Credit Card Clients

Name: Credit Card Clients
Creator: Helix
Keywords: dataset, finance, format:csv, hugging face, library:datasets, license:cc0-1.0, modality:tabular, size_categories:10K<n<100K

Hugging Face

Default of Credit Card Clients Dataset The following was retrieved from UCI machine learning repository. Dataset Information This dataset contains information on default payments, demographic factors, credit data, history of payment, and bill statements of credit card clients in Taiwan from April 2005 to September 2005. Content There are 25 variables: ID: ID of each client LIMIT_BAL: Amount of given credit in NT dollars (includes individual and family/supplementary credit SEX:… See the full description on the dataset page: https://huggingface.co/datasets/scikit-learn/credit-card-clients.

scikit-learn--credit-card-clients.parquet 500 rows scikit-learn/credit-card-clients

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show ID over default.payment.next.month as a line chart scatter ID vs LIMIT_BAL correlation heatmap of all numeric columns default rates by segment

Data preview

500 rows · 25 columns · showing first 12

#	ID integer	LIMIT_BAL float	SEX integer	EDUCATION integer	MARRIAGE integer	AGE integer	PAY_0 integer	PAY_2 integer	PAY_3 integer	PAY_4 integer	PAY_5 integer	PAY_6 integer	BILL_AMT1 integer	BILL_AMT2 float	BILL_AMT3 float	BILL_AMT4 integer	BILL_AMT5 float	BILL_AMT6 float	PAY_AMT1 float	PAY_AMT2 float	PAY_AMT3 float	PAY_AMT4 float	PAY_AMT5 float	PAY_AMT6 float	default.payment.next.month integer
1	1	20000	2	2	1	24	2	2	-1	-1	-2	-2	3913	3102	689	0	0	0	0	689	0	0	0	0	1
2	2	120000	2	2	2	26	-1	2	0	0	0	2	2682	1725	2682	3272	3455	3261	0	1000	1000	1000	0	2000	1
3	3	90000	2	2	2	34	0	0	0	0	0	0	29239	14027	13559	14331	14948	15549	1518	1500	1000	1000	1000	5000	0
4	4	50000	2	2	1	37	0	0	0	0	0	0	46990	48233	49291	28314	28959	29547	2000	2019	1200	1100	1069	1000	0
5	5	50000	1	2	1	57	-1	0	-1	0	0	0	8617	5670	35835	20940	19146	19131	2000	36681	10000	9000	689	679	0
6	6	50000	1	1	2	37	0	0	0	0	0	0	64400	57069	57608	19394	19619	20024	2500	1815	657	1000	1000	800	0
7	7	500000	1	1	2	29	0	0	0	0	0	0	367965	412023	445007	542653	483003	473944	55000	40000	38000	20239	13750	13770	0
8	8	100000	2	2	2	23	0	-1	-1	0	0	-1	11876	380	601	221	-159	567	380	601	0	581	1687	1542	0
9	9	140000	2	3	1	28	0	0	2	0	0	0	11285	14096	12108	12211	11793	3719	3329	0	432	1000	1000	1000	0
10	10	20000	1	3	2	35	-2	-2	-2	-2	-1	-1	0	0	0	0	13007	13912	0	0	0	13007	1122	0	0
11	11	200000	2	3	2	34	0	0	2	0	0	-1	11073	9787	5535	2513	1828	3731	2306	12	50	300	3738	66	0
12	12	260000	2	1	2	51	-1	-1	-1	-1	-1	2	12261	21670	9966	8517	22287	13668	21818	9966	8583	22301	0	3640	0

Auto-generated charts

Credit Card Clients: 500 rows by 25 columns. These exploratory charts are generated automatically from the data - open the dataset in Helix to ask your own questions.

Rows500

Columns25

Numeric cols24

Charts

LIMIT_BAL vs SEX

Relationship between LIMIT_BAL and SEX.

Distribution of LIMIT_BAL

Histogram of LIMIT_BAL values.

Correlation of numeric columns

Pearson correlation between numeric columns.

Interesting queries to try

Columns

ID numeric
LIMIT_BAL numeric
SEX numeric
EDUCATION numeric
MARRIAGE numeric
AGE numeric
PAY_0 numeric
PAY_2 numeric
PAY_3 numeric
PAY_4 numeric
PAY_5 numeric
PAY_6 numeric
BILL_AMT1 numeric
BILL_AMT2 numeric
BILL_AMT3 numeric
BILL_AMT4 numeric
BILL_AMT5 numeric
BILL_AMT6 numeric
PAY_AMT1 numeric
PAY_AMT2 numeric
PAY_AMT3 numeric
PAY_AMT4 numeric
PAY_AMT5 numeric
PAY_AMT6 numeric
default.payment.next.month datetime