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        "author": "See Authors.txt",
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        "description": "This repository is meant to facilitate the benchmarking of fairness aware machine learning algorithms.\n\nThe associated paper is:\n\nA comparative study of fairness-enhancing interventions in machine learning by Sorelle A. Friedler, Carlos Scheidegger, Suresh Venkatasubramanian, Sonam Choudhary, Evan P. Hamilton, and Derek Roth. https://arxiv.org/abs/1802.04422\n\nTo install this software run:\n\n    $ pip3 install fairness\n\nThe below instructions are still in the process of being updated to work with the new pip install-able version.\n\nTo run the benchmarks:\n\n    $ from fairness.benchmark import run\n    $ run()\n\nThis will write out metrics for each dataset to the results/ directory.\n\nTo generate graphs and other analysis run:\n\n    $ python3 analysis.py\n\nIf you do not yet have all the packages installed, you may need to run:\n\n    $ pip install -r requirements.txt\n\n*Optional*:  The benchmarks rely on preprocessed versions of the datasets that have been included\nin the repository.  If you would like to regenerate this preprocessing, run the below command\nbefore running the benchmark script:\n\n    $ python3 preprocess.py\n\nTo add new datasets or algorithms, see the instructions in the readme files in those directories.\n\n## OS-specific things\n\n### On Ubuntu\n\n(We tested on Ubuntu 16.04, your mileage may vary)\n\nYou'll need `python3-dev`:\n\n    $ sudo apt-get install python3-dev\n\n\n### Additional analysis-specific requirements\n\nTo regenerate figures (this is messy right now. we're working on it)\n\nPython requirements (use pip):\n\n* `ggplot`\n\nSystem requirements:\n\n* `pandoc`  (`brew install pandoc` on a Mac or `apt-get install pandoc` on Linux)\n* R  (Mac download link: https://cran.rstudio.com/bin/macosx/R-3.4.3.pkg)\n\nR package requirements (use `install.packages`):\n\n* `rmarkdown`\n* `stringr`\n* `ggplot2`\n* `dplyr`\n* `magrittr`\n* `corrplot`\n* `robust`\n\n\n",
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