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{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2024-05-09T21:27:26.061951Z",
     "start_time": "2024-05-09T21:27:26.051884Z"
    }
   },
   "source": [
    "import pickle\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "import config"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-09T21:27:26.077701Z",
     "start_time": "2024-05-09T21:27:26.065982Z"
    }
   },
   "cell_type": "code",
   "source": [
    "GROUP_LABELS = ['Golden', 'Synthetic: Backward', 'Synthetic: Forward', 'Synthetic: Backward β†’ Forward',\n",
    "                'Synthetic: All']"
   ],
   "id": "3dedb547dfae89d5",
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-09T21:27:26.092886Z",
     "start_time": "2024-05-09T21:27:26.080888Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def load_data(s):\n",
    "    with open(config.OUTPUT_CHARTS_DIR / f\"{s}_data.pkl\", 'rb') as f:\n",
    "        groups = pickle.load(f)\n",
    "\n",
    "        data = []\n",
    "        for i, group in enumerate(groups):\n",
    "            for e in group:\n",
    "                data.append({\n",
    "                    'Subset': GROUP_LABELS[i],\n",
    "                    'value': e\n",
    "                })\n",
    "        return pd.DataFrame.from_records(data)"
   ],
   "id": "837c039c80b1093e",
   "outputs": [],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-09T21:27:27.581911Z",
     "start_time": "2024-05-09T21:27:26.094887Z"
    }
   },
   "cell_type": "code",
   "source": [
    "name = 'deletions_norm'\n",
    "\n",
    "sns.set_theme(palette=\"colorblind\")\n",
    "\n",
    "ax = sns.displot(data=load_data(name), \n",
    "                 x='value', \n",
    "                 hue='Subset', \n",
    "                 kind='kde',\n",
    "                 aspect=1.5, \n",
    "                 common_norm=False,\n",
    "                 clip=(0, 10000))\n",
    "sns.move_legend(ax, \"center right\", bbox_to_anchor=(.70, .75))\n",
    "for line in ax.legend.get_lines():\n",
    "    line.set_linewidth(5.0)\n",
    "\n",
    "plt.title(\"Number of \\\"delete\\\" operations: distribution\")\n",
    "plt.xlabel(\"Number of \\\"delete\\\" operations\")\n",
    "\n",
    "plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_dist.png\",bbox_inches='tight')\n",
    "plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_dist.svg\",bbox_inches='tight')\n",
    "plt.show()"
   ],
   "id": "8c756559f9bd4ec",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1022.88x500 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-09T21:27:28.865898Z",
     "start_time": "2024-05-09T21:27:27.583885Z"
    }
   },
   "cell_type": "code",
   "source": [
    "name = 'insertions_norm'\n",
    "\n",
    "sns.set_theme(palette=\"colorblind\")\n",
    "\n",
    "ax = sns.displot(data=load_data(name), \n",
    "                 x='value', \n",
    "                 hue='Subset', \n",
    "                 kind='kde',\n",
    "                 aspect=1.5, \n",
    "                 common_norm=False,\n",
    "                 clip=(0, 10000))\n",
    "sns.move_legend(ax, \"center right\", bbox_to_anchor=(.70, .75))\n",
    "for line in ax.legend.get_lines():\n",
    "    line.set_linewidth(5.0)\n",
    "\n",
    "plt.title(\"Number of \\\"insert\\\" operations: distribution\")\n",
    "plt.xlabel(\"Number of \\\"insert\\\" operations\")\n",
    "\n",
    "plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_dist.png\",bbox_inches='tight')\n",
    "plt.savefig(config.OUTPUT_CHARTS_DIR / f\"{name}_dist.svg\",bbox_inches='tight')\n",
    "plt.show()"
   ],
   "id": "af1668213091e2c1",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1022.88x500 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 5
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}