communities to bag of words.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import json\n",
    "import codecs\n",
    "import collections\n",
    "import pandas as pd\n",
    "import networkx as nx\n",
    "\n",
    "from gensim import corpora, models\n",
    "\n",
    "from IPython.display import display, HTML"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "G = nx.read_gexf(\"datasets/influences.gexf\")\n",
    "communities = json.load(codecs.open(\"datasets/communities/louvain.json\",\"r\", \"utf-8\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def get_sentences(doc_name):\n",
    "  sentences = []\n",
    "  sentences = codecs.open(\"datasets/sentences/%s.txt\" % doc_name.replace(\"/\", \"-\"),\"r\", \"utf-8\").read().split(\"\\n\")\n",
    "  sentences = [ s.split() for s in sentences ]\n",
    "  \n",
    "  return sentences\n",
    "\n",
    "def community_bow(community):\n",
    "  sentences = reduce(lambda a,b: a + b, map(get_sentences, community))\n",
    "  \n",
    "  bigram = models.phrases.Phrases(sentences)\n",
    "  words = reduce(lambda a,b: a+b, bigram[sentences])\n",
    "  counter = collections.Counter(words)\n",
    "\n",
    "  bow = counter.most_common(100)\n",
    "\n",
    "  return bow\n",
    "\n",
    "bags = dict()\n",
    "\n",
    "for k in sorted([ int(k) for k in communities.keys()]):\n",
    "  print \"processing community k=%s\" % k\n",
    "  \n",
    "  bags[str(k)] = community_bow(communities[str(k)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table><tr><td style=\"width: 100px; text-align: center; \"><h3>group 0</h3></td><td><ul><li>ibn (1087)</li>\n",
       "<li>muhammad (878)</li>\n",
       "<li>islam (588)</li>\n",
       "<li>ali (543)</li>\n",
       "<li>islamic (540)</li>\n",
       "<li>p (503)</li>\n",
       "<li>also (439)</li>\n",
       "<li>2 (406)</li>\n",
       "<li>muslim (384)</li>\n",
       "<li>book (372)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 1</h3></td><td><ul><li>p (2704)</li>\n",
       "<li>de (2539)</li>\n",
       "<li>also (2094)</li>\n",
       "<li>philosophy (2093)</li>\n",
       "<li>first (1881)</li>\n",
       "<li>works (1850)</li>\n",
       "<li>2 (1807)</li>\n",
       "<li>work (1795)</li>\n",
       "<li>john (1593)</li>\n",
       "<li>life (1582)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 2</h3></td><td><ul><li>p (2946)</li>\n",
       "<li>pp (2068)</li>\n",
       "<li>new_york (1719)</li>\n",
       "<li>also (1607)</li>\n",
       "<li>2 (1605)</li>\n",
       "<li>press (1508)</li>\n",
       "<li>first (1506)</li>\n",
       "<li>their (1428)</li>\n",
       "<li>work (1417)</li>\n",
       "<li>de (1396)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 3</h3></td><td><ul><li>philosophy (2519)</li>\n",
       "<li>work (2087)</li>\n",
       "<li>new_york (1723)</li>\n",
       "<li>2 (1663)</li>\n",
       "<li>press (1659)</li>\n",
       "<li>p (1625)</li>\n",
       "<li>also (1623)</li>\n",
       "<li>life (1497)</li>\n",
       "<li>de (1389)</li>\n",
       "<li>history (1302)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 4</h3></td><td><ul><li>philosophy (797)</li>\n",
       "<li>de (676)</li>\n",
       "<li>p (657)</li>\n",
       "<li>work (614)</li>\n",
       "<li>2 (585)</li>\n",
       "<li>also (579)</li>\n",
       "<li>press (469)</li>\n",
       "<li>new_york (460)</li>\n",
       "<li>life (455)</li>\n",
       "<li>university (453)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 5</h3></td><td><ul><li>p (916)</li>\n",
       "<li>first (642)</li>\n",
       "<li>2 (626)</li>\n",
       "<li>also (616)</li>\n",
       "<li>greek (614)</li>\n",
       "<li>press (590)</li>\n",
       "<li>after (577)</li>\n",
       "<li>life (558)</li>\n",
       "<li>de (546)</li>\n",
       "<li>pp (541)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 6</h3></td><td><ul><li>philosophy (2325)</li>\n",
       "<li>press (1257)</li>\n",
       "<li>university (1204)</li>\n",
       "<li>theory (1131)</li>\n",
       "<li>2 (1116)</li>\n",
       "<li>work (1103)</li>\n",
       "<li>p (1077)</li>\n",
       "<li>also (1036)</li>\n",
       "<li>3 (829)</li>\n",
       "<li>new_york (821)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 7</h3></td><td><ul><li>p (1151)</li>\n",
       "<li>also (771)</li>\n",
       "<li>de (709)</li>\n",
       "<li>2 (671)</li>\n",
       "<li>after (623)</li>\n",
       "<li>first (617)</li>\n",
       "<li>their (571)</li>\n",
       "<li>new (539)</li>\n",
       "<li>new_york (532)</li>\n",
       "<li>press (515)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 8</h3></td><td><ul><li>social (417)</li>\n",
       "<li>new_york (361)</li>\n",
       "<li>press (345)</li>\n",
       "<li>education (342)</li>\n",
       "<li>philosophy (314)</li>\n",
       "<li>2 (295)</li>\n",
       "<li>university (285)</li>\n",
       "<li>work (285)</li>\n",
       "<li>theory (276)</li>\n",
       "<li>their (272)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 9</h3></td><td><ul><li>church (329)</li>\n",
       "<li>luther (288)</li>\n",
       "<li>erasmus (221)</li>\n",
       "<li>de (208)</li>\n",
       "<li>john (205)</li>\n",
       "<li>life (190)</li>\n",
       "<li>thomas (170)</li>\n",
       "<li>works (162)</li>\n",
       "<li>p (158)</li>\n",
       "<li>their (154)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 10</h3></td><td><ul><li>philosophy (1478)</li>\n",
       "<li>p (1348)</li>\n",
       "<li>also (1324)</li>\n",
       "<li>2 (1273)</li>\n",
       "<li>work (1034)</li>\n",
       "<li>first (1021)</li>\n",
       "<li>life (1016)</li>\n",
       "<li>works (979)</li>\n",
       "<li>3 (959)</li>\n",
       "<li>press (924)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 11</h3></td><td><ul><li>ibn (346)</li>\n",
       "<li>muhammad (293)</li>\n",
       "<li>c (234)</li>\n",
       "<li>shah (212)</li>\n",
       "<li>also (191)</li>\n",
       "<li>islam (188)</li>\n",
       "<li>e (185)</li>\n",
       "<li>turkish (183)</li>\n",
       "<li>mustafa_kemal (183)</li>\n",
       "<li>islamic (170)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 12</h3></td><td><ul><li>p (831)</li>\n",
       "<li>pp (827)</li>\n",
       "<li>work (601)</li>\n",
       "<li>also (568)</li>\n",
       "<li>2 (499)</li>\n",
       "<li>life (481)</li>\n",
       "<li>works (469)</li>\n",
       "<li>new_york (459)</li>\n",
       "<li>book (453)</li>\n",
       "<li>new (449)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 13</h3></td><td><ul><li>attachment (83)</li>\n",
       "<li>bowlby (68)</li>\n",
       "<li>children (62)</li>\n",
       "<li>psychology (54)</li>\n",
       "<li>her (52)</li>\n",
       "<li>research (50)</li>\n",
       "<li>work (46)</li>\n",
       "<li>attachment_theory (39)</li>\n",
       "<li>development (35)</li>\n",
       "<li>she (35)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 14</h3></td><td><ul><li>language (323)</li>\n",
       "<li>boas (230)</li>\n",
       "<li>work (222)</li>\n",
       "<li>linguistics (211)</li>\n",
       "<li>anthropology (201)</li>\n",
       "<li>p (195)</li>\n",
       "<li>theory (190)</li>\n",
       "<li>also (176)</li>\n",
       "<li>university (155)</li>\n",
       "<li>2 (154)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 15</h3></td><td><ul><li>india (736)</li>\n",
       "<li>pakistan (703)</li>\n",
       "<li>islam (603)</li>\n",
       "<li>islamic (525)</li>\n",
       "<li>also (499)</li>\n",
       "<li>gandhi (485)</li>\n",
       "<li>muslim (442)</li>\n",
       "<li>after (387)</li>\n",
       "<li>2 (371)</li>\n",
       "<li>jinnah (358)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 16</h3></td><td><ul><li>philosophy (1506)</li>\n",
       "<li>work (864)</li>\n",
       "<li>2 (811)</li>\n",
       "<li>also (764)</li>\n",
       "<li>p (755)</li>\n",
       "<li>law (752)</li>\n",
       "<li>university (746)</li>\n",
       "<li>theory (727)</li>\n",
       "<li>new_york (675)</li>\n",
       "<li>press (639)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 17</h3></td><td><ul><li>god (64)</li>\n",
       "<li>church (60)</li>\n",
       "<li>india (41)</li>\n",
       "<li>life (40)</li>\n",
       "<li>st (39)</li>\n",
       "<li>pune (38)</li>\n",
       "<li>indian (34)</li>\n",
       "<li>books (34)</li>\n",
       "<li>griffiths (30)</li>\n",
       "<li>human (28)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 18</h3></td><td><ul><li>/ (334)</li>\n",
       "<li>also (292)</li>\n",
       "<li>hayek (291)</li>\n",
       "<li>p (287)</li>\n",
       "<li>philosophy (283)</li>\n",
       "<li>2 (279)</li>\n",
       "<li>theory (273)</li>\n",
       "<li>de (271)</li>\n",
       "<li>book (238)</li>\n",
       "<li>world (236)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 19</h3></td><td><ul><li>philosophy (692)</li>\n",
       "<li>university (660)</li>\n",
       "<li>theory (637)</li>\n",
       "<li>new_york (566)</li>\n",
       "<li>work (558)</li>\n",
       "<li>also (546)</li>\n",
       "<li>de (506)</li>\n",
       "<li>science (503)</li>\n",
       "<li>world (498)</li>\n",
       "<li>2 (475)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 20</h3></td><td><ul><li>king (413)</li>\n",
       "<li>du_bois (361)</li>\n",
       "<li>malcolm_x (297)</li>\n",
       "<li>her (296)</li>\n",
       "<li>new_york (254)</li>\n",
       "<li>p (252)</li>\n",
       "<li>martin_luther (244)</li>\n",
       "<li>press (237)</li>\n",
       "<li>she (221)</li>\n",
       "<li>black (210)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 21</h3></td><td><ul><li>chinese (320)</li>\n",
       "<li>2 (236)</li>\n",
       "<li>disney (236)</li>\n",
       "<li>china (232)</li>\n",
       "<li>pound (219)</li>\n",
       "<li>confucius (209)</li>\n",
       "<li>her (201)</li>\n",
       "<li>first (199)</li>\n",
       "<li>after (195)</li>\n",
       "<li>also (190)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 22</h3></td><td><ul><li>shaw (355)</li>\n",
       "<li>p (352)</li>\n",
       "<li>2 (311)</li>\n",
       "<li>pp (296)</li>\n",
       "<li>john (281)</li>\n",
       "<li>life (271)</li>\n",
       "<li>london (252)</li>\n",
       "<li>christian (246)</li>\n",
       "<li>book (243)</li>\n",
       "<li>also (242)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 23</h3></td><td><ul><li>baba (136)</li>\n",
       "<li>meher_baba (133)</li>\n",
       "<li>p (96)</li>\n",
       "<li>spiritual (84)</li>\n",
       "<li>her (84)</li>\n",
       "<li>sai_baba (78)</li>\n",
       "<li>india (74)</li>\n",
       "<li>she (61)</li>\n",
       "<li>life (54)</li>\n",
       "<li>god (53)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 24</h3></td><td><ul><li>qadri (68)</li>\n",
       "<li>august_2014 (36)</li>\n",
       "<li>retrieved (32)</li>\n",
       "<li>islamic (30)</li>\n",
       "<li>pakistan (30)</li>\n",
       "<li>islam (30)</li>\n",
       "<li>retrieved_10 (30)</li>\n",
       "<li>2014 (26)</li>\n",
       "<li>terrorism (26)</li>\n",
       "<li>fatwa (24)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 25</h3></td><td><ul><li>philosophy (162)</li>\n",
       "<li>social (130)</li>\n",
       "<li>press (129)</li>\n",
       "<li>— (127)</li>\n",
       "<li>university (117)</li>\n",
       "<li>theory (105)</li>\n",
       "<li>2 (92)</li>\n",
       "<li>sociology (81)</li>\n",
       "<li>work (79)</li>\n",
       "<li>giddens (79)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 26</h3></td><td><ul><li>tischner (11)</li>\n",
       "<li>philosophy (11)</li>\n",
       "<li>poland (9)</li>\n",
       "<li>polish (9)</li>\n",
       "<li>skarga (7)</li>\n",
       "<li>she (6)</li>\n",
       "<li>józef (6)</li>\n",
       "<li>barbara (5)</li>\n",
       "<li>kraków (5)</li>\n",
       "<li>september (5)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 27</h3></td><td><ul><li>philosophy (42)</li>\n",
       "<li>khatami (30)</li>\n",
       "<li>subjectivity (26)</li>\n",
       "<li>man (25)</li>\n",
       "<li>ontetic (22)</li>\n",
       "<li>world (20)</li>\n",
       "<li>being (18)</li>\n",
       "<li>khatami's (15)</li>\n",
       "<li>presence (15)</li>\n",
       "<li>persian (14)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 28</h3></td><td><ul><li>medical (65)</li>\n",
       "<li>medicine (63)</li>\n",
       "<li>logic (44)</li>\n",
       "<li>sadegh-zadeh (35)</li>\n",
       "<li>fuzzy (30)</li>\n",
       "<li>theory (29)</li>\n",
       "<li>knowledge (26)</li>\n",
       "<li>see (18)</li>\n",
       "<li>2 (16)</li>\n",
       "<li>clinical (15)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 29</h3></td><td><ul><li>ibn (292)</li>\n",
       "<li>muawiyah (129)</li>\n",
       "<li>muhammad (113)</li>\n",
       "<li>p (80)</li>\n",
       "<li>you (79)</li>\n",
       "<li>umar (76)</li>\n",
       "<li>abu (73)</li>\n",
       "<li>ali (70)</li>\n",
       "<li>vol (68)</li>\n",
       "<li>bin (58)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 30</h3></td><td><ul><li>philosophy (106)</li>\n",
       "<li>university (100)</li>\n",
       "<li>logic (64)</li>\n",
       "<li>2 (39)</li>\n",
       "<li>work (36)</li>\n",
       "<li>text (36)</li>\n",
       "<li>polish (35)</li>\n",
       "<li>reader (33)</li>\n",
       "<li>theory (33)</li>\n",
       "<li>press (31)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 31</h3></td><td><ul><li>p (393)</li>\n",
       "<li>works (321)</li>\n",
       "<li>borges (305)</li>\n",
       "<li>work (302)</li>\n",
       "<li>first (296)</li>\n",
       "<li>poe (283)</li>\n",
       "<li>life (267)</li>\n",
       "<li>also (250)</li>\n",
       "<li>new_york (241)</li>\n",
       "<li>novel (233)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 32</h3></td><td><ul><li>harré_h (65)</li>\n",
       "<li>social (46)</li>\n",
       "<li>philosophy (43)</li>\n",
       "<li>university (37)</li>\n",
       "<li>science (36)</li>\n",
       "<li>blackwell (29)</li>\n",
       "<li>oxford (29)</li>\n",
       "<li>critical_realism (28)</li>\n",
       "<li>psychology (24)</li>\n",
       "<li>bhaskar_r (23)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 33</h3></td><td><ul><li>erdoğan (268)</li>\n",
       "<li>turkish (266)</li>\n",
       "<li>turkey (174)</li>\n",
       "<li>retrieved (134)</li>\n",
       "<li>2014 (111)</li>\n",
       "<li>december_2014 (110)</li>\n",
       "<li>2013 (72)</li>\n",
       "<li>2010 (71)</li>\n",
       "<li>erdogan (67)</li>\n",
       "<li>government (65)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 34</h3></td><td><ul><li>p (477)</li>\n",
       "<li>her (244)</li>\n",
       "<li>ramakrishna (243)</li>\n",
       "<li>she (234)</li>\n",
       "<li>india (175)</li>\n",
       "<li>tagore (175)</li>\n",
       "<li>blavatsky (171)</li>\n",
       "<li>vivekananda (170)</li>\n",
       "<li>pp (152)</li>\n",
       "<li>lachman_p (116)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 35</h3></td><td><ul><li>cantillon (88)</li>\n",
       "<li>p (82)</li>\n",
       "<li>pp (40)</li>\n",
       "<li>cantillon's (34)</li>\n",
       "<li>de (32)</li>\n",
       "<li>brewer_1992 (28)</li>\n",
       "<li>money (28)</li>\n",
       "<li>economic (27)</li>\n",
       "<li>theory (26)</li>\n",
       "<li>rothbard_1995 (25)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 36</h3></td><td><ul><li>russian (37)</li>\n",
       "<li>zilberman (36)</li>\n",
       "<li>philosophy (28)</li>\n",
       "<li>piatigorsky (23)</li>\n",
       "<li>university (17)</li>\n",
       "<li>studies (16)</li>\n",
       "<li>soviet (16)</li>\n",
       "<li>— (15)</li>\n",
       "<li>thought (14)</li>\n",
       "<li>alexander (13)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 37</h3></td><td><ul><li>ibn (114)</li>\n",
       "<li>ibn_khaldun (76)</li>\n",
       "<li>life (51)</li>\n",
       "<li>islam (48)</li>\n",
       "<li>history (47)</li>\n",
       "<li>mahfouz (47)</li>\n",
       "<li>ibn_khaldūn (44)</li>\n",
       "<li>after (42)</li>\n",
       "<li>work (42)</li>\n",
       "<li>islamic (42)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 38</h3></td><td><ul><li>de (94)</li>\n",
       "<li>nhu (82)</li>\n",
       "<li>french (74)</li>\n",
       "<li>paris (38)</li>\n",
       "<li>diệm (38)</li>\n",
       "<li>vietnam (36)</li>\n",
       "<li>le (36)</li>\n",
       "<li>abbé_pierre (33)</li>\n",
       "<li>france (32)</li>\n",
       "<li>ngô_đình (31)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 39</h3></td><td><ul><li>isocrates (69)</li>\n",
       "<li>greek (35)</li>\n",
       "<li>rhetoric (27)</li>\n",
       "<li>education (18)</li>\n",
       "<li>also (15)</li>\n",
       "<li>school (14)</li>\n",
       "<li>athens (14)</li>\n",
       "<li>classical (13)</li>\n",
       "<li>first (11)</li>\n",
       "<li>university_press (11)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 40</h3></td><td><ul><li>herzl (131)</li>\n",
       "<li>darby (67)</li>\n",
       "<li>jewish (66)</li>\n",
       "<li>moody (64)</li>\n",
       "<li>israel (54)</li>\n",
       "<li>theodor_herzl (44)</li>\n",
       "<li>jews (42)</li>\n",
       "<li>church (37)</li>\n",
       "<li>herzl's (36)</li>\n",
       "<li>zionist (35)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 41</h3></td><td><ul><li>islamic (16)</li>\n",
       "<li>shah_waliullah (13)</li>\n",
       "<li>shah (11)</li>\n",
       "<li>sufi (9)</li>\n",
       "<li>delhi (9)</li>\n",
       "<li>5 (9)</li>\n",
       "<li>allah (8)</li>\n",
       "<li>aziz (8)</li>\n",
       "<li>scholar (7)</li>\n",
       "<li>india (7)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 42</h3></td><td><ul><li>stories (51)</li>\n",
       "<li>life (26)</li>\n",
       "<li>story (21)</li>\n",
       "<li>prof (21)</li>\n",
       "<li>jha (20)</li>\n",
       "<li>their (18)</li>\n",
       "<li>us (17)</li>\n",
       "<li>these (16)</li>\n",
       "<li>two (14)</li>\n",
       "<li>also (14)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 43</h3></td><td><ul><li>liang (87)</li>\n",
       "<li>chinese (65)</li>\n",
       "<li>china (48)</li>\n",
       "<li>kang (32)</li>\n",
       "<li>new (30)</li>\n",
       "<li>reform (26)</li>\n",
       "<li>political (25)</li>\n",
       "<li>liang_qichao (25)</li>\n",
       "<li>also (23)</li>\n",
       "<li>government (19)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 44</h3></td><td><ul><li>hergé (215)</li>\n",
       "<li>p (161)</li>\n",
       "<li>assouline_2009 (149)</li>\n",
       "<li>peeters_p (122)</li>\n",
       "<li>tintin (104)</li>\n",
       "<li>psychiatry (82)</li>\n",
       "<li>peeters_pp (74)</li>\n",
       "<li>de (61)</li>\n",
       "<li>pp (61)</li>\n",
       "<li>szasz (61)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 45</h3></td><td><ul><li>rogers (51)</li>\n",
       "<li>may (39)</li>\n",
       "<li>psychology (39)</li>\n",
       "<li>carl_rogers (31)</li>\n",
       "<li>therapy (29)</li>\n",
       "<li>psychotherapy (27)</li>\n",
       "<li>personality (24)</li>\n",
       "<li>theory (24)</li>\n",
       "<li>rollo_may (23)</li>\n",
       "<li>self (23)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 46</h3></td><td><ul><li>indian (13)</li>\n",
       "<li>india (12)</li>\n",
       "<li>retrieved (12)</li>\n",
       "<li>rao (12)</li>\n",
       "<li>history (11)</li>\n",
       "<li>2014 (11)</li>\n",
       "<li>rss (11)</li>\n",
       "<li>ichr (11)</li>\n",
       "<li>yatra (11)</li>\n",
       "<li>moropant (9)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 47</h3></td><td><ul><li>her (46)</li>\n",
       "<li>she (41)</li>\n",
       "<li>university (28)</li>\n",
       "<li>bologna (20)</li>\n",
       "<li>bassi (14)</li>\n",
       "<li>laura_bassi (12)</li>\n",
       "<li>medicine (11)</li>\n",
       "<li>degree (10)</li>\n",
       "<li>padua (10)</li>\n",
       "<li>3 (10)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 48</h3></td><td><ul><li>dee (115)</li>\n",
       "<li>john_dee (81)</li>\n",
       "<li>london (45)</li>\n",
       "<li>dee's (43)</li>\n",
       "<li>boyle (41)</li>\n",
       "<li>england (33)</li>\n",
       "<li>retrieved (33)</li>\n",
       "<li>robert_boyle (32)</li>\n",
       "<li>john (31)</li>\n",
       "<li>robert (29)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 49</h3></td><td><ul><li>ontology (24)</li>\n",
       "<li>social (22)</li>\n",
       "<li>new_realism (22)</li>\n",
       "<li>ferraris (19)</li>\n",
       "<li>philosophy (17)</li>\n",
       "<li>documentality (13)</li>\n",
       "<li>reality (13)</li>\n",
       "<li>such (11)</li>\n",
       "<li>world (11)</li>\n",
       "<li>turin (10)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 50</h3></td><td><ul><li>philosophy (108)</li>\n",
       "<li>japanese (76)</li>\n",
       "<li>university (48)</li>\n",
       "<li>tanabe (39)</li>\n",
       "<li>press (37)</li>\n",
       "<li>kyoto_school (29)</li>\n",
       "<li>works (29)</li>\n",
       "<li>japan (28)</li>\n",
       "<li>buddhism (27)</li>\n",
       "<li>no (25)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 51</h3></td><td><ul><li>hamka (33)</li>\n",
       "<li>islam (28)</li>\n",
       "<li>muhammadiyah (28)</li>\n",
       "<li>al (27)</li>\n",
       "<li>after (22)</li>\n",
       "<li>minangkabau (21)</li>\n",
       "<li>father (20)</li>\n",
       "<li>fi (20)</li>\n",
       "<li>java (16)</li>\n",
       "<li>ahmad (14)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 52</h3></td><td><ul><li>her (465)</li>\n",
       "<li>she (417)</li>\n",
       "<li>women (166)</li>\n",
       "<li>new_york (93)</li>\n",
       "<li>davis (92)</li>\n",
       "<li>university (89)</li>\n",
       "<li>black (89)</li>\n",
       "<li>first (78)</li>\n",
       "<li>murray (70)</li>\n",
       "<li>african (70)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 53</h3></td><td><ul><li>njegoš (176)</li>\n",
       "<li>serbian (120)</li>\n",
       "<li>serbia (110)</li>\n",
       "<li>massacre (90)</li>\n",
       "<li>p (87)</li>\n",
       "<li>montenegro (87)</li>\n",
       "<li>after (67)</li>\n",
       "<li>operation (63)</li>\n",
       "<li>karađorđe (63)</li>\n",
       "<li>their (63)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 54</h3></td><td><ul><li>silver (15)</li>\n",
       "<li>jack (9)</li>\n",
       "<li>mathematics (9)</li>\n",
       "<li>cardinals (6)</li>\n",
       "<li>university (6)</li>\n",
       "<li>jeremy (6)</li>\n",
       "<li>american (6)</li>\n",
       "<li>berkeley (6)</li>\n",
       "<li>avigad (5)</li>\n",
       "<li>death (4)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 55</h3></td><td><ul><li>cleopatra (22)</li>\n",
       "<li>alchemy (22)</li>\n",
       "<li>mary (17)</li>\n",
       "<li>she (15)</li>\n",
       "<li>her (14)</li>\n",
       "<li>century (13)</li>\n",
       "<li>also (11)</li>\n",
       "<li>used (10)</li>\n",
       "<li>alchemical (10)</li>\n",
       "<li>alchemist (9)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 56</h3></td><td><ul><li>alexander (335)</li>\n",
       "<li>alexander_great (107)</li>\n",
       "<li>ii (94)</li>\n",
       "<li>alexander's (88)</li>\n",
       "<li>greek (81)</li>\n",
       "<li>p (77)</li>\n",
       "<li>iii (71)</li>\n",
       "<li>philip (63)</li>\n",
       "<li>bc (52)</li>\n",
       "<li>death (50)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 57</h3></td><td><ul><li>byron (220)</li>\n",
       "<li>ossian (91)</li>\n",
       "<li>byron's (81)</li>\n",
       "<li>lord_byron (72)</li>\n",
       "<li>her (47)</li>\n",
       "<li>poems (45)</li>\n",
       "<li>first (42)</li>\n",
       "<li>works (40)</li>\n",
       "<li>also (36)</li>\n",
       "<li>john (35)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 58</h3></td><td><ul><li>pye (38)</li>\n",
       "<li>almond (26)</li>\n",
       "<li>political (24)</li>\n",
       "<li>university (20)</li>\n",
       "<li>political_science (20)</li>\n",
       "<li>american (12)</li>\n",
       "<li>politics (11)</li>\n",
       "<li>culture (10)</li>\n",
       "<li>china (10)</li>\n",
       "<li>world (10)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 59</h3></td><td><ul><li>ibn (23)</li>\n",
       "<li>pg (17)</li>\n",
       "<li>muhammad (16)</li>\n",
       "<li>ibn_sayyid (13)</li>\n",
       "<li>biography (12)</li>\n",
       "<li>hisham (10)</li>\n",
       "<li>islamic (9)</li>\n",
       "<li>islam (9)</li>\n",
       "<li>history (8)</li>\n",
       "<li>arabic (7)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 60</h3></td><td><ul><li>ibn (30)</li>\n",
       "<li>shaykh (27)</li>\n",
       "<li>islam (20)</li>\n",
       "<li>sidi (19)</li>\n",
       "<li>mosque (15)</li>\n",
       "<li>islamic (14)</li>\n",
       "<li>madinah_press (14)</li>\n",
       "<li>muhammad (13)</li>\n",
       "<li>part (11)</li>\n",
       "<li>commentary (11)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 61</h3></td><td><ul><li>ibn (249)</li>\n",
       "<li>ali (74)</li>\n",
       "<li>muhammad (58)</li>\n",
       "<li>ibn_abbas (50)</li>\n",
       "<li>you (47)</li>\n",
       "<li>abu (47)</li>\n",
       "<li>husayn (32)</li>\n",
       "<li>hadith (31)</li>\n",
       "<li>most (30)</li>\n",
       "<li>imam (30)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 62</h3></td><td><ul><li>ferguson (27)</li>\n",
       "<li>adam_ferguson (26)</li>\n",
       "<li>history (21)</li>\n",
       "<li>political (15)</li>\n",
       "<li>philosophy (14)</li>\n",
       "<li>cleghorn (14)</li>\n",
       "<li>university (13)</li>\n",
       "<li>civil_society (11)</li>\n",
       "<li>adam (11)</li>\n",
       "<li>social (10)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 63</h3></td><td><ul><li>languages (64)</li>\n",
       "<li>ruhlen (47)</li>\n",
       "<li>language (37)</li>\n",
       "<li>ruhlen_merritt (24)</li>\n",
       "<li>linguistics (24)</li>\n",
       "<li>linguistic (23)</li>\n",
       "<li>university (22)</li>\n",
       "<li>1994 (21)</li>\n",
       "<li>starostin (21)</li>\n",
       "<li>retrieved (16)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 64</h3></td><td><ul><li>law (19)</li>\n",
       "<li>legal (16)</li>\n",
       "<li>university (11)</li>\n",
       "<li>philosophy (9)</li>\n",
       "<li>theory (9)</li>\n",
       "<li>alexy (9)</li>\n",
       "<li>mattias_kumm (6)</li>\n",
       "<li>school (5)</li>\n",
       "<li>germany (5)</li>\n",
       "<li>professor (5)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 65</h3></td><td><ul><li>university (21)</li>\n",
       "<li>technology (15)</li>\n",
       "<li>e (12)</li>\n",
       "<li>wyatt_sally (11)</li>\n",
       "<li>maastricht (10)</li>\n",
       "<li>social (9)</li>\n",
       "<li>studies (9)</li>\n",
       "<li>netherlands (9)</li>\n",
       "<li>bijker (9)</li>\n",
       "<li>society (9)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 66</h3></td><td><ul><li>foucauld (27)</li>\n",
       "<li>charles_de (26)</li>\n",
       "<li>french (12)</li>\n",
       "<li>jesus (9)</li>\n",
       "<li>de (9)</li>\n",
       "<li>france (8)</li>\n",
       "<li>de_foucauld (8)</li>\n",
       "<li>life (8)</li>\n",
       "<li>tuareg (8)</li>\n",
       "<li>language (7)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 67</h3></td><td><ul><li>education (21)</li>\n",
       "<li>university (15)</li>\n",
       "<li>police (13)</li>\n",
       "<li>2014 (10)</li>\n",
       "<li>mahmoud_mehrmohammadi (9)</li>\n",
       "<li>schwab (9)</li>\n",
       "<li>june (9)</li>\n",
       "<li>award (8)</li>\n",
       "<li>retrieved_august (8)</li>\n",
       "<li>1987 (8)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 68</h3></td><td><ul><li>bateson (110)</li>\n",
       "<li>erickson (106)</li>\n",
       "<li>you (84)</li>\n",
       "<li>psychology (81)</li>\n",
       "<li>miller (79)</li>\n",
       "<li>communication (79)</li>\n",
       "<li>& (72)</li>\n",
       "<li>their (65)</li>\n",
       "<li>her (64)</li>\n",
       "<li>she (61)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 69</h3></td><td><ul><li>savigny (39)</li>\n",
       "<li>law (32)</li>\n",
       "<li>german (19)</li>\n",
       "<li>von (18)</li>\n",
       "<li>legal (17)</li>\n",
       "<li>university (15)</li>\n",
       "<li>article (13)</li>\n",
       "<li>jurisprudence (13)</li>\n",
       "<li>friedrich (12)</li>\n",
       "<li>roman_law (11)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 70</h3></td><td><ul><li>croatian (16)</li>\n",
       "<li>zagreb (13)</li>\n",
       "<li>linguistics (10)</li>\n",
       "<li>university (9)</li>\n",
       "<li>philology (9)</li>\n",
       "<li>serbo-croatian (8)</li>\n",
       "<li>studies (8)</li>\n",
       "<li>german (8)</li>\n",
       "<li>member (7)</li>\n",
       "<li>indian (6)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 71</h3></td><td><ul><li>art (38)</li>\n",
       "<li>belgrade (18)</li>\n",
       "<li>novi_sad (15)</li>\n",
       "<li>beograd (14)</li>\n",
       "<li>srp (13)</li>\n",
       "<li>umetnosti (11)</li>\n",
       "<li>theory (11)</li>\n",
       "<li>ljubljana (10)</li>\n",
       "<li>o (9)</li>\n",
       "<li>philosophy (8)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 72</h3></td><td><ul><li>grand_ayatollah (65)</li>\n",
       "<li>iraq (35)</li>\n",
       "<li>al-hakim (33)</li>\n",
       "<li>pp (30)</li>\n",
       "<li>najaf (30)</li>\n",
       "<li>tahir_abbas (29)</li>\n",
       "<li>hojatol_islam (29)</li>\n",
       "<li>qomi_mard-e-ilm (28)</li>\n",
       "<li>medan-e-amal_mein (28)</li>\n",
       "<li>muhammad_hussain (27)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 73</h3></td><td><ul><li>de (66)</li>\n",
       "<li>sarpi (61)</li>\n",
       "<li>vanini (58)</li>\n",
       "<li>cardano (51)</li>\n",
       "<li>life (49)</li>\n",
       "<li>paolo_sarpi (40)</li>\n",
       "<li>history (38)</li>\n",
       "<li>works (36)</li>\n",
       "<li>work (33)</li>\n",
       "<li>venice (33)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 74</h3></td><td><ul><li>brel (85)</li>\n",
       "<li>jacques_brel (82)</li>\n",
       "<li>raël (65)</li>\n",
       "<li>paris (52)</li>\n",
       "<li>de (48)</li>\n",
       "<li>le (46)</li>\n",
       "<li>french (41)</li>\n",
       "<li>les (39)</li>\n",
       "<li>recorded (37)</li>\n",
       "<li>retrieved (35)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 75</h3></td><td><ul><li>islamic (44)</li>\n",
       "<li>ibn (34)</li>\n",
       "<li>islam (34)</li>\n",
       "<li>philosophy (29)</li>\n",
       "<li>university (24)</li>\n",
       "<li>muhammad_hamidullah (20)</li>\n",
       "<li>muslim (18)</li>\n",
       "<li>muhammad (18)</li>\n",
       "<li>islamic_philosophy (17)</li>\n",
       "<li>scholar (13)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 76</h3></td><td><ul><li>ahmad (93)</li>\n",
       "<li>mirza_ghulam (63)</li>\n",
       "<li>islam (55)</li>\n",
       "<li>ahmadiyya (39)</li>\n",
       "<li>ghulam_ahmad (27)</li>\n",
       "<li>jesus (27)</li>\n",
       "<li>death (25)</li>\n",
       "<li>ali (25)</li>\n",
       "<li>quran (24)</li>\n",
       "<li>qadian (24)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 77</h3></td><td><ul><li>buchanan (52)</li>\n",
       "<li>/ (30)</li>\n",
       "<li>university (29)</li>\n",
       "<li>economics (25)</li>\n",
       "<li>james_m (21)</li>\n",
       "<li>philosophy (19)</li>\n",
       "<li>economic (17)</li>\n",
       "<li>robert (14)</li>\n",
       "<li>liberty (13)</li>\n",
       "<li>luetge (13)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 78</h3></td><td><ul><li>solzhenitsyn (163)</li>\n",
       "<li>russian (84)</li>\n",
       "<li>levi (81)</li>\n",
       "<li>zola (68)</li>\n",
       "<li>french (60)</li>\n",
       "<li>after (55)</li>\n",
       "<li>life (54)</li>\n",
       "<li>russia (53)</li>\n",
       "<li>published (52)</li>\n",
       "<li>soviet (52)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 79</h3></td><td><ul><li>dembski (151)</li>\n",
       "<li>intelligent_design (85)</li>\n",
       "<li>retrieved_january (74)</li>\n",
       "<li>10_2014 (74)</li>\n",
       "<li>william (46)</li>\n",
       "<li>marks_ii (45)</li>\n",
       "<li>science (44)</li>\n",
       "<li>marks (43)</li>\n",
       "<li>oclc (35)</li>\n",
       "<li>dembski_william (35)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 80</h3></td><td><ul><li>miura (12)</li>\n",
       "<li>baien (8)</li>\n",
       "<li>japan (6)</li>\n",
       "<li>japanese (6)</li>\n",
       "<li>aki (5)</li>\n",
       "<li>lit (5)</li>\n",
       "<li>key (4)</li>\n",
       "<li>ideas (4)</li>\n",
       "<li>1789 (3)</li>\n",
       "<li>name (3)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 81</h3></td><td><ul><li>people (46)</li>\n",
       "<li>poetry (35)</li>\n",
       "<li>arabic (30)</li>\n",
       "<li>iraq (29)</li>\n",
       "<li>al-mutanabbi (27)</li>\n",
       "<li>saleh (27)</li>\n",
       "<li>al-bayati (27)</li>\n",
       "<li>their (24)</li>\n",
       "<li>ibn (22)</li>\n",
       "<li>name (21)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 82</h3></td><td><ul><li>pakistan (45)</li>\n",
       "<li>naeemi (30)</li>\n",
       "<li>taliban (26)</li>\n",
       "<li>hazarvi (25)</li>\n",
       "<li>islam (21)</li>\n",
       "<li>muslim (19)</li>\n",
       "<li>islamic (18)</li>\n",
       "<li>also (18)</li>\n",
       "<li>muhammad (15)</li>\n",
       "<li>death (15)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 83</h3></td><td><ul><li>international (31)</li>\n",
       "<li>she (26)</li>\n",
       "<li>law (24)</li>\n",
       "<li>retrieved_2014-04-14 (23)</li>\n",
       "<li>european (22)</li>\n",
       "<li>- (22)</li>\n",
       "<li>politics (19)</li>\n",
       "<li>alter (18)</li>\n",
       "<li>american (15)</li>\n",
       "<li>katzenstein (14)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 84</h3></td><td><ul><li>faraday (141)</li>\n",
       "<li>michael_faraday (63)</li>\n",
       "<li>faraday's (41)</li>\n",
       "<li>science (38)</li>\n",
       "<li>london (30)</li>\n",
       "<li>michael (27)</li>\n",
       "<li>gooding_david (27)</li>\n",
       "<li>royal_institution (25)</li>\n",
       "<li>life (24)</li>\n",
       "<li>john (23)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 85</h3></td><td><ul><li>cameron (345)</li>\n",
       "<li>david_cameron (135)</li>\n",
       "<li>conservative (88)</li>\n",
       "<li>retrieved (88)</li>\n",
       "<li>2010 (80)</li>\n",
       "<li>london (73)</li>\n",
       "<li>prime_minister (67)</li>\n",
       "<li>2015 (66)</li>\n",
       "<li>party (63)</li>\n",
       "<li>bbc_news (63)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 86</h3></td><td><ul><li>deedat (46)</li>\n",
       "<li>islamic (35)</li>\n",
       "<li>islam (32)</li>\n",
       "<li>ahmed_deedat (28)</li>\n",
       "<li>muslim (25)</li>\n",
       "<li>debates (22)</li>\n",
       "<li>christian (17)</li>\n",
       "<li>debate (17)</li>\n",
       "<li>university (16)</li>\n",
       "<li>deedat's (16)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 87</h3></td><td><ul><li>jewish (22)</li>\n",
       "<li>israel (16)</li>\n",
       "<li>hartman (16)</li>\n",
       "<li>judaism (15)</li>\n",
       "<li>university (13)</li>\n",
       "<li>rabbi (12)</li>\n",
       "<li>jerusalem (11)</li>\n",
       "<li>institute (10)</li>\n",
       "<li>leon_charney (10)</li>\n",
       "<li>retrieved (10)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 88</h3></td><td><ul><li>american (96)</li>\n",
       "<li>history (81)</li>\n",
       "<li>turner (75)</li>\n",
       "<li>frederick_jackson (46)</li>\n",
       "<li>pp (38)</li>\n",
       "<li>jstor (33)</li>\n",
       "<li>frontier (28)</li>\n",
       "<li>no (27)</li>\n",
       "<li>new (26)</li>\n",
       "<li>curti (26)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 89</h3></td><td><ul><li>siegel (16)</li>\n",
       "<li>university (14)</li>\n",
       "<li>philosophy (14)</li>\n",
       "<li>she (12)</li>\n",
       "<li>contents (11)</li>\n",
       "<li>professor (9)</li>\n",
       "<li>her (8)</li>\n",
       "<li>content (7)</li>\n",
       "<li>susanna (7)</li>\n",
       "<li>visual_experience (6)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 90</h3></td><td><ul><li>rosicrucian (42)</li>\n",
       "<li>order (27)</li>\n",
       "<li>ed (25)</li>\n",
       "<li>e (25)</li>\n",
       "<li>tommaso_palamidessi (24)</li>\n",
       "<li>p (23)</li>\n",
       "<li>et (21)</li>\n",
       "<li>christian (21)</li>\n",
       "<li>rose-croix (19)</li>\n",
       "<li>rosicrucianism (19)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 91</h3></td><td><ul><li>memory (31)</li>\n",
       "<li>2 (20)</li>\n",
       "<li>career (16)</li>\n",
       "<li>serie (16)</li>\n",
       "<li>giordano (15)</li>\n",
       "<li>book (14)</li>\n",
       "<li>club (12)</li>\n",
       "<li>mind (12)</li>\n",
       "<li>buzan (11)</li>\n",
       "<li>retrieved (11)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 92</h3></td><td><ul><li>education (34)</li>\n",
       "<li>obara (23)</li>\n",
       "<li>philosophy (22)</li>\n",
       "<li>school (19)</li>\n",
       "<li>university (11)</li>\n",
       "<li>japanese (10)</li>\n",
       "<li>japan (10)</li>\n",
       "<li>tomonaga (10)</li>\n",
       "<li>life (9)</li>\n",
       "<li>early (9)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 93</h3></td><td><ul><li>swedish (39)</li>\n",
       "<li>liberal (37)</li>\n",
       "<li>kalm (28)</li>\n",
       "<li>stockholm (25)</li>\n",
       "<li>freedom (25)</li>\n",
       "<li>anders_chydenius (24)</li>\n",
       "<li>sweden (24)</li>\n",
       "<li>party (24)</li>\n",
       "<li>also (19)</li>\n",
       "<li>norberg_johan (18)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 94</h3></td><td><ul><li>shields (27)</li>\n",
       "<li>toronto (26)</li>\n",
       "<li>elmore_harris (22)</li>\n",
       "<li>mc_master (15)</li>\n",
       "<li>harris (15)</li>\n",
       "<li>university (13)</li>\n",
       "<li>church (13)</li>\n",
       "<li>baptist (13)</li>\n",
       "<li>ontario (12)</li>\n",
       "<li>canada (11)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 95</h3></td><td><ul><li>argumentation (22)</li>\n",
       "<li>philosophy (17)</li>\n",
       "<li>theory (14)</li>\n",
       "<li>paul_lorenzen (13)</li>\n",
       "<li>lorenzen (10)</li>\n",
       "<li>argument (10)</li>\n",
       "<li>wohlrapp (10)</li>\n",
       "<li>university (9)</li>\n",
       "<li>p (8)</li>\n",
       "<li>new (8)</li></ul></td></tr><tr><td style=\"width: 100px; text-align: center; \"><h3>group 96</h3></td><td><ul><li>philosophy (20)</li>\n",
       "<li>university (16)</li>\n",
       "<li>oxford (13)</li>\n",
       "<li>croatian (12)</li>\n",
       "<li>published (12)</li>\n",
       "<li>ancient_philosophy (11)</li>\n",
       "<li>zagreb (9)</li>\n",
       "<li>gregorić (9)</li>\n",
       "<li>pp (9)</li>\n",
       "<li>department (9)</li></ul></td></tr></table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def print_groups(communities):\n",
    "    html = \"<table>\"\n",
    "\n",
    "    for c, words in communities:\n",
    "        html += \"<tr><td style=\\\"width: 100px; text-align: center; \\\"><h3>group %s</h3></td><td><ul>\" % (c)\n",
    "        html += \"\\n\".join([ \"<li>%s (%s)</li>\" % (word, score) for word, score in words ])\n",
    "        html += \"</ul></td></tr>\"\n",
    "    \n",
    "    html += \"</table>\"\n",
    "\n",
    "    display(HTML(html))\n",
    "\n",
    "print_groups(map(lambda k: (k, bags[str(k)][0:10]), sorted([ int(k) for k in communities.keys()])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import json\n",
    "\n",
    "for c in communities.keys():\n",
    "  json.dump(bags[c], codecs.open(\"datasets/bagofwords/community.%s.json\" % c, \"w\", \"utf-8\"), sort_keys=True, indent=4, separators=(',', ': '))"
   ]
  }
 ],
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