Datasets:

drdavidprivacy
/

practicum-case-packs

checking_status string	duration_months int64	credit_history string	purpose string	credit_amount int64	savings string	employment_since string	installment_rate_pct int64	personal_status_sex string	other_debtors string	residence_since int64	property string	age_years int64	other_installment_plans string	housing string	existing_credits int64	job string	dependents int64	telephone string	foreign_worker string	credit_risk string
below zero	6	critical account or other credits existing	radio or television	1,169	unknown or none	7 or more years	4	male: single	none	4	real estate	67	none	own	2	skilled employee or official	1	registered	yes	good
0 to under 200	48	existing credits paid duly till now	radio or television	5,951	under 100	1 to under 4 years	2	female: divorced, separated, or married	none	2	real estate	22	none	own	1	skilled employee or official	1	none	yes	bad
no checking account	12	critical account or other credits existing	education	2,096	under 100	4 to under 7 years	2	male: single	none	3	real estate	49	none	own	1	unskilled, resident	2	none	yes	good
below zero	42	existing credits paid duly till now	furniture or equipment	7,882	under 100	4 to under 7 years	2	male: single	guarantor	4	savings agreement or life insurance	45	none	living for free	1	skilled employee or official	2	none	yes	good
below zero	24	delay in paying off in the past	new car	4,870	under 100	1 to under 4 years	3	male: single	none	4	unknown or none	53	none	living for free	2	skilled employee or official	2	none	yes	bad
no checking account	36	existing credits paid duly till now	education	9,055	unknown or none	1 to under 4 years	2	male: single	none	4	unknown or none	35	none	living for free	1	unskilled, resident	2	registered	yes	good
no checking account	24	existing credits paid duly till now	furniture or equipment	2,835	500 to under 1,000	7 or more years	3	male: single	none	4	savings agreement or life insurance	53	none	own	1	skilled employee or official	1	none	yes	good
0 to under 200	36	existing credits paid duly till now	used car	6,948	under 100	1 to under 4 years	2	male: single	none	2	car or other	35	none	rent	1	management, self-employed, or highly qualified	1	registered	yes	good
no checking account	12	existing credits paid duly till now	radio or television	3,059	1,000 or more	4 to under 7 years	2	male: divorced or separated	none	4	real estate	61	none	own	1	unskilled, resident	1	none	yes	good
0 to under 200	30	critical account or other credits existing	new car	5,234	under 100	unemployed	4	male: married or widowed	none	2	car or other	28	none	own	2	management, self-employed, or highly qualified	1	none	yes	bad
0 to under 200	12	existing credits paid duly till now	new car	1,295	under 100	under 1 year	3	female: divorced, separated, or married	none	1	car or other	25	none	rent	1	skilled employee or official	1	none	yes	bad
below zero	48	existing credits paid duly till now	business	4,308	under 100	under 1 year	3	female: divorced, separated, or married	none	4	savings agreement or life insurance	24	none	rent	1	skilled employee or official	1	none	yes	bad
0 to under 200	12	existing credits paid duly till now	radio or television	1,567	under 100	1 to under 4 years	1	female: divorced, separated, or married	none	1	car or other	22	none	own	1	skilled employee or official	1	registered	yes	good
below zero	24	critical account or other credits existing	new car	1,199	under 100	7 or more years	4	male: single	none	4	car or other	60	none	own	2	unskilled, resident	1	none	yes	bad
below zero	15	existing credits paid duly till now	new car	1,403	under 100	1 to under 4 years	2	female: divorced, separated, or married	none	4	car or other	28	none	rent	1	skilled employee or official	1	none	yes	good
below zero	24	existing credits paid duly till now	radio or television	1,282	100 to under 500	1 to under 4 years	4	female: divorced, separated, or married	none	2	car or other	32	none	own	1	unskilled, resident	1	none	yes	bad
no checking account	24	critical account or other credits existing	radio or television	2,424	unknown or none	7 or more years	4	male: single	none	4	savings agreement or life insurance	53	none	own	2	skilled employee or official	1	none	yes	good
below zero	30	no credits taken or all paid duly	business	8,072	unknown or none	under 1 year	2	male: single	none	3	car or other	25	at another bank	own	3	skilled employee or official	1	none	yes	good
0 to under 200	24	existing credits paid duly till now	used car	12,579	under 100	7 or more years	4	female: divorced, separated, or married	none	2	unknown or none	44	none	living for free	1	management, self-employed, or highly qualified	1	registered	yes	bad
no checking account	24	existing credits paid duly till now	radio or television	3,430	500 to under 1,000	7 or more years	3	male: single	none	2	car or other	31	none	own	1	skilled employee or official	2	registered	yes	good
no checking account	9	critical account or other credits existing	new car	2,134	under 100	1 to under 4 years	4	male: single	none	4	car or other	48	none	own	3	skilled employee or official	1	registered	yes	good
below zero	6	existing credits paid duly till now	radio or television	2,647	500 to under 1,000	1 to under 4 years	2	male: single	none	3	real estate	44	none	rent	1	skilled employee or official	2	none	yes	good
below zero	10	critical account or other credits existing	new car	2,241	under 100	under 1 year	1	male: single	none	3	real estate	48	none	rent	2	unskilled, resident	2	none	no	good
0 to under 200	12	critical account or other credits existing	used car	1,804	100 to under 500	under 1 year	3	male: single	none	4	savings agreement or life insurance	44	none	own	1	skilled employee or official	1	none	yes	good
no checking account	10	critical account or other credits existing	furniture or equipment	2,069	unknown or none	1 to under 4 years	2	male: married or widowed	none	1	car or other	26	none	own	2	skilled employee or official	1	none	no	good
below zero	6	existing credits paid duly till now	furniture or equipment	1,374	under 100	1 to under 4 years	1	male: single	none	2	real estate	36	at another bank	own	1	unskilled, resident	1	registered	yes	good
no checking account	6	no credits taken or all paid duly	radio or television	426	under 100	7 or more years	4	male: married or widowed	none	4	car or other	39	none	own	1	unskilled, resident	1	none	yes	good
200 or more, or salary account	12	all credits at this bank paid duly	radio or television	409	1,000 or more	1 to under 4 years	3	female: divorced, separated, or married	none	3	real estate	42	none	rent	2	skilled employee or official	1	none	yes	good
0 to under 200	7	existing credits paid duly till now	radio or television	2,415	under 100	1 to under 4 years	3	male: single	guarantor	2	real estate	34	none	own	1	skilled employee or official	1	none	yes	good
below zero	60	delay in paying off in the past	business	6,836	under 100	7 or more years	3	male: single	none	4	unknown or none	63	none	own	2	skilled employee or official	1	registered	yes	bad
0 to under 200	18	existing credits paid duly till now	business	1,913	1,000 or more	under 1 year	3	male: married or widowed	none	3	real estate	36	at another bank	own	1	skilled employee or official	1	registered	yes	good
below zero	24	existing credits paid duly till now	furniture or equipment	4,020	under 100	1 to under 4 years	2	male: single	none	2	car or other	27	at stores	own	1	skilled employee or official	1	none	yes	good
0 to under 200	18	existing credits paid duly till now	new car	5,866	100 to under 500	1 to under 4 years	2	male: single	none	2	car or other	30	none	own	2	skilled employee or official	1	registered	yes	good
no checking account	12	critical account or other credits existing	business	1,264	unknown or none	7 or more years	4	male: single	none	4	unknown or none	57	none	rent	1	unskilled, resident	1	none	yes	good
200 or more, or salary account	12	existing credits paid duly till now	furniture or equipment	1,474	under 100	under 1 year	4	female: divorced, separated, or married	none	1	savings agreement or life insurance	33	at another bank	own	1	management, self-employed, or highly qualified	1	registered	yes	good
0 to under 200	45	critical account or other credits existing	radio or television	4,746	under 100	under 1 year	4	male: single	none	2	savings agreement or life insurance	25	none	own	2	unskilled, resident	1	none	yes	bad
no checking account	48	critical account or other credits existing	education	6,110	under 100	1 to under 4 years	1	male: single	none	3	unknown or none	31	at another bank	living for free	1	skilled employee or official	1	registered	yes	good
200 or more, or salary account	18	existing credits paid duly till now	radio or television	2,100	under 100	1 to under 4 years	4	male: single	co-applicant	2	real estate	37	at stores	own	1	skilled employee or official	1	none	yes	bad
200 or more, or salary account	10	existing credits paid duly till now	domestic appliances	1,225	under 100	1 to under 4 years	2	male: single	none	2	car or other	37	none	own	1	skilled employee or official	1	registered	yes	good
0 to under 200	9	existing credits paid duly till now	radio or television	458	under 100	1 to under 4 years	4	male: single	none	3	real estate	24	none	own	1	skilled employee or official	1	none	yes	good
no checking account	30	existing credits paid duly till now	radio or television	2,333	500 to under 1,000	7 or more years	4	male: single	none	2	car or other	30	at another bank	own	1	management, self-employed, or highly qualified	1	none	yes	good
0 to under 200	12	existing credits paid duly till now	radio or television	1,158	500 to under 1,000	1 to under 4 years	3	male: divorced or separated	none	1	car or other	26	none	own	1	skilled employee or official	1	registered	yes	good
0 to under 200	18	delay in paying off in the past	repairs	6,204	under 100	1 to under 4 years	2	male: single	none	4	real estate	44	none	own	1	unskilled, resident	2	registered	yes	good
below zero	30	critical account or other credits existing	used car	6,187	100 to under 500	4 to under 7 years	1	male: married or widowed	none	4	car or other	24	none	rent	2	skilled employee or official	1	none	yes	good
below zero	48	critical account or other credits existing	used car	6,143	under 100	7 or more years	4	female: divorced, separated, or married	none	4	unknown or none	58	at stores	living for free	2	unskilled, resident	1	none	yes	bad
no checking account	11	critical account or other credits existing	new car	1,393	under 100	under 1 year	4	female: divorced, separated, or married	none	4	car or other	35	none	own	2	management, self-employed, or highly qualified	1	none	yes	good
no checking account	36	existing credits paid duly till now	radio or television	2,299	500 to under 1,000	7 or more years	4	male: single	none	4	car or other	39	none	own	1	skilled employee or official	1	none	yes	good
below zero	6	existing credits paid duly till now	used car	1,352	500 to under 1,000	unemployed	1	female: divorced, separated, or married	none	2	savings agreement or life insurance	23	none	rent	1	unemployed or unskilled, non-resident	1	registered	yes	good
no checking account	11	critical account or other credits existing	new car	7,228	under 100	1 to under 4 years	1	male: single	none	4	savings agreement or life insurance	39	none	own	2	unskilled, resident	1	none	yes	good
no checking account	12	existing credits paid duly till now	radio or television	2,073	100 to under 500	1 to under 4 years	4	female: divorced, separated, or married	co-applicant	2	real estate	28	none	own	1	skilled employee or official	1	none	yes	good
0 to under 200	24	delay in paying off in the past	furniture or equipment	2,333	unknown or none	under 1 year	4	male: single	none	2	savings agreement or life insurance	29	at another bank	own	1	unskilled, resident	1	none	yes	good
0 to under 200	27	delay in paying off in the past	used car	5,965	under 100	7 or more years	1	male: single	none	2	car or other	30	none	own	2	management, self-employed, or highly qualified	1	registered	yes	good
no checking account	12	existing credits paid duly till now	radio or television	1,262	under 100	1 to under 4 years	3	male: single	none	2	car or other	25	none	own	1	skilled employee or official	1	none	yes	good
no checking account	18	existing credits paid duly till now	used car	3,378	unknown or none	1 to under 4 years	2	male: single	none	1	savings agreement or life insurance	31	none	own	1	skilled employee or official	1	registered	yes	good
0 to under 200	36	delay in paying off in the past	new car	2,225	under 100	7 or more years	4	male: single	none	4	unknown or none	57	at another bank	living for free	2	skilled employee or official	1	registered	yes	bad
no checking account	6	all credits at this bank paid duly	new car	783	unknown or none	1 to under 4 years	1	male: single	guarantor	2	real estate	26	at stores	own	1	unskilled, resident	2	none	yes	good
0 to under 200	12	existing credits paid duly till now	radio or television	6,468	unknown or none	unemployed	2	male: single	none	1	unknown or none	52	none	own	1	management, self-employed, or highly qualified	1	registered	yes	bad
no checking account	36	critical account or other credits existing	radio or television	9,566	under 100	1 to under 4 years	2	female: divorced, separated, or married	none	2	car or other	31	at stores	own	2	skilled employee or official	1	none	yes	good
200 or more, or salary account	18	existing credits paid duly till now	new car	1,961	under 100	7 or more years	3	female: divorced, separated, or married	none	2	car or other	23	none	own	1	management, self-employed, or highly qualified	1	none	yes	good
below zero	36	critical account or other credits existing	furniture or equipment	6,229	under 100	under 1 year	4	female: divorced, separated, or married	co-applicant	4	unknown or none	23	none	rent	2	unskilled, resident	1	registered	yes	bad
0 to under 200	9	existing credits paid duly till now	business	1,391	under 100	1 to under 4 years	2	male: married or widowed	none	1	real estate	27	at another bank	own	1	skilled employee or official	1	registered	yes	good
0 to under 200	15	critical account or other credits existing	radio or television	1,537	unknown or none	7 or more years	4	male: single	guarantor	4	real estate	50	none	own	2	skilled employee or official	1	registered	yes	good
0 to under 200	36	no credits taken or all paid duly	business	1,953	under 100	7 or more years	4	male: single	none	4	unknown or none	61	none	living for free	1	management, self-employed, or highly qualified	1	registered	yes	bad
0 to under 200	48	no credits taken or all paid duly	business	14,421	under 100	1 to under 4 years	2	male: single	none	2	car or other	25	none	own	1	skilled employee or official	1	registered	yes	bad
no checking account	24	existing credits paid duly till now	radio or television	3,181	under 100	under 1 year	4	female: divorced, separated, or married	none	4	savings agreement or life insurance	26	none	own	1	skilled employee or official	1	registered	yes	good
no checking account	27	existing credits paid duly till now	repairs	5,190	unknown or none	7 or more years	4	male: single	none	4	savings agreement or life insurance	48	none	own	4	skilled employee or official	2	registered	yes	good
no checking account	12	existing credits paid duly till now	radio or television	2,171	under 100	under 1 year	2	female: divorced, separated, or married	none	2	car or other	29	at another bank	own	1	skilled employee or official	1	none	yes	good
0 to under 200	12	existing credits paid duly till now	new car	1,007	1,000 or more	1 to under 4 years	4	male: married or widowed	none	1	real estate	22	none	own	1	skilled employee or official	1	none	yes	good
no checking account	36	existing credits paid duly till now	education	1,819	under 100	1 to under 4 years	4	male: single	none	4	unknown or none	37	at stores	living for free	1	skilled employee or official	1	registered	yes	bad
no checking account	36	existing credits paid duly till now	radio or television	2,394	unknown or none	1 to under 4 years	4	female: divorced, separated, or married	none	4	car or other	25	none	own	1	skilled employee or official	1	none	yes	good
no checking account	36	existing credits paid duly till now	used car	8,133	under 100	1 to under 4 years	1	female: divorced, separated, or married	none	2	savings agreement or life insurance	30	at another bank	own	1	skilled employee or official	1	none	yes	good
no checking account	7	critical account or other credits existing	radio or television	730	unknown or none	7 or more years	4	male: single	none	2	savings agreement or life insurance	46	none	rent	2	unskilled, resident	1	registered	yes	good
below zero	8	critical account or other credits existing	other	1,164	under 100	7 or more years	3	male: single	none	4	unknown or none	51	at another bank	living for free	2	management, self-employed, or highly qualified	2	registered	yes	good
0 to under 200	42	critical account or other credits existing	business	5,954	under 100	4 to under 7 years	2	female: divorced, separated, or married	none	1	real estate	41	at another bank	own	2	unskilled, resident	1	none	yes	good
below zero	36	existing credits paid duly till now	education	1,977	unknown or none	7 or more years	4	male: single	none	4	unknown or none	40	none	own	1	management, self-employed, or highly qualified	1	registered	yes	bad
below zero	12	critical account or other credits existing	used car	1,526	under 100	7 or more years	4	male: single	none	4	unknown or none	66	none	living for free	2	management, self-employed, or highly qualified	1	none	yes	good
below zero	42	existing credits paid duly till now	radio or television	3,965	under 100	under 1 year	4	male: single	none	3	car or other	34	none	own	1	skilled employee or official	1	none	yes	bad
0 to under 200	11	delay in paying off in the past	radio or television	4,771	under 100	4 to under 7 years	2	male: single	none	4	savings agreement or life insurance	51	none	own	1	skilled employee or official	1	none	yes	good
no checking account	54	no credits taken or all paid duly	used car	9,436	unknown or none	1 to under 4 years	2	male: single	none	2	savings agreement or life insurance	39	none	own	1	unskilled, resident	2	none	yes	good
0 to under 200	30	existing credits paid duly till now	furniture or equipment	3,832	under 100	under 1 year	2	male: married or widowed	none	1	savings agreement or life insurance	22	none	own	1	skilled employee or official	1	none	yes	good
no checking account	24	existing credits paid duly till now	radio or television	5,943	unknown or none	under 1 year	1	female: divorced, separated, or married	none	1	car or other	44	none	own	2	skilled employee or official	1	registered	yes	bad
no checking account	15	existing credits paid duly till now	radio or television	1,213	500 to under 1,000	7 or more years	4	male: single	none	3	savings agreement or life insurance	47	at stores	own	1	skilled employee or official	1	registered	yes	good
no checking account	18	existing credits paid duly till now	business	1,568	100 to under 500	1 to under 4 years	3	female: divorced, separated, or married	none	4	savings agreement or life insurance	24	none	rent	1	unskilled, resident	1	none	yes	good
below zero	24	existing credits paid duly till now	other	1,755	under 100	7 or more years	4	female: divorced, separated, or married	guarantor	4	real estate	58	none	own	1	unskilled, resident	1	registered	yes	good
below zero	10	existing credits paid duly till now	radio or television	2,315	under 100	7 or more years	3	male: single	none	4	real estate	52	none	own	1	unskilled, resident	1	none	yes	good
no checking account	12	critical account or other credits existing	business	1,412	under 100	1 to under 4 years	4	female: divorced, separated, or married	guarantor	2	real estate	29	none	own	2	management, self-employed, or highly qualified	1	registered	yes	good
0 to under 200	18	critical account or other credits existing	furniture or equipment	1,295	under 100	under 1 year	4	female: divorced, separated, or married	none	1	savings agreement or life insurance	27	none	own	2	skilled employee or official	1	none	yes	good
0 to under 200	36	existing credits paid duly till now	education	12,612	100 to under 500	1 to under 4 years	1	male: single	none	4	unknown or none	47	none	living for free	1	skilled employee or official	2	registered	yes	bad
below zero	18	existing credits paid duly till now	new car	2,249	100 to under 500	4 to under 7 years	4	male: single	none	3	car or other	30	none	own	1	management, self-employed, or highly qualified	2	registered	yes	good
below zero	12	no credits taken or all paid duly	repairs	1,108	under 100	4 to under 7 years	4	male: single	none	3	real estate	28	none	own	2	skilled employee or official	1	none	yes	bad
no checking account	12	critical account or other credits existing	radio or television	618	under 100	7 or more years	4	male: single	none	4	real estate	56	none	own	1	skilled employee or official	1	none	yes	good
below zero	12	critical account or other credits existing	used car	1,409	under 100	7 or more years	4	male: single	none	3	real estate	54	none	own	1	skilled employee or official	1	none	yes	good
no checking account	12	critical account or other credits existing	radio or television	797	unknown or none	7 or more years	4	female: divorced, separated, or married	none	3	savings agreement or life insurance	33	at another bank	own	1	unskilled, resident	2	none	yes	bad
200 or more, or salary account	24	critical account or other credits existing	furniture or equipment	3,617	unknown or none	7 or more years	4	male: single	co-applicant	4	unknown or none	20	none	rent	2	skilled employee or official	1	none	yes	good
0 to under 200	12	existing credits paid duly till now	new car	1,318	1,000 or more	7 or more years	4	male: single	none	4	real estate	54	none	own	1	skilled employee or official	1	registered	yes	good
0 to under 200	54	no credits taken or all paid duly	business	15,945	under 100	under 1 year	3	male: single	none	4	unknown or none	58	none	rent	1	skilled employee or official	1	registered	yes	bad
no checking account	12	critical account or other credits existing	education	2,012	unknown or none	4 to under 7 years	4	female: divorced, separated, or married	none	2	car or other	61	none	own	1	skilled employee or official	1	none	yes	good
0 to under 200	18	existing credits paid duly till now	business	2,622	100 to under 500	1 to under 4 years	4	male: single	none	4	car or other	34	none	own	1	skilled employee or official	1	none	yes	good
0 to under 200	36	critical account or other credits existing	radio or television	2,337	under 100	7 or more years	4	male: single	none	4	real estate	36	none	own	1	skilled employee or official	1	none	yes	good
0 to under 200	20	delay in paying off in the past	used car	7,057	unknown or none	4 to under 7 years	3	male: single	none	4	savings agreement or life insurance	36	at another bank	rent	2	management, self-employed, or highly qualified	2	registered	yes	good

End of preview. Expand in Data Studio

AI Governance Practicum: Case Pack Extracts

Data files used by the Colab notebooks of The AI Governance Practicum (Dr. David, LLC). Each file is presented inside the course as the historical records of a fictional organization. The organizations, systems, and people in the course are fictional. The data is real, public, and reused under its original license.

File in this repo	Fictional organization and system	Source dataset	Citation
`ledgestone_training_extract.csv`	Ledgestone Bank, CreditPath	Statlog (German Credit Data), UCI Machine Learning Repository, id 144. Column names and category labels rewritten in plain language from the original documentation; values unchanged.	Hofmann, H. (1994). Statlog (German Credit Data) [Dataset]. UCI Machine Learning Repository. https://archive.ics.uci.edu/dataset/144/statlog+german+credit+data
`corvana_modeling_extract.csv`	Corvana Bank, LimitWise	Default of Credit Card Clients, UCI Machine Learning Repository, id 350. Label column renamed `default_payment_next_month`; values unchanged.	Yeh, I-C. (2016). Default of Credit Card Clients [Dataset]. UCI Machine Learning Repository. https://archive.ics.uci.edu/dataset/350/default+of+credit+card+clients
`alderwyn_encounter_extract.csv`, `alderwyn_code_tables.csv`	Alderwyn Health, CarePivot	Diabetes 130-US Hospitals for Years 1999-2008, UCI Machine Learning Repository, id 296. Unchanged (the code table is the original IDs_mapping file).	Clore, J., Cios, K., DeShazo, J., & Strack, B. (2014). Diabetes 130-US Hospitals for Years 1999-2008 [Dataset]. UCI Machine Learning Repository. https://archive.ics.uci.edu/dataset/296/diabetes+130-us+hospitals+for+years+1999-2008
`crosswind_pilot_extract.csv`	Crosswind Workforce Partnership, ReachFirst	Adult (Census Income), UCI Machine Learning Repository, id 2. Train and test files combined, header row added, trailing periods removed from labels; values unchanged.	Becker, B. & Kohavi, R. (1996). Adult [Dataset]. UCI Machine Learning Repository. https://archive.ics.uci.edu/dataset/2/adult

License

All four source datasets are released by the UCI Machine Learning Repository under the Creative Commons Attribution 4.0 International license (CC BY 4.0). This repository redistributes them under the same license with attribution to the creators and the repository above. The renamed files are derivative works in the sense that column names and labels were rewritten; no data values were altered except as stated in the table.

Use in the course

Learners in the Practicum do not download these files directly. Each week's notebook loads the file it needs by URL and shows the analysis with the code visible. The fictional framing (organization names, system names, and the business context) lives in the course materials, not in the data.

Remediated working files (Week 3 output, Week 4 input)

Added 2026-09-25. Each Week 3 notebook ends by writing the working file after remediation, and these are those files, published so the Week 4 modeling notebook can load them by URL. Each has a README of its own beside it with the row and column arithmetic, the model inputs, the held-out fields, the open items, and the MD5. They hold rule-based changes only (rows removed under a written rule, fields added beside their sources, the outcome column). Nothing in them is fitted, and no value in a column as loaded was altered.

File in this repo	Built from	By	Rows and columns
`corvana_modeling_extract_remediated.csv`	`corvana_modeling_extract.csv`	Corvana LimitWise - Week 3 notebook, section 12	29,995 rows, 40 columns
`alderwyn_encounter_extract_remediated.csv`	`alderwyn_encounter_extract.csv`	Alderwyn CarePivot - Week 3 notebook, section 12	99,340 rows, 58 columns
`crosswind_pilot_extract_remediated.csv`	`crosswind_pilot_extract.csv`	Crosswind ReachFirst - Week 3 notebook, section 12	48,790 rows, 18 columns

The same CC BY 4.0 license and attribution apply. The Ledgestone extract has no remediated file, because that case pack was retired before the first cohort.

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