3_benchmark_results_worst.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_worst.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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pUxo/frxmz56tFStWqEaNGjaPjYmJ0SeffKKxY8fKbDZb7Tt27JiOHTumX375RePHjzfmYUlJf/31lzFvS5UqVVSxYkWHjvP391enTp30zTffGEmznj17pnh8p06dUsGCBW3uO3v2rM6ePauFCxeqbdu2mjZtmtzcUudRa9u2rfr376+IiAhNnz5dlStXtlv2+vXrWrFihSSpdevW8vLycvg8Hh4exvt///03+QH/f3PmzFGPHj0UHh5utf327dvas2eP9uzZo4ULF+r06dPxjp05c6a6d++uiIgIq+0nTpzQiRMn9Ouvv2rYsGEaOHBgonEMGjRIw4cPT1as58+f16JFi7Ro0SJ16dJFP//8c6p9DgAAAAA8H+jJ8wyJiopSyZIlNWjQIC1dulS7d+/Wrl27tGDBAr399ttycXHRqVOn1LRp00R7WQQFBWno0KEqUqSIfv31V+3du1fr169Xjx495OLiotDQUDVs2FDnzp2zefz777+vMWPGyGw2q2bNmpo6dao2bdqkPXv2aMqUKSpevLiioqLUo0cPLV++PMXvxZYtW4z3jRo1StKxjRs3Nt5v3bo1xWKKKzo6Wh4eHmrUqJF+/PFHrV+/XiEhIVq/fr0mTJig4sWLS5Jmz56tYcOGpei5v/76ax06dEjly5eXJJUvX16HDh2yeq1bt05S7ETVzZo1kyTNnz9f9+/ft1vvnDlzjNXLOnfunKSYypQpY7yfNGmSNmzYkKTj45o1a5batm2r8PBweXl56f3339eqVasUEhKiLVu2aNy4capbt65cXOL/8xUUFKSOHTsqIiJCfn5+GjJkiLZu3aqdO3dq1KhRypQpk6Kjo/XZZ59p4sSJCcaxZMkSDR8+XCVLltTUqVO1Z88ebd682Zh7SIodUtiuXTuFh4erQIECGj16tNasWaN9+/bpt99+U/369SVJv/76q/r375/sewIAAAAAjuDPys+QadOm2VwRqlKlSmrZsqW6dOmi119/XUePHtWcOXPUpUsXu3UFBwerbNmy2rx5s/z8/IztderUUbVq1dS+fXuFhYWpb9++WrhwodWxf/zxhyZMmCBJ+uWXX+Kdp0KFCmrbtq0aNGigDRs26IMPPlD9+vVTtJfCwYMHjfdly5ZN0rGlS5eWi4uLYmJiFBISkmIxxZU9e3adPn1a2bNnj7evTp066tmzpzp37qzp06dr1KhR+vjjjxUQEJAi586ZM6dy5swpX19fSZKvr69KlChht3zXrl01b948hYaGaunSpWrdurXNctOmTZMUO/9RUu95/vz51bBhQ61cuVIPHjxQnTp1VKFCBdWrV0+VK1dWhQoVlClTpkTruXTpktHzKkuWLPrzzz/jXVuNGjXUq1eveAnKyMhIde/eXWazWX5+ftq6datKly5t7K9cubKaN2+uKlWq6NKlS/rkk0/UokULu3EdOnRIderUUVBQkDw9PY3tNWvWlBTb88lyvs6dO2vSpElWz0DZsmXVrFkzozfQDz/8oB49eqhIkSKJ3gcAAAAASA568jxDElvy+9VXXzV6qSxbtizR+iZPnmyV4LFo166d6tWrJ0launSpMWGuhWUunObNm9tNJHl5eWncuHGSpDNnzhgrYKWU69evG++zZcuWpGO9vb2VLl26ePWkJF9fX5sJHguTyaRRo0bJ1dVV4eHhqTovy8svv2wMLbMkch4VEhJiJNaS2ovHYtq0aapQoYLx8969e/Xll1+qfv36ypw5s4oUKaL3338/wcTbTz/9pHv37kmK/fwmlLzKnTu31c9Lly7VxYsXJUmff/65VYLHIm/evPruu+8kSffu3bN7PyTJxcVFv/zyi1WCJ66JEycqNDRUOXPm1IQJE+wmOb/44gvlzJlTMTExmjlzpt3zRUREKCwszOoFAAAAAElBT55n2LVr13T79m2ruUUyZ84sybqniy0lS5ZUuXLl7O7v3LmzVq9eraioKG3atElvv/22JCksLEybNm2SJL311lsJnqNo0aLKlCmTrl+/rp07d+q1115z5LIccufOHeO9rURVYvz8/BQaGqrbt2+nWEwJiYyM1JUrV3Tnzh1FR0cb2zNmzKirV6/q4MGDat68+VOJ5VEmk0mdO3fWoEGDtGHDBp09e1Z58uSxKmNJdnh4eKhNmzbJOk+mTJm0fft2TZ8+XT///HO8ZI5lLqdx48apbdu2+vnnn43eSBYrV66UJBUoUMBq2J0jLIk0y/Xa06JFC/Xq1UuhoaFav369+vXrZ7NctWrVbE6ybGEZptiwYUO7iSBJcnNzU5UqVbR48WLt3LnTbrkRI0boiy++iLf9sFcX+XuabBwBAADwjBqa2gHAMDQ0tSPAU0ZPnmfM9u3b1apVK2XMmFFZsmRR4cKFVbJkSeM1ZcoUSYn3UInbo8KWuBMZx11taP/+/YqJiZEkvfPOO/FWbXr0ZYnj0d5Aj8vSE0dSklcUi3tMQl++H1dkZKTGjx+vypUry8/PT7lz51axYsWs2uvq1auSnlyPIkd17NhRrq6uiomJ0YwZM6z2RUREaO7cuZKkJk2aKGPGjMk+j7u7u7p166Z9+/bpwoULmj9/vj755BPVqFFD7u7uRrnZs2ercePGVgmxyMhIHT58WJJUvXr1eKuKJcZybP78+Y1kqC0eHh7GHEKWY2xJaBn46OhoHThwQFLsHESJPSeLFy+WlPBzMnDgQIWGhhove/NlAQAAAIA9JHmeIUOHDlX16tW1cOFC3bx5M8GyCU2gK8XOZ5IQyzLjkqzOZUlKJJVliE1KiTtPSlITSPfv3zd6AjkyD0xy3Lx5U1WqVFHv3r21e/duPXz4MNGYUlOOHDmMSYCnT59utWLa77//bnwGkjtUy945W7Vqpe+++05btmzR5cuXNXDgQGPC5A0bNmjevHlG+Zs3bxpxJTQUzh7LNST22Zf+bwhgQs9ZhgwZEjxXVFRUEiNM+Dnx9PSUv7+/1QsAAAAAkoLhWs+IP//80xiqUaBAAX3yySeqXr268uTJI19fX2O+j8GDBzu0WlNSe0FYxO1ZMWnSJFWtWtWh4xL6QpwcpUqVMt7v379fr7/+usPHHjhwwOiNVLRo0RSNy6JPnz7at2+fJKlp06bq3LmzXnrpJWXJkkVeXl7G/c+TJ4/OnTsXbxn61NC1a1etWLFCJ0+e1JYtW1SrVi1J/zdUK1euXKpbt+4TO39gYKCGDx8us9lszPu0aNEitW3bNkXPk9zP/qNcXV3t7ov7nHTt2lV9+vRxqM64S80DAAAAQEojyfOMsAzDypAhg3bt2mV3uEliPXwsrly54vD+wMBA433coTo+Pj4JTnz7JFlWMJJi5z4ZMGCAw8fGXdK9Ro0aVvviLrttSQTZEx4ebnN7WFiYFixYIElq06aNZs+ebbeOW7duJRrv09KgQQNlz55dly5d0rRp01SrVi1duHDBWG69Q4cONpclT2ndunUzkjwnTpwwtgcGBhqrol26dCnJ9Vo+x4l99qX/6x0W97OfnHNJktlsTrXnBAAAAADiYrjWM+Lvv/+WFLsSUkLziQQHBztU3969ex3eH/cLaunSpY2eENu3b3foXE/CSy+9ZMybsnPnToev+86dO5o+fbqk2B4dj04eHXeun4QSMDdv3tSNGzds7jt+/LgiIyMlSa1atbJbx5EjR5I1n5CjktpjxdXVVR07dpQkLV68WHfv3tWMGTMUExMjk8mkTp06PYEo48uRI4fxPu41uLu7G5/FrVu3Jrn3k+XYU6dO6dq1a3bLRUZGav/+/VbHJJWHh4eKFy8uKXWfEwAAAACIiyTPM8Iyv4e93iNS7LCl3bt3O1TfoUOHjC+ytkydOlVS7Bf/2rVrG9szZ86sypUrS5Lmzp2b4JflJy1u753u3bs7NK9Nv379jF4ajRs3VuHCha32Z8iQQenTp5eUcMJs/vz5dpMMcediSai9fv7550TjfRxeXl6SZLX6WmK6dOkik8mk8PBwLViwwEiI1axZ01hmPTmSkpCJe98LFChgta9Ro0aSYhM1v//+e5JiePXVV41YEloaffHixQoNDbU6Jjksq38dOXJEa9euTXY9AAAAAJBSSPI8I1544QVJ0rZt26yGsFhcu3ZN7dq1S1Kd3bt3t5mEmDt3rlatWiUpdj6ZRye5/fzzzyXFDkt66623ElyGPCIiQuPHj9eDBw+SFJsjWrZsqRYtWkiKTXA1btzYbtIpMjJS/fv316RJkyTFLqE+duxYm2UtQ8F+//13/ffff/H2Hz16VP/73//sxlWoUCGjB8qMGTNsJjhWrFihcePG2b+4FGBpt5MnTzqcZClYsKCR1Pv88891/PhxSY8/4fLq1avVsmXLBBOLUmwPqQ8++MD4uUmTJlb7e/fubSyr3qNHjwRXvzp//rzVz02bNjV6CX399ddWq8ZZnDt3Tp988omk2OGIj9N7qU+fPvLz85MkderUyeiNZ09QUJD++uuvZJ8PAAAAABLDnDxPyIEDB4xeEgl55ZVXlCdPHrVv314rVqxQeHi4atWqpQEDBqhcuXKSpB07dmj06NG6fPmyqlSpop07dyZab/ny5RUcHKzy5cvr008/VcmSJRUaGqrFixcbiZB06dLp+++/j3ds/fr11adPH/3www/asmWLihYtqp49e6p69erKmDGjwsPDdeLECW3dulVLlizRrVu31KFDh6TdIAf98ssvunbtmjZt2qT169frxRdfVOfOnfXKK68oa9asCgsLU3BwsH799VcdOXJEkuTm5qYFCxYoX758Nut87733tHz5ct2/f1+1a9fW0KFDVaZMGd29e1d//vmnfvjhB2XOnFmurq42k0oZM2ZU/fr1FRQUpDVr1qhu3bp69913lTdvXl29elW//fabpk+frgIFCuj27dtPrDdU1apVNW3aNF29elUff/yx2rZtq4CAAEmxQ5/y5s1r87iuXbtq48aNRo8nf3//eMPakiomJkaLFi3SokWLVKpUKTVo0EAVKlRQ9uzZ5eH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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_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_worst.png', bbox_inches = \"tight\")  \n",
    "plt.savefig('benchmark_graphs/auroc_worst.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(resnet_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_worst.png', bbox_inches = \"tight\")  \n",
    "plt.savefig('benchmark_graphs/auprc_worst.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_worst.png', bbox_inches = \"tight\")  \n",
    "plt.savefig('benchmark_graphs/spearman_worst.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\"]) + 0.01, 1))\n",
    "plt.yticks(x, resnet_accuracy[\"consensus_method\"])\n",
    "plt.title(\"Consensus Label Accuracy\")\n",
    "\n",
    "plt.savefig('benchmark_graphs/accuracy_worst.png', bbox_inches = \"tight\")  \n",
    "plt.savefig('benchmark_graphs/accuracy_worst.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_worst.pdf\")\n",
    "legend_fig.savefig(\"benchmark_graphs/legend_worst.png\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.10.6 64-bit",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.8 (main, Oct 21 2022, 22:22:30) [Clang 14.0.0 (clang-1400.0.29.202)]"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "b0fa6594d8f4cbf19f97940f81e996739fb7646882a419484c72d19e05852a7e"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}