Loan Default Prediction Dataset

Predict who are the loan defaulters

@kaggle.hemanthsai7_loandefault

Table List

2 tables(11.37 MB)

Train

@kaggle.hemanthsai7_loandefault.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	application_type Application Type	last_week_pay Last Week Pay	total_collection_amount Total Collection Amount	total_current_balance Total Current Balance	total_revolving_credit_limit Total Revolving Credit Limit
65087372	10000	32236	12329.36286	59	BAT2522922	11.13500686	B	C4	MORTGAGE	176346.6267	Not Verified	n	Debt Consolidation	16.28475781	1		13		24246	74.93255103	7	w	2929.646315	0.102055198	2.498290962	0.79372376	INDIVIDUAL	49	31	311301	6619
1450153	3609	11940	12191.99692	59	BAT1586599	12.23756263	C	D3	RENT	39833.921	Source Verified	n	Debt consolidation	15.41240945			12		812	78.29718601	13	f	772.7693849999999	0.03618117	2.377214756	0.974821103	INDIVIDUAL	109	53	182610	20885
1969101	28276	9311	21603.22455	59	BAT2136391	12.54588365	F	D4	MORTGAGE	91506.69105	Source Verified	n	Debt Consolidation	28.13761862			14		1843	2.073039873	20	w	863.3243956	18.77866007	4.316277344	1.020074954	INDIVIDUAL	66	34	89801	26155
6651430	11170	6954	17877.15585	59	BAT2428731	16.73120146	C	C3	MORTGAGE	108286.5759	Source Verified	n	Debt consolidation	18.04373003	1		7		13819	67.46795121	12	w	288.173196	0.044131373	0.107020281	0.7499709929999999	INDIVIDUAL	39	40	9189	60214
14354669	16890	13226	13539.92667	59	BAT5341619	15.00830022	C	D4	MORTGAGE	44234.82545	Source Verified	n	Credit card refinancing	17.20988604	1	3	13	1	1544	85.25076114	22	w	129.2395533	19.30664639	1294.818751	0.3689529179999999	INDIVIDUAL	18	430	126029	22579
50509046	34631	30203	8635.931612999999	36	BAT4694572	17.24698602	B	G5	RENT	98957.47561	Not Verified	n	Credit card refinancing	7.914332762000001	3	2	16		2277	51.56447606	20	w	464.818124	0.088584348	5.043575438	0.581687716	INDIVIDUAL	32	42	51252	27480
32737431	30844	19773	15777.51183	59	BAT4808022	10.73143231	C	C5	RENT	102391.8243	Verified	n	Home improvement	15.08391059			11		14501	46.80880397	37	w	525.7381086	0.083528284	3.167937127	0.553076428	INDIVIDUAL	71	3388	42069	31068
63151650	20744	10609	7645.014802	58	BAT2558388	13.99368786	A	A5	OWN	61723.52014	Not Verified	n	Debt consolidation	29.82971503			14		13067	23.93662444	33	w	1350.2452119999998	0.044964815	0.098448003	0.047589103	INDIVIDUAL	87	48	184909	43303
4279662	9299	11238	13429.45661	59	BAT5341619	11.17845658	G	C2	MORTGAGE	63205.09072000001	Verified	n	Credit card refinancing	26.24471043			6		549	15.94738599	17	w	4140.198978	0.01710584	0.5302135579999999	0.216985337	INDIVIDUAL	144	26	68126	7482
4431034	19232	8962	7004.097481	58	BAT2078974	5.520412677	C	B5	RENT	42015.46586	Source Verified	n	Credit card refinancing	10.04854906	1		11		1361	35.07334484	30	f	2149.666963	0.008337931	2.912214614	0.886864352	INDIVIDUAL	9	35	71650	14871


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
);

Loan Default Prediction Dataset

Table List

Train

@kaggle.hemanthsai7_loandefault.train

id

loan_amount

funded_amount

funded_amount_investor

term

batch_enrolled

interest_rate

grade

sub_grade

employment_duration

home_ownership

verification_status

payment_plan

loan_title

debit_to_income

delinquency_two_years

inquires_six_months

open_account

public_record

revolving_balance

revolving_utilities

total_accounts

initial_list_status

total_received_interest

total_received_late_fee

recoveries

collection_recovery_fee

collection_12_months_medical

application_type

last_week_pay

accounts_delinquent

total_collection_amount

total_current_balance

total_revolving_credit_limit

loan_status

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