NLP/Z19_gensim_LDA_20newsgroups_R.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Zad. \n",
    "\n",
    "Otagować (czyli wskazać słowa \"kluczowe\", Latent Dirichlet Allocation) teksty korpusu 20newsgroups."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from gensim import corpora, models, similarities, matutils\n",
    "import numpy as np\n",
    "import os "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Można sczytać dane bez nagłówków i stopek"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "to_remove= ('headers', 'footers', 'quotes')\n",
    "\n",
    "from sklearn.datasets import fetch_20newsgroups\n",
    "newsgroups_train = fetch_20newsgroups(subset='all', shuffle=True, remove = to_remove)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"\\n\\nI am sure some bashers of Pens fans are pretty confused about the lack\\nof any kind of posts about the recent Pens massacre of the Devils. Actually,\\nI am  bit puzzled too and a bit relieved. However, I am going to put an end\\nto non-PIttsburghers' relief with a bit of praise for the Pens. Man, they\\nare killing those Devils worse than I thought. Jagr just showed you why\\nhe is much better than his regular season stats. He is also a lot\\nfo fun to watch in the playoffs. Bowman should let JAgr have a lot of\\nfun in the next couple of games since the Pens are going to beat the pulp out of Jersey anyway. I was very disappointed not to see the Islanders lose the final\\nregular season game.          PENS RULE!!!\\n\\n\""
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newsgroups_train.data[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "I am sure some bashers of Pens fans are pretty confused about the lack\n",
      "of any kind of posts about the recent Pens massacre of the Devils. Actually,\n",
      "I am  bit puzzled too and a bit relieved. However, I am going to put an end\n",
      "to non-PIttsburghers' relief with a bit of praise for the Pens. Man, they\n",
      "are killing those Devils worse than I thought. Jagr just showed you why\n",
      "he is much better than his regular season stats. He is also a lot\n",
      "fo fun to watch in the playoffs. Bowman should let JAgr have a lot of\n",
      "fun in the next couple of games since the Pens are going to beat the pulp out of Jersey anyway. I was very disappointed not to see the Islanders lose the final\n",
      "regular season game.          PENS RULE!!!\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(newsgroups_train.data[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['alt.atheism',\n",
       " 'comp.graphics',\n",
       " 'comp.os.ms-windows.misc',\n",
       " 'comp.sys.ibm.pc.hardware',\n",
       " 'comp.sys.mac.hardware',\n",
       " 'comp.windows.x',\n",
       " 'misc.forsale',\n",
       " 'rec.autos',\n",
       " 'rec.motorcycles',\n",
       " 'rec.sport.baseball',\n",
       " 'rec.sport.hockey',\n",
       " 'sci.crypt',\n",
       " 'sci.electronics',\n",
       " 'sci.med',\n",
       " 'sci.space',\n",
       " 'soc.religion.christian',\n",
       " 'talk.politics.guns',\n",
       " 'talk.politics.mideast',\n",
       " 'talk.politics.misc',\n",
       " 'talk.religion.misc']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newsgroups_train.target_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "20\n"
     ]
    }
   ],
   "source": [
    "print(len(newsgroups_train.target_names))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[10  3 17 ...  3  1  7]\n"
     ]
    }
   ],
   "source": [
    "print(newsgroups_train.target)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Zad\n",
    "Wykonaj przekształcenie Tf-Idf\n",
    "\n",
    "```python\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "from nltk.corpus import stopwords\n",
    "import string\n",
    "from nltk.stem import PorterStemmer\n",
    "from nltk.tokenize import word_tokenize\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "\n",
    "def remove_punctuation(words):\n",
    "    remove_list = stopwords.words('english') + list(string.punctuation) + [\"--\", \"\\\"\", \"``\" , \"...\", \"''\", \"'\" ]\n",
    "    return [w for w in words if not w in set(remove_list)]\n",
    "\n",
    "def remove_nummbers(words):\n",
    "    return [w for w in words if not w.isdigit()]\n",
    "\n",
    "def to_lower(words):\n",
    "    return [w.lower() for w in words]\n",
    "\n",
    "\n",
    "def my_tokenizer(sent):\n",
    "    tokens = word_tokenize(sent)\n",
    "    tokens = remove_punctuation(tokens)\n",
    "    tokens = remove_nummbers(tokens)\n",
    "    tokens = to_lower(tokens)\n",
    "    stemmer = PorterStemmer()\n",
    "    res = [stemmer.stem(word) for word in tokens]\n",
    "    return res \n",
    "\n",
    "\n",
    "tfidf_vectorizer = TfidfVectorizer(tokenizer=my_tokenizer, stop_words=stopwords.words('english') + list(string.punctuation))\n",
    "tfidf_matrix = tfidf_vectorizer.fit_transform(newsgroups_train.data)\n",
    "# print( tfidf_vectorizer.vocabulary_ )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----\n",
      "(18846, 175343)\n",
      "[[0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " ...\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]]\n"
     ]
    }
   ],
   "source": [
    "print(\"----\")\n",
    "print(tfidf_matrix.todense().shape)\n",
    "print(tfidf_matrix.todense())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Zad \n",
    "Stwórz model języka w bibliotece **gensim** na podstawie reprezentacji **Tf-Idf**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "corpus_sparse = matutils.Sparse2Corpus(tfidf_matrix, documents_columns=False)\n",
    "dictionary_list = tfidf_vectorizer.get_feature_names()\n",
    "dictionary_sparse_dict = {i:j for i,j in enumerate(dictionary_list)}\n",
    "dictionary = corpora.Dictionary.from_corpus(corpus_sparse, id2word=dictionary_sparse_dict)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Zad \n",
    "Stwórz model **Lda** (Latent Dirichlet Allocation) z\n",
    "* **num_topics=20**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "model = models.LdaModel(corpus=corpus_sparse, id2word=dictionary, num_topics=20)#, alpha='auto', eta='auto', iterations=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "20\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[5.0290391e-06, 5.0290391e-06, 5.0290391e-06, ..., 5.0290391e-06,\n",
       "        5.0290391e-06, 5.0290391e-06],\n",
       "       [2.1675492e-06, 2.1675485e-06, 2.1675485e-06, ..., 2.1675485e-06,\n",
       "        2.1675517e-06, 2.1675485e-06],\n",
       "       [5.3761805e-06, 5.3761833e-06, 5.3761805e-06, ..., 5.3761805e-06,\n",
       "        5.3761805e-06, 5.3761805e-06],\n",
       "       ...,\n",
       "       [5.6447743e-06, 5.6447743e-06, 5.6447743e-06, ..., 5.6447743e-06,\n",
       "        5.6447743e-06, 5.6447743e-06],\n",
       "       [5.6230783e-06, 5.6230783e-06, 5.6230783e-06, ..., 5.6230783e-06,\n",
       "        5.6230783e-06, 5.6230783e-06],\n",
       "       [5.4819689e-06, 5.4819689e-06, 5.4819689e-06, ..., 5.4819689e-06,\n",
       "        5.4819689e-06, 5.4819689e-06]], dtype=float32)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(len(model.get_topics()))\n",
    "model.get_topics()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Zad\n",
    "\n",
    "Wypisz z czego składają się tematy:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.006*\"god\" + 0.004*\"christian\" + 0.003*\"\\'s\" + 0.003*\"n\\'t\" + 0.002*\"jew\" + 0.002*\"church\" + 0.002*\"jesu\" + 0.002*\"believ\" + 0.002*\"peopl\" + 0.002*\"bibl\"'"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "topic_inex = 1\n",
    "\n",
    "model.print_topic(topicno=topic_inex)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('god', 0.0061011775),\n",
       " ('christian', 0.0035652139),\n",
       " (\"'s\", 0.0029952528),\n",
       " (\"n't\", 0.002932407),\n",
       " ('jew', 0.0021863314),\n",
       " ('church', 0.0021611564),\n",
       " ('jesu', 0.0021005387),\n",
       " ('believ', 0.0020734333),\n",
       " ('peopl', 0.002051582),\n",
       " ('bibl', 0.002028195)]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "topic2_terms = model.get_topic_terms(topicid=topic_inex)\n",
    "topic2_words = [\n",
    "    (dictionary.get(i), j)\n",
    "    for i,j in topic2_terms\n",
    "]\n",
    "topic2_words"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Zad \n",
    "\n",
    "Proszę posortować zdania najbardziej pasujące do danego tematu. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "import gensim\n",
    "\n",
    "\n",
    "corpus_lda = model[corpus_sparse] # create a double wrapper over the original corpus: bow->tfidf->fold-in-lsi\n",
    "# for d in corpus_lda:\n",
    "#     print(d)\n",
    "numpy_corpus = gensim.matutils.corpus2dense(corpus_lda, num_terms=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.002*\"bmw\" + 0.001*\"ray\" + 0.001*\"ir\" + 0.001*\"repair\" + 0.001*\"h+\" + 0.001*\"pat\" + 0.001*\"bo\" + 0.001*\"babe\" + 0.001*\"pcx\" + 0.001*\"bp\"\n",
      "----------------------\n",
      "From article <qekN3B4w165w@sys6626.bison.mb.ca>, by baden@sys6626.bison.mb.ca (baden de bari):\n",
      "----------------------\n",
      "Playoff leaders as of April 19, 1993\n",
      "\n",
      "    Player       Team   GP  G   A  Pts +/- PIM\n",
      "\n",
      "    M.Lemieux    PIT     1   2   2   4   0   0\n",
      "    Juneau       BOS     1   1   3   4   0   0\n",
      "    Noonan       CHI     1   3   0   3   0   0\n",
      "    Mogilny      BUF     1   2   1   3   0   0\n",
      "    Neely        BOS     1   2   1   3   0   0\n",
      "    Brown        STL     1   1   2   3   0   0\n",
      "    Jagr         PIT     1   1   2   3   0   0\n",
      "    Oates        BOS     1   0   3   3   0   0\n",
      "    Carson       LA      1   2   0   2   0   0\n",
      "    Hunter       WAS     1   2   0   2   0   0\n",
      "    Stevens      NJ      1   2   0   2   0   0\n",
      "    Cullen       TOR     1   1   1   2   0   0\n",
      "    Hull         STL     1   1   1   2   0   0\n",
      "    Khristich    WAS     1   1   1   2   0   0\n",
      "    Linden       VAN     1   1   1   2   0   0\n",
      "    Racine       DET     1   1   1   2   0   0\n",
      "    Shanahan     STL     1   1   1   2   0   0\n",
      "    Sydor        LA      1   1   1   2   0   0\n",
      "    Yzerman      DET     1   1   1   2   0   0\n",
      "    Bure         VAN     1   0   2   2   0   0\n",
      "    Coffey       DET     1   0   2   2   0   0\n",
      "    Drake        DET     1   0   2   2   0   0\n",
      "    Emerson      STL     1   0   2   2   0   0\n",
      "    G.Courtnall  VAN     1   0   2   2   0   0\n",
      "    Johansson    WAS     1   0   2   2   0   0\n",
      "    Lapointe     QUE     1   0   2   2   0   0\n",
      "    Niedermayer  NJ      1   0   2   2   0   0\n",
      "    Ramsey       PIT     1   0   2   2   0   0\n",
      "    Sandstrom    LA      1   0   2   2   0   0\n",
      "    Smehlik      BUF     1   0   2   2   0   0\n",
      "    Stevens      PIT     1   0   2   2   0   0\n",
      "    Adams        VAN     1   1   0   1   0   0\n",
      "    Barr         NJ      1   1   0   1   0   0\n",
      "    Bellows      MON     1   1   0   1   0   0\n",
      "    Burr         DET     1   1   0   1   0   0\n",
      "    Chiasson     DET     1   1   0   1   0   0\n",
      "    Craven       VAN     1   1   0   1   0   0\n",
      "    Dahlquist    CAL     1   1   0   1   0   0\n",
      "    Dionne       MON     1   1   0   1   0   0\n",
      "    Felsner      STL     1   1   0   1   0   0\n",
      "    Ferraro      NYI     1   1   0   1   0   0\n",
      "    Francis      PIT     1   1   0   1   0   0\n",
      "    Gilmour      TOR     1   1   0   1   0   0\n",
      "    Hannan       BUF     1   1   0   1   0   0\n",
      "    Heinze       BOS     1   1   0   1   0   0\n",
      "    Howe         DET     1   1   0   1   0   0\n",
      "    Huddy        LA      1   1   0   1   0   0\n",
      "    King         WIN     1   1   0   1   0   0\n",
      "    LaFontaine   BUF     1   1   0   1   0   0\n",
      "    Lefebvre     TOR     1   1   0   1   0   0\n",
      "    McSorley     LA      1   1   0   1   0   0\n",
      "    Millen       LA      1   1   0   1   0   0\n",
      "    Ronning      VAN     1   1   0   1   0   0\n",
      "    Rucinsky     QUE     1   1   0   1   0   0\n",
      "    Sakic        QUE     1   1   0   1   0   0\n",
      "    Sheppard     DET     1   1   0   1   0   0\n",
      "    Steen        WIN     1   1   0   1   0   0\n",
      "    Suter        CAL     1   1   0   1   0   0\n",
      "    Sweeney      BUF     1   1   0   1   0   0\n",
      "    Tipett       PIT     1   1   0   1   0   0\n",
      "    Yawney       CAL     1   1   0   1   0   0\n",
      "    Young        QUE     1   1   0   1   0   0\n",
      "    Barnes       WIN     1   0   1   1   0   0\n",
      "    Borschevsky  TOR     1   0   1   1   0   0\n",
      "    Brunet       MON     1   0   1   1   0   0\n",
      "    Chelios      CHI     1   0   1   1   0   0\n",
      "    Ciccarelli   DET     1   0   1   1   0   0\n",
      "    Clark        TOR     1   0   1   1   0   0\n",
      "    Desjardins   MON     1   0   1   1   0   0\n",
      "    Dipietro     MON     1   0   1   1   0   0\n",
      "    Donnelly     LA      1   0   1   1   0   0\n",
      "    Driver       NJ      1   0   1   1   0   0\n",
      "    Duchesne     QUE     1   0   1   1   0   0\n",
      "    Ellett       TOR     1   0   1   1   0   0\n",
      "    Elynuik      WAS     1   0   1   1   0   0\n",
      "    Flatley      NYI     1   0   1   1   0   0\n",
      "    Fleury       CAL     1   0   1   1   0   0\n",
      "    Gallant      DET     1   0   1   1   0   0\n",
      "    Gill         TOR     1   0   1   1   0   0\n",
      "    Granato      LA      1   0   1   1   0   0\n",
      "    Gretzky      LA      1   0   1   1   0   0\n",
      "    Guerin       NJ      1   0   1   1   0   0\n",
      "    Hawerchuk    BUF     1   0   1   1   0   0\n",
      "    Holik        NJ      1   0   1   1   0   0\n",
      "    Housley      WIN     1   0   1   1   0   0\n",
      "    Janney       STL     1   0   1   1   0   0\n",
      "    K.Brown      CHI     1   0   1   1   0   0\n",
      "    Khmylev      BUF     1   0   1   1   0   0\n",
      "    Krygier      WAS     1   0   1   1   0   0\n",
      "    Larmer       CHI     1   0   1   1   0   0\n",
      "    MacInnis     CAL     1   0   1   1   0   0\n",
      "    Matteau      CHI     1   0   1   1   0   0\n",
      "    McEachern    PIT     1   0   1   1   0   0\n",
      "    McLean       VAN     1   0   1   1   0   0\n",
      "    McRae        STL     1   0   1   1   0   0\n",
      "    Mullen       PIT     1   0   1   1   0   0\n",
      "    Muller       MON     1   0   1   1   0   0\n",
      "    Murphy       PIT     1   0   1   1   0   0\n",
      "    Murzyn       VAN     1   0   1   1   0   0\n",
      "    Otto         CAL     1   0   1   1   0   0\n",
      "    Pearson      TOR     1   0   1   1   0   0\n",
      "    Pivonka      WAS     1   0   1   1   0   0\n",
      "    Primeau      DET     1   0   1   1   0   0\n",
      "    Probert      DET     1   0   1   1   0   0\n",
      "    Reichel      CAL     1   0   1   1   0   0\n",
      "    Ricci        QUE     1   0   1   1   0   0\n",
      "    Robitaille   LA      1   0   1   1   0   0\n",
      "    Roenick      CHI     1   0   1   1   0   0\n",
      "    Samuelsson   PIT     1   0   1   1   0   0\n",
      "    Semak        NJ      1   0   1   1   0   0\n",
      "    Shannon      WIN     1   0   1   1   0   0\n",
      "    Shuchuk      LA      1   0   1   1   0   0\n",
      "    Sundin       QUE     1   0   1   1   0   0\n",
      "    Sutter       CHI     1   0   1   1   0   0\n",
      "    Taylor       LA      1   0   1   1   0   0\n",
      "    Tocchet      PIT     1   0   1   1   0   0\n",
      "    Vaske        NYI     1   0   1   1   0   0\n",
      "-- \n",
      "----------------------\n",
      "Player       Team   GP  G   A  Pts +/- PIM\n",
      "\n",
      "    M.Lemieux    PIT     3   4   2   6   2   0\n",
      "    Francis      PIT     3   1   5   6   5   4\n",
      "    Oates        BOS     3   0   6   6   1   2\n",
      "    Yzerman      DET     2   3   2   5   3   0\n",
      "    Coffey       DET     2   0   5   5   1   0\n",
      "    D.Hunter     WAS     3   5   0   5  -4  10\n",
      "    Mogilny      BUF     3   4   1   5   3   4\n",
      "    Thomas       NYI     3   2   3   5   6   0\n",
      "    Lapointe     QUE     3   1   4   5   2   2\n",
      "    Johansson    WAS     3   0   5   5  -1   4\n",
      "    Carson       LA      2   4   0   4   0   2\n",
      "    Brown        STL     2   1   3   4   1   2\n",
      "    Fleury       CAL     2   1   3   4   0  19\n",
      "    G.Courtnall  VAN     2   1   3   4   3   2\n",
      "    Flatley      NYI     2   0   4   4   3   2\n",
      "    MacInnis     CAL     2   0   4   4  -1   4\n",
      "    Ferraro      NYI     3   3   1   4   2   2\n",
      "    McEachern    PIT     3   3   1   4   4   8\n",
      "    Neely        BOS     3   3   1   4   1   4\n",
      "    Turgeon      NYI     3   3   1   4   5   0\n",
      "    Bellows      MON     3   2   2   4   0   0\n",
      "    Jagr         PIT     3   2   2   4   3   0\n",
      "    Khmylev      BUF     3   2   2   4   3   0\n",
      "    Khristich    WAS     3   2   2   4   0   2\n",
      "    Hawerchuk    BUF     3   1   3   4   0   2\n",
      "    Hogue        NYI     3   1   3   4   3   2\n",
      "    Juneau       BOS     3   1   3   4   0   6\n",
      "    K.Stevens    PIT     3   1   3   4   1   6\n",
      "    L.Murphy     PIT     3   1   3   4   2   0\n",
      "    LaFontaine   BUF     3   1   3   4   2   0\n",
      "    Ramsey       PIT     3   0   4   4   3   4\n",
      "    Smehlik      BUF     3   0   4   4   4   2\n",
      "    Noonan       CHI     2   3   0   3   0   0\n",
      "    Gilmour      TOR     2   2   1   3  -1  12\n",
      "    Hull         STL     2   2   1   3   0   0\n",
      "    Otto         CAL     2   2   1   3   2   2\n",
      "    Reichel      CAL     2   2   1   3   0   0\n",
      "    Bure         VAN     2   1   2   3   2   0\n",
      "    Drake        DET     2   1   2   3   2   0\n",
      "    Linden       VAN     2   1   2   3   4   2\n",
      "    Nieuwendyk   CAL     2   1   2   3  -1   2\n",
      "    Roberts      CAL     2   0   3   3  -2   4\n",
      "    Young        QUE     3   3   0   3   3   0\n",
      "    B.Sweeney    BUF     3   2   1   3   2   4\n",
      "    S.Stevens    NJ      3   2   1   3  -2   4\n",
      "    Tocchet      PIT     3   2   1   3   0   2\n",
      "    Carpenter    WAS     3   1   2   3   0   6\n",
      "    J.Mullen     PIT     3   1   2   3   2   2\n",
      "    Ronning      VAN     2   2   0   2   4   0\n",
      "    Suter        CAL     2   2   0   2   0   4\n",
      "    Yawney       CAL     2   2   0   2   3   4\n",
      "    Adams        VAN     2   1   1   2   2   0\n",
      "    Chiasson     DET     2   1   1   2  -1   4\n",
      "    Craven       VAN     2   1   1   2   2   2\n",
      "    Cullen       TOR     2   1   1   2  -1   0\n",
      "    Dahlquist    CAL     2   1   1   2   2   4\n",
      "    King         WIN     2   1   1   2   2   2\n",
      "    Racine       DET     2   1   1   2   6  14\n",
      "    Rychel       LA      2   1   1   2   1  19\n",
      "    Shanahan     STL     2   1   1   2   0   4\n",
      "    Sheppard     DET     2   1   1   2   2   0\n",
      "    Sydor        LA      2   1   1   2   0   4\n",
      "    Barnes       WIN     2   0   2   2   1   2\n",
      "    Emerson      STL     2   0   2   2   0   0\n",
      "    Gill         TOR     2   0   2   2  -2   0\n",
      "    Granato      LA      2   0   2   2   1   4\n",
      "    Gretzky      LA      2   0   2   2  -3   0\n",
      "    Housley      WIN     2   0   2   2  -2   0\n",
      "    Janney       STL     2   0   2   2   0   0\n",
      "    King         NYI     2   0   2   2   4   6\n",
      "    Kozlov       DET     2   0   2   2   1   2\n",
      "    Sandstrom    LA      2   0   2   2  -4   4\n",
      "    Shuchuk      LA      2   0   2   2  -1   2\n",
      "    Vaske        NYI     2   0   2   2   1   0\n",
      "    Damphousse   MON     3   1   1   2   0   0\n",
      "    Elynuik      WAS     3   1   1   2  -1   0\n",
      "    Guerin       NJ      3   1   1   2   0   4\n",
      "    Hannan       BUF     3   1   1   2   2   8\n",
      "    Holik        NJ      3   1   1   2   1   4\n",
      "    Muller       MON     3   1   1   2   0   0\n",
      "    Sakic        QUE     3   1   1   2   0   0\n",
      "    Semak        NJ      3   1   1   2  -2   0\n",
      "    Sundin       QUE     3   1   1   2   1   2\n",
      "    Taglianetti  PIT     3   1   1   2   3   6\n",
      "    Tipett       PIT     3   1   1   2  -1   6\n",
      "    Barasso      PIT     3   0   2   2   0   2\n",
      "    Bondra       WAS     3   0   2   2   1   0\n",
      "    Carney       BUF     3   0   2   2   3   4\n",
      "    Cavallini    WAS     3   0   2   2   0   2\n",
      "    Desjardins   MON     3   0   2   2   0   0\n",
      "    Duchesne     QUE     3   0   2   2   1   2\n",
      "    Niedermayer  NJ      3   0   2   2  -1   2\n",
      "    Ricci        QUE     3   0   2   2   3   2\n",
      "    Ridley       WAS     3   0   2   2  -1   0\n",
      "    U.Samuelsson PIT     3   0   2   2   4   6\n",
      "    Blake        LA      1   0   1   1   2   0\n",
      "    Borschevsky  TOR     1   0   1   1   0   0\n",
      "    Zelepukin    NJ      1   0   1   1  -2   0\n",
      "    B.Mullen     NYI     2   1   0   1  -2   0\n",
      "    Burr         DET     2   1   0   1  -1   2\n",
      "    Domi         WIN     2   1   0   1   2   4\n",
      "    Fedorov      DET     2   1   0   1   2   2\n",
      "    Felsner      STL     2   1   0   1   1   0\n",
      "    Howe         DET     2   1   0   1   4   2\n",
      "    Huddy        LA      2   1   0   1   1   0\n",
      "    Kurri        LA      2   1   0   1  -2   2\n",
      "    Lefebvre     TOR     2   1   0   1   0  12\n",
      "    Lidstrom     DET     2   1   0   1  -1   0\n",
      "    Lowry        STL     2   1   0   1   1   2\n",
      "    McSorley     LA      2   1   0   1  -3  12\n",
      "    Millen       LA      2   1   0   1   2   4\n",
      "    Mironov      TOR     2   1   0   1  -1   2\n",
      "    Numminen     WIN     2   1   0   1  -2   0\n",
      "    Paslawski    CAL     2   1   0   1  -1   0\n",
      "    Steen        WIN     2   1   0   1  -4   0\n",
      "    Ysebaert     DET     2   1   0   1   0   0\n",
      "    Anderson     TOR     2   0   1   1  -2   2\n",
      "    Berube       CAL     2   0   1   1   1  15\n",
      "    Chelios      CHI     2   0   1   1  -1   2\n",
      "    Ciccarelli   DET     2   0   1   1   1  14\n",
      "    Clark        TOR     2   0   1   1   0   6\n",
      "    Dahl         CAL     2   0   1   1   2   6\n",
      "    Dipietro     MON     2   0   1   1   0   0\n",
      "    Donnelly     LA      2   0   1   1   1   2\n",
      "    Ellett       TOR     2   0   1   1  -3   0\n",
      "    Gallant      DET     2   0   1   1   1   4\n",
      "    K.Brown      CHI     2   0   1   1   1   0\n",
      "    Kennedy      DET     2   0   1   1   1   0\n",
      "    Larmer       CHI     2   0   1   1   0   0\n",
      "    Matteau      CHI     2   0   1   1  -1   2\n",
      "    McLean       VAN     2   0   1   1   0   0\n",
      "    McRae        STL     2   0   1   1   1   2\n",
      "    Murzyn       VAN     2   0   1   1   2   0\n",
      "    Musil        CAL     2   0   1   1   0   5\n",
      "    Pearson      TOR     2   0   1   1  -1  21\n",
      "    Primeau      DET     2   0   1   1   1  20\n",
      "    Probert      DET     2   0   1   1   0   6\n",
      "    Ranheim      CAL     2   0   1   1   2   0\n",
      "    Robitaille   LA      2   0   1   1  -4   2\n",
      "    Roenick      CHI     2   0   1   1  -1   0\n",
      "    Selanne      WIN     2   0   1   1  -2   0\n",
      "    Shannon      WIN     2   0   1   1   4   0\n",
      "    Skrudland    CAL     2   0   1   1   2  10\n",
      "    Sutter       CHI     2   0   1   1  -1   0\n",
      "    Taylor       LA      2   0   1   1   1   0\n",
      "    Zhitnik      LA      2   0   1   1  -2   2\n",
      "    Barr         NJ      3   1   0   1   0   6\n",
      "    Bourque      BOS     3   1   0   1  -2   2\n",
      "    Burridge     WAS     3   1   0   1  -2   0\n",
      "    Dionne       MON     3   1   0   1   0   0\n",
      "    Heinze       BOS     3   1   0   1   0   0\n",
      "    Leschyshyn   QUE     3   1   0   1   1   4\n",
      "    Presley      BUF     3   1   0   1   0   0\n",
      "    Rucinsky     QUE     3   1   0   1   1   2\n",
      "    Smolinski    BOS     3   1   0   1  -1   2\n",
      "    Wood         BUF     3   1   0   1  -1   4\n",
      "    Brunet       MON     3   0   1   1   0   0\n",
      "    Daniels      PIT     3   0   1   1   1   0\n",
      "    Donato       BOS     3   0   1   1  -5   0\n",
      "    Driver       NJ      3   0   1   1  -3   4\n",
      "    Gusarov      QUE     3   0   1   1   2   0\n",
      "    Houlder      BUF     3   0   1   1   0   0\n",
      "    K.Samuelsson PIT     3   0   1   1   2   0\n",
      "    Kamensky     QUE     3   0   1   1   1   4\n",
      "    Krygier      WAS     3   0   1   1   0   4\n",
      "    Loney        PIT     3   0   1   1   2   0\n",
      "    May          WAS     3   0   1   1   1   2\n",
      "    Miller       WAS     3   0   1   1  -3   0\n",
      "    Odelein      MON     3   0   1   1   0   0\n",
      "    Pivonka      WAS     3   0   1   1  -1   0\n",
      "    Shaw         BOS     3   0   1   1  -2   4\n",
      "    Straka       PIT     3   0   1   1   0   0\n",
      "    Belanger     MON     1   0   0   0   0   0\n",
      "    Chorske      NJ      1   0   0   0   0   0\n",
      "    Druce        WIN     1   0   0   0   0   0\n",
      "    Eagles       WIN     1   0   0   0   0   0\n",
      "    Errey        BUF     1   0   0   0   0   4\n",
      "    Ewen         MON     1   0   0   0   0   0\n",
      "    Foligno      TOR     1   0   0   0   0  16\n",
      "    Goulet       CHI     1   0   0   0   0   0\n",
      "    Grimson      CHI     1   0   0   0   0   2\n",
      "    Hughes       BOS     1   0   0   0   0   2\n",
      "    Kovalenko    QUE     1   0   0   0   0   2\n",
      "    Leeman       MON     1   0   0   0   0   0\n",
      "    McLlwain     TOR     1   0   0   0  -2   0\n",
      "    Osbourne     TOR     1   0   0   0  -1   2\n",
      "    Richer       NJ      1   0   0   0  -4   0\n",
      "    Roberge      MON     1   0   0   0   0   0\n",
      "    Schneider    MON     1   0   0   0   0   0\n",
      "    Watters      LA      1   0   0   0   1   4\n",
      "    Weimer       BOS     1   0   0   0  -1   4\n",
      "    Andreychuk   TOR     2   0   0   0  -2   2\n",
      "    Ashton       CAL     2   0   0   0  -1   2\n",
      "    Babych       VAN     2   0   0   0   2   2\n",
      "    Baron        STL     2   0   0   0   0   6\n",
      "    Bassen       STL     2   0   0   0   0   4\n",
      "    Baumgartner  TOR     2   0   0   0   0   0\n",
      "    Bautin       WIN     2   0   0   0  -2   2\n",
      "    Belfour      CHI     2   0   0   0   0   0\n",
      "    Berg         TOR     2   0   0   0  -1   4\n",
      "    Billington   NJ      2   0   0   0   0   0\n",
      "    Blue         BOS     2   0   0   0   0   0\n",
      "    Borsato      WIN     2   0   0   0  -2   0\n",
      "    Bozon        STL     2   0   0   0   0   0\n",
      "    Butcher      STL     2   0   0   0   2   0\n",
      "    Cheveldae    DET     2   0   0   0   0   2\n",
      "    Conacher     LA      2   0   0   0   2   0\n",
      "    Corkum       BUF     2   0   0   0   0   0\n",
      "    Diduck       VAN     2   0   0   0   2   2\n",
      "    Dirk         VAN     2   0   0   0   0   2\n",
      "    Erickson     WIN     2   0   0   0  -1   0\n",
      "    Essensa      WIN     2   0   0   0   0   2\n",
      "    Gilbert      CHI     2   0   0   0   0   0\n",
      "    Graham       CHI     2   0   0   0   0   0\n",
      "    Hardy        LA      2   0   0   0  -1  10\n",
      "    Hedican      STL     2   0   0   0   0   0\n",
      "    Hrudey       LA      2   0   0   0   0   0\n",
      "    J.Lemieux    CHI     2   0   0   0   0   0\n",
      "    Johansson    CAL     2   0   0   0  -1   0\n",
      "    Joseph       STL     2   0   0   0   0   0\n",
      "    Kasatonov    NJ      2   0   0   0  -2   0\n",
      "    Kennedy      WIN     2   0   0   0   0   0\n",
      "    Konstantinov DET     2   0   0   0   1   4\n",
      "    Krushelnyski TOR     2   0   0   0  -2   0\n",
      "    Lidster      VAN     2   0   0   0   0   0\n",
      "    Lumme        VAN     2   0   0   0   2   4\n",
      "    Macoun       TOR     2   0   0   0  -1   6\n",
      "    Marchment    CHI     2   0   0   0   1   6\n",
      "    Miller       STL     2   0   0   0   0   0\n",
      "    Momesso      VAN     2   0   0   0  -1   2\n",
      "    Moog         BOS     2   0   0   0   0   0\n",
      "    Muni         CHI     2   0   0   0  -1   0\n",
      "    Murphy       CHI     2   0   0   0  -1   4\n",
      "    Murray       CHI     2   0   0   0   0   0\n",
      "    Nedved       VAN     2   0   0   0  -2   2\n",
      "    Olausson     WIN     2   0   0   0  -1   2\n",
      "    Pearson      QUE     2   0   0   0   0   0\n",
      "    Potvin       TOR     2   0   0   0   0   6\n",
      "    Quintal      STL     2   0   0   0  -1   0\n",
      "    Ramage       MON     2   0   0   0   0   0\n",
      "    Ri.Sutter    STL     2   0   0   0   0   0\n",
      "    Rouse        TOR     2   0   0   0  -2   0\n",
      "    Russell      CHI     2   0   0   0   0   0\n",
      "    Ruuttu       CHI     2   0   0   0   1   0\n",
      "    S.Richer     BOS     2   0   0   0  -1   0\n",
      "    S.Smith      CHI     2   0   0   0  -2   4\n",
      "    Sandlak      VAN     2   0   0   0  -2   0\n",
      "    Semenov      VAN     2   0   0   0   0   0\n",
      "    Stern        CAL     2   0   0   0  -1  26\n",
      "    T.Hunter     VAN     2   0   0   0   0   2\n",
      "    T.Sweeney    BOS     2   0   0   0   0   0\n",
      "    Terreri      NJ      2   0   0   0   0   0\n",
      "    Tkachuk      WIN     2   0   0   0  -3  10\n",
      "    Ulanov       WIN     2   0   0   0  -1   4\n",
      "    Valk         VAN     2   0   0   0   0   2\n",
      "    Vernon       CAL     2   0   0   0   0   2\n",
      "    Wilson       STL     2   0   0   0   0   4\n",
      "    Zezel        TOR     2   0   0   0  -2   2\n",
      "    Zhamnov      WIN     2   0   0   0  -1   0\n",
      "    Zombo        STL     2   0   0   0  -1   4\n",
      "    Albelin      NJ      3   0   0   0  -1   0\n",
      "    Anderson     WAS     3   0   0   0  -1   0\n",
      "    Audette      BUF     3   0   0   0  -1   4\n",
      "    Bodger       BUF     3   0   0   0   3   0\n",
      "    Brisebois    MON     3   0   0   0   0   0\n",
      "    C.Lemieux    NJ      3   0   0   0  -4  17\n",
      "    Carbonneau   MON     3   0   0   0   0   0\n",
      "    Cavallini    QUE     3   0   0   0   0   0\n",
      "    Cote         WAS     3   0   0   0  -3   0\n",
      "    D.Sweeney    BOS     3   0   0   0  -2   4\n",
      "    Daigneault   MON     3   0   0   0   0   0\n",
      "    Dalgarno     NYI     3   0   0   0  -3   0\n",
      "    Daneyko      NJ      3   0   0   0  -1   2\n",
      "    Douris       BOS     3   0   0   0  -3   0\n",
      "    Fetisov      NJ      3   0   0   0  -5   0\n",
      "    Finn         QUE     3   0   0   0  -1   0\n",
      "    Fitzgerald   NYI     3   0   0   0   0   0\n",
      "    Foote        QUE     3   0   0   0   1   0\n",
      "    Fuhr         BUF     3   0   0   0   0   2\n",
      "    G.Roberts    BOS     3   0   0   0  -1   4\n",
      "    Haller       MON     3   0   0   0   0   0\n",
      "    Hatcher      WAS     3   0   0   0  -1   2\n",
      "    Healy        NYI     3   0   0   0   0   0\n",
      "    Hextall      QUE     3   0   0   0   0   0\n",
      "    Hough        QUE     3   0   0   0   0   0\n",
      "    Iafrate      WAS     3   0   0   0  -2   0\n",
      "    Jennings     PIT     3   0   0   0   0   4\n",
      "    Jones        WAS     3   0   0   0  -2   5\n",
      "    Kasparaitis  NYI     3   0   0   0   0   4\n",
      "    Keane        MON     3   0   0   0   0   0\n",
      "    Kimble       BOS     3   0   0   0   0   0\n",
      "    Krupp        NYI     3   0   0   0   2   2\n",
      "    Kvartalnov   BOS     3   0   0   0   0   2\n",
      "    LeClair      MON     3   0   0   0   0   0\n",
      "    Leach        BOS     3   0   0   0   0   0\n",
      "    Lebeau       MON     3   0   0   0   0   0\n",
      "    Ledyard      BUF     3   0   0   0  -3   4\n",
      "    Loiselle     NYI     3   0   0   0  -1   2\n",
      "    MacLean      NJ      3   0   0   0  -4   4\n",
      "    Malakov      NYI     3   0   0   0   1   2\n",
      "    May          BUF     3   0   0   0   0   4\n",
      "    McKay        NJ      3   0   0   0   0  16\n",
      "    Nicholls     NJ      3   0   0   0  -4   4\n",
      "    Nolan        QUE     3   0   0   0   1   2\n",
      "    Norton       NYI     3   0   0   0   3   0\n",
      "    Patterson    BUF     3   0   0   0  -1   2\n",
      "    Pilon        NYI     3   0   0   0   1  22\n",
      "    Poulin       BOS     3   0   0   0  -4   0\n",
      "    Roy          MON     3   0   0   0   0   0\n",
      "    Savard       MON     3   0   0   0   0   0\n",
      "    Simon        QUE     3   0   0   0  -1   2\n",
      "    Stapleton    PIT     3   0   0   0   1   0\n",
      "    Stastny      NJ      3   0   0   0  -1   2\n",
      "    Sutton       BUF     3   0   0   0   2   0\n",
      "    T.Green      NYI     3   0   0   0  -3   0\n",
      "    Tabaracci    WAS     3   0   0   0   0   4\n",
      "    Vukota       NYI     3   0   0   0  -1   2\n",
      "    Wesley       BOS     3   0   0   0   1   0\n",
      "    Wolanin      QUE     3   0   0   0   1   4\n",
      "-- \n",
      "----------------------\n"
     ]
    }
   ],
   "source": [
    "top_inex = 4\n",
    "\n",
    "print(model.print_topic(topicno=top_inex))\n",
    "\n",
    "docs = np.argsort(numpy_corpus[top_inex,:])[::-1]\n",
    "print(\"----------------------\")\n",
    "for x in docs[:3]:\n",
    "    print(newsgroups_train.data[x])\n",
    "    print(\"----------------------\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Wizualizacja modelu LDA:\n",
    "\n",
    "pyLDAvis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pyLDAvis.gensim\n",
    "pyLDAvis.enable_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\admin\\Anaconda3\\lib\\site-packages\\pyLDAvis\\_prepare.py:257: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version\n",
      "of pandas will change to not sort by default.\n",
      "\n",
      "To accept the future behavior, pass 'sort=False'.\n",
      "\n",
      "To retain the current behavior and silence the warning, pass 'sort=True'.\n",
      "\n",
      "  return pd.concat([default_term_info] + list(topic_dfs))\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\" type=\"text/css\" href=\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.css\">\n",
       "\n",
       "\n",
       "<div id=\"ldavis_el68128470906296325916511726\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "\n",
       "var ldavis_el68128470906296325916511726_data = {\"mdsDat\": {\"x\": [-0.39954245829831314, -0.1969136728574649, -0.021700888211807972, 0.026614040938959794, 0.0342462708675598, 0.032860365951966994, 0.03353798892990423, 0.03936084799180371, 0.03362667559897222, 0.03582358154391447, 0.034625408943165674, 0.035272738453398525, 0.036680929166301245, 0.03914138797129862, 0.03888058076738543, 0.03765215634417377, 0.038776486348472375, 0.04010682815796759, 0.04093613968687292, 0.04001459170546849], \"y\": [-0.050237096002740386, 0.10768718780662924, -0.053935101780733186, -0.00488113752846916, -0.0001301886525074476, -0.0014114813617208402, -0.0028720028398294345, 5.53742732765194e-05, -0.0002932438581626517, -0.00018361301421958653, -0.0010468510687726698, -0.0007917974018378368, -0.0006307876991218695, 0.0012796090338147274, 0.0006103073626871098, 0.001525598133423489, 0.0011942837517759585, 0.0012394764633671925, 0.0013570711713177556, 0.0014643932118224357], \"topics\": [1, 2, 3, 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\"curs\", \"geez\", \"candida\", \"-+\", \"shostack\", \"das.harvard.edu\", \"needl\", \"rbi\", \"river\", \"champion\", \"sigh\", \"chronic\", \"ld\", \"fdisk\", \"buffalo\", \"tournament\", \"khomeini\", \"ee\", \"vv\", \"liu\", \"adam\", \"ascii\", \"tt\", \"pregnanc\", \"scorer\", \"clint\", \"fascist\", \"7th\", \"cure\", \"bruin\", \"pgp\", \"seizur\", \"switzerland\", \"czech\", \"biker\", \"cager\", \"corn\", \"flyback\", \"han\", \"sweden\", \"ski\", \"-begin\", \"2.2\", \"tcora\", \"coradeschi\", \"pica.army.mil\", \"cereal\", \"republ\", \"ar\", \"m'lud\", \"aaron\", \"sugar\", \"russel\", \"austria\", \"motorcyclist\", \"concis\", \"wibbl\", \"20:00\", \"nick\", \"oxford\", \"russia\", \"tom\", \"conner\", \"ftp.cica.indiana.edu\", \"andi\", \"projector\", \"adob\", \"dont\", \"fundamentalist\", \"vax\", \"audi\", \"im\", \"lemieux\", \"somalia\", \"sega\", \"xwd\", \"mercuri\", \"bite\", \"gretzki\", \"zeo\", \"gp\", \"rushdi\", \"3-d\", \"parodi\", \"resiz\", \"friendli\", \"beacon\", \"shack\", \"transistor\", \"bold\", \"popup\", \"talk.origin\", \"andrea\", \"midi\", \"dial\", \"truelov\", \"sabbath\", \"distributor\", \"bait\", \"paradox\", \"moto\", \"casserol\", \"m*tlu/a*g\", \"pizza\", \"hut\", \"gaza\", \"init\", \"chevi\", \"fluid\", \"vacuum\", \"mi\", \"cpk\", \"disappoint\", \"hood\", \"leftov\", \"neuron\", \"oxygen\", \"lesson\", \"listserv\", \"cescript\", \"phy.mtu.edu\", \"scripter\", \"houghton\", \"gmt\", \"christma\", \"turkey\", \"3-4\", \"wing\", \"catcher\", \"garrett\", \"conceal\", \".bmp\", \"croat\", \"ingres.com\", \"xtermin\", \"rust\", \"keyword\", \"mvp\", \"coin\", \".gif\", \"stanc\", \"xpert\", \"panick\", \"messeng\", \"barri\", \"rec.sport.hockey\", \"toll\", \"yzerman\", \"liabil\", \"wash\", \"henderson\", \"canseco\", \"authur\", \"secess\", \"johnson\", \"paradis\", \"b-h\", \"daryl\", \"snap\", \"bond\", \"hitter\", \"yugoslavia\", \"serb\", \"lc\", \"buffer\", \"pd\", \"shafer\", \"dryden\", \"lciii\", \"bond\", \"ame\", \"sternlight\", \"smartdrv\", \"dl\", \"pagan\", \"regedit\", \"dive\", \"ctrl\", \"4.3\", \"gadget\", \"vladimir\", \"outta\", \"adcom\", \"cow\", \"5000/240\", \"asant\", \"iii\", \"win.com\", \"melido\", \"weeni\", \"crappi\", \"currenc\", \"insist\", \"acceler\", \"luck\", \"seriou\", \"nubu\", \"good\", \"n't\", \"disc\", \"centiped\", \"tyre\", \"muscl\", \"quack\", \"speedstar\", \"config.si\", \"24x\", \"autoexec.bat\", \"win.ini\", \"soundblast\", \"shaft-driv\", \"xdm\", \"integra\", \"corp.\", \"marku\", \"massag\", \"system.ini\", \"philip\", \"*******\", \"patti\", \"diagnosi\", \"raptur\", \"rumour\", \"cica.indiana.edu\", \"mini\", \"unfair\", \"xcreatewindow\", \"poison\", \"brick\", \"pink\", \"lotu\", \"mormon\", \"cylind\", \"norton\", \"retail\", \"gant\", \"amd\", \"bcci\", \"gehrel\", \"alan\", \"compuserve.com\", \"sf\", \"solvent\", \"c610\", \"nikkor\", \"neil\", \"copper\", \"fc\", \"tea\", \"umpir\", \"arizona\", \"mead\", \"****************************************************************************\", \"thanks..\", \"===============================================================================\", \"sutter\", \"kitchen\", \"yamaha\", \"methyl\", \"howard\", \"bedroom\", \"thrown\", \"cox\", \"bank\"], \"Total\": [103.0, 57.0, 420.0, 439.0, 104.0, 37.0, 31.0, 33.0, 31.0, 208.0, 29.0, 166.0, 29.0, 111.0, 35.0, 30.0, 25.0, 308.0, 39.0, 26.0, 67.0, 45.0, 16.0, 344.0, 208.0, 67.0, 46.0, 22.0, 63.0, 39.0, 34.14497756958008, 56.60115432739258, 43.61395263671875, 26.96824073791504, 61.423336029052734, 31.062623977661133, 28.260154724121094, 34.21861267089844, 60.038429260253906, 50.31822967529297, 23.417367935180664, 39.49345016479492, 25.591245651245117, 30.607023239135742, 27.06316375732422, 60.16569519042969, 34.70186996459961, 19.526582717895508, 40.62092590332031, 50.93815612792969, 28.964401245117188, 36.28131866455078, 30.2549991607666, 20.296279907226562, 33.675193786621094, 76.77641296386719, 24.959657669067383, 155.3185577392578, 23.4378604888916, 18.429092407226562, 137.25621032714844, 114.1767349243164, 94.72149658203125, 57.178226470947266, 83.7142562866211, 88.9154281616211, 127.35731506347656, 72.9293212890625, 39.346920013427734, 126.8517837524414, 68.0936279296875, 49.43798065185547, 48.946720123291016, 190.45433044433594, 143.4332733154297, 85.91810607910156, 74.86754608154297, 270.9920349121094, 149.2283935546875, 85.2837142944336, 58.216434478759766, 83.84903717041016, 316.04437255859375, 73.4925308227539, 192.6983184814453, 157.07879638671875, 112.39232635498047, 204.65638732910156, 169.21560668945312, 124.15921783447266, 169.62869262695312, 162.65032958984375, 173.28518676757812, 439.257080078125, 344.3180236816406, 258.67138671875, 252.90696716308594, 420.41680908203125, 151.35958862304688, 308.22332763671875, 181.8689727783203, 179.2852783203125, 151.24655151367188, 169.25143432617188, 179.1801300048828, 166.01370239257812, 177.109619140625, 208.31980895996094, 163.1245880126953, 208.2474822998047, 16.9638729095459, 25.36025619506836, 17.529132843017578, 16.29821014404297, 31.380762100219727, 15.338831901550293, 29.51184844970703, 13.62867259979248, 12.470414161682129, 10.272455215454102, 16.631811141967773, 9.369954109191895, 10.602422714233398, 11.21591854095459, 12.02927303314209, 10.966729164123535, 12.397076606750488, 9.041608810424805, 9.101019859313965, 13.616399765014648, 9.549182891845703, 10.885162353515625, 12.19101619720459, 9.551544189453125, 8.64469051361084, 8.07563304901123, 14.390464782714844, 10.632183074951172, 9.431133270263672, 8.086654663085938, 19.501041412353516, 11.687467575073242, 22.4344425201416, 13.343927383422852, 31.16319465637207, 16.26445770263672, 16.083452224731445, 14.328587532043457, 11.195944786071777, 33.60263442993164, 15.670069694519043, 57.37071990966797, 15.825118064880371, 103.6592025756836, 24.96103286743164, 17.239337921142578, 17.821001052856445, 26.972768783569336, 18.298683166503906, 30.662118911743164, 18.146699905395508, 24.80575180053711, 35.677276611328125, 21.33608627319336, 16.52146339416504, 39.48859405517578, 104.84344482421875, 420.41680908203125, 439.257080078125, 45.60881805419922, 166.11892700195312, 208.2474822998047, 111.73949432373047, 308.22332763671875, 344.3180236816406, 208.31980895996094, 67.57801055908203, 67.34058380126953, 63.5398063659668, 119.30325317382812, 105.11215209960938, 139.76014709472656, 258.67138671875, 6.671548366546631, 6.9906744956970215, 11.266738891601562, 11.569438934326172, 5.831409931182861, 4.845316410064697, 7.8276686668396, 7.495260715484619, 4.607534408569336, 6.124436378479004, 4.774886131286621, 5.651020050048828, 5.368305683135986, 6.114861011505127, 6.21034049987793, 5.895264625549316, 4.2475905418396, 4.806970596313477, 4.44547700881958, 3.988101005554199, 4.398390293121338, 4.104489326477051, 5.58222770690918, 5.7626543045043945, 3.8091788291931152, 3.801011323928833, 4.386152744293213, 16.05039405822754, 4.316366672515869, 4.377408981323242, 8.060519218444824, 6.141290664672852, 5.415010929107666, 6.757101058959961, 5.650384426116943, 7.3015031814575195, 6.067192077636719, 10.987264633178711, 5.2370285987854, 7.506730079650879, 6.29603910446167, 6.261632919311523, 5.755120754241943, 5.685583591461182, 29.92604637145996, 15.260323524475098, 3.6298789978027344, 2.823840618133545, 2.6636459827423096, 2.6337971687316895, 2.45438289642334, 2.0720937252044678, 2.1604323387145996, 2.1568212509155273, 2.6696369647979736, 2.2272732257843018, 1.8810224533081055, 1.7488698959350586, 1.792091727256775, 1.7720516920089722, 2.4552266597747803, 1.6553997993469238, 1.6194853782653809, 1.7142963409423828, 2.322650194168091, 1.6208699941635132, 1.5759392976760864, 1.5590561628341675, 1.603271722793579, 1.5855445861816406, 1.4669426679611206, 1.8777434825897217, 1.506173849105835, 1.419487476348877, 1.3860981464385986, 1.3174152374267578, 1.4645051956176758, 2.4614627361297607, 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1.1734448671340942, 0.9248306155204773, 0.8181815147399902, 0.7764305472373962, 0.9598296284675598, 0.7868805527687073, 0.7817636132240295, 0.762214183807373, 0.8835192322731018, 0.7233922481536865, 0.7434122562408447, 0.6938236355781555, 0.6837131977081299, 4.287710666656494, 1.8075546026229858, 6.38729190826416, 7.225071907043457, 7.329627990722656, 7.884051322937012, 14.385856628417969, 1.8307422399520874, 37.18785858154297, 29.92604637145996, 1.955541729927063, 1.8336939811706543, 1.4875456094741821, 1.247473955154419, 1.0866001844406128, 1.04816734790802, 0.9736917018890381, 1.4985253810882568, 0.860825777053833, 1.2285348176956177, 0.8125025629997253, 0.7784866094589233, 0.7737395167350769, 0.7598116993904114, 0.7141819000244141, 0.7166599631309509, 0.7432549595832825, 0.688183069229126, 0.6461671590805054, 0.6233925819396973, 0.603180468082428, 0.5748480558395386, 0.5420166254043579, 0.5426790118217468, 0.5235474705696106, 0.5031167268753052, 0.5002700686454773, 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\"xterm\", \"xview\", \"ya\", \"yeah\", \"yeah\", \"yep\", \"zionism\"]}, \"R\": 30, \"lambda.step\": 0.01, \"plot.opts\": {\"xlab\": \"PC1\", \"ylab\": \"PC2\"}, \"topic.order\": [14, 2, 15, 1, 9, 3, 11, 8, 20, 5, 13, 10, 16, 19, 6, 4, 12, 17, 18, 7]};\n",
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       "   !function(LDAvis){\n",
       "       new LDAvis(\"#\" + \"ldavis_el68128470906296325916511726\", ldavis_el68128470906296325916511726_data);\n",
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       "   // require.js is available: use it to load d3/LDAvis\n",
       "   require.config({paths: {d3: \"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min\"}});\n",
       "   require([\"d3\"], function(d3){\n",
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      ],
      "text/plain": [
       "PreparedData(topic_coordinates=              x         y  topics  cluster       Freq\n",
       "topic                                                \n",
       "13    -0.399542 -0.050237       1        1  61.508072\n",
       "1     -0.196914  0.107687       2        1  13.242567\n",
       "14    -0.021701 -0.053935       3        1   4.781486\n",
       "0      0.026614 -0.004881       4        1   2.034768\n",
       "8      0.034246 -0.000130       5        1   1.399019\n",
       "2      0.032860 -0.001411       6        1   1.383515\n",
       "10     0.033538 -0.002872       7        1   1.325752\n",
       "7      0.039361  0.000055       8        1   1.230309\n",
       "19     0.033627 -0.000293       9        1   1.216158\n",
       "4      0.035824 -0.000184      10        1   1.202910\n",
       "12     0.034625 -0.001047      11        1   1.201344\n",
       "9      0.035273 -0.000792      12        1   1.129436\n",
       "15     0.036681 -0.000631      13        1   1.123096\n",
       "18     0.039141  0.001280      14        1   1.064899\n",
       "5      0.038881  0.000610      15        1   1.043213\n",
       "3      0.037652  0.001526      16        1   1.035114\n",
       "11     0.038776  0.001194      17        1   1.024291\n",
       "16     0.040107  0.001239      18        1   1.024106\n",
       "17     0.040936  0.001357      19        1   1.015008\n",
       "6      0.040015  0.001464      20        1   1.014945, topic_info=       Category        Freq  \\\n",
       "term                          \n",
       "89012   Default  103.000000   \n",
       "68354   Default   57.000000   \n",
       "3165    Default  420.000000   \n",
       "121200  Default  439.000000   \n",
       "61900   Default  104.000000   \n",
       "148640  Default   37.000000   \n",
       "68445   Default   31.000000   \n",
       "100455  Default   33.000000   \n",
       "100433  Default   31.000000   \n",
       "131103  Default  208.000000   \n",
       "143990  Default   29.000000   \n",
       "144399  Default  166.000000   \n",
       "62467   Default   29.000000   \n",
       "160574  Default  111.000000   \n",
       "93870   Default   35.000000   \n",
       "61897   Default   30.000000   \n",
       "147255  Default   25.000000   \n",
       "127256  Default  308.000000   \n",
       "140229  Default   39.000000   \n",
       "118255  Default   26.000000   \n",
       "106003  Default   67.000000   \n",
       "108016  Default   45.000000   \n",
       "77617   Default   16.000000   \n",
       "167701  Default  344.000000   \n",
       "154976  Default  208.000000   \n",
       "167553  Default   67.000000   \n",
       "106947  Default   46.000000   \n",
       "58129   Default   22.000000   \n",
       "107361  Default   63.000000   \n",
       "98932   Default   39.000000   \n",
       "...         ...         ...   \n",
       "140713  Topic20    0.858053   \n",
       "87404   Topic20    0.657816   \n",
       "56756   Topic20    0.528704   \n",
       "61540   Topic20    0.500200   \n",
       "87830   Topic20    0.483475   \n",
       "56060   Topic20    0.383770   \n",
       "70293   Topic20    0.346367   \n",
       "146167  Topic20    0.209754   \n",
       "148537  Topic20    0.200687   \n",
       "65825   Topic20    0.165342   \n",
       "123493  Topic20    0.161406   \n",
       "122639  Topic20    0.147549   \n",
       "71118   Topic20    0.126402   \n",
       "83422   Topic20    0.111476   \n",
       "154002  Topic20    0.075301   \n",
       "159200  Topic20    0.282232   \n",
       "58384   Topic20    0.053715   \n",
       "114597  Topic20    0.041368   \n",
       "3796    Topic20    0.040217   \n",
       "154669  Topic20    0.036168   \n",
       "45785   Topic20    0.035024   \n",
       "151947  Topic20    0.034915   \n",
       "103719  Topic20    0.030881   \n",
       "171879  Topic20    0.032338   \n",
       "115284  Topic20    0.029202   \n",
       "94178   Topic20    0.033304   \n",
       "61738   Topic20    0.028118   \n",
       "155230  Topic20    0.060418   \n",
       "71594   Topic20    0.044234   \n",
       "61107   Topic20    0.044273   \n",
       "\n",
       "                                                     Term       Total  \\\n",
       "term                                                                    \n",
       "89012                                                 god  103.000000   \n",
       "68354                                           christian   57.000000   \n",
       "3165                                                   's  420.000000   \n",
       "121200                                                n't  439.000000   \n",
       "61900                                              believ  104.000000   \n",
       "148640                                               soon   37.000000   \n",
       "68445                                              church   31.000000   \n",
       "100455                                                jew   33.000000   \n",
       "100433                                               jesu   31.000000   \n",
       "131103                                              peopl  208.000000   \n",
       "143990                                               sale   29.000000   \n",
       "144399                                                say  166.000000   \n",
       "62467                                                bibl   29.000000   \n",
       "160574                                                 us  111.000000   \n",
       "93870                                            homosexu   35.000000   \n",
       "61897                                              belief   30.000000   \n",
       "147255                                                sin   25.000000   \n",
       "127256                                                one  308.000000   \n",
       "140229                                           religion   39.000000   \n",
       "118255                                              moral   26.000000   \n",
       "106003                                                law   67.000000   \n",
       "108016                                               love   45.000000   \n",
       "77617                                                drug   16.000000   \n",
       "167701                                              would  344.000000   \n",
       "154976                                              think  208.000000   \n",
       "167553                                               word   67.000000   \n",
       "106947                                               life   46.000000   \n",
       "58129                                                arab   22.000000   \n",
       "107361                                               live   63.000000   \n",
       "98932                                              israel   39.000000   \n",
       "...                                                   ...         ...   \n",
       "140713                                             retail    1.082583   \n",
       "87404                                                gant    0.880880   \n",
       "56756                                                 amd    0.748561   \n",
       "61540                                                bcci    0.719593   \n",
       "87830                                              gehrel    0.702868   \n",
       "56060                                                alan    0.607018   \n",
       "70293                                      compuserve.com    0.566366   \n",
       "146167                                                 sf    0.430567   \n",
       "148537                                            solvent    0.420080   \n",
       "65825                                                c610    0.385366   \n",
       "123493                                             nikkor    0.380799   \n",
       "122639                                               neil    0.367010   \n",
       "71118                                              copper    0.345795   \n",
       "83422                                                  fc    0.334116   \n",
       "154002                                                tea    0.294694   \n",
       "159200                                              umpir    1.473675   \n",
       "58384                                             arizona    0.322378   \n",
       "114597                                               mead    0.261433   \n",
       "3796    **********************************************...    0.259610   \n",
       "154669                                           thanks..    0.257030   \n",
       "45785   ==============================================...    0.254417   \n",
       "151947                                             sutter    0.261072   \n",
       "103719                                            kitchen    0.250275   \n",
       "171879                                             yamaha    0.272258   \n",
       "115284                                             methyl    0.248595   \n",
       "94178                                              howard    0.293513   \n",
       "61738                                             bedroom    0.248519   \n",
       "155230                                             thrown    0.796718   \n",
       "71594                                                 cox    3.188421   \n",
       "61107                                                bank   14.385857   \n",
       "\n",
       "        loglift  logprob  \n",
       "term                      \n",
       "89012   30.0000  30.0000  \n",
       "68354   29.0000  29.0000  \n",
       "3165    28.0000  28.0000  \n",
       "121200  27.0000  27.0000  \n",
       "61900   26.0000  26.0000  \n",
       "148640  25.0000  25.0000  \n",
       "68445   24.0000  24.0000  \n",
       "100455  23.0000  23.0000  \n",
       "100433  22.0000  22.0000  \n",
       "131103  21.0000  21.0000  \n",
       "143990  20.0000  20.0000  \n",
       "144399  19.0000  19.0000  \n",
       "62467   18.0000  18.0000  \n",
       "160574  17.0000  17.0000  \n",
       "93870   16.0000  16.0000  \n",
       "61897   15.0000  15.0000  \n",
       "147255  14.0000  14.0000  \n",
       "127256  13.0000  13.0000  \n",
       "140229  12.0000  12.0000  \n",
       "118255  11.0000  11.0000  \n",
       "106003  10.0000  10.0000  \n",
       "108016   9.0000   9.0000  \n",
       "77617    8.0000   8.0000  \n",
       "167701   7.0000   7.0000  \n",
       "154976   6.0000   6.0000  \n",
       "167553   5.0000   5.0000  \n",
       "106947   4.0000   4.0000  \n",
       "58129    3.0000   3.0000  \n",
       "107361   2.0000   2.0000  \n",
       "98932    1.0000   1.0000  \n",
       "...         ...      ...  \n",
       "140713   4.3579  -7.1512  \n",
       "87404    4.2983  -7.4169  \n",
       "56756    4.2426  -7.6354  \n",
       "61540    4.2267  -7.6908  \n",
       "87830    4.2162  -7.7248  \n",
       "56060    4.1318  -7.9558  \n",
       "70293    4.0986  -8.0583  \n",
       "146167   3.8712  -8.5599  \n",
       "148537   3.8516  -8.6041  \n",
       "65825    3.7442  -8.7978  \n",
       "123493   3.7320  -8.8219  \n",
       "122639   3.6791  -8.9117  \n",
       "71118    3.5840  -9.0664  \n",
       "83422    3.4927  -9.1920  \n",
       "154002   3.2259  -9.5843  \n",
       "159200   2.9375  -8.2631  \n",
       "58384    2.7983  -9.9221  \n",
       "114597   2.7467 -10.1833  \n",
       "3796     2.7255 -10.2115  \n",
       "154669   2.6293 -10.3176  \n",
       "45785    2.6074 -10.3498  \n",
       "151947   2.5785 -10.3529  \n",
       "103719   2.4979 -10.4757  \n",
       "171879   2.4598 -10.4296  \n",
       "115284   2.4488 -10.5316  \n",
       "94178    2.4141 -10.4002  \n",
       "61738    2.4112 -10.5694  \n",
       "155230   2.0111  -9.8045  \n",
       "71594    0.3125 -10.1163  \n",
       "61107   -1.1933 -10.1154  \n",
       "\n",
       "[813 rows x 6 columns], token_table=        Topic      Freq                                               Term\n",
       "term                                                                      \n",
       "294        12  1.380559                                               '040\n",
       "2477        1  0.952817                                                 'm\n",
       "2477        2  0.039090                                                 'm\n",
       "2477        3  0.004886                                                 'm\n",
       "3165        1  0.889593                                                 's\n",
       "3165        2  0.102279                                                 's\n",
       "3165        3  0.004757                                                 's\n",
       "3736       11  1.298214                                                ***\n",
       "3740        3  0.630426                                            *******\n",
       "8669       13  1.028472                                                 -+\n",
       "13584       9  1.038465                                                 //\n",
       "14004      12  1.167521  /\\/\\/\\/\\/\\/\\/\\/\\/\\/\\/\\/\\/\\/\\/\\/\\/\\/\\/\\/\\/\\/\\/\\...\n",
       "14111       5  0.967826                                                /__\n",
       "19373       3  0.899791                                                1/2\n",
       "26246       3  0.884896                                                2.0\n",
       "27599       7  0.710210                                              24bit\n",
       "27851       7  1.222223                                               256k\n",
       "29702       2  0.703044                                                3-4\n",
       "29827       3  0.976325                                                3.1\n",
       "31517       6  1.298594                                                3do\n",
       "34823       3  0.974543                                                5.0\n",
       "35187       7  1.105703                                               512k\n",
       "50239       5  0.779065                                                 _/\n",
       "50554       5  0.896769                                                 __\n",
       "50557       5  1.217100                                                __/\n",
       "50565       5  0.679776                                                ___\n",
       "53555       9  0.805633                                                a/c\n",
       "54260       7  0.799213                                                abc\n",
       "54514       3  0.992492                                            acceler\n",
       "54864      13  0.695739                                               adam\n",
       "...       ...       ...                                                ...\n",
       "163772      3  0.966131                                               vram\n",
       "164171      2  0.974226                                                  w\n",
       "165583      1  0.919543                                               want\n",
       "165583      2  0.073563                                               want\n",
       "165583      3  0.006130                                               want\n",
       "165782      6  0.701646                                                wax\n",
       "166613     11  1.032869                                            whoever\n",
       "166908      1  0.991511                                             window\n",
       "166908      3  0.006438                                             window\n",
       "166964      2  0.977068                                               wing\n",
       "167090      2  0.942489                                            wiretap\n",
       "167553      1  0.695493                                               word\n",
       "167553      2  0.295954                                               word\n",
       "167553      3  0.014798                                               word\n",
       "167585      1  0.951449                                               work\n",
       "167585      2  0.035458                                               work\n",
       "167585      3  0.005910                                               work\n",
       "167637      3  0.979682                                           workstat\n",
       "167701      1  0.909043                                              would\n",
       "167701      2  0.084224                                              would\n",
       "167701      3  0.005809                                              would\n",
       "169946      7  1.279159                                               xlib\n",
       "170521      3  0.926705                                                 xt\n",
       "170637      4  0.749166                                              xterm\n",
       "170978      7  1.345149                                              xview\n",
       "171818      4  0.682824                                                 ya\n",
       "172063      2  0.953931                                               yeah\n",
       "172063      3  0.056114                                               yeah\n",
       "172145      2  0.942256                                                yep\n",
       "174271      5  1.142706                                            zionism\n",
       "\n",
       "[670 rows x 3 columns], R=30, lambda_step=0.01, plot_opts={'xlab': 'PC1', 'ylab': 'PC2'}, topic_order=[14, 2, 15, 1, 9, 3, 11, 8, 20, 5, 13, 10, 16, 19, 6, 4, 12, 17, 18, 7])"
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