bachelorThesis/figure_7/figure_7.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "black-funeral",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import sys\n",
    "import glob\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "hawaiian-cabin",
   "metadata": {},
   "outputs": [],
   "source": [
    "DIR = \"/home/claudio/hdd/git/bachelorThesis/figure_7/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c5d455be-278f-43e7-b98a-0d460be1328a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def categorical_plot(df, key, title, sorted_xs = None):\n",
    "    if sorted_xs == None:\n",
    "        xs = set()\n",
    "        lines = []\n",
    "        for t in [4,5,6,7,8]:\n",
    "            xs = xs.union(np.array(df[df.term == t][key]).reshape(-1))\n",
    "        xs = [str(x) for x in sorted(xs)]\n",
    "    else:\n",
    "        xs = sorted_xs\n",
    "        \n",
    "    plt.figure(figsize=(10 if key != \"n_exec\" else 22,8))\n",
    "    ax = plt.gca()\n",
    "    lines = []\n",
    "    for t in [4,5,6,7,8]:\n",
    "        ys = []\n",
    "        for x in xs:\n",
    "            partsum = df[(df.term != -1) & (df[key] == (int(x) if key != \"exectime\" else x))][\"count\"].sum().astype(int)\n",
    "            y = df[(df.term == t) & (df[key] == (int(x) if key != \"exectime\" else x))][\"count\"]\n",
    "            ys.append((y.values.astype(int)[0] / partsum if partsum > 0 else y.values.astype(int)[0]) if y.any() else 0)\n",
    "        lines.append(ax.plot(xs,ys, marker='.')[0])\n",
    "\n",
    "    plt.xticks(xs)\n",
    "    plt.legend(lines, [\"EVICT\", \"FAIL\", \"FINISH\", \"KILL\", \"LOST\"],\n",
    "              bbox_to_anchor=(1,1))\n",
    "    plt.title(title)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d79f5580-3b46-40e5-863f-a40a3b325e72",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABToAAAHiCAYAAADI9nOcAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdd3xV9f3H8ff3zuRmsBI2JOylDAXcC+vCUUdra504q7W46qjV1vGr2qpttdK6FUfrrltQAWtVlGFAEVkCYSTMJGTc5M7v74+bhAAJZNzk5sLr+XjwIPfcc77nc8+9F27e9zuMtVYAAAAAAAAAkMwciS4AAAAAAAAAAFqKoBMAAAAAAABA0iPoBAAAAAAAAJD0CDoBAAAAAAAAJD2CTgAAAAAAAABJj6ATAAAAAAAAQNIj6AQAoA0ZY8qNMf0TXUd7YYy51RjzZAuO/84Yc/Ru7v/AGHNhc9vflxlj7jDGvLCb+3d77dH2jDGfG2PGNGI/a4wZ2BY1xYsxppsx5ntjjDfRtQAAgPaLoBMAgFZgjFltjKmsDjZr/vS01qZba1e2g/pu3am2SmNM1BiT1cJ2LzLGRKrbLDXGLDDGnNLQ/tbae6y1lzb3fNbaEdbaT6rPvUswZ609yVo7tbnttwVjzLPGmP9LdB1NVffaI/GMMadKKrPW5rXR+dr0dWut3ShplqTL2+qcAAAg+RB0AgDQek6tDjZr/hS01omMMa6m7F8dMNbWJulPkj6x1m6JQzmzq9vsKOkpSa8YYzq1tOZ4HZtoyVz7vq6+564dPZ+/lPR8ootorGZetxclXRHvWgAAwN6DoBMAgDZUd8ioMaaLMead6p6Pc40x/2eM+az6vtzqfV11jv3EGHNp9c8XVQ9T/asxZqukO4wxXmPMA8aYNcaYjcaYR40xqY2oyUi6QNLUOts6G2OeMcYUGGOKjTFvNvWxWmujkp6WlCppQHWPy9eMMS8YY0olXbRzL0xjzGnVQ6JLqh/vsDr3rTbG3GyM+UZShTHGVb3tR8aYEyXdKuln1b1JF+58zapvX1w9/LXYGDPdGJNTcw2qr+Wm6ufjW2PMfvVcq2OMMd/Wuf2RMWZundv/M8acvtMxRxtj1lXXvkHSM3Xuu1zSuZJuqq77nT1d1zrt3VRdb6Ex5nRjzERjzDJjTJEx5tY6+483xsyuvqaFxphHjDGeOvePqH4cRdWvm1vrnM5jjHnOGFNW/byM3en5+FH1z3cYY17Zzb49jTGvG2M2G2NWGWMm7+bxpRpjHjTG5BtjthljPqt5HTfi9fEbY8w31ce9bIxJqXP/j02sh3GpMeaH6tfMDo+jzmN5ofrnmvfhJcaYNZJmmia+9+o8XzfUeb4m7enxGmPeM8b8eqdr840x5ox6rplH0gRJ/62zzWliPbd/qH5O5htj+tRz7M7vkYvM9n+HjKnnfdHQ63Z3z7Op5/1fTy0nG2Pyqs+11hhzx067fCWpv6l+3wIAAOyMoBMAgMSZIqlCUndJF1b/aYqDJK2U1E3SHyXdJ2mwpNGSBkrqJen3jWjnCEldJb1eZ9vzknySRlTf99eaO6pDpsP31KiJhbSXSiqXtLx6848lvaZYb88Xd9p/sKR/S7pWUrak9yW9UzeUk3SOpJMldbTWhms2WmunSbpH0svVvVRH1VPPjxULQ8+sbv9/1eeTpOMlHanY9esg6WxJW+t5WF9KGmSMyTLGuCWNlNTTGJNRHWyNrW53Z90ldZaUozpDb621j1dfhz9X131qPcfWp7ukFG1/jp+QdJ6kAxV7Pm83xvSr3jci6TpJWZIOkXSspKuqr0mGpI8lTZPUU7HXzYw65zlN0kuKPV9vS3pkNzXVu68xxiHpHUkLq+s9VtK1xpgTGmjngerHcahi1+wmSdFGvj7OlnSipH6KPTcXVdcwXtJzkm6sru9ISat381h2dpSkYZJqam7qe6+7Yq+rXpIukTTFbO/lXO/jVeyLh/NqGjDGjKo+/r166hskKWqtXVdn2/WKvV8mSsqUdLEkfxMes9TA+6K+120jn+cG3//VKhT70qWjYu/zK02dLw6q3/MrJO3y/gYAAJAIOgEAaE1vVoeCJWanHpHGGKeksyT9wVrrt9YuVp0elY1UYK39e/Uv/1WKBWjXWWuLrLVligV/P29EOxdKes1aW15dWw9JJ0n6pbW22FobstbW9hSz1na01n62m/YONsaUSNqgWNByhrV2W/V9s621b1pro9bayp2O+5mk96y1H1lrQ4oFQKmKBUA1HrbWrq3n2Mb4paR7rbXfV1+zeySNru4dFpKUIWmoJFO9T+HODVSfd65i4c+BioU6n0s6TNLBkpZba+sLSKOKPdeBZta+s5CkP1Zfp5cUCzEfstaWWWu/k7RY1WGQtXa+tfZLa23YWrta0mOKBXeSdIqkDdbaB621VdXHf1XnPJ9Za9+31kYUC793FzA1tO84SdnW2rustcHqOWqfUD2vzeqw7GJJ11hr11trI9baL6y1ATX+9VFgrS1SLHQbXb39EklPVx8brW57ye4u8E7usNZW1HnumvreC0m6q/q99L5i4f+QPTzetyUNNsYMqm7jfMWC/GA99XWUVLbTtksl3WatXWpjFjbw2tydRr0vqjXmed7d+1/W2k+std9W3/+NYsH2UTvtVlb9eAEAAHbRXuYUAgBgb3S6tfbjBu7LVuz/4bV1tq1tYN+G1N0/W7EemPONMTXbjCTn7howxvgk/VSxnlY1+kgqstYWN7GeGl9aaxvq8bm7x9hTUn7NDWtt1BizVrHeYY05fk9yJD1kjHmwzjYjqZe1dqYx5hHFetnmGGPekPQba21pPe38V9LRktZV/1ysWBgTUJ2hwzvZbK2takHtO9taHShKUk1gtLHO/ZWS0qXanrJ/Uay3qU+x19386v36SPphN+fZUOdnv6QUY4yrbm/aPe2r2HXvWR1+13Cq/p6vWYr1VK2vpsa8PnauoWf1z30U6wHaXDu/7pr63tu60zXzK/b8NPh4rbVVxpiXJZ1njLlTsS8NftJAfcWKBZJ17em53aMmvi8a8zzv9v1rjDlIsd6x+0nySPJKenWn3TIklQgAAKAe9OgEACAxNksKS+pdZ1vd+fMqqv/21dnWfac2bJ2ftygWbo2o7nHZ0VrboXpRoN05Q1KRpE/qbFsrqbMxpuMejm0Ou5v7ChQLSyTVzh3aR9L6Rh6/u/uk2OO6os716WitTbXWfiFJ1tqHrbUHShqu2FDdGxtopyboPLL65/8qFnQepYaDzpbU3VL/lLRE0iBrbaZiw/drErm1kvq38vnXSlq103XPsNZOrGffLYr1kBxQz32NeX3srob62pRi77Xdvc+kXZ+jeLz3ao5t6PFKsV7e5yo2DNxvrZ3dwH4rFLskO38p0FC7de328e/mfbHzNWnM87yn1/q/FOvJ2sda20HSo9r+Wq2ZDmOgYj2pAQAAdkHQCQBAAlT3xntDsYVMfMaYoYrNTVdz/2bFApzzqhcVuVi7CS1sbOGfJyT91RjTVZKMMb12Mw9ijQslPWetrQ0gqoemfiDpH8aYTsYYtzHmyOY90iZ5RdLJxphjq+e/vEGxXpJfNPL4jZJyq4cD1+dRSb81xoyQJGNMB2PMT6t/HmeMOaj6vBWKhU/RBtr5QtIQSeMlzakeKp6j2LyNnzay1p3rbs2wMUNSqaTy6tfZlXXue1dSD2PMtSa2oE5Gda+6eJojqczEFmNKrX4972eMGbfzjnb7AlZ/qV7YxmmMOcQY41XLXh9PSZpUfayj+r0xtPq+BZJ+Xv06H6uGe03WqwXvvT09XlUHm1FJD2o3K6pXD2f/WDsO835S0t3GmEEmZqQxpks9hy+QdGb1v0MDFRvmr+rHsbv3xc6v20Y/z7uRoVhv8qrqeVV/sdP94yWtttbm73ooAAAAQScAAIl0tWILfGxQLMT4t2LBTY3LFOs9tVWxRYH2FOjcrFjPri9NbFXjjxUL5OpV3ftrgmKLtOzsfMXm51siaZNiC8DUHFdujDliD7U0mbV2qWKLr/xdsZ5up0o6tYE5CetTM8R1qzHm63ra/4+kP0l
      "text/plain": [
       "<Figure size 1584x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 1584x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAp0AAAHiCAYAAACqSXe3AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAADIdklEQVR4nOydeZhcVZ3+33Nv7Xtv6arOClkIkASSAOKgjsuMg8vgvqAO4oYOKjOO46CO2zDuym8UxRVRUdx1BBV1dMRBRYSQQMK+hECSrqruTnft1VV3Ob8/bp3q6u7a69b+/TxPnnTdunXu6arq7rfe78Y45yAIgiAIgiCIdiJ1ewMEQRAEQRDE4EOikyAIgiAIgmg7JDoJgiAIgiCItkOikyAIgiAIgmg7JDoJgiAIgiCItkOikyAIgiAIgmg7JDqJvoYxlmKMndztffQSjLH3MsauaeHx9zLGnl7l/l8yxl7b7PpE78MY+zvG2E/rOO9DjLFvd2BLpsEYu5Ix9o/d3gdBDCMkOom+gDF2hDGWLYhM8W+Kc+7hnB/ugf29d8XesowxnTE2bsLaFzPGtMK6CcbYXYyx51c6n3P+Uc75G5u9Huf8dM757wvXXiUqOOfP4Zx/s9n1OwFj7BuMsQ93ex+1YIz9njHW9GtVYU0zvvePAPi4GfupBWNsE2OMM8YsnbgegE8DeC9jzNah6xEEUYBEJ9FP/H1BZIp/0+26UKN/AAtCr7g3AJ8A8HvO+ZxJW/pzYd0AgK8B+AFjbGTlSa384e7gH33T6ee9N0Invk/G2NkA/Jzz29p9LTNo4mc1DOABABe0Z0cEQVSCRCfR1xQcki2Fr8cYYz8ruIF3MMY+zBj7Y+G+VW5KqctUcBP/xBj7L8bYCQAfYozZGWOfZow9wRiLMsa+xBhz1rEnBuAiAN8sOfY6xtj9jLEkY+wwY+zNzXy/nHMdwLUAnAA2F5zIHzHGvs0YSwC4eKU7yRi7oBAyjxW+51NL7jvCGLucMXYQQJoxZikc+xvG2PkA3gvgFQWX9e6Vz1vh9usL39sCY+zXjLGN4nkoPJ8zhdfkEGNsR5nn6xmMsUMlt3/DGLuj5PYfGGMvXPGYpzPGjhX2HgHw9ZL7LgHwagD/Vtj3z+p5bhljzy+4yDHG2K2MsV2F45czxn604tzPMsauKnztZ4x9jTEWZowdL7zv5MJ9FzPG/lh4Hy0wxh5jjD2ncN9HADwVwOcL+/x8mT2J9+0bGGNPAPhd4fgPGWMRxlicMXYLY+z0at87Y2yKMfZjxthsYQ+XVXkqngPg/1bs4/TC6zJf+Fl4b5m9Pp0xdmzFsSOMsb8pfH0OY2xf4b0QZYz9v8JptxT+jxX2/OTC+WXfV4X7OGPsrYyxhwE8XO6bYIw9pfA6xhhjRxljF5fc/XsAz6vyHBAE0QZIdBKDxNUA0gCCAF5b+NcITwJwGMAklsKL2wCcCWALgLUAPlDHOk8FsAbAj0uOzQB4PgAfgNcB+C/G2B5xZ+EP41NqLcwM0fxGACks/bF9AYAfwXBBr19x/jYA3wXwzwAmANwE4GdseWjxQhh/gAOcc1Uc5Jz/CsBHAXy/4OCeUWY/L4AhTF9cWP8PhesBwLMBPA3Gc+gH8HIAJ8p8W7cB2MoYG2eMWQHsAjDFGPMyQ+SfVVh3JUEAowA2ArikZN9fKTwPnyzs++/LPHbl97Ebhph/M4AxAF8GcCNjzA7gewCeyxjzFs6VC9/LdwoP/wYAFcZ7ZHfh+y4NmT8JwIMAxgF8EsDXGGOMc/7vhe/rbYV9vq3KFv8awKkA/q5w+5cAtsJ4n+0vfL9lv3fGmATgZwDuhvEefhaAf2aM/R3Ks7OwX/HceAH8FsCvAEwVvs//rbLXSnwWwGc55z4AmwH8oHD8aYX/A4U9/7nG+0rwQhjP7WkrL1QQqL8E8LnC488EcFfJKfcDWPV+JgiivZDoJPqJnxbEWYytKHIoCIGXAPgg5zzDOb8PJU5jnUxzzj9XEF6LMITMOzjn85zzJAwB9so61nktgB9xzlPiAOf8F5zzR7nB/wH4HxjiVNwf4Jz/scqa5zLGYgAiMETiizjn8cJ9f+ac/5RzrnPOsyse9woAv+Cc/4ZzrsDIZ3MC+KuSc67inB8t89h6eAuAj3HO7y88bx8FcGbhj74CwAtgOwBWOCe8coHCde+AIT72whBHfwJwHoBzATzMOS8nVnUYr3euyb2XcgmAL3PO/8I51wo5qzkA53LOH4ch7F5UOPeZADKc89sYY5MAngvgnznnac75DID/wvL3yeOc869yzjUY78kQjA82jfChwvpZAOCcX8s5T3LOcwA+BOAMxpi/wmPPBjDBOb+Cc54v5EB/FZXfywEAyZLbzwcQ4ZxfyTlfLFz3Lw3uHzDeD1sYY+Oc81SN8H2195XgY4WfzXKv/asA/JZz/l3OucI5P8E5v6vk/mTh+yQIooMMRR4UMTC8kHP+2wr3TcB4Px8tOXa0wrmVKD1/AoALwJ2MMXGMAZCrLcAYcwF4GQz3sfT4cwB8EIbrJxXWPrRqgcrcxjmv5IRW+z6nADwubnDOdcbYURiOVz2Pr8VGAJ9ljF1ZcowBWMs5/10hZHw1gI2MsZ8A+FfOeaLMOv8H4OkAjhW+XoDh7uWwItRbwiznfLGFvZeyEcBrGWNvLzlmg/H8AYareSGA62AImu+UPM4KIFzyPpGw/DmNiC8455nCeZ4G91dcr/AB6yMw3mcTMMQ3YDip8dUPxUYYznGs5JiM8u4xYDz33pLb6wE82uB+y/EGAFcAeIAx9hiA/+Cc/7zCuRXfV1h6P1d739basxdArJ5NEwRhHuR0EoPCLIwQ57qSY+tLvk4X/neVHAuuWIOXfD0HIAvg9IILGeCc+wvFPNV4EYB5GDljAIBCiPbHMFzGSc55AEaYm5V5fDPwKvdNw/gDLvbCYDwvx+t8fLX7AOMP/5tLnqMA59zJOb8VADjnV3HO98IIgW4D8K4K6wjR+bTC1/8HQ3T+NSqLzlb2Xe77+MiK78PFORch3R8CeDpjbB2M1/g7JY/LARgveZyPc356ndetd5+l570Kxoeav4GRtrCpcJyVOVfs8bEV35uXc/7cCtc6COO1Kn18PW3J0ij5+SqI44niN8D5w5zzC2GkBHwCwI8YY+4y+xXXrPi+qvB9rnz85ir3nwrDUScIooOQ6CQGgkLo8icwCoBcjLHtMIp5xP2zMITWaxhjMmPs9ajyR6lQsPNVGLmXawCAMba2Sh6c4LUAruOcl/5BtAGwoyCMC67nsxv+JpvjBwCexxh7ViFf8p0wRNKt1R9WJApgUyEvsBxfAvCekkIWP2PsZYWvz2aMPalw3TSMlAW9wjq3AjgFwDkAbuec3wtDLD8JS4UmjRBFfUJJ8FUAbynslzHG3Iyx54k8zsL75/cwCpYe45zfXzgehpEqcSVjzMcYkxhjmxljf92mfQKGS5eDkR/rghF6rrbm7QCSzCiIchbe/zuYUaVejptgiH3BzwGEGGP/zIziOi9j7EllHvcQAEfhebMCeB+M9z0AgDH2GsbYROFnK1Y4rMP4udBX7Lni+6pOrgfwN4yxlzOjOG6MMXZmyf1/DSPnkyCIDkKikxgk3gbD+YkA+BaMwoNcyf1vguG0nQBwOmoLr8sBPALgNmZUhv8WhjAqC2NsLYx8v+tKjxfyQS+DIQAXYDhVN654bIox9lSYDOf8QQCvgVFQMQfg72G0nsrXucQPC/+fYIztL7P+f8Nwrb5XeI7ugVH9DBhFU1+F8T0/DuN5/1SFfaZh5E3eW7K3P8PIh5wBik3rX13u8YyxpzLGUiWHvgbgtNL8X2Y0tV9VdV24/j4Y74/PF/b7CICLV5z2HRju4ndWHL8IxgeL+wqP/RGMvM16+CyAlxYqtK+q8zHXwXg+jxeuuTI3ctn3XvhA9nwYxTSPwXgfXAPjZ2UVnPP9AOJCWBbev38L470TgVHA9owyj4sDuLSw9nEYHzRKq9nPB3Bv4XX6LIBXcs6znPMMjHSBPxX2fG6N91VNOOdPwMi1fSeMyMNdKBQOMcZCMJz3n9a7HkEQ5sC
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 1584x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 1584x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 1584x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 1584x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAp0AAAHiCAYAAACqSXe3AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAACaO0lEQVR4nOzdd3hUxdvG8e/spjdCOoTQe0cComIDUez+RLGhItI70ouK9C69C9h7RRSlqCg99I70EEhCCpDedt4/duMbMYEENjkpz+e6uMjuOXvm3s1u8mTOmRmltUYIIYQQQojCZDI6gBBCCCGEKP2k6BRCCCGEEIVOik4hhBBCCFHopOgUQgghhBCFTopOIYQQQghR6KToFEIIIYQQhU6KTvEfSqlEpVR1o3PciFLqd6VUV6NzFBal1M9KqVeLqK1DSqn7iqKtG+TYrJRqdpOPveXXSyn1uFLq81s5hihaSqkeSqnZ+dhvlVJqQhFEsiul1EylVC+jcwhhD1J0lmFKqTNKqRRbkZn9r6LW2kNrfaoY5Bt1TbYUpZRFKeVnh2PfZztW4jX/7rBH9pvIM1Yp9VHO+7TWD2ut3y+Etv7zy1dr3UBr/bu92yoIpdTjQILWes/NPN4er5fWejXQQCnV+FaOUxAl5Y8n28+LB+x8zFt67kopJ2AMMN1+qa7b3n1KqfNF0VYOM4BRtucqRIkmRad43FZkZv+7UFgNKaUcCrK/1npSzmzAVOB3rXWMnSJduOa5e2itt9rp2KLgegIfGh0C+BToXlgHL+jnoKQqouf5JHBUax1RBG3dspt5TbTWF4GjwBP2TyRE0ZKiU/yHUkorpWravvZVSq1WSl1VSu1USk1QSv1l21bVtq9Djsf+03OhlOpsO136rlIqFhirlHJWSs1QSp1TSkUppRYrpVzzkUkBrwDX9mTVUErtsOX7XinlY4fn76OUOm/reUMp5aGUOqGUesV2u65Sap1SKk4pdUwp1THHY11tp8POKqWuKKX+st33nx6S7J4jpVR7YBTwnK23dZ9te87X0qSUGmM7brRS6gOlVDnbtuzvw6u21zVGKTU6j+fWHXgJGGZra3XOLLavxyqlvlRKfaSUSlBKHVBK1VZKjbS1Ha6UejDHMcsppd5TSl1USkXY3iNm27aaSqk/bK9FjMrj1LWtF6cN8EeO+wqa49r33l+291q8Uuq0UurhHPt2Vkqdsh33tFLqpRxxfgcezSPna9mvme3230qpL3PcDldKNb3mMf/5HOTYNhG4G5hv+37Mz63dXHJ0UUodsT23X5RSVWz3L1JKzbhm3++VUm/Yvq6olPpaKXXJ9rz759hvrFLqC9t7K0FZL7kItW37EKgMrLblHJZLpvuU9XMzXCkVCaxUSpVXSv1oay/e9nWl6z13dZ3PVy4eJsd7xvb41kqpLUqpy7bvR+dcsnZWtp9jOe7L+XPvEaXUYdvrEKGUGqKUcgd+BiqqHGeGlPWzOUIpdVIpFWt7DX1sx8n+bL6ulDoHbMztSSilhtk+PxeUUl1zZrH5nTzek0KUKFpr+VdG/wFngAdyuV8DNW1ff2b75wbUB8KBv2zbqtr2dcjx2N+BrravOwOZQD/AAXAF3gV+AHwAT2A1MDkfWe8BEgGPa9qKABoC7sDXwEc5tu8HXszjePcB56/T3oNAJBAALAO+st3vbnsNXrM9p2ZADFDftn2BLVcwYAbuBJxzay/n64+1EPnomu05X8suwAmgOuABfAN8eM33YZntNW4CpAH18nhuq4AJN8iSCjxke44fAKeB0YAj0A04neOx3wJLbK9NALAD6GHb9qntcSbABWidR6YGQNI19xU0R87XqzOQYdvHDPQCLgDKlvMqUMe2bwWgQY7j+NheT69cclYHLtueT0XgbPb31bYtHjBd85jOXPM5yOv7nM/P7ZO290I92/HGAFtyfE7CAWW7XR5IsWU1AbuAtwAnW95TwEPXvN6P2F6zycC2G/28uOYzlYn1jIQz1veiL9AB688PT+BL4Lu8njs3+Hzl0uZO4Nkct6sACcALtveIL9D02ve97Xvy13V+7l0E7s7xGt6W188NYACwDahke95LgE+v+Wx+YHturrk8h/ZYf9Y0sL1OH+XMYtvnaWB3ft8j8k/+Fdd/0tMpvrP1CFxWSn2Xc4Ott6oD8LbWOllrfZj/9jTeyAWt9TytdSbWX2jdgUFa6zitdQIwCXg+H8d5FWvhl3jN/R9qrQ9qrZOAN4GO2b1sWuvGWutPrnPMijmee/Y/d9tjf8X6C3ID1l/CPWyPeQw4o7VeqbXO1NbrD78GnlVKmbAWhwO01hFa6yyt9RatdVo+nt+NvATM0lqfsr0GI4Hn1b9P172jtU7RWu8D9mEtPm/Wn1rrX2zfty8Bf2CK1joD6x8hVZVS3kqpQKyvz0CtdZLWOhrrHxbZ39MMrIVARa11qtb6r/82BYA31mLhpnLkccyzWutlWussrO/bCkCgbZsFaKiUctVaX9RaH8rxuOwc/zmutl7rnAA0xVrg/QJcUErVBe615bXkkuWfz4HWOiWPvPnVE+sfakdsr8skoKmtt/NPrAXL3bZ9nwG2autlMy0Af631OK11uu25LOPfn7+/tNY/2V6zDyn4e8iC9edFmu29GKu1/tr28yMBmIj1dcpLnp+vPPb35t/vmxeB9VrrT7XWGbb29xbwOYD1fVtfKeWltY7XWu++zr49gdFa6/O2z/pY4JlrPptjbZ+P3L73HYGVWutDWutkcvSE55BALu9HIUoaKTrFU1prb9u/p67Z5o+1tyE8x33hFEzO/f2x/iW/K7vIA9ba7s+TUsoN6y+d3ArenMc/i7V3I78DjS7keO7Z/5JybF+KtRd1ldY61nZfFeD2nIUq1oIwyNauC3Ayn+0XRHavWrazWL83gTnui8zxdTLWHtGbFZXj6xQgxlaIZN/GdvwqWF/zizlejyVYezwBhmHtXdxhO13bJY/24rH2hN1sjtz883rYfpmDtac8CXgOa7FwUSm1xlY0ZsvOcTmP4/6BtcfrHtvXv2MtpO7lmlO9ORT0c3M9VYA5OV7vOKyvcbDWWmMtxl+w7fsi8HGOx1W85r07iuu/h1xUwa5DvKS1Ts2+oZRyU0otUdbLQq4CmwDv7D8M83hueX2+cnPt+yYE+3z+OmD9Y+qssl4ecr0BhlWAb3PkPQJk8e/X9Xrf/4rc+GesJ3m/H4UoMaToFNdzCevpsko57gvJ8XV2geaW475rfznoHF/HYC0UGuQo8spp6yCh6/kf1l+sv+eyLWeeylh7KG55oJHtl+JSrKfFeue4vioc+OOaQtVDa93L1m4qUCOXQyaR43WyHT9nsa3/84h/u4D1l1u2yli/N1G5735dN2qrIMKxnsr3y/F6eGmtGwBorSO11t201hWx9hYvvOZatWwnsF66G2zHbHmy9Z62w9r7eRRrj1+2elh7267m8fDsovNu29d/cOOi83qveUG/H+FYL1/I+R501VpvsW3/FGtPWxXgdqw9hdmPO33N4zy11o/ks9385Lx2n8FAHeB2rbUX1kIdrEVybvtf7/OVm/1A7Wsen9vn71rXfh7/9XNLa71Ta/0k1j+evgO+yCNvdpsPX5PZRf97cNP1XruL5P0zNls9rGcvhCjRpOgUebL1KH2DdQCQm6036JUc2y9hvaayk1LKbOvFyvMHvu204zLgXaVUAIBSKlgp9dANorwKfGDrxblWJ6VUfVtv6Disp+CzctmvoEZh/UXRBet0LB/YCsUfgdpKqZeVUo62fy2UUvVsz28FMMs2wMCslLpDKeUMHMfaa/SoUsoR63V4zjnai8J6qjivz+SnwCClVDWllAfWU6qf206vFlQU1uv5bpm2jqz9FZiplPKyDaqooZS6F0Ap9ayyDRzB2iulsZ6CvfY46cB6rn/q1S6UUoFKqSdtl1KkYb1WOGeme7EOGMnLH8D9WK/PO4/1lHZ7rNcP3sx0TwX9fiwGRiqlGsA/A7n+Of1sOyUdAywHftFaX7Zt2gEkKOtAH1fb+7OhUqpFIeUEaw9dCnDZNrjm7RscM8/PVx7H/4l/v2c
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 1584x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 1584x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for cluster in \"abcdefgh\":\n",
    "    # Processing figure 7a\n",
    "    \n",
    "    dfa = pd.read_csv(glob.glob(DIR + cluster + \"_priority/part-*\")[0], header=None,\n",
    "                    names=[\"term\", \"priority\", \"count\"])\n",
    "    dfa = dfa.sort_values([\"term\", \"priority\"])\n",
    "    \n",
    "    categorical_plot(dfa, \"priority\", \"Figure 7a: Priorities w.r.t. event rate (cluster \" + cluster + \")\")\n",
    "    \n",
    "    # Processing figure 7b\n",
    "    \n",
    "    dfb = pd.read_csv(glob.glob(DIR + cluster + \"_exectime/part-*\")[0], header=None,\n",
    "                names=[\"term\", \"ignore\", \"exectime\", \"count\"])\n",
    "    del dfb[\"ignore\"]\n",
    "    dfb = dfb.sort_values([\"term\", \"exectime\"])\n",
    "    \n",
    "    xs = [\"<1\", \"1-2\", \"2-4\", \"4-10\", \"10-60\", \"60-1d\", \">=1d\"]\n",
    "    categorical_plot(dfb, \"exectime\", \"Figure 7b: Execution times (mins) w.r.t. event rate (cluster \" + cluster + \")\", xs)\n",
    "\n",
    "    # Processing figure 7c\n",
    "    \n",
    "    dfc = pd.read_csv(DIR + cluster + \"_figure7c.csv\", header=0)\n",
    "    dfc = dfc.sort_values([\"term\", \"n_exec\"])\n",
    "\n",
    "    categorical_plot(dfc, \"n_exec\", \"Figure 7c: Priorities w.r.t. machine concurrency (cluster \" + cluster + \")\")\n",
    "   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a9a09b9c-4281-41f4-a069-eb954e0a018f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "717dc811-1a7d-468c-9038-e405914b20aa",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "venv",
   "language": "python",
   "name": "venv"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}