diff --git a/cleaning_visual.ipynb b/cleaning_visual.ipynb new file mode 100644 index 0000000..d22e9bf --- /dev/null +++ b/cleaning_visual.ipynb @@ -0,0 +1,1908 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 35, + "id": "d2f4bc2f", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "40ee097c", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib as plt\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "id": "c5adbd8a", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "d042c0b4", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv(\"measurements.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "b5bf70ac", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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distanceconsumespeedtemp_insidetemp_outsidespecialsgas_typeACrainsunrefill litersrefill gas
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.......................................
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388 rows × 12 columns

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Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 distance 388 non-null object\n", + " 1 consume 388 non-null object\n", + " 2 speed 388 non-null int64 \n", + " 3 temp_inside 376 non-null object\n", + " 4 temp_outside 388 non-null int64 \n", + " 5 specials 93 non-null object\n", + " 6 gas_type 388 non-null object\n", + " 7 AC 388 non-null int64 \n", + " 8 rain 388 non-null int64 \n", + " 9 sun 388 non-null int64 \n", + " 10 refill liters 13 non-null object\n", + " 11 refill gas 13 non-null object\n", + "dtypes: int64(5), object(7)\n", + "memory usage: 36.5+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "586a0afc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "distance object\n", + "consume object\n", + "speed int64\n", + "temp_inside object\n", + "temp_outside int64\n", + "specials object\n", + "gas_type object\n", + "AC int64\n", + "rain int64\n", + "sun int64\n", + "refill liters object\n", + "refill gas object\n", + "dtype: object" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "id": "9e5a53b8", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "distance 0\n", + "consume 0\n", + "speed 0\n", + "temp_inside 12\n", + "temp_outside 0\n", + "specials 295\n", + "gas_type 0\n", + "AC 0\n", + "rain 0\n", + "sun 0\n", + "refill liters 375\n", + "refill gas 375\n", + "dtype: int64" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.isnull().sum()\n", + "# Las columnas Spacials, Refill Liters y Gas son prácticamente inválidas debido al gran número de NaNs que tienen\n" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "776041aa", + "metadata": {}, + "outputs": [], + "source": [ + "df = df.drop('specials', axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "d2357ad5", + "metadata": {}, + "outputs": [], + "source": [ + "df = df.drop('refill liters', axis=1)\n", + "df = df.drop('refill gas', axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "fc63f8f3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['E10', 'SP98'], dtype=object)" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['gas_type'].unique()\n", + "# Solo dos tipos de gas, siendo E10 el de peor calidad" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "469e5164", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['21,5', '22,5', '20', nan, '21', '20,5', '23', '23,5', '25', '24',\n", + " '22', '19', '24,5', '25,5'], dtype=object)" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['temp_inside'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "id": "b5a01786", + "metadata": {}, + "outputs": [], + "source": [ + "# Cambiamos los valores NaNs por O\n", + "df[['temp_inside']] = df[['temp_inside']].fillna(value=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "id": "416b4883", + "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", + "dtype: int64" + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "id": "999af537", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " distance consume speed temp_inside temp_outside gas_type AC rain sun\n", + "0 28 5 26 21,5 12 E10 0 0 0\n", + "1 12 4,2 30 21,5 13 E10 0 0 0\n", + "2 11,2 5,5 38 21,5 15 E10 0 0 0\n", + "3 12,9 3,9 36 21,5 14 E10 0 0 0\n", + "4 18,5 4,5 46 21,5 15 E10 0 0 0\n", + ".. ... ... ... ... ... ... .. ... ...\n", + "383 16 3,7 39 24,5 18 SP98 0 0 0\n", + "384 16,1 4,3 38 25 31 SP98 1 0 0\n", + "385 16 3,8 45 25 19 SP98 0 0 0\n", + "386 15,4 4,6 42 25 31 SP98 1 0 0\n", + "387 14,7 5 25 25 30 SP98 1 0 0\n", + "\n", + "[388 rows x 9 columns]" + ] + }, + "execution_count": 92, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "0cf24e40", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 1])" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['rain'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "2254f97c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 1])" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['sun'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "168544d8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "90" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['speed'].max()" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "id": "1a087d98", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "14" + ] + }, + "execution_count": 96, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['speed'].min()\n", + "# Podemos llegar a asumir que los datos están en millas por hora debido el rango de velocidades" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "id": "21c74087", + "metadata": {}, + "outputs": [], + "source": [ + "# Cambiamos las comas por puntos en los valores numéricos\n", + "df[\"distance\"] = df[\"distance\"].str.replace(',','.')\n", + "df[\"consume\"] = df[\"consume\"].str.replace(',','.')\n", + "df[\"temp_inside\"] = df[\"temp_inside\"].str.replace(',','.')" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "id": "3ff75f5a", + "metadata": {}, + "outputs": [], + "source": [ + "# Convertimos strings en floats\n", + "df[\"distance\"] = df[\"distance\"].astype(str).astype(float)\n", + "df[\"consume\"] = df[\"consume\"].astype(str).astype(float)\n", + "df[\"temp_inside\"] = df[\"temp_inside\"].astype(str).astype(float)" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "id": "76a5220e", + "metadata": {}, + "outputs": [], + "source": [ + "# Guardámos datos limpios\n", + "df.to_csv(\"measurementsf.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "id": "0904b40a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(df.index, df['distance'])\n", + "plt.show()\n", + "# La gran mayoría de los vehículos transcurren una distancia entre 10 y 40 millas o kilómetros." + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "id": "bb887373", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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cvoDQGD+hSLTav3tfH/YduiBU6EDxKdR2Sc8uJuLBbOKK3jWHFN/ZPfmNqByWLXVJkloA3A7gcwDAGIsBEAcwlxE9v2M5SwtMb/Ih2NqA/hBfsWst4pqZ0mttWworzarfPhpP4jDr5+yVT7EzilpIzzaCmXve1OiBz+vizk4CzX4EWnwIj0zURJEponIU435ZAGAAwL9KkrQcwCEAX2aMXRPtEAg0wu22/nAFg83czx/bc4zrd2xsyPjbld+pSwt4vW78l08utywTAKzrmoNnDpwt+PzO1fPwh59cBr/XjUgsgdBoFIEWH/zeyWH/8s5Vwu/UiLb9l6ePCq//oe03IRJLIOFwah7/0tVrGBKELw6ORpBwONHBGf/Mfvrv8vXL56Jjbiv3O9F9LTxGO3ectY5dLEZlM4PRe/7YnmNchQ5krtnvdcMfbNa8d6FwBC6vB8GZ00omv1HKMXalws6yAcXJV4xSdwNYCeBPGGOvS5L0KIC/BPBXoh1CoXHLJwsGmzEwEC74PBpP4pWjF7j7vHzkAhwO7eP+5rV3MRGJY9eWxZYt9gfvWYrxiRjH+lqI4dA1Q1a0G0B4ZAKFV1iIvO1wKoUnnjuFF49c5G738pELCF+L4sQ7QxgITWjHwceTaGvmW8IA8JVHX8Rty+bg03fmj1NmP69QsTsdwB3d7bjnlvnc+ye6rzzuuWU+d5xFxy4WM7JZQeuej0fj+O3r73H383td+NDqDgDAwEBY894Fmv1IxuJlvQ4e5R67YrCzbABfPjNKvhilfh7AecbY69m/n0JGqVcUbb+jvp81lQZeOHwBLqfDcgSFyyVeRHti76mypZfv3teHF3r4Ch0AhsJRvHB48oWndW6tsD0AiMZTeP7QBTgc+ePk87iwUpol3O+OFXPxwIckw9ekhd3Ts0vJE8+dFlrpsXgSY+OTL9FShVwS9YFlZzJj7DKA9yVJkn+xdwJ4qyRSmUD2tfIINOuXFpA5zAZyC4xWFxzVi2jlTHHXOraMaJaiPLfyWndsXoRN3XOhNbnpOVU4Tts3LMDmVe3weyeVh9/rwp2r2rFra+lDDe2anm0EI89WNJ7EyfeGhN+3NnkL1hDMlLUg6pti49T/BMDPJEnyAjgL4PPFi2QOvcSZVDqNfYf47hklQ+EofvKbk2jwu3Hk9NWiw8KSqRR+8iwTujOKjS/XmqHIpAXBKKFwBEOjEbzQc6HALbRl9Txd61+073f++FYMjUQAhwPB1oaaVLrlwsxi9tBoRHOd4tpEJunqS/d15z6bSrMYQpuilDpj7AiA1aURxTrbNyzARCSBk+dCuZT1ZQvbsKm7Hc+9+b7h47x64kre38W4Snbv68Orxy8Lvy9nNIgegWY/9h46z3XNJJMpTR95oMkr3Beon4qF0XgSl65eQzKeLIlyNFMeYK/OMxtNpHIL4dvX35D3Ha+sBS8hqdgkJUpysi81mVEqo7Z+As1erP3gdfB5Xeg9M4gXei7CqbNQagSzYWFGXCPF+DqTqRSefvEMrkXilvZftrANvX1Xud/1nhnC8sXBPKWtZGwijpcEC7P1ED6X90yFo2hrLj701WxJiN4zg4aOe/D4JXx4zTzhePNmB8sXz4QDsDwbpSQn+1NTSl1tHaitn6FwDK+prO2UOB/GMGZdJXqukfVds4vydaqvW8brcSIW59eeAYBAkw+rlgSx/qbZ2C9wsYTCEWxZ1QGHA3j12OWCxbpYQj/BqNq144vBbMEtIxZrqUpCqLk6PKE53rxrUbsizc6yqK68/akJpZ5MpfDYnmN45eiFnHWwbOEMwxZNsZh1lWi5Rtqafbh/m1QWq2+az43mBoegoqEXf/W51fjVwffwT0/1QqSaA81+tLX4cf9WCR9ffyMefvwNDI8ZyykLNFemamK5MGNRm7FYS1USQs3M1gbheBuZLWpdn9lj1sMsrV6oifnS7n19eObA2bwU6Bd6LlryJ1vBrKtEKx18+aIZGBmLCssVqKMj1H9rWXIj12JYMj/A/W71kln45avv5vV45aG81oloAiMGFToALJkfKChZUOqyDOXETCkCM2n5pSoJoWZd1xxLswMeRkot2KVUA6GN7S11LetATvkvF8XUaVeng7c2+TCtwYOjfVdzvn5luYJ7Ny7AU/vP5q0PTGvwYjwSz7MEt2+4UdPq27m1Ew1+d16Czi3L5mDsWgQvHREXHnM6gPZgE+7duCD3mRmr0e91YefWzpwFW66yDOXEqEVtxWItpiSE/OyMR+J5tesfvGcphob4CdxaJQZ4GJmN1kuphnrH9kpdyzoop0K/tWs2HtgmWZ5OqkPMnv3d+3mLj+pyBezcMN7vH8t9PxSO5VnUSt+lVqKJy+nA7cvmYN3S6+B1uxBsbcCv33gf+3u0K0mm0sD7/WN4av/ZnG9ULyFJyW3L5qDR5y5ItlJfJ6Dve43GkxgIjVsKjQyPx3C+fwwds5pMl2XWut5lC9tyvnMrJXTNhByKtlX7710u8ctxz4F3DCt0wNhstNgkJyNROBRVUzy2V+pa1oHP44TDAURimcVBv9eFW7qug9PhyNQFF2SUaln4Pq8Tt91UmA5vFZ/HhaZGD17TCG8EgAsDY5rfy/ScuopvfWFN7t+y1bd88QwkUyn8+T8dyBuPdUtn4a13hw3Lq7Y0d2xehGQyhRePXOSOmVwGYMfmRYb8uFq+V7mE76vHLuVdw/qbZuvej1gigUd+fBgXBsaQSk/OPL7+mZXwuo0/5iIruffMIPb3XMyt51i1WI120uJta3Rfrfvg8zhxS9dsHDszZKkuvJW68kaicEQzUzvP7OyK7ZW6lnUQVUV6RGLJnJVz78ZF+OmzDK9wlGl7sCnPKs47ZiwFh8NR0gdJK+VbxuisIxSOYGw8VmDJPf3iGexVRTZEYkldC513fKWl6XI68cC2JYDDwQ1zVJYBGBwR9zoVHV+JXMJXfQ288gRqHvnx4bx7Ks88HvnxYXzrwTWaMilRWskurwdPPvt2QUz+Cz0XMW9WE1ep2yEtX2smEU+kcNea+dixebEli9hKkpORKBytmSlF1ZijJl6BOzYvwsc2LMilQLc1+/JS0pXIKfA+jwufu3sJN3X6659ZiU3dc4Ux7IfZAM4PjJVkcU8v5VvGaDy9si+n0nLTKn+rV9RMicjS3LVlMXcslWUAtEo28ORXolfCV1meQE14PCac6bzfP4Z3Lo5YKvkQaPEJ4/mvTcSxaWW7blp+sTXu1Rg5nnbpDH9OEcuuJCuyGS3VYDYKR02x5TT0KPX9sQO2t9SBjHXw0Pab8OE18zAyFkUskcLDP3iDu63SEtSyKratmS+M1R4KR/HwD94oyRRwZCyKkIHStA4HIIwzVMDryzkyFtWMaBGVC+AhsjSNWGhGfPA8+eWSClrXMBSOCi388/1jmjOdv/3xIUsLtaFRscU7PBbFtpvn4b5Ni4TdoEqZpMM73vrlmeqX6uPp+b7dLkdJ+8hqYTYKR025ch/qOYmqJpS6jGwdRONJoU+zZZoXLqcD/aHxvMbU6odCL7JDGaYG5E8BlYs5ADTTyY1GkCRT8jU6EU+kMH2aF36vG6GxSM6/DEz25UwmU9i2Zj6mZy1frdT+mdN9CI/HC9xVwKQV35b1jW7fcCP6Q+PChSstv240nsSm7nYkU2kcPc1f0+D1FdUrqQAA06d50eDjP64ds5p0I6GUZRAe2LZE81wygRb9aA/ReIiSdJT3zYzbg3e8Zw6cxfhEjOue0PJ9VzKBqJhyFkBh1JFZl5Fon3pOoqoppS6jZYkMj8XwF//yGtKAZjidmcgOeXHP7XLk3u6Do1H4vU4AjsxLRpBObuY8QGadYHZbI2KJJC4NjQvdMi8euZhbuOvuDKK7M4jnBYXLbl3WjvGJGFeGdDqTmNS1IIB0Oo2Hf/CG6YUr7kLYohm4fcVc/O+njnFLIMtjGoklDE3Ph8di+Jsf/o4rQ3OjV3OdRMmLRy4CDoeh+vl+r9tStIeWy+GFnvz7ZsQytBJCqRVBU6kEomLLWQDWZxZalrjWM1cPSVQ1odR5xZWUTZJDqqQH2WDTC6dTWjODoxHh+YdGIzh7YQRvnhrIWzRTWtBab3q11dQyzauZpXl5aLKZiMj6VF/b5lXt2LyqPS+1X44c+f1tEvreG0IylUZv32DBtQ6PxfCiKobdzMIVz+p5oeciovEUhjU68oyMRZFwOAxPz7Vk+PpnVuJbj7+JS4qx42G2fr6WxSuyAvVcDspZYHg8jo/ccj2CrQ25fc0cT+mekOVp8LkziUDZkFDlTMJKOKYSo9ZyJJbAD391khuo4Pe6sKJzJg4ev8LZM4Nc0sLqzEJrn/u2LhGOweBoBAOhcXTMym9KYfS6RdtVMlTT1kpdVFxJTtTp7csodIfDmN9Y/RZ2OZ25l0MPG8DwNb6idTiAf/j5EUOLmbw3vdpqavC58Tc//F1JM2KPnr6Kbz+0Dp/auCgX493W4seeA2fxJ/+4P9f5aOmNAfSeGTKc+q+GV4BKZPWcfC8knHq3Nvnw6zfO4fUTl4VLCaJlhpd7L2H7hgVoVLhjvG43vvn5m/G17x001ByFdwwePItXOWPjWY5NjR54PU6uu0vN629dwetvXYHLCXjcTkRjKe7xtHqVNjV68cTeU7mELyXqkFCrCURGfdDydkf7rmJgmG8oNfrc2Ll5MU6fGxaWtPjrB29Gc6PX0sxCb5/P3ePWdAk98pNDuS5fAExdt3o7dVJhJXz3tlbqoretOlHH6EIgzxLZva9PWJFQRraKjYQdDo1GwN4LoW26vyBxRul/NeOSMcLg6ORComxl8LouvXRU23eth5kCVMNjUdyydDbXWpvW4MGLGnXbAfG6cSSWxJPPncIXPvpBAPnJSisWz9S9n7xjqFHPDpX3Tq+b1Z4D7xhS6EqSKSCZnfnxjicKie3unIk9B84KnyV1SKhegpXIijS6RiAqNqdkeCyKiWhCKMfqJbNyiWNWZhZ6+4xHxOcGJrt8TUST8HldhspMG9VVlfDd21apa71tjSbqqFGH0+mFW1kpQ5AG8N2negFoJ87IST37ey4aCXrRxelA3kJiucormClAJSpbsGxhG44KQgVl+W5bPgfHzwwKF39PngthPJrAL146k5es5PM40R5sxNXhCUTj2hd58lwoF/4qo1d6V88KvOfWG4oK4TNzvAafC3evux6P/PhNA8cayFm1skvpMMtco/w89J4ZxBN7TxVYkVrXrFzbMVpkT36GdmxehFQ6XeAyTKfTSKZSlmcWevsEWnyGfn+vHr8snJ0rZwlWdFU5ffe2jd0pR3mAaQ0ec77PIrWtbCXxijzJST1rl15X3EmypNKZAlwy5SqvYKYAVXfnTDT63Ni1pRPffmgt/u6L6/Dth9Zi25r5muGLqTRw99rrseT6NuE2oXAUTz53CvsOXchb24jGU7gwMK6r0OVjqItQ5RXqShcW6tKzAs/3jxUVwmfmeNFYZjZh5HxDimuVXUrLF88EULg+o35e9Z4ls0X25GfI5XTC6XDkzULUvxkzxdBk9Pbxe91wOZ3Ytma+rkEl+q0oC5hZ+a2VswCabZW6VgKF6O2p5/Iej8Tzkgy0ztHW7ENrc2kKFGklztz/oU5hIlVGDq/m95Pb+bgWtGjbTSvb0aZxfQ4AHcFpmNHi0+15aaQ/pjJZRQ7BFDGjJXMtu7Yuhs/Df0RbGj04/k5xpZdlS09OQBkcmcChk9o9ZfUSezpmNWkmYHk9xjPB9I43s7VB93wy6ucjGk8KE6vUCT9GkspktNadZrT48p4Loz181c9XW7MPt3bNxvYNNwrPpdzHgYyfflP3XGzfcCMuXb02eS81nkMtlLMEK7qqnAXQbOt+0fL9icLXNnbPxWppFr7z8yPcN3BIlcCidY5YIolE0pxfVIRW4kyjz4Pbls3hynBr12zctXa+MNFKyUopyLWgRb1bd23pxKbudjz8gzeE1sqXfu+mXNahlQJUPOQwt3HFrEJNd2cQbpcDT7/4jjAbdvia9TA5mQafC0/tl10tMeHCLJDvv9UKc2xu9Aq/v2PFHDidTrzaewnRhP6z1eh3o9EvDqtc1zVH83z5suU/H0OjEcP9c82E5YosU16BPKP+cvn52r5hAZ587hROngvhteOXwc6FhIuOyiAIOULutROX8dqJK3khyFqhwFooZwlWdFU5y0nYVqkD4nCyyRXlwjCz8UgCrU2+gjBHIONTjyVSeX7UHZsXFSxmAMDYRKHSka1Gs4tgSiuJF9okus7tG27E0EhEc6VejsFXJw0pj9t7ZhBXhycKwvGQToubebRoJ9fwMLKt1kKaXIBsU3c7nth72tCCZzGcH7iG8wOTpWu1puLKZ4dX9GvJ9YGc5Si6n+l02pQCeb9/DLv39QmPJ5felb8/dLIfoTF+9It6hqXVB5VnRSplGBqNwCFYl2lrzhTrOvHOUMEzp/bTxzSSCHky7DlwNm/RXS+hTB0EwQtBlkOBX+y5AC0bzunIPB9tggJmVnRVuXCki3Ucm2BgIGzpZNF4Ei6vB8lYXBj7qU4M4uFyOpBKpfPCihLJNL7x2EFDvkD5gTWrbOQpp15olHw9TY1e7DkwGQbl8zrzHkiZW7tmY9fWzrxtecdtnt6AM+8OcsPxRMeeN6sJ3/zc6pKGXUXjSeFYtzS60d05C8fPDmJwNFr2Wvlm8XtdiMaSeeMbjadyliNv7NWZx0afMyUzWvz49kNrudm9wWAzBgbC3F69i+cFcNfaeZjdNo0b8qcly6aV7bkibWpkGdSlpGW2rO7Ari2dec+cVvkEr8fBXf/YvKod92+dlEFP5o3dc/H7WzvzfktGxntGix/f/Nxq3RDjTd1zDWUClyJOXb6vqs8M++1sbanL+DwuBGdOK7hQpWX4k98yXWWbzGoJZVjRllUdhhe2QuEobl82Bw4HdN/sQL6VZCSBQr4edcicsgxtLJ40nfLt97qF4Xg8hQ5krMR//dVJPLAt88OS4+vlsgtWpo4jY1HhD2d0PJHJ9sxiF4XuczsRTaRyi3nK8QUgtBxlBSCPe39Iv4Ilj6HRSTeE0ZIEQ+EYXn/rCpobPdywOb0AgS2rOoRKSJYhk5Hr4EYJAfnPnJasogVttQbTk3l/z0W4Xc7c9RqtOWNkcXt91ngyYuDw7lGla8TXhFLXIplK4YnnTuUpBKPIIWNGa1OkAfzzL45h2cIZmN7k4z4Ibc0+/NHvdeUaVOiFPKmTYLS2bfS58bUHVhk6Li9kymzFvFePX8bhU/1IpzMup2K7GDX43LazwLXwehxo9HsQ5SQzHWYDQn+/uoTDvRsX4Nk3zhlOklPicADP/u59YVkDK8k5ej109x46j96+q4aSZdLpNNLpzP/1MPP8vXLsMj5x+8Lc72J6kw8BjfpGAPBy78Xcb8lozRnlYnSpewpXq2iYbaNfRKhLZe7e14cXevgNHPQIhSO5JAijyKFbWgk3TX4POoJNuR+TltUQiSXx02dZ7m/txaMovG6noePyQqasVMyLxFK5NQRR6Fs0nsT5/nCuXLGonOlENFEzCh0AYvG0MDs1FDYW5rf3zfN45MeHLT+jclkDXlhsJJbA2QsjQjnk8ha8yCtRL1u/L5Nso+69+sRzp/K2ky1uWckOhWO57fpD44jEEqb66xZeWyY5TMkNs1t09knl9jHa61W5uM1D7ims9VyLMNPHtpTUjKWeTKYKivoYTXYQoUyCAAq73VybiAktA5HFyVvg0bMy3nj7Chr8buzYvFDTolNbbWYTM4qtmKfmMBtAPJnC6ycu59w4onR3AJlrg6EKwznkBarWaV6MjsdzLjQeyq4+Wot5pSDQ7AOQ1rQcZYwUGtNDaXXLFmDvmUH0hyYyYyR4Xr7z8yPclHW5IJ08C5Pvy8Wr/No5ykJoiWRas2DZCz0X0eBzZY6tWIfQ6q/LQ04wk9eMjOynTCjT69rl97qwfUOmJ69Wx6sXei5OFu9TrauILO5KFk5TUzNK/fFfnuAWjSoGZVgRLyTv/MCYMORPpCx4oUo+jwtLrm8TlpeVrbG+8yOaCkBdjEqvbjaQ8eU2T2/IyVHK8gRD4WhBqr8o3R2Apft1x4q52NTdjqFwFI/+e6/mtrd2zca2NfPxiQ0LMBFNCBfzSsFKKQh2btiQUi8FyhA/tV/aaNE3dZSXcj3FSBKO/OwZWYeaiE5as0b66/KQE8x4ZSa09lGGQmr1TYjFkxgbj6HR59btKaxXvE/tNy+2cFox1IRSj8aTOHjcXFs2B4D24DRMRBPZKI+MolUvNCpRL3IEWxs0fW3LF89Eb9+goVClXVsX4/CpAc22dmb6lKpTvtX9StPpTFTP0GgUwUADli2cgR2bFwm3d2Q/E/V15WHU6j50sl8zLp3HDEUfy0ef6s1FxIhct04n8NqJy6qytguBdFpoqVlB7sm6fcONhvIHSoXX40STToErPayW11Dycu8l3L3uel3/No+eUwP41hfWZv+def6ma8zAWpt8OHkuZOocZstYqGezcnKcKDEr/3quYvuGBdzoM61ZSTkTj4AaUeojY1EMDE+Y2mdj91w8sG1JQViZmVVoIwk80U38cEs1WklGMmb6lGp1d3r6xTN55+kPTeRZFqJEIa2+rjyM6kl17LQecqKK+jq0xieVmrSmlJaUVn9VK6TTwLab52FsPF6ycgBGiMRS2HPgLLas6rDsPivFiy0SS+Lp/Wc0Z54iBkej4v66nN/FkusDug3b1YjKWJipiW8mckY9kzAyKyl3H9uaWCid3uTL1ZsW4XRkfIjq3pnK9HQjfRXViyGidGPZ4vV5XJgzszAWmMeOzYs0e6Oa6VMqJ8LI8gLIzTKMpF7zxsLnye/r6kDG7ygnXcnytTV7sfaD16G1yViKtdZlNfhcmNHiyxvbz9+9RPM6jAbsyte7a8tizXE3g5yUJa+TWMXrdghLIIjoOXUVLqfD8nWU4vqBjN/63o0LDZWvUJ9f7koGIJetvH3DAkH/28W6pS70esQChb/hthZf7jfMW/w0WhZBaybRc+oq7l53PdZ3zTZUaqOU1ISl7vO4sK5rDp45cFa4TToNfOXTK7Cgfbqlt6BW+JEy3Xh4LIreM4NwufpMhybJRbzSANfPNzc4Def7rxXuqGI8msA3f/AGd/FmU3d7Ub48nuUPZKwXr8eFp/efwdvvDeH1t8QNDtRoGYhru+bAkS4cW63rMDxDUFyvlm/VDEory4q1KnP7inYAMLW+MTQawZN7T1u2uI12h9KXI4pYPKk781STSgN/95PDCI1Fuc/ut75wM8bG43mzRyMzZSNlLPJKBoSjONp3FX0XRrmdvdyuTCir3oyo8/pWYaOPwdEI/vaHb2J4LJMMtm7pbOzauhiNPo/h8bJKTSh1ANi1TUL/4DW88fYVfnpyi9+yQge0O6UA0K2pzEswECUdOAUm06KO6VgyP1CwAj8eiWfCGT2ZRgmyX563eJNMpkriy1OvL8hJUXquGVf2HWekbI7f60KD14Vfv/ZewXWEx+Oa6xkOBwzFIKuLLmnto0zuWr54BhobvHit95JwzcTIOknmuE5M83sQCke5x1He7wa/G5euXuM+4z6vC4dP6/t65WuZ5nfnnZOXst61MIDXT1wRJqHx8HldBVFjQ6MR+LwupFIpxBLit45cvsPowqMcnaIco8XzWrH+ptm5KBfZ4tdKjlOXDBB19komU4jFU9yXn8vpQDqdzo1nIql93+VrHQrH8Orxy2j0uyvS/9T2Sl0ZvjUQmhB2lCnGT6W1+KSVZCIvlDy25xheOXphsj9ndoHvyOnCBI5EMtOUmcexviF8+6G13L6SA6FxPPpUr64Cee3EFYhs2XKNkcz0aV584zOr8Pc/O2zI73vL0utw6GQ/97vX37qSteYKWSllYor1i1gZK7okk06n8Vefuxmz2xpzafgfWTtfaAkaWScBgNuWzRUWO+OtbxjJjtbjtmVzuOfknc/jcnGvweXUfjkrZ3VDo5Fc0pJVn7/WwuM3P78au/eexuHTA7luUT6PE8FAA8Yn4hgKx4TJcWYWl7UitKZP8+LP7luecwV/47GDpq+vEv1Pba/UC9OKxSnzRjEXfiR+QEULJftURZuMliVQuguUVrLP44LX4zK0eMNT+j6vC7cuva4oX56RxaPweAz9oQlDcq7vmo0tq+dhv0YmsFZ5BBmllQhoRzfJBd9ELpNoPIVnXz+HL35sae4zpSXIU+zqhhNKlGUiXE6n0O2lnhVNpuBPWtTS/FbNRUOfx4l4IlVQQIt3TvX5tm9YgIlIAifPhXKWvdb5IrEk2HtDuHHu9JxlvPfQeeGLyOtxImagCJ7WwiOv6F40nspzV4p6EltJuuPLl0n+A6CZ9CXev7yhjDK2VupmUuaNIPKba4cfiaf6ZkOu9MoSaLlHikkcisaSltcBzJxfL+VaxudxYufWTricmcbI/SHtyCbRvRb5/kX+1cyahoST7w3pJoLt2rKYm/CmTjrhlXidPs2DD1wfwP3bJEs+VNG6BjsX4o6rz+PE//iDWxDL1gi3+ntQ+n5dTqfwfADw3aeO5f7tdQMxQcTq9GkeOBwOxOL6EVCtTT68/d4Q97vzFtYC5BIcpUy6++dfHMNENKEbYsuj3KGMMraOftHrf6lMmTeCKG13z4F3hGnCK6Ugli2ayf1uyfUBU29rvbIEaveIcmXeaNqziGJTlI2cXy/lWiYaz4TnAUDXQv7YKtG612ajm+REMBHKtHw54U0vzVv218o+1JFrcRx8qx9PPHfaUnq56NpE4xqNp/Crg+9pXru6lIMst/L6ZN/vngPvmHreRAodAEavxTFiMKR1yfUB4cvWytqwstSAqCyCGdLIlGuWXw5mF6zLHcooU7SlLkmSC8CbAC4wxj5avEiTWO18zkMvbfdbX1iT+7c6iefo6cx+ap/d9g03alozIplFtZflz7U6k8v7yS6HdDqdl+atRzF+PVFvS6UPU7kdr763zMu9l7jp6jxKbeEYWeA8zAbgcvNtHqP9KeWCaGbSy7XYvuFGvNx7iSu36L4mUyk8+fzpvD6uct36Y2f4VrF8LLmH6Cu9l0z3EJAJNHvhcDg0fyNORyYy5/duvwEHT1wuaWmHg29dxtvZ0siVhLdQXe5QRplSuF++DOBtANrVdixgJXFAhF7arpGkCPlhW7ZwRm4V20zas15ZAhm9crrK/f7thYyVaCXMzyxqt4Ao2kDe7vblc4VlFnhRPHPaGnFpqLD2SKktHCMLnHprKfIY6vlr9aI8zDA2HkdU8CIS3dfd+/oK1ngisST294gztJXHcjoclhU6AHzg+jY0+N26SXfv94/hFy+9W/JaPckUKq7QgczaztfuXwlvdk2mEha6TFHuF0mSOgB8BMD3SyNOIXLiwKxAg+H+hDz0ekvKlqByEUlkgfWeGcpLTvrYhgV5SRCbV7XjzlX6iRFqd4E8RdZLHlLKaCSdWXStVpHP39zo1Zzyy2UWjBKNJw0nlBSLXiJYoNmHmQF+wpvR/pQi1D1AjaJ1rtamwh6k5/vDOMz40UWAOBlJTm4Lj8cslyQAAJ/HgZ1bO7Fj8yLcvmKObvLTyfdCmgldHpcDPkVElM/jRMesaQg0lT/22yyBZj+C2YCHSip0oHhL/bsA/gJAs5GNA4FGuN3mL/DLO1fh2kQM39tzHMfOXMVrJy6j78II1nXNwYP3LIXLZezdtH55OzeBaf3yueiY25r32aWr14R1UELhCFxeD4IzpwEAHtp+Ex64+wMIjUYRaPHB780MaySWKPiMRzKZwuO/PIGDxy9pLhqqz6slowjetZYT0ZjzGB6LYue2D+CPPuUzNG7F8l/vvxkNDUfxq1ffLfjutmxykJHnxcw1AoX30Qyic03Ekvj1G+/js3d/AD/61du6zxIg9glPxJJ4+PE3EGjm9wwwitPpwm9+l2mbd/zskK4VPjwWxZqlc4R1nuLJNNoaPbhlaRCf2LgQc2c1w+91IxJL4B9/dth0fSglDgB3rOzA/sOlKXZX7O8sGDSkUrlY/sVIkvRRAP2MsUOSJG00sk8oxC/raYQ9r7yLfYq+iv2hCTxz4CzGJ2KGp7L33DIf4xOxAl/2PbfML+iqlMw2pxX585OxeG6fYLAZ4ZEJuAGERyagPBLvMzXqbkQi1OfVklFUcIx3reVEPeatTT6MRxNcv7B8feGRlKFxKwWfuO0GxGIJ7jPR3NKAwdB4Xqgfbwzla+SFNfJQ30czyOdS+9Ynogk8c+Aseli/4azR6dM8WLE4iONnhxAKR3LJbRPZ4mtGFbrP40AimS6IaZ+IJvCfL79j7MKQGZf7Ni7AkVP9wvWOoXAM+3suwO3KVCoNIzMr2XZzO3rYFcuuorYWP+69YwHcTgjXLYzQ2uRF9+LJZ8RK1yNBOzvDMhRjBq0H8DFJku4G4AfQIknSTxlj9xdxTC5aVRrNLPyZ6XpfSn++FmYSI8wUKzJbcKxcGCk4JlOp6AA9+eQ+rnLCm16at/IYRgqiFXOdLqcTn7xjIXoEC71mKjGOXIvj+NlBLFs4A7evmIt/fvqYKWUWaPLiz3esQLC1AbF4xrofNlm8TUl350y0Nvlwy9LrdMs08xKVvB7rxW26O2ei0efWHFs9fG4nRsZi6D0zCIfztDABsZxdj4AilDpj7KsAvgoAWUv9K+VQ6IB2lUYrC3+iXo9q9KJUSoHeQpvDIe5gbkRGUX/XSqMc80qMazHyqWdOvDRvngUmF0Rr8LtNJUWZReuZMbvQKPcliMZTpl0tI9diuVDTkbGo4dBFGVH01JbV83SVOi9RSdTvVAvZspbPXUyiUjQxWSVUKwGx3KUCbJ18JCNXaeT5CMsZ0G/GsreKXr9IOS1Zq1hRuWUsNUqZqzmL4KEX+ipKY5ctMK2CaKW6N1rPjNUesCffC5lO0DFbW0dJa5MXX39gFZKpdMG4tLX4MUPnWFZqrSvxeZxo8LlzlrWcmKcZRt3kRRooajZSiVIBJZkHMMb2lzpGXYlcpZFHJabsRpJaijm2VuKT3OtUL4GlnDKWCzNliyuFXujrk8+dMpSQZDYpygxaz0x7sMnSMYfHoqYTdHi1dYyyeskszJjeIBwXPVnMJv6picZTGB6LFdxDretYtWRWUQmAAL93cKmpCUsdAB68Zyl3kbOaU/ZSoeWOqFZH8qmKlqU2fZoXbwpCBCtVrElmx+ZFaGzw4pWjF/OeGXUlRr3KjzKBZj92bu2E1+MUdoqS+8WK3IFadXCUx7iju537u1U+63rVNO/duFCz3IOItmYvJmKp3GKwEmXSlfy3KBHRKpUoFeBImyleUCQDA2HLJ5NXhK2sJpcb3mq1FXjXJoqM2bK6w7BvrlTylQM7yiYac1FyFJBRVn/3xXVlL9akJBhsxvmLw9zfg/pZ0qv8qHyeRNtu6p6LbWvm6/72ovEk/v3Fs3nRaspjPLBtCXc/o1Fg8lg/88q7purZ39o1G3etnY+HH3+DW7NFfQ+VYyha3DeLkd+tIPrF8CpwzVjqMkYXOWsR9bVVsyP5VEa21HrPDOLq8AQCzX4sW9iGoxqJXoFmX9ktMB6i34Oo8qNeiQfltryZo5HZoc/jwp/etwJOpA3PrM1EgcnWrpl69utvmoNP37kYiWTa8PqcPIbF9IVVcseKuRXxLNScUp9KVLMj+VRGXuz8g0824My7g7nSu1qdk5bMD9j6BWu0xANvWyuzYpfL3DHMRJ1M+vJdwnIPaz94Hbbe3AGv25UXaOByQthFrdiepVq0B6fhs3fxZyilhpS6jSllQTPCPH6vO/fS1LoXfq8LO7eWv6NNKVBa8M2N2j1WSzErNnoMvYgekS9faz1KNKswuz5nVLbli2cgmUrh5aOX8hKxOmZNwzc+s0p3DEoFKXUbU6kEKEIfrXtx27I5aPTRT6kYtMb3jhViX76VWYXZWYRZ2T69uRMXBsIYm0jgxjktui/PUkNPokkqvVBrx0SdqQrdi/JixeqWsTKrMLOPGdl8HhcWVLC+kpqai36pFlqhhbOvm1522Yp5mVR77LSoRdnsEoFVi2NnhHKPr51lA6Zg9Eu10Kpx/uWd5feX1XPUT61B96K82Hl87SybDGWvGEAvtDCi1c+LIAiigpBSN4BeaGGoCp1VCIIgeJBSN4Be16SAyc43BEEQ5YKUugG0ivx0d84sa3cegiAIM5A2MgiFsxEEUQuQUjdILdYtJwhi6kFK3SS1ENJEEMTUhXzqBEEQdQQpdYIgiDqClDpBEEQdQUqdIAiijqhoQS+CIAiivJClThAEUUeQUicIgqgjSKkTBEHUEaTUCYIg6ghS6gRBEHUEKXWCIIg6gpQ6QRBEHVETBb0kSboLwKMAXAC+zxj7+yrL8y6AMIAkgARjbLUkSW0AdgO4AcC7AO5jjIUqIMvjAD4KoJ8x1pX9TCiLJElfBfCFrOx/yhh7tgry/TWAhwDIPQK/xhj7VaXlkyRpHoAfA5gNIAXge4yxR+0wfhqy/TWqPHaSJPkBvATAh4wOeYox9rAdxk1Hvr+GDZ677PlcAN4EcIEx9tFSjp3tLfXsxf8fAB8G8EEAOyVJ+mB1pQIAbGKMrWCMrc7+/ZcAnmeMLQbwfPbvSvBDAHepPuPKkh23TwNYmt3n/2bHt9LyAcD/yo7fCsUPq9LyJQD8N8bYBwCsA/DHWRnsMH4i2YDqj10UwGbG2HIAKwDcJUnSOthj3LTkA6o/djJfBvC24u+SjZ3tlTqANQD6GGNnGWMxAD8H8PEqy8Tj4wB+lP33jwBsr8RJGWMvARgyKMvHAfycMRZljL0DoA+Z8a20fCIqKh9j7BJj7HD232FkfmTtsMH4acgmopKypRljY9k/Pdn/0rDBuOnIJ6Ki8kmS1AHgIwC+r5KhJGNXC0q9HcD7ir/PQ/vhrgRpAL+VJOmQJElfzH52HWPsEpD5QQKYVTXpxLLYaSy/JElSryRJj0uSFMh+VjX5JEm6AUA3gNdhs/FTyQbYYOwkSXJJknQEQD+A5xhjtho3gXyADcYOwHcB/AUybjWZko1dLSh1B+ezahesWc8YW4mMS+iPJUm6vcryGMUuY/kvABYiMzW+BOAfs59XRT5JkpoAPA3gzxhjoxqbVlw+jmy2GDvGWJIxtgJAB4A1kiR1aWxe8XETyFf1sZMkSV5fOmRwF9Oy1YJSPw9gnuLvDgAXqyQLAIAxdjH7/34A/w+Z6dAVSZLmAED2//3Vk1Aoiy3GkjF2JfujSwF4DJPTyYrLJ0mSBxml+TPG2C+yH9ti/Hiy2WnssvIMA9iPjL/XFuMmks8mY7cewMeywRY/B7BZkqSfooRjVwtK/XcAFkuSdKMkSV5kFg2eqZYwkiRNkySpWf43gA8BOJ6V6bPZzT4L4D+qIyGgIcszAD4tSZJPkqQbASwG8EalhZMf3iyfQGb8Ki6fJEkOAD8A8DZj7H8qvqr6+Ilks8PYSZIUlCSpNfvvBgBbAJyEDcZNSz47jB1j7KuMsQ7G2A3I6LJ9jLH7UcKxq4nSu5Ik3Y2MH8oF4HHG2CNVlGUBMtY5kAmXeoIx9ogkSTMA/BuA+QDOAfgUY8zoAmEx8jwJYCOAmQCuAHgYwB6RLJIkfR3Ag8hEV/wZY+zXVZBvIzJT4DQy4Vt/IPsTKymfJEm3ATgA4Bgm/ZtfQ8Z3XdXx05BtJ6o8dpIkLUNmMc+FjGH4b4yxv9H6DVT4vork+wls8Nwp5NwI4CvZkMaSjV1NKHWCIAjCGLXgfiEIgiAMQkqdIAiijiClThAEUUeQUicIgqgjSKkTBEHUEaTUCYIg6ghS6gRBEHXE/wdX0t+uKIcPtgAAAABJRU5ErkJggg==\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(df.index, df['consume'])\n", + "plt.show()\n", + "# La mayoría de los coches consumen entre 3 y 7 litros o otra medida por milla o kilómetro" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "id": "02300a44", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# La mayor varianza viene en las velocidades, concntradas en su mayoría entre 20 y 65\n", + "plt.scatter(df.index, df['speed'])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "id": "dba83c3d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 111, + "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(x=df['distance'], y=df.index, hue=df['gas_type'])\n", + "# La gasolina SP98 ocupa una valor por arriba en distancia, es más eficiente, aunque se ve que está escalonado la distancia a la que se llega" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "id": "127af34f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 109, + "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(x=df.index, y=df['distance'], hue=df['sun'])\n", + "# Se puede decir que los días soleados se ha podido recorrer más millas o kilómetros" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "id": "a594a5fc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 110, + "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(x=df.index, y=df['distance'], hue=df['rain'])\n", + "# Lo contrario con lluvia, menos millas o kilómetros con lluvia" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "id": "5d5f9395", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 115, + "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.stripplot(y=df['consume'])\n", + "# Mejor representación de la concentración de consumo" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "id": "813dd77f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 118, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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+CnbX78fj8wAwKXEChUmT+MnuX3GstQzwv5G4vG7uUDcBsDLvIt6v+TAY7HPis5mROjXaL21Mk8AvOFbVFhL0T6lr7qamqZu8jHjau5w0tfcyMTsBk1F6CEU4l8fFyc4ash2ZOCz+aZYVHSeDQf+UfY2Hhgz8RSmT+ebiL7G9dgdgYN2kS+n19AaDfvAZDQdZkbuEJFsiufFZfGrmbZS3nSDVnsyy3CUyuHsaEvhj3O6SBv7vxYMRz9ksJlITbby14wRPv30Mj9dHepKdb9wxn+wIyeJE7Cprq+RX+x6j09WF1WjhU7NuZ2HWPDLi0jAajCGLrHIcw6doqO2q472q7bi8Lj6s3c0/zPs0KbZkWvvagtf0uHv4rx3/gwEDVpOFPo8Ts9HMHerm4JuOGFq0t15MUUr9TSl1RCl1WCm1XCmVppRar5QqCXxNjWYdxNB8Ph9Prj+K0+UNO2ezGPnUuul4fT6eeed4MBV0U3svz28uC7texLZnj71Mp6sLAKfXxTNHn8fr85JiS+aWqddhMfpX6BYmTeTKSZcM+RyP18MzJS8E+/o7XJ08f/xVPjnjFuIDu3DZTTacgfM+fPR5nIB/LODvJS/i9ISPE4hQ0W7x/xR4XWv9caWUFXAA/wxs0Fo/opR6GHgYeCjK9RBAWU07m/fX4LCZuXRhAYkOCy0dfSHXOGxm/vXTi0mOt2Gzmqhu7MLtCX1jaGzruZDVFmPA4ARsHc5OnB4ndrOdtRNWclHuIsrbT7C/4SC/O/An4i3xLMouZmHWvJD7+jx9ITN0Tj17dvoMvrfiX2jpa+XvJS9xoOlIxHr0uHvpcfeccyqI8S5qLX6lVBKwBvgdgNbaqbVuBW4AHg9c9jhwY7TqIPqV17bz/T/u5J1dVbyyrYLv/XEHHq+PhdNCN7a+aFY2WakObFZ/H2luuoOCzNB8/0tmSBpoEWpwAJ+VrrCb7cHjblcPv93/BJuqtlLSWsqehv387sCfePvEeyH3OSwOZqROG/TsYgAsJgtZjszgcSRFyZMlO+cIRLPFPwVoAB5TShUDO4GvANla6xoArXWNUurccrKKIXm9PoxG/4ycLftqQ3buam7v40BpE/ddM5Os1DjKatpRE1P52NKJIc8wGAx89bb5vLSljNrmbhapLC5dmH9BX4f46Lux6GriLfHo5hIKEvO4avLlIed31u+h19MXdt+W6g+4dMLqkLL75tzJa+VvUdVRw8y06Vw2cU3I+YtyF+HFx47a3aTYkki0JVLRdoLchByumnzZ+X9x41A0A78ZWAh8SWu9XSn1U/zdOmcsNdWB2Syj9CPV0e3kx3/ZxY7DdeSkx/PFW4vJiLRzV3YSEwtSefC2VDq7nfzkqd08+ONN5KTF84WPF1M83f9pQFe3s7+smdaOPnIzE0hJjcdqkf8eItSnsm8Y8lxWW+ShvGR7PJmZiSFlmSTy+bw7h/1Z12dewvXzhh4rEMOLZuA/CZzUWm8PHP8Nf+CvU0rlBlr7ucBpt+Bpaek+3SVigCdeP8KHh+oAqGns4pHHP+Rb9yzmrQ/sNLUHlsJPSSM32UZDQwcAf3xDs/2gf3ekmqYuHnniQ370hZX0ON386MmduD3+Twvv7DxJSryV61ZMvvAvTIxZM+Jnkp+QS1VnTbDMbDBx5YTLgr+D4vwb/KZ6StQCv9a6Vil1QimltNYauAw4FPj/PcAjga8vRKsO401tczfbD9bS6/KwYFom0yekRLyu5GRbyHFHt4ttB2v557sXUlbdgcNmRk1MweP1sfdYA9197rB7OntcvLytHLvFFAz6p5RVt5/X1yXGP7vZxkOLv8zh5qO09LZiM9tQqdNItvUHpnZnB7vq9tHU28yExHwmJORzrK2UbEcm04dYkOX1eTncXEJLbwtzMmaSYku+UC9pTItqdk6l1Hzgt4AVKAXuxT+g/AwwEagEbtVaNw/3HMnOCbuONvDzZ/cz8B/i2hWTuHlNUch1J+o7+ffHP8TjCf8nS4638q17FpOWZMfr9fHIn3dxLBDwrWYjTnf4tE4AoxG8A07ddslUPnbRxIjXCnE2/MnZfh5xHAD86ZdvnR7elfTYwT+zo24PAFaTlX9c8ACTkiZEs6pjyqhk59Ra7wEWRzglIzBn6KWt5QwO5a9vr+TqZZOwW/v/M775YWXEoA/Q1uVk455qbl4zhUPlzcGgD+B0e8nPiKe5oxefD3qdnuA5nw9y0hx0dDtZNjuHK5YUnNfXJsQ7JzYPGfQB3q3axlWTLyfB2j/DrK67IRj0wZ+eeUPlu9w3Z/jxASErd8eM7t7wRSlerw/vgJk6h8qb2X+8adjnuNz+gB6pdT85N5H8zHj2HmsMKff54Bt3zCctyR52jxAjcaKjilfK3qS9r5PZ6TOo72mgtrMOq9lKW18Hbc7huw+9Pi9uX2jiNXeERGzOCEneRDgJ/GNAV68rbKEVwPI5OTjs/oUqDa09/OSve8P6480mQ7DMZjGxel4eAHOnpJGdGkddi38xlsVsoOREG/Wt4YuzFkzLkKAvzlqfx8nP9vwmuDCrouPEGT9jQebcsP77/IRcpqVMCaZgNhqMXJy/4twrHAOGDfxKqR8Md15r/c3zWx0RyZGKlrCAPjU/iU9fNSN4fKCsOeyamZNSuffqGXx4pJ6ePg8r5uSQE5jWaTGb+Je7F7N5Xw3dfW6mFyTz6DN7Q+5PdFi45eIiVszJidIrE7FgX8PBsNW4I3XJhNXkxWczISGfxp5mvD4vZe0VzEufRZwljgeL7+P9mh0097ayIGuu9O+P0Ola/F2Br0XAxcCzgeObgDeiVSkRKifCHPx5RRkhWTIjXXPRrGwykuO46qJJEZ+bEGcJDtL2OT3E2Uz09PX37c+clMqa4rxzrb6IYa+Uvsnr5RvO6t50exrXFl7Jr/Y9xpOtfws5Z8DA3bNuZ2nOQtYUSCv/TA2bskFr/R2t9XeADGCh1vqrWuuvAosAWb55geRnJnDDqkJMgVW4Myelctmi0AHWmZNSuWxhAcZA7vxF0zPPqKVus5r41JWKOJt/YVZeRjy3XFx0mruEGFpjTzOvlW/AGzYtYWinkrklWOL55IxbeL9mR8TdtHz4eFo/d97qGmtG2sc/UWsdHDXUWjcppSZHp0oikhtWFXLZogJ6nW4ykkPTzro9Xjbtqcbp9nDXldMpnppBaqIteL6+pZuNu6vxeH1cPD+P9i4nr26voKPbiZqQigFwe32snpfLo19YRWtnH1mpcSEbsLR19vH2rio6e12snJPLlDzJhyL8nB4X71Vto7arnjkZMyhIyOe9qm009DTiGxT0JydNpLy9MqQsyZrI5+fdR5ItgR53L+srNuIwx5FmT+XgEMnYAHo9fXi8Hsm9fxZGNI9fKfVXoI1AwjX88/HTtNYfj2LdgmQe//B+89IhtgVW3QLcuraIq5b5u3faupz8f795n65e/wwIs9mIe4j5+maTkW/ds5gJWQkh5S63l3/5zfvBzVpMRgMP37mQonxZLCPgV/seY3/j4eCxzWSjb4ipmffMvIM3Kt+htqsupDwnPpvPz7uX//zgJ8E9d+PMcdw98zZ+vf+JsDcQ8L+J/L/FXzyPr2T8GWoe/0izc96PP/D/L/DzwPf3nZ+qiXPR63Sz/VDoH9HGPVXB73ccqQ8GfWDIoA/+Tw5bD9SElR8qbw7Zocvj9fHevvDrROxp62sPCfpAWNDPi89hRuo07pp5G0tyFvCFefeREZcWck1tVx3rK94J2Wi9x91DU28LD8y7B7MhvHPi8/PuPY+vJLaMqKtHa90OfD3KdRFnwWwyYrUYQxZcOWz9ucgd9jObseuwhV8f6Rln+lwxPllNFswGE26fZ8hrLspdxOUTL+aV0jf5+rvfwoCRnPgsGntCF+wnWBLC7n217C3unPlxMhzpIZ8S4s0O2WnrHIyoxa+UylJK/Ukp9W7geJ5S6h+iWzUxEmaTkRtXTxlwbOCmNYXB48Uqk8LcyImaBstMsXPx/PAx+2kFKcyfmhE8Tk20cfkiWb0r/N0xA3fUMhvM5MX3TyrIcmSwPHcJB5s0r5a/RZ/HSa+nl/L2SuJM/WtDFmfP54pJa8lPyA15fre7mz8c/AtXTFyL0eAPVwYMXFe0LngsztxI+/hfAF4DHtRazwvsprVDaz3vNLeeF9LHf3pVjV2cqOtATUwNGdgF8Hi97NQN/OqF0L117VYT3/zEArr63PQ5PcydkoZlQPprj9fLvuNNdPa4mD81g6qGLvSJVuLtZuZPzSAjRVpcwu9ERzV1XXVMT5tKgiUe3XwMp9fFrHSFxWjmldI3ebX8rZB7rim8ArvZTktvGzPTptHa147DEsdrZW9xsrM65NqvLHiAjLg0jreWMzExn+x42cZjJM41V0++1vpXSqkHwL+bllJq6M5iccHlZ8STnxEf8ZzJaGTpzGxe2lpOVUNXsLx4agaTcyPPzvH5fDz69F4OV/i31EuIszCvKJ2tB/yDyM+8c4x/vLWYWZPTIt4vYsuExDwmJPav+ZiZPj3k/NSUKYNvwWAw8mzJy/jw8faJd4PlWXEZYdduq/mAe2Z9grQc2aL7fBjpZ6WQpBhKqRQg4juJ+Oj6hxvmMK0gGZvVxIJpGXzy8mlDXnv0RGsw6IM/TfO2A/0zh9weH69sq4hqfcX4odKmcsvUa0m2JpFiS+b26Teyq25vxNk69T2NYWUf1u6hxy17PZ8vI23x/10p9X9AolLq08CDwO+jVisR0d83HeedXf4ZO2sX5PHxtZFzlA8lPyOef7pr0YiudUWY/TP4T9TpHnpAT4hT+jxOXip9nZKWUuZkzOD6oqtIsMSH7bc7HB8+tlR/wPSUIv5e8hLVXbXYzTYuKVjFpYO2ZhSnN9JZPf+tlLoTSAGuBv5Ha/2naFZMhNq6vyakhf3q+5VkpzpYHaWUCjMmpZKfEU9Vo79ryGwyMrUgiSMVrcFrBq8eFiKSZ/TzvF+7A4CTndW09LXxheL7ubhgJX8reXHEz3nu2CtYDBZcPn8Gzm53D38/9jJWk5VV+cuiUvfxasRz8rTWTwJPRrEuYhib94fPm9+8v2bYwO/1+jh6sgWPx8f0CalYzCPr2et1uqlp6uZrdxSz/WA9nT0uls3OJifNwdYDtdQ0dTF/agZqovS3itPb33go5Phw01F6XD1MSZ7E/XPuoqytgra+NnbW7wu5LsWaTKszdGe4U0F/oH2Nh1iYNY+GnibyE3IxG2Wq8emM6F9IKTUdf9dOvta6UCm1ELhea/3taFZO9CvITOBIZWtY2VDqWrr5/hM76ejx/6HYrSa++ckFTM4ZPtXC/tImfvXCAXr6PMTbzXzx5rkhAV6StokzlWZPpauzPzunzWTl2+//gE5XF1aTlXtm3k56XHpY4F+UXcyGAYO+Q/H5fPzzlu/h8rpItibxYPF9FCTK7+lwRjq4+wvgu/hX7ALsAW493U1KqXKl1H6l1B6l1I5AWZpSar1SqiTwVZqNI3DTmilkJPfPe05Psg+bRO3Zd0uDQR/8O2r95a2S0/6cP72pgxk6u3rdPLn+9PcIMZw0e0rIca+nj06XvwvR6XHyzNHnyU/IYd2kS4Nz82emTefqwiu4tvBKzAb/FONpKVP42KRLMQ6YV1KQkEdpWwWuwAYsbc52nj/+6gV4VWPbSD8TJWutX1dK/SeA1tqrlHKO8N5LtNYDh+kfBjZorR9RSj0cOH5o5FWOTXE2Mz/4/AqOnWzjgyN1uNxeSk62Ujw1fOob+DdmGayitoNdRxuIt5vZfrietEQblyzMJ95uYaeuZ39pEw2tvSH3NLb1P6emqYtNe6oxGg2snZ9HVmp4KmghBuvzDB8q2pwdPHn4b+QmZPOd5Q/h80F6nL89eFXh5awpWEGPuzeY5uHSiWto7m3FbrJhM1v5p83/EfK8pt5ht/AWjDzwe5RSFgITO5RS+cDZzuO/AVgb+P5xYCMS+EfsxS1lHCjz/2Jv2lPN/dfMZOXc3LDrLpqZTXlNR0iZ0+3lf5/dH1K2Q9ezam4ufx7i00Buuj+4N7b28B+P7wimhnhvbzXf/cxFJCfYIt4nxCkLsuZypGX4T46nBn8PNx3lSws+G3Iu3uIg3uKIeFzbVY8BQ8i00LlpM89X1cetM+nqeQ7IUEp9G3gP+OEI7vMBbyqldiqlPhcoy9Za1wAEvsoSvBFqbOsJBv1TNu2pjnjtlUsmcMvFU0iOt0Q8f0plXSfrdwy9FV53IMHb9sN1IfmAunrd7NANI626iGGr8pcxO12FlWfFZZBkDR1zOtJSQlNPeIvd64vczvygdlfYWoCc+OxzqG1sGOl0zieUUqXAdYADuEdrPZJJuCu11tVKqSxgvVJq6OTaw0hNdWA2S87t13ecDCtLTrSRmRk5F8+nr5/L3OlZfPs37w/73MR4W1gXz+DnZ6aHDyRnZSQM+bOFGGhhwRwONumQsrsW3MQ7ZdvYXXMgWGYyGMnLSiPJ7v+92lG1j8d2PU1zTyvLJyzigSV3YTNbg9dnNIanBs/NSJffy9M4k+mcm5VSewLfd47wnurA13ql1HPAUqBOKZWrta5RSuUC9ad7TkvL2e3XOZ4cqWjhmbeOhpRZTEbWLZ5AQ0NHxHvcHi+P/nnXsM9dMSeb5XNy+elf9+H2hLaqzCYD1yybRENDB3MnpZCfGR9M+TApJxGVlzjkzxZioHlJc8lybKK+2z/cV5g0iUnWQi7Ns3Kw/ijOwDjAJRNW09cBDR0ddLt6+Mm23wXPba78kARjEtdNWdf/3OR5rI97L7jatyh5MhMtk+X3MmCoN8CRTuecCTwBzAkc7wfu1loP2YJXSsUDRq11R+D7K4F/B14E7gEeCXx9YeQvI3Ydr24LK7tscQFTC4beDKWprZf2ruEH1m67dBpJDiv/9Q/L0ZUt5GcmYDDAifpOZgQSvh2uaKG+pZsv3TyX6sZujEaYXZgWsuevEMNxWBz889KvcahJYzaamZk2DaPByJTkSfz78ofRzSWYjWY6XF2UtVVSmDyR6q7aYNA/ZV/DQfLis5mbPgvdcowDTYdZk78ck9FEfXcjs9NnSNbOERhpi/8x4GfAHwPHdwJ/AIZbLpcNPKeUOvVz/hyYGfQh8IxS6n6gkhFMCxWgJoTPep07JX3YezJS7KQm2mjpiLwbUm66gySH/2NzaqKNZbP70+meWiPwxOtH2BgYR7CYjXz99vlMn5ByNi9BxDiL0Uxx5uyw8kRrAmajmd8dfDLYl39t4ToumbASu8lG74CNXaq7avn9wT+HlZ/yzsnNLMtdzKdm3ha9FzIOjDQt806t9aJBZTu01oujVrMBJC2z34adJ3llWzk+H3zsoomsWzrxtPeUVrfzxzc1tU3dzC5Mw+P1criihQlZCdzzsRnDLgJr6ejjGz/fEjJ0Nq8onX+8tfg8vBoh+n3/gx9T1dm/Ot1qsvKDVf/G8bZy/l7yEvU9jbi97mGe0M+Age8sf4j0OMkce65pmfcqpVZprTcDKKVWAsOPGIrz7rJFBcyanMpz75XxweE6vD4fH1s6MWRT9MGm5CXxb59eMqLnHyht4rXtlfh8PuZOSWd/aVNYYrZIyduEOBuVHSd5tWw9nc4u2vsGTT32OPn53t9xxaS1/MtFX+PNind44fhrI3quDx+uEb5JxKqRBv6FwD1KqWP40zFPBfYopT4A0FovjVL9xAAer5dHn95LU7t/Bk5ZTQdmo5Erlkw452fXNHXx07/tw+P1h/rB6SHA/x/+0oXhO3QJcaZ63L38z+7fDJtquaS1lONt5fzz0q+yJHsBb1Vsosvtn+hhNBiHnOI5I3UaObJRy7BGGvi/MuB7O5AGRJ5ALqKmsq4zGPRP2XawlqWzskmO9/fVd/a4qGroxGI2MjE7EbNpZANde481BYN+JHkZDu5eN0P698UZq+uqp9PVTZzZTpI1kZa+Vpp7W8KC/tSUKXi8Hsra+7PQen1edtfv4+rCK3hoyZfZVrMDn89HQUIuJ7tqONpyjBxHFrPSFWVtlWTEpbEs94L0QI9pIw38nwceAJzAXiAD+L7WeiSLuMR5kpFsx2gw4B0wLlNe28E3fr6Fm9ZMwWEz8+T6o8EAnuCw8PXb5jMp5/RzmnPSh0+/sHx2jgR9cUacHhe/3v84h5uPhp2zm8JXfE9PLSLHkUXZwdANfl4r20BWXAaLcxYwPbWI3+7/I13ubuLMcdw/+87gbl8Lsi7ITrDjwkjnPSmtdRtwDfA2kA/cHbVaiYhMRkPEfc88Xh9/33icv2woCWm1d3a7ePrtkSVZm1eUzqq5ucHH56U7MAYOZk5K5dKFkntfnJnttTsjBn0gbEZOii2JSyesYkHWXBzm0L2cvXh5puQF3F43fz36QrC7p8fdw9NHn4tO5ce5kbb4T637vxh4VWvdI3vuXnitnU68Q3TH+Ig88NrY5u8a6uh28s7uKtq7nCybncPU/ND5/0aDgfuumcnNF0/B6/WRlmSno9tJr9NDZmBT9YraDjbvryHebuaSBfmSp0dE1NLbyntV7w8Z9COZlDSRuEEBf6AuVze97r6wbRkbepp4Wj/PzVOvwWIaPj2J6DfSwH9IKfUmMAN4WCk19H8hETW56Y6QXbFGYkpeEh6vl0ee3EVNk7+ltHF3Nf/vE/MjbqSSMiCYJzqsJAZ6gMpq2vnPP+3E7fG/8Ww9UMv3PnsRFkmlIQbocffw3zt+RpvzzFbOLsic2/991ly2VH8Qcn5ayhT2Nx6KOKXz3aqtVHac4P8t/tLZVToGjbSr5x78idou1lp34R/cfThqtRIRGQwGvnpbMavn5TJ9Qkowc+ZwTCYDR0+0BYM+gNfn4929Q4/ND17b4fP5eG9fdTDog/+TxIFSSX8rQu1vPBwW9JOtSSRZEkm2hq8yT7OncNeMW1mSsyBY9vFpN3DlxLWk2VJItiWxIm8pn5nzKTZXbx/y55a3n6CtT9I0jNRIk7T1AM8POK4CqqJUJzGMtCQ7917tTzv77LvHeXlrxbDXt7T38fPn9oeVx9nC/9N7fT6e3nCMTXursFvNrJidzfZD9bR0Rl75a4/wDBHbIg3atjnbh7y+w9nFX0teoL6nkRuKrgLAarJww9SruWHq1ad99ikGDFhN8vs4UpLUYgw7UR+eKy81sT9zYUKcmSOVrcHUyqckOSxcGWHu/9b9tazfcQKny0t7l5PXPzgxZNCfU5jGjIkp5/YCxPgzzGLCSFxeF30eJ29WvMPu+vAGykBXFV6O1Ri5H39F3tJhxwhEKHmLHMMqasM/2n773qVUNXTR3u2kvcsZtsHKnMI0Pn/jHOJsZlxuL3uPNeL2eJmSl8jr24f/9AD+2T6fvGI6MyelDrtiWMSm/Q2HTn/REJ4teZlOZxer8i8K/m51urrY33iYJGsC+Qm5XFywkpOd1SzNXkicxc7ehgMkWOJJs6fx3sltFKUUkpeQc5qfJCTwj1FOlwenK3wWz6a91Vy7fDIAVY1dGCAk7cLq4rxA0PfwvT/upLJuRBm2gxaqTGZNlhwoIpzX56W8/fSNh6E097Xw1NFn2VrzAQ8t+TJ1XfX8aOcvgtM3B+60dbj5KOsmXcLehoN0D1gIZsDAJ2d8nBV5I0tTEqukq2eM2nm0ge6+8BkOr27r/8PLz4jn3qtnkp5kIyHOwvUrJ7NkRlbw/uGCvt1i5PqVk8lKtWMAjEYDy2ZnB99UhBjsSHMJ1V11IWUWQ+S2pclgInnQ7lunVHacpK6rgXdObgkGfSBsp623KjaFBP1T17xatv5sqh9TpMU/RvT0uXnuvVJKTrRRlJ9Edmrk/syBC7h26ga27K8hJ83BVcsmhbTUI31aGCgnPZ4bVhVy4+opbNp9kqfePsb2Q3WUnGzja7cVk5sef35emBgXytoqeeLw02Hlq/KXkR2fyVM6dKFVgiWeJGvikAO/fzz0DPU9w2/t6Rli2+/BOfxFOGnxjxF/fEPz1o6TVNR18PauKg6Vt5CcYA27btks/36jx6vb+MVz+9EnWjlY3sJP/rqX+gE7mS1SmcTbh37fL6/tYNOeaspq2nn8jaP0ubz4fP7NXb77xM6QtBEitvV5nPxk16/ocIZ/gky0JrAgax6J1tD0323Odk50Dj0xsKyjIqS1H0m6PXwdCsCaghUjqHVsk8A/RuwqCW397C9t5l/vWcI1yyeRnxFPXrqDW9cWBad67ilpDPlg7Pb42HW0/xnxdstp++q3Haxly/6asPKePndwC0YhSlvLcfsip0Gu7KgiwRLPw0u+wjWFVww5K+eUgoS8Ef/cbld4Zs/CpIlcO+XKET8jVklXzxjhsJlxuvo/wmYk+3fXuuXiIm65uCjs+kgb7LywpZyJ2YnBgD8xO4EPjwy95XHJybaIWzcagLQkSdcg/DIdQ+8EV9tVh9fnJcmaSH13I06va8hr48xxXDtlHb/a99iIfm5GXConOkMbJrPSZ4ys0jEu6i1+pZRJKbVbKfVy4DhNKbVeKVUS+Br585oI6uxx0dEdGoCzhujjP2Xvsaawsj6nhyfX9+dPuXRhQXAu/lAzM+taesK6lG5cXUi8XfKiCL+MuHRW50fehbW2u559jYc42HSED+t2h5yzGMwkW/2ZY+0mG3dMv5HGnvDf21NSbf6Vv0aDkSsnXcKnZ3+SOJM9eD43PptLJ6w615cTEy5Ei/8rwGHg1BD+w8AGrfUjSqmHA8cPXYB6jFktHX14Bo1jnajv5EhFCzMmpQaPN++rwW41sXZBPo2D8vafUt/S//G4p89NWrI9kInTwMkhcgDNLUxj5qRUNu+vZUpeEpdIpk4xyB3qZooz5vD4oafocIX29W86uSXiJ9C1E1Zx3ZR1vFX5LvXdDbh9noiBPy8+l8smrmFZ7iIae5qwmWzBMYMfrPk2ZW0V1HTWcbKrhs3V21mVtwy7WT6RDieqgV8pVYA/lfP3gK8Fim8A1ga+fxzYiAT+YeVnxpOT5qC2uX+wq63LyX//ZTdfvHkumSlxfPeJHcHsnJv317BgWgbvH6wLe5YPf2qGnj43//b7D+jqPf0WdbtLGtm8vxaAwxUt7DnWyHfuXYrRKAu4hF9tVz2/2Pt7vBFm2hxtOR5WZsDAwux5vFT6BusrNwLwfu0OFmYVh8zXB6juquGPh5+m19PL2oKVIc8xGoy0Ozv5y9Fng2X7Gg7xtUWfP0+vbHyKdlfPT4BvQshvQ7bWugYg8FX2SDsNo8HA124vZsHUjJByH7BxTzVbDtSEpGRu6ehj9uQ0rl42KSx9v9frY09JI7uONkQM+pNzEoO7eZ0y+Lqqhi5KTraey0sS48yW6u1hQd84THhJsiYyMbGAzdWhW3cfaDrMZ+d+iukp4eNWW6oiJ2nbXBX6jONtZdR2hTd6RL+otfiVUtcC9VrrnUqptefyrNRUB+YYT/+bmZnIg6nxfPb7b4WUpyTZSU8Nn1Ofl5PEjZdO5/1DdTQP6vb532f3D7kr11fuWMh7e6p4duOxYeuTl5NMZubpd/YSsaE28IlwoEit/1M6XV18ZeM/YzKEvjk4PU6eO/4K9y+6nUe3/ganp38wuLqrln/a8u/0uvuwm23cNudarpx6McnxCdDS/wwDBnKz0shwyO/nUKLZ1bMSuF4pdTX+fXqTlFJ/AuqUUrla6xqlVC4w9LSSgJaW4efzxgoTsKY4L5hSOc5m4rIFebgGDwAAZSdbKMyM56bVhfzulcNh5ytqO4izmuhxeoJlxUXpJNtNLJ+Zxds7Kmnt9A8oT5+QQlVDZ7Dlv3hGFolWIw0NkgZXwL6GgxxqGNlOb6d4fB7wQaSOxobuJn627Q9cVnAxr1WENnTa+/zjB06Pi9/ufIpMYw5rc1azt+ZQcFev1fnL8HVZaOiS38+hGmeGSIMu51ugxf8NrfW1Sqn/BpoGDO6maa2/Odz9DQ0dslpogAOlTew8Wo/daqYgMwG318vjr+mQaxZMy2BqfjIuj5e0RBu6soUtB0I//tosRm5YVUhLh5M5U9KYU5iGwWCgrKad0up2fD4fuRnxzJqUSk+fh/2lTaQkWCNu4CJi1wvHX+PNinfO+v7B+aROuX36jUxOmsTP9/6WTlfkiQer85cxKWkiVqMFt9dNpiODKcmTzrou401mZmLEgbjRCPzpwDPARKASuFVrPeyOHhL4+zW29vAfT+ygo7v/I3BCnIWuHlfEP55TEh2WkHsGunudYu2CfABe2lrOc++WAv49fj9/4xwWTs88b/UX489Pdv2KktbSqDx7XsZs4sx2ttfuPO21xRmz+dy8e6JSj7FqqMB/QRZwaa034p+9g9a6CbjsQvzc8ejtXVVhAbyzx8W8onSqG7vo7nXj9nrDcvEMFfQBnn+vlLUL8nG5PbyyrTxY7vH6eHFLmQR+MSSvz8ux1rKI56xGC3HmOBzmOOp7GjEbzXh9HiYk5NPY20z7CLZn3Nd4kC8v+Cx9nj4ONmnsJlvYdNFT9jYe5ERHFRMS88/pNcUCWbk7xnT1Rg7gze19JMRZmFeUzuYIaRaG09nr5rtP7KB4ajruQRu297m8bD1Qw1/fOU6fy8Milcn918w66/qL8cXn84VlzTxlSnIhDxbfi8kYPjFjZ90efn/wz2Hlg6dyApgMZj47924ATnZU858f/mTI+vzfvseZnTGD66asI8EiiQSHIrl6xpjBM3TAv+r2ZEMn5bX+BG5x1uHfz02D5t97vT5Kq9t57t0yJuWGpspdNiuL3758mLYuJ71OD1v21/LMO8PP+BGxw2Q0UZg0MeK5Iy1Heb3i7Yjn5mTMIi1CkrW5GTMxDpjpU5CQF9JnX5CYR7x56L2mW/pa2Vz1Pn84+JeRvoSYJC3+McTr9XHkRGtYuc1ionfA7Jy2CPl1AFbPyyXRYWXl3BzKajrYdqCGg+UtIddYTAbuvXoGJ+o6mZCVQGl1eNrcHUfque2Sqef2YsS48bVFD/K3oy+yt/EgrX1tIef2NhzgmsIrcHqc1HbXYzZYsJosZMSl8dUF/8CblRtp62vHYjCTak9BpU1lUdZ8KtpPkGxPYmXe0pA3AoDZaTP4oH7XsHU63HwUp8eF1SSpRSKRwD9G1Ld08+jTe/F4wj9W262hgX8oN66eQmqijYNlzfzlraMRF3C1d7lYNTeX31ce5rHXjkR8TkaKPWK5iE2tfW0caTkWFvQBsuIyONx8lN8d+BM97v5Pq9NTiqjqqqHL1Y3VaMXjc+PxeXnrxCYAMuPS+fKCz0XcRzcvMee0k8BTbSlYjBLehiJdPWPEc++VUd8anoYWoLXTSaJj+JbN4hlZpCb685f86U09ZKqG2uZuXt9eyZYD4QtywP8m8xnp4xcDvFr2FnXd4ZE4Ky6D64uu4hn9fEjQBzjaepwul399jtPrxOMLHVtq6GnitbLQOfynrM5fzvRU/ydOQ+B/AznMcXxixs2yJ/Qw5C1xjGgYIuif8tnrZvPK1jL0ifBWF0BOmr/l5PP5TvusEw3hsybWFOeydGa27LcrwkRKrPaZOXfhMMfxduV7NAyTcXM4A++raD/BB7W7cHldVHfW0e3qZkrSZGakTWVtwSpK2yvIjc/G6XGSEZcuXTynIYF/jFikMiP2twMkJ1hRE1Jom5cXMfAbDLBgmn9KZkePC6PRgDdClxGA1WLkikUF7NQNwfw/BgOsKc5nSl7kPVJFbJufNTdkHn9mXDoGDPxsz2+HnPEz0ucClLZV8ONdv8Q76FMBPQ2UtpdzpKWEry/6wln/nFgkgX+MWLd0IuU1HWEbp+RlxPOFm+ZgMRtZOTcXl8fL+wfrMBsNeH0+TCYjly8qoDAwW2fnkXrcg4J+vN1MvN1CXkY81yyfRGFeMl+/fT6vb6/E5fFy2aICCfpiSBfnrwAf7KrfR0ZcGlcXXsHT+rkRBX2zwczy3MV0uXs40nwUt9dNkjWRSyas9j8X2Fr9QXjQH6C0rYKqzhryE3LP22sa7yTwjxGvbKtg77HGsPKVc3NCNj5fOz+ftfOHXsBijzDV84ZVhVy+eEJI2fQJKUyfkHL2FRYxw2AwEG9x0NTbTGXHSexmG1ZT+H7QkWTHZ3LHjJuHvcZuOn1ufdsIrhH9ZHB3DDhQ2sRz75biHLS4KisljtXzRr5HKfi7jAZm5sxNd7BiTs55qaeITS29rTxx+Gla+9pweV1sOrmVzLh07AN2x1qZt5Q5g7ZFNBqMXFN4xWmff7qVuCtyl5IRJ2NPZ0Ja/GPAsarwfvvls7O552MzsFrOLF211WLiXz61iAOlzXi8PuYVpWExm2hs7WHbwVqcbi9LZ2YzISvhfFVfjHPl7SfCumION5dw89RraO5twePzsjp/GWn2VHTLMSo7qogz25mVNp30QMD2eD0caDqCy+siyZro32nLaGVf40GqOiPPMMtxZJPjyGJN/nIASlqO09jbwqw0RbJNUjIP54IkaTtXsZ6k7WBZMz96ek9I2T/dtZBpBSnn5fn7jjfy07/tY+Cvwp1XTOeyRbLFoji954+9GtxFaygmg4kH5t3D7Aibobu9bh7d9Usq2k+cdR0KkyZR1l4BgNVk5R8XPMCkpAmnuWv8GypJm3T1jAGzC9O4dW0RiQ4LSfFWPnHZtPMW9AFe3FLO4Pf/598rjbhPqhADubxuNlVtPe11Hp9nyHn5+xsPn1PQB4JBH/ybuZxLmuhYIF09Y8RVyyZx1bKR5xnfcaSet3edxGI2cc3ySWEDtV6fjze2V7LraAM1TeEb3fS5PPh8/qmcHq83MLjcRF6Gg5tWTyEtSVbvCn92Tpdn6MyvAzX2NPODHT8jLz6H66asI9nmnynm9EROMXIu+qLwzPFEAv84dPREK798/kBwMt2Ryhb+83PLQoL1Gx9U8teN4Ztgn5KeZA9upv7i5nJe2loOQFlNOyfru/i3e5dEq/piDLGZrKTYkmnpaz3ttR2uTjpcnVS0n6C2q45vLP4iAPMyZ2E7aqMvsIPW2Ui2JtHm9K9zMWAI9vuLyCTwj0Fer4+qxi7Sk2w47OErFHeXNITMoHa5vewrbQqZ5rnraMOwP2Pg6t5dJaHXVtR10NjWQ0ZyeB4VEVs8Xk/EHD2DxZntIWkbytoraevrINmWSJw5jiRLAg1nEPhnp80AA3S5ulmas4CLchazreZDmnqamZ81l6kphWf1emKFBP4xpq65m0ef2UNDay9Ws5E7r5jO6uLQKZ3ZqeFpaweXZaU4OF7VvxJ48PZ3OQPWBmSnOqhq6N/6Ls5mJtExsnnaYnwzGU2k2VNp6h12Ez2yHVmUt1cGj+PNDhyW/oZDTkI2Db0jT+1wsPkINpOV+2bfyZyMmQBcMmHVGdY+dkVtcFcpZVdKfaCU2quUOqiU+k6gPE0ptV4pVRL4Khu4noG/v1tKQ6u/5eR0e/nzhhJ6+kITrq2cm8O8onTA30e/dkE+MyeF/jPftLqQ3HT/m4HVbOTKpROCid4SHRY+deX04LUfX1tEVor/j9RmNXHXldOxneE0UjF+fULdTJy5vxvRYjAHV9Ge6na5a+atpAfy79tNNm5XN4Vkz7yx6Goy7GnBewCMGIPPNUYIVX0eJ0/p52QSwlmI2nROpZQBiNdadyqlLMBm4CvAzUDzgM3WU7XWDw33rFifzjnQdx77kIq60C3r1hT78+yvmJPDgbJmapu7WTAtA3yw82gDSQ4raxfkB7Nz1rV08+7eagzAzImpFOYl47Cbcbm91LV0k53qwGIO/UPz+nzUNHaRlmQnziYfFEUop8dFfXcDPp+PTEc6drOdxp4mLEZLcBDX6/NS21VPmj0Vt8/N5qrtdDo7yYnPorqrllRbClNTppAbn0VbXzvxlnjizHbquhuwm+18a+v3w36uAQM/vvi7WCQpW0QXfM9drbUPOJXm0RL4vw+4AVgbKH8c/168wwZ+0W+hygwJ/AYDvLvXv9Xi69sr8Xj975Hv7KrCbDIE8/Js3l/Ddz9zEd29bv79DzuCnxLe3esvB7CYjRRkRl64ZTQYyB/inBBWk4WCxNAux4y49JBjo8FIXkIOHq+H//7wf6ntqgt7zpTkyXx90YPYB3yCyEvwryyfljIlbFP32ekzJOifhajO41dKmZRSe/Bvm7Bea70dyNZa1wAEvmZFsw7jzTXLJnHr2iKmFiQzOScxZP79qaB/ysBkbC0dfewpaeT9Q7UhXUOdPa6wxG9CRFNJa2nEoA9Q2lZOVWfkPaPvn3MXK/KWkmxNIsWWzJr85dwz645oVnXcuiArd5VSKcBzwJeAzVrrlAHnWrTWw/bzu90en9ksfcqDvfReKb9+fv8Z3eOwmejuC92ta25ROrqylZQEK5kpcRwqb8bn838C8Plg1fw8vvDx4ogJ3oQ4E13Obn645f84WH90yGuunn4Zm8q2YjSauGXWVVw9/dIhr91be4jf73qahq5mlk9YyOcW34nNLBMPBriwXT0Daa1blVIbgY8BdUqpXK11jVIql9NuogYtLeELjATMm5xKbroj4gIsi8mAyWQM25JxcNBPSbCy/7h/NkV9Sw/1Lf3TOE/l49+48yQJNhM3ryk63y9BxJin9HPDBv0ZqdN49eiG4PEfdv+VDGMWhcnhixd73X08uvU3wWmi71V8QBzx3FB01fmv+BiVmRk5Z1E0Z/VkBlr6KKXigMuBI8CLwD2By+4BXohWHcazPpeHA2VN3LiqMGwgFuD7Dyxncs7QiaquWFzAl26eO+I8+8dOnn6utohdHc5O3q/ZQUnL0IsCAcraKsLKvlh8P3fPvJ2vLvw8efHZYedLB91T2X6SrdUfoltKwrZ0jPR8ES6aLf5c4HGllAn/G8wzWuuXlVLbgGeUUvcDlcCtUazDuNTZ4+K7T+wIts7tVhMDF80X5iaRnmRnXlEGRypbIz6jrcvJgumZNLT2sOtoeJ7/waaex9xAYnypbD/JT3b/KpgmYUXuEu6cGfnPekryZE52VgePk62JTE+disloorqzli01H0S855TXyjbwctkbgH+w2Gq04PS6Il4rhhbNWT37gAURypuAy6L1c2PBlv01IV0yvU4P+Rnx1DZ3U5iXxH1X+xe0XLGkgKMnW9lb0hi2F9KHh+u5dW0vly4q4K2dJ2ls62Uwi9mIAVgyI4trl488T5CILW9WbgzJjbO15kPWTb4sYo7864vW0eHqZH/jIbIdmdyhbsJk9I/fvVW5KSzHzpUTL6EweSLgz+nzRsXbwXNen5cUexpGg5Gm3hYWZs3jY5OHHg8Q/WS0bgzqc3nCyq5YMoE1g1bwmoxGvnzLPAB+9PQeDpb1r670AU63B7PJSFZqXFjg//7nlpGTFr4CWIjBIuXYGSrxWpw5js/MuSukzOvzsqHyXQ40Hg67fm/jASo7TtLj7iUvIQe3N3SxotFg5FvLvnEOtY9NkpZ5DFo+O4c4W/8sp+R4KwunZw57zyUL8kOG92dMTAlu2Tj43MxJqRL0xYityV8eXG0LMDWlMDj3fiTWV2zk+eOv0uUOn6RQ193AkZYSKjpOsK3mQxKtoWtJVhdIMrazIRuxjFF1zd28t68Gs8nAmuK8kMybp5K4ZSTbae3sw2Ezk5xg48Mjdew91kRumoOZk1KZnJeE0eD/g91f2sjW/bVMzk1i7fx8bFaZPitG7lhrGXvq95MWl8qK3KW4vC7anf6Fhgb8K78NBgO58dkYDaHtzf/68H+o7Dg54p+1tmAF7X2dLMlZwLzM2fS4e2nubSHHkRXsNhJ+Q63clcA/zlQ1dvGTZ/bS1N6LwYA/pz5QkJXAyfpOfBAsz06N46u3FVPV2MVvXz5ET5+HlAQrX/74PCbnjGy2jxCDvV6+gZdL38QXNrIEmfZ0vrjgM8FVvaVt5fx0169x+9xh155Oqi2Fyyeu4YXS13F6nKTaUniw+L4z+rQx3skOXDHib+8co6nd319/6j3dB5wIBP2B5XUtPTz7bilPvKHpCczvb+108tSGYxe20mLcaOxpHjLoAzT0NvFS6RvB478efSEs6MeZRrbJT0tfK88deyU4ntDS18pzx185y5rHFgn8Y0Rnj4tXtpXz1IYSymvbh7yufkAe/ZGoa+6hrTN0IK5eFsyJs9DY08TfSl4aMuif0tDTNOD78HTO31j0RYozZpMXn4vZMPz8E7cvdKJDY8/IUzvHMpnVMwZ4vF4eeXIX1Y3+nPgbdp7koU8uZGpBcti1C6dn8sq2kS9iWTIzi/g4M4fKW4Jli5SkTxJnprWvjUc++Ck9nvBpwYMtyJwb/L44czbv1+wIOf+fH/7krLp+AOYPeLYYmgT+MUBXtgaDPviTsW3aWxUx8N+4uhCr2ci+0ibMRn92zpREG8VF6ezUDXT1ujGbjLg9XhZMz2Dd0omsKc7juXdLqazrYObkNK5bMfkCvjoxHuyo23PaoJ9mT+HigpVcOmF1sOzmomvYXrMz5FNCpKBvMZhxjeDN4NKC1ae9RkjgHxMibXoyVMI0k9HIdSsLuW5l6NZzG3aepKy2A5fbQ6LDSlNbLx6vj7lT0inITOBT6xQn6jv5w2uHee39CmYXpnHv1TNJjpeEV+L0bCbbaa8xGy28ePx1jreWc+fMj5Ngiaeue/gtQE/x4j3tNUaMkqBthKSPfwwoyk9m/tSM4HGiw8IViwtGfH9ZTTtPrj9Ke5eTnj4P9S09eLw+ymra+b8XDgLg8/n41QsHKKvpwOP1se94E39eP3QyLSEGWpI9nxxHaBfhwLn9FqOF+u4GPD4P+xoP8lzJK3h9Xh479JfTjgkAeHynD/xrC1ZiNUngHwlp8Y8RX7xlLofLW2jvdlJclB5xk/WhDJdgraqxi+5eNy0dvWFZPo9VSWI2MTIWo4VrplxJWWs5BoOJ/MRcVEoRR1uPY8DAHw79JeT60rZy2vraae5tCSk3Gox4TxPkjRjwDnqz+NycuynOmnN+XkwMkMA/RhgNBmYXhuc+GYlIYwGn5GfEc6K+gx89vSf8vvyh7xPiFJfHxaO7fkFlRxUAWXEZfGzyJTgsDpbmLMTr8/JS6es0DQjyU5Ink2xLIs2eGhL802ypNJ5m0/UJiflUDFrw9fjhp/iK/QEmJU04j69s/JKunhhQmJvEnVdMJyneSpzVRFZqHCajgcLcRB64YTYvbS0P2a0LYNbkVD55xfQhnihEv70NB4JBH6C+p5H3a3cGj40GI/fPuYuChDxMBhPzMmZz07RrMBqMfGZQ+YPz72NexmyMBiNmgwmTwcTExHwc5jgSLPHcMu067p/zKQqTQpMG9nmcvFnxzgV7zWOdtPhjxGWLCrhsUeRxgT5neNK3+6+ZFTaw29TWy/PvlVLX0hOcEXQq5YOIXYMzagL0uUMTt01KmsA/LnyAV0rXU9ZeyfqKjVxTeAXp9jQmJ0/EYjSTl5BDmj2VB+bdE/a8g02a9RUbebvyPbZUbWdqSiFl7aHTliPVQ0QmgV+wdkE+x6v7F4XNn5pBamLoLA2fz8eP/7o3OK30WFUb+OCqZZKuOdYVZ83hpbI36HB2AmA32ViSszDsuj8e/it7Gw4AUN5eSaezi+a+Vo62+FeKl7VX0ufu4+PTrw+5r6qzhl/teyyk77+2u55kaxJtTv/vrQEDq/KXReX1jUcS+Mc5n89HdWMXKYk24ocYEF45N5fkeCt7jjWSmx7PmuJcWjr6cLk9ZKX6s3TWNneHrCUA2KEbJPALEizxPLT4y2yu3o7H62F+1lxcXhe+QGI28Kde3tdwMOS+XfX7cHpDW+l7Gg6EBf59DYciDvj68HHL1Gtp7G1hQeYcpqXK1qAjJYF/HGtu7+XRZ/ytdIvZyG2XTB2yu2fOlHTmTPEnzvrjG5qNu6vwAXMK0/jizXNJjrdhNRtxuvv/ALNT4y7EyxBjQKo9heumrGPjiS38eNcvcXvd5MZn84Xi+0m1p2A0GEmPSwtJqeD0OjFgCJnOGWnzljR7SsSfmeXI4NKJa877a4kF0dxzd4JS6h2l1GGl1EGl1FcC5WlKqfVKqZLA19Ro1SHWPb+5LNhKd7m9PP32MTq6h+8H1ZUtvBMI+gAHypp5b18NDruZT1w+DWtgf9/s1DhuXDMlmtUXY0yHs5Nnj70c3CylpquO18rfCp6/Q92EwxzaWPDhC873T7Elc8u068KeW91ZG1ZmNpgjXitGJpotfjfwda31LqVUIrBTKbUe+DSwQWv9iFLqYeBh4KEo1iMm9fS5OVIROkfa7fHS3N5HomPoRS51LeFJ3k5t83jx/HyWzMiiub2PvMx4GdgVQS6vmw2V7+IZlDStobu/hT8zbTr/tuwhHtr87ZBrHOY4vrLwgSHz6dd214eVTUqawMTEkS9iFKGi1uLXWtdorXcFvu8ADgP5wA3A44HLHgdujFYdYpXP5+O//7I7bDvFrJQ4JmQlDHGX39wp6cFWPfhz+S+c3r9q2GG3UJCVIEFfhPjDwT+zvnJjWPngRVUJVgez0lVI2YKsueQn5A65icqa/PBdtlbLQO45uSDz+JVSk/FvvL4dyNZa14D/zQGQVJDnWWlNO+W1HSFlaUk2vnZ7MUbj8AE7NdHG1++YT3FROjMmpvD5G+egJkpvnBhaW18HewKzdU6xGa3cMu06Ls5fEXb9p2d9gjX5y5mUNIErJ13CLdOuD7tmoNkZM7ih6CriLfE4zA6umnw5S3IWnNfXEGuiPrirlEoA/g78o9a6XSl1ulvCpKY6MJtlS7WR6naH5z5ZoLKYPT17RPdnZiayYoGsgBQjE+c0YjKa8Hj7u3mmZkzm9oVXR7w+k0S+mHf3Gf2MOzOv587Fw79BiJGLauBXSlnwB/0ntdbPBorrlFK5WusapVQuEN6BN0iLbAxyRhxmA0tnZvHBYf8/rcNm5uJ5uTQ0dJzmTiHOzqUFq4NdPWajmUvzLpbft4+AzMzEiOVRC/xKKQPwO+Cw1vrRAadeBO4BHgl8fSFadYhlD1w/mzXFebR09DGvKH3YAV0hztWNU6+mOHM2tV31zEibRmpgCqbT4+JA02EsRjOz0tSINkN3ed0cbDqCAZidPgOzUWadn29R22xdKbUKeA/YD8Fk2v+Mv5//GWAiUAncqrUO339tANlsXYixp9PVxQ93/G9wq8VJSRP46sLPYxkmkPe6e/nhzp9T01UHQH5CLl9f9AVskm75rAy12XrU3kq11puBoUYSL4vWzxVCfDS8X7MjZH/divYT7G88xMKseUPe82HdnmDQB3+6hl11e1metySqdY01kp1TCBEVvYMStfnLht+esc8T4Z4IZeLcSOAXQkTF0pyFIV00SdZE5mcOv1nKoqxi4gas7o03O1iYVRy1OsaqqPXxn0/Sx3/+tXT04fZ4yUyRfDsieuq66tla8yFmo5lVeRcFB32H09DdxNaaDwBYlXcR6RHy97i9buq6G8iKy8BiGvludLFmqD5+Cfwxxufz8cc3NJv2VOMDiovSefCmuVjM8uFPjA2lbRX8ev/jdDg7ibc4uG/2ncxImzba1fpIGirwy197jDlc0cLGQNAH2Hu8iS0Haka1TkKciWf0c8Hc/12ubp4KLhESIyWBP8bUD5OETYixYOBMIYDGnubTbtAuQkngjzFzp6SHdOsYgAXTMoa+QYiPmOJBA8TzMmZhNEgoOxPSxx+DdGULr22vxOnycNmiAhYpyZMnxo4+j5NXSt/kWGsZk5MncG3hOhwWmaQQiQzuCrw+H3/fdJxNu6uJs5m4eU0Ry+fkjHa1hBBRIoO7gm0Hannt/Uq6+9w0tffx21cOUS8J8ISIORL4Y0jJydaQY58Pjle1j05lhBCjRgJ/DCnKTw45NgBT8pJGpzJCiFEj+U5jyMq5uVQ1dLFpTzV2m4mb10whO80x2tUSQlxgMrgrhBDjlAzuCiGEACTwCyFEzJHAL4QQMUYCvxBCxBgJ/EIIEWMk8AshRIwZE9M5hRBCnD/S4hdCiBgjgV8IIWKMBH4hhIgxEviFECLGSOAXQogYI4FfCCFijAR+IYSIMZKPf5xRSnmA/QOKntJaP6KU+iLwj0ARkKm1bgxcbwB+ClwNdAOf1lrvurC1FuOZUupfgE8CHsALPAD8F5AL9AKdwH1aa62UuhT4IWAFdgL3a63dSqlk4E/ARPxx64da68cu+IsZJ6TFP/70aK3nD/j/I4HyLcDlQMWg668CpgX+/znglxeuqmK8U0otB64FFmqt5+H/HTwROH2n1roYeBz4b6WUMfD9HVrrOfh/V+8JXPsF4FDg+rXAj5RS1gv3SsYXCfwxQmu9W2tdHuHUDcATWmuf1vp9IEUplXthayfGsVygUWvdB6C1btRaVw+65l1gKpAO9GmtjwbK1wO3BL73AYmBT6gJQDPgjnblxyvp6hl/4pRSewYc/6fW+ulhrs+nvwUGcDJQVhOFuonY8ybwr0qpo8BbwNNa602DrrkOf/dkI2BRSi3WWu8APg5MCFzzv8CLQDWQCNyutfZeiBcwHkngH396tNbzz+D6SFuzSQIncV5orTuVUouA1cAlwNNKqYcDp59USvUA5cCXtNY+pdQdwI+VUjb8bxqnWvXrgD3ApfjHqdYrpd7TWrdfuFczfkjgFyfpb1UBFOBvVQlxXmitPcBGYKNSaj/9/fZ3Blr2A6/dhv9NAqXUlcD0wKl7gUe01j7gmFKqDJgBfBD9VzD+SB+/eBG4WyllUEotA9q01tLNI84L5TdtQNF8wicYDLw+K/DVBjwE/CpwqhK4LHAuG1BAaRSqHBOkxT/+DO7jf11r/bBS6svAN4EcYJ9S6lWt9WeAV/FP5TyGfzrnvRe6wmJcSwB+ppRKwd9tcwz/7LG/DXH9/1NKXYu/UfpLrfXbgfL/AP4Q+MRgAB46NSVZnDnJxy+EEDFGunqEECLGSOAXQogYI4FfCCFijAR+IYSIMRL4hThHSqlvS94YMZZI4Bfi3P0b/mySQowJMp1TjHtKqVuA7wE9wF8D3ycC/4d/IZAN//zy+7TWLUopBfwBcAAm4A9a6x8O8eyfAw/izzXjxb8mYidQqLXuDVzzIvAUsBXYEXj2GiAOeFBr/V7guquBfwHsgBP4aiBxnhDnlbT4xbgWWAn6a+A6rfUC/MH/lK9orRdrrecCB/GvFAV/IH9Va10cSA/8u6Ger7X+QuDbFYE02NXAJuD2wM+fBCymf8FSOrBPa70U+CLwF6WUTSlVBHwLuEprvQj4DPDMub5+ISKRwC/Gu2XALq11SeD49wPO3a2U2hlYDfpJ/OkEwJ8m+D6l1H8ENgZpPcOf+T/43zwAPg/8XmvtDBw78W8oQiBLZQ/+Tx3r8Ccfezew8vpJwBxITyDEeSUpG8R4ZyByttEF+IPyCq11g1Lqk/hTCaC1/rtSahtwJfAwcB9w10h/oNZ6q1LKpJRaiT8h2dIR1M+AP73G3SP9OUKcLWnxi/HufWCRUmpq4PjTga8pQBvQFEgIdt+pGwLX1mqt/wB8h+EDN0AHkDyo7Gf4+/W3aa0H7ndgxf/pAqXUavz9+Rp/CuKPKaVmD6jHkhG9QiHOkLT4xbimta5TSv0D8IpSqhF4CXABb+BvxR/Bn5p6B/0B/jbgTqWUE39r/Cun+TE/At4O5JZfq7VuxR/0fw78YtC1TcA0pdR2/IPHnwh0A5Uope4CfqeUisP/BrEF+PCsX7wQQ5BZPWLcU0olaq07At/fi38D71VR/pmr8KcUnhvIIY9SajKwQ2udEc2fLcTpSItfxIIvK6Vuxf/73gx8Npo/TCn1O+AK4O5TQV+IjxJp8QsxAkqpfwVujnDqSq11/YWujxDnQgK/EELEGJnVI4QQMUYCvxBCxBgJ/EIIEWMk8AshRIyRwC+EEDFGAr8QQsSY/x/gr9WWaGRJoAAAAABJRU5ErkJggg==\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(data=df, hue='gas_type')\n", + "# Relacionamos todos los valores a el tipo de gasolina con un pairplot ya que tenemos que decidir entre uno de los dos combustible" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "id": "8bef0ff5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([311., 59., 7., 2., 3., 1., 1., 2., 0., 2.]),\n", + " array([ 1.3 , 22.78, 44.26, 65.74, 87.22, 108.7 , 130.18, 151.66,\n", + " 173.14, 194.62, 216.1 ]),\n", + " )" + ] + }, + "execution_count": 120, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(9,9))\n", + "plt.title('Box plots of Distance, Consumption, and Speed')\n", + "plt.boxplot(dfcat.values, labels=['Distance', 'Consumption', 'Speed'])" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "id": "499556d7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 127, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Después de liberarnos de NaNs, avanzamos con visualización\n", + "\n", + "plt.style.use('seaborn')\n", + "plt.rcParams['figure.figsize'] = (16, 9.0)\n", + "sns.displot(df[\"gas_type\"], kde=False, bins=35)\n", + "# Tenemos números similares de coches con los dos tipos de combustible" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "a3964f14", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
gas_type
SP98228
E10160
\n", + "
" + ], + "text/plain": [ + " gas_type\n", + "SP98 228\n", + "E10 160" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.DataFrame(df.gas_type.value_counts())" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "5333437b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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distanceconsumespeedtemp_insidetemp_outsidespecialsgas_typeACrainsunrefill litersrefill gas
028.05.02621.512NaNE1000045.0E10
112.04.23021.513NaNE10000NaNNaN
211.25.53821.515NaNE10000NaNNaN
312.93.93621.514NaNE10000NaNNaN
418.54.54621.515NaNE10000NaNNaN
.......................................
38316.03.73924.518NaNSP98000NaNNaN
38416.14.33825.031ACSP98100NaNNaN
38516.03.84525.019NaNSP98000NaNNaN
38615.44.64225.031ACSP98100NaNNaN
38714.75.02525.030ACSP98100NaNNaN
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" + ], + "text/plain": [ + " distance consume speed temp_inside temp_outside specials gas_type \\\n", + "0 28.0 5.0 26 21.5 12 NaN E10 \n", + "1 12.0 4.2 30 21.5 13 NaN E10 \n", + "2 11.2 5.5 38 21.5 15 NaN E10 \n", + "3 12.9 3.9 36 21.5 14 NaN E10 \n", + "4 18.5 4.5 46 21.5 15 NaN E10 \n", + ".. ... ... ... ... ... ... ... \n", + "383 16.0 3.7 39 24.5 18 NaN SP98 \n", + "384 16.1 4.3 38 25.0 31 AC SP98 \n", + "385 16.0 3.8 45 25.0 19 NaN SP98 \n", + "386 15.4 4.6 42 25.0 31 AC SP98 \n", + "387 14.7 5.0 25 25.0 30 AC SP98 \n", + "\n", + " AC rain sun refill liters refill gas \n", + "0 0 0 0 45.0 E10 \n", + "1 0 0 0 NaN NaN \n", + "2 0 0 0 NaN NaN \n", + "3 0 0 0 NaN NaN \n", + "4 0 0 0 NaN NaN \n", + ".. .. ... ... ... ... \n", + "383 0 0 0 NaN NaN \n", + "384 1 0 0 NaN NaN \n", + "385 0 0 0 NaN NaN \n", + "386 1 0 0 NaN NaN \n", + "387 1 0 0 NaN NaN \n", + "\n", + "[388 rows x 12 columns]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "add647ae", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/measurements2.csv b/measurements2.csv new file mode 100644 index 0000000..3e51f7d --- /dev/null +++ b/measurements2.csv @@ -0,0 +1,389 @@ +,distance,consume,speed,temp_inside,temp_outside,specials,gas_type,AC,rain,sun,refill liters,refill gas +0,28.0,5.0,26,21.5,12,,E10,0,0,0,45.0,E10 +1,12.0,4.2,30,21.5,13,,E10,0,0,0,, +2,11.2,5.5,38,21.5,15,,E10,0,0,0,, +3,12.9,3.9,36,21.5,14,,E10,0,0,0,, 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