Baselight

Bank Loan Defaulter Prediction (Hackathon)

Predict if a person will be a loan defaulter or not.

@kaggle.ankitkalauni_bank_loan_defaulter_prediction_hackathon

Train
@kaggle.ankitkalauni_bank_loan_defaulter_prediction_hackathon.train

  • 8.28 MB
  • 67463 rows
  • 35 columns
id

ID

loan_amount

Loan Amount

funded_amount

Funded Amount

funded_amount_investor

Funded Amount Investor

term

Term

batch_enrolled

Batch Enrolled

interest_rate

Interest Rate

grade

Grade

sub_grade

Sub Grade

employment_duration

Employment Duration

home_ownership

Home Ownership

verification_status

Verification Status

payment_plan

Payment Plan

loan_title

Loan Title

debit_to_income

Debit To Income

delinquency_two_years

Delinquency - Two Years

inquires_six_months

Inquires - Six Months

open_account

Open Account

public_record

Public Record

revolving_balance

Revolving Balance

revolving_utilities

Revolving Utilities

total_accounts

Total Accounts

initial_list_status

Initial List Status

total_received_interest

Total Received Interest

total_received_late_fee

Total Received Late Fee

recoveries

Recoveries

collection_recovery_fee

Collection Recovery Fee

collection_12_months_medical

Collection 12 Months Medical

application_type

Application Type

last_week_pay

Last Week Pay

accounts_delinquent

Accounts Delinquent

total_collection_amount

Total Collection Amount

total_current_balance

Total Current Balance

total_revolving_credit_limit

Total Revolving Credit Limit

loan_status

Loan Status

65087372100003223612329.3628659BAT252292211.13500686BC4MORTGAGE176346.6267Not VerifiednDebt Consolidation16.284757811132424674.932551037w2929.6463150.1020551982.4982909620.79372376INDIVIDUAL49313113016619
145015336091194012191.9969259BAT158659912.23756263CD3RENT39833.921Source VerifiednDebt consolidation15.412409451281278.2971860113f772.76938499999990.036181172.3772147560.974821103INDIVIDUAL1095318261020885
196910128276931121603.2245559BAT213639112.54588365FD4MORTGAGE91506.69105Source VerifiednDebt Consolidation28.137618621418432.07303987320w863.324395618.778660074.3162773441.020074954INDIVIDUAL66348980126155
665143011170695417877.1558559BAT242873116.73120146CC3MORTGAGE108286.5759Source VerifiednDebt consolidation18.04373003171381967.4679512112w288.1731960.0441313730.1070202810.7499709929999999INDIVIDUAL3940918960214
14354669168901322613539.9266759BAT534161915.00830022CD4MORTGAGE44234.82545Source VerifiednCredit card refinancing17.2098860413131154485.2507611422w129.239553319.306646391294.8187510.3689529179999999INDIVIDUAL1843012602922579
5050904634631302038635.93161299999936BAT469457217.24698602BG5RENT98957.47561Not VerifiednCredit card refinancing7.9143327620000013216227751.5644760620w464.8181240.0885843485.0435754380.581687716INDIVIDUAL32425125227480
32737431308441977315777.5118359BAT480802210.73143231CC5RENT102391.8243VerifiednHome improvement15.08391059111450146.8088039737w525.73810860.0835282843.1679371270.553076428INDIVIDUAL7133884206931068
6315165020744106097645.01480258BAT255838813.99368786AA5OWN61723.52014Not VerifiednDebt consolidation29.82971503141306723.9366244433w1350.24521199999980.0449648150.0984480030.047589103INDIVIDUAL874818490943303
427966292991123813429.4566159BAT534161911.17845658GC2MORTGAGE63205.09072000001VerifiednCredit card refinancing26.24471043654915.9473859917w4140.1989780.017105840.53021355799999990.216985337INDIVIDUAL14426681267482
44310341923289627004.09748158BAT20789745.520412677CB5RENT42015.46586Source VerifiednCredit card refinancing10.04854906111136135.0733448430f2149.6669630.0083379312.9122146140.886864352INDIVIDUAL9357165014871

CREATE TABLE train (
  "id" BIGINT,
  "loan_amount" BIGINT,
  "funded_amount" BIGINT,
  "funded_amount_investor" DOUBLE,
  "term" BIGINT,
  "batch_enrolled" VARCHAR,
  "interest_rate" DOUBLE,
  "grade" VARCHAR,
  "sub_grade" VARCHAR,
  "employment_duration" VARCHAR,
  "home_ownership" DOUBLE,
  "verification_status" VARCHAR,
  "payment_plan" VARCHAR,
  "loan_title" VARCHAR,
  "debit_to_income" DOUBLE,
  "delinquency_two_years" BIGINT,
  "inquires_six_months" BIGINT,
  "open_account" BIGINT,
  "public_record" BIGINT,
  "revolving_balance" BIGINT,
  "revolving_utilities" DOUBLE,
  "total_accounts" BIGINT,
  "initial_list_status" VARCHAR,
  "total_received_interest" DOUBLE,
  "total_received_late_fee" DOUBLE,
  "recoveries" DOUBLE,
  "collection_recovery_fee" DOUBLE,
  "collection_12_months_medical" BIGINT,
  "application_type" VARCHAR,
  "last_week_pay" BIGINT,
  "accounts_delinquent" BIGINT,
  "total_collection_amount" BIGINT,
  "total_current_balance" BIGINT,
  "total_revolving_credit_limit" BIGINT,
  "loan_status" BIGINT
);

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