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Completed task_slowdown analysis
2021-03-08 13:58:11 +00:00
{
"cells": [
{
"cell_type": "markdown",
"id": "handy-organization",
"metadata": {},
"source": [
"# Task slowdown"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "guided-excellence",
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"import sys\n",
"import gzip\n",
"import pandas\n",
"import seaborn as sns\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"from IPython.display import display, HTML"
]
},
{
"cell_type": "markdown",
"id": "august-lobby",
"metadata": {},
"source": [
"### Legend for columns:\n",
"- *n_fsh*: number of jobs that terminated with status 6 (FINISH)\n",
"- *n_non*: number of jobs that did not terminate with status 6 or did not terminate at all\n",
"- *finished%*: `n_fsh` / (`n_fsh` + `n_non`)\n",
"- *c_zero_end*: count of number of **Finished** jobs that have a last execution time of `0` \n",
"- *s_last*: sum of execution times for last events\n",
"- *m_last*: mean execution time for last event\n",
"- *s_all*: sum of all execution times for all events\n",
"- *m_all*: mean execution time for all events\n",
"- *s_slow*: sum of **slowdown** values computed for each job: `job_slowdown` = sum(`exec_time`) / last(`exec_time`)\n",
"- *m_slow*: mean job-wise **slowdown** value, i.e. `s_slow` / `n_fsh`\n",
"- *m_slow_2*: priority-wise mean **slowdown**, i.e. `s_all` / `s_last`"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "revised-mediterranean",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Cluster a:\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Unnamed: 0</th>\n",
" <th>priority</th>\n",
" <th>n_fsh</th>\n",
" <th>n_non</th>\n",
" <th>finished%</th>\n",
" <th>c_zero_end</th>\n",
" <th>s_last</th>\n",
" <th>m_last</th>\n",
" <th>s_all</th>\n",
" <th>m_all</th>\n",
" <th>s_slow</th>\n",
" <th>m_slow</th>\n",
" <th>m_slow_2</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>-1</td>\n",
" <td>499210</td>\n",
" <td>4201399</td>\n",
" <td>0.106201</td>\n",
" <td>0.0</td>\n",
" <td>3.906499e+14</td>\n",
" <td>7.826006e+08</td>\n",
" <td>4.287602e+14</td>\n",
" <td>5.927146e+08</td>\n",
" <td>6.317847e+05</td>\n",
" <td>1.265673e+00</td>\n",
" <td>1.097556</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>24</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>25</td>\n",
" <td>171</td>\n",
" <td>51172</td>\n",
" <td>0.003331</td>\n",
" <td>0.0</td>\n",
" <td>9.865622e+11</td>\n",
" <td>5.769370e+09</td>\n",
" <td>8.185831e+13</td>\n",
" <td>1.203020e+09</td>\n",
" <td>9.298476e+05</td>\n",
" <td>5.437705e+03</td>\n",
" <td>82.973285</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3</td>\n",
" <td>100</td>\n",
" <td>0</td>\n",
" <td>9528</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4</td>\n",
" <td>101</td>\n",
" <td>125339</td>\n",
" <td>27667</td>\n",
" <td>0.819177</td>\n",
" <td>0.0</td>\n",
" <td>7.934233e+15</td>\n",
" <td>6.330522e+10</td>\n",
" <td>2.443592e+17</td>\n",
" <td>6.345536e+09</td>\n",
" <td>1.649199e+13</td>\n",
" <td>1.315854e+08</td>\n",
" <td>30.798089</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>5</td>\n",
" <td>102</td>\n",
" <td>0</td>\n",
" <td>8992</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>6</td>\n",
" <td>103</td>\n",
" <td>1406882</td>\n",
" <td>7978164</td>\n",
" <td>0.149907</td>\n",
" <td>0.0</td>\n",
" <td>4.323773e+15</td>\n",
" <td>3.074344e+09</td>\n",
" <td>4.888366e+15</td>\n",
" <td>3.032797e+09</td>\n",
" <td>1.650518e+13</td>\n",
" <td>1.173572e+07</td>\n",
" <td>1.130579</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>7</td>\n",
" <td>105</td>\n",
" <td>24095559</td>\n",
" <td>17680282</td>\n",
" <td>0.576782</td>\n",
" <td>0.0</td>\n",
" <td>4.014175e+16</td>\n",
" <td>1.666129e+09</td>\n",
" <td>4.330222e+16</td>\n",
" <td>1.749708e+09</td>\n",
" <td>1.650779e+13</td>\n",
" <td>6.851743e+05</td>\n",
" <td>1.078733</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>8</td>\n",
" <td>107</td>\n",
" <td>5056370</td>\n",
" <td>4320033</td>\n",
" <td>0.539265</td>\n",
" <td>0.0</td>\n",
" <td>5.167496e+15</td>\n",
" <td>1.021995e+09</td>\n",
" <td>5.251141e+15</td>\n",
" <td>1.030654e+09</td>\n",
" <td>1.650779e+13</td>\n",
" <td>3.264806e+06</td>\n",
" <td>1.016187</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>9</td>\n",
" <td>114</td>\n",
" <td>0</td>\n",
" <td>54127</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>10</td>\n",
" <td>115</td>\n",
" <td>5171</td>\n",
" <td>120690</td>\n",
" <td>0.041085</td>\n",
" <td>0.0</td>\n",
" <td>1.055055e+13</td>\n",
" <td>2.040726e+09</td>\n",
" <td>1.059617e+13</td>\n",
" <td>2.042044e+09</td>\n",
" <td>1.650779e+13</td>\n",
" <td>3.192996e+09</td>\n",
" <td>1.004324</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>11</td>\n",
" <td>116</td>\n",
" <td>171154</td>\n",
" <td>1140843</td>\n",
" <td>0.130453</td>\n",
" <td>0.0</td>\n",
" <td>7.603199e+14</td>\n",
" <td>4.443119e+09</td>\n",
" <td>7.852192e+14</td>\n",
" <td>4.443447e+09</td>\n",
" <td>1.650779e+13</td>\n",
" <td>9.646740e+07</td>\n",
" <td>1.032749</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>12</td>\n",
" <td>117</td>\n",
" <td>0</td>\n",
" <td>89560</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>13</td>\n",
" <td>118</td>\n",
" <td>70767</td>\n",
" <td>523560</td>\n",
" <td>0.119071</td>\n",
" <td>0.0</td>\n",
" <td>1.282456e+14</td>\n",
" <td>1.816612e+09</td>\n",
" <td>1.286936e+14</td>\n",
" <td>1.814017e+09</td>\n",
" <td>1.650779e+13</td>\n",
" <td>2.338347e+08</td>\n",
" <td>1.003494</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>14</td>\n",
" <td>119</td>\n",
" <td>158153</td>\n",
" <td>585586</td>\n",
" <td>0.212646</td>\n",
" <td>0.0</td>\n",
" <td>3.558131e+14</td>\n",
" <td>2.250102e+09</td>\n",
" <td>5.354711e+14</td>\n",
" <td>2.877438e+09</td>\n",
" <td>1.740399e+13</td>\n",
" <td>1.100599e+08</td>\n",
" <td>1.504923</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>15</td>\n",
" <td>170</td>\n",
" <td>0</td>\n",
" <td>109</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>16</td>\n",
" <td>200</td>\n",
" <td>1812271</td>\n",
" <td>4847612</td>\n",
" <td>0.272118</td>\n",
" <td>0.0</td>\n",
" <td>8.227217e+15</td>\n",
" <td>4.545547e+09</td>\n",
" <td>3.386948e+16</td>\n",
" <td>1.684469e+10</td>\n",
" <td>1.651621e+14</td>\n",
" <td>9.125228e+07</td>\n",
" <td>4.116760</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>17</td>\n",
" <td>205</td>\n",
" <td>0</td>\n",
" <td>21334</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>18</td>\n",
" <td>210</td>\n",
" <td>0</td>\n",
" <td>1169</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>19</td>\n",
" <td>214</td>\n",
" <td>0</td>\n",
" <td>1390</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>20</td>\n",
" <td>215</td>\n",
" <td>0</td>\n",
" <td>1169</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>21</td>\n",
" <td>360</td>\n",
" <td>805</td>\n",
" <td>129798</td>\n",
" <td>0.006164</td>\n",
" <td>0.0</td>\n",
" <td>3.959197e+14</td>\n",
" <td>5.141815e+11</td>\n",
" <td>1.157676e+15</td>\n",
" <td>4.005801e+11</td>\n",
" <td>1.652857e+14</td>\n",
" <td>2.146568e+11</td>\n",
" <td>2.924018</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>22</td>\n",
" <td>400</td>\n",
" <td>0</td>\n",
" <td>75</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>23</td>\n",
" <td>450</td>\n",
" <td>112</td>\n",
" <td>4971</td>\n",
" <td>0.022034</td>\n",
" <td>0.0</td>\n",
" <td>1.373633e+13</td>\n",
" <td>6.868166e+11</td>\n",
" <td>1.569307e+13</td>\n",
" <td>6.538778e+11</td>\n",
" <td>1.652857e+14</td>\n",
" <td>8.264285e+12</td>\n",
" <td>1.142450</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>24</td>\n",
" <td>500</td>\n",
" <td>0</td>\n",
" <td>75</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Unnamed: 0 priority n_fsh n_non finished% c_zero_end \\\n",
"0 0 -1 499210 4201399 0.106201 0.0 \n",
"1 1 24 0 4 0.000000 NaN \n",
"2 2 25 171 51172 0.003331 0.0 \n",
"3 3 100 0 9528 0.000000 NaN \n",
"4 4 101 125339 27667 0.819177 0.0 \n",
"5 5 102 0 8992 0.000000 NaN \n",
"6 6 103 1406882 7978164 0.149907 0.0 \n",
"7 7 105 24095559 17680282 0.576782 0.0 \n",
"8 8 107 5056370 4320033 0.539265 0.0 \n",
"9 9 114 0 54127 0.000000 NaN \n",
"10 10 115 5171 120690 0.041085 0.0 \n",
"11 11 116 171154 1140843 0.130453 0.0 \n",
"12 12 117 0 89560 0.000000 NaN \n",
"13 13 118 70767 523560 0.119071 0.0 \n",
"14 14 119 158153 585586 0.212646 0.0 \n",
"15 15 170 0 109 0.000000 NaN \n",
"16 16 200 1812271 4847612 0.272118 0.0 \n",
"17 17 205 0 21334 0.000000 NaN \n",
"18 18 210 0 1169 0.000000 NaN \n",
"19 19 214 0 1390 0.000000 NaN \n",
"20 20 215 0 1169 0.000000 NaN \n",
"21 21 360 805 129798 0.006164 0.0 \n",
"22 22 400 0 75 0.000000 NaN \n",
"23 23 450 112 4971 0.022034 0.0 \n",
"24 24 500 0 75 0.000000 NaN \n",
"\n",
" s_last m_last s_all m_all s_slow \\\n",
"0 3.906499e+14 7.826006e+08 4.287602e+14 5.927146e+08 6.317847e+05 \n",
"1 NaN NaN NaN NaN NaN \n",
"2 9.865622e+11 5.769370e+09 8.185831e+13 1.203020e+09 9.298476e+05 \n",
"3 NaN NaN NaN NaN NaN \n",
"4 7.934233e+15 6.330522e+10 2.443592e+17 6.345536e+09 1.649199e+13 \n",
"5 NaN NaN NaN NaN NaN \n",
"6 4.323773e+15 3.074344e+09 4.888366e+15 3.032797e+09 1.650518e+13 \n",
"7 4.014175e+16 1.666129e+09 4.330222e+16 1.749708e+09 1.650779e+13 \n",
"8 5.167496e+15 1.021995e+09 5.251141e+15 1.030654e+09 1.650779e+13 \n",
"9 NaN NaN NaN NaN NaN \n",
"10 1.055055e+13 2.040726e+09 1.059617e+13 2.042044e+09 1.650779e+13 \n",
"11 7.603199e+14 4.443119e+09 7.852192e+14 4.443447e+09 1.650779e+13 \n",
"12 NaN NaN NaN NaN NaN \n",
"13 1.282456e+14 1.816612e+09 1.286936e+14 1.814017e+09 1.650779e+13 \n",
"14 3.558131e+14 2.250102e+09 5.354711e+14 2.877438e+09 1.740399e+13 \n",
"15 NaN NaN NaN NaN NaN \n",
"16 8.227217e+15 4.545547e+09 3.386948e+16 1.684469e+10 1.651621e+14 \n",
"17 NaN NaN NaN NaN NaN \n",
"18 NaN NaN NaN NaN NaN \n",
"19 NaN NaN NaN NaN NaN \n",
"20 NaN NaN NaN NaN NaN \n",
"21 3.959197e+14 5.141815e+11 1.157676e+15 4.005801e+11 1.652857e+14 \n",
"22 NaN NaN NaN NaN NaN \n",
"23 1.373633e+13 6.868166e+11 1.569307e+13 6.538778e+11 1.652857e+14 \n",
"24 NaN NaN NaN NaN NaN \n",
"\n",
" m_slow m_slow_2 \n",
"0 1.265673e+00 1.097556 \n",
"1 NaN NaN \n",
"2 5.437705e+03 82.973285 \n",
"3 NaN NaN \n",
"4 1.315854e+08 30.798089 \n",
"5 NaN NaN \n",
"6 1.173572e+07 1.130579 \n",
"7 6.851743e+05 1.078733 \n",
"8 3.264806e+06 1.016187 \n",
"9 NaN NaN \n",
"10 3.192996e+09 1.004324 \n",
"11 9.646740e+07 1.032749 \n",
"12 NaN NaN \n",
"13 2.338347e+08 1.003494 \n",
"14 1.100599e+08 1.504923 \n",
"15 NaN NaN \n",
"16 9.125228e+07 4.116760 \n",
"17 NaN NaN \n",
"18 NaN NaN \n",
"19 NaN NaN \n",
"20 NaN NaN \n",
"21 2.146568e+11 2.924018 \n",
"22 NaN NaN \n",
"23 8.264285e+12 1.142450 \n",
"24 NaN NaN "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Cluster b:\n"
]
},
{
"data": {
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" <td>3.799640e+16</td>\n",
" <td>1.351419e+09</td>\n",
" <td>4.469884e+16</td>\n",
" <td>1.466778e+09</td>\n",
" <td>1.456543e+12</td>\n",
" <td>5.180489e+04</td>\n",
" <td>1.176397</td>\n",
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" <th>1</th>\n",
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" <td>25</td>\n",
" <td>19</td>\n",
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" <td>0.000181</td>\n",
" <td>0.0</td>\n",
" <td>2.032227e+11</td>\n",
" <td>1.069593e+10</td>\n",
" <td>2.712655e+13</td>\n",
" <td>4.121323e+09</td>\n",
" <td>1.456543e+12</td>\n",
" <td>7.666016e+10</td>\n",
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" <td>NaN</td>\n",
" <td>NaN</td>\n",
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" <td>1.521911e+14</td>\n",
" <td>6.069194e+09</td>\n",
" <td>6.596179e+16</td>\n",
" <td>5.401534e+09</td>\n",
" <td>1.758002e+12</td>\n",
" <td>7.010696e+07</td>\n",
" <td>433.414195</td>\n",
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" <td>5</td>\n",
" <td>103</td>\n",
" <td>16512</td>\n",
" <td>15505605</td>\n",
" <td>0.001064</td>\n",
" <td>0.0</td>\n",
" <td>3.207110e+14</td>\n",
" <td>1.942996e+10</td>\n",
" <td>5.276062e+14</td>\n",
" <td>1.489656e+10</td>\n",
" <td>1.767936e+12</td>\n",
" <td>1.071087e+08</td>\n",
" <td>1.645114</td>\n",
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" <th>6</th>\n",
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" <td>0.0</td>\n",
" <td>1.022630e+16</td>\n",
" <td>9.344209e+11</td>\n",
" <td>2.462585e+16</td>\n",
" <td>3.924313e+11</td>\n",
" <td>1.768020e+12</td>\n",
" <td>1.615515e+08</td>\n",
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" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
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" <th>8</th>\n",
" <td>8</td>\n",
" <td>114</td>\n",
" <td>1999</td>\n",
" <td>293319</td>\n",
" <td>0.006769</td>\n",
" <td>0.0</td>\n",
" <td>6.586472e+13</td>\n",
" <td>3.294884e+10</td>\n",
" <td>6.609009e+13</td>\n",
" <td>3.047031e+10</td>\n",
" <td>1.768020e+12</td>\n",
" <td>8.844522e+08</td>\n",
" <td>1.003422</td>\n",
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" <td>2.151127e+12</td>\n",
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" <td>215967</td>\n",
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" <td>0.083164</td>\n",
" <td>0.0</td>\n",
" <td>6.325603e+15</td>\n",
" <td>2.928995e+10</td>\n",
" <td>7.019217e+15</td>\n",
" <td>2.901750e+10</td>\n",
" <td>2.285561e+12</td>\n",
" <td>1.058301e+07</td>\n",
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" <td>1.068751e+12</td>\n",
" <td>2.775978e+09</td>\n",
" <td>1.068751e+12</td>\n",
" <td>2.775978e+09</td>\n",
" <td>2.285561e+12</td>\n",
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" <td>2.285562e+12</td>\n",
" <td>2.116261e+10</td>\n",
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" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
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" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
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" <th>19</th>\n",
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" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
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" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
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" <tr>\n",
" <th>21</th>\n",
" <td>21</td>\n",
" <td>360</td>\n",
" <td>1203</td>\n",
" <td>33139</td>\n",
" <td>0.035030</td>\n",
" <td>0.0</td>\n",
" <td>1.261039e+15</td>\n",
" <td>1.048245e+12</td>\n",
" <td>2.032980e+15</td>\n",
" <td>4.951241e+11</td>\n",
" <td>5.237700e+15</td>\n",
" <td>4.353865e+12</td>\n",
" <td>1.612147</td>\n",
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" <tr>\n",
" <th>22</th>\n",
" <td>22</td>\n",
" <td>450</td>\n",
" <td>174</td>\n",
" <td>28215</td>\n",
" <td>0.006129</td>\n",
" <td>0.0</td>\n",
" <td>2.748099e+14</td>\n",
" <td>1.579367e+12</td>\n",
" <td>2.906155e+14</td>\n",
" <td>1.529555e+12</td>\n",
" <td>5.237700e+15</td>\n",
" <td>3.010172e+13</td>\n",
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" Unnamed: 0 priority n_fsh n_non finished% c_zero_end \\\n",
"0 0 0 28120567 34102646 0.451930 0.0 \n",
"1 1 25 19 104988 0.000181 0.0 \n",
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"3 3 100 0 87231 0.000000 NaN \n",
"4 4 101 25076 12644 0.664793 0.0 \n",
"5 5 103 16512 15505605 0.001064 0.0 \n",
"6 6 105 10945 2351495 0.004633 0.0 \n",
"7 7 107 0 501380 0.000000 NaN \n",
"8 8 114 1999 293319 0.006769 0.0 \n",
"9 9 115 196 4564 0.041176 0.0 \n",
"10 10 116 215967 2380902 0.083164 0.0 \n",
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"12 12 118 394 126176 0.003113 12.0 \n",
"13 13 119 108 54995 0.001960 0.0 \n",
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"\n",
" s_last m_last s_all m_all s_slow \\\n",
"0 3.799640e+16 1.351419e+09 4.469884e+16 1.466778e+09 1.456543e+12 \n",
"1 2.032227e+11 1.069593e+10 2.712655e+13 4.121323e+09 1.456543e+12 \n",
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"4 1.521911e+14 6.069194e+09 6.596179e+16 5.401534e+09 1.758002e+12 \n",
"5 3.207110e+14 1.942996e+10 5.276062e+14 1.489656e+10 1.767936e+12 \n",
"6 1.022630e+16 9.344209e+11 2.462585e+16 3.924313e+11 1.768020e+12 \n",
"7 NaN NaN NaN NaN NaN \n",
"8 6.586472e+13 3.294884e+10 6.609009e+13 3.047031e+10 1.768020e+12 \n",
"9 4.886710e+12 2.558487e+10 2.891394e+13 1.070887e+11 2.151127e+12 \n",
"10 6.325603e+15 2.928995e+10 7.019217e+15 2.901750e+10 2.285561e+12 \n",
"11 NaN NaN NaN NaN NaN \n",
"12 1.068751e+12 2.775978e+09 1.068751e+12 2.775978e+09 2.285561e+12 \n",
"13 2.085274e+13 1.930809e+11 5.328207e+13 3.044690e+11 2.285562e+12 \n",
"14 NaN NaN NaN NaN NaN \n",
"15 NaN NaN NaN NaN NaN \n",
"16 1.668931e+16 1.826044e+11 1.620119e+17 4.663286e+11 5.237700e+15 \n",
"17 NaN NaN NaN NaN NaN \n",
"18 NaN NaN NaN NaN NaN \n",
"19 NaN NaN NaN NaN NaN \n",
"20 NaN NaN NaN NaN NaN \n",
"21 1.261039e+15 1.048245e+12 2.032980e+15 4.951241e+11 5.237700e+15 \n",
"22 2.748099e+14 1.579367e+12 2.906155e+14 1.529555e+12 5.237700e+15 \n",
"\n",
" m_slow m_slow_2 \n",
"0 5.180489e+04 1.176397 \n",
"1 7.666016e+10 133.481864 \n",
"2 NaN NaN \n",
"3 NaN NaN \n",
"4 7.010696e+07 433.414195 \n",
"5 1.071087e+08 1.645114 \n",
"6 1.615515e+08 2.408090 \n",
"7 NaN NaN \n",
"8 8.844522e+08 1.003422 \n",
"9 1.126245e+10 5.916852 \n",
"10 1.058301e+07 1.109652 \n",
"11 NaN NaN \n",
"12 5.936521e+09 1.000000 \n",
"13 2.116261e+10 2.555160 \n",
"14 NaN NaN \n",
"15 NaN NaN \n",
"16 5.730776e+10 9.707524 \n",
"17 NaN NaN \n",
"18 NaN NaN \n",
"19 NaN NaN \n",
"20 NaN NaN \n",
"21 4.353865e+12 1.612147 \n",
"22 3.010172e+13 1.057515 "
]
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"Cluster c:\n"
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" <th>3</th>\n",
" <td>3</td>\n",
" <td>25</td>\n",
" <td>903</td>\n",
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" <td>1.546669e+14</td>\n",
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" <td>1.266916e+15</td>\n",
" <td>4.551425e+09</td>\n",
" <td>1.564663e+13</td>\n",
" <td>1.732739e+10</td>\n",
" <td>8.191258</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4</td>\n",
" <td>100</td>\n",
" <td>0</td>\n",
" <td>827</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>5</td>\n",
" <td>101</td>\n",
" <td>25060</td>\n",
" <td>22557</td>\n",
" <td>0.526283</td>\n",
" <td>0.0</td>\n",
" <td>1.571517e+14</td>\n",
" <td>6.271016e+09</td>\n",
" <td>6.623794e+16</td>\n",
" <td>2.497980e+09</td>\n",
" <td>1.629883e+13</td>\n",
" <td>6.503923e+08</td>\n",
" <td>421.490544</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>6</td>\n",
" <td>103</td>\n",
" <td>2437</td>\n",
" <td>45665340</td>\n",
" <td>0.000053</td>\n",
" <td>219.0</td>\n",
" <td>5.831405e+12</td>\n",
" <td>3.343696e+09</td>\n",
" <td>1.629492e+13</td>\n",
" <td>7.444003e+09</td>\n",
" <td>1.670900e+13</td>\n",
" <td>9.580850e+09</td>\n",
" <td>2.794339</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>7</td>\n",
" <td>105</td>\n",
" <td>8972</td>\n",
" <td>38135622</td>\n",
" <td>0.000235</td>\n",
" <td>8.0</td>\n",
" <td>1.077840e+16</td>\n",
" <td>1.202141e+12</td>\n",
" <td>1.479109e+16</td>\n",
" <td>8.637638e+11</td>\n",
" <td>1.670917e+13</td>\n",
" <td>1.863615e+09</td>\n",
" <td>1.372291</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>8</td>\n",
" <td>107</td>\n",
" <td>27</td>\n",
" <td>11026707</td>\n",
" <td>0.000002</td>\n",
" <td>0.0</td>\n",
" <td>1.898978e+11</td>\n",
" <td>7.033253e+09</td>\n",
" <td>2.793068e+12</td>\n",
" <td>9.310227e+10</td>\n",
" <td>1.714303e+13</td>\n",
" <td>6.349270e+11</td>\n",
" <td>14.708268</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>9</td>\n",
" <td>114</td>\n",
" <td>223</td>\n",
" <td>1003339</td>\n",
" <td>0.000222</td>\n",
" <td>0.0</td>\n",
" <td>7.021014e+11</td>\n",
" <td>3.148437e+09</td>\n",
" <td>7.100114e+11</td>\n",
" <td>3.141643e+09</td>\n",
" <td>1.714303e+13</td>\n",
" <td>7.687457e+10</td>\n",
" <td>1.011266</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>10</td>\n",
" <td>115</td>\n",
" <td>353</td>\n",
" <td>124899</td>\n",
" <td>0.002818</td>\n",
" <td>1.0</td>\n",
" <td>5.184592e+12</td>\n",
" <td>1.472896e+10</td>\n",
" <td>1.026934e+13</td>\n",
" <td>2.716758e+10</td>\n",
" <td>1.715451e+13</td>\n",
" <td>4.873442e+10</td>\n",
" <td>1.980743</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>11</td>\n",
" <td>116</td>\n",
" <td>536</td>\n",
" <td>3873404</td>\n",
" <td>0.000138</td>\n",
" <td>0.0</td>\n",
" <td>1.525622e+12</td>\n",
" <td>2.846309e+09</td>\n",
" <td>1.559367e+12</td>\n",
" <td>2.850762e+09</td>\n",
" <td>1.715451e+13</td>\n",
" <td>3.200469e+10</td>\n",
" <td>1.022119</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>12</td>\n",
" <td>117</td>\n",
" <td>259</td>\n",
" <td>19</td>\n",
" <td>0.931655</td>\n",
" <td>0.0</td>\n",
" <td>5.530792e+11</td>\n",
" <td>2.143718e+09</td>\n",
" <td>5.530792e+11</td>\n",
" <td>2.143718e+09</td>\n",
" <td>1.715451e+13</td>\n",
" <td>6.649037e+10</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>13</td>\n",
" <td>118</td>\n",
" <td>98</td>\n",
" <td>2368621</td>\n",
" <td>0.000041</td>\n",
" <td>0.0</td>\n",
" <td>1.091897e+11</td>\n",
" <td>1.114181e+09</td>\n",
" <td>1.201097e+11</td>\n",
" <td>1.112127e+09</td>\n",
" <td>1.715451e+13</td>\n",
" <td>1.750461e+11</td>\n",
" <td>1.100009</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>14</td>\n",
" <td>119</td>\n",
" <td>1523</td>\n",
" <td>67207</td>\n",
" <td>0.022159</td>\n",
" <td>0.0</td>\n",
" <td>8.738064e+14</td>\n",
" <td>5.737402e+11</td>\n",
" <td>1.786103e+15</td>\n",
" <td>2.424465e+11</td>\n",
" <td>4.909867e+13</td>\n",
" <td>3.223813e+10</td>\n",
" <td>2.044049</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>15</td>\n",
" <td>170</td>\n",
" <td>0</td>\n",
" <td>30</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>16</td>\n",
" <td>200</td>\n",
" <td>40086</td>\n",
" <td>1071316</td>\n",
" <td>0.036068</td>\n",
" <td>96.0</td>\n",
" <td>1.413303e+16</td>\n",
" <td>3.526030e+11</td>\n",
" <td>5.850686e+16</td>\n",
" <td>3.579934e+11</td>\n",
" <td>2.504408e+14</td>\n",
" <td>6.248212e+09</td>\n",
" <td>4.139724</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>17</td>\n",
" <td>205</td>\n",
" <td>0</td>\n",
" <td>2560</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>18</td>\n",
" <td>210</td>\n",
" <td>0</td>\n",
" <td>160</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>19</td>\n",
" <td>214</td>\n",
" <td>0</td>\n",
" <td>2560</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>20</td>\n",
" <td>215</td>\n",
" <td>0</td>\n",
" <td>160</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>21</td>\n",
" <td>360</td>\n",
" <td>1764</td>\n",
" <td>38626</td>\n",
" <td>0.043674</td>\n",
" <td>3.0</td>\n",
" <td>1.357018e+15</td>\n",
" <td>7.692844e+11</td>\n",
" <td>2.796929e+15</td>\n",
" <td>4.420624e+11</td>\n",
" <td>2.520519e+14</td>\n",
" <td>1.428865e+11</td>\n",
" <td>2.061085</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>22</td>\n",
" <td>450</td>\n",
" <td>472</td>\n",
" <td>30733</td>\n",
" <td>0.015126</td>\n",
" <td>0.0</td>\n",
" <td>6.561625e+14</td>\n",
" <td>1.390175e+12</td>\n",
" <td>6.994786e+14</td>\n",
" <td>1.319771e+12</td>\n",
" <td>2.520519e+14</td>\n",
" <td>5.340082e+11</td>\n",
" <td>1.066014</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Unnamed: 0 priority n_fsh n_non finished% c_zero_end \\\n",
"0 0 0 106013713 102314553 0.508878 4.0 \n",
"1 1 3 0 3 0.000000 NaN \n",
"2 2 10 0 3 0.000000 NaN \n",
"3 3 25 903 3116 0.224683 0.0 \n",
"4 4 100 0 827 0.000000 NaN \n",
"5 5 101 25060 22557 0.526283 0.0 \n",
"6 6 103 2437 45665340 0.000053 219.0 \n",
"7 7 105 8972 38135622 0.000235 8.0 \n",
"8 8 107 27 11026707 0.000002 0.0 \n",
"9 9 114 223 1003339 0.000222 0.0 \n",
"10 10 115 353 124899 0.002818 1.0 \n",
"11 11 116 536 3873404 0.000138 0.0 \n",
"12 12 117 259 19 0.931655 0.0 \n",
"13 13 118 98 2368621 0.000041 0.0 \n",
"14 14 119 1523 67207 0.022159 0.0 \n",
"15 15 170 0 30 0.000000 NaN \n",
"16 16 200 40086 1071316 0.036068 96.0 \n",
"17 17 205 0 2560 0.000000 NaN \n",
"18 18 210 0 160 0.000000 NaN \n",
"19 19 214 0 2560 0.000000 NaN \n",
"20 20 215 0 160 0.000000 NaN \n",
"21 21 360 1764 38626 0.043674 3.0 \n",
"22 22 450 472 30733 0.015126 0.0 \n",
"\n",
" s_last m_last s_all m_all s_slow \\\n",
"0 9.890267e+16 9.330286e+08 1.093652e+17 1.001823e+09 6.123674e+12 \n",
"1 NaN NaN NaN NaN NaN \n",
"2 NaN NaN NaN NaN NaN \n",
"3 1.546669e+14 1.712812e+11 1.266916e+15 4.551425e+09 1.564663e+13 \n",
"4 NaN NaN NaN NaN NaN \n",
"5 1.571517e+14 6.271016e+09 6.623794e+16 2.497980e+09 1.629883e+13 \n",
"6 5.831405e+12 3.343696e+09 1.629492e+13 7.444003e+09 1.670900e+13 \n",
"7 1.077840e+16 1.202141e+12 1.479109e+16 8.637638e+11 1.670917e+13 \n",
"8 1.898978e+11 7.033253e+09 2.793068e+12 9.310227e+10 1.714303e+13 \n",
"9 7.021014e+11 3.148437e+09 7.100114e+11 3.141643e+09 1.714303e+13 \n",
"10 5.184592e+12 1.472896e+10 1.026934e+13 2.716758e+10 1.715451e+13 \n",
"11 1.525622e+12 2.846309e+09 1.559367e+12 2.850762e+09 1.715451e+13 \n",
"12 5.530792e+11 2.143718e+09 5.530792e+11 2.143718e+09 1.715451e+13 \n",
"13 1.091897e+11 1.114181e+09 1.201097e+11 1.112127e+09 1.715451e+13 \n",
"14 8.738064e+14 5.737402e+11 1.786103e+15 2.424465e+11 4.909867e+13 \n",
"15 NaN NaN NaN NaN NaN \n",
"16 1.413303e+16 3.526030e+11 5.850686e+16 3.579934e+11 2.504408e+14 \n",
"17 NaN NaN NaN NaN NaN \n",
"18 NaN NaN NaN NaN NaN \n",
"19 NaN NaN NaN NaN NaN \n",
"20 NaN NaN NaN NaN NaN \n",
"21 1.357018e+15 7.692844e+11 2.796929e+15 4.420624e+11 2.520519e+14 \n",
"22 6.561625e+14 1.390175e+12 6.994786e+14 1.319771e+12 2.520519e+14 \n",
"\n",
" m_slow m_slow_2 \n",
"0 5.776956e+04 1.105787 \n",
"1 NaN NaN \n",
"2 NaN NaN \n",
"3 1.732739e+10 8.191258 \n",
"4 NaN NaN \n",
"5 6.503923e+08 421.490544 \n",
"6 9.580850e+09 2.794339 \n",
"7 1.863615e+09 1.372291 \n",
"8 6.349270e+11 14.708268 \n",
"9 7.687457e+10 1.011266 \n",
"10 4.873442e+10 1.980743 \n",
"11 3.200469e+10 1.022119 \n",
"12 6.649037e+10 1.000000 \n",
"13 1.750461e+11 1.100009 \n",
"14 3.223813e+10 2.044049 \n",
"15 NaN NaN \n",
"16 6.248212e+09 4.139724 \n",
"17 NaN NaN \n",
"18 NaN NaN \n",
"19 NaN NaN \n",
"20 NaN NaN \n",
"21 1.428865e+11 2.061085 \n",
"22 5.340082e+11 1.066014 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Cluster d:\n"
]
},
{
"data": {
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" <th></th>\n",
" <th>Unnamed: 0</th>\n",
" <th>priority</th>\n",
" <th>n_fsh</th>\n",
" <th>n_non</th>\n",
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" <td>1.398282e+09</td>\n",
" <td>3.465815e+16</td>\n",
" <td>1.469082e+09</td>\n",
" <td>5.049183e+12</td>\n",
" <td>2.273399e+05</td>\n",
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" <th>1</th>\n",
" <td>1</td>\n",
" <td>5</td>\n",
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" <td>1</td>\n",
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" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>25</td>\n",
" <td>785</td>\n",
" <td>4033</td>\n",
" <td>0.162931</td>\n",
" <td>0.0</td>\n",
" <td>1.682447e+13</td>\n",
" <td>2.143244e+10</td>\n",
" <td>1.104970e+15</td>\n",
" <td>4.037395e+09</td>\n",
" <td>5.082576e+12</td>\n",
" <td>6.474620e+09</td>\n",
" <td>65.676400</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3</td>\n",
" <td>100</td>\n",
" <td>0</td>\n",
" <td>389</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4</td>\n",
" <td>101</td>\n",
" <td>25099</td>\n",
" <td>30289</td>\n",
" <td>0.453149</td>\n",
" <td>0.0</td>\n",
" <td>2.106023e+14</td>\n",
" <td>8.390863e+09</td>\n",
" <td>6.654064e+16</td>\n",
" <td>3.317183e+09</td>\n",
" <td>5.082723e+12</td>\n",
" <td>2.025070e+08</td>\n",
" <td>315.954065</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>5</td>\n",
" <td>103</td>\n",
" <td>1409</td>\n",
" <td>31032032</td>\n",
" <td>0.000045</td>\n",
" <td>149.0</td>\n",
" <td>8.107930e+12</td>\n",
" <td>6.790561e+09</td>\n",
" <td>8.640792e+12</td>\n",
" <td>6.646763e+09</td>\n",
" <td>5.082723e+12</td>\n",
" <td>4.256887e+09</td>\n",
" <td>1.065721</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>6</td>\n",
" <td>105</td>\n",
" <td>8438</td>\n",
" <td>16308736</td>\n",
" <td>0.000517</td>\n",
" <td>3.0</td>\n",
" <td>6.967672e+15</td>\n",
" <td>8.257492e+11</td>\n",
" <td>2.018562e+16</td>\n",
" <td>9.240808e+11</td>\n",
" <td>5.082736e+12</td>\n",
" <td>6.023626e+08</td>\n",
" <td>2.897040</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>7</td>\n",
" <td>107</td>\n",
" <td>21</td>\n",
" <td>6004332</td>\n",
" <td>0.000003</td>\n",
" <td>0.0</td>\n",
" <td>6.311163e+12</td>\n",
" <td>3.005316e+11</td>\n",
" <td>9.790846e+12</td>\n",
" <td>1.748365e+11</td>\n",
" <td>5.082736e+12</td>\n",
" <td>2.420350e+11</td>\n",
" <td>1.551354</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>8</td>\n",
" <td>114</td>\n",
" <td>0</td>\n",
" <td>1271161</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>9</td>\n",
" <td>115</td>\n",
" <td>969</td>\n",
" <td>17705</td>\n",
" <td>0.051890</td>\n",
" <td>1.0</td>\n",
" <td>1.219481e+13</td>\n",
" <td>1.259795e+10</td>\n",
" <td>2.666472e+13</td>\n",
" <td>2.614188e+10</td>\n",
" <td>7.303040e+12</td>\n",
" <td>7.544463e+09</td>\n",
" <td>2.186562</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>10</td>\n",
" <td>116</td>\n",
" <td>2205</td>\n",
" <td>1745653</td>\n",
" <td>0.001262</td>\n",
" <td>0.0</td>\n",
" <td>2.043633e+13</td>\n",
" <td>9.268178e+09</td>\n",
" <td>2.612806e+13</td>\n",
" <td>1.095516e+10</td>\n",
" <td>7.683330e+12</td>\n",
" <td>3.484503e+09</td>\n",
" <td>1.278510</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>11</td>\n",
" <td>117</td>\n",
" <td>6</td>\n",
" <td>1</td>\n",
" <td>0.857143</td>\n",
" <td>0.0</td>\n",
" <td>6.581518e+10</td>\n",
" <td>1.096920e+10</td>\n",
" <td>6.581518e+10</td>\n",
" <td>1.096920e+10</td>\n",
" <td>7.683330e+12</td>\n",
" <td>1.280555e+12</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>12</td>\n",
" <td>118</td>\n",
" <td>684</td>\n",
" <td>1264690</td>\n",
" <td>0.000541</td>\n",
" <td>0.0</td>\n",
" <td>1.644383e+13</td>\n",
" <td>2.404069e+10</td>\n",
" <td>3.368928e+13</td>\n",
" <td>3.059880e+10</td>\n",
" <td>7.683330e+12</td>\n",
" <td>1.123294e+10</td>\n",
" <td>2.048749</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>13</td>\n",
" <td>119</td>\n",
" <td>413</td>\n",
" <td>93059</td>\n",
" <td>0.004418</td>\n",
" <td>0.0</td>\n",
" <td>7.600749e+13</td>\n",
" <td>1.844842e+11</td>\n",
" <td>2.295795e+14</td>\n",
" <td>1.727461e+11</td>\n",
" <td>8.050015e+12</td>\n",
" <td>1.953887e+10</td>\n",
" <td>3.020486</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>14</td>\n",
" <td>197</td>\n",
" <td>0</td>\n",
" <td>9</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>15</td>\n",
" <td>199</td>\n",
" <td>0</td>\n",
" <td>2056</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>16</td>\n",
" <td>200</td>\n",
" <td>83851</td>\n",
" <td>1200482</td>\n",
" <td>0.065288</td>\n",
" <td>104.0</td>\n",
" <td>2.344094e+16</td>\n",
" <td>2.795646e+11</td>\n",
" <td>1.292615e+17</td>\n",
" <td>3.493639e+11</td>\n",
" <td>7.670291e+14</td>\n",
" <td>9.147852e+09</td>\n",
" <td>5.514350</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>17</td>\n",
" <td>205</td>\n",
" <td>0</td>\n",
" <td>1160</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>18</td>\n",
" <td>210</td>\n",
" <td>0</td>\n",
" <td>116</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>19</td>\n",
" <td>214</td>\n",
" <td>0</td>\n",
" <td>1160</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>20</td>\n",
" <td>215</td>\n",
" <td>0</td>\n",
" <td>116</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>21</td>\n",
" <td>360</td>\n",
" <td>630</td>\n",
" <td>38869</td>\n",
" <td>0.015950</td>\n",
" <td>1.0</td>\n",
" <td>4.095733e+14</td>\n",
" <td>6.501164e+11</td>\n",
" <td>1.014393e+15</td>\n",
" <td>3.901510e+11</td>\n",
" <td>7.670291e+14</td>\n",
" <td>1.217507e+12</td>\n",
" <td>2.476706</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>22</td>\n",
" <td>450</td>\n",
" <td>169</td>\n",
" <td>27484</td>\n",
" <td>0.006111</td>\n",
" <td>0.0</td>\n",
" <td>1.586449e+14</td>\n",
" <td>9.387273e+11</td>\n",
" <td>2.110371e+14</td>\n",
" <td>5.236652e+11</td>\n",
" <td>7.670291e+14</td>\n",
" <td>4.538634e+12</td>\n",
" <td>1.330248</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Unnamed: 0 priority n_fsh n_non finished% c_zero_end \\\n",
"0 0 0 22214009 61540068 0.265229 0.0 \n",
"1 1 5 0 1 0.000000 NaN \n",
"2 2 25 785 4033 0.162931 0.0 \n",
"3 3 100 0 389 0.000000 NaN \n",
"4 4 101 25099 30289 0.453149 0.0 \n",
"5 5 103 1409 31032032 0.000045 149.0 \n",
"6 6 105 8438 16308736 0.000517 3.0 \n",
"7 7 107 21 6004332 0.000003 0.0 \n",
"8 8 114 0 1271161 0.000000 NaN \n",
"9 9 115 969 17705 0.051890 1.0 \n",
"10 10 116 2205 1745653 0.001262 0.0 \n",
"11 11 117 6 1 0.857143 0.0 \n",
"12 12 118 684 1264690 0.000541 0.0 \n",
"13 13 119 413 93059 0.004418 0.0 \n",
"14 14 197 0 9 0.000000 NaN \n",
"15 15 199 0 2056 0.000000 NaN \n",
"16 16 200 83851 1200482 0.065288 104.0 \n",
"17 17 205 0 1160 0.000000 NaN \n",
"18 18 210 0 116 0.000000 NaN \n",
"19 19 214 0 1160 0.000000 NaN \n",
"20 20 215 0 116 0.000000 NaN \n",
"21 21 360 630 38869 0.015950 1.0 \n",
"22 22 450 169 27484 0.006111 0.0 \n",
"\n",
" s_last m_last s_all m_all s_slow \\\n",
"0 3.105563e+16 1.398282e+09 3.465815e+16 1.469082e+09 5.049183e+12 \n",
"1 NaN NaN NaN NaN NaN \n",
"2 1.682447e+13 2.143244e+10 1.104970e+15 4.037395e+09 5.082576e+12 \n",
"3 NaN NaN NaN NaN NaN \n",
"4 2.106023e+14 8.390863e+09 6.654064e+16 3.317183e+09 5.082723e+12 \n",
"5 8.107930e+12 6.790561e+09 8.640792e+12 6.646763e+09 5.082723e+12 \n",
"6 6.967672e+15 8.257492e+11 2.018562e+16 9.240808e+11 5.082736e+12 \n",
"7 6.311163e+12 3.005316e+11 9.790846e+12 1.748365e+11 5.082736e+12 \n",
"8 NaN NaN NaN NaN NaN \n",
"9 1.219481e+13 1.259795e+10 2.666472e+13 2.614188e+10 7.303040e+12 \n",
"10 2.043633e+13 9.268178e+09 2.612806e+13 1.095516e+10 7.683330e+12 \n",
"11 6.581518e+10 1.096920e+10 6.581518e+10 1.096920e+10 7.683330e+12 \n",
"12 1.644383e+13 2.404069e+10 3.368928e+13 3.059880e+10 7.683330e+12 \n",
"13 7.600749e+13 1.844842e+11 2.295795e+14 1.727461e+11 8.050015e+12 \n",
"14 NaN NaN NaN NaN NaN \n",
"15 NaN NaN NaN NaN NaN \n",
"16 2.344094e+16 2.795646e+11 1.292615e+17 3.493639e+11 7.670291e+14 \n",
"17 NaN NaN NaN NaN NaN \n",
"18 NaN NaN NaN NaN NaN \n",
"19 NaN NaN NaN NaN NaN \n",
"20 NaN NaN NaN NaN NaN \n",
"21 4.095733e+14 6.501164e+11 1.014393e+15 3.901510e+11 7.670291e+14 \n",
"22 1.586449e+14 9.387273e+11 2.110371e+14 5.236652e+11 7.670291e+14 \n",
"\n",
" m_slow m_slow_2 \n",
"0 2.273399e+05 1.116002 \n",
"1 NaN NaN \n",
"2 6.474620e+09 65.676400 \n",
"3 NaN NaN \n",
"4 2.025070e+08 315.954065 \n",
"5 4.256887e+09 1.065721 \n",
"6 6.023626e+08 2.897040 \n",
"7 2.420350e+11 1.551354 \n",
"8 NaN NaN \n",
"9 7.544463e+09 2.186562 \n",
"10 3.484503e+09 1.278510 \n",
"11 1.280555e+12 1.000000 \n",
"12 1.123294e+10 2.048749 \n",
"13 1.953887e+10 3.020486 \n",
"14 NaN NaN \n",
"15 NaN NaN \n",
"16 9.147852e+09 5.514350 \n",
"17 NaN NaN \n",
"18 NaN NaN \n",
"19 NaN NaN \n",
"20 NaN NaN \n",
"21 1.217507e+12 2.476706 \n",
"22 4.538634e+12 1.330248 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Cluster e:\n"
]
},
{
"data": {
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" <th></th>\n",
" <th>Unnamed: 0</th>\n",
" <th>priority</th>\n",
" <th>n_fsh</th>\n",
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" <td>1.500353e+16</td>\n",
" <td>8.021925e+08</td>\n",
" <td>2.159825e+16</td>\n",
" <td>1.126541e+09</td>\n",
" <td>5.550257e+11</td>\n",
" <td>2.967551e+04</td>\n",
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" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>25</td>\n",
" <td>560</td>\n",
" <td>9918</td>\n",
" <td>0.053445</td>\n",
" <td>0.0</td>\n",
" <td>1.792954e+13</td>\n",
" <td>3.224737e+10</td>\n",
" <td>4.798188e+13</td>\n",
" <td>3.894633e+10</td>\n",
" <td>5.550257e+11</td>\n",
" <td>9.982477e+08</td>\n",
" <td>2.676136</td>\n",
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" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>100</td>\n",
" <td>0</td>\n",
" <td>2801</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3</td>\n",
" <td>101</td>\n",
" <td>1000</td>\n",
" <td>6281160</td>\n",
" <td>0.000159</td>\n",
" <td>0.0</td>\n",
" <td>3.060326e+13</td>\n",
" <td>3.060326e+10</td>\n",
" <td>3.435236e+13</td>\n",
" <td>2.772588e+10</td>\n",
" <td>5.550258e+11</td>\n",
" <td>5.550258e+08</td>\n",
" <td>1.122507</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4</td>\n",
" <td>103</td>\n",
" <td>2901</td>\n",
" <td>13390514</td>\n",
" <td>0.000217</td>\n",
" <td>63.0</td>\n",
" <td>2.186579e+14</td>\n",
" <td>7.629376e+10</td>\n",
" <td>6.916250e+14</td>\n",
" <td>4.855212e+10</td>\n",
" <td>5.550261e+11</td>\n",
" <td>1.936588e+08</td>\n",
" <td>3.163046</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>5</td>\n",
" <td>105</td>\n",
" <td>1819</td>\n",
" <td>447535</td>\n",
" <td>0.004048</td>\n",
" <td>10.0</td>\n",
" <td>1.940461e+14</td>\n",
" <td>1.066774e+11</td>\n",
" <td>2.862241e+15</td>\n",
" <td>6.419020e+10</td>\n",
" <td>5.581847e+11</td>\n",
" <td>3.068635e+08</td>\n",
" <td>14.750313</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>6</td>\n",
" <td>107</td>\n",
" <td>0</td>\n",
" <td>17636</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
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" <tr>\n",
" <th>7</th>\n",
" <td>7</td>\n",
" <td>114</td>\n",
" <td>0</td>\n",
" <td>26682</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>8</td>\n",
" <td>115</td>\n",
" <td>35</td>\n",
" <td>128050</td>\n",
" <td>0.000273</td>\n",
" <td>0.0</td>\n",
" <td>2.353297e+12</td>\n",
" <td>6.723705e+10</td>\n",
" <td>2.353297e+12</td>\n",
" <td>6.536935e+10</td>\n",
" <td>5.581847e+11</td>\n",
" <td>1.594814e+10</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>9</td>\n",
" <td>116</td>\n",
" <td>0</td>\n",
" <td>22414</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>10</td>\n",
" <td>117</td>\n",
" <td>0</td>\n",
" <td>1927223</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>11</td>\n",
" <td>118</td>\n",
" <td>0</td>\n",
" <td>231</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>12</td>\n",
" <td>119</td>\n",
" <td>32</td>\n",
" <td>6951</td>\n",
" <td>0.004583</td>\n",
" <td>0.0</td>\n",
" <td>1.987924e+12</td>\n",
" <td>6.212262e+10</td>\n",
" <td>2.049727e+13</td>\n",
" <td>8.332224e+10</td>\n",
" <td>5.581847e+11</td>\n",
" <td>1.744327e+10</td>\n",
" <td>10.310893</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>13</td>\n",
" <td>170</td>\n",
" <td>0</td>\n",
" <td>25</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>14</td>\n",
" <td>200</td>\n",
" <td>52049</td>\n",
" <td>2604518</td>\n",
" <td>0.019593</td>\n",
" <td>55.0</td>\n",
" <td>1.205656e+16</td>\n",
" <td>2.316386e+11</td>\n",
" <td>1.029114e+17</td>\n",
" <td>4.141488e+11</td>\n",
" <td>2.096092e+13</td>\n",
" <td>4.027151e+08</td>\n",
" <td>8.535722</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>15</td>\n",
" <td>201</td>\n",
" <td>0</td>\n",
" <td>52</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>16</td>\n",
" <td>205</td>\n",
" <td>0</td>\n",
" <td>48240</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>17</td>\n",
" <td>210</td>\n",
" <td>0</td>\n",
" <td>2691</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>18</td>\n",
" <td>215</td>\n",
" <td>0</td>\n",
" <td>2691</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>19</td>\n",
" <td>220</td>\n",
" <td>0</td>\n",
" <td>360</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>20</td>\n",
" <td>360</td>\n",
" <td>3670</td>\n",
" <td>6207</td>\n",
" <td>0.371570</td>\n",
" <td>0.0</td>\n",
" <td>2.244219e+15</td>\n",
" <td>6.115037e+11</td>\n",
" <td>6.448186e+15</td>\n",
" <td>4.392796e+11</td>\n",
" <td>2.097112e+13</td>\n",
" <td>5.714203e+09</td>\n",
" <td>2.873243</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>21</td>\n",
" <td>450</td>\n",
" <td>82</td>\n",
" <td>14869</td>\n",
" <td>0.005485</td>\n",
" <td>0.0</td>\n",
" <td>6.591093e+13</td>\n",
" <td>8.037918e+11</td>\n",
" <td>7.337755e+13</td>\n",
" <td>8.244668e+11</td>\n",
" <td>2.097112e+13</td>\n",
" <td>2.557454e+11</td>\n",
" <td>1.113283</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
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" Unnamed: 0 priority n_fsh n_non finished% c_zero_end \\\n",
"0 0 0 18722018 25015686 0.428052 1.0 \n",
"1 1 25 560 9918 0.053445 0.0 \n",
"2 2 100 0 2801 0.000000 NaN \n",
"3 3 101 1000 6281160 0.000159 0.0 \n",
"4 4 103 2901 13390514 0.000217 63.0 \n",
"5 5 105 1819 447535 0.004048 10.0 \n",
"6 6 107 0 17636 0.000000 NaN \n",
"7 7 114 0 26682 0.000000 NaN \n",
"8 8 115 35 128050 0.000273 0.0 \n",
"9 9 116 0 22414 0.000000 NaN \n",
"10 10 117 0 1927223 0.000000 NaN \n",
"11 11 118 0 231 0.000000 NaN \n",
"12 12 119 32 6951 0.004583 0.0 \n",
"13 13 170 0 25 0.000000 NaN \n",
"14 14 200 52049 2604518 0.019593 55.0 \n",
"15 15 201 0 52 0.000000 NaN \n",
"16 16 205 0 48240 0.000000 NaN \n",
"17 17 210 0 2691 0.000000 NaN \n",
"18 18 215 0 2691 0.000000 NaN \n",
"19 19 220 0 360 0.000000 NaN \n",
"20 20 360 3670 6207 0.371570 0.0 \n",
"21 21 450 82 14869 0.005485 0.0 \n",
"\n",
" s_last m_last s_all m_all s_slow \\\n",
"0 1.500353e+16 8.021925e+08 2.159825e+16 1.126541e+09 5.550257e+11 \n",
"1 1.792954e+13 3.224737e+10 4.798188e+13 3.894633e+10 5.550257e+11 \n",
"2 NaN NaN NaN NaN NaN \n",
"3 3.060326e+13 3.060326e+10 3.435236e+13 2.772588e+10 5.550258e+11 \n",
"4 2.186579e+14 7.629376e+10 6.916250e+14 4.855212e+10 5.550261e+11 \n",
"5 1.940461e+14 1.066774e+11 2.862241e+15 6.419020e+10 5.581847e+11 \n",
"6 NaN NaN NaN NaN NaN \n",
"7 NaN NaN NaN NaN NaN \n",
"8 2.353297e+12 6.723705e+10 2.353297e+12 6.536935e+10 5.581847e+11 \n",
"9 NaN NaN NaN NaN NaN \n",
"10 NaN NaN NaN NaN NaN \n",
"11 NaN NaN NaN NaN NaN \n",
"12 1.987924e+12 6.212262e+10 2.049727e+13 8.332224e+10 5.581847e+11 \n",
"13 NaN NaN NaN NaN NaN \n",
"14 1.205656e+16 2.316386e+11 1.029114e+17 4.141488e+11 2.096092e+13 \n",
"15 NaN NaN NaN NaN NaN \n",
"16 NaN NaN NaN NaN NaN \n",
"17 NaN NaN NaN NaN NaN \n",
"18 NaN NaN NaN NaN NaN \n",
"19 NaN NaN NaN NaN NaN \n",
"20 2.244219e+15 6.115037e+11 6.448186e+15 4.392796e+11 2.097112e+13 \n",
"21 6.591093e+13 8.037918e+11 7.337755e+13 8.244668e+11 2.097112e+13 \n",
"\n",
" m_slow m_slow_2 \n",
"0 2.967551e+04 1.439544 \n",
"1 9.982477e+08 2.676136 \n",
"2 NaN NaN \n",
"3 5.550258e+08 1.122507 \n",
"4 1.936588e+08 3.163046 \n",
"5 3.068635e+08 14.750313 \n",
"6 NaN NaN \n",
"7 NaN NaN \n",
"8 1.594814e+10 1.000000 \n",
"9 NaN NaN \n",
"10 NaN NaN \n",
"11 NaN NaN \n",
"12 1.744327e+10 10.310893 \n",
"13 NaN NaN \n",
"14 4.027151e+08 8.535722 \n",
"15 NaN NaN \n",
"16 NaN NaN \n",
"17 NaN NaN \n",
"18 NaN NaN \n",
"19 NaN NaN \n",
"20 5.714203e+09 2.873243 \n",
"21 2.557454e+11 1.113283 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Cluster f:\n"
]
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" <th>n_fsh</th>\n",
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" <th>1</th>\n",
" <td>1</td>\n",
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" <td>0.0</td>\n",
" <td>7.565244e+12</td>\n",
" <td>1.845182e+11</td>\n",
" <td>1.687775e+13</td>\n",
" <td>3.409647e+10</td>\n",
" <td>1.201620e+12</td>\n",
" <td>2.930781e+10</td>\n",
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" <th>2</th>\n",
" <td>2</td>\n",
" <td>100</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0.000000e+00</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
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" <tr>\n",
" <th>3</th>\n",
" <td>3</td>\n",
" <td>101</td>\n",
" <td>24996</td>\n",
" <td>37034</td>\n",
" <td>4.029663e-01</td>\n",
" <td>0.0</td>\n",
" <td>2.039588e+14</td>\n",
" <td>8.159656e+09</td>\n",
" <td>6.605382e+16</td>\n",
" <td>1.008262e+10</td>\n",
" <td>1.202133e+12</td>\n",
" <td>4.809302e+07</td>\n",
" <td>323.858714</td>\n",
" </tr>\n",
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" <th>4</th>\n",
" <td>4</td>\n",
" <td>103</td>\n",
" <td>7762</td>\n",
" <td>13279173</td>\n",
" <td>5.841829e-04</td>\n",
" <td>0.0</td>\n",
" <td>3.588243e+14</td>\n",
" <td>4.644373e+10</td>\n",
" <td>4.188724e+14</td>\n",
" <td>4.723414e+10</td>\n",
" <td>1.202133e+12</td>\n",
" <td>1.555958e+08</td>\n",
" <td>1.167347</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>5</td>\n",
" <td>105</td>\n",
" <td>12351</td>\n",
" <td>5541856</td>\n",
" <td>2.223720e-03</td>\n",
" <td>0.0</td>\n",
" <td>1.372628e+16</td>\n",
" <td>1.111530e+12</td>\n",
" <td>2.128196e+16</td>\n",
" <td>1.173594e+12</td>\n",
" <td>1.202169e+12</td>\n",
" <td>9.734947e+07</td>\n",
" <td>1.550453</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>6</td>\n",
" <td>107</td>\n",
" <td>135</td>\n",
" <td>221684</td>\n",
" <td>6.086043e-04</td>\n",
" <td>0.0</td>\n",
" <td>1.082034e+13</td>\n",
" <td>8.015069e+10</td>\n",
" <td>1.095805e+13</td>\n",
" <td>7.883492e+10</td>\n",
" <td>1.202169e+12</td>\n",
" <td>8.904953e+09</td>\n",
" <td>1.012727</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>7</td>\n",
" <td>114</td>\n",
" <td>46</td>\n",
" <td>661054</td>\n",
" <td>6.958100e-05</td>\n",
" <td>0.0</td>\n",
" <td>3.114919e+10</td>\n",
" <td>6.771562e+08</td>\n",
" <td>3.114919e+10</td>\n",
" <td>6.771562e+08</td>\n",
" <td>1.202169e+12</td>\n",
" <td>2.613410e+10</td>\n",
" <td>1.000000</td>\n",
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" <tr>\n",
" <th>8</th>\n",
" <td>8</td>\n",
" <td>115</td>\n",
" <td>284</td>\n",
" <td>7503</td>\n",
" <td>3.647104e-02</td>\n",
" <td>0.0</td>\n",
" <td>3.179232e+13</td>\n",
" <td>1.213447e+11</td>\n",
" <td>1.619569e+14</td>\n",
" <td>2.526629e+11</td>\n",
" <td>1.202171e+12</td>\n",
" <td>4.588440e+09</td>\n",
" <td>5.094215</td>\n",
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" <tr>\n",
" <th>9</th>\n",
" <td>9</td>\n",
" <td>116</td>\n",
" <td>0</td>\n",
" <td>3286187</td>\n",
" <td>0.000000e+00</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>10</td>\n",
" <td>117</td>\n",
" <td>2</td>\n",
" <td>2330310</td>\n",
" <td>8.582542e-07</td>\n",
" <td>0.0</td>\n",
" <td>3.175054e+10</td>\n",
" <td>1.587527e+10</td>\n",
" <td>3.175054e+10</td>\n",
" <td>1.587527e+10</td>\n",
" <td>1.202171e+12</td>\n",
" <td>6.010856e+11</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>11</td>\n",
" <td>118</td>\n",
" <td>28</td>\n",
" <td>1344923</td>\n",
" <td>2.081860e-05</td>\n",
" <td>0.0</td>\n",
" <td>8.412515e+11</td>\n",
" <td>3.004470e+10</td>\n",
" <td>8.412515e+11</td>\n",
" <td>2.549247e+10</td>\n",
" <td>1.202171e+12</td>\n",
" <td>4.293468e+10</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>12</td>\n",
" <td>119</td>\n",
" <td>9624</td>\n",
" <td>21070</td>\n",
" <td>3.135466e-01</td>\n",
" <td>0.0</td>\n",
" <td>1.483986e+15</td>\n",
" <td>1.541964e+11</td>\n",
" <td>1.129135e+16</td>\n",
" <td>6.883334e+10</td>\n",
" <td>1.242061e+12</td>\n",
" <td>1.290587e+08</td>\n",
" <td>7.608799</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>13</td>\n",
" <td>200</td>\n",
" <td>91296</td>\n",
" <td>2407549</td>\n",
" <td>3.653528e-02</td>\n",
" <td>4.0</td>\n",
" <td>2.713027e+16</td>\n",
" <td>2.971682e+11</td>\n",
" <td>1.612419e+17</td>\n",
" <td>4.923717e+11</td>\n",
" <td>3.139660e+14</td>\n",
" <td>3.438990e+09</td>\n",
" <td>5.943247</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>14</td>\n",
" <td>201</td>\n",
" <td>0</td>\n",
" <td>2710</td>\n",
" <td>0.000000e+00</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>15</td>\n",
" <td>360</td>\n",
" <td>3433</td>\n",
" <td>42804</td>\n",
" <td>7.424790e-02</td>\n",
" <td>0.0</td>\n",
" <td>3.307183e+15</td>\n",
" <td>9.633506e+11</td>\n",
" <td>7.181627e+15</td>\n",
" <td>5.694281e+11</td>\n",
" <td>3.140996e+14</td>\n",
" <td>9.149421e+10</td>\n",
" <td>2.171524</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>16</td>\n",
" <td>450</td>\n",
" <td>257</td>\n",
" <td>25634</td>\n",
" <td>9.926229e-03</td>\n",
" <td>0.0</td>\n",
" <td>2.867563e+14</td>\n",
" <td>1.115783e+12</td>\n",
" <td>2.927933e+14</td>\n",
" <td>1.113282e+12</td>\n",
" <td>3.140996e+14</td>\n",
" <td>1.222178e+12</td>\n",
" <td>1.021053</td>\n",
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],
"text/plain": [
" Unnamed: 0 priority n_fsh n_non finished% c_zero_end \\\n",
"0 0 0 12923639 15663283 4.520822e-01 0.0 \n",
"1 1 25 41 6291 6.475047e-03 0.0 \n",
"2 2 100 0 1 0.000000e+00 NaN \n",
"3 3 101 24996 37034 4.029663e-01 0.0 \n",
"4 4 103 7762 13279173 5.841829e-04 0.0 \n",
"5 5 105 12351 5541856 2.223720e-03 0.0 \n",
"6 6 107 135 221684 6.086043e-04 0.0 \n",
"7 7 114 46 661054 6.958100e-05 0.0 \n",
"8 8 115 284 7503 3.647104e-02 0.0 \n",
"9 9 116 0 3286187 0.000000e+00 NaN \n",
"10 10 117 2 2330310 8.582542e-07 0.0 \n",
"11 11 118 28 1344923 2.081860e-05 0.0 \n",
"12 12 119 9624 21070 3.135466e-01 0.0 \n",
"13 13 200 91296 2407549 3.653528e-02 4.0 \n",
"14 14 201 0 2710 0.000000e+00 NaN \n",
"15 15 360 3433 42804 7.424790e-02 0.0 \n",
"16 16 450 257 25634 9.926229e-03 0.0 \n",
"\n",
" s_last m_last s_all m_all s_slow \\\n",
"0 3.783381e+16 2.928982e+09 4.116930e+16 2.972516e+09 1.201620e+12 \n",
"1 7.565244e+12 1.845182e+11 1.687775e+13 3.409647e+10 1.201620e+12 \n",
"2 NaN NaN NaN NaN NaN \n",
"3 2.039588e+14 8.159656e+09 6.605382e+16 1.008262e+10 1.202133e+12 \n",
"4 3.588243e+14 4.644373e+10 4.188724e+14 4.723414e+10 1.202133e+12 \n",
"5 1.372628e+16 1.111530e+12 2.128196e+16 1.173594e+12 1.202169e+12 \n",
"6 1.082034e+13 8.015069e+10 1.095805e+13 7.883492e+10 1.202169e+12 \n",
"7 3.114919e+10 6.771562e+08 3.114919e+10 6.771562e+08 1.202169e+12 \n",
"8 3.179232e+13 1.213447e+11 1.619569e+14 2.526629e+11 1.202171e+12 \n",
"9 NaN NaN NaN NaN NaN \n",
"10 3.175054e+10 1.587527e+10 3.175054e+10 1.587527e+10 1.202171e+12 \n",
"11 8.412515e+11 3.004470e+10 8.412515e+11 2.549247e+10 1.202171e+12 \n",
"12 1.483986e+15 1.541964e+11 1.129135e+16 6.883334e+10 1.242061e+12 \n",
"13 2.713027e+16 2.971682e+11 1.612419e+17 4.923717e+11 3.139660e+14 \n",
"14 NaN NaN NaN NaN NaN \n",
"15 3.307183e+15 9.633506e+11 7.181627e+15 5.694281e+11 3.140996e+14 \n",
"16 2.867563e+14 1.115783e+12 2.927933e+14 1.113282e+12 3.140996e+14 \n",
"\n",
" m_slow m_slow_2 \n",
"0 9.302590e+04 1.088162 \n",
"1 2.930781e+10 2.230960 \n",
"2 NaN NaN \n",
"3 4.809302e+07 323.858714 \n",
"4 1.555958e+08 1.167347 \n",
"5 9.734947e+07 1.550453 \n",
"6 8.904953e+09 1.012727 \n",
"7 2.613410e+10 1.000000 \n",
"8 4.588440e+09 5.094215 \n",
"9 NaN NaN \n",
"10 6.010856e+11 1.000000 \n",
"11 4.293468e+10 1.000000 \n",
"12 1.290587e+08 7.608799 \n",
"13 3.438990e+09 5.943247 \n",
"14 NaN NaN \n",
"15 9.149421e+10 2.171524 \n",
"16 1.222178e+12 1.021053 "
]
},
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"Cluster g:\n"
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"12 1.512875e+13 1.240061e+11 4.789877e+13 2.313950e+11 2.112130e+13 \n",
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"14 5.974724e+15 1.159533e+11 8.707510e+16 3.990500e+11 1.918182e+14 \n",
"15 1.347436e+15 7.865942e+11 2.855922e+15 4.880250e+11 1.918182e+14 \n",
"16 7.746521e+14 1.204747e+12 8.032579e+14 1.188251e+12 1.918182e+14 \n",
"\n",
" m_slow m_slow_2 \n",
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"11 1.482196e+10 3.877102 \n",
"12 1.731254e+11 3.166077 \n",
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"14 3.722673e+09 14.573912 \n",
"15 1.119779e+11 2.119524 \n",
"16 2.983176e+11 1.036927 "
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" <td>0</td>\n",
" <td>146547</td>\n",
" <td>0.000000e+00</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>7</td>\n",
" <td>115</td>\n",
" <td>23</td>\n",
" <td>426</td>\n",
" <td>5.122494e-02</td>\n",
" <td>0.0</td>\n",
" <td>6.648578e+11</td>\n",
" <td>2.890686e+10</td>\n",
" <td>6.648578e+11</td>\n",
" <td>2.890686e+10</td>\n",
" <td>1.012750e+12</td>\n",
" <td>4.403262e+10</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>8</td>\n",
" <td>116</td>\n",
" <td>134</td>\n",
" <td>12809</td>\n",
" <td>1.035309e-02</td>\n",
" <td>0.0</td>\n",
" <td>8.484331e+10</td>\n",
" <td>6.331590e+08</td>\n",
" <td>6.231571e+12</td>\n",
" <td>4.210521e+10</td>\n",
" <td>1.012751e+12</td>\n",
" <td>7.557840e+09</td>\n",
" <td>73.447995</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>9</td>\n",
" <td>117</td>\n",
" <td>1</td>\n",
" <td>2013415</td>\n",
" <td>4.966683e-07</td>\n",
" <td>0.0</td>\n",
" <td>6.557861e+08</td>\n",
" <td>6.557861e+08</td>\n",
" <td>6.557861e+08</td>\n",
" <td>6.557861e+08</td>\n",
" <td>1.012751e+12</td>\n",
" <td>1.012751e+12</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>10</td>\n",
" <td>118</td>\n",
" <td>506</td>\n",
" <td>49926</td>\n",
" <td>1.003331e-02</td>\n",
" <td>0.0</td>\n",
" <td>1.000296e+14</td>\n",
" <td>1.976869e+11</td>\n",
" <td>1.947697e+14</td>\n",
" <td>1.391212e+11</td>\n",
" <td>1.012751e+12</td>\n",
" <td>2.001483e+09</td>\n",
" <td>1.947121</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>11</td>\n",
" <td>119</td>\n",
" <td>3970</td>\n",
" <td>2729917</td>\n",
" <td>1.452145e-03</td>\n",
" <td>0.0</td>\n",
" <td>5.554317e+14</td>\n",
" <td>1.399072e+11</td>\n",
" <td>4.055259e+15</td>\n",
" <td>1.555807e+10</td>\n",
" <td>1.246604e+12</td>\n",
" <td>3.140059e+08</td>\n",
" <td>7.301093</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>12</td>\n",
" <td>200</td>\n",
" <td>57852</td>\n",
" <td>2082619</td>\n",
" <td>2.702770e-02</td>\n",
" <td>21.0</td>\n",
" <td>1.728555e+16</td>\n",
" <td>2.987994e+11</td>\n",
" <td>1.002241e+17</td>\n",
" <td>4.707830e+11</td>\n",
" <td>1.713280e+13</td>\n",
" <td>2.961590e+08</td>\n",
" <td>5.798142</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>13</td>\n",
" <td>201</td>\n",
" <td>0</td>\n",
" <td>363</td>\n",
" <td>0.000000e+00</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>14</td>\n",
" <td>220</td>\n",
" <td>0</td>\n",
" <td>360</td>\n",
" <td>0.000000e+00</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>15</td>\n",
" <td>360</td>\n",
" <td>1862</td>\n",
" <td>40210</td>\n",
" <td>4.425746e-02</td>\n",
" <td>1.0</td>\n",
" <td>1.561695e+15</td>\n",
" <td>8.387189e+11</td>\n",
" <td>3.152188e+15</td>\n",
" <td>3.973012e+11</td>\n",
" <td>1.713283e+13</td>\n",
" <td>9.201306e+09</td>\n",
" <td>2.018441</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>16</td>\n",
" <td>450</td>\n",
" <td>91</td>\n",
" <td>16906</td>\n",
" <td>5.353886e-03</td>\n",
" <td>0.0</td>\n",
" <td>1.338225e+14</td>\n",
" <td>1.470577e+12</td>\n",
" <td>1.411397e+14</td>\n",
" <td>1.411397e+12</td>\n",
" <td>1.713283e+13</td>\n",
" <td>1.882729e+11</td>\n",
" <td>1.054678</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Unnamed: 0 priority n_fsh n_non finished% c_zero_end \\\n",
"0 0 0 6626426 17257424 2.774438e-01 0.0 \n",
"1 1 19 0 10 0.000000e+00 NaN \n",
"2 2 25 79 7497 1.042767e-02 0.0 \n",
"3 3 101 25000 0 1.000000e+00 0.0 \n",
"4 4 103 24112 4986108 4.812563e-03 0.0 \n",
"5 5 105 10000 690645 1.427256e-02 0.0 \n",
"6 6 107 0 146547 0.000000e+00 NaN \n",
"7 7 115 23 426 5.122494e-02 0.0 \n",
"8 8 116 134 12809 1.035309e-02 0.0 \n",
"9 9 117 1 2013415 4.966683e-07 0.0 \n",
"10 10 118 506 49926 1.003331e-02 0.0 \n",
"11 11 119 3970 2729917 1.452145e-03 0.0 \n",
"12 12 200 57852 2082619 2.702770e-02 21.0 \n",
"13 13 201 0 363 0.000000e+00 NaN \n",
"14 14 220 0 360 0.000000e+00 NaN \n",
"15 15 360 1862 40210 4.425746e-02 1.0 \n",
"16 16 450 91 16906 5.353886e-03 0.0 \n",
"\n",
" s_last m_last s_all m_all s_slow \\\n",
"0 3.750671e+16 5.663232e+09 4.209970e+16 6.211185e+09 9.556217e+11 \n",
"1 NaN NaN NaN NaN NaN \n",
"2 2.408477e+13 3.048705e+11 7.380026e+13 2.838472e+11 9.556237e+11 \n",
"3 8.515792e+14 3.406317e+10 6.509309e+16 1.224965e+10 1.012711e+12 \n",
"4 6.553604e+15 2.726352e+11 8.271087e+15 9.289390e+10 1.012712e+12 \n",
"5 6.117631e+15 6.117631e+11 2.572798e+16 3.937615e+11 1.012750e+12 \n",
"6 NaN NaN NaN NaN NaN \n",
"7 6.648578e+11 2.890686e+10 6.648578e+11 2.890686e+10 1.012750e+12 \n",
"8 8.484331e+10 6.331590e+08 6.231571e+12 4.210521e+10 1.012751e+12 \n",
"9 6.557861e+08 6.557861e+08 6.557861e+08 6.557861e+08 1.012751e+12 \n",
"10 1.000296e+14 1.976869e+11 1.947697e+14 1.391212e+11 1.012751e+12 \n",
"11 5.554317e+14 1.399072e+11 4.055259e+15 1.555807e+10 1.246604e+12 \n",
"12 1.728555e+16 2.987994e+11 1.002241e+17 4.707830e+11 1.713280e+13 \n",
"13 NaN NaN NaN NaN NaN \n",
"14 NaN NaN NaN NaN NaN \n",
"15 1.561695e+15 8.387189e+11 3.152188e+15 3.973012e+11 1.713283e+13 \n",
"16 1.338225e+14 1.470577e+12 1.411397e+14 1.411397e+12 1.713283e+13 \n",
"\n",
" m_slow m_slow_2 \n",
"0 1.442917e+05 1.122458 \n",
"1 NaN NaN \n",
"2 1.209650e+10 3.064188 \n",
"3 4.050842e+07 76.438090 \n",
"4 4.212964e+07 1.262067 \n",
"5 1.012750e+08 4.205547 \n",
"6 NaN NaN \n",
"7 4.403262e+10 1.000000 \n",
"8 7.557840e+09 73.447995 \n",
"9 1.012751e+12 1.000000 \n",
"10 2.001483e+09 1.947121 \n",
"11 3.140059e+08 7.301093 \n",
"12 2.961590e+08 5.798142 \n",
"13 NaN NaN \n",
"14 NaN NaN \n",
"15 9.201306e+09 2.018441 \n",
"16 1.882729e+11 1.054678 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"CLUSTERS = \"abcdefgh\"\n",
"DIR = \"/home/claudio/google_2019/thesis_queries/task_slowdown/\"\n",
"\n",
"df = {}\n",
"\n",
"for cluster in CLUSTERS:\n",
" print(\"Cluster \" + cluster + \":\")\n",
" df[cluster] = pandas.read_csv(DIR + \"/\" + cluster + \"_slowdown_table.csv\")\n",
" df[cluster][\"m_slow_2\"] = (df[cluster][\"s_all\"] / df[cluster][\"s_last\"]) \n",
" display(df[cluster])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "physical-function",
"metadata": {},
"outputs": [],
"source": [
"wc"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "checked-playing",
"metadata": {},
"outputs": [],
"source": [
"tc"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "talented-realtor",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
Reference in a new issue Copy permalink