Baselight

Loan Default Prediction Dataset

Predict who are the loan defaulters

@kaggle.hemanthsai7_loandefault

Test
@kaggle.hemanthsai7_loandefault.test

  • 3.09 MB
  • 28913 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

56492997171201036516025.0826959BAT257554912.16392574AD1RENT76468.8219Source VerifiednHome improvement16.749219411121357667.278286755f4469.4498510.0880312498.4257764240.731796903INDIVIDUAL135244754424364
2254081371331165012615.795659BAT28336426.564295831BE3MORTGAGE38079.01344Source VerifiednCredit card refinancing18.1579749911193271.3131568521w993.90752950.0412369646.1570077760.992918036INDIVIDUAL561724122573
9862181252912582511621.2808359BAT176198114.72990011AC3MORTGAGE51275.93268Source VerifiednDebt consolidation15.19001082259850.8830653423f729.11337920.0217452135.7050766390.281579857INDIVIDUAL32628482519676
1009782230781966415375.8235159BAT534161910.52376733AA2RENT68867.98965VerifiednDebt Consolidation21.2925502511522282.4490825928w715.86709080.0923983862.4696878640.959162447INDIVIDUAL2132408427226
47771809887894197176.64758258BAT46945729.997012984CB3OWN91556.85423VerifiednDebt consolidation4.8121170471155349.075855319w248.57285440.0103541182.1278347740.402315316INDIVIDUAL104339082526145
1910161012147102895464.78031258BAT17660615.89884425EB2RENT63041.67141VerifiednCC Loan38.66248046742078.050996549f272.99616760.0005142690.9572618890.794313194INDIVIDUAL72214437771260
8293228162141648232939.8405158BAT11048127.403272861CC2MORTGAGE26408.53949Source VerifiednCredit card refinancing32.28067087131084081.6048538815f322.8937570.0143152220.8165365190.178010114INDIVIDUAL963418725222035
566961475692375222807.6960736BAT207897410.51255521BB4MORTGAGE65632.75568Source VerifiednCredit card refinancing18.1870111117653985.821407159w625.39878550.0761186642.1054321290.815389843INDIVIDUAL133463291936421
839502820332123945954.21008258BAT584987610.89703199BD3MORTGAGE74370.68644Not VerifiednCredit card refinancing37.563556081124009771.6365597728f4556.7944340.0927161081.2160562120.177700365INDIVIDUAL6830824509322616
422058517636993915662.3927859BAT176606112.52264684BD3MORTGAGE63585.52082Not VerifiednCredit card refinancing16.0765235111337151.6017892120f370.15362210.0114672358.7147174240.435567462INDIVIDUAL682518588128955

CREATE TABLE test (
  "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" VARCHAR
);

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