_Predictive-Analysis-Using-Social-Profile-in-Online-P2P-Lending-Market-DATCS88F.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "f4347c3e-65ca-4e53-a84d-9dd4a6fd5802",
   "metadata": {},
   "outputs": [],
   "source": [
    "#importing libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "37545fa5-f723-4007-80e4-464056898ec1",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.9/site-packages/IPython/core/interactiveshell.py:3444: DtypeWarning: Columns (21,22,48) have mixed types.Specify dtype option on import or set low_memory=False.\n",
      "  exec(code_obj, self.user_global_ns, self.user_ns)\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ListingKey</th>\n",
       "      <th>ListingNumber</th>\n",
       "      <th>ListingCreationDate</th>\n",
       "      <th>CreditGrade</th>\n",
       "      <th>Term</th>\n",
       "      <th>LoanStatus</th>\n",
       "      <th>ClosedDate</th>\n",
       "      <th>BorrowerAPR</th>\n",
       "      <th>BorrowerRate</th>\n",
       "      <th>LenderYield</th>\n",
       "      <th>...</th>\n",
       "      <th>LP_ServiceFees</th>\n",
       "      <th>LP_CollectionFees</th>\n",
       "      <th>LP_GrossPrincipalLoss</th>\n",
       "      <th>LP_NetPrincipalLoss</th>\n",
       "      <th>LP_NonPrincipalRecoverypayments</th>\n",
       "      <th>PercentFunded</th>\n",
       "      <th>Recommendations</th>\n",
       "      <th>InvestmentFromFriendsCount</th>\n",
       "      <th>InvestmentFromFriendsAmount</th>\n",
       "      <th>Investors</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "<p>92572 rows × 81 columns</p>\n",
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      "text/plain": [
       "                    ListingKey  ListingNumber            ListingCreationDate  \\\n",
       "0      1021339766868145413AB3B         193129  2007-08-26 19:09:29.263000000   \n",
       "1      10273602499503308B223C1        1209647  2014-02-27 08:28:07.900000000   \n",
       "2      0EE9337825851032864889A          81716  2007-01-05 15:00:47.090000000   \n",
       "3      0EF5356002482715299901A         658116  2012-10-22 11:02:35.010000000   \n",
       "4      0F023589499656230C5E3E2         909464  2013-09-14 18:38:39.097000000   \n",
       "...                        ...            ...                            ...   \n",
       "92567  C75B3416169159130B42876         298735  2008-03-24 21:14:50.583000000   \n",
       "92568  AA4235865330944376313A9         875559  2013-08-21 06:48:48.050000000   \n",
       "92569  AA4B3531893785028DD034C         539841  2011-11-18 12:10:09.773000000   \n",
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       "92571  AA58359719809679593B4F5        1078427  2013-12-15 05:45:23.353000000   \n",
       "\n",
       "      CreditGrade  Term  LoanStatus           ClosedDate  BorrowerAPR  \\\n",
       "0               C    36   Completed  2009-08-14 00:00:00      0.16516   \n",
       "1             NaN    36     Current                  NaN      0.12016   \n",
       "2              HR    36   Completed  2009-12-17 00:00:00      0.28269   \n",
       "3             NaN    36     Current                  NaN      0.12528   \n",
       "4             NaN    36     Current                  NaN      0.24614   \n",
       "...           ...   ...         ...                  ...          ...   \n",
       "92567           A    36  Chargedoff  2009-05-01 00:00:00      0.21430   \n",
       "92568         NaN    36   Completed  2014-01-14 00:00:00      0.08325   \n",
       "92569         NaN    60  Chargedoff  2012-10-03 00:00:00      0.29495   \n",
       "92570         NaN    36  Chargedoff  2013-05-02 00:00:00      0.35132   \n",
       "92571         NaN    60   Completed                  NaN          NaN   \n",
       "\n",
       "       BorrowerRate  LenderYield  ...  LP_ServiceFees  LP_CollectionFees  \\\n",
       "0            0.1580       0.1380  ...         -133.18                0.0   \n",
       "1            0.0920       0.0820  ...            0.00                0.0   \n",
       "2            0.2750       0.2400  ...          -24.20                0.0   \n",
       "3            0.0974       0.0874  ...         -108.01                0.0   \n",
       "4            0.2085       0.1985  ...          -60.27                0.0   \n",
       "...             ...          ...  ...             ...                ...   \n",
       "92567        0.1995       0.1895  ...         -148.56                0.0   \n",
       "92568        0.0699       0.0599  ...          -14.24                0.0   \n",
       "92569        0.2687       0.2587  ...          -32.73                0.0   \n",
       "92570        0.3149       0.3049  ...          -72.19                0.0   \n",
       "92571           NaN          NaN  ...             NaN                NaN   \n",
       "\n",
       "       LP_GrossPrincipalLoss  LP_NetPrincipalLoss  \\\n",
       "0                       0.00                 0.00   \n",
       "1                       0.00                 0.00   \n",
       "2                       0.00                 0.00   \n",
       "3                       0.00                 0.00   \n",
       "4                       0.00                 0.00   \n",
       "...                      ...                  ...   \n",
       "92567               19833.13             19833.13   \n",
       "92568                   0.00                 0.00   \n",
       "92569                9661.44              9661.44   \n",
       "92570                5554.09              5554.09   \n",
       "92571                    NaN                  NaN   \n",
       "\n",
       "      LP_NonPrincipalRecoverypayments  PercentFunded  Recommendations  \\\n",
       "0                                 0.0            1.0              0.0   \n",
       "1                                 0.0            1.0              0.0   \n",
       "2                                 0.0            1.0              0.0   \n",
       "3                                 0.0            1.0              0.0   \n",
       "4                                 0.0            1.0              0.0   \n",
       "...                               ...            ...              ...   \n",
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       "92568                             0.0            1.0              0.0   \n",
       "92569                             0.0            1.0              0.0   \n",
       "92570                             0.0            1.0              0.0   \n",
       "92571                             NaN            NaN              NaN   \n",
       "\n",
       "      InvestmentFromFriendsCount InvestmentFromFriendsAmount Investors  \n",
       "0                            0.0                         0.0     258.0  \n",
       "1                            0.0                         0.0       1.0  \n",
       "2                            0.0                         0.0      41.0  \n",
       "3                            0.0                         0.0     158.0  \n",
       "4                            0.0                         0.0      20.0  \n",
       "...                          ...                         ...       ...  \n",
       "92567                        0.0                         0.0     386.0  \n",
       "92568                        0.0                         0.0      96.0  \n",
       "92569                        0.0                         0.0     148.0  \n",
       "92570                        0.0                         0.0      12.0  \n",
       "92571                        NaN                         NaN       NaN  \n",
       "\n",
       "[92572 rows x 81 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('prosperLoanData.csv')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "97e5e639-3624-4746-9710-73a79e7294e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>ListingKey</th>\n",
       "      <th>ListingNumber</th>\n",
       "      <th>ListingCreationDate</th>\n",
       "      <th>CreditGrade</th>\n",
       "      <th>Term</th>\n",
       "      <th>LoanStatus</th>\n",
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       "      <th>LP_CollectionFees</th>\n",
       "      <th>LP_GrossPrincipalLoss</th>\n",
       "      <th>LP_NetPrincipalLoss</th>\n",
       "      <th>LP_NonPrincipalRecoverypayments</th>\n",
       "      <th>PercentFunded</th>\n",
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       "      <th>InvestmentFromFriendsAmount</th>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>258.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10273602499503308B223C1</td>\n",
       "      <td>1209647</td>\n",
       "      <td>2014-02-27 08:28:07.900000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36</td>\n",
       "      <td>Current</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.12016</td>\n",
       "      <td>0.0920</td>\n",
       "      <td>0.0820</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0EE9337825851032864889A</td>\n",
       "      <td>81716</td>\n",
       "      <td>2007-01-05 15:00:47.090000000</td>\n",
       "      <td>HR</td>\n",
       "      <td>36</td>\n",
       "      <td>Completed</td>\n",
       "      <td>2009-12-17 00:00:00</td>\n",
       "      <td>0.28269</td>\n",
       "      <td>0.2750</td>\n",
       "      <td>0.2400</td>\n",
       "      <td>...</td>\n",
       "      <td>-24.20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0EF5356002482715299901A</td>\n",
       "      <td>658116</td>\n",
       "      <td>2012-10-22 11:02:35.010000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36</td>\n",
       "      <td>Current</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.12528</td>\n",
       "      <td>0.0974</td>\n",
       "      <td>0.0874</td>\n",
       "      <td>...</td>\n",
       "      <td>-108.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>158.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0F023589499656230C5E3E2</td>\n",
       "      <td>909464</td>\n",
       "      <td>2013-09-14 18:38:39.097000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36</td>\n",
       "      <td>Current</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.24614</td>\n",
       "      <td>0.2085</td>\n",
       "      <td>0.1985</td>\n",
       "      <td>...</td>\n",
       "      <td>-60.27</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 81 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                ListingKey  ListingNumber            ListingCreationDate  \\\n",
       "0  1021339766868145413AB3B         193129  2007-08-26 19:09:29.263000000   \n",
       "1  10273602499503308B223C1        1209647  2014-02-27 08:28:07.900000000   \n",
       "2  0EE9337825851032864889A          81716  2007-01-05 15:00:47.090000000   \n",
       "3  0EF5356002482715299901A         658116  2012-10-22 11:02:35.010000000   \n",
       "4  0F023589499656230C5E3E2         909464  2013-09-14 18:38:39.097000000   \n",
       "\n",
       "  CreditGrade  Term LoanStatus           ClosedDate  BorrowerAPR  \\\n",
       "0           C    36  Completed  2009-08-14 00:00:00      0.16516   \n",
       "1         NaN    36    Current                  NaN      0.12016   \n",
       "2          HR    36  Completed  2009-12-17 00:00:00      0.28269   \n",
       "3         NaN    36    Current                  NaN      0.12528   \n",
       "4         NaN    36    Current                  NaN      0.24614   \n",
       "\n",
       "   BorrowerRate  LenderYield  ...  LP_ServiceFees  LP_CollectionFees  \\\n",
       "0        0.1580       0.1380  ...         -133.18                0.0   \n",
       "1        0.0920       0.0820  ...            0.00                0.0   \n",
       "2        0.2750       0.2400  ...          -24.20                0.0   \n",
       "3        0.0974       0.0874  ...         -108.01                0.0   \n",
       "4        0.2085       0.1985  ...          -60.27                0.0   \n",
       "\n",
       "   LP_GrossPrincipalLoss  LP_NetPrincipalLoss LP_NonPrincipalRecoverypayments  \\\n",
       "0                    0.0                  0.0                             0.0   \n",
       "1                    0.0                  0.0                             0.0   \n",
       "2                    0.0                  0.0                             0.0   \n",
       "3                    0.0                  0.0                             0.0   \n",
       "4                    0.0                  0.0                             0.0   \n",
       "\n",
       "   PercentFunded  Recommendations InvestmentFromFriendsCount  \\\n",
       "0            1.0              0.0                        0.0   \n",
       "1            1.0              0.0                        0.0   \n",
       "2            1.0              0.0                        0.0   \n",
       "3            1.0              0.0                        0.0   \n",
       "4            1.0              0.0                        0.0   \n",
       "\n",
       "  InvestmentFromFriendsAmount Investors  \n",
       "0                         0.0     258.0  \n",
       "1                         0.0       1.0  \n",
       "2                         0.0      41.0  \n",
       "3                         0.0     158.0  \n",
       "4                         0.0      20.0  \n",
       "\n",
       "[5 rows x 81 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#a quick look to the dataset of the CSV\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6dee257f-1fdc-45f4-b02f-477cce3c0e41",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method NDFrame.describe of                     ListingKey  ListingNumber            ListingCreationDate  \\\n",
       "0      1021339766868145413AB3B         193129  2007-08-26 19:09:29.263000000   \n",
       "1      10273602499503308B223C1        1209647  2014-02-27 08:28:07.900000000   \n",
       "2      0EE9337825851032864889A          81716  2007-01-05 15:00:47.090000000   \n",
       "3      0EF5356002482715299901A         658116  2012-10-22 11:02:35.010000000   \n",
       "4      0F023589499656230C5E3E2         909464  2013-09-14 18:38:39.097000000   \n",
       "...                        ...            ...                            ...   \n",
       "34538  88C13534449574285C8DBDD         546004  2011-12-21 09:54:04.040000000   \n",
       "34539  88CE3414286462840DEEA55         290856  2008-03-09 19:50:34.480000000   \n",
       "34540  88D035842805493359CBC46         837944  2013-07-13 13:11:06.503000000   \n",
       "34541  88DA354365998636669F6D8         572271  2012-03-26 11:35:58.540000000   \n",
       "34542  88E03530022300668AE0E82         533294  2011-10-17 12:24:26.773000000   \n",
       "\n",
       "      CreditGrade  Term LoanStatus           ClosedDate  BorrowerAPR  \\\n",
       "0               C    36  Completed  2009-08-14 00:00:00      0.16516   \n",
       "1             NaN    36    Current                  NaN      0.12016   \n",
       "2              HR    36  Completed  2009-12-17 00:00:00      0.28269   \n",
       "3             NaN    36    Current                  NaN      0.12528   \n",
       "4             NaN    36    Current                  NaN      0.24614   \n",
       "...           ...   ...        ...                  ...          ...   \n",
       "34538         NaN    36    Current                  NaN      0.28974   \n",
       "34539           C    36  Completed  2008-03-24 00:00:00      0.12562   \n",
       "34540         NaN    36    Current                  NaN      0.18214   \n",
       "34541         NaN    60    Current                  NaN      0.20358   \n",
       "34542         NaN    36  Completed  2013-09-10 00:00:00      0.11766   \n",
       "\n",
       "       BorrowerRate  LenderYield  ...  LP_ServiceFees  LP_CollectionFees  \\\n",
       "0            0.1580       0.1380  ...         -133.18                0.0   \n",
       "1            0.0920       0.0820  ...            0.00                0.0   \n",
       "2            0.2750       0.2400  ...          -24.20                0.0   \n",
       "3            0.0974       0.0874  ...         -108.01                0.0   \n",
       "4            0.2085       0.1985  ...          -60.27                0.0   \n",
       "...             ...          ...  ...             ...                ...   \n",
       "34538        0.2511       0.2411  ...         -156.28                0.0   \n",
       "34539        0.1045       0.0945  ...           -0.82                0.0   \n",
       "34540        0.1459       0.1359  ...          -54.81                0.0   \n",
       "34541        0.1845       0.1745  ...          -80.92                0.0   \n",
       "34542        0.0899       0.0799  ...             NaN                NaN   \n",
       "\n",
       "       LP_GrossPrincipalLoss  LP_NetPrincipalLoss  \\\n",
       "0                        0.0                  0.0   \n",
       "1                        0.0                  0.0   \n",
       "2                        0.0                  0.0   \n",
       "3                        0.0                  0.0   \n",
       "4                        0.0                  0.0   \n",
       "...                      ...                  ...   \n",
       "34538                    0.0                  0.0   \n",
       "34539                    0.0                  0.0   \n",
       "34540                    0.0                  0.0   \n",
       "34541                    0.0                  0.0   \n",
       "34542                    NaN                  NaN   \n",
       "\n",
       "      LP_NonPrincipalRecoverypayments  PercentFunded  Recommendations  \\\n",
       "0                                 0.0            1.0              0.0   \n",
       "1                                 0.0            1.0              0.0   \n",
       "2                                 0.0            1.0              0.0   \n",
       "3                                 0.0            1.0              0.0   \n",
       "4                                 0.0            1.0              0.0   \n",
       "...                               ...            ...              ...   \n",
       "34538                             0.0            1.0              0.0   \n",
       "34539                             0.0            1.0              0.0   \n",
       "34540                             0.0            1.0              0.0   \n",
       "34541                             0.0            1.0              0.0   \n",
       "34542                             NaN            NaN              NaN   \n",
       "\n",
       "      InvestmentFromFriendsCount InvestmentFromFriendsAmount Investors  \n",
       "0                            0.0                         0.0     258.0  \n",
       "1                            0.0                         0.0       1.0  \n",
       "2                            0.0                         0.0      41.0  \n",
       "3                            0.0                         0.0     158.0  \n",
       "4                            0.0                         0.0      20.0  \n",
       "...                          ...                         ...       ...  \n",
       "34538                        0.0                         0.0       1.0  \n",
       "34539                        0.0                         0.0      92.0  \n",
       "34540                        0.0                         0.0      89.0  \n",
       "34541                        0.0                         0.0      33.0  \n",
       "34542                        NaN                         NaN       NaN  \n",
       "\n",
       "[34543 rows x 81 columns]>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# some summary statistics\n",
    "df.describe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2130f3f9-cf94-4695-b4e3-67feedfb6230",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 34543 entries, 0 to 34542\n",
      "Data columns (total 81 columns):\n",
      " #   Column                               Non-Null Count  Dtype  \n",
      "---  ------                               --------------  -----  \n",
      " 0   ListingKey                           34543 non-null  object \n",
      " 1   ListingNumber                        34543 non-null  int64  \n",
      " 2   ListingCreationDate                  34543 non-null  object \n",
      " 3   CreditGrade                          8778 non-null   object \n",
      " 4   Term                                 34543 non-null  int64  \n",
      " 5   LoanStatus                           34543 non-null  object \n",
      " 6   ClosedDate                           16707 non-null  object \n",
      " 7   BorrowerAPR                          34538 non-null  float64\n",
      " 8   BorrowerRate                         34543 non-null  float64\n",
      " 9   LenderYield                          34543 non-null  float64\n",
      " 10  EstimatedEffectiveYield              25734 non-null  float64\n",
      " 11  EstimatedLoss                        25734 non-null  float64\n",
      " 12  EstimatedReturn                      25734 non-null  float64\n",
      " 13  ProsperRating (numeric)              25734 non-null  float64\n",
      " 14  ProsperRating (Alpha)                25734 non-null  object \n",
      " 15  ProsperScore                         25734 non-null  float64\n",
      " 16  ListingCategory (numeric)            34543 non-null  int64  \n",
      " 17  BorrowerState                        32886 non-null  object \n",
      " 18  Occupation                           33489 non-null  object \n",
      " 19  EmploymentStatus                     33883 non-null  object \n",
      " 20  EmploymentStatusDuration             32228 non-null  float64\n",
      " 21  IsBorrowerHomeowner                  34543 non-null  bool   \n",
      " 22  CurrentlyInGroup                     34543 non-null  bool   \n",
      " 23  GroupKey                             4038 non-null   object \n",
      " 24  DateCreditPulled                     34543 non-null  object \n",
      " 25  CreditScoreRangeLower                34365 non-null  float64\n",
      " 26  CreditScoreRangeUpper                34365 non-null  float64\n",
      " 27  FirstRecordedCreditLine              34337 non-null  object \n",
      " 28  CurrentCreditLines                   32238 non-null  float64\n",
      " 29  OpenCreditLines                      32238 non-null  float64\n",
      " 30  TotalCreditLinespast7years           34337 non-null  float64\n",
      " 31  OpenRevolvingAccounts                34543 non-null  int64  \n",
      " 32  OpenRevolvingMonthlyPayment          34543 non-null  float64\n",
      " 33  InquiriesLast6Months                 34337 non-null  float64\n",
      " 34  TotalInquiries                       34205 non-null  float64\n",
      " 35  CurrentDelinquencies                 34337 non-null  float64\n",
      " 36  AmountDelinquent                     32235 non-null  float64\n",
      " 37  DelinquenciesLast7Years              34250 non-null  float64\n",
      " 38  PublicRecordsLast10Years             34337 non-null  float64\n",
      " 39  PublicRecordsLast12Months            32238 non-null  float64\n",
      " 40  RevolvingCreditBalance               32238 non-null  float64\n",
      " 41  BankcardUtilization                  32238 non-null  float64\n",
      " 42  AvailableBankcardCredit              32254 non-null  float64\n",
      " 43  TotalTrades                          32254 non-null  float64\n",
      " 44  TradesNeverDelinquent (percentage)   32254 non-null  float64\n",
      " 45  TradesOpenedLast6Months              32254 non-null  float64\n",
      " 46  DebtToIncomeRatio                    31933 non-null  float64\n",
      " 47  IncomeRange                          34543 non-null  object \n",
      " 48  IncomeVerifiable                     34543 non-null  bool   \n",
      " 49  StatedMonthlyIncome                  34543 non-null  float64\n",
      " 50  LoanKey                              34543 non-null  object \n",
      " 51  TotalProsperLoans                    6639 non-null   float64\n",
      " 52  TotalProsperPaymentsBilled           6639 non-null   float64\n",
      " 53  OnTimeProsperPayments                6639 non-null   float64\n",
      " 54  ProsperPaymentsLessThanOneMonthLate  6639 non-null   float64\n",
      " 55  ProsperPaymentsOneMonthPlusLate      6639 non-null   float64\n",
      " 56  ProsperPrincipalBorrowed             6639 non-null   float64\n",
      " 57  ProsperPrincipalOutstanding          6639 non-null   float64\n",
      " 58  ScorexChangeAtTimeOfListing          5647 non-null   float64\n",
      " 59  LoanCurrentDaysDelinquent            34543 non-null  int64  \n",
      " 60  LoanFirstDefaultedCycleNumber        5103 non-null   float64\n",
      " 61  LoanMonthsSinceOrigination           34543 non-null  int64  \n",
      " 62  LoanNumber                           34543 non-null  int64  \n",
      " 63  LoanOriginalAmount                   34543 non-null  int64  \n",
      " 64  LoanOriginationDate                  34542 non-null  object \n",
      " 65  LoanOriginationQuarter               34542 non-null  object \n",
      " 66  MemberKey                            34542 non-null  object \n",
      " 67  MonthlyLoanPayment                   34542 non-null  float64\n",
      " 68  LP_CustomerPayments                  34542 non-null  float64\n",
      " 69  LP_CustomerPrincipalPayments         34542 non-null  float64\n",
      " 70  LP_InterestandFees                   34542 non-null  float64\n",
      " 71  LP_ServiceFees                       34542 non-null  float64\n",
      " 72  LP_CollectionFees                    34542 non-null  float64\n",
      " 73  LP_GrossPrincipalLoss                34542 non-null  float64\n",
      " 74  LP_NetPrincipalLoss                  34542 non-null  float64\n",
      " 75  LP_NonPrincipalRecoverypayments      34542 non-null  float64\n",
      " 76  PercentFunded                        34542 non-null  float64\n",
      " 77  Recommendations                      34542 non-null  float64\n",
      " 78  InvestmentFromFriendsCount           34542 non-null  float64\n",
      " 79  InvestmentFromFriendsAmount          34542 non-null  float64\n",
      " 80  Investors                            34542 non-null  float64\n",
      "dtypes: bool(3), float64(53), int64(8), object(17)\n",
      "memory usage: 20.7+ MB\n"
     ]
    }
   ],
   "source": [
    "#the complete nature of the data colums(Attributes)\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "bcdc776a-bb4d-400c-a9fd-b899eb23bd36",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "413948\n"
     ]
    }
   ],
   "source": [
    "#inspect missing values in the data sets\n",
    "print(df.isnull().values.sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "8be662e2-3847-4a82-b22b-3a1f3ddd9e30",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ListingKey                         0\n",
       "ListingNumber                      0\n",
       "ListingCreationDate                0\n",
       "CreditGrade                    69120\n",
       "Term                               0\n",
       "                               ...  \n",
       "PercentFunded                      1\n",
       "Recommendations                    1\n",
       "InvestmentFromFriendsCount         1\n",
       "InvestmentFromFriendsAmount        1\n",
       "Investors                          1\n",
       "Length: 81, dtype: int64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking for missing vlaues\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "e648a52a-be91-4c13-ae0c-50e1a6c25515",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ListingKey : ['1021339766868145413AB3B' '10273602499503308B223C1'\n",
      " '0EE9337825851032864889A' ... 'AA4B3531893785028DD034C'\n",
      " 'AA553528750421290B93746' 'AA58359719809679593B4F5']\n",
      "ListingNumber : [ 193129 1209647   81716 ...  539841  533701 1078427]\n",
      "ListingCreationDate : ['2007-08-26 19:09:29.263000000' '2014-02-27 08:28:07.900000000'\n",
      " '2007-01-05 15:00:47.090000000' ... '2011-11-18 12:10:09.773000000'\n",
      " '2011-10-17 17:28:28.487000000' '2013-12-15 05:45:23.353000000']\n",
      "CreditGrade : ['C' nan 'HR' 'AA' 'D' 'B' 'E' 'A' 'NC']\n",
      "Term : [36 60 12]\n",
      "LoanStatus : ['Completed' 'Current' 'Past Due (1-15 days)' 'Defaulted' 'Chargedoff'\n",
      " 'Past Due (16-30 days)' 'Cancelled' 'Past Due (61-90 days)'\n",
      " 'Past Due (31-60 days)' 'Past Due (91-120 days)' 'FinalPaymentInProgress'\n",
      " 'Past Due (>120 days)']\n",
      "ClosedDate : ['2009-08-14 00:00:00' nan '2009-12-17 00:00:00' ... '2006-08-02 00:00:00'\n",
      " '2006-09-20 00:00:00' '2007-06-10 00:00:00']\n",
      "BorrowerAPR : [0.16516 0.12016 0.28269 ... 0.23478 0.21339 0.17426]\n",
      "BorrowerRate : [0.158  0.092  0.275  ... 0.0489 0.1986    nan]\n",
      "LenderYield : [0.138  0.082  0.24   ... 0.0439 0.1886    nan]\n",
      "EstimatedEffectiveYield : [    nan  0.0796  0.0849 ...  0.0284  0.1771 -0.0108]\n",
      "EstimatedLoss : [   nan 0.0249 0.0925 0.0449 0.1275 0.0799 0.0099 0.089  0.0524 0.0274\n",
      " 0.0224 0.165  0.1225 0.1025 0.1575 0.1075 0.0649 0.021  0.0624 0.0399\n",
      " 0.038  0.1625 0.0424 0.013  0.0899 0.0595 0.1475 0.1175 0.0149 0.0724\n",
      " 0.0565 0.0699 0.0299 0.0474 0.0324 0.0774 0.119  0.1325 0.0674 0.13\n",
      " 0.0349 0.0824 0.112  0.0975 0.147  0.1375 0.0495 0.0124 0.1425 0.0849\n",
      " 0.149  0.142  0.0599 0.0749 0.0199 0.099  0.052  0.065  0.183  0.0574\n",
      " 0.1125 0.006  0.042  0.08   0.015  0.0874 0.087  0.098  0.0074 0.02\n",
      " 0.033  0.108  0.1    0.19   0.1675 0.0499 0.0549 0.0374 0.085  0.107\n",
      " 0.24   0.17   0.0174 0.05   0.146  0.035  0.366  0.18   0.105  0.088\n",
      " 0.026  0.1525 0.07   0.01   0.061  0.14   0.203  0.0155 0.0325 0.0195\n",
      " 0.345  0.0075 0.077  0.195  0.0765 0.0049 0.25   0.041  0.062  0.1725\n",
      " 0.1405 0.0085 0.047  0.095  0.145  0.084  0.1385 0.0135 0.118  0.0965]\n",
      "EstimatedReturn : [    nan  0.0547  0.06   ...  0.0284  0.1771 -0.0108]\n",
      "ProsperRating (numeric) : [nan  6.  3.  5.  2.  4.  7.  1.]\n",
      "ProsperRating (Alpha) : [nan 'A' 'D' 'B' 'E' 'C' 'AA' 'HR']\n",
      "ProsperScore : [nan  7.  9.  4. 10.  2. 11.  8.  5.  3.  6.  1.]\n",
      "ListingCategory (numeric) : [ 0.  2. 16.  1.  7. 13.  6. 15. 20. 19.  3. 18.  8.  4. 11. 14.  5.  9.\n",
      " 17. 10. 12. nan]\n",
      "BorrowerState : ['CO' 'GA' 'MN' 'NM' 'KS' 'CA' 'IL' 'MD' nan 'AL' 'AZ' 'VA' 'FL' 'PA' 'OR'\n",
      " 'MI' 'NY' 'LA' 'WI' 'OH' 'NC' 'WA' 'NV' 'NJ' 'TX' 'AR' 'SC' 'DE' 'MO'\n",
      " 'NE' 'UT' 'DC' 'MA' 'CT' 'IN' 'KY' 'OK' 'MS' 'WV' 'RI' 'TN' 'ID' 'MT'\n",
      " 'HI' 'NH' 'VT' 'WY' 'ME' 'AK' 'IA' 'SD' 'ND']\n",
      "Occupation : ['Other' 'Professional' 'Skilled Labor' 'Executive' 'Sales - Retail'\n",
      " 'Laborer' 'Food Service' 'Fireman' 'Waiter/Waitress' 'Construction'\n",
      " 'Computer Programmer' 'Sales - Commission' 'Retail Management'\n",
      " 'Engineer - Mechanical' 'Military Enlisted' 'Clerical' nan 'Teacher'\n",
      " 'Clergy' 'Accountant/CPA' 'Attorney' 'Nurse (RN)' 'Analyst'\n",
      " \"Nurse's Aide\" 'Investor' 'Realtor' 'Flight Attendant' 'Nurse (LPN)'\n",
      " 'Military Officer' 'Food Service Management' 'Truck Driver'\n",
      " 'Administrative Assistant' 'Police Officer/Correction Officer'\n",
      " 'Social Worker' 'Tradesman - Mechanic' 'Medical Technician' 'Professor'\n",
      " 'Postal Service' 'Civil Service' 'Pharmacist' 'Tradesman - Electrician'\n",
      " 'Scientist' 'Dentist' 'Engineer - Electrical' 'Architect' 'Landscaping'\n",
      " 'Tradesman - Carpenter' 'Bus Driver' 'Tradesman - Plumber'\n",
      " 'Engineer - Chemical' 'Doctor' 'Chemist' 'Student - College Senior'\n",
      " 'Principal' \"Teacher's Aide\" 'Pilot - Private/Commercial' 'Religious'\n",
      " 'Homemaker' 'Student - College Graduate Student'\n",
      " 'Student - Technical School' 'Psychologist' 'Biologist'\n",
      " 'Student - College Sophomore' 'Judge' 'Student - College Junior'\n",
      " 'Car Dealer' 'Student - Community College' 'Student - College Freshman']\n",
      "EmploymentStatus : ['Self-employed' 'Employed' 'Not available' 'Full-time' 'Other' nan\n",
      " 'Not employed' 'Part-time' 'Retired']\n",
      "EmploymentStatusDuration : [  2.  44.  nan 113.  82. 172. 103. 269. 300.  19.   1.  98.  35. 121.\n",
      " 133. 179.  18. 175.  36.  68.   3.  91.  15.  25.  10.  48.  16.   7.\n",
      " 426.  55. 112. 361. 539. 276.  76.  32.  28.  90. 145.  43.   0. 209.\n",
      "  61.  51. 155.  89.  80. 195. 427.  70.  34.  12.  37. 141.  84. 213.\n",
      "  72.  21. 173.  47. 117.  93. 131. 127.   5. 166.  33.  42.  30. 189.\n",
      " 192. 193.  94.  29.  27. 279.  24.  23.  56. 130. 232. 125. 180.   8.\n",
      " 107.  52.  13. 551. 126. 111.  20. 249.  39. 395. 259. 124.   4.  57.\n",
      " 265.  83.  22. 198. 201. 109. 200.  79.   9. 247. 281. 381. 108.  14.\n",
      "  87. 120. 110.  71.  41. 158. 211.  54.  60.  67. 169. 311. 187. 116.\n",
      "  26. 106. 134. 114.  75. 178. 287. 308. 534.  85. 101. 105. 181. 157.\n",
      "  74.  53. 227.  11.  46.  73.  59. 384.  95. 347.  63.  49. 214.  17.\n",
      " 182. 154.  31. 146. 380.  77.  62. 119.  66.  38. 221. 163. 413.  78.\n",
      " 225.  96.  40. 250. 151.  65. 160.  58. 170. 191. 122. 164.  64. 216.\n",
      "  69.   6.  45. 190.  50. 320. 135. 220. 284. 132. 226. 174. 407. 115.\n",
      " 162. 104. 296. 400. 456. 118. 367. 368. 277. 446. 136. 340. 409. 129.\n",
      " 230. 362.  97. 264. 222. 148.  86. 102. 177. 161. 349. 223. 330.  99.\n",
      " 258. 140. 256. 208. 289. 305.  92. 167. 100. 156. 338. 149. 355. 144.\n",
      " 309. 150. 238. 450. 306. 378. 194. 261. 234. 291. 210. 240. 231. 248.\n",
      " 185. 139. 517. 398. 390. 363. 215. 186. 318. 207. 137. 312. 316. 244.\n",
      " 342. 224. 253. 424. 547. 205. 294. 217. 323. 143. 329. 346. 241. 310.\n",
      " 319. 337. 442.  88. 302. 295. 298. 123. 325. 376. 431. 270. 142. 333.\n",
      " 324. 313. 138. 360. 245. 153. 321.  81. 469. 252. 152. 255. 202. 203.\n",
      " 344. 196. 183. 359. 159. 188. 336. 348. 176. 399. 335. 254. 293. 382.\n",
      " 445. 374. 350. 184. 272. 171. 275. 299. 491. 331. 271. 334. 147. 357.\n",
      " 237. 443. 219. 128. 304. 303. 341. 366. 464. 507. 229. 492. 343. 212.\n",
      " 273. 278. 354. 233. 438. 285. 236. 332. 301. 165. 235. 520. 315. 257.\n",
      " 206. 168. 228. 461. 292. 414. 204. 199. 396. 416. 393. 458. 251. 197.\n",
      " 496. 421. 420. 243. 242. 267. 732. 246. 262. 401. 297. 356. 623. 288.\n",
      " 268. 352. 422. 415. 339. 370. 515. 447. 290. 423. 345. 428. 404. 263.\n",
      " 317. 410. 468. 392. 353. 266. 471. 286. 274. 322. 218. 475. 260. 476.\n",
      " 460. 307. 327. 538. 388. 239. 499. 494. 280. 373. 386. 497. 402. 432.\n",
      " 479. 473. 358. 556. 314. 486. 377. 283. 488. 405. 371. 528. 536. 435.\n",
      " 391. 351. 326. 406. 282. 397. 430. 389. 548. 425. 364. 451. 628. 387.\n",
      " 417. 505. 379. 529. 328. 372. 482. 480. 375. 403. 408. 454. 522. 434.\n",
      " 365. 369. 449. 444. 448. 418. 478. 590. 524. 433. 385. 589. 550. 504.\n",
      " 394. 419. 383. 532. 429. 474. 441. 487. 527. 506. 481. 535. 575. 508.\n",
      " 459. 411. 521. 477. 530. 639. 588. 510. 485. 472. 457. 490. 544. 572.\n",
      " 484. 437. 519. 526. 571. 462. 439. 455. 619. 452. 465. 685. 537. 489.\n",
      " 616. 516. 584. 463. 498. 467. 540. 555. 436. 626. 509. 580. 440. 466.\n",
      " 518. 512. 533. 570. 632. 583. 412. 582. 573. 564. 511. 453. 617. 562.\n",
      " 634. 541. 523. 755. 493. 678. 495. 558. 606. 470. 514. 648. 567. 662.\n",
      " 733. 690. 647. 542. 513. 649. 637. 610. 635. 557. 500. 554. 501. 568.\n",
      " 561. 559. 745. 653. 622. 560. 644. 672. 593. 599.]\n",
      "IsBorrowerHomeowner : [True False nan]\n",
      "CurrentlyInGroup : [True False nan]\n",
      "GroupKey : [nan '783C3371218786870A73D20' 'EF543365873906104DC9A04'\n",
      " '6C2E3384236387493493CB6' '67033364510034901E33BC7'\n",
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      " '3C9033902067880127E3A89' 'C506336436884701891E267'\n",
      " 'C4F333643510775987F047C' '532B3389112277685F56FA5'\n",
      " 'BB28338433972103557DBE9' '4C3F3368240679287EC3BA9'\n",
      " '556E3374266840124335316' '65033392505519935D85600'\n",
      " '076F3370555199005027502' '7706336517312976397E625'\n",
      " '99BC337387113328287F9B1' 'C2E63365987032131F1ADA8'\n",
      " '653733801322405795AC3F2' 'C846336482206839928D78F'\n",
      " '0B1133652886283439F72CF' 'C08E336557955239372B0E1'\n",
      " 'B95F3382722872820B7881A' '4F5633883863162905101CB'\n",
      " 'A0403385221736556017922' '83EF3397519618052417728'\n",
      " '45C63396277529086AECD19' 'F129338528226588668E219'\n",
      " 'EC153383252619302E6E21E' 'CB6233962419837197A1968'\n",
      " '61C4337871244508050EC58' '6C4C341382562991776B3D8'\n",
      " '3FEE3365343939762652BAB' '604433652538041689AF794'\n",
      " 'F168337060212359691ED30' 'B9313365955607285D234BE'\n",
      " '949E33681715508075FDE1C' '0F8933874822904859CED79'\n",
      " 'D39F33645122407952B26C6' '1CF633892588290953B499A'\n",
      " '172B3380995135605C0F9DC' 'BFDA337705825388653614A'\n",
      " '8AEA3377774253373F645F5' '5C853364706053274374711'\n",
      " '43A03384054523243B7F499' '56B13404731905640911BAB'\n",
      " '88533385613667150840F0D' '2FB83380171626048D0CD64'\n",
      " '97B6341966636489646D802']\n",
      "DateCreditPulled : ['2007-08-26 18:41:46.780000000' '2014-02-27 08:28:14'\n",
      " '2007-01-02 14:09:10.060000000' ... '2011-12-29 13:30:39'\n",
      " '2011-10-17 17:28:26' nan]\n",
      "CreditScoreRangeLower : [640. 680. 480. 800. 740. 700. 820. 760. 660. 620. 720. 520. 780. 600.\n",
      " 580. 540. 560. 500. 840. 860.  nan 460.   0. 880. 440. 420.]\n",
      "CreditScoreRangeUpper : [659. 699. 499. 819. 759. 719. 839. 779. 679. 639. 739. 539. 799. 619.\n",
      " 599. 559. 579. 519. 859. 879.  nan 479.  19. 899. 459. 439.]\n",
      "FirstRecordedCreditLine : ['2001-10-11 00:00:00' '1996-03-18 00:00:00' '2002-07-27 00:00:00' ...\n",
      " '1986-03-19 00:00:00' '1982-07-17 00:00:00' '1981-01-25 00:00:00']\n",
      "CurrentCreditLines : [ 5. 14. nan 19. 21. 10.  6. 17.  2.  9. 25. 15.  4.  7. 16. 24.  0.  8.\n",
      " 12. 13. 11. 18. 20. 28.  3.  1. 22. 30. 33. 23. 38. 27. 26. 36. 29. 32.\n",
      " 37. 31. 35. 34. 44. 42. 40. 39. 48. 54. 41. 52. 45. 47. 56. 43. 59. 51.\n",
      " 46.]\n",
      "OpenCreditLines : [ 4. 14. nan  5. 19. 17.  7.  6. 16.  2.  8. 22.  9. 15. 21.  0.  3. 11.\n",
      " 18. 12. 13. 10. 28. 25. 20. 24.  1. 27. 37. 26. 32. 23. 29. 35. 34. 30.\n",
      " 38. 31. 33. 40. 42. 54. 39. 43. 36. 41. 44. 45. 48. 51.]\n",
      "TotalCreditLinespast7years : [ 12.  29.   3.  49.  20.  10.  32.  56.  18.  48.  36.  34.  24.  23.\n",
      "  13.  51.  16.   7.  50.  19.  21.  30.  17.  47.  39.   6.  28.  44.\n",
      "  15.  31.  53.  33.  41.  27.   9.  42.  57.  37.  22.  25.  35.  62.\n",
      "  14.  54.  75.  26.  11.  43.  38.  40.  45.  46.   8.  52.  65.  nan\n",
      "   5.  61.  55.  58.  68.   4.  80.  81.   2.  67.  76.  63.  60.  72.\n",
      "  69.  77.  66.  59.  74.  64. 106.  98. 109.  92.  85.  86.  71.  89.\n",
      " 103.  88.  73.  70.  95.  78.  83.  93.  84.  91. 118.  79. 127.  82.\n",
      "  94.  87.  97. 102. 105. 129. 108. 107.  96.  90. 101. 115. 112. 110.\n",
      " 125. 124. 136.]\n",
      "OpenRevolvingAccounts : [ 1. 13.  0.  7.  6.  5. 12.  4.  8. 20.  3. 16.  2. 11. 10. 19. 15.  9.\n",
      " 14. 25. 17. 18. 23. 35. 24. 26. 21. 22. 27. 29. 32. 30. 31. 28. 34. 36.\n",
      " 33. 44. 38. 41. 37. 47. 39. 40. 51. 46. 49. nan]\n",
      "OpenRevolvingMonthlyPayment : [  24.  389.    0. ... 2775. 2285.   nan]\n",
      "InquiriesLast6Months : [ 3.  0.  1.  7.  2.  5.  4. 11.  6.  9. 44. nan  8. 12. 19. 42. 27. 10.\n",
      " 15. 13. 21. 17. 38. 16. 14. 18. 22. 25. 28. 20. 23. 26. 29. 24. 40. 41.\n",
      " 30. 33. 31. 32. 34. 35. 36. 63. 97. 37. 46. 52.]\n",
      "TotalInquiries : [  3.   5.   1.   9.   2.   0.  16.   6.   4.  17.   8.  10.  12.  11.\n",
      "   7.  13.  20.  23.  28.  18.  24.  34.  30.  51.  22.  nan  40.  15.\n",
      "  19.  14.  21.  29.  27.  26. 117.  35.  25.  36.  60.  50.  31.  33.\n",
      "  55.  39.  37.  38.  41.  32.  48.  47.  42.  70.  44.  46.  58.  53.\n",
      "  43.  45.  54.  74.  59.  52.  49.  64.  57.  97.  68.  87.  85.  90.\n",
      " 113.  67.  61.  82.  62.  63.  78.  66.  56.  76.  72. 109.  96. 106.\n",
      "  80.  71.  65.  83.  69.  93. 103. 112.  89.  86. 379.  75. 105.  79.\n",
      "  77.]\n",
      "CurrentDelinquencies : [ 2.  0.  1.  4.  3. 14. 20.  6.  5. 13.  9.  8. nan 11. 18. 12. 19. 22.\n",
      " 17. 21. 16.  7. 10. 25. 15. 23. 24. 27. 26. 41. 28. 33. 36. 64. 32. 30.\n",
      " 31. 59. 50. 57. 39. 45. 35.]\n",
      "AmountDelinquent : [  472.     0.    nan ...  5171. 17252. 20128.]\n",
      "DelinquenciesLast7Years : [ 4.  0. 14. 28.  1. 12.  5.  8. 10. 27. 51. 15. 52.  3. 29. 18.  2. 42.\n",
      " 72. 64. 73. 30. 11.  7.  6. 25. 17. 20. 23. 36. 21. 33. 13. 83. nan 22.\n",
      " 38. 32.  9. 50. 62. 44. 16. 75. 39. 40. 26. 31. 35. 19. 41. 34. 24. 49.\n",
      " 58. 63. 99. 45. 53. 46. 43. 56. 88. 48. 74. 47. 57. 77. 55. 37. 67. 86.\n",
      " 61. 66. 60. 54. 59. 71. 69. 76. 68. 92. 95. 96. 93. 79. 84. 87. 70. 65.\n",
      " 78. 91. 82. 90. 80. 85. 81. 94. 89. 98. 97.]\n",
      "PublicRecordsLast10Years : [ 0.  1.  2.  5. nan  3.  4.  7.  6. 11.  8. 12.  9. 10. 15. 21. 13. 25.\n",
      " 38. 14. 16. 30. 20. 34. 22. 17.]\n",
      "PublicRecordsLast12Months : [ 0. nan  1.  2.  3.  7.  4. 20.]\n",
      "RevolvingCreditBalance : [    0.  3989.    nan ... 66704. 36485. 46168.]\n",
      "BankcardUtilization : [0.   0.21  nan 0.04 0.81 0.39 0.72 0.13 0.11 0.51 0.32 0.7  0.43 0.97\n",
      " 1.   0.54 0.6  0.95 0.08 0.4  0.84 0.17 0.07 0.3  0.09 0.31 0.34 0.8\n",
      " 0.01 0.91 0.58 0.55 0.93 0.1  0.46 0.69 0.74 0.63 0.68 0.36 0.37 0.61\n",
      " 0.87 0.45 0.57 0.59 0.41 0.89 0.19 0.94 0.9  0.79 0.76 0.86 0.53 0.48\n",
      " 0.73 0.05 0.98 0.99 0.29 0.92 0.03 0.22 0.56 0.64 0.83 0.96 0.35 0.5\n",
      " 0.14 1.31 0.33 0.27 0.24 0.44 0.62 0.82 0.12 0.71 0.52 0.42 0.16 0.88\n",
      " 0.23 0.25 0.06 0.75 0.65 1.04 0.78 0.77 0.47 0.49 0.85 0.66 0.38 1.01\n",
      " 0.15 0.26 0.67 1.03 0.28 1.1  1.34 1.09 0.02 1.2  0.2  1.02 0.18 1.05\n",
      " 1.12 1.3  1.35 1.13 1.08 1.07 1.14 1.16 1.06 1.15 1.59 1.21 1.19 1.22\n",
      " 4.73 1.18 1.23 1.25 1.54 1.17 1.26 1.61 1.81 1.11 1.32 1.75 1.24 1.76\n",
      " 1.65 1.51 1.57 1.62 1.27 1.5  5.95 1.38 1.29 1.36 1.86 1.28 1.47 1.43\n",
      " 1.4  1.44 1.8  2.66 2.36 1.78 1.37 1.63 1.46 1.79 1.99 2.35 1.6  1.52\n",
      " 1.66 1.89 1.58 2.05 1.53 1.33 1.97 1.41 3.47 2.68 5.83 2.46 1.39 1.9\n",
      " 1.83 1.82 2.25 1.55 1.69 1.73 2.04 2.   2.27 1.88 1.7  1.45]\n",
      "AvailableBankcardCredit : [ 1500. 10266.    nan ... 61917.  8903. 16013.]\n",
      "TotalTrades : [ 11.  29.  nan  26.  39.  47.  16.  10.   7.  20.  18.  48.  17.  25.\n",
      "  32.  21.   6.  22.  40.   5.  14.  35.  28.  15.  31.  50.  27.  54.\n",
      "  23.  34.  13.  12.  72.  24.   9.  43.  19.   4.  42.  45.  44.  37.\n",
      "  30.  49.  33.  46.  38.  36.  41.   8.  56.   3.   2.  57.  59.  74.\n",
      "  52.  61.  51.  58.  55.  65.   0.  66.   1.  75.  63.  62.  94.  53.\n",
      "  60.  96.  81.  84.  80.  67.  70.  99.  68.  69.  64.  71. 102.  73.\n",
      "  77.  76.  91.  87.  83.  82.  88.  86.  85.  79.  97. 100. 103. 110.\n",
      "  89. 108.  78. 122. 126.]\n",
      "TradesNeverDelinquent (percentage) : [0.81 1.    nan 0.76 0.95 0.68 0.8  0.72 0.4  0.94 0.84 0.37 0.91 0.97\n",
      " 0.6  0.96 0.92 0.75 0.87 0.9  0.88 0.71 0.74 0.93 0.53 0.7  0.66 0.89\n",
      " 0.83 0.85 0.77 0.06 0.46 0.78 0.73 0.63 0.82 0.67 0.3  0.44 0.86 0.58\n",
      " 0.98 0.62 0.69 0.55 0.5  0.61 0.36 0.65 0.47 0.57 0.54 0.52 0.64 0.42\n",
      " 0.79 0.33 0.45 0.   0.23 0.56 0.22 0.28 0.43 0.35 0.59 0.26 0.25 0.1\n",
      " 0.34 0.38 0.48 0.29 0.51 0.41 0.27 0.17 0.16 0.32 0.99 0.09 0.2  0.39\n",
      " 0.18 0.24 0.21 0.15 0.03 0.14 0.11 0.12 0.31 0.08 0.07 0.13 0.19 0.05]\n",
      "TradesOpenedLast6Months : [ 0.  2. nan  1.  3.  7.  5.  4.  6.  9.  8. 13. 16. 11. 10. 17. 20. 12.\n",
      " 14. 15.]\n",
      "DebtToIncomeRatio : [0.17    0.18    0.06    ... 0.06055 0.04569 0.10956]\n",
      "IncomeRange : ['$25,000-49,999' '$50,000-74,999' 'Not displayed' '$100,000+'\n",
      " '$75,000-99,999' '$1-24,999' 'Not employed' '$0' nan]\n",
      "IncomeVerifiable : [True False nan]\n",
      "StatedMonthlyIncome : [3083.333333 6125.       2083.333333 ... 6945.       8273.333333\n",
      "         nan]\n",
      "LoanKey : ['E33A3400205839220442E84' '9E3B37071505919926B1D82'\n",
      " '6954337960046817851BCB2' ... '309C3638244963872FD1A19'\n",
      " 'D57236346462547534B4630' nan]\n",
      "TotalProsperLoans : [nan  1.  3.  2.  4.  6.  5.  8.  7.]\n",
      "TotalProsperPaymentsBilled : [ nan  11.  67.  12.   8.   9.  20.   1.   4.  16.   6.  10.  32.  35.\n",
      "  14.  29.   5.  22.  13.  24.   3.  25.  15.  46.   2.  30.  27.  18.\n",
      "  28.  26.  34.  74.  36.  54.  63.   7.  50.  33.  21.  19.  38.  42.\n",
      "  39.  65.  23.  95.  56.  53.  66.  51.  76.  17.  48.  78. 107.  77.\n",
      " 131.  58.  44. 111.  61.  31.  55.  59.  52. 110.  62.  47.  37.  69.\n",
      "  73.  57.  64.  89.  72. 101.  83. 103.  70.  40. 102.  49.  60.  41.\n",
      "  45.  43.  75.   0.  68.  81. 118.  71.  90.  88.  82.  98.  80. 112.\n",
      " 104.  99.  86.  79.  96. 124.  85. 105.  87.  91.  93.  84. 109.  94.\n",
      " 100. 123.  97.  92. 116. 119. 132. 106. 128. 117. 115. 122. 134. 120.\n",
      " 125. 133.]\n",
      "OnTimeProsperPayments : [ nan  11.  67.  12.   8.   9.  20.   1.   4.  16.   6.  10.  32.  35.\n",
      "  14.   7.  28.   5.  22.  13.  24.   3.  25.  15.  46.  30.  31.   2.\n",
      "  27.  18.  26.  34.  74.  54.  33.  63.  50.  21.  19.  38.  42.  39.\n",
      "  61.  23.  95.  56.  53.  48.  66.   0.  76.  29.  51.  78.  17.  52.\n",
      " 105.  57. 131.  36. 111.  58.  77.  55.  59. 110.  47.  64.  37.  69.\n",
      "  45.  70.  89.  65.  60.  72.  44. 101.  83.  62. 103.  92. 102.  43.\n",
      "  73.  49.  41.  40.  75.  68.  81. 118.  71.  88.  80.  96.  97.  84.\n",
      "  79. 124.  85.  90. 104.  82.  87.  91.  99. 100.  93.  94. 116. 119.\n",
      " 117. 132. 106.  86. 128. 114. 122. 134. 107. 123. 125. 133.]\n",
      "ProsperPaymentsLessThanOneMonthLate : [nan  0.  1.  3.  4.  9.  7.  2.  5. 17.  6. 14. 20.  8. 11. 12. 15. 10.\n",
      " 27. 13. 24. 35. 18. 30. 19. 42. 16. 21. 22. 26. 34. 23. 29. 25. 36. 28.\n",
      " 32. 40. 33. 41. 39.]\n",
      "ProsperPaymentsOneMonthPlusLate : [nan  0.  1.  5.  2.  3.  7. 16.  4. 21.  9.  8. 10.  6. 11. 12. 19. 18.]\n",
      "ProsperPrincipalBorrowed : [     nan 11000.   10700.   ... 20824.98  5924.99  7630.  ]\n",
      "ProsperPrincipalOutstanding : [    nan 9947.9  4064.87 ... 6699.41 1014.06 6555.53]\n",
      "ScorexChangeAtTimeOfListing : [  nan  -19.  161.    0.   14.   59.   27.  -25.  -12.  -71.  -13.  -22.\n",
      "  -10.  -47.  -80.   25.  -94.   15.    1.   42.   48.  -36.  -41.   -6.\n",
      "   -1.  120.  150.    8.  -11.  -17.   12.  -33.   26.  -49.  -34.  -97.\n",
      "   40.   58.  -48.   45.   30.   -2.  -43.  -14.   44.   13.   16.   21.\n",
      "   -9. -116.    2.   53.   62.  -40.  -60.   -8.  -42.   17.   -3.  -55.\n",
      "   64.  121.  -61. -118.   38.  -68.   50.  -65.    3.   43.   81.  -20.\n",
      "  -37.  -26.  -75.   76.   65.    7.   35.  -54.   -5.   79.  -70.  -27.\n",
      "  -76.   28.   47.   54.  -57.  -66.   18. -104.  -58.  -56.  -16.   90.\n",
      "   49.   80.   23.  -31.  -18.  -15.    5.  -86.   11.    4.  -87.   94.\n",
      "  -35.  -84.   33.   85.  -63.  -50.  -23.   96. -147.  -44.   36.  111.\n",
      "  -67.  -32.  -79.  -95.   86.   41.   46.   82.   20.  -51.  -29.   19.\n",
      "   60. -121.   52.    9.   24.  -78.   34.  113.  -30.  -98.   31.  144.\n",
      "   -4.   37.   56.  -59.   22.  -24.  -82.   98.  -77.   32. -107.  -46.\n",
      "  -52.  -64.   -7.   10.  184.  -38.   51.  -81.  -45.  -28.  -74. -139.\n",
      "  -21.  104.   63.  -83.  127. -164.  -73.   74.  -90.  -89.   97.   69.\n",
      "   95.   72.   99.   83.   68.   57.  107.  134.  163.  -72.   66.  -91.\n",
      "  -39. -102. -106.  105.  -69.   61. -140.  -85.   91.  -88.   39.  122.\n",
      "   78.    6.  170.   55. -126.  -62. -120. -124. -112.   67.   70.  183.\n",
      "  -53. -114.   92.  257.  126.  155. -113.  185.  112.   84.   89. -127.\n",
      " -148. -142.   29.  106.  160.   75. -117.   73. -167.   88.  114. -100.\n",
      "  -92.  100. -111.   93.  119. -103.  108.  159.  -99. -110.  115.  124.\n",
      "  241.  130. -172.  -96. -109.  149.  191. -122.  116.  -93.  131.  136.\n",
      "  147.  143.   77. -119.  138. -123. -101.  132. -153.   71.  156.  201.\n",
      "  158. -125. -130. -105.  135.  154.  187. -158. -144. -131.  152.  123.\n",
      "  151.   87.  102. -115.  110. -137.  103.  146.  137.  188.  128. -149.\n",
      "  176. -141. -154.  133. -128.  220.  171. -129. -132.  203.  101. -138.\n",
      "  181.  125.  211. -176.  162.  214.  153. -108.  148.  240.  200. -174.\n",
      "  117. -134.  221. -133.  129.  139. -180.  157. -135. -136. -143.  109.\n",
      "  286. -209. -162.  118.  145. -190.  167. -175.  227.  169.  190.  142.\n",
      " -145.  197. -157.  166.  172. -151. -184. -146. -152. -173.  179. -160.\n",
      "  196.  140.  215.  177. -155.]\n",
      "LoanCurrentDaysDelinquent : [   0.    3.  140. ... 1318. 2497.   nan]\n",
      "LoanFirstDefaultedCycleNumber : [nan  8.  1. 18. 17. 31. 30.  6.  9.  7. 27. 12. 15. 11. 28. 19. 16. 26.\n",
      " 23. 10. 32.  0. 14. 13. 29.  5. 22. 24. 35. 20. 25. 38. 36. 37. 21. 39.\n",
      " 40. 33. 34. 41. 42.  4.  2. 44.]\n",
      "LoanMonthsSinceOrigination : [ 78.   0.  86.  16.   6.   3.  11.  10.  22.  77.   2.   8.  23.  91.\n",
      "  12.   5.   4.  75.  13.  45.  25.  18.  41.   1.  27.   7.  92.  21.\n",
      "  85.   9.  67.  28.  19.  26.  83.  89.  33.  84.  34.  36.  37.  68.\n",
      "  15.  88.  39.  24.  14.  74.  54.  31.  70.  50.  40.  79.  72.  66.\n",
      "  53.  71.  17.  46.  48.  93.  81.  87.  43.  29.  30.  96.  20.  52.\n",
      "  69.  73.  90.  32.  82.  42.  80.  94.  51.  49.  44.  65.  76.  47.\n",
      "  38.  97.  55.  35.  95.  99.  58.  56.  98. 100.  nan]\n",
      "LoanNumber : [ 19141. 134815.   6466. ...  58466.  55479.     nan]\n",
      "LoanOriginalAmount : [ 9425. 10000.  3001. ...  2831.  3370.    nan]\n",
      "LoanOriginationDate : ['2007-09-12 00:00:00' '2014-03-03 00:00:00' '2007-01-17 00:00:00' ...\n",
      " '2009-05-06 00:00:00' '2005-12-06 00:00:00' nan]\n",
      "LoanOriginationQuarter : ['Q3 2007' 'Q1 2014' 'Q1 2007' 'Q4 2012' 'Q3 2013' 'Q4 2013' 'Q2 2013'\n",
      " 'Q2 2012' 'Q4 2007' 'Q3 2006' 'Q1 2013' 'Q2 2010' 'Q1 2012' 'Q3 2012'\n",
      " 'Q4 2010' 'Q4 2011' 'Q3 2008' 'Q2 2007' 'Q4 2006' 'Q2 2011' 'Q1 2011'\n",
      " 'Q1 2008' 'Q3 2009' 'Q3 2011' 'Q2 2008' 'Q1 2010' 'Q4 2009' 'Q2 2006'\n",
      " 'Q3 2010' 'Q1 2006' 'Q4 2008' 'Q4 2005' 'Q2 2009' nan]\n",
      "MemberKey : ['1F3E3376408759268057EDA' '1D13370546739025387B2F4'\n",
      " '5F7033715035555618FA612' ... 'BDA034876812907862E6E3C'\n",
      " '18F7350580070618661C273' nan]\n",
      "MonthlyLoanPayment : [330.43 318.93 123.32 ... 891.31 304.58    nan]\n",
      "LP_CustomerPayments : [11396.14     0.    4186.63 ...  1218.32  4219.02      nan]\n",
      "LP_CustomerPrincipalPayments : [9425.      0.   3001.   ...  338.56 1945.91     nan]\n",
      "LP_InterestandFees : [1971.14    0.   1185.63 ...   99.5  2273.11     nan]\n",
      "LP_ServiceFees : [-133.18    0.    -24.2  ... -199.7  -218.11     nan]\n",
      "LP_CollectionFees : [    0.    -299.78   -93.09 ... -1458.14   -90.85      nan]\n",
      "LP_GrossPrincipalLoss : [   0.   3790.25 6012.65 ... 9661.44 5554.09     nan]\n",
      "LP_NetPrincipalLoss : [   0.   3790.25 6012.67 ... 9661.44 5554.09     nan]\n",
      "LP_NonPrincipalRecoverypayments : [   0.    268.96 1600.   ... 1175.5  1192.99     nan]\n",
      "PercentFunded : [1.     0.7731 0.9247 0.7926 0.9722 0.8386 0.9863 0.7823 0.7876 0.7205\n",
      " 0.8208 0.9386 0.8974 0.9613 0.8167 0.7178 0.8882 0.7005 0.7228 0.8205\n",
      " 0.7992 0.9989 0.8947 0.7347 0.8212 0.8176 0.7761 0.7684 0.7798 0.8907\n",
      " 0.9818 0.8406 0.8008 0.8443 0.8863 0.7292 0.7164 0.7142 0.713  0.7057\n",
      " 0.7508 0.7866 0.852  0.702  0.7478 0.7423 0.717  0.8895 0.7973 0.7218\n",
      " 0.7194 0.8741 0.8928 0.7948 0.8424 0.7203 0.8145 0.8554 0.8146 0.7311\n",
      " 0.76   0.7189 0.8577 0.7573 0.7395 0.7632 0.7242 0.838  0.7537 0.7476\n",
      " 0.7688 0.7675 1.0045 0.9086 0.7445 0.9545 0.7458 0.98   0.8402 0.7762\n",
      " 0.7401 0.8707 0.7134 0.9958 0.9315 0.8872 0.8384 0.8116 0.9963 0.7781\n",
      " 0.9494 0.8629 0.7039 0.7903 0.7161 0.8261 0.7474 0.7784 0.7168 0.942\n",
      " 0.7103 0.7227 0.844  0.7083 0.9065 0.8783 0.9465 0.7137 0.9022 0.7461\n",
      " 0.767  0.7764 0.7453 0.7827 0.7092 0.9498 0.7112 0.7753 0.7545 0.8919\n",
      " 0.9654 0.8055 0.7412 0.7475 0.9126 0.9682 0.7101 0.7914 0.8126 0.7209\n",
      " 0.7964 0.9704 0.71   0.8041 0.8094 0.7714 0.8155 0.9731 0.8355 0.7197\n",
      " 0.8464 0.9921 0.8095 0.7102 0.8898 0.8697 0.7487 0.8136 0.8756 0.9087\n",
      " 0.7033 0.7673 0.8188 0.9791 0.7331 0.8199 0.7236 0.895  0.9998 0.7601\n",
      " 0.8545 0.8719 0.7436 0.9324 0.735  0.7856 0.7026 0.8061 0.7656 0.7754\n",
      " 0.8746 0.8841 0.7066 0.7491 0.7589 0.9866 0.7854 0.795  0.872  0.8764\n",
      " 0.9584 0.9969 0.8005 0.7582 0.8087 0.9241 0.8505 0.9628 0.7054 0.9571\n",
      " 0.8166 0.7193 0.8956 0.989  0.8183 0.7047 0.803  0.9992 0.7065 0.8504\n",
      " 0.7025 0.9132 0.7125 0.7449 0.9845 0.7547 0.7126 0.9248 0.7222 0.7052\n",
      " 0.7032 0.8797 0.738  0.7147 0.7706 0.7451 0.7302 0.8189 0.8721 0.7007\n",
      " 0.8684 0.7    0.9029 0.8462 0.7963 0.8413 0.7041 0.8726 0.8367 0.7211\n",
      " 0.9955 0.7042 0.7329 0.8375 0.8879 0.7233 0.7024 0.8319 0.7676 0.9663\n",
      " 0.9999 0.7988 0.8745 0.899  0.9048 0.9882 0.7046 0.847  0.7192 0.7399\n",
      " 0.967  0.7668 0.9044 0.9103 0.9317 0.8204 0.9346 0.9062 0.9204 0.7149\n",
      " 0.9505 0.7539 0.7118 0.8069 0.8656 0.8849 0.7512 0.8671 0.7344 0.7266\n",
      " 0.8636 0.7123 0.7031 0.77   0.8972 0.8237 0.9113 0.8333 0.7028 0.723\n",
      " 0.8456 0.9119 0.784  0.763  0.7062 0.7214 0.7045 0.7652 0.8695 0.9294\n",
      " 0.7526 0.9599 0.8138 0.7408 0.9462 0.8634 0.7564 0.7954 0.8605 0.9815\n",
      " 0.787  0.7416 0.7289 0.9296 0.706  0.9986 0.8819 0.8347 0.8858 0.823\n",
      " 0.7609 0.8354 0.8665 0.7483 0.7859 0.7145 0.7686 0.7624 0.7275 0.7071\n",
      " 0.7869 0.8426 0.7009 0.7098 0.74   0.721  0.7651 0.9767 0.8945 0.9929\n",
      " 0.9183 0.7407 0.8977 0.7055 0.7789 0.8395 0.7391 0.7105 0.8875 0.9403\n",
      " 0.7264 0.8908 0.8986 0.857  0.7803 0.8565 0.7373 0.8432 0.7765 0.9582\n",
      " 0.7208 0.9238 0.9146 0.8117 0.9889 0.8725 0.799  0.9124 0.7885 0.9231\n",
      " 0.7183 0.8884 0.8904 0.8559 0.8053 0.8483 0.8923 0.7213 0.9015 0.8416\n",
      " 0.86   0.7821 0.7339 0.8152 0.7872 0.9737 0.891  0.7828 0.7519 0.7095\n",
      " 0.9661 0.8258 0.9135 0.8144 0.7176 0.7763 0.889  0.8702 0.9326 0.8128\n",
      " 0.9842 0.947  0.8584 0.7332 0.8772 0.8455 0.7201 0.7326 0.908  0.7949\n",
      " 0.7936 0.8739 0.7935 0.8826 0.9803 0.7958 0.8089 0.7063 0.9596 0.8659\n",
      " 0.8728 0.8946 0.8225 0.7615 0.8791 0.8376 0.8001 0.9468 0.7924 0.9128\n",
      " 0.8549 0.9487 0.7167 0.9714 0.791  0.7836 0.9615 0.8518 0.7598 0.8749\n",
      " 0.8585 0.8118 0.9894 0.9775 0.9508 0.8196 0.9325 0.9479 0.751  0.8685\n",
      " 0.8618 0.9575 0.8115 0.7549 0.8067 0.9492 0.8058 0.9393 0.8674 0.7814\n",
      " 0.731  0.8255 0.9707 0.7011 0.9669 0.9366 0.8824 0.8075 0.7298 0.9273\n",
      " 0.9724 0.7113 0.7013 0.8331 0.8213 0.7091 0.8933 0.7099 0.7049 0.8552\n",
      " 0.7122 0.8251 0.7069 0.8047 0.9893 0.7096 0.9447 0.877  0.7437 0.7486\n",
      " 0.7312 0.9871 0.9331 0.9497 0.8409 0.7933 0.7019 0.8515 0.7048 0.9173\n",
      " 0.7838 0.8422 0.8137 0.7378 0.8576 0.7016 0.8751 0.711  0.7775 0.775\n",
      " 0.7362 0.704  0.7839 0.7163 0.8624 0.8937 0.7322 0.7135 0.7056 0.783\n",
      " 0.7815 0.9104 0.7422 0.9052 0.7287 0.9617 0.9583 0.8387 0.832  0.7174\n",
      " 0.7284 0.7337 0.7833 0.7173 0.8891 0.8334 0.903  0.7249 0.848  0.8272\n",
      " 0.8221 0.8586 0.7097 0.7499 0.7715 0.8142 0.8206 0.755  0.734  0.8431\n",
      " 0.925  0.7221 0.7635 0.8941 0.9548 0.7023 0.8524 0.9751 0.7488 0.772\n",
      " 0.8062 0.7004 0.9125 0.8528 0.7849 0.7479 0.7012 0.9233 0.8458 0.7748\n",
      " 0.7369 0.9444 0.7999 0.9864 0.8079 0.9141 0.8802 0.8266 0.8239 0.7687\n",
      " 0.7806 0.709  0.7533 0.9642 0.7493 0.7253 0.722  0.8343 0.9369 0.7752\n",
      " 0.9482 0.7717 0.7341 0.7791 0.9378 0.8931 0.851  0.8777 0.8192 0.7202\n",
      " 0.7044 0.7465 0.7561 0.9032 0.9075 0.8161 0.8481 0.8638 0.7265 0.998\n",
      " 0.8538 0.9588 0.8712 0.8336 0.8602 0.9216 0.9169 0.7328 0.7853 0.7175\n",
      " 0.9252 0.8002 0.7759 0.982  0.7712 0.9206 0.7127 0.9712 0.758  0.8596\n",
      " 0.8133 0.7151 0.8399    nan]\n",
      "Recommendations : [ 0.  2.  1.  4.  3.  9.  5. 16. 39. 21.  7. 14.  8.  6. 24. nan]\n",
      "InvestmentFromFriendsCount : [ 0.  1.  2.  9.  4.  3. 33. 20. 15.  5.  6. 13.  8.  7. nan]\n",
      "InvestmentFromFriendsAmount : [    0.     789.59  1100.     100.    1058.77  6101.     150.     507.34\n",
      "   125.    1000.     500.     325.     400.     120.      50.      70.89\n",
      "  3093.3     75.    3000.    2500.     250.     600.      51.      26.9\n",
      "   570.     750.      25.     200.     499.79  1500.    1600.      65.28\n",
      "    65.      39.07   126.45  1380.    2000.      85.     106.77    54.68\n",
      "   949.08   172.     569.76  5250.    4450.   12459.55  1200.    8200.\n",
      "   301.99  5500.      25.01  4500.      53.94   175.     103.5   3500.\n",
      "   132.39   520.03   463.71  2750.      51.77   101.65   685.29    26.\n",
      "   550.     318.79   953.33   210.76   900.    2100.    1174.53   525.58\n",
      "   380.59   562.41  1020.98    41.64 10000.      78.62    47.    5000.\n",
      "  2180.05  2201.    3456.08   203.84   625.     405.     875.      55.89\n",
      "    38.71    53.33  7000.     214.56   500.12 12780.     350.    1774.42\n",
      "    60.34  6500.     675.      60.     165.     327.46   215.    1333.98\n",
      "  3535.      51.01  4000.      63.8   1750.      60.32   575.61   156.42\n",
      "    90.   23699.52   850.     173.17  5447.26  1010.     101.99  3275.\n",
      "  3800.    6261.28   304.    2975.    1941.55    57.75   225.08  2950.\n",
      "   624.01   975.     214.     266.41   300.     968.2     38.   10593.67\n",
      "  7650.    5025.37   225.     549.1   5405.      25.08    35.92    55.\n",
      "    64.81   102.43   300.99   845.      84.     329.71   555.55  6100.\n",
      "   359.79   180.    1500.08   800.     142.08   565.85   140.      34.\n",
      "  9500.     279.84   151.      80.4     61.82    87.94  2372.     120.48\n",
      "   475.27    95.     301.85  2272.22   218.69    30.11    26.26   450.\n",
      "   760.85    76.49  3761.13   202.75   128.72    76.99    56.94  1550.\n",
      "  2850.      52.19    25.83  1645.44   260.     100.1     68.78   104.7\n",
      "   105.44    55.2  10100.    2034.97   101.82    66.31    35.72  1011.\n",
      "   734.81    51.99   300.36   137.62  1001.99    79.      82.02    52.48\n",
      "  2590.    3450.      30.     725.     535.04  3950.     123.39  1493.66\n",
      "   421.54   230.2    119.59   314.19    33.9     83.91  6000.    2008.5\n",
      "   131.85    57.69   213.35   100.95    26.69  1635.57  1430.     501.08\n",
      "   343.39   567.47  1028.     445.68  4428.    3750.     135.69   263.75\n",
      "   525.26   335.11   455.     267.98   111.    2550.      71.4    601.08\n",
      "    70.65    80.02   327.87  3603.69  1015.26  2855.73   865.35   237.15\n",
      "   425.     650.     115.65    51.95    71.55   472.56  8500.      53.37\n",
      "   450.04   110.47  1019.77   104.75  1690.     154.26  1004.9    114.65\n",
      "   205.34   650.78  1515.1    151.26   260.65    51.06   264.09   109.55\n",
      "    81.68   191.24   753.86   126.76    68.85    78.19  4950.     661.64\n",
      "    58.67   273.09    33.14   516.08   971.17  3700.     126.54   677.81\n",
      "    70.45  1157.62   700.     141.38  1042.62  9783.14  2700.      45.\n",
      "    51.7     86.65    25.66  5850.    2010.     112.51    55.25   256.12\n",
      "   401.1   1571.08    45.27   120.1    475.     126.92    81.08    74.27\n",
      " 10150.     102.     125.99   651.95   240.      40.      99.94   104.44\n",
      "  2800.    7388.36  1151.41   171.96  1879.98  1150.      54.43    59.99\n",
      "   260.17  1920.    5134.72  5100.     361.46    77.43   207.63 12022.32\n",
      "  1650.     105.     842.95    62.28   102.02   115.    1450.     536.\n",
      "   991.24    78.75    88.29  1975.    5712.15    51.2   1043.66   129.02\n",
      "  3650.     661.2     55.01    70.2    356.5    117.26   118.    2040.\n",
      "   422.     102.34 12000.    2350.    5064.6    156.86 25000.     349.62\n",
      "   571.85   160.86  1800.     495.77    30.08   256.42  1250.    7425.\n",
      "   740.56    40.24    37.      54.87  1026.99   935.    1950.    1300.\n",
      "    48.29    95.81  3550.    1773.     190.     501.99  6850.      53.63\n",
      "   126.26  2900.     498.84   431.89  1053.08   344.05    53.44  3505.\n",
      "  8580.      57.4     52.67   415.19   118.72    70.      57.97   355.27\n",
      "   388.89   167.06    64.87    34.49   361.18   350.75   186.37  3525.\n",
      "    54.82  1001.45    31.36    55.64    54.54   103.58    35.      75.26\n",
      "  1175.     270.     472.09    34.08    73.11   211.06   233.47  7500.\n",
      "   447.06    60.16   601.83   225.25  1036.56   216.73  1925.     301.76\n",
      "   384.97  1036.88  4432.    8031.17   108.77  2110.     507.28  6001.\n",
      "   250.13  5050.    1006.26  2338.49   208.05  8358.69    36.36   110.6\n",
      "   209.96 12805.   15000.    1186.07   700.08   149.33   416.74   595.\n",
      "  1001.68   105.2   2200.    3682.52    44.94  4069.12  1400.     201.59\n",
      "  1871.84    26.99   235.   14400.      82.98  1025.44   369.21    48.51\n",
      "    51.36    73.75    28.97   645.1    110.75   130.    1700.      69.\n",
      "   104.48    80.      56.25    61.51   880.    3200.      94.74  1058.17\n",
      "   132.87    59.29  9000.     490.    5476.99   665.     525.8   6800.\n",
      "   107.29    66.93    69.33   525.     508.67  1186.67    30.43  1214.06\n",
      "   435.     142.     209.51 12500.     154.31   160.11 14350.      91.28\n",
      "   790.06   262.47   589.53  3600.      71.31    58.23    78.32   129.08\n",
      "  1299.19    77.28    78.3    112.94   318.     519.41   500.74   119.9\n",
      "  5140.     275.     825.     773.07   232.      51.61   501.     485.\n",
      "  1350.     442.01   503.46  1893.09  2009.92  1085.58    65.6   3407.49\n",
      " 11000.     559.08  4900.      56.95  5083.31    50.03    52.9     98.87\n",
      "    50.41   837.45   226.6    201.99    55.14  3051.    1116.86  1541.35\n",
      "  1815.    1048.16  1003.19    63.94   188.35 12050.    1001.08  4100.\n",
      "    59.58   672.      52.08   105.41    92.82  1916.02   401.99   101.75\n",
      "   101.63    96.    1143.82    49.72    53.27   110.72    25.12    49.\n",
      "   799.     245.85   551.99      nan]\n",
      "Investors : [2.580e+02 1.000e+00 4.100e+01 1.580e+02 2.000e+01 1.900e+01 5.300e+01\n",
      " 1.710e+02 3.710e+02 1.000e+01 8.000e+00 8.500e+01 3.030e+02 9.400e+01\n",
      " 3.000e+01 3.000e+00 3.700e+01 1.210e+02 2.400e+01 3.260e+02 1.400e+01\n",
      " 1.510e+02 4.400e+01 1.810e+02 1.500e+01 5.000e+00 5.150e+02 1.030e+02\n",
      " 4.810e+02 5.100e+01 8.700e+01 6.500e+01 4.000e+00 7.700e+01 2.000e+00\n",
      " 8.200e+01 1.930e+02 3.840e+02 3.200e+01 2.300e+01 4.900e+01 4.000e+01\n",
      " 5.000e+01 4.200e+01 3.800e+01 1.140e+02 1.150e+02 2.500e+01 3.350e+02\n",
      " 1.100e+01 3.500e+01 4.800e+01 3.400e+01 1.460e+02 5.400e+01 2.100e+01\n",
      " 1.520e+02 6.000e+00 2.130e+02 1.840e+02 7.300e+01 9.100e+01 2.930e+02\n",
      " 2.700e+01 1.880e+02 1.300e+01 1.640e+02 8.000e+01 3.900e+01 3.370e+02\n",
      " 1.950e+02 8.300e+01 6.700e+01 2.330e+02 2.800e+01 9.200e+01 1.610e+02\n",
      " 1.750e+02 3.100e+01 9.000e+01 2.550e+02 1.130e+02 1.320e+02 2.900e+02\n",
      " 1.700e+01 8.100e+01 1.490e+02 5.800e+01 2.200e+01 9.300e+01 1.340e+02\n",
      " 4.130e+02 2.090e+02 1.010e+02 4.300e+02 4.500e+01 3.300e+01 2.430e+02\n",
      " 2.100e+02 7.500e+01 1.780e+02 5.700e+01 5.900e+01 1.980e+02 7.800e+01\n",
      " 1.800e+02 2.780e+02 5.200e+01 2.800e+02 1.080e+02 1.600e+01 1.230e+02\n",
      " 4.300e+01 9.600e+01 1.250e+02 2.600e+01 7.400e+01 1.390e+02 1.450e+02\n",
      " 2.900e+01 8.600e+01 1.800e+01 2.590e+02 7.000e+00 9.700e+01 4.600e+01\n",
      " 1.020e+02 1.630e+02 6.100e+01 6.800e+01 8.400e+01 2.300e+02 1.690e+02\n",
      " 6.230e+02 1.370e+02 2.050e+02 2.710e+02 1.280e+02 6.000e+01 1.200e+01\n",
      " 4.700e+01 9.000e+00 3.610e+02 2.650e+02 4.050e+02 5.600e+01 1.240e+02\n",
      " 2.180e+02 1.070e+02 3.590e+02 1.720e+02 2.320e+02 1.350e+02 2.260e+02\n",
      " 5.680e+02 1.420e+02 6.200e+01 1.000e+02 6.850e+02 3.600e+02 1.310e+02\n",
      " 2.350e+02 9.800e+01 5.500e+01 2.920e+02 3.470e+02 2.840e+02 2.280e+02\n",
      " 2.760e+02 2.240e+02 1.190e+02 2.210e+02 1.110e+02 9.900e+01 5.320e+02\n",
      " 2.340e+02 1.700e+02 7.200e+01 6.400e+01 2.010e+02 7.600e+01 1.440e+02\n",
      " 7.900e+01 2.200e+02 6.600e+01 2.160e+02 7.180e+02 7.100e+01 4.110e+02\n",
      " 1.170e+02 1.050e+02 9.500e+01 1.060e+02 3.480e+02 1.290e+02 1.260e+02\n",
      " 3.760e+02 1.220e+02 2.820e+02 5.640e+02 8.800e+01 2.680e+02 2.290e+02\n",
      " 3.860e+02 4.120e+02 3.660e+02 1.790e+02 2.190e+02 1.680e+02 5.340e+02\n",
      " 3.530e+02 2.360e+02 5.990e+02 6.900e+01 4.670e+02 1.850e+02 2.730e+02\n",
      " 1.410e+02 3.150e+02 1.910e+02 1.430e+02 1.600e+02 1.200e+02 2.770e+02\n",
      " 3.790e+02 2.510e+02 1.300e+02 2.850e+02 1.550e+02 2.860e+02 2.460e+02\n",
      " 1.470e+02 1.560e+02 4.080e+02 1.830e+02 4.330e+02 3.300e+02 2.810e+02\n",
      " 1.100e+02 1.180e+02 2.570e+02 1.920e+02 2.720e+02 2.250e+02 2.890e+02\n",
      " 6.300e+01 3.280e+02 3.620e+02 1.040e+02 3.920e+02 1.160e+02 3.810e+02\n",
      " 3.290e+02 2.150e+02 7.820e+02 1.870e+02 2.480e+02 1.120e+02 2.700e+02\n",
      " 2.080e+02 1.770e+02 2.020e+02 2.910e+02 1.760e+02 1.480e+02 3.020e+02\n",
      " 4.340e+02 1.940e+02 4.010e+02 4.150e+02 4.260e+02 1.620e+02 2.400e+02\n",
      " 3.510e+02 2.270e+02 3.580e+02 1.530e+02 2.450e+02 2.670e+02 2.030e+02\n",
      " 1.820e+02 6.200e+02 1.270e+02 4.430e+02 1.090e+02 2.750e+02 3.850e+02\n",
      " 3.600e+01 1.380e+02 4.250e+02 4.650e+02 1.970e+02 2.660e+02 3.340e+02\n",
      " 2.630e+02 2.380e+02 7.000e+01 2.440e+02 1.860e+02 2.500e+02 2.830e+02\n",
      " 3.780e+02 3.440e+02 2.940e+02 2.470e+02 1.650e+02 2.610e+02 8.900e+01\n",
      " 1.960e+02 3.220e+02 2.640e+02 5.010e+02 2.120e+02 1.500e+02 5.270e+02\n",
      " 2.790e+02 3.670e+02 3.420e+02 5.160e+02 3.270e+02 2.060e+02 3.690e+02\n",
      " 3.680e+02 1.330e+02 3.630e+02 2.690e+02 1.590e+02 4.040e+02 2.970e+02\n",
      " 3.430e+02 8.440e+02 3.230e+02 1.360e+02 4.420e+02 4.350e+02 1.740e+02\n",
      " 3.360e+02 1.890e+02 4.950e+02 1.990e+02 3.240e+02 2.540e+02 1.900e+02\n",
      " 3.130e+02 5.850e+02 3.550e+02 3.900e+02 4.100e+02 3.120e+02 6.840e+02\n",
      " 4.370e+02 1.670e+02 2.070e+02 5.470e+02 4.840e+02 3.320e+02 2.990e+02\n",
      " 4.320e+02 2.110e+02 4.000e+02 2.310e+02 1.730e+02 4.980e+02 5.350e+02\n",
      " 3.990e+02 5.310e+02 2.520e+02 5.630e+02 6.240e+02 3.910e+02 1.540e+02\n",
      " 3.170e+02 3.570e+02 3.560e+02 2.390e+02 5.750e+02 5.390e+02 2.950e+02\n",
      " 4.930e+02 2.870e+02 5.240e+02 3.040e+02 1.400e+02 5.400e+02 4.720e+02\n",
      " 5.860e+02 2.370e+02 6.210e+02 3.750e+02 5.140e+02 6.450e+02 3.700e+02\n",
      " 2.170e+02 2.220e+02 3.940e+02 2.230e+02 3.190e+02 3.460e+02 6.540e+02\n",
      " 2.000e+02 2.410e+02 2.040e+02 2.880e+02 3.960e+02 3.140e+02 3.500e+02\n",
      " 4.020e+02 5.730e+02 5.610e+02 4.660e+02 2.980e+02 3.000e+02 3.060e+02\n",
      " 2.530e+02 4.220e+02 2.420e+02 2.560e+02 2.620e+02 3.740e+02 3.380e+02\n",
      " 2.960e+02 3.880e+02 3.070e+02 1.660e+02 4.170e+02 5.280e+02 8.990e+02\n",
      " 3.090e+02 3.390e+02 3.110e+02 3.650e+02 3.490e+02 3.410e+02 5.200e+02\n",
      " 3.400e+02 6.570e+02 6.490e+02 1.570e+02 3.450e+02 4.140e+02 5.870e+02\n",
      " 3.890e+02 3.520e+02 3.950e+02 2.140e+02 3.160e+02 4.440e+02 4.970e+02\n",
      " 4.730e+02 3.180e+02 3.830e+02 4.470e+02 4.160e+02 5.540e+02 3.010e+02\n",
      " 4.390e+02 3.800e+02 3.330e+02 4.360e+02 2.740e+02 3.200e+02 2.490e+02\n",
      " 4.060e+02 5.430e+02 5.660e+02 3.050e+02 3.210e+02 5.840e+02 3.080e+02\n",
      " 4.240e+02 3.540e+02 5.670e+02 3.770e+02 3.930e+02 4.640e+02 5.880e+02\n",
      " 4.900e+02 6.170e+02 4.560e+02 4.780e+02 4.940e+02 6.220e+02 4.490e+02\n",
      " 5.020e+02 5.710e+02 5.190e+02 4.690e+02 4.520e+02 5.780e+02 4.870e+02\n",
      " 5.590e+02 4.460e+02 4.280e+02 4.310e+02 2.600e+02 4.550e+02 4.190e+02\n",
      " 8.150e+02 3.640e+02 4.270e+02 6.370e+02 4.230e+02 4.400e+02 5.620e+02\n",
      " 5.600e+02 3.730e+02 4.830e+02 5.230e+02 3.100e+02 4.610e+02 4.580e+02\n",
      " 4.680e+02 4.860e+02 3.310e+02 7.240e+02 4.030e+02 4.850e+02 4.380e+02\n",
      " 4.880e+02 4.450e+02 3.720e+02 5.420e+02 5.950e+02 4.750e+02 4.740e+02\n",
      " 5.210e+02 4.200e+02 7.410e+02 8.330e+02 5.030e+02 4.510e+02 4.600e+02\n",
      " 4.480e+02 6.190e+02 4.910e+02 5.090e+02 6.060e+02 3.870e+02 7.360e+02\n",
      " 6.290e+02 6.810e+02 4.070e+02 4.920e+02 5.530e+02 4.760e+02 5.060e+02\n",
      " 4.180e+02 5.290e+02 5.810e+02 3.820e+02 5.520e+02 5.120e+02 5.250e+02\n",
      " 6.350e+02 6.390e+02 5.070e+02 7.340e+02 6.590e+02 7.740e+02 3.970e+02\n",
      " 4.700e+02 5.050e+02 4.990e+02 4.590e+02 6.030e+02 6.460e+02 6.820e+02\n",
      " 9.170e+02 7.150e+02 4.710e+02 5.700e+02 4.630e+02 4.290e+02 4.540e+02\n",
      " 3.250e+02 6.500e+02 5.300e+02 7.070e+02 5.000e+02 3.980e+02 4.410e+02\n",
      " 4.620e+02 5.410e+02 7.700e+02 4.090e+02 5.570e+02 6.470e+02 8.730e+02\n",
      " 6.580e+02 5.380e+02 5.110e+02 4.960e+02 5.580e+02 5.910e+02 5.330e+02\n",
      " 7.600e+02 8.180e+02 5.260e+02 5.510e+02 8.190e+02 4.770e+02 7.090e+02\n",
      " 8.310e+02 5.830e+02 6.830e+02 5.360e+02 5.800e+02 5.370e+02 5.220e+02\n",
      " 5.650e+02 5.040e+02 5.500e+02 4.500e+02 5.930e+02 7.890e+02 6.050e+02\n",
      " 1.024e+03 5.690e+02 5.820e+02 4.570e+02 5.080e+02 5.490e+02 4.890e+02\n",
      " 6.480e+02 5.180e+02 4.820e+02 6.010e+02 6.130e+02 6.560e+02 7.010e+02\n",
      " 6.550e+02 7.960e+02 6.140e+02 6.950e+02 6.360e+02 6.040e+02 4.210e+02\n",
      " 6.250e+02 7.790e+02 6.000e+02 5.170e+02 4.530e+02 8.880e+02 4.790e+02\n",
      " 6.630e+02 7.270e+02 5.790e+02 6.710e+02 6.660e+02 7.370e+02 6.400e+02\n",
      " 5.920e+02 5.560e+02 5.960e+02 7.140e+02 6.620e+02 5.770e+02 5.450e+02\n",
      " 6.970e+02 5.440e+02 6.670e+02 7.520e+02 6.180e+02 5.550e+02 6.340e+02\n",
      " 6.650e+02 5.130e+02 7.450e+02 6.640e+02 8.040e+02 6.100e+02 6.790e+02\n",
      " 6.260e+02 7.510e+02 5.940e+02 6.610e+02 8.020e+02 6.080e+02 5.890e+02\n",
      " 1.035e+03 6.120e+02 6.160e+02 7.020e+02 6.270e+02 8.210e+02 6.520e+02\n",
      " 4.800e+02 5.480e+02 7.560e+02 8.630e+02 8.000e+02 5.970e+02 6.690e+02\n",
      " 5.720e+02 5.100e+02 7.550e+02 6.300e+02 7.110e+02 8.560e+02 6.880e+02\n",
      " 6.770e+02 8.810e+02 6.430e+02 6.380e+02 5.760e+02 8.100e+02 1.011e+03\n",
      " 6.930e+02 6.070e+02 8.380e+02 5.740e+02 6.110e+02 8.360e+02 6.310e+02\n",
      " 7.310e+02 6.410e+02 6.420e+02 6.750e+02 6.730e+02 7.060e+02 5.460e+02\n",
      " 7.400e+02 6.530e+02 1.189e+03 8.410e+02 5.980e+02 7.120e+02 9.130e+02\n",
      " 7.390e+02       nan]\n"
     ]
    }
   ],
   "source": [
    "#Checking for wrong entries like symbols -,?,#,*,etc.\n",
    "for col in df.columns:\n",
    "    print('{} : {}'.format(col,df[col].unique()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "922c9eef-45a8-420e-8307-fc3410c4cceb",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Our dataset contains null values mainly in the form of \"?\" however because pandas cannot read these values, we will convert them to np.nan form.\n",
    "for col in df.columns:\n",
    "    df[col].replace({'?':np.NaN},inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "181ab91b-441d-4ffc-9600-ae7c3e789357",
   "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>ListingKey</th>\n",
       "      <th>ListingNumber</th>\n",
       "      <th>ListingCreationDate</th>\n",
       "      <th>CreditGrade</th>\n",
       "      <th>Term</th>\n",
       "      <th>LoanStatus</th>\n",
       "      <th>ClosedDate</th>\n",
       "      <th>BorrowerAPR</th>\n",
       "      <th>BorrowerRate</th>\n",
       "      <th>LenderYield</th>\n",
       "      <th>...</th>\n",
       "      <th>LP_ServiceFees</th>\n",
       "      <th>LP_CollectionFees</th>\n",
       "      <th>LP_GrossPrincipalLoss</th>\n",
       "      <th>LP_NetPrincipalLoss</th>\n",
       "      <th>LP_NonPrincipalRecoverypayments</th>\n",
       "      <th>PercentFunded</th>\n",
       "      <th>Recommendations</th>\n",
       "      <th>InvestmentFromFriendsCount</th>\n",
       "      <th>InvestmentFromFriendsAmount</th>\n",
       "      <th>Investors</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1021339766868145413AB3B</td>\n",
       "      <td>193129</td>\n",
       "      <td>2007-08-26 19:09:29.263000000</td>\n",
       "      <td>C</td>\n",
       "      <td>36</td>\n",
       "      <td>Completed</td>\n",
       "      <td>2009-08-14 00:00:00</td>\n",
       "      <td>0.16516</td>\n",
       "      <td>0.1580</td>\n",
       "      <td>0.1380</td>\n",
       "      <td>...</td>\n",
       "      <td>-133.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>258.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10273602499503308B223C1</td>\n",
       "      <td>1209647</td>\n",
       "      <td>2014-02-27 08:28:07.900000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36</td>\n",
       "      <td>Current</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.12016</td>\n",
       "      <td>0.0920</td>\n",
       "      <td>0.0820</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0EE9337825851032864889A</td>\n",
       "      <td>81716</td>\n",
       "      <td>2007-01-05 15:00:47.090000000</td>\n",
       "      <td>HR</td>\n",
       "      <td>36</td>\n",
       "      <td>Completed</td>\n",
       "      <td>2009-12-17 00:00:00</td>\n",
       "      <td>0.28269</td>\n",
       "      <td>0.2750</td>\n",
       "      <td>0.2400</td>\n",
       "      <td>...</td>\n",
       "      <td>-24.20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0EF5356002482715299901A</td>\n",
       "      <td>658116</td>\n",
       "      <td>2012-10-22 11:02:35.010000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36</td>\n",
       "      <td>Current</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.12528</td>\n",
       "      <td>0.0974</td>\n",
       "      <td>0.0874</td>\n",
       "      <td>...</td>\n",
       "      <td>-108.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>158.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0F023589499656230C5E3E2</td>\n",
       "      <td>909464</td>\n",
       "      <td>2013-09-14 18:38:39.097000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36</td>\n",
       "      <td>Current</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.24614</td>\n",
       "      <td>0.2085</td>\n",
       "      <td>0.1985</td>\n",
       "      <td>...</td>\n",
       "      <td>-60.27</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 81 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                ListingKey  ListingNumber            ListingCreationDate  \\\n",
       "0  1021339766868145413AB3B         193129  2007-08-26 19:09:29.263000000   \n",
       "1  10273602499503308B223C1        1209647  2014-02-27 08:28:07.900000000   \n",
       "2  0EE9337825851032864889A          81716  2007-01-05 15:00:47.090000000   \n",
       "3  0EF5356002482715299901A         658116  2012-10-22 11:02:35.010000000   \n",
       "4  0F023589499656230C5E3E2         909464  2013-09-14 18:38:39.097000000   \n",
       "\n",
       "  CreditGrade  Term LoanStatus           ClosedDate  BorrowerAPR  \\\n",
       "0           C    36  Completed  2009-08-14 00:00:00      0.16516   \n",
       "1         NaN    36    Current                  NaN      0.12016   \n",
       "2          HR    36  Completed  2009-12-17 00:00:00      0.28269   \n",
       "3         NaN    36    Current                  NaN      0.12528   \n",
       "4         NaN    36    Current                  NaN      0.24614   \n",
       "\n",
       "   BorrowerRate  LenderYield  ...  LP_ServiceFees  LP_CollectionFees  \\\n",
       "0        0.1580       0.1380  ...         -133.18                0.0   \n",
       "1        0.0920       0.0820  ...            0.00                0.0   \n",
       "2        0.2750       0.2400  ...          -24.20                0.0   \n",
       "3        0.0974       0.0874  ...         -108.01                0.0   \n",
       "4        0.2085       0.1985  ...          -60.27                0.0   \n",
       "\n",
       "   LP_GrossPrincipalLoss  LP_NetPrincipalLoss LP_NonPrincipalRecoverypayments  \\\n",
       "0                    0.0                  0.0                             0.0   \n",
       "1                    0.0                  0.0                             0.0   \n",
       "2                    0.0                  0.0                             0.0   \n",
       "3                    0.0                  0.0                             0.0   \n",
       "4                    0.0                  0.0                             0.0   \n",
       "\n",
       "   PercentFunded  Recommendations InvestmentFromFriendsCount  \\\n",
       "0            1.0              0.0                        0.0   \n",
       "1            1.0              0.0                        0.0   \n",
       "2            1.0              0.0                        0.0   \n",
       "3            1.0              0.0                        0.0   \n",
       "4            1.0              0.0                        0.0   \n",
       "\n",
       "  InvestmentFromFriendsAmount Investors  \n",
       "0                         0.0     258.0  \n",
       "1                         0.0       1.0  \n",
       "2                         0.0      41.0  \n",
       "3                         0.0     158.0  \n",
       "4                         0.0      20.0  \n",
       "\n",
       "[5 rows x 81 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "30930697-9441-41eb-acb9-5d881e22c5fa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ListingKey                         0\n",
       "ListingNumber                      0\n",
       "ListingCreationDate                0\n",
       "CreditGrade                    69120\n",
       "Term                               0\n",
       "                               ...  \n",
       "PercentFunded                      1\n",
       "Recommendations                    1\n",
       "InvestmentFromFriendsCount         1\n",
       "InvestmentFromFriendsAmount        1\n",
       "Investors                          1\n",
       "Length: 81, dtype: int64"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "4fecba09-f235-423e-a067-60321d4549b8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "created missing indicator for: CreditGrade\n",
      "created missing indicator for: ClosedDate\n",
      "created missing indicator for: BorrowerAPR\n",
      "created missing indicator for: BorrowerRate\n",
      "created missing indicator for: LenderYield\n",
      "created missing indicator for: EstimatedEffectiveYield\n",
      "created missing indicator for: EstimatedLoss\n",
      "created missing indicator for: EstimatedReturn\n",
      "created missing indicator for: ProsperRating (numeric)\n",
      "created missing indicator for: ProsperRating (Alpha)\n",
      "created missing indicator for: ProsperScore\n",
      "created missing indicator for: ListingCategory (numeric)\n",
      "created missing indicator for: BorrowerState\n",
      "created missing indicator for: Occupation\n",
      "created missing indicator for: EmploymentStatus\n",
      "created missing indicator for: EmploymentStatusDuration\n",
      "created missing indicator for: IsBorrowerHomeowner\n",
      "created missing indicator for: CurrentlyInGroup\n",
      "created missing indicator for: GroupKey\n",
      "created missing indicator for: DateCreditPulled\n",
      "created missing indicator for: CreditScoreRangeLower\n",
      "created missing indicator for: CreditScoreRangeUpper\n",
      "created missing indicator for: FirstRecordedCreditLine\n",
      "created missing indicator for: CurrentCreditLines\n",
      "created missing indicator for: OpenCreditLines\n",
      "created missing indicator for: TotalCreditLinespast7years\n",
      "created missing indicator for: OpenRevolvingAccounts\n",
      "created missing indicator for: OpenRevolvingMonthlyPayment\n",
      "created missing indicator for: InquiriesLast6Months\n",
      "created missing indicator for: TotalInquiries\n",
      "created missing indicator for: CurrentDelinquencies\n",
      "created missing indicator for: AmountDelinquent\n",
      "created missing indicator for: DelinquenciesLast7Years\n",
      "created missing indicator for: PublicRecordsLast10Years\n",
      "created missing indicator for: PublicRecordsLast12Months\n",
      "created missing indicator for: RevolvingCreditBalance\n",
      "created missing indicator for: BankcardUtilization\n",
      "created missing indicator for: AvailableBankcardCredit\n",
      "created missing indicator for: TotalTrades\n",
      "created missing indicator for: TradesNeverDelinquent (percentage)\n",
      "created missing indicator for: TradesOpenedLast6Months\n",
      "created missing indicator for: DebtToIncomeRatio\n",
      "created missing indicator for: IncomeRange\n",
      "created missing indicator for: IncomeVerifiable\n",
      "created missing indicator for: StatedMonthlyIncome\n",
      "created missing indicator for: LoanKey\n",
      "created missing indicator for: TotalProsperLoans\n",
      "created missing indicator for: TotalProsperPaymentsBilled\n",
      "created missing indicator for: OnTimeProsperPayments\n",
      "created missing indicator for: ProsperPaymentsLessThanOneMonthLate\n",
      "created missing indicator for: ProsperPaymentsOneMonthPlusLate\n",
      "created missing indicator for: ProsperPrincipalBorrowed\n",
      "created missing indicator for: ProsperPrincipalOutstanding\n",
      "created missing indicator for: ScorexChangeAtTimeOfListing\n",
      "created missing indicator for: LoanCurrentDaysDelinquent\n",
      "created missing indicator for: LoanFirstDefaultedCycleNumber\n",
      "created missing indicator for: LoanMonthsSinceOrigination\n",
      "created missing indicator for: LoanNumber\n",
      "created missing indicator for: LoanOriginalAmount\n",
      "created missing indicator for: LoanOriginationDate\n",
      "created missing indicator for: LoanOriginationQuarter\n",
      "created missing indicator for: MemberKey\n",
      "created missing indicator for: MonthlyLoanPayment\n",
      "created missing indicator for: LP_CustomerPayments\n",
      "created missing indicator for: LP_CustomerPrincipalPayments\n",
      "created missing indicator for: LP_InterestandFees\n",
      "created missing indicator for: LP_ServiceFees\n",
      "created missing indicator for: LP_CollectionFees\n",
      "created missing indicator for: LP_GrossPrincipalLoss\n",
      "created missing indicator for: LP_NetPrincipalLoss\n",
      "created missing indicator for: LP_NonPrincipalRecoverypayments\n",
      "created missing indicator for: PercentFunded\n",
      "created missing indicator for: Recommendations\n",
      "created missing indicator for: InvestmentFromFriendsCount\n",
      "created missing indicator for: InvestmentFromFriendsAmount\n",
      "created missing indicator for: Investors\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='index'>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#checking the missing Histogram\n",
    "# first create missing indicator for features with missing data\n",
    "for col in df.columns:\n",
    "    missing = df[col].isnull()\n",
    "    num_missing = np.sum(missing)\n",
    "    \n",
    "    if num_missing > 0:  \n",
    "        print('created missing indicator for: {}'.format(col))\n",
    "        df['{}_ismissing'.format(col)] = missing\n",
    "\n",
    "\n",
    "# then based on the indicator, plot the histogram of missing values\n",
    "ismissing_cols = [col for col in df.columns if 'ismissing' in col]\n",
    "df['num_missing'] = df[ismissing_cols].sum(axis=1)\n",
    "\n",
    "df['num_missing'].value_counts().reset_index().sort_values(by='index').plot.bar(x='index', y='num_missing')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "a363800a-8503-4ab5-81f7-cf442cecf81c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#visualising the missing values\n",
    "sns.heatmap(df.isnull(),cbar=False,cmap='viridis')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "2f7332d8-c3dd-492e-b22c-f4e6c12133e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Asking Analytical Questions and Visualizations\n",
    "plt.figure(figsize=(10,10))\n",
    "sns.heatmap(df.corr(),cbar=True,annot=True,cmap='Blues')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "52245b53-5344-4700-a555-7e5795a0796d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# droping the rows with a lot of missing values.\n",
    "ind_missing = df[df['num_missing'] > 35].index\n",
    "df_less_missing_rows = df.drop(ind_missing, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "b865c561-d372-4bed-bbf1-dc9eb4258258",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD7CAYAAACG50QgAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAXg0lEQVR4nO3df5BdZX3H8ffHiJhhBUKRNW7SJq2xFhJFs6ZprTO7hZb4awJTmcZhgBTatRStzsSR4B/+GCYjf4h2UMCJxQGKdSdTQTKQ1CJ16zgGY+IAS0BqKilskkmqYmQpk5r47R/3IR439+49e/beu3v3+bxm7uy533uec57vnrvfffY5555VRGBmZnl42Ux3wMzMOsdF38wsIy76ZmYZcdE3M8uIi76ZWUZc9M3MMtK06Et6paSdkh6VtEfSp1L8k5L2S3okPd5ZaHO9pL2SnpJ0USG+UtJoeu1mSWpPWmZmVo+aXaefCvNpETEu6RTgO8CHgDXAeER8ZsL65wJfBVYBrwW+Cbw+Io5L2pnaPgxsA26OiO0tzsnMzBp4ebMVovZbYTw9PSU9JvtNsRYYjoijwNOS9gKrJO0DTo+IHQCS7gIuBiYt+meffXYsWbKkWTfreuGFFzjttNMqte1WzjkPOeYMeeZdNefdu3f/JCJePTHetOgDSJoH7AZeB9wSEd+T9A7gA5KuAHYBGyLiOaCP2kj+JWMp9su0PDE+qSVLlrBr164y3TzJyMgIAwMDldp2K+echxxzhjzzrpqzpP+uFy9V9CPiOHC+pDOBeyUtB24DbqA26r8BuAm4Cqg3Tx+TxOt1dggYAujt7WVkZKRMN08yPj5euW23cs55yDFnyDPvVudcqui/JCJ+LmkEWFOcy5f0JeD+9HQMWFxotgg4kOKL6sTr7WczsBmgv78/qv5m96ggD845Hznm3eqcy1y98+o0wkfSfOBC4IeSFhZWuwR4PC1vBdZJOlXSUmAZsDMiDgLPS1qdTg5fAdzXskzMzKypMiP9hcCdaV7/ZcCWiLhf0j9JOp/aFM0+4P0AEbFH0hbgCeAYcG2aHgK4BrgDmE/tBK6v3DEz66AyV+88Bry5TvzySdpsAjbVie8Clk+xj2Zm1iL+RK6ZWUZc9M3MMuKib2aWERd9M7OMTOk6fTPrHks2PnBied+N75rBnths4pG+mVlGXPTNzDLiom9mlhEXfTOzjLjom5llxEXfzCwjLvpmZhlx0Tczy4iLvplZRlz0zcwy4qJvZpYRF30zs4y46JuZZcRF38wsIy76ZmYZcdE3M8uIi76ZWUaaFn1Jr5S0U9KjkvZI+lSKnyXpQUk/Sl8XFNpcL2mvpKckXVSIr5Q0ml67WZLak5aZmdVTZqR/FPjTiHgTcD6wRtJqYCPwUEQsAx5Kz5F0LrAOOA9YA9wqaV7a1m3AELAsPda0LhUzM2umadGPmvH09JT0CGAtcGeK3wlcnJbXAsMRcTQingb2AqskLQROj4gdERHAXYU2ZmbWAaXm9CXNk/QIcBh4MCK+B/RGxEGA9PWctHof8Gyh+ViK9aXliXEzM+uQl5dZKSKOA+dLOhO4V9LySVavN08fk8RP3oA0RG0aiN7eXkZGRsp08yTj4+OV23Yr55yHMjlvWHHsxPJc+f74WE9fqaL/koj4uaQRanPxhyQtjIiDaermcFptDFhcaLYIOJDii+rE6+1nM7AZoL+/PwYGBqbSzRNGRkao2rZbOec8lMl5/cYHTizvu2zydbuFj/X0lbl659VphI+k+cCFwA+BrcCVabUrgfvS8lZgnaRTJS2ldsJ2Z5oCel7S6nTVzhWFNmZm1gFlRvoLgTvTFTgvA7ZExP2SdgBbJF0NPANcChAReyRtAZ4AjgHXpukhgGuAO4D5wPb0MDOzDmla9CPiMeDNdeI/BS5o0GYTsKlOfBcw2fkAm+WWFKcMbnzXDPbEzKrwJ3LNzDLiom9mlhEXfTOzjLjom5llxEXfzCwjLvpmZhlx0Tczy8iUbsNg1m7FzwGAPwtg1moe6ZuZZcRF38wsIy76ZmYZcdE3M8uIT+RaS/hGbGbdwSN9M7OMuOibmWXERd/MLCMu+mZmGXHRNzPLiIu+mVlGXPTNzDLiom9mlhEXfTOzjDQt+pIWS/qWpCcl7ZH0oRT/pKT9kh5Jj3cW2lwvaa+kpyRdVIivlDSaXrtZktqTlpmZ1VPmNgzHgA0R8QNJrwJ2S3owvfa5iPhMcWVJ5wLrgPOA1wLflPT6iDgO3AYMAQ8D24A1wPbWpGJmZs00HelHxMGI+EFafh54EuibpMlaYDgijkbE08BeYJWkhcDpEbEjIgK4C7h4ugmYmVl5U5rTl7QEeDPwvRT6gKTHJH1Z0oIU6wOeLTQbS7G+tDwxbmZmHaLaoLvEilIP8B/Apoi4R1Iv8BMggBuAhRFxlaRbgB0RcXdqdzu1qZxngE9HxIUp/nbgoxHxnjr7GqI2DURvb+/K4eHhSsmNj4/T09NTqW23anfOo/uPnFhe0XdG0/h0tl92Wz7O9bXqmMwmPtblDQ4O7o6I/onxUrdWlnQK8DXgKxFxD0BEHCq8/iXg/vR0DFhcaL4IOJDii+rETxIRm4HNAP39/TEwMFCmmycZGRmhattu1e6c1xf/h+3oC4VXfv1W2ndZ9f2vn/g/cgvbanT7Zh/n+orfy+kck9nEx3r6yly9I+B24MmI+GwhvrCw2iXA42l5K7BO0qmSlgLLgJ0RcRB4XtLqtM0rgPtalIeZmZVQZqT/NuByYFTSIyn2MeB9ks6nNr2zD3g/QETskbQFeILalT/Xpit3AK4B7gDmU7tqx1fumJl1UNOiHxHfAepdT79tkjabgE114ruA5VPpoJmZtY4/kWtmlhEXfTOzjLjom5llxEXfzCwjLvpmZhkp9eEss6lo9CEqM5t5HumbmWXERd/MLCOe3smEp1zMDFz0rc38y8ZsdvH0jplZRjzSN5ul/FeStYNH+mZmGfFI36wij8StG3mkb2aWERd963qj+4+wZOMDvzHyNrP6XPTNzDLiOX2ry/PVZnOTi75Zh/gXqc0Gnt4xM8uIR/o2IzzqNZsZLvo243zVjVnnNJ3ekbRY0rckPSlpj6QPpfhZkh6U9KP0dUGhzfWS9kp6StJFhfhKSaPptZslqT1pmZlZPWXm9I8BGyLiD4DVwLWSzgU2Ag9FxDLgofSc9No64DxgDXCrpHlpW7cBQ8Cy9FjTwlzMzKyJpkU/Ig5GxA/S8vPAk0AfsBa4M612J3BxWl4LDEfE0Yh4GtgLrJK0EDg9InZERAB3FdqYmVkHqFZ/S64sLQG+DSwHnomIMwuvPRcRCyR9AXg4Iu5O8duB7cA+4MaIuDDF3w5cFxHvrrOfIWp/EdDb27tyeHi4UnLj4+P09PRUatutGuU8uv/IieUVfWc03U6j9YvxqaqynUZtivHDPzvCoRdPjrdbq76nVdYv896e6v66gX+myxscHNwdEf0T46VP5ErqAb4GfDgifjHJdHy9F2KS+MnBiM3AZoD+/v4YGBgo283fMDIyQtW23apRzuuLV8tcdvLrZddfP42TrlW206hNMf75r9zHTaMvPynebq36nlZZv8x7e6r76wb+mZ6+UkVf0inUCv5XIuKeFD4kaWFEHExTN4dTfAxYXGi+CDiQ4ovqxK2FRvcfOfHD3qpLIefa1TW+XNRyVubqHQG3A09GxGcLL20FrkzLVwL3FeLrJJ0qaSm1E7Y7I+Ig8Lyk1WmbVxTamJlZB5QZ6b8NuBwYlfRIin0MuBHYIulq4BngUoCI2CNpC/AEtSt/ro2I46ndNcAdwHxq8/zbW5OGmZmV0bToR8R3qD8fD3BBgzabgE114ruonQS2WaKTUx1zbZrIrBv53jtmZhnxbRjMWswnim0280jfzCwjHunbCZ5zN5v7XPRtTvHUitnkPL1jZpYRF30zs4x4esfmLE/1mJ3MI30zs4x4pD/LebRqZq3kkb6ZWUZc9M3MMuKib2aWEc/pzwHFef8NK6a2vpnlxUXfrIluOpnuX+jWjKd3zMwy4pG+daWpTmmZWY2LvlkGummKytrL0ztmZhnxSN/MSvNfDN3PRb9L+SoNM6vC0ztmZhlpOtKX9GXg3cDhiFieYp8E/gb4n7TaxyJiW3rteuBq4Djw9xHxjRRfCdwBzAe2AR+KiGhlMjb3+C8as9YqM9K/A1hTJ/65iDg/PV4q+OcC64DzUptbJc1L698GDAHL0qPeNs3MrI2aFv2I+Dbws5LbWwsMR8TRiHga2AuskrQQOD0idqTR/V3AxRX7bGZmFanMDIukJcD9E6Z31gO/AHYBGyLiOUlfAB6OiLvTercD24F9wI0RcWGKvx24LiLe3WB/Q9T+KqC3t3fl8PBwpeTGx8fp6emp1Ha2GN1/5MTyir4z6saLeufDoRfLrz8XFHNupNH3ohhvpMwxmE58qvuFxu/tMse5zL6r9KkT5sLP9FRVzXlwcHB3RPRPjFe9euc24AYg0tebgKsA1Vk3JonXFRGbgc0A/f39MTAwUKmTIyMjVG07W6wvXiJ32UDdeNGGFce4aTQd1tEXCq/M3Qu1fiPnBhp974rxRsocg+nEp7pfaPzebvS+KCqz7yp96oS58DM9Va3OudLVOxFxKCKOR8SvgC8Bq9JLY8DiwqqLgAMpvqhO3MzMOqhS0U9z9C+5BHg8LW8F1kk6VdJSaidsd0bEQeB5SaslCbgCuG8a/TYzswrKXLL5VWAAOFvSGPAJYEDS+dSmaPYB7weIiD2StgBPAMeAayPieNrUNfz6ks3t6WFmZh3UtOhHxPvqhG+fZP1NwKY68V3A8in1zszMWsqfyDUzy4iLvplZRlz0zcwy4qJvZpaRufuJHbMO8o3hrFt4pG9mlhEXfTOzjHh6x7LQLdMv3dJP614u+maJ//+r5cBFv4t4FGhm0+U5fTOzjLjom5llxEXfzCwjntM3q8PnT2yu8kjfzCwjLvpmZhlx0Tczy4iLvplZRlz0zcwy4qJvZpYRX7I5C/lyQTNrl6YjfUlflnRY0uOF2FmSHpT0o/R1QeG16yXtlfSUpIsK8ZWSRtNrN0tS69MxM7PJlJneuQNYMyG2EXgoIpYBD6XnSDoXWAecl9rcKmleanMbMAQsS4+J2zQzszZrOr0TEd+WtGRCeC0wkJbvBEaA61J8OCKOAk9L2guskrQPOD0idgBIugu4GNg+7QzMpsFTaZabqidyeyPiIED6ek6K9wHPFtYbS7G+tDwxbmZmHaSIaL5SbaR/f0QsT89/HhFnFl5/LiIWSLoF2BERd6f47cA24Bng0xFxYYq/HfhoRLynwf6GqE0F0dvbu3J4eLhScuPj4/T09FRqO5NG9x+p3LZ3Phx6sYWd6QKzOecVfWecWC4e12K8qNGxn7h+o/d2mfdOo32XUSaHdurWn+npqJrz4ODg7ojonxivevXOIUkLI+KgpIXA4RQfAxYX1lsEHEjxRXXidUXEZmAzQH9/fwwMDFTq5MjICFXbzqT105hy2LDiGDeN5nVR1mzOed9lAyeWi8e1GC9qdOwnrt/ovV3mvdNo32WUyaGduvVnejpanXPV6Z2twJVp+UrgvkJ8naRTJS2ldsJ2Z5oCel7S6nTVzhWFNmZm1iFNh0eSvkrtpO3ZksaATwA3AlskXU1t6uZSgIjYI2kL8ARwDLg2Io6nTV1D7Uqg+dRO4PokrplZh5W5eud9DV66oMH6m4BNdeK7gOVT6l1GfBWJmXWCb8NgZpYRF30zs4y46JuZZcRF38wsI7Pz4mazjPgkvnWSR/pmZhlx0TfrQqP7j7Bk4wP+K8GmzNM7Zm3komyzjUf6ZmYZcdE3M8uIp3fMZoCnfWymeKRvZpYRF30zs4y46JuZZcRF38wsIz6Ra9YFJp743bBihjpiXc8jfTOzjLjom5llxEXfzCwjntOfIf5wjpnNBI/0zcwy4qJvZpaRaRV9SfskjUp6RNKuFDtL0oOSfpS+Liisf72kvZKeknTRdDtvZmZT04qR/mBEnB8R/en5RuChiFgGPJSeI+lcYB1wHrAGuFXSvBbs38zMSmrHidy1wEBavhMYAa5L8eGIOAo8LWkvsArY0YY+zEo+eWtmM226I/0A/k3SbklDKdYbEQcB0tdzUrwPeLbQdizFzMysQxQR1RtLr42IA5LOAR4EPghsjYgzC+s8FxELJN0C7IiIu1P8dmBbRHytznaHgCGA3t7elcPDw5X6Nz4+Tk9PT6W27TC6/0jb99E7Hw692PbdzCq557yi74wT8TLvseL6U1Xc/nS2U9Vs+5nuhKo5Dw4O7i5Mu58wremdiDiQvh6WdC+16ZpDkhZGxEFJC4HDafUxYHGh+SLgQIPtbgY2A/T398fAwECl/o2MjFC1bTus78D0zoYVx7hpNK+PX+Se877LBk7Ey7zHiutPVXH709lOVbPtZ7oTWp1z5ekdSadJetVLy8CfA48DW4Er02pXAvel5a3AOkmnSloKLAN2Vt2/mZlN3XSGR73AvZJe2s4/R8S/Svo+sEXS1cAzwKUAEbFH0hbgCeAYcG1EHJ9W783MbEoqF/2I+DHwpjrxnwIXNGizCdhUdZ9mZjY9eU2EmtlvKF5GvO/Gd81gT6xTXPTNupw//2FT4XvvmJllxEXfzCwjLvpmZhlx0Tczy4iLvplZRlz0zcwy4qJvZpYRF30zs4z4w1lmNil/+Gtu8UjfzCwjLvpmZhlx0Tczy4jn9NvM86HWjfy+nbs80jczy4iLvplZRlz0zcwy4qJvZpYRn8htA58EM7PZykXfLDMelOTN0ztmZhnpeNGXtEbSU5L2StrY6f2bmeWso9M7kuYBtwB/BowB35e0NSKe6GQ/zOxknvbJQ6dH+quAvRHx44j4P2AYWNvhPpiZZavTJ3L7gGcLz8eAP2zXzkb3H2F9Gr3su/FdJ+LFEU0x3kij9T0yspw1ev+X+ZmymaOI6NzOpEuBiyLir9Pzy4FVEfHBCesNAUPp6e8DT1Xc5dnATyq27VbOOQ855gx55l0159+JiFdPDHZ6pD8GLC48XwQcmLhSRGwGNk93Z5J2RUT/dLfTTZxzHnLMGfLMu9U5d3pO//vAMklLJb0CWAds7XAfzMyy1dGRfkQck/QB4BvAPODLEbGnk30wM8tZxz+RGxHbgG0d2t20p4i6kHPOQ445Q555tzTnjp7INTOzmeXbMJiZZWROFP1mt3ZQzc3p9cckvWUm+tlKJXJ+g6Qdko5K+shM9LHVSuR8WTq+j0n6rqQ3zUQ/W6lEzmtTvo9I2iXpT2ain61U9lYtkt4q6bik93ayf+1Q4jgPSDqSjvMjkj5eeWcR0dUPaieE/wv4XeAVwKPAuRPWeSewHRCwGvjeTPe7AzmfA7wV2AR8ZKb73KGc/xhYkJbfkclx7uHX07RvBH440/1ud86F9f6d2vnB9850vztwnAeA+1uxv7kw0i9za4e1wF1R8zBwpqSFne5oCzXNOSIOR8T3gV/ORAfboEzO342I59LTh6l9DqSblcl5PFJVAE4Duv0kXdlbtXwQ+BpwuJOda5OO3p5mLhT9erd26KuwTjeZa/mUMdWcr6b21103K5WzpEsk/RB4ALiqQ31rl6Y5S+oDLgG+2MF+tVPZ9/YfSXpU0nZJ51Xd2Vwo+qoTmzjaKbNON5lr+ZRROmdJg9SK/nVt7VH7lco5Iu6NiDcAFwM3tLtTbVYm538ArouI4+3vTkeUyfkH1G6r8Cbg88DXq+5sLhT9Mrd2KHX7hy4y1/Ipo1TOkt4I/COwNiJ+2qG+tcuUjnNEfBv4PUlnt7tjbVQm535gWNI+4L3ArZIu7kjv2qNpzhHxi4gYT8vbgFOqHue5UPTL3NphK3BFuopnNXAkIg52uqMtlOPtLJrmLOm3gXuAyyPiP2egj61WJufXSVJafgu1E4Hd/Muuac4RsTQilkTEEuBfgL+LiK93vKetU+Y4v6ZwnFdRq92VjnPX/4/caHBrB0l/m17/IrUz/O8E9gL/C/zVTPW3FcrkLOk1wC7gdOBXkj5M7YqAX8xUv6ej5HH+OPBb1EZ+AMeii2/OVTLnv6A2oPkl8CLwl4UTu12nZM5zSsmc3wtcI+kYteO8rupx9idyzcwyMhemd8zMrCQXfTOzjLjom5llxEXfzCwjLvpmZhlx0Tczy4iLvplZRlz0zcwy8v+CoZHFskpm5gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# histogram of Borrowerate.\n",
    "df['BorrowerRate'].hist(bins=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "0cbbb431-3c3f-4854-90ba-e60229de4e93",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#boxplot of the BorrowerRate\n",
    "\n",
    "df.boxplot(column=['BorrowerRate'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "6c5a9f82-ea28-4441-968c-76b056decb8b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#checking the histogram of income Range\n",
    "df['IncomeRange'].hist(bins=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "85baf6d1-419e-4ebd-a05e-9733f49fc30e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LP_NonPrincipalRecoverypayments: 97.11900%\n",
      "0.00       89905\n",
      "100.00        51\n",
      "50.00         36\n",
      "85.00         25\n",
      "25.00         24\n",
      "           ...  \n",
      "126.68         1\n",
      "1233.75        1\n",
      "1302.72        1\n",
      "399.83         1\n",
      "NaN            1\n",
      "Name: LP_NonPrincipalRecoverypayments, Length: 2182, dtype: int64\n",
      "\n",
      "PercentFunded: 99.21899%\n",
      "1.0000    91849\n",
      "0.9998        5\n",
      "0.7000        3\n",
      "0.7395        3\n",
      "0.9086        3\n",
      "          ...  \n",
      "0.8684        1\n",
      "0.7007        1\n",
      "0.8721        1\n",
      "0.8189        1\n",
      "NaN           1\n",
      "Name: PercentFunded, Length: 624, dtype: int64\n",
      "\n",
      "Recommendations: 96.26129%\n",
      "0.0     89111\n",
      "1.0      2845\n",
      "2.0       472\n",
      "3.0        88\n",
      "4.0        23\n",
      "5.0        10\n",
      "9.0         5\n",
      "7.0         5\n",
      "8.0         3\n",
      "6.0         3\n",
      "16.0        2\n",
      "39.0        1\n",
      "21.0        1\n",
      "14.0        1\n",
      "24.0        1\n",
      "NaN         1\n",
      "Name: Recommendations, dtype: int64\n",
      "\n",
      "InvestmentFromFriendsCount: 98.12578%\n",
      "0.0     90837\n",
      "1.0      1491\n",
      "2.0       178\n",
      "3.0        31\n",
      "4.0        13\n",
      "5.0         6\n",
      "9.0         4\n",
      "8.0         3\n",
      "6.0         2\n",
      "7.0         2\n",
      "33.0        1\n",
      "20.0        1\n",
      "15.0        1\n",
      "13.0        1\n",
      "NaN         1\n",
      "Name: InvestmentFromFriendsCount, dtype: int64\n",
      "\n",
      "InvestmentFromFriendsAmount: 98.12578%\n",
      "0.00       90837\n",
      "50.00        267\n",
      "100.00       211\n",
      "200.00        77\n",
      "500.00        76\n",
      "           ...  \n",
      "1028.00        1\n",
      "567.47         1\n",
      "343.39         1\n",
      "501.08         1\n",
      "NaN            1\n",
      "Name: InvestmentFromFriendsAmount, Length: 604, dtype: int64\n",
      "\n",
      "BorrowerAPR_ismissing: 99.97948%\n",
      "False    92553\n",
      "True        19\n",
      "Name: BorrowerAPR_ismissing, dtype: int64\n",
      "\n",
      "BorrowerRate_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: BorrowerRate_ismissing, dtype: int64\n",
      "\n",
      "LenderYield_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: LenderYield_ismissing, dtype: int64\n",
      "\n",
      "ListingCategory (numeric)_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: ListingCategory (numeric)_ismissing, dtype: int64\n",
      "\n",
      "BorrowerState_ismissing: 95.15620%\n",
      "False    88088\n",
      "True      4484\n",
      "Name: BorrowerState_ismissing, dtype: int64\n",
      "\n",
      "Occupation_ismissing: 96.88135%\n",
      "False    89685\n",
      "True      2887\n",
      "Name: Occupation_ismissing, dtype: int64\n",
      "\n",
      "EmploymentStatus_ismissing: 98.03288%\n",
      "False    90751\n",
      "True      1821\n",
      "Name: EmploymentStatus_ismissing, dtype: int64\n",
      "\n",
      "IsBorrowerHomeowner_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: IsBorrowerHomeowner_ismissing, dtype: int64\n",
      "\n",
      "CurrentlyInGroup_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: CurrentlyInGroup_ismissing, dtype: int64\n",
      "\n",
      "DateCreditPulled_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: DateCreditPulled_ismissing, dtype: int64\n",
      "\n",
      "CreditScoreRangeLower_ismissing: 99.48473%\n",
      "False    92095\n",
      "True       477\n",
      "Name: CreditScoreRangeLower_ismissing, dtype: int64\n",
      "\n",
      "CreditScoreRangeUpper_ismissing: 99.48473%\n",
      "False    92095\n",
      "True       477\n",
      "Name: CreditScoreRangeUpper_ismissing, dtype: int64\n",
      "\n",
      "FirstRecordedCreditLine_ismissing: 99.39723%\n",
      "False    92014\n",
      "True       558\n",
      "Name: FirstRecordedCreditLine_ismissing, dtype: int64\n",
      "\n",
      "TotalCreditLinespast7years_ismissing: 99.39723%\n",
      "False    92014\n",
      "True       558\n",
      "Name: TotalCreditLinespast7years_ismissing, dtype: int64\n",
      "\n",
      "OpenRevolvingAccounts_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: OpenRevolvingAccounts_ismissing, dtype: int64\n",
      "\n",
      "OpenRevolvingMonthlyPayment_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: OpenRevolvingMonthlyPayment_ismissing, dtype: int64\n",
      "\n",
      "InquiriesLast6Months_ismissing: 99.39723%\n",
      "False    92014\n",
      "True       558\n",
      "Name: InquiriesLast6Months_ismissing, dtype: int64\n",
      "\n",
      "TotalInquiries_ismissing: 98.99106%\n",
      "False    91638\n",
      "True       934\n",
      "Name: TotalInquiries_ismissing, dtype: int64\n",
      "\n",
      "CurrentDelinquencies_ismissing: 99.39723%\n",
      "False    92014\n",
      "True       558\n",
      "Name: CurrentDelinquencies_ismissing, dtype: int64\n",
      "\n",
      "DelinquenciesLast7Years_ismissing: 99.14445%\n",
      "False    91780\n",
      "True       792\n",
      "Name: DelinquenciesLast7Years_ismissing, dtype: int64\n",
      "\n",
      "PublicRecordsLast10Years_ismissing: 99.39723%\n",
      "False    92014\n",
      "True       558\n",
      "Name: PublicRecordsLast10Years_ismissing, dtype: int64\n",
      "\n",
      "IncomeRange_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: IncomeRange_ismissing, dtype: int64\n",
      "\n",
      "IncomeVerifiable_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: IncomeVerifiable_ismissing, dtype: int64\n",
      "\n",
      "StatedMonthlyIncome_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: StatedMonthlyIncome_ismissing, dtype: int64\n",
      "\n",
      "LoanKey_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: LoanKey_ismissing, dtype: int64\n",
      "\n",
      "LoanCurrentDaysDelinquent_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: LoanCurrentDaysDelinquent_ismissing, dtype: int64\n",
      "\n",
      "LoanMonthsSinceOrigination_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: LoanMonthsSinceOrigination_ismissing, dtype: int64\n",
      "\n",
      "LoanNumber_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: LoanNumber_ismissing, dtype: int64\n",
      "\n",
      "LoanOriginalAmount_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: LoanOriginalAmount_ismissing, dtype: int64\n",
      "\n",
      "LoanOriginationDate_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: LoanOriginationDate_ismissing, dtype: int64\n",
      "\n",
      "LoanOriginationQuarter_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: LoanOriginationQuarter_ismissing, dtype: int64\n",
      "\n",
      "MemberKey_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: MemberKey_ismissing, dtype: int64\n",
      "\n",
      "MonthlyLoanPayment_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: MonthlyLoanPayment_ismissing, dtype: int64\n",
      "\n",
      "LP_CustomerPayments_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: LP_CustomerPayments_ismissing, dtype: int64\n",
      "\n",
      "LP_CustomerPrincipalPayments_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: LP_CustomerPrincipalPayments_ismissing, dtype: int64\n",
      "\n",
      "LP_InterestandFees_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: LP_InterestandFees_ismissing, dtype: int64\n",
      "\n",
      "LP_ServiceFees_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: LP_ServiceFees_ismissing, dtype: int64\n",
      "\n",
      "LP_CollectionFees_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: LP_CollectionFees_ismissing, dtype: int64\n",
      "\n",
      "LP_GrossPrincipalLoss_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: LP_GrossPrincipalLoss_ismissing, dtype: int64\n",
      "\n",
      "LP_NetPrincipalLoss_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: LP_NetPrincipalLoss_ismissing, dtype: int64\n",
      "\n",
      "LP_NonPrincipalRecoverypayments_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: LP_NonPrincipalRecoverypayments_ismissing, dtype: int64\n",
      "\n",
      "PercentFunded_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: PercentFunded_ismissing, dtype: int64\n",
      "\n",
      "Recommendations_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: Recommendations_ismissing, dtype: int64\n",
      "\n",
      "InvestmentFromFriendsCount_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: InvestmentFromFriendsCount_ismissing, dtype: int64\n",
      "\n",
      "InvestmentFromFriendsAmount_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: InvestmentFromFriendsAmount_ismissing, dtype: int64\n",
      "\n",
      "Investors_ismissing: 99.99892%\n",
      "False    92571\n",
      "True         1\n",
      "Name: Investors_ismissing, dtype: int64\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#Checking the Repetative Data\n",
    "num_rows = len(df.index)\n",
    "low_information_cols = [] #\n",
    "\n",
    "for col in df.columns:\n",
    "    cnts = df[col].value_counts(dropna=False)\n",
    "    top_pct = (cnts/num_rows).iloc[0]\n",
    "    \n",
    "    if top_pct > 0.95:\n",
    "        low_information_cols.append(col)\n",
    "        print('{0}: {1:.5f}%'.format(col, top_pct*100))\n",
    "        print(cnts)\n",
    "        print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "1f8fbc51-de62-4c39-893c-cc25af85dc38",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Current                   46062\n",
       "Completed                 30898\n",
       "Chargedoff                 9723\n",
       "Defaulted                  4040\n",
       "Past Due (1-15 days)        668\n",
       "Past Due (31-60 days)       293\n",
       "Past Due (61-90 days)       248\n",
       "Past Due (91-120 days)      235\n",
       "Past Due (16-30 days)       221\n",
       "FinalPaymentInProgress      167\n",
       "Past Due (>120 days)         14\n",
       "Cancelled                     3\n",
       "Name: LoanStatus, dtype: int64"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking the captalization\n",
    "df['LoanStatus'].value_counts(dropna=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "ddb94484-c81a-4c66-be44-3918d7b72c87",
   "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>ListingKey</th>\n",
       "      <th>ListingNumber</th>\n",
       "      <th>ListingCreationDate</th>\n",
       "      <th>CreditGrade</th>\n",
       "      <th>Term</th>\n",
       "      <th>LoanStatus</th>\n",
       "      <th>ClosedDate</th>\n",
       "      <th>BorrowerAPR</th>\n",
       "      <th>BorrowerRate</th>\n",
       "      <th>LenderYield</th>\n",
       "      <th>...</th>\n",
       "      <th>LP_CollectionFees_ismissing</th>\n",
       "      <th>LP_GrossPrincipalLoss_ismissing</th>\n",
       "      <th>LP_NetPrincipalLoss_ismissing</th>\n",
       "      <th>LP_NonPrincipalRecoverypayments_ismissing</th>\n",
       "      <th>PercentFunded_ismissing</th>\n",
       "      <th>Recommendations_ismissing</th>\n",
       "      <th>InvestmentFromFriendsCount_ismissing</th>\n",
       "      <th>InvestmentFromFriendsAmount_ismissing</th>\n",
       "      <th>Investors_ismissing</th>\n",
       "      <th>num_missing</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1021339766868145413AB3B</td>\n",
       "      <td>193129</td>\n",
       "      <td>2007-08-26 19:09:29.263000000</td>\n",
       "      <td>C</td>\n",
       "      <td>36</td>\n",
       "      <td>Completed</td>\n",
       "      <td>2009-08-14 00:00:00</td>\n",
       "      <td>0.16516</td>\n",
       "      <td>0.1580</td>\n",
       "      <td>0.1380</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10273602499503308B223C1</td>\n",
       "      <td>1209647</td>\n",
       "      <td>2014-02-27 08:28:07.900000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36</td>\n",
       "      <td>Current</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.12016</td>\n",
       "      <td>0.0920</td>\n",
       "      <td>0.0820</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0EE9337825851032864889A</td>\n",
       "      <td>81716</td>\n",
       "      <td>2007-01-05 15:00:47.090000000</td>\n",
       "      <td>HR</td>\n",
       "      <td>36</td>\n",
       "      <td>Completed</td>\n",
       "      <td>2009-12-17 00:00:00</td>\n",
       "      <td>0.28269</td>\n",
       "      <td>0.2750</td>\n",
       "      <td>0.2400</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0EF5356002482715299901A</td>\n",
       "      <td>658116</td>\n",
       "      <td>2012-10-22 11:02:35.010000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36</td>\n",
       "      <td>Current</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.12528</td>\n",
       "      <td>0.0974</td>\n",
       "      <td>0.0874</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>12</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0F023589499656230C5E3E2</td>\n",
       "      <td>909464</td>\n",
       "      <td>2013-09-14 18:38:39.097000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36</td>\n",
       "      <td>Current</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.24614</td>\n",
       "      <td>0.2085</td>\n",
       "      <td>0.1985</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92567</th>\n",
       "      <td>C75B3416169159130B42876</td>\n",
       "      <td>298735</td>\n",
       "      <td>2008-03-24 21:14:50.583000000</td>\n",
       "      <td>A</td>\n",
       "      <td>36</td>\n",
       "      <td>Chargedoff</td>\n",
       "      <td>2009-05-01 00:00:00</td>\n",
       "      <td>0.21430</td>\n",
       "      <td>0.1995</td>\n",
       "      <td>0.1895</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92568</th>\n",
       "      <td>AA4235865330944376313A9</td>\n",
       "      <td>875559</td>\n",
       "      <td>2013-08-21 06:48:48.050000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36</td>\n",
       "      <td>Completed</td>\n",
       "      <td>2014-01-14 00:00:00</td>\n",
       "      <td>0.08325</td>\n",
       "      <td>0.0699</td>\n",
       "      <td>0.0599</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92569</th>\n",
       "      <td>AA4B3531893785028DD034C</td>\n",
       "      <td>539841</td>\n",
       "      <td>2011-11-18 12:10:09.773000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60</td>\n",
       "      <td>Chargedoff</td>\n",
       "      <td>2012-10-03 00:00:00</td>\n",
       "      <td>0.29495</td>\n",
       "      <td>0.2687</td>\n",
       "      <td>0.2587</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92570</th>\n",
       "      <td>AA553528750421290B93746</td>\n",
       "      <td>533701</td>\n",
       "      <td>2011-10-17 17:28:28.487000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36</td>\n",
       "      <td>Chargedoff</td>\n",
       "      <td>2013-05-02 00:00:00</td>\n",
       "      <td>0.35132</td>\n",
       "      <td>0.3149</td>\n",
       "      <td>0.3049</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92571</th>\n",
       "      <td>AA58359719809679593B4F5</td>\n",
       "      <td>1078427</td>\n",
       "      <td>2013-12-15 05:45:23.353000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60</td>\n",
       "      <td>Completed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>92572 rows × 158 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    ListingKey  ListingNumber            ListingCreationDate  \\\n",
       "0      1021339766868145413AB3B         193129  2007-08-26 19:09:29.263000000   \n",
       "1      10273602499503308B223C1        1209647  2014-02-27 08:28:07.900000000   \n",
       "2      0EE9337825851032864889A          81716  2007-01-05 15:00:47.090000000   \n",
       "3      0EF5356002482715299901A         658116  2012-10-22 11:02:35.010000000   \n",
       "4      0F023589499656230C5E3E2         909464  2013-09-14 18:38:39.097000000   \n",
       "...                        ...            ...                            ...   \n",
       "92567  C75B3416169159130B42876         298735  2008-03-24 21:14:50.583000000   \n",
       "92568  AA4235865330944376313A9         875559  2013-08-21 06:48:48.050000000   \n",
       "92569  AA4B3531893785028DD034C         539841  2011-11-18 12:10:09.773000000   \n",
       "92570  AA553528750421290B93746         533701  2011-10-17 17:28:28.487000000   \n",
       "92571  AA58359719809679593B4F5        1078427  2013-12-15 05:45:23.353000000   \n",
       "\n",
       "      CreditGrade  Term  LoanStatus           ClosedDate  BorrowerAPR  \\\n",
       "0               C    36   Completed  2009-08-14 00:00:00      0.16516   \n",
       "1             NaN    36     Current                  NaN      0.12016   \n",
       "2              HR    36   Completed  2009-12-17 00:00:00      0.28269   \n",
       "3             NaN    36     Current                  NaN      0.12528   \n",
       "4             NaN    36     Current                  NaN      0.24614   \n",
       "...           ...   ...         ...                  ...          ...   \n",
       "92567           A    36  Chargedoff  2009-05-01 00:00:00      0.21430   \n",
       "92568         NaN    36   Completed  2014-01-14 00:00:00      0.08325   \n",
       "92569         NaN    60  Chargedoff  2012-10-03 00:00:00      0.29495   \n",
       "92570         NaN    36  Chargedoff  2013-05-02 00:00:00      0.35132   \n",
       "92571         NaN    60   Completed                  NaN          NaN   \n",
       "\n",
       "       BorrowerRate  LenderYield  ...  LP_CollectionFees_ismissing  \\\n",
       "0            0.1580       0.1380  ...                        False   \n",
       "1            0.0920       0.0820  ...                        False   \n",
       "2            0.2750       0.2400  ...                        False   \n",
       "3            0.0974       0.0874  ...                        False   \n",
       "4            0.2085       0.1985  ...                        False   \n",
       "...             ...          ...  ...                          ...   \n",
       "92567        0.1995       0.1895  ...                        False   \n",
       "92568        0.0699       0.0599  ...                        False   \n",
       "92569        0.2687       0.2587  ...                        False   \n",
       "92570        0.3149       0.3049  ...                        False   \n",
       "92571           NaN          NaN  ...                         True   \n",
       "\n",
       "       LP_GrossPrincipalLoss_ismissing  LP_NetPrincipalLoss_ismissing  \\\n",
       "0                                False                          False   \n",
       "1                                False                          False   \n",
       "2                                False                          False   \n",
       "3                                False                          False   \n",
       "4                                False                          False   \n",
       "...                                ...                            ...   \n",
       "92567                            False                          False   \n",
       "92568                            False                          False   \n",
       "92569                            False                          False   \n",
       "92570                            False                          False   \n",
       "92571                             True                           True   \n",
       "\n",
       "       LP_NonPrincipalRecoverypayments_ismissing PercentFunded_ismissing  \\\n",
       "0                                          False                   False   \n",
       "1                                          False                   False   \n",
       "2                                          False                   False   \n",
       "3                                          False                   False   \n",
       "4                                          False                   False   \n",
       "...                                          ...                     ...   \n",
       "92567                                      False                   False   \n",
       "92568                                      False                   False   \n",
       "92569                                      False                   False   \n",
       "92570                                      False                   False   \n",
       "92571                                       True                    True   \n",
       "\n",
       "       Recommendations_ismissing  InvestmentFromFriendsCount_ismissing  \\\n",
       "0                          False                                 False   \n",
       "1                          False                                 False   \n",
       "2                          False                                 False   \n",
       "3                          False                                 False   \n",
       "4                          False                                 False   \n",
       "...                          ...                                   ...   \n",
       "92567                      False                                 False   \n",
       "92568                      False                                 False   \n",
       "92569                      False                                 False   \n",
       "92570                      False                                 False   \n",
       "92571                       True                                  True   \n",
       "\n",
       "      InvestmentFromFriendsAmount_ismissing Investors_ismissing num_missing  \n",
       "0                                     False               False          16  \n",
       "1                                     False               False          12  \n",
       "2                                     False               False          26  \n",
       "3                                     False               False          12  \n",
       "4                                     False               False           5  \n",
       "...                                     ...                 ...         ...  \n",
       "92567                                 False               False          15  \n",
       "92568                                 False               False           3  \n",
       "92569                                 False               False           3  \n",
       "92570                                 False               False          10  \n",
       "92571                                  True                True          76  \n",
       "\n",
       "[92572 rows x 158 columns]"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking the Format of the prosperLoanData in the CSV file\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b331cc62-2cbf-4cec-b3d5-099dad8ba506",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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