notebooks/07-classifier.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To get this notebook to run, we are going to be using Zech's machine learning [hack_ml](https://github.com/rnaer/hack_ml) repo for microbiome datasets. This repo depends on `caret`, `doMC` and `optparse` (among others), so make sure you install those before continuing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from IPython.display import display"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/yoshikivazquezbaeza/.virtualenvs/qiime-191/lib/python2.7/site-packages/IPython/extensions/rmagic.py:693: UserWarning: The rmagic extension in IPython is deprecated in favour of rpy2.ipython. If available, that will be loaded instead.\n",
      "http://rpy.sourceforge.net/\n",
      "  warnings.warn(\"The rmagic extension in IPython is deprecated in favour of \"\n"
     ]
    }
   ],
   "source": [
    "%load_ext rmagic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cloning into 'hack_ml'...\n",
      "remote: Counting objects: 29, done.\u001b[K\n",
      "remote: Total 29 (delta 0), reused 0 (delta 0), pack-reused 28\u001b[K\n",
      "Unpacking objects: 100% (29/29), done.\n",
      "Checking connectivity... done.\n"
     ]
    }
   ],
   "source": [
    "!git clone https://github.com/RNAer/hack_ml.git"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "While we don't expect `hack_ml` to change in a backwards incompatible way, the exact SHA we use is `6fe93a78aa2c4b38c373820cfa47b8de03e7f449`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "!mkdir -p classifier"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#Calculate the receiver operator characteristic of the dataset\n",
    "\n",
    "Note this will use all your CPUs for about 10-20 mins."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "!biom convert -i otu_table.15000.no-diarrhea.biom -o otu_table.15000.no-diarrhea.tsv --to-tsv \\\n",
    "--header-key taxonomy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "*********************************\n",
      " Successfully loaded ~/.Rprofile\n",
      "*********************************\n",
      "\n",
      "Running command with args:\n",
      " /Library/Frameworks/R.framework/Resources/bin/exec/R --slave --no-restore --file=hack_ml/classification.R --args -i otu_table.15000.no-diarrhea.tsv -m mapping-file-full.alpha.L6index.txt -f disease_stat -o classifier/rstuff -r rf \n",
      "Loading required package: lattice\n",
      "Loading required package: ggplot2\n",
      "Loading required package: foreach\n",
      "Loading required package: iterators\n",
      "Loading required package: parallel\n",
      "Warning message:\n",
      "package ‘ggplot2’ was built under R version 3.2.3 \n",
      "========= disease_stat :\n",
      "---- a glimpse of outcome:\n",
      "outcome\n",
      "healthy     IBD \n",
      "     85      64 \n",
      "Loading required package: randomForest\n",
      "randomForest 4.6-12\n",
      "Type rfNews() to see new features/changes/bug fixes.\n",
      "\n",
      "Attaching package: ‘randomForest’\n",
      "\n",
      "The following object is masked from ‘package:ggplot2’:\n",
      "\n",
      "    margin\n",
      "\n",
      "Random Forest \n",
      "\n",
      "149 samples\n",
      "801 predictors\n",
      "  2 classes: 'healthy', 'IBD' \n",
      "\n",
      "No pre-processing\n",
      "Resampling: Cross-Validated (10 fold, repeated 5 times) \n",
      "Summary of sample sizes: 134, 135, 134, 133, 133, 134, ... \n",
      "Resampling results across tuning parameters:\n",
      "\n",
      "  mtry  ROC        Sens       Spec       Accuracy   Kappa      ROC SD      Sens SD     Spec SD  \n",
      "   10   0.9255357  0.9141667  0.7561905  0.8464524  0.6782184  0.07387604  0.09743215  0.1814274\n",
      "   97   0.9163492  0.8975000  0.7223810  0.8219762  0.6277838  0.07862568  0.09727849  0.1741424\n",
      "  185   0.9115112  0.8811111  0.7228571  0.8127143  0.6098750  0.08516424  0.09937129  0.1760026\n",
      "  273   0.9104563  0.8808333  0.7195238  0.8112024  0.6057335  0.08312865  0.09416099  0.1871237\n",
      "  361   0.9060317  0.8741667  0.7109524  0.8032738  0.5905430  0.08804501  0.10541710  0.1829799\n",
      "  449   0.9028307  0.8766667  0.7004762  0.8005119  0.5836688  0.08880693  0.10690892  0.1817797\n",
      "  537   0.9029067  0.8738889  0.6980952  0.7977500  0.5782996  0.08809632  0.10362539  0.1791093\n",
      "  625   0.9010847  0.8761111  0.7076190  0.8032738  0.5891003  0.08831233  0.09699276  0.1913271\n",
      "  713   0.9008532  0.8711111  0.7080952  0.8006071  0.5843969  0.08841343  0.09948532  0.1848545\n",
      "  801   0.9061045  0.8666667  0.7047619  0.7966071  0.5767584  0.08645312  0.11121735  0.1871057\n",
      "  Accuracy SD  Kappa SD \n",
      "  0.09992889   0.2158740\n",
      "  0.09984107   0.2140999\n",
      "  0.10998247   0.2344268\n",
      "  0.10686219   0.2296929\n",
      "  0.11208343   0.2389748\n",
      "  0.11442084   0.2450948\n",
      "  0.10896081   0.2330658\n",
      "  0.11288977   0.2428408\n",
      "  0.10763691   0.2309762\n",
      "  0.11589604   0.2458927\n",
      "\n",
      "ROC was used to select the optimal model using  the one SE rule.\n",
      "The final value used for the model was mtry = 10. \n",
      "null device \n",
      "          1 \n"
     ]
    }
   ],
   "source": [
    "!Rscript hack_ml/classification.R -i otu_table.15000.no-diarrhea.tsv \\\n",
    "-m mapping-file-full.alpha.L6index.txt -f disease_stat -o classifier/rstuff -r rf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot the ROC curve\n",
    "\n",
    "HT to Zhenjiang Xu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "Call:\n",
       "plot.roc.default(x = ref, predictor = pred)\n",
       "\n",
       "Data: pred in 4250 controls (ref FALSE) < 3200 cases (ref TRUE).\n",
       "Area under the curve: 0.9101"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n",
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"504pt\" height=\"504pt\" viewBox=\"0 0 504 504\" version=\"1.1\">\n",
       "<defs>\n",
       "<g>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-0\">\n",
       "<path style=\"stroke:none;\" d=\"M 0.390625 0 L 0.390625 -8.609375 L 7.21875 -8.609375 L 7.21875 0 Z M 6.140625 -1.078125 L 6.140625 -7.53125 L 1.46875 -7.53125 L 1.46875 -1.078125 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-1\">\n",
       "<path style=\"stroke:none;\" d=\"M 1.671875 -2.78125 C 1.703125 -2.289062 1.816406 -1.894531 2.015625 -1.59375 C 2.410156 -1.019531 3.09375 -0.734375 4.0625 -0.734375 C 4.5 -0.734375 4.898438 -0.796875 5.265625 -0.921875 C 5.960938 -1.160156 6.3125 -1.59375 6.3125 -2.21875 C 6.3125 -2.6875 6.160156 -3.019531 5.859375 -3.21875 C 5.566406 -3.414062 5.101562 -3.585938 4.46875 -3.734375 L 3.3125 -4 C 2.539062 -4.164062 2 -4.351562 1.6875 -4.5625 C 1.144531 -4.925781 0.875 -5.460938 0.875 -6.171875 C 0.875 -6.953125 1.140625 -7.585938 1.671875 -8.078125 C 2.203125 -8.578125 2.957031 -8.828125 3.9375 -8.828125 C 4.84375 -8.828125 5.609375 -8.609375 6.234375 -8.171875 C 6.867188 -7.734375 7.1875 -7.035156 7.1875 -6.078125 L 6.09375 -6.078125 C 6.03125 -6.546875 5.90625 -6.898438 5.71875 -7.140625 C 5.363281 -7.585938 4.757812 -7.8125 3.90625 -7.8125 C 3.21875 -7.8125 2.722656 -7.664062 2.421875 -7.375 C 2.117188 -7.09375 1.96875 -6.757812 1.96875 -6.375 C 1.96875 -5.957031 2.144531 -5.648438 2.5 -5.453125 C 2.726562 -5.328125 3.25 -5.171875 4.0625 -4.984375 L 5.28125 -4.703125 C 5.851562 -4.566406 6.300781 -4.382812 6.625 -4.15625 C 7.164062 -3.757812 7.4375 -3.175781 7.4375 -2.40625 C 7.4375 -1.457031 7.085938 -0.773438 6.390625 -0.359375 C 5.703125 0.046875 4.898438 0.25 3.984375 0.25 C 2.910156 0.25 2.070312 -0.0195312 1.46875 -0.5625 C 0.863281 -1.113281 0.566406 -1.851562 0.578125 -2.78125 Z M 4.03125 -8.84375 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-2\">\n",
       "<path style=\"stroke:none;\" d=\"M 3.421875 -0.703125 C 3.910156 -0.703125 4.316406 -0.910156 4.640625 -1.328125 C 4.972656 -1.742188 5.140625 -2.359375 5.140625 -3.171875 C 5.140625 -3.671875 5.066406 -4.101562 4.921875 -4.46875 C 4.648438 -5.15625 4.148438 -5.5 3.421875 -5.5 C 2.691406 -5.5 2.191406 -5.132812 1.921875 -4.40625 C 1.773438 -4.019531 1.703125 -3.523438 1.703125 -2.921875 C 1.703125 -2.429688 1.773438 -2.019531 1.921875 -1.6875 C 2.191406 -1.03125 2.691406 -0.703125 3.421875 -0.703125 Z M 0.6875 -6.25 L 1.71875 -6.25 L 1.71875 -5.421875 C 1.925781 -5.703125 2.15625 -5.921875 2.40625 -6.078125 C 2.757812 -6.304688 3.175781 -6.421875 3.65625 -6.421875 C 4.375 -6.421875 4.976562 -6.148438 5.46875 -5.609375 C 5.96875 -5.066406 6.21875 -4.289062 6.21875 -3.28125 C 6.21875 -1.90625 5.859375 -0.925781 5.140625 -0.34375 C 4.691406 0.03125 4.164062 0.21875 3.5625 0.21875 C 3.09375 0.21875 2.695312 0.113281 2.375 -0.09375 C 2.1875 -0.21875 1.976562 -0.421875 1.75 -0.703125 L 1.75 2.5 L 0.6875 2.5 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-3\">\n",
       "<path style=\"stroke:none;\" d=\"M 3.390625 -6.421875 C 3.835938 -6.421875 4.269531 -6.316406 4.6875 -6.109375 C 5.101562 -5.898438 5.421875 -5.628906 5.640625 -5.296875 C 5.847656 -4.972656 5.988281 -4.601562 6.0625 -4.1875 C 6.125 -3.894531 6.15625 -3.429688 6.15625 -2.796875 L 1.546875 -2.796875 C 1.566406 -2.160156 1.71875 -1.648438 2 -1.265625 C 2.28125 -0.878906 2.71875 -0.6875 3.3125 -0.6875 C 3.863281 -0.6875 4.300781 -0.867188 4.625 -1.234375 C 4.8125 -1.441406 4.945312 -1.6875 5.03125 -1.96875 L 6.0625 -1.96875 C 6.039062 -1.738281 5.953125 -1.484375 5.796875 -1.203125 C 5.640625 -0.921875 5.46875 -0.6875 5.28125 -0.5 C 4.957031 -0.1875 4.554688 0.0195312 4.078125 0.125 C 3.828125 0.1875 3.539062 0.21875 3.21875 0.21875 C 2.4375 0.21875 1.773438 -0.0625 1.234375 -0.625 C 0.691406 -1.195312 0.421875 -1.992188 0.421875 -3.015625 C 0.421875 -4.023438 0.691406 -4.84375 1.234375 -5.46875 C 1.785156 -6.101562 2.503906 -6.421875 3.390625 -6.421875 Z M 5.0625 -3.640625 C 5.019531 -4.097656 4.921875 -4.460938 4.765625 -4.734375 C 4.484375 -5.242188 4.003906 -5.5 3.328125 -5.5 C 2.835938 -5.5 2.425781 -5.320312 2.09375 -4.96875 C 1.769531 -4.625 1.597656 -4.179688 1.578125 -3.640625 Z M 3.28125 -6.421875 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-4\">\n",
       "<path style=\"stroke:none;\" d=\"M 3.1875 -6.453125 C 3.894531 -6.453125 4.46875 -6.28125 4.90625 -5.9375 C 5.351562 -5.59375 5.625 -5.003906 5.71875 -4.171875 L 4.6875 -4.171875 C 4.625 -4.554688 4.484375 -4.875 4.265625 -5.125 C 4.046875 -5.382812 3.6875 -5.515625 3.1875 -5.515625 C 2.519531 -5.515625 2.039062 -5.1875 1.75 -4.53125 C 1.5625 -4.101562 1.46875 -3.578125 1.46875 -2.953125 C 1.46875 -2.328125 1.597656 -1.796875 1.859375 -1.359375 C 2.128906 -0.929688 2.550781 -0.71875 3.125 -0.71875 C 3.5625 -0.71875 3.90625 -0.851562 4.15625 -1.125 C 4.414062 -1.394531 4.59375 -1.757812 4.6875 -2.21875 L 5.71875 -2.21875 C 5.601562 -1.382812 5.3125 -0.773438 4.84375 -0.390625 C 4.375 -0.00390625 3.773438 0.1875 3.046875 0.1875 C 2.222656 0.1875 1.566406 -0.113281 1.078125 -0.71875 C 0.585938 -1.320312 0.34375 -2.070312 0.34375 -2.96875 C 0.34375 -4.070312 0.609375 -4.925781 1.140625 -5.53125 C 1.679688 -6.144531 2.363281 -6.453125 3.1875 -6.453125 Z M 3.03125 -6.421875 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-5\">\n",
       "<path style=\"stroke:none;\" d=\"M 0.78125 -6.25 L 1.84375 -6.25 L 1.84375 0 L 0.78125 0 Z M 0.78125 -8.609375 L 1.84375 -8.609375 L 1.84375 -7.40625 L 0.78125 -7.40625 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-6\">\n",
       "<path style=\"stroke:none;\" d=\"M 1.03125 -7.234375 C 1.050781 -7.671875 1.128906 -7.988281 1.265625 -8.1875 C 1.515625 -8.550781 1.988281 -8.734375 2.6875 -8.734375 C 2.757812 -8.734375 2.828125 -8.726562 2.890625 -8.71875 C 2.960938 -8.71875 3.046875 -8.710938 3.140625 -8.703125 L 3.140625 -7.75 C 3.023438 -7.757812 2.941406 -7.765625 2.890625 -7.765625 C 2.847656 -7.765625 2.804688 -7.765625 2.765625 -7.765625 C 2.441406 -7.765625 2.25 -7.679688 2.1875 -7.515625 C 2.125 -7.347656 2.09375 -6.925781 2.09375 -6.25 L 3.140625 -6.25 L 3.140625 -5.421875 L 2.078125 -5.421875 L 2.078125 0 L 1.03125 0 L 1.03125 -5.421875 L 0.171875 -5.421875 L 0.171875 -6.25 L 1.03125 -6.25 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-7\">\n",
       "<path style=\"stroke:none;\" d=\"M 0.984375 -8.03125 L 2.046875 -8.03125 L 2.046875 -6.28125 L 3.046875 -6.28125 L 3.046875 -5.421875 L 2.046875 -5.421875 L 2.046875 -1.3125 C 2.046875 -1.09375 2.125 -0.945312 2.28125 -0.875 C 2.351562 -0.832031 2.488281 -0.8125 2.6875 -0.8125 C 2.738281 -0.8125 2.789062 -0.8125 2.84375 -0.8125 C 2.90625 -0.820312 2.972656 -0.828125 3.046875 -0.828125 L 3.046875 0 C 2.929688 0.03125 2.804688 0.0507812 2.671875 0.0625 C 2.546875 0.0820312 2.40625 0.09375 2.25 0.09375 C 1.757812 0.09375 1.425781 -0.03125 1.25 -0.28125 C 1.070312 -0.53125 0.984375 -0.859375 0.984375 -1.265625 L 0.984375 -5.421875 L 0.140625 -5.421875 L 0.140625 -6.28125 L 0.984375 -6.28125 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-8\">\n",
       "<path style=\"stroke:none;\" d=\"M 4.6875 -6.28125 L 5.859375 -6.28125 C 5.710938 -5.875 5.382812 -4.953125 4.875 -3.515625 C 4.488281 -2.441406 4.164062 -1.566406 3.90625 -0.890625 C 3.300781 0.710938 2.875 1.691406 2.625 2.046875 C 2.375 2.398438 1.941406 2.578125 1.328125 2.578125 C 1.179688 2.578125 1.066406 2.566406 0.984375 2.546875 C 0.910156 2.535156 0.8125 2.515625 0.6875 2.484375 L 0.6875 1.53125 C 0.875 1.582031 1.007812 1.613281 1.09375 1.625 C 1.175781 1.632812 1.25 1.640625 1.3125 1.640625 C 1.5 1.640625 1.640625 1.609375 1.734375 1.546875 C 1.828125 1.484375 1.90625 1.40625 1.96875 1.3125 C 1.988281 1.28125 2.054688 1.117188 2.171875 0.828125 C 2.296875 0.535156 2.382812 0.320312 2.4375 0.1875 L 0.125 -6.28125 L 1.3125 -6.28125 L 3 -1.171875 Z M 3 -6.421875 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-9\">\n",
       "<path style=\"stroke:none;\" d=\"M 1.15625 -5.9375 L 1.15625 -6.75 C 1.914062 -6.820312 2.441406 -6.945312 2.734375 -7.125 C 3.035156 -7.300781 3.265625 -7.710938 3.421875 -8.359375 L 4.25 -8.359375 L 4.25 0 L 3.125 0 L 3.125 -5.9375 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-10\">\n",
       "<path style=\"stroke:none;\" d=\"M 1.03125 -1.28125 L 2.25 -1.28125 L 2.25 0 L 1.03125 0 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-11\">\n",
       "<path style=\"stroke:none;\" d=\"M 3.25 -8.390625 C 4.332031 -8.390625 5.117188 -7.941406 5.609375 -7.046875 C 5.984375 -6.359375 6.171875 -5.410156 6.171875 -4.203125 C 6.171875 -3.066406 6 -2.125 5.65625 -1.375 C 5.164062 -0.300781 4.359375 0.234375 3.234375 0.234375 C 2.234375 0.234375 1.484375 -0.203125 0.984375 -1.078125 C 0.578125 -1.816406 0.375 -2.800781 0.375 -4.03125 C 0.375 -4.976562 0.5 -5.796875 0.75 -6.484375 C 1.207031 -7.753906 2.039062 -8.390625 3.25 -8.390625 Z M 3.234375 -0.734375 C 3.785156 -0.734375 4.222656 -0.972656 4.546875 -1.453125 C 4.867188 -1.941406 5.03125 -2.847656 5.03125 -4.171875 C 5.03125 -5.117188 4.910156 -5.898438 4.671875 -6.515625 C 4.441406 -7.128906 3.988281 -7.4375 3.3125 -7.4375 C 2.6875 -7.4375 2.226562 -7.144531 1.9375 -6.5625 C 1.65625 -5.976562 1.515625 -5.117188 1.515625 -3.984375 C 1.515625 -3.128906 1.609375 -2.441406 1.796875 -1.921875 C 2.078125 -1.128906 2.554688 -0.734375 3.234375 -0.734375 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-12\">\n",
       "<path style=\"stroke:none;\" d=\"M 3.265625 -4.875 C 3.734375 -4.875 4.097656 -5.003906 4.359375 -5.265625 C 4.617188 -5.523438 4.75 -5.832031 4.75 -6.1875 C 4.75 -6.5 4.625 -6.785156 4.375 -7.046875 C 4.125 -7.316406 3.742188 -7.453125 3.234375 -7.453125 C 2.722656 -7.453125 2.351562 -7.316406 2.125 -7.046875 C 1.894531 -6.785156 1.78125 -6.484375 1.78125 -6.140625 C 1.78125 -5.742188 1.925781 -5.429688 2.21875 -5.203125 C 2.519531 -4.984375 2.867188 -4.875 3.265625 -4.875 Z M 3.328125 -0.71875 C 3.816406 -0.71875 4.222656 -0.847656 4.546875 -1.109375 C 4.867188 -1.378906 5.03125 -1.773438 5.03125 -2.296875 C 5.03125 -2.835938 4.863281 -3.25 4.53125 -3.53125 C 4.195312 -3.8125 3.769531 -3.953125 3.25 -3.953125 C 2.75 -3.953125 2.335938 -3.804688 2.015625 -3.515625 C 1.703125 -3.234375 1.546875 -2.835938 1.546875 -2.328125 C 1.546875 -1.890625 1.691406 -1.507812 1.984375 -1.1875 C 2.273438 -0.875 2.722656 -0.71875 3.328125 -0.71875 Z M 1.828125 -4.46875 C 1.535156 -4.59375 1.304688 -4.738281 1.140625 -4.90625 C 0.835938 -5.21875 0.6875 -5.625 0.6875 -6.125 C 0.6875 -6.75 0.910156 -7.285156 1.359375 -7.734375 C 1.816406 -8.191406 2.457031 -8.421875 3.28125 -8.421875 C 4.09375 -8.421875 4.722656 -8.207031 5.171875 -7.78125 C 5.628906 -7.351562 5.859375 -6.859375 5.859375 -6.296875 C 5.859375 -5.773438 5.726562 -5.347656 5.46875 -5.015625 C 5.320312 -4.835938 5.09375 -4.660156 4.78125 -4.484375 C 5.125 -4.328125 5.394531 -4.144531 5.59375 -3.9375 C 5.96875 -3.539062 6.15625 -3.03125 6.15625 -2.40625 C 6.15625 -1.664062 5.90625 -1.039062 5.40625 -0.53125 C 4.914062 -0.0195312 4.21875 0.234375 3.3125 0.234375 C 2.488281 0.234375 1.796875 0.015625 1.234375 -0.421875 C 0.671875 -0.867188 0.390625 -1.515625 0.390625 -2.359375 C 0.390625 -2.847656 0.507812 -3.273438 0.75 -3.640625 C 0.988281 -4.003906 1.347656 -4.28125 1.828125 -4.46875 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-13\">\n",
       "<path style=\"stroke:none;\" d=\"M 3.515625 -8.421875 C 4.453125 -8.421875 5.101562 -8.175781 5.46875 -7.6875 C 5.84375 -7.207031 6.03125 -6.707031 6.03125 -6.1875 L 4.984375 -6.1875 C 4.921875 -6.519531 4.820312 -6.78125 4.6875 -6.96875 C 4.425781 -7.320312 4.039062 -7.5 3.53125 -7.5 C 2.9375 -7.5 2.460938 -7.222656 2.109375 -6.671875 C 1.765625 -6.128906 1.578125 -5.351562 1.546875 -4.34375 C 1.785156 -4.695312 2.085938 -4.960938 2.453125 -5.140625 C 2.785156 -5.296875 3.160156 -5.375 3.578125 -5.375 C 4.285156 -5.375 4.898438 -5.148438 5.421875 -4.703125 C 5.941406 -4.253906 6.203125 -3.582031 6.203125 -2.6875 C 6.203125 -1.925781 5.953125 -1.25 5.453125 -0.65625 C 4.960938 -0.0703125 4.257812 0.21875 3.34375 0.21875 C 2.550781 0.21875 1.867188 -0.078125 1.296875 -0.671875 C 0.734375 -1.273438 0.453125 -2.28125 0.453125 -3.6875 C 0.453125 -4.726562 0.578125 -5.613281 0.828125 -6.34375 C 1.316406 -7.726562 2.210938 -8.421875 3.515625 -8.421875 Z M 3.4375 -0.71875 C 3.988281 -0.71875 4.398438 -0.90625 4.671875 -1.28125 C 4.953125 -1.65625 5.09375 -2.097656 5.09375 -2.609375 C 5.09375 -3.035156 4.96875 -3.441406 4.71875 -3.828125 C 4.476562 -4.210938 4.03125 -4.40625 3.375 -4.40625 C 2.925781 -4.40625 2.53125 -4.253906 2.1875 -3.953125 C 1.84375 -3.660156 1.671875 -3.210938 1.671875 -2.609375 C 1.671875 -2.078125 1.828125 -1.628906 2.140625 -1.265625 C 2.453125 -0.898438 2.882812 -0.71875 3.4375 -0.71875 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-14\">\n",
       "<path style=\"stroke:none;\" d=\"M 3.96875 -2.96875 L 3.96875 -6.78125 L 1.28125 -2.96875 Z M 3.984375 0 L 3.984375 -2.046875 L 0.3125 -2.046875 L 0.3125 -3.078125 L 4.15625 -8.421875 L 5.046875 -8.421875 L 5.046875 -2.96875 L 6.28125 -2.96875 L 6.28125 -2.046875 L 5.046875 -2.046875 L 5.046875 0 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-15\">\n",
       "<path style=\"stroke:none;\" d=\"M 0.375 0 C 0.414062 -0.71875 0.566406 -1.34375 0.828125 -1.875 C 1.085938 -2.414062 1.59375 -2.90625 2.34375 -3.34375 L 3.46875 -4 C 3.96875 -4.289062 4.320312 -4.539062 4.53125 -4.75 C 4.851562 -5.070312 5.015625 -5.441406 5.015625 -5.859375 C 5.015625 -6.347656 4.863281 -6.734375 4.5625 -7.015625 C 4.269531 -7.304688 3.882812 -7.453125 3.40625 -7.453125 C 2.675781 -7.453125 2.175781 -7.179688 1.90625 -6.640625 C 1.75 -6.335938 1.664062 -5.929688 1.65625 -5.421875 L 0.578125 -5.421875 C 0.585938 -6.148438 0.722656 -6.742188 0.984375 -7.203125 C 1.441406 -8.015625 2.25 -8.421875 3.40625 -8.421875 C 4.363281 -8.421875 5.0625 -8.160156 5.5 -7.640625 C 5.945312 -7.117188 6.171875 -6.539062 6.171875 -5.90625 C 6.171875 -5.238281 5.9375 -4.664062 5.46875 -4.1875 C 5.195312 -3.90625 4.707031 -3.566406 4 -3.171875 L 3.1875 -2.734375 C 2.8125 -2.523438 2.515625 -2.320312 2.296875 -2.125 C 1.898438 -1.789062 1.648438 -1.414062 1.546875 -1 L 6.140625 -1 L 6.140625 0 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-0\">\n",
       "<path style=\"stroke:none;\" d=\"M 0 -0.390625 L -8.609375 -0.390625 L -8.609375 -7.21875 L 0 -7.21875 Z M -1.078125 -6.140625 L -7.53125 -6.140625 L -7.53125 -1.46875 L -1.078125 -1.46875 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-1\">\n",
       "<path style=\"stroke:none;\" d=\"M -2.78125 -1.671875 C -2.289062 -1.703125 -1.894531 -1.816406 -1.59375 -2.015625 C -1.019531 -2.410156 -0.734375 -3.09375 -0.734375 -4.0625 C -0.734375 -4.5 -0.796875 -4.898438 -0.921875 -5.265625 C -1.160156 -5.960938 -1.59375 -6.3125 -2.21875 -6.3125 C -2.6875 -6.3125 -3.019531 -6.160156 -3.21875 -5.859375 C -3.414062 -5.566406 -3.585938 -5.101562 -3.734375 -4.46875 L -4 -3.3125 C -4.164062 -2.539062 -4.351562 -2 -4.5625 -1.6875 C -4.925781 -1.144531 -5.460938 -0.875 -6.171875 -0.875 C -6.953125 -0.875 -7.585938 -1.140625 -8.078125 -1.671875 C -8.578125 -2.203125 -8.828125 -2.957031 -8.828125 -3.9375 C -8.828125 -4.84375 -8.609375 -5.609375 -8.171875 -6.234375 C -7.734375 -6.867188 -7.035156 -7.1875 -6.078125 -7.1875 L -6.078125 -6.09375 C -6.546875 -6.03125 -6.898438 -5.90625 -7.140625 -5.71875 C -7.585938 -5.363281 -7.8125 -4.757812 -7.8125 -3.90625 C -7.8125 -3.21875 -7.664062 -2.722656 -7.375 -2.421875 C -7.09375 -2.117188 -6.757812 -1.96875 -6.375 -1.96875 C -5.957031 -1.96875 -5.648438 -2.144531 -5.453125 -2.5 C -5.328125 -2.726562 -5.171875 -3.25 -4.984375 -4.0625 L -4.703125 -5.28125 C -4.566406 -5.851562 -4.382812 -6.300781 -4.15625 -6.625 C -3.757812 -7.164062 -3.175781 -7.4375 -2.40625 -7.4375 C -1.457031 -7.4375 -0.773438 -7.085938 -0.359375 -6.390625 C 0.046875 -5.703125 0.25 -4.898438 0.25 -3.984375 C 0.25 -2.910156 -0.0195312 -2.070312 -0.5625 -1.46875 C -1.113281 -0.863281 -1.851562 -0.566406 -2.78125 -0.578125 Z M -8.84375 -4.03125 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-2\">\n",
       "<path style=\"stroke:none;\" d=\"M -6.421875 -3.390625 C -6.421875 -3.835938 -6.316406 -4.269531 -6.109375 -4.6875 C -5.898438 -5.101562 -5.628906 -5.421875 -5.296875 -5.640625 C -4.972656 -5.847656 -4.601562 -5.988281 -4.1875 -6.0625 C -3.894531 -6.125 -3.429688 -6.15625 -2.796875 -6.15625 L -2.796875 -1.546875 C -2.160156 -1.566406 -1.648438 -1.71875 -1.265625 -2 C -0.878906 -2.28125 -0.6875 -2.71875 -0.6875 -3.3125 C -0.6875 -3.863281 -0.867188 -4.300781 -1.234375 -4.625 C -1.441406 -4.8125 -1.6875 -4.945312 -1.96875 -5.03125 L -1.96875 -6.0625 C -1.738281 -6.039062 -1.484375 -5.953125 -1.203125 -5.796875 C -0.921875 -5.640625 -0.6875 -5.46875 -0.5 -5.28125 C -0.1875 -4.957031 0.0195312 -4.554688 0.125 -4.078125 C 0.1875 -3.828125 0.21875 -3.539062 0.21875 -3.21875 C 0.21875 -2.4375 -0.0625 -1.773438 -0.625 -1.234375 C -1.195312 -0.691406 -1.992188 -0.421875 -3.015625 -0.421875 C -4.023438 -0.421875 -4.84375 -0.691406 -5.46875 -1.234375 C -6.101562 -1.785156 -6.421875 -2.503906 -6.421875 -3.390625 Z M -3.640625 -5.0625 C -4.097656 -5.019531 -4.460938 -4.921875 -4.734375 -4.765625 C -5.242188 -4.484375 -5.5 -4.003906 -5.5 -3.328125 C -5.5 -2.835938 -5.320312 -2.425781 -4.96875 -2.09375 C -4.625 -1.769531 -4.179688 -1.597656 -3.640625 -1.578125 Z M -6.421875 -3.28125 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-3\">\n",
       "<path style=\"stroke:none;\" d=\"M -6.28125 -0.78125 L -6.28125 -1.78125 L -5.390625 -1.78125 C -5.753906 -2.070312 -6.015625 -2.382812 -6.171875 -2.71875 C -6.335938 -3.050781 -6.421875 -3.421875 -6.421875 -3.828125 C -6.421875 -4.710938 -6.109375 -5.3125 -5.484375 -5.625 C -5.140625 -5.800781 -4.65625 -5.890625 -4.03125 -5.890625 L 0 -5.890625 L 0 -4.8125 L -3.953125 -4.8125 C -4.335938 -4.8125 -4.644531 -4.753906 -4.875 -4.640625 C -5.269531 -4.453125 -5.46875 -4.113281 -5.46875 -3.625 C -5.46875 -3.375 -5.441406 -3.171875 -5.390625 -3.015625 C -5.304688 -2.722656 -5.132812 -2.46875 -4.875 -2.25 C -4.664062 -2.070312 -4.453125 -1.957031 -4.234375 -1.90625 C -4.015625 -1.851562 -3.695312 -1.828125 -3.28125 -1.828125 L 0 -1.828125 L 0 -0.78125 Z M -6.421875 -3.25 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-4\">\n",
       "<path style=\"stroke:none;\" d=\"M -1.96875 -1.40625 C -1.613281 -1.4375 -1.34375 -1.523438 -1.15625 -1.671875 C -0.820312 -1.929688 -0.65625 -2.390625 -0.65625 -3.046875 C -0.65625 -3.441406 -0.738281 -3.785156 -0.90625 -4.078125 C -1.070312 -4.378906 -1.332031 -4.53125 -1.6875 -4.53125 C -1.957031 -4.53125 -2.164062 -4.410156 -2.3125 -4.171875 C -2.394531 -4.015625 -2.492188 -3.710938 -2.609375 -3.265625 L -2.8125 -2.421875 C -2.945312 -1.890625 -3.097656 -1.5 -3.265625 -1.25 C -3.546875 -0.789062 -3.941406 -0.5625 -4.453125 -0.5625 C -5.046875 -0.5625 -5.523438 -0.773438 -5.890625 -1.203125 C -6.253906 -1.628906 -6.4375 -2.207031 -6.4375 -2.9375 C -6.4375 -3.875 -6.160156 -4.550781 -5.609375 -4.96875 C -5.253906 -5.238281 -4.875 -5.367188 -4.46875 -5.359375 L -4.46875 -4.359375 C -4.707031 -4.335938 -4.925781 -4.253906 -5.125 -4.109375 C -5.394531 -3.867188 -5.53125 -3.445312 -5.53125 -2.84375 C -5.53125 -2.445312 -5.453125 -2.144531 -5.296875 -1.9375 C -5.148438 -1.738281 -4.953125 -1.640625 -4.703125 -1.640625 C -4.429688 -1.640625 -4.210938 -1.773438 -4.046875 -2.046875 C -3.953125 -2.203125 -3.867188 -2.429688 -3.796875 -2.734375 L -3.625 -3.421875 C -3.4375 -4.179688 -3.257812 -4.691406 -3.09375 -4.953125 C -2.820312 -5.359375 -2.394531 -5.5625 -1.8125 -5.5625 C -1.257812 -5.5625 -0.78125 -5.347656 -0.375 -4.921875 C 0.03125 -4.503906 0.234375 -3.863281 0.234375 -3 C 0.234375 -2.0625 0.0234375 -1.394531 -0.390625 -1 C -0.816406 -0.613281 -1.34375 -0.410156 -1.96875 -0.390625 Z M -6.421875 -2.953125 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-5\">\n",
       "<path style=\"stroke:none;\" d=\"M -6.25 -0.78125 L -6.25 -1.84375 L 0 -1.84375 L 0 -0.78125 Z M -8.609375 -0.78125 L -8.609375 -1.84375 L -7.40625 -1.84375 L -7.40625 -0.78125 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-6\">\n",
       "<path style=\"stroke:none;\" d=\"M -8.03125 -0.984375 L -8.03125 -2.046875 L -6.28125 -2.046875 L -6.28125 -3.046875 L -5.421875 -3.046875 L -5.421875 -2.046875 L -1.3125 -2.046875 C -1.09375 -2.046875 -0.945312 -2.125 -0.875 -2.28125 C -0.832031 -2.351562 -0.8125 -2.488281 -0.8125 -2.6875 C -0.8125 -2.738281 -0.8125 -2.789062 -0.8125 -2.84375 C -0.820312 -2.90625 -0.828125 -2.972656 -0.828125 -3.046875 L 0 -3.046875 C 0.03125 -2.929688 0.0507812 -2.804688 0.0625 -2.671875 C 0.0820312 -2.546875 0.09375 -2.40625 0.09375 -2.25 C 0.09375 -1.757812 -0.03125 -1.425781 -0.28125 -1.25 C -0.53125 -1.070312 -0.859375 -0.984375 -1.265625 -0.984375 L -5.421875 -0.984375 L -5.421875 -0.140625 L -6.28125 -0.140625 L -6.28125 -0.984375 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-7\">\n",
       "<path style=\"stroke:none;\" d=\"M -6.28125 -1.296875 L -1.171875 -2.96875 L -6.28125 -4.71875 L -6.28125 -5.875 L 0 -3.5 L 0 -2.375 L -6.28125 -0.0625 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-8\">\n",
       "<path style=\"stroke:none;\" d=\"M -6.28125 -4.6875 L -6.28125 -5.859375 C -5.875 -5.710938 -4.953125 -5.382812 -3.515625 -4.875 C -2.441406 -4.488281 -1.566406 -4.164062 -0.890625 -3.90625 C 0.710938 -3.300781 1.691406 -2.875 2.046875 -2.625 C 2.398438 -2.375 2.578125 -1.941406 2.578125 -1.328125 C 2.578125 -1.179688 2.566406 -1.066406 2.546875 -0.984375 C 2.535156 -0.910156 2.515625 -0.8125 2.484375 -0.6875 L 1.53125 -0.6875 C 1.582031 -0.875 1.613281 -1.007812 1.625 -1.09375 C 1.632812 -1.175781 1.640625 -1.25 1.640625 -1.3125 C 1.640625 -1.5 1.609375 -1.640625 1.546875 -1.734375 C 1.484375 -1.828125 1.40625 -1.90625 1.3125 -1.96875 C 1.28125 -1.988281 1.117188 -2.054688 0.828125 -2.171875 C 0.535156 -2.296875 0.320312 -2.382812 0.1875 -2.4375 L -6.28125 -0.125 L -6.28125 -1.3125 L -1.171875 -3 Z M -6.421875 -3 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-9\">\n",
       "<path style=\"stroke:none;\" d=\"M -8.390625 -3.25 C -8.390625 -4.332031 -7.941406 -5.117188 -7.046875 -5.609375 C -6.359375 -5.984375 -5.410156 -6.171875 -4.203125 -6.171875 C -3.066406 -6.171875 -2.125 -6 -1.375 -5.65625 C -0.300781 -5.164062 0.234375 -4.359375 0.234375 -3.234375 C 0.234375 -2.234375 -0.203125 -1.484375 -1.078125 -0.984375 C -1.816406 -0.578125 -2.800781 -0.375 -4.03125 -0.375 C -4.976562 -0.375 -5.796875 -0.5 -6.484375 -0.75 C -7.753906 -1.207031 -8.390625 -2.039062 -8.390625 -3.25 Z M -0.734375 -3.234375 C -0.734375 -3.785156 -0.972656 -4.222656 -1.453125 -4.546875 C -1.941406 -4.867188 -2.847656 -5.03125 -4.171875 -5.03125 C -5.117188 -5.03125 -5.898438 -4.910156 -6.515625 -4.671875 C -7.128906 -4.441406 -7.4375 -3.988281 -7.4375 -3.3125 C -7.4375 -2.6875 -7.144531 -2.226562 -6.5625 -1.9375 C -5.976562 -1.65625 -5.117188 -1.515625 -3.984375 -1.515625 C -3.128906 -1.515625 -2.441406 -1.609375 -1.921875 -1.796875 C -1.128906 -2.078125 -0.734375 -2.554688 -0.734375 -3.234375 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-10\">\n",
       "<path style=\"stroke:none;\" d=\"M -1.28125 -1.03125 L -1.28125 -2.25 L 0 -2.25 L 0 -1.03125 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-11\">\n",
       "<path style=\"stroke:none;\" d=\"M 0 -0.375 C -0.71875 -0.414062 -1.34375 -0.566406 -1.875 -0.828125 C -2.414062 -1.085938 -2.90625 -1.59375 -3.34375 -2.34375 L -4 -3.46875 C -4.289062 -3.96875 -4.539062 -4.320312 -4.75 -4.53125 C -5.070312 -4.851562 -5.441406 -5.015625 -5.859375 -5.015625 C -6.347656 -5.015625 -6.734375 -4.863281 -7.015625 -4.5625 C -7.304688 -4.269531 -7.453125 -3.882812 -7.453125 -3.40625 C -7.453125 -2.675781 -7.179688 -2.175781 -6.640625 -1.90625 C -6.335938 -1.75 -5.929688 -1.664062 -5.421875 -1.65625 L -5.421875 -0.578125 C -6.148438 -0.585938 -6.742188 -0.722656 -7.203125 -0.984375 C -8.015625 -1.441406 -8.421875 -2.25 -8.421875 -3.40625 C -8.421875 -4.363281 -8.160156 -5.0625 -7.640625 -5.5 C -7.117188 -5.945312 -6.539062 -6.171875 -5.90625 -6.171875 C -5.238281 -6.171875 -4.664062 -5.9375 -4.1875 -5.46875 C -3.90625 -5.195312 -3.566406 -4.707031 -3.171875 -4 L -2.734375 -3.1875 C -2.523438 -2.8125 -2.320312 -2.515625 -2.125 -2.296875 C -1.789062 -1.898438 -1.414062 -1.648438 -1 -1.546875 L -1 -6.140625 L 0 -6.140625 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-12\">\n",
       "<path style=\"stroke:none;\" d=\"M -2.96875 -3.96875 L -6.78125 -3.96875 L -2.96875 -1.28125 Z M 0 -3.984375 L -2.046875 -3.984375 L -2.046875 -0.3125 L -3.078125 -0.3125 L -8.421875 -4.15625 L -8.421875 -5.046875 L -2.96875 -5.046875 L -2.96875 -6.28125 L -2.046875 -6.28125 L -2.046875 -5.046875 L 0 -5.046875 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-13\">\n",
       "<path style=\"stroke:none;\" d=\"M -8.421875 -3.515625 C -8.421875 -4.453125 -8.175781 -5.101562 -7.6875 -5.46875 C -7.207031 -5.84375 -6.707031 -6.03125 -6.1875 -6.03125 L -6.1875 -4.984375 C -6.519531 -4.921875 -6.78125 -4.820312 -6.96875 -4.6875 C -7.320312 -4.425781 -7.5 -4.039062 -7.5 -3.53125 C -7.5 -2.9375 -7.222656 -2.460938 -6.671875 -2.109375 C -6.128906 -1.765625 -5.351562 -1.578125 -4.34375 -1.546875 C -4.695312 -1.785156 -4.960938 -2.085938 -5.140625 -2.453125 C -5.296875 -2.785156 -5.375 -3.160156 -5.375 -3.578125 C -5.375 -4.285156 -5.148438 -4.898438 -4.703125 -5.421875 C -4.253906 -5.941406 -3.582031 -6.203125 -2.6875 -6.203125 C -1.925781 -6.203125 -1.25 -5.953125 -0.65625 -5.453125 C -0.0703125 -4.960938 0.21875 -4.257812 0.21875 -3.34375 C 0.21875 -2.550781 -0.078125 -1.867188 -0.671875 -1.296875 C -1.273438 -0.734375 -2.28125 -0.453125 -3.6875 -0.453125 C -4.726562 -0.453125 -5.613281 -0.578125 -6.34375 -0.828125 C -7.726562 -1.316406 -8.421875 -2.210938 -8.421875 -3.515625 Z M -0.71875 -3.4375 C -0.71875 -3.988281 -0.90625 -4.398438 -1.28125 -4.671875 C -1.65625 -4.953125 -2.097656 -5.09375 -2.609375 -5.09375 C -3.035156 -5.09375 -3.441406 -4.96875 -3.828125 -4.71875 C -4.210938 -4.476562 -4.40625 -4.03125 -4.40625 -3.375 C -4.40625 -2.925781 -4.253906 -2.53125 -3.953125 -2.1875 C -3.660156 -1.84375 -3.210938 -1.671875 -2.609375 -1.671875 C -2.078125 -1.671875 -1.628906 -1.828125 -1.265625 -2.140625 C -0.898438 -2.453125 -0.71875 -2.882812 -0.71875 -3.4375 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-14\">\n",
       "<path style=\"stroke:none;\" d=\"M -4.875 -3.265625 C -4.875 -3.734375 -5.003906 -4.097656 -5.265625 -4.359375 C -5.523438 -4.617188 -5.832031 -4.75 -6.1875 -4.75 C -6.5 -4.75 -6.785156 -4.625 -7.046875 -4.375 C -7.316406 -4.125 -7.453125 -3.742188 -7.453125 -3.234375 C -7.453125 -2.722656 -7.316406 -2.351562 -7.046875 -2.125 C -6.785156 -1.894531 -6.484375 -1.78125 -6.140625 -1.78125 C -5.742188 -1.78125 -5.429688 -1.925781 -5.203125 -2.21875 C -4.984375 -2.519531 -4.875 -2.867188 -4.875 -3.265625 Z M -0.71875 -3.328125 C -0.71875 -3.816406 -0.847656 -4.222656 -1.109375 -4.546875 C -1.378906 -4.867188 -1.773438 -5.03125 -2.296875 -5.03125 C -2.835938 -5.03125 -3.25 -4.863281 -3.53125 -4.53125 C -3.8125 -4.195312 -3.953125 -3.769531 -3.953125 -3.25 C -3.953125 -2.75 -3.804688 -2.335938 -3.515625 -2.015625 C -3.234375 -1.703125 -2.835938 -1.546875 -2.328125 -1.546875 C -1.890625 -1.546875 -1.507812 -1.691406 -1.1875 -1.984375 C -0.875 -2.273438 -0.71875 -2.722656 -0.71875 -3.328125 Z M -4.46875 -1.828125 C -4.59375 -1.535156 -4.738281 -1.304688 -4.90625 -1.140625 C -5.21875 -0.835938 -5.625 -0.6875 -6.125 -0.6875 C -6.75 -0.6875 -7.285156 -0.910156 -7.734375 -1.359375 C -8.191406 -1.816406 -8.421875 -2.457031 -8.421875 -3.28125 C -8.421875 -4.09375 -8.207031 -4.722656 -7.78125 -5.171875 C -7.351562 -5.628906 -6.859375 -5.859375 -6.296875 -5.859375 C -5.773438 -5.859375 -5.347656 -5.726562 -5.015625 -5.46875 C -4.835938 -5.320312 -4.660156 -5.09375 -4.484375 -4.78125 C -4.328125 -5.125 -4.144531 -5.394531 -3.9375 -5.59375 C -3.539062 -5.96875 -3.03125 -6.15625 -2.40625 -6.15625 C -1.664062 -6.15625 -1.039062 -5.90625 -0.53125 -5.40625 C -0.0195312 -4.914062 0.234375 -4.21875 0.234375 -3.3125 C 0.234375 -2.488281 0.015625 -1.796875 -0.421875 -1.234375 C -0.867188 -0.671875 -1.515625 -0.390625 -2.359375 -0.390625 C -2.847656 -0.390625 -3.273438 -0.507812 -3.640625 -0.75 C -4.003906 -0.988281 -4.28125 -1.347656 -4.46875 -1.828125 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-15\">\n",
       "<path style=\"stroke:none;\" d=\"M -5.9375 -1.15625 L -6.75 -1.15625 C -6.820312 -1.914062 -6.945312 -2.441406 -7.125 -2.734375 C -7.300781 -3.035156 -7.710938 -3.265625 -8.359375 -3.421875 L -8.359375 -4.25 L 0 -4.25 L 0 -3.125 L -5.9375 -3.125 Z \"/>\n",
       "</symbol>\n",
       "</g>\n",
       "<clipPath id=\"clip1\">\n",
       "  <path d=\"M 59.039062 30.238281 L 474.757812 30.238281 L 474.757812 445.957031 L 59.039062 445.957031 Z \"/>\n",
       "</clipPath>\n",
       "</defs>\n",
       "<g id=\"surface11\">\n",
       "<rect x=\"0\" y=\"0\" width=\"504\" height=\"504\" style=\"fill:rgb(100%,100%,100%);fill-opacity:1;stroke:none;\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph0-1\" x=\"239.390625\" y=\"492.480469\"/>\n",
       "  <use xlink:href=\"#glyph0-2\" x=\"247.394531\" y=\"492.480469\"/>\n",
       "  <use xlink:href=\"#glyph0-3\" x=\"254.068359\" y=\"492.480469\"/>\n",
       "  <use xlink:href=\"#glyph0-4\" x=\"260.742188\" y=\"492.480469\"/>\n",
       "  <use xlink:href=\"#glyph0-5\" x=\"266.742188\" y=\"492.480469\"/>\n",
       "  <use xlink:href=\"#glyph0-6\" x=\"269.408203\" y=\"492.480469\"/>\n",
       "  <use xlink:href=\"#glyph0-5\" x=\"272.742188\" y=\"492.480469\"/>\n",
       "  <use xlink:href=\"#glyph0-4\" x=\"275.408203\" y=\"492.480469\"/>\n",
       "  <use xlink:href=\"#glyph0-5\" x=\"281.408203\" y=\"492.480469\"/>\n",
       "  <use xlink:href=\"#glyph0-7\" x=\"284.074219\" y=\"492.480469\"/>\n",
       "  <use xlink:href=\"#glyph0-8\" x=\"287.408203\" y=\"492.480469\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph1-1\" x=\"20.160156\" y=\"264.609375\"/>\n",
       "  <use xlink:href=\"#glyph1-2\" x=\"20.160156\" y=\"256.605469\"/>\n",
       "  <use xlink:href=\"#glyph1-3\" x=\"20.160156\" y=\"249.931641\"/>\n",
       "  <use xlink:href=\"#glyph1-4\" x=\"20.160156\" y=\"243.257812\"/>\n",
       "  <use xlink:href=\"#glyph1-5\" x=\"20.160156\" y=\"237.257812\"/>\n",
       "  <use xlink:href=\"#glyph1-6\" x=\"20.160156\" y=\"234.591797\"/>\n",
       "  <use xlink:href=\"#glyph1-5\" x=\"20.160156\" y=\"231.257812\"/>\n",
       "  <use xlink:href=\"#glyph1-7\" x=\"20.160156\" y=\"228.591797\"/>\n",
       "  <use xlink:href=\"#glyph1-5\" x=\"20.160156\" y=\"222.591797\"/>\n",
       "  <use xlink:href=\"#glyph1-6\" x=\"20.160156\" y=\"219.925781\"/>\n",
       "  <use xlink:href=\"#glyph1-8\" x=\"20.160156\" y=\"216.591797\"/>\n",
       "</g>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 59.039062 444.960938 L 473.761719 444.960938 L 473.761719 30.238281 L 59.039062 30.238281 L 59.039062 444.960938 \"/>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 59.039062 429.601562 L 59.039062 45.601562 \"/>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 59.039062 429.601562 L 51.839844 429.601562 \"/>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 59.039062 352.800781 L 51.839844 352.800781 \"/>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 59.039062 276 L 51.839844 276 \"/>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 59.039062 199.199219 L 51.839844 199.199219 \"/>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 59.039062 122.398438 L 51.839844 122.398438 \"/>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 59.039062 45.601562 L 51.839844 45.601562 \"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph1-9\" x=\"41.761719\" y=\"437.941406\"/>\n",
       "  <use xlink:href=\"#glyph1-10\" x=\"41.761719\" y=\"431.267578\"/>\n",
       "  <use xlink:href=\"#glyph1-9\" x=\"41.761719\" y=\"427.933594\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph1-9\" x=\"41.761719\" y=\"361.140625\"/>\n",
       "  <use xlink:href=\"#glyph1-10\" x=\"41.761719\" y=\"354.466797\"/>\n",
       "  <use xlink:href=\"#glyph1-11\" x=\"41.761719\" y=\"351.132812\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph1-9\" x=\"41.761719\" y=\"284.339844\"/>\n",
       "  <use xlink:href=\"#glyph1-10\" x=\"41.761719\" y=\"277.666016\"/>\n",
       "  <use xlink:href=\"#glyph1-12\" x=\"41.761719\" y=\"274.332031\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph1-9\" x=\"41.761719\" y=\"207.539062\"/>\n",
       "  <use xlink:href=\"#glyph1-10\" x=\"41.761719\" y=\"200.865234\"/>\n",
       "  <use xlink:href=\"#glyph1-13\" x=\"41.761719\" y=\"197.53125\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph1-9\" x=\"41.761719\" y=\"130.738281\"/>\n",
       "  <use xlink:href=\"#glyph1-10\" x=\"41.761719\" y=\"124.064453\"/>\n",
       "  <use xlink:href=\"#glyph1-14\" x=\"41.761719\" y=\"120.730469\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph1-15\" x=\"41.761719\" y=\"53.941406\"/>\n",
       "  <use xlink:href=\"#glyph1-10\" x=\"41.761719\" y=\"47.267578\"/>\n",
       "  <use xlink:href=\"#glyph1-9\" x=\"41.761719\" y=\"43.933594\"/>\n",
       "</g>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 458.398438 444.960938 L 74.398438 444.960938 \"/>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 458.398438 444.960938 L 458.398438 452.160156 \"/>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 381.601562 444.960938 L 381.601562 452.160156 \"/>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 304.800781 444.960938 L 304.800781 452.160156 \"/>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 228 444.960938 L 228 452.160156 \"/>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 151.199219 444.960938 L 151.199219 452.160156 \"/>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 74.398438 444.960938 L 74.398438 452.160156 \"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph0-9\" x=\"66.058594\" y=\"470.878906\"/>\n",
       "  <use xlink:href=\"#glyph0-10\" x=\"72.732422\" y=\"470.878906\"/>\n",
       "  <use xlink:href=\"#glyph0-11\" x=\"76.066406\" y=\"470.878906\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph0-11\" x=\"142.859375\" y=\"470.878906\"/>\n",
       "  <use xlink:href=\"#glyph0-10\" x=\"149.533203\" y=\"470.878906\"/>\n",
       "  <use xlink:href=\"#glyph0-12\" x=\"152.867188\" y=\"470.878906\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph0-11\" x=\"219.660156\" y=\"470.878906\"/>\n",
       "  <use xlink:href=\"#glyph0-10\" x=\"226.333984\" y=\"470.878906\"/>\n",
       "  <use xlink:href=\"#glyph0-13\" x=\"229.667969\" y=\"470.878906\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph0-11\" x=\"296.460938\" y=\"470.878906\"/>\n",
       "  <use xlink:href=\"#glyph0-10\" x=\"303.134766\" y=\"470.878906\"/>\n",
       "  <use xlink:href=\"#glyph0-14\" x=\"306.46875\" y=\"470.878906\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph0-11\" x=\"373.261719\" y=\"470.878906\"/>\n",
       "  <use xlink:href=\"#glyph0-10\" x=\"379.935547\" y=\"470.878906\"/>\n",
       "  <use xlink:href=\"#glyph0-15\" x=\"383.269531\" y=\"470.878906\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph0-11\" x=\"450.058594\" y=\"470.878906\"/>\n",
       "  <use xlink:href=\"#glyph0-10\" x=\"456.732422\" y=\"470.878906\"/>\n",
       "  <use xlink:href=\"#glyph0-11\" x=\"460.066406\" y=\"470.878906\"/>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip1)\" clip-rule=\"nonzero\">\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(66.27451%,66.27451%,66.27451%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 59.039062 444.960938 L 473.761719 30.238281 \"/>\n",
       "</g>\n",
       "<path style=\"fill:none;stroke-width:1.5;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 458.398438 45.601562 L 441.144531 45.601562 L 440.511719 45.71875 L 439.246094 45.71875 L 438.703125 45.839844 L 437.347656 45.839844 L 436.714844 45.960938 L 431.203125 45.960938 L 430.390625 46.078125 L 429.035156 46.078125 L 428.492188 46.199219 L 428.042969 46.320312 L 427.320312 46.441406 L 424.878906 46.441406 L 423.433594 46.679688 L 422.800781 46.679688 L 421.988281 47.039062 L 421.714844 47.039062 L 420.8125 47.160156 L 420.269531 47.28125 L 419.1875 47.398438 L 417.832031 47.519531 L 416.929688 47.640625 L 415.753906 47.761719 L 414.851562 47.878906 L 414.128906 48 L 413.765625 48 L 413.402344 48.121094 L 411.6875 48.359375 L 410.421875 48.480469 L 409.429688 48.839844 L 408.074219 49.078125 L 405.089844 49.078125 L 403.464844 49.199219 L 402.742188 49.199219 L 401.207031 49.320312 L 399.21875 49.441406 L 397.863281 49.441406 L 396.417969 49.679688 L 395.242188 49.679688 L 393.347656 49.800781 L 388.917969 49.800781 L 387.292969 49.921875 L 385.847656 50.039062 L 384.941406 50.039062 L 383.40625 50.160156 L 382.140625 50.160156 L 381.148438 50.28125 L 379.070312 50.28125 L 377.535156 50.398438 L 375.816406 50.398438 L 373.378906 50.519531 L 371.660156 50.640625 L 368.589844 50.640625 L 366.78125 50.761719 L 357.835938 50.761719 L 356.121094 50.878906 L 355.035156 50.878906 L 353.320312 51 L 342.296875 51 L 340.941406 51.121094 L 339.855469 51.121094 L 339.042969 51.238281 L 336.785156 51.238281 L 335.792969 51.359375 L 334.617188 51.480469 L 333.714844 51.480469 L 332.175781 51.601562 L 330.550781 51.71875 L 325.582031 51.71875 L 323.863281 51.839844 L 321.246094 51.839844 L 319.890625 51.960938 L 315.734375 51.960938 L 314.378906 52.078125 L 312.570312 52.078125 L 310.671875 52.199219 L 307.691406 52.199219 L 306.515625 52.441406 L 305.613281 52.441406 L 304.527344 52.558594 L 303.625 52.679688 L 302.722656 52.679688 L 302.179688 52.921875 L 300.914062 53.160156 L 295.132812 53.160156 L 293.507812 53.28125 L 285.554688 53.28125 L 285.101562 53.398438 L 284.46875 53.398438 L 283.386719 53.519531 L 281.578125 53.519531 L 280.675781 53.640625 L 279.589844 53.640625 L 277.332031 53.761719 L 276.25 54 L 275.164062 54.238281 L 273.265625 54.238281 L 272.183594 54.359375 L 270.917969 54.480469 L 269.652344 54.960938 L 266.761719 54.960938 L 265.765625 55.199219 L 264.503906 55.199219 L 263.78125 55.320312 L 262.964844 55.679688 L 261.972656 55.921875 L 261.160156 55.921875 L 260.164062 56.039062 L 259.171875 56.160156 L 258.269531 56.398438 L 257.183594 56.519531 L 256.371094 56.519531 L 255.648438 56.878906 L 254.925781 57 L 254.292969 57.359375 L 253.296875 57.480469 L 252.574219 57.480469 L 251.761719 57.601562 L 250.589844 57.71875 L 249.773438 57.839844 L 248.960938 58.078125 L 247.15625 58.320312 L 246.160156 58.441406 L 245.527344 58.558594 L 244.445312 58.800781 L 243.902344 58.921875 L 243.179688 59.039062 L 242.003906 59.398438 L 241.011719 59.519531 L 240.199219 59.519531 L 239.382812 59.878906 L 237.757812 60 L 236.855469 60.238281 L 236.222656 60.359375 L 235.136719 60.359375 L 233.871094 60.480469 L 232.96875 60.601562 L 231.523438 61.078125 L 230.980469 61.558594 L 229.988281 61.921875 L 228.8125 62.039062 L 226.375 62.039062 L 225.109375 62.28125 L 224.296875 62.640625 L 223.300781 62.878906 L 222.488281 63 L 221.765625 63.121094 L 220.679688 63.359375 L 219.6875 63.71875 L 218.875 63.839844 L 216.886719 63.839844 L 216.433594 63.960938 L 215.441406 63.960938 L 214.71875 64.558594 L 213.542969 65.039062 L 213.089844 65.160156 L 211.554688 65.28125 L 210.472656 65.28125 L 209.476562 65.398438 L 208.933594 65.640625 L 208.394531 65.878906 L 207.21875 66.121094 L 206.226562 66.359375 L 205.953125 66.480469 L 205.140625 66.71875 L 204.777344 66.71875 L 203.785156 66.839844 L 203.152344 67.199219 L 202.25 67.679688 L 201.796875 67.800781 L 201.164062 68.039062 L 200.53125 68.160156 L 199.71875 68.160156 L 198.996094 68.640625 L 198.546875 68.878906 L 198.183594 69 L 197.097656 69 L 196.828125 69.121094 L 195.203125 69.121094 L 194.570312 69.238281 L 193.9375 69.359375 L 192.21875 69.359375 L 191.40625 69.601562 L 191.136719 69.839844 L 190.59375 69.960938 L 190.050781 69.960938 L 189.417969 70.558594 L 188.785156 70.800781 L 188.335938 71.039062 L 187.792969 71.28125 L 186.980469 71.519531 L 186.257812 71.519531 L 185.984375 71.878906 L 185.082031 72 L 184.8125 72.359375 L 184.179688 72.359375 L 183.273438 72.480469 L 182.371094 72.960938 L 181.921875 73.320312 L 181.558594 74.160156 L 180.925781 74.519531 L 180.472656 74.878906 L 179.570312 75.238281 L 178.757812 75.601562 L 178.214844 75.71875 L 177.402344 75.960938 L 176.949219 76.199219 L 175.957031 76.320312 L 175.144531 76.679688 L 175.054688 76.921875 L 174.238281 77.398438 L 173.699219 77.398438 L 173.246094 77.761719 L 172.433594 78 L 171.710938 78.359375 L 171.347656 78.839844 L 170.804688 78.960938 L 169.722656 79.078125 L 168.636719 79.441406 L 168.1875 80.160156 L 167.824219 80.640625 L 167.554688 80.878906 L 166.648438 81 L 166.289062 81.238281 L 165.835938 81.480469 L 165.566406 81.960938 L 165.296875 82.679688 L 164.03125 82.679688 L 163.398438 82.800781 L 162.855469 83.28125 L 162.492188 83.398438 L 161.769531 84.238281 L 161.410156 84.359375 L 160.6875 85.078125 L 160.054688 85.441406 L 159.242188 86.160156 L 158.789062 86.519531 L 158.609375 87.121094 L 157.886719 87.71875 L 157.613281 88.320312 L 156.53125 88.921875 L 155.988281 89.039062 L 155.355469 89.398438 L 154.996094 89.878906 L 154.632812 90.601562 L 154 91.078125 L 153.550781 91.320312 L 153.277344 91.800781 L 153.097656 92.039062 L 152.464844 92.398438 L 152.195312 92.761719 L 151.832031 93 L 151.472656 93.480469 L 151.109375 94.320312 L 150.476562 94.679688 L 150.117188 95.28125 L 149.574219 95.878906 L 149.210938 96.238281 L 149.03125 96.71875 L 148.488281 96.960938 L 148.039062 97.441406 L 147.675781 97.441406 L 147.496094 97.921875 L 147.222656 98.28125 L 146.953125 99.121094 L 146.5 99.359375 L 145.777344 99.960938 L 145.6875 100.320312 L 145.238281 101.160156 L 144.875 101.761719 L 144.695312 102.359375 L 144.515625 103.078125 L 144.242188 103.558594 L 144.0625 104.160156 L 143.699219 104.398438 L 143.609375 104.878906 L 143.429688 105.480469 L 143.066406 105.960938 L 142.796875 106.078125 L 142.527344 106.558594 L 142.527344 106.800781 L 142.253906 106.921875 L 141.714844 107.519531 L 141.621094 107.761719 L 141.351562 108.359375 L 140.988281 108.71875 L 140.539062 108.839844 L 140.359375 109.679688 L 140.085938 110.28125 L 139.816406 110.28125 L 139.542969 110.761719 L 139.453125 111.238281 L 139.453125 111.71875 L 139.363281 112.320312 L 139.183594 112.800781 L 138.910156 113.398438 L 138.730469 113.519531 L 138.640625 113.878906 L 138.550781 114.601562 L 138.460938 115.199219 L 138.28125 115.558594 L 138.28125 116.398438 L 138.1875 116.878906 L 138.007812 117.121094 L 137.828125 117.480469 L 137.464844 117.839844 L 137.285156 118.199219 L 137.195312 118.921875 L 137.105469 119.519531 L 137.015625 120 L 136.925781 120.839844 L 136.832031 121.199219 L 136.382812 121.558594 L 136.203125 121.800781 L 135.929688 122.28125 L 135.660156 122.519531 L 135.480469 122.761719 L 135.386719 122.878906 L 135.027344 123.238281 L 134.847656 123.480469 L 134.753906 123.839844 L 134.753906 124.320312 L 134.664062 125.039062 L 134.484375 125.398438 L 134.304688 125.519531 L 134.125 125.878906 L 134.125 126.71875 L 133.941406 127.078125 L 133.761719 127.558594 L 133.492188 128.160156 L 133.039062 128.878906 L 132.859375 129.601562 L 132.585938 130.078125 L 132.585938 130.320312 L 132.226562 130.558594 L 131.863281 131.160156 L 131.59375 131.761719 L 131.050781 132.359375 L 130.691406 132.839844 L 130.417969 133.441406 L 130.058594 133.921875 L 129.785156 134.160156 L 129.695312 134.519531 L 129.515625 135 L 129.425781 135.238281 L 129.335938 135.601562 L 129.152344 135.839844 L 128.792969 136.199219 L 128.613281 136.921875 L 128.429688 137.640625 L 128.25 137.878906 L 128.160156 138.238281 L 127.980469 138.960938 L 127.796875 139.320312 L 127.527344 139.558594 L 127.167969 139.679688 L 126.714844 140.039062 L 126.535156 140.28125 L 126.535156 141 L 126.351562 141.238281 L 126.261719 141.71875 L 125.992188 142.320312 L 125.71875 142.558594 L 125.359375 142.679688 L 125.269531 143.160156 L 125.089844 143.398438 L 124.816406 144 L 124.726562 144.480469 L 124.457031 144.71875 L 124.457031 144.960938 L 124.273438 145.078125 L 123.914062 145.679688 L 123.824219 145.800781 L 123.824219 146.039062 L 123.640625 146.640625 L 123.460938 147.238281 L 123.371094 147.839844 L 123.371094 148.078125 L 123.191406 148.441406 L 123.101562 148.679688 L 122.917969 149.160156 L 122.828125 149.761719 L 122.738281 150.238281 L 122.558594 150.480469 L 122.378906 150.71875 L 122.285156 150.960938 L 121.925781 151.078125 L 121.746094 151.320312 L 121.472656 151.800781 L 121.292969 152.640625 L 121.292969 153 L 121.023438 153.121094 L 120.839844 153.71875 L 120.570312 153.960938 L 120.207031 154.558594 L 119.667969 155.519531 L 119.667969 155.878906 L 119.304688 156.359375 L 118.945312 156.71875 L 118.761719 156.839844 L 118.492188 157.078125 L 118.222656 157.320312 L 118.128906 157.441406 L 117.949219 157.679688 L 117.679688 157.679688 L 117.316406 157.921875 L 117.046875 158.160156 L 116.957031 158.519531 L 116.777344 158.640625 L 116.59375 158.640625 L 116.414062 158.761719 L 116.414062 158.878906 L 116.234375 159 L 116.234375 159.238281 L 115.960938 159.480469 L 115.691406 159.839844 L 115.511719 159.960938 L 115.421875 160.199219 L 115.238281 160.199219 L 115.058594 160.320312 L 114.699219 160.441406 L 114.605469 160.558594 L 114.425781 160.800781 L 114.15625 161.28125 L 114.066406 161.519531 L 113.882812 162 L 113.703125 162 L 113.25 162.121094 L 112.980469 162.121094 L 112.800781 162.359375 L 112.621094 162.601562 L 112.527344 162.960938 L 112.4375 163.320312 L 112.347656 163.558594 L 112.257812 163.800781 L 112.078125 164.160156 L 111.804688 164.519531 L 111.625 164.519531 L 111.445312 164.761719 L 111.171875 165.121094 L 110.8125 165.359375 L 110.632812 165.601562 L 110.542969 165.839844 L 110.359375 166.078125 L 109.816406 166.078125 L 109.726562 166.320312 L 109.457031 166.320312 L 109.277344 166.558594 L 109.1875 166.800781 L 108.914062 167.039062 L 108.644531 167.160156 L 108.554688 167.398438 L 108.28125 167.519531 L 108.191406 167.640625 L 107.832031 168 L 107.558594 168.238281 L 107.378906 168.601562 L 107.289062 168.960938 L 107.199219 169.441406 L 107.109375 169.800781 L 106.835938 169.921875 L 106.65625 170.160156 L 106.65625 170.398438 L 106.476562 170.398438 L 106.386719 170.640625 L 106.292969 171.121094 L 106.203125 171.121094 L 105.933594 171.238281 L 105.390625 171.359375 L 104.9375 171.359375 L 104.757812 171.601562 L 104.578125 171.839844 L 104.488281 172.078125 L 104.214844 172.199219 L 104.035156 172.558594 L 103.585938 173.28125 L 103.492188 173.761719 L 103.3125 174 L 103.222656 174.480469 L 103.132812 175.199219 L 103.132812 175.558594 L 102.769531 176.160156 L 102.320312 176.640625 L 101.957031 177.121094 L 101.867188 177.960938 L 101.414062 178.558594 L 101.054688 179.398438 L 100.964844 179.640625 L 100.875 180.238281 L 100.601562 180.960938 L 100.421875 181.199219 L 100.332031 181.921875 L 99.878906 182.398438 L 99.609375 183.121094 L 99.335938 183.359375 L 99.246094 183.71875 L 99.246094 184.558594 L 99.066406 184.921875 L 98.613281 185.039062 L 98.523438 185.761719 L 98.34375 186.71875 L 97.980469 187.558594 L 97.890625 188.28125 L 97.621094 189 L 97.351562 189.121094 L 97.257812 189.480469 L 96.625 189.71875 L 96.355469 190.199219 L 96.265625 190.558594 L 96.175781 190.921875 L 96.175781 191.160156 L 95.902344 191.640625 L 95.902344 192.71875 L 95.722656 193.199219 L 95.363281 193.679688 L 95.089844 194.160156 L 94.730469 194.761719 L 94.546875 195.359375 L 94.457031 196.078125 L 94.277344 197.039062 L 94.097656 197.28125 L 93.917969 197.640625 L 93.824219 198.480469 L 93.644531 199.078125 L 93.375 199.441406 L 93.285156 200.761719 L 93.195312 201 L 93.101562 201.71875 L 92.921875 202.078125 L 92.832031 202.320312 L 92.832031 202.679688 L 92.742188 203.28125 L 92.5625 203.761719 L 92.46875 204.480469 L 92.289062 205.441406 L 92.199219 205.679688 L 92.199219 206.640625 L 92.109375 207.121094 L 92.109375 207.238281 L 92.019531 208.078125 L 92.019531 208.558594 L 91.929688 208.921875 L 91.839844 209.039062 L 91.839844 209.640625 L 91.746094 210 L 91.746094 210.238281 L 91.566406 210.839844 L 91.476562 211.441406 L 91.386719 211.800781 L 91.386719 212.039062 L 91.207031 212.640625 L 90.933594 213.238281 L 90.574219 213.839844 L 90.574219 214.558594 L 90.390625 215.28125 L 90.210938 216 L 90.03125 216.480469 L 90.03125 217.078125 L 89.941406 217.441406 L 89.851562 217.921875 L 89.851562 218.878906 L 89.667969 219.839844 L 89.667969 221.039062 L 89.578125 221.28125 L 89.578125 223.078125 L 89.488281 223.800781 L 89.488281 224.878906 L 89.21875 225.238281 L 89.039062 226.320312 L 88.855469 227.039062 L 88.675781 227.761719 L 88.496094 228.480469 L 88.3125 229.558594 L 88.3125 229.921875 L 88.222656 230.398438 L 88.042969 231.121094 L 87.953125 231.480469 L 87.953125 232.441406 L 87.773438 233.039062 L 87.5 233.28125 L 87.230469 234.480469 L 87.230469 236.878906 L 87.140625 238.078125 L 87.050781 238.679688 L 86.960938 239.160156 L 86.777344 239.640625 L 86.597656 240.121094 L 86.507812 241.679688 L 86.507812 242.519531 L 86.234375 243.359375 L 86.054688 244.199219 L 86.054688 245.160156 L 85.785156 245.761719 L 85.605469 246.359375 L 85.242188 247.199219 L 85.152344 247.679688 L 84.972656 248.28125 L 84.882812 248.878906 L 84.789062 249.71875 L 84.609375 250.558594 L 84.519531 250.921875 L 84.339844 251.519531 L 84.25 251.878906 L 84.15625 252.71875 L 83.976562 253.441406 L 83.976562 253.800781 L 83.886719 254.640625 L 83.796875 255.238281 L 83.617188 255.960938 L 83.617188 256.199219 L 83.527344 256.558594 L 83.433594 256.800781 L 83.433594 257.398438 L 83.34375 258.121094 L 83.164062 258.480469 L 83.164062 259.320312 L 82.894531 259.679688 L 82.804688 259.800781 L 82.804688 260.761719 L 82.710938 261.480469 L 82.621094 262.199219 L 82.621094 262.320312 L 82.441406 263.039062 L 82.441406 264 L 82.351562 264.601562 L 82.261719 265.320312 L 82.261719 265.800781 L 82.171875 266.160156 L 82.078125 266.519531 L 82.078125 267.839844 L 81.988281 268.558594 L 81.988281 269.761719 L 81.808594 270.238281 L 81.628906 270.601562 L 81.449219 270.839844 L 81.449219 271.320312 L 81.355469 271.921875 L 81.355469 273.601562 L 81.175781 274.078125 L 80.996094 274.800781 L 80.996094 275.640625 L 80.816406 275.761719 L 80.726562 276 L 80.726562 277.078125 L 80.632812 277.558594 L 80.453125 277.800781 L 80.273438 278.28125 L 80.09375 278.640625 L 80.09375 279.238281 L 80 279.839844 L 80 280.199219 L 79.910156 280.558594 L 79.910156 281.398438 L 79.820312 281.761719 L 79.820312 283.320312 L 79.730469 283.558594 L 79.640625 284.039062 L 79.550781 284.640625 L 79.550781 285.359375 L 79.277344 286.078125 L 79.277344 286.800781 L 79.1875 287.519531 L 79.1875 288.121094 L 78.917969 288.238281 L 78.738281 288.839844 L 78.554688 289.199219 L 78.375 289.921875 L 78.015625 290.519531 L 77.652344 291.121094 L 77.5625 291.601562 L 77.382812 291.839844 L 77.292969 292.199219 L 77.109375 292.558594 L 77.109375 293.398438 L 76.929688 293.640625 L 76.839844 293.878906 L 76.75 294.121094 L 76.570312 294.71875 L 76.476562 294.960938 L 76.476562 296.039062 L 76.386719 296.640625 L 76.296875 297.601562 L 76.296875 298.800781 L 76.117188 299.761719 L 76.117188 301.679688 L 76.027344 302.039062 L 76.027344 303.359375 L 75.84375 304.078125 L 75.84375 304.441406 L 75.753906 304.921875 L 75.664062 305.28125 L 75.484375 305.761719 L 75.304688 306 L 75.304688 306.839844 L 75.214844 307.320312 L 75.214844 309.121094 L 75.121094 309.480469 L 75.03125 309.839844 L 75.03125 310.921875 L 74.941406 311.640625 L 74.851562 312.238281 L 74.851562 313.679688 L 74.761719 314.160156 L 74.671875 314.28125 L 74.671875 317.039062 L 74.582031 317.160156 L 74.582031 321.121094 L 74.492188 321.960938 L 74.492188 322.199219 L 74.398438 322.441406 L 74.398438 429.601562 \"/>\n",
       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "##%%R\n",
    "\n",
    "load(\"classifier/rstuff.Rdata\")\n",
    "dog = big.tuned.list$disease_stat$rf\n",
    "pred = pred = dog$pred$IBD\n",
    "ref = (as.character(dog$pred$obs) == 'IBD')\n",
    "\n",
    "library(pROC)\n",
    "plot.roc(ref, pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Plot curves for humans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "!filter_samples_from_otu_table.py \\\n",
    "-i combined-gevers-suchodolski/otu-table.15000.fecal-only.hdf5.biom \\\n",
    "-o combined-gevers-suchodolski/otu-table.15000.fecal-only.humans-only.biom \\\n",
    "-s HOST_COMMON_NAME:human \\\n",
    "-m combined-gevers-suchodolski/mapping-file.standardized.alpha.amended.txt \\\n",
    "--output_mapping_fp combined-gevers-suchodolski/mapping-file.15000.fecal-only.humans-only.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "!biom convert -i combined-gevers-suchodolski/otu-table.15000.fecal-only.humans-only.biom \\\n",
    "-o combined-gevers-suchodolski/otu-table.15000.fecal-only.humans-only.tsv.biom --to-tsv \\\n",
    "--header-key taxonomy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "!mkdir -p combined-gevers-suchodolski/classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "*********************************\n",
      " Successfully loaded ~/.Rprofile\n",
      "*********************************\n",
      "\n",
      "Running command with args:\n",
      " /Library/Frameworks/R.framework/Resources/bin/exec/R --slave --no-restore --file=hack_ml/classification.R --args -i combined-gevers-suchodolski/otu-table.15000.fecal-only.humans-only.tsv.biom -m combined-gevers-suchodolski/mapping-file.15000.fecal-only.humans-only.txt -f IBD_STATUS -o classifier/rstuff -r rf \n",
      "Loading required package: lattice\n",
      "Loading required package: ggplot2\n",
      "Loading required package: foreach\n",
      "Loading required package: iterators\n",
      "Loading required package: parallel\n",
      "Warning messages:\n",
      "1: package ‘ggplot2’ was built under R version 3.2.3 \n",
      "2: In readLines(filename) :\n",
      "  incomplete final line found on 'combined-gevers-suchodolski/mapping-file.15000.fecal-only.humans-only.txt'\n",
      "========= IBD_STATUS :\n",
      "---- a glimpse of outcome:\n",
      "outcome\n",
      "Healthy     IBD \n",
      "     29     450 \n",
      "Loading required package: randomForest\n",
      "randomForest 4.6-12\n",
      "Type rfNews() to see new features/changes/bug fixes.\n",
      "\n",
      "Attaching package: ‘randomForest’\n",
      "\n",
      "The following object is masked from ‘package:ggplot2’:\n",
      "\n",
      "    margin\n",
      "\n",
      "Random Forest \n",
      "\n",
      " 479 samples\n",
      "1491 predictors\n",
      "   2 classes: 'Healthy', 'IBD' \n",
      "\n",
      "No pre-processing\n",
      "Resampling: Cross-Validated (10 fold, repeated 5 times) \n",
      "Summary of sample sizes: 431, 431, 431, 431, 431, 431, ... \n",
      "Resampling results across tuning parameters:\n",
      "\n",
      "  mtry  ROC        Sens  Spec       Accuracy   Kappa         ROC SD     Sens SD  Spec SD    \n",
      "    10  0.6574444  0     1.0000000  0.9394947   0.000000000  0.1178859  0        0.000000000\n",
      "   174  0.6531481  0     1.0000000  0.9394947   0.000000000  0.1052047  0        0.000000000\n",
      "   339  0.6589630  0     0.9991111  0.9386525  -0.001229103  0.1113567  0        0.004398859\n",
      "   503  0.6595926  0     0.9991111  0.9386525  -0.001229103  0.1111311  0        0.004398859\n",
      "   668  0.6581852  0     0.9982222  0.9378191  -0.002519425  0.1124012  0        0.006089945\n",
      "   832  0.6647037  0     0.9982222  0.9378191  -0.002519425  0.1114535  0        0.006089945\n",
      "   997  0.6680000  0     0.9982222  0.9378191  -0.002519425  0.1096267  0        0.006089945\n",
      "  1161  0.6604444  0     0.9973333  0.9369858  -0.003572057  0.1112381  0        0.008565548\n",
      "  1326  0.6542963  0     0.9973333  0.9369858  -0.003572057  0.1319246  0        0.008565548\n",
      "  1491  0.6670000  0     0.9977778  0.9374025  -0.003164587  0.1152660  0        0.006734350\n",
      "  Accuracy SD  Kappa SD   \n",
      "  0.006044796  0.000000000\n",
      "  0.006044796  0.000000000\n",
      "  0.006325985  0.006090336\n",
      "  0.006325985  0.006090336\n",
      "  0.007680162  0.008638833\n",
      "  0.007680162  0.008638833\n",
      "  0.007680162  0.008638833\n",
      "  0.009708238  0.011163279\n",
      "  0.009708238  0.011163279\n",
      "  0.008242380  0.009598118\n",
      "\n",
      "ROC was used to select the optimal model using  the one SE rule.\n",
      "The final value used for the model was mtry = 10. \n",
      "null device \n",
      "          1 \n"
     ]
    }
   ],
   "source": [
    "!Rscript hack_ml/classification.R \\\n",
    "-i combined-gevers-suchodolski/otu-table.15000.fecal-only.humans-only.tsv.biom \\\n",
    "-m combined-gevers-suchodolski/mapping-file.15000.fecal-only.humans-only.txt \\\n",
    "-f IBD_STATUS -o combined-gevers-suchodolski/classifier/rstuff -r rf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "Call:\n",
       "plot.roc.default(x = ref, predictor = pred)\n",
       "\n",
       "Data: pred in 1450 controls (ref FALSE) < 22500 cases (ref TRUE).\n",
       "Area under the curve: 0.612"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n",
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"504pt\" height=\"504pt\" viewBox=\"0 0 504 504\" version=\"1.1\">\n",
       "<defs>\n",
       "<g>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-0\">\n",
       "<path style=\"stroke:none;\" d=\"M 0.390625 0 L 0.390625 -8.609375 L 7.21875 -8.609375 L 7.21875 0 Z M 6.140625 -1.078125 L 6.140625 -7.53125 L 1.46875 -7.53125 L 1.46875 -1.078125 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-1\">\n",
       "<path style=\"stroke:none;\" d=\"M 1.671875 -2.78125 C 1.703125 -2.289062 1.816406 -1.894531 2.015625 -1.59375 C 2.410156 -1.019531 3.09375 -0.734375 4.0625 -0.734375 C 4.5 -0.734375 4.898438 -0.796875 5.265625 -0.921875 C 5.960938 -1.160156 6.3125 -1.59375 6.3125 -2.21875 C 6.3125 -2.6875 6.160156 -3.019531 5.859375 -3.21875 C 5.566406 -3.414062 5.101562 -3.585938 4.46875 -3.734375 L 3.3125 -4 C 2.539062 -4.164062 2 -4.351562 1.6875 -4.5625 C 1.144531 -4.925781 0.875 -5.460938 0.875 -6.171875 C 0.875 -6.953125 1.140625 -7.585938 1.671875 -8.078125 C 2.203125 -8.578125 2.957031 -8.828125 3.9375 -8.828125 C 4.84375 -8.828125 5.609375 -8.609375 6.234375 -8.171875 C 6.867188 -7.734375 7.1875 -7.035156 7.1875 -6.078125 L 6.09375 -6.078125 C 6.03125 -6.546875 5.90625 -6.898438 5.71875 -7.140625 C 5.363281 -7.585938 4.757812 -7.8125 3.90625 -7.8125 C 3.21875 -7.8125 2.722656 -7.664062 2.421875 -7.375 C 2.117188 -7.09375 1.96875 -6.757812 1.96875 -6.375 C 1.96875 -5.957031 2.144531 -5.648438 2.5 -5.453125 C 2.726562 -5.328125 3.25 -5.171875 4.0625 -4.984375 L 5.28125 -4.703125 C 5.851562 -4.566406 6.300781 -4.382812 6.625 -4.15625 C 7.164062 -3.757812 7.4375 -3.175781 7.4375 -2.40625 C 7.4375 -1.457031 7.085938 -0.773438 6.390625 -0.359375 C 5.703125 0.046875 4.898438 0.25 3.984375 0.25 C 2.910156 0.25 2.070312 -0.0195312 1.46875 -0.5625 C 0.863281 -1.113281 0.566406 -1.851562 0.578125 -2.78125 Z M 4.03125 -8.84375 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-2\">\n",
       "<path style=\"stroke:none;\" d=\"M 3.421875 -0.703125 C 3.910156 -0.703125 4.316406 -0.910156 4.640625 -1.328125 C 4.972656 -1.742188 5.140625 -2.359375 5.140625 -3.171875 C 5.140625 -3.671875 5.066406 -4.101562 4.921875 -4.46875 C 4.648438 -5.15625 4.148438 -5.5 3.421875 -5.5 C 2.691406 -5.5 2.191406 -5.132812 1.921875 -4.40625 C 1.773438 -4.019531 1.703125 -3.523438 1.703125 -2.921875 C 1.703125 -2.429688 1.773438 -2.019531 1.921875 -1.6875 C 2.191406 -1.03125 2.691406 -0.703125 3.421875 -0.703125 Z M 0.6875 -6.25 L 1.71875 -6.25 L 1.71875 -5.421875 C 1.925781 -5.703125 2.15625 -5.921875 2.40625 -6.078125 C 2.757812 -6.304688 3.175781 -6.421875 3.65625 -6.421875 C 4.375 -6.421875 4.976562 -6.148438 5.46875 -5.609375 C 5.96875 -5.066406 6.21875 -4.289062 6.21875 -3.28125 C 6.21875 -1.90625 5.859375 -0.925781 5.140625 -0.34375 C 4.691406 0.03125 4.164062 0.21875 3.5625 0.21875 C 3.09375 0.21875 2.695312 0.113281 2.375 -0.09375 C 2.1875 -0.21875 1.976562 -0.421875 1.75 -0.703125 L 1.75 2.5 L 0.6875 2.5 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-3\">\n",
       "<path style=\"stroke:none;\" d=\"M 3.390625 -6.421875 C 3.835938 -6.421875 4.269531 -6.316406 4.6875 -6.109375 C 5.101562 -5.898438 5.421875 -5.628906 5.640625 -5.296875 C 5.847656 -4.972656 5.988281 -4.601562 6.0625 -4.1875 C 6.125 -3.894531 6.15625 -3.429688 6.15625 -2.796875 L 1.546875 -2.796875 C 1.566406 -2.160156 1.71875 -1.648438 2 -1.265625 C 2.28125 -0.878906 2.71875 -0.6875 3.3125 -0.6875 C 3.863281 -0.6875 4.300781 -0.867188 4.625 -1.234375 C 4.8125 -1.441406 4.945312 -1.6875 5.03125 -1.96875 L 6.0625 -1.96875 C 6.039062 -1.738281 5.953125 -1.484375 5.796875 -1.203125 C 5.640625 -0.921875 5.46875 -0.6875 5.28125 -0.5 C 4.957031 -0.1875 4.554688 0.0195312 4.078125 0.125 C 3.828125 0.1875 3.539062 0.21875 3.21875 0.21875 C 2.4375 0.21875 1.773438 -0.0625 1.234375 -0.625 C 0.691406 -1.195312 0.421875 -1.992188 0.421875 -3.015625 C 0.421875 -4.023438 0.691406 -4.84375 1.234375 -5.46875 C 1.785156 -6.101562 2.503906 -6.421875 3.390625 -6.421875 Z M 5.0625 -3.640625 C 5.019531 -4.097656 4.921875 -4.460938 4.765625 -4.734375 C 4.484375 -5.242188 4.003906 -5.5 3.328125 -5.5 C 2.835938 -5.5 2.425781 -5.320312 2.09375 -4.96875 C 1.769531 -4.625 1.597656 -4.179688 1.578125 -3.640625 Z M 3.28125 -6.421875 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-4\">\n",
       "<path style=\"stroke:none;\" d=\"M 3.1875 -6.453125 C 3.894531 -6.453125 4.46875 -6.28125 4.90625 -5.9375 C 5.351562 -5.59375 5.625 -5.003906 5.71875 -4.171875 L 4.6875 -4.171875 C 4.625 -4.554688 4.484375 -4.875 4.265625 -5.125 C 4.046875 -5.382812 3.6875 -5.515625 3.1875 -5.515625 C 2.519531 -5.515625 2.039062 -5.1875 1.75 -4.53125 C 1.5625 -4.101562 1.46875 -3.578125 1.46875 -2.953125 C 1.46875 -2.328125 1.597656 -1.796875 1.859375 -1.359375 C 2.128906 -0.929688 2.550781 -0.71875 3.125 -0.71875 C 3.5625 -0.71875 3.90625 -0.851562 4.15625 -1.125 C 4.414062 -1.394531 4.59375 -1.757812 4.6875 -2.21875 L 5.71875 -2.21875 C 5.601562 -1.382812 5.3125 -0.773438 4.84375 -0.390625 C 4.375 -0.00390625 3.773438 0.1875 3.046875 0.1875 C 2.222656 0.1875 1.566406 -0.113281 1.078125 -0.71875 C 0.585938 -1.320312 0.34375 -2.070312 0.34375 -2.96875 C 0.34375 -4.070312 0.609375 -4.925781 1.140625 -5.53125 C 1.679688 -6.144531 2.363281 -6.453125 3.1875 -6.453125 Z M 3.03125 -6.421875 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-5\">\n",
       "<path style=\"stroke:none;\" d=\"M 0.78125 -6.25 L 1.84375 -6.25 L 1.84375 0 L 0.78125 0 Z M 0.78125 -8.609375 L 1.84375 -8.609375 L 1.84375 -7.40625 L 0.78125 -7.40625 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-6\">\n",
       "<path style=\"stroke:none;\" d=\"M 1.03125 -7.234375 C 1.050781 -7.671875 1.128906 -7.988281 1.265625 -8.1875 C 1.515625 -8.550781 1.988281 -8.734375 2.6875 -8.734375 C 2.757812 -8.734375 2.828125 -8.726562 2.890625 -8.71875 C 2.960938 -8.71875 3.046875 -8.710938 3.140625 -8.703125 L 3.140625 -7.75 C 3.023438 -7.757812 2.941406 -7.765625 2.890625 -7.765625 C 2.847656 -7.765625 2.804688 -7.765625 2.765625 -7.765625 C 2.441406 -7.765625 2.25 -7.679688 2.1875 -7.515625 C 2.125 -7.347656 2.09375 -6.925781 2.09375 -6.25 L 3.140625 -6.25 L 3.140625 -5.421875 L 2.078125 -5.421875 L 2.078125 0 L 1.03125 0 L 1.03125 -5.421875 L 0.171875 -5.421875 L 0.171875 -6.25 L 1.03125 -6.25 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-7\">\n",
       "<path style=\"stroke:none;\" d=\"M 0.984375 -8.03125 L 2.046875 -8.03125 L 2.046875 -6.28125 L 3.046875 -6.28125 L 3.046875 -5.421875 L 2.046875 -5.421875 L 2.046875 -1.3125 C 2.046875 -1.09375 2.125 -0.945312 2.28125 -0.875 C 2.351562 -0.832031 2.488281 -0.8125 2.6875 -0.8125 C 2.738281 -0.8125 2.789062 -0.8125 2.84375 -0.8125 C 2.90625 -0.820312 2.972656 -0.828125 3.046875 -0.828125 L 3.046875 0 C 2.929688 0.03125 2.804688 0.0507812 2.671875 0.0625 C 2.546875 0.0820312 2.40625 0.09375 2.25 0.09375 C 1.757812 0.09375 1.425781 -0.03125 1.25 -0.28125 C 1.070312 -0.53125 0.984375 -0.859375 0.984375 -1.265625 L 0.984375 -5.421875 L 0.140625 -5.421875 L 0.140625 -6.28125 L 0.984375 -6.28125 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-8\">\n",
       "<path style=\"stroke:none;\" d=\"M 4.6875 -6.28125 L 5.859375 -6.28125 C 5.710938 -5.875 5.382812 -4.953125 4.875 -3.515625 C 4.488281 -2.441406 4.164062 -1.566406 3.90625 -0.890625 C 3.300781 0.710938 2.875 1.691406 2.625 2.046875 C 2.375 2.398438 1.941406 2.578125 1.328125 2.578125 C 1.179688 2.578125 1.066406 2.566406 0.984375 2.546875 C 0.910156 2.535156 0.8125 2.515625 0.6875 2.484375 L 0.6875 1.53125 C 0.875 1.582031 1.007812 1.613281 1.09375 1.625 C 1.175781 1.632812 1.25 1.640625 1.3125 1.640625 C 1.5 1.640625 1.640625 1.609375 1.734375 1.546875 C 1.828125 1.484375 1.90625 1.40625 1.96875 1.3125 C 1.988281 1.28125 2.054688 1.117188 2.171875 0.828125 C 2.296875 0.535156 2.382812 0.320312 2.4375 0.1875 L 0.125 -6.28125 L 1.3125 -6.28125 L 3 -1.171875 Z M 3 -6.421875 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-9\">\n",
       "<path style=\"stroke:none;\" d=\"M 1.15625 -5.9375 L 1.15625 -6.75 C 1.914062 -6.820312 2.441406 -6.945312 2.734375 -7.125 C 3.035156 -7.300781 3.265625 -7.710938 3.421875 -8.359375 L 4.25 -8.359375 L 4.25 0 L 3.125 0 L 3.125 -5.9375 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-10\">\n",
       "<path style=\"stroke:none;\" d=\"M 1.03125 -1.28125 L 2.25 -1.28125 L 2.25 0 L 1.03125 0 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-11\">\n",
       "<path style=\"stroke:none;\" d=\"M 3.25 -8.390625 C 4.332031 -8.390625 5.117188 -7.941406 5.609375 -7.046875 C 5.984375 -6.359375 6.171875 -5.410156 6.171875 -4.203125 C 6.171875 -3.066406 6 -2.125 5.65625 -1.375 C 5.164062 -0.300781 4.359375 0.234375 3.234375 0.234375 C 2.234375 0.234375 1.484375 -0.203125 0.984375 -1.078125 C 0.578125 -1.816406 0.375 -2.800781 0.375 -4.03125 C 0.375 -4.976562 0.5 -5.796875 0.75 -6.484375 C 1.207031 -7.753906 2.039062 -8.390625 3.25 -8.390625 Z M 3.234375 -0.734375 C 3.785156 -0.734375 4.222656 -0.972656 4.546875 -1.453125 C 4.867188 -1.941406 5.03125 -2.847656 5.03125 -4.171875 C 5.03125 -5.117188 4.910156 -5.898438 4.671875 -6.515625 C 4.441406 -7.128906 3.988281 -7.4375 3.3125 -7.4375 C 2.6875 -7.4375 2.226562 -7.144531 1.9375 -6.5625 C 1.65625 -5.976562 1.515625 -5.117188 1.515625 -3.984375 C 1.515625 -3.128906 1.609375 -2.441406 1.796875 -1.921875 C 2.078125 -1.128906 2.554688 -0.734375 3.234375 -0.734375 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-12\">\n",
       "<path style=\"stroke:none;\" d=\"M 3.265625 -4.875 C 3.734375 -4.875 4.097656 -5.003906 4.359375 -5.265625 C 4.617188 -5.523438 4.75 -5.832031 4.75 -6.1875 C 4.75 -6.5 4.625 -6.785156 4.375 -7.046875 C 4.125 -7.316406 3.742188 -7.453125 3.234375 -7.453125 C 2.722656 -7.453125 2.351562 -7.316406 2.125 -7.046875 C 1.894531 -6.785156 1.78125 -6.484375 1.78125 -6.140625 C 1.78125 -5.742188 1.925781 -5.429688 2.21875 -5.203125 C 2.519531 -4.984375 2.867188 -4.875 3.265625 -4.875 Z M 3.328125 -0.71875 C 3.816406 -0.71875 4.222656 -0.847656 4.546875 -1.109375 C 4.867188 -1.378906 5.03125 -1.773438 5.03125 -2.296875 C 5.03125 -2.835938 4.863281 -3.25 4.53125 -3.53125 C 4.195312 -3.8125 3.769531 -3.953125 3.25 -3.953125 C 2.75 -3.953125 2.335938 -3.804688 2.015625 -3.515625 C 1.703125 -3.234375 1.546875 -2.835938 1.546875 -2.328125 C 1.546875 -1.890625 1.691406 -1.507812 1.984375 -1.1875 C 2.273438 -0.875 2.722656 -0.71875 3.328125 -0.71875 Z M 1.828125 -4.46875 C 1.535156 -4.59375 1.304688 -4.738281 1.140625 -4.90625 C 0.835938 -5.21875 0.6875 -5.625 0.6875 -6.125 C 0.6875 -6.75 0.910156 -7.285156 1.359375 -7.734375 C 1.816406 -8.191406 2.457031 -8.421875 3.28125 -8.421875 C 4.09375 -8.421875 4.722656 -8.207031 5.171875 -7.78125 C 5.628906 -7.351562 5.859375 -6.859375 5.859375 -6.296875 C 5.859375 -5.773438 5.726562 -5.347656 5.46875 -5.015625 C 5.320312 -4.835938 5.09375 -4.660156 4.78125 -4.484375 C 5.125 -4.328125 5.394531 -4.144531 5.59375 -3.9375 C 5.96875 -3.539062 6.15625 -3.03125 6.15625 -2.40625 C 6.15625 -1.664062 5.90625 -1.039062 5.40625 -0.53125 C 4.914062 -0.0195312 4.21875 0.234375 3.3125 0.234375 C 2.488281 0.234375 1.796875 0.015625 1.234375 -0.421875 C 0.671875 -0.867188 0.390625 -1.515625 0.390625 -2.359375 C 0.390625 -2.847656 0.507812 -3.273438 0.75 -3.640625 C 0.988281 -4.003906 1.347656 -4.28125 1.828125 -4.46875 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-13\">\n",
       "<path style=\"stroke:none;\" d=\"M 3.515625 -8.421875 C 4.453125 -8.421875 5.101562 -8.175781 5.46875 -7.6875 C 5.84375 -7.207031 6.03125 -6.707031 6.03125 -6.1875 L 4.984375 -6.1875 C 4.921875 -6.519531 4.820312 -6.78125 4.6875 -6.96875 C 4.425781 -7.320312 4.039062 -7.5 3.53125 -7.5 C 2.9375 -7.5 2.460938 -7.222656 2.109375 -6.671875 C 1.765625 -6.128906 1.578125 -5.351562 1.546875 -4.34375 C 1.785156 -4.695312 2.085938 -4.960938 2.453125 -5.140625 C 2.785156 -5.296875 3.160156 -5.375 3.578125 -5.375 C 4.285156 -5.375 4.898438 -5.148438 5.421875 -4.703125 C 5.941406 -4.253906 6.203125 -3.582031 6.203125 -2.6875 C 6.203125 -1.925781 5.953125 -1.25 5.453125 -0.65625 C 4.960938 -0.0703125 4.257812 0.21875 3.34375 0.21875 C 2.550781 0.21875 1.867188 -0.078125 1.296875 -0.671875 C 0.734375 -1.273438 0.453125 -2.28125 0.453125 -3.6875 C 0.453125 -4.726562 0.578125 -5.613281 0.828125 -6.34375 C 1.316406 -7.726562 2.210938 -8.421875 3.515625 -8.421875 Z M 3.4375 -0.71875 C 3.988281 -0.71875 4.398438 -0.90625 4.671875 -1.28125 C 4.953125 -1.65625 5.09375 -2.097656 5.09375 -2.609375 C 5.09375 -3.035156 4.96875 -3.441406 4.71875 -3.828125 C 4.476562 -4.210938 4.03125 -4.40625 3.375 -4.40625 C 2.925781 -4.40625 2.53125 -4.253906 2.1875 -3.953125 C 1.84375 -3.660156 1.671875 -3.210938 1.671875 -2.609375 C 1.671875 -2.078125 1.828125 -1.628906 2.140625 -1.265625 C 2.453125 -0.898438 2.882812 -0.71875 3.4375 -0.71875 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-14\">\n",
       "<path style=\"stroke:none;\" d=\"M 3.96875 -2.96875 L 3.96875 -6.78125 L 1.28125 -2.96875 Z M 3.984375 0 L 3.984375 -2.046875 L 0.3125 -2.046875 L 0.3125 -3.078125 L 4.15625 -8.421875 L 5.046875 -8.421875 L 5.046875 -2.96875 L 6.28125 -2.96875 L 6.28125 -2.046875 L 5.046875 -2.046875 L 5.046875 0 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-15\">\n",
       "<path style=\"stroke:none;\" d=\"M 0.375 0 C 0.414062 -0.71875 0.566406 -1.34375 0.828125 -1.875 C 1.085938 -2.414062 1.59375 -2.90625 2.34375 -3.34375 L 3.46875 -4 C 3.96875 -4.289062 4.320312 -4.539062 4.53125 -4.75 C 4.851562 -5.070312 5.015625 -5.441406 5.015625 -5.859375 C 5.015625 -6.347656 4.863281 -6.734375 4.5625 -7.015625 C 4.269531 -7.304688 3.882812 -7.453125 3.40625 -7.453125 C 2.675781 -7.453125 2.175781 -7.179688 1.90625 -6.640625 C 1.75 -6.335938 1.664062 -5.929688 1.65625 -5.421875 L 0.578125 -5.421875 C 0.585938 -6.148438 0.722656 -6.742188 0.984375 -7.203125 C 1.441406 -8.015625 2.25 -8.421875 3.40625 -8.421875 C 4.363281 -8.421875 5.0625 -8.160156 5.5 -7.640625 C 5.945312 -7.117188 6.171875 -6.539062 6.171875 -5.90625 C 6.171875 -5.238281 5.9375 -4.664062 5.46875 -4.1875 C 5.195312 -3.90625 4.707031 -3.566406 4 -3.171875 L 3.1875 -2.734375 C 2.8125 -2.523438 2.515625 -2.320312 2.296875 -2.125 C 1.898438 -1.789062 1.648438 -1.414062 1.546875 -1 L 6.140625 -1 L 6.140625 0 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-0\">\n",
       "<path style=\"stroke:none;\" d=\"M 0 -0.390625 L -8.609375 -0.390625 L -8.609375 -7.21875 L 0 -7.21875 Z M -1.078125 -6.140625 L -7.53125 -6.140625 L -7.53125 -1.46875 L -1.078125 -1.46875 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-1\">\n",
       "<path style=\"stroke:none;\" d=\"M -2.78125 -1.671875 C -2.289062 -1.703125 -1.894531 -1.816406 -1.59375 -2.015625 C -1.019531 -2.410156 -0.734375 -3.09375 -0.734375 -4.0625 C -0.734375 -4.5 -0.796875 -4.898438 -0.921875 -5.265625 C -1.160156 -5.960938 -1.59375 -6.3125 -2.21875 -6.3125 C -2.6875 -6.3125 -3.019531 -6.160156 -3.21875 -5.859375 C -3.414062 -5.566406 -3.585938 -5.101562 -3.734375 -4.46875 L -4 -3.3125 C -4.164062 -2.539062 -4.351562 -2 -4.5625 -1.6875 C -4.925781 -1.144531 -5.460938 -0.875 -6.171875 -0.875 C -6.953125 -0.875 -7.585938 -1.140625 -8.078125 -1.671875 C -8.578125 -2.203125 -8.828125 -2.957031 -8.828125 -3.9375 C -8.828125 -4.84375 -8.609375 -5.609375 -8.171875 -6.234375 C -7.734375 -6.867188 -7.035156 -7.1875 -6.078125 -7.1875 L -6.078125 -6.09375 C -6.546875 -6.03125 -6.898438 -5.90625 -7.140625 -5.71875 C -7.585938 -5.363281 -7.8125 -4.757812 -7.8125 -3.90625 C -7.8125 -3.21875 -7.664062 -2.722656 -7.375 -2.421875 C -7.09375 -2.117188 -6.757812 -1.96875 -6.375 -1.96875 C -5.957031 -1.96875 -5.648438 -2.144531 -5.453125 -2.5 C -5.328125 -2.726562 -5.171875 -3.25 -4.984375 -4.0625 L -4.703125 -5.28125 C -4.566406 -5.851562 -4.382812 -6.300781 -4.15625 -6.625 C -3.757812 -7.164062 -3.175781 -7.4375 -2.40625 -7.4375 C -1.457031 -7.4375 -0.773438 -7.085938 -0.359375 -6.390625 C 0.046875 -5.703125 0.25 -4.898438 0.25 -3.984375 C 0.25 -2.910156 -0.0195312 -2.070312 -0.5625 -1.46875 C -1.113281 -0.863281 -1.851562 -0.566406 -2.78125 -0.578125 Z M -8.84375 -4.03125 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-2\">\n",
       "<path style=\"stroke:none;\" d=\"M -6.421875 -3.390625 C -6.421875 -3.835938 -6.316406 -4.269531 -6.109375 -4.6875 C -5.898438 -5.101562 -5.628906 -5.421875 -5.296875 -5.640625 C -4.972656 -5.847656 -4.601562 -5.988281 -4.1875 -6.0625 C -3.894531 -6.125 -3.429688 -6.15625 -2.796875 -6.15625 L -2.796875 -1.546875 C -2.160156 -1.566406 -1.648438 -1.71875 -1.265625 -2 C -0.878906 -2.28125 -0.6875 -2.71875 -0.6875 -3.3125 C -0.6875 -3.863281 -0.867188 -4.300781 -1.234375 -4.625 C -1.441406 -4.8125 -1.6875 -4.945312 -1.96875 -5.03125 L -1.96875 -6.0625 C -1.738281 -6.039062 -1.484375 -5.953125 -1.203125 -5.796875 C -0.921875 -5.640625 -0.6875 -5.46875 -0.5 -5.28125 C -0.1875 -4.957031 0.0195312 -4.554688 0.125 -4.078125 C 0.1875 -3.828125 0.21875 -3.539062 0.21875 -3.21875 C 0.21875 -2.4375 -0.0625 -1.773438 -0.625 -1.234375 C -1.195312 -0.691406 -1.992188 -0.421875 -3.015625 -0.421875 C -4.023438 -0.421875 -4.84375 -0.691406 -5.46875 -1.234375 C -6.101562 -1.785156 -6.421875 -2.503906 -6.421875 -3.390625 Z M -3.640625 -5.0625 C -4.097656 -5.019531 -4.460938 -4.921875 -4.734375 -4.765625 C -5.242188 -4.484375 -5.5 -4.003906 -5.5 -3.328125 C -5.5 -2.835938 -5.320312 -2.425781 -4.96875 -2.09375 C -4.625 -1.769531 -4.179688 -1.597656 -3.640625 -1.578125 Z M -6.421875 -3.28125 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-3\">\n",
       "<path style=\"stroke:none;\" d=\"M -6.28125 -0.78125 L -6.28125 -1.78125 L -5.390625 -1.78125 C -5.753906 -2.070312 -6.015625 -2.382812 -6.171875 -2.71875 C -6.335938 -3.050781 -6.421875 -3.421875 -6.421875 -3.828125 C -6.421875 -4.710938 -6.109375 -5.3125 -5.484375 -5.625 C -5.140625 -5.800781 -4.65625 -5.890625 -4.03125 -5.890625 L 0 -5.890625 L 0 -4.8125 L -3.953125 -4.8125 C -4.335938 -4.8125 -4.644531 -4.753906 -4.875 -4.640625 C -5.269531 -4.453125 -5.46875 -4.113281 -5.46875 -3.625 C -5.46875 -3.375 -5.441406 -3.171875 -5.390625 -3.015625 C -5.304688 -2.722656 -5.132812 -2.46875 -4.875 -2.25 C -4.664062 -2.070312 -4.453125 -1.957031 -4.234375 -1.90625 C -4.015625 -1.851562 -3.695312 -1.828125 -3.28125 -1.828125 L 0 -1.828125 L 0 -0.78125 Z M -6.421875 -3.25 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-4\">\n",
       "<path style=\"stroke:none;\" d=\"M -1.96875 -1.40625 C -1.613281 -1.4375 -1.34375 -1.523438 -1.15625 -1.671875 C -0.820312 -1.929688 -0.65625 -2.390625 -0.65625 -3.046875 C -0.65625 -3.441406 -0.738281 -3.785156 -0.90625 -4.078125 C -1.070312 -4.378906 -1.332031 -4.53125 -1.6875 -4.53125 C -1.957031 -4.53125 -2.164062 -4.410156 -2.3125 -4.171875 C -2.394531 -4.015625 -2.492188 -3.710938 -2.609375 -3.265625 L -2.8125 -2.421875 C -2.945312 -1.890625 -3.097656 -1.5 -3.265625 -1.25 C -3.546875 -0.789062 -3.941406 -0.5625 -4.453125 -0.5625 C -5.046875 -0.5625 -5.523438 -0.773438 -5.890625 -1.203125 C -6.253906 -1.628906 -6.4375 -2.207031 -6.4375 -2.9375 C -6.4375 -3.875 -6.160156 -4.550781 -5.609375 -4.96875 C -5.253906 -5.238281 -4.875 -5.367188 -4.46875 -5.359375 L -4.46875 -4.359375 C -4.707031 -4.335938 -4.925781 -4.253906 -5.125 -4.109375 C -5.394531 -3.867188 -5.53125 -3.445312 -5.53125 -2.84375 C -5.53125 -2.445312 -5.453125 -2.144531 -5.296875 -1.9375 C -5.148438 -1.738281 -4.953125 -1.640625 -4.703125 -1.640625 C -4.429688 -1.640625 -4.210938 -1.773438 -4.046875 -2.046875 C -3.953125 -2.203125 -3.867188 -2.429688 -3.796875 -2.734375 L -3.625 -3.421875 C -3.4375 -4.179688 -3.257812 -4.691406 -3.09375 -4.953125 C -2.820312 -5.359375 -2.394531 -5.5625 -1.8125 -5.5625 C -1.257812 -5.5625 -0.78125 -5.347656 -0.375 -4.921875 C 0.03125 -4.503906 0.234375 -3.863281 0.234375 -3 C 0.234375 -2.0625 0.0234375 -1.394531 -0.390625 -1 C -0.816406 -0.613281 -1.34375 -0.410156 -1.96875 -0.390625 Z M -6.421875 -2.953125 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-5\">\n",
       "<path style=\"stroke:none;\" d=\"M -6.25 -0.78125 L -6.25 -1.84375 L 0 -1.84375 L 0 -0.78125 Z M -8.609375 -0.78125 L -8.609375 -1.84375 L -7.40625 -1.84375 L -7.40625 -0.78125 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-6\">\n",
       "<path style=\"stroke:none;\" d=\"M -8.03125 -0.984375 L -8.03125 -2.046875 L -6.28125 -2.046875 L -6.28125 -3.046875 L -5.421875 -3.046875 L -5.421875 -2.046875 L -1.3125 -2.046875 C -1.09375 -2.046875 -0.945312 -2.125 -0.875 -2.28125 C -0.832031 -2.351562 -0.8125 -2.488281 -0.8125 -2.6875 C -0.8125 -2.738281 -0.8125 -2.789062 -0.8125 -2.84375 C -0.820312 -2.90625 -0.828125 -2.972656 -0.828125 -3.046875 L 0 -3.046875 C 0.03125 -2.929688 0.0507812 -2.804688 0.0625 -2.671875 C 0.0820312 -2.546875 0.09375 -2.40625 0.09375 -2.25 C 0.09375 -1.757812 -0.03125 -1.425781 -0.28125 -1.25 C -0.53125 -1.070312 -0.859375 -0.984375 -1.265625 -0.984375 L -5.421875 -0.984375 L -5.421875 -0.140625 L -6.28125 -0.140625 L -6.28125 -0.984375 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-7\">\n",
       "<path style=\"stroke:none;\" d=\"M -6.28125 -1.296875 L -1.171875 -2.96875 L -6.28125 -4.71875 L -6.28125 -5.875 L 0 -3.5 L 0 -2.375 L -6.28125 -0.0625 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-8\">\n",
       "<path style=\"stroke:none;\" d=\"M -6.28125 -4.6875 L -6.28125 -5.859375 C -5.875 -5.710938 -4.953125 -5.382812 -3.515625 -4.875 C -2.441406 -4.488281 -1.566406 -4.164062 -0.890625 -3.90625 C 0.710938 -3.300781 1.691406 -2.875 2.046875 -2.625 C 2.398438 -2.375 2.578125 -1.941406 2.578125 -1.328125 C 2.578125 -1.179688 2.566406 -1.066406 2.546875 -0.984375 C 2.535156 -0.910156 2.515625 -0.8125 2.484375 -0.6875 L 1.53125 -0.6875 C 1.582031 -0.875 1.613281 -1.007812 1.625 -1.09375 C 1.632812 -1.175781 1.640625 -1.25 1.640625 -1.3125 C 1.640625 -1.5 1.609375 -1.640625 1.546875 -1.734375 C 1.484375 -1.828125 1.40625 -1.90625 1.3125 -1.96875 C 1.28125 -1.988281 1.117188 -2.054688 0.828125 -2.171875 C 0.535156 -2.296875 0.320312 -2.382812 0.1875 -2.4375 L -6.28125 -0.125 L -6.28125 -1.3125 L -1.171875 -3 Z M -6.421875 -3 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-9\">\n",
       "<path style=\"stroke:none;\" d=\"M -8.390625 -3.25 C -8.390625 -4.332031 -7.941406 -5.117188 -7.046875 -5.609375 C -6.359375 -5.984375 -5.410156 -6.171875 -4.203125 -6.171875 C -3.066406 -6.171875 -2.125 -6 -1.375 -5.65625 C -0.300781 -5.164062 0.234375 -4.359375 0.234375 -3.234375 C 0.234375 -2.234375 -0.203125 -1.484375 -1.078125 -0.984375 C -1.816406 -0.578125 -2.800781 -0.375 -4.03125 -0.375 C -4.976562 -0.375 -5.796875 -0.5 -6.484375 -0.75 C -7.753906 -1.207031 -8.390625 -2.039062 -8.390625 -3.25 Z M -0.734375 -3.234375 C -0.734375 -3.785156 -0.972656 -4.222656 -1.453125 -4.546875 C -1.941406 -4.867188 -2.847656 -5.03125 -4.171875 -5.03125 C -5.117188 -5.03125 -5.898438 -4.910156 -6.515625 -4.671875 C -7.128906 -4.441406 -7.4375 -3.988281 -7.4375 -3.3125 C -7.4375 -2.6875 -7.144531 -2.226562 -6.5625 -1.9375 C -5.976562 -1.65625 -5.117188 -1.515625 -3.984375 -1.515625 C -3.128906 -1.515625 -2.441406 -1.609375 -1.921875 -1.796875 C -1.128906 -2.078125 -0.734375 -2.554688 -0.734375 -3.234375 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-10\">\n",
       "<path style=\"stroke:none;\" d=\"M -1.28125 -1.03125 L -1.28125 -2.25 L 0 -2.25 L 0 -1.03125 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-11\">\n",
       "<path style=\"stroke:none;\" d=\"M 0 -0.375 C -0.71875 -0.414062 -1.34375 -0.566406 -1.875 -0.828125 C -2.414062 -1.085938 -2.90625 -1.59375 -3.34375 -2.34375 L -4 -3.46875 C -4.289062 -3.96875 -4.539062 -4.320312 -4.75 -4.53125 C -5.070312 -4.851562 -5.441406 -5.015625 -5.859375 -5.015625 C -6.347656 -5.015625 -6.734375 -4.863281 -7.015625 -4.5625 C -7.304688 -4.269531 -7.453125 -3.882812 -7.453125 -3.40625 C -7.453125 -2.675781 -7.179688 -2.175781 -6.640625 -1.90625 C -6.335938 -1.75 -5.929688 -1.664062 -5.421875 -1.65625 L -5.421875 -0.578125 C -6.148438 -0.585938 -6.742188 -0.722656 -7.203125 -0.984375 C -8.015625 -1.441406 -8.421875 -2.25 -8.421875 -3.40625 C -8.421875 -4.363281 -8.160156 -5.0625 -7.640625 -5.5 C -7.117188 -5.945312 -6.539062 -6.171875 -5.90625 -6.171875 C -5.238281 -6.171875 -4.664062 -5.9375 -4.1875 -5.46875 C -3.90625 -5.195312 -3.566406 -4.707031 -3.171875 -4 L -2.734375 -3.1875 C -2.523438 -2.8125 -2.320312 -2.515625 -2.125 -2.296875 C -1.789062 -1.898438 -1.414062 -1.648438 -1 -1.546875 L -1 -6.140625 L 0 -6.140625 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-12\">\n",
       "<path style=\"stroke:none;\" d=\"M -2.96875 -3.96875 L -6.78125 -3.96875 L -2.96875 -1.28125 Z M 0 -3.984375 L -2.046875 -3.984375 L -2.046875 -0.3125 L -3.078125 -0.3125 L -8.421875 -4.15625 L -8.421875 -5.046875 L -2.96875 -5.046875 L -2.96875 -6.28125 L -2.046875 -6.28125 L -2.046875 -5.046875 L 0 -5.046875 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-13\">\n",
       "<path style=\"stroke:none;\" d=\"M -8.421875 -3.515625 C -8.421875 -4.453125 -8.175781 -5.101562 -7.6875 -5.46875 C -7.207031 -5.84375 -6.707031 -6.03125 -6.1875 -6.03125 L -6.1875 -4.984375 C -6.519531 -4.921875 -6.78125 -4.820312 -6.96875 -4.6875 C -7.320312 -4.425781 -7.5 -4.039062 -7.5 -3.53125 C -7.5 -2.9375 -7.222656 -2.460938 -6.671875 -2.109375 C -6.128906 -1.765625 -5.351562 -1.578125 -4.34375 -1.546875 C -4.695312 -1.785156 -4.960938 -2.085938 -5.140625 -2.453125 C -5.296875 -2.785156 -5.375 -3.160156 -5.375 -3.578125 C -5.375 -4.285156 -5.148438 -4.898438 -4.703125 -5.421875 C -4.253906 -5.941406 -3.582031 -6.203125 -2.6875 -6.203125 C -1.925781 -6.203125 -1.25 -5.953125 -0.65625 -5.453125 C -0.0703125 -4.960938 0.21875 -4.257812 0.21875 -3.34375 C 0.21875 -2.550781 -0.078125 -1.867188 -0.671875 -1.296875 C -1.273438 -0.734375 -2.28125 -0.453125 -3.6875 -0.453125 C -4.726562 -0.453125 -5.613281 -0.578125 -6.34375 -0.828125 C -7.726562 -1.316406 -8.421875 -2.210938 -8.421875 -3.515625 Z M -0.71875 -3.4375 C -0.71875 -3.988281 -0.90625 -4.398438 -1.28125 -4.671875 C -1.65625 -4.953125 -2.097656 -5.09375 -2.609375 -5.09375 C -3.035156 -5.09375 -3.441406 -4.96875 -3.828125 -4.71875 C -4.210938 -4.476562 -4.40625 -4.03125 -4.40625 -3.375 C -4.40625 -2.925781 -4.253906 -2.53125 -3.953125 -2.1875 C -3.660156 -1.84375 -3.210938 -1.671875 -2.609375 -1.671875 C -2.078125 -1.671875 -1.628906 -1.828125 -1.265625 -2.140625 C -0.898438 -2.453125 -0.71875 -2.882812 -0.71875 -3.4375 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-14\">\n",
       "<path style=\"stroke:none;\" d=\"M -4.875 -3.265625 C -4.875 -3.734375 -5.003906 -4.097656 -5.265625 -4.359375 C -5.523438 -4.617188 -5.832031 -4.75 -6.1875 -4.75 C -6.5 -4.75 -6.785156 -4.625 -7.046875 -4.375 C -7.316406 -4.125 -7.453125 -3.742188 -7.453125 -3.234375 C -7.453125 -2.722656 -7.316406 -2.351562 -7.046875 -2.125 C -6.785156 -1.894531 -6.484375 -1.78125 -6.140625 -1.78125 C -5.742188 -1.78125 -5.429688 -1.925781 -5.203125 -2.21875 C -4.984375 -2.519531 -4.875 -2.867188 -4.875 -3.265625 Z M -0.71875 -3.328125 C -0.71875 -3.816406 -0.847656 -4.222656 -1.109375 -4.546875 C -1.378906 -4.867188 -1.773438 -5.03125 -2.296875 -5.03125 C -2.835938 -5.03125 -3.25 -4.863281 -3.53125 -4.53125 C -3.8125 -4.195312 -3.953125 -3.769531 -3.953125 -3.25 C -3.953125 -2.75 -3.804688 -2.335938 -3.515625 -2.015625 C -3.234375 -1.703125 -2.835938 -1.546875 -2.328125 -1.546875 C -1.890625 -1.546875 -1.507812 -1.691406 -1.1875 -1.984375 C -0.875 -2.273438 -0.71875 -2.722656 -0.71875 -3.328125 Z M -4.46875 -1.828125 C -4.59375 -1.535156 -4.738281 -1.304688 -4.90625 -1.140625 C -5.21875 -0.835938 -5.625 -0.6875 -6.125 -0.6875 C -6.75 -0.6875 -7.285156 -0.910156 -7.734375 -1.359375 C -8.191406 -1.816406 -8.421875 -2.457031 -8.421875 -3.28125 C -8.421875 -4.09375 -8.207031 -4.722656 -7.78125 -5.171875 C -7.351562 -5.628906 -6.859375 -5.859375 -6.296875 -5.859375 C -5.773438 -5.859375 -5.347656 -5.726562 -5.015625 -5.46875 C -4.835938 -5.320312 -4.660156 -5.09375 -4.484375 -4.78125 C -4.328125 -5.125 -4.144531 -5.394531 -3.9375 -5.59375 C -3.539062 -5.96875 -3.03125 -6.15625 -2.40625 -6.15625 C -1.664062 -6.15625 -1.039062 -5.90625 -0.53125 -5.40625 C -0.0195312 -4.914062 0.234375 -4.21875 0.234375 -3.3125 C 0.234375 -2.488281 0.015625 -1.796875 -0.421875 -1.234375 C -0.867188 -0.671875 -1.515625 -0.390625 -2.359375 -0.390625 C -2.847656 -0.390625 -3.273438 -0.507812 -3.640625 -0.75 C -4.003906 -0.988281 -4.28125 -1.347656 -4.46875 -1.828125 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-15\">\n",
       "<path style=\"stroke:none;\" d=\"M -5.9375 -1.15625 L -6.75 -1.15625 C -6.820312 -1.914062 -6.945312 -2.441406 -7.125 -2.734375 C -7.300781 -3.035156 -7.710938 -3.265625 -8.359375 -3.421875 L -8.359375 -4.25 L 0 -4.25 L 0 -3.125 L -5.9375 -3.125 Z \"/>\n",
       "</symbol>\n",
       "</g>\n",
       "<clipPath id=\"clip1\">\n",
       "  <path d=\"M 59.039062 30.238281 L 474.757812 30.238281 L 474.757812 445.957031 L 59.039062 445.957031 Z \"/>\n",
       "</clipPath>\n",
       "</defs>\n",
       "<g id=\"surface16\">\n",
       "<rect x=\"0\" y=\"0\" width=\"504\" height=\"504\" style=\"fill:rgb(100%,100%,100%);fill-opacity:1;stroke:none;\"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph0-1\" x=\"239.390625\" y=\"492.480469\"/>\n",
       "  <use xlink:href=\"#glyph0-2\" x=\"247.394531\" y=\"492.480469\"/>\n",
       "  <use xlink:href=\"#glyph0-3\" x=\"254.068359\" y=\"492.480469\"/>\n",
       "  <use xlink:href=\"#glyph0-4\" x=\"260.742188\" y=\"492.480469\"/>\n",
       "  <use xlink:href=\"#glyph0-5\" x=\"266.742188\" y=\"492.480469\"/>\n",
       "  <use xlink:href=\"#glyph0-6\" x=\"269.408203\" y=\"492.480469\"/>\n",
       "  <use xlink:href=\"#glyph0-5\" x=\"272.742188\" y=\"492.480469\"/>\n",
       "  <use xlink:href=\"#glyph0-4\" x=\"275.408203\" y=\"492.480469\"/>\n",
       "  <use xlink:href=\"#glyph0-5\" x=\"281.408203\" y=\"492.480469\"/>\n",
       "  <use xlink:href=\"#glyph0-7\" x=\"284.074219\" y=\"492.480469\"/>\n",
       "  <use xlink:href=\"#glyph0-8\" x=\"287.408203\" y=\"492.480469\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph1-1\" x=\"20.160156\" y=\"264.609375\"/>\n",
       "  <use xlink:href=\"#glyph1-2\" x=\"20.160156\" y=\"256.605469\"/>\n",
       "  <use xlink:href=\"#glyph1-3\" x=\"20.160156\" y=\"249.931641\"/>\n",
       "  <use xlink:href=\"#glyph1-4\" x=\"20.160156\" y=\"243.257812\"/>\n",
       "  <use xlink:href=\"#glyph1-5\" x=\"20.160156\" y=\"237.257812\"/>\n",
       "  <use xlink:href=\"#glyph1-6\" x=\"20.160156\" y=\"234.591797\"/>\n",
       "  <use xlink:href=\"#glyph1-5\" x=\"20.160156\" y=\"231.257812\"/>\n",
       "  <use xlink:href=\"#glyph1-7\" x=\"20.160156\" y=\"228.591797\"/>\n",
       "  <use xlink:href=\"#glyph1-5\" x=\"20.160156\" y=\"222.591797\"/>\n",
       "  <use xlink:href=\"#glyph1-6\" x=\"20.160156\" y=\"219.925781\"/>\n",
       "  <use xlink:href=\"#glyph1-8\" x=\"20.160156\" y=\"216.591797\"/>\n",
       "</g>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 59.039062 444.960938 L 473.761719 444.960938 L 473.761719 30.238281 L 59.039062 30.238281 L 59.039062 444.960938 \"/>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 59.039062 429.601562 L 59.039062 45.601562 \"/>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 59.039062 429.601562 L 51.839844 429.601562 \"/>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 59.039062 352.800781 L 51.839844 352.800781 \"/>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 59.039062 276 L 51.839844 276 \"/>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 59.039062 199.199219 L 51.839844 199.199219 \"/>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 59.039062 122.398438 L 51.839844 122.398438 \"/>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 59.039062 45.601562 L 51.839844 45.601562 \"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph1-9\" x=\"41.761719\" y=\"437.941406\"/>\n",
       "  <use xlink:href=\"#glyph1-10\" x=\"41.761719\" y=\"431.267578\"/>\n",
       "  <use xlink:href=\"#glyph1-9\" x=\"41.761719\" y=\"427.933594\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph1-9\" x=\"41.761719\" y=\"361.140625\"/>\n",
       "  <use xlink:href=\"#glyph1-10\" x=\"41.761719\" y=\"354.466797\"/>\n",
       "  <use xlink:href=\"#glyph1-11\" x=\"41.761719\" y=\"351.132812\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph1-9\" x=\"41.761719\" y=\"284.339844\"/>\n",
       "  <use xlink:href=\"#glyph1-10\" x=\"41.761719\" y=\"277.666016\"/>\n",
       "  <use xlink:href=\"#glyph1-12\" x=\"41.761719\" y=\"274.332031\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph1-9\" x=\"41.761719\" y=\"207.539062\"/>\n",
       "  <use xlink:href=\"#glyph1-10\" x=\"41.761719\" y=\"200.865234\"/>\n",
       "  <use xlink:href=\"#glyph1-13\" x=\"41.761719\" y=\"197.53125\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph1-9\" x=\"41.761719\" y=\"130.738281\"/>\n",
       "  <use xlink:href=\"#glyph1-10\" x=\"41.761719\" y=\"124.064453\"/>\n",
       "  <use xlink:href=\"#glyph1-14\" x=\"41.761719\" y=\"120.730469\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph1-15\" x=\"41.761719\" y=\"53.941406\"/>\n",
       "  <use xlink:href=\"#glyph1-10\" x=\"41.761719\" y=\"47.267578\"/>\n",
       "  <use xlink:href=\"#glyph1-9\" x=\"41.761719\" y=\"43.933594\"/>\n",
       "</g>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 458.398438 444.960938 L 74.398438 444.960938 \"/>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 458.398438 444.960938 L 458.398438 452.160156 \"/>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 381.601562 444.960938 L 381.601562 452.160156 \"/>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 304.800781 444.960938 L 304.800781 452.160156 \"/>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 228 444.960938 L 228 452.160156 \"/>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 151.199219 444.960938 L 151.199219 452.160156 \"/>\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 74.398438 444.960938 L 74.398438 452.160156 \"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph0-9\" x=\"66.058594\" y=\"470.878906\"/>\n",
       "  <use xlink:href=\"#glyph0-10\" x=\"72.732422\" y=\"470.878906\"/>\n",
       "  <use xlink:href=\"#glyph0-11\" x=\"76.066406\" y=\"470.878906\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph0-11\" x=\"142.859375\" y=\"470.878906\"/>\n",
       "  <use xlink:href=\"#glyph0-10\" x=\"149.533203\" y=\"470.878906\"/>\n",
       "  <use xlink:href=\"#glyph0-12\" x=\"152.867188\" y=\"470.878906\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph0-11\" x=\"219.660156\" y=\"470.878906\"/>\n",
       "  <use xlink:href=\"#glyph0-10\" x=\"226.333984\" y=\"470.878906\"/>\n",
       "  <use xlink:href=\"#glyph0-13\" x=\"229.667969\" y=\"470.878906\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph0-11\" x=\"296.460938\" y=\"470.878906\"/>\n",
       "  <use xlink:href=\"#glyph0-10\" x=\"303.134766\" y=\"470.878906\"/>\n",
       "  <use xlink:href=\"#glyph0-14\" x=\"306.46875\" y=\"470.878906\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph0-11\" x=\"373.261719\" y=\"470.878906\"/>\n",
       "  <use xlink:href=\"#glyph0-10\" x=\"379.935547\" y=\"470.878906\"/>\n",
       "  <use xlink:href=\"#glyph0-15\" x=\"383.269531\" y=\"470.878906\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph0-11\" x=\"450.058594\" y=\"470.878906\"/>\n",
       "  <use xlink:href=\"#glyph0-10\" x=\"456.732422\" y=\"470.878906\"/>\n",
       "  <use xlink:href=\"#glyph0-11\" x=\"460.066406\" y=\"470.878906\"/>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip1)\" clip-rule=\"nonzero\">\n",
       "<path style=\"fill:none;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(66.27451%,66.27451%,66.27451%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 59.039062 444.960938 L 473.761719 30.238281 \"/>\n",
       "</g>\n",
       "<path style=\"fill:none;stroke-width:1.5;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 458.398438 45.601562 L 458.398438 53.007812 L 458.136719 53.144531 L 458.136719 53.707031 L 457.871094 53.792969 L 457.871094 54.320312 L 457.605469 54.421875 L 457.605469 54.578125 L 457.339844 54.644531 L 457.339844 55.039062 L 457.074219 55.175781 L 457.074219 55.3125 L 456.8125 55.34375 L 456.8125 55.585938 L 456.546875 55.636719 L 456.546875 55.753906 L 456.015625 55.992188 L 456.015625 56.097656 L 455.488281 56.199219 L 455.488281 56.472656 L 455.222656 56.625 L 455.222656 57.121094 L 454.957031 57.238281 L 454.691406 57.34375 L 454.691406 57.496094 L 454.425781 57.613281 L 454.425781 58.109375 L 454.164062 58.195312 L 454.164062 58.691406 L 453.898438 58.792969 L 453.898438 59.183594 L 453.632812 59.269531 L 453.367188 59.441406 L 453.367188 59.507812 L 453.101562 59.628906 L 453.101562 60.039062 L 452.574219 60.261719 L 452.574219 60.429688 L 452.042969 60.550781 L 451.78125 60.773438 L 451.515625 60.925781 L 451.25 61.027344 L 450.984375 61.183594 L 450.457031 61.335938 L 450.191406 61.4375 L 450.191406 61.726562 L 449.925781 61.847656 L 449.925781 61.949219 L 449.660156 62.1875 L 449.660156 62.324219 L 449.394531 62.445312 L 449.132812 62.597656 L 448.601562 62.820312 L 448.070312 62.972656 L 448.070312 63.144531 L 447.808594 63.265625 L 447.808594 63.808594 L 447.542969 63.980469 L 447.277344 64.101562 L 446.484375 64.304688 L 446.21875 64.527344 L 446.21875 64.953125 L 445.421875 65.191406 L 445.421875 65.464844 L 445.160156 65.703125 L 445.160156 66.0625 L 444.628906 66.285156 L 444.097656 66.574219 L 443.570312 66.695312 L 443.570312 67.292969 L 443.039062 67.410156 L 442.773438 67.703125 L 442.246094 68.042969 L 441.980469 68.214844 L 441.714844 68.382812 L 441.449219 68.605469 L 440.921875 68.964844 L 440.125 69.203125 L 439.597656 69.441406 L 439.597656 69.730469 L 439.066406 70.023438 L 439.066406 70.277344 L 437.742188 70.449219 L 437.214844 70.773438 L 436.949219 71.132812 L 435.625 71.421875 L 434.832031 71.695312 L 434.566406 71.933594 L 433.769531 72.34375 L 433.242188 72.566406 L 432.445312 72.890625 L 431.386719 73.128906 L 431.121094 73.316406 L 430.0625 73.503906 L 429.269531 73.878906 L 427.414062 74.117188 L 426.621094 74.546875 L 426.355469 74.851562 L 425.828125 75.089844 L 425.296875 75.398438 L 425.296875 75.585938 L 425.03125 75.960938 L 424.765625 76.167969 L 423.972656 76.40625 L 423.707031 76.730469 L 422.914062 77.089844 L 422.117188 77.394531 L 421.589844 77.703125 L 421.589844 78.128906 L 421.324219 78.402344 L 420.792969 78.65625 L 420.265625 79.035156 L 420 79.496094 L 419.734375 79.851562 L 419.46875 80.3125 L 418.941406 80.570312 L 417.882812 81.097656 L 417.351562 81.40625 L 416.558594 81.660156 L 416.027344 82.089844 L 415.234375 82.445312 L 414.4375 82.941406 L 413.910156 83.164062 L 413.378906 83.660156 L 412.320312 84.035156 L 411.261719 84.460938 L 410.730469 84.820312 L 410.203125 85.261719 L 409.140625 85.722656 L 409.140625 86.167969 L 408.082031 86.59375 L 407.289062 87.003906 L 405.433594 87.566406 L 404.640625 87.976562 L 403.84375 88.402344 L 402.257812 88.8125 L 401.460938 89.460938 L 400.933594 89.835938 L 400.402344 90.261719 L 399.078125 90.722656 L 398.550781 91.253906 L 398.019531 91.714844 L 397.488281 92.191406 L 396.164062 92.566406 L 394.839844 93.148438 L 392.722656 93.453125 L 391.929688 94.019531 L 391.664062 94.699219 L 389.542969 95.246094 L 387.957031 95.828125 L 386.632812 96.492188 L 384.777344 96.902344 L 382.660156 97.449219 L 381.863281 98.046875 L 380.804688 98.523438 L 379.214844 99.207031 L 377.628906 99.871094 L 376.304688 100.351562 L 375.773438 100.914062 L 374.714844 101.441406 L 374.183594 102.125 L 373.921875 102.601562 L 372.597656 103.335938 L 371.535156 103.660156 L 370.476562 104.480469 L 369.683594 105.179688 L 368.359375 105.761719 L 366.769531 106.476562 L 364.386719 107.125 L 361.207031 108.097656 L 359.355469 108.796875 L 358.296875 109.582031 L 357.765625 110.417969 L 356.707031 111.1875 L 355.117188 112.074219 L 351.675781 112.894531 L 349.292969 113.765625 L 348.230469 114.652344 L 343.996094 115.453125 L 341.875 116.085938 L 340.285156 117.195312 L 338.433594 118.304688 L 337.375 119.3125 L 334.195312 120.574219 L 332.871094 121.632812 L 332.605469 122.621094 L 331.546875 123.507812 L 329.957031 124.585938 L 327.839844 125.644531 L 326.515625 126.871094 L 324.132812 128.1875 L 322.277344 129.378906 L 321.75 130.421875 L 320.160156 131.753906 L 318.304688 132.914062 L 317.511719 134.175781 L 316.71875 135.386719 L 314.332031 136.820312 L 311.949219 137.863281 L 310.890625 139.007812 L 307.976562 140.03125 L 306.390625 141.480469 L 304.003906 142.847656 L 302.417969 144.144531 L 300.03125 145.507812 L 298.445312 146.824219 L 297.121094 148.050781 L 294.738281 149.945312 L 293.148438 151.550781 L 289.96875 153.136719 L 288.117188 155.101562 L 287.054688 156.652344 L 285.203125 158.292969 L 283.878906 159.863281 L 281.496094 161.398438 L 280.699219 163.105469 L 279.640625 164.691406 L 277.789062 166.140625 L 277.257812 167.832031 L 275.933594 169.707031 L 274.609375 171.570312 L 273.550781 173.703125 L 272.226562 175.390625 L 270.371094 177.355469 L 268.519531 179.179688 L 267.195312 181.398438 L 263.222656 183.601562 L 260.574219 185.835938 L 257.925781 187.902344 L 257.132812 189.695312 L 255.277344 191.535156 L 254.484375 193.703125 L 252.894531 196.164062 L 250.773438 198.226562 L 247.332031 200.429688 L 245.480469 202.816406 L 243.09375 205.445312 L 239.386719 208.007812 L 236.210938 210.550781 L 232.765625 213.109375 L 229.058594 215.601562 L 225.351562 218.246094 L 220.054688 220.910156 L 216.082031 223.726562 L 213.433594 226.574219 L 208.667969 229.304688 L 204.960938 232.273438 L 201.515625 235.347656 L 200.457031 238.503906 L 197.28125 241.320312 L 194.367188 244.015625 L 190.128906 247.003906 L 186.421875 250.007812 L 184.566406 253.097656 L 181.921875 256.816406 L 179.007812 260.433594 L 175.5625 264.019531 L 173.445312 267.210938 L 169.472656 270.847656 L 167.089844 274.632812 L 164.707031 278.253906 L 160.46875 282.210938 L 158.085938 286.15625 L 153.054688 290.199219 L 148.550781 293.972656 L 146.167969 297.898438 L 143.519531 302.078125 L 140.605469 306.105469 L 137.957031 311.039062 L 135.046875 315.203125 L 131.339844 319.554688 L 128.953125 324.382812 L 125.246094 328.582031 L 120.746094 333.035156 L 115.714844 337.507812 L 113.59375 342.578125 L 109.355469 347.664062 L 104.324219 352.730469 L 101.148438 358.277344 L 96.910156 363.671875 L 92.410156 369.578125 L 89.230469 375.992188 L 86.316406 382.019531 L 83.402344 388.707031 L 81.285156 395.621094 L 77.84375 403.453125 L 75.988281 411.578125 L 75.195312 419.753906 L 74.398438 429.601562 \"/>\n",
       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "##%%R\n",
    "\n",
    "load(\"combined-gevers-suchodolski/classifier/rstuff.Rdata\")\n",
    "human = big.tuned.list$IBD_STATUS$rf\n",
    "pred = pred = human$pred$IBD\n",
    "ref = (as.character(human$pred$obs) == 'IBD')\n",
    "\n",
    "library(pROC)\n",
    "plot.roc(ref, pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Taken from hack_ml, thanks Zech!\n",
    "plot.rf.roc <- function(models, labels, colors=c('red', 'black'), out='roc.pdf') {\n",
    "    ## models is a list of models\n",
    "    ## this only apply to random forest model\n",
    "    require(caret)\n",
    "    require(pROC)\n",
    "    pdf(out)\n",
    "    for (ii in 1:length(models)) {\n",
    "        model = models[[ii]]\n",
    "        pred <- model[['pred']]\n",
    "        pred.tuned <- pred[ pred[['mtry']] == model[['bestTune']][1,'mtry'], ]\n",
    "        response <- factor(pred.tuned[['obs']])\n",
    "        prediction <- pred.tuned[[levels(response)[1]]]\n",
    "        tuned.roc <- roc(response = response,\n",
    "                         predictor = prediction)\n",
    "        labels[ii] <- paste(labels[ii], ' (AUC:', round(tuned.roc$auc[1],3), ')', sep='')\n",
    "        ## plot(tuned.roc, percent=TRUE)\n",
    "        if (ii==1) {\n",
    "            plot.roc(response, prediction,\n",
    "                     main='ROC', print.thres=seq(0.4, 0.9, 0.1),# print.auc=T,\n",
    "                     percent=TRUE, col=colors[ii])\n",
    "        } else {\n",
    "            lines.roc(response, prediction,\n",
    "                      percent=TRUE, col=colors[ii], add=T)\n",
    "        }\n",
    "    }\n",
    "\n",
    "    legend(\"bottomright\", legend=labels, col=colors, lwd=2)\n",
    "    dev.off()\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<strong>quartz:</strong> 2"
      ],
      "text/latex": [
       "\\textbf{quartz:} 2"
      ],
      "text/markdown": [
       "**quartz:** 2"
      ],
      "text/plain": [
       "quartz \n",
       "     2 "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot.rf.roc(list(dog, human), list(\"Dogs\", \"Humans\"), c(\"#1f78b4\", \"#a6cee3\"),\n",
    "            out=\"combined-gevers-suchodolski/roc-curve.pdf\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# View the table of feature importances."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading required package: lattice\n",
      "Loading required package: ggplot2\n",
      "Warning message:\n",
      ": package ‘ggplot2’ was built under R version 3.2.3"
     ]
    }
   ],
   "source": [
    "load(\"classifier/rstuff.Rdata\")\n",
    "library(caret)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading required package: randomForest\n",
      "randomForest 4.6-12\n",
      "Type rfNews() to see new features/changes/bug fixes.\n",
      "\n",
      "Attaching package: ‘randomForest’\n",
      "\n",
      "The following object is masked from ‘package:ggplot2’:\n",
      "\n",
      "    margin\n",
      "\n"
     ]
    }
   ],
   "source": [
    "classifierResults = big.tuned.list$disease_stat$rf\n",
    "importance = varImp(classifierResults)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "rf variable importance\n",
       "\n",
       "  only 20 most important variables shown (out of 801)\n",
       "\n",
       "        Importance\n",
       "592170      100.00\n",
       "594227       92.51\n",
       "355269       89.11\n",
       "364903       88.10\n",
       "368219       87.26\n",
       "1113256      87.16\n",
       "582379       85.32\n",
       "195651       83.10\n",
       "308081       82.11\n",
       "571458       81.80\n",
       "363507       80.18\n",
       "540982       79.78\n",
       "4070491      79.00\n",
       "1654477      78.97\n",
       "354283       78.35\n",
       "191593       76.76\n",
       "845273       76.16\n",
       "592866       76.08\n",
       "360238       73.48\n",
       "328283       70.52"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "importance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.2.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}