outliers_Bike_Sharing2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "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": [],
   "source": [
    "df = pd.read_pickle('Datos/bikes_eda.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>2018-01-01</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>2018-02-01</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 2018-01-01    0     1       6          0          2  14.110847   \n",
       "1        2 2018-02-01    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": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "numericas = df.select_dtypes(include=np.number)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>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>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>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       temp  windspeed  casual  registered  count_bikes\n",
       "0        1  14.110847  10.749882     331         654          985\n",
       "1        2  14.902598  16.652113     131         670          801"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "numericas.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x3500 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(5, 1, figsize=(20,35))\n",
    "\n",
    "axes = axes.flat\n",
    "\n",
    "columnas = numericas.drop('instant', axis=1).columns\n",
    "\n",
    "for indice, columna in enumerate(columnas):\n",
    "    sns.boxplot(x = df[columna], data = df, ax=axes[indice], color = \"blue\"); # para trazar una línea de densidad\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig, axes = plt.subplots(2, 2, figsize=(15,9))\n",
    "axes = axes.flat\n",
    "for indice, columna in enumerate(numericas.columns):\n",
    "    sns.boxplot(x = numericas[columna], data = df_menores, ax=axes[indice], color = \"aquamarine\");\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# hemos eliminado los outliers para la columna respuesta, pero todavía tenemos algunis para la columna bmi\n",
    "def detectar_outliers(lista_columnas, dataframe):\n",
    "    dicc_indices = {} # creamos un diccionario donde almacenaremos índices de los outliers\n",
    "    # iteramos por la lista de las columnas numéricas de nuestro dataframe\n",
    "    for col in lista_columnas:\n",
    "        #calculamos los cuartiles Q1 y Q3\n",
    "        Q1 = np.nanpercentile(dataframe[col], 25)\n",
    "        Q3 = np.nanpercentile(dataframe[col], 75)\n",
    "        # calculamos el rango intercuartil\n",
    "        IQR = Q3 - Q1\n",
    "        # calculamos los límites\n",
    "        outlier_step = 1.5 * IQR\n",
    "        # filtramos nuestro dataframe para indentificar los outliers\n",
    "        outliers_data = dataframe[(dataframe[col] < Q1 - outlier_step) | (dataframe[col] > Q3 + outlier_step)]\n",
    "        if outliers_data.shape[0] > 0: # chequeamos si nuestro dataframe tiene alguna fila.\n",
    "            dicc_indices[col] = (list(outliers_data.index)) # si tiene fila es que hay outliers y por lo tanto lo añadimos a nuestro diccionario\n",
    "    return dicc_indices"
   ]
  }
 ],
 "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
}