assignment random forest fraud (1).ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import the basic library functions "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<frozen importlib._bootstrap>:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n",
      "<frozen importlib._bootstrap>:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n",
      "<frozen importlib._bootstrap>:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n",
      "<frozen importlib._bootstrap>:219: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd \n",
    "import numpy as np \n",
    "from sklearn.model_selection import KFold\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.model_selection import cross_val_score\n",
    "import seaborn as sns \n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import preprocessing\n",
    "from sklearn import tree\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Undergrad</th>\n",
       "      <th>MaritalStatus</th>\n",
       "      <th>CityPopulation</th>\n",
       "      <th>WorkExperience</th>\n",
       "      <th>Urban</th>\n",
       "      <th>TaxableIncome</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NO</td>\n",
       "      <td>Single</td>\n",
       "      <td>50047</td>\n",
       "      <td>10</td>\n",
       "      <td>YES</td>\n",
       "      <td>68833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>YES</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>134075</td>\n",
       "      <td>18</td>\n",
       "      <td>YES</td>\n",
       "      <td>33700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NO</td>\n",
       "      <td>Married</td>\n",
       "      <td>160205</td>\n",
       "      <td>30</td>\n",
       "      <td>YES</td>\n",
       "      <td>36925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>YES</td>\n",
       "      <td>Single</td>\n",
       "      <td>193264</td>\n",
       "      <td>15</td>\n",
       "      <td>YES</td>\n",
       "      <td>50190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NO</td>\n",
       "      <td>Married</td>\n",
       "      <td>27533</td>\n",
       "      <td>28</td>\n",
       "      <td>NO</td>\n",
       "      <td>81002</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595</th>\n",
       "      <td>YES</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>39492</td>\n",
       "      <td>7</td>\n",
       "      <td>YES</td>\n",
       "      <td>76340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>596</th>\n",
       "      <td>YES</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>55369</td>\n",
       "      <td>2</td>\n",
       "      <td>YES</td>\n",
       "      <td>69967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>597</th>\n",
       "      <td>NO</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>154058</td>\n",
       "      <td>0</td>\n",
       "      <td>YES</td>\n",
       "      <td>47334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>YES</td>\n",
       "      <td>Married</td>\n",
       "      <td>180083</td>\n",
       "      <td>17</td>\n",
       "      <td>NO</td>\n",
       "      <td>98592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>599</th>\n",
       "      <td>NO</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>158137</td>\n",
       "      <td>16</td>\n",
       "      <td>NO</td>\n",
       "      <td>96519</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>600 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Undergrad MaritalStatus  CityPopulation  WorkExperience Urban  \\\n",
       "0          NO        Single           50047              10   YES   \n",
       "1         YES      Divorced          134075              18   YES   \n",
       "2          NO       Married          160205              30   YES   \n",
       "3         YES        Single          193264              15   YES   \n",
       "4          NO       Married           27533              28    NO   \n",
       "..        ...           ...             ...             ...   ...   \n",
       "595       YES      Divorced           39492               7   YES   \n",
       "596       YES      Divorced           55369               2   YES   \n",
       "597        NO      Divorced          154058               0   YES   \n",
       "598       YES       Married          180083              17    NO   \n",
       "599        NO      Divorced          158137              16    NO   \n",
       "\n",
       "     TaxableIncome  \n",
       "0            68833  \n",
       "1            33700  \n",
       "2            36925  \n",
       "3            50190  \n",
       "4            81002  \n",
       "..             ...  \n",
       "595          76340  \n",
       "596          69967  \n",
       "597          47334  \n",
       "598          98592  \n",
       "599          96519  \n",
       "\n",
       "[600 rows x 6 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data=pd.read_csv('Fraud_check.csv')#read the file \n",
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Performing the basic EDA functions on the data set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Undergrad</th>\n",
       "      <th>MaritalStatus</th>\n",
       "      <th>CityPopulation</th>\n",
       "      <th>WorkExperience</th>\n",
       "      <th>Urban</th>\n",
       "      <th>TaxableIncome</th>\n",
       "      <th>Income</th>\n",
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       "  </thead>\n",
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       "      <th>0</th>\n",
       "      <td>NO</td>\n",
       "      <td>Single</td>\n",
       "      <td>50047</td>\n",
       "      <td>10</td>\n",
       "      <td>YES</td>\n",
       "      <td>68833</td>\n",
       "      <td>Good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>YES</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>134075</td>\n",
       "      <td>18</td>\n",
       "      <td>YES</td>\n",
       "      <td>33700</td>\n",
       "      <td>Good</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NO</td>\n",
       "      <td>Married</td>\n",
       "      <td>160205</td>\n",
       "      <td>30</td>\n",
       "      <td>YES</td>\n",
       "      <td>36925</td>\n",
       "      <td>Good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>YES</td>\n",
       "      <td>Single</td>\n",
       "      <td>193264</td>\n",
       "      <td>15</td>\n",
       "      <td>YES</td>\n",
       "      <td>50190</td>\n",
       "      <td>Good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NO</td>\n",
       "      <td>Married</td>\n",
       "      <td>27533</td>\n",
       "      <td>28</td>\n",
       "      <td>NO</td>\n",
       "      <td>81002</td>\n",
       "      <td>Good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595</th>\n",
       "      <td>YES</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>39492</td>\n",
       "      <td>7</td>\n",
       "      <td>YES</td>\n",
       "      <td>76340</td>\n",
       "      <td>Good</td>\n",
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       "      <td>YES</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>55369</td>\n",
       "      <td>2</td>\n",
       "      <td>YES</td>\n",
       "      <td>69967</td>\n",
       "      <td>Good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>597</th>\n",
       "      <td>NO</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>154058</td>\n",
       "      <td>0</td>\n",
       "      <td>YES</td>\n",
       "      <td>47334</td>\n",
       "      <td>Good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>YES</td>\n",
       "      <td>Married</td>\n",
       "      <td>180083</td>\n",
       "      <td>17</td>\n",
       "      <td>NO</td>\n",
       "      <td>98592</td>\n",
       "      <td>Good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>599</th>\n",
       "      <td>NO</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>158137</td>\n",
       "      <td>16</td>\n",
       "      <td>NO</td>\n",
       "      <td>96519</td>\n",
       "      <td>Good</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>600 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Undergrad MaritalStatus  CityPopulation  WorkExperience Urban  \\\n",
       "0          NO        Single           50047              10   YES   \n",
       "1         YES      Divorced          134075              18   YES   \n",
       "2          NO       Married          160205              30   YES   \n",
       "3         YES        Single          193264              15   YES   \n",
       "4          NO       Married           27533              28    NO   \n",
       "..        ...           ...             ...             ...   ...   \n",
       "595       YES      Divorced           39492               7   YES   \n",
       "596       YES      Divorced           55369               2   YES   \n",
       "597        NO      Divorced          154058               0   YES   \n",
       "598       YES       Married          180083              17    NO   \n",
       "599        NO      Divorced          158137              16    NO   \n",
       "\n",
       "     TaxableIncome Income  \n",
       "0            68833   Good  \n",
       "1            33700   Good  \n",
       "2            36925   Good  \n",
       "3            50190   Good  \n",
       "4            81002   Good  \n",
       "..             ...    ...  \n",
       "595          76340   Good  \n",
       "596          69967   Good  \n",
       "597          47334   Good  \n",
       "598          98592   Good  \n",
       "599          96519   Good  \n",
       "\n",
       "[600 rows x 7 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.loc[data[\"TaxableIncome\"]>=30000,\"Income\"]=\"Good\"# here we are converting the Taxable income > 30000 as good and other as Risky\n",
    "data.loc[data[\"TaxableIncome\"]<=30000,\"Income\"]=\"Risky\"\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#using the label encoder function on the different column names to change "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>Undergrad</th>\n",
       "      <th>MaritalStatus</th>\n",
       "      <th>CityPopulation</th>\n",
       "      <th>WorkExperience</th>\n",
       "      <th>Urban</th>\n",
       "      <th>TaxableIncome</th>\n",
       "      <th>Income</th>\n",
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       "      <td>68833</td>\n",
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       "      <td>134075</td>\n",
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       "      <th>2</th>\n",
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       "      <td>0</td>\n",
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       "      <td>81002</td>\n",
       "      <td>0</td>\n",
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       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <th>595</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>39492</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>76340</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>596</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>55369</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>69967</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>597</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>154058</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>47334</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>180083</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>98592</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>599</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>158137</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>96519</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>600 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Undergrad  MaritalStatus  CityPopulation  WorkExperience  Urban  \\\n",
       "0            0              2           50047              10      1   \n",
       "1            1              0          134075              18      1   \n",
       "2            0              1          160205              30      1   \n",
       "3            1              2          193264              15      1   \n",
       "4            0              1           27533              28      0   \n",
       "..         ...            ...             ...             ...    ...   \n",
       "595          1              0           39492               7      1   \n",
       "596          1              0           55369               2      1   \n",
       "597          0              0          154058               0      1   \n",
       "598          1              1          180083              17      0   \n",
       "599          0              0          158137              16      0   \n",
       "\n",
       "     TaxableIncome  Income  \n",
       "0            68833       0  \n",
       "1            33700       0  \n",
       "2            36925       0  \n",
       "3            50190       0  \n",
       "4            81002       0  \n",
       "..             ...     ...  \n",
       "595          76340       0  \n",
       "596          69967       0  \n",
       "597          47334       0  \n",
       "598          98592       0  \n",
       "599          96519       0  \n",
       "\n",
       "[600 rows x 7 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label=preprocessing.LabelEncoder()\n",
    "data['Undergrad']=label.fit_transform(data.Undergrad)\n",
    "data['MaritalStatus']=label.fit_transform(data['MaritalStatus'])\n",
    "data['Urban']=label.fit_transform(data.Urban)\n",
    "data['Income']=label.fit_transform(data.Income)\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 600 entries, 0 to 599\n",
      "Data columns (total 7 columns):\n",
      " #   Column          Non-Null Count  Dtype\n",
      "---  ------          --------------  -----\n",
      " 0   Undergrad       600 non-null    int32\n",
      " 1   MaritalStatus   600 non-null    int32\n",
      " 2   CityPopulation  600 non-null    int64\n",
      " 3   WorkExperience  600 non-null    int64\n",
      " 4   Urban           600 non-null    int32\n",
      " 5   TaxableIncome   600 non-null    int64\n",
      " 6   Income          600 non-null    int32\n",
      "dtypes: int32(4), int64(3)\n",
      "memory usage: 23.6 KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Undergrad</th>\n",
       "      <th>MaritalStatus</th>\n",
       "      <th>CityPopulation</th>\n",
       "      <th>WorkExperience</th>\n",
       "      <th>Urban</th>\n",
       "      <th>TaxableIncome</th>\n",
       "      <th>Income</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>600.000000</td>\n",
       "      <td>600.000000</td>\n",
       "      <td>600.000000</td>\n",
       "      <td>600.000000</td>\n",
       "      <td>600.000000</td>\n",
       "      <td>600.000000</td>\n",
       "      <td>600.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.520000</td>\n",
       "      <td>1.046667</td>\n",
       "      <td>108747.368333</td>\n",
       "      <td>15.558333</td>\n",
       "      <td>0.503333</td>\n",
       "      <td>55208.375000</td>\n",
       "      <td>0.206667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.500017</td>\n",
       "      <td>0.821958</td>\n",
       "      <td>49850.075134</td>\n",
       "      <td>8.842147</td>\n",
       "      <td>0.500406</td>\n",
       "      <td>26204.827597</td>\n",
       "      <td>0.405252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>25779.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>10003.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>66966.750000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>32871.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>106493.500000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>55074.500000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>150114.250000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>78611.750000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>199778.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>99619.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Undergrad  MaritalStatus  CityPopulation  WorkExperience       Urban  \\\n",
       "count  600.000000     600.000000      600.000000      600.000000  600.000000   \n",
       "mean     0.520000       1.046667   108747.368333       15.558333    0.503333   \n",
       "std      0.500017       0.821958    49850.075134        8.842147    0.500406   \n",
       "min      0.000000       0.000000    25779.000000        0.000000    0.000000   \n",
       "25%      0.000000       0.000000    66966.750000        8.000000    0.000000   \n",
       "50%      1.000000       1.000000   106493.500000       15.000000    1.000000   \n",
       "75%      1.000000       2.000000   150114.250000       24.000000    1.000000   \n",
       "max      1.000000       2.000000   199778.000000       30.000000    1.000000   \n",
       "\n",
       "       TaxableIncome      Income  \n",
       "count     600.000000  600.000000  \n",
       "mean    55208.375000    0.206667  \n",
       "std     26204.827597    0.405252  \n",
       "min     10003.000000    0.000000  \n",
       "25%     32871.500000    0.000000  \n",
       "50%     55074.500000    0.000000  \n",
       "75%     78611.750000    0.000000  \n",
       "max     99619.000000    1.000000  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Undergrad         0\n",
       "MaritalStatus     0\n",
       "CityPopulation    0\n",
       "WorkExperience    0\n",
       "Urban             0\n",
       "TaxableIncome     0\n",
       "Income            0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Undergrad           2\n",
       "MaritalStatus       3\n",
       "CityPopulation    598\n",
       "WorkExperience     31\n",
       "Urban               2\n",
       "TaxableIncome     599\n",
       "Income              2\n",
       "dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.030014788906377175\n",
      "-1.1997824607083138\n"
     ]
    },
    {
     "data": {
      "image/png": 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+AbAL+HT79et7Sa5pP/P3nrTN6Z/128DHqw2SnW+q6raquqyqdrJ04ebjVfU6Jrc/vgF8LcnlrWk38CUmtD9YGoK5Jskz23HsBo4wuf1x2kYc/0eB65Nsbb85Xd/azm2zL0hs0kWQX2fp15kvAPe1z6tYGtOaB4616bZl2/wVS1e3j9KuZLf2GeD+9t3f88TTvBcBHwAeYulK+As3+7gH7Jvf4ImLpxPbH8CVwEL7d+TfWLojYZL7483Ag+1Y/pmlOz4mpj+A21m6vvBjls6ib92o4wf+oLU/BLx+kHp9pYAkdWYih2IkqWcGuyR1xmCXpM4Y7JLUGYNdkjpjsEtSZwx2SerM/wEXSclWaChHnAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(data.TaxableIncome)\n",
    "print(data.TaxableIncome.skew())\n",
    "print(data.TaxableIncome.kurt())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x2d8680656d0>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1260x1260 with 56 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ELCOT\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Income', ylabel='count'>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data.Income)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ELCOT\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Urban', ylabel='count'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data.Urban)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ELCOT\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Undergrad', ylabel='count'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data.Undergrad)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ELCOT\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='MaritalStatus', ylabel='count'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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nMXvCw5fPs9rFwEPAi5jdQ3jKAo+5jx//b/dp3WN8r7vvl4ELgY8M+TNIjVHQJLgKuKyq7jxg+bN47Inn84fc1iPACYeyjSSv6A4N0X3E42nAAwtsa09V/YjZk7ItWeAx7wfWJTkuySpmP6mPJMuA46rqBuDPgF8c8meSGqOgY15V7aqqD8xz018Cf5HkZh77A/xEbgLWzj3RPOQ2XgJMJ7mD2bOnfqSqbgXuAPZ1L1W9GLgS2JDkP5g9dDS3t3LgejcD9wF3MrsHdFu33krgy0luB64GLh3yZ5Iaz5IqSWrcU5AkNUZBktQYBUlSYxQkSY1RkCQ1RkGS1BgFSVLz//0drrx3WGKZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data.MaritalStatus)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Developing the model of the Random Forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "x=data.iloc[:,0:5]\n",
    "y=data.iloc[:,-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_tree=100\n",
    "max_features=3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ELCOT\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_split.py:293: FutureWarning: Setting a random_state has no effect since shuffle is False. This will raise an error in 0.24. You should leave random_state to its default (None), or set shuffle=True.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "kfold=KFold(n_splits=10, random_state=7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "model=RandomForestClassifier(n_estimators=num_tree,max_features=max_features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestClassifier(max_features=3)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.fit(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.04975452, 0.08345802, 0.55136015, 0.26519253, 0.05023478])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_imp=model.feature_importances_\n",
    "feature_imp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "iv=['Undergrad','MaritalStatus','CityPopulation','WorkExperience','Urban']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ELCOT\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(iv,feature_imp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.75      , 0.75      , 0.66666667, 0.68333333, 0.75      ,\n",
       "       0.65      , 0.83333333, 0.73333333, 0.75      , 0.83333333])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy=cross_val_score(model,x,y,cv=kfold)\n",
    "accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.74"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}