LDA Clustering and Viz.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "import nltk\n",
    "from nltk.tokenize import RegexpTokenizer\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem.porter import PorterStemmer\n",
    "import gensim\n",
    "from gensim import corpora, models\n",
    "\n",
    "import os\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "latest_cleaned = '2018-04-13_121637_unique_descriptions.csv'\n",
    "latest_cleanup = pd.read_csv(latest_cleaned)\n",
    "\n",
    "latest_extracted = '2018-04-13_121637_attempt.csv'\n",
    "latest_descs = pd.read_csv(latest_extracted)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# latest_cleanup[latest_cleanup['Unique Extracted Classes'].str.len() == 1]\n",
    "word_count = latest_cleanup['Unique Extracted Classes'].str.split().str.len()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get number of single word descriptions and use them as exemplars\n",
    "# These can be assumed to be a `centroid` (e.g. in k-means and similar approaches) or a `topic` (e.g. in LDA and similar approaches)\n",
    "# Of course there are weaknesses in this assumption...\n",
    "single_word_descs = latest_cleanup.iloc[word_count[word_count == 1].index.tolist()]\n",
    "num_exemplars = single_word_descs.count()[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use the extracted (and cleaned) descriptions from my previous cleanup\n",
    "doc_set = latest_descs.Extracted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Based on the example found here:\n",
    "# https://rstudio-pubs-static.s3.amazonaws.com/79360_850b2a69980c4488b1db95987a24867a.html\n",
    "\n",
    "texts = []\n",
    "for i in doc_set:\n",
    "    \n",
    "    # TODO: Replace these with our own tokenizer/stemmers if needed\n",
    "    raw = str(i).lower()\n",
    "    tokens = tokenizer.tokenize(raw)\n",
    "\n",
    "    stopped_tokens = [i for i in tokens if not i in en_stop]\n",
    "    stemmed_tokens = [p_stemmer.stem(i) for i in stopped_tokens]\n",
    "    texts.append(stemmed_tokens)\n",
    "    \n",
    "# End for\n",
    "\n",
    "# turn our tokenized documents into a id <-> term dictionary\n",
    "dictionary = corpora.Dictionary(texts)\n",
    "    \n",
    "# convert tokenized documents into a document-term matrix\n",
    "corpus = [dictionary.doc2bow(text) for text in texts]\n",
    "\n",
    "# generate LDA model\n",
    "ldamodel = gensim.models.ldamodel.LdaModel(corpus, num_topics=num_exemplars, id2word = dictionary, passes=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "identified_topics = ldamodel.print_topics(num_exemplars)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Can save model results...\n",
    "# model_name = \"first_lda_attempt\"\n",
    "# ldamodel.save(model_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pyLDAvis.gensim\n",
    "\n",
    "pyLDAvis.enable_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\windows_utils\\miniconda3\\envs\\lith_nlp\\lib\\site-packages\\pyLDAvis\\_prepare.py:387: DeprecationWarning: \n",
      ".ix is deprecated. Please use\n",
      ".loc for label based indexing or\n",
      ".iloc for positional indexing\n",
      "\n",
      "See the documentation here:\n",
      "http://pandas.pydata.org/pandas-docs/stable/indexing.html#ix-indexer-is-deprecated\n",
      "  topic_term_dists = topic_term_dists.ix[topic_order]\n"
     ]
    },
    {
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       "\n",
       "\n",
       "<div id=\"ldavis_el630420163283627688382157558\"></div>\n",
       "<script type=\"text/javascript\">\n",
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\"granit\", \"gravel\", \"ironston\", \"quartz\", \"stone\", \"silt\", \"shale\", \"loam\", \"limeston\", \"pebbl\", \"boulder\", \"lignit\", \"rock\", \"marl\", \"lava\", \"soapston\", \"arkos\", \"laterit\", \"chalk\", \"phyllit\", \"bentonit\", \"quartzit\", \"zeolit\", \"schist\", \"andesit\", \"greywack\", \"breccia\", \"drift\", \"siderit\", \"calcret\", \"silcret\", \"caviti\", \"wood\", \"agglomer\", \"igneou\", \"ignimbrit\", \"porphyri\", \"tuff\", \"cement\", \"dolerit\", \"carbonac\", \"granit\", \"slate\", \"nan\", \"clayston\", \"soil\", \"volcan\", \"mud\", \"basalt\", \"coal\", \"conglomer\", \"diorit\", \"ironston\", \"quartz\", \"stone\", \"silt\", \"shale\", \"loam\", \"limeston\", \"pebbl\", \"boulder\", \"sandston\", \"coal\", \"marl\", \"lava\", \"soapston\", \"arkos\", \"laterit\", \"chalk\", \"phyllit\", \"bentonit\", \"quartzit\", \"zeolit\", \"schist\", \"andesit\", \"greywack\", \"breccia\", \"drift\", \"lignit\", \"siderit\", \"calcret\", \"silcret\", \"caviti\", \"wood\", \"agglomer\", \"igneou\", \"ignimbrit\", \"porphyri\", \"tuff\", \"cement\", \"dolerit\", \"carbonac\", \"volcan\", \"diorit\", \"conglomer\", \"basalt\", \"mud\", \"soil\", \"clayston\", \"nan\", \"slate\", \"granit\", \"gravel\", \"ironston\", \"quartz\", \"stone\", \"silt\", \"shale\", \"loam\", \"limeston\", \"pebbl\", \"rock\", \"boulder\", \"sandston\", \"calcit\", \"slate\", \"zeolit\", \"marl\", \"lava\", \"soapston\", \"arkos\", \"laterit\", \"chalk\", \"water\", \"phyllit\", \"bentonit\", \"quartzit\", \"schist\", \"andesit\", \"greywack\", \"breccia\", \"drift\", \"lignit\", \"siderit\", \"calcret\", \"silcret\", \"caviti\", \"wood\", \"agglomer\", \"igneou\", \"ignimbrit\", \"porphyri\", \"tuff\", \"cement\", \"diorit\", \"conglomer\", \"coal\", \"basalt\", \"mud\", \"soil\", \"volcan\", \"gravel\", \"clayston\", \"nan\", \"quartz\", \"ironston\", \"stone\", \"silt\", \"shale\", \"loam\", \"limeston\", \"pebbl\", \"rock\", \"boulder\", \"pebbl\", \"calcret\", \"phyllit\", \"marl\", \"lava\", \"soapston\", \"arkos\", \"laterit\", \"chalk\", \"sand\", \"bentonit\", \"quartzit\", \"zeolit\", \"schist\", \"andesit\", \"greywack\", \"breccia\", \"drift\", \"lignit\", \"siderit\", \"silcret\", \"caviti\", \"wood\", \"agglomer\", \"igneou\", \"ignimbrit\", \"porphyri\", \"tuff\", \"cement\", \"dolerit\", \"diorit\", \"conglomer\", \"coal\", \"basalt\", \"mud\", \"volcan\", \"soil\", \"clayston\", \"nan\", \"slate\", \"ironston\", \"gravel\", \"quartz\", \"stone\", \"silt\", \"shale\", \"loam\", \"limeston\", \"rock\", \"boulder\", \"shale\", \"marl\", \"lava\", \"soapston\", \"sand\", \"arkos\", \"laterit\", \"chalk\", \"phyllit\", \"bentonit\", \"quartzit\", \"zeolit\", \"schist\", \"andesit\", \"greywack\", \"breccia\", \"drift\", \"lignit\", \"siderit\", \"calcret\", \"silcret\", \"caviti\", \"wood\", \"agglomer\", \"igneou\", \"ignimbrit\", \"porphyri\", \"tuff\", \"cement\", \"dolerit\", \"volcan\", \"diorit\", \"conglomer\", \"coal\", \"basalt\", \"mud\", \"soil\", \"clayston\", \"nan\", \"slate\", \"granit\", \"gravel\", \"ironston\", \"quartz\", \"stone\", \"silt\", \"loam\", \"limeston\", \"pebbl\", \"rock\", \"boulder\", \"sandston\", \"shale\", \"marl\", \"sand\", \"lava\", \"soapston\", \"arkos\", \"laterit\", \"chalk\", \"phyllit\", \"bentonit\", \"quartzit\", \"zeolit\", \"schist\", \"andesit\", \"greywack\", \"breccia\", \"drift\", \"lignit\", \"siderit\", \"calcret\", \"silcret\", \"caviti\", \"wood\", \"agglomer\", \"igneou\", \"ignimbrit\", \"porphyri\", \"tuff\", \"cement\", \"dolerit\", \"volcan\", \"diorit\", \"conglomer\", \"coal\", \"basalt\", \"mud\", \"soil\", \"clayston\", \"nan\", \"slate\", \"granit\", \"gravel\", \"ironston\", \"quartz\", \"stone\", \"silt\", \"loam\", \"limeston\", \"pebbl\", \"rock\", \"boulder\", \"sandston\", \"rock\", \"marl\", \"sand\", \"lava\", \"soapston\", \"arkos\", \"laterit\", \"chalk\", \"phyllit\", \"bentonit\", \"quartzit\", \"zeolit\", \"schist\", \"andesit\", \"greywack\", \"breccia\", \"drift\", \"lignit\", \"siderit\", \"calcret\", \"silcret\", \"caviti\", \"wood\", \"agglomer\", \"igneou\", \"ignimbrit\", \"porphyri\", \"tuff\", \"cement\", \"dolerit\", \"granit\", \"slate\", \"nan\", \"clayston\", \"soil\", \"volcan\", \"mud\", \"basalt\", \"coal\", \"conglomer\", \"diorit\", \"gravel\", \"ironston\", \"quartz\", \"stone\", \"silt\", \"shale\", \"loam\", \"limeston\", \"pebbl\", \"boulder\", \"sandston\", \"volcan\", \"rock\", \"marl\", \"lava\", \"soapston\", \"arkos\", \"laterit\", \"chalk\", \"phyllit\", \"bentonit\", \"quartzit\", \"zeolit\", \"schist\", \"andesit\", \"greywack\", \"breccia\", \"drift\", \"lignit\", \"siderit\", \"calcret\", \"silcret\", \"caviti\", \"wood\", \"agglomer\", \"igneou\", \"ignimbrit\", \"porphyri\", \"tuff\", \"cement\", \"dolerit\", \"soil\", \"diorit\", \"conglomer\", \"coal\", \"basalt\", \"mud\", \"clayston\", \"nan\", \"slate\", \"granit\", \"gravel\", \"ironston\", \"quartz\", \"stone\", \"silt\", \"shale\", \"loam\", \"limeston\", \"pebbl\", \"boulder\", \"sandston\", \"alluvium\", \"marl\", \"lava\", \"soapston\", \"arkos\", \"laterit\", \"chalk\", \"phyllit\", \"bentonit\", \"quartzit\", \"zeolit\", \"schist\", \"andesit\", \"greywack\", \"breccia\", \"drift\", \"lignit\", \"siderit\", \"calcret\", \"silcret\", \"caviti\", \"wood\", \"agglomer\", \"igneou\", \"ignimbrit\", \"porphyri\", \"tuff\", \"cement\", \"dolerit\", \"carbonac\", \"mud\", \"diorit\", \"conglomer\", \"coal\", \"basalt\", \"volcan\", \"soil\", \"clayston\", \"nan\", \"slate\", \"gravel\", \"ironston\", \"quartz\", \"stone\", \"silt\", \"shale\", \"loam\", \"limeston\", \"pebbl\", \"rock\", \"boulder\", \"sandston\", \"diorit\", \"marl\", \"lava\", \"soapston\", \"arkos\", \"laterit\", \"chalk\", \"phyllit\", \"bentonit\", \"quartzit\", \"zeolit\", \"schist\", \"andesit\", \"greywack\", \"breccia\", \"drift\", \"lignit\", \"siderit\", \"calcret\", \"silcret\", \"caviti\", \"wood\", \"agglomer\", \"igneou\", \"ignimbrit\", \"porphyri\", \"tuff\", \"cement\", \"dolerit\", \"carbonac\", \"volcan\", \"conglomer\", \"coal\", \"basalt\", \"mud\", \"soil\", \"clayston\", \"nan\", \"slate\", \"granit\", \"gravel\", \"ironston\", \"quartz\", \"stone\", \"silt\", \"shale\", \"loam\", \"limeston\", \"pebbl\", \"rock\", \"boulder\", \"sandston\", \"marl\", \"lava\", \"soapston\", \"arkos\", \"laterit\", \"chalk\", \"water\", \"phyllit\", \"bentonit\", \"quartzit\", \"zeolit\", \"sand\", \"schist\", \"andesit\", \"clay\", \"greywack\", \"breccia\", \"drift\", \"lignit\", \"siderit\", \"calcret\", \"silcret\", \"caviti\", \"wood\", \"agglomer\", \"igneou\", \"ignimbrit\", \"porphyri\", \"tuff\", \"cement\", \"soil\", \"diorit\", \"conglomer\", \"coal\", \"basalt\", \"mud\", \"volcan\", \"clayston\", \"nan\", \"slate\", \"granit\", \"gravel\", \"ironston\", \"quartz\", \"stone\", \"silt\", \"shale\", \"loam\", \"limeston\", \"pebbl\", \"rock\", \"boulder\", \"ironston\", \"marl\", \"lava\", \"soapston\", \"arkos\", \"laterit\", \"chalk\", \"phyllit\", \"bentonit\", \"quartzit\", \"zeolit\", \"schist\", \"andesit\", \"greywack\", \"breccia\", \"drift\", \"lignit\", \"siderit\", \"sand\", \"calcret\", \"silcret\", \"caviti\", \"wood\", \"agglomer\", \"igneou\", \"ignimbrit\", \"porphyri\", \"tuff\", \"cement\", \"dolerit\", \"granit\", \"slate\", \"nan\", \"clayston\", \"volcan\", \"mud\", \"basalt\", \"coal\", \"conglomer\", \"diorit\", \"soil\", \"gravel\", \"quartz\", \"stone\", \"silt\", \"shale\", \"loam\", \"limeston\", \"pebbl\", \"rock\", \"boulder\", \"sandston\", \"coal\", \"marl\", \"lava\", \"soapston\", \"arkos\", \"laterit\", \"chalk\", \"water\", \"phyllit\", \"bentonit\", \"quartzit\", \"zeolit\", \"schist\", \"andesit\", \"greywack\", \"breccia\", \"drift\", \"lignit\", \"siderit\", \"calcret\", \"silcret\", \"caviti\", \"wood\", \"agglomer\", \"igneou\", \"ignimbrit\", \"porphyri\", \"tuff\", \"cement\", \"dolerit\", \"soil\", \"diorit\", \"conglomer\", \"basalt\", \"mud\", \"volcan\", \"clayston\", \"nan\", \"slate\", \"granit\", \"gravel\", \"ironston\", \"quartz\", \"stone\", \"silt\", \"shale\", \"loam\", \"limeston\", \"pebbl\", \"rock\", \"boulder\", \"mud\", \"marl\", \"lava\", \"soapston\", \"arkos\", \"laterit\", \"chalk\", \"phyllit\", \"bentonit\", \"quartzit\", \"zeolit\", \"schist\", \"andesit\", \"greywack\", \"breccia\", \"drift\", \"lignit\", \"siderit\", \"calcret\", \"silcret\", \"caviti\", \"wood\", \"agglomer\", \"igneou\", \"ignimbrit\", \"porphyri\", \"tuff\", \"cement\", \"dolerit\", \"carbonac\", \"volcan\", \"diorit\", \"conglomer\", \"coal\", \"basalt\", \"soil\", \"clayston\", \"nan\", \"slate\", \"granit\", \"gravel\", \"ironston\", \"quartz\", \"stone\", \"silt\", \"shale\", \"loam\", \"limeston\", \"pebbl\", \"rock\", \"boulder\", \"sandston\", \"rhyolit\", \"marl\", \"lava\", \"soapston\", \"arkos\", \"laterit\", \"chalk\", \"phyllit\", \"bentonit\", \"quartzit\", \"zeolit\", \"schist\", \"andesit\", \"greywack\", \"breccia\", \"drift\", \"lignit\", \"siderit\", \"calcret\", \"silcret\", \"caviti\", \"wood\", \"agglomer\", \"igneou\", \"ignimbrit\", \"porphyri\", \"tuff\", \"cement\", \"dolerit\", \"carbonac\", \"volcan\", \"diorit\", \"conglomer\", \"coal\", \"basalt\", \"mud\", \"soil\", \"clayston\", \"nan\", \"slate\", \"granit\", \"gravel\", \"ironston\", \"quartz\", \"stone\", \"silt\", \"shale\", \"loam\", \"limeston\", \"pebbl\", \"rock\", \"boulder\", \"sandston\", \"dolomit\", \"ignimbrit\", \"caviti\", \"silcret\", \"marl\", \"lava\", \"soapston\", \"arkos\", \"laterit\", \"chalk\", \"water\", \"phyllit\", \"bentonit\", \"quartzit\", \"zeolit\", \"schist\", \"andesit\", \"greywack\", \"breccia\", \"drift\", \"lignit\", \"siderit\", \"calcret\", \"wood\", \"agglomer\", \"igneou\", \"porphyri\", \"tuff\", \"cement\", \"dolerit\", \"sandston\", \"slate\", \"nan\", \"clayston\", \"soil\", \"volcan\", \"mud\", \"basalt\", \"coal\", \"conglomer\", \"diorit\", \"gravel\", \"ironston\", \"granit\", \"stone\", \"silt\", \"shale\", \"loam\", \"limeston\", \"pebbl\", \"serpentin\", \"breccia\", \"marl\", \"lava\", \"soapston\", \"arkos\", \"laterit\", \"chalk\", \"phyllit\", \"bentonit\", \"quartzit\", \"zeolit\", \"schist\", \"andesit\", \"greywack\", \"drift\", \"lignit\", \"siderit\", \"calcret\", \"silcret\", \"caviti\", \"wood\", \"agglomer\", \"igneou\", \"ignimbrit\", \"porphyri\", \"water\", \"tuff\", \"cement\", \"dolerit\", \"mud\", \"diorit\", \"conglomer\", \"coal\", \"basalt\", \"volcan\", \"soil\", \"clayston\", \"nan\", \"slate\", \"gravel\", \"ironston\", \"quartz\", \"stone\", \"silt\", \"shale\", \"loam\", \"limeston\", \"pebbl\", \"rock\", \"boulder\"], \"Total\": [42733.0, 36736.0, 25095.0, 20594.0, 11944.0, 8596.0, 8141.0, 6529.0, 6433.0, 3762.0, 4354.0, 2977.0, 2354.0, 2470.0, 2461.0, 2050.0, 2043.0, 1976.0, 2030.0, 2013.0, 1939.0, 1789.0, 1859.0, 1558.0, 1517.0, 1492.0, 1390.0, 1370.0, 1492.0, 1333.0, 25095.541015625, 42733.85546875, 4.85227108001709, 7.3728179931640625, 7.475136756896973, 8.98344898223877, 9.54215145111084, 10.029587745666504, 21.55472755432129, 22.575223922729492, 23.960390090942383, 24.500627517700195, 26.522192001342773, 27.777925491333008, 30.55412483215332, 39.989288330078125, 40.02937698364258, 40.21489334106445, 40.45586395263672, 45.467559814453125, 48.56917953491211, 59.172027587890625, 80.2022933959961, 90.0388412475586, 93.77912139892578, 137.90988159179688, 144.27658081054688, 260.71527099609375, 263.36224365234375, 323.7355651855469, 6433.8310546875, 1517.4158935546875, 1976.0684814453125, 2470.623779296875, 6529.11376953125, 1370.793701171875, 1202.2415771484375, 1789.93115234375, 2050.630859375, 627.842529296875, 2461.927001953125, 1390.0089111328125, 3762.852783203125, 2013.2264404296875, 1859.3900146484375, 11944.7666015625, 1431.0257568359375, 1939.37158203125, 1492.33154296875, 8596.2568359375, 1492.0316162109375, 80.2022933959961, 22.575223922729492, 25095.541015625, 36736.16015625, 4.85227108001709, 7.3728179931640625, 7.475136756896973, 8.98344898223877, 9.54215145111084, 10.029587745666504, 21.55472755432129, 23.960390090942383, 24.500627517700195, 26.522192001342773, 27.777925491333008, 30.55412483215332, 39.989288330078125, 40.02937698364258, 40.21489334106445, 40.45586395263672, 45.467559814453125, 48.56917953491211, 59.172027587890625, 90.0388412475586, 93.77912139892578, 137.90988159179688, 144.27658081054688, 260.71527099609375, 263.36224365234375, 323.7355651855469, 1370.793701171875, 1517.4158935546875, 1976.0684814453125, 2470.623779296875, 6529.11376953125, 6433.8310546875, 1202.2415771484375, 1789.93115234375, 2050.630859375, 627.842529296875, 3762.852783203125, 1390.0089111328125, 2013.2264404296875, 1859.3900146484375, 11944.7666015625, 1431.0257568359375, 1939.37158203125, 1492.33154296875, 8596.2568359375, 1492.0316162109375, 42733.85546875, 4.85227108001709, 7.3728179931640625, 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40, 41, 44, 49, 50, 51, 52, 56, 57, 17, 24, 32, 33, 16, 16, 62, 19, 21, 22, 25, 50, 51, 24, 61, 26, 5, 28, 48, 36, 7, 29, 5, 53, 4, 13, 18, 25, 26, 29, 30, 32, 33, 34, 35, 37, 38, 40, 41, 45, 48, 56, 58, 61, 62, 2, 48], \"Freq\": [0.9440370202064514, 0.9970645904541016, 0.8279955983161926, 0.4452632963657379, 0.9992167949676514, 0.7973343133926392, 0.996627688407898, 0.9002410769462585, 0.9953453540802002, 0.9017418026924133, 0.9851741194725037, 0.9125933647155762, 0.9834363460540771, 0.4985249638557434, 0.9980908632278442, 0.21800045669078827, 0.3834664523601532, 0.0729164257645607, 0.06105229631066322, 0.06081828847527504, 0.059999268501996994, 0.05981206148862839, 0.02850199118256569, 0.00627137441188097, 0.015233823098242283, 0.02227741852402687, 0.011536520905792713, 0.9972450733184814, 0.7184420228004456, 0.27968645095825195, 0.9974350929260254, 0.9970898628234863, 0.9853721261024475, 0.9945420026779175, 0.8743578791618347, 0.9939259886741638, 0.9979987144470215, 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0.027438905090093613, 0.0028854403644800186, 0.004954246804118156, 0.023246848955750465, 0.02311074361205101, 0.022647984325885773, 0.013338356278836727, 0.0019599217921495438, 0.3788219392299652, 0.3451652526855469, 0.1380660980939865, 0.1373291015625, 0.829494059085846, 0.994670569896698, 0.996187150478363, 0.25073742866516113, 0.2463003396987915, 0.24496082961559296, 0.11494573950767517, 0.07166318595409393, 0.07090971618890762, 0.8898586630821228, 0.9059243202209473, 0.997639000415802, 0.9988988041877747, 0.9973985552787781, 0.9922870397567749, 0.40133044123649597, 0.9992491006851196, 0.9974039196968079, 0.9819141030311584, 0.9956401586532593, 0.2751726806163788, 0.1937425583600998, 0.019714154303073883, 0.0665716901421547, 0.002039395272731781, 0.0015538249863311648, 0.0053412732668221, 0.05409253388643265, 0.05331562086939812, 0.0019422812620177865, 0.058559779077768326, 0.04981951415538788, 0.004224461503326893, 0.047925788909196854, 0.04879981651902199, 0.0440412275493145, 0.005244159139692783, 0.02393861673772335, 0.03350435197353363, 0.008303252048790455, 0.0019422812620177865, 0.9351353645324707, 0.8163056373596191], \"Term\": [\"agglomer\", \"alluvium\", \"andesit\", \"arkos\", \"basalt\", \"bentonit\", \"boulder\", \"breccia\", \"calcit\", \"calcret\", \"carbonac\", \"caviti\", \"cement\", \"chalk\", \"chert\", \"clay\", \"clay\", \"clay\", \"clay\", \"clay\", \"clay\", \"clay\", \"clay\", \"clay\", \"clay\", \"clay\", \"clay\", \"clayston\", \"coal\", \"coal\", \"conglomer\", \"diorit\", \"dolerit\", \"dolomit\", \"drift\", \"feldspar\", \"granit\", \"gravel\", \"gravel\", \"gravel\", \"gravel\", \"greywack\", \"igneou\", \"ignimbrit\", \"ironston\", \"jasper\", \"laterit\", \"lava\", \"lignit\", \"limeston\", \"loam\", \"mica\", \"mud\", \"mudston\", \"nan\", \"pebbl\", \"phyllit\", \"porphyri\", \"quartz\", \"quartzit\", \"rhyolit\", \"rock\", \"rock\", \"rock\", \"rock\", \"rock\", \"rock\", \"rock\", \"sand\", \"sand\", \"sand\", \"sand\", \"sand\", \"sand\", \"sand\", \"sand\", \"sand\", \"sand\", \"sand\", \"sand\", \"sand\", \"sand\", \"sand\", \"sand\", \"sand\", \"sand\", \"sand\", \"sand\", \"sand\", \"sand\", \"sand\", \"sand\", \"sand\", \"sandston\", \"sandston\", \"sandston\", \"sandston\", \"schist\", \"sedimentari\", \"serpentin\", \"shale\", \"shale\", \"shale\", \"shale\", \"shale\", \"shale\", \"siderit\", \"silcret\", \"silt\", \"silti\", \"siltston\", \"slate\", \"soapston\", \"soil\", \"stone\", \"tuff\", \"volcan\", \"water\", \"water\", \"water\", \"water\", \"water\", \"water\", \"water\", \"water\", \"water\", \"water\", \"water\", \"water\", \"water\", \"water\", \"water\", \"water\", \"water\", \"water\", \"water\", \"water\", \"water\", \"wood\", \"zeolit\"]}, \"R\": 30, \"lambda.step\": 0.01, \"plot.opts\": {\"xlab\": \"PC1\", \"ylab\": \"PC2\"}, \"topic.order\": [33, 40, 25, 47, 60, 37, 27, 42, 38, 16, 50, 52, 56, 48, 19, 14, 17, 57, 45, 24, 9, 35, 62, 18, 7, 49, 43, 59, 39, 61, 53, 8, 1, 30, 26, 28, 21, 29, 51, 46, 44, 11, 23, 3, 34, 31, 5, 41, 2, 6, 15, 32, 54, 10, 13, 22, 58, 55, 36, 20, 12, 4]};\n",
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      "text/plain": [
       "PreparedData(topic_coordinates=           Freq  cluster  topics         x         y\n",
       "topic                                               \n",
       "32     7.858461        1       1  0.132467  0.074897\n",
       "39     7.716097        1       2  0.264349  0.039049\n",
       "24     7.388484        1       3  0.128369  0.093677\n",
       "46     6.010152        1       4  0.085023 -0.282364\n",
       "59     4.012486        1       5  0.227843  0.068923\n",
       "36     2.941747        1       6 -0.127187  0.109141\n",
       "26     2.898839        1       7 -0.127194  0.109130\n",
       "41     2.360867        1       8  0.355659  0.039235\n",
       "37     2.341461        1       9  0.355427  0.039307\n",
       "15     2.317207        1      10  0.355596  0.039254\n",
       "49     2.308049        1      11  0.355316  0.039287\n",
       "51     1.884933        1      12  0.193251  0.056372\n",
       "55     1.799359        1      13 -0.179886 -0.403370\n",
       "47     1.695901        1      14 -0.127381  0.108742\n",
       "18     1.607414        1      15  0.331114  0.036724\n",
       "13     1.479528        1      16 -0.187806  0.184364\n",
       "16     1.392900        1      17 -0.196307  0.001366\n",
       "56     1.384224        1      18 -0.027349 -0.158181\n",
       "44     1.350759        1      19 -0.132689  0.139909\n",
       "23     1.327593        1      20  0.327453  0.031898\n",
       "8      1.326789        1      21 -0.132699  0.139895\n",
       "34     1.319796        1      22 -0.132688  0.139911\n",
       "61     1.311832        1      23  0.327464  0.031900\n",
       "17     1.283140        1      24 -0.196238  0.001532\n",
       "6      1.237863        1      25 -0.179699 -0.260048\n",
       "48     1.178359        1      26  0.178285  0.004106\n",
       "42     1.070476        1      27 -0.127648  0.106477\n",
       "58     1.064581        1      28 -0.127349  0.108859\n",
       "38     1.057307        1      29  0.086087  0.021805\n",
       "60     1.038942        1      30 -0.145650 -0.034734\n",
       "...         ...      ...     ...       ...       ...\n",
       "0      1.000954        1      33 -0.219013 -0.346262\n",
       "29     0.983162        1      34  0.043486  0.037687\n",
       "25     0.976385        1      35  0.011179 -0.301890\n",
       "27     0.941581        1      36 -0.127545  0.108486\n",
       "20     0.928874        1      37  0.161960 -0.286225\n",
       "28     0.928576        1      38 -0.144279 -0.024025\n",
       "50     0.923034        1      39 -0.127348  0.108825\n",
       "45     0.915560        1      40  0.165079 -0.283355\n",
       "43     0.910910        1      41  0.161962 -0.285961\n",
       "10     0.908396        1      42 -0.217868  0.220068\n",
       "22     0.907772        1      43 -0.217867  0.220052\n",
       "2      0.869280        1      44  0.007959  0.087940\n",
       "33     0.816163        1      45 -0.248105 -0.196138\n",
       "30     0.813377        1      46 -0.217737  0.219538\n",
       "4      0.800553        1      47 -0.146931  0.059693\n",
       "40     0.787333        1      48 -0.148869 -0.061193\n",
       "1      0.780351        1      49  0.072099  0.077115\n",
       "5      0.776947        1      50  0.211377  0.074711\n",
       "14     0.769431        1      51  0.212432  0.074798\n",
       "31     0.756449        1      52  0.154559  0.144003\n",
       "53     0.754366        1      53 -0.198551  0.198249\n",
       "9      0.707818        1      54 -0.127648  0.106489\n",
       "12     0.688111        1      55 -0.127660  0.106739\n",
       "21     0.675797        1      56  0.226943 -0.228672\n",
       "57     0.659361        1      57 -0.002691  0.088820\n",
       "54     0.635164        1      58 -0.188663 -0.320256\n",
       "35     0.619964        1      59 -0.127660  0.107195\n",
       "19     0.604190        1      60 -0.127662  0.106802\n",
       "11     0.587155        1      61 -0.159006 -0.153239\n",
       "3      0.583627        1      62 -0.140935  0.001656\n",
       "\n",
       "[62 rows x 5 columns], topic_info=     Category          Freq       Term         Total  loglift  logprob\n",
       "term                                                                  \n",
       "1     Default  42733.000000       clay  42733.000000  30.0000  30.0000\n",
       "0     Default  36736.000000       sand  36736.000000  29.0000  29.0000\n",
       "16    Default  25095.000000     gravel  25095.000000  28.0000  28.0000\n",
       "3     Default  20594.000000      water  20594.000000  27.0000  27.0000\n",
       "11    Default  11944.000000      shale  11944.000000  26.0000  26.0000\n",
       "7     Default   8596.000000       rock   8596.000000  25.0000  25.0000\n",
       "4     Default   8141.000000   sandston   8141.000000  24.0000  24.0000\n",
       "22    Default   6529.000000     basalt   6529.000000  23.0000  23.0000\n",
       "25    Default   6433.000000       soil   6433.000000  22.0000  22.0000\n",
       "14    Default   3762.000000     quartz   3762.000000  21.0000  21.0000\n",
       "48    Default   4354.000000      silti   4354.000000  20.0000  20.0000\n",
       "61    Default   2977.000000     jasper   2977.000000  19.0000  19.0000\n",
       "60    Default   2354.000000      chert   2354.000000  18.0000  18.0000\n",
       "21    Default   2470.000000       coal   2470.000000  17.0000  17.0000\n",
       "31    Default   2461.000000     granit   2461.000000  16.0000  16.0000\n",
       "27    Default   2050.000000        nan   2050.000000  15.0000  15.0000\n",
       "46    Default   2043.000000    mudston   2043.000000  14.0000  14.0000\n",
       "20    Default   1976.000000  conglomer   1976.000000  13.0000  13.0000\n",
       "58    Default   2030.000000   siltston   2030.000000  12.0000  12.0000\n",
       "13    Default   2013.000000      stone   2013.000000  11.0000  11.0000\n",
       "9     Default   1939.000000   limeston   1939.000000  10.0000  10.0000\n",
       "26    Default   1789.000000   clayston   1789.000000   9.0000   9.0000\n",
       "12    Default   1859.000000       silt   1859.000000   8.0000   8.0000\n",
       "44    Default   1558.000000   alluvium   1558.000000   7.0000   7.0000\n",
       "19    Default   1517.000000     diorit   1517.000000   6.0000   6.0000\n",
       "8     Default   1492.000000      pebbl   1492.000000   5.0000   5.0000\n",
       "15    Default   1390.000000   ironston   1390.000000   4.0000   4.0000\n",
       "23    Default   1370.000000        mud   1370.000000   3.0000   3.0000\n",
       "6     Default   1492.000000    boulder   1492.000000   2.0000   2.0000\n",
       "33    Default   1333.000000    rhyolit   1333.000000   1.0000   1.0000\n",
       "...       ...           ...        ...           ...      ...      ...\n",
       "59    Topic62      0.351474       wood     80.202293  -0.2865  -8.2115\n",
       "40    Topic62      0.351474   agglomer     90.038841  -0.4022  -8.2115\n",
       "55    Topic62      0.351474     igneou     93.779121  -0.4429  -8.2115\n",
       "66    Topic62      0.351474  ignimbrit    137.909882  -0.8286  -8.2115\n",
       "39    Topic62      0.351474   porphyri    144.276581  -0.8737  -8.2115\n",
       "3     Topic62     40.012684      water  20594.339844  -1.0999  -3.4767\n",
       "45    Topic62      0.351474       tuff    260.715271  -1.4654  -8.2115\n",
       "5     Topic62      0.351474     cement    263.362244  -1.4755  -8.2115\n",
       "50    Topic62      0.351474    dolerit    323.735565  -1.6819  -8.2115\n",
       "23    Topic62      0.351474        mud   1370.793701  -3.1251  -8.2115\n",
       "19    Topic62      0.351474     diorit   1517.415894  -3.2267  -8.2115\n",
       "20    Topic62      0.351474  conglomer   1976.068481  -3.4908  -8.2115\n",
       "21    Topic62      0.351474       coal   2470.623779  -3.7142  -8.2115\n",
       "22    Topic62      0.351474     basalt   6529.113770  -4.6860  -8.2115\n",
       "24    Topic62      0.351474     volcan   1202.241577  -2.9939  -8.2115\n",
       "25    Topic62      0.351474       soil   6433.831055  -4.6713  -8.2115\n",
       "26    Topic62      0.351474   clayston   1789.931152  -3.3919  -8.2115\n",
       "27    Topic62      0.351474        nan   2050.630859  -3.5279  -8.2115\n",
       "28    Topic62      0.351474      slate    627.842529  -2.3442  -8.2115\n",
       "16    Topic62      0.351474     gravel  25095.541016  -6.0324  -8.2115\n",
       "15    Topic62      0.351474   ironston   1390.008911  -3.1390  -8.2115\n",
       "14    Topic62      0.351474     quartz   3762.852783  -4.1349  -8.2115\n",
       "13    Topic62      0.351474      stone   2013.226440  -3.5095  -8.2115\n",
       "12    Topic62      0.351474       silt   1859.390015  -3.4300  -8.2115\n",
       "11    Topic62      0.351474      shale  11944.766602  -5.2900  -8.2115\n",
       "10    Topic62      0.351474       loam   1431.025757  -3.1681  -8.2115\n",
       "9     Topic62      0.351474   limeston   1939.371582  -3.4721  -8.2115\n",
       "8     Topic62      0.351474      pebbl   1492.331543  -3.2101  -8.2115\n",
       "7     Topic62      0.351474       rock   8596.256836  -4.9610  -8.2115\n",
       "6     Topic62      0.351474    boulder   1492.031616  -3.2099  -8.2115\n",
       "\n",
       "[3225 rows x 6 columns], token_table=      Topic      Freq      Term\n",
       "term                           \n",
       "40        5  0.944037  agglomer\n",
       "44       54  0.997065  alluvium\n",
       "42       36  0.827996   andesit\n",
       "32       36  0.445263     arkos\n",
       "22        6  0.999217    basalt\n",
       "62        2  0.797334  bentonit\n",
       "6        34  0.996628   boulder\n",
       "49       62  0.900241   breccia\n",
       "56       48  0.995345    calcit\n",
       "64       49  0.901742   calcret\n",
       "53       28  0.985174  carbonac\n",
       "57       61  0.912593    caviti\n",
       "5        30  0.983436    cement\n",
       "17       11  0.498525     chalk\n",
       "60       27  0.998091     chert\n",
       "1         1  0.218000      clay\n",
       "1         3  0.383466      clay\n",
       "1         5  0.072916      clay\n",
       "1         8  0.061052      clay\n",
       "1         9  0.060818      clay\n",
       "1        10  0.059999      clay\n",
       "1        11  0.059812      clay\n",
       "1        15  0.028502      clay\n",
       "1        31  0.006271      clay\n",
       "1        34  0.015234      clay\n",
       "1        35  0.022277      clay\n",
       "1        56  0.011537      clay\n",
       "26       44  0.997245  clayston\n",
       "21       47  0.718442      coal\n",
       "21       58  0.279686      coal\n",
       "...     ...       ...       ...\n",
       "58       28  0.997399  siltston\n",
       "28       48  0.992287     slate\n",
       "30       36  0.401330  soapston\n",
       "25        7  0.999249      soil\n",
       "13       29  0.997404     stone\n",
       "45        5  0.981914      tuff\n",
       "24       53  0.995640    volcan\n",
       "3         4  0.275173     water\n",
       "3        13  0.193743     water\n",
       "3        18  0.019714     water\n",
       "3        25  0.066572     water\n",
       "3        26  0.002039     water\n",
       "3        29  0.001554     water\n",
       "3        30  0.005341     water\n",
       "3        32  0.054093     water\n",
       "3        33  0.053316     water\n",
       "3        34  0.001942     water\n",
       "3        35  0.058560     water\n",
       "3        37  0.049820     water\n",
       "3        38  0.004224     water\n",
       "3        40  0.047926     water\n",
       "3        41  0.048800     water\n",
       "3        45  0.044041     water\n",
       "3        48  0.005244     water\n",
       "3        56  0.023939     water\n",
       "3        58  0.033504     water\n",
       "3        61  0.008303     water\n",
       "3        62  0.001942     water\n",
       "59        2  0.935135      wood\n",
       "65       48  0.816306    zeolit\n",
       "\n",
       "[140 rows x 3 columns], R=30, lambda_step=0.01, plot_opts={'xlab': 'PC1', 'ylab': 'PC2'}, topic_order=[33, 40, 25, 47, 60, 37, 27, 42, 38, 16, 50, 52, 56, 48, 19, 14, 17, 57, 45, 24, 9, 35, 62, 18, 7, 49, 43, 59, 39, 61, 53, 8, 1, 30, 26, 28, 21, 29, 51, 46, 44, 11, 23, 3, 34, 31, 5, 41, 2, 6, 15, 32, 54, 10, 13, 22, 58, 55, 36, 20, 12, 4])"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pyLDAvis.gensim.prepare(ldamodel, corpus, dictionary)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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