3_feature_selection.ipynb

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   "cell_type": "code",
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   "source": [
    "import pandas as pd \n",
    "#import numpy as np \n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "import seaborn as sb \n",
    "import matplotlib.pyplot as plt \n",
    "\n",
    "import xgboost as xgb\n",
    "from xgboost import XGBClassifier\n",
    "from xgboost import plot_importance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "train = pd.read_csv('datasource/train.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
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      "text/plain": [
       "   SK_ID_CURR  TARGET  CODE_GENDER  FLAG_OWN_CAR  FLAG_OWN_REALTY  \\\n",
       "0      100002       1            0             0                0   \n",
       "1      100003       0            1             0                1   \n",
       "2      100004       0            0             1                0   \n",
       "3      100006       0            1             0                0   \n",
       "4      100007       0            0             0                0   \n",
       "\n",
       "   CNT_CHILDREN  AMT_INCOME_TOTAL  AMT_CREDIT  AMT_ANNUITY  AMT_GOODS_PRICE  \\\n",
       "0           0.0          202500.0    406597.5      24700.5         351000.0   \n",
       "1           0.0          270000.0   1293502.5      35698.5        1129500.0   \n",
       "2           0.0           67500.0    135000.0       6750.0         135000.0   \n",
       "3           0.0          135000.0    312682.5      29686.5         297000.0   \n",
       "4           0.0          121500.0    513000.0      21865.5         513000.0   \n",
       "\n",
       "   ...  AMT_GOODS_PRICE_log  CNT_FAM_MEMBERS_log  DAYS_REGISTRATION_scaled  \\\n",
       "0  ...            12.768542             0.000000                  0.852140   \n",
       "1  ...            13.937286             0.693147                  0.951929   \n",
       "2  ...            11.813030             0.000000                  0.827335   \n",
       "3  ...            12.601487             0.693147                  0.601451   \n",
       "4  ...            13.148031             0.000000                  0.825268   \n",
       "\n",
       "   DEBT_RATIO  PAYMENT_TO_INCOME_RATIO  PAYMENT_TO_DEBT_RATIO  \\\n",
       "0    2.007889                 0.121978               0.060749   \n",
       "1    4.790750                 0.132217               0.027598   \n",
       "2    2.000000                 0.100000               0.050000   \n",
       "3    2.316167                 0.219900               0.094941   \n",
       "4    4.222222                 0.179963               0.042623   \n",
       "\n",
       "   DEBT_TO_PAYMENT_RATIO  DEBT_TO_PURCHASE_RATIO  EXT_SOURCE_SUM  \\\n",
       "0              16.461104                1.158397        0.485361   \n",
       "1              36.234085                1.145199        0.933513   \n",
       "2              20.000000                1.000000        1.285479   \n",
       "3              10.532818                1.052803        0.650442   \n",
       "4              23.461618                1.000000        0.322738   \n",
       "\n",
       "   EXT_SOURCE_MEAN  \n",
       "0         0.161787  \n",
       "1         0.311171  \n",
       "2         0.428493  \n",
       "3         0.216814  \n",
       "4         0.107579  \n",
       "\n",
       "[5 rows x 200 columns]"
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     },
     "metadata": {},
     "execution_count": 5
    }
   ],
   "source": [
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def feature_importance(X,y): \n",
    "    sb.set_style(\"whitegrid\") \n",
    "    plt.rcParams['figure.figsize'] = [10, 40]\n",
    "\n",
    "    # build & fit model\n",
    "    model = XGBClassifier()\n",
    "    model.fit(X, y)\n",
    "    \n",
    "    # plot feature-importances\n",
    "    plot_importance(model)\n",
    "    plt.show()\n",
    "\n",
    "    feature_importance_df = pd.DataFrame(model.get_booster().get_score(importance_type='weight').items(), columns=['FEATURE','F_SCORE']).sort_values('F_SCORE', ascending=False)\n",
    "\n",
    "    return feature_importance_df"
   ]
  },
  {
   "source": [
    "## Visualizing feature importance"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
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\n"
     },
     "metadata": {}
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                                 FEATURE  F_SCORE\n",
       "5                  PAYMENT_TO_DEBT_RATIO      365\n",
       "3                             DAYS_BIRTH      276\n",
       "0                         EXT_SOURCE_SUM      262\n",
       "6                           EXT_SOURCE_3      218\n",
       "1                           EXT_SOURCE_2      215\n",
       "..                                   ...      ...\n",
       "118        OCCUPATION_TYPE_Realty agents        1\n",
       "112            ORGANIZATION_TYPE_Housing        1\n",
       "109   ORGANIZATION_TYPE_Industry: type 4        1\n",
       "59   ORGANIZATION_TYPE_Transport: type 2        1\n",
       "152      ORGANIZATION_TYPE_Trade: type 4        1\n",
       "\n",
       "[153 rows x 2 columns]"
      ],
      "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>FEATURE</th>\n      <th>F_SCORE</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>5</th>\n      <td>PAYMENT_TO_DEBT_RATIO</td>\n      <td>365</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>DAYS_BIRTH</td>\n      <td>276</td>\n    </tr>\n    <tr>\n      <th>0</th>\n      <td>EXT_SOURCE_SUM</td>\n      <td>262</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>EXT_SOURCE_3</td>\n      <td>218</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>EXT_SOURCE_2</td>\n      <td>215</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>118</th>\n      <td>OCCUPATION_TYPE_Realty agents</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>112</th>\n      <td>ORGANIZATION_TYPE_Housing</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>109</th>\n      <td>ORGANIZATION_TYPE_Industry: type 4</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>59</th>\n      <td>ORGANIZATION_TYPE_Transport: type 2</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>152</th>\n      <td>ORGANIZATION_TYPE_Trade: type 4</td>\n      <td>1</td>\n    </tr>\n  </tbody>\n</table>\n<p>153 rows × 2 columns</p>\n</div>"
     },
     "metadata": {},
     "execution_count": 9
    }
   ],
   "source": [
    "X = train.drop(['SK_ID_CURR', 'TARGET'], axis=1)\n",
    "y = train.TARGET\n",
    "\n",
    "feature_selection = feature_importance(X,y)\n",
    "feature_selection"
   ]
  },
  {
   "source": [
    "## Feature Reduction based on F-Score"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                                 FEATURE  F_SCORE\n",
       "5                  PAYMENT_TO_DEBT_RATIO      365\n",
       "3                             DAYS_BIRTH      276\n",
       "0                         EXT_SOURCE_SUM      262\n",
       "6                           EXT_SOURCE_3      218\n",
       "1                           EXT_SOURCE_2      215\n",
       "32                       DAYS_ID_PUBLISH      206\n",
       "4                      DAYS_REGISTRATION      197\n",
       "18                DAYS_LAST_PHONE_CHANGE      184\n",
       "2                 DEBT_TO_PURCHASE_RATIO      182\n",
       "28                         DAYS_EMPLOYED      175\n",
       "8                PAYMENT_TO_INCOME_RATIO      160\n",
       "10                            DEBT_RATIO      153\n",
       "29                           AMT_ANNUITY      152\n",
       "11                          EXT_SOURCE_1      128\n",
       "60            REGION_POPULATION_RELATIVE      118\n",
       "26                      AMT_INCOME_TOTAL      111\n",
       "24                            AMT_CREDIT       97\n",
       "31                       AMT_GOODS_PRICE       81\n",
       "42                        TOTALAREA_MODE       81\n",
       "50            AMT_REQ_CREDIT_BUREAU_YEAR       80\n",
       "27               HOUR_APPR_PROCESS_START       74\n",
       "20           YEARS_BEGINEXPLUATATION_AVG       47\n",
       "46                        LIVINGAREA_AVG       44\n",
       "17                         ENTRANCES_AVG       43\n",
       "15              OBS_30_CNT_SOCIAL_CIRCLE       42\n",
       "63                     NONLIVINGAREA_AVG       41\n",
       "64                       LIVINGAREA_MODE       40\n",
       "48                        APARTMENTS_AVG       40\n",
       "9                            CODE_GENDER       39\n",
       "56                       APARTMENTS_MODE       36\n",
       "54                    NONLIVINGAREA_MODE       34\n",
       "49          YEARS_BEGINEXPLUATATION_MODE       33\n",
       "14                          FLAG_OWN_CAR       32\n",
       "47             AMT_REQ_CREDIT_BUREAU_QRT       32\n",
       "21            NAME_FAMILY_STATUS_Married       29\n",
       "44                       APARTMENTS_MEDI       29\n",
       "43                       LIVINGAREA_MEDI       27\n",
       "67          YEARS_BEGINEXPLUATATION_MEDI       23\n",
       "36  NAME_EDUCATION_TYPE_Higher education       21\n",
       "25           REGION_RATING_CLIENT_W_CITY       21\n",
       "57              OBS_60_CNT_SOCIAL_CIRCLE       20\n",
       "38                       FLAG_DOCUMENT_3       20"
      ],
      "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>FEATURE</th>\n      <th>F_SCORE</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>5</th>\n      <td>PAYMENT_TO_DEBT_RATIO</td>\n      <td>365</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>DAYS_BIRTH</td>\n      <td>276</td>\n    </tr>\n    <tr>\n      <th>0</th>\n      <td>EXT_SOURCE_SUM</td>\n      <td>262</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>EXT_SOURCE_3</td>\n      <td>218</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>EXT_SOURCE_2</td>\n      <td>215</td>\n    </tr>\n    <tr>\n      <th>32</th>\n      <td>DAYS_ID_PUBLISH</td>\n      <td>206</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>DAYS_REGISTRATION</td>\n      <td>197</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>DAYS_LAST_PHONE_CHANGE</td>\n      <td>184</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>DEBT_TO_PURCHASE_RATIO</td>\n      <td>182</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>DAYS_EMPLOYED</td>\n      <td>175</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>PAYMENT_TO_INCOME_RATIO</td>\n      <td>160</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>DEBT_RATIO</td>\n      <td>153</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>AMT_ANNUITY</td>\n      <td>152</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>EXT_SOURCE_1</td>\n      <td>128</td>\n    </tr>\n    <tr>\n      <th>60</th>\n      <td>REGION_POPULATION_RELATIVE</td>\n      <td>118</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>AMT_INCOME_TOTAL</td>\n      <td>111</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td>AMT_CREDIT</td>\n      <td>97</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td>AMT_GOODS_PRICE</td>\n      <td>81</td>\n    </tr>\n    <tr>\n      <th>42</th>\n      <td>TOTALAREA_MODE</td>\n      <td>81</td>\n    </tr>\n    <tr>\n      <th>50</th>\n      <td>AMT_REQ_CREDIT_BUREAU_YEAR</td>\n      <td>80</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>HOUR_APPR_PROCESS_START</td>\n      <td>74</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>YEARS_BEGINEXPLUATATION_AVG</td>\n      <td>47</td>\n    </tr>\n    <tr>\n      <th>46</th>\n      <td>LIVINGAREA_AVG</td>\n      <td>44</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>ENTRANCES_AVG</td>\n      <td>43</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>OBS_30_CNT_SOCIAL_CIRCLE</td>\n      <td>42</td>\n    </tr>\n    <tr>\n      <th>63</th>\n      <td>NONLIVINGAREA_AVG</td>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>64</th>\n      <td>LIVINGAREA_MODE</td>\n      <td>40</td>\n    </tr>\n    <tr>\n      <th>48</th>\n      <td>APARTMENTS_AVG</td>\n      <td>40</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>CODE_GENDER</td>\n      <td>39</td>\n    </tr>\n    <tr>\n      <th>56</th>\n      <td>APARTMENTS_MODE</td>\n      <td>36</td>\n    </tr>\n    <tr>\n      <th>54</th>\n      <td>NONLIVINGAREA_MODE</td>\n      <td>34</td>\n    </tr>\n    <tr>\n      <th>49</th>\n      <td>YEARS_BEGINEXPLUATATION_MODE</td>\n      <td>33</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>FLAG_OWN_CAR</td>\n      <td>32</td>\n    </tr>\n    <tr>\n      <th>47</th>\n      <td>AMT_REQ_CREDIT_BUREAU_QRT</td>\n      <td>32</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>NAME_FAMILY_STATUS_Married</td>\n      <td>29</td>\n    </tr>\n    <tr>\n      <th>44</th>\n      <td>APARTMENTS_MEDI</td>\n      <td>29</td>\n    </tr>\n    <tr>\n      <th>43</th>\n      <td>LIVINGAREA_MEDI</td>\n      <td>27</td>\n    </tr>\n    <tr>\n      <th>67</th>\n      <td>YEARS_BEGINEXPLUATATION_MEDI</td>\n      <td>23</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td>NAME_EDUCATION_TYPE_Higher education</td>\n      <td>21</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>REGION_RATING_CLIENT_W_CITY</td>\n      <td>21</td>\n    </tr>\n    <tr>\n      <th>57</th>\n      <td>OBS_60_CNT_SOCIAL_CIRCLE</td>\n      <td>20</td>\n    </tr>\n    <tr>\n      <th>38</th>\n      <td>FLAG_DOCUMENT_3</td>\n      <td>20</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 10
    }
   ],
   "source": [
    "# Select features with F_Score >= 20 for model training\n",
    "features = feature_selection.loc[feature_selection['F_SCORE'] >= 20]\n",
    "features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "features.to_csv('datasource/trained_features.csv')"
   ]
  },
  {
   "source": [
    "## ToDos:\n",
    "* Trying different Feature Selection Techniques such as LASSO, Correlations, etc."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}