bachelorThesis/figure_7/figure_7.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "955392b1",
"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\n",
"import itertools"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "28b395b2",
"metadata": {},
"outputs": [],
"source": [
"DIR = \"/home/claudio/hdd/git/bachelorThesis/figure_7/\""
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "92c38cf8",
"metadata": {},
"outputs": [],
"source": [
"def tier(p):\n",
" if p <= 99:\n",
" return \"Free\"\n",
" elif p <= 115:\n",
" return \"Best effort\"\n",
" elif p <= 119:\n",
" return \"Mid\"\n",
" elif p <= 359:\n",
" return \"Production\"\n",
" else:\n",
" return \"Monitoring\"\n",
"\n",
"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]:\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=(4,3))\n",
" ax = plt.gca()\n",
" lines = []\n",
" for t in [4,5,6,7]:\n",
" ys = []\n",
" if xs[0] == \"-1\":\n",
" del xs[0]\n",
" for x in xs:\n",
" partsum = df[(df[\"term\"] != -1) & (df[key] == x)][\"count\"].sum().astype(int)\n",
" y = df[(df[\"term\"] == t) & (df[key] == x)][\"count\"]\n",
" ys.append(100 * ((y.values.astype(int)[0] / partsum if partsum > 0 else y.values.astype(int)[0]) if y.any()\n",
" else 0))\n",
" lines.append(ax.plot(xs,ys, marker='.')[0])\n",
"\n",
" if key == \"tier\":\n",
" plt.xlabel(\"Tier\")\n",
" elif key == \"priority\":\n",
" plt.xlabel(\"2011 priority\")\n",
" elif key == \"exectime\":\n",
" plt.xlabel(\"Execution time\")\n",
" else:\n",
" plt.xlabel(\"Machine concurrency\")\n",
" \n",
" plt.ylabel(\"Event rate [%]\")\n",
" plt.xticks(xs)\n",
" lgd = plt.legend(lines, [\"EVICT\", \"FAIL\", \"FINISH\", \"KILL\"], loc=\"best\",\n",
" bbox_to_anchor=(1,1))\n",
" plt.title(title) \n",
" plt.savefig('../report/figures/figure_7/%s-%s.pgf' % \n",
" (key.replace(\"_\", \"\"), cluster), bbox_extra_artists=(lgd,), bbox_inches='tight')\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "f3bb92de-1280-4a5d-ac4b-f6190b0372ac",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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m/a0oYvLu41GJRGQoMAY4AXwJDAV+Nsa0sPYnAl8YY9oWV0+XLl3MypUr/R2uKoOM778n5V/P4Dp4kJi77yb2gSE6HOwMIiKrjDFdCm5bu3btzg4dOhwKVExV0dq1a2M7dOiQVNi+QHQ71AWuBpoCR4GPgD6lOH4QMAigcePGfohQlYf72DEOPDeOY598QkjLFjR67VXC2rULdFhKVTmB6HboDewwxhwEEJE5QA+gjog4jDEuoBGQXNjBxpjJwGTwtnwrJ2Tli/RvvmX/M8/gOnKEmPvvI3bwYJ14XKkiBCL57ga6i0g43m6Hi4GVwLdAf7wjHgYCnwYgNlUG7qNH2T92LMfnfUZIq1Y0euMNwtqeE+iwlKrSKj35GmN+EZHZwK+AC1iNtyX7OTBTRP5tbXursmNTpZf+9dekjByF++hRYocMIfa+QYi2dpUqUUBGOxhjngGeOWXzdqBbAMJRZeBKS+PAs//m+IIFhJx9No2nTCb07LMDHZZS1YZe4aZK7fjCRewfPRp3ejqxDz1I7L33IkFBgQ5LqWrFFugAVPXhOnyYvf8YRvI//kFQgwY0nT2buMGDNfGqKsNut3du3bp1m7zHli1bgufPn1/roosuagEwceLEGJvN1vmXX34JyzumZcuW52zZsiUYvBdgpKSkOAAef/zx+i1atDinVatWbVq3bt3mm2++iQDo1q3bWT/88EP+vBVbtmwJbtmyZam/5NCWryqRMYb0L75g/7P/xpORQdywYcTcfRfi0F8fVbUUNrfDtm3bThpgHh8fnzt69OgGn3/+eZG3iP/6668jFi1aVGf9+vUbw8LCTEpKiiMnJ6dCZ3jSvx5VLNfBg+wfPZr0r74mtH17Go4do/MwqArz876fI35O+blW9wbd07s37O63K90Kuvjii4/98ssvtdauXRvSoUOHnMLKJCcnB0VHR7vCwsIMQIMGDSp8FjRNvqpQxhiOz5/PgX+PwXPiBPUeeZjoO+7Q1q7yydNLnk78Pe33YqeUzHRm2nYe3xluMLy94W2SaidlRQRFFDmlZIu6LbKe7fFsqaeUPLWMzWZj6NCh+0eNGtVgzpw5Owur55prrjn+3HPPNUxKSmp7/vnnH7/pppuOXHHFFRl5+2+//fZmoaGhHvBO1mOzlb4HV/t81WmcqansHfIA+x59jOCmTWn6yVxi7rlHE6+qUJnOTIexppQ0GDKdmeX+Bcvrdti8efPGwhJvnvvuu+/wr7/+Grl58+ZCx0VGRUV5NmzYsPG1117bFRcX5xo4cGDziRMnxuTtf++997bnnWfBggXbCqujJPrXpPIZYzj26accGPscJieHeo8/TvTtt+kcu6rUSmqhgrfLYcjiIa1cHpfNYXN4xpw/ZntldT0EBQXxwAMP7B89enT9oso4HA769u2b3rdv3/T27dufeP/992MeeuihCrsLhiZfBXjvBJzyr3+R+f0PhHXuTIN/P0tI06aBDkudwbo37J75+sWvb63sPt88DzzwwOFWrVrVz8zMPK11sXbt2hCbzUa7du1yAFavXh3WqFGjCp1fXJNvDWeM4dicuRwYNw7jdBL/xBPUvfUWpAx9WEqVVveG3TMrO+nmCQ0NNYMGDUp9+umnE0/dd/z4cftDDz3U+Pjx43a73W6SkpJypk2btqsiz1/slJIiMtyHOjKNMW9WXEi+0ykly8eZkkLK0/8i86efCO/alQZj/k2wzhSnfKBTSvqmPFNKPop3QvPixrfdDwQk+aqyMcZw9KOPSH1+PMYY4p9+iro33aStXaUqUUnJ931jzOjiCohIRAXGo/zs+JdfkTphAs7duwnv3p0G/36W4EaNAh2WUjVOscnXGPNYSRX4UkZVDWmzZ7P/qae9Kw4HcQ89pIlXqQAp1edMEekuIgtF5DsRudZfQamKl7l8OQdGFfgQYwxZK1YELiClarhik6+InDoGbjhwLd47DRfbHaGqjowffmDPvYOw16uHhISA3Y4EBRHerWugQ1Oqxiqpz3eSiPwKjDfGZOO951p/wAMc93NsqgIcX7iI5EcfJbRlSxLfmkruzp16y3alqoBiW77GmGvw3lVivojcDvwDCAFigGv8HJsqp6NzPyF5+HDC2rWj8bR3cdStS3inTsTeN0gTrzojhYeH5/9if/jhh1FJSUltt27dGjx8+PCG//rXv+IB+vXrl/TOO+/ULXhcWaeFLI8S+3yNMZ8BfwOigLnAVmPMxLwbYKqq6cj06aT8859EdP8LjadOwV6rVqBDUqrSfPrpp7UeffTRxM8//3xbq1atKvTKtIpSUp/vVSLyLbAQ2ADcCFwtIjNFpHllBFhemcuXc+CFF8havTrQoVSaQ5OncODZfxN58cU0euMNbOHFTi6lVMBkLl0WkfrCi/Uzly6rsCGrX3zxReSQIUOSPv3009/POeecQqeMrApK6vP9N977qoUBi4wx3YCHRaQlMAYY4Of4yiVr9Wp233kXuN2kvTuNxu9NO6M/bhtjOPjSyxyePJnaffvS8LmxepcJFRD7nngyMWfbtmL/63syM225O3aEYwyHp04luGnTLFtE0VNKhrRsmdVw7JhiJ+zJzc2VAQMGtPjyyy+3dOrUKbus8VeGkrodjgHXAf2A1LyNxphtxpgqnXgBspavAOvyaeN0cmD8eDy5VfITSLkZj4cDY8ZyePJk6txwAw2fH6eJV1VpnsxMR97fJ8Z418spKCjInHvuuRmTJk2KLW9d/lbSi70WuAlwAjf7P5yKFd6tKxIcjHE6AchevYZdA24i4aUXCW7SJMDRVRzjdpPy1NMcmzuX6DvvpN5jjyJSoXc8UapUSmqhgrfLYc/997cyLpdNHA5Pw+ee2x7x1/PKNcmOiDBv3rztF1xwQasRI0bUHzdu3P7y1OdPJV3hdgh4taJPKiJ1gKlAW8AAdwFbgA+BJGAncIMxJq085wnv1InG77ydP7TKfeQI+554kh3X9aP+qFFE9b2iPNVXCSY3l+THHid94UJiH3iA2CGDNfGqaiHir+dlJk6atDVz2bJaEeedl17exJunVq1ankWLFm3r0aNH6/j4eNewYcOq5GQ/JX3h9mtJFfhSphCvAAuNMa2BDsAmYASw2BjTElhsrZdbwaFVtS6+mGZz5xDSqhX7HnmEfU89hefEiYo4TUB4srPZ8+CDpC9cSL3HHyfugSGaeFW1EvHX8zLrPTx8f0Ul3jzx8fHuhQsXbp0wYUKD6dOnR526f9iwYU3i4+Pbx8fHt+/YsWNrgB07doTkbYuPj2//9ttv1z295opT0pSSJ4DibpEhQJQxxud5CEUkClgDNDMFTi4iW4CexpgUEWkAfGeMOau4uso6paRxOjn42uscnjyZ4ObNSHjxRUJbtSp1PYHkzshk7+DBZK1YQf2RI6l74w2BDknVIDqlpG/KM6Vkax/qd5cynqbAQeAdEekArAKGAvHGmBSrzH4gvrCDRWQQMAigcRnnnpWgIOoN+wfh3bqy7/ER7Lz+BuKffII6119fLVqO7qNH2T3oPrJ/+42G48cTdWXfQIeklCqlkq5w2+XDY28pz+kAzgXeMMZ0AjI5pYvBahEX2iQ3xkw2xnQxxnSJi4sr5alPFtmjB83mziG8c2f2/+sZ9j38MO709HLV6W+uQ4fYNfAOcjZtotHEVzTxKlVNBWL27L3AXmPML9b6bLzJ+IDV3YD1nFrE8RXKERdH4tQpxA0bxvFFX7Ljun6cWL++Mk5das6UFHbdehu5u3fTaNIb1Lr44kCHpJQqo0pPvsaY/cAeEcnrz70Y2AjMAwZa2wYCn1ZWTGKzEXvfIJq8/x7G5WLnzbdw+N13Ka4/vLLl7trFrltuxXXoEI3fmkpkjx6BDkmpU3k8Hk/V77erJNZ7UeRFIz4nXxFpIiK9reUwESnPZAEPAtNFZB3QERgLjAMuEZFtQG9rvVKFn3suzebOIfLCC0kd9zx7/z4YV1q5RrtViOytW9l56614srJoPO1dws89N9AhKVWYDQcPHozSBOxNvAcPHozCOy1DoYod7ZBfSORevF9yRRtjmluXF08yxgT0c6+/bqBpjCHtg+mkjh+PPTqahAn/IbxrYOa+PbF+A3vuuQcJDqbxO28T0qJFQOJQqqDCRjusWrWqnsPhyBu/X9NvCOgBNrhcrns6d+5caBeqr8l3Dd45Hn6xviRDRNYbY9pVYLCl5u+7F5/47TeShw/HuWcvsUMGE3v//Yjd7rfznSpr5Ur23Hc/9jp1aPzuOwQnnnaHa6UCorDkq0rH1/9OOcaY/EkRRMRBEaMRziRh55xD04/nUPuKKzj06mvsvutunAcq5XtAMn78id333IujXj2aTP9AE69SZxhfk+/3IvIEECYilwAfAZ/5L6yqwx4ZQcPxz9NgzBhOrFvHjmuvJePHH/16zuNffsmewYMJTkqiyQfvE1T/1Ls5KaWqO1+T7wi8F0asB+4DFhhjnvRbVFWMiFCn33U0nf0RjpgY9tw7iAP/+U/+hD0V6dinn5I8bDhhbdrQZNq7OGJiKvwcSqnA8zX5PmiMmWKMud4Y098YM0VEhvo1sioopHlzkj6aRZ0bb+TIW2+z89Zbyd2b7NOxa1LXMGXdFNakrimyTNqMGex7fAThXbvS+O23sEeddkm6UuoM4WvyHVjItjsqMI5qwxYaSoNRI0l4+SVy/9jOjmuv5fiiL4s95qudX3H7F7czcfVE7vnynkIT8OG33mL/qNFE9uxJ4puTsEVU2MT+SqkqqKRZzW4Skc+ApiIyr8DjW+BI5YRYNdXu04emc+cQnJRE8tChpIwahSfn9DuWfLP7G0b8OAJjfT+Z487h2z3f5u83xpD6yiuk/mcCtS+/jEavTsQWElJpr0MpFRglTayzFEgBYoEXCmxPB9b5K6jqIjgxkaTpH5D60ssceecdTvy6moSXXiSkWTOcHievrHqFaRun0bR2U/Zl7sPpduLBw7zf59GvZT8SayVy4LnnSHvvfaL696PBqFGVOpRNKRU4Po3zrar8Pc63NNK/+46UEf/Ek5ND2OMP8WTtr1l7cC03tb6JR7o8wsbDG1l5YCWxYbG8sPIFgrDz31XtMZ99RfTA26k3YkS1mFFNKdBxvhXB14ssuuO9o8XZQDBgBzKNMbX9G17xqlLyBXAeOMCmhwYRtHYrS9oFkTjqWf7W5urTyv1+aAvL7h9Alw3ZmDv6c/bjozXxqmpFk2/5+fqF22t47+W2De+djO8BXvdXUNWRy+PijeQPua3Pdhb3jqXHb25aDJ9E9qZNJ5Xz5OQQ8tTLdNmQzbw+dbir8Vf8mlqWm4Eopaozn6+/Nsb8DtiNMW5jzDtAH/+FVb0cOnGIQV8NYsr6KVxz1nXc8/JXNH7nHTxZWey8cQBHpk/HeO/Oyp777ifj+++pP/IZBo6ZS1xYHPd/dT9Lk5cG+mUopSqRr90OP+CdaWwq3rtMpAB3GGM6+De84lWFboflKct57IfHyHRm8lT3p7i6xZ/dDK4jR9g3YgSZP/xIeNcu5O5NxnXgAA3HPUfUVVcBcPjEYe776j62H9vOfy78Dxc30Tl6VdWn3Q7l52vL9zar7AN47zyRCPTzV1DVgcd4mLxuMvd+dS+1Q2rzvyv+d1LiBXBER5M4aRJ1b76ZrBUrcaWkIHY7QQXmaYgJi+Gtv73F2TFn8/D3D/PZHzXiqm2larwSk6+I2IGxxphsY8xxY8woY8xwqxuiRkrLTmPw4sG8uvpV+iT1YeYVM2lZt2WhZcVmwxEfDzbvW208HrKWrzipTFRIFFMumUKX+C48+dOTzNoyy++vQSkVWCUmX2OMG2giIsGVEE+VtyZ1Ddd/dj0rUlbwdPenGXfBOMKDwos9JrxbVyQ4GOx2JCiI8G6nzw0cHhTO671f58JGF/Lsz8/yzoZ3/PUSlFJVQEkXWeTZDiwRkXl4ux0AMMa86JeoqiBjDO9tfI+XV71M/Yj6vH/5+7SJaePTseGdOtH4nbfJWr6C8G5dCe/UqdByIfYQXrroJZ748QleXPUimc5MhnQcosPQlDoD+Zp8/7AeNqA8tw+qlo7lHOPpJU/z7Z5v6d24N6N7jKZWcOnehvBOnYpMugUF2YIYd8E4whxhvLnuTTKdmTzW9TFNwEqdYXxKvsaYUf4OpKr67dBvPPz9wxzIPMDjXR/nlrNv8XsitNvsjPzrSCKCIvhg0weccJ3g6e5PY7fppcdKnSl8bfnWOMYYPtzyIeNXjCcmLIZ3L3uXDnGVN7LOJjYe6/oY4UHhTF43mSxnFmMuGEOQLajSYlBK+Y8m30JkOjMZuXQkC3cu5IKECxh7/ljqhNap9DhEhAc7PUhEUAQvrXqJE64TTOg5gRC7znqmVHXn0zhfEenhy7bSEBG7iKwWkfnWelMR+UVEfheRDwM1umLLkS0MmD+AL3d9ydBzh/Laxa8FJPEWdFfbu3jqL0/x3d7vGLJ4CFnOrIDGo5QqP18vsnjVx22lMRQoOPHB88BLxpgWQBpwdznrL7W52+Zyy4JbyHRmMvXSqdzT7h5sUjXugH1j6xsZe/5YVuxfwaCvBnE893igQ1JKlUOx3Q4ich7wVyBORIYX2FUb78xmZSIijYArgDHAcPF+g9ULuNkqMg0YCbxR1nOURpYzizG/jGHeH/P4S4O/MO6CccSGxVbGqUvlyuZXEuYI49EfHuXuRXfz5iVvEh0aHeiwlFJlUFKzLhiIxJukaxV4HAf6l+O8LwOPAR5rPQY4aoxxWet7gYRy1O+z7ce2c8uCW/jsj8/4e4e/82bvN6tk4s3Tu0lvXuv1GjuP7eSOhXdwIPNAoENSSpVBsS1fY8z3eG8b/64xZldFnFBE+gKpxphVItKzDMcPAgYBNG7cuFyxfL79c0YtG0WYI4xJl0zirw3/Wq76KkuPhB680fsNHvjmAQYuHMiUS6eQWCux5AOVUlWGrx2aISIyWUS+FJFv8h5lPGcP4CoR2QnMxNvd8ApQR0Ty/hk0Agq9LbAxZrIxposxpktcXFyZAshx5/DssmcZ8eMIzo4+m1l9Z1WbxJunS/0uTL10KhnODAZ+MZA/jv4R6JCUUqXg65SSa4FJwCrAnbfdGLOqXCf3tnwfMcb0FZGPgI+NMTNFZBKwzhjz3+KOL8uUknuO7+Hh7x9m05FN3Nn2Th7s9GC1Hju7LW0b9355Lx7jYdIlk3y+5Fmp8tApJcvP15avyxjzhjFmuTFmVd6jgmN5HO+Xb7/j7QN+q4Lr5+tdX3PD/BtIzkjm1V6vMrzz8GqdeAFa1m3JtMumEeoI5e5Fd7M6dXWgQ1JK+cDXlu9IIBWYC+TfH90YE9Dbx/vS8l2TuoZfUn5hW9o2Fu1aRNuYtkzoOYGEyEr5Pq/SpGSkcO9X95KalcorF73CeQ3PC3RI6gymLd/y8zX57ihkszHGNKv4kHxXUvJdk7qGe768hxy39//FJU0u4fkLnifIXr1bu0XJu53RzmM7mfB/E+jVuFegQ1JnKE2+5edTt4Mxpmkhj4AmXl+sPLAyP/EKQpuYNmds4gWIDYvlnb+9Q+vo1gz/bjgLti8IdEhKqSL4enlxuIg8JSKTrfWW1pCxKq1LfBdC7CHYsBFiD6FL/Jn/jzoqJIopl06hU71OjPhxBLO3zg50SEqpQvja7fAh3pEOtxtj2opIOLDUGNPRz/EVy9c+35UHVtIlvgsd63WsnMCqgBOuEwz/bjg/Jf/EI10eYeA5AwMdkjqDaLdD+fk6q1lzY8yNInITgDEmS6rJ7N4d63WsUUk3T5gjjIkXTeTxHx9nwsoJZDmzuL/D/Topu1JVhK9DzXJFJAwwACLSnAKjHlTVFGQPYvyF47mq+VX8d+1/eWHlC/jySUcp5X++tnxHAguBRBGZjvcqtTv8FJOqQA6bg2d7PEu4I5xpG6exO303bWPa0q1Btxr5iUCpqsLX2wh9KSKrgO6AAEONMYf8GpmqMDax8cRfniDDmcH87fP5ds+3hKwPYeqlUzUBKxUgvo52+Ay4FPjOGDNfE2/1IyI0r9Mcwdvnm+POYf72+QGOSqmay9c+3wnABcBGEZktIv1FJNSPcSk/KDj0DmD21tlM3zRd+4GVCgCfhprlFxax452F7F6gjzGmtr8C80VZJtap6fKG3p0dfTYzN8/ku73fcXHjixndYzS1gwP641TViA41Kz+fk6812uFK4EbgXGC+MeZBP8ZWIk2+5WOM4b2N7/HyqpeJj4hnwv9NoG1s20CHpaoBTb7l52uf7yy891vrBbyGd9xvQBOvKj8RYeA5A3n3snfxGA+3fXGbdkMoVUl87fN9C2/Cvd8Y860xxlPiEara6BDXgY+u/IjzG57PuOXjGPbdML1Bp1J+VmzyFZHHAIwxi4DrTtk31o9xqUoWFRLFxF4TeaTLI3y/53tu+OwGNhzaEOiwlDpjldTyHVBg+Z+n7OtTwbGoANNuCKUqT0nJV4pYLmxdnSG0G0Ip/ysp+ZoilgtbV2cQ7YZQyr9KSr4dROS4iKQD7a3lvPV2lRCfCiDthlDKf4pNvsYYuzGmtjGmljHGYS3nrZ+5t4RQJ9FuCKUqnq9DzVQNp90QSlUsTb7KZ9oNoVTFqfTkKyKJIvKtiGwUkd9EZKi1PVpEvhKRbdZz3cqOTfkmvxsiQbshlCqrQLR8XcDDxpg2eOcHHiIibYARwGJjTEtgsbWuqqiokCgmXqTdEEqVVaUnX2NMijHmV2s5He+cEQnA1cA0q9g04JrKjk2VjnZDKFV2Ae3zFZEkoBPwCxBvjEmxdu0H4gMVlyod7YZQqvQClnxFJBL4GPiHMeakv1TjbToV2nwSkUEislJEVh48eLASIlW+0G4IpUonIMlXRILwJt7pxpg51uYDItLA2t8ASC3sWGPMZGNMF2NMl7i4uMoJWPlEuyGU8l0gRjsI3ikqNxljXiywax4w0FoeCHxa2bGpiqHdEEqVLBAt3x7AbUAvEVljPS4HxgGXiMg2oLe1rqop7YZQqniluodbVaO3Eaoe1h5cy6PfP8rBEwd5pMsj3Nz6ZrwfgFR1pbcRKj+9wk35XWHdEEv3LWXq+qmsSV0T6PCUCght+apKk3fDzpdWvoQH752o7DY7j3V9jP9r9H/Eh8djt9kDHKXyhbZ8y0+Tr6p0zy57lllbZ5223WFz0CCiAY0iG5FQKyH/OTEykYTIBKJCorS7oorQ5Ft+jkAHoGqeK5tfybw/5uH0OLHb7Aw7dxihjlD2pu8lOSOZ5IxkFu9aTFpO2knHRQZFkhCZQKNajUiITMhfbhTZiIaRDQl1hAboFSlVepp8VaXrWK8jUy6dwsoDK+kS34WO9ToWWi7TmZmfkPOfM/ay89hOliQvIdudfVL5uLC4/MSc/xzZiEa1GhEXFqddGqpK0W4HVS0ZYzicfZi96XvZm7GX5HRvYs5L1AeyDuAxnvzyDpvjz9ay1Z3hcrs4nH2Yy5peVuQ/AFU47XYoP02+6ozkdDtJyUw5KSEXfD6aczS/rCDc1uY2/t7h70QGRwYu6GpEk2/5afJVNdLrq19n8rrJ+aMuAMId4VzZ/EoGnDWAFnVbBDC6qk+Tb/npOF9VI/VI6EGwPRi72Am1hzLqr6Po3aQ3c7fN5dp513LnwjtZtHMRTo8z0KGqM5S2fFWNtSZ1zWlf+qVlpzH397nM2jKL5Ixk4sLi6N+qP/1b9adeeL3ABlyFaMu3/DT5KlUIt8fNkn1LmLF5BkuSl2AXO70a92JA6wF0ie9S48cba/ItP02+SpVgz/E9fLjlQ+b+PpfjucdpUacFN551I1c2v5KIoIhAhxcQmnzLT5OvUj7KdmXzxY4vmLllJhsPbyQiKIIrm13JgNYDaF6neaDDq1SafMtPk69SpWSMYcOhDczcMpOFOxaS68mla/2uDDhrABc1voggW1CgQ/Q7Tb7lp8lXqXJIy05jzrY5zNoyi32Z+6gXVo/+Z/Wnf8v+xIVXrzutFPYFZFE0+ZafJl+lKoDb4+bH5B+ZuWUmS5KX4BAHFze5mAFnDaBzfOcq/QVdem463+z+hlHLRuHyuAixhzDl0inFJmBNvuWnczsoVQHsNjs9E3vSM7Enu4/vzv+CbtHORbSo04IBZw2gb/O+AfmCLsuZxb6MfflzY+Qt78vYx96MvaTnpp9U3ulxsvLASr3k2s+05auUn5xwnWDhjoXM2DyDTUc2EREUwVXNr2LAWQNoVqdZhZ0nx51zWkLdl7GP5PRk9mXu40j2kZPKh9pDaRjZkIaRDfPnu3C6nby57k1cxkWwLVhbvpVAk69SfmaMYd2hdXy4+UMW7lyI0+OkW/1uDGg9gIsSL8JhK/4DqNPjZH/GfpIzk0lOT86fdjMv2R48cfCk8kG2IG9yjWhIQq2E/ASbl2xjQmMK7QbRPt/KpclXqUp0JPsIc7bN4aMtH3m/oAuvxwUJFxDmCKNx7caEOcLyW7F5j9Ss1JNmaLOLnfoR9U9LqnmPuPA4bOLfmQM0+ZafJl8VGHuWw84fIekCSOwW6Ggqndvj5oe9PzBl/RTWH1p/0j5BqBdeL39e4lOTa73weiW2lv1Nk2/56RduqnI4T0DmQe9j5xJYPBo8LrAHwVWvQfOLICwa7DXjV9Jus3NR44v449gf/HboNzx4sGHjtja3MfTcoQTZz/yxwjVdlfpNF5E+wCuAHZhqjBkX4JBUUYyBE2mQeQgyU71JNePgnwk275GR6i1zyjfq+dy5MHfQn+uhdSA8BiJiITwWwqOt5RhrPQYiCiwHR0AVHsZVki7xXQi2B+P0OAmyBdG7Se/AJd4a/mmkslWZ5CsiduB14BJgL7BCROYZYzaWp96tSz4lfdNiare+kJbn9vK2tGxBYA8GW+XNqLl5xdekbfyGum160bpr70o7b6nicOVC1qFTEmkxidXjKuQM4k2KkfW8STOhM0TEQWSc9zkiDjIO4lnwCLidYHNg+79HIawuZB32Juqsw944ju6C5FXe9aKmdnSEWok55pSknZekCybtWO95rNsJVYWfScd6HXkq8T5W7VxE58S/lX14l8fjfY/cTu8/NI/Lu5y/rYTl1E14vh9vfRoJwXbHZ5qA/azK9PmKyHnASGPM36z1fwIYY54r6piS+nw3r/iaFvOvxyGeQvcbbHhsDjziwGMLwtgceOTP57x9pkAZj82BydtnCzptvxGHdVxQfp3Oo8m0TZmLHTdu7KxpeAOOmKalf4/K+bNyHtlJx32zsOPGg43kqE6EO4SQnMOE5h4m2Hm80OPcthCyQ2LICY72PodEkx0cTU5ILNkh0eSExJBt7csNroOR4u+VtutwJst/XEhXs5EV0oZu5/ehScyf418Np7xOYwhyZRCSm0ZwThohuQUezqOE5Bz5czn3CCG5Rwl2ZRR6boOQExRFtoRSK+cAgsFgY0/tDkhYtFUmv7C1bAocf+o+K2IjJ+03Jx+W/5rMSdvAlp1Gi6x1CB4Mwq7Q1pigcGzGhd24sHmc3mdr/aRl/txmp/Df8bJwGRsHujxMwpVPFVlG+3zLr8q0fIEEYE+B9b3AX04tJCKDgEEAjRs3LrbCtI3fINYvvdsI33k68LOnDUG4CcKFQ9wE4caBCwdugq1n73ZX/j7vcy5BklVo+aAC9eTXjfvkpG99MrbhpmvKDEgpz1tVDlYcYjxEHt3K7yRw0NTjsGnBIRPFYaI4bGpz0ERxmNocMlFkEgpZJX20zwaSrYcvWrKClgCs+O6PUrwAGxBjPYoWjJM6ZBAjx4mW40STTrRYD9dxutg2EyUGETDGQ/ix7Rw5dqgUcfxJTv1ncdp+622X/Lc/f3sdjmPDY8VhCMs+wP6cerjFjhMHbkJxix0XDlziwI0Dt9hx24JwiwM3dtziwCXehoDbepy8HIRH7HgkCLfN21hwW+XzGhNBR7Yw/MSrOHDjxMEydxv6l+ndUL6qSsnXJ8aYycBk8LZ8iytbt00vcrdPIci4cOIgrNfj3Na+Z5nOW1y3ogfIsR4nB+sBt5N967+lww+DcODGhZ31579OwzY9yhRHefo39/22hHY/Dc7/A9vaazKN2vekYZlrLFt4G5KPMXTmGpxuD0F2GxNv6kTbhKiT6ynDOaSYo049Zvea78hefFv+78auSybTtNNF3kQpYj1by1bSLLjdZlXo3Sf52woe54vNK74mcv5N+XEc6zuFTgHoAlm1K407ptahs/mNVXIOj3a6qNJjqGnO6G4HqBr9ehrH6VbtSuPn7Yfp3iyGzk3qBiSGqvJeVJU4SvMz0W6H8qtKydcBbAUuxvvZdQVwszHmt6KO0XG+SgWGJt/yqzLdDsYYl4g8ACzCO9Ts7eISr1JKVWdVJvkCGGMWAAsCHYdSSvmb3jpeKaUCQJOvUkoFQJX5wq0sROQgsMuHorFA2QZxViyN42RVIY6qEANUvziaGGOq132SqphqnXx9JSIrq8I3sxpH1YujKsSgcdRM2u2glFIBoMlXKaUCoKYk38mBDsCicZysKsRRFWIAjaPGqRF9vkopVdXUlJavUkpVKTUq+YrIAyLyu4gYEYn10zneFpFUEdlQxP5EEflWRDaKyG8iMtQPMfh8DhGxi8hqEZlfwTEUW6+ILBSRo6fuF5GmIvKL9XP6UESCS3HO0957EYkWka9EZJv1XOiMMeI1RkS2isgmEXmowPaJVjzrRORcH2OpIyKzRWSzVd95pYjFp99TEdnpx9/j1iKyTERyROSRYsqNLG6/KtoZn3xFJFhE8mbqXgL0xrexwWX1LtCnmP0u4GFjTBugOzBERNpUcAylOcdQYFMFn9+Xev8D3FbI9ueBl4wxLYA04O5SnPNdTn/vRwCLjTEtgcXWemHuABKB1saYs4GZ1vbLgJbWYxDwho+xvAIsNMa0BjrgfS98jaXcv6dFJfZSOAI8BEwoZz2qCGds8hWRs0XkBWAL0ArAGLPaGLPTn+c1xvyA9xe3qP0pxphfreV0vH+UCRUcg0/nEJFGwBXA1Io8vy/1GmMWAyfd2E28k+D2AmZbm6YB1/h63iLe+6utekqq7+/AaGO892g3xqQWOP494/UzUEdEGhQXh4hEARcCb1l15RpjjvoaS1G/pyISIyJfWp9mplL8tMcrRWS6iPQSXycXPjmGVGPMCuC0+zeJyJPWJ4SfgLNKW7fyOqOSr4hEiMid1i/FFGAj0N4YszrAoRVKRJKATsAvATrHy8BjUIH3oClfvTHAUWNM3s3h9lL+f0zxxpi8+4bsB+KLKNccuFFEVorIFyLS0tpe2B1WSoqpKXAQeMfqeplqffryNZaiPAP8ZIw5B5gLFHcrl1bADOABYKOIPCEi+fPmi8hLIrKmkEdRrfG84zoDA4COwOVA11K+BmWpUrOaVYAUYB1wjzFmc6CDKY6IRAIfA/8wxhR+8zQ/nkNE+gKpxphVItKzAs/pl3orgjHGiEhRw3tCgGxjTBcRuQ54G7igjKdyAOcCDxpjfhGRVzili6GEWIpyIXCddfznIpJWVEFjjBuYD8wXkTjgOWC3iPzVGLPcGDOslOfOcwEw1xiTBSAi88pYT413RrV8gf54J2KfIyL/EpEmgQ7I+vIrr1Vxv7UtCG9SnG6MmeOn8550jkLi6AFcJSI78fZv9hKRDyrg1IXV+0WBc19VzLGH8X6sz2sUNML3m8IV5UBeN4H1nGotL7Liyesa2Qvk/SzmAu2t5WS8fcF5fIlpL7DXGJP3aWM23mTsaywVQkSiROQ+YB7ePuu78DZOytzyVRXIGHPGPfB+fB0KrAG+BpJO2b8TiPXj+ZOADUXsE+A94GU/nr9U5wB6AvP9EEex9Ra2H/gIGGAtTwIGl+e9x/vF3ghreQQwvojjxgF3FYhrhbV8BfCF9Z52B5b7GMePwFnW8kgrDp9iKer3FJgIPGUtX4b3BsiF/h4DHwB/WK+rZTl+hiOBRwqsn4s3gYcBtYBtBffroxTvbaAD8PsLhG5AorX8EN5WiQvYB0z1w/lm4O3+cFrnuvuU/edbfzTrrH8Oa4DLKziGUp0jEMnXSk4HgRPW+/Q3a3szYDnwu5WIQ8rz3uP9R7zYShJfA9FFHFsH+BxYDywDOljbBXjdSmTrgS4+xtIRWGn9DD4B6pYilkJ/T63jvwR+w/udxq5iku9VgKMcP7v6VgzHgaPWcm1r35N4b/n1E/A/Tb5le+gVbkopFQBnWp+vUkpVC5p8lVIqADT5KqVUAGjyVUqpANDkq5RSAaDJt4YQEXdlD6YXkSQRubnAehcRmVhBdT9xyvrSiqhXqcqiQ81qCBHJMMZEVvI5e+IdA9rXD3VX+utRqiJpy7cGsy4/3SIiZ1nrM0TkXmv5URFZId45bEcVOOZ2a9taEXnf2vauiPQvUCbDWhwHXGC1tIeJSE+x5u8V79y2n1h1/Swi7a3tI8U7L+93IrJdrHl1T4l7HBBm1Tu94Dmtc3wvIp9ax48TkVtEZLmIrBeR5la5OBH52HqNK0SkR4W/wUoVJ9BXeeijch6Amz+vdlsD3GhtvwTvFV0D8M4/C3Ap3nt5Cd5/0PPxTupyDt4rm2KtctHW87tA/wLnyrCee1LgCreC68CrwDPWci9gjbU8EliKd6KbWLzzPQQV8noyClu3znEUaGDVkQyMsvYNxbrkGu+VWedby42BTYH+GemjZj3OtFnNVNFOGGM6nrrRGPOViFyP9xLaDtbmS61H3lSckXgnZukAfGSMOWQdW+S8xT44H+hn1fONeOeqrW3t+9wYkwPkiEgq3qkX95ai7hXGmrpRRP7Ae0kueC8Pvsha7g20kT+nuq0tIpHGmAyUqgSafGs4EbEBZwNZeOcf2Iu3xfucMebNU8o+WEQ1LqwuLKs+n2/9U4ScAstuSv97WvB4T4F1T4G6bEB3Y0x2mSJUqpy0z1cNw3uni5vxTv4dBCwC7hLvfMCISIKI1AO+Aa4XkRhre7RVx06gs7V8FRBkLafjnfmqMD8Ct1j19AQOmdLNa+y0Yi2rL4H8fyYi0rEcdSlVatryrTnCRGRNgfWFwDvAPUA3Y0y6iPyAd8rCZ0TkbGCZ9bE8A7jVGPObiIwBvhcRN95uiTvwzrD1qYisterNtM6xDnBb29/lz24M8Pbtvi0i6/C2ugeW8vVMBtaJyK/GmFtKeSx4Zw573Tq/A/gBuL8M9ShVJjrUTCmlAkC7HZRSKgA0+SqlVABo8lVKqQDQ5KuUUgGgyVcppQJAk69SSgWAJl+llAoATb5KKRUA/w/CVKgGlkyerwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"dfatot = None\n",
"dfbtot = None\n",
"dfctot = None\n",
"\n",
"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[\"tier\"] = dfa[\"priority\"].apply(tier)\n",
" dfa = dfa[dfa[\"priority\"].ge(0)]\n",
" dfa = dfa.groupby([\"tier\", \"term\"]).sum().reset_index()\n",
" dfa = dfa[dfa[\"term\"].isin(range(4,8))]\n",
" del dfa[\"priority\"]\n",
" if dfatot is None:\n",
" dfatot = dfa\n",
" else:\n",
" dfatot = dfatot.append(dfa)\n",
" \n",
" xs = [\"Free\", \"Best effort\", \"Mid\", \"Production\", \"Monitoring\"]\n",
" categorical_plot(dfa, \"tier\", \"Cluster \" + cluster.upper(), xs)\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",
" if dfbtot is None:\n",
" dfbtot = dfb\n",
" else:\n",
" dfbtot = dfbtot.append(dfb)\n",
" \n",
" xs = [\"<1\", \"1-2\", \"2-4\", \"4-10\", \"10-60\", \"60-1d\", \">=1d\"]\n",
" categorical_plot(dfb, \"exectime\", \"Cluster \" + cluster.upper(), xs)\n",
"\n",
" # Processing figure 7c\n",
" \n",
" bins = [\"1\", \"2-3\", \"4-5\", \"6-7\", \"8-9\", \"10-11\", \"12-13\", \">=14\"]\n",
" bin_max = [3, 5, 7, 9, 11, 13]\n",
" def map_bins(value):\n",
" for i, m in enumerate(bin_max):\n",
" if value < m:\n",
" return bins[i-1]\n",
" return bins[-1]\n",
" \n",
" dfc = pd.read_csv(DIR + cluster + \"_figure7c.csv\", header=0)\n",
" dfc = dfc.sort_values([\"term\", \"n_exec\"])\n",
" dfc = dfc[dfc[\"n_exec\"] > 0]\n",
" dfc[\"n_exec\"] = dfc[\"n_exec\"].map(map_bins)\n",
" dfc = dfc.groupby([\"term\", \"n_exec\"]).sum().reset_index()\n",
" categorical_plot(dfc, \"n_exec\", \"Cluster \" + cluster.upper())\n",
" if dfctot is None:\n",
" dfctot = dfc\n",
" else:\n",
" dfctot = dfctot.append(dfc)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "763fed0f-718e-44d1-9207-dc1a6f6615e5",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cluster = \"all\"\n",
" \n",
"dfatot = dfatot.groupby([\"tier\", \"term\"]).sum().reset_index()\n",
"dfbtot = dfbtot.groupby([\"term\", \"exectime\"]).sum().reset_index()\n",
"dfctot = dfctot.groupby([\"term\", \"n_exec\"]).sum().reset_index()\n",
"\n",
"xs = [\"Free\", \"Best effort\", \"Mid\", \"Production\", \"Monitoring\"]\n",
"categorical_plot(dfatot, \"tier\", \"2019 data\", xs)\n",
"\n",
"xs = [\"<1\", \"1-2\", \"2-4\", \"4-10\", \"10-60\", \"60-1d\", \">=1d\"]\n",
"categorical_plot(dfbtot, \"exectime\", \"2019 data\", xs)\n",
"\n",
"categorical_plot(dfctot, \"n_exec\", \"2019 data\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "5f3eb3a4-1bbc-4148-952b-67d0efd1ab1b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def malusa(l, r):\n",
" return [a for a in itertools.chain(*[[b for x in range(r)] for b in l])]\n",
"\n",
"dfa11 = {'term': [x for x in range(4,8)] * 4,\n",
" 'priority': malusa([\"0-1\", \"2-4\", \"5-8\", \"9-11\"], 4),\n",
" 'count': [18, 38, 20, 28,\n",
" 0, 4, 21, 78,\n",
" 0, 7, 25, 65, \n",
" 0, 85, 17, 4]}\n",
"dfa11 = pd.DataFrame(data=dfa11, columns=dfa11.keys())\n",
"\n",
"dfc11 = {'term': [x for x in range(4,8)] * 8,\n",
" 'n_exec': malusa([\"1\", \"2-3\", \"4-5\", \"6-7\", \"8-9\", \"10-11\", \"12-13\", \">=14\"], 4),\n",
" 'count': [45,12,27,18,\n",
" 20,16,20,45,\n",
" 10,17,18,55,\n",
" 9,24,20,57,\n",
" 8,25,18,51,\n",
" 7,25,19,50,\n",
" 6,26,20,49,\n",
" 6,26,21,50]}\n",
"dfc11 = pd.DataFrame(data=dfc11, columns=dfc11.keys())\n",
"\n",
"dfb11 = {'term': [x for x in range(4,8)] * 7,\n",
" 'exectime': malusa([\"<1\", \"1-2\", \"2-4\", \"4-10\", \"10-60\", \"60-1d\", \">=1d\"], 4),\n",
" 'count': [3,78,11,7,\n",
" 5,38,21,39,\n",
" 6,6,20,70,\n",
" 8,4,17,72,\n",
" 12,8,18,65,\n",
" 21,3,21,56,\n",
" 23,2,70,2]}\n",
"dfb11 = pd.DataFrame(data=dfb11, columns=dfb11.keys())\n",
"\n",
"cluster = \"2011\"\n",
"\n",
"categorical_plot(dfa11, \"priority\", \"2011 data\")\n",
"\n",
"xs = [\"<1\", \"1-2\", \"2-4\", \"4-10\", \"10-60\", \"60-1d\", \">=1d\"]\n",
"categorical_plot(dfb11, \"exectime\", \"2011 data\", xs)\n",
"bins = [\"1\", \"2-3\", \"4-5\", \"6-7\", \"8-9\", \"10-11\", \"12-13\", \">=14\"]\n",
"categorical_plot(dfc11, \"n_exec\", \"2011 data\", bins)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "7e5fc71b",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "dc93b788",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "2429da19",
"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": "3.9.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}