Created
August 16, 2018 00:34
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# practice" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import requests\n", | |
"import matplotlib.pyplot as plt\n", | |
"import seaborn as sns; sns.set()\n", | |
"import numpy as np\n", | |
"import pandas as pd" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 33, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.legend.Legend at 0x7f29e9332e10>" | |
] | |
}, | |
"execution_count": 33, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"x = range(-100, 100)\n", | |
"y = [i**2 for i in x]\n", | |
"z = [(25*i)+10 for i in x]\n", | |
"# plt.axis([-20, 20, -20, 20])\n", | |
"plt.title(\"test\")\n", | |
"plt.xlabel(\"bottom\")\n", | |
"plt.ylabel(\"side\")\n", | |
"plt.grid(True, alpha=0.8)\n", | |
"plt.plot(x, y, label=\"firs\")\n", | |
"plt.plot(x, z, label=\"2nd\")\n", | |
"plt.legend()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 37, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"df = pd.read_csv('data.csv', index_col=0, parse_dates=True)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 38, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>percent</th>\n", | |
" <th>total</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>date</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>2018-01-01</th>\n", | |
" <td>20</td>\n", | |
" <td>400</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2018-02-01</th>\n", | |
" <td>13</td>\n", | |
" <td>1400</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2018-03-01</th>\n", | |
" <td>4</td>\n", | |
" <td>480</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2018-04-01</th>\n", | |
" <td>80</td>\n", | |
" <td>100</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2018-05-01</th>\n", | |
" <td>22</td>\n", | |
" <td>800</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2018-06-01</th>\n", | |
" <td>76</td>\n", | |
" <td>270</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2018-07-01</th>\n", | |
" <td>8</td>\n", | |
" <td>325</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" percent total\n", | |
"date \n", | |
"2018-01-01 20 400\n", | |
"2018-02-01 13 1400\n", | |
"2018-03-01 4 480\n", | |
"2018-04-01 80 100\n", | |
"2018-05-01 22 800\n", | |
"2018-06-01 76 270\n", | |
"2018-07-01 8 325" | |
] | |
}, | |
"execution_count": 38, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 65, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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1LWcLhan5nO9Re7HIWrg1+gk9E30cKz2MxWJ54eMlWBOoLNxFm9eDT+3FIhFFhayIiMSlNq+H7KRMNmaVGMtgsViocVTzycNP6Z8cNJZDJFa8332OjMR0DhTtXbNjVtkrmfHP8PFw55odU0ReXEI4TuJqdDmBv3xsUw6Q5a5z57kaXWVAI5APDAPfcte5dSOCiIiEzJzfR8eDTg4WV2G1mP1Ot3rdPv79nf9ES+8lvrbtK0aziESzwSkv14du8GXnqyTaEtfsuNtzt5KekEbrYLuRwXAisrywFLLuOncXsOfRc1ej63uPnfsHwPfdde4fuRpd3wTeBV4NRy4REYlPnSO3mPPPUWmwrfiRrKRMKgp28WH/ZV7f8mUSrWH51SwSc87eb8ZqsXJk/aE1Pa7NaqOycDdXBq8x5/eRtIZFsog8v7B/De1qdCUBfxf4U1ejyw5UAT9Z3P0ToMrV6Prc+Mjy8vKc8vJy5+OPs2fPFocvuYiIxIp2r4cUWwpluVtMRwHgsKOaSd8U7d7rpqOIRKUp3zQX+i6zv2gP2cmZa378fUWVzPrn6Hig9mKRSGGin+q3gB53nbsVKF382Q+w+Gfv4val3gI+ffzx7rvv/iw8kUVEJFYEggHahzrYlV9OQoRc/SzP20p+Si7ney+ZjiISlVr6LjHnn+NY6eGQHH9bzmYyEtNpHWgLyfFFZPVMFLK/C/zpc7zve8Cmxx9vvvnm19cymIiIxL47D+8y4Zs0uuzOUlaLlUOOg9wcuc3g1JDpOCJRxR/wc7a7mW05mynNXB+Sc9isNvbYXbiHOpjzz4XkHCKyOmEtZF2NrvXAK8CPFzd1A+tdjS7b4n4b4Fjc/hmdnZ2jnZ2dXY8/jh492h+u7CIiEhvavR5sFhs787ebjvIZL63bj9VipUVXZUVWpW3Iw8jsKMdKj4T0PPvsFcwFfFwfvhHS84jIyoT7imwd0OSucw8DuOvcg8A14BuL+78BXHXXub1hziUiInEgGAzSNuShPHcrqQkppuN8Rk5yNrvyt/Nh/2X8Ab/pOCJR40z3OQpS83EV7AjpebbmbCYzKUPtxSIRItyF7N/j823F3wa+42p03QS+s/hcRERkzfVNDjA0PRyxS2gcdlQzPjeBe6jDdBSRqNA1do87D+9ytKQm5EtpWS1W9hZWcH34BjPzsyE9l4g8W1inXLjr3GXLbLsBVIczh4iIxKc2rweAioKdhpMsb2d+OTnJ2Zzvvcgeu8t0HJGI9/69c6TYUnh53f6wnG9fUSUf9LRwffhj9hftefYbRCKMs77pD4HfBpyAq6uh9rqzvikf+CGwBZgDbgFvdjXUehff8xILS6SmAl3AN7saageftS/UzK4CLyIiEkbtQ9fZlLWB7OQs01GWZbVYObTuADce3GJ4+oHpOCIRbWRmlKteN4ccB0gJ060Cm7M3kp2UpfZiiWZ/CXwBuPvYtiDwr7oaasu7GmpdwCdAA4CzvskK/Aj4h10NtWXAByvZFw4qZEVEJC6MzIxyb7wnYtuKH3nZcQCAlr6PDCcRiWy/ut9CMBjkaElN2M5ptVipslfgedDJ9PxM2M4rshLvvfdecXl5uXPJI+fx13Q11J7vaqjtXrLtQVdD7dnHNn0IbFz8eR8w09VQe37x+Q+A4yvYF3IqZEVEJC60DS20FVcWRHYhm5eSy478Mi70fqShTyJPMOufo7n3IpWFu8lPzQvruauKKpgPzOtedok477zzzs+AT5c83lrNMRavsp4A/v3ipg08dvW2q6F2CLA665vynrEv5FTIiohIXGj3eihKs1OUbjcd5ZkOO6p5ODdGx4NO01FEItLFvitMzU/zaoiX3FmOM2sDuck5tA6qvVgiy9tvv/11YNOSx/dWeZj/C5gA/s3aplt7YR32JCIiYsKUb4pbo3f4jQ2vmI6yIrvzd5CVlMn5nou4InQwlYgpgWCAs/fPsyGzhM3ZG5/9hjVmtVjZa3fxq/stTPmmSUtMDXsGkeW89tpr/a+99lrX875/cRDUNuD1robawOLme/z/bcY465sKgEBXQ+0DZ33TE/c9b4bV0BVZERGJedeHbxAIBqiI8LbiR2xWGy+vO4Bn+AYjM6Om44hElI7hTgamvLxaegSLxWIkw76iSvxBP+2LtyyIRDtnfdP/ysI9r3+rq6H28fWlrgCpzvqmw4vPvw38bAX7Qk6FrIiIxLx2r4fspEw2ZpWYjrJihxwHCBLkgoY+iXzGme7zZCdlUWWvMJZhY2YpeSm5XFF7sUQZZ33Tv3bWN90HSoD/4qxv8jjrm3YB/wRwAC3O+qZrzvqmvwBYvDL7O8BJZ33TLeAVoP5Z+8JBrcUiIhLTfH4fngedHCyuwmqJnu9vC1Lz2Z67jZbej/iy829EVXaRUOmd6OfGyC1+a/OXsVltxnJYLBaq7BW8332OSd8U6YlpxrKIrEZXQ+3vAb+3zK4ntjd0NdS2AMsubv60faGm34oiIhLTOkduM+efi/hpxcupWV/NyOwoHz+4ZTqKSEQ4032ORGsiNeurTUdhn72SQDBAm/e66SgicUmFrIiIxLQ2r4cUWwpluVtMR1m1ioKdZCSm09x70XQUEePG5ya4NHCV6uIqMhLTTcehNHM9BSl5tA62m44iEpdUyIqISMwKBAO4hzrYlV9OgjX67qZJsCbw0rr9uIc6eDg7ZjqOiFHnez5kPjDPsdLDz35xGFgsFqqKKukcuc343ITpOCJxR4WsiIjErE8f3mPcN0FlYfS1FT9yyHGQQDDAh32XTUcRMcYXmOeDngvszCunOL3IdJxfq1J7sYgxKmRFRCRmtQ1dx2axsTN/u+koz60orZBtOZtp6b1EIBh49htEYlDrQBtjc+O8WnrEdJTPKMlYhz2tgCtqLxYJOxWyIiISk4LBIG1eD+W5W0lNSDEd54XUOKoZmnnAzZFPTEcRCbtgMMiZ7nMUpxexPW+b6TifsTC9uJJbI58wNjduOo5IXFEhKyIiMalvcoCh6WEqorit+JE9hbtJT0jT0CeJS7dH79A90curJYexWJ64Qogx++yVBAlybdBtOopIXFEhKyIiMal9yAMsTP6Ndom2RA6uq6LN69FQGYk7Z7rPk56YxoHiKtNRlrUuvYjiNLumF4uEmQpZERGJSW1eD5uyNpCdnGU6ypqocVTjD/q52H/FdBSRsPFODdM+1MERx0sk2RJNx1nWo+nFt0c/ZXT2oek4InFDhayIiMSckZlR7o3fj4m24kfWpRexOXsjLb2XCAaDpuOIhMXZ++exWqwcKXnZdJSn2mevWGwv1vRikXBRISsiIjGnfagDgMqC2ClkYeGq7MCUl9ujn5qOIhJy0/PTXOj7iCp7JTnJ2abjPFVxehGO9GKuDLaZjiISN1TIiohIzGn3eihKs1OUbjcdZU1V2StITUjR0CeJCy29HzHrn+PV0sOmo6xIlb2SOw+7GJkZNR1FJC6okBURkZgy5Zvi5ugnMTHkaakkWxIHiqq46nUz6ZsyHUckZPwBP2fvN7MlexMbskpMx1mRqqIKAK5q6JNIWKiQFRGRmHJ9+AaBYIDKGLo/9nE1joPMB+a51N9qOopIyLQPdfBgZoRXNxwxHWXFitIKKclwaHqxSJiokBURkZjS7vWQlZTJxqxS01FCoiTTwcbMUpp7L2rok8SsM93nyE/Ji7rOin32Sj4du8fw9IjpKCIxT4WsiIjEDJ/fh+dBJxUFO7FaYvdXXM36g/RNDvDp2D3TUUTW3N2xbj552MXR0pqo+3v86/Zir67KioRadP3rICIi8hSdI7eZ889RUbjbdJSQ2mffQ7ItieYeDX2S2HOm+zwptmReXnfAdJRVK0jNZ0NmCa0DKmRFQk2FrIiIxIw2r4cUWzJluVtMRwmplIRk9hft5cpgG9Pz06bjiKyZ0dmHXBls42XHAVITUkzHeS5V9grujnczND1sOopITFMhKyIiMSEQDOAe6mBX/nYSrQmm44RcjeMgvoCPj/qvmo4ismY+uH+BYDDI0ZIa01GeW5W9EkBDn0RCTIWsiIjEhE8f3mPcN0FFjE4rXmpDZgklGQ6aey9p6JPEhDn/HOd7PqSicBcFqfmm4zy3/NRcnFkbaB1oMx1FJKapkBURkZjQNnQdm8XGrvxy01HCwmKxUOOo5v5EL/fG75uOI/LCLva3Mjk/xaul0bPkzpPss1fQPdHL4JTXdBSRmKVCVkREol4wGKTN66EsdwupCamm44TNgeI9JFkTae7V0CeJboFggDPd5ynNXM+WbKfpOC9sr31herHai0VCR4WsiIhEvb7JAYamh6mMk7biR1ITUqkqquTywDVm5mdMxxF5bh8/uMXA1CCvlh7BYrGYjvPCclNy2JztVCErEkIqZEVEJOq1D3kAcBXsNJwk/Goc1cz657ii+/Ekip3pPkd2UiZVi1cyY0GVvYKeiT76JwdNRxGJSSpkRUQk6rV5PTizNpCTnG06SthtytrAuvQimnsvmY4i8lz6Jgf4+MFNvlByiIQYmji+1+7CgoXWQX3JJBIKKmRFRCSqjcyMcm/8PpUF8dVW/MijoU93x7vpHu81HUdk1c50nyfRmsBhx0umo6ypnORstuQ4uaL2YpGQUCErIiJRrX2oAyBult1ZzsHiKhKsCbRo6JNEmYm5SS71X+FgcRUZSemm46y5ffZK+icH6J3oNx1FJOaokBURkajW7vVQlFZIcbrddBRj0hPT2FtYwaX+q8z550zHEVmx870X8QXmOVpy2HSUkNij9mKRkFEhKyIiUWvKN83N0U+oiNO24sfVOA4y459RG6NEjfnAPB/cb2ZHXhmOjGLTcUIiKymTbblbaB1sJxgMmo4jElNUyIqISNTyDN8gEAzE3bI7y9mas4mitEK1F0vUaB1s5+HcOMdKj5iOElJV9goGprz0TPSZjiISU1TIiohI1Gob8pCVlMnGrFLTUYyzWCwcchzkzsO7uh9PIl4wGOT97nMUpdnZkbfNdJyQ2lO4G6vFqjVlRdaYClkREYlKPr+PjuEbVBTsxGrRrzOA6uJ92Cw2WrQUj0S4Tx520T3ew7HSwzH/9zczKYOynC1cGWxTe7HIGortfzlERCRmdY7cZtY/R0XhbtNRIkZmUgZ7Cndzsf8KPr/PdByRJzrTfY70hDSqi6tMRwmLfUWVDE0P0z3RYzqKSMxQISsiIlGpfchDii2ZstwtpqNElEOOg0zNT3PV6zYdRWRZQ9MPaPN6qFlfTZItyXScsKh81F48oPZikbWiQlZERKJOIBig3dvBrvztJFoTTMeJKGW5WyhIzVd7sUSsX91vxmKx8ErJIdNRwiY9MY3tedtoVXuxyJoJ229/V6MrBfg/gd8AZoAL7jr3f+tqdJUBjUA+MAx8y13nvhWuXCIiEn26xu4x7pugQtOKP8dqsVKz7iC/uPMeA5ODFMXx+roSeabnZ2jpvUSVvYKc5GzTccKqyl7Jjz4+zd3xbpxZG0zHEYl64bwi+69YKGDL3HVuF/DPFrf/APi+u85dBnwfeDeMmUREJAq1eT3YLDZ25ZebjhKRqtftx2qx0tynq7ISWT7su8yMf5ZXY3zJneVUFuzCZrGpvVhkjYSlkHU1ujKAbwH/zF3nDgK469wDrkaXHagCfrL40p8AVa5GV+HSY5SXl+eUl5c7H3+cPXs2NlfPFhGRJwoGg7R5r1OWu4XUhFTTcSJSdnImFQU7udh3BV9g3nQcEWDhloAz3efZnO2MyyWz0hJT2ZFXRutgO4FgwHQckagXriuyW1hoG/59V6PrsqvRddbV6DoMlAI97jq3H2Dxz97F7Uu9BXz6+OPdd9/9WVjSi4hIxOifGsQ7PUyl2oqf6pCjmgnfJO1ej+koIgC4hzoYnnnAsdLDpqMYs6+okpHZUbrGuk1HEYl64SpkbcBm4Kq7zr0f+MfAz4GMVRzje8Cmxx9vvvnm19c6qIiIRLa2xcLMVbDTcJLItiNvG3kpuRr6JBHj/e5z5KXkUlkQv19CuQp2kmBNoHWgzXQUkagXrmFP94B5FluI3XXui65G1xAwDax3Nbps7jq339XosgEO4HNfU3V2do4Co0s2l4Q2toiIRJp2rwdn1oa4GxSzWlaLlUPrDvB+AdfDAAAgAElEQVQfPv1rvFPDFKblm44kceze+H1uj37K17Z+BZvVZjqOMakJKezKK6d1sJ2vbfsKVosWEBF5XmH52+Oucw8BZ4AvAixOKrYDN4FrwDcWX/oNFq7aesORS0REosvIzCh3x7vj+orOary0bj8WLLRo6JMYdqb7PMm2JA45DpiOYlyVvYKHc2PceXjXdBSRqBbOr4G+DfxTV6PLDfwU+B13nXt0cft3XI2um8B3Fp+LiIh8jnuoA0DL7qxQbkoOuwu282HfZfwBv+k4Eqcezo5xZaCNl9cd0IA2YHfBThKtCbQOqr1Y5EWEbR1Zd537DnB0me03gOpw5RARkejV5vVQlFZIsdZGXbEaRzXuoY9xD3/MnsLdpuNIHPqg5wKBYICjJfE75OlxKQnJ7MrfwdVBN39722+pvVjkOelvjoiIRIUp3zQ3Rz+hQm3Fq7Izr5yc5Gyaey+ajiJxaM7v43zPh7gKduo+7cfsK6pkbG6c26Ofmo4iErVUyIqISFTwDN8gEAyorXiVbFYbL6/bz8fDNxmeHjEdR+LMRwOtTPgm43rJneXsyt9OkjWRK2ovFnluKmRFRCQqtA15yEzKwJm13FLj8jQvrzsIwIW+jwwnkXgSDAY5032ekgwH23I2m44TUZJtSbgKdnJt0K3710WekwpZERGJeD6/j47hG1QU7NL9ZM8hPzWXHXllXOj7SB+aJWxujNyib3KAY6WHsVgspuNEnCp7BRO+SW6N3jEdRSQq6dOAiIhEvM6R28z656hUW/Fzq3EcZHT2IR0POk1HkTjxfvc5MpMy2Fe0x3SUiLQzfzvJtiRNLxZ5TipkRUQk4rUPeUi2JVGWu9V0lKjlKthJZlIGzb1aU1ZCr39ygI7hTr6w/mUSrWFbJCOqJNkSF9uLr6tTQuQ56F8WERGJaIFggHZvB7vyt+sD8QtYGPp0gP989yyjsw/JSc42HUli2Jn7zSRYEziy/mXTUSLaPnsllweu0Tlym5355abjSBxw1jf9IfDbgBNwdTXUXl/cXgY0AvnAMPCtrobaWy+yL9R0RVZERCJa19g9xn0TVGrZnRd2aN1BggS50HvZdBSJYRO+SS72XeFg0V4ykzJMx4loO/LLSbGlaHqxhNNfAl8A7i7Z/gPg+10NtWXA94F312BfSOmrbRERiWhtXg82i41dBdtNR4l6hWn5lOdupaXvEr/pPKbBWRISLT2X8AV8HNWSO8+UaE2gsnAXbV4P3yifJ0FdJ/IC3nvvveK33nrLuWTzaGdn5+ijJ10NtecBnPVNv36Bs77JDlQBX1zc9BPg3zjrmwoBy/Ps62qo9a7hf9qy9BtMREQiVjAYpM17nbLcLaQmpJqOExNqHAd5MDPCjQdh6fySOOMP+PlVTwvbc7exPmOd6ThRocpewfT8tP5Oygt75513fgZ8uuTx1greWgr0dDXU+gEW/+xd3P68+0JOhayIiESs/qlBvNPDVKiteM1UFO4mIzFdQ58kJK4OtjM6+5Bjuhq7YtvztpGakErrYLvpKBLl3n777a8Dm5Y8vmc0VAipkBURkYjV5vUAUFG403CS2JFoTaC6eB/tQx7G5sZNx5EYEgwGeb/7PPa0Ag0uWoWEx9qLfX6f6TgSxV577bX+zs7OriWP0We/k25gvbO+yQaw+Kdjcfvz7gs5FbIiIhKx2r0eNmaVasLuGjvkOEggGODDPg19krXz6dhd7o53c6zksO6/XqV99kpm/DN8/OCm6SgSh7oaageBa8A3Fjd9A7ja1VDrfd594citf2VERCQijcyMcne8W9OKQ6A43c7WnE209F4iEAyYjiMx4v1750hNSKV63X7TUaJOee5W0hPTNL1YQs5Z3/SvnfVN94ES4L8465s8i7u+DXzHWd90E/jO4nNecF9IaTSaiIhEJPdQBwCVhSpkQ6HGUU1jx0+5NXKH8rytpuNIlBueHuGa9zq/seEVkm1JpuNEHZvVxp7C3VweuMac30eSLdF0JIlRXQ21vwf83jLbbwDVT3jPc+0LNV2RFRGRiNTm9WBPK6AozW46SkzaU+giLSGV5t6LpqNIDPjV/WYsFguvlBwyHSVqVdkrmfXP0TF8w3QUkaigQlZERCLOlG+am6OfUFmwG4vFYjpOTEqyJXKwuIo273Um5iZNx5EoNjM/Q3PvJfYWushNyTEdJ2pty9lMRmK6pheLrJAKWRERiTie4RsEggEq1FYcUjWOauaDfi72XzEdRaLYh31XmPHPcKz0iOkoUc1mtbHH7sI91MGsf850HJGIp0JWREQiTtuQh8ykDJxZYVlTPW45MorZlLWR5t6LBINB03EkCgWCAc7cP8+mrI1syt5gOk7U22evZC7gw6P2YpFnUiErIiIRxReYp2P4BhUFu7SERxjUOA4yMOXlk4ddpqNIFLo+9DFD08McKz1sOkpM2JqziaykTK4MaHqxyLPoE4KIiESUmyO3mfXPaVpxmFQVVZJiS9HQJ3ku73efIzc5hz2Fu01HiQlWi5W9dhee4Y+ZmZ81HUckoqmQFRGRiNLm9ZBsS6IsV0vChEOyLYkDxXu5OtjOlG/KdByJIt3jvdwavcMrJYewWW2m48SMKnslvsA81xeXIBOR5amQFRGRiBEIBmgf8rArfzuJVi11Hi41joP4AvNc6r9qOopEkTPd50iyJVHjOGg6SkzZnL2R7KQsTS8WeQYVsiIiEjG6xroZn5ugskBtxeFUmrmeDZklGvokK/ZwdpwrA9d4qXg/aYlppuPEFKvFSpW9As+DTqbnZ0zHEYlYKmRFRCRitHs92Cw2dhVsNx0l7tQ4DtI72U/X2D3TUSQKnOu5wHzQz7HSGtNRYlJVUSXzgXncai8WeSIVsiIiEhGCwSBt3uuU5W4hNSHVdJy4s79oD0m2JJp7L5mOIhHO5/dxrucCu/N3YE8rNB0nJjmzSslNztH0YpGnUCErIiIRYWBqkMHpISrUVmxESkIK++17uDJwTe2M8lQfDVxjwjfJq6VHTEeJWY/aiz9+cJMp37TpOCIRSYWsiIhEhDavB4CKwp2Gk8SvmvUHmQv4uDygoU+yvGAwyJnuc6zPWEdZ7hbTcWJaVVEF/qCftiGP6SgiEUmFrIiIRIS2IQ8bs0rJSc42HSVubcwsZX3GOpp7tKasLK9z5Da9k/0cKzmMxWIxHSembcwsJT8ll9ZBtReLLEeFrIiIGDc6+5C7Y92aVmyYxWKhxlFN90Qv98bum44jEehM9zkyEzPYX7THdJSYZ7FYqLJXcuPBLSZ8k6bjiEQcFbIiImJcu3dhMmdloQpZ0w4U7SXRmkhzr67KymcNTHm5PnyDI+tfItGWaDpOXKgqqlhYX9ur9mKRpVTIioiIce1DHuxpBRSl2U1HiXtpialU2Sv4aOAqM/OzpuNIBDnbfZ4Ei40jJS+bjhI3SjPWU5Car+nFIstQISsiIkZN+abpHLlNZcFu3XMXIWoc1cz653RvnvzalG+KD/sus79oL1lJmabjxA2LxcI+eyU3Rz9hfG7CdByRiKJCVkREjOoYvkEgGKBCbcURY3P2RorTiziv9mJZ1Nx7ibmAj2Olh01HiTtV9oX24mve66ajiEQUFbIiImJU25CHzKQMnFmlpqPIooWhTwe5O9ZNz0Sf6ThimD/g5+z9ZspytlCS6TAdJ+6sz1iHPa2A1sF201FEIooKWRERMcYXmMczfIOKgp1YLfqVFEkOFleRYE3Q0CfhmtfN6OxDXt1wxHSUuPSovfjWyCeMzY2bjiMSMfSpQUREjLk5cptZ/xwVWnYn4mQkprOncDeX+luZ88+ZjiMGvd99nsLUfHblbzcdJW5V2SsJEuTaoNt0FJGIoUJWRESMafN6SLYlUZ671XQUWUaNo5rp+Rmu6sNz3Pr04V26xu5xtPSwuiYMcmQUU5xexBUNYBP5Nf2LJCIiRgSCAdqHPOzM3641KSPUtpzN2FMLNPQpjr3ffY7UhBReKt5vOkrcq7JX8MloF6OzD01HEYkIKmRFRMSIrrFuxucmqFRbccSyWCwcchzkzsMu+iYHTMeRMHswM8I173UOOQ6SkpBsOk7c22evIEhQHRIii1TIioiIEe1eD1aLVffdRbiX1u3HZrHR0nvJdBQJs1/dbwHgaEmN4SQCUJxehCO9WNOLRRapkBURkbALBoO0ea9TlrOFtMRU03HkKTKTMqgo3MXFviv4/D7TcSRMZuZnae69RGXhbvJSck3HkUX7iiq587CLkZlR01FEjFMhKyIiYTcwNcjg9BCVhWorjgaHHdVMzk/R5r1uOoqEycX+K0zPT/NqqZbciSRV9goAruqqrAgJT9px/NSJFRW5p984GVjJ61yNri5gZvEB8I/dde6/cjW6XgLeBVKBLuCb7jr34EqOKSIi0anN6wHAVbDTcBJZibLcLeSn5HG+9yL7i/eajiMhFggGONt9no1ZpWzK2mA6jjzGnlZIaYaDK4PtvLrhC6bjiBj1tGJ1HvA95fFo/2r8bXede8/i469cjS4r8CPgH7rr3GXAB0DDKo8pIiJRpm3Iw8bMUnJTckxHkRWwWqwcchzk1ugdBqe8puNIiHmGbzA4PcSrpUewWCym48gSVfZKusbuMTz9wHQUEaOeVshuAjY/5fFo/4vYB8y469znF5//ADi+3AvLy8tzysvLnY8/zp49W/yC5xcRkTAbnX3I3bFuKtRWHFVeXrcfq8VKS+9HpqNIiL3ffZ6c5Gz2FrpMR5FlVBUttBdr6JPEuye2Fp9+4+TdEJzvx65GlwU4D/xTYAPw6/O469xDrkaX1dXoynPXuZd+zfQW8PuPb3j33Xc5evRoCGKKiEiotHs7AHR/bJTJTs7Clb+DC30f8ZXNXyLB+sSPEBLFeib6uDlym69ueQ2b1WY6jiyjIDWfDZkltA6288WNR03HETFmxb+Fjp868VvAK0AB8Os+k9NvnPzWCg9xxF3n7nY1upKB7wH/BviLVWT9HvDvHt/w5ptv7gd+topjiIiIYe1DHuypBRSn2U1HkVWqWV9N25CH9qGOXw+dkdjyfvc5kqyJ1DiqTUeRp9hXVMlf3G7COzVMYVq+6TgiRqxooNPxUyd+n4WBTFbg68Aw8JvAimd/u+vc3Yt/zgJ/DNQA94CNj17janQVAIFlrsbS2dk52tnZ2fX44+jRo/0rPb+IiJg35Zumc+Q2FYW7dO9dFNqRV0Zucg7NPRdNR5EQGJ+b4HL/VarX7Sc9Mc10HHmKvYWaXiyy0uV3fhf44uk3Tv4PwNzin68DzpW82dXoSnc1urIXf7YAfwe4BlwBUl2NrsOLL/02usIqIhKzOoZvEAgG1FYcpawWKy87DnBj5BZDGjQTcz7oucB80M+xkhrTUeQZ8lNz2ZS1gSuDbaajiBiz0kI25/QbJx8tHjd3/NSJxNNvnLzEQqvxShQBZ12NrnbgOlAG/HfuOncA+B3gpKvRdWvxePUrjy8iItGkbchDZlIGTi3pEbUOrTuABQsXei+ZjiJryBeY59z9C+zK305Rutr+o0GVvYL7E70MaJK4xKmV3iP7yfFTJ3adfuOkh4VC9MTxUydGgJGVvNld574DLLvwnLvO3QJoLJ6ISIzzBebxDN9gf9EerJaVfo8qkSY3JYdd+eVc6PuIv7npixoIFCMuD1xj3DfBq6VHTEeRFdprr+DPb/8HWgfaeW3T3zAdRyTsVvpJ4n8CHt1JXg/8HvAO8N1QhBIRkdhzc+Q2s/45KgrUVhztahzVPJwb5/rwDdNRZA0Eg0HOdJ/DkV5Mee5W03FkhXJTctic7aRV7cUSp1Z0Rfb0Gyf/42M/XwL0r5yIiKxKu9dDsi1JH5RjwK787WQnZdHce1H3O8eAW6Of0DPRx9/d/rc1hC3K7LNX8rNbv6B/coDi9CLTcUTCaqVTi5ed6HD81InBtY0jIiKxKBAM0D7Uwc787STaEk3HkRdks9p4ed1+OoY7eTCzoruMJIK9332ejMR09hctexeYRLA99t1YsHBF04slDq20tfhznzqOnzqRCOjGGBEReaa7Y92MzY1TqbbimPGy4yAAF3o/MpxEXsTg1BDXhz7myPqXSNKXTFEnJzmbrTmbaB1oIxgMmo4jElZPbS0+furEOSAIpBw/deKDJbtLgJZQBRMRkdjR5vVgtVjZlb/ddBRZIwWpeWzP28aFvsu8tuk3NMArSp29fx6rxcqR9S+bjiLPqcpewambf0nf5ACOjGLTcUTC5lm/df4E+FNgHvi3jz3+BDgBfC2k6UREJCa0D3koy9lCWmKq6Siyhmoc1YzMjtIx3Gk6ijyHKd80F/ous79oD9nJWabjyHPaY3ctthdr6JPEl6dekT39xslGgOOnTnx4+o2TGk0oIiKr1j85yMCUl6MlNaajyBpzFewgMzGD5t5L7C7YYTqOrFJL3yXm/HMcKz1sOoq8gKykTLblbqF1sI2vbPqSBnZJ3Fjp1OIbx0+d+PvA7wDrgR7gh6ffOPn/hDKciIhEv3avBwBXwU7DSWStJVgTeGndfv7f7g8YnX1ITnK26UiyQv6An7PdzWzL2Uxp5nrTceQF7bNX8JPOn3N/oo/STIfpOCJhsdKpxf8jC+vH/pSFNWR/Cvyjxe0iIiJP1DbkYWNmKbkpOaajSAgcchwgEAzwYd9l01FkFdqGPIzMjnKs9IjpKLIG9hS6sFqsWlNW4sqKrsgC/wA4evqNk3cfbTh+6sRfAR8A/0sogomISPQbnX1I19g9Xt/8ZdNRJETsaYWU5WyhpfcjvrTxmIY+RYkz3ecoSMnDpZbwmJCRlE557lZaB9r4rc1fVnuxxIWV/rZJB7xLtg0DmtohIiJP5B7qAKCyUMvuxLKa9dUMzzygc+S26SiyAl1j97jz8C5HSw/ri4cYUmWvYGjmAd3jPaajiITFSq/I/ifgx8dPnagH7gEbWbgS+1ehCiYiItGvzevBnlpAcZrddBQJocrC3aQnptHcc5EdeWWm48gznOk+T4othZfX7TcdRdZQZeFuftL5c64MtrEhq8R0HJGQW+nXcP89MA60AxPANWAS+E6IcomISJSbnp/m5sgnVBTuUptbjEu0JlBdvI+2IQ9jc+Om48hTjMyM0jrYziHHAVISUkzHkTWUnpjG9rxttA62EwwGTccRCbmVTi0eA751/NSJvwcUAEOn3zgZCGUwERGJbp7hTvxBv9qK40SN4yDvd5/jYt8VvrjxqOk48gS/ut9CMBjUclgxap+9kh9+fJqusW42ZW8wHUcilLO+6SvAHwCWxce/6Gqo/bmzvqkMaATyWbiN9FtdDbW3Ft/zxH2mrHRq8QOA02+cDJx+4+TgoyL2+KkTg6EMJyIi0avd6yEzKQNnlj5MxYPi9CK2ZDtp6b2kq0ERatY/R3PvRSoLd5Ofmmc6joRARcEuEiw2TS+WJ3LWN1mAHwK/09VQu4eF5VUbnfVNVuAHwPe7GmrLgO8D7z721qftM2KlrcWJSzccP3UiEbCtbRwREYkFvsA8nuEbuPJ3aphMHKlxVDM4PcSt0Tumo8gyLvZdYWp+mle15E7MSktMZUd+Ga2D7QSCap6UJwoAjxb+zgH6WOi6rQJ+srj9J0CVs76p0FnfZH/SvvBF/rynthYfP3XiHBAEUo6fOvHBkt0lQEuogomISPS6OfIJM/5ZtRXHmb32Cn5269/T3HuRstwtpuPIYwLBAGfvn2dDZgmbszeajiMhVGWvxD30MV1j99ic7TQdR8LovffeK37rrbecSzaPdnZ2jj560tVQG3TWNx0HfuGsb5oEMoG/CZQCPV0Ntf7F1/md9U29i9stT9m3dGWbsHnWPbJ/wkLwA8C/fWx7EBgA3g9RLhERiWLt3usk2ZIoz91qOoqEUZItkYPFe2nuuchE2SQZielhO7cfmPVF7hWo5ESr0Ta2juFOBqa8/L2d39DwtRjnKthJgjWBKwNtKmTjzDvvvPOzZTb/C+CfP3rirG9KAP4J8NWuhtpmZ31TDXCahRbjqPLUQvb0GycbAY6fOvHh6TdO3ghPJBERiWaBYID2oQ525ZWTaPvcnSkS42oc1fzqfguX+q7w6oYvhO28s74Af/1hV9jOt1pfeslJWqK5Nvsz3efJTspir91lLIOER2pCCrvyyrk62M5vb3tdt3fEkbfffvvrb7311uUlm0eXPN8DOLoaapsBFovZSWAGWO+sb7ItXnG1AQ6gm4ULm0/aZ8yK/p+tIlZERFbq7lg3Y3PjVKitOC6tz1iHM2sDzRr6FDF6J/q5MXKLV0oOkWBd0YIVEuWqiip5ODfOJ6NdpqNIGL322mv9nZ2dXUseSwvZ+0CJs76pHMBZ37QDKAJusbDE6jcWX/cN4GpXQ623q6F28En7Qv3f9DT6ikZERNZUm9eD1WJld/5201HEkBpHNf1Tg9x5eNd0FGHhamyiNZGa9dWmo0iY7M7fQaI1kdbBdtNRJMJ0NdT2AyeAP3PWN7UBPwV+t6uh9gHwbeA7zvqmm8B3Fp8/8rR9RuhrORERWVPtQx7KcraQlphmOooYsq+okj9fHPq0JcdpOk5cG5+b4NJAKy8V7wvrPctiVkpCMrvzt3PV287Xy35L7cXyGV0NtT8GfrzM9hvAst94PW2fKU/8f/XxUyc+fOzn3w9PHBERiWb9k4MMTHnVVhznkm1J7C/aQ+tgG1O+KdNx4tr5novMB+Y5VnrYdBQJs6qiSsbnJrit5bAkRj3t65my46dOpCz+/N1whBERkejW7vUAUFGw03ASMa1mfTW+wDyXBq6ajhK3fIF5PuhpYWdeOcXpRabjSJjtzt9OkjWRK2ovlhj1tNbiXwA3j5860QWkLrOOLACn3zgZvpGEIiIS0dqGPGzILCE3Jcd0FDFsQ2YJpZnraem9xCvrD2nJFwNaB9oYmxvX1dg4lWRLwlWwk2uDbo5v+yo2q8kFoETW3hML2dNvnPz7x0+dOAw4+fw6siIiIp8xOvuQrrF7vL75N01HkQhR46jmp50/5+54N86sDabjxJVgMMiZ7nMUpxexI6/MdBwxpKqokiuDbdwavcP2vG2m40ice/27v/iXK3ndL//oq//zSl73rHVkzwPnj586kfRoTVkREZHluIc6AKgo0P2xsmB/0R5+fuuXNPdcVCEbZrdH79A90ct/Xf7buhoex3bmlZNsS+LKQJsKWYkEpWt5sBVNLT79xsk/PX7qxFHgW8B6oAf44ek3Tp5ZyzAiIhK92rweClPzWad78WRRakIK+4r2cHmwja9te53UhJRnv0nWxJnu86QnpnGguMp0FDEoyZZIRcEu2rzX+Tvl/5Xai8WoX/7RV//+Wh5vRbO4j5868Q+A00A/8HOgD/jJ8VMn/pu1DCMiItFpen6amyOfUFG4S1d/5DNqHNXM+ee4PHDNdJS44Z0apn2ogyOOl0iyJZqOI4ZV2SuYnJ/ixsht01FEPuf17/4i8/Xv/mLT69/9xeZHj5W+d6XryP4j4Iun3zjZ9mjD8VMnTgF/Dvzfq4srIiKxxjPciT/op7Jgt+koEmGcWaU40otp6b3IkfUvmY4TF351vxmrxcqRkpdNR5EIsCO/nBRbCq2DbezKLzcdRwSA17/7i50srGVbCQQBy+KfACtqHVjp6sj5QMeSbZ1A3grfLyIiMazd6yEzMYNN2boPUj7LYrFQs76ae+M93Bu/bzpOzJuen6al7xJV9kpykrNNx5EIkGhNoLJwF21eD/OBedNxRB75Y+AMC/XkGJALvAvUrfQAKy1kzwP/x/FTJ9IAjp86kQ68A7SsJq2IiMQeX2Aez/ANXAU7sVpW+mtF4snBor0kWhNo7r1kOkrMu9D7EbP+OV7VkjvymCp7BdPz09x4cMt0FJFHKoF//Ms/+uooYPnlH331IfA28AcrPcBKP3F8e/FkD4+fOjEAjC4+f3N1eUVEJNbcHPmEGf8slYWaVizLS0tMY6+9gsv9V5n1z5mOE7MCwQBn7zezJXsTG7JKTMeRCLI9bxtpCalcGWx79otFwmMGeHQT/9Dr3/3FBhZq0/yVHmClU4v7gC8cP3WiBHAAvaffOKn+IBERod17nSRbEuW5W01HkQhW46jmUn8rVwbaOOQ4YDpOTGrzehieGeFrW79iOopEmARrApWFu7k66Mbn95GoIWBi3jngOPDvgD8D3gNmgfdXeoCVDnsCYLF4VQErIiLAwhWg9qEOduWV64ORPNWWbCfFaXZaei+qkA2RM93nyE/JpULdEbKMKnsFF/o+ouPBTXXQiHG//KOvHn/s6T8FrgOZQONKj6GbmURE5LndHbvP2Ny4PjjLM1ksFmocB/l07B49E32m48Scu2PdfPKwi6MlNbpXXZZVnruV9MQ0WtVeLBHg/2PvzqPbvO87378BECABENywkAQXkdooSgQpU7ZW27LdOomrOE46E2ky00T39syMo9uTXt/jm3PVTrfpaXt56+Te3JlmFM20vcM2bUZK08RxFDdN41WSJduSTULUvlDcsZDiCu7A/YOUKsuSRUkkHxD4vM7BIfE8WD5OJIpf/L7P9/fsiy//79e/f+Wbz8Vf+eZz333lm8/tY+aS1jnRTzoREblvzdEWzCYzNe41RkeRJWBj0QYyTBYNfVoAr7cfJsuSyRb/RqOjSJKymC2s99YQjJ5mYnrS6Dgiv3eH478z1xe4p9ZiERGRmzVFWlidtwKH1WF0FFkCsm1O6rw1vNtzks+v+BVsakefF/3jA5wIN7G9dCv2jCyj40gSq/fVcaTrXU73nmW9L2B0HElDz7748lOz31qeffHlJ5nZP/a65cDQXF9rTiuyOw/s6bvD8fBc30hERFJLz0iYUCystmK5J4+WbGJ0apQPws1GR0kZb3W8QyKR4InSbUZHkSS3Km852VanpheLkf5i9pYF/OVN9/8c+HXga3N9obmuyH7sI9OdB/ZYActc30hERFJLc8fmAF0AACAASURBVLQFgFrPWoOTyFKyKm8FXrubI13vsql4g9FxlryJ6QkOdx6j1rsOj33Ou1ZImrKYLTzkq+V49/uMT0+QabEZHUnSzCvffK4S4NkXX/6rV7753Fce5LU+sZDdeWDP20ACyNp5YM9bt5wuBY4+yJuLiMjS1RxpodxVSn5WntFRZAmZGfq0iR9d+ik9IyGKnIVGR1rS3u05ychUjCdLHzU6iiwR9b5a3u58h1PRM2worDM6jqSpV7753FeeffHlDGArUMLMzjjvvPLN56bm+hp3ay3+c2aWfKf452Xf60u/e4BfvY/cIiKyxA2MD3JlsE1bOMh92VS8AbPJrKFPDyiRSPB6+2HKXCWszKs0Oo4sESvzKsmxuTip9n4x0LMvvlwFnAH+FvhN4HvA2WdffLl6rq/xiSuyB3ftawTYeWDPsYO79p19gKwiIpJCmqOnAaj1qJCVe5djc1HnWcfxnhN8bsUzWM2aPXk/zvSdpycW5ivVuzCZTHd/gghgNpl5yBfgaNe7jE2NkaUBYWKMfcB/Bb7xyjefS8CNLXn+C/DkXF5gTv9yHNy17+zOA3s+BawHsm85d6fRybcVaAz8PvAHQCC4O3gq0BjYDOwH7EAr8GvB3UENkRIRSWLNkRa8djfFaguV+7TNv4kPIkGaIqd4uHC90XGWpNfa3ybH5lJ7qNyzel8db3Yc5VT0DA8XPWR0HElP64Gnrxexs74F/Ie5vsBcpxb/GfBdYANQdtOtdM5RgUBjoB7YDFydvW+efd3fCO4OrgbeAhru5TVFRGRxjU6Nce7aRWq967QKJPetqmAl7qx8tRffp+6REGf6zvN4yVYytKIt92h57jLyMnM5ofZiMU4XsP2WY4/NHp+Tuf7k+9dA3cFd+9rn+sK3CjQGMoFvA18C3pg9vAEYC+4OHp69/x1mVmV//dbnV1VV5QEfmSiyf//+oieeeOJ+I4mIyH043XuW6cQ0dZ4ao6PIEmY2mdnq38grl39GOBbF5/AYHWlJeb39MFZzBo+VbDY6iixB19uL3+54h9GpMe0/LEb4LeDHz7748k+YWeRcBuwAfm2uLzCnFVkgCvTfc7yP+kPgu8HdwdabjpUzuzoLENwdjALmQGOg4DbPfwG4cvNt//7933/ATCIico+aIi24rNlU5pYbHUWWuM3FD2M2mTmqVdl7Mjwxwrs9J9hYVE+2zWl0HFmi6n11TCWmaY60GB1F0lMV8BBwCnDNft0ArJjrC8x1RfabwN/sPLDn/wRCN584uGvf5bs9OdAY2AI8DOyda7Db+Bbw328+8Pzzzz8MqJgVEVkkk/EpWnrPUu+rw2ya62ehIreXl5lLjbuaY93v89nln1KL7Bwd7jrOZHyKJ7TljjyAypxy8jPzOBlu1p7OYoTfe+Wbz30D+KObDz774su/A/zfc3mBuf6LsW/262dvOZ4ALHN4/nagGrgSaAzAzLW1PwP+EzPLyAAEGgMeIB7cHey79QXOnTvXz8dXhe/pGl0REXkwF65dYmx6nFrvWqOjSIrY5t9Ic7SFYPQMD/kCRsdJelPxKd7qOEJ1wWr82UVGx5ElzGQyUe+r5Y2OI8QmYzisDqMjSRp49sWXn5r91vLsiy8/Cdw8bGM5MDTX15rr1OIH+tg9uDvYwE1DnAKNgVZmiuLTwL8PNAYenb1O9qtohVVEJGk1RVuwWWxU5a8yOoqkiLXuKvIycznSdVyF7BycDDczMDHEvyn7otFRJAVsKKzjF+1v0RQ9zZbih42OI+nhL2a/ZgF/edPxBDOdv1+b6wvdUw/PzgN7yoCSg7v2HbuX591JcHcwHmgMfBnYH2gMZDG7/c58vLaIiMyveCJOMNLC2oIqbBar0XEkRZhNZrYWP8Krrb+gd7QPt/12YzIEIJFI8Hr72xQ6fFQXrDY6jqSAclcp7qwCToaaVMjKonjlm89VAjz74st/9co3n/vKg7zWnArZnQf2lAPfY2a/nwSQvfPAnn8JfObgrn3/9l7fNLg7WHHT90cBfQQrIpLkrg52MDAxRJ13ndFRJMVs8c8Uske73+PZ5Z82Ok7SujTQSttQJ/+q6gu6Rl3mxfX24l+0v8Xw5AjZVg0Pk8XxoEUszH1q8X7gEDMTpSZnj/0cePpBA4iIyNLQHG3BbDJT415jdBRJMQVZ+ax1V/FO13tMx6eNjpO0Xm9/G0eGnU1FGswj86e+sJZ4Ik5T5JTRUUTuyVwL2Y1Aw8Fd++LMrMhycNe+ASB3oYKJiEhyaYq0sCpvuQaCyILY5t/IwMQgLb1njY6SlKKjfTRFWni0ZDM2i83oOJJCyrJL8NrdnAw1Gx1F5J7MtZANAStvPrDzwJ61QNu8JxIRkaTTMxImFAtTq7ZiWSA17mpybC6OaE/Z23qz4wgmk4nHS7YYHUVSzEx7cR3n+y8xNDFsdByROZtrIfsN4Cc7D+z5n4GMnQf2fAk4APxfC5ZMRESSRnO0BYA6jwpZWRgWs4UtxY/Q0nuWa2O37raX3kanxjja9S71vlrys/KMjiMpaENhHfFEnA/VXixLyJwK2YO79v0l8HXgi0A78BXgdw/u2vc3C5hNRESSRHOkhXJXiX6JlgW11f8ICRK80/2e0VGSyrHu9xmbHuepsseMjiIpyu8sotDh5WSoyegoInM25+13Du7a9zLw8gJmERGRJDQwPsiVwTY+W6lpsrKwPHY3a/JXcbTrPT5T8UuazMvMtlevtx9meW4Fy3LKjI4jKep6e/E/tP6CgfEhcjNdRkcSuas5/Qux88Ce/7TzwJ6ttxzbuvPAnm8tTCwREUkWzdHTANp2RxbFtpJNXBvv50zfeaOjJIVg9DS9Y308Wfao0VEkxdX7akmQ4MNI0OgoInMy1486vwS8f8uxE8C/nt84IiKSbJojLXjsboqdhUZHkTRQ61lLttWpoU+zXmt/m4KsfF2fLgvOn11EsbOQk2G1F8vSMNdCNnGbx1ru4fkiIrIEjU6Nce7aReo86zCZTEbHkTSQYc5gc/HDBKOnGRgfNDqOodqGOrjYf4XtpVuxmC1Gx5E0UO+r5VJ/K/3jA0ZHEbmruRaibwN/tPPAHjPA7Nc/mD0uIiIp6nTvWaYT09p2RxbVVv9G4ok4x7pvbQZLL6+3HybTYmObf6PRUSRN1PvqSJDgg7DaiyX5zbWQ/V+BXwa6dx7Y8y7QBTwNfG2hgomIiPGaIi1kW50sz11mdBRJI4UOL6vylnO0613iibjRcQwxMD7IiVATm4sfwZ5hNzqOpIkip4+S7GK1F8uSMNdCtguoB54DXgI+D2w4uGtfx0IFExERY03Gp2jpPUutZ62mx8qi2+bfRHSsj/PXLhkdxRBvdb5DPBHnidJtRkeRNFPvq+XywFXt5yxJ767b7+w8sMcCDAN5B3ftOwYcW/BUIiJiuAvXLjE2Pa62YjHEem8NzgwHR7qOs6ZgldFxFtXE9CSHO49R46nG5/AYHUfSTL2vllcu/4yT4WZ+qfxxo+OI3NFdP2I/uGvfNHAecC98HBERSRZN0RZsFhtV+elVREhysFqsbCyupynSwtDEsNFxFtV7oZMMT47wVNljRkeRNORzeCnL9nMy3Gx0FJFPdNcV2Vl/A/xk54E9/y/QwcwUYwAO7tr32kIEExER48QTcYKRFtYWVGGzWI2OI2lqm38Tr7cf5njPCX65fLvRcRZFIpHg9fbDlGQXsypvudFxJE3VF9bx8qVX6R3tw20vMDqOyG3N9aKnPUA+M5OK/xz4i9nbny9MLBERMdLVwQ4GJoaoU1uxGKjYWcjy3AqOdB0nkUjc/Qkp4Oy1C3SPhHiq7DFteSWGqffVAmhVVpLanFZkD+7aV7nQQUREJHk0R1swm8zUuNcYHUXS3Db/Rv76zEEu9l9mVf4Ko+MsuNfa38Zly2ZD4Xqjo0ga89jdLHOVcTLcxNPLnjA6jshtzXkM5c4De6w7D+x5bOeBPbtm7zt3HtjjXLhoIiJilOZIC6vyluOwOoyOImmu3leLPSOLI13vGh1lwfWMhDnde47HS7ZgNc/16i+RhVFfWEvbUCeRWK/RUURua06F7M4DewLMDHz6b8y0FANsB/5ygXKJiIhBQiNhemJhTSuWpGCz2HiksJ4PIkFGJmNGx1lQr3ccJsOcwWMlW4yOIsJD3uvtxdpTVpLTXFdk9wG/d3DXvjXA5OyxN4FHFySViIgYpjl6GoA6jwpZSQ7b/BuZik/xbs9Jo6MsmJHJGMe7T/BI4UO4bNlGxxHBbc+nMqdc18lK0pprIbsO+O7s9wmAg7v2jQD2hQglIiLGaYq0UO4qIT8rz+goIgCUuvwsyylL6aFPRzqPMxmf5MkyrRFI8qgvrKNjuItQLGJ0FJGPmesFGK3ABuD96wd2HtizEbi4AJlERMQgA+ODtA62saPyU0ZHEfmIbf6N/O3ZH3Bl8CrLcyuMjjOvpuPTvNl5lKr8lZRkFxsdR+SGh7wBfnDhFU6Gmnmm8peMjiPzpGLvoSzg/wF+GRgD3mlt2PHvK/YeWg00Am6gF/hKa8OOC7PPueM5o8x1RfZ3gUM7D+z5j4Bt54E9vwV8H/idBUsmIiKLLhg9TYKEtt2RpLPBt55Mi40jnak39OmDcDP94wM8VfaY0VFEPiI/K48VuRW6Tjb1/CkzBezq1oYdAWZqPYDvAN9ubdixGvg2sP+m53zSOUPMqZA9uGvfT4DPAF5mro1dBvzqwV37/nEBs4mIyCJrirbgsbspdhYaHUXkI7IyMnm48CFOhJuITY4aHWfeJBIJXms/jM/hYa27yug4Ih9T76uja6SH7pGQ0VHkLl599dWiqqqqiltuH7lOqGLvoWzgK8DvtjbsSAC0NuwIVew95APqge/NPvR7QH3F3kPeTzq3GP9ddzLn2e4Hd+37APhfFjCLiIgYaHRqjPN9F9leug2TyWR0HJGP2ebfyJGu47wf+oDHS7caHWdeXBm8ytWhdnat/jxm05x3RRRZNA/5AvzdhR9zMtTEjuW67CSZvfTSS9+/zeH/CPzBTfdXMNMa/PsVew89CQwz02U7CnS2NuyYBmht2DFdsfdQF1AGmD7hnGEXUM+pkN15YI+Nmf/ALwF+oAv4H8AfH9y1b2zh4omIyGI53XuOqcS0tt2RpFXuKqUs28/hruM8VrIlJT5wea3tbewZdjYVP2x0FJHbys3MYWVeJSfDzfxK5dMp8fcuVX3961//4gsvvPD+LYf7b7lvAZYDH7Q27Ph6xd5Dm4BXgC8uRsb5dC/b7zwF/CbwyOzXJ4D/sjCxRERksTVHW8i2Olmeu8zoKCK3ZTKZ2OrfROdwN21DHUbHeWC9o9f4MHKKR/2byLTYjI4jckf1vjp6YmG6RnqMjiKf4Jlnnuk5d+5c6y23WwvZNmCK2Tbh1oYdx4EoMyuyJRV7D1kAZr/6gfbZ253OGWauhezngc8e3LXv1YO79p0+uGvfq8Bzs8dFRGSJm4pPcSp6llrPWrU3SlJ7pGg9NrOVI13HjY7ywN7sOILJZGJ7irRJS+pa76vBhEl7yqaA1oYdUeB14Gm4MY3YB5wHPmSmA5fZrx+0NuyItDbsCN/p3GJmv9Vcf1vpARy3HLMD3fMbR0REjHDh2mXGpsfUVixJz55hp76wjvdCHzI2tXSvbhqbGuNo97s85A1oz2ZJejk2F6vzV3Ay1JSyezmnma8Cv12x91CQmctFv9zasKN/9vjXKvYeOg98bfb+zc+50zlDzHXY018D/7DzwJ7/DHQwc2HvbwB/tfPAnqeuP+jgrn2vzX9EERFZaE3RFmxmK1X5q4yOInJX2/ybONb9PidCTWwr2WR0nPtyrPsEo1NjPKktd2SJqPfV8r1zf0/HcDdlLr/RceQBtDbsuMzMZaK3Hj8L3PaH6iedM8pcC9nnZ7/+9i3Hv8o/V+MJZi4cFhGRJSSeiNMcaWGtuwqbxWp0HJG7qswpx+8s4nDX8SVZyMYTcV7vOExlTjmVueVGxxGZk/XeAAfO/4iT4SYVspIU5lTIHty1r3Khg4iIiDHahjoYmBik1qO2YlkaZoY+beTvLvyY9qGuJfdL9anoGaKjvXxu+WeMjiIyZ9k2J1X5KzkZauJzyz+j6cViOE30EBFJc02RFswmMzWeaqOjiMzZxqJ6MswZHF2CQ59ea3+b/Mw81ntrjI4ick/qfXVEx/pSYmq4LH0qZEVE0lxzpIWVectxWm+d6SeSvJxWBw95a3m35wPGpyeMjjNn7UNdXOi/zPbSrVjMFqPjiNyTOu86zCazphdLUlAhKyKSxkIjYXpiYerUVixL0Db/Rsamx5bUL9Wvt7+NzWxlm3+j0VFE7pnT6qC6YDUnw82aXiyGUyErIpLGmqOnAaj1rjU4ici9W5lXSaHDy5HOpdFePDA+xInQh2wufgSHOiBkiar31dI3do3WwXajo0iaUyErIpLGmiItlLlKKMjKNzqKyD27PvTpyuBVYpOjRse5q7c732EqMc2TZduMjiJy32o968gwWTgZbjI6iqQ5FbIiImlqYHyQ1sE2tRXLkrapaAMWk4XIaNToKJ8onojzduc71Lir8Tm8RscRuW8Oq51q90x7cTwRNzqOpDEVsiIiaSoYPU2CBLVeFbKydLls2az31hAZjSb1L9XR0T6GJ0d4quwxo6OIPLB6Xx394wNcGWgzOoqkMRWyIiJpqinagierAL+zyOgoIg9kq38jU/FpukdCRke5o56RECXZxazOX2F0FJEHFvCsJcOcofZiMZQKWRGRNDQ6Ncb5vovUetdpU3tZ8lbnryArI5P2oU6jo9xWdLSP2NQoT5Y+qr9vkhLsGVmsc6/hA7UXi4FUyIqIpKHTveeYSkxT560xOorIAzObzPjsHvrG+hmZHDE6zse0DrZhNVt5uHC90VFE5k29r5aBiSEu9bcaHUXSlApZEZE01BxtIdvqZHnuMqOjiMwLr92DyWSibajL6CgfMTIZIxyLUujwYrVYjY4jMm9q3NVYzVa1F4thMhbrjQKNgR8BlUAcGAa+Ftwd/DDQGFgNNAJuoBf4SnB38MJi5RIRSTdT8SlORc/ykC+A2aTPMyU1WC1WCh1eOoe7qMpfkTR/tlsH2zCbTBQ6NalYUktWRiY17jV8EA7yxdXPJc3fOUkfi/knbndwd7AuuDv4EPAN4C9nj38H+HZwd3A18G1g/yJmEhFJOxeuXWZseow6TSuWFFPmKmFiepJQLGJ0FAAm45N0DHXhdxZjNWs1VlJPfWEdQ5PDXLh22egokoYWrZAN7g4O3HQ3F4gHGgM+oB743uzx7wH1gcbAxz62rKqqyquqqqq4+fbGG29o1KaIyD1qirZgM1upyl9ldBSReeWxF2DPyKItSYY+tQ91Mp2IU5FbZnQUkQVR416DzWJTe7EYYlF7AAKNgT8PNAbagD8GdgNlQGdwd3AaYPZr1+zxW70AXLn5tn///u8vSnARkRQRT8RpjrSw1l2FTdfrSYoxYaLMVULvaB+xyVFDsyQSCVoH23Fn5ZNjcxmaRWSh2Cw2Au5qPoycYjo+bXQcSTOLWsgGdwf/bXB3sBz4beCle3z6t5i5xvbG7fnnn//iPEcUEUlpbUMdDEwMUutRW7GkplKXH4D2YWNXZXtiIcamxqnMLTc0h8hCqy+sY3hyhPP9l4yOImlm0YY93Sy4O/jXgcbAfwU6gJJAY8AS3B2cDjQGLIAfaL/1OefOnesH+m85XLrwaUVEUkdTpAWzyUyNp9roKCILIsuSic/hoX2oi9V5Kwzbt/XKQDsOqx2vw2PI+4sslnUFVWRabJwMNVFdsNroOJJGFmVFNtAYyA40Bspuuv8s0AeEgQ+BL82e+hLwQXB3MDmmNIiIpJjmSAsr85bjtDqMjiKyYMpdJUxMTxAaNebXif7xAfrHB6jIKceEMYW0yGKxWqzUetapvVgW3WK1FjuB7wcaA8FAY+BD4H8Dng3uDiaArwJfCzQGzgNfm70vIiLzLBSL0BMLU6e2YklxXruHrIxM2geNaS++MtBGhjmD0my/Ie8vstg2FNYRmxrl7DXtoCmLZ1Fai4O7gyFg8x3OnQU2LUYOEZF01hxpAaDWu9bgJCILy2QyUZrt52L/FUanxrBnZC3ae49OjdETC1ORU06G2bJo7ytipDUFq7FnZHEy1Mw69xqj40ia0M7FIiJpojnaQpmrhIKsfKOjiCy4MlcJAO1DXYv6vlcH20kkElTkaMsdSR9Wcwa1nnU0RU8xGZ8yOo6kCRWyIiJpYGB8iCsDbWorlrRhz8jCa3fTMdxJIpFYlPecik/TNtRJkbNwUVeBRZJBva+W0akxzvadNzqKpAkVsiIiaeBU9DQJEtR6VchK+ihzlTA2NU5kNLoo79c53MVUfIrKXK3GSvpZU7AKR4adE6Fmo6NImlAhKyKSBpqiLXiyCvA7i4yOIrJoCh1ebBYbbUMLP/QpQYLWwXZyM3PIz8xb8PcTSTYZ5gzqvDUEoy1MTk8aHUfSgApZEZEUNzY1xrm+C9R61xm2p6aIEUwmE2UuP+FYlLHp8QV9r0gsyshkjMrc8gV9H5FktsFXx9j0OKf7zhkdRdKAClkRkRR3uu88U4lp6rw1RkcRWXRl2TNDnzoWeOjTlcF2sjIyKXYULuj7iCSz1fkrcFodnAyrvVgWngpZEZEU1xQ5RbbVyfLcZUZHEVl0Dqsdt72A9qFOEizM0KehiWF6R/tYllOmrgdJaxazhfXeAM3R00xMTxgdR1LcouwjKyKSrKaB8cm40THuKNNq5kF2opyKT9HSe5b13gBmkz67lPRU7vLzQfgU0dE+vHb3vL/+lcE2LCYz5bNb/oiks3pfLUe6jtPSe46HfAGj40gKUyErImltfDLOPx5rNTrGHX1qcwUO6/0XoBf6LzM6NUadphVLGit0+LBZrLQPdc57ITsxPUHXcA+lLj9Ws3VeX1tkKVqVtxyXNZsT4SYVsrKg9PG8iEgKa460YDNbqcpfZXQUEcOYTWZKsv2EYhHG57nd8epQB/FEnMocbbkjArPtxb4Ap6Jn5v3vm8jNVMiKiKSoeCJOc/Q01e4qbBatFEl6K3f5SSQS8zr0KZ6Ic3WwA6/Dg9PqnLfXFVnqNvhqmYxPcip62ugoksJUyIqIpKj2oU76xweo86itWMRpdVKQlUf78PwNfeoa6WFiekKrsSK3WJFXSY7NpenFsqBUyIqIpKimSAtmk5l1njVGRxFJCmWuEmKTo/SNXpuX17sy0Ea2zYlnAQZIiSxlZpOZh3y1tPSeZWxqzOg4kqJUyIqIpKimaAsrcyvJVsujCABFzkKs5gzahjof+LV6x/oYmhimMqd8HpKJpJ56Xy2T8SmC0TNGR5EUpUJWRCQFhWIRekZC1GpascgNFpOZkuxiQrHwA+9xeWWgHZvFij+7eJ7SiaSW5bnLyMvM5US4yegokqJUyIqIpKDmSAsAtbo+VuQjylwlxBMJOoa77/s1RiZjhGMRyl2lWLQ/s8htzbQXBzjTe47RqVGj40gK0k9fEZEU1BxtoSzbj9ueb3QUkaTismWTl5lL+wO0F7cOtmMymViWUzqPyURSzwZfHVOJaZojml4s80+FrIhIihkYH+LKQJvaikXuoNxVwshkjL6x/nt+7mR8io7hLvzOIjItmQuQTiR1VOSUk5+Zx0m1F8sCUCErIpJiTkVPkyBBnbfG6CgiSak4u5CM+xz61D7UyXR8mspcDXkSuRuTyUR9YS1n+i4Qm4wZHUdSjApZEZEU0xRtwZ1VgN9ZZHQUkaRkMVnwZxfRMxJiMj455+clEglaB9spyMonx+ZawIQiqWODr47pxDRNs7MbROaLClkRkRQyNjXGub4L1HnXYTKZjI4jkrTKXSXEE3E672HoU08szNjUGJW5ZQuYTCS1lLtKcWcVaHqxzDsVsiIiKeR033mmEtOaVixyFzk2F7mZObQPdc35Oa2DbTgy7Pgc3gVMJpJaTCYT9b5azl27yPDkiNFxJIWokBURSSFNkVNkW50sz11mdBSRpFfm8jM0MUz/+MBdH9s/PsC1sQEqcsswoW4HkXuxobCOeCJOU/iU0VEkhaiQFRFJEVPxKVp6z1LjqcZithgdRyTp+Z1FWMyWOQ19ah1sJ8OcQWm2fxGSiaSW0mw/Xrubk+Fmo6NIClEhKyKSIi70X2Z0aow6tRWLzEmGOQO/s4ju4R6m4lN3fNzY1BjdIyHKXH4yzBmLmFAkNZhMJjb46jh37SJDE8NGx5EUoUJWRCRFNEdasJmtrClYbXQUkSWj3FXCdCJO53DPHR9zdaiDRCJBRY6GPIncr/rCOhIk+DASNDqKpAgVsiIiKSCeiNMcPU21uwqbxWp0HJElIzczB5ctm/Y7tBdPJ6ZpG+ygyOnDnmFf5HQiqcPvLKLQ4eNkSO3FMj9UyIqIpID2oU76xwfUVixyH8pdJQxODDEwPvixc53D3UzGp6jIKTcgmUjquD69+EL/ZQbGh4yOIylAF3qIiKSApkgLZpOZdZ41RkcRWXL82cWc6btA21AngcycG8cTJLgy0EZuZg4FWXkGJhRJDfW+Wl5t/Sc+jATZXrrV6Dhpr2Lvod8H/gAItDbsOFWx99BmYD9gB1qBX2tt2BGefewdzxlFK7IiIimgKdrCytxKsq1Oo6OILDlWcwbFzkK6RnqYik/fOB6J9TIyGdO1sSLzxJ9dRLGzkBOhJqOjpL2KvYfqgc3A1dn7ZuC7wG+0NuxYDbwFNNztnJFUyIqILHGhWISekRC1XrUVi9yv8pwSpuPTdI/889Cn1sE2Mi2ZFDsLDUwmklo2+Oq4PNA6p/2b5d68+uqrRVVVVRW33D7WTlKx91Am8G1gz02HNwBjrQ07Ds/e/w6wcw7nDKNCdoFMA7HJeNLepu/6XyAiS0VzpAWAWl0fK3Lf8jPzyLY5b+wpOzQxTHS0j2U5ZZhN+nVJH2/JEgAAIABJREFUZL7U+2pJkOCDsKYXz7eXXnrp+8CVW24v3Oahfwh8t7VhR+tNx8qZXZ0FaG3YEQXMFXsPFdzlnGF0jewCGZ+M84/HWo2OcUef2lyBw6p/mEVSQXP0NGXZftz2fKOjiCxpZa4SzvSeZ3BiiKuDHZhNZspzSoyOJZJSCp0+SrKLORlu4smyR42Ok1K+/vWvf/GFF154/5bD/Tffqdh7aAvwMLB30YItEFUyIiJL2ODEEFcGrqqtWGQelGQXYzaZudTfSudwNyXZxdjM2s5KZL7V++q4PHCVa2P9d3+wzNkzzzzTc+7cudZbbrf+j7wdqAauVOw91AqUAj8DVgLLrj+oYu8hDxBvbdjRB7R9wjnDqJAVEVnCgtHTJEhQ560xOorIkmczWyly+ugeCRFPxKnM1ZY7Iguh3lcLwMmw9pRdbK0NOxpaG3b4Wxt2VLQ27KgAOoBPAy8B9oq9h64vk38V+P7s9yc+4ZxhVMiKiCxhzZEW3FkF+J1FRkcRSQnlrplWYq/drSngIgvE5/BQ5irhRFjTi5NFa8OOOPBlYF/F3kMXmFm53Xu3c0bSNbIiIkvU2NQYZ69d5PGSLZhMJqPjiKSEgqx8VuUtp8jpMzqKSErb4KvjR5d+Su9oH267oTOD0trsquz1748CgTs87o7njKIVWRGRJep033mm4lOaViwyz1blL8dlyzY6hkhKe0jtxfKAVMiKiCxRzZEWsq1Olucuu/uDRUREkojHXsAyVxkn1V4s90mFrIjIEjQdn+ZU7xlqPNVYzBaj44iIiNyz+sJa2oY6CceiRkeRJUiFrIjIEnSh/zKjU2PUqa1YRESWqOvTiz9Qe7HcBxWyIiJLUFOkBZvZypqC1UZHERERuS8FWflU5izT9GK5LypkRUSWmEQiQXO0hWp3FTaL1eg4IiIi962+sJbO4W5CI2Gjo8gSsyjb7wQaA27gr4EVwARwAXg+uDsYCTQGNgP7ATvQCvxacHdQf5JFRO6gbaiD/vEBnvV82ugoIiIiD6TeV8sPLrzCyXAzz1T+stFxZAlZrBXZBPCnwd3BquDuYAC4BDQEGgNm4LvAbwR3B1cDbwENi5RJRGRJao60YMJEjafa6CgiIiIPJC8zlxW5FdqGR+7ZoqzIBncH+4A3bjp0DNgDbADGgruDh2ePf4eZVdlfv/U1qqqq8oC8m4/t37+/6Iknnpj/wEkmHIuQYbaSn5mLyWQyOo6IGKwp2sLKvEqyrU6jo4iIiDyw+sI6vn/+ZbpHQhQ7C42OI0vEol8jO7sKuwf4MVAOXL1+Lrg7GAXMgcZAwW2e+gJw5ebb/v37v7/wiY2VIEEwepZj3e/zT21v8mHkFF3DPUzGJ42OJiIGCMcidI+EqPPWGB1FRERkXjzkDWDCxMmQhj7J3C3Kiuwt/jMwDPwZ8IV7eN63gP9+84Hnn3/+YSCli1kTJraXbiEy2ks4FiUyGqVruAeA/Kw8fHYPPocHly3b4KQishiao6cBqPWsNTiJiIjI/MjNzGFlXiUnws38SuXT6kCUOVnUQjbQGPgGsAp4Nrg7GA80BtqAZTed9wDx2Vbkjzh37lw/0H/L4dKFzJssMswZFDsLKXYWkiDBwPgg4ViUcCzKuWsXOXftIlkZWRQ6PHjtHtz2AiwmDaQWSUVNkRZKs/247bdrXBEREVma6n11HDj/Q7pGeijJLjY6jiwBi1btBBoDf8LMNbGfD+4Ojs8ePgHYA42BR2fvf5UUX2F9UCZM5GXmsjp/BY+WbOKp8scIeKrJsbnoGOri/dCH/PzqG7wf+pC2oQ7GpsaMjiwi82RwYogrA1ep9a4zOoqIiMi8esin9mK5N4u1/c464LeA88DRQGMA4Epwd/ALgcbAl4H9gcZAFrPb7yxGplSRZcmkzFVCmauEeCJO79i12dXaCOFYFACXLRufw4vP4SEvMwcTatcQWYqC0dMkSFDnUSErIiKpxWXLZnX+Ck6Gm/ns8k+rvVjuarGmFrfA7aun4O7gUSCwGDlSndlkxmt347W7WeeuYnhy5EZBe3mglUv9V7BZrHjtHjaM5gBOHFa70bFFZI6aIy24s/LVciUiIilpg6+Ovz33AzqGuyhzlRgdR5KcEcOeZJFkW51k5zpZnlvBZHxydmDUzNCoC/2X+dMTf8+K3ApqPNXUuNdQ6PDp0y+RJDU2NcbZaxd5rGSz/p6KiEhKqvPW8D/O/5CT4WYVsnJXKmTThNVsxe8swu8sIkGCdW4vQ5Pbaek9yw8vHuKHFw/hySpgnaeagLualfnLsZr1x0MkWZzuO89UfEptxSIikrKybU7+TfUupqfNxCanuUNDp6EyrWYsRocQQIVsWjJhwmXL5rkVz/DcimfoG7tGS+9ZTkXPcLTrOG92HMFmsVGdv4p1njWsc68hLzPX6Ngiaa050oLT6mB5boXRUURERBZMkb2EP3n5R1z0J8jNzDE6zsd8anMFDqt2B0kGKmSFgqx8HivZwmMlW5iYnuD8tUucmi1sm6ItAJS5Sqhxr6HGU025qxSztvcRWTTT8WlO9Z6hzlODxazPgUVEJHUVZOVhMpnoGgklZSEryUOFrHyEzWKbuWbWU01i9efpGunhVPQMp3rP8g+tr/Fq6y9wWbNZ517DOs8aqgtWY8/IMjq2SEq70H+Z0akxbbsjIiIpL8OcgcfupnskRHXBKqPjSBJTISt3ZDKZKMkupiS7mE9XPMXw5Aine8/dWKk91vM+FpOFFXmVBNxrWOepptDhNTq2SMppirRgNVv1D7qIiKQFv7OQpliU/vEBXd4md6RCVuYs2+pkY1E9G4vqmY5Pc2WwbXa19gw/uPgTfnDxJ/jsHtZ51lDjrmZlXiUZGhgl8oASNEdbWFuwGpvFZnQYERGRBVfo8GI2megeCamQlTtSlSH3xWK2sDKvkpV5lXx+5a/QO9p347ratzuP8Xr7YbIsmawpWE3NbBtyjs1ldGyRJWdkMkb/+ADPLv+00VFEREQWxUx7sYfukRBrClZhSsLpxWI8FbIyL9z2AraXbmV76VbGpyc413fhRmH7YSQIwDJXGTWzq7WlLr8GRonMQd9YPyZM1HiqjY4iIiKyaIqdPsKxCP1jA+Rn5RkdR5KQClmZd5kWG7XeddR615FIJOgY7uZU9AwtvWf46ZV/4tCVn5Nrc7FudgpyVf4qsjIyjY4tkpSujfWzMq+SbKvT6CgiIiKLZqa92EzXSEiFrNyWCllZUCaTiTKXnzKXn2cqf4mhiWFO954j2HuGk+EgR7vfI8NkYVX+ipnC1l2N1+E2OrZIUhiZjBGbGqXOW2N0FBERkUWVYc7A6/DQMxJirXu12ovlY1TIyqJy2bLZVLyBTcUbmI5Pc2ngCqeiZznVe4a/u/Bj/u7Cjyl0+G7sWbsit0L7ZkraCsUiFOOk1rPW6CgiIiKLzu/0ERoJc22sn4KsfKPjSJJRISuGsZgtrM5fyer8lfzqqs8SjkVpmb2u9s2OI/yi/S3sGVlUF6ymxl3NWncVLlu20bFFFk0oFsFp9eK2FxgdRUREZNF57TPtxd0jIRWy8jEqZCVp+BwefI5HebLsUcamxjh77SIt0TOc6j3LyXAzJkxU5JRR46lmnbua0uxiTCa1mUhqGp+e4NpYv64LEhGRtJVhtuBzeOkeCbO2oEq/98lHqJCVpJSVkcV6bw3rvTXEE3E6hroI9p6hJXqWVy7/jFcu/4y8zFzWudcQ8FRTlb9Se2xKSgnHIgAUZKqQFRGR9FXs9NEzEqJv7Jo6lOQjVMhK0jObzJTnlFKeU8qOyqcZGB/idO/MdbXvhz7gSNdxMswZrM5fQY27mhr3Gv2gkyUvFItgz8jCYbUbHUVERMQwPocHi9lC10hIv9/JR6iQlSUnN9PFFv8jbPE/wlR8iov9VzjVe4ZT0TMc7P0RB4FiZ+FMUeuppjKnXAOjZEmZik8THe2jPKcUNKVRRETSmMVkwWf30BMLU5NYo/ZiuUGFrCxpGeYM1hSsYk3BKv7lqs8RikU4NXtd7S/a3+LnbW/gyLCz1l11Y2CU0+owOrbIJ4qO9hJPxClyeI2OIiKSdKaB8cm40THuKNNqRh+fzy9/diHdIyF6x/rw2LVNo8xQISsppdDhpbDcyy+VP87o1Chn+i7QEr3ehvwhJkwsz112Y7W22FmoT/Yk6fTEIlgtVvJ1fayIyMeMT8b5x2OtRse4o09trsBhNRsdI6V47R4yzBa6R0IqZOUGFbKSsuwZdup9tdT7aokn4rQNddxYrX358qu8fPlV8jPzqPHMXFe7On8lNovV6NiS5hKJBOFYhCKHTx+yiIiIMDMvxefw0TMSZp17DWaTPigQFbKSJswmMxU55VTklPPZ5Z+mf3xgds/asxzvOcHbne9gNVupyl9JjWcNNe5qbXsihugdu8ZUfIpCp9qKRURErvM7fXQNd9M71ofX7jE6jiQBFbKSlvIyc9nm38Q2/yYmpye50H+ZU71nZ1dszwA/pCS7eLYFeQ0VOeX69E8WRSgWwWwy49FkRhERkRs8djcZ5gy6hkMqZAVQISuC1WJlrbuKte4qvrjqc4RiYYLRM7T0nuXnbW/ws6uv4bQ6WFuwhoBnDdUFVdoSRRZMKBbGa3djMWlUiIiIyHVmk5lCh5dQLEI8EdcCg6iQFbmZyWSiyFlIkbOQp5c9QWwyxpm+8wSjZzndd5b3Qicxm8ysyK1gnXsNAU81OTZ9KijzY2B8kLGpcVbnq61YRETkVv7sQjqHu4mO9uLTZP+0p0JW5BM4rA42FK5nQ+F64ok4rYNtnJqdgvyjSz/lR5d+yr+u+je09Hbhc3hwZ+XrE0K5b6FYBACfXf84i4iI3MqdVYDVnEHXSFiFrKiQFZkrs8nM8twKludW8LkVn+HaWD+nes/iyMiifaiTq4PtWMwWPFkF+BwevA4PWZZMo2PLEhKKRSjIytf0bBERkdswm8wUOX10j4SIJ6q1eJDmVMiK3Kf8rDweK9lMbDLO08ss9I72ERmNEopFb6ys5WS68Nk9+BwecjNzMKHtVOT2RiZjDE0MU+1ebXQUERGRpFXsLKR9qIvIaJRCh8/oOGIgFbIi88BiMuNzzBSs69wwNDFMOBYlPBrlYv8VLvZfwWax4bN78DrceGcn74lcd/3Dj0K1SomIiNyRO6sAq8VK13BIhWya02/SIgvAZcvGZctmRV4FE/FJorFewqNRQrEwHcNdmEwmCrLy8dnd+BxenFaH0ZHFYKFYBJctG0eGJmKLiIjciclkosjho2ukh+nEtKb8pzEVsiILzGa24s8uwp9dRCKR4Nr4wOxqbYQzfRc403cBh9WOz+HFZ/dQkJWnaz7SzMT0BNfG+lmVt9zoKCIiIknP7yykfaiTcCxKsbPQ6DhiEBWyIotoZiU2j4KsPNawktGp0RstyG2DHbQOtGE1Wylz+SnPKdXqXJq40VbsVFuxiIjI3cwMRrTRPRJWIZvGVMiKGMieYWdZThnLcsqYTkwTHe2jc7ibK4NtXB64is/hYVlOGR57gQZFpbBQLII9I4scm8voKCIiIknPZDJR7PTRPtTFVHyaDLPai9ORClmRJGExWSh0eCl0eBmbGqNtqJO2oU7CPR/gsNpZ5iql1OXHatbWLKlkKj7zAUa5q9ToKCIiIktGsbOQq4MdREYjFDuLjI4jBlAhK5KEsjKyWJ2/gpV5lfSMhLk61M6Zvgucv3YJf3Yxy3JKtXqXIqKjvcQTcbUVi4iI3IP8rDwyLTa6RsIqZNOUClmRJGY2mW8MihqcGOLqYAedw920D3WSn5XHspxSihw+DYdawnpiEaxmKwWZeUZHERERWTJMmCiaHfo0FZ/StoZpSP+PiywROTYXAU81awpW0jHUxdXBDj4MnyLTYqPMVUp5TglZlkyjY8o9SCQShGMRCh1eTCZdAy0iInIv/M5Crg62E4pFKMkuNjrOklCx95Ab+GtgBTABXACeb23YEanYe2gzsB+wA63Ar7U27AjPPu+O54yiZRyRJcZqtlKZu4ztZVt5pGg9OZk5XOy/zOvthzkZDtI3ds3oiDJHvWPXmIpPUaS2YhERkXuWl5VLVkYm3SOG1lNLTQL409aGHVWtDTsCwCWgoWLvITPwXeA3Wht2rAbeAhoAPumckbQiK7JEmTDhtXvw2j3EJke5OtRBx1AnPSMhXLZsluWU4nfq08lkFopFMJvMeOxuo6OIiIgsOSZMs0Of2pmMT2FN8/biV199teiFF16ouOVw/7lz5/qv32lt2NEHvHHT+WPAHmADMNbasOPw7PHvMLPy+ut3OWcYrciKpACH1U51wSqeKn+MgGctJkycip7ltfa3b7TcSPIJxcJ47W4sJm0bICIicj+KnYXEZy/VSXcvvfTS94Ert9xeuNPjZ1da9wA/BsqBq9fPtTbsiALmir2HCu5yzjAqZEVSiMVkoczl59GSTWzxP4LP4aEnFuYPj73En3345zRHWogn4kbHFGBgfJCxqXFNKxYREXkAeZm5ZGVk0TUSMjqK4b7+9a9/Eai85fatT3jKfwaGgT9b+HTzL73X30VSWH5mLvneXOp9JYxNDXK46xj7g40UZOXzWMlmthZvJNvmNDpm2rq+Su6zq5AVERF5EMXOQloH25iMT2I1W42OY5hnnnmm55lnnmmdy2Mr9h76BrAKeLa1YUe8Yu+hNmDZTec9QLy1YUffJ52b1/+Ae6QVWZEUZzVbeabyl/jDLXv5dzVfxpNVwMuXXuU/HP1j/ur0Aa4OthsdMS2FYhEKsvKxWdL3H1wREZH54HcWkkgk6BlRe/FcVOw99CfMXPf6+daGHeOzh08A9oq9hx6dvf9V4PtzOGcYrciKpAmL2cJ6X4D1vgBdwz283fkOx3tOcLznBMtyythespV6Xy1WFVYLbmQyxtDEMNXu1UZHERERWfJyM3NwZNjpHglR5vIbHSepVew9tA74LeA8cLRi7yGAK60NO75QsffQl4H9FXsPZTG7xQ7A7Irtbc8ZaVEK2UBj4BvAvwAqgEBwd/DU7PHVQCPgBnqBrwR3By8sRiaRdObPLmJX1Rf43IpnON5zgrc63uGvzhzg7y/+hK3+jTzq34zbnm90zJR1va240KG2YhERkflQnF3I5YGrTExPqtvpE7Q27GgBbrt5fWvDjqNA4F7PGWWxWot/BDzOTdOuZn0H+HZwd3A18G1mNtkVkUViz8jiidJt/O6mF/na+n/HirxKfn71DX7/nQb2Nzdypu88iUTC6JgpJxSL4LJl48iwGx1FREQkJRTPtheHYtpTNl0syopscHfwMECg8Z+L+EBjwAfUA0/PHvoe8GeBxoA3uDv4sQb3qqqqPCDv5mP79+8veuKJJxYotUj6MJlMrClYxZqCVfSNXeNw53GOdB2nOdpCocPLYyVb2Fy8AbsKrwc2MT3BtbF+VuUtNzqKiIhIysixuXBaHXSNhChzlRgdRxaBkcOeyoDO4O7gNMDs167Z47fzArfsi7R//37DLzIWSTUFWfl8bsVn+KNt/4Hda/8V9gw7f3fhx/z2kT/me+f+nq7hHqMjLmk32oq17Y6IiMi8KnYW0jvax8T0hNFRZBEspWFP3wL++80Hnn/++YdJgolZIqnIas5gY1E9G4vqaRvs4M3Ooxzrfp/DncdYlbecx0u3UudZh8VsMTrqkhKKRbBnZJFjcxkdRUREJKUUOwu52H+F7pEwy3JKjY4jC8zIQrYdKAk0BizB3cHpQGPAAvhnj3/MuXPn+oH+Ww7rT6jIIijPKeXLOTv5wsodvNP1Hm93vsNfnPouubYcHi3ZxDb/ZnIzVZjdzVR8muhoH+Uu/egSERGZby5bNk6rk+6RkArZNGBYa3FwdzAMfAh8afbQl4APbnd9rIgkh2yrk6eXPcEfbPk/+Grt/4Q/u4hDV37O7x79E/7y1N9wqb9Vw6E+QXS0l3girrZiERGRBeJ3FtI3do3x6fG7P1iWtMXafuc/Ab8KFAH/FGgM9AZ3B9cxs5luY6Ax8HvANeAri5FHRB6M2WQm4FlLwLOWcCzC253HeKf7PU6EmyjJLmZ76VYeKXwIm8VmdNSkEopFsJqtFGTm3f3BIiIics+Kswu50H+Z7pEwFTl3Gr0jqWCxphb/JvCbtzl+Fti0GBlEZGH4HF7+xapn+ezyT/N+zwe82XmUvz37A3548adsKX6Yx0q24HN4jI5puEQiQTgWwefwYjLddvs2EREReUDZVicuWzbdIyEVsiluKQ17EpEklmmxsa1kE1v9G7k00MpbHUd5o+MIr7W/zVp3FdtLtrLWXYXZZOSwdOP0jV1jMj5FkdqKRUREFlSxs5Dz1y4xNj1OliXT6DiyQFTIisi8MplMrMyrZGVeJQPjgxzuOs6RzmPsa/7/cGcV8HjpFrYUP4LT6jA66qLqiUUwm8x47G6jo4iIiKS0YqeP89cu0T0SojKn3Og4skBUyIrIgsnNzGFH5dN8ZtlTNEVbeLPjCD+8eIifXP4ZDxc+xOOlW9Jmgm8oFsFrd2MxabsiERGRheS83l48rEI2lamQFZEFZzFbqPfVUu+rpXO4m7c6jvJuz0ne6X6PypxlPF66hYd8tVjNqfkjaWBikLGpMVbnLzc6ioiISFrwO4s4d+0io1Nj2DOyjI4jCyA9L1YTEcOUZBfzpTX/gj/e9jv8y1WfY2RqhMbT/4PfPfInvHLpH7g2dut20UtfaGRmVzGfXdfHioiILIZiZyEAvaN9BieRhZKayx8ikvQcVjtPlj3K9tKtnLt2kTc7jvKzq6/zj21vUOtZy+MlW1mdvyIlJvyGYhEKsvKwWaxGRxEREUkLDqudR4rWk2vLMTqKLBAVsiJiKLPJTHXBaqoLVtM72sfbncc42v0uH0ZOUeTw8XjpVjYV1ZO1RNuCYpOjDE0MU12wyugoIiIiacVr1/Z/qUyFrIgkDbe9gM+v/BV2VD7NiXATb3W8w8HzP+LlSz9lU9HDbC/dQtFsq9BSEYqFASh0+gxOIiIiIpI6VMiKSNKxWqxsLn6YzcUP0zrYxlsd73C0+13e6jzK6vyVbC/ZQsCzFos5+ScA98QiuGzZODLsRkcRERERSRkqZEUkqVXklFOxtpwvrNzBO13v8VbnO/y3U39NXmYuj5VsZpt/Ey5bttExb2tieoJrY/2szNO0YhEREZH5pEJWRJYEly2bT1U8yS8v204weoa3Oo7yyuWf8eqVf+IhXy3bS7dSkVOeVMOhQrEoAEVOTSsWERERmU8qZEVkSTGbzNR511HnXUdoJMxbne9wrPsE74U+oMxVwvaSrWwoXJ8UE4JDsTBZGVnk2FxGRxERERFJKSpkRWTJKnT6+OLq53h2+Wd4L3SSNzuO8t2z3+eHFw+xxf8Ij5VswWMvMCTbVHya6Ggf5a4SQ95fREREJJWpkBWRJS8rI5PHSrbwqH8zF/sv82bHUV5rf5tftL3FOncVj5duo7pgFWaTedEyRUd7iSfiFKqtWERERGTeqZAVkZRhMplYlb+CVfkr6B8f4HDncQ53HeO/NP0FXrubx0u2sLn4YRxWx4JnCcUiWM0ZFGTmL/h7iYiIiKQbFbIikpLyMnP57PJP8ZmKp/gwcoo3O47yg4s/4ceXf8bGood4vGQrpS7/grx3IpEgHIvgc3iTaviUiIiISKpQISsiKS3DnMHDhet5uHA97UNdvNVxlHd7/v/27j62rrqO4/i7T+varu3YRnFj3Sq4/cRFWRB1IiHiAxoWE00Us6gkYgw4jArxjyU+oCRiY4zRKAYMGhCfTTQxDqMJShBQUQdGJHzlqXukZTC6rivsgdY/7qlrupWt995yz+l9v5Jmu+eeh++vn9zmfs/53XMf4N4993NWdx+XrbmM8Ynxqk473vfCcxwZP+q04px5ETh0ZLzWZcyotaWR/H8zsiRJ+WAjK6lu9Hau4EPnvJ/3vepS/vLUP7h79194dPgJ/rTzYXo7V7Kq60wWNrVWfJzBsb00NjRyetvSKlStajl0ZJw//HWg1mXM6JINfbS3vHyf45YkqchsZCXVnfaWdt6+6iIu7r2QwYP76W7dxWPDT/D4/ic5o72Hvq6VLFlY/mdbh8b2sqxtKU0NXl+TJEmaCzaykupWY0Mji1u7Of+M9YwdfZ7tI7vYdWA3gweH6FywiNVdK1nRsZzmxlNvSPcfHuGFoy+wdvFZc1i5JElSfbORlSSgvbmNc5asYe1pZ7FndIjtB3by0DOP8Mi+x1i5aDmru1bS0dJx0v0MHdwLQE/7srkuWZIkqW7ZyErSFE0NTfR2rqC3cwXDh/YzMLKT7Qd2MTCyk2VtS1jd1UtP+zIaOPHdiIfG9rJk4WIWNC14mSuXJEmqHzaykjSDxa3drD+9m3OWrGXngd3sOLCLfw79i7bmhazqXElv55ksaGr5//pjR57nwOFRzlmypoZVS5IkzX82spJ0Eq1NC3jV4ldydncfQ2N72X5gF/HcYzw6/ATLO86gr6uX7tYuhsaeBuCMjp4aVyxJkjS/2chK0ilqaGjgFR09vKKjh9EjB0s3hxrdw+7Rp+hu7eLo+FE6Fyyivbmt1qVKkiTNazayklSGRS0drFuaSKedze7Rp9g+souDR8ZYc5p3K5YkSZprNrKSVIHmxmZWd/WyuquXkcMHWHQKdzaWJElSZWxkJalKuhZ01roESZKkutBY6wIkSZIkSZoNG1lJkiRJUqHYyEqSJEmSCsVGVpIkSZJUKDaykiRJkqRCsZGVJEmSJBWKjawkSZIkqVBsZCVJkiRJhWIjK0mSJEkqFBtZSZIkSVKh2MhKkiRJkgrFRlaSJEmSVCg2spIkSZKkQrGRlSRJkiQVSnOtC5AkSZIkvTz6tmxdC9wGLAWeBS4f6N/4aG2rmj2vyEqSJElS/bgJuHGgf+Na4Ebg5hrXU5aiX5FtAWhqyl8/3jwxQWf7zSkfAAAGTElEQVTHglqXMaPm5gaam/P3eysisy4286sfZj2/mW/9MOv5zXxnb7IXuvPOO1du3ry5b9rTwxExPPmgb8vWHuA84J3Zop8C3+nbsvX0gf6Ne1+GcqumYWJiotY1VOITwHdrXYQkSZIk1dKmTZvYtm3b9MVfjogvTT7o27L19cAPB/o3rpuy7GHgwwP9G4/bOM+KfkX2R9m/jwBHalmIJEmSJNVAy+Dg4Hnd3d2/B0anPTd8og3mg6JfkZUkSZIknYJsavF/gaUD/Rtf7NuytYnSDZ/WFG1qcb4meEuSJEmS5sRA/8angQeBTdmiTcADRWtiofhTiyVJkiRJp+4q4La+LVu/CDwHXF7jesri1GJJkiRJUqE4tViSJEmSVCg2spIkSZKkQrGRlSRJkiQVio2sJEmSJKlQbGQlSZIkSYXi1+9UWUppKXA7cDZwGHgUuDIi9qaUNgA3A23AAPDhiHg62+7HwMXAcqAzIkan7PMK4BrgReAocE1E/HmG45d1DM1eXrNOKa3Nli/P9vF3YHNEPF/VX0DB5Ti/RuBeoD1b9SngqogYqNrg60xes562zg+Aj04/jk4uz/mmlCaAfwPj2eofiYh/V23wdSbnWS8BbgReDxwBfh4R11dz/PNdXvNNKV0AfHfKqj3AYEScV6Whq0xeka2+CeBrEZEi4rXA40B/9ub0R8DVEbEWuBvon7Ld94H103eWvai/CbwjItYD11N6kR2n3GOobHnN+jBwbUS8GngdpYbos5UOdh7KZX4RMQ68OyLOjYhzgd8B36jGgOtYLrOess57shpVnlznC1wQEeuzH5vYyuQ561uBv0XE2ohYB3yvopHWp1zmGxH3TXkNrwfuB35SlRGrIjayVRYR+yLirimL/gqspnSG7oWIuCdbfhNw2ZTt/jj9DH2mIfvpzB4vBnbNcPhyj6Ey5DXriBiIiAey/49T+oO7enajm//yml92jP1T1u3i2NUclSHPWWdvtK4Drp3NmHRMnvNVdeU165TSGkonjr815ZiDpz4yQX7znSql1ANcQunKsWrMRnYOZWd3PgH8BlgFbJ98LiKeARqzqSgzyta7EtiWUtoB3ABsnmH1so6hyuU165RSG3BFVpdmkMf8Ukp3pJQGgQ8CnypnXDpeDrO+Ebhu2skLlSmH+QLclVJ6MKX01ZRSaxnD0gnkLOvXUGqQbkkpbcv+fq8re3DKW75TXQ78ISKGZjcizQUb2bn1bWAU+E65O0gpdQGfBN4QEasonbX/dUqpoTolqkpyl3VKqRn4GfDHiLCRfWm5yy8iLgVWAD8FPl9uXTpObrJOKV0GHI6IreXWouPkJt/Mqog4H7iIUrPzhXLr0nHylHUTsAG4NUqfm7wFTyBXKk/5TvVR4AcVbK8qspGdIymlrwNrgA9m0zt3MGV6Z0ppGTAeEftOsqtLgOGICICI+AWlD8EvSyl9LjvL+2BK6eIKjqEK5DHrlFIT8GPgObya95LymN+krJ7vAx+pdJzKZdZvBd6WUhpIKQ1kq/wnpfSaykdbf3KYLxGxM/t3hFJz85bqjLa+5TDrHcCOyG4iFBG/ApZn62iWcpjv5LINwBLgjmqMU5WzkZ0DKaUbKM21f29EHMoW/xNoSyldmD2+CvjlKezuSeC8bE4+2YttBHgmIr4Sxz58/qcKjqEy5THrbDrOrZTu0PexiPAmMjPIaX6nT3vz8wFKdz1VBfKYdURsjoiVEdEXEX3Z8+si4uHKRlt/8phvSum0VPp4x+QMmfcDD1Y61nqXx6yz5w5OTidOKV0E7AOerWSs9Sin+U66Arg9Io6WOz5VV8PEhO9xqyn7I/YQ8F9g8utOnoyI96XS7btvBhZy7LbeQ9l2vwLeCJwJ7AEeioh3Zc9dC3yc0t1oD1G6I+09nEC5x9Ds5TXrlNJG4LdZbS9mq98bEVdXb/TFl+P8XkvpREQLpZtUPAl8JiKeqOb460lesz7BehP49Tuzltd8U0pvzpZPUHo930fptWy+Zcpr1tlz51P6ipZWYAz4dETcX83xz3c5z7cNGATeFBGPVHfkKpeNrCRJkiSpUJxaLEmSJEkqFBtZSZIkSVKh2MhKkiRJkgrFRlaSJEmSVCg2spIkSZKkQrGRlSRJkiQVio2sJEmSJKlQ/gfEK8/ovtkxZwAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<Figure size 1080x576 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax1 = plt.subplots()\n", | |
"fig.set_figheight(8)\n", | |
"fig.set_figwidth(15)\n", | |
"ax2 = ax1.twinx()\n", | |
"\n", | |
"ax1.plot(df.index, df.percent, 'g')\n", | |
"ax1.set_ylabel('percent of total', color='g')\n", | |
"ax1.tick_params(axis='y', labelcolor='tab:green')\n", | |
"ax1.grid(False)\n", | |
"\n", | |
"\n", | |
"ax2.bar(df.index, df.total, 10, alpha=0.5)\n", | |
"ax2.set_ylabel('total', color='b')\n", | |
"ax2.tick_params(axis='y', labelcolor='tab:blue')\n", | |
"ax2.grid(False)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"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": "3.7.0" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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