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@demacdolincoln
Created February 6, 2016 19:56
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"# Comparação de topologias"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"from matplotlib import pyplot as plt\n",
"from matplotlib import cm\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"\n",
"plt.style.use('seaborn-whitegrid')\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## similaridade entre schwefel e Rastringin\n",
"\n",
"---\n",
"**Schwefel**:\n",
"$\\displaystyle f(x) = 418.9829 D - \\sum_{x=i}^D{x_i \\sin (\\sqrt{|x_i|})}$\n",
"\n",
"> limites: -500, 500 \n",
"\n",
"---\n",
"\n",
"**Rastringin**:\n",
"$\\displaystyle f(x) = \\sum_{i=1}^D{x_i^2 - 10\\cos(2 \\pi x_i) + 10}$ \n",
"\n",
"> limites: -5.12, 5.12\n",
"\n",
"---\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true,
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [],
"source": [
"def schwefel(posit):\n",
" d = len(posit)\n",
" return 418.9829 * d - np.sum([(x*np.sin(np.sqrt(abs(x)))) for x in posit])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def rastringin(posit):\n",
" return np.sum([(x**2 - 10*np.cos(2*np.pi*x) + 10) for x in posit])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Visualização dos gráficos"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"a = b = np.linspace(-500, 500, num=512)\n",
"A, B = np.meshgrid(a, b)\n",
"\n",
"Z = []\n",
"res = []\n",
"\n",
"for x, y in zip(A, B):\n",
" z = []\n",
" for X, Y in zip(x, y):\n",
" tmp = schwefel([X, Y])\n",
" z.append(tmp)\n",
" res.append(tmp)\n",
" Z.append(z)\n",
" \n",
"sch = np.array(res)"
]
},
{
"cell_type": "code",
"execution_count": 154,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/lib/python3.5/site-packages/matplotlib/figure.py:397: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
" \"matplotlib is currently using a non-GUI backend, \"\n"
]
},
{
"data": {
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MBgEIBoPU1tYCsHbt2nTkZtGiRQSDQdrb29mwYQPLli1LC5xly5bx0ksvceGFFw7H7udE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\n0JXT5BJh5FwauZDH2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gKzuwINCvbKBiJTg4THB4gHpkmF5hAkCUWWcVbWc/mJ76qLNjKB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Exe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DfxKcmo1CqaNte2pKclJTB+6gyiw89xMSwCI9kvxN2I4sW3hmKkyC0cAGtGCxttR195TJ44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\n8UQLvuNhAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f5b018a5c88>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"fig.set_size_inches(10, 5)\n",
"ax = fig.gca(projection='3d')\n",
"ax.plot_surface(A, B, Z, cmap=cm.Blues, linewidth=0.3)\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"a = b = np.linspace(-5.12, 5.12, num=512)\n",
"A, B = np.meshgrid(a, b)\n",
"\n",
"Z = []\n",
"res = []\n",
"\n",
"for x, y in zip(A, B):\n",
" z = []\n",
" for X, Y in zip(x, y):\n",
" tmp = rastringin([X, Y])\n",
" z.append(tmp)\n",
" res.append(tmp)\n",
" Z.append(z)\n",
"\n",
"ras = np.array(res)"
]
},
{
"cell_type": "code",
"execution_count": 156,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/lib/python3.5/site-packages/matplotlib/figure.py:397: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
" \"matplotlib is currently using a non-GUI backend, \"\n"
]
},
{
"data": {
"image/png": 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SWuHihusnWrYtqC3jXTMYu/cQUPi+zobeQ7f9+rc89fRz/M8NPyj787ko0Cqt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SAAAg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\nO7kCGNU8e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Cq70ZUGtaW5ZidbdnloLM1yzfphrq6fFPtwdUK6x+NpJqS/WgZWvV7/sQys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lhJKaxpdoxMQa0WE3i/F1l2JqKrNPf4fC9DCVlRSBjg01pdbqZ5LochFfs8kaaTevoZCeR8lm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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f5afe99a780>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"fig.set_size_inches(10, 5)\n",
"ax = fig.gca(projection='3d')\n",
"ax.plot_surface(A, B, Z, cmap=cm.Blues, linewidth=0.3)\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Olhando mais de perto os resultados"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [],
"source": [
"dados = pd.DataFrame([sch, ras], index=['sch', 'ras']).transpose()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f13217e6048>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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3Iwjf339HXobEzCJl49uGDZ15MrlgAbz1VvjtzJ5t7WN2OIA1tCkp1tq9jE/O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\n3QLbsP3zzyPv6aBJH3wADz9sts0Jge+V6agaNaz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89b8VWfBKG3V55J3HYMw+G9i6jn2L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\n6pAAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f13498e6278>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig1,ax1 = plt.subplots(ncols=2)\n",
"fig1.set_size_inches(15, 3)\n",
"\n",
"dados.sch.plot(ax=ax1[0], title='Schwefel')\n",
"dados.ras.plot(ax=ax1[1], title='Rastringin', color='g')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Gráfico para os 1000 primeiros resultados:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f13219f06a0>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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juaeZ2rpaoqOM+yZImySFFK99p0WnIWslWSPmtCePHn2Un172U+547Q4OnDlA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\nVe4W26RIJA4HNDYWAo3YbIE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MRkfhrrtUuo5HH4WuLnjsscD69IehISVkbvYRAG7jRnj7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\nkx4AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f1320ef2e80>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig2, ax2 = plt.subplots(ncols=2)\n",
"fig2.set_size_inches(15, 3)\n",
"\n",
"dados.sch[:1000].plot(ax=ax2[0], title=\"Schwefel\")\n",
"dados.ras[:1000].plot(ax=ax2[1], title=\"Rastringin\", color='g')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Análise de dados coletados"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>sch</th>\n",
" <th>ras</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>262144.000000</td>\n",
" <td>262144.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>837.965800</td>\n",
" <td>37.092002</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>273.761395</td>\n",
" <td>14.399696</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.143297</td>\n",
" <td>0.039821</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>651.967848</td>\n",
" <td>26.793753</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>837.965800</td>\n",
" <td>36.798684</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>1023.963752</td>\n",
" <td>47.014860</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>1675.788303</td>\n",
" <td>80.699821</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" sch ras\n",
"count 262144.000000 262144.000000\n",
"mean 837.965800 37.092002\n",
"std 273.761395 14.399696\n",
"min 0.143297 0.039821\n",
"25% 651.967848 26.793753\n",
"50% 837.965800 36.798684\n",
"75% 1023.963752 47.014860\n",
"max 1675.788303 80.699821"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dados.describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"## Visualização da evolução de apenas 1 partícula"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f1322faa278>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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65kLaypVQqxb07+9bOzfcYHr4hBBCiHD25Y4vmagmUiPywue1l7S/hCV7loRsVTYhhAim\nDZkbaNmoJQkNEy54bUCLARw4cYCMExlBiKx8YZ/Mffgh3HgjRERUvm9Frr4a5s+H48etiUsIIYQI\nhgXpC7is42Vlvta2SVtqRNZgV+6uAEclhBChb+nepYxsPbLM16IioxjTfkzIDVUP62SuuBi++MLM\nl/NVTAxcdBF89pnvbQkhhBDBUFRcxMr9KxnRZkSZr0dERDCq7SiW7l0a2MCEECIMLN23lJFtRpb7\n+rgO41iQviBwAbkhrJO55cuhZUto186a9q69Fj75xJq2hBBCiEBbn7mettFtaVavWbn7jGw9kiV7\nlwQwKiGECH1nS86yYv8KhrceXu4+I9uMZPm+5SE1VD2sk7lPPzXLClhl3DhYvRqOheb64UIIIUSF\nKhoi5DK01VBWH1gdmICEECJMbM3aSkKDBGLrx5a7T2LjROrWrMvOnJ0BjKxiYZvMlZTA55/DVVdZ\n12aDBjBiBHzzjXVtCiGEEIGybN+ycodYurRv2p5jp49x5NSRAEUlhBChLzUzleQWyZXuN7TVUFbs\nXxGAiNwTtslcaio0aQKdOlnb7qRJZh6eEEIIEU4cDgcp9hQGtBhQ4X6REZH0TehLqj01QJEJIUTo\nS7GnkJSQVOl+w1oNY8UBSeZ8Nn++f9aEmzjRrDdXUGB920IIIYS/ZJzIICIiAltDW6X7JiUkkWJP\nCUBUQggRHlLsKfSz9at0vyGJQ1i5f2UAInJP2CZz33xj5rhZLTYWeveGhQutb1sIIYTwl/WZ60lK\nSCLCjbV6+tn6kZopPXNCCAFQWFzIlqwt9I7vXem+XWO7knkyk2OnQ6PIxoUrip5HKXULcAPgACKA\nJOfHm0BdIEVrfa9z37uB653bH9da+2UhhiNHYNs2GDbMH63DFVfA3Lmml04IIQDOnjUPkZYta0i7\ndjB5MiRcuKaoECil6gLvAnFAPeAZYDLm3umaqDbD6nvk+sz19E3o69a+SbYkHv7+YStPL4QQYWtr\n1lbaNGlDg1oNKt03KjKK3vG9SbWnclG7iwIQXcUq7ZnTWr+jtR6ltR4N/An4AJPI/U5rPQBorpQa\nqZRqB9wODAPGAi/4K+jvvoNRo6B2bf+0P2YMfPsthFDVUSFEEKWnw8CB8PzzZn3LlBTo3h3efDPY\nkYkQdTmwTms9EpiCuR86gMe01qOdH5Y/7EzNTHU7mWsX3Y7cgtyQebIshBDBlJaVRq/4Xm7v3y+h\nX8gMVfd0mOWTwF+B9lpr13fwFSZ5GwEs0FqXaK2zALtSSlkWaSn+GmLp0qWLecOmtf/OIYQIDz/9\nBMOHw403wqpV8Mgjefz3v2YZk7/9DV5+OdgRilCjtZ6ltXY90EwEDjg/r3z8ow9cwyzdERkRSZfY\nLmzL3ubPkIQQIixszdpKt9hubu+f3CKZdfZ1fozIfW4nc0qpZCADKAZyS72UBcQ7P7JLbc92brNU\nSYnpmRs71uqWfxERYdr/9lv/nUMIEfpOnYIJE+APf4AHHjB/G1w6dTLFkv76V/OvEOdTSq0BPgTu\nxyRy9ymlliqlZiqlmlp5rsy8TM4Un6FV41ZuH9Mtthtbs7ZaGYYQQoSlrdmeJXP9bOHZM3c7MAso\n5NynixGY4SOF5+3v2m6pbdugYUNo08bqls81ZgwsWODfcwghQtsjj0BSEtx7b9mvt2kD770Ht94K\nx2S0mjiP1nogZq7cLOB9zFzykUAKZh6dZTYc2kDfhL5uFT9x6Rbbja3ZkswJIcTW7K10a+5+Mteh\naQeOnT5Gdn525Tv7WaUFUEoZAdwHFAGNS22PBw4CmUDP87bby2rIbi9zs1u++qoeAwbUxG4/7nUb\n7ujaNYLly+NITz9E3bp+PVWF8vLyfLpe1Y1cL8/JNStbWlpNPv20KUuXZmG3//Jc6vzr1bUrDB/e\nmIcfdvDUUyeCEaoIMUqpJCBLa31Aa71BKRUJpGmtXcVP5gGvlXe8N7+PS/QSVEPl0bEJNRKYkzEn\nrH//5e+XZ+R6eUaul2fC9XrlF+VzKO8QdQvqehR/95juLEhbwEWtglsExa1kTinVAijQWhc6v96o\nlBqgtV4LTAL+D0gHfqeUehxTwStaa727rPZstsrXwCnP+vVmYW+brb7XbbjDZoNevSA93call/r1\nVBWy2+0+Xa/qRq6X5+SaXcjhMHPknnoKunQ5t2RlWdfr73+Hbt3gscca0L59ICMNfZmZmcEOIRgG\nA22A3yql4oCGwCtKqWe11mnAUGBLeQd78/u4e/luru1+rUfHDq8/nIdXPBzWv//y98szcr08I9fL\nM+F6vdYdXEfn2M4ktkz06LjBbQazv3C/19+zVfdHd4dZJnBuL9tjwItKqXXALq31amfRk3cww0e+\nBh60JMJSSkpg2TIYOdLqlst28cWweHFgziWECB3ffQcZGWb4pDvi4uD+++EZSwfOiTD2BhCvlPoB\nUyTsbuAV4C2l1GJgIqagmGU8WZbAJbFRIvmF+eQW5Fa+sxBCVFFbsrZ4NF/OpW9CX9YfWu+HiDzj\nVs+cs3Ll+FJfbwcGlrHfK5gbll9s3QrR0dCypb/OcK5Ro+CxxwJzLiFE6Hj+efjzn6FmTfePuf9+\n6NABDhyARM8e7okqxjmKZXoZLw3wx/mOnDrC8dPHaRfdzqPjIiIi6Brbla1ZWxnW2k8LtwohRIjz\ntPiJS9+Evvx+0e/9EJFnPF2aIKiWLAlcrxyYdaW2bIG8vMCdUwgRXKmpZjmCKVM8O65pU7j5Znjx\nRb+EJUS51meup09CHyIjPL+lSxEUIUR1ty17m0fFT1w6NO1AzqmcoI9uCKtkbunSwCZzdepAcjKs\nWBG4cwohguuf/zTLEHjSK+dy772muuWZM9bHJUR51meup2+8Z0MsXbrEdkEfkUVVhRDVl87RdG7W\n2ePjIiMi6R3fmw2ZG/wQlQdxBPXsHgj0fDmXkSNNEimEqPqysmDePLjtNu+Ob9/eFE764gtr4xKi\nIqmZqR7Pl3PpFNOJnbk7LY5ICCHCQ2FxIRknMmjbpK1Xx/dN6Mv6zODOmwubZG7LFjOMqUWLwJ53\n1CgzvFMIUfV99BFccQU0aeJ9G7ffDm++aV1MQlRmfeZ6kmxJXh3bsWlHduZIMieEqJ5+OvoTrRq3\nomaUF8NxCI0iKGGTzK1aBUOHBv68AwbA9u1wQpaPEqLKe/dduOkm39q48kpISzPz7oTwt6MFR8nK\nz6Jj045eHd8uuh0Hjh+gqLjI4siEECL07crZ5fXfT5CeOY+sXg2DBwf+vLVrQ//+Mm9OiKpu40Y4\nfhxGjPCtndq1TfGUTz6xJi4hKrLx0EZ6xfUiKjLKq+Nr16hNi0Yt2HNsj8WRlS8rP4txH42j1+u9\n+GHfDwE7rxAidP1rzb9o/1J7Hv3+URwOR8DOuzNnJ51iOnl9fOdmnck4kcGJM8Hr9QmbZG7VKhg0\nKDjnHjlShloKUdW5euUiLfirOG0a/O9/vrcjRGVSM1NJSvBuiKVLp5hOARtq6XA4uG72dXRp1oUn\nRzzJ1Z9ezeGThwNybiFEaPps22e8/OPLzLxqJov2LOKltS8F7Ny7cn3rmasRWYMezXuw6dAmC6Py\nTFgkc9nZ5qNr1+Ccf/hwWL48OOcWQvjf2bMwcybceKM17Q0daoqpaCkSKPzMm8XCz9epaeCSuTk7\n55BTkMOMS2YwqcskpveYzjM/PBOQcwshQk9RcRGPLnyUtya+Rf8W/Zl51Uye+eEZjp8+HpDz78zZ\nSccY75M5CP5Qy7BI5lavNnPXrHhi7o3kZFOA5dSp4JxfCOFfy5dDy5amGqUVoqJg6lSYNcua9oQo\njyXJXAB75masmsHjwx7/eVjobwf/lo/TPubY6WMBOb8QIrTM3TkXW0Mbo9qOAqBjTEfGdxzPG6lv\nBOT8u3J3+TTMEoJfBCVskrlgzJdzqVcPuneHdeuCF0MoKCkxRR0OHQp2JEJYa/ZsuOoqa9ucMkWW\nKBD+lXcmjwMnDtAltotP7QQqmdt3bB87juzgCnXFz9tcb+K+2C6/LEJUR+9uepdbet9yzrY7ku7g\nvU3v+X3u3KmiUxw5dYTERok+tRPsnrka7uyklLoO+I3zyz8BKcD7QGMgA5iutS5SSk0CHgZqA69o\nrf9rRZCrVsHjj1vRkveGDIGVK30vjhCuZs6E3/8eiotND6VS8NJL0K9fsCMTwjclJSbpWrzY2nYH\nDYL9+yEjw/T6iepDKVUXeBeIA+oBTwNrKeO+6ct5Nh7aSI/mPagR6datvFyBSuZmbZ3F5M6TLygB\nPrXrVD7Y/AG/6vMrv8cghAgd+YX5LN6zmA8mfXDO9iGJQygoKmDT4U30ju/tt/Pvzt1Nu+h2XheQ\ncukW24303HQKigqoW7OuRdG5r9KeOaVUfeAhYBBwGTAJmAG8rbUeDOwDpiulGji3XwoMBR5RStXz\nNcCiIli/3gyzDCZXMlfdOBzw9NPwxBPw8cdw4ICZC3T33TBuHMyZE+wIhfDNmjUQHW0eUFipRg3z\nOzJ3rrXtirBwObBOaz0SmAL8HXN/fMd539wLTPf1JFYMsQRIbJxITkEOJwtP+txWRWZtncU13a+5\nYPuEjhNYtncZp4pkLoMQ1cnSvUtJSkiiUe1G52yPiIhgYqeJzNs5z6/n93VZApfaNWrTuVln0rLS\nLIjKc+4MsxwDzNNaF2mtD2mt7wBGAq638V8BY4Fk4Eet9UmtdQGwAhjma4CbNkGbNtC4sa8t+WbI\nEDPcs6QkuHEE2ttvm1655ct/GeoaFQU33ADz5sEtt0BqanBjFMIX/hhi6XLZZZLMVUda61la6xec\nXyYCB4ARwNfObV9j7q0+Sc1MtSSZi4yIpEPTDuzO3e1zW+U5fPIwPx39iWGtL3xb0LB2Q3rH92bl\n/mr4xFSIamzB7gWM7TC2zNfGdRzHgvQFfj3/zpydliRzENyhlu4kc4lAc6XUN0qpZUqpUUADrfUZ\n5+tZQLzzI7vUcdnObT5ZvTp4SxKUFhcHTZuaBcSri61bzdDKzz+H+DL+J/v3h9dfN2+E8/ICH58Q\nvnI44MsvYfJk/7Q/diz88IMUT6qulFJrgA+BB4CGZdw3fZJiT6GfzZqx7v4earl4z2JGtB5R7pDQ\nUW1GsWSvrAEkRHXybfq3jGlf9nOtEa1HsOnQJr8WR7Ki+IlLn/g+QUvm3BloXxtoDkwA2gOLgLOl\nXo8ASoDC846LAMqcuWi3290OcOnSJgweXIjdHvx3Q337NmHevEKiowMXS15enkfXyyoOB9x6awwP\nPVRA48anKC+EQYNgwIAmPPRQCU8/HbwFE12Cdb3CWXW+Zrt3R1FQ0IxmzQ6X+zN+Pk+vV/fuMXzy\nyUkuvfRM5TuLKkVrPVAp1RuYxYX3zXJn9rvz83Wy8CT7ju0j+my0Jb+/CbUSSN2bytDooT63VZY5\nW+fQr2m/cmPt0bAH/5fyf9zX5T6P2q3Of7+8IdfLM3K9POPJ9crMz+RI/hFiS2LLPSY5LplPUz9l\nQtsJVob5s62ZWxnfYrwl/8eJNRP5z/7/BOXnxZ1k7hCwWmvtAHYrpU4A9ZRSdbTWpzFPF+1AJmay\nt0s8JvG7gM1mczvAbdvgiSfqYbM1cfsYf7nkEli+PLCx2O12j66XVWbONPMVH320NlFRFX+///63\nWQPwoYca0K1bgAIsR7CuVzirztfsf/+DiROhRQv3v39Pr9fkybBmTW1uvtmLAMNcdjaYW0P1opRK\nArK01ge01huVUhFAfhn3zTK58/O1dO9SesX3onXL1pbE3KdVH5bvX+6XvwUOh4NVh1bxx4v+iC22\n7PYnxk7klu9voWFMQxrWbuh229X575c35Hp5Rq6XZzy5Xmu2r2Fwq8G0bFF+hbBLO13K1ryt3G67\n3aoQz7H35F4Gq8HYGvr+f3xRs4u45ptraBbXjFpRtdw6JjPTmvujO8MsFwKjAZRSzYGGwFzgSufr\nk4F5wDqgh1KqobMYSn/Ap6W2T5ww1eCCnSC4VJciKMXFpujJX/9q5sdVJiYGHn7YFEkRIpx88w1M\n8M8Dv59deiksXOjfc4SiggLri8qEkcHArwGUUnGUf9/02rqD6ywbYglmbaddubssa680e56d/KJ8\nujQrfwmLaNKlAAAgAElEQVSFujXr0iOuR1DLewshAmdNxhoGtKi4uuGQVkNYecA/b7xPnDlBfmE+\nCQ0SLGmvfq36tI1uy7bsbZa054lKkzmttR34Qim1BHPzuRd4HrhTKbUWiAZmOUssP4FJ4JYBT5Wa\nH+CV9euhVy9TFS4UdO4Mx45V/XXWZs82BWcuvtj9Y+6911QFlGIoIlzk5cHatTB6tH/P06OHOdee\nPf49T6jZsgVatQp2FEHzBhCvlPoBUyTsLsq4b/pygnX2dSTbkn0O1KVj047syvFPMuequhkREVHh\nfv0S+pFiT/FLDEKI0LL24FoGthxY4T79bP3Ynr2d/MJ8y8+/K2cXHZp2qPTvkic8KYJy/PRxy87r\nVpqktX4LeOu8zaPK2G82MNuCuABISYFk6+5VPouMNHPEVq70X/W7YHM44NlnzYcnP99168Jjj5nj\nPv/cf/EJYZVFi8zvc4MG/j1PRIR5MLJoEdx2m3/PFUo2bYLe/lseKKRprQspe+mBC+6b3lpnX8fT\no562qjniG8RTcLaA46eP07iOteWjNxzaQJ/4PpXu18/Wz+/V64QQwXe25Cyp9lT6t+hf4X51atSh\nZ1xPfjz4I6PaWvbnEzCVLK0qfuLSN94kc7f0uaXSfV9a+xLjG4y35LzuDLMMmnXrQm9R6kGDzNP8\nqmrFCjhzxruhZ7/6lancV916IER4mjfP/0MsXS6+uPoNtdy40YysENbLzs8mtyDX0jciERERdGja\nwS9DLd1N5pJbJEvPnBDVwNasrSQ2TnTrwdGQxCGsOrDK8hh25ZqeOSt50jOXmmndULaQTuZSUkIv\nmRswwAwnrKpefx3uusuzXjmXBg1MQvfKK9bHJYSVHA4zX268NQ/FKuXqmatO61RW5545f1t7cC3J\ntmQiI6y9hftrqOWGzA1urYenYhSHTh7iaMFRy2MQQoSOzYc30zvevRtEP1s/UjKtf8izO3e3ZWvM\nufRJ6MPmw5s5c7biWWYOh4N19nWWnTdkk7mcHFMJLdQm0Ccnm7l8RUXBjsR62dmmt+LGG71v4777\n4N134eRJy8ISwnJbtkCdOtDR2r/j5UpMNIWCNm0KzPmCraTEfK/SM+cfy/ctZ3jr4Za327Gp9UVQ\nck7lkFuQS/um7SvdNyoyit7xvaUIihBV3ObDm+nZvKdb+ybZkki1W1+QYVfuLjrGWPsmoFHtRqhm\nqtJet4wTGRQVW5dIhGwyl5oKffuaeWqhpHFjaNPGvBmsat5/H664wiyO7q3WrWHwYPjsM+viEsJq\nixZ5VuDHCtVpqOXevdCkiW9/S6qzgqKCCl//Yf8PDGs1zPLz+qOi5cZDG+kV38vtXsQezXuwNXur\npTEIIULL5qzN9Ijr4da+7aPbc+LMCbLzsy2NYVfOLst75gCGtRrGD/t+qHCf1RmrGZQ4yLJzhliq\n9It160Kr+ElpVXWo5ccf+9Yr53LLLfDf//rejhD+smgRXHRRYM85cqSZU1odbNwoQyx9seHQhnJf\nyy/MZ/PhzQxoWXFJb2/4Y5ilu/PlXLo3786WrCr4tFQI8bPNhzfTM869nrmIiAj6JvS1dI7Z0YKj\nnCk+Q/P6zS1r02V46+Es31/xymxrMtYwsEXFlTw9EbLJXCjOl3MZOLDqJXM7d4Ldbt5w+mrCBNi+\nHXbv9r0tEVy7d5s5kC+9BDt2BDsaa5w9C8uXwyhrC2NVatgwU2CouDiw5w0GKX7im2V7l5X72tqD\na+kd35t6NetZfl5/9Mx5k8ylZaVZGoMQInRk52dTUFRAYqNEt49JSkiytDiSa76clcsSuAxrNYyV\n+1dSXFL+zb5a9cyFcjJX1SpazpwJV1/t3iLhlalVC6ZPN3PnRHgqLoZHHjFDZjdtgm3bTKJ/770m\nGQpnKSlmOHBsbGDPGxdnPtKqwftUKX7im0V7FpX72oLdC7iorX+6lWPrxXK25Cy5BbmWtelu8ROX\nbrHd2Jq1FYfDYVkMQojQkZaVRs+4nh4lUkm2JEt75nbn7ra8kqVLbP1YWjdpzZqMsnt98gvzSTuc\nRj+bdUlOSCZzmZlw6hS0axfsSMrWtavpxcq17n4XVA6HSeauvda6Nm+5Bd57r3pV76sqSkrguutM\n0rN9O7z5pqlyqjX89BNMmxbevUvBGGLpMnx49RhqKT1zvll7cC2nz54u87W5O+cysdNEv5w3IiLC\n0qGW+YX57D22l66xXd0+JqZeDA1qNWD/8f2WxCCECC2eDLF0SUqwtgjKrlz/zJdzmdhpInN3zi3z\ntR/2/UCSLYkGtaxb5DYkkznXEEs/9H5aIirKxPfjj8GOxBobN0JhoZkLaJUePSA62gwrE+HlT3+C\nQ4dg/nxTgdGlcWP48ks4ehSefDJo4flMkjn/OnrUfITqw7hw0L159zLXVUrPTSe3IJckW5Lfzm3l\nUMvNhzfTJbYLNaNqenRcj7geQZk3t+foHl5a+xJ7jspiqaJqW7JnCf9J/Q/5hfkBP7c3yVz7pu05\nfuY4R04dsSQGf/bMAVzW6TLm7JxT5mvfpX/Hpe0utfR8IZ3MhbIBA6rOUMvPP4epU61Pnq+5BmbN\nsrZN4V/Ll5se1c8+g9q1L3y9dm3Ti/vOO+GZqBcUmCHcw62v6u4WVzJXlUeQbdoEPXuGXiXicDK2\n/Vi+1l9fsP1r/TUTOk6wfH250qzsmfN0vpxL99jAF0HRRzSD3xnM2oNrGfT2IOkZFFXWx2kfc/NX\nN/Plji+Z8PEEzpYEdu7EtuxtHvXWA0RGRNIrrhcbD220JAZ/LEtQWrItmexT2aTnpp+z3eFw8KX+\nkgmdJlh6vkrvCEqpEUqpLKXUYqXUEqXUi0qpWKXUfKXUKqXUJ0qpms59Jzm3pSqlfuVtUBs2mGUJ\nQllVKoLy9ddmSQKrTZtmkoJwn2NVXZw5A3fcAS+/XPF8srg4+Oc/4Z57wu//duVKk2g0bBic87dq\nBfXqmSGrVZUMsTSUUs8574c/KqWmKKX+q5Ta7LyXLlZKjSvv2Gu6X8MnWz85ZwK9w+Hg3U3vcl2P\n6/wat5VrzXk6X86le/PubMkOXDLncDi495t7eWTwI3w0+SMeHPAg98y7J2DnFyJQck7l8OsFv+bL\naV8y59o5REVG8eqPrwbs/A6HA52jUTGeLyLdJ76Pdcmcn5YlcImKjGJat2m8v+n9c7b/ePBHakfV\nplectTdJdx/vLdVaj9Zaj9JaPwjMAN7WWg8G9gHTlVINnNsvBYYCjyilvCq3tWED9PH8YV5AuXrm\nwv0J+969Zo6ilUMsXdq3N4slLyu/MJsIIS+8AErBpEmV7zt1KjRvDm+95f+4rBTMIZYuI0ZU7d8J\nKX4CSqlhQE/nPXIM8E/AATzmvJeO1lrPL/f4ZoqWjVoyb9e8n7etPbiWvDN5jGrr3zKsVg6z9LZn\nrmtsV7ZmBW6tuTUZa9hzbA/39b8PgN8M+g2pmamyRIKoct5IfYMJnSbQJ6EPUZFR/O3ivzFj1QzO\nnD0TkPNn5WcRQQTN6jXz+Nje8b0rXLbFXf5clqC02/rextsb3qawuPDnbW+uf5Pre15veRVNd5O5\n8886EnANBv0KGAskAz9qrU9qrQuAFYDHq5oeOQInTkDbtp4eGVjx8dCoEeyytopzwM2ZY5YSsKKK\nZVmmTZOhluEgN9f0tr3wgnv7R0TAX/4Czz9v5luGi1BI5oYPr9rJnPTMAbASuNr5+TGgFuZ+6/Yd\n/OHBD/OXH/5CcUkxDoeDxxc/zqNDHvXrEEv4ZZilr9Uki4qL2Ja9zeO5MWCS2Z05OwNW0fK1lNe4\nu9/dP8/tq12jNncl3cXrKa8H5PxCBEKJo4TXU17nwQEP/rwtyZZEh6Yd+GbXNwGJQedoOjfr7FUy\n0zu+tyU9c/5clqC0nnE96RnXk9fWvQaYOblf7PiCu/vdbfm53L0rdFVKzVNK/aCUuhhooLV2pfFZ\nQLzzo/Ty7NnObR5xvREIh/kWVWGo5ddfw+WX+6/9q682c/KKivx3DuG7v/0NrroKOngwH3jgQOjc\nOXyWoDh2zKyVN9C6dTq9MnSoGe5ZFRUWmiGk3bsHO5Lg0lqXaK1POb+8HZgHlAD3K6WWKqVmKqWa\nVtTG5C6TaVCrAQ/Mf4Dfffc7jp8+zi19bvF36MTUiyEyItLnQgPbsrfRuklr6teq7/GxTeo0oX6t\n+tjz7D7F4I7TZ0/zlf6KG3vdeM7263pcx2fbPqtwrSghwsnajLU0qNWA3vHnDp24oecNfJj2YUBi\n0Ec0qpnnQywBujXvxk9Hf6KgqMCnGPxd/KS0GZfM4C/L/8J7G99j6qdTeXzY48TUi6n8QA/VcGOf\nXcAzWuv/KaXaAEs59+liBOYmdf7z+QjMsJIL2O3l/4Fetqw+nTpFYbefcCO04OrSpT6LFtXg4ouP\n++0ceXl5FV4vX5w4EcGaNXH8+9+Hsdv98wS0Zk1o3boZn3ySx6hR/u/G9+f1qqr27z/FG2+U8P33\nWdjtnq0lcc89tXjggSaMG5flt95dqyxYUIe+feuRk+PbmiK+/ow1aAAnTsSTmppFQkLVWrtj27Ya\ntGwZzbFj2Rw7Fuxogk8pdQVwK3AJkAQc11qvV0r9FngGuLes41w/Xy8OfZGn1jxFsaOYt0e/Tfbh\n7LJ2t1zrhq1ZtXMVyXHJXrexeOdiOjfu7PXvStuGbVmpVzK0xdAK9/P193HJgSWoJoqzx89iP/5L\nO/WpT0ztGL7a8BUDE4L8BMhCco/0TFW6Xu+te4+xrcZe8P0Mjh7Mg7sfJH1/OnVr1PXpHJVdr9R9\nqSTUSfD6mrZr1I7FWxfTp7n3c7HW71tPfK34gPy/RhPN66Nf55XUVxhtG820VtP8ct5KkzmttR34\nn/PzvUqpQ0CCUqqO1vo0pvfNDmQCcaUOjQfKXPnUZrOVe76ffoKLLwabzbr1F/zl0kvNIso2m+dP\nHt1lt9srvF6+WLEChg2Djh0T/NK+y/TpsGRJDNOn+/U0gH+vV1X18ssnuPLKSPr187gjnSuuMMMt\nN22ycdllfgjOQhs2wLhxFf/9cYcVP2NDhsCePfEk+a/CfFAsWgRJSede48zMzCBGFDxKqTHAH4FL\ntNYngCWlXp4HvFbesa7rZ8PGZ+0/82eYZeoa35VjEcd8+jnfu2kvQ9oN8bqN7gndyY3IrfR4X38f\nV25YyZQeU8ps4/Iul7PxxEYmJ032uv1QI/dIz1Sl67U6azVvXPbGBd+PDRt9Evqwu3A3Y1qN8ekc\nlV2vg2cOMqbLGK+vaXJiMgeLDzLB5n01yMNrDzOqzaiA/b9eZbuKq5KuKvM1q+6P7lSznKaU+rPz\n82aYhO0t4ErnLpMxN6Z1QA+lVENnMZT+wHJPAwqH4icuffqYIUWnTlW+byiaMwcm+mft2XNcdZVZ\nnyzUhloWF5u11P75TzPc9Exg5v+GlKIieO+9+jzwgPdt3HcfvBq4YlheC4X5ci6DB8Pq1cGOwnob\nN0rxEwClVCPg78B4rfUx57ZZSqkezl2GAiFbXcOKipbeFj9xUTEKfcS/ZV8dDgdzds4pdxH20W1H\ns3jPYr/GIEQgZOdns/fYXvrZyl73a0z7MXyb/q3f4/BlmCVYU9HS38sSBIM7M9PmAr2UUiswxU7u\nwgwPuVMptRaIBmZprYuAJzAJ3DLgqVLz6txy6hTs2QNdPVt+Imjq1DFzQ1KtW5Q+YBwOWLjQ9C76\nW+vWprLl0qX+P5e7duwwbzqffNL8zL3wAnTrFp7/l7748kto1eqsTw9Qpk0z1233buvisprdbhZC\nD5UHRYMHw6oL14QOe1L85GfTgCbALOeSPouBl4G3nJ9PBJ4MYnwV8jWZK3GUsPHQRvok+JDMNVPs\nzN3p9fHuSD+ajsPhoHOzzmW+PqTVEDYe2hiUhZWFsNKyfcsY2mooNSLLHpAXiGSusLiQ/cf30z66\nvddtWFHR0t/LEgSDO8Ms8zG9b+e7oD6y1no2MNvbYNLSTEGFWrW8bSHwBgwwRVCGeVy3M7i2bTPJ\naLt2gTnflClmzblLLgnM+SqyfbvpoXnqKbjttl8WS//0Uxg71vw7cmRQQwyYl16CW27JB8pYIdxN\nderAjTeahcSfe8662Ky0eLH5Pw2VeX3JybB5M5w+ba5fVeBwyLIELlrrN4E3y3jJD4vAWK9jjG8L\nh6fnphNdN5qmdSus8VKhQPTMLd+3nOGth5db1a5ezXr0TejLiv0rGNPBt+FnQgTT4j2LGd1mdLmv\nJ9mSyMzL5NDJQ8Q38HzKhTvSc9NJbJxI7Rrev9/oFd+LtMNpFJcUExXp+Q09UMsSBFpI1YwMpyGW\nLgMHmvXmwo1ryJmfK7P+bMoU+OKL4C8ynZdnqnc++yzcfvu53//UqWYZhWnTqvaizi7r18O+fTB2\n7Gmf27rpJvjgAzN0NRSF0hBLgPr1zYOr9euDHYl1Dh6EGjXMsi0ivLl65rxdGsDXIZYAbaPbknEi\nw6/rX/2w/weGtar4Sezw1sNZsX+F32IQIhBW7F/BsNbl/6xHRkQyKHEQqw/4b/y/t4uFl9akThOa\n12/O7lzvhgLtOLLD66URQllIJXMbN4ZnMrd6dfgtHh7oN7dt20KrVrDc41mU1rr/fhg1Cn71q7Jf\nHz3a9Nhdc014rZ/mjZdegnvuMW/AfdWjB8TGhtZQWheHI/SSOYBBg6rWUEuZL1d1RNeNpnZUbQ7n\nH/bq+A2ZG+ib0NenGGpF1aJV41b8dPQnn9qpiKtnriLJtmTW2df5LQYh/C2/MJ/dubvpFVfxGPjB\nLQez6oD/bkr6iO/JHPg21HL7ke10adbF5xhCTUglcxs2hN+bgbZtTRGJjIxgR+K+s2fNosWjy+9x\n94spU8wQxmBZudK8qf/HPyre7847ITHRJHVVVVYWfPWV6Z20yo03wvvvW9eeVdLTTY+h8v0eYqmq\nVgRFkrmqxZehllb0zIGZN6dz/DNM4tDJQ+QW5NIltuI3dsktTDIXqAXMhbDahkMb6Na8W6XDGwcl\nDmJVhh+TuRzfip+4+LJ4+PZsSeb86uxZ2LIl/CbPR0SYJ+zhtHh4SorpJYuLq3xfK02ZYhYQD8ZQ\nvOJi0yv3t7+Zdb4qEhEBb74Jb71l5gBVRf/5j/n/iLFw7crrrjMJ4smT1rVphUAPKXaXqwhKVXmP\nKMlc1eJtERSHw8H6zPU+FT9x6dS0k9/mzW08tJG+CX2JjKj4bZCtoY06Neqw59gev8QhhL+tO7iO\nZFvla0b2b9GfjYc2+m1os87R5RYb8oQvFS135Oyo9AFOOAqZZG7nTrDZoFGjYEfiuYEDwyuZW7TI\nrOUXaB06QEKC6SELtI8/hnr1zPBJd8TFwTPPmHUESwK0rnNRERw54v8390VF8NprJrm1UvPmZv20\nr76ytl1fheIQSzBVXsHMW6wKJJmrWjrFdGJnjufVJO15dhw4aNGwhc8x+LNnbtOhTZUOO3Pp36I/\n6w4GZ6jlqaJTvLjmRb7c8WVQzi98U1BUwMtrX+azbZ8FrXd3nX0d/Vv0r3S/BrUa0Cmmk8+l/8tj\n9TBLb66n9Mz5WTgOsXQJt2Ru4cLgvbkNxlDL4mKzsPXTT3vWO3PrrWbe3Acf+C82gPx8eOghaNYM\nOnY0Q3c/+sh/5/vsM+jUCXr2tL7tq68O7lDa85WUwJIlgR9S7I6IiKqzRMGJE2bph45Vq9pztdYt\nthtbs7d6fNyGQ2a+nBUFBlSM8nm9u/JsOryJXvHuJXPJtmRS7Cl+iaMiZ0vOMuHjCXz/0/c8tvAx\nXv0xDBb0FD8rcZQw+ZPJzNs1jz8v/TP/WF3JHA8/SbGnlLu+3Pn6xvdlfab1lblyTuVQVFJkSRXJ\nlo1aUlxSzKGThzw67vTZ0xzMO0i76ACVcQ+gkEnmwrH4iUu/fib+cCiYceoUrFsHwyue8+03U6bA\n7NmB6+0C+OQTkyiNumAxjYpFRcG//w2PPQbHjvkntsxM6N/f9MhpDUePwsyZplfwz3/2zzlfegmf\nFgmvyBVXmGUATpzwT/ue2rwZoqPNHMhQNGhQ1Zg3t3mzWXMzVJZ+EL7r3rw7W7I8X9d8Q6Y18+XA\n+95Bd2w8tNHtnrmecT3ZnLXZL3FU5K31b+FwOPj62q+Zc+0c/rz0z2ScCKMJ+tXcR5s/4mjBUeZe\nN5dvrvuG51c8z56jgR2um1+YT8aJDLd7xPom9PV5Hbey7MrdRaeYTpY85ImIiPBq3tzOnJ20bdKW\nmlE1fY4h1IRMMheOyxK4NGxohhCGw/yqFStMD2jDhsE5v1ImsQrUG1iHw6x99sc/ejdnql8/uPJK\nePxx62PLyIARI2D6dNP75yrpPmgQ/PCD6UF75RVrz/njjyaBvPxya9t1adLErLk4d65/2vfUwoXB\nGVLsrqrSMydDLKuedtHtOHzyMHln8jw6zqriJwDxDeI5VXSKY6etfZpWUFTAnmN73J4706N5D68S\nW18UlxTz3PLnmHHJDCIjIukY05Hre17Py2tfDmgcwjsOh4NnfniGv178V2pE1qB1k9bckXQHM1bN\nCGgc249sp1NMJ7cTmL4J/umZs3qhbm8qWm7P3l4l58tBiCRzDkf4vxkIl6GWoTB/yLWAeCAsWWJ6\nAceO9b6N554za+R5moCmp5vvMz39wtd++skkcnfcAX/4w4WvN28OX39thob++KN3cZflpZfgvvv8\n24MydWroDLUM1vxQd/XtCzt2mKG24Szc/36LC0VFRtEltgvbsrd5dFxqZqrPyxK4RERE0Cmmk08L\nmJdla/ZWOsV0olZULbf2b9W4FScLT5JbkGtpHBWZv3s+CQ0TSG7xS+GKBwY8wDsb36GouChgcQjv\nrNi/ghqRNRjResTP2+7vfz8zt8zkVNGpgMWRdjiNHnE93N6/Z1xPtmVvs/xnbGfOTkuTOW+KoFTV\nZQnAzWROKVVHKZWulLpRKRWrlJqvlFqllPpEKVXTuc8k57ZUpVQ5q3iVLSPDrHWVkODNtxAawimZ\nC/abW1cyF4ihli++aIYU+tKzHx0N//ynKePvzlDa4mL47W9ND9sHH5h/J00ySZlrzbNhw8w+v/td\n+e20bw8vvww33wxnLCgudfAgzJtn5gL60xVXmO8xz7MH+pY7c8YU2/F0eG0g1aljhiempgY7Et9I\nMnchpdRzznvij0qpq8q7d4YyT4daZudnc/z0cTo07WBZDB2bdrR8qKUnxU/AJJXdYruRdjjN0jgq\nMmvrLG7qddM529pFt6ND0w4s3rM4YHEI73yc9jE39brpnGGFCQ0TSLYlM3dn4IaupGWl0aO5+8lc\n/Vr1adOkjccPcSrjGmZpFW+GWW7N3krX2K6WxRBK3O2Z+xNwxPn5DOBtrfVgYB8wXSnVwLn9UmAo\n8IhSqp67QYTzEEuXcEjmcnNN1dABA4IbR9euZpinlT1OZUlPN2/mr7/e97auvhratIFnn614v6Ii\ns97ahg2mx+Wrr2DvXpNQTJtmvu877zRLH9xzj3vn7dQJnn/e9+/hlVfghhtMcupP0dEwdGjwh1qu\nWWOG9fr7+/VVuM+bO3sWtm83C8cLQyk1DOjpvE+OAf6FuUe+49y2F5gevAjd0z3Ws2QuNTOVJFuS\nJfNiXPwxb27TYc+SOTBDLdOyApPMnS05y/xd85nYaeIFr03tOpXPtgVoaIvwisPh4Jvd3zBRXfj/\nd3W3q5m9fXbAYknLSqN78+4eHeOPoZa7cnfRMca6njnVTHEw76BHw8A9fYgTTipN5pRSClDAPCAC\nGAHMcb78FTAWSAZ+1Fqf1FoXACuAYe4GURWe6ioFOTlmMeZQtWSJKR1fy72RJX41dar/h1q++irc\ncgvUr+97W6615958E77/vux9zpwxCdvRo6YHrGlTs71ePdM7mJ4OBw7Arl0wfrz75331VfOxfbv3\n8Z88aWL/9a+9b8MToTDUMhR6od0RDg+CKqI1tGxpze9ZFbISuNr5+TGgFjAK+Nq57WtMkhfSujfv\nzpZs95O5FHsK/RLcq5rnrk4xndiZ64dkzs1Kli494noErGdu9YHVJDZOJLHxhZWbxrQfw6I9iwIS\nR0UcDgcljgBWMnNTKMTk6tUqa0jfmPZjWPTTIopLArPgbtphz3rmwPpkzuFwWD7MskZkDbrFdmPz\nYfcKE50sPGkKwViwaHkocqdn7gXgN5hEDqCh1to16CsLiHd+ZJc6Jtu5zS3hXMnSJTLS9HiF8puy\nUHpz6xpq6a9lV/Ly4L33zDpxVklIMOvVTZ9+4f/zyZNmeGFEhJlfV7fuhcdHRppeIk8fWrdoYSpb\n3nWX99fr3XfNHL12AarIe+WVpvhIMBcQD/XiJy6DBpmfp3BdPLwqPIyzmta6RGvtmhhzG+ZhaP0y\n7p0hzdNhlp6UQHeX1T1zDoeDzYc3e9Uz50li64u5O+eW2SsH0DW2K6eKTgW8KmJpGScy6PV6Lxo9\n34iPNvtxHR0PlDhKuHvu3dR8pibTP58esGSpLPN3z2d8h/Fl9lAnNk6kef3mfqkYeb7s/GxOnz1N\ny0YtPTquT3wfS+M7nH+YOjXqEF3X2mEyngy1TDucRtfYrtSIrGFpDKGiwu9KKXUDsExrvd900AFQ\netZQBFBy3jbX9nLfmtjt9nO+Tk1tzkMP5WC3B++XzwrdujXk+++hXz/rJgvl5eVdcL28tWBBc15/\nPRe7/awl7fmiaVOIimrO/PlH6d3buom2ruv17rv1GDiwNjVrHsWiyweYIY9//3ttJkxowu235zNy\n5BnS02swY0ZDhg49w3PPHScnx7rzuVxxBbz1VjP+9a98pk0r8OjYM2fg+eeb8/rrR7HbL7zWVv6M\nlZaU1JSPPjrFxImnLW+7Mnl5EWzaFEebNocs/f83bVt7vWrUgJKSOH788QiJieH3N3DFika0a1eC\n3R7EzD1EKaWuwCRzlwDjSr3k0T0yWCIdkZwqPMXm9M00q9us0v3XZqzl0d6PWhp/g8IG6COagwcP\nliLv96AAACAASURBVPnm2NPfx4y8DGpH1qboeBH24+4fF1MSQ9qhtHLjsNJ3u77jTwP+VO73NSh+\nELM3zOa6ztd53Lavf79KHCVc/vXlTGg9gUuHXcqUeVOwRdpQTYPb4/GftP+QkpHCpus3cefCO/nD\n/D/wYJ8HfW7Xm+s1b/s8ru98fbnHDY4fzGcbPsOGzef4KrLSvpJOTTqRmZnp0XHNHc3ZfGizVz/r\nZV2vNZlraNOwjeV/19rUbcPKn1YyqeWkSvddppfRsWHHkPnbarXKUtQJQBul1FVAC0zSVqCUqqO1\nPo15smgHMoG4UsfFA+WOA7DZfvkBPn7czOUaPDgu7NcouuQSmDEDbDbr6v7b7fZzrpe3DhwwvVUX\nX9ycyJCoYQrXXgvLlsW6PeTQHXa7nYQEGx98AK+/DjZbGV1kPrrhBtML+9e/NuLRR80Qs3//G8aP\nrwH4b6zZO+/AuHG1uOGGaJpV/r7qZ6++anpOJk6MLfN1q37GznfddbBwYR3uvNPypis1Z47p8Wrf\n3vrvyx/Xa8gQ2LMnLujzWb2xezf85jdgszUq83VP30hUFUqpMcAfgUu01ieUUifKuHeWyR+/j97q\n16IfGSUZ9LT1rHC/QycPcab4DAPVQEuTHRs26tWsR2SjSBIaXlglzdPfxxSdQh9bH4+vsQ0b9WvX\np7hBMa0at/LoWE/kF+az89hOxvcaT50adcrc57Kul7Fwz0J+Z6ugglY5fP379enWT4mqEcWz454l\nMiKSP5z4A69tf41Ppn7idZu+OnHmBP/e/G+W3byMLrFd+Pjqj+n7n748Nvoxn3uDPL1eJY4SNmRv\nYNY1s8pdIHtSj0n8Y80//P57fjjjMH1b9vXqZ71x3cYU1iukbXRbj44t63odPXSUbvHdLP9+RxWP\n4vOfPner3X3r9zGo3aCQ+tsK1t0fK3xbr7W+Rms9UGs9CHgLeBqYC1zp3GUyZvjIOqCHUqqhsxhK\nf2C5OwFUpcVm+/c3C3IXh+DD9UWLYPRoQiaRA/8NtVy82Pw8+XNh9E6dTHK1aZOZH2dlQlqevn1N\ngvTww+4fU1BgllZ4+mn/xVWeK6+Eb781MQRauAyxdBk4MDyLoFSFZWX8QSnVCPg7MF5r7VokbQEX\n3jtDXrItmRR7SqX7rTu4jn62fn7ptbJyqKUvRRA6N+uMPqItiaM8aw+upXd873ITOYBhrYex+kBw\n/mC8uu5VHhvyGJER5s3Enf3uZPGexew7ti8o8QDMTJvJsNbDfl5DrHWT1kzoOIG31r8V8Fi2Z2+n\nWb1m5SZyAIMSB7Hu4Dq/DwXdcWQHnZt19urYnnE92XTYmsWTd+bstLSSpUvPuJ5sP7KdM2crL/e9\n4dAGesdX3RuVJ2/tXX+hnwPuVEqtBaKBWVrrIuAJTAK3DHiq1NyAClWlNwIxMWCzwdatwY7kQgsX\nBn99ufP16mXmj22weOj4q6+atdT8PBImKJ5+2iTmy5a5t////Z/p9UlK8m9cZYmNNQnod98F/tzh\nlsy55s2FG7vdPCCKD/nZXwE3DWgCzFJKLVFKLcbMPz/n3hnMAN2VbEtmnX1dpfst37+coa2G+iUG\nK5O5jYc3ep3MqRiFzvFvMrd833KGJlZ8HTs07cDxM8c5fPKwX2M53+7c3Ww/sv2cKo0NajVgStcp\n/G/L/wIaS2nvbHyH2/rcds62W/vcyodpHwY8ltUZqxmUOKjCfZrWbYqtoc3vC9HrHI2K8W74a6+4\nXmw6ZE0ytyvX2gXDXerXqk/nZp0rfdh05uwZ0rLSSEoIwhuhAHF7JqDW+qlSX16wcpPWejbgcb3V\njRshObny/cKFqzJdz4pHpASUa22zYPTOVCQi4peqln2tWWOWgwejWLYM3n/fmvZCTcOGZu28u+4y\nvzu1a5e/7+7dZjkCq5NlT1x1Fcyebeb8BYrdDpmZ4VVUKSkJtmyB06fN2nPhwvUwrio+OPGF1vpN\n4M0yXgrhVQ/LltwimXu/uReHw1Fhr9vy/ct5dnQla7d4yeqeuWdGPePVsZ2bdWbHkR2WxFGelQdW\ncn//+yvcJzIi8uck+7JOl/k1ntK+2P4FkztPvmCx9Wu6X8ND3z7Eo0MfDVgsLpl5mezK2cUl7S85\nZ/uw1sPIOZXD9uztP/fYBcKqA6sY1LLiZA5M79zqjNUeV1X1hD6iva7e2CuuF7O2WvO8aWfOTkuX\nJShtWKthLN+/nCGthpS7z/rM9agYRf1aVbfkctAH3W3aVHV65iA0n7Bv22beIAaqkqEnpkyBWbOs\nG2r5/vv1uOEGaNDAmvZC0ZVXmqHJDzxQ/j6FhWZO4hNPQOKF1a0DZtIks96cO4utW+W778yQ4nAa\nul2vHnTpAuutXdrH76rSyApRtsRGiThwkHEio9x9ThWdYvPhzQxsOdAvMVi1PEHemTwyT2Z6PeTL\n3z1zDoeD9ZnrSbJV3oOQbEtm3cHKe0yt9JX+iis6X/hkblirYew7to/MvMDPj12wewGXtL/kgiqF\nkRGRXNbpMubvnh/QeNYeXOvW78HAFgNZk+G/N4v5hflkn8qmdePWXh3fK76XJcMsSxwlpB9Np0PT\nDj63VZahrYayfH/Fs7pWZ6z+//bOPLyq6ur/n5sQxiQkZCQBCQmyQwZGE2aZBEGsinWodah1pFWr\nHWxf/bW1tm8HH7Vvq33t26rUWmudFSuIMiiIyCACCSTZhBkyJwwJQyDD/f1x7rWR3CR3OOcOyfo8\nTx6TM+yz2J579l1nrfVdbjnYoUxAnbnu2Gw2GHtGBVNLgvMZP97oT/XRR76P1dgIr7zS361m3KGM\nzWbU661fD7/7Xfv9ra1w111GS4P7On/BazkpKYaTstqPbZHef98/NYxmE4p1c+LMdX9sNhtTh05l\n3cF1HR6zuWwzuYm59I/ob4kNZkXmCqt9kye3umau8mQlAIMj2wu9nE9+aj6byzdbZsv5nGg8wY6q\nHcxKax9cDg8LZ2baTNbsX+M3e5ws37Ocy0a4fuDPTZ/Lyn0dNIa1gDNNZ9h3bJ9bTbonD51sqTNX\nerSUjNgMwsO8e6t54aALqTxZSf3Zep/sOHziMIP6DSKytzVv2KdfMJ0Nhzd02l9w45GNlr1oChYC\n6sx1x2azOTmGcuTx410f6y9Wrw6+ejknNpvhePz1r76P9dprkJ3dxEjz62yDjqgoIwL1wgvw3e8a\nqrAANTXwjW/AgQPwz38GR/rbNdcYqZb+oLnZaOo+f75/rmcmwRjV7wpx5noGs4fP7vSL+up9q5kx\nbIZl18+IzWD/sf00t/rWVscX8ROACwZeQM3pGk6dO+WTHR1RWF3I6KTRbonIXJRyEVvKtmD3U4PK\n9YfWk5+aT59ernP7L0m/hFX7V/nFFifNrc2s2reK+SNcP/BnDZ/F+kPr3RLIMINdNbsYGTeyXRqq\nK0bFj+LQiUOcPGdNSxdfUizBcNCzE7IprCr0yY7So6WWiJ84SYpMImlAUodNzu12u5H62kUdY6gT\nUGeuO34R6NXLqH/ZtCnQlhg0NxtiGbNnB9qSjrnpJkP1sKam62M7wm6HJ56AO++0ZpENRlJTjUhO\nUxNccAFkZcGFFxrRsOXLg+clydVXw9Klxr1oNRs3QlqaMQehRqhF5hoajPrEnvDypKczZ/gcVu9f\n3aHjsKx0GQtHLrTs+v0i+pEcmeyzYuKOKt+cufCwcEYMGmFqE/O2FFQVkJvoXqpSSpTxkHNG86zm\n4wMfd+qwzxk+h1X7VvnNuQSjEfTgyMEkRSa53D+o3yBGxY9iw+ENfrFne+V2txUTI8IjyE7MpqCq\nwBJbfBE/cTImaYzP9pXWWSN+0paFFy5k2W7X4sAltSWEh4WTEZthqQ2BJuDO3Bjraj8DxqRJsME/\nz44u+fxzGDYMEjtWyQ04MTFGHdgLL3g/xvvvG6p6M2f65w1csBAbC88+a0TiXnnFiAr/4Q9GDVaw\nMGyY4WC5q8DpC8uXw4IFXR8XjKSnG7WFRzouTQoqCgogOzu0ahMF78iMz+Rcyzn2HdvXbl9ZfRkH\njh9gytApltpgRqrljqodPgtOZMZnWlY3V1BVwOgk99TTbDYbo5NGU1jtW+TEXdYeXMvMtJkd7h8Z\nN5KW1hb2H9/vF3vAEBvp6r6blTary5oqs/A08js2aSzbK7dbYosZzpwZ7QmsakvQlstHXs57pe+5\n3Pfh3g+Zlz7PkpYpwURAnbnuJn7iZNo0o54pGAjmFMu2LF4Mf/6z99Gb3/0Ofvzj4EgrDASxsYaC\napR5/epNxV+plsuXh2a9HBj3bihF57Zt657Pb6E9NpuNuRlzXYpJLCtdxvwR872uQ3MXX525Vnsr\nO6t3uu0sdYSKU5YpWhZWF5Kb5L6IQG5irmWRnbY0nG2gqKaI/NT8Do+x2WxMGjKJTUf8l5a04cgG\npg7tWMUQMGwq849Nnra9GDd4HNsqrJGb9jXNEswRQbGqLUFbpl0wjT1H97gU4Hmv9L0O03C7EwFz\n5pzNZrtjZG7qVNi82Uh/CzSh0m9r4kSjfvK11zw/d8MGIyJ13XXm2yWYw9e/Dm+/bYizWEVZGRw6\nZNxLoUoo1c1t3RqY/oVCYLgu6zqXUuWv7HyFRZmLLL++r87c3qN7iesXR0zfGJ/ssErRsqmliZLa\nErITst0+Z3TSaL84c9sqt5GblNtpI3NwiLKU+U+UxZ3I3MQhE9l4ZKPl6Z+t9lYKqgo8ivyOTR7L\n9irzI3N2u53ddbtNicztrN7ZqbhIV/gjMhcRHsHCCxfy2q6vfoGsPlXNlrItLLgwRNN1PCBgzlxl\npeHQhWJtS1fExsLw4YGXGT99GrZsgYsvDqwd7vLQQ0aEzZNnrt0ODz9s/PSy9sWw4AMjRhipvlam\nH69YAfPmhfZ9EEqROXHmehZzM+ZSUlvCnqN7vty29+heCqsLuUJdYfn1fW1PYEaKJVinaFl6tJSh\n0UM96oXlrzTLz8s/d6vh8sTUiX6LglU0VNBwtqFLRyElKoUBEQO+ct9awYHjB4jqHUV8/3i3zxmd\nNJpd1btoajH3zX/FyQr69upLbL9Yn8aJ6RtDXL849h7d69X5TS1NHDpxiPRY6/ti3T7udp7b9txX\nnPZ/FvyTy0debpnKbjARMGfOGZXrrmlxF18Mn/gnTbtD1q830qBCpefa/PlG/c0777h/zvLlUFUF\n3/62dXYJ5vD1rxsN4q1i6VK43H/9cy0hL89IPz8b5KWfZ84YTem7U1sZoXN6h/dm8YTFPP7p419u\n+80nv+Gu8Xd1qHBoJr5G5nxVsnSi4o3InC/RClcUVBV4lGIJkJ2Yja7VpjsD5/N5+edclHJRl8dd\nlHIRO6p2cK7F+saizn587tRC+SPVckel5y8LIntHMnTgUNMjvWakWDrxJdVy77G9DIke4pfnw4w0\nQ5zn37v/DcC5lnP8z8b/4YFJD1h+7WAgYM5cd62XczJ9euCduWDuL+cKmw0ee8yofXOnyfS5c/CT\nnxjRvFCOxvQUrrkG3nrLvAbxbWlogI8/Dn1nLjLSUCTdbk1NvGns2AGZmdDH+jVaCCLun3Q/S/VS\nVu9bzYo9K1hWuowHpz7ol2sPGziMqpNVnGk649X5ntYzdUR0n2gG9hlIWX2Zz2O1paCqgNGJntXz\n9Y/oz5DoIZQeLTXVlvPZWrHVrchcVJ8o0mPTfZazd4dtldsYm+Tel0h/pH8W1xZ7lCLrZFyy+XVz\nZoifOBmTNIYdld45c0U1RWQlZJliR1eE2cJ47JLHeGDFA1SerOShVQ8xbvA4t15CdAe6/AqslOoH\nvAAkAf2BXwKbgBeBgcAR4EatdZNSahHwINAH+JPW+m8djbt9e+h/8eqM6dON/l+trYbKYiBYtQr+\n+MfAXNtb5s0zpM6ffNJIu+yMxx4zlBKvsD7DRzCBrCyjXcKWLZDfcR29V7z/vlGrGuNbOUxQ4Kyb\nC+baP0mx7BqlVA7wDvB7rfUzSqm/AROAWschj2ut2yuKBDHx/eN5+esvc+3r1xJmC2PpN5b6XIPm\nLuFh4aTHprPn6B6PI1jgiJxcak6RvjM6N3TgUFPGA0P85Laxt3l8nrNuzqovzScaT1BWX8aohFFu\nHT82eSw7qnYwIcXaB8T2yu1ck3WN2zY5IzZWUVxb7LKhelfkJuays3qnqbboWvOcudFJo3lxx4te\nnVtcU8yoePfuGzO47MLLuHP8naT9IY3M+ExW37Lab9cONO64GVcAW7TWM4FrgCeBx4ElWuspwEHg\nRqVUpGP7PGAa8GOlVIeJqt1V/MRJSorxxbK4ODDXr6kx0qCC+QthRzzzDPz+951HJzZuhKefhv/7\nv+6bqtsdsSrV8q23jH523YFQqJsTZ65zHGvfU8D5XZT/S2s92/ETUo6ck9nDZ1PxwwrKf1BueTuC\n8/E21fLomaMcazxmWu2OFYqW3qRZAmQnZFNUU2SqLW3ZVrmN0Umj3VYrNaM3mTt40tPNGV2yUgSl\npLbEK8clOzGbXTW7TLVF15mYZunD/8+iWv9F5pw8NP0hjv7kKNvu3kZc/zi/XjuQdOnMaa1f1Vo/\n4fhzKHAYmAG869i2FJgP5AGbtdYntdZngPXAdFdjnjplqM5lZvpqfnATyFTL1athxgyIiAjM9X1h\n2DB46imj95yrnlt79xpOwZIlMNS8F6OCH7jhBnj5ZWhpMW/MxkZD/OTKK80bM5CEgqLlF1+IM9cF\njcACoL1Wdjegd3hvIsL9v7iMjBvpVX2Rsxl3mM2cNBkVp0wVQTnReIK603VeOZuZ8ZmWtUoA9+vl\nnJjRm6wrTjSeoPJkpduS9wkDEojsHcnBE741ne8Iu91OSW0JmfGef6nNScwxPzJnYpplxqAM6s7U\ncbzxuMfnFtcUux3RNZP+Ef27fV+583H7yaaU2gi8BHwPiNJaO0v0q4Fkx09Nm1NqHNvasXOn4ciF\noqPhCYF05lauhLlzA3NtM7jhBrjvPqNnn3MO7Xbj3zV9OjzySPdO0+2uZGdDcjKsWWPemCtXGvW3\niYnmjRlILrzQqAGsCFI3oLERdu8W8ZPO0Fq3tlkj23KfUupjpdS/lFKD/G5YiJOd4F0UwyzxEyfO\nNEuzKKwuJCcxxytnc1TCKEuduW2V2xg/eLzbxzsjOVZGwZxRzPCwcPftSh5jWYPusoYyBkQM8Eo9\ncnjMcGpO11B/tt4UW842n6Wsvsy0KHSYLYycxByPo3Ot9lZ0nfZrmmVPxm3ZCK31JKXUWOBVoG1r\nZxvQCpwvWWEDXH6a1649zsiRvSkv99zTDyVGjgzn5z+Po7y82usxGhoaKC8v9+gcux1WrEjkW986\nSnm5l124g4AbboBBg/py/fUD6dvXTnOzoXb5xBMnmDnzLK6mxZv56un4e86uvHIA//d/EWRnm/P5\nf/75GObNO0d5+WlTxusKf8zX2LGDWL78NAsWNFp6HW/Yti2C4cNjOHq0puuDhba8CJzQWn+hlPoh\n8CvgHlcHyjPMNUm2JLaVbfvK/Ljzefx036dclHSRafMa0xJDUXWRaeOt272OjMgMr8aLao6itK6U\nw0cOu+XcePr82la2jZszbvbonDDC2Fq6lZRIa3pPfaw/5sKoCz2yKWNAButL15Mf7VnBtjvztf7I\netKj072+H0YMHMHaorVMSPI93UEf1aRGplJTZd7zeUTkCNbpdYyIGNHlsc75OlR/iIG9B9JQ10AD\nDabZIrjGHQGUCUC11vqw1nq7UsoGnFJK9dVaN2JE38ox0kmS2pyaDLisPjxwIIbJkyElpXv3fhg8\n2EgnO3cuhbQ078YoLy8nxcNmfFoboivTpyeGfD3Zt78NN98MJSWGYqVSYLN1nAftzXz1dPw9Z4sX\nG9GnyMj+REf7NlZ9vaFi+fzz/YmL848Qgz/ma+ZM0Lovt99u6WW8YulSo67P3TmoCNYQo5/RWn/U\n5s9lwJ87OlaeYa6JTYhl/3v7SUhK+DLN053Po67XPDjjQdPmNSk5ibo364hJiDGlh9XhLw4zafgk\nr+1LikziXP9zZAzK6PJYT55fTS1N7K/fz8VZF3v07xw3eBxVVFmmJLh/y36mpk/1aL6mjZjGv3b+\ny+M5dme+ag7XMCZljNf//8amjqXaXm3K/bnxxEayk7JNfYZMSZ/C1oqtbo3pnK/tp7aTm5wrz7Iu\nMGt9dCemPwV4AEAplQREAe8BVzn2X42xMG0BcpVSUQ4xlHzAZZJhd29L4MRmg1mzzE0pcwdnimWo\nO3JOevWCnBwjNbe7/Jt6MgkJhrNihhDKm28aY8V1szrnYK6bE/ET71BKvaqUcianTgPMLZTpAfSL\n6MfQ6KEeiaCcbT5LaV2pV+IiHREeFk5GbAaldea0BCio9k78xIlVqZZ7ju5hSPQQjx1Wp8KmVeyq\n2UVOYo5H54xNHmtZmmVxrW+1YTkJ5tXNmalk6cSbXnNFNUWSYulH3HHm/gIkK6XWYYidLAZ+C9yt\nlNoExAKvaq2bgJ9jOHBrgUc7qBmgoABGe9ZOJWS55BKjRYA/CfV6OaH7c/vt8Je/+D7Oiy/CLbf4\nPk6wkZdniIw0WdsL2CvEmesapdR4pdRHwLeA+5VSa4Cngeccv38N+EUATQxZcpM8k3LfWb2TEYNG\n0LdXX1PtMKtuzm63U1hVSG6i985cZlwmxbXmS2d74zSBtSIodrvdK2GNjNgMak7VcKLxhOk2eSt+\n4iQnMYedNSY5c3XaJ1tckZuYS1FNEc2t7pft7Kze6VXfPcE7ukyz1FqfA250satdQw2t9ZvAm12N\nGRcHsZ7XiYYkc+bAww8bdWz+iCo1NcHatfDss9ZfSxC85bLL4HvfM3rO5eV5N8bu3bBrFyxcaK5t\nwcDAgZCWZrz4CibHqbHRSOPuKS/jvEVr/QUu1kggBJvFBBe5ibkUVhdyPde7dfy2ym2MGzzOdDvM\nak9w8MRBovtE+ySjnhmfyZbyLT7bcj7efiHPTczl8Q2Pm24POMRGeg9gUD/P9IPCw8LJjDec3klD\nJplqU3Gtb/3UchJz2FVtTnuCktoS7hh/hyljOYnqE0VyZDJ7ju5x21HcXrmde/JclgQLFhCQdtY9\nIcXSSVoaREYaCp7+YPNmGD68+yj7Cd2T8HD47nfhf//X+zH+93/hjjugTx/z7AomJk8Ovn5zhYVG\nvWO/foG2ROipeCrlvq1iG+OSrXHmzIjMedtfri1WpVnurN7pVWROxSv2HN3jUSTHXYpqvO9dlp2Y\nbZrT5OR443EazjYwJHqI12MMiR7CqaZT1J2u88kWu91uSWQO/tOrzx3OtZxjd91ur+4dwTsC4sx1\n52bhrrjkEqPvmz9Yvhzmz/fPtQTBF267zRDTqKz0/NyGBvjHP+A73zHfrmBh0qTgq5uTFEsh0Dgj\nc+6yrdIiZy7enF5zhVWFjE70LdTtjDiZ3Q7AW2euf0R/kiOT2Xdsn6n2gMOZi/fOmcuKzzK9wboz\nxdKXvmY2m83rthttqT5VTZgtjPj+8T6N44oxSe7XzRXXFJMWk0a/CHnr5y8kMucH5szxX93csmXS\nf00IDeLijHq3x73Ixvn73w3hk+7cND4YI3ObNkG+Z8regmAqGYMyqDpZ5VZfrubWZgqrCxmbbP6X\nDhWn2F2322cHqqC6gNFJvjlzCf0TsNvt1J6u9WmctjQ2N3LwxEFGxo306vyshCyKa8yv4yuqKfJa\nbCQ70XeH6XyKa4pNiYSZ0TzczGbh5+OJCMr2yu2WfOaEjpHInB+YPdtofG21mMHhw3DkiPFGXxBC\ngZ/8BP72N6iqcv+cs2fhsceMc7szmZlQVwfV3repNJ1Nm2CiVH0JAaRXWC/GJI9ha/nWLo8trCpk\naPRQBvYdaLodsf1i6durLxUnfZMWNyPN0mazmZ5qWVJbQkZsBr3De3t1/qj4UaZHwcC3NMusBGsi\nc2aoNmYn+J4C6qsQS2d4kma5o2oHY5J62Bf9ABMQZ87bnmuhSnw8pKcb9WxWsnw5LFhg1CMJQiiQ\nkgLf/KbhnLnL889Dbm73dyrCwox/Y7CkWp44AYcOGXMvCIEkLyXPLcGPjUc2MnnIZMvs8DXVsrG5\nkQPHD5jyBdxsRUtvUyydZCVkma6wabfbfXLm0mLSqDtT51ZU1118bUvgxAxFSyvaEjgZFjOMU02n\nqDrZ9ZvXrRVbLREdEjomIM5cWECuGljmzoUVK6y9xnvvdU9lP6F787OfGfVvRW68MD16FH75S/jv\n/7bermAgmOrmtmyBceOMvo+CEEjcdeY+O/IZk4da6Mz5KIJSVFPEiEEjvI5+tSUzPtPUyJyvzpwV\nkTlnTVhC/wSvzg+zhRn1hSamf5oVDXOmWfqStmuV+AkYczdl6BQ+Pfxpp8c1tTaxtXwr+amSj+9P\neqBbFRguv9yoZ7OKM2eMlgSXXmrdNQTBCpKS4Oc/h8WLoaWl82MffhiuvhrGj/ePbYEmmOrmJMVS\nCBbyUvPYXNZ1qstnRz4zXYa+LSrOt8hcQZXv9XJORiWMMjUS5m2Pubb2lNSW0GpvNc0mZ72cL2Ij\nWQlZptXNnW0+y6EThxgxaITPYyUOSCTMFkblSS8UwRyU1Jag4q2JzAFMGzqN9YfWd3pMcV0xw2KG\nEdM3xjI7hPaIM+cnpkyBgwehrMya8T/6yHhr3lP69wndi+9+FyIijKhbR7zxBnzwAfz61/6zK9BM\nnAiffw7N5it8e4w4c0KwMGLQCOrP1nea8lV9qprqU9Wm1DN1hK+Nw81QsnRiRWTOl6bPMX1jiO4T\nzZH6I6bZ5IuSpZPshGzTIoZ7ju5hWMwwUyKrvipanm0+y5H6I2TEZvhsS0dMu6BrZ+6L6i8sTW0W\nXCPOnJ/o1ctoGfDee9aM/+9/S4qlELqEh8NLLxkqlX/+c/v9a9YYbQhef71nvbCIjYUhQ4zm6IHE\nbhdnTggewmxhTB06lbUH13Z4zJr9a5gxbAbhYdYVkfuaZllQ7bv4iZPhMcOpPFnJ6abTPo91TtoE\nNwAAIABJREFU8txJqk5WkR6b7tM4oxLMTbX0pV7OiZmRueJac5QsneQk5lBY5X7bjbY4HcuI8AjT\n7DmfvNQ8dtXs4tS5Ux0es7V6qzhzAcCt6gel1G+AmY7jHwPWAS8CA4EjwI1a6yal1CLgQaAP8Cet\n9d+sMDpUufxyePlluPtuc8dtaYG334ZPO09lFoSgZvBgw2mbNw82bIAHHoDISHjlFfjTnwxH7qKL\nAm2l/5k0yUi1DKQK8MGDRq1zd24FYTZKqRzgHeD3WutnlFIJuFg3A2ljKDNn+BxW71vNtAnTXO5f\nuXclc9PnWmpDemw6ZfVlNDY30rdXX4/PL6wqNC3NMjwsnBGDRrC7brfPsvDOdD1fHeGseKM9wfwR\n5jS/La4t5qrMq3waw8zInFlKlk5GJ41m4xHviqStrJdz0rdXXyYMnsC6g+tYcOGCdvvtdjubKzfz\n3/N6SFF7ENFlZE4pNR0YrbWeAlwK/AF4HFji2HYQuFEpFenYPg+YBvxYKdXfMstDkPnzjbq2076/\nOPsK69YZqoAZ1kXXBcEvpKfDjh2G4u0ttxjqrAcPGuIbM2cG2rrAMHly4EVQnFE5H0pVehSOte8p\noG2H0ceB5x3r5gHgxgCY1m2Ykz6H1ftXu9xnt9tZuW8lczOsdeYiwiNIi0ljz9E9Hp9bdbKKcy3n\nSI1KNc2eUfGjTBH32FW9y+cIGFgTmfNVOTItJo2aUzU0nG3w2R4rnDl3e7m5ssUqJcu2XHbhZSwr\ndS0AsefoHprtzZY7lUJ73Emz/BS4zvH7caA3MAt417FtKTAfyAM2a61Paq3PAOuB6eaaG9rExhrC\nDatdrz9e8/rrcO215o4pCIFiwAD41a+M1MJ9+2DJkp7XzqQtzshcIJEUS49pBBYAbZuQzQT+7fj9\nXYyXo4KX5CTmUH+2niMN7Wuydtftxo7dL19uvW1PUFhdSG5Srk9iHudjVt2cGbVpYG57grrTdZxu\nOu2z8xseFm4oWppglxVplsU1xTS3el4kbWXD8LYsvHAhy0qXuVTd/HDvh8xInWHqPS24R5fOnNa6\nVWvtjCXdASwDBmitzzq2VQPJjp+aNqfWOLYJbbjmGnjtNfPGa2mBt94SZ04QuivZ2VBRYTQQDxSf\nfWY4lYJ7ONbNs+dtjnKxbgpeEmYL49IRl7Lq0Kp2+94qfouvjfyaX75Ujor3TkWysKqQ3ERzmzZ6\na8v5FNUWkZ3ovfhJW3uKaop8ktt3UlxbTFZClin/T81oHt5qb0XXmpvaGNk7ktToVErrSj0+14yo\npTvkJObQam91OX/v7n6XWUNnWW6D0B63BVCUUldiOHMPAG3z/G1AK3DuvFNsgO+f4G7GNdcYIiiN\njeaM98knRorlCN+VcQVBCELCwyEvL3CplqdPQ0GBROZMoO0aKeujCVyffT3v7nu33fZXdr3CN3K+\n4RcbchJzKKz2XLRie9V2n2vbzsesyJxZaZaJAxKx2WxUn6r2eSwznZWshCx2VfsmglJWX0Z0n2gG\n9h1oik1ORieNpqCqwKNzWlpbKKop8qmVhLvYbDauzryaf+3811e2V5+qZtORTcwZOsdyG4T2uCuA\ncinwU2Cu1rpeKVWvlOqrtW7EeLtYjpFOktTmtGTAZUJheXm5b1aHOFlZcfzzn6dYsKBrj66hoaHT\n+XruuYHMn99CeflJM00MWbqaL6E9MmeeEYj5GjcukuXLbYwb53udh6ds2NCbzMxojh+v5fhxv1++\nO+Fq3XSJfB7dI6dfDqXHSllfvJ70gYby4udVn3P89HHSe6X7ZR6TbElsK9vm8bW2HN7CN4Z/w1Qb\no5ujKa0r5fCRwx2Kl3T1/DrddJqKhgr6nulrim0jokfwScknTEmZ4tM4Ww5sYUj/IabYNDh8MKuP\nrHZrrI7ma/2R9QyPGm76PTa833A+3fsp0we5X6W078Q+BvUZxMm6k5zE+u+Clw+5nJtW3MRdI++i\nV5jhRvyl4C/MGTqHlsYWeX4FgC6dOaVUNPAkMEtr7VzKVwBXAa8AV2OkXm4BcpVSURhvHPOBxa7G\nTElJ8d3yEOaWW2Dlyj7cfnvXx5aXl3c4X6dPw/LlUFgIKSnRJlsZmnQ2X4JrZM48IxDzdcUV8KMf\nQUpKlF+vC1BcDLNne//crqio6PqgnoGrddMl8nl0n29lf4sXSl/guSueA+D5dc/zw6k/ZEjqEL9c\nPy4xjsPvHiYuMY4+vfq4dc7Z5rPsr9/PrOxZXqlgdkZSZBJn+5/tsJF1V8+vLyq+YGT8SC4YcoEp\n9oxJHUO1vdrne/rwmcNcmXulKZ+N6X2n84vNv3BrrI7mq+ZwDWNSx5j+WZ16YipLti/xaNyNJzYy\nNmWs354bKSkpjNo6ig+rP+SO8XdwtvksS4qXsPQbS4myR8nzywPMWh/dSbO8HogBXlVKfaSUWgM8\nAdytlNoExAKvOiSWfw58AqwFHnVRMyBgpFquWAHHjvk2zltvGXUsqeaJYQmCEITk50NREdTX+//a\n69fDdJGy8gil1Hil1EfAt4D7Hevm7zhv3Qykjd2F27JvY8WeFbxT8g7PffEculZz5/g7/Xb9Pr36\nkBGb4VGtWlFNESMGjTDdkQNDQdKXVEuzUiydmFGfBub0mHMyPGY4tadrqT/r/QO1uKbYkob0o5NG\ns6PSM0VLM5vPu8tjlzzGT9f8lO2V27l/xf1MHjKZ8YPH+9UG4T90GZnTWj8LPOtiV7sqR631m8Cb\nJtjVrYmLM9oU/POfcO+93o+zZInRSFkQhO5N376GQ/fJJ7Bwof+u29xs1Oq9/LL/rtkd0Fp/gYs1\nsoNtgg8M6juI1659jRvevIH+Ef15/drX6RfRz6825CblUlhV6HYN3PZK8+vlnDjbE1w+8nKvzi+q\nKSI7wXfxEydZCVm8q9vXNXpCw9kGak/XMmzgMFNsCg8L/1KcZdIQ75SdSupKuHrU1abY05bhscM5\n1niMY2eOEdsv1q1zCqsLuSbrGtNt6Yy81DyemPcEc16cw5ikMbx1/Vt+vb7wVdwWQBHM5a674K9/\nBW9FnrSGnTuN9CtBELo/s2bBxx/795o7dsCQIcYLKEEIVqYMncLBBw5SfE8xuUnmKkS6Q25irkei\nFdsqtzE2yRpnzlcRlKJa8yJgYE57gpLaEkbGjfS5iXlbchJz2Fm90yebrOinFmYL8/h+KqgqMF0Z\n1R1uGn0TdT+uY8231hDTN8bv1xf+gzhzAWLmTKPmbdMm787/wx9g8WLo416KviAIIc7Mmf535iTF\nUhC6Jjcx1yNFS8sjcz44T2anWaZGpXLq3CmOnjnq9RjOtgRmkp2Q7bUzd7zxOCfPnWRItDV1meOS\nx/FFxRduHXu66TSH6w8zMm6kJbYIoYE4cwEiLAzuuQeefNLzc2tr4ZVX4LvfNd8uQRCCk/x8KCmB\nEyf8d81PPoFp0/x3PUEIRXKT3HfmWu2t7KjawZjkMZbY4myI7U1vtzNNZyhrKOtQPMUbbDYboxKM\n1E9vsaI+LScxh1013rUnKKktQcUpy/oYThwykU1l7r3pL6opYmTcSCLCIyyxRQgNxJkLIHfeCWvX\nGimTnvDMM3DVVZAsLWcFocfQp4/R6+2TT/xzPbvdiMyJMycInTNs4DAamxupaOhama60rpTYvrHE\n94+3xJaEAQmE28K96u1WUlvCiEEjvpSbNwtfRVCKas1viO1LmmVxTbGlDbrzU/PZXLbZrWO3lm8V\n4RFBnLlAEhkJ990Hv/ud++fU1cFTT8FDD1lnlyAIwcmsWfDRR/65VlER9O8PaWn+uZ4ghCo2m428\nlDy2lG/p8tiNRzYyeehkS+1xRuc8xUzFyLZkxftWN1dcY36a5ZDoIZxuOk3t6VqPzy2pLSEzzvx6\nOScj40Zy9MxRak7VdHns5rLN5KfkW2aLEBqIMxdg7r0Xli0zxEzc4be/NVobjJT0aEHocVxyCXz4\noX+utWqVcT1BELomLyWPLWXuOXMTUydaasuoeO/aE+yq2UVWvPnO3KiEUV5H5hqbGzl04pCpqZ9g\nOODZCdnsqvY81bKotsgS8RMnYbYw8lLz3IrObSnfQl5qnmW2CKGBOHMBJjYWHnnEiNB1leK+Ywe8\n+CL84hd+MU0QhCDjoougvBzKyqy/1qpVMGeO9dcRhO5Afmo+m8u7/vK9sWyj13L47pIZn+lVjVpB\nVQGjk8zvV+ZLmmVpXSlpMWn0Du9tslXe180VVhVaMk9tyU/J77Ju7uS5k+w9ttdyW4TgR5y5IODu\nu+HUKSN9siPOnIFvf9uIzEmtnCD0TMLDYe5c+OADa6/T1ATr1sHs2dZeRxC6C3mpRmSuM+GRU+dO\nsbtuN+OSx1lqy6gE7xQtrRJmGTZwGHVn6mg42+DxuVYoWTrxpm7uROMJak/Xkh6bbolNTiYOmdhl\nZO6Lii/IScyxxNEVQgtx5oKAXr0Mdcpf/9p4G34+LS1w222QmWn8VxCEnsull1rvzG3eDOnpkJBg\n7XUEobuQHJlMdJ/oTp2oz458xpikMfTpZW1PodFJoz3qUwZQd7qO+rP1pMWkmW5PeFg4Kk55lfpZ\nVFNkupKlE2/aE+ys3kl2YrapPe9cMXnIZDYe2Uhza3OHx2w4vIFJqdZGeYXQQJy5ICE9Hd58E775\nTfjHP6C11dheWxvGokVQUwPPPw8WKeEKghAizJtnvPRpabHuGlIvJwieM3v4bNbsX9Ph/lX7VjE3\nfa7ldqRGpdLc2kzlyUq3z9lRtYPRSaMJs1nztdDburldNeb2vWuLMzLnSRsHfzXoThiQQFpMWqd1\nmKv3r2b2cEmfENx05pRSOUqpPUqp7zr+TlBKva+U2qCUek0pFeHYvsixbatS6ttWGt4dmT7dEDf4\n4x9h+HCYMgWmTUtk5EhYvhz69Qu0hYIgBJrUVONnS9daC14jzpz5KKVmKKWqlVJrlFIfKaX+GGib\nBHOZM3wOq/ev7nD/yn0ruSTd+g+WzWZjTPIYtldud/ucHZU7GJNkTe87MBQtvXHmCqoKLOvJlzgg\nkd7hvTlcf9gje/xVo3ZJ+iWs3LfS5b7G5kY2HtnIjLQZfrFFCG66dOaUUv2Bp4C2CYCPA89rracA\nB4EblVKRju3zgGnAjx3nCh4wdqzxJW3FCqNlwaZNVTzxBPSWlGhBEBxceim8/741Yx87ZogtTZ9u\nzfg9nI+11rO11rO01vcH2hjBXGYPn83HBz6mpbV92Lz2dC17ju6xXPzEydikseyo3OH28durtjM2\neaxl9mQlZHksNnK66TSHThxCxSlLbLLZbExImcDW8q1un1NYbb34iZO56XNZtc9F7Q3w2eHPyErI\nIqZvjF9sEYIbdyJzjcACoG03zJnAvx2/LwXmA3nAZq31Sa31GWA9IF8HvMBmg1Gj4OKLYeBA98P/\ngiD0DK64ApYutWbsFStgxgyjx5xgOpIo340ZHDWY1KhUl/3mPtz7IRcPu5iI8Ai/2DI2eSzbq4In\nMjc2eSw7qtx3LsGoT8uMz7R0ziYMnsDWCvecObvdTmF1oV/SLAGmD5vO9srtHDtzrN2+lftWcslw\nSZ8QDLp05rTWrVrrs+dtjmqzrRpIdvy07XBY49gmCIIgmMiUKVBRAfv3mz/2e+/B5ZebP64AQJZS\naplSap1SSr6JdUMWZS7ijaI32m1/dderXJt1rd/sGJM8xu3I3LmWc+yu201OYo5l9qTFpNFwtsGj\nJt3+SGn0xJk7eOIgkb0jiesfZ6lNTvpH9GduxlzeLnn7K9vtdjuvF73OolGL/GKHEPz08vK8c21+\ntwGt521zbncZViovL/fysj2PhoYGmS8PkPnyHJkzzwiW+brkkoG88EIzd999yrQxm5th+fJkfvCD\nasrLW00bVwCgFPiV1voVpVQa8LFS6kKtddP5BwbD/RUqBMvn0cmsxFnctOIm7s+6/0vFw6ONR/lo\n30c8Nukxv9ka3RLN/mP72XtoL/16/afg3tV8FdQUMCxqGMdqjnGM9lEgs8galMWqXau4OPVit47/\nbN9npEWmWTpnqWGpbDmyhbKyMmwuFObaztfK/SsZFTPKr/fbvJR5LPl8CfOT5n+5bUfNDpqamhhs\nHxxU9z4E3+exp+CtM1evlOqrtW7EiL6VY6RhJrU5JhlwWQmckpLi5WV7HuXl5TJfHiDz5TkyZ54R\nLPN1441G38lHHx1o2phr1xrKuhMmmJdUUVFR0fVBPQCtdTnwiuP3A0qpSiAFo+78KwTD/RUqBMvn\n0UlKSgrDNg1jU/0mrsm6BoAl65ZwTfY1ZKZl+tWWUQmjqAuvIz8l/8ttrubrnbJ3mJo21fJ5zL8g\nnyNNR9y+zp6Te7hh/A2W2jXYPphe4b1oiWzhgoEXtNvfdr727NrDjIwZfr3fbk28lUc3PUpteO2X\nUcqfbPoJi/MXk5qa6jc73CXYPo/Bjlnro7catCuAqxy/Xw0sA7YAuUqpKIcYSj7wie8mCoIgCOcz\nZw4UFkJ1tXljvvUWXHmleeMJ/0Epdb1S6hHH7/FAIlAWWKsEK3ho2kM88vEjnGk6Q3lDOU9vfpof\nTfmR3+3IS8lj05FNXR638chGJqZOtNyesclj3VbYtNvthpKlhXV84JkIyubyzeSn5nd5nJn06dWH\nH0z+AQ+ufBC73c62im28X/o+iy9a7Fc7hODGHTXL8Uqpj4BvAfcrpdYAvwPuVkptAmKBVx2pIj/H\ncODWAo+6qLUTBEEQTKBPH5g/H955x5zxWlrg9dfh+uvNGU9ox3vAGKXUegzhsO9orTvuCCyELF8b\n+TXGJI1h4csLWfDPBdybd69lvdI6Y/LQyXx25LMuj9tUtomJQ/zjzG2r3ObWsYfrD9O3V18SBiRY\nbBVcNPgil6I1bWlpbWFr+VbyUvMst+d87p94P/Vn6/n6a1/nyleu5OkFT4uKpfAVukyz1Fp/Acxy\nsavdNq31m8CbJtglCIIgdMENN8Dvfw933eX7WOvXQ2IiKGtUwHs8WutTGJksQjfHZrPxwlUv8Pft\nfyemb8yX6Zb+ZvKQyfzi4190esyxM8cobygnOyHbcnuyErLYf2w/Z5rO0C+i88a5m8s2k5fiH8dp\n6gVT+dW6X3V6jK7TJEUmMajfIL/Y1JaI8Ag+uOkD/r7973znou8wN8P6xvNCaOFtmqUgCIIQYBYs\ngKIiOHDA97FefRWuu873cQRBgN7hvblzwp1cm32tS2ENfzAybiQnz52kvKFjQYoNhzeQl5L3pViL\nlfQO701mfCYFVQVdHru5zH8pjVOGTmFbxTbONJ3p8JhPD33ql1TUjojuE819E+8TR05wiThzgiAI\nIUrv3kZa5Esv+TbOuXPwxhuSYikI3QmbzcakIZPYcHhDh8es2reKS9L91yVj0pBJ7qd++sl5iuwd\nSU5iDpvKOq4vXL1/NXOGz/GLPYLgKeLMCYIghDA33wwvvgh2l41g3GPpUsjKgowM8+wSBCHwzB4+\nm1X7VnW4f9V+/zpzU4ZO6dS5BGhubeaLii/8Wp928bCLWXtgrct9rfZW1uxfw5x0ceaE4EScOUEQ\nhBAmPx/69oVVHX9f65JnnzWn7k4QhOBiwYgFLC9djt3F257Kk5UcqT/ChMET/GbP5CGT+fTwpy7t\ncVJUU0RqVKpfRT5mD5/NB3s/cLmvsKqQgX0HumxdIAjBgDhzgiAIIYzNBt/7Hjz1lHfn79sH27bB\n1SLNIQjdjsz4TMLDwtlVs6vdvg/3fsistFl+qZdzkh6bTnNrM4frD3d4zLqD65g6dKrfbAKYlTaL\n4tpiKhra9/1auW+lpFgKQY04c4IgCCHON78JGzfC3r2en/vMM3DLLUZ0TxCE7oXNZuOyEZfx3u73\n2u17veh1rh7l37c4NpuNqUOn8snBjtsQ+7uOD4x+bgsvXMjbJW+32/dG0RssylzkV3sEwRPEmRME\nQQhx+veHO++EJ57w7LyjR2HJEnjgAWvsEgQh8Fyfcz0vFbz0ldTGutN1rDu4jivUFX63Z17GPFbs\nXeFyX3NrM2sPrmX28Nl+tgquHnU1rxe9/pVth+oPsffY3oDYIwjuIs6cIAhCN+CHPzSafnsSnXvq\nKbjqKhg61Dq7BEEILNMvmM65lnN8evjTL7f9ZetfWJS5iOg+0X63Z8GIBazYs4KW1pZ2+7aWb2Vo\n9FCSIpP8btfCCxeiazU7q3d+uW3JriXcMvoWIsIj/G6PILiLOHOCIAjdgLg4o3bukUfcO768HJ5+\nGn76U2vtEgQhsNhsNn4y9Sc8tPohWu2tVJ+q5qlNT/GjKT8KiD3DYoaRNCCJz8s/b7dveely5mXM\nC4BVRqrl9yZ+j4dXP4zdbufA8QO8Xvo6D0yS1AUhuBFnThAEoZvw/e/DRx/BunVdH/tf/wV33AHp\n6dbbJQhCYLl17K3YsHHPmntY9Ooibh17KzmJOQGz5/KRl/NOyTtf2Wa323l116tcm3VtgKyC70/6\nPodOHGLxe4u56pWruGfMPQwdKKkLQnBjujOnlHpUKbVeKbVFKTXe7PEFQRAE10RFwZ//DLfdBg0N\nHR/31luwYYNE5fyNrI9CoAgPC2fZN5eREZPBDTk38OvZvw6oPTePvpkXC16kubX5y21bK7ZytuUs\n+an5AbOrT68+fHjzh8T1j+O+/Pv4zujvBMwWQXAXU505pdRM4CKt9TTgVuB/zBxfEARB6JwrroC5\nc+G666C5uf3+7dth8WJ46SXD+RP8g6yPQqCJ6hPFjyb8iHvz7/VrOwJXZCdmkxaTxhtFb3y57cnP\nnuTevHux2WwBtAwSByTymzm/4fbxtwfcFkFwB7Mjc7OApQBa613AYKWUCF4LgiD4kaefhogImD8f\nKtq0TfrgA2PbM8/ApEmBs6+HIuujILThV7N+xcOrH+bYmWN8fOBj1h5Yy50T7gy0WYIQcvQyebzB\nwPY2f9cCScBBk68jCIIgdECvXvD22/Doo5CVBbm5cOwYnD5tROQu8W8LJ8FA1kdBaMPs4bO5etTV\njP/reE6eO8lLi14KiLqmIIQ6Zjtz58772wbYzz9o69atJl+2e1PR9tW60CUyX54jc+YZoTJfV15p\n/JyPPIIDglvrI8ga6Smh8nkMFoJpvm6Iu4Ebpt1g/HEiOO/9YJqvUEDmy/+Y7cxVAIlt/k4Aqtoe\nMGHCBElAFgRBEHoaXa6PIGukIAiC4Blm18y9D1wJ4FDq2qu1PmvyNQRBEAQh1JD1URAEQTAdm93u\nMsvDa5RSvwXmAU3A7Y5Cb0EQBEHo0cj6KAiCIJiN6c6cIAiCIAiCIAiCYD1m18x1ilLqUWAO0Ae4\nW2v9hT+vH6wopX4DzMT4//EYsA54ERgIHAFu1Fo3KaUWAQ9izN+ftNZ/C4zFgcch6b0LeBQjfUnm\nqxOUUt8EfuD482fA58icuUQpNQD4BxCLMQ+/BPYCzwL9gM+11vc4jv0OcJNj+//TWr8fEKMDgFIq\nB3gH+L3W+hmlVAJu3lNKqTDgGSDHMdyNWusereoo62PHyBrpObJGuo+sj+4j66P7+HONNLtmrkOk\nYaprlFLTgdFa6ynApcAfgMeBJY5tB4EblVKRju3zgGnAj5VS/QNkdjDwMwxpbzDm5XmZL9c4Hr7f\nByYDlwOLkDnrjFuBEq31LOAajM/ks8CPtNYTgUSl1EylVDpwJzAdmA88ESB7/Y7jvngKWNVmsyf3\n1C1Ai2M9+C3GF4Iei6yPHSNrpNfIGukGsj56zK3I+tgl/l4j/ebMIQ1TO+JT4DrH78eB3hhz9a5j\n21KMD0IesFlrfVJrfQZYj/Eh6XEopRSggGUY8t4zgH87dst8tedSYJnWuklrXam1vgvjLbfMmWtq\n+Y/qYBxQB2RorT93bHPO1wxghda6VWtdDZQ77s2eQCOwAEOh0clM3LunLqbNegCscJzbk5H1sWNk\njfQQWSM9QtZHz5D10T38ukb605kbDNS0+dvZMLVH47jRTzv+vAPj4TugjcpZNZDs+Gk7fzWObT2R\nJzBSIpwS3lEyX50yFONt2XKl1Fql1CwgUubMNVrrV4ELlFIlGG/VHgSOtjmkx8+X47l1vhKjJ5/D\nL7drrVuAMKVUT5bkl/WxA2SN9ApZI91H1kcPkPXRPfy9RvrTmXO7YWpPRCl1JcZC9QCG0pkTG9CK\nzB8ASqmbgbVa60NtNredG5mv9vTBeJO2ELgdeAFobrNf5qwNjnvsgNY6E7gEI8e9Lc55kfn6Kp58\nDs/fjtZa5u4/9PR7qR2yRrqHrJEeI+ujB8j66BOWrZH+dObcapjaE1FKXQr8FLhUa10P1LdJsUkG\nyjHmr+2bWuf2nsZC4Bql1GcYD96fAWdkvjqlEvhMa23XWu8B6oFTMmcdMhlDMACtdSHQH4hvsz8Z\nKEPm63zcfW455y4RQCkVwVe/nPdEZH3sBFkjPULWSM+Q9dEzZH30HsvWSH86c9Iw1QVKqWjgSeAy\nrfVxx+YVwFWO36/GSCvZAuQqpaIcBZP5wCf+tjfQaK2/obWepLWeDDyHURT6HjJfnbEKmA2glEoE\nopA564y9GHnsKKVSgQbgc6XUJMf+RRjztQqYp5QKV0qlALGOLwM9FU+eWysw5hHga8BKP9sabMj6\n2AGyRnqGrJEeI+ujZ8j66D2WrZF+7TMnDVPbo5S6E3gE2M1/wqvfwghd9wc0cKvWulUp9XWMt2wt\nwGNa69cCY3VwoJR6BNgPfAC8gsxXhyil7gBuBCKBXwBbgX8hc9YOh7rZ3zHeNkYAD2NESV4AwoGP\ntdYPOo69F+PtdwvwQ6312kDY7G8cDseTwDCM53kZxv31Mm7cUw7Z5SVANnAK+KbWuke/tZX10TWy\nRnqPrJHuIeuj+8j66B7+XiOlabggCIIgCIIgCEII4s80S0EQBEEQBEEQBMEkxJkTBEEQBEEQBEEI\nQcSZEwRBEARBEARBCEHEmRMEQRAEQRAEQQhBxJkTBEEQBEEQBEEIQcSZEwRBEARBEARE2ZWzAAAA\nFklEQVRBCEHEmRMEQRAEQRAEQQhB/j/cC/Z7jGup+AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f132300ef98>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig3, ax3 = plt.subplots(ncols=2)\n",
"fig3.set_size_inches(15, 3)\n",
"\n",
"s = pd.Series([schwefel([i]) for i in range(-500, 500)])\n",
"s.plot(ax=ax3[0], title='Schwefel')\n",
"\n",
"r = pd.Series([rastringin([i]) for i in np.linspace(-5.12, 5.12, num=1000)])\n",
"r.plot(ax=ax3[1], title='Rastringin', color='g')"
]
}
],
"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": "3.5.1"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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