bachelorThesis/figure_9/figure_9.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "3f392515",
"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": "c6d18e78",
"metadata": {},
"outputs": [],
"source": [
"DIR = \"/home/claudio/hdd/git/bachelorThesis/figure_9/\""
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "8330c5bd",
"metadata": {},
"outputs": [],
"source": [
"LABELS = {\"task_count\": \"Number of tasks\", \n",
" \"interval\": \"Job execution time\",\n",
" \"machine_locality\": \"Machine locality\"}\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",
" plt.xlabel(LABELS[key])\n",
" plt.ylabel(\"Event rate [%]\")\n",
" lines = []\n",
" for t in [4,5,6,7]:\n",
" ys = []\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((y.values.astype(int)[0] / partsum if partsum > 0 else y.values.astype(int)[0]) if y.any() else 0)\n",
" ys[-1] *= 100\n",
" lines.append(ax.plot(xs,ys, marker='.')[0])\n",
"\n",
" plt.xticks(xs)\n",
" plt.yticks([0,20,40,60,80,100])\n",
" lgd = plt.legend(lines, [\"EVICT\", \"FAIL\", \"FINISH\", \"KILL\"],\n",
" bbox_to_anchor=(1,1))\n",
" if cluster == \"all\":\n",
" plt.title(\"2019 data\")\n",
" elif cluster == \"2011\":\n",
" plt.title(\"2011 data\")\n",
" else:\n",
" plt.title(\"Cluster \" + cluster.upper())\n",
" \n",
" plt.savefig('../report/figures/figure_9/%s-%s.pgf' % \n",
" (key.replace(\"_\", \"\"), cluster), bbox_extra_artists=(lgd,), bbox_inches='tight')\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "35d8f9f0-5233-4437-ab97-061d720f6f0a",
"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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0ZYeffvrpOMA333xTskuXLpfd3Nxo3br1lU8//dRlPZdlxOVHviISDPQDaiilEkRkOfA80Br4UCn1hYjMAboD/3N1fAWRUopra9dy/oPJWCIjKd6mDaWHDsE9MNDo0HKkZM8eJB45woVpH+JZuTLFHnnE6JAMdf69CSQcOEDw9Ol4VqlidDg2mRyhAraSw7IOVbEmmzC5W3l6zgkqNnVoz2Y7d+70On36tGerVq2qAiQnJ0tISEjSyJEjL2S2rrMZ9d3EDHiJiBnwBiKBZsAK+/tLgaeMCa1guXHkCGdefoWIgYNwK1GC8ss+I3jK5HybeMHWCXvQe+9SpEYNzg0ZSuKxY0aHZJirK1Zw9csvKfnaqxRv1dLocLKnYtM4Xlh+hAf7R/DC8iOOTrwAn3zyif/gwYPPRURE/BEREfFHdHT0wfPnz7sfOXLE8G/WLk++SqkIYApwBlvSjQH2AFeVUql1mHAgOP0WtKxIiY0l6r0JnHz6GRL//psyb4+hwoqv8L7/fqNDcwiTlxchH89CvLxstyBfvWp0SC6XcPAgUePGU/SBBwgYMMDocHKmYtM4Hh0b5YzEC/Ddd9/5d+jQ4WraeY8//viVpUuX3nbibcWKFSUDAwPvTZ2OHz/u7oyYUomr+00VET/ga6AjcBX4CtsR71ilVGX7MqHAj0qpmums3wPoAVCuXLn7T58+7aLI8wdltXL166+5MO1DUmJiKNGxAwH9+mH2yxNlLoeL37ePM1264lX3fsrNn4+YC8c5ZMvFi5xs/yxiNhO24iuX/35FZI9S6j/DTh84cOBUrVq1Lro0kDzuwIEDpWrVqhWW3ntGlB0eBU4qpS4opZKBb4AHgRL2MgRACBCR3spKqXlKqbpKqboBAQGuiTifSDhwgFMdOhI1egweFSpQYcVXBL39doFNvGAbiLPM+PHE/76d8+9/YHQ4LqGSk4kYMJCUmBhCZn1UoH+/BZkRhwlngIYi4g0kAM2B3cBG4FngC6ArsNKA2PIly8WLRE+dRsy332IOCKDs5A8o3qZNobkMq8TTT9luQV6yBM+qVfB77jmjQ3Kq85MnE797N2Unf0CRu+4yOhwth1yefJVSO0RkBbAXsAD7gHnAD8AXIvKufd5CV8eW36jkZC4vW8bFWR9jTUyk5KvdKfn6G4XyXv7SQ4eQePw4UePfwbNCBbzr1s18pXwoZtUqrnzyKX5dXsL3ySeNDkfLBUMKZEqpt4G3b5l9AqhvQDj5Uty2bUS9N4Gk48cp+tBDBI4YgWfFwnUff1ri5kbw1Cmc6tCR8H79qfDVctyDC9Y52xuHDhE5eoytw6OhQ40OR8ulwnF2ooCI37ePaz/9zI0//iB+1y7cQ0MJmT0bn0eaFpoSQ0bcihcnZPZsTnXsyNnefQj7v2V58lbpnLBcuUJ43364+fkRPP1DxN2pJ+I1F9DJN5+I37eP0y91AYvtarwSHToQOGokJk9PgyPLWzwrViB42jTO9uzJueEjbInK6Fttc0lZLJwbPBhLdDTll32GuWRJo0PSHCB/fyoLkYsfzbqZeDGZcA8O1on3DnweakzpoUO5tn49F/+X/2+SvDB9OnHbfqfM22Pwuvdeo8PJ09LrUvLWriNNJtP9O3bsuDmKaJUqVe5O7XoyODj4nsjISDPAm2++WaZy5cp3V61atUb16tVrbNiwoShA/fr1q23evPnmV6p//vnHo0qVKndnN1Z95JsPXFqwgLht28BkAhHE3R3v+vWMDitP83+5K4lHjnDxo1l4Vq5C8ZaPGR1SjsSuXculBQsp8XxHSjz7rNHh5HmpfTuknXf06NH/HKUEBgYmjR8/PuiHH3644xDxP//8c9F169aV+OOPPw55eXmpyMhIc2JiokNrezr55nGXly4lespUirdujd8LnYnfvQfv+vVcMo5afiYilBk3lqSTJzk3fDge5ctRpHp1o8PKlhtHjnBu5Ci8atemzMiRRofjFNvPbS+6PXJ7sYZBDa81LNvQKXe53ap58+YxO3bsKHbgwAHPWrVqJaa3TEREhLu/v7/Fy8tLAQQFBTm8FzSdfPOwy8uWcX7iJIo99pitm0CzucDcHuwKJg8PQj6aycnnOnC2Vy8qfPVVvqmXpsTGEt63L6ai3gTPmIF4GN4VQbaM3jo69NiVYxme7YxLjjOdij3lrVAs+nMRYcXD4ou6F71jl5KV/SrHv/PgO9nuUvLWZUwmE/37948aN25c0DfffHMqvXaeeuqp2IkTJ5YNCwur2bhx49hOnTpdfuKJJ66nvt+lS5eKRYoUsYKtsx5TDs4r6JpvHnXly+Wcf+ddfJo3J3jqlEJz26yjmQMCCJk1i5RLlwnv3x+VlGR0SJlSVisRQ4eSHHGOkOnTcQ8sbXRIThGXHGdW9i4lFYq45DindCmZnp49e17au3evz99//53uXzVfX1/rn3/+eWjWrFmnAwICLF27dq00c+bMm3+5P/nkkxOp21mzZs3RnMSq/0fnQVe//oaot9+maJOHCf5wmr6sKJe8at5N0IT3ODd4CFHvvEuZ8ePy9KV5F2d9TNymzQSOGZ1vv+lkdoQKtpJD7196V7VYLSazyWx9r/F7J1xVenB3d6dPnz5R48ePL3OnZcxmM23atLnWpk2ba/fee2/Cp59+WrJfv36XHBWDTr55TMyqVUS+9RZFH3yQkJkzMeWzr5t5le8TT5B45CiX5s7Fs3o1/F94weiQ0nVtwwYuzp6N79NP49epk9HhOFXDsg3jPm7+8RFX13xT9enT51LVqlXLxMXFud363oEDBzxNJhP33HNPIsC+ffu8QkJCHPq1SSffPCR2zRrODR+Bd4MGhHw8S19K5mAB/fuReOQI5ydMxLNiRYo2amR0SP+ReOIk54YOo8jdd1Nm7Nt5+ujcURqWbRjn6qSbqkiRIqpHjx7Ro0ePDr31vdjYWLd+/fqVi42NdXNzc1NhYWGJS5cudWgXihl2KSkig7LQRpxSaq7jQsq6unXrqt27dxuxaYeLXb+eiIGD8K5Th9B5cwvMnVl5Tcr1OE53ep7k6AtU+Go5HuVcOlr4HaVcj+NUx46kXL5Mha9X4F62rNEhZUh3KZk1uelScijgAxTLYBrssEgLqWsbNhAxaDBe995LyJw5OvE6kZtPUUJmz0aAs716kXL9eqbrOJtSisgRI0g6dYrgDz/M84lXc4zMyg6fKqXGZ7SAiBS+LrQc6PqmTYT3H0CRGjUInTe3UPZI5moeoaEEz5jBme7dOTdkqG1EDLfbyn4uc2nefK799BOl33yTog0bGBaH5loZHvkqpYZl1kBWltHSd33rVsL79qNIlSqUWzAft2LFjA6p0CjasAGBo0Zy/ddfuTBjpmFxXN+yhQvTp1O8dWv8X+5qWBya62XrOl8RaSgia0XkVxF52llBFQZx23cQ3qs3HhUrUm7Rwvwz3HcB4tepEyU6duTSvHnErP7B5dtPOnuWiCFD8axalaB33ykUJ9i0f2VYdhCRMkqpqDSzBgFPAwLsAL51YmwFVvzu3Zx94w08yoXaEm+JEkaHVCiJCGVGjSTp+HEiR43Co3w5vO65xyXbtsbHE96nLwAhsz7Sdf5CKLMj3zkiMkZEithfX8U21M/TQKwzAyuo4vft42yPnrgHBVFu8WLM/rcNoqq5kHh4EDxzBuZSpQjv3Yfk6Ginb1MpReRbo0k8coTgKZPxCL3tSietEMis5vsUtiF9VotIF2AA4AmUBJ5ycmwFTsLBg5x9rQfmgADKLVmMuVQpo0PSALO/PyGzPybl+nXC+/bFmphuXysOc3nJUmLXrCFgwAB8HnrIqdsqbLy9vW/2OPXll1/6hoWF1Txy5IjHoEGDyo4ZMyYQoH379mGLFy/+z6ijOe0WMjcyrfkqpb4HWgK+2MoMR5RSM5VSF5wdXEGS8NdfnHn1Ndz8/Ci3dAnupQvm/fr5VZFq1Sj7/iRuHDhI1JgxZHT9e27Ebd9B9JQpFGvRgpI9XnPKNjRYuXJlsaFDh4b+8MMPR6tWrZonO/TIMPmKSFsR2QisBf4EOgLtROQLEankigALght//83Zbt1x8/Gh/JLFuJe54+3kmoGKt2hBqX59iVm5isuLlzi8/eRz54gYOBCPsDCCJk7UJ9iAuG2/F42eOq1M3LbfHXaN5Y8//ujTu3fvsJUrVx67++67nfs1Jhcyu873XWyDWnoB65RS9YHBIlIFeA943snx5XuJR49y5pVuiJeX7Yi3gA3qWNCUeuMNEo8cJXrKFDwrV8Ln4Ycd0q71xg3C+/ZDJScT8tFHBf567nMjR4UmHj2a4VlEa1ycKenkSW+U4tKCBXhUqBBvKnrnLiU9q1SJLzvhvQw77ElKSpLnn3++8vr16/+pU6fOjZzG7wqZlR1igGeA9sDNMxFKqaNKKZ14M5F44gSnX+mGmM2UX7JYn1jJB0SEshPew7NaNSIGDSbxxB0HO8gypRRR48Zz46+/KPvB+4V6lOm0rHFxZlLLO0rZXueSu7u7uu+++67PmTMnz59QyWxnnwY6AclAZ0dtVERKAAuAmoACugH/AF8CYcApoINS6oqjtulqSadOcabrywCUW7oEj7AwQ+PRss7k7U3ox7M4+VwHwt/oRdjyL3Hz9c1xe1c+/5yYb7+lVK9eFGvWzIGR5l2ZHaGCreRw9vXXqyqLxSRms7XsxIknij7QKFed7IgIq1atOvHQQw9VHT58eJlJkyZFZb6WMTK72uGiUuojpdQcpZQjLy2bAaxVSlUHagGHgeHAL0qpKsAv9tf5UtLZs5x++RWUxUL5xYvwrFjR6JC0bHIvW5aQj2aSdO4cEQMHoSw5G0Umfs8ezk+YiE+TJpTq09vBUeZvRR9oFBc6Z86Rkt27R4TOmXMkt4k3VbFixazr1q07umLFipIffvhhnj0CzuyE297MGsjKMrcs7ws8DCwEUEolKaWuAu2ApfbFlpJPL2VLjojgTNeXUQkJlFu8CM8qVYwOScsh7/vuI2js28Rt20b05CnZXj/5fDThAwbgHlyWspM/yPdD2DtD0QcaxZUePCjKUYk3VWBgYMratWuPTJkyJWjZsmW3fW0ZOHBg+cDAwHsDAwPvrV27dnWAkydPeqbOCwwMvHfRokV+t7fsOJmVHe4SkYMZvC/YLkHLjgrABWCxiNQC9gD9gUClVKR9mSggMJvtGi45KorTL79CyvXrlFu8KN8N2KjdrkT79tz45x8uL12KZ9WqlGj/TJbWU0lJRPTvjzUunvKLFunbx10kPj5+X+rzypUrJ0dERPwB8MILL8Skzv/6669PpbeuxWLJ1oFkbmWWfLOSPVJysM37gL5KqR0iMoNbSgxKKSUi6V5oKSI9gB4A5fJIX6xgO8o50/VlUq5codziRXjd7dLrtTUnChw2jKRjx4gaOxaPChXwvi/zkaOjJkwgYf9+gqd/qL/9aOnKrOZ7OgtTeDa3GQ6EK6V22F+vwJaMz4tIEID9Md37PJVS85RSdZVSdQMCArK5aeewXLzImVdewXLhAqHz5rmsfwDNNcRsJnjaNMxlgwjv14/kyMgMl7+6YgVXv/iSkq92p3irVi6KUstvXF6EsnfUc1ZEqtlnNQcOAauA1D71ugIrXR1bTlguX+bMK6+QHBlJ6Ly5WToq0vIftxIlCJ09G5WQwNnevbEmJKS7XMLBg0SNG0/RBx4gYOBAF0ep5SdGnQHoCyyz15NrAxOASUALETkKPGp/nadZrlzhzCvdSDpzltD//Q/vunUzX0nLtzwrVSJ42lQSD//NuZEjb7sF2XLpEuH9+mMuXZqyU6cY2kG7QaxWq1Xftmdn/1nc8aaRLCdfESkvIo/an3uJSI57/lZK7beXDu5VSj2llLqilLqklGqulKqilHpUKXU5p+2ntT96P/MPzmd/9H5HNHdTSmwsZ7u/StLJk4TM/liPQFBI+DRpQukhg7n241ouzf136EKVnEzEgIGkXLlCyEczMfs59UR5XvXnhQsXfHUCtiXeCxcu+GLrliFdWbqjRERew3aSyx+oBIQAc7CVDPKs/dH76bauG8nWZDzdPFnw2AJql66d63ZTrl3jzKuvkXj0KCEfz8LnwQdzH6yWb/h368aNf/7hwvQZeFapQrHmzTk/eTLxu3ZR9oP3KVKjhtEhGsJisbwaFRW1ICoqqibGfavOK6zAnxaL5dU7LZDV2/l6Y+vjYQfYbi8WkTzfLdfu87uxWG0XxyemJLLt3LZcJ9+U63Gc7dGTG4cOETJzhsPu/dfyDxEh6J13SDp1mvBBg/GuXZv4HTvw6/ISvm3bGh2eYe6///5ooPD+ALIpq3+dEpVSN7tlExEzttuC87S6gXXxdPNEsH0L+uXML1xPyvlotdb4eMJff52EgwcJnjq10Nwqqt3O5OlJyZ49ITGR+B07QITiLR4zOiwtH8lq8t0kIiMBLxFpAXwFfO+8sByjdunazH9sPv3u60ff2n05cfUEPX/qSWxS9u+UtiYkcLZXb+L37iV48gcUb6n/oxV2SceOQepdayLE73XpNfpaPpfVssNwoDvwB9ATWKOUmu+0qByodunaN0sNlfwqMWTTEHqs78HcFnPx9czazXnWxETC+/QlfscOyr4/ieKtWzsxYi2/8K5fD/HwQCUnI+7ueNevZ3RIWj4iWemxX0T6K6VmZDbP1erWrat2796drXU2h29mwMYBVCpRiXkt5uFXJOOz0takJML79iVu02aC3nsvy7eXaoVD/L59xO/chXf9enjXKTzXeIvIHqWUvrYyF7JaduiazryXHRiHyzwc8jAfNfuIkzEn6b6+O5cSLt1xWZWURMSAgcRt2kyZceN04tVu412nDqV69ihUiVdzjMx6NeskIt8DFURkVZppI+CQ63CN8GDwg8xqPouzsWfptq4bF+JvH45OWSxEDBnK9Q0bCBz9Fn4dOxgQqaZpBVVmR77bgKnA3/bH1GkwtkE1862GQQ2Z/ehsIuMi6bauG+fjzt98T1ksnBv2JtfWrydwxHD8X3jBwEg1TSuIslTzzatyUvO91b7ofbzx8xv4F/Fn4WMLKeNVmsiRI4lZuYrSQ4dQsnt3B0WraQWHrvnmXpZqviLSUER2ich1EUkSkRQRceTIFoapU7oOc1vM5eqNq3T78WWOjxhCzMpVBAzorxOvpmlOk9UTbrOwjeV2FNtIxq8CHzsrKFerFVCL+S3m0fa78ySvWov7qy9S6vXXjQ5L07QCLMv3XyuljgFuSqkUpdRioMB0VKqUouSc72i6J5E1jb3oGfoLJ2NOGh2WpmkFWFaTb7yIeAD7ReQDERmYjXXzNKUU0ZPe58qyZfi/8gptPvgcCyl0W9eN41ePGx2epmkFVFYT6Ev2ZfsAcUAo0N5ZQbmKUooL06ZxeelS/F56idLDhlLNvxqLWi4CoNu6bhy5csTgKDVNK4gyTb4i4gZMUErdUErFKqXGKaUG2csQ+drFjz7i0vwFlOj0PIEjRyBi64CnUolKLGq5CLOY6b6uO39f/tvgSDVNK2gyTb5KqRSgvL3sUGBcmD2bi7P/h++z7SkzevTNxJuqgm8FFrdaTBFzEbqv685fl/4yKFItL3NWZ/1awZfVvh0+Ae7CNs5aXOp8pdQ054WWuZxe53tx/nwuTJ2Gb7t2BE2cgJju/Dco/Fo4r65/ldjEWOa0mMO9AffmJmStANkfvZ9X1r2CxWrBw+TBwpYLHdJZf36gr/PNvazWfI8Dq+3LF0sz5TuXFi/hwtRpFG/ThqAJ72WYeAFCioWwuOViShQpQY+ferAvep+LItXyupXHVt7srD/JmsRvEb8ZHJGWn2SpS0ml1DhnB+IKlz9bRvT771OsZUvKTpqY5QEOg3yCWNxyMa+uf5WeP/Xk4+YfU6+M7j6wMIu8Hsm60+sQ+z8rVvac34NS6rYSlqalp0BcLpYVV774kvPvvovPo80JnjIZMWe1K2ObwKKBLGq5iKCiQfT6uRfbI7c7KVItr0uwJNB/Y3+UUkx6eBJ97+tL5+qd2X1+N8sOLzM6PC2fyF4Gyofi9+3j8uLFXFv/Ez5NmhAybRri7p6jtgK8A1jUchGvrn+VPr/0YcYjM3gwWA+eWZgopRizdQx/X/6bWc1n8XDIwzfnn4s7x9Q9U6kVUIt7Au4xOFItr8tq3w63ZZj05mWHiLiJyD4RWW1/XUFEdojIMRH50hFXV8Tv28fpLl25tv4nMJnw794N8chdsyW9SrKo5SIq+Fag74a+bA7fnNswtXxk4Z8LWXtqLf3u63cz8YJtUM13H3yX0l6lGbJpCDGJMQZGqeUHWS07fJTFednRHzic5vX7wIdKqcrAFWzDFuVK/M5dYLGdEEGEhH37c9skAH5F/Fjw2AKq+FWh/8b+bDizwSHtannbr2d/ZebemTxe4XG617z94+nr6cuUJlOITohm9NbR5OceAzXny6wz9UYiMhgIEJFBaaaxQNbOVqXfbgjwBLDA/lqAZsAK+yJLgady2n4q7/r1EE9PcHNz+Bhbvp6+zH9sPjX8azD418GsP7XeYW1rec/xq8cZvmU41f2rM+6BcXc8qXZPwD0Mun8QG89u5LPDn7k4Si0/yezI1wPwwVYbTnuJWSzwbC62Ox0YBljtr0sCV5VS9sNUwoHgXLQP2IZ4Kbd4EQH9+lFu8SKHD/VS3KM4c1vMpWapmgzbPIwfT/7o0Pa1vCEmMYZ+G/rh6ebJzGYz8TJ7Zbj8i3e9SLPQZkzbPY2DFw66KEotv8nqTRbllVKnHbJBkTZAa6VULxFpCgzBNh7cdnvJAREJBX5UStVMZ/0eQA+AcuXK3X/6tEPCypX45Hh6/dKLfdH7ePfBd3my0pNGh6Q5iMVqodfPvdh1fheLWi6iTums/QGPSYyh4+qOKKVY/uTyLI+UnV/omyxyL6s1X08RmSci60VkQ+qUw20+CLQVkVPAF9jKDTOAEiKSevVFCBCR3spKqXlKqbpKqboBAQE5DMGxvN29md18NvUC6zHqt1F8e/Rbo0PSHOTDPR/ye+TvvNXgrSwnXvhv/fetrW/p+q92m6wm36+AfcBbwNA0U7YppUYopUKUUmHA88AGpdQLwEb+LWV0BVbmpH2jeLt7M6v5LBqVbcSYbWNY/s9yo0PScmnV8VV8cugTOlXvRPuq2e/Er2apmgypO4Rfz/7KJ4c+cXyAWr6W1eRrUUr9Tym1Uym1J3VycCxvAoNE5Bi2GvBCB7fvdEXMRZjZbCYPhzzMO9vf4f8O/5/RIWk5dPDCQcZtG0f9MvUZWi9HxxkAdK7emeblmjN9z3QOXDjgwAi1/C6rNd+xQDTwLZCYOl8pZejw8Y4YQNMZklOSGbxpMBvPbmRo3aF0ubuL0SFp2RAdH83zq5/Hw82Dz5/4HL8ifrlqLzYplg7fd8CqrHz15FcFov6ra765l9Uj367YygzbgD32Ke9lvTzC3c2dqU2n0qJ8CybvnszCP/LdQXyhlZiSyICNA7iefJ2ZzWbmOvGC7aqYqU2mciHhAqN+G6XrvxqQxeSrlKqQzlTR2cHlZ+4mdz54+AMer/A40/dOZ+6BuUaHpGVCKcX438fzx8U/mNh4IlX9qjqs7btL3c2QukPYFL6JpX8tdVi7Wv6Vpb4dRMQbGASUU0r1EJEqQDWl1GqnRpfPmU1mJjaeiFnMzNo/i2RrMr1r99a9XuVRnxz6hFXHV9GrVi+al2/u8PY7V+/MnvN7mL53OrVL1y40ff9q6ctq2WExkAQ8YH8dAbzrlIgKGDeTG+88+A5PV36auQfnMmPvDP21Mw/aFrGNaXum0bxcc3rW6umUbYgI4x4YR1DRIIZuHsrVG1edsh0tf8hq8q2klPoASAZQSsUD+vAti9xMbox9YCzPVX2OhX8uZOruqToB5yGnY08zZPMQKpWoxITGEzCJ83paLeZRjClNp3Ap4RKjto7CqqyZr6QVSFn9lCWJiBegAESkEmmuetAyZxIToxuOplP1Tiw9tJRJOyfpBJwHXE+6Tr8N/XATN2Y+MhNvd2+nb/PukncztN5QNodv1vXfQiyr/fmOBdYCoSKyDNtdai87KaYCS0QYUX8EZpOZTw99isVqYVTDUU490tLuLMWawvAtwzkde5p5LeYRUizEZdt+vtrz7I7azYy9M6hduna27p7TCoasDiO0XkT2AA2xlRv6K6UuOjWyAkpEGFp3KO4mdxb9uQiLsvB2o7d1AjbAx/s/ZlP4JkbUH0H9oPou3baIMPaBsRy+fJihm4by1ZNfOeSyNi3/yGpn6t8DjwG/KqVW68SbOyLCgPsG0PPennxz9BtGbx1NijXF6LAKlbUn1zL/j/m0r9KeTtU7GRJDMY9iTGkyhcs3LjPqN13/LWyyerg1BXgIOCQiK0TkWREp4sS4CjwRoU+dPvSu3ZtVx1cx4rcRN0fC1Zzr0KVDjN46mjql6zCqwShDL/2rUbIGw+oNY0vEFhb/udiwODTXy2rZYROwSUTcsPVC9hqwCCjuxNgKhddrvY7ZZGbG3hmkWFOY9PAk3E05G2NOy9zFhIv039gfX09fpjWdhrub8T/rjtU6svv8bj7a9xF1StfhvsD7jA5Jc4EsFxrtVzu0B14H6mEbbUJzgFfveZUhdYew/vR6hvw6hOSUZKNDKpCSU5IZ/Otgrty4woxmMyjlVcrokAB7/bfRWIJ9ghm6eSiXbxjaZYrmIlmt+S7HNt5aM2AWtut++zozsMKm691dGV5/OBvObmDgrwNJSkkyOqQCRSnFhJ0T2Bu9l/EPjOfukncbHdJ/+Hj4MKXJFK7euMrI30bq+m8hkNUj34XYEu7rSqmNSulPhjO8cNcLjG44mk3hm+i3sR83LDeMDqnA+PKfL1lxZAXda3andcXWRoeTrrtK3sWb9d9ka8RWFv25yOhwNCfLbADNYQBKqXXAM7e8N8GJcRVaHap1YNwD49gWsY0+G/qQYEkwOqR8b1fULt7f+T4PhzxM3zp5+wvbc1Wfo1VYK2btm8We847uMlvLSzI78n0+zfMRt7zXysGxaHbPVHmGdxu/y66oXfT6uRfxyfFGh5RvRVyPYNCvgwgtHsqkhybhZsrxoNsuISK83ehtQoqFMGzTMF3/LcAyS75yh+fpvdYcqG2ltkxoPIF90ft4/efXuZ503eiQ8p345Hj6behHijWFmY/MpJhHMaNDypKb9d/Eq4zcouu/BVVmyVfd4Xl6rzUHe6LiE7z/8Pv8ceEPev7ck9ikWKNDyjesyspbW9/i2NVjTG4ymTDfMKNDypbq/tUZ3mA4W89t1Z3xF1CZXedbS0RisR3letmfY3+tb7JwgZZhLTGLmSGbh/DiDy/yWNhjNA5urPuCzcTcg3P56fRPDL5/MA8GP2h0ODnybJVn2RW1i1n7Z1GndB3qltGj9hQkGR75KqXclFLFlVLFlFJm+/PU18ZfnV5INC/fnH51+nEy9iRzD86l27pu7I/eb3RYedYvZ35h9v7ZtKnYhq53dzU6nBxLrf+WK1aOYZuHcSnhktEhaQ6ke3PJJ1JUCib7ryvZmsybm9/k8KXDBkeV9xy9cpSRW0ZSs2RN3m70dr4fNaSoe1GmNJlCbFIsI7aM0PXfAkQn33yibmBdPNw8cBM3zCYz15Ku0XF1R8ZuG6uPiOyu3rhK3w198Xb3Zvoj0yliLhiVsWr+1Rhefzi/R/7O/IPzjQ5Hc5Cs9ufrMCISCnwCBGI7aTdPKTVDRPyBL4Ew4BTQQSl1xdXx5VW1S9dm/mPz2X1+N3UD61KxREXmHpjL/x3+P9adWsfrtV6nc/XOeaKvAiMkW5MZsmkI0fHRLG61mMCigUaH5FDtq7Rn9/ndzD4wm/sC76NemXpGh6Tlkrh6NAURCQKClFJ7RaQYtmHon8LWOftlpdQkERkO+Cml3syorbp166rduwv3CPYnY04yeddktkRsoXzx8gyrN4yHgh/K91+3s2vSzkksO7yMdx58h6cqP2V0OE4RnxxPx9UduZ58na+e/MrQvilEZI9SSp8BzAWXlx2UUpFKqb3259ew9RkRDLTj3856lmJLyFomKvhWYPajs5ndfDaC0PuX3rzxyxucuHrC6NBc5tuj37Ls8DJevOvFApt4AbzdvZnSZArXkq4xYssI3Qd0PmdozVdEwoA6wA4gUCkVaX8rCltZIr11eojIbhHZfeHCBdcEmg88FPIQ37T7hmH1hnEw+iDtV7Xn/Z3vE5MYY3RoTrU/ej/jt4+nYVBDBtcdbHQ4TlfNvxojG4xke+R25v+h67/5mcvLDjc3LOIDbALeU0p9IyJXlVIl0rx/RSmV4bgquuyQvss3LjNr3yy+Pvo1xT2K07dOX9pXaZ/nb63Nrqi4KJ5f/Tze7t58/sTn+Hr6Gh2SSyilGPnbSNacXMP8FvNdPgQS6LKDIxhy5Csi7sDXwDKl1Df22eft9eDUunC0EbEVBP5F/BnTaAzL2yynconKvLP9HTqs7sDOyJ1Gh+YwNyw36L+xPwmWBGY+MrPQJF6wXf87uuFoW41/8zAuJuhRvfIjlydfsZ0JWggcVkpNS/PWKiD1iviuwEpXx1bQVPOvxqKWi5jWdBrXk67TfX13Bm4cSPi1cKNDyxWlFG9ve5vDlw4z6aFJVParbHRILuft7s3UJlOJS45j+Jbhuv6bDxlx5Psg8BLQTET226fWwCSghYgcBR61v9ZySURoUb4FK59aSd86fdl6bivtvmvHzL0z821vaYv/Wsyak2voU6cPj5R7xOhwDFPFrwojG4xkR+QO5h2cZ3Q4WjYZVvN1BF3zzb7zceeZsXcG35/4ngCvAAbcP4A2Fdvkm6HrN4dvps8vfWhRvgVTmkwpdJfU3UopxVtb3+L7498z/7H5NAhq4JLt6ppv7unkW0gduHCA93e+zx8X/+CeUvcwvP5w7g241+iwMnQy5iSdf+hMSLEQlrZaire7t9Eh5QnxyfF0+qETMYkxrGi7wiXX/+rkm3v543BHc7haAbX4rPVnvNf4PaLionhhzQuM3DKS83HnjQ4tXbFJsfTb0A93kzszHpmhE28aaeu/b25+U9d/8wmdfAsxk5hoW6kt3z/9Pa/e8yprT63lye+eZP7B+SSmJBod3k0p1hSGbR5G+LVwpjWdRlmfskaHlOdU9qvMqIaj2Bm1k7kH5xodjpYFOvlqFHUvSv/7+rPyqZU8WPZBZu6bSbvv2vHT6Z/IC2WpGXtnsDViKyMajNB92mbgqcpP0bZSW+YcmMPv5343OhwtEzr5ajeFFgvlw0c+ZMFjC/B292bQr4Povr47/1z+x7CYVp9YzeK/FtOhagc6VOtgWBz5xagGo6joW5HhW4ZzIV7fAZqX6eSr3aZBUAOWt1nOWw3e4uiVo3RY3YHxv493+WCOf138i7HbxnJ/4P0Mrz/cpdvOr7zdvZnadCoJlgTe3PImFqvF6JC0O9DJV0uX2WSmY/WOrH56NZ2rd+abo9/Q5ps2fHroU5KtyU7f/oX4C/Tb2A//Iv5MbTK10HaVmROVSlTirYZvsStqF3MOzDE6HO0OdPLVMuTr6cub9d/k67Zfc0/APXyw6wPar2rPbxG/OW2bSSlJDPx1INeSrjGz2UxKepV02rYKqraV2vJU5aeYd3Ae285tMzocLR06+WpZUqlEJeY8OodZzWZhVVbe+PkNev3ci5MxJx26HaUU72x/hwMXDvDOg+9Q3b+6Q9svTEY2GEmlEpUYsWUE0fG6q5S8RidfLctEhCahTfi27bcMqTuEfdH7eGblM0zeNdlhw9r/39//x3fHvqPHvT1oGdbSIW0WVl5mL6Y2sdd/N+v6b16jk6+Wbe5u7nS9uyvfP/097Sq349NDn/Lkt0/y1ZGvcnWB//bI7UzeNZmmoU3pXbu3AyMuvCqWqMjohqNtQxDtn210OFoaOvlqOVbKqxRjHxjLF22+IKx4GON/H0/H1R3ZFbUr222djT3L4F8HE1Y8jImNJ+abvibygycrPckzVZ5hwR8L2Bqx1ehwNDv9CddyrUbJGixptYTJTSYTkxRDt3XdGPzrYCKuR2Rp/bjkOPpt7AfAR80+wsfDx5nhFkrD6w+/Wf/Nq7eQFzY6+WoOISK0CmvFqqdW0at2LzaHb6bdd+34aN9HGXZdaVVWRmwZwYmYE0xpMoXQ4qEujLrw8DJ7MbXpVG6k3GDY5mG6/psH6OSrOZSX2Ys3ar3B909/T7NyzZh3cB5Pfvckq0+sTvdW5dn7Z7Px7EaG1B1Co7KNDIi48KjoW5ExjcawN3qvrv/mATr5ak5RpmgZPnj4Az55/BNKeZVixJYRvPTjS/x58c+by6w7tY65B+fSrlI7XrzrRQOjLTzaVGxD+yrtmf/HfKdeq61lTvfnqzmdVVlZeWwlM/bO4NKNS7St1JbqftWZtnca5YuXZ3mb5Xi4eRgdZqFxw3KDzms6czH+IsufXE6ZomWy3Ybuzzf39JGv5nQmMfF0ladZ/fRqutXsxg8nfuCD3R9gsVoIvxbOoUuHjA6xUCliLsLUJrb6r77+1zg6+Wou4+Phw8D7B/6nxGCxWth9Xn97cbUKvhV4u9Hb7I3ey6x9s4wOp1Aq+Mn37E7YMtX2qOUJj5Z/lCJuRXATN9xN7tQN1N9ejfBExSd4tuqzLPxzIVvCt+j/Ky5WsGu+Z3fC0jZgSQY3d2g7E0IbgIcPeHiDuzcU8gEYjbI/ej+7z++mbmBdapeubXQ4hUOKBW5chYQrtin+MjfionnxyCLOJ8Xw1ZlwyliSwVwEuq6C0Pp3bErXfHPPbHQATnVqC1iSAAUpifBtz9uXcS/6byJOm5Q9itqm7DxPO8/NQyf2DNQuXVsn3ZxKsfybQG9Ol2+fF5923lVIjLmtqSLAFLOZjsFl6FXan5Zx8TRITKb2qS0ZJl8t9/JU8hWRVsAMwA1YoJSalKsGwx4CsyekJIHJDE3ehOJlISkOkuNtj3d6Hn8Zku3zkuJtz5U1GzvjlsVkbk/6GT63Lx99GMJ32farXMP8ndzP7rT9cQx7qPD+J09JtiXFWxNnfDqJ9OYyVyExg06MxARFSoCXH3j7g09pCKhme+3lB17+aZ77gbcfYV5+vLxjMrNPf88xD3cWKJjvF0Rt1/wUCq08k3xFxA34GGgBhAO7RGSVUirnp8JD6/N3y2VcObQBvxrNqF7v0ZwHqBRYbvybiNMm5YyS+K3Pb1yF2Ij/rmu5kcOgBExutkR/89F0y+uM5pvSWS69de+0bHa2lWZ+bATW3YsQawrK5Iap4RvgX8m2jXQn+TeGnEymHK53c5/tMaTz/t97fuXq4Y2UrFyXKtXuySRxpiZX+2PStQx+tab/JkmfMhBwV5qkmZpES/w3sXoWt+1vNrmXrAinQYmQJMJuFa+Tr5PlmeQL1AeOKaVOAIjIF0A7IMfJd8/pK3RamUyy5UHMR5J448o/hJUq6oBQTUAx+3QLD/uUHSoFc8oN3CzxmC3xmFMScEtJ+Pe5JQG/U2uoeHkzJgGrgrO+dUkocz+irKBSEGVFMnsknfmWtK+TEXUj6+vaH7l1Pv++Nqn0ezlLTQ9itcC2j7L5A8s7bvY2fAr4+fb3reJGkrsvyR6+JLn7kuRRgqRi5Ukq6Uuyuy9Jaefbnyd7+JJs9rEl4Iwk26ebB8LX7VP2HTtXGmV1B7GQoswUU9Vy1I6WdXkp+QYDZ9O8Dgca3LqQiPQAegCUK1cuwwa3n7hEssWKApJTFDM3HHNctE5nAnzsE9wnzVjmsR13ZSEZMwMvtGFvdFVDI8wqwYqbfTJh5T45ygKPKbiTggU3eiX1509VARNWTChMopDU56h/56eZl/q+G1Yk7Xui/vP6tvdRt7xO83hz3Tu8f8u6jUx/8ZDpD0wCKUr4IaUBX1mbckX5cBUfYpQP1ymCSsjqkWgKcNk+uZobJq9XMXufQMVX5GJYkAExFC55KflmiVJqHjAPbFc7ZLRsw4ol8TCbSE6x4u5mYlqHWtQM9nVJnI72Z0QdXl5uoi5/sZu76d7pOT7Mt/vSiJeXe93cly6dnuPtfLgv4Qd/JfHXl2/+QSzZvB/v3tvU6LBy5M+IGAYtN5F8uTweZhMNK+qhm5wtLyXfCCBtl1Yh9nk5dn95P/7vtYZsP3GJhhVLcn95v1wFaKTyJYtSxrcL209cYpjelzyh/CNP8LfP5zfPKTyYm3MKBrP9TrwKxP+V/CLPXOcrImbgCNAcW9LdBXRWSv11p3V03w6aZgx9nW/u5ZkjX6WURUT6AOuwXWq2KKPEq2malp/lmeQLoJRaA6wxOg5N0zRnK/h9O2iapuVBOvlqmqYZIM+ccMsJEbkAnM7CoqWAi04Ox1X0vuQ9BWU/IOv7Ul4pFeDsYAqyfJ18s0pEdheUM7N6X/KegrIfULD2Ja/TZQdN0zQD6OSraZpmgMKSfOcZHYAD6X3JewrKfkDB2pc8rVDUfDVN0/KawnLkq2malqcU6OQrIotEJFpE/jQ6loyISKiIbBSRQyLyl4j0v8Ny6e6PiPiLyE8ictT+6NJeUdKLS0Ses++LVUTuePZcRMaKSISI7LdPrdO8N0JEjonIPyLS0sn7cEpE/rDHsDub+3DH5e60DyLSyj7vmIgMd+J+pfe7SffzIiLVReR3EUkUkSHOikmzKdDJF1gCtDI6iCywAIOVUjWAhkBvEamRznJLSH9/hgO/KKWqAL/YX7vSEm6P60/gGWBzFtb/UClV2z6tAbDv//PA3fa2Z9tHO3GmR+wxpCbQrO5DusvdaR/SjNryOFAD6HSH37cjLOH2382dPi+XgX7AlDs1JiJNRWSJ48MsfAp08lVKbcaYnqmzRSkVqZTaa39+DTiMrXP5W5e70/60A5bany8FnnJOpOlLLy6l1GGl1D+5aLYd8IVSKlEpdRI4hm20E5fJ6j5ksNyd9uHmqC1KqSQgddQWh7vDZybdz4tSKloptQvb+BiakxXo5JsfiUgYUAfYkY3VApVSkfbnUUCgo+Nysj4ictD+FTm1ZJLeyCa3/UFyIAWsF5E99tFSHOFO++DqfbtVfv+8FAg6+eYhIuIDfA0MUEplMETtnSnb5Sv56RKW/wGVgNpAJDDVoDgaK6Xuw1YK6C0iDxsUh0tl9fMiIjtEZD+wAGibpkbv1Fp8QaaTbx4hIu7YEu8ypdQ39pNwqR/w1zNZ/byIBNnbCQKinR1vTonIYvs+rQFQSp1XSqUopazAfP4tLTh8ZJOMKKUi7I/RwLdkUOK4dR8ycKd9cOm+pSPbnxelVAOlVG3gVWBVmhr9OueGWnDp5JsHiIgAC4HDSqlpAEqps2k+4HMyaWIV0NX+vCuw0nnR5o5S6hX7PrWGm//5Uz2N7eQV2PbpeRHxFJEKQBVgpzNiEpGiIlIs9TnwWJo4Mt2HDNxpH3YBVUSkgoh4YDspt8oR+5JF+ebzUqAppQrsBHyO7atsMra6WnejY7pDnI2xffU7COy3T62zuj9ASWxnrY9iG8Dc3+ifM7ZEGg4kAueBdXdY91PgD/u+rwKC0rw3CjgO/AM87sT4KwIH7NNfwCj7/Kzuwx2Xu9M+AK2xDZt1PHV7LvzdpPt5AcrYl4kFrtqfF7+lvabAEiP/vxSUSd/hpmmaZgBddtA0TTOATr6apmkG0MlX0zTNADr5apqmGUAnX03TNAPo5FuAiYgSkalpXg8RkbEOanuJiDzriLYy2c5zInJYRDbeMj9MRDrnot3ruY9O03JOJ9+CLRF4RkRKGR1IWiJizsbi3YHXlFKP3DI/DMhx8tU0o+nkW7BZsA0LM/DWN249ck09ErR3GbhJRFaKyAkRmSQiL4jITnt/t5XSNPOoiOwWkSMi0sa+vpuITBaRXfbOcnqmaXeLiKwCDqUTTyd7+3+KyPv2eWOw3YCyUEQm37LKJOAh+22+A+1HwltEZK99esDeRpCIbLYv96eIPHTLdkvZ+7B9IrNlNc2hjL7LQ0/Om4DrQHHgFOALDAHG2t9bAjybdln7Y1NsdzcFAZ7Y+hwYZ3+vPzA9zfprsf0Br4LtbqgiQA/gLfsynsBuoIK93TigQjpxlgXOAAGAGdgAPGV/71egbjrrNAVWp3ntDRSxP68C7LY/H8y/d6y5AcXS/GwCsfUe1yKjZfWkJ2dM2fn6p+VDSqlYEfkEWyfZCVlcbZeydzkoIseB9fb5fwBpv/4vV7YOcY6KyAmgOrZ+Ee5Nc1Ttiy0ZJgE7la1f21vVA35VSl2wb3MZ8DDwXRbjBXAHZolIbSAFqJq6L8Aie8dF3yml9qdZ/hegt1JqUybLaprD6bJD4TAdW+20aJp5Fuy/fxExAR5p3ktM89ya5rUV/vMH+9Z70xUgQF/1b6dAFZRSqck7Ljc7kYmB2PpVqAXUxb4/ytaZ+MPYjuCXiEgX+/IWYA9ws0vEDJbVNIfTybcQUEpdBpZjS8CpTgH325+3xXYkmF3PiYjJXgeuiK3zmHXAG/ajR0Skqr2nsIzsBJrY669uQCdgUybrXAOKpXntC0Taj8RfwlY2QETKA+eVUvOx9UV7n315BXQDqovIm5ksq2kOp8sOhcdUoE+a1/OBlSJyAFvtNidHpWewJc7iwOtKqRsisgDblQh77V1lXiCTYY2UUpFiG0RyI7Yj5x+UUpl1c3gQSLHHvwSYDXxtP1pNuz9NgaEikoytznvzaFYplSIinYBVInLNvk66y2qao+lezTRN0wygyw6apmkG0MlX0zTNADr5apqmGUAnX03TNAPo5KtpmmYAnXw1TdMMoJOvpmmaAXTy1TRNM8D/A41ZsUgWfbtuAAAAAElFTkSuQmCC\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": {
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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"
}
],
"source": [
"def to_9a_bin(col):\n",
" # 1 [2,10] [11,50] [51,100] 101+\n",
" if col <= 0:\n",
" return \"None known\"\n",
" elif col == 1:\n",
" return \"1\"\n",
" elif col <= 10:\n",
" return \"2-10\"\n",
" elif col <= 50:\n",
" return \"11-50\"\n",
" elif col <= 100:\n",
" return \"51-100\"\n",
" else:\n",
" return \"101+\"\n",
" \n",
"def to_9c_bin(col):\n",
" # 1 [2,10] [11,50] [51,100] 101+\n",
" if col <= 0:\n",
" return \"Unknown\"\n",
" elif col < 0.5:\n",
" return \"(0,0.5)\"\n",
" elif col < 0.9:\n",
" return \"[0.5,0.9)\"\n",
" elif col < 1.1:\n",
" return \"[0.9,1.1)\"\n",
" elif col < 1.5:\n",
" return \"[1.1,1.5)\"\n",
" else:\n",
" return \">=1.5\"\n",
" \n",
"dfatot = None\n",
"dfbtot = None\n",
"dfctot = None\n",
"\n",
"for cluster in \"abcdefgh\":\n",
" dfa = pd.read_csv(DIR + cluster + \"_term_task_count.csv\") \\\n",
" .sort_values([\"term\", \"task_count\"])\n",
" dfa = dfa[dfa[\"task_count\"] > 0]\n",
" dfa = dfa[dfa[\"term\"].isin(range(4,8))]\n",
" dfa[\"task_count\"] = dfa[\"task_count\"].apply(to_9a_bin)\n",
" dfa = dfa.groupby([\"term\", \"task_count\"]).sum().reset_index()\n",
" if dfatot is None:\n",
" dfatot = dfa\n",
" else:\n",
" dfatot = dfatot.append(dfa)\n",
" \n",
" categorical_plot(dfa, \"task_count\", \"# of tasks w.r.t. job rate (cluster \" + \n",
" cluster + \")\", [to_9a_bin(x) for x in [1,10,50,100,101]])\n",
" \n",
" # column should be called machine_count here, typo in analysis scripts\n",
" dfb = pd.read_csv(DIR + cluster + \"_priority_exectime/part-00000\", header=None,\n",
" names=[\"term\", \"priority\", \"interval\", \"count\"]).sort_values([\"term\", \"interval\"])\n",
" del dfb[\"priority\"]\n",
" dfb = dfb.groupby([\"term\", \"interval\"]).sum().reset_index()\n",
" dfb = dfb[dfb[\"term\"].isin(range(4,8))]\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, \"interval\", \"Job execution time (in mins) w.r.t. job rate (cluster \" + \n",
" cluster + \")\", xs)\n",
" \n",
" dfc = pd.read_csv(DIR + cluster + \"_term_machine_locality.csv\") \\\n",
" .sort_values([\"term\", \"machine_locality\"])\n",
" dfc= dfc[dfc[\"machine_locality\"] > 0]\n",
" dfc[\"machine_locality\"] = dfc[\"machine_locality\"].apply(to_9c_bin)\n",
" dfc = dfc.groupby([\"term\", \"machine_locality\"]).sum().reset_index()\n",
" dfc = dfc[dfc[\"term\"].isin(range(4,8))]\n",
" if dfctot is None:\n",
" dfctot = dfc\n",
" else:\n",
" dfctot = dfctot.append(dfc)\n",
" \n",
" categorical_plot(dfc, \"machine_locality\", \"Machine locality w.r.t. job rate (cluster \" + \n",
" cluster + \")\", [to_9c_bin(x) for x in [0.49,0.89,1.09,1.49,1.5]]) "
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "cc72331b-f5e6-4519-85ea-03c149b2abb9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" term task_count count\n",
"0 4 1 2686\n",
"1 5 1 375924\n",
"2 5 101+ 30652\n",
"3 5 11-50 25790\n",
"4 5 2-10 32493\n",
"5 5 51-100 5781\n",
"6 6 1 8746326\n",
"7 6 101+ 41178\n",
"8 6 11-50 121019\n",
"9 6 2-10 493786\n",
"10 6 51-100 45858\n",
"11 7 1 7004985\n",
"12 7 101+ 865662\n",
"13 7 11-50 677346\n",
"14 7 2-10 1824913\n",
"15 7 51-100 272201\n",
" term interval count\n",
"0 4 1-2 1272\n",
"1 4 10-60 3849\n",
"2 4 2-4 1012\n",
"3 4 4-10 1381\n",
"4 4 60-1d 670\n",
"5 4 <1 3401\n",
"6 4 >=1d 16\n",
"7 5 1-2 212983\n",
"8 5 10-60 556418\n",
"9 5 2-4 139020\n",
"10 5 4-10 156903\n",
"11 5 60-1d 678146\n",
"12 5 <1 303335\n",
"13 5 >=1d 36972\n",
"14 6 1-2 6186670\n",
"15 6 10-60 7480361\n",
"16 6 2-4 4988230\n",
"17 6 4-10 7181336\n",
"18 6 60-1d 1916021\n",
"19 6 <1 15420868\n",
"20 6 >=1d 168715\n",
"21 7 1-2 6915345\n",
"22 7 10-60 9405950\n",
"23 7 2-4 5424771\n",
"24 7 4-10 5125738\n",
"25 7 60-1d 3462416\n",
"26 7 <1 21817580\n",
"27 7 >=1d 522971\n",
" term machine_locality count\n",
"0 4 >=1.5 1\n",
"1 4 [0.9,1.1) 2685\n",
"2 5 (0,0.5) 3575\n",
"3 5 >=1.5 72202\n",
"4 5 [0.5,0.9) 3783\n",
"5 5 [0.9,1.1) 376132\n",
"6 5 [1.1,1.5) 13165\n",
"7 6 (0,0.5) 841\n",
"8 6 >=1.5 295788\n",
"9 6 [0.5,0.9) 5993\n",
"10 6 [0.9,1.1) 9118378\n",
"11 6 [1.1,1.5) 26942\n",
"12 7 (0,0.5) 35176\n",
"13 7 >=1.5 988339\n",
"14 7 [0.5,0.9) 110383\n",
"15 7 [0.9,1.1) 8649436\n",
"16 7 [1.1,1.5) 271514\n"
]
},
{
"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([\"term\", \"task_count\"]).sum().reset_index()\n",
"dfbtot = dfbtot.groupby([\"term\", \"interval\"]).sum().reset_index()\n",
"dfctot = dfctot.groupby([\"term\", \"machine_locality\"]).sum().reset_index()\n",
"\n",
"print(dfatot)\n",
"print(dfbtot)\n",
"print(dfctot)\n",
"\n",
"categorical_plot(dfatot, \"task_count\", None, [to_9a_bin(x) for x in [1,10,50,100,101]])\n",
"\n",
"xs = [\"<1\", \"1-2\", \"2-4\", \"4-10\", \"10-60\", \"60-1d\", \">=1d\"]\n",
"categorical_plot(dfbtot, \"interval\", None, xs)\n",
"\n",
"categorical_plot(dfctot, \"machine_locality\", None, [to_9c_bin(x) for x in [0.49,0.89,1.09,1.49,1.5]]) "
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "68db43ac-04d1-4b0b-a6e1-39c7799cd074",
"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)] * 5,\n",
" 'task_count': malusa([\"1\", \"2-10\", \"11-50\", \"51-100\", \"101+\"], 4),\n",
" 'count': [0,1,22,77,\n",
" 0,0,78,21,\n",
" 0,0,87,13,\n",
" 0,0,95,6,\n",
" 0,1,94,2]}\n",
"dfa11 = pd.DataFrame(data=dfa11, columns=dfa11.keys())\n",
"\n",
"dfc11 = {'term': [x for x in range(4,8)] * 5,\n",
" 'machine_locality': malusa([to_9c_bin(x) for x in [0.49,0.89,1.09,1.49,1.5]], 4),\n",
" 'count': [0,0,91,9,\n",
" 0,1,90,9,\n",
" 0,0,40,60,\n",
" 0,8,91,3,\n",
" 0,18,77,13]}\n",
"dfc11 = pd.DataFrame(data=dfc11, columns=dfc11.keys())\n",
"\n",
"dfb11 = {'term': [x for x in range(4,8)] * 7,\n",
" 'interval': malusa([\"<1\", \"1-2\", \"2-4\", \"4-10\", \"10-60\", \"60-1d\", \">=1d\"], 4),\n",
" 'count': [0,0,10,90,\n",
" 0,0,44,56,\n",
" 0,0,49,51,\n",
" 0,0,50,50,\n",
" 0,1,53,47,\n",
" 0,3,60,38,\n",
" 0,6,91,3]}\n",
"dfb11 = pd.DataFrame(data=dfb11, columns=dfb11.keys())\n",
"\n",
"cluster = \"2011\"\n",
"\n",
"categorical_plot(dfa11,\"task_count\", None, [to_9a_bin(x) for x in [1,10,50,100,101]])\n",
"\n",
"xs = [\"<1\", \"1-2\", \"2-4\", \"4-10\", \"10-60\", \"60-1d\", \">=1d\"]\n",
"categorical_plot(dfb11, \"interval\", None, xs)\n",
"\n",
"categorical_plot(dfc11, \"machine_locality\", None, [to_9c_bin(x) for x in [0.49,0.89,1.09,1.49,1.5]]) "
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a8d25894",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "7a337122",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "11314301-be1c-43ce-a2c0-63798ea8ebe8",
"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
}