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Package for evaluating the performance of methods which aim to increase fairness, accountability and/or transparency

Results 44 EthicML issues
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Bumps [pandas](https://github.com/pandas-dev/pandas) from 2.1.4 to 2.2.2. Release notes Sourced from pandas's releases. Pandas 2.2.2 We are pleased to announce the release of pandas 2.2.2. This release includes some new features,...

dependencies

As proposed in https://arxiv.org/abs/2012.01696

new-method

Oliver: > I feel as though implementing zhang’s mitigating unwanted bias by Adversarial learning algorithm is possible to implement in a way that doesn’t suck. In his original paper he...

new-method

We already have a dataset with non-binary target (NonBinaryToy) and several with non-binary groups (for example adult with race), but AFAIK no dataset with both.

dataset
code-change

current output ``` [Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers. [Parallel(n_jobs=1)]: Done 1 out of 1 | elapsed: 4.0s remaining: 0.0s [Parallel(n_jobs=1)]: Done 2 out of 2 | elapsed:...

enhancement
code-change

This is a prerequisite for using the tmpdir fixture in the tests

enhancement
code-change

the label binarizer class takes a dataset with 2 labels that are not binary, and maps the min value to 0, and the max value to 1. It stores these...

bug
code-change

## Remove the lowercase aliases for the dataset classes - [x] `adult()` -> *deleted* - [x] `compas()` -> *deleted* ## Algorithm renames - [x] `Kamiran` -> `Reweighting` – done in...

breaking
code-change

`EthicML` is a strange naming strategy. `ethicml` would be more consistent with other packages

development
code-change

This library REALLY needs a calibration score.

enhancement
code-change
metrics