Exploratory Data Analysis.ipynb

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   "source": [
    "### Intro\n",
    "\n",
    "LendingClub is a US peer-to-peer lending company, headquartered in San Francisco, California.[3] It was the first peer-to-peer lender to register its offerings as securities with the Securities and Exchange Commission (SEC), and to offer loan trading on a secondary market. LendingClub is the world's largest peer-to-peer lending platform.\n",
    "\n",
    "### Our Goal\n",
    "\n",
    "Given historical data on loans given out with information on whether or not the borrower defaulted (charge-off), we want to build a model that can predict wether or nor a borrower will pay back their loan.\n",
    "\n",
    "The \"loan_status\" column contains our label or it is the dependent variable(predicting class)."
   ]
  },
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   "cell_type": "markdown",
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   "source": [
    "----\n",
    "-----\n",
    "There are many LendingClub data sets on Kaggle. Here is the information on this particular data set:\n",
    "\n",
    "<table border=\"1\" class=\"dataframe\">\n",
    "  <thead>\n",
    "    <tr style=\"text-align: right;\">\n",
    "      <th></th>\n",
    "      <th>LoanStatNew</th>\n",
    "      <th>Description</th>\n",
    "    </tr>\n",
    "  </thead>\n",
    "  <tbody>\n",
    "    <tr>\n",
    "      <th>0</th>\n",
    "      <td>loan_amnt</td>\n",
    "      <td>The listed amount of the loan applied for by the borrower. If at some point in time, the credit department reduces the loan amount, then it will be reflected in this value.</td>\n",
    "    </tr>\n",
    "    <tr>\n",
    "      <th>1</th>\n",
    "      <td>term</td>\n",
    "      <td>The number of payments on the loan. Values are in months and can be either 36 or 60.</td>\n",
    "    </tr>\n",
    "    <tr>\n",
    "      <th>2</th>\n",
    "      <td>int_rate</td>\n",
    "      <td>Interest Rate on the loan</td>\n",
    "    </tr>\n",
    "    <tr>\n",
    "      <th>3</th>\n",
    "      <td>installment</td>\n",
    "      <td>The monthly payment owed by the borrower if the loan originates.</td>\n",
    "    </tr>\n",
    "    <tr>\n",
    "      <th>4</th>\n",
    "      <td>grade</td>\n",
    "      <td>LC assigned loan grade</td>\n",
    "    </tr>\n",
    "    <tr>\n",
    "      <th>5</th>\n",
    "      <td>sub_grade</td>\n",
    "      <td>LC assigned loan subgrade</td>\n",
    "    </tr>\n",
    "    <tr>\n",
    "      <th>6</th>\n",
    "      <td>emp_title</td>\n",
    "      <td>The job title supplied by the Borrower when applying for the loan.*</td>\n",
    "    </tr>\n",
    "    <tr>\n",
    "      <th>7</th>\n",
    "      <td>emp_length</td>\n",
    "      <td>Employment length in years. Possible values are between 0 and 10 where 0 means less than one year and 10 means ten or more years.</td>\n",
    "    </tr>\n",
    "    <tr>\n",
    "      <th>8</th>\n",
    "      <td>home_ownership</td>\n",
    "      <td>The home ownership status provided by the borrower during registration or obtained from the credit report. Our values are: RENT, OWN, MORTGAGE, OTHER</td>\n",
    "    </tr>\n",
    "    <tr>\n",
    "      <th>9</th>\n",
    "      <td>annual_inc</td>\n",
    "      <td>The self-reported annual income provided by the borrower during registration.</td>\n",
    "    </tr>\n",
    "    <tr>\n",
    "      <th>10</th>\n",
    "      <td>verification_status</td>\n",
    "      <td>Indicates if income was verified by LC, not verified, or if the income source was verified</td>\n",
    "    </tr>\n",
    "    <tr>\n",
    "      <th>11</th>\n",
    "      <td>issue_d</td>\n",
    "      <td>The month which the loan was funded</td>\n",
    "    </tr>\n",
    "    <tr>\n",
    "      <th>12</th>\n",
    "      <td>loan_status</td>\n",
    "      <td>Current status of the loan</td>\n",
    "    </tr>\n",
    "    <tr>\n",
    "      <th>13</th>\n",
    "      <td>purpose</td>\n",
    "      <td>A category provided by the borrower for the loan request.</td>\n",
    "    </tr>\n",
    "    <tr>\n",
    "      <th>14</th>\n",
    "      <td>title</td>\n",
    "      <td>The loan title provided by the borrower</td>\n",
    "    </tr>\n",
    "    <tr>\n",
    "      <th>15</th>\n",
    "      <td>zip_code</td>\n",
    "      <td>The first 3 numbers of the zip code provided by the borrower in the loan application.</td>\n",
    "    </tr>\n",
    "    <tr>\n",
    "      <th>16</th>\n",
    "      <td>addr_state</td>\n",
    "      <td>The state provided by the borrower in the loan application</td>\n",
    "    </tr>\n",
    "    <tr>\n",
    "      <th>17</th>\n",
    "      <td>dti</td>\n",
    "      <td>A ratio calculated using the borrower’s total monthly debt payments on the total debt obligations, excluding mortgage and the requested LC loan, divided by the borrower’s self-reported monthly income.</td>\n",
    "    </tr>\n",
    "    <tr>\n",
    "      <th>18</th>\n",
    "      <td>earliest_cr_line</td>\n",
    "      <td>The month the borrower's earliest reported credit line was opened</td>\n",
    "    </tr>\n",
    "    <tr>\n",
    "      <th>19</th>\n",
    "      <td>open_acc</td>\n",
    "      <td>The number of open credit lines in the borrower's credit file.</td>\n",
    "    </tr>\n",
    "    <tr>\n",
    "      <th>20</th>\n",
    "      <td>pub_rec</td>\n",
    "      <td>Number of derogatory public records</td>\n",
    "    </tr>\n",
    "    <tr>\n",
    "      <th>21</th>\n",
    "      <td>revol_bal</td>\n",
    "      <td>Total credit revolving balance</td>\n",
    "    </tr>\n",
    "    <tr>\n",
    "      <th>22</th>\n",
    "      <td>revol_util</td>\n",
    "      <td>Revolving line utilization rate, or the amount of credit the borrower is using relative to all available revolving credit.</td>\n",
    "    </tr>\n",
    "    <tr>\n",
    "      <th>23</th>\n",
    "      <td>total_acc</td>\n",
    "      <td>The total number of credit lines currently in the borrower's credit file</td>\n",
    "    </tr>\n",
    "    <tr>\n",
    "      <th>24</th>\n",
    "      <td>initial_list_status</td>\n",
    "      <td>The initial listing status of the loan. Possible values are – W, F</td>\n",
    "    </tr>\n",
    "    <tr>\n",
    "      <th>25</th>\n",
    "      <td>application_type</td>\n",
    "      <td>Indicates whether the loan is an individual application or a joint application with two co-borrowers</td>\n",
    "    </tr>\n",
    "    <tr>\n",
    "      <th>26</th>\n",
    "      <td>mort_acc</td>\n",
    "      <td>Number of mortgage accounts.</td>\n",
    "    </tr>\n",
    "    <tr>\n",
    "      <th>27</th>\n",
    "      <td>pub_rec_bankruptcies</td>\n",
    "      <td>Number of public record bankruptcies</td>\n",
    "    </tr>\n",
    "  </tbody>\n",
    "</table>\n",
    "\n",
    "---\n",
    "----"
   ]
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   "source": [
    "#####  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "9hJLW-ef3WLT"
   },
   "source": [
    "# Importing Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 74
    },
    "colab_type": "code",
    "id": "Ff057Ac43WLU",
    "outputId": "07ec7c37-6141-4417-abf7-046500fdad3a"
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "sns.set_style('darkgrid')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "q040apfg3WLa"
   },
   "source": [
    "####   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "VbwjOB_Q3WLb"
   },
   "source": [
    "# Data Collection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 391
    },
    "colab_type": "code",
    "id": "VPabwRPw3WLb",
    "outputId": "3c3afd29-b07b-4012-e50d-8d5eaacc8d4d"
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   "outputs": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>loan_amnt</th>\n",
       "      <th>term</th>\n",
       "      <th>int_rate</th>\n",
       "      <th>installment</th>\n",
       "      <th>grade</th>\n",
       "      <th>sub_grade</th>\n",
       "      <th>emp_title</th>\n",
       "      <th>emp_length</th>\n",
       "      <th>home_ownership</th>\n",
       "      <th>annual_inc</th>\n",
       "      <th>...</th>\n",
       "      <th>open_acc</th>\n",
       "      <th>pub_rec</th>\n",
       "      <th>revol_bal</th>\n",
       "      <th>revol_util</th>\n",
       "      <th>total_acc</th>\n",
       "      <th>initial_list_status</th>\n",
       "      <th>application_type</th>\n",
       "      <th>mort_acc</th>\n",
       "      <th>pub_rec_bankruptcies</th>\n",
       "      <th>address</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10000.0</td>\n",
       "      <td>36 months</td>\n",
       "      <td>11.44</td>\n",
       "      <td>329.48</td>\n",
       "      <td>B</td>\n",
       "      <td>B4</td>\n",
       "      <td>Marketing</td>\n",
       "      <td>10+ years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>117000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>36369.0</td>\n",
       "      <td>41.8</td>\n",
       "      <td>25.0</td>\n",
       "      <td>w</td>\n",
       "      <td>INDIVIDUAL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0174 Michelle Gateway\\r\\nMendozaberg, OK 22690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8000.0</td>\n",
       "      <td>36 months</td>\n",
       "      <td>11.99</td>\n",
       "      <td>265.68</td>\n",
       "      <td>B</td>\n",
       "      <td>B5</td>\n",
       "      <td>Credit analyst</td>\n",
       "      <td>4 years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>65000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20131.0</td>\n",
       "      <td>53.3</td>\n",
       "      <td>27.0</td>\n",
       "      <td>f</td>\n",
       "      <td>INDIVIDUAL</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1076 Carney Fort Apt. 347\\r\\nLoganmouth, SD 05113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15600.0</td>\n",
       "      <td>36 months</td>\n",
       "      <td>10.49</td>\n",
       "      <td>506.97</td>\n",
       "      <td>B</td>\n",
       "      <td>B3</td>\n",
       "      <td>Statistician</td>\n",
       "      <td>&lt; 1 year</td>\n",
       "      <td>RENT</td>\n",
       "      <td>43057.0</td>\n",
       "      <td>...</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11987.0</td>\n",
       "      <td>92.2</td>\n",
       "      <td>26.0</td>\n",
       "      <td>f</td>\n",
       "      <td>INDIVIDUAL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87025 Mark Dale Apt. 269\\r\\nNew Sabrina, WV 05113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7200.0</td>\n",
       "      <td>36 months</td>\n",
       "      <td>6.49</td>\n",
       "      <td>220.65</td>\n",
       "      <td>A</td>\n",
       "      <td>A2</td>\n",
       "      <td>Client Advocate</td>\n",
       "      <td>6 years</td>\n",
       "      <td>RENT</td>\n",
       "      <td>54000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5472.0</td>\n",
       "      <td>21.5</td>\n",
       "      <td>13.0</td>\n",
       "      <td>f</td>\n",
       "      <td>INDIVIDUAL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>823 Reid Ford\\r\\nDelacruzside, MA 00813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24375.0</td>\n",
       "      <td>60 months</td>\n",
       "      <td>17.27</td>\n",
       "      <td>609.33</td>\n",
       "      <td>C</td>\n",
       "      <td>C5</td>\n",
       "      <td>Destiny Management Inc.</td>\n",
       "      <td>9 years</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>55000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24584.0</td>\n",
       "      <td>69.8</td>\n",
       "      <td>43.0</td>\n",
       "      <td>f</td>\n",
       "      <td>INDIVIDUAL</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>679 Luna Roads\\r\\nGreggshire, VA 11650</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   loan_amnt        term  int_rate  installment grade sub_grade  \\\n",
       "0    10000.0   36 months     11.44       329.48     B        B4   \n",
       "1     8000.0   36 months     11.99       265.68     B        B5   \n",
       "2    15600.0   36 months     10.49       506.97     B        B3   \n",
       "3     7200.0   36 months      6.49       220.65     A        A2   \n",
       "4    24375.0   60 months     17.27       609.33     C        C5   \n",
       "\n",
       "                 emp_title emp_length home_ownership  annual_inc  ...  \\\n",
       "0                Marketing  10+ years           RENT    117000.0  ...   \n",
       "1          Credit analyst     4 years       MORTGAGE     65000.0  ...   \n",
       "2             Statistician   < 1 year           RENT     43057.0  ...   \n",
       "3          Client Advocate    6 years           RENT     54000.0  ...   \n",
       "4  Destiny Management Inc.    9 years       MORTGAGE     55000.0  ...   \n",
       "\n",
       "  open_acc pub_rec revol_bal revol_util total_acc  initial_list_status  \\\n",
       "0     16.0     0.0   36369.0       41.8      25.0                    w   \n",
       "1     17.0     0.0   20131.0       53.3      27.0                    f   \n",
       "2     13.0     0.0   11987.0       92.2      26.0                    f   \n",
       "3      6.0     0.0    5472.0       21.5      13.0                    f   \n",
       "4     13.0     0.0   24584.0       69.8      43.0                    f   \n",
       "\n",
       "  application_type  mort_acc  pub_rec_bankruptcies  \\\n",
       "0       INDIVIDUAL       0.0                   0.0   \n",
       "1       INDIVIDUAL       3.0                   0.0   \n",
       "2       INDIVIDUAL       0.0                   0.0   \n",
       "3       INDIVIDUAL       0.0                   0.0   \n",
       "4       INDIVIDUAL       1.0                   0.0   \n",
       "\n",
       "                                             address  \n",
       "0     0174 Michelle Gateway\\r\\nMendozaberg, OK 22690  \n",
       "1  1076 Carney Fort Apt. 347\\r\\nLoganmouth, SD 05113  \n",
       "2  87025 Mark Dale Apt. 269\\r\\nNew Sabrina, WV 05113  \n",
       "3            823 Reid Ford\\r\\nDelacruzside, MA 00813  \n",
       "4             679 Luna Roads\\r\\nGreggshire, VA 11650  \n",
       "\n",
       "[5 rows x 27 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_data = pd.read_csv('lending_club_loan_two.csv')\n",
    "raw_data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "cYo6iefM3WLg"
   },
   "source": [
    "#  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "r3rrB60D3WLg"
   },
   "source": [
    "# Data Description"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
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    "colab_type": "code",
    "id": "zhTnbep_3WLh",
    "outputId": "dce7d6f6-902c-4633-a075-031f4875fb89"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 396030 entries, 0 to 396029\n",
      "Data columns (total 27 columns):\n",
      " #   Column                Non-Null Count   Dtype  \n",
      "---  ------                --------------   -----  \n",
      " 0   loan_amnt             396030 non-null  float64\n",
      " 1   term                  396030 non-null  object \n",
      " 2   int_rate              396030 non-null  float64\n",
      " 3   installment           396030 non-null  float64\n",
      " 4   grade                 396030 non-null  object \n",
      " 5   sub_grade             396030 non-null  object \n",
      " 6   emp_title             373103 non-null  object \n",
      " 7   emp_length            377729 non-null  object \n",
      " 8   home_ownership        396030 non-null  object \n",
      " 9   annual_inc            396030 non-null  float64\n",
      " 10  verification_status   396030 non-null  object \n",
      " 11  issue_d               396030 non-null  object \n",
      " 12  loan_status           396030 non-null  object \n",
      " 13  purpose               396030 non-null  object \n",
      " 14  title                 394275 non-null  object \n",
      " 15  dti                   396030 non-null  float64\n",
      " 16  earliest_cr_line      396030 non-null  object \n",
      " 17  open_acc              396030 non-null  float64\n",
      " 18  pub_rec               396030 non-null  float64\n",
      " 19  revol_bal             396030 non-null  float64\n",
      " 20  revol_util            395754 non-null  float64\n",
      " 21  total_acc             396030 non-null  float64\n",
      " 22  initial_list_status   396030 non-null  object \n",
      " 23  application_type      396030 non-null  object \n",
      " 24  mort_acc              358235 non-null  float64\n",
      " 25  pub_rec_bankruptcies  395495 non-null  float64\n",
      " 26  address               396030 non-null  object \n",
      "dtypes: float64(12), object(15)\n",
      "memory usage: 81.6+ MB\n"
     ]
    }
   ],
   "source": [
    "data = raw_data.copy()\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 308
    },
    "colab_type": "code",
    "id": "UgI2l2NE3WLk",
    "outputId": "2c478a3b-4590-41bd-9b93-1b79cd2f8d0e"
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   "outputs": [
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       "<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>loan_amnt</th>\n",
       "      <th>int_rate</th>\n",
       "      <th>installment</th>\n",
       "      <th>annual_inc</th>\n",
       "      <th>dti</th>\n",
       "      <th>open_acc</th>\n",
       "      <th>pub_rec</th>\n",
       "      <th>revol_bal</th>\n",
       "      <th>revol_util</th>\n",
       "      <th>total_acc</th>\n",
       "      <th>mort_acc</th>\n",
       "      <th>pub_rec_bankruptcies</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>396030.000000</td>\n",
       "      <td>396030.000000</td>\n",
       "      <td>396030.000000</td>\n",
       "      <td>3.960300e+05</td>\n",
       "      <td>396030.000000</td>\n",
       "      <td>396030.000000</td>\n",
       "      <td>396030.000000</td>\n",
       "      <td>3.960300e+05</td>\n",
       "      <td>395754.000000</td>\n",
       "      <td>396030.000000</td>\n",
       "      <td>358235.000000</td>\n",
       "      <td>395495.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>14113.888089</td>\n",
       "      <td>13.639400</td>\n",
       "      <td>431.849698</td>\n",
       "      <td>7.420318e+04</td>\n",
       "      <td>17.379514</td>\n",
       "      <td>11.311153</td>\n",
       "      <td>0.178191</td>\n",
       "      <td>1.584454e+04</td>\n",
       "      <td>53.791749</td>\n",
       "      <td>25.414744</td>\n",
       "      <td>1.813991</td>\n",
       "      <td>0.121648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>8357.441341</td>\n",
       "      <td>4.472157</td>\n",
       "      <td>250.727790</td>\n",
       "      <td>6.163762e+04</td>\n",
       "      <td>18.019092</td>\n",
       "      <td>5.137649</td>\n",
       "      <td>0.530671</td>\n",
       "      <td>2.059184e+04</td>\n",
       "      <td>24.452193</td>\n",
       "      <td>11.886991</td>\n",
       "      <td>2.147930</td>\n",
       "      <td>0.356174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>500.000000</td>\n",
       "      <td>5.320000</td>\n",
       "      <td>16.080000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>8000.000000</td>\n",
       "      <td>10.490000</td>\n",
       "      <td>250.330000</td>\n",
       "      <td>4.500000e+04</td>\n",
       "      <td>11.280000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.025000e+03</td>\n",
       "      <td>35.800000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>12000.000000</td>\n",
       "      <td>13.330000</td>\n",
       "      <td>375.430000</td>\n",
       "      <td>6.400000e+04</td>\n",
       "      <td>16.910000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.118100e+04</td>\n",
       "      <td>54.800000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>20000.000000</td>\n",
       "      <td>16.490000</td>\n",
       "      <td>567.300000</td>\n",
       "      <td>9.000000e+04</td>\n",
       "      <td>22.980000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.962000e+04</td>\n",
       "      <td>72.900000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>40000.000000</td>\n",
       "      <td>30.990000</td>\n",
       "      <td>1533.810000</td>\n",
       "      <td>8.706582e+06</td>\n",
       "      <td>9999.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>86.000000</td>\n",
       "      <td>1.743266e+06</td>\n",
       "      <td>892.300000</td>\n",
       "      <td>151.000000</td>\n",
       "      <td>34.000000</td>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           loan_amnt       int_rate    installment    annual_inc  \\\n",
       "count  396030.000000  396030.000000  396030.000000  3.960300e+05   \n",
       "mean    14113.888089      13.639400     431.849698  7.420318e+04   \n",
       "std      8357.441341       4.472157     250.727790  6.163762e+04   \n",
       "min       500.000000       5.320000      16.080000  0.000000e+00   \n",
       "25%      8000.000000      10.490000     250.330000  4.500000e+04   \n",
       "50%     12000.000000      13.330000     375.430000  6.400000e+04   \n",
       "75%     20000.000000      16.490000     567.300000  9.000000e+04   \n",
       "max     40000.000000      30.990000    1533.810000  8.706582e+06   \n",
       "\n",
       "                 dti       open_acc        pub_rec     revol_bal  \\\n",
       "count  396030.000000  396030.000000  396030.000000  3.960300e+05   \n",
       "mean       17.379514      11.311153       0.178191  1.584454e+04   \n",
       "std        18.019092       5.137649       0.530671  2.059184e+04   \n",
       "min         0.000000       0.000000       0.000000  0.000000e+00   \n",
       "25%        11.280000       8.000000       0.000000  6.025000e+03   \n",
       "50%        16.910000      10.000000       0.000000  1.118100e+04   \n",
       "75%        22.980000      14.000000       0.000000  1.962000e+04   \n",
       "max      9999.000000      90.000000      86.000000  1.743266e+06   \n",
       "\n",
       "          revol_util      total_acc       mort_acc  pub_rec_bankruptcies  \n",
       "count  395754.000000  396030.000000  358235.000000         395495.000000  \n",
       "mean       53.791749      25.414744       1.813991              0.121648  \n",
       "std        24.452193      11.886991       2.147930              0.356174  \n",
       "min         0.000000       2.000000       0.000000              0.000000  \n",
       "25%        35.800000      17.000000       0.000000              0.000000  \n",
       "50%        54.800000      24.000000       1.000000              0.000000  \n",
       "75%        72.900000      32.000000       3.000000              0.000000  \n",
       "max       892.300000     151.000000      34.000000              8.000000  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "-CqZUZSm3WLo"
   },
   "source": [
    "#  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "aZnKh5Wi3WLo"
   },
   "source": [
    "# Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "HSdsLVjD3WLp"
   },
   "source": [
    "#### Since we are attempting to predict loan_status, let's create a countplot to observe how balanced the data is."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 335
    },
    "colab_type": "code",
    "id": "RyHyTdWE3WLp",
    "outputId": "153cb556-c1b7-49b3-e1a1-4c4ced10416f"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "sns.countplot(data['loan_status'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "9GVgBnzG3WLt"
   },
   "source": [
    "##### This is an imbalanced dataset. There are much more customers that fully paid the loan than the number of customers that did'nt repay the loan and were charged off."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "rY54u6vR3WLt"
   },
   "source": [
    "Let's explore the loan_amnt column. We will observe the distribution of loan amounts by plotiing a distribution plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 390
    },
    "colab_type": "code",
    "id": "Hn3JmHVz3WLu",
    "outputId": "14165549-ece2-4954-d384-8ee46e08076b"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,6))\n",
    "sns.distplot(data['loan_amnt'], color = '#01083d', kde=False) #Google 'hex color' to get the hexa code for the desired color \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "CIfFSwU23WLx"
   },
   "source": [
    "Most of the loans were taken as a round up number like 10000, 15000, 20000 rather than some arbitrary distribution of loan amount."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ZeJtY_9G3WLy"
   },
   "source": [
    "#  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "7k9rEc_-3WLy"
   },
   "source": [
    "### Correlation between features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 640
    },
    "colab_type": "code",
    "id": "LddyWgWj3WLz",
    "outputId": "4bf90a7c-7e11-43af-feac-3cf5a1f5313a"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,9))\n",
    "sns.heatmap(data.corr(), annot = True, cmap='YlGnBu')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "wAvV98Wr3WL2"
   },
   "source": [
    "##### An interesting fact to note here is that the loan_amnt and installment features are very highly correlated with each other. This is quite logical because the higher the loan amount, higher will be the installment and vice versa.\n",
    "\n",
    "##### Let's further explore the behaviour of these two feautures. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 388
    },
    "colab_type": "code",
    "id": "fBDjjFVF3WL2",
    "outputId": "11a8c0cd-abf1-4dcc-ecea-76238ab74871"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (12,6))\n",
    "sns.scatterplot(data['installment'], data['loan_amnt'], alpha = 0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "sfTNximV3WL7"
   },
   "source": [
    "As expected we can see a linear relationship between the two features."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "D-1HrGBW3WL7"
   },
   "source": [
    "#####   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Z_0rCNA73WL8"
   },
   "source": [
    "##### Let's observe the number of loans that were paid fully or charged off based on the amount of loan."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 335
    },
    "colab_type": "code",
    "id": "eW7kqZT-3WL8",
    "outputId": "481679cb-95f6-4213-92d8-6084b984e01e"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "sns.boxplot(x = 'loan_status', y='loan_amnt', data = data)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "NKwLK1lX3WMA"
   },
   "source": [
    "They are almost equal in numbers. However the loans that were charged off are slightly greater based on the loan amount. This is evident as often it is hard to pay off loan that are high in amount."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "_ouF0tJX3WMA"
   },
   "source": [
    "#####    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "CWrcsEYb3WMB"
   },
   "source": [
    "#### Let's explore the Grade and SubGrade columns that LendingClub attributes to the loans. What are the unique possible grades and subgrades?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "WSGnuIQf3WMB"
   },
   "source": [
    "#### Grades:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "colab_type": "code",
    "id": "Duod1ZN53WMC",
    "outputId": "e62171df-c769-4d8d-bf61-c0d9d0475cdb"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['B', 'A', 'C', 'E', 'D', 'F', 'G'], dtype=object)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['grade'].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "OPSkTh3o3WMF"
   },
   "source": [
    "#### Sub-grades:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 90
    },
    "colab_type": "code",
    "id": "PdljRl7C3WMG",
    "outputId": "50630c59-8d09-4932-c1c5-d9e9b870a494"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['B4', 'B5', 'B3', 'A2', 'C5', 'C3', 'A1', 'B2', 'C1', 'A5', 'E4',\n",
       "       'A4', 'A3', 'D1', 'C2', 'B1', 'D3', 'D5', 'D2', 'E1', 'E2', 'E5',\n",
       "       'F4', 'E3', 'D4', 'G1', 'F5', 'G2', 'C4', 'F1', 'F3', 'G5', 'G4',\n",
       "       'F2', 'G3'], dtype=object)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['sub_grade'].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "8XNk1Sa63WMJ"
   },
   "source": [
    "#### Let's explore grades in which the LendingClub lended a loan and check how many loans were fully paid or charged off."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 334
    },
    "colab_type": "code",
    "id": "4iTqlhJR3WMJ",
    "outputId": "cba8428e-2dd4-45a7-d131-b0ef06458e69"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,5))\n",
    "grade_order = sorted(data['grade'].unique())\n",
    "sns.countplot(x = 'grade', data= data, order = grade_order)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 334
    },
    "colab_type": "code",
    "id": "Ljli5vP23WMN",
    "outputId": "74a41e16-d776-4971-ea06-d7e52fd87392"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,5))\n",
    "grade_order = sorted(data['grade'].unique())\n",
    "sns.countplot(x = 'grade', data= data, hue = 'loan_status', order = grade_order)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ExxBsXbg3WMQ"
   },
   "source": [
    "#### Checking the same for the Sub-grades"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 335
    },
    "colab_type": "code",
    "id": "lvOEAoWD3WMQ",
    "outputId": "6ab0c773-921a-43d8-c90c-298c75e380e7"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,5))\n",
    "sub_grade_order = sorted(data['sub_grade'].unique())\n",
    "sns.countplot(x = 'sub_grade', data= data, order = sub_grade_order, palette='Spectral')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 335
    },
    "colab_type": "code",
    "id": "eW-qW-xC3WMT",
    "outputId": "ccd61f5c-e549-40ae-e008-6a7751db05e0"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,5))\n",
    "sub_grade_order = sorted(data['sub_grade'].unique())\n",
    "sns.countplot(x = 'sub_grade', data= data, hue = 'loan_status', order = sub_grade_order)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "h8V4Cc7y3WMW"
   },
   "source": [
    "Most of the amounts lies between B and D grades.\n",
    "\n",
    "However, the fully paid and charged off loans seems to be more or less equal in quantity along the F and G gardes. Let's further explore them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 280
    },
    "colab_type": "code",
    "id": "23MwGglc3WMW",
    "outputId": "c3755d69-333c-4a7b-faab-7e608c6c1e83"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fg_grades = data[(data['grade']=='F') | (data['grade']=='G')]\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "sub_grade_order = sorted(fg_grades['sub_grade'].unique())\n",
    "sns.countplot(x = 'sub_grade', data= fg_grades, hue = 'loan_status', order = sub_grade_order)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "NaLZ0c4v3WMb"
   },
   "source": [
    "The G grade has more or less equal number of paid and unpaid loans.\n",
    "\n",
    "The G5 sub-grade has an equal number of fully paid and charged off loans. The likelihood of both is 50%."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "HD2yMk5W3WMb"
   },
   "source": [
    "#####   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "FKGTmfFi3WMc"
   },
   "source": [
    "##### Finally we will create a new column where if the borrower fully paid the loan will have a value 1, and the customer who was charged off will be given 0."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "colab_type": "code",
    "id": "kEXi5dID3WMc",
    "outputId": "0fab42af-8eac-4bef-ebf9-970b5fe4f8ba"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Fully Paid', 'Charged Off'], dtype=object)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['loan_status'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "X3pCpFnX3WMf"
   },
   "outputs": [],
   "source": [
    "data['loan_repaid'] = data['loan_status'].map({'Fully Paid':1, 'Charged Off':0})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 348
    },
    "colab_type": "code",
    "id": "9oTu-SSj3WMh",
    "outputId": "ba11e55a-02ff-4012-b0a6-ff59ceb457ec"
   },
   "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>loan_status</th>\n",
       "      <th>loan_repaid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Charged Off</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   loan_status  loan_repaid\n",
       "0   Fully Paid            1\n",
       "1   Fully Paid            1\n",
       "2   Fully Paid            1\n",
       "3   Fully Paid            1\n",
       "4  Charged Off            0\n",
       "5   Fully Paid            1\n",
       "6   Fully Paid            1\n",
       "7   Fully Paid            1\n",
       "8   Fully Paid            1\n",
       "9   Fully Paid            1"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[['loan_status','loan_repaid']].head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "lVHNfaWf3WMl"
   },
   "source": [
    "#  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 437
    },
    "colab_type": "code",
    "id": "yZFnS59C3WMl",
    "outputId": "87dc0216-beee-461a-a720-370837794780"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,5))\n",
    "data.corrwith(data['loan_repaid']).sort_values().drop('loan_repaid').plot(kind='bar', color = 'red')\n",
    "plt.title('Correlation with Loan repayment (bar plot) ', fontsize= 15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "papIVuDp3WMo"
   },
   "source": [
    "#### Here it is observed that interest rate has a high negative correlation with loan_repaid. This makes sense as a customer will find irt difficult to repay a loan which has a high interest rate."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "cY2MfaKA3WMo"
   },
   "source": [
    "Let's observe this closely with a boxplot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 389
    },
    "colab_type": "code",
    "id": "y8cUtcDb3WMp",
    "outputId": "0440e23c-b4e5-4904-8f7a-b5f820d2e225"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "sns.boxenplot(data['loan_repaid'], data['int_rate'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "r0Tc6v0w3WMr"
   },
   "source": [
    "##### Loan amounts with lower interest rates have high chance of getting repaid , wheres amounts that have a higher interest rate have a high chance of being charged off"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "GkAbBx553WMs"
   },
   "source": [
    "#   "
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "collapsed_sections": [
    "CWrcsEYb3WMB",
    "Cxwn6Fam3WNP",
    "aRduiLO73WOE"
   ],
   "name": "Loan Repayment prediction.ipynb",
   "provenance": [],
   "toc_visible": true
  },
  "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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}