example_data/demographic_models_enterovirus.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Comparing demographic models in an *Enterovirus* data set"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this example we compare the constant-size coalescent (CSC) and the exponential growth (EGC) model for an *Enterovirus* data set under the strict clock. We conducted ten cross-validation replicates using 50% of the data as training and test set. \n",
    "\n",
    "- The first step is to fetch the names of the test data files in this directory:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>'enterovir_test_1.fasta'</li>\n",
       "\t<li>'enterovir_test_10.fasta'</li>\n",
       "\t<li>'enterovir_test_2.fasta'</li>\n",
       "\t<li>'enterovir_test_3.fasta'</li>\n",
       "\t<li>'enterovir_test_4.fasta'</li>\n",
       "\t<li>'enterovir_test_5.fasta'</li>\n",
       "\t<li>'enterovir_test_6.fasta'</li>\n",
       "\t<li>'enterovir_test_7.fasta'</li>\n",
       "\t<li>'enterovir_test_8.fasta'</li>\n",
       "\t<li>'enterovir_test_9.fasta'</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'enterovir_test_1.fasta'\n",
       "\\item 'enterovir_test_10.fasta'\n",
       "\\item 'enterovir_test_2.fasta'\n",
       "\\item 'enterovir_test_3.fasta'\n",
       "\\item 'enterovir_test_4.fasta'\n",
       "\\item 'enterovir_test_5.fasta'\n",
       "\\item 'enterovir_test_6.fasta'\n",
       "\\item 'enterovir_test_7.fasta'\n",
       "\\item 'enterovir_test_8.fasta'\n",
       "\\item 'enterovir_test_9.fasta'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'enterovir_test_1.fasta'\n",
       "2. 'enterovir_test_10.fasta'\n",
       "3. 'enterovir_test_2.fasta'\n",
       "4. 'enterovir_test_3.fasta'\n",
       "5. 'enterovir_test_4.fasta'\n",
       "6. 'enterovir_test_5.fasta'\n",
       "7. 'enterovir_test_6.fasta'\n",
       "8. 'enterovir_test_7.fasta'\n",
       "9. 'enterovir_test_8.fasta'\n",
       "10. 'enterovir_test_9.fasta'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       " [1] \"enterovir_test_1.fasta\"  \"enterovir_test_10.fasta\"\n",
       " [3] \"enterovir_test_2.fasta\"  \"enterovir_test_3.fasta\" \n",
       " [5] \"enterovir_test_4.fasta\"  \"enterovir_test_5.fasta\" \n",
       " [7] \"enterovir_test_6.fasta\"  \"enterovir_test_7.fasta\" \n",
       " [9] \"enterovir_test_8.fasta\"  \"enterovir_test_9.fasta\" "
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_data_files <- dir(pattern ='enterovir_test.+fasta')\n",
    "test_data_files"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- The likelihoods will be computed using the P4 Python package. But we will run P4 through the terminal and import the results into R. To do this, we need a function to capture the P4 output and convert it into numeric values that we can use later. The R funcion below has some regular expressions to handle the P4 output:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "capture_likelihood <- function(x){\n",
    "    str_liks <- grep('^Tree', x, value = T)\n",
    "    num_liks <- as.numeric(gsub('[A-Z]|[a-z]|[(]|[a-z][.][a-z]|[)][.]', '', str_liks))\n",
    "    return(num_liks)\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- In the cell below we make a matrix with two columns, one for each of the models (CSC and EGC). The rows correspond to a cross-validation replicate. We use the names of the files above to make the input names of BEAST2 log files and phylograms. We use these as input for a P4 script calleed *cv_p_likelihoods.py* in the *scripts* folder in this repository. We run the P4 script using *system*, which runs terminal commands through R."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Analysing cross-validation replicate 1 \n",
      "Analysing cross-validation replicate 2 \n",
      "Analysing cross-validation replicate 3 \n",
      "Analysing cross-validation replicate 4 \n",
      "Analysing cross-validation replicate 5 \n",
      "Analysing cross-validation replicate 6 \n",
      "Analysing cross-validation replicate 7 \n",
      "Analysing cross-validation replicate 8 \n",
      "Analysing cross-validation replicate 9 \n",
      "Analysing cross-validation replicate 10 \n"
     ]
    }
   ],
   "source": [
    "model_likelihoods <- matrix(NA, 10, 2)\n",
    "colnames(model_likelihoods) <- c('SC_CSC', 'SC_EGC')\n",
    "\n",
    "for(i in 1:length(test_data_files)){\n",
    "    temp_1 <- gsub('test', 'training', test_data_files[i])\n",
    "    cat('Analysing cross-validation replicate', i, '\\n')\n",
    "    # Use grep to specify strict clock constant size input files and calculate likelihoods\n",
    "    log_sc <- gsub('.fasta', '_strict_constant.log', temp_1)\n",
    "    phylogs_sc <- gsub('.fasta', '_strict_constant_phylogs.trees', temp_1)\n",
    "    x <- system(paste('python ../scripts/cv_p4_likelihoods.py', test_data_files[i], log_sc, \n",
    "             phylogs_sc), intern = T)\n",
    "    \n",
    "    model_likelihoods[i, 'SC_CSC'] <- mean(capture_likelihood(x))\n",
    "    \n",
    "    # Same as above for the SC+EGC model. Note that the test and traing \n",
    "    #set is the same but we use a different posterior run\n",
    "    log_se <- gsub('.fasta', '_strict_exponential.log', temp_1)\n",
    "    phylogs_se <- gsub('.fasta', '_strict_exponential_phylogs.trees', temp_1)\n",
    "    x <- system(paste('python ../scripts/cv_p4_likelihoods.py', test_data_files[i], log_se, \n",
    "             phylogs_se), intern = T)\n",
    "    \n",
    "    model_likelihoods[i, 'SC_EGC'] <- mean(capture_likelihood(x))\n",
    "    \n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- The matrix *model_likelihoods* contains the mean likelihood of the test set under the posterior of each of the training sets. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>SC_CSC</th><th scope=col>SC_EGC</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>-1146.990</td><td>-1134.049</td></tr>\n",
       "\t<tr><td>-1082.970</td><td>-1078.586</td></tr>\n",
       "\t<tr><td>-1185.409</td><td>-1174.723</td></tr>\n",
       "\t<tr><td>-1111.281</td><td>-1111.598</td></tr>\n",
       "\t<tr><td>-1087.105</td><td>-1074.613</td></tr>\n",
       "\t<tr><td>-1094.480</td><td>-1087.171</td></tr>\n",
       "\t<tr><td>-1100.467</td><td>-1094.787</td></tr>\n",
       "\t<tr><td>-1174.443</td><td>-1173.751</td></tr>\n",
       "\t<tr><td>-1238.835</td><td>-1213.014</td></tr>\n",
       "\t<tr><td>-1072.361</td><td>-1080.401</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{ll}\n",
       " SC_CSC & SC_EGC\\\\\n",
       "\\hline\n",
       "\t -1146.990 & -1134.049\\\\\n",
       "\t -1082.970 & -1078.586\\\\\n",
       "\t -1185.409 & -1174.723\\\\\n",
       "\t -1111.281 & -1111.598\\\\\n",
       "\t -1087.105 & -1074.613\\\\\n",
       "\t -1094.480 & -1087.171\\\\\n",
       "\t -1100.467 & -1094.787\\\\\n",
       "\t -1174.443 & -1173.751\\\\\n",
       "\t -1238.835 & -1213.014\\\\\n",
       "\t -1072.361 & -1080.401\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "1. -1146.98990076238\n",
       "2. -1082.97036592079\n",
       "3. -1185.40880762376\n",
       "4. -1111.28063125743\n",
       "5. -1087.10454216832\n",
       "6. -1094.47970716832\n",
       "7. -1100.4670819703\n",
       "8. -1174.4431270297\n",
       "9. -1238.8354769505\n",
       "10. -1072.36096548515\n",
       "11. -1134.04920915842\n",
       "12. -1078.58615335644\n",
       "13. -1174.7230190495\n",
       "14. -1111.59779424752\n",
       "15. -1074.61277515842\n",
       "16. -1087.17060656436\n",
       "17. -1094.78725849505\n",
       "18. -1173.75056995049\n",
       "19. -1213.01428752475\n",
       "20. -1080.40137136634\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "         SC_CSC    SC_EGC\n",
       " [1,] -1146.990 -1134.049\n",
       " [2,] -1082.970 -1078.586\n",
       " [3,] -1185.409 -1174.723\n",
       " [4,] -1111.281 -1111.598\n",
       " [5,] -1087.105 -1074.613\n",
       " [6,] -1094.480 -1087.171\n",
       " [7,] -1100.467 -1094.787\n",
       " [8,] -1174.443 -1173.751\n",
       " [9,] -1238.835 -1213.014\n",
       "[10,] -1072.361 -1080.401"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_likelihoods"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Overall, it seems that the right-hand column has higher likelihoods. To select the best model, we take the average:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<dl class=dl-horizontal>\n",
       "\t<dt>SC_CSC</dt>\n",
       "\t\t<dd>-1129.43406063366</dd>\n",
       "\t<dt>SC_EGC</dt>\n",
       "\t\t<dd>-1122.26930448713</dd>\n",
       "</dl>\n"
      ],
      "text/latex": [
       "\\begin{description*}\n",
       "\\item[SC_CSC] -1129.43406063366\n",
       "\\item[SC_EGC] -1122.26930448713\n",
       "\\end{description*}\n"
      ],
      "text/markdown": [
       "SC_CSC\n",
       ":   -1129.43406063366SC_EGC\n",
       ":   -1122.26930448713\n",
       "\n"
      ],
      "text/plain": [
       "   SC_CSC    SC_EGC \n",
       "-1129.434 -1122.269 "
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "colMeans(model_likelihoods)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- This suggests that the EGC is a better fit to these data. To confirm this, we can have a quick look at the growth rate estimated for one of the trainig sets:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "training_log_1 <- read.table('enterovir_training_1_strict_exponential.log', head = T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "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 1.078125 0 L 1.078125 -10.375 L 9.4375 -10.375 L 9.4375 0 Z M 8.140625 -1.296875 L 8.140625 -9.078125 L 2.375 -9.078125 L 2.375 -1.296875 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-1\">\n",
       "<path style=\"stroke:none;\" d=\"M 8.0625 -7.125 C 7.90625 -7.832031 7.503906 -8.328125 6.859375 -8.609375 C 6.503906 -8.765625 6.109375 -8.84375 5.671875 -8.84375 C 4.835938 -8.84375 4.148438 -8.523438 3.609375 -7.890625 C 3.078125 -7.265625 2.8125 -6.320312 2.8125 -5.0625 C 2.8125 -3.78125 3.101562 -2.875 3.6875 -2.34375 C 4.269531 -1.8125 4.929688 -1.546875 5.671875 -1.546875 C 6.398438 -1.546875 6.992188 -1.753906 7.453125 -2.171875 C 7.921875 -2.597656 8.207031 -3.148438 8.3125 -3.828125 L 5.921875 -3.828125 L 5.921875 -5.5625 L 10.234375 -5.5625 L 10.234375 0 L 8.796875 0 L 8.578125 -1.296875 C 8.160156 -0.804688 7.785156 -0.457031 7.453125 -0.25 C 6.878906 0.101562 6.175781 0.28125 5.34375 0.28125 C 3.96875 0.28125 2.84375 -0.195312 1.96875 -1.15625 C 1.050781 -2.113281 0.59375 -3.421875 0.59375 -5.078125 C 0.59375 -6.753906 1.054688 -8.097656 1.984375 -9.109375 C 2.910156 -10.128906 4.132812 -10.640625 5.65625 -10.640625 C 6.96875 -10.640625 8.023438 -10.300781 8.828125 -9.625 C 9.628906 -8.957031 10.085938 -8.125 10.203125 -7.125 Z M 5.640625 -10.640625 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-2\">\n",
       "<path style=\"stroke:none;\" d=\"M 5.09375 -7.84375 C 5.132812 -7.84375 5.164062 -7.84375 5.1875 -7.84375 C 5.21875 -7.84375 5.273438 -7.84375 5.359375 -7.84375 L 5.359375 -5.78125 C 5.234375 -5.789062 5.117188 -5.796875 5.015625 -5.796875 C 4.921875 -5.804688 4.847656 -5.8125 4.796875 -5.8125 C 3.984375 -5.8125 3.441406 -5.550781 3.171875 -5.03125 C 3.015625 -4.738281 2.9375 -4.285156 2.9375 -3.671875 L 2.9375 0 L 0.921875 0 L 0.921875 -7.671875 L 2.828125 -7.671875 L 2.828125 -6.328125 C 3.140625 -6.835938 3.410156 -7.1875 3.640625 -7.375 C 4.015625 -7.6875 4.5 -7.84375 5.09375 -7.84375 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-3\">\n",
       "<path style=\"stroke:none;\" d=\"M 4.375 -1.40625 C 4.957031 -1.40625 5.40625 -1.613281 5.71875 -2.03125 C 6.039062 -2.457031 6.203125 -3.050781 6.203125 -3.8125 C 6.203125 -4.582031 6.039062 -5.175781 5.71875 -5.59375 C 5.40625 -6.007812 4.957031 -6.21875 4.375 -6.21875 C 3.789062 -6.21875 3.335938 -6.007812 3.015625 -5.59375 C 2.703125 -5.175781 2.546875 -4.582031 2.546875 -3.8125 C 2.546875 -3.050781 2.703125 -2.457031 3.015625 -2.03125 C 3.335938 -1.613281 3.789062 -1.40625 4.375 -1.40625 Z M 8.296875 -3.8125 C 8.296875 -2.6875 7.972656 -1.722656 7.328125 -0.921875 C 6.679688 -0.128906 5.695312 0.265625 4.375 0.265625 C 3.0625 0.265625 2.082031 -0.128906 1.4375 -0.921875 C 0.789062 -1.722656 0.46875 -2.6875 0.46875 -3.8125 C 0.46875 -4.925781 0.789062 -5.882812 1.4375 -6.6875 C 2.082031 -7.5 3.0625 -7.90625 4.375 -7.90625 C 5.695312 -7.90625 6.679688 -7.5 7.328125 -6.6875 C 7.972656 -5.882812 8.296875 -4.925781 8.296875 -3.8125 Z M 4.375 -7.875 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-4\">\n",
       "<path style=\"stroke:none;\" d=\"M 4.546875 -7.671875 L 6.578125 -7.671875 L 7.75 -2.140625 L 8.953125 -7.671875 L 11.03125 -7.671875 L 8.8125 0 L 6.75 0 L 5.546875 -5.578125 L 4.328125 0 L 2.25 0 L 0.09375 -7.671875 L 2.25 -7.671875 L 3.453125 -2.171875 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-5\">\n",
       "<path style=\"stroke:none;\" d=\"M 0.140625 -6.171875 L 0.140625 -7.59375 L 1.21875 -7.59375 L 1.21875 -9.734375 L 3.203125 -9.734375 L 3.203125 -7.59375 L 4.453125 -7.59375 L 4.453125 -6.171875 L 3.203125 -6.171875 L 3.203125 -2.125 C 3.203125 -1.800781 3.238281 -1.597656 3.3125 -1.515625 C 3.394531 -1.441406 3.640625 -1.40625 4.046875 -1.40625 C 4.109375 -1.40625 4.171875 -1.40625 4.234375 -1.40625 C 4.304688 -1.414062 4.378906 -1.421875 4.453125 -1.421875 L 4.453125 0.078125 L 3.5 0.109375 C 2.550781 0.140625 1.898438 -0.0234375 1.546875 -0.390625 C 1.328125 -0.617188 1.21875 -0.972656 1.21875 -1.453125 L 1.21875 -6.171875 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-6\">\n",
       "<path style=\"stroke:none;\" d=\"M 5.15625 -7.859375 C 5.632812 -7.859375 6.066406 -7.773438 6.453125 -7.609375 C 6.835938 -7.453125 7.15625 -7.203125 7.40625 -6.859375 C 7.613281 -6.578125 7.738281 -6.285156 7.78125 -5.984375 C 7.832031 -5.679688 7.859375 -5.1875 7.859375 -4.5 L 7.859375 0 L 5.8125 0 L 5.8125 -4.65625 C 5.8125 -5.070312 5.742188 -5.40625 5.609375 -5.65625 C 5.421875 -6.019531 5.070312 -6.203125 4.5625 -6.203125 C 4.03125 -6.203125 3.628906 -6.023438 3.359375 -5.671875 C 3.085938 -5.316406 2.953125 -4.8125 2.953125 -4.15625 L 2.953125 0 L 0.953125 0 L 0.953125 -10.328125 L 2.953125 -10.328125 L 2.953125 -6.671875 C 3.242188 -7.117188 3.578125 -7.425781 3.953125 -7.59375 C 4.335938 -7.769531 4.738281 -7.859375 5.15625 -7.859375 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-7\">\n",
       "<path style=\"stroke:none;\" d=\"\"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-8\">\n",
       "<path style=\"stroke:none;\" d=\"M 5.15625 -3.734375 C 5.03125 -3.648438 4.90625 -3.582031 4.78125 -3.53125 C 4.65625 -3.476562 4.476562 -3.429688 4.25 -3.390625 L 3.796875 -3.3125 C 3.378906 -3.238281 3.078125 -3.144531 2.890625 -3.03125 C 2.578125 -2.851562 2.421875 -2.570312 2.421875 -2.1875 C 2.421875 -1.84375 2.515625 -1.59375 2.703125 -1.4375 C 2.898438 -1.289062 3.132812 -1.21875 3.40625 -1.21875 C 3.832031 -1.21875 4.226562 -1.34375 4.59375 -1.59375 C 4.957031 -1.851562 5.144531 -2.316406 5.15625 -2.984375 Z M 3.953125 -4.65625 C 4.316406 -4.707031 4.578125 -4.769531 4.734375 -4.84375 C 5.023438 -4.957031 5.171875 -5.144531 5.171875 -5.40625 C 5.171875 -5.71875 5.0625 -5.929688 4.84375 -6.046875 C 4.625 -6.171875 4.304688 -6.234375 3.890625 -6.234375 C 3.410156 -6.234375 3.070312 -6.117188 2.875 -5.890625 C 2.738281 -5.710938 2.644531 -5.476562 2.59375 -5.1875 L 0.65625 -5.1875 C 0.695312 -5.851562 0.882812 -6.40625 1.21875 -6.84375 C 1.75 -7.507812 2.660156 -7.84375 3.953125 -7.84375 C 4.796875 -7.84375 5.539062 -7.675781 6.1875 -7.34375 C 6.84375 -7.007812 7.171875 -6.382812 7.171875 -5.46875 L 7.171875 -1.953125 C 7.171875 -1.703125 7.175781 -1.40625 7.1875 -1.0625 C 7.195312 -0.800781 7.234375 -0.625 7.296875 -0.53125 C 7.367188 -0.4375 7.46875 -0.359375 7.59375 -0.296875 L 7.59375 0 L 5.421875 0 C 5.359375 -0.15625 5.3125 -0.300781 5.28125 -0.4375 C 5.257812 -0.570312 5.242188 -0.726562 5.234375 -0.90625 C 4.953125 -0.601562 4.632812 -0.347656 4.28125 -0.140625 C 3.84375 0.109375 3.351562 0.234375 2.8125 0.234375 C 2.113281 0.234375 1.539062 0.0351562 1.09375 -0.359375 C 0.644531 -0.753906 0.421875 -1.316406 0.421875 -2.046875 C 0.421875 -2.984375 0.78125 -3.664062 1.5 -4.09375 C 1.90625 -4.320312 2.492188 -4.484375 3.265625 -4.578125 Z M 4.046875 -7.875 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-9\">\n",
       "<path style=\"stroke:none;\" d=\"M 3.953125 -6.21875 C 3.492188 -6.21875 3.132812 -6.070312 2.875 -5.78125 C 2.625 -5.488281 2.46875 -5.09375 2.40625 -4.59375 L 5.515625 -4.59375 C 5.484375 -5.125 5.320312 -5.523438 5.03125 -5.796875 C 4.738281 -6.078125 4.378906 -6.21875 3.953125 -6.21875 Z M 3.953125 -7.875 C 4.597656 -7.875 5.175781 -7.753906 5.6875 -7.515625 C 6.195312 -7.273438 6.617188 -6.894531 6.953125 -6.375 C 7.253906 -5.925781 7.445312 -5.398438 7.53125 -4.796875 C 7.582031 -4.441406 7.601562 -3.9375 7.59375 -3.28125 L 2.34375 -3.28125 C 2.375 -2.507812 2.617188 -1.96875 3.078125 -1.65625 C 3.347656 -1.46875 3.679688 -1.375 4.078125 -1.375 C 4.484375 -1.375 4.816406 -1.488281 5.078125 -1.71875 C 5.222656 -1.84375 5.347656 -2.019531 5.453125 -2.25 L 7.5 -2.25 C 7.445312 -1.789062 7.207031 -1.328125 6.78125 -0.859375 C 6.125 -0.117188 5.207031 0.25 4.03125 0.25 C 3.050781 0.25 2.1875 -0.0625 1.4375 -0.6875 C 0.695312 -1.3125 0.328125 -2.332031 0.328125 -3.75 C 0.328125 -5.082031 0.660156 -6.101562 1.328125 -6.8125 C 2.003906 -7.519531 2.878906 -7.875 3.953125 -7.875 Z M 4.09375 -7.875 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-10\">\n",
       "<path style=\"stroke:none;\" d=\"M 3.765625 -10.46875 C 3.890625 -10.46875 4.003906 -10.460938 4.109375 -10.453125 C 4.210938 -10.453125 4.351562 -10.445312 4.53125 -10.4375 L 4.53125 -8.796875 C 4.414062 -8.816406 4.222656 -8.828125 3.953125 -8.828125 C 3.691406 -8.835938 3.507812 -8.78125 3.40625 -8.65625 C 3.3125 -8.53125 3.265625 -8.394531 3.265625 -8.25 C 3.265625 -8.09375 3.265625 -7.875 3.265625 -7.59375 L 4.578125 -7.59375 L 4.578125 -6.1875 L 3.265625 -6.1875 L 3.265625 0 L 1.265625 0 L 1.265625 -6.1875 L 0.140625 -6.1875 L 0.140625 -7.59375 L 1.25 -7.59375 L 1.25 -8.09375 C 1.25 -8.914062 1.382812 -9.476562 1.65625 -9.78125 C 1.945312 -10.238281 2.648438 -10.46875 3.765625 -10.46875 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-11\">\n",
       "<path style=\"stroke:none;\" d=\"M 3 -8.578125 L 0.96875 -8.578125 L 0.96875 -10.4375 L 3 -10.4375 Z M 0.96875 -7.671875 L 3 -7.671875 L 3 0 L 0.96875 0 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-12\">\n",
       "<path style=\"stroke:none;\" d=\"M 5.1875 -7.84375 C 5.976562 -7.84375 6.625 -7.632812 7.125 -7.21875 C 7.632812 -6.8125 7.890625 -6.125 7.890625 -5.15625 L 7.890625 0 L 5.828125 0 L 5.828125 -4.65625 C 5.828125 -5.0625 5.773438 -5.375 5.671875 -5.59375 C 5.472656 -5.988281 5.097656 -6.1875 4.546875 -6.1875 C 3.867188 -6.1875 3.398438 -5.894531 3.140625 -5.3125 C 3.015625 -5.007812 2.953125 -4.625 2.953125 -4.15625 L 2.953125 0 L 0.953125 0 L 0.953125 -7.65625 L 2.890625 -7.65625 L 2.890625 -6.53125 C 3.140625 -6.925781 3.378906 -7.210938 3.609375 -7.390625 C 4.023438 -7.691406 4.550781 -7.84375 5.1875 -7.84375 Z M 4.453125 -7.875 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-13\">\n",
       "<path style=\"stroke:none;\" d=\"M 4.234375 -1.640625 C 4.703125 -1.640625 5.097656 -1.816406 5.421875 -2.171875 C 5.742188 -2.523438 5.90625 -3.09375 5.90625 -3.875 C 5.90625 -4.59375 5.75 -5.140625 5.4375 -5.515625 C 5.132812 -5.898438 4.722656 -6.09375 4.203125 -6.09375 C 3.503906 -6.09375 3.019531 -5.765625 2.75 -5.109375 C 2.613281 -4.753906 2.546875 -4.320312 2.546875 -3.8125 C 2.546875 -3.363281 2.617188 -2.960938 2.765625 -2.609375 C 3.035156 -1.960938 3.523438 -1.640625 4.234375 -1.640625 Z M 3.734375 -7.84375 C 4.117188 -7.84375 4.453125 -7.785156 4.734375 -7.671875 C 5.222656 -7.472656 5.617188 -7.101562 5.921875 -6.5625 L 5.921875 -7.671875 L 7.859375 -7.671875 L 7.859375 -0.390625 C 7.859375 0.597656 7.691406 1.34375 7.359375 1.84375 C 6.785156 2.707031 5.691406 3.140625 4.078125 3.140625 C 3.097656 3.140625 2.296875 2.945312 1.671875 2.5625 C 1.054688 2.175781 0.710938 1.601562 0.640625 0.84375 L 2.828125 0.84375 C 2.878906 1.070312 2.972656 1.238281 3.109375 1.34375 C 3.316406 1.53125 3.675781 1.625 4.1875 1.625 C 4.914062 1.625 5.398438 1.378906 5.640625 0.890625 C 5.796875 0.578125 5.875 0.0546875 5.875 -0.671875 L 5.875 -1.15625 C 5.6875 -0.832031 5.484375 -0.585938 5.265625 -0.421875 C 4.859375 -0.117188 4.335938 0.03125 3.703125 0.03125 C 2.722656 0.03125 1.9375 -0.3125 1.34375 -1 C 0.757812 -1.695312 0.46875 -2.632812 0.46875 -3.8125 C 0.46875 -4.945312 0.75 -5.898438 1.3125 -6.671875 C 1.882812 -7.453125 2.691406 -7.84375 3.734375 -7.84375 Z M 4.375 -7.875 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph0-14\">\n",
       "<path style=\"stroke:none;\" d=\"M 2.5 -2.453125 C 2.539062 -2.085938 2.628906 -1.832031 2.765625 -1.6875 C 3.015625 -1.414062 3.476562 -1.28125 4.15625 -1.28125 C 4.539062 -1.28125 4.847656 -1.335938 5.078125 -1.453125 C 5.316406 -1.578125 5.4375 -1.753906 5.4375 -1.984375 C 5.4375 -2.210938 5.34375 -2.382812 5.15625 -2.5 C 4.96875 -2.625 4.269531 -2.828125 3.0625 -3.109375 C 2.195312 -3.328125 1.585938 -3.597656 1.234375 -3.921875 C 0.878906 -4.234375 0.703125 -4.691406 0.703125 -5.296875 C 0.703125 -6.003906 0.976562 -6.613281 1.53125 -7.125 C 2.082031 -7.632812 2.863281 -7.890625 3.875 -7.890625 C 4.832031 -7.890625 5.613281 -7.695312 6.21875 -7.3125 C 6.820312 -6.925781 7.164062 -6.265625 7.25 -5.328125 L 5.25 -5.328125 C 5.21875 -5.585938 5.144531 -5.789062 5.03125 -5.9375 C 4.8125 -6.21875 4.4375 -6.359375 3.90625 -6.359375 C 3.46875 -6.359375 3.15625 -6.285156 2.96875 -6.140625 C 2.78125 -6.003906 2.6875 -5.847656 2.6875 -5.671875 C 2.6875 -5.441406 2.785156 -5.273438 2.984375 -5.171875 C 3.179688 -5.066406 3.878906 -4.878906 5.078125 -4.609375 C 5.878906 -4.421875 6.476562 -4.140625 6.875 -3.765625 C 7.269531 -3.378906 7.46875 -2.898438 7.46875 -2.328125 C 7.46875 -1.566406 7.179688 -0.941406 6.609375 -0.453125 C 6.046875 0.0234375 5.175781 0.265625 4 0.265625 C 2.789062 0.265625 1.898438 0.0078125 1.328125 -0.5 C 0.753906 -1.007812 0.46875 -1.660156 0.46875 -2.453125 Z M 4.03125 -7.875 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-0\">\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=\"glyph1-1\">\n",
       "<path style=\"stroke:none;\" d=\"M 4.640625 -8.828125 C 5.441406 -8.828125 6.140625 -8.671875 6.734375 -8.359375 C 7.585938 -7.910156 8.109375 -7.125 8.296875 -6 L 7.15625 -6 C 7.007812 -6.625 6.710938 -7.082031 6.265625 -7.375 C 5.828125 -7.664062 5.273438 -7.8125 4.609375 -7.8125 C 3.804688 -7.8125 3.132812 -7.507812 2.59375 -6.90625 C 2.050781 -6.3125 1.78125 -5.421875 1.78125 -4.234375 C 1.78125 -3.210938 2.003906 -2.378906 2.453125 -1.734375 C 2.898438 -1.097656 3.628906 -0.78125 4.640625 -0.78125 C 5.421875 -0.78125 6.066406 -1.003906 6.578125 -1.453125 C 7.085938 -1.898438 7.347656 -2.628906 7.359375 -3.640625 L 4.671875 -3.640625 L 4.671875 -4.609375 L 8.4375 -4.609375 L 8.4375 0 L 7.6875 0 L 7.40625 -1.109375 C 7.019531 -0.671875 6.671875 -0.367188 6.359375 -0.203125 C 5.847656 0.0859375 5.195312 0.234375 4.40625 0.234375 C 3.394531 0.234375 2.519531 -0.0976562 1.78125 -0.765625 C 0.976562 -1.585938 0.578125 -2.722656 0.578125 -4.171875 C 0.578125 -5.609375 0.96875 -6.753906 1.75 -7.609375 C 2.488281 -8.421875 3.453125 -8.828125 4.640625 -8.828125 Z M 4.4375 -8.84375 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-2\">\n",
       "<path style=\"stroke:none;\" d=\"M 0.796875 -6.28125 L 1.8125 -6.28125 L 1.8125 -5.1875 C 1.882812 -5.40625 2.082031 -5.664062 2.40625 -5.96875 C 2.726562 -6.269531 3.097656 -6.421875 3.515625 -6.421875 C 3.535156 -6.421875 3.566406 -6.414062 3.609375 -6.40625 C 3.660156 -6.40625 3.742188 -6.398438 3.859375 -6.390625 L 3.859375 -5.28125 C 3.796875 -5.289062 3.738281 -5.296875 3.6875 -5.296875 C 3.632812 -5.296875 3.578125 -5.296875 3.515625 -5.296875 C 2.984375 -5.296875 2.570312 -5.125 2.28125 -4.78125 C 2 -4.445312 1.859375 -4.054688 1.859375 -3.609375 L 1.859375 0 L 0.796875 0 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-3\">\n",
       "<path style=\"stroke:none;\" d=\"M 3.265625 -0.6875 C 3.960938 -0.6875 4.441406 -0.945312 4.703125 -1.46875 C 4.960938 -2 5.09375 -2.585938 5.09375 -3.234375 C 5.09375 -3.828125 5 -4.304688 4.8125 -4.671875 C 4.507812 -5.242188 4 -5.53125 3.28125 -5.53125 C 2.632812 -5.53125 2.164062 -5.285156 1.875 -4.796875 C 1.582031 -4.304688 1.4375 -3.710938 1.4375 -3.015625 C 1.4375 -2.347656 1.582031 -1.789062 1.875 -1.34375 C 2.164062 -0.90625 2.628906 -0.6875 3.265625 -0.6875 Z M 3.3125 -6.453125 C 4.113281 -6.453125 4.789062 -6.179688 5.34375 -5.640625 C 5.90625 -5.109375 6.1875 -4.316406 6.1875 -3.265625 C 6.1875 -2.253906 5.941406 -1.414062 5.453125 -0.75 C 4.960938 -0.09375 4.203125 0.234375 3.171875 0.234375 C 2.304688 0.234375 1.617188 -0.0546875 1.109375 -0.640625 C 0.597656 -1.234375 0.34375 -2.019531 0.34375 -3 C 0.34375 -4.050781 0.609375 -4.890625 1.140625 -5.515625 C 1.679688 -6.140625 2.40625 -6.453125 3.3125 -6.453125 Z M 3.265625 -6.421875 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-4\">\n",
       "<path style=\"stroke:none;\" d=\"M 1.265625 -6.28125 L 2.46875 -1.328125 L 3.6875 -6.28125 L 4.875 -6.28125 L 6.109375 -1.359375 L 7.390625 -6.28125 L 8.4375 -6.28125 L 6.625 0 L 5.53125 0 L 4.25 -4.859375 L 3.015625 0 L 1.921875 0 L 0.109375 -6.28125 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-5\">\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=\"glyph1-6\">\n",
       "<path style=\"stroke:none;\" d=\"M 0.78125 -8.640625 L 1.828125 -8.640625 L 1.828125 -5.421875 C 2.078125 -5.742188 2.300781 -5.96875 2.5 -6.09375 C 2.84375 -6.3125 3.269531 -6.421875 3.78125 -6.421875 C 4.6875 -6.421875 5.300781 -6.101562 5.625 -5.46875 C 5.800781 -5.125 5.890625 -4.644531 5.890625 -4.03125 L 5.890625 0 L 4.8125 0 L 4.8125 -3.953125 C 4.8125 -4.410156 4.75 -4.75 4.625 -4.96875 C 4.4375 -5.3125 4.078125 -5.484375 3.546875 -5.484375 C 3.109375 -5.484375 2.710938 -5.332031 2.359375 -5.03125 C 2.003906 -4.726562 1.828125 -4.160156 1.828125 -3.328125 L 1.828125 0 L 0.78125 0 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-7\">\n",
       "<path style=\"stroke:none;\" d=\"\"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-8\">\n",
       "<path style=\"stroke:none;\" d=\"M 1.578125 -1.671875 C 1.578125 -1.367188 1.6875 -1.128906 1.90625 -0.953125 C 2.132812 -0.773438 2.398438 -0.6875 2.703125 -0.6875 C 3.078125 -0.6875 3.4375 -0.769531 3.78125 -0.9375 C 4.375 -1.226562 4.671875 -1.695312 4.671875 -2.34375 L 4.671875 -3.1875 C 4.535156 -3.113281 4.363281 -3.046875 4.15625 -2.984375 C 3.957031 -2.929688 3.757812 -2.894531 3.5625 -2.875 L 2.9375 -2.796875 C 2.550781 -2.742188 2.257812 -2.660156 2.0625 -2.546875 C 1.738281 -2.367188 1.578125 -2.078125 1.578125 -1.671875 Z M 4.140625 -3.796875 C 4.378906 -3.828125 4.539062 -3.929688 4.625 -4.109375 C 4.664062 -4.203125 4.6875 -4.335938 4.6875 -4.515625 C 4.6875 -4.867188 4.554688 -5.125 4.296875 -5.28125 C 4.046875 -5.445312 3.6875 -5.53125 3.21875 -5.53125 C 2.664062 -5.53125 2.273438 -5.382812 2.046875 -5.09375 C 1.910156 -4.925781 1.820312 -4.679688 1.78125 -4.359375 L 0.796875 -4.359375 C 0.816406 -5.128906 1.066406 -5.664062 1.546875 -5.96875 C 2.035156 -6.269531 2.597656 -6.421875 3.234375 -6.421875 C 3.972656 -6.421875 4.570312 -6.28125 5.03125 -6 C 5.488281 -5.71875 5.71875 -5.28125 5.71875 -4.6875 L 5.71875 -1.078125 C 5.71875 -0.972656 5.738281 -0.882812 5.78125 -0.8125 C 5.832031 -0.75 5.929688 -0.71875 6.078125 -0.71875 C 6.117188 -0.71875 6.164062 -0.71875 6.21875 -0.71875 C 6.28125 -0.726562 6.347656 -0.738281 6.421875 -0.75 L 6.421875 0.03125 C 6.253906 0.0703125 6.125 0.0976562 6.03125 0.109375 C 5.945312 0.128906 5.832031 0.140625 5.6875 0.140625 C 5.320312 0.140625 5.0625 0.0078125 4.90625 -0.25 C 4.8125 -0.382812 4.75 -0.578125 4.71875 -0.828125 C 4.5 -0.546875 4.1875 -0.300781 3.78125 -0.09375 C 3.382812 0.113281 2.945312 0.21875 2.46875 0.21875 C 1.882812 0.21875 1.40625 0.0390625 1.03125 -0.3125 C 0.664062 -0.664062 0.484375 -1.109375 0.484375 -1.640625 C 0.484375 -2.222656 0.664062 -2.675781 1.03125 -3 C 1.394531 -3.320312 1.867188 -3.519531 2.453125 -3.59375 Z M 3.265625 -6.421875 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-9\">\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=\"glyph1-10\">\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=\"glyph1-11\">\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=\"glyph1-12\">\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=\"glyph1-13\">\n",
       "<path style=\"stroke:none;\" d=\"M 3.125 0.234375 C 2.125 0.234375 1.398438 -0.0351562 0.953125 -0.578125 C 0.503906 -1.128906 0.28125 -1.796875 0.28125 -2.578125 L 1.390625 -2.578125 C 1.429688 -2.035156 1.53125 -1.640625 1.6875 -1.390625 C 1.96875 -0.953125 2.460938 -0.734375 3.171875 -0.734375 C 3.734375 -0.734375 4.179688 -0.878906 4.515625 -1.171875 C 4.847656 -1.472656 5.015625 -1.859375 5.015625 -2.328125 C 5.015625 -2.898438 4.835938 -3.300781 4.484375 -3.53125 C 4.128906 -3.769531 3.640625 -3.890625 3.015625 -3.890625 C 2.941406 -3.890625 2.867188 -3.882812 2.796875 -3.875 C 2.722656 -3.875 2.648438 -3.875 2.578125 -3.875 L 2.578125 -4.8125 C 2.691406 -4.789062 2.785156 -4.78125 2.859375 -4.78125 C 2.929688 -4.78125 3.007812 -4.78125 3.09375 -4.78125 C 3.488281 -4.78125 3.8125 -4.84375 4.0625 -4.96875 C 4.507812 -5.1875 4.734375 -5.578125 4.734375 -6.140625 C 4.734375 -6.554688 4.582031 -6.875 4.28125 -7.09375 C 3.988281 -7.320312 3.644531 -7.4375 3.25 -7.4375 C 2.550781 -7.4375 2.066406 -7.203125 1.796875 -6.734375 C 1.648438 -6.484375 1.566406 -6.117188 1.546875 -5.640625 L 0.5 -5.640625 C 0.5 -6.265625 0.625 -6.796875 0.875 -7.234375 C 1.300781 -8.015625 2.054688 -8.40625 3.140625 -8.40625 C 3.992188 -8.40625 4.65625 -8.210938 5.125 -7.828125 C 5.59375 -7.453125 5.828125 -6.898438 5.828125 -6.171875 C 5.828125 -5.660156 5.691406 -5.242188 5.421875 -4.921875 C 5.242188 -4.722656 5.019531 -4.566406 4.75 -4.453125 C 5.1875 -4.328125 5.53125 -4.09375 5.78125 -3.75 C 6.03125 -3.40625 6.15625 -2.984375 6.15625 -2.484375 C 6.15625 -1.679688 5.890625 -1.023438 5.359375 -0.515625 C 4.835938 -0.015625 4.09375 0.234375 3.125 0.234375 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-14\">\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=\"glyph1-15\">\n",
       "<path style=\"stroke:none;\" d=\"M 1.484375 -2.140625 C 1.554688 -1.535156 1.835938 -1.117188 2.328125 -0.890625 C 2.578125 -0.773438 2.863281 -0.71875 3.1875 -0.71875 C 3.8125 -0.71875 4.273438 -0.914062 4.578125 -1.3125 C 4.878906 -1.707031 5.03125 -2.148438 5.03125 -2.640625 C 5.03125 -3.222656 4.847656 -3.675781 4.484375 -4 C 4.128906 -4.320312 3.703125 -4.484375 3.203125 -4.484375 C 2.835938 -4.484375 2.523438 -4.410156 2.265625 -4.265625 C 2.003906 -4.128906 1.785156 -3.9375 1.609375 -3.6875 L 0.6875 -3.734375 L 1.328125 -8.25 L 5.6875 -8.25 L 5.6875 -7.234375 L 2.125 -7.234375 L 1.765625 -4.90625 C 1.960938 -5.050781 2.148438 -5.160156 2.328125 -5.234375 C 2.640625 -5.359375 3 -5.421875 3.40625 -5.421875 C 4.175781 -5.421875 4.828125 -5.171875 5.359375 -4.671875 C 5.898438 -4.179688 6.171875 -3.554688 6.171875 -2.796875 C 6.171875 -2.003906 5.921875 -1.300781 5.421875 -0.6875 C 4.929688 -0.0820312 4.148438 0.21875 3.078125 0.21875 C 2.398438 0.21875 1.796875 0.0234375 1.265625 -0.359375 C 0.742188 -0.742188 0.453125 -1.335938 0.390625 -2.140625 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph1-16\">\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=\"glyph2-0\">\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=\"glyph2-1\">\n",
       "<path style=\"stroke:none;\" d=\"M -8.609375 -1.03125 L -8.609375 -7 L -7.546875 -7 L -7.546875 -2.1875 L -4.9375 -2.1875 L -4.9375 -6.421875 L -3.921875 -6.421875 L -3.921875 -2.1875 L 0 -2.1875 L 0 -1.03125 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph2-2\">\n",
       "<path style=\"stroke:none;\" d=\"M -6.28125 -0.796875 L -6.28125 -1.8125 L -5.1875 -1.8125 C -5.40625 -1.882812 -5.664062 -2.082031 -5.96875 -2.40625 C -6.269531 -2.726562 -6.421875 -3.097656 -6.421875 -3.515625 C -6.421875 -3.535156 -6.414062 -3.566406 -6.40625 -3.609375 C -6.40625 -3.660156 -6.398438 -3.742188 -6.390625 -3.859375 L -5.28125 -3.859375 C -5.289062 -3.796875 -5.296875 -3.738281 -5.296875 -3.6875 C -5.296875 -3.632812 -5.296875 -3.578125 -5.296875 -3.515625 C -5.296875 -2.984375 -5.125 -2.570312 -4.78125 -2.28125 C -4.445312 -2 -4.054688 -1.859375 -3.609375 -1.859375 L 0 -1.859375 L 0 -0.796875 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph2-3\">\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=\"glyph2-4\">\n",
       "<path style=\"stroke:none;\" d=\"M -3.046875 -1.453125 C -2.503906 -1.453125 -2.050781 -1.53125 -1.6875 -1.6875 C -1.03125 -1.957031 -0.703125 -2.4375 -0.703125 -3.125 C -0.703125 -3.863281 -1.046875 -4.367188 -1.734375 -4.640625 C -2.117188 -4.796875 -2.601562 -4.875 -3.1875 -4.875 C -3.738281 -4.875 -4.191406 -4.789062 -4.546875 -4.625 C -5.171875 -4.34375 -5.484375 -3.84375 -5.484375 -3.125 C -5.484375 -2.664062 -5.285156 -2.269531 -4.890625 -1.9375 C -4.492188 -1.613281 -3.878906 -1.453125 -3.046875 -1.453125 Z M -6.421875 -3.015625 C -6.421875 -3.535156 -6.289062 -3.972656 -6.03125 -4.328125 C -5.882812 -4.523438 -5.675781 -4.710938 -5.40625 -4.890625 L -6.28125 -4.890625 L -6.28125 -5.890625 L 2.5 -5.890625 L 2.5 -4.828125 L -0.71875 -4.828125 C -0.4375 -4.648438 -0.210938 -4.40625 -0.046875 -4.09375 C 0.117188 -3.789062 0.203125 -3.40625 0.203125 -2.9375 C 0.203125 -2.269531 -0.0546875 -1.671875 -0.578125 -1.140625 C -1.109375 -0.617188 -1.910156 -0.359375 -2.984375 -0.359375 C -3.984375 -0.359375 -4.804688 -0.601562 -5.453125 -1.09375 C -6.097656 -1.582031 -6.421875 -2.222656 -6.421875 -3.015625 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph2-5\">\n",
       "<path style=\"stroke:none;\" d=\"M -6.28125 -1.828125 L -2.109375 -1.828125 C -1.785156 -1.828125 -1.523438 -1.878906 -1.328125 -1.984375 C -0.953125 -2.171875 -0.765625 -2.519531 -0.765625 -3.03125 C -0.765625 -3.757812 -1.09375 -4.257812 -1.75 -4.53125 C -2.101562 -4.675781 -2.582031 -4.75 -3.1875 -4.75 L -6.28125 -4.75 L -6.28125 -5.796875 L 0 -5.796875 L 0 -4.8125 L -0.921875 -4.8125 C -0.679688 -4.675781 -0.484375 -4.507812 -0.328125 -4.3125 C 0.00390625 -3.90625 0.171875 -3.414062 0.171875 -2.84375 C 0.171875 -1.945312 -0.128906 -1.335938 -0.734375 -1.015625 C -1.046875 -0.835938 -1.472656 -0.75 -2.015625 -0.75 L -6.28125 -0.75 Z M -6.421875 -3.28125 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph2-6\">\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=\"glyph2-7\">\n",
       "<path style=\"stroke:none;\" d=\"M -6.453125 -3.1875 C -6.453125 -3.894531 -6.28125 -4.46875 -5.9375 -4.90625 C -5.59375 -5.351562 -5.003906 -5.625 -4.171875 -5.71875 L -4.171875 -4.6875 C -4.554688 -4.625 -4.875 -4.484375 -5.125 -4.265625 C -5.382812 -4.046875 -5.515625 -3.6875 -5.515625 -3.1875 C -5.515625 -2.519531 -5.1875 -2.039062 -4.53125 -1.75 C -4.101562 -1.5625 -3.578125 -1.46875 -2.953125 -1.46875 C -2.328125 -1.46875 -1.796875 -1.597656 -1.359375 -1.859375 C -0.929688 -2.128906 -0.71875 -2.550781 -0.71875 -3.125 C -0.71875 -3.5625 -0.851562 -3.90625 -1.125 -4.15625 C -1.394531 -4.414062 -1.757812 -4.59375 -2.21875 -4.6875 L -2.21875 -5.71875 C -1.382812 -5.601562 -0.773438 -5.3125 -0.390625 -4.84375 C -0.00390625 -4.375 0.1875 -3.773438 0.1875 -3.046875 C 0.1875 -2.222656 -0.113281 -1.566406 -0.71875 -1.078125 C -1.320312 -0.585938 -2.070312 -0.34375 -2.96875 -0.34375 C -4.070312 -0.34375 -4.925781 -0.609375 -5.53125 -1.140625 C -6.144531 -1.679688 -6.453125 -2.363281 -6.453125 -3.1875 Z M -6.421875 -3.03125 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph2-8\">\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=\"glyph2-9\">\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=\"glyph2-10\">\n",
       "<path style=\"stroke:none;\" d=\"M -2.140625 -1.484375 C -1.535156 -1.554688 -1.117188 -1.835938 -0.890625 -2.328125 C -0.773438 -2.578125 -0.71875 -2.863281 -0.71875 -3.1875 C -0.71875 -3.8125 -0.914062 -4.273438 -1.3125 -4.578125 C -1.707031 -4.878906 -2.148438 -5.03125 -2.640625 -5.03125 C -3.222656 -5.03125 -3.675781 -4.847656 -4 -4.484375 C -4.320312 -4.128906 -4.484375 -3.703125 -4.484375 -3.203125 C -4.484375 -2.835938 -4.410156 -2.523438 -4.265625 -2.265625 C -4.128906 -2.003906 -3.9375 -1.785156 -3.6875 -1.609375 L -3.734375 -0.6875 L -8.25 -1.328125 L -8.25 -5.6875 L -7.234375 -5.6875 L -7.234375 -2.125 L -4.90625 -1.765625 C -5.050781 -1.960938 -5.160156 -2.148438 -5.234375 -2.328125 C -5.359375 -2.640625 -5.421875 -3 -5.421875 -3.40625 C -5.421875 -4.175781 -5.171875 -4.828125 -4.671875 -5.359375 C -4.179688 -5.898438 -3.554688 -6.171875 -2.796875 -6.171875 C -2.003906 -6.171875 -1.300781 -5.921875 -0.6875 -5.421875 C -0.0820312 -4.929688 0.21875 -4.148438 0.21875 -3.078125 C 0.21875 -2.398438 0.0234375 -1.796875 -0.359375 -1.265625 C -0.742188 -0.742188 -1.335938 -0.453125 -2.140625 -0.390625 Z \"/>\n",
       "</symbol>\n",
       "<symbol overflow=\"visible\" id=\"glyph2-11\">\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",
       "<symbol overflow=\"visible\" id=\"glyph2-12\">\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=\"glyph2-13\">\n",
       "<path style=\"stroke:none;\" d=\"M 0.234375 -3.125 C 0.234375 -2.125 -0.0351562 -1.398438 -0.578125 -0.953125 C -1.128906 -0.503906 -1.796875 -0.28125 -2.578125 -0.28125 L -2.578125 -1.390625 C -2.035156 -1.429688 -1.640625 -1.53125 -1.390625 -1.6875 C -0.953125 -1.96875 -0.734375 -2.460938 -0.734375 -3.171875 C -0.734375 -3.734375 -0.878906 -4.179688 -1.171875 -4.515625 C -1.472656 -4.847656 -1.859375 -5.015625 -2.328125 -5.015625 C -2.898438 -5.015625 -3.300781 -4.835938 -3.53125 -4.484375 C -3.769531 -4.128906 -3.890625 -3.640625 -3.890625 -3.015625 C -3.890625 -2.941406 -3.882812 -2.867188 -3.875 -2.796875 C -3.875 -2.722656 -3.875 -2.648438 -3.875 -2.578125 L -4.8125 -2.578125 C -4.789062 -2.691406 -4.78125 -2.785156 -4.78125 -2.859375 C -4.78125 -2.929688 -4.78125 -3.007812 -4.78125 -3.09375 C -4.78125 -3.488281 -4.84375 -3.8125 -4.96875 -4.0625 C -5.1875 -4.507812 -5.578125 -4.734375 -6.140625 -4.734375 C -6.554688 -4.734375 -6.875 -4.582031 -7.09375 -4.28125 C -7.320312 -3.988281 -7.4375 -3.644531 -7.4375 -3.25 C -7.4375 -2.550781 -7.203125 -2.066406 -6.734375 -1.796875 C -6.484375 -1.648438 -6.117188 -1.566406 -5.640625 -1.546875 L -5.640625 -0.5 C -6.265625 -0.5 -6.796875 -0.625 -7.234375 -0.875 C -8.015625 -1.300781 -8.40625 -2.054688 -8.40625 -3.140625 C -8.40625 -3.992188 -8.210938 -4.65625 -7.828125 -5.125 C -7.453125 -5.59375 -6.898438 -5.828125 -6.171875 -5.828125 C -5.660156 -5.828125 -5.242188 -5.691406 -4.921875 -5.421875 C -4.722656 -5.242188 -4.566406 -5.019531 -4.453125 -4.75 C -4.328125 -5.1875 -4.09375 -5.53125 -3.75 -5.78125 C -3.40625 -6.03125 -2.984375 -6.15625 -2.484375 -6.15625 C -1.679688 -6.15625 -1.023438 -5.890625 -0.515625 -5.359375 C -0.015625 -4.835938 0.234375 -4.09375 0.234375 -3.125 Z \"/>\n",
       "</symbol>\n",
       "</g>\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=\"173.550781\" y=\"34.707031\"/>\n",
       "  <use xlink:href=\"#glyph0-2\" x=\"184.756424\" y=\"34.707031\"/>\n",
       "  <use xlink:href=\"#glyph0-3\" x=\"190.362762\" y=\"34.707031\"/>\n",
       "  <use xlink:href=\"#glyph0-4\" x=\"199.162674\" y=\"34.707031\"/>\n",
       "  <use xlink:href=\"#glyph0-5\" x=\"210.368317\" y=\"34.707031\"/>\n",
       "  <use xlink:href=\"#glyph0-6\" x=\"215.16571\" y=\"34.707031\"/>\n",
       "  <use xlink:href=\"#glyph0-7\" x=\"223.965622\" y=\"34.707031\"/>\n",
       "  <use xlink:href=\"#glyph0-2\" x=\"227.96814\" y=\"34.707031\"/>\n",
       "  <use xlink:href=\"#glyph0-8\" x=\"233.574478\" y=\"34.707031\"/>\n",
       "  <use xlink:href=\"#glyph0-5\" x=\"241.586548\" y=\"34.707031\"/>\n",
       "  <use xlink:href=\"#glyph0-9\" x=\"246.383942\" y=\"34.707031\"/>\n",
       "  <use xlink:href=\"#glyph0-7\" x=\"254.396011\" y=\"34.707031\"/>\n",
       "  <use xlink:href=\"#glyph0-10\" x=\"258.398529\" y=\"34.707031\"/>\n",
       "  <use xlink:href=\"#glyph0-3\" x=\"263.195923\" y=\"34.707031\"/>\n",
       "  <use xlink:href=\"#glyph0-2\" x=\"271.995834\" y=\"34.707031\"/>\n",
       "  <use xlink:href=\"#glyph0-7\" x=\"277.602173\" y=\"34.707031\"/>\n",
       "  <use xlink:href=\"#glyph0-5\" x=\"281.604691\" y=\"34.707031\"/>\n",
       "  <use xlink:href=\"#glyph0-2\" x=\"286.402084\" y=\"34.707031\"/>\n",
       "  <use xlink:href=\"#glyph0-8\" x=\"292.008423\" y=\"34.707031\"/>\n",
       "  <use xlink:href=\"#glyph0-11\" x=\"300.020493\" y=\"34.707031\"/>\n",
       "  <use xlink:href=\"#glyph0-12\" x=\"304.02301\" y=\"34.707031\"/>\n",
       "  <use xlink:href=\"#glyph0-11\" x=\"312.822922\" y=\"34.707031\"/>\n",
       "  <use xlink:href=\"#glyph0-12\" x=\"316.825439\" y=\"34.707031\"/>\n",
       "  <use xlink:href=\"#glyph0-13\" x=\"325.625351\" y=\"34.707031\"/>\n",
       "  <use xlink:href=\"#glyph0-7\" x=\"334.425262\" y=\"34.707031\"/>\n",
       "  <use xlink:href=\"#glyph0-14\" x=\"338.42778\" y=\"34.707031\"/>\n",
       "  <use xlink:href=\"#glyph0-9\" x=\"346.43985\" y=\"34.707031\"/>\n",
       "  <use xlink:href=\"#glyph0-5\" x=\"354.45192\" y=\"34.707031\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph1-1\" x=\"235.054688\" y=\"485.28125\"/>\n",
       "  <use xlink:href=\"#glyph1-2\" x=\"244.388672\" y=\"485.28125\"/>\n",
       "  <use xlink:href=\"#glyph1-3\" x=\"248.384766\" y=\"485.28125\"/>\n",
       "  <use xlink:href=\"#glyph1-4\" x=\"255.058594\" y=\"485.28125\"/>\n",
       "  <use xlink:href=\"#glyph1-5\" x=\"263.724609\" y=\"485.28125\"/>\n",
       "  <use xlink:href=\"#glyph1-6\" x=\"267.058594\" y=\"485.28125\"/>\n",
       "  <use xlink:href=\"#glyph1-7\" x=\"273.732422\" y=\"485.28125\"/>\n",
       "  <use xlink:href=\"#glyph1-2\" x=\"277.066406\" y=\"485.28125\"/>\n",
       "  <use xlink:href=\"#glyph1-8\" x=\"281.0625\" y=\"485.28125\"/>\n",
       "  <use xlink:href=\"#glyph1-5\" x=\"287.736328\" y=\"485.28125\"/>\n",
       "  <use xlink:href=\"#glyph1-9\" x=\"291.070312\" y=\"485.28125\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph2-1\" x=\"12.960938\" y=\"273.148438\"/>\n",
       "  <use xlink:href=\"#glyph2-2\" x=\"12.960938\" y=\"265.818359\"/>\n",
       "  <use xlink:href=\"#glyph2-3\" x=\"12.960938\" y=\"261.822266\"/>\n",
       "  <use xlink:href=\"#glyph2-4\" x=\"12.960938\" y=\"255.148438\"/>\n",
       "  <use xlink:href=\"#glyph2-5\" x=\"12.960938\" y=\"248.474609\"/>\n",
       "  <use xlink:href=\"#glyph2-3\" x=\"12.960938\" y=\"241.800781\"/>\n",
       "  <use xlink:href=\"#glyph2-6\" x=\"12.960938\" y=\"235.126953\"/>\n",
       "  <use xlink:href=\"#glyph2-7\" x=\"12.960938\" y=\"228.453125\"/>\n",
       "  <use xlink:href=\"#glyph2-8\" x=\"12.960938\" y=\"222.453125\"/>\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 74.398438 430.558594 L 458.398438 430.558594 \"/>\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 430.558594 L 74.398438 437.761719 \"/>\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 138.398438 430.558594 L 138.398438 437.761719 \"/>\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 202.398438 430.558594 L 202.398438 437.761719 \"/>\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 266.398438 430.558594 L 266.398438 437.761719 \"/>\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 330.398438 430.558594 L 330.398438 437.761719 \"/>\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 394.398438 430.558594 L 394.398438 437.761719 \"/>\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 430.558594 L 458.398438 437.761719 \"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph1-10\" x=\"71.0625\" y=\"456.480469\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph1-11\" x=\"135.0625\" y=\"456.480469\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph1-12\" x=\"199.0625\" y=\"456.480469\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph1-13\" x=\"263.0625\" y=\"456.480469\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph1-14\" x=\"327.0625\" y=\"456.480469\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph1-15\" x=\"391.0625\" y=\"456.480469\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph1-16\" x=\"455.0625\" y=\"456.480469\"/>\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 416.800781 L 59.039062 83.464844 \"/>\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 416.800781 L 51.839844 416.800781 \"/>\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 361.246094 L 51.839844 361.246094 \"/>\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 305.6875 L 51.839844 305.6875 \"/>\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 250.132812 L 51.839844 250.132812 \"/>\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 194.578125 L 51.839844 194.578125 \"/>\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 139.023438 L 51.839844 139.023438 \"/>\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 83.464844 L 51.839844 83.464844 \"/>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph2-9\" x=\"41.761719\" y=\"420.136719\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph2-10\" x=\"41.761719\" y=\"371.257812\"/>\n",
       "  <use xlink:href=\"#glyph2-9\" x=\"41.761719\" y=\"364.583984\"/>\n",
       "  <use xlink:href=\"#glyph2-9\" x=\"41.761719\" y=\"357.910156\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph2-11\" x=\"41.761719\" y=\"319.035156\"/>\n",
       "  <use xlink:href=\"#glyph2-9\" x=\"41.761719\" y=\"312.361328\"/>\n",
       "  <use xlink:href=\"#glyph2-9\" x=\"41.761719\" y=\"305.6875\"/>\n",
       "  <use xlink:href=\"#glyph2-9\" x=\"41.761719\" y=\"299.013672\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph2-11\" x=\"41.761719\" y=\"263.480469\"/>\n",
       "  <use xlink:href=\"#glyph2-10\" x=\"41.761719\" y=\"256.806641\"/>\n",
       "  <use xlink:href=\"#glyph2-9\" x=\"41.761719\" y=\"250.132812\"/>\n",
       "  <use xlink:href=\"#glyph2-9\" x=\"41.761719\" y=\"243.458984\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph2-12\" x=\"41.761719\" y=\"207.925781\"/>\n",
       "  <use xlink:href=\"#glyph2-9\" x=\"41.761719\" y=\"201.251953\"/>\n",
       "  <use xlink:href=\"#glyph2-9\" x=\"41.761719\" y=\"194.578125\"/>\n",
       "  <use xlink:href=\"#glyph2-9\" x=\"41.761719\" y=\"187.904297\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph2-12\" x=\"41.761719\" y=\"152.371094\"/>\n",
       "  <use xlink:href=\"#glyph2-10\" x=\"41.761719\" y=\"145.697266\"/>\n",
       "  <use xlink:href=\"#glyph2-9\" x=\"41.761719\" y=\"139.023438\"/>\n",
       "  <use xlink:href=\"#glyph2-9\" x=\"41.761719\" y=\"132.349609\"/>\n",
       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph2-13\" x=\"41.761719\" y=\"96.8125\"/>\n",
       "  <use xlink:href=\"#glyph2-9\" x=\"41.761719\" y=\"90.138672\"/>\n",
       "  <use xlink:href=\"#glyph2-9\" x=\"41.761719\" y=\"83.464844\"/>\n",
       "  <use xlink:href=\"#glyph2-9\" x=\"41.761719\" y=\"76.791016\"/>\n",
       "</g>\n",
       "<path style=\"fill-rule:nonzero;fill:rgb(74.509804%,74.509804%,74.509804%);fill-opacity:1;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 416.800781 L 106.398438 416.800781 L 106.398438 413.578125 L 74.398438 413.578125 Z \"/>\n",
       "<path style=\"fill-rule:nonzero;fill:rgb(74.509804%,74.509804%,74.509804%);fill-opacity:1;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 106.398438 416.800781 L 138.398438 416.800781 L 138.398438 365.578125 L 106.398438 365.578125 Z \"/>\n",
       "<path style=\"fill-rule:nonzero;fill:rgb(74.509804%,74.509804%,74.509804%);fill-opacity:1;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 138.398438 416.800781 L 170.398438 416.800781 L 170.398438 192.910156 L 138.398438 192.910156 Z \"/>\n",
       "<path style=\"fill-rule:nonzero;fill:rgb(74.509804%,74.509804%,74.509804%);fill-opacity:1;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 170.398438 416.800781 L 202.398438 416.800781 L 202.398438 72.800781 L 170.398438 72.800781 Z \"/>\n",
       "<path style=\"fill-rule:nonzero;fill:rgb(74.509804%,74.509804%,74.509804%);fill-opacity:1;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 202.398438 416.800781 L 234.398438 416.800781 L 234.398438 139.578125 L 202.398438 139.578125 Z \"/>\n",
       "<path style=\"fill-rule:nonzero;fill:rgb(74.509804%,74.509804%,74.509804%);fill-opacity:1;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 234.398438 416.800781 L 266.398438 416.800781 L 266.398438 273.355469 L 234.398438 273.355469 Z \"/>\n",
       "<path style=\"fill-rule:nonzero;fill:rgb(74.509804%,74.509804%,74.509804%);fill-opacity:1;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 266.398438 416.800781 L 298.398438 416.800781 L 298.398438 369.46875 L 266.398438 369.46875 Z \"/>\n",
       "<path style=\"fill-rule:nonzero;fill:rgb(74.509804%,74.509804%,74.509804%);fill-opacity:1;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 298.398438 416.800781 L 330.398438 416.800781 L 330.398438 401.578125 L 298.398438 401.578125 Z \"/>\n",
       "<path style=\"fill-rule:nonzero;fill:rgb(74.509804%,74.509804%,74.509804%);fill-opacity:1;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 330.398438 416.800781 L 362.398438 416.800781 L 362.398438 413.023438 L 330.398438 413.023438 Z \"/>\n",
       "<path style=\"fill-rule:nonzero;fill:rgb(74.509804%,74.509804%,74.509804%);fill-opacity:1;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 362.398438 416.800781 L 394.398438 416.800781 L 394.398438 415.246094 L 362.398438 415.246094 Z \"/>\n",
       "<path style=\"fill-rule:nonzero;fill:rgb(74.509804%,74.509804%,74.509804%);fill-opacity:1;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 394.398438 416.800781 L 426.398438 416.800781 L 426.398438 416.578125 L 394.398438 416.578125 Z \"/>\n",
       "<path style=\"fill-rule:nonzero;fill:rgb(74.509804%,74.509804%,74.509804%);fill-opacity:1;stroke-width:0.75;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(0%,0%,0%);stroke-opacity:1;stroke-miterlimit:10;\" d=\"M 426.398438 416.800781 L 458.398438 416.800781 L 458.398438 416.691406 L 426.398438 416.691406 Z \"/>\n",
       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "Plot with title “Growth rate for training set”"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist(training_log_1$growthRate, col = 'grey', main = 'Growth rate for training set',\n",
    "    xlab = 'Growth rate')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Note that the mode of the posterior is at around 2, and far from zero, which is consistent with a positive population growth. Moreover, the 95% creidble interval does not include 0, as shown below. In practice, a formal inspection of this parameter sholud be done using the whole data set, as done in the original study."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<dl class=dl-horizontal>\n",
       "\t<dt>2.5%</dt>\n",
       "\t\t<dd>0.846778206161987</dd>\n",
       "\t<dt>97.5%</dt>\n",
       "\t\t<dd>3.38425294205113</dd>\n",
       "</dl>\n"
      ],
      "text/latex": [
       "\\begin{description*}\n",
       "\\item[2.5%] 0.846778206161987\n",
       "\\item[97.5%] 3.38425294205113\n",
       "\\end{description*}\n"
      ],
      "text/markdown": [
       "2.5%\n",
       ":   0.84677820616198797.5%\n",
       ":   3.38425294205113\n",
       "\n"
      ],
      "text/plain": [
       "     2.5%     97.5% \n",
       "0.8467782 3.3842529 "
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "quantile(training_log_1$growthRate, c(0.025, 0.975))"
   ]
  },
  {
   "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
}