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Tensorflow's Fairness Evaluation and Visualization Toolkit

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Replace deprecated `BaseRequest` and `BaseResponse` with `Request` and `Response`.

Updated the broken link for `identity terms` in [this section](https://www.tensorflow.org/responsible_ai/fairness_indicators/tutorials/Fairness_Indicators_TFCO_Wiki_Case_Study#load_and_pre-process_dataset).

Change how the slice is stringified so it is easier to read. From format of "FeatureA_X_FeatureB:ValueA_X_ValueB" to "FeautreA=ValueA; FeatureB=ValueB". For fairness indicator, the original behavir was kept.

Hi I am new to this, I am successfully able to train and evaluate my model, however now I am wondering how do I recompute the same metrics and performance...

## URL with the issue: https://github.com/tensorflow/fairness-indicators/blob/master/g3doc/tutorials/Fairness_Indicators_Lineage_Case_Study.ipynb ## Description of issue (what needs changing): The link to the image on line 899 in the notebook is not publicly accessible, you need...

- Have I written custom code (as opposed to using stock example code provided): No - OS Platform and Distribution (e.g., Linux Ubuntu 16.04): Google Colab - Fairness Indicators version:...

Adding FlipRate metrics for Counterfactual Fairness Evaluation

Adding FlipCount metrics for Counterfactual Fairness Evaluation