3_benchmark_results_uniform.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = (10, 8)\n",
    "plt.rcParams.update({'font.size': 20})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "quality_name_map = {\n",
    "    \"crowdlab\": \"CROWDLAB\",\n",
    "    \"label_quality_score\": \"Label Quality Score\",\n",
    "    \"agreement\": \"Agreement\",\n",
    "    \"active_label_cleaning\": \"Active Label Cleaning\",\n",
    "    \"empirical_bayes\": \"Empirical Bayes\",\n",
    "    \"no_perannotator_weights\": \"No Perannotator Weights\",\n",
    "    \"dawid_skene\": \"Dawid-Skene\",\n",
    "    \"glad\": \"GLAD\",\n",
    "    \"dawid_skene_with_model\": \"Dawid-Skene with Model\",\n",
    "    \"glad_with_model\": \"GLAD with Model\"\n",
    "}\n",
    "\n",
    "consensus_name_map = {\n",
    "    \"majority\": \"Majority Vote (Agreement)\",\n",
    "    \"dawid_skene\": \"Dawid-Skene\",\n",
    "    \"glad\": \"GLAD\",\n",
    "    \"dawid_skene_with_model\": \"Dawid-Skene with Model\",\n",
    "    \"glad_with_model\": \"GLAD with Model\",\n",
    "    \"crowdlab\": \"CROWDLAB\"\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "results = pd.read_csv(\"benchmark_results/results_uniform.csv\")\n",
    "\n",
    "results_qual_score = results[(results[\"consensus_method\"] != \"crowdlab\") & (results[\"quality_method\"] != \"no_perannotator_weights\")][\n",
    "        [\n",
    "            \"dataset\",\n",
    "            \"model\",\n",
    "            \"quality_method\",\n",
    "            \"consensus_quality_auroc\",\n",
    "            \"consensus_quality_auprc\", \n",
    "            \"annotator_quality_spearman_corr\"\n",
    "        ]\n",
    "    ]\n",
    "\n",
    "results_accuracy = results[\n",
    "        [\n",
    "            \"dataset\",\n",
    "            \"model\",\n",
    "            \"consensus_method\",\n",
    "            \"consensus_labels_accuracy\",\n",
    "        ]\n",
    "    ].drop_duplicates(ignore_index=True)\n",
    "\n",
    "results_qual_score[\"quality_method\"] = results_qual_score[\"quality_method\"].apply(lambda s: quality_name_map[s])\n",
    "results_accuracy[\"consensus_method\"] = results_accuracy[\"consensus_method\"].apply(lambda s: consensus_name_map[s])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "qual_score_order = {\n",
    "    \"Agreement\": 0,\n",
    "    \"Dawid-Skene\": 1,\n",
    "    \"GLAD\": 2,\n",
    "    \"Dawid-Skene with Model\": 3,\n",
    "    \"GLAD with Model\": 4,\n",
    "    \"Empirical Bayes\": 5,\n",
    "    \"Active Label Cleaning\": 6,\n",
    "    \"Label Quality Score\": 7,\n",
    "    \"CROWDLAB\": 8\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "resnet_qual_score = results_qual_score[results_qual_score[\"model\"] == \"resnet18\"].sort_values(\"quality_method\", key=lambda s: s.map(qual_score_order))\n",
    "swin_qual_score = results_qual_score[results_qual_score[\"model\"] == \"swin\"].sort_values(\"quality_method\", key=lambda s: s.map(qual_score_order))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NGjQw6hg3bpzNMp988olRpmfPnjbL8PwmT1pqY57hpHvS7RseHm7OkiWLWZLZz8/PfOjQoXhlQkNDzSVLljRLMmfNmtV8584dm3VNnTrViOX999+Pt//48eNGj5VChQqZIyMjkxyvs0lL7WvpyZM3b94kx4H4SPIAAFLF7t27jV8uunfvbrNMdHS0uWjRomZJ5vTp05sfPnyY4nGsWbPGiKNjx442yzx8+NAcEBBglmQuWrSoOTo62ma57t27G3Xt2bMnxWNNS9JS+5rNfEFMqqfVvhkyZDBLMmfMmNFumdu3bxuxlC1bNt5+nt/kSUttbDbzDCfV02jfRYsWGecYOHCg3XJ//PGHUc7esB5LHIGBgebw8HCbZYYPH27Us3DhwiTF6mzSWvuS5ElZTLwMAEgVy5YtM9537NjRZhkXFxe1a9dOknT79m1t3LgxxeOYNWuW8b59+/Y2y2zcuFGhoaFGGRcX2//77NChg/F+6dKlKRdkGpSW2hdJ97Ta9+HDh5Kk/Pnz2y0TEBCgTJkyWZWPi+c3edJSGyPpnkb7BgcHG+8TGj5Vu3ZteXl5SZIWL14cb/+xY8f077//SpJatGghHx8fm/XwDP+ftNS+SHkkeQAAqcIyrt7X11flypWzW65WrVrG++3bt6doDHfu3DF+EcqXL59q1qxps5wl1kfjeVT58uWNXz5TOta0Ji21L5LuabVvkSJFJMWu3GJPWFiYrl+/blXeVqyPxvMonl9raamNkXRPo31v3LhhvM+aNavdcm5ubgoMDJQk7dy5U1FRUTZjfTSeR2XLlk2FCxdOVqzOJi21L1IeSR4AQKqw/FWuUKFCcnNzs1vuxRdfjHdMSlm8eLGxfGjbtm3tLq37zz//2IznUW5ubipUqJCklI81rUlL7RvXkSNHVKlSJaVPn15eXl7KlSuXmjRpolmzZikyMjJF40vLnlb79ujRQ1Lsl4lffvnFZpmhQ4fGKx8Xz2/ypKU2jotn2DFPo339/PyM95bedLaYzWaFhYVJiu2pdeLECav9jj7DcfefO3dO4eHhSYrXmaSl9o3rxo0bqlWrljJmzChPT09lz55dr7/+usaOHZtiy70/D0jyAACeugcPHhh/lc2VK1eCZTNkyCBfX19Jsb+0paS4Q3ksXZZtOX/+vKTYv4ilT58+wTpz584tSbp27ZoiIiIeP8g0KK21b1xXrlzRnj17FBoaqoiICF24cEHLly9X+/btVbp0ab786+m2b6dOnYy269mzp7p27aoVK1YoODhYS5Ys0ZtvvqkffvhBkjRw4EC9+uqr8erg+U26tNbGcfEMJ+5ptW/RokWN95s3b7Zbbv/+/bp7967x89mzZ632W55hR+K1PMNms9nquOdJWmvfuO7evastW7bo5s2bevjwoS5fvqx169bpgw8+UOHChbVjx44kxfi8sp/WAwDgCblz547xPu5fguzx9fVVeHi41S8Jj+vs2bPGLyVVq1Y1/oJviyVeR2O1uHv3rjw9PR8z0rQnrbWvFDs3QZ06dVS/fn2VKlVKGTNm1J07dxQSEqKJEyfq33//1T///KOXX35Ze/bsUZ48eVIs1rTmabavq6urZs6cqUaNGmnYsGGaMmWKpkyZYlXm5Zdf1ueff273yz/Pb9KltTaWeIaT4mm1b7169eTm5qaoqCiNGjVK7dq1M+ZWsoiJidHAgQPtxpfUeB99hp9Haa19JclkMqly5cpq1KiRypYtq6xZs+rBgwc6dOiQpk6dqj179ujChQuqW7eutm7dqjJlyiQp1ucNPXkAAE/dgwcPjPceHh6Jlrd80bp//36KxTBnzhyZzWZJiffysMSblFillI03LUlr7StJS5Ys0fr16/XJJ5+oTp06Kl26tGrUqKHevXvr4MGDxqTNV65c0UcffZRicaZFT7t9//33X82aNUuHDh2yuX/nzp2aOnWqLly4YHM/z2/SpbU2lniGk+JptW/u3LmN4XUXLlxQtWrV9PvvvyssLEwPHjzQrl27VL9+fa1Zs8YqjkfPk5R4eYbTXvtK0ujRo7Vz5059/vnneuONN1SmTBlVqVJF3bp1065du/T5559LksLDw9WlSxfj/++wjSQPAOCps6yyIDm2Uopl2IS3t3eKxTB79mxJsb/ctGzZMsGylniTEquUsvGmJWmtfSUlOIzH3d1dU6ZMMSZ8Xbp0aYJfNp3d02zfrVu3qkqVKlqxYoVy5syp2bNn6/Lly3r48KHOnTuncePGycfHR/Pnz1fFihX1999/242X59dxaa2NJZ7hpHia7fvDDz+ofv36kmJXyWratKkCAgLk7e2tKlWqaO3atSpfvrw6d+5sHJMuXbpkx8sznPbaV0r4+TWZTPrmm29Up04dSVJISAjDthJBkgcA8NTF/R+8I92DLZMnOtLt2BF79uzRkSNHJEmNGzdOdJ4OS7xJiVVKuXjTmrTWvo5wc3Oz+iU1ofkHnN3Tat+IiAi9++67Cg0NVbZs2bRr1y61adNGWbNmlbu7u3LlyqX3339fW7ZskZeXly5evGj01rAVL8+v49JaGzuCZ/j/PM1/oz09PbVixQpNnjxZpUuXtpoAP0uWLBo4cKC2bt1q1TMjQ4YMyY6XZzjtta+junfvbrx/np9fR5DkAQA8dV5eXsqYMaMkJTox4q1bt4xfQCwTKj6upE7Ia5m4MDw8XLdv306wrGXiwsyZMz+383mktfZ1VLFixYz3z3svgKfRvmvWrDHu8wcffKBs2bLZLFe8eHG1adNGkrRv3z4dPHjQaj/Pb9KltTZ2FM9wrKf9b7SLi4u6dOmi/fv3KzQ0VMePH9eFCxd06dIlff311/Ly8tLx48eN8nHbSbKePDixeC3PsMlkSnTSYWeV1trXUTy/jiPJAwBIFZb/WZ84cUJRUVF2y1l6ZEjWKzkkV2RkpObPny8p9q9Mb7zxRqLHxP3FIm48j4qKitJ///0nKWViTcvSUvs6ypEl2J8XT6N9466CVLZs2QTLlitXzuY548Zqa19cPL/W0lIbO4pn+P+k1r/R6dKlU6FChZQjRw65uMR+FY2OjtaBAwckSQUKFIg3ea+jz3Dc/blz57aahPl5k5ba11E8v44jyQMASBXVq1eXFPvX9X379tktF7dLbrVq1R77vEFBQbpx44YkqVWrVnJzS3yhSUusj8bzqODgYOMvYikRa1qWltrXUf/884/xPkeOHClWb1r0NNo3btsl9CVFik3u2ToubqyPxvMonl9raamNHcUz/H9S699oWzZu3Gj8u21rDjVHn+HLly/r2LFjkniG01L7OornNwnMAACkgt27d5slmSWZu3fvbrNMdHS0uWjRomZJ5vTp05sfPnz42Od98803jfPu37/foWMiIiLMAQEBZknmokWLmmNiYmyW6969u1H3nj17HjvWtCwtta8jIiMjjVglmc+ePZtidadFT6N9Fy9ebJyjX79+CZZt1qyZUXbfvn1W+3h+kycttbEjeIatpda/0Y+KiYkxV6tWzSzJ7O7ubj558qTNcpY4AgMDzeHh4TbLDB8+3LimhQsXpnisaUlaa19HvPrqq8Y1bd26NQWjdD4keQAAqaZGjRpmSWY3Nzfzjh074u0fMWKE8T/0wYMHx9u/ceNGY3/79u0TPd+NGzfMHh4eZknmkiVLJinW//3vf8a5RowYEW//jh07zG5ubmZJ5lq1aiWpbmeVVtp3w4YN5lu3btnd//DhQ3P79u2NWBo1auRw3c7sSbfvrVu3zD4+PmZJ5nTp0pn/+usvm3GsWrXK7OLiYpZkzpkzpzk6OjpeGZ7f5EkrbcwznDxP49/o69evmx88eGBzX1RUlPn999836hg0aJDdWKdOnWqU69mzZ7z9J06cMPv7+5slmQsVKmSOjIy0W9fzIq20786dO80XL160ex0xMTHmgQMHGvWUKlXKbrIesUjyAABSTUhIiNnb29ssyezn52ceNmyYeefOneYNGzaYu3XrZvwPvXDhwuawsLB4xyc1CTBu3Dij/A8//JCkWMPCwsyFCxc2ju/WrZt5w4YN5p07d5qHDRtm9vPzM0sye3t7p2gPkrQsrbRv+/btzX5+fuZWrVqZJ02aZN68ebN5//795q1bt5rHjBljLlasmFFvlixZHusvkc7kabTvV199ZZTx8/MzDxgwwLxhwwbz/v37zWvWrDG/9957RnJGknn27Nk26+H5TZ600sY8w8nzNNp30aJF5qxZs5p79+5tXrJkiTk4ONi8bds28/jx482lS5c2jq9Xr545IiLCbqxRUVFGjxBJ5mbNmpnXrFlj3r17t/nnn382Z8mSxSzJ7OLiYl61alVK3aI0La207+DBg82enp7mJk2amMeOHWvesGGDOSQkxLxz507zxIkTzZUqVTLq8fHxoaelA0jyAABS1fLly42/vtl6FS5c2Hz8+HGbxyY1CWD5RcHV1dV86dKlJMd6/Phx8wsvvGA3Vn9/f/OKFSuSXK8zSwvtG/cv/Am9SpYsaf77778drvd58KTbNyYmxvzRRx+ZTSZTgm3j7u5u/v777xOMlec3edJCG/MMJ9+Tbt9FixYl2CYmk8ncqVMnu71B4rp27Zq5QoUKduvy9PQ0T548+XFuh9NJC+07ePBgh57fPHnymLdt25YSt8XpkeQBAKS606dPmz/++GNz4cKFzT4+Pub06dOby5cvb/7uu+/sjr03m5OWBDh27JhR9o033kh2rHfv3jV/99135vLly5vTp09v9vHxMRcpUsT88ccfm0+fPp3sep3Zs96+//zzj3n06NHmFi1amEuUKGHOmjWr2d3d3ezn52cuWLCguWXLluZFixaZo6KiklTv8+JptG9wcLC5R48e5hIlSpjTpUtndnV1NQcEBJjLlStn/uSTT8xHjx51KFae3+R51tuYZ/jxPMn2vXz5svn7778316tXz5w/f36zj4+P2c/Pz1y4cGFz9+7dzbt27UpSrJGRkebx48ebq1evbs6YMaPZy8vLXKBAAXPXrl3Nhw8fTlJdz4tnvX1Pnz5tHj9+vLlt27bmUqVKmbNnz2728PAw+/j4mPPkyWNu2rSpeerUqeb79+8n9xY8d0xms9ksAAAAAAAApGksoQ4AAAAAAOAESPIAAAAAAAA4AZI8AAAAAAAAToAkDwAAAAAAgBMgyQMAAAAAAOAESPIAAAAAAAA4AZI8AAAAAAAAToAkDwAAAAAAgBMgyQMAAAAAAOAESPIAAAAAAAA4AZI8AAAAAAAAToAkDwAAAAAAgBMgyQMAAAAAAOAESPIAAAAAAAA4AZI8AAAAAAAATuD/Aa9JXsH/qkoUAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.arange(len(resnet_qual_score[\"quality_method\"]) - 1, -1, -1)\n",
    "width = 0.4 # the width of the bars\n",
    "\n",
    "plt.barh(x + width/2, resnet_qual_score[\"consensus_quality_auroc\"], width, label=\"ResNet-18\") \n",
    "plt.barh(x - width/2, swin_qual_score[\"consensus_quality_auroc\"], width, label=\"Swin\") \n",
    "\n",
    "plt.xlim(np.min(resnet_qual_score[\"consensus_quality_auroc\"]) - 0.03, min(np.max(swin_qual_score[\"consensus_quality_auroc\"]) + 0.03, 1))\n",
    "plt.yticks(x, resnet_qual_score[\"quality_method\"])\n",
    "plt.title(\"AUROC for Consensus Quality Score\")\n",
    "\n",
    "plt.savefig('benchmark_graphs/auroc_uniform.png', bbox_inches = \"tight\")  \n",
    "plt.savefig('benchmark_graphs/auroc_uniform.pdf', bbox_inches = \"tight\")  \n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.arange(len(resnet_qual_score[\"quality_method\"]) - 1, -1, -1)\n",
    "width = 0.4 # the width of the bars\n",
    "\n",
    "plt.barh(x + width/2, resnet_qual_score[\"consensus_quality_auprc\"], width, label=\"ResNet-18\") \n",
    "plt.barh(x - width/2, swin_qual_score[\"consensus_quality_auprc\"], width, label=\"Swin\") \n",
    "\n",
    "plt.xlim(np.min(swin_qual_score[\"consensus_quality_auprc\"]) - 0.03, min(np.max(swin_qual_score[\"consensus_quality_auprc\"]) + 0.03, 1))\n",
    "plt.yticks(x, resnet_qual_score[\"quality_method\"])\n",
    "plt.title(\"AUPRC for Consensus Quality Score\")\n",
    "\n",
    "plt.savefig('benchmark_graphs/auprc_uniform.png', bbox_inches = \"tight\")  \n",
    "plt.savefig('benchmark_graphs/auprc_uniform.pdf', bbox_inches = \"tight\") \n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "resnet_qual_score = resnet_qual_score[(resnet_qual_score[\"quality_method\"] != \"Active Label Cleaning\") & (resnet_qual_score[\"quality_method\"] != \"Empirical Bayes\")]\n",
    "swin_qual_score = swin_qual_score[(swin_qual_score[\"quality_method\"] != \"Active Label Cleaning\") & (swin_qual_score[\"quality_method\"] != \"Empirical Bayes\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.arange(len(resnet_qual_score[\"quality_method\"]) - 1, -1, -1)\n",
    "width = 0.4 # the width of the bars\n",
    "\n",
    "plt.barh(x + width/2, resnet_qual_score[\"annotator_quality_spearman_corr\"], width, label=\"ResNet-18\") \n",
    "plt.barh(x - width/2, swin_qual_score[\"annotator_quality_spearman_corr\"], width, label=\"Swin\") \n",
    "\n",
    "plt.xlim(np.min(resnet_qual_score[\"annotator_quality_spearman_corr\"]) - 0.03, min(np.max(swin_qual_score[\"annotator_quality_spearman_corr\"]) + 0.03, 1))\n",
    "plt.yticks(x, resnet_qual_score[\"quality_method\"])\n",
    "plt.title(\"Spearman Correlation for Annotator Quality\")\n",
    "\n",
    "plt.savefig('benchmark_graphs/spearman_uniform.png', bbox_inches = \"tight\")  \n",
    "plt.savefig('benchmark_graphs/spearman_uniform.pdf', bbox_inches = \"tight\")  \n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "accuracy_order = {\n",
    "    \"Majority Vote (Agreement)\": 0,\n",
    "    \"Dawid-Skene\": 1,\n",
    "    \"GLAD\": 2,\n",
    "    \"Dawid-Skene with Model\": 3,\n",
    "    \"GLAD with Model\": 4,\n",
    "    \"CROWDLAB\": 5\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "resnet_accuracy = results_accuracy[results_accuracy[\"model\"] == \"resnet18\"].sort_values(\"consensus_method\", key=lambda s: s.map(accuracy_order))\n",
    "swin_accuracy = results_accuracy[results_accuracy[\"model\"] == \"swin\"].sort_values(\"consensus_method\", key=lambda s: s.map(accuracy_order))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.arange(len(resnet_accuracy[\"consensus_method\"]) - 1, -1, -1)\n",
    "width = 0.4 # the width of the bars\n",
    "\n",
    "plt.barh(x + width/2, resnet_accuracy[\"consensus_labels_accuracy\"], width, label=\"ResNet-18\") \n",
    "plt.barh(x - width/2, swin_accuracy[\"consensus_labels_accuracy\"], width, label=\"Swin\") \n",
    "\n",
    "plt.xlim(np.min(resnet_accuracy[\"consensus_labels_accuracy\"]) - 0.01, min(np.max(swin_accuracy[\"consensus_labels_accuracy\"]) + 0.005, 1))\n",
    "plt.yticks(x, resnet_accuracy[\"consensus_method\"])\n",
    "plt.title(\"Consensus Label Accuracy\")\n",
    "\n",
    "plt.savefig('benchmark_graphs/accuracy_uniform.png', bbox_inches = \"tight\")  \n",
    "plt.savefig('benchmark_graphs/accuracy_uniform.pdf', bbox_inches = \"tight\")  \n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture \n",
    "\n",
    "fig = plt.figure(\"Line plot\")\n",
    "legend_fig = plt.figure(\"Legend plot\")\n",
    "ax = fig.add_subplot()\n",
    "\n",
    "resnet = ax.barh(x + width/2, resnet_accuracy[\"consensus_labels_accuracy\"], width) \n",
    "swin = ax.barh(x - width/2, swin_accuracy[\"consensus_labels_accuracy\"], width) \n",
    "\n",
    "legend_fig.legend([resnet, swin], [\"ResNet-18\", \"Swin Transformer\"], loc=\"center\")\n",
    "\n",
    "legend_fig.set_size_inches(4, 1.5)\n",
    "legend_fig.savefig(\"benchmark_graphs/legend_uniform.pdf\")\n",
    "legend_fig.savefig(\"benchmark_graphs/legend_uniform.png\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "multiannotator-benchmark-jupyter",
   "language": "python",
   "name": "multiannotator-benchmark-jupyter"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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