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OpenMLError "Dataset with data_id X not found"

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We are using OpenML datasets in the Fairlearn project, but are running into issues with CI/internal testing due "Dataset with data_id X not found " OpenMLError errors (see also https://github.com/fairlearn/fairlearn/issues/703)....

It is unclear how to add multiple ignored features upon dataset creation, i.e. whether they should be separated by space, comma, or something else. On a related note, there does...

Cannot edit dataset - Error 131

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I've just added two UCI student performance data sets (https://www.openml.org/d/42351 and https://www.openml.org/d/42351). I tried to edit the data set to make sure two features are ignored, but when I submit...

With *main* selected, clicking on the Fairlearn logo on the top left corner of the website directs you to `https://fairlearn.org/main/https%3A//fairlearn.org.html` rather than `https://fairlearn.org`.

ENH Add pre-processing algorithm "Learning Fair Representations" by Zemel et al.

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The paper [Learning Fair Representations](http://proceedings.mlr.press/v28/zemel13.html) by Zemel et al. introduces a pre-processing algorithm for demographic parity. The goal of the task is to implement the algorithm in Fairlearn. The algorithm...

**Motivation** *Learning objective 1.5: “Restate the different metrics for operationalizing fairness (e.g., demographic parity, equalized odds...etc).” '* Data scientists using Fairlearn may want to learn about which fairness metrics exist...

This issue is just to remind us to update the contributor guide once #1096 and #1097 get merged. * [Contributing Documentation](https://fairlearn.org/v0.7.0/contributor_guide/contributing_documentation.html): remove mulltiversion * [Release process](https://fairlearn.org/v0.7.0/contributor_guide/release.html): see [comment](https://github.com/fairlearn/fairlearn/pull/1097#issuecomment-1145942509)

ENH Add SciPy tutorial dataset to fairlearn.datasets

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Once we have added the Scipy tutorial dataset to OpenML (#1064) we should add fetch functionality to Fairlearn. Completing this item requires: - [ ] implement a function `fairlearn.datasets.fetch_...` (we...

ENH Add post-processing algorithm "Discrimination Aware Decision Tree Learning" by Kamiran et al.

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The paper [Discrimination Aware Decision Tree Learning](https://www.win.tue.nl/~mpechen/publications/pubs/KamiranICDM2010.pdf) by Kamiran et al. introduces several approaches for learning a decision tree that satisfies demographic parity. Given that the relabeling procedure clearly outperforms...

As discussed in #1048, we have agreed that for the BibTex references: * We encourage people to simply copy the BibTex entry from the original source (e.g., ACM/Arxiv/etc.) * The...