2-Feature Selection- Correlation.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Feature Selection- With Correlation\n",
    "In this step we will be removing the features which are highly correlated "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "#importing libraries\n",
    "from sklearn.datasets import load_boston\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Loading the dataset\n",
    "data = load_boston()\n",
    "df = pd.DataFrame(data.data, columns = data.feature_names)\n",
    "df[\"MEDV\"] = data.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['CRIM', 'ZN', 'INDUS', 'CHAS', 'NOX', 'RM', 'AGE', 'DIS', 'RAD',\n",
       "       'TAX', 'PTRATIO', 'B', 'LSTAT'], dtype='<U7')"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.feature_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>CRIM</th>\n",
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       "      <th>CHAS</th>\n",
       "      <th>NOX</th>\n",
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       "      <th>TAX</th>\n",
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       "      <th>MEDV</th>\n",
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       "      <td>17.8</td>\n",
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       "      <td>9.14</td>\n",
       "      <td>21.6</td>\n",
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       "      <td>61.1</td>\n",
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       "      <td>2.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>17.8</td>\n",
       "      <td>392.83</td>\n",
       "      <td>4.03</td>\n",
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       "      <td>18.7</td>\n",
       "      <td>394.63</td>\n",
       "      <td>2.94</td>\n",
       "      <td>33.4</td>\n",
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       "    <tr>\n",
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       "      <td>0.06905</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.458</td>\n",
       "      <td>7.147</td>\n",
       "      <td>54.2</td>\n",
       "      <td>6.0622</td>\n",
       "      <td>3.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>18.7</td>\n",
       "      <td>396.90</td>\n",
       "      <td>5.33</td>\n",
       "      <td>36.2</td>\n",
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       "      CRIM    ZN  INDUS  CHAS    NOX     RM   AGE     DIS  RAD    TAX  \\\n",
       "0  0.00632  18.0   2.31   0.0  0.538  6.575  65.2  4.0900  1.0  296.0   \n",
       "1  0.02731   0.0   7.07   0.0  0.469  6.421  78.9  4.9671  2.0  242.0   \n",
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       "3  0.03237   0.0   2.18   0.0  0.458  6.998  45.8  6.0622  3.0  222.0   \n",
       "4  0.06905   0.0   2.18   0.0  0.458  7.147  54.2  6.0622  3.0  222.0   \n",
       "\n",
       "   PTRATIO       B  LSTAT  MEDV  \n",
       "0     15.3  396.90   4.98  24.0  \n",
       "1     17.8  396.90   9.14  21.6  \n",
       "2     17.8  392.83   4.03  34.7  \n",
       "3     18.7  394.63   2.94  33.4  \n",
       "4     18.7  396.90   5.33  36.2  "
      ]
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     "execution_count": 80,
     "metadata": {},
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   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['CRIM', 'ZN', 'INDUS', 'CHAS', 'NOX', 'RM', 'AGE', 'DIS', 'RAD',\n",
       "       'TAX', 'PTRATIO', 'B', 'LSTAT'], dtype='<U7')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.feature_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df.drop(\"MEDV\",axis=1)   #Feature Matrix\n",
    "y = df[\"MEDV\"] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
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       "      <td>4.03</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>33.4</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.458</td>\n",
       "      <td>7.147</td>\n",
       "      <td>54.2</td>\n",
       "      <td>6.0622</td>\n",
       "      <td>3.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>18.7</td>\n",
       "      <td>396.90</td>\n",
       "      <td>5.33</td>\n",
       "      <td>36.2</td>\n",
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       "      CRIM    ZN  INDUS  CHAS    NOX     RM   AGE     DIS  RAD    TAX  \\\n",
       "0  0.00632  18.0   2.31   0.0  0.538  6.575  65.2  4.0900  1.0  296.0   \n",
       "1  0.02731   0.0   7.07   0.0  0.469  6.421  78.9  4.9671  2.0  242.0   \n",
       "2  0.02729   0.0   7.07   0.0  0.469  7.185  61.1  4.9671  2.0  242.0   \n",
       "3  0.03237   0.0   2.18   0.0  0.458  6.998  45.8  6.0622  3.0  222.0   \n",
       "4  0.06905   0.0   2.18   0.0  0.458  7.147  54.2  6.0622  3.0  222.0   \n",
       "\n",
       "   PTRATIO       B  LSTAT  MEDV  \n",
       "0     15.3  396.90   4.98  24.0  \n",
       "1     17.8  396.90   9.14  21.6  \n",
       "2     17.8  392.83   4.03  34.7  \n",
       "3     18.7  394.63   2.94  33.4  \n",
       "4     18.7  396.90   5.33  36.2  "
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
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       "      <td>0.02729</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>4.03</td>\n",
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       "      <td>394.63</td>\n",
       "      <td>2.94</td>\n",
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       "      <th>4</th>\n",
       "      <td>0.06905</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.458</td>\n",
       "      <td>7.147</td>\n",
       "      <td>54.2</td>\n",
       "      <td>6.0622</td>\n",
       "      <td>3.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>18.7</td>\n",
       "      <td>396.90</td>\n",
       "      <td>5.33</td>\n",
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      "text/plain": [
       "      CRIM    ZN  INDUS  CHAS    NOX     RM   AGE     DIS  RAD    TAX  \\\n",
       "0  0.00632  18.0   2.31   0.0  0.538  6.575  65.2  4.0900  1.0  296.0   \n",
       "1  0.02731   0.0   7.07   0.0  0.469  6.421  78.9  4.9671  2.0  242.0   \n",
       "2  0.02729   0.0   7.07   0.0  0.469  7.185  61.1  4.9671  2.0  242.0   \n",
       "3  0.03237   0.0   2.18   0.0  0.458  6.998  45.8  6.0622  3.0  222.0   \n",
       "4  0.06905   0.0   2.18   0.0  0.458  7.147  54.2  6.0622  3.0  222.0   \n",
       "\n",
       "   PTRATIO       B  LSTAT  \n",
       "0     15.3  396.90   4.98  \n",
       "1     17.8  396.90   9.14  \n",
       "2     17.8  392.83   4.03  \n",
       "3     18.7  394.63   2.94  \n",
       "4     18.7  396.90   5.33  "
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((354, 13), (152, 13))"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# separate dataset into train and test\n",
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    X,\n",
    "    y,\n",
    "    test_size=0.3,\n",
    "    random_state=0)\n",
    "\n",
    "X_train.shape, X_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
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       "\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>CRIM</th>\n",
       "      <th>ZN</th>\n",
       "      <th>INDUS</th>\n",
       "      <th>CHAS</th>\n",
       "      <th>NOX</th>\n",
       "      <th>RM</th>\n",
       "      <th>AGE</th>\n",
       "      <th>DIS</th>\n",
       "      <th>RAD</th>\n",
       "      <th>TAX</th>\n",
       "      <th>PTRATIO</th>\n",
       "      <th>B</th>\n",
       "      <th>LSTAT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CRIM</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.196172</td>\n",
       "      <td>0.382073</td>\n",
       "      <td>-0.049364</td>\n",
       "      <td>0.416560</td>\n",
       "      <td>-0.188280</td>\n",
       "      <td>0.329927</td>\n",
       "      <td>-0.355840</td>\n",
       "      <td>0.603880</td>\n",
       "      <td>0.560570</td>\n",
       "      <td>0.264780</td>\n",
       "      <td>-0.299525</td>\n",
       "      <td>0.439369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZN</th>\n",
       "      <td>-0.196172</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.529392</td>\n",
       "      <td>-0.063863</td>\n",
       "      <td>-0.523572</td>\n",
       "      <td>0.319260</td>\n",
       "      <td>-0.583885</td>\n",
       "      <td>0.658331</td>\n",
       "      <td>-0.314833</td>\n",
       "      <td>-0.327834</td>\n",
       "      <td>-0.392838</td>\n",
       "      <td>0.164641</td>\n",
       "      <td>-0.429178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INDUS</th>\n",
       "      <td>0.382073</td>\n",
       "      <td>-0.529392</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.044224</td>\n",
       "      <td>0.750218</td>\n",
       "      <td>-0.392969</td>\n",
       "      <td>0.629257</td>\n",
       "      <td>-0.686848</td>\n",
       "      <td>0.578459</td>\n",
       "      <td>0.719038</td>\n",
       "      <td>0.388353</td>\n",
       "      <td>-0.331638</td>\n",
       "      <td>0.603374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHAS</th>\n",
       "      <td>-0.049364</td>\n",
       "      <td>-0.063863</td>\n",
       "      <td>0.044224</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.043748</td>\n",
       "      <td>0.088125</td>\n",
       "      <td>0.067269</td>\n",
       "      <td>-0.085492</td>\n",
       "      <td>0.022338</td>\n",
       "      <td>-0.017156</td>\n",
       "      <td>-0.072683</td>\n",
       "      <td>0.069682</td>\n",
       "      <td>-0.059060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NOX</th>\n",
       "      <td>0.416560</td>\n",
       "      <td>-0.523572</td>\n",
       "      <td>0.750218</td>\n",
       "      <td>0.043748</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.279202</td>\n",
       "      <td>0.740052</td>\n",
       "      <td>-0.765753</td>\n",
       "      <td>0.627188</td>\n",
       "      <td>0.683445</td>\n",
       "      <td>0.179046</td>\n",
       "      <td>-0.369445</td>\n",
       "      <td>0.577154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RM</th>\n",
       "      <td>-0.188280</td>\n",
       "      <td>0.319260</td>\n",
       "      <td>-0.392969</td>\n",
       "      <td>0.088125</td>\n",
       "      <td>-0.279202</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.235839</td>\n",
       "      <td>0.183857</td>\n",
       "      <td>-0.179242</td>\n",
       "      <td>-0.275242</td>\n",
       "      <td>-0.385526</td>\n",
       "      <td>0.157459</td>\n",
       "      <td>-0.623920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGE</th>\n",
       "      <td>0.329927</td>\n",
       "      <td>-0.583885</td>\n",
       "      <td>0.629257</td>\n",
       "      <td>0.067269</td>\n",
       "      <td>0.740052</td>\n",
       "      <td>-0.235839</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.761543</td>\n",
       "      <td>0.440578</td>\n",
       "      <td>0.502429</td>\n",
       "      <td>0.239729</td>\n",
       "      <td>-0.250416</td>\n",
       "      <td>0.606530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DIS</th>\n",
       "      <td>-0.355840</td>\n",
       "      <td>0.658331</td>\n",
       "      <td>-0.686848</td>\n",
       "      <td>-0.085492</td>\n",
       "      <td>-0.765753</td>\n",
       "      <td>0.183857</td>\n",
       "      <td>-0.761543</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.467653</td>\n",
       "      <td>-0.519643</td>\n",
       "      <td>-0.176620</td>\n",
       "      <td>0.248376</td>\n",
       "      <td>-0.501780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RAD</th>\n",
       "      <td>0.603880</td>\n",
       "      <td>-0.314833</td>\n",
       "      <td>0.578459</td>\n",
       "      <td>0.022338</td>\n",
       "      <td>0.627188</td>\n",
       "      <td>-0.179242</td>\n",
       "      <td>0.440578</td>\n",
       "      <td>-0.467653</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.907455</td>\n",
       "      <td>0.437687</td>\n",
       "      <td>-0.415325</td>\n",
       "      <td>0.442783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TAX</th>\n",
       "      <td>0.560570</td>\n",
       "      <td>-0.327834</td>\n",
       "      <td>0.719038</td>\n",
       "      <td>-0.017156</td>\n",
       "      <td>0.683445</td>\n",
       "      <td>-0.275242</td>\n",
       "      <td>0.502429</td>\n",
       "      <td>-0.519643</td>\n",
       "      <td>0.907455</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.447518</td>\n",
       "      <td>-0.412145</td>\n",
       "      <td>0.515905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PTRATIO</th>\n",
       "      <td>0.264780</td>\n",
       "      <td>-0.392838</td>\n",
       "      <td>0.388353</td>\n",
       "      <td>-0.072683</td>\n",
       "      <td>0.179046</td>\n",
       "      <td>-0.385526</td>\n",
       "      <td>0.239729</td>\n",
       "      <td>-0.176620</td>\n",
       "      <td>0.437687</td>\n",
       "      <td>0.447518</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.145638</td>\n",
       "      <td>0.387752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B</th>\n",
       "      <td>-0.299525</td>\n",
       "      <td>0.164641</td>\n",
       "      <td>-0.331638</td>\n",
       "      <td>0.069682</td>\n",
       "      <td>-0.369445</td>\n",
       "      <td>0.157459</td>\n",
       "      <td>-0.250416</td>\n",
       "      <td>0.248376</td>\n",
       "      <td>-0.415325</td>\n",
       "      <td>-0.412145</td>\n",
       "      <td>-0.145638</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.365338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LSTAT</th>\n",
       "      <td>0.439369</td>\n",
       "      <td>-0.429178</td>\n",
       "      <td>0.603374</td>\n",
       "      <td>-0.059060</td>\n",
       "      <td>0.577154</td>\n",
       "      <td>-0.623920</td>\n",
       "      <td>0.606530</td>\n",
       "      <td>-0.501780</td>\n",
       "      <td>0.442783</td>\n",
       "      <td>0.515905</td>\n",
       "      <td>0.387752</td>\n",
       "      <td>-0.365338</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             CRIM        ZN     INDUS      CHAS       NOX        RM       AGE  \\\n",
       "CRIM     1.000000 -0.196172  0.382073 -0.049364  0.416560 -0.188280  0.329927   \n",
       "ZN      -0.196172  1.000000 -0.529392 -0.063863 -0.523572  0.319260 -0.583885   \n",
       "INDUS    0.382073 -0.529392  1.000000  0.044224  0.750218 -0.392969  0.629257   \n",
       "CHAS    -0.049364 -0.063863  0.044224  1.000000  0.043748  0.088125  0.067269   \n",
       "NOX      0.416560 -0.523572  0.750218  0.043748  1.000000 -0.279202  0.740052   \n",
       "RM      -0.188280  0.319260 -0.392969  0.088125 -0.279202  1.000000 -0.235839   \n",
       "AGE      0.329927 -0.583885  0.629257  0.067269  0.740052 -0.235839  1.000000   \n",
       "DIS     -0.355840  0.658331 -0.686848 -0.085492 -0.765753  0.183857 -0.761543   \n",
       "RAD      0.603880 -0.314833  0.578459  0.022338  0.627188 -0.179242  0.440578   \n",
       "TAX      0.560570 -0.327834  0.719038 -0.017156  0.683445 -0.275242  0.502429   \n",
       "PTRATIO  0.264780 -0.392838  0.388353 -0.072683  0.179046 -0.385526  0.239729   \n",
       "B       -0.299525  0.164641 -0.331638  0.069682 -0.369445  0.157459 -0.250416   \n",
       "LSTAT    0.439369 -0.429178  0.603374 -0.059060  0.577154 -0.623920  0.606530   \n",
       "\n",
       "              DIS       RAD       TAX   PTRATIO         B     LSTAT  \n",
       "CRIM    -0.355840  0.603880  0.560570  0.264780 -0.299525  0.439369  \n",
       "ZN       0.658331 -0.314833 -0.327834 -0.392838  0.164641 -0.429178  \n",
       "INDUS   -0.686848  0.578459  0.719038  0.388353 -0.331638  0.603374  \n",
       "CHAS    -0.085492  0.022338 -0.017156 -0.072683  0.069682 -0.059060  \n",
       "NOX     -0.765753  0.627188  0.683445  0.179046 -0.369445  0.577154  \n",
       "RM       0.183857 -0.179242 -0.275242 -0.385526  0.157459 -0.623920  \n",
       "AGE     -0.761543  0.440578  0.502429  0.239729 -0.250416  0.606530  \n",
       "DIS      1.000000 -0.467653 -0.519643 -0.176620  0.248376 -0.501780  \n",
       "RAD     -0.467653  1.000000  0.907455  0.437687 -0.415325  0.442783  \n",
       "TAX     -0.519643  0.907455  1.000000  0.447518 -0.412145  0.515905  \n",
       "PTRATIO -0.176620  0.437687  0.447518  1.000000 -0.145638  0.387752  \n",
       "B        0.248376 -0.415325 -0.412145 -0.145638  1.000000 -0.365338  \n",
       "LSTAT   -0.501780  0.442783  0.515905  0.387752 -0.365338  1.000000  "
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "#Using Pearson Correlation\n",
    "plt.figure(figsize=(12,10))\n",
    "cor = X_train.corr()\n",
    "sns.heatmap(cor, annot=True, cmap=plt.cm.CMRmap_r)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "# with the following function we can select highly correlated features\n",
    "# it will remove the first feature that is correlated with anything other feature\n",
    "\n",
    "def correlation(dataset, threshold):\n",
    "    col_corr = set()  # Set of all the names of correlated columns\n",
    "    corr_matrix = dataset.corr()\n",
    "    for i in range(len(corr_matrix.columns)):\n",
    "        for j in range(i):\n",
    "            if abs(corr_matrix.iloc[i, j]) > threshold: # we are interested in absolute coeff value\n",
    "                colname = corr_matrix.columns[i]  # getting the name of column\n",
    "                col_corr.add(colname)\n",
    "    return col_corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr_features = correlation(X_train, 0.7)\n",
    "len(set(corr_features))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'AGE', 'DIS', 'NOX', 'TAX'}"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "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>CRIM</th>\n",
       "      <th>ZN</th>\n",
       "      <th>INDUS</th>\n",
       "      <th>CHAS</th>\n",
       "      <th>RM</th>\n",
       "      <th>RAD</th>\n",
       "      <th>PTRATIO</th>\n",
       "      <th>B</th>\n",
       "      <th>LSTAT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>0.06724</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.333</td>\n",
       "      <td>4.0</td>\n",
       "      <td>16.9</td>\n",
       "      <td>375.21</td>\n",
       "      <td>7.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>9.23230</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.216</td>\n",
       "      <td>24.0</td>\n",
       "      <td>20.2</td>\n",
       "      <td>366.15</td>\n",
       "      <td>9.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>0.11425</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.89</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.373</td>\n",
       "      <td>5.0</td>\n",
       "      <td>16.4</td>\n",
       "      <td>393.74</td>\n",
       "      <td>10.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>24.80170</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.349</td>\n",
       "      <td>24.0</td>\n",
       "      <td>20.2</td>\n",
       "      <td>396.90</td>\n",
       "      <td>19.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>0.05646</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.83</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.232</td>\n",
       "      <td>5.0</td>\n",
       "      <td>18.7</td>\n",
       "      <td>386.40</td>\n",
       "      <td>12.34</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.06905</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.147</td>\n",
       "      <td>3.0</td>\n",
       "      <td>18.7</td>\n",
       "      <td>396.90</td>\n",
       "      <td>5.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>7.36711</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.193</td>\n",
       "      <td>24.0</td>\n",
       "      <td>20.2</td>\n",
       "      <td>96.73</td>\n",
       "      <td>21.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>16.81180</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.277</td>\n",
       "      <td>24.0</td>\n",
       "      <td>20.2</td>\n",
       "      <td>396.90</td>\n",
       "      <td>30.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>0.49298</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.635</td>\n",
       "      <td>4.0</td>\n",
       "      <td>18.4</td>\n",
       "      <td>396.90</td>\n",
       "      <td>4.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.02985</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.430</td>\n",
       "      <td>3.0</td>\n",
       "      <td>18.7</td>\n",
       "      <td>394.12</td>\n",
       "      <td>5.21</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>152 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         CRIM   ZN  INDUS  CHAS     RM   RAD  PTRATIO       B  LSTAT\n",
       "329   0.06724  0.0   3.24   0.0  6.333   4.0     16.9  375.21   7.34\n",
       "371   9.23230  0.0  18.10   0.0  6.216  24.0     20.2  366.15   9.53\n",
       "219   0.11425  0.0  13.89   1.0  6.373   5.0     16.4  393.74  10.50\n",
       "403  24.80170  0.0  18.10   0.0  5.349  24.0     20.2  396.90  19.77\n",
       "78    0.05646  0.0  12.83   0.0  6.232   5.0     18.7  386.40  12.34\n",
       "..        ...  ...    ...   ...    ...   ...      ...     ...    ...\n",
       "4     0.06905  0.0   2.18   0.0  7.147   3.0     18.7  396.90   5.33\n",
       "428   7.36711  0.0  18.10   0.0  6.193  24.0     20.2   96.73  21.52\n",
       "385  16.81180  0.0  18.10   0.0  5.277  24.0     20.2  396.90  30.81\n",
       "308   0.49298  0.0   9.90   0.0  6.635   4.0     18.4  396.90   4.54\n",
       "5     0.02985  0.0   2.18   0.0  6.430   3.0     18.7  394.12   5.21\n",
       "\n",
       "[152 rows x 9 columns]"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.drop(corr_features,axis=1)\n",
    "X_test.drop(corr_features,axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Let try with Big Dataset\n",
    "https://www.kaggle.com/c/santander-customer-satisfaction/data?select=train.csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_csv('santander.csv',nrows=10000)\n",
    "X=df.drop(labels=['TARGET'], axis=1)\n",
    "y=df['TARGET']\n",
    "# separate dataset into train and test\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    df.drop(labels=['TARGET'], axis=1),\n",
    "    df['TARGET'],\n",
    "    test_size=0.3,\n",
    "    random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x792 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "#Using Pearson Correlation\n",
    "corrmat = X_train.corr()\n",
    "fig, ax = plt.subplots()\n",
    "fig.set_size_inches(11,11)\n",
    "sns.heatmap(corrmat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "156"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr_features = correlation(X_train, 0.9)\n",
    "len(set(corr_features))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'delta_imp_aport_var33_1y3',\n",
       " 'delta_num_aport_var13_1y3',\n",
       " 'delta_num_aport_var17_1y3',\n",
       " 'delta_num_aport_var33_1y3',\n",
       " 'delta_num_compra_var44_1y3',\n",
       " 'delta_num_reemb_var13_1y3',\n",
       " 'delta_num_trasp_var17_in_1y3',\n",
       " 'delta_num_trasp_var33_in_1y3',\n",
       " 'delta_num_venta_var44_1y3',\n",
       " 'imp_aport_var17_ult1',\n",
       " 'imp_aport_var33_hace3',\n",
       " 'imp_op_var39_efect_ult1',\n",
       " 'imp_op_var39_efect_ult3',\n",
       " 'imp_op_var39_ult1',\n",
       " 'imp_op_var40_efect_ult3',\n",
       " 'imp_op_var40_ult1',\n",
       " 'imp_reemb_var13_ult1',\n",
       " 'imp_trasp_var17_in_ult1',\n",
       " 'imp_trasp_var33_in_ult1',\n",
       " 'imp_venta_var44_ult1',\n",
       " 'ind_var10cte_ult1',\n",
       " 'ind_var13',\n",
       " 'ind_var13_corto',\n",
       " 'ind_var13_largo',\n",
       " 'ind_var20',\n",
       " 'ind_var24',\n",
       " 'ind_var25',\n",
       " 'ind_var25_0',\n",
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       " 'ind_var6',\n",
       " 'ind_var8',\n",
       " 'ind_var9_cte_ult1',\n",
       " 'ind_var9_ult1',\n",
       " 'num_aport_var13_ult1',\n",
       " 'num_aport_var17_ult1',\n",
       " 'num_aport_var33_hace3',\n",
       " 'num_aport_var33_ult1',\n",
       " 'num_compra_var44_hace3',\n",
       " 'num_med_var22_ult3',\n",
       " 'num_meses_var12_ult3',\n",
       " 'num_meses_var13_corto_ult3',\n",
       " 'num_meses_var29_ult3',\n",
       " 'num_meses_var33_ult3',\n",
       " 'num_meses_var44_ult3',\n",
       " 'num_meses_var5_ult3',\n",
       " 'num_meses_var8_ult3',\n",
       " 'num_op_var39_comer_ult1',\n",
       " 'num_op_var39_comer_ult3',\n",
       " 'num_op_var39_efect_ult1',\n",
       " 'num_op_var39_efect_ult3',\n",
       " 'num_op_var39_hace2',\n",
       " 'num_op_var39_hace3',\n",
       " 'num_op_var39_ult1',\n",
       " 'num_op_var39_ult3',\n",
       " 'num_op_var40_comer_ult3',\n",
       " 'num_op_var40_efect_ult1',\n",
       " 'num_op_var40_efect_ult3',\n",
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       " 'num_op_var41_comer_ult3',\n",
       " 'num_op_var41_efect_ult3',\n",
       " 'num_op_var41_ult3',\n",
       " 'num_reemb_var13_ult1',\n",
       " 'num_sal_var16_ult1',\n",
       " 'num_trasp_var17_in_ult1',\n",
       " 'num_trasp_var33_in_ult1',\n",
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       " 'num_var14',\n",
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       " 'num_var17',\n",
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       " 'num_var26_0',\n",
       " 'num_var29',\n",
       " 'num_var29_0',\n",
       " 'num_var31',\n",
       " 'num_var32',\n",
       " 'num_var32_0',\n",
       " 'num_var33',\n",
       " 'num_var33_0',\n",
       " 'num_var35',\n",
       " 'num_var37',\n",
       " 'num_var37_0',\n",
       " 'num_var39',\n",
       " 'num_var39_0',\n",
       " 'num_var40',\n",
       " 'num_var40_0',\n",
       " 'num_var41_0',\n",
       " 'num_var44',\n",
       " 'num_var44_0',\n",
       " 'num_var45_hace2',\n",
       " 'num_var45_ult3',\n",
       " 'num_var5',\n",
       " 'num_var5_0',\n",
       " 'num_var6',\n",
       " 'num_var6_0',\n",
       " 'num_var7_recib_ult1',\n",
       " 'num_var8',\n",
       " 'num_var8_0',\n",
       " 'num_venta_var44_ult1',\n",
       " 'saldo_medio_var12_ult1',\n",
       " 'saldo_medio_var12_ult3',\n",
       " 'saldo_medio_var13_corto_hace2',\n",
       " 'saldo_medio_var13_corto_ult1',\n",
       " 'saldo_medio_var13_corto_ult3',\n",
       " 'saldo_medio_var13_largo_ult1',\n",
       " 'saldo_medio_var13_largo_ult3',\n",
       " 'saldo_medio_var17_ult1',\n",
       " 'saldo_medio_var17_ult3',\n",
       " 'saldo_medio_var29_ult1',\n",
       " 'saldo_medio_var29_ult3',\n",
       " 'saldo_medio_var33_hace2',\n",
       " 'saldo_medio_var33_hace3',\n",
       " 'saldo_medio_var33_ult1',\n",
       " 'saldo_medio_var33_ult3',\n",
       " 'saldo_medio_var44_hace3',\n",
       " 'saldo_medio_var44_ult1',\n",
       " 'saldo_medio_var44_ult3',\n",
       " 'saldo_var1',\n",
       " 'saldo_var17',\n",
       " 'saldo_var24',\n",
       " 'saldo_var25',\n",
       " 'saldo_var29',\n",
       " 'saldo_var31',\n",
       " 'saldo_var33',\n",
       " 'saldo_var40',\n",
       " 'saldo_var42',\n",
       " 'saldo_var6'}"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7000 rows × 214 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         ID  var3  var15  imp_ent_var16_ult1  imp_op_var39_comer_ult1  \\\n",
       "7681  15431     2     42               840.0                  4477.02   \n",
       "9031  18181     2     31                 0.0                    52.32   \n",
       "3691   7411     2     51                 0.0                     0.00   \n",
       "202     407     2     36                 0.0                     0.00   \n",
       "5625  11280     2     23                 0.0                     0.00   \n",
       "...     ...   ...    ...                 ...                      ...   \n",
       "9225  18564     2     33                 0.0                     0.00   \n",
       "4859   9723     2     24                 0.0                     0.00   \n",
       "3264   6557     2     24                 0.0                     0.00   \n",
       "9845  19796     2     38                 0.0                     0.00   \n",
       "2732   5441     2     23                 0.0                     0.00   \n",
       "\n",
       "      imp_op_var39_comer_ult3  imp_op_var40_comer_ult1  \\\n",
       "7681                  4989.54                      0.0   \n",
       "9031                    52.32                      0.0   \n",
       "3691                     0.00                      0.0   \n",
       "202                      0.00                      0.0   \n",
       "5625                     0.00                      0.0   \n",
       "...                       ...                      ...   \n",
       "9225                     0.00                      0.0   \n",
       "4859                     0.00                      0.0   \n",
       "3264                     0.00                      0.0   \n",
       "9845                     0.00                      0.0   \n",
       "2732                     0.00                      0.0   \n",
       "\n",
       "      imp_op_var40_comer_ult3  imp_op_var40_efect_ult1  \\\n",
       "7681                      0.0                        0   \n",
       "9031                      0.0                        0   \n",
       "3691                      0.0                        0   \n",
       "202                       0.0                        0   \n",
       "5625                      0.0                        0   \n",
       "...                       ...                      ...   \n",
       "9225                      0.0                        0   \n",
       "4859                      0.0                        0   \n",
       "3264                      0.0                        0   \n",
       "9845                      0.0                        0   \n",
       "2732                      0.0                        0   \n",
       "\n",
       "      imp_op_var41_comer_ult1  ...  saldo_medio_var13_medio_hace2  \\\n",
       "7681                  4477.02  ...                              0   \n",
       "9031                    52.32  ...                              0   \n",
       "3691                     0.00  ...                              0   \n",
       "202                      0.00  ...                              0   \n",
       "5625                     0.00  ...                              0   \n",
       "...                       ...  ...                            ...   \n",
       "9225                     0.00  ...                              0   \n",
       "4859                     0.00  ...                              0   \n",
       "3264                     0.00  ...                              0   \n",
       "9845                     0.00  ...                              0   \n",
       "2732                     0.00  ...                              0   \n",
       "\n",
       "      saldo_medio_var13_medio_hace3  saldo_medio_var13_medio_ult1  \\\n",
       "7681                              0                             0   \n",
       "9031                              0                             0   \n",
       "3691                              0                             0   \n",
       "202                               0                             0   \n",
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       "...                             ...                           ...   \n",
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       "\n",
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       "7681                             0                      0.0   \n",
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       "3691                             0                      0.0   \n",
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       "...                            ...                      ...   \n",
       "9225                             0                      0.0   \n",
       "4859                             0                      0.0   \n",
       "3264                             0                      0.0   \n",
       "9845                             0                      0.0   \n",
       "2732                             0                      0.0   \n",
       "\n",
       "      saldo_medio_var17_hace3  saldo_medio_var29_hace2  \\\n",
       "7681                      0.0                      0.0   \n",
       "9031                      0.0                      0.0   \n",
       "3691                      0.0                      0.0   \n",
       "202                       0.0                      0.0   \n",
       "5625                      0.0                      0.0   \n",
       "...                       ...                      ...   \n",
       "9225                      0.0                      0.0   \n",
       "4859                      0.0                      0.0   \n",
       "3264                      0.0                      0.0   \n",
       "9845                      0.0                      0.0   \n",
       "2732                      0.0                      0.0   \n",
       "\n",
       "      saldo_medio_var29_hace3  saldo_medio_var44_hace2      var38  \n",
       "7681                        0                      0.0   37491.21  \n",
       "9031                        0                      0.0  106685.94  \n",
       "3691                        0                      0.0   66144.66  \n",
       "202                         0                      0.0   92121.36  \n",
       "5625                        0                      0.0   74650.83  \n",
       "...                       ...                      ...        ...  \n",
       "9225                        0                      0.0  117547.89  \n",
       "4859                        0                      0.0   71050.83  \n",
       "3264                        0                      0.0  141069.33  \n",
       "9845                        0                      0.0   86412.15  \n",
       "2732                        0                      0.0   45985.68  \n",
       "\n",
       "[7000 rows x 214 columns]"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.drop(corr_features,axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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