bachelorThesis/figure_7/figure_7.ipynb

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{
"cells": [
{
"cell_type": "code",
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"execution_count": 14,
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"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",
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"execution_count": 15,
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"metadata": {},
"outputs": [],
"source": [
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"DIR = \"/Users/maggicl/Git/bachelorThesis/figure_7/\""
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]
},
{
"cell_type": "code",
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"execution_count": 29,
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"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",
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" xs = xs.union(np.array(df[df[\"term\"] == t][key]).reshape(-1))\n",
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" xs = [str(x) for x in sorted(xs)]\n",
" else:\n",
" xs = sorted_xs\n",
" \n",
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" plt.figure(figsize=(10,8))\n",
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" ax = plt.gca()\n",
" lines = []\n",
" for t in [4,5,6,7,8]:\n",
" ys = []\n",
" for x in xs:\n",
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" partsum = df[(df[\"term\"] != -1) & (df[key] == (int(x) if key == \"priority\" else x))][\"count\"].sum().astype(int)\n",
" y = df[(df[\"term\"] == t) & (df[key] == (int(x) if key == \"priority\" else x))][\"count\"]\n",
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" 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",
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"execution_count": 30,
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"metadata": {},
"outputs": [
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{
"data": {
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"image/png": "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"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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"image/png": "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"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
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{
"data": {
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"text/plain": [
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"<Figure size 720x576 with 1 Axes>"
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]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
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{
"data": {
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"image/png": "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"text/plain": [
"<Figure size 720x576 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"
},
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{
"data": {
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"image/png": "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"text/plain": [
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"<Figure size 720x576 with 1 Axes>"
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]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
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{
"data": {
2021-05-12 12:15:49 +00:00
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2021-04-17 09:37:58 +00:00
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
2021-05-12 12:15:49 +00:00
"image/png": "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
2021-04-17 09:37:58 +00:00
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
2021-04-20 07:15:19 +00:00
{
"data": {
2021-05-16 10:22:27 +00:00
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"text/plain": [
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"<Figure size 720x576 with 1 Axes>"
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]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
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{
"data": {
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"image/png": "iVBORw0KGgoAAAANSUhEUgAAAp0AAAHiCAYAAACqSXe3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOydeXwU9f3/X++ZPZJNshtCQsgFUZJwhcsD8axi61GxrUc96oXWA4V6X/Xb/lrtobXaVqqVKqKgWLVo1VKPtp5VREUgIAIBMRw5uEJ2k2z2nM/vj5nZLCHXZmfv9/PxyCO7s7Ofee9mNvPa90lCCDAMwzAMwzBMLJESbQDDMAzDMAyT/rDoZBiGYRiGYWIOi06GYRiGYRgm5rDoZBiGYRiGYWIOi06GYRiGYRgm5rDoZBiGYRiGYWIOi04mpSGiDiI6PNF2JBNEdA8RLYzi+RuI6OR+Hn+TiK4Y6vpM8kNEpxHRq4PY75dE9Fw8bIoWImogom9rt28kogcSbRPDZBosOpmUQLtgdGkiU/8pFULkCiG2JYF99/SwrYuIFCIqNGDt2UQU1NZ1EdFaIprV1/5CiN8KIa4e6vGEEBOFEO9rxz5EVAghzhRCLB7q+vGAiJ4hol8n2o6BIKL3iWjIf6s+1jTitf8WQFxEGRFVEpEgIlM8jqfxBIBLiWhEHI/JMBkPi04mlThbE5n6T1OsDhTpBVATeiHbAPwOwPtCiH0GmfSJtm4+gKcAvEREBT13iubCHeeLvqGksu2REI/XSURHA3AIIVbG+lhGMJT3RAjhAfAmgMuNt4hhmL5g0cmkNJqHpEq7PZyI/ql5Az8nol8T0UfaY4d4U8K9TJo38WMi+iMRtQL4JRFZieghItpBRLuJaAERZQ/CJgJwGYDFYduuJKKNRNRORNuI6LqhvF4hhAJgEYBsAIdrnshlRPQcEbkAzO7pnSSi72kh8zbtNY8Pe6yBiO4ionUAOonIpIchiegMAPcAuFDzstb1fN+0+1dpr+0AEb1NRKP190F7P/cQkZOI1hFRbS/v1ylEtD7s/n+J6LOw+x8R0Q96POdkItql2d4C4Omwx64FcAmAOzW7/zmY95aIZmle5DYiWkFEk7XtdxPRsh77PkJE87XbDiJ6ioiaiahRO+9k7bHZmv0Pae/PN0R0pvbYbwCcCOBRzc5He7FJP29/TEQ7ALyrbf87EbVo7+uHRDSxv9dORKVE9DIR7dVsuLGft+JMAB/0sGMiEf2HiFq1z8I9vdh6MhHt6rEtPKQ9nYhWkfr53E1Ef9B2+1D73abZfKy2f6/nlfaYIKK5RLQFwJbeXgQRXUZE24loPxH9Xy+7vA/grH7eB4ZhDIZFJ5NOPAagE8BIAFdoP5FwDIBtAEYA+A1Ub2UNgKkAqgCUAfh/g1jnRADFAF4O27YHwCwAdgBXAvgjER2hP6gJnRMGWphU0Xw1gA50X2y/D2AZVC/o0h771wD4G4CbARQBeAPAP4nIErbbxVAvvvlCiIC+UQjxFtQw64uaB3dKL/b8AKowPVdb/3/a8QDgNAAnQX0P8wFcCGB/Ly/rEwBVRFSovb5aAOVElEeqyD9SW7cnIwEUABgN4Nowu5/Q3ocHNbvP7uW5PV/HEVDF/HUAhgP4K4DXiciqvZ7vEpFd21cGcAGA57WnLwYQgHqOTNNed3jI/BgAmwEUAngQwFNEREKI/9Ne1zzNznn9mPgtAOMBnK7dfxNANdRzdbX2ent97UQkAfgngDqo5/CpAG4motPRO5M0e/X3Jg/AfwG8BaBUe53v9GNrXzwC4BEhhB3AGAAvadtP0n7nazZ/MsB5pfMDqO/thJ4HIqIJAB6H+uWvFOrftLzHbhsBHHJOMwwTO1h0MqnEq5o4a6MeRQ6aEDgPwC+EEG4hxFcI8zQOkiYhxJ814eUBcA2AW4QQrUKIdqgC7KJBrHMFgGVCiA59gxDiX0KIr4XKBwD+DVWc6o/nCyE+6mfNGUTUBqAFqkg8Rwjh1B77RAjxqhBCEUJ09XjehQD+JYT4jxDCD+AhqF7S48L2mS+E2NnLcwfDdQDuF0Js1N633wKYqnml/ADyAIwDQNo+zT0X0EKdq6CKj6MArAPwEYDjAcwAsEUI0ZtYVaD+vb1DtD2cawD8VQjxqRAiqOWsegHMEEJshyrsdG/rTABuIcRKIiqG6hm8WQjRKYTYA+CPOPg82S6EeFIIEYR6TpZA/VISCb/U1u8CACHEIiFEuxDCC+CXAKYQkaOP5x4NoEgIcZ8QwqflQD+Jvs/lfADtYfdnAWgRQjwshPBox/00QvsB9XyoIqJCIUTHAOH7/s4rnfu1z2Zvf/vzASwXQnyovUc/h3q+hNMOoK/3jGGYGJAReVBM2vADIcR/+3isCOr5vDNs284+9u2L8P2LANgAfEFE+jYCIPe3gOaZ+yFU72P49jMB/AKq10/S1l5/yAJ9s1II0ZcntL/XWQpgu35HCKEQ0U6oHq/BPH8gRgN4hIgeDttGAMqEEO9qIePHAIwion8AuF0I4eplnQ8AnAxgl3b7AFTvnhc9Qr1h7NUEqxGMBnAFEf0kbJsF6vsHqF7NiwEsAfAjdHs5RwMwA2gOO08kHPyetug3hBBubb/cCO0Lrad9wfoN1POsCN1iqhCA89CnYjSAUu1Li46M3r3HgPre54XdrwDwdYT29saPAdwHYBMRfQPgXiHE8j727fO8Qvf5PNB5H3pcCNFJRD2/uOSh9/eLYZgYwZ5OJl3YCzXEGR5Cqwi73an9toVtG9ljDRF2ex+ALgATNS9kvhDCoRXz9Me5AFqh5osBALQQ7ctQvYzFQoh8qGFu6m2BISD6eawJ6gVct4Wgvi+Ng3x+f48B6oX9urD3KF8IkS2EWAEAQoj5QogjAUyEKrjv6GMdXXSepN3+AKro/Bb6Fp3R2N3b6/hNj9dhE0LoId2/AziZiMoBnINu0bkTqjAuDHueXQgxcZDHHayd4fv9COqXmm9D9dRVatupl311G7/p8dryhBDf7eNY66D+rcKfP2YQNnYi7POlieOi0AsQYosQ4mKoKQG/A7CMiHJ6sVc/Zp/nVR+vM5xmhH3+icgGNcQeznioKQcMw8QJFp1MWqCFLl+BWgBkI6JxCKtMFULshSq0LiUimYiuQj8XUq1g50mouZcjAICIyvrJg9O5AsASIUT4BdECwApNGGtez9MifpFD4yUAZxHRqURkBnAbVJG0ov+nhdgNoFLLC+yNBQB+GlbI4iCiH2q3jyaiY7TjdkJNWQj2sc4KAGMBTAfwmRBiA1SxfAy6C00iYTeASPq3PglgjmYvEVEOEZ2l5TPq58/7UAuWvhFCbNS2N0NNlXiYiOxEJBHRGCL6VozsBFQPnRdqfqwNaui5vzU/A+AitegqWzv/a0mtUu+NN6CKfZ3lAEYS0c2kFtflEdExvTyvHkCW9r6ZAfwM6nkPACCiS4moSPts6V7XINTPhdLD5j7Pq0GyDMAsIjpBy1++D4de774FNTeWYZg4waKTSSfmQfX8tAB4FmrhgTfs8Wugetr2Q/W8DSS87gKwFcBKUivD/wtVGPUKEZVBzfdbEr5dywe9EaoAPADVU/V6j+d2ENGJMBghxGYAlwL4M1Tv7dlQW0/5BrnE37Xf+4lodS/r/wOq1+oF7T36EmqOI6AWTT0J9TVvh/q+P9SHnZ1Q8yY3hNn2CdR8yD1AqGn9Jb09n4hOJKKOsE1PAZgQnv9LalP7Q6quteOvgnp+PKrZuxXA7B67PQ/Vu/h8j+2XQ/1i8ZX23GVQ8zYHwyMAztcqtOcP8jlLoL6fjdoxe+ZGHvTatS9kZ0MtiPsG6nmwEH3kMwohVgNw6sJSO3+/o63RArWA7ZRenucEcIO2diPULxrh1exnANig/Z0eAXCRliPqhpou8LFm84wBzqsB0b60zIX6t2qG+ncJ2UJEWQC+i8jzvhmGiQI62CHDMOkDEf0OwEghBE/PYZgIIKLTANwghPjBgDunIFruboUQ4s5E28IwmQSLTiZt0ELqFqgFOkdDDRNeLYQYcJwfwzAMwzCxhav
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"text/plain": [
"<Figure size 720x576 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"
},
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{
"data": {
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"text/plain": [
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"<Figure size 720x576 with 1 Axes>"
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]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
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{
"data": {
2021-05-12 12:15:49 +00:00
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2021-04-17 09:37:58 +00:00
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
2021-05-12 12:15:49 +00:00
"image/png": "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
2021-04-17 09:37:58 +00:00
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
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{
"data": {
2021-05-16 10:22:27 +00:00
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"text/plain": [
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"<Figure size 720x576 with 1 Axes>"
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]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
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{
"data": {
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"image/png": "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"text/plain": [
"<Figure size 720x576 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"
},
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{
"data": {
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"text/plain": [
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"<Figure size 720x576 with 1 Axes>"
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]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
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{
"data": {
2021-05-12 12:15:49 +00:00
"image/png": "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
2021-04-17 09:37:58 +00:00
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
2021-05-12 12:15:49 +00:00
"image/png": "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
2021-04-17 09:37:58 +00:00
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
2021-04-20 07:15:19 +00:00
{
"data": {
2021-05-16 10:22:27 +00:00
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"text/plain": [
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"<Figure size 720x576 with 1 Axes>"
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]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
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{
"data": {
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"image/png": "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"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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"image/png": "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"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
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},
{
"data": {
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"image/png": "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"text/plain": [
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"<Figure size 720x576 with 1 Axes>"
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]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
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}
],
"source": [
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"for cluster in \"abcdefgh\":\n",
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" # 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",
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"\n",
" # Processing figure 7c\n",
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" \n",
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" bins = [\"0\", \"1\", \"2-3\", \"4-5\", \"6-7\", \"8-9\", \"10-11\", \"12-13\", \">=14\"]\n",
" bin_max = [1, 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",
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" dfc = pd.read_csv(DIR + cluster + \"_figure7c.csv\", header=0)\n",
" dfc = dfc.sort_values([\"term\", \"n_exec\"])\n",
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" dfc[\"n_exec\"] = dfc[\"n_exec\"].map(map_bins)\n",
" dfc = dfc.groupby([\"term\", \"n_exec\"]).sum().reset_index()\n",
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" categorical_plot(dfc, \"n_exec\", \"Figure 7c: Priorities w.r.t. machine concurrency (cluster \" + cluster + \")\")\n",
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" "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
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},
{
"cell_type": "code",
"execution_count": null,
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"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
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"metadata": {},
"outputs": [],
"source": []
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}
],
"metadata": {
"kernelspec": {
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"display_name": "Python 3",
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"language": "python",
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"name": "python3"
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},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
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"version": "3.8.3"
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}
},
"nbformat": 4,
"nbformat_minor": 5
}