Feature selection.-.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# importamos librerias \n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import statsmodels.api as sm\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.ensemble import RandomForestClassifier\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(action = 'ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# cargamos el dataset\n",
    "df = pd.read_csv('automobile.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['symboling', 'normalized-losses', 'make', 'fuel-type', 'aspiration',\n",
       "       'num-of-doors', 'body-style', 'drive-wheels', 'engine-location',\n",
       "       'wheel-base', 'length', 'width', 'height', 'curb-weight', 'engine-type',\n",
       "       'num-of-cylinders', 'engine-size', 'fuel-system', 'bore', 'stroke',\n",
       "       'compression-ratio', 'horsepower', 'peak-rpm', 'city-mpg',\n",
       "       'highway-mpg', 'price'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>symboling</th>\n",
       "      <th>normalized-losses</th>\n",
       "      <th>make</th>\n",
       "      <th>fuel-type</th>\n",
       "      <th>aspiration</th>\n",
       "      <th>num-of-doors</th>\n",
       "      <th>body-style</th>\n",
       "      <th>drive-wheels</th>\n",
       "      <th>engine-location</th>\n",
       "      <th>wheel-base</th>\n",
       "      <th>...</th>\n",
       "      <th>engine-size</th>\n",
       "      <th>fuel-system</th>\n",
       "      <th>bore</th>\n",
       "      <th>stroke</th>\n",
       "      <th>compression-ratio</th>\n",
       "      <th>horsepower</th>\n",
       "      <th>peak-rpm</th>\n",
       "      <th>city-mpg</th>\n",
       "      <th>highway-mpg</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>-1</td>\n",
       "      <td>74.0</td>\n",
       "      <td>volvo</td>\n",
       "      <td>gas</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>wagon</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>104.3</td>\n",
       "      <td>...</td>\n",
       "      <td>130</td>\n",
       "      <td>mpfi</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.15</td>\n",
       "      <td>7.5</td>\n",
       "      <td>162</td>\n",
       "      <td>5100</td>\n",
       "      <td>17</td>\n",
       "      <td>22</td>\n",
       "      <td>18950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>mazda</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>hatchback</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>98.8</td>\n",
       "      <td>...</td>\n",
       "      <td>122</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>3.39</td>\n",
       "      <td>3.39</td>\n",
       "      <td>8.6</td>\n",
       "      <td>84</td>\n",
       "      <td>4800</td>\n",
       "      <td>26</td>\n",
       "      <td>32</td>\n",
       "      <td>11245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>2</td>\n",
       "      <td>94.0</td>\n",
       "      <td>volkswagen</td>\n",
       "      <td>diesel</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>fwd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.3</td>\n",
       "      <td>...</td>\n",
       "      <td>97</td>\n",
       "      <td>idi</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.4</td>\n",
       "      <td>23.0</td>\n",
       "      <td>68</td>\n",
       "      <td>4500</td>\n",
       "      <td>37</td>\n",
       "      <td>42</td>\n",
       "      <td>9495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>peugot</td>\n",
       "      <td>diesel</td>\n",
       "      <td>turbo</td>\n",
       "      <td>four</td>\n",
       "      <td>wagon</td>\n",
       "      <td>rwd</td>\n",
       "      <td>front</td>\n",
       "      <td>114.2</td>\n",
       "      <td>...</td>\n",
       "      <td>152</td>\n",
       "      <td>idi</td>\n",
       "      <td>3.7</td>\n",
       "      <td>3.52</td>\n",
       "      <td>21.0</td>\n",
       "      <td>95</td>\n",
       "      <td>4150</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>17075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>subaru</td>\n",
       "      <td>gas</td>\n",
       "      <td>std</td>\n",
       "      <td>four</td>\n",
       "      <td>sedan</td>\n",
       "      <td>4wd</td>\n",
       "      <td>front</td>\n",
       "      <td>97.0</td>\n",
       "      <td>...</td>\n",
       "      <td>108</td>\n",
       "      <td>2bbl</td>\n",
       "      <td>3.62</td>\n",
       "      <td>2.64</td>\n",
       "      <td>9.0</td>\n",
       "      <td>82</td>\n",
       "      <td>4800</td>\n",
       "      <td>24</td>\n",
       "      <td>25</td>\n",
       "      <td>9233</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     symboling  normalized-losses        make fuel-type aspiration  \\\n",
       "195         -1               74.0       volvo       gas      turbo   \n",
       "61           0              115.0       mazda       gas        std   \n",
       "183          2               94.0  volkswagen    diesel      turbo   \n",
       "111          0                NaN      peugot    diesel      turbo   \n",
       "140          0              102.0      subaru       gas        std   \n",
       "\n",
       "    num-of-doors body-style drive-wheels engine-location  wheel-base  ...  \\\n",
       "195         four      wagon          rwd           front       104.3  ...   \n",
       "61          four  hatchback          fwd           front        98.8  ...   \n",
       "183         four      sedan          fwd           front        97.3  ...   \n",
       "111         four      wagon          rwd           front       114.2  ...   \n",
       "140         four      sedan          4wd           front        97.0  ...   \n",
       "\n",
       "     engine-size  fuel-system  bore  stroke compression-ratio horsepower  \\\n",
       "195          130         mpfi  3.62    3.15               7.5        162   \n",
       "61           122         2bbl  3.39    3.39               8.6         84   \n",
       "183           97          idi  3.01     3.4              23.0         68   \n",
       "111          152          idi   3.7    3.52              21.0         95   \n",
       "140          108         2bbl  3.62    2.64               9.0         82   \n",
       "\n",
       "     peak-rpm city-mpg highway-mpg  price  \n",
       "195      5100       17          22  18950  \n",
       "61       4800       26          32  11245  \n",
       "183      4500       37          42   9495  \n",
       "111      4150       25          25  17075  \n",
       "140      4800       24          25   9233  \n",
       "\n",
       "[5 rows x 26 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(202, 26)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# quitar '?'\n",
    "df = df[df['bore']!='?']\n",
    "df = df[df['stroke']!='?']\n",
    "df = df[df['horsepower']!='?']\n",
    "df = df[df['peak-rpm']!='?']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# data type\n",
    "df['bore'] = df['bore'].astype('float')\n",
    "df['stroke'] = df['stroke'].astype('float')\n",
    "df['horsepower'] = df['horsepower'].astype('int')\n",
    "df['peak-rpm'] = df['peak-rpm'].astype('int')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "cat_cols = df.select_dtypes(include='O').columns.to_list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['make',\n",
       " 'fuel-type',\n",
       " 'aspiration',\n",
       " 'num-of-doors',\n",
       " 'body-style',\n",
       " 'drive-wheels',\n",
       " 'engine-location',\n",
       " 'engine-type',\n",
       " 'num-of-cylinders',\n",
       " 'fuel-system']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat_cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[cat_cols] = df[cat_cols].astype('category')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Missing values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "symboling             0\n",
       "normalized-losses    35\n",
       "make                  0\n",
       "fuel-type             0\n",
       "aspiration            0\n",
       "num-of-doors          2\n",
       "body-style            0\n",
       "drive-wheels          0\n",
       "engine-location       0\n",
       "wheel-base            0\n",
       "length                0\n",
       "width                 0\n",
       "height                0\n",
       "curb-weight           0\n",
       "engine-type           0\n",
       "num-of-cylinders      0\n",
       "engine-size           0\n",
       "fuel-system           0\n",
       "bore                  0\n",
       "stroke                0\n",
       "compression-ratio     0\n",
       "horsepower            0\n",
       "peak-rpm              0\n",
       "city-mpg              0\n",
       "highway-mpg           0\n",
       "price                 0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.drop(['normalized-losses'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(196, 25)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Estrategias de selección de características - Feature Selection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Características no correlacionadas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Características numéricas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# correlación entre target y características\n",
    "(df.corr().loc['price']\n",
    " .plot(kind='barh', figsize=(4,8))) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# descartar características numéricas que no se correlacionen con el objetivo (umbral <0.2)\n",
    "corr = abs(df.corr().loc['price'])\n",
    "corr = corr[corr<0.2]\n",
    "cols_to_drop = corr.index.to_list()\n",
    "df1 = df.drop(cols_to_drop, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df1.columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Características de baja varianza"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "symboling             1.5230769230769245\n",
       "wheel-base             37.94025405546827\n",
       "length                 155.9424623233909\n",
       "width                  4.570510465724747\n",
       "height                5.7287815279958165\n",
       "curb-weight            275205.6007064364\n",
       "engine-size            1708.835871271584\n",
       "bore                 0.07456791993720567\n",
       "stroke               0.09821329147043424\n",
       "compression-ratio     16.418573333333338\n",
       "horsepower            1427.3492412349553\n",
       "peak-rpm              218614.33804290948\n",
       "city-mpg               40.97485609628467\n",
       "highway-mpg            46.57443746729464\n",
       "price                  65020222.64615383\n",
       "dtype: object"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# varianza de características numéricas\n",
    "(df\n",
    " .select_dtypes(include=np.number)\n",
    " .var()\n",
    " .astype('str'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    196.000000\n",
       "mean       3.331684\n",
       "std        0.273071\n",
       "min        2.540000\n",
       "25%        3.150000\n",
       "50%        3.310000\n",
       "75%        3.590000\n",
       "max        3.940000\n",
       "Name: bore, dtype: float64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['bore'].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Multicolinealidad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(rc={'figure.figsize':(16,10)})\n",
    "sns.heatmap(df.corr(),\n",
    "            annot=True,\n",
    "            linewidths=.5,\n",
    "            center=0,\n",
    "            cbar=False,\n",
    "            cmap=\"PiYG\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# drop correlated features\n",
    "df2 = df.drop(['curb-weight', 'engine-size'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "23"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df2.columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# dummies\n",
    "df = pd.get_dummies(df, drop_first=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# X features\n",
    "X = df.drop('price', axis=1)\n",
    "\n",
    "# y target\n",
    "y = df['price']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(196, 59)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler\n",
    "sc = MinMaxScaler()\n",
    "X_sc = sc.fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X_sc, y, test_size=0.3, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train = pd.DataFrame(X_train, columns = X.columns.to_list())\n",
    "X_test = pd.DataFrame(X_test, columns = X.columns.to_list())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Forward selection "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "import statsmodels.api as sm\n",
    "def forward_selection(data, target, significance_level=0.01):\n",
    "    initial_features = data.columns.tolist()\n",
    "    best_features = []\n",
    "    while (len(initial_features)>0):\n",
    "        remaining_features = list(set(initial_features)-set(best_features))\n",
    "        new_pval = pd.Series(index=remaining_features)\n",
    "        for new_column in remaining_features:\n",
    "            model = sm.OLS(target, sm.add_constant(data[best_features+[new_column]])).fit()\n",
    "            new_pval[new_column] = model.pvalues[new_column]\n",
    "        min_p_value = new_pval.min()\n",
    "        if(min_p_value<significance_level):\n",
    "            best_features.append(new_pval.idxmin())\n",
    "        else:\n",
    "            break\n",
    "    return best_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['engine-size',\n",
       " 'make_bmw',\n",
       " 'width',\n",
       " 'engine-location_rear',\n",
       " 'make_mercedes-benz',\n",
       " 'curb-weight',\n",
       " 'peak-rpm',\n",
       " 'make_jaguar',\n",
       " 'num-of-cylinders_three']"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "forward_selection(X,y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Backward elimination"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "def backward_elimination(data, target,significance_level = 0.05):\n",
    "    features = data.columns.tolist()\n",
    "    while(len(features)>0):\n",
    "        features_with_constant = sm.add_constant(data[features])\n",
    "        p_values = sm.OLS(target, features_with_constant).fit().pvalues[1:]\n",
    "        max_p_value = p_values.max()\n",
    "        if(max_p_value >= significance_level):\n",
    "            excluded_feature = p_values.idxmax()\n",
    "            features.remove(excluded_feature)\n",
    "        else:\n",
    "            break \n",
    "    return features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['symboling',\n",
       " 'wheel-base',\n",
       " 'length',\n",
       " 'width',\n",
       " 'height',\n",
       " 'curb-weight',\n",
       " 'engine-size',\n",
       " 'stroke',\n",
       " 'peak-rpm',\n",
       " 'make_bmw',\n",
       " 'make_chevrolet',\n",
       " 'make_dodge',\n",
       " 'make_honda',\n",
       " 'make_isuzu',\n",
       " 'make_mazda',\n",
       " 'make_mercury',\n",
       " 'make_mitsubishi',\n",
       " 'make_nissan',\n",
       " 'make_peugot',\n",
       " 'make_plymouth',\n",
       " 'make_subaru',\n",
       " 'make_toyota',\n",
       " 'make_volkswagen',\n",
       " 'make_volvo',\n",
       " 'aspiration_turbo',\n",
       " 'body-style_hatchback',\n",
       " 'engine-location_rear',\n",
       " 'engine-type_ohcf',\n",
       " 'engine-type_ohcv',\n",
       " 'num-of-cylinders_five',\n",
       " 'num-of-cylinders_four',\n",
       " 'num-of-cylinders_six',\n",
       " 'num-of-cylinders_twelve',\n",
       " 'fuel-system_2bbl']"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "backward_elimination(X,y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Selección de características basada en importancia de características"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestClassifier(n_estimators=200, random_state=0)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = RandomForestClassifier(n_estimators=200, random_state=0)\n",
    "\n",
    "model.fit(X,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "importances = model.feature_importances_\n",
    "\n",
    "\n",
    "cols = X.columns\n",
    "(pd.DataFrame(importances, cols, columns = ['importance'])\n",
    " .sort_values(by='importance', ascending=True)\n",
    " .plot(kind='barh', figsize=(4,10))\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Selección de características automatizada con `sci-kit learn`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "from sklearn.feature_selection import (SelectKBest, chi2, SelectPercentile,  \n",
    "                                       SequentialFeatureSelector)\n",
    "\n",
    "                                       "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Técnica basada en chi-cuadrado"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "# seleccione K mejores características\n",
    "X_best = SelectKBest(chi2, k=10).fit_transform(X_sc,y) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_best.shape[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total de variables originales: 59\n",
      "Numero de variables reducidas: 10\n"
     ]
    }
   ],
   "source": [
    "print('Total de variables originales:' , X_sc.shape[1])\n",
    "print('Numero de variables reducidas:' , X_best.shape[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Columnas seleccionadas: Index(['make_chevrolet', 'make_isuzu', 'make_jaguar', 'make_mercury',\n",
      "       'make_porsche', 'engine-location_rear', 'num-of-cylinders_three',\n",
      "       'num-of-cylinders_twelve', 'fuel-system_mfi', 'fuel-system_spfi'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "# Obtener el índice de las características seleccionadas\n",
    "selected_indices = SelectKBest(chi2, k=10).fit(X_sc, y).get_support()\n",
    "\n",
    "# Obtener los nombres de las columnas seleccionadas\n",
    "selected_columns = X.columns[selected_indices]\n",
    "\n",
    "print(\"Columnas seleccionadas:\", selected_columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "44"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# mantener el 75% de las características principales\n",
    "X_top = SelectPercentile(chi2, percentile = 75).fit_transform(X_sc,y)\n",
    "\n",
    "# número de mejores características\n",
    "X_top.shape[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total de variables originales: 59\n",
      "Numero de variables reducidas: 44\n"
     ]
    }
   ],
   "source": [
    "print('Total de variables originales:' , X_sc.shape[1])\n",
    "print('Numero de variables reducidas:' , X_top.shape[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Columnas seleccionadas: Index(['compression-ratio', 'make_audi', 'make_bmw', 'make_chevrolet',\n",
      "       'make_dodge', 'make_honda', 'make_isuzu', 'make_jaguar', 'make_mazda',\n",
      "       'make_mercedes-benz', 'make_mercury', 'make_mitsubishi', 'make_nissan',\n",
      "       'make_peugot', 'make_plymouth', 'make_porsche', 'make_saab',\n",
      "       'make_subaru', 'make_toyota', 'make_volkswagen', 'make_volvo',\n",
      "       'aspiration_turbo', 'num-of-doors_two', 'body-style_hardtop',\n",
      "       'body-style_hatchback', 'body-style_sedan', 'body-style_wagon',\n",
      "       'drive-wheels_fwd', 'drive-wheels_rwd', 'engine-location_rear',\n",
      "       'engine-type_l', 'engine-type_ohc', 'engine-type_ohcf',\n",
      "       'engine-type_ohcv', 'num-of-cylinders_five', 'num-of-cylinders_six',\n",
      "       'num-of-cylinders_three', 'num-of-cylinders_twelve', 'fuel-system_2bbl',\n",
      "       'fuel-system_idi', 'fuel-system_mfi', 'fuel-system_mpfi',\n",
      "       'fuel-system_spdi', 'fuel-system_spfi'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "# Obtener el índice de las características seleccionadas\n",
    "selected_indices = SelectPercentile(chi2, percentile = 75).fit(X_sc, y).get_support()\n",
    "\n",
    "# Obtener los nombres de las columnas seleccionadas\n",
    "selected_columns = X.columns[selected_indices]\n",
    "\n",
    "print(\"Columnas seleccionadas:\", selected_columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sequential selection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "model = RandomForestClassifier(n_estimators=100, random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "selector = SequentialFeatureSelector(estimator=model, n_features_to_select=10, direction='backward', cv=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.34693878, 0.28947368, 0.        , ..., 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.34693878, 0.28947368, 0.        , ..., 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.34693878, 0.26315789, 0.        , ..., 1.        , 0.        ,\n",
       "        0.        ],\n",
       "       ...,\n",
       "       [0.26530612, 0.28947368, 0.        , ..., 1.        , 0.        ,\n",
       "        1.        ],\n",
       "       [0.51020408, 0.23684211, 0.        , ..., 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.51020408, 0.23684211, 0.        , ..., 0.        , 0.        ,\n",
       "        0.        ]])"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "selector.fit_transform(X_sc,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['peak-rpm', 'highway-mpg', 'make_mitsubishi',\n",
       "       'body-style_hatchback', 'body-style_wagon', 'drive-wheels_rwd',\n",
       "       'num-of-cylinders_four', 'num-of-cylinders_six',\n",
       "       'fuel-system_2bbl', 'fuel-system_idi'], dtype=object)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "feature_names = np.array(X.columns)\n",
    "feature_names[selector.get_support()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Principal Compoenent Analysis (PCA)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "pca = PCA()\n",
    "pca.fit(X_sc)\n",
    "evr = pca.explained_variance_ratio_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Varianza acumulada explicada')"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualizar la varianza explicada por cada componente\n",
    "\n",
    "plt.figure(figsize=(12, 5))\n",
    "plt.plot(range(0, len(evr)), evr.cumsum(), marker=\"o\", linestyle=\"--\")\n",
    "\n",
    "plt.xlabel(\"Numero de componentes\")\n",
    "plt.ylabel(\"Varianza acumulada explicada\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}