diff --git a/.ipynb_checkpoints/DataProcessing-checkpoint.ipynb b/.ipynb_checkpoints/DataProcessing-checkpoint.ipynb new file mode 100644 index 0000000..ecd60aa --- /dev/null +++ b/.ipynb_checkpoints/DataProcessing-checkpoint.ipynb @@ -0,0 +1,1545 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 87, + "id": "6f097224-3d7b-4983-8540-22c09e0a68d7", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from xgboost import XGBRegressor as xgbr\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import mean_squared_error as mse\n", + "from sklearn.preprocessing import PolynomialFeatures as pf\n", + "np.set_printoptions(suppress=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "d80f16e1-f6d6-4582-b8ca-89dcf5d24d6f", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('data/consume_data.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "284de394-57a7-4ae2-ab46-0e9a925d0fc5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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consume_iddistanceconsumespeedtemp_insidetemp_outsidegas_typeACrainsunsnow
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" + ], + "text/plain": [ + " consume_id distance consume speed temp_inside temp_outside gas_type \\\n", + "0 0 28.0 5.0 26 21.5 12 E10 \n", + "1 1 12.0 4.2 30 21.5 13 E10 \n", + "2 2 11.2 5.5 38 21.5 15 E10 \n", + "3 3 12.9 3.9 36 21.5 14 E10 \n", + "4 4 18.5 4.5 46 21.5 15 E10 \n", + "\n", + " AC rain sun snow \n", + "0 0 0 0 0 \n", + "1 0 0 0 0 \n", + "2 0 0 0 0 \n", + "3 0 0 0 0 \n", + "4 0 0 0 0 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "a89fec1a-e93a-4fed-95e6-53fc1f1deadc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(376, 11)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "0045acc8-3a2d-4925-a846-268c0c62c4ea", + "metadata": {}, + "outputs": [], + "source": [ + "columns=[]\n", + "for x in df.columns:\n", + " columns.append({x:df[f'{x}'].unique()})" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "188f89af-cbbc-413d-96ab-69f50a9fc4f4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[{'consume_id': array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12,\n", + " 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25,\n", + " 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38,\n", + " 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51,\n", + " 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64,\n", + " 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77,\n", + " 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90,\n", + " 91, 92, 94, 96, 101, 103, 104, 105, 106, 107, 108, 109, 110,\n", + " 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123,\n", + " 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136,\n", + " 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149,\n", + " 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162,\n", + " 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175,\n", + " 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188,\n", + " 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 202,\n", + " 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216,\n", + " 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229,\n", + " 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242,\n", + " 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255,\n", + " 256, 257, 258, 259, 260, 262, 263, 264, 265, 266, 269, 270, 271,\n", + " 272, 273, 274, 275, 276, 277, 278, 279, 280, 281, 282, 283, 284,\n", + " 285, 286, 287, 288, 289, 290, 291, 292, 293, 294, 295, 296, 297,\n", + " 298, 299, 300, 301, 302, 303, 304, 305, 306, 307, 308, 309, 310,\n", + " 311, 312, 313, 314, 315, 316, 317, 318, 319, 320, 321, 322, 323,\n", + " 324, 325, 326, 327, 328, 329, 330, 331, 332, 333, 334, 335, 336,\n", + " 337, 338, 339, 340, 341, 342, 343, 344, 345, 346, 347, 348, 349,\n", + " 350, 351, 352, 353, 354, 355, 356, 357, 358, 359, 360, 361, 362,\n", + " 363, 364, 365, 366, 367, 368, 369, 370, 371, 372, 373, 374, 375,\n", + " 376, 377, 378, 379, 380, 381, 382, 383, 384, 385, 386, 387])},\n", + " {'distance': array([ 28. , 12. , 11.2, 12.9, 18.5, 8.3, 7.8, 12.3, 4.9,\n", + " 11.9, 12.4, 11.8, 24.7, 17.3, 33.4, 25.9, 25.3, 14.2,\n", + " 17.9, 18.4, 18.3, 32.6, 19. , 12.1, 20. , 4.5, 11.7,\n", + " 10.2, 5.4, 2. , 16. , 27.3, 10.6, 11.6, 13.1, 6.1,\n", + " 153.5, 2.9, 2.1, 9.8, 6.8, 14. , 13.9, 9.7, 24.8,\n", + " 34.8, 5.2, 10.5, 13.2, 13. , 12.2, 12.5, 26.2, 22.9,\n", + " 162.7, 16.6, 15.9, 5.1, 22.4, 31.1, 16.1, 4.2, 17.4,\n", + " 23.5, 7. , 20.1, 20.8, 1.7, 35.9, 36.9, 16.8, 9.9,\n", + " 36.6, 44.9, 21.6, 39.4, 26.6, 53.2, 18.9, 43.5, 16.4,\n", + " 21.1, 22.7, 44.4, 35.8, 40.6, 14.1, 58.7, 16.2, 31.8,\n", + " 51.6, 38.6, 81.2, 130.3, 67.2, 43.7, 56.1, 39. , 38.5,\n", + " 28.2, 19.6, 13.6, 8.7, 7.9, 2.4, 18.1, 1.3, 13.4,\n", + " 6.4, 15.7, 12.8, 29. , 31.4, 27.1, 25.2, 14.3, 16.9,\n", + " 9.2, 31.5, 24.9, 17. , 7.4, 25.7, 4.1, 15.4, 101.9,\n", + " 93.9, 32.1, 48.6, 37.2, 28.8, 6.7, 6.6, 13.3, 12.7,\n", + " 16.5, 20.6, 16.3, 18.7, 36.5, 29.9, 10.1, 31.9, 10.8,\n", + " 19.8, 11.3, 11.5, 21.4, 32. , 41.9, 211. , 216.1, 25.5,\n", + " 22.1, 39.5, 21.5, 4.8, 100.9, 129.7, 21. , 17.2, 6. ,\n", + " 20.9, 15.3, 28.5, 14.5, 16.7, 5.5, 14.7])},\n", + " {'consume': array([ 5. , 4.2, 5.5, 3.9, 4.5, 6.4, 4.4, 5.3, 5.6, 4.6, 5.9,\n", + " 5.1, 4.7, 4.9, 5.7, 4.1, 5.8, 4.8, 4.3, 5.2, 7.4, 6.5,\n", + " 4. , 3.3, 9.9, 6.1, 6.2, 7.9, 12.2, 5.4, 3.6, 6.9, 8.7,\n", + " 6.3, 6. , 10.8, 8.1, 7.1, 9. , 3.7, 11.5, 3.8, 6.6])},\n", + " {'speed': array([26, 30, 38, 36, 46, 50, 43, 40, 42, 59, 58, 24, 32, 39, 37, 62, 57,\n", + " 21, 28, 29, 35, 51, 23, 55, 44, 25, 63, 61, 82, 52, 18, 41, 20, 56,\n", + " 45, 22, 60, 71, 75, 66, 27, 33, 49, 14, 80, 34, 53, 47, 73, 69, 85,\n", + " 67, 54, 31, 48, 16, 88, 65, 90, 87])},\n", + " {'temp_inside': array([21.5, 22.5, 20. , 21. , 20.5, 23. , 23.5, 25. , 24. , 22. , 19. ,\n", + " 24.5, 25.5])},\n", + " {'temp_outside': array([12, 13, 15, 14, 10, 11, 6, 4, 9, 0, 5, 3, 8, 1, 2, 7, -3,\n", + " 17, 18, -5, 16, 19, 21, 20, 25, 23, 27, 24, 26, 22, 30, 31, 28])},\n", + " {'gas_type': array(['E10', 'SP98'], dtype=object)},\n", + " {'AC': array([0, 1])},\n", + " {'rain': array([0, 1])},\n", + " {'sun': array([0, 1])},\n", + " {'snow': array([0, 1])}]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "columns" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9f02ba86-e3b4-4fc5-acb4-b203e2191bcd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "consume_id int64\n", + "distance float64\n", + "consume float64\n", + "speed int64\n", + "temp_inside float64\n", + "temp_outside int64\n", + "gas_type object\n", + "AC int64\n", + "rain int64\n", + "sun int64\n", + "snow int64\n", + "dtype: object" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "bfa2a362-6ac6-4387-9e0c-a31e5dcf11d5", + "metadata": {}, + "outputs": [], + "source": [ + "df = df.drop(columns='consume_id')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "412a800b-5cb3-4bc9-8649-6cfe451d6731", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "distance 0\n", + "consume 0\n", + "speed 0\n", + "temp_inside 0\n", + "temp_outside 0\n", + "gas_type 0\n", + "AC 0\n", + "rain 0\n", + "sun 0\n", + "snow 0\n", + "dtype: int64" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.isna().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "afdcb7c5-d791-4d7b-9b5d-4370080d9148", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(data=df, hue='gas_type')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "9a98f9ab-aa9b-4a0f-adc1-8a58fbdbb555", + "metadata": {}, + "outputs": [], + "source": [ + "dummy = pd.get_dummies(df, drop_first=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "9627aa3d-e3b0-4181-a143-9768a1da3a21", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "heatmap = sns.heatmap(dummy.corr(),mask= np.triu(np.ones_like(dummy.corr())), cmap=\"Spectral\")\n", + "fig = heatmap.get_figure()\n", + "plt.tight_layout()\n", + "fig.savefig('img/CorrHeatmap.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "449bdf2f-9ad7-4580-ba1e-9d7ed4285df7", + "metadata": {}, + "outputs": [], + "source": [ + "e10 = df[df['gas_type']=='E10']" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "3131927a-0b2b-461f-a49b-77cadfa8d5b1", + "metadata": {}, + "outputs": [], + "source": [ + "sp98 = df[df['gas_type']=='SP98']" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "84635638-27bf-4bff-9b95-845c12e95b9c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(data=df, x='distance', y='consume', hue='gas_type', alpha=0.4)\n", + "fig = sex.get_figure()\n", + "plt.tight_layout()\n", + "fig.savefig('img/sexheartdisease.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "d6a0d892-0be7-480c-b516-ec0296992cf8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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BWIcWaRqNRrPebNjirpTyR67z0OMb9Z6bhj8IOx+BjkPgWmq07wtstlUajUazKjpzdz2JZjfbAo1Go3lDtC9Co9Fothla+DUajWaboYVfo9Fothla+DUajWaboYVfo9Fothla+DUajWaboYVfo9Fothla+DUajWaboYVfo9Fothla+DUajWaboYVfo9Fothla+DUajWaboYu0bVXMEsxdU81c4p2Q7t1sizQazV2CFv6tSC0Pl76kxB+AM9B7EjqPbKZVGo3mLkG7erYiuauLRB9UD99XwKptmkkajebuQQv/VsSurtyne/hqNJp1Qgv/ViS2Wg/fLIRTt98WjUZz16GFfyuS3QVtB0D41HY4DX0P6h6+Go1mXdCLu1sRnx92vAnaDoJrqtG+7uGr0WjWCS3868XsZZh6TfnnMwPQcRSCkVt7zWh6PSzTaDSaJWjhXw/yw3D1GUCq7clX1WLszrdsqlkajUazGtppvB7kh2mK/jxzg8tCMjUajWZroIV/PRA3/IBGo9FsGlr414NUP4hllzK7C0LxzbFHo9FoXoc1Cb8QIiqE+GUhxB80tvcKId67sabdQaR7YedbIdGlYu27jkPPfZttlUaj0azKWhd3Pw6cAt7U2B4FPg18biOMuiPJDqg/jUaj2eKs1dWzW0r5HwEbQEpZRTuwNRqN5o5krcJvCSEiNEJXhBC7AXPDrNJoNBrNhrFWV8//DfwD0CeE+CTwMPChjTJKo9FoNBvHmoRfSvlFIcSLwEMoF8/PSilnNtQyjUaj0WwINxLO2QP4gCDwqBDi+zfGJI1Go9FsJGsa8Qsh/gg4BrwKeI3dEvirDbJLo9FoNBvEWn38D0kpD22oJXcYpZrN0FwVy/HoSIbpTt9iQba7nLJpM5yrUbddWuMhetIRDEMHhmk0m8Fahf/bQohDUsqzG2rNHUKhavPV81NULReAc+Ml7tmR5kBncpMt25qUTZuvnpuiVHcbe0oc6U5yrC+9mWZpNNuWtfr4P4ES//NCiJeFEK8IIV6+2TcVQvycEOJVIcQZIcSfCSHCN/tam8HVmUpT9EH5vF4bK2La7vWftI0ZzlUXib7i3ESJsmlvkkUazfZmrSP+PwT+MfAKCz7+m0II0QP8DHBISlkTQvwF8I+AP76V172dVC1nxT7T8TAdj1DAtwkWbW1q1sqvjONJ6pZHPLQJBmk025y1Cv+0lPLv1vl9I0IIG4gCY+v42uuHWQLXVq0PF7U9bEuEGJxd2hC9JRYkEdbtDVajJR5csS8R9pOK6q5iGs1msFal+q4Q4k+Bz7IoY1dKecNRPVLKUSHEbwJDQA34gpTyCzf6OhuK68DYizB9HjwX4u3Q/5BqgQgMtMaYq1pcma7gSUhHA9y7I4MQerFyNfoyUQ52WVyYLON6knjYxwMDWQI+XRxWo9kMhJTyjQ8S4uOr7JZSyp+44TcUIgP8JfBBII8q9vYZKeX/XHbch4EPA/T399937dq1G32rm2f6PFz71tJ9yW7Y+wQsEvdC1cZyXTLRIH4tYm9IqWZTd1xSkSBBv75eGs1GI4Q4JaU8uXz/WjN3f3wdbXkHcFVKOd0w7K+ANwNLhF9K+THgYwAnT55847vTelKaWGXfpHL9hBcid5SrQrsr1koiEiChr5dGs+msNYHr46zoLQg3M+JHuXgeEkJEUa6ex4EXbuJ1No7AKjH5viD49EqkRqO581mrj39x3f0w8H3c5IKslPJZIcRngBcBB/gujZH9liG7G2YvqYbp83QehoAWfo1Gc+ezJh//iicJYQDfkFK+ef1NWsnJkyflCy/c5klBNacapruW6qyV7l/i39doNJqtzi35+FdhL9B+ayZtcaLZZhSPRqPR3E2s1cdfYqmPfwL4txtikUaj0Wg2lLVG9SQ22hCNRqPR3B7WFEwthHhYCBFr/P/HhBD/SQixY2NN02g0Gs1GsNYsmt8FqkKI48DPA5dRhds0t4JjgVW57sOW461aF0ij0WhuhbUu7jpSSimE+ADwX6SUfyiE+KcbadhdjZQw+ar6cy2VFdxzH0TSjYcl5ydLnBsvYjmSzlSYE30pkpGVNW80Go3mRlnriL8khPhF4MeAv2+Ec+oUzJtlbhBGnge7Cp4D+SG13WA4V+XFa3mqlofjSUbmarxwLb9p5mo0mruLtQr/B1HF2f6plHIC6AU+umFW3e0Ux1fZNwa1AgATxfqKh6eKdQpVXb9eo9HcOmuN6pkA/tOi7SG0j//m8a1y2YWvuX+1qpWGEPj9OoFMo9HcOmuN6vl+IcRFIURBCFEUQpSEEMWNNu6uJTMAxjLxb9sPwRgA/dkoAd9Skd/TEScW1PX+NRrNrbNWJfmPwPuklK9tpDHbhni7KvGcuwx2DRLd0Lq3+XBLPMRb97cxOFOhbnt0psLsao1tosEajeZuYq3CP6lFf51JdKi/69CeCNOeuKNaEW8rPE8yWaxTtR2ysRCZqI640tw5rFX4XxBCfAr4G26xA5dGc6fjuB7PXs1xrdF+0xBwb3+afZ3JN3imRrM1WKvwJ4Eq8MSifRLQwq/ZdozO1ZqiD+BJOD1SoCcTIRbSUc6arc9mdODSaO5o8jVrxT7HlRRrjhZ+zR3BWqN6eoUQfy2EmGr8/aUQonejjduWeN5mW6B5A5KRleLuNwSJiI660twZrDWB6+PA3wHdjb/PNvZp1ouZS3D27+Dlv4Ch74B5/Ro+ms2lNxOlL7PQntMQcKwvRVyP9jV3CGsdorRJKRcL/R8LIf7NBtizPcmPwLVvqBo+AFOvgV2H3Y9tqlma1Qn4DN68p5XJQp2K5dASC5KN67acmjuHtQr/rBDix4A/a2z/CDC7MSZtQwrDC6I/T34I6gUIpzbHJs3r4jME3YtG/RrNncRaXT0/AfwwqvPWOPCDwIc2yKbth1jlYxDX2a/RaDS3yFqV5d8DT0kp26SU7agbwb/bOLO2Gel+VatnMdndENKNzzQazfqzVlfPMSnl3PyGlDInhLhng2zafiS7lD9/+rwq1Zzqh/aDm22VRqO5S1mr8BtCiMy8+Ashsjfw3K2JlFCeBs+CWBv4N3lxLt2v/jQajWaDWat4/z/At4UQn25s/xDwHzbGpNuAXYdr31ILqEgIJmDnI5Do3GzLNBqNZsNZk49fSvkJ4PuBycbf90sp/8dGGrahzF6C/DVU1QnAKsHIC1svecqxwCpvthWaTcJxPcqmjVwe8aXR3CJrdtdIKc8CZzfQlttHZXrlvmpOiWx4CxTaWtGTtwt6TjZ78mrufq5OVzgzVqBqubTEAhzvS9Omq7Vq1ontGS8YWkXcA1EIbJG47Llry3ryDsPwsytj/TV3JTMlk2evzlKqO7ieZKpk8e3Ls5iOu9mmae4S7uwF2pulZTfMXQWzpLaFAd3HwbdFUu6LY+RrNlMlE8txyUSDtHtjBOpFiDQSuvIjMHsBrAqk+qDtAAS28IiwOA7T59SsKtkDbQchuEVutKswVapzcbJMqWbTmYqwryNONHR7fi6TpTresnt82XTJlS260lv3mmnuHLan8EfSsO9dUBhRrpR4JyTaN9uqJkVbcHGy1PzxV8waNj4GfI1Y/9IEXP4KyMYIsDKjbgADD2+OwW9EZQYufUnNXua368UtW5KiULX52vlpbFd9ALmqzVzV4rH9bQix8X2PA8bKibgA/D7dc1mzPmxP4QcIxaH9wGZbsSrjvi7Crf14tRKuaxOMJjGTHdQnLxDGWZipLCZ3GTqPbo01iuXkhxZEv7nvmlpXiWY3x6bXYSRfbYr+PBOFOrNli9bEBoX9mhV1TawS/cEMV8IRcvUFG7rTEVp1PSDNOrF9hX8LY3uCydFr2PkxkC5GIELfnqNIexACAnKDkOxu5B40xEHKrbsG4K3im97C9nrL/Syoq+yxQfZaNTWDq84AEAYeTe3hYvYIhZpDazzIrrb4bZltaLYH23Nxdz1wbZgbgpmLym2xjgSLg+RKVUq+NCV/C67rMnf1RYxYizogklIVPH2L+rym+hb8/2uy34G5YZi+CLXCutq/gnTvyrpDya4tOdoHNbo2lmlsazxAS2yDRtyFoabozxMtXOZ4aJJHM3kOpRzCAd91ntzA86A4pj7PyszrH6vZ9ugR/81gVuDq16E8obYNP+x8K2TWJ/M2KE1a4kGKNQfHk4R9Ep9rYmEQAohklOsknFAdkNM7oOvY2t/ArsHgM1AYXbB/x5vVovdGkOiCnW+BiTNqcTfVB13HYYuOYFviIR7e08Jr40VKdZfOVJjD3Ul8y+8G64VdW7otPZi9rK6P9NRNs+ckdB5e/fmeC9e+DbMX1bYwoPte6Dq6MfZq7ni2tfCXaja255GOBDFu5Eedu7wg+qBEePQF5X7x3foljWS6iIcCxEMBpJQIyyEVayPmLRKI9oOw/z3KXXKj75kbXBD9pv2nINW7caUrsrsgs1OJVMPeimlTtz1SkQB+3wZMPq2ycqNE0jccsdWXjdGbieJ6cmNsW0ysDbV823Al1ebAqSubHVOJ/9iLaua0WpnuwohKSvSHGzcKAePfVSVAbmQWqNk2bEvht12Pl4bzXJ6q4EpJazzAyYEWsrHgGz8Z1A9zOWZJRdasww+tpW8/ZmmG6auv4Ng2ic7ddA3sxyieVwdEs9D3IBhvMP2/HvVV7LcqYJY3tmaREODz43mSM6MFzk2UcDxJMuLn/oEsHcl1CkeVEsZfUjMMz1Zi2f+QujHfkLni9kTSpHqg5z5ls2eDEYDuE0r05/Ec5VJcTfjrReV6HPuuyv2IpNVC/+LwX41mEdtS+K/OVLgwuVAKYaZsc3o4z9sPrDGkM5JZuS+UgGBsyS4pJZ5k7S4CKUF6+ANB+o+/jZaBYzhWnXimA5/fD/UDqoxDJHNrM4tweuW+YGyF/RvFaL7KmbGFdZFizeH5qznedaRz5ejac2/8BlcYUSI4T72gajMdfD/413hzv910HYWWnWqGYpbh6tNLHzf8r1Om21MzTtkoOVLLw9hp2PuujbNXc0ezKcIvhEgD/x04gprf/oSU8tu36/2nivUV+6aLJqW6TSK8BpdAdrcSl/Kk2jb8yqe6SIwvT5c5P1Gibrn0tUQ53JV8/QSgmUsw9SpYVcgMQDhDbD5BqzrQCNVcp9Fbdpfq+lUca9jvUyPO25QANl2yVuwr1h3mqtZCWYLcIEyeUTOpVK9aE1hrqOr857IYswS13NYuxBeMq79IRn3HcpfVfmFA14nrl+zwPIi2LJQiEQIi2aUzBo1mEZs14v9t4B+klD8ohAgC0dv55tHgytMO+gVB/xp9uaEY7HkHlMbVCDzevmRKPTJX5bkruWbw38XJMpbj8fCe1tVfLz8Mg9+g6eMd+raKukl2qSn+9Dnl8939trWf5OsRCMPux1U2rVODWDtE0+vz2msgHFh5nX2GWIhcKU3A1a8tjGBnL6kb4N4nYJXkphX4V8luFb7V929FfH4YeEQttltlJeqx63x3QOWktOxRawWuCYGYmh1s5UxuzaZy24VfCJECHqXRulFKaQErh4AbyI7WKFdnypiOEloBHOxOEvLfgEvBH4TMjoXt0pQaoTkmY5UOpIwsCWEcmatdf0ZRGIHFMeK1ORWSl+oDGolP+WEVdrlOPttczeVKIUbdDtPu+dgV8tZ1EXO2YjI4U6VqOnSkwuxsjRFovH5/S5RLU2XK5kJ8//6O+MK1KYwuiP48pQk1Yn89AZwns0M1tTEXham2Hbiz/N2GoXz/DQpVi6szVUp1m5ZGXH/zRpnqU6K/KEqqlhzg4lyAwtj0yuM1257NGPHvBKaBjwshjgOngJ+VUlYWHySE+DDwYYD+/vVtUNISC/GOg50M5SpYrqQzGaIncwuTjvIUXPqCWmADRLUKteSSxiqC14leXNFbV6h9Yumu9Qp/nKtafPX8VPPGN5RTN6X7dqxPXH2havP0uYXXH56rka9aPLBT5SHEQwHedqCdoVyVmuXSlgjRt/j6X6/X8Fp7EIfisO8JVY/JqipRXHyTvsOomA5fuzDdvFEOz9WYKVu8ZW+rSuoKhGH321Xmr1miHkzzzHSEmbli8/ipksmje9tuLHpNc9eyGcLvB+4F/rWU8lkhxG8DvwD88uKDpJQfAz4GcPLkyXVPmUxFAxxdL/fG3NWm6AP0xVwuz0ziJTqbSVY7W6PEQ4tG+1ZV+dkdU1ULFb6F2juxrPLRLnpNsruX+LjrlstIvobpKOFsv4GSvUOz1aYoz3NpqsL+zsRSG2+SoVxlxetfma5woDNJMqJeP+FzORycAlGDQBsYixaW0/1qvWPx+af7bizhKxRX6yKbhOm4jOVrVC2XbDRIZyp8Y5m3jqW+H1aFvBmhbi2NtporViiOzZISpnIFJbuh4xAAI5NlZqq5JceP5+vMVMwb+p6sK66tZrb1ovockz1rc9tpNoTNEP4RYERK+Wxj+zMo4b9zcZZ6qjqZ5ZEdHVwOB6l5AXqyUfZ1xBcOqBfh8pdV9AUo0W/b14g7ry4s5OUuq+1U35IevGXT5uvnZ8jXGjMMAfftyLCvY23N2S13ZcMZz5Mr6tPcLKu9jidVYxFlQFWVKGj2RRDQe9+CUMda1Ah2+jyYRUj23lE9iE3H5RuXZpgsLCyuHu5OcrwvvbYXcCy48jQUVa6FKNTYFd7DpcABPAlRn0dv/jlkNQ/Rxo264wj03Q+AtUqJDAnYzrqPn9aG66iEwblrC/vaDsKOhzbHHs3tF34p5YQQYlgIsV9KeR54nDu9wUuyGzl7ibJp47oQC/nozfrp3XsdF1XuyoLogxrp54fg0AeWxtFnd6769Gsz1abog4oCPTNaYEc2SmgNftzOZJiLi8JZAdqSITzXY3SuRkssSDi48nVmyyZ122s+vnz72ugY1ZpJSyJJwBBkRZGAZ1LypfCHoqSjjVDKucFlzXAkjL2kzjfYuEEmu2847n4FlVkV1x7NbkyoamW24UrKLNiNWs9ZLPoA58ZLDLTESEXXMKPKDzVFH1BrH5NnaenvZ9qN0upO4i+PEuteFOU0dVYtBkezdCTCGKKwpLRzLGjQGt+kUNbi6FLRB5g5p6LLtlBV3O3EZkX1/Gvgk42InivAj2+SHetCPdHPSGAfhbGX8RyLcLaX7sxxWq73BHOVdopWVcVwryGBqmI5K/aZtkfVdtck/L2ZCPfuSPPaWBHLlUq4/QZfODuFREXdPLgz21z3sF2PFwZzDM5UkagbW8hvMFe1kRJSIYk3N8KrFy7gui7pZIq37W/FHHkJx/XoSCToPvb4gn95teqing1mdYmA3jSeC8PPwcwFtUjsD0H/myE7cOuvDSp8cuR5FW01//p9DzZLXlTqKz8fV0qqlrM24V/WbjMR8rMjG8bz18l5MdKGSX9bbGn5ZumpUiLRLC3xEA/ubFEdvEyXTMzP8b7Mmr4bG8Jq7UOlBLuycr/mtrApwi+lPA2c3Iz33ggGczVerPeR6OnGj0vJCzEy7vJEso5POsrfvJhoFmaBYBKQSvQCEVV7Zw2okfPSH00i7CfkE1RMm9gb+OmFEBzoTNKbjlC3XUqmw7cvL/iE67bHqaE52pNhAj6DodkqV2eqzcdLdYdvjeQ50JkEAZY5y3e++wqtyRh+nx/HqvL86Rf5geOd+L0aYb8Ppk5Ba6+KhoqtcksMxlZE3ViOh+W6xIJ+5R93LBWuGIy//kL33DUlyvM4Jgx9R8Xwr0eIY2FYjbAXv/7ws6omUTBKZpUM8KBfrE30QfnsAUdKHNcj6PPRlkqQ3r+LQ0aEaBWMy5eXPscIQHQhsXBnW4y+bIS64xIN+Dd3UTeSZUlJClC5I5GtWaRvO7AtM3fXm1xZ+fhLjg/w4Tc8WisXMF8aIerzVvbMzexUzd3PfEbFp3cdheM/suYM1YGWGNMlk6HZxgi8MY3//KuTWK6kIxninr7MdYVGSsn5yVJzxF+3XaJB3xLffLnuUqrbZGMhctWlaxgV02G6bCImi1iO5HC0TCJsEKmO4DkWkXiGSrVC0fHRPe8yssoqgzbeBukBaJ1URcWkXBgxL5rtXJgs8dpYgbojaU8EuT8+RTz3mspniLVD7/2r30AAqrMr9zk1Vaoi0LWma/y6rPr6pgrDDUbpSUfY3xnn4mQZTyrRv68/u2r+yKoke5iJ7WXs4ouYtkMiGqH76EMkI0kCAIEe5dOfOqtG+kYA+h5YMcDw+wziG11naC0kOlURwYkzyq1p+KH35J0VXnuXoYV/HYiHl17GbjmJf/wUgZ4UeIaKwZeeSkACmHhJJWz5/GqUXxxXi52dR9b0fkG/wZt3t7C/I4HpeNRtl2evLozYx/J1XC/H2w+0rxpJMjJX48Vr+eb2TNnE9SQDLTGchmM46BdEA+q84ssyjl1PUqq5ZGNq0bYlIhibHURG/eCBZ9dJ+F1i/kWLyL4gBBshmz6/6hbWug/suhLw4EI451i+xqnBueb40ChNMHjhaQ51JVW55NI4XPsmHPie1W+Wq5U2MPwqsWk9WD6DA2VHw01lGIL7dmTZ2RqnajlkYkFiaxV9YLpi8XRlB5meFoJujRlfkoszEZ7odFWuiWGohdyW3Q33TmZ1m7YKQkDPvWrAY5aV4G/FhkHbCC3868DO1hjXZquUGr7dSG2SnnR0qQ+2OLGQgDVzCZCqmuI80+egMAaptS1oCiGa3aCev5ojX7OYLpqYjkc6GsBxPQo1e2FBNT8CM+fBqjBh7aBYCTFZdjEdj1TET75qsastDp5EAEd6Us0F3h3ZKNdmK+QqakHZ9TyO96aYraiZQJwKA93tzOZmMRC4Eo7u7KY0O8qwFSAVC9Fx4D6CyxdY422rnttksb6k5UmkPknFdKhYDon5m1B1Vi2urrY4mBlQC+jN0g1CjTjXS2xS/ZC4om5A83QcWTGCzcaC1y/8V5qC6degnlcuovaDzRvWVMnEdiVTxICYyuFzVum5G81u2Z4GqxLNLHFH3RDVWdWDojqrZnztB69fwkLzhmjhXwcS4QCPH2hnLF/Hcl36KlkShWXNMAxjoTTwagu4RvCmK2PWHZdLDbcCQNVykUgC85UlS5NLevR6FUFhFArBPjypju9IBjncncSTktZ4kI7kgsBEQ34e29/OyJzKGyjXo4zO1alYDpYjSRmzdHZHkf0t1GyPlqgf06yTyz5I1XKZCbYwXO/izWs8n+Ay94Q0ghgCfItnL8JY2ohmMfMJTYURFdUTa1Xiul4Ewqp8Rn64ETXUcmMRSLU8XP7SQi2dak4J2t4nwTB0z93lmBW49JWFReJqTiVN7n/31i26t8XRwn89qnnID6rFxESXiqV/nQXFaMjPnvlY/fI+KC9N6qLt4II7o/sepsZHuFAOUXMlvVGX/f29GPN11ROdKolpjQk/QZ9B0GdQdxZcKy2xEN78Zn5oITkMSFMlYFtEw52UXXUzao2H6ElHmglWywkHfOxpV+eXr1qUi3P0eCMYsk4wnCJpCvqTasYzPJfHjPdSt8Hn1vFLk/G8yt5tzkBeh95MhAuTJWq2OoF8uJt92ctEg4sEMbv79esLBcLQuucN3+um8Ydu7PXNsgpjnS9/bdeWZiKXJqAyBYlOerIRLk4VmS5ZmI5HLORnoCW6fXvulsZWRgbVcmrGdQdnZG8mWvhXozoLF76gFhIBJs9C7wPX74C0nHgb7HkC5q6oH3iyWxXRajDqpvnz/EHM3BjCs/hOuJWH0x283ToNeGrRrue+NXfV8hmC+wYy5CoWddslEwsSDfgWxXEvTdgKmzM81JnhaiLOjOkjEwsSCfjW3AI3bdR5yD3FTGUWy/FIun5adp0AnwFWBV80hD10EVm6hAQCwI7uY3hybZUxU9Egb93fzuBMhYrp0J5M07vveyF/WQlAvGvjuoVtBFYNLn1ZiRWodY3i6MpzaHwAPgSW4zFZNKnbLvGwEv5t23N3ed2mN9qveUO08K/G7OUF0Z9n8hUl3oE1jroS7ddNTjl9dYLh2TKQRBgCWbV5+pWr3PdQlpTbcBGNv6RCHD0X4h0rIyBcW4147Do7YikuTUkS4QDJSAApoTURpGzaTJfrdIU6iYnXmsKSjgTI2UEC4TjtIYmU0J4ILY0Ccp3G669SvXPuKjFZI5ZdVF8ndwkOfx+E4sSunmLMrFKN9mB5gqRhkS5dJuN7EFjb1HxV/3hiIYrH9SQTczVqtkNLPEQm7FNlpu2acu0s8327nmSyUKdqO2RjobU33Vn1+UGyy/vvep4Sc7sK0dalEUf5awuiD2qtYepVNfqfX/eItjQ6ccFIvkbNlvQtur4jczVyZZNsY9TveZLJonK3ZaJBWu7m2UCyW62HLf5NBuPr677bipQmlVswkoR457q2KtXCvxrLe6BCI4a8vnbhfx1K9cVZtxLwqNRqlL02UqBEfeo1FSnimCoiZeCRhUxeq6bKFjcWF9sMP2/vOMmpYpqq5dKZDGF6Hl+7oG4iAZ/BW1sfoL2qyhun+vbRFtnH5JRDxXLpzUQ43LNo4dOuwdVnFrJHDZ9KgJp3bdgr+xngOep5oTghH0wGenhtZFZ12AqHePuBPsQ61Ye3HI/vXJllZE59ToZ0uS82zV7zLCBVCYz+B1RFztWOF3DvDZS4sF2PZ6/MMpRbeP49/Wn2dzaumWvD4DdVzSZQLpze+5u1c3CWfZ9cW80g/QEV2p7sgs7jzX4OdXtlyQVPqvwKUKUvnmsk1M3bc6wvzaGuuzRSJpSAXY/BxMtqNh7vgM5jd3fZ6ZFTMPEK6gsi1He5/8F1E38t/KsR71BRIUv2tatiardCvQCOxe6OBN9ZXKTCCLC7u51YQDLrtJKuXcYXiKrRPihRHTmlClv5g8qFtDiixHNoL5zhLbvfQ9XzMVexOLUoXNN2Jd+aS/LuI+8h5BNg+OgFetqv0yEsN7ikZACeC2On1DpHIKSuxeIEJoBIhoovTr1sMmOnKZQvqAgUqb6rZ2cFA/4k6/FTHc5VmyIO4FVmeGl8iJ6dCaJOUa1njL6o7A3GGJ5bdryEl0fy9GQiawqzHJmrMpKv0R5yCHp1ykaMl4YL9GYiKlkuP7Qg+qBcEKOnVGG5UELNmPCpPg6uAz6f+kwPfZ+6qc73IC4XqdXqZCPh5elOhANGc5YyXqg1RX/+fF4ZKdD7Oms0dzzJLurhdso1k0Q0tC5ZyHXLpWw6KvlxK5WsLk8pD0PzGyBV1F+m/9bLmDTQwr8aLXvUFGvmghKRWJsawd3s3dZtNDOfPg/S5XggiX3/Dv72pXEsy2JHTxeH+7N8/tJZXMcmE+nm/r79tDqLGrpbZeUa8AeX1vlB/fCHJ6a47A4zYUUp1ixa4qElCVlVy6NieYQWuTiEEKwaKFLPr9xnVcEqKeFP71DrD5NnwXPwwmmuRo7ywpkZXE/iugZWtJtIbRJwIRClHu+jbEN4PRJnF82YALBrWLZN2YsvdPRxTFUaIhhbMsNqno4jKdftNQl/pWbSb15k+swpZs066VSWnn2PUKq3KuGvF1Y+ab5Hbiih6ur7g3D6T1USWWYn3PfjS2aPZ187y5lz53Bsk3gize6dhxmqCCxHEg/5uG9HphleW6itUhLCkxTr9l0r/BcnS7w8ksd0JJGAwT39GQZabz4v4/JUmZeG89Qdj3DA4ERfWoUzbwXqRVYuuEn1PdPCv4H4/KpyYMdBJdqRzJpKyEopcT25sqFJ7sqSEXLQLvLmxDR7vvcRynUL1x/h+WsFaD8K0mWuXuTFiSne0RXHkA64lko+mvcHL+v5O1sxmTGDlN0QuDZV2yU3VeZETxKBR8mShPw+YqGloxrpuriOhT8UmT8BNbpf3JNXesp1EYxCsOEaMQy1+NxIwBqrh3j2cp75EYpEcMnKcLirE8NzIBAlHAqQCN/i161hX2q5uAUiBAMB4mJRhrE/1IyLT67S/CboF2/cZrPxfjFzmrNnvtkcf+ULOeT5rxPZuxOIrH69DP9C3sD4K3D5qxDN4oaz6mZ77nOqGmkwxsTUJC+deQXZWKwsl/KMXHyJxx99K7YIkI6GlnSHS0VWXkefIUje6vW9DTjujTf8yVVMTl2bawYr1GyP567maIkFSdzEjW6uavHC4BxuQ1zrtsfzg3O0xEJrL6uxkYRT6ju0ZPFarN4r+ybZ+t+UzeQGetxenipzbqJI3fboz0Y53L2ox255asXxU5MjXHJyjJthXK+A6biEAg0B9gWZnZykNDdFqnxZhXb2v2khZjmzU7kXGu6eiiOox7oon/082DU60/1UYv0MXRnFLOXo7erk+JGDSzqMFc9/ndq5r+BWZgn230Oi7yihyriaWaR2KOEaPaXCWeMdcOSHVq5vhBIQSjAxs7T2ezjgoy0eoub5iYUi+AzB8b70rU2nc1ebPXj7UgOMxnsZaUT4+eKtnGiHqPmq2iEaPYQbN8reTJS+TI3hRT7+Y73p1y+hMHdNlRgwCxi1EKmgJG+p6ZEA/G4Vr5KDZEp9PuGMKj3sNBZ3D31gIYN47ipzIs542aVuuSQiAXqMOtFzfw8CpqstyGU/9FyhwKuDo0w6CTqSIQ73pMg0QmG7UhF2tkab9ZMMAUd7UyQjWzemfSJf59XxAvmqTWs8xJGe5JoXpGdK1pJKowCOJ5mpmDcl/LNlsyn687ieZLZibg3hj7ephMDJVxojf6ES1taxX7QW/nVgOFfluauLeuxOlbFcl4f3NDJTA5Elx89VLYYLHrm4D9PxqFoOY/kae9sTCAGeVSYoHEKhCNChEpUKI6pmP0AwstDz167jxMoMPfN5NTsBfHhceO0l9nRmCAuL8sww1676GOhS9pQGXyT3zH/Hc10wDIyxV7EGnyZ04G1qpDHyHCBVfSGnpgS0NHbdcNbIshLOjicZaI1xoi+FBFpj4Vv7QZUm4OrXm6Pp4Ox5Hk5UmNz3ZmqOR0ssRDrcD8VOsE3VyGZRVE/Qb/DwnlYmiwtRPZnXyycoT8OVrzVzH4IYpL0C4UQHtlSzp0gwgD/cmIHV8yqap+t4o+dtVGUNuw74/JR9aS7NmnieRBg+cmULq1Jlf7/ELy0i9iyUZlSUiudgOh6zVQfT82M6HkO5GsW6wxOHOvD7DPw+gwd3trCzNUbZvE6U0RaiVLP5xuVprEY/gNF8jULN4snDnWsaDESCq88QIjc5kFjcgtIQNG8q4RtpvbrR9N6n1qjqeTVzjHfoqJ6txli+xnKP3Mj4FCX/MAk3D5GWJeFo+ZqN23asUdQNUpEAKXOc/pkX8HtVrECKaFuGieIEthslKQWt+WF8i3ruzlRdrs6pnrmZ2jQyEGG2NIvnSXxxj96kQcKeabRsjHNpokjowhg2AeLT07S1DBCqTSFck1AogOf4sfOjBPx+NcqoTKsQMsOv/OWVWXjxE8rX37IHdry5mZDWn41yeVkP3d1tcXa1XT9qZrZicnW6QtVyaU8qIR7OVZvb2ViAoVnVwardnWaXL06wPNLMlPVVJ+kOVCGjbma52WmuDk9TqdZoa7HZtSNCKLxwwzUMsbTcQTWnisSZZfWjat27kDldHF2a8BYLM5fOgm0TbjRs791zhER5EGZfUa445EIBMtdSs7zqNCS6GI/sxuu6h9GCRcWBTMDDHzOYNTJ0uJP0xgSXogFyjRF/3XbZvXM3BS/CfA5GvmozXTKb52AYgs7UwvkUqhZXZiqU6g6t8SC7WuOr9lTYMOoFmLmo/o22quvZ+H5MFOtN0Z+nbLpMlcxmyGqpbnNlukKhZpOJBtjdFm/OmDtTETpSoSU9DvoykZvuJtaZDNOVCnF5Wl2vZNjPnvYEHaktFiX0OiHht4oW/nXAWH4nNouI3AWMOOAWlNug7RAEw+CYuMkYg/lEc/1mt2+C7NRn8BkCTwqiwsTntHDZTON5HrmKheUa9DXWGXJlk6+en2ou3l4cHKMjlSLlM7EciLRFGT/9DMRbwBfAFEVyIcHYXI06DvWxCrvNEIdy55GujS+eIjB3ETAhFIXarKqgaRjgotYXXv6Ucl34AsoFVJmCE/8HoEpWvO1AO8O5KjXboy0epPd1ehgv78k7VawzlKs2heziZBlHuqQjIVxPMjKXI2/leci7oEQ1d0VlQjcKtBXzOb72rW9Tq6lS1SMjQ8wVirz5gQdXN6BegItfVDcRUG6z6izseqvaXtbbN2LNMbD3KHl/FsdxiCeypIuvweRw44RG1XVJ9qgS2+pFAGVf3YjxZecEnjuG4dUZtIIMhiL8MOrmEqbOo7vSDEX3U7E9RCDKUD1C1fGW2HG9ZablPXlHbnePXaumSoLMBx3kh6A8oWalhu+6A9X5303ddnnmwkJHuZG5GpMlk8f2teH3GQR8Bg/vbmVotkrJdEhHAvRlozd9bq6UlE2Hct2h7riIOpQtG09KfNyG67UF0MK/DvRlI1yeXqiVQ3WWXdkIMW+Rbz93EQ5/PwSjxAs1EqUxUvYEhmvRXb9CTM6RcMrg2pihLLWpSfoG3kG1XMDyJ5gJ9ZMVEWKo5uiLI3bygXbmrp7jLZk5RP4aqa444/4wtvATAKquwY6oSzwgVRkFf5Ar1/LsbhkglL8InovPqRIINNwxgZhKOJr/xRZHVZSKb5G7ZvBbKra6EWWQCAc41H39NZG67TIyV6Nuu1RMm8WaVqw7DM/VSEWCRII+5qoWo3NVDvcY5Ks2actlcGqOg92dpMqXwB/GrhaYyNcpzBUozk5RrdeX/GSHhq5xcM8eMtlVSjfP19hZzNxVqBxRiVepfuozg+SrdWzTJBpPko0miO55RF2TiVchtyg2P5qFqXOQ6FYzolBCuW1irYDyH3vCoD8TJeBBVcSYLNksDtiMprIc2HMMDINSzebq2Yklj3ckQ7TFVx+RjuVrS2ZbsEqPXcdS522VGrWF3qDn7XzPX3MNxxdHVkSaURxTLrpUD93pCLFgkYq1YGM2FqA9qWZY44Xako5yAFNFk6miSXdGDQbCAR/7OteWd/FGTBbqlOou7cmF61moOkwW6wsDFtdp9AjOq0XVVG8z7PZu4O45k02kMxXhLXtbuTxdoWY59Ebi7HXHYXFvW89rjgY7QzZvkqeYyk1iOy6ZWIXA3NlmO0Ij0kos3olTHsWXnyQYaaHeegTHkRAEy132I3eTRNvux9c+STAUIuxzObh3PxXXwHZtuqMpIm6BknQAlbHrtO5EZOKEZBFfIITRfY/KEEQ249+JtkGgokQgukxAXUv509dA1XR45tI0s2V1/sNzFTqTEYI+A4laE5ASPOkBPizHZaxQpyUeYqZs4Xl1MC1sswLlKZxAnGmZ5dJ4jnHHoTpXIu/E6fYvhMF5novjrAx7bNq+HCmbn0/dCHJtKk9+6IxKtgpE6bnnSXrnb4TesucbfqCRuVueUFFXrXubQhkWNm8PnCU3eQ3H8cgEfRzqO4IX7wbbaVTnPNA8PhEJ8NZ97VyYLFGo2XSmwuztiF93hGt73op9EtT3BdTnd/VrSsjmaT+sktxWvT42DH5d3Siaxx9SCUTXO341PHX9o0E/j+xr5dJkmVzFoi0RYn9HgkAjuud6vYCdVc5rPVit57Syo7Hf8+Dat1TP63myu1US5V3SIF4L/zrRk4k2WxUyW4OrS7M1ZbKLGTuEWavSXrpEmgrpRtEzqlKNjnxBkC6GEHh4lANZZmJpXE/SUrpM0toJpqQ3HuXSoslEazzEmNPOZ81uROI+dljT7Ko8x9v2dWD4wuRKRQbNFHNew75wip7ufrpbU4ieRjG4iTPQsWjxNt6pRvSGAaPfVQlRi2v+tB+k6AawRi4Sz3QSjq0cjb08PEex7pAM+ZuiD2p2MJyrcqwnRcVy6UoFGZtTtYXmGk1fWmNBDKdCRpiEAz6i4TAhb4JKpBPLlTiOg+cLgwPJRIJz10ZpaYkQkmokn8m2kUkvC3stm1Rtl9ZIOxEhlsZKRzLMkaQ8V0XMXCCfm1a+/waTV06T7j9EPN2o9CleplK3MF2PhJ0jEEqo6J5E4zkzF5VYRlJ0iRlK1QnaFkWxRMqDtHQ9DPH7Vlw3gNZEqFl2+41YrcduPOgjO99jtzCiej74guqm5w+phKCW3as3symMLhV9UMdnd61eSjvRqdxui5u8ByKNxDVFSyxEy67Vz6cjGcZnCNxFJxAOGLQtO/981aJkOqQapUlulo5EmIBPLJk1B/2iOQOhNKZmgP6QWt/yh9R26551i6MHKNZsCnWbZChw26OJtPBvBNmdKtlq6lVwbexYF2fkHs41etoetscYkPZCPHp5Ava+U4lFLY/ReRivWiTiFIAEbakEvUwizv4dBCN0+SM82nkfz89GsF3JgztVa7tnLk1TMV1EZz9HDiUxypfAMcl27aIUOcTQtEQ6kvbuHk7EY4jZ0+B46svcfkRlBDum+iH3nFwY3fTcA8c+CFe+BPUSbtsB5sJ9XPn6XyClJBSO0HvinbT27QWgWLP4n9++xpfPTeF6Kirj+070MD+w60iEmatY/Omzg5iucpU9ureVM2NFqqZHJmLwvXvg3IWL1OoWPWkfh3b3MjdyBdcEGe+iEOnBcOpAEC8Q5cT+XYjqLL66Q1tbGycOHcQfVMLnuB4vDs1xebqClBAOCB5tuY/W0nmwa3ixVi769/HiazNICTvMKUzTIbaoAY1j29i1EqRbcWMdDMWOMzfxAq5ZpyMaI5XsIuUumgFJV4XGRlKkDJOB1lijbLdHPOSjNxMi4FaBW6+n3xIP8dCuFs6MFqhYLtlogOP96YXoFasMZqGZcIcvpD5Tq7K68K/WE1l6jR65qwh/NAsDj8LYd5UrKZJthNNGVh67CqlogDfvzvLySJGy6ZCK+DnRmyGyKNz25ZE8Z8eKzUzz430p1frzJkhEArxpdwuvjBTUwCTs53hfeqFlqVVVZUmGnlWzQF9QlYgwq6//wjfAa+NFXh4p4HoSnxAc7klypOf2dSTTwr8RCKHaKbbtA8/m6pzHa4P55sNVX5rhqUskulOqo1QgqkS/dS8gEL4gAXucRMcedhlhsrIAE2OQVNU6hVOjt3SG9iPfg43RzD69fyBL3XEX4qOdI8otEYyzA+hqrWNZdeLJNNAOHQNqBDjfvaltv/J9JxZGuk32vl1N9e0Ks9PTXH3hH/BcG+namFIy/urXSLb3EQyF+faVWb5wdmFKMle1+btXxvjR+/uYq7nUbIfvNnr6ep5ECMH/PjPJ9xztxEOQqg9TPfMVHunMYnoBkuYwzoUhqrsexjbrmJbNeN4m1BchK0xKXohwKstj9+3Bsi3aMimEUBUuTcdltmxyaWqhR3Hdlnw9l+E9+99F2KswZkU5dWmu+bgMZ8lVLMJBX7MHQDgaI5pSojeWr/LtQpZoxzsICQdblpge+ipHd7SrXgKe2+gp25hxRFtoi4eIB/1UbZdU2K+S5oJxlaUZjKubrGOpyK/57WXMn08suLKH7kBrjN6M6rE736PYdlV3thgSY3xRCQDXhLGXVAez1Yi1sLJHrv/1e+RmB5Qf3Kmr7/MNukT6sjG601FqtrOiR/BUqc6ro8WmNa4nOT2UpzMZXlOZ79XozUTpSkVWfT+EAeOnm64qXEtt733nTb3XPK4nqZoOpuvy0nC+OUNzpeSV0YJax7nJSKUbRQv/RuIPASFmy0ubskz6ewilZqjbs6rGfPsB1YLx/D+AdJBd9/LakZ/j3HgF23G4NynpSewkujjapF4g6JQJLopXj4X9xBZ/pP4gEFQujckzBCdeJehZyoXRe78aqfnnH39VJUg5lhL++ccXE4pBKEbt4hns/ChOYQzPcfBHUzhmL7XSHMFQFyO5pW6ukN9gIl9vLugWqjbhgI/JQh1PqjyAQt2mZDoEfD5Sbh5bmniz1xD1EjOBNDsSMeq2SbVaIRSOsnvfXgqDX8DnWXSn2gnufICnL+UwbUlLwqQtHuTqTAXTlkg8KqazpAl9fW6MwuXXCNvjCDtGZ+AAE06jA5avna599+JOncMnIBSO0H30MUJRdYOca3Qiq7oGVYJUfS3c2zmAM/JNgl5VLYQeet9C/4VkL1d8A1y49BzlmkV7OsG+40fovPilRnhqVi0M564sbPeeXJKwc3m6zKujBaqWSzYW4Hhfho7kUpFY3GP3ynSZM43jD4kiO2I7SFWHGrkQPtXpzVllrQOUK2tJj9xGT9836mDm84Pv5sse+AxBPLTS5ZGv2CvCpefdgjcr/K/3fkhXfYaF4YVM7FTvUlfWDTI6V+X0cIFS3cZyPIJ+Y8mtVUoVsquF/y5ieU/equdjLHM/RwZ8IG3lCw2EYNfbwCoxFNzH6RELMiXwbHL+GZz8qxyIsxC5EgivvYdsfkg1d5+nOKamsftUxyf1+PNqlGo0yhsPfQf2vWv1kZtrYs4MghAIYWCXcwTDUQIh9aVtadQD8hngMwwsx6MvG+VQd5JIwM+Lwzm+eHYKn6EqhyJV4OP8Yp8rDdpFnt3ZBEJmqNouY9UoTtebcVyJYbh4g09zoCWKEBE8r8i1C88g296GKwUXJ0s8e9liX2cCV0ocV3J1psqhrgSGYUA9j78wRDTrA+kSqE2TyhUotj9O1RXUHZhKneDhQ/fgc0yi6RYisQXRiy7rQZylQG5yiO6WfhCuWhifvaxCTv1BLk5X+MMrLfS2vI0Yda5aAb51Os+/PhQiJktK8AefUQlg0lWL/IPfgIPvA3+I6VKd56/mmiPEmbLNs1dmefJI55Js7HlmyybPNXow+30GRTfElVqEIx3HCHiNBLNARN3IV6PZI3dXw3WzuT19o6GV5yhgiStuXQnGVX2laLYxgwmDP3rT16Bs2nz7ymwzl6FqO7w6VuX+nZkl+Q030pf5VtHCv1HMDaket3aVvfEepqMdTFTVh2wIONiVIpha9kXquQeAyauzgNVM+Z/1xQj4RqhZDtGgT41Auk+svUT04kqe85QnVahaNKsWlg2f6strV9Tosza38PgyosIh1neMkdERHE8VEesbOMrQ0DUuuzX6shHe0gNjV88iGvX8337sfna3q/MZL4Q51pfk5ZEiNdOmNR7kA0dasMbPEZR1ZkM+Ht6zn3TuFbBKxBK90HOSsamXCbgW2aifQDrOTLlOzXZBSly3QooSNZKU6jbTZYu9jd9UJOgjHQ1QsVwSYQNRL3KoK07CUz15M9EAs5USKYpUSSGAnnSYC0WPQg26HJf9/gWff28mwrXcQkJR1JymIxEkFF3k0y4Mq/o8do2JSjeG7XF6tkrdtIiHfMQMh2tWikPMKHdPNbckOmbKCnHhtWEKMoonwW8IrEWLkWXTZbZkNcMdp0t1LkyWyVctBIK0l6etfgVqc/jiHYRad1J2p8lEG7OQ9kMrI7VWfNDp1+9ydpvoSkXY0RLl2uyCj313e2zJYvkNU82p+lnlGbVg3X5ooR9wokslKc5eWsi6b9mzZLF/OfmqxfmJEjNlk5ZYiP1diWZ2+HTRXCLwqm+Gn6rpNusWDbRG6byNCWRa+DeCwihc+Wqz9kq4muMtmTrXOk5guS5t8df35QV9S0c4eTeE6HyUQ10WSEtF3NxIRp+xynTW8C3E5XsOXPvOQvJReUr5+43Vvx4VEWaIbtJ7+sC1kcEIZ2YqdLYHKJgOu5zL/HD9M1zp20PF8dETHGZPfgj4vwA1rQ36DE70pTBtj7aIJFG9xolOieMF6AyZZC5+R93YjAB+u0Tb1DcJJA5g+Tzi5QkKJhREG67jUqjZGIYPw/CDq2YZPkMov60nsV3J7rYY+zsTGEKQ7WilM3eV+d6UAZ/Bno4kqZ4M7TJBJGDwwuDcgmuqViJfs3lsn0qICgd8vGVPG2P5KhXLpcdsITW7SPStGkxfUMLq2hj1CBNjOfJuBE9KymWbbCxMOOgHq/FZCEO5YKRH0ZfmmWsWZrYOoSBTRbUovLM11oxEEUDAr+Z/pZrN1y9MNxPiUkYN58KXsCMSATjlHL50O8aht4BhK1/9OkanbDQ+Q/Dgziz92QjFukMqEqA7Fbn5jmTzCWfzi9j1OTUQ2v8eNbo3DJWZnu5XyX7hlHL1XGfdwrRdnrk4Q6mu1gQKNYepcp0nDnYSDvoI+Jc+TyDY0RLjcHeSoN8gGQ7QlQrfnmS7Blr4N4L80Iq2cIHCVfb0noDQG6/c97VEuDg6hV2aVokkoQRdXQOEOxdG34WqxVCuiul4tCdCJCN+hnM1TMejLRGiL7MoszG7U5WEXhx1ktmp6tFYlYVqkpUp5ccMhFWD6+v0YpwK72R67hQT42oE5klJoOswPXaFveY1OsoXsaZf497QOXBdpC+IcHpwnvtD/NVZsrGj+GQ3M40ZUK0+iREt0yOLxMxpIK7E0Kqpm5IAx61TyrYwU64TDKVoLT1PV1sXVrlIOhLnMr2MVQJMlSqE/Ab7OmOM5qtUTJd4yMfJgSxHetLqBOqCes5PrlDCavS0zfYdpLurl27g1bEClWqVWn4S1zYJRBJIt4NcJdUMsQy6FQacQXAqEIlR9yfJzU5iOR5Rt0RLZje+xuWLCpuE4VADag4g/PSmgyRojGCjGTWybFzv0XoQ0x9UwlSZIeOLcqkaxJMLrpneTKTZg3c0X2uKPkCbN82kU8O0A83InpCVJxlPKhfGHYjfZ9CXvfkyzEsojq6MXKoX1Mx4vtmR4VtzP9+JYr0p+vOU6y4TxToDrTE6kmHaE0GmSgtrKm2JIIe6k6u66m4HWvg3glUFU665R2iLqPH26FWu2i51V9IZrbAzEGA+9C9ftfjq+Slqlnq9l4bzhAMGhlAJURcmyxztcTja27jJRLOw7wmVkGLXIBCHM38J1cais1VRi1nBhCrKFoiqL/517A3EW4jufxxndhBp1/AiGcrlCu70BahM4k87BK0JqDlIINR5CP/Mq1AZheIwgdBeHu95J89k3kbFcjkQCrDj2tehOAXWtAqdmxtUC53Sw/bHmQl0Mjg+xfjMHEUZYX/LAAfNIkZ5CsNfIZjsIxzwEQv6iIf9RAM+/MIFCelIkKB/YTRVEVFOB04SCF7FEBUmwm2M+fZxvPG4Wasxe/U0ZnWhwbddK+IdbYySzQpc+lIzW9V0PMZpZTa8D8wSdsBgzB/mBCqyKWgVeKjdYTKSZbYOrRGDNmZxI20Q86nGNrE2FTtvFsHqgPELzc8nAOyJtLGjpRfHlbTEg+xsjTdHvMu/ba7r0ZWKkAyr6J54yEdrPIRYceR25TrXYa1Np5fhXed5srE/4DN48+5WrsyUyVdVGPfOttimiT5o4d8Y0n2qicviL1h6xxtHRcyTu0yLOUwLeTBccBMwmVcJN8Eo13LVpugDzFYs5io2JwcymA3/xLmJIrvbYwulh2OtzRICnP3sgugDCIE3/AKVnY9TK8wQ9/uIGoGlJRoW0ZUKcznbiZ3qwHI9/LVpYgwSqE/jAV6kBb9rAgIXA1/Aj/CHEPE28IfIhlooTbzA996zE8d2CGJRN2rg1Cl6YaL+OEZpAjO1E9sT2NLA8wQWfuqOS8hn8tqUH3+0C0tK7LrE71yhq+MovmSY8UKNkZkiT/RJZKBGLZDhypTB3rYkqWiA4bkq16ohCB5AhNTv3ZiqM9Buk4oGSDgzuNbSyKSIXcAs57hYTdBlDhJfVKIgX7WYmrvKeOfjDHn9xA2T6Pg5+nclyZKjK+HnzESZdneSjoCHtDyyre207jgKwUVRKXHlvuscu4Rf2jh2tRl33+6vcrId/KskUHWnIpzxFZpuoHKog+5wmF3tYfzz7pBI5nV91LfKfA/gsumQjgZuW3TKTZHsAn9kaUvMW+jh25kMEw0aVBf9JiNBY0nRt2jIvzDj3AJo4d8I0n0qvXvqrBphZwZU0421YpZUz12zqLaFoXICHAuCUcxlPVkdV8V3yyX7JKbjsWq027JprmOZlHwZyraf6dkKZHfQljpBn2OuGsmQjgYRQrlETMej1bB5vCdLZHYUE4FdKxE7+oN4MxegkkO07QezhLj2LfAcYpEW9vbcR+Hq/6JSmCUb8jDadzA5OAmOS2sph93xEI4U1GtlnEQfs3YQRxpUvADhaAbTMShbDmbdJeQXpMMGZc9EyhBh4bLTfpnAoOoIljB8xHsfwHTbgcCS6zc/WPMk1B2HFAHC1hwP9sa4UlTZlR2JIElvjqujM4y4DnucKfrMOl2NcErT9ZguVJgKFblSjmEI2J0YwAyZYFfJtnTxSNf9vHZ1mGKxSEd7O4f37W0mmC0nI4s8ks3z2lSdfM2mM+ZwJG7jX967t0EqGuCRPa2cHS+Sr9pEki3s6Pse/HOvqUX6ZJeaRV3nRn6reJ7kucEcV6ZVroQQcLgrybG+9Ia83y0TjMPut6kevpUZdcPtPLrmhLPlRIJ+Ht7TytkxtbjbGg9xqDvx+v0eNpmta9mdTuse9ed5N1HfQy6IPjSyJs1mc+nWeGhJQlI87FdlHhZNOTOxAKnrdZjK7lKLzw0qtkcl2MKo6MbtyjJdrDJ0foj2Aw+zWtzEUK6qMoa7A/jcOnUnzNDMFG/ddQzXNkkbVQJjY3Dvj+B5LoZZhRf/h5pxCAG+IIGJl0ntfpy4MwdSYA9+k2jHA1TnximH2qkMf5tK2zG8aAdm3Wa0BtPRDirRMLVADJ85Tl88gD+cYK4OE3UDw58AF/YGc9i1cbp2dBLEYs7yUZ8+Tdp3FAjTmggDS29+8ZCPkN9gulQnnOkieu55joUCiFiQQqmIKcJUCUO9SC2SZnSiTiYaIOxX9Rxtf4wpR/mgPQnTdpTQjmMQfTMYBj1AT/8uPMfFuM4Uv2za1CyXlPTRPfcC3eEgXiyMYZehGAPf917n+wJd6Qhd6QieJxtrO63QvuMmv3+rU7UcKqZDMhxYUkd/vFhvij6om+nZ8SK92WizT/CWI9EBiXeu2/VpS4R56/7wouu/tdHCv9HczJfKCKoEmqlzKsQv0aEWmuwaBMLsaIlRrNlcmCzjeJI9bXFa4yEGG+FumWiA+wey1/8C9p5UZSIufQWcOrL9CEQ68Z39AsI26Ut1Uco+SKVWayYtLaZUM2nJv0xx6GUcxyGZaqGU3M3Xzk9Qn7pCe/9eHs7sI/LCxzHsCrQegGM/BGf+CqwyXmYnbqKb2ZlJqtMTGOEU2WgroWic6hzkZQL76I9RH/4uwqlArJPgjkcpThRxbZNQpo9H+3yIl/4Qu1aitWMv3t4fZsIzAElP1GagW+Kd/j1kvUBf2158h95P0C0DCbpTYY73pnhtoojlSJJhP22JEF94dQrHk2QiEfbtfxPFwRex6mUisTTB9oMMXT0N0mUiFGNn20FMOUkYD180Q/rAQSrDPsAlGwtyoDOu3G7LPv/rif7ZsSJnRgs4niRhWTzc+3ayE9/CMPNqjab9MLj1N/7qLP/M10n0z00o+yxHEg2qnrc7WtSNrrissiaom1+5bm9d4Z9nnYuu3QmiD1r4tybRNISSyl0kPUCqLOBGK0GfITjRn2FvhxKXdCSIYah6H6bjkYoEVW1/T+JK2UyMauLzw+HvVSFrZgVzcpTRZ/5Uvb4/iuPYtNSHiIbD2K638HzPA+mSqI1y6cqLhHyCUMDAKk7gL80S6D1BPdVHb9hk9sW/pbu9FYOMiiYav6Km15VZXKtOvTSDm1Y+Z8+uM2y0wq4fwt4hGbISfPNqgUcO30tU1LlWjzM4Z/H2E7swPJOMm+PCP/wJbckuQqEupsoQuPw13vqB+zACUZLDr+D/xp/hSg8Z8GEUr2Bc+BwcViUKhBAc7kmxszWKZZqUHMEzF2ebl2eu5vJqsI/HHjuIayq/9TPfeqb5uGtWuFYQHH7kveCzkGaUiSsFTg4IPEBIgYcksUpv3NUYz9d4aTiveu66NiXbx9M5P+/Z/SSGZ6psa89ChpLYjazPVZFSDRT8Nym213n+dKnOd4fyTbdY1fJ4fjBHSzxIPBRY2QMZlatyM20RNbcHLfxbkcyuRkXFMbVt+FXRtGU/yFgowOKOe4u3L0+XOTeuegB3pyMc7U2uTE+Pt0McsnPD5FMZ8oU58IHP8JMJC14aHGekHqUnHeF4dIbI3DmwKrRULO7N1CjPjoNr4gvGqPtT5Lwa+IOE6yNYtonluIRDYbVA6dqqL62UVLwK/s7dGFUVXuoPRskd/Md86ZyNg5/erM2b97RSMl1KJAiFJU8MeERHvoo0K3TGLNyOOGNzVcqAYRh0yTyh8iiJviOqumIwhs8qg5CAoYqU5YcXyiDkBolOvkLULFF2M7T6dzLjqOQmgXJ/ff58EcMwaJWz9HV3MzymPg+/388jnR6xwX8ABJ3xTo607OSVWTWaN4Tk3v706uUAVmGmbCLzQ2qGZxYQyR6sVDefHXEQ9RodySQdffsYvFKlWC/RnghxpCe1dDSdH4aJV1SkUaIDuk6sXoDtehRGYPzlxvPbG89XwQDTZWtFwIvlSOYqFvFQgM5kmL0dMS5NVpAo0T+yqEewZuuhhX8rEozA7sdVXLFjKoFea0QQqjHHc1dUyr4QcHWmguW4vHX/6klfgWiKvbt2USwWsV0Pwx9ksASzddUT2Jwb4dq5Z9jfEUMAIbdKS+67BANZXJ8gRJ6yVSdnBEGYOP4YfuHDtzgRLZSEziPgmDilGsPjI0R2P4bbOcdoeBd/f7FKd28QfAGCPhWOef9Ahrrt0SLKJK59jWLMwo4GCNfm6HOGibf1YjqSsOEQoIYRbpSGDqdVXHwgCki1OO4LLxQZK001evi6IHz4C4O02rOUW96C5anEr+ev5jjQmSQShNFSnaxb5m37slRNh/aQS2Lwi6rGUjCKr3CNw5ESHfvfQcn23rin7zIi1hxc+2Yzc9fvVnn+yjh79+wnlkhwnhjPXDTZ1x7Ccj1G5mqUTYd3HupQs7FqDq483ch58Kk8knpRFWFby+i/mldZxvNFyfLDjee/F/xBooGVMwwBTT+/YQhO7siyoyVGqWaTiQbJ3kpWrWbD0cK/UZQmVL0Wp66yJFv2vn4Hn9LkQpx9sltlCxaG1banmoGstQPQWL6GzyeYLZtKOGNBpksmhaq9UPe7PKXss6sQbcMIJ0mbJXAsZmQQX9cxCo46NlqboFg1qVphYkEfoYAfKxAhKF1q+BC+AL7MbnJumAvVAKl0hkf79hGoDEO9MdKfd1sZKs4+1nuE3PQkwi4zY3fRlknTmlqo6T9Ttgj7fXSnozByHoSPtKiCXcFOtuAlO4iZFYxGM5jgA/+YmZHLjF/8LplUK6n+N+MffV6JqS8Ehz+gBPLSVbVQLqUSN6tCSziDKSzi9RcpmQ7VYCs7M+0LTeSjLeQmJ/F5Hrt9M1CrqaSr+SJsgFHL0e4r0Z5eKKy2Vnrtq5yLhhifraua9E6ApGESow7xbgqFGlPFGrtbF3Vdq9rMzPfgLY6pO7xZUj2EIxnwVVVCXqr3jQ0ojS2I/jz1gspmTffRlY6sSEDa0RpdUjJBCEF7InzTfXA1txct/BtBaUr1dG2OoIZUklTvydWPL0/DpS8u1GopjataP8muheebJVUhcQ24UvLi4Bz1Rkz/tdkqh7sTNNedKrPKvvlOVKUJmL0KBsoGRyIDlWaMu8RAiIUCcQFpk+jaSyDSSdDxMCJJZnJ1UukWuvwQivupJR4m4U6BU4VYB7TsUx2+7CrhQIzuoVNEynNY0sHyV6jKZSNTAWLeYOnC6PPqGgKBuatEO/djZA8QqhRws3sYPX8K01ThjuaEjT+RJLXjLSodv1E6gZlz6jORwOUvNWYEEIgW6SnnKKT3E5JhzOI4kUgfV4yTOJ4EXxDRfhBfqweiQ4mrf/mIVqAu4I0jPItDxhDp9k6qng8nHkDmB5FiH6LxyoJGJ8zFlZLn305KGH9pof3h3FWVmS3WaM/1Sh80nh/y+3hkTxvX5qpU6g6paID+bPTmSyZoNp1NE34hhA94ARiVUr53s+zYEPJXV46gps9B+8HmAu0S5q4ubV9XnYP8NYhl1WgVYPyMEirPUYk4oaSaETh1tZ1cSD6xHW9Fe7lc1VrQgbnBpe0Ha3NQHFaF3/xhwqaDO3WJdP9eck6IcqSbva3DRH2ualIRbSFQnSGQVEWtRvI17NQOyuEuEkFJwrnItfEREj0pIrE4ICF3CQ59ACIpGHsJn7TxxbL4XI+emI+R8Ty2VW2OovsyYWbLFiO5Kq01P5lYD/lwCNu2iUXCZIRFItsDrb3MzM1h23UVAuu5RPxVZmensA48jikzZM1pInMvIXa+RZ2vdNQ5O3VAgD+CvzpBS89RWoJRqpbLuclrtKQOMOmpz6srEyMbrYIVVK0pyxPKDTdPqnv17lQN6rbLaL5GxXTIxoJ0hy2MiVegNodlJAj6g3TPnQbAMmaYSO+nGsgSQ+VN+AwWlWaFjpiPNmsMxopQK6rSHoup5q5rywpSfRB4eWkf4njHkoSvcNDH/o716Xmr2Xw2c8T/s8BrwM210dnKLP8RQqPn7vV6wC7b7zmAVM/xoQRq5iIEw0psHFP5/JvCI6DvQeg4CCjf676OBFOlOpbjkY4GaU+EcOarOy63w3MbPWdVYlM85Gdva4RQ0o9hBehNZunCp2xwTCWau9+pSkqbZdxQhlGzC3e+gJjr4MllqezSbRaBM806FydLVBoNwsXcVQ53DDCXDVMhQHsyzEiuxlBOiVesUmNHwYc1/DzSc4mkOzDaUqSvPQOhBMbIRVqln+naHNJzwVelVs7jVi1yxRqWWyHj1Mk0s7VctQ7gWur/Qio3WqNERTToY297lOGEH9sK0BX3s7f+CmLw2sL5tO5X51TPq2qmbQeuO3Ku2y7fuDjddJW0BUxiM39NpnRRffw1h+jAI7htezHyw4jMbgYyD2H74kigI5mgPRFiOFcjX7PoiPnZa53FGLyi3qAwqmrwmI1OW6GkWsRea/34UBz2vEMNTmo5JfjtB++q5uKapWzKJyuE6AW+B/gPwP+5GTZsKImuRsmGRSS7lN9+NZJdqoTzPJHMwgIlqOzCaEuzmiSVafX6vScb4i+RUxfIu2Ecz6ErkiUVWdqXtCMZWgi7S3apzOB5v0EkpW4ki2YjqbZeju4Z4GijH69EUE3sVHH00QSB/DXmBt5NlRCu61G5vDDCrEU6aI2cJxJY9PWKtTcXV6dFlrrrIxULYeBQlwHMeo3ju7uIh0OcmyhSrDvKBeXUCYkSl68N0ZPqoWZaZKJRCldfJHLiCUJAKBTEGH2RaPYYlWKOKhGiqXY8T90YvWCSSsBPFEMlpIXSSiQTHSpiKpgAfGphdP4jTLdzaPdODvn8qsDdzCLRBzWDOdiYwVyP8jTYVWbMCNOL/OP99iUKg6eJpiOEfAbhgMHkhW8wc+/PMpx+kqrlkcDPkwc6loRuNns6z1yCedGf//ymzqnw3PmZXDDRLAGxJmItEHt47cdr7mg265b+/6Jq9F537iiE+DDwYYD+/v7bY9V6kd2pps2Tr6ofYqpH9SC9HpkB6H1A9eh1TEj2qsbnc1cb293KpzzvDnJM5e9ujGBNf4LRsTFmzr6GNAKEozHu3/sor1aSmI6kIxnmRF9qwSeb7lczhMlX1GuleqDjiGoI0uy5e39zBGtX5siPnKM8+CJSuvjDacJ7H+VVb4xxR5Ux3tUWZbKoFpNFqpuBrrdj5M6peiiJTnX+Daf0nJGmNZNGDH4dadcJJzvJ7/k+arYkHoZqrQ5D31aLz9KDljbyToCwKShXHJJRF48Qrm1BOEbML3A7BvAiGax6FZnuxWjpYHJinLGiTbF9gCMZiTf4LaCxUH7ofTB7Ra2dBBNw8L2NxWe/Esye+xZGvFaFFXiu6l2wmvB7Lgw/r27m0kOUHAaixxikCwkETNV2z/VUB5qw3yAb9jBlGctpoT0Z4nhv6vrx+vYye4Jx1frQF1TnEG1VjVRWrENoNIrbLvxCiPcCU1LKU0KIx653nJTyY8DHAE6ePHlnlRUUQoUutqqeu6v69Vccf1j13F18fNdxtZ0fgaFvLRwfjC2pnJmruUwPn1cVNoF6tYJ/8FmeeMs/QvoCq9cM6Tioir4tfz/XWmFvpZyndPX55na9ksO+dppwz/dAEWq2x2TB5NF9rViepC0eQoh26NqvkreCS7N/O7xJrk5PkUjvJYhLyQsRmHyV2IFjKhywPgozl3EiWRwjRC2YwHBfRfoTGLEwVihGyDeKL96qxDmaJmmView6ROeOA8zkcjx/ZYqRzndghj26A0VeuPhN3r7vKHXhEnRrGFNnof8R8MxG2r5fdbwScoW9qzYs8YdVtNJqFEZg+rWFp/s8AhMvkOp9F3knQC3aTdwwVH/eBolUlsjeA/QE00QDvtdfOI2sYk+iG/Y+AT6f6symF141r8NmjPgfBt4vhHgPEAaSQoj/KaX8sU2wZWOZ73l7s8fPb2d3qtC6uStqlJ/eoVwnpREArHpNidOiKI5yIYdTK5HIvs50f/n7+VavyFmqmPgSXXjlSZVd6g+Tt30ErSKQxWcI8jWbz748TsBn0JoIcU9/mpZYaNXXaxFljHCRyvQQnmvTFk1ihAf47sUhhq04J7wx4rtO8q2zVzDreTJGD+8++VZeefm7mB6EkxH2Hn8n3tiL4NXV9eh7kMCVLxOwKsSDHXTsfYxvjIAnDfbECqTCAV4ZK+EzBLGQj75AloRTV83o/WHof+j6rQhTfapkwvQ55df3h9Tx1yvqVZ1d+vRIkPa6Q9UrkSfLVd8Ab7v3/fiHv6ZutOEkHPlB/PHWtf0gUz2q6Nrkqwv29D7w+m4njWYRt134pZS/CPwiQGPE//+5K0V/PfEHYdejUDmkFnqjbao7VWUGnDr+kSGYWSo24WiM4Cp1dm4GXzTFhEwSTyfx4ZG3oEKEoKGEUkrJK6N5jvSk8CRMFU2ev5rjiUOdq9Yu8UmXVmucRNzA9YK4Xo25/Cj17iCehJKMMXnmi9zX0oorfEz5avzppQAPnfgAMdfBCEhevPR1Hh0YUD1uw2kY+qYqPue5uKafcHGQk31voWBJ2kOtjI29RHc6gpCCUt3lmshyYNdj+IVUI+jXq8xoGND/gCq6Z1XUTXZRDP8KQks9mIaA/tYEmV297JEx0rEA0eAPw66H1GJqqu/GsmyFgN77ILtb9cSNZt94VqnRLEIv299JzNfTX7adMRIUJ69SnJ0AVOvBjgMPEQq/jjgt5+o3VGx7eQa6j8OB90NShfNld95DYegViuOX1LGGQdexJ3ipqnzIhbpNdzpCYFGmbq5ik69aCxmcYy8pca7MKrdEdieh3BXwwWzVwWnZieGaQJDJmkFd+qjOjhLAphyNMVZKcrEYYKYW4OHIIHsCNSjMgjQhkqVezDEjOsk5IeJhiLkFuoI18CUZcdvp6BrAb04rW4Sg2nKYnK+lmXA0UahxYbJMsW7TlYqwvzO+suRCNLtqD+IVpPuV26042tghoPMoiXTr0kWtTL/6u1m2SE9czZ3Hpgq/lPJp4OnNtOFuIJpIsfNN30t+/AquVSOW7SbdvoaMzXmGX4Snf10lWwFMn1Vx4I/9WwDCqVZ2vv3HKQydxamXibXtINy5l1ChRs12yVfsZmXQeXxCLBR3m7kEz//BQvjp7GW14DvwFjWCtoPMzlax57+OvjC1WB+pYB2kRTCYoscXpCsVIRKBvdEQmekrCF8QfAa2KFEpTFEOH6Dmuqq0cSzEwd4MHTJOqWYzHnwUvzuJz61jBjJMiwx7G/bNVS2euTjTbGRSrJUo1Gzetr/t5pKU/CHY9Zjy9VsVNZq/ySYfGs1GoEf8dwrVfCPKp65EM71jSUnZcCRG564baPaymLEXFkR/nitPw5EfUO4NIBzPED60KNyvlmenNQh2jUKsi4m8j7q7sAa/uz22UJ1x4pWlyU6BiPJPt+yFQJgoLsH2Pcy5qrZOKNVCNpPCbzrgQdZvs2dvLz3BMYRRoyXkEU21EDJUdEvNEc2F7ebliu2gPd7KoXiIUt1momAy5HapvAgPdrZGmvV0RudqTdGfZ7JQZ7ZsNXvs3jD+ILTsurnnajQbjBb+O4FqHi7+g6rbA2qRsfselWm7HqzWM1RKVVR9NeoFuPiFZphjinO8rfUkg0YvVculPRFiZ2ts6WstxnOUOyQ7AIafSLydHdF+vJxF1XJpi0juCXYwMhWkYtr0ZmO0VF5grmxgui7J4hTx/kMqvNWqYMsYM7EwxNrxWy52pJUhfy/zrbIT4QBv3d/G4EyVsunQngwx0BJbZN7K85SA1D1qNXcpWvjvBOaLty1m6qwKF329Rca10nUMzv6NCr2cZ+BhaN+7+vFzgyti2zO502QOD0BolRDHjoNw+ctLy0S0HYBdb2vOWtLAPfGGGE+cgeoVWuNA3ABnFnKvEO86rhrFm1KVEN7xZgjGCJo2VTfO5eBxbL8S7Y5lFTLT0SAn+lePsOpJRzg7XlJx9fPmJYIqKkmjuQvRwn8nsNhN0txnqf3rIfw73gRv+Xm48A+qamffAyor9XrYq3SC8hxlT2iVnLz2g3DyJ5T7qDKt+pvuefz63Y8W14zBUzcMuajkRSihQlxDKbBKJFr30hXdy+yspFiz6UlHONSdXHM3pGw8xCN7WnhtokSxZtOdinD4Bp6v0dxpaOG/E0i0Ly3pABBru34JiJth7zvUn+uqJKDXI96hZhyLibaoUhPXo/c+9beWHqfxDrUGME84qbJtF4csZnfC/idU4pUQdAKd7cptczMLsj2ZKD2Z6E0/X6O5k1jfhpOajSGzUyXsGI37dKwN+h9c936hwBuLPij/fPcJMBqLt9EW6HsIjDU8dy02p/tVyQFfwzUTyaqevf5GrfdIRrl5fIEVGaq3Ktpa9DXbAT3ivxMwfGq03La/kemZXh/Rn68YeqM9Wg1DLS637lVNTSLptYn+WhFClY9o2aPcSvOv332P2g6ndOVIjeYW0L+eO4nQ+mTiAjB9QblT7Bqke1WP1Rto7wiomjbL69qsJ8HYUvfO8m2NRnNTaFfPdiQ/Ate+pWrJu6ZKqBr+zmZbpdFobhNa+LcjxVFYHqNeHFOdvzQazV2PFv7tyKr+eGNjFos1Gs2WQ//StyPp/oUIoXmyu9Y3PFSj0WxZ9OLudiTerhKoZi6qDNxkj4oY0mg02wIt/NuVZLf602g02w7t6tFoNJpthhZ+jUaj2WZo4ddoNJpthhZ+jUaj2WZo4ddoNJpthhZ+jUaj2WaI1drObTWEENPAtc224zq0AjObbcTroO27NbR9t4a279a5FRt3SCnblu+8I4R/KyOEeEFKeXKz7bge2r5bQ9t3a2j7bp2NsFG7ejQajWaboYVfo9Fothla+G+dj222AW+Atu/W0PbdGtq+W2fdbdQ+fo1Go9lm6BG/RqPRbDO08Gs0Gs02Qwv/DSCE6BNCfFUIcVYI8aoQ4mcb+7NCiC8KIS42/s1skn1hIcRzQoiXGvb9u8b+nUKIZ4UQl4QQnxJCBDfDvoYtPiHEd4UQn9tqtjXsGRRCvCKEOC2EeKGxb0t8vg1b0kKIzwghzgkhXhNCvGmr2CeE2N+4bvN/RSHEv9kq9jVs/LnGb+OMEOLPGr+ZLfMdFEL8bMO2V4UQ/6axb92vnxb+G8MBfl5KeQh4CPhXQohDwC8AX5ZS7gW+3NjeDEzg7VLK48AJ4F1CiIeA3wB+S0q5B5gD/ukm2Qfws8Bri7a3km3zvE1KeWJR7PRW+XwBfhv4BynlAeA46lpuCfuklOcb1+0EcB9QBf56q9gnhOgBfgY4KaU8AviAf8QW+Q4KIY4A/wx4APXZvlcIsYeNuH5SSv13k3/A3wLvBM4DXY19XcD5LWBbFHgReBCV9edv7H8T8PlNsqm38cV9O/A5QGwV2xbZOAi0Ltu3JT5fIAVcpRGUsdXsW2bTE8A3t5J9QA8wDGRRTag+Bzy5Vb6DwA8Bf7ho+5eB/2sjrp8e8d8kQogB4B7gWaBDSjneeGgC6NhEu3xCiNPAFPBF4DKQl1I6jUNGUD+AzeD/RX2RvcZ2C1vHtnkk8AUhxCkhxIcb+7bK57sTmAY+3nCX/XchRGwL2beYfwT8WeP/W8I+KeUo8JvAEDAOFIBTbJ3v4BngLUKIFiFEFHgP0McGXD8t/DeBECIO/CXwb6SUxcWPSXVb3rQYWSmlK9VUuxc1ZTywWbYsRgjxXmBKSnlqs215Ax6RUt4LvBvlynt08YOb/Pn6gXuB35VS3gNUWDbt3+zvH0DDR/5+4NPLH9tM+xq+8Q+gbqDdQAx412bYshpSytdQbqcvAP8AnAbcZcesy/XTwn+DCCECKNH/pJTyrxq7J4UQXY3Hu1Cj7U1FSpkHvoqauqaFEPP9lXuB0U0w6WHg/UKIQeDPUe6e394itjVpjAqRUk6h/NMPsHU+3xFgREr5bGP7M6gbwVaxb553Ay9KKScb21vFvncAV6WU01JKG/gr1Pdyy3wHpZR/KKW8T0r5KGq94QIbcP208N8AQggB/CHwmpTyPy166O+Apxr/fwrl+7/tCCHahBDpxv8jqPWH11A3gB/cTPuklL8opeyVUg6g3ABfkVL+6FawbR4hREwIkZj/P8pPfYYt8vlKKSeAYSHE/saux4GzbBH7FvEjLLh5YOvYNwQ8JISINn7L89dvK30H2xv/9gPfD/wpG3H9NmMR4079Ax5BTbNeRk3DTqP8cC2oRcuLwJeA7CbZdwz4bsO+M8CvNPbvAp4DLqGm36FNvo6PAZ/barY1bHmp8fcq8EuN/Vvi823YcgJ4ofEZ/w2Q2WL2xYBZILVo31ay798B5xq/j/8BhLbYd/AZ1M3oJeDxjbp+umSDRqPRbDO0q0ej0Wi2GVr4NRqNZpuhhV+j0Wi2GVr4NRqNZpuhhV+j0Wi2GVr4NZrbjBDiaSHElm7wrbm70cKv0Wg02wwt/BoNzazdv2/0MjgjhPhgozb/f2zU53+uUSJ3PkP6L4UQzzf+Hl70Gn/UOPa7QogPNPZHhBB/3qif/9dAZBNPVaPB/8aHaDTbgncBY1LK7wEQQqRQBbMKUsqjQoh/gqou+l5UjaHfklJ+o5Fa/3ngIPBLqFIUP9EonfGcEOJLwD8HqlLKg0KIY6hy2RrNpqEzdzUaQAixD1UV8VOochLPNArKvV1KeaVRnG9CStkihJgCxhY9vQ3YDzwNhFENe0DVfX8S+P8BvyOl/ErjvV4EPiylfGHjz0yjWYke8Ws0gJTyghDiXlTtpf+vEOLL8w8tPqzxrwE8JKWsL36NRuGvH5BSnl+2f4Os1mhuDu3j12gAIUQ3yh3zP4GPosodA3xw0b/fbvz/C8C/XvTcE43/fh74140bAEKIexr7vw78H419R1DF9DSaTUOP+DUaxVHgo0IID7CBf4Gqd58RQryM6mf8I41jfwb4r439fpSw/xTwa6h1gJeFEAaqTeJ7gd9Fdc16DVUme6s3o9Hc5Wgfv0ZzHRo+/pNSypnNtkWjWU+0q0ej0Wi2GXrEr9FoNNsMPeLXaDSabYYWfo1Go9lmaOHXaDSabYYWfo1Go9lmaOHXaDSabcb/H7+kM+6c1DXKAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(data=df, x='speed', y='consume', hue='gas_type', alpha=0.4)\n", + "fig = sex.get_figure()\n", + "plt.tight_layout()\n", + "fig.savefig('img/sexheartdisease.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "3e88e4b1-5d0c-4251-88c2-d21274c157f3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(data=df, x='speed', y='distance', hue='gas_type', alpha=0.4)\n", + "fig = sex.get_figure()\n", + "plt.tight_layout()\n", + "fig.savefig('img/sexheartdisease.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "dac49f72-02be-4d13-8281-8c0f2c8be178", + "metadata": {}, + "outputs": [], + "source": [ + "df['time'] = df.distance/df.speed" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "ed24bda1-489f-4e29-afc8-f6f70d6f1a2e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.barplot(data=df.groupby('snow').agg({'consume':'mean'}).reset_index(), x='snow', y='consume')\n", + "fig = sex.get_figure()\n", + "plt.tight_layout()\n", + "fig.savefig('img/sexheartdisease.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "8a0e7493-9761-416c-bb2a-bd5b77256c45", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.barplot(data=df.groupby('AC').agg({'consume':'mean'}).reset_index(), x='AC', y='consume')\n", + "fig = sex.get_figure()\n", + "plt.tight_layout()\n", + "fig.savefig('img/sexheartdisease.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "947d30d9-017d-4dc0-8679-c79cc562ff8b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
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376 rows × 10 columns

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" + ], + "text/plain": [ + " distance consume speed temp_inside temp_outside AC rain sun snow \\\n", + "0 28.0 5.0 26 21.5 12 0 0 0 0 \n", + "1 12.0 4.2 30 21.5 13 0 0 0 0 \n", + "2 11.2 5.5 38 21.5 15 0 0 0 0 \n", + "3 12.9 3.9 36 21.5 14 0 0 0 0 \n", + "4 18.5 4.5 46 21.5 15 0 0 0 0 \n", + ".. ... ... ... ... ... .. ... ... ... \n", + "371 16.0 3.7 39 24.5 18 0 0 0 0 \n", + "372 16.1 4.3 38 25.0 31 1 0 0 0 \n", + "373 16.0 3.8 45 25.0 19 0 0 0 0 \n", + "374 15.4 4.6 42 25.0 31 1 0 0 0 \n", + "375 14.7 5.0 25 25.0 30 1 0 0 0 \n", + "\n", + " gas_type_SP98 \n", + "0 0 \n", + "1 0 \n", + "2 0 \n", + "3 0 \n", + "4 0 \n", + ".. ... \n", + "371 1 \n", + "372 1 \n", + "373 1 \n", + "374 1 \n", + "375 1 \n", + "\n", + "[376 rows x 10 columns]" + ] + }, + "execution_count": 187, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dummy" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "53c8c1a8-c730-4693-abec-53bfe1166a8a", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6c78a673-7d66-41f2-896d-70d85de248ba", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "47723c03-deb6-4e7c-a294-44d40e1e4650", + "metadata": {}, + "outputs": [], + "source": [ + "rgr = xgbr()\n", + "rgr.fit(X, Y)\n", + "\n", + "# apply again, this time trained on gas type\n", + "rgr_gas = xgbr()\n", + "rgr_gas.fit(X, Y_gas)\n", + "\n", + "# get the residuals (the not-yet-explained variance left in the data)\n", + "Y_residuals = Y - rgr.predict(X)\n", + "X_gas_residuals = Y - rgr_gas.predict(X)\n", + "\n", + "# fit the residuals to get the influence of the gas type\n", + "# reshape(-1,1) is necessary since scikit 19 if you have a single feature\n", + "rgr_inference = xgbr()\n", + "rgr_inference.fit(X_gas_residuals, Y_residuals)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ironhack", + "language": "python", + "name": "ironhack" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/.ipynb_checkpoints/ReadMe-checkpoint.md b/.ipynb_checkpoints/ReadMe-checkpoint.md new file mode 100644 index 0000000..e69de29 diff --git a/.ipynb_checkpoints/datos-checkpoint.csv b/.ipynb_checkpoints/datos-checkpoint.csv new file mode 100644 index 0000000..15323b2 --- /dev/null +++ b/.ipynb_checkpoints/datos-checkpoint.csv @@ -0,0 +1,377 @@ +,distance,consume,speed,temp_inside,temp_outside,gas_type,AC,rain,sun,snow,time,precio +0,28.0,5.0,26,21.5,12,E10,0,0,0,0,1.0769230769230769,1.606 +1,12.0,4.2,30,21.5,13,E10,0,0,0,0,0.4,1.606 +2,11.2,5.5,38,21.5,15,E10,0,0,0,0,0.29473684210526313,1.606 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sql.entry(id_) + return entry + +@app.route("/e10") +def collection(): + collection = sql.e10() + return collection + +@app.route("/sp98") +def collection(): + collection = sql.sp98() + return collection + +app.run(debug=True) \ No newline at end of file diff --git a/DataProcessing.ipynb b/DataProcessing.ipynb new file mode 100644 index 0000000..02ce5dd --- /dev/null +++ b/DataProcessing.ipynb @@ -0,0 +1,1542 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 107, + "id": "6f097224-3d7b-4983-8540-22c09e0a68d7", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from xgboost import XGBRegressor as xgbr\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import mean_squared_error as mse\n", + "from sklearn.preprocessing import PolynomialFeatures as pf\n", + "from scraping.e10_price import valor as e10_precio\n", + "from scraping.sp98_price import valor as sp98_precio\n", + "import os\n", + "import dotenv\n", + "import sqlalchemy as alch\n", + "\n", + "np.set_printoptions(suppress=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "d80f16e1-f6d6-4582-b8ca-89dcf5d24d6f", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('data/consume_data.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "284de394-57a7-4ae2-ab46-0e9a925d0fc5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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consume_iddistanceconsumespeedtemp_insidetemp_outsidegas_typeACrainsunsnow
0028.05.02621.512E100000
1112.04.23021.513E100000
2211.25.53821.515E100000
3312.93.93621.514E100000
4418.54.54621.515E100000
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" + ], + "text/plain": [ + " consume_id distance consume speed temp_inside temp_outside gas_type \\\n", + "0 0 28.0 5.0 26 21.5 12 E10 \n", + "1 1 12.0 4.2 30 21.5 13 E10 \n", + "2 2 11.2 5.5 38 21.5 15 E10 \n", + "3 3 12.9 3.9 36 21.5 14 E10 \n", + "4 4 18.5 4.5 46 21.5 15 E10 \n", + "\n", + " AC rain sun snow \n", + "0 0 0 0 0 \n", + "1 0 0 0 0 \n", + "2 0 0 0 0 \n", + "3 0 0 0 0 \n", + "4 0 0 0 0 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "a89fec1a-e93a-4fed-95e6-53fc1f1deadc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(376, 11)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "0045acc8-3a2d-4925-a846-268c0c62c4ea", + "metadata": {}, + "outputs": [], + "source": [ + "columns=[]\n", + "for x in df.columns:\n", + " columns.append({x:df[f'{x}'].unique()})" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "188f89af-cbbc-413d-96ab-69f50a9fc4f4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[{'consume_id': array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12,\n", + " 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25,\n", + " 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38,\n", + " 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51,\n", + " 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64,\n", + " 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77,\n", + " 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90,\n", + " 91, 92, 94, 96, 101, 103, 104, 105, 106, 107, 108, 109, 110,\n", + " 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123,\n", + " 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136,\n", + " 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149,\n", + " 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162,\n", + " 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175,\n", + " 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188,\n", + " 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 202,\n", + " 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216,\n", + " 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229,\n", + " 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242,\n", + " 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255,\n", + " 256, 257, 258, 259, 260, 262, 263, 264, 265, 266, 269, 270, 271,\n", + " 272, 273, 274, 275, 276, 277, 278, 279, 280, 281, 282, 283, 284,\n", + " 285, 286, 287, 288, 289, 290, 291, 292, 293, 294, 295, 296, 297,\n", + " 298, 299, 300, 301, 302, 303, 304, 305, 306, 307, 308, 309, 310,\n", + " 311, 312, 313, 314, 315, 316, 317, 318, 319, 320, 321, 322, 323,\n", + " 324, 325, 326, 327, 328, 329, 330, 331, 332, 333, 334, 335, 336,\n", + " 337, 338, 339, 340, 341, 342, 343, 344, 345, 346, 347, 348, 349,\n", + " 350, 351, 352, 353, 354, 355, 356, 357, 358, 359, 360, 361, 362,\n", + " 363, 364, 365, 366, 367, 368, 369, 370, 371, 372, 373, 374, 375,\n", + " 376, 377, 378, 379, 380, 381, 382, 383, 384, 385, 386, 387])},\n", + " {'distance': array([ 28. , 12. , 11.2, 12.9, 18.5, 8.3, 7.8, 12.3, 4.9,\n", + " 11.9, 12.4, 11.8, 24.7, 17.3, 33.4, 25.9, 25.3, 14.2,\n", + " 17.9, 18.4, 18.3, 32.6, 19. , 12.1, 20. , 4.5, 11.7,\n", + " 10.2, 5.4, 2. , 16. , 27.3, 10.6, 11.6, 13.1, 6.1,\n", + " 153.5, 2.9, 2.1, 9.8, 6.8, 14. , 13.9, 9.7, 24.8,\n", + " 34.8, 5.2, 10.5, 13.2, 13. , 12.2, 12.5, 26.2, 22.9,\n", + " 162.7, 16.6, 15.9, 5.1, 22.4, 31.1, 16.1, 4.2, 17.4,\n", + " 23.5, 7. , 20.1, 20.8, 1.7, 35.9, 36.9, 16.8, 9.9,\n", + " 36.6, 44.9, 21.6, 39.4, 26.6, 53.2, 18.9, 43.5, 16.4,\n", + " 21.1, 22.7, 44.4, 35.8, 40.6, 14.1, 58.7, 16.2, 31.8,\n", + " 51.6, 38.6, 81.2, 130.3, 67.2, 43.7, 56.1, 39. , 38.5,\n", + " 28.2, 19.6, 13.6, 8.7, 7.9, 2.4, 18.1, 1.3, 13.4,\n", + " 6.4, 15.7, 12.8, 29. , 31.4, 27.1, 25.2, 14.3, 16.9,\n", + " 9.2, 31.5, 24.9, 17. , 7.4, 25.7, 4.1, 15.4, 101.9,\n", + " 93.9, 32.1, 48.6, 37.2, 28.8, 6.7, 6.6, 13.3, 12.7,\n", + " 16.5, 20.6, 16.3, 18.7, 36.5, 29.9, 10.1, 31.9, 10.8,\n", + " 19.8, 11.3, 11.5, 21.4, 32. , 41.9, 211. , 216.1, 25.5,\n", + " 22.1, 39.5, 21.5, 4.8, 100.9, 129.7, 21. , 17.2, 6. ,\n", + " 20.9, 15.3, 28.5, 14.5, 16.7, 5.5, 14.7])},\n", + " {'consume': array([ 5. , 4.2, 5.5, 3.9, 4.5, 6.4, 4.4, 5.3, 5.6, 4.6, 5.9,\n", + " 5.1, 4.7, 4.9, 5.7, 4.1, 5.8, 4.8, 4.3, 5.2, 7.4, 6.5,\n", + " 4. , 3.3, 9.9, 6.1, 6.2, 7.9, 12.2, 5.4, 3.6, 6.9, 8.7,\n", + " 6.3, 6. , 10.8, 8.1, 7.1, 9. , 3.7, 11.5, 3.8, 6.6])},\n", + " {'speed': array([26, 30, 38, 36, 46, 50, 43, 40, 42, 59, 58, 24, 32, 39, 37, 62, 57,\n", + " 21, 28, 29, 35, 51, 23, 55, 44, 25, 63, 61, 82, 52, 18, 41, 20, 56,\n", + " 45, 22, 60, 71, 75, 66, 27, 33, 49, 14, 80, 34, 53, 47, 73, 69, 85,\n", + " 67, 54, 31, 48, 16, 88, 65, 90, 87])},\n", + " {'temp_inside': array([21.5, 22.5, 20. , 21. , 20.5, 23. , 23.5, 25. , 24. , 22. , 19. ,\n", + " 24.5, 25.5])},\n", + " {'temp_outside': array([12, 13, 15, 14, 10, 11, 6, 4, 9, 0, 5, 3, 8, 1, 2, 7, -3,\n", + " 17, 18, -5, 16, 19, 21, 20, 25, 23, 27, 24, 26, 22, 30, 31, 28])},\n", + " {'gas_type': array(['E10', 'SP98'], dtype=object)},\n", + " {'AC': array([0, 1])},\n", + " {'rain': array([0, 1])},\n", + " {'sun': array([0, 1])},\n", + " {'snow': array([0, 1])}]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "columns" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9f02ba86-e3b4-4fc5-acb4-b203e2191bcd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "consume_id int64\n", + "distance float64\n", + "consume float64\n", + "speed int64\n", + "temp_inside float64\n", + "temp_outside int64\n", + "gas_type object\n", + "AC int64\n", + "rain int64\n", + "sun int64\n", + "snow int64\n", + "dtype: object" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "bfa2a362-6ac6-4387-9e0c-a31e5dcf11d5", + "metadata": {}, + "outputs": [], + "source": [ + "df = df.drop(columns='consume_id')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "412a800b-5cb3-4bc9-8649-6cfe451d6731", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "distance 0\n", + "consume 0\n", + "speed 0\n", + "temp_inside 0\n", + "temp_outside 0\n", + "gas_type 0\n", + "AC 0\n", + "rain 0\n", + "sun 0\n", + "snow 0\n", + "dtype: int64" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.isna().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "afdcb7c5-d791-4d7b-9b5d-4370080d9148", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(data=df, hue='gas_type')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "9a98f9ab-aa9b-4a0f-adc1-8a58fbdbb555", + "metadata": {}, + "outputs": [], + "source": [ + "dummy = pd.get_dummies(df, drop_first=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "9627aa3d-e3b0-4181-a143-9768a1da3a21", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "heatmap = sns.heatmap(dummy.corr(),mask= np.triu(np.ones_like(dummy.corr())), cmap=\"Spectral\")\n", + "fig = heatmap.get_figure()\n", + "plt.tight_layout()\n", + "fig.savefig('img/CorrHeatmap.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "449bdf2f-9ad7-4580-ba1e-9d7ed4285df7", + "metadata": {}, + "outputs": [], + "source": [ + "e10 = df[df['gas_type']=='E10']" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "3131927a-0b2b-461f-a49b-77cadfa8d5b1", + "metadata": {}, + "outputs": [], + "source": [ + "sp98 = df[df['gas_type']=='SP98']" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "id": "84635638-27bf-4bff-9b95-845c12e95b9c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "one = sns.scatterplot(data=df, x='distance', y='consume', hue='gas_type', alpha=0.4)\n", + "fig = one.get_figure()\n", + "plt.tight_layout()\n", + "fig.savefig('img/distance.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "id": "d6a0d892-0be7-480c-b516-ec0296992cf8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "two = sns.scatterplot(data=df, x='speed', y='consume', hue='gas_type', alpha=0.4)\n", + "fig = two.get_figure()\n", + "plt.tight_layout()\n", + "fig.savefig('img/speed.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "id": "3e88e4b1-5d0c-4251-88c2-d21274c157f3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "three = sns.scatterplot(data=df, x='speed', y='distance', hue='gas_type', alpha=0.4)\n", + "fig = three.get_figure()\n", + "plt.tight_layout()\n", + "fig.savefig('img/distance_speed.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "dac49f72-02be-4d13-8281-8c0f2c8be178", + "metadata": {}, + "outputs": [], + "source": [ + "df['time'] = df.distance/df.speed" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "ed24bda1-489f-4e29-afc8-f6f70d6f1a2e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "four = sns.barplot(data=df.groupby('snow').agg({'consume':'mean'}).reset_index(), x='snow', y='consume')\n", + "fig = four.get_figure()\n", + "plt.tight_layout()\n", + "fig.savefig('img/snow.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "id": "8a0e7493-9761-416c-bb2a-bd5b77256c45", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "five = sns.barplot(data=df.groupby('AC').agg({'consume':'mean'}).reset_index(), x='AC', y='consume')\n", + "fig = five.get_figure()\n", + "plt.tight_layout()\n", + "fig.savefig('img/AC.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "id": "947d30d9-017d-4dc0-8679-c79cc562ff8b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "six = sns.barplot(data=df.groupby('rain').agg({'consume':'mean'}).reset_index(), x='rain', y='consume')\n", + "fig = six.get_figure()\n", + "plt.tight_layout()\n", + "fig.savefig('img/rain.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "id": "5f87b48b-72bf-414d-b861-d402fab5dbd2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "seven = sns.barplot(data=df.groupby('sun').agg({'consume':'mean'}).reset_index(), x='sun', y='consume')\n", + "fig = seven.get_figure()\n", + "plt.tight_layout()\n", + "fig.savefig('img/sun.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "id": "5ef507ab-a96a-487d-b262-82cc920af377", + "metadata": {}, + "outputs": [], + "source": [ + "df['precio'] = np.where(df['gas_type']=='e10', e10_precio[0], sp98_precio[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "id": "c0a5da7d-4e73-4939-9a84-8cb989016ae9", + "metadata": {}, + "outputs": [], + "source": [ + "df.to_csv('datos.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a84a5ffc-31ad-49b8-9c30-d9333c3c0f12", + "metadata": {}, + "outputs": [], + "source": [ + "dotenv.load_dotenv()\n", + "\n", + "passw = os.getenv(\"pass_sql\")\n", + "dbName=\"videogames\"\n", + "connectionData=f\"mysql+pymysql://root:{passw}@localhost/{dbName}\"\n", + "engine = alch.create_engine(connectionData)" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "id": "1e4d1bf0-8645-4632-9890-8ebe54508cac", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'1,433'" + ] + }, + "execution_count": 123, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "e10_precio[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "id": "cb462515-3e17-4342-a679-8c812845a553", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'1.606'" + ] + }, + "execution_count": 124, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sp98_precio[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fb3b801b-7843-4973-9652-aa84b9b9165e", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 118, + "id": "ae2b9bb6-75dd-412d-8286-85e8c492222e", + "metadata": {}, + "outputs": [], + "source": [ + "lr = LinearRegression()" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "id": "8a6ec6e8-3c10-4374-ab68-ac36b73096e0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LinearRegression()" + ] + }, + "execution_count": 102, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lr.fit(pd.get_dummies(df.drop(columns='consume')),df.consume)" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "92245119-b5a5-4d3a-95fa-b834deea2d2c", + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "score() missing 2 required positional arguments: 'X' and 'y'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m/tmp/ipykernel_939/3240172945.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mlr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscore\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m: score() missing 2 required positional arguments: 'X' and 'y'" + ] + } + ], + "source": [ + "lr.score()" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "id": "f9b7bb60-d164-4ad6-b45b-bf3eddc1b968", + "metadata": {}, + "outputs": [], + "source": [ + "X_train, X_test, y_train, y_test = train_test_split(pd.get_dummies(df.drop(columns='consume')), df.consume, test_size=0.2, random_state=111)" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "id": "e01111be-cc82-4b82-b7b3-7844db6aa1b8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LinearRegression()" + ] + }, + "execution_count": 120, + "metadata": {}, + 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" + ], + "text/plain": [ + " distance consume speed temp_inside temp_outside AC rain sun snow \\\n", + "0 28.0 5.0 26 21.5 12 0 0 0 0 \n", + "1 12.0 4.2 30 21.5 13 0 0 0 0 \n", + "2 11.2 5.5 38 21.5 15 0 0 0 0 \n", + "3 12.9 3.9 36 21.5 14 0 0 0 0 \n", + "4 18.5 4.5 46 21.5 15 0 0 0 0 \n", + ".. ... ... ... ... ... .. ... ... ... \n", + "371 16.0 3.7 39 24.5 18 0 0 0 0 \n", + "372 16.1 4.3 38 25.0 31 1 0 0 0 \n", + "373 16.0 3.8 45 25.0 19 0 0 0 0 \n", + "374 15.4 4.6 42 25.0 31 1 0 0 0 \n", + "375 14.7 5.0 25 25.0 30 1 0 0 0 \n", + "\n", + " gas_type_SP98 \n", + "0 0 \n", + "1 0 \n", + "2 0 \n", + "3 0 \n", + "4 0 \n", + ".. ... \n", + "371 1 \n", + "372 1 \n", + "373 1 \n", + "374 1 \n", + "375 1 \n", + "\n", + "[376 rows x 10 columns]" + ] + }, + "execution_count": 187, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dummy" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "53c8c1a8-c730-4693-abec-53bfe1166a8a", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6c78a673-7d66-41f2-896d-70d85de248ba", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "47723c03-deb6-4e7c-a294-44d40e1e4650", + "metadata": {}, + "outputs": [], + "source": [ + "rgr = xgbr()\n", + "rgr.fit(X, Y)\n", + "\n", + "# apply again, this time trained on gas type\n", + "rgr_gas = xgbr()\n", + "rgr_gas.fit(X, Y_gas)\n", + "\n", + "# get the residuals (the not-yet-explained variance left in the data)\n", + "Y_residuals = Y - rgr.predict(X)\n", + "X_gas_residuals = Y - rgr_gas.predict(X)\n", + "\n", + "# fit the residuals to get the influence of the gas type\n", + "# reshape(-1,1) is necessary since scikit 19 if you have a single feature\n", + "rgr_inference = xgbr()\n", + "rgr_inference.fit(X_gas_residuals, Y_residuals)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ironhack", + "language": "python", + "name": "ironhack" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/README.md b/README.md index 52de37b..c38d26a 100644 --- a/README.md +++ b/README.md @@ -1,51 +1,44 @@ -# Bienvenido al reto de Cobify 🚕 - -drawing - -Cobify es una empresa dedicada al transporte de personas al estilo de Uber, Lyft o la propia Cabify que nos robó el nombre. - -Cobify fue fundada en el año 92 coincidiendo con los JJ. OO. de Barcelona. Siempre nos hemos caracterizado por dos cosas: - -- Operar sin licencia de ningún tipo. 💳 -- El uso de coches de alta gama trucados. 🏎 - -Con la aparición de las licencias de VTC hemos podido salir de la clandestinidad y hemos comenzado a operar de manera legal. Pero nuestra otra seña de identidad siguen siendo los coches de alta gama trucados. - -Somos un poco _de la vieja escuela_ y eso del análisis de datos como que nos parece un poco raro, pero como no para de salir en la tele queremos saber como puede ayudarnos en nuestro negocio. - -drawing - -##### Un poco de historia del problema de la gasolina ⛽️ - -Por si no lo sabías los coches trucados usan gasolinas con un alto índice de cetano como la SP98 para evitar retrasos/avance en la inyección de combustible (evitando el picado de biela), pero también hemos empezado a abrazar los combustibles que añaden etanol en sus formulaciones, son mas baratos y ofrecen el mismo índice de cetano que las gasolinas mas caras. Sin entrar en mas detalle (esto daría para un libro) nos estamos oliendo que esto de ser ecológico y moderno nos puede salir caro, parece que los coches consumen más en los trayectos. - -##### El reto comienza aquí 📈 - -Ahora es tu turno: ¿puedes ayudarnos a elegir el mejor combustible? - -Nos hemos tomado la molestia de guardar algunos consumos en un .csv pero... no estaría de mas si puedes añadir algún dato más. El link con los datos es el siguiente: https://www.kaggle.com/anderas/car-consume?select=measurements.csv - -Demuéstranos tus habilidades y justifica los 32k que queremos pagarte. Tienes 72h para entregar el reto desde este preciso instante 💸 - -##### Importante 🚧 - -- Límpia los datos -- Haz una visualización y busca relaciones entre ellos -- Cuenta la historia que cuentan los datos (storytelling) -- ¿Puedes hacer alguna regresión/clasificación o predicción de algún tipo? -- ¿Qué métricas obtienes? -- Explica tus conclusiones -- Consigue datos relacionados haciendo web scraping o con APIS -- Enriquece el dataset -- Mételo todo en una base de datos -- Haz tu propia API para servir datos / predicciones / gráficos - -Para entregar tu propuesta haz fork del repo y cuando hayas terminado haz un pull. 🤯 -No olvides añadir cualquier documento como PDFs, Slides o todo aquello que se te ocurra. -Puedes tomar ejemplo de nuestros instructores y montar algo con https://www.streamlit.io/ 🚀 - -Vuelvete loc@ si quieres conseguir el puesto, el límite lo pones tu. - -##### P.D: Aunque el tono es informal, el reto va en serio y es muy parecido a los que encontraréis en el mundo real. 🤔 - - +![cobify](https://camo.githubusercontent.com/a70f459b10d2ba6cdc24f887af992e6b522797b3f631dcfd21ac64d80bedaf88/68747470733a2f2f6b616d6973657461732e636f6d2f696d6167652f626f726461646f732f436f62692d42617263656c6f6e612d39322d7061726368652e676966) +# Cobify +Given some data from a motor vehicle startup company, the objective is to determine which type of gas is better; e10 or SP98. After analysis the data, the conclusion reached was that even though SP98 is more expensive than E10, the E10 gets consumed faster, therefore being more expensive in the long run. +![gas_consume](https://github.com/DiegoCefalo/reto_data/blob/main/img/Screenshot_1.png) + +## Some Analysis +Here we can see that there is a spike in gas consumption at low distances and low speeds, this might be attributed to the possibility that these trips were mostly in the city, where the movement might be limited by traffic and travel distances might be short. They might not be moving too much, but just having the engine runing makes the consumption skyrocket while not moving (the consumption is measured in litres per 100 kilometres). +![distance](https://github.com/DiegoCefalo/reto_data/blob/main/img/distance.jpg) +![speed](https://github.com/DiegoCefalo/reto_data/blob/main/img/speed.jpg) +However, when we graph speed vs distance, we can see that most trips do not surpass 60 km/h, and the ones that do, have a considerable greater distance, which means that these entries were recorded after going through the highway. +![distance_speed](https://github.com/DiegoCefalo/reto_data/blob/main/img/distance_speed.jpg) +On another note, we have 4 variables that affect the consumption slightly, yet we have to take into consideration the sum of all this factors. +When the AC is on, the consumtion is higher as expected. +![AC](https://github.com/DiegoCefalo/reto_data/blob/main/img/AC.jpg) +When it is raining, the consumtion is higher, which might be because rain usually accentuates traffic. +![rain](https://github.com/DiegoCefalo/reto_data/blob/main/img/rain.jpg) +When it is snowing, the consumtion is higher because the engine needs to be warmed up before driving. +![snow](https://github.com/DiegoCefalo/reto_data/blob/main/img/snow.jpg) +And viceversa, when it is sunny, the engine doesnt need to be warmed up, therefore it consumes less. +![sun](https://github.com/DiegoCefalo/reto_data/blob/main/img/sun.jpg) + +Also, we can tell which variables are more correlates to consumption thanks to this heatmap: +![corr](https://github.com/DiegoCefalo/reto_data/blob/main/img/CorrHeatmap.jpg) + +## API +A small API was created to access the data. Mysql was used to store the data and the "sqlalchemy" library was used to load the data into the database. +## Use of the API + It runs on python Flask and for now it only works as a local server. The endpoints are: +* http://localhost:5000/ : This is just a test to check if the server is running. It returns "Hello World" +* http://localhost:5000/collection : Returns all the entries in the database as a json +* http://localhost:5000/entry?(params) : It requires the id of the entry as a parameter (e.g. id=4) and returns a json with the selected entry. +* http://localhost:5000/e10 : Returns all the entries with gas_type e10 in the database as a json +* http://localhost:5000/sp98 : Returns all the entries with gas_type e10 in the database as a json + + ## Used libraries + * [Pandas](https://pandas.pydata.org/docs/) + * [Numpy](https://numpy.org/doc/stable/) + * [Seaborn](https://seaborn.pydata.org/) + * [Matplotlib](https://matplotlib.org/stable/index.html) + * [Regular Expressions](https://docs.python.org/3/library/re.html) + * [Selenium](https://www.selenium.dev/documentation/) + * [SQLalchemy](https://www.nltk.org/) + * [Flask](https://flask.palletsprojects.com/en/2.0.x/) + * [Dotenv](https://pypi.org/project/python-dotenv/) \ No newline at end of file diff --git a/SQL/load_csv.sql b/SQL/load_csv.sql new file mode 100644 index 0000000..a2e3f87 --- /dev/null +++ b/SQL/load_csv.sql @@ -0,0 +1,8 @@ +SET GLOBAL local_infile=1; +LOAD DATA LOCAL INFILE 'C:/Users/diego/cobify/datos.csv' +INTO TABLE videogame FIELDS TERMINATED BY ',' +OPTIONALLY ENCLOSED BY '\"' +LINES TERMINATED BY '\n' +IGNORE 1 LINES +(@column1, @column2, @column3,@column4, @column5, @column6, @column7, @column8,@column9, @column10, @column11,@column12, @column13) +SET distance=@column2, consume=@column3, speed=@column4, temp_inside=@column5, temp_outside=@column6, gas_type=@column7, AC=@column8, rain=@column9, sun=@column10, snow=@column11, time=@column12, precio=@column13 diff --git a/SQL/table_schema.mwb b/SQL/table_schema.mwb new file mode 100644 index 0000000..d336408 Binary files /dev/null and b/SQL/table_schema.mwb differ diff --git a/data/consume_data.csv b/data/consume_data.csv new file mode 100644 index 0000000..4c2c0da --- /dev/null +++ b/data/consume_data.csv @@ -0,0 +1,377 @@ +consume_id,distance,consume,speed,temp_inside,temp_outside,gas_type,AC,rain,sun,snow +0,28.0,5.0,26,21.5,12,E10,0,0,0,0 +1,12.0,4.2,30,21.5,13,E10,0,0,0,0 +2,11.2,5.5,38,21.5,15,E10,0,0,0,0 +3,12.9,3.9,36,21.5,14,E10,0,0,0,0 +4,18.5,4.5,46,21.5,15,E10,0,0,0,0 +5,8.3,6.4,50,21.5,10,E10,0,0,0,0 +6,7.8,4.4,43,21.5,11,E10,0,0,0,0 +7,12.3,5.0,40,21.5,6,E10,0,0,0,0 +8,4.9,6.4,26,21.5,4,E10,0,0,0,0 +9,11.9,5.3,30,21.5,9,E10,0,0,0,0 +10,12.4,5.6,42,21.5,4,E10,0,0,0,0 +11,11.8,4.6,38,21.5,0,E10,0,0,0,0 +12,12.3,5.9,59,21.5,10,E10,0,0,0,0 +13,24.7,5.1,58,21.5,12,E10,0,0,0,0 +14,12.4,4.7,46,21.5,11,E10,0,0,0,0 +15,17.3,5.1,24,21.5,5,E10,0,0,0,0 +16,33.4,5.6,36,21.5,3,E10,0,0,0,0 +17,11.8,5.1,32,21.5,3,E10,0,0,0,0 +18,25.9,4.9,39,21.5,8,E10,0,0,0,0 +19,11.8,4.7,40,21.5,4,E10,0,0,0,0 +20,25.3,5.5,32,21.5,3,E10,0,0,0,0 +21,14.2,5.9,38,21.5,1,E10,0,0,0,0 +22,17.9,5.7,37,21.5,1,E10,0,0,0,0 +23,11.8,4.7,36,21.5,1,E10,0,0,0,0 +24,12.3,5.9,62,21.5,6,E10,0,0,0,0 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file mode 100644 index 0000000..d9abc37 Binary files /dev/null and b/img/CorrHeatmap.jpg differ diff --git a/img/Screenshot_1.png b/img/Screenshot_1.png new file mode 100644 index 0000000..91bb78d Binary files /dev/null and b/img/Screenshot_1.png differ diff --git a/img/distance.jpg b/img/distance.jpg new file mode 100644 index 0000000..025a760 Binary files /dev/null and b/img/distance.jpg differ diff --git a/img/distance_speed.jpg b/img/distance_speed.jpg new file mode 100644 index 0000000..5e6cbef Binary files /dev/null and b/img/distance_speed.jpg differ diff --git a/img/rain.jpg b/img/rain.jpg new file mode 100644 index 0000000..66c491d Binary files /dev/null and b/img/rain.jpg differ diff --git a/img/snow.jpg b/img/snow.jpg new file mode 100644 index 0000000..068c700 Binary files /dev/null and b/img/snow.jpg differ diff --git a/img/speed.jpg b/img/speed.jpg new file mode 100644 index 0000000..89ccc41 Binary files /dev/null and b/img/speed.jpg differ diff --git a/img/sun.jpg b/img/sun.jpg new file mode 100644 index 0000000..fa3a4df Binary files /dev/null and b/img/sun.jpg differ diff --git a/main.py b/main.py new file mode 100644 index 0000000..8932ade --- /dev/null +++ b/main.py @@ -0,0 +1,39 @@ +from flask import Flask, request, render_template +from flask import json +from flask_wtf import FlaskForm +from wtforms import StringField +from flask.json import jsonify, load +from numpy import character +from sqlalchemy.util.langhelpers import method_is_overridden +import tools.sql_tools as sql + +app = Flask(__name__) +app.config['SECRET_KEY'] = 'Thisisasecret!' + + +@app.route("/") +def startup(): + return "Hello World" + +@app.route("/collection") +def collection(): + collection = sql.collection() + return collection + +@app.route("/entry") +def gamecomments(): + id_ = request.args['id'] + entry = sql.entry(id_) + return entry + +@app.route("/e10") +def collection(): + collection = sql.e10() + return collection + +@app.route("/sp98") +def collection(): + collection = sql.sp98() + return collection + +app.run(debug=True) \ No newline at end of file diff --git a/scraping/.ipynb_checkpoints/e10_price-checkpoint.py b/scraping/.ipynb_checkpoints/e10_price-checkpoint.py new file mode 100644 index 0000000..f4fea9c --- /dev/null +++ b/scraping/.ipynb_checkpoints/e10_price-checkpoint.py @@ -0,0 +1,27 @@ +from selenium import webdriver +from selenium.webdriver.chrome.options import Options +from selenium.webdriver.common.keys import Keys +import re + +options = Options() +options.add_argument('--no-sandbox') +driver = webdriver.Chrome(options=options) + +driver.get("https://www.google.com/") + +try: + button = driver.find_element_by_css_selector("#L2AGLb > div") +except: + pass + +button.click() + +box = driver.find_element_by_css_selector("body > div.L3eUgb > div.o3j99.ikrT4e.om7nvf > form > div:nth-child(1) > div.A8SBwf > div.RNNXgb > div > div.a4bIc > input") + +box.send_keys("e10 precio hoy españa \n") + +precio = driver.find_element_by_css_selector("#rso > div.ULSxyf > div > div.kp-blk.c2xzTb > div > div.ifM9O > div > div > div > div > div.wDYxhc > div > div.webanswers-webanswers_table__webanswers-table > table > tbody > tr:nth-child(2) > td:nth-child(2)") + +valor = re.findall('\d+.?\d+',precio.text) + +valor[0] \ No newline at end of file diff --git a/scraping/.ipynb_checkpoints/sp98_price-checkpoint.py b/scraping/.ipynb_checkpoints/sp98_price-checkpoint.py new file mode 100644 index 0000000..c4af4b6 --- /dev/null +++ b/scraping/.ipynb_checkpoints/sp98_price-checkpoint.py @@ -0,0 +1,27 @@ +from selenium import webdriver +from selenium.webdriver.chrome.options import Options +from selenium.webdriver.common.keys import Keys +import re + +options = Options() +options.add_argument('--no-sandbox') +driver = webdriver.Chrome(options=options) + +driver.get("https://www.google.com/") + +try: + button = driver.find_element_by_css_selector("#L2AGLb > div") +except: + pass + +button.click() + +box = driver.find_element_by_css_selector("body > div.L3eUgb > div.o3j99.ikrT4e.om7nvf > form > div:nth-child(1) > div.A8SBwf > div.RNNXgb > div > div.a4bIc > input") + +box.send_keys("Precio Gasolina 98 hoy \n") + +precio = driver.find_element_by_xpath("/html/body/div[7]/div/div[9]/div[1]/div/div[2]/div[2]/div/div/div[1]/div/div[1]/div/div[1]/div/div/div/div/div[1]/div/div[2]/table/tbody/tr[2]/td[1]") + +valor = re.findall('\d+.?\d+',precio.text) + +valor[0] \ No newline at end of file diff --git a/scraping/__pycache__/e10_price.cpython-38.pyc b/scraping/__pycache__/e10_price.cpython-38.pyc new file mode 100644 index 0000000..968d572 Binary files /dev/null and b/scraping/__pycache__/e10_price.cpython-38.pyc differ diff --git a/scraping/__pycache__/sp98_price.cpython-38.pyc b/scraping/__pycache__/sp98_price.cpython-38.pyc new file mode 100644 index 0000000..a265f0c Binary files /dev/null and b/scraping/__pycache__/sp98_price.cpython-38.pyc differ diff --git a/scraping/e10_price.py b/scraping/e10_price.py new file mode 100644 index 0000000..f4fea9c --- /dev/null +++ b/scraping/e10_price.py @@ -0,0 +1,27 @@ +from selenium import webdriver +from selenium.webdriver.chrome.options import Options +from selenium.webdriver.common.keys import Keys +import re + +options = Options() +options.add_argument('--no-sandbox') +driver = webdriver.Chrome(options=options) + +driver.get("https://www.google.com/") + +try: + button = driver.find_element_by_css_selector("#L2AGLb > div") +except: + pass + +button.click() + +box = driver.find_element_by_css_selector("body > div.L3eUgb > div.o3j99.ikrT4e.om7nvf > form > div:nth-child(1) > div.A8SBwf > div.RNNXgb > div > div.a4bIc > input") + +box.send_keys("e10 precio hoy españa \n") + +precio = driver.find_element_by_css_selector("#rso > div.ULSxyf > div > div.kp-blk.c2xzTb > div > div.ifM9O > div > div > div > div > div.wDYxhc > div > div.webanswers-webanswers_table__webanswers-table > table > tbody > tr:nth-child(2) > td:nth-child(2)") + +valor = re.findall('\d+.?\d+',precio.text) + +valor[0] \ No newline at end of file diff --git a/scraping/sp98_price.py b/scraping/sp98_price.py new file mode 100644 index 0000000..c4af4b6 --- /dev/null +++ b/scraping/sp98_price.py @@ -0,0 +1,27 @@ +from selenium import webdriver +from selenium.webdriver.chrome.options import Options +from selenium.webdriver.common.keys import Keys +import re + +options = Options() +options.add_argument('--no-sandbox') +driver = webdriver.Chrome(options=options) + +driver.get("https://www.google.com/") + +try: + button = driver.find_element_by_css_selector("#L2AGLb > div") +except: + pass + +button.click() + +box = driver.find_element_by_css_selector("body > div.L3eUgb > div.o3j99.ikrT4e.om7nvf > form > div:nth-child(1) > div.A8SBwf > div.RNNXgb > div > div.a4bIc > input") + +box.send_keys("Precio Gasolina 98 hoy \n") + +precio = driver.find_element_by_xpath("/html/body/div[7]/div/div[9]/div[1]/div/div[2]/div[2]/div/div/div[1]/div/div[1]/div/div[1]/div/div/div/div/div[1]/div/div[2]/table/tbody/tr[2]/td[1]") + +valor = re.findall('\d+.?\d+',precio.text) + +valor[0] \ No newline at end of file diff --git a/tools/.ipynb_checkpoints/__init__-checkpoint.py b/tools/.ipynb_checkpoints/__init__-checkpoint.py new file mode 100644 index 0000000..c16518c --- /dev/null +++ b/tools/.ipynb_checkpoints/__init__-checkpoint.py @@ -0,0 +1,3 @@ +import sys,os +module_path = os.path.dirname(os.path.realpath(__file__)) +sys.path.append(module_path) \ No newline at end of file diff --git a/tools/.ipynb_checkpoints/sql_tools-checkpoint.py b/tools/.ipynb_checkpoints/sql_tools-checkpoint.py new file mode 100644 index 0000000..6c6d260 --- /dev/null +++ b/tools/.ipynb_checkpoints/sql_tools-checkpoint.py @@ -0,0 +1,55 @@ +from config.configuration import engine +import pandas as pd + +def collection(): + """ + Queries all the data in the database + Args: + Returns: + json with all the data in the database + """ + query = f""" + SELECT * FROM table1 + """ + datos = pd.read_sql_query(query,engine) + return datos.to_json(orient="records") + +def entry(id_): + """ + Queries specific entry in the database + Args: + game (str): id of the entry. + Returns: + json with data of that entry + """ + query = f""" + SELECT * FROM table1 WHERE id = '{id_}' + """ + datos = pd.read_sql_query(query,engine) + return datos.to_json(orient="records") + +def e10(): + """ + Queries every entry for e10 in the database + Args: + Returns: + json with every entry for e10 in the database + """ + query = f""" + SELECT * FROM table1 WHERE gas_type = 'e10' + """ + datos = pd.read_sql_query(query,engine) + return datos.to_json(orient="records") + +def sp98(): + """ + Queries every entry for sp98 in the database + Args: + Returns: + json with every entry for sp98 in the database + """ + query = f""" + SELECT * FROM table1 WHERE gas_type = 'sp98' + """ + datos = pd.read_sql_query(query,engine) + return datos.to_json(orient="records") diff --git a/tools/__init__.py b/tools/__init__.py new file mode 100644 index 0000000..c16518c --- /dev/null +++ b/tools/__init__.py @@ -0,0 +1,3 @@ +import sys,os +module_path = os.path.dirname(os.path.realpath(__file__)) +sys.path.append(module_path) \ No newline at end of file diff --git a/tools/__pycache__/__init__.cpython-39.pyc b/tools/__pycache__/__init__.cpython-39.pyc new file mode 100644 index 0000000..94533d3 Binary files /dev/null and b/tools/__pycache__/__init__.cpython-39.pyc differ diff --git a/tools/__pycache__/sql_tools.cpython-39.pyc b/tools/__pycache__/sql_tools.cpython-39.pyc new file mode 100644 index 0000000..1a7f5ca Binary files /dev/null and b/tools/__pycache__/sql_tools.cpython-39.pyc differ diff --git a/tools/datos.csv b/tools/datos.csv new file mode 100644 index 0000000..15323b2 --- /dev/null +++ b/tools/datos.csv @@ -0,0 +1,377 @@ +,distance,consume,speed,temp_inside,temp_outside,gas_type,AC,rain,sun,snow,time,precio +0,28.0,5.0,26,21.5,12,E10,0,0,0,0,1.0769230769230769,1.606 +1,12.0,4.2,30,21.5,13,E10,0,0,0,0,0.4,1.606 +2,11.2,5.5,38,21.5,15,E10,0,0,0,0,0.29473684210526313,1.606 +3,12.9,3.9,36,21.5,14,E10,0,0,0,0,0.35833333333333334,1.606 +4,18.5,4.5,46,21.5,15,E10,0,0,0,0,0.40217391304347827,1.606 +5,8.3,6.4,50,21.5,10,E10,0,0,0,0,0.166,1.606 +6,7.8,4.4,43,21.5,11,E10,0,0,0,0,0.18139534883720929,1.606 +7,12.3,5.0,40,21.5,6,E10,0,0,0,0,0.3075,1.606 +8,4.9,6.4,26,21.5,4,E10,0,0,0,0,0.18846153846153849,1.606 +9,11.9,5.3,30,21.5,9,E10,0,0,0,0,0.39666666666666667,1.606 +10,12.4,5.6,42,21.5,4,E10,0,0,0,0,0.29523809523809524,1.606 +11,11.8,4.6,38,21.5,0,E10,0,0,0,0,0.3105263157894737,1.606 +12,12.3,5.9,59,21.5,10,E10,0,0,0,0,0.20847457627118646,1.606 +13,24.7,5.1,58,21.5,12,E10,0,0,0,0,0.4258620689655172,1.606 +14,12.4,4.7,46,21.5,11,E10,0,0,0,0,0.26956521739130435,1.606 +15,17.3,5.1,24,21.5,5,E10,0,0,0,0,0.7208333333333333,1.606 +16,33.4,5.6,36,21.5,3,E10,0,0,0,0,0.9277777777777777,1.606 +17,11.8,5.1,32,21.5,3,E10,0,0,0,0,0.36875,1.606 +18,25.9,4.9,39,21.5,8,E10,0,0,0,0,0.6641025641025641,1.606 +19,11.8,4.7,40,21.5,4,E10,0,0,0,0,0.29500000000000004,1.606 +20,25.3,5.5,32,21.5,3,E10,0,0,0,0,0.790625,1.606 +21,14.2,5.9,38,21.5,1,E10,0,0,0,0,0.3736842105263158,1.606 +22,17.9,5.7,37,21.5,1,E10,0,0,0,0,0.4837837837837837,1.606 +23,11.8,4.7,36,21.5,1,E10,0,0,0,0,0.3277777777777778,1.606 +24,12.3,5.9,62,21.5,6,E10,0,0,0,0,0.19838709677419356,1.606 +25,12.4,4.1,57,21.5,9,E10,0,0,0,0,0.21754385964912282,1.606 +26,18.4,5.7,21,22.5,2,E10,0,0,0,0,0.8761904761904761,1.606 +27,18.4,5.8,28,21.5,3,E10,0,0,0,0,0.6571428571428571,1.606 +28,18.3,5.5,29,21.5,1,E10,0,0,0,0,0.6310344827586207,1.606 +29,18.4,5.7,35,21.5,4,E10,0,0,0,0,0.5257142857142857,1.606 +30,12.3,5.3,51,21.5,11,E10,0,0,0,0,0.2411764705882353,1.606 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the entry. + Returns: + json with data of that entry + """ + query = f""" + SELECT * FROM table1 WHERE id = '{id_}' + """ + datos = pd.read_sql_query(query,engine) + return datos.to_json(orient="records") + +def e10(): + """ + Queries every entry for e10 in the database + Args: + Returns: + json with every entry for e10 in the database + """ + query = f""" + SELECT * FROM table1 WHERE gas_type = 'e10' + """ + datos = pd.read_sql_query(query,engine) + return datos.to_json(orient="records") + +def sp98(): + """ + Queries every entry for sp98 in the database + Args: + Returns: + json with every entry for sp98 in the database + """ + query = f""" + SELECT * FROM table1 WHERE gas_type = 'sp98' + """ + datos = pd.read_sql_query(query,engine) + return datos.to_json(orient="records")