hyperparameter_exploration.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "import dvc.api\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['Experiment', 'rev', 'typ', 'Created', 'parent', 'State', 'Executor',\n",
      "       'train.accuracy', 'train.loss', 'eval.accuracy', 'eval.loss', 'step',\n",
      "       'dice_multi', 'base.random_seed', 'base.model_image_size',\n",
      "       'data_split.test_split', 'data_split.data_dir',\n",
      "       'data_split.train_data_dir', 'data_split.test_data_dir',\n",
      "       'train.train_data_dir', 'train.model_save_dir', 'train.batch_size',\n",
      "       'train.epochs', 'train.norm_upper_bound', 'train.norm_lower_bound',\n",
      "       'train.validation_split', 'evaluate.model_path',\n",
      "       'evaluate.test_data_dir', 'data/all_data', 'data/test', 'data/train',\n",
      "       'models/catsnet_model.keras', 'src/data_split.py', 'src/evaluate.py',\n",
      "       'src/train.py'],\n",
      "      dtype='object')\n"
     ]
    },
    {
     "data": {
      "image/png": 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LFiwQ6tSpIxgZGQk7duxQlTt27JjG8VJs4sSJAgDhyZMnZcZRvA3KWrcX8VZmCeLi4hAfH4/4+HisWrUKnTt3xogRIzSqfi0sLFR/P3jwANnZ2Wjfvj1OnjxZ5jKUSiW2bt2KXr16ac3MX3zUOioqSm1Y+/btUVRUhBs3bpS4DAsLC5iZmeHvv//GgwcPyoxJmwsXLmD48OHo06cPPv30UwDPbm1s2rQJvXr1giAIuHv3ruoTEhKC7OzsUrdBgwYN0KJFC7Vf5UVFRdi4cSN69eql2q52dnbIzc1FfHx8uWIvjbW1NQDg0aNHWsdnZWVh3759GD58uFp1NvC/7+ZVt8PzjI2N0b9/f6xZswbAs0b/Hh4eaN++fXlXsdL98ccfcHV1xaBBg1TDTE1NMXbsWOTk5GDv3r1q5fv166dTTZ2u+wvwcsdkx44dNdrJNWjQAIGBgfj1119Vw+7fv4+dO3diyJAhOnWB8P7776v93759e1y7dk31/65du2BqaoqRI0eqhhkZGSE6OrrMeT9v5MiRMDY2Vhv2/PoXFhbi3r17qFevHuzs7LRug7LOK3v27EFBQQHGjBmjVk5bTfAff/yBgIAAtGvXTjXM2toaUVFRSE1N1bhVHRYWplYbHBgYCEEQMHz4cLVygYGBuHXrFp4+fVritiiuEfvzzz+Rl5entczmzZuhVCrRv39/tWPV1dUV9evXR2JiIgAgKSkJKSkpGDx4MO7du6cql5ubiy5dumDfvn1QKpUoKirCn3/+idDQULVzRKNGjTSaHxTXxP32229QKpUlrsfff/+tc20Z8Oz7K75WPf95cb92d3dXq7G0sbFBWFgYTp06hfT0dAC6f3+bNm2Co6MjxowZoxHPi8fHgAEDULNmTdX/xeez4uNB12vUsGHDIAjCK9WW1alTB3/++Sfef/999OrVC+PGjcOpU6fg5OSkqvkHgMePHwPQ3t62uF1pcRl9YGJWgoCAAAQHByM4OBhDhgzB77//Dj8/P4wePVqt+n7Hjh14/fXXIZfLYW9vDycnJyxevFin++BZWVlQKBRo0qSJTjG9mBwU7+yl7czm5ub46quvsHPnTri4uKBDhw6YM2eO6kAsi0KhQN++fVGrVi38/PPPqoMuKysLDx8+xA8//AAnJye1T0REBIBnbY1KM2DAABw8eBB37twB8OyElJmZiQEDBqjKjBo1Cg0aNED37t1Ru3ZtDB8+HLt27dIp9rIU36qtUaOG1vHFJ47Svp+K2A7PGzx4MC5cuIDTp09j9erVGDhwYJXqC+nGjRuoX7++xlOdjRo1Uo1/nre3t87z1mV/AV7umCxp+WFhYTh48KAq3g0bNqCwsFCnLkHkcrlGslmzZk214/TGjRtwc3PTuK1Yr169MudfVvyPHz/G1KlT4eHhAXNzczg6OsLJyQkPHz7Uug3KOq8Ub4P69eurlXNyclK74BaXbdiwocYySvr+X1x2cXLl4eGhMVypVJZ6XvX29kZMTAx+/PFHODo6IiQkBHFxcWrTpKSkQBAE1K9fX+N4vXjxoupYTUlJAQCEh4drlPvxxx+Rn5+P7OxsZGVl4fHjxxrbBoDGdhgwYADatm2LESNGwMXFBQMHDsT69etLTdJ0Ub9+fdW16vnPi80z6tWrp3EuadCgAQCo2nLp+v1dvXoVDRs21GhzrU1Z+9erXqNelb29PSIiIpCcnIzbt28D+N+PG23tGoufjn/+B1BFY2KmIyMjI3Tu3BlpaWmqg3b//v3o3bs35HI5vvvuO/zxxx+Ij4/H4MGDX+oXj65e/GVcrKxljR8/HpcvX8bs2bMhl8sxZcoUNGrUCKdOnSpzmcOGDcO///6LrVu3qh3oxSeT9957T+uvtfj4eLRt27bUeQ8YMACCIGDDhg0AgPXr18PW1hbdunVTlXF2dkZSUhK2bduG3r17IzExEd27d3/ptjjanDt3DsbGxi+VHLyoIrbD8wIDA+Hj44Px48fj+vXrGDx4cIllS0rYXmxkLmUvc3LTZX952WOypOUPHDgQpqamqlqzVatWoVWrVlovWi8q6TjVB23xjxkzBl988QX69++P9evXY/fu3YiPj4eDg4PWJKC855WKUNKyyxvTvHnzcObMGXz88cd4/Pgxxo4di8aNG6suuEqlEjKZDLt27dJ6rBY32i/eTnPnzi3xuC6ucdeVhYUF9u3bhz179mDo0KE4c+YMBgwYgDfffLNKHbMvS5fv8lWuURWh+IfA/fv3AQBubm4AgLS0NI2yaWlpsLe31/np9fJg4/+XUFyNXlzTsmnTJsjlcvz5559qX9KKFSs0ptV2EXVycoKNjQ3OnTunp4j/x8fHBx9++CE+/PBDpKSkoEWLFpg3bx5WrVpV4jRffvkltm7dis2bN8PX11dtnJOTE2rUqIGioqISO0Yti7e3NwICArBu3TqMHj0amzdvRmhoqMYOb2Zmhl69eqFXr15QKpUYNWoUvv/+e0yZMuWlaxiK3bx5E3v37kVQUFCJNWZ169YFgFK/n4rYDi8aNGgQPv/8czRq1AgtWrQosVzNmjXVbo8VK+3WdjF91cJ5enrizJkzUCqVarVmxU+ZeXp6lnveuuwvL3NMlsbe3h49e/bEr7/+iiFDhuDgwYNYsGBBuWN/kaenJxITE5GXl6dWa3blypVXnvfGjRsRHh6OefPmqYY9efKk3J0JF39nKSkpqmMCeFZb/GJtvaenJ5KTkzXmURHfv66aNm2Kpk2b4tNPP8WhQ4fQtm1bLFmyBJ9//jl8fHwgCAK8vb1VtUXaFDdet7GxKfW4Ln5Su/jH+vO0bQcjIyN06dIFXbp0wfz58zFr1ix88sknSExMrLDzR0muXLkCQRDUjv3Lly8DgKqBva7fn4+PD44cOYLCwsIKezCpPNeoilJ8Hi2u6a5VqxacnJy0duh99OjRUs/LFYE1ZjoqLCzE7t27YWZmpqrWNTY2hkwmU/u1k5qaqrWHfysrK40To5GREUJDQ7F9+3atO0BF/GLNy8vT6JjUx8cHNWrUKPXx8z179uDTTz/FJ598orVTXGNjY/Tr1w+bNm3Smrjo0o0H8KwW5J9//sHy5ctx9+5djdtS9+7dU/vfyMgIzZo1A6C9mlkX9+/fx6BBg1BUVKTR7cXznJyc0KFDByxfvhw3b95UG1f83VTUdnjeiBEjMG3aNLULqzY+Pj64dOmS2jJOnz6t9XH+FxX3d/UqPf9r06NHD6Snp6u1BXv69CkWLVoEa2trdOzY8ZXmX9b+8jLHZFmGDh2KCxcuYOLEiTA2NlZ78vNVhYSEoLCwEEuXLlUNUyqViIuLe+V5Gxsba5w7Fi1aVO5ameDgYJiammLRokVq89WWqPbo0QNHjx7F4cOHVcNyc3Pxww8/wMvLq0L7vXuRQqHQaIPWtGlTGBkZqc4Vffv2hbGxMWbMmKGxjQRBUJ1v/P394ePjg6+//lrj6XTgf8e1sbExQkJCsHXrVrVzxMWLF/Hnn3+qTVNcG/O84gv88+cyfXSXATzrAWDLli2q/xUKBX7++We0aNFC9aSzrt9fv379cPfuXfz3v//VWM7LXrd0vUZVRHcZ2s7Hd+7cwfLly9GsWTNVTRnwbB137Nih1o1KQkICLl++jHfffVc1rLCwEJcuXdJau1ZerDErwc6dO1UHR2ZmJlavXo2UlBRMmjRJdUuvZ8+emD9/Prp164bBgwcjMzMTcXFxqFevHs6cOaM2P39/f+zZswfz58+Hu7s7vL29ERgYiFmzZmH37t3o2LEjoqKi0KhRI6SlpWHDhg04cOCARq/sL+vy5cvo0qUL+vfvDz8/P5iYmGDLli3IyMgo9UIzaNAgODk5oX79+hq/WN588024uLjgyy+/RGJiIgIDAzFy5Ej4+fnh/v37OHnyJPbs2aP1RPSi/v37IzY2FrGxsbC3t9f41ThixAjcv38fb7zxBmrXro0bN25g0aJFaNGihSpBLmv9V61aBUEQoFAocPr0aWzYsAE5OTmq7640CxcuRLt27fDaa68hKioK3t7eSE1Nxe+//46kpCQAqJDt8DxPT0+d3ms5fPhwzJ8/HyEhIYiMjERmZiaWLFmCxo0bQ6FQlDqtv78/AOCTTz5R3bbr1avXK3dQGhUVhe+//x7Dhg3DiRMn4OXlhY0bN6pqnEqqndRVWfvLyxyTZenZsyccHBywYcMGdO/eHc7Ozq8U+/NCQ0MREBCADz/8EFeuXIGvry+2bdum2ldepUbzrbfewi+//AJbW1v4+fnh8OHD2LNnj6qbm5dV3A/b7Nmz8dZbb6FHjx44deoUdu7cqepqpdikSZOwZs0adO/eHWPHjoW9vT1++uknXL9+HZs2bdLpjRLl9ddff2H06NF499130aBBAzx9+hS//PKL6scT8OyC//nnn2Py5MlITU1FaGgoatSogevXr2PLli2IiopCbGwsjIyM8OOPP6J79+5o3LgxIiIiUKtWLdy5cweJiYmwsbHB9u3bATzremHXrl1o3749Ro0apfoh0rhxY7V9bubMmdi3bx969uwJT09PZGZm4rvvvkPt2rXVGtu/bHcZJ0+e1Fqr5OPjo9abfYMGDRAZGYljx47BxcUFy5cvR0ZGhlptsq7fX1hYGH7++WfExMTg6NGjaN++PXJzc7Fnzx6MGjVKaz+AJdH1GlUR3WX85z//wdWrV9GlSxe4u7sjNTUV33//PXJzczX6xvz444+xYcMGdO7cGePGjUNOTg7mzp2Lpk2bqtoPA88Su0aNGiE8PLzi3pv7Us9wGgBt3WXI5XKhRYsWwuLFi9UenRYEQVi2bJlQv359wdzcXPD19RVWrFghTJs2TeNx50uXLgkdOnQQLCwsNB4xv3HjhhAWFiY4OTkJ5ubmQt26dYXo6GghPz9fLaYXu9QofuQ8MTGxxPW5e/euEB0dLfj6+gpWVlaCra2tEBgYKKxfv16t3ItdL7y4DZ7/PL+8jIwMITo6WvDw8BBMTU0FV1dXoUuXLsIPP/ygw9Z+pm3btgIAYcSIERrjNm7cKHTt2lVwdnYWzMzMhDp16gj/93//J6SlpZU53+djNjIyEuzs7ISWLVsK48aN0+giQRC0d38gCIJw7tw54e233xbs7OwEuVwuNGzYUJgyZYpamVfZDtq6nXhRSfvAqlWrhLp16wpmZmZCixYthD///FOn7jIEQRA+++wzoVatWoKRkZFa1xmv0l2GIDzbFhEREYKjo6NgZmYmNG3aVGOblvcxckEofX8RBN2PSZTRnYogPOuOA4CwevVqjXEldZdhZWWlUVbb8rOysoTBgwcLNWrUEGxtbYVhw4YJBw8eFAAIa9euLTWukvYHQXjW/UDx9re2thZCQkKES5cuaXyvL3NeKSoqEmbMmCG4ubkJFhYWQqdOnYRz585p3VeuXr0qvPPOO6rjJSAgQK0rgueX8WLXFiXFVLz9Sutq4tq1a8Lw4cMFHx8fQS6XC/b29kLnzp2FPXv2aJTdtGmT0K5dO8HKykqwsrISfH19hejoaCE5OVmt3KlTp4S+ffsKDg4Ogrm5ueDp6Sn0799fSEhIUCu3d+9ewd/fXzAzMxPq1q0rLFmyROM7T0hIEPr06SO4u7sLZmZmgru7uzBo0CDh8uXLavOqqO4ynv9eio/VP//8U2jWrJnq2NDWtYgu358gPOs65JNPPhG8vb1V57x33nlHuHr1qlp82o7x589Hul6jKqK7jNWrVwsdOnQQnJycBBMTE8HR0VF4++23hRMnTmidz7lz54SuXbsKlpaWgp2dnTBkyBAhPT1drUzxemo7Z5b3PCf7/ytBREQvmDBhApYtW4b09HSNJyj1YevWrXj77bdx4MCBl3pohKg0Xl5eaNKkCXbs2CF2KJVCJpNh4sSJ+M9//gMrKyu9PkGpjfD/b4vfunULr732GubOnYvY2Fidp2cbMyIiLZ48eYJVq1ahX79+eknKXuwHqaioCIsWLYKNjQ1ee+21Cl8ekSGZO3cunJycKqTd5svKzs6Gk5NTuY9jtjEjInpOZmYm9uzZg40bN+LevXuv9Oqv0owZMwaPHz9GUFAQ8vPzsXnzZhw6dAizZs2q9F/4RNXJ8x2Sl/b0rb5YW1u/UgxMzIiInnPhwgUMGTIEzs7OWLhwod4ejX/jjTcwb9487NixA0+ePEG9evWwaNEijB49Wi/LIzIU+u56pCwmJiavFAPbmBERERFJBNuYEREREUkEEzMiIiIiiWAbMz1SKpX4999/UaNGjSr1ImoiIiJDJggCHj16BHd3d712jKwNEzM9+vfff1UvRyUiIqKq5datW6hdu3alLpOJmR4Vv37m1q1bqtc4ERERkbQpFAp4eHi88mvkyoOJmR4V3760sbFhYkZERFTFiNEMiY3/iYiIiCSCiRkRERGRRDAxIyIiIpIIJmZEREREEsHEjIiIiEgimJgRERERSQQTMyIiIiKJYGJGREREJBFMzIiIiIgkgokZERERkUTwlUxEVdC1rBzcuJ8HLwcreDtaiR0OERFVECZmRFXIw7wCjF2ThH0pWaphHeo7YdGglrC1NBUxMiIiqgi8lUlUhYxdk4SDV+6qDTt45S7GrDklUkRERFSRmJgRVRHXsnKwLyULRYKgNrxIELAvJQvX7+aKFBkREVUUJmZEVcSN+3mljk+9x8SMiCrPtawcJCZn8kdhBWMbM6IqwtPestTxXg58CICI9I9tXfWLNWZEVURdJ2t0qO8EY5lMbbixTIYO9Z34dCYRVQq2ddUvJmZEVciiQS3Rtp6j2rC29RyxaFBLkSIiIkPCtq76x1uZRFWIraUpfo4MwPW7uUi9l8t+zIioUunS1pXnpFfDxIyoCvJ2ZEJGRJWPbV31j7cyiYjopYn9RN7e5Ex8m3AZ+59rgE76x7au+scaMyIi0pnYT+TduJeL0LiDeJBXqBpW09IU26LbwcOh9NocqhiLBrXEmDWn1PYBtnWtODJBeKEFH1UYhUIBW1tbZGdnw8bGRuxwiIheWdiyozh45a5a429jmQxt6zni58gAvS+/5czdaklZsZqWpjg1tavely8lYr8ztzq3dRXz+s0aMyKiKkiMi3LxE3kvev6JPH3Gsjc5U2tSBgAP8gqxPyUL7es76W35zxMzKRK71rIY63X0g4kZEVEVIuZFWewn8pJuPyx1/MmbD/SemEkhKSqtH7HKqLWUwjaoztj4n4ioChGzc0+xn8hrUduu1PGv1amp1+UD4neuKoV+xMTeBsXEfgBFX1hjRkRURYh9K7H4ibyS2pjp+5Zex4bOqGlpWmIbM33Xlom9/QHxay2lsA2qe40da8yIiKoIKbzIXuy3T2yLboeaL1x8i5/K1DcpbH+xay2lsA2kUmOnL6wxIyKqIjKzn5Q6/u6jfL3HIPbbJzwcLHFqalfsT8nCyZsP8FqdmpXW4F/spAgQv9ZS7G0ghRo7fWONGRG9tOratkPqLqYrSh1/4d/Sx1ckb0crdG7oLNpFsH19J4zr0qDSkjJAOp2rillrKfY2kEKNnb6xxoyIdFbd23ZInb2Veenjrc0qKRLDJYXOVcWutRRzG4hdY1cZ2MGsHrGDWdKXvcmZSLr9sFJv4wDidy4qJWL1I/bGvL0ljk+M7VTlb+NUFdW5c1VdibUNKuM8xA5miUgnYr6OxhDaduhCzFrDuk7WaO1ZE8duPNAY19qzpkFs/2Ji93rv7Sh+Qmao20AKtZb6xBozPWKNWfUl1glRzNfRJCZnImLFsRLHr4hojc4NnfUagxSIXWuYnVeocVEypNvJvJ3ObVBMnzV2rDEjqiLEPCGK/ToaQ2jbURYp1BqK3b5IbGL3ei8F3AbPSKHWUh/4VCbRSxCz/xxdXkejT2I/jSUFUnoiTOynIsUghV7vxcZtUP0xMSPSkdgnRCm8jkbszkXFxlpDcUkpMRYLt0H1J4nELC4uDl5eXpDL5QgMDMTRo0dLLLty5UrIZDK1j1wuVysjCAKmTp0KNzc3WFhYIDg4GCkpKWpl7t+/jyFDhsDGxgZ2dnaIjIxETk6OWpkzZ86gffv2kMvl8PDwwJw5cypupanKEfuEWPw6Gm0q43U0wP9uoyXGdsKKiNZIjO2EnyMDDKZdC2sNxcXEuOyLtomRrIwSJHWiJ2br1q1DTEwMpk2bhpMnT6J58+YICQlBZmZmidPY2NggLS1N9blx44ba+Dlz5mDhwoVYsmQJjhw5AisrK4SEhODJk//1mj1kyBCcP38e8fHx2LFjB/bt24eoqCjVeIVCga5du8LT0xMnTpzA3LlzMX36dPzwww8VvxGoSpDCRUHM19E8zxBvoxUz9FpDMUkpMRark2VlGeOfKvk8X1Un+lOZgYGBaN26Nf773/8CAJRKJTw8PDBmzBhMmjRJo/zKlSsxfvx4PHz4UOv8BEGAu7s7PvzwQ8TGxgIAsrOz4eLigpUrV2LgwIG4ePEi/Pz8cOzYMbRq1QoAsGvXLvTo0QO3b9+Gu7s7Fi9ejE8++QTp6ekwM3vWaeOkSZOwdetWXLp0Sad141OZ1Y/YT+QVE+N1NKTOUBvfi03sp1LFfiKSfdn9jz77cxTz+i1qjVlBQQFOnDiB4OBg1TAjIyMEBwfj8OHDJU6Xk5MDT09PeHh4oE+fPjh//rxq3PXr15Genq42T1tbWwQGBqrmefjwYdjZ2amSMgAIDg6GkZERjhw5oirToUMHVVIGACEhIUhOTsaDB9obWefn50OhUKh9qHqRSm2JGK+jIXU37+XizO2HuP2g9Fvc1dXe5Ex8m3AZ+7U8papPYt9OF/sF2lKqNRTLjXu5aDlzN8JXHMM38SkYuuwoWs7cjVv3qsexKGp3GXfv3kVRURFcXFzUhru4uJRYK9WwYUMsX74czZo1Q3Z2Nr7++mu0adMG58+fR+3atZGenq6ax4vzLB6Xnp4OZ2f1/pZMTExgb2+vVsbb21tjHsXjatbUbGg9e/ZszJgxQ9fVr7LE7tRQTIbeVUExsfcBMZcvZie/UiCV9RejqwQpdJcCVP8OVsvy4v4HPOsyqHfcAb3351gZqlw/ZkFBQQgKClL936ZNGzRq1Ajff/89PvvsMxEjAyZPnoyYmBjV/wqFAh4eHiJGVLHErsKXkuraf05ZxN4HxF4+UP0vCmUx5PXX5QGgyjgvGPIPRLH7c6wMot7KdHR0hLGxMTIyMtSGZ2RkwNXVVad5mJqaomXLlrhy5QoAqKYrbZ6urq4aDxc8ffoU9+/fVyujbR7PL+NF5ubmsLGxUftUJ2JX4ZP4xN4HRvx0XKPGYl9KFkb8VPIbCSqSLheF6szQ118KDwA9zxAfwhG7P8fKIGpiZmZmBn9/fyQkJKiGKZVKJCQkqNWKlaaoqAhnz56Fm5sbAMDb2xuurq5q81QoFDhy5IhqnkFBQXj48CFOnDihKvPXX39BqVQiMDBQVWbfvn0oLPzfSSg+Ph4NGzbUehuzuhO7Dy8Sn9j7wLWsHBzX8o5IADh240Gl7IOGcFEojaGvf10n61K7rDGkBEksUujPUd9E7y4jJiYGS5cuxU8//YSLFy/igw8+QG5uLiIiIgAAYWFhmDx5sqr8zJkzsXv3bly7dg0nT57Ee++9hxs3bmDEiBEAAJlMhvHjx+Pzzz/Htm3bcPbsWYSFhcHd3R2hoaEAgEaNGqFbt24YOXIkjh49ioMHD2L06NEYOHAg3N3dAQCDBw+GmZkZIiMjcf78eaxbtw7ffvut2q1KQyJ2H15SI1bDZzGJvQ/sOJNWxvh/9bp8wDAuCqVxrSEvdby7rUUlRSKOa1k5pdYYVvYPVLHPQ2Isv2NDZ9hZaE+O7Swqpz9HfRO9jdmAAQOQlZWFqVOnIj09HS1atMCuXbtUDe1v3rwJI6P/5Y8PHjzAyJEjVQ3w/f39cejQIfj5+anK/Oc//0Fubi6ioqLw8OFDtGvXDrt27VLriPbXX3/F6NGj0aVLFxgZGaFfv35YuHCharytrS12796N6Oho+Pv7w9HREVOnTlXr68yQSK0KXyxSafgsBrH3gfu5+aWPzynQ6/IBwKOMbVC7ZvXeB5QovXelomreh5ZU2piJfR4Se/n1na1xTEvteX1na70vuzKI3o9ZdVbd+jGTSh9eYmo5c7fWX8w1LU2rfcNnQNx9YN3Rm/ho89kSx899pxnebaXfh20SkzMRsaLk9mwrIlqjc0PnEsdXdWuO3sTkUr6D2X2bYlBAnUqJRYwnc6XSh5jY5yExl19Z34HB9mNGVYtU+vASi6E3fAbE3QecbUu/jeZYw1zvMYhdayi2QG/7Use/XtdB7zE8zCtA2LKjeGPeXkSsOIbOX/+NsGVHkV3CsVmRpNCHmNjnIbGXL3aTisog+q1MqjoM+RFtQLeGz9WhfUNpxNwHpJAUFV+YS6o1rO7HQ10nawTVdcDha/c0xgXVdaiU9S/tyeDKqLkXuw8xsc9DYi9fCucBfWNiRi/NUPvwMvSG388TYx+QSlIk9oVZbEve8y/xlUj6JoUOXsX+gSr2eUjs5UvlPKBPTMyIdNSxoTNqWpqW2LaiuteWSYEUkiKxL8xiE3P9pdL4HhDvB6rY5yGxlw9I4zygT2z8r0fVrfE/AefvPESfuEN4+tzTZyZGMmyLbgu/WraVFofYr0TS58uDdWGoSZGhk0rje7HdupeH3nEHRHsqUuzlF9PneUDM6zcTMz1iYlb9iP1kqtivJBL7MXkisY9BKdmfkoWTNx+I9gNJ7OXrExOzaoqJWfUihV/rYl+UxH5Mnyg7r7DENm6G9s5e0h8xr99sY0akI7Hbt4jd8NkQXh5M0mfobfyo+mM/ZkQ6EvsxbbH77zH09ySStBjiC7zJMDAxI9KR2J1Lip0Yiv2YPBGRIWBiRvQSxOz5XuzEsPgxeW3YXQgRUcVg43890lfjQbG7SiDxumsQu+GzVB6TJyLSJz6VWU1V9BcrdlcJJB1iN3xef+wmDl27h7Y+jnp/cTgRUWVjYlZNVfQXK3ZXCURS+XEghVpjKcRARPrB7jKoTGJ3lUAEiP8CaSkkhlKIgYiqLzb+ryLE7iqBqPjHQdELlezP/zjQt9ISw8oihRiIqPpiYlZFiN1VAknLtawcJCZnVkoyVEzsHwdSSAylEAMRVW+8lVlFFHeVUFIbM97GNAxi3kYT+8eB2G9ekEoMRFS9scasCvlPSEO80IUVZDJgUreG4gRElU7M22hi96MmdmIolRiIqHpjYlaFDF1+BE+V6rdQnioFDFl2RKSIqDJJ4TaaIXewK5UYiKh6463MKoIvkCYp3EYT+wXSiwa11Ohgt7ISQynFQETVFxOzKkKXF0gzMavepHQbzdtRnL67xE4MpRIDEVVfTMyqCL5AmvgAyP+IlRhKLQZDxg5+qbpiYlZFFL9AWtvtTL5A2nDwNhoZOnbwS9UdX8mkRxX9Sge+QJqK8TYaGSq+mo4qA1/JRDrxcLDEqaldsT8lCydvPsBrdWoabE2Zod/G4G00MkR8NR0ZAiZmVVD7+k4Gm5DxNgaR4ZLCk8lE+sZ+zKhKkcp7CsV4JRKRoZPSk8lE+sIaM6oypHAbgzV2ROLhk8lkCFhjRlWG2C/RBqRTY0dkqMR8+wRJS3W9c8EaM6oyxL6NIYUaOyJDxw5+qbrfuWCNGb20/yakYNAPh/Fd4pVKXa7Y7ymUQo0dET3j7WiFzg2dmZQZoOp+54KJGens0JUseE36HV/HX8bha/cx589keE36HUeu3qu0GMS8jSF2jR0RkaErvnNR9EIXrM/fuajqeCuTdDb4x6Nahw9Y+g9Sv+xZKTGIeRuDDY+JiMRlCF2msMaMdPLfhJRSx1f2bc2j1+7ht6Q7OJ56v1KXy4bHRETiMYQ7F6wxI50cvHq31PH7U7IwqnM9vcdx9vZDvP3dITxVPqux2nrqX0zefBbbotvCr5at3pfPhsdEBAB7kzORdPuhQb+BRQyGcOeCiRnppK2PIw5fK7l2qrJOTM8nZcWeKgX0jjuIK7N6VEoMAF+JRGSobtzLRWjcQb6zGOK9Gm/RoJYYs+aU2lOZ1enOhSRuZcbFxcHLywtyuRyBgYE4elR7W6YXrV27FjKZDKGhoWrDMzIyMGzYMLi7u8PS0hLdunVDSsr/bsWlpqZCJpNp/WzYsEFVTtv4tWvXVsg6VzWju9QvdXxl1JatO3pTIykr9lQpYMPxW3qPgYgM24tJGQA8yCtE77gDIkVU+R7mFSBs2VG8MW8vIlYcQ+ev/0bYsqPIfmG76EvxnYvE2E5YEdEaibGd8HNkQLXoKgOQQGK2bt06xMTEYNq0aTh58iSaN2+OkJAQZGZmljpdamoqYmNj0b59e7XhgiAgNDQU165dw2+//YZTp07B09MTwcHByM199rSGh4cH0tLS1D4zZsyAtbU1unfvrja/FStWqJV7MQk0FNeyckodXxlPwhy+XvrTn2XdbiUiehV7kzM1krJiD/IKsV9LP4fVkVS6q6iuXaaInpjNnz8fI0eOREREBPz8/LBkyRJYWlpi+fLlJU5TVFSEIUOGYMaMGahbt67auJSUFPzzzz9YvHgxWrdujYYNG2Lx4sV4/Pgx1qxZAwAwNjaGq6ur2mfLli3o378/rK2t1eZnZ2enVk4ul1f8RqgCpNCHV5C3Q6nj2/o4ljqeiOhVJN1+WOr4kzcfVE4gIjKE7irEJmpiVlBQgBMnTiA4OFg1zMjICMHBwTh8+HCJ082cORPOzs6IjIzUGJefnw8AagmUkZERzM3NceCA9qrmEydOICkpSev8oqOj4ejoiICAACxfvhyCoP1WWvGyFQqF2qe6kMKTMAMC6sDESKZ1nImRDO+28tB7DERkuFrUtit1/Gt1alZOICKSwo/06k7UxOzu3bsoKiqCi4uL2nAXFxekp6drnebAgQNYtmwZli5dqnW8r68v6tSpg8mTJ+PBgwcoKCjAV199hdu3byMtLU3rNMuWLUOjRo3Qpk0bteEzZ87E+vXrER8fj379+mHUqFFYtGhRiesze/Zs2Nraqj4eHtUnURC71/1i26LbaiRnJkYybItuWynLJyLD1bGhM2qW0I6ppqWpQTydKYUf6dWd6LcyX8ajR48wdOhQLF26FI6O2m9bmZqaYvPmzbh8+TLs7e1haWmJxMREdO/eHUZGmqv7+PFjrF69Wmtt2ZQpU9C2bVu0bNkSH330Ef7zn/9g7ty5JcY3efJkZGdnqz63blWvxuhS6MPLr5YtrszqgbnvNENoS3fMfacZrszqUSldZRARbYtup5GcFT+VaQik8iO9OhO1uwxHR0cYGxsjIyNDbXhGRgZcXV01yl+9ehWpqano1auXaphSqQQAmJiYIDk5GT4+PvD390dSUhKys7NRUFAAJycnBAYGolWrVhrz3LhxI/Ly8hAWFlZmvIGBgfjss8+Qn58Pc3NzjfHm5uZah1c0sR5RllIfXu+28uCtSyKqdB4Oljg1tSv2p2Th5M0HBtmPWXXvrkJsoiZmZmZm8Pf3R0JCguppR6VSiYSEBIwePVqjvK+vL86ePas27NNPP8WjR4/w7bffatw6tLV9VouSkpKC48eP47PPPtOY57Jly9C7d284OZV9YCUlJaFmzZqVknxp8zCvAGPXJKkdDB3qO2HRoJaV+piwFPrwEis5JSICnvXdaGgJWTEp/UivjkTvYDYmJgbh4eFo1aoVAgICsGDBAuTm5iIiIgIAEBYWhlq1amH27NmQy+Vo0qSJ2vR2dnYAoDZ8w4YNcHJyQp06dXD27FmMGzcOoaGh6Nq1q9q0V65cwb59+/DHH39oxLV9+3ZkZGTg9ddfh1wuR3x8PGbNmoXY2NgK3gK6K+0R5Z8jA0SKqnJJJTklIjJ0UviRXh2JnpgNGDAAWVlZmDp1KtLT09GiRQvs2rVL9UDAzZs3tbYNK01aWhpiYmKQkZEBNzc3hIWFYcqUKRrlli9fjtq1a2skbMCztmpxcXGYMGECBEFAvXr1VF17iKH4EeUXPf+IsiEcIExOiYioOpMJpfX/QK9EoVDA1tYW2dnZsLGxeaV5JSZnImLFsRLHr4hojc4NnV9pGVJ3LSsHb8zbW+L4xNhOBpGcEhGRflXk9ftlVamnMg0ZH1Fm/zlERFT9MTGrIviIMpNTIiKq/piYVSFS6EdMTExOiYioumMbMz3S1z1qQ35EOTuvUKP/HD6VSUREFUnMNmZMzPRIzC+2ujPk5JSIiPRLzOu36N1lEJUH+88hIqLqiG3MiIiIiCSCiRkRERGRRDAxIyIiIpIIJmZEREREEsHEjIiIiEgimJgRERERSQQTMyIiIiKJYGJGREREJBFMzIiIiIgkgokZERERkUQwMSMiIiKSCCZmRERERBLBxIyIiIhIIpiYEREREUkEEzMiIiIiiWBiRkRERCQRTMyIiIiIJIKJGREREZFEMDEjIiIikggmZkREREQSwcSMiIiISCKYmBERERFJBBMzIiIiIolgYkZEREQkEUzMiIiIiCSCiRkRERGRRDAxIyIiIpIIJmZEREREEsHEjIiIiEgimJgRERERSQQTMyIiIiKJkERiFhcXBy8vL8jlcgQGBuLo0aM6Tbd27VrIZDKEhoaqDc/IyMCwYcPg7u4OS0tLdOvWDSkpKWplOnXqBJlMpvZ5//331crcvHkTPXv2hKWlJZydnTFx4kQ8ffr0ldaViIiIqCSiJ2br1q1DTEwMpk2bhpMnT6J58+YICQlBZmZmqdOlpqYiNjYW7du3VxsuCAJCQ0Nx7do1/Pbbbzh16hQ8PT0RHByM3NxctbIjR45EWlqa6jNnzhzVuKKiIvTs2RMFBQU4dOgQfvrpJ6xcuRJTp06tuJUnIiIieo7oidn8+fMxcuRIREREwM/PD0uWLIGlpSWWL19e4jRFRUUYMmQIZsyYgbp166qNS0lJwT///IPFixejdevWaNiwIRYvXozHjx9jzZo1amUtLS3h6uqq+tjY2KjG7d69GxcuXMCqVavQokULdO/eHZ999hni4uJQUFBQsRuBiIiICCInZgUFBThx4gSCg4NVw4yMjBAcHIzDhw+XON3MmTPh7OyMyMhIjXH5+fkAALlcrjZPc3NzHDhwQK3sr7/+CkdHRzRp0gSTJ09GXl6eatzhw4fRtGlTuLi4qIaFhIRAoVDg/PnzWuPKz8+HQqFQ+xARERHpykTMhd+9exdFRUVqyQ8AuLi44NKlS1qnOXDgAJYtW4akpCSt4319fVGnTh1MnjwZ33//PaysrPDNN9/g9u3bSEtLU5UbPHgwPD094e7ujjNnzuCjjz5CcnIyNm/eDABIT0/XGlfxOG1mz56NGTNm6LTuRERERC8SNTF7WY8ePcLQoUOxdOlSODo6ai1jamqKzZs3IzIyEvb29jA2NkZwcDC6d+8OQRBU5aKiolR/N23aFG5ubujSpQuuXr0KHx+fcsU3efJkxMTEqP5XKBTw8PAo17yIiIjI8IiamDk6OsLY2BgZGRlqwzMyMuDq6qpR/urVq0hNTUWvXr1Uw5RKJQDAxMQEycnJ8PHxgb+/P5KSkpCdnY2CggI4OTkhMDAQrVq1KjGWwMBAAMCVK1fg4+MDV1dXjadDi+PUFhsAmJubw9zcXIc1JyIiItIkahszMzMz+Pv7IyEhQTVMqVQiISEBQUFBGuV9fX1x9uxZJCUlqT69e/dG586dkZSUpFE7ZWtrCycnJ6SkpOD48ePo06dPibEU3xp1c3MDAAQFBeHs2bNqT4fGx8fDxsYGfn5+r7LaRERERFqJfiszJiYG4eHhaNWqFQICArBgwQLk5uYiIiICABAWFoZatWph9uzZkMvlaNKkidr0dnZ2AKA2fMOGDXByckKdOnVw9uxZjBs3DqGhoejatSuAZzVvq1evRo8ePeDg4IAzZ85gwoQJ6NChA5o1awYA6Nq1K/z8/DB06FDMmTMH6enp+PTTTxEdHc1aMSIiItIL0ROzAQMGICsrC1OnTkV6ejpatGiBXbt2qRra37x5E0ZGL1exl5aWhpiYGGRkZMDNzQ1hYWGYMmWKaryZmRn27NmjSgI9PDzQr18/fPrpp6oyxsbG2LFjBz744AMEBQXBysoK4eHhmDlzZsWsOBEREdELZMLzLeKpQikUCtja2iI7O1utjzQiIiKSLjGv36J3MEtEREREzzAxIyIiIpIIJmZEREREEsHEjIiIiEgimJgRERERSYTO3WUoFArVkwllvZybTyASERERvTydE7OaNWsiLS0Nzs7OsLOzg0wm0ygjCAJkMhmKiooqNEgiIiIiQ6BzYvbXX3/B3t4eAJCYmKi3gIiIiIgMlc6JWceOHVV/e3t7w8PDQ6PWTBAE3Lp1q+KiIyIiIjIg5Wr87+3tjaysLI3h9+/fh7e39ysHRURERGSIypWYFbcle1FOTg7kcvkrB0VERERkiF7qJeYxMTEAAJlMhilTpsDS0lI1rqioCEeOHEGLFi0qNEAiIiIiQ/FSidmpU6cAPKsxO3v2LMzMzFTjzMzM0Lx5c8TGxlZshEREREQG4qUSs+KnMSMiIvDtt9+yvzIiIiKiCvRSiVmxFStWVHQcRERERAZP58Ssb9++Os908+bN5QqGiIiIyJDpnJjZ2trqMw4iIiIig6dzYsbbl0RERET6Va5+zIiIiIio4pWr8b+3t7fWDmaLXbt2rdwBERERERmqciVm48ePV/u/sLAQp06dwq5duzBx4sSKiIuIiIjI4JQrMRs3bpzW4XFxcTh+/PgrBURERERkqCq0jVn37t2xadOmipwlERERkcGo0MRs48aNsLe3r8hZEhERERmMct3KbNmypVrjf0EQkJ6ejqysLHz33XcVFhwRERGRISlXYhYaGqr2v5GREZycnNCpUyf4+vpWRFxEREREBkcmCIIgdhDVlUKhgK2tLbKzs/nCdyIioipCzOt3uWrMimVmZiIzMxNKpVJteLNmzV4pKCIiIiJDVK7E7MSJEwgPD8fFixfxYoWbTCZDUVFRhQRHREREZEjKlZgNHz4cDRo0wLJly+Di4lLqWwCIiIiISDflSsyuXbuGTZs2oV69ehUdDxEREZHBKlc/Zl26dMHp06crOhYiIiIig1auGrMff/wR4eHhOHfuHJo0aQJTU1O18b17966Q4IiIiIgMSbkSs8OHD+PgwYPYuXOnxjg2/iciIiIqn3LdyhwzZgzee+89pKWlQalUqn2YlBERERGVT7kSs3v37mHChAlwcXGp6HiIiIiIDFa5ErO+ffsiMTGxomMhIiIiMmjlSswaNGiAyZMnY9iwYZg3bx4WLlyo9nlZcXFx8PLyglwuR2BgII4eParTdGvXroVMJtN4d2dGRgaGDRsGd3d3WFpaolu3bkhJSVGNv3//PsaMGYOGDRvCwsICderUwdixY5Gdna02H5lMpvFZu3btS68fERERkS7K9a5Mb2/vkmcok+HatWs6z2vdunUICwvDkiVLEBgYiAULFmDDhg1ITk6Gs7NzidOlpqaiXbt2qFu3Luzt7bF161YAgCAIaNOmDUxNTTFv3jzY2Nhg/vz52LVrFy5cuAArKyucO3cO06ZNw7Bhw+Dn54cbN27g/fffR7NmzbBx40a1dVmxYgW6deumGmZnZwe5XK7TuvFdmURERFWPmNdv0V9iHhgYiNatW+O///0vAECpVMLDwwNjxozBpEmTtE5TVFSEDh06YPjw4di/fz8ePnyoSswuX76Mhg0b4ty5c2jcuLFqnq6urpg1axZGjBihdZ4bNmzAe++9h9zcXJiYPHtYVSaTYcuWLRo1crpiYkZERFT1iHn9LtetTF3Z2NiUWntWUFCAEydOIDg4+H8BGRkhODgYhw8fLnG6mTNnwtnZGZGRkRrj8vPzAUCtVsvIyAjm5uY4cOBAifMs3vjFSVmx6OhoODo6IiAgAMuXL9d4NygRERFRRSlXP2a6KiuJuXv3LoqKijSe7nRxccGlS5e0TnPgwAEsW7YMSUlJWsf7+vqiTp06mDx5Mr7//ntYWVnhm2++we3bt5GWllZiHJ999hmioqLUhs+cORNvvPEGLC0tsXv3bowaNQo5OTkYO3as1vnk5+erEkPgWcZNREREpCu9JmYV7dGjRxg6dCiWLl0KR0dHrWVMTU2xefNmREZGwt7eHsbGxggODkb37t21JooKhQI9e/aEn58fpk+frjZuypQpqr9btmyJ3NxczJ07t8TEbPbs2ZgxY0b5V5CIiIgMml5vZZbF0dERxsbGyMjIUBuekZEBV1dXjfJXr15FamoqevXqBRMTE5iYmODnn3/Gtm3bYGJigqtXrwIA/P39kZSUhIcPHyItLQ27du3CvXv3ULduXbX5PXr0CN26dUONGjWwZcsWjVdLvSgwMBC3b99WqxV73uTJk5Gdna363Lp162U2BxERERk4URMzMzMz+Pv7IyEhQTVMqVQiISEBQUFBGuV9fX1x9uxZJCUlqT69e/dG586dkZSUBA8PD7Xytra2cHJyQkpKCo4fP44+ffqoxikUCnTt2hVmZmbYtm2bTk9aJiUloWbNmjA3N9c63tzcHDY2NmofIiIiIl3p9VamTCYrs0xMTAzCw8PRqlUrBAQEYMGCBcjNzUVERAQAICwsDLVq1cLs2bMhl8vRpEkTtent7OwAQG34hg0b4OTkhDp16uDs2bMYN24cQkND0bVrVwD/S8ry8vKwatUqKBQKVXswJycnGBsbY/v27cjIyMDrr78OuVyO+Ph4zJo1C7GxsRWxaYiIiIg0iNr4HwAGDBiArKwsTJ06Fenp6WjRogV27dqleiDg5s2bMDJ6uYq9tLQ0xMTEICMjA25ubggLC1NrL3by5EkcOXIEAFCvXj21aa9fvw4vLy+YmpoiLi4OEyZMgCAIqFevHubPn4+RI0e+VCxEREREunqlfswKCgpw/fp1+Pj4aHQzATx7grJ169Yl3vqr7tiPGRERUdVT5foxy8vLQ2RkJCwtLdG4cWPcvHkTADBmzBh8+eWXqnLt2rUz2KSMiIiI6GWVKzGbPHkyTp8+jb///lut0XxwcDDWrVtXYcERERERGZJytTHbunUr1q1bh9dff12tgX/jxo1VXVYQERER0cspV41ZVlaW1heM5+bm6vQkJhERERFpKldi1qpVK/z++++q/4uTsR9//FFr/2NEREREVLZy3cqcNWsWunfvjgsXLuDp06f49ttvceHCBRw6dAh79+6t6BiJiIiIDEK5aszatWuHpKQkPH36FE2bNsXu3bvh7OyMw4cPw9/fv6JjJCIiIjIIr9SPGZWO/ZgRERFVPVWuH7M//vgDf/75p8bwP//8Ezt37nzloIiIiIgMUbkSs0mTJqGoqEhjuCAImDRp0isHRURERGSIypWYpaSkwM/PT2O4r68vrly58spBERERERmiciVmtra2uHbtmsbwK1euwMrK6pWDIiIiIjJE5UrM+vTpg/Hjx6v18n/lyhV8+OGH6N27d4UFR0RERGRIypWYzZkzB1ZWVvD19YW3tze8vb3RqFEjODg44Ouvv67oGImIiIgMQrk6mLW1tcWhQ4cQHx+P06dPw8LCAs2aNUOHDh0qOj4iIiIig8F+zPSI/ZgRERFVPWJev3WuMVu4cCGioqIgl8uxcOHCUsuOHTv2lQMjIiIiMjQ615h5e3vj+PHjcHBwgLe3d8kzlMm0PrFpiFhjRkREVPVUiRqz69eva/2biIiIiCqGzolZTEyMTuVkMhnmzZtX7oCIiIiIDJXOidmpU6fU/j958iSePn2Khg0bAgAuX74MY2Nj+Pv7V2yERERERAZC58QsMTFR9ff8+fNRo0YN/PTTT6hZsyYA4MGDB4iIiED79u0rPkoiIiIiA1Cu7jJq1aqF3bt3o3HjxmrDz507h65du+Lff/+tsACrMjb+JyIiqnrEvH6Xq+d/hUKBrKwsjeFZWVl49OjRKwdFREREZIjKlZi9/fbbiIiIwObNm3H79m3cvn0bmzZtQmRkJPr27VvRMRIREREZhHK9kmnJkiWIjY3F4MGDUVhY+GxGJiaIjIzE3LlzKzRAIiIiIkPxSq9kys3NxdWrVwEAPj4+sLKyqrDAqgO2MSMiIqp6qkQHs9pYWVmhWbNmFRULERERkUErVxszIiIiIqp4TMyIiIiIJIKJGREREZFEMDEjIiIikggmZkREREQSwcSMiIiISCKYmBERERFJBBMzIiIiIolgYkZEREQkEUzMiIiIiCRCEolZXFwcvLy8IJfLERgYiKNHj+o03dq1ayGTyRAaGqo2PCMjA8OGDYO7uzssLS3RrVs3pKSkqJV58uQJoqOj4eDgAGtra/Tr1w8ZGRlqZW7evImePXvC0tISzs7OmDhxIp4+ffpK60pERERUEtETs3Xr1iEmJgbTpk3DyZMn0bx5c4SEhCAzM7PU6VJTUxEbG4v27durDRcEAaGhobh27Rp+++03nDp1Cp6enggODkZubq6q3IQJE7B9+3Zs2LABe/fuxb///ou+ffuqxhcVFaFnz54oKCjAoUOH8NNPP2HlypWYOnVqxW4AIiIiomKCyAICAoTo6GjV/0VFRYK7u7swe/bsEqd5+vSp0KZNG+HHH38UwsPDhT59+qjGJScnCwCEc+fOqc3TyclJWLp0qSAIgvDw4UPB1NRU2LBhg6rMxYsXBQDC4cOHBUEQhD/++EMwMjIS0tPTVWUWL14s2NjYCPn5+TqtW3Z2tgBAyM7O1qk8ERERiU/M67eoNWYFBQU4ceIEgoODVcOMjIwQHByMw4cPlzjdzJkz4ezsjMjISI1x+fn5AAC5XK42T3Nzcxw4cAAAcOLECRQWFqot19fXF3Xq1FEt9/Dhw2jatClcXFxUZUJCQqBQKHD+/HmtceXn50OhUKh9iIiIiHQlamJ29+5dFBUVqSU/AODi4oL09HSt0xw4cADLli3D0qVLtY4vTrAmT56MBw8eoKCgAF999RVu376NtLQ0AEB6ejrMzMxgZ2dX4nLT09O1xlU8TpvZs2fD1tZW9fHw8Ch9AxARERE9R/Q2Zi/j0aNHGDp0KJYuXQpHR0etZUxNTbF582ZcvnwZ9vb2sLS0RGJiIrp37w4jI/2u7uTJk5Gdna363Lp1S6/LIyIiourFRMyFOzo6wtjYWONpyIyMDLi6umqUv3r1KlJTU9GrVy/VMKVSCQAwMTFBcnIyfHx84O/vj6SkJGRnZ6OgoABOTk4IDAxEq1atAACurq4oKCjAw4cP1WrNnl+uq6urxtOhxXFqiw0AzM3NYW5u/pJbgYiIiOgZUWvMzMzM4O/vj4SEBNUwpVKJhIQEBAUFaZT39fXF2bNnkZSUpPr07t0bnTt3RlJSksatQ1tbWzg5OSElJQXHjx9Hnz59AAD+/v4wNTVVW25ycjJu3rypWm5QUBDOnj2r9nRofHw8bGxs4OfnV6HbgYiIiAgQucYMAGJiYhAeHo5WrVohICAACxYsQG5uLiIiIgAAYWFhqFWrFmbPng25XI4mTZqoTV9c4/X88A0bNsDJyQl16tTB2bNnMW7cOISGhqJr164AniVskZGRiImJgb29PWxsbDBmzBgEBQXh9ddfBwB07doVfn5+GDp0KObMmYP09HR8+umniI6OZq0YERER6YXoidmAAQOQlZWFqVOnIj09HS1atMCuXbtUDe1v3rz50m3D0tLSEBMTg4yMDLi5uSEsLAxTpkxRK/PNN9/AyMgI/fr1Q35+PkJCQvDdd9+pxhsbG2PHjh344IMPEBQUBCsrK4SHh2PmzJmvvtJEREREWsgEQRDEDqK6UigUsLW1RXZ2NmxsbMQOh4iIiHQg5vW7Sj2VSURERFSdMTEjIiIikggmZkREREQSwcSMiIiISCKYmBERERFJBBMzIiIiIolgYkZEREQkEUzMiIiIiCSCiRkRERGRRDAxIyIiIpIIJmZEREREEsHEjIiIiEgimJgRERERSQQTMyIiIiKJYGJGREREJBFMzIiIiIgkgokZERERkUQwMSMiIiKSCCZmRERERBLBxIyIiIhIIpiYEREREUkEEzMiIiIiiWBiRkRERCQRTMyIiIiIJIKJGREREZFEMDEjIiIikggmZkREREQSwcSMiIiISCKYmBERERFJBBMzIiIiIolgYkZEREQkEUzMiIiIiCSCiRkRERGRRDAxIyIiIpIIJmZEREREEsHEjIiIiEgimJgRERERSYQkErO4uDh4eXlBLpcjMDAQR48e1Wm6tWvXQiaTITQ0VG14Tk4ORo8ejdq1a8PCwgJ+fn5YsmSJanxqaipkMpnWz4YNG1TltI1fu3ZthawzERER0YtMxA5g3bp1iImJwZIlSxAYGIgFCxYgJCQEycnJcHZ2LnG61NRUxMbGon379hrjYmJi8Ndff2HVqlXw8vLC7t27MWrUKLi7u6N3797w8PBAWlqa2jQ//PAD5s6di+7du6sNX7FiBbp166b6387O7tVWmIiIiKgEoteYzZ8/HyNHjkRERISqZsvS0hLLly8vcZqioiIMGTIEM2bMQN26dTXGHzp0COHh4ejUqRO8vLwQFRWF5s2bq2rijI2N4erqqvbZsmUL+vfvD2tra7V52dnZqZWTy+UVuwGIiIiI/j9RE7OCggKcOHECwcHBqmFGRkYIDg7G4cOHS5xu5syZcHZ2RmRkpNbxbdq0wbZt23Dnzh0IgoDExERcvnwZXbt21Vr+xIkTSEpK0jq/6OhoODo6IiAgAMuXL4cgCCXGlZ+fD4VCofYhIiIi0pWotzLv3r2LoqIiuLi4qA13cXHBpUuXtE5z4MABLFu2DElJSSXOd9GiRYiKikLt2rVhYmICIyMjLF26FB06dNBaftmyZWjUqBHatGmjNnzmzJl44403YGlpqbodmpOTg7Fjx2qdz+zZszFjxoxS1piIiIioZKK3MXsZjx49wtChQ7F06VI4OjqWWG7RokX4559/sG3bNnh6emLfvn2Ijo6Gu7u7Wu0cADx+/BirV6/GlClTNObz/LCWLVsiNzcXc+fOLTExmzx5MmJiYlT/KxQKeHh4vOxqEhERkYESNTFzdHSEsbExMjIy1IZnZGTA1dVVo/zVq1eRmpqKXr16qYYplUoAgImJCZKTk+Hu7o6PP/4YW7ZsQc+ePQEAzZo1Q1JSEr7++muNxGzjxo3Iy8tDWFhYmfEGBgbis88+Q35+PszNzTXGm5ubax1OREREpAtR25iZmZnB398fCQkJqmFKpRIJCQkICgrSKO/r64uzZ88iKSlJ9enduzc6d+6MpKQkeHh4oLCwEIWFhTAyUl81Y2NjVRL3vGXLlqF3795wcnIqM96kpCTUrFmTyRcRERHphei3MmNiYhAeHo5WrVohICAACxYsQG5uLiIiIgAAYWFhqFWrFmbPng25XI4mTZqoTV/cfUXxcDMzM3Ts2BETJ06EhYUFPD09sXfvXvz888+YP3++2rRXrlzBvn378Mcff2jEtX37dmRkZOD111+HXC5HfHw8Zs2ahdjYWD1sBSIiIiIJJGYDBgxAVlYWpk6divT0dLRo0QK7du1SPRBw8+ZNjdqvsqxduxaTJ0/GkCFDcP/+fXh6euKLL77A+++/r1Zu+fLlqF27ttanNU1NTREXF4cJEyZAEATUq1dP1bUHERERkT7IhNL6f6BXolAoYGtri+zsbNjY2IgdDhEREelAzOu36B3MEhEREdEzTMyIiIiIJIKJGREREZFEMDEjIiIikggmZkREREQSwcSMiIiISCKYmBERERFJBBMzIiIiIolgYkZEREQkEUzMiIiIiCSCiRkRERGRRDAxIyIiIpIIJmZEREREEsHEjIiIiEgimJgRERERSQQTMyIiIiKJYGJGREREJBFMzIiIiIgkgokZERERkUQwMSMiIiKSCCZmRERERBLBxIyIiIhIIpiYEREREUkEEzMiIiIiiWBiRkRERCQRTMyIiIiIJIKJGREREZFEMDEjIiIikggmZkREREQSwcSMiIiISCKYmBERERFJBBMzIiIiIolgYkZEREQkEUzMiIiIiCSCiRkRERGRRDAxIyIiIpIIJmZEREREEiGJxCwuLg5eXl6Qy+UIDAzE0aNHdZpu7dq1kMlkCA0NVRuek5OD0aNHo3bt2rCwsICfnx+WLFmiVqZTp06QyWRqn/fff1+tzM2bN9GzZ09YWlrC2dkZEydOxNOnT19pXYmIiIhKYiJ2AOvWrUNMTAyWLFmCwMBALFiwACEhIUhOToazs3OJ06WmpiI2Nhbt27fXGBcTE4O//voLq1atgpeXF3bv3o1Ro0bB3d0dvXv3VpUbOXIkZs6cqfrf0tJS9XdRURF69uwJV1dXHDp0CGlpaQgLC4OpqSlmzZpVQWtPRERE9D+i15jNnz8fI0eOREREhKpmy9LSEsuXLy9xmqKiIgwZMgQzZsxA3bp1NcYfOnQI4eHh6NSpE7y8vBAVFYXmzZtr1MRZWlrC1dVV9bGxsVGN2717Ny5cuIBVq1ahRYsW6N69Oz777DPExcWhoKCg4jYAERER0f8namJWUFCAEydOIDg4WDXMyMgIwcHBOHz4cInTzZw5E87OzoiMjNQ6vk2bNti2bRvu3LkDQRCQmJiIy5cvo2vXrmrlfv31Vzg6OqJJkyaYPHky8vLyVOMOHz6Mpk2bwsXFRTUsJCQECoUC58+f17rc/Px8KBQKtQ8RERGRrkS9lXn37l0UFRWpJT8A4OLigkuXLmmd5sCBA1i2bBmSkpJKnO+iRYsQFRWF2rVrw8TEBEZGRli6dCk6dOigKjN48GB4enrC3d0dZ86cwUcffYTk5GRs3rwZAJCenq41ruJx2syePRszZswoc72JiIiItBG9jdnLePToEYYOHYqlS5fC0dGxxHKLFi3CP//8g23btsHT0xP79u1DdHQ03N3dVbVzUVFRqvJNmzaFm5sbunTpgqtXr8LHx6dc8U2ePBkxMTGq/xUKBTw8PMo1LyIiIjI8oiZmjo6OMDY2RkZGhtrwjIwMuLq6apS/evUqUlNT0atXL9UwpVIJADAxMUFycjLc3d3x8ccfY8uWLejZsycAoFmzZkhKSsLXX3+tdtv0eYGBgQCAK1euwMfHB66urhpt0orj1BYbAJibm8Pc3FyXVSciIiLSIGobMzMzM/j7+yMhIUE1TKlUIiEhAUFBQRrlfX19cfbsWSQlJak+vXv3RufOnZGUlAQPDw8UFhaisLAQRkbqq2ZsbKxK4rQpvjXq5uYGAAgKCsLZs2eRmZmpKhMfHw8bGxv4+fm9ymoTERERaSX6rcyYmBiEh4ejVatWCAgIwIIFC5Cbm4uIiAgAQFhYGGrVqoXZs2dDLpejSZMmatPb2dkBgGq4mZkZOnbsiIkTJ8LCwgKenp7Yu3cvfv75Z8yfPx/As5q31atXo0ePHnBwcMCZM2cwYcIEdOjQAc2aNQMAdO3aFX5+fhg6dCjmzJmD9PR0fPrpp4iOjmatGBEREemF6InZgAEDkJWVhalTpyI9PR0tWrTArl27VA3tb968qVH7VZa1a9di8uTJGDJkCO7fvw9PT0988cUXqg5kzczMsGfPHlUS6OHhgX79+uHTTz9VzcPY2Bg7duzABx98gKCgIFhZWSE8PFyt3zMiIiKiiiQTBEEQO4jqSqFQwNbWFtnZ2Wp9pBEREZF0iXn9Fr2DWSIiIiJ6hokZERERkUQwMSMiIiKSCCZmRERERBLBxIyIiIhIIkTvLoOqnmtZObhxPw9eDlbwdrQSOxwiIqJqg4kZ6exhXgHGrknCvpQs1bAO9Z2waFBL2FqaihgZERFR9cBbmaSzsWuScPDKXbVhB6/cxZg1p0SKiIiIqHphYkY6uZaVg30pWSh6oT/iIkHAvpQsXL+bK1JkRERE1QcTsyroWlYOEpMzKzUZunE/r9TxqfeYmBFVJjHOA0Skf2xjVoWI2cbL096y1PFeDnwIgKgysK0nUfXGGrMqRMw2XnWdrNGhvhOMZTK14cYyGTrUd+LTmUSVhG09iao3JmZVhBTaeC0a1BJt6zmqDWtbzxGLBrXU+7KJSBrnASLSL97KrCJ0aeOl71orW0tT/BwZgOt3c5F6L5f9mBFVMimcB4hIv5iYVRFSauPl7ciEjEgMUjoPEJF+8FZmFcE2XkTE8wBR9cfErAphGy8i4nmAqHqTCcILrUipwigUCtja2iI7Oxs2NjYVNl+28SIingeI9Edf129dsI1ZFcQ2XkTE8wBR9cRbmUREREQSwcSMiIiISCKYmBERERFJBBMzIiIiIolgYkZEREQkEUzMiIiIiCSCiRkRERGRRDAxIyIiIpIIJmZEREREEsHEjIiIiEgi+EomPSp+DalCoRA5EiIiItJV8XVbjNeJMzHTo0ePHgEAPDw8RI6EiIiIXtajR49ga2tbqcuUCWKkgwZCqVTi33//RY0aNSCTycQOp8IoFAp4eHjg1q1bsLGxETscURj6NjD09Qe4Dbj+hr3+QPXeBoIg4NGjR3B3d4eRUeW2+mKNmR4ZGRmhdu3aYoehNzY2NtXuYHxZhr4NDH39AW4Drr9hrz9QfbdBZdeUFWPjfyIiIiKJYGJGREREJBFMzOilmZubY9q0aTA3Nxc7FNEY+jYw9PUHuA24/oa9/gC3gb6w8T8RERGRRLDGjIiIiEgimJgRERERSQQTMyIiIiKJYGJGREREJBFMzEhns2fPRuvWrVGjRg04OzsjNDQUycnJYoclmi+//BIymQzjx48XO5RKdefOHbz33ntwcHCAhYUFmjZtiuPHj4sdVqUoKirClClT4O3tDQsLC/j4+OCzzz4T5X16lWXfvn3o1asX3N3dIZPJsHXrVrXxgiBg6tSpcHNzg4WFBYKDg5GSkiJOsHpQ2voXFhbio48+QtOmTWFlZQV3d3eEhYXh33//FS9gPShrH3je+++/D5lMhgULFlRafNUNEzPS2d69exEdHY1//vkH8fHxKCwsRNeuXZGbmyt2aJXu2LFj+P7779GsWTOxQ6lUDx48QNu2bWFqaoqdO3fiwoULmDdvHmrWrCl2aJXiq6++wuLFi/Hf//4XFy9exFdffYU5c+Zg0aJFYoemN7m5uWjevDni4uK0jp8zZw4WLlyIJUuW4MiRI7CyskJISAiePHlSyZHqR2nrn5eXh5MnT2LKlCk4efIkNm/ejOTkZPTu3VuESPWnrH2g2JYtW/DPP//A3d29kiKrpgSicsrMzBQACHv37hU7lEr16NEjoX79+kJ8fLzQsWNHYdy4cWKHVGk++ugjoV27dmKHIZqePXsKw4cPVxvWt29fYciQISJFVLkACFu2bFH9r1QqBVdXV2Hu3LmqYQ8fPhTMzc2FNWvWiBChfr24/tocPXpUACDcuHGjcoKqZCVtg9u3bwu1atUSzp07J3h6egrffPNNpcdWXbDGjMotOzsbAGBvby9yJJUrOjoaPXv2RHBwsNihVLpt27ahVatWePfdd+Hs7IyWLVti6dKlYodVadq0aYOEhARcvnwZAHD69GkcOHAA3bt3FzkycVy/fh3p6elqx4KtrS0CAwNx+PBhESMTT3Z2NmQyGezs7MQOpdIolUoMHToUEydOROPGjcUOp8rjS8ypXJRKJcaPH4+2bduiSZMmYodTadauXYuTJ0/i2LFjYociimvXrmHx4sWIiYnBxx9/jGPHjmHs2LEwMzNDeHi42OHp3aRJk6BQKODr6wtjY2MUFRXhiy++wJAhQ8QOTRTp6ekAABcXF7XhLi4uqnGG5MmTJ/joo48waNCgavlS75J89dVXMDExwdixY8UOpVpgYkblEh0djXPnzuHAgQNih1Jpbt26hXHjxiE+Ph5yuVzscEShVCrRqlUrzJo1CwDQsmVLnDt3DkuWLDGIxGz9+vX49ddfsXr1ajRu3BhJSUkYP3483N3dDWL9qWSFhYXo378/BEHA4sWLxQ6n0pw4cQLffvstTp48CZlMJnY41QJvZdJLGz16NHbs2IHExETUrl1b7HAqzYkTJ5CZmYnXXnsNJiYmMDExwd69e7Fw4UKYmJigqKhI7BD1zs3NDX5+fmrDGjVqhJs3b4oUUeWaOHEiJk2ahIEDB6Jp06YYOnQoJkyYgNmzZ4sdmihcXV0BABkZGWrDMzIyVOMMQXFSduPGDcTHxxtUbdn+/fuRmZmJOnXqqM6LN27cwIcffggvLy+xw6uSWGNGOhMEAWPGjMGWLVvw999/w9vbW+yQKlWXLl1w9uxZtWERERHw9fXFRx99BGNjY5Eiqzxt27bV6CLl8uXL8PT0FCmiypWXlwcjI/Xfs8bGxlAqlSJFJC5vb2+4uroiISEBLVq0AAAoFAocOXIEH3zwgbjBVZLipCwlJQWJiYlwcHAQO6RKNXToUI32tiEhIRg6dCgiIiJEiqpqY2JGOouOjsbq1avx22+/oUaNGqo2JLa2trCwsBA5Ov2rUaOGRns6KysrODg4GEw7uwkTJqBNmzaYNWsW+vfvj6NHj+KHH37ADz/8IHZolaJXr1744osvUKdOHTRu3BinTp3C/PnzMXz4cLFD05ucnBxcuXJF9f/169eRlJQEe3t71KlTB+PHj8fnn3+O+vXrw9vbG1OmTIG7uztCQ0PFC7oClbb+bm5ueOedd3Dy5Ens2LEDRUVFqvOivb09zMzMxAq7QpW1D7yYjJqamsLV1RUNGzas7FCrB7EfC6WqA4DWz4oVK8QOTTSG1l2GIAjC9u3bhSZNmgjm5uaCr6+v8MMPP4gdUqVRKBTCuHHjhDp16ghyuVyoW7eu8Mknnwj5+flih6Y3iYmJWo/78PBwQRCedZkxZcoUwcXFRTA3Nxe6dOkiJCcnixt0BSpt/a9fv17ieTExMVHs0CtMWfvAi9hdxquRCUI17rKaiIiIqAph438iIiIiiWBiRkRERCQRTMyIiIiIJIKJGREREZFEMDEjIiIikggmZkREREQSwcSMiIiISCKYmBFRleLl5YUFCxaIPo/y+PvvvyGTyfDw4cMKn/fKlSthZ2dX4fMlosrFxIyI9K5Tp04YP358hczr2LFjiIqKqpB5vQqpJUIDBgzA5cuXxQ6DiF4R35VJRKITBAFFRUUwMSn7lOTk5FQJEVU9FhYWBvHOWqLqjjVmRKRXw4YNw969e/Htt99CJpNBJpNh5cqVkMlk2LlzJ/z9/WFubo4DBw7g6tWr6NOnD1xcXGBtbY3WrVtjz549avN78TakTCbDjz/+iLfffhuWlpaoX78+tm3bVmZcjx49wqBBg2BlZYVatWohLi5Obfz8+fPRtGlTWFlZwcPDA6NGjUJOTg6AZ7ckIyIikJ2drVqn6dOnAwDy8/Px0UcfwcPDA+bm5qhXrx6WLVumNu8TJ06gVatWsLS0RJs2bZCcnKzTtjx9+jQ6d+6MGjVqwMbGBv7+/jh+/DgAzRo8Ly8vVWzPf4rdunUL/fv3h52dHezt7dGnTx+kpqbqFAcR6Q8TMyLSq2+//RZBQUEYOXIk0tLSkJaWBg8PDwDApEmT8OWXX+LixYto1qwZcnJy0KNHDyQkJODUqVPo1q0bevXqhZs3b5a6jBkzZqB///44c+YMevTogSFDhuD+/fulTjN37lw0b94cp06dwqRJkzBu3DjEx8erxhsZGWHhwoU4f/48fvrpJ/z111/4z3/+AwBo06YNFixYABsbG9U6xcbGAgDCwsKwZs0aLFy4EBcvXsT3338Pa2trtWV/8sknmDdvHo4fPw4TExMMHz5cp205ZMgQ1K5dG8eOHcOJEycwadIkmJqaai177NgxVWy3b9/G66+/jvbt2wMACgsLERISgho1amD//v04ePAgrK2t0a1bNxQUFOgUCxHpicgvUSciA9CxY0dh3Lhxqv8TExMFAMLWrVvLnLZx48bCokWLVP97enoK33zzjep/AMKnn36q+j8nJ0cAIOzcubPEeXp6egrdunVTGzZgwAChe/fuJU6zYcMGwcHBQfX/ihUrBFtbW7UyycnJAgAhPj5e6zyK13vPnj2qYb///rsAQHj8+HGJyy5Wo0YNYeXKlVrHaYun2NixYwVPT08hMzNTEARB+OWXX4SGDRsKSqVSVSY/P1+wsLAQ/vzzzzLjICL9YY0ZEYmmVatWav/n5OQgNjYWjRo1gp2dHaytrXHx4sUya8yaNWum+tvKygo2NjbIzMwsdZqgoCCN/y9evKj6f8+ePejSpQtq1aqFGjVqYOjQobh37x7y8vJKnGdSUhKMjY3RsWNHneN1c3MDgDLjBYCYmBiMGDECwcHB+PLLL3H16tUyp/nhhx+wbNkybNu2TdU+7/Tp07hy5Qpq1KgBa2trWFtbw97eHk+ePNFpnkSkP0zMiEg0VlZWav/HxsZiy5YtmDVrFvbv34+kpCQ0bdq0zNtrL97Ok8lkUCqV5Y4rNTUVb731Fpo1a4ZNmzbhxIkTqjZopcWia+P75+MtbvelS7zTp0/H+fPn0bNnT/z111/w8/PDli1bSiyfmJiIMWPG4Oeff1ZLBnNycuDv74+kpCS1z+XLlzF48GCd1oGI9INPZRKR3pmZmaGoqKjMcgcPHsSwYcPw9ttvA3iWQOirQfo///yj8X+jRo0APGucr1QqMW/ePBgZPfv9un79erXy2tapadOmUCqV2Lt3L4KDg/USd4MGDdCgQQNMmDABgwYNwooVK1Tb63lXrlzBO++8g48//hh9+/ZVG/faa69h3bp1cHZ2ho2NjV7iJKLyYY0ZEemdl5cXjhw5gtTUVNy9e7fE2qH69etj8+bNSEpKwunTpzF48OBXqvkq5uvrq1GzdPDgQcyZMweXL19GXFwcNmzYgHHjxgEA6tWrh8LCQixatAjXrl3DL7/8giVLlmisU05ODhISEnD37l3k5eXBy8sL4eHhGD58OLZu3Yrr16/j77//1kjqyuPx48cYPXo0/v77b9y4cQMHDx7EsWPHVMnki2V79eqFli1bIioqCunp6aoP8OwhAkdHR/Tp0wf79+9XxTl27Fjcvn37lWMlovJjYkZEehcbGwtjY2P4+fnBycmpxDZj8+fPR82aNdGmTRv06tULISEheO211155+cnJycjOzlYb9uGHH+L48eNo2bIlPv/8c8yfPx8hISEAgObNm2P+/Pn46quv0KRJE/z666+YPXu22vRt2rTB+++/jwEDBsDJyQlz5swBACxevBjvvPMORo0aBV9fX4wcORK5ubmvvA7Gxsa4d+8ewsLC0KBBA/Tv3x/du3fHjBkzNMpmZGTg0qVLSEhIgLu7O9zc3FQfALC0tMS+fftQp04d9O3bF40aNUJkZCSePHnCGjQikckEQRDEDoKIiIiIWGNGREREJBlMzIiIJKJx48aq7ite/Pz6669ih0dElYC3MomIJOLGjRsoLCzUOs7FxQU1atSo5IiIqLIxMSMiIiKSCN7KJCIiIpIIJmZEREREEsHEjIiIiEgimJgRERERSQQTMyIiIiKJYGJGREREJBFMzIiIiIgkgokZERERkUT8P4AwRXjMTeULAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame(dvc.api.exp_show())\n",
    "\n",
    "# Print all the columns\n",
    "print(df.columns)\n",
    "\n",
    "# Plot batch size vs dice_multi\n",
    "df.plot(x=\"train.batch_size\", y=\"dice_multi\", kind=\"scatter\")\n",
    "plt.title(f'Batch size vs Dice Multi for varying random seeds: Epochs: {df[\"train.epochs\"].unique()}')\n",
    "\n",
    "df.plot(x=\"train.batch_size\", y=\"eval.accuracy\", kind=\"scatter\")\n",
    "plt.title(f'Batch size vs Accuracy for varying random seeds: Epochs: {df[\"train.epochs\"].unique()}')\n",
    "plt.show()\n",
    "\n",
    "\n",
    "# Plot the scatter plots but with the colour of the dot corresponding to the random seed\n",
    "seed_to_colour = {\n",
    "    0: \"red\",\n",
    "    1: \"blue\",\n",
    "    2: \"green\",\n",
    "    3: \"yellow\",\n",
    "}\n",
    "\n",
    "for seed, colour in seed_to_colour.items():\n",
    "    df_seed = df[df[\"base.random_seed\"] == seed]\n",
    "    # df_seed.plot(x=\"train.batch_size\", y=\"dice_multi\", kind=\"scatter\", color=colour)\n",
    "    plt.scatter(df_seed[\"train.batch_size\"], df_seed[\"dice_multi\"], color=colour)\n",
    "    plt.title(f'Batch size vs Dice Multi for random seed {seed}: Epochs: {df[\"train.epochs\"].unique()}')\n",
    "\n",
    "\n",
    "# df_seed.plot(x=\"train.batch_size\", y=\"eval.accuracy\", kind=\"scatter\", color=colour)\n",
    "# plt.title(f'Batch size vs Accuracy for random seed {seed}: Epochs: {df[\"train.epochs\"].unique()}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "catsnet-dvc",
   "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": "3.11.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}