Datasets:

printf261
/

certcf-reproducibility

age int64 0 109 ⌀	workclass stringclasses 7 values	fnlwgt int64 13.5k 1.49M ⌀	education stringclasses 16 values	education-num int64 1 16 ⌀	marital-status stringclasses 7 values	occupation stringclasses 14 values	relationship stringclasses 6 values	race stringclasses 10 values	sex stringclasses 2 values	capital-gain int64 0 100k ⌀	capital-loss int64 0 4.36k ⌀	hours-per-week int64 1 99 ⌀	native-country stringclasses 41 values	class stringclasses 2 values
25	Private	226,802	11th	7	Never-married	Machine-op-inspct	Own-child	Black	Male	0	0	40	United-States	<=50K
38	Private	89,814	HS-grad	9	Married-civ-spouse	Farming-fishing	Husband	White	Male	0	0	50	United-States	<=50K
28	Local-gov	336,951	Assoc-acdm	12	Married-civ-spouse	Protective-serv	Husband	White	Male	0	0	40	United-States	>50K
44	Private	160,323	Some-college	10	Married-civ-spouse	Machine-op-inspct	Husband	Black	Male	7,688	0	40	United-States	>50K
34	Private	198,693	10th	6	Never-married	Other-service	Not-in-family	White	Male	0	0	30	United-States	<=50K
63	Self-emp-not-inc	104,626	Prof-school	15	Married-civ-spouse	Prof-specialty	Husband	White	Male	3,103	0	32	United-States	>50K
24	Private	369,667	Some-college	10	Never-married	Other-service	Unmarried	White	Female	0	0	40	United-States	<=50K
55	Private	104,996	7th-8th	4	Married-civ-spouse	Craft-repair	Husband	White	Male	0	0	10	United-States	<=50K
65	Private	184,454	HS-grad	9	Married-civ-spouse	Machine-op-inspct	Husband	White	Male	6,418	0	40	United-States	>50K
36	Federal-gov	212,465	Bachelors	13	Married-civ-spouse	Adm-clerical	Husband	White	Male	0	0	40	United-States	<=50K
26	Private	82,091	HS-grad	9	Never-married	Adm-clerical	Not-in-family	White	Female	0	0	39	United-States	<=50K
48	Private	279,724	HS-grad	9	Married-civ-spouse	Machine-op-inspct	Husband	White	Male	3,103	0	48	United-States	>50K
43	Private	346,189	Masters	14	Married-civ-spouse	Exec-managerial	Husband	White	Male	0	0	50	United-States	>50K
20	State-gov	444,554	Some-college	10	Never-married	Other-service	Own-child	White	Male	0	0	25	United-States	<=50K
43	Private	128,354	HS-grad	9	Married-civ-spouse	Adm-clerical	Wife	White	Female	0	0	30	United-States	<=50K
37	Private	60,548	HS-grad	9	Widowed	Machine-op-inspct	Unmarried	White	Female	0	0	20	United-States	<=50K
34	Private	107,914	Bachelors	13	Married-civ-spouse	Tech-support	Husband	White	Male	0	0	47	United-States	>50K
34	Private	238,588	Some-college	10	Never-married	Other-service	Own-child	Black	Female	0	0	35	United-States	<=50K
25	Private	220,931	Bachelors	13	Never-married	Prof-specialty	Not-in-family	White	Male	0	0	43	Peru	<=50K
25	Private	205,947	Bachelors	13	Married-civ-spouse	Prof-specialty	Husband	White	Male	0	0	40	United-States	<=50K
45	Self-emp-not-inc	432,824	HS-grad	9	Married-civ-spouse	Craft-repair	Husband	White	Male	7,298	0	90	United-States	>50K
22	Private	236,427	HS-grad	9	Never-married	Adm-clerical	Own-child	White	Male	0	0	20	United-States	<=50K
23	Private	134,446	HS-grad	9	Separated	Machine-op-inspct	Unmarried	Black	Male	0	0	54	United-States	<=50K
54	Private	99,516	HS-grad	9	Married-civ-spouse	Craft-repair	Husband	White	Male	0	0	35	United-States	<=50K
32	Self-emp-not-inc	109,282	Some-college	10	Never-married	Prof-specialty	Not-in-family	White	Male	0	0	60	United-States	<=50K
46	State-gov	106,444	Some-college	10	Married-civ-spouse	Exec-managerial	Husband	Black	Male	7,688	0	38	United-States	>50K
56	Self-emp-not-inc	186,651	11th	7	Widowed	Other-service	Unmarried	White	Female	0	0	50	United-States	<=50K
24	Self-emp-not-inc	188,274	Bachelors	13	Never-married	Sales	Not-in-family	White	Male	0	0	50	United-States	<=50K
23	Local-gov	258,120	Some-college	10	Married-civ-spouse	Protective-serv	Husband	White	Male	0	0	40	United-States	<=50K
26	Private	43,311	HS-grad	9	Divorced	Exec-managerial	Unmarried	White	Female	0	0	40	United-States	<=50K
36	Local-gov	403,681	Bachelors	13	Married-civ-spouse	Prof-specialty	Husband	White	Male	0	0	40	United-States	>50K
22	Private	248,446	5th-6th	3	Never-married	Priv-house-serv	Not-in-family	White	Male	0	0	50	Guatemala	<=50K
17	Private	269,430	10th	6	Never-married	Machine-op-inspct	Not-in-family	White	Male	0	0	40	United-States	<=50K
20	Private	257,509	HS-grad	9	Never-married	Craft-repair	Own-child	White	Male	0	0	40	United-States	<=50K
65	Private	136,384	Masters	14	Married-civ-spouse	Prof-specialty	Husband	White	Male	0	0	50	United-States	>50K
44	Self-emp-inc	120,277	Assoc-voc	11	Married-civ-spouse	Sales	Husband	White	Male	0	0	45	United-States	>50K
36	Private	465,326	HS-grad	9	Married-civ-spouse	Farming-fishing	Husband	White	Male	0	0	40	United-States	<=50K
29	Private	103,634	11th	7	Married-civ-spouse	Other-service	Husband	White	Male	0	0	40	United-States	<=50K
20	State-gov	138,371	Some-college	10	Never-married	Farming-fishing	Own-child	White	Male	0	0	32	United-States	<=50K
28	Private	242,832	Assoc-voc	11	Married-civ-spouse	Prof-specialty	Wife	White	Female	0	0	36	United-States	>50K
39	Private	290,208	7th-8th	4	Married-civ-spouse	Craft-repair	Husband	White	Male	0	0	40	Mexico	<=50K
54	Private	186,272	Some-college	10	Married-civ-spouse	Transport-moving	Husband	White	Male	3,908	0	50	United-States	<=50K
52	Private	201,062	11th	7	Separated	Priv-house-serv	Not-in-family	Black	Female	0	0	18	United-States	<=50K
56	Self-emp-inc	131,916	HS-grad	9	Widowed	Exec-managerial	Not-in-family	White	Female	0	0	50	United-States	<=50K
18	Private	54,440	Some-college	10	Never-married	Other-service	Own-child	White	Male	0	0	20	United-States	<=50K
39	Private	280,215	HS-grad	9	Divorced	Handlers-cleaners	Own-child	Black	Male	0	0	40	United-States	<=50K
21	Private	214,399	Some-college	10	Never-married	Other-service	Own-child	White	Female	0	1,721	24	United-States	<=50K
22	Private	54,164	HS-grad	9	Never-married	Other-service	Not-in-family	White	Male	14,084	0	60	United-States	>50K
38	Private	219,446	9th	5	Married-spouse-absent	Exec-managerial	Not-in-family	White	Male	0	0	54	Mexico	<=50K
21	Private	110,677	Some-college	10	Never-married	Adm-clerical	Own-child	White	Female	0	0	40	United-States	<=50K
63	Private	145,985	HS-grad	9	Married-civ-spouse	Craft-repair	Husband	White	Male	0	0	40	United-States	<=50K
34	Local-gov	382,078	Bachelors	13	Married-civ-spouse	Exec-managerial	Husband	White	Male	3,103	0	50	United-States	>50K
42	Self-emp-inc	170,721	HS-grad	9	Married-civ-spouse	Exec-managerial	Husband	White	Male	5,178	0	50	United-States	>50K
33	Private	269,705	HS-grad	9	Married-civ-spouse	Handlers-cleaners	Husband	White	Male	0	0	40	United-States	<=50K
30	Private	101,135	Bachelors	13	Never-married	Exec-managerial	Not-in-family	White	Female	0	0	50	United-States	<=50K
39	Private	118,429	Some-college	10	Divorced	Sales	Not-in-family	White	Male	0	0	40	United-States	<=50K
26	Private	31,208	Masters	14	Never-married	Exec-managerial	Not-in-family	White	Female	0	0	40	United-States	<=50K
33	Private	281,384	HS-grad	9	Never-married	Machine-op-inspct	Own-child	White	Female	0	0	40	United-States	<=50K
47	Local-gov	171,807	HS-grad	9	Divorced	Adm-clerical	Not-in-family	White	Female	0	0	40	United-States	<=50K
41	Self-emp-inc	445,382	Assoc-acdm	12	Married-civ-spouse	Craft-repair	Husband	White	Male	15,024	0	60	United-States	>50K
19	Private	105,460	Some-college	10	Never-married	Other-service	Own-child	White	Male	0	0	20	United-States	<=50K
46	Private	170,338	HS-grad	9	Separated	Transport-moving	Not-in-family	White	Male	0	0	40	United-States	<=50K
43	Private	102,606	HS-grad	9	Married-civ-spouse	Sales	Husband	White	Male	0	0	48	United-States	<=50K
55	Private	323,887	Some-college	10	Married-civ-spouse	Exec-managerial	Husband	White	Male	15,024	0	45	United-States	>50K
46	Private	175,622	Assoc-voc	11	Married-civ-spouse	Tech-support	Husband	White	Male	0	0	40	United-States	<=50K
30	Private	229,636	HS-grad	9	Married-civ-spouse	Machine-op-inspct	Husband	White	Male	0	0	40	Mexico	<=50K
21	Private	388,946	Some-college	10	Separated	Handlers-cleaners	Not-in-family	White	Female	0	0	40	United-States	<=50K
46	Private	269,034	Some-college	10	Married-civ-spouse	Craft-repair	Husband	Other	Male	0	0	40	Dominican-Republic	<=50K
41	Private	75,012	HS-grad	9	Married-civ-spouse	Machine-op-inspct	Husband	White	Male	0	0	50	United-States	<=50K
69	Self-emp-inc	174,379	HS-grad	9	Married-civ-spouse	Sales	Husband	White	Male	0	0	30	United-States	<=50K
50	Private	312,477	HS-grad	9	Married-civ-spouse	Transport-moving	Husband	White	Male	0	0	40	United-States	<=50K
20	Private	72,055	Some-college	10	Never-married	Adm-clerical	Not-in-family	White	Female	0	0	40	United-States	<=50K
45	Self-emp-inc	67,001	Some-college	10	Married-civ-spouse	Machine-op-inspct	Husband	White	Male	0	0	50	United-States	<=50K
23	Private	213,734	Bachelors	13	Never-married	Exec-managerial	Not-in-family	White	Male	0	0	40	United-States	<=50K
24	Private	83,141	Some-college	10	Separated	Other-service	Not-in-family	White	Male	0	1,876	40	United-States	<=50K
31	Self-emp-not-inc	113,752	Some-college	10	Married-civ-spouse	Craft-repair	Husband	White	Male	0	0	50	United-States	<=50K
43	Private	170,482	HS-grad	9	Separated	Machine-op-inspct	Not-in-family	White	Female	0	0	44	United-States	<=50K
20	Federal-gov	244,689	11th	7	Never-married	Other-service	Own-child	White	Female	0	0	10	United-States	<=50K
55	Private	160,631	HS-grad	9	Married-civ-spouse	Sales	Husband	White	Male	0	0	56	United-States	>50K
24	Federal-gov	228,724	Some-college	10	Never-married	Armed-Forces	Not-in-family	White	Male	0	0	40	United-States	<=50K
59	Private	292,946	Bachelors	13	Never-married	Exec-managerial	Not-in-family	White	Female	0	0	25	United-States	<=50K
49	Federal-gov	77,443	7th-8th	4	Never-married	Other-service	Not-in-family	Black	Male	0	0	20	United-States	<=50K
33	Private	176,410	Masters	14	Married-civ-spouse	Prof-specialty	Wife	White	Female	5,178	0	10	United-States	>50K
59	Federal-gov	98,984	Bachelors	13	Divorced	Adm-clerical	Not-in-family	White	Male	0	0	40	United-States	<=50K
34	Private	198,751	Masters	14	Never-married	Other-service	Not-in-family	Amer-Indian-Eskimo	Male	0	0	40	United-States	<=50K
20	Private	479,296	HS-grad	9	Never-married	Handlers-cleaners	Own-child	White	Male	0	0	40	United-States	<=50K
25	Private	235,218	Bachelors	13	Never-married	Exec-managerial	Own-child	White	Female	0	0	40	United-States	<=50K
49	Private	164,877	10th	6	Married-civ-spouse	Farming-fishing	Husband	White	Male	0	0	40	United-States	<=50K
59	Private	272,087	HS-grad	9	Married-civ-spouse	Transport-moving	Husband	White	Male	0	0	40	United-States	>50K
20	Private	169,699	HS-grad	9	Never-married	Adm-clerical	Not-in-family	White	Female	0	0	40	United-States	<=50K
33	Private	202,191	Some-college	10	Never-married	Adm-clerical	Unmarried	Black	Female	0	0	35	United-States	<=50K
22	Private	212,261	Some-college	10	Never-married	Transport-moving	Own-child	Black	Male	0	0	39	United-States	<=50K
58	Self-emp-not-inc	301,568	9th	5	Widowed	Other-service	Not-in-family	White	Female	0	0	40	United-States	<=50K
52	Local-gov	155,233	HS-grad	9	Widowed	Adm-clerical	Unmarried	White	Female	0	0	28	United-States	<=50K
36	Private	75,826	10th	6	Separated	Machine-op-inspct	Not-in-family	White	Female	0	0	40	United-States	<=50K
41	Local-gov	201,520	HS-grad	9	Married-civ-spouse	Protective-serv	Husband	White	Male	0	0	40	United-States	<=50K
28	Private	154,236	HS-grad	9	Never-married	Transport-moving	Own-child	White	Male	2,597	0	40	United-States	<=50K
19	Private	289,227	Some-college	10	Never-married	Handlers-cleaners	Own-child	Black	Male	0	0	16	United-States	<=50K
18	Private	217,439	HS-grad	9	Never-married	Other-service	Not-in-family	White	Female	0	0	28	United-States	<=50K
18	Private	179,020	HS-grad	9	Never-married	Machine-op-inspct	Own-child	White	Female	0	0	48	United-States	<=50K

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CertCF Reproducibility Artifacts

This dataset repository contains the local artifacts needed to reproduce the CertCF paper experiments from the code repository.

data/: processed tabular benchmark inputs expected by the training configs.
checkpoints/: trained tabular classifier checkpoints expected by the benchmark.
results/: selected parquet files used by the paper analysis notebooks.

The artifact paths mirror the code repository layout. To use them, download this repository into the root of the CertCF code repository.

hf download printf261/certcf-reproducibility \
  --repo-type dataset \
  --local-dir .

Included Datasets

The processed tabular inputs are:

Adult: data/Adult/raw.parquet
COMPAS: data/Compas/raw.parquet
German Credit: data/GermanCredit/raw.parquet
Give Me Some Credit: data/Give Me Some Credit/raw.parquet
HELOC: data/Heloc/raw.parquet
Lending Club: data/LendingClub/raw.parquet
Wisconsin Breast Cancer: data/WisconsinBreastCancer/raw.parquet

These files are provided for reproducibility of the reported experiments.

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CertCF Reproducibility Artifacts

Contents

Included Datasets