Datasets:

hoangbang
/

risk-radar-loan-default

id int64	LIMIT_BAL float64	SEX int64	EDUCATION int64	MARRIAGE int64	AGE int64	PAY_0 int64	PAY_2 int64	PAY_3 int64	PAY_4 int64	PAY_5 int64	PAY_6 int64	BILL_AMT1 float64	BILL_AMT2 float64	BILL_AMT3 float64	BILL_AMT4 float64	BILL_AMT5 float64	BILL_AMT6 float64	PAY_AMT1 float64	PAY_AMT2 float64	PAY_AMT3 float64	PAY_AMT4 float64	PAY_AMT5 float64	PAY_AMT6 float64	default int64
1	20,000	2	2	1	24	2	2	-1	-1	-2	-2	3,913	3,102	689	0	0	0	0	689	0	0	0	0	1
3	90,000	2	2	2	34	0	0	0	0	0	0	29,239	14,027	13,559	14,331	14,948	15,549	1,518	1,500	1,000	1,000	1,000	5,000	0
4	50,000	2	2	1	37	0	0	0	0	0	0	46,990	48,233	49,291	28,314	28,959	29,547	2,000	2,019	1,200	1,100	1,069	1,000	0
5	50,000	1	2	1	57	-1	0	-1	0	0	0	8,617	5,670	35,835	20,940	19,146	19,131	2,000	36,681	10,000	9,000	689	679	0
6	50,000	1	1	2	37	0	0	0	0	0	0	64,400	57,069	57,608	19,394	19,619	20,024	2,500	1,815	657	1,000	1,000	800	0
7	500,000	1	1	2	29	0	0	0	0	0	0	367,965	412,023	445,007	542,653	483,003	473,944	55,000	40,000	38,000	20,239	13,750	13,770	0
8	100,000	2	2	2	23	0	-1	-1	0	0	-1	11,876	380	601	221	-159	567	380	601	0	581	1,687	1,542	0
9	140,000	2	3	1	28	0	0	2	0	0	0	11,285	14,096	12,108	12,211	11,793	3,719	3,329	0	432	1,000	1,000	1,000	0
10	20,000	1	3	2	35	-2	-2	-2	-2	-1	-1	0	0	0	0	13,007	13,912	0	0	0	13,007	1,122	0	0
11	200,000	2	3	2	34	0	0	2	0	0	-1	11,073	9,787	5,535	2,513	1,828	3,731	2,306	12	50	300	3,738	66	0
13	630,000	2	2	2	41	-1	0	-1	-1	-1	-1	12,137	6,500	6,500	6,500	6,500	2,870	1,000	6,500	6,500	6,500	2,870	0	0
14	70,000	1	2	2	30	1	2	2	0	0	2	65,802	67,369	65,701	66,782	36,137	36,894	3,200	0	3,000	3,000	1,500	0	1
16	50,000	2	3	3	23	1	2	0	0	0	0	50,614	29,173	28,116	28,771	29,531	30,211	0	1,500	1,100	1,200	1,300	1,100	0
17	20,000	1	1	2	24	0	0	2	2	2	2	15,376	18,010	17,428	18,338	17,905	19,104	3,200	0	1,500	0	1,650	0	1
19	360,000	2	1	1	49	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
20	180,000	2	1	2	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
23	70,000	2	2	2	26	2	0	0	2	2	2	41,087	42,445	45,020	44,006	46,905	46,012	2,007	3,582	0	3,601	0	1,820	1
24	450,000	2	1	1	40	-2	-2	-2	-2	-2	-2	5,512	19,420	1,473	560	0	0	19,428	1,473	560	0	0	1,128	1
25	90,000	1	1	2	23	0	0	0	-1	0	0	4,744	7,070	0	5,398	6,360	8,292	5,757	0	5,398	1,200	2,045	2,000	0
26	50,000	1	3	2	23	0	0	0	0	0	0	47,620	41,810	36,023	28,967	29,829	30,046	1,973	1,426	1,001	1,432	1,062	997	0
28	50,000	2	3	2	30	0	0	0	0	0	0	22,541	16,138	17,163	17,878	18,931	19,617	1,300	1,300	1,000	1,500	1,000	1,012	0
29	50,000	2	3	1	47	-1	-1	-1	-1	-1	-1	650	3,415	3,416	2,040	30,430	257	3,415	3,421	2,044	30,430	257	0	0
30	50,000	1	1	2	26	0	0	0	0	0	0	15,329	16,575	17,496	17,907	18,375	11,400	1,500	1,500	1,000	1,000	1,600	0	0
31	230,000	2	1	2	27	-1	-1	-1	-1	-1	-1	16,646	17,265	13,266	15,339	14,307	36,923	17,270	13,281	15,339	14,307	37,292	0	0
32	50,000	1	2	2	33	2	0	0	0	0	0	30,518	29,618	22,102	22,734	23,217	23,680	1,718	1,500	1,000	1,000	1,000	716	1
33	100,000	1	1	2	32	0	0	0	0	0	0	93,036	84,071	82,880	80,958	78,703	75,589	3,023	3,511	3,302	3,204	3,200	2,504	0
36	160,000	1	1	2	30	-1	-1	-2	-2	-2	-1	30,265	-131	-527	-923	-1,488	-1,884	131	396	396	565	792	0	0
37	280,000	1	2	1	40	0	0	0	0	0	0	186,503	181,328	180,422	170,410	173,901	177,413	8,026	8,060	6,300	6,400	6,400	6,737	0
38	60,000	2	2	2	22	0	0	0	0	0	-1	15,054	9,806	11,068	6,026	-28,335	18,660	1,500	1,518	2,043	0	47,671	617	0
39	50,000	1	1	2	25	1	-1	-1	-2	-2	-2	0	780	0	0	0	0	780	0	0	0	0	0	1
40	280,000	1	1	2	31	-1	-1	2	-1	0	-1	498	9,075	4,641	9,976	17,976	9,477	9,075	0	9,976	8,000	9,525	781	0
41	360,000	1	1	2	33	0	0	0	0	0	0	218,668	221,296	206,895	628,699	195,969	179,224	10,000	7,000	6,000	188,840	28,000	4,000	0
42	70,000	2	1	2	25	0	0	0	0	0	0	67,521	66,999	63,949	63,699	64,718	65,970	3,000	4,500	4,042	2,500	2,800	2,500	0
43	10,000	1	2	2	22	0	0	0	0	0	0	1,877	3,184	6,003	3,576	3,670	4,451	1,500	2,927	1,000	300	1,000	500	0
44	140,000	2	2	1	37	0	0	0	0	0	0	59,504	61,544	62,925	64,280	67,079	69,802	3,000	3,000	3,000	4,000	4,000	3,000	0
45	40,000	2	1	2	30	0	0	0	2	0	0	18,927	21,295	25,921	25,209	26,636	29,197	3,000	5,000	0	2,000	3,000	0	0
47	20,000	2	1	2	22	0	0	2	-1	0	0	14,028	16,484	15,800	16,341	16,675	0	3,000	0	16,741	334	0	0	1
48	150,000	2	4	2	46	0	0	-1	0	0	-2	4,463	3,034	1,170	1,170	0	0	1,013	1,170	0	0	0	0	1
49	380,000	1	2	2	32	-1	-1	-1	-1	-1	-1	22,401	21,540	15,134	32,018	11,849	11,873	21,540	15,138	24,677	11,851	11,875	8,251	0
50	20,000	1	1	2	24	0	0	0	0	0	0	17,447	18,479	19,476	19,865	20,480	20,063	1,318	1,315	704	928	912	1,069	0
51	70,000	1	3	2	42	1	2	2	2	2	0	37,042	36,171	38,355	39,423	38,659	39,362	0	3,100	2,000	0	1,500	1,500	1
52	100,000	2	3	3	43	0	0	0	0	0	0	61,559	51,163	43,824	39,619	35,762	33,258	2,000	1,606	1,500	2,000	1,500	1,000	0
53	310,000	2	2	1	49	-2	-2	-2	-2	-2	-2	13,465	7,867	7,600	11,185	3,544	464	7,875	7,600	11,185	3,544	464	0	0
54	180,000	2	1	2	25	1	2	0	0	0	0	41,402	41,742	42,758	43,510	44,420	45,319	1,300	2,010	1,762	1,762	1,790	1,622	0
56	500,000	2	1	1	45	-2	-2	-2	-2	-2	-2	1,905	3,640	162	0	151	2,530	3,640	162	0	151	2,530	0	0
57	180,000	2	3	1	34	0	0	0	-1	-1	-1	16,386	15,793	8,441	7,142	-679	8,321	8,500	1,500	7,500	679	9,000	2,000	0
58	180,000	2	2	1	34	0	0	0	0	0	0	175,886	173,440	172,308	168,608	132,202	129,918	8,083	7,296	5,253	4,814	4,816	3,800	0
59	200,000	2	1	2	34	-1	3	2	2	2	2	1,587	1,098	782	1,166	700	1,414	0	0	700	0	1,200	0	0
60	400,000	2	2	1	29	0	0	0	0	0	0	400,134	398,857	404,205	360,199	356,656	364,089	17,000	15,029	30,000	12,000	12,000	23,000	0
61	500,000	2	3	1	28	0	0	0	0	0	0	22,848	23,638	18,878	14,937	13,827	15,571	1,516	1,300	1,000	1,000	2,000	2,000	1
62	70,000	1	2	1	39	0	0	0	0	0	-1	70,800	72,060	69,938	16,518	14,096	830	4,025	2,095	1,000	2,000	3,000	0	0
63	50,000	1	1	2	29	2	2	2	2	2	2	24,987	24,300	26,591	25,865	27,667	28,264	0	2,700	0	2,225	1,200	0	1
65	130,000	2	2	1	51	-1	-1	-2	-2	-1	-1	99	0	0	0	2,353	0	0	0	0	2,353	0	0	0
68	210,000	2	1	2	30	2	-1	-1	-1	-1	-1	300	300	1,159	2,280	300	4,250	300	1,159	2,280	300	4,250	909	0
69	130,000	2	3	2	29	1	-2	-2	-1	2	-1	-190	-9,850	-9,850	10,311	10,161	7,319	0	0	20,161	0	7,319	13,899	0
70	20,000	1	4	2	22	2	0	0	0	0	0	18,565	17,204	17,285	18,085	11,205	5,982	0	1,200	1,000	500	1,000	0	0
71	80,000	1	1	2	31	-1	-1	-1	-1	-1	-1	780	0	390	390	390	390	0	390	390	390	390	390	0
72	320,000	1	2	2	29	2	2	2	2	2	2	58,267	59,246	60,184	58,622	62,307	63,526	2,500	2,500	0	4,800	2,400	1,600	1
73	200,000	2	2	1	32	-1	-1	-1	-1	2	-1	9,076	5,787	-684	5,247	3,848	3,151	5,818	15	9,102	17	3,165	1,395	0
75	340,000	1	1	2	32	-1	-1	-1	-1	-1	-1	3,048	5,550	23,337	4,291	80,153	25,820	5,713	23,453	4,314	80,552	25,949	2,016	0
77	50,000	1	3	2	25	-1	0	0	0	0	0	42,838	37,225	36,087	9,636	9,590	10,030	1,759	1,779	320	500	1,000	1,000	0
78	300,000	2	1	1	45	-1	-1	-1	-1	-1	-1	291	291	291	291	291	291	291	291	291	291	291	291	0
79	30,000	2	2	2	22	0	0	0	0	0	0	28,387	29,612	30,326	28,004	26,446	6,411	1,686	1,400	560	3,000	1,765	0	1
80	240,000	2	2	2	44	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
81	470,000	2	3	3	33	0	0	0	0	0	0	165,254	157,784	162,702	69,923	29,271	29,889	6,400	7,566	3,000	960	1,000	3,000	0
82	360,000	2	1	2	26	0	0	0	0	0	-1	23,411	27,796	30,400	33,100	180,000	196	4,796	3,400	3,100	146,900	196	2,963	0
85	50,000	2	3	2	49	0	0	0	0	0	0	48,909	47,863	21,489	20,414	19,342	19,482	1,676	1,302	700	699	849	826	0
86	160,000	1	2	2	33	0	0	0	0	0	0	130,028	107,808	71,934	118,418	118,407	120,418	4,400	3,547	80,000	4,500	4,800	4,500	0
87	360,000	2	1	1	45	-1	-1	2	0	-1	-1	390	1,170	780	390	390	390	1,170	0	0	390	390	390	1
88	160,000	2	2	2	32	0	0	0	0	0	-1	3,826	4,751	6,604	8,604	7,072	766	1,147	2,000	2,000	0	766	2,303	0
89	130,000	2	1	1	35	0	0	0	-1	-1	-1	81,313	117,866	17,740	1,330	7,095	1,190	40,000	5,000	1,330	7,095	1,190	2,090	0
90	20,000	1	3	2	44	2	2	0	0	0	2	8,583	8,303	9,651	10,488	12,314	11,970	0	1,651	1,000	2,000	0	1,500	0
92	280,000	2	1	2	39	-1	-1	-1	0	0	-2	7,524	0	3,968	3,868	0	0	0	3,968	0	0	0	0	0
94	160,000	2	2	1	37	-1	-1	-1	-1	-1	-2	880	1,602	840	840	0	0	1,602	840	840	0	0	7,736	0
95	60,000	2	2	2	23	0	0	0	0	0	0	45,648	46,850	47,214	19,595	19,209	19,323	1,937	1,301	682	690	816	835	0
96	90,000	1	2	2	35	0	0	0	0	0	0	83,725	85,996	87,653	35,565	30,942	30,835	3,621	3,597	1,179	1,112	1,104	1,143	0
97	360,000	1	1	1	43	-1	-1	-1	-1	-1	0	3,967	8,322	3,394	6,451	26,370	9,956	8,339	3,394	12,902	27,000	0	68,978	0
98	150,000	1	1	2	27	0	0	0	0	0	0	86,009	86,108	89,006	89,775	87,725	40,788	4,031	10,006	3,266	4,040	1,698	800	0
99	50,000	2	3	1	22	0	0	0	0	0	0	18,722	18,160	16,997	13,150	8,866	7,899	1,411	1,194	379	281	321	197	0
100	20,000	1	2	1	38	0	0	0	0	0	-1	17,973	19,367	19,559	18,240	17,928	150	1,699	1,460	626	1,750	150	0	1
101	140,000	1	1	2	32	-2	-2	-2	-2	-2	-2	672	10,212	850	415	100	1,430	10,212	850	415	100	1,430	0	0
102	380,000	2	1	2	30	-2	-2	-1	0	0	0	-81	-303	32,475	32,891	33,564	34,056	223	33,178	1,171	1,197	1,250	5,000	0
103	480,000	1	1	1	63	0	0	0	2	2	0	422,069	431,342	479,432	487,066	471,145	469,961	16,078	55,693	17,000	0	18,000	24,200	0
104	50,000	2	3	2	22	0	0	0	0	0	0	44,698	42,254	38,347	32,496	23,477	24,094	1,767	1,362	1,002	840	995	904	1
106	70,000	2	2	2	24	-1	-1	-2	-2	-2	-1	5,580	0	0	0	0	26,529	0	0	0	0	26,529	2,000	0
107	80,000	2	2	1	36	-1	-1	-1	-1	-1	-1	6,108	2,861	3,277	3,319	1,150	1,150	2,861	3,279	3,319	1,150	1,150	1,035	0
108	350,000	1	1	2	52	-1	-1	-1	-1	-1	-1	713	2,272	722	867	1,150	5,263	2,272	722	867	1,150	5,263	5,011	0
109	130,000	1	2	2	38	0	0	0	-1	-1	-1	171,438	178,382	39,940	120,483	44,127	126,568	10,908	0	133,657	4,566	133,841	4,796	0
111	330,000	2	1	1	31	0	0	2	0	0	0	105,879	108,431	105,594	105,896	106,491	107,289	9,260	0	3,593	4,100	15,794	0	0
112	50,000	1	3	1	47	0	0	2	0	0	0	13,244	14,722	15,181	15,928	16,671	17,393	2,000	1,000	1,000	1,000	1,000	1,000	0
113	280,000	1	2	1	41	2	2	2	2	2	3	135,673	138,532	134,813	144,401	152,174	149,415	6,500	0	14,254	14,850	0	5,000	0
115	50,000	1	2	2	41	0	0	0	0	0	0	19,015	19,294	20,259	20,274	20,311	19,957	1,340	1,305	700	718	724	684	0
116	30,000	1	1	2	24	-1	2	0	0	3	2	18,199	17,618	18,631	21,319	20,692	21,201	0	1,312	3,000	0	1,000	1,000	1
117	240,000	1	1	2	28	-1	-1	-1	-1	-1	-1	326	326	326	5,676	476	326	326	326	5,676	476	326	526	0
118	80,000	1	2	2	26	2	0	0	0	0	0	14,029	15,493	16,630	17,055	17,629	18,186	2,000	1,700	1,000	1,000	1,000	1,000	1
120	240,000	2	2	2	38	0	0	0	0	-1	-1	50,254	51,445	53,015	52,479	1,307	1,203	2,000	3,000	3,000	1,307	1,203	563	0
121	50,000	1	3	2	37	2	2	2	3	2	2	46,004	45,976	48,953	48,851	49,318	51,143	1,000	4,035	1,000	1,400	2,800	0	1
122	450,000	1	1	1	40	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
123	110,000	2	1	1	48	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
124	310,000	2	2	1	35	2	0	0	0	0	0	304,991	311,243	306,314	258,610	246,491	198,889	13,019	11,128	8,407	8,599	6,833	5,987	1

End of preview. Expand in Data Studio

Risk Radar Loan Default Prediction

Dataset Summary

A public, viewer-ready educational challenge dataset. Host-only scoring data and hidden targets are excluded.

Splits

Split	Examples	Description
train	24,000	Labeled training data
test	6,000	Public inputs with withheld target labels or annotations

Data Fields

Field	Type
id	int64
LIMIT_BAL	float64
SEX	int64
EDUCATION	int64
MARRIAGE	int64
AGE	int64
PAY_0	int64
PAY_2	int64
PAY_3	int64
PAY_4	int64
PAY_5	int64
PAY_6	int64
BILL_AMT1	float64
BILL_AMT2	float64
BILL_AMT3	float64
BILL_AMT4	float64
BILL_AMT5	float64
BILL_AMT6	float64
PAY_AMT1	float64
PAY_AMT2	float64
PAY_AMT3	float64
PAY_AMT4	float64
PAY_AMT5	float64
PAY_AMT6	float64
default	int64

Labels

Not applicable.

Viewer and Loading

The standard repository layout enables the Hugging Face Dataset Viewer after processing. Load with the datasets library using hoangbang/risk-radar-loan-default.

from datasets import load_dataset

dataset = load_dataset("hoangbang/risk-radar-loan-default")

Preparation

Tabular data is stored as Parquet.
Image classification uses class directories and ImageFolder metadata.
Object detection uses pixel-space COCO xywh metadata converted from YOLO annotations.
Audio uses WAV folders and split metadata compatible with AudioFolder.
ground_truth.csv, host_only, filename maps, source archives, and local OS files are excluded.

Source, License, and Attribution

Source: https://www.kaggle.com/datasets/uciml/default-of-credit-card-clients-dataset
License note: See original source terms and attribution before reuse.
Check original source terms before further redistribution or commercial use.

Limitations and Responsible Use

Historical credit data can encode bias.
Not for credit approval decisions.
Test targets are intentionally withheld.

Downloads last month: 58

Collection including hoangbang/risk-radar-loan-default

Data Visualization Challenge Datasets

Collection

Nine public, viewer-ready challenge datasets spanning tabular prediction, image classification, object detection, and audio classification. • 9 items • Updated 5 days ago