graph_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import networkx as nx\n",
    "from tribe.stats import FreqDist\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from operator import itemgetter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "G = nx.read_graphml('/jody1.graphml')\n",
    "\n",
    "def parse_domain(email):\n",
    "    try:\n",
    "        return email.split('@')[1]\n",
    "    except IndexError:\n",
    "        return \"Unknown\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 1502\n",
      "Number of edges: 6181\n",
      "Average degree:   8.2304\n"
     ]
    }
   ],
   "source": [
    "H = nx.Graph()\n",
    "\n",
    "for idx, edge in enumerate(G.edges_iter()):\n",
    "    domains = tuple(sorted([parse_domain(e) for e in edge]))\n",
    "#     if idx > 10:\n",
    "#         break\n",
    "    \n",
    "    if edge in H.edges():\n",
    "        H.edge[domains[0]][domains[1]]['weight'] += 1\n",
    "    \n",
    "    else:\n",
    "        H.add_edge(*domains, weight=1)\n",
    "\n",
    "print nx.info(H)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEXCAYAAACgUUN5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ed74fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Get a list of the degree frequencies\n",
    "dist = FreqDist(nx.degree(H).values())\n",
    "dist.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x114efa210>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYwAAAEeCAYAAACZlyICAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nM7NcnDDMzCwXJwwzM8vFCcPMzHL5/zMba1fiAx1+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116218a50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compute Power log sequence\n",
    "degree_sequence=sorted(nx.degree(H).values(),reverse=True) # degree sequence\n",
    "\n",
    "plt.loglog(degree_sequence,'b-',marker='.')\n",
    "plt.title(\"Degree rank plot\")\n",
    "plt.ylabel(\"degree\")\n",
    "plt.xlabel(\"rank\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def nbest_centrality(graph, metric, n=10, attribute=\"centrality\", **kwargs):\n",
    "    centrality = metric(graph, **kwargs)\n",
    "    nx.set_node_attributes(graph, attribute, centrality)\n",
    "    degrees = sorted(centrality.items(), key=itemgetter(1), reverse=True)\n",
    "    \n",
    "    for idx, item in enumerate(degrees[0:n]):\n",
    "        item = (idx+1,) + item\n",
    "        print \"%i. %s: %0.4f\" % item\n",
    "    \n",
    "    return degrees"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1. gmail.com: 0.2256\n",
      "2. bengfort.com: 0.2001\n",
      "3. yahoo.com: 0.1679\n",
      "4. aol.com: 0.1631\n",
      "5. hotmail.com: 0.1624\n",
      "6. mac.com: 0.1426\n",
      "7. sbcglobal.net: 0.1409\n",
      "8. comcast.net: 0.1364\n",
      "9. cengen.com: 0.1256\n",
      "10. verizon.net: 0.1222\n",
      "11. live.com: 0.1195\n",
      "12. msn.com: 0.1170\n",
      "13. earthlink.net: 0.1166\n",
      "14. cox.net: 0.1159\n",
      "15. harkinsbuilders.com: 0.1155\n",
      "16. att.net: 0.1144\n",
      "17. bcps.k12.md.us: 0.1136\n",
      "18. juno.com: 0.1129\n",
      "19. pa.net: 0.1129\n",
      "20. embarqmail.com: 0.1129\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[('gmail.com', 0.22564367986105002),\n",
       " ('bengfort.com', 0.2001285599465081),\n",
       " ('yahoo.com', 0.16785167942370488),\n",
       " ('aol.com', 0.16309490503771343),\n",
       " ('hotmail.com', 0.16238957572026536),\n",
       " ('mac.com', 0.14261298688057256),\n",
       " ('sbcglobal.net', 0.14087868802147047),\n",
       " ('comcast.net', 0.13642115628268556),\n",
       " ('cengen.com', 0.12558232327476637),\n",
       " ('verizon.net', 0.12219121877323452),\n",
       " ('live.com', 0.11950614590221767),\n",
       " ('msn.com', 0.11704411037222785),\n",
       " ('earthlink.net', 0.11660875941601614),\n",
       " ('cox.net', 0.11587365070826143),\n",
       " ('harkinsbuilders.com', 0.11551841826667718),\n",
       " ('att.net', 0.11437379316895326),\n",
       " ('bcps.k12.md.us', 0.1135908217813414),\n",
       " ('juno.com', 0.11291119818311299),\n",
       " ('pa.net', 0.11291119818311296),\n",
       " ('embarqmail.com', 0.11291119818311296),\n",
       " ('frycomm.com', 0.11291119818311295),\n",
       " ('centurylink.net', 0.11291119818311292),\n",
       " ('oakridgecc.org', 0.1129111981831129),\n",
       " ('gcmweb.org', 0.1129111981831129),\n",
       " ('senseney.net', 0.11291119818311289),\n",
       " ('nasa.gov', 0.11283036851442328),\n",
       " ('baesystems.com', 0.11167430058280518),\n",
       " ('montgomerycountymd.gov', 0.11111163850063568),\n",
       " ('hpsd.k12.pa.us', 0.11111163850063568),\n",
       " ('netrition.com', 0.11111163850063568),\n",
       " ('bce.net', 0.11111163850063568),\n",
       " ('blackfoot.net', 0.11111163850063567),\n",
       " ('destinyimage.com', 0.11111163850063567),\n",
       " ('wsscwater.com', 0.11111163850063567),\n",
       " ('lancastergeneralcollege.edu', 0.11111163850063567),\n",
       " ('kuhncom.net', 0.11111163850063567),\n",
       " ('fieldstoneacademy.com', 0.11111163850063567),\n",
       " ('insightbb.com', 0.11111163850063567),\n",
       " ('washcoll.edu', 0.11111163850063567),\n",
       " ('vanndata.com', 0.11111163850063566),\n",
       " ('muellerassoc.com', 0.11111163850063566),\n",
       " ('cfeequipment.com', 0.11111163850063566),\n",
       " ('jhuapl.edu', 0.11111163850063566),\n",
       " ('minnicksweb.com', 0.11111163850063566),\n",
       " ('teamlmi.com', 0.11111163850063566),\n",
       " ('scsionline.com', 0.11111163850063566),\n",
       " ('debbycoulter.com', 0.11111163850063566),\n",
       " ('nurserysupplies.com', 0.11111163850063564),\n",
       " ('hotmail.co.uk', 0.11111163850063564),\n",
       " ('gizmozoo.com', 0.11111163850063564),\n",
       " ('towson.edu', 0.11111163850063563),\n",
       " ('aronsoncompany.com', 0.11111163850063563),\n",
       " ('choicehotels.com', 0.11111163850063563),\n",
       " ('zoominternet.net', 0.11111163850063563),\n",
       " ('state.pa.us', 0.11111163850063563),\n",
       " ('pitt.edu', 0.11111163850063563),\n",
       " ('marylandcattle.org', 0.1111116385006356),\n",
       " ('longandfoster.com', 0.1111116385006356),\n",
       " ('oup.com', 0.04558762920841367),\n",
       " ('balliol.ox.ac.uk', 0.044794356755459376),\n",
       " ('googlemail.com', 0.04386411582270663),\n",
       " ('mit.edu', 0.043426431711388096),\n",
       " ('yahoogroups.com', 0.043426431711388075),\n",
       " ('univ.ox.ac.uk', 0.043105924152962515),\n",
       " ('unboundconcepts.com', 0.04196253800202017),\n",
       " ('gmx.de', 0.04192506262503075),\n",
       " ('yahoo.co.uk', 0.041760420495091016),\n",
       " ('hertford.ox.ac.uk', 0.04160950869267634),\n",
       " ('chch.ox.ac.uk', 0.04150484542035371),\n",
       " ('merton.ox.ac.uk', 0.04135131344439203),\n",
       " ('keble.ox.ac.uk', 0.041324587579856006),\n",
       " ('politics.ox.ac.uk', 0.04088849026856884),\n",
       " ('fnbolathe.com', 0.04088849026856883),\n",
       " ('ku.edu', 0.04088849026856883),\n",
       " ('pmb.ox.ac.uk', 0.040819675665790894),\n",
       " ('atriumfastigheter.se', 0.04023681638901841),\n",
       " ('jdshell.com', 0.040236816389018396),\n",
       " ('lincoln.oxford.ac.uk', 0.040236816389018396),\n",
       " ('terraworld.net', 0.04023681638901838),\n",
       " ('ksu.edu', 0.04023681638901838),\n",
       " ('usd312.k12.ks.us', 0.04023681638901838),\n",
       " ('wichita.edu', 0.04023681638901838),\n",
       " ('stanfordalumni.org', 0.04023681638901838),\n",
       " ('uccs.edu', 0.04023681638901838),\n",
       " ('uchicago.edu', 0.040236816389018375),\n",
       " ('garnet.acns.fsu.edu', 0.040236816389018375),\n",
       " ('rhodeshouse.oxford.ac.uk', 0.04023681638901837),\n",
       " ('law.tulane.edu', 0.04023681638901837),\n",
       " ('usd313.k12.ks.us', 0.04023681638901837),\n",
       " ('jteich.com', 0.04023681638901836),\n",
       " ('ca10.uscourts.gov', 0.04023681638901836),\n",
       " ('balliol.oxford.ac.uk', 0.040236816389018354),\n",
       " ('sunflower.com', 0.040236816389018354),\n",
       " ('oriel.ox.ac.uk', 0.04023681638901835),\n",
       " ('tidewater.net', 0.04023681638901835),\n",
       " ('btsskynet.net', 0.04023681638901834),\n",
       " ('Unknown', 0.03475995733362421),\n",
       " ('q.com', 0.030909314978752732),\n",
       " ('howardcc.edu', 0.02913877029560291),\n",
       " ('tgjbhanna.com', 0.028366113090357015),\n",
       " ('tacnetsol.com', 0.027606469910093),\n",
       " ('maillist.ox.ac.uk', 0.027461960787351046),\n",
       " ('windstream.net', 0.026680568701327595),\n",
       " ('charter.net', 0.02663286216369349),\n",
       " ('mchsi.com', 0.02650175432156602),\n",
       " ('co.olmsted.mn.us', 0.02625533828562859),\n",
       " ('firsttrinitydc.org', 0.02623597164186225),\n",
       " ('hbci.com', 0.02607937381937115),\n",
       " ('georgetown.edu', 0.026027314830045768),\n",
       " ('amclog.com', 0.025999953031285716),\n",
       " ('cmsenergy.com', 0.025999953031285706),\n",
       " ('prodigy.net', 0.025999953031285702),\n",
       " ('iowatelecom.net', 0.02550878032779123),\n",
       " ('students.uwlax.edu', 0.025497140652852544),\n",
       " ('me.com', 0.02543417889592461),\n",
       " ('css.edu', 0.02536827440279065),\n",
       " ('voyager.net', 0.025279371189331913),\n",
       " ('classicrecreation.com', 0.025279371189331903),\n",
       " ('mediacombb.net', 0.02487523590982944),\n",
       " ('alltel.net', 0.024846043698363872),\n",
       " ('cvn72.navy.mil', 0.023425607864540936),\n",
       " ('wavecable.com', 0.023052254467102136),\n",
       " ('stanwood.wednet.edu', 0.023052254467102132),\n",
       " ('cvn73.navy.mil', 0.023052254467102122),\n",
       " ('love2craft2.com', 0.023052254467102115),\n",
       " ('cs.umd.edu', 0.02292848258538825),\n",
       " ('willz.org', 0.022681395903040573),\n",
       " ('cableone.net', 0.022606018560050067),\n",
       " ('suttermasonry.com', 0.022606018560050057),\n",
       " ('morganstanleysmithbarney.com', 0.021688182404090012),\n",
       " ('datacommunitydc.org', 0.02135876906462856),\n",
       " ('eader.net', 0.02096675800953),\n",
       " ('ddg86.navy.mil', 0.020802143093814007),\n",
       " ('srt.com', 0.020789436652067842),\n",
       " ('drtel.net', 0.020662074113706096),\n",
       " ('innovativeag.com', 0.020429914756455624),\n",
       " ('jhmi.edu', 0.02011714852845542),\n",
       " ('ndsu.edu', 0.020085943406571424),\n",
       " ('pathforwardcenter.org', 0.01998974138409885),\n",
       " ('bis.midco.net', 0.019976014747969627),\n",
       " ('bobcat.com', 0.019976014747969627),\n",
       " ('psu.edu', 0.019926987977534966),\n",
       " ('cb-sisco.com', 0.01985655236353808),\n",
       " ('fmwildblue.com', 0.01976717812702827),\n",
       " ('observatory.com', 0.01976717812702826),\n",
       " ('vnacolorado.org', 0.019767178127028256),\n",
       " ('morganlewis.com', 0.01972834178356113),\n",
       " ('ogilvy.com', 0.019728341783561122),\n",
       " ('amneal.com', 0.019466151756331145),\n",
       " ('lhd5.navy.mil', 0.01942868652176722),\n",
       " ('hceda.org', 0.019196649194555018),\n",
       " ('bbandt.com', 0.018698570179800086),\n",
       " ('cornerstonemtm.com', 0.01838710798045654),\n",
       " ('primefs.com', 0.018379326659063312),\n",
       " ('googlegroups.com', 0.017731107504243893),\n",
       " ('new.ox.ac.uk', 0.01705645072842885),\n",
       " ('umd.edu', 0.016847078935965456),\n",
       " ('bellsouth.net', 0.016788307122101737),\n",
       " ('hilton.com', 0.016489705033210594),\n",
       " ('adelphia.net', 0.016410721942416422),\n",
       " ('far.midco.net', 0.0162048065048645),\n",
       " ('ideaone.net', 0.016204806504864496),\n",
       " ('midco.net', 0.016204806504864493),\n",
       " ('icloud.com', 0.01607309838708605),\n",
       " ('mbmlogistics.com', 0.015698597077848656),\n",
       " ('mohunlall.com', 0.015579745885049165),\n",
       " ('uspis.gov', 0.015343542596599574),\n",
       " ('kw.com', 0.015271260395304301),\n",
       " ('nwbcorp.com', 0.015188427893201207),\n",
       " ('financialguide.com', 0.015043537591884785),\n",
       " ('districtdatalabs.com', 0.014914949138444138),\n",
       " ('umiacs.umd.edu', 0.014871713104287003),\n",
       " ('carefirst.com', 0.014868535187905041),\n",
       " ('sandyspringbank.com', 0.01440751872292559),\n",
       " ('offitkurman.com', 0.014273417900541882),\n",
       " ('cottinghambutler.com', 0.01411301687654839),\n",
       " ('sendit.nodak.edu', 0.013991964099474076),\n",
       " ('uspis.gov>, \"drsamuelagordon', 0.013927509360135735),\n",
       " ('verendrye.com', 0.01376896252941502),\n",
       " ('wi.rr.com', 0.013115263785487254),\n",
       " ('mlgc.com', 0.013115263785487252),\n",
       " ('bengfort.com)\\'\"\" <benjamin', 0.013111165768398375),\n",
       " ('saams.com', 0.013099276540975232),\n",
       " ('rhodeshouse.ox.ac.uk', 0.013092143444546947),\n",
       " ('robertvesco.com', 0.013054355497006875),\n",
       " ('umbc.edu', 0.013013269061803986),\n",
       " ('linnmar.k12.ia.us', 0.01294200603327753),\n",
       " ('nationwide.com', 0.012942006033277522),\n",
       " ('benelogic.com', 0.012937151422093375),\n",
       " ('sympatico.ca', 0.012883483064716362),\n",
       " ('open.ac.uk', 0.01288348306471636),\n",
       " ('admin.ox.ac.uk', 0.012883483064716353),\n",
       " ('oktlaw.com', 0.012883483064716351),\n",
       " ('camh.ca', 0.01288348306471635),\n",
       " ('utoronto.ca', 0.012883483064716348),\n",
       " ('grandchallenges.ca', 0.012883483064716348),\n",
       " ('cobrain.com', 0.01273063773128208),\n",
       " ('coretx.net', 0.012434891289469143),\n",
       " ('hughes.net', 0.012380858560820225),\n",
       " ('microbac.com', 0.012380858560820225),\n",
       " ('hhs.gov', 0.01206823537900658),\n",
       " ('facebook.com', 0.012060440077668535),\n",
       " ('mris.com', 0.011931987018399029),\n",
       " ('dol.gov', 0.011854437108008247),\n",
       " ('nyenelson.com', 0.011826860208231873),\n",
       " ('qrhook.com', 0.01178778022663954),\n",
       " ('interiorconceptsinc.com', 0.011735317022368692),\n",
       " ('ml.com', 0.011533911819428788),\n",
       " ('gwu.edu', 0.011357464895375443),\n",
       " ('wright.edu', 0.011331349896712896),\n",
       " ('stx.ox.ac.uk', 0.01127613943249454),\n",
       " ('darkcornersoftware.com', 0.011139188224184278),\n",
       " ('nrl.navy.mil', 0.011118047955160028),\n",
       " ('apple.com', 0.011108393284954466),\n",
       " ('hbci.com>, \"lily', 0.011040677848166551),\n",
       " ('statistics.com', 0.011013543193195741),\n",
       " ('ubalt.edu', 0.010988278790813766),\n",
       " ('seobywebmechanix.com', 0.01098827879081376),\n",
       " ('beaconpointleader.com', 0.010988278790813759),\n",
       " ('legalshield.com', 0.010988278790813757),\n",
       " ('mosaicpower.com', 0.010988278790813757),\n",
       " ('greenewit.com', 0.010988278790813757),\n",
       " ('hrstrategygroup.com', 0.010988278790813755),\n",
       " ('omniti.com', 0.010988278790813755),\n",
       " ('connectacopia.com', 0.010700361535991918),\n",
       " ('lehigh.edu', 0.010660631143355916),\n",
       " ('linkedengine.com', 0.010623462796650164),\n",
       " ('iowntheinter.net', 0.010604679062272316),\n",
       " ('apexhomeloans.com', 0.010568599911608858),\n",
       " ('unfinishedfurnstores.com', 0.010544052629780544),\n",
       " ('cc.gatech.edu', 0.01029662449458436),\n",
       " ('linkedin.com', 0.010293933008278541),\n",
       " ('mail.umd.edu', 0.010021940473202668),\n",
       " ('primefs.com>, \"\\'llellet', 0.010015274511196307),\n",
       " ('mac.com>, \"\\'samary13730', 0.010015274511196302),\n",
       " ('zerocycle.co', 0.010007501386710036),\n",
       " ('st-hildas.ox.ac.uk', 0.009978494342419895),\n",
       " ('rackworx.com', 0.00993495999504557),\n",
       " ('cs.umbc.edu', 0.00992713454727548),\n",
       " ('bls.gov', 0.00979813921570282),\n",
       " ('buffalo.edu', 0.00979268431801787),\n",
       " ('theziplineshow.com', 0.00977432524274942),\n",
       " ('meetup.com', 0.009619355899785444),\n",
       " ('comcast.net>, ', 0.009573649170511813),\n",
       " ('titanmachinery.com', 0.009443204396826374),\n",
       " ('cg68.navy.mil', 0.009443204396826365),\n",
       " ('loyola.edu', 0.009276237749274836),\n",
       " ('mohanlall.com', 0.009266168123397976),\n",
       " ('harris.name', 0.009230228429846625),\n",
       " ('sjc.ox.ac.uk', 0.009108840366590343),\n",
       " ('ahm.acura.com', 0.00910526190605328),\n",
       " ('howardcc.edu>, \"joyce.rhine', 0.00901067828261635),\n",
       " ('bengfort.co', 0.008929716597304689),\n",
       " ('gwmail.gwu.edu', 0.00891864421124164),\n",
       " ('aim.com', 0.00887862005663688),\n",
       " ('vaisman.us', 0.008848257956219375),\n",
       " ('chrisenglishblues.com', 0.008740936643634787),\n",
       " ('google.com', 0.008642605329134027),\n",
       " ('navy.mil', 0.0085902312989819),\n",
       " ('amazon.com', 0.008561861920632631),\n",
       " ('ieee.org', 0.008539235141375221),\n",
       " ('gsa.gov', 0.008538039979902464),\n",
       " ('wordnik.com', 0.00852799319299826),\n",
       " ('curiosityville.com', 0.008496512408179469),\n",
       " ('carneylabs.com', 0.008463544704732253),\n",
       " ('microsoft.com', 0.008378233707770228),\n",
       " ('sunlightfoundation.com', 0.008336577176476847),\n",
       " ('windsorview.com', 0.008303748614197587),\n",
       " ('measuring-success.com', 0.008280723055593141),\n",
       " ('csarconsulting.com', 0.008250086113647739),\n",
       " ('magd.ox.ac.uk', 0.008161763794439227),\n",
       " ('ulmanfund.org', 0.008135430494531996),\n",
       " ('paypal.com', 0.008127524555431002),\n",
       " ('cs.umd.edu>', 0.008102964581109456),\n",
       " ('stanford.edu', 0.008020186703197546),\n",
       " ('frb.gov', 0.008004318864448133),\n",
       " ('dph.ox.ac.uk', 0.007988901811582788),\n",
       " ('teamcarney.com', 0.00783945663942245),\n",
       " ('mail.nih.gov', 0.00783090384130574),\n",
       " ('echosign.com', 0.007810515606158456),\n",
       " ('turnkeyoffice.net', 0.007806034686627903),\n",
       " ('wpmlawgroup.com', 0.007709031944306954),\n",
       " ('terpmail.umd.edu', 0.007702308642927038),\n",
       " ('etcbaltimore.com', 0.007700124792602327),\n",
       " ('watkinsmeegan.com', 0.007700124792602326),\n",
       " ('permira.com', 0.007700124792602323),\n",
       " ('dc.gov', 0.007700124792602321),\n",
       " ('socraticlabs.com', 0.007654153507034171),\n",
       " ('activelylearn.com', 0.007633655653103373),\n",
       " ('pearson.com', 0.007633655653103371),\n",
       " ('classowl.com', 0.0076336556531033705),\n",
       " ('vlinksmedia.com', 0.00763365565310337),\n",
       " ('post.harvard.edu', 0.007594747931945818),\n",
       " ('id.apple.com', 0.0075754138774020985),\n",
       " ('graphicbeans.com', 0.007575413877402096),\n",
       " ('wndr.us', 0.007575413877402096),\n",
       " ('verizon.com', 0.007575413877402095),\n",
       " ('moo.com', 0.007575413877402091),\n",
       " ('craigheffner.com', 0.007553665957662212),\n",
       " ('finjan.com', 0.007539993693214009),\n",
       " ('yahoo.co.in', 0.007539993693214003),\n",
       " ('pnc.com', 0.007512886884717967),\n",
       " ('spongelab.com', 0.00751199173345422),\n",
       " ('acelearningco.com', 0.0075119917334542175),\n",
       " ('bericotechnologies.com', 0.0074993627840578905),\n",
       " ('oreilly.com', 0.00749152011528776),\n",
       " ('thedataincubator.com', 0.00745314387727433),\n",
       " ('goucher.edu', 0.0074506611648447844),\n",
       " ('muse12.com', 0.007449260296001252),\n",
       " ('cantongroup.com', 0.007382707300147894),\n",
       " ('packtpub.com', 0.007374348475159552),\n",
       " ('c-elt.com', 0.007372217574088852),\n",
       " ('techknit-ites.com', 0.007372217574088851),\n",
       " ('excella.com', 0.007368719071560174),\n",
       " ('bengfort.com>, \"lily', 0.007367720645141909),\n",
       " ('pods.com', 0.00734958355895306),\n",
       " ('praemittias.com', 0.0073429035689794335),\n",
       " ('m.evernote.com', 0.007342903568979429),\n",
       " ('ticketmaster.com', 0.007342903568979428),\n",
       " ('ops-tech-alliance.com', 0.007342903568979424),\n",
       " ('web.cs.ndsu.nodak.edu', 0.007339979435844813),\n",
       " ('mavs.uta.edu', 0.007321297253011897),\n",
       " ('checkout.google.com', 0.007312503165707841),\n",
       " ('dph.ox.ac.uk>, \"turner.wfu', 0.007263030828952056),\n",
       " ('nsf.gov', 0.0072417160543194435),\n",
       " ('ddg100.navy.mil', 0.007232700962211951),\n",
       " ('buchanan-edwards.com', 0.007223544914282861),\n",
       " ('sagebourse.com', 0.007221409836963454),\n",
       " ('my.ndsu.edu', 0.007221101420533366),\n",
       " ('ostp.eop.gov', 0.0072044675416323405),\n",
       " ('robertvesco.com>, \"benjamin', 0.007204467541632339),\n",
       " ('atc.ugr.es', 0.007168644900253744),\n",
       " ('urban.org', 0.007168644900253741),\n",
       " ('stripe.com', 0.007168644900253738),\n",
       " ('newtechenterprise.org', 0.007145130597343328),\n",
       " ('araastat.com', 0.00714172373451086),\n",
       " ('ramsey-informatics.com', 0.007138650943074398),\n",
       " ('tulane.edu', 0.007137352202820316),\n",
       " ('ruelala.com', 0.007126635696339636),\n",
       " ('bocoup.com', 0.007126635696339635),\n",
       " ('cee.org', 0.007124735033109923),\n",
       " ('acm.org', 0.007107218102128564),\n",
       " ('dot.gov', 0.00710721810212856),\n",
       " ('grantmcgovern.com', 0.007101975182056814),\n",
       " ('tenonnet.com', 0.007101975182056813),\n",
       " ('square.com', 0.007101975182056811),\n",
       " ('cs.rpi.edu', 0.007089322003877508),\n",
       " ('evernote.com', 0.007057871374015557),\n",
       " ('customink.com', 0.00705409486245251),\n",
       " ('rcn.com', 0.0070111822046905),\n",
       " ('decernis.com', 0.007009312831295876),\n",
       " ('cordovas.org', 0.0070093128312958735),\n",
       " ('boostctr.com', 0.00700931283129587),\n",
       " ('temple.edu', 0.007009312831295869),\n",
       " ('qwest.net', 0.007009312831295868),\n",
       " ('1stmarinerbank.com', 0.007009312831295867),\n",
       " ('onemedical.com', 0.007009312831295867),\n",
       " ('blackwaterdistilling.com', 0.007009312831295866),\n",
       " ('joshsullivan.com', 0.007009312831295865),\n",
       " ('teamaol.com', 0.006995248884197694),\n",
       " ('timquinncpa.com', 0.006964194788316259),\n",
       " ('vt.edu', 0.006950108904435512),\n",
       " ('ucsc.edu', 0.0069429033031403456),\n",
       " ('sift.info', 0.006942903303140342),\n",
       " ('uncc.edu', 0.006942903303140337),\n",
       " ('gatech.edu', 0.006942903303140334),\n",
       " ('travis-ci.org', 0.006895790279173679),\n",
       " ('ups.com', 0.006895790279173679),\n",
       " ('email.chase.com', 0.006895790279173678),\n",
       " ('mail.mlblists.com', 0.006895790279173678),\n",
       " ('benhatten.com', 0.006895790279173678),\n",
       " ('540.co', 0.006895790279173678),\n",
       " ('craigslist.org', 0.006895790279173677),\n",
       " ('isbndb.com', 0.006895790279173677),\n",
       " ('acs-inc.com', 0.006895790279173677),\n",
       " ('giftservices.com', 0.006895790279173677),\n",
       " ('twitter.com', 0.006895790279173677),\n",
       " ('studentclearinghouse.org', 0.006895790279173676),\n",
       " ('ndus.edu', 0.006895790279173676),\n",
       " ('snapfish.com', 0.006895790279173676),\n",
       " ('fedex.com', 0.006895790279173676),\n",
       " ('seattletimes.com', 0.006895790279173676),\n",
       " ('email.discover.com', 0.006895790279173676),\n",
       " ('kindle.com', 0.006895790279173675),\n",
       " ('slantshackjerky.com', 0.006895790279173675),\n",
       " ('geekchicprogramming.com', 0.006895790279173675),\n",
       " ('washgas.com', 0.006895790279173675),\n",
       " ('youtube.com', 0.006895790279173675),\n",
       " ('rhsmith.umd.edu', 0.006895790279173675),\n",
       " ('keshavmagge.com', 0.006895790279173675),\n",
       " ('nutritionix.com', 0.006895790279173675),\n",
       " ('lilien.com', 0.006895790279173675),\n",
       " ('dcca.com', 0.006895790279173675),\n",
       " ('dcwater.com', 0.006895790279173675),\n",
       " ('ftd.com', 0.006895790279173674),\n",
       " ('customermail.usaa.com', 0.006895790279173674),\n",
       " ('e.delta.com', 0.006895790279173674),\n",
       " ('momentics.com', 0.006895790279173674),\n",
       " ('verizonwireless.com', 0.006895790279173674),\n",
       " ('sidewalkdogtraining.com', 0.006895790279173674),\n",
       " ('agile.ws', 0.006895790279173674),\n",
       " ('homedepot.com', 0.006895790279173674),\n",
       " ('chocomize.com', 0.006895790279173674),\n",
       " ('westernunionspeedpay.com', 0.006895790279173674),\n",
       " ('dstillery.com', 0.006895790279173674),\n",
       " ('premierloanservicing.wachovia.com', 0.006895790279173674),\n",
       " ('service.discovercard.com', 0.0068957902791736735),\n",
       " ('humanesociety.org', 0.0068957902791736735),\n",
       " ('99designs.com', 0.0068957902791736735),\n",
       " ('wakerobotics.org', 0.0068957902791736735),\n",
       " ('lawiq.com', 0.0068957902791736735),\n",
       " ('vzwpix.com', 0.0068957902791736735),\n",
       " ('itsmtc.com', 0.0068957902791736735),\n",
       " ('pobox.audible.com', 0.0068957902791736735),\n",
       " ('tataatsu.com', 0.0068957902791736735),\n",
       " ('amtrak.com', 0.0068957902791736735),\n",
       " ('skadden.com', 0.0068957902791736735),\n",
       " ('tourmarylandrealestate.com', 0.0068957902791736735),\n",
       " ('foursquare.com', 0.006895790279173673),\n",
       " ('gazelle.com', 0.006895790279173673),\n",
       " ('nakedwines.com', 0.006895790279173672),\n",
       " ('post.oreilly.com', 0.006895790279173672),\n",
       " ('threespot.com', 0.006895790279173672),\n",
       " ('exprpt.com', 0.006895790279173672),\n",
       " ('usps.gov', 0.006895790279173672),\n",
       " ('redmonocle.com', 0.006895790279173672),\n",
       " ('grubhub.com', 0.006895790279173672),\n",
       " ('opengovfoundation.org', 0.006895790279173672),\n",
       " ('hire.com', 0.006895790279173672),\n",
       " ('service.discover.com', 0.006895790279173672),\n",
       " ('egain1.acs-education.com', 0.006895790279173672),\n",
       " ('geotrust.com', 0.006895790279173672),\n",
       " ('si.edu', 0.006895790279173672),\n",
       " ('custhelp.com', 0.006895790279173672),\n",
       " ('ereceipts.macys.com', 0.006895790279173672),\n",
       " ('niftydrives.com', 0.006895790279173672),\n",
       " ('fastspring.com', 0.006895790279173672),\n",
       " ('notify.chase.com', 0.006895790279173672),\n",
       " ('dell.com', 0.006895790279173672),\n",
       " ('r.groupon.com', 0.006895790279173672),\n",
       " ('wseminc.com', 0.006895790279173671),\n",
       " ('hortonworks.com', 0.006895790279173671),\n",
       " ('dnb.com', 0.006895790279173671),\n",
       " ('dropbox.com', 0.006895790279173671),\n",
       " ('properties.rent.com', 0.006895790279173671),\n",
       " ('purdue.edu', 0.006895790279173671),\n",
       " ('kforce.com', 0.006895790279173671),\n",
       " ('wrapbootstrap.com', 0.006895790279173671),\n",
       " ('tickets.com', 0.00689579027917367),\n",
       " ('alanheligdds.com', 0.00689579027917367),\n",
       " ('active.com', 0.00689579027917367),\n",
       " ('runkeeper.com', 0.00689579027917367),\n",
       " ('customercenter.net', 0.00689579027917367),\n",
       " ('value.sears.com', 0.006895790279173669),\n",
       " ('sitepoint.com', 0.006895790279173669),\n",
       " ('heroku.com', 0.006895790279173669),\n",
       " ('acs-education.com', 0.006895790279173668),\n",
       " ('ecomowers.com', 0.006895790279173668),\n",
       " ('ic.fbi.gov', 0.006895790279173668),\n",
       " ('aarp.org', 0.00679457256152104),\n",
       " ('dol.gov>, \"benb', 0.006794230717662431),\n",
       " ('cfl.rr.com', 0.006586380725737829),\n",
       " ('profacilaw.com', 0.006586380725737829),\n",
       " ('ufl.edu', 0.006586380725737826),\n",
       " ('fwwatch.org', 0.006482228476242139),\n",
       " ('sant.ox.ac.uk', 0.00645985730023952),\n",
       " ('stcatz.ox.ac.uk', 0.006449661068104756),\n",
       " ('jesseenglish.com', 0.0064214810691980454),\n",
       " ('semanticweb.com', 0.0064214810691980385),\n",
       " ('wolfson.ox.ac.uk', 0.006362094315443885),\n",
       " ('jesus.ox.ac.uk', 0.006362094315443885),\n",
       " ('nga.mil', 0.006285525057524193),\n",
       " ('hcpss.org', 0.006140951408731876),\n",
       " ('baltplayfest.org', 0.0060579069566554025),\n",
       " ('marksilvaphoto.com', 0.005959793336277693),\n",
       " ('bdasupport.com', 0.0059226761982490855),\n",
       " ('alerts.comcast.net', 0.005863987700652017),\n",
       " ('nsa.gov', 0.005776324544246692),\n",
       " ('comcast.com', 0.005688442391903428),\n",
       " ('frontieradjusters.com', 0.005540479213488625),\n",
       " ('sedgwickcms.com', 0.005540479213488622),\n",
       " ('lmh.ox.ac.uk', 0.005503793170325062),\n",
       " ('superiorhomeservicesinc.com', 0.005450745832280855),\n",
       " ('messagesystems.com', 0.005362043974702223),\n",
       " ('atlanticasp.com', 0.005275200523532266),\n",
       " ('pensaregroup.com', 0.005275200523532263),\n",
       " ('cbmove.com', 0.00527520052353226),\n",
       " ('uwlax.edu', 0.005275200523532257),\n",
       " ('law.ox.ac.uk', 0.005104490540611131),\n",
       " ('govtrack.us', 0.005102939414186647),\n",
       " ('gmail.com>, \"rhodes', 0.005047745325240682),\n",
       " ('nasa.gov>, ', 0.004966834552170257),\n",
       " ('leescottpics.com', 0.00496407780716297),\n",
       " ('charmcitylegal.com', 0.004964077807162969),\n",
       " ('ia.uc3m.es', 0.004836918751388046),\n",
       " ('mbari.org', 0.004836918751388041),\n",
       " ('eventbrite.com', 0.0047812529618065916),\n",
       " ('dataformat.com', 0.004693397173432029),\n",
       " ('cowbay.com', 0.004618594598815256),\n",
       " ('meeteor.com', 0.004580380514185211),\n",
       " ('abell.org', 0.004405490826386378),\n",
       " ('bookbuddyaudio.com', 0.0044054908263863775),\n",
       " ('newmarketsvp.com', 0.004405490826386376),\n",
       " ('jmoorepartners.com', 0.004405490826386375),\n",
       " ('chefinthecity.com', 0.0043928281695979066),\n",
       " ('linode.com', 0.00436801109343543),\n",
       " ('sauriel.com', 0.004346286899526022),\n",
       " ('snapfinger.com', 0.004334139672000845),\n",
       " ('jimmyjohns.com', 0.004334139672000844),\n",
       " ('hal3.name', 0.004334139672000843),\n",
       " ('1dollarscan.com', 0.004334139672000841),\n",
       " ('simplyhired.com', 0.004334139672000839),\n",
       " ('hawaii.edu', 0.004334139672000839),\n",
       " ('tc.columbia.edu', 0.0043341396720008385),\n",
       " ('hobsons.com', 0.00429224659658994),\n",
       " ('itesm.mx', 0.004251431933817098),\n",
       " ('engine.inev.us', 0.004250955347656791),\n",
       " ('christopherconsult.com', 0.004243926348683161),\n",
       " ('bnc.ox.ac.uk', 0.00424193362778222),\n",
       " ('plexlogic.com', 0.004232049769615815),\n",
       " ('bizelo.com', 0.00423180597126492),\n",
       " ('carsonresearch.com', 0.00423180597126492),\n",
       " ('kloudtrack.com', 0.004231805971264919),\n",
       " ('moodlerooms.com', 0.004231805971264917),\n",
       " ('expedient.com', 0.0042318059712649165),\n",
       " ('dol.gov>, robert vesco <robert', 0.004192435841319913),\n",
       " ('encorepath.com', 0.004190137437800296),\n",
       " ('sroundtable.com', 0.0041431558176517475),\n",
       " ('nib.org', 0.00414315581765174),\n",
       " ('time.ly', 0.0041332591385481975),\n",
       " ('ed.gov', 0.004121263693569861),\n",
       " ('njit.edu', 0.004115335040622397),\n",
       " ('it.ecei.tohoku.ac.jp', 0.0041153350406223956),\n",
       " ('teachparentstech.org', 0.004113932514343643),\n",
       " ('eccouncil.org', 0.00410994886976348),\n",
       " ('matthiasb.com', 0.0041059802138924085),\n",
       " ('fwwlocal.org', 0.004105974015003739),\n",
       " ('gomockingbird.com', 0.00410162936357817),\n",
       " ('cloudera.com', 0.004101629363578169),\n",
       " ('magpul.com', 0.0041016293635781674),\n",
       " ('gtc.ox.ac.uk', 0.004099288899567869),\n",
       " ('ifmr.ac.in', 0.0040992888995678685),\n",
       " ('uw.edu', 0.004099288899567868),\n",
       " ('psych.ox.ac.uk', 0.004099288899567867),\n",
       " ('givedirectly.org', 0.004099288899567866),\n",
       " ('deliveryinstitute.org', 0.004099288899567866),\n",
       " ('baltimorecity.gov', 0.004099288899567866),\n",
       " ('nuffield.ox.ac.uk', 0.004099288899567865),\n",
       " ('georgeinstitute.ox.ac.uk', 0.004099288899567864),\n",
       " ('earth.ox.ac.uk', 0.004099288899567863),\n",
       " ('astro.caltech.edu', 0.004099288899567863),\n",
       " ('cdcgroup.com', 0.004099288899567863),\n",
       " ('dmf.co.za', 0.0040992888995678625),\n",
       " ('st-annes.ox.ac.uk', 0.0040992888995678625),\n",
       " ('minotstateu.edu', 0.004091355821547977),\n",
       " ('automatic.com', 0.004076053430644596),\n",
       " ('rocketmail.com', 0.0040760534306445925),\n",
       " ('timely.zohosupport.com', 0.00406738394970378),\n",
       " ('foundationdb.com', 0.00406629947363122),\n",
       " ('piazza.com', 0.004064947310690943),\n",
       " ('businessmasteryoutsourcing.com', 0.004051272705036704),\n",
       " ('miramant.me', 0.004047141997023231),\n",
       " ('kaplan.com', 0.004044864169715372),\n",
       " ('sabanciuniv.edu', 0.00402586486673268),\n",
       " ('ele.uri.edu', 0.004025864866732679),\n",
       " ('bitbucket.org', 0.0040258648667326775),\n",
       " ('generalassemb.ly', 0.004000441848918189),\n",
       " ('accounting4dc.com', 0.004000441848918189),\n",
       " ('colyer.name', 0.004000441848918187),\n",
       " ('livingsocial.com', 0.004000441848918186),\n",
       " ('jd17.law.harvard.edu', 0.004000441848918186),\n",
       " ('ciaochou.com', 0.004000441848918185),\n",
       " ('3eservicesllc.com', 0.004000441848918184),\n",
       " ('businessbuildingmastery.com', 0.003998568073098281),\n",
       " ('newrelic.com', 0.0039951881592872095),\n",
       " ('pincrafters.com', 0.003994092853445168),\n",
       " ('wafflehausmedia.com', 0.0039854459275224016),\n",
       " ('listserv.nodak.edu', 0.0039798272151321075),\n",
       " ('ndsu.nodak.edu', 0.003979827215132107),\n",
       " ('jolesch.com', 0.003979827215132107),\n",
       " ('andrewpeerless.com', 0.003979609636776583),\n",
       " ('microsoft.com>', 0.003939938633544427),\n",
       " ('postmaster.twitter.com', 0.003933468580831864),\n",
       " ('orders.apple.com', 0.003920897803629679),\n",
       " ('softwaretheoretic.com', 0.003920897803629679),\n",
       " ('rosenbergmartin.com', 0.003920897803629679),\n",
       " ('itunes.com', 0.003920897803629678),\n",
       " ('mosaicbusiness.net', 0.003920897803629675),\n",
       " ('usefulfruit.com', 0.003920897803629671),\n",
       " ('odu.edu', 0.0038960779974190605),\n",
       " ('technushi.com', 0.003896077997419057),\n",
       " ('cs.um.edu', 0.0038854776194415844),\n",
       " ('github.com', 0.0038756594328384),\n",
       " ('jetbrains.com', 0.003865278462455203),\n",
       " ('peapod.com', 0.003860700976655557),\n",
       " ('cs.duke.edu', 0.0038607009766555567),\n",
       " ('firebase.com', 0.0038545506073871306),\n",
       " ('optonline.net', 0.0038333433288929245),\n",
       " ('rcis.com', 0.0037793922497278806),\n",
       " ('marysvillewa.gov', 0.0037758484010899673),\n",
       " ('sturgillgroup.com', 0.0037706411427643515),\n",
       " ('discovery.com', 0.003731645987837411),\n",
       " ('dac.us', 0.0037264494556457687),\n",
       " ('afts.com', 0.003715669564454756),\n",
       " ('istrategylabs.com', 0.003714678865079924),\n",
       " ('bartlett.com', 0.003714678865079923),\n",
       " ('vitoservices.com', 0.0037146788650799204),\n",
       " ('mdhb.com', 0.003714678865079919),\n",
       " ('edas-help.com', 0.003704886459830431),\n",
       " ('rcgazette.com', 0.0037006906459724795),\n",
       " ('comodogroup.com', 0.003688387495207011),\n",
       " ('ruskcpa.com', 0.003688387495207008),\n",
       " ('squarespace.com', 0.003688387495207008),\n",
       " ('delta.com', 0.0036883874952070078),\n",
       " ('fidelity.com', 0.003688387495207005),\n",
       " ('universaltitle.com', 0.0036818569196762816),\n",
       " ('aquaticenergy.com', 0.0036680284350679745),\n",
       " ('timkrout.com', 0.0036660801929124073),\n",
       " ('rljlodgingtrust.com', 0.0036628115622734337),\n",
       " ('resample.com', 0.003658449399204147),\n",
       " ('dominos.com', 0.0036545160737724226),\n",
       " ('uhaul.com', 0.003654516073772422),\n",
       " ('pepco.com', 0.0036545160737724218),\n",
       " ('robotentertainment.com', 0.0036545160737724218),\n",
       " ('hickoryfarms.com', 0.0036545160737724218),\n",
       " ('clamcase.com', 0.0036545160737724218),\n",
       " ('csc.com', 0.0036545160737724218),\n",
       " ('spreadfirefox.com', 0.0036545160737724213),\n",
       " ('getsatisfaction.com', 0.0036545160737724213),\n",
       " ('zaptel.com', 0.0036545160737724213),\n",
       " ('franklincovey.com', 0.0036545160737724213),\n",
       " ('etsy.com', 0.0036545160737724213),\n",
       " ('dearfoams.com', 0.0036545160737724213),\n",
       " ('cvs.com', 0.003654516073772421),\n",
       " ('shakespearetheatre.org', 0.003654516073772421),\n",
       " ('imeasure.org.uk', 0.003654516073772421),\n",
       " ('bighugelabs.com', 0.003654516073772421),\n",
       " ('lin-mark.com', 0.003654516073772421),\n",
       " ('trm.brassring.com', 0.003654516073772421),\n",
       " ('chick-fil-a.com', 0.003654516073772421),\n",
       " ('chumby.com', 0.003654516073772421),\n",
       " ('chefwear.com', 0.003654516073772421),\n",
       " ('followmyhealth.com', 0.003654516073772421),\n",
       " ('e.fanaticsretailgroup.com', 0.0036545160737724205),\n",
       " ('usajobs.gov', 0.0036545160737724205),\n",
       " ('queens.ox.ac.uk', 0.0036545160737724205),\n",
       " ('condenast.com', 0.0036545160737724205),\n",
       " ('dclibrary.org', 0.0036545160737724205),\n",
       " ('itic.org', 0.0036545160737724205),\n",
       " ('vandals.uidaho.edu', 0.0036545160737724205),\n",
       " ('drugstore.com', 0.0036545160737724205),\n",
       " ('pse.com', 0.0036545160737724205),\n",
       " ('noagendacommunity.com', 0.0036545160737724205),\n",
       " ('wacom.com', 0.0036545160737724205),\n",
       " ('adt.com', 0.0036545160737724205),\n",
       " ('email.zappos.com', 0.0036545160737724205),\n",
       " ('rewards.shopyourwayrewards.com', 0.0036545160737724205),\n",
       " ('roku.com', 0.0036545160737724205),\n",
       " ('tickets.vancouver2010.com', 0.0036545160737724205),\n",
       " ('wordpress.org', 0.0036545160737724205),\n",
       " ('rarecuts.com', 0.00365451607377242),\n",
       " ('gfwireless.com', 0.00365451607377242),\n",
       " ('res.hilton.com', 0.00365451607377242),\n",
       " ('userworks.com', 0.00365451607377242),\n",
       " ('bobbell.com', 0.00365451607377242),\n",
       " ('linuxquestions.org', 0.00365451607377242),\n",
       " ('email.menswearhouse.com', 0.00365451607377242),\n",
       " ('mancrates.com', 0.00365451607377242),\n",
       " ('emailinfo.bestbuy.com', 0.00365451607377242),\n",
       " ('fargomarathon.com', 0.00365451607377242),\n",
       " ('ecrmemail.verizonwireless.com', 0.00365451607377242),\n",
       " ('xbox360achievements.org', 0.00365451607377242),\n",
       " ('wm.com', 0.00365451607377242),\n",
       " ('lulu.com', 0.00365451607377242),\n",
       " ('job.com', 0.00365451607377242),\n",
       " ('umn.edu', 0.00365451607377242),\n",
       " ('backupify.com', 0.00365451607377242),\n",
       " ('campmor.com', 0.00365451607377242),\n",
       " ('washpost.com', 0.00365451607377242),\n",
       " ('flex.org', 0.0036545160737724196),\n",
       " ('eat.seamless.com', 0.0036545160737724196),\n",
       " ('tweetdeck.com', 0.0036545160737724196),\n",
       " ('flippinpizza.com', 0.0036545160737724196),\n",
       " ('huffingtonpost.com', 0.0036545160737724196),\n",
       " ('americanpublicmedia.org', 0.0036545160737724196),\n",
       " ('1800flowers.com', 0.0036545160737724196),\n",
       " ('uber.com', 0.0036545160737724196),\n",
       " ('wilsonbridgehalf.com', 0.0036545160737724196),\n",
       " ('gap.com', 0.0036545160737724196),\n",
       " ('email.oldnavy.com', 0.0036545160737724196),\n",
       " ('paperless.washingtongas.us', 0.0036545160737724196),\n",
       " ('cityeats.com', 0.0036545160737724196),\n",
       " ('dancingdeer.com', 0.0036545160737724196),\n",
       " ('epiqsystems.com', 0.0036545160737724196),\n",
       " ('kbb.com', 0.0036545160737724196),\n",
       " ('pandora.com', 0.0036545160737724196),\n",
       " ('competitorgroup.com', 0.0036545160737724196),\n",
       " ('ice.com', 0.0036545160737724196),\n",
       " ('experian.com', 0.0036545160737724196),\n",
       " ('netted.net', 0.0036545160737724196),\n",
       " ('scott-roberts.net', 0.0036545160737724196),\n",
       " ('amtrakguestrewards.com', 0.0036545160737724196),\n",
       " ('donotcall.gov', 0.0036545160737724196),\n",
       " ('orbitz.com', 0.0036545160737724196),\n",
       " ('ubi.com', 0.0036545160737724196),\n",
       " ('email.zazzle.com', 0.0036545160737724196),\n",
       " ('onlineraceresults.com', 0.0036545160737724196),\n",
       " ('menuplicity.com', 0.0036545160737724196),\n",
       " ('tmr3.com', 0.0036545160737724196),\n",
       " ('atctrailstore.org', 0.0036545160737724196),\n",
       " ('healthnet.messages4.com', 0.0036545160737724196),\n",
       " ('asurion.com', 0.0036545160737724196),\n",
       " ('fedjobs.gov', 0.0036545160737724196),\n",
       " ('starwarsccg.org', 0.0036545160737724196),\n",
       " ('shopkeep.com', 0.0036545160737724196),\n",
       " ('geekchic.com', 0.003654516073772419),\n",
       " ('performancebike.com', 0.003654516073772419),\n",
       " ('seamless.com', 0.003654516073772419),\n",
       " ('mcafee.com', 0.003654516073772419),\n",
       " ('mojo-themes.com', 0.003654516073772419),\n",
       " ('phpfreaks.com', 0.003654516073772419),\n",
       " ('coursera.org', 0.003654516073772419),\n",
       " ('mail.vresp.com', 0.003654516073772419),\n",
       " ('odeoncinemas.info', 0.003654516073772419),\n",
       " ('nwpsc.com', 0.003654516073772419),\n",
       " ('theupsstore.com', 0.003654516073772419),\n",
       " ('srs.bis.na.blackberry.com', 0.003654516073772419),\n",
       " ('secure-booker.com', 0.003654516073772419),\n",
       " ('newsletter2.hbo.com', 0.003654516073772419),\n",
       " ('mail.hotels.com', 0.003654516073772419),\n",
       " ('response.bestbuy.com', 0.003654516073772419),\n",
       " ('trunkclub.com', 0.003654516073772419),\n",
       " ('adobe.studentlicensing.com', 0.003654516073772419),\n",
       " ('competitorwireless.com', 0.003654516073772419),\n",
       " ('vhx.tv', 0.003654516073772419),\n",
       " ('www.testudo.umd.edu', 0.003654516073772419),\n",
       " ('marketplace.amazon.com', 0.003654516073772419),\n",
       " ('divshot.com', 0.003654516073772419),\n",
       " ('collinstreet.com', 0.003654516073772419),\n",
       " ('cs.proflowers.com', 0.0036545160737724187),\n",
       " ('hotwire.com', 0.0036545160737724187),\n",
       " ('em.nordstrom.com', 0.0036545160737724187),\n",
       " ('peas.welch.jhu.edu', 0.0036545160737724187),\n",
       " ('vim-adventures.com', 0.0036545160737724187),\n",
       " ('bobbellfordhyundai.motosnap.com', 0.0036545160737724187),\n",
       " ('crumpler.com', 0.0036545160737724187),\n",
       " ('yahoo-inc.com', 0.0036545160737724187),\n",
       " ('e-rudy.com', 0.0036545160737724187),\n",
       " ('seepnetwork.org', 0.0036545160737724187),\n",
       " ('ifttt.com', 0.0036545160737724187),\n",
       " ('cityacupuncturecircle.com', 0.0036545160737724187),\n",
       " ('mypaneramail.com', 0.0036545160737724187),\n",
       " ('email.zune.net', 0.0036545160737724187),\n",
       " ('kimptongroup.ip08.com', 0.0036545160737724187),\n",
       " ('mail.goodreads.com', 0.0036545160737724187),\n",
       " ('collegeparkmd.gov', 0.0036545160737724187),\n",
       " ('stickerobot.com', 0.0036545160737724183),\n",
       " ('b2-networks.com', 0.0036545160737724183),\n",
       " ('shelfari.com', 0.0036545160737724183),\n",
       " ('getmein.com', 0.0036545160737724183),\n",
       " ('email.paulfredrick.com', 0.0036545160737724183),\n",
       " ('quickbase.com', 0.0036545160737724183),\n",
       " ('pkghlrss.com', 0.0036545160737724183),\n",
       " ('target.com', 0.0036545160737724183),\n",
       " ('teachforamerica.org', 0.0036545160737724183),\n",
       " ('email.ea.com', 0.0036545160737724183),\n",
       " ('centurims.com', 0.0036545160737724183),\n",
       " ('mailer.last.fm', 0.0036545160737724183),\n",
       " ('market.envato.com', 0.0036545160737724183),\n",
       " ('parkmobileglobal.com', 0.0036545160737724183),\n",
       " ('papajohnsonline.com', 0.0036545160737724183),\n",
       " ('thinkgeek.com', 0.0036545160737724183),\n",
       " ('e.ae.com', 0.0036545160737724183),\n",
       " ('addthis.com', 0.0036545160737724183),\n",
       " ('sirius.chtah.com', 0.0036545160737724183),\n",
       " ('dpawelcome.dell.com', 0.0036545160737724183),\n",
       " ('barnesandnoble.com', 0.0036545160737724183),\n",
       " ('route.monster.com', 0.0036545160737724183),\n",
       " ('co.mo.md.us', 0.0036545160737724183),\n",
       " ('smtp.zazzle.com', 0.0036545160737724183),\n",
       " ('destinationdinners.com', 0.0036545160737724183),\n",
       " ('share.skype.net', 0.0036545160737724183),\n",
       " ('nessus.org', 0.0036545160737724183),\n",
       " ('tidbits.com', 0.003654516073772418),\n",
       " ('pnb.org', 0.003654516073772418),\n",
       " ('thekennelclub.org.uk', 0.003654516073772418),\n",
       " ('costco.com', 0.003654516073772418),\n",
       " ('bbc.co.uk', 0.003654516073772418),\n",
       " ('eatstreet.com', 0.003654516073772418),\n",
       " ('oushop.com', 0.003654516073772418),\n",
       " ('hsamember.com', 0.003654516073772418),\n",
       " ('ebay.com', 0.003654516073772418),\n",
       " ('cits.canon.com', 0.003654516073772418),\n",
       " ('abebooks.com', 0.003654516073772418),\n",
       " ('checkfree.com', 0.003654516073772418),\n",
       " ('capitalbikeshare.com', 0.003654516073772418),\n",
       " ('fuelfrog.com', 0.003654516073772418),\n",
       " ('imathlete.com', 0.003654516073772418),\n",
       " ('keybrid.com', 0.003654516073772418),\n",
       " ('mapmyfitness.com', 0.003654516073772418),\n",
       " ('marylandsciencecenter.org', 0.003654516073772418),\n",
       " ('redbox.com', 0.003654516073772418),\n",
       " ('informit.com', 0.003654516073772418),\n",
       " ('messaging.squareup.com', 0.003654516073772418),\n",
       " ('underarmour.com', 0.003654516073772418),\n",
       " ('acqualia.com', 0.0036545160737724174),\n",
       " ('email.comics.com', 0.0036545160737724174),\n",
       " ('proclipusa.com', 0.0036545160737724174),\n",
       " ('mail.thepermitstore.com', 0.0036545160737724174),\n",
       " ('wired.com', 0.0036545160737724174),\n",
       " ('clcboats.com', 0.0036545160737724174),\n",
       " ('humblebundle.com', 0.0036545160737724174),\n",
       " ('extendedstay.com', 0.0036545160737724174),\n",
       " ('asos.com', 0.0036545160737724174),\n",
       " ('trx.fandango.com', 0.0036545160737724174),\n",
       " ('icims.com', 0.0036545160737724174),\n",
       " ('hertz.com', 0.0036545160737724174),\n",
       " ('stumptowncoffee.com', 0.0036545160737724174),\n",
       " ('e.gogoair.com', 0.0036545160737724174),\n",
       " ('newegg.com', 0.0036545160737724174),\n",
       " ('onekingslane.com', 0.0036545160737724174),\n",
       " ('ezpassmd.com', 0.0036545160737724174),\n",
       " ('equifax.com', 0.0036545160737724174),\n",
       " ('brooksrunning.com', 0.0036545160737724174),\n",
       " ('marathonfoto.com', 0.0036545160737724174),\n",
       " ('triggeragency.com', 0.0036545160737724174),\n",
       " ('trx.fandangopurchase.com', 0.0036545160737724174),\n",
       " ('panic.com', 0.0036545160737724174),\n",
       " ('m.bn.com', 0.0036545160737724174),\n",
       " ('flashappointments.com', 0.0036545160737724174),\n",
       " ('cable.comcast.com', 0.0036545160737724174),\n",
       " ('email.fordvehicles.com', 0.0036545160737724174),\n",
       " ('lindsayford.dealerspace.com', 0.0036545160737724174),\n",
       " ('elevate.virginamerica.com', 0.003654516073772417),\n",
       " ('evalondon.com', 0.003654516073772417),\n",
       " ('jgmail.jobg8.com', 0.003654516073772417),\n",
       " ('zappos.com', 0.003654516073772417),\n",
       " ('car2go.com', 0.003654516073772417),\n",
       " ('mojang.com', 0.003654516073772417),\n",
       " ('rs.email.nextdoor.com', 0.003654516073772417),\n",
       " ('jlabaudio.com', 0.003654516073772417),\n",
       " ('audible.com', 0.003654516073772417),\n",
       " ('opifs.com', 0.003654516073772417),\n",
       " ('phdcomics.com', 0.003654516073772417),\n",
       " ('borders.com', 0.003654516073772417),\n",
       " ('codeeval.com', 0.003654516073772417),\n",
       " ('oldnavy.com', 0.003654516073772417),\n",
       " ('washingtonpost.com', 0.003654516073772417),\n",
       " ('netflix.com', 0.003654516073772417),\n",
       " ('email.pods.com', 0.003654516073772417),\n",
       " ('blogger.com', 0.003654516073772417),\n",
       " ('delldatasafe.com', 0.003654516073772417),\n",
       " ('pocketempiresonline.com', 0.003654516073772417),\n",
       " ('redboxdvd.net', 0.003654516073772417),\n",
       " ('edmail.washpost.com', 0.003654516073772417),\n",
       " ('envato.com', 0.0036545160737724166),\n",
       " ('hillbrookinn.com', 0.0036545160737724166),\n",
       " ('mssupport.microsoft.com', 0.0036545160737724166),\n",
       " ('hengedocks.com', 0.0036545160737724166),\n",
       " ('nextdoor.com', 0.0036545160737724166),\n",
       " ('hotresumes.com', 0.0036545160737724166),\n",
       " ('oe.macys.com', 0.0036545160737724166),\n",
       " ('searshc.com', 0.0036545160737724166),\n",
       " ('rewardzonecerts.bestbuy.com', 0.0036545160737724166),\n",
       " ('delphis-aros3.com', 0.0036545160737724166),\n",
       " ('cteusa.com', 0.0036545160737724166),\n",
       " ('giftbaskets.com', 0.0036545160737724166),\n",
       " ('tx.redbox.com', 0.0036545160737724166),\n",
       " ('rudyprojectusa.com', 0.003654516073772416),\n",
       " ('dyndns.com', 0.003654516073772416),\n",
       " ('papajohns-specials.com', 0.003654516073772416),\n",
       " ('olivegarden.com', 0.003654516073772416),\n",
       " ('the-kennel-club.org.uk', 0.003654516073772416),\n",
       " ('speek.com', 0.003654516073772416),\n",
       " ('coolmaterial.com', 0.003654516073772416),\n",
       " ('overstock.com', 0.003654516073772416),\n",
       " ('fifa.com', 0.003654516073772416),\n",
       " ('h2.hilton.com', 0.003654516073772416),\n",
       " ('buysub.com', 0.0036545160737724153),\n",
       " ('reply.github.com', 0.0036545160737724153),\n",
       " ('news.abebooks.com', 0.0036545160737724153),\n",
       " ('hsdm2s.hotspot.t-mobile.com', 0.0036545160737724153),\n",
       " ('mail.etsy.com', 0.0036545160737724153),\n",
       " ('easychair.org', 0.003612622998361517),\n",
       " ('ida.org', 0.003587199980547023),\n",
       " ('paypal.co.uk', 0.003587199980547022),\n",
       " ('email.gwu.edu', 0.003569665262883229),\n",
       " ('digitalriver.com', 0.003566585346760943),\n",
       " ('nodak.edu', 0.003566585346760941),\n",
       " ('gethomeinspector.com', 0.0035460384295206634),\n",
       " ('comscore.com', 0.0035401726242117637),\n",
       " ('reflectors.mail.umd.edu', 0.0035141288264813214),\n",
       " ('noreply.github.com', 0.0035102291344712437),\n",
       " ('getztax.com', 0.0034849187425307565),\n",
       " ('massmutual.com', 0.003484918742530756),\n",
       " ('thenewcircle.com', 0.0034828361290478974),\n",
       " ('maprtech.com', 0.0034474591082843983),\n",
       " ('ayallc.com', 0.003447459108284395),\n",
       " ('travis-ci.com', 0.003447459108284395),\n",
       " ('lucidchart.com', 0.003447459108284393),\n",
       " ('125company.com', 0.003447459108284392),\n",
       " ('insightsignals.com', 0.003441308739015968),\n",
       " ('statisics.com', 0.0034196491133690068),\n",
       " ('settleelite.com', 0.0034124428296588858),\n",
       " ('rpi.edu', 0.0034113425513257406),\n",
       " ('omicbiosystems.com', 0.0033981427291048675),\n",
       " ('leadershiphc.org', 0.003388076573756413),\n",
       " ('carlsonwagonlit.com', 0.003379941780888595),\n",
       " ('docs.google.com', 0.0033757613880329097),\n",
       " ('zenpayroll.com', 0.003375761388032907),\n",
       " ('tricolumbia.org', 0.003373035314454403),\n",
       " ('yoshibear.com', 0.003362606567535962),\n",
       " ('name.com', 0.00336192212918186),\n",
       " ('bloomberg.net', 0.0033538378930763053),\n",
       " ('visionfinancial.com', 0.0033488866320199573),\n",
       " ('frontier.com', 0.0033348273282153983),\n",
       " ('aspeqtllc.com', 0.003302343359534646),\n",
       " ('cs.md.edu', 0.0033016276327258913),\n",
       " ('atlanticbb.net', 0.0033006498945452544),\n",
       " ('cohnreznick.com', 0.003295512640235749),\n",
       " ('zass-bangham.com', 0.0032946339662159496),\n",
       " ('turtlewings.com', 0.0032946339662159496),\n",
       " ('omnigroup.com', 0.003294633966215949),\n",
       " ('maia.ub.es', 0.003294633966215949),\n",
       " ('uni.lu', 0.003294633966215946),\n",
       " ('ravelry.com', 0.0032946339662159444),\n",
       " ('screenlight.tv', 0.00324127420540126),\n",
       " ('emails.target.com', 0.0032412742054012595),\n",
       " ('wordpress.com', 0.003241274205401259),\n",
       " ('2co.com', 0.003241274205401259),\n",
       " ('oati.net', 0.003241274205401259),\n",
       " ('skechers.com', 0.003241274205401259),\n",
       " ('apigee.com', 0.003241274205401259),\n",
       " ('gitbook.com', 0.003241274205401259),\n",
       " ('e0.monster.com', 0.003241274205401259),\n",
       " ('adobecslive.com', 0.0032412742054012587),\n",
       " ('bts-s2.com', 0.0032412742054012587),\n",
       " ('notify.wellsfargo.com', 0.0032412742054012587),\n",
       " ('applyyourself.com', 0.0032412742054012587),\n",
       " ('backstopmedia.com', 0.0032412742054012587),\n",
       " ('email.withings.com', 0.0032412742054012587),\n",
       " ('dynatemphvac.com', 0.0032412742054012587),\n",
       " ('pacmail.em.marketinghq.net', 0.0032412742054012587),\n",
       " ('eservicepayments.com', 0.0032412742054012582),\n",
       " ('warbyparker.com', 0.0032412742054012582),\n",
       " ('mxh1.email-od.com', 0.0032412742054012582),\n",
       " ('ece.ualberta.ca', 0.0032412742054012582),\n",
       " ('caskers.com', 0.0032412742054012582),\n",
       " ('b.e.usaa.com', 0.0032412742054012582),\n",
       " ('tribaldistribution.co.uk', 0.0032412742054012582),\n",
       " ('questdiagnostics.com', 0.0032412742054012582),\n",
       " ('thetiebar.com', 0.0032412742054012582),\n",
       " ('megamail.umd.edu', 0.0032412742054012582),\n",
       " ('news.spotifymail.com', 0.0032412742054012582),\n",
       " ('vpobounces.discover.com', 0.0032412742054012582),\n",
       " ('ciber.com', 0.0032412742054012582),\n",
       " ('harlandclarke.com', 0.0032412742054012582),\n",
       " ('popmoney.com', 0.003241274205401258),\n",
       " ('ipipeline.com', 0.003241274205401258),\n",
       " ('docusign.net', 0.003241274205401258),\n",
       " ('ripitevents.com', 0.003241274205401258),\n",
       " ('email.wunderground.com', 0.003241274205401258),\n",
       " ('emailinfo.chase.com', 0.003241274205401258),\n",
       " ('foodler.com', 0.003241274205401258),\n",
       " ('mailva.evite.com', 0.003241274205401258),\n",
       " ('consumersentinel.gov', 0.003241274205401258),\n",
       " ('startcom.org', 0.003241274205401258),\n",
       " ('doodle.com', 0.003241274205401258),\n",
       " ('rediffmail.com', 0.003241274205401258),\n",
       " ('wallet.google.com', 0.003241274205401258),\n",
       " ('teachtolead.com', 0.003241274205401258),\n",
       " ('mandrillapp.com', 0.003241274205401258),\n",
       " ('beasley.srt.com', 0.003241274205401258),\n",
       " ('landwatch.com', 0.0032412742054012574),\n",
       " ('syphir.com', 0.0032412742054012574),\n",
       " ('s815114181.m.en25.com', 0.0032412742054012574),\n",
       " ('cybercoders.com', 0.0032412742054012574),\n",
       " ('email.pd25.com', 0.0032412742054012574),\n",
       " ('envfrm.rsys5.com', 0.0032412742054012574),\n",
       " ('comsoc.org', 0.0032412742054012574),\n",
       " ('bounce.skreened.com', 0.0032412742054012574),\n",
       " ('usps.com', 0.0032412742054012574),\n",
       " ('lcgsearch.com', 0.0032412742054012574),\n",
       " ('tco.tiffany.com', 0.0032412742054012574),\n",
       " ('mcmurrytmg.com', 0.0032412742054012574),\n",
       " ('scai.fraunhofer.de', 0.0032412742054012574),\n",
       " ('volt.com', 0.0032412742054012574),\n",
       " ('withings.com', 0.0032412742054012574),\n",
       " ('twitter.zendesk.com', 0.0032412742054012574),\n",
       " ('response.nfcu.org', 0.0032412742054012574),\n",
       " ('email.rei.com', 0.0032412742054012574),\n",
       " ('codenvy.com', 0.0032412742054012574),\n",
       " ('ubnd.co', 0.0032412742054012574),\n",
       " ('trello.com', 0.0032412742054012574),\n",
       " ('slidesharemail.com', 0.0032412742054012574),\n",
       " ('semiconductors.org', 0.0032412742054012574),\n",
       " ('intelligentinsites.com', 0.003241274205401257),\n",
       " ('vmware.com', 0.003241274205401257),\n",
       " ('m.exprpt.com', 0.003241274205401257),\n",
       " ('bounce.mileageplusshoppingnews.com', 0.003241274205401257),\n",
       " ...]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nbest_centrality(H, nx.eigenvector_centrality_numpy, n=20)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}