graphalytics-microbenchmarks-csr.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import common\n",
    "import importlib\n",
    "from matplotlib.lines import Line2D\n",
    "from matplotlib.patches import Patch\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import os\n",
    "import pandas as pd\n",
    "import re\n",
    "import socket\n",
    "import plotting\n",
    "\n",
    "import matplotlib.style\n",
    "matplotlib.style.use('classic')\n",
    "\n",
    "# Show all columns and rows in a dataframe\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.max_rows', None)\n",
    "\n",
    "# Size of the axis overflow indicators\n",
    "OVERFLOW_FONT_SIZE = 6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# graphalytics inserts\n",
    "experiments = \"num_threads_read == 0 and (hostname == 'scyper22')\"\n",
    "\n",
    "data_ins = common.import_gfe(\"view_graphalytics_inserts\").query(experiments).copy() # data from the experiments\n",
    "data_ins[\"build_frequency\"].fillna(pd.Timedelta(0), inplace=True) # replace NaT with 0, otherwise the records are ignored in the group by\n",
    "\n",
    "data_ins = data_ins.query(\"((block_size == 512) and library == 'sortledton.3') or library != 'sortledton.3'\")\n",
    "\n",
    "# graphalytics load\n",
    "data_load = common.import_gfe(\"view_graphalytics_load\").query(experiments).copy()\n",
    "# shape the dataframe as data_ins\n",
    "data_load[\"build_frequency\"] = pd.Timedelta(0)\n",
    "data_load[\"build_frequency_secs\"] = np.NaN\n",
    "data_load[\"num_snapshots_created\"] = 0\n",
    "data_load[\"num_threads_write\"] = 0\n",
    "data_load[\"block_size\"] = -1\n",
    "\n",
    "data = pd.concat([data_ins, data_load])\n",
    "data[\"validate_inserts\"].fillna(\"0\", inplace=True)\n",
    "data[\"validate_output\"].fillna(\"0\", inplace=True)\n",
    "\n",
    "data = data.query(\"validate_inserts == '0' and validate_output == '0'\")\n",
    "\n",
    "data = data.groupby([\"library\", \"compiler_family\", \"graph\", \"build_frequency\",\"num_threads_read\", \"num_threads_write\", \"algorithm\"]) \\\n",
    "    .agg(completion_time=(\"median_secs\", \"median\"), count=(\"median_secs\", \"count\"), ct_std=(\"median_secs\", \"std\"))\n",
    "data[\"cov\"] = data[\"ct_std\"] / data[\"completion_time\"]\n",
    "#data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "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></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>completion_time</th>\n",
       "      <th>count</th>\n",
       "      <th>ct_std</th>\n",
       "      <th>cov</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>library</th>\n",
       "      <th>compiler_family</th>\n",
       "      <th>graph</th>\n",
       "      <th>build_frequency</th>\n",
       "      <th>num_threads_read</th>\n",
       "      <th>num_threads_write</th>\n",
       "      <th>algorithm</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">csr3-lcc</th>\n",
       "      <th rowspan=\"8\" valign=\"top\">gcc</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">com-friendster</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0 days 00:00:00</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>296.952842</td>\n",
       "      <td>4</td>\n",
       "      <td>63.934555</td>\n",
       "      <td>0.215302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>53.552172</td>\n",
       "      <td>4</td>\n",
       "      <td>8.474015</td>\n",
       "      <td>0.158238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>0</th>\n",
       "      <th>sssp</th>\n",
       "      <td>0.901464</td>\n",
       "      <td>5</td>\n",
       "      <td>0.136621</td>\n",
       "      <td>0.151555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>0</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>32.441325</td>\n",
       "      <td>5</td>\n",
       "      <td>8.670661</td>\n",
       "      <td>0.267272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">graph500-26</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0 days 00:00:00</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>104.740893</td>\n",
       "      <td>4</td>\n",
       "      <td>43.767062</td>\n",
       "      <td>0.417860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>32.456623</td>\n",
       "      <td>4</td>\n",
       "      <td>5.782345</td>\n",
       "      <td>0.178156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>0</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>24.325043</td>\n",
       "      <td>5</td>\n",
       "      <td>8.269963</td>\n",
       "      <td>0.339977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>0</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>98.890649</td>\n",
       "      <td>3</td>\n",
       "      <td>42.525480</td>\n",
       "      <td>0.430025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">csr3-lcc-numa</th>\n",
       "      <th rowspan=\"8\" valign=\"top\">gcc</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">com-friendster</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0 days 00:00:00</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>177.237292</td>\n",
       "      <td>5</td>\n",
       "      <td>63.569286</td>\n",
       "      <td>0.358668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>59.441738</td>\n",
       "      <td>5</td>\n",
       "      <td>6.450456</td>\n",
       "      <td>0.108517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>0</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.000727</td>\n",
       "      <td>5</td>\n",
       "      <td>0.000719</td>\n",
       "      <td>0.988482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>0</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>8.122214</td>\n",
       "      <td>5</td>\n",
       "      <td>2.249751</td>\n",
       "      <td>0.276987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>0</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>14.926092</td>\n",
       "      <td>5</td>\n",
       "      <td>9.751065</td>\n",
       "      <td>0.653290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>0</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>140.942144</td>\n",
       "      <td>5</td>\n",
       "      <td>43.753290</td>\n",
       "      <td>0.310434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>0</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>23.132612</td>\n",
       "      <td>5</td>\n",
       "      <td>9.583719</td>\n",
       "      <td>0.414295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>0</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>180.167332</td>\n",
       "      <td>5</td>\n",
       "      <td>37.862413</td>\n",
       "      <td>0.210151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">g1_v6-ref-ignore-build</th>\n",
       "      <th rowspan=\"7\" valign=\"top\">gcc</th>\n",
       "      <th>graph500-22</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>20</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>9.974392</td>\n",
       "      <td>7</td>\n",
       "      <td>1.489115</td>\n",
       "      <td>0.149294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>20</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>31.449167</td>\n",
       "      <td>7</td>\n",
       "      <td>3.579686</td>\n",
       "      <td>0.113825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">graph500-26</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0 days 00:00:00</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">20</th>\n",
       "      <th>bfs</th>\n",
       "      <td>5.189803</td>\n",
       "      <td>5</td>\n",
       "      <td>0.843208</td>\n",
       "      <td>0.162474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>135.322500</td>\n",
       "      <td>5</td>\n",
       "      <td>19.685513</td>\n",
       "      <td>0.145471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>20</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>47.025972</td>\n",
       "      <td>7</td>\n",
       "      <td>5.986040</td>\n",
       "      <td>0.127292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">uniform-26</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0 days 00:00:00</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">20</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>186.268955</td>\n",
       "      <td>6</td>\n",
       "      <td>34.378832</td>\n",
       "      <td>0.184566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>539.230175</td>\n",
       "      <td>6</td>\n",
       "      <td>109.519579</td>\n",
       "      <td>0.203104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">livegraph3_ro</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">gcc</th>\n",
       "      <th>com-friendster</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>20</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>290.855899</td>\n",
       "      <td>6</td>\n",
       "      <td>43.769149</td>\n",
       "      <td>0.150484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">graph500-22</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0 days 00:00:00</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">20</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>6.935005</td>\n",
       "      <td>7</td>\n",
       "      <td>1.772951</td>\n",
       "      <td>0.255653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.390946</td>\n",
       "      <td>7</td>\n",
       "      <td>0.044867</td>\n",
       "      <td>0.114766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>20</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>27.848318</td>\n",
       "      <td>7</td>\n",
       "      <td>4.561425</td>\n",
       "      <td>0.163795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>20</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>42.654666</td>\n",
       "      <td>7</td>\n",
       "      <td>9.236510</td>\n",
       "      <td>0.216542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>20</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>174.584802</td>\n",
       "      <td>5</td>\n",
       "      <td>26.254807</td>\n",
       "      <td>0.150384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">llama8-ref</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">gcc</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">dota-league</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0 days 00:00:10</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">16</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.002966</td>\n",
       "      <td>8</td>\n",
       "      <td>0.000640</td>\n",
       "      <td>0.215726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>2.401328</td>\n",
       "      <td>8</td>\n",
       "      <td>0.573329</td>\n",
       "      <td>0.238755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <th>0 days 00:00:10</th>\n",
       "      <th>0</th>\n",
       "      <th>16</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>8.249646</td>\n",
       "      <td>7</td>\n",
       "      <td>0.879388</td>\n",
       "      <td>0.106597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">graph500-24</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0 days 00:00:10</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">16</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>30.885655</td>\n",
       "      <td>7</td>\n",
       "      <td>6.124953</td>\n",
       "      <td>0.198311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.839498</td>\n",
       "      <td>7</td>\n",
       "      <td>0.158566</td>\n",
       "      <td>0.188882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <th>0 days 00:00:10</th>\n",
       "      <th>0</th>\n",
       "      <th>16</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>63.223419</td>\n",
       "      <td>7</td>\n",
       "      <td>22.368314</td>\n",
       "      <td>0.353798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"12\" valign=\"top\">mb-csr.6</th>\n",
       "      <th rowspan=\"12\" valign=\"top\">gcc</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">com-friendster</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0 days 00:00:00</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">56</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>287.307148</td>\n",
       "      <td>6</td>\n",
       "      <td>47.080905</td>\n",
       "      <td>0.163870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>45.294865</td>\n",
       "      <td>6</td>\n",
       "      <td>5.183879</td>\n",
       "      <td>0.114447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">graph500-22</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0 days 00:00:00</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">56</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>4.185337</td>\n",
       "      <td>6</td>\n",
       "      <td>1.473643</td>\n",
       "      <td>0.352097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.760865</td>\n",
       "      <td>6</td>\n",
       "      <td>0.234873</td>\n",
       "      <td>0.308692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">graph500-24</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0 days 00:00:00</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">56</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>29.291488</td>\n",
       "      <td>6</td>\n",
       "      <td>5.560230</td>\n",
       "      <td>0.189824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>3.190213</td>\n",
       "      <td>6</td>\n",
       "      <td>0.847620</td>\n",
       "      <td>0.265694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">graph500-26</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0 days 00:00:00</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">56</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>89.797815</td>\n",
       "      <td>6</td>\n",
       "      <td>16.533071</td>\n",
       "      <td>0.184114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>10.652522</td>\n",
       "      <td>6</td>\n",
       "      <td>3.526740</td>\n",
       "      <td>0.331071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>40.952292</td>\n",
       "      <td>6</td>\n",
       "      <td>7.308261</td>\n",
       "      <td>0.178458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">uniform-26</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">0 days 00:00:00</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">56</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>178.011376</td>\n",
       "      <td>6</td>\n",
       "      <td>37.706460</td>\n",
       "      <td>0.211821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>66.684629</td>\n",
       "      <td>6</td>\n",
       "      <td>9.692508</td>\n",
       "      <td>0.145348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>14.601343</td>\n",
       "      <td>6</td>\n",
       "      <td>2.547447</td>\n",
       "      <td>0.174467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">mb-csr.8</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">gcc</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">com-friendster</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0 days 00:00:00</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">56</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>227.241485</td>\n",
       "      <td>2</td>\n",
       "      <td>69.266765</td>\n",
       "      <td>0.304816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>49.037404</td>\n",
       "      <td>2</td>\n",
       "      <td>6.106018</td>\n",
       "      <td>0.124518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>3.703384</td>\n",
       "      <td>3</td>\n",
       "      <td>1.356020</td>\n",
       "      <td>0.366157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>16.663601</td>\n",
       "      <td>3</td>\n",
       "      <td>5.284524</td>\n",
       "      <td>0.317130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>132.497073</td>\n",
       "      <td>2</td>\n",
       "      <td>48.562832</td>\n",
       "      <td>0.366520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"10\" valign=\"top\">sortledton</th>\n",
       "      <th rowspan=\"10\" valign=\"top\">gcc</th>\n",
       "      <th>com-friendster</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>267.436107</td>\n",
       "      <td>4</td>\n",
       "      <td>45.872307</td>\n",
       "      <td>0.171526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">graph500-22</th>\n",
       "      <th rowspan=\"4\" valign=\"top\">0 days 00:00:00</th>\n",
       "      <th rowspan=\"4\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"4\" valign=\"top\">56</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>4.884318</td>\n",
       "      <td>13</td>\n",
       "      <td>1.308054</td>\n",
       "      <td>0.267807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.448248</td>\n",
       "      <td>13</td>\n",
       "      <td>0.404536</td>\n",
       "      <td>0.902483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>1.307318</td>\n",
       "      <td>13</td>\n",
       "      <td>0.752382</td>\n",
       "      <td>0.575516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.136441</td>\n",
       "      <td>13</td>\n",
       "      <td>0.119074</td>\n",
       "      <td>0.872714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>112.375749</td>\n",
       "      <td>9</td>\n",
       "      <td>22.397706</td>\n",
       "      <td>0.199311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">uniform-24</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0 days 00:00:00</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">56</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>29.025987</td>\n",
       "      <td>8</td>\n",
       "      <td>8.098788</td>\n",
       "      <td>0.279019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.049851</td>\n",
       "      <td>8</td>\n",
       "      <td>0.164808</td>\n",
       "      <td>0.156982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">uniform-26</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0 days 00:00:00</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">56</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>141.319805</td>\n",
       "      <td>4</td>\n",
       "      <td>27.480372</td>\n",
       "      <td>0.194455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>6.945612</td>\n",
       "      <td>4</td>\n",
       "      <td>1.526838</td>\n",
       "      <td>0.219828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">sortledton.1</th>\n",
       "      <th rowspan=\"8\" valign=\"top\">gcc</th>\n",
       "      <th>com-friendster</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>321.215246</td>\n",
       "      <td>5</td>\n",
       "      <td>55.603788</td>\n",
       "      <td>0.173104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.003482</td>\n",
       "      <td>5</td>\n",
       "      <td>0.000875</td>\n",
       "      <td>0.251399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>5.123496</td>\n",
       "      <td>5</td>\n",
       "      <td>1.438341</td>\n",
       "      <td>0.280734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>32.897589</td>\n",
       "      <td>5</td>\n",
       "      <td>6.331162</td>\n",
       "      <td>0.192451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>146.673093</td>\n",
       "      <td>5</td>\n",
       "      <td>22.836758</td>\n",
       "      <td>0.155698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>41.752513</td>\n",
       "      <td>5</td>\n",
       "      <td>11.339619</td>\n",
       "      <td>0.271591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">uniform-26</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0 days 00:00:00</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">56</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>148.820877</td>\n",
       "      <td>5</td>\n",
       "      <td>35.117089</td>\n",
       "      <td>0.235969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>8.048062</td>\n",
       "      <td>5</td>\n",
       "      <td>1.383692</td>\n",
       "      <td>0.171929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"13\" valign=\"top\">sortledton.2</th>\n",
       "      <th rowspan=\"13\" valign=\"top\">gcc</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">com-friendster</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0 days 00:00:00</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>4.848868</td>\n",
       "      <td>5</td>\n",
       "      <td>0.699089</td>\n",
       "      <td>0.144176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>338.518186</td>\n",
       "      <td>5</td>\n",
       "      <td>55.966685</td>\n",
       "      <td>0.165328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.003629</td>\n",
       "      <td>5</td>\n",
       "      <td>0.000442</td>\n",
       "      <td>0.121660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">graph500-22</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0 days 00:00:00</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.170520</td>\n",
       "      <td>5</td>\n",
       "      <td>0.021561</td>\n",
       "      <td>0.126445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>4.787530</td>\n",
       "      <td>5</td>\n",
       "      <td>1.831150</td>\n",
       "      <td>0.382483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">graph500-24</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0 days 00:00:00</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.474530</td>\n",
       "      <td>5</td>\n",
       "      <td>0.074566</td>\n",
       "      <td>0.157137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>32.092599</td>\n",
       "      <td>5</td>\n",
       "      <td>5.278425</td>\n",
       "      <td>0.164475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">graph500-26</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0 days 00:00:00</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>2.210000</td>\n",
       "      <td>5</td>\n",
       "      <td>0.299860</td>\n",
       "      <td>0.135683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>148.782017</td>\n",
       "      <td>5</td>\n",
       "      <td>21.759633</td>\n",
       "      <td>0.146252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">uniform-24</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0 days 00:00:00</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">56</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>42.606590</td>\n",
       "      <td>5</td>\n",
       "      <td>10.942113</td>\n",
       "      <td>0.256817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.053868</td>\n",
       "      <td>5</td>\n",
       "      <td>0.219785</td>\n",
       "      <td>0.208551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">uniform-26</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0 days 00:00:00</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">56</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>144.745415</td>\n",
       "      <td>5</td>\n",
       "      <td>24.852734</td>\n",
       "      <td>0.171700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>8.034015</td>\n",
       "      <td>5</td>\n",
       "      <td>1.370839</td>\n",
       "      <td>0.170629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">sortledton.3</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">gcc</th>\n",
       "      <th>com-friendster</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>260.627118</td>\n",
       "      <td>6</td>\n",
       "      <td>47.851106</td>\n",
       "      <td>0.183600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>7.326248</td>\n",
       "      <td>6</td>\n",
       "      <td>1.133609</td>\n",
       "      <td>0.154732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>22.552226</td>\n",
       "      <td>6</td>\n",
       "      <td>4.850025</td>\n",
       "      <td>0.215057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>43.936870</td>\n",
       "      <td>6</td>\n",
       "      <td>9.631387</td>\n",
       "      <td>0.219210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">uniform-26</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0 days 00:00:00</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">56</th>\n",
       "      <th>cdlp</th>\n",
       "      <td>173.083578</td>\n",
       "      <td>6</td>\n",
       "      <td>31.792815</td>\n",
       "      <td>0.183685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>5.534944</td>\n",
       "      <td>6</td>\n",
       "      <td>1.075527</td>\n",
       "      <td>0.194316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">sortledton.raw-access-bfs</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">gcc</th>\n",
       "      <th>dota-league</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.024439</td>\n",
       "      <td>5</td>\n",
       "      <td>0.009098</td>\n",
       "      <td>0.372284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.134608</td>\n",
       "      <td>14</td>\n",
       "      <td>0.087395</td>\n",
       "      <td>0.649253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.833700</td>\n",
       "      <td>4</td>\n",
       "      <td>0.496161</td>\n",
       "      <td>0.595132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">teseo-lcc-dv.12b</th>\n",
       "      <th rowspan=\"7\" valign=\"top\">gcc</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">com-friendster</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0 days 00:00:00</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.988311</td>\n",
       "      <td>5</td>\n",
       "      <td>0.286922</td>\n",
       "      <td>0.290316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>7.984816</td>\n",
       "      <td>5</td>\n",
       "      <td>1.771815</td>\n",
       "      <td>0.221898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.009959</td>\n",
       "      <td>8</td>\n",
       "      <td>0.006914</td>\n",
       "      <td>0.694200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.059112</td>\n",
       "      <td>6</td>\n",
       "      <td>0.009714</td>\n",
       "      <td>0.164334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">graph500-24</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0 days 00:00:00</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.206834</td>\n",
       "      <td>7</td>\n",
       "      <td>0.033706</td>\n",
       "      <td>0.162963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.879131</td>\n",
       "      <td>7</td>\n",
       "      <td>0.116109</td>\n",
       "      <td>0.132072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.407783</td>\n",
       "      <td>5</td>\n",
       "      <td>0.110253</td>\n",
       "      <td>0.270372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">teseo-lcc.12</th>\n",
       "      <th rowspan=\"7\" valign=\"top\">gcc</th>\n",
       "      <th>com-friendster</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.436367</td>\n",
       "      <td>7</td>\n",
       "      <td>0.307210</td>\n",
       "      <td>0.213880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.010583</td>\n",
       "      <td>7</td>\n",
       "      <td>0.006991</td>\n",
       "      <td>0.660541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.051867</td>\n",
       "      <td>7</td>\n",
       "      <td>0.014859</td>\n",
       "      <td>0.286489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.177329</td>\n",
       "      <td>7</td>\n",
       "      <td>0.030199</td>\n",
       "      <td>0.170301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">graph500-26</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0 days 00:00:00</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.578424</td>\n",
       "      <td>5</td>\n",
       "      <td>0.129286</td>\n",
       "      <td>0.223514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>18.733884</td>\n",
       "      <td>5</td>\n",
       "      <td>2.010135</td>\n",
       "      <td>0.107299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <th>0 days 00:00:00</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.141978</td>\n",
       "      <td>7</td>\n",
       "      <td>0.027596</td>\n",
       "      <td>0.194369</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                       completion_time  \\\n",
       "library                   compiler_family graph          build_frequency num_threads_read num_threads_write algorithm                    \n",
       "csr3-lcc                  gcc             com-friendster 0 days 00:00:00 0                0                 cdlp            296.952842   \n",
       "                                                                                                            sssp             53.552172   \n",
       "                                          graph500-22    0 days 00:00:00 0                0                 sssp              0.901464   \n",
       "                                          graph500-24    0 days 00:00:00 0                0                 cdlp             32.441325   \n",
       "                                          graph500-26    0 days 00:00:00 0                0                 cdlp            104.740893   \n",
       "                                                                                                            sssp             32.456623   \n",
       "                                          uniform-24     0 days 00:00:00 0                0                 cdlp             24.325043   \n",
       "                                          uniform-26     0 days 00:00:00 0                0                 cdlp             98.890649   \n",
       "csr3-lcc-numa             gcc             com-friendster 0 days 00:00:00 0                0                 cdlp            177.237292   \n",
       "                                                                                                            sssp             59.441738   \n",
       "                                          dota-league    0 days 00:00:00 0                0                 bfs               0.000727   \n",
       "                                          graph500-22    0 days 00:00:00 0                0                 cdlp              8.122214   \n",
       "                                          graph500-24    0 days 00:00:00 0                0                 cdlp             14.926092   \n",
       "                                          graph500-26    0 days 00:00:00 0                0                 cdlp            140.942144   \n",
       "                                          uniform-24     0 days 00:00:00 0                0                 cdlp             23.132612   \n",
       "                                          uniform-26     0 days 00:00:00 0                0                 cdlp            180.167332   \n",
       "g1_v6-ref-ignore-build    gcc             graph500-22    0 days 00:00:00 0                20                cdlp              9.974392   \n",
       "                                          graph500-24    0 days 00:00:00 0                20                cdlp             31.449167   \n",
       "                                          graph500-26    0 days 00:00:00 0                20                bfs               5.189803   \n",
       "                                                                                                            cdlp            135.322500   \n",
       "                                          uniform-24     0 days 00:00:00 0                20                cdlp             47.025972   \n",
       "                                          uniform-26     0 days 00:00:00 0                20                cdlp            186.268955   \n",
       "                                                                                                            wcc             539.230175   \n",
       "livegraph3_ro             gcc             com-friendster 0 days 00:00:00 0                20                cdlp            290.855899   \n",
       "                                          graph500-22    0 days 00:00:00 0                20                cdlp              6.935005   \n",
       "                                                                                                            wcc               0.390946   \n",
       "                                          graph500-24    0 days 00:00:00 0                20                cdlp             27.848318   \n",
       "                                          uniform-24     0 days 00:00:00 0                20                cdlp             42.654666   \n",
       "                                          uniform-26     0 days 00:00:00 0                20                cdlp            174.584802   \n",
       "llama8-ref                gcc             dota-league    0 days 00:00:10 0                16                bfs               0.002966   \n",
       "                                                                                                            cdlp              2.401328   \n",
       "                                          graph500-22    0 days 00:00:10 0                16                cdlp              8.249646   \n",
       "                                          graph500-24    0 days 00:00:10 0                16                cdlp             30.885655   \n",
       "                                                                                                            wcc               0.839498   \n",
       "                                          uniform-24     0 days 00:00:10 0                16                cdlp             63.223419   \n",
       "mb-csr.6                  gcc             com-friendster 0 days 00:00:00 0                56                cdlp            287.307148   \n",
       "                                                                                                            wcc              45.294865   \n",
       "                                          graph500-22    0 days 00:00:00 0                56                cdlp              4.185337   \n",
       "                                                                                                            wcc               0.760865   \n",
       "                                          graph500-24    0 days 00:00:00 0                56                cdlp             29.291488   \n",
       "                                                                                                            wcc               3.190213   \n",
       "                                          graph500-26    0 days 00:00:00 0                56                cdlp             89.797815   \n",
       "                                                                                                            wcc              10.652522   \n",
       "                                          uniform-24     0 days 00:00:00 0                56                cdlp             40.952292   \n",
       "                                          uniform-26     0 days 00:00:00 0                56                cdlp            178.011376   \n",
       "                                                                                                            sssp             66.684629   \n",
       "                                                                                                            wcc              14.601343   \n",
       "mb-csr.8                  gcc             com-friendster 0 days 00:00:00 0                56                cdlp            227.241485   \n",
       "                                                                                                            sssp             49.037404   \n",
       "                                          graph500-22    0 days 00:00:00 0                56                cdlp              3.703384   \n",
       "                                          graph500-24    0 days 00:00:00 0                56                cdlp             16.663601   \n",
       "                                          uniform-26     0 days 00:00:00 0                56                cdlp            132.497073   \n",
       "sortledton                gcc             com-friendster 0 days 00:00:00 0                56                cdlp            267.436107   \n",
       "                                          graph500-22    0 days 00:00:00 0                56                cdlp              4.884318   \n",
       "                                                                                                            pagerank          0.448248   \n",
       "                                                                                                            sssp              1.307318   \n",
       "                                                                                                            wcc               0.136441   \n",
       "                                          graph500-26    0 days 00:00:00 0                56                cdlp            112.375749   \n",
       "                                          uniform-24     0 days 00:00:00 0                56                cdlp             29.025987   \n",
       "                                                                                                            wcc               1.049851   \n",
       "                                          uniform-26     0 days 00:00:00 0                56                cdlp            141.319805   \n",
       "                                                                                                            wcc               6.945612   \n",
       "sortledton.1              gcc             com-friendster 0 days 00:00:00 0                56                cdlp            321.215246   \n",
       "                                          dota-league    0 days 00:00:00 0                56                bfs               0.003482   \n",
       "                                          graph500-22    0 days 00:00:00 0                56                cdlp              5.123496   \n",
       "                                          graph500-24    0 days 00:00:00 0                56                cdlp             32.897589   \n",
       "                                          graph500-26    0 days 00:00:00 0                56                cdlp            146.673093   \n",
       "                                          uniform-24     0 days 00:00:00 0                56                cdlp             41.752513   \n",
       "                                          uniform-26     0 days 00:00:00 0                56                cdlp            148.820877   \n",
       "                                                                                                            wcc               8.048062   \n",
       "sortledton.2              gcc             com-friendster 0 days 00:00:00 0                56                bfs               4.848868   \n",
       "                                                                                                            cdlp            338.518186   \n",
       "                                          dota-league    0 days 00:00:00 0                56                bfs               0.003629   \n",
       "                                          graph500-22    0 days 00:00:00 0                56                bfs               0.170520   \n",
       "                                                                                                            cdlp              4.787530   \n",
       "                                          graph500-24    0 days 00:00:00 0                56                bfs               0.474530   \n",
       "                                                                                                            cdlp             32.092599   \n",
       "                                          graph500-26    0 days 00:00:00 0                56                bfs               2.210000   \n",
       "                                                                                                            cdlp            148.782017   \n",
       "                                          uniform-24     0 days 00:00:00 0                56                cdlp             42.606590   \n",
       "                                                                                                            wcc               1.053868   \n",
       "                                          uniform-26     0 days 00:00:00 0                56                cdlp            144.745415   \n",
       "                                                                                                            wcc               8.034015   \n",
       "sortledton.3              gcc             com-friendster 0 days 00:00:00 0                56                cdlp            260.627118   \n",
       "                                          graph500-22    0 days 00:00:00 0                56                cdlp              7.326248   \n",
       "                                          graph500-24    0 days 00:00:00 0                56                cdlp             22.552226   \n",
       "                                          uniform-24     0 days 00:00:00 0                56                cdlp             43.936870   \n",
       "                                          uniform-26     0 days 00:00:00 0                56                cdlp            173.083578   \n",
       "                                                                                                            wcc               5.534944   \n",
       "sortledton.raw-access-bfs gcc             dota-league    0 days 00:00:00 0                56                bfs               0.024439   \n",
       "                                          graph500-22    0 days 00:00:00 0                56                bfs               0.134608   \n",
       "                                          graph500-24    0 days 00:00:00 0                56                bfs               0.833700   \n",
       "teseo-lcc-dv.12b          gcc             com-friendster 0 days 00:00:00 0                56                bfs               0.988311   \n",
       "                                                                                                            wcc               7.984816   \n",
       "                                          dota-league    0 days 00:00:00 0                56                bfs               0.009959   \n",
       "                                          graph500-22    0 days 00:00:00 0                56                bfs               0.059112   \n",
       "                                          graph500-24    0 days 00:00:00 0                56                bfs               0.206834   \n",
       "                                                                                                            wcc               0.879131   \n",
       "                                          graph500-26    0 days 00:00:00 0                56                bfs               0.407783   \n",
       "teseo-lcc.12              gcc             com-friendster 0 days 00:00:00 0                56                bfs               1.436367   \n",
       "                                          dota-league    0 days 00:00:00 0                56                bfs               0.010583   \n",
       "                                          graph500-22    0 days 00:00:00 0                56                bfs               0.051867   \n",
       "                                          graph500-24    0 days 00:00:00 0                56                bfs               0.177329   \n",
       "                                          graph500-26    0 days 00:00:00 0                56                bfs               0.578424   \n",
       "                                                                                                            wcc              18.733884   \n",
       "                                          uniform-24     0 days 00:00:00 0                56                bfs               0.141978   \n",
       "\n",
       "                                                                                                                       count  \\\n",
       "library                   compiler_family graph          build_frequency num_threads_read num_threads_write algorithm          \n",
       "csr3-lcc                  gcc             com-friendster 0 days 00:00:00 0                0                 cdlp           4   \n",
       "                                                                                                            sssp           4   \n",
       "                                          graph500-22    0 days 00:00:00 0                0                 sssp           5   \n",
       "                                          graph500-24    0 days 00:00:00 0                0                 cdlp           5   \n",
       "                                          graph500-26    0 days 00:00:00 0                0                 cdlp           4   \n",
       "                                                                                                            sssp           4   \n",
       "                                          uniform-24     0 days 00:00:00 0                0                 cdlp           5   \n",
       "                                          uniform-26     0 days 00:00:00 0                0                 cdlp           3   \n",
       "csr3-lcc-numa             gcc             com-friendster 0 days 00:00:00 0                0                 cdlp           5   \n",
       "                                                                                                            sssp           5   \n",
       "                                          dota-league    0 days 00:00:00 0                0                 bfs            5   \n",
       "                                          graph500-22    0 days 00:00:00 0                0                 cdlp           5   \n",
       "                                          graph500-24    0 days 00:00:00 0                0                 cdlp           5   \n",
       "                                          graph500-26    0 days 00:00:00 0                0                 cdlp           5   \n",
       "                                          uniform-24     0 days 00:00:00 0                0                 cdlp           5   \n",
       "                                          uniform-26     0 days 00:00:00 0                0                 cdlp           5   \n",
       "g1_v6-ref-ignore-build    gcc             graph500-22    0 days 00:00:00 0                20                cdlp           7   \n",
       "                                          graph500-24    0 days 00:00:00 0                20                cdlp           7   \n",
       "                                          graph500-26    0 days 00:00:00 0                20                bfs            5   \n",
       "                                                                                                            cdlp           5   \n",
       "                                          uniform-24     0 days 00:00:00 0                20                cdlp           7   \n",
       "                                          uniform-26     0 days 00:00:00 0                20                cdlp           6   \n",
       "                                                                                                            wcc            6   \n",
       "livegraph3_ro             gcc             com-friendster 0 days 00:00:00 0                20                cdlp           6   \n",
       "                                          graph500-22    0 days 00:00:00 0                20                cdlp           7   \n",
       "                                                                                                            wcc            7   \n",
       "                                          graph500-24    0 days 00:00:00 0                20                cdlp           7   \n",
       "                                          uniform-24     0 days 00:00:00 0                20                cdlp           7   \n",
       "                                          uniform-26     0 days 00:00:00 0                20                cdlp           5   \n",
       "llama8-ref                gcc             dota-league    0 days 00:00:10 0                16                bfs            8   \n",
       "                                                                                                            cdlp           8   \n",
       "                                          graph500-22    0 days 00:00:10 0                16                cdlp           7   \n",
       "                                          graph500-24    0 days 00:00:10 0                16                cdlp           7   \n",
       "                                                                                                            wcc            7   \n",
       "                                          uniform-24     0 days 00:00:10 0                16                cdlp           7   \n",
       "mb-csr.6                  gcc             com-friendster 0 days 00:00:00 0                56                cdlp           6   \n",
       "                                                                                                            wcc            6   \n",
       "                                          graph500-22    0 days 00:00:00 0                56                cdlp           6   \n",
       "                                                                                                            wcc            6   \n",
       "                                          graph500-24    0 days 00:00:00 0                56                cdlp           6   \n",
       "                                                                                                            wcc            6   \n",
       "                                          graph500-26    0 days 00:00:00 0                56                cdlp           6   \n",
       "                                                                                                            wcc            6   \n",
       "                                          uniform-24     0 days 00:00:00 0                56                cdlp           6   \n",
       "                                          uniform-26     0 days 00:00:00 0                56                cdlp           6   \n",
       "                                                                                                            sssp           6   \n",
       "                                                                                                            wcc            6   \n",
       "mb-csr.8                  gcc             com-friendster 0 days 00:00:00 0                56                cdlp           2   \n",
       "                                                                                                            sssp           2   \n",
       "                                          graph500-22    0 days 00:00:00 0                56                cdlp           3   \n",
       "                                          graph500-24    0 days 00:00:00 0                56                cdlp           3   \n",
       "                                          uniform-26     0 days 00:00:00 0                56                cdlp           2   \n",
       "sortledton                gcc             com-friendster 0 days 00:00:00 0                56                cdlp           4   \n",
       "                                          graph500-22    0 days 00:00:00 0                56                cdlp          13   \n",
       "                                                                                                            pagerank      13   \n",
       "                                                                                                            sssp          13   \n",
       "                                                                                                            wcc           13   \n",
       "                                          graph500-26    0 days 00:00:00 0                56                cdlp           9   \n",
       "                                          uniform-24     0 days 00:00:00 0                56                cdlp           8   \n",
       "                                                                                                            wcc            8   \n",
       "                                          uniform-26     0 days 00:00:00 0                56                cdlp           4   \n",
       "                                                                                                            wcc            4   \n",
       "sortledton.1              gcc             com-friendster 0 days 00:00:00 0                56                cdlp           5   \n",
       "                                          dota-league    0 days 00:00:00 0                56                bfs            5   \n",
       "                                          graph500-22    0 days 00:00:00 0                56                cdlp           5   \n",
       "                                          graph500-24    0 days 00:00:00 0                56                cdlp           5   \n",
       "                                          graph500-26    0 days 00:00:00 0                56                cdlp           5   \n",
       "                                          uniform-24     0 days 00:00:00 0                56                cdlp           5   \n",
       "                                          uniform-26     0 days 00:00:00 0                56                cdlp           5   \n",
       "                                                                                                            wcc            5   \n",
       "sortledton.2              gcc             com-friendster 0 days 00:00:00 0                56                bfs            5   \n",
       "                                                                                                            cdlp           5   \n",
       "                                          dota-league    0 days 00:00:00 0                56                bfs            5   \n",
       "                                          graph500-22    0 days 00:00:00 0                56                bfs            5   \n",
       "                                                                                                            cdlp           5   \n",
       "                                          graph500-24    0 days 00:00:00 0                56                bfs            5   \n",
       "                                                                                                            cdlp           5   \n",
       "                                          graph500-26    0 days 00:00:00 0                56                bfs            5   \n",
       "                                                                                                            cdlp           5   \n",
       "                                          uniform-24     0 days 00:00:00 0                56                cdlp           5   \n",
       "                                                                                                            wcc            5   \n",
       "                                          uniform-26     0 days 00:00:00 0                56                cdlp           5   \n",
       "                                                                                                            wcc            5   \n",
       "sortledton.3              gcc             com-friendster 0 days 00:00:00 0                56                cdlp           6   \n",
       "                                          graph500-22    0 days 00:00:00 0                56                cdlp           6   \n",
       "                                          graph500-24    0 days 00:00:00 0                56                cdlp           6   \n",
       "                                          uniform-24     0 days 00:00:00 0                56                cdlp           6   \n",
       "                                          uniform-26     0 days 00:00:00 0                56                cdlp           6   \n",
       "                                                                                                            wcc            6   \n",
       "sortledton.raw-access-bfs gcc             dota-league    0 days 00:00:00 0                56                bfs            5   \n",
       "                                          graph500-22    0 days 00:00:00 0                56                bfs           14   \n",
       "                                          graph500-24    0 days 00:00:00 0                56                bfs            4   \n",
       "teseo-lcc-dv.12b          gcc             com-friendster 0 days 00:00:00 0                56                bfs            5   \n",
       "                                                                                                            wcc            5   \n",
       "                                          dota-league    0 days 00:00:00 0                56                bfs            8   \n",
       "                                          graph500-22    0 days 00:00:00 0                56                bfs            6   \n",
       "                                          graph500-24    0 days 00:00:00 0                56                bfs            7   \n",
       "                                                                                                            wcc            7   \n",
       "                                          graph500-26    0 days 00:00:00 0                56                bfs            5   \n",
       "teseo-lcc.12              gcc             com-friendster 0 days 00:00:00 0                56                bfs            7   \n",
       "                                          dota-league    0 days 00:00:00 0                56                bfs            7   \n",
       "                                          graph500-22    0 days 00:00:00 0                56                bfs            7   \n",
       "                                          graph500-24    0 days 00:00:00 0                56                bfs            7   \n",
       "                                          graph500-26    0 days 00:00:00 0                56                bfs            5   \n",
       "                                                                                                            wcc            5   \n",
       "                                          uniform-24     0 days 00:00:00 0                56                bfs            7   \n",
       "\n",
       "                                                                                                                           ct_std  \\\n",
       "library                   compiler_family graph          build_frequency num_threads_read num_threads_write algorithm               \n",
       "csr3-lcc                  gcc             com-friendster 0 days 00:00:00 0                0                 cdlp        63.934555   \n",
       "                                                                                                            sssp         8.474015   \n",
       "                                          graph500-22    0 days 00:00:00 0                0                 sssp         0.136621   \n",
       "                                          graph500-24    0 days 00:00:00 0                0                 cdlp         8.670661   \n",
       "                                          graph500-26    0 days 00:00:00 0                0                 cdlp        43.767062   \n",
       "                                                                                                            sssp         5.782345   \n",
       "                                          uniform-24     0 days 00:00:00 0                0                 cdlp         8.269963   \n",
       "                                          uniform-26     0 days 00:00:00 0                0                 cdlp        42.525480   \n",
       "csr3-lcc-numa             gcc             com-friendster 0 days 00:00:00 0                0                 cdlp        63.569286   \n",
       "                                                                                                            sssp         6.450456   \n",
       "                                          dota-league    0 days 00:00:00 0                0                 bfs          0.000719   \n",
       "                                          graph500-22    0 days 00:00:00 0                0                 cdlp         2.249751   \n",
       "                                          graph500-24    0 days 00:00:00 0                0                 cdlp         9.751065   \n",
       "                                          graph500-26    0 days 00:00:00 0                0                 cdlp        43.753290   \n",
       "                                          uniform-24     0 days 00:00:00 0                0                 cdlp         9.583719   \n",
       "                                          uniform-26     0 days 00:00:00 0                0                 cdlp        37.862413   \n",
       "g1_v6-ref-ignore-build    gcc             graph500-22    0 days 00:00:00 0                20                cdlp         1.489115   \n",
       "                                          graph500-24    0 days 00:00:00 0                20                cdlp         3.579686   \n",
       "                                          graph500-26    0 days 00:00:00 0                20                bfs          0.843208   \n",
       "                                                                                                            cdlp        19.685513   \n",
       "                                          uniform-24     0 days 00:00:00 0                20                cdlp         5.986040   \n",
       "                                          uniform-26     0 days 00:00:00 0                20                cdlp        34.378832   \n",
       "                                                                                                            wcc        109.519579   \n",
       "livegraph3_ro             gcc             com-friendster 0 days 00:00:00 0                20                cdlp        43.769149   \n",
       "                                          graph500-22    0 days 00:00:00 0                20                cdlp         1.772951   \n",
       "                                                                                                            wcc          0.044867   \n",
       "                                          graph500-24    0 days 00:00:00 0                20                cdlp         4.561425   \n",
       "                                          uniform-24     0 days 00:00:00 0                20                cdlp         9.236510   \n",
       "                                          uniform-26     0 days 00:00:00 0                20                cdlp        26.254807   \n",
       "llama8-ref                gcc             dota-league    0 days 00:00:10 0                16                bfs          0.000640   \n",
       "                                                                                                            cdlp         0.573329   \n",
       "                                          graph500-22    0 days 00:00:10 0                16                cdlp         0.879388   \n",
       "                                          graph500-24    0 days 00:00:10 0                16                cdlp         6.124953   \n",
       "                                                                                                            wcc          0.158566   \n",
       "                                          uniform-24     0 days 00:00:10 0                16                cdlp        22.368314   \n",
       "mb-csr.6                  gcc             com-friendster 0 days 00:00:00 0                56                cdlp        47.080905   \n",
       "                                                                                                            wcc          5.183879   \n",
       "                                          graph500-22    0 days 00:00:00 0                56                cdlp         1.473643   \n",
       "                                                                                                            wcc          0.234873   \n",
       "                                          graph500-24    0 days 00:00:00 0                56                cdlp         5.560230   \n",
       "                                                                                                            wcc          0.847620   \n",
       "                                          graph500-26    0 days 00:00:00 0                56                cdlp        16.533071   \n",
       "                                                                                                            wcc          3.526740   \n",
       "                                          uniform-24     0 days 00:00:00 0                56                cdlp         7.308261   \n",
       "                                          uniform-26     0 days 00:00:00 0                56                cdlp        37.706460   \n",
       "                                                                                                            sssp         9.692508   \n",
       "                                                                                                            wcc          2.547447   \n",
       "mb-csr.8                  gcc             com-friendster 0 days 00:00:00 0                56                cdlp        69.266765   \n",
       "                                                                                                            sssp         6.106018   \n",
       "                                          graph500-22    0 days 00:00:00 0                56                cdlp         1.356020   \n",
       "                                          graph500-24    0 days 00:00:00 0                56                cdlp         5.284524   \n",
       "                                          uniform-26     0 days 00:00:00 0                56                cdlp        48.562832   \n",
       "sortledton                gcc             com-friendster 0 days 00:00:00 0                56                cdlp        45.872307   \n",
       "                                          graph500-22    0 days 00:00:00 0                56                cdlp         1.308054   \n",
       "                                                                                                            pagerank     0.404536   \n",
       "                                                                                                            sssp         0.752382   \n",
       "                                                                                                            wcc          0.119074   \n",
       "                                          graph500-26    0 days 00:00:00 0                56                cdlp        22.397706   \n",
       "                                          uniform-24     0 days 00:00:00 0                56                cdlp         8.098788   \n",
       "                                                                                                            wcc          0.164808   \n",
       "                                          uniform-26     0 days 00:00:00 0                56                cdlp        27.480372   \n",
       "                                                                                                            wcc          1.526838   \n",
       "sortledton.1              gcc             com-friendster 0 days 00:00:00 0                56                cdlp        55.603788   \n",
       "                                          dota-league    0 days 00:00:00 0                56                bfs          0.000875   \n",
       "                                          graph500-22    0 days 00:00:00 0                56                cdlp         1.438341   \n",
       "                                          graph500-24    0 days 00:00:00 0                56                cdlp         6.331162   \n",
       "                                          graph500-26    0 days 00:00:00 0                56                cdlp        22.836758   \n",
       "                                          uniform-24     0 days 00:00:00 0                56                cdlp        11.339619   \n",
       "                                          uniform-26     0 days 00:00:00 0                56                cdlp        35.117089   \n",
       "                                                                                                            wcc          1.383692   \n",
       "sortledton.2              gcc             com-friendster 0 days 00:00:00 0                56                bfs          0.699089   \n",
       "                                                                                                            cdlp        55.966685   \n",
       "                                          dota-league    0 days 00:00:00 0                56                bfs          0.000442   \n",
       "                                          graph500-22    0 days 00:00:00 0                56                bfs          0.021561   \n",
       "                                                                                                            cdlp         1.831150   \n",
       "                                          graph500-24    0 days 00:00:00 0                56                bfs          0.074566   \n",
       "                                                                                                            cdlp         5.278425   \n",
       "                                          graph500-26    0 days 00:00:00 0                56                bfs          0.299860   \n",
       "                                                                                                            cdlp        21.759633   \n",
       "                                          uniform-24     0 days 00:00:00 0                56                cdlp        10.942113   \n",
       "                                                                                                            wcc          0.219785   \n",
       "                                          uniform-26     0 days 00:00:00 0                56                cdlp        24.852734   \n",
       "                                                                                                            wcc          1.370839   \n",
       "sortledton.3              gcc             com-friendster 0 days 00:00:00 0                56                cdlp        47.851106   \n",
       "                                          graph500-22    0 days 00:00:00 0                56                cdlp         1.133609   \n",
       "                                          graph500-24    0 days 00:00:00 0                56                cdlp         4.850025   \n",
       "                                          uniform-24     0 days 00:00:00 0                56                cdlp         9.631387   \n",
       "                                          uniform-26     0 days 00:00:00 0                56                cdlp        31.792815   \n",
       "                                                                                                            wcc          1.075527   \n",
       "sortledton.raw-access-bfs gcc             dota-league    0 days 00:00:00 0                56                bfs          0.009098   \n",
       "                                          graph500-22    0 days 00:00:00 0                56                bfs          0.087395   \n",
       "                                          graph500-24    0 days 00:00:00 0                56                bfs          0.496161   \n",
       "teseo-lcc-dv.12b          gcc             com-friendster 0 days 00:00:00 0                56                bfs          0.286922   \n",
       "                                                                                                            wcc          1.771815   \n",
       "                                          dota-league    0 days 00:00:00 0                56                bfs          0.006914   \n",
       "                                          graph500-22    0 days 00:00:00 0                56                bfs          0.009714   \n",
       "                                          graph500-24    0 days 00:00:00 0                56                bfs          0.033706   \n",
       "                                                                                                            wcc          0.116109   \n",
       "                                          graph500-26    0 days 00:00:00 0                56                bfs          0.110253   \n",
       "teseo-lcc.12              gcc             com-friendster 0 days 00:00:00 0                56                bfs          0.307210   \n",
       "                                          dota-league    0 days 00:00:00 0                56                bfs          0.006991   \n",
       "                                          graph500-22    0 days 00:00:00 0                56                bfs          0.014859   \n",
       "                                          graph500-24    0 days 00:00:00 0                56                bfs          0.030199   \n",
       "                                          graph500-26    0 days 00:00:00 0                56                bfs          0.129286   \n",
       "                                                                                                            wcc          2.010135   \n",
       "                                          uniform-24     0 days 00:00:00 0                56                bfs          0.027596   \n",
       "\n",
       "                                                                                                                            cov  \n",
       "library                   compiler_family graph          build_frequency num_threads_read num_threads_write algorithm            \n",
       "csr3-lcc                  gcc             com-friendster 0 days 00:00:00 0                0                 cdlp       0.215302  \n",
       "                                                                                                            sssp       0.158238  \n",
       "                                          graph500-22    0 days 00:00:00 0                0                 sssp       0.151555  \n",
       "                                          graph500-24    0 days 00:00:00 0                0                 cdlp       0.267272  \n",
       "                                          graph500-26    0 days 00:00:00 0                0                 cdlp       0.417860  \n",
       "                                                                                                            sssp       0.178156  \n",
       "                                          uniform-24     0 days 00:00:00 0                0                 cdlp       0.339977  \n",
       "                                          uniform-26     0 days 00:00:00 0                0                 cdlp       0.430025  \n",
       "csr3-lcc-numa             gcc             com-friendster 0 days 00:00:00 0                0                 cdlp       0.358668  \n",
       "                                                                                                            sssp       0.108517  \n",
       "                                          dota-league    0 days 00:00:00 0                0                 bfs        0.988482  \n",
       "                                          graph500-22    0 days 00:00:00 0                0                 cdlp       0.276987  \n",
       "                                          graph500-24    0 days 00:00:00 0                0                 cdlp       0.653290  \n",
       "                                          graph500-26    0 days 00:00:00 0                0                 cdlp       0.310434  \n",
       "                                          uniform-24     0 days 00:00:00 0                0                 cdlp       0.414295  \n",
       "                                          uniform-26     0 days 00:00:00 0                0                 cdlp       0.210151  \n",
       "g1_v6-ref-ignore-build    gcc             graph500-22    0 days 00:00:00 0                20                cdlp       0.149294  \n",
       "                                          graph500-24    0 days 00:00:00 0                20                cdlp       0.113825  \n",
       "                                          graph500-26    0 days 00:00:00 0                20                bfs        0.162474  \n",
       "                                                                                                            cdlp       0.145471  \n",
       "                                          uniform-24     0 days 00:00:00 0                20                cdlp       0.127292  \n",
       "                                          uniform-26     0 days 00:00:00 0                20                cdlp       0.184566  \n",
       "                                                                                                            wcc        0.203104  \n",
       "livegraph3_ro             gcc             com-friendster 0 days 00:00:00 0                20                cdlp       0.150484  \n",
       "                                          graph500-22    0 days 00:00:00 0                20                cdlp       0.255653  \n",
       "                                                                                                            wcc        0.114766  \n",
       "                                          graph500-24    0 days 00:00:00 0                20                cdlp       0.163795  \n",
       "                                          uniform-24     0 days 00:00:00 0                20                cdlp       0.216542  \n",
       "                                          uniform-26     0 days 00:00:00 0                20                cdlp       0.150384  \n",
       "llama8-ref                gcc             dota-league    0 days 00:00:10 0                16                bfs        0.215726  \n",
       "                                                                                                            cdlp       0.238755  \n",
       "                                          graph500-22    0 days 00:00:10 0                16                cdlp       0.106597  \n",
       "                                          graph500-24    0 days 00:00:10 0                16                cdlp       0.198311  \n",
       "                                                                                                            wcc        0.188882  \n",
       "                                          uniform-24     0 days 00:00:10 0                16                cdlp       0.353798  \n",
       "mb-csr.6                  gcc             com-friendster 0 days 00:00:00 0                56                cdlp       0.163870  \n",
       "                                                                                                            wcc        0.114447  \n",
       "                                          graph500-22    0 days 00:00:00 0                56                cdlp       0.352097  \n",
       "                                                                                                            wcc        0.308692  \n",
       "                                          graph500-24    0 days 00:00:00 0                56                cdlp       0.189824  \n",
       "                                                                                                            wcc        0.265694  \n",
       "                                          graph500-26    0 days 00:00:00 0                56                cdlp       0.184114  \n",
       "                                                                                                            wcc        0.331071  \n",
       "                                          uniform-24     0 days 00:00:00 0                56                cdlp       0.178458  \n",
       "                                          uniform-26     0 days 00:00:00 0                56                cdlp       0.211821  \n",
       "                                                                                                            sssp       0.145348  \n",
       "                                                                                                            wcc        0.174467  \n",
       "mb-csr.8                  gcc             com-friendster 0 days 00:00:00 0                56                cdlp       0.304816  \n",
       "                                                                                                            sssp       0.124518  \n",
       "                                          graph500-22    0 days 00:00:00 0                56                cdlp       0.366157  \n",
       "                                          graph500-24    0 days 00:00:00 0                56                cdlp       0.317130  \n",
       "                                          uniform-26     0 days 00:00:00 0                56                cdlp       0.366520  \n",
       "sortledton                gcc             com-friendster 0 days 00:00:00 0                56                cdlp       0.171526  \n",
       "                                          graph500-22    0 days 00:00:00 0                56                cdlp       0.267807  \n",
       "                                                                                                            pagerank   0.902483  \n",
       "                                                                                                            sssp       0.575516  \n",
       "                                                                                                            wcc        0.872714  \n",
       "                                          graph500-26    0 days 00:00:00 0                56                cdlp       0.199311  \n",
       "                                          uniform-24     0 days 00:00:00 0                56                cdlp       0.279019  \n",
       "                                                                                                            wcc        0.156982  \n",
       "                                          uniform-26     0 days 00:00:00 0                56                cdlp       0.194455  \n",
       "                                                                                                            wcc        0.219828  \n",
       "sortledton.1              gcc             com-friendster 0 days 00:00:00 0                56                cdlp       0.173104  \n",
       "                                          dota-league    0 days 00:00:00 0                56                bfs        0.251399  \n",
       "                                          graph500-22    0 days 00:00:00 0                56                cdlp       0.280734  \n",
       "                                          graph500-24    0 days 00:00:00 0                56                cdlp       0.192451  \n",
       "                                          graph500-26    0 days 00:00:00 0                56                cdlp       0.155698  \n",
       "                                          uniform-24     0 days 00:00:00 0                56                cdlp       0.271591  \n",
       "                                          uniform-26     0 days 00:00:00 0                56                cdlp       0.235969  \n",
       "                                                                                                            wcc        0.171929  \n",
       "sortledton.2              gcc             com-friendster 0 days 00:00:00 0                56                bfs        0.144176  \n",
       "                                                                                                            cdlp       0.165328  \n",
       "                                          dota-league    0 days 00:00:00 0                56                bfs        0.121660  \n",
       "                                          graph500-22    0 days 00:00:00 0                56                bfs        0.126445  \n",
       "                                                                                                            cdlp       0.382483  \n",
       "                                          graph500-24    0 days 00:00:00 0                56                bfs        0.157137  \n",
       "                                                                                                            cdlp       0.164475  \n",
       "                                          graph500-26    0 days 00:00:00 0                56                bfs        0.135683  \n",
       "                                                                                                            cdlp       0.146252  \n",
       "                                          uniform-24     0 days 00:00:00 0                56                cdlp       0.256817  \n",
       "                                                                                                            wcc        0.208551  \n",
       "                                          uniform-26     0 days 00:00:00 0                56                cdlp       0.171700  \n",
       "                                                                                                            wcc        0.170629  \n",
       "sortledton.3              gcc             com-friendster 0 days 00:00:00 0                56                cdlp       0.183600  \n",
       "                                          graph500-22    0 days 00:00:00 0                56                cdlp       0.154732  \n",
       "                                          graph500-24    0 days 00:00:00 0                56                cdlp       0.215057  \n",
       "                                          uniform-24     0 days 00:00:00 0                56                cdlp       0.219210  \n",
       "                                          uniform-26     0 days 00:00:00 0                56                cdlp       0.183685  \n",
       "                                                                                                            wcc        0.194316  \n",
       "sortledton.raw-access-bfs gcc             dota-league    0 days 00:00:00 0                56                bfs        0.372284  \n",
       "                                          graph500-22    0 days 00:00:00 0                56                bfs        0.649253  \n",
       "                                          graph500-24    0 days 00:00:00 0                56                bfs        0.595132  \n",
       "teseo-lcc-dv.12b          gcc             com-friendster 0 days 00:00:00 0                56                bfs        0.290316  \n",
       "                                                                                                            wcc        0.221898  \n",
       "                                          dota-league    0 days 00:00:00 0                56                bfs        0.694200  \n",
       "                                          graph500-22    0 days 00:00:00 0                56                bfs        0.164334  \n",
       "                                          graph500-24    0 days 00:00:00 0                56                bfs        0.162963  \n",
       "                                                                                                            wcc        0.132072  \n",
       "                                          graph500-26    0 days 00:00:00 0                56                bfs        0.270372  \n",
       "teseo-lcc.12              gcc             com-friendster 0 days 00:00:00 0                56                bfs        0.213880  \n",
       "                                          dota-league    0 days 00:00:00 0                56                bfs        0.660541  \n",
       "                                          graph500-22    0 days 00:00:00 0                56                bfs        0.286489  \n",
       "                                          graph500-24    0 days 00:00:00 0                56                bfs        0.170301  \n",
       "                                          graph500-26    0 days 00:00:00 0                56                bfs        0.223514  \n",
       "                                                                                                            wcc        0.107299  \n",
       "                                          uniform-24     0 days 00:00:00 0                56                bfs        0.194369  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_high_err = data.query(\"cov > 0.1\")\n",
    "data_high_err"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "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></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>completion_time</th>\n",
       "      <th>count</th>\n",
       "      <th>ct_std</th>\n",
       "      <th>cov</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>library</th>\n",
       "      <th>compiler_family</th>\n",
       "      <th>graph</th>\n",
       "      <th>build_frequency</th>\n",
       "      <th>num_threads_read</th>\n",
       "      <th>num_threads_write</th>\n",
       "      <th>algorithm</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"42\" valign=\"top\">csr3</th>\n",
       "      <th rowspan=\"42\" valign=\"top\">gcc</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">com-friendster</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0 days</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.027292</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>160.783570</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>835.651810</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>31.602786</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>43.221247</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>10.248647</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0 days</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.000805</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.148272</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>363.353080</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.137712</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.402430</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.029459</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-22</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0 days</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.036871</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>8.128233</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>306.267269</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.409062</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.861648</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.158084</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0 days</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.137484</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>33.922899</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>2236.280409</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>2.724284</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>6.828722</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.939615</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-26</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0 days</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.498458</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>70.469243</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>15.265612</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>31.582371</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>4.959747</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0 days</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.147745</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>41.624740</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>21.949081</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>3.410902</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>7.146886</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.183984</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-26</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0 days</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.572139</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>175.569887</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>92.364151</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>18.648990</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>36.968563</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>6.251525</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"18\" valign=\"top\">csr3-lcc</th>\n",
       "      <th rowspan=\"18\" valign=\"top\">gcc</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">com-friendster</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0 days</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.987290</td>\n",
       "      <td>4</td>\n",
       "      <td>0.028363</td>\n",
       "      <td>0.028728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>296.952842</td>\n",
       "      <td>4</td>\n",
       "      <td>63.934555</td>\n",
       "      <td>0.215302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>67.071760</td>\n",
       "      <td>4</td>\n",
       "      <td>2.747167</td>\n",
       "      <td>0.040959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>31.766556</td>\n",
       "      <td>4</td>\n",
       "      <td>0.210549</td>\n",
       "      <td>0.006628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>53.552172</td>\n",
       "      <td>4</td>\n",
       "      <td>8.474015</td>\n",
       "      <td>0.158238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>10.134346</td>\n",
       "      <td>4</td>\n",
       "      <td>0.059394</td>\n",
       "      <td>0.005861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-26</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0 days</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.501221</td>\n",
       "      <td>4</td>\n",
       "      <td>0.012295</td>\n",
       "      <td>0.024530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>104.740893</td>\n",
       "      <td>4</td>\n",
       "      <td>43.767062</td>\n",
       "      <td>0.417860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>569.605217</td>\n",
       "      <td>4</td>\n",
       "      <td>32.060869</td>\n",
       "      <td>0.056286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>15.323130</td>\n",
       "      <td>4</td>\n",
       "      <td>0.014129</td>\n",
       "      <td>0.000922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>32.456623</td>\n",
       "      <td>4</td>\n",
       "      <td>5.782345</td>\n",
       "      <td>0.178156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>4.929197</td>\n",
       "      <td>4</td>\n",
       "      <td>0.011334</td>\n",
       "      <td>0.002299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-26</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0 days</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.566363</td>\n",
       "      <td>3</td>\n",
       "      <td>0.010902</td>\n",
       "      <td>0.019249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>98.890649</td>\n",
       "      <td>3</td>\n",
       "      <td>42.525480</td>\n",
       "      <td>0.430025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>13.866267</td>\n",
       "      <td>3</td>\n",
       "      <td>0.017100</td>\n",
       "      <td>0.001233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>18.633433</td>\n",
       "      <td>3</td>\n",
       "      <td>0.022066</td>\n",
       "      <td>0.001184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>37.459210</td>\n",
       "      <td>3</td>\n",
       "      <td>1.470129</td>\n",
       "      <td>0.039246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>6.191338</td>\n",
       "      <td>3</td>\n",
       "      <td>0.027587</td>\n",
       "      <td>0.004456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"42\" valign=\"top\">mb-csr.8</th>\n",
       "      <th rowspan=\"42\" valign=\"top\">gcc</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">com-friendster</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0 days</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.125382</td>\n",
       "      <td>2</td>\n",
       "      <td>0.016293</td>\n",
       "      <td>0.014478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>227.241485</td>\n",
       "      <td>2</td>\n",
       "      <td>69.266765</td>\n",
       "      <td>0.304816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>59.470150</td>\n",
       "      <td>2</td>\n",
       "      <td>0.074127</td>\n",
       "      <td>0.001246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>30.603569</td>\n",
       "      <td>2</td>\n",
       "      <td>0.146399</td>\n",
       "      <td>0.004784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>49.037404</td>\n",
       "      <td>2</td>\n",
       "      <td>6.106018</td>\n",
       "      <td>0.124518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>16.095385</td>\n",
       "      <td>2</td>\n",
       "      <td>0.775982</td>\n",
       "      <td>0.048211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0 days</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.000776</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000024</td>\n",
       "      <td>0.030981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.107514</td>\n",
       "      <td>2</td>\n",
       "      <td>0.088716</td>\n",
       "      <td>0.080104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>49.816105</td>\n",
       "      <td>2</td>\n",
       "      <td>1.265124</td>\n",
       "      <td>0.025396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.140827</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000115</td>\n",
       "      <td>0.000818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.404890</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000548</td>\n",
       "      <td>0.001353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.029735</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000394</td>\n",
       "      <td>0.013246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-22</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0 days</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.037814</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000496</td>\n",
       "      <td>0.013115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>3.703384</td>\n",
       "      <td>3</td>\n",
       "      <td>1.356020</td>\n",
       "      <td>0.366157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>8.417857</td>\n",
       "      <td>3</td>\n",
       "      <td>0.096439</td>\n",
       "      <td>0.011456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.337325</td>\n",
       "      <td>3</td>\n",
       "      <td>0.004283</td>\n",
       "      <td>0.012697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.826469</td>\n",
       "      <td>3</td>\n",
       "      <td>0.065089</td>\n",
       "      <td>0.078755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.118526</td>\n",
       "      <td>3</td>\n",
       "      <td>0.002024</td>\n",
       "      <td>0.017076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0 days</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.139064</td>\n",
       "      <td>3</td>\n",
       "      <td>0.001295</td>\n",
       "      <td>0.009311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>16.663601</td>\n",
       "      <td>3</td>\n",
       "      <td>5.284524</td>\n",
       "      <td>0.317130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>51.627964</td>\n",
       "      <td>3</td>\n",
       "      <td>0.434541</td>\n",
       "      <td>0.008417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>1.786068</td>\n",
       "      <td>3</td>\n",
       "      <td>0.017170</td>\n",
       "      <td>0.009613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>4.717334</td>\n",
       "      <td>3</td>\n",
       "      <td>0.118692</td>\n",
       "      <td>0.025161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.576570</td>\n",
       "      <td>3</td>\n",
       "      <td>0.011368</td>\n",
       "      <td>0.019717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-26</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0 days</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.514324</td>\n",
       "      <td>2</td>\n",
       "      <td>0.006921</td>\n",
       "      <td>0.013457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>119.647970</td>\n",
       "      <td>2</td>\n",
       "      <td>4.604506</td>\n",
       "      <td>0.038484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>309.646945</td>\n",
       "      <td>2</td>\n",
       "      <td>3.891038</td>\n",
       "      <td>0.012566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>10.626454</td>\n",
       "      <td>2</td>\n",
       "      <td>0.920955</td>\n",
       "      <td>0.086666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>29.054993</td>\n",
       "      <td>2</td>\n",
       "      <td>1.593804</td>\n",
       "      <td>0.054855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>3.006076</td>\n",
       "      <td>2</td>\n",
       "      <td>0.095281</td>\n",
       "      <td>0.031696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0 days</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.152608</td>\n",
       "      <td>3</td>\n",
       "      <td>0.001842</td>\n",
       "      <td>0.012070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>40.478046</td>\n",
       "      <td>3</td>\n",
       "      <td>2.451238</td>\n",
       "      <td>0.060557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>3.251787</td>\n",
       "      <td>3</td>\n",
       "      <td>0.043294</td>\n",
       "      <td>0.013314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>3.344918</td>\n",
       "      <td>3</td>\n",
       "      <td>0.002191</td>\n",
       "      <td>0.000655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>9.652527</td>\n",
       "      <td>3</td>\n",
       "      <td>0.434980</td>\n",
       "      <td>0.045064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.012159</td>\n",
       "      <td>3</td>\n",
       "      <td>0.005573</td>\n",
       "      <td>0.005506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-26</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0 days</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.563581</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000097</td>\n",
       "      <td>0.000172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>132.497073</td>\n",
       "      <td>2</td>\n",
       "      <td>48.562832</td>\n",
       "      <td>0.366520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>14.869173</td>\n",
       "      <td>2</td>\n",
       "      <td>0.317499</td>\n",
       "      <td>0.021353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>18.527266</td>\n",
       "      <td>2</td>\n",
       "      <td>0.136440</td>\n",
       "      <td>0.007364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>46.767923</td>\n",
       "      <td>2</td>\n",
       "      <td>1.658035</td>\n",
       "      <td>0.035452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>7.454135</td>\n",
       "      <td>2</td>\n",
       "      <td>0.250059</td>\n",
       "      <td>0.033546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"15\" valign=\"top\">sortledton.lock-free-analytics</th>\n",
       "      <th rowspan=\"15\" valign=\"top\">gcc</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">dota-league</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">0 days</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.004545</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.141100</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.028508</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">graph500-22</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">0 days</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.133700</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.448956</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.147847</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">graph500-24</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">0 days</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.543475</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>2.352570</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.667280</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">graph500-26</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">0 days</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>2.109433</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>11.931019</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>3.269397</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">uniform-24</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">0 days</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.598759</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>4.052745</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.064632</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">sortledton.raw-access-bfs</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">gcc</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">graph500-24</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">0 days</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">0</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">56</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.833700</td>\n",
       "      <td>4</td>\n",
       "      <td>0.496161</td>\n",
       "      <td>0.595132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>2.301452</td>\n",
       "      <td>4</td>\n",
       "      <td>0.024263</td>\n",
       "      <td>0.010543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.653915</td>\n",
       "      <td>4</td>\n",
       "      <td>0.019483</td>\n",
       "      <td>0.029795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stinger7-ref</th>\n",
       "      <th>gcc</th>\n",
       "      <th>graph500-24</th>\n",
       "      <th>0 days</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>lcc</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>teseo-lcc.12</th>\n",
       "      <th>gcc</th>\n",
       "      <th>graph500-26</th>\n",
       "      <th>0 days</th>\n",
       "      <th>0</th>\n",
       "      <th>56</th>\n",
       "      <th>lcc</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                            completion_time  \\\n",
       "library                        compiler_family graph          build_frequency num_threads_read num_threads_write algorithm                    \n",
       "csr3                           gcc             com-friendster 0 days          0                0                 bfs               1.027292   \n",
       "                                                                                                                 cdlp            160.783570   \n",
       "                                                                                                                 lcc             835.651810   \n",
       "                                                                                                                 pagerank         31.602786   \n",
       "                                                                                                                 sssp             43.221247   \n",
       "                                                                                                                 wcc              10.248647   \n",
       "                                               dota-league    0 days          0                0                 bfs               0.000805   \n",
       "                                                                                                                 cdlp              1.148272   \n",
       "                                                                                                                 lcc             363.353080   \n",
       "                                                                                                                 pagerank          0.137712   \n",
       "                                                                                                                 sssp              0.402430   \n",
       "                                                                                                                 wcc               0.029459   \n",
       "                                               graph500-22    0 days          0                0                 bfs               0.036871   \n",
       "                                                                                                                 cdlp              8.128233   \n",
       "                                                                                                                 lcc             306.267269   \n",
       "                                                                                                                 pagerank          0.409062   \n",
       "                                                                                                                 sssp              0.861648   \n",
       "                                                                                                                 wcc               0.158084   \n",
       "                                               graph500-24    0 days          0                0                 bfs               0.137484   \n",
       "                                                                                                                 cdlp             33.922899   \n",
       "                                                                                                                 lcc            2236.280409   \n",
       "                                                                                                                 pagerank          2.724284   \n",
       "                                                                                                                 sssp              6.828722   \n",
       "                                                                                                                 wcc               0.939615   \n",
       "                                               graph500-26    0 days          0                0                 bfs               0.498458   \n",
       "                                                                                                                 cdlp             70.469243   \n",
       "                                                                                                                 lcc                    NaN   \n",
       "                                                                                                                 pagerank         15.265612   \n",
       "                                                                                                                 sssp             31.582371   \n",
       "                                                                                                                 wcc               4.959747   \n",
       "                                               uniform-24     0 days          0                0                 bfs               0.147745   \n",
       "                                                                                                                 cdlp             41.624740   \n",
       "                                                                                                                 lcc              21.949081   \n",
       "                                                                                                                 pagerank          3.410902   \n",
       "                                                                                                                 sssp              7.146886   \n",
       "                                                                                                                 wcc               1.183984   \n",
       "                                               uniform-26     0 days          0                0                 bfs               0.572139   \n",
       "                                                                                                                 cdlp            175.569887   \n",
       "                                                                                                                 lcc              92.364151   \n",
       "                                                                                                                 pagerank         18.648990   \n",
       "                                                                                                                 sssp             36.968563   \n",
       "                                                                                                                 wcc               6.251525   \n",
       "csr3-lcc                       gcc             com-friendster 0 days          0                0                 bfs               0.987290   \n",
       "                                                                                                                 cdlp            296.952842   \n",
       "                                                                                                                 lcc              67.071760   \n",
       "                                                                                                                 pagerank         31.766556   \n",
       "                                                                                                                 sssp             53.552172   \n",
       "                                                                                                                 wcc              10.134346   \n",
       "                                               graph500-26    0 days          0                0                 bfs               0.501221   \n",
       "                                                                                                                 cdlp            104.740893   \n",
       "                                                                                                                 lcc             569.605217   \n",
       "                                                                                                                 pagerank         15.323130   \n",
       "                                                                                                                 sssp             32.456623   \n",
       "                                                                                                                 wcc               4.929197   \n",
       "                                               uniform-26     0 days          0                0                 bfs               0.566363   \n",
       "                                                                                                                 cdlp             98.890649   \n",
       "                                                                                                                 lcc              13.866267   \n",
       "                                                                                                                 pagerank         18.633433   \n",
       "                                                                                                                 sssp             37.459210   \n",
       "                                                                                                                 wcc               6.191338   \n",
       "mb-csr.8                       gcc             com-friendster 0 days          0                56                bfs               1.125382   \n",
       "                                                                                                                 cdlp            227.241485   \n",
       "                                                                                                                 lcc              59.470150   \n",
       "                                                                                                                 pagerank         30.603569   \n",
       "                                                                                                                 sssp             49.037404   \n",
       "                                                                                                                 wcc              16.095385   \n",
       "                                               dota-league    0 days          0                56                bfs               0.000776   \n",
       "                                                                                                                 cdlp              1.107514   \n",
       "                                                                                                                 lcc              49.816105   \n",
       "                                                                                                                 pagerank          0.140827   \n",
       "                                                                                                                 sssp              0.404890   \n",
       "                                                                                                                 wcc               0.029735   \n",
       "                                               graph500-22    0 days          0                56                bfs               0.037814   \n",
       "                                                                                                                 cdlp              3.703384   \n",
       "                                                                                                                 lcc               8.417857   \n",
       "                                                                                                                 pagerank          0.337325   \n",
       "                                                                                                                 sssp              0.826469   \n",
       "                                                                                                                 wcc               0.118526   \n",
       "                                               graph500-24    0 days          0                56                bfs               0.139064   \n",
       "                                                                                                                 cdlp             16.663601   \n",
       "                                                                                                                 lcc              51.627964   \n",
       "                                                                                                                 pagerank          1.786068   \n",
       "                                                                                                                 sssp              4.717334   \n",
       "                                                                                                                 wcc               0.576570   \n",
       "                                               graph500-26    0 days          0                56                bfs               0.514324   \n",
       "                                                                                                                 cdlp            119.647970   \n",
       "                                                                                                                 lcc             309.646945   \n",
       "                                                                                                                 pagerank         10.626454   \n",
       "                                                                                                                 sssp             29.054993   \n",
       "                                                                                                                 wcc               3.006076   \n",
       "                                               uniform-24     0 days          0                56                bfs               0.152608   \n",
       "                                                                                                                 cdlp             40.478046   \n",
       "                                                                                                                 lcc               3.251787   \n",
       "                                                                                                                 pagerank          3.344918   \n",
       "                                                                                                                 sssp              9.652527   \n",
       "                                                                                                                 wcc               1.012159   \n",
       "                                               uniform-26     0 days          0                56                bfs               0.563581   \n",
       "                                                                                                                 cdlp            132.497073   \n",
       "                                                                                                                 lcc              14.869173   \n",
       "                                                                                                                 pagerank         18.527266   \n",
       "                                                                                                                 sssp             46.767923   \n",
       "                                                                                                                 wcc               7.454135   \n",
       "sortledton.lock-free-analytics gcc             dota-league    0 days          0                56                bfs               0.004545   \n",
       "                                                                                                                 pagerank          0.141100   \n",
       "                                                                                                                 wcc               0.028508   \n",
       "                                               graph500-22    0 days          0                56                bfs               0.133700   \n",
       "                                                                                                                 pagerank          0.448956   \n",
       "                                                                                                                 wcc               0.147847   \n",
       "                                               graph500-24    0 days          0                56                bfs               0.543475   \n",
       "                                                                                                                 pagerank          2.352570   \n",
       "                                                                                                                 wcc               0.667280   \n",
       "                                               graph500-26    0 days          0                56                bfs               2.109433   \n",
       "                                                                                                                 pagerank         11.931019   \n",
       "                                                                                                                 wcc               3.269397   \n",
       "                                               uniform-24     0 days          0                56                bfs               0.598759   \n",
       "                                                                                                                 pagerank          4.052745   \n",
       "                                                                                                                 wcc               1.064632   \n",
       "sortledton.raw-access-bfs      gcc             graph500-24    0 days          0                56                bfs               0.833700   \n",
       "                                                                                                                 pagerank          2.301452   \n",
       "                                                                                                                 wcc               0.653915   \n",
       "stinger7-ref                   gcc             graph500-24    0 days          0                56                lcc                    NaN   \n",
       "teseo-lcc.12                   gcc             graph500-26    0 days          0                56                lcc                    NaN   \n",
       "\n",
       "                                                                                                                            count  \\\n",
       "library                        compiler_family graph          build_frequency num_threads_read num_threads_write algorithm          \n",
       "csr3                           gcc             com-friendster 0 days          0                0                 bfs            1   \n",
       "                                                                                                                 cdlp           1   \n",
       "                                                                                                                 lcc            1   \n",
       "                                                                                                                 pagerank       1   \n",
       "                                                                                                                 sssp           1   \n",
       "                                                                                                                 wcc            1   \n",
       "                                               dota-league    0 days          0                0                 bfs            1   \n",
       "                                                                                                                 cdlp           1   \n",
       "                                                                                                                 lcc            1   \n",
       "                                                                                                                 pagerank       1   \n",
       "                                                                                                                 sssp           1   \n",
       "                                                                                                                 wcc            1   \n",
       "                                               graph500-22    0 days          0                0                 bfs            1   \n",
       "                                                                                                                 cdlp           1   \n",
       "                                                                                                                 lcc            1   \n",
       "                                                                                                                 pagerank       1   \n",
       "                                                                                                                 sssp           1   \n",
       "                                                                                                                 wcc            1   \n",
       "                                               graph500-24    0 days          0                0                 bfs            1   \n",
       "                                                                                                                 cdlp           1   \n",
       "                                                                                                                 lcc            1   \n",
       "                                                                                                                 pagerank       1   \n",
       "                                                                                                                 sssp           1   \n",
       "                                                                                                                 wcc            1   \n",
       "                                               graph500-26    0 days          0                0                 bfs            1   \n",
       "                                                                                                                 cdlp           1   \n",
       "                                                                                                                 lcc            0   \n",
       "                                                                                                                 pagerank       1   \n",
       "                                                                                                                 sssp           1   \n",
       "                                                                                                                 wcc            1   \n",
       "                                               uniform-24     0 days          0                0                 bfs            1   \n",
       "                                                                                                                 cdlp           1   \n",
       "                                                                                                                 lcc            1   \n",
       "                                                                                                                 pagerank       1   \n",
       "                                                                                                                 sssp           1   \n",
       "                                                                                                                 wcc            1   \n",
       "                                               uniform-26     0 days          0                0                 bfs            1   \n",
       "                                                                                                                 cdlp           1   \n",
       "                                                                                                                 lcc            1   \n",
       "                                                                                                                 pagerank       1   \n",
       "                                                                                                                 sssp           1   \n",
       "                                                                                                                 wcc            1   \n",
       "csr3-lcc                       gcc             com-friendster 0 days          0                0                 bfs            4   \n",
       "                                                                                                                 cdlp           4   \n",
       "                                                                                                                 lcc            4   \n",
       "                                                                                                                 pagerank       4   \n",
       "                                                                                                                 sssp           4   \n",
       "                                                                                                                 wcc            4   \n",
       "                                               graph500-26    0 days          0                0                 bfs            4   \n",
       "                                                                                                                 cdlp           4   \n",
       "                                                                                                                 lcc            4   \n",
       "                                                                                                                 pagerank       4   \n",
       "                                                                                                                 sssp           4   \n",
       "                                                                                                                 wcc            4   \n",
       "                                               uniform-26     0 days          0                0                 bfs            3   \n",
       "                                                                                                                 cdlp           3   \n",
       "                                                                                                                 lcc            3   \n",
       "                                                                                                                 pagerank       3   \n",
       "                                                                                                                 sssp           3   \n",
       "                                                                                                                 wcc            3   \n",
       "mb-csr.8                       gcc             com-friendster 0 days          0                56                bfs            2   \n",
       "                                                                                                                 cdlp           2   \n",
       "                                                                                                                 lcc            2   \n",
       "                                                                                                                 pagerank       2   \n",
       "                                                                                                                 sssp           2   \n",
       "                                                                                                                 wcc            2   \n",
       "                                               dota-league    0 days          0                56                bfs            2   \n",
       "                                                                                                                 cdlp           2   \n",
       "                                                                                                                 lcc            2   \n",
       "                                                                                                                 pagerank       2   \n",
       "                                                                                                                 sssp           2   \n",
       "                                                                                                                 wcc            2   \n",
       "                                               graph500-22    0 days          0                56                bfs            3   \n",
       "                                                                                                                 cdlp           3   \n",
       "                                                                                                                 lcc            3   \n",
       "                                                                                                                 pagerank       3   \n",
       "                                                                                                                 sssp           3   \n",
       "                                                                                                                 wcc            3   \n",
       "                                               graph500-24    0 days          0                56                bfs            3   \n",
       "                                                                                                                 cdlp           3   \n",
       "                                                                                                                 lcc            3   \n",
       "                                                                                                                 pagerank       3   \n",
       "                                                                                                                 sssp           3   \n",
       "                                                                                                                 wcc            3   \n",
       "                                               graph500-26    0 days          0                56                bfs            2   \n",
       "                                                                                                                 cdlp           2   \n",
       "                                                                                                                 lcc            2   \n",
       "                                                                                                                 pagerank       2   \n",
       "                                                                                                                 sssp           2   \n",
       "                                                                                                                 wcc            2   \n",
       "                                               uniform-24     0 days          0                56                bfs            3   \n",
       "                                                                                                                 cdlp           3   \n",
       "                                                                                                                 lcc            3   \n",
       "                                                                                                                 pagerank       3   \n",
       "                                                                                                                 sssp           3   \n",
       "                                                                                                                 wcc            3   \n",
       "                                               uniform-26     0 days          0                56                bfs            2   \n",
       "                                                                                                                 cdlp           2   \n",
       "                                                                                                                 lcc            2   \n",
       "                                                                                                                 pagerank       2   \n",
       "                                                                                                                 sssp           2   \n",
       "                                                                                                                 wcc            2   \n",
       "sortledton.lock-free-analytics gcc             dota-league    0 days          0                56                bfs            1   \n",
       "                                                                                                                 pagerank       1   \n",
       "                                                                                                                 wcc            1   \n",
       "                                               graph500-22    0 days          0                56                bfs            1   \n",
       "                                                                                                                 pagerank       1   \n",
       "                                                                                                                 wcc            1   \n",
       "                                               graph500-24    0 days          0                56                bfs            1   \n",
       "                                                                                                                 pagerank       1   \n",
       "                                                                                                                 wcc            1   \n",
       "                                               graph500-26    0 days          0                56                bfs            1   \n",
       "                                                                                                                 pagerank       1   \n",
       "                                                                                                                 wcc            1   \n",
       "                                               uniform-24     0 days          0                56                bfs            1   \n",
       "                                                                                                                 pagerank       1   \n",
       "                                                                                                                 wcc            1   \n",
       "sortledton.raw-access-bfs      gcc             graph500-24    0 days          0                56                bfs            4   \n",
       "                                                                                                                 pagerank       4   \n",
       "                                                                                                                 wcc            4   \n",
       "stinger7-ref                   gcc             graph500-24    0 days          0                56                lcc            0   \n",
       "teseo-lcc.12                   gcc             graph500-26    0 days          0                56                lcc            0   \n",
       "\n",
       "                                                                                                                               ct_std  \\\n",
       "library                        compiler_family graph          build_frequency num_threads_read num_threads_write algorithm              \n",
       "csr3                           gcc             com-friendster 0 days          0                0                 bfs              NaN   \n",
       "                                                                                                                 cdlp             NaN   \n",
       "                                                                                                                 lcc              NaN   \n",
       "                                                                                                                 pagerank         NaN   \n",
       "                                                                                                                 sssp             NaN   \n",
       "                                                                                                                 wcc              NaN   \n",
       "                                               dota-league    0 days          0                0                 bfs              NaN   \n",
       "                                                                                                                 cdlp             NaN   \n",
       "                                                                                                                 lcc              NaN   \n",
       "                                                                                                                 pagerank         NaN   \n",
       "                                                                                                                 sssp             NaN   \n",
       "                                                                                                                 wcc              NaN   \n",
       "                                               graph500-22    0 days          0                0                 bfs              NaN   \n",
       "                                                                                                                 cdlp             NaN   \n",
       "                                                                                                                 lcc              NaN   \n",
       "                                                                                                                 pagerank         NaN   \n",
       "                                                                                                                 sssp             NaN   \n",
       "                                                                                                                 wcc              NaN   \n",
       "                                               graph500-24    0 days          0                0                 bfs              NaN   \n",
       "                                                                                                                 cdlp             NaN   \n",
       "                                                                                                                 lcc              NaN   \n",
       "                                                                                                                 pagerank         NaN   \n",
       "                                                                                                                 sssp             NaN   \n",
       "                                                                                                                 wcc              NaN   \n",
       "                                               graph500-26    0 days          0                0                 bfs              NaN   \n",
       "                                                                                                                 cdlp             NaN   \n",
       "                                                                                                                 lcc              NaN   \n",
       "                                                                                                                 pagerank         NaN   \n",
       "                                                                                                                 sssp             NaN   \n",
       "                                                                                                                 wcc              NaN   \n",
       "                                               uniform-24     0 days          0                0                 bfs              NaN   \n",
       "                                                                                                                 cdlp             NaN   \n",
       "                                                                                                                 lcc              NaN   \n",
       "                                                                                                                 pagerank         NaN   \n",
       "                                                                                                                 sssp             NaN   \n",
       "                                                                                                                 wcc              NaN   \n",
       "                                               uniform-26     0 days          0                0                 bfs              NaN   \n",
       "                                                                                                                 cdlp             NaN   \n",
       "                                                                                                                 lcc              NaN   \n",
       "                                                                                                                 pagerank         NaN   \n",
       "                                                                                                                 sssp             NaN   \n",
       "                                                                                                                 wcc              NaN   \n",
       "csr3-lcc                       gcc             com-friendster 0 days          0                0                 bfs         0.028363   \n",
       "                                                                                                                 cdlp       63.934555   \n",
       "                                                                                                                 lcc         2.747167   \n",
       "                                                                                                                 pagerank    0.210549   \n",
       "                                                                                                                 sssp        8.474015   \n",
       "                                                                                                                 wcc         0.059394   \n",
       "                                               graph500-26    0 days          0                0                 bfs         0.012295   \n",
       "                                                                                                                 cdlp       43.767062   \n",
       "                                                                                                                 lcc        32.060869   \n",
       "                                                                                                                 pagerank    0.014129   \n",
       "                                                                                                                 sssp        5.782345   \n",
       "                                                                                                                 wcc         0.011334   \n",
       "                                               uniform-26     0 days          0                0                 bfs         0.010902   \n",
       "                                                                                                                 cdlp       42.525480   \n",
       "                                                                                                                 lcc         0.017100   \n",
       "                                                                                                                 pagerank    0.022066   \n",
       "                                                                                                                 sssp        1.470129   \n",
       "                                                                                                                 wcc         0.027587   \n",
       "mb-csr.8                       gcc             com-friendster 0 days          0                56                bfs         0.016293   \n",
       "                                                                                                                 cdlp       69.266765   \n",
       "                                                                                                                 lcc         0.074127   \n",
       "                                                                                                                 pagerank    0.146399   \n",
       "                                                                                                                 sssp        6.106018   \n",
       "                                                                                                                 wcc         0.775982   \n",
       "                                               dota-league    0 days          0                56                bfs         0.000024   \n",
       "                                                                                                                 cdlp        0.088716   \n",
       "                                                                                                                 lcc         1.265124   \n",
       "                                                                                                                 pagerank    0.000115   \n",
       "                                                                                                                 sssp        0.000548   \n",
       "                                                                                                                 wcc         0.000394   \n",
       "                                               graph500-22    0 days          0                56                bfs         0.000496   \n",
       "                                                                                                                 cdlp        1.356020   \n",
       "                                                                                                                 lcc         0.096439   \n",
       "                                                                                                                 pagerank    0.004283   \n",
       "                                                                                                                 sssp        0.065089   \n",
       "                                                                                                                 wcc         0.002024   \n",
       "                                               graph500-24    0 days          0                56                bfs         0.001295   \n",
       "                                                                                                                 cdlp        5.284524   \n",
       "                                                                                                                 lcc         0.434541   \n",
       "                                                                                                                 pagerank    0.017170   \n",
       "                                                                                                                 sssp        0.118692   \n",
       "                                                                                                                 wcc         0.011368   \n",
       "                                               graph500-26    0 days          0                56                bfs         0.006921   \n",
       "                                                                                                                 cdlp        4.604506   \n",
       "                                                                                                                 lcc         3.891038   \n",
       "                                                                                                                 pagerank    0.920955   \n",
       "                                                                                                                 sssp        1.593804   \n",
       "                                                                                                                 wcc         0.095281   \n",
       "                                               uniform-24     0 days          0                56                bfs         0.001842   \n",
       "                                                                                                                 cdlp        2.451238   \n",
       "                                                                                                                 lcc         0.043294   \n",
       "                                                                                                                 pagerank    0.002191   \n",
       "                                                                                                                 sssp        0.434980   \n",
       "                                                                                                                 wcc         0.005573   \n",
       "                                               uniform-26     0 days          0                56                bfs         0.000097   \n",
       "                                                                                                                 cdlp       48.562832   \n",
       "                                                                                                                 lcc         0.317499   \n",
       "                                                                                                                 pagerank    0.136440   \n",
       "                                                                                                                 sssp        1.658035   \n",
       "                                                                                                                 wcc         0.250059   \n",
       "sortledton.lock-free-analytics gcc             dota-league    0 days          0                56                bfs              NaN   \n",
       "                                                                                                                 pagerank         NaN   \n",
       "                                                                                                                 wcc              NaN   \n",
       "                                               graph500-22    0 days          0                56                bfs              NaN   \n",
       "                                                                                                                 pagerank         NaN   \n",
       "                                                                                                                 wcc              NaN   \n",
       "                                               graph500-24    0 days          0                56                bfs              NaN   \n",
       "                                                                                                                 pagerank         NaN   \n",
       "                                                                                                                 wcc              NaN   \n",
       "                                               graph500-26    0 days          0                56                bfs              NaN   \n",
       "                                                                                                                 pagerank         NaN   \n",
       "                                                                                                                 wcc              NaN   \n",
       "                                               uniform-24     0 days          0                56                bfs              NaN   \n",
       "                                                                                                                 pagerank         NaN   \n",
       "                                                                                                                 wcc              NaN   \n",
       "sortledton.raw-access-bfs      gcc             graph500-24    0 days          0                56                bfs         0.496161   \n",
       "                                                                                                                 pagerank    0.024263   \n",
       "                                                                                                                 wcc         0.019483   \n",
       "stinger7-ref                   gcc             graph500-24    0 days          0                56                lcc              NaN   \n",
       "teseo-lcc.12                   gcc             graph500-26    0 days          0                56                lcc              NaN   \n",
       "\n",
       "                                                                                                                                 cov  \n",
       "library                        compiler_family graph          build_frequency num_threads_read num_threads_write algorithm            \n",
       "csr3                           gcc             com-friendster 0 days          0                0                 bfs             NaN  \n",
       "                                                                                                                 cdlp            NaN  \n",
       "                                                                                                                 lcc             NaN  \n",
       "                                                                                                                 pagerank        NaN  \n",
       "                                                                                                                 sssp            NaN  \n",
       "                                                                                                                 wcc             NaN  \n",
       "                                               dota-league    0 days          0                0                 bfs             NaN  \n",
       "                                                                                                                 cdlp            NaN  \n",
       "                                                                                                                 lcc             NaN  \n",
       "                                                                                                                 pagerank        NaN  \n",
       "                                                                                                                 sssp            NaN  \n",
       "                                                                                                                 wcc             NaN  \n",
       "                                               graph500-22    0 days          0                0                 bfs             NaN  \n",
       "                                                                                                                 cdlp            NaN  \n",
       "                                                                                                                 lcc             NaN  \n",
       "                                                                                                                 pagerank        NaN  \n",
       "                                                                                                                 sssp            NaN  \n",
       "                                                                                                                 wcc             NaN  \n",
       "                                               graph500-24    0 days          0                0                 bfs             NaN  \n",
       "                                                                                                                 cdlp            NaN  \n",
       "                                                                                                                 lcc             NaN  \n",
       "                                                                                                                 pagerank        NaN  \n",
       "                                                                                                                 sssp            NaN  \n",
       "                                                                                                                 wcc             NaN  \n",
       "                                               graph500-26    0 days          0                0                 bfs             NaN  \n",
       "                                                                                                                 cdlp            NaN  \n",
       "                                                                                                                 lcc             NaN  \n",
       "                                                                                                                 pagerank        NaN  \n",
       "                                                                                                                 sssp            NaN  \n",
       "                                                                                                                 wcc             NaN  \n",
       "                                               uniform-24     0 days          0                0                 bfs             NaN  \n",
       "                                                                                                                 cdlp            NaN  \n",
       "                                                                                                                 lcc             NaN  \n",
       "                                                                                                                 pagerank        NaN  \n",
       "                                                                                                                 sssp            NaN  \n",
       "                                                                                                                 wcc             NaN  \n",
       "                                               uniform-26     0 days          0                0                 bfs             NaN  \n",
       "                                                                                                                 cdlp            NaN  \n",
       "                                                                                                                 lcc             NaN  \n",
       "                                                                                                                 pagerank        NaN  \n",
       "                                                                                                                 sssp            NaN  \n",
       "                                                                                                                 wcc             NaN  \n",
       "csr3-lcc                       gcc             com-friendster 0 days          0                0                 bfs        0.028728  \n",
       "                                                                                                                 cdlp       0.215302  \n",
       "                                                                                                                 lcc        0.040959  \n",
       "                                                                                                                 pagerank   0.006628  \n",
       "                                                                                                                 sssp       0.158238  \n",
       "                                                                                                                 wcc        0.005861  \n",
       "                                               graph500-26    0 days          0                0                 bfs        0.024530  \n",
       "                                                                                                                 cdlp       0.417860  \n",
       "                                                                                                                 lcc        0.056286  \n",
       "                                                                                                                 pagerank   0.000922  \n",
       "                                                                                                                 sssp       0.178156  \n",
       "                                                                                                                 wcc        0.002299  \n",
       "                                               uniform-26     0 days          0                0                 bfs        0.019249  \n",
       "                                                                                                                 cdlp       0.430025  \n",
       "                                                                                                                 lcc        0.001233  \n",
       "                                                                                                                 pagerank   0.001184  \n",
       "                                                                                                                 sssp       0.039246  \n",
       "                                                                                                                 wcc        0.004456  \n",
       "mb-csr.8                       gcc             com-friendster 0 days          0                56                bfs        0.014478  \n",
       "                                                                                                                 cdlp       0.304816  \n",
       "                                                                                                                 lcc        0.001246  \n",
       "                                                                                                                 pagerank   0.004784  \n",
       "                                                                                                                 sssp       0.124518  \n",
       "                                                                                                                 wcc        0.048211  \n",
       "                                               dota-league    0 days          0                56                bfs        0.030981  \n",
       "                                                                                                                 cdlp       0.080104  \n",
       "                                                                                                                 lcc        0.025396  \n",
       "                                                                                                                 pagerank   0.000818  \n",
       "                                                                                                                 sssp       0.001353  \n",
       "                                                                                                                 wcc        0.013246  \n",
       "                                               graph500-22    0 days          0                56                bfs        0.013115  \n",
       "                                                                                                                 cdlp       0.366157  \n",
       "                                                                                                                 lcc        0.011456  \n",
       "                                                                                                                 pagerank   0.012697  \n",
       "                                                                                                                 sssp       0.078755  \n",
       "                                                                                                                 wcc        0.017076  \n",
       "                                               graph500-24    0 days          0                56                bfs        0.009311  \n",
       "                                                                                                                 cdlp       0.317130  \n",
       "                                                                                                                 lcc        0.008417  \n",
       "                                                                                                                 pagerank   0.009613  \n",
       "                                                                                                                 sssp       0.025161  \n",
       "                                                                                                                 wcc        0.019717  \n",
       "                                               graph500-26    0 days          0                56                bfs        0.013457  \n",
       "                                                                                                                 cdlp       0.038484  \n",
       "                                                                                                                 lcc        0.012566  \n",
       "                                                                                                                 pagerank   0.086666  \n",
       "                                                                                                                 sssp       0.054855  \n",
       "                                                                                                                 wcc        0.031696  \n",
       "                                               uniform-24     0 days          0                56                bfs        0.012070  \n",
       "                                                                                                                 cdlp       0.060557  \n",
       "                                                                                                                 lcc        0.013314  \n",
       "                                                                                                                 pagerank   0.000655  \n",
       "                                                                                                                 sssp       0.045064  \n",
       "                                                                                                                 wcc        0.005506  \n",
       "                                               uniform-26     0 days          0                56                bfs        0.000172  \n",
       "                                                                                                                 cdlp       0.366520  \n",
       "                                                                                                                 lcc        0.021353  \n",
       "                                                                                                                 pagerank   0.007364  \n",
       "                                                                                                                 sssp       0.035452  \n",
       "                                                                                                                 wcc        0.033546  \n",
       "sortledton.lock-free-analytics gcc             dota-league    0 days          0                56                bfs             NaN  \n",
       "                                                                                                                 pagerank        NaN  \n",
       "                                                                                                                 wcc             NaN  \n",
       "                                               graph500-22    0 days          0                56                bfs             NaN  \n",
       "                                                                                                                 pagerank        NaN  \n",
       "                                                                                                                 wcc             NaN  \n",
       "                                               graph500-24    0 days          0                56                bfs             NaN  \n",
       "                                                                                                                 pagerank        NaN  \n",
       "                                                                                                                 wcc             NaN  \n",
       "                                               graph500-26    0 days          0                56                bfs             NaN  \n",
       "                                                                                                                 pagerank        NaN  \n",
       "                                                                                                                 wcc             NaN  \n",
       "                                               uniform-24     0 days          0                56                bfs             NaN  \n",
       "                                                                                                                 pagerank        NaN  \n",
       "                                                                                                                 wcc             NaN  \n",
       "sortledton.raw-access-bfs      gcc             graph500-24    0 days          0                56                bfs        0.595132  \n",
       "                                                                                                                 pagerank   0.010543  \n",
       "                                                                                                                 wcc        0.029795  \n",
       "stinger7-ref                   gcc             graph500-24    0 days          0                56                lcc             NaN  \n",
       "teseo-lcc.12                   gcc             graph500-26    0 days          0                56                lcc             NaN  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "low_count = data.query(\"count < 5\").copy()\n",
    "low_count = low_count.query(\"(library == 'llama8-ref' and build_frequency != '00:00:00') or library != 'llama8-ref'\")\n",
    "low_count = low_count.query(\"num_threads_write == 0 or num_threads_write == 56\")\n",
    "low_count = low_count.query(\"library != 'sortledton'\")\n",
    "low_count = low_count.query(\"library != 'sortledton.1'\")\n",
    "low_count"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "List of available executions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "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></th>\n",
       "      <th>num_threads_w</th>\n",
       "      <th>num_threads_r</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>library</th>\n",
       "      <th>compiler</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>baseline_v3</th>\n",
       "      <th>gcc</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>csr3</th>\n",
       "      <th>gcc</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>csr3-lcc</th>\n",
       "      <th>gcc</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>csr3-lcc-numa</th>\n",
       "      <th>gcc</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>g1_v6-ref-ignore-build</th>\n",
       "      <th>gcc</th>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>livegraph3_ro</th>\n",
       "      <th>gcc</th>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>llama8-ref</th>\n",
       "      <th>gcc</th>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mb-csr.6</th>\n",
       "      <th>gcc</th>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mb-csr.8</th>\n",
       "      <th>gcc</th>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sortledton</th>\n",
       "      <th>gcc</th>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sortledton.1</th>\n",
       "      <th>gcc</th>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sortledton.2</th>\n",
       "      <th>gcc</th>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sortledton.3</th>\n",
       "      <th>gcc</th>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sortledton.lock-free-analytics</th>\n",
       "      <th>gcc</th>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sortledton.raw-access-bfs</th>\n",
       "      <th>gcc</th>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stinger7-ref</th>\n",
       "      <th>gcc</th>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>teseo-lcc-dv.12b</th>\n",
       "      <th>gcc</th>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>teseo-lcc.12</th>\n",
       "      <th>gcc</th>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        num_threads_w num_threads_r\n",
       "library                        compiler                            \n",
       "baseline_v3                    gcc                  1             0\n",
       "csr3                           gcc                  0             0\n",
       "csr3-lcc                       gcc                  0             0\n",
       "csr3-lcc-numa                  gcc                  0             0\n",
       "g1_v6-ref-ignore-build         gcc                 20             0\n",
       "livegraph3_ro                  gcc                 20             0\n",
       "llama8-ref                     gcc                 16             0\n",
       "mb-csr.6                       gcc                 56             0\n",
       "mb-csr.8                       gcc                 56             0\n",
       "sortledton                     gcc                 56             0\n",
       "sortledton.1                   gcc                 56             0\n",
       "sortledton.2                   gcc                 56             0\n",
       "sortledton.3                   gcc                 56             0\n",
       "sortledton.lock-free-analytics gcc                 56             0\n",
       "sortledton.raw-access-bfs      gcc                 56             0\n",
       "stinger7-ref                   gcc                 56             0\n",
       "teseo-lcc-dv.12b               gcc                 56             0\n",
       "teseo-lcc.12                   gcc                 56             0"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = data.unstack(\"algorithm\")[(\"completion_time\")]\n",
    "data.index.set_names(\"compiler\", level=1, inplace=True)\n",
    "\n",
    "fn_join_threads = lambda grp: \", \".join(map(str, grp.unique()))\n",
    "data.reset_index().groupby([\"library\", \"compiler\"]).agg(num_threads_w=(\"num_threads_write\", fn_join_threads), num_threads_r=(\"num_threads_read\", fn_join_threads))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### CSR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "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>algorithm</th>\n",
       "      <th>bfs</th>\n",
       "      <th>cdlp</th>\n",
       "      <th>lcc</th>\n",
       "      <th>pagerank</th>\n",
       "      <th>sssp</th>\n",
       "      <th>wcc</th>\n",
       "      <th>lcc_std</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>com-friendster</th>\n",
       "      <td>0.970899</td>\n",
       "      <td>177.237292</td>\n",
       "      <td>59.470150</td>\n",
       "      <td>30.603569</td>\n",
       "      <td>49.037404</td>\n",
       "      <td>10.068403</td>\n",
       "      <td>835.651810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.000727</td>\n",
       "      <td>1.107514</td>\n",
       "      <td>49.816105</td>\n",
       "      <td>0.105036</td>\n",
       "      <td>0.245215</td>\n",
       "      <td>0.023842</td>\n",
       "      <td>363.353080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>0.033258</td>\n",
       "      <td>3.703384</td>\n",
       "      <td>8.417857</td>\n",
       "      <td>0.337325</td>\n",
       "      <td>0.739230</td>\n",
       "      <td>0.118526</td>\n",
       "      <td>306.267269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.131544</td>\n",
       "      <td>14.926092</td>\n",
       "      <td>51.627964</td>\n",
       "      <td>1.786068</td>\n",
       "      <td>4.717334</td>\n",
       "      <td>0.576570</td>\n",
       "      <td>2236.280409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>0.480766</td>\n",
       "      <td>119.647970</td>\n",
       "      <td>309.646945</td>\n",
       "      <td>10.626454</td>\n",
       "      <td>26.432848</td>\n",
       "      <td>3.006076</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.148202</td>\n",
       "      <td>23.132612</td>\n",
       "      <td>2.816906</td>\n",
       "      <td>3.309615</td>\n",
       "      <td>6.443192</td>\n",
       "      <td>1.012159</td>\n",
       "      <td>21.949081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>0.518993</td>\n",
       "      <td>132.497073</td>\n",
       "      <td>13.111546</td>\n",
       "      <td>18.350899</td>\n",
       "      <td>34.104711</td>\n",
       "      <td>6.210624</td>\n",
       "      <td>92.364151</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "algorithm            bfs        cdlp         lcc   pagerank       sssp  \\\n",
       "graph                                                                    \n",
       "com-friendster  0.970899  177.237292   59.470150  30.603569  49.037404   \n",
       "dota-league     0.000727    1.107514   49.816105   0.105036   0.245215   \n",
       "graph500-22     0.033258    3.703384    8.417857   0.337325   0.739230   \n",
       "graph500-24     0.131544   14.926092   51.627964   1.786068   4.717334   \n",
       "graph500-26     0.480766  119.647970  309.646945  10.626454  26.432848   \n",
       "uniform-24      0.148202   23.132612    2.816906   3.309615   6.443192   \n",
       "uniform-26      0.518993  132.497073   13.111546  18.350899  34.104711   \n",
       "\n",
       "algorithm             wcc      lcc_std  \n",
       "graph                                   \n",
       "com-friendster  10.068403   835.651810  \n",
       "dota-league      0.023842   363.353080  \n",
       "graph500-22      0.118526   306.267269  \n",
       "graph500-24      0.576570  2236.280409  \n",
       "graph500-26      3.006076          NaN  \n",
       "uniform-24       1.012159    21.949081  \n",
       "uniform-26       6.210624    92.364151  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "csr = data.loc[(\"csr3-lcc\", \"gcc\")].droplevel([1,2,3])\n",
    "csr[\"lcc_std\"] = data.loc[(\"csr3\", \"gcc\")].droplevel([1,2,3]).rename(columns = {\"lcc\": \"lcc_std\"})[\"lcc_std\"]\n",
    "csr_numa = data.loc[(\"csr3-lcc-numa\", \"gcc\")].droplevel([1,2,3])\n",
    "csr_numa[\"lcc_std\"] = data.loc[(\"csr3\", \"gcc\")].droplevel([1,2,3]).rename(columns = {\"lcc\": \"lcc_std\"})[\"lcc_std\"]\n",
    "mb_csr = data.loc[(\"mb-csr.8\", \"gcc\")].droplevel([1,2,3])\n",
    "mb_csr[\"lcc_std\"] = data.loc[(\"csr3\", \"gcc\")].droplevel([1,2,3]).rename(columns = {\"lcc\": \"lcc_std\"})[\"lcc_std\"]\n",
    "min_csr = mb_csr.combine(csr_numa, np.minimum)\n",
    "csr = csr[[\"bfs\", \"cdlp\", \"lcc_std\", \"lcc\", \"pagerank\", \"sssp\", \"wcc\"]] # reoder the columns\n",
    "csr = pd.concat([csr, csr_numa, mb_csr, min_csr], names=[\"library\"], keys=[\"csr\", \"csr_numa\", \"mb_csr\", \"min_csr\"]) # prepend the key `csr`\n",
    "\n",
    "min_csr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "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>algorithm</th>\n",
       "      <th>bfs</th>\n",
       "      <th>cdlp</th>\n",
       "      <th>lcc</th>\n",
       "      <th>pagerank</th>\n",
       "      <th>sssp</th>\n",
       "      <th>wcc</th>\n",
       "      <th>lcc_std</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>com-friendster</th>\n",
       "      <td>1.125382</td>\n",
       "      <td>227.241485</td>\n",
       "      <td>59.470150</td>\n",
       "      <td>30.603569</td>\n",
       "      <td>49.037404</td>\n",
       "      <td>16.095385</td>\n",
       "      <td>835.651810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.000776</td>\n",
       "      <td>1.107514</td>\n",
       "      <td>49.816105</td>\n",
       "      <td>0.140827</td>\n",
       "      <td>0.404890</td>\n",
       "      <td>0.029735</td>\n",
       "      <td>363.353080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>0.037814</td>\n",
       "      <td>3.703384</td>\n",
       "      <td>8.417857</td>\n",
       "      <td>0.337325</td>\n",
       "      <td>0.826469</td>\n",
       "      <td>0.118526</td>\n",
       "      <td>306.267269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.139064</td>\n",
       "      <td>16.663601</td>\n",
       "      <td>51.627964</td>\n",
       "      <td>1.786068</td>\n",
       "      <td>4.717334</td>\n",
       "      <td>0.576570</td>\n",
       "      <td>2236.280409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>0.514324</td>\n",
       "      <td>119.647970</td>\n",
       "      <td>309.646945</td>\n",
       "      <td>10.626454</td>\n",
       "      <td>29.054993</td>\n",
       "      <td>3.006076</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.152608</td>\n",
       "      <td>40.478046</td>\n",
       "      <td>3.251787</td>\n",
       "      <td>3.344918</td>\n",
       "      <td>9.652527</td>\n",
       "      <td>1.012159</td>\n",
       "      <td>21.949081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>0.563581</td>\n",
       "      <td>132.497073</td>\n",
       "      <td>14.869173</td>\n",
       "      <td>18.527266</td>\n",
       "      <td>46.767923</td>\n",
       "      <td>7.454135</td>\n",
       "      <td>92.364151</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "algorithm            bfs        cdlp         lcc   pagerank       sssp  \\\n",
       "graph                                                                    \n",
       "com-friendster  1.125382  227.241485   59.470150  30.603569  49.037404   \n",
       "dota-league     0.000776    1.107514   49.816105   0.140827   0.404890   \n",
       "graph500-22     0.037814    3.703384    8.417857   0.337325   0.826469   \n",
       "graph500-24     0.139064   16.663601   51.627964   1.786068   4.717334   \n",
       "graph500-26     0.514324  119.647970  309.646945  10.626454  29.054993   \n",
       "uniform-24      0.152608   40.478046    3.251787   3.344918   9.652527   \n",
       "uniform-26      0.563581  132.497073   14.869173  18.527266  46.767923   \n",
       "\n",
       "algorithm             wcc      lcc_std  \n",
       "graph                                   \n",
       "com-friendster  16.095385   835.651810  \n",
       "dota-league      0.029735   363.353080  \n",
       "graph500-22      0.118526   306.267269  \n",
       "graph500-24      0.576570  2236.280409  \n",
       "graph500-26      3.006076          NaN  \n",
       "uniform-24       1.012159    21.949081  \n",
       "uniform-26       7.454135    92.364151  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "mb_csr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "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>algorithm</th>\n",
       "      <th>bfs</th>\n",
       "      <th>cdlp</th>\n",
       "      <th>lcc</th>\n",
       "      <th>pagerank</th>\n",
       "      <th>sssp</th>\n",
       "      <th>wcc</th>\n",
       "      <th>lcc_std</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>com-friendster</th>\n",
       "      <td>1.159113</td>\n",
       "      <td>1.282131</td>\n",
       "      <td>0.990628</td>\n",
       "      <td>0.980019</td>\n",
       "      <td>0.824966</td>\n",
       "      <td>1.598604</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>1.067400</td>\n",
       "      <td>0.945277</td>\n",
       "      <td>0.928568</td>\n",
       "      <td>1.340745</td>\n",
       "      <td>1.651161</td>\n",
       "      <td>1.247148</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>1.136990</td>\n",
       "      <td>0.455957</td>\n",
       "      <td>0.705525</td>\n",
       "      <td>0.849108</td>\n",
       "      <td>1.118013</td>\n",
       "      <td>0.769330</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>1.057167</td>\n",
       "      <td>1.116407</td>\n",
       "      <td>0.716198</td>\n",
       "      <td>0.664393</td>\n",
       "      <td>0.977228</td>\n",
       "      <td>0.620624</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>1.069801</td>\n",
       "      <td>0.848915</td>\n",
       "      <td>0.647426</td>\n",
       "      <td>0.699060</td>\n",
       "      <td>1.099200</td>\n",
       "      <td>0.608095</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>1.029730</td>\n",
       "      <td>1.749826</td>\n",
       "      <td>1.154383</td>\n",
       "      <td>1.010667</td>\n",
       "      <td>1.498097</td>\n",
       "      <td>0.869142</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>1.085913</td>\n",
       "      <td>0.735411</td>\n",
       "      <td>1.134052</td>\n",
       "      <td>1.009611</td>\n",
       "      <td>1.371304</td>\n",
       "      <td>1.200223</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "algorithm            bfs      cdlp       lcc  pagerank      sssp       wcc  \\\n",
       "graph                                                                        \n",
       "com-friendster  1.159113  1.282131  0.990628  0.980019  0.824966  1.598604   \n",
       "dota-league     1.067400  0.945277  0.928568  1.340745  1.651161  1.247148   \n",
       "graph500-22     1.136990  0.455957  0.705525  0.849108  1.118013  0.769330   \n",
       "graph500-24     1.057167  1.116407  0.716198  0.664393  0.977228  0.620624   \n",
       "graph500-26     1.069801  0.848915  0.647426  0.699060  1.099200  0.608095   \n",
       "uniform-24      1.029730  1.749826  1.154383  1.010667  1.498097  0.869142   \n",
       "uniform-26      1.085913  0.735411  1.134052  1.009611  1.371304  1.200223   \n",
       "\n",
       "algorithm       lcc_std  \n",
       "graph                    \n",
       "com-friendster      1.0  \n",
       "dota-league         1.0  \n",
       "graph500-22         1.0  \n",
       "graph500-24         1.0  \n",
       "graph500-26         NaN  \n",
       "uniform-24          1.0  \n",
       "uniform-26          1.0  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "compare = mb_csr / csr_numa\n",
    "compare\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Other systems"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "stinger = pd.concat( [\n",
    "    data.loc[(\"stinger7-ref\", \"gcc\")].droplevel([1, 2, 3])\n",
    "], names=[\"library\"], keys=[\"stinger\"])\n",
    "llama = pd.concat( [\n",
    "    data.loc[(\"llama8-ref\", \"gcc\", slice(None), \"00:00:10\", 0, 16)].droplevel([0, 1, 3, 4, 5]) # dynamic scheduling in OpenMP\n",
    "], names=[\"library\"], keys=[\"llama\"] )\n",
    "graphone = pd.concat( [\n",
    "   data.loc[(\"g1_v6-ref-ignore-build\", \"gcc\", slice(None), slice(None), 0, 20)].droplevel([0, 1, 3, 4, 5])\n",
    "], names=[\"library\"], keys=[\"graphone\"] )\n",
    "livegraph = pd.concat( [\n",
    "    data.loc[(\"livegraph3_ro\", \"gcc\", slice(None), slice(None), slice(None), 20)].droplevel([0, 1, 3, 4, 5])\n",
    "], names=[\"library\"], keys=[\"livegraph\"] )\n",
    "competitors = pd.concat([stinger,llama,graphone, livegraph])\n",
    "#competitors = pd.concat([stinger]).rename(columns = {\"lcc\": \"lcc_std\"})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Teseo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "teseo_lcc = data.loc[(\"teseo-lcc.12\", \"gcc\")].droplevel([1,2,3])\n",
    "teseo_dv_lcc = data.loc[(\"teseo-lcc-dv.12b\", \"gcc\")].droplevel([1,2,3])\n",
    "teseo_lcc[\"lcc_std\"] = np.NaN\n",
    "teseo_dv_lcc[\"lcc_std\"] = np.NaN\n",
    "\n",
    "#teseo_std = data.loc[(\"teseo.12\", \"gcc\")].droplevel([1,2,3]).rename(columns={\"lcc\": \"lcc_std\"})\n",
    "#teseo_std_dv = data.loc[(\"teseo-dv.12b\", \"gcc\")].droplevel([1,2,3]).rename(columns={\"lcc\": \"lcc_std\"})\n",
    "teseo_logical = pd.concat([ pd.concat([teseo_lcc], axis=1 ) ], names=[\"library\"], keys=[\"teseo_logical\"])\n",
    "teseo_real = pd.concat([ pd.concat([teseo_dv_lcc], axis=1 ) ], names=[\"library\"], keys=[\"teseo_real\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sortledton"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "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>algorithm</th>\n",
       "      <th>bfs</th>\n",
       "      <th>cdlp</th>\n",
       "      <th>lcc</th>\n",
       "      <th>pagerank</th>\n",
       "      <th>sssp</th>\n",
       "      <th>wcc</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>library</th>\n",
       "      <th>graph</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">sortledton</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>5.053727</td>\n",
       "      <td>260.627118</td>\n",
       "      <td>63.085961</td>\n",
       "      <td>34.759500</td>\n",
       "      <td>49.860027</td>\n",
       "      <td>17.143457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.001022</td>\n",
       "      <td>1.170734</td>\n",
       "      <td>49.754592</td>\n",
       "      <td>0.127522</td>\n",
       "      <td>0.277204</td>\n",
       "      <td>0.027643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>0.044506</td>\n",
       "      <td>7.326248</td>\n",
       "      <td>8.387854</td>\n",
       "      <td>0.447248</td>\n",
       "      <td>0.824945</td>\n",
       "      <td>0.137254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.161151</td>\n",
       "      <td>22.552226</td>\n",
       "      <td>47.786827</td>\n",
       "      <td>2.238029</td>\n",
       "      <td>3.828428</td>\n",
       "      <td>0.629947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>0.598947</td>\n",
       "      <td>149.688249</td>\n",
       "      <td>276.867575</td>\n",
       "      <td>11.900861</td>\n",
       "      <td>24.281894</td>\n",
       "      <td>3.098358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.171751</td>\n",
       "      <td>43.936870</td>\n",
       "      <td>3.748761</td>\n",
       "      <td>4.021060</td>\n",
       "      <td>8.303376</td>\n",
       "      <td>1.061033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>0.633141</td>\n",
       "      <td>173.083578</td>\n",
       "      <td>15.913968</td>\n",
       "      <td>20.835272</td>\n",
       "      <td>43.973580</td>\n",
       "      <td>5.534944</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "algorithm                       bfs        cdlp         lcc   pagerank  \\\n",
       "library    graph                                                         \n",
       "sortledton com-friendster  5.053727  260.627118   63.085961  34.759500   \n",
       "           dota-league     0.001022    1.170734   49.754592   0.127522   \n",
       "           graph500-22     0.044506    7.326248    8.387854   0.447248   \n",
       "           graph500-24     0.161151   22.552226   47.786827   2.238029   \n",
       "           graph500-26     0.598947  149.688249  276.867575  11.900861   \n",
       "           uniform-24      0.171751   43.936870    3.748761   4.021060   \n",
       "           uniform-26      0.633141  173.083578   15.913968  20.835272   \n",
       "\n",
       "algorithm                       sssp        wcc  \n",
       "library    graph                                 \n",
       "sortledton com-friendster  49.860027  17.143457  \n",
       "           dota-league      0.277204   0.027643  \n",
       "           graph500-22      0.824945   0.137254  \n",
       "           graph500-24      3.828428   0.629947  \n",
       "           graph500-26     24.281894   3.098358  \n",
       "           uniform-24       8.303376   1.061033  \n",
       "           uniform-26      43.973580   5.534944  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sortledton3 = data.loc[(\"sortledton.3\", \"gcc\")].droplevel([1,2,3])\n",
    "sortledton2 = data.loc[(\"sortledton.2\", \"gcc\")].droplevel([1,2,3])\n",
    "sortledton1 = data.loc[(\"sortledton.1\", \"gcc\")].droplevel([1,2,3])\n",
    "\n",
    "sortledton = pd.concat([ pd.concat([sortledton3], axis=1 ) ], names=[\"library\"], keys=[\"sortledton\"])\n",
    "sortledton"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "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>algorithm</th>\n",
       "      <th>bfs</th>\n",
       "      <th>cdlp</th>\n",
       "      <th>lcc</th>\n",
       "      <th>pagerank</th>\n",
       "      <th>sssp</th>\n",
       "      <th>wcc</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>com-friendster</th>\n",
       "      <td>5.053727</td>\n",
       "      <td>260.627118</td>\n",
       "      <td>63.085961</td>\n",
       "      <td>34.759500</td>\n",
       "      <td>49.860027</td>\n",
       "      <td>17.143457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.001022</td>\n",
       "      <td>1.170734</td>\n",
       "      <td>49.754592</td>\n",
       "      <td>0.127522</td>\n",
       "      <td>0.277204</td>\n",
       "      <td>0.027643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>0.044506</td>\n",
       "      <td>7.326248</td>\n",
       "      <td>8.387854</td>\n",
       "      <td>0.447248</td>\n",
       "      <td>0.824945</td>\n",
       "      <td>0.137254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.161151</td>\n",
       "      <td>22.552226</td>\n",
       "      <td>47.786827</td>\n",
       "      <td>2.238029</td>\n",
       "      <td>3.828428</td>\n",
       "      <td>0.629947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>0.598947</td>\n",
       "      <td>149.688249</td>\n",
       "      <td>276.867575</td>\n",
       "      <td>11.900861</td>\n",
       "      <td>24.281894</td>\n",
       "      <td>3.098358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.171751</td>\n",
       "      <td>43.936870</td>\n",
       "      <td>3.748761</td>\n",
       "      <td>4.021060</td>\n",
       "      <td>8.303376</td>\n",
       "      <td>1.061033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>0.633141</td>\n",
       "      <td>173.083578</td>\n",
       "      <td>15.913968</td>\n",
       "      <td>20.835272</td>\n",
       "      <td>43.973580</td>\n",
       "      <td>5.534944</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "algorithm            bfs        cdlp         lcc   pagerank       sssp  \\\n",
       "graph                                                                    \n",
       "com-friendster  5.053727  260.627118   63.085961  34.759500  49.860027   \n",
       "dota-league     0.001022    1.170734   49.754592   0.127522   0.277204   \n",
       "graph500-22     0.044506    7.326248    8.387854   0.447248   0.824945   \n",
       "graph500-24     0.161151   22.552226   47.786827   2.238029   3.828428   \n",
       "graph500-26     0.598947  149.688249  276.867575  11.900861  24.281894   \n",
       "uniform-24      0.171751   43.936870    3.748761   4.021060   8.303376   \n",
       "uniform-26      0.633141  173.083578   15.913968  20.835272  43.973580   \n",
       "\n",
       "algorithm             wcc  \n",
       "graph                      \n",
       "com-friendster  17.143457  \n",
       "dota-league      0.027643  \n",
       "graph500-22      0.137254  \n",
       "graph500-24      0.629947  \n",
       "graph500-26      3.098358  \n",
       "uniform-24       1.061033  \n",
       "uniform-26       5.534944  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sortledton3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "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>algorithm</th>\n",
       "      <th>bfs</th>\n",
       "      <th>cdlp</th>\n",
       "      <th>lcc</th>\n",
       "      <th>pagerank</th>\n",
       "      <th>sssp</th>\n",
       "      <th>wcc</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>com-friendster</th>\n",
       "      <td>3.235775</td>\n",
       "      <td>321.215246</td>\n",
       "      <td>134.895574</td>\n",
       "      <td>34.986696</td>\n",
       "      <td>69.481733</td>\n",
       "      <td>17.536508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.003482</td>\n",
       "      <td>1.240770</td>\n",
       "      <td>452.727168</td>\n",
       "      <td>0.128084</td>\n",
       "      <td>0.438770</td>\n",
       "      <td>0.027536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>0.104128</td>\n",
       "      <td>5.123496</td>\n",
       "      <td>45.341988</td>\n",
       "      <td>0.444678</td>\n",
       "      <td>1.442452</td>\n",
       "      <td>0.137924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.411168</td>\n",
       "      <td>32.897589</td>\n",
       "      <td>223.036627</td>\n",
       "      <td>2.253371</td>\n",
       "      <td>6.687490</td>\n",
       "      <td>0.642449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>1.518767</td>\n",
       "      <td>146.673093</td>\n",
       "      <td>1257.411068</td>\n",
       "      <td>11.865370</td>\n",
       "      <td>39.225274</td>\n",
       "      <td>3.105267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.423987</td>\n",
       "      <td>41.752513</td>\n",
       "      <td>5.013913</td>\n",
       "      <td>4.055012</td>\n",
       "      <td>11.751173</td>\n",
       "      <td>1.058800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>1.546263</td>\n",
       "      <td>148.820877</td>\n",
       "      <td>22.097930</td>\n",
       "      <td>20.850237</td>\n",
       "      <td>57.944908</td>\n",
       "      <td>8.048062</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "algorithm            bfs        cdlp          lcc   pagerank       sssp  \\\n",
       "graph                                                                     \n",
       "com-friendster  3.235775  321.215246   134.895574  34.986696  69.481733   \n",
       "dota-league     0.003482    1.240770   452.727168   0.128084   0.438770   \n",
       "graph500-22     0.104128    5.123496    45.341988   0.444678   1.442452   \n",
       "graph500-24     0.411168   32.897589   223.036627   2.253371   6.687490   \n",
       "graph500-26     1.518767  146.673093  1257.411068  11.865370  39.225274   \n",
       "uniform-24      0.423987   41.752513     5.013913   4.055012  11.751173   \n",
       "uniform-26      1.546263  148.820877    22.097930  20.850237  57.944908   \n",
       "\n",
       "algorithm             wcc  \n",
       "graph                      \n",
       "com-friendster  17.536508  \n",
       "dota-league      0.027536  \n",
       "graph500-22      0.137924  \n",
       "graph500-24      0.642449  \n",
       "graph500-26      3.105267  \n",
       "uniform-24       1.058800  \n",
       "uniform-26       8.048062  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sortledton1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I verified that this data is not signficantly different from Sortledton.0\n",
    "\n",
    "Sortledton.2 vs Sortledton.1\n",
    "\n",
    "LCC is now much faster, mostly due to the use of shared locks. SSSP is a good bit faster due to the use of blocked iterators.\n",
    "Pagerank and CDLP show little difference. \n",
    "BFS shows little difference, although I tried the same optimizations which put it at one level with a CSR in the microbenchmarks.\n",
    "\n",
    "I investigate the issue. First, I removed locking from the computation. This did not change anything. I also moved BFS to run after PageRank. No change."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "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>algorithm</th>\n",
       "      <th>bfs</th>\n",
       "      <th>cdlp</th>\n",
       "      <th>lcc_std</th>\n",
       "      <th>lcc</th>\n",
       "      <th>pagerank</th>\n",
       "      <th>sssp</th>\n",
       "      <th>wcc</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>library</th>\n",
       "      <th>graph</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">csr</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>0.987290</td>\n",
       "      <td>296.952842</td>\n",
       "      <td>835.651810</td>\n",
       "      <td>67.071760</td>\n",
       "      <td>31.766556</td>\n",
       "      <td>53.552172</td>\n",
       "      <td>10.134346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.000832</td>\n",
       "      <td>1.130815</td>\n",
       "      <td>363.353080</td>\n",
       "      <td>54.222333</td>\n",
       "      <td>0.146841</td>\n",
       "      <td>0.428904</td>\n",
       "      <td>0.030136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>0.034255</td>\n",
       "      <td>8.039117</td>\n",
       "      <td>306.267269</td>\n",
       "      <td>12.347005</td>\n",
       "      <td>0.409781</td>\n",
       "      <td>0.901464</td>\n",
       "      <td>0.153195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.136920</td>\n",
       "      <td>32.441325</td>\n",
       "      <td>2236.280409</td>\n",
       "      <td>80.472171</td>\n",
       "      <td>2.710109</td>\n",
       "      <td>5.557368</td>\n",
       "      <td>0.923030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>0.501221</td>\n",
       "      <td>104.740893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>569.605217</td>\n",
       "      <td>15.323130</td>\n",
       "      <td>32.456623</td>\n",
       "      <td>4.929197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.145892</td>\n",
       "      <td>24.325043</td>\n",
       "      <td>21.949081</td>\n",
       "      <td>2.925042</td>\n",
       "      <td>3.424995</td>\n",
       "      <td>7.171131</td>\n",
       "      <td>1.172135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>0.566363</td>\n",
       "      <td>98.890649</td>\n",
       "      <td>92.364151</td>\n",
       "      <td>13.866267</td>\n",
       "      <td>18.633433</td>\n",
       "      <td>37.459210</td>\n",
       "      <td>6.191338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">csr_numa</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>0.970899</td>\n",
       "      <td>177.237292</td>\n",
       "      <td>835.651810</td>\n",
       "      <td>60.032766</td>\n",
       "      <td>31.227518</td>\n",
       "      <td>59.441738</td>\n",
       "      <td>10.068403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.000727</td>\n",
       "      <td>1.171629</td>\n",
       "      <td>363.353080</td>\n",
       "      <td>53.648330</td>\n",
       "      <td>0.105036</td>\n",
       "      <td>0.245215</td>\n",
       "      <td>0.023842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>0.033258</td>\n",
       "      <td>8.122214</td>\n",
       "      <td>306.267269</td>\n",
       "      <td>11.931342</td>\n",
       "      <td>0.397270</td>\n",
       "      <td>0.739230</td>\n",
       "      <td>0.154064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.131544</td>\n",
       "      <td>14.926092</td>\n",
       "      <td>2236.280409</td>\n",
       "      <td>72.086112</td>\n",
       "      <td>2.688269</td>\n",
       "      <td>4.827259</td>\n",
       "      <td>0.929016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>0.480766</td>\n",
       "      <td>140.942144</td>\n",
       "      <td>NaN</td>\n",
       "      <td>478.273912</td>\n",
       "      <td>15.201051</td>\n",
       "      <td>26.432848</td>\n",
       "      <td>4.943431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.148202</td>\n",
       "      <td>23.132612</td>\n",
       "      <td>21.949081</td>\n",
       "      <td>2.816906</td>\n",
       "      <td>3.309615</td>\n",
       "      <td>6.443192</td>\n",
       "      <td>1.164549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>0.518993</td>\n",
       "      <td>180.167332</td>\n",
       "      <td>92.364151</td>\n",
       "      <td>13.111546</td>\n",
       "      <td>18.350899</td>\n",
       "      <td>34.104711</td>\n",
       "      <td>6.210624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">mb_csr</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>1.125382</td>\n",
       "      <td>227.241485</td>\n",
       "      <td>835.651810</td>\n",
       "      <td>59.470150</td>\n",
       "      <td>30.603569</td>\n",
       "      <td>49.037404</td>\n",
       "      <td>16.095385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.000776</td>\n",
       "      <td>1.107514</td>\n",
       "      <td>363.353080</td>\n",
       "      <td>49.816105</td>\n",
       "      <td>0.140827</td>\n",
       "      <td>0.404890</td>\n",
       "      <td>0.029735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>0.037814</td>\n",
       "      <td>3.703384</td>\n",
       "      <td>306.267269</td>\n",
       "      <td>8.417857</td>\n",
       "      <td>0.337325</td>\n",
       "      <td>0.826469</td>\n",
       "      <td>0.118526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.139064</td>\n",
       "      <td>16.663601</td>\n",
       "      <td>2236.280409</td>\n",
       "      <td>51.627964</td>\n",
       "      <td>1.786068</td>\n",
       "      <td>4.717334</td>\n",
       "      <td>0.576570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>0.514324</td>\n",
       "      <td>119.647970</td>\n",
       "      <td>NaN</td>\n",
       "      <td>309.646945</td>\n",
       "      <td>10.626454</td>\n",
       "      <td>29.054993</td>\n",
       "      <td>3.006076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.152608</td>\n",
       "      <td>40.478046</td>\n",
       "      <td>21.949081</td>\n",
       "      <td>3.251787</td>\n",
       "      <td>3.344918</td>\n",
       "      <td>9.652527</td>\n",
       "      <td>1.012159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>0.563581</td>\n",
       "      <td>132.497073</td>\n",
       "      <td>92.364151</td>\n",
       "      <td>14.869173</td>\n",
       "      <td>18.527266</td>\n",
       "      <td>46.767923</td>\n",
       "      <td>7.454135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">min_csr</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>0.970899</td>\n",
       "      <td>177.237292</td>\n",
       "      <td>835.651810</td>\n",
       "      <td>59.470150</td>\n",
       "      <td>30.603569</td>\n",
       "      <td>49.037404</td>\n",
       "      <td>10.068403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.000727</td>\n",
       "      <td>1.107514</td>\n",
       "      <td>363.353080</td>\n",
       "      <td>49.816105</td>\n",
       "      <td>0.105036</td>\n",
       "      <td>0.245215</td>\n",
       "      <td>0.023842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>0.033258</td>\n",
       "      <td>3.703384</td>\n",
       "      <td>306.267269</td>\n",
       "      <td>8.417857</td>\n",
       "      <td>0.337325</td>\n",
       "      <td>0.739230</td>\n",
       "      <td>0.118526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.131544</td>\n",
       "      <td>14.926092</td>\n",
       "      <td>2236.280409</td>\n",
       "      <td>51.627964</td>\n",
       "      <td>1.786068</td>\n",
       "      <td>4.717334</td>\n",
       "      <td>0.576570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>0.480766</td>\n",
       "      <td>119.647970</td>\n",
       "      <td>NaN</td>\n",
       "      <td>309.646945</td>\n",
       "      <td>10.626454</td>\n",
       "      <td>26.432848</td>\n",
       "      <td>3.006076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.148202</td>\n",
       "      <td>23.132612</td>\n",
       "      <td>21.949081</td>\n",
       "      <td>2.816906</td>\n",
       "      <td>3.309615</td>\n",
       "      <td>6.443192</td>\n",
       "      <td>1.012159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>0.518993</td>\n",
       "      <td>132.497073</td>\n",
       "      <td>92.364151</td>\n",
       "      <td>13.111546</td>\n",
       "      <td>18.350899</td>\n",
       "      <td>34.104711</td>\n",
       "      <td>6.210624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">stinger</th>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.121506</td>\n",
       "      <td>1.538311</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1029.737622</td>\n",
       "      <td>0.849597</td>\n",
       "      <td>1.076187</td>\n",
       "      <td>0.182259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>0.138942</td>\n",
       "      <td>4.151513</td>\n",
       "      <td>NaN</td>\n",
       "      <td>896.330526</td>\n",
       "      <td>1.415605</td>\n",
       "      <td>2.004826</td>\n",
       "      <td>0.655496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.509728</td>\n",
       "      <td>19.405766</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.750182</td>\n",
       "      <td>9.528691</td>\n",
       "      <td>2.815429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.282872</td>\n",
       "      <td>25.052541</td>\n",
       "      <td>NaN</td>\n",
       "      <td>52.990104</td>\n",
       "      <td>8.581540</td>\n",
       "      <td>13.105210</td>\n",
       "      <td>2.433919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">llama</th>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.002966</td>\n",
       "      <td>2.401328</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.144010</td>\n",
       "      <td>1.649414</td>\n",
       "      <td>0.035468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>0.044881</td>\n",
       "      <td>8.249646</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.433066</td>\n",
       "      <td>3.452668</td>\n",
       "      <td>0.143550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.165804</td>\n",
       "      <td>30.885655</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.275807</td>\n",
       "      <td>25.491201</td>\n",
       "      <td>0.839498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.212838</td>\n",
       "      <td>63.223419</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.538110</td>\n",
       "      <td>69.503388</td>\n",
       "      <td>1.725500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graphone</th>\n",
       "      <th>dota-league</th>\n",
       "      <td>3.315888</td>\n",
       "      <td>4.690717</td>\n",
       "      <td>NaN</td>\n",
       "      <td>556.099816</td>\n",
       "      <td>3.743046</td>\n",
       "      <td>3.946425</td>\n",
       "      <td>6.239842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>3.372719</td>\n",
       "      <td>9.974392</td>\n",
       "      <td>NaN</td>\n",
       "      <td>484.695291</td>\n",
       "      <td>4.325693</td>\n",
       "      <td>5.323083</td>\n",
       "      <td>13.924942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>3.666789</td>\n",
       "      <td>31.449167</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.110301</td>\n",
       "      <td>15.668837</td>\n",
       "      <td>64.645621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>5.189803</td>\n",
       "      <td>135.322500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.641130</td>\n",
       "      <td>72.754567</td>\n",
       "      <td>352.482678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>3.728817</td>\n",
       "      <td>47.025972</td>\n",
       "      <td>NaN</td>\n",
       "      <td>72.123853</td>\n",
       "      <td>11.348139</td>\n",
       "      <td>21.650063</td>\n",
       "      <td>90.251136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>5.263770</td>\n",
       "      <td>186.268955</td>\n",
       "      <td>NaN</td>\n",
       "      <td>338.458564</td>\n",
       "      <td>40.076869</td>\n",
       "      <td>90.544796</td>\n",
       "      <td>539.230175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">livegraph</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>8.524041</td>\n",
       "      <td>290.855899</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1428.454927</td>\n",
       "      <td>73.268094</td>\n",
       "      <td>109.375252</td>\n",
       "      <td>30.448113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.057192</td>\n",
       "      <td>1.395516</td>\n",
       "      <td>NaN</td>\n",
       "      <td>573.513740</td>\n",
       "      <td>0.476036</td>\n",
       "      <td>0.824219</td>\n",
       "      <td>0.090900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>0.519948</td>\n",
       "      <td>6.935005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>493.041368</td>\n",
       "      <td>1.474466</td>\n",
       "      <td>1.952101</td>\n",
       "      <td>0.390946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>2.150392</td>\n",
       "      <td>27.848318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.009486</td>\n",
       "      <td>8.998111</td>\n",
       "      <td>1.671248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>8.921137</td>\n",
       "      <td>115.255477</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>34.549801</td>\n",
       "      <td>57.409542</td>\n",
       "      <td>7.407230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.804347</td>\n",
       "      <td>42.654666</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38.357464</td>\n",
       "      <td>9.205213</td>\n",
       "      <td>18.121702</td>\n",
       "      <td>2.309004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>3.155160</td>\n",
       "      <td>174.584802</td>\n",
       "      <td>NaN</td>\n",
       "      <td>166.254569</td>\n",
       "      <td>42.051069</td>\n",
       "      <td>90.646664</td>\n",
       "      <td>10.087313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">teseo_logical</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>1.436367</td>\n",
       "      <td>413.893893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>414.215798</td>\n",
       "      <td>80.941592</td>\n",
       "      <td>122.339864</td>\n",
       "      <td>47.880822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.010583</td>\n",
       "      <td>1.629937</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88.541439</td>\n",
       "      <td>0.353308</td>\n",
       "      <td>0.720724</td>\n",
       "      <td>0.083933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>0.051867</td>\n",
       "      <td>4.900572</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40.954976</td>\n",
       "      <td>1.313295</td>\n",
       "      <td>2.708697</td>\n",
       "      <td>0.489557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.177329</td>\n",
       "      <td>26.544547</td>\n",
       "      <td>NaN</td>\n",
       "      <td>418.622928</td>\n",
       "      <td>8.371603</td>\n",
       "      <td>14.424026</td>\n",
       "      <td>3.991096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>0.578424</td>\n",
       "      <td>129.991087</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40.886425</td>\n",
       "      <td>84.653865</td>\n",
       "      <td>18.733884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.141978</td>\n",
       "      <td>40.872463</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.888284</td>\n",
       "      <td>10.725797</td>\n",
       "      <td>21.805139</td>\n",
       "      <td>2.741380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>0.534995</td>\n",
       "      <td>185.567835</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64.927984</td>\n",
       "      <td>47.252303</td>\n",
       "      <td>99.477393</td>\n",
       "      <td>17.321635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">teseo_real</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>0.988311</td>\n",
       "      <td>187.935188</td>\n",
       "      <td>NaN</td>\n",
       "      <td>119.260646</td>\n",
       "      <td>34.842155</td>\n",
       "      <td>81.968951</td>\n",
       "      <td>7.984816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.009959</td>\n",
       "      <td>1.087152</td>\n",
       "      <td>NaN</td>\n",
       "      <td>76.705534</td>\n",
       "      <td>0.208064</td>\n",
       "      <td>0.382267</td>\n",
       "      <td>0.036228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>0.059112</td>\n",
       "      <td>3.383846</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38.659923</td>\n",
       "      <td>0.487648</td>\n",
       "      <td>1.296936</td>\n",
       "      <td>0.136692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.206834</td>\n",
       "      <td>14.897941</td>\n",
       "      <td>NaN</td>\n",
       "      <td>152.408627</td>\n",
       "      <td>2.366195</td>\n",
       "      <td>5.669479</td>\n",
       "      <td>0.879131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>0.407783</td>\n",
       "      <td>63.237567</td>\n",
       "      <td>NaN</td>\n",
       "      <td>964.866470</td>\n",
       "      <td>12.517220</td>\n",
       "      <td>32.854498</td>\n",
       "      <td>2.952450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.105795</td>\n",
       "      <td>24.430511</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.379244</td>\n",
       "      <td>4.578971</td>\n",
       "      <td>12.117560</td>\n",
       "      <td>1.076128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>0.407369</td>\n",
       "      <td>115.792702</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.582826</td>\n",
       "      <td>22.844418</td>\n",
       "      <td>61.633499</td>\n",
       "      <td>5.057713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">sortledton</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>5.053727</td>\n",
       "      <td>260.627118</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63.085961</td>\n",
       "      <td>34.759500</td>\n",
       "      <td>49.860027</td>\n",
       "      <td>17.143457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.001022</td>\n",
       "      <td>1.170734</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.754592</td>\n",
       "      <td>0.127522</td>\n",
       "      <td>0.277204</td>\n",
       "      <td>0.027643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>0.044506</td>\n",
       "      <td>7.326248</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.387854</td>\n",
       "      <td>0.447248</td>\n",
       "      <td>0.824945</td>\n",
       "      <td>0.137254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.161151</td>\n",
       "      <td>22.552226</td>\n",
       "      <td>NaN</td>\n",
       "      <td>47.786827</td>\n",
       "      <td>2.238029</td>\n",
       "      <td>3.828428</td>\n",
       "      <td>0.629947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>0.598947</td>\n",
       "      <td>149.688249</td>\n",
       "      <td>NaN</td>\n",
       "      <td>276.867575</td>\n",
       "      <td>11.900861</td>\n",
       "      <td>24.281894</td>\n",
       "      <td>3.098358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.171751</td>\n",
       "      <td>43.936870</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.748761</td>\n",
       "      <td>4.021060</td>\n",
       "      <td>8.303376</td>\n",
       "      <td>1.061033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>0.633141</td>\n",
       "      <td>173.083578</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.913968</td>\n",
       "      <td>20.835272</td>\n",
       "      <td>43.973580</td>\n",
       "      <td>5.534944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">best_excl_csr</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>0.988311</td>\n",
       "      <td>187.935188</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63.085961</td>\n",
       "      <td>34.759500</td>\n",
       "      <td>49.860027</td>\n",
       "      <td>7.984816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.001022</td>\n",
       "      <td>1.087152</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.754592</td>\n",
       "      <td>0.127522</td>\n",
       "      <td>0.277204</td>\n",
       "      <td>0.027643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>0.044506</td>\n",
       "      <td>3.383846</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.387854</td>\n",
       "      <td>0.433066</td>\n",
       "      <td>0.824945</td>\n",
       "      <td>0.136692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.161151</td>\n",
       "      <td>14.897941</td>\n",
       "      <td>NaN</td>\n",
       "      <td>47.786827</td>\n",
       "      <td>2.238029</td>\n",
       "      <td>3.828428</td>\n",
       "      <td>0.629947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>0.407783</td>\n",
       "      <td>63.237567</td>\n",
       "      <td>NaN</td>\n",
       "      <td>276.867575</td>\n",
       "      <td>11.900861</td>\n",
       "      <td>24.281894</td>\n",
       "      <td>2.952450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.105795</td>\n",
       "      <td>24.430511</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.748761</td>\n",
       "      <td>4.021060</td>\n",
       "      <td>8.303376</td>\n",
       "      <td>1.061033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>0.407369</td>\n",
       "      <td>115.792702</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.913968</td>\n",
       "      <td>20.835272</td>\n",
       "      <td>43.973580</td>\n",
       "      <td>5.057713</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "algorithm                          bfs        cdlp      lcc_std          lcc  \\\n",
       "library       graph                                                            \n",
       "csr           com-friendster  0.987290  296.952842   835.651810    67.071760   \n",
       "              dota-league     0.000832    1.130815   363.353080    54.222333   \n",
       "              graph500-22     0.034255    8.039117   306.267269    12.347005   \n",
       "              graph500-24     0.136920   32.441325  2236.280409    80.472171   \n",
       "              graph500-26     0.501221  104.740893          NaN   569.605217   \n",
       "              uniform-24      0.145892   24.325043    21.949081     2.925042   \n",
       "              uniform-26      0.566363   98.890649    92.364151    13.866267   \n",
       "csr_numa      com-friendster  0.970899  177.237292   835.651810    60.032766   \n",
       "              dota-league     0.000727    1.171629   363.353080    53.648330   \n",
       "              graph500-22     0.033258    8.122214   306.267269    11.931342   \n",
       "              graph500-24     0.131544   14.926092  2236.280409    72.086112   \n",
       "              graph500-26     0.480766  140.942144          NaN   478.273912   \n",
       "              uniform-24      0.148202   23.132612    21.949081     2.816906   \n",
       "              uniform-26      0.518993  180.167332    92.364151    13.111546   \n",
       "mb_csr        com-friendster  1.125382  227.241485   835.651810    59.470150   \n",
       "              dota-league     0.000776    1.107514   363.353080    49.816105   \n",
       "              graph500-22     0.037814    3.703384   306.267269     8.417857   \n",
       "              graph500-24     0.139064   16.663601  2236.280409    51.627964   \n",
       "              graph500-26     0.514324  119.647970          NaN   309.646945   \n",
       "              uniform-24      0.152608   40.478046    21.949081     3.251787   \n",
       "              uniform-26      0.563581  132.497073    92.364151    14.869173   \n",
       "min_csr       com-friendster  0.970899  177.237292   835.651810    59.470150   \n",
       "              dota-league     0.000727    1.107514   363.353080    49.816105   \n",
       "              graph500-22     0.033258    3.703384   306.267269     8.417857   \n",
       "              graph500-24     0.131544   14.926092  2236.280409    51.627964   \n",
       "              graph500-26     0.480766  119.647970          NaN   309.646945   \n",
       "              uniform-24      0.148202   23.132612    21.949081     2.816906   \n",
       "              uniform-26      0.518993  132.497073    92.364151    13.111546   \n",
       "stinger       dota-league     0.121506    1.538311          NaN  1029.737622   \n",
       "              graph500-22     0.138942    4.151513          NaN   896.330526   \n",
       "              graph500-24     0.509728   19.405766          NaN          NaN   \n",
       "              uniform-24      0.282872   25.052541          NaN    52.990104   \n",
       "llama         dota-league     0.002966    2.401328          NaN          NaN   \n",
       "              graph500-22     0.044881    8.249646          NaN          NaN   \n",
       "              graph500-24     0.165804   30.885655          NaN          NaN   \n",
       "              uniform-24      0.212838   63.223419          NaN          NaN   \n",
       "graphone      dota-league     3.315888    4.690717          NaN   556.099816   \n",
       "              graph500-22     3.372719    9.974392          NaN   484.695291   \n",
       "              graph500-24     3.666789   31.449167          NaN          NaN   \n",
       "              graph500-26     5.189803  135.322500          NaN          NaN   \n",
       "              uniform-24      3.728817   47.025972          NaN    72.123853   \n",
       "              uniform-26      5.263770  186.268955          NaN   338.458564   \n",
       "livegraph     com-friendster  8.524041  290.855899          NaN  1428.454927   \n",
       "              dota-league     0.057192    1.395516          NaN   573.513740   \n",
       "              graph500-22     0.519948    6.935005          NaN   493.041368   \n",
       "              graph500-24     2.150392   27.848318          NaN          NaN   \n",
       "              graph500-26     8.921137  115.255477          NaN          NaN   \n",
       "              uniform-24      0.804347   42.654666          NaN    38.357464   \n",
       "              uniform-26      3.155160  174.584802          NaN   166.254569   \n",
       "teseo_logical com-friendster  1.436367  413.893893          NaN   414.215798   \n",
       "              dota-league     0.010583    1.629937          NaN    88.541439   \n",
       "              graph500-22     0.051867    4.900572          NaN    40.954976   \n",
       "              graph500-24     0.177329   26.544547          NaN   418.622928   \n",
       "              graph500-26     0.578424  129.991087          NaN          NaN   \n",
       "              uniform-24      0.141978   40.872463          NaN    12.888284   \n",
       "              uniform-26      0.534995  185.567835          NaN    64.927984   \n",
       "teseo_real    com-friendster  0.988311  187.935188          NaN   119.260646   \n",
       "              dota-league     0.009959    1.087152          NaN    76.705534   \n",
       "              graph500-22     0.059112    3.383846          NaN    38.659923   \n",
       "              graph500-24     0.206834   14.897941          NaN   152.408627   \n",
       "              graph500-26     0.407783   63.237567          NaN   964.866470   \n",
       "              uniform-24      0.105795   24.430511          NaN     6.379244   \n",
       "              uniform-26      0.407369  115.792702          NaN    28.582826   \n",
       "sortledton    com-friendster  5.053727  260.627118          NaN    63.085961   \n",
       "              dota-league     0.001022    1.170734          NaN    49.754592   \n",
       "              graph500-22     0.044506    7.326248          NaN     8.387854   \n",
       "              graph500-24     0.161151   22.552226          NaN    47.786827   \n",
       "              graph500-26     0.598947  149.688249          NaN   276.867575   \n",
       "              uniform-24      0.171751   43.936870          NaN     3.748761   \n",
       "              uniform-26      0.633141  173.083578          NaN    15.913968   \n",
       "best_excl_csr com-friendster  0.988311  187.935188          NaN    63.085961   \n",
       "              dota-league     0.001022    1.087152          NaN    49.754592   \n",
       "              graph500-22     0.044506    3.383846          NaN     8.387854   \n",
       "              graph500-24     0.161151   14.897941          NaN    47.786827   \n",
       "              graph500-26     0.407783   63.237567          NaN   276.867575   \n",
       "              uniform-24      0.105795   24.430511          NaN     3.748761   \n",
       "              uniform-26      0.407369  115.792702          NaN    15.913968   \n",
       "\n",
       "algorithm                      pagerank        sssp         wcc  \n",
       "library       graph                                              \n",
       "csr           com-friendster  31.766556   53.552172   10.134346  \n",
       "              dota-league      0.146841    0.428904    0.030136  \n",
       "              graph500-22      0.409781    0.901464    0.153195  \n",
       "              graph500-24      2.710109    5.557368    0.923030  \n",
       "              graph500-26     15.323130   32.456623    4.929197  \n",
       "              uniform-24       3.424995    7.171131    1.172135  \n",
       "              uniform-26      18.633433   37.459210    6.191338  \n",
       "csr_numa      com-friendster  31.227518   59.441738   10.068403  \n",
       "              dota-league      0.105036    0.245215    0.023842  \n",
       "              graph500-22      0.397270    0.739230    0.154064  \n",
       "              graph500-24      2.688269    4.827259    0.929016  \n",
       "              graph500-26     15.201051   26.432848    4.943431  \n",
       "              uniform-24       3.309615    6.443192    1.164549  \n",
       "              uniform-26      18.350899   34.104711    6.210624  \n",
       "mb_csr        com-friendster  30.603569   49.037404   16.095385  \n",
       "              dota-league      0.140827    0.404890    0.029735  \n",
       "              graph500-22      0.337325    0.826469    0.118526  \n",
       "              graph500-24      1.786068    4.717334    0.576570  \n",
       "              graph500-26     10.626454   29.054993    3.006076  \n",
       "              uniform-24       3.344918    9.652527    1.012159  \n",
       "              uniform-26      18.527266   46.767923    7.454135  \n",
       "min_csr       com-friendster  30.603569   49.037404   10.068403  \n",
       "              dota-league      0.105036    0.245215    0.023842  \n",
       "              graph500-22      0.337325    0.739230    0.118526  \n",
       "              graph500-24      1.786068    4.717334    0.576570  \n",
       "              graph500-26     10.626454   26.432848    3.006076  \n",
       "              uniform-24       3.309615    6.443192    1.012159  \n",
       "              uniform-26      18.350899   34.104711    6.210624  \n",
       "stinger       dota-league      0.849597    1.076187    0.182259  \n",
       "              graph500-22      1.415605    2.004826    0.655496  \n",
       "              graph500-24      6.750182    9.528691    2.815429  \n",
       "              uniform-24       8.581540   13.105210    2.433919  \n",
       "llama         dota-league      0.144010    1.649414    0.035468  \n",
       "              graph500-22      0.433066    3.452668    0.143550  \n",
       "              graph500-24      3.275807   25.491201    0.839498  \n",
       "              uniform-24       7.538110   69.503388    1.725500  \n",
       "graphone      dota-league      3.743046    3.946425    6.239842  \n",
       "              graph500-22      4.325693    5.323083   13.924942  \n",
       "              graph500-24      9.110301   15.668837   64.645621  \n",
       "              graph500-26     33.641130   72.754567  352.482678  \n",
       "              uniform-24      11.348139   21.650063   90.251136  \n",
       "              uniform-26      40.076869   90.544796  539.230175  \n",
       "livegraph     com-friendster  73.268094  109.375252   30.448113  \n",
       "              dota-league      0.476036    0.824219    0.090900  \n",
       "              graph500-22      1.474466    1.952101    0.390946  \n",
       "              graph500-24      7.009486    8.998111    1.671248  \n",
       "              graph500-26     34.549801   57.409542    7.407230  \n",
       "              uniform-24       9.205213   18.121702    2.309004  \n",
       "              uniform-26      42.051069   90.646664   10.087313  \n",
       "teseo_logical com-friendster  80.941592  122.339864   47.880822  \n",
       "              dota-league      0.353308    0.720724    0.083933  \n",
       "              graph500-22      1.313295    2.708697    0.489557  \n",
       "              graph500-24      8.371603   14.424026    3.991096  \n",
       "              graph500-26     40.886425   84.653865   18.733884  \n",
       "              uniform-24      10.725797   21.805139    2.741380  \n",
       "              uniform-26      47.252303   99.477393   17.321635  \n",
       "teseo_real    com-friendster  34.842155   81.968951    7.984816  \n",
       "              dota-league      0.208064    0.382267    0.036228  \n",
       "              graph500-22      0.487648    1.296936    0.136692  \n",
       "              graph500-24      2.366195    5.669479    0.879131  \n",
       "              graph500-26     12.517220   32.854498    2.952450  \n",
       "              uniform-24       4.578971   12.117560    1.076128  \n",
       "              uniform-26      22.844418   61.633499    5.057713  \n",
       "sortledton    com-friendster  34.759500   49.860027   17.143457  \n",
       "              dota-league      0.127522    0.277204    0.027643  \n",
       "              graph500-22      0.447248    0.824945    0.137254  \n",
       "              graph500-24      2.238029    3.828428    0.629947  \n",
       "              graph500-26     11.900861   24.281894    3.098358  \n",
       "              uniform-24       4.021060    8.303376    1.061033  \n",
       "              uniform-26      20.835272   43.973580    5.534944  \n",
       "best_excl_csr com-friendster  34.759500   49.860027    7.984816  \n",
       "              dota-league      0.127522    0.277204    0.027643  \n",
       "              graph500-22      0.433066    0.824945    0.136692  \n",
       "              graph500-24      2.238029    3.828428    0.629947  \n",
       "              graph500-26     11.900861   24.281894    2.952450  \n",
       "              uniform-24       4.021060    8.303376    1.061033  \n",
       "              uniform-26      20.835272   43.973580    5.057713  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds = pd.concat([csr, competitors, teseo_logical, teseo_real, sortledton])\n",
    "ds = pd.concat([ds, pd.concat([ds.query(\"library != 'min_csr' and library != 'mb_csr' and library != 'csr' and library != 'csr_numa'\").groupby(by=\"graph\", axis=0).apply(lambda t: t.min())], names=[\"library\"], keys=[\"best_excl_csr\"])])\n",
    "ds"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Show Speedups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "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>algorithm</th>\n",
       "      <th>bfs_speedup</th>\n",
       "      <th>cdlp_speedup</th>\n",
       "      <th>pagerank_speedup</th>\n",
       "      <th>sssp_speedup</th>\n",
       "      <th>wcc_speedup</th>\n",
       "      <th>lcc_speedup</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>library</th>\n",
       "      <th>graph</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">csr</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>1.016882</td>\n",
       "      <td>1.675454</td>\n",
       "      <td>1.038002</td>\n",
       "      <td>1.092068</td>\n",
       "      <td>1.006550</td>\n",
       "      <td>1.127822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>1.144429</td>\n",
       "      <td>1.021039</td>\n",
       "      <td>1.398006</td>\n",
       "      <td>1.749094</td>\n",
       "      <td>1.263988</td>\n",
       "      <td>1.088450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>1.029978</td>\n",
       "      <td>2.170749</td>\n",
       "      <td>1.214796</td>\n",
       "      <td>1.219463</td>\n",
       "      <td>1.292501</td>\n",
       "      <td>1.466763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>1.040868</td>\n",
       "      <td>2.173464</td>\n",
       "      <td>1.517360</td>\n",
       "      <td>1.178074</td>\n",
       "      <td>1.600898</td>\n",
       "      <td>1.558693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>1.042547</td>\n",
       "      <td>0.875409</td>\n",
       "      <td>1.441980</td>\n",
       "      <td>1.227890</td>\n",
       "      <td>1.639745</td>\n",
       "      <td>1.839531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.984413</td>\n",
       "      <td>1.051548</td>\n",
       "      <td>1.034862</td>\n",
       "      <td>1.112978</td>\n",
       "      <td>1.158054</td>\n",
       "      <td>1.038388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>1.091273</td>\n",
       "      <td>0.746361</td>\n",
       "      <td>1.015396</td>\n",
       "      <td>1.098359</td>\n",
       "      <td>0.996895</td>\n",
       "      <td>1.057562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">csr_numa</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.020388</td>\n",
       "      <td>1.212171</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.009460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.057891</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.076927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.193187</td>\n",
       "      <td>1.177707</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.299833</td>\n",
       "      <td>1.417385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.505133</td>\n",
       "      <td>1.023302</td>\n",
       "      <td>1.611281</td>\n",
       "      <td>1.396261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.177974</td>\n",
       "      <td>1.430491</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.644480</td>\n",
       "      <td>1.544578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.150559</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.359783</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">mb_csr</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>1.159113</td>\n",
       "      <td>1.282131</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.598604</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>1.067400</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.340745</td>\n",
       "      <td>1.651161</td>\n",
       "      <td>1.247148</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>1.136990</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.118013</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>1.057167</td>\n",
       "      <td>1.116407</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>1.069801</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.099200</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>1.029730</td>\n",
       "      <td>1.749826</td>\n",
       "      <td>1.010667</td>\n",
       "      <td>1.498097</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.154383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>1.085913</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.009611</td>\n",
       "      <td>1.371304</td>\n",
       "      <td>1.200223</td>\n",
       "      <td>1.134052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">min_csr</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">stinger</th>\n",
       "      <th>dota-league</th>\n",
       "      <td>167.133425</td>\n",
       "      <td>1.388977</td>\n",
       "      <td>8.088627</td>\n",
       "      <td>4.388749</td>\n",
       "      <td>7.644451</td>\n",
       "      <td>20.670777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>4.177702</td>\n",
       "      <td>1.121005</td>\n",
       "      <td>4.196561</td>\n",
       "      <td>2.712046</td>\n",
       "      <td>5.530398</td>\n",
       "      <td>106.479657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>3.874962</td>\n",
       "      <td>1.300124</td>\n",
       "      <td>3.779353</td>\n",
       "      <td>2.019931</td>\n",
       "      <td>4.883065</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>1.908692</td>\n",
       "      <td>1.082997</td>\n",
       "      <td>2.592912</td>\n",
       "      <td>2.033962</td>\n",
       "      <td>2.404680</td>\n",
       "      <td>18.811456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">llama</th>\n",
       "      <th>dota-league</th>\n",
       "      <td>4.079092</td>\n",
       "      <td>2.168216</td>\n",
       "      <td>1.371049</td>\n",
       "      <td>6.726397</td>\n",
       "      <td>1.487627</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>1.349480</td>\n",
       "      <td>2.227597</td>\n",
       "      <td>1.283824</td>\n",
       "      <td>4.670628</td>\n",
       "      <td>1.211127</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>1.260445</td>\n",
       "      <td>2.069239</td>\n",
       "      <td>1.834089</td>\n",
       "      <td>5.403730</td>\n",
       "      <td>1.456021</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>1.436134</td>\n",
       "      <td>2.733086</td>\n",
       "      <td>2.277640</td>\n",
       "      <td>10.787105</td>\n",
       "      <td>1.704772</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graphone</th>\n",
       "      <th>dota-league</th>\n",
       "      <td>4561.056396</td>\n",
       "      <td>4.235359</td>\n",
       "      <td>35.635839</td>\n",
       "      <td>16.093734</td>\n",
       "      <td>261.716383</td>\n",
       "      <td>11.163053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>101.410758</td>\n",
       "      <td>2.693318</td>\n",
       "      <td>12.823517</td>\n",
       "      <td>7.200848</td>\n",
       "      <td>117.484282</td>\n",
       "      <td>57.579416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>27.875000</td>\n",
       "      <td>2.106993</td>\n",
       "      <td>5.100758</td>\n",
       "      <td>3.321545</td>\n",
       "      <td>112.121028</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>10.794863</td>\n",
       "      <td>1.131005</td>\n",
       "      <td>3.165791</td>\n",
       "      <td>2.752430</td>\n",
       "      <td>117.256742</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>25.160369</td>\n",
       "      <td>2.032886</td>\n",
       "      <td>3.428840</td>\n",
       "      <td>3.360146</td>\n",
       "      <td>89.166955</td>\n",
       "      <td>25.603926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>10.142276</td>\n",
       "      <td>1.405834</td>\n",
       "      <td>2.183919</td>\n",
       "      <td>2.654906</td>\n",
       "      <td>86.823832</td>\n",
       "      <td>25.813780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">livegraph</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>8.779534</td>\n",
       "      <td>1.641054</td>\n",
       "      <td>2.394103</td>\n",
       "      <td>2.230445</td>\n",
       "      <td>3.024125</td>\n",
       "      <td>24.019696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>78.668501</td>\n",
       "      <td>1.260044</td>\n",
       "      <td>4.532122</td>\n",
       "      <td>3.361210</td>\n",
       "      <td>3.812600</td>\n",
       "      <td>11.512617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>15.633772</td>\n",
       "      <td>1.872613</td>\n",
       "      <td>4.371055</td>\n",
       "      <td>2.640722</td>\n",
       "      <td>3.298399</td>\n",
       "      <td>58.570889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>16.347321</td>\n",
       "      <td>1.865747</td>\n",
       "      <td>3.924535</td>\n",
       "      <td>1.907457</td>\n",
       "      <td>2.898604</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>18.556090</td>\n",
       "      <td>0.963288</td>\n",
       "      <td>3.251301</td>\n",
       "      <td>2.171901</td>\n",
       "      <td>2.464086</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>5.427369</td>\n",
       "      <td>1.843919</td>\n",
       "      <td>2.781355</td>\n",
       "      <td>2.812535</td>\n",
       "      <td>2.281266</td>\n",
       "      <td>13.616878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>6.079388</td>\n",
       "      <td>1.317650</td>\n",
       "      <td>2.291499</td>\n",
       "      <td>2.657893</td>\n",
       "      <td>1.624203</td>\n",
       "      <td>12.680013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">teseo_logical</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>1.479420</td>\n",
       "      <td>2.335253</td>\n",
       "      <td>2.644842</td>\n",
       "      <td>2.494827</td>\n",
       "      <td>4.755553</td>\n",
       "      <td>6.965104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>14.557084</td>\n",
       "      <td>1.471708</td>\n",
       "      <td>3.363685</td>\n",
       "      <td>2.939151</td>\n",
       "      <td>3.520384</td>\n",
       "      <td>1.777366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>1.559535</td>\n",
       "      <td>1.323269</td>\n",
       "      <td>3.893263</td>\n",
       "      <td>3.664214</td>\n",
       "      <td>4.130376</td>\n",
       "      <td>4.865250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>1.348058</td>\n",
       "      <td>1.778399</td>\n",
       "      <td>4.687169</td>\n",
       "      <td>3.057665</td>\n",
       "      <td>6.922136</td>\n",
       "      <td>8.108453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>1.203130</td>\n",
       "      <td>1.086446</td>\n",
       "      <td>3.847608</td>\n",
       "      <td>3.202601</td>\n",
       "      <td>6.232006</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.958003</td>\n",
       "      <td>1.766876</td>\n",
       "      <td>3.240799</td>\n",
       "      <td>3.384214</td>\n",
       "      <td>2.708448</td>\n",
       "      <td>4.575333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>1.030833</td>\n",
       "      <td>1.400543</td>\n",
       "      <td>2.574931</td>\n",
       "      <td>2.916823</td>\n",
       "      <td>2.789033</td>\n",
       "      <td>4.951970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">teseo_real</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>1.017934</td>\n",
       "      <td>1.060359</td>\n",
       "      <td>1.138500</td>\n",
       "      <td>1.671560</td>\n",
       "      <td>0.793057</td>\n",
       "      <td>2.005387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>13.698762</td>\n",
       "      <td>0.981615</td>\n",
       "      <td>1.980888</td>\n",
       "      <td>1.558907</td>\n",
       "      <td>1.519503</td>\n",
       "      <td>1.539774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>1.777377</td>\n",
       "      <td>0.913717</td>\n",
       "      <td>1.445633</td>\n",
       "      <td>1.754442</td>\n",
       "      <td>1.153270</td>\n",
       "      <td>4.592609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>1.572356</td>\n",
       "      <td>0.998114</td>\n",
       "      <td>1.324807</td>\n",
       "      <td>1.201840</td>\n",
       "      <td>1.524760</td>\n",
       "      <td>2.952056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>0.848194</td>\n",
       "      <td>0.528530</td>\n",
       "      <td>1.177930</td>\n",
       "      <td>1.242942</td>\n",
       "      <td>0.982161</td>\n",
       "      <td>3.116021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.713857</td>\n",
       "      <td>1.056107</td>\n",
       "      <td>1.383536</td>\n",
       "      <td>1.880677</td>\n",
       "      <td>1.063201</td>\n",
       "      <td>2.264628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>0.784922</td>\n",
       "      <td>0.873926</td>\n",
       "      <td>1.244866</td>\n",
       "      <td>1.807184</td>\n",
       "      <td>0.814365</td>\n",
       "      <td>2.179974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">sortledton</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>5.205204</td>\n",
       "      <td>1.470498</td>\n",
       "      <td>1.135799</td>\n",
       "      <td>1.016775</td>\n",
       "      <td>1.702699</td>\n",
       "      <td>1.060800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>1.405777</td>\n",
       "      <td>1.057083</td>\n",
       "      <td>1.214074</td>\n",
       "      <td>1.130453</td>\n",
       "      <td>1.159425</td>\n",
       "      <td>0.998765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>1.338204</td>\n",
       "      <td>1.978258</td>\n",
       "      <td>1.325867</td>\n",
       "      <td>1.115952</td>\n",
       "      <td>1.158008</td>\n",
       "      <td>0.996436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>1.225073</td>\n",
       "      <td>1.510926</td>\n",
       "      <td>1.253048</td>\n",
       "      <td>0.811566</td>\n",
       "      <td>1.092578</td>\n",
       "      <td>0.925600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>1.245818</td>\n",
       "      <td>1.251072</td>\n",
       "      <td>1.119928</td>\n",
       "      <td>0.918626</td>\n",
       "      <td>1.030698</td>\n",
       "      <td>0.894140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>1.158895</td>\n",
       "      <td>1.899348</td>\n",
       "      <td>1.214963</td>\n",
       "      <td>1.288705</td>\n",
       "      <td>1.048286</td>\n",
       "      <td>1.330808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>1.219941</td>\n",
       "      <td>1.306320</td>\n",
       "      <td>1.135382</td>\n",
       "      <td>1.289370</td>\n",
       "      <td>0.891206</td>\n",
       "      <td>1.213737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">best_excl_csr</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>1.017934</td>\n",
       "      <td>1.060359</td>\n",
       "      <td>1.135799</td>\n",
       "      <td>1.016775</td>\n",
       "      <td>0.793057</td>\n",
       "      <td>1.060800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>1.405777</td>\n",
       "      <td>0.981615</td>\n",
       "      <td>1.214074</td>\n",
       "      <td>1.130453</td>\n",
       "      <td>1.159425</td>\n",
       "      <td>0.998765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>1.338204</td>\n",
       "      <td>0.913717</td>\n",
       "      <td>1.283824</td>\n",
       "      <td>1.115952</td>\n",
       "      <td>1.153270</td>\n",
       "      <td>0.996436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>1.225073</td>\n",
       "      <td>0.998114</td>\n",
       "      <td>1.253048</td>\n",
       "      <td>0.811566</td>\n",
       "      <td>1.092578</td>\n",
       "      <td>0.925600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>0.848194</td>\n",
       "      <td>0.528530</td>\n",
       "      <td>1.119928</td>\n",
       "      <td>0.918626</td>\n",
       "      <td>0.982161</td>\n",
       "      <td>0.894140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.713857</td>\n",
       "      <td>1.056107</td>\n",
       "      <td>1.214963</td>\n",
       "      <td>1.288705</td>\n",
       "      <td>1.048286</td>\n",
       "      <td>1.330808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>0.784922</td>\n",
       "      <td>0.873926</td>\n",
       "      <td>1.135382</td>\n",
       "      <td>1.289370</td>\n",
       "      <td>0.814365</td>\n",
       "      <td>1.213737</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "algorithm                     bfs_speedup  cdlp_speedup  pagerank_speedup  \\\n",
       "library       graph                                                         \n",
       "csr           com-friendster     1.016882      1.675454          1.038002   \n",
       "              dota-league        1.144429      1.021039          1.398006   \n",
       "              graph500-22        1.029978      2.170749          1.214796   \n",
       "              graph500-24        1.040868      2.173464          1.517360   \n",
       "              graph500-26        1.042547      0.875409          1.441980   \n",
       "              uniform-24         0.984413      1.051548          1.034862   \n",
       "              uniform-26         1.091273      0.746361          1.015396   \n",
       "csr_numa      com-friendster     1.000000      1.000000          1.020388   \n",
       "              dota-league        1.000000      1.057891          1.000000   \n",
       "              graph500-22        1.000000      2.193187          1.177707   \n",
       "              graph500-24        1.000000      1.000000          1.505133   \n",
       "              graph500-26        1.000000      1.177974          1.430491   \n",
       "              uniform-24         1.000000      1.000000          1.000000   \n",
       "              uniform-26         1.000000      1.359783          1.000000   \n",
       "mb_csr        com-friendster     1.159113      1.282131          1.000000   \n",
       "              dota-league        1.067400      1.000000          1.340745   \n",
       "              graph500-22        1.136990      1.000000          1.000000   \n",
       "              graph500-24        1.057167      1.116407          1.000000   \n",
       "              graph500-26        1.069801      1.000000          1.000000   \n",
       "              uniform-24         1.029730      1.749826          1.010667   \n",
       "              uniform-26         1.085913      1.000000          1.009611   \n",
       "min_csr       com-friendster     1.000000      1.000000          1.000000   \n",
       "              dota-league        1.000000      1.000000          1.000000   \n",
       "              graph500-22        1.000000      1.000000          1.000000   \n",
       "              graph500-24        1.000000      1.000000          1.000000   \n",
       "              graph500-26        1.000000      1.000000          1.000000   \n",
       "              uniform-24         1.000000      1.000000          1.000000   \n",
       "              uniform-26         1.000000      1.000000          1.000000   \n",
       "stinger       dota-league      167.133425      1.388977          8.088627   \n",
       "              graph500-22        4.177702      1.121005          4.196561   \n",
       "              graph500-24        3.874962      1.300124          3.779353   \n",
       "              uniform-24         1.908692      1.082997          2.592912   \n",
       "llama         dota-league        4.079092      2.168216          1.371049   \n",
       "              graph500-22        1.349480      2.227597          1.283824   \n",
       "              graph500-24        1.260445      2.069239          1.834089   \n",
       "              uniform-24         1.436134      2.733086          2.277640   \n",
       "graphone      dota-league     4561.056396      4.235359         35.635839   \n",
       "              graph500-22      101.410758      2.693318         12.823517   \n",
       "              graph500-24       27.875000      2.106993          5.100758   \n",
       "              graph500-26       10.794863      1.131005          3.165791   \n",
       "              uniform-24        25.160369      2.032886          3.428840   \n",
       "              uniform-26        10.142276      1.405834          2.183919   \n",
       "livegraph     com-friendster     8.779534      1.641054          2.394103   \n",
       "              dota-league       78.668501      1.260044          4.532122   \n",
       "              graph500-22       15.633772      1.872613          4.371055   \n",
       "              graph500-24       16.347321      1.865747          3.924535   \n",
       "              graph500-26       18.556090      0.963288          3.251301   \n",
       "              uniform-24         5.427369      1.843919          2.781355   \n",
       "              uniform-26         6.079388      1.317650          2.291499   \n",
       "teseo_logical com-friendster     1.479420      2.335253          2.644842   \n",
       "              dota-league       14.557084      1.471708          3.363685   \n",
       "              graph500-22        1.559535      1.323269          3.893263   \n",
       "              graph500-24        1.348058      1.778399          4.687169   \n",
       "              graph500-26        1.203130      1.086446          3.847608   \n",
       "              uniform-24         0.958003      1.766876          3.240799   \n",
       "              uniform-26         1.030833      1.400543          2.574931   \n",
       "teseo_real    com-friendster     1.017934      1.060359          1.138500   \n",
       "              dota-league       13.698762      0.981615          1.980888   \n",
       "              graph500-22        1.777377      0.913717          1.445633   \n",
       "              graph500-24        1.572356      0.998114          1.324807   \n",
       "              graph500-26        0.848194      0.528530          1.177930   \n",
       "              uniform-24         0.713857      1.056107          1.383536   \n",
       "              uniform-26         0.784922      0.873926          1.244866   \n",
       "sortledton    com-friendster     5.205204      1.470498          1.135799   \n",
       "              dota-league        1.405777      1.057083          1.214074   \n",
       "              graph500-22        1.338204      1.978258          1.325867   \n",
       "              graph500-24        1.225073      1.510926          1.253048   \n",
       "              graph500-26        1.245818      1.251072          1.119928   \n",
       "              uniform-24         1.158895      1.899348          1.214963   \n",
       "              uniform-26         1.219941      1.306320          1.135382   \n",
       "best_excl_csr com-friendster     1.017934      1.060359          1.135799   \n",
       "              dota-league        1.405777      0.981615          1.214074   \n",
       "              graph500-22        1.338204      0.913717          1.283824   \n",
       "              graph500-24        1.225073      0.998114          1.253048   \n",
       "              graph500-26        0.848194      0.528530          1.119928   \n",
       "              uniform-24         0.713857      1.056107          1.214963   \n",
       "              uniform-26         0.784922      0.873926          1.135382   \n",
       "\n",
       "algorithm                     sssp_speedup  wcc_speedup  lcc_speedup  \n",
       "library       graph                                                   \n",
       "csr           com-friendster      1.092068     1.006550     1.127822  \n",
       "              dota-league         1.749094     1.263988     1.088450  \n",
       "              graph500-22         1.219463     1.292501     1.466763  \n",
       "              graph500-24         1.178074     1.600898     1.558693  \n",
       "              graph500-26         1.227890     1.639745     1.839531  \n",
       "              uniform-24          1.112978     1.158054     1.038388  \n",
       "              uniform-26          1.098359     0.996895     1.057562  \n",
       "csr_numa      com-friendster      1.212171     1.000000     1.009460  \n",
       "              dota-league         1.000000     1.000000     1.076927  \n",
       "              graph500-22         1.000000     1.299833     1.417385  \n",
       "              graph500-24         1.023302     1.611281     1.396261  \n",
       "              graph500-26         1.000000     1.644480     1.544578  \n",
       "              uniform-24          1.000000     1.150559     1.000000  \n",
       "              uniform-26          1.000000     1.000000     1.000000  \n",
       "mb_csr        com-friendster      1.000000     1.598604     1.000000  \n",
       "              dota-league         1.651161     1.247148     1.000000  \n",
       "              graph500-22         1.118013     1.000000     1.000000  \n",
       "              graph500-24         1.000000     1.000000     1.000000  \n",
       "              graph500-26         1.099200     1.000000     1.000000  \n",
       "              uniform-24          1.498097     1.000000     1.154383  \n",
       "              uniform-26          1.371304     1.200223     1.134052  \n",
       "min_csr       com-friendster      1.000000     1.000000     1.000000  \n",
       "              dota-league         1.000000     1.000000     1.000000  \n",
       "              graph500-22         1.000000     1.000000     1.000000  \n",
       "              graph500-24         1.000000     1.000000     1.000000  \n",
       "              graph500-26         1.000000     1.000000     1.000000  \n",
       "              uniform-24          1.000000     1.000000     1.000000  \n",
       "              uniform-26          1.000000     1.000000     1.000000  \n",
       "stinger       dota-league         4.388749     7.644451    20.670777  \n",
       "              graph500-22         2.712046     5.530398   106.479657  \n",
       "              graph500-24         2.019931     4.883065          NaN  \n",
       "              uniform-24          2.033962     2.404680    18.811456  \n",
       "llama         dota-league         6.726397     1.487627          NaN  \n",
       "              graph500-22         4.670628     1.211127          NaN  \n",
       "              graph500-24         5.403730     1.456021          NaN  \n",
       "              uniform-24         10.787105     1.704772          NaN  \n",
       "graphone      dota-league        16.093734   261.716383    11.163053  \n",
       "              graph500-22         7.200848   117.484282    57.579416  \n",
       "              graph500-24         3.321545   112.121028          NaN  \n",
       "              graph500-26         2.752430   117.256742          NaN  \n",
       "              uniform-24          3.360146    89.166955    25.603926  \n",
       "              uniform-26          2.654906    86.823832    25.813780  \n",
       "livegraph     com-friendster      2.230445     3.024125    24.019696  \n",
       "              dota-league         3.361210     3.812600    11.512617  \n",
       "              graph500-22         2.640722     3.298399    58.570889  \n",
       "              graph500-24         1.907457     2.898604          NaN  \n",
       "              graph500-26         2.171901     2.464086          NaN  \n",
       "              uniform-24          2.812535     2.281266    13.616878  \n",
       "              uniform-26          2.657893     1.624203    12.680013  \n",
       "teseo_logical com-friendster      2.494827     4.755553     6.965104  \n",
       "              dota-league         2.939151     3.520384     1.777366  \n",
       "              graph500-22         3.664214     4.130376     4.865250  \n",
       "              graph500-24         3.057665     6.922136     8.108453  \n",
       "              graph500-26         3.202601     6.232006          NaN  \n",
       "              uniform-24          3.384214     2.708448     4.575333  \n",
       "              uniform-26          2.916823     2.789033     4.951970  \n",
       "teseo_real    com-friendster      1.671560     0.793057     2.005387  \n",
       "              dota-league         1.558907     1.519503     1.539774  \n",
       "              graph500-22         1.754442     1.153270     4.592609  \n",
       "              graph500-24         1.201840     1.524760     2.952056  \n",
       "              graph500-26         1.242942     0.982161     3.116021  \n",
       "              uniform-24          1.880677     1.063201     2.264628  \n",
       "              uniform-26          1.807184     0.814365     2.179974  \n",
       "sortledton    com-friendster      1.016775     1.702699     1.060800  \n",
       "              dota-league         1.130453     1.159425     0.998765  \n",
       "              graph500-22         1.115952     1.158008     0.996436  \n",
       "              graph500-24         0.811566     1.092578     0.925600  \n",
       "              graph500-26         0.918626     1.030698     0.894140  \n",
       "              uniform-24          1.288705     1.048286     1.330808  \n",
       "              uniform-26          1.289370     0.891206     1.213737  \n",
       "best_excl_csr com-friendster      1.016775     0.793057     1.060800  \n",
       "              dota-league         1.130453     1.159425     0.998765  \n",
       "              graph500-22         1.115952     1.153270     0.996436  \n",
       "              graph500-24         0.811566     1.092578     0.925600  \n",
       "              graph500-26         0.918626     0.982161     0.894140  \n",
       "              uniform-24          1.288705     1.048286     1.330808  \n",
       "              uniform-26          1.289370     0.814365     1.213737  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "speedups = ds.copy()\n",
    "\n",
    "csr_name = \"min_csr\"\n",
    "\n",
    "# LCC speedup compared against sorted baseline\n",
    "speedups[\"bfs_speedup\"] = speedups[\"bfs\"] / speedups.loc[csr_name][\"bfs\"]\n",
    "speedups[\"cdlp_speedup\"] = speedups[\"cdlp\"] / speedups.loc[csr_name][\"cdlp\"]\n",
    "speedups[\"pagerank_speedup\"] = speedups[\"pagerank\"] / speedups.loc[csr_name][\"pagerank\"]\n",
    "speedups[\"sssp_speedup\"] = speedups[\"sssp\"] / speedups.loc[csr_name][\"sssp\"]\n",
    "speedups[\"wcc_speedup\"] = speedups[\"wcc\"] / speedups.loc[csr_name][\"wcc\"]\n",
    "speedups[\"lcc_speedup\"] = speedups[\"lcc\"] / speedups.loc[csr_name][\"lcc\"]\n",
    "\n",
    "\n",
    "\n",
    "speedups.drop([\"bfs\", \"cdlp\", \"lcc_std\", \"lcc\", \"pagerank\", \"sssp\", \"wcc\"], axis=1, inplace=True)\n",
    "speedups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'livegraph': 4.414500038636615,\n",
       " 'graphone': 14.019501436448508,\n",
       " 'teseo_real': 1.4130237091615692,\n",
       " 'sortledton': 1.2292363626486893,\n",
       " 'teseo_logical': 2.9280672321230554,\n",
       " 'llama': 2.9327467800786935,\n",
       " 'stinger': 4.906304557042812}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from scipy import stats\n",
    "libraries = [\"livegraph\", \"graphone\", \"teseo_real\", \"sortledton\", \"teseo_logical\", \"llama\", \"stinger\"]\n",
    "s = speedups.copy()\n",
    "#summary.drop(\"csr\", inplace=True)\n",
    "#summary.drop(\"csr_numa\", inplace=True)\n",
    "#summary.drop(\"min_csr\", inplace=True)\n",
    "#summary.drop(\"mb_csr\", inplace=True)\n",
    "#summary.drop(\"best_excl_csr\", inplace=True)\n",
    "summary = {}\n",
    "for l in libraries:\n",
    "    t = stats.gmean(s.loc[l].fillna(10))\n",
    "    summary[l] = stats.gmean(t)\n",
    "#summary = summary.gmean(axis=1)\n",
    "\n",
    "libraries_speedup_summary = {}\n",
    "#for l in libraries:\n",
    "    \n",
    "sortledton = speedups.loc[\"sortledton\"]\n",
    "\n",
    "me = sortledton.mean()\n",
    "ma = sortledton.max()\n",
    "me.mean()\n",
    "me\n",
    "ma\n",
    "summary"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## We summarize the data\n",
    "\n",
    "There is nothing too exciting in uniform graphs. We drop them.\n",
    "\n",
    "We check per dataset if the graph500 scale factor makes a huge difference.\n",
    "\n",
    "* Livegraph: no\n",
    "* Stinger: no but we cannot load grah500-26 and timeout for LCC on 24\n",
    "* Graphone: BFS, Pagerank and WCC see less slowdown for big graph datasets\n",
    "* Sortledton: we see varying speedup for CDLP and SSSP. A slight tedence to less slowdown on bigger graphs\n",
    "* Teseo: lcc, pagerank and wcc are much worse for scale factor 24\n",
    "* Teseor real: Tendence to less slow down on bigger graphs\n",
    "* LLama: no difference\n",
    "\n",
    "Generally, slow down improves for bigger scale factors. Teseo has a weak spot for scale factor 24.\n",
    "\n",
    "We remove Graph500-22.\n",
    "\n",
    "We now compare Friendster with Graph500-26 for each system:\n",
    "\n",
    "* Sortledton has issues with BFS on friendster\n",
    "* Teseo logical: wcc, pagerank and sssp have larger slow downs on graph500-26\n",
    "* Teseo real: we do not have data for friendster yet\n",
    "* Livegraph: better slow downs on Friendster for all algorithms, most prounounced for BFS\n",
    "* Graphone: cannot load friendster\n",
    "* Llama: cannot load either\n",
    "* Stinger: cannot load either graph\n",
    "\n",
    "We drop Graph500-26, because there is nothing new to learn over Graph500-24 if Friendster is presented.\n",
    "\n",
    "We have three graphs to present dota, friendster and graph500-24.\n",
    "These represent three different sizes, real and generated graphs, weak points of Sorltedton and Teseo.\n",
    "\n",
    "We compare LCC in a different setting as there are two different algorithms making the biggest difference.\n",
    "\n",
    "We drop the BFS speedup as it is extreme for many systems accross various graphs. We compare this in another graph.\n",
    "\n",
    "We compare all systems on the three graphs. \n",
    "We drop Graphone from the barchar because with it nothing can be seen, it is too slow. This is due to its access by copying into a vector.\n",
    "We drop Stinger and Dota league.\n",
    "\n",
    "We reconsider and show only Graph500-24. We set an ylimit of 8 to cut out WCC on Graphone.\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def format_axes_nospine_left(ax, xscale='linear', yscale='linear'):\n",
    "    spine_color = 'black'\n",
    "    for spine in ['top', 'right', 'left']:\n",
    "        ax.spines[spine].set_visible(False)\n",
    "\n",
    "    for spine in ['left', 'bottom']:\n",
    "        ax.spines[spine].set_color(spine_color)\n",
    "        ax.spines[spine].set_linewidth(0.5)\n",
    "\n",
    "    ax.xaxis.set_ticks_position('bottom')\n",
    "    ax.xaxis.set_tick_params(direction='out', color=spine_color)\n",
    "    \n",
    "    ax.yaxis.set_tick_params(left=False, right=False, which=\"major\")\n",
    "    ax.yaxis.grid(b=True, which='both')\n",
    "\n",
    "    ax.tick_params(axis='both', which='major', pad=0.5)\n",
    "\n",
    "    return ax\n",
    "\n",
    "def format_p(p, x_ticks):\n",
    "    p.set_ylim(0, 9)\n",
    "    p.set_ylabel(\"Slowdown\")\n",
    "    p.set_xlabel(None)\n",
    "\n",
    "    p.set_xticklabels(x_ticks)\n",
    "    p.legend().remove()\n",
    "    \n",
    "    p.axhline(y = 1, color=\"black\", linestyle = '-', linewidth=0.9)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reoder algorithms to fit the order of textual referece\n",
    "speedups = speedups[[\"lcc_speedup\", \"pagerank_speedup\", \"wcc_speedup\", \"sssp_speedup\", \"bfs_speedup\", \"cdlp_speedup\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/per/.local/lib/python3.8/site-packages/pandas/plotting/_matplotlib/tools.py:400: MatplotlibDeprecationWarning: \n",
      "The is_first_col function was deprecated in Matplotlib 3.4 and will be removed two minor releases later. Use ax.get_subplotspec().is_first_col() instead.\n",
      "  if ax.is_first_col():\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2760x661.417 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Figure 12a,b,c\n",
    "\n",
    "OVERFLOW_HEIGHT = 0.825\n",
    "## Graph500-24\n",
    "plotting.latexify(columns=1, fig_height=plotting.cm2inch(4.2), font_size=7)\n",
    "fig, ax = plt.subplots(1, 3, sharey=True)\n",
    "\n",
    "v = speedups.copy()\n",
    "v = v.query(\"graph in 'graph500-24'\")\n",
    "v = v.query(\"library in ['graphone','sortledton', 'llama', 'teseo_logical', 'teseo_real', 'stinger', 'livegraph']\")\n",
    "v = v.transpose()\n",
    "\n",
    "colormap=common.set_library_colormap('graph500-24')\n",
    "sp = ax[0]\n",
    "p = v.plot.bar(color=colormap, linewidth=0.2, ax=sp, sharey=True, rot=0)\n",
    "\n",
    "#plotting.apply_hatches(\n",
    "#    ['llama', 'livegraph', 'stinger', 'graphone', 'teseo', 'teseo-real', 'sortledton'],\n",
    "#    6, 2, p.patches)\n",
    "\n",
    "labels = (\"LCC \\n37m\", \"PR \\n1.77s\", \"WCC \\n0.58s\", \"SSSP \\n4.72s\", \"BFS \\n0.13s\", \"CDLP \\n14.92s\",)\n",
    "format_p(p, labels)\n",
    "plotting.format_axes(p, categorical_x=True)\n",
    "sp.set_title(\"graph500-24\", fontsize=8)\n",
    "sp.tick_params(\n",
    "            axis='x',          # changes apply to the x-axis\n",
    "            which='both',      # both major and minor ticks are affected\n",
    "            bottom=False,      # ticks along the bottom edge are off\n",
    "            top=False)\n",
    "\n",
    "\n",
    "sp.text(0.161, OVERFLOW_HEIGHT, \"110x\", fontsize=OVERFLOW_FONT_SIZE, transform=plt.gcf().transFigure)\n",
    "sp.text(0.258, OVERFLOW_HEIGHT, \"16x\", fontsize=OVERFLOW_FONT_SIZE, transform=plt.gcf().transFigure)\n",
    "sp.text(0.228, OVERFLOW_HEIGHT, \"28x\", fontsize=OVERFLOW_FONT_SIZE, transform=plt.gcf().transFigure)\n",
    "\n",
    "## Friendster\n",
    "v = speedups.copy()\n",
    "v = v.query(\"graph in 'com-friendster'\")\n",
    "v = v.query(\"library in ['graphone','sortledton', 'llama', 'teseo_logical', 'teseo_real', 'stinger', 'livegraph']\")\n",
    "v = v.transpose()\n",
    "\n",
    "colormap=common.set_library_colormap('com-friendster')\n",
    "sp = ax[1]\n",
    "p = v.plot.bar(color=colormap, legend=None, linewidth=0.2, ax=sp, sharey=True, rot=0)\n",
    "\n",
    "#plotting.apply_hatches(\n",
    "#    ['livegraph', 'teseo', 'teseo-real', 'sortledton'],\n",
    "#    6, 2, p.patches)\n",
    "\n",
    "labels = (\"LCC \\n14m\", \"PR \\n30.5s\", \"WCC \\n10.07s\", \"SSSP \\n55.35s\", \"BFS \\n0.97s\", \"CDLP \\n177.23s\")\n",
    "format_p(p, labels)\n",
    "format_axes_nospine_left(p)\n",
    "sp.set_title(\"com-friendster\", fontsize=8)\n",
    "sp.tick_params(\n",
    "            axis='x',          # changes apply to the x-axis\n",
    "            which='both',      # both major and minor ticks are affected\n",
    "            bottom=False,      # ticks along the bottom edge are off\n",
    "            top=False)\n",
    "p.set_xlabel(\"Algorithm and CSR runtime\", fontsize=9)\n",
    "\n",
    "sp.text(0.378, OVERFLOW_HEIGHT, \"24x\", fontsize=OVERFLOW_FONT_SIZE, transform=plt.gcf().transFigure)\n",
    "\n",
    "## Dota-League\n",
    "v = speedups.copy()\n",
    "v = v.query(\"graph in ['dota-league']\")\n",
    "v = v.query(\"library in ['graphone','sortledton', 'llama', 'teseo_logical', 'teseo_real', 'stinger', 'livegraph']\")\n",
    "v = v.transpose()\n",
    "\n",
    "colormap=common.set_library_colormap('dota-league')\n",
    "sp = ax[2]\n",
    "p = v.plot.bar(width=0.7, color=colormap, legend=None, linewidth=0.2, ax=sp, rot=0)\n",
    "\n",
    "#plotting.apply_hatches(\n",
    "#    ['llama', 'livegraph', 'stinger', 'graphone', 'teseo', 'teseo-real', 'sortledton'],\n",
    "#    6, 2, p.patches)\n",
    "\n",
    "labels = (\"LCC \\n6m\", \"PR \\n0.1s\", \"WCC \\n0.024s\", \"SSSP \\n0.24s\", \"BFS \\n 0.001s\", \"CDLP \\n 1.17s\")\n",
    "format_p(p, labels)\n",
    "format_axes_nospine_left(p)\n",
    "\n",
    "sp.text(0.702, OVERFLOW_HEIGHT, \"+11x\", fontsize=OVERFLOW_FONT_SIZE, transform=plt.gcf().transFigure)\n",
    "sp.text(0.786, OVERFLOW_HEIGHT, \"261x\", fontsize=OVERFLOW_FONT_SIZE, transform=plt.gcf().transFigure)\n",
    "sp.text(0.83, OVERFLOW_HEIGHT, \"16x\", fontsize=OVERFLOW_FONT_SIZE, transform=plt.gcf().transFigure)\n",
    "sp.text(0.741, OVERFLOW_HEIGHT, \"36x\", fontsize=OVERFLOW_FONT_SIZE, transform=plt.gcf().transFigure)\n",
    "sp.text(0.886, OVERFLOW_HEIGHT, \"14x-4561x\", fontsize=OVERFLOW_FONT_SIZE, transform=plt.gcf().transFigure)\n",
    "sp.set_title(\"dota-league\", fontsize=8)\n",
    "\n",
    "#fig.text(0.4, 0.015, \"Algorithm and CSR runtime\", fontsize=9)\n",
    "plt.tight_layout()\n",
    "plt.savefig(plotting.base_path + \"graphalytics-all.png\", dpi=400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "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>algorithm</th>\n",
       "      <th>bfs</th>\n",
       "      <th>cdlp</th>\n",
       "      <th>lcc</th>\n",
       "      <th>pagerank</th>\n",
       "      <th>sssp</th>\n",
       "      <th>wcc</th>\n",
       "      <th>lcc_std</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.131544</td>\n",
       "      <td>14.926092</td>\n",
       "      <td>51.627964</td>\n",
       "      <td>1.786068</td>\n",
       "      <td>4.717334</td>\n",
       "      <td>0.57657</td>\n",
       "      <td>2236.280409</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "algorithm         bfs       cdlp        lcc  pagerank      sssp      wcc  \\\n",
       "graph                                                                      \n",
       "graph500-24  0.131544  14.926092  51.627964  1.786068  4.717334  0.57657   \n",
       "\n",
       "algorithm        lcc_std  \n",
       "graph                     \n",
       "graph500-24  2236.280409  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min_csr.query(\"graph in 'graph500-24'\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "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>algorithm</th>\n",
       "      <th>bfs</th>\n",
       "      <th>cdlp</th>\n",
       "      <th>lcc</th>\n",
       "      <th>pagerank</th>\n",
       "      <th>sssp</th>\n",
       "      <th>wcc</th>\n",
       "      <th>lcc_std</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>com-friendster</th>\n",
       "      <td>0.970899</td>\n",
       "      <td>177.237292</td>\n",
       "      <td>59.47015</td>\n",
       "      <td>30.603569</td>\n",
       "      <td>49.037404</td>\n",
       "      <td>10.068403</td>\n",
       "      <td>835.65181</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "algorithm            bfs        cdlp       lcc   pagerank       sssp  \\\n",
       "graph                                                                  \n",
       "com-friendster  0.970899  177.237292  59.47015  30.603569  49.037404   \n",
       "\n",
       "algorithm             wcc    lcc_std  \n",
       "graph                                 \n",
       "com-friendster  10.068403  835.65181  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min_csr.query(\"graph in 'com-friendster'\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "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>algorithm</th>\n",
       "      <th>bfs</th>\n",
       "      <th>cdlp</th>\n",
       "      <th>lcc</th>\n",
       "      <th>pagerank</th>\n",
       "      <th>sssp</th>\n",
       "      <th>wcc</th>\n",
       "      <th>lcc_std</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.000727</td>\n",
       "      <td>1.107514</td>\n",
       "      <td>49.816105</td>\n",
       "      <td>0.105036</td>\n",
       "      <td>0.245215</td>\n",
       "      <td>0.023842</td>\n",
       "      <td>363.35308</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "algorithm         bfs      cdlp        lcc  pagerank      sssp       wcc  \\\n",
       "graph                                                                      \n",
       "dota-league  0.000727  1.107514  49.816105  0.105036  0.245215  0.023842   \n",
       "\n",
       "algorithm      lcc_std  \n",
       "graph                   \n",
       "dota-league  363.35308  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min_csr.query(\"graph in 'dota-league'\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "legend_labels = [\"Stinger\", \"Llama\", \"GraphOne\", \"Livegraph\", \"Teseo logical\", \"Teseo real\", \"Sortledton\"]\n",
    "legend = p.legend(ncol=7, borderaxespad=0., labels=legend_labels)\n",
    "fig  = legend.figure\n",
    "fig.canvas.draw()\n",
    "bbox  = legend.get_window_extent().transformed(fig.dpi_scale_trans.inverted())\n",
    "fig.savefig(plotting.base_path + \"legend.png\", dpi=400, bbox_inches=bbox)\n"
   ]
  }
 ],
 "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": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}