REAL_DATASETS_INFO.md

To ensure broad coverage and reproducibility, we curate 32 tabular datasets: 24 well-established benchmarks from prior work and 8 recent additions published post-2025. Every dataset is drawn from trusted, verifiable sources, remains publicly accessible, and can be reliably reproduced, supporting both the integrity and extensibility of our evaluation framework.

Dataset	Full Name	Domain	Link	Source	OpenML ID	No. of Columns
datasets_old
hiring	HR-dataset	business	https://www.kaggle.com/datasets/avikumart/hrdatasetclassif	Kaggle	-	18
adult	adult income	people and society	https://www.kaggle.com/datasets/uciml/adult-census-income	Kaggle	-	14
seismic_bumps	seismic bump	natural science	https://www.kaggle.com/datasets/pranabroy94/seismic-bumps-data-set	Kaggle	-	18
san_francisco_crimes	san francisco crimes	crimes and justice	https://www.kaggle.com/datasets/kaggle/san-francisco-crime-classification	Kaggle	-	6
tech_mental_health_survey	tech mental health survey	people and society	https://www.kaggle.com/datasets/osmi/mental-health-in-tech-survey	Kaggle	-	27
bbbp	bbbp	natural science	https://github.com/GLambard/Molecules_Dataset_Collection/blob/master/originals/tox21.csv	GitHub	-	19
audit	audit	finance	https://www.kaggle.com/datasets/sid321axn/audit-data	Kaggle	-	26
fraud	fraud (credit card)	finance	https://www.kaggle.com/datasets/neharoychoudhury/credit-card-fraud-data	Kaggle	-	14
student_famsup	student performance (famsup)	education	https://archive.ics.uci.edu/dataset/320/student+performance	UCI	-	29
telco	telco-churn	business	https://www.openml.org/d/42178	OpenML	42178	20
pc4	pc4	software and engineering	https://www.openml.org/search?type=data&status=active&id=1049	OpenML	1049	38
tae	tae	education	https://www.openml.org/search?type=data&status=active&id=955	OpenML	955	6
irish	irish	education	https://www.openml.org/d/451	OpenML	451	6
compas	compas-two-years	crimes and justice	https://www.openml.org/search?type=data&status=active&id=42193	OpenML	42193	14
vote	vote	crimes and justice	https://www.openml.org/d/56	OpenML	56	17
cancer	breast cancer	healthcare	https://openml.org/search?type=data&status=active&id=15	OpenML	15	10
steed	steel-plates	software and engineering	https://openml.org/search?type=data&status=active&id=1504	OpenML	1504	34
kc1	kc1	software and engineering	https://www.openml.org/search?type=data&status=active&id=1067	OpenML	1067	21
credit	credit-g	finance	https://www.openml.org/search?type=data&status=active&id=31	OpenML	31	21
transfusion	blood-transfusion	healthcare	https://www.openml.org/search?type=data&status=active&id=1464	OpenML	1464	5
fitness	Fitness_Club	people and society	https://www.openml.org/search?type=data&status=active&id=46927	OpenML	46927	5
diabetes	diabetes	healthcare	https://www.openml.org/search?type=data&status=active&id=37	OpenML	37	9
biodegr	qsar-biodeg	natural science	https://www.openml.org/search?type=data&status=active&id=1494	OpenML	1494	42
marketing	marketing campaign	business	https://www.openml.org/d/46940	OpenML	46940	26
new
bank_credit_scoring	bank-credit-risk-assessment	finance	https://www.kaggle.com/datasets/kapturovalexander/bank-credit-risk-assessment	Kaggle	-	-
callcenter	callcenter	business	https://data.mendeley.com/datasets/8854gk66td/2	Mendeley	-	-
crimes_arrest	chicago crimes 2025	crimes and justice	https://www.kaggle.com/datasets/anacpricciardi/chicage-crimes-2025	Kaggle	-	-
extrovert	social behaviour	people and society	https://www.kaggle.com/datasets/snigdha247/the-social-behavior-survey	Kaggle	-	-
machine	machine failure	software and engineering	https://www.kaggle.com/datasets/mujtabamatin/dataset-for-machine-failure-detection	Kaggle	-	-
postpartum	postpartum depression	healthcare	https://data.mendeley.com/datasets/4nznnrk8cg/2	Mendeley	-	-
reading	reading habits	education	https://data.mendeley.com/datasets/24wf5n2gk5/1	Mendeley	-	-
stars	stars classification	natural science	https://www.kaggle.com/competitions/stars-classification/data	Kaggle	-	-