no commit message

parent 7ea60172
......@@ -37,7 +37,7 @@
},
{
"cell_type": "code",
"execution_count": 2,
"execution_count": 1,
"metadata": {},
"outputs": [
{
......@@ -69,7 +69,7 @@
},
{
"cell_type": "code",
"execution_count": 3,
"execution_count": 2,
"metadata": {},
"outputs": [
{
......@@ -78,7 +78,7 @@
"3.128911138923655"
]
},
"execution_count": 3,
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
......@@ -108,7 +108,7 @@
},
{
"cell_type": "code",
"execution_count": 5,
"execution_count": 3,
"metadata": {},
"outputs": [
{
......@@ -150,7 +150,7 @@
},
{
"cell_type": "code",
"execution_count": 6,
"execution_count": 4,
"metadata": {},
"outputs": [
{
......@@ -159,7 +159,7 @@
"3.112"
]
},
"execution_count": 6,
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
......
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# <center>toy_notebook_fr<center>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**<center>March 28, 2019<center>**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# **1. à propos du calcul de $\\pi$**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## **1.1 En demandant à la lib maths**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Mon ordinateur m’indique que $\\pi$ vaut *approximativement*"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"3.141592653589793\n"
]
}
],
"source": [
"from math import *\n",
"print(pi)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## **1.2 En utilisant la méthode des aiguilles de Buffon**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Mais calculé avec la **methode** des [aiguilles de Buffon](https://fr.wikipedia.org/wiki/Aiguille_de_Buffon), on obtiendrait comme **approximation**"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3.128911138923655"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"np.random.seed(seed=42)\n",
"N = 10000\n",
"x = np.random.uniform(size=N, low=0, high=1)\n",
"theta = np.random.uniform(size=N, low=0, high=pi/2)\n",
"2/(sum((x+np.sin(theta))>1)/N)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# **1.3 Avec un argument \"fréquentiel\" de surface**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Sino, une méthode plus simple à comprendre et ne faisant pas intervenir d'appel à la fonction sinus se base sur le fair que si $X \\sim U(0,1)$ et $Y\\sim U(0,1)$ alors $P[X^2 + Y^2 \\le 1] = \\pi/4$ (voir [méthode de Monte Coralo sur Wikipedia](https://fr.wikipedia.org/wiki/M%C3%A9thode_de_Monte-Carlo#D%C3%A9termination_de_la_valeur_de_%CF%80). Le code suivant illustre ce fait :"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"np.random.seed(seed=42)\n",
"N = 1000\n",
"x = np.random.uniform(size=N, low=0, high=1)\n",
"y = np.random.uniform(size=N, low=0, high=1)\n",
"1\n",
"accept = (x*x+y*y) <= 1\n",
"reject = np.logical_not(accept)\n",
"fig, ax = plt.subplots(1)\n",
"ax.scatter(x[accept], y[accept], c='b', alpha=0.2, edgecolor=None)\n",
"ax.scatter(x[reject], y[reject], c='r', alpha=0.2, edgecolor=None)\n",
"ax.set_aspect('equal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Il est alors aisé d’obtenir une approximation (pas terrible) de $\\pi$ en comptant combien de fois,\n",
"en moyenne, $X^2 + Y^2$ est inférieur à 1 :"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3.112"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"4*np.mean(accept)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# <center>Calcul simple<center>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Calculer la moyenne et l'écart-type, le min, la médiane et le max des données suivantes "
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"data = [14.0, 7.6, 11.2, 12.8, 12.5, 9.9, 14.9, 9.4, 16.9, 10.2, 14.9, 18.1, 7.3, 9.8, 10.9,12.2, 9.9, 2.9, 2.8, 15.4, 15.7, \n",
" 9.7, 13.1, 13.2, 12.3, 11.7, 16.0, 12.4, 17.9, 12.2, 16.2, 18.7, 8.9, 11.9, 12.1, 14.6, 12.1, 4.7, 3.9, 16.9, 16.8, \n",
" 11.3, 14.4, 15.7, 14.0, 13.6, 18.0, 13.6, 19.9, 13.7, 17.0, 20.5, 9.9, 12.5, 13.2, 16.1, 13.5, 6.3, 6.4, 17.6, 19.1, \n",
" 12.8, 15.5, 16.3, 15.2, 14.6, 19.1, 14.4, 21.4, 15.1, 19.6, 21.7, 11.3, 15.0, 14.3, 16.8, 14.0, 6.8, 8.2, 19.9, 20.4, \n",
" 14.6, 16.4, 18.7, 16.8, 15.8, 20.4, 15.8, 22.4, 16.2, 20.3, 23.4, 12.1, 15.5, 15.4, 18.4, 15.7, 10.2, 8.9, 21.0]"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Valeur moyenne : 14.113000000000001\n",
" Ecart-type : 4.334094455301447\n",
" Valeur min : 2.8\n",
" Valeur max : 23.4\n",
" Valeur mediane : 14.5 \n"
]
}
],
"source": [
"data_moy = np.mean(data) # np.average\n",
"data_ecart_type = np.std(data,ddof=1)\n",
"data_min = np.min(data)\n",
"data_max = np.max(data)\n",
"data_med = np.median(data)\n",
"print(f' Valeur moyenne : {data_moy}\\n Ecart-type : {data_ecart_type}')\n",
"print(f' Valeur min : {data_min}\\n Valeur max : {data_max}\\n Valeur mediane : {data_med} ')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
{
"cells": [],
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# <center>Calcul simple<center>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Calculer la moyenne et l'écart-type, le min, la médiane et le max des données suivantes "
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"data = [14.0, 7.6, 11.2, 12.8, 12.5, 9.9, 14.9, 9.4, 16.9, 10.2, 14.9, 18.1, 7.3, 9.8, 10.9,12.2, 9.9, 2.9, 2.8, 15.4, 15.7, \n",
" 9.7, 13.1, 13.2, 12.3, 11.7, 16.0, 12.4, 17.9, 12.2, 16.2, 18.7, 8.9, 11.9, 12.1, 14.6, 12.1, 4.7, 3.9, 16.9, 16.8, \n",
" 11.3, 14.4, 15.7, 14.0, 13.6, 18.0, 13.6, 19.9, 13.7, 17.0, 20.5, 9.9, 12.5, 13.2, 16.1, 13.5, 6.3, 6.4, 17.6, 19.1, \n",
" 12.8, 15.5, 16.3, 15.2, 14.6, 19.1, 14.4, 21.4, 15.1, 19.6, 21.7, 11.3, 15.0, 14.3, 16.8, 14.0, 6.8, 8.2, 19.9, 20.4, \n",
" 14.6, 16.4, 18.7, 16.8, 15.8, 20.4, 15.8, 22.4, 16.2, 20.3, 23.4, 12.1, 15.5, 15.4, 18.4, 15.7, 10.2, 8.9, 21.0]"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Valeur moyenne : 14.113000000000001\n",
" Ecart-type : 4.334094455301447\n",
" Valeur min : 2.8\n",
" Valeur max : 23.4\n",
" Valeur mediane : 14.5 \n"
]
}
],
"source": [
"data_moy = np.mean(data) # np.average\n",
"data_ecart_type = np.std(data,ddof=1)\n",
"data_min = np.min(data)\n",
"data_max = np.max(data)\n",
"data_med = np.median(data)\n",
"print(f' Valeur moyenne : {data_moy}\\n Ecart-type : {data_ecart_type}')\n",
"print(f' Valeur min : {data_min}\\n Valeur max : {data_max}\\n Valeur mediane : {data_med} ')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
......@@ -16,10 +80,9 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.3"
"version": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# <center>Réaliser un affichage graphique<center>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Affichage graphique (séquence plot + histogramme) des données : "
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([ 4., 3., 5., 9., 16., 20., 22., 9., 8., 4.]),\n",
" array([ 2.8 , 4.86, 6.92, 8.98, 11.04, 13.1 , 15.16, 17.22, 19.28,\n",
" 21.34, 23.4 ]),\n",
" <a list of 10 Patch objects>)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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WsZFkUVKu8IOW+JEeuJMNx/agze/XtsyZhR1KFqXx2yzU8It/8Yp1SrJQG1wV56Bah2GYg5y9KEkK0rEoeN48YTcmCr49WVtFCXMZ0foeO6IQgWEAikZHkhUXBlQu5DjuFMdxT3Mct8Jx3Oscx/184+NTHMf9HcdxNxr/P+n7w3gmnNEMM5Oll+MWu6aSRa8SYoeW+DXLhaaSVQyYXFzbLCGbimHGpogkhAhqAca6DBuqpuOf/flLkBQN/+r9jwDo3s4iTEhy5Z9kqVbDOwBkRH8la7ckY2asU8UCmp5TNCTKsjLYcqEK4COGYVwB8CSAf8px3EMAPgbgK4ZhXADwlca/PWFmpHRz7969QS+B0SPHLXaWkjUi5UJa4tcsF3avZF2eH2vxKYoLEUgqfUnyb3/pOv7hzj5+48cexZtOm4OuexkxFBa5RnKV80myypJqjdMBGkqWz7r3yjKm086uAUQZoqEvS1b1wSVZhmFsGobxYuO/SwBWACwA+FEAf9b4sj8D8P4jWSGDwWB0CVGy2Oy7/lJu3JRPEiUrQE+WphtY3S619GMBgEjh6cKnr+3gj792Cz/xttP40ScWLL+pQTa+EwVrv1L37I8qyQrSdiUrQE9WICWLghiaSdYQnC7kOG4JwJsAfAfArGEYm4CZiAHwbRpg5UK6SafTg14Co0eOU+xkVbOe2mlUQpygJX6VRnmPKFlBFJx7+SokRcflubGWj4tChKok+cFBDb/wFy/jynwGv/y+hwDAskIoVAevZKm64Vm+LXeUC717shRNx35VcWx6B2CNRpIpuAZlVTsyn6zAnegcx6UBfAbA/2oYRjGo/TzHcR8G8GEAWFxcxMrKCgCzkVMURUsGT6fTWFxcxLVr1wCYCdmlS5dw584d1GrmMdGzZ8+iWCwilzO9b2ZnZyEIAtbX1wEAmUwGc3NzuH79uvnLRaO4cOEC1tbWIMsyAODcuXPI5/PY398HAMzPz4PneWxsbAAAxsfHMTMzg5s3zeOugiDg/PnzuHnzJhTF/IM7f/48dnd3USgUAAALCwvQdR2bm5sAgMnJSUxNTeHWrVsAgHg8juXlZdy4ccOysbh48SK2trZQLJoNn4uLi1AUBdvb2wCAbDaLTCaD27dvAwASiQSWlpawurpq+Y1dvnwZ6+vrlofO6dOnIUkSdnZ2AADT09NIp9O4c+cOACCZTOLMmTNWDABzeOndu3et0Q9LS0sol8vWkfH2ON2/f5/FiYI4OV1PAKiJ0x987Q4ujGl4ZFbsOk5bpeaNYXN7DysrK1TFyel6isVi1s8Zpji1X08HFRlRHshtmO9RSVJ9r6fnb2yZcZVy2NmJW3FSpQoKFTPJoiFOv/RMHoqq4SNPjuP2zetWnOJRDrc3trGxkRxInDZzzcTquatv4NGlWcfrKVeqYjyqYmVlBRcvXgSnSihU61hZWXHc92owy4RaeR937tzpuJ7iEbNUunL9JpRcfGji5LTvSXUVUqWElZWVjuvp0BiG4fs/AAKALwL4RdvHVgHMN/57HsCq3+s8/PDDBoNe3njjjUEvgdEjNMVO13Xj7MeeMn75r17r6fufu50zznz0KePMR58y/vmnXg55dYOBlvj9y/981XjT//klQ9V048xHnzJ+9+9Wfb/nE19aNc5+7CmjVldbPv7zf/6i8c7/66tHtdRQ0XXz9/2Nz690fO7Nv/qFgf4d/tJnX7Wuh3+4nXP9urd8/O+Mj33mqvXv3/vydePMR58yZEVz/PpX1w+MMx99yvjb1zYdP//M6o5x5qNPGc/fyR/uF+gDb/1Xrb+7HQDPGwHyJLf/BTldyAH4JIAVwzB+x/apvwbwk43//kkAfxVO2sdgMI4zlboG3ej9RNZmox+L44AaBU23o0RZUpGORxHhOdP1PcDpwmubRZydTlnlJQJNZqSkJJZJdBaHxmL8QHuy7A3vXs3vZVlBxlYuJKVDt8MLuyVTffPryaKh5Dvo04XvAPAhAN/PcdzLjf/9IIDfBPAejuNuAHhP49+MEYb11NELTbEjyVWQpmknthtJ1snxBDU3aT9oiV9Z1pCOmzfnMTEa6HThta0SLs9nOj5OY5Ll1DydikcCW1kcBflK3fItc7NxUDQdkqJbsQPgOyR6t9xIskaiJ+voZhf69mQZhvFNAG4NWO/u5ofR4vXCcObSpUuDXgKjR2iKHdnUez32vlmQkIpFMD0Wp+Ym7Qct8SvLSluS5Z1clGUV9/JV/PhbFzs+ZyZZw3+DBppqjZMaMj+VwYODwTm+5yt1nDuRxoOC5Jpk2ecWEsas+YXeSpZb4zstpwsNwxie04WHhflk0Q1pUGTQB02xI+pH0JEs7WwVa5gdFyFSNDvND1riV5ZVywYgIwooyd6J8tqu2bx+YXas43OiwKOu6dB0OhzDAecki9fkgftkLUwkkIxFkCs734OtuYU2n6yMVS50vg73yjLS8SgSMefkhBYlq665xy4M+ppkkVMHDDohpzMY9EFT7MgNqdeerK2ChPlxkeqxLO3QEj/SkwWYqohfmWyvUXI64dDX07xJD38MyRqdRrMkIsbAerIMw8B+pY6pVAxTqRjyFdnx68g156hkuazdyyMLoEfJ8kqQw4COQj+DwTg2kCfnoG7h7WwVJMxmxMaA4eHe4EeNsqxZStaYKPjGcK+hrDiVnMjcPxpG65Cypuhwo07HeJQkdSCKXLGmQtUNTKViyKZiro3vxKl/LN5qRgp4K1lubu9AM0ke9muQqN0Dm10YJvG4e9bLGH7Onj076CUweoSm2JGG95KsQu/yxqTpBnZKclPJGpFyIS3x67Yni/QITaU6b9aiQGbfDX8MvZSs03MzAJp9T/0kXzXf32zaVLL2q97lwvaxOoB3T1YQJWvYy4VW7EZBydK04c5oGd4QA0EGfdAUO6J+GAZQqXd3Y8qVZai6gbmMCDFKz+k0P2iIX/sJtUzCnH1neIxyyZVliAKPpENfDy1KCGBTQxxu1ALMv+FBlAxJeXAyGcNUKo68S09WWXYoF8aj4Dj3U7575bpr0ztgLxcOe5I1QuVC4vrLoBPikMugD5piZ+/j6dbGgQyGnhtPIBEbnSSLhvhVGiUnu5KlaIankpGr1JFNxeE0QYSc9qIhhp436rrpVj6I5nfS6J5NxZFNm+VCp6S32fjeTLJ4nkM6FnXsyZJVDYWa4mrfAADRCI8ozw19T10zQR6BciGDwWD4Ye/j6bYvixiRzmVExAWeilLTqNB+o/YrNwFmudCpVAjAOrVGR5JlrrHdUBUwe7KAQSlZjXJso1woqzqqDj1uJQcLB6CpRrZDkrdpj3IhQIcNR7PUOwJKVjQaeFQiYwiZnZ0d9BIYPUJT7Ox9PN2aOG5bSpZZLqyretd9XcOErhv4x//hedysuDcY94OvXtvGz/5/L3p+DSntWuVCHwsAwLxZZ12ap0VKyk2At5J15qTZkzWIJIs0umdTMUwlzffZySurJKmIRfgONcetr85ye/dQsgDz/Rh6JWuUyoW0uBYznBEEwf+LGEMJTbErSgoivFk+6tbGYbMgQYhwyKZi1Pj0eHFtq4S/e2MbL66XB7qOZ1Z38dTVTU9ViTR2N5MsbwsAwFvJoqkni6zRqfF9Km2acPdqSXIY8pU6krEIRCFivc9OJwxLktKhYgFmDJ3WTaw3RkPJGqFyITMjpZv19fVBL4HRIzTFriSpmMuYNyY/M8t2tgsSToyJ4HnOOp1Wo+Am7caza2Yv1la+MNB1kBuz2+k0wDwNCtjLhd5KlmEYDRsA77Esw36TBrzVkFJuB8DgyoUkuZpKEyWr0yurLKvOSVbCR8nySbKoULI83PrDgElLDAZjqChJChYmEgC6LxduFiTMNea00aSEuEGSrEp9sIkGOZXm5hgO2Eaz2E4XAu5JVrWuQVZ1954s4pNFQfxI87RTT5YY5RDlucE0vlfqyDbeX/L/TjEsSWpL0zthTHTuySJKVtYldoQ4RUqWOAo9WZHI0chxjP6QyXQOcWXQAU2xK0kqTk40lKwub0xbRXuSRYfjtBu6buA7t/MAAFkf7PNwrqF+eClZFRclyy25IDd793IhPfHz8loaHx9HJiEMzMLBUrJSXj1ZCsbinS0FGY+erIwYdUwq7YgCBUrWKJULaeoLYXQyNzc36CUweoSm2BVrCrLpOESB78rCwTAMbBUkq9QoRukpNzmxslVEoaaA44C6Mdgki9yY3QYMA03X8FS89XShW6JMEjc31/A4RUqkpOjgOSDKd1pRzM3NYTwhoNClKhsG+XIdUymzpJeORxGL8K6N725KVsnB62yvXPftxwIa5cIhv/5GyoxUkgY3iZxxeK5fvz7oJfSV/+0vr+KPnrk16GWEAi2x03QDlbqGMTEaaCyLnWJNRU3RMN9eLhzyJ2k3nl0zVawnTk1gr1gd2Dp03QiUZBHFIxWLNv4/Ap5zLxc23d7derLocAwHzBt1PBpx9Pu6fv06MqKz31QQ/uiZW/jIX7zS9fcZhmGWCxtJLMdxmHIZrVOS3HuydAOotNk+7JZk35OFgHkNDr2SxXyyGIz+YxgGnrq6ieduD78J5ChRto33yAQYMGxny2bfADR9b2hQQpx4di2HM9kkLp4YG2hP1kFNAXHB8FOyUrGIdTKU4zizp8cluWgaZTorWbEID56jY3ahrOqePkuHKRf+7etb+NwrD1DvMtl06nkzh0R3xrAsq9ZpUDtuQ6L3ynJgJWvYlWSSxMdGQclyyvIZ9HCcfM72ynWUJJWKptsg0BI70r+TaShZ3TQLbxZqANAsFxILhyHf5J3QdAPfWcvhybNZZBJRVAf4O+TKzdNobgOGAbMnq73k5DW/0PJwcikXchzXsAAY/mtQVnSrPN1ONBrFuIuppx+GYeDmdgl1TceNnVJX3+s0F5K4vrf/jLKsWtYbdjKi8+GFkVKyGusbiSSLDYimmwsXLgx6CX3j9l4FAL39PO3QEjtyIxoThYbbdHAla7tNyUpQ1NPTzspmEUVJxZPnpjAmCpBUA4o2mL9F+01536tcKKtWPxbBTJRdkixrbqH7A4AoRKgo90qq5qpkXbhwwfxb7kHJ2ixIVqnutY3ubDzsRqQEU8lqtXCo1jVouuFYLnQ6vCApGkqy6mvfANCjZAkRzlJgw6avSZYsd/pzMOhhbW1t0EvoG2u7pvkjjTdoJ2iJHXliNpWsaFc9WWSkzokx+nuyiHXDk8tZX7+po4YoIuMJwVPJKkuqZd9AyHjEMN+YW+hFQoigNmD7iiDIiu7aOL22ttZofPcelu3EjZ2mCe2rXSZZJJnqKBe2WTiU5c65hYSmDUczhkHd3oHwlazXHxTwwt18aK8HkNgdnfNBX5Osbv/AGMPFcUqSiZI1KuVCWmJHnvbNniyhq56s7aKE6XTckv2bFgDDf5Nu59m1PJayScyPJ2wlm/5bAADNcuGFE2lPJavsWC70ULIq7iN1COb8yeG/Bknju+PnZBkZUYCiGV3/Ld7YNkuEF2fTeHWj2NX32odDE7KpGCp1reXhsWRTj9sho5Hs12HT7d1/1FPYStavf34FH/3Mq6G9HkBid3SpEGt8ZzAcuLXbSLIoaLodJSwlKxH1VEGcMI1ImzeUpoUDXTHUdAPfuZ3Dk8tZAP7O6UcNUa/OzaQ9G98rDn09XjHMVWRfM0sxGrEcuYcZWdU9zSzHG4pQt83vt3bLyKZi+N4LM1jZLHZVMrYPhyaQk5z2OJbaTGTtOA35bipZou8aiJIVlsByL1/FvVwVWojzSGXVXYUMA9aTxQjMuXPnBr2EvnF7z5TpR0XJoiV2pbaeLFnVA5cbTI+shPVvkSLHcDsrm0WUJNWWZPnPADxKcuU6JpICTmTi2K/WXQdul6TOnqxMQnC3cLB5OLkhCsPf0wOYibybknXu3Lmek6wb22WcP5HGo4vjqKs6bu4En2GZr9QRi/JIxZrrcjIktZIsj54sewz3GgpZUCVLNwBFO3xSpGo6Ng8k1DXdOuQSBubJ0BEpF6rqYJ7EGOGQz4dbCx9WVE3HvbzpS0SbCuIGLbGzb/jdKjim23vzpk2eTmm4Sdux92MBpqoHoKtDAGFC5t9NJmPQDfdEoSx39mSRvrp2JcMwDOwEq987AAAgAElEQVQFKBcmYhEqkmQvNSSfz9tiGDzJMgwDN3bMJOuRhXEA3fVlkZE69lP92bRXktVZLhSFCGJRviXBJ0qWXz8d+X4AofRlbZdkqI0E/14uPN84WRmhcqGmDf/FEiZfvbaNJ3/9KyNzo97f3x/0EvrC+n4Nimbg1FQCimZAHdCprjChJXZFSUFCiECI8FYvUhAFR1I0HFQVzI83lSye5xCL8lSUm+w8u5bD2emUdUpy4D1ZFRnTqXjzBu0wWseyAXCwcHAys6zUNdRVPVC5kIb908sna39/v6lkVYPHcLcso1BTcOFEGmezKaRika5OGOYrdUwmW99fJyWr3BjC7tT4Dph/f0WptSdrIikEsjwI80FnPd9MrO6EmWSNUrnwuPHC3X1sFSUcdHFhMQbPWqNU+NC8Oe9PosBxetgxDAN/+q3bOPCYfQe0Ok93o+BsNU4WzmZa+0TEKE/FTZqgNeYVPrk8ZX2seYx+QD1Z5aaSBTgbksqqDk03kG6bf+c2WifvM7eQQI1Plqq5+mQBzUS5GyXr5ra5D12YHQPPc3j45HhXSZbTwQJrSHTAcqG59mhHT1aQk4VAuKOR1vebJcK7ucqhX4/gdWghDNjswiPkwYG58dOwSQRhfn5+0EvoC2uNpveHT5oS/Sg0vw86drf3KviVz72Bz13d9Pw6e5LlN/vODrFvICN1COZNmp4k+Y0Hrf1YAKxm8kEpWflKHVPpmM+AYWcbgKYa2Zog7llzC71v1nFKerJkxV3Jmp+f76kni9g3XDiRBgA8sjCONzaLgZX1/UaZ105GFBDhuRavrPZxSO2MtfXV7ZVl37gRiEIUxmgkkmSdnkribthKlsehhcPClKwjZKPxR0HDEeQg8Dw9fy7/zzfW8F/97td7+t61vQomkoJ1wx6FJHnQsSPNsnb3cCeKkmJ587jdoJ0gRqQdShYlZpaE9n4sAIhGeCRjkYGcLtR0A/lqHdMp7yTL8lqKtyoCzb663pSsBCVKllfjO8/z1vvQXZJVQkaMWqafjy5mICm6dfLZj7xDksXzHCaTsY6erHQ86mrG2T53cbcsBzIiBWxedaEoWVXMZuK4cCKNOyEqWfVRKhcqyvEqm20cNJIsCp7EgrCxsTHoJQTm2lYJ13dKriehvLi9W8HydAqJGJ2n05wYdOxIcpUre5cLi5JqKVhuN2gniJI116Fk0VUufHYth+XpVEeymIgORsk6qNZhGGYy5JlkESWro1zofHgh52CU6QQ95UL3G/XGxgaiER7peHezOG9sl3FhdsxqXH/kZPDmd1nVUJZVx563bCrWch2WJMW1VAiYDzv2v7290mCUrPv7VSxOJnEmm8K9fDU0WwgzdiNSLjxOaLphDaylYZMYNQ6qCgzDHPXRLWt7ZZydTltjWUahXDho9ho35lzFW8myb/hE0QrSx7JdlDAWj3b4NCUoKheqmo7nbufx3TYVi5AS+K5u0GHRnC8YhyhEkIxFfJSsTgsHoDOGfnMLCaLAQ1L1oTayNgwjUPP0eJdDom/ulK1SIQAsz6SRDNj83pxb2JkMtQ+JdptbSBgTo1Y/YLWuolLXulaywjh8sr5fw+JkAkvTSVTrGnZ9VPGgjJQZaSRydNnisLFTkizDtFFJssbHxwe9hMAQebtbb6GyrGK7KGN5JhWq1D1oBh07omTt+SlZNdVymU7FIuC5YBYOm4Vah4oFmI23tMTvjc0iSrLa0vROGE/GUJL7r2Q1XcPNZGgqFXN0fSdJVrsi4ta0ny/XkRAinnMLAfN0oaYbofgsHRX1Ro+Um9cSufbG2hrIvchX6shV6jhvS7IiPIeH5jOBkqycRzl2Kt1ZLvRUshJNJWuv1PDI8kmOCWEpWaqmY7MgYXEygdNTSQAIrS/Lq58uDPqaZEWj3hfUKPHgoHkSgpYnaT9mZmYGvYTAHNTMzaBb8787jXE652xJ1iiUCwcdO7LpezmGA6aSRXqxOI4zx7IEiOFWUXZMssyeLDquP9KP9XYHJWsqnRhIT1bepmQB5k3baX4hsQHoMCN1ObwQZKQOAKtkP8x9dWR/d1NDyLXXjZJFTEcvzI61fPyRhXG8/qDo63ie91AKs20xLMkq0g4eWYSMGIWkmKbAu2WzOtPvnqytoilaLE4msZRNAWju1YdlpMqFtMxPC4ONxslCIBwjtmHg5s2bg15CYMhm1ssYCwAt5UJalBAvBh07sul7Nb7XVR2yqrc8VZtmlkEsHGqYyzgkWRT5ZN3JVZFNxXDC4feAUhuI43t779RUKoZ9BxuOZk9Wa5IVj/IQIpxDT1bd1yMLCNcC4Kgg+7ubkkWuvfFEsAcGwGx6B9BSLgTMJKumaNZECjea5UIHJSsVQ6GmWCN6/Hqymqd8VexaSlZ/e7LIycLFyQQWJhOI8JxlGH1YRqpceJxoVbKGd4MYVYg3WbdJ1u29CjgOOJNNjlTj+6AhQ2X3q4rrEXSnQbWmEaJ3DFVNx27JQ8miJH6SollP/u2kYvxAlCyiQE4mzZhMJWOOhxdKLuVCjuMag77blKyy7Nv0DphJMmCWdIYV2UfJImS6SbK2y0jFIh2WJI8GdH63et5cGt8BWMlySWqW6J3X3Ty8QPqgTvRZySJJ1qnJJIQIj4WJRCiGpEH76Q5DX5Msu73/qPPgoAZyInZUyoW0+JxJimY9OXX79L+2W8HCRAKiELE1vtMfv0HHzl6ecHIMB5p9O2RTB1qbbt3YLcvQjc6ThYDZOE1Lkiwr7kOGx0T3GYBHSa4iYzIpIBox1+WmZFVkFVGec7xZOamR+UrdKkF6QcODDtlr3BJkcu11Wy48fyLdcc802xh4vLpe9Pz+fEVGhOescq2d9iHRZcmn8T3enLywV5LBcf6nQgnhKVlVcBwwP2Fe42eyyVAMSRXNgGG4q5BhwAZEHxEb+zWcajTo0fIk7cf58+cHvYRA2DeyXpSs5RlToh+lcuGgY5cry1azrJuNg6Vk2WwAgjz9b7kYkQJ0mZF6OU+fnp9BXdP7/rfY7rU0mYqhWtc61lFuDId2epAea7MAMAwjcLmQuKgP8zVI1uamhpBrLyMKqNS1QGaiN3ZKOH9irOPj0QiPKwGa38lIHd7B+2oyZV5f+XIdiqajpmiOcwsJ5IQoUbKmkjEr6fYjTCVrdky0ro+lbCqUxner1DsqStbx6smqYXnabNCjZZP3Y9B9PUGxjzHqJskyDANru2UrbmLMvDyG+Sk6KIOMnarp2K8quNho4nVPsjpLTkF6stxG6gC0lQvdlSypZM6e7GYsSxjslVsVp6yLV1bJwwYgk2hVI8uyas4tDND43rxJD+8eSlQatxt1sycr2HikQk3BdlHGhdm04+cfXRjH6w8Knh6AubJ7EksGO+cqdVRcrDfsNE+IKl15ZAHhKlmLk825pGeySRRqiu+YLj/8YhcGfU2yhtnrJGweHNRweiqJKM+NTOM7LWayvSpZuyUZlbqG5RkzyYpFeHDccD9FB2WQsSPlQSvJcvHKIooVeXIGgvVkET86+3BoghjlIQ+5zxJBVt17shKND/e7ZJhvU5wmXZKssocNwFi8Vcny8nBqhySdw3wNNtUQ59iRa288GWy0zs22cTrtPLIwjkpdw22PcpmT2zvBbirrN7cQsCtZSldu74CpvEV57tDxu5+vtSVZjROGh1SzmknWiJQLjwslSUFRUnGy0dszzE9ho4j96aabJIuMqzjbULI4jkNCiDAz0kNClKtLc2aS5eaV5bThZxICyrLq+dS+VZAQi/JWc7Yd0msRhuP0USMp7g24qYaqOogky36zdlOyKnV3Jatdjdwruzdlt0ODjUqzJ8un8V1s9jZ5cdM6WdhZLgSazu9eJUMyb9IJcp3kKnXrAcarXGgpWTW1MbcwWD8WQRQih7r+VE3HVlHC4mTS+thSlnhlHa4vi5w8HhmfrOPSk0VGfJhJFj/UHi/dMOi+nqCQxCrbOKoclNsN3xXSkwWYfVnDvMEHZZCxI0nW2ekUIjznauPgtOFnxCgMAyjX3ZOLzYKEuYzo2A9Ek6Gs1+nCi2dPAej+IMdh0HQD+9XWcqGXktXukUXItA0Y9vJwaoeG+Fk3ahc1hFx7QYdE39guQxR4LEx2KrMAcGE2jViUx6vr7kmWV89bNMJjIikgX5Et6w0vJSsdi4LjzOtzt9SdkgWYpbjDxG+zQDyymu/HqZAMSUeuXKiq/T8dMwjIzMKTEwnEo/T0hPixu7s76CUEgmxip7PJrm5Ka7vm5jZv6+0RRyTJGmTsSHlwOh03zSx9lCy7IhLk6X+rKDl6ZAH2ctPwK1leR8nVmqlu9FPJ2m/MLcwGULJMQ0t3Jassq5aBJkmyA1k4CBRYOJAbtYsaQq69oGOibu6WcW4m7TqwWSDN7w+ckyxF01GoKZ7vLxmtE6RcyPMc0vEoNgsSJEXvqicLOLyS1fTIaipZomDaWxx2UPTIlQs1ja6b1Z29Sk+9HMQja6GhZA3zBtENhYL/OIdhoFBTwHPm+9+tkrWUTbWcyEnEIlTF7/p2yXETH2TsSHloOh3rcJu2U5QUjMWjLTcXtwHDdtxG6gB0nRD1UrIM2Xxi7+eQaGukjk1xyogCIjzn3JPlWi4UrK8B7B5OQXqyht/x3c8ni1x73ShZbv1YhEcXMnh9o+hYRicWG17lWDIk2m3mZDsZUcBaw6i530rW+r75t39qqlXZM20cDqlk+ZwMDQPWk+XC+n4V7/rEM3jmevcKwIODGqI8h5mxOFWnm0aFg6qCTELARLK7gaxrexWr6Z1AU7nwXq6K9/7u1/HEr34JH/jDb+ETX1rF39/KDfzgRb4iI9rw7JlOx10b351mqFlP/y5x1HUDWwXJ8s9ph4abNEFWddckKyn0vyer3e0dMFWNyaTQ4XVW8ThdaD+dBpgqWDIWsTywvKBhSLtf4zshSJJVkVVsHNQ6xum088jJcZRkFXcdXM9JAjzpo2TtV+uOBsBOjIlRrDXaKbpVsuIhKFkc13mw5czU4W0c/FTIMOhrkjVoQ8Ru2C3JMAxg0zYeJygPDiTMjYuI8FxjdtrwbhDdsLCwMOglBKJQUzCREMwxFpIaSI1UNB338lUsT7c+QYoCP9QbvB1y43vvQ3PgAPzhM7fwE3/yLB7/1S/hP7xW8/7mIyRXNpuneZ5DNu1VLlQ6Nns/JWuvIkPRDCxMOPev0FQulBT38R7nlxatvph+kXdRnCaTMeRtMdR0A5W65loutEq+jbUHdXsHwrdw2CpI+Kf/8cVQFUGyNrfGd7JvxqM8YhEexZp7okzGep33UbIeaTi/X10/6Phc3mM4NGEqFUe+UrfsJLzKhYD5sEOscfqvZJkjs2Jt18aZ6ST2yrKlxvXCyJULaaIim38UZPBpN2zs13CysemLAk/FBh8EXafj9zioKRhvJFmabgS6CO/lq9B0wzpZSKCpJ4tI3x96+xn85f/yDrz0S+/Bn/yPb8WV+Qw+99rOwNZl91rKpuLuje81tcXtHei8QbdDHoKc7BsAOswsAdt4DzfnacPAWDzYHMewcCoXAo1+HpuSVal7l5wybYlyLqDbOwBEeA5ChAvtQfXp1R38zaubeOleZ3LSK35KFtk3OY5Dxsf1/cZ2sCTr0twYsqkY/va1rY7PBSnHZlMx7FcVFCUFQsTZqd+O3Tm++54s/pBKVqtHFoEMij7MCcORMyOlxWcJgHVj7mVT2zioWU/W4gg1vm9ubg56CYEo1BSMJ2OBeyAAc5wOAMdyIS3xqzecpMkTX0YU8J6HZvG9F2ZQljWr8bjf5CrNY9/ZdAyVuuaoDpbk7pUs0v/o5PYO0DFgGPC3Adjc3MRYAM+wMMlV6uA4U7myQ5qmCW7DoQn2AcOAt1GmE2I0PBsVcoLYqczWK7Kqg+MAIeLcqG7fNzOJqOchjhs7ZQgRDmemkq5fA5jN7z/6xAK+vLKN/bb+OK/h0ISpVAyabmBjv4YxUfAdeUcSZb6LkTqEeDRyqCHt6/u1lqZ3wunGe3TvECVD0k/XrpKFCVOyXKj0mGRpuoGtotRMsii6SY8KhWrdUrIAeMrzBDLVvr1cmIjRpGQ5N+CO+/Q1HTX2m6o1WsehL8upJ2vM53ThA5tdihM0mFkC9ti5ly3GxGigv+WwyJVlTCZjHafcplKxlhu75RruVi60Bgw3e7K6SrJikdD6Cknz9v2Qk6x4lA80m9dsYXC/Dm/ulLA8nQ40tua/eesiFM3AX7/yoOXjVk+Wg28cgaiTd3NV36Z3oNkbOZWKu556dOMw1RxF07FZqDkqWWcaXlmHMSQduXJhJHJ0v0jYEAm823rvTsn09CCbvlmPpqPM5sfk5OSglxAI0pOV6VLJyqZiliszgWYlizAR0Gn6qMiV5ZZyofmxzr6sYk3pGGgbi/IQBR4ll+tw86CGuIsRKUDHWBagWbZwU7ImJycbflP97clyUi1I0zQ52VbyOaFmT5QNw/A0ynQizJYL0rwdxnBhguxxKhRo3Tf9hkTf2CnjvMs4nXauzGfw8MkMPvXC/ZaP5yt1TNiGejtB4nonV/HtxwKainK3/VhAQ8nqMUneKkjQDTgmWWOigOl0jJUL7USj/sEcFprlwu42tQeWR5ZZvjBPVtBxk/Zjampq0EvwRdcNs1yYEKwbdqAky+FkIdDoyaKk8d2tN4QoWQcDSLJqdQ2VumY9OWddlCzDMByVLKAxWsdl7ZsFUzV2UxFoMLMEmkmg2xP11NQUMgHmOIaJW1lvKhWDbjSvK/9yYbPkW5JV1DW963JhGPFTNN0qLd3Lh3cQxMupH2jdN73+liVFw7181de+wc4H37KI1zaKWNksWh/zGqljranx+ZLkfirUDtlLu3V7Bw6XJN9v2Dc4lQsBs2R4mBOGI3e6kKYB0VWr8b27TW2j0Yi7YGt8p8lnyYtbt24Negm+lOsqdMNUb7opk63tVjqa3gFS7qUjfnXVW8k67DDVXiDJFLmpEiWrfbSOpOhQdcPxKLnXkOgHhZqrfQNgzi40X3/IkywfJevWrVsD6MmSHV3ZyQ2aNFiXfcqFQoRHQoigJKvWybcgHlmEsEr26/s1qLqB8YSAe7nePBCdkFXNs9xk3ze9lKxbu2UYhvs4HSd+9IkFCBEOn3lh3fpYriL7JrH299/PvsH8msEoWU0jUud2gKVs6nBKFunJClCe7RXWk+UC2TjKXT45Wo249p6sEVGyaKBQbQ4ZDjqQtSgp2CvLLeN0CAkhgrqmQ9WGP9GykqyIc0/WIMqFubabKrlpdziGW349DkqWRx/Lg4Oa68lCwO6TNdzxI5u96NOT1YuSpesGvnljr+ukwqtcCDRNL4MYWpr9ZErTe6ubcmFIShbpx/reizOo1LWOv8Fe8XLqbyeTiLrayry+YapRV+aDJ1lTqRjefXkWn315A0pjjwqiZE2mWkdX+a/b/PqZLk8WAodTstb3a+AdPLIIZ7IpbBalnv8+ZFVDlOcC9cD1Sl+TrCCNgcNCr43vDw5qGE8I1oYjRiNQNGNgJ7vChIbZkySRmEgISMei4Dn/5OJ222BoO4nGYN5hv0kD7tL3eMLccAeSZBElq3FTTcYiEAW+w8aBJFFkM7fjVmJRNB07JRknXU4WAhSVC0mp10XJisfjyIjmsOxuk6X/9Px9/A+f/A6++HrncX83VE3HflVxVJzIaUOSQFvz7+LeQ4ZLkmp9z3QXSlY8pJ4scrLwH12cAWDatoSBl4ks0LpvEluZikMLwsvrB8iIUcuaICgffMsi9sp1PLNqGmebSZb3+xuPRiyHfjcF0k4YSlYvyuH6ftXRI4twJpuEYTRd4bulmwS5V9iAaBdI47tbw60bDw5qLSedaDndFITl5eVBL8EXYpg3nhDA8/6+NIBtMLRTkkWB4zRB9lOyqoNTsoi3DsdxDa+sVhXByxTRTcHZLkowjKZq7ESE5xCLDP/hE0vJcrlZLy8vY0yMQtMNVLv4W9R0A//318xy1edeCW7Bst/4W3EqF5KPtStZqbiXCmeqkZa9QFeN7+EoWbd2K5hMCnhs0TTyDCvJ8jKRBVr3TS9V+er6AR5bnGgZ6xWE77s0g+l0HJ9+4T503Wgkx/7vL4lBkMb3Zk9Wb0qWbgCK1kuS5WzfQLBOGO71mmRp7t50IcF6slwoN3qyum18X9+vYWGidcAwMBpJ1o0bNwa9BF8sJavxtO13mgcwm6cBOE69pyl+bhPlY1EeYpQbSOO7ZYxou6lOp2PY6ygXmjdqp9KFW7lw08e+gWAqIeHF77WNAraL3U+C8ELymaF248aN5im9LvakL7y2iTu5KpZnUvjKtW1Lofej2UvnrmTlbT1ZosB7llwyjekLTaPM4ElWWCd8b++VsTyTxqkQ/JXsmCay7r+7fd90G3guKRqubZbw+Knxrn++EOHxgTedxFdWdnA7V4GmG4G8rMjXpD0USMLDJzP4yHsu4t1XTnS9PtKv1ktf1sa+s30Dgah+vQ6Kln0OLYRBX5OssBoN+wHZjCRFt2rdQXBVsigoN/mhqv072dQrBzVzEydPjEGSrN2SjHQ8imSs8wZP5qvRkGTVVR2xiLNfTzrGD6gnS0ZCiLS8t9l0p+s7uem0WzgAjX4eByXLOsnrUS4EzEQ5zBO+P/Xvn8Nvf3E1tNcD7I3vzk/Vqqra/KaCXYeGYeAPn76F5ZkUfv0Dj0JSdHx5ZTvQ93qNZhGFCFKxiJVkmSfU/GfflSQFuXIdqVjEs7zW+fPCUSLJ4RZRiGA2Ew/NkNSv8d2+b7opWW9sFqHqBh5bnOhpDR98yymouoF//63bAJwVyHZIohtEyYpGePzcuy8EapJvp9fRVl4eWYSJpIAxMdqzKjly5UKasD/xBX36K0kKipLalmTRc5Medn7/KzfwG59f8fyappLVRZJVll17DUgjMg2GpHWPDWMsHrFKqf0kV653bPjZVOf8wpJVLnTuyaqresc1RJQsr3IhEK7PUqGmYK9cx81GE3VYBGt8J87pweL49Rt7eGOziH/yfefwtqUpzGXEwCVDJwXSzqTN9b0iO1tv2CH2E7mK3FWpEAjn8FBZVrFTki2bltNTyfB6shTd9VRoO27efa/cN8f8PHGqtyTr0twYHlscx6eeN08ZdqNkBUmyDkOvStbmAfHIci8XchyHpWyqZ0NSvwQ5DPqaZImi9xPnMFGpqyCCQNAnR6vsZNv045TMTgvCxYsXB/rzv3xtx7d5t1BVEI/yVnKbSbj70hB2S5LrqRmiZNHRk6W5NoiemEgPxPF9z2FOXTYdR64ityjbnqcLXUbrPDioYUyM+vr8hDnaijiF39kLz8wS8G98v3jxovXeBHV9/8Onb2J+XMT7n1gAz3P4ocfm8fXru4EUTaI0upX1srYkqyz7ey1lRNNI1XR773b23eHjRw63kL7L01Op0MqFks+N2r5vutnKvHL/ALOZOGYzvd8jP/iWRatlIFiSZcbhyJOsHpWsdcsjy/sh6kw22bONQ92n1BsGbHahCxVZszaDoEnWhmVE6tT4Tn+5cGsr+Omko2CvJGOrKHmWnYkRKcFvjAVglgtdlSyBLiXLLcmKc5pVSu0nubKM6bYNfzodg6IZLSXAoqQgwnNIxjpvVuTpvz2ODw6klgcaN8IcbUU2/v2qEupBAslHydra2rKSzSA9WS/c3cd3bufxM+9ctv4m3vf4SdQ1HV8KcMow35hbOJH0V7LKkurZ9A6YN3JJ0bFVkLrqxwKaXnWHaTdZI2OzGjYtp6eS2DrE0X87fn099n3TTcm6ul7A4z2WCgk/8vhJ69BLkES2WS7svgTYDWQP7VbJanpkec9xPJNNYmO/1lVbD2HkyoWaNvw3KkJZVjE3TpKsYJsp6RFZcCgXHmZA5rBQLBb9v+iIMAwDuYoMSdEd+3MIB1XFKhUCzXKh1wbtlWQlKCr3em0YiYg+MJ+sjnIhcX239WURt3enfjK3IdGbhZrrYGg7osCHliTftzmF3w5zNIuPklUsFq1+tSAPfX/0zC1MJAX8d991yvrY44vjODWVwOeu+pcM9yp1TDnMLSTYh0SX5CA9Webn7+arXQ8YJg+q8iH6Wtd2K+C45lDh01lzjyY38sPgd6O275tj8Sg4Di17WKGmYG2vgsd7LBUSJpIxvOehWQCtPlhuTI+ZcXDqgwyTeLR3JYvn4Gk2DJheWapuWPffbjBjN0LlQlpQNB11VcdcQ7oN6vr+4KCGKM+13LCbZojDf5N2o1bX8BfP3x9o8361rlkXqdfJrnYlKyMKUDTD9SYrKRqKkuqeZFmN78OvRHopWekYf6ierO+s5XCryz4kkhi3e/aQf+dsJwzdRuoA7ieyNguSbz8WEK5r/32bH0+YJcPmWB33LXksYJJ1fbuEL69s46e+ZwkpWxmP4zj88GMn8a2be75GnPmyt6HlVLLLnqxG035d1TvKx36IIbRc3N6rYHEyYe3Hp6fMsuG9/OFj2I0NAM9zGItHW/6WX10vAMChlSwA+NgPXMbv/PjjgRKH9z40h4+//xFcDDgrsVcOo2TNjycg+BiFNk8Ydl/+NXuyRkjJisW6n3s0CEij+9x4t0mWhLlxseXpr9csfli4n6/ix/7o2/gXn76K+/XuTPLCZM+memwV3JOsg5pimW8C/m7nuyXzdV17smgqF2ruT2WLM5OQHZrHg6BoOn7mz57Hr/2N96GDdoqSCkUzOuadkTKFvfm9JHUOhyY4JReSYjp2+50sBMy+yLCUyHv5Ks6fSIPjmv5qYUA2ezfD5sXFRdMmged8y4V//MwtJGMR/OTblzo+98OPzUPTDXzhNW81y0yOPZKsdAw1RUOtrgXqybIblfZSLgQOdw2u7ZVxdrqZTJwOycbBMAxIim6Nb3JicXGx5d/t3n2vrJtN748udm/f0M6pqSR+7M2L/l8IIBWP4kNPnjlyk3ByD+x2vNz6fs3RVo6MNyIAACAASURBVKcd0rPVk5KljFhPlq7TkWiQpIooWV7lKTsbbfYNAN2nC79xYxfv+4NvWuMo8uVwvYG6wT7rbstLyarWO3qyAI8kq5G8ufdkmZcI7Y3vKcHcSHspGT5/Zx8lWcWL9/a76ouxmqfT7T1ZRMlqJs7FmoeSlejsRbLGV3mM1CGIAn+oUpOd+/kqzs2kcHI80bM3jxN+fT2KooDjTHNdr/aF9f0q/uqVB/iJt53GpEMy89B8BsszKTzlc8owV6l7Gk9OEa+sar3Rk+WTZIl2C4/ukixr6kKPD6qGYeD2bqXFbHg6HUMyFjm0jUNdI1MW3JWj9l7k8bbDOK/cP8DydKpl3xoleleyqr5N74B9Nmv3e9vIlQtp8FkCYDkqk5MeQecXbuzXOhpxw+gn6DeGYbpE/+S/ew6zYyL+4n9+OwDgwd7BwNZkV7J2fMqF7T1ZgLvbuaVkjUrju4u0btTNhKCXJOuZ1R0A5ibWjXqTrzgPA55yULKKkuLagOtkXRDUiBQIr/HdMAys79dweiqJs9OpkMuFmqd31Pa26W/lN7/wT76+Bp4DfuadZx0/T0qGz97OeV5HfvPvyOe2ChLqmu5bLrTHtuuerEOWC3dKMip1zbJvAMz34fRU0jot2ituBsB2SOwI7bYyr6wfWC70o4hfNefr13fxqefvY7PQVKLqqo7NouTb9A6Y1YZYpDcfwH6UC4/27CalECVrOh1HhOdQlv2Dp+kGtooSTrY16YXRT9BPqnUV//zTV/E3VzfxQ4/O47c++Ji1+TvN2+oX5IbMce5KlqLpqNS17pSsRpJ1wiXJMks4dMRPVnWkUs6XdLqhBvTytPf06g4WJhLYOKjhxXsHjoO0nSDqY7tyEYvyyIhRx8Z3J1KxCHiu1brAMiL1aYoFwnMM3y3JkFUdp6aSqCka/vrlBzAMI5Ryi59rOIEMWnbj797YxnsemvVU+N732Dx+7ys38PlXN/FT7+hMxhRNx0FV8VScSKJEkhRfC4eETcnqwcIB6P0aJL2Ey9Otf7enppKHTpTlAL107WREwTrtuFWQsF2UD930Psz4KVn/4tNXrT19eSaF/+L8NC7MjsEw/O0bAFgKb6GH09Mjd7owGqUjp6tYs7iivk+OhJ2SBE03PMqFdChZH/3Mq/jCq5v42A9cxh/8929CKh5FpNGsqfGDmz1JbshnsylsFZzHM7UbkQLBkiyOc3+65jgOCSFCRbnQS8laPDEFoHsla32/iuvbZfzk95zBWDyKl+7tB/5eUg50KjtNp+Mto3WKHj1ZZBMtOihZcwFPF4Zx/ZGm91OTSSxlUyhKqjXj77BIiuZpRJrNZgEQvynn/UhSNDwoSLg8l/H8WRdmx3B5bsz1lCGZSejVO0Wul3sBkyy7ktVtufCwajJRX8/OtPaUnmkYkh7GGqJ5KtQ/dgS7kkX6sXp1eqcBLyVL0XRslyR88C2L+N9/6ApOTyXxqefX8X989jUAzd45PyaS/qbTTpg9WUdbLuxr1hOJHO0vExYV28DTdDwaqFz4wMEjC7D/gQ3/TRoAbu2U8X0XZ/BPvu9cy8czCQGSPrjDqHtlGWNiFKemkq6nC+3DoQlBerKyqZjn3LVECI7T/cBUQ5yvsZNZcxM/qHb3tPfM6i4A4Psvz+IbN/bw4r3gJWOiPk46eC1l0zErcdZ1A2VZdZxbSGh/2Nks1DCdjgXqpyCO4YdVnUhCcWoqAb1xY769V+m6/OWErOqe5cJMxkycxsSo6zBcoiqRoblevO/xk/jXX1zFxkFni0POUiA9erIav/PdRuO4X0+WPQnr2cKhx0R5bbcCUeAx32b0eTqbhKzq2C3JONGjCWiQU6Ekdta/E9FmknX/AFGew8MnvRNjmvFSsnZKMgwDeMuZSfzE207jZ965jLqq46V7+7iTq+C7lqYC/YzxhNC1Sm8YxuidLqRlQDQZDp2ORxvT4/2TrI0D88a/2LZh8TyHWJSn4iYNmI2cCRdDyO18YQArMtmr1DGTjmMuI7omWWTjsidZpvdS5/F/wm5J9p0sLwoR1OrDr0R6KVkHuxsAuleynlndwampBM7NpPCm05NY3SoGPm2bK8sYTwiOzfjZVNy6mVfqKgzD2xQxI7Y2C28cSIGa3gEzfobRbFLuFeKRtTiZxFKjiTqsvixJ8d7sb982Z9KNie6N7+QI+5ms/yngH35sHgDwN1cfdHyO9NJ5JUMZUUCE56zEzq8ni6jh6Xi0q7mFwOHLhbf3KljKpsC3eX4RleQwze+WkuWR7JPYEcYTAiRFh6xquLpewKW5sa7fE5rwUrK2CuQASzPJjUV5fPdyFv/td5129WlrZyLA+LR2VN2AbnRX6u0F31fnOO7fcRy3w3Hca7aP/QrHcRscx73c+N8PHukq+0xLuTAeDdSTZZ12cmjEFaN8z09h/cZtllNGjKI8wERjryQjm45hNhPHXlmG6nDDLLQNhwaavjRe5UK3pneCWW4a/iTZq68nKZi9Zd1sRJKi4Vs3c3jXpRPgOA5vPj0B3QCurgdTs8yROi5jWdIxyyeLKFT2vp12OpSsg1qgfiwgPBuV+/kqTozFIQoRnJpMgucQ2glDv8Z3gtuwbADWaJGlAErWmWwKjy2O4z/9w/0Op+w9n5E6gHldTSaFwOVCsvZeVL/Deg2u7ZZxzqGPMAwbB6vxvQsbALu6/sr6wUj3YwHmcOkozzkqWQ8a4kTQByY3elGymocWBn+68E8B/NcOH/9dwzCeaPzv84F+GE+H9yl5Uk/Ho0iL0UBP7g8OahhPCI6bTZhjPY4aWXFWQzIJAdUBHg7NNWaezY6L0I2m9YKdZk9W60Y+nnRXI4MkWYlYhIrThbKquSpZqWQy0LBsO8/dzqOmaHjXpRMAgDedmgQAvBSwZJhrlGKdyKZi2K/WoemG1Wvlq2S19WR1o2QBh5+6cH+/ilONG3MsymNxMhmaV5ZfA24iYf6uGVFAWVah6Z19RHdzVWTEqOsonHZ+9l3ncWu3gk9+s1VpsU6F+ii8U6mY1bCcDjD/bkwUekqyLK+6Hh7y6qqO+/s1nJ3uVPcWJ5PguEMqWQEGe5PYEchonVfuF1CSVDw+wicLCfGoc1/kVhe9lV6MJ/1n1LZD9oOB+2QZhvF1APkwfhgtZqTVuooIzyEe5QM3vj9w8Mgi0JRk1TVnNSQjCpC0ozWt8yJXljE9FrO8y5wMSZ16ssi/nZILwzCwWw6QZFHU+O52o15aWur6ae/p1R3EozyeXDYbd8eTAs7NpPDi3WDN77my+zDgbDoOwzCbrMn15VVyGrM1fBclBWVZDaxkhWXDcT9fwynbaael6VTflKylpSUAzffI6cHvTq5ilTGD8N6H5/Deh2bxb758vcXKIF+pg+fMEowX9l67IErWuy6fwLsvnwi8PkJz/qt7/Nzm1t3LV6HpRot9AyEW5XFyPHEoGwe/wd5AM3YEkmR944bZ7zjqShbgfg/cLEhIxSKe/ZhBGE8IKMmqY4XDjSD2G2FwmFf/WY7jrjbKiZNBvkGSBmdm2Q0VWUMqFgHHcYEb39f3a1hw2fTDOt3UD9xMETOJKA6qg+mpUzQd+1XFVLIaSdZ20V3Jar9g3ZKsoqSiruqubu8EURh+Jcts4nRPslZXV7vuW3j62g6+51y2pUfvzacn8dL9g0AnsnI+5ULATMRIj5HXDLVMomldsNlliSGMIe2KpmOzULOULAA4m03izt7hTqcR/CwcVldXAbiPGALMhCJIP5adX/mRhxHhOPzLz75m/R57jZE67T1M7dhjGyTJ+tgPXMbPvftCV+sD/MuFn3lhHd/1a1927NW0Tha6JJ+nphJWybMXglg4kNgRSAy/cWMPCSGC8wEtUWgmHnU2BN4s1DA3Lh7aBoU8EAQ1Dgf6Vy7sNX38IwAfB2A0/v8TAH7a6Qs5jvswgA8DwPz8PFZWzNEcJ06cgCiKuHfvHgAgnU5jcXER165dA2CWFi9duoQ7d+6gVjP7nc6ePYtisYhcLgcAmJ2dhSAIWF9fB2Ce4pibm8P169fNXy4axYULF7C2tgZZllGp6/jmdgQffGQcpYJZ8pifnwfP89jYMBuDx8fHUazVEeMNrKysQK2VUZJV3Lx503LuPX/+PHZ3d1EomI3gCwsL2Niv4sI4h5WVFUxOTmJqagq3bt0y3wNdhaRquHHjhmXIevHiRWxtbVnDQxcXF6EoimVcl81mkclkrKbJRCKBpaUlrK6uWs75ly9fxvr6Ospl03Pl9OnTkCQJOzumeeT09DTS6TTu3LkDAEgmkzhz5owVAwC4cuUK7t69i2rV3GhkVYNalzriVC8foFLXcefuPZw5fepI4wQA586dQz6fx/7+PvKNOmU6qqO4bf69XL+/jXdfyuLmzZsAAEEwVZqkwOPG9dWWOEGRsHNQR7FYhK7r2Nw0j64fGGbCphRzWFmREY/Hsby83BEnTlNQKNewsrIyNHFaWlpCuVzG3t4eAGAyO23+Tvs5rKysdFxPkiQhkxCwc1C2XtcrThtFBXdyVfzU9zTXEY1G8eYzk/jUC+v46nOv4mRGaIkT0Lye7t1fx36ljrhRh6IoLXE6f/48pANz3S++cQNCxlz7zsZdrJQ3sbCw0BKnyclJJAUeZVnF62+8gVd2zNhopT2srBSsOLldT7tb5o22WKlhZWW9pzg9KCrQDWAuHbXejwxfR1lW8fcvvYbJRj+ZX5zc9r1KrY5auYjV1VXH60mWZaysrKDYUM628wWUt++a68hkkJ05gfv5Kt5+MoYbN254Xk/2OBU2N/ChJybwx8/t4rMv3sflZAV3t/aQbuS7XvsesWTjANy9dR1TU1Mt+57b9dTtvnfmzBkAwPrmNlZWlI44vXKvjoOqgl/99HP4ubfPtFxPz75u7vPL02nH62k8ouC5B1XUarVAcWrf9zY2zXVv3LuDc1OXHK+narWKlZUVa9/LbZqveXuvgrctTeHe3Tu+cbLfn2ZmZjquJ7/7U/v1dBRx8rqeOENDpSYjl8u17Hsb+1VkojpWVlZ62vdInCoHpiq4snYP3/PIuUD3p5Wb5vuhSFWUSiXX+9Nh6SnJMgzDsrDlOO5PADzl8bX/FsC/BYBHHnnEuHLlSsvn/f7dLrWKoogTJ1olZ7/XWF5eBgD81csb+DdffRnvuvIOPH5lvuVr7Mdsa8omJtIJXLlyBae3bqJ+NY9TS2dbMt6TJ0/i5MmTAEwZuyRruLw0jytXznesY/xrB5AUDRcutD7FLSwsYGFhoeVjU1OtR1bbf5dLly61/PvUqVMt/06lUh2+LH7vD9nEVE2HbqxhMjOGK1da17p86iTwygEmZ+bBcdyRxokwNzeHubk5vP6gAOAeFqfH8eTDcxA+cx81Lg5BEFpeo/jCy5hKx1s+dvLkSZw6sYfr+R0rxhMTpjz/7Vvmhfr45bO4cm7a+p72OE1mUrhXUFped5BxIiQSCczMzABolo9Ozc/hypXm+0heY2VlBRNJU3G1v65bnP6+0afz/ZfncNrWSK1tmZtuQZjCu6+YM9JInOzMnTkHA7exNJ/tiBMAPH7pLPD5+0hl51Bo2Eo88fDlltItiRMATKaqMAAsnr2Al0sPANzHdz96oUXNcruectE9ANvQuUjPccrd2ANwH8uzE7hyzozbFr8DfGsTwtQCrtiOmnvFidC+DtXgMDeTtdbTfj2R9zAv7AHPbEPjYy2vcWevAt0A3nLpNC5cMH8Ht+vJTiaTwcVLBr794Fv4tS+s4iu/+I9Q5/YxN2k+gJw/f77l6+373vx982EmLUbx0EMPuf5uYex7osAjPT5lfdwep/xLLwIAvnizjI+8782YaShDV65cQeWNq8imyhhPChh3uJ4eW1bwxRurMCICZmZmfOPU/u+xySkA67hy8QJEUXS8nkRRbPm+Nz18GfiseUN/bHE8cJy81uEVJ4L9enJ6jaO8P419cRcqeGSz2ZZ9b6d0Fe+8MN3yOt3se4SHzi0B39hFcjwb+P60IMcArCM7mcHY2JhvrHulp3Ihx3H2DOUDAF5z+1o7oni45rbDst9o6DzwKZmU5eYsLiKDe5UMm+NDnEsjcUrKhV41alKC8xtOexSQo/7TY3HwPIcTYyK2nXqyaorj/C+3cqGf2ztBjA5/uZA0cbrNLrx8+TLGE9HAPllPr+7g3EyqJcECgAsnxpCOR32b3y2vJY+eLPPrZEvi9+rJythG62weSIg0/g6CYJULDzHayu6RRSCz8G7vHr4vy2+G2uXLlwE036P2PlHSG9ZNTxYhwnP49Q88iv2qgt/822vIV+q+Te8ArNmIYwFKhYfFq691pyjjwok0xCiPT3yptTS3tltx7MciWCcMeywZkuvOq5+OxI5gP0V7HPqxAOf4qZqOnZLUYt/QK+NkfmEX7RBDc7qQ47g/B/D3AC5xHLfOcdz/BOC3OI57leO4qwDeBeAXgvywer172/swIe7Mfn0pFVlFOm6+8W6bmh2SZDkNZAXMINLQ+E7+6Jxu1BkfU8+jhDiHkyR2NhPHdqkzyWqfW0jIJATUVb0jBtbcwrT3RZ6IDX/jO/GAckuy1tfXMZGIoVBToDucTLNTrav4zlreOlVoJ8JzeOLUBF70cX53Gw5NmEgI4DkzGStKCmJR3tuMkwyJrql4UKhhdiwe2EMnjCHt9/eriPJcq3I2kUCU53D7kM3vmm6grulWMugEKWWQE5jtDzskSTgT0CG7nUcWxvHT71jCnz93D/fyVU/7BgI5KehnRBoGosceul2ScHk+g3/8vcv4/KtbLVMJ1vYqrv1YwOFtHIJYOJDYEeLRiBXrx0fY6d2OU0/WTkk2S/CHtG8Amoedujlh2PQ4G/zpwp8wDGPeMAzBMIxFwzA+aRjGhwzDeNQwjMcMw/gRwzC8R7o3ILXaQUHGRRR8nuardQ2pWJuS5WHj4KdkiQKPOgUDousemX3GZXPvB3ul1iPlsxnR5XRh3VXJAjoTxN2ybM7R8/BnAshTWHjx03TD1VCyV/wacMvlMsYTAnQDKNe9m0O/fTOHuqbjXS4nwd50egLXtkqoerwOGZkz7ZJk8TyHqVQcuYqMkuTt9g60DonePJAc/ejcCCXJyldxciLRkthFIzxOhzD/jlx3Xkkm6T/KuClZe1UkhIjvSVkvfuE9F7EwkYCqG4HmC5IkK4h9w2ERBR41h2vQMAxsFyXMjsXxM+9cxnQ6ht/8wjUYhmkNsleWPWdtHlrJCnBCjcTOTkYUMJkUWpTRUUYUIh0WKmQ01nzAU8JekMb3bk5Pkz3T7cE0LOgwrgqJoEpWWVat5CodgpJFi4WDV2ZvVxL6zV5FRizCWzeY2YzocrpQxXiiMwauSVZJxkw67nuyJSFEUNd0R2+iXvjTb9/B9/3rZ1yPnfeCn5IFNCX1gs9G9PTqDlKxCN665Hxo+M2nJ6HpBq6uu08AsJQsj5v1dDqGvXK9MRza2y6gmeSbSlY3JYbDjmUBgPv7Ncc5akvTqUN7ZZG9IcgTtT3ZtHM3V8GZbPJQp7SSsSg+/v6HASDQ+2slWQMsFxYlFZKiYzYjIh2P4p+9+wK+czuPZ67vWmVcLyVrIilgTIweqlzIcXD1p3NjNiPiLWcmQxkuTgNOStamg9t7r/RSaRmacmGYDNoni/Sj+GW7FVtPVsZlU7MTRMk6TD9Iv/AsFw5YycqmY9aGNDcuoiyrLeqiYRgo1LpUsgIYkQJAIhbu/MlX7h8gX6ljfb8WyusB3iokYJ6U85vjCJjv4zOru3jH+WnX13qi0UfiVTLMleuI8JxjPAhkfmFJUgIoWVFr7ZsFqWPenheHdQwHgPV81VF1WMqmcDd3OBsHsi4vJev06dMAzGszHuU7jqr//+y9eZAk+VXn+fUrwiPjyDvryqrKrKOrqtVqIaklIanV6uYQEpK4BhgwDWi5NAssuzMwuw3LzJrNDtcwxmLLzAgQN9jMYjPGADONJBCo1a3W3S1Qq9V1Z2ZVZVblfcZ9uO8fHj8Pj0gP9597eHikh7+PWVtnZUZmeOaLcH/+3vd9353tItfOQje+4fIx/OVPvh3f9nUnXR/Lkiy3lTpB0C3JWm/aNszkjPfx973pDM5MjODffuwabq0bFaTzDposQRBwprko2g/lpm2KU7LEYmflwx94A37pu17r6zmjiF38WDeiV7d3AFAkEZmk7K2SdVTahUEy6HYhS4bcNVkNjDQ1WbztQkkUuvr8OOkJjhJVJ+G7j553UGwV2vcLHje9slotw1KtgVpDt9VkmclF0WeSFZCZJWNh0zj5L2wcbiP4hZ0wulWyyuWyWVJ3ev3fXM9jZbeEb3AwjRxPJ3BuKo0v3+kuft8qVDA+4uy1ZLQLq9gv1dwrWc1jv7NVQLWueaxk9dYuLFTq2CpUMTt+OImZnxpBqdawrazywuO1ZPUYzKXa9xc2NB13t4qY8+iR1Y3XnR7jWvHDzEiZtKKfqIr9ajL2d2f+eQlZxL/4lku4tnqA33zuNkQBbd5mdpydHPGvyarZryGzYucPeXpihHtwYxiwq2Td3y1jJAAjUobXjRZ+ViL5IdQki3lwDAqW5TpNIFTrGqoNDZnmicPJYZmxXaxifETpekFhWXwQpoX9xMzsbU6w2aQMAd7M3oJiK99uasnuWq0Tht3c3q2f63wDbnK4vQMWx/AAxO+6rpttjKBWsgCWKmSXtsX6+nprAsfhbu+ztwxbiycemu76GAB4/Zlx/P3dna6v6c18taseizGZTmDbbBfyVbKurx4AsN8R2g21x92F93bYZKF9uxDoLZY8lSzmLQQc3l+4ul9GtaF5NiLtFVWRMJVJmu/HfpLqYgjMbrRYkgUA73vtCTxyKodb63mcnhhxTYJOT4xgeafkSw7gtg4JaI9dXLGtZO0HY0TKMJIs/uE6c63OMLULB40pfHdIsqzLoQFOTVa+2rZiohNVEaHpQK1x1JOs7hdqURSQTogDqWRt5u0rWauWSpa5t9AhybK2OusNDVuFqqvbOxCMcJqxflBBoZms3Q5g9J/Bc1c21tSrOb3+72wXkU5IrpWiN5wdw1ahinvb9i3PrXyl62QhYyqTwEGljs18xdHtHTDaASlFwvU1I8k66aHFwBbU+o0f+x1tNVnNxKaX9Trm/jvOO+qs2r6njS2GDqJd6JU//4m34cefvOD+wB7p1i5kU8bHLImeKAp4+t2GbYKTHotxZmIE1YbWdj7hxc2pnzBQFTtNVtnT+9gNr2vDorBWxzOy3P+ycjfKtQaKzYubk/DXuhwaMLLchCQ6J1nFquPi0yA0IWHgdqHOqXLomixd1w9VstgyUetJ0amSZdXzMLYLVeg6Qm8X3m62CGVRwOJmcO3Cqksla2pqyvzb7Drc7a3slHBqPOV6d8mWRXfTZbGF3k6wadGdYo1L15NLtQTKXieSelmNxHbbWfcWMk6OpZCQxJ4mDMscd9RTUy2z3FzHPtU7zVbXIJKs0xMj4Qnfbc6f6/sVZFUZIx0ty3dcnMaPvWMe3/vY6UPf08nZCSMR89MyLNcajsuhgfbYxRVmY2StfD/YLfe8GNrK2IjPduEwJVmiOLiMn12EBcH5Tp4lYlbvF2NJtLPw3SnJSgZYCekn5khrlwv16Egi9OnC/XId1YaGKcsFeyQhI6vKWLfoYFhMR200WXJTFGmN+zrzyOISvrP49a4pZG2lt5ybwEKAlayWDYB97DKZDFRFREIWHV//K7slLlH5peNZpBNS1yRrO999byHDOijipslij9F1Q3fD4+NkpZf9oXe3ixhJSLbvcUkUcGZypMd2oXslK5Np2RDk1HZN1tJWAQlJDERAfFTpFr+1/XJbq9DKz7/3YXzra0/Yfs1Ky8bBewx5KlnW2MUV1s2pN1uyQRqRMkZTikcz0gYkUYDscTLUK6FmPYM0I2WtwpOjKcc7+bzZLmzdnWRU2VGTteOSZDFNSC8j5GHAbAC6newV1EOvZDErgKls+9+30yuL9eK7TbN1iiI3PCRZaoCVrIWNAlRFxNvOT2H9oBKYX1ar1Wt/V720tARBMKb9nCq5y81KlhuSKOB1p8dsnd+NNVP1thavHVZXca5KVvMxJ33oOJLyYZ8eXpZ3ijg93t0eYW4y3WO70L2SxfZaAuymr3U+urtVxOxEitucNYqoioSyjSbSSLJ604SdHFMhiYKvCcNK3V34bo1dXGF/I1Zo2MgbRqRB3hiMNitZvNrnSs1dTxcEoSZZdlu4w4IlWeem0yjXDrt/Mwod7UL2cbe1OpqmY4e3XXjkK1nOJ/u0Er4ma6tgv57leE6112R10cblUu06lpbbu4d2YQDC98XNAuYm0+ZY+dKmv6mmTqqckzJjDrqFfKWOvVINp8b42k6vPzOGqw/2D/1d3CxNGFZhfM7B6oHBql1+TsyGjYp/TZaTaeT81AjubBVdnfS7wVPJspLtaNsvBThZeFTp1i5c26/gWI9TerIk4tRYCne76AudCOtCHXVMr7rma/3+LrNvCLaSZWz24Mszqo0hTLK2SgNMsgrGSYmdjLolCyzJsvb4O+8creyVatB0cCZZR7uS5eSTBRjtQidtWj/YbCZDnVURw5C0XZMliQLSCfsEcTTV3i7cyPtpFwZRycrj/HTGdKFeCEiXZVo4dCl9j4wYiZOTbmGl6dvFU8kCgDfPT6Ku6fj3n7zZ9nlzb2HQlaxmIubHITqV8Ofar+s67u0UHW0A5qbSqNQ1PPAhnAb4KlksfoDRLizXNNQaGnRdN41IhxlVllBr6G0TgLquY/2gjJku7UIvnJ5IYWXHTyXL/UJtjV1c6axksS5EoJosjsEeK0aC3N/JQiBG04WsksVORt0C0Sl8Nz5WcNClXcgqLY6aLDZCfsSF704+WQBwcmo89EpWt/Usx0eTxu6r5kl3t1TDWErp2tKxaxfmVJnLD4jdhfXaLqzWNdzbKWF+q9DauwAAIABJREFUKo0zEyMQBASmy6q6JMhsk72TbmFl17jI8Bp9PnFxCt//5tP48Kdu47efu21+frPgvLeQkU5I5muNJ8lij/FiRMrw61W3XaiiWG3gtI1HFmOeTRj61GWVOaqQLH5A+z7VzbxxfH53FkYFc8m3JYY7xRpqDb3ndiHAdG7ebyDLtYbrOcQau7iS7KhkMbf3oKcLAefBHiuVeiOUydBQk6wg14h4hbm9s5Hebheago0mK6fKyFfsH8+SN55K1lHXZLmtGajmd3FQqQe2XoYHVsnq/Psez6loaLp5Qd8r1Rzdxe2SLN49b0G1C+9uF9HQdJybTkNVJMyOp7AQkFeW26TM1atXAQCjqUTXRJlVsuym6OwQBAG/8B2vxfsePYFf/tg1/Kcv3AFgqWS5tAsFQTAf42bhYH2Mv3ahvySL6XTcKlmAf68sVslyuliz+AGWJdGlWsu+gcOqIMqwarL1RsfOI8sv6aSz7rYbPJUsa+ziSmcl68FeGSlFct0b64UxzrVhDJ7YBUGongohXpsPsVOsIZ1oLVDtFoiCzXRhxqFdyC4obj5ZQAQ0WS6u4enmepmDcq2r9iloDOdw5dAECGsRrO1VMJNVsVes2U4WMnpJsoKy4GAXYZboz09lArNxqNY1iAJcJ2UMLxn7O73l3RISkugqWLciiQJ+/R9/HYrVBv7lX7yCTFJu7S3k+DmTmSTu75W5kixWwfHTLlQVEdsF7zc591ji6aDJOp5ToSr+bRy8jpKztulBuY6lpu3A0Guy5MMt+1aS1XslK+M7yXIXvhOHNVmre8ZkYZC7G1uVLC9J1pC1C7UBOp7vFKoYG0m4BqJQqUMWhbYTHhO+200tsEqWU2skKj5Z1boGWRS6TimxJCtMGwfDI+vwSbTTkJSnklWuaWYiuZGvYJpTMGvsJoPtdJMX2Bodpsc6N5XG4kYhkE0AhojT/YQxNqKgUG3YVpVXdko4OaY6rsKxQ5FEfPgDb8Bb5ifw0//lK/joVx8gKYtd9XFW2PvGiybLT4sh2UU47UbLI6t7JUsUhZ4mDMselwy32oVGJUsU/LVQo0TSvFFtvW6ZhUsQ62kySRmFiv053gkyI+XjcCWr5OtmyQme3axWjAR5yNqFmg7fEzi9slOsYjytuIrj2HJoa4adVRXUNd1WOMsmqRwrWXJ0hO9OL7rL54xFp2HaOBhu74f/tkwwye5md0tVW7d3RucbcOOgwjVZCBhtrW5rPbywuFnAVKaV6J+bTqNQbZieXb1QqTW6ViAB4MqVKwCcT0Qru3z2DXaoioTf/eCb8MjJHL6yvIepTJLrLpVNjfIkWd90ZQb/8zvP48KMd98hVZZ8teuXd4qYTCfaKtt2zE2m/bcL6xpUWXL8e7H4Aa2/1X65jjtbRZwaTznGfhiwm9Be61gO3QvppAxN96675NFkWWMXV8xKVo1psso4ngv2xmDUa7uwFk6CHPo7s1AdzP7CnWIN4yMJZFXZMCTt0jLJVxqH7sDN1To2uqztQhXphOT4RotSu9DpZF3a3wYQ7pLobpWsqUwSotA60e4VnStZrQXXdRSrdeQrde52IdB9d5oXFjYKbWs+zk0ZycLtABZFVxuaY+zu3DH0UqZuwS7J2uEzIu1GJinjD3/ozbh0LMs97XbxWAaz4ykuQ8AToyn87Hsu+/KDMsws/WmyZjlE5XNTadzb9rf/rlxzF+Cy+AEtbdp+s5I17K1CoKWLbEuyDsoYH1ECaflkOHbUdqLrOpeuxxq7uMJiVKk3mkaklUDtGwBjv64kCh4qWUPYLgQGs2AYaFayRhIQRQE5tfsYO6tkWck2/23nlbVdqGLcReAbFcf3qsuLTtaMxDTMStZG3r7iJIkCprNJrO6V0dB07JfrGHWoJlorOJsHxu/hJclSFQmlam+VyIXNgplYAcD8dO/LhRlufj3FotH2Yslmp1dWpW5U1Hg9sroxnk7gv//U2/F7H3wT1+N/9PF5/M0/f6Kn5+TBr/D93naJaxBgfsrYf3d/17vXEs9qFhY/oJVkMU2W3U7FYcPOBmdtvxKI6B0AMs1Bp25+iHbUGjp03V1LZ41dXFEt7d7NfBUNTQ+8XSgIAnKq7G26cNjahQACc7j2yk6hivHmXbzTGHuhapNkOSyJ3i5UXaeoOkV/RxU3fUHYmqxKvYGDcr3r35cZkrLXlJsmCzCqcBt5o/rlLcnyVwlh7Jdr2MxXzMQKAE40BdNB2DhUXCpZjDHL38HKg6Y5oN92oZWkLJnTYG7Iknho71w/UBURpY7daW40NB33d0uOk4UM9lpili5eqNQ1biNSoFV1ubddxF6pFotKll03YH0/GI8swLDpAYBChf89zvSdJHx3hxUaKvUG7jftG4KuZAGGGfUe5/UprOnCASRZ4Vey6g0N++W6ORHnZMiYr9QPLTxl/7YrJfNUshJSUzgdgUqWk/j24QvzAMKrZJnO4V20U8dyKtb3K2ZVxkmTlbNUsry4vTMMM0v/8VtsJlLnLO1CURSaE4a9J1luVci5uTkA3b1klpkR6ZAKqFVZgqYb1QdeHuyVUNd0rkoRu0h7qYQwyjX3CTUWPwCm6e4rK3sABrMYOmzslrQbbu+967GAlmWPl3Yhq6q5JcjW2MUVtlquXNNaRqQBa7IA4zzfbXq6k6E1Ix1EJYslVMxradRhtUix0mjzyAJavjTdKllOHlmAUcb0a4YYJm6VLL1WgiCEp8libT074TtgiN9X98ut5dCcwncvy6EZvWqymLP7uen2qsO5qbQ5ddgLlbpzJSufN56D3Wh0ikOZEelsAJWso4ifCd+7HJOFDD8XaUa55l7JYvFj5FIKXn2wDwA4G4tKVrvkoqHp2MgH2S70rsnirWR1xi6OWCtZD5pJ1smA24WAcaPNe30aSjNSYDCVLGazMGZpF3YLRN5Ok2UZme5ku1DFBIdnVLct8kcJN8+X7a0t5FTFs66u1tDw0p1tPHdjw9P3tZzDu1ey9ko108ZhzMUnC2hVskTB2UC2E7XXJGvDGLU/M9GRZE2ncW+nZDq2+6Xqoi/Y3NwE0Fqy3NkuX9kpQRSCXXNxlPAzfLK87e6RxfBzkWbweC2x+DGyqoxi01IkDpos08Kh+T7ZKlTQ0IJxewda8St4SrL49oV2xi6OWCtZD3ZLUBXR8abYL05SoE6G0owUGIzwfad5185sFtw0WbztwlK1gVKtgQmX9SGAf+FtmLi1CwEgl5Jd7xR0Xcet9TxeuLWJz9zaxOcXts2/3V//sydw6XiW63g2Xdp67C72xuoBAOdKliKJGElI2CvVUKjUMZVJeppSSymS2Wb0w8JmAacnRg5Vm+an0mhoOu5uF31ZEzAqde3Q69YOWRKRTcqH2uXLuyUcy6lQOL2aooafrQufvLaOdELCSY4Wqp+LNKNc07gsLKyw6vrxnMqtf4syrfgZ51DTIyvgSla39Wl2sNcSLYh2R5ZESKJgVLL2yzgxmgrUiJThJAXqZGinCwfRLtzp2C/IAmEngi1U6oeEuJkuwvdttlKHq5IlmXdhRxW3duHMzEyzktU9hvWGhnf9+vP45l9/Hv/6f7yKW+t5fPvXncSv/+PXISGL+JPPL3Efz1bB2eiVGZJeX2smWQ6VLKDl+u7F7Z3Ra5K8sFFo02MxmDFpr7ostwR5ZmbG/DiXUg63C3dKQ9sqBOx9lpz4+7s7+PjXVvFjT5zjSjzTPVWyNFevJWv8gFZ1/UwM9FjA4dVWQa7UAVrx85IklznbhZ2xiyuqLJqarH6I3gGjXbhXqrn6cdYbGhqaPnyVLAFHp13Y0HTkK3XzjhAwyva1hm6O8zIUSYSqiIdOoJ3JmxNJubfptDCo1Jwv1KqqGkmWw/TG6n4ZN9fz+IGvP4sPPXGubTLrM7e28OdfXsHT777c9nfvxla+gpQidTWCPD5qJEo31twrWezre6Va0+3dW5LViyZL03QsbRbw1nOTh77GfLMMXdYxXz8faArfHRJkVW2d1Ozu9lZ2S3js7Ljv5z/q2FkAdEPXdfzKx65hKpPAj77jHNfPT8oiFEnwl2TV3EfJrfEDWjYOczFJspRmJYQlNmvNSlZQ7cKRhARB8NgurPG1CztjF1eSimRUsnZL+Przh8+FQZBLKdB1oyLpdD3gbfUGQaiVLFEYUCWro13YzfWdje/aXdSzNlvat7wkWYp05C0cqg3NFCjacffuXaNd6BBDJmr8poePHRp9/8G3nkWh2sB/+/IK1/Fs5quO64pYq2Bho4CUIrneUeaslSwPk4UAmy70F7/V/TJKtcYh0TtgJH5TmUTPNg4Vl0rW3bt3257T2i5vaDpW98qB2DccVUxNFofw/VM3NvCFxW381Ddc5GrBAsZwS7q5msUrPK7h1vgBrUpWHETvDFYJAYxKliDA055NJwRBQCbRfUetHbzC987YxRVVFlGsNLDWByNSRrfBnk5a+0KHrF0oCsLAKlmJpiYH6G7IyE6QtklWUj6UIHqpZKmRqGS531EblSz3JMvuTfTo7Bhed3oMf/y5JS6/os18xXHJcDYpYyQhoa7pjqJ3xmizTbbpo5LVi/CdtQLtkizAqGYF0S7kPWF0VrLW9suoa3rPRqRHGd52oabp+Lcfu4YzEyP4/jef8fQc6YTfJcPeBbisEhwH+waGtWW/flDGZDoZqIYwo3pLkr0u9o47qiJhecfYinDCx/5RHrpZ1HTSSpCHrZIl9pZkfeLVNaz4cFTeLdQwnlZMoR27IHcmC2zlj93da0Y9fAL1UslSFckUbR5V3GwAMpkMcinn6cJVF6O5H/z6s7i9UcBnb2+5Hs9mvopph0qWIAimLotnUmU0peDudhG1hu6rXVita77WppiLoafshe3npjKmxYNf3FYiZTKt5+60MGHvqaGuZHHuD/3Lr6zg2uoBfuZdD3neB5hVZd8+WW6VLGv8AGMABUAsjEgZ1hsdw+09mCoWI530liSzJMvNfqMzdnElIYtYbC5R718li29JNG+rNwhCTbJkUfTdLryzVcCP/fGLeN9vfBqfueVtJHa7uVKH0cp2PVSybE6gO4UqpOaaHjeiYOFQdbmjnp2dRU5VkK/UUW/Y/y73d8vIJOWumqv3PnoCE+kE/vhzS67Hs5WvmAuEu3HMY5LFTtKek6yE//2TC5sFjCSkrheF+ek0NvNV7qkYO6ouCfLs7Kz58WgqgX3L4MfKkBuRAnwWDpV6A7/2NzfwmpM5vP/Rk56fI52Ufe1m5XF8t8YPAF5zchRzkyNdq6PDiKqI5sVxda8cmOid4TXJYq8ltwpyZ+ziimqZ0O6XVcxoly5VJ0PbLoSu+a5kfWlpBwAwkpDxA7/3BfzO8wvcKzJ2i9W2dlK3bDff1GR1Ct+Nzx3u1281V/WIHFYAxnTh0a9kOb3orl27Zt5Bd4vj6l7Z8Q2kKhK+97HT+MSra4573jRNx3ahiqmsc5WQJS68SRbDqyaLVRr8tAzZYuhuI8ts6rCXlqFby+natWvmx6MpBdWGZv4uyzuG6eZwJ1nu8ftPn7+L5Z0SfvY9l7ne051kkt4rWfWGhrqmu57srfEDgHc+NI1P/e9PhbKS6KjQ2S4MupKV9aip4xVPd8YurljPTyf71C4cS3FWsprXYjfLoiAIuV3of7rwxaVtjKYUfPyfvQPf8prj+MWPXsX/+qf/gCLHneNOsWZfyeqiybI7cWWSiu10Ia+h5VF3fNc0HVWO/XesatdN/G54oDjfpXzgLWegA/jPX+guCN0r1VDXdPdKVvO5eDRZOYsXkR9NFtAaIffC4mbBtGqw45y5KNpfy1DTdNQ1nbu91XmTsbJbwmQ6MdR+S+xC2K1lf1Cu4T88ewtvvzCJd1yc9vUcGY+VEKBlrulld2FcYe3CWsNYMjyTDbqSJXlrF3JWsggDdg5NyiLX+doPOe4ka0jbhZIg+N5798WlbTx2dhxZVcGHP/AG/B/vvoRnXr6P7/rwZ3F3y3nL+W6xfb9gSpGQkESbSlZ3TVZWPTxVt11ob0M6cdTbhdWGu4hTFEXzRdzNxuHBbsk1yTo9MYJvvDyDP/3SXfOOopOtptv7lEsy5EmTZXlj+9FkAeh6vN2o1BtY3imaVg12nJlIQxTge8KwFbvuJ3tRbMW18yZjeac01HoswN3C4XeeX8B2oYqn333Z93Okk5KnBcMA/4XaGr+4kmpWsvrVcsokFY8LovmE7xQ7A/Z3OjGq9sWIFDDe56py+NreSctIdsjahQnFuNNzMwrrZCtfwcJGAY/NTQAwBM8/8eQF/MH/9Cbc3y3hu3/rs101QrquNytZrQusIAjNcf72CQRXTVal3tai3C46WwxYOeqO7zwnjEuXLpnVILtkudbQsJGv4DhHKfgH3jqHzXwVH39l1fbrG2xvoUulkCVZYxzJLksuVEXkHs1ntMwQvSXKd7eK0HTgvIN2JiGLOD0xggWf7UJ2wnCqZF26dMn8uLOkvrJbGupWIWAVvh9+D5ZrDfzuC4t476Mn8OjsmO/nsKt2u8FbybLGL66wG9WWEWmw7cKM70oWxY4HdqPTr8lCxijHkuihnS7UNQ26Ds/i0BfvGHqsN8+3myU+eWkGP//eK1g/qGB5x17fs1+uo6HphypOdoaMbBdY54JowEiydL31GMBbJYv5ZPHqyMKG50W3tLRkqWQdTrLWDyrQdeAkxx3mOy5MYW5yBH/8uTu2X99y2VvIYF5ZOQ+arOls0vOdFGuledVk3W5Wp5wqWQBbFO0zyWrwxY5htTDRdR33Y5BkKZLQZmZpZWGjgGK1gfc8cryn58gkJRSq3m4i2YXabbrQGr+4kmzqWpkRafDtwsM30k4wHaTbuYRiZ2CtZPWTsVQivu1CAcaL16su68WlbSRkEY+cGj30NXMtyZb9BYpltJ3JUOcYO2C0CxVJsC0hZpJK27E3NB27xSomeTVZTBNyRA1JqxzTFqVSqZVk2VSyHjSF7DxlfFEU8E++/ixeurODV1b2Dn19K9+sZLlUCi8ey+DKiRxef9q9AsGSLD8nZ7/Cd2bN4JpkTWewtFnwXOUF+CpZpVLrJsRqYbJVqKJc04Z6pQ5gVK+tZpZWlprnjl7tENLJ5o2Yh9dImXP/nTV+cSWlSChXG1g/CHalDiOjymhoOvc5mtffjGJnwM6h/V5Cb3dt74TXSDYIQnd8B7wnWV9c2sHXzY7Z/kHYiXGpS6tlu+llNZ5ur3SwHUdWCpV61xUubH9hvmJ8z16pBk1Hm9bLCad2xVGAN7M324U2mqyWESnfBft73ngaKUXCbz13+9DXNvMViIJ7GzCnKvjY//YO2wT80GNZJcuHSzRLkr0K3xc3CpjOJl3XCM1PpVGqNbDabIV4gUdPZ8Vq2GfaN4wPv6llt5Y9m+qcc0mE3WDnCF/771wqWUSzXVg32oWSKHDf4PJiLonmvD5V6g2KmwfMSlafq+ajHEuiw1zuHWqSlUwYbwovXlnFah1fW9nDY3P2e9WmMglkknLXJItltJ0X69ER+0pWustIdLZjSfS2ByNSwNvuNDc0TcfvfnrBvKMLAlbJchppnZ+fRyYpQxTsK1mrLMka47tTGR1R8GNPnMMzLz/Ap29utH1tM1/FRDoJyccofdfns7QLvZJS/CXJC5v2i6E7aU0Yem8ZVjn0dPPz8+bHmaQMSRSwV6q1jEiHvF0IsCTLppK1aSTCXnV6nWR8LInmPdlb4xdX2IT22n4FM9mkL5sNJ9i5nzdJLtfc/c0Aih3D1GQFXIHsZNSmgNJJmG79IbcLjV/MSyXrH+7toq7peFNT9H7oZwoC5qZGsNhlwnDHoV14yPG9UrfVYwGGh4r12L0mWSyYXqfT7Pjy3R38wl9dxZ+9xLcDkAeeStb+/r45NGCnybq/V0I6IZl/Kx5+4snzODeVxs//+SttCcxmvuLaKvRKUpbwTVeO4fGLU56/l2myvCZZbvYNDOYGz9zhvcBi59Qu3N/fNz8WBAFjzZJ6q5I1/ElWUhFtNVlLWwXMB+CcbiZZHs5v7HjcNFnW+MUVVolc2y+bWswgaXUrPFSyONpNFDsDdg3sd7vQrkvVSSXECnLownegu8eSHS8u7UAQgDecta9kAUbLsFsliy2HnugUvqcSOKjUUbNMJRYqDY524eArWc9eXwcA3Fw/6PlnMXhGybe2jFU4OdV+tQ4zIvUiKlcVCb/wnY/g7nYRv/F3N1vPla8EtvzVyu9+8DF8y2u8C5xTHjVZ6/tl/Ku/eAXbhSouzrgnWcdySaQUCYubznYkdvDo6VjsGOxub2W3hGxS5rLAiDqqbL/aanHT2WKDF3bu8GRo2TwfqC4X6874xZFUQoKmG5Yjx3xUo93wWoms1Pg0WRQ7g9ERBaLQ/6r5aEpBsdowz4t28FT/gyJUu2BW3XXafdfJl5a2celY1vEicG4qjY9+9YHtapGdQhWi0Gr3MUZTTFtUMyfYCtV615YB09SwVqf3JMv/WpZOnr1mtNZur/e2784K0/XwGFrmUrJtJevBXhknfbyB3nZ+Cv/oDbP4yPML+LavO4nLx3PYKlRxeuLo6IR4he97pRo+8vxt/P4LS6g1NHzgLWfwfW8+7frzBUHAOIeWwA7TvdjDCYPpFso1LRZVLMDeq+6gbCwM71WPBfhsF5p31OSl5Aa7IC7vFPH4Be/VaDcyHpNkP4u948x3vWEWV07kuHXMfrGaLXeThlTqGkQBkANuOdsRriZLaU9U3Kg3NHz5zk7XViFjbioNTQfu7RyuAuwUqxgbSRzq3zONlvWiVnDQZHWKIru1Ibuh+tT0dLK6V8arD/aRUiTcXM8HZgnBow05duwYAFbJskuySqZvlVd+/r1XkFVl/J//7avQNB2bB+57C8PEGNUGyl2E7+VaA7/93G088avP4j8+exvf/PAx/O1PvxO/+J2v5V59kva41oPBo6djsWOwStbyTjEWeizAXvi+1Kwczk/1ntD7SbLKnBYOnfGLI+xvVGvogXtkAa1KJG/8yjW+diHFziCTlF2v5UHQcn3v7pXFVsj1yxTVSshrdQTIosCtybq2eoBCtdFV9M5gd6F2LcPdYs3Wwt9uSbRju7DjDbiVryKdkFxPjgyzktWjhcNzN4xW4fc+NotitYH7e8GI33l0PUozSc6pyqHpwlpDw/pBxffkyEQ6gX/53ofx5bu7+P3PLKJQbbjuLQwTwwJA6lrJ+qWPXsUvf+waXn9mDM/81OP4je9/vefqiN8Fw1UOPR2LHcPUZO0Ov9s7g61lscKsX4KoZPlqF3K2LTrjF0es59q+aLK8tgs5FnsDFLuwsSugdFKpNUKrHoeaZNVqNWRVmbuS9aWlbQBwzX6ZaNVuMmu7UD2kxwJaK1asgchX6rbLoQFAEgWkE1JbJWvCgzA7GZCFw7PXNnByVMW3vvYEAODmWjC6rGrDXZO1vLwMoNku7IjhRtOItBejue96wym87fwkfvXj1wEAU0eokgUYmpBumrqvruzhrecm8Yc/9GYuOwk7/Oy+AywJskMli8WOMZpSsLpXxkG5HqNKlmhTyTLOGWcnek+yzAnkPlSyOuMXR1KWv1HQHlmAdwsOXuE7xS5cuu0mthJmqzf0hnJWVbgrWS8u7eDUWMpV5zOeTmA0pZimglZYu7ATFoi9ZiB0XUehUseIw2RcRpXNyaGtLslbN4JoF1brGl64tYknL8/g4rEsAOBWQLosL74hRiWr/QX8YI/fiLQbgiDgF7/ztUCzgnuUKlmAcZLvVsla3inh7GRvLSdj910vlSz+SZnRkYSpw4tNJUs+nCQvbRZwYlQNZDl2UhYhiYJP4Ttpe9ywVo360S4cab5/eKdDK3WNtHRHkM61YXawdmEYhLsgWpKalSz3F7Gu6/ji0jbe5NIqZMxNpW0rWbsdewsZnYGo1DXUNd3RKyertnaT7RSq3KJ3wOL43sN04Yt3tpGv1PHUpRlMpBOYTCdwcy2gJIujXZjL5Yz/pxQUqo22fZHMiPRkj3up5qfS+KmnLgDo/44rr6iKaJtksaW1vbqmG5os70m4KXx3qGSx2DGsgySxqWQlpEMWKotbhZ6d3hmCYFS7vcSwXG9AEgXIDrEDDscvjlirfccCXqkDGHKWdEJCnjN+hiaL46aUYhcqfJUsvtgFQahJlqIo3O3Cu9tFbBxUzKXQbsxPjpgiVoaxHNo+Gcp1BMLcW+hwR5tJttpk24WqpykJs5LVg0/Ws9fWkZBEvO38JADgwkwmMBsHnpHW48cN64PWkuhWssyMSIPwQPnJpy7gz378bbhy4midnFIJyVb4zgw9Z3t0Te+5XcgRO8aYJcnq9bijQrdKVhB6LIaXSj3QNLTkONl3xi+OsBvVhCTa6myDIKPyD58Ymiz3agjFLlxyPJWsWnhVyFCTrHK5zH0S+tKSsRSadxphbiqN+3ultnZcqdZApa7ZtgsVSUQmKZuBYG+sbsJ3wNBcWH2yvKx1CKJd+Oz1Dbzl3IR5jBePZQKbMOTZ5XTjxg0AsF0SfX+3jJGEZCZgvSCKAt7o4Is2KLq1C+9tG8l9MJUs/gW1DB7xNIsdg93tJWUxcNPXo0qnJmuvWMNOsRbIZCHDa8uXdzVLZ/ziCDuHzuS8L3jnJe3hRofXJ4tiFy6SKCCryvFsFwLgbhe+uLSN0ZTCZeQIGG0mXTcqYAxmRGrXLgSaiySbY57sjeXcLjSOvVRtoFRreKtkycwny1+78N52EbfW83jy0oz5uYszWRyU69g4qPj6mVbYhVqR3E9eOfXwkujV/RJOeDQijRp202mAoccCgqlk1T0sqGXwWDh0wioBp8ZSQx0zK6oioa7pZpt7MaDF0Fa8XKQB/koW0Uqy+iF6Z2Q546frOrfwnQifsREFu0UnC4chbRcKgtDVY6mTLy5t47Gz49z7qeZsJgx3moah3ZYMW1fr8FSyMklD+L7dDJ6XSpYsiZDZ6H7eAAAgAElEQVRFwXcl61NNl/enLk2bn2MJ6M0AxO/V5rSF0wVXlo2/TauS1ToZPdgrHzkNVdB02323vFOCIgmY6dGFmrWqvYrfqw0NCUl0fK+w2DFYJSsuonfgsI0KmywMwu2d4bXly9ty6oxfHGklWf2bOuZNkuuaDk3nGxSi2IWP2/7CoZ0uTCaTZstN07q3RLbyFSxsFLj1WIC9VxYzDO0mUB9NtZZE57nahYbwfTvvzYiU0e0izcOz1zcwNznStgfvwrFmkhWAjQPPi+7ixYsADAsHoL2S9WC33PedVIMmZWNmCcA09Ox1YW3LZ8lbIl6pHd500AmLHWPUUsmKC50t+8XNAgQBgW4WyHg0lC3XGlxO/Z3xiyPMwmGmD6J3Bq8hMK/1BkCxGwRjqUSbB2YnRqt3CNuFlUoFWVWGrsPRdPHFO0yPxa/LGU0pmEgn2mwc3NqFY5Y1JuzC1m1BNNC6S93MG+25SY9aFlURfS2ILtca+OztzbZWIQBMZ5IYTSmBVLIq9QYSLi+6hYUFAJZ2YfNvV29oWD8o42QMkqySjfB9eacUiHjcj2M4YHicuSXILHaMsVQC6YRkWoHEAbXDq25pq4CToyluQ2EevFayyrUG1/N3xi+OjCQkpBQJ56aDqzx2wtsurHAYADModuEz6rKizNBChpP+hFrH1HXdsgOwbn7cyYtL20jIIl47683UcW5ypK1dyHqyTu3C3c52ocMKFGY2yNb3eK1kJW2mm3j4/MIWyjUNT11uT7IEQcDFmUxASZZ7JatSMZJL1mpilayNfAWaDhwf8nZhKtFdk/XND8/YfIc3zEqWR9d3nkoWix0jIYv4m59+J6b7sIT7qJJU2nWRS5uFQFuFgHdNFm/bojN+cURVJHzip5/oqyaLN368Tv0AxW4QjKYU0wPTjqFtFwKtKoiT+P32RgHnpzOey3lzU+k2G4edgvFH7jbuy7JdXdfNC5ub8B0A7mwZz+F1t15SEX1ZOHzq+gZURcRb5g+3Ty8eywRiSOrFWG8kIUESBVOTdX/XsG/oxe09CtgJ38u1BjbzlUAqWV53pzGqDfcky45TYylf3xdVrO1CXdexuFnAXICThUCrXcg7IVrhrGQRBrPjI1A8DHh4hVk4uMWvUnOfxiYGx1iqdW23Y2inC5kmC3BeEr22X8ZxH+LGc1NprO6XzZbOTrGKrCp3fVOOphRU6xrKNY1T+G4ka3e2iuaYqBdUWTLfnLzouo5PXlvH289P2Z6ML8xksV2oYivf291Sta65TqedP38eABtgaHmGMY+sE2PDnWSlFAnVuoaGRU+4vBOMfQPQSvA9C9857spY7OKMNcnaLlSxX65jfopvepmXjCpD09F1M0AnvPvvKH7hkEnKqDXcJ3zLHjZkUOzCZzSloK7pKNjIO4Dm7sJhrGTV63VLktX9QrK2709EbYrfm7qsnWLVsaU3lmotksxXGkhIouOdvdku3C5ifCThWehs+PR4axcubhZwd7uIJy/bt6MuBDRhaFSynDP77e1t8+OcZTKTrdQ5kRvudqHp2m+pRt4z7Rt6/92ZHtBrklWpu1eyrLGLK1YbFXaOCNIjC/BejTRcw93vqCl+4cA74cvOATxVSIpd+IzZ7Ca2EuZKpFCTrEajYeqwutk4VOsaNvNVX313ZuPAJgx3uqzUYZj2+6UqCpW6o+gdaC0QvbNdwETau+Ow2mU6zYlPXjOsG558aNr268zGodeWIU9mv7OzY35sWHEYJ6IHe2WkFMmcOhxW2H47q/g9KI8swCp89/YaqXKUvq2xiyssfuVaA4tNWUGQHlkAzAXzvPvvyjW+ShbFLxwyzeuT24SvF00WxS58Wqt1Dntl1RvGCr2hbBcCrZUs3SpZ6wdG68lXktWsZDGTwd2i8+obM9st1ppJlnOSkG1+vVzTPO0tZKiK5FmT9bdX13BxJtN1zPzEqIp0Quo5yao2vAkBcynZrGSt7pVxYmy4jUiB1l2rtRW0vFNEQhIDEZCnfbYLK/WGJyPSuGJdbbW0WYAkCoHaNwAtSQGvDQcZWh4tWJJ8UHH2cvQyXUiEz6ilS9VJtcGfIAfBAHYXOgvf1/YNbdFxH0lWJiljOps0K1nbBed2YauSVUO+UnecLATQNg3pL8ny1i5c3y/jC4vb+NbXnuj6GEEQcOFYtucdhjwrIk6caB2H1VT2/l5p6EXvQMunp1xrr2SdGu/dIwswVj0lZdGXJsutXWiNXVxpWThoWNwqYHY8FbiImlXD+duFfJUsil848HrVlT0I3yl24cOu7XYThhUPerogCD0NVxXD+byb8H1t338lCwDmJ1sThrvFmuMi0VHLIslitcHdLgR8Jlmyt3bhX331AXQdeP/rnN+kF2cyuLnWqybL3RRRFFtfz6mKOV24ulfG8SHXYwGtJKtUbSXKhkdWcL+7nyXRPOPI1tjFFdPxvWZUsoJuFQJAtlnJ8rKahUfXQ/ELB97hE1bJ4kmQKXbh46TJalUhh7BdWKvVIAjGVF43TRabVPPrHj43NYLFrQKqdQ35St25kmVpF+Y52oUjigTWEZvw6JEFGEH1Usl65uUHuHIihwszzoaRF2cyWD+oOPqCuGG0C51fdCsrK+bHuZQRQ8OItIKTQz5ZCFg0WZZEeWWnGGiSxes4bYWnkmWNXVxJWiqR/fDIArwNL9Qa/KtZKH7hwJKsA7cky0Mli2IXPtYuVSdsaCEsicVAUuysqji0C8tISKKjYN2Juak0Ng4qWNk1BMlOmqxsUoYkCtgrGZosJ48sABBFwXyM33Yhr4XD8k4RL93ZwfsedS81X2yu17m14b9lyLtRnpFTFRSrDTzYK6Oh6UO/Ugdor4QAQLFax2a+GojonWGYIXpcqxOi50uUYfFb3imhUG1gbjJYPRbgzbW/7GFCjQgH1q3grWSF1XIivDGSkKBIgkslawiTLEkyTiZZVXZMsmZySd8i6vlmC+Af7hkTHU7JGvN7ak0Xuk/HMfG7U/LWDS/C9796+QEA4P2PnnR97MVmpauXliGPDcDoaMuBny2Jvr5qJHZx0GR1Ct9XArRvYGSSUl8sHKyxiysJSYQgANdW9wG0BmWChF2kuVzDPWhDKH7hYFpwuEyHetFkUezCRxCEtt3EVlrvuyFsF7Jt5EaS1aVduF/2JXpnsBPnl+/sAnBffTM2ksBeqY48RyULaInfvbq9A4Ymq9bQ28wsu/HMyw/wutlRnOG42z41loKqiD15ZfEYWk5Pt2wkmF3D9TWWZMVHk8VOsEHaNzDSSdnzWp1q3d1+wxq7uCIIAlRZwtUHxmu2H+3ClCJBFPjaheaFmqOSRfELBzb85JYke6mGUOwGw6jFy9EKaxcOpfCd7XBybhdWcKyHqggTs375rlHJchK+A839hcUqChzCd6B1pzruyyfrsJmlHYubBXx1ZQ/vf517FQsw2pgXZvyv12ECXLfM/tatW+bHbD1SnCpZnT5ZzO39dMCaLD9rddxOGNbYxRlVEbFXqkEWBZwaC/7GQBAEpJPdK/VWvBhaUvzCQRIFjCTcq8le2oUUu8Fg7CY+7JMVdqt3QJos+5OQrutY3SvjWNb/BTuVkHA8p+Ja8+Lvpp0aTSlY36+goekYcbFwAFqaCz+VrKTFcdqJZ75yHwAcrRs6uTiT9Z1k1TVDgOtljx1rF95YO4CqiKbQcJhJdbQLl3dKSMgipgJcspxJeBO+Gwmyv92FcYQlNGcmRiD3Sfia4Rxe8LKahQgPnhsdNo097N6AUcboUjlUsoZxupC9IK0eS1b2y3WUag0cH+3tojU3NWK25NzbhQruN0XyfO3CXipZh32W7Hjm5Qd409w4Tnq4074wk8HKbslzFQQwWoWA+8leUVq/M6tk3d7I4+RoKhYnm05N1vJOCbNjwXhkMYzpQn7he13ToXNMqFljF2dYDPuhx2Lwtny9VLIofuGR5UmyPAwKUewGg7smawgrWcmkkTxlVeNFrHVok9Z79MhiMK2FqoiuJ7DRlGKO63IJ31UFmaTsSzTHk2TdWDvA9bUD7lYhg+0wvO2jmsVbPr1w4YL5Matc1RrxmCwEjL+PILQqEMs7RZwKsFUINIXv1XrX7fGdsNi5VbKssYszZpLVB48sRoa3Xdh8HakcJ3uKX3jwVrJ4rwEUu8EwmlKwU6geOpceuXahIAi/LwjCuiAIr1g+NyEIwicEQbjZ/P84z5O1NFkydB2H7vZWm0lWL8J3oJVk8XhZjVnaXBkOTdYPv30O/+67H/V1XC0LgO7twme+ch+iALznEW8uwRd7WBRdNS/UHjRZlj2FcUmymHCaJcn3dkqBit4B4wSv60Cxy/b4TlpVSP7YxRn2Hpyf7m+SxdUu9NC2oPiFR5pjwrfC6dQPUOwGxWtO5lCoNvDqg/22z1ePoBnpHwJ4d8fnfhbA3+m6fhHA3zX/7QrLKLut1unViJTB7lLHOJKsnCXJ4qlkXTyWxXs8aKWsJC270+zQdR3/4+UHeOv5SUxnvbVMz0yMICGJvtbr8E5b1Gqt0mtKkSA322QnYzBZyEglJJSqDRQqdWwXqjg9Eezv7nV/oWms5yF2cYat1pnvYyUrnZT4fLJq/K7hFL/wyCQVV686ni0LDIrdYHjnJWOq81PXN9o+f+SmC3Vdfx7Adsenvx3AHzU//iMA3+HlSbNdlkT3ulKHwSpZPLopayLGk2T1Qmt3mv0b+Gv397G4WcD7OLyxOpElEeem07jlwyvLjzmbIAhmghqXShZgJJelWsM0uw26kuXFzBKwVCFpQTQXLKGZmwreiJSRSSpcurrWyZ7MSI8SmaSEvOuCaFrsfdSZyap47alRPHttve3zYbcL/WYVx3RdfwAAuq4/EARhptsDBUH4EIAPAcCpU6dw9epV7K4bo+/ruwfQdpYBAJlMBqv7ZWQSIhZv3YAoirh06RKWlpZQKhkXtPn5eezv72Nra8s4iGPHoCgKlpeNn5HL5XD8+HEUN+5CACA3jPbkwsKC2ao8f/48tre3sbNjWDzIWivJWlu+i/tyCdPT02aJV1EUXLhwAbdu3TLvSC5cuICNjQ3s7e2B/V6apuHBA8NAdHx8HBMTE7h9+zYAQ4t27tw5bKwa6xVuLtzBW+bGsbq6iv19o5Q5OzuL//qFBUgCcE7Zx/r6OnK5HBYXFwEAqVQKc3NzuH79OjTNeJFcvnwZy8vLyOeNxGp+QsXLK3u4evUqAGBqagqZTAZLS0sAgJGREZw9e9b8OgBcuXIFd+4Zx7X+4D5KF8eRz+exubkJAJiZmYGqqrh79y50Xce9e/cwOzuLa9euQRWN4zgxqvqK040bN4wYyDIuXrzoGKcTJ05AFEVzRcXo6Gjf4nTz5k3U60aS89BDD7XFKSEBe/kSPveycexpvYxyuewpTmfOnEG5XMb6+vqhOO2sG8vNC5XG4TjduYNi0XjvzM3NIZ/P4+otYxK1Wi6iUCjg7t27AIz3E4sT0Bo6iUucZmdnUavVsLa2BgCYnJxELpdDtVyEIgqo7q4B4/O+4wR0fz9p1SL2ihVcvXrVjJPd+2nxrnGsSVkwf0a3897Y2Jj5mDjEKaj3k1Oc7N5Pm5ubqBYPcFCqOb6ftvYOkFSSXO8nXddx9epVilPAcQLa3092cXrtlIg/fXkHL1+7BUU3/j75knEuXLx1E4okuL6fekbXddf/AMwBeMXy792Or+/w/JxHH31U13Vd//Kdbf3s08/on7y6plv50T/6kv6u/+c5PQj+ye9+Xv+d52+7Pu6Li1v62aef0c8+/Yx+b7sQyHN349X7e/rZp5/RP/ry/UNf0zRNf9sv/53+wd//gu+f/+8+fk2f/9lndE3TPH3fi0vG3+BT19cdH7eystL27/f/+0/rZ59+Rv/ayp7nY40q7/2N5/Uf/oMv6n/02UX97NPP6Gv7pUB//mdubehnn35G/+ytTa7Hf3V5Vz/79DP6X7/ywPFxnbGLK//hkzf1H/2jL/X1OX7141f1cz/3V67vwz94YUE/+/Qz+na+4vozKX7h8UsffVW/+PMfdXzMd//mZ/Tv++3Pcf08it3geKmZa/zlP7Ri8Gt/fU2f83CdBPCizpHfdPvPb71sTRCEEwDQ/P+6y+MBAI2GUR5nmqxOG4e1/XJPRqRW/uRH3oIffcc518eNtgnf+9wudNBkfXVlDyu7JV+tQkZWlaF5EE0zeEda2Z0Rg9k4xMGIlKHKxmqk5Z0SkrKI6QA9soDWa5Bfk8Un4uyMXVz5yacu4Hd+8LG+Pkc6KaOh6WZsulH20Kan+IVHJiGjWtfMVrwdlbrGLa+g2A2O182OYSKdaGsZMj1dWLZDfpOs/w7gg82PPwjgL718c66LJsswIg32ouXGmEfhey84TRdea676eNMc16CmLV72plmpNPhsADrJpWQkZdHVVX+YYMJ3Zt8Q9BvVFL5zrtYJe6M84Q6vrs7L/jsiPHiWRHvxySIGhyQKeOdD03juxobpnWkkWeG953gsHP4/AJ8DcEkQhGVBEH4EwK8A+GZBEG4C+Obmv11hpmx204X1hobNfCV0ETUTbydkEUqfL1ROwvfbm3koktCTkJqd3Hk8eqzwVrJOnTrV9u/Hzk7gGy7PxMKIlKEqEko1zTAiDVj0DvQgfPcYO6J/ZDiXDFfqGhRJgMRhZkvxC480x3uw7EH4TrEbLE9emsZ2oYqXl419xhWOXa9B4lq60XX9+7t86Rv9PqmqiJBFoW1J9Ga+Ck3vfbLQ+7FIUBWRa6VOEM8FwLaNsLhRwNnJNNcJtxtZjjswO3innJigkfHDj8/jhx+f9/RcUSelGD5Zq3tVPHJqNPCf79XCgdetvzN2RP/guUgDxs2WynmhpviFB8+NjhefLIrdYHni4jREAXj2+gZef2bcqEJ6mKTvlVDrnWz6QRCEQ/sLgzIi9cNoSuFaDt0rrd2FhytZC5sFnOtx1QfvBvlOeC/UbDolzqQUCZv5CnaKNcwG7PYOACPNRNzNp4fBO45MsQuPLGeSZeh6+M47FL/w4NFFerFwoNgNlvF0Aq8/M45PXTd0WUeuXdgvsqrSVsliRqRhV7IAYCyVMBOUfiKKAhKSeEiT1dB03Nkq4Nx0pqefn+midXMjbN+QKJNKSObf93Qf2oWiKCCdkFxbTQxex3ciPHirkeVauG0Lgg8WvwPHJIs0WVHiqUvTeHl5DxsHldDbhaG+SiSpdSHorGStHzSTrB6XQ/thKpsITbydVMRDlazlnSJqDb3nSlY2afwOnoXvnLqe8XH/ovxhwVpm7kclC2BLor1NF1Lsjg687UIvLSeKX3i4VbJ0XTcSZIpdZHjykmHl+dyNjdAT5P6Xb6xPJree7lC7cK8MWRQwlQ4/yfrX3/YIAL6FvL2iKpKpgWIsbBgGlOd63KdmTheWva1x4K2GTExM+DuwISJlae/0Q/gOGCf5POd0YZVzRQTFLjyynFO+XlpOFL/waJ1H7eNX13RoOrj1dBS7wfOakznMZJN49vp6czJ0SNuFzNUWMNqFVp+s1f0yZrJJiD0Iv/1yYSaDCzPZUJ5LVQ63Cxc2jSRrvldNVlNXVvDqk8W5/445BMcZlmQlZRFTGffdmH7wUsmqctpvUOzCg79dyF/JoviFR8ZF2+p1DRnFbvAIgoCnLs3g+RsbKFTrwyt8t9JZyVrbL2NmAHqssFFl6VC7cGEjj9GUgol0bxftpCwhIYm+NFmyyDdKHndSCSPJmu2DRxYjnZT424U1fx5nRP/gHV6o1BvmxDFxdDBvVrvEr0L+ZpHkqcvTOCjXcW31YHg1WdaLUq6zkrVXHshkYdioyuEka3GzgPmpdCAX7Ywquy437aTK2aNOJsNv5R412EWxX61CoNku5JwurDY0iAIguyTIFLvwEEXBiKHLzU7Zg6ElxS88ZEmEqohdz6NeB4UodkeDt1+YgiwKaGj68LYLrS+2rCojX6lDa7qwru+Hb0Q6CGzbhRuFnvVYDJ6TeyeVeoNrlPzcOfc1RcNOSmlVsvqFV+F7gmNFBMUuXHiqkeUafyWL4hcuTjc6plM/Z8uJYnc0yKoK3jRn6OOGtpLVrsmSoevG+pBCpY6DSn0g9g1hoypS2+7CQqWO1f1yz5OFjLSHKgijWte41rLcvHnT72ENDakQKlmeNFmcni8Uu3AxLtIcPlmcJ3uKX7hkHN6DrJLFK3yn2B0dnro8DYA/QQ6CUJMsY6G1gXW1DjMiPZYb/rJqUpbaKlmLm2yysDePLEY26b1dyLvstF73ViEbRtQQKlk8F2hGpd7g0mNR7MKFJ4ZeKlkUv3BJO8TPq/CdYnd0eKpp5TC07UIrWYtx5tre4Nzew0ZVRFM4CQQ3WcjIqPwXaAYtO+Xn4ZM5vOPiFN5yrn9j2emEjEpdQ73hvo6jwlmFJMKFpxpZqWskfD+iOCXJJHyPLhdmMvhHb5jF4xemQnvOUH2yVLWVRLUqWTWsmUakcUiy2oXvixsFCEKASVZSxsKGx7U6DY2rGvLQQw/5PayhYSKdwJ/8yFv6+hzW6abREee4VDmrkBS7cMkkZdwtFB0f48XxneIXLpmkjAfNm/9Oyh6F7xS7o4MgCPi1731dqM85kN2FAJCzVLJW9wytVmwqWZYF0QubeZwcTQV2R2tUsrz7ZPHcla2urvo9LMID5oJaDkNS3koWxS5c3NqFuq572l1I8QuXdFJGocv7j1WyeM/ZFLt4E2qS1Wi0Lv6skrVfrmFtv4xsUjZN/IaZTp+sxc3gJgsBdnL3qMnibBfu7+/7PSzCA7xmlgCrZLmf7Cl24eKk6QG82wBQ/MIlo7oL3yl2BA8DE3O0V7LKmImB6B1o7i5svkl1XTfsGwJqFQJGklWuaahx6HkYvO1CIhwynLvvgGYVkjRZRw6nizTQMpElTdbRJJOUu5o6V2gpO+GBUM/OiUTL0dw6Xbh2UI6FRxZgVLIamo5aQ8NGvoJ8pR6YHgtwX25qB28la3Z21vdxEfx4r2RR7I4amaSMWkM/tKeUwT7Pu1aH4hcubPjE7mbVq08WxS7ehJpkaVrrBasqImRRMITve+VYeGQBrTvXcq1hWQwdjH0DYFlu6iXJ4tRkWTV1RP9oCd85kqwGnyaLYhcuZjWySzWE2bjwVkMofuHCzqN270GvPlkUu3gTapJl9QsRBAFZVcZeqYb1g0osRO9A6861XNPMJKsflSwvSVa1ztcuXFtb831cBD+tGLoPMFRqFLujSKsa2cU13GMli+IXLpkk2z9pl2R5q2RR7OLNQMUcWVXBna0i6poem0pW0lLJWtzMIyGLODUWnLGl2x20HV6cp4n+46ld2KDYHUWcLtJAS5NFup6jSSZpyFnskmRzKTtpIQkOQn2VyHL79GBWlXFz/QAAYpNksXZhpW60C+cn0xBdlvt6gZW5Dzy1C/mqIZOTk76Pi+DHk/Cds5JFsQsXdpHuFkOvlSyKX7ikzST5cKuvXG8gIYnc522KXbwJNcmSpPa7tqwqY22/6ZEVG+F7q10YtH0DYKzVAbxVsnj33+VyOd/HRfCTlEVIouChkkWxO2q46eq8ThdS/MLFqWW/na+aN7M8UOzizcAWRAOtCUMgHkakQOukelCu4+52MVA9FuCt1QQAmqZzt5wWFxd7OjaCD0EQkE5I3NOFPJUsil24ZF0qyuaEGmerl+IXLuYAUcfNqq7r+NzCFt54dpz7Z1Hs4s2ANVnGC1kUgKlMwuXRwwFLsm6tH6Cu6YFOFgLepwurzRFl8sk6WhimshzCd84F0US4uN3stNqFpMk6iqQT9vG7u13E8k4p1N13RLQJ9ewsiu1Pl2tWsqYyScgxEREyDcarDwwtWtDtQnZy6Gak14kX9+JUKjiBPuEMz4JhTdNRa+gUuyOIW5LVEr7znfcofuGS7XKz+umbmwCAxy/yJ1kUu3gzMDNSoPVCjoseC2jdub76wFi1EKTbOwBIotFq4q1ktcaR3e+o5+bmejk0wgNOu9MYXqqQFLtwcbvZ8VrJoviFS7rL8MkLNzdxclT1dN6m2MWbUJOscrl9qzlLsuIyWQi0DOyur+5jIp3A2EjwbVKeKgijyipZHJXE69ev93RcBD9uC4YBb+s9KHbhIokCRhx0dabwndPCgeIXLookIiGLbfFraDo+e3sTj1+cgiDwT4RT7OLNwH2yAOBYTPYWAu1mpEGL3hkZVea2cDAv1Byj5FbHfqK/pJPuwndWheSpZFHswsepGln2aGhJ8QufbMeNzsvLu9gv1/H4xWlPP4diF2+OhPA9LpOFQHvVIehWISOblLktHLxqQ4hwMKqRzsL3qgc9HRE+WYclw2V63x150h1J1mduGXqst50n3yuCn1Df4aranky1KlkxSrIsd67zAYveGRnVvdXE8KLruXz5ck/HRfDD0y70kmRR7MLHqW3PpkJ5204Uv/DpjN+nb27i4RM5TGW8dV4odvEm1CSrWq22/XtucgSKJODhk/Exa0vKIth59dxUsPYNjIwHTVbF9Otx14YsLy/3dFwEP+wEr+t618ewVi/Peg+KXfg4JcqVmmYaE/NA8QsfayWyUKnjy3d38A4PU4UMil28CTXJ6uxNn51M49X/+914zcnRMA9joAiCYFYegrZvYKQd2hSdeLFwyOfzPR0XwU8mKaOu6WZ87Kh60NNR7MIn7eB1Vq41PHlkUfzCJ52UTE3dFxe3UWvonqwbGBS7eDNwQYASE38sK6oiQRCAs5Mjffn5nYJNJ9iFmgwtjxYZDuf+ViWLDC2PIhmH4YVKXeMWvRODIaMqpi7yhVubSMgi3jQ3MeCjIqLGQH2y4ooqS5gdT3G16PzANFlOrSaGFxuAM2fO9HxsBB8tM8vu4ncvlSyKXfg4aSPLtQa3fQNA8RsEmaRkdgReuLmJN82N+3Lop9jFm4G2C+PKSELqmx4LADJJBQ2XVhPDNCPlqGR1+pwR/SPTXDDsVBDOoGAAACAASURBVJGsNpoWDhzVYIpd+HROp1nxWsmi+IVPOmHoItf3y7i+doDHL3izbmBQ7OJNqElWvc7Xwhp2/tX7H8bPvOuhvv18doHm0WV5aReur6/3dmAEN2Yly8H1ndlvUOyOJpmEjGpdM99jVrxWsih+4ZNRZZRqDTx3YwMAfIneAYpd3JEHfQBx5KlLM339+dYl0dNZ53FjL8J3Ijy6rfWwwuw3KHZHE/Y+LFTqSMjtUolyrYGRBJ1+jzJMF/nXX1vDRDqBh0/EZwqeCI5Qz86yTCeVMMgkDf8xHkNSL67hU1O0eT4suITvHipZFLvwcUqUK3XNU3JM8QsfFr/nb27gbecnIYr8q3SsUOziTahJlijSHXcYsAv0QaXm+tiqB+F7JtM/HRnRTponyWpQ7I4yWYcky6uFA8UvfNh5tFrXfLcKAYpd3BmoGSnRHzIck2mMSl2DIACK5H6XtrS01OuhEZxkEuwC7T5dyFPJotiFj1Oi7FX4TvELH3YeBYC3X/CfZFHs4g2VloaQliaLr5KVkPjXexDhkG4OLzj7ZPFPhhLh49QuLNe0vlm4EMHAzqPzU2nMjvfH05AYfqhdOISwOzA+TRa/NmRkhE40YSFLIpKy6JhkVT2s1aHYhU9WddBk1RpQPVSyKH7hk25Wkx/voYoFUOziDpmRDiHs5H7A4fpeqTeQ5NSGnD17tqfjIryRScqOMazUNSiSwCXIpdiFj2u70EMli+IXPrMTKZybTuM7Xn+yp59DsYs3oSZZZMoWDklZhCwKXEuiK812IQ9Xr17t9dAID6RdFn1XPVyoKXbhYw6gdFSUG5qOakPzVMmi+IVPTlXwyZ95Em8829sqHYpdvKH+3RAiCILhNs3bLqQdakcSniSLdk4eXdIJpqtrH15gbV4/K1oIgogWdIYeUtxaTYwKCXCPLJmk5GhGWqk3SPR+hJElEaoiHnLtL9doYIEg4kKo73JVVcN8uliTVfkqWdUGfzXkypUrvR4W4QGjkuVs4UCxO9pkksqhdmG5ORXqpZJF8YsuFLt4Qz5ZQ0omKTvuvWNUavzVkDt37vR6WIQH3NqFXvR0FLvBkElKbTHcLlTxt1eNXXZeKlkUv+hCsYs3oe650bTDi1KJ/pBOytgtuie1lbpmTiO6USwWez0swgOZhOy8u9CDno5iNxjSSRm31vP45Y9exQu3NvG1+/sAgJwq49LxLPfPofhFF4pdvKFlgkNKRpVxb8f9zV31uEONCI8gK1nEYJhIJ/Dpm5u4uX6AN54dx79410N424UpPHpqFDLFjiCGnlCTLPLJCo8s93Rhg1v4Pjc31+NREV7IJCUUqg1omm7rheXFwoFiNxj+zbc/grvbRTw2N46RhP/TLcUvulDs4k2ot1LULgyPjEsVhOHF8T2fz/d6WIQHmJllsWYvfq94GFqg2A2Guak0nnhouqcEC6D4RRmKXbwJNcmq190v+kQwpJMyCtUGGpru+DgvE2qbm5tBHBrBiZNjOGAMLVDs4gHFL7pQ7OINiQKGFCZmd5sw9FLJIsIl47BgGDDsNyh2BEEQR5dQz9CyTDr7sOBdEu1ld+HMzEzPx0Xw417J4q9CUuyiDcUvulDs4k2oSZYo0l13WGRU5yoIAOi6brQLOaecyEw2XNJJI/l1rmTxJcgUu2hD8YsuFLt4Q2akQ0rapdUEAHVNh6bzmyLevXs3kGMj+MiYlSx74bsX+w2KXbSh+EUXil28odLSkJLlaBeyRbW0ZPho4toupN2FBEEQRxpqFw4pPO3CSjPJ4r1QZzKZ3g+M4MZJ+G62eil2sYDiF10odvEm1KyHzEjDg0f4XmkuquUVvs/OzvZ+YAQ3TpUs1url1dNR7KINxS+6UOziTahJVrlcDvPpYk02qQBwrmSZ7ULOC/W1a9d6PzCCm5Fm8muXZLHY8e4upNhFG4pfdKHYxRvq3w0pbpNpgKVdyHmhJsJFFAWkExLyNsJ3rwkyQRAEET50hh5SZEmEqojOSVaNabL42oWkqQufbkuiWwkyxS4OUPyiC8Uu3oQaffILCZdMUsGB03Rhw6iQ8IqnL126FMhxEfxkkjLyNq79XitZFLtoQ/GLLhS7eEM+WUNMVnVeEt2qZPG9DJaWloI4LMID3StZ3hJkil20ofhFF4pdvAk1ydI0Lcyniz3ppBSohUOpVArkuAh+0knJuV1IsYsFFL/oQrGLNz0tExQEYQnAAYAGgLqu648FcVBEMGSSsouFA5mRHnUySRkru4encil2BEEQR58gNjY/pev6Js8Dk8lkAE9H8JJJKljZ7X4XZfpkcQrf5+fnAzkugp9u7ULTwoFiFwsoftGFYhdvQr0NbjTsd7AR/SGryshXal2/7rXltL+/H8hxEfx0TbIa3ipZFLtoQ/GLLhS7eNNrJUsH8DeCIOgAflvX9Y90PkAQhA8B+BAAnDhxAlevXgUAzMzMQFVVc3lmJpPB7OysadwmiiIuXbqEpaUls6c9Pz+P/f19bG1tAQCOHTsGRVGwvLwMAMjlcjh+/Dhu3Lhh/HKyjIsXL2JhYQGVSgUAcP78eWxvb2NnZwfsmERRxMrKCgBgdHQU09PTuHXrFgBAURRcuHABt27dQq1mJCwXLlzAxsYG9vb2AACnTp2Cpml48OABAGB8fBwTExO4ffs2AKOCd+7cOdy8eRP1unHBfOihh7C6umq+AWdnZ1Gr1bC2tgYAmJycRC6Xw+LiIgAglUphbm4O169fN7Vtly9fxvLyMvL5PADgzJkzKJfLWF9fN/6GWg35ct38m4+MjODs2bPmv+8uG8+9sXof+TXjd5ubm0M+n8fm5uahOJXLZVQqFYpTwHGamppCJpMxBbLWOFXyezgoG7/PnTt3UCwWAQAH5TQA4P69Oxgprrq+n8rlMmZmZihOfYoT48qVK21xcno/2cWp2/tpdXWV4hSBONm9n1ZWVrC1tUVxOuJx6vZ+6hVB13X/3ywIJ3Vdvy8IwgyATwD4KV3Xn+/2+EceeUR/5ZVXfD8f4Y1f+dg1/P4Li7jxi++x/frvvbCIf/PMq/jK//UujI4orj/v6tWruHLlStCHSTjw//7tTfz6397ArV98D2SLXcMzL9/H//Kf/x6f+OdP4OKxrOvPodhFG4pfdKHYRRtBEF7qRW/eU7tQ1/X7zf+vA/hzAG92erwsByEBI3jJqjKqDc3UXnXS2l3I9zI4duxYYMdG8MGc+wsdru/MfoO3XUixizYUv+hCsYs3vpMsQRDSgiBk2ccA3gXAsUxFzrfh4rYk2quhpaK4V7uIYDFj2GFIyjRZvMJ3il20ofhFF4pdvOkl6zkG4AVBEL4C4IsA/krX9Y87fQOZkYZLunmB7qyCMCp1DYokQBQFrp/HetZEeBzLGVsSXlnZa/t81aOFA8Uu2lD8ogvFLt747t/pur4A4HUBHgsRMKwKctBlwrBa12jB8BHnHRenMDuewm89dxvvevgYBMFIiFv2GxQ/giCIo0qoZ2hJ4mttEMGQVZ3bhZV6g3vBMGBMXRDhIksi/ukT5/D3d3fxhcVt8/NeK1kUu2hD8YsuFLt4E2qSRb3pcDH1PF1W61RqmqdKyPHjxwM5LsIb3/PYaUxlEvjwp26bn6vUNQgCIHO2eil20YbiF10odvEm1CSrXD68HoToHxnVOcmqNjRPa1mC8g0hvKEqEn7o7fN4/saGqc2q1o0EmbUP3aDYRRuKX3Sh2MUbEnQMMUFXsojB8QNvPYtsUsZvPmdUsyqkpyMIgjjyhHqW5r3rJoLBzcKhUm9wWwAA5HM2SHKqgg98/Vl87KsPsLhZQKWuedLTUeyiDcUvulDs4k2oSRYtiA6XkYQEQQiuXXjx4sWgDo3wwQ8/PgdZEvGR5xc8T4ZS7KINxS+6UOziTahJFtvPRISDIAjIJOXA2oULCwtBHRrhg5msiu954yz+7KVl3NspUuxiBMUvulDs4k2oSVYvexIJf2SSskO70FuSRUny4PmnT5xHXdPwxcVtT1VIil20ofhFF4pdvCHl7JDjVMmq1r21C4nBc2ZyBO979CQAMiIlCII46pAma8jJqA7tQo/C9/Pnzwd1WEQP/PiTRhwodvGB4hddKHbxJtQkq163v9gT/SOTlHEQULtwe3vb/UFE37lyIofvfWwWrz8zxv09FLtoQ/GLLhS7eBNqktVo2C8qJvpHJimjEFC7cGdnJ6jDInrkV7/7dfi5b73C/XiKXbSh+EUXil28IVHHkOM4XVjXPLWcCIIgCILgh3YXDjkZtft0YbWuIanwvwROnDgR1GERIUOxizYUv+hCsYs3VMkacrJJGflq/ZB9hqbphhmpB0NLUaSXS1Sh2EUbil90odjFm1CjX6vVwnw6AkA6KUPXgWK1XQ9XbWgA4KmStbKyEuixEeFBsYs2FL/oQrGLN5RiDzkZ1X5JdKVuJFm0ZJggCIIg+kOoV1hJIpF12LAl0Z02DpW6UdnysmR4dHQ0uAMjQoViF20oftGFYhdvQk2yaBt5+GS7VbJqzXahBwuH6enp4A6MCBWKXbSh+EUXil28oQXRQ04maUx0dnplmZosD0nWrVu3gjswIlQodtGG4hddKHbxhgQ5Q046abQDD7ULfVSyCIIgCILgJ9QrrCAIYT4dASDbrGQdFr43NVkezEjJ5yy6UOyiDcUvulDs4g0tiB5yzOnCcrt9RpVNF3qoZF24cCG4AyNChWIXbSh+0YViF29IkzXksHZhocMni1k4kCYrHlDsog3FL7pQ7OJNqElWp+s40X+SsoSEJOK5Gxt49vq6KYBvJVn87UIyk40uFLtoQ/GLLhS7eEOeCjHgO15/En/xD/fxQ3/wJSiSgNefGcdYytAJeGkXEgRBEATBjxBmdemNb3yj/tJLL4X2fESLcq2BF5d28MKtTXzm1iZeub8HAPj8z30jjuVUrp9Rq9VIxBlRKHbRhuIXXSh20UYQhJd0XX/M7/eHWsmq1+vuDyL6gqpIePziFB6/OAUA2ClUsX5Q4U6wAGBjYwMnT57s1yESfYRiF20oftGFYhdvQu0VNRoN9wcRoTCeTuDS8ayn79nb2+vT0RD9hmIXbSh+0YViF29IkEMQBEEQBNEHQk2yqC8dbU6dOjXoQyB8QrGLNhS/6EKxizdUySK40TRt0IdA+IRiF20oftGFYhdvQk2yyC8k2jx48GDQh0D4hGIXbSh+0YViF2+okkUQBEEQBNEHQk2yJInfXZw4eoyPjw/6EAifUOyiDcUvulDs4k2oSZYsk8F8lJmYmBj0IRA+odhFG4pfdKHYxRtaEE1wc/v27UEfAuETil20ofhFF4pdvCFNFkEQBEEQRB8INckSBCHMpyMCJplMDvoQCJ9Q7KINxS+6UOziTagLoh977DH9xRdfDO35CIIgCIIg/NLrgmjSZBHc3Lx5c9CHQPiEYhdtKH7RhWIXb0JNssKsmhHBU6/XB30IhE8odtGG4hddKHbxhoTvBEEQBEEQfSDUJEtV1TCfjgiYhx56aNCHQPiEYhdtKH7RhWIXb2h3IcHN6urqoA+B8AnFLtpQ/KILxS7ehJpkNRqNMJ+OCJj9/f1BHwLhE4pdtKH4RReKXbwhTRZBEARBEEQfCDXJSiQSYT4dETCzs7ODPgTCJxS7aEPxiy4Uu3gTapKlaVqYT0cEDGnqogvFLtpQ/KILxS7ehJpkkV9ItFlbWxv0IRA+odhFG4pfdKHYxRvSZBEEQRAEQfSBUJMsWZbDfDoiYCYnJwd9CIRPKHbRhuIXXSh28SbUJEuSpDCfjgiYXC436EMgfEKxizYUv+hCsYs3tCCa4GZxcXHQh0D4hGIXbSh+0YViF29Ik0UQBEEQBNEHQk2yRJFyuiiTSqUGfQiETyh20YbiF10odvGGzEgJbubm5gZ9CIRPKHbRhuIXXSh28SbUJKtcLof5dETAXL9+fdCHQPiEYhdtKH7RhWIXb6h/R3BDjv3RhWIXbSh+0YViF28oySIIgiAIgugDgq7roT3ZY489pr/44ouhPR8RLLquQxCEQR8G4QOKXbSh+EUXil20EQThJV3XH/P7/aFWsqrVaphPRwTM8vLyoA+B8AnFLtpQ/KILxS7ehJpkUW862uTz+UEfAuETil20ofhFF4pdvCFNFkEQBEEQRB8gnyyCmzNnzgz6EAifUOyiDcUvulDs4k1PSZYgCO8WBOG6IAi3BEH4WbfHU7sw2pDPWXSh2EUbil90odjFG99JliAIEoD/COA9AB4G8P2CIDzs9D31et3v0xFHgPX19UEfAuETil20ofhFF4pdvOmlkvVmALd0XV/Qdb0K4E8BfHswh0UQBEEQBBFt5B6+9xSAe5Z/LwN4S+eDBEH4EIAPNf9ZEQThlR6ekxgsUwA2B30QhC8odtGG4hddKHbR5lIv39xLkmXnrnbI2VTX9Y8A+AgACILwYi+mXsRgofhFF4pdtKH4RReKXbQRBOH/b+/+g6u87nvff5a2fiAhKQZcJIwAgUeoIDzEilKqWAEnvXWSmjm2Z+rTJHMa59ZnHN82burrO3ZObqbJ7WmmdYbU59Rz77Hb49w40zqnzWkSZ+i5jTNJAKtRORFKKAgi1AAGESTCDwcJ/d5a94+9RahtQDx6nvXoy/N+zTBmC+lZX/vjtfnu/ay91rx2UJ/P7cIBSauueNwg6afzKQYAAOBmMZ8m6weSmpxza51z5ZI+KOmb8ZQFAABgW+Tbhd77aefcxyV9S1JO0he9973X+bG/iDoeFgTys4vsbCM/u8jOtnnlF/SAaAAAgKzgWB0AAIAE0GQBAAAkIEiTdaPH7yBdzrlVzrnvOecOO+d6nXOfKH59qXPu2865/uI/l6RdK96acy7nnPuhc25n8THZGeGcu8U599+dcz8uzsF28rPDOfd48XnzoHPuK865ReS3cDnnvuicO3PlHp7Xyss59x+KvUyfc+5917t+4k1WlON3kLppSU947zdI+lVJv1fM7JOSvuO9b5L0neJjLEyfkHT4isdkZ8d/lvQP3vtflrRZhRzJzwDn3EpJvy+pzXu/SYUPhX1Q5LeQfUnS+9/wtbfMq/j34AcltRR/5v8p9jhXFeKdLI7fMcZ7f9p731P8/bAKT/IrVcjtxeK3vSjp/nQqxLU45xok3Svpv17xZbIzwDlXK2mrpBckyXs/6b1/XeRnSamkSudcqaQqFfaPJL8Fynu/R9L5N3z5anndJ+m/ee8nvPfHJP2LCj3OVYVost7q+J2VAcZFDJxzjZLulLRXUp33/rRUaMQkLU+vMlzDf5L0pKSZK75Gdjask/QzSf9v8Xbvf3XOLRb5meC9PyVph6QTkk5L+rn3/hWRnzVXy+uG+5kQTdacjt/BwuOcq5b0d5L+wHt/Me16cH3Oue2Sznjv96VdCyIpldQq6b947++UdEncWjKjuHbnPklrJd0mabFz7t+lWxVidMP9TIgmi+N3DHLOlanQYP219/5rxS8POedWFP98haQzadWHq7pL0r9xzh1X4db8e51zfyWys2JA0oD3fm/x8X9XoekiPxv+F0nHvPc/895PSfqapHeJ/Ky5Wl433M+EaLI4fscY55xTYU3IYe/9n13xR9+U9FDx9w9Jejl0bbg27/1/8N43eO8bVZhr3/Xe/zuRnQne+0FJJ51zzcUv/ZqkQyI/K05I+lXnXFXxefTXVFjTSn62XC2vb0r6oHOuwjm3VlKTpP95rQsF2fHdOfcbKqwTmT1+53OJD4rInHMdkl6VdEC/WNfzKRXWZf2tpNUqPJk86L1/44JBLBDOubsl/R/e++3OuWUiOxOcc29X4UML5ZKOSvpfVXhBTH4GOOf+L0m/pcKntH8o6d9Lqhb5LUjOua9IulvSrZKGJH1G0jd0lbycc/+npN9RId8/8N7/f9e8PsfqAAAAxI8d3wEAABJAkwUAAJAAmiwAAIAE0GQBAAAkgCYLAAAgATRZAAAACaDJAgAASABNFgAAQAJosgAAABJAkwUAAJAAmiwAAIAE0GQBAAAkgCYLAAAgATRZAAAACaDJAgAASABNFgAAQAJosgAAABJAkwUAAJAAmiwAAIAE0GQBAAAkgCYLAAAgATRZAAAACaDJAgAASABNFgAAQAJosgAAABJAkwUAAJAAmiwAAIAE0GQBAAAkgCYLAAAgATRZAAAACaDJAgAASABNFgAAQAJosgAAABJAkwUAAJAAmiwAAIAE0GQBAAAkgCYLAAAgATRZAAAACaDJAgAASABNFgAAQAJosgAAABJAkwUAAJAAmiwAAIAE0GQBAAAkgCYLAAAgATRZAAAACaDJAgAASABNFgAAQAJosgAAABJAkwUAAJAAmiwAAIAE0GQBAAAkgCYLAAAgATRZAAAACbhuk+WcW+Wc+55z7rBzrtc594ni1z/rnDvlnPtR8ddvJF8uAACADc57f+1vcG6FpBXe+x7nXI2kfZLul/RvJY1473ckXyYAAIAtpdf7Bu/9aUmni78fds4dlrQy6cIAAAAsu+47Wf/qm51rlLRH0iZJ/7ukj0q6KKlb0hPe+wtv8TOPSHpEkiorK9+xatUqSVJFRYVyuZxGR0clSaWlpaqsrNTw8PDsz6m6ulqjo6PK5/OSpMWLF2tqakqTk5OSpEWLFsk5p7GxMUlSWVmZKioqNDIyIkkqKSnR4sWLY7nGpUuXNDMzI0mqrq7WxMSEpqamVPz3kvde4+PjkqTy8nKVlZXp0qVLkqRcLqeqqqpYrjEyMqLZzGpqajQ2Nqbp6WlJUlVVlfL5vCYmJub03/hGr+G9V1lZGTkt8Jze6hree9XW1pLTAs/pavNpbGzs8r8rOS3cnN7qv/Ho6Kicc+S0wHO62n/jI0eOnPXe/5IimnOT5ZyrlrRb0ue8919zztVJOivJS/qPKtxS/J1rXaO5udn39fVFrRUp27Vrl+6+++60y0AEZGcb+dlFdrY55/Z579ui/vycPl3onCuT9HeS/tp7/zVJ8t4Pee/z3vsZSX8p6Veud52ysrKodWIBqK+vT7sERER2tpGfXWSXbXP5dKGT9IKkw977P7vi6yuu+LYHJB283rUqKiqi1IgFYu3atWmXgIjIzjbys4vssm0u72TdJem3Jb33Dds1fN45d8A598+S3iPp8etdaPYeJ2zq6upKuwRERHa2kZ9dZJdtc/l0Yack9xZ/9D/iLwcAAODmEHTH95ISNpi3rLKyMu0SEBHZ2UZ+dpFdtt3QFg7z1dbW5ru7u4ONBwAAEFWQTxfGZXZPDdi0d+/etEtARGRnG/nZRXbZFrTJmt3oDDbNbtYGe8jONvKzi+yyjUVSAAAACQi6Jusd73iH37dvX7DxEK+JiQn2OjOK7GwjP7vIzjZTa7JmzxuCTceOHUu7BEREdraRn11kl21Bm6zZwyZh0+DgYNolICKys4387CK7bGNNFgAAQAKCNllsymbbxo0b0y4BEZGdbeRnF9llW9AmK+Qie8Qvn8+nXQIiIjvbyM8ussu2oE3W+Ph4yOEQs76+vrRLQERkZxv52UV22caaLAAAgAQEbbLKy8tDDoeYrVy5Mu0SEBHZ2UZ+dpFdtgVtssrKykIOh5g1NDSkXQIiIjvbyM8usss2DojGnHHQqV1kZxv52UV22caaLAAAgAQEbbJyuVzI4RCz6urqtEtARGRnG/nZRXbZFvSA6La2Nt/d3R1sPAAAgKhMHRDNmizburq60i4BEZGdbeRnF9llW9Ama2ZmJuRwiNnExETaJSAisrON/Owiu2xj4TsAAEACgq7Jesc73uH37dsXbDzEa3p6WqWlpWmXgQjIzjbys4vsbDO1Jou3TW07cuRI2iUgIrKzjfzsIrtsC9pkTU1NhRwOMTtz5kzaJSAisrON/Owiu2xjTRYAAEACgjZZlZWVIYdDzDZt2pR2CYiI7GwjP7vILtuCNlkhF9kjfqyps4vsbCM/u8gu24I2WePj4yGHQ8z6+/vTLgERkZ1t5GcX2WUba7IAAAASELTJKi8vDzkcYrZq1aq0S0BEZGcb+dlFdtkWtMkqKysLORxiVldXl3YJiIjsbCM/u8gu2zggGnPW3d2ddgmIiOxsIz+7yC7bWJMFAACQgKBNVi6XCzkcYlZbW5t2CYiI7GwjP7vILtuCHhDd1tbmeesUAABYYOqA6JGRkZDDIWadnZ1pl4CIyM428rOL7LKNHd8xZ9PT02mXgIjIzjbys4vsso2F7wAAAAlgTRbmbGZmRiUl9OUWkZ1tV+a3omG1Bk+dTLmiG1e/cpVOD5xIu4zgmHu2zXdNVmmcxVzP2NhYyOEQs97eXt1xxx1pl4EIyM62K/MbPHVSa57amXJFN+61p7enXUIqmHvZFrS95t60befOnUu7BEREdraRn11kl228hwkAAJCAoE1WVVVVyOEQs82bN6ddAiIiO9vIzy6yy7agTVY+nw85HGI2PDycdgmIiOxsIz+7yC7bgjZZExMTIYdDzI4ePZp2CYiI7GwjP7vILttYkwUAAJCAoE1WRUVFyOEQs8bGxrRLQERkZxv52UV22Ra0ycrlciGHQ8yWLl2adgmIiOxsIz+7yC7bgjZZo6OjIYdDzHp6etIuARGRnW3kZxfZZRtrsgAAABIQtMkqLQ16ig9itmTJkrRLQERkZxv52UV22Ra0yaqsrAw5HGLGpnp2kZ1t5GcX2WVb0CaLTdls2717d9olICKys4387CK7bGNNFubMe592CYiI7GwjP7vILttosjBnzrm0S0BEZGcb+dlFdtkWtMmqqakJORxitm3btrRLQERkZxv52UV22Ra0yRobGws5HGK2f//+tEtARGRnG/nZRXbZFrTJmp6eDjkcYnbhwoW0S0BEZGcb+dlFdtnGmiwAAIAEBG2yqqqqQg6HmLW2tqZdAiIiO9vIzy6yy7agTVY+nw85HGJ2/vz5tEtARGRnG/nZRXbZFrTJmpiYCDkcYnb8UfE5hQAAIABJREFU+PG0S0BEZGcb+dlFdtnGmiwAAIAEBG2yKioqQg6HmK1bty7tEhAR2dlGfnaRXbZdt8lyzq1yzn3POXfYOdfrnPtE8etLnXPfds71F/953aPGc7lcHDUjJWwmaxfZ2UZ+dpFdts3lnaxpSU947zdI+lVJv+ec2yjpk5K+471vkvSd4uNrGh0dnU+tSBmb6tlFdraRn11kl23XbbK896e99z3F3w9LOixppaT7JL1Y/LYXJd2fVJEAAADWlN7INzvnGiXdKWmvpDrv/Wmp0Ig555Zf5WcekfSIJNXV1WnXrl2SCvepa2pqLnf5y5YtU0tLi/bs2VMorLRUHR0d6unp0cWLFyVJbW1tGhoa0smTJyVJTU1Nqqio0MGDByVJy5cv1/r169XZ2SmpsAasvb1d3d3dGhkZkSRt2bJFAwMDOnXqlCSpublZuVxOhw4dkiTV19dr7dq16urqkiRVVlZqy5Yt2rt37+Vjgdrb23Xs2DENDg5KkjZu3Kh8Pq++vj5J0sqVK9XQ0KC9e/dKkqqrq9XW1qaurq7Ln7Ds6OjQkSNHdObMGUnSpk2bNDExof7+fknSqlWrVFdXp+7ubklSbW2tWltb1dnZeXnn/K1bt6q3t1fnzp2TJG3evFnDw8M6evSoJKmxsVFLly5VT0+PJGnJkiXavHmzdu/eLe+9nHPatm2b9u/ff3lX4tbWVp0/f/7yJ2KuzGlsbEwHDhwgpwWek/Tm+TT770NOv8jp3n9zvz7+v31MixYtkiQ9+eST+uhHP6qNGzdKkp5//nk1NDTo3nvvlSS98sor6uvr02OPPSZJ6u/v1/PPP6/Pf/7zKikp0czMjJ588kl97GMfU1NTkyTp2WefVXNzs+655x5J0t///d9rYGBAH/vYxyRJhw4d0pe+9CV9/vOflySNj4/r05/+tH7/939fq1evliR94Qtf0O/+7u9q3759kqS77rpLFTVe9zcWtsTp+7nTKwMleqyl8PjStNNzh3N6qCmvWxd5SdILfTm13up157IZSdK3Bko0NSNtX1143HuhRK8OOj26oXCN1yedXujL6eHmvG4pL1zjucM5vbveq2VJ4Wd2nihRWYn0vobC4x+eK1HPWaeHmwvXODvu9GJ/To9uyGtxqdfkjh2anp6+KebTjTzvjY2NadeuXTf9fLKe09We9+bLee/n9o3OVUvaLelz3vuvOede997fcsWfX/DeX3NdVltbm58NBfbMzMyopIQPpFpEdm/mnNOap3amXcaclMhrRk6S9NrT283UfaXXnt6uuf59czNh7tnmnNvnvW+L+vNzSt45Vybp7yT9tff+a8UvDznnVhT/fIWkM9e7zvDwcNQ6sQDMvjqAPWRn2+N3sJGzVcy9bJvLpwudpBckHfbe/9kVf/RNSQ8Vf/+QpJfjLw8AAMCmuazJukvSb0s64Jz7UfFrn5L0p5L+1jn3sKQTkh683oUK/RqsKi29oSV8WEDIzrbJmbQrQFTMvWy7bvre+05JV+uOfu1GBquurr6Rb8cC09HRkXYJiIjsbHu2l7+orWLuZVvQ1Xjsk2Xb7KdAYA/Z2fbh21mTZRVzL9uCNln5PE8Uls1+BBb2kJ1tK6qy96m8mwVzL9v4XCkAAEACgjZZixcvDjkcYtbWFnmrEKSM7Gz7cj/nvlrF3Mu2oE3W1NRUyOEQs6GhobRLQERkZ9uGW7hdaBVzL9uCNlmTk5Mhh0PMZo8hgD1kZ9s7f4k9HKxi7mUba7IAAAASELTJmj2IFTbNHnoLe8jOtu/+lNfDVjH3si3ozGXHd9sqKirSLgERkZ1tFyd57rSKuZdtQZussbGxkMMhZgcPHky7BEREdrbd38geg1Yx97KN96ABAAASELTJKisrCzkcYrZ8+fK0S0BEZGdb38+5XWgVcy/bgjZZ3Ju2bf369WmXgIjIzrZXBrjpYBVzL9uCztyRkZGQwyFmnZ2daZeAiMjOtsdaWJNlFXMv23h5BAAAkICgTVZJCT2dZdzutYvsbLs0zZosq5h72cYB0Ziz9vb2tEtARGRn23OHOSDaKuZetgVtskZHR0MOh5h1d3enXQIiIjvbHmpiTZZVzL1sC9pk5fM8UVjGBxfsIjvbbl3k0y4BETH3so1FUgAAAAlgTRbmbMuWLWmXgIjIzrYX+liTZRVzL9uCNllTU1Mhh0PMBgYG0i4BEZGdba23crvQKuZetgVtsiYnJ0MOh5idOnUq7RIQEdnZdueymbRLQETMvWxjTRYAAEACgjZZixYtCjkcYtbc3Jx2CYiI7Gz7FmcXmsXcy7agM9c5di22LJdj8a1VZGfbFHcLzWLuZVvQJmtsbCzkcIjZoUOH0i4BEZGdbdtX02VZxdzLNt6DBgAASEDQJqusrCzkcIhZfX192iUgIrKzrfcCr4etYu5lW9CZy2nktq1duzbtEhAR2dn26iDrWa1i7mVb0CaLM5xs6+rqSrsERER2tj26gXNfrWLuZRvvQQMAACQgaJNVUkJPZ1llZWXaJSAisrPt9UluF1rF3Ms2DojGnHHQqV1kZxsHRNvF3Mu2oE3WpUuXQg6HmO3duzftEhAR2dn2cDNrsqxi7mVb0CZrZoYN9SxjM1m7yM62W8p92iUgIuZetrFICgAAIAFBm6zq6uqQwyFm7e3taZeAiMjOtucOsybLKuZetgVtsiYmJkIOh5gdO3Ys7RIQEdnZ9u56bhdaxdzLtqBN1tTUVMjhELPBwcG0S0BEZGdbyxLWs1rF3Ms21mQBAAAkIGiTxaZstm3cuDHtEhAR2dm28wSvh61i7mVb0JnrPesKLMvn2avHKrKzrYweyyzmXrYFnbrj4+Mhh0PM+vr60i4BEZGdbe9rYE2WVcy9bOP1EQAAQAKCNlnl5eUhh0PMVq5cmXYJiIjsbPvhOV4PW8Xcy7agM7esrCzkcIhZQ0ND2iUgIrKzreesS7sERMTcyzYOiMaccdCpXWRnGwdE28XcyzbegwYAAEhA0CYrl+P8Lcs4e9IusrPt7Di3C61i7mVb0Carqqoq5HCIWVtbW9olICKys+3Ffl6gWsXcyzbWZGHOurq60i4BEZGdbY9uYE2WVcy9bAvaZM3MsKGeZRMTE2mXgIjIzrbFpZyWYRVzL9tY+A4AAJCA0pCDsQDQto6OjrRLQERJZreiYbUGT51M7PqQnu1lTZZVPG9mW9Ami7dNbTty5AgnyhuVZHaDp05qzVM7E7l2kl57envaJczZPQ0z2nmCRssinjezLejtwqmpqZDDIWZnzpxJuwRERHa2Nb+NNVlWMfeyjTVZAAAACQjaZFVWVoYcDjHbtGlT2iUgIrKz7RvHuVVoFXMv24I2Wd7zlrdlrKmzi+xsqy3nudMq5l62BW2yxsfHQw6HmPX396ddAiIiO9veext7DFrF3Ms21mQBAAAkIGiTVV5eHnI4xGzVqlVpl4CIyM62H/yM18NWMfeyLejMLSsrCzkcYlZXV5d2CYiI7Gw7/LpLuwRExNzLNg6Ixpx1d3enXQIiIjvbPtLEAdFWMfey7bpNlnPui865M865g1d87bPOuVPOuR8Vf/1GsmUCAADYMpd3sr4k6f1v8fVnvPdvL/76H3MZLJdjrxfLamtr0y4BEZGdbadHuV1oFXMv267bZHnv90g6H8dgVVVVcVwGKWltbU27BEREdra99BNeoFrF3Mu2+RwQ/XHn3EckdUt6wnt/4a2+yTn3iKRHJGn58uXatWuXJGndunWqqanR/v37JUnLli1TS0uL9uzZUyistFQdHR3q6enRxYsXJUltbW0aGhrSyZMnJUlNTU2qqKjQwYOFO5nLly/X+vXr1dnZKUmqqKhQe3u7uru7NTIyIknasmWLBgYGdOrUKUlSc3OzcrmcDh06JEmqr6/X2rVr1dXVJamwS/2WLVu0d+9ejY2NSZLa29t17NgxDQ4OSpI2btyofD6vvr4+SdLKlSvV0NCgvXv3SpKqq6vV1tamrq6uyxvTdXR06MiRI5fPtdq0aZMmJiYu76myatUq1dXVXb6fX1tbq9bWVnV2dmp6elqStHXrVvX29urcuXOSpM2bN2t4eFhHjx6VJDU2Nmrp0qXq6emRJC1ZskSbN2/W7t275b2Xc07btm3T/v37deFCIb7W1ladP39ex48ff1NOIyMjWrNmDTkt8JykN8+nS5cu6d57700kpwceeEDvuaPw7/qtgRJNzUjbVxf2deq9UKJXB50e3VBYU/T6pNMLfTk93JzXLcUNNp87nNO7671alhR+ZueJEpWVSO9rKDz+4bkS9Zx1eri5cI2z404v9uf06Ia8FpcWrvFsb073NMxcPuPvG8dzqi33l/eX+sHPSnT4dXd5bdPpUac/kfRYy7TKiy81nzmQ031rZrSutnCNrx7Lqa7Sa2t94RrfHyrR8RGnD99euMaJEaevHsvp8U3TKnHSjJeeOViqB9fmtbq6cI2XfpJTY7XXu+oK19gzWKKhMacH1xaucfSi08uvlejxOwqPJ2ekZ3tL9eHb81pRVbjGl/tz+tiGvMYK/4n1N3fdpYoar/sbCz/T93OnVwZK9FhL4fGlaafnDuf0UFNety4qXOOFvpxab/W6c9lMajlN7tih6enpm2I+3cjz3j/90z+purqa570FntPVnvfmy81lF3bnXKOknd77TcXHdZLOSvKS/qOkFd7737nedZqbm/1s0LBn165duvvuu9MuAxEkmZ1zTmue2pnItZP02tPbzdT9xB3T+sKBwmtiS3Vf6bWnt2fy1A+eN21zzu3z3rdF/flIny703g957/Pe+xlJfynpV6IWAAAAcDOK1GQ551Zc8fABSQev9r1XqqmpiTIcFoitW7emXQIiIjvbnjnAmiyrmHvZNpctHL4iqUtSs3NuwDn3sKTPO+cOOOf+WdJ7JD0+l8Fm7xnDpt7e3rRLQERkZ9t9azi70CrmXrZdd+G79/5Db/HlF6IMNrsgDjbNLmCEPWRn2+xifNjD3Ms2DsQCAABIQNAmi32ybNu8eXPaJSAisrPtq8dYk2UVcy/bgjZZ+Tznb1k2PDycdgmIiOxsq6vkdqFVzL1sC9pkzW50BptmN5GDPWRn2+yGqLCHuZdtrMkCAABIQNAmq6KiIuRwiFljY2PaJSAisrPt+0O8HraKuZdtQWduLsfiTcuWLl2adgmIiOxsOz7i0i4BETH3si1okzU6OhpyOMRs9iBP2EN2ts0eSg17mHvZxnvQAAAACQjaZJWWXneDeSxgS5YsSbsERER2tp3gdqFZzL1sC9pkVVZWhhwOMWNTPbvIzjY2I7WLuZdtQZssNmWzbffu3WmXgIjIzrbHN3Huq1XMvWxjTRbmzHt2nbaK7Gwr4W6hWcy9bKPJwpw5xzO9VWRn2wx/T5vF3Mu2oE1WTU1NyOEQs23btqVdAiIiO9ueOciHhqxi7mVb0CZrbGws5HCI2f79+9MuARGRnW0PrmWfLKuYe9kWtMmanmbxpmUXLlxIuwRERHa2ra7mfqFVzL1sY00WAABAAoI2WVVVVSGHQ8xaW1vTLgERkZ1tL/2EfbKsYu5lW9AmK59nXYFl58+fT7sERER2tjVyu9As5l62BW2yJiYmQg6HmB0/fjztEhAR2dn2rrqZtEtARMy9bGNNFgAAQAKCNlkVFRUhh0PM1q1bl3YJiIjsbNszyOthq5h72RZ05uZyLN60jM1k7SI724bG2DXcKuZetgVtskZHR0MOh5ixqZ5dZGcbm5HaxdzLNt6DBgAASEDQJqu0lPO3LFu2bFnaJSAisrPt6EVuF1rF3Mu2oE1WZWVlyOEQs5aWlrRLQERkZ9vLr3HTwSrmXrYFnbnDw8Mhh0PM9uzZk3YJiIjsbHv8DtZkWcXcyzZeHgEAACQgaJPlHOsKLGNNnV1kZ9skG76bxdzLtqBNVnV1dcjhELOOjo60S0BEZGfbs738RW0Vcy/b2CcLc9bT05N2CYiI7Gz78O2sybKKuZdtQZusfJ4nCssuXryYdgmIiOxsW1Hl0y4BETH3so2F7wAAAAkI2mQtXrw45HCIWVtbW9olICKys+3L/Zz7ahVzL9uCNllTU1Mhh0PMhoaG0i4BEZGdbRtu4XahVcy9bAvaZE1OToYcDjE7efJk2iUgIrKz7Z2/xB4OVjH3so01WQAAAAkI2mQtWrQo5HCIWVNTU9olICKys+27P+X1sFXMvWxjx3fMWUVFRdolICKys+3iJM+dVjH3si1okzU2NhZyOMTs4MGDaZeAiMjOtvsb2WPQKuZetvEeNAAAQAKCNlllZWUhh0PMli9fnnYJiIjsbOv7ObcLrWLuZVvQJot707atX78+7RIQEdnZ9soANx2sYu5lW9CZOzIyEnI4xKyzszPtEhAR2dn2WAtrsqxi7mUbL48AAAASELTJKimhp7OM2712kZ1tl6ZZk2UVcy/bOCAac9be3p52CYiI7Gx77jAHRFvF3Mu2oE3W6OhoyOEQs+7u7rRLQERkZ9tDTazJsoq5l21Bm6x8nicKy/jggl1kZ9uti3zaJSAi5l62sUgKAAAgAazJwpxt2bIl7RIQEdnZ9kIfa7KsYu5lW9Ama2pqKuRwiNnAwEDaJSAisrOt9VZuF1rF3Mu2oE3W5ORkyOEQs1OnTqVdAiIiO9vuXDaTdgmIiLmXbazJAgAASEDQJmvRokUhh0PMmpub0y4BEZGdbd/i7EKzmHvZFnTmOseuxZblciy+tYrsbJvibqFZzL1sC9pkjY2NhRwOMTt06FDaJSAisrNt+2q6LKuYe9nGe9AAAAAJCNpklZWVhRwOMauvr0+7BEREdrb1XuD1sFXMvWwLOnM5jdy2tWvXpl0CIiI7214dZD2rVcy9bAvaZHGGk21dXV1pl4CIyM62Rzdw7qtVzL1s4z1oAACABARtskpK6Oksq6ysTLsERER2tr0+ye1Cq5h72Xbdrsc590Xn3Bnn3MErvrbUOfdt51x/8Z9L5jIYB0TbxkGndpGdbRwQbRdzL9vm8tbSlyS9/w1f+6Sk73jvmyR9p/j4ui5dunRDxWFh2bt3b9olICKys+3hZtZkWcXcy7brNlne+z2Szr/hy/dJerH4+xcl3T+XwWZm2FDPMjaTtYvsbLul3KddAiJi7mVb1EVSdd7705JU/Ofy+EoCAACwrzTpAZxzj0h6RJJuu+027dq1S5K0bt061dTUaP/+/ZKkZcuWqaWlRXv27CkUVlqqjo4O9fT06OLFi5KktrY2DQ0N6eTJk5KkpqYmVVRU6ODBwnKx5cuXa/369ers7JRU2Jervb1d3d3dl7eP2LJliwYGBnTq1ClJhcM7c7nc5aMP6uvrtXbt2ssfu62srNSWLVu0d+/ey69I2tvbdezYMQ0ODkqSNm7cqHw+r76+PknSypUr1dDQcPlt4urqarW1tamrq0sTExOSpI6ODh05ckRnzpyRJG3atEkTExPq7++XJK1atUp1dXXq7u6WJNXW1qq1tVWdnZ2anp6WJG3dulW9vb06d+6cJGnz5s0aHh7W0aNHJUmNjY1aunSpenp6JElLlizR5s2btXv3bnnv5ZzTtm3btH//fl24cEGS1NraqvPnz+v48eNvysl7rwMHDpDTAs9JevN8mv3QSRI5PfDAA3rPHYV/128NlGhq5hfHwPReKNGrg+7yFgSvTzq90JfTw835y+/OPHc4p3fXe7UsKfzMzhMlKiuR3tdQePzDcyXqOesu3zI7O+70Yn9Oj27Ia3Fp4RrP9uZ0T8OMmt9WePyN4znVlnu997bCNX7wsxIdft3pI02Fa5wedfoTSY+1TKu8+FLzmQM53bdmRutqC9f46rGc6iq9ttYXrvH9oRIdH3H68O2Fa5wYcfrqsZwe3zStEifNeOmZg6V6cG1eq6sL13jpJzk1Vnu9q65wjT2DJRoac3pwbeEaRy86vfxaiR6/o/B4ckZ6trdUH749rxVVhWt8uT+n/eecnij+N/6bu+5SRY3X/Y2Fn+n7udMrAyV6rKXw+NK003OHc3qoKa9bFxWu8UJfTq23et25bCa1nCZ37ND09PRNMZ9u5HnPe69du3bxvLfAc7ra8958Oe+v/za0c65R0k7v/abi4z5Jd3vvTzvnVkja5b2/7lHjmzZt8rP/IrDnxz/+sX75l3857TIQQZLZOee05qmdiVw7Sa89vd1M3e9vmNE/DBS6QUt1X+m1p7drLn/f3Gx43rTNObfPe98W9eej3i78pqSHir9/SNLLc/mhqampiMNhIZh9ZQR7yM622XePYA9zL9vmsoXDVyR1SWp2zg045x6W9KeSft051y/p14uPAQAAUHTdNVne+w9d5Y9+7UYHY1M22zZu3Jh2CYiI7GzbeYKNnK1i7mVb0JmbxfvxN5N8nr16rCI728roscxi7mVb0Kk7Pj4ecjjEbPbTKbCH7Gyb/QQf7GHuZRuvjwAAABIQtMkqLy8PORxitnLlyrRLQERkZ9sPz/F62CrmXrYFnbllZWUhh0PMGhoa0i4BEZGdbT1nXdolICLmXrYFbbI4INo2Djq1i+xs44Bou5h72cZ70AAAAAkI2mTlcrmQwyFm1dXVaZeAiMjOtrPj3C60irmXbUGbrKqqqpDDIWZtbZGPb0LKyM62F/t5gWoVcy/bWJOFOZs9+R3JWNGwWs65RH595jOfSezaSN6jG26CNVm5ssT+H0zy14qG1fP61+Z5M9uue6xOnGZm2FDPsomJibRLuKkNnjqpNU/tTOTat66fTuzarz29PZHr4hcWl94Ep2XkpxL7fzBJ8/3/m+fNbGPhOwAAQAKCNlksALSto6Mj7RIQ0bO9rOmxjPzs4nkz24I2WbxtatuRI0fSLgER3cPZd6aRn108b2Zb0CZramoq5HCI2ZkzZ9IuARE1v+0mWNOTYeRnF8+b2caaLAAAgAQEbbIqKytDDoeYbdq0Ke0SENE3jrOmxzLys4vnzWwL2mR5z1velrGmzq7acuaeZeRnF8+b2Ra0yRofHw85HGLW39+fdgmI6L23sXDaMvKzi+fNbGNNFgAAQAKCNlnl5eUhh0PMVq1alXYJiOgHP+P1lGXkZxfPm9kWdOaWlZWFHA4xq6urS7sERHT4dc4YtIz87OJ5M9s4IBpz1t3dnXYJiOgjTTfBAcMZRn528byZbbwHDQAAkICgTVYux14vltXW1qZdAiI6PcrtJsvIL0W5MjnnIv/6+te/Pq+fj/prRcPqtP/LQVJpyMGqqqpCDoeYtba2pl0CInrpJ7zAsYz8UpSf0pqndkb+8ZclrXnqnvjqmaPXnt4efEy8WdB3skZGRkIOh5h1dnamXQIieqxlOu0SMA/kZxfZZRs7vmPOpqd5srCqnNWXppGfXWSXbcQPAACQgKBNVk1NTcjhELOtW7emXQIieuYAa3osIz+7yC7bgjZZY2NjIYdDzHp7e9MuARHdt4az7ywjP7vILtuCNlms6bHt3LlzaZeAiNbVsh7SMvKzi+yyjTVZAAAACQjaZLFPlm2bN29OuwRE9NVjrAuxjPzsIrtsC9pk5fOcv2XZ8PBw2iUgorpKbllYRn52kV22BW2yJiYmQg6HmB09ejTtEhDR1noW31pGfnaRXbaxJgsAACABQZusioqKkMMhZo2NjWmXgIi+P8TrKcvIzy6yy7ag6edyLAC0bOnSpWmXgIiOj7i0S8A8kJ9dZJdtQZus0dHRkMMhZj09PWmXgIg+fDsfOrGM/Owiu2zjfUwAAIAEBG2ySktLQw6HmC1ZsiTtEhDRCW5ZmEZ+dpFdtgVtsiorK0MOh5ixGaldbIhoG/nZRXbZFrTJYjNL23bv3p12CYjo8U2cG2oZ+dlFdtnGmizMmffsXGxVCXcsTCM/u8gu22iyMGfO8Wxh1Qz9sWnkZxfZZVvQJqumpibkcIjZtm3b0i4BET1zkA+dWEZ+dpFdtgVtssbGxkIOh5jt378/7RIQ0YNr2avHMvKzi+yyLWiTNT3NAkDLLly4kHYJiGh1NfcsLCM/u8gu21iTBQAAkICgTVZVVVXI4RCz1tbWtEtARC/9hL16LCM/u8gu24I2Wfk896YtO3/+fNolIKJGblmYRn52kV22BW2yJiYmQg6HmB0/fjztEhDRu+pm0i4B80B+dpFdtrEmCwAAIAFBm6yKioqQwyFm69atS7sERLRnkNdTlpGfXWSXbUHTz+VYAGgZm8naNTTGbv2WkZ9dZJdtQZus0dHRkMMhZmxGahcbItpGfnaRXbbxPiYAAEACgjZZpaWc4WTZsmXL0i4BER29yC0Ly8jPLrLLtqBNVmVlZcjhELOWlpa0S0BEL7/Gm9aWkZ9dZJdtQdMfHh4OORxitmfPnrRLQESP38G6EMvIzy6yyzZabAAAgAQEbbKc4960Zayps2uSTadNIz+7yC7bgjZZ1dXVIYdDzDo6OtIuARE920uDbBn52UV22cY+WZiznp6etEtARB++nXUhlpGfXWSXbfNqsZ1zxyUNS8pLmvbet13r+/N5/mez7OLFi2mXgIhWVPm0S8A8kJ9dZJdtcbyP+R7v/dkYrgMAAHDTCHq7cPHixSGHQ8za2q75RiUWsC/3c26oZeRnF9ll23ybLC/pFefcPufcI9f75qmpqXkOhzQNDQ2lXQIi2nALtywsIz+7yC7b5nu78C7v/U+dc8slfds592Pv/b/asbLYfD0iScuXL9euXbskSevWrVNNTc3lQ4eXLVumlpaWyxtelpaWqqOjQz09PZfXArW1tWloaEgnT56UJDU1NamiokIHDx7U7PXXr1+vzs5OSVJFRYXa29vV3d2tkZERSdKWLVs0MDCgU6dOSZKam5uVy+V06NAhSVJ9fb3Wrl2rrq4uSYVd6rds2aK9e/dqbGxMktTe3q5jx45pcHBQkrRx40bl83n19fVJklauXKmGhgbt3btXUuFTlW1tberq6tLExISkwif1jhw5ojMMVHXDAAAM+UlEQVRnzkiSNm3apImJCfX390uSVq1apbq6OnV3d0uSamtr1draqs7OTk1PT0uStm7dqt7eXp07d06StHnzZg0PD+vo0aOSpMbGRi1duvTygvUlS5Zo8+bN2r17t7z3cs5p27Zt2r9/vy5cuCBJam1t1fnz53X8+PE35TQyMqLR0dEFn9Pevf9TU1OT+qM/+iN94AMf0Dvf+U5J0l/91V+prKxMv/VbvyVJ+sd//Ee9+uqr+uQnPylJOn36tL7whS/oD//wD1VbWytJ+vSnP63f/M3f1Nvf/nZJ0he/+EUtWbJEDzzwgCTpe9/7nnp6evTEE09Ikk6cOKE///M/1x//8R9r0aJFkqQnn3xSH/3oR7Vx40ZJ0vPPP6+Ghgbde++9kqRXXnlFfX192rFjh8rrp3VixOmrx3J6fNO0Spw046VnDpbqwbV5ra4uPGG/9JOcGqu93lVX+Hz4nsESDY25y4fRHr3o9PJrJZc3QlxeWfieD9+ev7xG5Mv9OW24xeudv1S4xnd/WqKLk073NxZ+pu/nTq8MlOixlsLjS9NOzx3O6aGmvG5dVLjGC305tT7wgN5zR+H/yW8NlGhqRtq+unDN3gslenXQ6dENhWu8Pun0Ql9ODzfndUt54RrPHc7p3fVeLUsKP7PzRInKSqT3NRQe//BciXrOOj3cXLjG2XGnF/tzenRDXotLC9d4tjenexpm1Py2wuNvHM+pttzrvbcVrvGDn5Xo8OtOH2kqXOP0qNOfSHqsZVrlxZeazxzI6b41M1pXW7jGV4/lVFfptbW+cI3vD5Xo+Ii7vJA5iZwmZwqfRntjTu+5beZyTn9z112qqPE3ntOtXncum0ktp8kdO/T8OX/DOb30k1yqOU3u2KGBqvyccnqr+bR9dSG70Dk17dihXbt2ZebvJymZPmK+nPfxdNnOuc9KGvHe77ja9zQ3N/vZoGHPrl27dPfdd6ddxnU557TmqZ1pl3HDXnt6e2J1P3HHtL5wIJmPkidZd5Is1X1lfpbqvlJW605y7l3La09vV1x/v2eZc27f9T7Udy2Rbxc65xY752pmfy/pHkkHr/Uzs6/sYVNTU1PaJSCi7/6Uwx0sIz+7yC7b5tNe10n6enEX91JJL3nv/+FaP8CO77ZVVFSkXQIiujjJ3LOM/Owiu2yL3GJ774967zcXf7V47z93vZ+ZXdMEm2bvWcOe2fU7sIn87CK7bON9TAAAgAQEbbLKyspCDoeYLV++PO0SEFHfz7llYRn52UV22Ra0yWJNj23r169PuwRE9MoAb1pbRn52kV22BU1/dg8k2BTXviEIb3ZvHthEfnaRXbbRYgMAACQgaJNVUkJPZxm3e+26NM26EMvIzy6yyzYOiMactbe3p10CInruMIfUWkZ+dpFdtgVtskZHR0MOh5jNnlMFex5qYl2IZeRnF9llW9AmK5/nfzbL+OCCXbMH0MIm8rOL7LIt/KmVGbSiYbUGT51Mu4wbVr9ylU4PnEi7DADAjcqVmTzK7mb7eydok5XVNVmDp06aPX3+Slu2bEmpEszXC32sC7GM/OxKLbv81E3x9451QW8XTk1NhRwOMRsYGEi7BETUeiu3LCwjP7vILtuCNlmTk5Mhh0PMTp06lXYJiOjOZTNpl4B5ID+7yC7b2LgKAAAgAUGbrEWLFoUcDjFrbm5OuwRE9C3OTzON/Owiu2wLmr7FTzrgF3I5Ft9aNcUdC9PIzy6yy7agTdbY2FjI4RCzQ4cOpV0CItq+mmd6y8jPLrLLNt7HBAAASEDQJqusrCzkcIhZfX192iUgot4LvJ6yjPzsIrtsC5p+RUVFyOEQs7Vr16ZdAiJ6dZD1kJaRn11kl21BmyzOvrOtq6sr7RIQ0aMbODfUMvKzi+yyjfcxAQAAEhC0ySopoaezrLKyMu0SENHrk9yysIz87CK7bAva9WT1gOibBQdE28UBw7aRn11kl21Bm6xLly6FHA7zlSuTc+7yr0996lP/6vFC/YU3e7iZdSGWkZ9dZJdtpSEHm5lhUzZT8lNa89TOyw9XtEz/q8cL1WtPb0+7hAXnlnKfdgmYB/Kzi+yyjUVSAAAACQjaZFVXV4ccDjF77jBrC6wiO9vIzy6yy7agTdbExETI4RCzd9fztrdVZGcb+dlFdtkWtMmampoKORxi1rKENXVWkZ1t5GcX2WUba7IAAAASELTJYjNL23aeoCe3iuxsIz+7yC7bgqbvPfemLSvjucIssrON/Owiu2wLGv/4+HjI4RCz9zWwtsAqsrON/Owiu2yjxwYAAEhA0CarvLw85HCI2Q/P0ZNbRXa2kZ9dZJdtQdMvKysLORxi1nOWcwGtIjvbyM8usss2DojGnHHQqV1kZxv52UV22cb7mAAAAAkI2mTlcpzhZNnZcd72torsbCM/u8gu24I2WVVVVSGHQ8xe7KdJtorsbCM/u8gu21iThTl7dANrC6wiO9vIzy6yy7agTdbMDJuyWba4lB37rSI728jPLrLLNha+AwAAJCBok1VdXR1yOMTs2V7WFlhFdraRn11kl21Bm6yJiYmQwyFm93AGl1lkZxv52UV22Ra0yZqamgo5HGLW/DbWFlhFdraRn11kl22syQIAAEhA0CarsrIy5HCI2TeOs7bAKrKzjfzsIrtsC9pkec/bppbVlpOfVWRnG/nZRXbZFrTJGh8fDzkcYvbe21jAaRXZ2UZ+dpFdtrEmCwAAIAFBm6zy8vKQwyFmP/gZPblVZGcb+dlFdtkWNP2ysrKQwyFmh1/nNHmryM428rOL7LKNA6IxZx9p4qBTq8jONvKzi+yyjfcxAQAAEhC0ycrl2C/EstOjvO1tFdnZRn52kV22BW2yqqqqQg6HmL30E5pkq8jONvKzi+yyLWiTNTIyEnI4xOyxlum0S0BEZGcb+dlFdtnGju+Ys3JW8JlFdraRn11kl23EDwAAkICgTVZNTU3I4RCzZw6wtsAqsrON/Owiu2wL2mSNjY2FHA4xu28NZ3BZRXa2kZ9dZJdtQZus6WkWAFq2rpY1dVaRnW3kZxfZZRtrsgAAABLAPlmYs68eY22BVWRnG/nZRXbZNq8myzn3fudcn3PuX5xzn7ze9+fznOFkWV0lb3tbRXa2kZ9dZJdtkZss51xO0v8t6QOSNkr6kHNu47V+ZmJiIupwWAC21rOA0yqys4387CK7bJvPO1m/IulfvPdHvfeTkv6bpPviKQsAAMA2F3UXdufcb0p6v/f+3xcf/7akLd77j7/h+x6R9Ejx4SZJB6OXi5TdKuls2kUgErKzjfzsIjvbmr33kTf5LJ3HwG91tPibOjbv/V9I+gtJcs51e+/b5jEmUkR+dpGdbeRnF9nZ5pzrns/Pz+d24YCkVVc8bpD00/kUAwAAcLOYT5P1A0lNzrm1zrlySR+U9M14ygIAALAt8u1C7/20c+7jkr4lKSfpi9773uv82F9EHQ8LAvnZRXa2kZ9dZGfbvPKLvPAdAAAAV8exOgAAAAmgyQIAAEhAkCbrRo/fwcLinDvunDvgnPvRfD/OiuQ5577onDvjnDt4xdeWOue+7ZzrL/5zSZo14q1dJbvPOudOFeffj5xzv5Fmjbg659wq59z3nHOHnXO9zrlPFL/O/FvgrpHdvOZf4muyisfvHJH06yps+/ADSR/y3h9KdGDExjl3XFKb954N9Qxwzm2VNCLpy977TcWvfV7See/9nxZf6Czx3j+VZp14s6tk91lJI977HWnWhutzzq2QtMJ73+Ocq5G0T9L9kj4q5t+Cdo3s/q3mMf9CvJPF8TtAQN77PZLOv+HL90l6sfj7F1V48sACc5XsYIT3/rT3vqf4+2FJhyWtFPNvwbtGdvMSoslaKenkFY8HFEPhCMpLesU5t694TBLsqfPen5YKTyaSlqdcD27Mx51z/1y8ncitJgOcc42S7pS0V8w/U96QnTSP+ReiyZrT8TtY0O7y3rdK+oCk3yve0gAQxn+RdLukt0s6LekL6ZaD63HOVUv6O0l/4L2/mHY9mLu3yG5e8y9Ek8XxO8Z5739a/OcZSV9X4RYwbBkqrjmYXXtwJuV6MEfe+yHvfd57PyPpL8X8W9Ccc2Uq/CX91977rxW/zPwz4K2ym+/8C9FkcfyOYc65xcVFgHLOLZZ0j6SD1/4pLEDflPRQ8fcPSXo5xVpwA2b/ci56QMy/Bcs55yS9IOmw9/7Prvgj5t8Cd7Xs5jv/guz4XvzI43/SL47f+VzigyIWzrl1Krx7JRWOYXqJ/BY259xXJN0t6VZJQ5I+I+kbkv5W0mpJJyQ96L1ngfUCc5Xs7lbhVoWXdFzSx2bX92Bhcc51SHpV0gFJM8Uvf0qFtT3MvwXsGtl9SPOYfxyrAwAAkAB2fAcAAEgATRYAAEACaLIAAAASQJMFAACQAJosAACABNBkAQAAJIAmCwAAIAH/P33IlUgOzR2ZAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 720x1080 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"data = [14.0, 7.6, 11.2, 12.8, 12.5, 9.9, 14.9, 9.4, 16.9, 10.2, 14.9, 18.1, 7.3, 9.8, 10.9,12.2, 9.9, 2.9, 2.8, 15.4, 15.7, \n",
" 9.7, 13.1, 13.2, 12.3, 11.7, 16.0, 12.4, 17.9, 12.2, 16.2, 18.7, 8.9, 11.9, 12.1, 14.6, 12.1, 4.7, 3.9, 16.9, 16.8, \n",
" 11.3, 14.4, 15.7, 14.0, 13.6, 18.0, 13.6, 19.9, 13.7, 17.0, 20.5, 9.9, 12.5, 13.2, 16.1, 13.5, 6.3, 6.4, 17.6, 19.1, \n",
" 12.8, 15.5, 16.3, 15.2, 14.6, 19.1, 14.4, 21.4, 15.1, 19.6, 21.7, 11.3, 15.0, 14.3, 16.8, 14.0, 6.8, 8.2, 19.9, 20.4, \n",
" 14.6, 16.4, 18.7, 16.8, 15.8, 20.4, 15.8, 22.4, 16.2, 20.3, 23.4, 12.1, 15.5, 15.4, 18.4, 15.7, 10.2, 8.9, 21.0]\n",
"\n",
"\n",
"fig = plt.figure(figsize=(10,15)) \n",
"axe = fig.add_subplot(211)\n",
"axe.set_xlim(0,100)\n",
"axe.set_ylim(0,25)\n",
"axe.grid(which='major', color='#CCCCCC', linestyle='--')\n",
"axe.plot(data)\n",
"\n",
"axe_hist = fig.add_subplot(212)\n",
"axe_hist.set_xlim(0,25)\n",
"axe_hist.set_ylim(0,25)\n",
"axe_hist.grid(which='major', linestyle='--')\n",
"axe_hist.hist(data,edgecolor = 'black')\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
{
"cells": [],
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# <center>Réaliser un affichage graphique<center>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Affichage graphique (séquence plot + histogramme) des données : "
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([ 4., 3., 5., 9., 16., 20., 22., 9., 8., 4.]),\n",
" array([ 2.8 , 4.86, 6.92, 8.98, 11.04, 13.1 , 15.16, 17.22, 19.28,\n",
" 21.34, 23.4 ]),\n",
" <a list of 10 Patch objects>)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x1080 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"data = [14.0, 7.6, 11.2, 12.8, 12.5, 9.9, 14.9, 9.4, 16.9, 10.2, 14.9, 18.1, 7.3, 9.8, 10.9,12.2, 9.9, 2.9, 2.8, 15.4, 15.7, \n",
" 9.7, 13.1, 13.2, 12.3, 11.7, 16.0, 12.4, 17.9, 12.2, 16.2, 18.7, 8.9, 11.9, 12.1, 14.6, 12.1, 4.7, 3.9, 16.9, 16.8, \n",
" 11.3, 14.4, 15.7, 14.0, 13.6, 18.0, 13.6, 19.9, 13.7, 17.0, 20.5, 9.9, 12.5, 13.2, 16.1, 13.5, 6.3, 6.4, 17.6, 19.1, \n",
" 12.8, 15.5, 16.3, 15.2, 14.6, 19.1, 14.4, 21.4, 15.1, 19.6, 21.7, 11.3, 15.0, 14.3, 16.8, 14.0, 6.8, 8.2, 19.9, 20.4, \n",
" 14.6, 16.4, 18.7, 16.8, 15.8, 20.4, 15.8, 22.4, 16.2, 20.3, 23.4, 12.1, 15.5, 15.4, 18.4, 15.7, 10.2, 8.9, 21.0]\n",
"\n",
"\n",
"fig = plt.figure(figsize=(10,15)) \n",
"axe = fig.add_subplot(211)\n",
"axe.set_xlim(0,100)\n",
"axe.set_ylim(0,25)\n",
"axe.grid(which='major', color='#CCCCCC', linestyle='--')\n",
"axe.plot(data)\n",
"\n",
"axe_hist = fig.add_subplot(212)\n",
"axe_hist.set_xlim(0,25)\n",
"axe_hist.set_ylim(0,25)\n",
"axe_hist.grid(which='major', linestyle='--')\n",
"axe_hist.hist(data,edgecolor = 'black')\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
......@@ -16,10 +95,9 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.3"
"version": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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