graphalytics-microbenchmarks-access-patterns.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Base path is: /Users/domargan/Work/Papers/sorltedton-plotting/plots-new\n"
     ]
    }
   ],
   "source": [
    "import common\n",
    "import plotting\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 matplotlib.ticker as ticker\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",
    "print (\"Base path is: \" + plotting.base_path)\n",
    "\n",
    "def slowdown_against_base(data, base):\n",
    "    data[\"BFS\"] = data[\"bfs\"] / base[\"bfs\"]\n",
    "    data[\"PageRank\"] = data[\"pagerank\"] / base[\"pagerank\"]\n",
    "    data[\"WCC\"] = data[\"wcc\"] / base[\"wcc\"]\n",
    "    data[\"SSSP\"] = data[\"sssp\"] / base[\"sssp\"]\n",
    "    data[\"LCC\"] = data[\"lcc\"] / base[\"lcc\"]\n",
    "    return data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# graphalytics inserts\n",
    "pers_experiments = \"num_threads_read == 0 and (hostname == 'scyper21')\"\n",
    "\n",
    "data_ins = common.import_gfe(\"view_graphalytics_inserts\").query(pers_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.1') or library != 'sortledton.1'\")\n",
    "data_ins = data_ins.query(\"(library == 'llama8-ref' and build_frequency == '0:0:10') or library != 'llama8-ref'\")\n",
    "\n",
    "# graphalytics load\n",
    "data_load = common.import_gfe(\"view_graphalytics_load\").query(pers_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",
    "\n",
    "# Filter out validation runs they can be slightly less performant\n",
    "data = data.query(\"validate_inserts == '0' and validate_output == '0'\")\n",
    "\n",
    "# Rename Libraries\n",
    "rename_libraries = {\n",
    "    \"csr3\": \"CSR\",\n",
    "    \"csr3-lcc-numa\": \"CSR-LCC\",\n",
    "    \"sortledton.1\": \"Sortledton\",\n",
    "    \"llama8-ref\": \"LLama\",\n",
    "    \"g1_v6-ref-ignore-build\": \"G1\",\n",
    "    \"livegraph3_ro\": \"Livegraph\",\n",
    "    \"stinger7-ref\": \"Stinger\",\n",
    "    \"teseo-lcc.12\": \"Teseo\",\n",
    "    \"teseo-lcc-dv.12b\": \"Teseo dense\",\n",
    "    \"sorted_vector_al.4\": \"Sorted Vector\",\n",
    "    \"vector_al.3\": \"Unsorted Vector\",\n",
    "    \"robin_hood_al.3\": \"Hashset\",\n",
    "    \"robin_hood_sorted_vector_al.3\": \"Robin Hood Index\",\n",
    "    \"tree_sorted_vector_al.3\": \"Tree Index\",\n",
    "    \"edgeiter_sorted_vector_al.3\": \"Edge Iterator\"\n",
    "}\n",
    "\n",
    "data[\"library\"] = data[\"library\"].map(lambda l: rename_libraries[l] if l in rename_libraries  else l)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>completion_time</th>\n",
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       "      <td>0.982163</td>\n",
       "      <td>8</td>\n",
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       "    <tr>\n",
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       "      <td>0.131024</td>\n",
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       "      <th>lcc</th>\n",
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       "      <td>4</td>\n",
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       "      <td>4</td>\n",
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       "      <td>4</td>\n",
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       "      <td>4</td>\n",
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       "      <td>0.048768</td>\n",
       "      <td>2</td>\n",
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       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.216816</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>16.807736</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>129.239836</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>3.598867</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>5.033682</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.961426</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.193856</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>32.651022</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>6.007241</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>7.495465</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>11.607744</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
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       "      <td>2</td>\n",
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       "      <td>4</td>\n",
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       "    <tr>\n",
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       "      <td>4.641120</td>\n",
       "      <td>4</td>\n",
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       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>3.697651</td>\n",
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       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>3.885876</td>\n",
       "      <td>4</td>\n",
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       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>5.535344</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-22</th>\n",
       "      <th>bfs</th>\n",
       "      <td>3.384213</td>\n",
       "      <td>5</td>\n",
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       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>10.370722</td>\n",
       "      <td>5</td>\n",
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       "    <tr>\n",
       "      <th>lcc</th>\n",
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       "      <td>1</td>\n",
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       "      <th>pagerank</th>\n",
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       "      <td>5</td>\n",
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       "      <td>5</td>\n",
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       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>3.747873</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>31.130979</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>9.099408</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>15.484179</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>63.290146</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-26</th>\n",
       "      <th>bfs</th>\n",
       "      <td>4.504698</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>123.767266</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>32.596373</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>69.173590</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>340.211958</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>3.593995</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>46.801094</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>71.366039</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>11.199382</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>21.431233</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>90.017230</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">uniform-26</th>\n",
       "      <th>bfs</th>\n",
       "      <td>5.306215</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>186.293180</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>39.827456</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>90.175721</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>423.579860</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"20\" valign=\"top\">Hashset</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.933455</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>260.331171</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>213.766726</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>66.838302</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>32.597436</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.001421</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.410329</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>105.969630</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.390641</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.088683</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.232272</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>25.343940</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>137.546248</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>4.950986</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.969032</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.196323</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>44.230886</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>12.476899</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>8.612360</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>2.413883</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"20\" valign=\"top\">LLama</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.003092</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>2.539727</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.141160</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>1.652639</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.035679</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">graph500-22</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.045348</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>9.223850</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.434886</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>3.474543</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.144662</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.167422</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>31.663805</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>3.274523</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>25.284132</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.839878</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.208850</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>64.894953</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>7.503956</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>68.666785</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.710022</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"40\" valign=\"top\">Livegraph</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>8.477726</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>310.147663</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>72.620013</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>108.848255</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>30.786042</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.058927</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.406413</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.473346</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.840090</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.088970</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-22</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.530586</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>7.827325</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>471.329822</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>1.497068</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>2.134529</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.423078</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>2.184616</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>17.083365</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>3533.842373</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>7.020586</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>9.663411</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.679264</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-26</th>\n",
       "      <th>bfs</th>\n",
       "      <td>9.019909</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>76.744416</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>34.088639</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>60.757159</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>7.414211</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.801983</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>42.140065</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>37.166786</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>9.218265</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>18.286488</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>2.263528</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-26</th>\n",
       "      <th>bfs</th>\n",
       "      <td>3.152725</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>180.352472</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>162.956549</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>41.949666</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>90.676230</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>10.059066</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"24\" valign=\"top\">Robin Hood Index</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>10.101373</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>253.635376</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>146.410042</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>49.365712</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>59.309795</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>26.961194</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.010169</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.116069</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>51.472426</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.107807</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.257693</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.034209</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.420043</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>17.010503</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>98.780729</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>4.058841</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>5.206509</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.844713</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.357512</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>24.125501</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>7.204663</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>5.827790</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>10.019272</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>2.297544</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"24\" valign=\"top\">Sorted Vector</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.517821</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>192.450146</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>130.814179</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>35.109608</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>53.113715</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>18.778120</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.000771</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.122451</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>51.570090</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.097578</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.242260</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.024532</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.184935</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>16.106587</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>96.640956</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>2.245068</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>3.671540</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.631210</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.174998</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>40.792884</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>4.880548</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>4.052937</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>8.864270</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.122977</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"23\" valign=\"top\">Stinger</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.123422</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.538142</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.849567</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>1.069725</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.183532</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-22</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.142002</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>4.036954</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>891.808498</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>1.415810</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>2.031777</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.657713</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.511975</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>18.547912</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>6.662083</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>9.407864</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>2.801898</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.283765</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>24.865822</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>52.740957</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>8.477835</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>13.140574</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>2.459647</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"40\" valign=\"top\">Teseo</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.447574</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>408.863313</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>86.484601</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>129.896378</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>51.164785</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.012365</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.632215</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.362407</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.712120</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.083171</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-22</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.053875</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>4.725001</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>40.623776</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>1.362229</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>2.808690</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.501818</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.242851</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>27.760586</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>415.987757</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>8.784052</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>15.408652</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>4.198553</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-26</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.580025</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>134.955735</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>42.761692</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>91.489422</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>20.696233</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.152768</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>42.481777</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>14.152865</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>11.242281</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>23.187528</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>2.998535</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-26</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.567068</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>162.830428</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>70.428172</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>50.457804</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>106.734186</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>18.936143</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"36\" valign=\"top\">Teseo dense</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.021470</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.324723</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>111.585594</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.571457</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.865807</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.115781</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-22</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.044152</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>3.286806</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>40.809995</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.474737</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>1.318682</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.124682</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.193392</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>13.957640</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>152.786304</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>2.356713</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>5.746851</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.657005</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-26</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.412326</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>63.481904</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>928.918946</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>12.566896</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>33.695289</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>2.851919</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.116996</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>23.710951</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>6.433005</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>4.667912</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>12.124596</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.112826</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-26</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.418195</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>112.942593</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>28.647182</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>22.768991</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>61.073334</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>5.104727</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"24\" valign=\"top\">Tree Index</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>10.421664</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>258.118704</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>201.489566</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>50.732692</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>83.366083</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>28.283142</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.009922</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.100814</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>52.159518</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.112152</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.270198</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.033726</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.572985</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>21.771193</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>102.264186</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>4.553456</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>6.950920</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>2.015335</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.526177</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>34.457266</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>13.781232</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>6.293289</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>14.087024</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>2.449018</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"24\" valign=\"top\">Unsorted Vector</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.664409</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>233.362794</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>27.598223</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>43.233692</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>56.352167</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>19.589525</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.001178</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.095732</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>1.671736</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.137370</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.288778</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.029469</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.218965</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>26.487475</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>58.080835</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>2.576802</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>3.991377</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.683556</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.186265</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>38.758474</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>1.588619</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>4.284151</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>9.510827</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.170880</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"40\" valign=\"top\">csr3-lcc</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.002255</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>170.082910</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>32.609826</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>56.553162</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>10.477237</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.002307</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.021889</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.157998</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.426517</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.032077</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-22</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.035217</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>3.219564</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>12.377217</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.411287</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.972734</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.158399</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.137544</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>15.410300</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>78.602880</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>2.721038</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>5.596244</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.926595</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-26</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.496203</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>142.827060</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>587.403737</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>15.362843</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>36.319540</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>4.954316</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.148174</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>39.106677</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>2.929273</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>3.457457</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>7.043094</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.177290</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-26</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.584072</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>176.101286</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>13.929533</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>18.702736</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>36.400172</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>6.215728</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">csr4-lcc</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.136909</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>13.977643</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>81.186445</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>2.721032</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>4.927771</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.938276</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"15\" valign=\"top\">edgeiter_sorted_vector_al.1</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>3.337531</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>196.834993</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>59.269348</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>67.374070</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>24.525143</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.002853</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.224263</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.213274</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.359801</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.051334</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.435662</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>28.307500</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>3.603349</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>5.121045</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>2.050357</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"15\" valign=\"top\">edgeiter_sorted_vector_al.2</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.003252</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.277342</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.214225</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.393149</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.051077</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.485868</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>29.413369</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>3.540353</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>5.339857</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>2.279693</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.451808</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>44.273271</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>7.418937</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>11.715822</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>2.238838</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"18\" valign=\"top\">mb-csr.3</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.000997</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.193679</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>51.395224</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.144195</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.403954</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.029042</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.194907</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>28.499008</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>96.569620</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>2.221131</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>4.972824</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.632564</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.184003</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>32.070827</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>4.967984</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>3.778911</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>9.508325</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.033459</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"18\" valign=\"top\">mb-csr.4</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.000842</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.137341</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>51.634028</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.148053</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.377548</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.029370</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.134122</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>17.108383</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>97.495072</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>1.765301</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>4.805196</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.575738</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.148101</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>23.485571</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>4.636536</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>3.353691</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>9.986073</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.018657</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"18\" valign=\"top\">mb-csr.5</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.000854</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.028057</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>48.640627</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.154415</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.403462</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.029720</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.132797</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>28.001140</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>52.042006</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>1.752504</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>5.041654</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.584208</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.145993</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>41.183573</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>3.250846</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>3.344539</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>10.929190</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.517204</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"24\" valign=\"top\">mb-csr.6</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.109031</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>195.124855</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>61.033109</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>30.737870</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>48.606802</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>16.407581</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.000799</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.201565</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>48.139172</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.144088</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.401026</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.030463</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.139271</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>25.795513</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>51.023522</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>1.801857</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>4.612512</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.587119</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.154715</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>20.179249</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>3.224165</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>3.360829</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>10.150362</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.030069</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">mb-csr.7</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.142397</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>23.014424</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>53.652242</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>1.811010</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>5.042268</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.592136</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"12\" valign=\"top\">robin_hood_al.1</th>\n",
       "      <th rowspan=\"4\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>3.577922</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>239.486543</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>66.725030</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>39.470092</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.003268</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.327653</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.384873</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.086078</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.427061</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>40.306771</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>8.675699</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>2.406602</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"12\" valign=\"top\">robin_hood_al.2</th>\n",
       "      <th rowspan=\"4\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.003737</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.530944</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.536699</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.088805</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.511643</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>25.729733</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>6.089613</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>2.973282</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.460108</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>37.473282</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>9.810004</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>2.472796</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"20\" valign=\"top\">robin_hood_sorted_vector_al</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>49.240898</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>241.116572</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>231.106887</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>123.822359</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>56.407536</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.035881</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.065140</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.266519</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.416101</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.042632</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>6.543957</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>30.274381</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>30.326263</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>13.933105</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>4.322981</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>5.048906</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>45.795877</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>29.944396</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>24.433440</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>4.212726</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"20\" valign=\"top\">robin_hood_sorted_vector_al.1</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>47.510866</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>220.124245</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>222.841297</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>112.073606</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>52.075825</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.032508</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.077700</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.248748</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.407212</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.040618</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>6.348283</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>23.361510</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>28.033651</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>12.527641</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>4.002996</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>4.737644</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>23.297174</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>27.887669</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>22.093251</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>3.922816</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"15\" valign=\"top\">robin_hood_sorted_vector_al.2</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.031162</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.128084</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.240643</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.408978</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.038007</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>5.760226</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>22.312302</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>26.271866</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>12.086074</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>3.760620</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>4.794833</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>43.090015</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>27.325988</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>23.104388</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>3.872307</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"10\" valign=\"top\">single-numa-node-csr3-lcc</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.135317</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>26.992409</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>5.146378</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>9.847763</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.609273</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.156242</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>31.757349</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>6.292776</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>11.109075</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>2.075857</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"10\" valign=\"top\">single-numa-node-sorted-vector_al.2</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.229661</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>26.149279</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>3.870162</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>8.770086</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.891113</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.205725</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>38.550952</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>7.436526</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>18.357411</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.682605</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"20\" valign=\"top\">sorted_vector_al</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>3.313540</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>226.773045</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>39.373469</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>73.506280</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>17.450051</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.002802</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.101752</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.103307</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.367978</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.024440</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.424067</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>20.955409</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>2.422786</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>6.445683</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.648213</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.405102</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>41.655014</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>4.226997</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>12.547119</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.307947</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"10\" valign=\"top\">sorted_vector_al.1</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.002769</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.058936</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.102056</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.350533</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.024379</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.428451</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>26.080444</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>2.452520</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>5.370964</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.660573</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"15\" valign=\"top\">sorted_vector_al.2</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.003125</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.043734</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.102844</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.398220</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.024379</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.475901</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>26.914763</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>2.446151</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>5.256782</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.647132</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.458643</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>38.374566</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>4.292753</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>11.833349</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.149587</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"24\" valign=\"top\">sorted_vector_al.3</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.646207</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>206.893894</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>132.693561</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>37.295696</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>50.135843</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>18.124845</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.000952</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.105569</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>51.988230</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.098462</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.242607</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.024452</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.209975</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>16.222781</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>95.784121</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>2.501327</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>3.633016</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.634849</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.176729</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>40.827717</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>4.951796</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>4.211729</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>8.797881</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.107444</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"18\" valign=\"top\">sorted_vector_al.5</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.000852</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.167177</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>48.231152</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.098511</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.232869</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.025242</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.187782</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>25.656475</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>41.716182</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>2.229738</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>3.707185</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.650955</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.171667</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>24.903615</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>3.473680</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>4.044505</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>8.748180</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.114903</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"24\" valign=\"top\">sorted_vector_al.6</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.334370</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>286.244167</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>58.226784</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>33.954094</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>53.044572</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>18.567242</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.000760</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.131418</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>47.522404</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.100560</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.229644</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.023862</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.166730</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>16.166007</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>41.776719</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>2.125198</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>3.685847</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.629635</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.160481</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>39.495905</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>3.411788</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>3.946389</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>8.599754</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.084234</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"42\" valign=\"top\">sortledton</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>3.212393</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>328.340380</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>137.252343</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>34.932758</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>66.328167</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>16.817185</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.003582</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.208356</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>429.506597</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.130810</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.409657</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.027889</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-22</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.106194</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>7.886643</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>45.544339</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.451362</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>1.170563</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.136718</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.416816</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>23.013969</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>229.016381</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>2.274846</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>5.537105</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.626777</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-26</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.518342</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>148.793701</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>1258.009455</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>12.015667</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>34.011724</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>3.103630</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.410572</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>28.710181</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>5.073461</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>4.037231</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>11.317937</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.061269</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-26</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.510744</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>157.081932</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>22.515912</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>20.743063</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>56.170403</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>5.424619</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">sortledton.3</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.157232</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>23.844041</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>60.423862</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>2.384056</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>4.118210</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.678211</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"20\" valign=\"top\">tree_sorted_vector_al</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>46.059894</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>317.813718</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>221.479406</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>147.783594</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>60.808744</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.035515</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.104609</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.234129</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.446108</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.040634</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>5.996206</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>30.481131</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>27.217201</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>15.342995</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>4.065558</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>4.375350</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>30.244954</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>27.239629</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>26.883865</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>4.528509</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"20\" valign=\"top\">tree_sorted_vector_al.1</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>46.787115</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>316.742961</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>220.651083</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>137.766320</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>55.980611</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.039365</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.146624</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.251590</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.409849</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.042695</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>6.477363</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>23.774519</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>28.620124</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>14.339951</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>4.130312</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>4.797663</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>43.706531</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>28.268009</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>25.531367</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>4.116077</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"15\" valign=\"top\">tree_sorted_vector_al.2</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.039356</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.113085</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.245185</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.416737</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.041954</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>6.672982</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>23.863265</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>28.668840</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>14.400439</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>4.169299</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>5.214626</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>33.808054</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>30.105410</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>28.194459</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>4.439422</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"15\" valign=\"top\">vector_al</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>3.353842</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>200.581287</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>38.477735</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>74.257291</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>17.046565</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.002990</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.214285</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.141080</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.648629</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.030158</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.408494</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>40.975662</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>4.287435</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>12.527005</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.071618</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"10\" valign=\"top\">vector_al.1</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.002962</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.091430</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.144289</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.433902</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.030097</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.402109</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>20.945041</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>4.213591</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>11.587607</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.091410</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"15\" valign=\"top\">vector_al.2</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.003381</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.183175</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.143300</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.433522</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.030269</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.484690</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>21.988530</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>2.501857</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>5.971071</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.649899</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.447082</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>41.484222</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>4.223774</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>11.765159</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.102402</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                              completion_time  \\\n",
       "library                             graph          algorithm                    \n",
       "CSR-LCC                             com-friendster bfs               0.982163   \n",
       "                                                   cdlp            306.561424   \n",
       "                                                   lcc              60.113414   \n",
       "                                                   pagerank         31.077151   \n",
       "                                                   sssp             59.444219   \n",
       "                                                   wcc              10.109354   \n",
       "                                    dota-league    bfs               0.000773   \n",
       "                                                   cdlp              1.130063   \n",
       "                                                   lcc              53.012164   \n",
       "                                                   pagerank          0.101179   \n",
       "                                                   sssp              0.249274   \n",
       "                                                   wcc               0.023690   \n",
       "                                    graph500-22    bfs               0.033145   \n",
       "                                                   cdlp              5.570770   \n",
       "                                                   lcc              12.339077   \n",
       "                                                   pagerank          0.400319   \n",
       "                                                   sssp              0.747900   \n",
       "                                                   wcc               0.153263   \n",
       "                                    graph500-24    bfs               0.131024   \n",
       "                                                   cdlp             32.311592   \n",
       "                                                   lcc              72.637627   \n",
       "                                                   pagerank          2.692715   \n",
       "                                                   sssp              4.854807   \n",
       "                                                   wcc               0.926246   \n",
       "                                    graph500-26    bfs               0.487549   \n",
       "                                                   cdlp            143.385901   \n",
       "                                                   lcc             476.783099   \n",
       "                                                   pagerank         15.236883   \n",
       "                                                   sssp             27.736315   \n",
       "                                                   wcc               4.960557   \n",
       "                                    uniform-24     bfs               0.148650   \n",
       "                                                   cdlp             37.396524   \n",
       "                                                   lcc               2.839330   \n",
       "                                                   pagerank          3.335939   \n",
       "                                                   sssp              6.472724   \n",
       "                                                   wcc               1.169989   \n",
       "                                    uniform-26     bfs               0.508873   \n",
       "                                                   cdlp            141.641957   \n",
       "                                                   lcc              13.202378   \n",
       "                                                   pagerank         18.357686   \n",
       "                                                   sssp             33.874291   \n",
       "                                                   wcc               6.201792   \n",
       "Edge Iterator                       com-friendster bfs               1.684588   \n",
       "                                                   cdlp            238.260415   \n",
       "                                                   lcc             161.388866   \n",
       "                                                   pagerank         59.322476   \n",
       "                                                   sssp             66.018406   \n",
       "                                                   wcc              29.526731   \n",
       "                                    dota-league    bfs               0.001030   \n",
       "                                                   cdlp              1.211908   \n",
       "                                                   lcc              61.032196   \n",
       "                                                   pagerank          0.225872   \n",
       "                                                   sssp              0.361858   \n",
       "                                                   wcc               0.048768   \n",
       "                                    graph500-24    bfs               0.216816   \n",
       "                                                   cdlp             16.807736   \n",
       "                                                   lcc             129.239836   \n",
       "                                                   pagerank          3.598867   \n",
       "                                                   sssp              5.033682   \n",
       "                                                   wcc               0.961426   \n",
       "                                    uniform-24     bfs               0.193856   \n",
       "                                                   cdlp             32.651022   \n",
       "                                                   lcc               6.007241   \n",
       "                                                   pagerank          7.495465   \n",
       "                                                   sssp             11.607744   \n",
       "                                                   wcc               2.281600   \n",
       "G1                                  dota-league    bfs               3.330242   \n",
       "                                                   cdlp              4.641120   \n",
       "                                                   pagerank          3.697651   \n",
       "                                                   sssp              3.885876   \n",
       "                                                   wcc               5.535344   \n",
       "                                    graph500-22    bfs               3.384213   \n",
       "                                                   cdlp             10.370722   \n",
       "                                                   lcc             459.520717   \n",
       "                                                   pagerank          4.391155   \n",
       "                                                   sssp              5.381125   \n",
       "                                                   wcc              13.121941   \n",
       "                                    graph500-24    bfs               3.747873   \n",
       "                                                   cdlp             31.130979   \n",
       "                                                   lcc                    NaN   \n",
       "                                                   pagerank          9.099408   \n",
       "                                                   sssp             15.484179   \n",
       "                                                   wcc              63.290146   \n",
       "                                    graph500-26    bfs               4.504698   \n",
       "                                                   cdlp            123.767266   \n",
       "                                                   lcc                    NaN   \n",
       "                                                   pagerank         32.596373   \n",
       "                                                   sssp             69.173590   \n",
       "                                                   wcc             340.211958   \n",
       "                                    uniform-24     bfs               3.593995   \n",
       "                                                   cdlp             46.801094   \n",
       "                                                   lcc              71.366039   \n",
       "                                                   pagerank         11.199382   \n",
       "                                                   sssp             21.431233   \n",
       "                                                   wcc              90.017230   \n",
       "                                    uniform-26     bfs               5.306215   \n",
       "                                                   cdlp            186.293180   \n",
       "                                                   pagerank         39.827456   \n",
       "                                                   sssp             90.175721   \n",
       "                                                   wcc             423.579860   \n",
       "Hashset                             com-friendster bfs               1.933455   \n",
       "                                                   cdlp            260.331171   \n",
       "                                                   lcc             213.766726   \n",
       "                                                   pagerank         66.838302   \n",
       "                                                   wcc              32.597436   \n",
       "                                    dota-league    bfs               0.001421   \n",
       "                                                   cdlp              1.410329   \n",
       "                                                   lcc             105.969630   \n",
       "                                                   pagerank          0.390641   \n",
       "                                                   wcc               0.088683   \n",
       "                                    graph500-24    bfs               0.232272   \n",
       "                                                   cdlp             25.343940   \n",
       "                                                   lcc             137.546248   \n",
       "                                                   pagerank          4.950986   \n",
       "                                                   wcc               1.969032   \n",
       "                                    uniform-24     bfs               0.196323   \n",
       "                                                   cdlp             44.230886   \n",
       "                                                   lcc              12.476899   \n",
       "                                                   pagerank          8.612360   \n",
       "                                                   wcc               2.413883   \n",
       "LLama                               dota-league    bfs               0.003092   \n",
       "                                                   cdlp              2.539727   \n",
       "                                                   pagerank          0.141160   \n",
       "                                                   sssp              1.652639   \n",
       "                                                   wcc               0.035679   \n",
       "                                    graph500-22    bfs               0.045348   \n",
       "                                                   cdlp              9.223850   \n",
       "                                                   pagerank          0.434886   \n",
       "                                                   sssp              3.474543   \n",
       "                                                   wcc               0.144662   \n",
       "                                    graph500-24    bfs               0.167422   \n",
       "                                                   cdlp             31.663805   \n",
       "                                                   pagerank          3.274523   \n",
       "                                                   sssp             25.284132   \n",
       "                                                   wcc               0.839878   \n",
       "                                    uniform-24     bfs               0.208850   \n",
       "                                                   cdlp             64.894953   \n",
       "                                                   pagerank          7.503956   \n",
       "                                                   sssp             68.666785   \n",
       "                                                   wcc               1.710022   \n",
       "Livegraph                           com-friendster bfs               8.477726   \n",
       "                                                   cdlp            310.147663   \n",
       "                                                   pagerank         72.620013   \n",
       "                                                   sssp            108.848255   \n",
       "                                                   wcc              30.786042   \n",
       "                                    dota-league    bfs               0.058927   \n",
       "                                                   cdlp              1.406413   \n",
       "                                                   pagerank          0.473346   \n",
       "                                                   sssp              0.840090   \n",
       "                                                   wcc               0.088970   \n",
       "                                    graph500-22    bfs               0.530586   \n",
       "                                                   cdlp              7.827325   \n",
       "                                                   lcc             471.329822   \n",
       "                                                   pagerank          1.497068   \n",
       "                                                   sssp              2.134529   \n",
       "                                                   wcc               0.423078   \n",
       "                                    graph500-24    bfs               2.184616   \n",
       "                                                   cdlp             17.083365   \n",
       "                                                   lcc            3533.842373   \n",
       "                                                   pagerank          7.020586   \n",
       "                                                   sssp              9.663411   \n",
       "                                                   wcc               1.679264   \n",
       "                                    graph500-26    bfs               9.019909   \n",
       "                                                   cdlp             76.744416   \n",
       "                                                   lcc                    NaN   \n",
       "                                                   pagerank         34.088639   \n",
       "                                                   sssp             60.757159   \n",
       "                                                   wcc               7.414211   \n",
       "                                    uniform-24     bfs               0.801983   \n",
       "                                                   cdlp             42.140065   \n",
       "                                                   lcc              37.166786   \n",
       "                                                   pagerank          9.218265   \n",
       "                                                   sssp             18.286488   \n",
       "                                                   wcc               2.263528   \n",
       "                                    uniform-26     bfs               3.152725   \n",
       "                                                   cdlp            180.352472   \n",
       "                                                   lcc             162.956549   \n",
       "                                                   pagerank         41.949666   \n",
       "                                                   sssp             90.676230   \n",
       "                                                   wcc              10.059066   \n",
       "Robin Hood Index                    com-friendster bfs              10.101373   \n",
       "                                                   cdlp            253.635376   \n",
       "                                                   lcc             146.410042   \n",
       "                                                   pagerank         49.365712   \n",
       "                                                   sssp             59.309795   \n",
       "                                                   wcc              26.961194   \n",
       "                                    dota-league    bfs               0.010169   \n",
       "                                                   cdlp              1.116069   \n",
       "                                                   lcc              51.472426   \n",
       "                                                   pagerank          0.107807   \n",
       "                                                   sssp              0.257693   \n",
       "                                                   wcc               0.034209   \n",
       "                                    graph500-24    bfs               1.420043   \n",
       "                                                   cdlp             17.010503   \n",
       "                                                   lcc              98.780729   \n",
       "                                                   pagerank          4.058841   \n",
       "                                                   sssp              5.206509   \n",
       "                                                   wcc               1.844713   \n",
       "                                    uniform-24     bfs               1.357512   \n",
       "                                                   cdlp             24.125501   \n",
       "                                                   lcc               7.204663   \n",
       "                                                   pagerank          5.827790   \n",
       "                                                   sssp             10.019272   \n",
       "                                                   wcc               2.297544   \n",
       "Sorted Vector                       com-friendster bfs               1.517821   \n",
       "                                                   cdlp            192.450146   \n",
       "                                                   lcc             130.814179   \n",
       "                                                   pagerank         35.109608   \n",
       "                                                   sssp             53.113715   \n",
       "                                                   wcc              18.778120   \n",
       "                                    dota-league    bfs               0.000771   \n",
       "                                                   cdlp              1.122451   \n",
       "                                                   lcc              51.570090   \n",
       "                                                   pagerank          0.097578   \n",
       "                                                   sssp              0.242260   \n",
       "                                                   wcc               0.024532   \n",
       "                                    graph500-24    bfs               0.184935   \n",
       "                                                   cdlp             16.106587   \n",
       "                                                   lcc              96.640956   \n",
       "                                                   pagerank          2.245068   \n",
       "                                                   sssp              3.671540   \n",
       "                                                   wcc               0.631210   \n",
       "                                    uniform-24     bfs               0.174998   \n",
       "                                                   cdlp             40.792884   \n",
       "                                                   lcc               4.880548   \n",
       "                                                   pagerank          4.052937   \n",
       "                                                   sssp              8.864270   \n",
       "                                                   wcc               1.122977   \n",
       "Stinger                             dota-league    bfs               0.123422   \n",
       "                                                   cdlp              1.538142   \n",
       "                                                   pagerank          0.849567   \n",
       "                                                   sssp              1.069725   \n",
       "                                                   wcc               0.183532   \n",
       "                                    graph500-22    bfs               0.142002   \n",
       "                                                   cdlp              4.036954   \n",
       "                                                   lcc             891.808498   \n",
       "                                                   pagerank          1.415810   \n",
       "                                                   sssp              2.031777   \n",
       "                                                   wcc               0.657713   \n",
       "                                    graph500-24    bfs               0.511975   \n",
       "                                                   cdlp             18.547912   \n",
       "                                                   lcc                    NaN   \n",
       "                                                   pagerank          6.662083   \n",
       "                                                   sssp              9.407864   \n",
       "                                                   wcc               2.801898   \n",
       "                                    uniform-24     bfs               0.283765   \n",
       "                                                   cdlp             24.865822   \n",
       "                                                   lcc              52.740957   \n",
       "                                                   pagerank          8.477835   \n",
       "                                                   sssp             13.140574   \n",
       "                                                   wcc               2.459647   \n",
       "Teseo                               com-friendster bfs               1.447574   \n",
       "                                                   cdlp            408.863313   \n",
       "                                                   pagerank         86.484601   \n",
       "                                                   sssp            129.896378   \n",
       "                                                   wcc              51.164785   \n",
       "                                    dota-league    bfs               0.012365   \n",
       "                                                   cdlp              1.632215   \n",
       "                                                   pagerank          0.362407   \n",
       "                                                   sssp              0.712120   \n",
       "                                                   wcc               0.083171   \n",
       "                                    graph500-22    bfs               0.053875   \n",
       "                                                   cdlp              4.725001   \n",
       "                                                   lcc              40.623776   \n",
       "                                                   pagerank          1.362229   \n",
       "                                                   sssp              2.808690   \n",
       "                                                   wcc               0.501818   \n",
       "                                    graph500-24    bfs               0.242851   \n",
       "                                                   cdlp             27.760586   \n",
       "                                                   lcc             415.987757   \n",
       "                                                   pagerank          8.784052   \n",
       "                                                   sssp             15.408652   \n",
       "                                                   wcc               4.198553   \n",
       "                                    graph500-26    bfs               0.580025   \n",
       "                                                   cdlp            134.955735   \n",
       "                                                   lcc                    NaN   \n",
       "                                                   pagerank         42.761692   \n",
       "                                                   sssp             91.489422   \n",
       "                                                   wcc              20.696233   \n",
       "                                    uniform-24     bfs               0.152768   \n",
       "                                                   cdlp             42.481777   \n",
       "                                                   lcc              14.152865   \n",
       "                                                   pagerank         11.242281   \n",
       "                                                   sssp             23.187528   \n",
       "                                                   wcc               2.998535   \n",
       "                                    uniform-26     bfs               0.567068   \n",
       "                                                   cdlp            162.830428   \n",
       "                                                   lcc              70.428172   \n",
       "                                                   pagerank         50.457804   \n",
       "                                                   sssp            106.734186   \n",
       "                                                   wcc              18.936143   \n",
       "Teseo dense                         dota-league    bfs               0.021470   \n",
       "                                                   cdlp              1.324723   \n",
       "                                                   lcc             111.585594   \n",
       "                                                   pagerank          0.571457   \n",
       "                                                   sssp              0.865807   \n",
       "                                                   wcc               0.115781   \n",
       "                                    graph500-22    bfs               0.044152   \n",
       "                                                   cdlp              3.286806   \n",
       "                                                   lcc              40.809995   \n",
       "                                                   pagerank          0.474737   \n",
       "                                                   sssp              1.318682   \n",
       "                                                   wcc               0.124682   \n",
       "                                    graph500-24    bfs               0.193392   \n",
       "                                                   cdlp             13.957640   \n",
       "                                                   lcc             152.786304   \n",
       "                                                   pagerank          2.356713   \n",
       "                                                   sssp              5.746851   \n",
       "                                                   wcc               0.657005   \n",
       "                                    graph500-26    bfs               0.412326   \n",
       "                                                   cdlp             63.481904   \n",
       "                                                   lcc             928.918946   \n",
       "                                                   pagerank         12.566896   \n",
       "                                                   sssp             33.695289   \n",
       "                                                   wcc               2.851919   \n",
       "                                    uniform-24     bfs               0.116996   \n",
       "                                                   cdlp             23.710951   \n",
       "                                                   lcc               6.433005   \n",
       "                                                   pagerank          4.667912   \n",
       "                                                   sssp             12.124596   \n",
       "                                                   wcc               1.112826   \n",
       "                                    uniform-26     bfs               0.418195   \n",
       "                                                   cdlp            112.942593   \n",
       "                                                   lcc              28.647182   \n",
       "                                                   pagerank         22.768991   \n",
       "                                                   sssp             61.073334   \n",
       "                                                   wcc               5.104727   \n",
       "Tree Index                          com-friendster bfs              10.421664   \n",
       "                                                   cdlp            258.118704   \n",
       "                                                   lcc             201.489566   \n",
       "                                                   pagerank         50.732692   \n",
       "                                                   sssp             83.366083   \n",
       "                                                   wcc              28.283142   \n",
       "                                    dota-league    bfs               0.009922   \n",
       "                                                   cdlp              1.100814   \n",
       "                                                   lcc              52.159518   \n",
       "                                                   pagerank          0.112152   \n",
       "                                                   sssp              0.270198   \n",
       "                                                   wcc               0.033726   \n",
       "                                    graph500-24    bfs               1.572985   \n",
       "                                                   cdlp             21.771193   \n",
       "                                                   lcc             102.264186   \n",
       "                                                   pagerank          4.553456   \n",
       "                                                   sssp              6.950920   \n",
       "                                                   wcc               2.015335   \n",
       "                                    uniform-24     bfs               1.526177   \n",
       "                                                   cdlp             34.457266   \n",
       "                                                   lcc              13.781232   \n",
       "                                                   pagerank          6.293289   \n",
       "                                                   sssp             14.087024   \n",
       "                                                   wcc               2.449018   \n",
       "Unsorted Vector                     com-friendster bfs               1.664409   \n",
       "                                                   cdlp            233.362794   \n",
       "                                                   lcc              27.598223   \n",
       "                                                   pagerank         43.233692   \n",
       "                                                   sssp             56.352167   \n",
       "                                                   wcc              19.589525   \n",
       "                                    dota-league    bfs               0.001178   \n",
       "                                                   cdlp              1.095732   \n",
       "                                                   lcc               1.671736   \n",
       "                                                   pagerank          0.137370   \n",
       "                                                   sssp              0.288778   \n",
       "                                                   wcc               0.029469   \n",
       "                                    graph500-24    bfs               0.218965   \n",
       "                                                   cdlp             26.487475   \n",
       "                                                   lcc              58.080835   \n",
       "                                                   pagerank          2.576802   \n",
       "                                                   sssp              3.991377   \n",
       "                                                   wcc               0.683556   \n",
       "                                    uniform-24     bfs               0.186265   \n",
       "                                                   cdlp             38.758474   \n",
       "                                                   lcc               1.588619   \n",
       "                                                   pagerank          4.284151   \n",
       "                                                   sssp              9.510827   \n",
       "                                                   wcc               1.170880   \n",
       "csr3-lcc                            com-friendster bfs               1.002255   \n",
       "                                                   cdlp            170.082910   \n",
       "                                                   pagerank         32.609826   \n",
       "                                                   sssp             56.553162   \n",
       "                                                   wcc              10.477237   \n",
       "                                    dota-league    bfs               0.002307   \n",
       "                                                   cdlp              1.021889   \n",
       "                                                   pagerank          0.157998   \n",
       "                                                   sssp              0.426517   \n",
       "                                                   wcc               0.032077   \n",
       "                                    graph500-22    bfs               0.035217   \n",
       "                                                   cdlp              3.219564   \n",
       "                                                   lcc              12.377217   \n",
       "                                                   pagerank          0.411287   \n",
       "                                                   sssp              0.972734   \n",
       "                                                   wcc               0.158399   \n",
       "                                    graph500-24    bfs               0.137544   \n",
       "                                                   cdlp             15.410300   \n",
       "                                                   lcc              78.602880   \n",
       "                                                   pagerank          2.721038   \n",
       "                                                   sssp              5.596244   \n",
       "                                                   wcc               0.926595   \n",
       "                                    graph500-26    bfs               0.496203   \n",
       "                                                   cdlp            142.827060   \n",
       "                                                   lcc             587.403737   \n",
       "                                                   pagerank         15.362843   \n",
       "                                                   sssp             36.319540   \n",
       "                                                   wcc               4.954316   \n",
       "                                    uniform-24     bfs               0.148174   \n",
       "                                                   cdlp             39.106677   \n",
       "                                                   lcc               2.929273   \n",
       "                                                   pagerank          3.457457   \n",
       "                                                   sssp              7.043094   \n",
       "                                                   wcc               1.177290   \n",
       "                                    uniform-26     bfs               0.584072   \n",
       "                                                   cdlp            176.101286   \n",
       "                                                   lcc              13.929533   \n",
       "                                                   pagerank         18.702736   \n",
       "                                                   sssp             36.400172   \n",
       "                                                   wcc               6.215728   \n",
       "csr4-lcc                            graph500-24    bfs               0.136909   \n",
       "                                                   cdlp             13.977643   \n",
       "                                                   lcc              81.186445   \n",
       "                                                   pagerank          2.721032   \n",
       "                                                   sssp              4.927771   \n",
       "                                                   wcc               0.938276   \n",
       "edgeiter_sorted_vector_al.1         com-friendster bfs               3.337531   \n",
       "                                                   cdlp            196.834993   \n",
       "                                                   pagerank         59.269348   \n",
       "                                                   sssp             67.374070   \n",
       "                                                   wcc              24.525143   \n",
       "                                    dota-league    bfs               0.002853   \n",
       "                                                   cdlp              1.224263   \n",
       "                                                   pagerank          0.213274   \n",
       "                                                   sssp              0.359801   \n",
       "                                                   wcc               0.051334   \n",
       "                                    graph500-24    bfs               0.435662   \n",
       "                                                   cdlp             28.307500   \n",
       "                                                   pagerank          3.603349   \n",
       "                                                   sssp              5.121045   \n",
       "                                                   wcc               2.050357   \n",
       "edgeiter_sorted_vector_al.2         dota-league    bfs               0.003252   \n",
       "                                                   cdlp              1.277342   \n",
       "                                                   pagerank          0.214225   \n",
       "                                                   sssp              0.393149   \n",
       "                                                   wcc               0.051077   \n",
       "                                    graph500-24    bfs               0.485868   \n",
       "                                                   cdlp             29.413369   \n",
       "                                                   pagerank          3.540353   \n",
       "                                                   sssp              5.339857   \n",
       "                                                   wcc               2.279693   \n",
       "                                    uniform-24     bfs               0.451808   \n",
       "                                                   cdlp             44.273271   \n",
       "                                                   pagerank          7.418937   \n",
       "                                                   sssp             11.715822   \n",
       "                                                   wcc               2.238838   \n",
       "mb-csr.3                            dota-league    bfs               0.000997   \n",
       "                                                   cdlp              1.193679   \n",
       "                                                   lcc              51.395224   \n",
       "                                                   pagerank          0.144195   \n",
       "                                                   sssp              0.403954   \n",
       "                                                   wcc               0.029042   \n",
       "                                    graph500-24    bfs               0.194907   \n",
       "                                                   cdlp             28.499008   \n",
       "                                                   lcc              96.569620   \n",
       "                                                   pagerank          2.221131   \n",
       "                                                   sssp              4.972824   \n",
       "                                                   wcc               0.632564   \n",
       "                                    uniform-24     bfs               0.184003   \n",
       "                                                   cdlp             32.070827   \n",
       "                                                   lcc               4.967984   \n",
       "                                                   pagerank          3.778911   \n",
       "                                                   sssp              9.508325   \n",
       "                                                   wcc               1.033459   \n",
       "mb-csr.4                            dota-league    bfs               0.000842   \n",
       "                                                   cdlp              1.137341   \n",
       "                                                   lcc              51.634028   \n",
       "                                                   pagerank          0.148053   \n",
       "                                                   sssp              0.377548   \n",
       "                                                   wcc               0.029370   \n",
       "                                    graph500-24    bfs               0.134122   \n",
       "                                                   cdlp             17.108383   \n",
       "                                                   lcc              97.495072   \n",
       "                                                   pagerank          1.765301   \n",
       "                                                   sssp              4.805196   \n",
       "                                                   wcc               0.575738   \n",
       "                                    uniform-24     bfs               0.148101   \n",
       "                                                   cdlp             23.485571   \n",
       "                                                   lcc               4.636536   \n",
       "                                                   pagerank          3.353691   \n",
       "                                                   sssp              9.986073   \n",
       "                                                   wcc               1.018657   \n",
       "mb-csr.5                            dota-league    bfs               0.000854   \n",
       "                                                   cdlp              1.028057   \n",
       "                                                   lcc              48.640627   \n",
       "                                                   pagerank          0.154415   \n",
       "                                                   sssp              0.403462   \n",
       "                                                   wcc               0.029720   \n",
       "                                    graph500-24    bfs               0.132797   \n",
       "                                                   cdlp             28.001140   \n",
       "                                                   lcc              52.042006   \n",
       "                                                   pagerank          1.752504   \n",
       "                                                   sssp              5.041654   \n",
       "                                                   wcc               0.584208   \n",
       "                                    uniform-24     bfs               0.145993   \n",
       "                                                   cdlp             41.183573   \n",
       "                                                   lcc               3.250846   \n",
       "                                                   pagerank          3.344539   \n",
       "                                                   sssp             10.929190   \n",
       "                                                   wcc               1.517204   \n",
       "mb-csr.6                            com-friendster bfs               1.109031   \n",
       "                                                   cdlp            195.124855   \n",
       "                                                   lcc              61.033109   \n",
       "                                                   pagerank         30.737870   \n",
       "                                                   sssp             48.606802   \n",
       "                                                   wcc              16.407581   \n",
       "                                    dota-league    bfs               0.000799   \n",
       "                                                   cdlp              1.201565   \n",
       "                                                   lcc              48.139172   \n",
       "                                                   pagerank          0.144088   \n",
       "                                                   sssp              0.401026   \n",
       "                                                   wcc               0.030463   \n",
       "                                    graph500-24    bfs               0.139271   \n",
       "                                                   cdlp             25.795513   \n",
       "                                                   lcc              51.023522   \n",
       "                                                   pagerank          1.801857   \n",
       "                                                   sssp              4.612512   \n",
       "                                                   wcc               0.587119   \n",
       "                                    uniform-24     bfs               0.154715   \n",
       "                                                   cdlp             20.179249   \n",
       "                                                   lcc               3.224165   \n",
       "                                                   pagerank          3.360829   \n",
       "                                                   sssp             10.150362   \n",
       "                                                   wcc               1.030069   \n",
       "mb-csr.7                            graph500-24    bfs               0.142397   \n",
       "                                                   cdlp             23.014424   \n",
       "                                                   lcc              53.652242   \n",
       "                                                   pagerank          1.811010   \n",
       "                                                   sssp              5.042268   \n",
       "                                                   wcc               0.592136   \n",
       "robin_hood_al.1                     com-friendster bfs               3.577922   \n",
       "                                                   cdlp            239.486543   \n",
       "                                                   pagerank         66.725030   \n",
       "                                                   wcc              39.470092   \n",
       "                                    dota-league    bfs               0.003268   \n",
       "                                                   cdlp              1.327653   \n",
       "                                                   pagerank          0.384873   \n",
       "                                                   wcc               0.086078   \n",
       "                                    uniform-24     bfs               0.427061   \n",
       "                                                   cdlp             40.306771   \n",
       "                                                   pagerank          8.675699   \n",
       "                                                   wcc               2.406602   \n",
       "robin_hood_al.2                     dota-league    bfs               0.003737   \n",
       "                                                   cdlp              1.530944   \n",
       "                                                   pagerank          0.536699   \n",
       "                                                   wcc               0.088805   \n",
       "                                    graph500-24    bfs               0.511643   \n",
       "                                                   cdlp             25.729733   \n",
       "                                                   pagerank          6.089613   \n",
       "                                                   wcc               2.973282   \n",
       "                                    uniform-24     bfs               0.460108   \n",
       "                                                   cdlp             37.473282   \n",
       "                                                   pagerank          9.810004   \n",
       "                                                   wcc               2.472796   \n",
       "robin_hood_sorted_vector_al         com-friendster bfs              49.240898   \n",
       "                                                   cdlp            241.116572   \n",
       "                                                   pagerank        231.106887   \n",
       "                                                   sssp            123.822359   \n",
       "                                                   wcc              56.407536   \n",
       "                                    dota-league    bfs               0.035881   \n",
       "                                                   cdlp              1.065140   \n",
       "                                                   pagerank          0.266519   \n",
       "                                                   sssp              0.416101   \n",
       "                                                   wcc               0.042632   \n",
       "                                    graph500-24    bfs               6.543957   \n",
       "                                                   cdlp             30.274381   \n",
       "                                                   pagerank         30.326263   \n",
       "                                                   sssp             13.933105   \n",
       "                                                   wcc               4.322981   \n",
       "                                    uniform-24     bfs               5.048906   \n",
       "                                                   cdlp             45.795877   \n",
       "                                                   pagerank         29.944396   \n",
       "                                                   sssp             24.433440   \n",
       "                                                   wcc               4.212726   \n",
       "robin_hood_sorted_vector_al.1       com-friendster bfs              47.510866   \n",
       "                                                   cdlp            220.124245   \n",
       "                                                   pagerank        222.841297   \n",
       "                                                   sssp            112.073606   \n",
       "                                                   wcc              52.075825   \n",
       "                                    dota-league    bfs               0.032508   \n",
       "                                                   cdlp              1.077700   \n",
       "                                                   pagerank          0.248748   \n",
       "                                                   sssp              0.407212   \n",
       "                                                   wcc               0.040618   \n",
       "                                    graph500-24    bfs               6.348283   \n",
       "                                                   cdlp             23.361510   \n",
       "                                                   pagerank         28.033651   \n",
       "                                                   sssp             12.527641   \n",
       "                                                   wcc               4.002996   \n",
       "                                    uniform-24     bfs               4.737644   \n",
       "                                                   cdlp             23.297174   \n",
       "                                                   pagerank         27.887669   \n",
       "                                                   sssp             22.093251   \n",
       "                                                   wcc               3.922816   \n",
       "robin_hood_sorted_vector_al.2       dota-league    bfs               0.031162   \n",
       "                                                   cdlp              1.128084   \n",
       "                                                   pagerank          0.240643   \n",
       "                                                   sssp              0.408978   \n",
       "                                                   wcc               0.038007   \n",
       "                                    graph500-24    bfs               5.760226   \n",
       "                                                   cdlp             22.312302   \n",
       "                                                   pagerank         26.271866   \n",
       "                                                   sssp             12.086074   \n",
       "                                                   wcc               3.760620   \n",
       "                                    uniform-24     bfs               4.794833   \n",
       "                                                   cdlp             43.090015   \n",
       "                                                   pagerank         27.325988   \n",
       "                                                   sssp             23.104388   \n",
       "                                                   wcc               3.872307   \n",
       "single-numa-node-csr3-lcc           graph500-24    bfs               0.135317   \n",
       "                                                   cdlp             26.992409   \n",
       "                                                   pagerank          5.146378   \n",
       "                                                   sssp              9.847763   \n",
       "                                                   wcc               1.609273   \n",
       "                                    uniform-24     bfs               0.156242   \n",
       "                                                   cdlp             31.757349   \n",
       "                                                   pagerank          6.292776   \n",
       "                                                   sssp             11.109075   \n",
       "                                                   wcc               2.075857   \n",
       "single-numa-node-sorted-vector_al.2 graph500-24    bfs               0.229661   \n",
       "                                                   cdlp             26.149279   \n",
       "                                                   pagerank          3.870162   \n",
       "                                                   sssp              8.770086   \n",
       "                                                   wcc               0.891113   \n",
       "                                    uniform-24     bfs               0.205725   \n",
       "                                                   cdlp             38.550952   \n",
       "                                                   pagerank          7.436526   \n",
       "                                                   sssp             18.357411   \n",
       "                                                   wcc               1.682605   \n",
       "sorted_vector_al                    com-friendster bfs               3.313540   \n",
       "                                                   cdlp            226.773045   \n",
       "                                                   pagerank         39.373469   \n",
       "                                                   sssp             73.506280   \n",
       "                                                   wcc              17.450051   \n",
       "                                    dota-league    bfs               0.002802   \n",
       "                                                   cdlp              1.101752   \n",
       "                                                   pagerank          0.103307   \n",
       "                                                   sssp              0.367978   \n",
       "                                                   wcc               0.024440   \n",
       "                                    graph500-24    bfs               0.424067   \n",
       "                                                   cdlp             20.955409   \n",
       "                                                   pagerank          2.422786   \n",
       "                                                   sssp              6.445683   \n",
       "                                                   wcc               0.648213   \n",
       "                                    uniform-24     bfs               0.405102   \n",
       "                                                   cdlp             41.655014   \n",
       "                                                   pagerank          4.226997   \n",
       "                                                   sssp             12.547119   \n",
       "                                                   wcc               1.307947   \n",
       "sorted_vector_al.1                  dota-league    bfs               0.002769   \n",
       "                                                   cdlp              1.058936   \n",
       "                                                   pagerank          0.102056   \n",
       "                                                   sssp              0.350533   \n",
       "                                                   wcc               0.024379   \n",
       "                                    graph500-24    bfs               0.428451   \n",
       "                                                   cdlp             26.080444   \n",
       "                                                   pagerank          2.452520   \n",
       "                                                   sssp              5.370964   \n",
       "                                                   wcc               0.660573   \n",
       "sorted_vector_al.2                  dota-league    bfs               0.003125   \n",
       "                                                   cdlp              1.043734   \n",
       "                                                   pagerank          0.102844   \n",
       "                                                   sssp              0.398220   \n",
       "                                                   wcc               0.024379   \n",
       "                                    graph500-24    bfs               0.475901   \n",
       "                                                   cdlp             26.914763   \n",
       "                                                   pagerank          2.446151   \n",
       "                                                   sssp              5.256782   \n",
       "                                                   wcc               0.647132   \n",
       "                                    uniform-24     bfs               0.458643   \n",
       "                                                   cdlp             38.374566   \n",
       "                                                   pagerank          4.292753   \n",
       "                                                   sssp             11.833349   \n",
       "                                                   wcc               1.149587   \n",
       "sorted_vector_al.3                  com-friendster bfs               1.646207   \n",
       "                                                   cdlp            206.893894   \n",
       "                                                   lcc             132.693561   \n",
       "                                                   pagerank         37.295696   \n",
       "                                                   sssp             50.135843   \n",
       "                                                   wcc              18.124845   \n",
       "                                    dota-league    bfs               0.000952   \n",
       "                                                   cdlp              1.105569   \n",
       "                                                   lcc              51.988230   \n",
       "                                                   pagerank          0.098462   \n",
       "                                                   sssp              0.242607   \n",
       "                                                   wcc               0.024452   \n",
       "                                    graph500-24    bfs               0.209975   \n",
       "                                                   cdlp             16.222781   \n",
       "                                                   lcc              95.784121   \n",
       "                                                   pagerank          2.501327   \n",
       "                                                   sssp              3.633016   \n",
       "                                                   wcc               0.634849   \n",
       "                                    uniform-24     bfs               0.176729   \n",
       "                                                   cdlp             40.827717   \n",
       "                                                   lcc               4.951796   \n",
       "                                                   pagerank          4.211729   \n",
       "                                                   sssp              8.797881   \n",
       "                                                   wcc               1.107444   \n",
       "sorted_vector_al.5                  dota-league    bfs               0.000852   \n",
       "                                                   cdlp              1.167177   \n",
       "                                                   lcc              48.231152   \n",
       "                                                   pagerank          0.098511   \n",
       "                                                   sssp              0.232869   \n",
       "                                                   wcc               0.025242   \n",
       "                                    graph500-24    bfs               0.187782   \n",
       "                                                   cdlp             25.656475   \n",
       "                                                   lcc              41.716182   \n",
       "                                                   pagerank          2.229738   \n",
       "                                                   sssp              3.707185   \n",
       "                                                   wcc               0.650955   \n",
       "                                    uniform-24     bfs               0.171667   \n",
       "                                                   cdlp             24.903615   \n",
       "                                                   lcc               3.473680   \n",
       "                                                   pagerank          4.044505   \n",
       "                                                   sssp              8.748180   \n",
       "                                                   wcc               1.114903   \n",
       "sorted_vector_al.6                  com-friendster bfs               1.334370   \n",
       "                                                   cdlp            286.244167   \n",
       "                                                   lcc              58.226784   \n",
       "                                                   pagerank         33.954094   \n",
       "                                                   sssp             53.044572   \n",
       "                                                   wcc              18.567242   \n",
       "                                    dota-league    bfs               0.000760   \n",
       "                                                   cdlp              1.131418   \n",
       "                                                   lcc              47.522404   \n",
       "                                                   pagerank          0.100560   \n",
       "                                                   sssp              0.229644   \n",
       "                                                   wcc               0.023862   \n",
       "                                    graph500-24    bfs               0.166730   \n",
       "                                                   cdlp             16.166007   \n",
       "                                                   lcc              41.776719   \n",
       "                                                   pagerank          2.125198   \n",
       "                                                   sssp              3.685847   \n",
       "                                                   wcc               0.629635   \n",
       "                                    uniform-24     bfs               0.160481   \n",
       "                                                   cdlp             39.495905   \n",
       "                                                   lcc               3.411788   \n",
       "                                                   pagerank          3.946389   \n",
       "                                                   sssp              8.599754   \n",
       "                                                   wcc               1.084234   \n",
       "sortledton                          com-friendster bfs               3.212393   \n",
       "                                                   cdlp            328.340380   \n",
       "                                                   lcc             137.252343   \n",
       "                                                   pagerank         34.932758   \n",
       "                                                   sssp             66.328167   \n",
       "                                                   wcc              16.817185   \n",
       "                                    dota-league    bfs               0.003582   \n",
       "                                                   cdlp              1.208356   \n",
       "                                                   lcc             429.506597   \n",
       "                                                   pagerank          0.130810   \n",
       "                                                   sssp              0.409657   \n",
       "                                                   wcc               0.027889   \n",
       "                                    graph500-22    bfs               0.106194   \n",
       "                                                   cdlp              7.886643   \n",
       "                                                   lcc              45.544339   \n",
       "                                                   pagerank          0.451362   \n",
       "                                                   sssp              1.170563   \n",
       "                                                   wcc               0.136718   \n",
       "                                    graph500-24    bfs               0.416816   \n",
       "                                                   cdlp             23.013969   \n",
       "                                                   lcc             229.016381   \n",
       "                                                   pagerank          2.274846   \n",
       "                                                   sssp              5.537105   \n",
       "                                                   wcc               0.626777   \n",
       "                                    graph500-26    bfs               1.518342   \n",
       "                                                   cdlp            148.793701   \n",
       "                                                   lcc            1258.009455   \n",
       "                                                   pagerank         12.015667   \n",
       "                                                   sssp             34.011724   \n",
       "                                                   wcc               3.103630   \n",
       "                                    uniform-24     bfs               0.410572   \n",
       "                                                   cdlp             28.710181   \n",
       "                                                   lcc               5.073461   \n",
       "                                                   pagerank          4.037231   \n",
       "                                                   sssp             11.317937   \n",
       "                                                   wcc               1.061269   \n",
       "                                    uniform-26     bfs               1.510744   \n",
       "                                                   cdlp            157.081932   \n",
       "                                                   lcc              22.515912   \n",
       "                                                   pagerank         20.743063   \n",
       "                                                   sssp             56.170403   \n",
       "                                                   wcc               5.424619   \n",
       "sortledton.3                        graph500-24    bfs               0.157232   \n",
       "                                                   cdlp             23.844041   \n",
       "                                                   lcc              60.423862   \n",
       "                                                   pagerank          2.384056   \n",
       "                                                   sssp              4.118210   \n",
       "                                                   wcc               0.678211   \n",
       "tree_sorted_vector_al               com-friendster bfs              46.059894   \n",
       "                                                   cdlp            317.813718   \n",
       "                                                   pagerank        221.479406   \n",
       "                                                   sssp            147.783594   \n",
       "                                                   wcc              60.808744   \n",
       "                                    dota-league    bfs               0.035515   \n",
       "                                                   cdlp              1.104609   \n",
       "                                                   pagerank          0.234129   \n",
       "                                                   sssp              0.446108   \n",
       "                                                   wcc               0.040634   \n",
       "                                    graph500-24    bfs               5.996206   \n",
       "                                                   cdlp             30.481131   \n",
       "                                                   pagerank         27.217201   \n",
       "                                                   sssp             15.342995   \n",
       "                                                   wcc               4.065558   \n",
       "                                    uniform-24     bfs               4.375350   \n",
       "                                                   cdlp             30.244954   \n",
       "                                                   pagerank         27.239629   \n",
       "                                                   sssp             26.883865   \n",
       "                                                   wcc               4.528509   \n",
       "tree_sorted_vector_al.1             com-friendster bfs              46.787115   \n",
       "                                                   cdlp            316.742961   \n",
       "                                                   pagerank        220.651083   \n",
       "                                                   sssp            137.766320   \n",
       "                                                   wcc              55.980611   \n",
       "                                    dota-league    bfs               0.039365   \n",
       "                                                   cdlp              1.146624   \n",
       "                                                   pagerank          0.251590   \n",
       "                                                   sssp              0.409849   \n",
       "                                                   wcc               0.042695   \n",
       "                                    graph500-24    bfs               6.477363   \n",
       "                                                   cdlp             23.774519   \n",
       "                                                   pagerank         28.620124   \n",
       "                                                   sssp             14.339951   \n",
       "                                                   wcc               4.130312   \n",
       "                                    uniform-24     bfs               4.797663   \n",
       "                                                   cdlp             43.706531   \n",
       "                                                   pagerank         28.268009   \n",
       "                                                   sssp             25.531367   \n",
       "                                                   wcc               4.116077   \n",
       "tree_sorted_vector_al.2             dota-league    bfs               0.039356   \n",
       "                                                   cdlp              1.113085   \n",
       "                                                   pagerank          0.245185   \n",
       "                                                   sssp              0.416737   \n",
       "                                                   wcc               0.041954   \n",
       "                                    graph500-24    bfs               6.672982   \n",
       "                                                   cdlp             23.863265   \n",
       "                                                   pagerank         28.668840   \n",
       "                                                   sssp             14.400439   \n",
       "                                                   wcc               4.169299   \n",
       "                                    uniform-24     bfs               5.214626   \n",
       "                                                   cdlp             33.808054   \n",
       "                                                   pagerank         30.105410   \n",
       "                                                   sssp             28.194459   \n",
       "                                                   wcc               4.439422   \n",
       "vector_al                           com-friendster bfs               3.353842   \n",
       "                                                   cdlp            200.581287   \n",
       "                                                   pagerank         38.477735   \n",
       "                                                   sssp             74.257291   \n",
       "                                                   wcc              17.046565   \n",
       "                                    dota-league    bfs               0.002990   \n",
       "                                                   cdlp              1.214285   \n",
       "                                                   pagerank          0.141080   \n",
       "                                                   sssp              0.648629   \n",
       "                                                   wcc               0.030158   \n",
       "                                    uniform-24     bfs               0.408494   \n",
       "                                                   cdlp             40.975662   \n",
       "                                                   pagerank          4.287435   \n",
       "                                                   sssp             12.527005   \n",
       "                                                   wcc               1.071618   \n",
       "vector_al.1                         dota-league    bfs               0.002962   \n",
       "                                                   cdlp              1.091430   \n",
       "                                                   pagerank          0.144289   \n",
       "                                                   sssp              0.433902   \n",
       "                                                   wcc               0.030097   \n",
       "                                    uniform-24     bfs               0.402109   \n",
       "                                                   cdlp             20.945041   \n",
       "                                                   pagerank          4.213591   \n",
       "                                                   sssp             11.587607   \n",
       "                                                   wcc               1.091410   \n",
       "vector_al.2                         dota-league    bfs               0.003381   \n",
       "                                                   cdlp              1.183175   \n",
       "                                                   pagerank          0.143300   \n",
       "                                                   sssp              0.433522   \n",
       "                                                   wcc               0.030269   \n",
       "                                    graph500-24    bfs               0.484690   \n",
       "                                                   cdlp             21.988530   \n",
       "                                                   pagerank          2.501857   \n",
       "                                                   sssp              5.971071   \n",
       "                                                   wcc               0.649899   \n",
       "                                    uniform-24     bfs               0.447082   \n",
       "                                                   cdlp             41.484222   \n",
       "                                                   pagerank          4.223774   \n",
       "                                                   sssp             11.765159   \n",
       "                                                   wcc               1.102402   \n",
       "\n",
       "                                                              count  \n",
       "library                             graph          algorithm         \n",
       "CSR-LCC                             com-friendster bfs            8  \n",
       "                                                   cdlp           8  \n",
       "                                                   lcc            7  \n",
       "                                                   pagerank       8  \n",
       "                                                   sssp           8  \n",
       "                                                   wcc            8  \n",
       "                                    dota-league    bfs            9  \n",
       "                                                   cdlp           9  \n",
       "                                                   lcc            7  \n",
       "                                                   pagerank       9  \n",
       "                                                   sssp           9  \n",
       "                                                   wcc            9  \n",
       "                                    graph500-22    bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   lcc            4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "                                    graph500-24    bfs            9  \n",
       "                                                   cdlp           9  \n",
       "                                                   lcc            7  \n",
       "                                                   pagerank       9  \n",
       "                                                   sssp           9  \n",
       "                                                   wcc            9  \n",
       "                                    graph500-26    bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   lcc            4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "                                    uniform-24     bfs            9  \n",
       "                                                   cdlp           9  \n",
       "                                                   lcc            7  \n",
       "                                                   pagerank       9  \n",
       "                                                   sssp           9  \n",
       "                                                   wcc            9  \n",
       "                                    uniform-26     bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   lcc            4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "Edge Iterator                       com-friendster bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "                                    dota-league    bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "                                    graph500-24    bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "                                    uniform-24     bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "G1                                  dota-league    bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "                                    graph500-22    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    graph500-24    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            0  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    graph500-26    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            0  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    uniform-24     bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    uniform-26     bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "Hashset                             com-friendster bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   wcc            2  \n",
       "                                    dota-league    bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   wcc            2  \n",
       "                                    graph500-24    bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   wcc            2  \n",
       "                                    uniform-24     bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   wcc            2  \n",
       "LLama                               dota-league    bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "                                    graph500-22    bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "                                    graph500-24    bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "                                    uniform-24     bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "Livegraph                           com-friendster bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "                                    dota-league    bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "                                    graph500-22    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    graph500-24    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    graph500-26    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            0  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    uniform-24     bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    uniform-26     bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "Robin Hood Index                    com-friendster bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "                                    dota-league    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    graph500-24    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    uniform-24     bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "Sorted Vector                       com-friendster bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            5  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    dota-league    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            5  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    graph500-24    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            5  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    uniform-24     bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            5  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "Stinger                             dota-league    bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "                                    graph500-22    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    graph500-24    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            0  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    uniform-24     bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "Teseo                               com-friendster bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "                                    dota-league    bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "                                    graph500-22    bfs            6  \n",
       "                                                   cdlp           6  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       6  \n",
       "                                                   sssp           6  \n",
       "                                                   wcc            6  \n",
       "                                    graph500-24    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    graph500-26    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            0  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    uniform-24     bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    uniform-26     bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "Teseo dense                         dota-league    bfs            6  \n",
       "                                                   cdlp           6  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       6  \n",
       "                                                   sssp           6  \n",
       "                                                   wcc            6  \n",
       "                                    graph500-22    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    graph500-24    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    graph500-26    bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "                                    uniform-24     bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    uniform-26     bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "Tree Index                          com-friendster bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "                                    dota-league    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    graph500-24    bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "                                    uniform-24     bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "Unsorted Vector                     com-friendster bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "                                    dota-league    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    graph500-24    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    uniform-24     bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "csr3-lcc                            com-friendster bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "                                    dota-league    bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "                                    graph500-22    bfs            6  \n",
       "                                                   cdlp           6  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       6  \n",
       "                                                   sssp           6  \n",
       "                                                   wcc            6  \n",
       "                                    graph500-24    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    graph500-26    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    uniform-24     bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    uniform-26     bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "csr4-lcc                            graph500-24    bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "edgeiter_sorted_vector_al.1         com-friendster bfs            1  \n",
       "                                                   cdlp           1  \n",
       "                                                   pagerank       1  \n",
       "                                                   sssp           1  \n",
       "                                                   wcc            1  \n",
       "                                    dota-league    bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "                                    graph500-24    bfs            1  \n",
       "                                                   cdlp           1  \n",
       "                                                   pagerank       1  \n",
       "                                                   sssp           1  \n",
       "                                                   wcc            1  \n",
       "edgeiter_sorted_vector_al.2         dota-league    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    graph500-24    bfs            1  \n",
       "                                                   cdlp           1  \n",
       "                                                   pagerank       1  \n",
       "                                                   sssp           1  \n",
       "                                                   wcc            1  \n",
       "                                    uniform-24     bfs            1  \n",
       "                                                   cdlp           1  \n",
       "                                                   pagerank       1  \n",
       "                                                   sssp           1  \n",
       "                                                   wcc            1  \n",
       "mb-csr.3                            dota-league    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    graph500-24    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            5  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    uniform-24     bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "mb-csr.4                            dota-league    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            5  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    graph500-24    bfs            8  \n",
       "                                                   cdlp           8  \n",
       "                                                   lcc            8  \n",
       "                                                   pagerank       8  \n",
       "                                                   sssp           8  \n",
       "                                                   wcc            8  \n",
       "                                    uniform-24     bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            5  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "mb-csr.5                            dota-league    bfs            1  \n",
       "                                                   cdlp           1  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       1  \n",
       "                                                   sssp           1  \n",
       "                                                   wcc            1  \n",
       "                                    graph500-24    bfs            1  \n",
       "                                                   cdlp           1  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       1  \n",
       "                                                   sssp           1  \n",
       "                                                   wcc            1  \n",
       "                                    uniform-24     bfs            1  \n",
       "                                                   cdlp           1  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       1  \n",
       "                                                   sssp           1  \n",
       "                                                   wcc            1  \n",
       "mb-csr.6                            com-friendster bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    dota-league    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    graph500-24    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    uniform-24     bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "mb-csr.7                            graph500-24    bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "robin_hood_al.1                     com-friendster bfs            1  \n",
       "                                                   cdlp           1  \n",
       "                                                   pagerank       1  \n",
       "                                                   wcc            1  \n",
       "                                    dota-league    bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   pagerank       4  \n",
       "                                                   wcc            4  \n",
       "                                    uniform-24     bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   wcc            3  \n",
       "robin_hood_al.2                     dota-league    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   wcc            3  \n",
       "                                    graph500-24    bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   pagerank       2  \n",
       "                                                   wcc            2  \n",
       "                                    uniform-24     bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   pagerank       2  \n",
       "                                                   wcc            2  \n",
       "robin_hood_sorted_vector_al         com-friendster bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    dota-league    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    graph500-24    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    uniform-24     bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "robin_hood_sorted_vector_al.1       com-friendster bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    dota-league    bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "                                    graph500-24    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    uniform-24     bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "robin_hood_sorted_vector_al.2       dota-league    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    graph500-24    bfs            1  \n",
       "                                                   cdlp           1  \n",
       "                                                   pagerank       1  \n",
       "                                                   sssp           1  \n",
       "                                                   wcc            1  \n",
       "                                    uniform-24     bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "single-numa-node-csr3-lcc           graph500-24    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    uniform-24     bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "single-numa-node-sorted-vector_al.2 graph500-24    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    uniform-24     bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "sorted_vector_al                    com-friendster bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "                                    dota-league    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    graph500-24    bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "                                    uniform-24     bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "sorted_vector_al.1                  dota-league    bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "                                    graph500-24    bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "sorted_vector_al.2                  dota-league    bfs            5  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            5  \n",
       "                                    graph500-24    bfs            3  \n",
       "                                                   cdlp           2  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    uniform-24     bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "sorted_vector_al.3                  com-friendster bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            5  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    dota-league    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    graph500-24    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    uniform-24     bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "sorted_vector_al.5                  dota-league    bfs            1  \n",
       "                                                   cdlp           1  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       1  \n",
       "                                                   sssp           1  \n",
       "                                                   wcc            1  \n",
       "                                    graph500-24    bfs            1  \n",
       "                                                   cdlp           1  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       1  \n",
       "                                                   sssp           1  \n",
       "                                                   wcc            1  \n",
       "                                    uniform-24     bfs            1  \n",
       "                                                   cdlp           1  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       1  \n",
       "                                                   sssp           1  \n",
       "                                                   wcc            1  \n",
       "sorted_vector_al.6                  com-friendster bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    dota-league    bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   lcc            4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "                                    graph500-24    bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   lcc            4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "                                    uniform-24     bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   lcc            4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "sortledton                          com-friendster bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    dota-league    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    graph500-22    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    graph500-24    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    graph500-26    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    uniform-24     bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    uniform-26     bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "sortledton.3                        graph500-24    bfs           40  \n",
       "                                                   cdlp          40  \n",
       "                                                   lcc           40  \n",
       "                                                   pagerank      40  \n",
       "                                                   sssp          40  \n",
       "                                                   wcc           40  \n",
       "tree_sorted_vector_al               com-friendster bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    dota-league    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    graph500-24    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    uniform-24     bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "tree_sorted_vector_al.1             com-friendster bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    dota-league    bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "                                    graph500-24    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    uniform-24     bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "tree_sorted_vector_al.2             dota-league    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    graph500-24    bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "                                    uniform-24     bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "vector_al                           com-friendster bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "                                    dota-league    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    uniform-24     bfs            1  \n",
       "                                                   cdlp           1  \n",
       "                                                   pagerank       1  \n",
       "                                                   sssp           1  \n",
       "                                                   wcc            1  \n",
       "vector_al.1                         dota-league    bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "                                    uniform-24     bfs            1  \n",
       "                                                   cdlp           1  \n",
       "                                                   pagerank       1  \n",
       "                                                   sssp           1  \n",
       "                                                   wcc            1  \n",
       "vector_al.2                         dota-league    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    graph500-24    bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "                                    uniform-24     bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Grouping and aggregating\n",
    "\n",
    "data_grouped_1 = data.groupby([\"library\", \"graph\", \"algorithm\"]) \\\n",
    "    .agg(completion_time=(\"median_secs\", \"median\"), count=(\"median_secs\", \"count\"))\n",
    "\n",
    "data_grouped_1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>completion_time</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>library</th>\n",
       "      <th>graph</th>\n",
       "      <th>algorithm</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"42\" valign=\"top\">CSR-LCC</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.982163</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>306.561424</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>60.113414</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>31.077151</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>59.444219</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>10.109354</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.000773</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.130063</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>53.012164</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.101179</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.249274</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.023690</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-22</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.033145</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>5.570770</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>12.339077</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.400319</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.747900</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.153263</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.131024</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>32.311592</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>72.637627</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>2.692715</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>4.854807</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.926246</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-26</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.487549</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>143.385901</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>476.783099</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>15.236883</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>27.736315</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>4.960557</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.148650</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>37.396524</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>2.839330</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>3.335939</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>6.472724</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.169989</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-26</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.508873</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>141.641957</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>13.202378</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>18.357686</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>33.874291</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>6.201792</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"24\" valign=\"top\">Edge Iterator</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.684588</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>238.260415</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>161.388866</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>59.322476</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>66.018406</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>29.526731</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.001030</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.211908</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>61.032196</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.225872</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.361858</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.048768</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.216816</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>16.807736</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>129.239836</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>3.598867</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>5.033682</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.961426</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.193856</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>32.651022</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>6.007241</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>7.495465</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>11.607744</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>2.281600</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"20\" valign=\"top\">Hashset</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.933455</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>260.331171</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>213.766726</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>66.838302</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>32.597436</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.001421</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.410329</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>105.969630</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.390641</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.088683</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.232272</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>25.343940</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>137.546248</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>4.950986</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.969032</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.196323</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>44.230886</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>12.476899</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>8.612360</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>2.413883</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"24\" valign=\"top\">Robin Hood Index</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>10.101373</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>253.635376</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>146.410042</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>49.365712</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>59.309795</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>26.961194</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.010169</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.116069</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>51.472426</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.107807</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.257693</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.034209</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.420043</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>17.010503</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>98.780729</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>4.058841</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>5.206509</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.844713</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.357512</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>24.125501</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>7.204663</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>5.827790</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>10.019272</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>2.297544</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"24\" valign=\"top\">Sorted Vector</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.517821</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>192.450146</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>130.814179</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>35.109608</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>53.113715</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>18.778120</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.000771</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.122451</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>51.570090</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.097578</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.242260</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.024532</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.184935</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>16.106587</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>96.640956</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>2.245068</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>3.671540</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.631210</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.174998</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>40.792884</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>4.880548</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>4.052937</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>8.864270</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.122977</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"40\" valign=\"top\">Teseo</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.447574</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>408.863313</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>86.484601</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>129.896378</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>51.164785</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.012365</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.632215</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.362407</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.712120</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.083171</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-22</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.053875</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>4.725001</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>40.623776</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>1.362229</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>2.808690</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.501818</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.242851</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>27.760586</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>415.987757</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>8.784052</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>15.408652</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>4.198553</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-26</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.580025</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>134.955735</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>42.761692</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>91.489422</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>20.696233</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.152768</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>42.481777</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>14.152865</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>11.242281</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>23.187528</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>2.998535</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-26</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.567068</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>162.830428</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>70.428172</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>50.457804</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>106.734186</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>18.936143</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"36\" valign=\"top\">Teseo dense</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.021470</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.324723</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>111.585594</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.571457</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.865807</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.115781</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-22</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.044152</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>3.286806</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>40.809995</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.474737</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>1.318682</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.124682</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.193392</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>13.957640</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>152.786304</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>2.356713</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>5.746851</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.657005</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-26</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.412326</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>63.481904</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>928.918946</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>12.566896</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>33.695289</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>2.851919</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.116996</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>23.710951</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>6.433005</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>4.667912</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>12.124596</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.112826</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-26</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.418195</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>112.942593</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>28.647182</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>22.768991</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>61.073334</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>5.104727</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"24\" valign=\"top\">Tree Index</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>10.421664</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>258.118704</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>201.489566</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>50.732692</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>83.366083</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>28.283142</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.009922</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.100814</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>52.159518</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.112152</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.270198</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.033726</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.572985</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>21.771193</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>102.264186</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>4.553456</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>6.950920</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>2.015335</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.526177</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>34.457266</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>13.781232</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>6.293289</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>14.087024</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>2.449018</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"24\" valign=\"top\">Unsorted Vector</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.664409</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>233.362794</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>27.598223</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>43.233692</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>56.352167</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>19.589525</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.001178</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.095732</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>1.671736</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.137370</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.288778</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.029469</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.218965</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>26.487475</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>58.080835</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>2.576802</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>3.991377</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.683556</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.186265</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>38.758474</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>1.588619</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>4.284151</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>9.510827</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.170880</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">csr4-lcc</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.136909</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>13.977643</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>81.186445</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>2.721032</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>4.927771</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.938276</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"18\" valign=\"top\">mb-csr.3</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.000997</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.193679</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>51.395224</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.144195</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.403954</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.029042</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.194907</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>28.499008</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>96.569620</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>2.221131</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>4.972824</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.632564</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.184003</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>32.070827</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>4.967984</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>3.778911</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>9.508325</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.033459</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"18\" valign=\"top\">mb-csr.4</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.000842</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.137341</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>51.634028</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.148053</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.377548</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.029370</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.134122</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>17.108383</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>97.495072</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>1.765301</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>4.805196</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.575738</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.148101</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>23.485571</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>4.636536</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>3.353691</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>9.986073</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.018657</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"18\" valign=\"top\">mb-csr.5</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.000854</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.028057</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>48.640627</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.154415</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.403462</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.029720</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.132797</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>28.001140</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>52.042006</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>1.752504</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>5.041654</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.584208</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.145993</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>41.183573</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>3.250846</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>3.344539</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>10.929190</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.517204</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"24\" valign=\"top\">mb-csr.6</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.109031</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>195.124855</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>61.033109</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>30.737870</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>48.606802</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>16.407581</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.000799</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.201565</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>48.139172</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.144088</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.401026</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.030463</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.139271</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>25.795513</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>51.023522</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>1.801857</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>4.612512</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.587119</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.154715</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>20.179249</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>3.224165</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>3.360829</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>10.150362</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.030069</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">mb-csr.7</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.142397</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>23.014424</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>53.652242</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>1.811010</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>5.042268</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.592136</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"10\" valign=\"top\">single-numa-node-csr3-lcc</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.135317</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>26.992409</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>5.146378</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>9.847763</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.609273</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.156242</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>31.757349</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>6.292776</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>11.109075</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>2.075857</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"10\" valign=\"top\">single-numa-node-sorted-vector_al.2</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.229661</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>26.149279</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>3.870162</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>8.770086</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.891113</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.205725</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>38.550952</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>7.436526</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>18.357411</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.682605</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"24\" valign=\"top\">sorted_vector_al.3</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.646207</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>206.893894</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>132.693561</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>37.295696</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>50.135843</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>18.124845</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.000952</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.105569</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>51.988230</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.098462</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.242607</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.024452</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.209975</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>16.222781</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>95.784121</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>2.501327</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>3.633016</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.634849</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.176729</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>40.827717</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>4.951796</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>4.211729</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>8.797881</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.107444</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"18\" valign=\"top\">sorted_vector_al.5</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.000852</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.167177</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>48.231152</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.098511</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.232869</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.025242</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.187782</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>25.656475</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>41.716182</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>2.229738</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>3.707185</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.650955</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.171667</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>24.903615</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>3.473680</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>4.044505</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>8.748180</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.114903</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"24\" valign=\"top\">sorted_vector_al.6</th>\n",
       "      <th rowspan=\"6\" valign=\"top\">com-friendster</th>\n",
       "      <th>bfs</th>\n",
       "      <td>1.334370</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>286.244167</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>58.226784</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>33.954094</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>53.044572</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>18.567242</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">dota-league</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.000760</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>1.131418</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>47.522404</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>0.100560</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>0.229644</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.023862</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">graph500-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.166730</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>16.166007</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>41.776719</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>2.125198</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>3.685847</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>0.629635</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">uniform-24</th>\n",
       "      <th>bfs</th>\n",
       "      <td>0.160481</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cdlp</th>\n",
       "      <td>39.495905</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcc</th>\n",
       "      <td>3.411788</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pagerank</th>\n",
       "      <td>3.946389</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sssp</th>\n",
       "      <td>8.599754</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wcc</th>\n",
       "      <td>1.084234</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                              completion_time  \\\n",
       "library                             graph          algorithm                    \n",
       "CSR-LCC                             com-friendster bfs               0.982163   \n",
       "                                                   cdlp            306.561424   \n",
       "                                                   lcc              60.113414   \n",
       "                                                   pagerank         31.077151   \n",
       "                                                   sssp             59.444219   \n",
       "                                                   wcc              10.109354   \n",
       "                                    dota-league    bfs               0.000773   \n",
       "                                                   cdlp              1.130063   \n",
       "                                                   lcc              53.012164   \n",
       "                                                   pagerank          0.101179   \n",
       "                                                   sssp              0.249274   \n",
       "                                                   wcc               0.023690   \n",
       "                                    graph500-22    bfs               0.033145   \n",
       "                                                   cdlp              5.570770   \n",
       "                                                   lcc              12.339077   \n",
       "                                                   pagerank          0.400319   \n",
       "                                                   sssp              0.747900   \n",
       "                                                   wcc               0.153263   \n",
       "                                    graph500-24    bfs               0.131024   \n",
       "                                                   cdlp             32.311592   \n",
       "                                                   lcc              72.637627   \n",
       "                                                   pagerank          2.692715   \n",
       "                                                   sssp              4.854807   \n",
       "                                                   wcc               0.926246   \n",
       "                                    graph500-26    bfs               0.487549   \n",
       "                                                   cdlp            143.385901   \n",
       "                                                   lcc             476.783099   \n",
       "                                                   pagerank         15.236883   \n",
       "                                                   sssp             27.736315   \n",
       "                                                   wcc               4.960557   \n",
       "                                    uniform-24     bfs               0.148650   \n",
       "                                                   cdlp             37.396524   \n",
       "                                                   lcc               2.839330   \n",
       "                                                   pagerank          3.335939   \n",
       "                                                   sssp              6.472724   \n",
       "                                                   wcc               1.169989   \n",
       "                                    uniform-26     bfs               0.508873   \n",
       "                                                   cdlp            141.641957   \n",
       "                                                   lcc              13.202378   \n",
       "                                                   pagerank         18.357686   \n",
       "                                                   sssp             33.874291   \n",
       "                                                   wcc               6.201792   \n",
       "Edge Iterator                       com-friendster bfs               1.684588   \n",
       "                                                   cdlp            238.260415   \n",
       "                                                   lcc             161.388866   \n",
       "                                                   pagerank         59.322476   \n",
       "                                                   sssp             66.018406   \n",
       "                                                   wcc              29.526731   \n",
       "                                    dota-league    bfs               0.001030   \n",
       "                                                   cdlp              1.211908   \n",
       "                                                   lcc              61.032196   \n",
       "                                                   pagerank          0.225872   \n",
       "                                                   sssp              0.361858   \n",
       "                                                   wcc               0.048768   \n",
       "                                    graph500-24    bfs               0.216816   \n",
       "                                                   cdlp             16.807736   \n",
       "                                                   lcc             129.239836   \n",
       "                                                   pagerank          3.598867   \n",
       "                                                   sssp              5.033682   \n",
       "                                                   wcc               0.961426   \n",
       "                                    uniform-24     bfs               0.193856   \n",
       "                                                   cdlp             32.651022   \n",
       "                                                   lcc               6.007241   \n",
       "                                                   pagerank          7.495465   \n",
       "                                                   sssp             11.607744   \n",
       "                                                   wcc               2.281600   \n",
       "Hashset                             com-friendster bfs               1.933455   \n",
       "                                                   cdlp            260.331171   \n",
       "                                                   lcc             213.766726   \n",
       "                                                   pagerank         66.838302   \n",
       "                                                   wcc              32.597436   \n",
       "                                    dota-league    bfs               0.001421   \n",
       "                                                   cdlp              1.410329   \n",
       "                                                   lcc             105.969630   \n",
       "                                                   pagerank          0.390641   \n",
       "                                                   wcc               0.088683   \n",
       "                                    graph500-24    bfs               0.232272   \n",
       "                                                   cdlp             25.343940   \n",
       "                                                   lcc             137.546248   \n",
       "                                                   pagerank          4.950986   \n",
       "                                                   wcc               1.969032   \n",
       "                                    uniform-24     bfs               0.196323   \n",
       "                                                   cdlp             44.230886   \n",
       "                                                   lcc              12.476899   \n",
       "                                                   pagerank          8.612360   \n",
       "                                                   wcc               2.413883   \n",
       "Robin Hood Index                    com-friendster bfs              10.101373   \n",
       "                                                   cdlp            253.635376   \n",
       "                                                   lcc             146.410042   \n",
       "                                                   pagerank         49.365712   \n",
       "                                                   sssp             59.309795   \n",
       "                                                   wcc              26.961194   \n",
       "                                    dota-league    bfs               0.010169   \n",
       "                                                   cdlp              1.116069   \n",
       "                                                   lcc              51.472426   \n",
       "                                                   pagerank          0.107807   \n",
       "                                                   sssp              0.257693   \n",
       "                                                   wcc               0.034209   \n",
       "                                    graph500-24    bfs               1.420043   \n",
       "                                                   cdlp             17.010503   \n",
       "                                                   lcc              98.780729   \n",
       "                                                   pagerank          4.058841   \n",
       "                                                   sssp              5.206509   \n",
       "                                                   wcc               1.844713   \n",
       "                                    uniform-24     bfs               1.357512   \n",
       "                                                   cdlp             24.125501   \n",
       "                                                   lcc               7.204663   \n",
       "                                                   pagerank          5.827790   \n",
       "                                                   sssp             10.019272   \n",
       "                                                   wcc               2.297544   \n",
       "Sorted Vector                       com-friendster bfs               1.517821   \n",
       "                                                   cdlp            192.450146   \n",
       "                                                   lcc             130.814179   \n",
       "                                                   pagerank         35.109608   \n",
       "                                                   sssp             53.113715   \n",
       "                                                   wcc              18.778120   \n",
       "                                    dota-league    bfs               0.000771   \n",
       "                                                   cdlp              1.122451   \n",
       "                                                   lcc              51.570090   \n",
       "                                                   pagerank          0.097578   \n",
       "                                                   sssp              0.242260   \n",
       "                                                   wcc               0.024532   \n",
       "                                    graph500-24    bfs               0.184935   \n",
       "                                                   cdlp             16.106587   \n",
       "                                                   lcc              96.640956   \n",
       "                                                   pagerank          2.245068   \n",
       "                                                   sssp              3.671540   \n",
       "                                                   wcc               0.631210   \n",
       "                                    uniform-24     bfs               0.174998   \n",
       "                                                   cdlp             40.792884   \n",
       "                                                   lcc               4.880548   \n",
       "                                                   pagerank          4.052937   \n",
       "                                                   sssp              8.864270   \n",
       "                                                   wcc               1.122977   \n",
       "Teseo                               com-friendster bfs               1.447574   \n",
       "                                                   cdlp            408.863313   \n",
       "                                                   pagerank         86.484601   \n",
       "                                                   sssp            129.896378   \n",
       "                                                   wcc              51.164785   \n",
       "                                    dota-league    bfs               0.012365   \n",
       "                                                   cdlp              1.632215   \n",
       "                                                   pagerank          0.362407   \n",
       "                                                   sssp              0.712120   \n",
       "                                                   wcc               0.083171   \n",
       "                                    graph500-22    bfs               0.053875   \n",
       "                                                   cdlp              4.725001   \n",
       "                                                   lcc              40.623776   \n",
       "                                                   pagerank          1.362229   \n",
       "                                                   sssp              2.808690   \n",
       "                                                   wcc               0.501818   \n",
       "                                    graph500-24    bfs               0.242851   \n",
       "                                                   cdlp             27.760586   \n",
       "                                                   lcc             415.987757   \n",
       "                                                   pagerank          8.784052   \n",
       "                                                   sssp             15.408652   \n",
       "                                                   wcc               4.198553   \n",
       "                                    graph500-26    bfs               0.580025   \n",
       "                                                   cdlp            134.955735   \n",
       "                                                   lcc                    NaN   \n",
       "                                                   pagerank         42.761692   \n",
       "                                                   sssp             91.489422   \n",
       "                                                   wcc              20.696233   \n",
       "                                    uniform-24     bfs               0.152768   \n",
       "                                                   cdlp             42.481777   \n",
       "                                                   lcc              14.152865   \n",
       "                                                   pagerank         11.242281   \n",
       "                                                   sssp             23.187528   \n",
       "                                                   wcc               2.998535   \n",
       "                                    uniform-26     bfs               0.567068   \n",
       "                                                   cdlp            162.830428   \n",
       "                                                   lcc              70.428172   \n",
       "                                                   pagerank         50.457804   \n",
       "                                                   sssp            106.734186   \n",
       "                                                   wcc              18.936143   \n",
       "Teseo dense                         dota-league    bfs               0.021470   \n",
       "                                                   cdlp              1.324723   \n",
       "                                                   lcc             111.585594   \n",
       "                                                   pagerank          0.571457   \n",
       "                                                   sssp              0.865807   \n",
       "                                                   wcc               0.115781   \n",
       "                                    graph500-22    bfs               0.044152   \n",
       "                                                   cdlp              3.286806   \n",
       "                                                   lcc              40.809995   \n",
       "                                                   pagerank          0.474737   \n",
       "                                                   sssp              1.318682   \n",
       "                                                   wcc               0.124682   \n",
       "                                    graph500-24    bfs               0.193392   \n",
       "                                                   cdlp             13.957640   \n",
       "                                                   lcc             152.786304   \n",
       "                                                   pagerank          2.356713   \n",
       "                                                   sssp              5.746851   \n",
       "                                                   wcc               0.657005   \n",
       "                                    graph500-26    bfs               0.412326   \n",
       "                                                   cdlp             63.481904   \n",
       "                                                   lcc             928.918946   \n",
       "                                                   pagerank         12.566896   \n",
       "                                                   sssp             33.695289   \n",
       "                                                   wcc               2.851919   \n",
       "                                    uniform-24     bfs               0.116996   \n",
       "                                                   cdlp             23.710951   \n",
       "                                                   lcc               6.433005   \n",
       "                                                   pagerank          4.667912   \n",
       "                                                   sssp             12.124596   \n",
       "                                                   wcc               1.112826   \n",
       "                                    uniform-26     bfs               0.418195   \n",
       "                                                   cdlp            112.942593   \n",
       "                                                   lcc              28.647182   \n",
       "                                                   pagerank         22.768991   \n",
       "                                                   sssp             61.073334   \n",
       "                                                   wcc               5.104727   \n",
       "Tree Index                          com-friendster bfs              10.421664   \n",
       "                                                   cdlp            258.118704   \n",
       "                                                   lcc             201.489566   \n",
       "                                                   pagerank         50.732692   \n",
       "                                                   sssp             83.366083   \n",
       "                                                   wcc              28.283142   \n",
       "                                    dota-league    bfs               0.009922   \n",
       "                                                   cdlp              1.100814   \n",
       "                                                   lcc              52.159518   \n",
       "                                                   pagerank          0.112152   \n",
       "                                                   sssp              0.270198   \n",
       "                                                   wcc               0.033726   \n",
       "                                    graph500-24    bfs               1.572985   \n",
       "                                                   cdlp             21.771193   \n",
       "                                                   lcc             102.264186   \n",
       "                                                   pagerank          4.553456   \n",
       "                                                   sssp              6.950920   \n",
       "                                                   wcc               2.015335   \n",
       "                                    uniform-24     bfs               1.526177   \n",
       "                                                   cdlp             34.457266   \n",
       "                                                   lcc              13.781232   \n",
       "                                                   pagerank          6.293289   \n",
       "                                                   sssp             14.087024   \n",
       "                                                   wcc               2.449018   \n",
       "Unsorted Vector                     com-friendster bfs               1.664409   \n",
       "                                                   cdlp            233.362794   \n",
       "                                                   lcc              27.598223   \n",
       "                                                   pagerank         43.233692   \n",
       "                                                   sssp             56.352167   \n",
       "                                                   wcc              19.589525   \n",
       "                                    dota-league    bfs               0.001178   \n",
       "                                                   cdlp              1.095732   \n",
       "                                                   lcc               1.671736   \n",
       "                                                   pagerank          0.137370   \n",
       "                                                   sssp              0.288778   \n",
       "                                                   wcc               0.029469   \n",
       "                                    graph500-24    bfs               0.218965   \n",
       "                                                   cdlp             26.487475   \n",
       "                                                   lcc              58.080835   \n",
       "                                                   pagerank          2.576802   \n",
       "                                                   sssp              3.991377   \n",
       "                                                   wcc               0.683556   \n",
       "                                    uniform-24     bfs               0.186265   \n",
       "                                                   cdlp             38.758474   \n",
       "                                                   lcc               1.588619   \n",
       "                                                   pagerank          4.284151   \n",
       "                                                   sssp              9.510827   \n",
       "                                                   wcc               1.170880   \n",
       "csr4-lcc                            graph500-24    bfs               0.136909   \n",
       "                                                   cdlp             13.977643   \n",
       "                                                   lcc              81.186445   \n",
       "                                                   pagerank          2.721032   \n",
       "                                                   sssp              4.927771   \n",
       "                                                   wcc               0.938276   \n",
       "mb-csr.3                            dota-league    bfs               0.000997   \n",
       "                                                   cdlp              1.193679   \n",
       "                                                   lcc              51.395224   \n",
       "                                                   pagerank          0.144195   \n",
       "                                                   sssp              0.403954   \n",
       "                                                   wcc               0.029042   \n",
       "                                    graph500-24    bfs               0.194907   \n",
       "                                                   cdlp             28.499008   \n",
       "                                                   lcc              96.569620   \n",
       "                                                   pagerank          2.221131   \n",
       "                                                   sssp              4.972824   \n",
       "                                                   wcc               0.632564   \n",
       "                                    uniform-24     bfs               0.184003   \n",
       "                                                   cdlp             32.070827   \n",
       "                                                   lcc               4.967984   \n",
       "                                                   pagerank          3.778911   \n",
       "                                                   sssp              9.508325   \n",
       "                                                   wcc               1.033459   \n",
       "mb-csr.4                            dota-league    bfs               0.000842   \n",
       "                                                   cdlp              1.137341   \n",
       "                                                   lcc              51.634028   \n",
       "                                                   pagerank          0.148053   \n",
       "                                                   sssp              0.377548   \n",
       "                                                   wcc               0.029370   \n",
       "                                    graph500-24    bfs               0.134122   \n",
       "                                                   cdlp             17.108383   \n",
       "                                                   lcc              97.495072   \n",
       "                                                   pagerank          1.765301   \n",
       "                                                   sssp              4.805196   \n",
       "                                                   wcc               0.575738   \n",
       "                                    uniform-24     bfs               0.148101   \n",
       "                                                   cdlp             23.485571   \n",
       "                                                   lcc               4.636536   \n",
       "                                                   pagerank          3.353691   \n",
       "                                                   sssp              9.986073   \n",
       "                                                   wcc               1.018657   \n",
       "mb-csr.5                            dota-league    bfs               0.000854   \n",
       "                                                   cdlp              1.028057   \n",
       "                                                   lcc              48.640627   \n",
       "                                                   pagerank          0.154415   \n",
       "                                                   sssp              0.403462   \n",
       "                                                   wcc               0.029720   \n",
       "                                    graph500-24    bfs               0.132797   \n",
       "                                                   cdlp             28.001140   \n",
       "                                                   lcc              52.042006   \n",
       "                                                   pagerank          1.752504   \n",
       "                                                   sssp              5.041654   \n",
       "                                                   wcc               0.584208   \n",
       "                                    uniform-24     bfs               0.145993   \n",
       "                                                   cdlp             41.183573   \n",
       "                                                   lcc               3.250846   \n",
       "                                                   pagerank          3.344539   \n",
       "                                                   sssp             10.929190   \n",
       "                                                   wcc               1.517204   \n",
       "mb-csr.6                            com-friendster bfs               1.109031   \n",
       "                                                   cdlp            195.124855   \n",
       "                                                   lcc              61.033109   \n",
       "                                                   pagerank         30.737870   \n",
       "                                                   sssp             48.606802   \n",
       "                                                   wcc              16.407581   \n",
       "                                    dota-league    bfs               0.000799   \n",
       "                                                   cdlp              1.201565   \n",
       "                                                   lcc              48.139172   \n",
       "                                                   pagerank          0.144088   \n",
       "                                                   sssp              0.401026   \n",
       "                                                   wcc               0.030463   \n",
       "                                    graph500-24    bfs               0.139271   \n",
       "                                                   cdlp             25.795513   \n",
       "                                                   lcc              51.023522   \n",
       "                                                   pagerank          1.801857   \n",
       "                                                   sssp              4.612512   \n",
       "                                                   wcc               0.587119   \n",
       "                                    uniform-24     bfs               0.154715   \n",
       "                                                   cdlp             20.179249   \n",
       "                                                   lcc               3.224165   \n",
       "                                                   pagerank          3.360829   \n",
       "                                                   sssp             10.150362   \n",
       "                                                   wcc               1.030069   \n",
       "mb-csr.7                            graph500-24    bfs               0.142397   \n",
       "                                                   cdlp             23.014424   \n",
       "                                                   lcc              53.652242   \n",
       "                                                   pagerank          1.811010   \n",
       "                                                   sssp              5.042268   \n",
       "                                                   wcc               0.592136   \n",
       "single-numa-node-csr3-lcc           graph500-24    bfs               0.135317   \n",
       "                                                   cdlp             26.992409   \n",
       "                                                   pagerank          5.146378   \n",
       "                                                   sssp              9.847763   \n",
       "                                                   wcc               1.609273   \n",
       "                                    uniform-24     bfs               0.156242   \n",
       "                                                   cdlp             31.757349   \n",
       "                                                   pagerank          6.292776   \n",
       "                                                   sssp             11.109075   \n",
       "                                                   wcc               2.075857   \n",
       "single-numa-node-sorted-vector_al.2 graph500-24    bfs               0.229661   \n",
       "                                                   cdlp             26.149279   \n",
       "                                                   pagerank          3.870162   \n",
       "                                                   sssp              8.770086   \n",
       "                                                   wcc               0.891113   \n",
       "                                    uniform-24     bfs               0.205725   \n",
       "                                                   cdlp             38.550952   \n",
       "                                                   pagerank          7.436526   \n",
       "                                                   sssp             18.357411   \n",
       "                                                   wcc               1.682605   \n",
       "sorted_vector_al.3                  com-friendster bfs               1.646207   \n",
       "                                                   cdlp            206.893894   \n",
       "                                                   lcc             132.693561   \n",
       "                                                   pagerank         37.295696   \n",
       "                                                   sssp             50.135843   \n",
       "                                                   wcc              18.124845   \n",
       "                                    dota-league    bfs               0.000952   \n",
       "                                                   cdlp              1.105569   \n",
       "                                                   lcc              51.988230   \n",
       "                                                   pagerank          0.098462   \n",
       "                                                   sssp              0.242607   \n",
       "                                                   wcc               0.024452   \n",
       "                                    graph500-24    bfs               0.209975   \n",
       "                                                   cdlp             16.222781   \n",
       "                                                   lcc              95.784121   \n",
       "                                                   pagerank          2.501327   \n",
       "                                                   sssp              3.633016   \n",
       "                                                   wcc               0.634849   \n",
       "                                    uniform-24     bfs               0.176729   \n",
       "                                                   cdlp             40.827717   \n",
       "                                                   lcc               4.951796   \n",
       "                                                   pagerank          4.211729   \n",
       "                                                   sssp              8.797881   \n",
       "                                                   wcc               1.107444   \n",
       "sorted_vector_al.5                  dota-league    bfs               0.000852   \n",
       "                                                   cdlp              1.167177   \n",
       "                                                   lcc              48.231152   \n",
       "                                                   pagerank          0.098511   \n",
       "                                                   sssp              0.232869   \n",
       "                                                   wcc               0.025242   \n",
       "                                    graph500-24    bfs               0.187782   \n",
       "                                                   cdlp             25.656475   \n",
       "                                                   lcc              41.716182   \n",
       "                                                   pagerank          2.229738   \n",
       "                                                   sssp              3.707185   \n",
       "                                                   wcc               0.650955   \n",
       "                                    uniform-24     bfs               0.171667   \n",
       "                                                   cdlp             24.903615   \n",
       "                                                   lcc               3.473680   \n",
       "                                                   pagerank          4.044505   \n",
       "                                                   sssp              8.748180   \n",
       "                                                   wcc               1.114903   \n",
       "sorted_vector_al.6                  com-friendster bfs               1.334370   \n",
       "                                                   cdlp            286.244167   \n",
       "                                                   lcc              58.226784   \n",
       "                                                   pagerank         33.954094   \n",
       "                                                   sssp             53.044572   \n",
       "                                                   wcc              18.567242   \n",
       "                                    dota-league    bfs               0.000760   \n",
       "                                                   cdlp              1.131418   \n",
       "                                                   lcc              47.522404   \n",
       "                                                   pagerank          0.100560   \n",
       "                                                   sssp              0.229644   \n",
       "                                                   wcc               0.023862   \n",
       "                                    graph500-24    bfs               0.166730   \n",
       "                                                   cdlp             16.166007   \n",
       "                                                   lcc              41.776719   \n",
       "                                                   pagerank          2.125198   \n",
       "                                                   sssp              3.685847   \n",
       "                                                   wcc               0.629635   \n",
       "                                    uniform-24     bfs               0.160481   \n",
       "                                                   cdlp             39.495905   \n",
       "                                                   lcc               3.411788   \n",
       "                                                   pagerank          3.946389   \n",
       "                                                   sssp              8.599754   \n",
       "                                                   wcc               1.084234   \n",
       "\n",
       "                                                              count  \n",
       "library                             graph          algorithm         \n",
       "CSR-LCC                             com-friendster bfs            8  \n",
       "                                                   cdlp           8  \n",
       "                                                   lcc            7  \n",
       "                                                   pagerank       8  \n",
       "                                                   sssp           8  \n",
       "                                                   wcc            8  \n",
       "                                    dota-league    bfs            9  \n",
       "                                                   cdlp           9  \n",
       "                                                   lcc            7  \n",
       "                                                   pagerank       9  \n",
       "                                                   sssp           9  \n",
       "                                                   wcc            9  \n",
       "                                    graph500-22    bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   lcc            4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "                                    graph500-24    bfs            9  \n",
       "                                                   cdlp           9  \n",
       "                                                   lcc            7  \n",
       "                                                   pagerank       9  \n",
       "                                                   sssp           9  \n",
       "                                                   wcc            9  \n",
       "                                    graph500-26    bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   lcc            4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "                                    uniform-24     bfs            9  \n",
       "                                                   cdlp           9  \n",
       "                                                   lcc            7  \n",
       "                                                   pagerank       9  \n",
       "                                                   sssp           9  \n",
       "                                                   wcc            9  \n",
       "                                    uniform-26     bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   lcc            4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "Edge Iterator                       com-friendster bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "                                    dota-league    bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "                                    graph500-24    bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "                                    uniform-24     bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "Hashset                             com-friendster bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   wcc            2  \n",
       "                                    dota-league    bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   wcc            2  \n",
       "                                    graph500-24    bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   wcc            2  \n",
       "                                    uniform-24     bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   wcc            2  \n",
       "Robin Hood Index                    com-friendster bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "                                    dota-league    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    graph500-24    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    uniform-24     bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "Sorted Vector                       com-friendster bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            5  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    dota-league    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            5  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    graph500-24    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            5  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    uniform-24     bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            5  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "Teseo                               com-friendster bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "                                    dota-league    bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "                                    graph500-22    bfs            6  \n",
       "                                                   cdlp           6  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       6  \n",
       "                                                   sssp           6  \n",
       "                                                   wcc            6  \n",
       "                                    graph500-24    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    graph500-26    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            0  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    uniform-24     bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    uniform-26     bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "Teseo dense                         dota-league    bfs            6  \n",
       "                                                   cdlp           6  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       6  \n",
       "                                                   sssp           6  \n",
       "                                                   wcc            6  \n",
       "                                    graph500-22    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    graph500-24    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    graph500-26    bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "                                    uniform-24     bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    uniform-26     bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "Tree Index                          com-friendster bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "                                    dota-league    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    graph500-24    bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "                                    uniform-24     bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "Unsorted Vector                     com-friendster bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "                                    dota-league    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    graph500-24    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    uniform-24     bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "csr4-lcc                            graph500-24    bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "mb-csr.3                            dota-league    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    graph500-24    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            5  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    uniform-24     bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "mb-csr.4                            dota-league    bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            5  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    graph500-24    bfs            8  \n",
       "                                                   cdlp           8  \n",
       "                                                   lcc            8  \n",
       "                                                   pagerank       8  \n",
       "                                                   sssp           8  \n",
       "                                                   wcc            8  \n",
       "                                    uniform-24     bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            5  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "mb-csr.5                            dota-league    bfs            1  \n",
       "                                                   cdlp           1  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       1  \n",
       "                                                   sssp           1  \n",
       "                                                   wcc            1  \n",
       "                                    graph500-24    bfs            1  \n",
       "                                                   cdlp           1  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       1  \n",
       "                                                   sssp           1  \n",
       "                                                   wcc            1  \n",
       "                                    uniform-24     bfs            1  \n",
       "                                                   cdlp           1  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       1  \n",
       "                                                   sssp           1  \n",
       "                                                   wcc            1  \n",
       "mb-csr.6                            com-friendster bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    dota-league    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    graph500-24    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    uniform-24     bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "mb-csr.7                            graph500-24    bfs            2  \n",
       "                                                   cdlp           2  \n",
       "                                                   lcc            2  \n",
       "                                                   pagerank       2  \n",
       "                                                   sssp           2  \n",
       "                                                   wcc            2  \n",
       "single-numa-node-csr3-lcc           graph500-24    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    uniform-24     bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "single-numa-node-sorted-vector_al.2 graph500-24    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    uniform-24     bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "sorted_vector_al.3                  com-friendster bfs            5  \n",
       "                                                   cdlp           5  \n",
       "                                                   lcc            5  \n",
       "                                                   pagerank       5  \n",
       "                                                   sssp           5  \n",
       "                                                   wcc            5  \n",
       "                                    dota-league    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    graph500-24    bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    uniform-24     bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "sorted_vector_al.5                  dota-league    bfs            1  \n",
       "                                                   cdlp           1  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       1  \n",
       "                                                   sssp           1  \n",
       "                                                   wcc            1  \n",
       "                                    graph500-24    bfs            1  \n",
       "                                                   cdlp           1  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       1  \n",
       "                                                   sssp           1  \n",
       "                                                   wcc            1  \n",
       "                                    uniform-24     bfs            1  \n",
       "                                                   cdlp           1  \n",
       "                                                   lcc            1  \n",
       "                                                   pagerank       1  \n",
       "                                                   sssp           1  \n",
       "                                                   wcc            1  \n",
       "sorted_vector_al.6                  com-friendster bfs            3  \n",
       "                                                   cdlp           3  \n",
       "                                                   lcc            3  \n",
       "                                                   pagerank       3  \n",
       "                                                   sssp           3  \n",
       "                                                   wcc            3  \n",
       "                                    dota-league    bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   lcc            4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "                                    graph500-24    bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   lcc            4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  \n",
       "                                    uniform-24     bfs            4  \n",
       "                                                   cdlp           4  \n",
       "                                                   lcc            4  \n",
       "                                                   pagerank       4  \n",
       "                                                   sssp           4  \n",
       "                                                   wcc            4  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Filter out libraries\n",
    "libraries = [\"sorted_vector_al.6\", \"sorted_vector_al.5\", \"sorted_vector_al.3\", \"csr4-lcc\", \"mb-csr.7\", \"mb-csr.3\", \"mb-csr.6\", \"mb-csr.4\", \"mb-csr.5\", \"Teseo\", \"Teseo dense\", \"single-numa-node-csr3-lcc\", \"single-numa-node-sorted-vector_al.2\", \"Edge Iterator\", \"CSR-LCC\", \"CSR\", \"Sortledton\", \"Hashset\", \"Sorted Vector\", \"Unsorted Vector\", \"Robin Hood Index\", \"Tree Index\"]\n",
    "libraries_query = \" or \".join(list(map(lambda l: \"library == '%s'\" % l, libraries)))\n",
    "data_grouped_2 = data_grouped_1.query(libraries_query)\n",
    "data_grouped_2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<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\">CSR-LCC</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>0.982163</td>\n",
       "      <td>306.561424</td>\n",
       "      <td>60.113414</td>\n",
       "      <td>31.077151</td>\n",
       "      <td>59.444219</td>\n",
       "      <td>10.109354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.000773</td>\n",
       "      <td>1.130063</td>\n",
       "      <td>53.012164</td>\n",
       "      <td>0.101179</td>\n",
       "      <td>0.249274</td>\n",
       "      <td>0.023690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>0.033145</td>\n",
       "      <td>5.570770</td>\n",
       "      <td>12.339077</td>\n",
       "      <td>0.400319</td>\n",
       "      <td>0.747900</td>\n",
       "      <td>0.153263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.131024</td>\n",
       "      <td>32.311592</td>\n",
       "      <td>72.637627</td>\n",
       "      <td>2.692715</td>\n",
       "      <td>4.854807</td>\n",
       "      <td>0.926246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>0.487549</td>\n",
       "      <td>143.385901</td>\n",
       "      <td>476.783099</td>\n",
       "      <td>15.236883</td>\n",
       "      <td>27.736315</td>\n",
       "      <td>4.960557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.148650</td>\n",
       "      <td>37.396524</td>\n",
       "      <td>2.839330</td>\n",
       "      <td>3.335939</td>\n",
       "      <td>6.472724</td>\n",
       "      <td>1.169989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>0.508873</td>\n",
       "      <td>141.641957</td>\n",
       "      <td>13.202378</td>\n",
       "      <td>18.357686</td>\n",
       "      <td>33.874291</td>\n",
       "      <td>6.201792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">Edge Iterator</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>1.684588</td>\n",
       "      <td>238.260415</td>\n",
       "      <td>161.388866</td>\n",
       "      <td>59.322476</td>\n",
       "      <td>66.018406</td>\n",
       "      <td>29.526731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.001030</td>\n",
       "      <td>1.211908</td>\n",
       "      <td>61.032196</td>\n",
       "      <td>0.225872</td>\n",
       "      <td>0.361858</td>\n",
       "      <td>0.048768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.216816</td>\n",
       "      <td>16.807736</td>\n",
       "      <td>129.239836</td>\n",
       "      <td>3.598867</td>\n",
       "      <td>5.033682</td>\n",
       "      <td>0.961426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.193856</td>\n",
       "      <td>32.651022</td>\n",
       "      <td>6.007241</td>\n",
       "      <td>7.495465</td>\n",
       "      <td>11.607744</td>\n",
       "      <td>2.281600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">Hashset</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>1.933455</td>\n",
       "      <td>260.331171</td>\n",
       "      <td>213.766726</td>\n",
       "      <td>66.838302</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32.597436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.001421</td>\n",
       "      <td>1.410329</td>\n",
       "      <td>105.969630</td>\n",
       "      <td>0.390641</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.088683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.232272</td>\n",
       "      <td>25.343940</td>\n",
       "      <td>137.546248</td>\n",
       "      <td>4.950986</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.969032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.196323</td>\n",
       "      <td>44.230886</td>\n",
       "      <td>12.476899</td>\n",
       "      <td>8.612360</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.413883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">Robin Hood Index</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>10.101373</td>\n",
       "      <td>253.635376</td>\n",
       "      <td>146.410042</td>\n",
       "      <td>49.365712</td>\n",
       "      <td>59.309795</td>\n",
       "      <td>26.961194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.010169</td>\n",
       "      <td>1.116069</td>\n",
       "      <td>51.472426</td>\n",
       "      <td>0.107807</td>\n",
       "      <td>0.257693</td>\n",
       "      <td>0.034209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>1.420043</td>\n",
       "      <td>17.010503</td>\n",
       "      <td>98.780729</td>\n",
       "      <td>4.058841</td>\n",
       "      <td>5.206509</td>\n",
       "      <td>1.844713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>1.357512</td>\n",
       "      <td>24.125501</td>\n",
       "      <td>7.204663</td>\n",
       "      <td>5.827790</td>\n",
       "      <td>10.019272</td>\n",
       "      <td>2.297544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">Sorted Vector</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>1.517821</td>\n",
       "      <td>192.450146</td>\n",
       "      <td>130.814179</td>\n",
       "      <td>35.109608</td>\n",
       "      <td>53.113715</td>\n",
       "      <td>18.778120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.000771</td>\n",
       "      <td>1.122451</td>\n",
       "      <td>51.570090</td>\n",
       "      <td>0.097578</td>\n",
       "      <td>0.242260</td>\n",
       "      <td>0.024532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.184935</td>\n",
       "      <td>16.106587</td>\n",
       "      <td>96.640956</td>\n",
       "      <td>2.245068</td>\n",
       "      <td>3.671540</td>\n",
       "      <td>0.631210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.174998</td>\n",
       "      <td>40.792884</td>\n",
       "      <td>4.880548</td>\n",
       "      <td>4.052937</td>\n",
       "      <td>8.864270</td>\n",
       "      <td>1.122977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Teseo</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>1.447574</td>\n",
       "      <td>408.863313</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86.484601</td>\n",
       "      <td>129.896378</td>\n",
       "      <td>51.164785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.012365</td>\n",
       "      <td>1.632215</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.362407</td>\n",
       "      <td>0.712120</td>\n",
       "      <td>0.083171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>0.053875</td>\n",
       "      <td>4.725001</td>\n",
       "      <td>40.623776</td>\n",
       "      <td>1.362229</td>\n",
       "      <td>2.808690</td>\n",
       "      <td>0.501818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.242851</td>\n",
       "      <td>27.760586</td>\n",
       "      <td>415.987757</td>\n",
       "      <td>8.784052</td>\n",
       "      <td>15.408652</td>\n",
       "      <td>4.198553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>0.580025</td>\n",
       "      <td>134.955735</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42.761692</td>\n",
       "      <td>91.489422</td>\n",
       "      <td>20.696233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.152768</td>\n",
       "      <td>42.481777</td>\n",
       "      <td>14.152865</td>\n",
       "      <td>11.242281</td>\n",
       "      <td>23.187528</td>\n",
       "      <td>2.998535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>0.567068</td>\n",
       "      <td>162.830428</td>\n",
       "      <td>70.428172</td>\n",
       "      <td>50.457804</td>\n",
       "      <td>106.734186</td>\n",
       "      <td>18.936143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">Teseo dense</th>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.021470</td>\n",
       "      <td>1.324723</td>\n",
       "      <td>111.585594</td>\n",
       "      <td>0.571457</td>\n",
       "      <td>0.865807</td>\n",
       "      <td>0.115781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>0.044152</td>\n",
       "      <td>3.286806</td>\n",
       "      <td>40.809995</td>\n",
       "      <td>0.474737</td>\n",
       "      <td>1.318682</td>\n",
       "      <td>0.124682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.193392</td>\n",
       "      <td>13.957640</td>\n",
       "      <td>152.786304</td>\n",
       "      <td>2.356713</td>\n",
       "      <td>5.746851</td>\n",
       "      <td>0.657005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>0.412326</td>\n",
       "      <td>63.481904</td>\n",
       "      <td>928.918946</td>\n",
       "      <td>12.566896</td>\n",
       "      <td>33.695289</td>\n",
       "      <td>2.851919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.116996</td>\n",
       "      <td>23.710951</td>\n",
       "      <td>6.433005</td>\n",
       "      <td>4.667912</td>\n",
       "      <td>12.124596</td>\n",
       "      <td>1.112826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>0.418195</td>\n",
       "      <td>112.942593</td>\n",
       "      <td>28.647182</td>\n",
       "      <td>22.768991</td>\n",
       "      <td>61.073334</td>\n",
       "      <td>5.104727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">Tree Index</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>10.421664</td>\n",
       "      <td>258.118704</td>\n",
       "      <td>201.489566</td>\n",
       "      <td>50.732692</td>\n",
       "      <td>83.366083</td>\n",
       "      <td>28.283142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.009922</td>\n",
       "      <td>1.100814</td>\n",
       "      <td>52.159518</td>\n",
       "      <td>0.112152</td>\n",
       "      <td>0.270198</td>\n",
       "      <td>0.033726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>1.572985</td>\n",
       "      <td>21.771193</td>\n",
       "      <td>102.264186</td>\n",
       "      <td>4.553456</td>\n",
       "      <td>6.950920</td>\n",
       "      <td>2.015335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>1.526177</td>\n",
       "      <td>34.457266</td>\n",
       "      <td>13.781232</td>\n",
       "      <td>6.293289</td>\n",
       "      <td>14.087024</td>\n",
       "      <td>2.449018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">Unsorted Vector</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>1.664409</td>\n",
       "      <td>233.362794</td>\n",
       "      <td>27.598223</td>\n",
       "      <td>43.233692</td>\n",
       "      <td>56.352167</td>\n",
       "      <td>19.589525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.001178</td>\n",
       "      <td>1.095732</td>\n",
       "      <td>1.671736</td>\n",
       "      <td>0.137370</td>\n",
       "      <td>0.288778</td>\n",
       "      <td>0.029469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.218965</td>\n",
       "      <td>26.487475</td>\n",
       "      <td>58.080835</td>\n",
       "      <td>2.576802</td>\n",
       "      <td>3.991377</td>\n",
       "      <td>0.683556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.186265</td>\n",
       "      <td>38.758474</td>\n",
       "      <td>1.588619</td>\n",
       "      <td>4.284151</td>\n",
       "      <td>9.510827</td>\n",
       "      <td>1.170880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>csr4-lcc</th>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.136909</td>\n",
       "      <td>13.977643</td>\n",
       "      <td>81.186445</td>\n",
       "      <td>2.721032</td>\n",
       "      <td>4.927771</td>\n",
       "      <td>0.938276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">mb-csr.3</th>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.000997</td>\n",
       "      <td>1.193679</td>\n",
       "      <td>51.395224</td>\n",
       "      <td>0.144195</td>\n",
       "      <td>0.403954</td>\n",
       "      <td>0.029042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.194907</td>\n",
       "      <td>28.499008</td>\n",
       "      <td>96.569620</td>\n",
       "      <td>2.221131</td>\n",
       "      <td>4.972824</td>\n",
       "      <td>0.632564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.184003</td>\n",
       "      <td>32.070827</td>\n",
       "      <td>4.967984</td>\n",
       "      <td>3.778911</td>\n",
       "      <td>9.508325</td>\n",
       "      <td>1.033459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">mb-csr.4</th>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.000842</td>\n",
       "      <td>1.137341</td>\n",
       "      <td>51.634028</td>\n",
       "      <td>0.148053</td>\n",
       "      <td>0.377548</td>\n",
       "      <td>0.029370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.134122</td>\n",
       "      <td>17.108383</td>\n",
       "      <td>97.495072</td>\n",
       "      <td>1.765301</td>\n",
       "      <td>4.805196</td>\n",
       "      <td>0.575738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.148101</td>\n",
       "      <td>23.485571</td>\n",
       "      <td>4.636536</td>\n",
       "      <td>3.353691</td>\n",
       "      <td>9.986073</td>\n",
       "      <td>1.018657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">mb-csr.5</th>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.000854</td>\n",
       "      <td>1.028057</td>\n",
       "      <td>48.640627</td>\n",
       "      <td>0.154415</td>\n",
       "      <td>0.403462</td>\n",
       "      <td>0.029720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.132797</td>\n",
       "      <td>28.001140</td>\n",
       "      <td>52.042006</td>\n",
       "      <td>1.752504</td>\n",
       "      <td>5.041654</td>\n",
       "      <td>0.584208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.145993</td>\n",
       "      <td>41.183573</td>\n",
       "      <td>3.250846</td>\n",
       "      <td>3.344539</td>\n",
       "      <td>10.929190</td>\n",
       "      <td>1.517204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">mb-csr.6</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>1.109031</td>\n",
       "      <td>195.124855</td>\n",
       "      <td>61.033109</td>\n",
       "      <td>30.737870</td>\n",
       "      <td>48.606802</td>\n",
       "      <td>16.407581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.000799</td>\n",
       "      <td>1.201565</td>\n",
       "      <td>48.139172</td>\n",
       "      <td>0.144088</td>\n",
       "      <td>0.401026</td>\n",
       "      <td>0.030463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.139271</td>\n",
       "      <td>25.795513</td>\n",
       "      <td>51.023522</td>\n",
       "      <td>1.801857</td>\n",
       "      <td>4.612512</td>\n",
       "      <td>0.587119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.154715</td>\n",
       "      <td>20.179249</td>\n",
       "      <td>3.224165</td>\n",
       "      <td>3.360829</td>\n",
       "      <td>10.150362</td>\n",
       "      <td>1.030069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mb-csr.7</th>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.142397</td>\n",
       "      <td>23.014424</td>\n",
       "      <td>53.652242</td>\n",
       "      <td>1.811010</td>\n",
       "      <td>5.042268</td>\n",
       "      <td>0.592136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">single-numa-node-csr3-lcc</th>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.135317</td>\n",
       "      <td>26.992409</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.146378</td>\n",
       "      <td>9.847763</td>\n",
       "      <td>1.609273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.156242</td>\n",
       "      <td>31.757349</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.292776</td>\n",
       "      <td>11.109075</td>\n",
       "      <td>2.075857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">single-numa-node-sorted-vector_al.2</th>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.229661</td>\n",
       "      <td>26.149279</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.870162</td>\n",
       "      <td>8.770086</td>\n",
       "      <td>0.891113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.205725</td>\n",
       "      <td>38.550952</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.436526</td>\n",
       "      <td>18.357411</td>\n",
       "      <td>1.682605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">sorted_vector_al.3</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>1.646207</td>\n",
       "      <td>206.893894</td>\n",
       "      <td>132.693561</td>\n",
       "      <td>37.295696</td>\n",
       "      <td>50.135843</td>\n",
       "      <td>18.124845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.000952</td>\n",
       "      <td>1.105569</td>\n",
       "      <td>51.988230</td>\n",
       "      <td>0.098462</td>\n",
       "      <td>0.242607</td>\n",
       "      <td>0.024452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.209975</td>\n",
       "      <td>16.222781</td>\n",
       "      <td>95.784121</td>\n",
       "      <td>2.501327</td>\n",
       "      <td>3.633016</td>\n",
       "      <td>0.634849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.176729</td>\n",
       "      <td>40.827717</td>\n",
       "      <td>4.951796</td>\n",
       "      <td>4.211729</td>\n",
       "      <td>8.797881</td>\n",
       "      <td>1.107444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">sorted_vector_al.5</th>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.000852</td>\n",
       "      <td>1.167177</td>\n",
       "      <td>48.231152</td>\n",
       "      <td>0.098511</td>\n",
       "      <td>0.232869</td>\n",
       "      <td>0.025242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.187782</td>\n",
       "      <td>25.656475</td>\n",
       "      <td>41.716182</td>\n",
       "      <td>2.229738</td>\n",
       "      <td>3.707185</td>\n",
       "      <td>0.650955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.171667</td>\n",
       "      <td>24.903615</td>\n",
       "      <td>3.473680</td>\n",
       "      <td>4.044505</td>\n",
       "      <td>8.748180</td>\n",
       "      <td>1.114903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">sorted_vector_al.6</th>\n",
       "      <th>com-friendster</th>\n",
       "      <td>1.334370</td>\n",
       "      <td>286.244167</td>\n",
       "      <td>58.226784</td>\n",
       "      <td>33.954094</td>\n",
       "      <td>53.044572</td>\n",
       "      <td>18.567242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.000760</td>\n",
       "      <td>1.131418</td>\n",
       "      <td>47.522404</td>\n",
       "      <td>0.100560</td>\n",
       "      <td>0.229644</td>\n",
       "      <td>0.023862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.166730</td>\n",
       "      <td>16.166007</td>\n",
       "      <td>41.776719</td>\n",
       "      <td>2.125198</td>\n",
       "      <td>3.685847</td>\n",
       "      <td>0.629635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.160481</td>\n",
       "      <td>39.495905</td>\n",
       "      <td>3.411788</td>\n",
       "      <td>3.946389</td>\n",
       "      <td>8.599754</td>\n",
       "      <td>1.084234</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Algorithm                                                 bfs        cdlp  \\\n",
       "Library                             Graph                                   \n",
       "CSR-LCC                             com-friendster   0.982163  306.561424   \n",
       "                                    dota-league      0.000773    1.130063   \n",
       "                                    graph500-22      0.033145    5.570770   \n",
       "                                    graph500-24      0.131024   32.311592   \n",
       "                                    graph500-26      0.487549  143.385901   \n",
       "                                    uniform-24       0.148650   37.396524   \n",
       "                                    uniform-26       0.508873  141.641957   \n",
       "Edge Iterator                       com-friendster   1.684588  238.260415   \n",
       "                                    dota-league      0.001030    1.211908   \n",
       "                                    graph500-24      0.216816   16.807736   \n",
       "                                    uniform-24       0.193856   32.651022   \n",
       "Hashset                             com-friendster   1.933455  260.331171   \n",
       "                                    dota-league      0.001421    1.410329   \n",
       "                                    graph500-24      0.232272   25.343940   \n",
       "                                    uniform-24       0.196323   44.230886   \n",
       "Robin Hood Index                    com-friendster  10.101373  253.635376   \n",
       "                                    dota-league      0.010169    1.116069   \n",
       "                                    graph500-24      1.420043   17.010503   \n",
       "                                    uniform-24       1.357512   24.125501   \n",
       "Sorted Vector                       com-friendster   1.517821  192.450146   \n",
       "                                    dota-league      0.000771    1.122451   \n",
       "                                    graph500-24      0.184935   16.106587   \n",
       "                                    uniform-24       0.174998   40.792884   \n",
       "Teseo                               com-friendster   1.447574  408.863313   \n",
       "                                    dota-league      0.012365    1.632215   \n",
       "                                    graph500-22      0.053875    4.725001   \n",
       "                                    graph500-24      0.242851   27.760586   \n",
       "                                    graph500-26      0.580025  134.955735   \n",
       "                                    uniform-24       0.152768   42.481777   \n",
       "                                    uniform-26       0.567068  162.830428   \n",
       "Teseo dense                         dota-league      0.021470    1.324723   \n",
       "                                    graph500-22      0.044152    3.286806   \n",
       "                                    graph500-24      0.193392   13.957640   \n",
       "                                    graph500-26      0.412326   63.481904   \n",
       "                                    uniform-24       0.116996   23.710951   \n",
       "                                    uniform-26       0.418195  112.942593   \n",
       "Tree Index                          com-friendster  10.421664  258.118704   \n",
       "                                    dota-league      0.009922    1.100814   \n",
       "                                    graph500-24      1.572985   21.771193   \n",
       "                                    uniform-24       1.526177   34.457266   \n",
       "Unsorted Vector                     com-friendster   1.664409  233.362794   \n",
       "                                    dota-league      0.001178    1.095732   \n",
       "                                    graph500-24      0.218965   26.487475   \n",
       "                                    uniform-24       0.186265   38.758474   \n",
       "csr4-lcc                            graph500-24      0.136909   13.977643   \n",
       "mb-csr.3                            dota-league      0.000997    1.193679   \n",
       "                                    graph500-24      0.194907   28.499008   \n",
       "                                    uniform-24       0.184003   32.070827   \n",
       "mb-csr.4                            dota-league      0.000842    1.137341   \n",
       "                                    graph500-24      0.134122   17.108383   \n",
       "                                    uniform-24       0.148101   23.485571   \n",
       "mb-csr.5                            dota-league      0.000854    1.028057   \n",
       "                                    graph500-24      0.132797   28.001140   \n",
       "                                    uniform-24       0.145993   41.183573   \n",
       "mb-csr.6                            com-friendster   1.109031  195.124855   \n",
       "                                    dota-league      0.000799    1.201565   \n",
       "                                    graph500-24      0.139271   25.795513   \n",
       "                                    uniform-24       0.154715   20.179249   \n",
       "mb-csr.7                            graph500-24      0.142397   23.014424   \n",
       "single-numa-node-csr3-lcc           graph500-24      0.135317   26.992409   \n",
       "                                    uniform-24       0.156242   31.757349   \n",
       "single-numa-node-sorted-vector_al.2 graph500-24      0.229661   26.149279   \n",
       "                                    uniform-24       0.205725   38.550952   \n",
       "sorted_vector_al.3                  com-friendster   1.646207  206.893894   \n",
       "                                    dota-league      0.000952    1.105569   \n",
       "                                    graph500-24      0.209975   16.222781   \n",
       "                                    uniform-24       0.176729   40.827717   \n",
       "sorted_vector_al.5                  dota-league      0.000852    1.167177   \n",
       "                                    graph500-24      0.187782   25.656475   \n",
       "                                    uniform-24       0.171667   24.903615   \n",
       "sorted_vector_al.6                  com-friendster   1.334370  286.244167   \n",
       "                                    dota-league      0.000760    1.131418   \n",
       "                                    graph500-24      0.166730   16.166007   \n",
       "                                    uniform-24       0.160481   39.495905   \n",
       "\n",
       "Algorithm                                                  lcc   pagerank  \\\n",
       "Library                             Graph                                   \n",
       "CSR-LCC                             com-friendster   60.113414  31.077151   \n",
       "                                    dota-league      53.012164   0.101179   \n",
       "                                    graph500-22      12.339077   0.400319   \n",
       "                                    graph500-24      72.637627   2.692715   \n",
       "                                    graph500-26     476.783099  15.236883   \n",
       "                                    uniform-24        2.839330   3.335939   \n",
       "                                    uniform-26       13.202378  18.357686   \n",
       "Edge Iterator                       com-friendster  161.388866  59.322476   \n",
       "                                    dota-league      61.032196   0.225872   \n",
       "                                    graph500-24     129.239836   3.598867   \n",
       "                                    uniform-24        6.007241   7.495465   \n",
       "Hashset                             com-friendster  213.766726  66.838302   \n",
       "                                    dota-league     105.969630   0.390641   \n",
       "                                    graph500-24     137.546248   4.950986   \n",
       "                                    uniform-24       12.476899   8.612360   \n",
       "Robin Hood Index                    com-friendster  146.410042  49.365712   \n",
       "                                    dota-league      51.472426   0.107807   \n",
       "                                    graph500-24      98.780729   4.058841   \n",
       "                                    uniform-24        7.204663   5.827790   \n",
       "Sorted Vector                       com-friendster  130.814179  35.109608   \n",
       "                                    dota-league      51.570090   0.097578   \n",
       "                                    graph500-24      96.640956   2.245068   \n",
       "                                    uniform-24        4.880548   4.052937   \n",
       "Teseo                               com-friendster         NaN  86.484601   \n",
       "                                    dota-league            NaN   0.362407   \n",
       "                                    graph500-22      40.623776   1.362229   \n",
       "                                    graph500-24     415.987757   8.784052   \n",
       "                                    graph500-26            NaN  42.761692   \n",
       "                                    uniform-24       14.152865  11.242281   \n",
       "                                    uniform-26       70.428172  50.457804   \n",
       "Teseo dense                         dota-league     111.585594   0.571457   \n",
       "                                    graph500-22      40.809995   0.474737   \n",
       "                                    graph500-24     152.786304   2.356713   \n",
       "                                    graph500-26     928.918946  12.566896   \n",
       "                                    uniform-24        6.433005   4.667912   \n",
       "                                    uniform-26       28.647182  22.768991   \n",
       "Tree Index                          com-friendster  201.489566  50.732692   \n",
       "                                    dota-league      52.159518   0.112152   \n",
       "                                    graph500-24     102.264186   4.553456   \n",
       "                                    uniform-24       13.781232   6.293289   \n",
       "Unsorted Vector                     com-friendster   27.598223  43.233692   \n",
       "                                    dota-league       1.671736   0.137370   \n",
       "                                    graph500-24      58.080835   2.576802   \n",
       "                                    uniform-24        1.588619   4.284151   \n",
       "csr4-lcc                            graph500-24      81.186445   2.721032   \n",
       "mb-csr.3                            dota-league      51.395224   0.144195   \n",
       "                                    graph500-24      96.569620   2.221131   \n",
       "                                    uniform-24        4.967984   3.778911   \n",
       "mb-csr.4                            dota-league      51.634028   0.148053   \n",
       "                                    graph500-24      97.495072   1.765301   \n",
       "                                    uniform-24        4.636536   3.353691   \n",
       "mb-csr.5                            dota-league      48.640627   0.154415   \n",
       "                                    graph500-24      52.042006   1.752504   \n",
       "                                    uniform-24        3.250846   3.344539   \n",
       "mb-csr.6                            com-friendster   61.033109  30.737870   \n",
       "                                    dota-league      48.139172   0.144088   \n",
       "                                    graph500-24      51.023522   1.801857   \n",
       "                                    uniform-24        3.224165   3.360829   \n",
       "mb-csr.7                            graph500-24      53.652242   1.811010   \n",
       "single-numa-node-csr3-lcc           graph500-24            NaN   5.146378   \n",
       "                                    uniform-24             NaN   6.292776   \n",
       "single-numa-node-sorted-vector_al.2 graph500-24            NaN   3.870162   \n",
       "                                    uniform-24             NaN   7.436526   \n",
       "sorted_vector_al.3                  com-friendster  132.693561  37.295696   \n",
       "                                    dota-league      51.988230   0.098462   \n",
       "                                    graph500-24      95.784121   2.501327   \n",
       "                                    uniform-24        4.951796   4.211729   \n",
       "sorted_vector_al.5                  dota-league      48.231152   0.098511   \n",
       "                                    graph500-24      41.716182   2.229738   \n",
       "                                    uniform-24        3.473680   4.044505   \n",
       "sorted_vector_al.6                  com-friendster   58.226784  33.954094   \n",
       "                                    dota-league      47.522404   0.100560   \n",
       "                                    graph500-24      41.776719   2.125198   \n",
       "                                    uniform-24        3.411788   3.946389   \n",
       "\n",
       "Algorithm                                                 sssp        wcc  \n",
       "Library                             Graph                                  \n",
       "CSR-LCC                             com-friendster   59.444219  10.109354  \n",
       "                                    dota-league       0.249274   0.023690  \n",
       "                                    graph500-22       0.747900   0.153263  \n",
       "                                    graph500-24       4.854807   0.926246  \n",
       "                                    graph500-26      27.736315   4.960557  \n",
       "                                    uniform-24        6.472724   1.169989  \n",
       "                                    uniform-26       33.874291   6.201792  \n",
       "Edge Iterator                       com-friendster   66.018406  29.526731  \n",
       "                                    dota-league       0.361858   0.048768  \n",
       "                                    graph500-24       5.033682   0.961426  \n",
       "                                    uniform-24       11.607744   2.281600  \n",
       "Hashset                             com-friendster         NaN  32.597436  \n",
       "                                    dota-league            NaN   0.088683  \n",
       "                                    graph500-24            NaN   1.969032  \n",
       "                                    uniform-24             NaN   2.413883  \n",
       "Robin Hood Index                    com-friendster   59.309795  26.961194  \n",
       "                                    dota-league       0.257693   0.034209  \n",
       "                                    graph500-24       5.206509   1.844713  \n",
       "                                    uniform-24       10.019272   2.297544  \n",
       "Sorted Vector                       com-friendster   53.113715  18.778120  \n",
       "                                    dota-league       0.242260   0.024532  \n",
       "                                    graph500-24       3.671540   0.631210  \n",
       "                                    uniform-24        8.864270   1.122977  \n",
       "Teseo                               com-friendster  129.896378  51.164785  \n",
       "                                    dota-league       0.712120   0.083171  \n",
       "                                    graph500-22       2.808690   0.501818  \n",
       "                                    graph500-24      15.408652   4.198553  \n",
       "                                    graph500-26      91.489422  20.696233  \n",
       "                                    uniform-24       23.187528   2.998535  \n",
       "                                    uniform-26      106.734186  18.936143  \n",
       "Teseo dense                         dota-league       0.865807   0.115781  \n",
       "                                    graph500-22       1.318682   0.124682  \n",
       "                                    graph500-24       5.746851   0.657005  \n",
       "                                    graph500-26      33.695289   2.851919  \n",
       "                                    uniform-24       12.124596   1.112826  \n",
       "                                    uniform-26       61.073334   5.104727  \n",
       "Tree Index                          com-friendster   83.366083  28.283142  \n",
       "                                    dota-league       0.270198   0.033726  \n",
       "                                    graph500-24       6.950920   2.015335  \n",
       "                                    uniform-24       14.087024   2.449018  \n",
       "Unsorted Vector                     com-friendster   56.352167  19.589525  \n",
       "                                    dota-league       0.288778   0.029469  \n",
       "                                    graph500-24       3.991377   0.683556  \n",
       "                                    uniform-24        9.510827   1.170880  \n",
       "csr4-lcc                            graph500-24       4.927771   0.938276  \n",
       "mb-csr.3                            dota-league       0.403954   0.029042  \n",
       "                                    graph500-24       4.972824   0.632564  \n",
       "                                    uniform-24        9.508325   1.033459  \n",
       "mb-csr.4                            dota-league       0.377548   0.029370  \n",
       "                                    graph500-24       4.805196   0.575738  \n",
       "                                    uniform-24        9.986073   1.018657  \n",
       "mb-csr.5                            dota-league       0.403462   0.029720  \n",
       "                                    graph500-24       5.041654   0.584208  \n",
       "                                    uniform-24       10.929190   1.517204  \n",
       "mb-csr.6                            com-friendster   48.606802  16.407581  \n",
       "                                    dota-league       0.401026   0.030463  \n",
       "                                    graph500-24       4.612512   0.587119  \n",
       "                                    uniform-24       10.150362   1.030069  \n",
       "mb-csr.7                            graph500-24       5.042268   0.592136  \n",
       "single-numa-node-csr3-lcc           graph500-24       9.847763   1.609273  \n",
       "                                    uniform-24       11.109075   2.075857  \n",
       "single-numa-node-sorted-vector_al.2 graph500-24       8.770086   0.891113  \n",
       "                                    uniform-24       18.357411   1.682605  \n",
       "sorted_vector_al.3                  com-friendster   50.135843  18.124845  \n",
       "                                    dota-league       0.242607   0.024452  \n",
       "                                    graph500-24       3.633016   0.634849  \n",
       "                                    uniform-24        8.797881   1.107444  \n",
       "sorted_vector_al.5                  dota-league       0.232869   0.025242  \n",
       "                                    graph500-24       3.707185   0.650955  \n",
       "                                    uniform-24        8.748180   1.114903  \n",
       "sorted_vector_al.6                  com-friendster   53.044572  18.567242  \n",
       "                                    dota-league       0.229644   0.023862  \n",
       "                                    graph500-24       3.685847   0.629635  \n",
       "                                    uniform-24        8.599754   1.084234  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Unstack\n",
    "data_grouped = data_grouped_2.unstack(\"algorithm\")[(\"completion_time\")]\n",
    "\n",
    "data_grouped.index.set_names([\"Library\", \"Graph\"], inplace=True)\n",
    "data_grouped.columns.set_names(\"Algorithm\", inplace=True)\n",
    "data_grouped"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\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>0.982163</td>\n",
       "      <td>195.124855</td>\n",
       "      <td>60.113414</td>\n",
       "      <td>30.737870</td>\n",
       "      <td>48.606802</td>\n",
       "      <td>10.109354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.000773</td>\n",
       "      <td>1.130063</td>\n",
       "      <td>48.139172</td>\n",
       "      <td>0.101179</td>\n",
       "      <td>0.249274</td>\n",
       "      <td>0.023690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-22</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.131024</td>\n",
       "      <td>25.795513</td>\n",
       "      <td>51.023522</td>\n",
       "      <td>1.801857</td>\n",
       "      <td>4.612512</td>\n",
       "      <td>0.587119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-26</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>0.148650</td>\n",
       "      <td>20.179249</td>\n",
       "      <td>2.839330</td>\n",
       "      <td>3.335939</td>\n",
       "      <td>6.472724</td>\n",
       "      <td>1.030069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-26</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Algorithm            bfs        cdlp        lcc   pagerank       sssp  \\\n",
       "Graph                                                                   \n",
       "com-friendster  0.982163  195.124855  60.113414  30.737870  48.606802   \n",
       "dota-league     0.000773    1.130063  48.139172   0.101179   0.249274   \n",
       "graph500-22          NaN         NaN        NaN        NaN        NaN   \n",
       "graph500-24     0.131024   25.795513  51.023522   1.801857   4.612512   \n",
       "graph500-26          NaN         NaN        NaN        NaN        NaN   \n",
       "uniform-24      0.148650   20.179249   2.839330   3.335939   6.472724   \n",
       "uniform-26           NaN         NaN        NaN        NaN        NaN   \n",
       "\n",
       "Algorithm             wcc  \n",
       "Graph                      \n",
       "com-friendster  10.109354  \n",
       "dota-league      0.023690  \n",
       "graph500-22           NaN  \n",
       "graph500-24      0.587119  \n",
       "graph500-26           NaN  \n",
       "uniform-24       1.030069  \n",
       "uniform-26            NaN  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Compile CSR baseline out of NUMA optimized baseline and non NUMA optimized baseline\n",
    "mb_csr = data_grouped.loc[\"mb-csr.6\"]\n",
    "gfe_csr = data_grouped.loc[\"CSR-LCC\"]\n",
    "min_csr = mb_csr.combine(gfe_csr, np.minimum)\n",
    "min_csr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CSR vs Sorted Vector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        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>PageRank</th>\n",
       "      <th>WCC</th>\n",
       "      <th>SSSP</th>\n",
       "      <th>LCC</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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>com-friendster</th>\n",
       "      <td>1.358604</td>\n",
       "      <td>1.104634</td>\n",
       "      <td>1.836640</td>\n",
       "      <td>1.091299</td>\n",
       "      <td>0.968615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>0.983182</td>\n",
       "      <td>0.993887</td>\n",
       "      <td>1.007239</td>\n",
       "      <td>0.921251</td>\n",
       "      <td>0.987188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>1.272515</td>\n",
       "      <td>1.179449</td>\n",
       "      <td>1.072415</td>\n",
       "      <td>0.799097</td>\n",
       "      <td>0.818774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>1.079586</td>\n",
       "      <td>1.182992</td>\n",
       "      <td>1.052584</td>\n",
       "      <td>1.328614</td>\n",
       "      <td>1.201617</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Algorithm            BFS  PageRank       WCC      SSSP       LCC\n",
       "Graph                                                           \n",
       "com-friendster  1.358604  1.104634  1.836640  1.091299  0.968615\n",
       "dota-league     0.983182  0.993887  1.007239  0.921251  0.987188\n",
       "graph500-24     1.272515  1.179449  1.072415  0.799097  0.818774\n",
       "uniform-24      1.079586  1.182992  1.052584  1.328614  1.201617"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contiguous_data = slowdown_against_base(data_grouped.copy(), min_csr)\n",
    "contiguous_data = contiguous_data.loc[\"sorted_vector_al.6\"]\n",
    "contiguous_data = contiguous_data.drop([\"sssp\", \"bfs\", \"wcc\", \"pagerank\", \"cdlp\", \"lcc\"], axis=1)\n",
    "contiguous_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 912x563.647 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## FIGURE 4a\n",
    "colormap=common.set_algorithm_colormap()\n",
    "\n",
    "plotting.latexify(columns=3)\n",
    "\n",
    "p = contiguous_data.sort_values(axis=1, by='Algorithm').plot.bar(color=colormap, legend=None, linewidth=0.2)\n",
    "\n",
    "plt.xticks(rotation=0)\n",
    "positions = (0, 1, 2, 3)\n",
    "x_labels = (\"friendster\", \"dota\", \"g500-24\", \"uni-24\")\n",
    "plt.xticks(positions, x_labels)\n",
    "\n",
    "plt.ylabel(\"Slowdown\")\n",
    "plt.xlabel(\"Dataset\")\n",
    "\n",
    "plotting.add_line_on_1(plt)\n",
    "\n",
    "plotting.format_axes(p, categorical_x=True)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(plotting.base_path + \"/sequential-edge-layout-vs-vector-new.png\", dpi=400)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dense vs Sparse Domain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# graphalytics inserts\n",
    "pers_experiments = \"num_threads_read == 0 and (hostname == 'scyper22')\"\n",
    "\n",
    "data = common.import_gfe(\"view_graphalytics_inserts\").query(pers_experiments).copy() # data from the experiments\n",
    "data[\"build_frequency\"].fillna(pd.Timedelta(0), inplace=True) # replace NaT with 0, otherwise the records are ignored in the group by\n",
    "\n",
    "# Filter out validation runs they can be slightly less performant\n",
    "data = data.query(\"validate_inserts == '0' and validate_output == '0'\")\n",
    "\n",
    "# Rename Libraries\n",
    "rename_libraries = {\n",
    "    \"csr3\": \"CSR\",\n",
    "    \"csr3-lcc-numa\": \"CSR-LCC\",\n",
    "    \"sortledton.1\": \"Sortledton\",\n",
    "    \"llama8-ref\": \"LLama\",\n",
    "    \"g1_v6-ref-ignore-build\": \"G1\",\n",
    "    \"livegraph3_ro\": \"Livegraph\",\n",
    "    \"stinger7-ref\": \"Stinger\",\n",
    "    \"teseo-lcc.12\": \"Teseo\",\n",
    "    \"teseo-lcc-dv.12b\": \"Teseo dense\",\n",
    "    \"sorted_vector_al.4\": \"Sorted Vector\",\n",
    "    \"vector_al.3\": \"Unsorted Vector\",\n",
    "    \"robin_hood_al.3\": \"Hashset\",\n",
    "    \"robin_hood_sorted_vector_al.3\": \"Robin Hood Index\",\n",
    "    \"tree_sorted_vector_al.3\": \"Tree Index\",\n",
    "    \"edgeiter_sorted_vector_al.3\": \"Edge Iterator\"\n",
    "}\n",
    "\n",
    "data[\"library\"] = data[\"library\"].map(lambda l: rename_libraries[l] if l in rename_libraries  else l)\n",
    "\n",
    "data_grouped_1 = data.groupby([\"library\", \"graph\", \"algorithm\"]) \\\n",
    "    .agg(completion_time=(\"median_secs\", \"median\"), count=(\"median_secs\", \"count\"))\n",
    "\n",
    "\n",
    "# Filter out libraries\n",
    "libraries = [\"Teseo\", \"Teseo dense\"]\n",
    "libraries_query = \" or \".join(list(map(lambda l: \"library == '%s'\" % l, libraries)))\n",
    "data_grouped_2 = data_grouped_1.query(libraries_query)\n",
    "data_grouped_2\n",
    "\n",
    "data_grouped_dense_sparse = data_grouped_2.unstack(\"algorithm\")[(\"completion_time\")]\n",
    "\n",
    "data_grouped_dense_sparse.index.set_names([\"Library\", \"Graph\"], inplace=True)\n",
    "data_grouped_dense_sparse.columns.set_names(\"Algorithm\", inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compare Teseo dense vs Teseo sparse\n",
    "dense_sparse = slowdown_against_base(data_grouped_dense_sparse.copy(), data_grouped_dense_sparse.loc[\"Teseo dense\"])\n",
    "dense_sparse = dense_sparse.drop([\"sssp\", \"bfs\", \"wcc\", \"pagerank\", \"cdlp\", \"lcc\"], axis=1)\n",
    "dense_sparse = dense_sparse.loc[\"Teseo\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>PageRank</th>\n",
       "      <th>WCC</th>\n",
       "      <th>SSSP</th>\n",
       "      <th>LCC</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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>com-friendster</th>\n",
       "      <td>1.453355</td>\n",
       "      <td>2.323094</td>\n",
       "      <td>5.996484</td>\n",
       "      <td>1.492515</td>\n",
       "      <td>3.473198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>1.062657</td>\n",
       "      <td>1.698070</td>\n",
       "      <td>2.316799</td>\n",
       "      <td>1.885392</td>\n",
       "      <td>1.154303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>0.857349</td>\n",
       "      <td>3.538002</td>\n",
       "      <td>4.539819</td>\n",
       "      <td>2.544154</td>\n",
       "      <td>2.746714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>1.342010</td>\n",
       "      <td>2.342403</td>\n",
       "      <td>2.547448</td>\n",
       "      <td>1.799466</td>\n",
       "      <td>2.020347</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Algorithm            BFS  PageRank       WCC      SSSP       LCC\n",
       "Graph                                                           \n",
       "com-friendster  1.453355  2.323094  5.996484  1.492515  3.473198\n",
       "dota-league     1.062657  1.698070  2.316799  1.885392  1.154303\n",
       "graph500-24     0.857349  3.538002  4.539819  2.544154  2.746714\n",
       "uniform-24      1.342010  2.342403  2.547448  1.799466  2.020347"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Filter out graphs\n",
    "dense_sparse = dense_sparse.drop([\"uniform-26\", \"graph500-22\", \"graph500-26\"])\n",
    "dense_sparse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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3lMvlJB0EvlgsptnZWUIfAAAAgEAQ/vrMNE2ZpjnoagAAAAAYM1zzBwAAAABjgPAHAAAAAGOA8AcAAAAAY4DwBwAAAABjYKQmfPn0009lWZb29vZ6Ut5bb73Vk3IAAAAAYNBGIvx98cUXSqfTKpfLPS2X8AcAAABgVAx9+LMsS++8844kqVqtSpImJia6KrNarXZdBgAAAACcJEMf/lZXV72wNjExoWq16oVAAAAAAMCBoQ5/hUJBlUrF66WrVquKRCJKJBKampqSYRgDriEAAAAAnAxDHf7u3r0r6fkwzWQyyXV6AAAAANDEUC/1UKlUvJ9DoRDBDwAAAABaGOqev3K57A35TCQSA64NAAAAAJxcQx3+DMOQ4ziamJhQJBIZdHUAAAB64o033tDu7m6g+/jmN7+pn//854HuA8DJMtThLxQK9XxtPwAAgEHb3d3Vp/fu6WJA5X8aULkATrahDn9TU1Ne+CuXy5qenh5wjQAAAHrjoqSPAyr7UkDlAjjZhnrCl9rr/PL5/ABrAgAAAAAn21CHv0gkoitXrqharapSqej9998fdJUAAAAA4EQa6vAnSel0WqFQSNVqVdlsVrdu3Rp0lQAAAADgxBn68CdJ2WzW6wHM5XL6/d//fb3//vv64osvBl01AAAAADgRhnrCF0n62c9+Jkm6cOGCQqGQKpWK9vf3lc1mlc1mJR0sCREKhToqd2JiQv/yX/7LntcXAAAAAAZh6MNfNpv1FnqX5P1crVa9bfv7+9rf32+rvImJCVWrVV+ZAAAAADDshj78ueoDG+ENAAAAAJ4b+vB39uxZgh4AAAAAHGHowx/r+wEAAADA0UZitk8AAAAAwOEIfydQPp/X7OysLMsadFUAAAAAjIihD3+jtpafbdtaXV31fgYAAACAXhj6a/6uXr2qcDgs0zQVi8U0PT096Cp1JZ1OD7oKAAAAAEbQ0Ic/SapUKioUCioUCpKkK1eu6PLly5qZmdHZs2cHXLv2ZbNZlcvlQVcDAAAAwAgaifDnchd2v3Pnju7cuaPV1VVFIhHNzs7KNE1dvHhxwDVsrVQqKZfLDboaAAAAAEbUSIQ/N/RJzxd3d7eVSiWvN80wDM3MzJzI4aE3btxQPB7X1taWHMcZdHUAAAAAjJihD38fffSRyuWyLMvy/rlqF3+vVqva39/3DQ+dnp7WzMyMTNPUq6++2ve6u1ZWViRJS0tL2traGlg9AAAAAIyuoQ9/khSJRBSJRDQ3NydJviDY7Bo6t1dwe3tb29vbkqRQKKRYLKbZ2dm+Dg+1LEuFQkHZbLZv+wQAAAAwfkYi/NUzTVOmaXq32wmDtm0rl8spl8vJMAyZpqk//uM/DrSejuMonU5rbm5O0Wg00H0BAAAAGG8jGf7q1YZBx3F8YbBSqUg6GCLq9gju7++rWCwGXq90Oq3JyUmlUqnA9wUAAABgvI1F+KtlGIZisZhisZikg17BtbU1lcvlhsligpTP52VZltbX1wPfFwAAAACMXfj74osvZFmW7t69q+3tbW9mzdrJYYJm27ZWV1e1sLCgcDjct/0CAAAAGF8jH/5ahT3peQ9fsx6/UCgUWJ3S6bQikYiSyWRg+wAAAACAWiMX/joJe7XbQ6GQd22gaZoyDCOQ+m1sbKhcLjPcEwAAAEBfDX34O27YMwxD09PTunz5skzTDLSnz1UqlbS2tqbFxUWGewIAAADoq6EPf1evXm06bLN+gXfpYNbPWCzWt7BX78aNG4rFYkokEn3fNwAAAIDxNvThz1WtVn0hsFqt+oZxRiKRgdYvm81qb29Py8vLA60HAAAAgPE0MuHPXadvYmJCpmkqmUxqenp60NWSdLCcRC6XUyaTCeRawvfff18ffPBBT8t8+PChJKlSqei1117z/e6Xv/ylzp07d+yyt7a29OabbzZs/+lPf6qZmZljl7u/v69vfetbDdsXFxe1uLh47HIl6bvf/a5KpZJvWywW6/razWvXrmljY8O3zTAMffLJJ12Ve/v2bb3zzjsN2z/88ENNTU0du9ydnR1973vf8227f/++zh+7xOdel+TUbevFlEjz8/MN63ZGo1F99NFHXZW7urqq1dXVhu0cHwc4Pp579913dfXq1WOXK0mvv/6677IGSUomk7p582ZX5XJ8HBjK40PSRt02Q1J3RwfHRy2OjwNDeXwM2edHP41M+JOeD/Xc3t7W9va2JPmu67t48WLf6+Q4jtLptOLxuLfQfK89fvxYDx48CKTsZ8+e6fPPP/dt63YdxCdPnjSU6W7vRrVabVru3t5eV+VKBwGnvuxePOdffvllQ7ndvPG7Hj9+3PS5ePr0aVflPn36tGm5z7oq9YAtab9u25c9KPfBgwcNdX7ppZe6Lndvb6/pc8HxcYDjw7+/btm2rf19/xHy5ZfdHyEcHweG8viQVF/j7o8Ojo9aHB8HhvL4GLLPj34a+vB35cqVhole3F5AyR8Epf6HwUwmo8nJSS0tLQW2jzNnzuiVV17paZkPHz7Us2fPdOrUqYbrI7tdE/HFF1/UhQsXmm7vxsTERNNyJycnuypXks6fP6+vvvrKt60Xz/nLL7/cUOde9A6fOXOm6XNx+nR3h/zp06cbyr1//75O9eBNL6zGnr+Xuy714HWqr/P58933VU5OTjZ9jjk+DnB8+PfXrXA43NCz8fLL3R8hHB8HhvL4kFRf416MLeL4eI7j48BQHh9D9vnRTxObm5vdfc1wQlQqlZazftaqP7Cmp6cVjUZlmmbPh4kWi0Wl02lls1lFo9G2HpNIJLy6Ly4uDmxymB/+8Id68OCBLly4oM8++2wgdcBwuHTpknTvnj4OqnxJ+va39fHHQe0BAE4e3luB4bW1tTXoKrQ0PDH1CKFQSPF4XPF4XNLBcEvLsrx/lUpFUmOXutszmMvlJEmRSMSbJKbbMLi5uSlJSqVSx3p8szHh+Xw+sDUIAQAAAIyukQl/9QzDUCwWUywWk9R+GCyXyyqXy8rlcvrwww+7qsPs7GxHF3/atq1CoeDddkNoLYIfAAAAgOMY2fBXr50wWLtURLfjriV5+2pXqVTyhT/WBAQAAADQK6cGXYFBcRxHjuNob2/PC37dzrIEAAAAACfV2PT8PXr0SJZlaXNzs+nsoO7/BEAAAAAAo2ikw9/29raKxaLvGj/Jf51ffeBzr7PrdMhmEFrNWAoAAAAAnRqp8Le9ve1dw1cul73t9WGvNvCdPXtW09PTmp2dHXjg29nZ8d22bXtANQEAAAAwaoY+/P3sZz/z1vZzHRb2qtWqt5zD7OysIpFI3+vsKhaLXsDb2dlRsVj0/b5QKKhSqSgSiXgLaSaTyb7XEwAAAMDwG/rwl81mfeHODXvSQdBzt1+5ckWXL1/WzMzMiVkuIZ/Py7Isrz7N6rWzs6OdnR1vCCjhDwAAAMBxDH34c7kB0A17oVBIsVis6Vp5J0Umkxl0FQAAAACMiZEIf27gcydqMU1ToVBowLUCAAAAgJNj6MNfPB4/MbNzAgAAAMBJNfThb3FxcdBVAAAAAIATb+jD32EePXqknZ0dVSoVOY6jvb09TU5OyjAMnTt3TqZp6uzZs4OuJgAAAAAEbuTC3xdffKF8Pq9isehb2L0VwzAUj8eVSCT06quv9qGGAAAAANB/IxX+bt26pVwuJ8m/1p+rdkkI1/7+vnK5nHK5nOLxuN5+++2+1BUAAAAA+unUoCvQC47j6M0331Qul/OWe6hd789VH/xqF4CvVqsqFAr6gz/4Az1+/Lif1QcAAACAwI1Ez18qlfKGeNaGuVAopEgkonA4rHA4rHPnzml/f1+2bcu2bZXLZVUqFd+i8J9//rlSqZT+9E//dJB/EgAAAAD01NCHv1u3bjUEONM0tbCwoEgkcuTjLctSNpvVp59+6gVH27Z169YtvfXWW0FXHwAAAAD6YqiHfVYqFW1sbPiu5VtcXNTNmzfbCn7SwcLwa2trevvtt73hotVqVblcTo8ePQqy+gAAAADQN0Md/orFoiR5oe2tt95SPB4/VlmJREJvvfWW77rAX/ziFz2pJwAAAAAM2lCHP8uyvJ8Nw9Dc3FxX5SWTSRmG4Q0h/cu//MuuygMAAACAk2Kor/mzbVvSwSQvMzMzPSlzZmZGhUJBktpaJxAAAJw8b7zxhnZ3dwPdxze/+U39/Oc/D3QfANBLQx3+aid6CYfDPSkzGo36ygcAAMNnd3dX93buSd8IaAcPAyoXAAI01OEvCI7jDLoKAACgF74h6Y8CKvtfBFQuAARoqK/5C4VC3gQtn3zySU/KdIeSuuUDAAAAwCgY6p6/cDisSqWiarWq7e3tnpS5tbXlDSUl/EHiuhEAAACMhqEOf1euXJFlWZqYmJDjOHrvvff09ttvH7u8W7duecM+ezmJDIbb7u6uyp+UFTZ+J5Dybed/DaRcAAAAoNZQh7/Z2Vm99957kg7W+isUCjIMQ2+99VbHZeVyuYYF4wl/cIWN39Gt7/9ZIGW/9ef/dSDlAgAAALWG+po/N+i5i7xXq1Xlcjn9wR/8gf7iL/6irTK2t7f14x//WLdu3ZLkXzD+7NmzQVYfAAAAAPpmqHv+pIOF2S3L0vb2thcAP//8c6XTaUlSJBJRKBRSOBzW5OSk9vb2ZNu2KpWKyuWyJHk9fe7jI5FI1wvGAwAAAMBJMvThT5IymYyWl5e9ACg9D3SlUskLebXc30vyPSYajeonP/lJH2oNAAAAAP0z1MM+a2UyGb399tuqVqve0E33n6s+8Ln/3McsLCwQ/AAAAACMpJHo+XMlEgklEgnl83kVCoUje/ykg2GhiURC8Xi8X9UEAAAAgL4bqfDnckOgJJXLZe3t7clxHO3v7+vcuXMyDEOTk5OKRCIDrikAAAAA9MdIhr9aJzHglUol5fN5VSoVVSoV2bYtwzA0NTWlUCikmZkZmaY56GoCAAAAGCEjH/5OklKppEwmo3K5rHg8rkQioVAoJMMwVKlUtLW1pUKhoEKhoHA4rLm5Oa8HEwAAAAC6Qfjrk2KxqHQ6rXg8rrW1tYbfh8NhmaapRCKhVCol27a1uroqy7K8ZSsAAAAA4LhGZrbPk8y2baXTaYXD4SN78qLRqBYWFrzbxWJRGxsbQVcRAAAAwIg70T1/v//7vz/Q/f+7f/fvelJOPp+XdBACU6mU0um0YrFYy/vHYjFf7+Dt27eVTCZ7UhcAAAAA4+lEh7/9/X1vHb5+q10fsFv1S07k8/lDw9/k5KTvtuM4chxHhmH0rE4AAAAAxsuJDn+d6kVgCyJohkKhQ2+3g+AHAAAAoBsnOvxdvHix7UBXqVTkOI7v/rVBzjAMnTt3Tvv7+3Icx/dYt3dxYmJCiUSi58tDpFIpVSoVWZalSCSiVCp16P1t2/bdDofDPa0PAAAAgPFzosNfs1kxm7EsS9euXfOCX7VaVSgUUjKZlGmaTXvaKpWKSqWS1tfX9emnn3oBsFAoKJPJ6Hd/93d79ncYhqFMJtP2/Xd2dny3p6ene1YXAAAAAOPpRIe/dnz66ad65513vPAWCoW0uLh45CLpoVBIoVBIsVhMlmVpdXVVX3zxharVqpaXl5XNZnXx4sU+/RV+xWLRd/uonkIAAAAAOMrQL/Vw/fp1VatVVatVhcNhZbPZI4NfPdM0lc1m9eqrr3ohcmlpKaAaH65UKsmyLO/2wsIC1/sBAAAA6NpQh79isahKpSLp4Lq9dDp97KBkGIZu3rzpXfvnOI7+4i/+opfVPZLjOLpx44Z3e25ujiUeAAAAAPTEUIe/zc1NSQfBLxKJdD1MMxwOyzRNb6KYn//8513XsV3FYlGpVEq2bcswDC0uLjLcEwAAAEDPDPU1f7Xr53U61LOVSCQiy7JUrVa9XsUgpNNp2batR48e+Wb3jMfjSqVSDPUEAAAA0FNDHf4qlYo3w2f9wujHVVtOkOEvFArp3Llzkg4CZ7lclm3bKhQKqlQq3kylAAAAANALQx3+DMPQo0ePJDWujXdcteUE2fvWbEin4zhaXFyUZVmyLEumaXZ1HSMAAAAAuIb6mj+356xarWpra6snZW5tbXm9iW75/WIYhtbW1rweP8uyvOsAAQAAAKAbQ93zF4lEvKGZjuPoF7/4hX7wgx8cu7xCoSDHcTQxMaGJiYmBDbtcXFzU/Py8pIOeyGvXrml9fb3l/d9//3198MEHPa3Dw4cPJR0MfX3ttdd8v/vlL3/ZVTDe2trSm2++2bD9pz/9qWZmZo5d7v7+vr71rW81bF9cXNTi4uKxy5WkLx59rquF7/m2/Re/dVn//e/9867KXfuPK/ps//+ridKE9zwbhqFPPvmkq3Jv376td955p2H7hx9+qKmpqWOXu7Ozo+99z/883L9/X+ePXeJzr0ty6rb1Yq7b+fn5hrUzo9GoPvroo67KXV1d1erqasP2cTw+vvvd76pUKvm2xWKxQ9+32nHt2jVtbGz4tg3b8SFJ7777rq5evXrsciXp9ddfl+P4j5BkMqmbN292VS7Hx689kfQ/NNn+X0r6r45frBTg8SFpo26bIam7o4PjoxbHxwE+P54L6vjop6EOf4lEQnfu3PHW5ltdXVU4HNbv/u7vdlyWu9C7W9bExIRisVgAtT5aOBxWLBbz3nBs21Y2m205++fjx4/14MGDQOry7Nkzff75575t7myox/XkyZOGMt3t3ahWq03L3dvb66pcSXpW/ZUe/B9/5S/3yV93Xa7z9Z5+Vf2V9FRe3XvR4/z48eOmz8XTp0+7Kvfp06dNy33WVakHbEn7ddu+7EG5Dx48aKjzSy+91HW5e3t7TZ+LcTw+7t+/31B2L96Tvvzyy4Zyh/H4ePz4cVflSgefA/v7/iPkyy+7P0I4Pn6tqsY3IOkgFHYpsONDUv0z0YvxShwfz3F8HODz47mgjo9+GurwZ5qmLl68qN3dXS+0LS8vKx6Pa2FhQWfPnj2yjEePHmltbU2FQkGSvOAXiUQ0PT0d9J/Qkmmavm+bcrlcy/B35swZvfLKKz3d/8OHD/Xs2TOdOnVKoVDI9zt3WOxxvfjii7pw4ULT7d2YmJhoWm4vJgM6NfGCXvl7L/vLffE3uy7X+I1JvTDxgiZemND58wf9Z724xvPMmTNNn4vTp7s75E+fPt1Q7v3793WqB296YTX2/L3c7I4deuWVVxrq7D7X3ZicnGz6HI/j8XH+/Hl99dVXvm29eE96+eWXG+o8bMeHu79uhcPhhp6Nl1/u/gjh+Pi1CTVPTl0WKwV4fEiqfyZ6MUMAx8dzHB8H+Px4Lqjjo58mNjc3u/uaYcBKpZJ+/OMfeweMG96kg2UTTNNUOBxWKBTS2bNn9ejRI1UqFdm2LcuyGkKf+382m+163cBuWJal5eVl37Z0Ot233sgf/vCHevDggS5cuKDPPvusL/s8qS5duqRHnz3Rre//WSDlv/Xn/7XOvvaiPv7440DKD9qlS5eke/cUVO0vSdK3vz20zw+Awbh06ZLu/W/3pD8KaAf/Qvr2bwX33sR7KzC8ejUXSRCGJ6a2EI1GdfPmTV27ds27Vs/tNi8UCl64a8W9b+3j3n333Z4Fv1KppEwmo3K53NHsnfW9bVLvZjQFAAAAMH6GerZPl2ma+slPfqJXX33V67mr7Qls9U+SLzCGQiFls9meTvRy48YNbzF6y7KUzWaPXRZLPgAAAAA4rqHv+XNFo1Gtr69rY2PDWyi9Vu04ajf4uf+HQiElk0nF4/Ge16u+t25nZ6etx9WPXZcOxrQDAAAAwHGMTPhzJZNJJZNJlctl7ezs6O7du3r06JH29vbkOI4Mw9Dk5KRCoZCi0ahM02w6xLJXDMPwBbl2exWbhcRBLT0BAAAAYPiNXPhzRSIRRSKRQHrzOjEzM6NCoaBwOKwrV660nLGzXj6f991eWFgIonoAAAAAxsTQX/P3xRdfDLoKh0qlUjIMQ6FQqO3gZ1mWd52gdBBkk8leLHcNAAAAYFwNffi7evWq3nzzTb333nva3t4edHUaGIahlZUV7ezsaH5+3rd2XzPFYtG3xINpmlpbWwu6mgAAAABG3EgM+6xUKr5lHa5cuaLLly9rZmamrYXegxaNRrWxsaH19XVlMhllMhlNTU3JNE3vGkTbtrW5uen1+BmGoatXr9LjBwAAAKAnRiL8udzZO+/cuaM7d+5odXVVkUhEs7OzMk1zoIu2G4ahVCqlVCqlfD6vUqkky7K8BefdEBiPx3X58uW+LeYOAAAAYDyMRPhzQ58k3/p+0sEi67W9aTMzM4rFYpqenu5/RX8tkUgMbN8AAAAAxtPQh7+PPvpI5XJZlmV5/1z1a/vt7+/7hodOT09rZmZGpmnq1Vdf7XvdAQAYV2+88YZ2d3cDK393d1eaDKx4ABhKQx/+pOfLOszNzUmSLwjWzprpcnsFt7e3vUliQqGQYrGYZmdnBzo8FACAcbC7u6vyJ2WFjd8JpPwnT54EUi4ADLORCH/1TNP0LYjeThi0bVu5XE65XE6GYcg0Tf3xH/9xP6sNAMBYCRu/o1vf/7NAyv7Bv5nW1/o6kLIBYFiNZPirVxsGHcfxhcFKpSLpYIio2yO4v79/5JIMAAAAADBMxiL81TIMQ7FYzJtN07Isra2tqVwuN0wWAwAAAACjYuzC3xdffCHLsnT37l1tb2/LcRxJ/slhAAAAAGDUjHz4axX2pOc9fM16/EKhUH8rCgAAAAABGrnw10nYq90eCoW8awNN05RhGH2tNwAAAAAEaejD33HDnmEYmp6e1uXLl2WaJj19AAAAAEba0Ie/q1evNh22Wb/Au3Qw62csFiPsAQAAABg7Qx/+XNVq1RcCq9WqbxhnJBIZcA0BAAAAYHBGJvy56/RNTEzINE0lk0lNT08PuloAAADASHvjjTe0u7sb6D6++c1v6uc//3mg+xgHIxP+pOdDPbe3t7W9vS1Jvuv6Ll68OMjqAQCAUfGVtLu3q0uXLgVS/O7urr4ZSMlA7+3u7urTe/cU1Jn2pwGVO46GPvxduXKlYaIXtxdQ8gdBiTAIAAB64FfSk1PPdO9v/iaY8p88CaZcICAXJX0cUNnBfMUynoY+/KXTaUlSpVJpOutn7SQwUvMwGI1GZZomw0QBAED7fvu3pX/9b4Mp+/cuS19/HUzZAMbW0Ic/VygUUjweVzwelyQ5jiPLsrx/lUpFUuswmMvlJEmRSMSbJIYwCAAAAGBUjEz4q2cYhmKxmGKxmKT2w2C5XFa5XFYul9OHH37Y93oDAAAAQBBGNvzVaycM1i4VUb8wPAAAAAAMs1ODrsCgOI4jx3G0t7fnBb/6XkAAAAAAGBVj0/P36NEjWZalzc3NprODuv8TAAEAAACMopEOf9vb2yoWi75r/CT/dX71gc+d7MUdHgoAAAAAo2Ckwt/29rZ3DV+5XPa214e92sB39uxZTU9Pa3Z2lsAHAAAAYGQNffj72c9+5q3t5zos7FWrVW85h9nZWUUikb7XGQAAAAD6bejDXzab9YU7N+xJB0HP3X7lyhVdvnxZMzMzMgxjYPUFAAAAar3xxhva3d0NdB/f/OY39fOf/zzQfeDkG/rw53IDoBv2QqGQYrGYdw0fcFL91eOKnu3+SpcuXQpsH7zhAwc4wQJwEu3u7urezj3pGwHt4GFA5WLojET4cwOfO1GLaZoKhUIDrhXQnqfPvtbX1a9173+7F8wOeMMHPLu7u/r03j1dDKj8TwMqF8AY+IakPwqo7H8RULkYOkMf/uLx+FDNzlkqlZTP57W9va29vT05jiPDMDQ1NeX9HeFweNDVRL/xhg/0zUVJHwdUdnD99wAAdG/ow9/i4mLL3z169Eg7OzuqVCregu6Tk5MyDEPnzp2TaZo6e/ZsX+rpOI7S6bQsy1I4HFYkElEoFJLjONrZ2fFmKV1bW5Npmkqn01ybCAAAAKBnhj781fviiy+Uz+dVLBZ9a/u1YhiG4vG4EomEXn311UDqVCqVtLS0JEnKZDJNr0F07+M4jizLUiKRaHlfAAAAAOjUqUFXoJdu3bql+fl55XI52bbtTQBTOxFM/bb9/X3lcjnNz8/rvffe63mdHMfR0tKSQqGQNjY2Woa5aDSqbDbrG/K5vLysUqnU8zoBAAAAGD8jEf4cx9Gbb76pXC7nhbraJR9ctev/Sf41AKvVqgqFgv7gD/5Ajx8/7lndMpmMN+TzqGGc4XC4YRjrjRs3elYXAAAAAONrJIZ9plIpb4hnbZgLhUKKRCIKh8MKh8M6d+6c9vf3Zdu2bNtWuVxWpVLxrQv4+eefK5VK6U//9E+7rpdt2yoWi5qbm2t7EhfTNBWJRFQul70y8vm8EolE1/UBAAAAML6GPvzdunWrIcCZpqmFhQVFIpEjH29ZlrLZrD799FMvONq2rVu3bumtt97qqm6WZUmScrmcLMtSOp1uKwTOzs564U+SisUi4Q8AAABAV4Z62GelUtHGxoYX2qSD2T9v3rzZVvCTDnra1tbW9Pbbb3vDRavVqnK5nB49etRV/Wqv1yuXy0qn0209LhqN+m67IRIAAAAAjmuow1+xWJQkL7S99dZbisfjxyorkUjorbfe8l0X+Itf/KIn9XS1M/uopKYL1DuO09O6AAAAABgvQx3+anvEDMPQ3NxcV+Ulk0kZhuENIf3Lv/zLrsqbmZk59HYnWPMPAAAAQDeG+po/27YlHUzy0k2wqjUzM6NCoSCp/Z66VkzTVCaT0dbWlsLhsJLJZFuPq99vu5PFAAAAAEArQx3+aid66VVAqr3ertvwJx0EwE4Xar97967vdrvXLwIAAABAK0M97DMIJ+Haujt37vhuLywsDKgmAAAAAEbFUIe/UCjkTdDyySef9KRMdyipW36/5fN5Xx3i8TjDPgEAAAB0bajDnxuKqtWqtre3e1Lm1taWJiYmNDEx0ffw5ziO1tbWvNuRSERLS0t9rQMAAACA0TTU1/xduXJFlmVpYmJCjuPovffe09tvv33s8m7duuUN++zlJDLtSqfT3v7D4bBWV1f7un8AAAA0euONN7S7uxtY+bu7u9JkYMUDnqEOf7Ozs3rvvfckHfT+FQoFGYaht956q+Oycrlcw4Lx/Qx/Kysr3tIV4XBY2Wy27eUd3n//fX3wwQc9rc/Dhw8lHUx689prr/l+98tf/lLnzp07dtlbW1t68803G7b/9Kc/7eo539/f17e+9a2G7YuLi1pcXDx2uZL0xaPPdbXwPd+2/+K3Luu//71/3lW5a/9xRV8/+1r63yWt/Hrj35H0f+2qWOl/lvT//vXPj6TSlyW99tpr+vDDDzU1NXXsYnd2dvS97/mfh/v37+v88WvqeV1S/RW37c2Pe7j5+XlvTVBXNBrVRx991FW5q6urTb+gGcfj47vf/a5KpZJvWywW0/r6elflXrt2TRsbG75thmF0Pcz/K0mvNdn+oaTjHx3SjqSSJJVKvvfNd999V1evXu2iZOn1119vuCY9mUzq5s2bXZU7bMfHf/yrv9Q////8dw3b/9v/y/9D/6f/7P987HL1RNL/0GT7fynpvzp+sZKkhT+U/tf/n3+beVn6v/3fuyr2mqSNum2GpG4vgrl9+7beeeedhu1BfH5Iw3N83L9/X0+fPtWLL/xdvXr2Qlfl7j35a+397V/7tv2q+ivpWVfFSv+LpP+xyfb/prtiA/380K/fN2vEJHX36RHc50dQx0c/DXX4c4PerVu3vNCWy+V0584dLSws6Dvf+c6RZWxvb2ttbU3lclmSf8H4s2fPBv0nSJI2Nja85SXc5SE68fjxYz148CCIqunZs2f6/PPPfdvccHxcT548aSjT3d6NarXatNy9vb2uypWkZ9Vf6cH/8Vf+cp/8ddflOl//um7PJO3/euPf6bpY6eua8iQ9ffZUn3/+uZ4+fdpVsU+fPm36HHf7eSVJtnxVliR92YNyHzx40FDnl156qety9/b2mj4X43h83L9/v6HsXrwnffnllw3ldhMcXM8kNZvLubuj4+DxTyWp7jh5/PhxlyUfXI++v+8/Qr78svsjZNiOj6+f/W3De7G7vStVNb4BSQehsFsP/3fpr+rq3IPX7ktJ9c9w90fHQXtt9toF9fkxbMfHq2cv6Nb3/6yrcv9fH/8/9dN7/7KrMpr6lZq34191V2ygnx9qbMe9OKMN6vMjqOOjn4Y6/EkH3+xYlqXt7W0vAH7++edKp9OSDq6bC4VCCofDmpyc1N7enmzbVqVS8QU+Sd7jI5FI1wvGt6tYLHrX+cXj8WNd43fmzBm98sorPa3Xw4cP9ezZM506darh2kd3eY3jevHFF3XhQuO3Zi+++GJX5U5MTDQtd3Ky+3EUpyZe0Ct/72V/uS/+ZtflGr/x67qdkuR+19CL8Pcben4W8Eg6feq0zp8/r9OnuzvkT58+3fAc379/X6d68KYXVmPP38vN7tihV155paHO589331c5OTnZtL2N4/Fx/vx5ffXVV75tvXhPevnllxvq3O6IiMOcktTse/tuPxBPu2WcPu1rY2fOnOmy5IMRIfU9Gy+/3P0RMmzHx2+c+jt65e/9Z023d2VCzZNTd4fdgW/8fal+JvEevHYvq7Edd390HLTXZq9dEJ8f7v661Y/j4/79+6r+qqrffPHvd13umd8429COm32p0bEX1Lwdv9BdsYF+fuhgNEatXpzRBvX5EdTx0U8Tm5ub3X0Nd0IsLy97AVDyf7vY7MOm2e+r1aqi0ah+8pOfBFzbA8Vi0Qup6XRasVisL/ttxw9/+EM9ePBAFy5c0GeffTbo6gzUpUuX9OizJ11/09fKD/7NtL7++19LfxRI8dK/kL79W9/Wxx9/HEjxly5dku7dUzClS5ck6dvB1R/jhfZ6cgz9e+s/k/QP/nPpX//bYMr/vcv69tdf01ZPiKFvr5wL9NXW1tagq9DSUM/2WSuTyejtt99WtVr1hm66/1z1gc/95z5mYWGh78HPMAxls9kTFfwAAAAAjJ6RCX+SlEgk9NFHH+ntt9/WxYsXvVDn/pPUsO3ixYtaXFzURx991Nehnul02pvYJRqNtrxvqVTS8vJyX+oFAAAAYHQNzwDVDiQSCSUSCUlSuVzW3t6eHMfR/v6+zp07J8MwNDk5qUgk0ve6ucEvEolodXX1yPHHlmVpZ2enT7UDgMHqx3Tq3wysdAAATraRDH+1BhHwWnGDXywW8671O4plWUMzdSwAdGt3d1f3ymXpt387mB10OWsqAADDbOTD30nhBr+5uTmlUqm2HuM4jizLUjweD7h2AHCC/PZvBzqJhr7+OpiyAQA44Qh/fVA7uYvjOFpZWWl5X3edGsdxvOGeh10TCAAAAADtIPwFrHY5B8dxvMXcO8GwTwAAAADdOtHh79q1awPb98TEhN59992uyrAsq+1r+w4TDoe7LgMAAABj6itpd2/3YD2+ADCZ1vA40eHPsqymC7QHzV0nsFv5fL7rMgzDOHJGUAAAAKClX0lPTj3Tvb/5m2DKZzKtoXGiw9+w60WvHwAAANA1JtOChiD8uYuzAwAAAACO70SHv48++mjQVQAAAACAkXBq0BUAAAAAAATvRPf8AQBOljfeeEO7u7uBlb+7uytduBBY+QAAjDPCHwCgbbu7u7q3c0/6RkA7YMI4AAACQ/gDAHTmG5L+KKCy/1lA5QIAgPELf59++qls29b+/r5CoZCmpqZ09uzZQVcLAAAAAAI1tOHv008/1d7enqanp4+876NHj3T79m3lcrmmv49EIpqfn9d3vvOdXlcTAAAAAE6EoQp/d+7cUT6f1/b2trftww8/PPQx5XJZy8vLchyn5ZqBpVJJ6XRapmnq+vXr9AQCAAAAGDlDEf6++OILpdNplctlSc8Xfp+YmDj0cY7jaGlpSY7jNNy/Wq023L57965+/OMf6yc/+QkBEAAAAMBIOfHr/FUqFaVSKZXL5bZDn8sNfhMTE95jqtWqXn31VZmmqYsXL6parfqC4Oeff67l5eVg/hgAAAAAGJAT3/O3vLys/f19L8C5AdA0TYVCoZaPsyxL5XLZF/oMw9DKyooikYh3P8dxlMlkdOfOHa/8UqmkX/ziF/rBD34Q7B8HAAAAAH1yosNfLpdTpVLxBbhYLKbr16+39ViX27O3sbHRMJzTMAyl02lls1n97Gc/8wLgxsYG4Q8AAADAyDjRwz5v377t6+1bXFxsK/g5jiPLsrzHTkxM6O233z70Or5UKqXp6WlvX5VKRZ9++mlv/hAAAAAAGLAT2/NnWZbver3p6WnF4/G2H1vLMIy2HptMJrW9ve31NFqWpYsXL3ZeeeAk+Ura3dvVpUuXAil+d3dX3wykZAAAAPTSiQ5/0vMhm6lUqu3Hbm5u+h47MzPT1uNM0/Td/uSTT9reJ3Bi/Up6cuqZ7v3N3wRT/pMnwZQLAACAnjrx4U+SQqFQRz1wbu+dO4QzFou1/dhQKKQvvvhC1WrVW1oCJ9sbb7yh3d3dwMrf3d3Vqy++Flj5ffHbvy39638bTNm/d1n6+utgygYAAEDPnNjw5w75lHTorJ71KpWK77GSND093fbjDcPwQuP+/n7bj8Pg7O7u6t69TyUFNUT3b6UXAyoaAAAA6JMTG/5qg1c4HG77ccVi0fvZvVawE6FQyOvxcxeHxzC4KOnjgMr+uwGVCwAAAPTPiZ3tszZ4dRL+aq8VlKTLly/3tmIAAAAAMIRObPgzDMP72bbtth/nLvHg6uR6P0l69OhR0zoAAAAAwDA7seHv3Llz3s/thr9mSzy8+uqrHe3Xtm1veYlOrjUEAAAAgJPsxIa/cDisarWqarWqSqXS1mO6vd7PcRzfvmoDKAAAAAAMsxM74Ytpml5PXqVS0V/8xV/oO9/5zqGP2dra8pZ4mJiY6Ph6v62tLUk69uMBAADQfyz7BLTnRIc/SV6YW19fPzT8FQqFhiUe2l3c3bWxsXHs9QEBAAAwGCz7BLTnxIa/SCTiLbguSeVyWe+8847efffdhvtWKhWtrq76ev2mp6d19uzZtvf33nvvqVKp+NYW7PR6wU7Ytq1r167p7NmzWltbC2w/AAAA44Fln4CjnNjwJ0kLCwu6ceOGF+osy9Kbb76pZDLpTcZiWZZyuVzDYxOJRFv7ePTokTKZjO7cueMLj4uLiz39W2rl83mtra3JcRxmFAUAAADQFyc6/MViMV25csUXzGzb1urqqu9+bmBzhUIhXblypWW5X3zxhWzbVrlc9nrd3KGebq9hp5PFtOI4jvb29lQul3X37l1tbW2xeDwAAACAvjvR4U+S0um0lpeXtb297QU8N6i5arefO3dOmUymZXnFYlH/9J/+U+92beirVqsKhUJKp9M9qfvCwoLK5bJ32zAMzczMqFKpNCxLAQAAAABBOvHhT5IymYw2NjZ069Ytb1ttT58b4CKRiJaXl4+8Vq82PNYGx1AopJ/85CcdXSt4mPn5ee3t7WlyclKRSEThcFiStLKy0pPyAQAAAKBdQxH+JCmZTCqRSGhzc1N37tzR3t6eKpWKQqGQpqamZJpmR7Nzuj19bhBMJpN66623elpnZgsFAAAAcFIMTfiTDoZNJhKJtidzaVVGKBSSYRiamppSNBpVPB7vYS0BAAAA4OQZqvDXC6Zpan19fdDVAAAAAIC+GrvwBwCj7I033tDu7m5g5e/u7kqTgRUPAAACRPgDgBGyu7ur8idlhY3fCaT8J0+eBFIuAAAIHuEPAEZM2Pgd3fr+nwVS9g/+zbS+1teBlA0AAIJ1atAVAAAAAAAEj/AHAAAAAGOAYZ8A0Ef9mJDl1RdfC6x8AAAwvAh/ANBHu7u7unfvU0kXA9rD30ovBlQ0AAAYaoQ/AOi7i5I+DqjsvxtQuQAAYNhNbG5uVgddiXGzsrKiQqEgSTIMQ/l8fsA1avTDH/5QDx48GHQ1AAAAgKGyubk56Cq0RM/fCHj//ff1wQcf9LTMhw8f9rQ8AAAAAINF+BsBjx8/ppcOAAAAwKEIfyPgzJkzeuWVV3pa5sOHD/Xs2bOelgkAAABgcAh/I+BHP/qRfvSjH/W0TK75AwAAAEYL4Q+HunDhgj777LNBV+NQly5d0r17UpCzJ/6Dydd06/t/FkjpP/g30/r6738t/VEgxUv/TNI/+M+lf/1vgyn/9y7r219/Hdizf0mSvv1tffxxUHvoL9rrEWivY+PSpUt69NkT2mortNWO8N56BNprX21tbQ26Ci2dGnQFAAAAAADBI/wBAAAAwBgg/AEAAADAGOCaPwAA0OCNN97Q7u5uYOXv7u7q1RdfC6x8AEAjwt8A7OzseD87jiPHcWQYxgBrBACA3+7uru7d+1TSxYD28LfSiwEVDQBoivAXoFKpJMuyvNu2bWtnZ0flctl3v2QyqZmZGRmGocnJSUlSOBxWLBbra30BAPC7qCBnTwQA9BfhL0CWZWltba2hV69ZL1/tlLCO4ygSiRD+AAAAAPQM4S9AyWRSyWRy0NUAAAAAAGb7BAAAAIBxQPgDAAAAgDFA+AMAAACAMUD4AwAAAIAxQPgDAAAAgDFA+AMAAACAMUD4AwAAAIAxQPgDAAAAgDFA+AMAAACAMUD4AwAAAIAxQPgDAAAAgDFA+AMAAACAMUD4AwAAAIAxQPgDAAAAgDFA+AMAAACAMUD4AwAAAIAxQPgDAAAAgDFA+AMAAACAMUD4AwAAAIAxQPgDAAAAgDFA+AMAAACAMUD4AwAAAIAxQPgDAAAAgDFA+AMAAACAMUD4AwAAAIAxcHrQFRhX+XxexWJROzs7chxHhmEoFArJNE0lEgmFw+FBVxEAAADACCH89VmxWFQmk5HjOIpEIlpYWFA4HJbjOLp7965yuZxyuZzi8biWlpYGXV0AAAAAI4Lw10cbGxtaW1uTJKXTacViMd/vY7GYUqmUUqmUCoWCtre3lc1mZRjGIKoLAAAAYIRwzV+fFIvFQ4OfyzAMZbNZhcNh2batVCrVz2oCAAAAGFGEvz5wHEfpdFqSFIlEWgY/l2EYWlhYkCTZtq2NjY2gqwgAAABgxBH++mB9fd37OZFItPWY2oB4+/btntcJAAAAwHgh/PVBoVDwfp6ammr7caZpSjroOczn8z2vFwAAAIDxQfgLmGVZchzHu93JEg6hUMj7uVgs9rReAAAAAMYL4S9gd+/e9d3uZObO2qBoWVbP6gQAAABg/BD+AlYul72fO12yof7+pVKpJ3UCAAAAMH4IfwHb2dnxfq4dxtmOyclJ3+1KpdKTOgEAAAAYP4S/gNVe79ct27Z7VhYAAACA8UL4C1Avg58k7e3t9bQ8AAAAAOOD8BegXoe1XodJAAAAAOOD8HeCdTpBDAAAAAC0Qvjro/oJXDq1v7/fo5oAAAAAGDeEvz7qdhjouXPnelQTAAAAAONmYnNzszroSowq27Y1Pz/v3Y5EIlpbW2v78cViUel02rsdj8e1tLTUcL/3339fH3zwQVd1rffgwQPv51On/N8RnD9/vmFbJ548eaKHDx82bP/GN76hF198sePy7t+/r6dPn0p6QdKvmtzjlLr7nuNp060TmtCpie6+P3lWfaaqmhyC3X4tU/31v4ZyT0kTE12UW5WePWv6q9PHL1VS82d5Qgd/xunTp3X+/Pljlfvw4UM9efLEt+306dP6rd/6rWOV59rf3296He5Rx8fz9trqGXv263/12m3HB8/kCxMv+LZWq1U9a1Jup+34V9VfPa+Oq3mTOF47dst64YWDtlZt0pBfeKFxW7t+1ew94tfF6qDNHVdVz9+BatvASy+9pDNnznRR8kG7eVZ37J05c0YvvfRSV+Uednwc3VYP06od1z7LzdvqYVq141M6pYm697ambbVlwWr+njmh1o2itq0eplmbm5g4eD9u43Gtnv1fqXmV2321nqr5e+vjx4/11VdfNdz/lVde0W/8xm+0WXqjr7/+2ndu4erV8XHQVmtN6KC9daP5s9xJm22m5We/1N3n/2Ht2N1+nPfPVp/9te34iPbaSrNnuNkr16q9tvLVV1/p8ePHvm2nTp069rmEq93j48mTJ/rGN76hbDbb1f6C0O35Gg4RDof7Ut7jx4+bvqH2Sv0JR1DrDXb/N7Q6qWt1EtKdqqrPTy56rffV/XW5QRXcKiJ3x/1AePr0qT7//POelfu3f/u3PS2vVvvHR6fPWGftuN22eex23E5Vumluh4S0Q3/XzS57WFbt++aXX36pL7/8soelH3AcJ5CJwBqPj14e3Y3Pci/eR5/pWfOT3oNfHl+rk+lax2mP1Wrbj+v02e/k/p28t/7VX/1VhzVpT1DHx8ELF8QnU2/abEtBfEzXtuFevn82ace9eMZbvXLdngs8e/YssM/+oI6PIBD++ujRo0cd3b9+mGirCWDOnDmjV1555dj1aubBgweamJjQCy+8oN/8zd/sadkAAADAKPvGN74x6Co0RfgLWCQSUblcltT5NX/13+i26vn70Y9+pB/96EfHqyAAAACAscCELwGbmpryfu50eE59WDRNsyd1AgAAADB+CH8Bu3z5su92JwGw9tqhXl8/CAAAAGC8EP4CVt9bt7Oz0/Zj3eGi0sFMnwAAAABwXIS/gBmG4Qtud+/ebetxjuPItm3vdiKR6HndAAAAAIwPwl8fJJNJ7+dCodDWY/L5vPdzPB5vOdMnAAAAALSD8NcH4XBYCwsLkg569DY2Ng69v+M4un37tvfYZgu7AwAAAEAnCH99kkwmveGfa2trvp69Wo7jaHFxUY7jyDAM3bx5s5/VBAAAADCiJjY3N6uDrsQ4yefzWltbk+M4ikQiSiQSCofDchxHd+/e9YaFmqapdDrNcE8AAAAAPUH4GwDHcbS5ualisaidnR2vl29yclJXrlzR7OysotHooKsJAAAAYIQQ/gAAAABgDHDNHwAAAACMAcIfAAAAAIwBwh8AAAAAjAHCHwAAAACMAcIfAAAAAIwBwh8AAAAAjAHCHwAAAACMAcIfAAAAAIwBwh8AAAAAjAHCHwAAAACMAcIfAAAAAIwBwh8AAAAAjIHTg64ARlexWFQ+n1elUpFt2wqHw1pYWFAsFutJ+Y7jKJFIeLfj8biWlpZ6UvYoWlhYULlcliQZhqF8Pj/gGmHQaBMAOlEqlVSpVCRJpmnKMIwB12i0jOt5De2qvwh/CEQ6nVaxWPRts21be3t7A6oRAKCXSqWSUqlUV2Vsbm52vM98Pq/t7W3t7e3JcRyFw2GFQiElEomefLnYj30cV7FY1ObmpmzbVqVSkeM4MgxDk5OTikQimp2dDax+tm37Xu90Oj3Q5wK9Nai2RbvqP8Ifei6fzzcEP4w3x3FkWZZ3OxKJKBwOD7BGOGloI8PH/aa+H2zb1urqqq+N1P7Otm1ZliXDMJROp2Wa5oncx3Hl83mtra3JcZyG3zmOI8dxZNu2isWiDMPQwsKCrwepF65du9bT8nAyDLpt0a76j/CHnsvlcr7bsVhMs7OzCoVCnMyNKdu2lU6nvduLi4u0BfjQRoaPbdt92U+pVNLS0lLTk9N6juNoeXlZCwsLSiaTJ2ofx7W8vNw0kLbiOI5WV1e9v6kXVlZW+vZ6o38G3bZoV4NB+EPP1R7IkUjEd0LXS4Zh+IYGRKPRQPYDAGi0s7Pjux1EWHccp2koM01TkUhE0kEPZP1ok7W1NYXD4baGj/VjH8e1srLS9OTcrdvk5KRs29bOzo53/a6rUChIUtcn6ZZleWUhWP08rxl026JdDQ7hDz1V/+E5NTUV6P6CCpYAgMPVftFnGIbW19d7vo9MJuP7XDEMQysrKw0nxY7jKJ1O+05mM5lMW5NH9GMfx9Hs5Ng0TaXT6ab7K5VKunHjhu91KRQKmpmZOfYQVfdvRv/04/kedNuiXQ0WSz0gUMzYBACjqfaav1Ao1PPyS6VSQ29bNptt2htiGIYymYyv99FxnCMDaT/2cVwbGxu+26ZpKpPJtPxcjUajWl9fb+iBzWazx65DOp1uaygshsug2xbtarAIfwAAoGO1J29BjPK4ffu27/bc3NyRQ0uvX7/uu33UsLJ+7OM43MllarXbU3Lz5k3f7XK5fKzrqjY2Nnx14Brc0TDotkW7GjyGfeLEyufzyufzKpfLCofDymazPe1JdKfz3tnZ8aY1dqfzjkQimp+f79n+mu3Lnc3QNM1jz5xlWZb3HNVOSd6LaZndb7TL5bJ2dna8aZ/diXumpqaUSCT61rvbz9cr6LYXpCDbhMtxHG1ubqpYLHrreEryXg/TNBWLxfr6oV4qlbS5ualyueyrU+1U5aZpanZ2dmhey15ptXRBJBLR1atXfb1clmV5oS4UCrW85qj+hC+I17q+R25+fv7Ix0SjUUUiEe8aJXcW2VZD0/qxj+Oor1csFmu73bqfK7Un2JZldfQalUolra2tebfj8bgMw2iY0A3PBfU532uDbFu0q5OB8IeuHbbWUy6X8x3Ui4uLvjfA2dlZ7+famdNqF5+Wnq8RWP8GVfv4dhdDdWcVrL+A2f2d+61YLpdTLBbT8vJyW2+MiUTCO2mq/VuarXkoHXxjVi6XVSwWlcvltLi42PbJQ6lUUiaTOfRvKBaLCofDun79ekcXjTuOo2w22/TbbMdxfPVeW1trOeNdPp/X6upq032srq76ftdqmJX79wTxenXb9k6aINtErY2NDd+Hd7P9WJaltbU1zc3NHboOXC/ayGF/t9Q4Vfnq6mrD+9CochxHmUym6ftPbZuovdYnm816z+Vh76n1z3evw199z0Qn19UlEglf29na2mr63tqPfRxXfbiufb9qRyQS8f19nfbO3Lhxw/s5HA5raWmpq+GjQatfHP2o955axWLR1/PlXsfZTD8+549zXtOJQbatYWtXo4phnzhx6k++e6lYLGp+fr7t8ovFopLJ5LGGzDiOo/n5+bbWPLRtW8vLy23tx7IspVKptv4Gd/HUdqdytm1byWSyo2FMa2trWl5ebvv+nejn6yUF2/aCFGSbqLW8vNwy+DWTy+U0Pz8f2LUdnfzdtVZXV0f+hMM9ltt5/3Gfx05ep/pjzJ0Vs1dKpZLvdifBqv6+9bOS9nMfx1W/hmKn11ROTk4ee9/pdNr3+tYP9cNzQX3OB2lQbYt2dXLQ84cTZWVlJbCTb8uymo5rN03T+yDf29vTnTt3fG9QjuMolUopm822/e323t6eMpmMbzhcPB73ei5KpZIKhULDh0A6nT705LpUKjUNWoZhaGZmRuFwWHt7e7Isy/c8ttsbdu3atYYTwEgkoqmpKe9vt227IRxalqWNjY2ernnVz9dLCrbtBSnoNlF7//rAaBiGTNP0rveybVtbW1u+NuSGzV5PitFqtrj69trsb5cOguns7OxILhHjOE7LY9k0TYXDYa+H1n1e6tdZPMphwz5t2/aG3k5OTnrtpBP1YaqT16n+uG91XPdjH8flDmdvtb+jHHdYbrFY9AWZhYUFrslqIajP+aANom3Rrk4Wwh+6Fo1Gtbm5Kalx6EUnQxYsy2q4CDgejyscDsswjK7eKJqdKLYa/pZKpRqGtrkLm2Yymbb2VxtImg2LNE1TyWRS2WzWNyy2XC6rVCq1PAmpHTLhajWErX5q5qO+1c/n8w1v6q2Gv6RSqYbhZLdv3/b9nYlEwquXZVm+gHLUsLt+v15Btr2gBdkmXPl8viH4tTq2l5aWGl4P27aVzWYbhmF100ay2Wxb0/PX1uHatWu+Np7P53s+pOokyGazDcswpNPppsdy7eLmnfQG1/YeGIbhXSN82LU7pmlqYWGhrZBVH6Y67Z1wA67Ltu0jA1sQ+ziubtvl1taW73Y7E/LUfwHgfk6huaA+54PW77ZFuzp5GPaJQHXSs1B74pFOp7W+vq5kMqlYLNb1tRT1J4qRSETr6+st33zdN+z6+nUyfFI6uO7gsDe5VCrVMFyq1T42NjaahrNWJ8jRaLSj3q/6YSutThal5yeTta+ve11VM+fOnWurDq5+v15Btr0gBd0mXPXX5c3NzR16ApFMJrW4uOjblsvlDh3u1GkbqT8BSafTh55MhcPhhmFGvR6qdxK4vQ21VlZWWrZjt010qv65SyaTR07a4A4vbaeHsdsJZeqDXP1Qt37tYxA2NjZ875/hcLitoFH7urjv8WgtiM/5k+44bYt2dfIQ/nDiZDKZnsxIWKv+ZKidN59oNKq5uTnftk5OkgzDaOuC8/oT9b29vab3q/8b4vH4kcHEMIyGk/BW6k9c2nkN6vffq5OfQbxeUjBtL0hBtwnpoHesVjgcbrtd19elvqxu1J+AtBPS3Z5c16NHj3pWn5Oi/jlup6ctHA5rYWGho/3UPv/upDrtcq/lDXKdr35M0HQSJ4FyJ1uq1c5rWzvRj6SWi33Dr9ef8yfZcdoW7epkIvzhRAmip6X+ZMgdzteOVCrle6Mql8ttn7BcvXq1rfu1MxynVCo1fEvd7kxm7jU+QVheXtb6+rr3rxev3aBer5Pey1evX22iWZhoV/1979y50/ZjjzI3N+f966ROQSxGfpLUfyHQ7vCqToZhterBjUQiWlxc1Pr6ujY3N7W5ualsNtv09enkGsPjnCzW9yQf9T7Qj30EbWNjo+H6X3fZlcOUSiVfr207XyLhQC8/50+y47Qt2tXJRfjDiRLE9Ov1wys63cdxZ3VrtwepnZOO+n26a+O0q75HrJn6k+J2es3c6+Hcf70wqNdr2Kb+70ebkBqvi+qkZzQajTZMBNKrE+RUKuX966ROJ2VoXhDqZ6/stBe73fs3ew7n5ua0tramRCLhe82j0aiSyWTTL4csy2o6S2IQIaq+p6Uf++iXUqmkhYWFhl6ZSCRy5HXPjuP4hnC70++jPb38nD+Jjtu2aFcnG+EPJ0oQ3wrVh4lOL7Ku/8au/gSrlV72ttX/DZcvX+7o8e08r/X3yeVyWl5ebvvv7ZVBvV7D9o1kP9pE/XN3nOn86x8zyOvsVlZWBt47E6T657bT3oZ27+8uEu/+W1hYOLLXORwOK5PJNLwvDnLWw2HnTozVbLmTSCTScg3NWplMxndMMP1+Z07yZGDd6LZt0a5ONmb7xIkRxJto/bUoxzl5rQ8f7Xy72+tv+epPWI8zK91R3PX9aod0uRM0uFO1u/+C+sAb1Os1jB/g/WgT+/v7HT+mXn29bNsOPGjXLjVQKpW0s7MzlMt4dKo+rHf6erX7vhWLxY59bezi4qJv+Ji72HxtXYPoJalfm6wf+5DaX0C7k0XJJTXMIFnrqJlyXfl83tfzuri4OJTvhYMyyN68oNqV1H3bol2dfIQ/nBhnz57teZn1J/7lcrntN81W2uk56PV1RfV/x3HeSN3p2A9z/fp1b9r3Wo7j+NbpcdeQm5mZ6emJ/KBeryDaXtD60Sa6DZjN6hVEz1uxWNTdu3e1vb098AWUB6k+rAfxhUC3TNNUJBLxhXHLsg7d93HaTP1zcdSJej/20QvFYrGhV8VlmmbbJ9q2bft6b0zTHLqh74M2atcP96Jt0a6GA+EPIy2IE836D/x+qJ+V8DgnGZOTk0c+H9FoVBsbG1pfX1ehUGh5f8dxVCgUVCgUZBiGlpeXezJL5qi8Xv3QjzZRHzCb9Wy0s4/DyuyGZVlaXV1tO/BFIhFVKpWRHfpZ/3d12ib6dTI7NTXlC39BDC3vx2vcz3bkOE7D2qquSCSi5eXljobI156gM/3+eOtl26JdDQfCHzAE6numHMfp+MSu3ZNud+rqVColy7K0tbV1aI+Ke21ALBbjjb6P+tEmehHcehEgm8nn8y2vOzEMQ1NTUwqFQt6kM1NTUzIMQwsLCyM7BLT+9e80nPQrzNT3HjT7gqbbBdTrJ6VpFmz7sY/19fW2yjrsuLBtW6lUquH1CYfDWlxcPNboi9rj0nGcY/XONHu/39zc7LgcdK4X7UrqfduiXQ0Hwh9GWv3J0LAGlPo3cNu2O54I5Tgndu41fu7jLcvS3bt3tbW11VBesVhUPp/vaojHqLxe/dCPNlH/ehxnpsz6Lw16MTSuVCo1BD/DMHT16lXFYrGxvb6kfumBSqXSUZvo10yo7bw+kUjE13YqlUpHr2s7C7j3Yx/dtsVSqdR0KP7CwkJHy3OgtWFcc68X73G0rfHFbJ8Yaf243qgf6r9R7vQkrRfXQRmGoVgspqWlJeXz+UBm7huV16sf+tEm6sPEcdpRfb160fN3+/Zt323TNJXP55VMJsc2+EmNwbrT16tf10vW76dZj1n9tk6GhrYTyvq1j2640+XXvg+Gw2Gtr69zct5D/Z7R+iSgbY03ev4w8mqH9gxymvlu1H97f/fu3Y6usQtimJtpmspms0omk94HiDtbZze9O6PwevVDP9pE/T6O047qH9OLCYLqr02hd/jA5cuXfbP0dXr8tHP/UqmkfD7v22en1/vW76dZcOrmb6lvc9PT003v1499dKN+8g13iv1e9J4nEomOv1zb3Nz0/d2xWGzoFy+XRnvtz1aCalu0q+FA+MPIqx3a4w5d7OQEdGVlRdvb297tdsfa91J9fQuFgrcEQzuOqnM+n/f12l29erWtb//cJSBqT8Z3dna6OsEfhderH4JuE65mMzO2+3pYluXrITEMo+uTi/oTi0gk0lGZo3q9n9S4Tl+zCRxacWf0bUehUPB+3tra6jj8tfOFQP22Tv6W+uuDZmZmmt6vH/s4Ltu2ffUxDKNnwU/SsYbn7+3t+V672dnZnkz0FYROAsi4fckYZNsa9XY1Khj2iZFX/2a0sbHR9mNt2/bWvrNte2BTO7uLKdfKZrNtPdayrCNPeN1ZH91/nXwY1n/I1g8V7NQovF79EHSbcNW/Hu3uo9l94/F4248NgmVZA91/0NwvY2q1e/y0+2VANBr1nSS6X9C0K5/P+74QaNaOXfUngLU9jq00C7GHfVnRj30cR309FhYWBrqu3LBptzdvY2Nj7C4voG2B8IeRV78ouWVZbZ3AurNY1hrkejVzc3O+24VC4ciTLsdxWs6IWKt+MfVisdjW9T/NTvw6nXSk3qi8Xv0QZJtw1T+H5XK5rUCRz+cbAmYvXo/6k5R2Q6xt22MxPLS+x35tbe3IY9n90qRd9SE+nU639X5RvwaYdHDi2crVq1d9t9fW1o48Uc9kMr7b9cfIIPZxHPWvR7frnY66+veF+lEHzTiO03D98DigbYFhnxgLCwsLvhO/XC4nx3FaDpNzTxRrTyzD4fBAhyIkEgnlcjnfB9ry8rIWFxebnlTbtq1r1661dVLmfvtee99r167p+vXrLcNcqVTSjRs3fNvafX6OqtMovF79EGSbqLWwsOAbFry2tqa9vT2lUqmm99/Y2GiY/Ccej3c1k2Kt+qGo6XT60GDXalmIUVwQvtki6qlUSul0umnvVKsZ/w4zPz/vWwfUcRxdu3bt0Knhm7WJSCRy6DEajUZlmqb3hYbjOFpcXGw5RC2bzTYMZ5ufnz/0b+nHPjrljsCo1epYa9fCwsLIvx/Wf4al0+mWr+Nx2v0ooG1BIvxhTMRiMcXjcd83Xu4i5e7FxYZhyLZtlcvlht4TwzB08+bNfle7wfXr1xveqFdXV7W2tqaZmRmFw2Fv/Hz931D/99erD1zu+j+RSMRbJ83dvrOz07TH5bBv8WsVCgW9/vrrCoVCqlQqMk3T9wE9Kq9XPwTZJlzJZLLhovxcLqdCoeDtwzAMlUqlpsuAhMNhLS0tdfR3HdZGUqmUlpeXvfsWi0XNz897AdN9zCeffKI7d+40XHdYW7+VlRUlEgnvbxgF6XTaF0gcx9Hy8rIikYjXs+722te2ifqQ34phGFpeXm54v1heXlY4HNb09LSv3e3s7DRdgL6dHuh0Ou2bVKpcLiuZTOrq1aveF1O2bTd8CSIdfBHSzmvaj310otmw+1H8oqLX4vG4r/2Wy2UlEgnNzc353ks2Nzd9Ad4N++OAtgWJ8Icx4p581p/sFovFIy/0X1lZORFTyEejUWUyGd+Jr3RwcnfYSXwmkznyDb5Z4JIOPkDL5fKRz1GzpR9q611f39oTx2w223CfUXi9+iHINlFrbW2tYYH0o/YhHQS/dobtdtJGTNNsaKu2bR8aXAzDUDqdVqlU8t2v9kuFURkW6j7n9T0b7rHcjPvtfe1zc1iocZ+v+ufMvd72qPrdvHmzrdBkGIZWVlZ8X3A4jnNkSO2kN6If++jEuPVG9UoymWz4QkOSb0bXenNzc0okEmMT/mhbkLjmD2NmaWlJi4uLbX9TG4vFtL6+3vV1bL3kLrFQf51eM4ZhKJvNtj0ZwdLSUtu9d7X1WV9fP3Ifx7kuZhRer34Isk3UcgNgu+bm5rS+vt7269dJG1laWmr7/rFYTBsbGzJNU4lEYmR6+A4TjUbbfp3re77a5R5vnbQlt0108uVMNBrV+vp62+07k8l0vFZZP/bRLnpiji+dTrcdyNPpdNdDHocNbQuSNLG5uVkddCWAQSgWi95Qtr29PW99ulAo5J0knvTeI8uytLW1pe3tbe9vcIe9JRKJrr6Vzufz3qyQbtnSwYnP1NSUIpFIx89RsVjU+vq6KpWK7/lOp9NHljMKr1c/BNkmXI7jeEOnKpWKd0Lh7qebkNVpG3EcR+vr6yqXy15djmoXbu+fOxwxHA4rHo+P7OLGtW2i9vmZnZ31vU6WZfl6kFtdO9qMO3385uamHj161NAmYrGYZmdnuw7elmV5kwkF1b77sQ8Ey7ZtbWxsqFKpeMe52+4TiURP2iIwrAh/AACgYWKcTCbT8yUMAACDxTV/AACMiFKp5LvdyRDo+sfWLxoPABh+hD8AAEbEjRs3fNf1bG5utv3Yra0t7+dRmv0UAPAcE74AADAi6icsOWpmXNfGxoZvwpcrV670tF4AgJOB8AcAwIion6AlnU43TH1fr1gsNixr0O5ELwCA4cKwTwAARkSzNRCXl5e9mU9DoZDC4bBs29bOzo43q2Wtubk5Zs4FgBHFbJ8AAIyY5eXlI3v8mhmlxe4BAI0IfwAAjKCNjQ3dvn27rcXbDcPQ1atXR3atQwDAAcIfAAAjbGNjQzs7O7JtW5VKxVvwenJyUtPT07p8+TILlwPAmCD8AQAAAMAYYLZPAAAAABgDhD8AAAAAGAOEPwAAAAAYA4Q/AAAAABgDLPIOABg4x3GUSCQ6fpxhGN7C5bOzs8xaCQDAIQh/AICh5TiOyuWyyuWyisWiJGlubk6pVGrANQMA4OQh/AEARkoul9OdO3d0/fp1RaPRQVfH4ziOLMvybkciEYXD4QHWaLjxfAJA5wh/AIAT6aghnI7jaG9vT+VyueF3tm0rlUopm82emABo27bS6bR3e3FxkbDSBZ5PAOgc4Q8AcCLVntgfpVgsan19vSEIplIpra+vEwoAABCzfQIARkAsFtPa2poWFhYaftdJiAQAYJQR/gAAIyOZTGpxcdG3rVwuK5/PD6hGAACcHIQ/AMBISSQSDdcL5nK5AdUGAICTg2v+AAAjZ3l52Vv6QTqYHMSyLJmm2dbjS6WSNjc3VS6XValUZNu2pIN1BScnJxWJRGSapmZnZ2UYRiB/Q7/r5DiOd93kzs6OHMfxraM4NTWlRCJx7L+3VCopn89rZ2dHlUpFjuMoHA4rFAopEolofn6+b88lAIyric3NzeqgKwEAGG/NFnnf3Nzsqsx0Ou0LgLFY7Mjr/0qlkjKZTNMZRFtZXFxsuUB9Pp/X6upqW+W0mpm013Wq5ziOstmsCoVCW/dfWFhQMplsuy7urJzt1D8Wi2l5ebllCOzF8wkA44xhnwCAkVQffo4KH5ZlKZVKdRSyJGl1dVXZbLbj+rUj6DrZtq1kMtl28JOktbU1LS8vt3XfYrGo+fn5tutfLBaVTCa9Xk0AQG8x7BMAMJKmpqZ8t23b9oYy1nMcp2mvYCQS0dTUlLdUxN7enizLaggzuVxOs7OzPe1p6kedrl27JsdxDi3ftu2GcGhZljY2Ng7tAbQsq2n9TdP0ht/u7e3pzp07vrDnOI63RiNLdABAbzHsEwAwcEEM+5QOev9qw00mk2l63d/Kyoov4BiGoZWVlZbBybZtXbt2zRda4vG4lpaWWtbFsixfj9lRQzODrlOzIZStnh/HcZTJZHzDaA3DaDmLquM4SiaTvuc+HA7r+vXrTeu/sbGhtbU13zbTNJXJZJqWL3X+fAIAGPYJABhhoVDId7u+l8u1tbXlu51Opw/tMQuHw7p586Zv287OzqF1OXfu3KG/73edaoOcW36rCXEMw1A6nfb1mjqO03J4Zjab9T3XkUhE6+vrLeufTCYbhqlaliXLslrWv9PnEwBA+AMAjLDJyUnf7b29vab3q++hamdW0HA47AtDjx49OmYtmwu6TpVKxXe7fnmMZurrUF+Gq36Y6FET7UhSNBrV3Nycb1tQ11ICwLjimj8AwMiqv76vVc9fbeh4/fXX2y4/FAp1PBlLu05inZaXl7WwsODdbnZNXv1Q0Hg83va1e6lUSoVCwXudyuVyy+s0AQCdI/wBAMZeKpU61uNa9Xz1QtB1CoVCvmGb2Wz2yH0ahnFkEKsfqtnpdXimafqGpO7s7LS9PiMA4HAM+wQAjKz6nr5e9iCtrKy07EkclE7qVB+ocrmclpeXVSqVuqpDffjrdAbU+llau60PAOA5ev4AACOr/hq/+msA22HbtiqVimzbVqlU0s7OTmDDKvtZJ3d9v9reP3ddQcMwvCUZTNNse9im4zgNE710qj4strpOEwDQOcIfAGBk1Q+BrJ/9s5lisai7d+9qe3v7xCw2HlSdrl+/rqWlpYbeQsdxVCwWveGXhmFoZmZGMzMzhw7BrA9q5XJZs7OzXdXxpPWuAsAwI/wBAEZSfS+U1HyCEpdlWVpdXW07XEUiEVUqlUDDSdB1ikaj2tjY0Pr6um+ilXqO46hQKKhQKMgwDC0vLzedHTSI52J/f7/nZQLAuCL8AQBGUv0ad/XLINRqtuC5yzAMTU1NKRQKKRqNKhwOa2pqSoZhaGFhIbAhoP2qk2EYSqVSSqVSsixLW1tbh/YwOo6jdDqtWCzW1hIOAICTg/AHABhJ9UsOTE9PN71fqVRqCFmGYejq1auKxWJtX+/WS4Oqk3uNn3QQ8izL0t27d7W1tdXQq1csFpXP532zedaHawIiAJwshD8AwMhxr1mrNTMz0/S+t2/f9t02TVOZTCaoqrXlJNTJMAzFYjHFYjEtLS01HYK6trbmC3/1oZTr9QDgZGGpBwDAyKkPSuFwuOVEJfUh8ST0VJ3EOpmmqWw26+vdO+q6yvqhtwCAwSL8AQBGSj6fbwhPc3NzTe9bH1wikUhHawEGcb1fP+rkDtd0/21sbLRVtrsERK36gFe7vIM7dLQTKysrmp+f9/4BAHqH8AcAGBnNJkmJRCK+oYm90mmo6Yd26zQ5Oen12jmO01EPXX04PXfunO92/XPdbrCUDtYvdNcetG27raU5AADtI/wBAIaeZVlaWFhoOjvmYUMm63vU2u3Js207sKGY/ahT/eLrxWKxreUkmvXk1S/KXr8ovGVZymazbZVdX/8gQjsAjDMmfAEAnEjpdLqhV8m1v78vx3G0t7d3aDjKZrNHzowZiUR8ZaTT6UNDVKslGDpdfP2w+wddp3A4rHA47Pv9tWvXdP369YYw5yqVSrpx44ZvW7O1/iRpYWHBV99cLifHcZRKpZoOYXWDa+3fHA6HW5bfTKfPPwCMo4nNzc3qoCsBABhvjuP0tJcnHA4fGmRqWZal5eXlhsfH43GFw2GFQiFVKhV98sknunPnji9kGIbhGwYZj8eVSCSarilYKpWUSqV8j11eXvbKN03Te0w/6lQsFpsGykgk4q0bKB2Eqp2dnaYhe319vWW4XllZUaFQaNgei8W8NQlt21a5XG7oTTQM48jg3snzCQA4QPgDAAxcL8Pf3NycLxS0o1VQacUwDKXTaZVKJa2trTX8vtX6drOzsy3LzGazvrDajzp1uo9amUym5Qyq3ZZf/1y00snzCQDgmj8AwBAzDEORSMQLNpubmx0HP0laWlpqOSNovVgspo2NDZmmqUQi0VHvUrv76FedlpaWtLCw0HadpINr+tbX148Mfm75i4uLbdcnFotpfX297dDWyfMJAKDnDwAAj+M4Wl9fV7lcVqVSkW3bMgxDoVDIC1b1QxHdnradnR05juMNz0wmk033USwWtb6+rkqlIsdxvPLT6XTTYY79qJN0cN2gZVkql8va29vzho4ahqGpqSlv1tSjrqFspVgsanNz01f+UX9Hu+V28nwCwDgj/AEAAADAGGDYJwAAAACMAcIfAAAAAIwBwh8AAAAAjAHCHwAAAACMAcIfAAAAAIwBwh8AAAAAjAHCHwAAAACMAcIfAAAAAIwBwh8AAAAAjAHCHwAAAACMAcIfAAAAAIwBwh8AAAAAjAHCHwAAAACMAcIfAAAAAIwBwh8AAAAAjAHCHwAAAACMAcIfAAAAAIwBwh8AAAAAjAHCHwAAAACMAcIfAAAAAIwBwh8AAAAAjAHCHwAAAACMAcIfAAAAAIwBwh8AAAAAjAHCHwAAAACMAcIfAAAAAIwBwh8AAAAAjAHCHwAAAACMAcIfAAAAAIwBwh8AAAAAjAHCHwAAAACMAcIfAAAAAIwBwh8AAAAAjAHCHwAAAACMAcIfAAAAAIwBwh8AAAAAjAHCHwAAAACMAcIfAAAAAIwBwh8AAAAAjAHCHwAAAACMAcIfAAAAAIwBwh8AAAAAjAHCHwAAAACMAcIfAAAAAIwBwh8AAAAAjAHCHwAAAACMAcIfAAAAAIyB/z+OSgJFDFYU0QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 912x563.647 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## FIGURE 4c\n",
    "colormap=common.set_algorithm_colormap()\n",
    "p = dense_sparse.sort_values(axis=1, by='Algorithm').plot.bar(width=0.7, linewidth=0.3, color=colormap, legend=None)\n",
    "\n",
    "plotting.latexify(columns=3)\n",
    "\n",
    "plt.xticks(rotation=0)\n",
    "plt.yticks()\n",
    "x_labels = (\"friendster\", \"dota\", \"g500-24\", \"uni-24\")\n",
    "plt.xticks(positions, x_labels)\n",
    "\n",
    "plt.xlabel(\"Dataset\")\n",
    "plt.ylabel(\"Slowdown\")\n",
    "\n",
    "plotting.format_axes(p, categorical_x=True)\n",
    "plt.axhline(y = 1, color=\"black\", linestyle = '-', linewidth=0.9)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(plotting.base_path + \"dense-vs-sparse-vertex-domain-new.png\", dpi=400)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Blocked Edge Iterator"
   ]
  },
  {
   "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>PageRank</th>\n",
       "      <th>WCC</th>\n",
       "      <th>SSSP</th>\n",
       "      <th>LCC</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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>com-friendster</th>\n",
       "      <td>1.109873</td>\n",
       "      <td>1.689637</td>\n",
       "      <td>1.572401</td>\n",
       "      <td>1.242963</td>\n",
       "      <td>1.233726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dota-league</th>\n",
       "      <td>1.335279</td>\n",
       "      <td>2.314789</td>\n",
       "      <td>1.987934</td>\n",
       "      <td>1.493676</td>\n",
       "      <td>1.183481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>graph500-24</th>\n",
       "      <td>1.172390</td>\n",
       "      <td>1.603010</td>\n",
       "      <td>1.523148</td>\n",
       "      <td>1.371000</td>\n",
       "      <td>1.337320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uniform-24</th>\n",
       "      <td>1.107761</td>\n",
       "      <td>1.849391</td>\n",
       "      <td>2.031743</td>\n",
       "      <td>1.309498</td>\n",
       "      <td>1.230854</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Algorithm            BFS  PageRank       WCC      SSSP       LCC\n",
       "Graph                                                           \n",
       "com-friendster  1.109873  1.689637  1.572401  1.242963  1.233726\n",
       "dota-league     1.335279  2.314789  1.987934  1.493676  1.183481\n",
       "graph500-24     1.172390  1.603010  1.523148  1.371000  1.337320\n",
       "uniform-24      1.107761  1.849391  2.031743  1.309498  1.230854"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "edge_iterator = slowdown_against_base(data_grouped.copy(), data_grouped.loc[\"Sorted Vector\"])\n",
    "edge_iterator = edge_iterator.drop([\"sssp\", \"bfs\", \"wcc\", \"pagerank\", \"cdlp\", \"lcc\"], axis=1)\n",
    "edge_iterator = edge_iterator.loc[\"Edge Iterator\"]\n",
    "edge_iterator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1356x629.921 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## FIGURE 8\n",
    "plotting.latexify(columns=2, fig_height=plotting.cm2inch(4))\n",
    "\n",
    "colormap=common.set_algorithm_colormap()\n",
    "p = edge_iterator.sort_values(axis=1, by='Algorithm').plot.bar(color=colormap, linewidth=0.3)\n",
    "\n",
    "plt.xlabel(\"Dataset\")\n",
    "plt.ylabel(\"Slowdown\")\n",
    "\n",
    "positions = (0, 1, 2, 3)\n",
    "x_labels = (\"friendster\", \"dota\", \"g500-24\", \"uni-24\")\n",
    "plt.xticks(positions, x_labels, rotation=0)\n",
    "\n",
    "plt.legend(loc=\"upper center\").get_frame().set_linewidth(0.0)\n",
    "\n",
    "p.yaxis.set_major_locator(ticker.MultipleLocator(1))\n",
    "p.yaxis.set_minor_locator(ticker.MultipleLocator(0.5))\n",
    "\n",
    "plotting.format_axes(p, categorical_x=True)\n",
    "plotting.add_line_on_1(plt)\n",
    "\n",
    "plt.legend(loc=\"upper center\", bbox_to_anchor=(0.5,1.1), ncol=5).get_frame().set_linewidth(0.0)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(plotting.base_path + \"direct-access-vs-iterator-lambda-new.png\", dpi=400)"
   ]
  }
 ],
 "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
}