y8G6s+q2PHjmjWrBl69+6NXbt2ITo6GocPH8aHH36IEydOAAA+/vhjrFy5EsHBwTh37hwiIiKwdu1afPTRRwadY+zYsXjw4AFee+01HD9+HFeuXMHOnTsxdOjQPAMuIiLKRVEIRPbv348ePXqgXLlyeqNjagkh8PHHH8Pb2xuOjo7o2LEjLl269LzpLdScnZ3RpEkTfPnll2jdujVq166NadOmYeTIkfj6668ByJFGN23ahJIlS6J169bo2LEjKlasiF9//TXP47/zzjtQqVSoWbMmPDw8cP369Szb1K1bF/v27cPFixfRqlUrNGjQAB9//DHKlStn1GdRKBTYtm0bWrdujaFDh6Jq1ap49dVXce3aNXh6egIAgoKCsGXLFuzatQsvvPACmjZtii+//BJ+fn4GnaNcuXI4dOgQMjIy0LlzZ9SpUwcTJ06Eu7v7c1enEREVa1YUiOS718y2bdvEhx9+KNavX6/X80Frzpw5ws3NTWzcuFGcPn1a9OzZUwQEBBjVO8HYXjPGyMjIEA8fPhQZGRn52r84Kcp5xV4zlsW8Mg7zy3DMqzx89pnsNTNsmBDCsr1m8l3x/uKLL+LFF1/MKbjBwoUL8dFHH+mqHFauXAlPT09s3LgRr776an5PS0RERM/LikpEzFK+HRUVhTt37qBjx466dW5ubmjSpAmOHDlijlMSERGRoawoEDFLV4Q7d+4AgK6tgJanp6fuveykpqbqjTiakJAAAFCr1VCr1XrbqtVqCCGg0WiybZSZF/FkOFTtMShnRTmvNBoNhBBQq9VQqVQmOab2Wn32mqWsmFfGYX4ZjnmVO+Xjx1AByLCzgybTPdZU+WXMcayqT+Ts2bMRHBycZf2uXbuyjGNhY2MDLy8vJCYmIi0tLd/nfPToUb73LW6KYl6lpaUhOTkZ+/fvN2oOHEOEhoaa9HhFGfPKOMwvwzGvslf/0iX4AYi8fh2Xtm3TrTdVfhkyaKWWWQIR7Wyvd+/e1Rt46u7du6hfv36O+73//vuYPHmy7veEhAT4+Pigc+fOcHV11ds2JSUFN27cgLOzs0GDYz1LCIFHjx7BxcUFCgtPgWztinJepaSkwNHREa1bt87XdZQdtVqN0NBQdOrUCba2tiY5ZlHFvDIO88twzKvcqdasAQBUq18fVbp2NXl+aWs0DGGWQCQgIABeXl7YvXu3LvBISEjAsWPH8Oabb+a4n729Pezt7bOst7W1zZIxGRkZUCgUUCqV+erKqa1i0B6DclaU80qpVEKhUGR7jT0vcxyzqGJeGYf5ZTjmVQ6eNINQOTtDlSl/TJVfxhwj34FIYmIiLl++rPs9KioK4eHhKFWqFHx9fTFx4kTMnDkTVapUQUBAAKZNm4Zy5cqhd+/e+T0lERERmUJRaKx64sQJtGvXTve7tkpl8ODBCAkJwZQpU/D48WOMGjUKcXFxaNmyJXbs2GGy4m8iIiLKp6IQiLRt21bXmyI7CoUCn3zyCT755JP8noKIiIjMwYoCkaJV4U85OnPmDObNm1co5mhZtGgRx5shIjInBiJkTnv37oVCoUBcXJxuXa1atXDkyBFMmzYt2338/f2xcOHCgklgLr744gusX78egYGBuW737GcMCQmBu7u7+RNIRFQUMBApvoYMGQKFQoE33ngjy3tjx46FQqHAkCFDTH5epVKJ1atX48CBA9i6davJj28Khw4dws8//4xNmzZl23sqN/3798fFixd1v8+YMSPXruJERMUaA5HizcfHB2vXrkWy9kKAHM9i9erV8PX1Ndt5HR0dceDAAXTr1s1s5zCGEEJvELEWLVogPDw8XyUbjo6OKFu2rAlTR0RUhGnvP1bQgYSBiAUEBgbCx8cH69ev161bv349fH190aBBA71tU1NTMX78eJQtWxYODg5o2bIljh8/rrfNtm3bULVqVTg6OqJdu3aIjo7Ocs6DBw+iVatWcHR0RIUKFTB27NhcR0qNi4vDiBEj4OHhAXd3d/Ts2ROnT5/Ocfvo6GgoFAqsXbsWzZs3h4ODA2rXro19+/bpttFWp2zfvh0NGzaEvb09Dh48CI1Gg9mzZyMgIACOjo6oV68e/vjjD6M+Y+aqmZCQEAQHB+P06dNQKBRQKBQICQnJMe1ERMUOS0TMRAjg8eOCX3LpPZSTYcOGYfny5brff/rpJwwdOjTLdlOmTMG6deuwYsUKnDp1CpUrV0ZQUBAePHgAALhx4wZefvll9OjRA+Hh4RgxYgSmTp2qd4wrV67gxRdfRN++fXHmzBn8/vvv+OeffzB69Ogc09e3b1/cu3cP27dvx/Hjx1GvXj106tRJd96cvPvuu3j77bcRFhaGZs2aoUePHrh//77eNlOnTsWcOXMQERGBunXrYvbs2Vi5ciWWLl2Kc+fOYdKkSfjf//6nC2IM+YyZ9e/fH2+//TZq1aqF27dv4/bt2+jfv3+u6SYiKjaEAFJS5M9WEIhAWLH4+HgBQMTHx2d5Lzk5WZw/f14kJyc/XZmYKITM4oJdEhMN/kyDBw8WvXr1Evfu3RP29vYiOjpaREdHCwcHBxETEyN69eolBg8e/OTjJApbW1vxyy+/6PZPS0sT5cqVE/PmzRNCCPH++++LmjVr6p3jvffeEwDEw4cPhRBCDB8+XLz55pt62xw6dEgoFAqR+CTtfn5+4ssvvxRCCHHgwAHh6uoqUlJShBBCZGRkiIcPH4pKlSqJZcuWZfu5oqKiBAAxZ84c3Tq1Wi0qVKgg5s6dK4QQYs+ePQKA2Lhxo26blJQU4eTkJA4fPqx3vOHDh4vXXnvN4M+4fPly4ebmpnt/+vTpol69etmmNbNsr6PnlJaWJjZu3CjS0tJMdsyiinllHOaX4ZhXuUhKenr/enJ/NXV+5Xb/fpZVTXpXnHh4eKBbt24ICQmBEALdunVDmTJl9La5cuUK1Go1WrRooVtna2uLxo0bIyIiAgAQERGBJk2a6O3XrFkzvd9Pnz6NEydO4Ntvv82SjqioKNSuXTvL9omJiShdurTe+uTkZFy5ciXXz5X53DY2NmjUqJEurVqNGjXS/Xz58mUkJSWhU6dOetukpaXpqqkM+YxERGSgTO0TraFEpGgFIk5OQGKiQZtqNBokJCTA1dX1+edPeWZmYEMNGzYM48aNAwAsWbLk+dKQi8TERHz88cfZzmyc0/be3t7Yu3cvAJlXiYmJcHZ2RqlSpZ47PSVKlNA7FwBs3boV5cuX19vO2J4zRERkAG0golIBVjAPT9EKRBQKINNNLlcaDZCRIbe30ERuXbp0QVpaGhQKBYKCgrK8X6lSJdjZ2eHQoUPw8/MDIGeUPH78OCZOnAgAqFGjBjZv3qy339GjR/V+DwwMxN9//21wIBIYGIg7d+7AxsYG/v7+RgVtR48eRevWrQEA6enpOHnypC7Yyk7NmjVhb2+P69evo02bNtluY8hnfJadnV2hGLyNiKjAWVFDVaCoNVYtZFQqFSIiInD+/HmoVKos75coUQJvvvkm3n33XezYsQPnz5/HyJEjkZSUhOHDhwMA3njjDVy6dAnvvvsuIiMjsXr16iw9RN577z2cPHkSo0aNQlhYGC5duoSNGzdi5MiR2aarY8eOaNasGXr37o1du3YhOjoax44dw0cffYQTJ07k+pmWLFmCDRs24MKFCxg7diwePnyIYcOG5bi9i4sL3nnnHUyaNAkrVqzAlStXcOrUKSxevBgrVqww+DM+y9/fXzcRY2xsLFKfzDRJRFTsMRChzFxdXeHq6prj+3PmzEGfPn0waNAgBAYG4vLly9i5cydKliwJAPD19cW6deuwceNG1KtXD0uXLsWsWbP0jlG3bl3s27cP0dHRaN26NRo0aIDp06cjICAg23MqFAps27YNrVu3xtChQ1G9enUMHz4c165dg6enZ66fZ86cOZgzZw7q1auHgwcPYvPmzVnavjzr008/xbRp0zB79mzUqFEDXbp0wdatW3XpM+QzPqtPnz7o0qUL2rVrBw8PD6xZsybX7YmIig0rC0QUQuSj72kBSUhIgJubG+Lj47PcrFNSUhAVFYWAgIB8zehr0jYiRZwheRUdHY2AgACEhYUVqhFNn/c6yo5arca2bdvQtWtX2FpB/as1Y14Zh/llOOZVLvbtA9q2BapVAy5cAGD6/Mrt/v0s3oGJiIiKEysrEWEgQkREVJxYWSBStHrNkMX4+/vDimv5iIhIy8oCEZaIEBERFScMREyLT+H0PHj9EFGxw0DENLStepOSkiycEirMtNcPW9UTUbFhZYFIoW0jolKp4O7ujnv37gEAnJycoFAoDN5fo9EgLS0NKSkp7L6bh6KYV0IIJCUl4d69e3B3d892QDkioiLJmmbeRSEORADAy8sLAHTBiDGEEEhOToajo6NRAUxxVJTzyt3dXXcdEREVCywRMR2FQgFvb2+ULVsWarXaqH3VajX279+P1q1bs1g+D0U1r2xtbVkSQkTFDwMR01OpVEbfUFQqFdLT0+Hg4FCkbq7mwLwiIipCrCwQKRoV/kRERGQYBiJERERkMQxEiIiIyGIYiBAREZHFMBAhIiIii9EOBMpAhIiIiAqcNhApUcKy6XiCgQgREVFx8vixfGUgQkRERAVOG4g4OVk2HU8wECEiIipOWCJCREREFiEEAxEiIiKyELUayMiQPzMQISIiogKlLQ0B2EaEiIiICpg2ELGxAezsLJuWJxiIEBERFRdW1j4EYCBCRERUfFjZYGaAGQORjIwMTJs2DQEBAXB0dESlSpXw6aefQghhrlMSERFRbqxsDBEAsDHXgefOnYtvv/0WK1asQK1atXDixAkMHToUbm5uGD9+vLlOS0RERDmxwqoZswUihw8fRq9evdCtWzcAgL+/P9asWYN//vnHXKckIiKi3FhhIGK2qpnmzZtj9+7duHjxIgDg9OnTOHjwIF588UVznZKIiIhyY4VtRMxWIjJ16lQkJCSgevXqUKlUyMjIwGeffYaBAwfmuE9qaipSU1N1vyckJAAA1Go11Gq1SdOnPZ6pj1sUMa+Mw/wyHPPKOMwvwzGvsqdMSIAKgMbRERmZ8sbU+WXMcRTCTK1H165di3fffReff/45atWqhfDwcEycOBELFizA4MGDs91nxowZCA4OzrJ+9erVcLKihjVERESFUaVNm1B7+XLcaN0apyZPNtt5kpKSMGDAAMTHx8PV1TXXbc0WiPj4+GDq1KkYO3asbt3MmTOxatUqXLhwIdt9sisR8fHxQWxsbJ4fxFhqtRqhoaHo1KkTbG1tTXrsooZ5ZRzml+GYV8ZhfhmOeZU95WefQRUcDM3w4cj49lvdelPnV0JCAsqUKWNQIGK2qpmkpCQolfpNUFQqFTQaTY772Nvbw97ePst6W1tbs11I5jx2UcO8Mg7zy3DMK+MwvwzHvHrGk4d9pYsLlNnki6nyy5hjmC0Q6dGjBz777DP4+vqiVq1aCAsLw4IFCzBs2DBznZKIiIhyY4W9ZswWiCxevBjTpk3DmDFjcO/ePZQrVw6jR4/Gxx9/bK5TEhERUW6K04BmLi4uWLhwIRYuXGiuUxAREZExrLBEhHPNEBERFRcMRIiIiMhirHBAMwYiRERExYUVthFhIEJERFRcsGqGiIiILIaBCBEREVkM24gQERGRxbCNCBEREVmEEKyaISIiIgtJSZHBCMBAhIiIiAqYtn0IwKoZIiIiKmDaahk7O8DGbDO8GI2BCBERUXFghe1DAAYiRERExQMDESIiIrIYBiJERERkMVY4mBnAQISIiKh4sMLBzAAGIkRERMUDq2aIiIjIYhiIEBERkcWwjQgRERFZDNuIEBERkcWwaoaIiIgshoEIERERWQzbiBAREZHFsI0IERERWQyrZoiIiMhiGIgQERGRxbCNCBEREVkM24gQERGRxbBqhoiIiCyGgQgRERFZDAMRIiIisgiNBkhOlj8zECEiIqICpe0xAzAQISIiogL26JF8VSrZa4aIiIgKmDYQcXYGFArLpuUZDESIiIiKOm0g4uJi2XRkg4EIERFRUZeQIF8ZiBAREVGBY4kIERERWYw2EHF1tWw6smHWQOTmzZv43//+h9KlS8PR0RF16tTBiRMnzHlKIiIiepYVl4jYmOvADx8+RIsWLdCuXTts374dHh4euHTpEkqWLGmuUxIREVF2imMgMnfuXPj4+GD58uW6dQEBAeY6HREREeWkOAYimzdvRlBQEPr27Yt9+/ahfPnyGDNmDEaOHJnjPqmpqUhNTdX9nvCkla9arYZarTZp+rTHM/VxiyLmlXGYX4ZjXhmH+WU45pU+ZXw8VAAynJygySZPTJ1fxhxHIYQQJjnrMxwcHAAAkydPRt++fXH8+HFMmDABS5cuxeDBg7PdZ8aMGQgODs6yfvXq1XCyspHgiIiICov6X38Nv7/+QsTAgbjYt6/Zz5eUlIQBAwYgPj4ernk0kDVbIGJnZ4dGjRrh8OHDunXjx4/H8ePHceTIkWz3ya5ExMfHB7GxsXl+EGOp1WqEhoaiU6dOsLW1NemxixrmlXGYX4ZjXhmH+WU45pU+1YABUP7xBzIWLIBm3Lgs75s6vxISElCmTBmDAhGzVc14e3ujZs2aeutq1KiBdevW5biPvb097O3ts6y3tbU124VkzmMXNcwr4zC/DMe8Mg7zy3DMqycePwYAqNzdocolP0yVX8Ycw2zdd1u0aIHIyEi9dRcvXoSfn5+5TklERETZseLGqmYLRCZNmoSjR49i1qxZuHz5MlavXo3vvvsOY8eONdcpiYiIKDvFMRB54YUXsGHDBqxZswa1a9fGp59+ioULF2LgwIHmOiURERFlx4oDEbO1EQGA7t27o3v37uY8BREREeXFigMRzjVDRERU1BXXuWaIiIjIwtRqICVF/swSESIiIipQ2tIQgIEIERERFTBtIGJvD1jhmCoMRIiIiIoyK26oCjAQISIiKtoYiBAREZHFMBAhIiIii2EgQkRERBbDQISIiIgshoEIERERWQwDESIiIrIYBiJERERkMQxEiIiIyGKseMI7gIEIERFR0cYSESIiIrIYBiJERERkMQxEiIiIyGIYiBAREZHFJCTIVwYiREREVOBYIkJEREQWIQQDESIiIrKQ5GRAo5E/MxAhIiKiAqUtDQGAEiUsl45cMBAhIiIqqrSBiLMzoLTOW751poqIiIien5W3DwEYiBARERVdVj7PDMBAhIiIqOhiiQgRERFZTFycfHV3t2QqcsVAhIiIqKhiIEJEREQWw0CEiIiILIaBCBEREVkMAxEiIiKyGAYiREREZDEMRIiIiMhiGIgQERGRxTAQISIiIothIEJEREQWIQQDkczmzJkDhUKBiRMnFtQpiYiIiq+kJCA9Xf5c3AOR48ePY9myZahbt25BnI6IiIi0pSE2NoCTk0WTkhuzByKJiYkYOHAgvv/+e5QsWdLcpyMiIiJAv1pGobBkSnJlY+4TjB07Ft26dUPHjh0xc+bMXLdNTU1Famqq7veEhAQAgFqthlqtNmm6tMcz9XGLIuaVcZhfhmNeGYf5ZTjmFaCIjYUNAOHujvQ88sHU+WXMccwaiKxduxanTp3C8ePHDdp+9uzZCA4OzrJ+165dcDJTsVJoaKhZjlsUMa+Mw/wyHPPKOMwvwxXnvPI8cQJNAcQB2L9tm0H7mCq/kpKSDN7WbIHIjRs3MGHCBISGhsLBwcGgfd5//31MnjxZ93tCQgJ8fHzQuXNnuLq6mjR9arUaoaGh6NSpE2xtbU167KKGeWUc5pfhmFfGYX4ZjnkFKJ5Uzbj5+aFr1665bmvq/NLWaBjCbIHIyZMnce/ePQQGBurWZWRkYP/+/fj666+RmpoKlUqlt4+9vT3s7e2zHMvW1tZsF5I5j13UMK+Mw/wyHPPKOMwvwxXrvHr0CACgLFkSSgPzwFT5ZcwxzBaIdOjQAWfOnNFbN3ToUFSvXh3vvfdeliCEiIiITKgQjCECmDEQcXFxQe3atfXWlShRAqVLl86ynoiIiEyskAQiHFmViIioKCokgYjZu+9mtnfv3oI8HRERUfFVSAIRlogQEREVRdpAxMoHE2UgQkREVBSxRISIiIgshoEIERERWQwDESIiIrIIIRiIEBERkYU8fgxkZMifGYgQERFRgdKWhtjaAo6OFk1KXhiIEBERFTWZq2UUCkumJE8MRIiIiIqaQtI+BGAgQkREVPQwECEiIiKLYSBCREREFsNAhIiIiCyGgQgRERFZzMOH8tXNzbLpMAADESIioqLm/n35WqaMZdNhAAYiRERERU1srHxlIEJEREQFjoEIERERWQwDESIiIrIYBiJERERkEWo1EB8vf2YgQkRERAVK22NGqeQ4IkRERFTAtNUypUoBKpVl02IABiJERERFSSFqHwIwECEiIipatIFI6dKWTYeBGIgQEREVJSwRISIiIothIEJEREQWw0CEiIiILIaBCBEREVkMAxEiIiKyGAYiREREZDEMRIiIiMhiGIgQERGRRaSkAI8fy58ZiBAREVGB0k54p1IBbm6WTYuBGIgQEREVFZmrZRQKy6bFQAxEiIiIiopC1j4EYCBCRERUdDAQISIiIothIKJv9uzZeOGFF+Di4oKyZcuid+/eiIyMNOcpiYiIii8GIvr27duHsWPH4ujRowgNDYVarUbnzp3xWNu1iIiIiEynEAYiNuY8+I4dO/R+DwkJQdmyZXHy5Em0bt3anKcmIiIqfhiI5C4+Ph4AUKpUqWzfT01NRWpqqu73hIQEAIBarYZarTZpWrTHM/VxiyLmlXGYX4ZjXhmH+WW44ppXqpgYKAGku7tDGPHZTZ1fxhxHIYQQJjlrHjQaDXr27Im4uDgcPHgw221mzJiB4ODgLOtXr14NJycncyeRiIioUGs7cSLcoqNxZNo03GvY0GLpSEpKwoABAxAfHw9XV9dcty2wQOTNN9/E9u3bcfDgQVSoUCHbbbIrEfHx8UFsbGyeH8RYarUaoaGh6NSpE2xtbU167KKGeWUc5pfhmFfGYX4ZrrjmlY2PDxR370J97BjQoIHB+5k6vxISElCmTBmDApECqZoZN24ctmzZgv379+cYhACAvb097O3ts6y3tbU124VkzmMXNcwr4zC/DMe8Mg7zy3DFKq/S04F79wAAtr6+QD4+t6nyy5hjmDUQEULgrbfewoYNG7B3714EBASY83RERETF1927gBBynhkPD0unxmBmDUTGjh2L1atXY9OmTXBxccGdO3cAAG5ubnB0dDTnqYmIiIqX27flq6enDEYKCbOOI/Ltt98iPj4ebdu2hbe3t2759ddfzXlaIiKi4ufWLfnq7W3ZdBjJ7FUzREREVAC0JSLlylk2HUbiXDNERERFgTYQKWQlIgxEiMhiFCdPovm0aVCcPGnppBAVfgxEiIiMo1i1Ch5nzkDxyy+WTgpZoxMngPbt5SvlTdtGpJBVzRToEO9ERLh2Tc6HoVBA+dtvAADlr78CQ4fKrodlygB+fhZOJFmFlSuBPXuAn38GGjWydGqsXyEtEWEgQkQFy9//6c8KhXyNjQUyD0fNhu7FV6ZAFdoelmvXAoMHM1DNCwMRIiIDrFoFDBkCpKdD8STg0L7CxgYICbFY0sgKZBeoxsQwUM1LRgbwZKyuwlY1wzYiRFSwBg4Ejh3L/r1jx+T7VHytWiUDUuBpwJE5UF21yjLpsnYxMYBGI4O3smUtnRqjMBAhIosRSqXeKxED1XzSVsuULfs0kCskCldqiahoKFsW8PKCKF8epxs3Rt1//oHi5s1C9yRHZqZUyqd87SvlrJD2mAFYIkJEllChAhAdjYzDh3EtKAgZhw8D0dFyPZlHYeoK+yRQRcOGwNKl8tXLi4FqbgppQ1WAJSJEZCn29oBaLX9WKAA7O8ump6grTF1hnwSqsLOT18aoUUBamrxmKHsMRIiIyOoU5q6wmYMOhYJBSF4K6TwzAAMRIqKii11hi49COvMuwECEiIoq7bgK//0H3L0LPHjwdHn4EEhOBlJTny4ZGbK3QebFxQVwd3+6lColnzjLl5eLtT+lZxqzJduusByzpehg1QwRkQWkpACXLgGRkU+XS5eAGzfkF7O5e1qUKQNUrAhUrfp0qV4dqFHDOtq8DBwo05K5BETr2DEgMLDg00TmwaoZIiIzEgK4fh04eRI4dUouERGyDURuVQsqlSy58PKSpRnaxd0dKFFClmhoF5VKloqkp8slLQ1ITATi4p4usbHAzZtySUmRv8fGAv/8o39eW1ugZk2gQQOgfn3ZOLRhQ8DBwWxZlKei0hVWCODePeDCBXlN3LkjS7jS0+XnKlkSKFMGCj8/2MXHWzq1BUOjYYkIEZFJ3bkDHDoEHD/+NPh48CD7bd3cgGrVni5Vq8q2ERUqyO6eKpXp03f8ODB5MsQbbyLdxgHq8xchLkRCefkibC+dh82jOOD0abk8obG1w+NqDfGoXgsk1WsONG+OEhU94eIiYyKFArJr7ZQpwLx5puvZou0K6+MDDB8O/PijLDEqLF1hMzJkoLdrF3D0qMz7+/fz3M0GwIsAxPTpQLduQM+eQIcO5rkeLC02VgZiAODpadm05AMDESKyLCHk0+2xY8DBgzIAuXw563Y2NkDt2rJkITBQ/lytmryhahtiZnbihKyayMdNPSNDFnpERclepDdvyjaeMTHyYTwmzBv3Ytci5rAn1Jpnv0YFfHEd9RGO+ghHIE6hKY7CU30PLmePwOXsEeAXueVlVMI2tMEeRQf849weKaIi3BMXwruPLcq1lw+33t6ytF37s9GFGYWxK+zjx8BffwGbNwNbtshMz0yhAAICZLWYtrRLWxX28CFw7x5ERAQUly9DER0NLFkil4AAYMwYmQeurgX+scwmOlq+litnHVWCRmIgQkQFSwgZaPz1F1ShoeiyezdsExL0t1EogDp1gKZNZeDRsKEMPIy5eeYxboYQsjT77Fm5REbKwOPqVVnirx3iJHtPBl7LFBSoVAIlSijg5KSAytEPlx39cEXRC79rAE2GQPnUq2iQfBiByYfQIOUwqqnPojKuoDKuYLj4CXgEnEUt7EYH7L7eAetDyiEBbs+c1xZ2dt1QpYoKVasCVaoAlSvL15o1cynkKAxdYW/flkHH5s0yCElJefqeqyvQpQvQujXQuLG8Fhwdcz1culqNXevWIcjeHjbbtwN//CH/wO++K4PTTz4BRowodMOhZysqSr4GBFg2HflUBP4CRGT17t4Fdu+WN5jdu+WdHnJoZ3sAwsEBiiZNgJYt5dK0qWzHYawcxs1IeXUITl90wInrZXH2VmmcOyeDj4cPcz6UjY0cYiMg4EktT8hclMU9eCAGZRGDsrgLD8TCFfFwQhJsM9KB+JzaqygAVHqyDJKr4uIgDh+BultPKADYIB21cQ61cQ4T8BU0UOAafHEKgdhbcxx2PWqGK7cckJZmg3PngHPnsp7F21s2SalX7+lrlSpWWhshhPwjbN4sl2fb2fj7y+qUnj2BVq3y9aSf7ugI0bUr8NJLwMKFwJo1Mgi5eBF4801g2TLgl19kFFeYMRAhInpGRoasy9+6VS5hYfrv29kBzZsjo107HLK3R7Nx42BbosTzn9ffHxoocAlVcAxd8A9ewLF7TXC6eS2okfVGplLJG3Xt2rJzScWK8rs8IEC2cdW7gXesAAz56GldfGY2NkCIkbPCurtD0fVF2K0KedLFVv9tJQQCcA0BuIY+5zcA9vbIaNEMJ939kdZyGE7bNkXkVVtcvizvq1evykKF27eB7dufHsfJSRYoNZfNUtCsGeDhYVxSTUatBvbvfxp8aKsUtBo3fhp81K6dfZVbfjk5yTYyr78uA5Dp04HwcJk58+fLKhtTnq8gafORgQgRFWtxcbJB4dat8k4YE6P/foMGQMeOcmnZEnBygkatxsNt256rXjsjA/j3X2DvXmBPgxs4EFYCcSiZZbsyiEHjemmo+2J51K79tImJwR1ZzNUVNrfjTp8uq7H+/hu4fRuq/XvRGAA2h6Cls7OsqujYAZjVHokV6+LMOSVOn5b319OnZb4kJQEHDshFq3JlGZA0by6nn6lSxYz34Dt35HWxfbtcMvdkcXCQ10PPnkD37gXT48PWFhg3DujTBxg6FNi5U/4eHg588418v7BhiQgRFVt37gCbNgHr18ubZebSAldXIChI9lh48UWT9dIQQt5g9+yRy/79MgaSZNsNBySjIU6iMf5BExxDY/wD/xProGhoonEzzNUV9tnj9uwpAxwhgMhIZISG4u6aNfCOjITiwQNg2za5AHB2c0Ozpk3RrFkz4OVmwNwmyHB2w6VLwJEjwOHDcjl/XsY2ly/L5jOArHrq0OHp8lxDUcTFycDs77/lTT5TzyEAsjimRw/52Tp2lF2GLOHmTTmQ3cSJwFdfAT/8IEsW1q0rfA1ZtYFI5pF0CxEGIkRknGvXgA0b5Bf2oUP643hUry4Dj27dZKmHiZ4u4+KA0FD5QL1jx9MhE7RcXGQzgrZtgTaeF9BgcB3YKjX6N3VTPPGbqytsXsdVKIDq1aGpVAnHfX3RtUsX2EZEyJv97t0yGouPlzf+nTt1h1VVrIjq9eujer16GNq9HvBuDTx09cOxcHscPix3O3JEDj67YoVcAFlA07Gj/DO2aZNLqVFsrGzle/687Fp79Kj8OTOFQgZTQUGy1KNxY+totLJypSxGq1sX2LgReO012YapSxd5kRWWYESjkf+TAEtEChvFyZNoPm0aFJ6esmEcEeVs+3Zg/HgZWERE6L/XuDHw8suyQWDVqiY5nbbUQ1vLc+SIrILRcnKSN8h27WTw0aBBps4P/zkDXmXMM26GubrCGntcpVK2Rq1fH5g8WZZEnTkjizy0xR/aLkBXr8oSqydKKhToUr48ulSsCPj5QV2nDK4llMTZW6Vw/EpJXIhyACIEbkUIfL8YWGOfjmbVHqBRQCyql45FieRYmdbIyJzHdqlUSQaiQUEyorFYo5Rn5DYJ4NKlsormyBFZgrdjh4xwrd2tW/JaUankdVQIFd9AZNUqeJw5g4xffmEgQpSduDh5A/vlF/nkraVUyuIHbfDh42OS02VkyHvAhg1y0ZY2a9WoIe8PL74oT5/jvd/c42aYqyvs8xzXxkZGYw0aAGPHynWxsU8HVdMuly/LMTr++08uAGwBVH6y9M7u2KkA/n2yZMfXVza2eeEF+V3atKn1BB7PMmQSQHd3Gcj17i2jYGsfl0P7j+LrW2i7IhfOVOeXNhpOTYXyFzmikPLXX2WDJWufEpuoIKjVciyHVavka1qa/vvOzjI4KVVK/r88ZxCSlgacOlUWf/6pwp9/6o9b5eAAdOoEdO0qS8uNqv4uDONmmFuZMk8bfWgJIW+8V6/KG9j16/oTAT548PRvrlBAKBRITFLiZlIpXIgtg/MxZRCLMriJ8ohENSirVkG3fiXQp4/sKmz1nU4MmQSwWjVZ1Pb337KL7w8/WPcHK+QNVYHiFohk+ibTXVaxsZwSm+jiRVmFERKSdRTLzB4/Bjp3fvp7Pv5fMjKAffvkkA7r1tng4cNmuvfc3WUzgpdekqX6lmrHWGQpFLKKqmxZg0qCFQBcAFR/sjS9I9vGXtoAROwC0i4CYTOBmTNlbUyfPkC/frJJiFXeuw3t+fTrr7JB7U8/yS5G779fsOk0RiHvugvI8YSKj1WrshRdKTJHw6uMHAeAqDBLSpLdJtq0kU+B8+bJIMTTU44+OWtW1kaF+fx/EUJ+z0+cKAtROnSQD5oPHypQsmQKRo3KwK5d8vQ//yxrfRiEWB8vL2DYMOhKr375RQaNDg7AlStPR9OvUQP49FNZ8GK1lEr918y6dgUWL5Y/f/ihXgNgq1PIe8wAxa1EhFNiEwGXLskv2ZUrn47poFTKL9/hw2VXCW1vl6Cg5/p/OXtWlnysXat/UypZEnjlFaBv33Q8erQTPXp0ha2tFfSkIIO5uQEDBsglMVE2p/j9dxmkREYCH38sl6ZN5Vdv//5W0nTE0J5PY8bIdjXffSc/QFiYydpDmRSrZgovAVnsKBSKp6UiREWVELKb58KFsmxde80HBMgv4yFD5FCiOTFi3Ix794DVq2UtT+YhJEqUAHr1kr0kO3eWbQDVaqEdBoMKMWdnoG9fuSQkyMbGv/wiLzltr96JE+XffeBA2Q7UYiVexjRmXrRIjhAcFibrnPbvt74BzxiIFELaaDghAUhKgggIgCIpqfBMiU1kjKQkWYXy1Vf6k5N07Sq743bqlH3RtJaBT49qtexqGxIiX7XjmtnZyV4ur70mq9ydnEz/Ecm6uLrK3rCDB8vxXn79VQYlJ048HVzV2VmWkAwbJkd4LfD2JIY2ZnZwkJPlBQbKaGrmTCA4uGDSaAi1Wtf7qTAHIsWrjQigi4bFyy8DAMTrr8vouJD2vybK1oMHcnhwHx9g9GgZhDg7y3ESIiNltBAUlHsQAjx9ejx2TB7n2DG9/5fTp4FJk2RhyksvyUFW09Pl0CLffCMHXt24Ud50GIQUP97esiTk+HHgwgVZVVOpkqzK+fFHoEULWVs+b17WQeqsRsWKcm4aAPjss6yT81nS9euyhNLBQT4wFFLFLxABAHt7iCezLSrOny+eXfuoaLp3D5g6VXZD/+QTGZAEBAALFsgnp8WLjR90zN7+6SOrQoG4ZHt8/bV8SKxfX9b2xMTI78F335Uxz7FjsudjyaxTvlAxVa2aLEy4dEnWcAwZIoPTyEjgvfdkzNyjh6zWebbXuMX17w+8+qrs8vX667Kk0Rpkbqhqld2UDFM8AxHgaSCS3VzaRIXNzZvy0dPfH5g7Vz5y1qsH/Pab/OafNEm2Lswnba+XoUPlPCRvvSWrze3sZKPTLVtkjc28eYV/RnUyL4VCDki3fLksMfvhB1kykpEhr6OXX5YFbu+8I4MUq7Fkibz4tS1xrcHly/K1YkXLpuM5FftABBcvyno2osLoxg3gjTfkF9GiRUByMtCkiey6EBYmWw8+x7weCQnAt9/KATubNpVtQJKT5cy1X30lR5f+/XfZ0aaQDupIFuTiIpseHTwoq27ee0+WrMXEAF98IacuatdO9rpKTbVwYkuVAr7/Xv785ZfAqVOWTQ8gu6UB8h+yECu2gQh8fZHu4ACFWv00qiQqLO7fl4+MVarI+uu0NDkeyF9/yXHSu3d/rqLakydlZ4Jy5Z72YnRwkKXShw7JeWDeegsoXdqEn4kKrxMngPbt5Ws+VasGzJkjY+s//5TVNEqlnJfutddkKcm778oCPovp2lVW0Wg0wIgR+rNNWwIDkUJOqcQjbZ9wVs9QYZGYKFvuV6woHxlTU2UAsn+//Mbu0CHfAUhionzga9RILt9/LwdSrV5dPgDevClnZ23evFBXR5M5rFwJ7NkjR6N7TjY2Mo7evFm2i54+XTaGjo0F5s+XTZw6dJC1jhZpS7JwoRwCOCxMlkJaihAMRAy1ZMkS+Pv7w8HBAU2aNME/VtTiOMHXV/6g/WMSWSuNRlaqV6kCTJsm60waNJAzhO7ZIyvd8+n0aVnqUa6cLAU5eVK2/RgwQA7Ffv68bH5SqpTpPg4VAdeuyYvl1Cn9mWxPnZLrtVPTPwcfH2DGDBmQbNokCyQUCjkNTP/+8v2pU+WorgXG01NGRIBMnKW6+9y9K0tGlUr5tFCImTUQ+fXXXzF58mRMnz4dp06dQr169RAUFIR7uc1lUYAeaQMRloiQNdu3TxZRDBsmW/dVqiS/8E+ckF1wtcUTRhSPJyXJuKZpU9nz5dtvgUePZJzz+eey9OOXX4DWrVn6QTnw95fXZcOGslEH8HQm20aNTDrkuI0N0LOn7HUeFQV89JHsGnzvnmybXbmyHBLnjz8KqMnf0KGyj3piIvDBBwVwwmxoH6ArVQIcHS2TBhMxayCyYMECjBw5EkOHDkXNmjWxdOlSODk54aeffjLnaQ0iRKYSEQYiZI2uXZNdUtq2lcXAbm6yOub8efk4+OwYIAYUj589K9t2lCsn45pjx+RAkf36yVEwIyNl05MyZcz70agIyDx3V3Yz2Zpp7i4/PzmPzfXrsquvNhb/6y/ZNtvHR8YG2p6tZqFUytbagGzBbYmS/iJSLQOYcWTVtLQ0nDx5Eu9nmrVQqVSiY8eOOHLkSLb7pKamIjVT0+iEhAQAgFqthtqEYe6lS8Arr6jwYr1WaA5AREYi/eFDOeATZaHNe1P+DYqy584vtRrKRYugnDkTiqQkCKUSmlGjoJk27elkHdpjX7smi2cVCtisXSunLVizBukDB8qbQunSSC7rh3XrFPjhByUOH34avAQECAwfrsHgwRp4esp1Bd32jteWcawqv/r1A6pUgW2TJlneUh86JKsOzZzObt3kEhUF/PSTEiEhSty9q8Ds2cCcOTZo0KApUlI06NlTbfpeXYGBUA0aBOXPP0Pz1lvI2L8/7wECTUj1779QAsioUQMaE+Szqa8tY46jEMI8E63cunUL5cuXx+HDh9Gs2dNpvqdMmYJ9+/bh2LFjWfaZMWMGgrMZPnf16tVwMuGwjCtW1MSGDVUAANfgC1/cwJqRX8KxawCLocmiSp0/j3pLl8L1+nUAQGytWvh31Cg88vPLdvtevXvrftbNn/Tk9QKqYRlG4wfnsUhMtAMAKJUaNG58B0FB0ahXL6YgvzepCHK7cgVt335bN2eX9nXvF18gvlKlAk9PeroC//zjhZ07/XH69NNpCEqVSkanTtfQseM1eHikmOx89g8eoOOYMbBJScHJCRPwX7t2Jjt2XlpNmYJSFy/i+Dvv4FbLlgV2XkMlJSVhwIABiI+Ph6ura67bWlUgkl2JiI+PD2JjY/P8IMZISABWrRJYuDAZs6NH41X8ig8xE5trf4CRIzUYMEDzPGM/FTlqtRqhoaHo1KkTbK1twicrlK/8io2F6oMPoAwJAQCIMmWQMXcuxP/+l2sjDcXq1VCNGAHFk6KMVNhhPV7GMozGPrTVbefrKzBsmAZDhmhQrlx+P5np8doyjtXl13//waZZM4gKFSCGDYPip5+g+O8/pB85YvFpMy5cSMf06f/hwIHKiI2V/0NKpUCXLgKjRmkQFCSeZ4gdHeXnn0P14YcQ3t5IP3tWDo5ibhoNbMqUgSIxEerwcJOMImjqayshIQFlypQxKBCBMJPU1FShUqnEhg0b9Na//vrromfPngYdIz4+XgAQ8fHxJk9fWlqa2LBho7gyYYEQgNim7CZkWbYQTk5CDBsmxLFjQmg0Jj91oZOWliY2btwo0tLSLJ2UQsGo/NJohFi+XIjSpYXuAhw5Uoj79w0/4cmT4gKqirfxuSiNGN1hlEqN6NlTiK1bhUhPz/fHMSteW8axyvxKSXn6RanRyN+tgDavHj1KE2vWCNG27dN/MUAIX18hPvlEiJs3n/NEKSlCVK4sDzp1qlx3/LgQ7drJV3OIipLns7UVwkTXgqmvLWPu32YrmLWzs0PDhg2xe/du3TqNRoPdu3frlZBYkkIB+PZvCgAIcjuCrxZqUKuW7FHw009ygMrAQGDpUtmjgMikbtyQU9MOHSrbedSpI4eY/O47g/rKpqYCa9YA7UZVQXVE4gu8g/sogwq4gemYgeg/z+q6PJriyY8oW8/MRWRtc3fZ28sxyPbskaO3Tp4s/72uX5cjtfv6ymHld+6UveTzdYIFC+TPCxbIvsQmHFclW9qGqtWry9bmhZxZa4gnT56M77//HitWrEBERATefPNNPH78GEOHDjXnaY0i6tUDHB2hfPgAbwVdxJkz8l4waJC8vsLD5eRd5crJyUetYVRfKuSEkFOP1q4tv/0cHGQfxJMn5aQbedD2bClfXo71sfekC5TIQHe3A/hzzHZENeqHGV7L4FOXM84RZVatmux4dvOmjBFatpRz3GzYAHTpIrsBz54th+gwSvfuciyftDR5ozDTuCo6RajHDGDmQKR///6YP38+Pv74Y9SvXx/h4eHYsWMHPLVN9K2Bra3s8w4AR45AoZD3gpUr5TwaX34pL97ERPmg2rAh8MILcqKmxETLJp0KoS1bZN/YESNkY6WmTWW0O2VKrk82utKPdvIh6IsvZCFKhQpPBny6lI4/H7ZE9yUvwuafw3IEKAvX0RNZKwcH4H//Aw4ceNql3c1N9r754AP5r6Pt0m5QKYlCIQ8GyJ20Y2WZaVwVhIfLVwYihhk3bhyuXbuG1NRUHDt2DE2y6eplcc2by9fDh/VWlyolR5SMiHg634GdnRwvauTIp/NwaK8JohxpS0H69AEePJB1JZ9/LovfqlXLcbcspR97ZQ/B7t3lfBxRUXIIbJ/K1l08TmStatV6OoGjdpC/9HQ5mWPHjjLwnz9fDjGfq1WrsjYsN8e4KkI8DXq0965Cjp33AEDbZiWH8U0UCjmdx+rVskjv88/lCJSPHj2dmbRBA3kx53mxUvFz4oQsth0x4unkGG5uchTU8PAsRbaPHsmYpWXLHEo/omUQ0r07Z7wlMhUnJ2DIEHkb0FbJu7jIcafefVc+eL7yihzdNdvxdgYOBHbtyv7gx47J903h6lUZNdnayoaMRQADEeBpIHLuHBAXl+umZcrIJ9QLF2QJXP/+spQkPByYMMGAi9VamWD2TMrGjh2yLu/QIf31Dx/qFdlqNLJt2+DBchr0ESPkLtmWfvhY5qMQFRf16gHffCPv99oqebUaWLdO/j/6+gLvvSdLy/U828jcHANTaUtDXnih0A/trsVABADKlpVFHIC8GxhAqZT37bVr5ZxHX38te9g8e7FOnSqL162euVt5FzNKtRrKd96RvWKy86TINlpVCcEvn0blyvJ6WrlS9tp6dkp0ln4QFTxnZ1kNf+KEfNicOFE+jN6+DcybJ4fvaNoUWLYMiI+HvJd4esqnU0BOiOPlJdebijYQeY6JLq0NAxGtbt3k66ZNRu9aqhQwdqxsGH36tP7FOneuLF5v2hRYvDgfrbHNqQBmzyyWIiLQ+t13odLORTFunF6JSBzcsBxD0B67EZBxGTPW10VUFODqKme/PXJEPmm99x6savAxouKsXj3ZeeHmTWD9ejkJn0ola13eeEPGGwOmVMDWpTeQvnyl3CkuTrY9NGXDcQYiRVivXvJ1y5bnqlOpW/fpxaotGdFerOPHy0aHXbrIJ98nU+lYTgHOnlksCAF8/z1smjaFW3Q0RJkysjhj8WIkwxF/oA9exnp44i6GYTn2oD0UCoGOHWU7ttu35ZNV06ac8ZbIWtnZAS+9JJ9Zb96UDVlr1QJSUmTPtu4v2cLrrX644tkcSEqCCP7EdCffsUM2WtF27ywiGIhotWwpizbu38/SeyY/7OzkIDl//gn89x+waJGcNTojQw4dMXiwLMHr319e0JlGti84Fpo9s0h68EA2Dho1CorkZNyrVw8px05ip213+bcOqoe++AMb8BLSYI+aDlcx03kOog7fQWiobMdmwumUiKgAeHoCb78NnDkjJ+CdMEGuu/9AgQF35SBnYsUKLBp8CuHhT79e823RIvlaujTg7v6cB7MeDES0bGyeq3omN15esjTk2DEZzH7yiWwDkJIC/PYb0Lu3rEocPhzYtu2ZoEQIWZ9z8aKspDx3DrhzxzSzWg4cKBOVHVO28i7q9u2T5bbr10PY2ODSyDkYVu4P+Dfz0ZV+PUpUws9XYOp7AqdPA2cfB+DD2Enwa+pt6dQT0XNSKGTb0YUL5YNnaChQa2gT/GY7AEoI1F35Nho0EKhZU37/nz9vRFCSuQp93z657vHjIlWFzkAkM231zKZNJghds1e5MjBtmmwDcPKkHG64XDnZieKnn4CXuqWif6lQbK35Lh5UbQrh7i4jmWrVZB/h2rVl1OLkJOuBXn8dCAmR5frPQzsNK6djlQzpRaRWA9OmQbRrB/z3H+66VkFn5yOo+v172Lq9Mu7dU6BMGdl+6OBB4GqUArPnKFC3LqBQcqwPoqLIxkaOP/LTT0DPs7ORYeeAdtiLvrabcOGC7PlWqxZQowbw/vvA8eN53G4yV6EnJ8t1yclFqgqdd53MgoLkzeHKFVnyYEYKhexl88UXcs6DYz+exd91JuCOwhsbkzqjW8R8lLp0DIqEBGigQJqTGzIcSzw9QHq6LA/8+Wc5V0m5cnJwm+++e9J820Bly8pAp2FDOalOw4amb+VdGOXRi+jRv1G4X6s1MHMmFELgJwxFpYRT+CuuEUqVEmjX7jr+/DMdt27JHlUtWjDGIypuHKr6QvXu2wCANT7v4ucfUtG9u6y6j4yUPeMaNwb8/GS1zp492RR2Z65Cf1YRqULnV2Nmzs5Ahw7y57VrC+acJ09C9XIvNB5eB+3OfIWS4iHSSnvjn1pDMb7ML6iFs3BEMuyT4mCbnICmOIKZTp/hzMK/IL5YIMcmfuEFGdkcOSLnOShfXnbdiY7O+/wVKsjtjh2T+x47VnyHB8+lF5E4cRLn/7qF+fOBmbVWQ1OvPkpfOop4uOJVrMFH3j9h8Bhn/PUXcONGOiZMCENQkCgK81ER0fN47z3Aywuqq5fxvxuz8eefsk/A2rVyGPkSJWQ3/a++koWwZcrI5mY//fSkoLs4VKGbZL5fMzFmGmFj5Tjl8W+/yemVy5QRIinJ5OfVuX5diNdeezontUIhxMsvC7F9u27Odo1GiBMIFB/iU1Efp/SmsAaE8MZNMRzfi7VrhYj595YQn38uRM2aTzdQqYR4800h7tx5rqRa5dTj5pA5cxUKEQdXsQk9xZtYIvwQJZyRIELwum6bkw7NxaxRUeLIESEyMp4eptjklwkwr4zD/DKcVeXVr7/K7w07OyEiIvTeSk4WYvNmIYYMEcLDQ2T5nm/QQIgPh90UybB/ulKplK8nT5osiabOL2Pu3ywRedZLL8lysthY8wzulZEhx4ivXl329VIo5OxL58/L/r5duujmbFcogIarJmOmTTDCEIj/UB7fYSR6YSNKIBG3UQ4/YgRefRXwqOuNOivewcSOZ3EkeBfU7TrJc337rWyY8sknnKUvD4++X4vtym6Ygrl4QRxDKTxAL2zCtxgDD8QgHA0wGCuhUSjx4K3pCHy0D+8v80fTpqx2IaJc9O0LdO36dHbeTDPpOTgAPXrIeW7u3JG9b2bMkFU2CgUQFgbs+SkKDkjFIzije9WLmOW9GEdKdYO6ZBGpQjdJ6GMmFikREUKIL7+U0Wa1avqPus8rIkKIJk2eRrUtWhgW0Z48mSVMToGd2LXkopg0SYh69bJG0UqlEKOq7RXRni/oVmq8vIT46SdZ1GIEq3qyyOz4cSHatZOv+XDzphDr1wsxZYoQTZvKAqRn87EazosN6CUylDZyhY+PEPv353pcq80vK8S8Mg7zy3BWl1dRUUI4Ocnvka++MmiXu3eFWLlSiF2V3xACEMsxWO/7ydlZiC5dhJg5U4i//hLieW6VLBGxNsOGyWEuIyOB7duf/3jaUpD69WWdnqsr8MMPcoS8wEDDj5OpZ4s90tCp6SMsWCB79cbEyNki33xTdrDRaIDvItvA/+4x9MOvuIKKUNy5AwwbhuuV2+Poyot48OD5P5pFGTEs/ePHcnDTBQtkvayvr2xK8/LLcqjmo0flnymgfCqG4Uf8rHgdt+CFC6iJ3tgEpSZdPtWcPl2kRjQkogLi7y9bpwJyFr3Tp/PcpWxZYFC/VHR68BsAoO33/8PixfJ7q1QpWci9Ywfw0Ueyp467u+xYOWIE8P33wL//mmakB3Pj7BXZcXWVEwx88QXw8cdA587Id6vDyEjZq0U7s29QkLxCjJm5TNuzxcdHDjby44+ydVOmni3aBk6vvCJ/v3kT2L8fOHpUgSNH+qHuqV4Yk/EVZmAGfK/uRdnBdTETH2F1+SmoUc8OdevKoTDq1pXT7lhtI8tr12S1mUKh36B08GBACKS7l8FltR/OnIHecvVq1i5ySqXsRte0qZz3sF07wN8mBnjhI9mC7PYjIAnyXPPmyZGLOOQpEeXXuHFykJE//5SjWZ48Kb9rcjN/vhwwsUIF+A9th3EqeRiNRgYae/fKByltP4Nz5+Ty449yd1tb2VW4Th39pUIF6/k6YyCSk7ffls2WT50CPv1UtrEwxIkTwJQpwOzZssTjo4/kCGWurvJxfNgw4//62p4tdnZy31GjZF1jLuNQlC8PvPaaXAAgOdkep069i9VbX0GjH99Eg3s7MRPT8NrNNRhx8wfM2dZMt69KJZvJVKokm5f4+ysRF+cFX18gIEDOYG+xC9jfH4/hhGj44yqa4CoCcOVeZVxteAtXURFX4YmcBqn19pazZjdpIoOPRo1kRyk98S4yIlmzRv7eqJG8DurUMeenIqLiQKGQ3yf16smH1P/9TxZl59Q9NyoKmDlT/jx3rq79ICAfpOrXl4vW3bsyINEGJsePA48eyYDl33/1D+3mBlStKpcuXWRcZCkMRHLi7S0ber76KvDZZ3IW1WbN8t5PW13Qu7dseQTIUpDvvpP1AfmVOehQGD8YlqOjHMuiRYsA4LPtwNq10IyfgFqx53FY0QK7a0/EZ44zcfycEx4/liUIV6/K4B1QAWiC2bPlsRwcZAFN5sXTU8Zazs6Ai4v+q5OTTLI2eMn8qlbLapNnl8REOdr+3bvAvXvy9e5d4K5DGhJTci+ucXKSxZPPPgF4eOSRSfv3A4MGyYFdlErgww/l6HNWWzxERIVOmTKyFLdTJ2DjRlmau3KlXpChM2GCHIK7XbunT5W58PSUk/H17Cl/F0IWImcuHf73XxkDxcfLQOX4cfldzUDEWvXvL4vQfvnl6c/16mXdTltdkJT0tDzszh1Z5DZ5siwFeZ4gxNQUCuC116Ds3BmYPBmKlSvR8cyX6FhpMzSbf8Dtam1x5Qpw+bIc2+3iRQ3CwhJw/74b4uIUSEmRBTSGDFNiejIocEMcKuEKKj4pB6mEK6j4zbuoGFQF/v5G9mJJS5NVcPPmyf/cihVlu5Pmzc3yCYiomGvVCvjjD9lLc/Vq+UT29ddPq9vT02VJ/J9/ytKSJUvyVQytUMimKf7+smeOVmqqnDXk0iX5akxTRXNgIJKXr7+W/akuXZIlIt9+KweQyVyUltMQu48fy4vp00/NNmT8cyldGlixQgZZo0cDV65A2aEdyr/xBsrPnYvWrV0BAGp1BrZt24euXbsiPd0Wd+/KOOv2bfl6544srUhMlMWAmV8TE2V8pm3nDej/bGMj4zXt4uz89OdSpWSEX7asfNUtt8Ph2qaBjDY0mqevTd4AKhqZB6dOyUBR23Bs2DA5YYSLi0mymIgoW927yyDk1Vdl9UxoKDBmDFCypJxm5OBBud3HH8tGHiZkb/+0pFjLko1aGYjkxd1dVrgNGCCnzR0yRI5a2q6d7Gbx33+5729jI+eCsWZdu8rWTVOmyHnoly4Ftm6V1Ulduuht6uj4NMK2GMcyeTbezVNKChAcLHszZWTIoOz77+UTChFRQejbV36PjRkjBwyZNevpey4uTx98izgGIoYoVUremGfOlOPwPngAbNigv03DhrIF9LOOHbN8uZchXF1lANK/v+z7dfWqbBczZIhsJGVN8tF4V8+hQzKAiYyUv/frByxezPl1iKjgNW0qG2osXy57V6rVsmj4nXdkNXExwEDEUCqVnDbxo49kcHHkiLxYPDzkEHj37slg5NnqgsKmXTvZmumjj4BFi4CQENjs2AGvIUNkyYm1yE/j3dhY2QD1++9l3ZCXl3zi6N3bbMkkIsqTSiUfAEeMsHRKLIKBiLFUKtmIMbuGjM9bXWAtSpQAvvxSFhsOHw7FhQtoMmcONFeu6DeoKiwyMmSV00cfAQ8fynVDh8pxYkqWtGzaiIiKOY6saipFcRbb5s2BsDBkTJkCjVIJ5e+/y9HOPv9cNrsuDA4ckGOBjB0rg5C6dWU33Z9+YhBCRGQFGIiYkr29/iAZRo71YZUcHKCZORP7P/8cmsBAICFBNmqtWVO2k7HG3kCAbK/TtSvQurUcA9/dXZbmnDzJIdqJiKwIAxEySHylSsg4fFj2APL2lo1ZX34ZaNsW+Ptv6wlIzpyRPV8aNZLzBKlUsoTq4kVZKpLTCIZERGQRDETIcEqlHAXw4kXZ3sLBQVZzdOggW35v3GiZBroajQw6uneXA85t3CjT+vrrsmfM0qUGDKtKRESWwECEjOfsLAdpi4yUpQwODnLQt5dekiPkfPedrMIxt4cPZaPaatVkNczWrbJkpl8/4OxZOVhbpUrmTwcREeUbAxHKP19f2e4iOhp4/305Fsn587IqxNtbztuycSOQnGy6cz54IEcj7N1b9lKaPFmORe/mBkyaJEtrfv3V5CMREhGRebDCnJ6fp6ccEfC994AffpDLhQvAqlVycXQEWraUY5Q0biyniyxdOu/jajRyArqwMDm67f79suQlc/VP3bqyVGbgwLyn0yYiIqvDQIRMx80NePttWUpx9Cjw22/A+vUymAgN1U7lK5UqBfj5yVINFxcZrKSnyxFSY2Lk5DVRUXIo9mfVqiVLRPr3l9Ps5mMyKCIisg4MRMj0FAo5QWCzZsCCBbK65u+/ZYlGeLisSnnwQC55sbMDqleXjWGbNQM6dizcY7MQEZEeBiJkXgqFLMGoVQt46y257tEj2a7k2jVZ+pGYKNuR2NjIwKN0aTl6q5+fnF2PXW6JiIosfsNTwXNxyToHNRERFUvsNUNEREQWw0CEiIiILIaBCBEREVkMAxEiIiKyGLMEItHR0Rg+fDgCAgLg6OiISpUqYfr06UhLSzPH6YiIiKiQMkuvmQsXLkCj0WDZsmWoXLkyzp49i5EjR+Lx48eYP3++OU5JREREhZBZApEuXbqgS5cuut8rVqyIyMhIfPvttwxEiIiISKfA2ojEx8ejVKlSBXU6IiIiKgQKZECzy5cvY/HixXmWhqSmpiI1NVX3e8KTqeTVajXUarVJ06Q9nqmPWxQxr4zD/DIc88o4zC/DMa+MY+r8MuY4CiGEMHTjqVOnYu7cubluExERgerVq+t+v3nzJtq0aYO2bdvihx9+yHXfGTNmIDg4OMv61atXw8nJydBkEhERkQUlJSVhwIABiI+Ph6ura67bGhWIxMTE4P79+7luU7FiRdjZ2QEAbt26hbZt26Jp06YICQmBUpl7TVB2JSI+Pj6IjY3N84MYS61WIzQ0FJ06dYKtra1Jj13UMK+Mw/wyHPPKOMwvwzGvjGPq/EpISECZMmUMCkSMqprx8PCAh4eHQdvevHkT7dq1Q8OGDbF8+fI8gxAAsLe3h729fZb1tra2ZruQzHnsooZ5ZRzml+GYV8ZhfhmOeWUcU+WXMccwSxuRmzdvom3btvDz88P8+fMRExOje8/Ly8scpyQiIqJCyCyBSGhoKC5fvozLly+jQoUKeu8ZURNERERERZxZuu8OGTIEQohsFypmTpwA2reXr0RERM/gXDNkXitXAnv2AD//bOmUEBGRFSqQcUSomLl2DYiNBRQK4Ndf5bq1a4HBgwEhgDJlAD8/y6aRiIisAgMRMj1//6c/KxTyNSYGaNjw6XpW0xEREVg1Q+awahVg8yTG1QYc2lcbG/k+ERERWCJC5jBwIFCjhn4JiNaxY0BgYMGniYiIrBJLRMi8tAPZGTCgHRERFT+8O5B5lC0LeHnJUpGlS+Wrl5dcT0RE9ASrZsg8KlQAoqMBOzvZYHXUKCAtDchmCH8iIiq+GIiQ+WQOOhQKBiFERJQFq2aIiIjIYhiIEBERkcUwECEiIiKLYSBCREREFsNAhIiIiCyGgQgRERFZDAMRIiIishgGIkRERGQxDESIiIjIYhiIEBERkcVY9RDvQggAQEJCgsmPrVarkZSUhISEBNja2pr8+EUJ88o4zC/DMa+Mw/wyHPPKOKbOL+19W3sfz41VByKPHj0CAPj4+Fg4JURERGSsR48ewc3NLddtFMKQcMVCNBoNbt26BRcXFygUCpMeOyEhAT4+Prhx4wZcXV1NeuyihnllHOaX4ZhXxmF+GY55ZRxT55cQAo8ePUK5cuWgVObeCsSqS0SUSiUqVKhg1nO4urryIjUQ88o4zC/DMa+Mw/wyHPPKOKbMr7xKQrTYWJWIiIgshoEIERERWUyxDUTs7e0xffp02NvbWzopVo95ZRzml+GYV8ZhfhmOeWUcS+aXVTdWJSIioqKt2JaIEBERkeUxECEiIiKLYSBCREREFsNAhIiIiCymSAciS5Ysgb+/PxwcHNCkSRP8888/uW7/+++/o3r16nBwcECdOnWwbdu2Akqp5RmTV99//z1atWqFkiVLomTJkujYsWOeeVvUGHttaa1duxYKhQK9e/c2bwKtiLF5FRcXh7Fjx8Lb2xv29vaoWrUq/xdzsXDhQlSrVg2Ojo7w8fHBpEmTkJKSUkCptZz9+/ejR48eKFeuHBQKBTZu3JjnPnv37kVgYCDs7e1RuXJlhISEmD2d1sDYvFq/fj06deoEDw8PuLq6olmzZti5c6f5EiiKqLVr1wo7Ozvx008/iXPnzomRI0cKd3d3cffu3Wy3P3TokFCpVGLevHni/Pnz4qOPPhK2trbizJkzBZzygmdsXg0YMEAsWbJEhIWFiYiICDFkyBDh5uYm/vvvvwJOuWUYm19aUVFRonz58qJVq1aiV69eBZNYCzM2r1JTU0WjRo1E165dxcGDB0VUVJTYu3evCA8PL+CUW4ax+fXLL78Ie3t78csvv4ioqCixc+dO4e3tLSZNmlTAKS9427ZtEx9++KFYv369ACA2bNiQ6/ZXr14VTk5OYvLkyeL8+fNi8eLFQqVSiR07dhRMgi3I2LyaMGGCmDt3rvjnn3/ExYsXxfvvvy9sbW3FqVOnzJK+IhuING7cWIwdO1b3e0ZGhihXrpyYPXt2ttv369dPdOvWTW9dkyZNxOjRo82aTmtgbF49Kz09Xbi4uIgVK1aYK4lWJT/5lZ6eLpo3by5++OEHMXjw4GITiBibV99++62oWLGiSEtLK6gkWhVj82vs2LGiffv2eusmT54sWrRoYdZ0WhtDbq5TpkwRtWrV0lvXv39/ERQUZMaUWR9D8io7NWvWFMHBwaZPkBCiSFbNpKWl4eTJk+jYsaNunVKpRMeOHXHkyJFs9zly5Ije9gAQFBSU4/ZFRX7y6llJSUlQq9UoVaqUuZJpNfKbX5988gnKli2L4cOHF0QyrUJ+8mrz5s1o1qwZxo4dC09PT9SuXRuzZs1CRkZGQSXbYvKTX82bN8fJkyd11TdXr17Ftm3b0LVr1wJJc2FSXL/jTUGj0eDRo0dm+4636knv8is2NhYZGRnw9PTUW+/p6YkLFy5ku8+dO3ey3f7OnTtmS6c1yE9ePeu9995DuXLlsvyTF0X5ya+DBw/ixx9/RHh4eAGk0HrkJ6+uXr2Kv//+GwMHDsS2bdtw+fJljBkzBmq1GtOnTy+IZFtMfvJrwIABiI2NRcuWLSGEQHp6Ot544w188MEHBZHkQiWn7/iEhAQkJyfD0dHRQimzfvPnz0diYiL69etnluMXyRIRKjhz5szB2rVrsWHDBjg4OFg6OVbn0aNHGDRoEL7//nuUKVPG0smxehqNBmXLlsV3332Hhg0bon///vjwww+xdOlSSyfNKu3duxezZs3CN998g1OnTmH9+vXYunUrPv30U0snjYqI1atXIzg4GL/99hvKli1rlnMUyRKRMmXKQKVS4e7du3rr7969Cy8vr2z38fLyMmr7oiI/eaU1f/58zJkzB3/99Rfq1q1rzmRaDWPz68qVK4iOjkaPHj106zQaDQDAxsYGkZGRqFSpknkTbSH5uba8vb1ha2sLlUqlW1ejRg3cuXMHaWlpsLOzM2uaLSk/+TVt2jQMGjQII0aMAADUqVMHjx8/xqhRo/Dhhx9CqeSzplZO3/Gurq4sDcnB2rVrMWLECPz+++9mLfEuklepnZ0dGjZsiN27d+vWaTQa7N69G82aNct2n2bNmultDwChoaE5bl9U5CevAGDevHn49NNPsWPHDjRq1KggkmoVjM2v6tWr48yZMwgPD9ctPXv2RLt27RAeHg4fH5+CTH6Bys+11aJFC1y+fFkXrAHAxYsX4e3tXaSDECB/+ZWUlJQl2NAGcYLTiOkprt/x+bVmzRoMHToUa9asQbdu3cx7MrM0gbUCa9euFfb29iIkJEScP39ejBo1Sri7u4s7d+4IIYQYNGiQmDp1qm77Q4cOCRsbGzF//nwREREhpk+fXqy67xqTV3PmzBF2dnbijz/+ELdv39Ytjx49stRHKFDG5tezilOvGWPz6vr168LFxUWMGzdOREZGii1btoiyZcuKmTNnWuojFChj82v69OnCxcVFrFmzRly9elXs2rVLVKpUSfTr189SH6HAPHr0SISFhYmwsDABQCxYsECEhYWJa9euCSGEmDp1qhg0aJBue2333XfffVdERESIJUuWFJvuu8bm1S+//CJsbGzEkiVL9L7j4+LizJK+IhuICCHE4sWLha+vr7CzsxONGzcWR48e1b3Xpk0bMXjwYL3tf/vtN1G1alVhZ2cnatWqJbZu3VrAKbYcY/LKz89PAMiyTJ8+veATbiHGXluZFadARAjj8+rw4cOiSZMmwt7eXlSsWFF89tlnIj09vYBTbTnG5JdarRYzZswQlSpVEg4ODsLHx0eMGTNGPHz4sOATXsD27NmT7feQNn8GDx4s2rRpk2Wf+vXrCzs7O1GxYkWxfPnyAk+3JRibV23atMl1e1NTCMHyOyIiIrKMItlGhIiIiAoHBiJERERkMQxEiIiIyGIYiBAREZHFMBAhIiIii2EgQkRERBbDQISIiIgshoEIERERWQwDESIiIrIYBiJERERkMQxEiIiIyGIYiBAREZHF/B/f37llP5U2oQAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 11\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 12\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Meilleur modèle -> degre = 4\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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c74M1jh07BgB45JFHTD5e0XXrGL53uptl+VSFrr38z8axY8dQUFCA2rVrm3zdixcvWnV+c44dOwYhBJo1a2by8aqkpBo3bmzT8ba8R0DZvy/mfpZ9fX3RpEkT/eO6Pw2v1cfHx+jfumPHjuHw4cNmgy9dkb0px44dw19//YXw8HCTj1f1M3NnDF7cQEhICOrUqYODBw8aPab7H4m5hbT8/PyMbgClpaV47LHHcOXKFbz22mto0aIFgoKCcPbsWSQlJVWpkMzb29tku/i/wkPda0+YMAEJCQkmjzUMBirDWecBYPVCXxW9N5U5R2lpqez7gIAAbN++HRkZGfjhhx+wefNmfPnll3jkkUfw448/mu2DrapyLfZk7fuiY+r3wVq6n6lPP/0UkZGRRo+XHxGwxNx7Z6q9/Pup1WpRu3ZtfP755yafb+4GaS2tVguNRoNNmzaZ7Ev5/zBYet9NPdeWURfAtvcIcOzPnVarRbt27bBkyRKTj5v6WSj/3MceewwTJ040+bguaCdjDF7cRJ8+ffDxxx9j9+7d6NSpU5Ve68CBA/jf//6HVatWyYoBf/rpJ5PHa7VanDx5UvaL9r///Q8ArCpQLE/3vxofHx/Ex8fb2HPop4rfuHFD9o/p0aNH7Xqe6OhobNmyBVeuXDE7+tKwYUNotVocO3ZMPyIAAPn5+bh27Zpd19upWbOmydkSpkYgvLy88Oijj+LRRx/Fu+++i3//+994/fXXkZGRYfK90PXT8D0EpNlaYWFhdp1OfO7cOaORHMOfp4YNG+Kvv/6CVquVBRtHjhyR9Vk34mP43lR2ZMaS6OhoAEDt2rUr9TNlj/P//PPP6Nq1q83BgLWvL4RA48aNK7ypWvp5NBy5cKbyP8vl+1FcXIycnBz956Y77tixY7KRtLt37yInJ0e2hkt0dDT279+P2NhYm1ckjo6Oxo0bN1zy86J2rHlxExMnTkRgYCCGDx+O/Px8o8dt+Z+H7n8v5Z8jhMCCBQvMPueDDz6QHfvBBx/Ax8cHjz76qNXnBaR/+Hv06IGlS5fi/PnzRo9bGoIFgMcffxwlJSWy/wWVlpZi4cKFdj3P008/DSEEpk2bZvSY7n17/PHHAcBoxsC7774LQAo47SU6OhoFBQWyVZTPnz9vNKPJ1LTRdu3aAYDR9G2dOnXqoF27dli1apXshnTw4EH8+OOP+uu0l5KSEixdulT/fXFxMZYuXYrw8HB06NABgPTeXrhwAV9++aXseQsXLkT16tXRvXt3ANJNyNvb26h2YPHixXbtMwAkJCQgODgY//73v02usFrRz1RVDRw4EKWlpZgxY4bRYyUlJWaXC7BW//794e3tjWnTphn9eyKEwOXLl/XfR0dHY9euXSguLta3ff/99xaXzneG+Ph4+Pr64v3335ddQ3p6OgoKCvS/kx07dkR4eDg+/PBD2TWsXLnS6H0cOHAgzp8/b3Lk5ebNmybT+eWfm5mZiS1bthg9du3aNZSUlNh6iR6DIy9uolmzZvjiiy8wZMgQNG/eXL/CrhACOTk5+OKLL+Dl5WVVPr9FixaIjo7GhAkTcPbsWQQHB2P9+vVmay/8/f2xefNmJCYmIjY2Fps2bcIPP/yAf/3rX5Uaql60aBG6deuGNm3aYOTIkWjSpAny8/ORmZmJvLw8/Pnnn2af++STT6Jr166YNGkScnNz0bJlS3z11VdGdTpVPc/DDz+M559/Hu+//z6OHTuGXr16QavVYseOHXj44Yfx0ksvoW3btkhMTMSyZctw7do1dO/eHbt378aqVavQr18/PPzwwza/N+YMHjwYr732Gp566imMGTNGP0X33nvvxb59+/THTZ8+Hdu3b0efPn3QsGFDXLx4EYsXL0b9+vXRrVs3s68/d+5c9O7dG3FxcUhOTtZPlQ4JCcHUqVPtdh2AVPMye/Zs5Obm4t5778WXX36JrKwsLFu2TF9XMWrUKCxduhRJSUnYu3cvGjVqhHXr1uHXX3/F/Pnz9XVgISEhGDBgABYuXAiNRoPo6Gh8//33DqklCA4OxpIlS/D888/j/vvvx+DBgxEeHo7Tp0/jhx9+QNeuXWVBvr11794dKSkpmDlzJrKystCzZ0/4+Pjg2LFjWLt2LRYsWIBnnnmm0q8fHR2Nt956C2lpacjNzUW/fv1Qo0YN5OTkYMOGDRg1ahQmTJgAQFoiYN26dejVqxcGDhyIEydO4LPPPtOPTrlKeHg40tLSMG3aNPTq1Qv/+Mc/cPToUSxevBgPPPCAvi7Qx8cHb731FlJSUvDII49g0KBByMnJwYoVK4xGjp5//nmsWbMGL774Iv773//iwQcfxN27d5GdnY21a9fi559/NruFx6uvvopvv/0WTzzxhH5ZhJs3b+LAgQNYt24dcnNzERYW5vD3RZWcOreJHO748ePihRdeEE2bNhX+/v4iICBAtGjRQowePVpkZWXJjk1MTBRBQUEmXyc7O1vEx8eL6tWri7CwMDFy5Ejx559/mpxeGhQUJE6cOCF69uwpAgMDRUREhJgyZYpsKqK5Kb5CCAFATJkyRdZ24sQJMXToUBEZGSl8fHxEvXr1xBNPPCHWrVtX4Xtw+fJl8fzzz4vg4GAREhIinn/+ebF//36jvlf1PCUlJWLu3LmiRYsWwtfXV4SHh4vevXuLvXv36o+5e/eumDZtmmjcuLHw8fERUVFRIi0tTTY9WwhpCmWfPn2MzmFuSqup9/HHH38UrVu3Fr6+vqJ58+bis88+M5ruunXrVtG3b19Rt25d4evrK+rWrSuGDBkim6ppatqsEEL8/PPPomvXriIgIEAEBweLJ598UmRnZ8uO0Z3PcCq24bRic7p37y5atWol9uzZI+Li4oS/v79o2LCh+OCDD4yOzc/PF8OGDRNhYWHC19dXtGnTxqjPQgjx999/i6effloEBgaKmjVripSUFHHw4EGzP8vWMndNGRkZIiEhQYSEhAh/f38RHR0tkpKSxJ49e6x6vT/++EPWbu49NdffZcuWiQ4dOoiAgABRo0YN0aZNGzFx4kRx7tw5/TGVmSqts379etGtWzcRFBQkgoKCRIsWLcSLL74ojh49KjvunXfeEfXq1RN+fn6ia9euYs+ePWanSq9du9bie2PYT8Off3OvY+49/eCDD0SLFi2Ej4+PiIiIEC+88IK4evWq0fkWL14sGjduLPz8/ETHjh3F9u3bja5BCGlq9ezZs0WrVq2En5+fqFmzpujQoYOYNm2aKCgo0B9nagr59evXRVpammjatKnw9fUVYWFhokuXLmLevHn6pQHImEYIJ1fQkVtJSkrCunXrLA6NElmrR48euHTpksnicyIiHda8EBERkaoweCEiIiJVYfBCREREqsKaFyIiIlIVjrwQERGRqjB4ISIiIlVh8EJERESq4nYr7Gq1Wpw7dw41atSweZ8JIiIicg0hBK5fv466detWuEGq2wUv586dM9oWnYiIiNThzJkzFW5l43bBi25PkzNnziA4ONjFvSEiIiJrFBYWIioqSn8ft8Ttghddqig4OJjBCxERkcpYU/LBgl0iIiJSFQYvREREpCoMXoiIiEhV3K7mxRpCCJSUlKC0tNTVXSEDPj4+8Pb2dnU3iIhIwTwueCkuLsb58+dx69YtV3eFTNBoNKhfvz6qV6/u6q4QEZFCeVTwotVqkZOTA29vb9StWxe+vr5cyE5BhBD4+++/kZeXh2bNmnEEhoiITPKo4KW4uBharRZRUVEIDAx0dXfIhPDwcOTm5uLu3bsMXoiIyCSPLNitaNlhch2OhBERUUV4FyciIiJVYfBCFVq5ciU2bdrk6m4QEREBYPBCFVi/fj3mzJmDzp07WzwuNzcXGo0GWVlZAIBt27ZBo9Hg2rVrju8kERE5VF4esGaN9JWX5+reMHhRBSEE4uPjkZCQYPTY4sWLERoaijwH/DQdP34cb7zxBjZt2oSaNWva9NwuXbrg/PnzCAkJASCN3oSGhtq9j0REZF95eUBGBvDHH9Kfr78OREUBgwZJX1FRwJNPSo+7ikfNNlIrjUaDFStWoE2bNli6dClSUlIAADk5OZg4cSKWLFlS4fbh1rp79y58fHwAAE2bNsXhw4cr9Tq+vr6IjIy0S5+IiMjx8vKABQuAd94BhLB87PffS1+JicDKlU7pngxHXqpAF506YwgtKioKCxYswIQJE5CTkwMhBJKTk9GzZ088//zzJp+j0WiwZMkS9O7dGwEBAWjSpAnWrVunf1yX6vnyyy/RvXt3+Pv74/PPPwcAfPzxx4iJiYG/vz9atGiBxYsXy1579+7daN++Pfz9/dGxY0fs379f9nj5tNG2bdswbNgwFBQUQKPRQKPRYOrUqfZ9g4iIyGa6+9jcuUDDhsC8eRUHLuWtWuWiERjhZgoKCgQAUVBQYPTY7du3RXZ2trh9+3aVz/Pxx0J4eQkBSH9+/HGVX9Iqffv2FT169BDvv/++CA8PFxcvXjR7LABxzz33iI8++kgcPXpUvPHGG8Lb21tkZ2cLIYTIyckRAESjRo3E+vXrxcmTJ8W5c+fEZ599JurUqaNvW79+vahVq5ZYuXKlEEKI69evi/DwcPHss8+KgwcPiu+++040adJEABD79+8XQgiRkZEhAIirV6+KoqIiMX/+fBEcHCzOnz8vzp8/L65fv26yz/b8jIiIyNiZM0L88osQc+aU3ceq8jVlin36Zen+bYjBSyWcOWP8gXt7S+2Olp+fL8LCwoSXl5fYsGGDxWMBiNGjR8vaYmNjxQsvvCCEKAte5s+fLzsmOjpafPHFF7K2GTNmiLi4OCGEEEuXLhX33HOP7H1csmSJ2eBFCCFWrFghQkJCKrw+Bi9ERPZn74Cl/NeSJfbpoy3BC2teKuHYMUCrlbeVlgLHjwN2Kj0xq3bt2khJScHXX3+Nfv36VXh8XFyc0fe6GUE6HTt21P/95s2bOHHiBJKTkzFy5Eh9e0lJib749vDhw7jvvvvg7+9v9jxEROQ6eXnSvapZM2DLFmDUKOP7lr088YRjXtcSBi+V0KwZ4OUl/0Hw9gaaNnXO+atVq4Zq1ez30QUFBen/fuPGDQDARx99hNjYWNlxXK6fiEiZzAUrXl5lYyTW8vYGxo0DuncHli0DvvvO/LFz5zr+P+2msGC3EurXlz5Q3b3c2xtYutQ1H2BFdu3aZfR9TEyM2eMjIiJQt25dnDx5Ek2bNpV9NW7cGAAQExODv/76C3fu3DF7HkO+vr4oLS2twpUQEZEp6elSse0jj0h/jhxZ9p9rrda6wMXbWwpEMjKAzEyp7R//sBy4vP46MGFC1ftfGRx5qaTkZCAhQUoVNW2qzMAFANauXYuOHTuiW7du+Pzzz7F7926kp6dbfM60adMwZswYhISEoFevXigqKsKePXtw9epVpKam4tlnn8Xrr7+OkSNHIi0tDbm5uZg3b57F12zUqBFu3LiBrVu3om3btggMDOTmmERElaQbaaleXZ4SsiU15O0NzJoFdOxYdh9LT5eCn4oCntdfB956q/L9ryoGL1VQv75ygxadadOmYfXq1fh//+//oU6dOvjPf/6Dli1bWnzOiBEjEBgYiLlz5+LVV19FUFAQ2rRpg7FjxwIAqlevju+++w6jR49G+/bt0bJlS8yePRtPP/202dfs0qULRo8ejUGDBuHy5cuYMmUKp0sTEVVCero8LVRRwKLbi1irNR2w6Pzxh/S6Sg9cAEAjhC2ZMOUrLCxESEgICgoKEBwcLHvszp07yMnJQePGjWXFpu5Ko9Fgw4YNVhX2KoWnfUZERNYoP9LSubPlgMUwWFm6tOJMgTUjLl5eUuDz6qtVuxZzLN2/DXHkhYiISEHKF9/qUjkVjbTo2i0FK6aClrw84LffLI+4eHkBqanAK68oJ9vA4IWIiEghDAOV2bOB116zXNPi7S0V2d68WXGwYu5cpmg0wPjxygpadBi8uDE3ywgSEbmd8qMsgHHxbfnApTzDkZYHHrDtnLrRFnOBi5cXsGuXba/rTAxeiIiIXMBwlCU11TiY0GqlEZDy/xc1N9Ji6znNqUxA5GwMXoiIiJygolGW994zHajMnAmkpUkruVc2sLB2tGX1aiAuTnlpIkMMXoiIiBzMmlGW0lJp0bf33pMHKsnJwJAhlV9XzJbRlgEDbL82V+BUaVIUfkZE5G7y8qSVbw23lDFc/dbbG8jNlf5e1QVQrZ1araTRFk6VJiIichHDqc7mNvM1Ncpi7UwhS8qPtBimocpT22hLedzbiPRyc3Px1ltv6TdnVOs5iIhcxXCfofT0ss18y/P2lqYg5+ZK+wnl5krpocrKy5NeR7dKri5YMhW4eHkBa9ZU/ZyuxODFw2g0Gnz99ddG7UVFRRgwYADCwsJQvXp1q15r6tSpaNeundXnrsw5iIiUTBc05OVJX4ZFuCkp0t/NbeZbvz7Qo0fVR1p0AVNsrPmp1bpzL1smjba4Ok1UFQxeVEAIgfj4eCQkJBg9tnjxYoSGhiIvL69K5xg3bhx69uyJ0aNHW/2cCRMmYOvWrQ49BxGRUhmOsixYYDo9dPy4NMJhr1GW8gwDJlMjLd7e0pot9j63K7HmRQU0Gg1WrFiBNm3aYOnSpUj5v1A+JycHEydOxJIlS1C/iiH04sWLbX5O9erVLY6gFBcXw9fXt0rnICJSAsM6FlOjLOamOjdtKv3dnpv56vrz99/2X8RODTjyohJRUVFYsGABJkyYgJycHAghkJycjJ49e+L55583+Zxjx47hoYcegr+/P1q2bImffvrJ6JgzZ85g4MCBCA0NRa1atdC3b1/k6srdAWzbtg2dOnVCUFAQQkND0bVrV5w6dQqAcdooKSkJ/fr1w9tvv426deuiefPmVp2DiEjJTNWxmCvCHT/edHrIUf0ZPFgKmMpzx5EWQxx5EQK4dcs15w4MNP6psyAxMREbNmzA8OHD0b9/fxw8eBCHDh0yeaxWq0X//v0RERGB33//HQUFBRg7dqzsmLt37yIhIQFxcXHYsWMHqlWrhrfeegu9evXCX3/9BS8vL/Tr1w8jR47Ef/7zHxQXF2P37t3QWOjz1q1bERwcrA+UKjpH+ZEZIiKlMVfHkplpvEmirgj3lVeqPtXZVD90U58N00QajXTuqixipzrCgf773/+KJ554QtSpU0cAEBs2bKjwORkZGaJ9+/bC19dXREdHixUrVth0zoKCAgFAFBQUGD12+/ZtkZ2dLW7fvl3WeOOGENLn7/yvGzdsujYhhMjPzxdhYWHCy8vL4vu5ZcsWUa1aNXH27Fl926ZNm2Sfw6effiqaN28utFqt/piioiIREBAgtmzZIi5fviwAiG3btpk8x5QpU0Tbtm313ycmJoqIiAhRVFSkb6voHIZMfkZERE5y5owQv/wi/SmE9HdT/3xnZAjx8cdCeHtL33t7S987wscfC+HlJZ1HozHdnzVrpD7p+q1Glu7fhhyaNrp58ybatm2LRYsWWXV8Tk4O+vTpg4cffhhZWVkYO3YsRowYgS1btjiym6pSu3ZtpKSkICYmBv369TN73OHDhxEVFYW6devq2+Li4mTH/Pnnnzh+/Dhq1Kihr1+pVasW7ty5gxMnTqBWrVpISkpCQkICnnzySSxYsADnz5+32L82bdrIRlMqOgcRkVLYMs25aVPHFeGWZ21Bblxc1WctqYlD00a9e/dG7969rT7+ww8/ROPGjfHOO+8AAGJiYrBz50689957Jmfa2EVgIOCqNUcCAyv1tGrVqqFatap/dDdu3ECHDh3w+eefGz0WHh4OAFixYgXGjBmDzZs348svv8Qbb7yBn376CZ07dzb5mkFBQTafg4jI1cylh3JzpanFKSnmF5Ozd8BQvjjYVG0NYFyQ6ylBi46ial4yMzMRHx8va0tISDCq1SivqKgIRUVF+u8LCwttO6lGAxjccN1BTEwMzpw5g/Pnz6NOnToAgF27dsmOuf/++/Hll1+idu3aFpdibt++Pdq3b4+0tDTExcXhiy++MBu8GLL2HEREzmI4cwgwX4Crm+ackGD/OhZTDPdAmjXLdG1NZXeVrrIjR4AOHYCJE4EpU5x4YjlFzTa6cOECIiIiZG0REREoLCzE7du3TT5n5syZCAkJ0X9FRUU5o6uKFx8fj3vvvReJiYn4888/sWPHDrz++uuyY5577jmEhYWhb9++2LFjB3JycrBt2zaMGTMGeXl5yMnJQVpaGjIzM3Hq1Cn8+OOPOHbsGGJiYqzuR0XnICJyJlOpIcByegiwz2JyFTE1+pOWBsyebTyD6YEHnJwmKi4GWrcGYmKkSS5TpzrpxKYpKnipjLS0NBQUFOi/zpw54+ouKYKXlxc2bNiA27dvo1OnThgxYgTefvtt2TGBgYHYvn07GjRogP79+yMmJgbJycm4c+cOgoODERgYiCNHjuDpp5/Gvffei1GjRuHFF1/UrzNjjYrOQUTkLOZSQ3l5UhBgbhVcR/dJt0KvudGfjh0dX1tj0bx5gJ8fUH5266pVTu6EnNN2ldZoNNiwYYPFItOHHnoI999/P+bPn69vW7FiBcaOHYuCggKrzsNdpdWNnxER2YtheigjQxpxMZSRIY1i6J7jjPQQYDpFNGmScYooN9dFNS1ZWUD79vK2li2BffukYMbObNlVWlEjL3FxcUbLzf/0009Gs2SIiIgssXXmkI4z0kOAbSkipwcut29Lb5ph4HLokPTlgMDFVg4NXm7cuIGsrCxkZWUBkKZCZ2Vl4fTp0wCklM/QoUP1x48ePRonT57ExIkTceTIESxevBhr1qzBuHHjHNlNIiJyI5XZINFZ/VJ8imjKFGkm7P/dpwEACxdKc7RbtnRyZ8xz6GyjPXv24OGHH9Z/n5qaCkBaKXblypU4f/68PpABgMaNG+OHH37AuHHjsGDBAtSvXx8ff/yx46ZJExGRqil55lB51s4i0vXJ6aMtv/8OGM4ijY0Fdu4E7LA0h705rebFWVjzom78jIjIWoYBwbJlUnCSlydlPZRSO2KuP7oal/Lrxzh9pOX6dalzV6/K248fB6KjndoV1da8OIubxWtuhZ8NEVlDiTOHyvdNlx4CFJwiSk0FgoPlgcuKFVKKyMmBi62UNxbkQD4+PgCAW7duISAgwMW9IVOKi4sBAN66f3WIyOPZmhqqX1856aFly6R+KCpFtG0bUK6kAwDw2GPA5s3GFc0K5VHBi7e3N0JDQ3Hx4kUA0hoklnZIJufSarX4+++/ERgYaJftD4hI/cylhnQzh0wFBDrODgwqu8WA01y9CoSHS50o78wZ1e0v4HF3iMjISADQBzCkLF5eXmjQoAGDSiIyGwwkJJSlhlwdEFS0D5GrC4UBSGmgkSPLlhPW+fJLYOBAJ3bEfjwueNFoNKhTpw5q166Nu3fvuro7ZMDX1xdeKhm2JCL7UVNqSMeWGUSAi1JEGzcCffrI255+Gli7VtrbT6U8LnjR8fb2Zl0FEZECqCk1pGNpkTnDGUQuychcvAgY7BUIALhwwXS7yvC/uERE5DJKnjVkiWJnEAkhpYIMA5Tvv5cec4PABfDgkRciInI9paeGdAzTWpZGhVw1GoT164FnnpG3DRsmDW2pOEVkCoMXIiJyOFM1LYCyU0M65tJaSigYBgCcPWt8Yo0GuHQJqFXLBR1yPKaNiIjIoUxtkqij5NQQYDmtlZzs4hSRVgv07m38Zm3dKj3mpoEL4GHbAxARkXNZu1R/Xp7rU0O6fpQfIcrIkIIuQxkZ0u7TLvPpp0C5jY0BAGPGAAsWuKY/dmDL/ZtpIyIisovKTHfWcXVqCLB9dVyXOHnSeOn+4GDpza9RwzV9cgGmjYiIqMrMpYZ0NS3lufTmb4a59BCgkLRWSQnQpYtx4PLrr0BBgUcFLgCDFyIiqiK1Tncur6LVcV1a27JkCeDjA2RmlrW9/ro09blLFyd3RhmYNiIioipRy3RnHVPprYpmPbkkrXXkCBATI2+rVw/43/+AwEAnd0ZZOPJCRERWycuTRh/y8uTt1qSG6teXClxdHbiYS28paoSouBho3do4cNm3T3rzPTxwARi8EBGRFdQ83VnHUnoLUEB6CADmzQP8/IBDh8raZs2SUkTt27ugQ8rEqdJERGSR2qY7l++PKqY9A0BWlnFw0qoVsHevFMx4AE6VJiIiu1HTdGcdVUx7BoDbt4EWLYDTp+Xthw4BLVu6pk8qwLQRERHpmaprUct0Zx3FT3vWmTJFql8pH7h88IGUImLgYhGDFyIiAqCSYlYrKHraMwDs2iXtPTR9ellb587A3bvAiy+6oEPqw5oXIiKyqq5FaTUtgOlpz9bW6Djd9etAgwbAtWvy9uPHjRef80C23L858kJE5EHMTXe2NFqho5TpzjqqGilKTZWW8S8fuKxYIaWIGLjYjCMvREQewlQRqy5totjRCjNUM1K0bRvw8MPytsceAzZvNi4k8nAceSEiIpmK1jhR5GiFBYofKbp6FahWzThwOXMG+PFHBi5VxHePiMgDWHOzV0QxqwmqmgElBDBiBFCrlvQG66xZIz2m1GhQZRi8EBG5kaos4Q+wrqVKNm6U3uTyyw8//bQUNQ4Y4Lp+uSHWvBARuQlLNS26x1NSpAEB3c1eKaMrpqimruXiRSAiwrj9wgXT7WQSa16IiDxMRTUtgHLTQuYovq5FCGDgQOMA5fvvpccYuDgMtwcgInIDalzCvzxT67XoUl2KWs5fZ90641TQ8OHAxx9LC9CRQ3HkhYhIRapa06JEqqprOXtWCk7KBy4aDXD5stRxBi5OweCFiEglzN3kAYXe6K1QUbpLMakurRbo1cv4Dd26VXqsVi3X9MtDsWCXiEgFrF1EThEFrDbIyJCCMVPtPXo4vTumffIJkJgobxszBliwwDX9cVO23L9Z80JEpALuWNMCKLyu5eRJ46X7Q0KkheZq1HBNnwgA00ZERKrgjjUtgELTXSUlQJcuxoHLb79JexMxcHE5Bi9ERAphrhgXUOhN3gqqm8K9ZAng4wNkZpa1vf66NPU5Ls51/SIZpo2IiBSgogXmAOn7hAR11bSoJt115AgQEyNvi4qS2gMDXdMnMosFu0RELqa2HZ1tofhrKy4G7r8fOHRI3r5vH9C+vWv65KG4wi4RkYpYs5KsGphKeyk63TVnDuDnJw9cZs2SUkQMXBSNaSMiIidR5YwbK1lKeyku3ZWVZRyctGoF7N0rBTOkeBx5ISJyAtXNuLGBNUW5itit+vZtoEED48AlOxs4eJCBi4oweCEicjDVzbixkSrSXlOmSIW3Z86UtX3wgZQiMizUJcVj2oiIyMFUM+OmAqpMe+3aZTzFOS4O2L4dqMZboFpx5IWIyE7ccdNEHdWlva5fB2rWNA5cjh+XFptj4KJqDF6IiOxAdTd3G6gu7ZWaCgQHS6vh6qxYIaWIDFfNJVXiOi9ERFXkrpsm6qhi80TAdEd79gQ2bTIe+iLF4caMRERO5C41LYDpuhZF17QAwNWrQFiY8Ydw5ozy33CqFIaiRERV5A41LYD51Jdi015CACNGALVqyQOXNWukx1zeQXIUpo2IiKxgbqaNTnq6VAdSWlp2c1fTdGdrUl+KSntt3Aj06SNve+YZKXDRaFzTJ6oSpo2IiOzIXTdNLM+a1Jci0l4XLwIREcbtFy6Ybie3xLQREZEF1sy00VHEKrKVpPjUlxDAwIHGAcr330uPMXDxKAxeiIgsUMXqsTYwtxaNYutaAGDdOimyWru2rG34cOmDMUwdkUdg2oiICCpdPdZGFaW/FJf6OnvWuBMaDXDpklSkSx6LIy9E5PHceYE5HWvTX4pIfWm1QK9exp345RfpMQYuHo/BCxF5NNWtHltJqkl/ffKJFCFu2VLW9sorUl3Lww+7rl+kKEwbEZFHc6cF5gAVp79OnjReuj8kRFporkYN1/SJFMspIy+LFi1Co0aN4O/vj9jYWOzevdvssStXroRGo5F9+fv7O6ObROSBFD/LxgaqTH+VlABduhgHLr/9Ju1NxMCFTHB48PLll18iNTUVU6ZMwb59+9C2bVskJCTg4sWLZp8THByM8+fP679OnTrl6G4SkRszN8MGUPBN3UaqTH8tXgz4+ACZmWVtb7whpYgMd4MmKsfhaaN3330XI0eOxLBhwwAAH374IX744QcsX74ckyZNMvkcjUaDyMhIR3eNiDyAJywwB6gs/XXkCBATI2+LipLaAwNd0ydSFYeOvBQXF2Pv3r2Ij48vO6GXF+Lj45FZPtI2cOPGDTRs2BBRUVHo27cvDh06ZPbYoqIiFBYWyr6IiADPWWAOUEn6q7gYaN3aOHDZtw84fZqBC1nNocHLpUuXUFpaigiDlQ8jIiJw4cIFk89p3rw5li9fjm+++QafffYZtFotunTpgjxT/9oAmDlzJkJCQvRfUVFRdr8OIlIn1cywsYEqF5kDgDlzAD8/oPx/RmfNklJE7du7rl+kSoqbbRQXF4e4crnOLl26ICYmBkuXLsWMGTOMjk9LS0Nqaqr++8LCQgYwRARABTNsbKS6ReYAICvLODhp1UoabfH1dUmXSP0cOvISFhYGb29v5Ofny9rz8/Otrmnx8fFB+/btcdzMf5X8/PwQHBws+yIiz6La0QgbqGqROQC4fRto0MA4cMnOBg4eZOBCVeLQ4MXX1xcdOnTA1q1b9W1arRZbt26Vja5YUlpaigMHDqBOnTqO6iYRqYSpIMXS9GBAgTNsKklVKbDJk6X6lTNnyto++EBKERnWuxBVgsPTRqmpqUhMTETHjh3RqVMnzJ8/Hzdv3tTPPho6dCjq1auHmTNnAgCmT5+Ozp07o2nTprh27Rrmzp2LU6dOYcSIEY7uKhEpmKmUSUKC6dGIhAQFzrCpIlWkwHbtMp7iHBcHbN8OVFNclQKpmMN/mgYNGoS///4bkydPxoULF9CuXTts3rxZX8R7+vRpeJUrkb969SpGjhyJCxcuoGbNmujQoQN+++03tGzZ0tFdJSKFMpcy+eIL66YHq4W51XGBshRYSop0jYpKgV2/Lk11LiiQt584ATRp4po+kVvTCCGEqzthT4WFhQgJCUFBQQHrX4jcREaGlBYytGYNMHiw8WhEbq5Cbuo2sGY9GkAKcBRVkDtuHDB/vrxt5UogMdEVvSEVs+X+zY0ZiUjxqlcHNBp5m7e3lJFwh4JcVa5Hk5EhfSjlA5eePaVhIQYu5GBMQhKRoulGJMqPEZcPUhQ5PdhG1q6OqwhXrwL33CP/QACpOFdxnSV3xZEXIlIswxEJQEqpZGbKUyqKGY2oJFWsjisEMGIEUKuWPHBZs0b6Xq1vPqkSgxciUixTIxJaLXDzpmv6U1WqXY9m40Ypuio/D33AAOnDGDDAdf0ij8W0ERG5lKUZNqqYHmwlVa6Oe/EiYLC9CwDgwgXT7UROwpEXInKZihaYU/yIhJVUtzquEMDAgcYByvffS48xcCEXY/BCRC5h7Q3dHVbIVdXquOvWSUNDa9eWtQ0fLl1Anz6u6xdROUwbEZFL2DLDRu0r5Koi/ZWXJy00V55GA1y6JBXpEikIR16IyCVUMcPGRqosyNVqgV69jAOXX36RHmPgQgrE4IWIHEqVN/RKUOUGkatWSW/8li1lba+8ItW1PPyw6/pFVAFuD0BEDmPNkveKW+6+EvLypIBFNdsUnDwJREfL20JCpIXmatRwTZ/I43F7ACJyOdXNsKkC1RTklpQAXboYBy6//QZcu8bAhVSDwQsROURlbujmUkxKp4r6ncWLAR8faXlinTfekFJEcXGu6xdRJTB4ISKHsPWGXlHNiKtZCqwUXb9z5Ig0a+jFF8vaoqKAW7eAGTNc1y+iKmDwQkQOYcsN3ZZdlV3BmsBKcQW5xcVA69ZATIy8ff9+4PRpICDANf0isgMGL0RUaRWleay9oSu5ZsSWwEox9Ttz5gB+fsChQ2Vts2dLKaJ27VzWLSJ74SJ1RFQp1swkAqxbYE7Ji7jZspiey2VlAe3by9tatQL27QN8fV3SJSJH4MgLEdnM3mkeJdeMqKIY9/ZtoEED48AlOxs4eJCBC7kdBi9EZDNHpHlcXTOi2sX0Jk8GAgOlNVp0PvhAShEZ1rsQuQmmjYjIZo5K87hqD6OKUmDJyUBCgsIW09u1y3iKc1wcsH07UI3/tJN748gLEZml2tEIG6huMb3r14HQUOPA5cQJabE5Bi7kARi8EJFJqtyrpxKUPNPJyLhxQHAwUFBQ1rZypZQiatLEZd0icjbubURERlS3V08VqOJaMzKkKLK8hARg40bjamIileLeRkRUJaoajbCCalfHvXpVCk4MA5czZ4DNmxm4kMfiTz4RGVHF9GArqXJ1XCGkTtSqJf1dZ80a6XtFRFZErsPghchDqXY0wgaqXB1XlwpavrysbcAAqfMDBriuX0QKwrJ0Ig9kzeq4ipwebCNVrY578SIQEWHcnp8P1K7t/P4QKRhHXog8jKtGIyraB8kRVJH+EgIYONA4cPn+e+kxBi5ERhi8EHkYVxTjWlN3UhWqXY9m3Topulq7tqxt+HDpA+rTx3X9IlI4TpUm8jDOnhrs6PNZkwLLy1NY+isvD4iKkrdpNMClS1KRLpEH4lRpIlLMaIQjR3pUtzquVisVEhkGLr/8Ij3GwIXIKgxeiNyQklbHdWTdiarWo1m1SrrwH38saxs7Vqprefhhl3WLSI2YNiJyM0pcMTY9XRoRKS0tG+mxR8CkxGs1cvIkEB0tbwsJkRaaq1HDNX0iUiCmjYg8mBJHI6o60qOUFJhNSkqkzRMNA5fMTODaNQYuRFXA4IXIzSh1enBl606UlAKz2uLFgI8PsGtXWdsbb0gpos6dXdcvIjfBtBGRSuXlSaMszZoZBwSOStM4myrSQuUdOQLExMjboqKAo0eBgADX9IlIJZg2InJzqhyNqAQlpsBMKi4GWrc2Dlz27wdOn2bgQmRnDF6IVEZ104OrQKkpMJk5cwA/P+DQobK22bOlFFG7di7rFpE7Y/BCpDKqGY2wkmo3iMzKkhaWe+21srZWrYCiImDiRJd1i8gTMHghUhlVjEZYyZptAxSXArt9G2jQAGjfXt6enQ0cPAj4+rqmX0QehMELkcooejTCBq7aILJKJk8GAgOlNVp0Fi2SUkSG9S5E5DDVXN0BIjLN0myi5GRplXlF7ddjI0vpL8VdT2Ym0KWLvC0uDti+HajGf0aJnI2/dUQKZM1mg/XrK+smbynYMkWX/jKcBq2o9Nf169JU54ICefuJE0CTJq7pExExbUSkNLakU5TCmtoVQ4pPf40dCwQHywOXlSulFBEDFyKX4iJ1RAqTkSEFAabae/RwencqVNFCchWNyOTlKSz9ZeoDSEgANm40rpQmIrux5f7NtBGRwqginVKOpdqVLVtUlP66ehW45x5pZKW8M2cU0kEi0uF/I4hcRJWbDZpgbup2UJBK0l9CSBFVrVrywGXtWul7pb7xRB6MwQuRC7jT8v7mgq0bN1SwmJ4uFbR8eVnbgAFSx595xnX9IiKLWPNC5GSq22zQSoa1K4q+zosXgYgI4/b8fKB2bef3h4i4MSORkrnT8v7lU1+GC8kpMv0lhDSyYhi4/PCD9BgDFyJVYPBC5GTusry/6pb2X7dOeuPXrStrS06WIsnHH3ddv4jIZkwbETmIpSnC6elS8WppadmIhJLrWgwpOiVkKC9PWmiuPI0GuHwZqFnTNX0iIiNMGxG5mDsV5JqiitSXVgv07GkcuPzyi/QYAxci1WLwQmRn1q6Qq5jNBitB8amvVaukDv30U1nb2LFSXcvDD7usW0RkH1ykjsjOVLXhYAXMpb50xbiGqS+XX9/Jk0B0tLwtNBQ4fRqoUcMlXSIi++PIC5GdKX5UwkqqSn2VlEi7PBsGLpmZ0sq5DFyI3IpTgpdFixahUaNG8Pf3R2xsLHbv3m3x+LVr16JFixbw9/dHmzZtsHHjRmd0k8guFDlF2EamUl+jRgF//CE/ThGpr8WLAR8fYNeusrY335RSRJ07u65fROQwDg9evvzyS6SmpmLKlCnYt28f2rZti4SEBFy8eNHk8b/99huGDBmC5ORk7N+/H/369UO/fv1w8OBBR3eVyCbmlvcHFDYqUQmmUl9aLRAba92O0U5x+LA0a+jFF8vaGjQAbt0Cpk93Xb+IyOEcPlU6NjYWDzzwAD744AMAgFarRVRUFF5++WVMmjTJ6PhBgwbh5s2b+P777/VtnTt3Rrt27fDhhx9WeD5OlSZnSE+veMNBNTM1FVrH5VOii4uB9u2B7Gx5+/79QLt2LukSEVWdYqZKFxcXY+/evYiPjy87oZcX4uPjkZmZafI5mZmZsuMBICEhwezxRUVFKCwslH0ROZK1s4nUTJf6MqzdAVw8JbpvX8DPTx64zJkjpYgYuBB5DIcGL5cuXUJpaSkiDJbijoiIwIULF0w+58KFCzYdP3PmTISEhOi/ogzXdCCyM1WscWIFS2kvQBpJ2rVLysyU55Li482bpY58+21ZW6tWQFER8OqrTu4MEbma6mcbpaWloaCgQP915swZV3eJ3Jw7zCayZml/AHjgAeCjj1xYfFxYKAUtvXvL27dvBw4eBHx9ndQRIlIShwYvYWFh8Pb2Rn5+vqw9Pz8fkZGRJp8TGRlp0/F+fn4IDg6WfRHZg7mRCbXPJrI17eWy4uMHHwRCQuRtw4ZJKaIHH3RSJ4hIiRwavPj6+qJDhw7YunWrvk2r1WLr1q2Ii4sz+Zy4uDjZ8QDw008/mT2eyBFUtcaJjSqT9nLqlOh166TRlp075e1FRcDy5U7oABEpncNX2E1NTUViYiI6duyITp06Yf78+bh58yaGDRsGABg6dCjq1auHmTNnAgBeeeUVdO/eHe+88w769OmD1atXY8+ePVi2bJmju0oEwPzIREKC8SqzahltKU+X9jLcVNHlaa/Ll4GwMOP2vXuB++93fn+ISLEcXvMyaNAgzJs3D5MnT0a7du2QlZWFzZs364tyT58+jfPnz+uP79KlC7744gssW7YMbdu2xbp16/D111+jdevWju4qEQD3L8hVZNqrRQvjwCU1VUoRMXAhIgMOX+fF2bjOC1WVqTVOXL62iY2sWYcmL08KyJo2deF1rVgBDB9u3F5SUhZdEZFHUMw6L0RqpMiRCRuoYlfrc+ekuhbDwCU7WxptYeBCRBYweCGPZi614mkFuU4jBHDPPUC9evL2adOkx2JiXNMvIlIVhxfsEilVRakVTyrIzcuTgp5mzRx4zQsWAGPHyts0GimyMlwJj4jIAo68kEdy5yX+bU17WbtgXaXl5EjBiWHgcvKk9MYzcCEiGzF4IY+k6NSKleyxq7VDgzghpMCkSRN5+/z50mONG9vhJETkiRi8kEdS+xL/1oyWWFOQ67Agbvp04zc4PFw62SuvVPHFicjTMXght6aqtU6sZM/RErsHcdnZ0mjLlCny9nPngIsXmSIiIrtg8EJuy12X+LfnaIndgjhd0W2rVvL2FSukFFGdOrZ3jojIDC5SR27JHRaaM8cR11alBetSU4H33pO3xcRIozBERFay5f7NqdLkliyNTqgleDE3fVk3WpKSIl2TPVJelZoWvncv0LGjcfulS9JaLkREDsK0Ebkldy/IdWnKq7hYShEZBi5r15YtQkdE5EAMXsgteUJBrkuW9x82DPDzk7c9+KAUtDzzjBM7QkSejGkjUj1z6ZXkZCAhQQGbD9pIkSmvHTuAhx4ybi8oAFhbRkROxpEXUrWK0isu3XywkhSV8rp9W0oRGQYumzZJoy0MXIjIBRi8kGq56xL/ikl59e0LBAYatwkB9Orl5M4QEZVh2ohUS5HpFRtY2gzR3ikvmzZe3LwZ6N3buP3WLSAgoGodISKyA468kGopKr1iI3st72+vcwEACgulFJFh4LJjhzTawsCFiBSCwQupgqll/hWTXrGRM9NdVp+rWzcgJETeNmyYFLR062b/jhERVQGDF1I8SyMHalzi35k7Wld4rrVrpdGWX3+VH1RUBCxfbv8OERHZAWteSNHMjRwkJJSNsFRqdVgX0qW7DJf3d0S6y9y57r3nMqAJM37C3r3A/ffbvyNERHbEkRdSNGeOUtibEna0NnWuS+EtUPc+g8AlNVVKETFwISIV4MaMpGhq3WAxPb1sxMjLSwogDFNaVdoM0UZ5ecCN95ejxVwTebWSkrLohojIRWy5fzN4IcVLTzfehFDJtS2KC7jOnQPq1TNuz86Wdn8mIlIAW+7fTBuRYphLs6itKFcxqS7dJomGgcv06dJjDFyISKVYsEuKUFGaRU1Fuc4syDVr/nxg3Dh5m5eXlCLSaJzYESIi++PIC7mcuy3z79L1Z3JypODEMHA5eVIa/mHgQkRugMELuZxi0iw2MpfmApyf6so7I6TApEkT+QMLFkgposaNHdsBIiInYvBCLqfGZf6dubx/Rfb1nYb6DQzewNq1pYhwzBjHnpyIyAUYvJDTGY5YqG2Zf8WkubKzAY0G9387VdZc3+sc8vbmM0VERG6LwQs5lbkRCzXNKHJ5mktXu9Kqlaw5CSuggcBZbR3Fp9yIiKqCwQs5TUUjFs5Ks1SVS9NcqalANfkkwWzEQAOBVUhybl+IiFyEwQs5jctHLGykhOX99fbulUZb3ntP3n7pEjI/zlZNyo2IyB64wi45jeJWnrVAMcv7FxcDfn7G7WvXAs8849y+EBE5EFfYJUVSS2GutQW5Dk9zJSUZBy4PPihNfS4XuDilL0RECsIVdskh8vKkNFGzZvIbanIykJCg7FECS+ktp/R3+3age3fj9sJCoEYNJ3SAiEjZOPJCdlfRGihKHyVwWUHurVtSXYth4LJ5szTawsCFiAgAgxeyM8WsgWIlU0W5Lklv9e0LBAXJ2/r1k4KWhAQHnpiISH2YNiK7cnnKxQaWinKdlt7atAl4/HHj9lu3gIAAB52UiEjdONuI7EotM4pc3s/CQiAkxLh9xw6gWzdZk7n6ISIid8LZRuQ0al3q36VrznTrZhy4DBsmpYgMAhdr9lAiIvI0HHmhSrOUdlH6uiMuGXlZuxYYONC4vagI8PVVRh+JiFyEIy/kcGpf6t+pI0SXLkmziAwDl717pdEWE4ELoL4ViYmInIXBC1WKWm6s5pb4B5y0GWSLFkB4uLwtNVUKWu6/3+JTXbqHEhGRgjF4oUpRw43VmnoRh40QLV8ujbYcPSpvLykB3nnHqpdQS/0QEZGzseaFKi09XUoVlZaW3VgdMnpRCS6rFzl3DqhXz7g9OxuIianUSyq9foiIyB5suX9znReyiqnpukpe6t/p680IAYSFAVeuyNunTwfefLNKL12/vrLeWyIiV2PwQhWyNKtIqTdWXVrLcOTFIWmt+fOBcePkbV5eUopIo3HACYmIPBtrXsgiNSz377Il/nNypODEMHA5eVIa5mHgQkTkEAxeyCKlzyqyVJTrsNlEQkiBSZMm8vYFC6THGje204mIiMgUBi9kkZJnFVkzKmT32UTTphm/IbVrSycfM6ZSL2lpOjcRERlj8EIyalru36mjQtnZ0mjL1Kny9nPngPz8SqeIuPw/EZHtOFWa9NS23L9TpkOXlgLVTNS1r1gBJCVV6aW5/D8RURluD0A2U+Ny/w4fFRo3zjhwadlSqmupYuACKL+eiIhIqThVmgC4YF0UG5laZwZw0Foze/cCHTsat1+6BNxzjx1OIHHqdG4iIjfCkRcCoOzC3IrqQuw2KlRcLNWuGAYu69ZJoy12DFwAZdcTEREpGYMXAqDcG6nT1plJSgL8/ORtDz0kBS1PP23nk5VxyuaQRERuxqHBy5UrV/Dcc88hODgYoaGhSE5Oxo0bNyw+p0ePHtBoNLKv0aNHO7KbHstwZpESb6QOrwvZvl0abVm1St5eWAj89792OollSqwnIiJSMofWvDz33HM4f/48fvrpJ9y9exfDhg3DqFGj8MUXX1h83siRIzF9+nT994GBgY7spkcyN7NIacv9O6wu5NYtICjIuH3zZqmIhoiIFMthIy+HDx/G5s2b8fHHHyM2NhbdunXDwoULsXr1apw7d87icwMDAxEZGan/4pRn+1Lqkv9OW+a/b1/jwKVfPylFxMCFiEjxHBa8ZGZmIjQ0FB3LFT/Gx8fDy8sLv//+u8Xnfv755wgLC0Pr1q2RlpaGW7duOaqbHkmJU3Sdssz/pk1Siujbb+Xtt24BGzZU8kUrxhV0iYjsy2FpowsXLqB27dryk1Wrhlq1auHChQtmn/fss8+iYcOGqFu3Lv766y+89tprOHr0KL766iuTxxcVFaGoqEj/fWFhoX0uwI0pbYquuZGghISyEZYqpbMKC4GQEOP2nTuBrl0r+aLWsbTwHxERVY7NIy+TJk0yKqg1/Dpy5EilOzRq1CgkJCSgTZs2eO655/DJJ59gw4YNOHHihMnjZ86ciZCQEP1XVFRUpc/trpS+5L9DR4K6djUOXIYPl1JEDg5clJqeIyJSO5tHXsaPH4+kClYXbdKkCSIjI3Hx4kVZe0lJCa5cuYLIyEirzxcbGwsAOH78OKKjo40eT0tLQ2pqqv77wsJCBjDlmPufv0MWd6skh4wErV0LDBxo3F5cDPj4VOGFraf0hf+IiNTK5uAlPDwc4eHhFR4XFxeHa9euYe/evejQoQMA4JdffoFWq9UHJNbIysoCANSpU8fk435+fvAzXJ+DAFScjnHVzCLD1XJ1I0EpKdLNvUojQZcuAaZ+PvfuBe6/v8p9t4XS0nNERO7CYQW7MTEx6NWrF0aOHIndu3fj119/xUsvvYTBgwejbt26AICzZ8+iRYsW2L17NwDgxIkTmDFjBvbu3Yvc3Fx8++23GDp0KB566CHcd999juqq21JTYa5dinJbtDAOXMaPl1JETg5cAOWl54iI3IVDd5W+cuUKXnrpJXz33Xfw8vLC008/jffffx/Vq1cHAOTm5qJx48bIyMhAjx49cObMGfzzn//EwYMHcfPmTURFReGpp57CG2+8YfV0ae4qXUZpuxY7rD/Ll5uOdkpKyiIHF1LijtxEREpjy/3bocGLKzB4kUtPN07HuGq2S0aGNOJiqr1Hj0q84NmzpqOB7GwgJqYSL0hERK5iy/2bexu5GSUv+W+3zR+FAGrVMg5cpk+XHmPgQkTk1hi8uBFz9SSu2DvHYavlvveeFAFdvVrW5u0t5aLefNMufSciImVj2shNKKm+paKF2SpVA3LyJGBiqjxycoBGjezR7UoznD1FRES2Y9rIAyllZpE1C7PZNBIkhLSkv2HgsmCB9JiLAxdL2xoQEZFjMHhxE3arJ6kiuwZRU6caX1REhHSCMWMq20W74Qq6RESuweBF5XS1JYAy1hSxSxCVnS2NtkybJm8/dw64cEF6TAGUMtpFRORpGLyomGHKAnD9zKIqFeWWlkqBSatW8vYVK6QUkZlVll1FKaNdRESehgW7KqWUAl1zxao2F+WOHSvVsZTXsiVw6JA9u2t3SlpHh4hIzWy5f9u8txEpgxI2/bM0q8jqfZP27AEeeMC4/dIl4J577NpfR1DSBpdERJ6CIy8q5eqRlyqfv7gYMLWh5vr1QP/+9uomERGpBKdKu6nyC7+5etO/KhWrJiYaBy4PPSTVtTBwISKiCjBtpBLmUjSuSlnoilUNR14sFqtu3w50727cXlgI1Khh9z7aExeiIyJSDo68qICl9USctfS/4XL/No383LolzSIyDFw2b5ZGWxQeuHAhOiIiZWHwogKuXk/E3M3bqk0fn3wSCAqStz31lBS0JCQ4uOdVx4XoiIiUh2kjFahUisZOzN28ExLKZhSZHG3ZtAl4/HHj9lu3gIAAh/bZnpQwq4uIiOQ48qJgSlg91+ZRn4ICKUVkGLjs3CmNtqgocAG4EB0RkRIxeFEopayea9PNu0sXIDRU3jZ8uBS0dO3qqC46lKtndRERkTGu86JArlzDxdSsmgpXkV2zBhg0yPjFiosBHx/HdthJbF4xmIiIbMIVdlXOVXUW5qZjm52SfekSEB5u/EL79gHt2zuuoy5g9YrBRETkcEwbKZAr6iwqmlVjNCW7eXPjwGX8eClF5GaBCxERKQuDFwVxZYGu1YW56elSQe7//idvLykB5s1zXAcdzHAdGyIiUi4GLwrh6gLdCkd7zp6VgpYRI+QHZWdLoy26SEuFuAgdEZG6MHhRAHMpG8Cxq+datVdSPQHUrGnciRkzpKAlJsYxnXMSLkJHRKQ+LNhVAFcU6Fq1V9La9wCvVPkTvb2Bu3elURg3wEXoiIjUh8GLAjh7Bd0KV80tPglERRs/MScHaNTIMZ1yEVeuXkxERJXDtJELuapA1+xowzEhjahEGwQuCxZIKSI3C1wALkJHRKRGHHlxEVNpm9xcxyyEZrjwnKnRhmmaqejxyDT5EyMjgXPn3CZFZI7ZdWyIiEiRuMKuCzhzBV1ztS26VXPvLc1GNloZP/HcOaBOHft2hoiIyAxb7t9MG7mAzZsdVpKlmTTJSaUoKdUYBy4rVkgpIjcMXLiWCxGRe2Dw4gLOWkHXXJCEsWOBagYZw1atpKAlKcm+nVAIruVCROQ+GLw4ma7+ZNYsxxeJGgZJHbAHAhrUX79AfuClS8DBg/Y9uYJwLRciIvfCgl0nMqw/mT0b6NjRvkWihsW5y5YBL40qxm2tn/HB69cD/fvb58QKxrVciIjcC0denMTU//4nTbJv4GIqNZK8PdE4cHnoISlF5AGBC+CajS6JiMhxGLw4iaOLdA2Do67a7UgeoQE++UR+YGEh8N//2uekKsG1XIiI3AvTRk7i6JVcdcFRAG7hFoKMD9iyBejZ0z4nUyGu5UJE5D448uIEzijSbdYM+A5PGgUut3s9JaWIPCRwsTQdun59x250SUREzsGRFwdzdJFuXh5w+dONaPuvPjB8uZWLbyHphYCqn0QlzC3IR0RE7oUr7DqQo1fS/WRhAYaOCTVq3/f+TtR+qqtHjTA4c9ViIiKyP66wqxCOLNIt6tjFKHBJ1yQj74zA/S97VuACOG/VYiIicj2mjRzIIUW6a9YAgwbBcNUWHxSjRPggw0PXLnF0QTQRESkHR14cyK5TdC9dknZ3HjRI1twe+6CBQAl8PPpmzenQRESegzUvTpCXV8UpuvfeK+VFyjnQczx2D5yHlBQpPaK7WXt6gWqV32siInIJW+7fDF6ULD0dGDHCqNkbJdB4eyM3V/rek27WhtsfEBGRe2DBrtqdPSuliAwClxY4DA0EtPCW7c3jKWuXcGdoIiICGLwoixBAzZpGkUjBhBnw9hI4ihb6Nk+rb+HO0EREpMPgRSnee0+aLnPtmr5JeHsjY6sW1195w+OLUTkVmoiIdDhV2tVOngSio42av5yVg2f/1QjaR8tWi83N9az6lvI4FZqIiHQ48uIqWq1U12IYuLz/PvLOCClwMUiRAJ5T32KIU6GJiEiHwYsrTJ1adhfWiYyUopSXX2aKxIzkZGn0KSND+tPTp4UTEXkqpo2c6dAhoHVr4/Zz54A6dfTTgKtXZ4rE3JTo+vU52kJE5Ok48uIMpaVSisgwcFm5UpphVKeObBpw587A8897boqEU6KJiMgSLlLnaGPHAgsWyNtatQIOHtR/a25H5MxM4OZNzyrQ5e7QRESeyZb7N9NGjnLihOk8z+XLQK1asiZzNS43b0oFup7EUr0PgxciIgKYNrK/khIp72MYuKxfL6WIygUueXlS8amuxqU8T6tx0dFNiS7PU98LIiIyjcGLPS1aBPj4AL//XtY2ZYoUtPTvLzuUNS6mcUo0ERFVhDUv9pCdLdWxlNewIXD4MBAQYHQ4a1wkljZZ5O7QRESeRREbM7799tvo0qULAgMDERoaatVzhBCYPHky6tSpg4CAAMTHx+PYsWOO6mLVFRUBLVsaBy5ZWVKFqYnABai4xsUTbtYVzSjypA0niYjINg4LXoqLizFgwAC88MILVj9nzpw5eP/99/Hhhx/i999/R1BQEBISEnDnzh1HdbPyZs0C/P2l0RWdOXOkFFHbthaf6ul1HdxkkYiIqsJhs42mTZsGAFi5cqVVxwshMH/+fLzxxhvo27cvAOCTTz5BREQEvv76awwePNhRXbXNvn1Ahw7ytjZtgD17AF/fCp+uS5XMng1MmiSNuHhaXQdnFBERUVUoZqp0Tk4OLly4gPj4eH1bSEgIYmNjkZmZqYzgpVcvYMsWedvhw0CLFlY9PT29bMTBy0savHngAc+r6+Ami0REVBWKmW104cIFAEBERISsPSIiQv+YKUVFRSgsLJR9OURBgTxwWbxYShFZGbiYSpWkpXle4AJwRhEREVWNTcHLpEmToNFoLH4dOXLEUX01aebMmQgJCdF/RUVFOeZEwcHS0ElqKnD3LmBDLU9eHrBmjWdutqhby8awnoWbLBIRUWXZlDYaP348kpKSLB7TpEmTSnUkMjISAJCfn486dero2/Pz89GuXTuzz0tLS0Nqaqr++8LCQscEMBoNMHy4zU8rnyoy5O6pEsM02bJl8iCFmywSEVFl2BS8hIeHIzw83CEdady4MSIjI7F161Z9sFJYWIjff//d4owlPz8/+Pn5OaRPVWWYKirP3VMl5mYUJSS47zUTEZFzOKzm5fTp08jKysLp06dRWlqKrKwsZGVl4caNG/pjWrRogQ0bNgAANBoNxo4di7feegvffvstDhw4gKFDh6Ju3bro16+fo7rpUKZm1QDAe++5f6rE0owiIiKiqnDYbKPJkydj1apV+u/bt28PAMjIyECP/9tt8OjRoygoKNAfM3HiRNy8eROjRo3CtWvX0K1bN2zevBn+/v6O6qbD5OUBf/9telbNM8+4/+gDZxQREZGjcHsAByhf66HRSF9abVmqyB1HXEwt9Z+eLqWKyq9l447XTkREVWfL/ZvBi52Z2rfIywtYvRqIi3PPERdLhbnco4iIiKyhiL2NPJWpWg+tFggPd8+bd0VL/XOPIiIisjcGL3ZUvs6lPHeu9WBhLhEROZtitgdQO8M6F12xqrtPiWZhLhERORtHXuzAMHWiqyJas8b9pkQbrpjLpf6JiMjZGLzYwW+/eUadS3q6VIz8yCPSn+npUjuX+iciImfibKMqSk8HRo4sG23R8faWbuTuEryYmkXlbtdIRESuw9lGTqJLF5kKXNwtdcLCXCIiUgoW7FaBueX///MfYMAA5/fHngwXnWNhLhERKQVHXqqgenXT06Lj4lzTH3sxVdvCwlwiIlIK1rxUUvmp0TrusAR+RbUtXDGXiIgcwZb7N9NGlWA4NRqQRmAyM4EHHnBdv+zBUm1L/fplX0RERK7CtFElmNsC4OZN1/SnKgzXbdHVtpTH2hYiIlISBi+VsGePcZsab/CsbSEiIjVizYuNTNWEAMDcucCECXY/ncOwtoWIiJSENS8OZG56dMeOzu9LVbC2hYiI1IrBi43UnDIqv3YL120hIiK1Ys2LDfLygEmTjNtnzVL+KIVhfcuWLaxtISIideLIiw0WLFBnyshwardWC6SkSPUtubmsbSEiInVh8GKlvDzgnXeM25WaaimfIrJU39KjB4MWIiJSF6aNrHTsmPEGjAAwbpzybv6GKaK9e7l2CxERuQ8GL1YyVajr5QW88orz+2KJqRTRpElSXQ7rW4iIyB0wbWQFc4W6s2crIwCwJkX0wAOsbyEiIvfA4MUKSl7bpfwGkV5eUkBlbgo0124hIiJ3wLSRFapXN90eFOTcfgDyvYiYIiIiIk/EkRcr3Lhhut3ZGzEajrKkpjJFREREnofBixVcOfKiq2epXt14lOW99wCNRj4LiikiIiJyd0wbWcFVIy/lpzx37mx6lGX8eKaIiIjIs3DkxQrOHHmxNNJiyNtbmqr9yitMERERkedg8GIFcyMvy5dL9SVVUX6a85Yt8poWUwGLrt1wlIVBCxEReQoGL1YwtQMzAHz4IXDPPcBbb9n2erqAZc8eaXaQLlgRoqx+xdxIS2amlK7iKAsREXkqBi9WqF9fmtkzb57xY2+/DVy6BCQnSyM01atLfzZrJj2uG1XR/b18wFKeqWAFMB5pqepIDxERkdpphDC1Y496FRYWIiQkBAUFBQgODrbb6+blAQ0amN7fyBSNRvpTCPnfbcGRFiIi8hS23L8528hK9esDc+ZYf3z5FFD5v1vi5VW2gWL5kRbu/ExERFSGaSMbTJgAXLsmpYrsTResJCRw5hAREZElDF5s9NZbQEiI6boVW3l7S0v5d+woD1YYtBAREZnHmpdKyssDFiwA3n3X/JRmXbqo/N/NBSxERESezJb7N4OXKsrLk9I8QUFSYa3uz6ZNpcd1KaDyf2fAQkREJGfL/ZtpoyqqaA+h8o8xaCEiIqo6zjYiIiIiVWHwQkRERKrC4IWIiIhUhcELERERqQqDFyIiIlIVBi9ERESkKgxeiIiISFUYvBAREZGqMHghIiIiVWHwQkRERKrC4IWIiIhUxe32NtLtM1lYWOjinhAREZG1dPdta/aLdrvg5fr16wCAqKgoF/eEiIiIbHX9+nWEhIRYPEYjrAlxVESr1eLcuXOoUaMGNBqNXV+7sLAQUVFROHPmTIXbdauRu18f4P7XyOtTP3e/Rl6f+jnqGoUQuH79OurWrQsvL8tVLW438uLl5YX69es79BzBwcFu+0MJuP/1Ae5/jbw+9XP3a+T1qZ8jrrGiERcdFuwSERGRqjB4ISIiIlVh8GIDPz8/TJkyBX5+fq7uikO4+/UB7n+NvD71c/dr5PWpnxKu0e0KdomIiMi9ceSFiIiIVIXBCxEREakKgxciIiJSFQYvREREpCoMXsp5++230aVLFwQGBiI0NNSq5wghMHnyZNSpUwcBAQGIj4/HsWPHZMdcuXIFzz33HIKDgxEaGork5GTcuHHDAVdQMVv7kpubC41GY/Jr7dq1+uNMPb569WpnXJJMZd7rHj16GPV99OjRsmNOnz6NPn36IDAwELVr18arr76KkpISR16KSbZe35UrV/Dyyy+jefPmCAgIQIMGDTBmzBgUFBTIjnPl57do0SI0atQI/v7+iI2Nxe7duy0ev3btWrRo0QL+/v5o06YNNm7cKHvcmt9JZ7Ll+j766CM8+OCDqFmzJmrWrIn4+Hij45OSkow+q169ejn6Miyy5RpXrlxp1H9/f3/ZMWr+DE39e6LRaNCnTx/9MUr6DLdv344nn3wSdevWhUajwddff13hc7Zt24b7778ffn5+aNq0KVauXGl0jK2/1zYTpDd58mTx7rvvitTUVBESEmLVc2bNmiVCQkLE119/Lf7880/xj3/8QzRu3Fjcvn1bf0yvXr1E27Ztxa5du8SOHTtE06ZNxZAhQxx0FZbZ2peSkhJx/vx52de0adNE9erVxfXr1/XHARArVqyQHVf+PXCWyrzX3bt3FyNHjpT1vaCgQP94SUmJaN26tYiPjxf79+8XGzduFGFhYSItLc3Rl2PE1us7cOCA6N+/v/j222/F8ePHxdatW0WzZs3E008/LTvOVZ/f6tWrha+vr1i+fLk4dOiQGDlypAgNDRX5+fkmj//111+Ft7e3mDNnjsjOzhZvvPGG8PHxEQcOHNAfY83vpLPYen3PPvusWLRokdi/f784fPiwSEpKEiEhISIvL09/TGJioujVq5fss7py5YqzLsmIrde4YsUKERwcLOv/hQsXZMeo+TO8fPmy7NoOHjwovL29xYoVK/THKOkz3Lhxo3j99dfFV199JQCIDRs2WDz+5MmTIjAwUKSmpors7GyxcOFC4e3tLTZv3qw/xtb3rDIYvJiwYsUKq4IXrVYrIiMjxdy5c/Vt165dE35+fuI///mPEEKI7OxsAUD88ccf+mM2bdokNBqNOHv2rN37bom9+tKuXTsxfPhwWZs1P/SOVtnr6969u3jllVfMPr5x40bh5eUl+wd2yZIlIjg4WBQVFdml79aw1+e3Zs0a4evrK+7evatvc9Xn16lTJ/Hiiy/qvy8tLRV169YVM2fONHn8wIEDRZ8+fWRtsbGxIiUlRQhh3e+kM9l6fYZKSkpEjRo1xKpVq/RtiYmJom/fvvbuaqXZeo0V/fvqbp/he++9J2rUqCFu3Lihb1PaZ6hjzb8DEydOFK1atZK1DRo0SCQkJOi/r+p7Zg2mjaogJycHFy5cQHx8vL4tJCQEsbGxyMzMBABkZmYiNDQUHTt21B8THx8PLy8v/P77707trz36snfvXmRlZSE5OdnosRdffBFhYWHo1KkTli9fbtW25vZUlev7/PPPERYWhtatWyMtLQ23bt2SvW6bNm0QERGhb0tISEBhYSEOHTpk/wsxw14/SwUFBQgODka1avKtzZz9+RUXF2Pv3r2y3x8vLy/Ex8frf38MZWZmyo4HpM9Cd7w1v5POUpnrM3Tr1i3cvXsXtWrVkrVv27YNtWvXRvPmzfHCCy/g8uXLdu27tSp7jTdu3EDDhg0RFRWFvn37yn6P3O0zTE9Px+DBgxEUFCRrV8pnaKuKfgft8Z5Zw+02ZnSmCxcuAIDspqb7XvfYhQsXULt2bdnj1apVQ61atfTHOIs9+pKeno6YmBh06dJF1j59+nQ88sgjCAwMxI8//oj/9//+H27cuIExY8bYrf8Vqez1Pfvss2jYsCHq1q2Lv/76C6+99hqOHj2Kr776Sv+6pj5j3WPOYo/P79KlS5gxYwZGjRola3fF53fp0iWUlpaafG+PHDli8jnmPovyv2+6NnPHOEtlrs/Qa6+9hrp168puBL169UL//v3RuHFjnDhxAv/617/Qu3dvZGZmwtvb267XUJHKXGPz5s2xfPly3HfffSgoKMC8efPQpUsXHDp0CPXr13erz3D37t04ePAg0tPTZe1K+gxtZe53sLCwELdv38bVq1er/HNvDbcPXiZNmoTZs2dbPObw4cNo0aKFk3pkf9ZeY1Xdvn0bX3zxBd58802jx8q3tW/fHjdv3sTcuXPtcvNz9PWVv5G3adMGderUwaOPPooTJ04gOjq60q9rLWd9foWFhejTpw9atmyJqVOnyh5z5OdHlTNr1iysXr0a27ZtkxW0Dh48WP/3Nm3a4L777kN0dDS2bduGRx991BVdtUlcXBzi4uL033fp0gUxMTFYunQpZsyY4cKe2V96ejratGmDTp06ydrV/hkqgdsHL+PHj0dSUpLFY5o0aVKp146MjAQA5Ofno06dOvr2/Px8tGvXTn/MxYsXZc8rKSnBlStX9M+vKmuvsap9WbduHW7duoWhQ4dWeGxsbCxmzJiBoqKiKu9/4azr04mNjQUAHD9+HNHR0YiMjDSqlM/PzwcAu3yGzri+69evo1evXqhRowY2bNgAHx8fi8fb8/MzJywsDN7e3vr3Uic/P9/s9URGRlo83prfSWepzPXpzJs3D7NmzcLPP/+M++67z+KxTZo0QVhYGI4fP+70G19VrlHHx8cH7du3x/HjxwG4z2d48+ZNrF69GtOnT6/wPK78DG1l7ncwODgYAQEB8Pb2rvLPhFXsVj3jRmwt2J03b56+raCgwGTB7p49e/THbNmyxaUFu5XtS/fu3Y1mqZjz1ltviZo1a1a6r5Vhr/d6586dAoD4888/hRBlBbvlK+WXLl0qgoODxZ07d+x3ARWo7PUVFBSIzp07i+7du4ubN29adS5nfX6dOnUSL730kv770tJSUa9ePYsFu0888YSsLS4uzqhg19LvpDPZen1CCDF79mwRHBwsMjMzrTrHmTNnhEajEd98802V+1sZlbnG8kpKSkTz5s3FuHHjhBDu8RkKId1H/Pz8xKVLlyo8h6s/Qx1YWbDbunVrWduQIUOMCnar8jNhVV/t9kpu4NSpU2L//v36qcD79+8X+/fvl00Jbt68ufjqq6/038+aNUuEhoaKb775Rvz111+ib9++JqdKt2/fXvz+++9i586dolmzZi6dKm2pL3l5eaJ58+bi999/lz3v2LFjQqPRiE2bNhm95rfffis++ugjceDAAXHs2DGxePFiERgYKCZPnuzw6zFk6/UdP35cTJ8+XezZs0fk5OSIb775RjRp0kQ89NBD+ufopkr37NlTZGVlic2bN4vw8HCXTZW25foKCgpEbGysaNOmjTh+/LhsamZJSYkQwrWf3+rVq4Wfn59YuXKlyM7OFqNGjRKhoaH6mV3PP/+8mDRpkv74X3/9VVSrVk3MmzdPHD58WEyZMsXkVOmKfiedxdbrmzVrlvD19RXr1q2TfVa6f4OuX78uJkyYIDIzM0VOTo74+eefxf333y+aNWvm1EC6Ktc4bdo0sWXLFnHixAmxd+9eMXjwYOHv7y8OHTqkP0bNn6FOt27dxKBBg4zalfYZXr9+XX+vAyDeffddsX//fnHq1CkhhBCTJk0Szz//vP543VTpV199VRw+fFgsWrTI5FRpS++ZPTB4KScxMVEAMPrKyMjQH4P/Ww9DR6vVijfffFNEREQIPz8/8eijj4qjR4/KXvfy5ctiyJAhonr16iI4OFgMGzZMFhA5U0V9ycnJMbpmIYRIS0sTUVFRorS01Og1N23aJNq1ayeqV68ugoKCRNu2bcWHH35o8lhHs/X6Tp8+LR566CFRq1Yt4efnJ5o2bSpeffVV2TovQgiRm5srevfuLQICAkRYWJgYP368bKqxs9h6fRkZGSZ/pgGInJwcIYTrP7+FCxeKBg0aCF9fX9GpUyexa9cu/WPdu3cXiYmJsuPXrFkj7r33XuHr6ytatWolfvjhB9nj1vxOOpMt19ewYUOTn9WUKVOEEELcunVL9OzZU4SHhwsfHx/RsGFDMXLkSLveFCrDlmscO3as/tiIiAjx+OOPi3379sleT82foRBCHDlyRAAQP/74o9FrKe0zNPdvhO6aEhMTRffu3Y2e065dO+Hr6yuaNGkiuyfqWHrP7EEjhJPnsxIRERFVAdd5ISIiIlVh8EJERESqwuCFiIiIVIXBCxEREakKgxciIiJSFQYvREREpCoMXoiIiEhVGLwQERGRqjB4ISIiIlVh8EJERESqwuCFiIiIVIXBCxEREanK/wev1RR3c/9BdQAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"main(degreMax=12, NbEx=20, sigma=0.5)"
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 1\n"
]
},
{
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 2\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 3\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 4\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 5\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 6\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 7\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 8\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 9\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 10\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 11\n"
]
},
{
"data": {
"image/png": 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nZ3bu3Blne2JDLubWrFkzoqOjmTVrVpztU6dORafT0bRpUwDj5YwZM+Ls9/Lv0dnZmdatW/Prr79y9OjReM938+bNRNuSK1cu6taty7x587hx40a8+5Obou7s7IxOp4vTaxUSEhJn9k9iqlSpQs6cOZk7d26cWXCBgYHx3ldt27bl2rVr/PDDD/GO8+zZM2NhPEPv0cu/y5kzZybbHoN33nkHZ2dnxo4dG6/HTNM07t27Z/KxhDCV9LwIh1WnTh169erF+PHjCQoKolGjRri6unLu3DlWrVrF9OnTeffdd8mZMydDhw5l/PjxvPXWWzRr1owjR47wxx9/kCNHjiSfw8nJie+//57mzZtTsWJFunbtip+fH6dPn+bEiRP8+eefAFSuXBlQyaSNGzfG2dmZ9957L8FjfvXVV2zZsoVatWrx0Ucf4eLiwrx58wgPD2fSpElmOz/jx4/nzTffpFatWnz44Yfcv3+fmTNnUqZMGcLCwoz7ZcmShTZt2jBz5kx0Oh1FihRh/fr1xrwJS2vevDn16tXjs88+IyQkhAoVKrB582bWrl3LwIEDjb1fFStWpH379syZM4dHjx5Ro0YNtm3blmAvwoQJE9i+fTvVq1enR48elClThrt373Lw4EG2b9+eZI/b7NmzqVWrFuXKlaNHjx4ULlyYW7dusXfvXq5evZpgQGTw5ptv8t1339GkSRM6dOjA7du3mT17NkWLFuW///5L8jy4urry1Vdf0atXL+rXr0+7du0IDg5m0aJF8XJePvjgA37++Wd69+7N9u3bqVmzJtHR0Zw+fZqff/6ZP//8kypVqlC5cmVat27NtGnTuHfvnnGqtKH4myk9hkWKFOGrr75i5MiRhISEGNcPCw4O5rfffqNnz54MHTo0yWPMmjWLhw8fGher/P333431efr372/Mj7p06ZKx3MDBgwcB9fcCKsj+4IMPkm2vcBDWmeQkRPIMU2wPHDiQ5H6dO3fWMmXKlOj98+fP1ypXrqx5enpqmTNn1sqVK6cNGzZMu379unGf6OhobezYsZqfn5/m6emp1a1bVzt+/LhWoECBJKdKG+zatUtr2LChljlzZi1Tpkxa+fLltZkzZxrvj4qK0vr376/lzJlT0+l0caZ48tKUVE3TtMOHD2uNGzfWvL29NS8vL61evXranj17TDo/ibUxIatXr9ZKlSqlubu7a6VLl9Z+/fVXrXPnznGmSmuapt25c0dr3bq15uXlpWXLlk3r1auXdvz48RRNlX65nYapt3fu3ImzPaHf5+PHj7VBgwZpefLk0VxdXbVixYpp3377bZyp15qmac+ePdMGDBigvfLKK1qmTJm05s2ba1euXEnwHN+6dUvr27ev5u/vr7m6umq+vr7aG2+8oc2fP9+4T2LTwS9cuKB16tRJ8/X11VxdXbW8efNqb731lvbLL78keS40TdP+97//acWKFdPc3d21kiVLaosWLTKeC1PMmTNHK1SokObu7q5VqVJF27lzp1anTp04U6U1TU2tnjhxolamTBnN3d1dy5Ytm1a5cmVt7Nix2qNHj4z7PXnyROvbt6+WPXt2zdvbW2vVqpV25swZDdAmTJhg3C+x35fB6tWrtVq1ammZMmXSMmXKpJUsWVLr27evdubMmWRfU4ECBTQgwZ/g4GDjfob3dkI/L79+4dh0mmbBzDghhBB2JygoiEqVKrFs2TJjtWohbInkvAghRAb27NmzeNumTZuGk5NTihcgFSK9SM6LEEJkYJMmTeLQoUPUq1cPFxcX/vjjD/744w969uxplpltQliCDBsJIUQGtmXLFsaOHcvJkycJCwsjf/78fPDBB3z22We4uMj3W2GbJHgRQgghhF2RnBchhBBC2BUJXoQQQghhVyR4EUIIIYRdcbhsLL1ez/Xr18mcObPJ68kIIYQQwro0TePx48fkyZMn3kK7L3O44OX69esyvU8IIYSwU1euXCFfvnxJ7uNwwYth1dkrV66YZQG72CIjI9m8ebNxjRyRODlXppNzlTJyvkwn58p0cq5SxhLnKzQ0FH9//zirxyfG4YIXw1CRj4+PRYIXLy8vfHx85M2dDDlXppNzlTJyvkwn58p0cq5SxpLny5SUD0nYFUIIIYRdkeBFCCGEEHZFghchhBBC2BWHy3kxhaZpREVFER0dnaLHRUZG4uLiwvPnz1P82IzGUc+Vs7MzLi4uMg1fCCGsKMMFLxEREdy4cYOnT5+m+LGapuHr68uVK1fkwysZjnyuvLy88PPzw83NzdpNEUKIDClDBS96vZ7g4GCcnZ3JkycPbm5uKfpg1ev1hIWF4e3tnWwBnYzOEc+VpmlERERw584dgoODKVasmMO8NiGEsCcZKniJiIhAr9fj7++Pl5dXih+v1+uJiIjAw8NDPrSS4ajnytPTE1dXVy5dumR8fUIIIdKX43yqpIAjfZiK9CfvHyGEsC75LywylOnTp7N3715rN0MIIUQaSPAiEvT333+j0+l4+PBhqo8xYcIEAgICzNeoWEJCQtDpdAQFBZn8mClTpvDrr79arE1CCCHShwQvduLOnTv06dOH/Pnz4+7ujq+vL40bN2b37t1pPnbdunUZOHBgnG01atTgxo0bZMmSJc3HtwR/f39u3LhB2bJlgeSDrd27d7N06VLWrl2Lu7t7OrZUCCGEuUnwkhYHD0L9+urSwlq3bs2RI0dYvHgxZ8+eZd26ddStW5d79+6l+pgRERGJ3ufm5oavr2+6T3NOqk2xOTs74+vri4uLaTnnNWvWJCgoiKxZs6ahdUIIIWyBBC9psWQJbN8OS5da9GkePnzIP//8w8SJE6lXrx4FChTg1VdfZeTIkbRo0cK43+XLl2nZsiXe3t74+PjQtm1bbt26Zbz/iy++oGLFiixYsIBChQrh4eFBly5d2LFjB9OnT0en06HT6QgJCUmwJ2PXrl28/vrreHp64u/vz4ABA3jy5Emy7Z83b55xhlfbtm159OiR8b4uXbrQqlUrvv76a/LkyUOJEiUAtTDXmjVr4hwna9asBAYGAnGHjUJCQqhXrx4A2bJlQ6fT0aVLF0DNeho/fjyFChXC09OTChUq8Msvv8Q57vHjx2natCne3t7kzp2bDz74gLt37yb7uoQQIsO5eBH698dpwgSrNkOClxTSXb4Mhw7B4cOwcqXauGKFun3oEFy6ZPbn9Pb2xtvbmzVr1hAeHp7gPnq9npYtW3L//n127NjBli1buHjxIu3atYuz3/nz51m9ejW//vorQUFBTJ8+nerVq9OjRw9u3LjBjRs38Pf3j3f8Cxcu0KRJE1q3bs1///3HypUr2bVrF/369Uuy7efPn+fnn3/m999/Z9OmTRw5coSPPvoozj7btm3jzJkzbNmyhfXr16fw7KghpNWrVwNw5swZbty4wfTp0wEYP348S5YsYe7cuZw4cYJBgwbx/vvvs2PHDkAFhvXr16dSpUocPHiQTZs2cevWLdq2bZvidgghhMO7cgVmzcJp2TKrNiND1XkxhywVKsTcMAyp3LkDlSvHbNc0sz6ni4sLgYGB9OjRg7lz5xIQEECdOnV47733KF++PKACgGPHjhEcHGwMPpYsWUKZMmU4cOAAVatWBdSwzJIlS8iZM6fx+G5ubnh5eeHr65toG8aPH0/Hjh2NuTHFihVjxowZ1KlTh++//z7ReifPnz9nyZIl5M2bF4CZM2fy5ptvMmXKFOPzZcqUiQULFqS6Yq2zszPZs2cHIFeuXMahofDwcL755hu2bt1K9erVAShcuDC7du1i3rx51KlTh1mzZlGpUiW++eYb4/EWLlyIv78/Z8+epXjx4qlqkxBCOCTD0L6VK4xLz0sKPZk3D82QZ2EIUgyXLi5goWi0devWXL9+nXXr1tGkSRP+/vtvAgICjMMop06dwt/fP06vSenSpcmaNSunTp0ybitQoECcwMVUR48eJTAw0NgL5O3tTePGjY1VixOTP39+Y+ACUL16dfR6PWfOnDFuK1eunEVK7Z8/f56nT5/SsGHDOO1esmQJFy5cML6u7du3x7m/ZMmSAMZ9hBBCvPCi91+z8sQH6XlJoci2bdECAtC96MmIY98+sOA0XA8PDxo2bEjDhg0ZNWoU3bt3Z8yYMcb8DlNkypQpVc8dFhZGr169GDBgQLz78ufPn6pjJtUmnU6H9lIPVmRkZIqOGxYWBsCGDRviBFCAccZRWFgYzZs3Z+LEifEe7+fnl6LnE0IIh2cjPS8SvKSFkxPo9TGX6ax06dLGpNZSpUpx5coVrly5Yux9OXnyJA8fPqR06dJJHsfNzS3ZlZ8DAgI4efIkRYsWTVEbL1++zPXr18mTJw8A//77L05OTsbE3MTkzJmTGzduGG+fO3cuycU0DT03sV9H6dKlcXd35/Lly9SpUyfBxwUEBLB69WoKFixo8swlIYTIsAx5l1bueZFho9TIlQt8fVWey9y56tLXV223gHv37lG/fn2WLVvGf//9R3BwMKtWrWLSpEm0bNkSgAYNGlCuXDk6duzI4cOH2b9/P506daJOnTpUqVIlyeMXLFiQffv2ERISwt27d9EnEIgNHz6cPXv20K9fP4KCgjh37hxr165NNmHXw8ODzp07c/ToUf755x8GDBhA27Ztk8yvAahfvz6zZs3iyJEjHDx4kN69e+Pq6pro/gUKFECn07F+/Xru3LlDWFgYmTNnZujQoQwaNIjFixdz4cIFDh8+zMyZM1m8eDEAffv25f79+7Rv354DBw5w4cIF/vzzT7p27ZpsQCeEEBmOjfS8SPCSGvnyQUiIGibq1UtdhoSo7Rbg7e1NtWrVmDp1KrVr16Zs2bKMGjWKHj16MGvWLEANs6xdu5Zs2bJRu3ZtGjRoQOHChVlpmBGVhKFDh+Ls7Ezp0qXJmTMnly9fjrdP+fLl2bFjB2fPnuX111+nUqVKjB492tijkpiiRYvyzjvv0KxZMxo1akT58uWZM2dOsm2aMmUK/v7+vP7663To0IGhQ4cmuZhm3rx5GTt2LCNGjCB37tzGoGrcuHGMGjWK8ePHU6pUKZo0acKGDRsoVKgQAHny5GH37t1ER0fTqFEjypUrx8CBA8maNausYSSEEC+zkeBFp72cWGDnQkNDyZIlC48ePcLHxyfOfc+fPyc4ONhY4ySl9Ho9oaGh+Pj4yAdbMhz5XKX1ffSyyMhINm7cSLNmzZLsXRKKnC/TybkynZwrE82aBf37o3/nHX7v1Mms5yupz++XOdanihBCCCEsx9DzIjkvQgghhLALhoRdR8552blzJ82bNydPnjwJlnt/maEk/cs/N2/etGQzhRBCCGGKFz0v1q7zYtHg5cmTJ1SoUIHZs2en6HGGEu+Gn1wWmsUjhBBCiBSwkZ4Xixa2aNq0KU2bNk3x42KXeBdCCCGEjbCR2UY2WZWrYsWKhIeHU7ZsWb744gtq1qyZ6L7h4eFxFisMDQ0FVOb4yxVZIyMj0TQNvV6fYC2T5BgmZhmOIRLnyOdKr9ejaRqRkZE4Ozun+XiG92lKKwhnVHK+TCfnynRyrkzj9OwZzoD+RVFPc56vlBzLpoIXPz8/5s6dS5UqVQgPD2fBggXUrVuXffv2EZBI2f3x48czduzYeNs3b94cry6Ii4sLvr6+hIWFEWGIHlPh8ePHqX5sRuOI5yoiIoJnz56xc+dOoqKizHbcLVu2mO1YGYGcL9PJuTKdnKukVTh/noLA+StXAPOer6SqqL8s3eq86HQ6fvvtN1q1apWix9WpU4f8+fOzdOnSBO9PqOfF39+fu3fvJljn5cqVKxQsWDBV9Tk0TePx48dkzpwZnWFFaZEgRz5Xz58/JyQkBH9/f7PVedmyZQsNGzaU+hImkPNlOjlXppNzZRrn7t1xWrKEiC+/5I/y5c16vkJDQ8mRI4dJdV5squclIa+++iq7du1K9H53d3fjInuxubq6xjuh0dHR6HQ6nJycUlU4zTD8YTiGSJyp5+rBgwfMmDGDnj172s1CiE5OTuh0ugTfY2lh7uM5OjlfppNzZTo5V8l4MbTj/GJkw5znKyXHsflP4KCgILv5UHMkhmnrDx8+tNhzaJpG586defbsWYp/x7Gn3oeEhKDT6QgKCjJ/I4UQQsSwkYRdiwYvYWFhBAUFGT9UgoODCQoKMq6dM3LkSDp16mTcf9q0aaxdu5bz589z/PhxBg4cyF9//UXfvn0t2Uy7cOfOHfr06UP+/Plxd3fH19eXxo0bs3v37jQfu27dugwcODDOtho1anDjxg2yZMmS5uMn5ttvv8XHx4fx48db7DmEEEKY0Ys0Dc2RZxsdPHiQevXqGW8PHjwYgM6dOxMYGMiNGzfiLAIYERHBkCFDuHbtGl5eXpQvX56tW7fGOUZG1bp1ayIiIli8eDGFCxfm1q1bbNu2jXv37qX6mBEREbgl8gZ0c3NLduXntD7fsGHDzHp8IYQQFpYRel7q1q2LpmnxfgIDAwEIDAzk77//Nu4/bNgwzp8/z7Nnz7h37x7bt2+XwAV4+PAh//zzDxMnTqRevXoUKFCAV199lZEjR9KiRQvjfpcvX6Zly5Z4e3vj4+ND27ZtuXXrlvH+L774gooVK7JgwQLjooJdunRhx44dTJ8+3VjROCQkJMFho127dvH666/j6emJv78/AwYM4MmTJ4m2e8KECQQEBMR5PsPr6d69Ozlz5sTHx4f69etz9OjROI9du3YtAQEBeHh4ULhwYcaOHZuimT3Hjx+nadOmeHt7kzt3bj744APu3r1r8uOFEEIkwEaK1Nl8zoulaRo8eWKdH1PneXl7e+Pt7c2aNWvizKyKTa/X07JlS+7fv8+OHTvYsmULFy9epF27dnH2O3/+PKtXr+bXX38lKCiI6dOnU716dXr06GGsaOzv7x/v+BcuXKBJkya0bt2a//77j5UrV7Jr1y769euXZNtffj6ANm3acPv2bf744w8OHTpEQEAAb7zxBvfv3wfgn3/+oVOnTnz88cecPHmSefPmERgYyNdff23S+Xr48CH169enUqVKHDx4kE2bNnHr1i3atm1r0uOFEEIkwkYWZrT52UaW9vQpeHuburcTkNVszx0WBpkyJb+fi4sLgYGB9OjRg7lz5xIQEECdOnV47733KF++PADbtm3j2LFjBAcHG4OPJUuWUKZMGQ4cOEDVqlUBNXSzZMkScubMaTy+m5sbXl5eSQ4TjR8/no4dOxpzY4oVK8aMGTOoU6cO33//faJThl9+vl27drF//35u375tnCU2efJk1qxZwy+//ELPnj0ZO3YsI0aMoHPnzgAULlyYcePGMWzYMMaMGZPs+Zo1axaVKlXim2++MW5buHAh/v7+nD17luLFiyd7DCGEEAmI3fOSPpVWEpThe17sRevWrbl+/Trr1q2jSZMm/P333wQEBBiH4E6dOoW/v3+cXpPSpUuTNWtWTp06ZdxWoECBOIGLqY4ePUpgYKCxF8jb25vGjRuj1+sJDg5O9HEvP9/Ro0cJCwvjlVdeiXOs4OBgLly4YNznyy+/jHO/oWfIlCJGR48eZfv27XEeX7JkSQDjcwghhEgF6XmxDV5eqgfEFHq9ntDQUHx8fMxS5+WlAsDJ8vDwoGHDhjRs2JBRo0bRvXt3xowZQ5cuXUw+RiZTunoSEBYWRq9evRgwYEC8+/Lnz2/y84WFheHn5xcn18nAsJ5VWFgYY8eO5Z133om3jylF4cLCwmjevDkTJ06Md59MuxdCiDSInbD7/LnVmpHhgxedzrShGwC9HqKj1f62UKOudOnSxlonpUqV4sqVK1y5csXY+3Ly5EkePnxI6dKlkzyOm5sb0dHRSe4TEBDAyZMnKVq0aJraHBAQwM2bN3FxcaFgwYKJ7nPmzJlUP1dAQACrV6+mYMGCuLhk+Le4EEKYj2HYyMo9LzbwESySc+/ePerXr8+yZcv477//CA4OZtWqVUyaNImWLVsC0KBBA8qVK0fHjh05fPgw+/fvp1OnTtSpU4cqVaokefyCBQuyb98+QkJCuHv3boILKQ4fPpw9e/bQr18/goKCOHfuHGvXrk02YfdlDRo0oHr16rRq1YrNmzcTEhLCnj17+Oyzzzh48CAAo0ePZsmSJYwdO5YTJ05w6tQpVqxYweeff27Sc/Tt25f79+/Tvn17Dhw4wIULF/jzzz/p2rVrskGaEEKIJLzoedGsXIVYghc74O3tTbVq1Zg6dSq1a9embNmyjBo1ih49ejBr1ixAVZxdu3Yt2bJlo3bt2jRo0IDChQuzcuXKZI8/dOhQnJ2dKV26NDlz5oxTe8egfPny7Nixg7Nnz/L6669TqVIlRo8eTZ48eVL0WnQ6HRs3bqR27dp07dqV4sWL895773Hp0iVy584NQOPGjVm/fj2bN2+matWqvPbaa0ydOpUCBQqY9Bx58uRh9+7dREdH06hRI8qVK8fAgQPJmjWrLOsghBBpYSM9L+m2MGN6CQ0NJUuWLAku7PT8+XOCg4Pj1BxJCXPnvDgyRz5XaX0fvSwyMpKNGzfSrFkzWVPFBHK+TCfnynRyrkyUOTOEhRF56hQbz5wx6/lK6vP7ZY71qSKEEEIIy7GRnhcJXoQQQgiRPE0zriotFXaFEEIIYfsM06RBel6EEEIIYQdiBy/S8yKEEEIImyfBixBCCLM4eBDq11eXQliSIVnX2Vn9WJEEL0IIYc+WLIHt22HpUmu3RDi62EsDWJnUThdCCHtz6RLcvavWNzEUolyxAjp3VjNCcuQAE4s6CmEyG5kmDRK8CCGE/Ym9LphOpy7v3IHKlWO2O1b9UWELbCh4kWEjkaRjx44xadIku1gTaPr06ezdu9fazRDC8pYtA8Oio4YgxXDp4qLuF8LcDKtIm6GyeFpJ8CKM/v77b3Q6HQ8fPjRuK1OmDHv37mXUqFEJPqZgwYJMmzYtfRqYhClTpvDrr78SEBCQ5H4vv8bAwECyZs1q+QYKYU4dO8K+fQnft2+ful8Ic5OeF5FSXbp0QafT0bt373j39e3bF51OR5cuXcz+vE5OTixfvpx//vmHDRs2mP345rB7926WLl3K2rVrcU/hH1W7du04e/as8fYXX3xBxYoVzdxCISzIsHaYg60hJmyQ9LyI1PD392fFihU8e/bMuO358+csX76c/PnzW+x5PT09+eeff3jzzTct9hwpoWkaUVFRxts1a9YkKCgoVT0onp6e5MqVy4ytEyKd5MoFvr4qz2XuXHXp66u2C2EJ0vMiUiMgIAB/f39+/fVX47Zff/2V/PnzU6lSpTj7hoeHM2DAAHLlyoWHhwe1atXiwIEDcfbZuHEjxYsXx9PTk3r16hESEhLvOXft2sXrr7+Op6cn+fLlo2/fvjx+/DjRNj58+JDu3buTO3du8ufPT4MGDTh69Gii+4eEhKDT6VixYgU1atTAw8ODsmXLsmPHDuM+hqGeP/74g8qVK+Pu7s6uXbvQ6/WMHz+eQoUK4enpSYUKFfjll19S9BpjDxsFBgYyduxYjh49ik6nQ6fTERgYmGjbhbCqfPkgJEQNE/XqpS5DQtR2ISxBel5siKbBkyfW+UnFbIAPP/yQRYsWGW8vXLiQrl27xttv2LBhrF69msWLF3P48GGKFi1K48aNuX//PgBXrlzhnXfeoXnz5gQFBdG9e3dGjBgR5xgXLlygadOmtGnThmPHjrFq1Sr2799Pr169Em1fmzZtuH37Nhs2bGD79u1UqlSJN954w/i8ifnkk08YMmQIR44coXr16jRv3px79+7F2WfEiBFMmDCBU6dOUb58ecaPH8+SJUuYO3cuJ06cYNCgQbz//vvGwMeU1xhbu3btGDJkCGXKlOHGjRvcuHGDdu3aJdluIazK3T1mtpFOZxPfiIUDs6GeFzQH8+jRIw3QHj16FO++Z8+eaSdPntSePXsWszEsTNNUGJH+P2FhJr+uzp07ay1bttRu376tubu7ayEhIVpISIjm4eGh3blzR2vZsqXWuXPnFy8pTHN1ddV+/PFH4+MjIiK0PHnyaJMmTdI0TdNGjhyplS5dOs5zDB8+XAO0Bw8eaJqmad26ddP69OkTZ5/du3drOp1OC3vR9gIFCmhTp07VNE3T/vnnH83Hx0d7/vy5Fh0drT148ECLjo7WihQpos2bNy/B1xUcHKwB2oQJE4zbIiMjtXz58mkTJ07UNE3Ttm/frgHamjVrjPs8f/5c8/Ly0vbs2RPneN26ddPat29v8mtctGiRliVLFuP9Y8aM0SpUqJBgWw0SfB+lQUREhLZmzRotIiLCLMdzdHK+TCfnynRyrkywYIH67HrrLYucr6Q+v18mdV7sTM6cOXnzzTcJDAxE0zTefPNNcuTIEWefCxcuEBkZSc2aNY3bXF1defXVVzl16hQAp06dolq1anEeV7169Ti3jx49ysGDB/n+++/jtSM4OJiyZcvG2z8sLIxXXnklzvZnz55x4cKFJF9X7Od2cXGhSpUqxrYaVKlSxXj9/PnzPH36lIYNG8bZJyIiwjiEZsprFEIIYSIb6nmR4MXLC8LCTNpVr9cTGhqKj48PTubI7PfyStXDPvzwQ/r16wfA7Nmz096ORISFhTF69GjGjh1r8v5+fn78/fff6PV6wsLC8Pb2xsnJySzTkTNlyhTnuQA2bNhA3rx54+yX0hlHQgghTGBDOS8SvOh0EOtDMUl6PURHq/2tOC2xSZMmREREoNPpaNy4cbz7ixQpgpubG7t376bAixLhkZGRHDhwgIEDBwJQqlQp1q1bF+dx//77b5zbAQEB/PXXXyYHLwEBAdy8eRMXFxfy58+fokDv33//pXbt2gBERUVx6NAhY4CWkNKlS+Pu7s7ly5epU6dOgvuY8hpf5ubmZhcF+YQQIt3ZUM+LJOzaIWdnZ06dOsXJkydxTmBlz0yZMtGnTx8++eQTNm3axMmTJ+nRowdPnz6lW7duAPTu3Ztz587xySefcObMGZYvXx5vZs3w4cM5dOgQPXv25MiRI5w7d441a9bQo0ePBNvVoEEDqlevTqtWrdi8eTOXL19mz549fPbZZxxMZsXb2bNn89tvv3H69Gn69u3LgwcP+PDDDxPdP3PmzAwdOpRBgwaxePFiLly4wOHDh5k5cyaLFy82+TW+rGDBggQHBxMUFMTdu3cJN/yxCiFERmdDPS8SvNgpHx8ffHx8Er1/woQJtG7dmg8++ICAgADOnz/Pn3/+SbZs2QDInz8/q1evZs2aNVSoUIG5c+fyzTffxDlG+fLl2bFjByEhIdSuXZtKlSoxZswYChUqlOBz6nQ6Nm7cSO3atenWrRtVqlShQ4cOXLp0idy5cyf5eiZMmMCECROoUKECu3btYt26dfFyeV42btw4Ro0axfjx4ylVqhRNmjRhw4YNxvaZ8hpf1rp1a5o0aUK9evXImTMnP/30U5L7CyFEhmFDPS86TXOs1btCQ0PJkiULjx49ivfh/vz5c4KDgylUqBAeqYgczZ7z4sBMPVchISEUKlSII0eO2E1l27S+j14WGRnJxo0badasGa6urmZooWOT82U6OVemk3NlgoEDYfp0GDmSyLFjzX6+kvr8fpl8AgshhBAieTbU8yLBixBCCCGSZ0M5LzLbSFhVwYIFcbCRSyGsJzwcLl6EGzcgPBydszPe165BZCTIUIhIKxvqeZHgRQgh7NmxY/DLL7BpEwQFQUSE8S4X4A1AGzgQatSA5s3h/fchmQR6IRJkCF6k58U65Ju+SAt5/wiri46Gn39WyZP79sW9z8cH8uQBLy+0p0+JDg7GJTwcduxQP59+Ch07whdfgAVXoxcOyDBsZAM9Lxkq58WQEf306VMrt0TYM8P7R2YkiHSnafDnnxAQAB06qMDFzQ1atoTAQDVk9PAhnDoFhw4R9d9/bPjpJyJPnIAZM6BaNdUzs2gRlCwJX30FUVHWflXCXsiwkXU4OzuTNWtWbt++DYCXlxc6w4qsJtDr9URERPD8+XOZKp0MRzxXmqbx9OlTbt++TdasWRMsECiExVy5Ar16wR9/qNtZssCgQdC7d9LDQE5OUKwYlC4N/fvDv//CsGHwzz8wapQ63o8/QsGC6fIyhB2ThF3r8fX1BTAGMCmhaRrPnj3D09MzRUFPRuTI5ypr1qzG95EQFqdpsHgxfPwxhIaqxNt+/eCzz+ClRVBN8tpravjoxx+hb1/YsweqVoXff1f3CZEY6XmxHp1Oh5+fH7ly5SIyMjJFj42MjGTnzp3Url1bhgyS4ajnytXVVXpcRPp5/Bi6dYNVq9TtatXU8FDJkmk7rk6nEndr1oR334XDh6FePZVH07x5mpstHJT0vFifs7Nzij+EnJ2diYqKwsPDw6E+kC1BzpUQaXTmDLz9tspfcXWFL7+EoUPBxYz/tgsVUr0w7drBxo3QujWsXQtNm5rvOYTjsKGeF8dIRhBCCEfy559qKOfUKTVzaOdOGDHCvIGLgbe3CljatFH1YN5+WwU0Bw9C/frqUgiwqZ4XCV6EEMKWLFwIb76phoxefx0OHbJ8LoqLi8qBadlSfbt+5x01O2n7dli61LLPLeyH9LwIIYSIQ9PU0FC3bqqOy/vvw9atkF7J4a6uMHEilC0L9+/D8uVq+4oVKifm0CG4dCl92iJskw31vGTYnBchhLAZmgaffAJTpqjbn36qarCk90y92InA0dHq8vZtqFw5ZrsUacy4pOdFCCEEAHo9DBgQE7jMmAFff53+gQvAsmWJ59W4uKj7RcakabI8gBBCCFTg0rs3/PCDClbmzYMePazXno4doVSpuD0tBvv2qcq+ImOKtWaWLfS8SPAihBDWoNdDz57wv/+pKrgLF0LnztZuVQydLu4QUQrrYgkHY8h3AZvoeZFhIyGESG+apkr7GwKXZctsJ3DJlUslCVepohJ4DfWwDIXyRMZkGDICtZ6WlUnPixBCpLcxY1RuC6gel/btrdue2PLlg5AQ9QGl06k6Mx98ADNnqiGuokWt3UJhDbFXlLaBJV+k50UIIdLTt9/CuHHq+qxZttPjElvsD6iOHaFxY5XzMHCgVZslrMiGZhqBBC9CCJF+5s1TKzoDjB+vFka0dTodTJ+u6sBs2ADr11u7RcIabKjGC0jwIoQQ6WPVKujTR10fOVKV+7cXJUqoHB1Qq1vHTt4UGYP0vAghRAazY4eqmKtp8NFHqo6Lvfn8c5X/cvEifPedtVsj0ltGCl527txJ8+bNyZMnDzqdjjVr1iT7mL///puAgADc3d0pWrQogYGBlmyiEEJY1okT0KqVyhl5+22VqGsDCY8pljkzTJqkrk+cCPfuWbc9In1lpGGjJ0+eUKFCBWbPnm3S/sHBwbz55pvUq1ePoKAgBg4cSPfu3fnzzz8t2UwhhLCMa9egSRN4+BBq1lSLHxqmHtuj9u2hQgUIDY0JZETGYGM9LxadKt20aVOaNm1q8v5z586lUKFCTHlRJrtUqVLs2rWLqVOn0rhxY0s1UwghzO/RI2jaFK5eVWsGrVsHnp7WblXaODmpIa+33lJTpz/+WA0lCceXkXpeUmrv3r00aNAgzrbGjRuzd+9eK7VICCFSITxcDREdO6YKvv3xB2TPnuRDHj1S6SQnTqhFnE+dgps349YGswnNmkGNGvDsmVo8UmQMGannJaVu3rxJ7ty542zLnTs3oaGhPHv2DM8EvrWEh4cTHuuvOzQ0FIDIyEgizVzO2nA8cx/XEcm5Mp2cq5Sx+fOl1+PcuTNO27ejZc5M1Lp1kDevsby+psHZs7B3r469e504ehSCg3U8eJB4HkzBgholS2qUK6dRp45GzZoamTIl3xRLnSvduHG4vPEG2g8/EPXxx1C4sFmPbw02/76yMt2TJ7gAend3omN9vprzfKXkWDYVvKTG+PHjGTt2bLztmzdvxsvLyyLPuWXLFosc1xHJuTKdnKuUsdXzVTowkGJr1qB3dubfIUO4c/06XL/OxYtZ2LUrL3v3+nHjhneCj/XwiMLNLRoXFz3h4c48feqKpukICVE/mzapGncuLnrKlLlLnTpXee21G3h5RSXZJkucq+oVK5IrKIirH3/Mf4Yp4A7AVt9X1lbw0CEqADcfPODAxo3G7eY8X0+fPjV5X5sKXnx9fbl161acbbdu3cLHxyfBXheAkSNHMnjwYOPt0NBQ/P39adSoET4+PmZtX2RkJFu2bKFhw4a4urqa9diORs6V6eRcpYwtny+nWbNwfjGrUv/DD5R7931WrdIxd64TBw7EjNK7uWlUq6bx2msaVatqFC2qUbAgeHuDGs1X++r1Udy9C2fO6Dh9Wsf+/Tq2b9dx+bITR4/m4ujRXMyfr/HeexoffxxNmTJx22PJc6Xz8YH69Sm4fTv55s8HPz+zHj+92fL7yhY4nT8PgG+BAjRr1swi58swcmIKmwpeqlevzsZYER2oqK569eqJPsbd3R33BMbgXF1dLfYGtOSxHY2cK9PJuUoZmztfq1fDkCEARI0bz/xnXfm6JFy/ru52c4MWLeDdd6FZMx2ZM5s2XTpvXvVTv74qEaNpcO4c/Pyzmrx0+rSOwEAdgYFONGumVh4ICIh7DIucq3r1oGZNdLt34zprlsPMPrK595WtiFK9e06enjjFOj/mPF8pOY5FE3bDwsIICgoiKCgIUFOhg4KCuHz5MqB6TTp16mTcv3fv3ly8eJFhw4Zx+vRp5syZw88//8wgQ2VHIYSwRbt3qzWANI2zDT+iyPzh9O2rApe8edUEnStXVJHddu1UyZTU0umgeHFVM+7kSfXU77yjtm/cCJUrq6aEhJjt1SXOUCX4++/hwYN0eEJhNRlpttHBgwepVKkSlSpVAmDw4MFUqlSJ0aNHA3Djxg1jIANQqFAhNmzYwJYtW6hQoQJTpkxhwYIFMk1aCGG7zpxRXSrh4ezO0ZJSW2Zw+YoOPz+17uKFC/Dpp5Arl/mfWqdTE39Wr1ZJwB07qu3Ll0Pp0jB5shPR0RYsiPfmm1CuHISFgYn1vISdykizjerWrYumaYnen1D13Lp163LkyBELtkoIIczk1i20pk3R3b/PPl01Gt5djpuHM59+CkOHpm9Zl6JFYdkyGDxYjV79/Td8+qkzhQvXxt8fqla1wJPqdKr3pWNHtXjjkCH2X8tGJCwj9bwIIYTDCgsjvOGb6IKDOU8R3tJ+p14zL06cgFGjrPcZHhAAf/0FixZBtmwaFy9mpVYtF6ZPV/kyZte2LRQoAHfvqi4f4ZhsrOdFghchhEipqChu12+H+7FD3CEH73huYsKCnKxfbxslT3Q66NIFjh2L4tVXbxARoWPgQGje3AJLErm4QL9+6vqMGRaKkITVSc+LEELYL320xuHqH5HrwEae4smI0r/z27GidOtme+st5soFI0fuZ/r0aNzdYcMGqFZNVfE1q27dwMsL/vtPraAtHI/0vAghhH16/hxWVviGgIM/EI0Tixv/xJzDr1GkiLVbljidDvr00bNvHxQsqBKIq1eH338345NkywaGmaPTp5vxwMJmSM+LEELYn3v3YHL5JbQ/8TkA+zrMoM+mlrbyRTRZFSrAgQNQpw48fgwtW8LcuWZ8gv791eW6dRAcbMYDC5sgPS9CCGFfLl+GoRW3MvxcN3W73SfU+LGvlVuVcjlywJYt0KOHSk3p0wfGjjVTmkrp0tCwIej1Mm3aEUnPixBC2I/gYOj12lGmX30HV6J41PQ98i+fYO1mpZqrK8ybBy/KbfHFFzBggJkCGEPvy6JFMR92wjFIz4sQQtiHCxegfc3LLLjRDB8eE/5aHbL8FghO9v2vU6dTPS6zZqnrs2ZB376q0yRNmjUDf3+4f19VzhOOQ4IXIYSwfWfPwtu17hB4oxF5uU5k8dK4b/zNZv55m0PfvqqTRKdTFf779UtjAOPsDN27q+vz55uljcJGyLCREELYoIMH1eqHBw8SEgLN64Sy8GZTSnKG6Lz+uG7dpGbVOJjOneMGMIMGpXEI6cMPVc/Uzp1w+rTZ2imsTHpehBDCBi1ZAtu3c3veb7zV4Dnf32xFFQ6hfyUHztu2qOGQ1IoVGNmizp3BsFrLjBnwzTdpOFi+fGrNI4Affkhr04StkJ4XIYRIPd2hQ9QYNQrdoUNpP9ilS3DoEBw+DCtX8hhvmi96m3EX2lOf7ei9MuH05yYoUSJtz/MiMGLp0rS32UI6dYop0fL552kc9enVS10GBkrirqOQnhchhEg93bJl5Dx2DN2PP6b9YAULQpUqULky4bcf8Ta/0it6Dm+zBj06nJ4+gcqVU3fslwIjAFasULcPHVL325gBA9QK2KCmUf/6ayoP1KSJ6oG5fz8NBxE2RXpehBAihWIFAk4//wyA08qVaQ8Eli0DFxc04EP+RyO28CGL0AAnJ526P7ViBUbcuaO23bmjblepou63QV99pXJu9Xpo3x727EnFQZyd1ZIBEDMeJeybIXiRnhchhDBR7EDg7l217e7dtAcCHTvCvn2MZyT5uMowvgVAB6ocbceOqW/zi8AIiMmANVy6uKQtMLIgQ+JuixYQEQFvv62K9KWYYbmArVvhyhWztlGkM70+Jnjx8rJuW16Q4EUIYftiBQK6FwGAzkyBwG9/ZSGYQkxkhNpgrtUVXwRGCdq3L22BkYW5uMCPP0L58nD7tgpkwsJSeJDChaF2bRWw2WigJkwUO2/J09N67YhFghchhO2zUCBw9Cj88tlh5tJbbWjcWPXk+PqqJZnNxVDUzo6K23l7q2WKcuVS56lz51TUgOncWV0uXmymEr7CKp49i7kuwYsQQqSc9iIA0NIYCNy5AxMbbWVhxPs4o0ffrTv88YcKhkJCVMJpWuXKpQKhypXVKoiVK5s/MLKgAgXgt9/AzU3l3Y4dm8IDvPuu+rA7cwb277dIG0U6MAQvrq4xQ6FWJsGLEMI+vAgEtEqVCOrTB61SpVQHAtHRMK75fubfboU7EUQ0b43TvLlqyEinM19SYr58KhDat09NHzZnYJROatSImTb95ZcqvjOZjw+0bq2uL15s9raJdGIIXmyk1wUkeBFC2IsXgUD0nj1catyY6D17Uh0IzP34FGP2NcWbJ4S91gC3VT+qGTKW4O4ek0djzsAoHXXuDB99pK6//34KE3gNQ0crVkjNF3slwYsQQqSBGQKBf5ZdouXshrzCfe4WfhXvLY61XpGlfPedSge6fx/atlUzkUxSr54KMB88gN9/t2gbhYU8faouJXgRQoj0dz3oNn5dGpGPa1zPWooc+zaozFSRLHd3WLVKLe+0bx988omJD3R2jpk2LUNH9snQ82Ij06RBghchRAYRdT+Ux7WaUjT6LDdc85P9wGbIkcPazbIrBQuqlQ5ArYG0erWJDzQEL5s2qbnXwr7IsJEQQljB8+dcrdKSEk8Oc0eXk4gNW/Aoaj9Js7bkrbdg2DB1vUcPuHrVhAeVKAGvvqoypVetsmj7hAVI8CKEEOksKor7jd+jYPDfhJKZ/WM3UaBhcWu3yq6NG6dmfT94AF26mFj/pX17dbl8uSWbJixBcl6EECIdaRqRXXqQfedanuPOtHrraPZ5gLVbZffc3FQFXi8v2LYNpk414UFt26oka8MsMWE/pOdFCCHS0bBhuP4YSBTO9M2xkv6r65qt+n9GV6JETNDy6acQFJTMA/Lkgbp11fUVKyzYMmF2krArhBDp5NtvYfJkAHqwgE6/tCRbNiu3ycH06AEtW6pp0x07mlDGpUMHdfnTTxZvmzAj6XkRQoh0EBhozCr9hEnkGtaFOnWs2yRHpNPBDz9A7txw8qQJywe0bq1KzP/3H5w4kS5tFGYgOS9CCGFhv/8O3bsD8C1D2Vj6E7780sptcmA5c8K8eer6pElw4EASO2fLBk2aqOvS+2I/pOdFCCEsaNculRgaHc1iOjFSN5HAQCmga2ktW6oRIb1ezT4KD09i59hDR7LStH2QnBchhLCQY8egeXN4/pwtbm/SnQV8MtyJqlWt3bCMYcYMtUbmyZMk3dPVvLn6ELx4UVaathfS8yKEEBYQEqKGIx4+5GzOGrSM+JlipVwZM8baDcs4XnkF5s5V1ydOhIMHE9kxUybVVQMydGQvJOdFCCHM7P59Fbhcv87jAmV47c7vhDt5sWgReHhYu3EZy9tvw3vvqUK63btDVFQiOxoK1q1aZWKFO2FV0vMihBBmFB6uPjHPnEGfNx+N9Zt4QHY+/hiqVbN24zKmGTMge3Y4ehSmT09kp0aNwMcHrl+HvXvTtX0iFSTnRQghzETToFs32LkTMmdmZpON7L2Sj3z5ksm5EBaVM6eadQQwejRcupTATu7u0KKFui5rHdk+6XkRQgjzcBo7VtWod3EhZMpqhi4uB8DMmeDtbeXGZXBdu0KtWipVon//RCYVtWmjLlevlqEjWyc5L0IIkXb5t23D+ZtvANDPmcsHSxoSFaXyQFu1sm7bBDg5qdovrq6q7M6aNS/tcPAgTJmiknevXoV9+6zRTGEq6XkRQoi00e3YQYU5c9SNzz5joa4bu3apz8GZM63bNhGjdGn45BN1vX9/ePw41p1Llqjhvnz51G0ZOrJtkvMihBBpEBKCc/v2OEVHo2/bltv9xxlWAeDLL8Hf37rNE3F9/jkULgzXrsGoj0Ph0CE4fBhWrlQ73LypLpcvh+Bg6zVUJE16XoQQIpWePIFWrdDdvcvDIkWI/uEHho/Q8eABVKwIAwZYu4HiZZ6eYOgkm7koE0FVukHlynDnjtr46JG6vHVLRTnCNknOixBCpIKmwYcfwtGjaLlysW/ECPYf8yIwUN09dy64uFi1hSIRjRurFRv0ODOAmWiQcAZv06bp3TRhKul5EUKIVJgwAX7+GVxdiV65kqev5GTgQPXvq0sXqeli6yZPVp97//A6K2mX8E4nTshaR7YoOhoiI9V1yXkRQggTbdgAn32mrs+ahVazJtu35+fgQScyZ4bx463bPJE8f38YOVJdH8pknuhezGV3evER5OUFly/LWke2yNDrAtLzIoQQJgkOho4d1Tfy3r2hZ08ePYKlS0sBMGYM+PpauY3CJEOHQkH/KK6Rjwm+09RYX+XK6hfYoIHa6ZdfrNpGkYDYwYsNrbchwYsQwjaFh6tkiUeP4LXXjLXmv/nGiYcPPSheXKN/fyu3UZjM0xO+m64Sk769/yEXG/ZS9V1CQqBzZ7XTqlUydGRrDMm67u4xPWU2wHZaIoQQsX3yiSpmlj27mlrr5sbp0zBzpvq3NWVKNG5uVm6jSJFWreCNNyA8XMeQIYBOpz4UmzZVhXouXUpiOWphFTaYrAsSvAghbNEvv8RUnFuyBPLnR9Ng4ECIitJRteoNGjeWb+j2RqdTHWjOzqrq7ubNL+7w9IS33lLXpWCdbbHBAnUgwYsQwtZcuKAWXAQYNgzefBOAP/6AP/8ENzeNDz88YcUGirQoUwb69VPXBw+GqKgXdxjWOpKhI9siPS9CCJGMqCiVoBsaCjVqwFdfGTcbSs3366fHz++JFRsp0mrMGMiWTc2ONtTqoWlT9e0+JERV4hW2wQYL1IEEL0IIW/LNNyqJ08dHlYx3dQVg4UI4eVKlv4wYISsQ27ts2WD0aHV91CgIC0MFLi962Vi92mptEy+RnhchhEjC/v1qgSJQNeULFADUgn6GD7oxYyBrVus0T5jXRx9BkSJqeaPJk19sbN1aXf7yiwwd2QrJeRFCiEQ8eQLvv6+qebZrBx06GO/69lu19E3RoqrUi3AMbm6qcDKo3/H160CzZqqWyPnzcOyYVdsnXpCeFyGESMSQIXDuHOTNC99/r6aloFYjNnwrnzgRmRrtYFq3hurVVVrF6NFA5szQpIm6UwrW2YaMnPMye/ZsChYsiIeHB9WqVWN/EiWgAwMD0el0cX48bKiqnxDCzLZuhXnz1PXFi1VCxAujRqkvfjVrwttvW6l9wmJ0OpgyRV1fuBD++w949121QYIX25BRe15WrlzJ4MGDGTNmDIcPH6ZChQo0btyY27dvJ/oYHx8fbty4Yfy5dOmSpZsphLCGsDDo0UNd79dPVTB74ejRmJkoU6YYO2OEg6leXc2S1jQ1M5633lKJ2qdOqSxtYV0ZNeflu+++o0ePHnTt2pXSpUszd+5cvLy8WLhwYaKP0el0+Pr6Gn9y585t6WYKIazh88/V1Nj8+eOtsDh8uPpAa9dOVo12dOPHq3jlzz9h64Es0KiRukNmHVmfjfa8uFjy4BERERw6dIiRhuVEAScnJxo0aMDevXsTfVxYWBgFChRAr9cTEBDAN998Q5kyZRLcNzw8nPDwcOPt0NBQACIjI4k0LONtJobjmfu4jkjOleky6rnS/fsvzjNmoAOi5sxBc3eHF+dg504df/7pgouLxhdfRBH71GTU85Ua9nKu8ueHXr2cmDXLmZEj9dTt9TYuGzagrVpF1IgR6dIGezlX6c0pLAxnINrNDX2sc2OJ85WSY1k0eLl79y7R0dHxek5y587N6dOnE3xMiRIlWLhwIeXLl+fRo0dMnjyZGjVqcOLECfLlyxdv//HjxzN27Nh42zdv3oyXhbq5tmzZYpHjOiI5V6bLSOfKKTKSuoMGkVnTuFyvHkeiomDjRkD1towY8TqQnQYNQjhz5j/OnIl/jIx0vtLKHs5VlSpueHg05OBBF76ukZ9Rzs44HTvGjgULeJInT7q1wx7OVXoqf+YMhYBzV69y5sXfaGzmPF9PDcnBJrBo8JIa1atXp3r16sbbNWrUoFSpUsybN49x48bF23/kyJEMHjzYeDs0NBR/f38aNWqEj4+PWdsWGRnJli1baNiwIa4vimcZPXiAbv168PNDMyzvnoElea5EHBnxXDmNHYvz1atouXLh99NP+GXPbrxv/XodZ8644OmpMW9ePvz84n5pyYjnK7Xs7VydPavjm29gxeYGfF6vPmzdQr3799F3727x57a3c5VenF8M3RWrUIEizZoZt1vifBlGTkxh0eAlR44cODs7c+vWrTjbb926ha+vr0nHcHV1pVKlSpw/fz7B+93d3XF3d0/wcZZ6A8Y79uPH8NprEBysbs+fH5OEmMFZ8vfgaDLMuTp3ThX2AHSzZuEaq2c2OjqmIN3HH+vInz/x85FhzpcZ2Mu5GjYM5s6F06d1/FutDTXZgvNvv+H82Wfp1gZ7OVfp5kVahrO3N84JnBdznq+UHMeiCbtubm5UrlyZbdu2Gbfp9Xq2bdsWp3clKdHR0Rw7dgw/Pz9LNTPtvvgiJnABNWvi+nWrNUcIm6VpMGAARERA48Yx02Jf+OknOH5cVdEdNsw6TRTWkyULGFIk+21thebkpNY5iv3/VaSvjFrnZfDgwfzwww8sXryYU6dO0adPH548eULXrl0B6NSpU5yE3i+//JLNmzdz8eJFDh8+zPvvv8+lS5fong7dhqkSEQELFqjr69dDrVpq29Sp1m2XELZo7VrYtElVm5s5M87854iImF6XYcPilHsRGUjfvqpWYdC1nFwtUkdt/PVX6zYqI7PR2UYWD17atWvH5MmTGT16NBUrViQoKIhNmzYZk3gvX77MjRs3jPs/ePCAHj16UKpUKZo1a0ZoaCh79uyhdOnSlm5q6vz1l1oB189PrYpqyIxfsAAka12IGE+fwscfq+tDh0KxYnHuXrBAfcHOnVt1zoiMydNTrWEFMOuGFKyzOkPPi43VeUmXhN1+/frRr1+/BO/7+++/49yeOnUqU+2p1+K339Rly5bg5KRKW+fKBbdvw/btMfUKhMjovvkGLl9W82I//TTOXU+egCEff9QoyJTJCu0TNqNrV5UWteTc20zQ9UP3779w5Qr4+1u7aRnPkyfq0tvbuu14iaxtlFY7d6pLw1Luzs4xdcylwJIQyvnzxiRdpk2LF53MnKlWFy5USHLdBbi4qGD2Jn7sdaqpNsrQkXUYghcb+0YhwUtahIZiLEDx6qsx21u1Upd//CHLugsBqlyuIUnX8PfxwsOHatFFgC+/lMUXhdKmDVSqBCujXwwdyZdB6wgLU5fS8+JADh9WwUn+/GqoyKB2bVXr+soVuHjReu0Twhbs2qW+NTs5JbhI0bRpKoApUwbat7dKC4UNcnKCr7+GX3kHAG3XLoiVHynSiSF4kZ4XB3LggLqsUiXudi+vmMVYtm9P3zYJYUs0DYYMUde7d1cRSiwPHsRMzBszRo26CmHQpAnke82ff6mGTtNicgxF+tDrYxJ2pefFgRw5oi4rV45/X7166vKlhGQhMpSVK2H/fvWtLYFlPKZOVaOv5cpB69ZWaJ+waTqdetv8gho6Cl8us47S1bNnMakP0vPiQM6eVZcJTeOuVUtdJrEApRAO7fnzmNIBw4fDS1W1799XQ0ag6jw6yX8jkYCGDeFSZRXZuu7ZAXfuWLlFGYghWRdsbqq0/LtILU1TZc4BihePf78hgffiRfljExnTrFlw6RLkyRMzdBTLlClqZY0KFeLl8AphpNNB74mFOEQATpqeB4vWWLtJGYch38XLy+a+XdhWa+zJ7duqv1ung8KF49+fNSuUKKGu79+frk0TwuoePlTZlqAuX/rWdvcuzJihrkuvi0hO/fpwqKAaOro5S4aO0o2N1ngBCV5SzzBkVKAAeHgkvI8haXffvvRpkxC2YsqUmClEH3yQ4N1hYWoqbMuW6d88YV90OqjwpRo6KnrlL64du2/lFmUQNjpNGiR4Sb2khowMDLOQDIm9QmQEd+7EJLOMGxdvCtGdO6ooHahel5dmTguRoGofFOdCpnK4EsXWAeus3ZyMwUYL1IEEL6lnCF5eWp8ljgoV1OV//1m+PULYiokT1Te2gIAEk1kmT1b/EytXhubN0795wn45t1VDRzl2/MKlS1ZuTEYgPS8O6PJldVmgQOL7lCsXs+/DhxZvkhBWd/06zJ6trn/1Vbxuldu3VR4vSK+LSLmCQ1Xw0lDbzHdjHlm5NRmA9Lw4oCtX1GVSC4Vly6aq74L0voiM4Ztv1BTpmjVVhbGXfPutqnlVtWrMcmBCmKx0aZ4WKIkbkTxYup6QEGs3yMFJz4sDunpVXSa3ymn58upSghfh6C5dgvnz1fUEel1u3YrplJFeF5FaXh+o3pe39b8Y18QSFiI9Lw5Gr48JXvLlS3pfyXsRGcU330BkJLzxBtStG+/uyZNVwc5q1aBp0/RvnnAQ76rgpSl/8PP/HnPtmpXb48ik58XB3L6t/knrdKoAV1IMPS9Hj1q+XUJYy9WrsGiRup7AMgB378L336vro0dLr4tIg/LloWhRPAinQeRGJk2ydoMcmPS8OBadIdT381OrRyfFELwcPw7R0ZZtmBDW8u23KqCvU0flu7xk+nT1f7BSJel1EWmk0xkXwmrNaubPV0OSwgKk58XBmJKsa1CsmCpi9/SpWipACEdz6xb88IO6/vnn8e5++DCmmu7nn0uvizCDF0NHzZ02oHv+lClTrNweRyU9L47F2POSXL4LqAJdZcuq6zJ0JBzR1KkqmeXVV1W+y0tmz1YraZQuLWsYCTOpXBkKFMBT/5QmbGLOHDU0KcxMel4czM2b6tLPz7T9DcHLqVOWaY8Q1nL/fswUogS6VcLCVGwD8NlnsoaRMJNYQ0c9sq3myZOYos7CjCR4cSy627fVlVy5THtAyZLq8vRpyzRICGuZOVP9gytfHt56K97d8+bBvXtQtCi0bWuF9gnH9WLoqMGzdXjylJkz4eH2I2oVx4MHrdw4ByHDRg7GkB2WO7dp+0vwIhxRWJjKxAXVrfJSr8uzZ2p6NMCnn4KLSzq3Tzi2116DAgVwfR5GH/8NhIbCjJE3YPt2WLrU2q1zDNLz4mAMPS+pCV70esu0SYj09r//wYMHKin9RRd+bAsXqhHW/Pnh/fet0D7h2HQ6eO89AAZlXgDAtP3VCSUzrFgBhw/DoUPIIkhpID0vjkV35466YmrwUriw+tr59ClSUUk4hKiomGSWoUPjrRwdsfcQE4eoHsoRI5KvKCBEqnToAEDek5upwn4eaNmYw0dq6fLKlaFKFShY0LpttGfS8+JANC3lw0aurmrQH2ToSDiG1avVN9qcOeGDD+LdvfTzM1wJz41fpkd07WqF9omMoVw5yJsXHTCNgQBMYQhPNE91v4sLLFtmtebZPel5cRwuz56he/5c3TA1YRck70U4Dk1TRekA+vUDzxcfFJcuwaFDRO0/zPgd1QH4RDcFj5PSfS8sRKeD3r0BqM5eCnOBu+TkB3qo+/ftg44drdhAO6Zp0vPiSNwfPlRXMmVKWTQqwYtwFDt2qGDEwwM++ihme8GCUKUKK6tN4UJ0IXJwh55h30n3vbCs9u0B9WH2BWppiikMIQIZq0yT8PCYHE3pebF/xuDF1CEjAwlehKMwTCHq2hVy5IjZvmwZemdXvuYzAAbzHZl40e0s3ffCUooUgYoVAXjPfxd+WZ5wFX+W+fRNWe+4iMvQ6wISvDgC90eP1JWU/lGUKqUuJXgR9uzkSdiwQXXXDxoU976OHflt/GlOUZqsPKAvs2Puk+57YUmdOwPg6u/H4M/VB+3E3FOI9jOhCrpImCHfxcMjXkK+LZDgJYXcQkPVlZw5U/bAEiXU5fXrqla6EPbou+/UZatWaop0LJoG3yz0BaA/s/DhsZTUFemjXTsVUO/ZQ+8mIWTLBmfPOfHbb9ZumB2z4XwXkOAlxdwMv9BXXknZA7NkAV/1j50zZ8zbKCHSw927MUM/Q4bEu3vrVjh82gsv3VMGVNwJc+eqfBdfX+m+F5bl5wf16gHg/ftP9OunNo8fr4JqkQqGnhcJXhyD6+PH6kr27Cl/sOGb6vnz5muQEOllwQKVxFe5MtSoEe/uiRPVZY++buQ4vBl69VLDRSEhpi1iKkRaGCohLl7MgP4aXl6qTt2WLdZtlt0yfFG3wXwXkOAlxdwMwUtKe14gJng5d858DRIiPURFwZw56nr//vGWAjhwALZtU3m5gz9xiblfpwN393RurMiQ3n0XvLzgzBlyXNxPz55q8/jx1m2W3ZKeF8filpaeF0OhOul5EfZm7Vq4ckXlerVrF+9uQ69Lx45qOQAh0l3mzPDOO+r64sUMGaLqg/79N+zda9WW2SfpeXEsrqnNeQEZNhL2a+ZMddmzp5p9EMuZM/Drr+r6sGHp3C4hYnsx64gVK8iX47mx+LP0vqSC9Lw4ljQNGxl6XmTYSNiT//5ThemcnY3VTGP79luVFNmyJZQubYX2CWFQr57Kr3rwAH7/nWHD1Mjl77/D8ePWbpydkZ4Xx2KcbZSWYaO7d8FQ7E4IW2fodWndOl7i7bVrsGSJuj5iRDq3S4iXOTvHrLW1eDElSsQseD5hgvWaZZdkqrQD0bS09bx4e8dMl5ahI2EP7t+HH39U1/v3j3f31KkQGQm1a8Nrr6Vz24RIiGHoaNMmuHWLkSPVzRUrIDjYes2yOza8KCNI8JIyT57gFBWlrqem5wUkaVfYl//9D549U+XXa9aMc9f9+zBvnrouvS7CZpQoAdWqQXQ0/PgjAQHQqJG6aVhPVJhAel4cyL17AGju7mpKXmrIdGlhL6KjYfaLEv8DBsSbHj1njvr/Vr48NGlihfYJkRhD70tgIGiasfdl4UK4edNqrbIvhkrwPj7WbUciJHhJifv31WX27PH+kZtMel6EvdiwAS5dUkOk770X566nT2H6dHV9xIjU/zkIYRHvvafqCx07BocOUaeOGtYMD4dp06zdODshwYvj0D14oK5ky5b6g8h0aWEv5s5Vl926gadnnLsWLlR554UKQZs2VmibEEnJli0mU/eHH9DpMPa+zJkj8yVMYsjvlODFAbx4x2tZs6b+GDJdWtiDkBCV8AjQo0ecuyIjYfJkdf2TT1RVXSFsjqHE7vLl8Pgxb70FZcuqz2RDsWiRBEPPS+bM1m1HIiR4SQnDLzNLltQfwxC83LkDjx6lvU1CWMKCBap4S4MGMe/ZF37+WY0m5coFXbpYp3lCJKt2bSheXCVm/fQTTk4xieXTpqmhT5EEGTZyHDpDX2NagpfMmSF3bnVdho6ELYqMVLOMQC2uGIumxdTLGDgw3miSELZDp4vpfZk/H1ArWxQqpL47LlxoxbbZAwleHMiLnhItLcELSNKusG2//66mZOTOrcrmxrJxo6pUmjkz9OljpfYJYarOncHNDQ4dgkOHcHFRQ52ghj4jI63bPJsmwYsDMcewEch0aWHbDMVbPvxQrWwXi6HXpU8fSEvqlxDpIkeOmMTdF70vXbqoIc9Ll2DlSus1zaZFR8cUqZOcF/tnlmEjkJ4XYbsuXoTNm1WX+0uJurt2qR83NzVkJIRdMAwdLVsGDx/i6Rnz/p0wAfR6q7XMdhlmGoH0vDgEQ4KtBC/CUb34dkrjxio5IJaJE9Vl587g55fO7RIiterUUdOMnj41Jrr06aM6FE6cUEOh4iWG4MXNTdXLsUESvKSEuXJeZNhI2KKICFi0SF1/KVH32DFYv151yBhyBoSwCzodfPyxuj5zJkRHkzVrTM6WLNiYABvPdwEJXlJEZ66elyJF1OXt23G754SwpjVr1HsyTx546604d02apC7ffTcm9hbCbnTooCqjh4SoKBw1dOTuDrt3q+FQEYsELw7GELykNVMxSxaVSAZw4ULajiWEuRgSdbt1i1N5LiQEfvpJXR8+PP2bJUSaeXnF5HDNmAGooU9DnSLpfXmJjReoAwleUubFwoxcvZr2Y0nei7Al587BX3+BkxN07x7nrilT1OSDhg2hcmUrtU+ItProI3B2Vu/zY8cAGDpUveU3bID//rNy+2yJ9Lwos2fPpmDBgnh4eFCtWjX279+f5P6rVq2iZMmSeHh4UK5cOTbaQkaVphmHeHSbN6f9eIbgRXpehC0wJOo2bQr58xs3376tiu1CTHVSIexS/vzw9tvq+nffAerfsGFtrilTnK3UMBskwQusXLmSwYMHM2bMGA4fPkyFChVo3Lgxt2/fTnD/PXv20L59e7p168aRI0do1aoVrVq14vjx45ZuasIuXVIFjnbvRqdpADitXw+HD6vtly6l7riGvBfpeRHWFhkJixer64ZppS/MnAnPn0PVqlCvnhXaJoQ5DRmiLn/8Ea5cAWKGQn/+WcetW15WapiNkeAFvvvuO3r06EHXrl0pXbo0c+fOxcvLi4WJ1GaePn06TZo04ZNPPqFUqVKMGzeOgIAAZs2aZemmJqxgQahSBV5/PWbb3buq/7xKFXV/akjPi7AVGzaoeum+vtCsmXHz48dg+LMbMUJN2hDCrr32GtStqwL2F70vlSqpygDR0TrWrCma9OMzioye8xIREcGhQ4do0KBBzBM6OdGgQQP27t2b4GP27t0bZ3+Axo0bJ7q/xS1bBi4uGOoYPccd4/9wFxd1f2pIz4uwFYYvEp06xUnU/eEHtZB6iRLQqpVVWiaE+Y0cqS7nzzfmMRqGRLdty8+tW1Zqly0xFGTNls2qzUiKRRezv3v3LtHR0eQ2LET4Qu7cuTl9+nSCj7l582aC+9+8eTPB/cPDwwkPDzfeDn0RMUZGRhJpjoUr2raFYsXYWm00MxlANu4zj95484TI3btV2J6a5ylQAFdAu3qVqMePwcMj7W21IYZzb5bfgYOz6rm6eROXjRvRAZHvv298L4eHw5QpLoCOwYOjiI7WiI5O/+YlRN5bppNzlYC6dXGpWBFdUBDR06ejHzWKGjWgalUnDhxwZsYMPV9/nbHPl/ODBzgB0d7e6BN571jivZWSY1k0eEkP48ePZ+zYsfG2b968GS8v84xfZrlwgUZsYQAzOU8xqnCIQUxj965dPLpxI3UH1TSaeXnh+vQpOxcvJszf3yxttTVbtmyxdhPshjXOVdHffqNMdDT3SpZk18WLankAYOvW/Fy/Xons2Z+RPftWNm60vRrq8t4ynZyruPI0aEDVoCCip01jc+nSRHt68sYbvhw4UI3Zs6FSpc14eUVZu5lWU/XMGfIAx69eJSSZCTPmfG89ffrU5H0tGrzkyJEDZ2dnbr3UD3fr1i18fX0TfIyvr2+K9h85ciSDBw823g4NDcXf359GjRrhY65ko6tXcZo0iaHuK+l9+XO+cx3OR9l+oebbb0O+fKk+rEvx4hAURJ28edFi5Ro4gsjISLZs2ULDhg1xfWlxPxGX1c6VpuHyIlsxy6BBNHvxHoyOhmHD1L+G4cPdaNmySfq1yQTy3jKdnKtENG6MtmYNbufP0/T8efTDh/PGG5EsW/aYq1czc+lSE4YMsb2APb04T5sGQJmaNSmdyGeTJd5bhpETU1g0eHFzc6Ny5cps27aNVi8GzfV6Pdu2baNfv34JPqZ69eps27aNgbFWftuyZQvVq1dPcH93d3fcE1h7wdXV1Xx/rIUKwaVLdIzQMbLAc64+8GX5uIt0LZTG4xcrBkFBuISExFu911GY9ffg4NL9XO3dC2fOgJcXLu3bG9+Dv/8OZ8/yooS6M66utjmFVN5bppNz9RJXVxgzBj74AOcpU3Du1w8yZeKdd04zY0YA06c7M3Cgs6ON5pvuRRDh8soryX42mfO9lZLjWHy20eDBg/nhhx9YvHgxp06dok+fPjx58oSuXbsC0KlTJ0YaEqiAjz/+mE2bNjFlyhROnz7NF198wcGDBxMNdtKNuzvuHjpatFCzgyZ+55r21UgNSbsy40hYgyFRt00b46wCTYupNtqvn01PNhAibdq3h9KlVXLqi5lHr79+FX9/jZs3YelS6zbPqgwJu2mtJm9BFg9e2rVrx+TJkxk9ejQVK1YkKCiITZs2GZNyL1++zI1YeSM1atRg+fLlzJ8/nwoVKvDLL7+wZs0aypYta+mmmqRx4xCyZNE4cwbWrk3jwaTKrrCWJ09gxQp1/cMPjZu3b4cDB1T+eP/+VmqbEOnB2RnGjVPXp06FO3dwddUYOFB9K500CZtJUk93Erwo/fr149KlS4SHh7Nv3z6qVatmvO/vv/8mMDAwzv5t2rThzJkzhIeHc/z4ceNYvC3w8oqid2/15p4wQX1TTTWp9SKsZfVqCAtT78FYNYwMvS7du0OuXFZqmxDp5e23ISAAwsJwmjwZgA8/1JM9u/pOuXq1ldtnDZoWs45fWhchtiBZ2ygV+vfX4+EB+/fD33+n4UCGYaOQkNRNtxYitQxDRl27GqvPHToEW7aoL6SGQqRCODSdDr76CgCnOXPwunWLTJlgwAB1d5q/oNqjJ09iupwyes+Lo8mVSy28C2lcjTRPHtU/HxUFly+bpW1CJOv8edixQ61I16mTcfPEieqyffvUF44Wwu40aQJvvIEuPJwyL0YB+vVTC1EfOaIC+gzF0Ovi4qJOgo2S4CWVhgxR31A3b1bLHKWKk5Mk7Yr0ZximbdTIONX/3Dn45Re1edgw6zRLCKvQ6WDaNDQnJ/Ls3Yvu77955ZWYZb7S9AXVHhnyXbJksek1QSR4SaVCheC999R1wzfWVJFlAkR6io6OCV5iJep++63qHn/rLShXzjpNE8JqypZF36sXAM5DhkBUFIMHq86H7dth3z4rty892UGyLkjwkiaG1Uh/+UV9c00VmXEk0tPWrXDtGmTPDi1aAHD9esyi0oY1XoTIaPSjRxPh7Y3u2DGYPx9/f3j/fXVfmr6g2hvDsJEEL46rXDl4803Q6+FFonrKybCRSE+GRN3334cXxR2nTYOICDXpqGZN6zVNCKt65RVOt2+vro8cCVevMmyYGjn57Tc4dcq6zUs3sYeNbJgEL2lk+KYaGAipWuZIel5Eerl3D9asUddfFIl88AC+/15tkl4XkdEFN2mC/tVXVYXZPn0oVVIzrqg+aZJVm5Z+HjxQl9Lz4thq1VLfViMiVJ2jFDMEL6dPq7nXQljK8uXqjVqpElSsCKjAJSxM9SI2bWrd5glhdc7ORM+bp0rir18PK1YY0wOWLYMrV6zbvHRx/766fOUV67YjGRK8mIHhG+v338cErSbLn1/NOtLrYe5cs7dNCCPDkNGLRN2nT9WQEaj3sA1PLBAi/ZQpA6NGqesDBlCt0G3q1VMVLV6sIuDYDB9i2bNbtx3JkODFDJo1g7Jl1TdYQxd8si5dUlXB/vsv5lPjt9/UvOtDh9T9QpjLkSMQFARubtChAwCLFsGdO6qmS9u2Vm2dELZl+HDVHXn3LnTtyohhqqr6/Plq9NWhGXpeJHhxfE5OMb0v06bBs2cmPKhgQahSBSpXjqlm+PChul2lilQJE+a1aJG6bNUKsmcnMlJNjwb4xG0aLkEHrdY0IWyOmxv8+KNKat+4kYYnplGpkuqtnDXL2o2zMEPwki2bdduRDAlezKRdOxVv3LkT8zmRpGXLVBGBhLi4qPuFMIfnz2PeTy+GjH7+WXXu5fR8TNezIzP4ErpCJKBcOeO4qm7kCCa+ewCAGTNUBX2HJT0vGYuLCwwdqq5/+60aH01Sx46JVz7at0/dL4Q5rFunxrHz5YMGDdBCLjFhjOoeHOg0E0+eqxWmZchSiLh69YLWrSEykgYL2lG50H3u34cFC6zdMAuS4CXj6doVcuZU6yz+/HMKHiiZksKSDIm6XbqAszMbC33E8QueZCaUj568GDu6c0eGLIV4mU6nIpWCBdEFB7PWvS0uRDJlipq455AkYTfj8fKCjz9W101ajTRXLvD1VdntoJJncudW24UwhytX1AJcoIIXYEJxNa7Zm7lk5aG6z/BmlSFLIeLKmhXWroVMmch7ehvzvQZx5YqqPOBwNE1yXjKqjz4Cb284dgz++COZnfPlU900+/erCF+vh4MHjYvlCZFmS5aof0h16kCRIuzaBbvO5sLNVc9ApsXfX4YshYivfHkYOxaArk9n04c5TJyo/mU7lKdPY7qUpOclY8mWDXr3VtdNWo3U3R08PWMClgxRBUmkC70+Xm0Xwxotnd+6Tx5uqN4+iLkUQiQsVi7YTPpT5vQvrFtnxfZYgqHXxdUVMmWybluSIf+xLGDQIDXT7p9/YPduEx8kywQIc/vnH7h4ETJnhtatOXZMFQ11coJPBkWpIcvKlVVxxMqV1W0ZshQihqEe1+HDsHKl2ubhgTN6ltOBbUM2JJ8eYE9iJ+vaeC6mBC8WkCcPdOqkrpvU+wKyQKMwP0Ovy3vvQaZMxrVZ3n0Xir3uq4Ys9+1TMyr27VO3ZchSiBix63HduaO2PX/Oc9xxI5LxF9txZM5eqzbRrAzJujae7wISvFiMYTXS9etV/kuypOdFmFNoKKxapa5/+CEXL8JPP6mbhrVacHeP+Xal0xlXmRZCvBC7HlesLhYPwjlJKbx5QomPG8OePVZqoJndvasubXxdI5DgxWKKFVPfcMHE1UgleBHmtHKlKvVcsiRUq8bEiaqQc5MmEBBg7cYJYSeSqMfltWoxf1GfTNGPiW7YGHbtSufGWYAheMmZ07rtMIEELxZk+Ib700+qRz5JMmwkzClWou616zoCA9XNzz6zWouEsG8vJbcXLOzM0ra/s4UGOD8NU98Mdu60YgPNwDA0liOHddthAgleLKhyZWjYUH3jNawjkyhD8HL3Ljx6ZPG2CQd28iT8+y84O0OnTkyerGY/1q4NtWpZu3FC2BlDPa4EktsHf+5FC9axmUZqzYCmTWHbNmu3OPWk50UYfPqpuvzf/+D69SR2zJw5ZqaH9L6ItPjf/9TlW29xW5ebefPUzc8/t16ThLBbhnpcCSS3lysHb7zpSQvWcty/iaqT8uabJhT5slHS8yIM6tSBmjUhPBymTElmZ0Pey7lzFm+XsCMHD0L9+uoyORERMYssdutmXOW8alVo0MCirRTCcSWR3D5iBITjQfWba3jeuKX6Z9+yparKa2+k50UY6HQx33jnzo0JbBNUvLi6PHvW4u0SdmTJEti+3bSVn9evV28yX18evNaUWbPU5s8+s/myDULYpVq11BfUsEh3xpZdBW3aQGSkmrGRokXubIAheJGeFwHQuLEqFfD0qXGF9YSVKKEuz5xJj2YJW5ZQcSxTVn42JOp27sysuS48fgzlykHz5unTbCEyohEj1OXs+a48mL0cPvgAoqKgfXvTvnTYCsO3a+l5ERC392XmzJg6QPEYel4keBEJFcdKbuXna9eMY+1P2n1oDJQ//VSq/wthSc2aqS8Jjx/DjDkusGgRdO+ulujo3Bl++MHaTUyepknPi4ivefOYN/fMmYnsFLvnxaFqTosUS6g4VnIrPy9erP5Zvv46328rzv37qt5Qmzbp02QhMionp5gvqNOmQegTZ5g3D/r2VX+3PXvCggVWbWOynjyB58/Vdel5EQZOTjE1NqZNU0FMPEWLqh0fP4Zbt9KzecLWJFEcK8GVnzXNOGQU8f6HxuTwkSPVjGkhhGW1bg2lSsHDh6hcMycn9U118GC1Q69e8Msv1mxi0gy9Lh4e4OVl3baYQIKXdPTuu6pz5cED+P77BHZwd48ZDpChI2FgysrPO3eqKfbe3iwKa8PNm5A/P7z/fvo0UYiMztk55gvqd99BWBgqZ2DyZOjRQ/WKdugAW7ZYtZ2Jun1bXebMaRfZ/RK8pCNn55i6L1OmqATeeCTvRRgkURwrnhe9Lvq27/HNdLWU/bBhamV7IUT6aNdODdXeuxfrC6pOp268+66ahfT223D0qFXbmSBDb3/u3NZth4kkeEln7dtDoUIqyE0wh8uQ9yLTpUUSxbHiePTIuAjjRr9uXL6sYpwPP0z3FguRobm4xPS+fPttrC+ozs4qT61+fZVb0qJFTE+Hrbh5U136+lq3HSaS4CWdubrGTKubNEnVM4pDpkuL2ExZ+XnFCnj2DK10aQavrAbAkCHg6ZmO7RRCAGpkqFAhNTnQUN0aUH+7q1ap3MbLl1WSTLwPACuSnheRnM6d1Zfn69cxLphnJMGLSKkXQ0ZHKn7IufM6smeH3r2t3CYhMihX15j0gEmTVIVro+zZ4fffIUsWtQp1//5qe0qqaFuK9LyI5Li7q3wEgAkT1DCokSHn5eJFVepdiKQcPw7796O5uNBv3weA6nXx9rZyu4TIwDp1UgnzN2/GLDVmVLKk6i3V6VTuwM8/p6yKtqVIz4swRffuKu8yJAR+/DHWHXnzQqZMainq4GBrNU/Yixe9LlcqtWDvhVxkzw79+lm5TUJkcG5uMekBEycmMDrUpImqAQPQrRssX66um1JF21Kk50WYwtMThg5V17/+WlWSBlQ0LjOOhCmeP1eF6YCvr6vs3CFDwMfHmo0SQgB07Qp58sDVqwmkBwDGhcfCwtT0JEi+irYlSc+LMFWfPqoK8/nzLxVMleBFmGL1arh/nyev+LPgWhPpdRHChnh4wPDh6vr48S+lB4D6p/9yBcnkqmhbkvS8CFN5e8fkvowbF+vNLUm7whRz5wKwgB7ocZZeFyFsTI8eqiPj0qUE0lk6doT9+xN+YEJVtC3p2bOYsu/S8yJM8dFHKvfl4sVYb26p9SKSc+IE7NqF3smZife6Sa+LEDbI0xM++URdj5MeYGuuX1eXnp528w1Ighcry5Qppmtx3LgXE4yk50Uk50UBia1eLbhBHul1EcJG9e6t0gMuXkxgJMhQRbtcuZhy2FmyJFxF25KuXVOXefPaxdIAIMGLTejdW/XUhYS8yL805Lzcvg3371uzacIWPX2qplYCk8N6S6+LEDYsU6aY3pc46QEQU0X76FH44gu1zc0t/RdGvHo1pj12QoIXG+DlpVb/BfjqK4hwzwz+/mrDyZPWa5iwTStXwqNHXHYtzFYaSK+LEDaub9+Y9IB4M48MVbSHDoXSpdWMo6+/Tt8Gxu55sRMSvNiInj3Bz09VjV64EChTRt1x4oRV2yVs0Isho9mRPcmW3Ul6XYSwcZkyxXxBHTcukVUB3NzUctQAM2eqSCe9GHpeJHgRKeXpGfPm/vpriCopwYtIQFAQ7NtHBK4soqv0ughhJ3r3VnVfrlyBBQsS2alxY2jYUI0tGdYYSA+GnhcZNhKp0aOHCnyvXoUdd8uqjcePW7dRwra86HX5lXeIzp5Lel2EsBMeHjErTn/99UtrHsX27bdqGGnlysSnUpubDBuJtPDwiAm2p2ySnhfxkseP0V5MV5hHL+l1EcLOdOum1jy6ccNYpim+ChXU6r2g8mAMhessSRJ2RVp166ZydXfeLaU23L4Nd+9at1HCNvz4I7qwMM5QnJM56zJggLUbJIRICXd3GDVKXZ8wAZ48SWTHcePUt9l//oFt2yzbqKgoFU2B9LyI1HN3V12LT/DmsnNBtVF6X4SmoZ8+A4DZ9OXTz3SycrQQdqhzZyhcWH0vNSxvFE++fGoWB8DYsZbtfbl2TS0E7OqqZo3YCQlebFDXrmpNrqPRL/JeJHgR27bhdPoUj/Fma94u9Opl7QYJIVLD1RVGj1bXJ02C0NBEdhw+XH2b3bULtm+3XINCQtRlgQLgZD8hgf20NANxc1PB9glU3kv4IUnazeiivlO9LovoypCxPnh4WLlBQohU69hR1SK9fx+mT09kpzx51CwOsGzviyF4Se9VrNNIghcb1bEjPMqrgpfrW6TnJUO7eBHnTesBWF+gnzGXTwhhn1xcVDwCMHky3LuXyI7Dh6tvszt3wt9/W6YxErwIc3J2hsaDVfCS+coJbt5Ih4xzW3HwINSvry4FzybPRqdp/EETPpxQHBcXa7dICJFWbdtCxYpq2OibbxLZKV8+6N5dXf/qK8s0JDhYXRYqZJnjW4hFg5f79+/TsWNHfHx8yJo1K926dSMsLCzJx9StWxedThfnp3fv3pZsps2q06skenTk4B7TP7tt7eaknyVL1BhvvDXkM6CwMFj4PwB+LziAtm2t3B4hhFk4OcH48er6rFmqunqChg1T32b/+gsOHzZ/Q6TnJb6OHTty4sQJtmzZwvr169m5cyc9DRnUSejRowc3btww/kyaNMmSzbRZukxePM9bBIBDi4+na7XodHfpEhw6pP44V65U21asULcPHVL3Z0CPZi3FM/wRZylGs+mN7SmfTgiRjMaNoW5diIiAMWMS2alAAWjXTl3/9lvzN8LQ81KggPmPbUEW+1d46tQpNm3axIIFC6hWrRq1atVi5syZrFixguvXryf5WC8vL3x9fY0/Phm4EpdXFTV0VFJ/wpih7pAKFoQqVaByZbUwGajLypXVdjv7VmAWej3PJqlE3Q0F+/Fmc4lchHAkOp2q9wKqwznRiaWGZalXrYrpKTGHZ8/UegUAxYqZ77jpwGKj53v37iVr1qxUqVLFuK1BgwY4OTmxb98+3n777UQf++OPP7Js2TJ8fX1p3rw5o0aNwiuRJcLDw8MJj7XKVeiLeWeRkZFExll7PO0MxzP3cZPiVLIkzmvXUoYT9FmuMWhQFOXLp9vTp1pKz5UuMBDn7t3RRUXFZNW/uNRcXIhesAAtHc97ekrsXN38YT3+D07zCB8qTH2fqCjHfP0pZY2/Q3sl58p01jpXAQHQqpUza9Y4MWKEnl9/jY6/U5kyOL/xBk7bthE9ZQp6wwKOaXX6NK6ahpYlC1FZs6o1lUxkifOVkmNZLHi5efMmuXLlivtkLi5kz56dmzdvJvq4Dh06UKBAAfLkycN///3H8OHDOXPmDL/++muC+48fP56xhrTtWDZv3pxowJNWW7ZsschxE5I3MpIqQI3Mh9Ae6+jd+x6ff74v3Z4/rUw+V1mzkmXiROoOGRLvrh0TJ/Ioa1bYuNG8jbMxL5+rgiMm4A/8lrsT2XT/OPrLT7H0/Du0d3KuTGeNc9WggTfr1tVn/XonpkzZTalS9+Ptk7NWLWps24b2ww9sqVaNyMyZ0/y8fnv38irwMFcudv7xR6qOYc7z9fTpU5P3TXHwMmLECCZOnJjkPqdOnUrpYY1i58SUK1cOPz8/3njjDS5cuECRIkXi7T9y5EgGDx5svB0aGoq/vz+NGjUy+3BTZGQkW7ZsoWHDhri6upr12IkqWBC++47SUadxdYri4EFfsmR5k5o1bXv2UarO1ZEjAGhOTuj0euNlzVq1oFIlC7bWuhI6V6f+t5fyj/cTjhsBgUMp9UYeK7fSdljl79BOybkynbXP1eHDGgsX6li/viaDB0ej0720Q9OmaL/9hst//9H44kX0I0em+Tmdjh0DIEvVqjRr1ixFj7XE+QpNtGJffCkOXoYMGUKXLl2S3Kdw4cL4+vpy+3bcGTJRUVHcv38fX19fk5+vWrVqAJw/fz7B4MXd3R13d/d4211dXS32BrTkseMpWxY8PXF+9oRhbS7y9arijBzpwp49xH9z26AUnas8ecDXF52/P3Trhu5//4MrV3DNk0eVpXRwhnOlafDw86kA7Cv2AbWb2FciXXpJ179DOyfnynTWOldffgnLl8Pu3U5s3uzEW28lsNOwYfD++zjPno3zsGGkuVrlhQuASk9wSuVrNuf5SslxUpwBmDNnTkqWLJnkj5ubG9WrV+fhw4ccOnTI+Ni//voLvV5vDEhMERQUBICfHa25YFbOzhiSXIbUP4KXF/z7r8rbcjj58qlktH37oFcvdRkSYlcrnZrDX3NOU+veWgCKzx9q5dYIIdJD3rzw8cfq+siRarmheNq2VctS376tMnzT6swZdVm8eNqPlc4sNn2hVKlSNGnShB49erB//352795Nv379eO+998iTR3WBX7t2jZIlS7J//34ALly4wLhx4zh06BAhISGsW7eOTp06Ubt2bcrbQ5aqpVSsCEC2kCMMG6Y2jRgBsfKUHYe7e0yXkk6nbmcgUVFw/7PJOKFxslhLfOuWtHaThBDpZPhwyJYNjh+HxYsT2MHVFQYOVNenTAG9PvVPpmnqiUD18NsZi869/PHHHylZsiRvvPEGzZo1o1atWsyfP994f2RkJGfOnDEm6bi5ubF161YaNWpEyZIlGTJkCK1bt+b333+3ZDNtnyHfIyiIoUPVwp/BwTB7tnWbJczvpynXafFIFefLP2uYlVsjhEhP2bLB55+r6599Bo8fJ7BT9+6QNSucPQvr1qX+yS5dUk/g5iY9Ly/Lnj07y5cv5/Hjxzx69IiFCxfi7e1tvL9gwYJomkbdunUB8Pf3Z8eOHdy7d4/nz59z7tw5Jk2alKHrvAAxwcuRI2Ty0oxVoseNS2JNDGF3wsLg8ZdTcSeC64Vr4t2ohrWbJIRIZ/36QdGicPOmWnU6nsyZoU8fdT0tBVz/+09dli5tlzmFUvXKHpQrp2pJ374NN27QubNKg3n40HLLXYj09/3Yu3R+OgeAnFPSPpNACGF/3NxiYpLJkxNZNqB/f7Xj3r2we3fqnsgQvNhpSoYEL/bA0xNKvsh9OHIEZ2f1pgY1dHT+vPWaJszj9m1PPGdNIRNPuV+0Kq4tUzZtUQjhOFq1gjp14Plz+PTTBHbw84NOndT11Pa+HD2qLsuVS93jrUyCF3sRa+gIoGFDaNJEFUQcMcKK7RJmsfaH3PSKVr0u2aZ9YR/z4IUQFqHTwXffqcsff4QXc1riMhT0XLcOTp9O+ZP8+6+6rFo11e20Jgle7EXlyury4EHjpsmT1WjS6tVqEWZhn3bt0lHnwDK8eMbTMlXRNWtq7SYJIawsICCmc2Xw4JhVU4xKloSWLdX1KVNSdvCrV9WPs7NaO84OSfBiL159VV3u22d8F5cpE5O3NWCAmmYr7Et0NHzV/y59UVPHvCZ9Ib0uQggAvv4avLxUWkuCtb0MCzYuWQI3bph+4L171WX58pApU5rbaQ0SvNiLgABwcVEp6IZVQFFVGbNnV9P1v//eiu0TqRIYCO+cGIcXz4ioVBWaSq+LEELJmxdjba9PPoF4S//UrAk1akBEBMycafqBDcFL9epmaac1SPBiLzw9Y7LC98UszJg9u4rOAUaPhjt3rNA2kSqhobBg2Fl6MQ8Ap0nfSK+LECKOTz5RRXUvX4bx4xPZAWDWLNNrZxgWU6xd2yxttAYJXuyJYVmFfXFXle7RQxXhffgwpsCRsH1ffQVD7n+KC9HcCKiCVqeOtZskhLAxXl4wVS11xqRJCcwubdFCfQA8fgzJLJoMqFyX48dVwmSDBuZubrqR4MWeJBK8ODvH9Bj+8APEWk5K2KhTp2Dvd3t5l9VoTk6c6vyBtZskhLBRb78NjRqp0aGPP34pedfJKabg16xZcP160gf78091WbUqvPKKRdqbHiR4sSeGpN1Dh+Jl59aqBR07qjd1//4JZKYLm6Fp8FEfjfHRqrtX36kTjwvIytFCiITpdDBjhiqEu3EjxFsxp1kzlb/y7BmMGZP0wVauVJdvvmmRtqYXCV7sSYkSkCWLeoMaFtSKZeJElTi+d695FhwVlvHjj5BvxzJqsRu9hyf60aOt3SQhhI0rUUJNmQa1NuOzZ7Hu1OliitUtWAC7diV8kOvXYds2db1jR0s1NV1I8GJPnJxiCgrt2RPv7rx5YdQodX3oUFn3yBY9fAhjBz1kMkMBcBo9CvLls26jhBB24fPP1b+L4OAECuvWqqUWbQTo2RPCw1VdsPr1Y+qDzZ+vVqKuUQMKF07XtpubBC/25vXX1eXOnQnePXiwWt387t2YKXY27e5dVaZ6xw7VZXTqlPqjc1CffQb9744mN7fRipeIqZIphBDJ8PaOqUc3YQJcuPDSDpMmQa5c6v/oiBGqC377dli6FB48gGnT1H4ff5yezbYICV7sjWFGys6dCSa2uLrCPDXzloULE41xrOf5c/jtN9Vl6e8POXOqTPm6ddW3gdKl1dhXmTKq8t6ffzpM9b2DB2HvnCPGgnS62bPU4mpCCGGiNm3gjTfUv9LevV/6GMiWLSZ5d9o09SEA8NNP6oGPHqnxp3ffTe9mm50EL/bm1VfVB96NG4muyFijBvTqpa736mUjHRmhofDNN1CgALzzDixfrqbs6XSQO7f6gypUSC33Hh0NJ0+qKVRNmqggZ9Qouy5iEx0NfXtFMp8eOKOHtm3tepqiEMI6dDqYOxc8PGDrVtWpEkfPnjHXnzxRl3fuxOS6nDmjUhDsnP2/gozG0zNmyvSOHYnuNn68iglOn4Zvv02ntiVE09RfV/Hiaszk9m2VnDN4sOrOfPRIVQ0+fRouXlS3r11TCzb17Kmm8t28qb5NFCigujtTUgbbRsyZA00Pf00VDqHPmi2mcIMQQqRQ0aIxk4oGD37pe92yZaoae0KcnNT9DkCCF3sUe+goEdmyxQxvfvUVnDtn+Wa9zC00FOd33lGri926pf7ili5V2WZTpqihosyZ4z5Ip4M8eVTvzLx5Kjt+1Sq1eNizZ2q+YPHiasD3+fP0f1GpEBICPw87yOeo7lynObPVaxRCiFQaMgQqVFATMwYNinVHx47xaoEZHThg97OMDCR4sUeG4CWJnheAdu2gcWM1bBRvbNTCdIcOUXfgQJw2bFDDXN98o6Z3v/++SswxlZubGp/dv1+VtK5WDcLCYORIlRezdavlXoQZaBr06/6cec874UI02rtt4L33rN0sIYSdc3VVRUmdnFT5BUPtuTgMw0MOMEz0Msd7RRlB9eqqW/DyZdWLkQidTg1XeHrCX3+p6f/p4vffcX7jDTzv30crUUIFHiNHgrt76o+p06kckT17VAa9n58aZmrYUK2P8OiR+dpvRosXw1vbBlKaU0TlyI3u+zmyfpEQwiyqVlXzGkB9QTWkuJArF/j6QuXKKkGmcmV1O1cuq7XV3CR4sUeZMsFrr6nrCYbbMQoXjlm4ccgQFe9Y1Jw50KoVuqdPuVWpElG7d6u+TXNxcoIPPlBJZ/36qW0LFqhemA0bzPc8ZnDzJvzbdym9mYem0+GybDHkyGHtZgkhHMi4cSodMCQk1tp2+fKpDfv2qVkb+/ap2w5UU0qCF3vVtKm6/OOPZHcdMECtnP74saphZLHho1mzoG9f0OvRd+vGvs8+Ax8fyzxX5sxqNtKOHSqX5to1eOst6NZNzWyyMk2DKR0O8d1TNe1L+3y0GsMTQggz8vZWnSsA06fHyiZwd4/p5dXp0tbzbYMkeLFXhuBl27Zk50I7O6vp/h4eKm3khx8s0J5589SiSgAjRxI9Zw5aYhnv5lS7tipyN3iw+gNduBDKlYuZFmgla2deZvD2t/DiGaE1GuM0ZpRV2yOEcFxNmqjvbZoGXbuqL6qOToIXe1WxohrDfPIk8XUsYileXOXMgho+unTJjG1ZulQNuIJal+Drr9M3r8PLS81e2rFDjZNdvqzyY/r3jzUIbGGxynBf++8exQe9iR83uZWrLD4bV6oIUgghLOS779TwUXCw+jfs6CR4sVc6nQq3QS0zagLD8FFYGHTpogqnpdmuXSrkNzzBpEnWS0h9/XXVC9Onj7o9a5YK8hJYB8rsXpTh1s9fwNNaDSmtP85dV19e2bNeLaYphBAW5OMDixap6/Pnw6ZN1m2PpUnwYs9SkPcC6st/YKDK9/37b5g8OY3PHxICb78NkZFqOvPUqdafSePtrZKGN29WyWnnz6ugZvhw89eFuXQJDh2Cw4eNy8zf/d8aij0+wm1yEjb/J1yKFDDvcwohRCLq1YuZfdStG9y/b932WJIEL/asUSM1ZfrUKfVjgqJFVZ4rqMz0Q4dS+dyPH0Pz5mphxYAANSfYlmoJNGwIx45B585qFdVJk1Q7zZkLU7CgKp5XuTLcvk0ELuTS3+I2OfmLehTsWs98zyWEECYYP16lCVy/rqpIpGd9r/RkQ582IsWyZo2ZwfLim78punRRHSVRUdChQyrSQqKj1QOPH1f1VtauVXkntiZrVtXVtHatWivh1CmVC9OmTZL1cUy2bJkxl0UD3IjiLMUYzgTaOf/qMGW4hRD2w8tLFa1zdYVff41ZqNfRSPBi7wzVWlesMDnE1unUGzpvXjh79qXS0qYYORLWr1fTl9assf3aAS1aqMClf3/VO/TLL+qrSY8eaQtiXnvNWG9HB2ymIS1Yy9d8jm7/Pocpwy2EsC9VqqgeGFD/348ft257LEGCF3vXooWav3/mjEpWNVH27GqSkE6npk6b3HETGBiz0uPChWqVa3uQLZtaFykoSA0pRUWp4nbFikGrVioIi4gw7VgnTqiCOaVKwe7d6NHxKV/ThE1M0w0hD/a3cKQQwrEMGqTmdDx/rr7jPn1q7RaZlwQv9s7HB958U11fsSJFD61XT3WigPosPn06mQfs3q2qNYJKmGnfPmVttQXlyqlk3t27Vc5QdLQaVnr7bTW09M47KpN5/Xq1rMF//8E//8BPP6n5h+XKQdmy8L//QWQkT6vWpioHGM+nDGt8lCZV7jpcGW4hhP1xclKpiL6+6vtWinvYbZwEL47AMHS0dKma+ZMCY8eqICYsDFq3TiL/xTCzKCJC7Th2bJzaJnanRg21tMKJE/DJJ+ov/OFD+O03dbt5c7UIZIUKqhBehw6qlszx42owuVUrIv/eTV12cJjK1KihMe73Sg5ZhlsIYZ9y5YrpYZ8/XwUzjkKCF0fQooV6l16/roY/UsDFRXUq+PnByZOqYyVe6szjx+o57tyBSpViZha9qG3C0qVmeynprnRpNRPpyhX4919Vya9tW1UfpkABdV6LFlUFcvr2Va/11i347TcGrKjBgQNqROqnn3RqsWwHLMMthLBfDRrAmDHqeu/eqrKDI0iH+u3C4tzdoWdP+OorVZitTZsUPTx3bpXzUq+eylKvWTOmzht6Pbz/vpp27OuraqicPq0+pA2JMitWqCnJmqYWHixgh7VNXFxUT0u1aibtPn++Wk9Ep1OTivLnt3D7hBAilUaNUh3k69erkfFDh+CVV6zdqrSRnhdH0bu3mra7c6fK00ih11+HCRPU9QEDVBE7AEaMgHXrVIC0Zg1Urx5T2+TOHbXPnTvqdpUqqvaJg9uzJ2ZB66+/hmbNrNseIYRIipOT6jQuUkTV1mzf3kwV1q1IghdHkTevCqkhZjZQCg0ZotJnoqJUWsudcXPjziyqVk11MxgWXDSMLxkuXVwcvrbJtWvq3BiKCo8YYe0WCSFE8rJmVSl9Xl5qgV57/98lwYsjGTZMXf74Y4qmTRsYFmWuWhWq3d9I9tF91R1ffqkSVkHVLtm3L+ED7HPs2iZPnqic5Zs31aSjRYusvxqCEEKYyvB/C9SkSnsuYCfBiyOpUgXatVM9IcOHp+oQnp6w8cuDrNK1xRk9m/N0IWrE5wnvbFgOwJaWBbCQqCjVK3XggBorXrNGLaMkhBD2pG1bGDdOXe/b134XcHT8T52M5uuv1VTeP/9UCzamdDrz0aPk6NCITNoTtju9wVvX59HnI13cGUi5cqnk3cqVVdZq5coOXdtE01SOi6Go8Lp1ULiwtVslhBCp89lnapmY6GgVzKQiTdLqJHhxNEWKqDL4oMrfz59v+nTmgwfVvLoHD+C113iy7DeindxYsEC92Y3y5VO1TPbtU3OrHby2yYQJqntVp4Ply1WJGCGEsFeGJWLq1VOVMN58Ey5ftnarUkaCF0fUo4eau3vtmirnD2o68+HDao7cpUvxH7NxI9Stq1aJrlwZ/viDt9pnZu5cdff48fDdd7H2d3ePSfhw4NomgYHw6afq+vTpKudFCCHsnZsbrF6tVjm5ehXeeANu2NHKJhK8OKJSpWLCaEPF3du3E57OHB6uEn3fektlpDZsCH/9pVLTUXGQYYGvIUMcq0Jjcn78ET78UF0fOjSmQ0sIIRxBtmxqtZSCBeH8efXv/949a7fKNBK8OKLY05lf5uys7n/0SOWrlCqlpkNrmip0t369Wi8pluHDYfBgdf3DD9WHuqNbuRI6dVKnpXdvVYRXCCEcTb58sHUr5MmjVktp3Fh9PNg6CV4cUVLTmV1cVBdK9uyqjG5wsEq0XbNGDYK6ucV7iE6n4ptu3VTB3Q8+iBmNckSrV6tTqNer1zx7tkyJFkI4riJFVACTI4fKLGjSRKU+2jIJXhzdy9OYw8PV2jx6PZQoATNmqACmZctkDzN/vuqF0DTo2lXddjQ//qimREdHq56X+fMzxExwIUQGV6qUKl6XLZta5q1+fZVtYKvk37Kjenk6c9WqahGjf/6BI0dUpbXTp1Uih5eXSYd0clJLGw0YoG736gVTp1rwNaSzGTPUMk5RUepy4UIJXIQQGUfFirBjh/qoCAqCOnXUmrW2SBZmdFSG6cxubmrMo2dPiIhI86wgnQ6mTVOH+fZblQsTEqJmIjk7m6Ph6U+vh9GjVYkcUMHZ1KkSuAghMp5y5dQSeQ0aqO+3r72mUiErVbJ2y+KSf8+OzELTmXU6mDhR/YDqsWjdWk1WsjdPnqgiTYbAZdw4FZxJ4CKEyKiKF1ed9KVLw/XrauHeDRus3aq45F+0SBWdTs2wXrlSxURr16oI/dw5a7fMdJcvqz/K1atVUeKFC+HzzyU5VwghChSA3btVD8yTJ9CihfqSp9dbu2WKBC8iTdq2hW3bVHrN8eOqjMyaNdZuVRJeLJfw+3fnqFRJpf/kyKFK23Ttau3GCSGE7ciaVdUv7dFDBS2ff66CmPv3rd0yCV6EGdSsqYr31qoFoaGqCm3fvk48e2Z7STDPFy5n8Pa3aDGkGPfvq3zm/ftV24UQQsTl6qpmXS5YoHrZN2xQ+S+7dlm3i1qCF2EWfn6q92LIEHX7hx+cGTSortXf4IBaDuHQIXb97wwV5n/EVFTFvYEdbrF75mEKOSWwXIIQQgijbt1g7161KO3ly9CihTOPH7tarT0SvAizcXWFyZPVMJK/v8bNm97Ur+9C585qZra13ClYhT5V9vN69xKcjS6KH9f5neZMXe6Le43KcZdLEEIIkaBKldQU6s6dYfx4PZkzR1qtLRK8CLOrXx8OH46iYcMQdDqNJUtUPbyvvlLDSunl2TM1I6qo5zXm0geAbizgJKV5i/VqJxcXtVyCEEKIZGXOrCqs9+xp3cxdiwUvX3/9NTVq1MDLy4usLxb5S46maYwePRo/Pz88PT1p0KAB5+xp+oowypIF+vY9yq5d0VStqoKWUaOgUCEVxNy5Y7nnvn9fPUeBAjBiBIQ+cyOg5FO2U5cF9CArsRbu2LdPrQUghBDCZNaelWmx4CUiIoI2bdrQp08fkx8zadIkZsyYwdy5c9m3bx+ZMmWicePGPH/+3FLNFBZWtarGv//C8uVQsqQKLEaNUjX0OnZUQ0yRZuh5jI5Wa3N07gz+/uo57txRAcySJXBg6WnqsiOmgIsUchFCCLtlsQq7Y8eOBSDQxBX8NE1j2rRpfP7557R8sc7OkiVLyJ07N2vWrOG9996zVFOFhTk5Qfv2alr1ihUwfTocOKACmuXL1Voab70F9epBtWoqyEkutoiOhosXYc8etR7H1q1qySaDChVUHZo2bVQuDldfLJfg768yz/73P1X3Olcui752IYQQ5mczywMEBwdz8+ZNGjRoYNyWJUsWqlWrxt69exMNXsLDwwkPDzfeDn2RVBEZGUmkOb7Sx2I4nrmP64gSO1dt26qfw4dhwQIn1q514s4dHUuXwtKlap9MmTQKFID8+TVy5FArHLi6aoSF6bh3D27c0HHmDDx/HrffMmtWjbZt9XTsqPHaa5qxWzMyErVYx7lzMcsldO0as1yClX+f8r5KGTlfppNzZTo5VyljifOVkmPpNE3TzPbMCQgMDGTgwIE8fPgwyf327NlDzZo1uX79On5+fsbtbdu2RafTsXLlygQf98UXXxh7eWJbvnw5XiYuOCisJzoazpzJzsGDvpw5k43z57MSHm5aTO3mFkWBAo8pX/4OFSveoWTJ+7i62kj5RyGEECny9OlTOnTowKNHj/Dx8Uly3xT1vIwYMYKJhgVtEnHq1ClKliyZksOmyciRIxk8eLDxdmhoKP7+/jRq1CjZF59SkZGRbNmyhYYNG+Lqar357fYgJeeqefOY61FRGhcuRHL5so7Ll+HBAx2RkapzJFMmyJFD9caUKKFRqBA4O3sD3kAhi74eS5L3VcrI+TKdnCvTyblKGUucr9AUTEdNUfAyZMgQunTpkuQ+hQsXTskhjXx9fQG4detWnJ6XW7duUbFixUQf5+7ujnsCCw66urpa7A1oyWM7mpSeK1dXKFtW/WQ08r5KGTlfppNzZTo5VyljzvOVkuOkKHjJmTMnOXPmTHGDTFGoUCF8fX3Ztm2bMVgJDQ1l3759KZqxJIQQQgjHZrH5opcvXyYoKIjLly8THR1NUFAQQUFBhIWFGfcpWbIkv/32GwA6nY6BAwfy1VdfsW7dOo4dO0anTp3IkycPrVq1slQzhRBCCGFnLDbbaPTo0SxevNh4u1KlSgBs376dunXrAnDmzBkePYopGDZs2DCePHlCz549efjwIbVq1WLTpk14eHhYqplCCCGEsDMWC14CAwOTrfHy8kQnnU7Hl19+yZdffmmpZgkhhBDCzkmZUSGEEELYFQlehBBCCGFXJHgRQgghhF2R4EUIIYQQdkWCFyGEEELYFQlehBBCCGFXJHgRQgghhF2R4EUIIYQQdkWCFyGEEELYFYtV2LUWQ9XelCytbarIyEiePn1KaGiorDqaDDlXppNzlTJyvkwn58p0cq5SxhLny/C5/XL1/YQ4XPDy+PFjAPz9/a3cEiGEEEKk1OPHj8mSJUuS++g0U0IcO6LX67l+/TqZM2dGp9OZ9dihoaH4+/tz5coVfHx8zHpsRyPnynRyrlJGzpfp5FyZTs5VyljifGmaxuPHj8mTJw9OTklntThcz4uT0//bu9uQpvowDOC3TrcZaBrmW1mhYZYZkaKoiRSGoFh9UjCGRWbhglCoLItllplIBLKK7MU+mENDI3JoZUlohqAbSJpiWhE0QUhaWfmy+/mS49GsPKOdbXr9YB/6+z/s2sXxdHvc0JlWrlxp1efw8PDAyT1P6Gr+0JUw6Gv+0NX8oSth/nVff7vjMg1v2AUAAACHguEFAAAAHAqGFwFkMhmpVCqSyWS2jmL30NX8oSth0Nf8oav5Q1fC2LqvBfeGXQAAAFjYcOcFAAAAHAqGFwAAAHAoGF4AAADAoWB4AQAAAIeC4WUWtVpNa9asIblcTtHR0dTR0fHH/bW1tRQaGkpyuZzCw8NJq9WKlNT2hHRVUVFB8fHx5OXlRV5eXpSYmPjXbhcSoefVNI1GQ05OTrR7927rBrQzQvsaHR0lpVJJ/v7+JJPJKCQkZNF8Lwrt6vLly7Ru3Tpyc3OjwMBAys3Npe/fv4uU1naeP39OqampFBAQQE5OTnT//v2/HtPS0kJbtmwhmUxGa9eupcrKSqvntAdCu6qrq6MdO3bQ8uXLycPDg2JiYqipqcm6IRnMNBoNS6VSvnXrFr969YoPHDjAnp6ePDw8POf+trY2lkgkXFpayj09PXzq1Cl2dXXl7u5ukZOLT2hXGRkZrFarWafTcW9vL+/du5eXLl3KHz58EDm5+IR2NW1oaIhXrFjB8fHxvGvXLnHC2gGhff348YMjIyM5OTmZW1tbeWhoiFtaWliv14ucXHxCu6qqqmKZTMZVVVU8NDTETU1N7O/vz7m5uSInF59Wq+WCggKuq6tjIuL6+vo/7h8cHOQlS5ZwXl4e9/T0cHl5OUskEm5sbBQnsA0J7erIkSN88eJF7ujo4P7+fj5x4gS7urpyV1eX1TJiePmfqKgoViqV5n9PTU1xQEAAX7hwYc79aWlpnJKSMmMtOjqaDx48aNWc9kBoV7NNTk6yu7s737lzx1oR7YYlXU1OTnJsbCzfuHGDMzMzF9XwIrSvq1evclBQEI+Pj4sV0W4I7UqpVPL27dtnrOXl5XFcXJxVc9qb+fyHfOzYMQ4LC5uxlp6ezklJSVZMZn/m09VcNmzYwIWFhf8+0E/4tdFP4+Pj1NnZSYmJieY1Z2dnSkxMpPb29jmPaW9vn7GfiCgpKem3+xcKS7qabWxsjCYmJmjZsmXWimkXLO3q7Nmz5OPjQ/v37xcjpt2wpK8HDx5QTEwMKZVK8vX1pY0bN1JxcTFNTU2JFdsmLOkqNjaWOjs7zb9aGhwcJK1WS8nJyaJkdiSL9fr+L5hMJjIajVa9vi+4P8xoqZGREZqamiJfX98Z676+vvT69es5jzEYDHPuNxgMVstpDyzparbjx49TQEDALxeHhcaSrlpbW+nmzZuk1+tFSGhfLOlrcHCQnj59Snv27CGtVksDAwOUk5NDExMTpFKpxIhtE5Z0lZGRQSMjI7R161ZiZpqcnKRDhw7RyZMnxYjsUH53ff/8+TN9+/aN3NzcbJTM/pWVldGXL18oLS3Nas+BOy8gupKSEtJoNFRfX09yudzWceyK0WgkhUJBFRUV5O3tbes4DsFkMpGPjw9dv36dIiIiKD09nQoKCujatWu2jmZ3WlpaqLi4mK5cuUJdXV1UV1dHDQ0NVFRUZOtosEDcvXuXCgsLqaamhnx8fKz2PLjz8pO3tzdJJBIaHh6esT48PEx+fn5zHuPn5ydo/0JhSVfTysrKqKSkhJ48eUKbNm2yZky7ILSrN2/e0Nu3byk1NdW8ZjKZiIjIxcWF+vr6KDg42LqhbciSc8vf359cXV1JIpGY19avX08Gg4HGx8dJKpVaNbOtWNLV6dOnSaFQUFZWFhERhYeH09evXyk7O5sKCgrI2Rk/z0773fXdw8MDd11+Q6PRUFZWFtXW1lr9rjrO1J+kUilFRERQc3Ozec1kMlFzczPFxMTMeUxMTMyM/UREjx8//u3+hcKSroiISktLqaioiBobGykyMlKMqDYntKvQ0FDq7u4mvV5vfuzcuZO2bdtGer2eAgMDxYwvOkvOrbi4OBoYGDAPeURE/f395O/vv2AHFyLLuhobG/tlQJke+hh/5m6GxXp9t1R1dTXt27ePqqurKSUlxfpPaLW3AjsgjUbDMpmMKysruaenh7Ozs9nT05MNBgMzMysUCs7Pzzfvb2trYxcXFy4rK+Pe3l5WqVSL6qPSQroqKSlhqVTK9+7d448fP5ofRqPRVi9BNEK7mm2xfdpIaF/v379nd3d3Pnz4MPf19fHDhw/Zx8eHz507Z6uXIBqhXalUKnZ3d+fq6moeHBzkR48ecXBwMKelpdnqJYjGaDSyTqdjnU7HRMSXLl1inU7H7969Y2bm/Px8VigU5v3TH5U+evQo9/b2slqtXjQflRbaVVVVFbu4uLBarZ5xfR8dHbVaRgwvs5SXl/OqVatYKpVyVFQUv3z50vy1hIQEzszMnLG/pqaGQ0JCWCqVclhYGDc0NIic2HaEdLV69Womol8eKpVK/OA2IPS8+r/FNrwwC+/rxYsXHB0dzTKZjIOCgvj8+fM8OTkpcmrbENLVxMQEnzlzhoODg1kul3NgYCDn5OTwp0+fxA8usmfPns15DZruJzMzkxMSEn45ZvPmzSyVSjkoKIhv374tem5bENpVQkLCH/dbgxMz7hUCAACA48B7XgAAAMChYHgBAAAAh4LhBQAAABwKhhcAAABwKBheAAAAwKFgeAEAAACHguEFAAAAHAqGFwAAAHAoGF4AAADAoWB4AQAAAIeC4QUAAAAcCoYXAAAAcCj/AQ/O7VSfPtx7AAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degre = 12\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"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 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"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": 145,
"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": 155,
"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": 147,
"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 = fig.gca(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_zim(-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.close()"
]
},
{
"cell_type": "code",
"execution_count": 156,
"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",
" for x in Xapp:\n",
" print(x)\n",
" Yapp.append(sinus_cardinal(x))\n",
"\n",
"\n",
" # regr = MLPRegressor(\n",
" # hidden_layer_sizes=(16,16,16),\n",
" # max_iter=500,\n",
" # verbose=True,\n",
" # random_state=2,\n",
" # ).fit(X,Y)\n",
" \n",
" # plot_surf(\"mlp_test\")\n",
"\n",
" # plot_surf(\"mlp_pred\", regr=regr)"
]
},
{
"cell_type": "code",
"execution_count": 157,
"metadata": {},
"outputs": [],
"source": [
"fileData = \"sinc_dim2_input.csv\""
]
},
{
"cell_type": "code",
"execution_count": 158,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0.3475 0.1425]\n"
]
},
{
"ename": "TypeError",
"evalue": "Field elements must be 2- or 3-tuples, got '-2'",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[0;32mIn [158], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m main(fileData\u001b[39m=\u001b[39;49mfileData)\n",
"Cell \u001b[0;32mIn [156], line 10\u001b[0m, in \u001b[0;36mmain\u001b[0;34m(fileData)\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[39mfor\u001b[39;00m x \u001b[39min\u001b[39;00m Xapp:\n\u001b[1;32m 9\u001b[0m \u001b[39mprint\u001b[39m(x)\n\u001b[0;32m---> 10\u001b[0m Yapp\u001b[39m.\u001b[39mappend(sinus_cardinal(x))\n",
"Cell \u001b[0;32mIn [155], line 2\u001b[0m, in \u001b[0;36msinus_cardinal\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39msinus_cardinal\u001b[39m(x): \n\u001b[0;32m----> 2\u001b[0m A \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39;49marray([\u001b[39m1\u001b[39;49m, \u001b[39m1\u001b[39;49m], [\u001b[39m-\u001b[39;49m\u001b[39m2\u001b[39;49m, \u001b[39m1\u001b[39;49m])\n\u001b[1;32m 3\u001b[0m b \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39marray([\u001b[39m0.2\u001b[39m, \u001b[39m-\u001b[39m\u001b[39m0.3\u001b[39m])\n\u001b[1;32m 5\u001b[0m x \u001b[39m=\u001b[39m \u001b[39m-\u001b[39mnp\u001b[39m.\u001b[39mpi \u001b[39m+\u001b[39m \u001b[39m2\u001b[39m\u001b[39m*\u001b[39mx\u001b[39m*\u001b[39mnp\u001b[39m.\u001b[39mpi\n",
"\u001b[0;31mTypeError\u001b[0m: Field elements must be 2- or 3-tuples, got '-2'"
]
}
],
"source": [
"main(fileData=fileData)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.8.10 64-bit",
"language": "python",
"name": "python3"
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"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
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"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.10"
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"orig_nbformat": 4,
"vscode": {
"interpreter": {
"hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"
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"nbformat": 4,
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