Add support for KDD Census-Income dataset

[anupamamurthi]

Original Dataset location: https://archive.ics.uci.edu/ml/datasets/Census-Income%2B(KDD) This is similar to the adult income dataset.

Potential Tasks:

• [ ] Ensure the license permits open source us
• [ ] Verify that this dataset is appropriate for fairness tasks and subset it accordingly (removing un-necessary columns etc.)
• [ ] Ensure we have instance level records with protected attributes and outcomes
• [ ] First create sklearn-compatible dataset (dataframe) and an appropriate "classic" dataset (second priority)
• [ ] Create a simple notebook where the dataset is consumed and simple fairness measures and computed at least.
• [ ] https://microdata.worldbank.org/index.php/catalog/2102/data-dictionary/F2?file_name=NLD2001-P-H

[Jyc323]

hello, I'm interested in the issue. Could you please assign it to me?

[Jyc323]

hello @anupamamurthi, the original link to dataset is invalid now, can I use this link?https://archive.ics.uci.edu/dataset/117/census+income+kdd

[anupamamurthi]

Sure, go for it @Jyc323

[Jyc323]

Hello @anupamamurthi, I'd like to confirm the progress. I've created the dataset file "income_dataset.py," similar to "adult_dataset.py," and customized it to match the dataset attributes. As per the instructions, I need to develop a basic .ipynb file. Could you advise on the appropriate folder to place it in? In this .ipynb file, I plan to utilize "BinaryLabelDatasetMetric" to process the dataset. Is this approach sufficient? Thank you!