1 Big data essentials/Homeworks/Week 6/3 TF-IDF.ipynb

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   "source": [
    "## Assignment 2: TF-IDF\n",
    "In this task Hadoop Streaming is used to process Wikipedia articles dump.\n",
    "\n",
    "Dataset location: /data/wiki/en_articles_part\n",
    "\n",
    "Stop words list is in ‘/datasets/stop_words_en.txt’ file.\n",
    "\n",
    "Format: article_id <tab> article_text\n",
    "\n",
    "To parse the articles don’t forget about Unicode (even though this is an English Wikipedia dump, there are many characters from other languages), remove punctuation marks and transform words to lowercase to get the correct quantities. To cope with Unicode we recommend to use the following tokenizer:\n",
    "\n",
    "```python\n",
    "#!/usr/bin/env python\n",
    "\n",
    "import sys\n",
    "import re\n",
    "\n",
    "reload(sys)\n",
    "sys.setdefaultencoding('utf-8')\n",
    "\n",
    "for line in sys.stdin:\n",
    "    try:\n",
    "        article_id, text = unicode(line.strip()).split('\\t', 1)\n",
    "    except ValueError as e:\n",
    "        continue\n",
    "    text = re.sub(\"^\\W+|\\W+$\", \"\", text, flags=re.UNICODE)\n",
    "    words = re.split(\"\\W*\\s+\\W*\", text, flags=re.UNICODE)\n",
    "    ...\n",
    "```\n",
    "Calculate tf*idf for each pair (word, article) from the Wikipedia dump. Apply the stop words filter to speed up calculations. Term frequency (tf) is a function depending on a term (word) and a document (article):\n",
    "\n",
    "tf(term, doc_id) = Nt/N,\n",
    "\n",
    "where Nt - quantity of particular term in the document, N - the total number of terms in the document (without stop words)\n",
    "\n",
    "Inverse document frequency (idf) is a function depends on a term:\n",
    "\n",
    "idf(term) = 1/log(1 + Dt),\n",
    "\n",
    "where Dt - number of documents in the dataset with the particular term.\n",
    "\n",
    "You can find more information here: https://en.wikipedia.xn--org/wiki/Tfidf-q82h but use just the formulas mentioned above.\n",
    "\n",
    "Output: tf*idf for term=’labor’ and article_id=12\n",
    "\n",
    "*Hint: all Wikipedia article_ids are greater than 0. So you can use a dummy article_id=0 to calculate the number of documents with each term.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overwriting mapper.py\n"
     ]
    }
   ],
   "source": [
    "%%writefile mapper.py\n",
    "from __future__ import division\n",
    "import sys\n",
    "import re\n",
    "from collections import Counter\n",
    "\n",
    "reload(sys)\n",
    "sys.setdefaultencoding('utf-8') # required to convert to unicode\n",
    "\n",
    "with open('stop_words_en.txt') as f:\n",
    "    stop_words = set(f.read().split())\n",
    "\n",
    "for line in sys.stdin:\n",
    "    try:\n",
    "        article_id, text = unicode(line.strip()).split('\\t', 1)\n",
    "        article_id = int(article_id)\n",
    "    except ValueError as e:\n",
    "        continue\n",
    "    words = re.split(\"\\W*\\s+\\W*\", text, flags=re.UNICODE)\n",
    "    words = [x.lower() for x in words if x.lower() not in stop_words]\n",
    "    words_set = set(words)\n",
    "    \n",
    "    num_of_words_in_doc = len(words)\n",
    "    counts = Counter(words)\n",
    "    \n",
    "    for word in words_set:\n",
    "        num_of_word_in_doc = counts[word]\n",
    "        tf = num_of_word_in_doc / num_of_words_in_doc\n",
    "        print \"%s\\t%d\\t%f\" % (word, article_id, tf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Writing reducer.py\n"
     ]
    }
   ],
   "source": [
    "%%writefile reducer.py\n",
    "from __future__ import division\n",
    "import sys\n",
    "from math import log\n",
    "\n",
    "current_word = None\n",
    "articles_dict = dict()\n",
    "\n",
    "for line in sys.stdin:\n",
    "    try:\n",
    "        word, article_id, tf = line.strip().split('\\t')\n",
    "        article_id = int(article_id)\n",
    "        tf = float(tf)\n",
    "    except ValueError as e:\n",
    "        continue\n",
    "    \n",
    "    if current_word != word:\n",
    "        if current_word:\n",
    "            idf = 1 / log(1 + len(articles_dict))\n",
    "            for key_article_id, tf in articles_dict.iteritems():\n",
    "                tfidf = tf * idf\n",
    "                print \"%s\\t%d\\t%f\" % (current_word, key_article_id, tfidf)\n",
    "        articles_dict = dict()\n",
    "        current_word = word\n",
    "    articles_dict[article_id] = tf\n",
    "\n",
    "if current_word:\n",
    "    print \"%s\\t%d\\t%f\" % (current_word, article_id, tfidf)"
   ]
  },
  {
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   "execution_count": 5,
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      "agrarian\t12\t0.000237\n",
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      "alcohol\t25\t0.000237\n",
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      "alternative\t12\t0.000149\n",
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      "andrews\t12\t0.000237\n",
      "anecdotal\t25\t0.000237\n",
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      "anti-capitalist\t12\t0.000237\n",
      "anti-christian\t12\t0.000237\n",
      "anti-clearical\t12\t0.000237\n",
      "anti-clerical\t12\t0.000237\n",
      "anticonvulsants\t25\t0.000237\n",
      "antidepressants\t25\t0.000237\n",
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      "anti-nuclear\t12\t0.000237\n",
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      "antipsychotics\t25\t0.000237\n",
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      "attention\t25\t0.001982\n",
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      "autism-specific\t25\t0.000237\n",
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      "carrara\t12\t0.000237\n",
      "carried\t12\t0.000237\n",
      "carry\t25\t0.000237\n",
      "cars\t25\t0.000237\n",
      "carter\t12\t0.000237\n",
      "casa\t12\t0.000237\n",
      "casali\t12\t0.000237\n",
      "cascade\t25\t0.000237\n",
      "case\t25\t0.000237\n",
      "casein-free\t25\t0.000237\n",
      "cases\t25\t0.000237\n",
      "cast\t25\t0.000237\n",
      "catalan\t12\t0.000237\n",
      "catalonia\t12\t0.000237\n",
      "categories\t25\t0.000441\n",
      "categories\t12\t0.000149\n",
      "categorizes\t25\t0.000237\n",
      "category\t25\t0.000237\n",
      "catholic\t12\t0.000237\n",
      "cathy\t12\t0.000237\n",
      "caught\t25\t0.000237\n",
      "causal\t25\t0.000237\n",
      "cause\t25\t0.002201\n",
      "cause\t12\t0.000149\n",
      "caused\t25\t0.000237\n",
      "causes\t25\t0.000237\n",
      "causing\t25\t0.000220\n",
      "causing\t12\t0.000149\n",
      "cdc\t25\t0.000237\n",
      "ce\t12\t0.000237\n",
      "celebration\t12\t0.000237\n",
      "celebrities\t12\t0.000237\n",
      "cell\t25\t0.000237\n",
      "cell-adhesion\t25\t0.000237\n",
      "cells\t25\t0.000237\n",
      "cellular\t25\t0.000237\n",
      "center\t12\t0.000237\n",
      "centers\t25\t0.000237\n",
      "central\t25\t0.000441\n",
      "central\t12\t0.000149\n",
      "centralisation\t12\t0.000237\n",
      "centralist\t12\t0.000237\n",
      "centrality\t12\t0.000237\n",
      "centre\t12\t0.000237\n",
      "centuries\t12\t0.000237\n",
      "century\t12\t0.000237\n",
      "certain\t25\t0.000220\n",
      "certain\t12\t0.000149\n",
      "cgt\t12\t0.000237\n",
      "challenge\t25\t0.000237\n",
      "change\t25\t0.000441\n",
      "change\t12\t0.000149\n",
      "changed\t12\t0.000237\n",
      "changes\t25\t0.000237\n",
      "changing\t25\t0.000237\n",
      "characterised\t12\t0.000237\n",
      "characteristic\t25\t0.000237\n",
      "characteristics\t25\t0.000220\n",
      "characteristics\t12\t0.000149\n",
      "characteristicsautism\t25\t0.000237\n",
      "characterized\t25\t0.000237\n",
      "characters\t12\t0.000237\n",
      "charged\t12\t0.000237\n",
      "charges\t12\t0.000237\n",
      "charles\t12\t0.000237\n",
      "charters\t12\t0.000237\n",
      "chasm\t12\t0.000237\n",
      "chat\t25\t0.000237\n",
      "checklist\t25\t0.000237\n",
      "chelation\t25\t0.000237\n",
      "chernyi\t12\t0.000237\n",
      "chicago\t12\t0.000237\n",
      "chicago's\t12\t0.000237\n",
      "chicken\t12\t0.000237\n",
      "child\t25\t0.000237\n",
      "childhood\t25\t0.000237\n",
      "child-led\t12\t0.000237\n",
      "children\t25\t0.014308\n",
      "children\t12\t0.000149\n",
      "children's\t25\t0.000237\n",
      "child's\t25\t0.000661\n",
      "child's\t12\t0.000149\n",
      "chile\t12\t0.000237\n",
      "china\t12\t0.000237\n",
      "choice\t12\t0.000237\n",
      "christ\t12\t0.000237\n",
      "christiaan\t12\t0.000237\n",
      "christian\t12\t0.000237\n",
      "christiania\t12\t0.000237\n",
      "christianity\t12\t0.000237\n",
      "chromosome\t25\t0.000237\n",
      "chromosomes\t25\t0.000237\n",
      "chronological\t12\t0.000237\n",
      "church\t12\t0.000237\n",
      "cingulate\t25\t0.000237\n",
      "circuit\t25\t0.000237\n",
      "circuits\t25\t0.000237\n",
      "cite\t12\t0.000237\n",
      "cited\t12\t0.000237\n",
      "citing\t12\t0.000237\n",
      "citium\t12\t0.000237\n",
      "citizens\t12\t0.000237\n",
      "city\t12\t0.000237\n",
      "city's\t12\t0.000237\n",
      "civil\t12\t0.000237\n",
      "civilization\t12\t0.000237\n",
      "claim\t25\t0.000237\n",
      "claimed\t25\t0.000220\n",
      "claimed\t12\t0.000149\n",
      "claiming\t12\t0.000237\n",
      "claims\t25\t0.000237\n",
      "class\t12\t0.000237\n",
      "classe\t12\t0.000237\n",
      "classes\t25\t0.000237\n",
      "classic\t25\t0.000220\n",
      "classic\t12\t0.000149\n",
      "classical\t12\t0.000237\n",
      "classification\t25\t0.000237\n",
      "classificationautism\t25\t0.000237\n",
      "classifications\t12\t0.000237\n",
      "classify\t25\t0.000237\n",
      "clear\t25\t0.000441\n",
      "clear\t12\t0.000149\n",
      "clearly\t12\t0.000237\n",
      "cleyre\t12\t0.000237\n",
      "clifford\t12\t0.000237\n",
      "climate\t12\t0.000237\n",
      "climaxed\t12\t0.000237\n",
      "clinical\t25\t0.000237\n",
      "close\t25\t0.000441\n",
      "close\t12\t0.000149\n",
      "closely\t25\t0.000237\n",
      "closeness\t25\t0.000237\n",
      "closer\t12\t0.000237\n",
      "closest\t25\t0.000237\n",
      "cnrs\t12\t0.000237\n",
      "cnt\t12\t0.000237\n",
      "c.n.t\t12\t0.000237\n",
      "cnt-ait\t12\t0.000237\n",
      "co-editor\t12\t0.000237\n",
      "coercion\t12\t0.000237\n",
      "coercive\t12\t0.000237\n",
      "coeurderoy\t12\t0.000237\n",
      "coexisting\t25\t0.000237\n",
      "cognition\t25\t0.000237\n",
      "cognitive\t25\t0.000237\n",
      "cognitively\t25\t0.000237\n",
      "coherence\t25\t0.000237\n",
      "cohesive\t12\t0.000237\n",
      "coined\t25\t0.000237\n",
      "cold\t12\t0.000237\n",
      "colin\t12\t0.000237\n",
      "collaborated\t12\t0.000237\n",
      "collection\t12\t0.000237\n",
      "collective\t12\t0.000237\n",
      "collectives\t12\t0.000237\n",
      "collectivise\t12\t0.000237\n",
      "collectivised\t12\t0.000237\n",
      "collectivism\t12\t0.000237\n",
      "collectivist\t12\t0.000237\n",
      "collectivists\t12\t0.000237\n",
      "collectivization\t12\t0.000237\n",
      "colonies\t12\t0.000237\n",
      "combination\t25\t0.000237\n",
      "combinations\t25\t0.000237\n",
      "combine\t12\t0.000237\n",
      "combined\t25\t0.000220\n",
      "combined\t12\t0.000149\n",
      "combines\t12\t0.000237\n",
      "combining\t25\t0.000220\n",
      "combining\t12\t0.000149\n",
      "comfort\t12\t0.000237\n",
      "comment\t25\t0.000237\n",
      "commercial\t25\t0.000237\n",
      "committed\t25\t0.000220\n",
      "committed\t12\t0.000149\n",
      "committee\t12\t0.000237\n",
      "committees\t12\t0.000237\n",
      "committing\t12\t0.000237\n",
      "common\t25\t0.003302\n",
      "common\t12\t0.000149\n",
      "commonly\t25\t0.000880\n",
      "commonly\t12\t0.000149\n",
      "communal\t12\t0.000237\n",
      "communards\t12\t0.000237\n",
      "commune\t12\t0.000237\n",
      "communes\t12\t0.000237\n",
      "communicate\t25\t0.000237\n",
      "communicated\t25\t0.000237\n",
      "communication\t25\t0.000237\n",
      "communicationabout\t25\t0.000237\n",
      "communism\t12\t0.000237\n",
      "communist\t12\t0.000237\n",
      "communists\t12\t0.000237\n",
      "communities\t25\t0.000220\n",
      "communities\t12\t0.000149\n",
      "community\t25\t0.000237\n",
      "comorbid\t25\t0.000237\n",
      "companion\t12\t0.000237\n",
      "compared\t25\t0.000237\n",
      "comparison\t25\t0.000237\n",
      "compatibility\t12\t0.000237\n",
      "compatible\t12\t0.000237\n",
      "compensation\t12\t0.000237\n",
      "compiled\t25\t0.000237\n",
      "complete\t12\t0.000237\n",
      "completed\t25\t0.000237\n",
      "completely\t25\t0.000237\n",
      "complex\t25\t0.001100\n",
      "complex\t12\t0.000149\n",
      "complexity\t25\t0.000237\n",
      "component\t12\t0.000237\n",
      "composizione\t12\t0.000237\n",
      "comprehends\t25\t0.000237\n",
      "comprehension\t25\t0.000237\n",
      "compris\t12\t0.000237\n",
      "compromise\t12\t0.000237\n",
      "compulsion\t12\t0.000237\n",
      "compulsive\t25\t0.000237\n",
      "compulsory\t12\t0.000237\n",
      "comstockery\"—censorship\t12\t0.000237\n",
      "conceived\t12\t0.000237\n",
      "concentrated\t12\t0.000237\n",
      "concentration\t12\t0.000237\n",
      "concept\t12\t0.000237\n",
      "conception\t25\t0.000237\n",
      "conceptions\t12\t0.000237\n",
      "concepts\t12\t0.000237\n",
      "conceptual\t12\t0.000237\n",
      "concern\t25\t0.000441\n",
      "concern\t12\t0.000149\n",
      "concerned\t12\t0.000237\n",
      "concerning\t12\t0.000237\n",
      "concerns\t12\t0.000237\n",
      "concise\t12\t0.000237\n",
      "concluded\t12\t0.000237\n",
      "conclusion\t12\t0.000237\n",
      "conclusions\t25\t0.000237\n",
      "concur\t12\t0.000237\n",
      "concurrent\t25\t0.000237\n",
      "condition\t25\t0.000220\n",
      "condition\t12\t0.000149\n",
      "conditioned\t12\t0.000237\n",
      "conditions\t25\t0.001761\n",
      "conditions\t12\t0.000149\n",
      "conducive\t12\t0.000237\n",
      "conduct\t12\t0.000237\n",
      "conducted\t25\t0.000237\n",
      "confederación\t12\t0.000237\n",
      "confederation\t12\t0.000237\n",
      "conference\t12\t0.000237\n",
      "confines\t12\t0.000237\n",
      "confirmed\t25\t0.000237\n",
      "conflict\t25\t0.000220\n",
      "conflict\t12\t0.000149\n",
      "conflict.in\t12\t0.000237\n",
      "conflicting\t25\t0.000237\n",
      "conflicts\t12\t0.000237\n",
      "confluirá\t12\t0.000237\n",
      "confrontations\t12\t0.000237\n",
      "confused\t25\t0.000237\n",
      "congenital\t25\t0.000237\n",
      "congress\t12\t0.000237\n",
      "congresses\t12\t0.000237\n",
      "connect\t25\t0.000237\n",
      "connections\t25\t0.000237\n",
      "connectivity\t25\t0.000237\n",
      "connotation\t12\t0.000237\n",
      "conquered\t12\t0.000237\n",
      "conquest\t12\t0.000237\n",
      "conscience\t12\t0.000237\n",
      "conscience.\"mini-manual\t12\t0.000237\n",
      "conscious\t12\t0.000237\n",
      "consensus\t25\t0.000237\n",
      "consenting\t12\t0.000237\n",
      "consequences\t12\t0.000237\n",
      "consequently\t12\t0.000237\n",
      "conservateur\t12\t0.000237\n",
      "conservative\t12\t0.000237\n",
      "consider\t25\t0.000220\n",
      "consider\t12\t0.000149\n",
      "considerable\t25\t0.000441\n",
      "considerable\t12\t0.000149\n",
      "considered\t25\t0.000441\n",
      "considered\t12\t0.000149\n",
      "considering\t25\t0.000237\n",
      "consistent\t25\t0.000220\n",
      "consistent\t12\t0.000149\n",
      "consistently\t25\t0.000237\n",
      "consists\t12\t0.000237\n",
      "consonants\t25\t0.000237\n",
      "constituted\t12\t0.000237\n",
      "constructors\t12\t0.000237\n",
      "consumer\t12\t0.000237\n",
      "consumption\t12\t0.000237\n",
      "contact\t25\t0.000237\n",
      "containing\t12\t0.000237\n",
      "contains\t25\t0.000237\n",
      "contemporaneously\t12\t0.000237\n",
      "contemporary\t12\t0.000237\n",
      "context\t12\t0.000237\n",
      "contexts\t25\t0.000237\n",
      "continually\t12\t0.000237\n",
      "continue\t25\t0.000237\n",
      "continued\t12\t0.000237\n",
      "continues\t12\t0.000237\n",
      "continuing\t25\t0.000237\n",
      "continuous\t25\t0.000237\n",
      "continuum\t25\t0.000237\n",
      "contract\t12\t0.000237\n",
      "contradict\t25\t0.000237\n",
      "contradiction\t12\t0.000237\n",
      "contrast\t25\t0.000220\n",
      "contrast\t12\t0.000149\n",
      "contrasted\t12\t0.000237\n",
      "contribute\t25\t0.000237\n",
      "contributed\t12\t0.000237\n",
      "contributors\t12\t0.000237\n",
      "control\t25\t0.000220\n",
      "control\t12\t0.000149\n",
      "controlled\t25\t0.000220\n",
      "controlled\t12\t0.000149\n",
      "controls\t25\t0.000237\n",
      "controversial\t25\t0.000237\n",
      "controversies\t25\t0.000237\n",
      "converging\t25\t0.000237\n",
      "conversely\t25\t0.000237\n",
      "convincing\t25\t0.000237\n",
      "co-occur\t25\t0.000237\n",
      "cooperation\t12\t0.000237\n",
      "cooperatives\t12\t0.000237\n",
      "coordination\t25\t0.000237\n",
      "copenhagen.since\t12\t0.000237\n",
      "copy\t25\t0.000237\n",
      "core\t25\t0.000237\n",
      "cornelissen\t12\t0.000237\n",
      "corps\t12\t0.000237\n",
      "corpse\t12\t0.000237\n",
      "correlated\t25\t0.000237\n",
      "correlation\t25\t0.000237\n",
      "cortex\t25\t0.000237\n",
      "cost\t25\t0.000441\n",
      "cost\t12\t0.000149\n",
      "costs\t25\t0.000237\n",
      "council\t12\t0.000237\n",
      "councilist\t12\t0.000237\n",
      "councils\t12\t0.000237\n",
      "council's\t12\t0.000237\n",
      "counterculture\t12\t0.000237\n",
      "counter-economics\t12\t0.000237\n",
      "counterparts\t12\t0.000237\n",
      "counter-revolution\t12\t0.000237\n",
      "counter-revolutionaries\t12\t0.000237\n",
      "countries\t25\t0.000220\n",
      "countries\t12\t0.000149\n",
      "country\t12\t0.000237\n",
      "coup\t12\t0.000237\n",
      "course\t25\t0.000237\n",
      "court\t25\t0.000237\n",
      "cover\t25\t0.000237\n",
      "craft\t12\t0.000237\n",
      "crass\t12\t0.000237\n",
      "create\t12\t0.000237\n",
      "created\t12\t0.000237\n",
      "creates\t12\t0.000237\n",
      "creating\t12\t0.000237\n",
      "creation\t12\t0.000237\n",
      "creative\t12\t0.000237\n",
      "credit\t12\t0.000237\n",
      "credits\t12\t0.000237\n",
      "crimes\t25\t0.000237\n",
      "crisis\t12\t0.000237\n",
      "critchley\t12\t0.000237\n",
      "criteria\t25\t0.000237\n",
      "critic\t25\t0.000220\n",
      "critic\t12\t0.000149\n",
      "critical\t25\t0.000220\n",
      "critical\t12\t0.000149\n",
      "criticised\t12\t0.000237\n",
      "criticisms\t12\t0.000237\n",
      "criticize\t12\t0.000237\n",
      "criticized\t12\t0.000237\n",
      "criticizes\t12\t0.000237\n",
      "criticizing\t12\t0.000237\n",
      "critique\t12\t0.000237\n",
      "critiqued\t12\t0.000237\n",
      "cross\t12\t0.000237\n",
      "crowd\t12\t0.000237\n",
      "crucial\t25\t0.000237\n",
      "crushed\t12\t0.000237\n",
      "cryptography\t12\t0.000237\n",
      "cuales\t12\t0.000237\n",
      "cuba\t12\t0.000237\n",
      "cuban\t12\t0.000237\n",
      "cues\t25\t0.000237\n",
      "culminated\t12\t0.000237\n",
      "cultural\t25\t0.000237\n",
      "cultural-critical\t12\t0.000237\n",
      "culture\t25\t0.000441\n",
      "culture\t12\t0.000149\n",
      "culture's\t25\t0.000237\n",
      "cura\t12\t0.000237\n",
      "cure\t25\t0.000237\n",
      "currency\t12\t0.000237\n",
      "current\t25\t0.000220\n",
      "current\t12\t0.000149\n",
      "currents\t12\t0.000237\n",
      "cynics\t12\t0.000237\n",
      "cyréaniques\t12\t0.000237\n",
      "czolgosz\t12\t0.000237\n",
      "daily\t25\t0.000880\n",
      "daily\t12\t0.000149\n",
      "dalla\t12\t0.000237\n",
      "damage\t12\t0.000237\n",
      "daniel\t12\t0.000237\n",
      "dans\t12\t0.000237\n",
      "d'antan\t12\t0.000237\n",
      "data\t25\t0.000237\n",
      "date\t12\t0.000237\n",
      "david\t12\t0.000237\n",
      "day\t12\t0.000237\n",
      "day.propaganda\t12\t0.000237\n",
      "deal\t25\t0.000237\n",
      "dealing\t12\t0.000237\n",
      "deaths\t25\t0.000237\n",
      "debate\t25\t0.000220\n",
      "debate\t12\t0.000149\n",
      "debates\t12\t0.000237\n",
      "début\t12\t0.000237\n",
      "decades\t25\t0.000237\n",
      "deceased\t12\t0.000237\n",
      "december\t12\t0.000237\n",
      "decentralised\t12\t0.000237\n",
      "decide\t12\t0.000237\n",
      "decided\t12\t0.000237\n",
      "decisions\t12\t0.000237\n",
      "declared\t12\t0.000237\n",
      "decline\t25\t0.000237\n",
      "decrease\t25\t0.000237\n",
      "dedicated\t12\t0.000237\n",
      "deed\t12\t0.000237\n",
      "deeply\t25\t0.000237\n",
      "default\t25\t0.000237\n",
      "defeated\t12\t0.000237\n",
      "defects\t25\t0.000237\n",
      "defend—through\t12\t0.000237\n",
      "defense\t12\t0.000237\n",
      "defiance\t12\t0.000237\n",
      "deficiency\t25\t0.000237\n",
      "deficit\t25\t0.000237\n",
      "deficits\t25\t0.000237\n",
      "define\t12\t0.000237\n",
      "defined\t25\t0.000441\n",
      "defined\t12\t0.000149\n",
      "defining\t25\t0.000237\n",
      "definition\t25\t0.000237\n",
      "definitional\t12\t0.000237\n",
      "definitive\t25\t0.000237\n",
      "degree\t12\t0.000237\n",
      "degrees\t25\t0.000220\n",
      "degrees\t12\t0.000149\n",
      "déjacque\t12\t0.000237\n",
      "del\t12\t0.000237\n",
      "delay\t25\t0.000237\n",
      "delayed\t25\t0.000237\n",
      "delays\t25\t0.000237\n",
      "delegate\t12\t0.000237\n",
      "delegates\t12\t0.000237\n",
      "deletion\t25\t0.000237\n",
      "deletions\t25\t0.000237\n",
      "demand\t12\t0.000237\n",
      "demanded\t12\t0.000237\n",
      "demanding\t12\t0.000237\n",
      "democracy\t12\t0.000237\n",
      "democratic\t12\t0.000237\n",
      "democratically\t12\t0.000237\n",
      "democrats.due\t12\t0.000237\n",
      "demonstrated\t25\t0.000237\n",
      "demonstrating\t25\t0.000237\n",
      "dendritic\t25\t0.000237\n",
      "denmark\t12\t0.000237\n",
      "denouncing\t12\t0.000237\n",
      "depend\t25\t0.000237\n",
      "depending\t25\t0.000237\n",
      "depends\t25\t0.000237\n",
      "depression\t25\t0.000237\n",
      "deprivation\t25\t0.000237\n",
      "deprived\t12\t0.000237\n",
      "der\t12\t0.000237\n",
      "derived\t25\t0.000237\n",
      "derives\t12\t0.000237\n",
      "deschooling\t12\t0.000237\n",
      "described\t25\t0.000880\n",
      "described\t12\t0.000149\n",
      "describes\t25\t0.000237\n",
      "describing\t12\t0.000237\n",
      "desde\t12\t0.000237\n",
      "designed\t25\t0.000237\n",
      "desire\t12\t0.000237\n",
      "desperation\t12\t0.000237\n",
      "despite\t25\t0.000220\n",
      "despite\t12\t0.000149\n",
      "destacada\t12\t0.000237\n",
      "destacados\t12\t0.000237\n",
      "destigmatization\t25\t0.000237\n",
      "destroyed\t12\t0.000237\n",
      "destruction\t25\t0.000220\n",
      "destruction\t12\t0.000149\n",
      "detailed\t25\t0.000237\n",
      "detailing\t12\t0.000237\n",
      "detection\t25\t0.000237\n",
      "determinants\t12\t0.000237\n",
      "determination\t12\t0.000237\n",
      "determined\t12\t0.000237\n",
      "detroit-based\t12\t0.000237\n",
      "develop\t25\t0.000880\n",
      "develop\t12\t0.000149\n",
      "developed\t25\t0.000880\n",
      "developed\t12\t0.000149\n",
      "developing\t25\t0.000237\n",
      "development\t25\t0.002642\n",
      "development\t12\t0.000149\n",
      "developmental\t25\t0.000237\n",
      "developmentsocial\t25\t0.000237\n",
      "devil\t25\t0.000237\n",
      "di\t12\t0.000237\n",
      "diabetes\t25\t0.000237\n",
      "diagnose\t25\t0.000237\n",
      "diagnosed\t25\t0.000237\n",
      "diagnoses\t25\t0.000237\n",
      "diagnosis\t25\t0.000237\n",
      "diagnosisdiagnosis\t25\t0.000237\n",
      "diagnostic\t25\t0.000237\n",
      "dictadura\t12\t0.000237\n",
      "dictatorship\t12\t0.000237\n",
      "dictionary\t12\t0.000237\n",
      "did\t25\t0.000220\n",
      "did\t12\t0.000149\n",
      "die\t12\t0.000237\n",
      "died\t12\t0.000237\n",
      "dielo\t12\t0.000237\n",
      "diesel\t25\t0.000237\n",
      "diets\t25\t0.000237\n",
      "díez\t12\t0.000237\n",
      "diferentes\t12\t0.000237\n",
      "differ\t25\t0.000441\n",
      "differ\t12\t0.000149\n",
      "difference\t25\t0.000441\n",
      "difference\t12\t0.000149\n",
      "differences\t25\t0.000237\n",
      "different\t25\t0.000441\n",
      "different\t12\t0.000149\n",
      "differential\t25\t0.000237\n",
      "differentiate\t25\t0.000237\n",
      "differently\t25\t0.000237\n",
      "differs\t25\t0.000237\n",
      "difficult\t25\t0.000237\n",
      "difficulties\t25\t0.000237\n",
      "difficulty\t25\t0.000237\n",
      "diffusion\t25\t0.000237\n",
      "diggers\t12\t0.000237\n",
      "diminished\t25\t0.000237\n",
      "diogenes\t12\t0.000237\n",
      "direct\t12\t0.000237\n",
      "directed\t12\t0.000237\n",
      "directing\t25\t0.000237\n",
      "direction\t12\t0.000237\n",
      "directly\t12\t0.000237\n",
      "disability\t25\t0.000237\n",
      "disabled\t25\t0.000237\n",
      "disagreement\t12\t0.000237\n",
      "disappearance\t12\t0.000237\n",
      "disappears\t25\t0.000237\n",
      "disarmament\t12\t0.000237\n",
      "discharged\t25\t0.000237\n",
      "disciplines\t25\t0.000237\n",
      "discount\t12\t0.000237\n",
      "discours\t12\t0.000237\n",
      "discourse\t12\t0.000237\n",
      "discriminated\t12\t0.000237\n",
      "discussion\t12\t0.000237\n",
      "disease\t25\t0.000237\n",
      "diseases\t25\t0.000237\n",
      "disenfranchisment\t12\t0.000237\n",
      "disintegrative\t25\t0.000237\n",
      "dismemberment\t12\t0.000237\n",
      "disobedience\t12\t0.000237\n",
      "disorder\t25\t0.000237\n",
      "disorders\t25\t0.000237\n",
      "disparate\t12\t0.000237\n",
      "display\t25\t0.000237\n",
      "disproven.parents\t25\t0.000237\n",
      "disputed\t12\t0.000237\n",
      "disputes\t12\t0.000237\n",
      "disrupted\t25\t0.000237\n",
      "disrupting\t25\t0.000237\n",
      "dissident\t12\t0.000237\n",
      "dissolution\t12\t0.000237\n",
      "distanced\t12\t0.000237\n",
      "distinct\t25\t0.000237\n",
      "distinction\t25\t0.000220\n",
      "distinction\t12\t0.000149\n",
      "distinctly\t25\t0.000237\n",
      "distinguish\t25\t0.000237\n",
      "distinguished\t25\t0.000220\n",
      "distinguished\t12\t0.000149\n",
      "distinguishing\t25\t0.000237\n",
      "distortion\t25\t0.000237\n",
      "distress\t25\t0.000237\n",
      "distributed\t12\t0.000237\n",
      "distribution\t12\t0.000237\n",
      "district\t12\t0.000237\n",
      "districts\t12\t0.000237\n",
      "disturb\t25\t0.000237\n",
      "disturbance\t25\t0.000237\n",
      "disturbances\t25\t0.000237\n",
      "disturbed\t25\t0.000237\n",
      "disused\t12\t0.000237\n",
      "diverse\t25\t0.000441\n",
      "diverse\t12\t0.000149\n",
      "diversity\t12\t0.000237\n",
      "diversos\t12\t0.000237\n",
      "divided\t25\t0.000661\n",
      "divided\t12\t0.000149\n",
      "divine\t12\t0.000237\n",
      "dna\t25\t0.000237\n",
      "doctors\t25\t0.000237\n",
      "doctrine\t12\t0.000237\n",
      "doctrines\t12\t0.000237\n",
      "doctrines.phenomena\t12\t0.000237\n",
      "document\t12\t0.000237\n",
      "documentary\t12\t0.000237\n",
      "documented\t12\t0.000237\n",
      "documents\t12\t0.000237\n",
      "does\t25\t0.001541\n",
      "does\t12\t0.000149\n",
      "dogma\t12\t0.000237\n",
      "doing\t25\t0.000237\n",
      "dolgoff\t12\t0.000237\n",
      "dollars\t25\t0.000237\n",
      "domination\t12\t0.000237\n",
      "dommage\t12\t0.000237\n",
      "dorothy\t12\t0.000237\n",
      "doubt\t25\t0.000237\n",
      "doug\t12\t0.000237\n",
      "draft\t12\t0.000237\n",
      "dramatically\t25\t0.000237\n",
      "drawing\t12\t0.000237\n",
      "draws\t12\t0.000237\n",
      "dressing\t25\t0.000237\n",
      "drew\t12\t0.000237\n",
      "driven\t12\t0.000237\n",
      "drug\t25\t0.000237\n",
      "drugs\t25\t0.000237\n",
      "dsm-iv\t25\t0.000237\n",
      "dsm-iv-tr\t25\t0.000237\n",
      "du\t12\t0.000237\n",
      "dual\t12\t0.000237\n",
      "duplications\t25\t0.000237\n",
      "durante\t12\t0.000237\n",
      "dwarfed\t12\t0.000237\n",
      "dwight\t12\t0.000237\n",
      "dynamite\t12\t0.000237\n",
      "dynamiter\t12\t0.000237\n",
      "dysfunction\t25\t0.000237\n",
      "dysfunctional\t12\t0.000237\n",
      "dysmorphic\t25\t0.000237\n",
      "e\t12\t0.000237\n",
      "earlier\t25\t0.000237\n",
      "earliest\t25\t0.000220\n",
      "earliest\t12\t0.000149\n",
      "early\t25\t0.003302\n",
      "early\t12\t0.000149\n",
      "earth\t12\t0.000237\n",
      "eastern\t12\t0.000237\n",
      "eating\t25\t0.000237\n",
      "e.c\t12\t0.000237\n",
      "echolalia\t25\t0.000237\n",
      "echolalic\t25\t0.000237\n",
      "eclectic\t12\t0.000237\n",
      "ecléctico\t12\t0.000237\n",
      "eco-anarchism\t12\t0.000237\n",
      "ecole\t12\t0.000237\n",
      "ecological\t12\t0.000237\n",
      "ecology.anarcho-pacifism\t12\t0.000237\n",
      "economic\t25\t0.000220\n",
      "economic\t12\t0.000149\n",
      "economical\t12\t0.000237\n",
      "economics\t12\t0.000237\n",
      "economy\t12\t0.000237\n",
      "ed\t12\t0.000237\n",
      "edited\t12\t0.000237\n",
      "editor\t12\t0.000237\n",
      "edmund\t12\t0.000237\n",
      "edna\t12\t0.000237\n",
      "educate\t12\t0.000237\n",
      "education\t25\t0.001100\n",
      "education\t12\t0.000149\n",
      "educational\t25\t0.000661\n",
      "educational\t12\t0.000149\n",
      "educator\t12\t0.000237\n",
      "educators\t25\t0.000237\n",
      "edward\t12\t0.000237\n",
      "effacé\t12\t0.000237\n",
      "effective\t25\t0.000237\n",
      "effectively\t12\t0.000237\n",
      "effectiveness\t25\t0.000237\n",
      "effects\t25\t0.000237\n",
      "efficacy\t25\t0.000237\n",
      "effort\t12\t0.000237\n",
      "efforts\t12\t0.000237\n",
      "e.g\t12\t0.000237\n",
      "egg\t12\t0.000237\n",
      "ego\t12\t0.000237\n",
      "egoism\t12\t0.000237\n",
      "egoist\t12\t0.000237\n",
      "egoists\t12\t0.000237\n",
      "eigenheit\t12\t0.000237\n",
      "eight-hour\t12\t0.000237\n",
      "el\t12\t0.000237\n",
      "elaborate\t25\t0.000237\n",
      "electing\t12\t0.000237\n",
      "election\t12\t0.000237\n",
      "electoral\t12\t0.000237\n",
      "electrical\t25\t0.000237\n",
      "elements\t12\t0.000237\n",
      "elevated\t25\t0.000237\n",
      "eliminate\t12\t0.000237\n",
      "eliminated\t12\t0.000237\n",
      "elimination\t12\t0.000237\n",
      "elite\t12\t0.000237\n",
      "ellul.platformism\t12\t0.000237\n",
      "emancipación\t12\t0.000237\n",
      "embodied\t25\t0.000237\n",
      "embodies\t12\t0.000237\n",
      "embrace\t12\t0.000237\n",
      "embraced\t12\t0.000237\n",
      "embryonic\t25\t0.000237\n",
      "emerge\t25\t0.000237\n",
      "emerged\t12\t0.000237\n",
      "emergence\t12\t0.000237\n",
      "emerges\t12\t0.000237\n",
      "emile\t12\t0.000237\n",
      "emma\t12\t0.000237\n",
      "emotion\t25\t0.000237\n",
      "emotional\t25\t0.000237\n",
      "emotions\t25\t0.000237\n",
      "empathizing\t25\t0.000237\n",
      "empathizing–systemizing\t25\t0.000237\n",
      "emphasise\t12\t0.000237\n",
      "emphasises\t12\t0.000237\n",
      "emphasize\t12\t0.000237\n",
      "emphasizes\t12\t0.000237\n",
      "emphatically\t12\t0.000237\n",
      "empirical\t25\t0.000237\n",
      "employed\t25\t0.000237\n",
      "employers\t25\t0.000237\n",
      "employment\t25\t0.000441\n",
      "employment\t12\t0.000149\n",
      "en\t12\t0.000237\n",
      "enabling\t25\t0.000237\n",
      "enactment\t12\t0.000237\n",
      "encarta\t12\t0.000237\n",
      "encounter\t12\t0.000237\n",
      "encouraged\t12\t0.000237\n",
      "encyclopædia\t12\t0.000237\n",
      "encyclopedia\t12\t0.000237\n",
      "end\t12\t0.000237\n",
      "ended\t12\t0.000237\n",
      "ends\t12\t0.000237\n",
      "endured\t12\t0.000237\n",
      "enemies\t12\t0.000237\n",
      "enemy\t12\t0.000237\n",
      "engaged\t12\t0.000237\n",
      "england\t12\t0.000237\n",
      "english\t25\t0.000441\n",
      "english\t12\t0.000149\n",
      "english-language\t12\t0.000237\n",
      "enhancing\t25\t0.000237\n",
      "enjoyment\t12\t0.000237\n",
      "enjoys\t12\t0.000237\n",
      "enlightened\t12\t0.000237\n",
      "enlightenment\t12\t0.000237\n",
      "enragés\t12\t0.000237\n",
      "enslaved\t12\t0.000237\n",
      "ensuing\t12\t0.000237\n",
      "entails\t12\t0.000237\n",
      "entered\t12\t0.000237\n",
      "enthusiastic\t12\t0.000237\n",
      "entitlement\t12\t0.000237\n",
      "entries\t12\t0.000237\n",
      "entry\t12\t0.000237\n",
      "environment\t25\t0.000237\n",
      "environmental\t25\t0.001321\n",
      "environmental\t12\t0.000149\n",
      "environments\t25\t0.000237\n",
      "epidemiology\t25\t0.000237\n",
      "epigenetic\t25\t0.000237\n",
      "epilepsy\t25\t0.000237\n",
      "epistemologie\t12\t0.000237\n",
      "equality\t12\t0.000237\n",
      "equally\t25\t0.000237\n",
      "equals\t12\t0.000237\n",
      "equivalent\t12\t0.000237\n",
      "erich\t12\t0.000237\n",
      "ernest\t12\t0.000237\n",
      "érotique\t12\t0.000237\n",
      "errico\t12\t0.000237\n",
      "errors\t25\t0.000237\n",
      "escape\t12\t0.000237\n",
      "escuela\t12\t0.000237\n",
      "español\t12\t0.000237\n",
      "especial\t12\t0.000237\n",
      "especially\t12\t0.000237\n",
      "especie\t12\t0.000237\n",
      "esperantismo\t12\t0.000237\n",
      "espouse\t12\t0.000237\n",
      "essay\t12\t0.000237\n",
      "essence).\"\"anarchisme\t12\t0.000237\n",
      "essential\t25\t0.000237\n",
      "essentially\t25\t0.000220\n",
      "essentially\t12\t0.000149\n",
      "est\t12\t0.000237\n",
      "esta\t12\t0.000237\n",
      "established\t25\t0.000441\n",
      "established\t12\t0.000149\n",
      "establishment\t12\t0.000237\n",
      "estate\t25\t0.000220\n",
      "estate\t12\t0.000149\n",
      "estimate\t25\t0.000237\n",
      "estimated\t25\t0.001100\n",
      "estimated\t12\t0.000149\n",
      "et\t12\t0.000237\n",
      "eternal\t12\t0.000237\n",
      "ethical\t25\t0.000220\n",
      "ethical\t12\t0.000149\n",
      "ethnicity\t25\t0.000237\n",
      "ética\t12\t0.000237\n",
      "étienne\t12\t0.000237\n",
      "etymology\t12\t0.000237\n",
      "eugen\t25\t0.000237\n",
      "eunice\t12\t0.000237\n",
      "europe\t12\t0.000237\n",
      "european\t12\t0.000237\n",
      "evaluations\t25\t0.000237\n",
      "event\t12\t0.000237\n",
      "event-related\t25\t0.000237\n",
      "events\t25\t0.000661\n",
      "events\t12\t0.000149\n",
      "eventually\t12\t0.000237\n",
      "everybody\t12\t0.000237\n",
      "evidence\t25\t0.000237\n",
      "evil\t12\t0.000237\n",
      "evolution\t12\t0.000237\n",
      "exacerbate\t25\t0.000237\n",
      "exact\t12\t0.000237\n",
      "examining\t25\t0.000237\n",
      "example\t25\t0.002421\n",
      "example\t12\t0.000149\n",
      "examples\t25\t0.000220\n",
      "examples\t12\t0.000149\n",
      "excellent\t12\t0.000237\n",
      "excess\t25\t0.000237\n",
      "exchangeable\t12\t0.000237\n",
      "excitatory–inhibitory\t25\t0.000237\n",
      "exclude\t25\t0.000237\n",
      "excludes\t25\t0.000237\n",
      "exclusive\t12\t0.000237\n",
      "exclusively\t12\t0.000237\n",
      "excursionismo\t12\t0.000237\n",
      "excursionista\t12\t0.000237\n",
      "excuse\t12\t0.000237\n",
      "executed\t12\t0.000237\n",
      "execution\t12\t0.000237\n",
      "executive\t25\t0.000237\n",
      "exemplary\t12\t0.000237\n",
      "exemplified\t12\t0.000237\n",
      "exercised\t12\t0.000237\n",
      "exhaust\t25\t0.000237\n",
      "exhibit\t25\t0.000237\n",
      "exhibited\t12\t0.000237\n",
      "exhibiting\t25\t0.000237\n",
      "exile\t12\t0.000237\n",
      "exiles\t12\t0.000237\n",
      "exist\t12\t0.000237\n",
      "existed\t12\t0.000237\n",
      "existence\t12\t0.000237\n",
      "existing\t12\t0.000237\n",
      "expanded\t12\t0.000237\n",
      "expansion\t25\t0.000237\n",
      "expelled\t12\t0.000237\n",
      "expense\t12\t0.000237\n",
      "expenses\t25\t0.000237\n",
      "expensive\t25\t0.000237\n",
      "experience\t25\t0.000220\n",
      "experience\t12\t0.000149\n",
      "experienced\t12\t0.000237\n",
      "experiences\t25\t0.000220\n",
      "experiences\t12\t0.000149\n",
      "experimental\t12\t0.000237\n",
      "experiments\t25\t0.000220\n",
      "experiments\t12\t0.000149\n",
      "explain\t25\t0.000441\n",
      "explain\t12\t0.000149\n",
      "explained\t25\t0.000237\n",
      "explaining\t25\t0.000220\n",
      "explaining\t12\t0.000149\n",
      "explanations\t25\t0.000237\n",
      "expound\t12\t0.000237\n",
      "expounded\t12\t0.000237\n",
      "express\t25\t0.000237\n",
      "expressed\t12\t0.000237\n",
      "expression\t25\t0.000220\n",
      "expression\t12\t0.000149\n",
      "expropriation\t12\t0.000237\n",
      "expropriations\t12\t0.000237\n",
      "extended\t12\t0.000237\n",
      "extension\t25\t0.000237\n",
      "extensive\t25\t0.000237\n",
      "extent\t25\t0.000441\n",
      "extent\t12\t0.000149\n",
      "external\t25\t0.000220\n",
      "external\t12\t0.000149\n",
      "extra\t25\t0.000237\n",
      "extraordinarily\t25\t0.000237\n",
      "extreme\t25\t0.000441\n",
      "extreme\t12\t0.000149\n",
      "eye\t25\t0.000237\n",
      "ezra\t12\t0.000237\n",
      "fabbri\t12\t0.000237\n",
      "face\t25\t0.000237\n",
      "facial\t25\t0.000237\n",
      "facilities\t25\t0.000237\n",
      "facing\t12\t0.000237\n",
      "fact\t12\t0.000237\n",
      "factions\t12\t0.000237\n",
      "factor\t25\t0.000237\n",
      "factories\t12\t0.000237\n",
      "factors\t25\t0.000237\n",
      "factory\t12\t0.000237\n",
      "fail\t25\t0.000237\n",
      "fails\t25\t0.000237\n",
      "failure\t25\t0.000441\n",
      "failure\t12\t0.000149\n",
      "failures\t12\t0.000237\n",
      "fair\t25\t0.000237\n",
      "falling\t25\t0.000220\n",
      "falling\t12\t0.000149\n",
      "fall-winter\t12\t0.000237\n",
      "false\t12\t0.000237\n",
      "false-negatives\t25\t0.000237\n",
      "false-positives\t25\t0.000237\n",
      "families\t25\t0.000237\n",
      "family\t25\t0.001541\n",
      "family\t12\t0.000149\n",
      "famous\t12\t0.000237\n",
      "fantasies\t25\t0.000237\n",
      "faq\t12\t0.000237\n",
      "far\t25\t0.000220\n",
      "far\t12\t0.000149\n",
      "fascism\t12\t0.000237\n",
      "fascismo\t12\t0.000237\n",
      "fascist\t12\t0.000237\n",
      "fascists\t12\t0.000237\n",
      "faster\t25\t0.000237\n",
      "fathers\t25\t0.000237\n",
      "faure\t12\t0.000237\n",
      "favor\t12\t0.000237\n",
      "favored\t12\t0.000237\n",
      "features\t25\t0.000237\n",
      "february\t12\t0.000237\n",
      "federación\t12\t0.000237\n",
      "federal\t12\t0.000237\n",
      "federalist\t12\t0.000237\n",
      "federation\t12\t0.000237\n",
      "fédération\t12\t0.000237\n",
      "federations\t12\t0.000237\n",
      "federazione\t12\t0.000237\n",
      "feel\t25\t0.000237\n",
      "feeling\t25\t0.000237\n",
      "femelle\t12\t0.000237\n",
      "feminism\t12\t0.000237\n",
      "feminist\t12\t0.000237\n",
      "feminists\t12\t0.000237\n",
      "feral\t25\t0.000237\n",
      "fernand\t12\t0.000237\n",
      "fernandez\t12\t0.000237\n",
      "fernando\t12\t0.000237\n",
      "ferrer\t12\t0.000237\n",
      "ferrer's\t12\t0.000237\n",
      "field\t12\t0.000237\n",
      "fiercely\t12\t0.000237\n",
      "fifth\t12\t0.000237\n",
      "fight\t12\t0.000237\n",
      "figurative\t25\t0.000237\n",
      "figure\t12\t0.000237\n",
      "figureheads\t12\t0.000237\n",
      "figures\t12\t0.000237\n",
      "film\t12\t0.000237\n",
      "films\t12\t0.000237\n",
      "final\t25\t0.000220\n",
      "final\t12\t0.000149\n",
      "finally\t12\t0.000237\n",
      "financial\t25\t0.000237\n",
      "findings\t25\t0.000237\n",
      "firebrand\t12\t0.000237\n",
      "firm\t25\t0.000237\n",
      "firmly\t12\t0.000237\n",
      "five-year-old\t25\t0.000237\n",
      "fixed\t12\t0.000237\n",
      "flame\t25\t0.000237\n",
      "flapping\t25\t0.000237\n",
      "fled\t12\t0.000237\n",
      "flesh\t25\t0.000237\n",
      "flores\t12\t0.000237\n",
      "flowing\t12\t0.000237\n",
      "flows\t12\t0.000237\n",
      "fluctuations\t12\t0.000237\n",
      "fluxing\t12\t0.000237\n",
      "fmri\t25\t0.000237\n",
      "focus\t25\t0.001100\n",
      "focus\t12\t0.000149\n",
      "focused\t25\t0.000237\n",
      "focuses\t25\t0.000441\n",
      "focuses\t12\t0.000149\n",
      "follow\t25\t0.000237\n",
      "followed\t25\t0.000220\n",
      "followed\t12\t0.000149\n",
      "followers\t12\t0.000237\n",
      "following\t25\t0.000441\n",
      "following\t12\t0.000149\n",
      "follows\t25\t0.000237\n",
      "fontana/collins\t12\t0.000237\n",
      "food\t25\t0.000237\n",
      "foods\t25\t0.000237\n",
      "force\t12\t0.000237\n",
      "forced\t12\t0.000237\n",
      "forces\t12\t0.000237\n",
      "forcibly\t12\t0.000237\n",
      "foresaw\t12\t0.000237\n",
      "form\t25\t0.001100\n",
      "form\t12\t0.000149\n",
      "formal\t25\t0.000441\n",
      "formal\t12\t0.000149\n",
      "formally\t12\t0.000237\n",
      "formation\t25\t0.000220\n",
      "formation\t12\t0.000149\n",
      "formed\t12\t0.000237\n",
      "forms\t25\t0.000661\n",
      "forms\t12\t0.000149\n",
      "formulate\t12\t0.000237\n",
      "formulated\t12\t0.000237\n",
      "forum\t12\t0.000237\n",
      "forward\t12\t0.000237\n",
      "foster\t12\t0.000237\n",
      "fotlu\t12\t0.000237\n",
      "fought\t12\t0.000237\n",
      "founded\t12\t0.000237\n",
      "founder\t12\t0.000237\n",
      "founding\t12\t0.000237\n",
      "four-fifths\t25\t0.000237\n",
      "four-page\t12\t0.000237\n",
      "fraction\t25\t0.000237\n",
      "fragile\t25\t0.000237\n",
      "fragility\t25\t0.000237\n",
      "fragments\t12\t0.000237\n",
      "france\t12\t0.000237\n",
      "france.anarchism\t12\t0.000237\n",
      "france's\t12\t0.000237\n",
      "francesc\t12\t0.000237\n",
      "francisco\t12\t0.000237\n",
      "franco\t12\t0.000237\n",
      "franco-prussian\t12\t0.000237\n",
      "frank\t12\t0.000237\n",
      "fraud\t25\t0.000237\n",
      "fraye\t12\t0.000237\n",
      "free\t12\t0.000237\n",
      "freedom\t12\t0.000237\n",
      "free-market\t12\t0.000237\n",
      "free-thinker\t12\t0.000237\n",
      "freethinkers\t12\t0.000237\n",
      "freethought\t12\t0.000237\n",
      "free-thought\t12\t0.000237\n",
      "freetown\t12\t0.000237\n",
      "freie\t12\t0.000237\n",
      "french\t12\t0.000237\n",
      "frequent\t25\t0.000237\n",
      "frequented\t12\t0.000237\n",
      "friends\t25\t0.000237\n",
      "friendships\t25\t0.000237\n",
      "frontal\t25\t0.000237\n",
      "fruits\t12\t0.000237\n",
      "fulfill\t12\t0.000237\n",
      "fulfillment\t12\t0.000237\n",
      "fully\t12\t0.000237\n",
      "function\t25\t0.000237\n",
      "functional\t25\t0.000237\n",
      "functioning\t25\t0.000237\n",
      "functioning—focuses\t25\t0.000237\n",
      "functions\t25\t0.000237\n",
      "fundamental\t12\t0.000237\n",
      "fundamentally\t12\t0.000237\n",
      "funded\t25\t0.000237\n",
      "funding\t25\t0.000237\n",
      "furniture\t25\t0.000237\n",
      "fused\t12\t0.000237\n",
      "fusiform\t25\t0.000237\n",
      "future\t25\t0.000661\n",
      "future\t12\t0.000149\n",
      "gain\t25\t0.000237\n",
      "gained\t12\t0.000237\n",
      "galleani's\t12\t0.000237\n",
      "game\t25\t0.000237\n",
      "gang\t12\t0.000237\n",
      "gap\t25\t0.000237\n",
      "gastrointestinal\t25\t0.000237\n",
      "gathered\t12\t0.000237\n",
      "gay\t12\t0.000237\n",
      "gender\t12\t0.000237\n",
      "gene\t25\t0.000237\n",
      "general\t25\t0.001100\n",
      "general\t12\t0.000149\n",
      "generalized\t25\t0.000237\n",
      "generally\t25\t0.001100\n",
      "generally\t12\t0.000149\n",
      "generate\t12\t0.000237\n",
      "generated\t25\t0.000237\n",
      "generation\t12\t0.000237\n",
      "generations\t12\t0.000237\n",
      "genes\t25\t0.000237\n",
      "genetic\t25\t0.000237\n",
      "geneticists\t25\t0.000237\n",
      "genetics\t25\t0.000237\n",
      "genome\t25\t0.000237\n",
      "genome's\t25\t0.000237\n",
      "genotype-first\t25\t0.000237\n",
      "genuine\t12\t0.000237\n",
      "geoffrey\t12\t0.000237\n",
      "geofrey\t12\t0.000237\n",
      "george\t12\t0.000237\n",
      "georges\t12\t0.000237\n",
      "german\t25\t0.000220\n",
      "german\t12\t0.000149\n",
      "germany\t12\t0.000237\n",
      "gerrard\t12\t0.000237\n",
      "gesell\t12\t0.000237\n",
      "gesellschaft\t12\t0.000237\n",
      "gestation\t25\t0.000237\n",
      "gestures\t25\t0.000237\n",
      "gesturing\t25\t0.000237\n",
      "gi\t25\t0.000237\n",
      "gimenez\t12\t0.000237\n",
      "ginsberg\t12\t0.000237\n",
      "girls\t25\t0.000237\n",
      "given\t25\t0.000237\n",
      "global\t25\t0.000220\n",
      "global\t12\t0.000149\n",
      "globally\t12\t0.000237\n",
      "glorification\t12\t0.000237\n",
      "glutamate\t25\t0.000237\n",
      "goal\t25\t0.000220\n",
      "goal\t12\t0.000149\n",
      "goal-directed\t25\t0.000237\n",
      "goals\t25\t0.000237\n",
      "god\t12\t0.000237\n",
      "godwin\t12\t0.000237\n",
      "goebbels\t12\t0.000237\n",
      "goes\t12\t0.000237\n",
      "goldman\t12\t0.000237\n",
      "good\t25\t0.000880\n",
      "good\t12\t0.000149\n",
      "goodman\t12\t0.000237\n",
      "goods\t12\t0.000237\n",
      "goodway\t12\t0.000237\n",
      "gordon\t12\t0.000237\n",
      "governance\t12\t0.000237\n",
      "governed\t12\t0.000237\n",
      "government\t12\t0.000237\n",
      "government-subsidized\t25\t0.000237\n",
      "governors\t12\t0.000237\n",
      "gradual\t12\t0.000237\n",
      "gradually\t25\t0.000237\n",
      "graeber\t12\t0.000237\n",
      "graham\t12\t0.000237\n",
      "graham's\t12\t0.000237\n",
      "grandin\t25\t0.000237\n",
      "granted\t25\t0.000237\n",
      "graphic\t12\t0.000237\n",
      "great\t12\t0.000237\n",
      "greater\t25\t0.000237\n",
      "greatest\t12\t0.000237\n",
      "greatly\t25\t0.000237\n",
      "greek\t25\t0.000220\n",
      "greek\t12\t0.000149\n",
      "green\t12\t0.000237\n",
      "greene\t12\t0.000237\n",
      "greenwich\t12\t0.000237\n",
      "grew\t12\t0.000237\n",
      "ground\t12\t0.000237\n",
      "group\t25\t0.000220\n",
      "group\t12\t0.000149\n",
      "grouped\t12\t0.000237\n",
      "grouping\t12\t0.000237\n",
      "groups\t25\t0.000220\n",
      "groups\t12\t0.000149\n",
      "grow\t25\t0.000237\n",
      "growth\t25\t0.000237\n",
      "grubacic\t12\t0.000237\n",
      "grupo\t12\t0.000237\n",
      "grupos\t12\t0.000237\n",
      "guàrdia\t12\t0.000237\n",
      "guards\t12\t0.000237\n",
      "guerin\t12\t0.000237\n",
      "guide\t12\t0.000237\n",
      "guidelines\t25\t0.000237\n",
      "guiding\t12\t0.000237\n",
      "guillaume\t12\t0.000237\n",
      "gunmen\t12\t0.000237\n",
      "gustav\t12\t0.000237\n",
      "habits\t12\t0.000237\n",
      "hague\t12\t0.000237\n",
      "half\t25\t0.000237\n",
      "hampered\t25\t0.000237\n",
      "han\t12\t0.000237\n",
      "hand\t25\t0.000880\n",
      "hand\t12\t0.000149\n",
      "handbook\t12\t0.000237\n",
      "handle\t25\t0.000237\n",
      "handled\t25\t0.000237\n",
      "handling\t25\t0.000237\n",
      "hand.\"[[max\t12\t0.000237\n",
      "hanging\t12\t0.000237\n",
      "hans\t25\t0.000237\n",
      "happens\t25\t0.000237\n",
      "happiness\t12\t0.000237\n",
      "harassment\t12\t0.000237\n",
      "hard\t25\t0.000237\n",
      "harder\t25\t0.000237\n",
      "harman\t12\t0.000237\n",
      "harmful\t12\t0.000237\n",
      "harmony\t12\t0.000237\n",
      "harold\t12\t0.000237\n",
      "harper\t12\t0.000237\n",
      "harper's\t12\t0.000237\n",
      "harsh\t12\t0.000237\n",
      "haven\t12\t0.000237\n",
      "having\t25\t0.000237\n",
      "haymarket\t12\t0.000237\n",
      "head\t25\t0.000237\n",
      "headquarters\t12\t0.000237\n",
      "heads\t12\t0.000237\n",
      "health\t25\t0.000237\n",
      "hearing\t25\t0.000237\n",
      "heartily\t12\t0.000237\n",
      "heavily\t12\t0.000237\n",
      "heavy\t25\t0.000441\n",
      "heavy\t12\t0.000149\n",
      "heider\t12\t0.000237\n",
      "held\t12\t0.000237\n",
      "help\t25\t0.000237\n",
      "helped\t25\t0.000220\n",
      "helped\t12\t0.000149\n",
      "helpful\t25\t0.000237\n",
      "hemisphere\t25\t0.000237\n",
      "hennacy\t12\t0.000237\n",
      "henri\t12\t0.000237\n",
      "henry\t12\t0.000237\n",
      "herbert\t12\t0.000237\n",
      "heretic's\t12\t0.000237\n",
      "heritability\t25\t0.000237\n",
      "heritable\t25\t0.000237\n",
      "hern\t12\t0.000237\n",
      "heterogeneidad\t12\t0.000237\n",
      "heterosexual\t12\t0.000237\n",
      "heyday\t12\t0.000237\n",
      "heywood\t12\t0.000237\n",
      "heywood's\t12\t0.000237\n",
      "hfa\t25\t0.000237\n",
      "hierarchical\t12\t0.000237\n",
      "high\t25\t0.000880\n",
      "high\t12\t0.000149\n",
      "higher\t25\t0.000237\n",
      "high-functioning\t25\t0.000237\n",
      "high-level\t25\t0.000237\n",
      "highly\t25\t0.000237\n",
      "high-quality\t25\t0.000237\n",
      "high-resolution\t25\t0.000237\n",
      "himself\t12\t0.000237\n",
      "hirschfeld\t12\t0.000237\n",
      "historian\t12\t0.000237\n",
      "historical\t12\t0.000237\n",
      "historically\t12\t0.000237\n",
      "history\t25\t0.000661\n",
      "history\t12\t0.000149\n",
      "hitler\t12\t0.000237\n",
      "hoc\t12\t0.000237\n",
      "holdings\t12\t0.000237\n",
      "holds\t12\t0.000237\n",
      "holiday\t12\t0.000237\n",
      "home\t25\t0.000237\n",
      "homosexual\t12\t0.000237\n",
      "homosexuality\t12\t0.000237\n",
      "homosexuality.more\t12\t0.000237\n",
      "hopkins\t25\t0.000237\n",
      "horizontal\t12\t0.000237\n",
      "hormones\t25\t0.000237\n",
      "hospital\t25\t0.000237\n",
      "hosted\t12\t0.000237\n",
      "hourly\t12\t0.000237\n",
      "hours\t12\t0.000237\n",
      "housing\t12\t0.000237\n",
      "hugh\t25\t0.000237\n",
      "human\t12\t0.000237\n",
      "humanism\t12\t0.000237\n",
      "humans\t12\t0.000237\n",
      "hyperactivity\t25\t0.000237\n",
      "hyphenated\t12\t0.000237\n",
      "hypotheses\t25\t0.000237\n",
      "hypothesis\t25\t0.000237\n",
      "hypothesizes\t25\t0.000237\n",
      "iain\t12\t0.000237\n",
      "iberian\t12\t0.000237\n",
      "ibérica\t12\t0.000237\n",
      "icd-10\t25\t0.000237\n",
      "idea\t25\t0.000237\n",
      "ideal\t12\t0.000237\n",
      "ideas\t12\t0.000237\n",
      "identical\t12\t0.000237\n",
      "identifiable\t25\t0.000237\n",
      "identified\t25\t0.000237\n",
      "identify\t25\t0.000237\n",
      "ideological\t12\t0.000237\n",
      "ideologically\t12\t0.000237\n",
      "ideologies\t12\t0.000237\n",
      "ideology\t12\t0.000237\n",
      "idiosyncratic\t25\t0.000237\n",
      "idolatry\t12\t0.000237\n",
      "i.e\t12\t0.000237\n",
      "igualada\t12\t0.000237\n",
      "ii\t12\t0.000237\n",
      "il\t12\t0.000237\n",
      "illegal\t12\t0.000237\n",
      "illegalism\t12\t0.000237\n",
      "illegalism.however\t12\t0.000237\n",
      "illegalists\t12\t0.000237\n",
      "illich\t12\t0.000237\n",
      "illicit\t25\t0.000237\n",
      "illustrated\t12\t0.000237\n",
      "illustrating\t25\t0.000237\n",
      "image\t12\t0.000237\n",
      "imaginative\t25\t0.000237\n",
      "imaging\t25\t0.000237\n",
      "imbalance\t25\t0.000237\n",
      "imier\t12\t0.000237\n",
      "imitate\t25\t0.000237\n",
      "imitation\t25\t0.000237\n",
      "immune\t25\t0.000237\n",
      "immunizations\t25\t0.000237\n",
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      "lower\t12\t0.000149\n",
      "lowered\t25\t0.000237\n",
      "low-level\t25\t0.000237\n",
      "lpf\t12\t0.000237\n",
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      "luther\t25\t0.000237\n",
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      "mackay\t12\t0.000237\n",
      "mackay.josiah\t12\t0.000237\n",
      "magistracy\t12\t0.000237\n",
      "magnetoencephalography\t25\t0.000237\n",
      "magnus\t12\t0.000237\n",
      "magón\t12\t0.000237\n",
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      "make\t12\t0.000149\n",
      "makhno\t12\t0.000237\n",
      "making\t25\t0.000220\n",
      "making\t12\t0.000149\n",
      "maladaptive\t25\t0.000237\n",
      "malatesta\t12\t0.000237\n",
      "male\t25\t0.000441\n",
      "male\t12\t0.000149\n",
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      "malnutrition\t25\t0.000237\n",
      "man\t12\t0.000237\n",
      "management\t25\t0.000237\n",
      "manera\t12\t0.000237\n",
      "manifestation\t12\t0.000237\n",
      "manifestations\t25\t0.000237\n",
      "manifesto\t12\t0.000237\n",
      "manifests\t12\t0.000237\n",
      "manifold\t12\t0.000237\n",
      "manual\t12\t0.000237\n",
      "map\t25\t0.000237\n",
      "maps\t25\t0.000237\n",
      "march\t12\t0.000237\n",
      "maréchal\t12\t0.000237\n",
      "margaret\t12\t0.000237\n",
      "marginal\t25\t0.000237\n",
      "maria\t12\t0.000237\n",
      "marked\t25\t0.000220\n",
      "marked\t12\t0.000149\n",
      "market\t12\t0.000237\n",
      "marketable\t25\t0.000237\n",
      "marketing\t25\t0.000237\n",
      "markets\t12\t0.000237\n",
      "mármol\t12\t0.000237\n",
      "marriage\t25\t0.000220\n",
      "marriage\t12\t0.000149\n",
      "marry\t25\t0.000237\n",
      "mars\t25\t0.000237\n",
      "marshall\t12\t0.000237\n",
      "martin\t25\t0.000237\n",
      "marx\t12\t0.000237\n",
      "marxism\t12\t0.000237\n",
      "marxist\t12\t0.000237\n",
      "marxists\t12\t0.000237\n",
      "marx's\t12\t0.000237\n",
      "más\t12\t0.000237\n",
      "mass\t25\t0.000220\n",
      "mass\t12\t0.000149\n",
      "masters\t12\t0.000237\n",
      "matched\t25\t0.000237\n",
      "material\t25\t0.000237\n",
      "maternal\t25\t0.000237\n",
      "mathesius\t25\t0.000237\n",
      "matt\t12\t0.000237\n",
      "matter\t25\t0.000237\n",
      "matters\t12\t0.000237\n",
      "maturation-related\t25\t0.000237\n",
      "max\t12\t0.000237\n",
      "maximilien\t12\t0.000237\n",
      "maynard\t12\t0.000237\n",
      "mcelroy\t12\t0.000237\n",
      "m-chat\t25\t0.000237\n",
      "mckay\t12\t0.000237\n",
      "mckinley's\t12\t0.000237\n",
      "mclaughlin\t12\t0.000237\n",
      "mclean\t12\t0.000237\n",
      "mcmillan\t12\t0.000237\n",
      "mcquinn\t12\t0.000237\n",
      "mean\t25\t0.000220\n",
      "mean\t12\t0.000149\n",
      "meaning\t25\t0.000220\n",
      "meaning\t12\t0.000149\n",
      "meaningful\t25\t0.000237\n",
      "means\t12\t0.000237\n",
      "meant\t12\t0.000237\n",
      "measure\t25\t0.000237\n",
      "measures\t25\t0.000220\n",
      "measures\t12\t0.000149\n",
      "mechanism\t25\t0.000237\n",
      "mechanismautism's\t25\t0.000237\n",
      "mechanisms\t25\t0.000237\n",
      "media\t12\t0.000237\n",
      "medical\t25\t0.000237\n",
      "medication\t25\t0.000237\n",
      "medications\t25\t0.000237\n",
      "medium\t25\t0.000237\n",
      "meet\t25\t0.000237\n",
      "meetings\t12\t0.000237\n",
      "meets\t25\t0.000237\n",
      "meiosis\t25\t0.000237\n",
      "melvyn\t12\t0.000237\n",
      "member\t12\t0.000237\n",
      "members\t25\t0.000220\n",
      "members\t12\t0.000149\n",
      "membership\t12\t0.000237\n",
      "memorializing\t12\t0.000237\n",
      "memorization\t25\t0.000237\n",
      "memory\t25\t0.000237\n",
      "men\t25\t0.000220\n",
      "men\t12\t0.000149\n",
      "mendelian\t25\t0.000237\n",
      "mental\t25\t0.000237\n",
      "mentally\t25\t0.000237\n",
      "menu\t25\t0.000237\n",
      "merely\t12\t0.000237\n",
      "merged\t12\t0.000237\n",
      "met\t25\t0.000237\n",
      "metabolic\t25\t0.000237\n",
      "metabolism\t25\t0.000237\n",
      "metabotropic\t25\t0.000237\n",
      "metals\t25\t0.000237\n",
      "method\t12\t0.000237\n",
      "methodological\t25\t0.000237\n",
      "methods\t12\t0.000237\n",
      "mexican\t12\t0.000237\n",
      "mexico\t12\t0.000237\n",
      "mfa\t25\t0.000237\n",
      "mglur\t25\t0.000237\n",
      "mice\t25\t0.000237\n",
      "michael\t12\t0.000237\n",
      "michel\t12\t0.000237\n",
      "michigan\t12\t0.000237\n",
      "mid\t12\t0.000237\n",
      "mid-1970s\t25\t0.000237\n",
      "mid-20th\t12\t0.000237\n",
      "midlife\t25\t0.000237\n",
      "mid-nineteenth\t12\t0.000237\n",
      "migration\t25\t0.000237\n",
      "miguel\t12\t0.000237\n",
      "mikhail\t12\t0.000237\n",
      "milestones\t25\t0.000237\n",
      "milieu\t12\t0.000237\n",
      "militant\t12\t0.000237\n",
      "militarism\t12\t0.000237\n",
      "military\t12\t0.000237\n",
      "militias\t12\t0.000237\n",
      "millay\t12\t0.000237\n",
      "million\t12\t0.000237\n",
      "mind\t25\t0.000441\n",
      "mind\t12\t0.000149\n",
      "minette\t12\t0.000237\n",
      "minimal\t12\t0.000237\n",
      "minister\t12\t0.000237\n",
      "minor\t25\t0.000237\n",
      "minority\t12\t0.000237\n",
      "mirror\t25\t0.000237\n",
      "misconceptions\t25\t0.000237\n",
      "missed\t25\t0.000237\n",
      "mississippi\t12\t0.000237\n",
      "misunderstanding\t12\t0.000237\n",
      "mixed\t25\t0.000237\n",
      "mmr\t25\t0.000237\n",
      "mns\t25\t0.000237\n",
      "model\t25\t0.000237\n",
      "modeling\t25\t0.000237\n",
      "models\t25\t0.000237\n",
      "moderately\t25\t0.000237\n",
      "modern\t25\t0.000441\n",
      "modern\t12\t0.000149\n",
      "moderna\t12\t0.000237\n",
      "modest\t25\t0.000237\n",
      "modified\t25\t0.000237\n",
      "modulating\t25\t0.000237\n",
      "modulation\t25\t0.000237\n",
      "molecular\t25\t0.000237\n",
      "moment\t12\t0.000237\n",
      "monarchists\t12\t0.000237\n",
      "monatte\t12\t0.000237\n",
      "money\t12\t0.000237\n",
      "monthly\t12\t0.000237\n",
      "months\t25\t0.002421\n",
      "months\t12\t0.000149\n",
      "months.expelled\t12\t0.000237\n",
      "montreal\t12\t0.000237\n",
      "montréal\t12\t0.000237\n",
      "moral\t12\t0.000237\n",
      "morality\t12\t0.000237\n",
      "morbid\t25\t0.000237\n",
      "morning\t25\t0.000220\n",
      "morning\t12\t0.000149\n",
      "moscow\t12\t0.000237\n",
      "moses\t12\t0.000237\n",
      "mother\t25\t0.000220\n",
      "mother\t12\t0.000149\n",
      "mothers\t25\t0.000237\n",
      "motivated\t12\t0.000237\n",
      "motivation\t12\t0.000237\n",
      "motivations\t25\t0.000237\n",
      "motor\t25\t0.000237\n",
      "moved\t25\t0.000237\n",
      "movement\t25\t0.000441\n",
      "movement\t12\t0.000149\n",
      "movements\t25\t0.000661\n",
      "movements\t12\t0.000149\n",
      "movement's\t12\t0.000237\n",
      "movimiento\t12\t0.000237\n",
      "mühsam\t12\t0.000237\n",
      "multigene\t25\t0.000237\n",
      "multiple\t25\t0.000237\n",
      "murder\t12\t0.000237\n",
      "murdered\t12\t0.000237\n",
      "murray\t12\t0.000237\n",
      "muscle\t25\t0.000237\n",
      "mussolini\t12\t0.000237\n",
      "mutation\t25\t0.000237\n",
      "mutations\t25\t0.000237\n",
      "muted\t25\t0.000237\n",
      "mutual\t12\t0.000237\n",
      "mutualism\t12\t0.000237\n",
      "mutualist\t12\t0.000237\n",
      "mutualists\t12\t0.000237\n",
      "mutually\t12\t0.000237\n",
      "nacional\t12\t0.000237\n",
      "named\t25\t0.000237\n",
      "names\t12\t0.000237\n",
      "narrow\t25\t0.000237\n",
      "narrowly\t25\t0.000237\n",
      "nation\t12\t0.000237\n",
      "national\t25\t0.000220\n",
      "national\t12\t0.000149\n",
      "nationalism\t12\t0.000237\n",
      "nationalist\t12\t0.000237\n",
      "nationalists\t12\t0.000237\n",
      "nationalization\t12\t0.000237\n",
      "nations\t12\t0.000237\n",
      "native\t12\t0.000237\n",
      "natural\t25\t0.000220\n",
      "natural\t12\t0.000149\n",
      "naturalist\t12\t0.000237\n",
      "nature\t12\t0.000237\n",
      "naturisme\t12\t0.000237\n",
      "naturismo\t12\t0.000237\n",
      "naturista\t12\t0.000237\n",
      "naturists\t12\t0.000237\n",
      "nazi\t12\t0.000237\n",
      "near\t12\t0.000237\n",
      "nearly\t12\t0.000237\n",
      "necessarily\t25\t0.000237\n",
      "necessary\t25\t0.000220\n",
      "necessary\t12\t0.000149\n",
      "need\t12\t0.000237\n",
      "needed\t25\t0.000661\n",
      "needed\t12\t0.000149\n",
      "needs\t25\t0.000441\n",
      "needs\t12\t0.000149\n",
      "negative\t25\t0.000220\n",
      "negative\t12\t0.000149\n",
      "negatively\t25\t0.000237\n",
      "negotiate\t12\t0.000237\n",
      "neill\t12\t0.000237\n",
      "nelle\t12\t0.000237\n",
      "neo-liberalism\t12\t0.000237\n",
      "nerve\t25\t0.000237\n",
      "nervous\t25\t0.000237\n",
      "nestor\t12\t0.000237\n",
      "net\t25\t0.000237\n",
      "netherlands\t12\t0.000237\n",
      "nettlau\t12\t0.000237\n",
      "network\t25\t0.000661\n",
      "network\t12\t0.000149\n",
      "networks\t25\t0.000237\n",
      "neural\t25\t0.000237\n",
      "neurexin–neuroligin\t25\t0.000237\n",
      "neuroanatomical\t25\t0.000237\n",
      "neurochemicals\t25\t0.000237\n",
      "neurodevelopment\t25\t0.000237\n",
      "neurodevelopmental\t25\t0.000237\n",
      "neurogenetic\t25\t0.000237\n",
      "neuroimaging\t25\t0.000237\n",
      "neurological\t25\t0.000237\n",
      "neurology\t25\t0.000237\n",
      "neuron\t25\t0.000237\n",
      "neuronal\t25\t0.000237\n",
      "neurons\t25\t0.000237\n",
      "neuropsychological\t25\t0.000237\n",
      "neuropsychologist\t25\t0.000237\n",
      "neuropsychologytwo\t25\t0.000237\n",
      "neurotypicals\t25\t0.000237\n",
      "new\t25\t0.000441\n",
      "new\t12\t0.000149\n",
      "newer\t25\t0.000237\n",
      "news\t12\t0.000237\n",
      "newspaper\t12\t0.000237\n",
      "night\t12\t0.000237\n",
      "nightmares\t12\t0.000237\n",
      "nihilist\t12\t0.000237\n",
      "nineteenth\t12\t0.000237\n",
      "nj\t12\t0.000237\n",
      "nocturnal\t25\t0.000237\n",
      "noises\t25\t0.000237\n",
      "non-autistic\t25\t0.000237\n",
      "non-coercive\t12\t0.000237\n",
      "non-hierarchical\t12\t0.000237\n",
      "nonsense\t12\t0.000237\n",
      "nonsocial\t25\t0.000237\n",
      "non-syndromal\t25\t0.000237\n",
      "non-systematic\t12\t0.000237\n",
      "nonverbal\t25\t0.000237\n",
      "nonverbally\t25\t0.000237\n",
      "nonviolence\t12\t0.000237\n",
      "non-violence\t12\t0.000237\n",
      "normal\t25\t0.000237\n",
      "normally\t25\t0.000237\n",
      "norms\t25\t0.000237\n",
      "north\t12\t0.000237\n",
      "notably\t25\t0.000237\n",
      "noted\t25\t0.000220\n",
      "noted\t12\t0.000149\n",
      "notes\t12\t0.000237\n",
      "notetaker\t25\t0.000237\n",
      "notice\t25\t0.000237\n",
      "notoriety\t12\t0.000237\n",
      "nous\t12\t0.000237\n",
      "nova\t12\t0.000237\n",
      "novatore\t12\t0.000237\n",
      "novelty\t25\t0.000237\n",
      "nuclear\t12\t0.000237\n",
      "nudismo\t12\t0.000237\n",
      "nudists\t12\t0.000237\n",
      "number\t25\t0.001541\n",
      "number\t12\t0.000149\n",
      "numbers\t25\t0.000237\n",
      "numerous\t25\t0.000220\n",
      "numerous\t12\t0.000149\n",
      "nunzio\t12\t0.000237\n",
      "o\t12\t0.000237\n",
      "oakland/edinburgh\t12\t0.000237\n",
      "obey\t12\t0.000237\n",
      "object\t25\t0.000237\n",
      "objective\t12\t0.000237\n",
      "objects\t25\t0.000237\n",
      "obligation\t12\t0.000237\n",
      "obrera\t12\t0.000237\n",
      "obreras\t12\t0.000237\n",
      "observable\t25\t0.000237\n",
      "observation\t25\t0.000237\n",
      "observed\t25\t0.000237\n",
      "observes\t25\t0.000237\n",
      "observing\t25\t0.000237\n",
      "obtain\t12\t0.000237\n",
      "obtaining\t25\t0.000237\n",
      "obvious\t12\t0.000237\n",
      "occasionally\t25\t0.000220\n",
      "occasionally\t12\t0.000149\n",
      "occupation\t12\t0.000237\n",
      "occupational\t25\t0.000237\n",
      "occupied\t12\t0.000237\n",
      "occupying\t12\t0.000237\n",
      "occur\t25\t0.000237\n",
      "occurred\t12\t0.000237\n",
      "occurrence\t25\t0.000237\n",
      "occurs\t25\t0.000237\n",
      "october\t12\t0.000237\n",
      "odd\t25\t0.000237\n",
      "offensives\t12\t0.000237\n",
      "offer\t12\t0.000237\n",
      "officer\t12\t0.000237\n",
      "officers\t12\t0.000237\n",
      "officials\t12\t0.000237\n",
      "old\t25\t0.000237\n",
      "older\t25\t0.000237\n",
      "once-off\t12\t0.000237\n",
      "ones\t12\t0.000237\n",
      "one's\t12\t0.000237\n",
      "oneself\t25\t0.000237\n",
      "one-third\t25\t0.000237\n",
      "one-year-old\t25\t0.000237\n",
      "onfray\t12\t0.000237\n",
      "online\t25\t0.000220\n",
      "online\t12\t0.000149\n",
      "onset\t25\t0.000237\n",
      "onwards\t12\t0.000237\n",
      "opened\t12\t0.000237\n",
      "openly\t12\t0.000237\n",
      "operates\t25\t0.000237\n",
      "operation\t25\t0.000220\n",
      "operation\t12\t0.000149\n",
      "operations\t25\t0.000237\n",
      "opponents\t12\t0.000237\n",
      "opportunities\t25\t0.000237\n",
      "oppose\t12\t0.000237\n",
      "opposed\t25\t0.000220\n",
      "opposed\t12\t0.000149\n",
      "opposing\t12\t0.000237\n",
      "opposition\t12\t0.000237\n",
      "options\t25\t0.000237\n",
      "oranienburg\t12\t0.000237\n",
      "order\t25\t0.000220\n",
      "order\t12\t0.000149\n",
      "organ\t12\t0.000237\n",
      "organisation\t12\t0.000237\n",
      "organisational\t12\t0.000237\n",
      "organise\t12\t0.000237\n",
      "organised\t12\t0.000237\n",
      "organisers\t12\t0.000237\n",
      "organization\t12\t0.000237\n",
      "organizational\t12\t0.000237\n",
      "organizations\t25\t0.000441\n",
      "organizations\t12\t0.000149\n",
      "organize\t25\t0.000237\n",
      "organized\t12\t0.000237\n",
      "organizing\t12\t0.000237\n",
      "oriented\t25\t0.000237\n",
      "orientiation\t25\t0.000237\n",
      "origini\t12\t0.000237\n",
      "origins\t12\t0.000237\n",
      "oscar\t12\t0.000237\n",
      "ostergaard\t12\t0.000237\n",
      "others.on\t12\t0.000237\n",
      "otra\t12\t0.000237\n",
      "ought\t12\t0.000237\n",
      "outbreak\t12\t0.000237\n",
      "outbreaks\t25\t0.000237\n",
      "outcome\t25\t0.000237\n",
      "outcomes\t25\t0.000237\n",
      "outdated\t25\t0.000237\n",
      "outhwaite\t12\t0.000237\n",
      "outlaws\t12\t0.000237\n",
      "outline\t12\t0.000237\n",
      "outlined\t12\t0.000237\n",
      "outlook\t12\t0.000237\n",
      "out-of-pocket\t25\t0.000237\n",
      "outrage\t12\t0.000237\n",
      "outside\t25\t0.000441\n",
      "outside\t12\t0.000149\n",
      "overconnectivity\t25\t0.000237\n",
      "overdiagnosis\t25\t0.000237\n",
      "overestimate\t25\t0.000237\n",
      "overgrowth\t25\t0.000237\n",
      "overlap\t25\t0.000237\n",
      "overlapping\t12\t0.000237\n",
      "overload\t25\t0.000237\n",
      "over-responsivity\t25\t0.000237\n",
      "overt\t25\t0.000237\n",
      "overthrow\t12\t0.000237\n",
      "overtly\t12\t0.000237\n",
      "overview\t12\t0.000237\n",
      "owing\t12\t0.000237\n",
      "ownership\t12\t0.000237\n",
      "oxford\t12\t0.000237\n",
      "oxymoronic\t12\t0.000237\n",
      "p\t12\t0.000237\n",
      "p.551\t12\t0.000237\n",
      "pacifist\t12\t0.000237\n",
      "pag\t12\t0.000237\n",
      "page\t12\t0.000237\n",
      "pages\t12\t0.000237\n",
      "paid\t12\t0.000237\n",
      "pair\t25\t0.000237\n",
      "palmer\t12\t0.000237\n",
      "palpable\t12\t0.000237\n",
      "pamphlet\t12\t0.000237\n",
      "panic\t12\t0.000237\n",
      "paper\t25\t0.000441\n",
      "paper\t12\t0.000149\n",
      "papers\t12\t0.000237\n",
      "par\t12\t0.000237\n",
      "parcels\t12\t0.000237\n",
      "parent\t25\t0.000237\n",
      "parental\t25\t0.000237\n",
      "parents\t25\t0.000237\n",
      "paris\t12\t0.000237\n",
      "parkinson's\t25\t0.000237\n",
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      "physicians\t25\t0.000237\n",
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      "pluto\t12\t0.000237\n",
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      "poet\t12\t0.000237\n",
      "point\t25\t0.001321\n",
      "point\t12\t0.000149\n",
      "pointed-at\t25\t0.000237\n",
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      "polyamory\t12\t0.000237\n",
      "polytechnique\t12\t0.000237\n",
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      "poorer\t25\t0.000237\n",
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      "popular\t12\t0.000237\n",
      "popularity\t25\t0.000220\n",
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      "positive\t12\t0.000149\n",
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      "possibility\t25\t0.000661\n",
      "possibility\t12\t0.000149\n",
      "possible\t25\t0.000237\n",
      "possibly\t25\t0.000237\n",
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      "post-classical\t12\t0.000237\n",
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      "prácticas\t12\t0.000237\n",
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      "practice\t12\t0.000149\n",
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      "prior\t25\t0.000220\n",
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      "prioritizing\t12\t0.000237\n",
      "private\t25\t0.000220\n",
      "private\t12\t0.000149\n",
      "privately\t25\t0.000237\n",
      "privilege\t12\t0.000237\n",
      "probability\t25\t0.000237\n",
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      "prodigious\t25\t0.000237\n",
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      "qualitative\t25\t0.000237\n",
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      "rational\t12\t0.000237\n",
      "rationalist\t12\t0.000237\n",
      "ravages\t12\t0.000237\n",
      "rbs-r\t25\t0.000237\n",
      "reaches\t25\t0.000237\n",
      "reaching\t25\t0.000237\n",
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      "real\t25\t0.000237\n",
      "reality\t12\t0.000237\n",
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      "realm\t12\t0.000237\n",
      "real-world\t25\t0.000237\n",
      "reappropriation\t12\t0.000237\n",
      "reason\t12\t0.000237\n",
      "reasoning\t25\t0.000237\n",
      "reasons\t25\t0.000220\n",
      "reasons\t12\t0.000149\n",
      "rebel\t12\t0.000237\n",
      "rebellion\t12\t0.000237\n",
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      "recently\t25\t0.000220\n",
      "recently\t12\t0.000149\n",
      "receptors\t25\t0.000237\n",
      "recherce\t12\t0.000237\n",
      "reciprocally\t12\t0.000237\n",
      "reciprocity\t25\t0.000220\n",
      "reciprocity\t12\t0.000149\n",
      "reclamation\t12\t0.000237\n",
      "recognition\t25\t0.000237\n",
      "recognize\t25\t0.000220\n",
      "recognize\t12\t0.000149\n",
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      "recommend\t25\t0.000237\n",
      "recommendations\t25\t0.000237\n",
      "recommends\t25\t0.000237\n",
      "reconciling\t12\t0.000237\n",
      "recover\t25\t0.000237\n",
      "recovered\t25\t0.000237\n",
      "recovery\t25\t0.000237\n",
      "re-discovered\t12\t0.000237\n",
      "reduced\t25\t0.000237\n",
      "reemerged\t12\t0.000237\n",
      "refer\t12\t0.000237\n",
      "references\t25\t0.000220\n",
      "references\t12\t0.000149\n",
      "referral\t25\t0.000237\n",
      "referred\t12\t0.000237\n",
      "referring\t25\t0.000220\n",
      "referring\t12\t0.000149\n",
      "refers\t25\t0.000220\n",
      "refers\t12\t0.000149\n",
      "reflect\t12\t0.000237\n",
      "reflecting\t25\t0.000237\n",
      "reflection\t12\t0.000237\n",
      "reform\t12\t0.000237\n",
      "reformist\t12\t0.000237\n",
      "refrain\t12\t0.000237\n",
      "refrigerator\t25\t0.000237\n",
      "refusal\t25\t0.000220\n",
      "refusal\t12\t0.000149\n",
      "refused\t12\t0.000237\n",
      "refusing\t25\t0.000237\n",
      "regard\t12\t0.000237\n",
      "regarded\t25\t0.000220\n",
      "regarded\t12\t0.000149\n",
      "regarding\t12\t0.000237\n",
      "regards\t12\t0.000237\n",
      "regicides\t12\t0.000237\n",
      "regime\t12\t0.000237\n",
      "regimes\t12\t0.000237\n",
      "region\t12\t0.000237\n",
      "regional\t12\t0.000237\n",
      "regions\t25\t0.000237\n",
      "regress\t25\t0.000237\n",
      "regression\t25\t0.000237\n",
      "regressive\t25\t0.000237\n",
      "regularly\t12\t0.000237\n",
      "regulated\t25\t0.000237\n",
      "reichstag\t12\t0.000237\n",
      "reitzel\t12\t0.000237\n",
      "rejection\t12\t0.000237\n",
      "rejects\t12\t0.000237\n",
      "related\t25\t0.001541\n",
      "related\t12\t0.000149\n",
      "relating\t12\t0.000237\n",
      "relation\t12\t0.000237\n",
      "relations\t25\t0.000441\n",
      "relations\t12\t0.000149\n",
      "relationship\t25\t0.000880\n",
      "relationship\t12\t0.000149\n",
      "relationships\t25\t0.000441\n",
      "relationships\t12\t0.000149\n",
      "relative\t25\t0.000237\n",
      "relatively\t25\t0.000237\n",
      "relevance\t25\t0.000237\n",
      "relevant\t25\t0.000237\n",
      "reliable\t25\t0.000237\n",
      "relieves\t25\t0.000237\n",
      "religion\t12\t0.000237\n",
      "religious\t12\t0.000237\n",
      "relying\t12\t0.000237\n",
      "remain\t12\t0.000237\n",
      "remained\t25\t0.000237\n",
      "remains\t25\t0.000441\n",
      "remains\t12\t0.000149\n",
      "remission\t25\t0.000237\n",
      "remotely\t25\t0.000237\n",
      "renaissance\t12\t0.000237\n",
      "renamed\t12\t0.000237\n",
      "renewed\t12\t0.000237\n",
      "renzo\t12\t0.000237\n",
      "reorganize\t12\t0.000237\n",
      "repeat\t25\t0.000237\n",
      "repelling\t12\t0.000237\n",
      "repetitive\t25\t0.000237\n",
      "replace\t12\t0.000237\n",
      "replacement\t25\t0.000237\n",
      "replaces\t12\t0.000237\n",
      "replacing\t25\t0.000220\n",
      "replacing\t12\t0.000149\n",
      "report\t25\t0.000237\n",
      "reported\t25\t0.000237\n",
      "reportedly\t25\t0.000237\n",
      "reports\t25\t0.000441\n",
      "reports\t12\t0.000149\n",
      "representative\t12\t0.000237\n",
      "representatives\t25\t0.000237\n",
      "represented\t12\t0.000237\n",
      "representing\t12\t0.000237\n",
      "represents\t25\t0.000237\n",
      "repressed\t12\t0.000237\n",
      "repression\t12\t0.000237\n",
      "repressive\t12\t0.000237\n",
      "reprinted\t25\t0.000237\n",
      "reprints\t12\t0.000237\n",
      "republic\t12\t0.000237\n",
      "república\t12\t0.000237\n",
      "republican\t12\t0.000237\n",
      "requests\t25\t0.000237\n",
      "require\t25\t0.000237\n",
      "required\t25\t0.000237\n",
      "requires\t25\t0.000237\n",
      "research\t25\t0.000237\n",
      "researchers\t25\t0.000237\n",
      "residential\t25\t0.000237\n",
      "resist\t12\t0.000237\n",
      "resistance\t25\t0.000220\n",
      "resistance\t12\t0.000149\n",
      "resisted\t12\t0.000237\n",
      "resister\t12\t0.000237\n",
      "resisting\t12\t0.000237\n",
      "resolutions\t12\t0.000237\n",
      "resources\t25\t0.000237\n",
      "respect\t25\t0.000220\n",
      "respect\t12\t0.000149\n",
      "respected\t12\t0.000237\n",
      "respective\t12\t0.000237\n",
      "respond\t25\t0.000237\n",
      "responded\t12\t0.000237\n",
      "response\t25\t0.000661\n",
      "response\t12\t0.000149\n",
      "responses\t25\t0.000237\n",
      "responsibility\t12\t0.000237\n",
      "responsible\t12\t0.000237\n",
      "responsiveness\t25\t0.000237\n",
      "rest\t25\t0.000220\n",
      "rest\t12\t0.000149\n",
      "restraint\t12\t0.000237\n",
      "restricted\t25\t0.000237\n",
      "rests\t12\t0.000237\n",
      "result\t25\t0.000880\n",
      "result\t12\t0.000149\n",
      "resulted\t12\t0.000237\n",
      "resulting\t25\t0.000661\n",
      "resulting\t12\t0.000149\n",
      "results\t25\t0.000237\n",
      "resurgence\t12\t0.000237\n",
      "retaining\t12\t0.000237\n",
      "retaliation\t12\t0.000237\n",
      "retardants\t25\t0.000237\n",
      "retardation\t25\t0.000237\n",
      "retour\t12\t0.000237\n",
      "retrieved\t12\t0.000237\n",
      "retrospectively\t12\t0.000237\n",
      "rett\t25\t0.000237\n",
      "returned\t12\t0.000237\n",
      "reuse\t25\t0.000237\n",
      "reverberates\t12\t0.000237\n",
      "reverse\t25\t0.000237\n",
      "reversed\t25\t0.000237\n",
      "review\t25\t0.000220\n",
      "review\t12\t0.000149\n",
      "reviews\t25\t0.000237\n",
      "revista\t12\t0.000237\n",
      "revival\t12\t0.000237\n",
      "revived\t12\t0.000237\n",
      "revolt\t12\t0.000237\n",
      "révolté\t12\t0.000237\n",
      "revolting\t12\t0.000237\n",
      "revolts\t12\t0.000237\n",
      "revolution\t12\t0.000237\n",
      "revolutionaries\t12\t0.000237\n",
      "revolutionary\t12\t0.000237\n",
      "revolutionist\t12\t0.000237\n",
      "revolutions\t12\t0.000237\n",
      "revolution.synthesis\t12\t0.000237\n",
      "rhythmic\t25\t0.000237\n",
      "ricardo\t12\t0.000237\n",
      "rich\t12\t0.000237\n",
      "richard\t12\t0.000237\n",
      "rid\t12\t0.000237\n",
      "right\t12\t0.000237\n",
      "rights\t12\t0.000237\n",
      "rigid\t25\t0.000237\n",
      "rigorous\t25\t0.000237\n",
      "rioting\t12\t0.000237\n",
      "riots\t12\t0.000237\n",
      "rise\t25\t0.000220\n",
      "rise\t12\t0.000149\n",
      "risk\t25\t0.000237\n",
      "ritual\t25\t0.000237\n",
      "ritualistic\t25\t0.000237\n",
      "rituals\t25\t0.000237\n",
      "rival\t12\t0.000237\n",
      "rivendicazioni\t12\t0.000237\n",
      "robert\t12\t0.000237\n",
      "robespierre\t12\t0.000237\n",
      "rock\t12\t0.000237\n",
      "rocker\t12\t0.000237\n",
      "rocking\t25\t0.000237\n",
      "rocking—to\t25\t0.000237\n",
      "role\t25\t0.000880\n",
      "role\t12\t0.000149\n",
      "roles\t12\t0.000237\n",
      "roles.green\t12\t0.000237\n",
      "rolling\t25\t0.000237\n",
      "romande\t12\t0.000237\n",
      "roots\t12\t0.000237\n",
      "rosario\t12\t0.000237\n",
      "rose\t12\t0.000237\n",
      "rosello\t12\t0.000237\n",
      "rosso\t12\t0.000237\n",
      "roughly\t25\t0.000237\n",
      "roundhead\t12\t0.000237\n",
      "rousseau's\t12\t0.000237\n",
      "routine\t25\t0.000237\n",
      "routinely\t25\t0.000237\n",
      "row\t12\t0.000237\n",
      "royalists\t12\t0.000237\n",
      "rudolf\t12\t0.000237\n",
      "rule\t25\t0.000220\n",
      "rule\t12\t0.000149\n",
      "ruled\t25\t0.000220\n",
      "ruled\t12\t0.000149\n",
      "ruler\t12\t0.000237\n",
      "rulers\t12\t0.000237\n",
      "rules\t25\t0.000237\n",
      "ruling\t12\t0.000237\n",
      "run\t12\t0.000237\n",
      "rupture\t12\t0.000237\n",
      "rural\t12\t0.000237\n",
      "russia\t12\t0.000237\n",
      "russian\t12\t0.000237\n",
      "ruth\t12\t0.000237\n",
      "ryner\t12\t0.000237\n",
      "s\t12\t0.000237\n",
      "safety\t25\t0.000237\n",
      "said\t12\t0.000237\n",
      "sally–anne\t25\t0.000237\n",
      "sam\t12\t0.000237\n",
      "sameness\t25\t0.000237\n",
      "sample\t25\t0.000237\n",
      "samples\t25\t0.000237\n",
      "satisfaction\t12\t0.000237\n",
      "satisfactory\t25\t0.000237\n",
      "savants\t25\t0.000237\n",
      "saw\t12\t0.000237\n",
      "say\t12\t0.000237\n",
      "saying\t12\t0.000237\n",
      "scale\t25\t0.000220\n",
      "scale\t12\t0.000149\n",
      "scale-revised\t25\t0.000237\n",
      "scans\t25\t0.000237\n",
      "scant\t25\t0.000237\n",
      "scélérates\t12\t0.000237\n",
      "schedule\t25\t0.000237\n",
      "schemes\t12\t0.000237\n",
      "schizophrenia\t25\t0.000237\n",
      "scholar\t12\t0.000237\n",
      "school\t25\t0.000220\n",
      "school\t12\t0.000149\n",
      "schooling\t12\t0.000237\n",
      "schools\t12\t0.000237\n",
      "schuster\t12\t0.000237\n",
      "scientific\t25\t0.000237\n",
      "sclerosis\t25\t0.000237\n",
      "scope\t12\t0.000237\n",
      "screen\t25\t0.000237\n",
      "screened\t25\t0.000237\n",
      "screener\t25\t0.000237\n",
      "screening\t25\t0.000237\n",
      "screeningabout\t25\t0.000237\n",
      "se\t12\t0.000237\n",
      "searches\t25\t0.000237\n",
      "seattle\t12\t0.000237\n",
      "sebastien\t12\t0.000237\n",
      "sébastien\t12\t0.000237\n",
      "secciones\t12\t0.000237\n",
      "second\t25\t0.000441\n",
      "second\t12\t0.000149\n",
      "secondary\t25\t0.000220\n",
      "secondary\t12\t0.000149\n",
      "secret\t12\t0.000237\n",
      "sectarian\t12\t0.000237\n",
      "sectarianism\t12\t0.000237\n",
      "section\t25\t0.000220\n",
      "section\t12\t0.000149\n",
      "sections\t12\t0.000237\n",
      "secular\t12\t0.000237\n",
      "security\t25\t0.000220\n",
      "security\t12\t0.000149\n",
      "sede\t12\t0.000237\n",
      "seed\t12\t0.000237\n",
      "seeds\t12\t0.000237\n",
      "seeing\t12\t0.000237\n",
      "seek\t25\t0.000441\n",
      "seek\t12\t0.000149\n",
      "seeker\t12\t0.000237\n",
      "seeking\t25\t0.000441\n",
      "seeking\t12\t0.000149\n",
      "seemingly\t12\t0.000237\n",
      "seen\t12\t0.000237\n",
      "segunda\t12\t0.000237\n",
      "selectively\t25\t0.000237\n",
      "selectivity\t25\t0.000237\n",
      "self\t25\t0.000237\n",
      "self-admiration\t25\t0.000237\n",
      "self-assertion\t12\t0.000237\n",
      "self-care\t25\t0.000237\n",
      "self-creation\t12\t0.000237\n",
      "self-defense\t12\t0.000237\n",
      "self-determination\t25\t0.000237\n",
      "self-determined\t12\t0.000237\n",
      "self-governance\t12\t0.000237\n",
      "self-injurious\t25\t0.000237\n",
      "self-injury\t25\t0.000237\n",
      "self-interest\t12\t0.000237\n",
      "self-managed\t12\t0.000237\n",
      "self-management\t12\t0.000237\n",
      "self-managing\t12\t0.000237\n",
      "self-ownership\t12\t0.000237\n",
      "self-realisation\t12\t0.000237\n",
      "self-referential\t25\t0.000237\n",
      "self-understanding\t12\t0.000237\n",
      "semistructured\t25\t0.000237\n",
      "sending\t12\t0.000237\n",
      "senior\t12\t0.000237\n",
      "sensation\t25\t0.000237\n",
      "sense\t25\t0.000441\n",
      "sense\t12\t0.000149\n",
      "sensitivity\t25\t0.000237\n",
      "sensory\t25\t0.000237\n",
      "separate\t25\t0.000237\n",
      "separating\t25\t0.000237\n",
      "september\t12\t0.000237\n",
      "será\t12\t0.000237\n",
      "series\t12\t0.000237\n",
      "serotonin\t25\t0.000237\n",
      "serves\t12\t0.000237\n",
      "service\t25\t0.000237\n",
      "service.mutualist\t12\t0.000237\n",
      "services\t25\t0.000441\n",
      "services\t12\t0.000149\n",
      "servitude\t12\t0.000237\n",
      "set\t25\t0.000441\n",
      "set\t12\t0.000149\n",
      "setback\t12\t0.000237\n",
      "setting\t25\t0.000220\n",
      "setting\t12\t0.000149\n",
      "seven\t12\t0.000237\n",
      "seventeen\t12\t0.000237\n",
      "severe\t25\t0.000237\n",
      "severely\t25\t0.000237\n",
      "severity\t25\t0.000237\n",
      "sex\t25\t0.000220\n",
      "sex\t12\t0.000149\n",
      "sexual\t12\t0.000237\n",
      "sexuality\t25\t0.000220\n",
      "sexuality\t12\t0.000149\n",
      "shaken\t12\t0.000237\n",
      "share\t25\t0.000237\n",
      "sharing\t25\t0.000237\n",
      "sharp\t25\t0.000220\n",
      "sharp\t12\t0.000149\n",
      "sharpley\t12\t0.000237\n",
      "sharply\t12\t0.000237\n",
      "sheltered\t25\t0.000237\n",
      "shifting\t25\t0.000237\n",
      "short\t12\t0.000237\n",
      "short-lived\t12\t0.000237\n",
      "showed\t25\t0.000237\n",
      "shown\t25\t0.000237\n",
      "shows\t25\t0.000237\n",
      "shtime\t12\t0.000237\n",
      "sibling\t25\t0.000237\n",
      "siblings\t25\t0.000237\n",
      "sickness\t25\t0.000237\n",
      "sides\t12\t0.000237\n",
      "siècle\t12\t0.000237\n",
      "signals\t25\t0.000237\n",
      "significant\t25\t0.000220\n",
      "significant\t12\t0.000149\n",
      "significantly\t25\t0.000237\n",
      "signs\t25\t0.000237\n",
      "silent\t25\t0.000237\n",
      "silvio\t12\t0.000237\n",
      "similar\t25\t0.000220\n",
      "similar\t12\t0.000149\n",
      "similarities\t25\t0.000237\n",
      "similarly\t12\t0.000237\n",
      "simon\t12\t0.000237\n",
      "simple\t25\t0.000220\n",
      "simple\t12\t0.000149\n",
      "simply\t25\t0.000441\n",
      "simply\t12\t0.000149\n",
      "simulation\t25\t0.000237\n",
      "simultaneously\t12\t0.000237\n",
      "sindacale\t12\t0.000237\n",
      "sindicale\t12\t0.000237\n",
      "sinful\t12\t0.000237\n",
      "single\t25\t0.001541\n",
      "single\t12\t0.000149\n",
      "single-gene\t25\t0.000237\n",
      "sinope\t12\t0.000237\n",
      "situated\t12\t0.000237\n",
      "situation\t12\t0.000237\n",
      "situationism\t12\t0.000237\n",
      "situationist\t12\t0.000237\n",
      "situations\t25\t0.000237\n",
      "sixties\t12\t0.000237\n",
      "sized\t25\t0.000237\n",
      "skill\t25\t0.000237\n",
      "skills\t25\t0.000237\n",
      "skin\t25\t0.000237\n",
      "skirda\t12\t0.000237\n",
      "slate.com\t12\t0.000237\n",
      "sleep\t25\t0.000237\n",
      "slevin\t12\t0.000237\n",
      "slogan\t12\t0.000237\n",
      "slower\t25\t0.000237\n",
      "small\t25\t0.000220\n",
      "small\t12\t0.000149\n",
      "smile\t25\t0.000237\n",
      "smoking\t25\t0.000237\n",
      "snow\t12\t0.000237\n",
      "social\t25\t0.007484\n",
      "social\t12\t0.000149\n",
      "socialdemocratic\t12\t0.000237\n",
      "socialism\t12\t0.000237\n",
      "socialist\t12\t0.000237\n",
      "socialists\t12\t0.000237\n",
      "societies\t12\t0.000237\n",
      "society\t12\t0.000237\n",
      "socioeconomic\t25\t0.000237\n",
      "socio-economic\t12\t0.000237\n",
      "sociological\t25\t0.000220\n",
      "sociological\t12\t0.000149\n",
      "soit\t12\t0.000237\n",
      "sol\t12\t0.000237\n",
      "solaire\t12\t0.000237\n",
      "solidarity\t12\t0.000237\n",
      "solvents\t25\t0.000237\n",
      "somewhat\t25\t0.000237\n",
      "sonnenburg\t12\t0.000237\n",
      "soon\t25\t0.000220\n",
      "soon\t12\t0.000149\n",
      "sorts\t12\t0.000237\n",
      "sought\t12\t0.000237\n",
      "soulless\t25\t0.000237\n",
      "source\t12\t0.000237\n",
      "sources\t12\t0.000237\n",
      "south\t12\t0.000237\n",
      "sovereign\t12\t0.000237\n",
      "sovereignty\t12\t0.000237\n",
      "soviet\t12\t0.000237\n",
      "soviet-allied\t12\t0.000237\n",
      "spain\t12\t0.000237\n",
      "spain's\t12\t0.000237\n",
      "spanish\t12\t0.000237\n",
      "speak\t12\t0.000237\n",
      "speaking\t25\t0.000237\n",
      "special\t25\t0.000441\n",
      "special\t12\t0.000149\n",
      "specialist\t25\t0.000237\n",
      "specialists\t25\t0.000237\n",
      "specialization\t25\t0.000237\n",
      "specializing\t25\t0.000237\n",
      "specific\t25\t0.001541\n",
      "specific\t12\t0.000149\n",
      "specificity\t25\t0.000237\n",
      "specified\t25\t0.000237\n",
      "spectrum\t25\t0.000237\n",
      "speech\t25\t0.000880\n",
      "speech\t12\t0.000149\n",
      "spelling\t25\t0.000237\n",
      "sperm\t25\t0.000237\n",
      "spines\t25\t0.000237\n",
      "spiritually\t12\t0.000237\n",
      "splinter\t25\t0.000237\n",
      "split\t12\t0.000237\n",
      "spoke\t12\t0.000237\n",
      "sponsored\t12\t0.000237\n",
      "spontaneous\t25\t0.000220\n",
      "spontaneous\t12\t0.000149\n",
      "spontaneously\t25\t0.000237\n",
      "spook\t12\t0.000237\n",
      "spooks\t12\t0.000237\n",
      "sprang\t12\t0.000237\n",
      "spread\t12\t0.000237\n",
      "square\t12\t0.000237\n",
      "squatter\t12\t0.000237\n",
      "squatters\t12\t0.000237\n",
      "st\t12\t0.000237\n",
      "stable\t25\t0.000237\n",
      "stacks\t25\t0.000237\n",
      "stage\t25\t0.000237\n",
      "staged\t12\t0.000237\n",
      "stalinist-led\t12\t0.000237\n",
      "stalinists\t12\t0.000237\n",
      "stance\t12\t0.000237\n",
      "standard\t12\t0.000237\n",
      "standardized\t25\t0.000237\n",
      "start\t25\t0.000237\n",
      "started\t12\t0.000237\n",
      "starting\t25\t0.000220\n",
      "starting\t12\t0.000149\n",
      "state\t12\t0.000237\n",
      "stated\t12\t0.000237\n",
      "stateless\t12\t0.000237\n",
      "statements\t12\t0.000237\n",
      "state-protected\t12\t0.000237\n",
      "states\t25\t0.001100\n",
      "states\t12\t0.000149\n",
      "steadfastly\t12\t0.000237\n",
      "steady\t25\t0.000237\n",
      "stephen\t12\t0.000237\n",
      "steps\t25\t0.000237\n",
      "stereotyped\t25\t0.000237\n",
      "stereotypy\t25\t0.000237\n",
      "stigma\t25\t0.000237\n",
      "stimulants\t25\t0.000237\n",
      "stimuli\t25\t0.000237\n",
      "stirner\t12\t0.000237\n",
      "stirnerists\t12\t0.000237\n",
      "stirner's\t12\t0.000237\n",
      "stoicism\t12\t0.000237\n",
      "storage\t25\t0.000237\n",
      "story\t25\t0.000237\n",
      "strains\t12\t0.000237\n",
      "strategy\t12\t0.000237\n",
      "strength\t25\t0.000441\n",
      "strength\t12\t0.000149\n",
      "stress\t25\t0.000237\n",
      "stressed\t12\t0.000237\n",
      "strike\t12\t0.000237\n",
      "strikebreakers\t12\t0.000237\n",
      "striking\t25\t0.000237\n",
      "strikingly\t25\t0.000237\n",
      "stringham\t12\t0.000237\n",
      "strong\t25\t0.000661\n",
      "strong\t12\t0.000149\n",
      "strongest\t12\t0.000237\n",
      "stronghold\t12\t0.000237\n",
      "strongholds\t12\t0.000237\n",
      "strongly\t25\t0.000441\n",
      "strongly\t12\t0.000149\n",
      "structural\t25\t0.000237\n",
      "structure\t12\t0.000237\n",
      "structured\t25\t0.000237\n",
      "structures\t25\t0.000441\n",
      "structures\t12\t0.000149\n",
      "struggle\t12\t0.000237\n",
      "struggle-approach\t12\t0.000237\n",
      "struggles\t12\t0.000237\n",
      "student\t25\t0.000237\n",
      "students\t12\t0.000237\n",
      "studies\t25\t0.000237\n",
      "study\t25\t0.003302\n",
      "study\t12\t0.000149\n",
      "subdivisions\t25\t0.000237\n",
      "subgroups\t25\t0.000237\n",
      "subject\t25\t0.000237\n",
      "subjective\t12\t0.000237\n",
      "subjectivity\t12\t0.000237\n",
      "subjects\t12\t0.000237\n",
      "subsequently\t12\t0.000237\n",
      "subset\t25\t0.000237\n",
      "substantial\t25\t0.000237\n",
      "substantiated\t25\t0.000237\n",
      "subtle\t12\t0.000237\n",
      "subtype\t25\t0.000237\n",
      "subtypes\t25\t0.000237\n",
      "subversive\t12\t0.000237\n",
      "subversives\t12\t0.000237\n",
      "success\t25\t0.000220\n",
      "success\t12\t0.000149\n",
      "successful\t25\t0.000441\n",
      "successful\t12\t0.000149\n",
      "successfully\t25\t0.000237\n",
      "successor\t12\t0.000237\n",
      "suffer\t25\t0.000237\n",
      "sufficient\t12\t0.000237\n",
      "suffix\t12\t0.000237\n",
      "suffocated\t25\t0.000237\n",
      "suggest\t25\t0.001761\n",
      "suggest\t12\t0.000149\n",
      "suggested\t25\t0.000237\n",
      "suggesting\t25\t0.000237\n",
      "suggests\t25\t0.000237\n",
      "suicide\t12\t0.000237\n",
      "summerhill\t12\t0.000237\n",
      "superior\t25\t0.000237\n",
      "superiority\t25\t0.000237\n",
      "supervision\t25\t0.000237\n",
      "support\t25\t0.001761\n",
      "support\t12\t0.000149\n",
      "supported\t25\t0.000880\n",
      "supported\t12\t0.000149\n",
      "supporters\t12\t0.000237\n",
      "supporting\t12\t0.000237\n",
      "suppressed\t12\t0.000237\n",
      "suppression\t12\t0.000237\n",
      "surge\t12\t0.000237\n",
      "surrealist\t12\t0.000237\n",
      "surround\t25\t0.000237\n",
      "surroundings\t12\t0.000237\n",
      "surveyor\t12\t0.000237\n",
      "survived\t12\t0.000237\n",
      "sus\t12\t0.000237\n",
      "suspicion\t25\t0.000237\n",
      "sustained\t25\t0.000237\n",
      "sweden\t12\t0.000237\n",
      "swedish\t25\t0.000441\n",
      "swedish\t12\t0.000149\n",
      "swiss\t25\t0.000220\n",
      "swiss\t12\t0.000149\n",
      "sylvain\t12\t0.000237\n",
      "symbolic\t25\t0.000237\n",
      "symbolism\t12\t0.000237\n",
      "symbols\t25\t0.000237\n",
      "symptom\t25\t0.000237\n",
      "symptoms\t25\t0.000237\n",
      "symptomsautistic\t25\t0.000237\n",
      "synapses\t25\t0.000237\n",
      "synaptic\t25\t0.000237\n",
      "synchronization\t25\t0.000237\n",
      "synchronized\t25\t0.000237\n",
      "syncretic\t12\t0.000237\n",
      "syndicalism\t12\t0.000237\n",
      "syndicalist\t12\t0.000237\n",
      "syndicalists\t12\t0.000237\n",
      "syndromal\t25\t0.000237\n",
      "syndrome\t25\t0.000237\n",
      "syndromes\t25\t0.000237\n",
      "synonym\t12\t0.000237\n",
      "synthesis\t25\t0.000220\n",
      "synthesis\t12\t0.000149\n",
      "synthesist\t12\t0.000237\n",
      "systematic\t25\t0.000441\n",
      "systematic\t12\t0.000149\n",
      "systemize—that\t25\t0.000237\n",
      "systemizing\t25\t0.000237\n",
      "systems\t25\t0.000661\n",
      "systems\t12\t0.000149\n",
      "table\t25\t0.000237\n",
      "tactic\t12\t0.000237\n",
      "tactical\t12\t0.000237\n",
      "tactics\t12\t0.000237\n",
      "tailored\t25\t0.000237\n",
      "taken\t12\t0.000237\n",
      "taking\t25\t0.000661\n",
      "taking\t12\t0.000149\n",
      "talents\t25\t0.000237\n",
      "talk\t25\t0.000237\n",
      "tantrums\t25\t0.000237\n",
      "taoism\t12\t0.000237\n",
      "taoist\t12\t0.000237\n",
      "targeting\t25\t0.000237\n",
      "tarrida\t12\t0.000237\n",
      "task-positive\t25\t0.000237\n",
      "tasks\t25\t0.000237\n",
      "taught\t12\t0.000237\n",
      "tax\t12\t0.000237\n",
      "teaching\t25\t0.000220\n",
      "teaching\t12\t0.000149\n",
      "teachings\t12\t0.000237\n",
      "technical\t12\t0.000237\n",
      "techniques\t12\t0.000237\n",
      "technologies\t25\t0.000220\n",
      "technologies\t12\t0.000149\n",
      "technology\t25\t0.000220\n",
      "technology\t12\t0.000149\n",
      "television\t25\t0.000237\n",
      "temple\t25\t0.000237\n",
      "temporary\t12\t0.000237\n",
      "tend\t25\t0.000237\n",
      "tendencias\t12\t0.000237\n",
      "tendencies\t12\t0.000237\n",
      "tendency\t12\t0.000237\n",
      "tensor\t25\t0.000237\n",
      "tentative\t25\t0.000237\n",
      "teratogens\t25\t0.000237\n",
      "term\t25\t0.000220\n",
      "term\t12\t0.000149\n",
      "terminology\t25\t0.000661\n",
      "terminology\t12\t0.000149\n",
      "terms\t12\t0.000237\n",
      "territories\t12\t0.000237\n",
      "territory\t12\t0.000237\n",
      "terrorism\t12\t0.000237\n",
      "terry\t12\t0.000237\n",
      "test\t25\t0.000237\n",
      "tested\t25\t0.000237\n",
      "testing\t25\t0.000237\n",
      "tests\t25\t0.000237\n",
      "teufel\t12\t0.000237\n",
      "text\t12\t0.000237\n",
      "texts\t12\t0.000237\n",
      "themes\t12\t0.000237\n",
      "theology\t12\t0.000237\n",
      "theoretical\t12\t0.000237\n",
      "théorie\t12\t0.000237\n",
      "theories\t25\t0.001541\n",
      "theories\t12\t0.000149\n",
      "theorists\t12\t0.000237\n",
      "theory\t25\t0.003522\n",
      "theory\t12\t0.000149\n",
      "theory—enhanced\t25\t0.000237\n",
      "therapies\t25\t0.000237\n",
      "therapy\t25\t0.000237\n",
      "thief\t12\t0.000237\n",
      "things\t25\t0.000441\n",
      "things\t12\t0.000149\n",
      "thinkers\t12\t0.000237\n",
      "thinking\t25\t0.000237\n",
      "thinner\t25\t0.000237\n",
      "thoreau\t12\t0.000237\n",
      "thought\t25\t0.000661\n",
      "thought\t12\t0.000149\n",
      "three-quarters\t25\t0.000237\n",
      "three-year-old\t25\t0.000237\n",
      "thresholds\t25\t0.000237\n",
      "thrown\t12\t0.000237\n",
      "thursday\t12\t0.000237\n",
      "time\t25\t0.000441\n",
      "time\t12\t0.000149\n",
      "times\t25\t0.000220\n",
      "times\t12\t0.000149\n",
      "timing\t25\t0.000237\n",
      "tiny\t12\t0.000237\n",
      "today\t12\t0.000237\n",
      "toddlers\t25\t0.000237\n",
      "toe\t25\t0.000237\n",
      "toggling\t25\t0.000237\n",
      "toleration\t12\t0.000237\n",
      "tolstoy\t12\t0.000237\n",
      "tolstoy's\t12\t0.000237\n",
      "tom\t12\t0.000237\n",
      "tone\t25\t0.000237\n",
      "took\t25\t0.000220\n",
      "took\t12\t0.000149\n",
      "tools\t25\t0.000237\n",
      "topics\t12\t0.000237\n",
      "tormey\t12\t0.000237\n",
      "tortured\t12\t0.000237\n",
      "total\t25\t0.000237\n",
      "tourette\t25\t0.000237\n",
      "towns\t12\t0.000237\n",
      "toy\t25\t0.000237\n",
      "trabajo\t12\t0.000237\n",
      "traceable\t25\t0.000237\n",
      "traced\t25\t0.000220\n",
      "traced\t12\t0.000149\n",
      "trade\t12\t0.000237\n",
      "trades\t12\t0.000237\n",
      "trade-union\t12\t0.000237\n",
      "tradition\t12\t0.000237\n",
      "traditional\t25\t0.000220\n",
      "traditional\t12\t0.000149\n",
      "traditions\t12\t0.000237\n",
      "training\t25\t0.000237\n",
      "traits\t25\t0.000237\n",
      "transaction\t12\t0.000237\n",
      "transactions\t12\t0.000237\n",
      "transcendentalist\t12\t0.000237\n",
      "transferred\t12\t0.000237\n",
      "transformed\t12\t0.000237\n",
      "transient\t25\t0.000237\n",
      "transition\t12\t0.000237\n",
      "translated\t12\t0.000237\n",
      "translation\t25\t0.000237\n",
      "transmitted\t12\t0.000237\n",
      "transport\t25\t0.000237\n",
      "treat\t25\t0.000237\n",
      "treated\t25\t0.000441\n",
      "treated\t12\t0.000149\n",
      "treating\t25\t0.000237\n",
      "treatment\t25\t0.003302\n",
      "treatment\t12\t0.000149\n",
      "treatments\t25\t0.000237\n",
      "triad\t25\t0.000237\n",
      "tries\t12\t0.000237\n",
      "trivia\t25\t0.000237\n",
      "troops\t12\t0.000237\n",
      "truda\t12\t0.000237\n",
      "truda's\t12\t0.000237\n",
      "true\t25\t0.000441\n",
      "true\t12\t0.000149\n",
      "truth\t12\t0.000237\n",
      "tsarist\t12\t0.000237\n",
      "tuberous\t25\t0.000237\n",
      "tucker\t12\t0.000237\n",
      "turn\t25\t0.000441\n",
      "turn\t12\t0.000149\n",
      "turns\t25\t0.000237\n",
      "twentieth\t12\t0.000237\n",
      "twenty-first\t12\t0.000237\n",
      "twins\t25\t0.000237\n",
      "two-thirds\t25\t0.000237\n",
      "two-word\t25\t0.000237\n",
      "type\t25\t0.000237\n",
      "types\t12\t0.000237\n",
      "typical\t25\t0.000237\n",
      "typically\t25\t0.000237\n",
      "tyrannicides\t12\t0.000237\n",
      "uk\t25\t0.000661\n",
      "uk\t12\t0.000149\n",
      "ukraine\t12\t0.000237\n",
      "ukraine—anarchist\t12\t0.000237\n",
      "ulrike\t12\t0.000237\n",
      "ultimate\t12\t0.000237\n",
      "umanita\t12\t0.000237\n",
      "una\t12\t0.000237\n",
      "unaffected\t25\t0.000237\n",
      "unanimously\t12\t0.000237\n",
      "unbalanced\t25\t0.000237\n",
      "unbridgeable\t12\t0.000237\n",
      "uncertain\t25\t0.000237\n",
      "unchanging\t25\t0.000237\n",
      "unclear\t25\t0.000237\n",
      "underconnectivity\t25\t0.000237\n",
      "underdiagnosis\t25\t0.000237\n",
      "underestimate\t25\t0.000237\n",
      "underfunctioning\t25\t0.000237\n",
      "underground\t12\t0.000237\n",
      "underlies\t25\t0.000237\n",
      "underlying\t25\t0.000237\n",
      "under-responsivity\t25\t0.000237\n",
      "understand\t25\t0.000237\n",
      "understanding\t25\t0.000237\n",
      "understood\t25\t0.000237\n",
      "underway\t25\t0.000237\n",
      "undesirable\t12\t0.000237\n",
      "undiagnosed\t25\t0.000237\n",
      "undoubtedly\t12\t0.000237\n",
      "une\t12\t0.000237\n",
      "unfortunate\t12\t0.000237\n",
      "unidentified\t25\t0.000237\n",
      "unifying\t25\t0.000237\n",
      "union\t12\t0.000237\n",
      "unione\t12\t0.000237\n",
      "unionism\t12\t0.000237\n",
      "unionist\t12\t0.000237\n",
      "unionists\t12\t0.000237\n",
      "unions\t12\t0.000237\n",
      "unité\t12\t0.000237\n",
      "united\t25\t0.000441\n",
      "united\t12\t0.000149\n",
      "unity.\"bob\t12\t0.000237\n",
      "università\t12\t0.000237\n",
      "university\t25\t0.000220\n",
      "university\t12\t0.000149\n",
      "unjust\t12\t0.000237\n",
      "unknown\t12\t0.000237\n",
      "unless\t12\t0.000237\n",
      "unlike\t25\t0.000441\n",
      "unlike\t12\t0.000149\n",
      "unlikely\t25\t0.000237\n",
      "unnecessary\t12\t0.000237\n",
      "uno\t12\t0.000237\n",
      "unreimbursed\t25\t0.000237\n",
      "unrelated\t25\t0.000237\n",
      "unresolved\t25\t0.000237\n",
      "unschooling\t12\t0.000237\n",
      "unselected\t25\t0.000237\n",
      "unsuccessful\t12\t0.000237\n",
      "unsupported\t25\t0.000237\n",
      "unusual\t25\t0.000237\n",
      "unvarying\t25\t0.000237\n",
      "update\t25\t0.000237\n",
      "updating\t12\t0.000237\n",
      "upheaval\t12\t0.000237\n",
      "uphold[ing\t12\t0.000237\n",
      "uprising\t12\t0.000237\n",
      "uprisings\t12\t0.000237\n",
      "uri\t12\t0.000237\n",
      "uruguayan\t12\t0.000237\n",
      "u.s\t12\t0.000237\n",
      "use\t25\t0.000880\n",
      "use\t12\t0.000149\n",
      "used\t25\t0.002201\n",
      "used\t12\t0.000149\n",
      "useful\t25\t0.000237\n",
      "uses\t25\t0.000441\n",
      "uses\t12\t0.000149\n",
      "using\t25\t0.000661\n",
      "using\t12\t0.000149\n",
      "ussr\t12\t0.000237\n",
      "usual\t25\t0.000237\n",
      "usually\t25\t0.000441\n",
      "usually\t12\t0.000149\n",
      "utilitarian\t12\t0.000237\n",
      "vaccination\t25\t0.000237\n",
      "vaccine\t25\t0.000237\n",
      "vaccines\t25\t0.000237\n",
      "valets\t12\t0.000237\n",
      "validation\t25\t0.000237\n",
      "validity\t25\t0.000237\n",
      "value\t25\t0.000220\n",
      "value\t12\t0.000149\n",
      "values\t12\t0.000237\n",
      "variable\t25\t0.000237\n",
      "variants\t25\t0.000237\n",
      "variation\t25\t0.000237\n",
      "variations\t25\t0.000237\n",
      "variations—spontaneous\t25\t0.000237\n",
      "variety\t12\t0.000237\n",
      "various\t25\t0.000441\n",
      "various\t12\t0.000149\n",
      "varlet\t12\t0.000237\n",
      "varying\t25\t0.000441\n",
      "varying\t12\t0.000149\n",
      "vast\t12\t0.000237\n",
      "veganism\t12\t0.000237\n",
      "venomous\t12\t0.000237\n",
      "veracity\t25\t0.000237\n",
      "verbose\t25\t0.000237\n",
      "version\t12\t0.000237\n",
      "versus\t25\t0.000237\n",
      "veteran\t12\t0.000237\n",
      "victorious\t12\t0.000237\n",
      "victory\t12\t0.000237\n",
      "vida.\"\"la\t12\t0.000237\n",
      "vienna\t25\t0.000237\n",
      "vietnam\t12\t0.000237\n",
      "view\t25\t0.000220\n",
      "view\t12\t0.000149\n",
      "viewed\t25\t0.000220\n",
      "viewed\t12\t0.000149\n",
      "viewpoints\t25\t0.000237\n",
      "views\t12\t0.000237\n",
      "vigour\t12\t0.000237\n",
      "village\t12\t0.000237\n",
      "villagers\t12\t0.000237\n",
      "vincent\t12\t0.000237\n",
      "vinculadas\t12\t0.000237\n",
      "violence\t25\t0.000220\n",
      "violence\t12\t0.000149\n",
      "violent\t25\t0.000220\n",
      "violent\t12\t0.000149\n",
      "virginia\t12\t0.000237\n",
      "virtual\t12\t0.000237\n",
      "vision\t25\t0.000237\n",
      "visual\t25\t0.000237\n",
      "visually\t25\t0.000237\n",
      "vocabulary\t25\t0.000237\n",
      "vocal\t25\t0.000237\n",
      "voices\t12\t0.000237\n",
      "vol\t12\t0.000237\n",
      "volin\t12\t0.000237\n",
      "voline\t12\t0.000237\n",
      "voltairine\t12\t0.000237\n",
      "volume\t12\t0.000237\n",
      "voluntaria\t12\t0.000237\n",
      "voluntary\t12\t0.000237\n",
      "volunteer\t25\t0.000237\n",
      "volunteered\t12\t0.000237\n",
      "votes\t12\t0.000237\n",
      "vraiment\t12\t0.000237\n",
      "vv\t12\t0.000237\n",
      "wage\t12\t0.000237\n",
      "wages\t12\t0.000237\n",
      "waisbrooker\t12\t0.000237\n",
      "walden\t12\t0.000237\n",
      "walker\t12\t0.000237\n",
      "walking\t25\t0.000237\n",
      "want\t12\t0.000237\n",
      "war\t12\t0.000237\n",
      "ward\t12\t0.000237\n",
      "warned\t12\t0.000237\n",
      "warranted\t25\t0.000237\n",
      "warren\t12\t0.000237\n",
      "watch\t12\t0.000237\n",
      "wave\t12\t0.000237\n",
      "waving\t25\t0.000237\n",
      "way\t25\t0.000441\n",
      "way\t12\t0.000149\n",
      "ways\t12\t0.000237\n",
      "weak\t25\t0.000237\n",
      "weaker\t25\t0.000237\n",
      "weaknesses\t25\t0.000237\n",
      "weblog\t12\t0.000237\n",
      "webpage\t12\t0.000237\n",
      "website\t12\t0.000237\n",
      "weekly\t12\t0.000237\n",
      "weeks\t25\t0.000237\n",
      "weitling\t12\t0.000237\n",
      "well-being\t25\t0.000237\n",
      "well-documented\t25\t0.000237\n",
      "well-established\t25\t0.000237\n",
      "wendy\t12\t0.000237\n",
      "went\t12\t0.000237\n",
      "west\t12\t0.000237\n",
      "western\t12\t0.000237\n",
      "westminster\t12\t0.000237\n",
      "whites\t12\t0.000237\n",
      "wide\t25\t0.000237\n",
      "widely\t25\t0.000441\n",
      "widely\t12\t0.000149\n",
      "wider\t12\t0.000237\n",
      "widespread\t25\t0.000220\n",
      "widespread\t12\t0.000149\n",
      "wild\t25\t0.000237\n",
      "wilde\t12\t0.000237\n",
      "wilhelm\t12\t0.000237\n",
      "willful\t12\t0.000237\n",
      "william\t12\t0.000237\n",
      "wing\t12\t0.000237\n",
      "winstanley\t12\t0.000237\n",
      "wishes\t12\t0.000237\n",
      "withdrawal\t25\t0.000237\n",
      "woman\t12\t0.000237\n",
      "women\t12\t0.000237\n",
      "women's\t12\t0.000237\n",
      "won\t12\t0.000237\n",
      "woodcock\t12\t0.000237\n",
      "woodcock's\t12\t0.000237\n",
      "woodcut-style\t12\t0.000237\n",
      "word\t25\t0.000880\n",
      "word\t12\t0.000149\n",
      "words\t25\t0.000237\n",
      "work\t25\t0.000661\n",
      "work\t12\t0.000149\n",
      "worked\t12\t0.000237\n",
      "worker\t12\t0.000237\n",
      "worker-owned\t12\t0.000237\n",
      "workers\t12\t0.000237\n",
      "worker's\t12\t0.000237\n",
      "working\t25\t0.000220\n",
      "working\t12\t0.000149\n",
      "workingmen's\t12\t0.000237\n",
      "workplace\t12\t0.000237\n",
      "workplaces\t12\t0.000237\n",
      "works\t12\t0.000237\n",
      "world\t12\t0.000237\n",
      "worldwide\t25\t0.000220\n",
      "worldwide\t12\t0.000149\n",
      "worse\t25\t0.000237\n",
      "wreszin\t12\t0.000237\n",
      "write\t12\t0.000237\n",
      "writing\t12\t0.000237\n",
      "writings\t12\t0.000237\n",
      "wrote\t12\t0.000237\n",
      "wto\t12\t0.000237\n",
      "x\t25\t0.000237\n",
      "xavier\t12\t0.000237\n",
      "y\t12\t0.000237\n",
      "yawning\t12\t0.000237\n",
      "year\t25\t0.000441\n",
      "year\t12\t0.000149\n",
      "years\t25\t0.002642\n",
      "years\t12\t0.000149\n",
      "york\t12\t0.000237\n",
      "young\t25\t0.000880\n",
      "young\t12\t0.000149\n",
      "younger\t25\t0.000220\n",
      "younger\t12\t0.000149\n",
      "youth\t12\t0.000237\n",
      "ytak\t12\t0.000237\n",
      "zeno\t12\t0.000237\n",
      "zhuangzi\t12\t0.000237\n",
      "zhuangzi's\t12\t0.000237\n",
      "zisly\t12\t0.000237\n",
      "znet\t12\t0.000237\n",
      "αὐτός\t25\t0.000237\n",
      "ιζειν\t12\t0.000237\n",
      "ισμός\t12\t0.000237\n",
      "ἀν\t12\t0.000237\n",
      "ἄναρχος\t12\t0.000237\n",
      "ἀρχή\t12\t0.000237\n",
      "ἀρχός\t12\t0.000237\n"
     ]
    }
   ],
   "source": [
    "!hdfs dfs -cat /data/wiki/en_articles_part/articles-part | head -2 > test_file.txt\n",
    "!cp /datasets/stop_words_en.txt stop_words_en.txt\n",
    "!cat test_file.txt | python2 mapper.py | sort -k1,1 | python2 reducer.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0%however\t6970\t0.003838\n",
      "0&\\mathrm{if\t7583\t0.003838\n",
      "0(8)320-1234\t2061\t0.003838\n",
      "0)).(1\t7143\t0.003838\n",
      "0,03\t5188\t0.003838\n",
      "0,1,...,n\t1635\t0.003838\n",
      "0,1,0\t6026\t0.003838\n",
      "0,1,\\dots,n\t4594\t0.003838\n",
      "0,5\t3107\t0.003838\n",
      "0,50\t4845\t0.003838\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "18/04/16 09:19:23 INFO client.RMProxy: Connecting to ResourceManager at /0.0.0.0:8032\n",
      "18/04/16 09:19:23 INFO client.RMProxy: Connecting to ResourceManager at /0.0.0.0:8032\n",
      "18/04/16 09:19:24 INFO mapred.FileInputFormat: Total input files to process : 1\n",
      "18/04/16 09:19:25 INFO mapreduce.JobSubmitter: number of splits:2\n",
      "18/04/16 09:19:25 INFO mapreduce.JobSubmitter: Submitting tokens for job: job_1523870263342_0002\n",
      "18/04/16 09:19:25 INFO impl.YarnClientImpl: Submitted application application_1523870263342_0002\n",
      "18/04/16 09:19:25 INFO mapreduce.Job: The url to track the job: http://9c5ea2b8efd5:8088/proxy/application_1523870263342_0002/\n",
      "18/04/16 09:19:25 INFO mapreduce.Job: Running job: job_1523870263342_0002\n",
      "18/04/16 09:19:32 INFO mapreduce.Job: Job job_1523870263342_0002 running in uber mode : false\n",
      "18/04/16 09:19:32 INFO mapreduce.Job:  map 0% reduce 0%\n",
      "18/04/16 09:19:50 INFO mapreduce.Job:  map 62% reduce 0%\n",
      "18/04/16 09:19:55 INFO mapreduce.Job:  map 80% reduce 0%\n",
      "18/04/16 09:19:56 INFO mapreduce.Job:  map 100% reduce 0%\n",
      "18/04/16 09:20:14 INFO mapreduce.Job:  map 100% reduce 12%\n",
      "18/04/16 09:20:16 INFO mapreduce.Job:  map 100% reduce 13%\n",
      "18/04/16 09:20:18 INFO mapreduce.Job:  map 100% reduce 25%\n",
      "18/04/16 09:20:22 INFO mapreduce.Job:  map 100% reduce 38%\n",
      "18/04/16 09:20:23 INFO mapreduce.Job:  map 100% reduce 50%\n",
      "18/04/16 09:20:24 INFO mapreduce.Job:  map 100% reduce 75%\n",
      "18/04/16 09:20:30 INFO mapreduce.Job:  map 100% reduce 100%\n",
      "18/04/16 09:20:31 INFO mapreduce.Job: Job job_1523870263342_0002 completed successfully\n",
      "18/04/16 09:20:31 INFO mapreduce.Job: Counters: 50\n",
      "\tFile System Counters\n",
      "\t\tFILE: Number of bytes read=83708136\n",
      "\t\tFILE: Number of bytes written=168815616\n",
      "\t\tFILE: Number of read operations=0\n",
      "\t\tFILE: Number of large read operations=0\n",
      "\t\tFILE: Number of write operations=0\n",
      "\t\tHDFS: Number of bytes read=76874501\n",
      "\t\tHDFS: Number of bytes written=76761713\n",
      "\t\tHDFS: Number of read operations=30\n",
      "\t\tHDFS: Number of large read operations=0\n",
      "\t\tHDFS: Number of write operations=16\n",
      "\tJob Counters \n",
      "\t\tKilled reduce tasks=1\n",
      "\t\tLaunched map tasks=2\n",
      "\t\tLaunched reduce tasks=8\n",
      "\t\tData-local map tasks=2\n",
      "\t\tTotal time spent by all maps in occupied slots (ms)=40421\n",
      "\t\tTotal time spent by all reduces in occupied slots (ms)=149674\n",
      "\t\tTotal time spent by all map tasks (ms)=40421\n",
      "\t\tTotal time spent by all reduce tasks (ms)=149674\n",
      "\t\tTotal vcore-milliseconds taken by all map tasks=40421\n",
      "\t\tTotal vcore-milliseconds taken by all reduce tasks=149674\n",
      "\t\tTotal megabyte-milliseconds taken by all map tasks=41391104\n",
      "\t\tTotal megabyte-milliseconds taken by all reduce tasks=153266176\n",
      "\tMap-Reduce Framework\n",
      "\t\tMap input records=4100\n",
      "\t\tMap output records=3472743\n",
      "\t\tMap output bytes=76762592\n",
      "\t\tMap output materialized bytes=83708184\n",
      "\t\tInput split bytes=228\n",
      "\t\tCombine input records=0\n",
      "\t\tCombine output records=0\n",
      "\t\tReduce input groups=426865\n",
      "\t\tReduce shuffle bytes=83708184\n",
      "\t\tReduce input records=3472743\n",
      "\t\tReduce output records=3472685\n",
      "\t\tSpilled Records=6945486\n",
      "\t\tShuffled Maps =16\n",
      "\t\tFailed Shuffles=0\n",
      "\t\tMerged Map outputs=16\n",
      "\t\tGC time elapsed (ms)=2114\n",
      "\t\tCPU time spent (ms)=69080\n",
      "\t\tPhysical memory (bytes) snapshot=1907585024\n",
      "\t\tVirtual memory (bytes) snapshot=19660169216\n",
      "\t\tTotal committed heap usage (bytes)=1289748480\n",
      "\tShuffle Errors\n",
      "\t\tBAD_ID=0\n",
      "\t\tCONNECTION=0\n",
      "\t\tIO_ERROR=0\n",
      "\t\tWRONG_LENGTH=0\n",
      "\t\tWRONG_MAP=0\n",
      "\t\tWRONG_REDUCE=0\n",
      "\tFile Input Format Counters \n",
      "\t\tBytes Read=76874273\n",
      "\tFile Output Format Counters \n",
      "\t\tBytes Written=76761713\n",
      "18/04/16 09:20:31 INFO streaming.StreamJob: Output directory: tf_idf\n",
      "cat: Unable to write to output stream.\n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "\n",
    "OUT_DIR=\"tf_idf\"\n",
    "NUM_REDUCERS=8\n",
    "\n",
    "hdfs dfs -rm -r -skipTrash ${OUT_DIR} > /dev/null\n",
    "\n",
    "yarn jar /opt/cloudera/parcels/CDH/lib/hadoop-mapreduce/hadoop-streaming.jar \\\n",
    "    -D mapred.jab.name=\"Streaming tf_idf\" \\\n",
    "    -D mapreduce.job.reduces=${NUM_REDUCERS} \\\n",
    "    -files mapper.py,reducer.py,/datasets/stop_words_en.txt \\\n",
    "    -mapper \"python mapper.py\" \\\n",
    "    -reducer \"python reducer.py\" \\\n",
    "    -input /data/wiki/en_articles_part \\\n",
    "    -output ${OUT_DIR} > /dev/null\n",
    "\n",
    "hdfs dfs -cat tf_idf/* | grep -P 'labor\\t12\\t' | cut -f3"
   ]
  }
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