From d62b699565521c598612b559f5c9eb4468043cb4 Mon Sep 17 00:00:00 2001 From: rodrigogalan Date: Thu, 17 Mar 2022 13:21:16 +0100 Subject: [PATCH 1/5] actualizado --- 1_Clean.ipynb | 2439 +++++++++++++++++ .../chaging_functions.cpython-38.pyc | Bin 0 -> 1864 bytes .../exploring_functions.cpython-38.pyc | Bin 0 -> 1836 bytes .../predicting_functions.cpython-38.pyc | Bin 0 -> 4287 bytes src/exploring_functions.py | 74 + 5 files changed, 2513 insertions(+) create mode 100644 1_Clean.ipynb create mode 100644 src/__pycache__/chaging_functions.cpython-38.pyc create mode 100644 src/__pycache__/exploring_functions.cpython-38.pyc create mode 100644 src/__pycache__/predicting_functions.cpython-38.pyc create mode 100644 src/exploring_functions.py diff --git a/1_Clean.ipynb b/1_Clean.ipynb new file mode 100644 index 0000000..c52ba62 --- /dev/null +++ b/1_Clean.ipynb @@ -0,0 +1,2439 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Importaciones" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import pylab as plt\n", + "import seaborn as sns\n", + "from sklearn.preprocessing import StandardScaler" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from src.exploring_functions import *" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "medidas1 = pd.read_csv('measurements.csv')\n", + "medidas2 = pd.read_excel('measurements2.xlsx')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Limpieza de los datos" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((388, 12), (388, 12))" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "medidas1.shape, medidas2.shape " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
distanceconsumespeedtemp_insidetemp_outsidespecialsgas_typeACrainsunrefill litersrefill gas
02852621,512NaNE1000045E10
1124,23021,513NaNE10000NaNNaN
211,25,53821,515NaNE10000NaNNaN
312,93,93621,514NaNE10000NaNNaN
418,54,54621,515NaNE10000NaNNaN
\n", + "
" + ], + "text/plain": [ + " distance consume speed temp_inside temp_outside specials gas_type AC \\\n", + "0 28 5 26 21,5 12 NaN E10 0 \n", + "1 12 4,2 30 21,5 13 NaN E10 0 \n", + "2 11,2 5,5 38 21,5 15 NaN E10 0 \n", + "3 12,9 3,9 36 21,5 14 NaN E10 0 \n", + "4 18,5 4,5 46 21,5 15 NaN E10 0 \n", + "\n", + " rain sun refill liters refill gas \n", + "0 0 0 45 E10 \n", + "1 0 0 NaN NaN \n", + "2 0 0 NaN NaN \n", + "3 0 0 NaN NaN \n", + "4 0 0 NaN NaN " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "medidas1.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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
\n", + "
" + ], + "text/plain": [ + " distance consume speed temp_inside temp_outside specials gas_type AC \\\n", + "0 28.0 5.0 26 21.5 12 NaN E10 0 \n", + "1 12.0 4.2 30 21.5 13 NaN E10 0 \n", + "2 11.2 5.5 38 21.5 15 NaN E10 0 \n", + "3 12.9 3.9 36 21.5 14 NaN E10 0 \n", + "4 18.5 4.5 46 21.5 15 NaN E10 0 \n", + "\n", + " rain sun refill liters refill gas \n", + "0 0 0 45.0 E10 \n", + "1 0 0 NaN NaN \n", + "2 0 0 NaN NaN \n", + "3 0 0 NaN NaN \n", + "4 0 0 NaN NaN " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "medidas2.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Los dos dataframes son iguales, por lo que se van a llamar los dos medidas" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "medidas = medidas1.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
distanceconsumespeedtemp_insidetemp_outsidespecialsgas_typeACrainsunrefill litersrefill gas
\n", + "
" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [distance, consume, speed, temp_inside, temp_outside, specials, gas_type, AC, rain, sun, refill liters, refill gas]\n", + "Index: []" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "medidas[medidas.duplicated()]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 388 entries, 0 to 387\n", + "Data columns (total 12 columns):\n", + " # 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": [ + "medidas.info()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Como se puede observar, las columnas 'distance', 'consume', 'temp_inside' deberían ser tipo float y están como tipo object. Esto hay que arreglarlo" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "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": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "medidas.isna().sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ahora se van a estudiar las columnas de refill, que tienen una gran cantidad de nulos" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
distanceconsumespeedtemp_insidetemp_outsidespecialsgas_typeACrainsunrefill litersrefill gas
02852621,512NaNE1000045E10
445,43,33221,57NaNSP9800037,6SP98
8210,53,6422010NaNSP9800037,7SP98
106162,75,575231NaNSP9800045SP98
13916,15,42421,57rainE1001038E10
17144,44,83821,58NaNE1000038,3E10
19143,74,744229half rain half sunSP9801010SP98
19212,14,243224NaNSP9800039SP98
234194,52922,510NaNE1000039E10
27425,74,9502210rainSP9801041SP98
31311,34,3382217NaNSP9800037SP98
32516,63,7492217NaNE1000037,7E10
34918,34,3462216NaNSP9800037,2SP98
\n", + "
" + ], + "text/plain": [ + " distance consume speed temp_inside temp_outside specials \\\n", + "0 28 5 26 21,5 12 NaN \n", + "44 5,4 3,3 32 21,5 7 NaN \n", + "82 10,5 3,6 42 20 10 NaN \n", + "106 162,7 5,5 75 23 1 NaN \n", + "139 16,1 5,4 24 21,5 7 rain \n", + "171 44,4 4,8 38 21,5 8 NaN \n", + "191 43,7 4,7 44 22 9 half rain half sun \n", + "192 12,1 4,2 43 22 4 NaN \n", + "234 19 4,5 29 22,5 10 NaN \n", + "274 25,7 4,9 50 22 10 rain \n", + "313 11,3 4,3 38 22 17 NaN \n", + "325 16,6 3,7 49 22 17 NaN \n", + "349 18,3 4,3 46 22 16 NaN \n", + "\n", + " gas_type AC rain sun refill liters refill gas \n", + "0 E10 0 0 0 45 E10 \n", + "44 SP98 0 0 0 37,6 SP98 \n", + "82 SP98 0 0 0 37,7 SP98 \n", + "106 SP98 0 0 0 45 SP98 \n", + "139 E10 0 1 0 38 E10 \n", + "171 E10 0 0 0 38,3 E10 \n", + "191 SP98 0 1 0 10 SP98 \n", + "192 SP98 0 0 0 39 SP98 \n", + "234 E10 0 0 0 39 E10 \n", + "274 SP98 0 1 0 41 SP98 \n", + "313 SP98 0 0 0 37 SP98 \n", + "325 E10 0 0 0 37,7 E10 \n", + "349 SP98 0 0 0 37,2 SP98 " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "medidas[medidas['refill gas'].notnull()]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Como se puede comprobar, la columnas refill gas solo tiene 13 valores no nulos y todos ellos son iguales a la columna gas_type por lo que no aporta información y se va a eliminar" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
distanceconsumespeedtemp_insidetemp_outsidespecialsgas_typeACrainsunrefill litersrefill gas
02852621,512NaNE1000045E10
445,43,33221,57NaNSP9800037,6SP98
8210,53,6422010NaNSP9800037,7SP98
106162,75,575231NaNSP9800045SP98
13916,15,42421,57rainE1001038E10
17144,44,83821,58NaNE1000038,3E10
19143,74,744229half rain half sunSP9801010SP98
19212,14,243224NaNSP9800039SP98
234194,52922,510NaNE1000039E10
27425,74,9502210rainSP9801041SP98
31311,34,3382217NaNSP9800037SP98
32516,63,7492217NaNE1000037,7E10
34918,34,3462216NaNSP9800037,2SP98
\n", + "
" + ], + "text/plain": [ + " distance consume speed temp_inside temp_outside specials \\\n", + "0 28 5 26 21,5 12 NaN \n", + "44 5,4 3,3 32 21,5 7 NaN \n", + "82 10,5 3,6 42 20 10 NaN \n", + "106 162,7 5,5 75 23 1 NaN \n", + "139 16,1 5,4 24 21,5 7 rain \n", + "171 44,4 4,8 38 21,5 8 NaN \n", + "191 43,7 4,7 44 22 9 half rain half sun \n", + "192 12,1 4,2 43 22 4 NaN \n", + "234 19 4,5 29 22,5 10 NaN \n", + "274 25,7 4,9 50 22 10 rain \n", + "313 11,3 4,3 38 22 17 NaN \n", + "325 16,6 3,7 49 22 17 NaN \n", + "349 18,3 4,3 46 22 16 NaN \n", + "\n", + " gas_type AC rain sun refill liters refill gas \n", + "0 E10 0 0 0 45 E10 \n", + "44 SP98 0 0 0 37,6 SP98 \n", + "82 SP98 0 0 0 37,7 SP98 \n", + "106 SP98 0 0 0 45 SP98 \n", + "139 E10 0 1 0 38 E10 \n", + "171 E10 0 0 0 38,3 E10 \n", + "191 SP98 0 1 0 10 SP98 \n", + "192 SP98 0 0 0 39 SP98 \n", + "234 E10 0 0 0 39 E10 \n", + "274 SP98 0 1 0 41 SP98 \n", + "313 SP98 0 0 0 37 SP98 \n", + "325 E10 0 0 0 37,7 E10 \n", + "349 SP98 0 0 0 37,2 SP98 " + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "medidas[medidas['refill liters'].notnull()]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "La columna 'refill liters' no tiene más que 13 valores no nulos, por lo que se va a eliminar también" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "medidas.drop(columns=['refill gas','refill liters'],inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ahora se va estudiar la columna specials, que tiene una gran cantidad de nulos" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
distanceconsumespeedtemp_insidetemp_outsidespecialsgas_typeACrainsun
4012,445521,57AC rainE10110
414,552921,57ACE10100
5011,85,12921,55rainSP98010
5313,16,14621,56rainSP98010
55153,54,98221,53rainSP98010
.................................
3815,53,73324,528sunSP98001
38213,63,73324,528sunSP98001
38416,14,3382531ACSP98100
38615,44,6422531ACSP98100
38714,75252530ACSP98100
\n", + "

93 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " distance consume speed temp_inside temp_outside specials gas_type AC \\\n", + "40 12,4 4 55 21,5 7 AC rain E10 1 \n", + "41 4,5 5 29 21,5 7 AC E10 1 \n", + "50 11,8 5,1 29 21,5 5 rain SP98 0 \n", + "53 13,1 6,1 46 21,5 6 rain SP98 0 \n", + "55 153,5 4,9 82 21,5 3 rain SP98 0 \n", + ".. ... ... ... ... ... ... ... .. \n", + "381 5,5 3,7 33 24,5 28 sun SP98 0 \n", + "382 13,6 3,7 33 24,5 28 sun SP98 0 \n", + "384 16,1 4,3 38 25 31 AC SP98 1 \n", + "386 15,4 4,6 42 25 31 AC SP98 1 \n", + "387 14,7 5 25 25 30 AC SP98 1 \n", + "\n", + " rain sun \n", + "40 1 0 \n", + "41 0 0 \n", + "50 1 0 \n", + "53 1 0 \n", + "55 1 0 \n", + ".. ... ... \n", + "381 0 1 \n", + "382 0 1 \n", + "384 0 0 \n", + "386 0 0 \n", + "387 0 0 \n", + "\n", + "[93 rows x 10 columns]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "medidas[medidas.specials.notna()]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "rain 32\n", + "sun 27\n", + "AC rain 9\n", + "ac 8\n", + "AC 6\n", + "snow 3\n", + "sun ac 3\n", + "AC snow 1\n", + "half rain half sun 1\n", + "AC sun 1\n", + "AC Sun 1\n", + "ac rain 1\n", + "Name: specials, dtype: int64" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "medidas.specials.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
distanceconsumespeedtemp_insidetemp_outsidespecialsgas_typeACrainsun
34416,15,1302516ac rainE10110
\n", + "
" + ], + "text/plain": [ + " distance consume speed temp_inside temp_outside specials gas_type AC \\\n", + "344 16,1 5,1 30 25 16 ac rain E10 1 \n", + "\n", + " rain sun \n", + "344 1 0 " + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "medidas[medidas.specials=='ac rain']" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":4: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " medidas.snow.iloc[indice] = 1\n" + ] + } + ], + "source": [ + "# Se va a hacer un get dummies de la columna snow a partir de la columna specials\n", + "indice = medidas[medidas.specials.notna() & medidas.specials.str.contains('snow')].index\n", + "medidas['snow'] = 0\n", + "medidas.snow.iloc[indice] = 1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Se puede comprobar como la columna specials se le ha hecho un get dummies y se han generado las columnas AC rain y sun, por lo que ya no aporta información extra" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "medidas.drop(columns=['specials'],inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ahora se va a hacer la transformación de las columnas object que deberían ser float" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 388 entries, 0 to 387\n", + "Data columns (total 10 columns):\n", + " # 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 gas_type 388 non-null object\n", + " 6 AC 388 non-null int64 \n", + " 7 rain 388 non-null int64 \n", + " 8 sun 388 non-null int64 \n", + " 9 snow 388 non-null int64 \n", + "dtypes: int64(6), object(4)\n", + "memory usage: 30.4+ KB\n" + ] + } + ], + "source": [ + "medidas.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "for e in ['distance', 'consume', 'temp_inside']:\n", + " # Lo primero es cambiar las ',' por '.' para poder hacer la transformación\n", + " medidas[e] = medidas[e].apply(lambda x : str(x).replace(',', '.'))\n", + " # Ahora hay que cambiar el tipo de columa\n", + " medidas[e] = medidas[e].astype(float)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 388 entries, 0 to 387\n", + "Data columns (total 10 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 distance 388 non-null float64\n", + " 1 consume 388 non-null float64\n", + " 2 speed 388 non-null int64 \n", + " 3 temp_inside 376 non-null float64\n", + " 4 temp_outside 388 non-null int64 \n", + " 5 gas_type 388 non-null object \n", + " 6 AC 388 non-null int64 \n", + " 7 rain 388 non-null int64 \n", + " 8 sun 388 non-null int64 \n", + " 9 snow 388 non-null int64 \n", + "dtypes: float64(3), int64(6), object(1)\n", + "memory usage: 30.4+ KB\n" + ] + } + ], + "source": [ + "medidas.info()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Las columnas ya tienen el tipo de dato adecuado, ahora se puede seguir con la limpieza de la columna 'temp_inside' que es la única con nulos, pero como solo hay 12 valores nulos de 388, son una cantidad pequeña y se van a eliminar" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "medidas.dropna(inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ahora se van a explorar las columnas dummies" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 346\n", + "1 30\n", + "Name: AC, dtype: int64 \n", + "\n", + " 0 329\n", + "1 47\n", + "Name: rain, dtype: int64 \n", + "\n", + " 0 345\n", + "1 31\n", + "Name: sun, dtype: int64\n" + ] + } + ], + "source": [ + "print(medidas.AC.value_counts(), '\\n\\n',medidas.rain.value_counts(), '\\n\\n',medidas.sun.value_counts())" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SP98 219\n", + "E10 157\n", + "Name: gas_type, dtype: int64" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "medidas.gas_type.value_counts()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Se va hacer un get dummies de la columan gas_type " + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "medidas = pd.get_dummies(medidas, columns=['gas_type'])" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
distanceconsumespeedtemp_insidetemp_outsideACrainsunsnowgas_type_E10gas_type_SP98
028.05.02621.512000010
112.04.23021.513000010
211.25.53821.515000010
312.93.93621.514000010
418.54.54621.515000010
\n", + "
" + ], + "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", + " gas_type_E10 gas_type_SP98 \n", + "0 1 0 \n", + "1 1 0 \n", + "2 1 0 \n", + "3 1 0 \n", + "4 1 0 " + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "medidas.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Por último se van a explorar las columnas de temperatura" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[133, 102, 59, 25, 13, 13, 12, 7, 4, 3, 2, 2, 1]\n" + ] + } + ], + "source": [ + "print(list(medidas.temp_inside.value_counts()))" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[30, 29, 28, 21, 19, 19, 17, 17, 16, 16, 15, 14, 13, 13, 13, 12, 12, 9, 8, 7, 7, 7, 5, 5, 4, 3, 3, 3, 3, 3, 2, 2, 1]\n" + ] + } + ], + "source": [ + "print(list(medidas.temp_outside.value_counts()))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ahora solo queda hacer un downcast al datframe para eliminar espacio de memoria innecesario" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "donwcast_df(medidas, verbose=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 376 entries, 0 to 387\n", + "Data columns (total 11 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 distance 376 non-null float32\n", + " 1 consume 376 non-null float32\n", + " 2 speed 376 non-null int8 \n", + " 3 temp_inside 376 non-null float32\n", + " 4 temp_outside 376 non-null int8 \n", + " 5 AC 376 non-null int8 \n", + " 6 rain 376 non-null int8 \n", + " 7 sun 376 non-null int8 \n", + " 8 snow 376 non-null int8 \n", + " 9 gas_type_E10 376 non-null int8 \n", + " 10 gas_type_SP98 376 non-null int8 \n", + "dtypes: float32(3), int8(8)\n", + "memory usage: 10.3 KB\n" + ] + } + ], + "source": [ + "medidas.info()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ahora ya está el dataframe limpio" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exploración de datos" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Primero se va a comprobar si están o no balanceados los datos en función del combustible" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "El porcentaje de datos con gas_type_E10 es: 0.5824468085106383\n", + "El porcentaje de datos con gas_type_SP98 es: 0.4175531914893617\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "medidas.gas_type_E10.value_counts().plot(kind='bar', figsize=(16,8));\n", + "print('El porcentaje de datos con gas_type_E10 es:', list(medidas.gas_type_E10.value_counts())[0]/medidas.shape[0])\n", + "print('El porcentaje de datos con gas_type_SP98 es:', list(medidas.gas_type_E10.value_counts())[1]/medidas.shape[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
countmeanstdmin25%50%75%max
distance376.019.79734022.9888781.311.814.619.0216.100006
consume376.04.9252661.0407053.34.34.75.312.200000
speed376.041.95744713.71435414.032.040.550.090.000000
temp_inside376.021.9295221.01045519.021.522.022.525.500000
temp_outside376.011.3404267.066999-5.06.010.016.031.000000
AC376.00.0797870.2713250.00.00.00.01.000000
rain376.00.1250000.3311600.00.00.00.01.000000
sun376.00.0824470.2754110.00.00.00.01.000000
snow376.00.0106380.1027290.00.00.00.01.000000
gas_type_E10376.00.4175530.4938130.00.00.01.01.000000
gas_type_SP98376.00.5824470.4938130.00.01.01.01.000000
\n", + "
" + ], + "text/plain": [ + " count mean std min 25% 50% 75% max\n", + "distance 376.0 19.797340 22.988878 1.3 11.8 14.6 19.0 216.100006\n", + "consume 376.0 4.925266 1.040705 3.3 4.3 4.7 5.3 12.200000\n", + "speed 376.0 41.957447 13.714354 14.0 32.0 40.5 50.0 90.000000\n", + "temp_inside 376.0 21.929522 1.010455 19.0 21.5 22.0 22.5 25.500000\n", + "temp_outside 376.0 11.340426 7.066999 -5.0 6.0 10.0 16.0 31.000000\n", + "AC 376.0 0.079787 0.271325 0.0 0.0 0.0 0.0 1.000000\n", + "rain 376.0 0.125000 0.331160 0.0 0.0 0.0 0.0 1.000000\n", + "sun 376.0 0.082447 0.275411 0.0 0.0 0.0 0.0 1.000000\n", + "snow 376.0 0.010638 0.102729 0.0 0.0 0.0 0.0 1.000000\n", + "gas_type_E10 376.0 0.417553 0.493813 0.0 0.0 0.0 1.0 1.000000\n", + "gas_type_SP98 376.0 0.582447 0.493813 0.0 0.0 1.0 1.0 1.000000" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "medidas.describe().T" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(20,20)) \n", + "\n", + "color_map = sns.diverging_palette(220, 20, as_cmap=True) # Paleta de colores\n", + "\n", + "sns.heatmap(medidas.corr(), \n", + " cmap=color_map,\n", + " square=True, #que los datos se vean como cuadrados\n", + " linewidth=0.5, #ancho de línea\n", + " vmax=1,\n", + " vmin=-1,\n", + " annot=True,\n", + " cbar_kws={\"shrink\": .7\n", + " },# barra lateral\n", + " xticklabels=True,\n", + " yticklabels=True\n", + ");" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pd.DataFrame(StandardScaler().fit_transform(medidas))[list(map(int, list(range(5))))].plot(kind='box', figsize = (30,15));" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(8, 1,figsize=(12,60))\n", + "contador = 0\n", + "for e in medidas.drop(columns=['consume', 'gas_type_SP98', 'gas_type_E10']).columns:\n", + " sns.scatterplot(x=e, y='consume', hue=\"gas_type_SP98\",data=medidas, ax=axes[contador]);\n", + " contador += 1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Con el consumo medio no se pueden sacar conclusiones, por lo que se va utilizar el consumo total. Este se obtiene simplemente mutiplicando el consumo medio por la distancia" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "medidas['total_consume'] = medidas.consume * medidas.distance\n", + "\n", + "fig, axes = plt.subplots(4, 1,figsize=(12,60))\n", + "contador = 0\n", + "for e in medidas.drop(columns=['total_consume', 'gas_type_SP98', 'gas_type_E10', 'consume', 'AC', 'rain', 'sun', 'snow']).columns:\n", + " sns.scatterplot(x=e, y='total_consume', hue=\"gas_type_SP98\",data=medidas, ax=axes[contador]);\n", + " contador += 1" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "medidas['total_consume'] = medidas.consume * medidas.distance\n", + "\n", + "fig, axes = plt.subplots(1, 2,figsize=(25,10))\n", + "sns.scatterplot(x='distance', y='total_consume',data=medidas[medidas.gas_type_SP98==1], ax=axes[0]);\n", + "sns.scatterplot(x='distance', y='total_consume',data=medidas[medidas.gas_type_E10==1], ax=axes[1]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Predicciones" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import roc_auc_score, roc_curve, auc" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "X, y = medidas.drop(columns=['total_consume', 'gas_type_SP98', 'gas_type_E10']), medidas.gas_type_SP98\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "El modelo que se va a emplear es la regresión lineal" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/rodrigo/miniconda3/envs/ironhack/lib/python3.8/site-packages/sklearn/linear_model/_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" + ] + } + ], + "source": [ + "modelo = LogisticRegression().fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "LogisticRegression(max_iter=70, multi_class='multinomial')\n", + "Train: 0.59\n", + "Test: 0.5394736842105263\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/rodrigo/miniconda3/envs/ironhack/lib/python3.8/site-packages/sklearn/linear_model/_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" + ] + } + ], + "source": [ + "logreg=LogisticRegression(#C=0.01, \n", + " tol=0.0001, \n", + " max_iter=70,\n", + " solver='lbfgs', \n", + " multi_class='multinomial',)\n", + "\n", + "logreg.fit(X=X_train, y=y_train)\n", + "y_pred=logreg.predict(X=X_test)\n", + "train_score=logreg.score(X_train, y_train) \n", + "test_score=logreg.score(X_test, y_test)\n", + "\n", + "print(logreg)\n", + "print('Train:', train_score)\n", + "print('Test:', test_score) " + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fpr, tpr, _ = roc_curve(y_test, logreg.predict_proba(X_test)[:, 1])\n", + "roc_auc = auc(fpr, tpr)\n", + "\n", + "plt.figure()\n", + "plt.plot(fpr, tpr, color='red', label='ROC curve (area = %0.3f)' % roc_auc)\n", + "plt.plot([0, 1], [0, 1], color='black', lw=2, linestyle='--')\n", + "plt.xlim([0.0, 1.0])\n", + "plt.ylim([0.0, 1.05])\n", + "plt.xlabel('False Positive Rate')\n", + "plt.ylabel('True Positive Rate')\n", + "plt.title('ROC Curve')\n", + "plt.legend(loc=\"upper left\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + } + ], + "metadata": { + "interpreter": { + "hash": "3b605cfac5fda349f6b4b8e6774d7e69cfa08afbfaa1fc7c743a5a8dfe231dbb" + }, + "kernelspec": { + "display_name": "Python 3.8.5 ('ironhack')", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/src/__pycache__/chaging_functions.cpython-38.pyc b/src/__pycache__/chaging_functions.cpython-38.pyc new file mode 100644 index 0000000000000000000000000000000000000000..3df1631516cedd6fbdd2ac3c9f5d29c88a9c1f49 GIT binary patch literal 1864 zcma)7&yV9Y6poW7Z8I%Gu(JXQAzy%rv`jT~T&?)EBP1j=S}|~`kct~St!I-sYdd9I zbxzB5#lO%V`8PNtanF_0+_-Sz#Iuv8)r_>lQtapF?<)S)PK#>lSj*t2VA?8EA&LDn62k$J~Uds%fM4R=Q2XoTUVOolt_9Nlaxu&c+Z}G86$Jv3=dWxo~Q7rpJ39?D`$h&&KBJu z?Y?qu+_k&$)@X~6qdV6=Mbv$5J?r)pZO-Q}^z0DErG}3_jG?=+&N4qAx z)t@1T@%@}DoRoR2xyZ3(F=q>=Fu{~)l1P#SB00%phIziX z(VWF1D@4w6t<0(U94?IuDPpFSb#13-#Q4xms>gOu6MS+3uD>?w=rL|(tOeFgY1}$( z!wKz|k$Y=$d~0w7jJpY+DZXN> zi6nsAqzYc9WXjSiSk`N2ner_1DwihXE=?wyWd)dz$#0H)0RH~{b~G0m8%aSWpNY{0 zQ_r<1Mh2BnNlwzG=CK+9s!JAYF-bV+MoPw`curn# zVc_BxH9LO|eB7eM1qQn01;A`m_diGo6$GTr%WTRd28zW%#ViM+f?hIRN{|i7_OvAl zunNz~0${+TC{oVoT^{0}xt?3)eaniafGMLkLOb2(>e(B}3QV!l?OX%>Pw_Vz$0Wx& zR1`$Uu$W#m9fPvI&Z+f7lk+#&Z5g=_-c%O2gJ5^HR!FwsqE!3(sZHmT9dIW+*HB+j z9Cr|H>h~^?2i5xs!`0>l02g=)ZQ%v*$>c<3B!vbCc)}G;GPKZeav$2pMO)i-0e@Gg zvF-!y*98?gu}7%C(huwinOkyT+g?;(9s;sV>0Q-p8O)J(!%~01Y~!CqD!^8dN?& zRxITJc2!WApNEp~nT=nV#v%J4kB`;!lo6SqLav*(3QV_`*`HBnZ>qRy+xB|4xUHju f;B1&S!rqfi&@yG8nVzUj1U=MqdoBd%^*;Cye1#?Y literal 0 HcmV?d00001 diff --git a/src/__pycache__/exploring_functions.cpython-38.pyc b/src/__pycache__/exploring_functions.cpython-38.pyc new file mode 100644 index 0000000000000000000000000000000000000000..babf53d386dfaa4271aab58177bbdeeca8c66e6e GIT binary patch literal 1836 zcmb7FO>Y}T7@k@0+FLhnlQvC3mC77i5hI8Z^kh|tk`IVPk}6Flut3&$XV%`tyR)5{ zZHVQb!WGnWxg%c}w}U&5vC!i^z@hp2YCPd3Vr@iuPD#Tw(rc1*0*RzkYCL=3P!=XA zKg>}6dMir9;nohrvKCul*M9NlkY2qL>6JseK0)eDkzQi?@msML-@v;5CKhD+??QWt zpIN?uXNdX(qLxa2<`@rP|He2d83+3&TOJ3?Xk592*eyE+wgQvAO+WAusuNfTgG70C>xn%v5+Zsb$W#+GjAk@ zMGCb~a!w+V_L8g&(gUhVp`i4TD@9VC3VE_d>aMTH)WT~nRolI@n5=FiPqxteWk91dyZbUWj0}@&72{Gg}gK8o#k1vRpG*k8< zq|AVhZTHH;%rZqbtNWbGo=}{uCYhcqlnR!_C$1-&iXwxKVvPCdb<6x{%p~qZub9J>>x182;}FtTH4>1SJS9qEU0l z%?5@=`@B4d$hp)&?m9ERdX zX2L1$qekhcG037#Obxi?eJ)2U^Lf+wCN?1x$5}*`HbFcTRF7`XhnAc7y4~*1=FZ;! z_vGo5M_+G}M_UJ*`(%A@=kd3j2itqQZ3q}G&5@8OXgG9V51jjg*^}P7Z@IBkOtM5L zbVyV(;=9c&W}y^!*AZwcsz^=Xv|t*F53Mj=U&_=bax+zE8a@~kIEV3aX6hi`tVp>` zqGr{2Ebc5>isnRZY7;?r8cI{Cy8sNReS>+YHnD$4as}G`XS+2JDQ`)^WYQO{4X%!~ z$XixLpU{jBPjnKgmgE3yRoPN9YVn`)p#Ty0yVKtcwU(clt4w6amgg>ueW=~FG<;K)mT#-liA%n#7cynP44x5H z;;LU&JTt1rb-%9aR@8`R{F!*xpN;4IImNT1`FO!!P<1C-jFTYx{ zUiDX1y&Rp7FZdTwudwRxH2)&2u{z32tifhbUS_jw4&@a#&lXU6On0GsmHjt zorpN_#Fs~dkOc?M7HRV4fxQLEn^LcAK$Yfpm`S_PqdgE|KWmnxQ_LYtPg_d+va~;` zIN)HkbikmpTHH=CzCx_xPF`tZ1)Dv7xW1Fbd|f0=gxzHQE>E9l$zc6%kOkL+eh}?L z@#*?NB>TLRC9Ulcy!BLcz~U_IWMRMC+Qx}9Tt&Jz*q8Nz81i<|Dt5R?if({tX3ePS zHN({__=#0;I&>2!AKlXQW`2mq*_+AqF?4^Vk1TM_+&t2At7YX@&t^I^n0bghVH$40 z+BlwDQ=4B;m07KI(%pNnbZLh$s=cNo>X=#@114R;1J**fEKQCgNxdB|9h?*VrY&Y6 zEar&J6Ir0KPBF34UO~i6k(O6lGkK*q%gTf$(~GEW94t>RqAdbVt%wGYeq4=2x+E08%>%1oNGu zA+AtQJxE&&j?&sz%X{F7_duFe-|bH}E51$Kbr5Nh_xTftRHo*a3*}&|zN>tbHmyGu zP00IZ5J!S6>1|u9L2BxB--AF(Qkw1>4ZWey8uKu@is9%MD9q28#lHfsxB;m*@URR9 zVWKj^zoL?BJ;Fm6AYEk!KZC~^WKi%kcQZ0hgl3JwyeP{EzATiD=`y>T2OalFgEp#OB8^*SVgs5v>MY^naxc26*fDmRoPro z>(wYk9Twy2v_3N^R0S#Qr{dw;+6hzd1fe{oZ!ah?*h38R6r_6D4)>-(N{v(G5gxZQkZNE1`X-fcZhigtuju>c*73r9#<&}u^Be=1~64d)ln_0<(0e&V5(7H~MRuvE z^_JLWc0~bGeY~uIX$HXL9sE=I{adIMJm)EJ!c!>Vy$G`%U{n@}F3-FoKwa~Olol7s zhZkno3V^^UFY31A{}<2#0U+B=-r?xLuQMw$gMRt!VeD|v?mjXvb>yZluEPq&cR;#-{u6zFyM+pf-{@>8eJ`Gg(4xZzn02OTg@CAB!e~0j(|) zoHN}JAJUSPd5RwqA-@nmAwo&LxJl$^L_Q{Ri^wNLZWH;G2ziaTOXL?I&6U%F&}=LssON|K5zaP@_{U_nDjjrn Y`q6_64=-bp9$&@JbQ^Bj_1r7}0V-g6=Kufz literal 0 HcmV?d00001 diff --git a/src/exploring_functions.py b/src/exploring_functions.py new file mode 100644 index 0000000..bd3f170 --- /dev/null +++ b/src/exploring_functions.py @@ -0,0 +1,74 @@ +import numpy as np +import pandas as pd + +def donwcast_df(df, objet_to_category=False, verbose=1): + ''' + This function takes a dataframe and gives another dataframe with the same information but with the column type combination that uses less memory. + + Parameters: + df (DataFrame): DataFrame to reduce the space it occupies. + + object_to_category (boolean): option to transform object columns to category ones. + + verbose (int): option to modify the amount of prints with information about the data transformation. It goes from 0 to 2. + + Returns: + DataFrame: Dataframe with column type combination that uses less memory. + ''' + if verbose >= 1: + # Print initial state + start_mem_usg = df.memory_usage().sum() / 1024**2 + print("Memory usage of properties dataframe is :",start_mem_usg," MB") + + if objet_to_category: + for e in df.select_dtypes('object').columns: + + if verbose == 2: + # Print current column type + print("******************************") + print("Column: ",e) + print("dtype before: object") + + df[e]=df[e].astype('category') + + if verbose == 2: + # Print new column type + print("dtype after: ",df[e].dtype) + print("******************************") + + for e in df.select_dtypes('integer').columns: + + if verbose == 2: + # Print current column type + print("******************************") + print("Column: ",e) + print("dtype before: category") + + df[e]=pd.to_numeric(df[e], downcast='integer') + + if verbose == 2: + # Print new column type + print("dtype after: ",df[e].dtype) + print("******************************") + + for e in df.select_dtypes('float').columns: + + if verbose == 2: + # Print current column type + print("******************************") + print("Column: ",e) + print("dtype before: float") + + df[e]=pd.to_numeric(df[e], downcast='float') + + if verbose == 2: + # Print new column type + print("dtype after: ",df[e].dtype) + print("******************************") + + if verbose >= 1: + # Print final result + print("___MEMORY USAGE AFTER COMPLETION:___") + mem_usg = df.memory_usage().sum() / 1024**2 + print("Memory usage is: ",mem_usg," MB") + print("This is ",100*mem_usg/start_mem_usg,"% of the initial size") \ No newline at end of file From f810c78430a30dd48968f8062a22a16b887c2b14 Mon Sep 17 00:00:00 2001 From: rodrigogalan Date: Thu, 17 Mar 2022 13:28:01 +0100 Subject: [PATCH 2/5] actualizado --- 1_Clean.ipynb | 17 ++++++++++------- 1 file changed, 10 insertions(+), 7 deletions(-) diff --git a/1_Clean.ipynb b/1_Clean.ipynb index c52ba62..c3a18c9 100644 --- a/1_Clean.ipynb +++ b/1_Clean.ipynb @@ -2298,12 +2298,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "El modelo que se va a emplear es la regresión lineal" + "El modelo que se va a emplear es la regresion logística, que permite predecir que tipo de combustible usa un coche en función de los datos que se dan" ] }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 43, "metadata": {}, "outputs": [ { @@ -2327,7 +2327,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 45, "metadata": {}, "outputs": [ { @@ -2355,8 +2355,7 @@ } ], "source": [ - "logreg=LogisticRegression(#C=0.01, \n", - " tol=0.0001, \n", + "logreg=LogisticRegression(tol=0.0001, \n", " max_iter=70,\n", " solver='lbfgs', \n", " multi_class='multinomial',)\n", @@ -2373,7 +2372,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -2408,7 +2407,11 @@ { "cell_type": "markdown", "metadata": {}, - "source": [] + "source": [ + "Se comprueba como la curva ROC nos da la información de que el modelo es prácticamente aleatorio a la hora de predecir que tipo de combustible lleva un coche. Esto puede indicar dos cosas:\n", + "* Que el la regresión logística no es un modelo adecuado para predecir en este caso\n", + "* Que con los datos que tenemos no se puede predecir si un coche lleva un tipo de combustible u otro, lo que indicaría que no hay una diferencia entre ambos grupos" + ] } ], "metadata": { From 8b6dd9fc22990802027640c749448d6752d86865 Mon Sep 17 00:00:00 2001 From: rodrigogalan Date: Thu, 17 Mar 2022 13:28:18 +0100 Subject: [PATCH 3/5] actualizado --- 1_Clean.ipynb | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/1_Clean.ipynb b/1_Clean.ipynb index c3a18c9..e0565e6 100644 --- a/1_Clean.ipynb +++ b/1_Clean.ipynb @@ -2412,6 +2412,11 @@ "* Que el la regresión logística no es un modelo adecuado para predecir en este caso\n", "* Que con los datos que tenemos no se puede predecir si un coche lleva un tipo de combustible u otro, lo que indicaría que no hay una diferencia entre ambos grupos" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] } ], "metadata": { From 7726bade3f3a3540864fd249b8b30209c9652c9d Mon Sep 17 00:00:00 2001 From: rodrigogalan Date: Sun, 5 Feb 2023 22:20:02 +0100 Subject: [PATCH 4/5] reorganized files and create .gitignore file --- .gitignore | 4 ++++ measurements.csv => data/measurements.csv | 0 measurements2.xlsx => data/measurements2.xlsx | Bin 3 files changed, 4 insertions(+) create mode 100644 .gitignore rename measurements.csv => data/measurements.csv (100%) rename measurements2.xlsx => data/measurements2.xlsx (100%) diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..de38b1a --- /dev/null +++ b/.gitignore @@ -0,0 +1,4 @@ + +**/.DS_Store +**/*.ipynb_checkpoints/ +**/__pycache__ \ No newline at end of file diff --git a/measurements.csv b/data/measurements.csv similarity index 100% rename from measurements.csv rename to data/measurements.csv diff --git a/measurements2.xlsx b/data/measurements2.xlsx similarity index 100% rename from measurements2.xlsx rename to data/measurements2.xlsx From 676da2b5bfdf6d52a3dd934c4b83a4cbe827b266 Mon Sep 17 00:00:00 2001 From: rodrigogalan Date: Mon, 26 Jun 2023 16:17:16 +0200 Subject: [PATCH 5/5] archive restructuring --- .gitignore | 2 +- 1_Clean.ipynb | 2447 ----------------- ETL.ipynb | 1984 +++++++++++++ Predictions.ipynb | 351 +++ data/measurements_clean.csv | 377 +++ .../chaging_functions.cpython-38.pyc | Bin 1864 -> 0 bytes .../exploring_functions.cpython-38.pyc | Bin 1836 -> 0 bytes .../predicting_functions.cpython-38.pyc | Bin 4287 -> 0 bytes 8 files changed, 2713 insertions(+), 2448 deletions(-) delete mode 100644 1_Clean.ipynb create mode 100644 ETL.ipynb create mode 100644 Predictions.ipynb create mode 100644 data/measurements_clean.csv delete mode 100644 src/__pycache__/chaging_functions.cpython-38.pyc delete mode 100644 src/__pycache__/exploring_functions.cpython-38.pyc delete mode 100644 src/__pycache__/predicting_functions.cpython-38.pyc diff --git a/.gitignore b/.gitignore index de38b1a..de8c392 100644 --- a/.gitignore +++ b/.gitignore @@ -1,4 +1,4 @@ **/.DS_Store **/*.ipynb_checkpoints/ -**/__pycache__ \ No newline at end of file +__pycache__/ diff --git a/1_Clean.ipynb b/1_Clean.ipynb deleted file mode 100644 index e0565e6..0000000 --- a/1_Clean.ipynb +++ /dev/null @@ -1,2447 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Importaciones" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "import pylab as plt\n", - "import seaborn as sns\n", - "from sklearn.preprocessing import StandardScaler" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "from src.exploring_functions import *" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "medidas1 = pd.read_csv('measurements.csv')\n", - "medidas2 = pd.read_excel('measurements2.xlsx')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Limpieza de los datos" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "((388, 12), (388, 12))" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "medidas1.shape, medidas2.shape " - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
distanceconsumespeedtemp_insidetemp_outsidespecialsgas_typeACrainsunrefill litersrefill gas
02852621,512NaNE1000045E10
1124,23021,513NaNE10000NaNNaN
211,25,53821,515NaNE10000NaNNaN
312,93,93621,514NaNE10000NaNNaN
418,54,54621,515NaNE10000NaNNaN
\n", - "
" - ], - "text/plain": [ - " distance consume speed temp_inside temp_outside specials gas_type AC \\\n", - "0 28 5 26 21,5 12 NaN E10 0 \n", - "1 12 4,2 30 21,5 13 NaN E10 0 \n", - "2 11,2 5,5 38 21,5 15 NaN E10 0 \n", - "3 12,9 3,9 36 21,5 14 NaN E10 0 \n", - "4 18,5 4,5 46 21,5 15 NaN E10 0 \n", - "\n", - " rain sun refill liters refill gas \n", - "0 0 0 45 E10 \n", - "1 0 0 NaN NaN \n", - "2 0 0 NaN NaN \n", - "3 0 0 NaN NaN \n", - "4 0 0 NaN NaN " - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "medidas1.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
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
\n", - "
" - ], - "text/plain": [ - " distance consume speed temp_inside temp_outside specials gas_type AC \\\n", - "0 28.0 5.0 26 21.5 12 NaN E10 0 \n", - "1 12.0 4.2 30 21.5 13 NaN E10 0 \n", - "2 11.2 5.5 38 21.5 15 NaN E10 0 \n", - "3 12.9 3.9 36 21.5 14 NaN E10 0 \n", - "4 18.5 4.5 46 21.5 15 NaN E10 0 \n", - "\n", - " rain sun refill liters refill gas \n", - "0 0 0 45.0 E10 \n", - "1 0 0 NaN NaN \n", - "2 0 0 NaN NaN \n", - "3 0 0 NaN NaN \n", - "4 0 0 NaN NaN " - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "medidas2.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Los dos dataframes son iguales, por lo que se van a llamar los dos medidas" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "medidas = medidas1.copy()" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
distanceconsumespeedtemp_insidetemp_outsidespecialsgas_typeACrainsunrefill litersrefill gas
\n", - "
" - ], - "text/plain": [ - "Empty DataFrame\n", - "Columns: [distance, consume, speed, temp_inside, temp_outside, specials, gas_type, AC, rain, sun, refill liters, refill gas]\n", - "Index: []" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "medidas[medidas.duplicated()]" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "RangeIndex: 388 entries, 0 to 387\n", - "Data columns (total 12 columns):\n", - " # 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": [ - "medidas.info()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Como se puede observar, las columnas 'distance', 'consume', 'temp_inside' deberían ser tipo float y están como tipo object. Esto hay que arreglarlo" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "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": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "medidas.isna().sum()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Ahora se van a estudiar las columnas de refill, que tienen una gran cantidad de nulos" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
distanceconsumespeedtemp_insidetemp_outsidespecialsgas_typeACrainsunrefill litersrefill gas
02852621,512NaNE1000045E10
445,43,33221,57NaNSP9800037,6SP98
8210,53,6422010NaNSP9800037,7SP98
106162,75,575231NaNSP9800045SP98
13916,15,42421,57rainE1001038E10
17144,44,83821,58NaNE1000038,3E10
19143,74,744229half rain half sunSP9801010SP98
19212,14,243224NaNSP9800039SP98
234194,52922,510NaNE1000039E10
27425,74,9502210rainSP9801041SP98
31311,34,3382217NaNSP9800037SP98
32516,63,7492217NaNE1000037,7E10
34918,34,3462216NaNSP9800037,2SP98
\n", - "
" - ], - "text/plain": [ - " distance consume speed temp_inside temp_outside specials \\\n", - "0 28 5 26 21,5 12 NaN \n", - "44 5,4 3,3 32 21,5 7 NaN \n", - "82 10,5 3,6 42 20 10 NaN \n", - "106 162,7 5,5 75 23 1 NaN \n", - "139 16,1 5,4 24 21,5 7 rain \n", - "171 44,4 4,8 38 21,5 8 NaN \n", - "191 43,7 4,7 44 22 9 half rain half sun \n", - "192 12,1 4,2 43 22 4 NaN \n", - "234 19 4,5 29 22,5 10 NaN \n", - "274 25,7 4,9 50 22 10 rain \n", - "313 11,3 4,3 38 22 17 NaN \n", - "325 16,6 3,7 49 22 17 NaN \n", - "349 18,3 4,3 46 22 16 NaN \n", - "\n", - " gas_type AC rain sun refill liters refill gas \n", - "0 E10 0 0 0 45 E10 \n", - "44 SP98 0 0 0 37,6 SP98 \n", - "82 SP98 0 0 0 37,7 SP98 \n", - "106 SP98 0 0 0 45 SP98 \n", - "139 E10 0 1 0 38 E10 \n", - "171 E10 0 0 0 38,3 E10 \n", - "191 SP98 0 1 0 10 SP98 \n", - "192 SP98 0 0 0 39 SP98 \n", - "234 E10 0 0 0 39 E10 \n", - "274 SP98 0 1 0 41 SP98 \n", - "313 SP98 0 0 0 37 SP98 \n", - "325 E10 0 0 0 37,7 E10 \n", - "349 SP98 0 0 0 37,2 SP98 " - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "medidas[medidas['refill gas'].notnull()]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Como se puede comprobar, la columnas refill gas solo tiene 13 valores no nulos y todos ellos son iguales a la columna gas_type por lo que no aporta información y se va a eliminar" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
distanceconsumespeedtemp_insidetemp_outsidespecialsgas_typeACrainsunrefill litersrefill gas
02852621,512NaNE1000045E10
445,43,33221,57NaNSP9800037,6SP98
8210,53,6422010NaNSP9800037,7SP98
106162,75,575231NaNSP9800045SP98
13916,15,42421,57rainE1001038E10
17144,44,83821,58NaNE1000038,3E10
19143,74,744229half rain half sunSP9801010SP98
19212,14,243224NaNSP9800039SP98
234194,52922,510NaNE1000039E10
27425,74,9502210rainSP9801041SP98
31311,34,3382217NaNSP9800037SP98
32516,63,7492217NaNE1000037,7E10
34918,34,3462216NaNSP9800037,2SP98
\n", - "
" - ], - "text/plain": [ - " distance consume speed temp_inside temp_outside specials \\\n", - "0 28 5 26 21,5 12 NaN \n", - "44 5,4 3,3 32 21,5 7 NaN \n", - "82 10,5 3,6 42 20 10 NaN \n", - "106 162,7 5,5 75 23 1 NaN \n", - "139 16,1 5,4 24 21,5 7 rain \n", - "171 44,4 4,8 38 21,5 8 NaN \n", - "191 43,7 4,7 44 22 9 half rain half sun \n", - "192 12,1 4,2 43 22 4 NaN \n", - "234 19 4,5 29 22,5 10 NaN \n", - "274 25,7 4,9 50 22 10 rain \n", - "313 11,3 4,3 38 22 17 NaN \n", - "325 16,6 3,7 49 22 17 NaN \n", - "349 18,3 4,3 46 22 16 NaN \n", - "\n", - " gas_type AC rain sun refill liters refill gas \n", - "0 E10 0 0 0 45 E10 \n", - "44 SP98 0 0 0 37,6 SP98 \n", - "82 SP98 0 0 0 37,7 SP98 \n", - "106 SP98 0 0 0 45 SP98 \n", - "139 E10 0 1 0 38 E10 \n", - "171 E10 0 0 0 38,3 E10 \n", - "191 SP98 0 1 0 10 SP98 \n", - "192 SP98 0 0 0 39 SP98 \n", - "234 E10 0 0 0 39 E10 \n", - "274 SP98 0 1 0 41 SP98 \n", - "313 SP98 0 0 0 37 SP98 \n", - "325 E10 0 0 0 37,7 E10 \n", - "349 SP98 0 0 0 37,2 SP98 " - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "medidas[medidas['refill liters'].notnull()]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "La columna 'refill liters' no tiene más que 13 valores no nulos, por lo que se va a eliminar también" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "medidas.drop(columns=['refill gas','refill liters'],inplace=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Ahora se va estudiar la columna specials, que tiene una gran cantidad de nulos" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
distanceconsumespeedtemp_insidetemp_outsidespecialsgas_typeACrainsun
4012,445521,57AC rainE10110
414,552921,57ACE10100
5011,85,12921,55rainSP98010
5313,16,14621,56rainSP98010
55153,54,98221,53rainSP98010
.................................
3815,53,73324,528sunSP98001
38213,63,73324,528sunSP98001
38416,14,3382531ACSP98100
38615,44,6422531ACSP98100
38714,75252530ACSP98100
\n", - "

93 rows × 10 columns

\n", - "
" - ], - "text/plain": [ - " distance consume speed temp_inside temp_outside specials gas_type AC \\\n", - "40 12,4 4 55 21,5 7 AC rain E10 1 \n", - "41 4,5 5 29 21,5 7 AC E10 1 \n", - "50 11,8 5,1 29 21,5 5 rain SP98 0 \n", - "53 13,1 6,1 46 21,5 6 rain SP98 0 \n", - "55 153,5 4,9 82 21,5 3 rain SP98 0 \n", - ".. ... ... ... ... ... ... ... .. \n", - "381 5,5 3,7 33 24,5 28 sun SP98 0 \n", - "382 13,6 3,7 33 24,5 28 sun SP98 0 \n", - "384 16,1 4,3 38 25 31 AC SP98 1 \n", - "386 15,4 4,6 42 25 31 AC SP98 1 \n", - "387 14,7 5 25 25 30 AC SP98 1 \n", - "\n", - " rain sun \n", - "40 1 0 \n", - "41 0 0 \n", - "50 1 0 \n", - "53 1 0 \n", - "55 1 0 \n", - ".. ... ... \n", - "381 0 1 \n", - "382 0 1 \n", - "384 0 0 \n", - "386 0 0 \n", - "387 0 0 \n", - "\n", - "[93 rows x 10 columns]" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "medidas[medidas.specials.notna()]" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "rain 32\n", - "sun 27\n", - "AC rain 9\n", - "ac 8\n", - "AC 6\n", - "snow 3\n", - "sun ac 3\n", - "AC snow 1\n", - "half rain half sun 1\n", - "AC sun 1\n", - "AC Sun 1\n", - "ac rain 1\n", - "Name: specials, dtype: int64" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "medidas.specials.value_counts()" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
distanceconsumespeedtemp_insidetemp_outsidespecialsgas_typeACrainsun
34416,15,1302516ac rainE10110
\n", - "
" - ], - "text/plain": [ - " distance consume speed temp_inside temp_outside specials gas_type AC \\\n", - "344 16,1 5,1 30 25 16 ac rain E10 1 \n", - "\n", - " rain sun \n", - "344 1 0 " - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "medidas[medidas.specials=='ac rain']" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - ":4: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " medidas.snow.iloc[indice] = 1\n" - ] - } - ], - "source": [ - "# Se va a hacer un get dummies de la columna snow a partir de la columna specials\n", - "indice = medidas[medidas.specials.notna() & medidas.specials.str.contains('snow')].index\n", - "medidas['snow'] = 0\n", - "medidas.snow.iloc[indice] = 1" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Se puede comprobar como la columna specials se le ha hecho un get dummies y se han generado las columnas AC rain y sun, por lo que ya no aporta información extra" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "medidas.drop(columns=['specials'],inplace=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Ahora se va a hacer la transformación de las columnas object que deberían ser float" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "RangeIndex: 388 entries, 0 to 387\n", - "Data columns (total 10 columns):\n", - " # 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 gas_type 388 non-null object\n", - " 6 AC 388 non-null int64 \n", - " 7 rain 388 non-null int64 \n", - " 8 sun 388 non-null int64 \n", - " 9 snow 388 non-null int64 \n", - "dtypes: int64(6), object(4)\n", - "memory usage: 30.4+ KB\n" - ] - } - ], - "source": [ - "medidas.info()" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [], - "source": [ - "for e in ['distance', 'consume', 'temp_inside']:\n", - " # Lo primero es cambiar las ',' por '.' para poder hacer la transformación\n", - " medidas[e] = medidas[e].apply(lambda x : str(x).replace(',', '.'))\n", - " # Ahora hay que cambiar el tipo de columa\n", - " medidas[e] = medidas[e].astype(float)" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "RangeIndex: 388 entries, 0 to 387\n", - "Data columns (total 10 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 distance 388 non-null float64\n", - " 1 consume 388 non-null float64\n", - " 2 speed 388 non-null int64 \n", - " 3 temp_inside 376 non-null float64\n", - " 4 temp_outside 388 non-null int64 \n", - " 5 gas_type 388 non-null object \n", - " 6 AC 388 non-null int64 \n", - " 7 rain 388 non-null int64 \n", - " 8 sun 388 non-null int64 \n", - " 9 snow 388 non-null int64 \n", - "dtypes: float64(3), int64(6), object(1)\n", - "memory usage: 30.4+ KB\n" - ] - } - ], - "source": [ - "medidas.info()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Las columnas ya tienen el tipo de dato adecuado, ahora se puede seguir con la limpieza de la columna 'temp_inside' que es la única con nulos, pero como solo hay 12 valores nulos de 388, son una cantidad pequeña y se van a eliminar" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "medidas.dropna(inplace=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Ahora se van a explorar las columnas dummies" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0 346\n", - "1 30\n", - "Name: AC, dtype: int64 \n", - "\n", - " 0 329\n", - "1 47\n", - "Name: rain, dtype: int64 \n", - "\n", - " 0 345\n", - "1 31\n", - "Name: sun, dtype: int64\n" - ] - } - ], - "source": [ - "print(medidas.AC.value_counts(), '\\n\\n',medidas.rain.value_counts(), '\\n\\n',medidas.sun.value_counts())" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "SP98 219\n", - "E10 157\n", - "Name: gas_type, dtype: int64" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "medidas.gas_type.value_counts()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Se va hacer un get dummies de la columan gas_type " - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [], - "source": [ - "medidas = pd.get_dummies(medidas, columns=['gas_type'])" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
distanceconsumespeedtemp_insidetemp_outsideACrainsunsnowgas_type_E10gas_type_SP98
028.05.02621.512000010
112.04.23021.513000010
211.25.53821.515000010
312.93.93621.514000010
418.54.54621.515000010
\n", - "
" - ], - "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", - " gas_type_E10 gas_type_SP98 \n", - "0 1 0 \n", - "1 1 0 \n", - "2 1 0 \n", - "3 1 0 \n", - "4 1 0 " - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "medidas.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Por último se van a explorar las columnas de temperatura" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[133, 102, 59, 25, 13, 13, 12, 7, 4, 3, 2, 2, 1]\n" - ] - } - ], - "source": [ - "print(list(medidas.temp_inside.value_counts()))" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[30, 29, 28, 21, 19, 19, 17, 17, 16, 16, 15, 14, 13, 13, 13, 12, 12, 9, 8, 7, 7, 7, 5, 5, 4, 3, 3, 3, 3, 3, 2, 2, 1]\n" - ] - } - ], - "source": [ - "print(list(medidas.temp_outside.value_counts()))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Ahora solo queda hacer un downcast al datframe para eliminar espacio de memoria innecesario" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [], - "source": [ - "donwcast_df(medidas, verbose=0)" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Int64Index: 376 entries, 0 to 387\n", - "Data columns (total 11 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 distance 376 non-null float32\n", - " 1 consume 376 non-null float32\n", - " 2 speed 376 non-null int8 \n", - " 3 temp_inside 376 non-null float32\n", - " 4 temp_outside 376 non-null int8 \n", - " 5 AC 376 non-null int8 \n", - " 6 rain 376 non-null int8 \n", - " 7 sun 376 non-null int8 \n", - " 8 snow 376 non-null int8 \n", - " 9 gas_type_E10 376 non-null int8 \n", - " 10 gas_type_SP98 376 non-null int8 \n", - "dtypes: float32(3), int8(8)\n", - "memory usage: 10.3 KB\n" - ] - } - ], - "source": [ - "medidas.info()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Ahora ya está el dataframe limpio" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exploración de datos" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Primero se va a comprobar si están o no balanceados los datos en función del combustible" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "El porcentaje de datos con gas_type_E10 es: 0.5824468085106383\n", - "El porcentaje de datos con gas_type_SP98 es: 0.4175531914893617\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "medidas.gas_type_E10.value_counts().plot(kind='bar', figsize=(16,8));\n", - "print('El porcentaje de datos con gas_type_E10 es:', list(medidas.gas_type_E10.value_counts())[0]/medidas.shape[0])\n", - "print('El porcentaje de datos con gas_type_SP98 es:', list(medidas.gas_type_E10.value_counts())[1]/medidas.shape[0])" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
countmeanstdmin25%50%75%max
distance376.019.79734022.9888781.311.814.619.0216.100006
consume376.04.9252661.0407053.34.34.75.312.200000
speed376.041.95744713.71435414.032.040.550.090.000000
temp_inside376.021.9295221.01045519.021.522.022.525.500000
temp_outside376.011.3404267.066999-5.06.010.016.031.000000
AC376.00.0797870.2713250.00.00.00.01.000000
rain376.00.1250000.3311600.00.00.00.01.000000
sun376.00.0824470.2754110.00.00.00.01.000000
snow376.00.0106380.1027290.00.00.00.01.000000
gas_type_E10376.00.4175530.4938130.00.00.01.01.000000
gas_type_SP98376.00.5824470.4938130.00.01.01.01.000000
\n", - "
" - ], - "text/plain": [ - " count mean std min 25% 50% 75% max\n", - "distance 376.0 19.797340 22.988878 1.3 11.8 14.6 19.0 216.100006\n", - "consume 376.0 4.925266 1.040705 3.3 4.3 4.7 5.3 12.200000\n", - "speed 376.0 41.957447 13.714354 14.0 32.0 40.5 50.0 90.000000\n", - "temp_inside 376.0 21.929522 1.010455 19.0 21.5 22.0 22.5 25.500000\n", - "temp_outside 376.0 11.340426 7.066999 -5.0 6.0 10.0 16.0 31.000000\n", - "AC 376.0 0.079787 0.271325 0.0 0.0 0.0 0.0 1.000000\n", - "rain 376.0 0.125000 0.331160 0.0 0.0 0.0 0.0 1.000000\n", - "sun 376.0 0.082447 0.275411 0.0 0.0 0.0 0.0 1.000000\n", - "snow 376.0 0.010638 0.102729 0.0 0.0 0.0 0.0 1.000000\n", - "gas_type_E10 376.0 0.417553 0.493813 0.0 0.0 0.0 1.0 1.000000\n", - "gas_type_SP98 376.0 0.582447 0.493813 0.0 0.0 1.0 1.0 1.000000" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "medidas.describe().T" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(20,20)) \n", - "\n", - "color_map = sns.diverging_palette(220, 20, as_cmap=True) # Paleta de colores\n", - "\n", - "sns.heatmap(medidas.corr(), \n", - " cmap=color_map,\n", - " square=True, #que los datos se vean como cuadrados\n", - " linewidth=0.5, #ancho de línea\n", - " vmax=1,\n", - " vmin=-1,\n", - " annot=True,\n", - " cbar_kws={\"shrink\": .7\n", - " },# barra lateral\n", - " xticklabels=True,\n", - " yticklabels=True\n", - ");" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pd.DataFrame(StandardScaler().fit_transform(medidas))[list(map(int, list(range(5))))].plot(kind='box', figsize = (30,15));" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, axes = plt.subplots(8, 1,figsize=(12,60))\n", - "contador = 0\n", - "for e in medidas.drop(columns=['consume', 'gas_type_SP98', 'gas_type_E10']).columns:\n", - " sns.scatterplot(x=e, y='consume', hue=\"gas_type_SP98\",data=medidas, ax=axes[contador]);\n", - " contador += 1" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Con el consumo medio no se pueden sacar conclusiones, por lo que se va utilizar el consumo total. Este se obtiene simplemente mutiplicando el consumo medio por la distancia" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "medidas['total_consume'] = medidas.consume * medidas.distance\n", - "\n", - "fig, axes = plt.subplots(4, 1,figsize=(12,60))\n", - "contador = 0\n", - "for e in medidas.drop(columns=['total_consume', 'gas_type_SP98', 'gas_type_E10', 'consume', 'AC', 'rain', 'sun', 'snow']).columns:\n", - " sns.scatterplot(x=e, y='total_consume', hue=\"gas_type_SP98\",data=medidas, ax=axes[contador]);\n", - " contador += 1" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "medidas['total_consume'] = medidas.consume * medidas.distance\n", - "\n", - "fig, axes = plt.subplots(1, 2,figsize=(25,10))\n", - "sns.scatterplot(x='distance', y='total_consume',data=medidas[medidas.gas_type_SP98==1], ax=axes[0]);\n", - "sns.scatterplot(x='distance', y='total_consume',data=medidas[medidas.gas_type_E10==1], ax=axes[1]);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Predicciones" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.linear_model import LogisticRegression\n", - "from sklearn.model_selection import train_test_split\n", - "from sklearn.metrics import roc_auc_score, roc_curve, auc" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [], - "source": [ - "X, y = medidas.drop(columns=['total_consume', 'gas_type_SP98', 'gas_type_E10']), medidas.gas_type_SP98\n", - "\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "El modelo que se va a emplear es la regresion logística, que permite predecir que tipo de combustible usa un coche en función de los datos que se dan" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/rodrigo/miniconda3/envs/ironhack/lib/python3.8/site-packages/sklearn/linear_model/_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", - "\n", - "Increase the number of iterations (max_iter) or scale the data as shown in:\n", - " https://scikit-learn.org/stable/modules/preprocessing.html\n", - "Please also refer to the documentation for alternative solver options:\n", - " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", - " n_iter_i = _check_optimize_result(\n" - ] - } - ], - "source": [ - "modelo = LogisticRegression().fit(X_train, y_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "LogisticRegression(max_iter=70, multi_class='multinomial')\n", - "Train: 0.59\n", - "Test: 0.5394736842105263\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/rodrigo/miniconda3/envs/ironhack/lib/python3.8/site-packages/sklearn/linear_model/_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", - "\n", - "Increase the number of iterations (max_iter) or scale the data as shown in:\n", - " https://scikit-learn.org/stable/modules/preprocessing.html\n", - "Please also refer to the documentation for alternative solver options:\n", - " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", - " n_iter_i = _check_optimize_result(\n" - ] - } - ], - "source": [ - "logreg=LogisticRegression(tol=0.0001, \n", - " max_iter=70,\n", - " solver='lbfgs', \n", - " multi_class='multinomial',)\n", - "\n", - "logreg.fit(X=X_train, y=y_train)\n", - "y_pred=logreg.predict(X=X_test)\n", - "train_score=logreg.score(X_train, y_train) \n", - "test_score=logreg.score(X_test, y_test)\n", - "\n", - "print(logreg)\n", - "print('Train:', train_score)\n", - "print('Test:', test_score) " - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fpr, tpr, _ = roc_curve(y_test, logreg.predict_proba(X_test)[:, 1])\n", - "roc_auc = auc(fpr, tpr)\n", - "\n", - "plt.figure()\n", - "plt.plot(fpr, tpr, color='red', label='ROC curve (area = %0.3f)' % roc_auc)\n", - "plt.plot([0, 1], [0, 1], color='black', lw=2, linestyle='--')\n", - "plt.xlim([0.0, 1.0])\n", - "plt.ylim([0.0, 1.05])\n", - "plt.xlabel('False Positive Rate')\n", - "plt.ylabel('True Positive Rate')\n", - "plt.title('ROC Curve')\n", - "plt.legend(loc=\"upper left\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Se comprueba como la curva ROC nos da la información de que el modelo es prácticamente aleatorio a la hora de predecir que tipo de combustible lleva un coche. Esto puede indicar dos cosas:\n", - "* Que el la regresión logística no es un modelo adecuado para predecir en este caso\n", - "* Que con los datos que tenemos no se puede predecir si un coche lleva un tipo de combustible u otro, lo que indicaría que no hay una diferencia entre ambos grupos" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [] - } - ], - "metadata": { - "interpreter": { - "hash": "3b605cfac5fda349f6b4b8e6774d7e69cfa08afbfaa1fc7c743a5a8dfe231dbb" - }, - "kernelspec": { - "display_name": "Python 3.8.5 ('ironhack')", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.5" - }, - "orig_nbformat": 4 - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/ETL.ipynb b/ETL.ipynb new file mode 100644 index 0000000..5b641c1 --- /dev/null +++ b/ETL.ipynb @@ -0,0 +1,1984 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Importaciones" + ] + }, + { + "cell_type": "code", + "execution_count": 230, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import pylab as plt\n", + "import seaborn as sns\n", + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "sns.set_context(\"poster\")\n", + "sns.set(rc={\"figure.figsize\": (12.,6.)})\n", + "sns.set_style(\"whitegrid\")" + ] + }, + { + "cell_type": "code", + "execution_count": 231, + "metadata": {}, + "outputs": [], + "source": [ + "from src.exploring_functions import *" + ] + }, + { + "cell_type": "code", + "execution_count": 232, + "metadata": {}, + "outputs": [], + "source": [ + "medidas1 = pd.read_csv('./data/measurements.csv',sep=',',decimal=',')\n", + "medidas2 = pd.read_excel('./data/measurements2.xlsx')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Infomación general de los datos" + ] + }, + { + "cell_type": "code", + "execution_count": 233, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 233, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "medidas1.equals(medidas2)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Los dos dataframes son iguales, por lo que nos quedamos solo con uno." + ] + }, + { + "cell_type": "code", + "execution_count": 234, + "metadata": {}, + "outputs": [], + "source": [ + "medidas = medidas1.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 235, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(388, 12)" + ] + }, + "execution_count": 235, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "medidas.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 236, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 388 entries, 0 to 387\n", + "Data columns (total 12 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 distance 388 non-null float64\n", + " 1 consume 388 non-null float64\n", + " 2 speed 388 non-null int64 \n", + " 3 temp_inside 376 non-null float64\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 float64\n", + " 11 refill gas 13 non-null object \n", + "dtypes: float64(4), int64(5), object(3)\n", + "memory usage: 36.5+ KB\n" + ] + } + ], + "source": [ + "medidas.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 237, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
countmeanstdmin25%50%75%max
distance388.019.65283522.6678371.311.8014.619.0216.1
consume388.04.9123711.0331723.34.304.75.312.2
speed388.041.92783513.59852414.032.7540.550.090.0
temp_inside376.021.9295211.01045519.021.5022.022.525.5
temp_outside388.011.3582476.991542-5.07.0010.016.031.0
AC388.00.0773200.2674430.00.000.00.01.0
rain388.00.1237110.3296770.00.000.00.01.0
sun388.00.0824740.2754410.00.000.00.01.0
refill liters13.037.1153858.58728210.037.6038.039.045.0
\n", + "
" + ], + "text/plain": [ + " count mean std min 25% 50% 75% max\n", + "distance 388.0 19.652835 22.667837 1.3 11.80 14.6 19.0 216.1\n", + "consume 388.0 4.912371 1.033172 3.3 4.30 4.7 5.3 12.2\n", + "speed 388.0 41.927835 13.598524 14.0 32.75 40.5 50.0 90.0\n", + "temp_inside 376.0 21.929521 1.010455 19.0 21.50 22.0 22.5 25.5\n", + "temp_outside 388.0 11.358247 6.991542 -5.0 7.00 10.0 16.0 31.0\n", + "AC 388.0 0.077320 0.267443 0.0 0.00 0.0 0.0 1.0\n", + "rain 388.0 0.123711 0.329677 0.0 0.00 0.0 0.0 1.0\n", + "sun 388.0 0.082474 0.275441 0.0 0.00 0.0 0.0 1.0\n", + "refill liters 13.0 37.115385 8.587282 10.0 37.60 38.0 39.0 45.0" + ] + }, + "execution_count": 237, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "medidas.describe().T" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Como se puede observar, las columnas 'distance', 'consume', 'temp_inside' deberían ser tipo float y están como tipo object." + ] + }, + { + "cell_type": "code", + "execution_count": 238, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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
\n", + "
" + ], + "text/plain": [ + " distance consume speed temp_inside temp_outside specials gas_type AC \\\n", + "0 28.0 5.0 26 21.5 12 NaN E10 0 \n", + "1 12.0 4.2 30 21.5 13 NaN E10 0 \n", + "2 11.2 5.5 38 21.5 15 NaN E10 0 \n", + "3 12.9 3.9 36 21.5 14 NaN E10 0 \n", + "4 18.5 4.5 46 21.5 15 NaN E10 0 \n", + "\n", + " rain sun refill liters refill gas \n", + "0 0 0 45.0 E10 \n", + "1 0 0 NaN NaN \n", + "2 0 0 NaN NaN \n", + "3 0 0 NaN NaN \n", + "4 0 0 NaN NaN " + ] + }, + "execution_count": 238, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "medidas.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 239, + "metadata": {}, + "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": 239, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "medidas.isna().sum()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Estudio de columnas específicas" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ahora se van a estudiar las columnas de refill, que tienen una gran cantidad de nulos" + ] + }, + { + "cell_type": "code", + "execution_count": 240, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
distanceconsumespeedtemp_insidetemp_outsidespecialsgas_typeACrainsunrefill litersrefill gas
028.05.02621.512NaNE1000045.0E10
445.43.33221.57NaNSP9800037.6SP98
8210.53.64220.010NaNSP9800037.7SP98
106162.75.57523.01NaNSP9800045.0SP98
13916.15.42421.57rainE1001038.0E10
17144.44.83821.58NaNE1000038.3E10
19143.74.74422.09half rain half sunSP9801010.0SP98
19212.14.24322.04NaNSP9800039.0SP98
23419.04.52922.510NaNE1000039.0E10
27425.74.95022.010rainSP9801041.0SP98
31311.34.33822.017NaNSP9800037.0SP98
32516.63.74922.017NaNE1000037.7E10
34918.34.34622.016NaNSP9800037.2SP98
\n", + "
" + ], + "text/plain": [ + " distance consume speed temp_inside temp_outside specials \\\n", + "0 28.0 5.0 26 21.5 12 NaN \n", + "44 5.4 3.3 32 21.5 7 NaN \n", + "82 10.5 3.6 42 20.0 10 NaN \n", + "106 162.7 5.5 75 23.0 1 NaN \n", + "139 16.1 5.4 24 21.5 7 rain \n", + "171 44.4 4.8 38 21.5 8 NaN \n", + "191 43.7 4.7 44 22.0 9 half rain half sun \n", + "192 12.1 4.2 43 22.0 4 NaN \n", + "234 19.0 4.5 29 22.5 10 NaN \n", + "274 25.7 4.9 50 22.0 10 rain \n", + "313 11.3 4.3 38 22.0 17 NaN \n", + "325 16.6 3.7 49 22.0 17 NaN \n", + "349 18.3 4.3 46 22.0 16 NaN \n", + "\n", + " gas_type AC rain sun refill liters refill gas \n", + "0 E10 0 0 0 45.0 E10 \n", + "44 SP98 0 0 0 37.6 SP98 \n", + "82 SP98 0 0 0 37.7 SP98 \n", + "106 SP98 0 0 0 45.0 SP98 \n", + "139 E10 0 1 0 38.0 E10 \n", + "171 E10 0 0 0 38.3 E10 \n", + "191 SP98 0 1 0 10.0 SP98 \n", + "192 SP98 0 0 0 39.0 SP98 \n", + "234 E10 0 0 0 39.0 E10 \n", + "274 SP98 0 1 0 41.0 SP98 \n", + "313 SP98 0 0 0 37.0 SP98 \n", + "325 E10 0 0 0 37.7 E10 \n", + "349 SP98 0 0 0 37.2 SP98 " + ] + }, + "execution_count": 240, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "medidas[medidas['refill gas'].notnull()]" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Como se puede comprobar, la columnas refill gas solo tiene 13 valores no nulos y todos ellos son iguales a la columna gas_type por lo que no aporta información adicinal." + ] + }, + { + "cell_type": "code", + "execution_count": 241, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
distanceconsumespeedtemp_insidetemp_outsidespecialsgas_typeACrainsunrefill litersrefill gas
028.05.02621.512NaNE1000045.0E10
445.43.33221.57NaNSP9800037.6SP98
8210.53.64220.010NaNSP9800037.7SP98
106162.75.57523.01NaNSP9800045.0SP98
13916.15.42421.57rainE1001038.0E10
17144.44.83821.58NaNE1000038.3E10
19143.74.74422.09half rain half sunSP9801010.0SP98
19212.14.24322.04NaNSP9800039.0SP98
23419.04.52922.510NaNE1000039.0E10
27425.74.95022.010rainSP9801041.0SP98
31311.34.33822.017NaNSP9800037.0SP98
32516.63.74922.017NaNE1000037.7E10
34918.34.34622.016NaNSP9800037.2SP98
\n", + "
" + ], + "text/plain": [ + " distance consume speed temp_inside temp_outside specials \\\n", + "0 28.0 5.0 26 21.5 12 NaN \n", + "44 5.4 3.3 32 21.5 7 NaN \n", + "82 10.5 3.6 42 20.0 10 NaN \n", + "106 162.7 5.5 75 23.0 1 NaN \n", + "139 16.1 5.4 24 21.5 7 rain \n", + "171 44.4 4.8 38 21.5 8 NaN \n", + "191 43.7 4.7 44 22.0 9 half rain half sun \n", + "192 12.1 4.2 43 22.0 4 NaN \n", + "234 19.0 4.5 29 22.5 10 NaN \n", + "274 25.7 4.9 50 22.0 10 rain \n", + "313 11.3 4.3 38 22.0 17 NaN \n", + "325 16.6 3.7 49 22.0 17 NaN \n", + "349 18.3 4.3 46 22.0 16 NaN \n", + "\n", + " gas_type AC rain sun refill liters refill gas \n", + "0 E10 0 0 0 45.0 E10 \n", + "44 SP98 0 0 0 37.6 SP98 \n", + "82 SP98 0 0 0 37.7 SP98 \n", + "106 SP98 0 0 0 45.0 SP98 \n", + "139 E10 0 1 0 38.0 E10 \n", + "171 E10 0 0 0 38.3 E10 \n", + "191 SP98 0 1 0 10.0 SP98 \n", + "192 SP98 0 0 0 39.0 SP98 \n", + "234 E10 0 0 0 39.0 E10 \n", + "274 SP98 0 1 0 41.0 SP98 \n", + "313 SP98 0 0 0 37.0 SP98 \n", + "325 E10 0 0 0 37.7 E10 \n", + "349 SP98 0 0 0 37.2 SP98 " + ] + }, + "execution_count": 241, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "medidas[medidas['refill liters'].notnull()]" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "La columna 'refill liters' no tiene más que 13 valores no nulos." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ahora se va estudiar la columna specials, que tiene una gran cantidad de nulos" + ] + }, + { + "cell_type": "code", + "execution_count": 242, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
distanceconsumespeedtemp_insidetemp_outsidespecialsgas_typeACrainsunrefill litersrefill gas
4012.44.05521.57AC rainE10110NaNNaN
414.55.02921.57ACE10100NaNNaN
5011.85.12921.55rainSP98010NaNNaN
5313.16.14621.56rainSP98010NaNNaN
55153.54.98221.53rainSP98010NaNNaN
.......................................
3815.53.73324.528sunSP98001NaNNaN
38213.63.73324.528sunSP98001NaNNaN
38416.14.33825.031ACSP98100NaNNaN
38615.44.64225.031ACSP98100NaNNaN
38714.75.02525.030ACSP98100NaNNaN
\n", + "

93 rows × 12 columns

\n", + "
" + ], + "text/plain": [ + " distance consume speed temp_inside temp_outside specials gas_type \\\n", + "40 12.4 4.0 55 21.5 7 AC rain E10 \n", + "41 4.5 5.0 29 21.5 7 AC E10 \n", + "50 11.8 5.1 29 21.5 5 rain SP98 \n", + "53 13.1 6.1 46 21.5 6 rain SP98 \n", + "55 153.5 4.9 82 21.5 3 rain SP98 \n", + ".. ... ... ... ... ... ... ... \n", + "381 5.5 3.7 33 24.5 28 sun SP98 \n", + "382 13.6 3.7 33 24.5 28 sun SP98 \n", + "384 16.1 4.3 38 25.0 31 AC 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", + "40 1 1 0 NaN NaN \n", + "41 1 0 0 NaN NaN \n", + "50 0 1 0 NaN NaN \n", + "53 0 1 0 NaN NaN \n", + "55 0 1 0 NaN NaN \n", + ".. .. ... ... ... ... \n", + "381 0 0 1 NaN NaN \n", + "382 0 0 1 NaN NaN \n", + "384 1 0 0 NaN NaN \n", + "386 1 0 0 NaN NaN \n", + "387 1 0 0 NaN NaN \n", + "\n", + "[93 rows x 12 columns]" + ] + }, + "execution_count": 242, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "medidas[medidas.specials.notna()]" + ] + }, + { + "cell_type": "code", + "execution_count": 243, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "rain 32\n", + "sun 27\n", + "AC rain 9\n", + "ac 8\n", + "AC 6\n", + "snow 3\n", + "sun ac 3\n", + "AC snow 1\n", + "half rain half sun 1\n", + "AC sun 1\n", + "AC Sun 1\n", + "ac rain 1\n", + "Name: specials, dtype: int64" + ] + }, + "execution_count": 243, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "medidas.specials.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 244, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " specials sun\n", + "191 half rain half sun 0\n", + "***********\n", + " specials AC\n", + "334 ac 0\n", + "***********\n", + "Empty DataFrame\n", + "Columns: [specials, sun]\n", + "Index: []\n" + ] + } + ], + "source": [ + "print(medidas[(medidas.sun==0) & (medidas.specials.str.contains('sun', na=False))] [[\"specials\",\"sun\"]])\n", + "print('***********')\n", + "print(medidas[(medidas.AC==0) & (medidas.specials.str.contains('AC|ac', na=False))] [[\"specials\",\"AC\"]])\n", + "print('***********')\n", + "print(medidas[(medidas.rain==0) & (medidas.specials.str.contains('rain', na=False))] [[\"specials\",\"sun\"]])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Se comprueba que la columna specials contiene practicamente la misma informacion que las columnas \"AC\", \"rain\" y \"sun\". El único dato que aporta a mayores es \"snow\"" + ] + }, + { + "cell_type": "code", + "execution_count": 245, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 245, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "medidas.temp_inside.hist()" + ] + }, + { + "cell_type": "code", + "execution_count": 246, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 246, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "medidas.temp_outside.hist()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Limpieza de columnas" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Se van a eliminar aquellas columnas que no aportan información:\n", + "- refill gas: porque todos sus valores no nulos son iguales a gas_type\n", + "- refill liters: la mayoria de los valores son nulos y el objetivo es seleccionar el mejor tipo de combustible, por lo que los litros rellenados en el trayecto no aportan información relevante" + ] + }, + { + "cell_type": "code", + "execution_count": 247, + "metadata": {}, + "outputs": [], + "source": [ + "medidas.drop(columns=['refill gas','refill liters'],inplace=True)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ahora se va a hacer un get dummies de la columna special para sacar la columna \"snow\" y se van a corregir las diferencias con las columnas \"sun\", \"AC y \"rain\" en aquellas filas donde no coincidan. Por último se va a eliminar la columna \"specials\"." + ] + }, + { + "cell_type": "code", + "execution_count": 248, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "rain 32\n", + "sun 27\n", + "AC rain 9\n", + "ac 8\n", + "AC 6\n", + "snow 3\n", + "sun ac 3\n", + "AC snow 1\n", + "half rain half sun 1\n", + "AC sun 1\n", + "AC Sun 1\n", + "ac rain 1\n", + "Name: specials, dtype: int64" + ] + }, + "execution_count": 248, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "medidas.specials.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 249, + "metadata": {}, + "outputs": [], + "source": [ + "for i in medidas[(medidas.sun==0) & (medidas.specials.str.contains('sun', na=False))].index:\n", + " medidas.loc[i, \"sun\"]=1\n", + "\n", + "for i in medidas[(medidas.AC==0) & (medidas.specials.str.contains('AC|ac', na=False))].index:\n", + " medidas.loc[i, \"AC\"]=1\n", + "\n", + "for i in medidas[(medidas.rain==0) & (medidas.specials.str.contains('rain', na=False))].index:\n", + " medidas.loc[i, \"rain\"]=1\n", + "\n", + "medidas['snow'] = 0\n", + "for i in medidas[medidas.specials.str.contains('snow', na=False)].index:\n", + " medidas.loc[i, \"snow\"]=1\n", + "\n", + "medidas.drop(columns=['specials'],inplace=True)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ahora se va a hacer la transformación de las columnas object que deberían ser float" + ] + }, + { + "cell_type": "code", + "execution_count": 250, + "metadata": {}, + "outputs": [], + "source": [ + "for e in ['distance', 'consume', 'temp_inside']:\n", + " # Lo primero es cambiar las ',' por '.' para poder hacer la transformación\n", + " medidas[e] = medidas[e].apply(lambda x : str(x).replace(',', '.'))\n", + " # Ahora hay que cambiar el tipo de columa\n", + " medidas[e] = medidas[e].astype(float)" + ] + }, + { + "cell_type": "code", + "execution_count": 251, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 388 entries, 0 to 387\n", + "Data columns (total 10 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 distance 388 non-null float64\n", + " 1 consume 388 non-null float64\n", + " 2 speed 388 non-null int64 \n", + " 3 temp_inside 376 non-null float64\n", + " 4 temp_outside 388 non-null int64 \n", + " 5 gas_type 388 non-null object \n", + " 6 AC 388 non-null int64 \n", + " 7 rain 388 non-null int64 \n", + " 8 sun 388 non-null int64 \n", + " 9 snow 388 non-null int64 \n", + "dtypes: float64(3), int64(6), object(1)\n", + "memory usage: 30.4+ KB\n" + ] + } + ], + "source": [ + "medidas.info()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Las columnas ya tienen el tipo de dato adecuado, ahora se puede seguir con la limpieza de la columna 'temp_inside' que es la única con nulos, pero como solo hay 12 valores nulos de 388, son una cantidad pequeña y se van a eliminar" + ] + }, + { + "cell_type": "code", + "execution_count": 252, + "metadata": {}, + "outputs": [], + "source": [ + "medidas.dropna(inplace=True)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Se va a crear una nueva columna que almacene la diferencia de temperatura exterior e interior del vehículo, ya que parece un dato relevante." + ] + }, + { + "cell_type": "code", + "execution_count": 253, + "metadata": {}, + "outputs": [], + "source": [ + "medidas['temp_difference']= medidas.apply(lambda x: x.temp_outside - x.temp_inside, axis=1)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Se cambian a minusculas todos los nombres de columnas del dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 254, + "metadata": {}, + "outputs": [], + "source": [ + "nuevas_columna = {columna:(columna.replace(\" \", \"_\").replace(\".\", \"_\").lower()) for columna in list(medidas.keys())}\n", + "medidas.rename(columns=nuevas_columna, inplace=True)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ahora ya está el dataframe limpio, por lo que se van a exportar los datos" + ] + }, + { + "cell_type": "code", + "execution_count": 255, + "metadata": {}, + "outputs": [], + "source": [ + "medidas.to_csv(\"./data/measurements_clean.csv\",index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 256, + "metadata": {}, + "outputs": [], + "source": [ + "medidas = pd.read_csv('./data/measurements_clean.csv')\n", + "donwcast_df(medidas, verbose=0)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Visualizaciones" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Se va a comprobar si están o no balanceados los datos en función del combustible" + ] + }, + { + "cell_type": "code", + "execution_count": 257, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "El porcentaje de datos con gas_type_E10 es: 0.4175531914893617\n", + "El porcentaje de datos con gas_type_SP98 es: 0.5824468085106383\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "medidas.gas_type.value_counts().plot(kind='bar', figsize=(16,8));\n", + "print('El porcentaje de datos con gas_type_E10 es:', len(medidas[medidas.gas_type==\"E10\"].index)/medidas.shape[0])\n", + "print('El porcentaje de datos con gas_type_SP98 es:', len(medidas[medidas.gas_type==\"SP98\"].index)/medidas.shape[0])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Se va a estudiar la correación de la columna consumo" + ] + }, + { + "cell_type": "code", + "execution_count": 258, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(20,20)) \n", + "\n", + "color_map = sns.diverging_palette(220, 20, as_cmap=True) # Paleta de colores\n", + "\n", + "sns.heatmap(medidas.corr(), \n", + " cmap=color_map,\n", + " square=True, #que los datos se vean como cuadrados\n", + " linewidth=0.5, #ancho de línea\n", + " vmax=1,\n", + " vmin=-1,\n", + " annot=True,\n", + " cbar_kws={\"shrink\": .7\n", + " },# barra lateral\n", + " xticklabels=True,\n", + " yticklabels=True\n", + ");" + ] + }, + { + "cell_type": "code", + "execution_count": 259, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/rodrigo/miniconda3/envs/ironhack/lib/python3.8/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(medidas.consume,medidas.gas_type);" + ] + }, + { + "cell_type": "code", + "execution_count": 260, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(x=\"consume\", y=\"distance\", hue='gas_type', size = 'temp_difference', data=medidas);" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Se puede ver un alto consumo para muchos trayectos con poca distancia. Suponiendo que los datos de consumo son de l/km estos datos son para consumos en reposo. Debido a esto se van a eliminar los datos de trayectos con consumos por encima de 6.5 l/km" + ] + }, + { + "cell_type": "code", + "execution_count": 261, + "metadata": {}, + "outputs": [], + "source": [ + "medidas.drop(medidas[(medidas['consume'] >6.5)].index, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 262, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(20,20)) \n", + "\n", + "color_map = sns.diverging_palette(220, 20, as_cmap=True) # Paleta de colores\n", + "\n", + "sns.heatmap(medidas.corr(), \n", + " cmap=color_map,\n", + " square=True, #que los datos se vean como cuadrados\n", + " linewidth=0.5, #ancho de línea\n", + " vmax=1,\n", + " vmin=-1,\n", + " annot=True,\n", + " cbar_kws={\"shrink\": .7\n", + " },# barra lateral\n", + " xticklabels=True,\n", + " yticklabels=True\n", + ");" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Según se puede observar en la matriz de correlación; parece haber una correción positiva entre la temperatura exterior y el consumo de gasolina" + ] + }, + { + "cell_type": "code", + "execution_count": 263, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/rodrigo/miniconda3/envs/ironhack/lib/python3.8/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(medidas.consume,medidas.gas_type);" + ] + }, + { + "cell_type": "code", + "execution_count": 264, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "E10 = medidas[medidas.gas_type == 'E10']\n", + "SP98 = medidas[medidas.gas_type == 'SP98']\n", + "graf = sns.kdeplot(x=medidas.consume, hue=medidas.gas_type)\n", + "graf.axvline(x=E10.consume.median(), c=\"red\", label=\"E10\")\n", + "graf.axvline(x=SP98.consume.median(), c=\"green\", label=\"SP98\")\n", + "plt.legend();" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Tal y como parecen indicar el boxplot y la gráfica de densidad, el consumo de los coches con \"E10\" es mayor que el de los coches con \"SP98\"" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ironhack", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Predictions.ipynb b/Predictions.ipynb new file mode 100644 index 0000000..a1e8bd4 --- /dev/null +++ b/Predictions.ipynb @@ -0,0 +1,351 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Predicciones" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import pylab as plt\n", + "import seaborn as sns\n", + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "sns.set_context(\"poster\")\n", + "sns.set(rc={\"figure.figsize\": (12.,6.)})\n", + "sns.set_style(\"whitegrid\")" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [], + "source": [ + "from src.exploring_functions import *" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Logistic regression" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import roc_auc_score, roc_curve, auc" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [], + "source": [ + "medidas = pd.read_csv('./data/measurements_clean.csv')\n", + "medidas = pd.get_dummies(medidas, columns=['gas_type'])\n", + "donwcast_df(medidas, verbose=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [], + "source": [ + "X, y = medidas.drop(columns=['consume', 'gas_type_SP98', 'gas_type_E10']), medidas.gas_type_SP98\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "El modelo que se va a emplear es la regresion logística, que permite predecir que tipo de combustible usa un coche en función de los datos que se dan" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/rodrigo/miniconda3/envs/ironhack/lib/python3.8/site-packages/sklearn/linear_model/_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" + ] + } + ], + "source": [ + "modelo = LogisticRegression().fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "LogisticRegression(max_iter=70, multi_class='multinomial')\n", + "Train: 0.6333333333333333\n", + "Test: 0.5\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/rodrigo/miniconda3/envs/ironhack/lib/python3.8/site-packages/sklearn/linear_model/_logistic.py:814: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" + ] + } + ], + "source": [ + "logreg=LogisticRegression(tol=0.0001, \n", + " max_iter=70,\n", + " solver='lbfgs', \n", + " multi_class='multinomial',)\n", + "\n", + "logreg.fit(X=X_train, y=y_train)\n", + "y_pred=logreg.predict(X=X_test)\n", + "train_score=logreg.score(X_train, y_train) \n", + "test_score=logreg.score(X_test, y_test)\n", + "\n", + "print(logreg)\n", + "print('Train:', train_score)\n", + "print('Test:', test_score) " + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fpr, tpr, _ = roc_curve(y_test, logreg.predict_proba(X_test)[:, 1])\n", + "roc_auc = auc(fpr, tpr)\n", + "\n", + "plt.figure()\n", + "plt.plot(fpr, tpr, color='red', label='ROC curve (area = %0.3f)' % roc_auc)\n", + "plt.plot([0, 1], [0, 1], color='black', lw=2, linestyle='--')\n", + "plt.xlim([0.0, 1.0])\n", + "plt.ylim([0.0, 1.05])\n", + "plt.xlabel('False Positive Rate')\n", + "plt.ylabel('True Positive Rate')\n", + "plt.title('ROC Curve')\n", + "plt.legend(loc=\"upper left\")\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Se comprueba como la curva ROC nos da la información de que el modelo es prácticamente aleatorio a la hora de predecir que tipo de combustible lleva un coche. Esto puede indicar dos cosas:\n", + "* Que el la regresión logística no es un modelo adecuado para predecir en este caso\n", + "* Que con los datos que tenemos no se puede predecir si un coche lleva un tipo de combustible u otro, lo que indicaría que no hay una diferencia entre ambos grupos" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Se va a intentar predecir el tipo de combustible con un modelo de RANDOM FOREST" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Random Forest" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.ensemble import RandomForestRegressor as RFR" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [], + "source": [ + "medidas = pd.read_csv('./data/measurements_clean.csv')\n", + "donwcast_df(medidas, verbose=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "RandomForestRegressor()" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rfr=RFR()\n", + "y_data = medidas['consume']\n", + "x_data = medidas.drop('consume', axis=1)\n", + "X_data = x_data.drop(columns = ['gas_type','temp_inside'], axis=1)\n", + "X_train, X_test, y_train, y_test = train_test_split(X_data, y_data, test_size=0.2)\n", + "rfr.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([4.02099999, 4.54200006, 5.49799987, 3.87957616, 4.10799997,\n", + " 4.40700001, 4.90299998, 4.91499999, 6.66390013, 9.68099991])" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y_pred=rfr.predict(X_test)\n", + "\n", + "y_pred[:10]" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train rfr: 0.9346741842931301\n", + "Test rfr: 0.6326711094524495\n" + ] + } + ], + "source": [ + "train_score=rfr.score(X_train, y_train) \n", + "test_score=rfr.score(X_test, y_test)\n", + "\n", + "print('Train rfr:', train_score)\n", + "print('Test rfr:', test_score) " + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Al igual que en el caso de la regresión logistica, random forest no consigue predecir con fiabilidad el combustible de los diferentes trayectos, esto nos indica que el gas utilizado no es una variable especialmente relevante en el consumo. " + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conclusiones" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- No se puede predecir el combustible usado por un coche a partir del consumo.\n", + "- Las variables más relevantes para el consumo es la temperatura exterior y si habia o no lluvia en el trayecto.\n", + "- Viendo que el consumo es similar sin tener en cuenta el combustible usado, seria interesante mirar los precios y elegir el combustible más barato" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ironhack", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/data/measurements_clean.csv b/data/measurements_clean.csv new file mode 100644 index 0000000..1fe4980 --- /dev/null +++ b/data/measurements_clean.csv @@ -0,0 +1,377 @@ +distance,consume,speed,temp_inside,temp_outside,gas_type,ac,rain,sun,snow,temp_difference +28.0,5.0,26,21.5,12,E10,0,0,0,0,-9.5 +12.0,4.2,30,21.5,13,E10,0,0,0,0,-8.5 +11.2,5.5,38,21.5,15,E10,0,0,0,0,-6.5 +12.9,3.9,36,21.5,14,E10,0,0,0,0,-7.5 +18.5,4.5,46,21.5,15,E10,0,0,0,0,-6.5 +8.3,6.4,50,21.5,10,E10,0,0,0,0,-11.5 +7.8,4.4,43,21.5,11,E10,0,0,0,0,-10.5 +12.3,5.0,40,21.5,6,E10,0,0,0,0,-15.5 +4.9,6.4,26,21.5,4,E10,0,0,0,0,-17.5 +11.9,5.3,30,21.5,9,E10,0,0,0,0,-12.5 +12.4,5.6,42,21.5,4,E10,0,0,0,0,-17.5 +11.8,4.6,38,21.5,0,E10,0,0,0,0,-21.5 +12.3,5.9,59,21.5,10,E10,0,0,0,0,-11.5 +24.7,5.1,58,21.5,12,E10,0,0,0,0,-9.5 +12.4,4.7,46,21.5,11,E10,0,0,0,0,-10.5 +17.3,5.1,24,21.5,5,E10,0,0,0,0,-16.5 +33.4,5.6,36,21.5,3,E10,0,0,0,0,-18.5 +11.8,5.1,32,21.5,3,E10,0,0,0,0,-18.5 +25.9,4.9,39,21.5,8,E10,0,0,0,0,-13.5 +11.8,4.7,40,21.5,4,E10,0,0,0,0,-17.5 +25.3,5.5,32,21.5,3,E10,0,0,0,0,-18.5 +14.2,5.9,38,21.5,1,E10,0,0,0,0,-20.5 +17.9,5.7,37,21.5,1,E10,0,0,0,0,-20.5 +11.8,4.7,36,21.5,1,E10,0,0,0,0,-20.5 +12.3,5.9,62,21.5,6,E10,0,0,0,0,-15.5 +12.4,4.1,57,21.5,9,E10,0,0,0,0,-12.5 +18.4,5.7,21,22.5,2,E10,0,0,0,0,-20.5 +18.4,5.8,28,21.5,3,E10,0,0,0,0,-18.5 +18.3,5.5,29,21.5,1,E10,0,0,0,0,-20.5 +18.4,5.7,35,21.5,4,E10,0,0,0,0,-17.5 +12.3,5.3,51,21.5,11,E10,0,0,0,0,-10.5 +11.8,5.0,29,21.5,10,E10,0,0,0,0,-11.5 +12.3,5.6,58,21.5,8,E10,0,0,0,0,-13.5 +32.6,4.8,40,21.5,7,E10,0,0,0,0,-14.5 +19.0,4.3,36,21.5,7,E10,0,0,0,0,-14.5 +12.1,5.7,36,21.5,8,E10,0,0,0,0,-13.5 +20.0,5.2,37,21.5,4,E10,0,0,0,0,-17.5 +4.9,7.4,26,21.5,6,E10,0,0,0,0,-15.5 +11.8,4.8,23,21.5,9,E10,0,0,0,0,-12.5 +12.3,6.5,58,21.5,7,E10,0,0,0,0,-14.5 +12.4,4.0,55,21.5,7,E10,1,1,0,0,-14.5 +4.5,5.0,29,21.5,7,E10,1,0,0,0,-14.5 +11.7,4.6,37,21.5,6,E10,0,0,0,0,-15.5 +10.2,4.3,44,21.5,7,E10,0,0,0,0,-14.5 +5.4,3.3,32,21.5,7,SP98,0,0,0,0,-14.5 +2.0,9.9,21,21.5,4,SP98,0,0,0,0,-17.5 +14.2,5.1,32,21.5,7,SP98,0,0,0,0,-14.5 +16.0,4.9,25,21.5,8,SP98,0,0,0,0,-13.5 +11.8,4.9,25,21.5,11,SP98,0,0,0,0,-10.5 +27.3,4.7,36,21.5,10,SP98,0,0,0,0,-11.5 +11.8,5.1,29,21.5,5,SP98,0,1,0,0,-16.5 +10.6,4.9,63,21.5,6,SP98,0,0,0,0,-15.5 +11.6,4.2,61,21.5,7,SP98,0,0,0,0,-14.5 +13.1,6.1,46,21.5,6,SP98,0,1,0,0,-15.5 +6.1,6.4,28,21.5,8,SP98,0,0,0,0,-13.5 +153.5,4.9,82,21.5,3,SP98,0,1,0,0,-18.5 +11.8,4.9,24,21.5,7,SP98,0,0,0,0,-14.5 +12.3,6.2,61,21.5,8,SP98,0,0,0,0,-13.5 +12.4,4.2,57,21.5,8,SP98,0,0,0,0,-13.5 +12.3,5.7,52,21.5,8,SP98,0,1,0,0,-13.5 +2.9,7.9,18,21.5,9,SP98,1,1,0,0,-12.5 +2.1,12.2,23,21.5,9,SP98,1,1,0,0,-12.5 +9.8,5.8,24,21.5,6,SP98,0,0,0,0,-15.5 +6.8,5.3,26,21.5,6,SP98,0,0,0,0,-15.5 +12.4,5.4,24,21.5,7,SP98,0,0,0,0,-14.5 +12.4,4.7,57,21.5,8,SP98,0,0,0,0,-13.5 +11.8,4.6,41,21.5,6,SP98,0,0,0,0,-15.5 +12.3,5.4,55,21.5,8,SP98,0,0,0,0,-13.5 +14.0,4.3,40,21.5,8,SP98,0,0,0,0,-13.5 +11.8,4.5,37,21.5,4,SP98,1,0,0,0,-17.5 +12.3,5.2,55,21.5,12,SP98,0,0,0,0,-9.5 +2.0,6.2,20,21.5,10,SP98,0,0,0,0,-11.5 +13.9,5.1,29,21.5,6,SP98,0,0,0,0,-15.5 +9.7,3.9,42,21.5,8,SP98,0,0,0,0,-13.5 +11.6,5.0,25,21.5,6,SP98,0,0,0,0,-15.5 +14.2,5.4,38,21.5,7,SP98,0,0,0,0,-14.5 +11.8,4.5,39,21.5,6,SP98,0,0,0,0,-15.5 +24.8,5.1,50,21.5,9,SP98,0,0,0,0,-12.5 +12.4,4.7,56,21.5,7,SP98,0,0,0,0,-14.5 +34.8,4.0,28,20.0,4,SP98,0,0,0,0,-16.0 +14.2,5.4,36,20.0,6,SP98,0,0,0,0,-14.0 +5.2,4.5,39,20.0,10,SP98,0,0,0,0,-10.0 +10.5,3.6,42,20.0,10,SP98,0,0,0,0,-10.0 +12.3,5.2,57,20.0,10,SP98,0,0,0,0,-10.0 +11.8,4.9,25,20.0,11,SP98,0,0,0,0,-9.0 +12.3,6.2,58,20.0,11,SP98,0,1,0,0,-9.0 +13.2,4.3,51,20.0,11,SP98,0,1,0,0,-9.0 +13.0,5.0,45,20.0,11,SP98,0,1,0,0,-9.0 +12.9,5.1,32,20.0,11,SP98,0,0,0,0,-9.0 +13.9,5.6,22,20.0,8,SP98,0,0,0,0,-12.0 +11.8,4.3,37,20.0,6,SP98,0,0,0,0,-14.0 +12.2,5.8,60,20.0,11,SP98,0,0,0,0,-9.0 +12.5,4.0,51,20.0,13,SP98,0,0,0,0,-7.0 +11.8,5.9,21,20.0,9,SP98,1,1,0,0,-11.0 +12.5,4.2,57,20.0,11,SP98,0,0,0,0,-9.0 +26.2,5.8,71,21.0,8,SP98,1,1,0,0,-13.0 +4.9,6.9,25,21.0,12,SP98,0,1,0,0,-9.0 +12.4,5.4,18,21.0,11,SP98,1,1,0,0,-10.0 +22.9,5.3,45,20.5,7,SP98,0,0,0,0,-13.5 +162.7,5.5,75,23.0,1,SP98,0,0,0,0,-22.0 +4.9,6.5,26,21.0,1,SP98,0,0,0,0,-20.0 +11.8,4.7,36,21.0,4,SP98,0,0,0,0,-17.0 +16.6,5.1,56,21.0,7,SP98,0,0,0,0,-14.0 +12.4,5.7,37,21.0,7,SP98,0,0,0,0,-14.0 +15.9,5.4,25,21.0,7,SP98,0,0,0,0,-14.0 +5.1,8.7,21,23.5,5,SP98,0,0,0,0,-18.5 +22.4,4.9,66,20.5,7,SP98,0,0,0,0,-13.5 +31.1,4.7,42,20.5,7,SP98,0,0,0,0,-13.5 +4.9,6.3,27,20.5,3,SP98,0,0,0,0,-17.5 +11.8,5.1,26,23.0,4,SP98,0,1,0,0,-19.0 +22.9,6.0,42,23.0,4,SP98,0,1,0,0,-19.0 +12.4,4.6,38,23.0,1,SP98,0,1,0,1,-22.0 +12.9,5.8,40,23.0,4,SP98,0,0,0,0,-19.0 +11.8,5.1,43,23.0,0,SP98,0,0,0,0,-23.0 +12.2,5.8,58,23.0,2,SP98,0,0,0,0,-21.0 +24.8,4.6,55,23.0,3,SP98,0,0,0,0,-20.0 +14.2,5.6,24,23.0,8,SP98,0,0,0,0,-15.0 +11.8,4.6,38,23.0,0,SP98,0,1,0,1,-23.0 +12.2,6.3,57,23.0,0,SP98,0,1,0,1,-23.0 +24.7,5.5,56,25.0,1,SP98,0,0,0,0,-24.0 +6.8,4.3,46,24.0,2,SP98,0,0,0,0,-22.0 +17.3,5.6,37,21.5,1,SP98,0,0,0,0,-20.5 +11.8,4.3,44,21.5,-3,SP98,0,0,0,0,-24.5 +15.9,5.7,46,21.5,5,SP98,0,0,0,0,-16.5 +5.1,6.4,39,21.5,4,SP98,0,0,0,0,-17.5 +16.1,4.5,33,21.5,6,SP98,0,0,0,0,-15.5 +11.8,4.5,43,21.5,3,SP98,0,0,0,0,-18.5 +4.2,6.0,26,21.5,5,SP98,0,0,0,0,-16.5 +17.4,5.1,30,21.5,5,SP98,0,0,0,0,-16.5 +23.5,6.0,25,21.5,5,SP98,0,1,0,0,-16.5 +11.8,4.5,38,21.5,5,SP98,0,1,0,0,-16.5 +12.3,6.1,61,21.5,10,SP98,0,1,0,0,-11.5 +16.1,5.4,24,21.5,7,E10,0,1,0,0,-14.5 +11.8,4.3,40,21.5,10,E10,0,1,0,0,-11.5 +12.3,5.4,58,21.5,13,E10,0,0,0,0,-8.5 +12.4,4.3,49,21.5,17,E10,0,0,0,0,-4.5 +7.0,5.2,25,21.5,17,E10,0,0,0,0,-4.5 +11.8,4.1,37,21.5,10,E10,0,0,0,0,-11.5 +20.1,4.4,41,21.5,18,E10,0,0,0,0,-3.5 +20.8,4.5,45,21.5,10,E10,0,0,0,0,-11.5 +1.7,10.8,14,21.5,10,E10,0,1,0,0,-11.5 +35.9,4.7,45,21.5,12,E10,0,0,0,0,-9.5 +36.9,4.8,52,21.5,5,E10,0,0,0,0,-16.5 +16.8,4.0,46,21.5,8,E10,0,0,0,0,-13.5 +9.9,5.0,28,21.5,9,E10,0,0,0,0,-12.5 +22.9,4.6,61,21.5,7,E10,0,1,0,0,-14.5 +17.3,5.0,61,21.5,6,E10,1,1,0,0,-15.5 +11.8,4.3,37,21.5,7,E10,0,0,0,0,-14.5 +36.6,5.2,80,21.5,7,E10,0,1,0,0,-14.5 +44.9,4.7,62,21.5,8,E10,0,0,0,0,-13.5 +11.8,4.2,34,21.5,9,E10,0,1,0,0,-12.5 +21.6,5.3,44,21.5,9,E10,0,1,0,0,-12.5 +39.4,5.3,60,21.5,9,E10,0,1,0,0,-12.5 +5.1,8.1,39,21.5,4,E10,0,0,0,0,-17.5 +26.6,4.8,38,21.5,7,E10,0,0,0,0,-14.5 +53.2,5.1,71,21.5,2,E10,0,0,0,0,-19.5 +18.9,4.4,53,21.5,2,E10,0,0,0,0,-19.5 +43.5,5.0,80,21.5,3,E10,0,0,0,0,-18.5 +6.1,6.3,26,21.5,5,E10,0,0,0,0,-16.5 +16.4,4.8,49,21.5,5,E10,0,0,0,0,-16.5 +12.3,6.1,40,21.5,6,E10,0,0,0,0,-15.5 +21.1,4.6,36,21.5,8,E10,0,0,0,0,-13.5 +21.1,4.8,43,21.5,7,E10,0,0,0,0,-14.5 +22.7,4.7,55,21.5,6,E10,0,0,0,0,-15.5 +44.4,4.8,38,21.5,8,E10,0,0,0,0,-13.5 +35.8,4.4,51,21.5,6,E10,0,0,0,0,-15.5 +11.8,4.9,44,21.5,0,E10,0,0,0,0,-21.5 +26.2,4.9,42,21.5,6,E10,0,0,0,0,-15.5 +40.6,4.4,44,21.0,3,E10,0,0,0,0,-18.0 +12.4,5.3,38,21.0,-5,E10,0,0,0,0,-26.0 +14.1,5.3,47,21.0,-3,E10,0,0,0,0,-24.0 +58.7,4.8,75,21.0,0,E10,0,0,0,0,-21.0 +16.2,5.2,29,21.0,0,E10,0,0,0,0,-21.0 +12.3,4.9,50,22.5,0,E10,0,0,0,0,-22.5 +12.3,7.1,52,22.5,0,E10,1,1,0,1,-22.5 +12.4,5.2,51,22.5,1,E10,0,0,0,0,-21.5 +31.8,4.7,59,22.5,3,E10,0,0,0,0,-19.5 +12.3,5.1,55,22.5,8,E10,0,0,0,0,-14.5 +51.6,5.0,73,22.5,12,E10,0,0,0,0,-10.5 +38.6,4.6,44,22.5,10,E10,0,0,0,0,-12.5 +12.3,4.8,41,22.5,7,E10,0,0,0,0,-15.5 +81.2,4.4,69,22.0,13,E10,0,0,0,0,-9.0 +130.3,4.6,85,22.0,12,E10,0,0,0,0,-10.0 +67.2,4.3,67,22.0,18,E10,0,0,0,0,-4.0 +43.7,4.7,44,22.0,9,SP98,0,1,1,0,-13.0 +12.1,4.2,43,22.0,4,SP98,0,0,0,0,-18.0 +56.1,4.8,82,22.0,13,SP98,0,0,0,0,-9.0 +39.0,4.1,61,22.0,16,SP98,0,0,0,0,-6.0 +11.8,4.5,41,21.5,13,SP98,0,0,0,0,-8.5 +38.5,4.8,63,21.5,14,SP98,0,0,0,0,-7.5 +28.2,4.6,54,21.5,14,SP98,0,0,0,0,-7.5 +2.9,7.4,24,21.5,14,SP98,0,0,0,0,-7.5 +6.1,5.6,24,21.5,13,SP98,0,0,0,0,-8.5 +19.6,4.9,43,21.5,13,SP98,0,0,0,0,-8.5 +13.6,4.5,44,19.0,18,SP98,0,0,0,0,-1.0 +8.7,5.3,28,22.5,12,SP98,1,1,0,0,-10.5 +7.9,4.7,31,22.5,12,SP98,1,0,0,0,-10.5 +2.4,9.0,26,20.0,10,SP98,0,0,0,0,-10.0 +4.9,6.3,26,20.0,10,SP98,0,0,0,0,-10.0 +18.1,3.6,36,20.0,19,SP98,0,0,0,0,-1.0 +25.9,3.7,39,20.0,21,SP98,0,0,0,0,1.0 +1.3,11.5,21,20.0,10,SP98,0,0,0,0,-10.0 +14.1,5.0,22,20.0,12,SP98,0,0,0,0,-8.0 +13.4,5.5,31,20.0,9,SP98,0,0,0,0,-11.0 +6.4,4.7,33,20.0,8,SP98,0,0,0,0,-12.0 +12.9,4.5,42,20.0,13,SP98,0,0,0,0,-7.0 +12.1,4.4,33,22.5,5,SP98,0,0,0,0,-17.5 +15.7,4.1,32,22.5,13,SP98,0,0,0,0,-9.5 +16.2,4.4,26,22.5,11,SP98,0,0,0,0,-11.5 +12.8,4.6,22,22.5,12,SP98,0,0,0,0,-10.5 +19.0,4.4,58,22.5,17,SP98,0,0,1,0,-5.5 +29.0,4.0,27,22.5,12,SP98,0,0,0,0,-10.5 +12.1,5.0,32,22.5,9,SP98,0,0,0,0,-13.5 +12.3,5.2,55,22.5,10,SP98,0,0,0,0,-12.5 +24.8,4.0,56,22.5,11,SP98,0,0,0,0,-11.5 +12.9,5.1,34,22.5,8,SP98,0,1,0,0,-14.5 +11.8,4.5,39,22.5,3,SP98,0,0,0,0,-19.5 +31.4,4.6,62,22.5,11,SP98,0,0,0,0,-11.5 +19.0,5.1,53,22.5,4,SP98,0,1,0,0,-18.5 +13.0,5.7,38,22.5,3,SP98,1,1,0,0,-19.5 +11.8,4.8,42,22.5,2,SP98,0,0,0,0,-20.5 +13.0,6.2,32,22.5,4,SP98,0,0,0,0,-18.5 +11.8,5.0,43,22.5,1,SP98,0,0,0,0,-21.5 +27.1,5.0,69,22.5,8,SP98,0,0,0,0,-14.5 +5.2,4.6,38,22.5,8,SP98,0,0,0,0,-14.5 +19.0,4.5,29,22.5,10,E10,0,0,0,0,-12.5 +12.4,4.8,38,22.5,1,E10,0,0,0,0,-21.5 +25.2,5.0,55,22.5,9,E10,0,0,0,0,-13.5 +14.3,4.8,36,22.5,10,E10,0,0,0,0,-12.5 +11.8,4.6,40,22.5,2,E10,0,0,0,0,-20.5 +16.9,4.5,48,22.5,9,E10,0,0,1,0,-13.5 +12.4,4.6,55,22.5,11,E10,0,0,1,0,-11.5 +17.4,4.4,36,22.5,12,E10,0,0,1,0,-10.5 +9.2,5.7,33,22.5,8,E10,0,1,0,0,-14.5 +12.3,5.8,54,22.5,10,E10,0,1,0,0,-12.5 +13.0,5.9,32,22.5,10,E10,0,0,0,0,-12.5 +11.8,6.1,16,22.5,6,E10,0,1,0,0,-16.5 +13.0,5.7,37,22.5,11,E10,0,1,0,0,-11.5 +12.3,5.0,42,22.5,10,E10,0,0,0,0,-12.5 +12.3,5.2,57,22.5,15,E10,0,0,1,0,-7.5 +12.5,4.3,57,22.5,16,E10,0,0,1,0,-6.5 +31.5,4.1,30,22.5,16,E10,0,0,1,0,-6.5 +11.8,4.4,42,22.5,8,E10,0,0,0,0,-14.5 +24.9,4.5,53,22.5,14,E10,0,0,0,0,-8.5 +17.0,3.9,46,22.5,14,E10,0,0,1,0,-8.5 +2.0,8.1,20,22.5,14,E10,0,0,0,0,-8.5 +11.8,4.4,33,22.5,8,E10,0,0,0,0,-14.5 +7.4,5.0,31,22.5,12,E10,0,0,0,0,-10.5 +12.4,4.7,55,22.5,14,E10,0,0,1,0,-8.5 +2.0,6.0,22,22.5,14,E10,0,0,0,0,-8.5 +14.0,5.0,41,22.5,8,E10,0,0,0,0,-14.5 +25.7,5.0,45,22.5,7,E10,0,0,0,0,-15.5 +11.8,4.5,28,22.5,12,E10,0,0,0,0,-10.5 +4.1,5.4,24,22.5,13,E10,0,0,0,0,-9.5 +4.2,5.6,29,22.0,17,E10,0,0,0,0,-5.0 +4.2,3.9,29,22.0,18,E10,0,0,1,0,-4.0 +16.0,4.0,40,22.0,10,E10,0,0,0,0,-12.0 +15.4,4.5,50,22.0,14,E10,0,0,0,0,-8.0 +16.0,3.8,41,22.0,12,E10,0,0,0,0,-10.0 +4.2,5.6,32,22.0,18,E10,0,0,0,0,-4.0 +101.9,5.2,75,22.0,18,E10,0,0,0,0,-4.0 +93.9,4.8,88,23.0,18,E10,1,0,1,0,-5.0 +25.7,4.9,50,22.0,10,SP98,0,1,0,0,-12.0 +16.0,4.1,40,22.0,10,SP98,0,0,0,0,-12.0 +16.1,4.5,32,22.0,19,SP98,0,0,0,0,-3.0 +16.0,4.4,40,22.0,7,SP98,1,1,0,0,-15.0 +16.0,4.5,41,22.0,11,SP98,0,0,0,0,-11.0 +24.7,4.5,26,22.0,10,SP98,0,0,0,0,-12.0 +16.0,3.9,42,22.0,8,SP98,0,0,0,0,-14.0 +15.4,4.6,43,22.0,16,SP98,0,0,0,0,-6.0 +16.0,3.8,40,22.0,8,SP98,0,0,0,0,-14.0 +32.1,4.5,50,22.0,16,SP98,0,0,0,0,-6.0 +25.9,4.4,40,22.0,14,SP98,0,0,0,0,-8.0 +48.6,4.3,44,22.0,12,SP98,0,0,0,0,-10.0 +37.2,4.0,45,22.0,20,SP98,0,0,1,0,-2.0 +28.8,3.9,35,22.0,15,SP98,0,0,1,0,-7.0 +6.7,5.0,30,22.0,17,SP98,0,0,0,0,-5.0 +7.4,4.1,25,22.0,18,SP98,0,0,1,0,-4.0 +17.3,4.1,22,22.0,25,SP98,0,0,1,0,3.0 +6.6,5.6,43,22.0,16,SP98,0,0,0,0,-6.0 +14.3,4.1,26,22.0,20,SP98,0,0,0,0,-2.0 +13.3,4.6,33,22.0,18,SP98,0,0,0,0,-4.0 +8.3,4.9,26,22.0,23,SP98,0,0,0,0,1.0 +12.7,4.5,39,22.0,27,SP98,0,0,1,0,5.0 +16.5,4.1,47,22.0,14,SP98,0,0,0,0,-8.0 +20.6,4.1,38,22.0,21,SP98,0,0,0,0,-1.0 +16.3,4.5,58,22.0,16,SP98,0,0,0,0,-6.0 +18.7,4.2,65,25.0,18,SP98,1,0,1,0,-7.0 +36.5,3.9,54,23.0,18,SP98,0,0,1,0,-5.0 +19.0,5.0,35,22.0,15,SP98,1,0,1,0,-7.0 +16.6,4.4,46,22.0,5,SP98,1,0,0,0,-17.0 +29.9,4.5,32,22.0,18,SP98,1,0,0,0,-4.0 +16.0,3.8,42,22.0,11,SP98,0,0,0,0,-11.0 +21.1,5.1,33,22.0,10,SP98,0,1,0,0,-12.0 +16.0,3.9,40,22.0,10,SP98,0,0,0,0,-12.0 +11.9,5.3,34,22.0,13,SP98,0,0,0,0,-9.0 +10.1,4.2,35,22.0,16,SP98,0,0,0,0,-6.0 +31.9,4.3,33,22.0,16,SP98,0,0,0,0,-6.0 +18.7,4.0,60,22.0,13,SP98,0,0,0,0,-9.0 +10.8,4.7,48,22.0,17,SP98,0,0,1,0,-5.0 +19.8,4.0,56,22.0,17,SP98,0,0,1,0,-5.0 +11.3,4.3,38,22.0,17,SP98,0,0,0,0,-5.0 +11.5,5.3,53,22.0,15,SP98,0,0,0,0,-7.0 +21.4,5.2,51,22.0,13,SP98,0,0,0,0,-9.0 +32.0,4.9,53,22.0,15,SP98,0,0,0,0,-7.0 +41.9,4.7,53,22.0,14,SP98,0,0,0,0,-8.0 +211.0,4.6,80,22.0,20,SP98,0,0,0,0,-2.0 +216.1,5.3,90,22.0,21,SP98,0,0,1,0,-1.0 +25.5,3.6,27,22.0,27,SP98,0,0,1,0,5.0 +16.6,4.2,52,22.0,15,SP98,0,1,0,0,-7.0 +25.9,4.1,43,22.0,24,SP98,0,0,0,0,2.0 +16.5,4.0,48,22.0,15,SP98,0,0,0,0,-7.0 +22.1,3.9,29,22.0,26,SP98,0,0,0,0,4.0 +16.6,3.7,49,22.0,17,E10,0,0,0,0,-5.0 +15.4,4.5,43,22.0,24,E10,0,0,0,0,2.0 +16.5,3.9,43,22.0,17,E10,0,0,0,0,-5.0 +15.4,5.1,21,22.0,24,E10,0,0,0,0,2.0 +18.4,4.2,59,22.0,24,E10,0,0,0,0,2.0 +39.5,4.2,58,22.0,25,E10,0,0,0,0,3.0 +21.5,4.8,47,25.0,27,E10,1,0,1,0,2.0 +4.8,4.7,26,25.0,18,E10,0,0,0,0,-7.0 +100.9,4.7,87,23.5,22,E10,0,0,0,0,-1.5 +129.7,4.6,58,24.0,21,E10,1,0,0,0,-3.0 +16.6,3.8,43,21.5,16,E10,0,0,0,0,-5.5 +15.4,4.2,50,21.5,21,E10,0,0,0,0,-0.5 +16.0,3.7,45,22.0,17,E10,0,0,0,0,-5.0 +16.0,4.2,41,22.0,15,E10,0,0,0,0,-7.0 +15.4,4.1,45,22.0,24,E10,0,0,0,0,2.0 +16.0,4.0,43,22.0,16,E10,0,0,0,0,-6.0 +21.0,3.8,37,22.0,21,E10,0,0,0,0,-1.0 +15.4,3.8,47,22.0,24,E10,0,0,0,0,2.0 +16.0,3.8,42,22.0,17,E10,0,0,0,0,-5.0 +16.1,5.1,30,25.0,16,E10,1,1,0,0,-9.0 +16.0,4.0,42,22.0,15,E10,0,0,0,0,-7.0 +15.4,4.8,40,22.0,18,E10,0,0,0,0,-4.0 +17.2,3.9,35,22.0,16,E10,0,0,0,0,-6.0 +16.6,4.6,50,22.0,25,E10,0,0,0,0,3.0 +18.3,4.3,46,22.0,16,SP98,0,0,0,0,-6.0 +16.1,4.8,36,22.0,18,SP98,0,1,0,0,-4.0 +16.0,4.1,46,22.0,17,SP98,0,0,0,0,-5.0 +16.3,4.0,35,22.0,23,SP98,0,0,0,0,1.0 +16.0,3.7,44,22.0,16,SP98,0,0,0,0,-6.0 +18.3,4.3,46,22.0,23,SP98,0,0,0,0,1.0 +4.5,5.2,23,22.0,23,SP98,0,0,1,0,1.0 +17.0,4.2,48,22.0,16,SP98,0,0,0,0,-6.0 +6.1,5.0,35,24.5,18,SP98,0,0,0,0,-6.5 +6.1,5.0,33,22.0,24,SP98,0,0,1,0,2.0 +17.3,4.2,36,22.0,22,SP98,0,0,0,0,0.0 +6.0,4.8,27,22.0,17,SP98,0,0,0,0,-5.0 +16.0,4.1,45,22.0,15,SP98,0,0,0,0,-7.0 +15.4,4.9,55,22.0,18,SP98,0,0,0,0,-4.0 +15.4,4.3,39,22.0,23,SP98,0,0,0,0,1.0 +16.0,3.9,35,22.0,18,SP98,0,0,0,0,-4.0 +15.4,4.5,52,22.0,26,SP98,0,0,0,0,4.0 +16.6,4.1,48,25.5,30,SP98,1,0,1,0,4.5 +15.4,5.0,48,25.5,31,SP98,1,0,0,0,5.5 +16.0,4.0,43,22.0,21,SP98,1,0,0,0,-1.0 +15.4,4.5,42,22.0,30,SP98,0,0,0,0,8.0 +16.0,3.6,43,22.0,19,SP98,0,0,0,0,-3.0 +20.9,4.1,33,22.0,21,SP98,0,0,0,0,-1.0 +32.1,3.9,47,22.0,26,SP98,0,0,0,0,4.0 +15.3,6.6,16,24.0,27,SP98,1,0,0,0,3.0 +28.5,4.0,44,25.0,23,SP98,1,0,0,0,-2.0 +11.9,3.7,33,25.0,19,SP98,0,0,0,0,-6.0 +14.5,4.3,36,25.0,22,SP98,0,0,0,0,-3.0 +16.6,4.1,49,22.0,26,SP98,0,0,1,0,4.0 +16.2,4.4,39,24.5,17,SP98,1,0,0,0,-7.5 +16.7,3.8,44,24.5,23,SP98,0,0,1,0,-1.5 +8.3,5.0,52,24.5,27,SP98,0,0,0,0,2.5 +5.5,3.7,33,24.5,28,SP98,0,0,1,0,3.5 +13.6,3.7,33,24.5,28,SP98,0,0,1,0,3.5 +16.0,3.7,39,24.5,18,SP98,0,0,0,0,-6.5 +16.1,4.3,38,25.0,31,SP98,1,0,0,0,6.0 +16.0,3.8,45,25.0,19,SP98,0,0,0,0,-6.0 +15.4,4.6,42,25.0,31,SP98,1,0,0,0,6.0 +14.7,5.0,25,25.0,30,SP98,1,0,0,0,5.0 diff --git a/src/__pycache__/chaging_functions.cpython-38.pyc b/src/__pycache__/chaging_functions.cpython-38.pyc deleted file mode 100644 index 3df1631516cedd6fbdd2ac3c9f5d29c88a9c1f49..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1864 zcma)7&yV9Y6poW7Z8I%Gu(JXQAzy%rv`jT~T&?)EBP1j=S}|~`kct~St!I-sYdd9I zbxzB5#lO%V`8PNtanF_0+_-Sz#Iuv8)r_>lQtapF?<)S)PK#>lSj*t2VA?8EA&LDn62k$J~Uds%fM4R=Q2XoTUVOolt_9Nlaxu&c+Z}G86$Jv3=dWxo~Q7rpJ39?D`$h&&KBJu z?Y?qu+_k&$)@X~6qdV6=Mbv$5J?r)pZO-Q}^z0DErG}3_jG?=+&N4qAx z)t@1T@%@}DoRoR2xyZ3(F=q>=Fu{~)l1P#SB00%phIziX z(VWF1D@4w6t<0(U94?IuDPpFSb#13-#Q4xms>gOu6MS+3uD>?w=rL|(tOeFgY1}$( z!wKz|k$Y=$d~0w7jJpY+DZXN> zi6nsAqzYc9WXjSiSk`N2ner_1DwihXE=?wyWd)dz$#0H)0RH~{b~G0m8%aSWpNY{0 zQ_r<1Mh2BnNlwzG=CK+9s!JAYF-bV+MoPw`curn# zVc_BxH9LO|eB7eM1qQn01;A`m_diGo6$GTr%WTRd28zW%#ViM+f?hIRN{|i7_OvAl zunNz~0${+TC{oVoT^{0}xt?3)eaniafGMLkLOb2(>e(B}3QV!l?OX%>Pw_Vz$0Wx& zR1`$Uu$W#m9fPvI&Z+f7lk+#&Z5g=_-c%O2gJ5^HR!FwsqE!3(sZHmT9dIW+*HB+j z9Cr|H>h~^?2i5xs!`0>l02g=)ZQ%v*$>c<3B!vbCc)}G;GPKZeav$2pMO)i-0e@Gg zvF-!y*98?gu}7%C(huwinOkyT+g?;(9s;sV>0Q-p8O)J(!%~01Y~!CqD!^8dN?& zRxITJc2!WApNEp~nT=nV#v%J4kB`;!lo6SqLav*(3QV_`*`HBnZ>qRy+xB|4xUHju f;B1&S!rqfi&@yG8nVzUj1U=MqdoBd%^*;Cye1#?Y diff --git a/src/__pycache__/exploring_functions.cpython-38.pyc b/src/__pycache__/exploring_functions.cpython-38.pyc deleted file mode 100644 index babf53d386dfaa4271aab58177bbdeeca8c66e6e..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 1836 zcmb7FO>Y}T7@k@0+FLhnlQvC3mC77i5hI8Z^kh|tk`IVPk}6Flut3&$XV%`tyR)5{ zZHVQb!WGnWxg%c}w}U&5vC!i^z@hp2YCPd3Vr@iuPD#Tw(rc1*0*RzkYCL=3P!=XA zKg>}6dMir9;nohrvKCul*M9NlkY2qL>6JseK0)eDkzQi?@msML-@v;5CKhD+??QWt zpIN?uXNdX(qLxa2<`@rP|He2d83+3&TOJ3?Xk592*eyE+wgQvAO+WAusuNfTgG70C>xn%v5+Zsb$W#+GjAk@ zMGCb~a!w+V_L8g&(gUhVp`i4TD@9VC3VE_d>aMTH)WT~nRolI@n5=FiPqxteWk91dyZbUWj0}@&72{Gg}gK8o#k1vRpG*k8< zq|AVhZTHH;%rZqbtNWbGo=}{uCYhcqlnR!_C$1-&iXwxKVvPCdb<6x{%p~qZub9J>>x182;}FtTH4>1SJS9qEU0l z%?5@=`@B4d$hp)&?m9ERdX zX2L1$qekhcG037#Obxi?eJ)2U^Lf+wCN?1x$5}*`HbFcTRF7`XhnAc7y4~*1=FZ;! z_vGo5M_+G}M_UJ*`(%A@=kd3j2itqQZ3q}G&5@8OXgG9V51jjg*^}P7Z@IBkOtM5L zbVyV(;=9c&W}y^!*AZwcsz^=Xv|t*F53Mj=U&_=bax+zE8a@~kIEV3aX6hi`tVp>` zqGr{2Ebc5>isnRZY7;?r8cI{Cy8sNReS>+YHnD$4as}G`XS+2JDQ`)^WYQO{4X%!~ z$XixLpU{jBPjnKgmgE3yRoPN9YVn`)p#Ty0yVKtcwU(clt4w6amgg>ueW=~FG<;K)mT#-liA%n#7cynP44x5H z;;LU&JTt1rb-%9aR@8`R{F!*xpN;4IImNT1`FO!!P<1C-jFTYx{ zUiDX1y&Rp7FZdTwudwRxH2)&2u{z32tifhbUS_jw4&@a#&lXU6On0GsmHjt zorpN_#Fs~dkOc?M7HRV4fxQLEn^LcAK$Yfpm`S_PqdgE|KWmnxQ_LYtPg_d+va~;` zIN)HkbikmpTHH=CzCx_xPF`tZ1)Dv7xW1Fbd|f0=gxzHQE>E9l$zc6%kOkL+eh}?L z@#*?NB>TLRC9Ulcy!BLcz~U_IWMRMC+Qx}9Tt&Jz*q8Nz81i<|Dt5R?if({tX3ePS zHN({__=#0;I&>2!AKlXQW`2mq*_+AqF?4^Vk1TM_+&t2At7YX@&t^I^n0bghVH$40 z+BlwDQ=4B;m07KI(%pNnbZLh$s=cNo>X=#@114R;1J**fEKQCgNxdB|9h?*VrY&Y6 zEar&J6Ir0KPBF34UO~i6k(O6lGkK*q%gTf$(~GEW94t>RqAdbVt%wGYeq4=2x+E08%>%1oNGu zA+AtQJxE&&j?&sz%X{F7_duFe-|bH}E51$Kbr5Nh_xTftRHo*a3*}&|zN>tbHmyGu zP00IZ5J!S6>1|u9L2BxB--AF(Qkw1>4ZWey8uKu@is9%MD9q28#lHfsxB;m*@URR9 zVWKj^zoL?BJ;Fm6AYEk!KZC~^WKi%kcQZ0hgl3JwyeP{EzATiD=`y>T2OalFgEp#OB8^*SVgs5v>MY^naxc26*fDmRoPro z>(wYk9Twy2v_3N^R0S#Qr{dw;+6hzd1fe{oZ!ah?*h38R6r_6D4)>-(N{v(G5gxZQkZNE1`X-fcZhigtuju>c*73r9#<&}u^Be=1~64d)ln_0<(0e&V5(7H~MRuvE z^_JLWc0~bGeY~uIX$HXL9sE=I{adIMJm)EJ!c!>Vy$G`%U{n@}F3-FoKwa~Olol7s zhZkno3V^^UFY31A{}<2#0U+B=-r?xLuQMw$gMRt!VeD|v?mjXvb>yZluEPq&cR;#-{u6zFyM+pf-{@>8eJ`Gg(4xZzn02OTg@CAB!e~0j(|) zoHN}JAJUSPd5RwqA-@nmAwo&LxJl$^L_Q{Ri^wNLZWH;G2ziaTOXL?I&6U%F&}=LssON|K5zaP@_{U_nDjjrn Y`q6_64=-bp9$&@JbQ^Bj_1r7}0V-g6=Kufz