added sidebar to tutorial

examples/tutorial_fat*_2018.ipynb

@@ -21,8 +21,8 @@
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-    "# Table of Contents\n",
-    " <p><div class=\"lev1 toc-item\"><a href=\"#De-biasing-Classifiers-with-Themis-ml\" data-toc-modified-id=\"De-biasing-Classifiers-with-Themis-ml-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>De-biasing Classifiers with Themis-ml</a></div><div class=\"lev1 toc-item\"><a href=\"#Background\" data-toc-modified-id=\"Background-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>Background</a></div><div class=\"lev1 toc-item\"><a href=\"#Outline\" data-toc-modified-id=\"Outline-3\"><span class=\"toc-item-num\">3&nbsp;&nbsp;</span>Outline</a></div><div class=\"lev1 toc-item\"><a href=\"#Installation\" data-toc-modified-id=\"Installation-4\"><span class=\"toc-item-num\">4&nbsp;&nbsp;</span>Installation</a></div><div class=\"lev1 toc-item\"><a href=\"#Load-Dataset\" data-toc-modified-id=\"Load-Dataset-5\"><span class=\"toc-item-num\">5&nbsp;&nbsp;</span>Load Dataset</a></div><div class=\"lev1 toc-item\"><a href=\"#Measuring-Potential-Discrimination\" data-toc-modified-id=\"Measuring-Potential-Discrimination-6\"><span class=\"toc-item-num\">6&nbsp;&nbsp;</span>Measuring Potential Discrimination</a></div><div class=\"lev1 toc-item\"><a href=\"#De-biasing-Experiment\" data-toc-modified-id=\"De-biasing-Experiment-7\"><span class=\"toc-item-num\">7&nbsp;&nbsp;</span>De-biasing Experiment</a></div><div class=\"lev2 toc-item\"><a href=\"#Reject-Option-Classification\" data-toc-modified-id=\"Reject-Option-Classification-71\"><span class=\"toc-item-num\">7.1&nbsp;&nbsp;</span>Reject-Option Classification</a></div><div class=\"lev2 toc-item\"><a href=\"#Additive-Counterfactually-Fair-Model\" data-toc-modified-id=\"Additive-Counterfactually-Fair-Model-72\"><span class=\"toc-item-num\">7.2&nbsp;&nbsp;</span>Additive Counterfactually Fair Model</a></div><div class=\"lev1 toc-item\"><a href=\"#The-Fairness-utility-Tradeoff\" data-toc-modified-id=\"The-Fairness-utility-Tradeoff-8\"><span class=\"toc-item-num\">8&nbsp;&nbsp;</span>The Fairness-utility Tradeoff</a></div><div class=\"lev1 toc-item\"><a href=\"#Using-Your-Own-Dataset\" data-toc-modified-id=\"Using-Your-Own-Dataset-9\"><span class=\"toc-item-num\">9&nbsp;&nbsp;</span>Using Your Own Dataset</a></div><div class=\"lev1 toc-item\"><a href=\"#References\" data-toc-modified-id=\"References-10\"><span class=\"toc-item-num\">10&nbsp;&nbsp;</span>References</a></div>"
+    "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
+    "<div class=\"toc\" style=\"margin-top: 1em;\"><ul class=\"toc-item\"><li><span><a href=\"#De-biasing-Classifiers-with-Themis-ml\" data-toc-modified-id=\"De-biasing-Classifiers-with-Themis-ml-1\">De-biasing Classifiers with Themis-ml</a></span></li><li><span><a href=\"#Background\" data-toc-modified-id=\"Background-2\">Background</a></span></li><li><span><a href=\"#Outline\" data-toc-modified-id=\"Outline-3\">Outline</a></span></li><li><span><a href=\"#Installation\" data-toc-modified-id=\"Installation-4\">Installation</a></span></li><li><span><a href=\"#Load-Dataset\" data-toc-modified-id=\"Load-Dataset-5\">Load Dataset</a></span></li><li><span><a href=\"#Measuring-Potential-Discrimination\" data-toc-modified-id=\"Measuring-Potential-Discrimination-6\">Measuring Potential Discrimination</a></span></li><li><span><a href=\"#De-biasing-Experiment\" data-toc-modified-id=\"De-biasing-Experiment-7\">De-biasing Experiment</a></span><ul class=\"toc-item\"><li><span><a href=\"#Reject-Option-Classification\" data-toc-modified-id=\"Reject-Option-Classification-7.1\">Reject-Option Classification</a></span></li><li><span><a href=\"#Additive-Counterfactually-Fair-Model\" data-toc-modified-id=\"Additive-Counterfactually-Fair-Model-7.2\">Additive Counterfactually Fair Model</a></span></li></ul></li><li><span><a href=\"#The-Fairness-utility-Tradeoff\" data-toc-modified-id=\"The-Fairness-utility-Tradeoff-8\">The Fairness-utility Tradeoff</a></span></li><li><span><a href=\"#Using-Your-Own-Dataset\" data-toc-modified-id=\"Using-Your-Own-Dataset-9\">Using Your Own Dataset</a></span></li><li><span><a href=\"#References\" data-toc-modified-id=\"References-10\">References</a></span></li></ul></div>"
    ]
   },
   {
@@ -554,7 +554,9 @@
   {
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    "execution_count": 6,
-   "metadata": {},
+   "metadata": {
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+   },
    "outputs": [],
    "source": [
     "from sklearn.model_selection import train_test_split\n",
@@ -614,7 +616,9 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "metadata": {},
+   "metadata": {
+    "collapsed": true
+   },
    "outputs": [],
    "source": [
     "import pandas as pd\n",
@@ -985,43 +989,31 @@
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    "author": "Niels Bantilan",
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