{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "cafd89e8-96f3-4fe9-b4d5-d71496e509e7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from numpy import linalg as LA\n",
    "import matplotlib.pyplot as plt\n",
    "import os, sys\n",
    "import tqdm\n",
    "import matplotlib as mpl\n",
    "import pandas as pd\n",
    "import math\n",
    "\n",
    "mpl.rcParams[\"figure.figsize\"] = (10, 8)\n",
    "mpl.rcParams[\"figure.dpi\"] = 300"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a5f083c0-dbac-448e-8bdf-271065b516f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "files = [\"./rfs-runtimes.csv\", \"./contract-runtimes.csv\", \"./postord-runtimes.csv\"]\n",
    "headers = [\"Robinson-Foulds Distance\", \"tree contraction\", \"postorder traversal\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "1465eecd-f8a0-4613-ae82-78f246533f04",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3000x2400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(3,1, sharex=True)\n",
    "handles, labels = [], []\n",
    "\n",
    "for n, (file, header) in enumerate(zip(files, headers)):\n",
    "    # file = \"./rfs-runtimes.csv\"\n",
    "    df = pd.read_csv(file)\n",
    "    data = {\"Phylo-rs\": df[\"phylo-rs\"].values, \"Dendropy\": df[\"dendropy\"].values}\n",
    "    \n",
    "    for key,val in data.items():\n",
    "        ax[n].set_title(f\"Runtime comparison for {header}\")\n",
    "        line = ax[n].plot(range(200, 10001, 200), val, label=f\"{key}\")\n",
    "        ax[n].grid(color='gray', linewidth=0.5, linestyle=\"--\")\n",
    "        handles.append(line)\n",
    "        labels.append(f\"{key}\")\n",
    "    plt.xlabel(\"Taxa Size\")\n",
    "    plt.ylabel(\"Runtime (ms)\")\n",
    "handles, labels = ax[0].get_legend_handles_labels()\n",
    "fig.legend(handles, labels)\n",
    "fig.tight_layout()\n",
    "    \n",
    "plt.savefig(\"all-runtime.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "78daf497-5966-4aaf-8d18-b7e99025e33a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7d++0J6/k+kwAUF/Wrl2b9O/fP5WXfvzjH2/yDfMvv/yy3FNjJk2aVOWc0tLSZP/990+bc8kll1S7V7buCWTzTABQl0aMGJGWix544IE6XV/er92ZAKA2Pvroo7TcExHJ1KlTM5pb9gmle+21V6VjN2zYkPTs2TNt/G233VbtHieddFKN/4Zw8803p80ZOHBgsm7duirnzJgxI+0p8wUFBcmsWbOqnJPNMwFAWR9++GEyY8aMpKSkpNxrdVXI7nq9YZyJhic/AMooLS2NO+64I63v8ssvj7y8vCrnHXTQQbHffvul2qtWrYoHHnigXmIEgM3dEUccEYWFhTWaU1BQEBdccEFa33PPPVftvNtvvz1KS0tT7dGjR8d2221X5ZyWLVvGRRddlNZ36623Vjln2bJl8cgjj6TaeXl5cfnll1cb3ymnnBK9e/dOtT/++OOYNGlSlXOydSYAqE+XXnppfPTRRxER0atXr7jyyis3ea37778/Vq9enWrvv//+cdBBB1U5Jy8vLy677LK0vttvvz2SJKl0TjbvCWTrTABQlx5//PGYPHlyqv3tb387vv3tb9fpHvL+V+R9AHJh9uzZae0ePXrE7rvvntHc4447Lq394YcfVjr2ueeei08//TTV7tOnT5xyyinV7lE2Vz/44IOxYsWKKueUvU9+8cUXR8uWLaucs/3228cJJ5yQapeUlJR731BWNs8EAGX1798/tt9++8jPr7+SWNfrX9ncz0TDo5AdKOe1116LRYsWpdr9+vWL4cOHZzT31FNPTWs/9thjdRgZADR+X78Ii4hYsmRJrF27tso5TzzxRFq7bD6uzAknnBBt2rRJtd9666347LPPKh3/9NNPx8aNG1Pt4cOHR79+/ardJz8/v9zN6ureI2TrTABQX95666244YYbUu0//OEP0bZt201e7/HHH09rZ5obR4wYEX379k21P//883jjjTcqHZ/NewLZOhMA1KVbbrklrV32D7d1Qd7/H3kfgGxbunRpWrtnz54Zz+3Vq1dae/ny5ZWOLZsbTznllGoLuSK+KtI74IADUu3i4uJ45plnKh0/f/78+Ne//pVqt23bNkaNGlXtPhHl83XZmMvK1pkAIFdcr//P5nwmGh6F7EA5Tz/9dFr7kEMOyegC879jv27KlCmxZs2aOosNABq7jh07luur6skjs2fPTnuqS5s2bWLvvffOaK+yY5MkKfc+4OvKvvaNb3wjo30iyr9HeOqppyodm80zAUB9KC4ujlNPPTVKSkoi4qsntY4cOXKT11u9enW8/PLLaX2Z5uG8vLw4+OCD0/qqysPZuieQzTMBQF1ZsGBB2jen7bTTTjFkyJA63UPeTyfvA5Bt7du3T2uvW7cu47llx3bu3LnSsdm63152n3322SftYTBV2WeffaJ169ap9uzZs+ODDz7IeK/6OhMA5ILr9XSb65lomBSyA+W88847ae1MC8ciIrp37x59+vRJtYuKimLmzJl1FBkANH4LFiwo19epU6dKx5fN23vssUc0a9Ys4/322WefKter6rWavEfYddddo0WLFqn2Z599lvaJ66r2qc8zAUB9+NWvfhXvvfdeRER06NAhbrzxxlqtN2PGjCguLk61+/btG926dct4frbyfU3uCWTzTABQV/72t7+lPqgW8dXTx+qavF+evA9ANu20005p7VmzZmVcKDV16tS09h577FHhuC+++CI+//zzVLtFixaxyy67ZBxjtvJ9s2bNyp2hsr2yeSYAyAXX6+VtjmeiYVLIDpQza9astPb2229fo/llx5ddDwCo3CuvvJLW7t27dxQWFlY6Plt5u7i4OO0p6TXdq0WLFtG/f/+M9vJeBICGbObMmXHVVVel2r/+9a9rdOO3ItnMjdnaS74HoCF666230trDhg1L/f7222/HOeecE8OGDYuOHTtG69ato0+fPnHIIYfEddddV+EH1ysi72/6PgBQF3r06JFWWLVhw4aMPqC+YcOGuOGGG9L6Tj311ArHls1lAwYMqPLvAGWVzY0ffvhhbNy4MaO9spXv6/NMAJALrtc3fZ9s70XDo5AdSLNu3br45JNP0vp69uxZozXKjp89e3at4wKApuL2229Pax9++OFVji+bZ+srb8+ZMyftpnGrVq2q/FrU2uyVrTMBQF0rLS2NU089NYqKiiIiYr/99ovTTjut1uvWdW78+OOPY/369eXGZfOeQLbOBAB1qWwhe79+/WL16tVx6qmnxi677BK///3v4913343ly5fHunXr4uOPP45JkybF+eefHwMHDoxLLrkk7UlnFZH3q99H3gegvv3617+O/Pz/ldP84he/iLvuuqvS8cuXL4/jjz8+raDqyCOPjCOPPLLC8bXNjV26dImWLVum2kVFRTF37tx62Stb+b4mZwKAXHC9Xv0+m8OZaJgUsgNpFi9eHEmSpNrNmzePrbbaqkZrbLPNNmntL7/8sk5iA4DG7plnnomXX345rW/s2LFVzimbZ3v06FGjPcvm7UWLFmW0T9l5m7JXZe8RsnUmAKhrN954Y7zxxhsREVFYWBi33HJL5OXl1Xrd2ubGrl27RrNmzVLt0tLSWLJkSblx2bwnkK0zAUBdKvtNZfn5+bH//vuX+1B6RdatWxe/+tWv4vDDD49Vq1ZVOk7eL0/eByDb9t1337jppptS1/QbN26MsWPHxh577BHjx4+PRx99NP72t7/FX//61zj77LOjf//+8dRTT6XmH3LIIXHfffdVun5tc2NERPfu3atc87/K3h+v7f32+sr3EZmfCQBywfV6eZvjmWiYmlU/BGhKVq9endZu3bp1jf/o3qZNmyrXBADKW7p0aZx++ulpfcccc0zsscceVc4rm2fL5uHqlB1fXFwcGzZsiBYtWtTpPhXNqew9QrbOBAB1ae7cufHzn/881b744otj2223rZO1a5sb8/LyolWrVmlFcxXl4WzeE8jWmQCgrpSWlpYrQD/nnHPi7bffjoivctPIkSPj8MMPjx49esSaNWvi7bffjrvvvjs+++yz1JxJkybF2LFj4+GHH65wH3m/PHkfgFw488wzY/DgwXHOOefEjBkzIuKrb2cp+w0tX9evX7+44IIL4rTTTkt7ontZ2brfvm7duigpKanVXtnK9zXZCwBywfV6eZvjmWiYPJEdSFP2f/Jf//quTLVq1arKNQGAdKWlpXHSSSfF/PnzU33t27ePG2+8sdq5tc3dZfN2RWvWxT4V7ZXpBXN9nQkA6tIPf/jDWLNmTUREbLvttnHJJZfU2drZysMNKd/XZC8AqAsrVqxIe3pYRMS//vWviIjo1KlTvPTSS/HEE0/EGWecESNHjowTTjghxo8fH7Nnz44xY8akzXvkkUfiL3/5S4X7yPu12wsA6tKBBx4Yb731Vvz0pz+NgoKCKsf26tUrfvrTn8aYMWOqLGKPyF2+35S95HsA+Irr9U3fy/sEqqOQHUizfv36tHZhYWGN1yj7tNN169bVKiYAaOzOP//8ePbZZ9P6/vSnP0XPnj2rnVvb3F3RU8oryt3ZfI+QrTMBQF257bbbYtKkSRHx1RNIbrnllk3KlZXJVh5uSPm+JnsBQF2o7A+kBQUF8fTTT8d+++1X4ett27aNu+++O77xjW+k9V999dXlCuMj5P3a7gUAdemPf/xj9O/fP6677rpyTzYv65NPPomzzjor+vTpE7fffnuVY3OV7zdlL/keAL7ien3T9/I+geooZAfSlP3EU1FRUY3X2LBhQ5VrAgD/c+ONN8Zvf/vbtL4LLrggTjjhhIzm1zZ3l83bFa1ZF/tUtFdl7xGydSYAqAsLFy6Mn/70p6n2D37wg0oL2TZVtvJwQ8r3NdkLAOpCZXnmBz/4Qey5555Vzs3Pz48JEyakPZ119uzZ8dJLL1W7j7xfs70AoC4UFxfH8ccfH2eeeWYsXLgwIiK23HLL+MUvfhFTp06NZcuWRVFRUXz22WfxxBNPxLe+9a3Iy8uLiIilS5fGqaeeGueff36l6+cq32/KXvI9AHzF9fqm7+V9AtVRyA6kadu2bVq7ok9pV6fsJ57KrgkAfOXee++Nc889N61v7NixMX78+IzXqG3uruiTyhXl7my+R8jWmQCgLvzoRz+K5cuXR0REt27d4pprrqnzPbKVhxtSvq/JXgBQFyrLM6eddlpG8/v16xcHH3xwWl9Fhezyfu32AoC6cOaZZ8bDDz+cau+xxx4xY8aMGDduXOy+++7RoUOHaN68eWy99dZx5JFHxiOPPBKPPfZYWkHVddddF3fccUeF6+cq32/KXvI9AHzF9fqm7+V9AtVRyA6kKfs/+bVr11b49aZVWbNmTZVrAgARTz31VJx88slpefbYY4+NW2+9NfXklkyUzbNl83B1yo5v1qxZhZ9eru0+Fc3J9IK5vs4EALX14IMPxqOPPppq/+53v4sOHTrU+T61zY1JkmzSzeT6vCeQrTMBQF1p1apVFBQUpPW1a9cudt5554zXOOCAA9La06ZNKzdG3i9P3gcgm6ZMmRK33XZbqr3VVlvFU089Fd26daty3lFHHRV/+MMf0vrOP//8jB68Ul/32yt6/1Lb++31le9rshcA5ILr9fI2xzPRMClkB9J07tw5rXiuuLg4vvzyyxqtsWDBgrT2VlttVSexAUBjMXny5Pj2t78dGzduTPUdcsghcd9995W7qVydsnl2/vz5NZpfNm936dIlo33KztuUvSp7j5CtMwFAbX39a8KPOOKIGDVqVL3sU9vc+MUXX6S978jPz4/OnTuXG5fNewLZOhMA1KWy+WvAgAGRn5/5n9oGDx6c1q4oz8r75cn7AGTTjTfemNY+99xzM77HPHbs2Bg0aFCqvWTJknjkkUfKjattboyI+Oyzz6pc87/Kxl7b++31le8jMj8TAOSC6/XyNscz0TApZAfStGrVKnr16pXW98knn9RojbLjt91221rHBQCNxZtvvhlHHXVU2tdl7b333vHoo49GYWFhjdcr+0fw+srb/fr1i2bNmqXa69ati0WLFtXLXtk6EwDU1vLly1O/P/3005GXl1ftz4gRI9LW+Pjjj8uNeeedd9LG1HVu7N27d4XfVpLNewLZOhMA1KXtttsurb3FFlvUaH7Z8cuWLSs3Rt6vfh95H4D6kiRJvPjii2l9Rx55ZMbz8/Pz44gjjkjre/nll8uNq21u/PLLL9P+xlBYWBj9+vWrcGy27rdn80wAkAuu16vfZ3M4Ew2TQnagnLL/o585c2aN5s+aNavK9QCgqXr33XfjsMMOi9WrV6f6dt5553jmmWeiTZs2m7RmtvJ28+bNo3///pu814YNG2LOnDkZ7eW9CACky2ZuzNZe8j0ADdH222+f1t6wYUON5n+9OCsionXr1uXGyPubvg8A1NayZctixYoVaX19+/at0Rplx1f07aZlc9lHH30URUVFGe9RNjf2798/7UE0Ve2VrXxfn2cCgFxwvb7p+2R7LxoehexAOTvttFNa+7XXXst47sKFC2PevHmpdvPmzcvd3AeApmj27NlxyCGHpD1tbbvttovnnnsu2rdvv8nrls3bb731VtrXd1XnH//4R5XrVfVaTd4j/POf/0z7A//WW29d6dd9ZfNMANAQDBkyJJo3b55qz5s3LxYuXJjx/Gzl+5rcE8jmmQCgruyyyy5p7S+++KJG88t+bXanTp3KjZH3y5P3AciWij6kVtNi6q/nvIiIkpKScmO6desW3bp1S9v3n//8Z8Z7ZCvfb9y4MaZOnZrRXtk8EwDkguv18jbHM9EwKWQHyhk5cmRae9KkSZEkSUZz//73v6e1R4wYEW3btq2z2ACgIfr444/j4IMPTvuDdd++feP555+PLl261GrtbbfdNu1J6WvWrMn4om/NmjXx+uuvp9p5eXnl3gd8XdnXnn/++YzjLDu2qq9jzeaZAKA2Hn/88Xj++edr9HPdddelrdG1a9dyYwYMGJA2pl27drH//vun9WWah5MkiUmTJqX1VZWHs3VPIJtnAoC6csQRR0R+/v/+tDZ37txYunRpxvPLFnOV/QrvCHm/LHkfgGyq6ENmn332WY3WKPsE9sr+BnDEEUektevrfnvZfV577bVYs2ZNRvv84x//iLVr16bagwYNikGDBmW8V32dCQBywfV6us31TDRMCtmBcvbee+/o3Llzqj1nzpyYMmVKRnNvu+22tPbRRx9dl6EBQIOzcOHCOOigg2L+/Pmpvm222SZeeOGF2Gabbepkj6OOOiqtXTYfV2bixImxevXqVHu33XaL7t27Vzr+8MMPT3v6zJQpU2LOnDnV7pMkSdx5551pfdW9R8jWmQCgNg444IA4+OCDa/Sz6667pq3RsmXLcmMqugG7qblx8uTJMXfu3FS7a9euseeee1Y6Ppv3BLJ1JgCoK1tttVXss88+aX2PPPJIRnM3btwYjz76aFrf8OHDKxwr7/+PvA9ANhUWFsbWW2+d1vfiiy/WaI0XXnghrf31h7Z8XdnceMcdd2RUzPXRRx/FSy+9lGo3b948Dj/88ErH9+zZM3beeedUe/Xq1fHAAw9Uu09E7fN9fZ0JAHLF9fr/bM5nouFRyA6Uk5+fH2PHjk3rGzduXLUXmS+88EK88sorqXa7du1i1KhR9REiADQIS5cujUMOOSQ++uijVF+XLl3i+eefj759+9bZPt///vcjLy8v1b7//vtj1qxZVc5Zv359jB8/Pq3v1FNPrXLOlltuGcccc0yqnSRJXH755dXGd/vtt6d91Vfv3r3j4IMPrnJOts4EAA3F6NGjo02bNqn2yy+/XO0f05MkiXHjxqX1nXLKKWlPki0rm/cEsnUmAKhLp59+elr72muvjQ0bNlQ7789//nN8/vnnqfYWW2wRhx56aIVj5f2vyPsA5MJBBx2U1r7hhhti48aNGc196aWX0r4xtKL1/uvQQw+NHj16pNrz5s2LO+64o9o9Lr/88rRcfdxxx0X79u2rnFP2Pvn48eNj/fr1Vc6ZNWtWTJw4MdWu6H1DWdk8EwDkguv1r2zuZ6IBSgAqsGjRoqRt27ZJRKR+fvWrX1U6fv78+UmfPn3Sxv/85z/PYsQAsHlZuXJlsvvuu6flxg4dOiRvv/12vex3wgknpO21++67JytWrKhwbGlpaXL66aenje/Xr19SVFRU7T4zZsxI8vPz0+bee++9VY7v0KFD2vhbb711szoTAGTT5MmT0/JV7969M5574YUXps3t27dvsmDBgkrHX3XVVWnj27dvnyxZsqTafbJ5TyBbZwKAulJSUpLssMMOafno5JNPTkpKSiqd88Ybb5TLrRdddFGV+8j78j4AufG3v/0tLf9ERHLaaadVmeuTJEk++OCDpHv37mnzBg4cmGzcuLHSORMmTEgb37Fjx2TGjBmVjr/nnnvSxhcUFCSzZ8+u9kwbNmxIevXqlTb3jDPOSEpLSyscv2LFimS33XZLG3/SSSdVu082zwQANVGb+/JluV5vGGeiYVHIDlTq6quvLneRfuaZZ6YlqpKSkuTRRx8td+HbvXv3ZNmyZbkLHgBybPjw4eXy6BVXXJE8//zzNf5ZunRptft98MEHSevWrdP2GzZsWDJ58uS0cbNnz06OPfbYcrE98MADGZ/thz/8Ydrc/Pz85NJLL02Ls6ioKLnjjjuSjh07po3dcccdk+Li4oz2yeaZACBbanPDfMmSJUm3bt3KzX/88cfT/vj86aeflvuAV0Qk11xzTcZ7ZeueQDbPBAB1ZdKkSUleXl5aTjr44IOTadOmpY1bvnx58pvf/KbcH2kHDRqUrFy5sso95H15H4DcGTFiRLk8tO+++yaTJk0qd3978eLFyXXXXZe0b9++3JwHH3ywyn2KioqSIUOGpM3Zcsstk7vuuittnyVLliQ///nPyz1k5qyzzsr4TPfee2+5+I4//vjk/fffTxv3wgsvJDvuuGPauLZt2yZz5szJaJ9sngkAynr11Vcr/Hv7ddddl5ZvunbtWunf5qv6AFaSuF5vKGeiYclLkmqezQ80WaWlpXH00UfHU089ldZfUFAQvXv3jvbt28fcuXNj+fLlaa+3atUqnn/++dhnn32yGC0AbF7y8vLqbK3JkyfH8OHDqx13//33x5gxY8p9/VaXLl2iV69e8eWXX8b8+fPLvX722WfHjTfemHE8a9eujQMOOCCmTZuW1l9YWBh9+/aNFi1axJw5c2L16tVpr3fu3Dn+8Y9/xKBBgzLeK1tnAoBsmTJlSowYMSLV7t27d8ybNy/j+S+//HIceuih5b4CvEOHDtG3b99Yvnx5fPLJJ1FSUpL2+tFHHx2PPvpoxu9RsnlPIFtnAoC69Otf/zouuuiicv3dunWLHj16xJo1a+Kjjz6KoqKitNc7deoUkydPjh122KHaPeT9TT8TANTG559/HnvvvXfMnTu33Gtt27aNvn37RqtWrWLJkiUxZ86ccvenIyLOO++8uO6666rda9asWbHvvvvG0qVLy+3Tv3//WLduXcydOzeKi4vTXt9jjz1iypQp0apVq4zPddZZZ8WECRPS+vLy8qJnz57RpUuX+Pjjj2Px4sVpr+fn58fEiRPj+OOPz3ifbJ4JAL6uT58+8fHHH9dqjZNPPjnuvPPOKse4Xm8YZ6IByWERPdAArFu3Lhk9enS5T0JV9tOpU6dyT0kFgKYo09yZyU9Ncuu9996btGrVKuO1f/rTn1b69aFVWbJkSXLggQdmvE+fPn2Sd999t8b7ZPNMAJANdfEVpi+88EKy5ZZbZpwbx4wZk6xfv77G+2TznkC2zgQAdenGG29MmjdvnnH+Gjx4cLmnnlZH3pf3AciNTz75pMJvXq3up3nz5sn48eNrdI/6nXfeSXr37p3xHgcffPAmPY20pKQk+clPfpLxPq1bt04mTpxY432yeSYA+Lqa5J7Kfk4++eSM9nK93jDORMOQHwBVaNmyZdx3333x0EMPxU477VTpuDZt2sRZZ50VM2fOzOiJsQBA/fjOd74T06dPjzFjxkTz5s0rHbf//vvHlClT4tprr92kp5ltueWW8fzzz8ctt9wSAwYMqHLcJZdcEu+9915GT5urSLbOBAANxYEHHhgzZ86MM888M1q3bl3puJ133jkefvjhuOeee6JFixY13ieb9wSydSYAqEtnn312vPvuu3HCCSdUeb3at2/f+N3vfhfvvvtuDBw4sEZ7yPvyPgC50bNnz3jhhRfigQceiOHDh0d+ftXlNe3bt48zzzwz3nvvvbjwwgtrdI962LBh8d5778XFF18cHTt2rHTcwIED489//nP8/e9/jw4dOmS8/n/l5+fHb3/723jxxRdjv/32q3RcYWFhnHjiiTF9+vQYNWpUjfeJyN6ZACBXXK83jDPRMOQlSQXfcQRQiQ8//DDefPPNWLBgQRQVFUWHDh1iu+22i3322SdatmyZ6/AAgK9ZuXJlvPrqq/HBBx/EqlWromXLltGrV6/YZ599YptttqnTvd57773417/+FQsXLoySkpLo1KlTDB06NPbcc88q/5hfU9k8EwA0BOvWrYvXXnstZs2aFcuXL4/CwsLYZpttYs8996zyw2abIlv3BLJ5JgCoKytXrozXXnstPvjgg1ixYkW0bds2unbtGrvssksMHjy4TvaQ9wEgd1atWhXTpk2LOXPmxPLly2P9+vWxxRZbRKdOnWLHHXeM7bffvtpi90wUFxfHm2++GdOnT48lS5ZEQUFBbL311rHLLrts8sNiKjN//vx47bXX4pNPPon169dHu3btYuDAgbHvvvvGFltsUWf7ZPNMAJALrtdrRz0iCtkBAAAAAAAAAAAAAMiq2n8cFAAAAAAAAAAAAAAAakAhOwAAAAAAAAAAAAAAWaWQHQAAAAAAAAAAAACArFLIDgAAAAAAAAAAAABAVilkBwAAAAAAAAAAAAAgqxSyAwAAAAAAAAAAAACQVQrZAQAAAAAAAAAAAADIKoXsAAAAAAAAAAAAAABklUJ2AAAAAAAAAAA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      "text/plain": [
       "<Figure size 3000x2400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "file = \"./contract-runtimes.csv\"\n",
    "df = pd.read_csv(file)\n",
    "data = {\"Phylo-rs\": df[\"phylo-rs\"].values, \"Dendropy\": df[\"dendropy\"].values}\n",
    "\n",
    "fig, ax = plt.subplots(1,1)\n",
    "for key,val in data.items():\n",
    "    ax.set_title(f\"Runtime comparison for tree contraction\")\n",
    "    ax.plot(range(200, 10001, 200), val, label=f\"{key}\")\n",
    "    ax.grid(color='gray', linewidth=0.5, linestyle=\"--\")\n",
    "plt.xlabel(\"Taxa Size\")\n",
    "plt.ylabel(\"Runtime (ms)\")\n",
    "fig.legend()\n",
    "fig.tight_layout()\n",
    "\n",
    "plt.savefig(\"-runtime.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "800686db-a6a0-4437-8f8a-d9fb534f92eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3000x2400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "file = \"./postord-runtimes.csv\"\n",
    "df = pd.read_csv(file)\n",
    "data = {\"Phylo-rs\": df[\"phylo-rs\"].values, \"Dendropy\": df[\"dendropy\"].values}\n",
    "\n",
    "fig, ax = plt.subplots(1,1)\n",
    "for key,val in data.items():\n",
    "    ax.set_title(f\"Runtime comparison for Postorder traversal\")\n",
    "    ax.plot(range(200, 10001, 200), val, label=f\"{key}\")\n",
    "    ax.grid(color='gray', linewidth=0.5, linestyle=\"--\")\n",
    "plt.xlabel(\"Taxa Size\")\n",
    "plt.ylabel(\"Runtime (ms)\")\n",
    "fig.legend()\n",
    "fig.tight_layout()\n",
    "\n",
    "plt.savefig(\"postord-runtime.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "20b805a3-1217-4279-ab43-eb45a5428b55",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}