{"cells":[{"cell_type":"code","execution_count":2,"metadata":{"id":"rq614ZsBJupG","executionInfo":{"status":"ok","timestamp":1695558850547,"user_tz":-480,"elapsed":575,"user":{"displayName":"mohammed alfatih","userId":"13525311202311199266"}}},"outputs":[],"source":["# 8 features with lable encoding and pre-processing\n","import pandas as pd\n","import folium\n","import seaborn as sns\n","from matplotlib import pyplot as plt\n","from wordcloud import WordCloud\n","import warnings\n","from PIL import Image\n","import re\n","#import squarify\n","import copy\n","from sklearn.preprocessing import LabelEncoder\n","from sklearn.ensemble import GradientBoostingClassifier\n","from sklearn.ensemble import RandomForestClassifier\n","from sklearn.tree import DecisionTreeClassifier\n","from sklearn.linear_model import LogisticRegression\n","from sklearn.metrics import f1_score\n","warnings.filterwarnings('ignore')"]},{"cell_type":"code","execution_count":3,"metadata":{"id":"rgDPgVboJupL","executionInfo":{"status":"ok","timestamp":1695558860876,"user_tz":-480,"elapsed":646,"user":{"displayName":"mohammed alfatih","userId":"13525311202311199266"}}},"outputs":[],"source":["Train = pd.read_csv(\"Train14feb2022.csv\",encoding='ISO-8859-1')\n","Test = pd.read_csv(\"Test14feb2022.csv\",encoding='ISO-8859-1')"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"0sut5ABZJupL"},"outputs":[],"source":["#df = pd.read_csv(\"globalterrorismdb_0718dist.csv\",encoding='ISO-8859-1')"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"C3qGoLSnJupM","outputId":"68d03229-0086-4218-de04-f4b50b3a2acd"},"outputs":[{"data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["import matplotlib.pyplot as plt\n","count = df.attacktype1_txt.value_counts()\n","count.plot.bar()\n","plt.ylabel('Number of records')\n","plt.xlabel('attacktype1_txt')\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"kEuzKxR7JupM","outputId":"06798810-4639-4b89-8579-dd9b4d6efcec"},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAZEAAAEECAYAAADpigmnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAeD0lEQVR4nO3de5RcZZ3u8e8jFwUECdIwMSEEOPEC6ETSAh68IQIBPFw8MoIjRAeJemAAZWaJeGGEYYyjwoJ1HJwIERgVRBCIGg0xw2XhACbciYAJF6FNDIEwguBBQ57zx37bFE11p7Lpqkrbz2etWrX3b1/qV03oX+/9vvt9ZZuIiIg6XtbtBCIiYuRKEYmIiNpSRCIiorYUkYiIqC1FJCIiaksRiYiI2jbsdgKdtvXWW3vixIndTiMiYkS59dZbH7fdMzA+6orIxIkTWbhwYbfTiIgYUST9ulk8t7MiIqK2FJGIiKgtRSQiImpLEYmIiNpSRCIiora2FRFJ20m6VtK9khZJOrHEt5I0T9Li8j6mxCXpXElLJN0labeGc00r+y+WNK0hPkXS3eWYcyWpXd8nIiJerJ1XIquAk22/AdgTOE7SzsApwHzbk4D5ZR3gAGBSeU0HzoOq6ACnAXsAuwOn9Reess/0huOmtvH7RETEAG0rIraX2b6tLD8N3AuMAw4BLiq7XQQcWpYPAS525WZgS0ljgf2BebZX2n4SmAdMLdu2sH2Tq0lRLm44V0REdEBHHjaUNBF4M3ALsK3tZVAVGknblN3GAY82HNZXYkPF+5rEh8XEU348XKf6s4dnHDTs54yI6Ka2N6xLeiVwBXCS7aeG2rVJzDXizXKYLmmhpIUrVqxYW8oREdGithYRSRtRFZDv2P5BCS8vt6Io74+VeB+wXcPh44Gla4mPbxJ/Edszbffa7u3pedHQLxERUVM7e2cJuAC41/ZZDZtmA/09rKYBVzfEjy69tPYEfldue80F9pM0pjSo7wfMLduelrRn+ayjG84VEREd0M42kb2Ao4C7Jd1RYqcCM4DLJB0DPAIcXrbNAQ4ElgDPAh8BsL1S0hnAgrLf6bZXluVPABcCmwA/Ka+IiOiQthUR2zfSvN0CYJ8m+xs4bpBzzQJmNYkvBHZ9CWlGRMRLkCfWIyKithSRiIioLUUkIiJqSxGJiIjaUkQiIqK2FJGIiKgtRSQiImpLEYmIiNpSRCIiorYUkYiIqC1FJCIiaksRiYiI2lJEIiKithSRiIioLUUkIiJqSxGJiIjaUkQiIqK2ds6xPkvSY5LuaYh9T9Id5fVw/7S5kiZK+kPDtm80HDNF0t2Slkg6t8ynjqStJM2TtLi8j2nXd4mIiObaeSVyITC1MWD7A7Yn254MXAH8oGHzA/3bbH+8IX4eMB2YVF795zwFmG97EjC/rEdERAe1rYjYvgFY2WxbuZr4G+CSoc4haSywhe2byhzsFwOHls2HABeV5Ysa4hER0SHdahN5O7Dc9uKG2A6Sbpd0vaS3l9g4oK9hn74SA9jW9jKA8r5Nu5OOiIgX2rBLn3skL7wKWQZMsP2EpCnAVZJ2AdTkWK/rh0maTnVLjAkTJtRINyIimun4lYikDYH3Ad/rj9l+zvYTZflW4AHgtVRXHuMbDh8PLC3Ly8vtrv7bXo8N9pm2Z9rutd3b09MznF8nImJU68btrPcA99n+820qST2SNijLO1I1oD9YblM9LWnP0o5yNHB1OWw2MK0sT2uIR0REh7Szi+8lwE3A6yT1STqmbDqCFzeovwO4S9KdwOXAx233N8p/AjgfWEJ1hfKTEp8B7CtpMbBvWY+IiA5qW5uI7SMHiX+4SewKqi6/zfZfCOzaJP4EsM9LyzIiIl6KPLEeERG1pYhERERtKSIREVFbikhERNSWIhIREbWliERERG0pIhERUVuKSERE1JYiEhERtaWIREREbSkiERFRW4pIRETUliISERG1pYhERERtKSIREVFbikhERNSWIhIREbW1c3rcWZIek3RPQ+yfJP1G0h3ldWDDts9IWiLpfkn7N8SnltgSSac0xHeQdIukxZK+J2njdn2XiIhorp1XIhcCU5vEz7Y9ubzmAEjamWru9V3KMf8maQNJGwBfBw4AdgaOLPsCfLmcaxLwJHDMwA+KiIj2alsRsX0DsLLF3Q8BLrX9nO2HgCXA7uW1xPaDtv8IXAocIknAu4HLy/EXAYcO6xeIiIi16kabyPGS7iq3u8aU2Djg0YZ9+kpssPirgf+2vWpAPCIiOqjTReQ8YCdgMrAM+FqJq8m+rhFvStJ0SQslLVyxYsW6ZRwREYNaaxGRdKKkLVS5QNJtkvar82G2l9t+3vZq4JtUt6ugupLYrmHX8cDSIeKPA1tK2nBAfLDPnWm713ZvT09PndQjIqKJVq5E/s72U8B+QA/wEWBGnQ+TNLZh9TCgv+fWbOAISS+XtAMwCfgFsACYVHpibUzV+D7btoFrgfeX46cBV9fJKSIi6ttw7bv8+dbRgcC3bN9ZGraHPki6BHgXsLWkPuA04F2SJlPdenoY+BiA7UWSLgN+CawCjrP9fDnP8cBcYANglu1F5SM+DVwq6Z+B24ELWvguERExjFopIrdKugbYAfiMpM2B1Ws7yPaRTcKD/qK3fSZwZpP4HGBOk/iDrLkdFhERXdBKETmGqiH8QdvPSno11S2tiIgY5QYtIpJ2GxDasYW7WBERMYoMdSXS3/32FcAU4C6q9pE3AbcAb2tvahERsb4btHeW7b1t7w38GphSushOAd5M9UR5RESMcq108X297bv7V2zfQ9VGEhERo1wrDev3STof+DZV19wPAfe2NauIiBgRWikiHwY+AZxY1m+gGr4kIiJGuSGLSBmK/XzbHwLO7kxKERExUgzZJlKeGu/JhE8REdFMK7ezHgZ+Lmk28Ex/0PZZ7UoqIiJGhlaKyNLyehmweXvTiYiIkWStRcT2FwHKmFm2/fu2ZxURESNCK/OJ7Crpdqph2xdJulXSLu1PLSIi1netPGw4E/iU7e1tbw+cTDWhVEREjHKtFJHNbF/bv2L7OmCztmUUEREjRisN6w9K+jzwH2X9Q8BD7UspIiJGipamx6WaFvcH5bU1mU8kIiJooYjYftL2CbZ3K6+TbD+5tuMkzZL0mKR7GmJfkXSfpLskXSlpyxKfKOkPku4or280HDNF0t2Slkg6t39qXklbSZonaXF5H1PvRxAREXW10jtrXv8v+7I+RtLcFs59ITB1QGwesKvtNwG/Aj7TsO0B25PL6+MN8fOA6cCk8uo/5ynAfNuTgPllPSIiOqiV21lb2/7v/pVyFbLN2g6yfQOwckDsGturyurNwPihziFpLLCF7ZtsG7gYOLRsPgS4qCxf1BCPiIgOaaWIrJY0oX9F0vZUQ8K/VH8H/KRhfQdJt0u6XtLbS2wc0NewT1+JAWxrexlAeR+0sEmaLmmhpIUrVqwYhtQjIgJa6531WeBGSdeX9XdQ3V6qTdJngVXAd0poGTDB9hOSpgBXlQcam03qvs4FzPZMqudd6O3tHY4CGBERtDbsyU8l7QbsSfVL/ZO2H6/7gZKmAe8F9im3qLD9HPBcWb5V0gPAa6muPBpveY2nGscLYLmksbaXldtej9XNKSIi6mmlYV1Ujdm72f4hsKmk3et8mKSpwKeBg20/2xDvKXOXIGlHqgb0B8ttqqcl7VnyOBq4uhw2G5hWlqc1xCMiokNauZ31b8Bq4N3A6cDTwBXAW4Y6SNIlwLuArSX1AadR9cZ6OTCv9NS9ufTEegdwuqRVwPPAx233N8p/gqqn1yZUbSj97SgzgMskHQM8Ahzewnf5izPxlB8P+zkfnnHQsJ8zIv4ytVJE9rC9WxmEEdtPtjJJle0jm4QvGGTfK6gKU7NtC4Fdm8SfAPZZWx4REdE+rfTO+lO51WSobj1RXZlERMQo10oRORe4EthG0pnAjcC/tDWriIgYEVrpnfUdSbdS3ToScKjte9ueWURErPeGLCKSXgbcZXtX4L7OpBQRESPFkLezbK8G7mx8Yj0iIqJfK72zxlJNi/sL4Jn+oO2D25ZVRESMCK0UkS+2PYuIiBiRWmlYv35t+0RExOjUShffiIiIplJEIiKitkGLiKT55f3LnUsnIiJGkqHaRMZKeidwsKRLGTC3h+3b2ppZRESs94YqIl+gmrd8PHDWgG2mGtU3IiJGsUGLiO3Lgcslfd72GR3MKSIiRohWuvieIelgqjk/AK6z/aP2phURESNBKzMbfgk4EfhleZ1YYhERMcq10sX3IGBf27Nsz6KaKrelqe8kzZL0mKR7GmJbSZonaXF5H1PiknSupCWS7irzuvcfM63sv7jM0d4fnyLp7nLMuWUK3YiI6JBWnxPZsmH5Vetw/gupik6jU4D5ticB88s6wAFUc6tPAqYD50FVdKim1t0D2B04rb/wlH2mNxw38LMiIqKNWikiXwJul3ShpIuAW2lxUirbNwArB4QPAS4qyxcBhzbEL3blZmBLSWOB/YF5tlfafhKYB0wt27awfZNtAxc3nCsiIjqglYb1SyRdB7yF6lmRT9v+7Uv4zG1tLyvnXiZpmxIfBzzasF9fiQ0V72sSj4iIDmllFF/KL/3Zbc6lWXuGa8RffGJpOtVtLyZMyNQoERHDpRtjZy0vt6Io74+VeB+wXcN+44Gla4mPbxJ/Edszbffa7u3p6RmWLxEREd0pIrOB/h5W04CrG+JHl15aewK/K1dAc4H9JI0pDer7AXPLtqcl7Vl6ZR3dcK6IiOiAdZljfZ1JugR4F7C1pD6qXlYzgMskHQM8Ahxedp8DHAgsAZ4FPgJge6WkM4AFZb/Tbfc31n+CqgfYJsBPyisiIjpkyCJie7WkOyVNsP3Iup7c9pGDbNqnyb4GjhvkPLOAWU3iC4FaBS4iIl66zLEeERG1ZY71iIioraU51iVtD0yy/TNJmwIbtD+1iIhY37UyAOOxwOXAv5fQOOCqdiYVEREjQytdfI8D9gKeArC9GNhmyCMiImJUaKWIPGf7j/0rkjZkkCfDIyJidGmliFwv6VRgE0n7At8HftjetCIiYiRopYicAqwA7gY+RvVQ4OfamVRERIwMrfTOWl2GgL+F6jbW/eXBwIiIGOXWWkQkHQR8A3iAauTcHSR9zHaGGImIGOVaedjwa8DetpcASNoJ+DEZpyoiYtRrpU3ksf4CUjzImuHbIyJiFBv0SkTS+8riIklzgMuo2kQOZ82IuhERMYoNdTvrfzUsLwfeWZZXAGPallFERIwYgxYR2x/pZCIRETHytNI7awfg74GJjftnKPiIiGild9ZVwAVUT6mvbm86ERExkrRSRP6f7XOH6wMlvQ74XkNoR+ALwJbAsVRtLgCn2p5TjvkMcAzwPHCC7bklPhU4h2po+vNtzxiuPCMiYu1aKSLnSDoNuAZ4rj9o+7Y6H2j7fmAygKQNgN8AV1LNqX627a827i9pZ+AIYBfgNcDPJL22bP46sC/QByyQNNv2L+vkFRER666VIvJG4Cjg3ay5neWy/lLtAzxg+9eSBtvnEOBS288BD0laAuxeti2x/SCApEvLvikiEREd0koROQzYsXE4+GF0BHBJw/rxko4GFgIn236SahKsmxv26SsxgEcHxPdoQ44RETGIVp5Yv5OqvWJYSdoYOJhqaHmA84CdqG51LaMabgWq8boG8hDxZp81XdJCSQtXrFjRbJeIiKihlSuRbYH7JC3ghW0iL7WL7wHAbbaXl/Mt798g6ZvAj8pqH7Bdw3HjgaVlebD4C9ieCcwE6O3tzQjEERHDpJUiclqbPvtIGm5lSRpre1lZPQy4pyzPBr4r6SyqhvVJwC+orkQmledYfkN1a+yDbco1IiKaaGU+keuH+0MlbUrVq+pjDeF/lTSZ6pbUw/3bbC+SdBlVg/kq4Djbz5fzHA/MperiO8v2ouHONSIiBtfKE+tPs6atYWNgI+AZ21vU/VDbzwKvHhA7aoj9zwTObBKfQzXTYkREdEErVyKbN65LOpQ1XWwjImIUa6V31gvYvorheUYkIiJGuFZuZ72vYfVlQC+DdKWNiIjRpZXeWY3ziqyiavQ+pC3ZRETEiNJKm0jmFYmIiKaGmh73C0McZ9tntCGfiIgYQYa6EnmmSWwzqiHZXw2kiEREjHJDTY/bP3YVkjYHTqQarv1S1oxrFRERo9iQbSKStgI+BfwtcBGwWxlZNyIiYsg2ka8A76MauPCNtn/fsawiImJEGOphw5OpBjz8HLBU0lPl9bSkpzqTXkRErM+GahNZ56fZIyJidEmhiIiI2lJEIiKithSRiIioLUUkIiJqSxGJiIjaulZEJD0s6W5Jd0haWGJbSZonaXF5H1PiknSupCWS7pK0W8N5ppX9F0ua1q3vExExGnX7SmRv25Nt95b1U4D5ticB88s6wAHApPKaDpwHf36i/jRgD6rZFk/rLzwREdF+3S4iAx1CNbwK5f3QhvjFrtwMbClpLLA/MM/2yjIcyzxgaqeTjogYrbpZRAxcI+lWSdNLbFvbywDK+zYlPg54tOHYvhIbLB4RER3QysyG7bKX7aWStgHmSbpviH3VJOYh4i88uCpS0wEmTJhQJ9eIiGiia1citpeW98eAK6naNJaX21SU98fK7n3Adg2HjweWDhEf+Fkzbffa7u3p6RnurxIRMWp1pYhI2qzMUYKkzYD9gHuA2UB/D6tpwNVleTZwdOmltSfwu3K7ay6wn6QxpUF9vxKLiIgO6NbtrG2BKyX15/Bd2z+VtAC4TNIxwCPA4WX/OcCBwBLgWarJsbC9UtIZwIKy3+m2V3bua0REjG5dKSK2HwT+ukn8CWCfJnEDxw1yrlnArOHOMSIi1m596+IbEREjSIpIRETUliISERG1pYhERERtKSIREVFbikhERNSWIhIREbWliERERG0pIhERUVuKSERE1JYiEhERtaWIREREbSkiERFRW4pIRETUliISERG1pYhERERtKSIREVFbx2c2lLQdcDHwV8BqYKbtcyT9E3AssKLseqrtOeWYzwDHAM8DJ9ieW+JTgXOADYDzbc/o5HeJ1k085cfDfs6HZxw07OccKXlGrC+6MT3uKuBk27dJ2hy4VdK8su1s219t3FnSzsARwC7Aa4CfSXpt2fx1YF+gD1ggabbtX3bkW0REROeLiO1lwLKy/LSke4FxQxxyCHCp7eeAhyQtAXYv25aU+dqRdGnZN0UkIqJDutomImki8GbglhI6XtJdkmZJGlNi44BHGw7rK7HB4hER0SFdKyKSXglcAZxk+yngPGAnYDLVlcrX+ndtcriHiDf7rOmSFkpauGLFima7REREDV0pIpI2oiog37H9AwDby20/b3s18E3W3LLqA7ZrOHw8sHSI+IvYnmm713ZvT0/P8H6ZiIhRrONFRJKAC4B7bZ/VEB/bsNthwD1leTZwhKSXS9oBmAT8AlgATJK0g6SNqRrfZ3fiO0RERKUbvbP2Ao4C7pZ0R4mdChwpaTLVLamHgY8B2F4k6TKqBvNVwHG2nweQdDwwl6qL7yzbizr5RSK6JV2RY33Rjd5ZN9K8PWPOEMecCZzZJD5nqOMiIqK98sR6RETUliISERG1pYhERERtKSIREVFbikhERNSWIhIREbWliERERG0pIhERUVuKSERE1JYiEhERtaWIREREbSkiERFRW4pIRETUliISERG1pYhERERtKSIREVFbikhERNQ24ouIpKmS7pe0RNIp3c4nImI06cYc68NG0gbA14F9gT5ggaTZtn/Z3cwiAoZ/Lvh2zAOf+epfmhFdRIDdgSW2HwSQdClwCJAiEhF/UdbXYjfSb2eNAx5tWO8rsYiI6ADZ7nYOtUk6HNjf9kfL+lHA7rb/fsB+04HpZfV1wP3DnMrWwOPDfM52GAl5joQcIXkOt+Q5vNqR5/a2ewYGR/rtrD5gu4b18cDSgTvZngnMbFcSkhba7m3X+YfLSMhzJOQIyXO4Jc/h1ck8R/rtrAXAJEk7SNoYOAKY3eWcIiJGjRF9JWJ7laTjgbnABsAs24u6nFZExKgxoosIgO05wJwup9G2W2XDbCTkORJyhOQ53JLn8OpYniO6YT0iIrprpLeJREREF6WIREREbSki60jS6yXtI+mVA+JTu5VTMyXPT0s6V9I5ZfkN3c6rkaQ9JG1RljeR9EVJP5T0ZUmv6nZ+g5H0NkmfkrRft3MZiSSdIGm7te+5fpF0cbdzaEbS7pLeUpZ3Lv82D+zY56dNpHWSTgCOA+4FJgMn2r66bLvN9m7dzK+fpE8DRwKXUj1LA9UzNEcAl9qe0a3cGklaBPx16WU3E3gWuBzYp8Tf19UEC0m/sL17WT6W6t/AlcB+wA/Xl5/nUCR9xPa3up0HgKTfAc8ADwCXAN+3vaK7Wb2QpIGPCgjYG/hPANsHdzypJiSdBhxA1UlqHrAHcB3wHmCu7TPbnkOKSOsk3Q281fbvJU2k+oX3H7bPkXS77Td3NcFC0q+AXWz/aUB8Y2CR7UndyeyFJN1r+w1l+QVFWNIdtid3L7s1Gv/bSloAHGh7haTNgJttv7G7Ga6dpEdsT+h2HlD9PIEpVL/oPgAcDNxKVVB+YPvpLqYHVP8eqcbgOx8wVRG5hOoPMWxf373s1ii/kyYDLwd+C4y3/ZSkTYBbbL+p3TmM+C6+HbaB7d8D2H5Y0ruAyyVtT/WPbH2xGngN8OsB8bFl2/rinoa/kO+U1Gt7oaTXAn9a28Ed9DJJY6hu/6r/r2bbz0ha1d3U1pB012CbgG07mcta2PZq4BrgGkkbUf01fSTwVeBFQ2t0QS9wIvBZ4B9t3yHpD+tL8WiwyvbzwLOSHrD9FIDtP0jqyP/rKSLr5reSJtu+A6BckbwXmAWsT3+NngTMl7SYNQNUTgD+B3B817J6sY8C50j6HNU4PzdJepQq5492NbMXehXVX8oCLOmvbP+2tIutT388bAvsDzw5IC7gvzqfzqBe8DMrV8yzgdnlL+iuK0XubEnfL+/LWT9/X/5R0qa2n6W6ugOgtCl2pIjkdtY6kDSeqvL/tsm2vWz/vAtpNSXpZVRD5Y+j+p+2D1hQ/mpZr0jaHNiR6n/SPtvLu5xSSyRtCmxr+6Fu5wIg6QLgW7ZvbLLtu7Y/2IW0XkTSa23/qtt5rAtJBwF72T6127k0kvRy2881iW8NjLV9d9tzSBGJiIi60sU3IiJqSxGJiIjaUkQiIqK2FJGIQtKpDctbSvo/L+FcF0p6f5P4SaVBflhJOlzSIkmrJQ05GZGkya080SzpUEk7D1+W8ZcoRSRijcaeN1sCtYvIEE4Chr2IAPcA7wNuaGHfyUArw2IcCqSIxJDWx37PEW0n6SqqqZVfAZxD1cV4E0l3AIuoJjnbqazPA74IXA2MATYCPtcw5M3RwD9QPdl8l+2jBnzWGeWzbqN6CPRaSY8D3wZ2tf3Jst+xwBuAc4GfArcAbwZ+BRxt+1lJU4CzgFdSPVvzYdvLbN9bzrG2770xcHr5rm8DvgTsBTxu+3RJ+1M9YHcK1ZPk7yzP8fxv2w+sw484RgvbeeU16l7AVuV9E6q/4l8N/L5h+0Tgnob1DYEtyvLWwBKq5292Ae4Hth5w3guB9wP/Cvw7a7rTP9yw72ZU40dtVNb/i+qh1YlUBWmvEp9FVaQ2Kvv0lPgHqGbzbPxe1wG9a/nuHwb+b8P6plSFc+/yXXZq/A7d/m+V1/r9ypVIjFYnSDqsLG8HrG08MQH/IukdVE8Cj6N6QvzdwOW2HwewvbLhmM9TjV80vdkJXQ2b8p/AeyXdS1VM7i7jsj3qNQ+vfhs4gerqZFdgXrni2ABY1vpXbs7VFc6xVLfCPulcccQ6SBGJUaeMefYeqsE0n5V0HdVtraH8LdWYTlNs/0nSw+UYUV01NLMAmCJpqwHFpdH5VG0x9wGNo+wOPGf/IICLbL91LbnW8UbgCarbbREtS8N6jEavAp4sBeT1wJ4l/qcyGCDA08DmA455rBSQvYHtS3w+8DeSXg0gaauGY34KzAB+XIZ2edF5bd9CdSX0QapRYvtNkNRfLI4EbqS61dTTH5e0kaRdanz/F+RQBhA9mar95QBJezTbL6KZFJEYjX4KbFhGvT0DuLnEZwJ3SfqO7SeAn0u6R9JXgO8AvZIWUl2V3AdgexFwJnC9pDupGr3/zPb3gW+yZnDBmcBPJF3bsNtlwM9tNw6ceC8wreS4FXCe7T9StbN8uXzWHcD/BJB0mKQ+4K1URWvuEN//WmBnSXdI+gBwAfAPtpcCxwDnS3oF1Xw0/yjpdkk7tfBzjVEoY2dFdJmkHwFn255f1icCP7K9azfzimhFrkQiuqQ80Pgr4A/9BSRipMmVSMRfqPLMx5cHhB+yfViz/SPqSBGJiIjacjsrIiJqSxGJiIjaUkQiIqK2FJGIiKgtRSQiImr7/wWIqpBt9uHNAAAAAElFTkSuQmCC\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["import matplotlib.pyplot as plt\n","count = Train.attacktype1_txt.value_counts()\n","count.plot.bar()\n","plt.ylabel('Number of records')\n","plt.xlabel('attacktype1_txt')\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"qi9jxSzqJupM","outputId":"6e9341c5-026e-4a20-ac5e-2ab28b0f87d9"},"outputs":[{"data":{"text/plain":["2 20047\n","0 12119\n","6 2860\n","5 2843\n","1 2173\n","7 287\n","4 255\n","3 136\n","Name: attacktype1_txt, dtype: int64"]},"execution_count":6,"metadata":{},"output_type":"execute_result"}],"source":["Train.attacktype1_txt.value_counts()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"XsuvbUOLJupN"},"outputs":[],"source":["Train['attacktype1_txt'] = Train['attacktype1_txt'].replace([4],5)\n","Test['attacktype1_txt'] = Test['attacktype1_txt'].replace([4],5)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"IYBaZuv5JupN"},"outputs":[],"source":["Train['attacktype1_txt'] = Train['attacktype1_txt'].replace([15],4)\n","Test['attacktype1_txt'] = Test['attacktype1_txt'].replace([15],4)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"cHsbXsTEJupN"},"outputs":[],"source":["Train['attacktype1_txt'] = Train['attacktype1_txt'].replace([16],5)\n","Test['attacktype1_txt'] = Test['attacktype1_txt'].replace([16],5)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"NHVZIad5JupO"},"outputs":[],"source":["Train['attacktype1_txt'] = Train['attacktype1_txt'].replace([17],6)\n","Test['attacktype1_txt'] = Test['attacktype1_txt'].replace([17],6)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"LA50oFKlJupO","outputId":"80ade43e-a988-40f3-cbf6-d1126d19420e"},"outputs":[{"data":{"text/plain":["2 20047\n","0 12119\n","5 3098\n","6 2860\n","1 2173\n","7 287\n","3 136\n","Name: attacktype1_txt, dtype: int64"]},"execution_count":11,"metadata":{},"output_type":"execute_result"}],"source":["Train.attacktype1_txt.value_counts()"]},{"cell_type":"code","execution_count":4,"metadata":{"id":"QPIwFVAaJupP","executionInfo":{"status":"ok","timestamp":1695558887995,"user_tz":-480,"elapsed":10,"user":{"displayName":"mohammed alfatih","userId":"13525311202311199266"}}},"outputs":[],"source":["Train = Train.to_numpy() #this is train set\n","Test = Test.to_numpy() #this is test set"]},{"cell_type":"code","execution_count":5,"metadata":{"id":"Pw49ynjgJupP","executionInfo":{"status":"ok","timestamp":1695558894342,"user_tz":-480,"elapsed":27,"user":{"displayName":"mohammed alfatih","userId":"13525311202311199266"}}},"outputs":[],"source":["X_train = Train[:,0:136]\n","Y_train = Train[:,136]\n","X_test = Test[:,0:136]\n","Y_test = Test[:,136]"]},{"cell_type":"code","execution_count":8,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Y4LcFezRJupP","executionInfo":{"status":"ok","timestamp":1695559018859,"user_tz":-480,"elapsed":9026,"user":{"displayName":"mohammed alfatih","userId":"13525311202311199266"}},"outputId":"22f492c3-5c9d-45b6-8c1b-bc063a043cd5"},"outputs":[{"output_type":"stream","name":"stdout","text":["Collecting scikit-plot\n"," Downloading scikit_plot-0.3.7-py3-none-any.whl (33 kB)\n","Requirement already satisfied: matplotlib>=1.4.0 in /usr/local/lib/python3.10/dist-packages (from scikit-plot) (3.7.1)\n","Requirement already satisfied: scikit-learn>=0.18 in /usr/local/lib/python3.10/dist-packages (from scikit-plot) (1.2.2)\n","Requirement already satisfied: scipy>=0.9 in /usr/local/lib/python3.10/dist-packages (from scikit-plot) (1.11.2)\n","Requirement already satisfied: joblib>=0.10 in /usr/local/lib/python3.10/dist-packages (from scikit-plot) (1.3.2)\n","Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=1.4.0->scikit-plot) (1.1.0)\n","Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=1.4.0->scikit-plot) (0.11.0)\n","Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=1.4.0->scikit-plot) (4.42.1)\n","Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=1.4.0->scikit-plot) (1.4.5)\n","Requirement already satisfied: numpy>=1.20 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=1.4.0->scikit-plot) (1.23.5)\n","Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=1.4.0->scikit-plot) (23.1)\n","Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=1.4.0->scikit-plot) (9.4.0)\n","Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=1.4.0->scikit-plot) (3.1.1)\n","Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=1.4.0->scikit-plot) (2.8.2)\n","Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn>=0.18->scikit-plot) (3.2.0)\n","Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib>=1.4.0->scikit-plot) (1.16.0)\n","Installing collected packages: scikit-plot\n","Successfully installed scikit-plot-0.3.7\n"]}],"source":["!pip install scikit-plot"]},{"cell_type":"code","source":["!pip install scikit-metrics"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ndyqKqg6Mc-G","executionInfo":{"status":"ok","timestamp":1695559082111,"user_tz":-480,"elapsed":7277,"user":{"displayName":"mohammed alfatih","userId":"13525311202311199266"}},"outputId":"991fecfb-2ffc-4cd1-f4ee-650a435eaaed"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stdout","text":["Collecting scikit-metrics\n"," Downloading scikit-metrics-0.1.0.tar.gz (3.9 kB)\n"," Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n","Requirement already satisfied: scikit-learn in /usr/local/lib/python3.10/dist-packages (from scikit-metrics) (1.2.2)\n","Requirement already satisfied: numpy>=1.17.3 in /usr/local/lib/python3.10/dist-packages (from scikit-learn->scikit-metrics) (1.23.5)\n","Requirement already satisfied: scipy>=1.3.2 in /usr/local/lib/python3.10/dist-packages (from scikit-learn->scikit-metrics) (1.11.2)\n","Requirement already satisfied: joblib>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from scikit-learn->scikit-metrics) (1.3.2)\n","Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn->scikit-metrics) (3.2.0)\n","Building wheels for collected packages: scikit-metrics\n"," Building wheel for scikit-metrics (setup.py) ... \u001b[?25l\u001b[?25hdone\n"," Created wheel for scikit-metrics: filename=scikit_metrics-0.1.0-py3-none-any.whl size=4394 sha256=d40cb1391786a75a5d92ac6ab7eeeb58bca92638a91b6905507696136286697b\n"," Stored in directory: /root/.cache/pip/wheels/45/a3/9b/8f375bbf235b0cfbee9a841c94b4bbfb13fad10db9cab4d5d4\n","Successfully built scikit-metrics\n","Installing collected packages: scikit-metrics\n","Successfully installed scikit-metrics-0.1.0\n"]}]},{"cell_type":"code","execution_count":10,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":944},"id":"WYnOoYJvJupP","executionInfo":{"status":"ok","timestamp":1695559585637,"user_tz":-480,"elapsed":492595,"user":{"displayName":"mohammed alfatih","userId":"13525311202311199266"}},"outputId":"60e9f2cc-99f6-47b2-b40d-2157d7a7a96d"},"outputs":[{"output_type":"stream","name":"stdout","text":["BaggingClassifier\n"]},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}],"source":["from sklearn.ensemble import BaggingClassifier\n","from scikitplot.metrics import plot_roc\n","from scikitplot.metrics import plot_precision_recall\n","dtc = DecisionTreeClassifier(criterion=\"entropy\")\n","model = BaggingClassifier(base_estimator=dtc, n_estimators=100, bootstrap=True)\n","model.fit(X_train, Y_train)\n","y_score = model.predict_proba(X_test)\n","y_pred = model.predict(X_test)\n","# Plot metrics\n","print(\"BaggingClassifier\")\n","plot_roc(Y_test, y_score)\n","plt.show()\n","#plt.savefig('F:/datapic/persentage/Paper2result/BaggingClassifierROCCurve.png', format='png')\n","plot_precision_recall(Y_test, y_score)\n","#plt.savefig('F:/datapic/persentage/Paper2result/BaggingClassifierPrectionCurve.png', format='png')\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"_rRSfoLRJupQ","outputId":"b1ada768-c1ab-412b-d9fd-9f9eee15aa32"},"outputs":[{"name":"stdout","output_type":"stream","text":["RandomForestClassifier\n"]},{"data":{"image/png":"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\n","text/plain":["
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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["import pylab as pl\n","from sklearn.ensemble import RandomForestClassifier\n","from scikitplot.metrics import plot_roc\n","from scikitplot.metrics import plot_precision_recall\n","dtc = DecisionTreeClassifier(criterion=\"entropy\")\n","model = RandomForestClassifier()\n","model.fit(X_train, Y_train)\n","y_score = model.predict_proba(X_test)\n","y_pred = model.predict(X_test)\n","# Plot metrics\n","print(\"RandomForestClassifier\")\n","plot_roc(Y_test, y_score)\n","plt.show()\n","plt.savefig('F:/datapic/persentage/Paper2result/RandomforestROCCurve.png', format='png')\n","plot_precision_recall(Y_test, y_score)\n","plt.savefig('F:/datapic/persentage/Paper2result/RandomforestPrectionCurve.png', format='png')\n","plt.show()\n"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"vy4CbzMxJupQ","outputId":"f974b596-2780-45e0-8c92-16524594f272"},"outputs":[{"name":"stdout","output_type":"stream","text":["model score on training data: 0.999607072691552\n","model score on testing data: 0.9040534713238465\n"]}],"source":["from sklearn.linear_model import RidgeCV\n","\n","model = RandomForestClassifier()\n","\n","model.fit(X_train, Y_train)\n","\n","print(f'model score on training data: {model.score(X_train, Y_train)}')\n","print(f'model score on testing data: {model.score(X_test, Y_test)}')"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"p2_tqQDsJupR","outputId":"45c84fbe-b55e-4e8e-e4cc-2eb7eb99b96d"},"outputs":[{"name":"stdout","output_type":"stream","text":["Train/Test Sizes : (40720, 136) (4638, 136) (40720,) (4638,)\n","Test Accuracy : 0.91\n","Train Accuracy : 0.95\n","\n","Confusion Matrix : \n"]},{"ename":"NameError","evalue":"name 'confusion_matrix' is not defined","output_type":"error","traceback":["\u001b[1;31m---------------------------------------------------------------------------\u001b[0m","\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)","\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 7\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Confusion Matrix : \"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 8\u001b[1;33m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mconfusion_matrix\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mY_test\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgb\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX_test\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 9\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 10\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Classification Report\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n","\u001b[1;31mNameError\u001b[0m: name 'confusion_matrix' is not defined"]}],"source":["print(\"Train/Test Sizes : \", X_train.shape, X_test.shape, Y_train.shape, Y_test.shape)\n","gb = GradientBoostingClassifier()\n","gb.fit(X_train, Y_train)\n","print(\"Test Accuracy : %.2f\"%gb.score(X_test, Y_test))\n","print(\"Train Accuracy : %.2f\"%gb.score(X_train, Y_train))\n","print()\n","print(\"Confusion Matrix : \")\n","print(confusion_matrix(Y_test, gb.predict(X_test)))\n","print()\n","print(\"Classification Report\")\n","print(classification_report(Y_test, gb.predict(X_test)))"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"0dC_PQjeJupR"},"outputs":[],"source":["from lime import lime_tabular\n","explainer = lime_tabular.LimeTabularExplainer(X_train, mode=\"classification\",\n"," class_names=np.unique(Y_train)\n"," )\n","\n","explainer"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"M227mtPsJupR"},"outputs":[],"source":["import random\n","preds = gb.predict(X_test)\n","\n","false_preds = np.argwhere((preds != Y_test)).flatten()\n","\n","idx = random.choice(false_preds)\n","\n","print(\"Prediction : \", [gb.predict(X_test[idx].reshape(1,-1))[0]])\n","print(\"Actual : \", [Y_test[idx]])\n","\n","explanation = explainer.explain_instance(X_test[idx], gb.predict_proba)\n","\n","explanation.show_in_notebook()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"6HICudo4JupS"},"outputs":[],"source":["import random\n","preds = gb.predict(X_test)\n","\n","true_preds = np.argwhere((preds == Y_test)).flatten()\n","\n","idx = random.choice(true_preds)\n","\n","print(\"Prediction : \", [gb.predict(X_test[idx].reshape(1,-1))[0]])\n","print(\"Actual : \", [Y_test[idx]])\n","\n","explanation = explainer.explain_instance(X_test[idx], gb.predict_proba)\n","\n","explanation.show_in_notebook()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"uxhqkgJfJupS","outputId":"7134d695-e7f6-4f7c-f2ee-43a027c16449"},"outputs":[{"name":"stdout","output_type":"stream","text":["5\n"]}],"source":["mylist = []\n","for i in range(10):\n"," mylist.append(i)\n","print(random.choice(mylist))"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"lY2kVoLYJupS","outputId":"f3450da9-56b1-454f-cad1-6ef613b01765"},"outputs":[{"data":{"text/plain":["909"]},"execution_count":67,"metadata":{},"output_type":"execute_result"}],"source":["idx"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"uWVuasfdJupT"},"outputs":[],"source":["from sklearn.ensemble import RandomForestClassifier, AdaBoostClassifier, GradientBoostingClassifier\n","from sklearn.neighbors import KNeighborsClassifier\n","from sklearn.linear_model import LogisticRegression\n","from sklearn.ensemble import ExtraTreesClassifier\n","from sklearn.ensemble import RandomForestClassifier\n","from scikitplot.metrics import plot_roc\n","import xgboost as xgb"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"gc9CDdu3JupT"},"outputs":[],"source":["model = xgb.XGBClassifier(objective='multi:softmax', random_state=42)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"t-OTNfxYJupT","outputId":"8fa29d1c-edb4-4856-ffd7-8cf6608e783b"},"outputs":[{"name":"stdout","output_type":"stream","text":["[16:27:08] WARNING: C:\\Users\\Administrator\\workspace\\xgboost-win64_release_1.1.0\\src\\learner.cc:480: \n","Parameters: { silent } might not be used.\n","\n"," This may not be accurate due to some parameters are only used in language bindings but\n"," passed down to XGBoost core. Or some parameters are not used but slip through this\n"," verification. Please open an issue if you find above cases.\n","\n","\n","XGBClassifier\n"]},{"data":{"image/png":"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\n","text/plain":["
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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["model = xgb.XGBClassifier(learning_rate=0.03, n_estimators=400, objective='multi:softmax',\n"," silent=True, nthread=1)\n","model.fit(X_train, Y_train)\n","y_score = model.predict_proba(X_test)\n","y_pred = model.predict(X_test)\n","# Plot metrics\n","print(\"XGBClassifier\")\n","plot_roc(Y_test, y_score)\n","plt.show()\n","plot_precision_recall(Y_test, y_score)\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"xK2Lp1LuJupT"},"outputs":[],"source":["from sklearn.neighbors import KNeighborsClassifier\n","from sklearn.svm import SVC, LinearSVC, NuSVC\n","from sklearn.tree import DecisionTreeClassifier\n","from sklearn.ensemble import RandomForestClassifier, AdaBoostClassifier, GradientBoostingClassifier\n","from sklearn.naive_bayes import GaussianNB\n","from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n","from sklearn.discriminant_analysis import QuadraticDiscriminantAnalysis\n","from sklearn.linear_model import LogisticRegression\n","from sklearn.ensemble import BaggingClassifier\n","from sklearn.svm import SVC"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"bVJpT0SbJupU","outputId":"979e2a62-3318-4dc8-a989-f5bfac365266"},"outputs":[{"name":"stdout","output_type":"stream","text":["KNeighborsClassifier\n"]},{"data":{"image/png":"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\n","text/plain":["
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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["import pylab as pl\n","from sklearn.ensemble import RandomForestClassifier\n","from scikitplot.metrics import plot_roc\n","from scikitplot.metrics import plot_precision_recall\n","dtc = DecisionTreeClassifier(criterion=\"entropy\")\n","model = KNeighborsClassifier(3)\n","model.fit(X_train, Y_train)\n","y_score = model.predict_proba(X_test)\n","y_pred = model.predict(X_test)\n","# Plot metrics\n","print(\"KNeighborsClassifier\")\n","plot_roc(Y_test, y_score)\n","plt.savefig('F:/datapic/persentage/Paper2result/KNeighborsClassifierROCCurve.png', format='png')\n","plt.show()\n","plot_precision_recall(Y_test, y_score)\n","plt.savefig('F:/datapic/persentage/Paper2result/KNeighborsClassifierPrectionCurve.png', format='png')\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"o0eVY8XdJupU","outputId":"20637469-bfb4-4ded-a3a2-77bcdf2127cb"},"outputs":[{"name":"stdout","output_type":"stream","text":["DecisionTreeClassifier\n"]},{"data":{"image/png":"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\n","text/plain":["
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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["import pylab as pl\n","from sklearn.ensemble import RandomForestClassifier\n","from scikitplot.metrics import plot_roc\n","from scikitplot.metrics import plot_precision_recall\n","dtc = DecisionTreeClassifier(criterion=\"entropy\")\n","model = DecisionTreeClassifier()\n","model.fit(X_train, Y_train)\n","y_score = model.predict_proba(X_test)\n","y_pred = model.predict(X_test)\n","# Plot metrics\n","print(\"DecisionTreeClassifier\")\n","plot_roc(Y_test, y_score)\n","plt.savefig('F:/datapic/persentage/Paper2result/DecisionTreeClassifierROCCurve.png', format='png')\n","plt.show()\n","plot_precision_recall(Y_test, y_score)\n","plt.savefig('F:/datapic/persentage/Paper2result/DecisionTreeClassifierPrectionCurve.png', format='png')\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"_b2GUygHJupU","outputId":"1aed06ad-d565-4544-b745-37e84d76e832"},"outputs":[{"name":"stdout","output_type":"stream","text":[" LogisticRegression\n"]},{"data":{"image/png":"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\n","text/plain":["
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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["import pylab as pl\n","from sklearn.ensemble import RandomForestClassifier\n","from scikitplot.metrics import plot_roc\n","from scikitplot.metrics import plot_precision_recall\n","dtc = DecisionTreeClassifier(criterion=\"entropy\")\n","model = LogisticRegression()\n","model.fit(X_train, Y_train)\n","y_score = model.predict_proba(X_test)\n","y_pred = model.predict(X_test)\n","# Plot metrics\n","print(\" LogisticRegression\")\n","plot_roc(Y_test, y_score)\n","plt.savefig('F:/datapic/persentage/Paper2result/ LogisticRegressionROCCurve.png', format='png')\n","plt.show()\n","plot_precision_recall(Y_test, y_score)\n","plt.savefig('F:/datapic/persentage/Paper2result/ LogisticRegressionPrectionCurve.png', format='png')\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"ge9f-4l2JupV","outputId":"99db1db7-ab50-4eed-db6d-1505f1e98f7d"},"outputs":[{"name":"stdout","output_type":"stream","text":[" QuadraticDiscriminantAnalysis\n"]},{"data":{"image/png":"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\n","text/plain":["
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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["import pylab as pl\n","from sklearn.ensemble import RandomForestClassifier\n","from scikitplot.metrics import plot_roc\n","from scikitplot.metrics import plot_precision_recall\n","dtc = DecisionTreeClassifier(criterion=\"entropy\")\n","model = QuadraticDiscriminantAnalysis()\n","model.fit(X_train, Y_train)\n","y_score = model.predict_proba(X_test)\n","y_pred = model.predict(X_test)\n","# Plot metrics\n","print(\" QuadraticDiscriminantAnalysis\")\n","plot_roc(Y_test, y_score)\n","plt.savefig('F:/datapic/persentage/Paper2result/QuadraticDiscriminantAnalysisROCCurve.png', format='png')\n","plt.show()\n","plot_precision_recall(Y_test, y_score)\n","plt.savefig('F:/datapic/persentage/Paper2result/QuadraticDiscriminantAnalysis.png', format='png')\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"6Hb7bJxvJupV","outputId":"73ef7e80-9882-40c0-ab65-476cd53d7156"},"outputs":[{"name":"stdout","output_type":"stream","text":[" LinearDiscriminantAnalysis\n"]},{"data":{"image/png":"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\n","text/plain":["
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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["import pylab as pl\n","from sklearn.ensemble import RandomForestClassifier\n","from scikitplot.metrics import plot_roc\n","from scikitplot.metrics import plot_precision_recall\n","dtc = DecisionTreeClassifier(criterion=\"entropy\")\n","model = LinearDiscriminantAnalysis()\n","model.fit(X_train, Y_train)\n","y_score = model.predict_proba(X_test)\n","y_pred = model.predict(X_test)\n","# Plot metrics\n","print(\" LinearDiscriminantAnalysis\")\n","plot_roc(Y_test, y_score)\n","plt.savefig('F:/datapic/persentage/Paper2result/LDAROCCurve.png', format='png')\n","plt.show()\n","plot_precision_recall(Y_test, y_score)\n","plt.savefig('F:/datapic/persentage/Paper2result/LDAPrectioncurve.png', format='png')\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"xj9pIC9FJupW"},"outputs":[],"source":["from sklearn.svm import SVC, LinearSVC, NuSVC\n","from sklearn.tree import DecisionTreeClassifier\n","from sklearn.ensemble import RandomForestClassifier, AdaBoostClassifier, GradientBoostingClassifier\n","from sklearn.naive_bayes import GaussianNB"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"pAOZjMSFJupW","outputId":"5c0e2fa9-2c56-417d-be34-0c28c72a6ec7"},"outputs":[{"name":"stdout","output_type":"stream","text":[" AdaBoostClassifier\n"]},{"data":{"image/png":"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\n","text/plain":["
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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["import pylab as pl\n","from sklearn.ensemble import RandomForestClassifier\n","from scikitplot.metrics import plot_roc\n","from scikitplot.metrics import plot_precision_recall\n","dtc = DecisionTreeClassifier(criterion=\"entropy\")\n","model = AdaBoostClassifier()\n","model.fit(X_train, Y_train)\n","y_score = model.predict_proba(X_test)\n","y_pred = model.predict(X_test)\n","# Plot metrics\n","print(\" AdaBoostClassifier\")\n","plot_roc(Y_test, y_score)\n","plt.savefig('F:/datapic/persentage/Paper2result/ABOOSTCurve.png', format='png')\n","plt.show()\n","plot_precision_recall(Y_test, y_score)\n","plt.savefig('F:/datapic/persentage/Paper2result/ABOOSTPrectioncurve.png', format='png')\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"9Peb5mSiJupW","outputId":"05f409f2-167d-4ae3-b94d-8f3aac67b0e3"},"outputs":[{"name":"stdout","output_type":"stream","text":[" GradientBoostingClassifier\n"]},{"data":{"image/png":"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\n","text/plain":["
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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["import pylab as pl\n","from sklearn.ensemble import RandomForestClassifier\n","from scikitplot.metrics import plot_roc\n","from scikitplot.metrics import plot_precision_recall\n","dtc = DecisionTreeClassifier(criterion=\"entropy\")\n","model = GradientBoostingClassifier()\n","model.fit(X_train, Y_train)\n","y_score = model.predict_proba(X_test)\n","y_pred = model.predict(X_test)\n","# Plot metrics\n","print(\" GradientBoostingClassifier\")\n","plot_roc(Y_test, y_score)\n","plt.savefig('F:/datapic/persentage/Paper2result/GradientBOOSTCurve.png', format='png')\n","plt.show()\n","plot_precision_recall(Y_test, y_score)\n","plt.savefig('F:/datapic/persentage/Paper2result/GradientBOOSTPrectioncurve.png', format='png')\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"0Ca0pev0JupX","outputId":"2e4c92f2-b961-4dd9-a2c2-a5767ced1a17"},"outputs":[{"name":"stdout","output_type":"stream","text":[" LogisticRegressionparameterchange\n"]},{"data":{"image/png":"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\n","text/plain":["
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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["import pylab as pl\n","from sklearn.ensemble import RandomForestClassifier\n","from scikitplot.metrics import plot_roc\n","from scikitplot.metrics import plot_precision_recall\n","dtc = DecisionTreeClassifier(criterion=\"entropy\")\n","model = LogisticRegression(solver='liblinear', multi_class='ovr')\n","model.fit(X_train, Y_train)\n","y_score = model.predict_proba(X_test)\n","y_pred = model.predict(X_test)\n","# Plot metrics\n","print(\" LogisticRegressionparameterchange\")\n","plot_roc(Y_test, y_score)\n","plt.savefig('F:/datapic/persentage/Paper2result/LogisticRegressionParameterchangeCurve.png', format='png')\n","plt.show()\n","plot_precision_recall(Y_test, y_score)\n","plt.savefig('F:/datapic/persentage/Paper2result/LogisticRegressionParameterchangePrectioncurve.png', format='png')\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"xniRJ3LzJupX","outputId":"4c51b4a4-0465-4806-ebfe-36ea5fb56410"},"outputs":[{"name":"stdout","output_type":"stream","text":["ExtraTreesClassifier\n"]},{"data":{"image/png":"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\n","text/plain":["
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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["import pylab as pl\n","from sklearn.ensemble import ExtraTreesClassifier\n","from sklearn.ensemble import RandomForestClassifier\n","from scikitplot.metrics import plot_roc\n","from scikitplot.metrics import plot_precision_recall\n","dtc = DecisionTreeClassifier(criterion=\"entropy\")\n","model = ExtraTreesClassifier(n_estimators=100, random_state=0)\n","model.fit(X_train, Y_train)\n","y_score = model.predict_proba(X_test)\n","y_pred = model.predict(X_test)\n","# Plot metrics\n","print(\"ExtraTreesClassifier\")\n","plot_roc(Y_test, y_score)\n","plt.savefig('F:/datapic/persentage/Paper2result/ExtraTreesClassifierCurve.png', format='png')\n","plt.show()\n","plot_precision_recall(Y_test, y_score)\n","plt.savefig('F:/datapic/persentage/Paper2result/ExtraTreesClassifierPrectioncurve.png', format='png')\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"DLgOmrxnJupY","outputId":"aa65d2b8-0981-49c1-9e33-dfbc559d4c2f"},"outputs":[{"name":"stdout","output_type":"stream","text":["ExtraTreeClassifier\n"]},{"data":{"image/png":"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\n","text/plain":["
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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["import pylab as pl\n","from sklearn.ensemble import ExtraTreesClassifier\n","from sklearn.tree import ExtraTreeClassifier\n","from sklearn.ensemble import RandomForestClassifier\n","from scikitplot.metrics import plot_roc\n","from scikitplot.metrics import plot_precision_recall\n","dtc = DecisionTreeClassifier(criterion=\"entropy\")\n","model = ExtraTreeClassifier()\n","model.fit(X_train, Y_train)\n","y_score = model.predict_proba(X_test)\n","y_pred = model.predict(X_test)\n","# Plot metrics\n","print(\"ExtraTreeClassifier\")\n","plot_roc(Y_test, y_score)\n","plt.savefig('F:/datapic/persentage/Paper2result/ExtraTreeClassifierCurve.png', format='png')\n","plt.show()\n","plot_precision_recall(Y_test, y_score)\n","plt.savefig('F:/datapic/persentage/Paper2result/ExtraTreeClassifierPrectioncurve.png', format='png')\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"sBLL4OaRJupY","outputId":"6fa4333c-a61a-466b-e2a6-7312f631040b"},"outputs":[{"name":"stdout","output_type":"stream","text":["OneVsRestClassifier\n"]},{"data":{"image/png":"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\n","text/plain":["
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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["import pylab as pl\n","from sklearn.ensemble import ExtraTreesClassifier\n","from sklearn.tree import ExtraTreeClassifier\n","from sklearn.ensemble import RandomForestClassifier\n","from scikitplot.metrics import plot_roc\n","from scikitplot.metrics import plot_precision_recall\n","from sklearn.linear_model import SGDClassifier\n","from sklearn.multiclass import OneVsRestClassifier\n","dtc = DecisionTreeClassifier(criterion=\"entropy\")\n","model = OneVsRestClassifier(SVC(gamma=\"auto\",probability=True, random_state=42))\n","model.fit(X_train, Y_train)\n","y_score = model.predict_proba(X_test)\n","y_pred = model.predict(X_test)\n","# Plot metrics\n","print(\"OneVsRestClassifier\")\n","plot_roc(Y_test, y_score)\n","plt.savefig('F:/datapic/persentage/Paper2result/OneVsRestClassifierCurve.png', format='png')\n","plt.show()\n","plot_precision_recall(Y_test, y_score)\n","plt.savefig('F:/datapic/persentage/Paper2result/OneVsRestClassifierPrectioncurve.png', format='png')\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"ejPWVlekJupn","outputId":"ef7e3e46-8142-4dd4-896f-f356559bb93f"},"outputs":[{"name":"stdout","output_type":"stream","text":["GaussianNB\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAYoAAAEWCAYAAAB42tAoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3xUVfq4n3OnplMCEQi9JSRUqYsIIk1RVxRELIAFCyBrwQVdWfih7ipfrIuKigVsWMGGHQuoSJPeS4AECCGQnkx9f3/MZJJJQgiakATPw+d+mHPue859753Mee9p76tEBI1Go9FoToVR3QpoNBqNpmajDYVGo9FoykUbCo1Go9GUizYUGo1GoykXbSg0Go1GUy7aUGg0Go2mXLSh0Gg0Gk25aEOhqfUopZKUUvlKqRyl1FGl1OtKqfASMn9TSi1XSmUrpTKVUp8qpTqUkIlUSj2tlDror2uPPx19iusqpdQUpdQWpVSuUipZKfW+UqpjVd6vRnO20YZCc65wuYiEA12ArsADhSeUUn2Ar4GPgcZAS2Aj8LNSqpVfxgp8ByQAw4BI4G9AOtDzFNd8BvgHMAWoB7QDlgLDz1R5pZT5TMtoNGcLbSg05xQichT4Cp/BKGQOsEhEnhGRbBE5ISIPAauAWX6ZsUAzYISIbBMRr4gcE5GHRWRZyesopdoCk4AxIrJcRBwikicib4nIY36ZH5RStxYrM14ptbJYWpRSk5RSu4HdSqn5Sqm5Ja7zsVLqXv/nxkqpD5VSaUqp/UqpKcXkeiql1iqlspRSqUqpJ//EY9RogtCGQnNOoZSKBS4B9vjTofh6Bu+XIf4eMNj/eRDwpYjkVPBSFwPJIrL6z2nMlUAvoAPwNjBaKaUAlFJ1gSHAYqWUAXyKryfUxH/9u5VSQ/31PAM8IyKRQGv/vWk0lYI2FJpzhaVKqWzgEHAMmOnPr4fv7/xIGWWOAIXzD/VPIXMqzlT+VPzX38PJB1YAAvTznxsJ/Coih4EeQAMRmS0iThHZB7wMXOuXdQFtlFLRIpIjIqsqQTeNBtCGQnPucKWIRAADgDiKDMBJwAs0KqNMI+C4/3P6KWROxZnKn4pDhR/E56FzMTDGn3Ud8Jb/c3OgsVIqo/AAHgRi/OdvwTdHskMptUYpdVkl6KbRANpQaM4xRORH4HVgrj+dC/wKjCpD/Bp8E9gA3wJDlVJhFbzUd0CsUqp7OTK5QGix9HllqVwi/Q4wUinVHN+Q1If+/EPAfhGpU+yIEJFLAURkt4iMARoCjwMfnMG9aDTlog2F5lzkaWCwUqpwQns6MM6/lDVCKVVXKfUI0Af4f36ZN/A1xh8qpeKUUoZSqr5S6kGl1KUlLyAiu4HngXeUUgOUUlallF0pda1SarpfbANwlVIqVCnVBt9bf7mIyO9AGrAA+EpEMvynVgNZSqlpSqkQpZRJKZWolOoBoJS6QSnVQES8QGEZz5k8NI3mVGhDoTnnEJE0YBEww59eCQwFrsI3r3AA3xLaC/wNPiLiwDehvQP4BsjC1zhHA7+d4lJTgHnAc/ga573ACHyTzgBPAU4gFVhI0TDS6XjHr8vbxe7JA1yObzXXfnxDZguAKL/IMGCrUioH38T2tSJSUMHraTTlonTgIo1Go9GUh+5RaDQajaZctKHQaDQaTbloQ6HRaDSactGGQqPRaDTlUusckUVHR0uLFi2qWw2NRqOpVaxbt+64iDT4I2VrnaFo0aIFa9eurW41NBqNplahlDrwR8vqoSeNRqPRlIs2FBqNRqMpF20oNBqNRlMu2lBoNBqNply0odBoNBpNuWhDodFoNJpyqbLlsUqpV4HLgGMikljGeYXPy+WlQB4wXkTWV5U+Go1GU2sQAV9EXAAcDjdZWQ48Li/uIznYLSaiI22+aCYto4KKbt+exokT+biP5OBJyaFLy7rUa/DnQpNU5T6K1/G5YF50ivOXAG39Ry/gBf//mhrESUc2q45vrW41NOcoBXluCvI8eAs8GFkewuwmIsLMeE0KZ7QlSHbXhkxcTi+Www6Mky66xUVgUQY5re04GlgDcqnJ+Wz+9QRep5eIDTk0qWulb7tIREHy1cH7zb59P4WU/XlYUhzYDxZwbWIdWkXZONEtnGMD6wbkMo47eHHmDjweIWx7HtECT3RriPIIWx9qTkFM0fU/ff0g37yXAjkerEcd3BETzvj6YWTGh7LukZa4xYtXvHgQpvT7heyTbijw4vEIKQ3q0kAMPv93HbYPtOIWF16Pm41fZfLetJOBa4y0Wnk/MgKH3cu0N5JQDgemggLMjnzend2EpK3hAdmvIyPo3KCioeDLpsoMhYj8pJRqUY7I34FF/vCPq5RSdZRSjUSkMuIQayqJv3//ACuObapuNWofeSZwmrC4DEIcZiyhHsxmId/iISvEVSTnUpAUCV5Fi7QwQrwGdZvmYfIq1jY9Sb61WOyhA+FwMILwPAvxRyNp0MBJw2gnaeEOPu9Q+LPxhw34rDkUmGmbGkF0lp3BHXMINeDdbgf4vdkJUIAS2BMJn7VCeRTdDkTTNsrD1S1cuA0vY277oUgO4KWOsKM+UTk26mXZ+XdTOD9M8Vaf3Tx++QafnAKOhcAdQ8GrsDnMNDYZbGkYgclr0HnO2+yMPQFKMCtBXu6K562OgVt8NDSEB0ND+S3hEKPnvIlZCSYlmAxh1/U34cm0B2SP16tLfcPgPw9+yPeDNwZkU1e1Ye09lwfkRlit3B4ZgcPmZN6l12JWYEIwA0s+GkXSilYB2ZE7nbS0Wkn3vM/W/ksxI5gUZOZG8uPHUwJyzQyDmCxffKhNGaPxhB3F6gSrA7J3XsyeTf0CslmpDiKyTZhlK50/uR6zA0wOMBWAJ/2fFOQXC4LoAQwY/NazXPzpGl80EwcsTY3nPUYHiQFY8z3MueipoD+99dxAEm0C6RcLPiXjwB/eawdU787sJhSLFwwk+/NKGQql1G3AbQDNmjU7K8rVVEQEAbxSeAheAU+JdOHnonzwUnTOEyRXsp6ic3uz0wDoFNURq8mKCIjyYnILFo9CeQXDC3lWDw6bByn8p3z/4xXaJtsxRDB5AS9saJuFKAG/rPOwGU+WiYZHrMQeCqVRYxdhIcLexrn83jbLL+XFk2uQ9/Z5iEDc/gjqisHQ7vkYIiy4JIljdfN9dSrB8V007h8bEJprpnVyBBc0dXNBYw/7GmXz8I0bfc9SeREEx5SeSIaVBukhhOZZeDnRS33DYPbYdSzrfcBfpxfvj43wPNQbPAprgZmhoSbeaBCCy+Ql5uP5gIDy3/uEwfBLLC7ABXwRGcEwq5WXRv3Gv+/9ErPyYlYgh8M4eKsv8F0S0NQw2FbP9yZ7/QdzOdQqFZO/Ud33eH/2LehADrAGeDg0hIdCQ9nVZR/R97yHCTApMAu8dk8fCk6EsRvYDXx8rCkNDIP2A9ez9aLVmPDJbc2J4/VfL0CAdUDsyVBGnojEY3UhfX7HjG8i0yww+5kE1u+rQyaQCcSkRtDRauVuy2ZGdtnqkxVIS4lkUJ6voXYATq8i1OnrHfzW7BCq7ZHA5OjD0c2ZU+zvu7AB7G5xsSX2cNDffkuzJxDgHMDt//9eI58p6qT/YvBpdi7XBdXpM3RWt+KpT/N8cv5j6yEPSWXU2eU7IXGrCwp8csk5bl8UrBJ6AvQfopBiGd/gDdK78JRtj0Hju4JOYTmFrLHB8Onox1xCzh2IoOt7kl6b7xArGNneoLJNjfP41LmCP0N1GgpVRl6ZUZRE5CXgJYDu3bvXukhLydlu1qc5cHvB4RE2H3diNcHyQwXsz/K9XZqUosAjOD1SuiEnuFGvMOYcaPotTTMcNMxStEozMLzwaxsPB6NLVxR32OCNl0KIcED8EROvDcjg8Pz3wKvYxM9geGFxZ8iyM/KjHnTYGssDoSHYleKO/7zJeyN+8zVWgOuHVmTPHozKt5C3ryHDrBZeDA/HaXHRZ+O9mP1yJmDLI2PJWNGSVGAz8E1kBIOsVr647kcWjVjqa9SA/MORvLf4XgB+B5oYBt/tbwqA5boPSW93JCC7/KOLWP59ApnAeuCKjEhG7Q0ltdN+GrZYFbi+Gbh9f38y0sI55n8OiXujOc8w+K+RxtRGmwNyK6I83Jvra/CcAG6DqFwbYvZwqN6+oDqvsefxdbFnW9gAjDccXBda1NwdDnHRvpicu9hP4GVx4TUVBal71OzisTLqbO1RzCsR9PQjs5fi4e0KG8BhLoNBxWSXGV5eL16n//KG1+Dy4LaJF4zgvxm3P1k/z0T4MXwPpQBCU4LlPMWCo1k/M5AowAHeAjB+LbtO2WngHmUEGnTlAHNGiUbVL2uepjCKNYy2ko1v4SXcJsz3Bt9TqYbaL6sOGBjbTi3nLnZPHsOM22zGYzbhsZhxOa2+WdcS9+QKD+Nwx15gt4HdjrLb4XMb5Jeu13HjONwXTsIUFoYRFkbINgf1Z2/FZFKYM13UC7UgsWFgNmE55kEZReuSGt30Mm1W/kYj2/mYUnMZ2WE4/2gyjJbvjOePUp2GIhloWiwdCxw+hWyNRETYdsJFco6b7w7lc7LAy4rDBTQIMVHgFtYec5y+Ej9XN/2UuMg95cooBLPyYDLnYbYfx+z2EnXSis2hqHvMRuqgrxGr19ddBsy2bNq/04+2i/sRua9RoJ7Njy4irdsa35ui/zABEaFNiEuaHpAbnZfKAEdhN91XZ8K/h5B+IowPAMhnUogdu1I87VDMdRbp+mmWles2+655EC9Hvb4fmsVj4sdiIy8AI61uviqWzvf/sAa5Dfq5i/KPipf3iskV/7FOcJrwFmsA8wwvy4vJFjYA0R6DUSUawBCTNxBk2ifrE27hNogt1o4lmU7RAHkUkcFVYjKV3QA6CiwcOxmC26PwehSpx0OD5DzFim3eXo/MbBdut8LjUSQdCp6QLKwzI9XO5/PPQzkUFAiGE5w5we9hhfe09cUwDr4VheESTG5h+0lbcJ3+/5XbRFLXEMweweIFi0cgt4QB8P9vvKOwLijKL9VQF/tsfsoIevuug4MG5GJCYTZCCceBeBwYmdmEHgqupzspnCAUkxGFWYViuPfh9XoQiwOxR4HdDnY7TVU9rs88iMlkYHHG0MnuwNsgC8wmjOHjIMQnh83GdXvt9Mw0YXKaMWeYaN/Khjc6BNXiSsxdxwXqbKAsvLkiHXOIFVNSHqEmC9K7KYTYsPedAJFFz/EfKVlccyQHs8uL6XAOMQ1DISYcW4iZlk1nB93TjowCDENh9viGuKyhZjCbCDOCv7/hQ+H4PVdQHnl5eTzyyCO8+eb/YTKZ+GLLdNq0KRqCopYaik+AyUqpxfgmsTNr+vzEdwfzmb36JAVuYXXqqY3AzpMlWkKETnW20a1ePrZ8N7s3ZyKhJszJeUy/5hW6tdqGuUQjhIA6VgeVGYq3XWn7qZLrE3blrKC83E4/Ii1TizLcClOLVEwDN0ExQ9E2z0bLPAuEBOtpmIJfS+3HI2ngVeAwB2RDQ1ykF5PJK3wDyrWSk2HD7THweBQF+aaguvIK39S8Bht+r4dHFB63wu2G3NzgVdp5/rfqpL1h/Pzhebg94PHAyWLj0xDcAC1cVJ9D9Zx43OD2ePl1TUiZsgcPWJg+MRKPV3C7fcfJjBKNuv//J54xeP9FAtfPyi5bTonByAFNsBlm7JgIwcSeIxZCTAXYMREqVsRwkme42f9tGBvXtMUOWEVwuc3Eh6RjwUu4pw71lYk802HAS5P/WmjitWL2eDC73WTnH0GZt2IRE1ajCV3lCJ6CHKL2p3Ptw0eDdDvKCnKxYjY1xKwiCc3/Dbdy02nbDjp6MgNyiSTRmg8w4cVsbkWMFODKOg4I7Zz5QXU+wVfM4gfM2DGZImiWm43L5UUsbmjQINCoNrTZOWb5CpPdhtkSgsluwxVmRYXYUCFDUcUa6ql2O1P95QoPsdnA3gWzfWRQ/if+MsXzsFiwqOBGtQfwJmVTcj/AdWVKlSYUuL5PxWSbNImkSZOSrw5lU6eO/fRCFeCLL75g0qRJ7N+/H4BbbrmF+vXrV0rdUIUxs5VS7wAD8AWnTwVmAhYAEZnvXx47D19Q+DzgJhE5rVvY7t27y9nyHusV4ftDBQxacgRDFQ37tAw7wF3tXiHEPyygFISYFa40B2Q6wSOofA9KBOUShl/yMyEhznKuVMRjP4XwyF1Fo7bZ9bN49Md/BdIefA1Uux87cMGLA2m9sR1OEaxKMeeJJ9njPYxzvRe3R/B4BU+20PG3Kxia1h83ggdIsOdxZ+MnOEIGHo+vIXS7oWFeS27KmIgb35ttQ5OXL0f/xgcXHsY983fcRxzkF0xGJDqgz29RdtqYYGruUl5zrArkG0YLvN7xgXQXs5fX6roRJVwb8QEmqxmLxYLFYuHIkQ5kZUVTR5lp4rFzbX0vXcOFbfWyWNEsHYvFgtVkQrCwbVskZrNBmxOh1PMajIhVGAbsbZuLJ9Tta4C9XlKPK1KOG9jdUD/dRstQD/ERHjA7cdTPDDS+JrebnelmcLmx5ZmxOhRtrLnYPE6Qkyh3FsrhQDkcuApc5BW4MRXkY3ZZMOPGrDyAF6TivcdKwzAgJCSo8VTFG9FT5fvPlcorJ1+V1UjbbEFDHpqzT0pKCnfffTcffODr43fq1In58+fTp09pq6aUWici3f/IdarMUFQVlWUoMhwethx38VtqATlOocAjPL42g0ZhJsyGIr3AQ67L92zsRgFDGv3AW3+bdOoKBXD7fzSWEr0Dt4H5y27Y/nsN+VG5hKZEc+ialWx56F0ADil42AzJR8NpMf564jc1I0eEKKV4v0EIIT/cC9OgVetWmE1mTCYTWZ92J2Vz68AlZoeGUK9XCnW8Nn5sl4HFYsFs9jXGrzwXQUaxAeuv+kWw/WpToKEulNvyewGPP5kSkOvdJYqD93/PYfdJPmw1nZZhjViwYDeZmW5CQy2EhVkZPz6RJk2iguoym83k5rrYtSudkBALoaEWIiKs1K8fPMxSUdxjxuBdvPgPla1Symg8VQUb6TLz7XZUyca4nHxlrnVRAjSVzJVXXsnHH39MaGgos2fP5h//+AfmU/xd/BlD8Zf6S1t/zMGaVAdP/Z5ZxvCQj8O5vkGK5qGHWNhrJlbDxUUxv5Qp++OC0SS82YUWJ4vWLL9z31KW3fxdkNylbwygyfZYLswJITTHNySy+0BDLi1cev08kANkGSSta0QSPt0aKoXdaUGauuCj4K/qYfuP/HvzD4G0MzqESe2Hw+P9uT4yeNz5vfeeIuNQViDd/o2bGdK8Tqn7+aL+bh5/8u1AOiomGrs9BHJO0rlzZ1pHNOG557qW+SxKEhFh4/zzG1dI9nR4v/LPYChVtAnJMMp+6y2v8T5NI33Kt+myGm+rFaXKWo+h0VQtbrc7YAwef/xxLBYLTzzxRJWuCP1LGIovkvK49GPfGG5c5C6GN1rOZTG+3kKbOhZynF46RVsxG+DwQO96y7BtOYbpi/aYl/VBos7HMfMdXI0ymDH9Zj58tz9egQl9txLd9HiQodjmMvOmCUZbfWue8/LzeLtOLlGOHC4splP3VU0JbWclL9uJ3y4wceKtPF9MJjBYleGA84K/Kqs1eA7AeW0cPD64zPs3mYKHBzyesnuRFZWrLizHj6Pq1atuNTSaaiEzM5OHHnqIXbt28eWXX6KUon379rz//vtVfu1z2lCICDd/c4xfkzfQvV4uTUKO8ObfJvtOehTGxlZ4m+zzLf4ujgdCx/wvKGv6hKm8taUZoHD03cbJjx/mv26Dw0t70mtTi4DcxPVXs/FuK++++W5QeYViq6krGzwextpstDYZ9AsdzmOr/03Lli2JiorC5fLw/POPBMo4Q8yQNrnMe7NaTSgFNpsZq9WE2XzqseJevZrQvHkUJpOByaSw2UxlyjVpEsG4cZ0xmRQmk0F8fDTzTlmrRqM5G4gI77//PnfffTdHjhzBZDKxYcMGunatWO++MjjnDIUrbyEe52+4PMKCrdk83O4T6iRmB84bO5oQOrpoCahj1RFoUDSnkJ5WwBdvHqZvi+PEJRVN2qbsaUid3ttpPc7M56MeBsBj9pKUZ+bhvDwOeLz87nbTbtlePnV+WkovQUg2ecEDixy+ic+7J9xGly5dAjIWi4l33x1JWJiF8HArISGWUvUUcvfdvbnnnootw1i8eGSF5BISGvL661cG5c376JkKldVoNJXP3r17mTx5Ml9++SUAffr0Yf78+XTq1Oms6nHOGAoRwZX7P5xZ/wB8u/kmtAmWMcw9CR19Y1Be5olryW7hm2TNz3Nz2VXfcPTuX3ggIZSZxQzFXRds5s5Z7/F5XNFkb9+n+3LwtUj+nVe0jHC9x7cif9SoUYwePZoRI0Zg+FeGXHrpW3zxRdFeibbtSi9fu+aahArdrx4f12jObebOncuMGTMoKCigTp06PP7449x6662B9uRscs4YCmfWP3DlFg0X3bP+/wFwYRM717Y/D7P9apTbDi/sgTu/Cchtm7mAixY9W7RP3L9La5PNwfzUEIyNjXm3VTJpf1/H5kIj8S3wOvz85c9AY6BnoD67PYG8vI/KbMjDwooch3Xo0IAxY0o51a2RtErNp/51t+DKd59euCrIyjq9jEZzjpGXl0dBQQE33ngjc+fOpWHDhtWmyzlhKDzO34KMRO+vP2drZhwAL19W5PALK5AYHVS2wOYiPNeGzdOAjBO+6WNbmOKbx4fw0aYwwANHGnHr5Xey56rJ5P8UvAnpvvtu5YknitVXYGHPnhO0bVu6t3DffX247voEfivYRGhbB88fej/Y21UN5KQzm1tXHyf0s7Vl+1c5W9SpA2F/zlWyRlOTSUtLY+fOnVxwwQUATJs2jQEDBnDhhReepmTVU+sNhVeE/OO9A+nGSzYQftLCvte/p+mERKDIUORJHr/HbKJ9PGwL28M1T71Krs1OWLuXUU4LhQ6Ij8i1TB38NU9s+jVQdsH0JRR3yjJ//nwmTJiAUgqz+TtiYyNp0aIOPXs2oWHDshu03r1j+e7IOh7/5nmoRZ67Tf6dhsZ112HcdFO16KDi433LVDWacwyv18urr77KP//5T8xmMzt27KBevXrYbLYaYSTgHDAU3yQdpq+//Rjx06u0ShY2LPCPH63yu77wBwEZkT2Cr71fw5Ki8g06/wfl92w55cEOXDDQ17275poEnniiyFBA0bJMj8cTNE742GODKqxvlisXgLYRsYxqcVGFy1UnIzf+ArwOLVtiDKr4vWo0mvLZsmULd9xxBz///DMAgwcPJi8vj3o1bBl4rTcU0d6Zgc8j2vydiXcVbRhjYxq4vbAimc/7buZrl8+fZ6SKJN7owMb2l5BzzE0UsHTFxfS6oCioSePGAqTh2wl3FDjEtm3biIuLq5SJ5IQ6LXm064Q/Xc/ZwPN5Kp7Ti2k0mgqSm5vL7NmzefLJJ3G73cTExPD0008zevToGrlQpdY7amkf8goADm8YE3cEO0Yj2wm93yS3hYXLsi8LZB8KPYy65FYKjgn5ZHL37NZBRuLrr7+madOmwHPAQkaNisTr3UJ8fHyN/BI1Gk3tYuTIkcyZMwePx8PEiRPZsWMH1157bY1tX2p9j8IrBoby8lHqAibc0AEubQlPr4NXNoHTC59dxbr668G/cGZT1Cae/e96Vq1KDtSxdNkmJt/bmbAwK978fBYPHcp9/nPDhg3jou7d8f7f/1WKvq0y9nHf3kMk1PkVz5o5py9QA/Cu+HNBTzQaTTDTpk0jNTWVF154gV69an4E6FptKLyuHRjKt1nuqOtvvsx6IfBQH9h5AiZ340CDdPpn9Aegq6krHc0duf2NT1EYiN9v/qpVyXz99V4uuCCayQ0b8kbxi3z5JR7/ZpfKIB74DwBJePi+0uo9Gyi96kijOWPcbjf/+9//SEpK4plnfBtYBwwYwNq1a6tlT8QfoVYbCndBkY8Ts1Es/oBJwSvDINzKsIz4QPaNNt9mu+SkfEKIJM8frubtt6+ib9/6xMTEcKtfdqfNRvyUohi5lcXurEMsPbSSthGxXNms3+kL1BBUeDjGhNoxp6LR1BRWr17N7bffzoYNGwC47bbbSEjwbaqtLUYCarmhcOb6rPOLe27EGl7M3YXJID/MwzfOT9jh2QFAN1M37gm5h/W/peNyeQkhimFXNebFF4cTHR3KyJEjKe5yPX78eMxzKn9oaMfBn3jwhxSubNqPkRc9Wun1azSa6icjI4MHH3yQ+fPnIyI0b96cefPmBYxEbaP2mLSy8Ppire3Mao3NFDwJ9EDeA/w9+++B9Ovhr+NyeRne27cr24Kdha9fSXR0KOPGjePDDz8E4LzzzjtLyms0mnORxYsXExcXxwsvvIDJZGLatGls3bqVyy677PSFayi11lCIP/Cu9dnLsS7tRYQj2L3EEa8vqmoXUxfeCH+DjuaOLH5tX+D8i+/+jfAIC5mZmSxatCiQP3Xq1LOgvUajOVf5+uuvSU1NpW/fvqxfv57HHnuMsFo+v1drh57EewQyQ7G+MoR57MGzbB/0bQLPD+ZI/Uzec74HwPSQ6TRb/ze8vYRjR3xh3uqSxWXtT+LdeJIHJk2io7/OX37+GfuyZSVCw2s0Gs2pcTgcpKSk0KqVzwvEnDlz6NevH+PGjatV8xDlUWsNhTtvEZbPegTSJpcX1hyFenY+cLwSyI/c1Ya+fV8lIaEhGQfs1MHJGvPduLv4jMbTxSvt27fISNTQ9cwajabmsHz5cu68804Mw2Djxo1YrVaio6O5qZpc3VQVtdZQeFy/YTpQwptii0jedL/NlDzfaqWWRksWProfEdiy5RgADTGwuAvAZiMjJoaDBw8C0LFjR4xC42C3Y1x//Vm7F41GU7tITU1l6tSpvPnmmwDExcWRnJwc6FWca9RKQ/H90fWE5WymU5vG7Bmwh51HGjF8ZxiPDd/DAzn/DsiZVsbz7ntbKPIhDuF9d8PPcKBJFMPv7sLuXWGER4QzZMiQ4Iu4v4QfKm//RCEpeccrvU6NRnN28Hq9vPzyy0yfPp2MjAzsdjsPPfQQ999/P1ar9fQV1FJqpaF4dNMb3HleBh2u2c/L5yczZ39hUPFijrDXxbPnG1Mgl2QAACAASURBVBtEOiHT7zWwaTahQ7bAz5DpymV31EnoEU0O8NHBn87qPZwXUrOcfmk0mtMzYsQIPvnkEwCGDh3Kc889R+vWratZq6qnVhoKl7jJcfviPjucV0BOX6b2c7As5km2+WU+aP88tIcfOh5h0by9uHOFcZPPZ0T7OGACEQ4L/M8n/e9/z6RTp45lX6wKsBhmBp7X7axdT6PRVA5XXXUVq1ev5plnnmHUqFE11jdTZVMrDUVxDG8cRJmY23hcUP7VzQcA8Oor3xC6yfdlPn/3tXg3bsQNZB/LgGNgs9n4f5ffdZa11mg0tYFPPvmE5ORkJk6cCMDYsWO56qqriIiIqGbNzi611lCEmXzrkxweg9lL5jP+Hl++DRtRKhInMbhcXl466YtaZ7ebcMb8A1yuoHp27dp1VvXWaDQ1n4MHDzJlyhQ+/vhjbDYbw4YNo1WrViil/nJGAmqxoWga4lveujenOff9sJaY9MIzDnxxJMACgah1FPgPP2v8/zdr1gyNRqMBcLlcPPvss8ycOZPc3FwiIiJ45JFHaN68eXWrVq3UWkNhUb6J62ynFSzZADywYiBz2/oCF7mcHs5v5pt0GjS8MU++4nPl27RpU5wuF2no3oRGoyli1apV3H777WzatAmAUaNG8dRTT9GkSZNq1qz6qbWGwqQE+9SbeWbffs7z3I45wk0uSew4YbBqVTKvzEnhOHUAeGDBYFRMCCJCin/oqV+/frRt27Y6b0Gj0dQgZsyYwaZNm2jZsiXz5s3j0ksvrW6Vagy11lBYlGBsbEH3YwVAB7DBs7Z/MO2ldTz99G+Awk443Tu1pOF5PhfkGzduDJRfvnx59Siu0WhqBCJCdnY2kZGRAMybN49Fixbxr3/9i9DQ0GrWrmZRax2RmJWgnJagvFyHwauvbvCnhAKyueOfbQLnC4eaLBYLZnOttZEajeZPsnPnTgYNGsRVV10VCC/Qvn17Hn30UW0kyqDWGgqLIVAQ3Nh/+MMhsrIcgbTCxIgRcYH0kSM+j7ITdAAejeYvSUFBATNnzqRTp04sX76cDRs2kJSUVN1q1Xhq7Wu1SQnOxOcwvrMCZjwWK70HfsD9WYqX5m8gMzuP2OgYQkOLeh1Hjx4FoFGjRtWktUajqS6++eYbJk6cyJ49ewC4+eabmTNnDvXr169mzWo+VdqjUEoNU0rtVErtUUpNL+N8M6XU90qp35VSm5RSFZ49sijBG5qEuHbx8phtzPiiPol/a82cOYMJy21KfVowckRwNKnCHoU2FBrNXwcR4eabb2bIkCHs2bOHDh068NNPP/HKK69oI1FBqsxQKKVMwHPAJUAHYIxSqkMJsYeA90SkK3At8HxF67eooqgRP/eGo12LGn+vFyzY6NknOFpdoaHQUew0mr8OSilatGhBSEgI//3vf/n999/p16/2xKuvCVTl0FNPYI+I7ANQSi0G/g4Bd0zg8+IX6f8cBRw+XaU7Mg/gTquDWUlQfojyrWw6djQ/kNf7wgZBMrpHodH8NdiwYQNHjhzhkksuAWDatGnceOONtGzZspo1q51U5dBTE+BQsXSyP684s4AblFLJwDKgTKdLSqnblFJrlVJrc90FOLwOzCU0tys7AO8tTArkNW0RHH5QGwqN5twmOzube++9l/PPP59x48Zx4sQJwOfTTRuJP05VGoqy3CpKifQY4HURiQUuBd5QSpXSSUReEpHuItId4Iomvl3WZBZdIgRfjyIk1OdVtk1cJCZTUVVOp5Pjx49jGAYNG5YIeKTRaGo1IsKSJUvo0KEDTz31FADXXXcdFovlNCU1FaEqh56SgabF0rGUHlq6BRgGICK/KqXsQDRwrLyKo6w2cJgx9jcEw4llUxTG9hDoDqt+8vl56vG34EmqY8f8Ee4aNsRkMv3xu9JoNDWKAwcOMHnyZD777DMAunfvzosvvki3btqVf2VRlYZiDdBWKdUSSME3WX1dCZmDwMXA60qpeMBOoUe/cjDwYiTFYMuaDvVg/4JMFs5382bsU7hyzXiIKuUnXg87aTTnHiLC1Vdfzbp164iMjOQ///kPd9xxh34ZrGSqbOhJRNzAZOArYDu+1U1blVKzlVJX+MXuAyYopTYC7wDjpXCbZDmYlAecPhvnFmGN2w1AcnIWqSdPoFC0S4gKKqNXPGk05w5er2/Vo1KKuXPnMnr0aHbs2MGkSZO0kagCqnTDnYgswzdJXTzv38U+bwP6nmm9JuUNGIrNHg/5xc4ZmDAwM2JMsPtw3aPQaGo/6enpTJ/u25L18ssvAzBgwAAGDBhQjVqd+9RKFx4mvGDx4LUdJcN9kkQrWP13YiEEhQo4AixEGwqNpvYiIixcuJC4uDgWLFjAokWLSE5Orm61/jLUSkNhKC/eTknkN5lL35zZNH19Fq9lxvHojOGEE80141qUKqPdd2g0tZPt27dz0UUXMX78eI4fP86AAQPYuHEjsbGx1a3aX4ZaaShMyoP6CiyrixwAhltDOLTbiQVbmQHPdY9Co6ldiAgzZsygc+fO/Pjjj0RHR7Nw4UKWL19OXFzc6SvQVBq101DgxdhUlF7TzbePImlvDgBut7dUGT2ZrdHULpRSpKSk4HK5mDBhAjt37mTs2LFlvghqqpbaaSiK+Xn6f5MbcTzatzN7wxrfLswuPUo7+tI9Co2m5nP48OFAKFKAOXPmsHLlSl566SXq1atXjZr9tamVhsIoZihQvqWxjoyiW7nq+uBA6F6vV89RaDQ1GI/Hw7x584iPj+faa6/F6XQCEB0dTd++Z7wwUlPJ1EpDYcJTlDB8n11ZvrXThqGoV98WJH/ixAncbjd16tTBbrefNT01Gs3pWb9+Pb179+auu+4iKyuL1q1bk5WVVd1qaYpRoX0USikr0ExE9lSxPhXCwIOR0oHN9q7s/qAuF2/K54dme3HioFunxqXk9bCTRlPzyMrKYsaMGcybNw+v10tsbCzPPvssV155pZ6HqGGc1lAopYYDTwJWoKVSqgswU0RGVLVyp8LhycX8eQu2mLvwfkoupMB37MFOBGERzUvJ64lsjaZmISJceOGFbNy4EZPJxL333susWbOIiIiobtU0ZVCRoafZQC8gA0BENgBtqlKp09HPiAXMpJfw9mFgIjyitO3TPQqNpmahlOKee+6hZ8+erF27lieeeEIbiRpMRYaeXCKSUaIreFp/TFWJSTygzBz3lmUoSrsV1oZCo6lenE4nTz75JCaTifvvvx+AsWPHcsMNN2jfTLWAihiK7UqpawDD7wn2H8CqqlWrfBQevI6NDA4VfhkQiSvLRlhOT9ZuFMLK6FHoFU8aTfWxYsUK7rjjDrZt24bNZmPs2LHExMSglNJGopZQkaGnycD5gBf4CCjAZyyqDRNexL2XHpbP+fGNhaxe+jojbuiLjXDdo9BoagjHjx/n5ptv5sILL2Tbtm20bduWzz77jJiYmOpWTXOGVMRQDBWRaSLS1X9MBy6pasXKw1D+5bH+kScbIeRkuwDKnaPQk9kaTdUjIrz22mvExcXx2muvYbVamTlzJps2bWLQoEHVrZ7mD1ARQ/FQGXn/qmxFzoSwQyeBookSq9jIyfZtvNM9Co2m+nnzzTdJT09n4MCBbNq0iVmzZuk9TLWYU85RKKWG4gtT2kQp9WSxU5H4hqGqjeavrgfA7O9FFO9RlDVHoQ2FRlO15OXlkZmZSaNGjVBK8fzzz7NmzRquv/56vSfiHKC8yexjwBZ8cxJbi+VnA9OrUqnTofzLYnff2BLYh13ZyQ30KIJvKScnh9zcXOx2O1FRUSWr0mg0f5IvvviCSZMm0apVK7755huUUrRv35727dtXt2qaSuKUhkJEfgd+V0q9JSIFZ1GnCiB4URxpFwmAPWiOInjoqXhvQr/ZnDkul4vk5GQKCmrYn4Cm2nG73Zw8eTLQg7BYLGzdulWvZKpm7HY7sbGxWCylh+H/KBVZHttEKfUo0AEIDDKKSLtK0+IMUUo4GD6VS6aHUffBK3GZFb+FbQQalupR6GGnP0dycjIRERG0aNFCG1oN4JusPnbsGCkpKYSGhhIeHk7jxo0DS1411YeIkJ6eTnJyMi1btqy0eitiKF4HHgHm4lvtdBPVPEehEI5jQYCTXjjpFKKNAsxA2Cl6FHrF0x+joKBAGwlNABFh586d5OT4Yr/UqVOHpk2bYrPZTlNSczZQSlG/fn3S0tIqtd6KrHoKFZGvAERkr4g8BFxUqVqcIeEb0kiX4O6tWflsnu5RVD7aSGgKUUoRGRmJ1WqlTZs2tGnTRhuJGkZV/F4r0qNwKN+V9yql7gBSgIaVrkkFaZDlxHbCSUaomSBPIl6fzSs5R6F3ZWs0fxwRCcxD1K1bF/D1zmNiYvRcxF+IivQo7gHCgSlAX2ACcHNVKlUeVrfPOIzOm8Ujy1YQ9ds8rlmWjIVoQPcozkVMJhNdunQhMTGRyy+/nIyMjMC5rVu3MnDgQNq1a0fbtm15+OGHkWLOIr/44gu6d+9OfHw8cXFxTJ06tTpu4Q8xZswYOnXqxFNPPVUh+fDw8Eq9fkFBAbt372bv3r1MnDiRNm3a0KlTJzZs2FCmkVi3bh0dO3akTZs2TJkyJeh7KM7TTz/NokWLKlXXysThcDB69GjatGlDr169SEpKKlPumWeeITExkYSEBJ5++ulA/qxZs2jSpAldunShS5cuLFu2DIDNmzczfvz4s3AHVYCInPEBxP6RcpVxNIm0iAMk9yHk/jUXC8eRmzNvkfN4Rxqpd8Tr9UpxBg8eLIAsW7ZMNGfOtm3bqlsFCQsLC3weO3asPPLIIyIikpeXJ61atZKvvvpKRERyc3Nl2LBhMm/ePBER2bx5s7Rq1Uq2b98uIiIul0uee+65StXN5XJVan2FHDlyRJo1a3ZGZYo/pz+Dx+ORlJQUWbt2raxZs0aeffZZGThwoHg8Hvn111+lZ8+eZZbr0aOH/PLLL+L1emXYsGFl/uZcLpd07NjxjJ5bVT3jU/Hcc8/J7bffLiIi77zzjlxzzTWlZDZv3iwJCQmSm5srLpdLLr74Ytm1a5eIiMycOVP+7//+r8y6L774Yjlw4EDVKe+nrN8tsFb+YLtbbo9CKdVDKXWlUiran05QSi2imp0CFuLxh0Q1ua0AhIWbS43P6cnsykMpVSXHmdCnTx9SUlIAePvtt+nbty9DhgwBIDQ0lHnz5vHYY48BvnjL//rXv4iLiwPAbDYzceLEUnXm5ORw00030bFjRzp16sSHH34IBL+hf/DBB4G3wfHjx3Pvvfdy0UUXcf/999OiRYugXk6bNm1ITU0lLS2Nq6++mh49etCjRw9+/vnnUtcuKCgIXLtr1658//33AAwZMoRjx47RpUsXVqxYEVQmNTWVESNG0LlzZzp37swvv/xS6n4uvvhiunXrRseOHfn4448ByM3NZfjw4XTu3JnExETeffddAKZPn06HDh3o1KkTU6ZMYdu2bRw+fBgRoX79+mzatIlbb70VwzDo3bs3GRkZgd9VIUeOHCErK4s+ffqglGLs2LEsXbq01P0uX76cbt26YTb7ev4vv/wyPXr0oHPnzlx99dXk5eWVesbTpk0jNzeXm2++mR49etC1a9fAPSUlJdGvXz+6detGt27dSj2LP8LHH3/MuHHjABg5ciTfffddqd7R9u3b6d27N6GhoZjNZvr378+SJUtOW/fll1/O4sWL/7SOZ5vydmb/F7ga2Ag8pJRags8Z4OPAHWdHvfJxKd+XZ3L6JtO0+45zG4/Hw3fffcctt9wC+Iadzj///CCZ1q1bk5OTQ1ZWFlu2bOG+++47bb0PP/wwUVFRbN68GYCTJ0+etsyuXbv49ttvMZlMeL1elixZwk033cRvv/1GixYtiImJ4brrruOee+7hggsu4ODBgwwdOpTt27cH1fPcc88BvmGJHTt2MGTIEHbt2sUnn3zCZZddxoYNG0pde8qUKYGGyePxBFYgFWK321myZAmRkZEcP36c3r17c8UVV/Dll1/SuHFjPv/8cwAyMzM5ceIES5YsYceOHQD8+uuvFBQUYLfbadasGZGRkRw5coSmTZsG6o+NjSUlJSXoN5WSkkJsbGwpmZL8/PPPQd/ZVVddxYQJEwB46KGHeOWVV7jrrrtKPeMHH3yQgQMH8uqrr5KRkUHPnj0ZNGgQDRs25JtvvsFut7N7927GjBnD2rVrS123X79+ZGdnl8qfO3duKf9TKSkpgfs1m81ERUWRnp5OdHR0QCYxMZF//etfpKenExISwrJly+jevXvg/Lx581i0aBHdu3fniSeeCMzvdO/enccee4x//vOfpXSpyZQ3mf13oLOI5Cul6gGH/emdZ0e10+P29ygMh79HUWJ+wul0kp6ejmEYNGjQ4Kzrd65R8q3qbJGfn0+XLl1ISkri/PPPZ/DgwQF9TtUjOZOeyrfffhv0llf4oy6PUaNGBcbpR48ezezZs7nppptYvHgxo0ePDtS7bdu2QJmsrCyys7ODAvSsXLky0DDGxcXRvHlzdu3aRWRk5CmvvXz58sAYv8lkKuVxQER48MEH+emnnzAMg5SUFFJTU+nYsSNTp05l2rRpXHbZZfTr1w+Xy4XdbufWW29l+PDh9O/fH4fDwXnnnYdhGIH6SlLy+VZEBnwvbvHx8YH0li1beOihh8jIyCAnJ4ehQ4cGzhV/xl9//TWffPIJc+fOBXw9sYMHD9K4cWMmT54cmDfZtWtXmc+sZK+sPCpyL/Hx8UybNo3BgwcTHh5O586dA72kO++8kxkzZqCUYsaMGdx33328+uqrADRs2JDDhw9XWJeaQnlDTwUikg8gIieAHTXBSNTJcwc+u/yGQvkNRckeRWpqKoBeoVHLCQkJYcOGDRw4cACn0xl4C09ISCj19rhv3z7Cw8OJiIggISGBdevWnbb+Uxmc4nkld6aHhYUFPvfp04c9e/aQlpbG0qVLueqqqwDwer38+uuvbNiwgQ0bNpCSklIqiltVGN+33nqLtLQ01q1bx4YNG4iJiaGgoIB27doFJpwfeOABZsyYwd69e3nvvfe4+uqrWbp0KaNGjaJx48YBIwG+3sGhQ4cC6eTkZBo3Do5NHxsbS3Jycrky4Psuiz/L8ePHM2/ePDZv3szMmTODzhV/xiLChx9+GHiWBw8eJD4+nqeeeoqYmBg2btzI2rVrcTqdZT6Tfv36BSaXix/ffvttKdni9+t2u8nMzKRevXql5G655RbWr1/PTz/9RL169Wjbti1Q1N4YhsGECRNYvXp1oExBQQEhISFl6liTKc9QtFJKfeQ/lgAtiqU/OlsKlsRlUoCVD7+5Es+cBPr8ZxjWV20IXr3i6RwnKiqKZ599lrlz5+Jyubj++utZuXJl4Meen5/PlClTAt36+++/n//85z+Bt0yv18uTTz5Zqt4hQ4Ywb968QLpw6CkmJobt27cHhpZOhVKKESNGcO+99xIfH0/9+vXLrLesYaQLL7yQt956C/ANtRw8ePC0PpIuvvhiXnjhBcA3HJeVlRV0PjMzk4YNG2KxWPj+++85cOAAAIcPHyY0NJQxY8Ywfvx4VqxYwbFjxzh8+DBDhgzh6aefLlPHK664gkWLFiEirFq1iqioqFK/qUaNGhEREcGqVasQERYtWsTf//73UnXFx8ezZ8+eQDo7O5tGjRrhcrkCz6Eshg4dyv/+97+AYf39998D99qoUSMMw+CNN97A4/GUWX7FihUBI1P8KMvt+RVXXMHChQsB39zUwIEDy3yROHbsGAAHDx7ko48+YsyYMQBB8zdLliwhMTExkN61a1dQutZwqllu4OLyjj86e/5nj3Y2QxxGXWllzBaYFTiiWSjjrvgpaJZ/6dKlAsill15agXUCmrKoaaueREQuu+wyWbRokYiIbNq0Sfr37y/t2rWT1q1by6xZs4JWvn366afSrVs3iYuLk/j4eJk6dWqp+rOzs2Xs2LGSkJAgnTp1kg8//FBERN5//31p1aqV9O/fXyZNmiTjxo0TEZFx48bJ+++/H1THmjVrBJDXX389kJeWlibXXHONdOzYUeLj4wMraYqTn58v48aNk8TEROnSpYssX75cRET2798vCQkJZT6Po0ePyhVXXCGJiYnSuXNn+eWXX4KeU1pamvTu3VvOP/98ueWWWyQuLk72798vX375pXTo0EHat28v8fHxsnDhQlm9erV0795dOnbsKImJiUH6F+L1emXixInSqlUrSUxMlDVr1gTOde7cOegZJCQkSKtWrWTSpEmlViCKiCQlJUm/fv0C6eeff15atGgh/fv3l8mTJ5/yGefl5cltt90miYmJkpCQIMOHDxcRkV27dknHjh2lV69eMn369EpZ+ZWfny8jR46U1q1bS48ePWTv3r0iIpKSkiKXXHJJQO6CCy6Q+Ph46dSpk3z77beB/BtuuEESExOlY8eOcvnll8vhw4cD5yZNmiSffPLJn9bxdFT2qicl1TTu/EdpbzfJZld9zpPJnCyme0NaM/L61jz3Zp9A3vz587nzzju55ZZbWLBgQXWoW+vZvn170JiypnYiIuzduzewOis0NJTmzZsHDe+cLUaMGMGcOXMCQzV/FRwOB/3792flypWB+YyqoqzfrVJqnYh0P0WRcqnIhrsah2Ahs4SBU5j0rmyN5hQopTCbzRiGQdOmTYmPj68WIwHw2GOPlVpe+1fg4MGDPPbYY1VuJKqCKtVYKTUMeAYwAQtE5LEyZK4BZuHzx7FRRK47Xb0ucXBbiwx2e0M44fLidUeQmqb0HIVGU4zCZbOF+0FiY2Np3LgxVqu1OtX6y8aqaNu2ba3tRVW4R6GUOiPPX0opE/AcPo+zHYAxSqkOJWTaAg8AfUUkAbi7InVbJZ25Tz6N/esl/L75cbo94ps8LLk8VhsKzV8Rt9vNgQMH2LFjB0lJSXi9vtWBZrO52o2EpnZyWkOhlOqplNoM7PanOyul/leBunsCe0Rkn4g4gcX49mYUZwLwnIicBBCRY2eivMvwLZV1ZxV6jtUuxjV/XUR8sQi2bt1KWloaSinq1KlT3WppzgEqMvT0LHAZsBRARDYqpSriZrwJcKhYOhnoVUKmHYBS6md8w1OzROTLCtQNgNvwRbVzZvn2SOihJ81flcINaIVLZcPDw2nevHmtXLOvqXlUxFAYInKgxDrishcrB1PW1tiSS6zMQFtgABALrFBKJYpIRnEhpdRtwG0A7WxFnaDCHoUzo9BQFPUovF5vYMOd7lFozmW8Xi+7du3C6XRiNptp0qQJ0dHROo6IptKoyBzFIaVUT0CUUial1N1A2fvkg0kGmhZLx+JzA1JS5mMRcYnIfmAnPsMRhIi8JCLdSy7t8vh7FA6/oSg+R5Geno7b7aZu3brY7XY0tRftZrxsN+OF92kYBo0bN6Z///4kJCTQoEGDSjUSO3bsoE+fPthstoALjbLYv38/vXr1om3btowePfqUu6SXLl3K7NmzK02/ykZEmDJlSsCt+vr168uUe/fdd+nUqRMJCQlBvpvuueeewM7vdu3aBYb/0tLSGDZs2Fm5h0rndBst8AUpWgwc9x+LgegKlDMD+4CWgBWfc8GEEjLDgIX+z9H4hqrql1dvO5shDpCcj5AeB+sKx5GLh78t5/GOrFpxLLC5ZOPGjQJIhw4dzmSfiqYENW3DnXYzLuJ0OmXv3r2SkpISlF9ZbsZLkpqaKqtXr5YHH3zwlO6zRURGjRol77zzjoiI3H777fL888+XKdenTx9JS0ur8PXPtpvxzz//XIYNGyZer/eUbtWPHz8uTZs2lWPHfG3O2LFjgzbdFfLss8/KTTfdFEiPHz9eVq5cWXXK+zmrbsb9uEXkWhGJ9h/XisjxChggNzAZ+ArYDrwnIluVUrOVUlf4xb4C0pVS24DvgftFJP10dT9rupp+N8xAukyib8fpNN3kc7lQfI5Cz09UPo3U4io5zoS/sptxESEtLY0ff/yRW265hQEDBlS6m/GyelwNGzakR48eWCylvTMXIiIsX76ckSNHAjBu3Lgy3Yzv2rULm80W8MT66aef0qtXL7p27cqgQYMCw8WzZs3itttuY8iQIYwdOxaPx8P9999Pjx496NSpEy+++GK59/pn+Pjjjxk7dixKqVO6Vd+3bx/t2rULOBsdNGhQ4O+mOO+8807AtQfAlVdeWa6rkppKReYo1iildgLvAh+JSGlfvadARJYBy0rk/bvYZwHu9R8V5hB1+T3PBHkAZppH+bq4xeco9Iqnc4+/spvxvLw8Dhw4QG5uLo8//jh9+vRh5syZmM3mSnMzrpQKMnhnQnp6OnXq1AlsJivPzXi3bt0C6QsuuIBVq1ahlGLBggXMmTOHJ554AvBFzFu5ciUhISG89NJLREVFsWbNGhz/n73zDo+i2hvwezYJhAAC0gRCaAmQtgmB0ARCM6CUS5OAhSKoCMhVrkoRFMFPELlKBwsKgpegIAG9XAtNUCkBpYUqLfSSQAwJKZv9fX9sMmSzm7CEdOZ9nnmS3Tk7c+Zs+c1p70lO1m4Qateubfdasza9hYWFceyYrdN07NixDBo0yOq5zJrxzNeS+abT09NTG37s7u5ORESETVPb2bNnOX36NB07dtSea9asGZMmTbpreRY17hooRKSBUqo1MAB4Rym1DwgXkUJbfSMhS7aVyVIxKqvXKPKVSzKgUM77IGvGzWazpgkHcHFx4c8//+S7776jdGnL1Kb70YybTCYrzXj37t0dLres58xKdprxzMr/8+fPExYWxqVLl0hJSaFevXravp49e2qjtn766ScOHDjA6tWrAUuQO3HiBO7u7navNesNYkbtKa+upVKlSixatIiwsDAMBgOtW7fm1KlTVmnCw8Pp16+flbm6JGrGNUTkdxEZAwQBfwOFWndKzBIoxGR5EzPXKHR9R8nhQdaMK6W0Vd+qVauGr6/vXVcGdFQzPnXq7OoPyAAAIABJREFUVJydndm9e7emGc9tZ2uVKlW4efMmJpNlJKKjmvGXX36Z0aNHc/DgQT7++OMcNePz5s3TyvL06dOEhoZme61ZCQsLs6sZt7d2tyNadbCsVrdr1y527NhBo0aNbGZdh4eHWzU7QcnUjAOglCqnlHpaKfUdsBu4BrTO95zlwBRzBFtG/5eQdzfSbPxujqWUx9lZUTrT0Fm9RlHyeFA043Xr1iU5OVk7dp06dfD29sbDwwNnZ+f71ow/88wzvPbaa/zxxx/cunWLuLg4nnjiiWw1446glKJDhw7aHf+yZcsc0ozHxcVRq1Yt7TXZ0aVLFxYtWkRqaqpWVgkJCdlea1ZWrVplVzOetdkJHNOqwx3N+I0bN1i4cCHDhw/X9h07dowbN27QqlUrq9eUOM14xgacAeYBbXPbY56XW+ZRT7WuIeUvV5NHWCmNK62x6uFv06aNALJlyxa7owJ0HKOojXoSKdma8dWrV8vevXtl48aN+aIZ9/f3l4CAAGnWrJlERkbKxYsXJTg4OEfN+KVLl6RWrVpSvnx5qVChgtSqVUvi4uJEROTxxx/XRl+dPHlSgoODpUGDBtKvXz9JSkqyOVZCQoL4+Pho71FERITUq1dP2rRpI6+99pqEhISIiMjbb79tNcIqLS1NJkyYoGnG27dvLzdv3sz2Wu8HR7XqAwYMEG9vb/H29tZGe2Xw9ttvy7hx42yO/cEHH8jcuXPvK3+OUOCacaWUQUTM+RyvHManlJPsSzWT+i00aAspqbUpXXMmtTzc2HO2p5bO09OTkydPcuTIEW3Ui869o2vGC4Zbt25x9uxZbt++DVjawOvWrVsiV2b85z//SY8ePewuGlTSadeuHevWrXOoH+x+yGvNeLad2Uqpf4vIv4A1SimbaCIifXJzwvulTGp6zFJgAlzMlsl0mfsnRERvetIpFphMJi5cuMC1a9cAKF26NB4eHjYd1CWJiRMnsmvXrsLORoFz7do1xo4dm+9BIj/IadRTxjCB+TmkKTTEH1KB0mmlMGM9h+LWrVskJiZSpkyZHBep19EpTMxmM4cPHyYlJQWlFI888giPPPJIiaxFZKZ69er07Nnz7glLGFWrVqVXr16FnY1ckW2gEJGMFcG9RcQqWCilRgOb8jNjOWH2V1BGMAHOJldSyH5orO670SmqGAwGqlSpwt9//60L/HSKNI5MuHsO21rFMDvPFRh7431w+QFqPpxEJapyBbPdyXZ6s5NOUcJsNnPp0iVcXV21kVE1atTQb2h0ijw59VGEYZlkV08p9W2mXeWB3E3fzCPanemHedidL1Y/51S7+g59VrZOUeHvv//m7NmzJCcn4+zsTKVKlTAYDHqA0CkW5FSj2A3EYLG+Lsj0fDzwZ35mKifMgDmTwdwFMGHQaxQ6RZLU1FTOnTtHbGwsYJlw5uHhgcFQLJer13lAyfbTKiKnRWSjiASLyKZM224RSS3ITGbGnGWZi7JKkYR1H4U+K7tkURw14yLC1atXOXToELGxsRgMBmrVqoW3t7fN7OzsuJtmPCuZJYZ5yVdffYXRaMRoNNK6dWv2799vN52uGbcQHR1Nhw4daNKkCUajkQ0bLLq7gwcPamLJYkd2EyyAX9L/3gBiM203gNjcTty4380fgzQzTBDvMm9JrVJvi0/pqdLOabnMeS9Km1jy7LPPCiCff/65Q5NTdLKnqE24Ky6a8bS0NDl48KBERkbK8ePH7U4+y4mcNOPZkV+a8d9++01iY2NFRGTDhg12tdsiumY8QzP+/PPPa9ceFRUlderU0V7XqVMnOXv2bL5fQ0FqxjOWO60CVM20ZTwuFFwws73tdH4+9j4XLr6DYW0Ux9OcdcV4AaDmnMqX7V4oyprxtLQ0TCYTnp6eXLt2jbJly/LOO+/w1FNP0aZNm/vWjGdw5coVevfuTUBAQIFoxlu3bq2N/W/ZsiXnz5+3SSO6Zlz73CilNK1KXFyclSeqR48eVgLK4kJOw2MzZmPXBi6KSIpSqg1gBFZgkQMWDgZIlfQYl2i7DKremV0yKaqa8bS0NFasWEHbtm05deqUlWZ83LhxeaIZz8yYMWMICQlh7dq1pKWlFahmfMmSJTz++OM2z+ua8Tua8SlTphAaGsq8efNISEjQXGRg0YzPmDHDqqmqOODI8NgIIFgp1QD4Evgv8B8gdz7ivECBKb2vQm5ZAoSuGM9/5J/1C+W8RVkznvGjNXv2bFq2bElERARPPvmkdtz71YzbY/PmzZr11MnJqcA041u2bGHJkiX8+uuvNvtE14xrmvGVK1cyZMgQ/vWvf7Fjxw6effZZDh06hMFgKNGacbNYOq/7ALNF5GWgVv5m6y6oOzUKuWVdo0hOTiY2NhYnJyerD6RO8aUoasbLlCnDpUuXiIqKon79+pw/fx43Nze2bdumNb/khWY8N+SHZvzAgQMMHz6cdevWaXNAMqNrxu9oxpcsWUL//v0BS1NpUlIS169bFgUtsZpxwKSUehJ4Fvg+/bns10QsCAwWzxNAWpwlKxl9FBltnNWrV9eHIJYwiopmXES4cOECFy5cwGw2U7lyZZ588kmmT5+eJ5rxRo0a5VgOBa0Zj46Opk+fPixfvpyGDRvazZOuGb+jGffw8GDTJou44siRIyQlJWk3rSVZM+4HLASeSX9cD3gzt73n97sFgdwORf44U164jjSYMFIeYaUcPXRTRER27twpgDRt2vSeRgno2KeojXoSKRqa8QULFsiBAwfk5k3L5y6vNOObN28WEZHTp08XGc34sGHDpGLFihIQECABAQFW3y1dM26rGY+KipLWrVuL0WiUgIAAbVSeiMioUaNk/fr195U/RyhwzTiAUsoZ8Ex/+JeImHJKn594KVdpW+ElnDyEU24peCVUZ92hRkSe7YG7R1kiIiLo3bs33bt357vvviusbJYYdM245WYqJiaG0qVLa01HJpMJg8Gg11pzwYOqGU9OTiYkJIRff/1V6/TPLwpMM57p4G2B5cAFQAGPKKWeFRHbsX4FQCIufBFXESwDVPBzs6wbnNFHoY940slLbt++TXR0NPHx8bi6uuLj44PBYMj3L3pJ5kHVjEdHRzNjxoxi+dlxJMcfAU+IyGEApZQ3lsCRq8h0v5izdKuUTu9vzOij0Gdl6+QFGQK/y5cvIyI4Ozvr8r484kHVjHt5edmsq11ccCRQlMoIEgAickQpVSof85QjWRUergaFq6sTzs6WAKIPjdW5X+Li4oiOjtbWra5SpQru7u7F8k5QRycvcOST/4dS6mMstQiApylEKWAlbvN23cNE+5bhtxTF6ROelE3Q51Do5A1paWmcPn0ak8lEmTJlqFOnTr45lHR0iguOBIoRwBjgDSx9FNuAefmZqZwoSwpDA75m89yyvF82gcOPTcPLoAcKndyTMbLDYDDg5ORE7dq1SU1NpVq1anpntY4OdwkUSil/oAGwVkRmFkyWHEBBavoy3iqplK7v0Mk1CQkJnD17looVK2qTquxNKNPReZDJ9nZJKTURi77jaeBnpdRzBZaru2GANGVRUalkF03fYTabtQl3eqAoOeSHZjwtLY3o6GiOHDlCYmIiMTExmM1mm3MXJkVFM75u3TqMRiOBgYE0a9bMrsID0GZ9e3p6MmbMmGxnnc+ePdvujOiiQnJyMmFhYXh6etKiRQvOnDljN92cOXPw8/PD19eX2bNna89nngVet25dAgMDgZKrGY8Cyqb/XxWIzO1kjbzcgkAS+yArz5cWriNVa8yXpx7fKiIiV65cEUAefvjhe5mbopMDRW3C3f1qxufPny8xMTGyb98+iYyMlMjISImOjhaTyZSrvOWXArsoacbj4+O1CXL79++XRo0a2U0XHBwsv//+u5jNZunatats2LDBJk1qaqr4+/vfU7kVtGZ8wYIF2uTIlStXSv/+/W3SHDx4UHx9fSUhIUFSU1OlU6dOcvz4cZt0Y8eOlXfeeUd7XBI148kikpAeTK7hmO6jYDCAKVONImNorN4/kb+oL9vly3Yv3I9mXClFaGgop06dIjU1lbJly+Lj40OlSpUYPnz4fWvGM/D09OTKlStcu3aNvn37EhwcTHBwcLHVjJcrV04bFpyQkJCt7O/vv/+mVatWKKUYNGiQXc345s2bCQoK0kaQffrppwQHBxMQEEDfvn1JTEy0KeNx48aRkJDAc889R3BwME2aNNGu6cyZM7Rt25agoCCCgoJsyiI3rFu3jsGDBwPQr18/Nm3aZFM7OnLkCC1btsTNzQ1nZ2fN5psZEeHrr79m4MCB2nMlTjMO1M+0VrYCGmReO1tE+uRrzrLBjEIQUlWa5YlMfRR6oCjZ3K9m3GAwYDabcXJyolatWlStWhWlFOPGjbsvzXiGC2ro0KHs2rXLSjP+6quvlgjN+Nq1a5kwYQJXr17VXp+ZCxcu4O7urj3OSTOe+T3r06cPzz//PACTJk1iyZIlmk03cxlPnDiRjh078vnnn3Pz5k2aN29O586dqVatGj///DOurq6cOHGCgQMH2ogiAdq2bUt8fLzN87NmzbKZIZ5ZM+7s7EyFChWIiYnR1tAA8PPz48033yQmJoYyZcqwYcMGmjWznlq2fft2qlevbjV3oiRqxvtmeTzfbqoCJorqlF09Arc1UEXBJNckrmWpUej9E/mDDNpWKOe9H814QkICSUlJuLq6opSibt26GAwGXFzuDIC4H804WNqkp06dytChQwkPDycsLEw7bknRjPfu3ZvevXuzbds2Jk+ebLXGQsY5s5JdzSOzWuLQoUNMmjSJmzdvcuvWLbp06aLty1zGP/30E+vXr2fWrFmApSYWHR1NzZo1GT16NPv27cPJyUkTQGYla60sJxy5Fm9vb8aNG8djjz1GuXLlCAgIsJlns3LlSqvaBFBsNeM5LVy0qSAz4ijp9QgSxbK5KaXVKPRZ2SWTDM14XFwc3bt3Z8GCBYwZMwZfX1+2bbMOXhmacVdXV+rUqcMPP/xA5cqVadiwIUopSpcubXP87AJOTprxzArsVq1a8ddff3Ht2jUiIiKYNGkScEcznpNW2t6P0v2SWb3t4uJC3bp1rTTjGzZsYMKECYSGhvLWW2+xe/duNm3aRHh4OPPnz2fz5s3ZHrtdu3acPHmS69evW91hu7u7W61856hmfMiQIURERBAQEMDSpUvZunWrti+rZnzNmjU2Zt0pU6ZQvXp19u/fj9lsxtXV1W6+76VGkaEZd3d3x2QyERcXx8MPP2zz2mHDhmm124kTJ1rVqEwmE99++62N5r4ka8aLFFlnZhvEoPdRPCA4qhkfOXIkUVFR9O/fny+++ELTQeeVZjwrSil69+7N2LFjS6Rm/K+//tIC2h9//EFKSorNEOIaNWpQvnx5du7ciYjw5ZdfOqQZj4+Pp0aNGqSmpmrlYI8uXbowb948LR9//vmndq01atTAYDCwfPly0tLS7L5++/btdjXj9sSEPXv21JTnq1evpmPHjnZvJDI+V9HR0Xz77bdWtYeNGzfSuHFjq+ABxVcznq+BQinVVSl1TCn1l1JqfA7p+imlRCl1V39U5rfLGUhTirJ6H8UDQ5MmTQgICCA8PJwyZcqwbt063n33XRo1aoSfnx/16tWjc+fOmEwmgoKCmDNnDq+88go+Pj74+fnZrH0MlrbxGzdu4OfnR0BAgNahPGPGDLp3707Hjh3v+pkKCwtjxYoVWrMTwNy5c9mzZw9GoxEfHx8WL15s87qRI0eSlpaGv78/YWFhLF261G6tJzNz5sxhy5Yt+Pv707RpU6Kioqz2P/300+zZs4dmzZrx1VdfaZ35Bw8epHnz5gQGBvJ///d/TJo0ifj4eLp3747RaCQkJMTuUNw1a9bg5+dHYGAgo0aNYtWqVdoPZ8bQT4BFixYxfPhwPD09adCggd0lUx9//HGrWuC0adNo0aIFjz32mJZPe0yePJnU1FSMRiN+fn5MnjxZK79ly5bRsmVLjh8/blULyS3Dhg0jJiYGT09PPvzwQ21wxMWLF3niiSe0dH379sXHx4cePXqwYMECqybL8PBwm2YnsKwS2K1bt/vOY4Hj6PAooPS9DKcCnICTQH2gFLAf8LGTrjyW2d47gWZ3O24QSPxAg7wb5SaVNzWW+vxHVq84LSIijz76qACydevWex1NppMNRWF4rCOkpqbK3r17JTIyUv7880+5fv261boUOkWHXr162R1KWtJJSkqSFi1aFMhw34IcHguAUqq5UuogcCL9cYBSyhGFR3Msa1ecEpEUIBywrYvCNGAmYLt+YTY4uZhRlRO5VSuJRJSuGH+AkfSmCGdnZx555BGqVq2Kn58flStX1k2vRZQZM2bYrdmVdIqzZtyRpqe5QHcgBkBE9gMdHHhdLeBcpsfnybLWtlKqCVBbRL4nB5RSLyil9iil9mTk2gSolDvLoIqI3pn9AJGSksLJkyeJjY3VnqtRowZ16tQpll/EB4lGjRrRrt29zZ8pCXh5edG+ffvCzkaucOQbZRCRs1nuzuz3GFlj73ZOG+KhlDJgWetiyN0OJCKfAJ8ANFVKUJAKkGxpyy1b3oX4+HgSExNxc3OzWcBep+QgIly9elVbrzoxMZGHH34YpZReg9DRySccCRTnlFLNAVFKOQEvA/YHK1tzHqid6bE7kHkAcXks63FvTf+CPwKsV0r1FBHbGTOZSa9RkHSnRpG5I1v/wSiZZAj8MmbvVqxYEQ8PD/391tHJZxwJFC9haX7yAK4AG9OfuxuRgJdSqh6WZVQHAE9l7BSROEAbiK2U2gq8dtcgkY4lUFjWTypX3oWjx/URTyWVtLQ0Lly4oA1HLFWqFB4eHlSsWLGQc6aj82Bw10AhIlex/MjfEyJiUkqNBn7EMgLqcxGJUkpNxdL7vv6ecwtcpQLLfg8l8c0UQqQS1wxpNjUKnZKFUkqbK/DII49Qo0YNbcaujo5O/uPIqKdPlVKfZN0cObiIbBCRhiLSQET+L/25t+wFCRFp70ht4jxuvHTEl4VLmlDtq4Y0dTbhVtZZ68jWRzyVDJKSkjCZTAC4uLjw1FNPMWjQIF566SWrGba51YwXB4qKZjyDyMhInJycWL16td39umbcQknUjDsy6mkjsCl9+w2oBiTnZ6YcpaxSKFcnDAal1yhKCGazmYsXLxIVFaUpIcqUKcOBAwc4fPgwDz/8sCbSu337Nj179mT8+PEcP36c/fv38/vvv7Nw4ULA4hEaPXo0K1as4MiRIxw6dIj69evnaX4zgllec/nyZX7//XcOHDjAq6++mi/nuBfS0tIYN26clYspKy+99BKffPIJJ06c4MSJE/zwww82aUwmE59//jlPPfWUnSPYJ7/KODuWLFlCpUqV+Ouvv3j11VcZN26cTZpDhw7x6aefsnv3bvbv38/333/PiRMnAFi1apU287tv37706WPxp/r7+3P+/Hmio6ML9HrygrsGChFZlWlbBvQBfPI/a3enrFIYyuj6joJCxah82TKIj4/n8OHDXLx4MeukTI370Yw7OzszcuRIm+u6deuWpvrWNeP2a1zz5s2jb9++VKtWze5+XTP+4GrGs6MeUCevM+IoVUnliSpxnCvnhKlUGgkmyxBZPVAUX1JTUzl//jwxMTGARZPt4eFhY1C9X814dkybNk3XjOegGb9w4QJr165l8+bNREZG2i0PXTP+4GrGAVBK3eDO/AcDEAtk623Kb2pznUUDPmL4ZPhkSX/arnkU0ANFQSCV8950mpqaSlRUFCaTCaUUNWrU4JFHHsFguFPZvR/NuCPomvGcNeOvvPIK77//fo4DCOz1R+ia8QdAMw6gLKUTgGV4K4BZsuuhKkjSJ9yp2866vqOY4+LiQsWKFUlJScHDw8OuJjo3mvHy5cvj6+vL3r17CQgIyDEP2QUcXTNuYc+ePQwYYBn4eP36dTZs2ICzszO9evXS0uia8QdYM54eFNaKSFr6VvhBAu4oPBJLUa68M8nJydy4cQNnZ2er6qFO0SMtLY3z589bfWk9PDzw8vLK9kuegaOa8Yxq/euvv857772n3WXqmvHcacZPnz7NmTNnOHPmDP369WPhwoVWQQJ0zbiuGYfdSqmgfM/JvaDSA8VtZ8qWd9GGxlavXt2qyUKnaHHz5k2ioqK4fPky0dHR2pfeYDA43FSUk2bc39+f4OBgRo8eDYDRaGT27NkMHDgQb29vXTOeS814Tuia8QdDM66yqyQopZzTJ80dBLyxKMMTsDicREQKJXg0VUp+HQt9x8Gvb4xkhOsQ+gxJo1WrVjRr1izbzjad3HHkyBGrNuXckJKSQnR0tNZR6ubmRp06dfLkS61T/OjduzczZ8606uR9EEhOTiYkJIRff/0138WV9r63Sqm9InLXNX/skVNudwNBQK8c0hQKYoBUld5HUdWFS5csbaN6R3bRQkS4cuUKFy9exGw2YzAYqFWrFtWqVdP9TA8wGZrxBy1QFGfNeE45VgAicrKA8uIQR6hBx/nDMX9u5iO38sQ3UnpHdhElLS2Ny5cvYzabqVSpErVr16ZUqVKFnS2dQqZRo0Z37YcpiXh5eRXb4JhToKiqlBqb3U4Rse0VLABuA7uSnCDJiUXm0uytUIrz+joURQaTyYTBYMBgMODs7EydOnVQSukCPx2dYkxOgcIJKIf9dSWKBC5A2QqluHRUn0NR2IgIsbGxnDt3jmrVqmlDIx2Zk6Cjo1O0ySlQXBKRqQWWk1zgbLAoxvXJdoVLUlISZ8+e1Ya83rp1K8fJcDo6OsWLnMaSFslveWNusrnHfwl972fGV0zRFeOFSGaBX3x8PM7OztStWxcvLy89SOjolCByChSdCiwX94Abt2kREMn54b+xAxfKZgoUemd2wZGh3sgQ+FWuXBlfX1+qVKmS50HCycmJwMBA/Pz86NGjh5WPSNeM3yG/NONbt26lQoUKmjp76lT7DQ2nT5+mRYsWeHl5ERYWRkpKit10ERER2R6jKCAijBkzBk9PT4xGI3/88YfddKtWrcJoNOLr62vlboqOjqZDhw40adIEo9HIhg0bgOKtGbeydBaHLQgkYTLS8CpSteZ82b/nujg5OQkgycnJopO3HD582O7zZrNZjh49KgcPHpS///47X/NQtmxZ7f9BgwbJu+++KyIiiYmJUr9+ffnxxx9FRCQhIUG6du0q8+fPFxGRgwcPSv369eXIkSMiIpKamioLFizI07ylpqbm6fEyuHTpknh4eNzTazKXU16yZcsW6dat213TPfnkk7Jy5UoREXnxxRdl4cKFdtO1atVKrl275vD586uMs+O///2vdO3aVcxms+zYsUOaN29uk+b69etSu3ZtuXr1qohYPpcbN24UEZHnn39eu/aoqCipU6eO9rpOnTrJ2bNn8/0a7H1vsSwYl6vf3eI5jVmBSYFKciHFFE9aWhqVK1fWh17mIyLCrYtK2xIuGahVvjF1H/ZHxT9kte9et3tB14wXjmb8bogImzdvpl+/fgAMHjzYrmb8+PHjlC5dWlPtfPfdd7Ro0YImTZrQuXNnrly5AlgcTi+88AKhoaEMGjSItLQ0Xn/9dYKDgzEajXz88cc5Xuv9sG7dOgYNGoRSipYtW3Lz5k2bGf2nTp2iYcOGVK1aFYDOnTtrn5vMKzLGxcVZOa8eJM144WOwSAFJLsWthOuA3j+RnyQmJnL27FlqV7h72vxE14xbKGjNOMCOHTsICAigZs2azJo1C19fX6v9MTExVKxYUZtMlpNmPCjojtShTZs27Ny5E6UUn332GTNnzuTf//43YFkx79dff6VMmTJ88sknVKhQgcjISJKTk7UbhNq1a9u91qzNn2FhYRw7dswmP2PHjmXQoEFWz2XWjGe+lsy/MZ6enhw9epQzZ87g7u5ORESE1tQ2ZcoUQkNDmTdvHgkJCZqLDEqwZrxIkuF6SnIh7m+LmEsPFHnPrVu3uHHjBgkJCQCcTNlH7dq1qVSpUoF2VuuacWsKWjMeFBTE2bNnKVeuHBs2bKBXr17aam6Zz5mV7DTjGXfhYLHMhoWFcenSJVJSUqhXr562r2fPnppp9aeffuLAgQPaMqxxcXGcOHECd3d3u9eatb8yo/bkCI5cS6VKlVi0aBFhYWEYDAZat27NqVOnAItefMiQIfzrX/9ix44dPPvssxw6dAiDwVBsNePFrukpATeijvnxyDYvairF9Rh9sl1+EBERgbe3t1aFrlatGn5+fjz88MMFPqIpQzN+9uxZUlJStLtwX19fm0Vq7GnG70Z2ASe3mvGMpS8zNOMZptILFy5YBYmMc+c1mTXj+/bto3r16laacX9/fyZMmMDUqVNxdnZm9+7d9O3bl4iICLp27WpzvIceekhrhnviiSdITU3l+vXrVmmqVKnCzZs3tWVLHdWMv/zyy4wePZqDBw/y8ccfW+3LqhmfN2+eVpanT58mNDQ022vNSuZ1rDNv9tbuztCMZ5DdtfTo0YNdu3axY8cOGjVqpM26XrJkCf379wcsn42kpCStvEqkZrwocowKNP9PP5L7D2LOQwlcuWIJFPqIp7zjwoULDBgwgPPnz1OqVCm8vb3x8PDIceGagkDXjFsoaM345cuXtYC2e/duzGazdo2Zy6BDhw7aHf+yZcsc0ozHxcVRq1Yt7TXZ0aVLFxYtWkRqaqpWVgkJCdlea1Yyr2Odecva7ASWmsyXX36JiLBz504qVKhg90Y0QzN+48YNFi5cyPDhwwGLNn/Tpk2ARc6XlJSk1aKKq2a80Ecx3esGNQSmSFPnabKl2mcyevRoAeSjjz66t2EBOlakpKSI2WzWHs+aNUvmzp0rUVFRhZgrC1lH83Tv3l2+/PJLERE5cOCAhISESMOGDaVBgwYyZcoUq+v47rvvJCgoSBo3bize3t7y2muv2Rw/Pj5eBg0aJL6+vmI0GmXNmjUiIvLNN99I/fr1JSQkREaNGiWDBw//K6FZAAAgAElEQVQWEZHBgwfLN998Y3WMyMhIAWTp0qXac9euXZP+/fuLv7+/eHt7y4svvmhz7tu3b8vgwYPFz89PAgMDZfPmzSIicvr0afH19bVbHpcvX5aePXuKn5+fBAQEyO+//25VTteuXZOWLVtK06ZNZdiwYdK4cWM5ffq0/PDDD+Lv7y8BAQHSrFkziYyMlIsXL0pwcLD4+/uLn5+fVf4zmDdvnvj4+IjRaJQWLVrIb7/9pu17/PHH5cKFCyIicvLkSQkODpYGDRpIv379JCkpyeZYCQkJ4uPjo71HERERUq9ePWnTpo289tprEhISIiIib7/9tnzwwQfa69LS0mTChAni5+cnvr6+0r59e7l582a213o/mM1mGTlypNSvX1/8/PwkMjJS2xcQEKD9P2DAAPH29hZvb29ttJeIZaRT69atxWg0SkBAgDYqT0Rk1KhRsn79+vvKnyPk9ainQv/hv+cMpweK1s7vyuZan0vfvn0FkPDw8FwX6oPOb7/9Jv7+/tqPb2ayGx6ro5NbxowZIz///HNhZ6PASUpKkhYtWhTIcN8HfnisG+BX2kzV8ibiXEvps7Lvg9jYWF588UUeffRRDh48yMKFC/OlzVxHJzMTJ04kMTGxsLNR4BRnzXixCxSNucSuaVNZv3kFK+vV1ANFLhARli9fTuPGjfnkk09wcXHhzTffZPPmzbp6QyffqV69Oj179izsbBQ4Xl5etG/fvrCzkSuKX2gD0hSolFKULe+sLYOqd2Y7xpUrVxg4cKA2sSskJIRFixbd9yp2Ojo6JZdiV6MASDMAKaUpVdoy0qVs2bI2ww517FOxYkUuXbpElSpVWLp0KVu2bNGDhI6OTo4U4xqFC8qQDOjNTnfj559/JigoiMqVK1O6dGm++eYbatSoYTPEUUdHR8cexbNGoYDk0pjF0iGmBwr7XLp0iYEDBxIaGsq4ceO05/38/PQgoaOj4zDFMlCYDaCSXUhNszhu9EBhTVpaGgsXLqRx48aEh4dTpkwZGjVqVGxHNOma8cLVjINFNR4YGIivry8hISF20+iacQtLly6latWq2uzvzz77DIBr167ZnfleLMjtuNrC2qpQTYbVHiPPNH9DpnRcKICMGTMmN0ONSyR79+6V4OBgAQSQbt263dcEpKIwj0LXjDtGfmnGb9y4Id7e3poe+8qVK3bT6Zpxi2b8iy++kFGjRtk99pAhQ+TXX3/Nv8yn88DPo7iOE0vOPYzr/kpUi7PI6vQahYUzZ87QvHlzIiMjqVWrFmvWrOG7776jbt26eXL8FKXyZbsXdM14wWvG//Of/9CnTx88PDwAi/crKyK6Zjzjc5MTvXr10pQtxYl87cxWSnUF5gBOwGciMiPL/rHAcCwy2GvAcyJiX9aSBScFt1IsazTrgcJC3bp1GTp0KOXLl+edd94pcSPBdM24hYLWjB8/fpzU1FTat29PfHw8//znP20cSbpmPMKqqW3NmjVs27aNhg0b8tFHH2nHa9asGZMmTbLJR1En3wKFUsoJWAA8BpwHIpVS60XkcKZkfwLNRCRRKfUSMBMIc+T4TsDNpDjgwQ0UZ86c4eWXX+a1117T2o0/+eSTfJs0V6qQ+jh0zbg1Ba0ZN5lM7N27l02bNnH79m1atWpFy5YtadiwodU5s/KgasZ79OjBwIEDKV26NIsXL2bw4MFs3rwZQNeM26E58JeInBKRFCAcsNJJisgWEcmYy78TcL/bQT1IYnrLY9xsHseeJEvl40ELFKmpqbz//vv4+Pjw/fffM378eG1fSZxZrWvG74281oy7u7vTtWtXypYtS5UqVWjXrh379++3SqNrxu9oxjOGoQM8//zzVp9BXTNuSy3gXKbH59Ofy45hwP/s7VBKvaCU2qOU2lOFG/R4biVrO1xjT5xFH/0gzcr+9ddfadKkCePHj+f27dsMGDCAb7/9trCzVSDomnELBa0Z/8c//sH27dsxmUwkJiaya9cum0maumb8jmY8c3/G+vXrrcpK14zbWF55Eku/RMbjZ4F52aR9BkuNovTdjhsEsu8zxO31EWKgijg7O0taWtq9DQkohsTGxsqwYcO00UwNGjSw0hfnF0Vt1JOIrhkvaM24iMjMmTPF29tbfH19rZT+umbcVjM+fvx4Tcvevn17bdSdiMgHH3wgc+fOva/8OUKx0YwDrYAfMz2eAEywk64zcASo5shxg0D+WIKUffllUZQVd3f3+y3TYsH169elSpUq4uLiIpMnT5bExMQCOW9RCBQ6JYsHVTMuItK2bVuJjY3N9/PkdaDIz1FPkYCXUqoecAEYADyVOYFSqgnwMdBVRK46emCTApXggpBUovsnjh49Sr169ShdujSVK1fmq6++wsPDQxvuqaNTHJk4cSK7du0q7GwUONeuXWPs2LEODZYoauRbH4WImIDRwI9Yagxfi0iUUmqqUirDMfwBUA74Rim1Tym13pFjpylwSnEB0kpkoEhMTOTNN9/EaDQyc+ZM7fnQ0FA9SOgUex5UzXjVqlXp1atXYWcjV+TrPAoR2QBsyPLcW5n+75yb45oM4JJiGZpY0gLFDz/8wMiRIzl9+jSAzSL2Ojo6OgVNsbPH/kENQga/yKRyrnxqeKjEjHi6ePEir7zyCt988w0A/v7+LF68mNatWxdyznR0dB50il2gADADpc2KFCkZTU/Hjx+nWbNmxMfH4+bmxpQpU3jllVdwcXEp7Kzp6OjoFM9AAeCEIhlTiQgUXl5eBAcHU7ZsWebNm0edOnUKO0s6Ojo6GsVOCpiBE5AkqcUyUPz999+88sor2kQwpRTr169n/fr1epDIJevXr9dkgA8yW7dupUKFCjRp0sSuVj0iIgKj0Ujjxo3x9/e3EffNmjWLxo0b4+fnR0BAgN2Zy4XN7Nmzi2S+MkhOTiYsLAxPT09atGjBmTNn7KabM2cOfn5++Pr6Mnv2bO35ffv20bJlSwIDA2nWrBm7d+8G4Pvvv+ftt98uiEuwJbfjagtrCwKJWOYideuOEkDOnTuXi1HGhYPZbJavv/5aatSoIYB06dKlsLN0V2zGY1eZZ71lx7KD1ule3ZS/Gb0HzGZzoU7SNJlM+XbsLVu2SLdu3UTEomFv1KiRprXet2+fNGjQQE6dOiUiIqdOnZIGDRrI/v37RURk0aJFEhoaKnFxcSIicvPmzWwn4OWW+7321NRU8ff3vyf1eEFryhcsWKBNrly5cqX079/fJs3BgwfF19dXEhISJDU1VTp16iTHjx8XEZHHHntMNmzYICIW5XnGJESz2SyBgYGSkJBw1zw88JpxAHOZVGLiLeZYe8rjosipU6fo1q0b/fv359KlS7Rs2ZL333+/sLNV5Dlz5gyNGzdm+PDh+Pn58fTTT7Nx40YeffRRvLy8tLutpUuXMnr0aMC+hvvMmTN4e3szcuRIgoKCOHfuHCtXrsTf3x8/Pz+rFQCznr9t27YEBQURFBSkKb3DwsLYsOHOgL4hQ4awZs2abHXYW7dupUOHDjz11FP4+/sDFuV006ZN8fX15ZNPPtGOtWTJEho2bEj79u15/vnntetyRFuemTJlyhAYGKhZXGfNmsXEiRM18V69evWYMGECH3zwAQDvvfceCxcu1ISEFSpUYPDgwTbH/euvv+jcuTMBAQEEBQVx8uRJtm7daiUUHD16NEuXLgUsVuOpU6fSpk0bZs6cSfPmza3K12g0AhZbbEhICE2bNqVLly42am+wCBGDgoI0S+2nn35KcHAwAQEB9O3bl8TERO39yFDBjxs3joSEBJ577jmCg4Np0qSJpiPP7v29H9atW6eVW79+/di0aVPG5GKNI0eO0LJlS9zc3HB2dtZswGBpYcjQssTFxWmeKaUU7du35/vvv7/vPN4zuY0whbUFgaxajZQrN1CqVKly18ha2CQnJ8v//d//iaurqwBSsWJFWbx4cbHRjhR2jeL06dPi5OQkBw4ckLS0NAkKCpKhQ4eK2WyWiIgI+cc//iEi1ovF9O/fX9NMmEwmuXnzppw+fVqUUrJjxw4REblw4YK28Exqaqp06NBB1q5da3P+hIQEuX37toiIHD9+XJo2bSoiIt9++60MGjRIRCzvsbu7uyQmJsrHH38s06ZNExGRpKQkadq0qZw6dUq2bNkibm5u2t28iEhMTIyIWO78fX195fr163LhwgWpU6eOxMTESEpKirRp00a7roEDB8r27dtFROTs2bPSuHFjm/xmrlHExsZKUFCQXLp0SUREmjRpIvv27bNKv2/fPmnSpIn8/fffUrFiRYfek+bNm8u3334rIhYFSUJCgtV5RURGjRolX3zxhYiI1KlTR95//31tX0BAgJw8eVJERGbMmCHTpk2TlJQUadWqlbYQUHh4uAwdOtTm3G+99ZaVAuP69eva/2+++aa2b/DgwdKtWzetBjNhwgRZvny5iFgWYvLy8pJbt25l+/5mpU2bNhIQEGCz2Zth7uvra9XSUb9+fZuFmg4fPixeXl5y/fp1SUhIkJYtW8ro0aO1fbVr1xZ3d3epWbOmnDlzRnvdihUrtHQ5UZxmZucbaQrkdgo16hX9/olz584xdepUkpOTefrpp/n3v/9N9erVCztbxYp69eppd+G+vr506tQJpRT+/v5223/tabhv3LhBnTp1aNmyJQCRkZG0b99eU14//fTTbNu2zWZCVGpqKqNHj2bfvn04OTlp/UqPP/44Y8aMITk5mR9++IF27dpRpkyZbHXYpUqVonnz5lYa7blz52p3kefOnePEiRNcvnyZkJAQHn74YcCiM884pyPacoDt27djNBo5duwY48eP14aQi9hacjOes7fPHvHx8Vy4cIHevXsDlrUvHCFDvQ7Qv39/vv76a8aPH8+qVatYtWoVx44d49ChQ5pCPi3N/ojGS5cuWUn2Dh06xKRJk7h58ya3bt2iS5cu2r7MKviffvqJ9evXM2vWLMBicY2OjqZmzZp239+sZF08KidE7q4p9/b2Zty4cTz22GOUK1eOgIAArZa0aNEiPvroI/r27cvXX3/NsGHDNPFlYWnKi2WgMCkgLaXIdmTfuHGDihUropSiQYMGzJkzB09PTzp16lTYWbt/ro12LN0gP8uWB2QomwEMBoP22GAwaFprR8iqrbbH2rVreeeddwD47LPP+P7776levTr79+/HbDZrP4yurq60b9+eH3/8kVWrVjFw4EDtuPPmzbP6wQJL01Pm82/dupWNGzeyY8cO3NzcaN++PUlJSdnmC+5oy++mqW7bti3ff/89x48fp02bNvTu3Vtb73rPnj1aUw/AH3/8gY+PDw899BBly5bl1KlT1K9fP9tjZ5c/Z2dnzGaz9jgnLXtYWBhPPvkkffr0QSmFl5cXBw8exNfXlx07duR4bVk15UOGDCEiIoKAgACWLl3K1q1b7Z5TRFizZo2NmXfKlCl239+stG3blvj05u7MzJo1i86drecNZ2jK3d3dMZlMxMXFaYE/M8OGDdMW4Zo4cSLu7pZVFpYtW8acOXMAS7DLsNJC4WnKi2UfhUk5YeZ2kQsUZrOZzz//HE9PT1asWKE9/+KLL5aMIFFMuJuGG6BFixb88ssvXL9+nbS0NFauXElISAi9e/fWFNTNmjUjLi6OGjVqYDAYWL58OWlpadoxBgwYwBdffMH27du1wJCdDjsrcXFxVKpUCTc3N44ePcrOnTsBaN68Ob/88gs3btzAZDJZLa/piLY8Mw0bNmTChAlaX9hrr73G9OnTtVrYmTNneO+997RVACdMmMCoUaO08vr777+t+k4AHnroIW1FN7CM8ElMTKROnTocPnyY5ORk4uLi2LRpU7b5atCgAU5OTkybNk2raTRq1Ihr165pgSI1NZWoqCib12bVlMfHx1OjRg1SU1NzXGK0S5cuzJs3Twt0f/75J0CO729mtm/fbldTnjVIgEVTnqFMX716NR07drRbW8vQlEdHR/Ptt99qNxs1a9bkl19+ASy144x1LqDwNOXFLlBcpxKHF/WhlXO1IjUrOyoqivbt2zNs2DBiY2P53//sLq2hUwDMmTOHLVu24O/vT9OmTe3+4NSoUYPp06fToUMHrVPW3voJI0eOZNmyZbRs2ZLjx49b3aWGhoaybds2OnfuTKlSpQAYPnw4Pj4+BAUF4efnx4svvmi31tO1a1dMJhNGo5HJkydrTWK1atVi4sSJtGjRgs6dO+Pj46OtYDd37lytRuDj48PixYvvWhYjRoxg27ZtnD59msDAQN5//3169OhB48aN6dGjBzNnziQwMBCAl156iQ4dOhAcHIyfnx8hISG4ubnZHHP58uXMnTsXo9FI69atuXz5MrVr16Z///4YjUaefvppmjRpkmO+wsLCWLFiBf379wegVKlSrF69mnHjxhEQEEBgYKDdjuXHH3+cbdu2aY+nTZtGixYteOyxx3L0oE2ePJnU1FSMRiN+fn5MnjwZyPn9zS3Dhg0jJiYGT09PPvzwQ23Y9sWLF3niiSe0dH379sXHx4cePXqwYMECTRb46aef8q9//YuAgAAmTpxoFay3bNlCt27d7juP90xuOzcKa4MaAlNkapm3ZPbs2Xft1MlvEhISZPz48eLs7CyAVKtWTb766iurNRGKM7pmvOCJj48XEcuwzu7du2sdxzoWevXqpQ0lfZC4fPmydOzY0aG0+vDYdNKKgDn2+PHj+Pr6MmPGDNLS0hgxYgRHjx7lqaeeKpFLkuoUDFOmTCEwMBA/Pz/q1atXbI2j+cWMGTPsDp0t6URHR/Pvf/+7UM5dLDuzAdKKgL6jTp06uLq6EhAQwOLFi7XmAx2d+yFjZI6OfRo1anTX5WJLIsHBwYV27mJXo6hCGr3cb3HOfL7AA4XJZGL+/PnExMQAltE4P/zwA3v27NGDhI6OToml2AUKD67S/MOlLE/eUKCd2bt376Z58+a8/PLLVrN469Spo41/1tHR0SmJFLtAAZAqTriVdaJcuXL5fq64uDhGjx5Ny5Yt+fPPP/Hw8LA7OkZHR0enpFIsA0Wa2ZlHathOYMlLRITw8HAaN27MggULcHJy4o033uDw4cP06NEjX8+to6OjU5QoloEiNc2JmjXzt9lp//79DBw4kMuXL9O6dWv++OMP3n///TwZZ62jU1A4OTlpI6h69OjBzZs3tX1RUVF07NiRhg0b4uXlxbRp06xmXv/vf/+jWbNmeHt721WWFwX+/PNPq5nLRZHp06fj6elJo0aN+PHHH+2myZAd+vn5MXjwYG3uzQcffEBgYKD2Hjo5OREbG0tKSgrt2rW7JzPBfZHbcbWFtQWBvP5lPQkLC3NoPPG9kFWB/Oqrr8qnn35abAR++UHW8dgwxWrLjo8/3mOV7vnn1+d3VnNNfmq/C/v8ZcuW1f4fNGiQvPvuuyJiERHWr19ffvzxRxGxzAfq2rWrzJ8/X0QsGuz69evLkSNHRMQyp2PBggV5mre80H/369fPRnSY3+e8F6KiosRoNEpSUpKcOnVK6tevb/N+p6Wlibu7uxw7dkxERCZPniyfffaZzbHWr18vHTp00B5PmTJFVqxYYfe8+jwKINXknOcjnrZs2YKfn5/VrM8PP/yQ4cOHYzAUy2IqETiqGd+9ezetW7emSZMmtG7dmmPHjgEWhcdrr72Gv78/RqORefPmAdbq62+++UZbLMZoNNK7d29u3LhhNz/21OCLFi3ijTfe0NIsXbqUl19+GYAVK1bQvHlzAgMDefHFFzVFRLly5Xjrrbdo0aIFO3bsYOrUqdqM6BdeeEG7s4+MjMRoNNKqVStef/11Td+Qnc48J1q1aqUpx//zn//w6KOPEhoaCoCbmxvz58/XZhHPnDmTN998U5vt7OzszMiRI22OeevWLYYOHaqVb4ZyJHP/4erVqxkyZAhgrf9+/fXXqVu3rlUtx9PTkytXrjikVI+Pj+fAgQMEBAQA2X8Gli5dypNPPkmPHj206/3ggw+0ssu8GFB26vfcsm7dOgYMGEDp0qWpV68enp6e2mc2g5iYGEqXLk3Dhg0BeOyxx6zULRmsXLlS03xk5DUnbUmektsIU1ibGzXE6PaWzOl2R1t8P1y5ckUGDRokgACatlrHQmHXKBzVjMfFxWl3iz///LP06dNHREQWLlwoffr00fZlqL2zqq/9/f1l69atImK5o/vnP/9pNz/21OBXr16VBg0aaGm6du0q27dvl8OHD0v37t0lJSVFREReeuklWbZsmYiIALJq1Sqb44qIPPPMM7J+vaW8fH195bfffhMRkXHjxomvr6+ISLY686xk1ChMJpP069dP/ve//4mIpbZsz2xQsWJFiYuLs6skt8cbb7xhVVaxsbFW5xUR+eabb2Tw4MEiYqv/HjNmjHz++eciIrJz507p1KmTiDimVN+8ebP2Potk/xn44osvpFatWloZ//jjj/L8889rC1h169ZNfvnlFxGx//5m5ZVXXrGrHJ8+fbpN2lGjRml6cxGR5557Tr755hurNGazWTw8PCQyMlIrEz8/P6s0CQkJUqlSJavPiclkynaphQdeM54IHEg0UNZs66C5F8xmM0uWLGHcuHHcuHGD0qVLM2nSJF5//fW8yahOnuGIZjwuLo7Bgwdz4sQJlFKalG/jxo2MGDFCG8Kc2eKZIaSLi4vj5s2bhISEADB48GCefPJJu3mxpwZv2bIl9evXZ+fOnXh5eXHs2DEeffRRFixYwN69e7WJUrdv39YW2nJycqJv377acbds2cLMmTNJTEwkNjYWX19fzVjaunVrAJ566ilt0ZrsdOaZNeYZ5wwMDOTMmTM0bdpU03iLZK8VvxerwMaNGwkPD9ceZ/iKciKz/jssLIypU6cydOhQwsPDtffEEaX6pUuXNE08ZP8ZAMtdesZ7/9NPP/HTTz9pPqpbt25x4sQJ2rVrZ/f9rVy5slX+P/roI8cKB8eU40opwsPDefXVV0lOTiY0NNRmyP13333Ho48+avX5dXJyolSpUnZV83lNsQsUGZStkPuCOX36NM8884wmHQsNDWXBggV4enrmVfZKLCKOrdn7wgtNeeGFpnlyTkc045MnT6ZDhw6sXbuWM2fO0L59+/T8Zv+DeLeBCefOndNGuI0YMYLGjRvbVYOD5Qfv66+/pnHjxvTu3Vtb42Hw4MFMnz7d5tiurq7aj2VSUhIjR45kz5491K5dmylTptxVOS5iX2eelTJlyrBv3z7i4uLo3r07CxYsYMyYMfj6+lo1s4JlFcZy5cpRvnx5fH192bt3r9ask1M+7JVv5udyUo63atWKv/76i2vXrhEREcGkSZMAx5TqWZXj2X0Gsp5TRJgwYQIvvvii1fGyU79n5dVXX2XLli02zw8YMIDx48dbPZehHM/g/Pnz2op1mWnVqpW25sVPP/1ksy5GeHi4VbNTBsnJyQ6vCXI/FNvG9/KVch8oHnroIY4fP84jjzxCeHg4P/zwgx4kijlxcXHUqlULQFuCEyw3AYsXL9YCSmxsrM1rK1SoQKVKlbQv6vLlywkJCaF27dqaTnrEiBHZqsEB+vTpQ0REBCtXrtTuijt16sTq1as1nXRsbCxnz561OX/Gj1GVKlW4deuWVkuoVKkS5cuX186T+c7dUZ155mucO3cus2bNIjU1laeffppff/1VWxDn9u3bjBkzRutref3113nvvfe0Hyyz2cyHH35oc9ys6vOMvp3q1atz5MgRzGazdoduD6UUvXv3ZuzYsXh7e2t3744o1bMqx7P7DGSlS5cufP7559y6dQuACxcucPXq1Rzf38x89NFHdpXjWYMEWJTj4eHhJCcnc/r0aU6cOGG1FGwGGZ+R5ORk3n//fUaMGGF1Xb/88ovN/K2YmBiqVq2Ki4tLtteaVxS7QNGYmwzvdwj/oYH39Loff/yR5ORkACpXrsz69es5evQoYWFhusCvBPDGG28wYcIEHn30Uas1BYYPH46HhwdGo5GAgAD+85//2H39smXLeP311zEajezbt4+33nrLJk12anCw/Kj7+Phw9uxZ7YfAx8eHd999l9DQUIxGI4899phdmV3FihV5/vnn8ff3p1evXlZOnyVLlvDCCy/QqlUrRERTjjuqM89MkyZNCAgIIDw8nDJlyrBu3TreffddGjVqhL+/P8HBwdr63EajkdmzZzNw4EC8vb3x8/Ozm/dJkyZx48YN/Pz8CAgI0O60Z8yYQffu3enYseNdB55kKMczr4LniFK9cePGxMXFaQsKZfcZyEpoaChPPfUUrVq1wt/fn379+hEfH5/j+5tbfH196d+/Pz4+PnTt2lWbkwXwxBNPaKvVffDBB3h7e2M0GunRowcdO3bUjrF27VpCQ0NtasBbtmyx0pbnK7nt3CisLQik/7SmDmu8o6OjpVevXgJonX86jqNrxguXDOW4iMj06dNlzJgxhZiboseHH34on376aWFno1Do3bu3HD161O4+fXgskJbmfNdagMlk4sMPP8Tb25uIiAjKlStndzlCHZ2izH//+19tstX27du1NnwdCy+99JJVH9aDQkpKCr169Sowi26x7MxW5lI57t+5cycjRoxg//79gGUlqTlz5mjtlzo6xYWwsDCrJhkda1xdXXn22WcLOxsFTqlSpRg0aFCBna9YBgoD2QeKXbt20bp1a0SEunXrMn/+/MJZOrAEITmMHNLR0SlaSA6j5XJLsQwUzobsh4M1b96cLl260KRJEyZNmmR3zV8dx3F1dSUmJobKlSvrwUJHp4gjIsTExOT5kNliFygSKYPbiVqkxKdQqnwpTpw4wauvvsqHH35Iw4YNUUrx3//+V9du5BHu7u6cP3+ea9euFXZWdHR0HMDV1RV3d/c8PWaxCxRHqcjRr2oy7pnTfLUrnOnTp2uTTjLGn+tBIu9wcXGxme2ro6PzYJGvgUIp1RWYAzgBn4nIjCz7SwNfAk2BGCBMRM7c/cin6PLiE5yKPmN+OMgAAAjSSURBVAXA0KFDmTlzZp7mXUdHR0fHgsqPjg8ApZQTcBx4DDgPRAIDReRwpjQjAaOIjFBKDQB6i0iOQzyUchO4DVhmZi5evJh27drlyzXo6OjolBSUUntFpFluXpufbTTNgb9E5JSIpADhQNY1RP8BLEv/fzXQSd21x/Q2CmcmvzaZffv26UFCR0dHJ5/JzxpFP6CriAxPf/ws0EJERmdKcyg9zfn0xyfT01zPcqwXgBfSH/oBh/Il08WPKsD1u6Z6MNDL4g56WdxBL4s7NBKRXEny8rOPwl7NIGtUciQNIvIJ8AmAUmpPbqtPJQ29LO6gl8Ud9LK4g14Wd1BK7cnta/Oz6ek8UDvTY3fgYnZplFLOQAXAVu+po6Ojo1No5GegiAS8lFL1lFKlgAHA+ixp1gOD0//vB2yW/GoL09HR0dHJFfnW9CQiJqXUaOBHLMNjPxeRKKXUVCwWw/XAEmC5UuovLDWJAQ4c+v4Xsi056GVxB70s7qCXxR30srhDrssi3zqzdXR0dHRKBvoUZh0dHR2dHNEDhY6Ojo5OjhTZQKGU6qqUOqaU+kspZbMYrVKqtFJqVfr+XUqpugWfy4LBgbIYq5Q6rJQ6oJTapJSqUxj5LAjuVhaZ0vVTSolSqsQOjXSkLJRS/dM/G1FKKfvrwJYAHPiOeCiltiil/kz/nhTQGqIFi1Lqc6XU1fQ5avb2K6XU3PRyOqCUCnLowLldGi8/Nyyd3yeB+kApYD/gkyXNSGBx+v8DgFWFne9CLIsOgFv6/y89yGWRnq48sA3YCTQr7HwX4ufCC/gTqJT+uFph57sQy+IT4KX0/32AM4Wd73wqi3ZAEHAom/1PAP/DMoetJbDLkeMW1RpFPuk/iiV3LQsR2SIiiekPd2KZs1ISceRzATANmAkkFWTmChhHyuJ5YIGI3AAQkasFnMeCwpGyEOCh9P8rYDunq0QgItvIeS7aP4AvxcJOoKJSqsbdjltUA0Ut4Fymx+fTn7ObRkRMQBxQuUByV7A4UhaZGYbljqEkcteyUEo1AWqLyPcFmbFCwJHPRUOgoVLqN6XUznSbc0nEkbKYAjyjlDoPbABeLpisFTnu9fcEKLrrUeSZ/qME4PB1KqWeAZoBIfmao8Ijx7JQShmAj4AhBZWhQsSRz4Uzluan9lhqmduVUn4icjOf81bQOFIWA4GlIvJvpVQrLPO3/ETEnP/ZK1Lk6nezqNYodP3HHRwpC5RSnYE3gZ4iklxAeSto7lYW5bFII7cqpc5gaYNdX0I7tB39jqwTkVQROQ0cwxI4ShqOlMUw4GsAEdkBuGIRBj5oOPR7kpWiGih0/ccd7loW6c0tH2MJEiW1HRruUhYiEiciVUSkrojUxdJf01NEci1DK8I48h2JwDLQAaVUFSxNUacKNJcFgyNlEQ10AlBKeWMJFA/i+r7rgUHpo59aAnEiculuLyqSTU+Sf/qPYoeDZfEBUA74Jr0/P1pEehZapvMJB8vigcDBsvgRCFVKHQbSgNdFJKbwcp0/OFgW/wI+VUq9iqWpZUhJvLFUSq3E0tRYJb0/5m3ABUBEFmPpn3kC+AtIBIY6dNwSWFY6Ojo6OnlIUW160tHR0dEpIuiBQkdHR0cnR/RAoaOjo6OTI3qg0NHR0dHJET1Q6Ojo6OjkiB4odIocSqk0pdS+TFvdHNLWzc6UeY/n3JpuH92frrxolItjjFBKDUr/f4hSqmamfZ8ppXzyOJ+RSqlAB17zilLK7X7PrfPgogcKnaLIbREJzLSdKaDzPi0iAVhkkx/c64tFZLGIfJn+cAhQM9O+4SJyOE9yeSefC3Esn68AeqDQyTV6oNApFqTXHLYrpf5I31rbSeOrlNqdXgs5oNT/t3c/IVaVYRzHvz+iP2OR4KIIgv5gFESTlIXgIsyKIoIS8RYmtQhJiqCYTegiwYVELTIri4hxYTEoCtEfSmIwkJlqFuWUSIK2CKRcSIRMEPpr8TxTx9ude+e6cpjns7vvvee87z1wz3vPew6/Rzdl+5ON9nclXdSju6+BxbntyqxhMJlZ/5dm+1b9VwPktWx7RdKQpNVE5tau7HMgrwSWStog6dXGmJ+W9OZ5jnOMRqCbpHckTShqT2zOtheICWtU0mi2PSBpLI/jbklX9OinzHM1UZQL0UBj2Wlftv0O3G/7DqAFbOuw3bPAG7aXECfqXzOuoQUsz/YzwNoe/T8CTEq6DBgGWrZvI5IMNkhaBDwG3Gp7ENjS3Nj2HmCC+Oe/xPZU4+09wKrG6xYwcp7jfJCI6Zi20fZSYBC4R9Kg7W1Els8K2ysyymMTcF8eywngpR79lHnugozwKPPeVJ4smy4Gtuea/Bkit6jdGLBR0rXAXttHJa0E7gS+y3iTAWLS6WSXpCngFyKG+mbguO2f8/2dwHPAdqLWxfuSPgVmHWlu+6SkY5mzczT7OJj77WeclxNxFc0KZWskrSd+19cQBXoOtW27LNsPZj+XEMetlBnVRFHmiheB34DbiSvh/xUlsv2hpG+Ah4EvJD1DxCrvtP3yLPpY2wwQlNSxvklmC91NhMw9DjwP3NvHdxkB1gBHgH22rThrz3qcRBW3rcBbwCpJNwBDwF22T0kaJoLv2gnYb/uJPsZb5rlaeipzxULgRNYPWEf8mz6HpBuBY7nc8jGxBPMVsFrSVfmZRZp9TfEjwPWSFufrdcCBXNNfaPsz4kZxpyeP/iRizzvZCzxK1EgYyba+xmn7b2IJaVkuW10JnAb+kHQ18NAMYxkHlk9/J0kLJHW6OivlXzVRlLnibeApSePEstPpDp9pAT9K+h64hSj5eJg4oX4p6RCwn1iW6cn2X0S65m5Jk8BZYAdx0v0k93eAuNppNwzsmL6Z3bbfU8Bh4Drb32Zb3+PMex+vA0O2fyDqY/8EfEAsZ017D/hc0qjtk8QTWR9lP+PEsSplRpUeW0oppau6oiillNJVTRSllFK6qomilFJKVzVRlFJK6aomilJKKV3VRFFKKaWrmihKKaV09Q+rKJBBaPpBNAAAAABJRU5ErkJggg==\n","text/plain":["
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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["import pylab as pl\n","from sklearn.naive_bayes import GaussianNB\n","\n","from sklearn.ensemble import ExtraTreesClassifier\n","from sklearn.tree import ExtraTreeClassifier\n","from sklearn.ensemble import RandomForestClassifier\n","from scikitplot.metrics import plot_roc\n","from scikitplot.metrics import plot_precision_recall\n","from sklearn.linear_model import SGDClassifier\n","from sklearn.multiclass import OneVsRestClassifier\n","dtc = DecisionTreeClassifier(criterion=\"entropy\")\n","model = GaussianNB()\n","model.fit(X_train, Y_train)\n","y_score = model.predict_proba(X_test)\n","y_pred = model.predict(X_test)\n","# Plot metrics\n","print(\"GaussianNB\")\n","plot_roc(Y_test, y_score)\n","plt.savefig('F:/datapic/persentage/Paper2result/GaussianNBCurve.png', format='png')\n","plt.show()\n","plot_precision_recall(Y_test, y_score)\n","plt.savefig('F:/datapic/persentage/Paper2result/GaussianNBPrectioncurve.png', format='png')\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"scrolled":false,"id":"0JxgYhDaJupo","outputId":"a2a67af1-ea2a-4756-880e-23406c863e8d"},"outputs":[{"name":"stdout","output_type":"stream","text":["BernoulliNB\n"]},{"data":{"image/png":"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\n","text/plain":["
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\n","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["import pylab as pl\n","from sklearn.naive_bayes import GaussianNB\n","\n","from sklearn.ensemble import ExtraTreesClassifier\n","from sklearn.tree import ExtraTreeClassifier\n","from sklearn.ensemble import RandomForestClassifier\n","from scikitplot.metrics import plot_roc\n","from scikitplot.metrics import plot_precision_recall\n","from sklearn.linear_model import SGDClassifier\n","from sklearn.multiclass import OneVsRestClassifier\n","dtc = DecisionTreeClassifier(criterion=\"entropy\")\n","from sklearn.naive_bayes import BernoulliNB\n","model = BernoulliNB()\n","model.fit(X_train, Y_train)\n","y_score = model.predict_proba(X_test)\n","y_pred = model.predict(X_test)\n","# Plot metrics\n","print(\"GaussianNB\")\n","plot_roc(Y_test, y_score)\n","plt.savefig('F:/datapic/persentage/Paper2result/BernoulliNBCurve.png', format='png')\n","plt.show()\n","plot_precision_recall(Y_test, y_score)\n","plt.savefig('F:/datapic/persentage/Paper2result/BernoulliNBPrectioncurve.png', format='png')\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"9okmgKJgJupo","outputId":"57235c0d-9854-48d4-f9e0-30ce730c951c"},"outputs":[{"name":"stderr","output_type":"stream","text":["C:\\Users\\lover\\Contacts\\anaconda4\\lib\\site-packages\\statsmodels\\tools\\_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n"," import pandas.util.testing as tm\n"]}],"source":["# 8 features with lable encoding and pre-processing\n","import pandas as pd\n","import folium\n","import seaborn as sns\n","from matplotlib import pyplot as plt\n","from wordcloud import WordCloud\n","import warnings\n","from PIL import Image\n","import re\n","import squarify\n","import copy\n","from sklearn.preprocessing import LabelEncoder\n","from sklearn.ensemble import GradientBoostingClassifier\n","from sklearn.ensemble import RandomForestClassifier\n","from sklearn.tree import DecisionTreeClassifier\n","from sklearn.linear_model import LogisticRegression\n","from sklearn.metrics import f1_score\n","warnings.filterwarnings('ignore')"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"lKnvFIe6Jupo"},"outputs":[],"source":["Train2 = pd.read_csv(\"F:/dataset3/Train14feb2022.csv\",encoding='ISO-8859-1')\n","Test2 = pd.read_csv(\"F:/dataset3/Test14feb2022.csv\",encoding='ISO-8859-1')"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"mqxZr8pOJupo"},"outputs":[],"source":["Train2['attacktype1_txt'] = Train2['attacktype1_txt'].replace([4],5)\n","Test2['attacktype1_txt'] = Test2['attacktype1_txt'].replace([4],5)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"4gurM9InJupp","outputId":"88bf69ab-5051-4614-86c4-c0a08375214a"},"outputs":[{"data":{"text/plain":["2 20047\n","0 12119\n","5 3098\n","6 2860\n","1 2173\n","7 287\n","3 136\n","Name: attacktype1_txt, dtype: int64"]},"execution_count":4,"metadata":{},"output_type":"execute_result"}],"source":["Train2.attacktype1_txt.value_counts()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"7KkC9KSMJupp"},"outputs":[],"source":["Train2['attacktype1_txt'] = Train2['attacktype1_txt'].replace([5],15)\n","Test2['attacktype1_txt'] = Test2['attacktype1_txt'].replace([5],15)\n","Train2['attacktype1_txt'] = Train2['attacktype1_txt'].replace([6],16)\n","Test2['attacktype1_txt'] = Test2['attacktype1_txt'].replace([6],16)\n","Train2['attacktype1_txt'] = Train2['attacktype1_txt'].replace([7],17)\n","Test2['attacktype1_txt'] = Test2['attacktype1_txt'].replace([7],17)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"PwY_y6dQJupp"},"outputs":[],"source":["Train2['attacktype1_txt'] = Train2['attacktype1_txt'].replace([15],4)\n","Test2['attacktype1_txt'] = Test2['attacktype1_txt'].replace([15],4)\n","Train2['attacktype1_txt'] = Train2['attacktype1_txt'].replace([16],5)\n","Test2['attacktype1_txt'] = Test2['attacktype1_txt'].replace([16],5)\n","Train2['attacktype1_txt'] = Train2['attacktype1_txt'].replace([17],6)\n","Test2['attacktype1_txt'] = Test2['attacktype1_txt'].replace([17],6)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"-Qs9ICgqJupp","outputId":"82cc8304-e04c-4d0c-93d8-0db666f62bab"},"outputs":[{"data":{"text/html":["
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iyearregion_txtnkillcountry_txtransomcityweaptype1_txtgname89...127128129130131132133134135attacktype1_txt
01970-0.7351990.01.4394360.0-1.0856130.741379-1.4109810.192-0.125...0.8652.9460.281-0.1691.738-0.168-0.078-0.1660.7960
11970-0.7351990.01.4394360.00.2701001.5336691.5914662.736-0.074...-0.1680.416-0.163-0.1673.546-0.159-0.1692.042-0.0024
21970-0.7351990.01.4394360.00.2701001.5336691.5914662.960-0.087...-0.1600.630-0.152-0.1703.655-0.149-0.1681.734-0.0014
31970-0.7351990.01.4394360.0-0.8220221.533669-0.1260472.961-0.036...-0.1590.952-0.145-0.1483.229-0.134-0.1701.447-0.0024
41970-0.7351990.01.4394360.0-0.8156101.533669-0.1260472.391-0.041...-0.1690.442-0.151-0.1643.409-0.170-0.0751.798-0.0014
\n","

5 rows × 137 columns

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"],"text/plain":[" iyear region_txt nkill country_txt ransom city weaptype1_txt \\\n","0 1970 -0.735199 0.0 1.439436 0.0 -1.085613 0.741379 \n","1 1970 -0.735199 0.0 1.439436 0.0 0.270100 1.533669 \n","2 1970 -0.735199 0.0 1.439436 0.0 0.270100 1.533669 \n","3 1970 -0.735199 0.0 1.439436 0.0 -0.822022 1.533669 \n","4 1970 -0.735199 0.0 1.439436 0.0 -0.815610 1.533669 \n","\n"," gname 8 9 ... 127 128 129 130 131 132 \\\n","0 -1.410981 0.192 -0.125 ... 0.865 2.946 0.281 -0.169 1.738 -0.168 \n","1 1.591466 2.736 -0.074 ... -0.168 0.416 -0.163 -0.167 3.546 -0.159 \n","2 1.591466 2.960 -0.087 ... -0.160 0.630 -0.152 -0.170 3.655 -0.149 \n","3 -0.126047 2.961 -0.036 ... -0.159 0.952 -0.145 -0.148 3.229 -0.134 \n","4 -0.126047 2.391 -0.041 ... -0.169 0.442 -0.151 -0.164 3.409 -0.170 \n","\n"," 133 134 135 attacktype1_txt \n","0 -0.078 -0.166 0.796 0 \n","1 -0.169 2.042 -0.002 4 \n","2 -0.168 1.734 -0.001 4 \n","3 -0.170 1.447 -0.002 4 \n","4 -0.075 1.798 -0.001 4 \n","\n","[5 rows x 137 columns]"]},"execution_count":7,"metadata":{},"output_type":"execute_result"}],"source":["Train2.head(5)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"Dc721lpDJupq"},"outputs":[],"source":["nontextual = Train2.iloc[:, [0,1,2,3,5,6,7,136]]"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"HfHRYE5sJupq","outputId":"5a5b63fe-4cd3-419c-84aa-1c2c143691d2"},"outputs":[{"data":{"text/html":["
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iyearregion_txtnkillcountry_txtcityweaptype1_txtgnameattacktype1_txt
01970-0.7351990.01.439436-1.0856130.741379-1.4109810
11970-0.7351990.01.4394360.2701001.5336691.5914664
21970-0.7351990.01.4394360.2701001.5336691.5914664
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"],"text/plain":[" iyear region_txt nkill country_txt city weaptype1_txt gname \\\n","0 1970 -0.735199 0.0 1.439436 -1.085613 0.741379 -1.410981 \n","1 1970 -0.735199 0.0 1.439436 0.270100 1.533669 1.591466 \n","2 1970 -0.735199 0.0 1.439436 0.270100 1.533669 1.591466 \n","\n"," attacktype1_txt \n","0 0 \n","1 4 \n","2 4 "]},"execution_count":9,"metadata":{},"output_type":"execute_result"}],"source":["nontextual.head(3)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"kgQaxDMgJupq"},"outputs":[],"source":["Test2nontextual= Test2.iloc[:, [0,1,2,3,5,6,7,136]]"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"HSpZQ5eQJupr"},"outputs":[],"source":["nontextual = nontextual.to_numpy() #this is train set\n","Test2nontextual = Test2nontextual.to_numpy() #this is test set"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"1udbNu3aJupr"},"outputs":[],"source":["X_train = nontextual[:,0:7]\n","Y_train = nontextual[:,7]\n","X_test = Test2nontextual[:,0:7]\n","Y_test = Test2nontextual[:,7]"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"XM9b9qpYJupr","outputId":"4916c0d0-5d32-4734-effe-bfbfc5355cc4"},"outputs":[{"name":"stderr","output_type":"stream","text":[" 41%|████▏ | 12/29 [48:12<2:54:15, 615.05s/it]"]}],"source":["from lazypredict.Supervised import LazyClassifier\n","from sklearn.model_selection import train_test_split\n","#X_train, X_test, Y_train, Y_test = train_test_split(X, Y,test_size=.5,random_state =123)\n","clf = LazyClassifier(verbose=0,ignore_warnings=True, custom_metric=None)\n","models,predictions = clf.fit(X_train, X_test, Y_train, Y_test)\n","print(models)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"zHZdfPPwJupr"},"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":"3.7.3"},"colab":{"provenance":[]}},"nbformat":4,"nbformat_minor":0}