{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Assessing feature performance\n",
    "\n",
    "DWPC = 0.4, computed on a [subset](http://doi.org/10.15363/thinklab.d115#1) of non-indications"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import re\n",
    "\n",
    "import matplotlib.pyplot\n",
    "import pandas\n",
    "import mpld3\n",
    "import mpld3.plugins\n",
    "import seaborn\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>metapath</th>\n",
       "      <th>nonzero</th>\n",
       "      <th>auroc</th>\n",
       "      <th>auprc</th>\n",
       "      <th>length</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CcSEcCiD</td>\n",
       "      <td>0.590</td>\n",
       "      <td>0.897</td>\n",
       "      <td>0.798</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CiDiCiD</td>\n",
       "      <td>0.255</td>\n",
       "      <td>0.840</td>\n",
       "      <td>0.814</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   metapath  nonzero  auroc  auprc  length\n",
       "0  CcSEcCiD    0.590  0.897  0.798       3\n",
       "1   CiDiCiD    0.255  0.840  0.814       3"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "auc_df = pandas.read_table('data/auc.tsv')\n",
    "# Add metapath length\n",
    "auc_df['length'] = auc_df.metapath.map(lambda x: len(re.split(r'[a-z<>]+', x)) - 1)\n",
    "auc_df.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Performance by path length"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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27dqrIwQRabjAhEDu6REAEhs6rmmZpRJKhklszJDYmMEZL1E8Pn5ZIGzatJnd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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fda29a7afd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = seaborn.violinplot(x='auroc', y='length', data=auc_df, cut=0, orient='h', inner='quartile')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fda29959a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = seaborn.stripplot(x='auroc', y='length', data=auc_df, jitter=0.25, orient='h')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature AUROC versus non-zero fraction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "<style>\n",
       "\n",
       "</style>\n",
       "\n",
       "<div id=\"fig_el31315140574851119424162648366\"></div>\n",
       "<script>\n",
       "function mpld3_load_lib(url, callback){\n",
       "  var s = document.createElement('script');\n",
       "  s.src = url;\n",
       "  s.async = true;\n",
       "  s.onreadystatechange = s.onload = callback;\n",
       "  s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
       "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "}\n",
       "\n",
       "if(typeof(mpld3) !== \"undefined\" && mpld3._mpld3IsLoaded){\n",
       "   // already loaded: just create the figure\n",
       "   !function(mpld3){\n",
       "       \n",
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       "   }(mpld3);\n",
       "}else if(typeof define === \"function\" && define.amd){\n",
       "   // require.js is available: use it to load d3/mpld3\n",
       "   require.config({paths: {d3: \"https://mpld3.github.io/js/d3.v3.min\"}});\n",
       "   require([\"d3\"], function(d3){\n",
       "      window.d3 = d3;\n",
       "      mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.2.js\", function(){\n",
       "         \n",
       "         mpld3.draw_figure(\"fig_el31315140574851119424162648366\", {\"data\": {\"data02\": [[0.4606877763151715, 0.9302005148845137], [0.9839609747603024, 0.9302005148845137], [0.9839609747603024, 0.9841364806555714], [0.4606877763151715, 0.9841364806555714]], \"data26\": [[0.0, 0.8706], [1.0, 0.8706], [1.0, 0.897], [0.0, 0.897]], \"data01\": [[0.59, 0.897], [0.255, 0.84], [0.41100000000000003, 0.82], [0.22699999999999998, 0.807], [0.41, 0.8009999999999999], [0.4, 0.797], [0.21600000000000003, 0.764], [0.198, 0.754], [0.183, 0.7440000000000001], [0.149, 0.742], [0.209, 0.738], [0.34299999999999997, 0.732], [0.304, 0.722], [0.131, 0.713], [0.335, 0.71], [0.188, 0.7090000000000001], [0.7190000000000001, 0.696], [0.15, 0.693], [0.425, 0.6920000000000001], [0.46399999999999997, 0.691], [0.32899999999999996, 0.6859999999999999], [0.355, 0.6859999999999999], [0.126, 0.684], [0.121, 0.682], [0.131, 0.6809999999999999], [0.23800000000000002, 0.68], [0.293, 0.6729999999999999], [0.326, 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\"xindex\": 0, \"pathcodes\": [\"M\", \"L\", \"L\", \"L\", \"Z\"], \"zorder\": 1, \"edgecolor\": \"#000000\", \"facecolor\": \"#4C72B0\", \"alpha\": 0.4}, {\"data\": \"data25\", \"id\": \"el31315140574815720112\", \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"edgewidth\": 0.3, \"yindex\": 1, \"xindex\": 0, \"pathcodes\": [\"M\", \"L\", \"L\", \"L\", \"Z\"], \"zorder\": 1, \"edgecolor\": \"#000000\", \"facecolor\": \"#4C72B0\", \"alpha\": 0.4}, {\"data\": \"data15\", \"id\": \"el31315140574815722352\", \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"edgewidth\": 0.3, \"yindex\": 5, \"xindex\": 1, \"pathcodes\": [\"M\", \"L\", \"L\", \"L\", \"Z\"], \"zorder\": 1, \"edgecolor\": \"#000000\", \"facecolor\": \"#4C72B0\", \"alpha\": 0.4}, {\"data\": \"data26\", \"id\": \"el31315140574815741040\", \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"edgewidth\": 0.3, \"yindex\": 1, \"xindex\": 0, \"pathcodes\": [\"M\", \"L\", \"L\", \"L\", \"Z\"], \"zorder\": 1, \"edgecolor\": \"#000000\", \"facecolor\": \"#4C72B0\", \"alpha\": 0.4}], \"axesbgalpha\": null, \"texts\": [], \"sharey\": [\"el31315140574851107808\"], \"lines\": [], \"axes\": [{\"grid\": {\"gridOn\": false}, \"position\": \"bottom\", \"fontsize\": 10.0, \"tickvalues\": null, \"tickformat\": \"\", \"nticks\": 7, \"scale\": \"linear\"}, {\"grid\": {\"color\": \"#FFFFFF\", \"alpha\": 1.0, \"dasharray\": \"10,0\", \"gridOn\": true}, \"position\": \"left\", \"fontsize\": 10.0, \"tickvalues\": null, \"tickformat\": \"\", \"nticks\": 7, \"scale\": \"linear\"}], \"ydomain\": [0.4, 1.0], \"yscale\": \"linear\", \"bbox\": [0.8505828373015873, 0.09444444444444444, 0.12441716269841274, 0.7296031746031746]}], \"height\": 480.0});\n",
       "      });\n",
       "    });\n",
       "}else{\n",
       "    // require.js not available: dynamically load d3 & mpld3\n",
       "    mpld3_load_lib(\"https://mpld3.github.io/js/d3.v3.min.js\", function(){\n",
       "         mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.2.js\", function(){\n",
       "                 \n",
       "                 mpld3.draw_figure(\"fig_el31315140574851119424162648366\", {\"data\": {\"data02\": [[0.4606877763151715, 0.9302005148845137], [0.9839609747603024, 0.9302005148845137], [0.9839609747603024, 0.9841364806555714], [0.4606877763151715, 0.9841364806555714]], \"data26\": [[0.0, 0.8706], [1.0, 0.8706], [1.0, 0.897], [0.0, 0.897]], \"data01\": [[0.59, 0.897], [0.255, 0.84], [0.41100000000000003, 0.82], [0.22699999999999998, 0.807], [0.41, 0.8009999999999999], [0.4, 0.797], [0.21600000000000003, 0.764], [0.198, 0.754], [0.183, 0.7440000000000001], [0.149, 0.742], [0.209, 0.738], [0.34299999999999997, 0.732], [0.304, 0.722], [0.131, 0.713], [0.335, 0.71], [0.188, 0.7090000000000001], [0.7190000000000001, 0.696], [0.15, 0.693], [0.425, 0.6920000000000001], [0.46399999999999997, 0.691], [0.32899999999999996, 0.6859999999999999], [0.355, 0.6859999999999999], [0.126, 0.684], [0.121, 0.682], [0.131, 0.6809999999999999], [0.23800000000000002, 0.68], [0.293, 0.6729999999999999], 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       "            })\n",
       "         });\n",
       "}\n",
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       "<IPython.core.display.HTML object>"
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     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "grid = seaborn.jointplot('nonzero', 'auroc', data=auc_df, joint_kws={'alpha': 0.5})\n",
    "points = grid.ax_joint.collections[0]\n",
    "labels = auc_df.metapath.tolist()\n",
    "tooltip = mpld3.plugins.PointLabelTooltip(points, labels)\n",
    "mpld3.plugins.connect(grid.fig, tooltip)\n",
    "mpld3.display()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature AUPRC versus AUROC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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\"type\": \"boxzoom\", \"enabled\": false}, {\"type\": \"tooltip\", \"id\": \"el31315140574815139824\", \"location\": \"mouse\", \"hoffset\": 0, \"voffset\": 10, \"labels\": [\"CcSEcCiD: 59.0% nonzero\", \"CiDiCiD: 25.5% nonzero\", \"CiDaGaD: 41.1% nonzero\", \"CtGtCiD: 22.7% nonzero\", \"CiDpSpD: 41.0% nonzero\", \"CiDlAlD: 40.0% nonzero\", \"CiDsDsD: 21.6% nonzero\", \"CsCsCiD: 19.8% nonzero\", \"CtGbCiD: 18.3% nonzero\", \"CsCiD: 14.9% nonzero\", \"CiDvGaD: 20.9% nonzero\", \"CdGdCiD: 34.3% nonzero\", \"CuGuCiD: 30.4% nonzero\", \"CiDsD: 13.1% nonzero\", \"CtGiGaD: 33.5% nonzero\", \"CiDaGvD: 18.8% nonzero\", \"CtGeAlD: 71.9% nonzero\", \"CtGaD: 15.0% nonzero\", \"CuG<kuGaD: 42.5% nonzero\", \"CdG<kdGaD: 46.4% nonzero\", \"CuG<upGaD: 32.9% nonzero\", \"CdG<odGaD: 35.5% nonzero\", \"CbGbCiD: 12.6% nonzero\", \"CbGtCiD: 12.1% nonzero\", \"CiDvGvD: 13.1% nonzero\", \"CsCtGaD: 23.8% nonzero\", \"CuGku>GaD: 29.3% nonzero\", \"CdGku>GaD: 32.6% nonzero\", \"CdGeAlD: 51.4% nonzero\", 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\"CdGiGvD: 13.1% nonzero\", \"CtGkd>GaD: 18.2% nonzero\", \"CiDdGaD: 8.0% nonzero\", \"CdG<kuGvD: 11.4% nonzero\", \"CdGod>GaD: 12.8% nonzero\", \"CdGeGaD: 13.0% nonzero\", \"CiDuGaD: 8.3% nonzero\", \"CuGeGaD: 11.9% nonzero\", \"CdGaD: 10.0% nonzero\", \"CbGdAlD: 23.6% nonzero\", \"CdGku>GvD: 10.0% nonzero\", \"CuG<upGvD: 11.1% nonzero\", \"CuGku>GvD: 9.1% nonzero\", \"CtGdAlD: 46.0% nonzero\", \"CuGkd>GvD: 8.4% nonzero\", \"CuGaDsD: 22.4% nonzero\", \"CdGkd>GvD: 9.2% nonzero\", \"CdG<odGvD: 11.9% nonzero\", \"CdGaDsD: 19.2% nonzero\", \"CtGiGvD: 7.2% nonzero\", \"CbGkd>GaD: 9.1% nonzero\", \"CtG<kuGaD: 12.4% nonzero\", \"CbGku>GaD: 8.4% nonzero\", \"CdGtCiD: 5.2% nonzero\", \"CdG<upGvD: 6.2% nonzero\", \"CuGtCiD: 4.9% nonzero\", \"CtGuCiD: 6.6% nonzero\", \"CsCdGvD: 5.8% nonzero\", \"CuGbCiD: 4.4% nonzero\", \"CuGup>GvD: 4.6% nonzero\", \"CdGbCiD: 4.3% nonzero\", \"CuG<odGvD: 5.2% nonzero\", \"CsCuGvD: 5.6% nonzero\", \"CtGdCiD: 4.8% nonzero\", \"CbGuCiD: 3.5% nonzero\", \"CbG<kuGaD: 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       "   }(mpld3);\n",
       "}else if(typeof define === \"function\" && define.amd){\n",
       "   // require.js is available: use it to load d3/mpld3\n",
       "   require.config({paths: {d3: \"https://mpld3.github.io/js/d3.v3.min\"}});\n",
       "   require([\"d3\"], function(d3){\n",
       "      window.d3 = d3;\n",
       "      mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.2.js\", function(){\n",
       "         \n",
       "         mpld3.draw_figure(\"fig_el313151405748158370967172768510\", {\"data\": {\"data02\": [[0.4610486543830647, 0.9302005148845137], [0.9839609747603024, 0.9302005148845137], [0.9839609747603024, 0.9841364806555714], [0.4610486543830647, 0.9841364806555714]], \"data26\": [[0.0, 0.6922222222222223, 0.7226666666666668, 0.7835555555555556], [2.0, 0.6922222222222223, 0.7226666666666668, 0.7835555555555556], [2.0, 0.7226666666666668, 0.7531111111111112, 0.814], [0.0, 0.7226666666666668, 0.7531111111111112, 0.814]], \"data01\": [[0.897, 0.7979999999999999], [0.84, 0.8140000000000001], [0.82, 0.741], [0.807, 0.7609999999999999], [0.8009999999999999, 0.6920000000000001], [0.797, 0.675], [0.764, 0.6890000000000001], [0.754, 0.716], [0.7440000000000001, 0.6920000000000001], [0.742, 0.732], [0.738, 0.652], [0.732, 0.5760000000000001], [0.722, 0.585], [0.713, 0.6990000000000001], [0.71, 0.5], [0.7090000000000001, 0.634], [0.696, 0.38799999999999996], [0.693, 0.617], [0.6920000000000001, 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\"type\": \"boxzoom\", \"enabled\": false}, {\"type\": \"tooltip\", \"id\": \"el31315140574815139824\", \"location\": \"mouse\", \"hoffset\": 0, \"voffset\": 10, \"labels\": [\"CcSEcCiD: 59.0% nonzero\", \"CiDiCiD: 25.5% nonzero\", \"CiDaGaD: 41.1% nonzero\", \"CtGtCiD: 22.7% nonzero\", \"CiDpSpD: 41.0% nonzero\", \"CiDlAlD: 40.0% nonzero\", \"CiDsDsD: 21.6% nonzero\", \"CsCsCiD: 19.8% nonzero\", \"CtGbCiD: 18.3% nonzero\", \"CsCiD: 14.9% nonzero\", \"CiDvGaD: 20.9% nonzero\", \"CdGdCiD: 34.3% nonzero\", \"CuGuCiD: 30.4% nonzero\", \"CiDsD: 13.1% nonzero\", \"CtGiGaD: 33.5% nonzero\", \"CiDaGvD: 18.8% nonzero\", \"CtGeAlD: 71.9% nonzero\", \"CtGaD: 15.0% nonzero\", \"CuG<kuGaD: 42.5% nonzero\", \"CdG<kdGaD: 46.4% nonzero\", \"CuG<upGaD: 32.9% nonzero\", \"CdG<odGaD: 35.5% nonzero\", \"CbGbCiD: 12.6% nonzero\", \"CbGtCiD: 12.1% nonzero\", \"CiDvGvD: 13.1% nonzero\", \"CsCtGaD: 23.8% nonzero\", \"CuGku>GaD: 29.3% nonzero\", \"CdGku>GaD: 32.6% nonzero\", \"CdGeAlD: 51.4% nonzero\", \"CuGiGaD: 31.9% nonzero\", \"CuG<kdGaD: 31.0% nonzero\", \"CuGeAlD: 49.7% nonzero\", \"CdG<kdGvD: 26.5% nonzero\", \"CdGiGaD: 33.3% nonzero\", \"CtGaDsD: 27.4% nonzero\", \"CdG<kuGaD: 31.0% nonzero\", \"CsCiDsD: 18.3% nonzero\", \"CuGkd>GaD: 28.1% nonzero\", \"CuGdCiD: 21.9% nonzero\", \"CdGuCiD: 22.5% nonzero\", \"CuG<kuGvD: 20.7% nonzero\", \"CsCbGaD: 16.4% nonzero\", \"CdGkd>GaD: 30.5% nonzero\", \"CtGuAlD: 43.3% nonzero\", \"CbGeAlD: 35.9% nonzero\", \"CdG<upGaD: 21.7% nonzero\", \"CdGdAlD: 38.7% nonzero\", \"CuG<odGaD: 19.9% nonzero\", \"CbGiGaD: 16.3% nonzero\", \"CuGuAlD: 36.8% nonzero\", \"CuGup>GaD: 18.3% nonzero\", \"CuGdAlD: 37.0% nonzero\", \"CsCuGaD: 27.4% nonzero\", \"CbGaD: 9.1% nonzero\", \"CdGuAlD: 38.5% nonzero\", \"CdGup>GaD: 17.4% nonzero\", \"CbGaDsD: 14.5% nonzero\", \"CuG<kdGvD: 13.5% nonzero\", \"CbGuAlD: 23.3% nonzero\", \"CsCdGaD: 23.8% nonzero\", \"CtGku>GaD: 17.8% nonzero\", \"CuGaD: 11.2% nonzero\", \"CuGod>GaD: 12.8% nonzero\", \"CuGiGvD: 12.4% nonzero\", \"CdGiGvD: 13.1% nonzero\", \"CtGkd>GaD: 18.2% nonzero\", \"CiDdGaD: 8.0% nonzero\", \"CdG<kuGvD: 11.4% nonzero\", \"CdGod>GaD: 12.8% nonzero\", \"CdGeGaD: 13.0% nonzero\", \"CiDuGaD: 8.3% nonzero\", \"CuGeGaD: 11.9% nonzero\", \"CdGaD: 10.0% nonzero\", \"CbGdAlD: 23.6% nonzero\", \"CdGku>GvD: 10.0% nonzero\", \"CuG<upGvD: 11.1% nonzero\", \"CuGku>GvD: 9.1% nonzero\", \"CtGdAlD: 46.0% nonzero\", \"CuGkd>GvD: 8.4% nonzero\", \"CuGaDsD: 22.4% nonzero\", \"CdGkd>GvD: 9.2% nonzero\", \"CdG<odGvD: 11.9% nonzero\", \"CdGaDsD: 19.2% nonzero\", \"CtGiGvD: 7.2% nonzero\", \"CbGkd>GaD: 9.1% nonzero\", \"CtG<kuGaD: 12.4% nonzero\", \"CbGku>GaD: 8.4% nonzero\", \"CdGtCiD: 5.2% nonzero\", \"CdG<upGvD: 6.2% nonzero\", \"CuGtCiD: 4.9% nonzero\", \"CtGuCiD: 6.6% nonzero\", \"CsCdGvD: 5.8% nonzero\", \"CuGbCiD: 4.4% nonzero\", \"CuGup>GvD: 4.6% nonzero\", \"CdGbCiD: 4.3% nonzero\", \"CuG<odGvD: 5.2% nonzero\", \"CsCuGvD: 5.6% nonzero\", \"CtGdCiD: 4.8% nonzero\", \"CbGuCiD: 3.5% nonzero\", \"CbG<kuGaD: 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0.4}, {\"data\": \"data23\", \"id\": \"el31315140574789072264\", \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"edgewidth\": 0.3, \"yindex\": 1, \"xindex\": 0, \"pathcodes\": [\"M\", \"L\", \"L\", \"L\", \"Z\"], \"zorder\": 1, \"edgecolor\": \"#000000\", \"facecolor\": \"#4C72B0\", \"alpha\": 0.4}, {\"data\": \"data24\", \"id\": \"el31315140574789074504\", \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"edgewidth\": 0.3, \"yindex\": 1, \"xindex\": 0, \"pathcodes\": [\"M\", \"L\", \"L\", \"L\", \"Z\"], \"zorder\": 1, \"edgecolor\": \"#000000\", \"facecolor\": \"#4C72B0\", \"alpha\": 0.4}, {\"data\": \"data16\", \"id\": \"el31315140574789097288\", \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"edgewidth\": 0.3, \"yindex\": 2, \"xindex\": 0, \"pathcodes\": [\"M\", \"L\", \"L\", \"L\", \"Z\"], \"zorder\": 1, \"edgecolor\": \"#000000\", \"facecolor\": \"#4C72B0\", \"alpha\": 0.4}, {\"data\": \"data25\", \"id\": \"el31315140574789099304\", \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"edgewidth\": 0.3, \"yindex\": 1, \"xindex\": 0, \"pathcodes\": [\"M\", \"L\", \"L\", \"L\", \"Z\"], \"zorder\": 1, \"edgecolor\": \"#000000\", \"facecolor\": \"#4C72B0\", \"alpha\": 0.4}, {\"data\": \"data26\", \"id\": \"el31315140574789122312\", \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"edgewidth\": 0.3, \"yindex\": 1, \"xindex\": 0, \"pathcodes\": [\"M\", \"L\", \"L\", \"L\", \"Z\"], \"zorder\": 1, \"edgecolor\": \"#000000\", \"facecolor\": \"#4C72B0\", \"alpha\": 0.4}, {\"data\": \"data26\", \"id\": \"el31315140574789141000\", \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"edgewidth\": 0.3, \"yindex\": 2, \"xindex\": 0, \"pathcodes\": [\"M\", \"L\", \"L\", \"L\", \"Z\"], \"zorder\": 1, \"edgecolor\": \"#000000\", \"facecolor\": \"#4C72B0\", \"alpha\": 0.4}, {\"data\": \"data15\", \"id\": \"el31315140574789143240\", \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"edgewidth\": 0.3, \"yindex\": 2, \"xindex\": 0, \"pathcodes\": [\"M\", \"L\", \"L\", \"L\", \"Z\"], \"zorder\": 1, \"edgecolor\": \"#000000\", \"facecolor\": \"#4C72B0\", \"alpha\": 0.4}, {\"data\": \"data26\", \"id\": \"el31315140574789174216\", \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"edgewidth\": 0.3, \"yindex\": 3, \"xindex\": 0, \"pathcodes\": [\"M\", \"L\", \"L\", \"L\", \"Z\"], \"zorder\": 1, \"edgecolor\": \"#000000\", \"facecolor\": \"#4C72B0\", \"alpha\": 0.4}], \"axesbgalpha\": null, \"texts\": [], \"sharey\": [\"el31315140574815743672\"], \"lines\": [], \"axes\": [{\"grid\": {\"gridOn\": false}, \"position\": \"bottom\", \"fontsize\": 10.0, \"tickvalues\": null, \"tickformat\": \"\", \"nticks\": 10, \"scale\": \"linear\"}, {\"grid\": {\"color\": \"#FFFFFF\", \"alpha\": 1.0, \"dasharray\": \"10,0\", \"gridOn\": true}, \"position\": \"left\", \"fontsize\": 10.0, \"tickvalues\": null, \"tickformat\": \"\", \"nticks\": 9, \"scale\": \"linear\"}], \"ydomain\": [0.2, 0.9000000000000001], \"yscale\": \"linear\", \"bbox\": [0.8505828373015873, 0.09444444444444444, 0.12441716269841274, 0.7296031746031746]}], \"height\": 480.0});\n",
       "      });\n",
       "    });\n",
       "}else{\n",
       "    // require.js not available: dynamically load d3 & mpld3\n",
       "    mpld3_load_lib(\"https://mpld3.github.io/js/d3.v3.min.js\", function(){\n",
       "         mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.2.js\", function(){\n",
       "                 \n",
       "                 mpld3.draw_figure(\"fig_el313151405748158370967172768510\", {\"data\": {\"data02\": [[0.4610486543830647, 0.9302005148845137], [0.9839609747603024, 0.9302005148845137], [0.9839609747603024, 0.9841364806555714], [0.4610486543830647, 0.9841364806555714]], \"data26\": [[0.0, 0.6922222222222223, 0.7226666666666668, 0.7835555555555556], [2.0, 0.6922222222222223, 0.7226666666666668, 0.7835555555555556], [2.0, 0.7226666666666668, 0.7531111111111112, 0.814], [0.0, 0.7226666666666668, 0.7531111111111112, 0.814]], \"data01\": [[0.897, 0.7979999999999999], [0.84, 0.8140000000000001], [0.82, 0.741], [0.807, 0.7609999999999999], [0.8009999999999999, 0.6920000000000001], [0.797, 0.675], [0.764, 0.6890000000000001], [0.754, 0.716], [0.7440000000000001, 0.6920000000000001], [0.742, 0.732], [0.738, 0.652], [0.732, 0.5760000000000001], [0.722, 0.585], [0.713, 0.6990000000000001], [0.71, 0.5], [0.7090000000000001, 0.634], [0.696, 0.38799999999999996], [0.693, 0.617], 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0.503], [0.54, 0.38799999999999996], [0.539, 0.449], [0.537, 0.499], [0.537, 0.469], [0.536, 0.46799999999999997], [0.535, 0.389], [0.534, 0.48700000000000004], [0.534, 0.46], [0.534, 0.377], [0.5329999999999999, 0.424], [0.5329999999999999, 0.515], [0.5329999999999999, 0.43799999999999994], [0.532, 0.5429999999999999], [0.532, 0.54], [0.531, 0.5579999999999999], [0.531, 0.531], [0.531, 0.561], [0.531, 0.542], [0.531, 0.568], [0.531, 0.555], [0.53, 0.5589999999999999], [0.53, 0.556], [0.53, 0.524], [0.53, 0.561], [0.53, 0.561], [0.53, 0.41100000000000003], [0.53, 0.44], [0.53, 0.514], [0.53, 0.54], [0.53, 0.5589999999999999], [0.529, 0.522], [0.529, 0.526], [0.529, 0.562], [0.529, 0.503], [0.529, 0.5379999999999999], [0.529, 0.556], [0.529, 0.573], [0.529, 0.369], [0.529, 0.529], [0.529, 0.545], [0.529, 0.526], [0.528, 0.546], [0.528, 0.535], [0.528, 0.544], [0.528, 0.552], [0.528, 0.5529999999999999], [0.528, 0.42700000000000005], [0.528, 0.581], [0.527, 0.5720000000000001], [0.527, 0.546], [0.527, 0.586], [0.526, 0.585], [0.526, 0.5539999999999999], [0.526, 0.5379999999999999], [0.526, 0.5760000000000001], [0.526, 0.512], [0.525, 0.574], [0.525, 0.5820000000000001], [0.525, 0.583], [0.525, 0.527], [0.525, 0.5670000000000001], [0.524, 0.5710000000000001], [0.524, 0.36], [0.523, 0.573], [0.523, 0.45799999999999996], [0.523, 0.524], [0.523, 0.503], [0.523, 0.593], [0.523, 0.5710000000000001], [0.523, 0.489], [0.523, 0.509], [0.522, 0.586], [0.522, 0.563], [0.522, 0.574], [0.522, 0.47200000000000003], [0.522, 0.48700000000000004], [0.521, 0.5710000000000001], [0.52, 0.565], [0.519, 0.628], [0.519, 0.628], [0.519, 0.45299999999999996], [0.518, 0.41200000000000003], [0.518, 0.578], [0.517, 0.583], [0.517, 0.626], [0.517, 0.625], [0.516, 0.565], [0.516, 0.47600000000000003], [0.516, 0.523], [0.516, 0.542], [0.515, 0.365], [0.515, 0.498], [0.514, 0.5489999999999999], [0.514, 0.537], [0.514, 0.532], [0.514, 0.507], [0.513, 0.37200000000000005], [0.513, 0.48], [0.512, 0.32899999999999996], [0.512, 0.42700000000000005], [0.511, 0.5489999999999999], [0.511, 0.579], [0.51, 0.456], [0.51, 0.5379999999999999], [0.51, 0.519], [0.51, 0.49200000000000005], [0.51, 0.5660000000000001], [0.509, 0.612], [0.509, 0.344], [0.509, 0.46], [0.509, 0.509], [0.508, 0.535], [0.508, 0.434], [0.508, 0.52], [0.508, 0.557], [0.508, 0.608], [0.508, 0.57], [0.507, 0.512], [0.507, 0.607], [0.507, 0.508], [0.507, 0.606], [0.507, 0.534], [0.507, 0.493], [0.506, 0.629], [0.506, 0.542], [0.506, 0.602], [0.506, 0.36700000000000005], [0.506, 0.579], [0.506, 0.579], [0.506, 0.5379999999999999], [0.506, 0.39399999999999996], [0.506, 0.521], [0.505, 0.43799999999999994], [0.505, 0.469], [0.505, 0.523], [0.505, 0.336], [0.505, 0.418], [0.505, 0.627], [0.505, 0.517], [0.505, 0.515], [0.505, 0.591], [0.504, 0.527], [0.504, 0.32299999999999995], [0.504, 0.461], [0.504, 0.626], [0.503, 0.579], [0.503, 0.626], [0.503, 0.415], [0.503, 0.43700000000000006], [0.502, 0.515], [0.502, 0.442], [0.502, 0.48100000000000004], [0.501, 0.524], [0.501, 0.312], [0.501, 0.457], [0.501, 0.266]], \"data21\": [[0.0, 0.47911111111111115], [42.0, 0.47911111111111115], [42.0, 0.5095555555555555], [0.0, 0.5095555555555555]], \"data16\": [[0.0, 0.2964444444444444, 0.6313333333333333], [3.0, 0.2964444444444444, 0.6313333333333333], [3.0, 0.32688888888888884, 0.6617777777777777], [0.0, 0.32688888888888884, 0.6617777777777777]], \"data10\": [[0.7121999999999999, 0.0, 0.7386], [0.7386, 0.0, 0.765], [0.7386, 4.0, 0.765], [0.7121999999999999, 4.0, 0.7386]], \"data18\": [[0.0, 0.3573333333333334], [10.0, 0.3573333333333334], [10.0, 0.3877777777777778], [0.0, 0.3877777777777778]], \"data04\": [[0.5274, 0.0], [0.5538, 0.0], [0.5538, 58.0], [0.5274, 58.0]], \"data20\": [[0.0, 0.44866666666666666, 0.54], [33.0, 0.44866666666666666, 0.54], [33.0, 0.4791111111111111, 0.5704444444444445], [0.0, 0.4791111111111111, 0.5704444444444445]], \"data07\": [[0.6066, 0.0], [0.633, 0.0], [0.633, 9.0], [0.6066, 9.0]], \"data25\": [[0.0, 0.6617777777777778], [6.0, 0.6617777777777778], [6.0, 0.6922222222222223], [0.0, 0.6922222222222223]], \"data08\": [[0.633, 0.0], [0.6594, 0.0], [0.6594, 17.0], [0.633, 17.0]], \"data11\": [[0.765, 0.0, 0.8442000000000001], [0.7914, 0.0, 0.8706], [0.7914, 0.0, 0.8706], [0.765, 0.0, 0.8442000000000001]], \"data15\": [[0.0, 0.266, 0.7531111111111112], [1.0, 0.266, 0.7531111111111112], [1.0, 0.29644444444444445, 0.7835555555555557], [0.0, 0.29644444444444445, 0.7835555555555557]], \"data23\": [[0.0, 0.5704444444444445], [26.0, 0.5704444444444445], [26.0, 0.6008888888888889], [0.0, 0.6008888888888889]], \"data12\": [[0.7914, 0.0], [0.8178, 0.0], [0.8178, 3.0], [0.7914, 3.0]], \"data17\": [[0.0, 0.3268888888888889], [4.0, 0.3268888888888889], [4.0, 0.3573333333333334], [0.0, 0.3573333333333334]], \"data06\": [[0.5802, 0.0], [0.6066, 0.0], [0.6066, 21.0], [0.5802, 21.0]], \"data24\": [[0.0, 0.6008888888888889], [14.0, 0.6008888888888889], [14.0, 0.6313333333333334], [0.0, 0.6313333333333334]], \"data13\": [[0.8177999999999999, 0.0], [0.8442, 0.0], [0.8442, 2.0], [0.8177999999999999, 2.0]], \"data03\": [[0.501, 0.0], [0.5274, 0.0], [0.5274, 108.0], [0.501, 108.0]], \"data22\": [[0.0, 0.5095555555555555], [41.0, 0.5095555555555555], [41.0, 0.54], [0.0, 0.54]], \"data19\": [[0.0, 0.3877777777777778, 0.4182222222222223], [19.0, 0.3877777777777778, 0.4182222222222223], [19.0, 0.4182222222222223, 0.4486666666666667], [0.0, 0.4182222222222223, 0.4486666666666667]], \"data09\": [[0.6858, 0.0], [0.7121999999999999, 0.0], [0.7121999999999999, 8.0], [0.6858, 8.0]], \"data05\": [[0.5537999999999998, 0.0, 0.6594], [0.5801999999999999, 0.0, 0.6858], [0.5801999999999999, 13.0, 0.6858], [0.5537999999999998, 13.0, 0.6594]], \"data14\": [[0.8706, 0.0], [0.897, 0.0], [0.897, 1.0], [0.8706, 1.0]]}, \"id\": \"el31315140574815837096\", \"width\": 480.0, \"plugins\": [{\"type\": \"reset\"}, {\"button\": true, \"type\": \"zoom\", \"enabled\": false}, {\"button\": true, \"type\": \"boxzoom\", \"enabled\": false}, {\"type\": \"tooltip\", \"id\": \"el31315140574815139824\", \"location\": \"mouse\", \"hoffset\": 0, \"voffset\": 10, \"labels\": [\"CcSEcCiD: 59.0% nonzero\", \"CiDiCiD: 25.5% nonzero\", \"CiDaGaD: 41.1% nonzero\", \"CtGtCiD: 22.7% nonzero\", \"CiDpSpD: 41.0% nonzero\", \"CiDlAlD: 40.0% nonzero\", \"CiDsDsD: 21.6% nonzero\", \"CsCsCiD: 19.8% nonzero\", \"CtGbCiD: 18.3% nonzero\", \"CsCiD: 14.9% nonzero\", \"CiDvGaD: 20.9% nonzero\", \"CdGdCiD: 34.3% nonzero\", \"CuGuCiD: 30.4% nonzero\", \"CiDsD: 13.1% nonzero\", \"CtGiGaD: 33.5% nonzero\", \"CiDaGvD: 18.8% nonzero\", \"CtGeAlD: 71.9% nonzero\", \"CtGaD: 15.0% nonzero\", \"CuG<kuGaD: 42.5% nonzero\", \"CdG<kdGaD: 46.4% nonzero\", \"CuG<upGaD: 32.9% nonzero\", \"CdG<odGaD: 35.5% nonzero\", \"CbGbCiD: 12.6% nonzero\", \"CbGtCiD: 12.1% nonzero\", \"CiDvGvD: 13.1% nonzero\", \"CsCtGaD: 23.8% nonzero\", \"CuGku>GaD: 29.3% nonzero\", \"CdGku>GaD: 32.6% nonzero\", \"CdGeAlD: 51.4% nonzero\", \"CuGiGaD: 31.9% nonzero\", \"CuG<kdGaD: 31.0% nonzero\", \"CuGeAlD: 49.7% nonzero\", \"CdG<kdGvD: 26.5% nonzero\", \"CdGiGaD: 33.3% nonzero\", \"CtGaDsD: 27.4% nonzero\", \"CdG<kuGaD: 31.0% nonzero\", \"CsCiDsD: 18.3% nonzero\", \"CuGkd>GaD: 28.1% nonzero\", \"CuGdCiD: 21.9% nonzero\", \"CdGuCiD: 22.5% nonzero\", \"CuG<kuGvD: 20.7% nonzero\", \"CsCbGaD: 16.4% nonzero\", \"CdGkd>GaD: 30.5% nonzero\", \"CtGuAlD: 43.3% nonzero\", \"CbGeAlD: 35.9% nonzero\", \"CdG<upGaD: 21.7% nonzero\", \"CdGdAlD: 38.7% nonzero\", \"CuG<odGaD: 19.9% nonzero\", \"CbGiGaD: 16.3% nonzero\", \"CuGuAlD: 36.8% nonzero\", \"CuGup>GaD: 18.3% nonzero\", \"CuGdAlD: 37.0% nonzero\", \"CsCuGaD: 27.4% nonzero\", \"CbGaD: 9.1% nonzero\", \"CdGuAlD: 38.5% nonzero\", \"CdGup>GaD: 17.4% nonzero\", \"CbGaDsD: 14.5% nonzero\", \"CuG<kdGvD: 13.5% nonzero\", \"CbGuAlD: 23.3% nonzero\", \"CsCdGaD: 23.8% nonzero\", \"CtGku>GaD: 17.8% nonzero\", \"CuGaD: 11.2% nonzero\", \"CuGod>GaD: 12.8% nonzero\", \"CuGiGvD: 12.4% nonzero\", \"CdGiGvD: 13.1% nonzero\", \"CtGkd>GaD: 18.2% nonzero\", \"CiDdGaD: 8.0% nonzero\", \"CdG<kuGvD: 11.4% nonzero\", \"CdGod>GaD: 12.8% nonzero\", \"CdGeGaD: 13.0% nonzero\", \"CiDuGaD: 8.3% nonzero\", \"CuGeGaD: 11.9% nonzero\", \"CdGaD: 10.0% nonzero\", \"CbGdAlD: 23.6% nonzero\", \"CdGku>GvD: 10.0% nonzero\", \"CuG<upGvD: 11.1% nonzero\", \"CuGku>GvD: 9.1% nonzero\", \"CtGdAlD: 46.0% nonzero\", \"CuGkd>GvD: 8.4% nonzero\", \"CuGaDsD: 22.4% nonzero\", \"CdGkd>GvD: 9.2% nonzero\", \"CdG<odGvD: 11.9% nonzero\", \"CdGaDsD: 19.2% nonzero\", \"CtGiGvD: 7.2% nonzero\", \"CbGkd>GaD: 9.1% nonzero\", \"CtG<kuGaD: 12.4% nonzero\", \"CbGku>GaD: 8.4% nonzero\", \"CdGtCiD: 5.2% nonzero\", \"CdG<upGvD: 6.2% nonzero\", \"CuGtCiD: 4.9% nonzero\", \"CtGuCiD: 6.6% nonzero\", \"CsCdGvD: 5.8% nonzero\", \"CuGbCiD: 4.4% nonzero\", \"CuGup>GvD: 4.6% nonzero\", \"CdGbCiD: 4.3% nonzero\", \"CuG<odGvD: 5.2% nonzero\", \"CsCuGvD: 5.6% nonzero\", \"CtGdCiD: 4.8% nonzero\", \"CbGuCiD: 3.5% nonzero\", \"CbG<kuGaD: 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       "            })\n",
       "         });\n",
       "}\n",
       "</script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grid = seaborn.jointplot('auroc', 'auprc', data=auc_df, joint_kws={'alpha': 0.5})\n",
    "points = grid.ax_joint.collections[0]\n",
    "labels = auc_df.apply(lambda x: '{}: {:.1f}% nonzero'.format(x['metapath'], x['nonzero']*100), axis=1).tolist()\n",
    "tooltip = mpld3.plugins.PointLabelTooltip(points, labels)\n",
    "mpld3.plugins.connect(grid.fig, tooltip)\n",
    "mpld3.display()"
   ]
  }
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