EDA_Bike_Sharing.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Librería para instalar y leer archivos rds\n",
    "#! pip install pyreadr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "import datetime as dt\n",
    "\n",
    "plt.rcParams[\"figure.figsize\"] = (10,8)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>01-01-2018</td>\n",
       "      <td>spring</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>14.110847</td>\n",
       "      <td>18.18125</td>\n",
       "      <td>80.5833</td>\n",
       "      <td>10.749882</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>02-01-2018</td>\n",
       "      <td>spring</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>14.902598</td>\n",
       "      <td>17.68695</td>\n",
       "      <td>69.6087</td>\n",
       "      <td>16.652113</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>03-01-2018</td>\n",
       "      <td>spring</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8.050924</td>\n",
       "      <td>9.47025</td>\n",
       "      <td>43.7273</td>\n",
       "      <td>16.636703</td>\n",
       "      <td>120</td>\n",
       "      <td>1229</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>04-01-2018</td>\n",
       "      <td>spring</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8.200000</td>\n",
       "      <td>10.60610</td>\n",
       "      <td>59.0435</td>\n",
       "      <td>10.739832</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>05-01-2018</td>\n",
       "      <td>spring</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9.305237</td>\n",
       "      <td>11.46350</td>\n",
       "      <td>43.6957</td>\n",
       "      <td>12.522300</td>\n",
       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  01-01-2018  spring   0     1        0        6           0   \n",
       "1        2  02-01-2018  spring   0     1        0        0           0   \n",
       "2        3  03-01-2018  spring   0     1        0        1           1   \n",
       "3        4  04-01-2018  spring   0     1        0        2           1   \n",
       "4        5  05-01-2018  spring   0     1        0        3           1   \n",
       "\n",
       "   weathersit       temp     atemp      hum  windspeed  casual  registered  \\\n",
       "0           2  14.110847  18.18125  80.5833  10.749882     331         654   \n",
       "1           2  14.902598  17.68695  69.6087  16.652113     131         670   \n",
       "2           1   8.050924   9.47025  43.7273  16.636703     120        1229   \n",
       "3           1   8.200000  10.60610  59.0435  10.739832     108        1454   \n",
       "4           1   9.305237  11.46350  43.6957  12.522300      82        1518   \n",
       "\n",
       "    cnt  \n",
       "0   985  \n",
       "1   801  \n",
       "2  1349  \n",
       "3  1562  \n",
       "4  1600  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"Datos/bikes.csv\", index_col = 0)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 730 entries, 0 to 729\n",
      "Data columns (total 16 columns):\n",
      " #   Column      Non-Null Count  Dtype  \n",
      "---  ------      --------------  -----  \n",
      " 0   instant     730 non-null    int64  \n",
      " 1   dteday      730 non-null    object \n",
      " 2   season      730 non-null    object \n",
      " 3   yr          730 non-null    int64  \n",
      " 4   mnth        730 non-null    int64  \n",
      " 5   holiday     730 non-null    int64  \n",
      " 6   weekday     730 non-null    int64  \n",
      " 7   workingday  730 non-null    int64  \n",
      " 8   weathersit  730 non-null    int64  \n",
      " 9   temp        730 non-null    float64\n",
      " 10  atemp       730 non-null    float64\n",
      " 11  hum         730 non-null    float64\n",
      " 12  windspeed   730 non-null    float64\n",
      " 13  casual      730 non-null    int64  \n",
      " 14  registered  730 non-null    int64  \n",
      " 15  cnt         730 non-null    int64  \n",
      "dtypes: float64(4), int64(10), object(2)\n",
      "memory usage: 97.0+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>instant</th>\n",
       "      <td>730.0</td>\n",
       "      <td>365.500000</td>\n",
       "      <td>210.877136</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>183.250000</td>\n",
       "      <td>365.500000</td>\n",
       "      <td>547.750000</td>\n",
       "      <td>730.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yr</th>\n",
       "      <td>730.0</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500343</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mnth</th>\n",
       "      <td>730.0</td>\n",
       "      <td>6.526027</td>\n",
       "      <td>3.450215</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>12.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>holiday</th>\n",
       "      <td>730.0</td>\n",
       "      <td>0.028767</td>\n",
       "      <td>0.167266</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weekday</th>\n",
       "      <td>730.0</td>\n",
       "      <td>2.997260</td>\n",
       "      <td>2.006161</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>6.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>workingday</th>\n",
       "      <td>730.0</td>\n",
       "      <td>0.683562</td>\n",
       "      <td>0.465405</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weathersit</th>\n",
       "      <td>730.0</td>\n",
       "      <td>1.394521</td>\n",
       "      <td>0.544807</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>temp</th>\n",
       "      <td>730.0</td>\n",
       "      <td>20.319259</td>\n",
       "      <td>7.506729</td>\n",
       "      <td>2.424346</td>\n",
       "      <td>13.811885</td>\n",
       "      <td>20.465826</td>\n",
       "      <td>26.880615</td>\n",
       "      <td>35.328347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>atemp</th>\n",
       "      <td>730.0</td>\n",
       "      <td>23.726322</td>\n",
       "      <td>8.150308</td>\n",
       "      <td>3.953480</td>\n",
       "      <td>16.889713</td>\n",
       "      <td>24.368225</td>\n",
       "      <td>30.445775</td>\n",
       "      <td>42.044800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hum</th>\n",
       "      <td>730.0</td>\n",
       "      <td>62.765175</td>\n",
       "      <td>14.237589</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>62.625000</td>\n",
       "      <td>72.989575</td>\n",
       "      <td>97.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>windspeed</th>\n",
       "      <td>730.0</td>\n",
       "      <td>12.763620</td>\n",
       "      <td>5.195841</td>\n",
       "      <td>1.500244</td>\n",
       "      <td>9.041650</td>\n",
       "      <td>12.125325</td>\n",
       "      <td>15.625589</td>\n",
       "      <td>34.000021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>casual</th>\n",
       "      <td>730.0</td>\n",
       "      <td>849.249315</td>\n",
       "      <td>686.479875</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>316.250000</td>\n",
       "      <td>717.000000</td>\n",
       "      <td>1096.500000</td>\n",
       "      <td>3410.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>registered</th>\n",
       "      <td>730.0</td>\n",
       "      <td>3658.757534</td>\n",
       "      <td>1559.758728</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>2502.250000</td>\n",
       "      <td>3664.500000</td>\n",
       "      <td>4783.250000</td>\n",
       "      <td>6946.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cnt</th>\n",
       "      <td>730.0</td>\n",
       "      <td>4508.006849</td>\n",
       "      <td>1936.011647</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>3169.750000</td>\n",
       "      <td>4548.500000</td>\n",
       "      <td>5966.000000</td>\n",
       "      <td>8714.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            count         mean          std        min          25%  \\\n",
       "instant     730.0   365.500000   210.877136   1.000000   183.250000   \n",
       "yr          730.0     0.500000     0.500343   0.000000     0.000000   \n",
       "mnth        730.0     6.526027     3.450215   1.000000     4.000000   \n",
       "holiday     730.0     0.028767     0.167266   0.000000     0.000000   \n",
       "weekday     730.0     2.997260     2.006161   0.000000     1.000000   \n",
       "workingday  730.0     0.683562     0.465405   0.000000     0.000000   \n",
       "weathersit  730.0     1.394521     0.544807   1.000000     1.000000   \n",
       "temp        730.0    20.319259     7.506729   2.424346    13.811885   \n",
       "atemp       730.0    23.726322     8.150308   3.953480    16.889713   \n",
       "hum         730.0    62.765175    14.237589   0.000000    52.000000   \n",
       "windspeed   730.0    12.763620     5.195841   1.500244     9.041650   \n",
       "casual      730.0   849.249315   686.479875   2.000000   316.250000   \n",
       "registered  730.0  3658.757534  1559.758728  20.000000  2502.250000   \n",
       "cnt         730.0  4508.006849  1936.011647  22.000000  3169.750000   \n",
       "\n",
       "                    50%          75%          max  \n",
       "instant      365.500000   547.750000   730.000000  \n",
       "yr             0.500000     1.000000     1.000000  \n",
       "mnth           7.000000    10.000000    12.000000  \n",
       "holiday        0.000000     0.000000     1.000000  \n",
       "weekday        3.000000     5.000000     6.000000  \n",
       "workingday     1.000000     1.000000     1.000000  \n",
       "weathersit     1.000000     2.000000     3.000000  \n",
       "temp          20.465826    26.880615    35.328347  \n",
       "atemp         24.368225    30.445775    42.044800  \n",
       "hum           62.625000    72.989575    97.250000  \n",
       "windspeed     12.125325    15.625589    34.000021  \n",
       "casual       717.000000  1096.500000  3410.000000  \n",
       "registered  3664.500000  4783.250000  6946.000000  \n",
       "cnt         4548.500000  5966.000000  8714.000000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "instant       0\n",
       "dteday        0\n",
       "season        0\n",
       "yr            0\n",
       "mnth          0\n",
       "holiday       0\n",
       "weekday       0\n",
       "workingday    0\n",
       "weathersit    0\n",
       "temp          0\n",
       "atemp         0\n",
       "hum           0\n",
       "windspeed     0\n",
       "casual        0\n",
       "registered    0\n",
       "cnt           0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>holiday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>mnth</th>\n",
       "      <th>weathersit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01-01-2018</td>\n",
       "      <td>spring</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>02-01-2018</td>\n",
       "      <td>spring</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>03-01-2018</td>\n",
       "      <td>spring</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>04-01-2018</td>\n",
       "      <td>spring</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>05-01-2018</td>\n",
       "      <td>spring</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>725</th>\n",
       "      <td>27-12-2019</td>\n",
       "      <td>spring</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>726</th>\n",
       "      <td>28-12-2019</td>\n",
       "      <td>spring</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>727</th>\n",
       "      <td>29-12-2019</td>\n",
       "      <td>spring</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>728</th>\n",
       "      <td>30-12-2019</td>\n",
       "      <td>spring</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>729</th>\n",
       "      <td>31-12-2019</td>\n",
       "      <td>spring</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>730 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         dteday  season  holiday  workingday  weekday  mnth  weathersit\n",
       "0    01-01-2018  spring        0           0        6     1           2\n",
       "1    02-01-2018  spring        0           0        0     1           2\n",
       "2    03-01-2018  spring        0           1        1     1           1\n",
       "3    04-01-2018  spring        0           1        2     1           1\n",
       "4    05-01-2018  spring        0           1        3     1           1\n",
       "..          ...     ...      ...         ...      ...   ...         ...\n",
       "725  27-12-2019  spring        0           1        4    12           2\n",
       "726  28-12-2019  spring        0           1        5    12           2\n",
       "727  29-12-2019  spring        0           0        6    12           2\n",
       "728  30-12-2019  spring        0           0        0    12           1\n",
       "729  31-12-2019  spring        0           1        1    12           2\n",
       "\n",
       "[730 rows x 7 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_categoricas = df[[\"dteday\", \"season\", \"holiday\", \"workingday\", \"weekday\", \"mnth\", \"weathersit\"]]\n",
    "df_categoricas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.astype({ 'yr':'category',\"holiday\":'category',\"workingday\":'category', \"weekday\":'category', \"mnth\":'category', \"weathersit\":'category'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "instant          int64\n",
       "dteday          object\n",
       "season          object\n",
       "yr            category\n",
       "mnth          category\n",
       "holiday       category\n",
       "weekday       category\n",
       "workingday    category\n",
       "weathersit    category\n",
       "temp           float64\n",
       "atemp          float64\n",
       "hum            float64\n",
       "windspeed      float64\n",
       "casual           int64\n",
       "registered       int64\n",
       "cnt              int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# vamos a renombrar nuestras columnas\n",
    "df.rename(columns={'yr':'year', 'mnth':'month', 'atemp':'sensacion_termica', 'cnt':'count_bikes'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['instant', 'dteday', 'season', 'year', 'month', 'holiday', 'weekday',\n",
       "       'workingday', 'weathersit', 'temp', 'sensacion_termica', 'hum',\n",
       "       'windspeed', 'casual', 'registered', 'count_bikes'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Chicas guardadlo en un jupyter es oro!(1)\n",
    "dicc = {'variable':[], 'valores_unicos':[], 'frecuencias':[]} \n",
    "\n",
    "for col in df_categoricas.columns: \n",
    "    dicc['variable'].append(col) \n",
    "    dicc['valores_unicos'].append(list(df_categoricas[col].value_counts().index)) \n",
    "    dicc['frecuencias'].append(list(df_categoricas[col].value_counts().values)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>variable</th>\n",
       "      <th>valores_unicos</th>\n",
       "      <th>frecuencias</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>dteday</td>\n",
       "      <td>[01-01-2018, 25-04-2019, 27-04-2019, 28-04-201...</td>\n",
       "      <td>[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>season</td>\n",
       "      <td>[autumn, summer, spring, winter]</td>\n",
       "      <td>[188, 184, 180, 178]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>holiday</td>\n",
       "      <td>[0, 1]</td>\n",
       "      <td>[709, 21]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>workingday</td>\n",
       "      <td>[1, 0]</td>\n",
       "      <td>[499, 231]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>weekday</td>\n",
       "      <td>[6, 0, 1, 2, 4, 5, 3]</td>\n",
       "      <td>[105, 105, 105, 104, 104, 104, 103]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>mnth</td>\n",
       "      <td>[1, 3, 5, 7, 8, 10, 12, 4, 6, 9, 11, 2]</td>\n",
       "      <td>[62, 62, 62, 62, 62, 62, 62, 60, 60, 60, 60, 56]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>weathersit</td>\n",
       "      <td>[1, 2, 3]</td>\n",
       "      <td>[463, 246, 21]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     variable                                     valores_unicos  \\\n",
       "0      dteday  [01-01-2018, 25-04-2019, 27-04-2019, 28-04-201...   \n",
       "1      season                   [autumn, summer, spring, winter]   \n",
       "2     holiday                                             [0, 1]   \n",
       "3  workingday                                             [1, 0]   \n",
       "4     weekday                              [6, 0, 1, 2, 4, 5, 3]   \n",
       "5        mnth            [1, 3, 5, 7, 8, 10, 12, 4, 6, 9, 11, 2]   \n",
       "6  weathersit                                          [1, 2, 3]   \n",
       "\n",
       "                                         frecuencias  \n",
       "0  [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ...  \n",
       "1                               [188, 184, 180, 178]  \n",
       "2                                          [709, 21]  \n",
       "3                                         [499, 231]  \n",
       "4                [105, 105, 105, 104, 104, 104, 103]  \n",
       "5   [62, 62, 62, 62, 62, 62, 62, 60, 60, 60, 60, 56]  \n",
       "6                                     [463, 246, 21]  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Chicas guardadlo en un jupyter es oro!(2)\n",
    "df_uniques = pd.DataFrame(dicc) \n",
    "df_uniques "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Las ideas de análisis que tenemos hasta ahora son:\n",
    "* Anticipar a las bicis que pueden hacer falta según condiciones climáticas, festivos u otros eventos (aún por recopilar)\n",
    "\n",
    "    - Diferenciar el uso entre usuarios casuales y registrados\n",
    "    \n",
    "* Mirar datos sobre atascos, para recomendar el uso de bicis en según qué zonas\n",
    "* Geolocalizar estos atascos para ver de dónde provienen y hacer un recomendador de estaciones de bicicleta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Nos vamos a centrar en analizar el df original para establecer cuales variables afectana nuetra canitdad ed bicicletas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>unique</th>\n",
       "      <th>top</th>\n",
       "      <th>freq</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>dteday</th>\n",
       "      <td>730</td>\n",
       "      <td>730</td>\n",
       "      <td>01-01-2018</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>season</th>\n",
       "      <td>730</td>\n",
       "      <td>4</td>\n",
       "      <td>autumn</td>\n",
       "      <td>188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <td>730</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month</th>\n",
       "      <td>730</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>holiday</th>\n",
       "      <td>730</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weekday</th>\n",
       "      <td>730</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>workingday</th>\n",
       "      <td>730</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weathersit</th>\n",
       "      <td>730</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>463</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           count unique         top freq\n",
       "dteday       730    730  01-01-2018    1\n",
       "season       730      4      autumn  188\n",
       "year         730      2           0  365\n",
       "month        730     12           1   62\n",
       "holiday      730      2           0  709\n",
       "weekday      730      7           0  105\n",
       "workingday   730      2           1  499\n",
       "weathersit   730      3           1  463"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe(include=['object', 'category']).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>instant</th>\n",
       "      <td>730.0</td>\n",
       "      <td>365.500000</td>\n",
       "      <td>210.877136</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>183.250000</td>\n",
       "      <td>365.500000</td>\n",
       "      <td>547.750000</td>\n",
       "      <td>730.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>temp</th>\n",
       "      <td>730.0</td>\n",
       "      <td>20.319259</td>\n",
       "      <td>7.506729</td>\n",
       "      <td>2.424346</td>\n",
       "      <td>13.811885</td>\n",
       "      <td>20.465826</td>\n",
       "      <td>26.880615</td>\n",
       "      <td>35.328347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sensacion_termica</th>\n",
       "      <td>730.0</td>\n",
       "      <td>23.726322</td>\n",
       "      <td>8.150308</td>\n",
       "      <td>3.953480</td>\n",
       "      <td>16.889713</td>\n",
       "      <td>24.368225</td>\n",
       "      <td>30.445775</td>\n",
       "      <td>42.044800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hum</th>\n",
       "      <td>730.0</td>\n",
       "      <td>62.765175</td>\n",
       "      <td>14.237589</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>62.625000</td>\n",
       "      <td>72.989575</td>\n",
       "      <td>97.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>windspeed</th>\n",
       "      <td>730.0</td>\n",
       "      <td>12.763620</td>\n",
       "      <td>5.195841</td>\n",
       "      <td>1.500244</td>\n",
       "      <td>9.041650</td>\n",
       "      <td>12.125325</td>\n",
       "      <td>15.625589</td>\n",
       "      <td>34.000021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>casual</th>\n",
       "      <td>730.0</td>\n",
       "      <td>849.249315</td>\n",
       "      <td>686.479875</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>316.250000</td>\n",
       "      <td>717.000000</td>\n",
       "      <td>1096.500000</td>\n",
       "      <td>3410.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>registered</th>\n",
       "      <td>730.0</td>\n",
       "      <td>3658.757534</td>\n",
       "      <td>1559.758728</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>2502.250000</td>\n",
       "      <td>3664.500000</td>\n",
       "      <td>4783.250000</td>\n",
       "      <td>6946.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>count_bikes</th>\n",
       "      <td>730.0</td>\n",
       "      <td>4508.006849</td>\n",
       "      <td>1936.011647</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>3169.750000</td>\n",
       "      <td>4548.500000</td>\n",
       "      <td>5966.000000</td>\n",
       "      <td>8714.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   count         mean          std        min          25%  \\\n",
       "instant            730.0   365.500000   210.877136   1.000000   183.250000   \n",
       "temp               730.0    20.319259     7.506729   2.424346    13.811885   \n",
       "sensacion_termica  730.0    23.726322     8.150308   3.953480    16.889713   \n",
       "hum                730.0    62.765175    14.237589   0.000000    52.000000   \n",
       "windspeed          730.0    12.763620     5.195841   1.500244     9.041650   \n",
       "casual             730.0   849.249315   686.479875   2.000000   316.250000   \n",
       "registered         730.0  3658.757534  1559.758728  20.000000  2502.250000   \n",
       "count_bikes        730.0  4508.006849  1936.011647  22.000000  3169.750000   \n",
       "\n",
       "                           50%          75%          max  \n",
       "instant             365.500000   547.750000   730.000000  \n",
       "temp                 20.465826    26.880615    35.328347  \n",
       "sensacion_termica    24.368225    30.445775    42.044800  \n",
       "hum                  62.625000    72.989575    97.250000  \n",
       "windspeed            12.125325    15.625589    34.000021  \n",
       "casual              717.000000  1096.500000  3410.000000  \n",
       "registered         3664.500000  4783.250000  6946.000000  \n",
       "count_bikes        4548.500000  5966.000000  8714.000000  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe().T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Cargamos el set de datos pickle limpio del jupyter limpieza fecha para hacer un nuevo eda visual"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>count_bikes</th>\n",
       "      <th>dia_semana</th>\n",
       "      <th>laborables</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>01-01-2018</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>14.110847</td>\n",
       "      <td>10.749882</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant      dteday year month weathersit       temp  windspeed  casual  \\\n",
       "0        1  01-01-2018    0     1          2  14.110847  10.749882     331   \n",
       "\n",
       "   registered  count_bikes  dia_semana  laborables  \n",
       "0         654          985           0           0  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_clean = pd.read_pickle('Datos/bikes_eda_limpio.pkl')\n",
    "df_clean.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_clean = df_clean.astype({ 'dia_semana':'category',\"laborables\":'category'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x='month', y='count_bikes', data=df_clean);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Probamos diferentes funciones para cambiar los valores de la columna \"season\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/chloeiris/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `kdeplot` (an axes-level function for kernel density plots).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Vamos a ver visualmente como está distribuida la variable respuesta\n",
    "\n",
    "sns.distplot(\n",
    "df_clean['count_bikes'], # variable respuesta\n",
    "hist = False, \n",
    "color = \"blue\", \n",
    "kde_kws = {\"shade\": True, \"linewidth\": 1}); "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "instant           int64\n",
       "dteday           object\n",
       "year           category\n",
       "month          category\n",
       "weathersit     category\n",
       "temp            float64\n",
       "windspeed       float64\n",
       "casual            int64\n",
       "registered        int64\n",
       "count_bikes       int64\n",
       "dia_semana     category\n",
       "laborables     category\n",
       "dtype: object"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_clean.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>dia_semana</th>\n",
       "      <th>laborables</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  year month weathersit dia_semana laborables\n",
       "0    0     1          2          0          0\n",
       "1    0     1          2          1          1\n",
       "2    0     1          1          2          1\n",
       "3    0     1          1          3          1\n",
       "4    0     1          1          4          1"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "categoricas = df_clean.select_dtypes(['object', 'category']).drop('dteday', axis=1)\n",
    "categoricas.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(730, 5)"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "categoricas.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1800x1440 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3, 2, figsize=(25,20))\n",
    "\n",
    "axes = axes.flat\n",
    "\n",
    "columnas = categoricas.columns\n",
    "\n",
    "for indice, columna in enumerate(columnas):\n",
    "    sns.boxplot(x = categoricas[columna], y = df_clean['count_bikes'], data = df_clean, ax=axes[indice], color = \"blue\"); # para trazar una línea de densidad\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1440x2880 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gráfico de relación entre variables predictoras y la variable a predecir. \n",
    "# ==============================================================================\n",
    "\n",
    "\n",
    "fig, axes = plt.subplots(nrows = 7, ncols = 1, figsize = (20, 40))\n",
    "\n",
    "\n",
    "axes = axes.flat\n",
    "\n",
    "columnas_numeric = df_clean.select_dtypes(include = np.number).columns\n",
    "columnas_numeric = columnas_numeric.drop(\"count_bikes\")\n",
    "\n",
    "for i, colum in enumerate(columnas_numeric):\n",
    "    sns.regplot(\n",
    "        x = df_clean[colum], \n",
    "        y = df_clean[\"count_bikes\"], \n",
    "        color = \"black\", \n",
    "        marker = \".\", \n",
    "        scatter_kws = {\"alpha\": 0.4}, \n",
    "        line_kws = {\"color\": \"red\", \"alpha\": 0.7 }, \n",
    "        ax = axes[i])\n",
    "    \n",
    "    axes[i].set_title(f\"Cantidad de bicis vs {colum}\", fontsize = 10, fontweight = \"bold\")\n",
    "    axes[i].tick_params(labelsize = 20)\n",
    "    axes[i].set_xlabel(\"\")\n",
    "    axes[i].set_ylabel(\"\")\n",
    "    \n",
    "fig.tight_layout()\n",
    "fig.delaxes(axes[-1])\n",
    "fig.delaxes(axes[-2])\n",
    "fig.delaxes(axes[0]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Queremos ver la diferencia de uso entre usuarios casuales y registrados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>count_bikes</th>\n",
       "      <th>dia_semana</th>\n",
       "      <th>laborables</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>01-01-2018</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>14.110847</td>\n",
       "      <td>10.749882</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>02-01-2018</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>14.902598</td>\n",
       "      <td>16.652113</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>03-01-2018</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8.050924</td>\n",
       "      <td>16.636703</td>\n",
       "      <td>120</td>\n",
       "      <td>1229</td>\n",
       "      <td>1349</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>04-01-2018</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8.200000</td>\n",
       "      <td>10.739832</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>05-01-2018</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9.305237</td>\n",
       "      <td>12.522300</td>\n",
       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant      dteday year month weathersit       temp  windspeed  casual  \\\n",
       "0        1  01-01-2018    0     1          2  14.110847  10.749882     331   \n",
       "1        2  02-01-2018    0     1          2  14.902598  16.652113     131   \n",
       "2        3  03-01-2018    0     1          1   8.050924  16.636703     120   \n",
       "3        4  04-01-2018    0     1          1   8.200000  10.739832     108   \n",
       "4        5  05-01-2018    0     1          1   9.305237  12.522300      82   \n",
       "\n",
       "   registered  count_bikes dia_semana laborables  \n",
       "0         654          985          0          0  \n",
       "1         670          801          1          1  \n",
       "2        1229         1349          2          1  \n",
       "3        1454         1562          3          1  \n",
       "4        1518         1600          4          1  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_clean.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1440x2520 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(7, 1, figsize=(20,35))\n",
    "\n",
    "axes = axes.flat\n",
    "\n",
    "columnas = categoricas.columns\n",
    "\n",
    "for indice, columna in enumerate(columnas):\n",
    "    sns.boxplot(x = categoricas[columna], y = df_clean['casual'], data = df_clean, ax=axes[indice], color = \"blue\"); # para trazar una línea de densidad\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.delaxes(axes[0])\n",
    "\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1440x2520 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(7, 1, figsize=(20,35))\n",
    "\n",
    "axes = axes.flat\n",
    "\n",
    "columnas = categoricas.columns\n",
    "\n",
    "for indice, columna in enumerate(columnas):\n",
    "    sns.boxplot(x = categoricas[columna], y = df_clean['registered'], data = df_clean, ax=axes[indice], color = \"blue\"); # para trazar una línea de densidad\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.delaxes(axes[0])\n",
    "\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1440x2880 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gráfico de relación entre variables predictoras y la variable a predecir. \n",
    "# ==============================================================================\n",
    "\n",
    "\n",
    "fig, axes = plt.subplots(nrows = 7, ncols = 1, figsize = (20, 40))\n",
    "\n",
    "\n",
    "axes = axes.flat\n",
    "\n",
    "columnas_numeric = df_clean.select_dtypes(include = np.number).columns\n",
    "columnas_numeric = columnas_numeric.drop(\"casual\")\n",
    "\n",
    "for i, colum in enumerate(columnas_numeric):\n",
    "    sns.regplot(\n",
    "        x = df_clean[colum], \n",
    "        y = df_clean[\"casual\"], \n",
    "        color = \"black\", \n",
    "        marker = \".\", \n",
    "        scatter_kws = {\"alpha\": 0.4}, \n",
    "        line_kws = {\"color\": \"red\", \"alpha\": 0.7 }, \n",
    "        ax = axes[i])\n",
    "    \n",
    "    axes[i].set_title(f\"Cantidad de usuarios casuales vs {colum}\", fontsize = 10, fontweight = \"bold\")\n",
    "    axes[i].tick_params(labelsize = 20)\n",
    "    axes[i].set_xlabel(\"\")\n",
    "    axes[i].set_ylabel(\"\")\n",
    "    \n",
    "fig.tight_layout()\n",
    "fig.delaxes(axes[-1])\n",
    "fig.delaxes(axes[-2])\n",
    "fig.delaxes(axes[0]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1440x2880 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gráfico de relación entre variables predictoras y la variable a predecir. \n",
    "# ==============================================================================\n",
    "\n",
    "\n",
    "fig, axes = plt.subplots(nrows = 7, ncols = 1, figsize = (20, 40))\n",
    "\n",
    "\n",
    "axes = axes.flat\n",
    "\n",
    "columnas_numeric = df_clean.select_dtypes(include = np.number).columns\n",
    "columnas_numeric = columnas_numeric.drop(\"registered\")\n",
    "\n",
    "for i, colum in enumerate(columnas_numeric):\n",
    "    sns.regplot(\n",
    "        x = df_clean[colum], \n",
    "        y = df_clean[\"registered\"], \n",
    "        color = \"black\", \n",
    "        marker = \".\", \n",
    "        scatter_kws = {\"alpha\": 0.4}, \n",
    "        line_kws = {\"color\": \"red\", \"alpha\": 0.7 }, \n",
    "        ax = axes[i])\n",
    "    \n",
    "    axes[i].set_title(f\"Cantidad de usuarios registrados {colum}\", fontsize = 10, fontweight = \"bold\")\n",
    "    axes[i].tick_params(labelsize = 20)\n",
    "    axes[i].set_xlabel(\"\")\n",
    "    axes[i].set_ylabel(\"\")\n",
    "    \n",
    "fig.tight_layout()\n",
    "fig.delaxes(axes[-1])\n",
    "fig.delaxes(axes[-2])\n",
    "fig.delaxes(axes[0]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### EDA visual realizado con los datos limpios del jupyter limpieza fecha, posterior a las siguientes celdas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "SELECCIÓN DE VARIABLES: hemos decidido quedarnos con las variables 'temp', 'month', 'workingday', 'weekday', 'weathersit' y 'windspeed', ya que por lo que vemos en los gráficos son las que tienen más impacto en nuestra variable respuesta (cantidad de bicis total, por usuarios casuales y por usuarios registrados). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['instant', 'dteday', 'season', 'year', 'month', 'holiday', 'weekday',\n",
       "       'workingday', 'weathersit', 'temp', 'sensacion_termica', 'hum',\n",
       "       'windspeed', 'casual', 'registered', 'count_bikes'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df[['instant', 'dteday', 'year', 'month', 'weekday',\n",
    "       'workingday', 'weathersit', 'temp', \n",
    "       'windspeed', 'casual', 'registered', 'count_bikes']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>count_bikes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>01-01-2018</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>14.110847</td>\n",
       "      <td>10.749882</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>02-01-2018</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>14.902598</td>\n",
       "      <td>16.652113</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant      dteday year month weekday workingday weathersit       temp  \\\n",
       "0        1  01-01-2018    0     1       6          0          2  14.110847   \n",
       "1        2  02-01-2018    0     1       0          0          2  14.902598   \n",
       "\n",
       "   windspeed  casual  registered  count_bikes  \n",
       "0  10.749882     331         654          985  \n",
       "1  16.652113     131         670          801  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_pickle('Datos/bikes_eda.pkl')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.10.5 64-bit",
   "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": "3.10.5"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "6c417e8ec6dca726918e9382ccd5f9a276f75c00fe45ac2c66804bdd5db60888"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}