HouseHold Power Consumption.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fc9d2fc3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c4073a65",
   "metadata": {},
   "outputs": [],
   "source": [
    "loans=pd.read_csv('C:\\\\Users\\\\Gracy Sapra\\\\Desktop\\\\loan_data.csv ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2d4f9ece",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 9578 entries, 0 to 9577\n",
      "Data columns (total 14 columns):\n",
      " #   Column             Non-Null Count  Dtype  \n",
      "---  ------             --------------  -----  \n",
      " 0   credit.policy      9578 non-null   int64  \n",
      " 1   purpose            9578 non-null   object \n",
      " 2   int.rate           9578 non-null   float64\n",
      " 3   installment        9578 non-null   float64\n",
      " 4   log.annual.inc     9578 non-null   float64\n",
      " 5   dti                9578 non-null   float64\n",
      " 6   fico               9578 non-null   int64  \n",
      " 7   days.with.cr.line  9578 non-null   float64\n",
      " 8   revol.bal          9578 non-null   int64  \n",
      " 9   revol.util         9578 non-null   float64\n",
      " 10  inq.last.6mths     9578 non-null   int64  \n",
      " 11  delinq.2yrs        9578 non-null   int64  \n",
      " 12  pub.rec            9578 non-null   int64  \n",
      " 13  not.fully.paid     9578 non-null   int64  \n",
      "dtypes: float64(6), int64(7), object(1)\n",
      "memory usage: 1.0+ MB\n"
     ]
    }
   ],
   "source": [
    "loans.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "89121cec",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>credit.policy</th>\n",
       "      <th>purpose</th>\n",
       "      <th>int.rate</th>\n",
       "      <th>installment</th>\n",
       "      <th>log.annual.inc</th>\n",
       "      <th>dti</th>\n",
       "      <th>fico</th>\n",
       "      <th>days.with.cr.line</th>\n",
       "      <th>revol.bal</th>\n",
       "      <th>revol.util</th>\n",
       "      <th>inq.last.6mths</th>\n",
       "      <th>delinq.2yrs</th>\n",
       "      <th>pub.rec</th>\n",
       "      <th>not.fully.paid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>debt_consolidation</td>\n",
       "      <td>0.1189</td>\n",
       "      <td>829.10</td>\n",
       "      <td>11.350407</td>\n",
       "      <td>19.48</td>\n",
       "      <td>737</td>\n",
       "      <td>5639.958333</td>\n",
       "      <td>28854</td>\n",
       "      <td>52.1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>credit_card</td>\n",
       "      <td>0.1071</td>\n",
       "      <td>228.22</td>\n",
       "      <td>11.082143</td>\n",
       "      <td>14.29</td>\n",
       "      <td>707</td>\n",
       "      <td>2760.000000</td>\n",
       "      <td>33623</td>\n",
       "      <td>76.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>debt_consolidation</td>\n",
       "      <td>0.1357</td>\n",
       "      <td>366.86</td>\n",
       "      <td>10.373491</td>\n",
       "      <td>11.63</td>\n",
       "      <td>682</td>\n",
       "      <td>4710.000000</td>\n",
       "      <td>3511</td>\n",
       "      <td>25.6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>debt_consolidation</td>\n",
       "      <td>0.1008</td>\n",
       "      <td>162.34</td>\n",
       "      <td>11.350407</td>\n",
       "      <td>8.10</td>\n",
       "      <td>712</td>\n",
       "      <td>2699.958333</td>\n",
       "      <td>33667</td>\n",
       "      <td>73.2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>credit_card</td>\n",
       "      <td>0.1426</td>\n",
       "      <td>102.92</td>\n",
       "      <td>11.299732</td>\n",
       "      <td>14.97</td>\n",
       "      <td>667</td>\n",
       "      <td>4066.000000</td>\n",
       "      <td>4740</td>\n",
       "      <td>39.5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   credit.policy             purpose  int.rate  installment  log.annual.inc  \\\n",
       "0              1  debt_consolidation    0.1189       829.10       11.350407   \n",
       "1              1         credit_card    0.1071       228.22       11.082143   \n",
       "2              1  debt_consolidation    0.1357       366.86       10.373491   \n",
       "3              1  debt_consolidation    0.1008       162.34       11.350407   \n",
       "4              1         credit_card    0.1426       102.92       11.299732   \n",
       "\n",
       "     dti  fico  days.with.cr.line  revol.bal  revol.util  inq.last.6mths  \\\n",
       "0  19.48   737        5639.958333      28854        52.1               0   \n",
       "1  14.29   707        2760.000000      33623        76.7               0   \n",
       "2  11.63   682        4710.000000       3511        25.6               1   \n",
       "3   8.10   712        2699.958333      33667        73.2               1   \n",
       "4  14.97   667        4066.000000       4740        39.5               0   \n",
       "\n",
       "   delinq.2yrs  pub.rec  not.fully.paid  \n",
       "0            0        0               0  \n",
       "1            0        0               0  \n",
       "2            0        0               0  \n",
       "3            0        0               0  \n",
       "4            1        0               0  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "loans.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6c24ce03",
   "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>credit.policy</th>\n",
       "      <th>int.rate</th>\n",
       "      <th>installment</th>\n",
       "      <th>log.annual.inc</th>\n",
       "      <th>dti</th>\n",
       "      <th>fico</th>\n",
       "      <th>days.with.cr.line</th>\n",
       "      <th>revol.bal</th>\n",
       "      <th>revol.util</th>\n",
       "      <th>inq.last.6mths</th>\n",
       "      <th>delinq.2yrs</th>\n",
       "      <th>pub.rec</th>\n",
       "      <th>not.fully.paid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>9578.000000</td>\n",
       "      <td>9578.000000</td>\n",
       "      <td>9578.000000</td>\n",
       "      <td>9578.000000</td>\n",
       "      <td>9578.000000</td>\n",
       "      <td>9578.000000</td>\n",
       "      <td>9578.000000</td>\n",
       "      <td>9.578000e+03</td>\n",
       "      <td>9578.000000</td>\n",
       "      <td>9578.000000</td>\n",
       "      <td>9578.000000</td>\n",
       "      <td>9578.000000</td>\n",
       "      <td>9578.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.804970</td>\n",
       "      <td>0.122640</td>\n",
       "      <td>319.089413</td>\n",
       "      <td>10.932117</td>\n",
       "      <td>12.606679</td>\n",
       "      <td>710.846314</td>\n",
       "      <td>4560.767197</td>\n",
       "      <td>1.691396e+04</td>\n",
       "      <td>46.799236</td>\n",
       "      <td>1.577469</td>\n",
       "      <td>0.163708</td>\n",
       "      <td>0.062122</td>\n",
       "      <td>0.160054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.396245</td>\n",
       "      <td>0.026847</td>\n",
       "      <td>207.071301</td>\n",
       "      <td>0.614813</td>\n",
       "      <td>6.883970</td>\n",
       "      <td>37.970537</td>\n",
       "      <td>2496.930377</td>\n",
       "      <td>3.375619e+04</td>\n",
       "      <td>29.014417</td>\n",
       "      <td>2.200245</td>\n",
       "      <td>0.546215</td>\n",
       "      <td>0.262126</td>\n",
       "      <td>0.366676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.060000</td>\n",
       "      <td>15.670000</td>\n",
       "      <td>7.547502</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>612.000000</td>\n",
       "      <td>178.958333</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.103900</td>\n",
       "      <td>163.770000</td>\n",
       "      <td>10.558414</td>\n",
       "      <td>7.212500</td>\n",
       "      <td>682.000000</td>\n",
       "      <td>2820.000000</td>\n",
       "      <td>3.187000e+03</td>\n",
       "      <td>22.600000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.122100</td>\n",
       "      <td>268.950000</td>\n",
       "      <td>10.928884</td>\n",
       "      <td>12.665000</td>\n",
       "      <td>707.000000</td>\n",
       "      <td>4139.958333</td>\n",
       "      <td>8.596000e+03</td>\n",
       "      <td>46.300000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.140700</td>\n",
       "      <td>432.762500</td>\n",
       "      <td>11.291293</td>\n",
       "      <td>17.950000</td>\n",
       "      <td>737.000000</td>\n",
       "      <td>5730.000000</td>\n",
       "      <td>1.824950e+04</td>\n",
       "      <td>70.900000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.216400</td>\n",
       "      <td>940.140000</td>\n",
       "      <td>14.528354</td>\n",
       "      <td>29.960000</td>\n",
       "      <td>827.000000</td>\n",
       "      <td>17639.958330</td>\n",
       "      <td>1.207359e+06</td>\n",
       "      <td>119.000000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "       credit.policy     int.rate  installment  log.annual.inc          dti  \\\n",
       "count    9578.000000  9578.000000  9578.000000     9578.000000  9578.000000   \n",
       "mean        0.804970     0.122640   319.089413       10.932117    12.606679   \n",
       "std         0.396245     0.026847   207.071301        0.614813     6.883970   \n",
       "min         0.000000     0.060000    15.670000        7.547502     0.000000   \n",
       "25%         1.000000     0.103900   163.770000       10.558414     7.212500   \n",
       "50%         1.000000     0.122100   268.950000       10.928884    12.665000   \n",
       "75%         1.000000     0.140700   432.762500       11.291293    17.950000   \n",
       "max         1.000000     0.216400   940.140000       14.528354    29.960000   \n",
       "\n",
       "              fico  days.with.cr.line     revol.bal   revol.util  \\\n",
       "count  9578.000000        9578.000000  9.578000e+03  9578.000000   \n",
       "mean    710.846314        4560.767197  1.691396e+04    46.799236   \n",
       "std      37.970537        2496.930377  3.375619e+04    29.014417   \n",
       "min     612.000000         178.958333  0.000000e+00     0.000000   \n",
       "25%     682.000000        2820.000000  3.187000e+03    22.600000   \n",
       "50%     707.000000        4139.958333  8.596000e+03    46.300000   \n",
       "75%     737.000000        5730.000000  1.824950e+04    70.900000   \n",
       "max     827.000000       17639.958330  1.207359e+06   119.000000   \n",
       "\n",
       "       inq.last.6mths  delinq.2yrs      pub.rec  not.fully.paid  \n",
       "count     9578.000000  9578.000000  9578.000000     9578.000000  \n",
       "mean         1.577469     0.163708     0.062122        0.160054  \n",
       "std          2.200245     0.546215     0.262126        0.366676  \n",
       "min          0.000000     0.000000     0.000000        0.000000  \n",
       "25%          0.000000     0.000000     0.000000        0.000000  \n",
       "50%          1.000000     0.000000     0.000000        0.000000  \n",
       "75%          2.000000     0.000000     0.000000        0.000000  \n",
       "max         33.000000    13.000000     5.000000        1.000000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "loans.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1c709be0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'FICO')"
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     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "loans[loans['credit.policy']==1]['fico'].hist(alpha=0.5,color='blue',bins=30,label='Credit.Policy=1')\n",
    "\n",
    "loans[loans['credit.policy']==0]['fico'].hist(alpha=0.5,color='red',bins=30,label='Credit.Policy=0')\n",
    "plt.legend()\n",
    "plt.xlabel('FICO')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f5acfd07",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'FICO')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "loans[loans['not.fully.paid']==1]['fico'].hist(alpha=0.5,color='blue',bins=30,label='not fully.paid=1')\n",
    "\n",
    "loans[loans['not.fully.paid']==0]['fico'].hist(alpha=0.5,color='red',bins=30,label='not fully.paid=0')\n",
    "plt.legend()\n",
    "plt.xlabel('FICO')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "724de687",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='purpose', ylabel='count'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(11,7))\n",
    "sns.countplot(x='purpose', hue='not.fully.paid', data=loans,palette='Set1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1ec18fcd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x21489684b10>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x='fico', y='int.rate', data=loans, kind='scatter')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9622120c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Nishar Ansari\\anaconda3\\Lib\\site-packages\\seaborn\\axisgrid.py:118: UserWarning: The figure layout has changed to tight\n",
      "  self._figure.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x214898b7110>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1096.36x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x='fico',y='int.rate',data=loans,hue='credit.policy', col='not.fully.paid',palette='Set1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a4bd7aad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['debt_consolidation', 'credit_card', 'all_other',\n",
       "       'home_improvement', 'small_business', 'major_purchase',\n",
       "       'educational'], dtype=object)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loans['purpose'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "19b490c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "cat_feats=['purpose']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a018593e",
   "metadata": {},
   "outputs": [],
   "source": [
    "#splitting column \"purpose\" into 6 distinctive columns\n",
    "final_data=pd.get_dummies(loans,columns=cat_feats, drop_first=True )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "7e2b5188",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 9578 entries, 0 to 9577\n",
      "Data columns (total 19 columns):\n",
      " #   Column                      Non-Null Count  Dtype  \n",
      "---  ------                      --------------  -----  \n",
      " 0   credit.policy               9578 non-null   int64  \n",
      " 1   int.rate                    9578 non-null   float64\n",
      " 2   installment                 9578 non-null   float64\n",
      " 3   log.annual.inc              9578 non-null   float64\n",
      " 4   dti                         9578 non-null   float64\n",
      " 5   fico                        9578 non-null   int64  \n",
      " 6   days.with.cr.line           9578 non-null   float64\n",
      " 7   revol.bal                   9578 non-null   int64  \n",
      " 8   revol.util                  9578 non-null   float64\n",
      " 9   inq.last.6mths              9578 non-null   int64  \n",
      " 10  delinq.2yrs                 9578 non-null   int64  \n",
      " 11  pub.rec                     9578 non-null   int64  \n",
      " 12  not.fully.paid              9578 non-null   int64  \n",
      " 13  purpose_credit_card         9578 non-null   bool   \n",
      " 14  purpose_debt_consolidation  9578 non-null   bool   \n",
      " 15  purpose_educational         9578 non-null   bool   \n",
      " 16  purpose_home_improvement    9578 non-null   bool   \n",
      " 17  purpose_major_purchase      9578 non-null   bool   \n",
      " 18  purpose_small_business      9578 non-null   bool   \n",
      "dtypes: bool(6), float64(6), int64(7)\n",
      "memory usage: 1.0 MB\n"
     ]
    }
   ],
   "source": [
    "final_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c154a4aa",
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'sklearn.cross_validation'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[16], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msklearn\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcross_validation\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m train_test_split\n",
      "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'sklearn.cross_validation'"
     ]
    }
   ],
   "source": [
    "from sklearn.cross_validation import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "bc6ef4be",
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'sklearn.cross_validation'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[17], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msklearn\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcross_validation\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m train_test_split\n",
      "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'sklearn.cross_validation'"
     ]
    }
   ],
   "source": [
    "from sklearn.cross_validation import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "271ced3e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "6e51b997",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = final_data.drop('not.fully.paid',axis=1)\n",
    "y = final_data['not.fully.paid']\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.30, random_state=101)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "94902501",
   "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>credit.policy</th>\n",
       "      <th>purpose</th>\n",
       "      <th>int.rate</th>\n",
       "      <th>installment</th>\n",
       "      <th>log.annual.inc</th>\n",
       "      <th>dti</th>\n",
       "      <th>fico</th>\n",
       "      <th>days.with.cr.line</th>\n",
       "      <th>revol.bal</th>\n",
       "      <th>revol.util</th>\n",
       "      <th>inq.last.6mths</th>\n",
       "      <th>delinq.2yrs</th>\n",
       "      <th>pub.rec</th>\n",
       "      <th>not.fully.paid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>debt_consolidation</td>\n",
       "      <td>0.1189</td>\n",
       "      <td>829.10</td>\n",
       "      <td>11.350407</td>\n",
       "      <td>19.48</td>\n",
       "      <td>737</td>\n",
       "      <td>5639.958333</td>\n",
       "      <td>28854</td>\n",
       "      <td>52.1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>credit_card</td>\n",
       "      <td>0.1071</td>\n",
       "      <td>228.22</td>\n",
       "      <td>11.082143</td>\n",
       "      <td>14.29</td>\n",
       "      <td>707</td>\n",
       "      <td>2760.000000</td>\n",
       "      <td>33623</td>\n",
       "      <td>76.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>debt_consolidation</td>\n",
       "      <td>0.1357</td>\n",
       "      <td>366.86</td>\n",
       "      <td>10.373491</td>\n",
       "      <td>11.63</td>\n",
       "      <td>682</td>\n",
       "      <td>4710.000000</td>\n",
       "      <td>3511</td>\n",
       "      <td>25.6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>debt_consolidation</td>\n",
       "      <td>0.1008</td>\n",
       "      <td>162.34</td>\n",
       "      <td>11.350407</td>\n",
       "      <td>8.10</td>\n",
       "      <td>712</td>\n",
       "      <td>2699.958333</td>\n",
       "      <td>33667</td>\n",
       "      <td>73.2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>credit_card</td>\n",
       "      <td>0.1426</td>\n",
       "      <td>102.92</td>\n",
       "      <td>11.299732</td>\n",
       "      <td>14.97</td>\n",
       "      <td>667</td>\n",
       "      <td>4066.000000</td>\n",
       "      <td>4740</td>\n",
       "      <td>39.5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   credit.policy             purpose  int.rate  installment  log.annual.inc  \\\n",
       "0              1  debt_consolidation    0.1189       829.10       11.350407   \n",
       "1              1         credit_card    0.1071       228.22       11.082143   \n",
       "2              1  debt_consolidation    0.1357       366.86       10.373491   \n",
       "3              1  debt_consolidation    0.1008       162.34       11.350407   \n",
       "4              1         credit_card    0.1426       102.92       11.299732   \n",
       "\n",
       "     dti  fico  days.with.cr.line  revol.bal  revol.util  inq.last.6mths  \\\n",
       "0  19.48   737        5639.958333      28854        52.1               0   \n",
       "1  14.29   707        2760.000000      33623        76.7               0   \n",
       "2  11.63   682        4710.000000       3511        25.6               1   \n",
       "3   8.10   712        2699.958333      33667        73.2               1   \n",
       "4  14.97   667        4066.000000       4740        39.5               0   \n",
       "\n",
       "   delinq.2yrs  pub.rec  not.fully.paid  \n",
       "0            0        0               0  \n",
       "1            0        0               0  \n",
       "2            0        0               0  \n",
       "3            0        0               0  \n",
       "4            1        0               0  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "loans.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "7b65d334",
   "metadata": {},
   "outputs": [],
   "source": [
    "dtree=DecisionTreeClassifier()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "791ca87d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>DecisionTreeClassifier()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">DecisionTreeClassifier</label><div class=\"sk-toggleable__content\"><pre>DecisionTreeClassifier()</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "DecisionTreeClassifier()"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dtree.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "914ef3a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "predictions=dtree.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "28e016c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import classification_report,confusion_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "47f5f860",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.85      0.82      0.83      2431\n",
      "           1       0.18      0.23      0.20       443\n",
      "\n",
      "    accuracy                           0.72      2874\n",
      "   macro avg       0.52      0.52      0.52      2874\n",
      "weighted avg       0.75      0.72      0.74      2874\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test,predictions))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "e4319b91",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1983  448]\n",
      " [ 343  100]]\n"
     ]
    }
   ],
   "source": [
    "print(confusion_matrix(y_test,predictions) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "08b933c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "078dc25d",
   "metadata": {},
   "outputs": [],
   "source": [
    "rfc=RandomForestClassifier(n_estimators=600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "ad27ecd2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-2 {color: black;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>RandomForestClassifier(n_estimators=600)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">RandomForestClassifier</label><div class=\"sk-toggleable__content\"><pre>RandomForestClassifier(n_estimators=600)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "RandomForestClassifier(n_estimators=600)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "rfc.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "17a034a3",
   "metadata": {},
   "outputs": [],
   "source": [
    "predictions=rfc.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "950ef3f7",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import classification_report,confusion_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "11becd6d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.85      1.00      0.92      2431\n",
      "           1       0.67      0.02      0.04       443\n",
      "\n",
      "    accuracy                           0.85      2874\n",
      "   macro avg       0.76      0.51      0.48      2874\n",
      "weighted avg       0.82      0.85      0.78      2874\n",
      "\n"
     ]
    }
   ],
   "source": [
    "\n",
    "print(classification_report(y_test,predictions))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "f7645bc9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[2426    5]\n",
      " [ 433   10]]\n"
     ]
    }
   ],
   "source": [
    "print(confusion_matrix(y_test,predictions))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a2b920d2",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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